Last updated: 2021-08-19

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Knit directory: emlr_obs_v_XXX/

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1 Version ID

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

2 Required data

Required are:

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

3 Predictor combinations

Find all possible combinations of following considered predictor variables:

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

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

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

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

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

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

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

# convert to tibble
lm_all <- as_tibble(lm_all)

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

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

4 Apply predictor threshold

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

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

This results in a total number of MLR models of:

  • 112

5 Fit all models

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

  • cstar_tref

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

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

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

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

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

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


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

6 Tidy models

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

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

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

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

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

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

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

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


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

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

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

7 Prepare coeffcients

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

7.1 VIF threshold

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

  • 500

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

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

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

7.2 Predictor selection

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

  • 10

The criterion used to select the best models was:

  • rmse

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

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

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

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

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

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


# print table
lm_best %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
data_source basin gamma_slab model AIC BIC rmse rmse_sum aic_sum bic_sum
obs Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + nitrate 800.3215 817.5267 5.0181794 10.1274017 1178.320 1208.091
obs Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 802.1847 822.2574 5.0155396 10.1022602 1181.653 1216.386
obs Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 796.3235 816.3962 4.9037386 9.9313504 1174.390 1209.123
mod Atlantic (-Inf,26] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 256.8731 275.7125 0.7372400 5.8956595 1096.957 1136.133
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate 798.3417 815.5469 4.9801128 10.1369448 1177.453 1207.224
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 240.9677 259.8071 0.6853658 5.7416968 1075.654 1114.831
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 800.1820 820.2548 4.9770557 10.1129335 1180.805 1215.538
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 307.3487 326.1881 0.9293197 5.9319095 1139.150 1178.326
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 793.5565 813.6293 4.8518296 9.9041326 1172.210 1206.944
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 300.9615 319.8009 0.9024865 5.5702504 1114.058 1153.235
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 803.3398 823.4125 5.0378719 10.3326093 1187.618 1222.351
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate 239.2059 255.3540 0.6861152 5.9241563 1081.425 1115.005
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate 797.7147 814.9199 4.9681175 10.1704788 1177.881 1207.652
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 240.9547 259.7941 0.6853250 5.8717362 1082.499 1121.676
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 799.5559 819.6287 4.9650849 10.1452014 1181.208 1215.941
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 307.0099 325.8493 0.9278765 5.8786704 1136.001 1175.178
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 792.6019 812.6747 4.8340483 9.9329634 1172.358 1207.091
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 301.3573 320.1967 0.9041266 5.8980921 1132.693 1171.869
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + phosphate + nitrate 306.4932 322.6413 0.9342116 6.0703759 1143.409 1176.989
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 237.7233 256.5628 0.6752416 5.6951611 1070.458 1109.635
obs Atlantic (26,26.5] cstar_tref ~ aou + oxygen + phosphate + nitrate 4902.6839 4930.8882 4.8981722 10.4941237 7496.571 7548.887
obs Atlantic (26,26.5] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 4881.4885 4914.3936 4.8287943 10.4246458 7477.361 7538.396
obs Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate 4923.4316 4951.6360 4.9610734 10.7120584 7539.782 7592.098
mod Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 2895.5473 2925.2292 4.0131925 8.5184208 5804.483 5863.596
obs Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 4736.3683 4769.2734 4.4164977 10.0107131 7332.000 7393.036
mod Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 2895.4907 2925.1726 4.0129711 8.8971029 5884.371 5943.485
obs Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 4896.8431 4929.7482 4.8746096 10.6041533 7512.123 7573.159
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2903.7775 2933.4594 4.0455145 8.5215273 5806.272 5865.386
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4777.8772 4810.7824 4.5306947 10.2093021 7385.817 7446.852
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 2906.9992 2936.6811 4.0582375 8.9878284 5905.052 5964.166
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 4909.6062 4942.5113 4.9130227 10.7085854 7534.304 7595.339
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2906.6647 2936.3466 4.0569148 8.5741915 5818.244 5877.358
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 4802.7184 4835.6235 4.6004435 10.4422086 7433.943 7494.978
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2909.5391 2939.2210 4.0682964 9.0377939 5915.574 5974.688
mod Atlantic (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate 2972.8087 2998.2504 4.3355130 9.1566647 5946.841 5997.510
obs Atlantic (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate 4908.3901 4936.5945 4.9153920 10.5941303 7514.349 7566.665
mod Atlantic (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 2970.4394 3000.1213 4.3170889 9.0936874 5937.280 5996.394
obs Atlantic (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4888.3001 4921.2052 4.8490655 10.5277327 7496.249 7557.284
mod Atlantic (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate 2968.3591 2993.8008 4.3167513 9.0628986 5926.868 5977.537
mod Atlantic (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 2967.1445 2996.8264 4.3032474 9.0236006 5922.258 5981.372
mod Atlantic (26.5,26.75] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 4486.5400 4519.4193 3.8262631 6.9822367 8167.980 8232.856
mod Atlantic (26.5,26.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 4528.4324 4561.3116 3.9264987 6.9464551 8146.963 8211.838
mod Atlantic (26.5,26.75] cstar_tref ~ sal + aou + phosphate + silicate 4560.2786 4588.4608 4.0093969 7.0712111 8196.466 8252.073
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 6439.2286 6474.4260 4.1750393 9.3624901 10738.352 10805.396
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 4545.4962 4578.3754 3.9680760 6.8986895 8121.143 8186.018
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 6534.3847 6569.5821 4.3549056 9.5314399 10830.563 10897.608
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 4579.2563 4612.1355 4.0516366 7.0651586 8194.741 8259.616
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 6436.6413 6471.8387 4.1702540 9.3171411 10724.790 10791.834
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4562.6727 4595.5519 4.0103724 6.9731255 8153.895 8218.770
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 6525.7159 6560.9133 4.3382036 9.5136655 10821.604 10888.649
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate 6536.4744 6566.6436 4.3628072 9.5640389 10837.306 10894.773
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4518.5914 4551.4706 3.9027188 6.8648269 8109.503 8174.378
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 6523.4006 6558.5980 4.3337536 9.4921984 10814.685 10881.730
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + phosphate + silicate 4585.9408 4614.1230 4.0734149 7.0968195 8204.101 8259.708
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + phosphate + silicate 6547.9317 6578.1009 4.3850206 9.5638763 10842.736 10900.204
mod Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate 4591.0122 4619.1944 4.0861868 7.1309053 8219.204 8274.811
obs Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate 6531.6001 6561.7693 4.3533912 9.5185453 10822.701 10880.168
mod Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 4543.1496 4576.0288 3.9623322 6.8694903 8107.321 8172.197
obs Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 6518.1805 6553.3779 4.3237376 9.4625908 10804.145 10871.190
obs Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + silicate 6539.9882 6570.1574 4.3696077 9.5465847 10834.286 10891.753
mod Atlantic (26.75,27] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 6320.6520 6357.6072 2.1292484 4.4194660 11823.256 11895.963
mod Atlantic (26.75,27] cstar_tref ~ aou + oxygen + phosphate + silicate 7067.1212 7098.7972 2.7562247 5.1953984 12721.601 12783.922
mod Atlantic (26.75,27] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 6617.9650 6654.9202 2.3591250 4.5861491 12052.240 12124.947
mod Atlantic (26.75,27] cstar_tref ~ sal + aou + phosphate + silicate 6898.4018 6930.0777 2.6004455 4.8703058 12377.202 12439.522
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 8222.8152 8259.5846 4.4276356 9.8276935 14925.735 14997.378
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 6873.0276 6909.9829 2.5760144 4.7075158 12200.246 12272.953
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 8165.3580 8202.1274 4.3384611 9.6096267 14816.241 14887.884
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate 8266.9403 8298.4568 4.5005470 9.8023457 14928.305 14989.713
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 8255.5919 8292.3612 4.4793242 9.7810877 14918.943 14990.585
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 6932.0494 6969.0046 2.6289795 4.8829875 12395.735 12468.442
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 8191.9735 8228.7428 4.3795432 9.5449036 14799.181 14870.824
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 6418.6534 6455.6087 2.2024330 4.3134492 11722.289 11794.996
obs Atlantic (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 8159.3363 8196.1057 4.3292199 9.6535519 14831.837 14903.480
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + phosphate + silicate 7185.2997 7216.9756 2.8708641 5.2237635 12751.841 12814.161
obs Atlantic (26.75,27] cstar_tref ~ temp + aou + phosphate + silicate 8168.2724 8199.7889 4.3460174 9.6707733 14838.944 14900.352
obs Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate 8262.5420 8294.0586 4.4935431 9.8280724 14937.164 14998.572
mod Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 6509.2672 6546.2225 2.2723369 4.4188483 11853.622 11926.329
obs Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 8191.7965 8228.5659 4.3792688 9.5978584 14821.087 14892.730
mod Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate + silicate 7241.7238 7273.3998 2.9272684 5.3588339 12888.575 12950.895
obs Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate + silicate 8200.6764 8232.1929 4.3961730 9.6150857 14828.101 14889.509
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 8323.6888 8362.3266 2.3030420 4.6614189 15200.302 15276.165
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 8265.7787 8304.4166 2.2671615 4.4870482 14959.992 15035.855
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 13222.6184 13262.0520 5.9163881 11.3910084 22986.805 23063.719
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 8578.5512 8617.1890 2.4678239 5.0803919 15763.678 15839.541
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 13209.8353 13249.2689 5.8981129 11.4407936 23012.644 23089.558
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 8110.5912 8149.2291 2.1737408 4.2245961 14566.098 14641.961
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate 13241.5073 13275.3075 5.9463734 11.4878536 23041.639 23107.565
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 8718.3368 8756.9747 2.5631567 5.0038185 15698.317 15774.180
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 13202.7437 13242.1773 5.8879988 11.2887961 22924.490 23001.404
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 8607.0113 8645.6492 2.4869416 5.0515282 15736.269 15812.132
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 13179.3138 13218.7474 5.8547064 11.3098131 22932.338 23009.252
mod Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate 8328.1939 8361.3121 2.3071079 4.5424362 15041.300 15106.326
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate 13221.2238 13255.0240 5.9172549 11.4245413 23002.007 23067.933
mod Atlantic (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 8326.2334 8364.8713 2.3046316 4.5143707 15006.638 15082.501
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 13197.7045 13237.1381 5.8808225 11.3773715 22974.387 23051.301
mod Atlantic (27,27.25] cstar_tref ~ temp + oxygen + nitrate + silicate 8190.6693 8223.7874 2.2226607 4.2862927 14662.895 14727.921
obs Atlantic (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate 13200.9497 13234.7499 5.8882924 11.3229668 22940.243 23006.170
mod Atlantic (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 8192.6692 8231.3071 2.2226606 4.2640766 14634.272 14710.135
obs Atlantic (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 13171.5686 13211.0022 5.8437423 11.2621237 22903.476 22980.390
obs Atlantic (27,27.25] cstar_tref ~ temp + oxygen + phosphate + silicate 13202.0369 13235.8371 5.8898419 11.5244243 23054.252 23120.179
mod Atlantic (27.25,27.5] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 13959.6448 14000.6445 3.5949215 7.1122215 25959.604 26040.600
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate 13677.5876 13712.7301 3.4052948 6.7708831 25478.108 25547.533
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 13594.8561 13635.8558 3.3499188 6.5955510 25234.858 25315.854
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 13653.8983 13694.8979 3.3884096 6.6773138 25353.208 25434.204
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 13502.4248 13543.4245 3.2905370 6.3908971 24937.370 25018.367
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate 16781.2221 16816.4408 5.9593611 11.4721710 29684.900 29753.907
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 16733.8263 16774.9148 5.9033843 11.3960396 29624.399 29704.908
