Last updated: 2021-08-03

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1 Version ID

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

2 Required data

Required are:

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

3 Predictor combinations

Find all possible combinations of following considered predictor variables:

  • sal, temp, aou, oxygen, nitrate, silicate, phosphate
# 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 x 5
# Groups:   data_source, era, basin, gamma_slab [0]
# … with 5 variables: data_source <chr>, era <chr>, basin <chr>,
#   gamma_slab <chr>, n <int>

7.2 Predictor selection

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

  • 10

The criterion used to select the best models was:

  • rmse

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

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

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

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

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

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


# print table
lm_best %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
data_source basin gamma_slab model AIC BIC rmse rmse_sum aic_sum bic_sum
obs Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + nitrate 2694.1356 2718.0393 7.0926998 15.6598438 4881.9281 4928.1536
mod Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 1134.1101 1157.9604 2.9817763 7.8376689 2461.7297 2509.3034
obs Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 2691.4064 2719.2939 7.0505792 15.5989336 4879.8595 4933.7893
obs Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 2672.0547 2699.9422 6.8808170 15.4090354 4859.0693 4912.9990
mod Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate 1135.0640 1155.5070 3.0015899 7.9145888 2465.8045 2506.5819
mod Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1125.5606 1149.4108 2.9251615 7.7055322 2446.3146 2493.8883
mod Atlantic (-Inf,26] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 1164.0413 1187.8915 3.1887511 8.0456757 2491.7539 2539.3276
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate 2689.8063 2713.7099 7.0541312 15.6075004 4876.6172 4922.8427
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1152.1059 1175.9561 3.1045491 7.9971611 2483.0251 2530.5988
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 2686.1084 2713.9960 7.0036909 15.5360089 4873.4162 4927.3459
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 2667.0360 2694.9235 6.8374620 15.3596316 4853.6178 4907.5475
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 1152.5728 1173.0158 3.1217683 8.0702953 2486.4693 2527.2467
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 1144.2637 1168.1139 3.0504372 7.8682921 2468.4388 2516.0125
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1117.2842 1141.1344 2.8713804 7.5610882 2429.6515 2477.2252
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate 2689.4639 2713.3675 7.0510903 15.6039336 4876.2373 4922.4628
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 1158.9268 1182.7770 3.1523932 8.1106232 2495.6813 2543.2550
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 2685.2927 2713.1802 6.9964991 15.5272750 4872.4902 4926.4199
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2666.2013 2694.0889 6.8302782 15.3550146 4852.9668 4906.8966
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1151.1618 1175.0120 3.0979838 7.9798109 2481.1144 2528.6881
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2709.3795 2737.2670 7.2119975 16.1083063 4922.1702 4976.1000
obs Atlantic (26,26.5] cstar_tref ~ aou + oxygen + nitrate + phosphate 4944.8693 4972.5977 6.4576278 13.3518568 10202.3792 10258.0865
mod Atlantic (26,26.5] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 3327.3534 3357.7112 4.5413879 9.5807013 7264.1347 7325.7880
obs Atlantic (26,26.5] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 4889.6548 4922.0046 6.2162687 13.1065538 10148.2686 10213.2604
obs Atlantic (26,26.5] cstar_tref ~ aou + oxygen + silicate + phosphate 4898.6966 4926.4250 6.2621354 13.2159681 10169.6871 10225.3944
mod Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 3244.9610 3275.3188 4.2220424 8.9899249 7110.2073 7171.8607
obs Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 4848.9420 4881.2919 6.0500356 12.8738417 10092.3734 10157.3652
mod Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 3305.8855 3336.2432 4.4559240 9.1714362 7156.8620 7218.5154
obs Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 4838.5936 4870.9434 6.0084953 13.3333027 10192.9752 10257.9670
obs Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate 4911.8112 4939.5396 6.3170522 13.2712972 10182.8946 10238.6018
mod Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3298.5378 3328.8955 4.4270438 9.4854853 7240.2138 7301.8672
obs Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 4870.6562 4903.0061 6.1381354 13.0918715 10143.6250 10208.6168
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3283.0250 3313.3828 4.3666842 9.1584711 7154.7328 7216.3861
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 4859.6729 4892.0227 6.0934141 13.1258969 10150.2760 10215.2678
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 3354.2809 3384.6387 4.6509071 9.3727754 7206.9978 7268.6512
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 4885.4137 4917.7635 6.1987410 13.2769905 10186.1751 10251.1669
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 3309.4842 3339.8420 4.4701377 9.3109413 7194.3411 7255.9945
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3383.3705 3413.7283 4.7721898 9.5525281 7251.9877 7313.6411
mod Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3331.2229 3361.5807 4.5569657 9.5298851 7250.8687 7312.5220
obs Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4896.6787 4929.0285 6.2454064 13.2686581 10185.2249 10250.2166
mod Atlantic (26,26.5] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 3343.6597 3374.0175 4.6073965 9.5596854 7257.9343 7319.5877
mod Atlantic (26.5,26.75] cstar_tref ~ aou + oxygen + nitrate + phosphate 3047.8321 3073.8318 3.5865199 6.6957637 6435.3186 6488.2808
mod Atlantic (26.5,26.75] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 3006.4668 3036.7997 3.4510192 6.5206082 6378.9842 6440.7735
mod Atlantic (26.5,26.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3053.8524 3084.1853 3.5993481 6.6638259 6424.1668 6485.9560
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3065.2066 3095.5395 3.6358263 6.6436060 6410.8326 6472.6218
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 3059.4629 3089.7959 3.6173273 6.6285070 6406.5825 6468.3717
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 6329.5056 6363.7754 5.9130842 11.8620500 12152.2165 12220.1572
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 3092.1835 3122.5165 3.7239860 6.7380614 6440.5737 6502.3630
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 6373.9300 6408.1998 6.0475275 11.9570705 12184.5797 12252.5205
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate 6376.3157 6405.6898 6.0609649 11.9774645 12187.0996 12245.3346
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3069.0965 3099.4295 3.6484086 6.6532405 6413.4263 6475.2155
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 6314.3778 6348.6476 5.8679877 11.7783855 12125.2899 12193.2307
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate 3064.0882 3090.0879 3.6386741 6.6553220 6411.6063 6464.5685
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3017.6433 3047.9763 3.4854442 6.4546763 6346.2171 6408.0063
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6326.1985 6360.4682 5.9031960 11.8364701 12144.1182 12212.0590
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate 6327.5618 6356.9359 5.9132524 11.8636668 12148.7143 12206.9493
obs Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + phosphate 6376.9250 6406.2991 6.0628341 11.9855186 12189.6042 12247.8392
mod Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 3038.5981 3068.9310 3.5509153 6.5192889 6366.7896 6428.5788
obs Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 6316.9201 6351.1899 5.8755423 11.7897483 12129.0007 12196.9414
obs Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate 6375.8042 6400.2826 6.0655321 12.0118777 12193.7159 12242.2450
obs Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + silicate + phosphate 6316.5401 6345.9142 5.8803612 11.8142394 12132.6445 12190.8794
mod Atlantic (26.75,27] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 4703.5057 4737.9573 2.4435233 4.9298223 9125.3620 9193.7793
mod Atlantic (26.75,27] cstar_tref ~ aou + oxygen + silicate + phosphate 4944.3106 4973.8405 2.7543109 5.4305714 9503.4659 9562.1093
mod Atlantic (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4821.9760 4856.4276 2.5905191 5.1407600 9291.8750 9360.2923
mod Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate 4860.6790 4890.2090 2.6430375 5.2144489 9344.2194 9402.8628
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate 6371.2196 6406.0606 4.6935187 10.9122738 12696.4317 12765.4282
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 4795.1260 4829.5776 2.5564477 4.8315677 9049.0438 9117.4611
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 6335.1331 6369.9741 4.6151814 10.8751645 12673.1907 12742.1871
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 6371.7890 6406.6300 4.6947653 10.7996612 12661.0785 12730.0750
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate 6402.8272 6432.6909 4.7676701 10.9068026 12700.9883 12760.1282
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4825.3106 4859.7622 2.5947822 5.0336193 9210.7006 9279.1179
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 6315.2470 6350.0880 4.5725724 10.7083061 12614.3316 12683.3281
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4685.3398 4719.7914 2.4217331 4.6030260 8859.5759 8927.9932
obs Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6316.0256 6350.8666 4.5742333 10.7928661 12641.1995 12710.1960
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate 4929.8802 4959.4102 2.7347820 5.1105583 9263.7054 9322.3488
obs Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate 6334.0633 6363.9270 4.6171841 10.8874346 12673.3067 12732.4465
obs Atlantic (26.75,27] cstar_tref ~ temp + oxygen + nitrate + phosphate 6372.9128 6402.7765 4.7016106 10.8124985 12662.1095 12721.2493
mod Atlantic (26.75,27] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 4724.9551 4759.4067 2.4695047 4.7716487 9001.2137 9069.6310
obs Atlantic (26.75,27] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 6296.3156 6331.1565 4.5323745 10.6432333 12587.5030 12656.4994
mod Atlantic (26.75,27] cstar_tref ~ temp + oxygen + silicate + phosphate 4952.4600 4981.9900 2.7654012 5.2282517 9354.3880 9413.0314
obs Atlantic (26.75,27] cstar_tref ~ temp + oxygen + silicate + phosphate 6320.6347 6350.4984 4.5883556 10.7563392 12627.9104 12687.0502
obs Atlantic (27,27.25] cstar_tref ~ aou + oxygen + nitrate + phosphate 9414.7666 9446.6499 5.5468427 11.9742102 17599.2895 17661.9390
obs Atlantic (27,27.25] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 9398.5542 9435.7514 5.5132933 11.8643277 17555.3043 17628.3954
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4882.3042 4917.3193 2.2165247 4.7166052 9566.8271 9636.1964
obs Atlantic (27,27.25] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 9415.3579 9452.5551 5.5442405 11.9539662 17595.0314 17668.1225
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 4891.2665 4926.2816 2.2255810 4.7297549 9579.0614 9648.4307
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 5018.0406 5048.0535 2.3598662 4.9809469 9795.0910 9854.5505
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate 9397.9844 9435.1816 5.5122469 11.8020614 17530.5967 17603.6878
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 4832.6342 4867.6493 2.1669978 4.5061103 9384.0544 9453.4238
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 5006.2513 5041.2664 2.3451079 4.8826637 9720.5311 9789.9005
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 9393.4113 9430.6085 5.5038561 11.7398449 17504.6063 17577.6973
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4915.5061 4950.5212 2.2502606 4.7224665 9577.6048 9646.9742
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 9530.5125 9567.7097 5.7610452 12.0745131 17672.4786 17745.5696
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate 9396.2022 9428.0855 5.5126468 11.8641459 17551.1346 17613.7841
mod Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate 4886.3925 4916.4054 2.2226728 4.5619780 9435.9774 9495.4369
mod Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4887.8794 4922.8945 2.2221541 4.4932165 9380.2520 9449.6213
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 9378.7076 9415.9048 5.4769643 11.7455505 17502.8951 17575.9861
obs Atlantic (27,27.25] cstar_tref ~ temp + oxygen + nitrate + phosphate 9393.0786 9424.9619 5.5069138 11.8152125 17531.0035 17593.6530
mod Atlantic (27,27.25] cstar_tref ~ temp + oxygen + nitrate + silicate 4939.4501 4969.4630 2.2769788 4.7665207 9613.5246 9672.9841
mod Atlantic (27,27.25] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 4941.0726 4976.0877 2.2765879 4.6775885 9544.7209 9614.0903
obs Atlantic (27,27.25] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 9375.4974 9412.6946 5.4711107 11.6832270 17477.1343 17550.2253
obs Atlantic (27.25,27.5] cstar_tref ~ aou + oxygen + nitrate + phosphate 10809.1671 10841.9781 5.2721843 10.2013193 19465.6117 19530.0321
mod Atlantic (27.25,27.5] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 8600.4293 8637.8333 3.8885789 7.3309201 16181.4368 16255.6742
obs Atlantic (27.25,27.5] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 10769.2313 10807.5108 5.2094630 9.9950924 19342.9381 19418.0953
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate 8434.4138 8466.4744 3.6876842 7.2149011 16082.8398 16146.4719
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 8398.3711 8435.7750 3.6425903 7.0365227 15939.0152 16013.2527
obs Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 10739.3461 10777.6257 5.1652211 9.9806409 19330.8508 19406.0079
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 10745.5336 10783.8132 5.1743502 9.9346197 19304.0021 19379.1592
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 8304.0470 8341.4510 3.5331479 6.6941725 15642.0761 15716.3135
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 8515.1817 8552.5857 3.7828338 7.3385630 16188.5530 16262.7905
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 11017.9790 11056.2586 5.5927238 10.3922279 19599.9888 19675.1460
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 10758.6858 10796.9654 5.1938084 9.9563304 19318.5110 19393.6681
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 8195.5764 8232.9804 3.4113502 6.5318259 15496.8097 15571.0472
obs Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + phosphate 10832.2984 10865.1094 5.3071032 10.2357097 19488.4355 19552.8559
mod Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate 8398.9139 8430.9745 3.6455872 6.8307323 15756.6076 15820.2397
mod Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 8375.2449 8412.6488 3.6154477 6.7941818 15729.1963 15803.4338
obs Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 10788.6010 10826.8806 5.2383402 9.9866816 19339.8739 19415.0310
obs Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate + phosphate 10861.1248 10893.9359 5.3509434 10.3088109 19534.2388 19598.6592
mod Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate + silicate 8312.7409 8344.8015 3.5453887 6.6905913 15634.4689 15698.1011
mod Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 8264.5007 8301.9046 3.4882470 6.6316767 15586.6217 15660.8591
obs Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 10815.5856 10853.8652 5.2788367 10.0182826 19361.4805 19436.6377
obs Atlantic (27.5,27.75] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 8480.7955 8517.7265 4.5301203 10.1625449 17024.4624 17097.8743
obs Atlantic (27.5,27.75] cstar_tref ~ aou + oxygen + silicate + phosphate 8504.2030 8535.8581 4.5701224 10.2041368 17046.6346 17109.5591
obs Atlantic (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 8508.5891 8545.5201 4.5738973 10.2991249 17096.5435 17169.9555
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 11068.1739 11107.7450 3.3343028 6.6617210 21619.1374 21697.9497
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate 11375.9500 11409.8682 3.5886454 6.4727014 21350.0574 21417.6108
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 10449.2672 10488.8383 2.8788602 5.5491072 20115.7275 20194.5399
obs Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 8500.8373 8537.7684 4.5616454 10.1917521 17043.3887 17116.8007
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + phosphate 11683.7655 11712.0306 3.8624254 6.8760638 21832.5539 21888.8484
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate 10791.8811 10825.7992 3.1241829 5.9174202 20637.3629 20704.9164
mod Atlantic (27.5,27.75] cstar_tref ~ sal + oxygen + nitrate + phosphate 11229.2233 11263.1414 3.4658431 6.7382605 21711.1826 21778.7360
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 11203.1563 11242.7274 3.4428359 6.7835271 21770.1237 21848.9361
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate 11527.2605 11561.1786 3.7198428 6.6368708 21547.0658 21614.6193
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 10598.5785 10638.1496 2.9826932 5.6795449 20304.8933 20383.7057
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 8501.4679 8538.3990 4.5626408 10.1997795 17047.4020 17120.8139
