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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
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 11079.5212 11116.4231 11.3127044 25.0233840 24359.4765 24434.2084
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 12185.3951 12222.7125 13.0196017 29.1663502 24465.3142 24539.6349
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 12177.1545 12214.4719 12.9845183 29.6089828 24542.2111 24616.5318
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen 11254.4934 11286.1236 12.0301711 25.2165067 24404.3145 24468.3704
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + nitrate 11243.1838 11280.0857 11.9746648 25.1153062 24383.5983 24458.3302
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + nitrate 12186.0861 12223.4035 13.0225479 29.2387487 24478.5381 24552.8589
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + phosphate 11054.4588 11091.3607 11.2146180 24.2502177 24168.5006 24243.2325
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + phosphate 12223.1996 12260.5170 13.1817690 29.3710839 24510.8063 24585.1271
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + silicate 11249.8035 11286.7054 12.0022394 25.1515476 24392.3845 24467.1164
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 11024.8504 11061.7523 11.0998350 24.8142571 24305.7025 24380.4343
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 12225.0094 12262.3268 13.1895829 29.6818790 24566.7585 24641.0793
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 11066.8635 11103.7654 11.2630592 24.9655410 24344.8534 24419.5853
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate 12195.3538 12227.3402 13.0706834 29.6392620 24548.5778 24612.2813
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 11030.8546 11067.7565 11.1230162 24.4494861 24217.4126 24292.1445
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 12187.8400 12225.1574 13.0300289 28.9699016 24430.1056 24504.4264
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 12187.6072 12224.9247 13.0290360 29.5351662 24531.8047 24606.1255
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate 11067.4452 11099.0754 11.2731673 25.0159469 24353.0848 24417.1407
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate 12221.4311 12253.4175 13.1827685 29.4551010 24521.9732 24585.6767
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 10967.0817 11003.9836 10.8792547 24.2777905 24171.3616 24246.0935
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 12210.4691 12247.7865 13.1269358 29.3946614 24512.1844 24586.5051
obs Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 10361.7115 10398.6619 8.5994682 19.9574659 21198.7077 21272.3977
obs Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate 10377.1796 10408.8513 8.6514590 20.0184676 21214.4058 21277.5686
obs Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 10379.0638 10416.0142 8.6511134 19.9959173 21212.7916 21286.4815
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 8475.3129 8511.5145 6.2364654 12.7701926 18667.1018 18740.6983
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 10303.7361 10340.6865 8.4291424 19.8003156 21143.9924 21217.6823
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + phosphate 10345.9275 10377.5993 8.5586630 19.9352441 21185.5208 21248.6836
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 8421.6462 8457.8478 6.1092514 12.8690039 18718.4540 18792.0505
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 10344.8953 10381.8457 8.5497127 19.8987024 21179.6605 21253.3504
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 8510.9893 8547.1909 6.3224968 12.8055089 18678.7155 18752.3120
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 10322.4728 10359.4232 8.4838167 20.0036948 21199.2642 21272.9542
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 8453.5346 8489.7362 6.1845247 12.8967999 18728.5772 18802.1737
mod Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + phosphate 8473.3983 8504.4282 6.2366699 12.7739469 18664.8644 18727.9472
mod Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 8409.7615 8445.9631 6.0814323 12.5586912 18574.7462 18648.3427
obs Atlantic (26,26.5] cstar_tref ~ temp + aou + oxygen + nitrate + phosphate 10385.3178 10422.2682 8.6698030 20.0661601 21231.7950 21305.4849
obs Atlantic (26,26.5] cstar_tref ~ temp + aou + oxygen + phosphate 10390.9424 10422.6142 8.6926432 20.0894947 21235.5416 21298.7044
obs Atlantic (26,26.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 10392.8230 10429.7734 8.6922852 20.0662099 21233.7597 21307.4496