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 16776.9076 16817.9961 5.9521758 11.4648651 29682.495 29763.003
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 13417.5144 13458.5141 3.2369151 6.2189165 24678.160 24759.156
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate 16775.6153 16810.8340 5.9529807 11.4311422 29653.291 29722.299
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 16723.3523 16764.4408 5.8915826 11.3483068 29586.859 29667.367
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 16771.4577 16812.5461 5.9459813 11.4233468 29650.534 29731.043
mod Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate 13811.8861 13847.0286 3.4949465 6.6929082 25383.629 25453.054
obs Atlantic (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate 16739.9208 16775.1395 5.9125211 11.5087041 29705.501 29774.508
mod Atlantic (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 13684.6954 13725.6950 3.4086621 6.6002966 25249.570 25330.566
obs Atlantic (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 16741.1417 16782.2302 5.9116410 11.4721063 29682.316 29762.824
mod Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate + silicate 13791.6234 13826.7660 3.4812703 6.5600125 25193.236 25262.661
obs Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + nitrate 16732.2122 16767.4309 5.9038196 11.4707799 29676.201 29745.208
mod Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 13556.8933 13597.8930 3.3254013 6.3851122 24932.739 25013.735
obs Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 16732.6291 16773.7175 5.9020341 11.4248943 29645.818 29726.327
obs Atlantic (27.5,27.75] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 16770.8182 16812.0967 5.4568406 10.6068778 31175.495 31257.118
obs Atlantic (27.5,27.75] cstar_tref ~ aou + oxygen + phosphate + silicate 16799.3730 16834.7546 5.4879316 10.6518288 31214.698 31284.660
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 15816.6394 15859.2743 2.7232034 5.3849912 29820.201 29904.684
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate 16155.0550 16191.5993 2.8689782 5.3379127 29717.834 29790.248
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 14552.8987 14595.5336 2.2439129 4.5443410 27705.264 27789.747
obs Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 16801.1946 16842.4730 5.4877495 10.6516261 31218.501 31300.124
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + phosphate 16234.9183 16265.3718 2.9051826 5.4395291 29948.251 30008.596
obs Atlantic (27.5,27.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 16851.0428 16892.3212 5.5388514 10.8250370 31378.514 31460.136
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + phosphate + silicate 14670.7631 14707.3073 2.2854953 4.6304840 27933.055 28005.470
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 15837.6843 15880.3192 2.7319966 5.4008381 29856.685 29941.169
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate 16202.3274 16238.8716 2.8898292 5.3757088 29805.010 29877.424
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 14603.5881 14646.2230 2.2614046 4.5729625 27784.111 27868.594
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 16815.2639 16856.5423 5.5021247 10.6708685 31237.004 31318.626
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 15931.4423 15974.0773 2.7715179 5.4776895 30031.481 30115.964
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 14829.9598 14872.5948 2.3411989 4.7068715 28145.485 28229.968
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 16833.8296 16875.1080 5.5211518 10.7042762 31268.645 31350.267
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 16788.2929 16829.5714 5.4746004 10.6303338 31198.172 31279.795
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + phosphate + silicate 16813.9992 16849.3807 5.5028771 10.6721297 31234.202 31304.165
obs Atlantic (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 16806.5057 16847.7842 5.4931717 10.6645384 31230.633 31312.256
obs Atlantic (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + silicate 16832.0105 16867.3921 5.5213375 10.7063607 31266.549 31336.511
obs Atlantic (27.75,27.85] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 10813.2405 10851.5121 5.2939187 9.8274498 20345.309 20421.329
mod Atlantic (27.75,27.85] cstar_tref ~ aou + oxygen + phosphate + silicate 7754.5388 7787.6472 1.9815302 4.1909803 14927.966 14993.411
obs Atlantic (27.75,27.85] cstar_tref ~ aou + oxygen + phosphate + silicate 10823.5975 10856.4017 5.3126423 9.8475024 20354.618 20419.778
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 7722.9368 7756.0452 1.9645959 4.2303144 14977.794 15043.240
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 7421.0607 7459.6871 1.8089677 3.9876216 14551.038 14627.391
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 7015.3835 7054.0099 1.6202458 3.5914281 13821.322 13897.675
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 10805.7470 10844.0186 5.2825966 9.8208474 20341.195 20417.215
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 7477.9624 7511.0708 1.8381389 3.9624584 14524.161 14589.607
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 10814.8666 10847.6708 5.2994062 9.8387522 20349.098 20414.258
obs Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 10809.0985 10847.3701 5.2876574 9.8567299 20366.530 20442.551
mod Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate + silicate 8029.8038 8062.9122 2.1353467 4.5021201 15425.953 15491.399
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 7549.1461 7587.7725 1.8730035 4.0981671 14747.520 14823.873
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 7193.3369 7231.9633 1.7004765 3.7338645 14099.879 14176.233
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 10816.7356 10855.0072 5.2992079 9.8366228 20351.585 20427.605
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 7672.7978 7711.4242 1.9369722 4.2202700 14954.681 15031.034
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 7335.1542 7373.7807 1.7672504 3.8583909 14332.381 14408.734
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 10818.5870 10856.8586 5.3020117 9.8505601 20361.396 20437.416
obs Atlantic (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 10813.4297 10851.7013 5.2942049 9.8347194 20350.497 20426.517
obs Atlantic (27.75,27.85] cstar_tref ~ temp + aou + phosphate + silicate 10823.9798 10856.7840 5.3132226 9.8551084 20360.028 20425.188
obs Atlantic (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 10813.8223 10852.0939 5.2947988 9.8440279 20357.118 20433.138
mod Atlantic (27.85,27.95] cstar_tref ~ aou + oxygen + phosphate 9295.6617 9323.6887 2.4401935 5.6331105 18159.787 18215.053
obs Atlantic (27.85,27.95] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 16071.2400 16112.0779 5.8165828 10.5624846 29585.374 29666.298
mod Atlantic (27.85,27.95] cstar_tref ~ aou + oxygen + phosphate + silicate 9104.8680 9138.5004 2.3258715 5.5187579 17970.961 18037.280
obs Atlantic (27.85,27.95] cstar_tref ~ aou + oxygen + phosphate + silicate 16069.5687 16104.5727 5.8169614 10.5630644 29581.895 29651.259
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 9128.5629 9167.8006 2.3384639 5.6134900 18083.830 18161.202
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate 9116.3404 9149.9728 2.3325220 5.3979067 17842.572 17908.890
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 8630.5532 8669.7909 2.0658661 5.1175616 17343.423 17420.795
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 15941.2772 15982.1152 5.6688016 10.2879219 29332.589 29413.514
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + phosphate + silicate 9280.1825 9313.8149 2.4296012 5.6305413 18154.921 18221.240
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + phosphate + silicate 15940.8134 15975.8174 5.6705264 10.2899243 29330.398 29399.762
obs Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 15796.8293 15837.6672 5.5089508 10.0145842 29075.304 29156.229
obs Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate + silicate 15800.9903 15835.9943 5.5156759 10.0223417 29078.505 29147.869
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 9303.7637 9337.3961 2.4439021 5.5411527 18065.488 18131.806
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 8789.2634 8828.5011 2.1491005 5.2258061 17530.146 17607.518
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 15473.9103 15514.7483 5.1677110 9.4739490 28547.069 28627.993
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate 9409.8301 9443.4624 2.5092748 5.6328636 18200.615 18266.934
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 8882.1385 8921.3762 2.1993550 5.2962875 17645.510 17722.882
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 15472.9150 15513.7530 5.1666926 9.4734825 28546.655 28627.579
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 15479.3191 15520.1570 5.1732488 9.5117629 28586.349 28667.274
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + phosphate + silicate 15477.5103 15512.5143 5.1734447 9.5160115 28586.775 28656.139
mod Atlantic (27.95,28.05] cstar_tref ~ aou + oxygen + phosphate 10999.3553 11027.8884 2.8656675 6.2501589 21704.384 21760.988
mod Atlantic (27.95,28.05] cstar_tref ~ aou + oxygen + phosphate + silicate 10906.5856 10940.8253 2.8052301 6.1287009 21539.856 21607.781
mod Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate 10817.9727 10852.2124 2.7498728 6.0388501 21408.947 21476.873
mod Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 10714.7368 10754.6831 2.6855482 5.9528519 21280.908 21360.155
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 18960.6985 19002.7384 5.7027650 9.9873478 34879.203 34962.721
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 19241.0144 19283.0543 5.9757023 10.5424630 35512.482 35596.001
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + phosphate + silicate 19248.3687 19284.4029 5.9850321 10.5517932 35517.837 35589.424
obs Atlantic (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 19090.6725 19132.7125 5.8277322 10.2500760 35184.309 35267.828
obs Atlantic (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate + silicate 19104.5870 19140.6212 5.8432206 10.2660548 35196.837 35268.425
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 10818.3429 10852.5826 2.7501018 6.2743439 21689.403 21757.329
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 10658.1227 10698.0690 2.6515679 6.1268143 21474.427 21553.673
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 19007.7035 19049.7434 5.7476469 10.0744100 34980.422 35063.940
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate 10826.2605 10860.5002 2.7550036 6.3821271 21813.973 21881.898
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 19433.1971 19475.2370 6.1703369 10.9319360 35935.872 36019.391
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 10634.5080 10674.4543 2.6375216 6.2058436 21557.960 21637.206
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 18999.9771 19042.0170 5.7402453 10.0600524 34963.791 35047.310
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 19040.2830 19082.3229 5.7789620 10.1397858 35056.395 35139.913
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + phosphate + silicate 19046.5855 19082.6197 5.7869695 10.1479710 35060.923 35132.510
mod Atlantic (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 10898.5614 10932.8010 2.8001718 6.3222145 21767.091 21835.017
mod Atlantic (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + silicate 10905.0288 10939.2684 2.8042480 6.4205278 21880.603 21948.528
mod Atlantic (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate 4928.7586 4955.9505 1.0281439 2.3244609 10675.754 10730.164
mod Atlantic (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate + silicate 4916.2056 4948.8359 1.0237526 2.2442265 10459.137 10524.430
mod Atlantic (28.05,28.1] cstar_tref ~ sal + aou + oxygen + phosphate 4914.8346 4947.4649 1.0233398 2.3188812 10661.785 10727.077
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate 15007.7156 15042.1439 6.3568062 11.1637528 28075.670 28144.232
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 14990.1246 15030.2909 6.3297201 11.1002407 28026.854 28106.842
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + phosphate + silicate 15000.9376 15035.3659 6.3474219 11.1683292 28081.560 28150.121
obs Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 14951.0397 14991.2060 6.2760266 11.0716476 28010.691 28090.680
obs Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + silicate 14959.0530 14993.4813 6.2897390 11.1243748 28052.096 28120.658
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 5005.6764 5038.3067 1.0510502 2.3550720 10774.927 10840.220
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate 15005.2337 15045.4001 6.3505994 11.1257005 28046.155 28126.143
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 4995.0084 5033.0771 1.0471414 2.2787877 10571.087 10647.261
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 14993.0368 15033.2032 6.3337391 11.1360361 28058.764 28138.753
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate 5046.1014 5078.7317 1.0636214 2.3704377 10822.669 10887.961
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate 14971.3994 15005.8278 6.3066877 11.0120157 27946.025 28014.587
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 14966.2532 15006.4196 6.2968721 10.9662219 27909.351 27989.340
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 5038.4132 5076.4819 1.0605950 2.2971847 10628.183 10704.357
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 14957.7554 14997.9218 6.2852200 10.9829415 27927.314 28007.303
mod Atlantic (28.05,28.1] cstar_tref ~ temp + aou + phosphate 5042.9194 5070.1114 1.0632517 2.3672959 10810.229 10864.639
mod Atlantic (28.05,28.1] cstar_tref ~ temp + aou + phosphate + silicate 5039.3088 5071.9391 1.0614986 2.2990019 10629.602 10694.895
mod Atlantic (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + silicate 5088.1570 5120.7873 1.0768594 2.3198905 10693.684 10758.977
mod Atlantic (28.1,28.15] cstar_tref ~ aou + oxygen + nitrate + silicate 5397.3290 5431.5551 0.8147020 1.7430299 11836.366 11905.266
mod Atlantic (28.1,28.15] cstar_tref ~ aou + oxygen + phosphate + nitrate 5427.8883 5462.1145 0.8203338 1.7324805 11782.872 11851.773
mod Atlantic (28.1,28.15] cstar_tref ~ sal + aou + oxygen + nitrate 5592.7508 5626.9770 0.8513948 1.7981457 12125.719 12194.619
mod Atlantic (28.1,28.15] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 5382.0450 5421.9756 0.8115338 1.7398447 11822.994 11903.378
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + silicate 5499.2333 5539.1638 0.8332583 1.7781681 12024.897 12105.281
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate 14467.7597 14501.8904 6.6329276 11.3025389 27225.582 27293.760
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + nitrate 14467.7289 14507.5481 6.6298431 11.2952884 27223.707 27303.249
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + silicate 14469.7143 14509.5335 6.6328587 11.3012590 27228.419 27307.961
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 5548.9524 5588.8829 0.8426500 1.7973412 12123.842 12204.226
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate 14432.4226 14466.5533 6.5794593 11.1480938 27096.109 27164.287
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 14431.7642 14471.5834 6.5754544 11.1427725 27096.210 27175.751
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 14434.3951 14474.2143 6.5794179 11.1456915 27097.856 27177.397
mod Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate + silicate 5503.3544 5537.5806 0.8344088 1.7798265 12029.587 12098.487
mod Atlantic (28.1,28.15] cstar_tref ~ temp + aou + phosphate + nitrate 5543.3100 5577.5361 0.8419584 1.7706558 11984.248 12053.149
mod Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + nitrate + silicate 5552.4855 5586.7117 0.8437017 1.7990272 12128.550 12197.451
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate 14453.0729 14481.5151 6.6136815 11.1845335 27116.849 27173.664