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 10820.4533 10860.0244 3.1439453 5.9324108 20661.0617 20739.8741
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 8504.5046 8541.4356 4.5674375 10.2195289 17057.6175 17131.0294
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 8482.6774 8519.6084 4.5330711 10.1737927 17030.3333 17103.7453
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate 8505.8911 8537.5462 4.5727927 10.2149445 17052.2340 17115.1586
obs Atlantic (27.5,27.75] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 8487.9490 8524.8800 4.5413473 10.2004057 17044.4002 17117.8122
obs Atlantic (27.5,27.75] cstar_tref ~ temp + oxygen + silicate + phosphate 8511.5762 8543.2314 4.5817971 10.2418952 17066.5254 17129.4499
mod Atlantic (27.75,27.85] cstar_tref ~ aou + oxygen + nitrate + silicate 5956.0182 5987.0482 2.3719456 4.6890427 11381.1900 11442.7504
mod Atlantic (27.75,27.85] cstar_tref ~ aou + oxygen + silicate + phosphate 5645.2363 5676.2662 2.1050993 4.2313980 10864.5141 10926.0745
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 7723.7455 7759.7729 5.0349035 10.3314138 14921.9226 14993.3673
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 5935.8535 5972.0551 2.3518418 4.6090886 11300.3237 11372.1442
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 5555.4919 5591.6935 2.0322236 4.0744573 10680.1185 10751.9390
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 7702.2520 7738.2794 4.9924778 10.2894831 14900.6466 14972.0913
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate 7725.6833 7756.5639 5.0427151 10.3397908 14922.1088 14983.3472
obs Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 7703.3615 7739.3889 4.9946589 10.3140507 14911.5741 14983.0188
obs Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + silicate + phosphate 7704.7055 7735.5861 5.0012390 10.3206311 14910.9183 14972.1566
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 6191.0044 6227.2060 2.5939530 5.0449778 11752.8100 11824.6304
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 5831.5155 5867.7171 2.2594703 4.5047002 11183.1960 11255.0164
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 7705.2637 7741.2911 4.9984009 10.2951108 14903.5285 14974.9732
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 5946.5880 5982.7896 2.3615568 4.7200125 11416.1496 11487.9701
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 7703.4325 7739.4600 4.9947987 10.2964864 14903.8841 14975.3289
mod Atlantic (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate 6218.7713 6249.8012 2.6237752 5.1875271 11886.3144 11947.8748
obs Atlantic (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 7738.0033 7774.0307 5.0632453 10.3884100 14948.7410 15020.1857
mod Atlantic (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate 5913.8465 5944.8765 2.3338414 4.7108144 11400.1467 11461.7071
obs Atlantic (27.75,27.85] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 7730.2859 7766.3133 5.0478849 10.3676376 14938.6565 15010.1012
mod Atlantic (27.75,27.85] cstar_tref ~ temp + oxygen + silicate + phosphate 6010.5565 6041.5864 2.4221476 4.9061175 11602.3530 11663.9134
obs Atlantic (27.75,27.85] cstar_tref ~ temp + oxygen + silicate + phosphate 7731.9345 7762.8152 5.0551412 10.3753762 14938.5162 14999.7545
obs Atlantic (27.85,27.95] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 11282.8095 11321.3787 5.2947500 11.5277246 22245.2392 22321.8151
mod Atlantic (27.85,27.95] cstar_tref ~ aou + oxygen + silicate + phosphate 5702.9533 5733.2541 2.8546551 6.4507214 11166.4871 11226.2940
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 11250.4025 11288.9717 5.2479735 11.3803361 22157.9903 22234.5661
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 5810.4765 5845.8274 2.9883199 6.6514790 11313.3508 11383.1256
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 5658.0572 5693.4081 2.7971876 6.2685579 11052.3029 11122.0777
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 10878.7623 10917.3315 4.7401962 10.5959287 21630.7942 21707.3701
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate 6021.2677 6051.5684 3.2771969 6.8708977 11483.4722 11543.2792
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate 11248.6755 11281.7348 5.2483659 11.3813096 22154.5826 22220.2191
obs Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 11133.8406 11172.4098 5.0831174 11.0982299 21976.3704 22052.9462
obs Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + silicate + phosphate 11133.4662 11166.5255 5.0853805 11.1027794 21975.2768 22040.9132
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 5874.5140 5909.8649 3.0724683 6.7720325 11397.3642 11467.1390
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 5739.4132 5774.7640 2.8976341 6.4142817 11159.8354 11229.6102
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 10884.3836 10922.9528 4.7474981 10.5772290 21621.4182 21697.9940
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 10884.3878 10922.9570 4.7475036 10.6131227 21642.1048 21718.6806
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 5902.5751 5937.9260 3.1100848 6.8398055 11441.8243 11511.5991
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 5771.1927 5806.5436 2.9378436 6.4852949 11209.2320 11279.0068
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 10884.3394 10922.9086 4.7474406 10.5788933 21622.3691 21698.9450
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate 10882.3878 10915.4471 4.7475036 10.6131253 21638.1063 21703.7427
mod Atlantic (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate 5799.5326 5829.8333 2.9767520 6.6743061 11319.2850 11379.0920
mod Atlantic (27.85,27.95] cstar_tref ~ temp + oxygen + silicate + phosphate 5828.9050 5859.2057 3.0149105 6.7514091 11369.8218 11429.6287
mod Atlantic (27.95,28.05] cstar_tref ~ aou + oxygen + silicate + phosphate 6761.9080 6792.4534 4.0195958 6.9172482 12196.4292 12256.9493
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 12689.1467 12728.6477 5.0490891 12.4514037 26837.6083 26916.5429
mod Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 6872.8807 6908.5170 4.2061546 7.0180663 12243.8026 12314.4093
mod Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate 6746.3467 6776.8921 3.9936391 6.6526858 11993.1898 12053.7099
mod Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 6633.4225 6669.0589 3.8070617 6.4657763 11881.9929 11952.5996
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 12424.8131 12464.3141 4.7391077 11.9709594 26477.0089 26555.9435
mod Atlantic (27.95,28.05] cstar_tref ~ sal + aou + phosphate 6911.7635 6937.2181 4.2819213 7.0008338 12205.2319 12255.6653
mod Atlantic (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate 6855.8868 6886.4322 4.1799805 6.8965423 12149.4661 12209.9862
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate 12698.9191 12732.7771 5.0633565 12.4656712 26845.3807 26913.0390
obs Atlantic (27.95,28.05] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 12529.1200 12568.6211 4.8590869 12.1647464 26623.2730 26702.2076
obs Atlantic (27.95,28.05] cstar_tref ~ sal + oxygen + silicate + phosphate 12542.9152 12576.7733 4.8775183 12.1831907 26635.0755 26702.7338
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 6777.5661 6808.1115 4.0458842 6.7122403 12030.4045 12090.9246
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 6646.7566 6682.3930 3.8282544 6.4937311 11900.8747 11971.4814
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 12474.3014 12513.8025 4.7956579 12.0577565 26543.7432 26622.6778
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 12540.5986 12580.0997 4.8724744 12.1659759 26627.8695 26706.8041
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 12967.4611 13006.9621 5.3974030 12.9899504 27220.7698 27299.7044
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate 6795.2516 6825.7970 4.0757833 6.7494340 12054.0568 12114.5769
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 6655.1278 6690.7642 3.8416195 6.5135477 11914.5256 11985.1323
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 12463.1486 12502.6496 4.7828549 12.0385852 26528.9652 26607.8998
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate 12540.1088 12573.9668 4.8742384 12.1685738 26625.8521 26693.5103
mod Atlantic (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate 2734.8789 2758.2454 1.3545754 2.8866907 5616.6135 5663.2636
mod Atlantic (28.05,28.1] cstar_tref ~ aou + oxygen + silicate + phosphate 2733.8148 2761.8545 1.3519543 2.8604755 5593.4011 5649.3813
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 10181.4537 10219.6327 4.5939331 11.0716325 21931.1288 22007.7180
mod Atlantic (28.05,28.1] cstar_tref ~ sal + aou + oxygen + phosphate 2736.8736 2764.9134 1.3545709 2.8783888 5612.1587 5668.1388
mod Atlantic (28.05,28.1] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2735.2364 2767.9494 1.3514601 2.8551801 5591.8625 5657.1727
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate 10228.2579 10260.9828 4.6593051 11.1760552 21997.3901 22063.0380
obs Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + nitrate + phosphate 10278.7914 10311.5163 4.7279738 11.2532369 22052.5841 22118.2320
obs Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 10153.9160 10192.0950 4.5574527 11.0213782 21895.9919 21972.5811
obs Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + silicate + phosphate 10191.3781 10224.1029 4.6098203 11.1028720 21947.5042 22013.1521
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate 10285.2047 10323.3837 4.7340187 11.2569945 22059.7458 22136.3350
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 2791.0475 2819.0873 1.4017601 2.9392560 5680.2371 5736.2173
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 2783.6817 2816.3947 1.3934858 2.9168864 5660.5405 5725.8507
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 10230.1731 10268.3521 4.6591906 11.1753689 22000.9920 22077.5812
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 10208.0261 10246.2050 4.6294115 11.0771800 21941.1674 22017.7566
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate 10236.3999 10269.1247 4.6703012 11.1392105 21979.2273 22044.8752
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2801.8585 2834.5716 1.4095891 2.9426092 5688.5119 5753.8221
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 10162.9161 10201.0951 4.5693435 11.0131795 21893.8794 21970.4686
mod Atlantic (28.05,28.1] cstar_tref ~ temp + aou + phosphate 2790.3282 2813.6947 1.4028954 2.9512756 5688.4944 5735.1445
mod Atlantic (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate 2786.0750 2814.1147 1.3973610 2.9288768 5669.2007 5725.1809
mod Atlantic (28.05,28.1] cstar_tref ~ temp + oxygen + silicate + phosphate 2804.8970 2832.9368 1.4140855 2.9560165 5698.5685 5754.5487
mod Atlantic (28.1,28.15] cstar_tref ~ aou + oxygen + phosphate 3012.0739 3036.9509 0.9840286 2.2725707 7019.2291 7069.5357
mod Atlantic (28.1,28.15] cstar_tref ~ aou + oxygen + silicate + phosphate 3011.2792 3041.1317 0.9827444 2.2115569 6906.9975 6967.3654
mod Atlantic (28.1,28.15] cstar_tref ~ sal + aou + oxygen + phosphate 3010.5870 3040.4395 0.9824266 2.2701507 7018.2247 7078.5926
mod Atlantic (28.1,28.15] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3009.5217 3044.3496 0.9810204 2.2075527 6902.8011 6973.2303
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + phosphate 9366.3260 9404.0703 4.3156430 12.9272256 21053.7745 21129.3102
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate 3067.0466 3096.8991 1.0086909 2.3018375 7084.7273 7145.0952
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate 3068.7245 3103.5524 1.0085391 2.2458261 6982.8690 7053.2982
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate 9352.2594 9390.0036 4.2969814 12.9469735 21054.2513 21129.7871
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 9276.0113 9313.7555 4.1972222 12.7806404 20952.7541 21028.2899
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate 9281.1206 9313.4727 4.2064249 12.8167182 20966.0797 21030.8246
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3091.9810 3126.8089 1.0195592 2.2601808 7012.5581 7082.9873
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 9261.3914 9299.1356 4.1783606 12.7877189 20947.9957 21023.5314
obs Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 9382.4525 9420.1967 4.3371368 12.9458161 21068.7989 21144.3347
mod Atlantic (28.1,28.15] cstar_tref ~ temp + aou + phosphate 3076.2123 3101.0894 1.0139676 2.3071783 7092.0114 7142.3179
mod Atlantic (28.1,28.15] cstar_tref ~ temp + aou + silicate + phosphate 3078.0647 3107.9172 1.0138977 2.2559234 6999.3453 7059.7132
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + nitrate + phosphate 9359.9425 9392.2946 4.3098188 12.8939409 21034.9533 21099.6982
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 9304.3624 9342.1066 4.2340420 12.8129294 20979.3797 21054.9155
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate 9365.3886 9392.3488 4.3197167 12.9302317 21048.4319 21102.3860
mod Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + silicate + phosphate 3102.7635 3132.6160 1.0256674 2.2714393 7031.2419 7091.6098
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + silicate + phosphate 9317.5287 9349.8809 4.2538710 12.8632922 21002.1568 21066.9017
mod Atlantic (28.15,28.2] cstar_tref ~ aou + oxygen + nitrate + phosphate 4542.9958 4575.9624 0.8530573 1.6531047 9190.1270 9256.5100
mod Atlantic (28.15,28.2] cstar_tref ~ aou + oxygen + nitrate + silicate 4536.5934 4569.5600 0.8515398 1.6614828 9231.3716 9297.7547
mod Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + nitrate 4698.8029 4731.7695 0.8908309 1.7231101 9499.0243 9565.4074
mod Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 4529.5972 4568.0582 0.8494122 1.6578794 9219.3065 9296.7534
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + phosphate 4184.2037 4216.5535 3.8864469 11.0199989 9659.5727 9724.7758
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 4621.2164 4659.6774 0.8713316 1.6968428 9391.7896 9469.2365
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate 4182.5647 4210.2931 3.8873811 11.0209444 9655.9362 9711.8246
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 4116.8084 4149.1582 3.7159151 10.7988439 9580.6828 9645.8859
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 4188.9522 4221.3021 3.8987533 10.9832998 9653.1952 9718.3983
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4661.0407 4699.5017 0.8810349 1.7197272 9493.0137 9570.4606
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate 4188.2166 4215.9450 3.9020366 10.9875143 9650.6717 9706.5601
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4106.0480 4138.3979 3.6893894 10.7075651 9555.0992 9620.3023
mod Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + phosphate 4634.3169 4667.2835 0.8749982 1.6949013 9376.4686 9442.8516
mod Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate 4621.6480 4654.6146 0.8719210 1.7011181 9407.4890 9473.8721
obs Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4132.3757 4164.7256 3.7546286 11.1675717 9669.7518 9734.9549
obs Atlantic (28.15,28.2] cstar_tref ~ temp + aou + silicate + phosphate 4132.4212 4160.1496 3.7597452 11.1727430 9667.8091 9723.6975
mod Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + nitrate + phosphate 4673.6861 4706.6527 0.8846304 1.7177451 9477.7962 9544.1792
mod Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + nitrate + silicate 4661.2317 4694.1982 0.8815719 1.7244395 9510.4532 9576.8363
obs Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 4126.0468 4158.3967 3.7388412 11.0794934 9647.6059 9712.8090
obs Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + silicate + phosphate 4125.5542 4153.2827 3.7425954 11.0833286 9645.1311 9701.0195
mod Atlantic (28.2, Inf] cstar_tref ~ aou + oxygen + nitrate + silicate 3737.1294 3770.9989 0.5899254 1.3141271 7208.9047 7274.9577
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate 3552.6853 3580.9099 0.5647308 1.1773420 6494.3374 6549.3816
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate 3516.7345 3550.6040 0.5596267 1.1721938 6460.1588 6526.2118
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3559.4443 3590.8794 3.5647001 8.0516667 7404.6357 7467.4739
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + nitrate 3295.4706 3329.3401 0.5307738 1.1359146 6200.4000 6266.4530
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 3562.6671 3594.1022 3.5734273 8.0956532 7418.1282 7480.9664
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 3197.7377 3237.2521 0.5182597 1.1193823 6083.6415 6160.7033
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate 3561.4486 3588.3929 3.5755466 8.1115169 7418.8911 7472.7524
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3546.1810 3577.6160 3.5290075 7.9998217 7386.6409 7449.4790
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + silicate + phosphate 3559.9980 3586.9424 3.5716136 8.0631565 7404.5269 7458.3882
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate 3307.7638 3341.6333 0.5323371 1.1380607 6215.7316 6281.7846
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3567.0730 3598.5081 3.5853926 8.0934468 7418.4160 7481.2542
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 3215.8381 3255.3526 0.5205088 1.1222754 6105.1211 6182.1829
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate 3565.4022 3592.3466 3.5862884 8.1094510 7419.1350 7472.9963
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 3546.8683 3578.3034 3.5308483 7.9814255 7381.3760 7444.2142
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + nitrate 3337.0595 3370.9290 0.5360811 1.1455715 6264.5925 6330.6455