mod Atlantic (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate 8429.8861 8460.9160 6.1333225 12.9058145 18730.5081 18793.5908
mod Atlantic (26,26.5] cstar_tref ~ temp + oxygen + nitrate + phosphate 8514.0234 8545.0533 6.3347313 12.8942774 18715.9909 18779.0736
mod Atlantic (26,26.5] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 8440.8669 8477.0685 6.1545121 12.6319976 18605.9596 18679.5561
mod Atlantic (26,26.5] cstar_tref ~ temp + oxygen + silicate + phosphate 8453.2060 8484.2360 6.1884958 12.9058500 18728.5844 18791.6672
mod Atlantic (26.5,26.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6756.7873 6791.9785 4.8188613 9.8718659 14082.4326 14153.2718
mod Atlantic (26.5,26.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 6733.7724 6768.9636 4.7699077 9.6855928 13993.1278 14063.9670
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 6775.5939 6810.7851 4.8592365 9.9620935 14124.8602 14195.6995
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 10695.7099 10732.9906 8.1424817 16.6472604 20904.3090 20978.4575
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 6708.2666 6743.4578 4.7162366 9.5529851 13928.6726 13999.5119
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 6798.5252 6833.7164 4.9089247 9.9787064 14132.1458 14202.9850
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 10689.8112 10727.0919 8.1266873 16.5477002 20870.0622 20944.2107
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate 10688.6386 10720.5934 8.1289008 16.6006371 20884.0890 20947.6448
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 6713.9916 6749.1828 4.7282307 9.5575016 13930.6751 14001.5143
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 10690.2323 10727.5130 8.1278138 16.5917414 20885.0416 20959.1901
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate 10697.4984 10729.4533 8.1526421 16.6828810 20912.6585 20976.2143
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6695.9497 6731.1409 4.6905351 9.4342610 13869.6316 13940.4708
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 10699.3506 10736.6313 8.1522455 16.6764361 20914.4793 20988.6278
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate 6776.3769 6806.5408 4.8652397 9.7923689 14039.3271 14100.0465
obs Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + phosphate 10693.8823 10725.8372 8.1429438 16.5781216 20876.9468 20940.5026
mod Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 6663.0477 6698.2389 4.6225640 9.3247186 13815.5519 13886.3911
obs Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 10695.4891 10732.7698 8.1418899 16.5640186 20876.1196 20950.2680
obs Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate 10691.8858 10718.5149 8.1429532 16.6613301 20901.0605 20954.0237
mod Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + silicate + phosphate 6712.0003 6742.1642 4.7282490 9.5584677 13927.1559 13987.8753
obs Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + silicate + phosphate 10693.4902 10725.4451 8.1418930 16.6472165 20900.2729 20963.8287
obs Atlantic (26.75,27] cstar_tref ~ aou + oxygen + nitrate + phosphate 11147.6075 11179.9077 7.7019535 16.9383620 22034.8932 22099.0447
obs Atlantic (26.75,27] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 11148.4564 11186.1400 7.6991989 16.7434280 21974.9578 22049.8011
mod Atlantic (26.75,27] cstar_tref ~ sal + aou + nitrate + phosphate 9181.9872 9213.9775 4.8632733 10.2397295 18186.7944 18250.4606
mod Atlantic (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 8946.3562 8983.6782 4.4994397 9.8735666 17951.9067 18026.1839
mod Atlantic (26.75,27] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 9135.4516 9172.7736 4.7866446 10.0942213 18104.8659 18179.1431
obs Atlantic (26.75,27] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 11148.7580 11186.4416 7.6999205 16.8332079 22004.5186 22079.3620
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate 9093.1153 9130.4373 4.7207901 10.0417508 18069.8333 18144.1106
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate 11137.6257 11175.3093 7.6733296 16.7386904 21971.0957 22045.9391
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 9237.5050 9274.8270 4.9491908 10.4746207 18323.5738 18397.8510
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 9099.6464 9136.9684 4.7308897 10.2659858 18190.7840 18265.0612
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 11133.0375 11170.7211 7.6623969 16.6575241 21943.2835 22018.1268
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 11133.5730 11171.2566 7.6636720 16.8854341 22018.1200 22092.9633