mod Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + nitrate 5593.0932 5627.3194 0.8514606 1.7894000 12081.365 12150.266
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + nitrate 14450.6809 14484.8116 6.6070317 11.1767025 27115.344 27183.522
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 14451.2657 14491.0849 6.6048905 11.1699360 27113.568 27193.110
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + silicate 14453.1781 14487.3088 6.6108119 11.1784947 27115.967 27184.146
mod Atlantic (28.15,28.2] cstar_tref ~ aou + oxygen + nitrate 2058.1165 2085.1134 0.4526649 1.0406702 4378.482 4431.334
mod Atlantic (28.15,28.2] cstar_tref ~ aou + oxygen + nitrate + silicate 1787.3825 1819.7789 0.4164420 1.0041227 4108.312 4171.733
mod Atlantic (28.15,28.2] cstar_tref ~ aou + oxygen + phosphate + nitrate 2036.5911 2068.9875 0.4494200 1.0372967 4358.388 4421.810
mod Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + nitrate 2006.9513 2039.3477 0.4453648 1.0111905 4229.271 4292.693
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate 2083.7786 2116.1750 0.4559523 1.0247685 4319.814 4383.236
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate 6604.7602 6634.4421 5.7583888 10.6361777 13639.248 13699.314
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + nitrate 6585.8687 6620.4976 5.7008412 10.5610625 13613.921 13683.998
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + silicate 6557.1604 6591.7892 5.6226982 10.4953265 13591.174 13661.250
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + nitrate 2104.5709 2136.9672 0.4588607 1.0292780 4347.920 4411.341
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate 6620.4248 6650.1066 5.8019192 10.6164820 13624.410 13684.475
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 6597.0125 6631.6414 5.7314659 10.5366558 13598.441 13668.518
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 6563.0407 6597.6695 5.6386164 10.4418106 13563.498 13633.574
mod Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate 2161.1408 2188.1377 0.4671535 1.0623748 4513.244 4566.095
mod Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate 1845.9602 1878.3566 0.4239692 1.0177438 4193.732 4257.153
mod Atlantic (28.15,28.2] cstar_tref ~ temp + aou + phosphate + nitrate 2130.6853 2163.0817 0.4625399 1.0577602 4484.784 4548.206
obs Atlantic (28.15,28.2] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 6550.0393 6584.6682 5.6034813 10.6943689 13686.501 13756.577
obs Atlantic (28.15,28.2] cstar_tref ~ temp + aou + phosphate + silicate 6558.2682 6587.9500 5.6311055 10.7316253 13697.149 13757.214
mod Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + nitrate + silicate 1860.5202 1892.9165 0.4258612 1.0221118 4219.119 4282.541
obs Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 6554.8457 6589.4745 5.6164445 10.6278202 13654.503 13724.579
obs Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + phosphate + silicate 6564.7342 6594.4160 5.6486378 10.6670990 13665.695 13725.760
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + nitrate 2570.3602 2604.2526 0.4452032 0.9648408 5116.828 5183.201
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 2571.5516 2611.0928 0.4451174 0.9588140 5081.890 5159.325
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate 9002.0679 9033.8788 5.0133410 9.5288203 17518.331 17581.830
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 2567.3612 2606.9024 0.4446731 0.9605564 5091.784 5169.219
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 8999.4134 9036.5261 5.0054798 9.4938390 17500.171 17574.253
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 9002.4903 9039.6031 5.0106752 9.5255973 17520.395 17594.477
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + phosphate 9007.4452 9033.9543 5.0258262 9.5485908 17526.393 17579.309
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + phosphate + nitrate 2640.3876 2674.2800 0.4526956 0.9883150 5287.305 5353.678
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + phosphate + nitrate 9005.3813 9037.1922 5.0189447 9.5140813 17508.523 17572.022
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 9002.6564 9039.7691 5.0109558 9.5058038 17507.612 17581.694
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + phosphate + silicate 9006.9805 9038.7915 5.0216516 9.5434778 17527.326 17590.825
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate 2565.1790 2599.0715 0.4446538 0.9643744 5112.177 5178.549
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 2566.3680 2605.9092 0.4445679 0.9581498 5075.966 5153.400
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate 9009.1674 9040.9783 5.0253554 9.5367835 17522.822 17586.322
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2562.3140 2601.8552 0.4441386 0.9599601 5086.341 5163.775
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 9007.0122 9044.1250 5.0183202 9.5008212 17503.974 17578.056
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 9008.7821 9045.8949 5.0213157 9.5317229 17523.779 17597.862
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + nitrate 2584.1416 2618.0340 0.4466678 0.9660675 5129.091 5195.464
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2584.8224 2624.3635 0.4465274 0.9604767 5096.791 5174.226
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2579.8362 2619.3774 0.4459971 0.9620478 5105.335 5182.770
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 1002.1395 1022.7940 2.0631223 4.3699475 2592.507 2636.309
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 925.2562 944.3469 3.1468057 7.4518448 2272.984 2312.756
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 950.9564 975.0533 1.8387860 4.0033993 2498.783 2549.885
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 925.9072 948.1797 3.1349042 7.2259690 2251.980 2298.380
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 750.4703 774.5672 1.1914285 2.8329222 2104.652 2155.754
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 925.5799 947.8524 3.1320228 7.3195393 2262.465 2308.865
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate 1000.2151 1020.8696 2.0545465 4.3294549 2580.830 2624.632
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate 921.3535 940.4442 3.1124964 7.3738074 2264.345 2304.116
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 947.8958 971.9928 1.8266451 3.9710740 2489.164 2540.267
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 922.2283 944.5008 3.1026744 7.1660223 2245.147 2291.547
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 750.1946 774.2916 1.1907179 2.8013721 2091.100 2142.202
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 922.2083 944.4808 3.1025007 7.2575029 2255.477 2301.877
mod Indian (-Inf,26] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1036.0099 1060.1068 2.2104674 4.0064252 2453.144 2504.246
obs Indian (-Inf,26] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 962.6876 984.9600 3.4761111 7.7375953 2307.698 2354.097
mod Indian (-Inf,26] cstar_tref ~ temp + aou + phosphate + silicate 1036.1217 1056.7762 2.2205947 4.0585993 2467.455 2511.257
obs Indian (-Inf,26] cstar_tref ~ temp + aou + phosphate + silicate 974.5641 993.6548 3.6142818 7.8819743 2318.250 2358.021
mod Indian (-Inf,26] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1005.1239 1029.2208 2.0675229 3.7934502 2394.416 2445.518
obs Indian (-Inf,26] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 958.2263 980.4988 3.4328217 7.6329367 2296.506 2342.905
mod Indian (-Inf,26] cstar_tref ~ temp + oxygen + phosphate + silicate 1003.8285 1024.4830 2.0706788 3.8321020 2405.371 2449.173
obs Indian (-Inf,26] cstar_tref ~ temp + oxygen + phosphate + silicate 971.2946 990.3853 3.5812404 7.7916403 2308.709 2348.480
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate 1788.6175 1811.5735 3.3249055 6.9387573 4250.181 4297.833
mod Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1826.7640 1854.6162 2.4005538 5.1699637 4478.218 4536.124
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1778.7626 1805.5446 3.2672744 6.8767586 4241.231 4296.824
mod Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 1303.1260 1330.9782 1.2372194 2.8368784 3360.731 3418.637
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 1786.5742 1813.3562 3.3051362 6.7807031 4214.789 4270.382
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate 1787.4788 1810.4348 3.3193258 6.9035453 4241.583 4289.234
mod Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1814.4341 1842.2863 2.3633780 5.1120705 4457.763 4515.669
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1776.4387 1803.2207 3.2560947 6.8366016 4231.604 4287.197
mod Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1303.4810 1331.3332 1.2377756 2.8352615 3359.615 3417.521
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1786.6486 1813.4306 3.3054987 6.7685353 4211.591 4267.184
mod Indian (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate 1882.6062 1906.4795 2.5829118 5.4169540 4557.021 4606.655
mod Indian (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1259.4295 1287.2817 1.1706446 2.7367253 3294.080 3351.987
obs Indian (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1753.9078 1780.6898 3.1496685 6.6291817 4183.151 4238.744
mod Indian (26,26.5] cstar_tref ~ temp + aou + phosphate + silicate 1302.1271 1326.0004 1.2387884 2.8784532 3384.459 3434.093
obs Indian (26,26.5] cstar_tref ~ temp + aou + phosphate + silicate 1877.1257 1900.0817 3.7885538 7.3023149 4313.242 4360.894
mod Indian (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate 1855.7327 1879.6060 2.4965265 5.2963495 4517.004 4566.638
mod Indian (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1254.1701 1282.0223 1.1628770 2.7266433 3287.221 3345.127
obs Indian (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1756.1336 1782.9156 3.1600256 6.6272979 4182.184 4237.777
mod Indian (26,26.5] cstar_tref ~ temp + oxygen + phosphate + silicate 1301.6201 1325.4934 1.2379936 2.8656492 3375.998 3425.632
obs Indian (26,26.5] cstar_tref ~ temp + oxygen + phosphate + silicate 1874.7025 1897.6585 3.7750372 7.2696778 4305.876 4353.527
mod Indian (26.5,26.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 1308.7366 1335.9198 1.4686090 3.0176798 3955.387 4014.517
mod Indian (26.5,26.75] cstar_tref ~ sal + aou + phosphate + silicate 1308.7309 1332.0309 1.4726940 3.0741730 4000.561 4051.244
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate 2116.7883 2140.3818 3.9454298 7.5624921 6266.827 6318.260
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1352.6837 1379.8670 1.5613073 3.1964488 4076.011 4135.141
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2108.4469 2135.9726 3.8916861 7.5040320 6258.490 6318.495
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 1135.3166 1162.4998 1.1534803 2.3602049 3427.828 3486.958
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 2101.9197 2129.4454 3.8581420 7.4716961 6252.474 6312.479
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate 2116.5729 2140.1664 3.9443028 7.5448253 6259.600 6311.032
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1348.3882 1375.5715 1.5519945 3.1826541 4067.823 4126.953
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2107.6132 2135.1390 3.8873856 7.4835565 6250.790 6310.795
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1137.0222 1164.2055 1.1562237 2.3576956 3423.347 3482.477
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2102.6200 2130.1457 3.8617270 7.4590145 6246.271 6306.276
mod Indian (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1033.8157 1060.9989 1.0014186 2.2828412 3411.493 3470.623
obs Indian (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 2064.8126 2092.3384 3.6728654 7.2963428 6219.563 6279.568
mod Indian (26.5,26.75] cstar_tref ~ temp + aou + phosphate + silicate 1133.3170 1156.6170 1.1534810 2.4857620 3564.185 3614.869
obs Indian (26.5,26.75] cstar_tref ~ temp + aou + phosphate + silicate 2137.2673 2160.8608 4.0540582 7.6881463 6294.491 6345.924
mod Indian (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1035.5187 1062.7019 1.0037966 2.2732580 3399.898 3459.028
obs Indian (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 2065.3421 2092.8678 3.6754452 7.2800965 6212.122 6272.127
mod Indian (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + silicate 1135.3751 1158.6750 1.1567920 2.4772113 3553.562 3604.245
obs Indian (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + silicate 2136.6229 2160.2164 4.0505949 7.6647194 6285.419 6336.852
mod Indian (26.75,27] cstar_tref ~ aou + phosphate + nitrate + silicate 1600.0338 1624.9502 1.3105660 3.3922410 5421.271 5474.901
mod Indian (26.75,27] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 1600.1906 1629.2597 1.3079987 3.3873750 5421.472 5484.040
obs Indian (26.75,27] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 3624.1378 3655.4767 3.8887609 7.5724916 10080.435 10147.305
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1638.8143 1667.8834 1.3628626 3.3315121 5363.241 5425.809
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3630.2266 3661.5654 3.9070172 7.6002040 10092.590 10159.459
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 1630.2348 1659.3039 1.3504801 3.1790493 5224.011 5286.579
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 3626.4648 3657.8036 3.8957278 7.5748692 10079.813 10146.682
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate 3629.5218 3656.3836 3.9109117 7.6102530 10093.825 10151.141
mod Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1638.7708 1667.8399 1.3627995 3.3285269 5360.568 5423.137
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3630.6192 3661.9580 3.9081973 7.5960120 10089.538 10156.408
mod Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1630.8779 1659.9471 1.3514044 3.1795784 5224.271 5286.840
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3626.4787 3657.8175 3.8957694 7.5709704 10077.291 10144.161
mod Indian (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate 1639.6827 1664.5991 1.3670277 3.3382233 5364.397 5418.027
mod Indian (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1556.4983 1585.5674 1.2485927 2.9393452 5011.577 5074.145
obs Indian (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3630.8205 3662.1593 3.9088026 7.5697940 10072.468 10139.337
obs Indian (26.75,27] cstar_tref ~ temp + aou + phosphate + silicate 3628.8702 3655.7320 3.9089520 7.5937881 10083.878 10141.194
mod Indian (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate 1638.7200 1663.6364 1.3656283 3.3334788 5360.428 5414.058
mod Indian (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1558.0684 1587.1375 1.2506800 2.9380858 5009.640 5072.208
obs Indian (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 3631.8187 3663.1575 3.9118051 7.5687389 10070.842 10137.712
obs Indian (26.75,27] cstar_tref ~ temp + oxygen + phosphate + silicate 3629.8502 3656.7120 3.9118998 7.5936778 10082.893 10140.210
mod Indian (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate 2310.2006 2335.8942 2.0728252 4.1569882 6473.774 6528.694
obs Indian (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 2814.4071 2844.2642 3.4661532 6.8776492 7691.919 7755.540
obs Indian (27,27.25] cstar_tref ~ sal + aou + phosphate + silicate 2830.0775 2855.6693 3.5248659 7.0216101 7750.954 7805.486
mod Indian (27,27.25] cstar_tref ~ sal + oxygen + phosphate + nitrate 2305.9046 2331.5982 2.0645196 4.1481974 6469.029 6523.950
obs Indian (27,27.25] cstar_tref ~ sal + oxygen + phosphate + nitrate 2851.2586 2876.8504 3.5965551 7.0862720 7768.438 7822.969
obs Indian (27,27.25] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 2817.5561 2847.4132 3.4765443 6.8769465 7689.082 7752.702
obs Indian (27,27.25] cstar_tref ~ sal + oxygen + phosphate + silicate 2823.8003 2849.3921 3.5038958 7.0634579 7777.403 7831.935
mod Indian (27,27.25] cstar_tref ~ sal + phosphate + nitrate 2314.2783 2335.6896 2.0846324 4.1688555 6475.908 6521.674