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 3596.0609 3627.4960 3.6651229 8.1443287 7438.9811 7501.8193
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3252.5139 3292.0283 0.5250959 1.1296427 6156.3444 6233.4062
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3563.7514 3595.1864 3.5763681 7.9853879 7385.9507 7448.7889
mod Atlantic (28.2, Inf] cstar_tref ~ temp + aou + nitrate + silicate 3789.4703 3823.3398 0.5973587 1.3254095 7277.9749 7344.0279
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 602.5837 622.8686 2.1755235 3.9881564 1768.4310 1814.3078
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 764.2965 784.6335 3.8959499 8.6103086 2738.2005 2785.1310
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 654.8427 675.1275 2.6439273 5.0671843 1986.7599 2032.6367
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 606.4328 623.8199 2.2235264 4.5022257 1901.1676 1940.4906
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 764.9852 782.4168 3.9349391 8.6557478 2737.7915 2778.0177
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 522.5978 542.8826 1.6141594 3.5367070 1722.1191 1767.9959
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 724.2192 744.5562 3.3585290 7.9308092 2677.9266 2724.8572
mod Indian (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 652.9923 673.2772 2.6257355 5.0282491 1979.9920 2025.8688
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 594.2029 614.4878 2.1085442 3.9042767 1754.6920 1800.5688
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 765.6785 786.0154 3.9159423 8.6160042 2737.5779 2784.5085
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 654.7982 675.0831 2.6434888 5.0293453 1977.8183 2023.6951
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate 598.4379 615.8249 2.1581742 4.4133921 1887.2478 1926.5708
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate 765.9577 783.3894 3.9491389 8.6561495 2736.8322 2777.0584
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 516.7864 537.0713 1.5795343 3.4754227 1708.3205 1754.1973
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 725.6642 746.0011 3.3765507 7.9400026 2678.0960 2725.0265
obs Indian (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 718.0804 738.4173 3.2830293 7.8832100 2675.8029 2722.7335
obs Indian (-Inf,26] cstar_tref ~ temp + aou + silicate + phosphate 723.4728 740.9045 3.3741590 7.9862709 2680.9050 2721.1312
obs Indian (-Inf,26] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 718.9866 739.3236 3.2940672 7.8715155 2673.4396 2720.3702
mod Indian (-Inf,26] cstar_tref ~ temp + oxygen + silicate + phosphate 643.1014 660.4884 2.5495513 4.8890864 1952.9069 1992.2299
obs Indian (-Inf,26] cstar_tref ~ temp + oxygen + silicate + phosphate 723.9320 741.3636 3.3799013 7.9674223 2677.8357 2718.0619
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 725.3536 746.0444 2.9618906 12.6404773 3897.0130 3946.1177
mod Indian (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 613.2142 633.1784 2.5136654 4.7640206 1840.3487 1885.5535
mod Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate 581.7887 598.9009 2.2407230 4.7328074 1862.4282 1901.1752
mod Indian (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 431.8660 451.8302 1.2378186 3.2236974 1590.9861 1636.1909
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 725.2584 745.9491 2.9608971 12.7685775 3908.2597 3957.3643
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 721.7010 742.3918 2.9240403 12.6050847 3893.5777 3942.6824
mod Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 613.4098 633.3740 2.5155868 4.7594985 1838.9844 1884.1892
mod Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate 578.2924 595.4046 2.2103286 4.6935854 1857.0016 1895.7485
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate 728.8675 746.6025 3.0199576 12.8371700 3910.7003 3952.7900
mod Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 429.9778 449.9420 1.2287221 3.2134706 1588.7881 1633.9929
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 724.2454 744.9362 2.9503552 12.7584532 3907.2832 3956.3878
obs Indian (26,26.5] cstar_tref ~ temp + aou + nitrate + phosphate 730.2740 748.0090 3.0349509 12.7135414 3899.9337 3942.0234
mod Indian (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 412.1347 432.0989 1.1459971 3.2556560 1604.1476 1649.3524
obs Indian (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 702.6675 723.3583 2.7344956 12.4127261 3874.2954 3923.4000
mod Indian (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate 433.5225 450.6347 1.2556256 3.3931863 1630.6831 1669.4300
obs Indian (26,26.5] cstar_tref ~ temp + oxygen + nitrate + phosphate 724.5092 742.2442 2.9739669 12.6550723 3894.3913 3936.4810
mod Indian (26,26.5] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 411.5949 431.5591 1.1435831 3.2367327 1599.3339 1644.5387
obs Indian (26,26.5] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 702.9450 723.6358 2.7371688 12.4173533 3874.7457 3923.8503
mod Indian (26,26.5] cstar_tref ~ temp + oxygen + silicate + phosphate 430.9191 448.0313 1.2429211 3.3652638 1624.1929 1662.9399
obs Indian (26,26.5] cstar_tref ~ temp + oxygen + silicate + phosphate 727.9921 745.7271 3.0106636 12.8220126 3909.3136 3951.4033
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1135.0457 1158.7050 3.2030902 7.3639012 4465.9059 4520.1425
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 470.2116 490.0656 1.4790871 3.2611907 1642.3168 1687.8599
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate 1135.5306 1155.8100 3.2214827 7.3987099 4468.9822 4515.4707
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 285.1294 304.9834 0.7096182 2.3560414 1411.3048 1456.8479
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 1134.9719 1158.6312 3.2025457 7.3797541 4470.4182 4524.6548
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 1130.2761 1153.9354 3.1680818 7.3307245 4461.6495 4515.8861
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 470.3953 490.2493 1.4801655 3.2512221 1638.8939 1684.4371
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate 433.5992 450.6169 1.2892675 3.3031257 1674.6140 1713.6509
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate 1130.7593 1151.0386 3.1862598 7.3620609 4463.8126 4510.3011
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 285.2872 305.1411 0.7100626 2.3481875 1408.5318 1454.0750
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1128.9486 1152.6079 3.1584062 7.3340693 4463.9635 4518.2001
mod Indian (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 244.2144 264.0684 0.6032706 2.2812501 1381.4011 1426.9443
obs Indian (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1141.1197 1164.7790 3.2482341 7.4451032 4482.0411 4536.2777
mod Indian (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate 309.5515 326.5692 0.7880620 2.4870363 1451.9502 1490.9872
mod Indian (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + phosphate 456.2703 473.2880 1.4106334 3.2961426 1659.0894 1698.1264
obs Indian (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + phosphate 1140.6343 1160.9137 3.2595897 7.4501557 4477.8032 4524.2917
mod Indian (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 246.1451 265.9991 0.6079104 2.2717540 1378.4251 1423.9682
obs Indian (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 1129.6073 1153.2666 3.1632031 7.3518976 4468.2553 4522.4919
mod Indian (26.5,26.75] cstar_tref ~ temp + oxygen + silicate + phosphate 307.3270 324.3447 0.7811361 2.4670328 1445.2440 1484.2810
obs Indian (26.5,26.75] cstar_tref ~ temp + oxygen + silicate + phosphate 1139.5455 1159.8248 3.2514222 7.4541042 4480.0807 4526.5692
obs Indian (26.75,27] cstar_tref ~ sal + aou + nitrate + phosphate 2075.1556 2098.6204 3.9616683 7.9184327 6641.9708 6693.6547
obs Indian (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2072.2616 2099.6371 3.9354835 7.8333266 6616.6214 6676.9193
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate 2074.9339 2102.3095 3.9497600 7.8511558 6620.7787 6681.0766
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate 667.4080 690.2468 1.3149890 2.6448524 2163.9008 2215.2671
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate 606.9525 626.5286 1.1301938 2.6832653 2236.4331 2280.4613
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate 2074.4090 2097.8738 3.9576627 7.9033406 6636.6507 6688.3346
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 520.5711 543.4099 0.8989048 2.2460216 2028.2786 2079.6448
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 2075.0784 2102.4540 3.9505334 7.7950503 6596.9843 6657.2822
mod Indian (26.75,27] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 601.7503 624.5891 1.1093016 2.6119096 2204.4928 2255.8590
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 2074.7095 2102.0851 3.9485594 7.8161012 6606.3485 6666.6464
mod Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 667.5772 690.4161 1.3155657 2.6361015 2157.9464 2209.3127
mod Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate 606.5947 626.1708 1.1291467 2.6761236 2232.6545 2276.6827
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate 2073.9266 2097.3913 3.9550763 7.8583110 6618.5395 6670.2234
mod Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 520.8113 543.6501 0.8994644 2.2425367 2025.9029 2077.2691
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2074.5192 2101.8948 3.9475412 7.7416703 6574.9205 6635.2184
mod Indian (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate 576.1915 595.7676 1.0436220 2.4718028 2132.7373 2176.7655
obs Indian (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate 2080.9408 2104.4056 3.9928461 7.8686521 6614.0590 6665.7430
mod Indian (26.75,27] cstar_tref ~ temp + oxygen + nitrate + phosphate 615.2082 634.7844 1.1546267 2.7012875 2241.0903 2285.1185
mod Indian (26.75,27] cstar_tref ~ temp + oxygen + silicate + phosphate 574.3823 593.9584 1.0387420 2.4594745 2126.3790 2170.4072
obs Indian (26.75,27] cstar_tref ~ temp + oxygen + silicate + phosphate 2079.2184 2102.6832 3.9835382 7.8114510 6592.0693 6643.7532
obs Indian (27,27.25] cstar_tref ~ aou + nitrate + silicate + phosphate 1343.4173 1364.7118 3.2264020 7.8124803 4697.4882 4744.8354
obs Indian (27,27.25] cstar_tref ~ oxygen + nitrate + silicate + phosphate 1338.5175 1359.8120 3.1957917 7.7788511 4691.8403 4739.1875
mod Indian (27,27.25] cstar_tref ~ sal + aou + nitrate 1125.2970 1142.9442 2.2121223 3.8582292 3712.2175 3752.4159
mod Indian (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate 1111.3838 1132.5604 2.1433683 3.7870700 3698.3391 3746.5773
obs Indian (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1344.9178 1369.7613 3.2232678 7.7927266 4696.8644 4752.1028
obs Indian (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 1342.9463 1364.2407 3.2234463 7.9294025 4726.3301 4773.6773
obs Indian (27,27.25] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 1339.2198 1364.0633 3.1877331 7.7500263 4689.3836 4744.6220
mod Indian (27,27.25] cstar_tref ~ sal + temp + aou + nitrate 1104.9344 1126.1109 2.1161153 3.5701807 3527.1321 3575.3702
mod Indian (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 955.7873 980.4933 1.5678215 2.8197532 3178.8210 3235.0988
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 1335.5315 1360.3750 3.1649407 7.8578395 4717.7590 4772.9973
mod Indian (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate 974.2593 995.4359 1.6328160 3.8023208 3934.2392 3982.4774
mod Indian (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 965.4765 990.1825 1.5982538 3.3469171 3637.6265 3693.9043
obs Indian (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1327.7072 1352.5507 3.1171280 7.7784265 4702.2594 4757.4978
mod Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate 1105.6177 1126.7943 2.1189864 3.5599279 3515.6299 3563.8680
mod Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 955.2824 979.9884 1.5662515 2.8052104 3164.3165 3220.5943
obs Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1338.6755 1363.5190 3.1843593 7.8737862 4720.0622 4775.3006
mod Indian (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate 1079.7277 1100.9043 2.0128846 3.4835247 3517.1589 3565.3970
obs Indian (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate 1339.1659 1360.4604 3.1998256 7.9481434 4732.7300 4780.0772
obs Indian (27,27.25] cstar_tref ~ temp + nitrate + silicate + phosphate 1326.4016 1347.6961 3.1213421 7.7837621 4699.2271 4746.5743
mod Indian (27,27.25] cstar_tref ~ temp + oxygen + nitrate + phosphate 1077.3037 1098.4803 2.0032268 3.4653981 3506.9730 3555.2111
mod Indian (27.25,27.5] cstar_tref ~ aou + nitrate + phosphate 1096.2004 1114.1366 1.8499239 2.9700370 3226.9979 3267.6320
mod Indian (27.25,27.5] cstar_tref ~ aou + nitrate + silicate + phosphate 1097.8144 1119.3379 1.8485875 2.9674930 3229.1192 3277.8802
obs Indian (27.25,27.5] cstar_tref ~ aou + nitrate + silicate + phosphate 1868.9222 1891.6985 4.0679195 7.7814996 6212.1850 6263.0163
mod Indian (27.25,27.5] cstar_tref ~ oxygen + nitrate + phosphate 1084.5788 1102.5151 1.8100987 2.9697413 3263.3766 3304.0107
mod Indian (27.25,27.5] cstar_tref ~ oxygen + nitrate + silicate + phosphate 1086.5623 1108.0858 1.8100426 2.9696786 3267.3521 3316.1131
obs Indian (27.25,27.5] cstar_tref ~ oxygen + nitrate + silicate + phosphate 1866.3527 1889.1291 4.0520653 7.8361313 6239.4366 6290.2679
obs Indian (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1859.6735 1886.2459 3.9989681 7.6769559 6189.6622 6248.9653
obs Indian (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate 1861.9402 1884.7166 4.0249835 7.8268161 6242.4531 6293.2844
mod Indian (27.25,27.5] cstar_tref ~ sal + nitrate + silicate + phosphate 1086.1368 1107.6603 1.8086011 2.9525127 3248.0316 3296.7926
mod Indian (27.25,27.5] cstar_tref ~ sal + oxygen + nitrate + phosphate 1084.1331 1105.6566 1.8018273 2.9474784 3248.1308 3296.8919
obs Indian (27.25,27.5] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 1858.3563 1884.9287 3.9909711 7.7640786 6228.8405 6288.1437
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 1862.2179 1888.7904 4.0144620 7.6778066 6185.8797 6245.1829
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + nitrate + phosphate 1073.2428 1094.7663 1.7654535 2.9464775 3279.3263 3328.0873
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1072.3496 1097.4604 1.7559142 2.8690748 3198.5300 3255.4178
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1863.2097 1889.7821 4.0205175 7.6838434 6186.8634 6246.1666
mod Indian (27.25,27.5] cstar_tref ~ temp + aou + nitrate + phosphate 1075.9076 1097.4311 1.7742856 2.8652141 3172.1670 3220.9280
obs Indian (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1855.8989 1882.4713 3.9760937 7.5917541 6158.7808 6218.0839
obs Indian (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate 1864.1211 1886.8975 4.0383461 7.7185320 6193.0574 6243.8887
mod Indian (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate + phosphate 1076.0249 1097.5484 1.7746752 2.8731875 3181.8719 3230.6329
obs Indian (27.25,27.5] cstar_tref ~ temp + oxygen + silicate + phosphate 1866.0343 1888.8107 4.0501051 7.7309311 6195.2464 6246.0777
mod Indian (27.5,27.75] cstar_tref ~ aou + nitrate + silicate + phosphate 1321.0941 1343.9789 1.7073343 3.0734667 4362.2079 4413.7381
obs Indian (27.5,27.75] cstar_tref ~ aou + nitrate + silicate + phosphate 2239.1090 2263.3648 3.4078583 6.8199840 6485.1474 6537.5109
mod Indian (27.5,27.75] cstar_tref ~ oxygen + nitrate + phosphate 1302.1317 1321.2024 1.6646523 3.0918811 4417.8098 4460.7515
mod Indian (27.5,27.75] cstar_tref ~ oxygen + nitrate + silicate + phosphate 1303.9727 1326.8575 1.6642572 3.0317054 4346.7713 4398.3014
obs Indian (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2221.5299 2249.8283 3.3295292 6.7317190 6464.9024 6525.9931
obs Indian (27.5,27.75] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 2199.8857 2228.1841 3.2450322 6.8462497 6534.2226 6595.3133
mod Indian (27.5,27.75] cstar_tref ~ sal + nitrate + silicate + phosphate 1323.0253 1345.9101 1.7122625 2.9896127 4246.5463 4298.0765
mod Indian (27.5,27.75] cstar_tref ~ sal + oxygen + nitrate + phosphate 1302.3842 1325.2690 1.6603162 3.0572617 4382.5308 4434.0609
mod Indian (27.5,27.75] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 1304.3412 1331.0401 1.6602095 2.9054221 4185.2695 4245.3880
obs Indian (27.5,27.75] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 2220.7503 2249.0488 3.3264481 6.8400676 6515.6867 6576.7774
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 2212.7993 2241.0977 3.2951841 6.7331226 6472.8962 6533.9869
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + nitrate + phosphate 1244.2599 1267.1447 1.5223502 2.9100770 4312.8196 4364.3497
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1244.9045 1271.6034 1.5192737 2.7873980 4157.7400 4217.8585
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2223.1201 2251.4185 3.3358233 6.7363658 6465.7177 6526.8084
obs Indian (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2215.5993 2243.8977 3.3061601 6.5861900 6400.4650 6461.5557
obs Indian (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate 2214.1558 2238.4116 3.3083463 6.7670029 6481.8659 6534.2294
mod Indian (27.5,27.75] cstar_tref ~ temp + nitrate + phosphate 1266.1038 1285.1745 1.5775031 2.9834492 4355.4895 4398.4313
mod Indian (27.5,27.75] cstar_tref ~ temp + nitrate + silicate + phosphate 1268.0824 1290.9672 1.5774527 2.9330549 4295.6549 4347.1850
obs Indian (27.5,27.75] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 2229.1165 2257.4150 3.3596647 6.6273905 6407.9690 6469.0597