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + phosphate 9120.0464 9152.0367 4.7656938 10.3825785 18251.7219 18315.3882
obs Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + phosphate 11143.6257 11175.9259 7.6924294 16.7644348 21977.2835 22041.4350
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 8806.8133 8844.1353 4.2986067 9.8882224 17926.3756 18000.6529
obs Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 11144.8373 11182.5209 7.6905450 16.6295413 21936.3918 22011.2352
mod Atlantic (26.75,27] cstar_tref ~ temp + oxygen + nitrate + phosphate 9099.4011 9131.3913 4.7336069 10.3212968 18215.9641 18279.6303
obs Atlantic (26.75,27] cstar_tref ~ temp + oxygen + nitrate + phosphate 11154.3258 11186.6260 7.7180499 16.7244509 21966.3118 22030.4633
mod Atlantic (26.75,27] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 8779.8146 8817.1366 4.2607972 9.8349887 17891.3634 17965.6407
obs Atlantic (26.75,27] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 11156.1896 11193.8732 7.7177232 16.6575717 21948.0288 22022.8721
obs Atlantic (27,27.25] cstar_tref ~ aou + oxygen + nitrate + phosphate 13325.0845 13358.5226 7.4145792 15.2064529 25509.9862 25576.2388
obs Atlantic (27,27.25] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 13323.4433 13362.4544 7.4076421 15.1994268 25510.3050 25587.5997
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + phosphate 8822.3977 8854.5468 4.0096699 9.0092441 17998.0071 18062.0874
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 8768.1266 8805.6340 3.9384088 8.9163090 17932.5894 18007.3497
obs Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 13366.6292 13405.6403 7.4903383 15.5754310 25683.0447 25760.3394
obs Atlantic (27,27.25] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 13322.5798 13361.5909 7.4059980 15.1947845 25508.0922 25585.3869
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + oxygen + phosphate 8969.1350 9001.2842 4.2016207 9.1998013 18143.9009 18207.9811
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 8893.3064 8930.8138 4.0986939 9.0678917 18052.4744 18127.2347
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + phosphate 8969.3312 8996.1222 4.2045624 9.2042270 18142.9954 18196.3956
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 8891.3067 8923.4559 4.0986943 9.0813610 18056.6655 18120.7458
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate 8806.6682 8844.1755 3.9870794 8.9843515 17982.8839 18057.6442
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate 13307.9719 13346.9830 7.3782387 15.0523090 25441.4625 25518.7572
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate 8960.8796 8993.0288 4.1905817 9.1884686 18135.4676 18199.5479
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 8891.8178 8929.3251 4.0967499 9.0657673 18050.8759 18125.6362
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 8934.4696 8971.9770 4.1528133 9.2717401 18183.4686 18258.2289
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 13297.7789 13336.7900 7.3589309 14.9855554 25409.5260 25486.8207
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate 13305.9866 13339.4247 7.3782668 15.1074717 25462.5762 25528.8288
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 13306.1987 13345.2098 7.3748763 15.0978357 25461.9541 25539.2488
obs Atlantic (27,27.25] cstar_tref ~ temp + oxygen + nitrate + phosphate 13296.6999 13330.1380 7.3606733 15.0898057 25453.2565 25519.5091
obs Atlantic (27,27.25] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 13298.5270 13337.5381 7.3603461 15.0622264 25444.7000 25521.9947
obs Atlantic (27.25,27.5] cstar_tref ~ aou + oxygen + nitrate + phosphate 13693.5496 13727.4220 6.3763392 13.1543302 26642.7777 26710.0758
obs Atlantic (27.25,27.5] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 13670.1194 13709.6372 6.3376832 13.1134070 26620.0488 26698.5633
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + phosphate 12307.5402 12341.1065 5.3391021 10.1516834 23012.3957 23078.8952
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 12309.4508 12348.6115 5.3389820 10.1393584 23007.2259 23084.8086
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 12249.6695 12288.8302 5.2592682 9.8141205 22759.7002 22837.2829
obs Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 13655.7750 13695.2928 6.3159819 13.0410697 26576.5846 26655.0991
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + phosphate 12373.9879 12407.5542 5.4291257 10.0179959 22908.6267 22975.1261
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 12375.5470 12414.7077 5.4285234 10.0169593 22911.8474 22989.4300