mod Indian (27,27.25] cstar_tref ~ sal + phosphate + nitrate + silicate 2316.0655 2341.7591 2.0842180 4.1280332 6441.949 6496.869
mod Indian (27,27.25] cstar_tref ~ sal + temp + aou + nitrate 2300.8996 2326.5932 2.0548852 4.1339088 6459.713 6514.633
mod Indian (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 2292.0219 2321.9978 2.0341009 4.0746984 6416.867 6480.941
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate 2826.4695 2852.0613 3.5127973 7.0540315 7770.584 7825.116
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2827.5356 2857.3927 3.5096803 6.9646963 7728.347 7791.967
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 2814.9794 2844.8365 3.4680394 6.9635557 7737.211 7800.831
mod Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate 2300.2681 2325.9617 2.0536727 4.1322639 6458.681 6513.601
mod Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2290.8688 2320.8447 2.0319101 4.0737902 6416.926 6480.999
obs Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2835.4149 2865.2720 3.5360659 7.0257006 7754.551 7818.171
obs Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2823.5543 2853.4114 3.4964229 7.0422863 7772.070 7835.690
mod Indian (27,27.25] cstar_tref ~ sal + temp + phosphate + nitrate 2295.8286 2321.5222 2.0451697 4.1254337 6455.792 6510.712
mod Indian (27,27.25] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 2293.8870 2323.8629 2.0376496 4.0643700 6405.576 6469.650
obs Indian (27.25,27.5] cstar_tref ~ aou + phosphate + nitrate + silicate 3890.6097 3917.9504 3.8028693 7.3346760 10448.997 10506.982
obs Indian (27.25,27.5] cstar_tref ~ oxygen + phosphate + nitrate + silicate 3891.4719 3918.8126 3.8051987 7.3716497 10473.696 10531.681
obs Indian (27.25,27.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 3870.5156 3902.4131 3.7436611 7.2507637 10413.761 10481.411
obs Indian (27.25,27.5] cstar_tref ~ sal + aou + phosphate + silicate 3869.2818 3896.6225 3.7456989 7.4066307 10515.356 10573.342
obs Indian (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 3870.7582 3902.6557 3.7443063 7.2712011 10427.746 10495.396
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate 2786.2064 2813.6317 1.6884029 3.2956494 7709.844 7768.276
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 2723.7885 2755.7846 1.6139304 3.1321786 7501.658 7569.829
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3893.3902 3925.2877 3.8049780 7.4477523 10529.323 10596.972
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 3869.6722 3901.5697 3.7414193 7.3534858 10484.932 10552.581
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate 2721.9182 2749.3435 1.6140771 3.1535066 7533.727 7592.160
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2723.8513 2755.8475 1.6140014 3.1364907 7508.957 7577.128
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3875.5148 3907.4123 3.7569769 7.4129940 10520.309 10587.958
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + phosphate + nitrate 2720.4911 2747.9164 1.6124648 3.1615716 7548.556 7606.988
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 2686.0702 2718.0664 1.5718591 3.0741493 7436.531 7504.702
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 3878.8743 3910.7718 3.7659517 7.3092387 10447.186 10514.836
mod Indian (27.25,27.5] cstar_tref ~ temp + aou + phosphate 2626.3119 2649.1663 1.5116664 3.1986052 7673.481 7722.175
obs Indian (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3890.5665 3922.4640 3.7973548 7.3290731 10450.892 10518.542
mod Indian (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate 2635.8546 2658.7090 1.5218021 3.1872081 7649.700 7698.394
mod Indian (27.25,27.5] cstar_tref ~ temp + phosphate + nitrate 2785.3661 2808.2205 1.6897746 3.2881902 7692.712 7741.406
mod Indian (27.25,27.5] cstar_tref ~ temp + phosphate + nitrate + silicate 2786.7885 2814.2138 1.6890912 3.2873861 7695.939 7754.371
mod Indian (27.5,27.75] cstar_tref ~ aou + phosphate + nitrate 3841.6536 3865.9359 1.8179714 3.1609582 9020.579 9071.454
obs Indian (27.5,27.75] cstar_tref ~ aou + phosphate + nitrate + silicate 4783.4923 4812.1170 3.7322410 7.4391674 12246.049 12305.987
mod Indian (27.5,27.75] cstar_tref ~ aou + phosphate + silicate 3868.1077 3892.3900 1.8434604 3.5437293 9758.478 9809.353
mod Indian (27.5,27.75] cstar_tref ~ oxygen + phosphate + nitrate 3850.2607 3874.5430 1.8262256 3.1697369 9030.364 9081.239
mod Indian (27.5,27.75] cstar_tref ~ phosphate + nitrate 3866.3943 3885.8201 1.8437385 3.1881630 9046.547 9087.247
obs Indian (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 4816.3155 4849.7110 3.7987905 7.4393268 12231.535 12301.463
obs Indian (27.5,27.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 4783.4442 4816.8397 3.7278606 7.2644981 12119.618 12189.546
obs Indian (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 4792.2850 4825.6805 3.7468061 7.2845008 12129.275 12199.203
mod Indian (27.5,27.75] cstar_tref ~ sal + phosphate + nitrate 3840.2480 3864.5303 1.8166270 3.1610313 9022.355 9073.230
obs Indian (27.5,27.75] cstar_tref ~ sal + phosphate + nitrate + silicate 4829.4599 4858.0847 3.8319219 7.3699825 12164.732 12224.670
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 4819.7743 4853.1698 3.8063319 7.4137337 12210.033 12279.961
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4833.3417 4866.7372 3.8360587 7.4672440 12241.540 12311.468
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 4805.0025 4838.3981 3.7742283 7.3048933 12136.562 12206.490
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + phosphate + silicate 3878.5629 3907.7017 1.8516823 3.5252319 9723.161 9784.211
obs Indian (27.5,27.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4782.6795 4816.0750 3.7262264 7.3791092 12207.142 12277.070
mod Indian (27.5,27.75] cstar_tref ~ temp + aou + phosphate + silicate 3413.2589 3442.3977 1.4494697 2.7906582 8590.143 8651.193
mod Indian (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate 3840.6146 3864.8970 1.8169776 3.4466097 9603.010 9653.885
obs Indian (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 4788.3143 4821.7099 3.7382853 7.4234026 12236.762 12306.690
mod Indian (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + silicate 3408.6293 3437.7680 1.4459421 2.7707351 8548.417 8609.467
mod Indian (27.5,27.75] cstar_tref ~ temp + phosphate + nitrate 3864.6949 3888.9772 1.8401521 3.1845297 9046.742 9097.617
obs Indian (27.75,27.85] cstar_tref ~ aou + phosphate + nitrate + silicate 2634.3763 2659.3308 3.8695158 7.2608198 6902.303 6955.410
mod Indian (27.75,27.85] cstar_tref ~ aou + phosphate + silicate 2006.9694 2027.9414 1.8566714 4.0509890 5760.736 5805.428
mod Indian (27.75,27.85] cstar_tref ~ oxygen + phosphate + silicate 1992.1095 2013.0816 1.8287309 4.0132064 5738.243 5782.936
mod Indian (27.75,27.85] cstar_tref ~ sal + aou + phosphate 2203.5129 2224.4849 2.2690015 4.2929444 5820.041 5864.733
obs Indian (27.75,27.85] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 2634.9700 2664.0837 3.8637681 7.2442693 6899.754 6961.712
mod Indian (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate 2207.7944 2228.7664 2.2789363 4.3477082 5861.522 5906.214
mod Indian (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate + silicate 1679.6195 1704.7860 1.3267257 2.4884807 4355.561 4409.192
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2640.1285 2669.2422 3.8848947 7.2461976 6895.731 6957.690
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 2591.8942 2621.0079 3.6917782 7.0632739 6852.378 6914.336
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate 2169.0989 2194.2654 2.1862393 4.4834786 6002.697 6056.328
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2594.0711 2623.1848 3.7002833 7.0633187 6850.505 6912.463
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 2635.9825 2665.0961 3.8679054 7.2761959 6913.963 6975.921
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + phosphate + silicate 2030.4142 2055.5807 1.8977478 3.9741604 5692.401 5746.032
obs Indian (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 2590.0224 2619.1361 3.6844807 6.9878926 6817.620 6879.578
mod Indian (27.75,27.85] cstar_tref ~ temp + aou + phosphate + silicate 1992.6704 2017.8368 1.8260473 4.0131700 5742.860 5796.491
obs Indian (27.75,27.85] cstar_tref ~ temp + aou + phosphate + silicate 2590.6409 2615.5955 3.6946932 7.0669788 6849.502 6902.609
obs Indian (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 2592.8043 2621.9179 3.6953313 7.0007730 6821.392 6883.350
mod Indian (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + silicate 1992.3639 2017.5303 1.8254763 4.0099237 5740.476 5794.106
obs Indian (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + silicate 2592.2093 2617.1639 3.7008238 7.0655862 6847.470 6900.577
mod Indian (27.75,27.85] cstar_tref ~ temp + phosphate + silicate 2034.5547 2055.5268 1.9096761 4.1418222 5817.344 5862.037
mod Indian (27.85,27.95] cstar_tref ~ sal + aou + phosphate + silicate 2615.1030 2641.7963 1.8973884 3.6527544 6483.328 6539.303
mod Indian (27.85,27.95] cstar_tref ~ sal + oxygen + nitrate + silicate 2681.3093 2708.0026 1.9994193 3.6472443 6426.506 6482.481
mod Indian (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate 2654.2273 2676.4718 1.9601352 3.7001817 6503.394 6550.040
mod Indian (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate + silicate 2495.1660 2521.8593 1.7256288 3.1885908 6008.802 6064.777
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 2672.9681 2704.1103 1.9831281 3.6257498 6414.010 6479.315
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 2660.0176 2686.7109 1.9660217 3.7069499 6512.170 6568.146
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 3797.7921 3825.1498 3.5332473 6.8585959 9401.967 9459.160
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3797.7067 3829.6240 3.5280328 6.8406741 9395.711 9462.437
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 2471.3631 2502.5053 1.6907595 3.1075078 5924.535 5989.839
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 3760.4833 3792.4006 3.4362415 6.7182142 9338.639 9405.365
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2666.6012 2697.7435 1.9731641 3.6011042 6390.172 6455.476
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate 2654.5246 2681.2179 1.9574965 3.6868799 6493.729 6549.705
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate 3820.2614 3847.6191 3.5899220 6.9419844 9441.511 9498.704
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3820.5142 3852.4315 3.5854825 6.9257715 9436.255 9502.981
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2467.8475 2498.9897 1.6860635 3.0936361 5908.374 5973.679
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3767.2288 3799.1461 3.4526965 6.7481938 9354.160 9420.886
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3762.2274 3794.1447 3.4404884 6.7328241 9347.111 9413.836
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + phosphate + silicate 3761.6009 3788.9586 3.4438369 6.7370947 9345.082 9402.275
obs Indian (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 3768.1174 3800.0348 3.4548701 6.7646571 9364.282 9431.008
obs Indian (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + silicate 3766.6340 3793.9917 3.4561342 6.7661015 9360.915 9418.108
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate 2981.3011 3010.4272 1.1585260 2.5123043 7735.243 7795.735
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 2981.5370 3015.5175 1.1574486 2.5098696 7734.716 7805.290
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 5906.3113 5936.4698 3.3149045 6.7994216 14037.475 14099.600
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate 5879.2484 5914.4334 3.2723993 6.7522884 14008.367 14080.846
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 2975.0940 3009.0745 1.1535220 2.5297836 7776.398 7846.972
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 5894.3920 5929.5770 3.2944788 6.7520859 14003.957 14076.436
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + nitrate 2981.0083 3005.2801 1.1595697 2.5173441 7741.067 7791.477
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate 2980.1460 3009.2721 1.1578204 2.5115388 7733.966 7794.458
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate 2980.8823 3010.0084 1.1582702 2.5117181 7734.152 7794.644
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2981.2479 3015.2284 1.1572722 2.5094659 7733.964 7804.538
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2973.9812 3007.9617 1.1528452 2.5284162 7773.903 7844.477
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 5922.7638 5957.9488 3.3362468 6.8277031 14061.984 14134.463
mod Indian (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate 2991.5547 3020.6809 1.1648084 2.5313506 7771.341 7831.833
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate 5912.3007 5937.4328 3.3266857 6.8376918 14064.517 14116.288
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate 5909.3805 5939.5391 3.3194254 6.8303278 14063.507 14125.632
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 5909.7723 5944.9573 3.3170558 6.7736167 14018.416 14090.895
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 5911.2190 5941.3775 3.3221364 6.7799042 14018.925 14081.050
mod Indian (27.95,28.05] cstar_tref ~ temp + oxygen + nitrate + silicate 2990.4874 3019.6135 1.1641528 2.5308653 7770.616 7831.108
obs Indian (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 5937.7406 5972.9256 3.3585082 6.8490883 14076.196 14148.676
obs Indian (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + silicate 5938.9293 5969.0879 3.3632671 6.8547690 14076.189 14138.314
obs Indian (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate 4753.2172 4777.0596 3.6952505 6.7597556 10175.991 10224.692
mod Indian (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate 1292.0222 1319.3029 0.6061052 1.4734010 3813.746 3870.370
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate 1277.8864 1305.1671 0.5999901 1.4755697 3818.299 3874.923
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 1120.4610 1152.2885 0.5351503 1.3735120 3577.477 3643.539
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 4762.7440 4791.3550 3.7112699 6.9008898 10272.832 10331.272
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4733.7588 4767.1383 3.6457662 6.8317888 10243.440 10311.622
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 4764.4368 4797.8162 3.7106147 6.8139691 10218.069 10286.250
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate 1278.5500 1305.8307 0.6002758 1.4759242 3819.117 3875.741
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1122.2359 1154.0634 0.5358322 1.3743531 3579.626 3645.687
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4810.5794 4843.9589 3.8103320 6.9612569 10296.644 10364.825
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + phosphate + nitrate 1150.9513 1178.2320 0.5477697 1.4541641 3759.364 3815.989
mod Indian (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate 1309.5353 1336.8160 0.6137679 1.4910041 3853.664 3910.288
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + phosphate 4774.9293 4798.7718 3.7416496 6.9376848 10287.301 10336.001
mod Indian (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate 1127.8346 1155.1153 0.5387610 1.3911282 3615.423 3672.048
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate 4761.2467 4789.8576 3.7080776 6.8982795 10271.723 10330.164
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4763.2021 4796.5815 3.7079825 6.8357513 10233.541 10301.722
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + phosphate + silicate 4776.0385 4804.6494 3.7397345 6.8678788 10244.633 10303.074
mod Indian (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + nitrate 1129.3528 1156.6335 0.5393480 1.3922123 3618.087 3674.712
obs Indian (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 4813.8524 4847.2318 3.8175060 6.9978438 10319.727 10387.908
mod Indian (28.05,28.1] cstar_tref ~ temp + phosphate + nitrate 1173.7676 1196.5015 0.5576085 1.4651481 3782.663 3829.850