obs Indian (27.5,27.75] cstar_tref ~ temp + oxygen + silicate + phosphate 2227.6784 2251.9342 3.3619076 6.7903155 6481.3337 6533.6972
mod Indian (27.75,27.85] cstar_tref ~ aou + nitrate + silicate 1016.1884 1033.7555 1.8398187 3.4043532 3150.2960 3189.5825
mod Indian (27.75,27.85] cstar_tref ~ aou + silicate + phosphate 856.6349 874.2021 1.3337396 2.7796371 2901.0020 2940.2885
mod Indian (27.75,27.85] cstar_tref ~ oxygen + nitrate + silicate 1019.7813 1037.3484 1.8531944 3.4497662 3176.9566 3216.2431
mod Indian (27.75,27.85] cstar_tref ~ oxygen + silicate + phosphate 874.5374 892.1046 1.3827586 2.8878383 2964.5560 3003.8426
obs Indian (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1431.3596 1456.9759 2.8585914 6.6048696 4880.9451 4937.6481
mod Indian (27.75,27.85] cstar_tref ~ sal + nitrate + silicate 1029.4692 1047.0363 1.8897469 3.5513123 3232.0523 3271.3388
obs Indian (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 1419.5758 1445.1922 2.8005051 6.5642402 4874.9912 4931.6942
mod Indian (27.75,27.85] cstar_tref ~ sal + silicate + phosphate 922.9909 940.5581 1.5246562 3.1749081 3117.7989 3157.0855
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1370.0108 1395.6271 2.5688275 6.4864886 4875.6902 4932.3932
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 1391.4120 1417.0284 2.6664125 6.5978415 4901.4907 4958.1937
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate 1031.4664 1052.5470 1.8897362 3.5512974 3236.0466 3283.1905
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1389.1067 1414.7230 2.6557249 6.4997101 4870.9786 4927.6816
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 1377.6057 1403.2221 2.6030432 6.5159585 4881.7652 4938.4682
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1393.7530 1419.3694 2.6773094 6.5704576 4891.5614 4948.2645
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate 922.1424 943.2230 1.5159252 3.1615053 3115.7243 3162.8681
obs Indian (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1394.2172 1419.8336 2.6794755 6.4170912 4840.8998 4897.6028
mod Indian (27.75,27.85] cstar_tref ~ temp + aou + phosphate 1030.3959 1047.9631 1.8932810 3.2640611 3014.0504 3053.3370
obs Indian (27.75,27.85] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 1401.8609 1427.4773 2.7153955 6.4397518 4844.0869 4900.7900
obs Indian (27.75,27.85] cstar_tref ~ temp + oxygen + silicate + phosphate 1404.4300 1426.3868 2.7370963 6.6953291 4921.0292 4969.6317
mod Indian (27.75,27.85] cstar_tref ~ temp + silicate + phosphate 923.2858 940.8530 1.5255631 3.1751326 3117.6233 3156.9098
obs Indian (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1932.4271 1960.3674 2.6620470 6.0369745 6558.2238 6619.5836
mod Indian (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate 1200.6107 1222.6300 1.8783435 3.1622717 3295.3515 3343.9877
mod Indian (27.85,27.95] cstar_tref ~ sal + oxygen + nitrate + silicate 1269.5804 1291.5996 2.1155260 3.5453371 3498.6285 3547.2647
obs Indian (27.85,27.95] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 1931.7906 1959.7309 2.6599298 6.0634336 6572.3425 6633.7024
mod Indian (27.85,27.95] cstar_tref ~ sal + oxygen + silicate + phosphate 1149.3409 1171.3602 1.7194320 2.9048398 3144.4446 3193.0808
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1852.2340 1880.1742 2.4081383 5.9347099 6554.9473 6616.3071
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 1271.7516 1297.4408 2.1161508 3.5400006 3497.5856 3554.3278
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 1309.2856 1331.3049 2.2654215 3.6392175 3488.4579 3537.0941
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 1142.6373 1168.3264 1.6938224 2.8817980 3142.4414 3199.1836
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 1852.2626 1880.2028 2.4082244 5.9124854 6543.8695 6605.2293
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 1866.7986 1894.7388 2.4523818 5.9839705 6571.9997 6633.3596
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1266.2208 1291.9100 2.0960672 3.4994822 3474.0140 3530.7562
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate 1305.1127 1327.1320 2.2491809 3.6140430 3476.1426 3524.7788
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1142.4899 1168.1791 1.6933922 2.8702703 3130.5810 3187.3233
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1860.1901 1888.1303 2.4322070 5.9049402 6535.9809 6597.3407
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1858.5914 1886.5317 2.4273515 5.7891514 6477.5678 6538.9276
mod Indian (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate 1256.8280 1278.8473 2.0695200 3.6410879 3603.8514 3652.4876
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate 1858.7109 1882.6597 2.4337910 5.9915073 6574.8113 6627.4055
obs Indian (27.85,27.95] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 1866.9067 1894.8470 2.4527133 5.8028772 6479.8154 6541.1752
obs Indian (27.85,27.95] cstar_tref ~ temp + oxygen + silicate + phosphate 1866.9755 1890.9243 2.4590641 5.9861277 6567.9329 6620.5270
mod Indian (27.95,28.05] cstar_tref ~ sal + oxygen + nitrate + silicate 1276.0905 1298.0265 2.2056227 3.4195208 3520.1714 3569.3449
mod Indian (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate 1278.3831 1296.6631 2.2222372 3.4588609 3546.1346 3587.1125
mod Indian (27.95,28.05] cstar_tref ~ sal + oxygen + silicate + phosphate 1237.1712 1259.1071 2.0605421 3.2078762 3403.2006 3452.3741
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate 2153.4085 2182.7407 2.1664250 5.1492687 7969.7026 8034.3978
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 1279.9376 1305.5296 2.2127567 3.4341758 3534.5671 3591.9361
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 1283.1955 1305.1315 2.2331904 3.4722494 3555.6699 3604.8433
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 2154.4225 2179.5644 2.1731256 5.2251429 8021.6750 8077.1280
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 1235.4502 1261.0421 2.0471812 3.1855936 3392.6755 3450.0445
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 2148.8161 2178.1483 2.1562552 5.1432395 7968.3145 8033.0097
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate 1295.0373 1316.9732 2.2799047 3.5344987 3584.7561 3633.9296
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1276.4496 1302.0415 2.1993045 3.4124549 3521.6779 3579.0469
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate 1280.3542 1302.2902 2.2221250 3.4550422 3545.9513 3595.1247
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1233.2408 1258.8328 2.0392893 3.1722731 3383.8506 3441.2196
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2168.0884 2197.4206 2.1992564 5.1781700 7981.3370 8046.0322
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + nitrate + phosphate 2153.4274 2178.5692 2.1709109 5.1736972 7983.1142 8038.5672
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2146.1637 2175.4959 2.1504034 5.0832886 7923.4409 7988.1361
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate 2152.5348 2173.4864 2.1733757 5.2286632 8020.2611 8066.4720
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate 2149.0296 2174.1715 2.1611511 5.1669007 7980.9950 8036.4481
obs Indian (27.95,28.05] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 2164.2677 2193.5999 2.1906639 5.1227154 7940.8882 8005.5834
obs Indian (27.95,28.05] cstar_tref ~ temp + oxygen + silicate + phosphate 2171.0399 2196.1818 2.2104421 5.2128964 8000.4713 8055.9244
obs Indian (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate 1553.3504 1572.6828 2.1535341 4.8811951 5560.2824 5603.1916
obs Indian (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1587.2967 1614.3620 2.2468451 4.8942982 5548.9821 5609.0551
obs Indian (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate 1585.5283 1608.7271 2.2475822 4.8956510 5545.5974 5597.0885
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate 715.3010 734.4920 1.6885699 3.1251562 2415.8864 2460.0446
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1541.7239 1568.7892 2.1063916 4.8937342 5588.3688 5648.4417
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 711.3442 733.7337 1.6610113 3.0973345 2413.7560 2465.2739
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 1539.7281 1562.9269 2.1064041 4.9122516 5595.2910 5646.7821
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate 713.4637 732.6547 1.6800212 3.1394522 2429.0056 2473.1639
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 714.7165 737.1059 1.6765570 3.1359031 2432.2032 2483.7212
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 1541.4276 1568.4929 2.1055077 4.7535710 5503.4932 5563.5662
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate 712.0289 731.2199 1.6733756 3.1126070 2414.3582 2458.5164
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate 714.8152 734.0062 1.6863055 3.1232135 2415.6128 2459.7711
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 711.0464 733.4359 1.6596457 3.0962383 2413.6360 2465.1539
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate 712.2889 731.4799 1.6745781 3.1464223 2435.8599 2480.0182
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate 712.9788 732.1697 1.6777723 3.1367986 2428.2578 2472.4161
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 714.1975 736.5870 1.6741555 3.1331240 2431.4390 2482.9569
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1557.8532 1584.9184 2.1550681 4.8081824 5523.0631 5583.1361
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1559.2030 1586.2683 2.1591924 4.8635537 5555.9801 5616.0530
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate 1563.6117 1586.8105 2.1788816 4.8885865 5561.6458 5613.1369
obs Indian (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 1581.9967 1609.0620 2.2300410 4.9512726 5589.0349 5649.1078
obs Indian (28.1,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2246.6331 2276.3829 2.0878038 4.7224116 7943.2945 8008.6163
obs Indian (28.1,28.2] cstar_tref ~ sal + aou + oxygen + phosphate 2238.1367 2263.6365 2.0747529 4.7711022 7987.9294 8043.9195
obs Indian (28.1,28.2] cstar_tref ~ sal + aou + silicate + phosphate 2245.6505 2271.1504 2.0898552 4.7283870 7943.8540 7999.8441
obs Indian (28.1,28.2] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 2276.0744 2305.8242 2.1479866 4.7769491 7967.6306 8032.9523
obs Indian (28.1,28.2] cstar_tref ~ sal + oxygen + silicate + phosphate 2277.2034 2302.7033 2.1544840 4.7861792 7969.2322 8025.2223
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate 1062.4551 1086.0644 0.9709816 2.1203649 3841.7543 3894.0975
obs Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate + phosphate 2229.4345 2259.1844 2.0534304 4.7854863 8012.5376 8077.8594
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 1053.9607 1081.5050 0.9575962 2.0837053 3798.9283 3859.9954
obs Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + oxygen + phosphate 2228.3530 2258.1028 2.0512878 4.7000264 7937.7455 8003.0672
obs Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + phosphate 2227.9412 2253.4410 2.0544349 4.7944492 8015.9672 8071.9573
obs Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 2229.7021 2259.4519 2.0539609 4.6794372 7918.1002 7983.4220
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + nitrate 1060.5167 1080.1912 0.9710608 2.1222719 3840.6380 3884.2573
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + nitrate + silicate 1056.2579 1079.8673 0.9630548 2.0934502 3805.9726 3858.3158
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + oxygen + nitrate 1062.4829 1086.0922 0.9710174 2.1203327 3841.6773 3894.0205
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1054.3395 1081.8837 0.9580761 2.0843293 3799.5343 3860.6013
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1072.1996 1099.7438 0.9809796 2.1572862 3894.6205 3955.6875
obs Indian (28.1,28.2] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2243.5219 2273.2718 2.0815435 4.7127266 7937.0876 8002.4094
mod Indian (28.1,28.2] cstar_tref ~ temp + aou + nitrate + silicate 1074.4803 1098.0896 0.9865499 2.1133660 3818.5625 3870.9057
mod Indian (28.1,28.2] cstar_tref ~ temp + nitrate + silicate 1077.2082 1096.8826 0.9927390 2.1240453 3826.3534 3869.9727
mod Indian (28.1,28.2] cstar_tref ~ temp + oxygen + nitrate + silicate 1074.1507 1097.7601 0.9861200 2.1130534 3818.4178 3870.7610
obs Indian (28.2,28.3] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 775.0571 798.1102 1.6376548 4.6025642 3750.8950 3804.6208
obs Indian (28.2,28.3] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 773.7924 796.8455 1.6324593 4.5787565 3742.1869 3795.9128
obs Indian (28.2,28.3] cstar_tref ~ sal + aou + oxygen + phosphate 772.4545 792.2144 1.6351773 4.5961864 3744.7365 3790.7872
mod Indian (28.2,28.3] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 495.1295 525.8612 0.3622914 0.9588664 2956.4064 3023.6241
obs Indian (28.2,28.3] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 771.2818 794.3349 1.6221939 4.5831297 3745.5345 3799.2603
mod Indian (28.2,28.3] cstar_tref ~ sal + aou + silicate + phosphate 494.2780 520.6194 0.3626406 0.9600568 2957.3759 3014.9911
obs Indian (28.2,28.3] cstar_tref ~ sal + aou + silicate + phosphate 773.0574 792.8172 1.6376560 4.6195985 3753.6663 3799.7170
mod Indian (28.2,28.3] cstar_tref ~ sal + oxygen + silicate + phosphate 499.0357 525.3771 0.3640910 0.9721493 3010.0191 3067.6343
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + silicate 473.7175 504.4492 0.3558416 0.9635775 2985.2624 3052.4802
obs Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + oxygen + phosphate 769.7877 792.8408 1.6161155 4.5732288 3742.5134 3796.2393
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + silicate + phosphate 495.1657 525.8974 0.3623024 0.9589204 2956.6380 3023.8558
obs Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + silicate + phosphate 773.6114 796.6645 1.6317170 4.5862534 3745.3067 3799.0325
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + nitrate + phosphate 493.4347 519.7761 0.3623842 0.9790871 3042.7022 3100.3174
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + nitrate + silicate 486.8152 513.1567 0.3603773 0.9844204 3068.1711 3125.7863
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 473.7542 504.4859 0.3558526 0.9636053 2985.3742 3052.5920
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 495.2370 525.9687 0.3623241 0.9590563 2957.2286 3024.4464
obs Indian (28.2,28.3] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 777.0455 800.0986 1.6458569 4.6072221 3751.4696 3805.1954
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + silicate + phosphate 503.9830 530.3244 0.3656052 0.9831259 3056.8443 3114.4595
obs Indian (28.2,28.3] cstar_tref ~ temp + aou + oxygen + nitrate + phosphate 780.2538 803.3069 1.6591778 4.6221547 3755.3210 3809.0468
obs Indian (28.2,28.3] cstar_tref ~ temp + aou + oxygen + phosphate 778.6567 798.4165 1.6608584 4.6319708 3754.9649 3801.0156
obs Indian (28.3,28.4] cstar_tref ~ aou + nitrate + silicate + phosphate 554.2310 571.3432 2.0120443 5.0862676 2223.6090 2263.4426
mod Indian (28.3,28.4] cstar_tref ~ oxygen + nitrate + silicate + phosphate 665.2649 691.6265 0.4178092 0.8325186 2060.8036 2118.1116
obs Indian (28.3,28.4] cstar_tref ~ oxygen + nitrate + silicate + phosphate 556.1602 573.2724 2.0272642 5.0867013 2222.3947 2262.2282
mod Indian (28.3,28.4] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 444.5913 475.3465 0.3468328 0.7866291 1992.9578 2059.8170
obs Indian (28.3,28.4] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 545.9327 565.8969 1.9327108 4.9786493 2211.2841 2257.7566
mod Indian (28.3,28.4] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 577.7264 608.4816 0.3876721 0.8131273 2040.9588 2107.8181
mod Indian (28.3,28.4] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 561.7413 592.4965 0.3825252 0.8334298 2174.1651 2241.0244
obs Indian (28.3,28.4] cstar_tref ~ sal + aou + silicate + phosphate 556.9957 574.1079 2.0338913 5.0850521 2221.4640 2261.2976
obs Indian (28.3,28.4] cstar_tref ~ sal + nitrate + silicate + phosphate 561.7303 578.8425 2.0718571 5.1500454 2231.9487 2271.7822
mod Indian (28.3,28.4] cstar_tref ~ sal + oxygen + nitrate + silicate 576.9832 603.3448 0.3880797 0.8155343 2050.2554 2107.5634
mod Indian (28.3,28.4] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 523.0393 553.7944 0.3703449 0.7837563 1912.5275 1979.3868
obs Indian (28.3,28.4] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 552.6825 572.6467 1.9843469 5.0236834 2216.6192 2263.0917
mod Indian (28.3,28.4] cstar_tref ~ sal + temp + aou + nitrate + silicate 576.8588 607.6139 0.3873910 0.8112653 2030.5317 2097.3910
mod Indian (28.3,28.4] cstar_tref ~ sal + temp + aou + silicate + phosphate 561.2888 592.0440 0.3823805 0.8319728 2166.2278 2233.0871
obs Indian (28.3,28.4] cstar_tref ~ sal + temp + aou + silicate + phosphate 556.8782 576.8424 2.0171376 5.0660053 2222.8564 2269.3289
obs Indian (28.3,28.4] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 563.4916 583.4558 2.0699265 5.1236749 2230.5127 2276.9852
mod Indian (28.3,28.4] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 578.1346 608.8898 0.3878045 0.8130028 2039.8163 2106.6756
mod Indian (28.3,28.4] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 562.0555 592.8106 0.3826257 0.8330414 2171.6934 2238.5527
obs Indian (28.3,28.4] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 551.9544 571.9186 1.9787116 5.0375481 2220.0609 2266.5334
obs Indian (28.3,28.4] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 555.3555 575.3197 2.0051751 5.0577993 2222.1365 2268.6090
mod Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 9008.1082 9044.4640 7.0976574 14.9496432 22203.2308 22278.4117