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 12258.9389 12298.0995 5.2715498 9.8288218 22770.8689 22848.4515
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 13638.8396 13678.3574 6.2904565 12.9278856 26508.7163 26587.2308
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate 12372.9198 12406.4861 5.4276667 10.0127895 22904.6373 22971.1367
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 12374.9052 12414.0658 5.4276467 10.0127678 22908.6212 22986.2039
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 13848.1595 13887.6773 6.6133228 13.3669821 26785.4268 26863.9413
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 12331.7446 12370.9053 5.3690174 10.0619407 22948.5640 23026.1466
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 13638.6863 13678.2040 6.2902258 12.8990676 26491.8071 26570.3216
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 12437.3068 12476.4675 5.5135468 10.2341935 23075.1892 23152.7718
obs Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + phosphate 13701.5805 13735.4528 6.3885956 13.1556727 26644.5526 26711.8508
obs Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 13665.3271 13704.8449 6.3304247 13.0814135 26601.0591 26679.5736
obs Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate + phosphate 13721.0554 13754.9278 6.4184158 13.2152722 26681.0733 26748.3715
obs Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 13667.9959 13707.5137 6.3344659 13.0853526 26603.6692 26682.1837
mod Atlantic (27.5,27.75] cstar_tref ~ aou + oxygen + nitrate + phosphate 14549.4421 14584.4032 4.3948423 8.2428144 28106.1517 28175.9310
mod Atlantic (27.5,27.75] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 14460.7144 14501.5023 4.3160334 8.1196741 27962.6912 28044.1003
obs Atlantic (27.5,27.75] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 11525.0942 11563.4690 6.1829620 12.5212049 22602.7441 22679.1629
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + nitrate + phosphate 13838.4655 13873.4266 3.8138279 7.4331461 27095.2432 27165.0224
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 13554.9242 13595.7121 3.6027036 7.2147522 26803.8581 26885.2672
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 13398.1952 13438.9831 3.4918311 6.6672511 26016.3519 26097.7610
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate 14869.9470 14904.9080 4.6849425 8.3833452 28232.5534 28302.3326
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 14810.4703 14851.2582 4.6278511 8.2946845 28133.1055 28214.5145
obs Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 11545.6875 11584.0624 6.2189129 12.5407484 22614.5558 22690.9745
mod Atlantic (27.5,27.75] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 14287.9705 14328.7583 4.1698683 8.5449233 28475.1934 28556.6025
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 13665.9148 13706.7027 3.6833428 7.0371611 26551.6850 26633.0940
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 11532.9000 11571.2748 6.1965644 12.5320249 22609.0623 22685.4810
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 11537.1362 11575.5111 6.2039592 12.4774538 22579.9981 22656.4168
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 13991.6742 14032.4621 3.9305944 7.5129303 27200.1670 27281.5761
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 11527.0693 11565.4442 6.1864011 12.5163896 22600.3041 22676.7229
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 11530.5399 11568.9147 6.1924485 12.4412938 22560.0636 22636.4824
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 11519.6731 11558.0479 6.1735327 12.4980917 22590.0006 22666.4194
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate 11544.1888 11577.0815 6.2197906 12.5457177 22613.2491 22678.7509
obs Atlantic (27.5,27.75] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 11514.9125 11553.2873 6.1652640 12.4892154 22584.9144 22661.3332
obs Atlantic (27.5,27.75] cstar_tref ~ temp + oxygen + silicate + phosphate 11542.8079 11575.7006 6.2173730 12.5413567 22610.8272 22676.3290
mod Atlantic (27.75,27.85] cstar_tref ~ aou + oxygen + nitrate + silicate 8341.4954 8373.9430 3.0243061 6.0555826 15947.3742 16011.7091
mod Atlantic (27.75,27.85] cstar_tref ~ aou + oxygen + phosphate 8345.9267 8372.9663 3.0302094 5.8768816 15761.0546 15814.6670
mod Atlantic (27.75,27.85] cstar_tref ~ aou + oxygen + silicate + phosphate 7693.0962 7725.5438 2.4845161 5.0800459 14832.7748 14897.1096
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 10002.8296 10040.1562 6.3440654 11.7945912 18656.8704 18730.8412