obs Indian (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate 9233.7168 9260.9439 3.5783578 6.8464938 21140.150 21196.048
mod Indian (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 4566.0772 4604.6040 0.8479592 1.6722914 10145.013 10223.633
mod Indian (28.1, Inf] cstar_tref ~ aou + phosphate + nitrate + silicate 4564.0853 4597.1083 0.8479611 1.6902323 10238.761 10306.149
mod Indian (28.1, Inf] cstar_tref ~ oxygen + phosphate + nitrate + silicate 4691.7304 4724.7534 0.8783092 1.7034826 10273.297 10340.686
mod Indian (28.1, Inf] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 4729.4849 4768.0118 0.8870030 1.7052348 10274.698 10353.318
obs Indian (28.1, Inf] cstar_tref ~ sal + aou + oxygen + phosphate 9196.4489 9229.1214 3.5375541 6.7586703 21038.655 21105.732
mod Indian (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 4565.9069 4604.4337 0.8479194 1.6394230 9960.341 10038.961
obs Indian (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 9410.9124 9449.0304 3.7640173 7.0862775 21396.411 21474.667
mod Indian (28.1, Inf] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 4692.1938 4730.7206 0.8779375 1.6760069 10124.134 10202.753
mod Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 4725.6776 4764.2045 0.8860732 1.7038722 10268.489 10347.109
obs Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate 9323.1390 9355.8115 3.6708975 6.9459842 21241.282 21308.359
obs Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 9320.6965 9358.8144 3.6661377 6.9232083 21215.631 21293.887
obs Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 9314.2116 9352.3295 3.6592008 6.9332380 21232.890 21311.146
mod Indian (28.1, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4733.0007 4771.5276 0.8878625 1.7060123 10277.759 10356.378
obs Indian (28.1, Inf] cstar_tref ~ temp + aou + phosphate 9358.8918 9386.1189 3.7115965 7.0092225 21306.378 21362.276
obs Indian (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate 9350.0990 9382.7715 3.6999156 6.9742117 21267.138 21334.216
mod Indian (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4566.0750 4604.6019 0.8479587 1.6721891 10144.451 10223.070
obs Indian (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 9351.1344 9389.2524 3.6988734 6.9690229 21264.383 21342.639
obs Indian (28.1, Inf] cstar_tref ~ temp + aou + phosphate + silicate 9355.4165 9388.0890 3.7056660 7.0025258 21303.840 21370.918
mod Indian (28.1, Inf] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 4571.6549 4610.1818 0.8492631 1.6736242 10150.750 10229.370
obs Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + nitrate 11585.0056 11618.0681 5.7446960 11.8878467 26073.626 26140.969
obs Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 11562.6602 11601.2332 5.7065484 11.8279639 26037.416 26115.983
obs Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 11434.7138 11473.2868 5.5101888 11.4851091 25801.049 25879.616
obs Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 11814.8796 11853.4526 6.1143588 12.4692484 26457.178 26535.744
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate 11326.1777 11359.1041 5.7461177 10.9184158 25534.795 25602.212
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate 11581.1970 11614.2596 5.7387114 11.7684415 25986.405 26053.748
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 11112.7347 11151.1488 5.4097887 10.1471060 24916.097 24994.751
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 11557.8665 11596.4395 5.6990667 11.7177106 25956.838 26035.404
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 11111.6307 11150.0449 5.4081170 10.5241095 25271.504 25350.157
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 11531.2505 11569.8235 5.6577052 11.6165181 25885.503 25964.070
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 11422.2410 11460.6551 5.8994430 11.5382175 26033.175 26111.828
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate 11228.7281 11261.6545 5.5914739 10.7687749 25441.827 25509.244
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate 11613.9557 11647.0183 5.7903912 11.8232797 26021.508 26088.850
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 11024.4852 11062.8993 5.2777724 9.9643674 24777.943 24856.596
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 11590.1767 11628.7497 5.7496838 11.7741112 25993.447 26072.013
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 11105.1060 11143.5201 5.3982473 10.5749959 25319.710 25398.364
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 11589.7537 11628.3267 5.7490182 11.7388241 25967.227 26045.793
mod Pacific (-Inf,26] cstar_tref ~ temp + aou + oxygen + nitrate + silicate 11288.6567 11327.0709 5.6828924 11.0025590 25629.515 25708.169
mod Pacific (-Inf,26] cstar_tref ~ temp + oxygen + nitrate + silicate 11418.2619 11451.1883 5.8961753 11.3176740 25845.027 25912.444
mod Pacific (-Inf,26] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 11396.4796 11434.8937 5.8570490 11.2526484 25803.045 25881.698
mod Pacific (26,26.5] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 12370.7764 12411.1057 3.3615503 5.9232304 24380.992 24462.206
mod Pacific (26,26.5] cstar_tref ~ aou + oxygen + phosphate + silicate 12419.9974 12454.5653 3.3984166 6.0217957 24549.212 24618.824
mod Pacific (26,26.5] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 13786.9898 13827.3190 4.5447873 7.9640592 27265.283 27346.498
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate 13075.6068 13109.5901 5.1946842 9.8185244 24823.360 24890.915
mod Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 13286.5699 13326.8991 4.0853930 7.6520388 26979.398 27060.612
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 12600.2507 12639.8979 4.6440202 8.8010929 23926.687 24005.502
mod Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 11951.4224 11991.7517 3.0743762 5.6482538 23985.788 24067.003
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 12648.5583 12688.2054 4.6969822 8.9177426 24035.477 24114.292
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate 13089.7156 13123.6989 5.2119172 9.8457130 24846.024 24913.580
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 12628.0207 12667.6678 4.6743924 8.8527770 23974.799 24053.613
mod Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 12051.8934 12092.2226 3.1408612 5.8156872 24281.845 24363.059
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 12719.1296 12758.7768 4.7754407 9.0356333 24143.040 24221.854
mod Pacific (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 11939.8717 11980.2010 3.0668235 5.6485149 23989.649 24070.863
obs Pacific (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 12725.1647 12764.8118 4.7822108 9.0788589 24182.971 24261.786
mod Pacific (26,26.5] cstar_tref ~ temp + aou + phosphate + silicate 12091.0081 12125.5760 3.1684810 5.8278923 24289.576 24359.188
obs Pacific (26,26.5] cstar_tref ~ temp + aou + phosphate + silicate 12954.6359 12988.6191 5.0492459 9.5751782 24617.252 24684.807
mod Pacific (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 11973.6965 12014.0257 3.0889932 5.7471188 24171.806 24253.020
obs Pacific (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 12782.0956 12821.7427 4.8465495 9.1652979 24260.310 24339.125
mod Pacific (26,26.5] cstar_tref ~ temp + oxygen + phosphate + silicate 12153.8636 12188.4315 3.2111759 5.9420669 24487.276 24556.888
obs Pacific (26,26.5] cstar_tref ~ temp + oxygen + phosphate + silicate 13009.1065 13043.0898 5.1142228 9.6609674 24689.973 24757.529
mod Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + phosphate + silicate 11375.0380 11409.3288 3.0501515 5.8765949 22511.755 22580.392
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate 12327.3249 12360.9364 5.2425968 10.4039755 24457.488 24524.645
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 11860.6943 11900.7001 3.3975478 6.6027678 23568.608 23648.685
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 12022.9260 12062.1393 4.8563821 9.5448955 23774.580 23852.930
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 11229.0930 11269.0989 2.9511570 5.7506149 22324.390 22404.467
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 12218.2891 12257.5024 5.0992105 10.1890493 24295.180 24373.530
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 12064.6012 12104.6071 3.5556159 6.9367327 24014.318 24094.395
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 12042.5903 12081.8036 4.8802913 9.6417959 23855.419 23933.769
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 11337.4252 11377.4310 3.0233243 5.8895741 22539.439 22619.516
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 12248.6350 12287.8483 5.1380037 10.2804528 24366.248 24444.598
mod Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate 12455.8864 12490.1772 3.8815589 7.3455565 24513.210 24581.847
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate 12114.4519 12148.0633 4.9711532 9.8299132 24005.350 24072.507
mod Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 11055.0686 11095.0745 2.8388164 5.5830877 22060.252 22140.329
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 11960.7018 11999.9151 4.7814949 9.5598622 23787.530 23865.879
mod Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + silicate 11377.8007 11412.0914 3.0520313 5.8907810 22534.181 22602.818
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + silicate 12245.1548 12278.7662 5.1361046 10.3070278 24382.634 24449.791
obs Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate 12142.1144 12175.7258 5.0056164 9.9386817 24093.115 24160.271
mod Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 11174.6547 11214.6605 2.9155448 5.7380283 22307.026 22387.103
obs Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 12023.0340 12062.2473 4.8565130 9.7374286 23933.949 24012.298
mod Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + silicate 11481.0649 11515.3556 3.1231336 6.0282545 22742.047 22810.684
obs Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate 16296.0900 16325.7483 4.5086862 9.2054024 32101.952 32161.046
obs Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate + nitrate 16052.2198 16087.8096 4.3139246 8.8691374 31697.152 31768.066
mod Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate + silicate 15085.4137 15121.2464 3.2570516 6.2568499 29875.042 29946.782
mod Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 13839.3891 13881.1939 2.6262881 5.1504897 27617.737 27701.433
obs Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 16146.3276 16187.8491 4.3858805 8.9693573 31826.205 31908.937
mod Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 15246.1669 15287.9717 3.3474640 6.3980538 30136.352 30220.048
obs Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 16364.5833 16406.1048 4.5612132 9.2860476 32206.236 32288.968
mod Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 13983.2428 14025.0477 2.6922638 5.2681758 27880.627 27964.323
obs Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 16229.5259 16271.0474 4.4519074 9.0951241 31978.372 32061.104
mod Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 15362.5956 15404.4005 3.4153634 6.5299074 30374.571 30458.267
mod Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate 14087.4442 14123.2770 2.7420322 5.4007702 28168.602 28240.342
obs Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate 16146.0758 16181.6657 4.3872578 8.9821087 31837.153 31908.066
mod Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 13861.4489 13903.2538 2.6362995 5.2485422 27841.046 27924.742
obs Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 16067.1195 16108.6410 4.3239305 8.8686748 31701.798 31784.530
mod Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + silicate 15250.5730 15286.4057 3.3511646 6.4020895 30139.403 30211.143
obs Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + silicate 16379.4838 16415.0737 4.5750788 9.3004638 32219.757 32290.670
mod Pacific (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate 14219.2636 14255.0963 2.8050872 5.5208266 28424.940 28496.679
obs Pacific (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate 16227.9146 16263.5045 4.4522182 9.1050249 31985.750 32056.663
mod Pacific (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 13916.8798 13958.6847 2.6616243 5.2969198 27948.052 28031.748
obs Pacific (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 16184.0494 16225.5709 4.4156947 9.0408769 31912.169 31994.901
mod Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate 16314.2650 16350.7148 3.0586821 5.8952280 33616.021 33689.454
mod Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 15871.8781 15914.4028 2.8543085 5.5195877 32738.191 32823.864
obs Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 19209.0955 19251.9853 4.1221645 8.2931686 40530.757 40617.239
obs Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + silicate 19210.0737 19246.8364 4.1239783 8.2950138 40529.792 40603.919
obs Pacific (27,27.25] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 19331.3473 19374.2370 4.1972781 8.4758383 40843.550 40930.031
obs Pacific (27,27.25] cstar_tref ~ sal + oxygen + phosphate + silicate 19383.7925 19420.5552 4.2311693 8.5252369 40921.071 40995.198
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate 16588.0143 16624.4640 3.1917980 5.9207188 33618.076 33691.509
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate 19347.2414 19384.0041 4.2083868 8.4063519 40715.123 40789.250
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 15037.5831 15080.1078 2.5067785 4.6719135 30444.126 30529.798
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 19282.5712 19325.4610 4.1671465 8.3058577 40546.064 40632.546
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 16570.6617 16613.1864 3.1822000 5.9109368 33602.250 33687.922
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 19193.1315 19236.0213 4.1124556 8.2542654 40462.226 40548.707
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate 19402.4844 19439.2470 4.2428676 8.4735310 40828.434 40902.561
mod Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 15202.6849 15245.2096 2.5720191 4.7936685 30790.217 30875.889
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 19347.9158 19390.8055 4.2075629 8.3827204 40677.026 40763.507
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 19242.9261 19285.8159 4.1428150 8.3122231 40561.723 40648.205
mod Pacific (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate 15104.1327 15140.5825 2.5336628 4.7088453 30541.196 30614.629
mod Pacific (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 15088.8660 15131.3907 2.5268639 4.6875405 30480.930 30566.602
mod Pacific (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate 15294.4004 15330.8502 2.6098038 4.8472129 30929.582 31003.015
mod Pacific (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 15286.8055 15329.3302 2.6059099 4.8339647 30894.559 30980.232
obs Pacific (27.25,27.5] cstar_tref ~ aou + oxygen + phosphate + nitrate 21553.0095 21590.2227 4.6306319 8.4293069 44827.345 44902.649
mod Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 17903.4497 17947.0208 2.6603782 4.5779297 35959.462 36047.691
obs Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 21164.8010 21208.2164 4.3895446 7.9771502 43958.187 44046.042
obs Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + silicate 21183.8021 21221.0153 4.4021943 8.0145366 44033.238 44108.542
mod Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 17774.4010 17817.9720 2.6147649 4.4886505 35629.641 35717.870
obs Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 21250.3990 21293.8144 4.4413325 8.1064390 44224.339 44312.194
obs Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + silicate 21249.6946 21286.9078 4.4421210 8.1723444 44370.410 44445.714
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 17028.7083 17072.2793 2.3660979 4.0725621 34068.212 34156.441
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 21428.3572 21471.7726 4.5509635 8.2107952 44390.130 44477.985
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 17050.0937 17093.6648 2.3728887 4.0941165 34164.680 34252.910