obs Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 12033.9732 12072.2567 7.4593050 16.0182785 28387.0131 28465.4539
mod Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 8966.5442 9002.9000 6.9876965 14.7985445 22141.7687 22216.9496
obs Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 12021.0260 12059.3096 7.4318098 15.8475124 28296.7175 28375.1583
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 9066.0423 9102.3981 7.2538194 14.9937029 22206.6940 22281.8749
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 11858.1363 11896.4199 7.0944240 15.1235810 27918.3831 27996.8239
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 8887.2294 8923.5852 6.7825678 13.9422714 21732.7275 21807.9085
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + silicate 9141.9077 9178.2635 7.4635228 15.2015463 22281.6490 22356.8299
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 8922.0755 8958.4313 6.8719366 14.2394890 21875.9747 21951.1557
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 11953.8985 11992.1821 7.2908705 15.3612273 28037.5968 28116.0376
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 11847.8709 11886.1545 7.0736823 15.0025751 27850.5397 27928.9805
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 8896.0799 8932.4357 6.8051557 13.9367840 21726.6950 21801.8760
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 12188.7998 12227.0834 7.7960931 16.3082979 28516.7337 28595.1745
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate 12243.8331 12276.6476 7.9239521 16.3632832 28530.3713 28597.6063
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 8959.9237 8996.2795 6.9703393 14.3723908 21931.5191 22006.7000
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 11963.3515 12001.6351 7.3105548 15.3406098 28024.1108 28102.5516
obs Pacific (-Inf,26] cstar_tref ~ temp + aou + oxygen + nitrate 12316.3428 12349.1573 8.0895384 16.3907979 28527.2972 28594.5321
mod Pacific (-Inf,26] cstar_tref ~ temp + aou + oxygen + nitrate + silicate 9086.9779 9123.3337 7.3110927 14.9078152 22156.9086 22232.0896
mod Pacific (-Inf,26] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 9117.6627 9154.0185 7.3958553 15.1879881 22283.8000 22358.9810
obs Pacific (-Inf,26] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 12187.2510 12225.5346 7.7926499 16.2396624 28479.9577 28558.3985
mod Pacific (26,26.5] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 8676.9487 8714.7957 3.3567697 6.7256943 19409.4244 19486.5992
obs Pacific (26,26.5] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 10531.7444 10569.9315 5.0663980 10.4416256 22954.9036 23032.3005
mod Pacific (26,26.5] cstar_tref ~ aou + oxygen + silicate + phosphate 8834.3194 8866.7597 3.5231702 6.9664612 19653.6599 19719.8097
obs Pacific (26,26.5] cstar_tref ~ aou + oxygen + silicate + phosphate 10658.5844 10691.3162 5.2587253 10.8274713 23221.2904 23287.6306
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 10513.4880 10551.6751 5.0397206 10.2845350 22838.3539 22915.7508
mod Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 9702.2343 9740.0812 4.5824676 8.6294395 21181.0477 21258.2224
mod Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 8755.3774 8793.2244 3.4376520 6.6380476 19278.9842 19356.1589
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 10474.2463 10512.4334 4.9828527 10.3635151 22901.4499 22978.8468
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 10505.2013 10543.3884 5.0276579 10.2835191 22838.4874 22915.8843
mod Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 9711.5299 9749.3769 4.5954175 8.6324185 21180.3033 21257.4780
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate 10704.7573 10737.4891 5.3294131 10.8718260 23248.4939 23314.8341
mod Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 8850.1202 8887.9671 3.5379621 6.7881303 19436.5364 19513.7111
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 10494.9209 10533.1080 5.0127334 10.4232272 22944.2512 23021.6481
mod Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 8666.3028 8704.1498 3.3459384 6.5540342 19199.6902 19276.8649
obs Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 10544.9827 10583.1698 5.0858309 10.4488202 22959.0198 23036.4167
mod Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate 8835.7140 8868.1543 3.5246622 6.8357842 19495.7523 19561.9021
obs Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate 10666.9734 10699.7052 5.2714983 10.8302318 23222.4773 23288.8176
mod Pacific (26,26.5] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 8745.8604 8783.7074 3.4277343 6.6579956 19307.2718 19384.4466
obs Pacific (26,26.5] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 10588.7147 10626.9018 5.1505580 10.5551473 23033.6751 23111.0720
mod Pacific (26,26.5] cstar_tref ~ temp + oxygen + silicate + phosphate 8900.1340 8932.5743 3.5942717 6.9268006 19586.4008 19652.5506
obs Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + nitrate + phosphate 9930.2497 9962.5424 5.2963264 10.4861349 21125.6874 21191.0328
mod Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + silicate + phosphate 7958.9237 7991.0268 3.1051440 6.0631429 16793.0869 16858.0352
mod Pacific (26.5,26.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 8778.5007 8815.9543 4.0374322 7.4861722 18155.5836 18231.3567
mod Pacific (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate 8787.3551 8819.4582 4.0515299 7.5526388 18215.5475 18280.4958
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 8671.5015 8708.9551 3.9010596 7.7783500 18461.3421 18537.1152
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 9878.3211 9915.9959 5.2081993 10.3244500 21023.6839 21099.9202
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 7774.1443 7811.5980 2.9243714 5.7399155 16436.3718 16512.1449
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 10036.8754 10074.5502 5.4715753 10.9308300 21418.9583 21495.1947
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 9891.8215 9929.4964 5.2301224 10.3783243 21059.8954 21136.1318
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 7803.5036 7840.9572 2.9520732 5.7785688 16479.4116 16555.1847
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 10059.3889 10097.0638 5.5100373 10.9885963 21454.3487 21530.5851
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate 9939.2879 9971.5806 5.3112414 10.5268716 21152.8311 21218.1765
mod Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 7755.7886 7793.2422 2.9071841 5.7331688 16431.0596 16506.8326
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 9870.5016 9908.1765 5.1955434 10.3933305 21073.5432 21149.7796
mod Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate 7838.0941 7870.1972 2.9869656 5.8145463 16513.3547 16578.3030
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate 10056.7925 10089.0852 5.5090149 11.0186901 21470.4129 21535.7584
obs Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + phosphate 9966.0052 9998.2979 5.3555766 10.6322323 21221.9840 21287.3295
mod Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 7829.2099 7866.6635 2.9765436 5.8334679 16542.8528 16618.6259
obs Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 9917.2191 9954.8940 5.2716155 10.5393241 21169.0072 21245.2436
mod Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + silicate + phosphate 7891.4557 7923.5588 3.0385915 5.8955636 16603.1578 16668.1061
obs Pacific (26.75,27] cstar_tref ~ aou + oxygen + nitrate + phosphate 11766.4678 11800.0341 4.6594825 9.4511738 24904.1412 24971.8793
obs Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate 11912.1230 11940.0949 4.8358635 9.7455098 25154.7003 25211.1488
mod Pacific (26.75,27] cstar_tref ~ aou + oxygen + silicate + phosphate 8867.6583 8900.3097 3.2430247 6.1332261 19068.5857 19135.0024
mod Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate 8450.6091 8488.7024 2.8682158 5.6605001 18511.9495 18589.4357
obs Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate 11838.3537 11877.5144 4.7421479 9.5619919 25003.7794 25082.8072
mod Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 8800.9280 8839.0214 3.1783518 6.0035065 18910.3449 18987.8310
obs Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 11980.8194 12019.9801 4.9152353 9.8493230 25249.2268 25328.2546
mod Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 8563.8610 8601.9544 2.9650159 5.9156412 18851.7868 18929.2730
obs Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 11906.0426 11945.2033 4.8236124 9.7031454 25125.5740 25204.6018
mod Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 8853.8895 8891.9828 3.2280714 6.1022068 19033.9177 19111.4039
mod Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + phosphate 8869.6620 8902.3135 3.2449298 6.2366478 19212.4043 19278.8210
obs Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + phosphate 11842.3417 11875.9080 4.7492987 9.5804299 25016.0500 25083.7881
mod Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 8244.4642 8282.5575 2.7000560 5.2903082 17997.2742 18074.7603
obs Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 11800.7863 11839.9469 4.6975301 9.4869124 24938.3407 25017.3685
mod Pacific (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate 8820.2843 8852.9357 3.1983080 6.0419762 18954.5334 19020.9501
obs Pacific (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate 11981.5975 12015.1638 4.9186726 9.8530075 25248.2251 25315.9632
obs Pacific (26.75,27] cstar_tref ~ temp + oxygen + nitrate + phosphate 11907.4593 11941.0255 4.8277613 9.7164590 25133.2395 25200.9776
mod Pacific (26.75,27] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 8247.7620 8285.8554 2.7026671 5.3471601 18085.7068 18163.1929
obs Pacific (26.75,27] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 11885.5744 11924.7351 4.7988321 9.6643287 25092.4421 25171.4699
mod Pacific (26.75,27] cstar_tref ~ temp + oxygen + silicate + phosphate 8869.9478 8902.5993 3.2452016 6.1383275 19075.0299 19141.4466
mod Pacific (27,27.25] cstar_tref ~ aou + oxygen + phosphate 10039.4110 10067.0741 3.5451955 6.3916502 21112.3883 21168.6315
mod Pacific (27,27.25] cstar_tref ~ aou + oxygen + silicate + phosphate 9931.4554 9964.6512 3.4423761 6.1831483 20836.6314 20904.1233
obs Pacific (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 13655.1806 13695.3683 4.6891285 9.0044581 30575.5473 30657.6238
obs Pacific (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 13654.8041 13689.2507 4.6907830 9.0068523 30574.1764 30644.5278
obs Pacific (27,27.25] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 13700.4407 13740.6284 4.7354729 9.1549625 30760.7621 30842.8386
obs Pacific (27,27.25] cstar_tref ~ sal + oxygen + silicate + phosphate 13727.2863 13761.7329 4.7652484 9.1955097 30799.8924 30870.2438
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate 8830.3619 8869.0903 2.5622900 4.7709096 18768.7044 18847.4449
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate 13752.9660 13793.1536 4.7898312 9.0724048 30628.6209 30710.6974
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate 13788.4988 13822.9453 4.8290557 9.1774009 30751.5892 30821.9405
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 10005.2947 10044.0230 3.5092098 6.3808711 21121.8403 21200.5808
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 13653.5894 13693.7770 4.6875074 8.9792924 30541.8524 30623.9289
mod Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 8952.7566 8991.4849 2.6476230 4.9362434 19050.7887 19129.5292
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 13779.6740 13819.8617 4.8177103 9.1337313 30700.9809 30783.0574
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate 13810.2450 13844.6916 4.8519288 9.2292018 30812.2436 30882.5950
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 13673.2569 13713.4446 4.7075832 9.0232623 30594.0988 30676.1754
mod Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate 8856.9694 8890.1651 2.5819854 4.8341013 18880.8390 18948.3308
mod Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 8852.7969 8891.5252 2.5777230 4.8178669 18854.7450 18933.4855
mod Pacific (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate 10132.9276 10166.1233 3.6331106 6.5174274 21267.2086 21334.7004
mod Pacific (27,27.25] cstar_tref ~ temp + oxygen + nitrate + phosphate 8969.4676 9002.6634 2.6609164 4.9865113 19137.4275 19204.9194
mod Pacific (27,27.25] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 8953.4437 8992.1720 2.6481100 4.9459900 19069.5973 19148.3378
mod Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + phosphate 10467.5055 10501.4065 2.9132890 5.3550958 23526.6095 23596.1817
mod Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 10061.6794 10101.2306 2.6438269 4.7596790 22314.1073 22395.2748
obs Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 12184.4934 12224.5831 3.5359017 7.2779219 28739.4210 28821.6017
mod Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate 10496.0852 10529.9862 2.9331711 5.2814442 23334.7454 23404.3177
obs Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate 12197.4203 12231.7829 3.5475515 7.3221372 28802.6844 28873.1251
mod Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 10103.2569 10142.8081 2.6701166 4.8292669 22470.0162 22551.1838
obs Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 12255.0601 12295.1498 3.5913153 7.4092699 28931.3265 29013.5072
mod Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + silicate + phosphate 10437.4618 10471.3628 2.8925336 5.2138485 23210.9538 23280.5261
obs Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + silicate + phosphate 12302.8748 12337.2374 3.6309552 7.5254469 29097.0250 29167.4657
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 12692.1171 12732.2068 3.9544005 7.8325223 29462.8257 29545.0065
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate 12763.3182 12797.6808 4.0187050 7.9716717 29647.4838 29717.9244
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 10293.9761 10333.5273 2.7940995 5.0717174 22962.2116 23043.3792
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 12180.9718 12221.0614 3.5331588 7.2196623 28645.6183 28727.7991
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 10223.0607 10262.6119 2.7473403 5.0533237 22961.1526 23042.3202
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 12699.5638 12739.6534 3.9608948 7.8413935 29473.9730 29556.1538
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate 12774.3869 12808.7495 4.0285190 7.9839585 29662.3297 29732.7703
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 10294.3539 10333.9051 2.7943506 5.0809083 22984.6989 23065.8665
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 12196.1423 12236.2320 3.5449899 7.2347452 28666.1142 28748.2950
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate 10292.4565 10326.3576 2.7944189 5.1111781 23054.8612 23124.4334
mod Pacific (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 10613.4035 10652.9547 3.0147828 5.4431568 23643.3729 23724.5405
mod Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 11087.3241 11127.3518 2.8374175 4.7812969 23132.1702 23213.9737
obs Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 13529.7441 13570.6455 3.4324955 6.7751284 29728.5425 29811.6773
mod Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate 11229.6725 11263.9820 2.9299519 4.9463048 23483.8744 23553.9917
obs Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate 13714.3271 13749.3855 3.5605007 7.0239839 30130.0461 30201.3045
mod Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 10994.8426 11034.8703 2.7796742 4.6614954 22852.3477 22934.1512
obs Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 13567.4642 13608.3657 3.4579968 6.9395099 30017.1880 30100.3228
mod Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + silicate + phosphate 11120.1776 11154.4870 2.8594891 4.7988553 23149.6023 23219.7196
obs Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + silicate + phosphate 13779.5098 13814.5682 3.6063354 7.2816700 30561.1817 30632.4401
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 10537.7532 10577.7809 2.5110805 4.1514553 21602.3998 21684.2033
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate 10538.5760 10572.8855 2.5126569 4.1594926 21623.9200 21694.0373
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 13710.6107 13751.5121 3.5565089 6.7535684 29634.9426 29718.0773
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 10752.9126 10792.9403 2.6341159 4.3666289 22133.0981 22214.9016
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 13973.1741 14014.0756 3.7445553 7.6186574 31081.5023 31164.6371
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 10534.7160 10574.7437 2.5093855 4.1473056 21590.7156 21672.5191
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate 10535.6242 10569.9336 2.5110085 4.1555382 21612.8772 21682.9945
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 13659.8752 13700.7766 3.5212762 6.7050469 29558.5328 29641.6676
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate 10793.2714 10827.5808 2.6590392 4.4009895 22202.8235 22272.9408
obs Pacific (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 14391.1445 14432.0460 4.0646278 7.5475998 30843.4506 30926.5854
obs Pacific (27.5,27.75] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 14378.7367 14419.6381 4.0547432 7.5484438 30850.0006 30933.1354
obs Pacific (27.5,27.75] cstar_tref ~ temp + oxygen + silicate + phosphate 14449.5872 14484.6456 4.1131246 7.6069905 30919.1428 30990.4012
mod Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6501.3696 6538.7872 1.9642536 3.4612998 12820.9859 12896.5946
obs Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 12582.0362 12622.3744 3.5042423 6.6693321 24711.1535 24791.8447