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + phosphate 8273.2014 8305.6489 2.9623236 5.8013961 15682.2989 15746.6338
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 9994.7076 10032.0342 6.3272382 11.7769160 18648.3168 18722.2877
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate 10004.0294 10036.0236 6.3507072 11.8078095 18659.4153 18722.8189
obs Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 9993.4570 10030.7836 6.3246511 11.7838483 18651.9075 18725.8784
obs Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + silicate + phosphate 9997.6677 10029.6619 6.3375093 11.8212237 18666.5484 18729.9520
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 8569.1708 8607.0263 3.2384979 6.4982871 16395.3764 16470.4337
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 8022.9991 8060.8546 2.7442359 5.5764711 15426.8534 15501.9107
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 9996.1783 10033.5049 6.3302819 11.7815790 18650.6117 18724.5825
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 8135.5225 8173.3780 2.8394812 5.7852605 15657.4556 15732.5130
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 9994.0224 10031.3490 6.3258206 11.7730063 18646.3628 18720.3337
mod Atlantic (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate 8567.8847 8600.3322 3.2391990 6.5101740 16402.3807 16466.7156
obs Atlantic (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 10068.5875 10105.9141 6.4819628 12.0303680 18772.0012 18845.9721
mod Atlantic (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate 8022.0588 8054.5063 2.7451178 5.6030617 15451.0579 15515.3927
obs Atlantic (27.75,27.85] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 10042.8731 10080.1997 6.4276853 11.9201009 18718.1519 18792.1228
mod Atlantic (27.75,27.85] cstar_tref ~ temp + oxygen + silicate + phosphate 8133.5720 8166.0196 2.8395238 5.8075084 15676.0643 15740.3992
obs Atlantic (27.75,27.85] cstar_tref ~ temp + oxygen + silicate + phosphate 10042.7694 10074.7636 6.4316723 11.9263690 18717.2000 18780.6036
mod Atlantic (27.85,27.95] cstar_tref ~ aou + oxygen + nitrate + silicate 6861.1505 6892.3620 3.1046653 7.0490852 13828.9217 13890.8993
obs Atlantic (27.85,27.95] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 13744.3946 13783.8923 6.5124911 12.6481160 26535.4100 26614.0295
mod Atlantic (27.85,27.95] cstar_tref ~ aou + oxygen + silicate + phosphate 6754.3462 6785.5577 2.9835473 6.7696895 13620.0593 13682.0369
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 13610.4451 13649.9428 6.3066199 12.3604607 26348.4286 26427.0481
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 6798.9513 6835.3647 3.0312852 6.9552242 13755.7493 13828.0566
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 6705.6416 6742.0550 2.9277129 6.7001940 13564.3469 13636.6541
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 13298.0614 13337.5591 5.8514396 11.5823496 25819.4019 25898.0214
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate 13611.4425 13645.2976 6.3111547 12.3650047 26347.4319 26414.8201
obs Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 13463.4631 13502.9608 6.0881995 11.9882692 26099.7666 26178.3861
obs Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + silicate + phosphate 13463.2120 13497.0672 6.0907534 11.9909340 26097.5898 26164.9779
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 6872.5532 6908.9667 3.1155608 7.0949096 13864.2946 13936.6019
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 6791.1981 6827.6115 3.0225414 6.8556325 13689.6224 13761.9297
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 13294.9358 13334.4335 5.8470553 11.5574922 25802.1329 25880.7524
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 13309.2573 13348.7550 5.8671710 11.5969414 25829.8118 25908.4313
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 6903.0338 6939.4472 3.1511440 7.1546806 13909.8765 13982.1837
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 6822.5972 6859.0106 3.0581086 6.9149747 13736.4305 13808.7378
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 13294.1690 13333.6666 5.8459801 11.5573278 25801.9963 25880.6157
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate 13335.3932 13369.2484 5.9068920 11.6384085 25855.1519 25922.5400
mod Atlantic (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate 6859.3455 6890.5570 3.1025781 6.9674222 13776.3283 13838.3060
mod Atlantic (27.85,27.95] cstar_tref ~ temp + oxygen + silicate + phosphate 6888.9074 6920.1189 3.1369392 7.0276524 13822.5147 13884.4924