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 21181.5380 21224.9535 4.3996230 7.9190845 43812.917 43900.772
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate 17055.5486 17092.8952 2.3752605 4.1102303 34237.446 34313.071
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 17004.9282 17048.4992 2.3585696 4.0575861 34006.309 34094.538
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 21450.9786 21494.3940 4.5650919 8.2367138 44439.923 44527.779
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 17023.3022 17066.8732 2.3643843 4.0810253 34114.630 34202.860
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 21192.6448 21236.0603 4.4063239 7.9328807 43841.038 43928.893
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate 17032.5179 17069.8645 2.3679408 4.0960009 34179.633 34255.259
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 17374.7694 17418.3404 2.4784134 4.2353371 34668.265 34756.494
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + phosphate + silicate 17500.1301 17537.4767 2.5210778 4.2914843 34858.257 34933.883
obs Pacific (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 21556.1067 21599.5222 4.6313282 8.4809090 44944.902 45032.757
mod Pacific (27.5,27.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 16653.0838 16696.7332 2.1947801 3.9476671 33233.459 33321.480
obs Pacific (27.5,27.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 23225.1190 23269.0466 4.6512629 7.8957823 46244.036 46332.738
obs Pacific (27.5,27.75] cstar_tref ~ sal + aou + phosphate + silicate 23414.3336 23451.9858 4.7659225 8.1309720 46754.496 46830.526
mod Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 16591.9180 16635.5674 2.1770617 3.8993962 33025.190 33113.211
obs Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 23281.3793 23325.3070 4.6847093 8.0540464 46634.826 46723.528
mod Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + silicate 16620.8829 16658.2967 2.1860136 3.9300818 33157.063 33232.509
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 16372.1077 16415.7571 2.1145600 3.7425117 32333.888 32421.909
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 23725.3229 23769.2506 4.9572085 8.1420525 46579.726 46668.429
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 23324.2333 23368.1609 4.7103470 7.7446167 45749.428 45838.130
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate 16370.4845 16407.8983 2.1146656 3.7428696 32331.562 32407.008
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate 16638.2651 16675.6789 2.1910549 3.9097613 33051.895 33127.342
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 16369.5142 16413.1635 2.1138333 3.7414814 32329.734 32417.755
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate 23699.8829 23737.5351 4.9424322 8.1489292 46612.333 46688.364
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 23695.3550 23739.2826 4.9383249 8.1245241 46553.528 46642.231
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 23308.8646 23352.7922 4.7011365 7.7336876 45729.038 45817.740
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate 16367.9520 16405.3657 2.1139560 3.7418412 32327.391 32402.838
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 16457.1636 16500.8129 2.1385294 3.7981978 32580.368 32668.389
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + phosphate + silicate 16464.2472 16501.6609 2.1411052 3.8094377 32629.012 32704.458
obs Pacific (27.5,27.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 23484.4683 23528.3960 4.8074581 8.1122838 46666.592 46755.294
obs Pacific (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 23488.4765 23532.4041 4.8099128 8.1381686 46733.207 46821.910
mod Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 10135.7258 10170.9834 1.6533464 2.9524630 18006.319 18076.119
mod Pacific (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 10214.7500 10250.0076 1.6783349 3.0123688 18209.364 18279.164
mod Pacific (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate 10196.9040 10232.1615 1.6726589 3.0047915 18184.849 18254.649
mod Pacific (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate + silicate 10239.5336 10274.7911 1.6862493 3.0481486 18330.814 18400.614
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate 9919.7482 9955.0057 1.5869332 2.8826786 17778.191 17847.991
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate 16128.0431 16169.5570 4.3851705 7.3036902 29488.524 29571.293
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 16161.1683 16202.6823 4.4113649 7.2991462 29464.897 29547.666
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate 10112.8863 10148.1438 1.6461938 3.0192689 18242.382 18312.182
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate 10189.7319 10224.9895 1.6703833 3.0601135 18375.605 18445.405
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 16119.5162 16161.0302 4.3784529 7.2971033 29480.237 29563.006
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 16137.5164 16179.0303 4.3926458 7.2780921 29436.910 29519.679
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate 10110.1413 10145.3988 1.6453363 3.0177286 18237.311 18307.111
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + phosphate + silicate 10180.6806 10215.9381 1.6675157 3.0591780 18373.050 18442.850
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate 10189.2903 10218.6716 1.6708775 3.0629301 18380.971 18439.138
obs Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate 16140.6017 16176.1851 4.3966638 7.3153033 29499.302 29570.247
obs Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 16000.9255 16042.4395 4.2860856 7.1840910 29323.598 29406.367
obs Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate + silicate 16162.8761 16198.4594 4.4143066 7.3129935 29484.809 29555.753
obs Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + nitrate 16130.7425 16166.3258 4.3888771 7.3076681 29489.721 29560.666
obs Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 15990.1673 16031.6813 4.2778033 7.1745648 29310.539 29393.307
obs Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + silicate 16139.9115 16175.4948 4.3961182 7.2934108 29459.265 29530.210
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate 11465.3154 11501.5484 1.5356696 2.6127606 19167.308 19238.662
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 11058.8175 11101.0893 1.4377199 2.4807017 18597.082 18680.329
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 11652.3075 11688.5405 1.5827063 2.7547729 19789.499 19860.853
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate 18720.9249 18763.8271 3.8166813 6.6676136 35700.094 35785.997
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 11224.5110 11266.7828 1.4766734 2.5514792 18917.565 19000.812
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 18846.5752 18889.4773 3.8880521 6.6915369 35710.312 35796.214
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate 11831.9942 11868.2272 1.6292623 3.0033416 20788.115 20859.470
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate 12007.0232 12043.2562 1.6759278 3.0817063 21080.601 21151.956
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate 11457.8876 11494.1206 1.5338303 2.6100082 19155.512 19226.867
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 18739.2872 18782.1893 3.8270290 6.6924066 35753.218 35839.121
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 18833.3169 18876.2190 3.8804587 6.6872934 35705.267 35791.170
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate 11829.3959 11865.6289 1.6285794 3.0022381 20783.940 20855.294
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + phosphate + silicate 12007.4927 12043.7257 1.6760548 3.0827513 21084.433 21155.788
mod Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate 12722.9061 12759.1391 1.8811234 3.0787125 20971.038 21042.393
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + phosphate + nitrate 18765.9298 18802.7031 3.8432259 6.6941611 35743.106 35816.736
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 18661.4133 18704.3155 3.7833367 6.5873025 35526.330 35612.233
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + phosphate + silicate 18844.7876 18881.5608 3.8881739 6.7042685 35737.391 35811.022
obs Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + nitrate 18786.5227 18823.2960 3.8549132 6.7203117 35798.503 35872.134
obs Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 18651.9252 18694.8274 3.7780474 6.5859877 35526.584 35612.487
obs Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + silicate 18831.3716 18868.1449 3.8804900 6.7010009 35734.753 35808.384
obs Pacific (27.95,28.05] cstar_tref ~ aou + oxygen + phosphate 23242.4297 23274.4319 3.2937725 6.0935187 45548.173 45612.293
obs Pacific (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate 23241.5164 23279.9190 3.2926942 6.0909280 45544.339 45621.283
obs Pacific (27.95,28.05] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 23222.6128 23267.4158 3.2849680 6.0883539 45544.186 45633.954
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate 11963.6775 12000.5508 1.3691544 2.4678762 21744.161 21817.512
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 11200.1882 11243.2070 1.2253034 2.2514313 20541.371 20626.947
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 12088.7209 12125.5942 1.3942074 2.5213732 22034.212 22107.563
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate 23096.6412 23141.4442 3.2387894 6.0749626 45524.097 45613.865
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 10957.9041 11000.9229 1.1830011 2.1289389 19773.757 19859.333
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 23135.3555 23180.1586 3.2529117 6.0355847 45389.399 45479.167
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate 11968.3250 12005.1983 1.3700775 2.4716068 21765.284 21838.635
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 11204.4468 11247.4656 1.2260604 2.2539744 20556.858 20642.434
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate 12097.6232 12134.4965 1.3960084 2.5277208 22069.103 22142.454
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 10973.7442 11016.7630 1.1857216 2.1355026 19815.773 19901.349
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 23142.3393 23187.1424 3.2554658 6.0643507 45481.757 45571.525
mod Pacific (27.95,28.05] cstar_tref ~ temp + aou + nitrate 12243.1008 12273.8286 1.4261849 2.5352061 22081.821 22142.947
mod Pacific (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate 12235.7272 12272.6005 1.4242477 2.5217274 22008.908 22082.259
obs Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate 23104.4225 23142.8252 3.2423517 6.0796904 45533.620 45610.563
obs Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 23007.1800 23051.9830 3.2063895 5.9826380 45240.176 45329.944
obs Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 23217.4983 23255.9009 3.2838184 6.0839863 45526.613 45603.557
obs Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 23025.1942 23069.9973 3.2128875 6.0025522 45302.089 45391.857
mod Pacific (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate 6631.3256 6666.7759 0.8169718 1.7559995 12959.705 13029.675
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate 17250.2100 17287.1145 2.9090308 5.6042114 32062.089 32135.170
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 17211.5945 17254.6498 2.8920363 5.5148001 31858.241 31943.502
mod Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate + silicate 6405.9306 6441.3809 0.7838139 1.6650263 12438.311 12508.281
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate + silicate 17371.3999 17408.3044 2.9603356 5.5935695 32040.508 32113.590
mod Pacific (28.05,28.1] cstar_tref ~ sal + oxygen + nitrate + silicate 6699.9812 6735.4315 0.8273477 1.7613261 13003.246 13073.216
obs Pacific (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 17329.0438 17372.0991 2.9414537 5.5836566 32021.030 32106.292
mod Pacific (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + silicate 6526.8089 6562.2592 0.8014254 1.7128775 12716.352 12786.322
mod Pacific (28.05,28.1] cstar_tref ~ sal + phosphate + silicate 6650.6246 6680.1665 0.8201767 1.7473060 12917.606 12975.914
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 6242.9740 6284.3327 0.7604031 1.6444432 12292.278 12373.909
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate 17187.4668 17230.5221 2.8819877 5.5549657 31950.556 32035.817
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 6129.1185 6170.4772 0.7446538 1.5218518 11578.438 11660.069
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 17323.6274 17366.6827 2.9391562 5.5577926 31960.604 32045.865
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate 6680.8502 6716.3005 0.8244433 1.7282962 12831.395 12901.365
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 17389.8235 17432.8788 2.9673577 5.5927042 32042.513 32127.775
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + phosphate + silicate 6633.7013 6669.1517 0.8173286 1.7202801 12779.598 12849.568
obs Pacific (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate 17255.9219 17292.8264 2.9114288 5.5972482 32046.438 32119.519
obs Pacific (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 17247.6514 17290.7067 2.9071184 5.5539662 31950.422 32035.684
mod Pacific (28.05,28.1] cstar_tref ~ temp + aou + phosphate + silicate 7077.0231 7112.4734 0.8867244 1.6670760 12543.205 12613.175
obs Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 17312.4209 17355.4762 2.9344085 5.5883417 32031.606 32116.867
obs Pacific (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate 17567.2618 17598.2495 2.7130824 5.2504817 32039.643 32100.789
mod Pacific (28.1, Inf] cstar_tref ~ sal + aou + nitrate + silicate 17532.5627 17571.8792 1.3124676 2.2099396 30620.756 30699.161
obs Pacific (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate 17228.5331 17265.7184 2.5887598 5.1906494 31857.369 31930.745
obs Pacific (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 17229.1471 17272.5299 2.5882659 5.0991163 31640.800 31726.404
mod Pacific (28.1, Inf] cstar_tref ~ sal + aou + phosphate + silicate 17112.9990 17152.3155 1.2603865 2.0642625 29102.467 29180.872
obs Pacific (28.1, Inf] cstar_tref ~ sal + aou + phosphate + silicate 17444.9753 17482.1605 2.6670566 5.1787396 31856.668 31930.044
mod Pacific (28.1, Inf] cstar_tref ~ sal + oxygen + nitrate + silicate 17507.4313 17546.7478 1.3092883 2.2091095 30621.704 30700.109
obs Pacific (28.1, Inf] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 17365.5368 17408.9196 2.6373226 5.1927408 31885.465 31971.070
mod Pacific (28.1, Inf] cstar_tref ~ sal + oxygen + phosphate + silicate 16971.4370 17010.7535 1.2432847 2.0379967 28846.528 28924.933
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 17503.5482 17549.4175 1.3085452 2.2053978 30586.854 30678.327
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate 17353.4352 17390.6205 2.6336576 5.1540243 31786.368 31859.743
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 17191.1914 17234.5742 2.5747770 5.0936826 31622.555 31708.160
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 16948.5185 16994.3878 1.2402984 2.0325618 28794.824 28886.297
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 17350.6401 17394.0229 2.6319196 5.1180927 31701.510 31787.115
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate 17666.4288 17705.7453 1.3295333 2.2495616 31002.251 31080.657
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 17509.4164 17555.2857 1.3092864 2.2067126 30599.101 30690.574
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 17297.8479 17341.2307 2.6128611 5.2031102 31901.090 31986.695
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 16958.1644 17004.0337 1.2414535 2.0347194 28817.085 28908.558
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 17521.0082 17564.3909 2.6943776 5.2005979 31921.302 32006.907
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + silicate 17668.7049 17708.0214 1.3298254 2.2500771 31006.950 31085.355