mod Pacific (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate 6563.6358 6595.7080 2.0054265 3.5346854 12954.9130 13019.7205
mod Pacific (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate 6592.7167 6624.7889 2.0243401 3.5442385 12962.7506 13027.5581
mod Pacific (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 6530.7735 6568.1911 1.9829856 3.4711017 12829.6888 12905.2975
mod Pacific (27.75,27.85] cstar_tref ~ sal + oxygen + silicate + phosphate 6577.3714 6609.4436 2.0143377 3.5319968 12942.3037 13007.1112
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 6592.8643 6630.2818 2.0231300 3.5129363 12895.7072 12971.3159
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate 6647.8792 6679.9514 2.0607079 3.5662941 12985.1773 13049.9848
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 12675.3238 12715.6620 3.5744606 6.5099089 24449.5273 24530.2186
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate 6639.9421 6672.0143 2.0554351 3.5454595 12941.2914 13006.0988
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 6634.4215 6671.8390 2.0504515 3.5404754 12937.7698 13013.3785
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 12916.8562 12957.1943 3.7628713 6.7935370 24841.4767 24922.1680
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 6589.2007 6626.6183 2.0207389 3.5103802 12891.6603 12967.2690
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate 12932.3726 12966.9482 3.7769153 6.8082041 24855.9619 24925.1258
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 12613.6403 12653.9785 3.5278751 6.4674442 24394.4539 24475.1452
obs Pacific (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 12645.0673 12685.4054 3.5515335 6.5057336 24449.2757 24529.9669
obs Pacific (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate 12784.5635 12819.1390 3.6600333 6.6187678 24593.9987 24663.1626
obs Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + nitrate + phosphate 12917.5097 12952.0853 3.7649954 6.7958630 24840.4441 24909.6080
obs Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 12609.4833 12649.8214 3.5247575 6.4864037 24425.5533 24506.2445
obs Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + silicate + phosphate 12727.2393 12761.8149 3.6156831 6.5818575 24548.5083 24617.6722
obs Pacific (27.85,27.95] cstar_tref ~ aou + oxygen + nitrate + phosphate 14497.2513 14532.8433 3.2597326 6.1089977 28895.8931 28967.3550
mod Pacific (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate 7071.7389 7104.6519 1.7540169 3.0550509 13442.0687 13508.2477
mod Pacific (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 7067.2747 7105.6731 1.7508384 3.0478011 13427.7574 13504.9662
obs Pacific (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate 14544.4406 14580.0326 3.2874666 6.1496318 28969.4365 29040.8984
mod Pacific (27.85,27.95] cstar_tref ~ sal + oxygen + nitrate + silicate 7122.5066 7155.4196 1.7791810 3.1052086 13564.7641 13630.9430
mod Pacific (27.85,27.95] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 7101.6004 7139.9988 1.7677826 3.0936483 13545.3960 13622.6047
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate 7005.4665 7038.3795 1.7217024 3.1000325 13593.9528 13660.1317
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + phosphate 14496.8322 14538.3562 3.2583172 6.1294037 28941.9842 29025.3564
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 6922.3170 6960.7155 1.6810558 2.9284412 13135.4726 13212.6814
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 7069.7733 7102.6863 1.7530498 3.0825769 13521.9932 13588.1721
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 14296.4350 14337.9591 3.1431734 5.9607383 28631.8054 28715.1776
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate 6996.3974 7029.3104 1.7173269 3.0890248 13566.6517 13632.8306
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 6916.2135 6954.6120 1.6781793 2.9218846 13118.2003 13195.4091
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate 7062.8920 7095.8050 1.7496683 3.0754121 13504.3401 13570.5191
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 14258.4667 14299.9908 3.1218206 5.9454223 28606.3236 28689.6958
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + phosphate 14501.2053 14536.7974 3.2620475 6.1331816 28944.4540 29015.9159
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 14266.2815 14307.8055 3.1262036 5.9416977 28597.3627 28680.7349
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate 14341.1405 14376.7325 3.1696403 6.0066659 28714.6676 28786.1295
obs Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 14243.0765 14284.6006 3.1132068 5.9357706 28588.7887 28672.1609
obs Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + silicate + phosphate 14314.3350 14349.9270 3.1544231 5.9998797 28705.1736 28776.6355
obs Pacific (27.95,28.05] cstar_tref ~ aou + oxygen + phosphate 16686.6960 16717.3034 2.8814367 5.8114358 35765.3662 35827.2176
obs Pacific (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 16663.8460 16706.6963 2.8699672 5.7490839 35612.5689 35699.1608
obs Pacific (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate 16682.9033 16719.6321 2.8789584 5.8059297 35755.6682 35829.8899
obs Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate 16680.8405 16717.5694 2.8780764 5.7977077 35734.4073 35808.6289
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate 6436.6160 6469.2639 1.5921942 2.7813401 12027.5930 12093.0520
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 6317.1949 6355.2841 1.5364979 2.6555418 11697.2669 11773.6357
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 6485.0676 6517.7155 1.6149787 2.9014071 12351.5796 12417.0386
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate 6487.7347 6520.3826 1.6162423 3.0015157 12613.6401 12679.0991
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 6388.6514 6426.7406 1.5690349 2.7516656 11962.3778 12038.7466
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 16515.7737 16558.6241 2.8075307 5.6808550 35449.0986 35535.6905
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate 6432.9838 6465.6317 1.5904992 2.7763155 12014.1361 12079.5951
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 6314.4209 6352.5102 1.5352485 2.6518934 11686.9729 11763.3417
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate 6481.9899 6514.6378 1.6135217 2.8986305 12344.9056 12410.3646
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate 6485.9658 6518.6138 1.6154041 3.0002178 12610.7082 12676.1672
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 16509.1605 16552.0108 2.8047740 5.7047078 35512.9683 35599.5602
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate 6583.7297 6616.3776 1.6623877 3.0646904 12752.4478 12817.9068
obs Pacific (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 16540.3756 16583.2260 2.8178095 5.6989404 35494.4459 35581.0378
obs Pacific (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate 16630.2283 16666.9572 2.8565197 5.7671629 35660.2207 35734.4424
obs Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 16551.2482 16594.0985 2.8223641 5.7143735 35534.1339 35620.7258
obs Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + silicate + phosphate 16650.3459 16687.0748 2.8650687 5.8000472 35743.9991 35818.2207
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + nitrate + phosphate 14380.9551 14416.9391 2.7118647 5.5253296 28141.5583 28213.1708
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 14344.5896 14386.5709 2.6944232 5.4137595 27916.4945 28000.0424
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate 14457.5568 14493.5408 2.7470274 5.4713650 28037.7591 28109.3716
obs Pacific (28.05,28.1] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 14449.5074 14491.4887 2.7423885 5.4836418 28066.3978 28149.9457
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate 4878.3943 4909.3220 1.6193045 2.7023344 8972.8560 9035.0839
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate 14325.4382 14367.4195 2.6857588 5.4687447 28027.0005 28110.5485
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 4764.6511 4800.7334 1.5477226 2.6090944 8806.0873 8878.6866
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 4957.4065 4988.3342 1.6700622 2.8539597 9294.4387 9356.6667
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 4744.0792 4780.1615 1.5353351 2.5906168 8769.8401 8842.4393
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 14414.9264 14456.9077 2.7264856 5.4319991 27958.2728 28041.8207
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate 4878.0753 4909.0029 1.6191027 2.7053518 8980.6220 9042.8499
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4763.6254 4799.7077 1.5471026 2.6106013 8810.5148 8883.1141
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate 4957.4762 4988.4039 1.6701077 2.8584338 9304.6793 9366.9072
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4744.4384 4780.5207 1.5355505 2.5941313 8778.7018 8851.3011
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 14455.5423 14497.5236 2.7451734 5.4522705 28002.1681 28085.7160
obs Pacific (28.05,28.1] cstar_tref ~ temp + aou + nitrate + phosphate 14398.4527 14434.4366 2.7198568 5.5187244 28129.9046 28201.5171
mod Pacific (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate 5189.9822 5220.9099 1.8288928 2.9478436 9373.3250 9435.5530
obs Pacific (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 14391.5899 14433.5712 2.7158058 5.4647856 28024.2536 28107.8016
mod Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate + silicate 5195.4606 5226.3882 1.8328108 2.9588574 9396.0231 9458.2510
obs Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 14444.0312 14486.0124 2.7398640 5.4949119 28089.0514 28172.5993
obs Pacific (28.1,28.2] cstar_tref ~ aou + nitrate + silicate + phosphate 11694.0650 11728.9368 2.5750062 5.0465714 22009.7506 22078.8459
obs Pacific (28.1,28.2] cstar_tref ~ sal + aou + nitrate + phosphate 11564.9093 11599.7811 2.5085555 5.0466602 21998.3886 22067.4839
obs Pacific (28.1,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 11513.9023 11554.5861 2.4817821 4.9366696 21801.5665 21882.1777
mod Pacific (28.1,28.2] cstar_tref ~ sal + aou + silicate + phosphate 8079.5357 8114.1214 1.3416686 2.4921339 15456.7477 15525.9371
obs Pacific (28.1,28.2] cstar_tref ~ sal + aou + silicate + phosphate 11562.2557 11597.1275 2.5072083 4.9620970 21847.9222 21917.0175
obs Pacific (28.1,28.2] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 11523.3120 11563.9958 2.4865139 4.9494016 21825.4027 21906.0139
obs Pacific (28.1,28.2] cstar_tref ~ sal + oxygen + silicate + phosphate 11577.7730 11612.6449 2.5150962 4.9782228 21878.2938 21947.3891
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate 8292.7972 8327.3830 1.4038136 2.5114549 15490.8108 15560.0002
obs Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate + phosphate 11563.9950 11604.6789 2.5070760 5.0286664 21970.5299 22051.1411
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 7573.8193 7614.1693 1.2045652 2.2503118 14502.1947 14582.9157
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 7413.9525 7454.3026 1.1643659 2.1274484 13953.3193 14034.0402
obs Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 11563.2580 11603.9419 2.5067020 4.9614182 21850.6129 21931.2240
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + oxygen + nitrate 8300.6581 8335.2438 1.4061584 2.5167779 15511.3561 15580.5455
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 7579.1538 7619.5039 1.2059302 2.2534875 14515.7013 14596.4222
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 7427.0889 7467.4390 1.1676179 2.1343468 13984.3076 14065.0286
obs Pacific (28.1,28.2] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 11566.5856 11607.2694 2.5083911 4.9673236 21861.5500 21942.1612
mod Pacific (28.1,28.2] cstar_tref ~ temp + aou + nitrate + silicate 8411.3237 8445.9095 1.4395886 2.5241763 15509.9779 15579.1673
obs Pacific (28.1,28.2] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 11686.2096 11726.8934 2.5698742 5.0413221 22003.6848 22084.2960
mod Pacific (28.1,28.2] cstar_tref ~ temp + aou + silicate + phosphate 8442.6749 8477.2606 1.4492029 2.5080430 15427.8307 15497.0200
mod Pacific (28.1,28.2] cstar_tref ~ temp + oxygen + silicate + phosphate 8470.4868 8505.0726 1.4577856 2.5269754 15501.5938 15570.7831
obs Pacific (28.2,28.3] cstar_tref ~ aou + oxygen + nitrate + phosphate 3457.4199 3485.5426 2.0731701 4.4732869 5561.9637 5614.8213
obs Pacific (28.2,28.3] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 3423.2721 3456.0818 2.0269715 4.4270880 5529.8158 5591.4830
obs Pacific (28.2,28.3] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3395.0731 3427.8828 1.9916479 4.4272680 5515.0087 5576.6759
obs Pacific (28.2,28.3] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 3397.9165 3430.7262 1.9951816 4.3912528 5502.9217 5564.5889
mod Pacific (28.2,28.3] cstar_tref ~ sal + aou + silicate + phosphate 10133.5237 10171.8270 0.7691592 1.3810333 18953.2005 19030.2954
obs Pacific (28.2,28.3] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 3401.6838 3434.4935 1.9998732 4.4667360 5533.2436 5594.9108
mod Pacific (28.2,28.3] cstar_tref ~ sal + oxygen + silicate + phosphate 10251.7072 10290.0105 0.7796161 1.4355236 19731.1526 19808.2475
obs Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3398.8336 3431.6434 1.9963228 4.4106755 5510.7708 5572.4381
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + silicate 10271.6871 10316.3744 0.7812193 1.4674601 20182.3446 20272.2887
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + silicate 10349.1526 10387.4559 0.7883449 1.4824224 20365.6161 20442.7110
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + silicate + phosphate 9904.8052 9949.4925 0.7491477 1.3311431 18251.1742 18341.1183
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + nitrate + silicate 10303.1246 10341.4279 0.7842097 1.4833215 20388.2009 20465.2959
obs Pacific (28.2,28.3] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 3399.2312 3432.0410 1.9968177 4.4322391 5519.0925 5580.7597
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 10273.7428 10318.4300 0.7814029 1.4679757 20188.9931 20278.9372
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + oxygen + silicate 10348.1644 10386.4678 0.7882559 1.4824115 20365.6965 20442.7914
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 9911.8927 9956.5800 0.7497546 1.3331679 18281.3626 18371.3067
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + silicate + phosphate 10205.6466 10243.9499 0.7755238 1.4807834 20373.8460 20450.9409
obs Pacific (28.2,28.3] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3428.5737 3461.3835 2.0336823 4.4455936 5539.5882 5601.2555
obs Pacific (28.2,28.3] cstar_tref ~ temp + aou + oxygen + nitrate + phosphate 3451.3148 3484.1246 2.0627206 4.4627319 5557.8185 5619.4857
obs Pacific (28.2,28.3] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 3432.1647 3464.9745 2.0382403 4.4676481 5549.7712 5611.4384
mod Pacific (28.3,28.4] cstar_tref ~ aou + nitrate + silicate + phosphate 6993.7985 7028.0651 1.1553277 1.9269810 11081.0500 11148.1448
obs Pacific (28.3,28.4] cstar_tref ~ aou + nitrate + silicate + phosphate 483.2132 500.1349 1.6178766 3.0685850 649.2384 676.7272
mod Pacific (28.3,28.4] cstar_tref ~ oxygen + nitrate + silicate + phosphate 7013.1881 7047.4547 1.1603546 1.9144636 11019.6232 11086.7180
obs Pacific (28.3,28.4] cstar_tref ~ sal + aou + nitrate + phosphate 485.8660 502.7877 1.6352756 3.0501688 649.7413 677.2302
mod Pacific (28.3,28.4] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6974.0282 7014.0059 1.1497095 1.9205845 11059.7330 11138.0102
obs Pacific (28.3,28.4] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 483.4305 503.1725 1.6062887 3.0207235 649.2780 681.3484
mod Pacific (28.3,28.4] cstar_tref ~ sal + nitrate + silicate + phosphate 7033.0170 7067.2836 1.1655180 1.9418469 11141.4961 11208.5909
obs Pacific (28.3,28.4] cstar_tref ~ sal + nitrate + silicate + phosphate 481.6510 498.5727 1.6077176 3.0233458 645.5710 673.0599
obs Pacific (28.3,28.4] cstar_tref ~ sal + oxygen + nitrate + phosphate 487.2329 504.1546 1.6443141 3.0598612 651.1480 678.6369
mod Pacific (28.3,28.4] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 7004.3766 7044.3543 1.1575489 1.9085716 10998.4002 11076.6774
obs Pacific (28.3,28.4] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 483.5952 503.3372 1.6073560 3.0225876 649.4912 681.5615
mod Pacific (28.3,28.4] cstar_tref ~ sal + temp + aou + nitrate + phosphate 7144.7261 7184.7039 1.1945040 1.9325042 11077.2840 11155.5613
obs Pacific (28.3,28.4] cstar_tref ~ sal + temp + aou + nitrate + phosphate 486.2073 505.9492 1.6243749 3.0244008 651.1742 683.2446
mod Pacific (28.3,28.4] cstar_tref ~ sal + temp + aou + nitrate + silicate 7050.1610 7090.1387 1.1694769 1.9576943 11214.0445 11292.3217
obs Pacific (28.3,28.4] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 482.9567 502.6986 1.6032226 3.0050416 648.0336 680.1040
mod Pacific (28.3,28.4] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 7146.0165 7185.9943 1.1948491 1.9336982 11082.6136 11160.8909
obs Pacific (28.3,28.4] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 488.3469 508.0889 1.6384498 3.0460006 653.7748 685.8452
mod Pacific (28.3,28.4] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 7049.5730 7089.5507 1.1693229 1.9581058 11215.9767 11294.2540
mod Pacific (28.3,28.4] cstar_tref ~ temp + aou + nitrate + silicate 7048.3234 7082.5900 1.1695194 1.9595031 11218.0726 11285.1674
obs Pacific (28.3,28.4] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 480.2825 500.0244 1.5860278 3.0364950 648.2933 680.3637