mod Atlantic (27.95,28.05] cstar_tref ~ aou + oxygen + silicate + phosphate 7302.8748 7334.0053 3.7977659 8.3335656 14472.2302 14534.0052
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 14524.9421 14565.2683 5.3251581 12.6436234 30610.5670 30691.2492
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 14781.4283 14821.7546 5.6242280 13.0649532 30945.1532 31025.8355
mod Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate 7286.0757 7317.2062 3.7737489 8.1195918 14350.9582 14412.7332
mod Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 7150.5062 7186.8251 3.5826999 7.9270335 14216.5404 14288.6113
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 14246.7060 14287.0322 5.0186830 12.1527818 30212.0545 30292.7368
mod Atlantic (27.95,28.05] cstar_tref ~ sal + aou + phosphate 7451.9234 7477.8654 4.0206979 8.4341918 14552.5272 14604.0064
mod Atlantic (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate 7389.0654 7420.1959 3.9234144 8.3256436 14485.4285 14547.2035
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate 14547.2715 14581.8369 5.3528305 12.6724955 30631.6691 30700.8253
obs Atlantic (27.95,28.05] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 14357.9532 14398.2795 5.1390459 12.3436032 30369.6303 30450.3125
obs Atlantic (27.95,28.05] cstar_tref ~ sal + oxygen + silicate + phosphate 14384.6191 14419.1845 5.1705257 12.3770698 30395.5960 30464.7522
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 7320.2139 7351.3444 3.8227153 8.1667131 14384.0594 14445.8344
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 7166.2990 7202.6179 3.6041311 7.9476504 14231.8755 14303.9463
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 14288.1804 14328.5066 5.0632227 12.2348409 30278.2557 30358.9379
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 14336.8847 14377.2110 5.1160315 12.3478139 30366.3417 30447.0240
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate 7339.8574 7370.9879 3.8511785 8.1948859 14403.5396 14465.3146
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 7175.9694 7212.2883 3.6173174 7.9609077 14241.5858 14313.6567
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 14280.3100 14320.6362 5.0547403 12.2164591 30263.8738 30344.5560
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate 14339.3126 14373.8780 5.1208598 12.3527164 30366.8181 30435.9743
mod Atlantic (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate 7350.9771 7382.1075 3.8673847 8.4222582 14530.5799 14592.3549
mod Atlantic (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate 3030.2174 3054.2350 1.2931716 2.8599105 6294.1600 6342.0257
mod Atlantic (28.05,28.1] cstar_tref ~ aou + oxygen + silicate + phosphate 3027.4671 3056.2881 1.2897670 2.8326011 6266.6259 6324.0647
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 12218.5163 12257.7888 4.9702871 11.2401185 25212.2121 25290.6699
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 12324.3646 12363.6371 5.1022961 11.4920461 25393.6157 25472.0735
mod Atlantic (28.05,28.1] cstar_tref ~ sal + aou + oxygen + phosphate 3029.9147 3058.7358 1.2915201 2.8416600 6277.3030 6334.7419
mod Atlantic (28.05,28.1] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3023.7974 3057.4219 1.2857154 2.8166049 6251.4172 6318.4292
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate 12300.8137 12334.4759 5.0751375 11.3997200 25327.1833 25394.4329
obs Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + nitrate + phosphate 12333.8695 12367.5317 5.1168540 11.5066259 25401.1343 25468.3838
obs Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 12192.4714 12231.7439 4.9383321 11.1757902 25165.5224 25243.9802
obs Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + silicate + phosphate 12265.8082 12299.4703 5.0313312 11.3134586 25265.3173 25332.5668
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 3093.4151 3122.2361 1.3378432 2.9014708 6355.8949 6413.3338
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 3079.2248 3112.8494 1.3258770 2.8755203 6328.0549 6395.0669
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 12302.4268 12341.6993 5.0746512 11.3979023 25329.9568 25408.4146
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 12267.5223 12306.7948 5.0309750 11.3862335 25315.1881 25393.6459
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate 3117.3886 3146.2096 1.3557605 2.9267276 6388.0260 6445.4649
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate 12323.0981 12356.7603 5.1032230 11.4716886 25377.0430 25444.2925
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3101.0055 3134.6300 1.3420001 2.9012456 6360.5964 6427.6084