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
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
5b48ef5 jens-daniel-mueller 2020-12-17
f3a708f jens-daniel-mueller 2020-12-17 

[[2]]

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26

8.1.2 Best models

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

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
c6b3da6 jens-daniel-mueller 2021-06-14
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
5b48ef5 jens-daniel-mueller 2020-12-17
f3a708f jens-daniel-mueller 2020-12-17 

[[2]]

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26

8.2 RMSE correlation between eras

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

8.2.1 All models

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

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

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
5b48ef5 jens-daniel-mueller 2020-12-17
e4ca289 jens-daniel-mueller 2020-12-16
158fe26 jens-daniel-mueller 2020-12-15
7a9a4cb jens-daniel-mueller 2020-12-15
61b263c jens-daniel-mueller 2020-12-15
984697e jens-daniel-mueller 2020-12-12
3ebff89 jens-daniel-mueller 2020-12-12
ba112d3 jens-daniel-mueller 2020-12-11
24a632f jens-daniel-mueller 2020-12-07
6a8004b jens-daniel-mueller 2020-12-07
70bf1a5 jens-daniel-mueller 2020-12-07
7555355 jens-daniel-mueller 2020-12-07
143d6fa jens-daniel-mueller 2020-12-07
090e4d5 jens-daniel-mueller 2020-12-02
7c25f7a jens-daniel-mueller 2020-12-02
b03ddb8 jens-daniel-mueller 2020-12-02
91435ae jens-daniel-mueller 2020-12-01
196be51 jens-daniel-mueller 2020-11-30 
rm(max_rmse)

8.2.2 Best models

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

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

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
a84ff3c jens-daniel-mueller 2020-12-17 
rm(max_rmse)