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 = ""))

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
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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_all_stats <- 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_all_stats %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "data_source")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou nitrate oxygen phosphate sal silicate temp
Atlantic - mod
(-Inf,26] 6 5 6 10 10 5 6
(26,26.5] 7 9 7 7 7 7 6
(26.5,26.75] 7 8 5 10 5 6 7
(26.75,27] 7 4 5 10 4 10 6
(27,27.25] 7 8 4 5 6 10 7
(27.25,27.5] 7 9 4 5 5 10 7
(27.5,27.75] 8 3 5 8 10 6 4
(27.75,27.85] 8 4 6 6 5 10 6
(27.85,27.95] 7 3 6 7 7 10 6
(27.95,28.05] 8 1 6 9 9 6 4
(28.05,28.1] 8 NA 6 10 5 6 6
(28.1,28.15] 8 NA 6 10 5 6 6
(28.15,28.2] 7 10 7 3 4 6 6
(28.2, Inf] 8 10 5 NA 8 6 5
total 103.00 — 78.00 — 90.00 104.00 82.00
Indian - mod
(-Inf,26] 4 5 5 8 9 6 10
(26,26.5] 5 4 5 8 6 8 10
(26.5,26.75] 4 5 6 8 5 8 10
(26.75,27] 4 4 5 8 7 7 10
(27,27.25] 5 10 3 3 8 5 8
(27.25,27.5] 3 10 4 10 4 4 4
(27.5,27.75] 1 10 4 10 5 6 4
(27.75,27.85] 3 4 2 6 4 9 4
(27.85,27.95] 5 3 5 7 9 8 7
(27.95,28.05] 3 4 7 6 10 6 7
(28.05,28.1] 4 5 5 3 10 7 10
(28.1,28.2] 3 9 4 1 7 7 10
(28.2,28.3] 4 4 4 7 10 9 7
(28.3,28.4] 5 7 7 6 9 10 4
total 53.00 84.00 66.00 91.00 103.00 100.00 105.00
Pacific - mod
(-Inf,26] 7 6 7 6 8 8 8
(26,26.5] 6 5 6 8 4 10 8
(26.5,26.75] 7 4 4 10 5 9 7
(26.75,27] 6 5 5 10 4 7 9
(27,27.25] 7 6 5 10 3 5 8
(27.25,27.5] 5 5 3 10 9 9 5
(27.5,27.75] 4 5 4 6 10 10 6
(27.75,27.85] 4 7 4 5 10 10 5
(27.85,27.95] 5 8 5 4 10 6 6
(27.95,28.05] 5 4 4 4 10 6 10
(28.05,28.1] 5 6 5 4 8 6 10
(28.1,28.2] 6 5 4 5 7 8 9
(28.2,28.3] 4 3 4 5 10 10 8
(28.3,28.4] 5 10 4 7 7 8 5
total 76.00 79.00 64.00 94.00 105.00 112.00 104.00
Atlantic - obs
(-Inf,26] 6 9 7 4 10 4 7
(26,26.5] 10 6 7 9 6 6 3
(26.5,26.75] 3 4 7 10 4 6 10
(26.75,27] 4 5 6 10 5 6 10
(27,27.25] 6 9 7 10 4 4 7
(27.25,27.5] 7 9 6 10 4 4 7
(27.5,27.75] 7 4 6 10 4 10 6
(27.75,27.85] 5 4 6 10 7 10 5
(27.85,27.95] 5 4 5 10 9 10 4
(27.95,28.05] 4 4 5 10 10 9 5
(28.05,28.1] 4 5 6 10 10 6 5
(28.1,28.15] 3 5 7 10 5 5 10
(28.15,28.2] 5 4 5 10 6 6 10
(28.2, Inf] 8 4 5 10 10 5 5
total 77.00 76.00 85.00 133.00 94.00 91.00 94.00
Indian - obs
(-Inf,26] 5 4 5 10 6 6 10
(26,26.5] 4 6 6 10 5 5 10
(26.5,26.75] 4 5 6 10 6 5 10
(26.75,27] 6 4 4 10 8 5 8
(27,27.25] 5 6 3 10 6 10 5
(27.25,27.5] 6 5 4 10 5 10 5
(27.5,27.75] 6 6 5 10 5 9 6
(27.75,27.85] 4 7 5 10 7 8 8
(27.85,27.95] 5 6 5 10 6 8 8
(27.95,28.05] 7 4 3 10 4 6 10
(28.05,28.1] 8 4 3 10 6 7 7
(28.1,28.2] 7 3 5 10 10 6 5
(28.2,28.3] 9 3 7 10 8 5 5
(28.3,28.4] 5 8 3 10 6 10 4
total 81.00 71.00 64.00 140.00 88.00 100.00 101.00
Pacific - obs
(-Inf,26] 5 6 8 8 8 5 8
(26,26.5] 6 5 6 10 5 7 8
(26.5,26.75] 6 7 5 10 4 5 9
(26.75,27] 7 7 5 10 3 4 8
(27,27.25] 5 4 5 10 10 6 6
(27.25,27.5] 5 4 5 10 10 6 6
(27.5,27.75] 4 5 5 10 7 10 6
(27.75,27.85] 4 5 6 10 5 7 9
(27.85,27.95] 7 5 5 10 4 6 8
(27.95,28.05] 7 3 5 10 5 8 6
(28.05,28.1] 7 7 3 10 7 7 6
(28.1,28.2] 7 6 3 10 8 8 4
(28.2,28.3] 7 10 7 10 5 5 5
(28.3,28.4] 5 10 3 10 8 6 4
total 82.00 84.00 71.00 138.00 89.00 90.00 93.00