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 12244.0486 12283.3211 5.0018137 11.2617068 25231.4179 25309.8757
mod Atlantic (28.05,28.1] cstar_tref ~ temp + aou + phosphate 3099.0227 3123.0402 1.3435032 2.9276481 6382.2116 6430.0773
mod Atlantic (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate 3092.1056 3120.9267 1.3368713 2.9035610 6357.9934 6415.4322
mod Atlantic (28.1,28.15] cstar_tref ~ aou + oxygen + phosphate 3505.4538 3531.0358 0.9996710 2.3421477 7939.5939 7990.9918
mod Atlantic (28.1,28.15] cstar_tref ~ aou + oxygen + silicate + phosphate 3498.1797 3528.8780 0.9959155 2.2782671 7816.0111 7877.6885
mod Atlantic (28.1,28.15] cstar_tref ~ sal + aou + oxygen + phosphate 3504.3484 3535.0468 0.9984119 2.3408365 7940.3882 8002.0656
mod Atlantic (28.1,28.15] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3496.2565 3532.0712 0.9943310 2.2719105 7806.4613 7878.4182
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + phosphate 10865.8503 10904.2172 5.1533338 13.9635561 23282.0869 23358.6247
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate 3564.9295 3595.6279 1.0232636 2.3712521 8011.6487 8073.3261
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate 3562.7160 3598.5307 1.0215153 2.3100407 7894.9482 7966.9052
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate 10845.9074 10884.2744 5.1244488 13.9652420 23274.0946 23350.6325
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 10792.6108 10830.9777 5.0480466 13.8151148 23191.9072 23268.4450
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate 10804.1193 10837.0053 5.0673031 13.8632112 23212.7461 23278.3500
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3587.6560 3623.4708 1.0319074 2.3240107 7927.0481 7999.0051
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 10773.1482 10811.5151 5.0204314 13.8054823 23179.5139 23256.0517
obs Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 10823.1601 10861.5270 5.0916995 13.8849710 23232.7526 23309.2904
mod Atlantic (28.1,28.15] cstar_tref ~ temp + aou + phosphate 3574.3621 3599.9441 1.0280224 2.3761896 8019.4236 8070.8215
mod Atlantic (28.1,28.15] cstar_tref ~ temp + aou + silicate + phosphate 3573.2550 3603.9533 1.0267269 2.3233664 7919.6956 7981.3730
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + nitrate + phosphate 10808.9589 10841.8448 5.0742197 13.8412895 23206.2559 23271.8598
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 10753.0075 10791.3744 4.9920130 13.7383595 23144.1399 23220.6777
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate 10818.0088 10845.4137 5.0900475 13.8861116 23224.6967 23279.3666
mod Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + silicate + phosphate 3599.8129 3630.5112 1.0378532 2.3386462 7954.5113 8016.1887
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + silicate + phosphate 10776.5275 10809.4134 5.0280489 13.8139904 23181.2429 23246.8468
mod Atlantic (28.15,28.2] cstar_tref ~ aou + oxygen + nitrate + phosphate 4794.7835 4828.4457 0.7909703 1.5995388 9803.8936 9871.3705
mod Atlantic (28.15,28.2] cstar_tref ~ aou + oxygen + nitrate + silicate 4772.4467 4806.1088 0.7866070 1.6071196 9842.2946 9909.7715
mod Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + nitrate 4943.6230 4977.2852 0.8206692 1.6547647 10081.4771 10148.9539
mod Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 4773.2830 4812.5555 0.7863803 1.6013869 9817.2427 9895.9657
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + phosphate 4922.1557 4955.0952 4.8784557 11.8433960 10721.7788 10788.0249
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 4887.8638 4927.1363 0.8090140 1.6404027 10014.2543 10092.9773
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate 4920.2517 4948.4855 4.8787423 11.8492353 10719.2470 10776.0294
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 4840.2802 4873.2197 4.6400323 11.5518135 10626.7099 10692.9560
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 4925.2002 4958.1397 4.8875539 11.7694216 10704.1611 10770.4072
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4947.7217 4986.9942 0.8210959 1.6657077 10139.4720 10218.1950
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate 4923.2258 4951.4596 4.8876303 11.7808370 10703.0216 10759.8040
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4828.5974 4861.5368 4.6069751 11.4261437 10591.7976 10658.0437
mod Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + phosphate 4917.5670 4951.2292 0.8153907 1.6447375 10031.7722 10099.2491