8.3 Predictor counts

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

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

# print table
lm_best_predictor_counts %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "data_source")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou nitrate oxygen phosphate sal silicate temp
Atlantic - mod
(-Inf,26] 3 8 4 7 10 7 9
(26,26.5] 6 7 6 10 6 5 8
(26.5,26.75] 6 6 5 10 5 8 7
(26.75,27] 7 4 5 10 4 10 6
(27,27.25] 5 8 5 6 6 9 9
(27.25,27.5] 7 10 5 4 5 10 6
(27.5,27.75] 8 3 5 7 10 7 5
(27.75,27.85] 7 4 6 6 9 10 4
(27.85,27.95] 8 1 7 9 8 6 4
(27.95,28.05] 7 NA 7 10 6 6 6
(28.05,28.1] 7 NA 6 10 5 5 7
(28.1,28.15] 7 10 7 3 4 6 6
(28.15,28.2] 8 10 6 2 3 3 6
(28.2, Inf] 7 10 6 4 10 3 6
total 93.00 — 80.00 98.00 91.00 95.00 89.00
Indian - mod
(-Inf,26] 5 4 5 10 6 6 10
(26,26.5] 5 6 5 10 4 6 10
(26.5,26.75] 6 5 4 10 6 8 8
(26.75,27] 6 8 4 10 5 6 8
(27,27.25] 3 10 3 6 10 4 6
(27.25,27.5] 3 8 2 6 6 5 10
(27.5,27.75] 3 5 3 10 2 4 5
(27.75,27.85] 3 1 4 9 5 8 5
(27.85,27.95] 4 3 6 7 10 7 6
(27.95,28.05] 4 8 4 2 8 7 10
(28.05,28.1] 5 10 3 4 6 4 9
(28.1, Inf] 6 10 6 7 5 10 4
total 53.00 78.00 49.00 91.00 73.00 75.00 91.00
Pacific - mod
(-Inf,26] 5 9 6 4 7 6 10
(26,26.5] 7 5 6 9 4 9 7
(26.5,26.75] 6 5 5 10 4 7 9
(26.75,27] 6 6 5 10 4 6 9
(27,27.25] 7 8 3 10 6 4 8
(27.25,27.5] 4 5 4 6 10 10 8
(27.5,27.75] 3 6 4 5 10 10 7
(27.75,27.85] 4 4 3 3 10 9 6
(27.85,27.95] 6 5 2 3 9 7 10
(27.95,28.05] 6 6 4 4 8 5 10
(28.05,28.1] 5 4 2 6 9 10 5
(28.1, Inf] 5 4 5 4 10 10 6
total 64.00 67.00 49.00 74.00 91.00 93.00 95.00
Atlantic - obs
(-Inf,26] 7 9 6 4 10 4 7
(26,26.5] 9 7 6 10 6 4 5
(26.5,26.75] 5 6 5 10 4 6 10
(26.75,27] 4 5 6 10 5 6 10
(27,27.25] 4 6 6 10 5 5 10
(27.25,27.5] 5 6 5 10 6 4 10
(27.5,27.75] 7 4 6 10 4 10 6
(27.75,27.85] 7 5 5 10 5 10 5
(27.85,27.95] 5 4 5 10 8 10 4
(27.95,28.05] 4 4 5 10 10 9 5
(28.05,28.1] 5 5 5 10 10 6 5
(28.1,28.15] 3 4 7 10 6 4 10
(28.15,28.2] 5 4 5 10 6 6 10
(28.2, Inf] 10 4 3 10 10 4 3
total 80.00 73.00 75.00 134.00 95.00 88.00 100.00
Indian - obs
(-Inf,26] 5 4 5 10 6 6 10
(26,26.5] 5 4 5 10 6 6 10
(26.5,26.75] 5 4 5 10 6 6 10
(26.75,27] 5 5 5 10 6 7 9
(27,27.25] 5 5 5 10 10 6 5
(27.25,27.5] 6 7 3 10 7 9 5
(27.5,27.75] 5 8 4 10 7 9 5
(27.75,27.85] 6 6 3 10 5 9 8
(27.85,27.95] 5 4 5 10 6 6 10
(27.95,28.05] 7 4 3 10 4 6 10
(28.05,28.1] 8 4 3 10 4 5 9
(28.1, Inf] 10 4 2 10 5 4 7
total 72.00 59.00 48.00 120.00 72.00 79.00 98.00
Pacific - obs
(-Inf,26] 7 9 7 4 10 4 6
(26,26.5] 5 4 5 10 6 6 10
(26.5,26.75] 6 6 4 10 5 5 10
(26.75,27] 7 7 5 10 3 4 8
(27,27.25] 5 4 5 10 10 6 6
(27.25,27.5] 6 6 5 10 8 7 5
(27.5,27.75] 5 6 5 10 8 7 7
(27.75,27.85] 5 6 5 10 4 6 10
(27.85,27.95] 5 6 5 10 4 6 10
(27.95,28.05] 8 5 4 10 5 6 7
(28.05,28.1] 7 7 3 10 7 7 6
(28.1, Inf] 7 5 4 10 9 5 5
total 73.00 71.00 57.00 114.00 79.00 69.00 90.00

8.4 RMSE alternatives

8.4.1 AIC

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

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

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
5b48ef5 jens-daniel-mueller 2020-12-17 
lm_best %>% 
  ggplot(aes(rmse, AIC, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(data_source~basin)

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
5b48ef5 jens-daniel-mueller 2020-12-17

8.4.2 AIC vs BIC

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

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

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20

8.5 RMSE vs VIF

GLODAP_glanced %>% 
  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
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20

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
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13 
GLODAP_augmented %>%
  ggplot(aes(!!sym(params_local$MLR_target) - .fitted)) +
  geom_histogram(binwidth = i_binwidth) +
  labs(title = "All models") +
  scale_x_continuous(limits = c(-50,50)) +
  facet_wrap(~data_source)

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13 
p_prop_prop(df = GLODAP_augmented_best,
            var1 = params_local$MLR_target,
            var2 = ".fitted") +
  labs(title = "Selected models") +
  facet_grid(basin_AIP ~ data_source)

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13 
GLODAP_augmented_best %>%
  ggplot(aes(!!sym(params_local$MLR_target) - .fitted)) +
  geom_histogram(binwidth = i_binwidth) +
  labs(title = "Selected models") +
    scale_x_continuous(limits = c(-50,50)) +
  facet_wrap(~data_source)

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13

8.6.2 Pooled

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

i_ylim <- c(-30,30)

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

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
27ae473 jens-daniel-mueller 2021-02-24
4bc00ea jens-daniel-mueller 2021-02-24

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

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

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
27ae473 jens-daniel-mueller 2021-02-24
4bc00ea jens-daniel-mueller 2021-02-24

8.6.3 By model domain

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

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

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
c6b3da6 jens-daniel-mueller 2021-06-14
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
27ae473 jens-daniel-mueller 2021-02-24
a1ba577 jens-daniel-mueller 2021-02-24
071743d jens-daniel-mueller 2021-02-24 

[[2]]

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
27ae473 jens-daniel-mueller 2021-02-24
a1ba577 jens-daniel-mueller 2021-02-24 

[[3]]

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
c6b3da6 jens-daniel-mueller 2021-06-14
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26 

[[4]]

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26 

[[5]]

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14 

[[6]]

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14

8.6.4 Latitudinal mean

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

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

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

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
fec3558 jens-daniel-mueller 2021-02-24 

[[2]]

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26 

[[3]]

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14

8.6.5 Latitudinal offset

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

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

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
fec3558 jens-daniel-mueller 2021-02-24

8.6.6 Spatial mean

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

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

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

spatial_residual %>%
  rename(lat = lat_grid,
         lon = lon_grid) %>%
  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
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[2]]

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[3]]

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[4]]

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[5]]

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[6]]

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[7]]

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[8]]

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[9]]

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
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[[10]]

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
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147cb07 jens-daniel-mueller 2021-06-29 

[[11]]

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
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147cb07 jens-daniel-mueller 2021-06-29 

[[12]]

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
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955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[13]]

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
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27c99b8 jens-daniel-mueller 2021-08-19
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955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[14]]

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
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955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[15]]

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
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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 

[[16]]

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
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955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[17]]

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
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955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[18]]

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
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955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[19]]

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
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955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[20]]

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
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955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[21]]

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
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955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[22]]

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
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27c99b8 jens-daniel-mueller 2021-08-19
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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 

[[23]]

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[24]]

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[25]]

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[26]]

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[27]]

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[28]]

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[29]]

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

[[30]]

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

8.6.7 Spatial offset

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

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

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

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[2]]

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[3]]

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[4]]

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[5]]

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[6]]

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
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[[7]]

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
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955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[8]]

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
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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
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
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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
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
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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 

[[11]]

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
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27c99b8 jens-daniel-mueller 2021-08-19
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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
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
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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
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
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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
77f4ba7 jens-daniel-mueller 2021-08-19
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27c99b8 jens-daniel-mueller 2021-08-19
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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
77f4ba7 jens-daniel-mueller 2021-08-19
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27c99b8 jens-daniel-mueller 2021-08-19
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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 

[[16]]

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
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27c99b8 jens-daniel-mueller 2021-08-19
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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
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
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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
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
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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 

[[19]]

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
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48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[20]]

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[21]]

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[22]]

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[23]]

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[24]]

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[25]]

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[26]]

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[27]]

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[28]]

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[29]]

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

[[30]]

Version Author Date
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
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

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
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
d37a85d jens-daniel-mueller 2021-05-31
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
330dcd0 jens-daniel-mueller 2021-03-20 
GLODAP_glanced_vif %>% 
  ggplot(aes(Variables,
             log10(VIF),
             col = data_source)) + 
  geom_hline(yintercept = log10(params_local$vif_max)) +
  geom_violin() +
  scale_color_brewer(palette = "Set1") +
  facet_grid(gamma_slab~basin) +
  coord_flip()

Version Author Date
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
d37a85d jens-daniel-mueller 2021-05-31
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
330dcd0 jens-daniel-mueller 2021-03-20

9.1 Write files

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

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

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

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

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

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

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

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

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

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

loaded via a namespace (and not attached):
 [1] fs_1.5.0                 webshot_0.5.2            RColorBrewer_1.1-2      
 [4] httr_1.4.2               rprojroot_2.0.2          tools_4.0.3             
 [7] backports_1.1.10         utf8_1.1.4               R6_2.5.0                
[10] nortest_1.0-4            DBI_1.1.0                colorspace_2.0-2        
[13] withr_2.3.0              gridExtra_2.3            tidyselect_1.1.0        
[16] curl_4.3                 compiler_4.0.3           git2r_0.27.1            
[19] cli_3.0.1                rvest_0.3.6              xml2_1.3.2              
[22] sass_0.2.0               labeling_0.4.2           scales_1.1.1            
[25] checkmate_2.0.0          goftest_1.2-2            digest_0.6.27           
[28] foreign_0.8-80           rmarkdown_2.10           rio_0.5.16              
[31] pkgconfig_2.0.3          htmltools_0.5.0          highr_0.8               
[34] dbplyr_1.4.4             rlang_0.4.10             readxl_1.3.1            
[37] rstudioapi_0.13          farver_2.0.3             generics_0.1.0          
[40] jsonlite_1.7.1           zip_2.1.1                car_3.0-10              
[43] magrittr_1.5             Matrix_1.2-18            Rcpp_1.0.5              
[46] munsell_0.5.0            fansi_0.4.1              abind_1.4-5             
[49] lifecycle_1.0.0          stringi_1.5.3            whisker_0.4             
[52] yaml_2.2.1               carData_3.0-4            MASS_7.3-53             
[55] plyr_1.8.6               grid_4.0.3               blob_1.2.1              
[58] parallel_4.0.3           promises_1.1.1           crayon_1.3.4            
[61] lattice_0.20-41          haven_2.3.1              hms_0.5.3               
[64] pillar_1.6.2             reprex_0.3.0             glue_1.4.2              
[67] evaluate_0.14            RcppArmadillo_0.10.1.2.0 data.table_1.14.0       
[70] modelr_0.1.8             vctrs_0.3.8              tweenr_1.0.2            
[73] httpuv_1.5.4             cellranger_1.1.0         gtable_0.3.0            
[76] polyclip_1.10-0          reshape_0.8.8            assertthat_0.2.1        
[79] openxlsx_4.2.3           xfun_0.25                RcppEigen_0.3.3.7.0     
[82] later_1.2.0              viridisLite_0.3.0        ellipsis_0.3.2          
[85] here_0.1