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
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
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
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
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
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
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
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Version Author Date
a53656d jens-daniel-mueller 2021-08-03
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Version Author Date
a53656d jens-daniel-mueller 2021-08-03
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Version Author Date
a53656d jens-daniel-mueller 2021-08-03
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Version Author Date
a53656d jens-daniel-mueller 2021-08-03
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Version Author Date
a53656d jens-daniel-mueller 2021-08-03
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[[7]]

Version Author Date
a53656d jens-daniel-mueller 2021-08-03
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[[8]]

Version Author Date
a53656d jens-daniel-mueller 2021-08-03
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Version Author Date
a53656d jens-daniel-mueller 2021-08-03
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[[10]]

Version Author Date
a53656d jens-daniel-mueller 2021-08-03
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[[11]]

Version Author Date
a53656d jens-daniel-mueller 2021-08-03
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147cb07 jens-daniel-mueller 2021-06-29 

[[12]]

Version Author Date
a53656d jens-daniel-mueller 2021-08-03
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147cb07 jens-daniel-mueller 2021-06-29 

[[13]]

Version Author Date
a53656d jens-daniel-mueller 2021-08-03
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955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[14]]

Version Author Date
a53656d jens-daniel-mueller 2021-08-03
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147cb07 jens-daniel-mueller 2021-06-29 

[[15]]

Version Author Date
88f7356 jens-daniel-mueller 2021-08-02
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147cb07 jens-daniel-mueller 2021-06-29 

[[16]]

Version Author Date
a53656d jens-daniel-mueller 2021-08-03
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147cb07 jens-daniel-mueller 2021-06-29 

[[17]]

Version Author Date
a53656d jens-daniel-mueller 2021-08-03
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955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[18]]

Version Author Date
a53656d jens-daniel-mueller 2021-08-03
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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
a53656d jens-daniel-mueller 2021-08-03
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d759279 jens-daniel-mueller 2021-08-02
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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 

[[20]]

Version Author Date
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
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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 

[[21]]

Version Author Date
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
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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 

[[22]]

Version Author Date
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
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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
a53656d jens-daniel-mueller 2021-08-03
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d759279 jens-daniel-mueller 2021-08-02
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955f5dc jens-daniel-mueller 2021-06-29
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147cb07 jens-daniel-mueller 2021-06-29 

[[24]]

Version Author Date
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
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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 

[[25]]

Version Author Date
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
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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 

[[26]]

Version Author Date
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
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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 

[[27]]

Version Author Date
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
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c18a8b1 jens-daniel-mueller 2021-07-09
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1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[28]]

Version Author Date
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
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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 

[[29]]

Version Author Date
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
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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 

[[30]]

Version Author Date
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
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955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[31]]

Version Author Date
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
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955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[32]]

Version Author Date
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
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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 

[[33]]

Version Author Date
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
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147cb07 jens-daniel-mueller 2021-06-29 

[[34]]

Version Author Date
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29

8.6.7 Spatial offset

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

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

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

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

[[10]]

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

[[11]]

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

[[12]]

Version Author Date
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[13]]

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

[[14]]

Version Author Date
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[15]]

Version Author Date
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[16]]

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

[[17]]

Version Author Date
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[18]]

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

[[19]]

Version Author Date
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[31]]

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

[[32]]

Version Author Date
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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 

[[33]]

Version Author Date
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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 

[[34]]

Version Author Date
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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 

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

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

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

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

other attached packages:
 [1] tictoc_1.0.1     gt_0.2.2         corrr_0.4.3      broom_0.7.5     
 [5] kableExtra_1.3.1 knitr_1.30       olsrr_0.5.3      GGally_2.0.0    
 [9] lubridate_1.7.9  ggforce_0.3.3    metR_0.9.0       scico_1.2.0     
[13] patchwork_1.1.1  collapse_1.5.0   forcats_0.5.0    stringr_1.4.0   
[17] dplyr_1.0.5      purrr_0.3.4      readr_1.4.0      tidyr_1.1.2     
[21] tibble_3.0.4     ggplot2_3.3.3    tidyverse_1.3.0  workflowr_1.6.2 

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