mod Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate 4886.1740 4919.8362 0.8090761 1.6496422 10056.0361 10123.5130
obs Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4836.6353 4869.5747 4.6296934 11.7831830 10682.2551 10748.5013
obs Atlantic (28.15,28.2] cstar_tref ~ temp + aou + silicate + phosphate 4841.7581 4869.9919 4.6499188 11.8116268 10687.3551 10744.1375
mod Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + nitrate + phosphate 4978.4212 5012.0833 0.8277720 1.6708318 10160.5533 10228.0301
mod Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + nitrate + silicate 4946.2076 4979.8697 0.8211947 1.6758331 10184.8391 10252.3160
obs Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 4827.4739 4860.4133 4.6038086 11.6615033 10649.8780 10716.1242
obs Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + silicate + phosphate 4831.8449 4860.0787 4.6217940 11.6907042 10654.9833 10711.7657
mod Atlantic (28.2, Inf] cstar_tref ~ aou + oxygen + nitrate + silicate 3792.7525 3826.9352 0.5709481 1.3166755 7557.3141 7624.0095
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate 3702.3648 3730.8504 0.5596034 1.1691505 6792.6457 6848.2252
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate 3653.7215 3687.9042 0.5532052 1.1622382 6743.1893 6809.8847
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3955.7240 3987.7006 3.8540559 8.1932186 8034.0849 8097.9589
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + nitrate 3403.7197 3437.9024 0.5226761 1.1223886 6441.7700 6508.4654
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 3954.0107 3985.9872 3.8494216 8.2274618 8044.9306 8108.8046
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 3269.7031 3309.5829 0.5067801 1.1045144 6298.7379 6376.5492
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate 3952.3419 3979.7503 3.8503169 8.2327947 8042.6882 8097.4373
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3949.6579 3981.6345 3.8376730 8.1728653 8026.7299 8090.6039
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + silicate + phosphate 3954.5936 3982.0021 3.8564102 8.1956753 8030.9877 8085.7368
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate 3417.0752 3451.2580 0.5242636 1.1246377 6458.8020 6525.4974
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3955.5209 3987.4974 3.8535062 8.2240774 8044.0367 8107.9107
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 3290.9198 3330.7996 0.5092275 1.1076875 6323.9999 6401.8112
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate 3953.6543 3981.0628 3.8538672 8.2294106 8041.7710 8096.5201
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 3949.8366 3981.8131 3.8381545 8.1595174 8022.4098 8086.2838
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + nitrate 3446.9412 3481.1239 0.5278310 1.1322418 6511.0092 6577.7046
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 3975.0983 4007.0749 3.9068509 8.2270096 8047.2791 8111.1531
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3330.4447 3370.3245 0.5138182 1.1155687 6381.8060 6459.6173
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3963.1757 3995.1522 3.8742768 8.1302853 8014.2923 8078.1663
mod Atlantic (28.2, Inf] cstar_tref ~ temp + aou + nitrate + silicate 3852.3286 3886.5113 0.5787242 1.3293786 7638.8455 7705.5409
obs Indian (-Inf,26] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 3706.2515 3736.0283 8.4258413 18.8554434 10186.0934 10249.1606
mod Indian (-Inf,26] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 3333.1121 3362.4730 7.1557095 14.1769137 8446.0723 8507.8386
obs Indian (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate 3712.1642 3737.6871 8.4901921 18.9710601 10198.4300 10252.4876
mod Indian (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3268.7898 3298.1506 6.7011258 13.6971494 8376.3104 8438.0768
obs Indian (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3675.5546 3705.3314 8.1807760 18.6607186 10163.6687 10226.7359
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3650.4569 3680.2337 7.9857174 18.2035539 10095.0570 10158.1242
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 3337.1973 3366.5581 7.1856006 14.1807435 8444.5273 8506.2937
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 3653.7562 3679.2792 8.0265126 18.3224060 10109.4307 10163.4883
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + silicate 3336.3091 3361.4755 7.1937573 14.1985277 8443.7214 8496.6640
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 3287.9297 3317.2906 6.8332888 13.8336669 8396.3924 8458.1588
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 3621.3059 3651.0827 7.7649876 18.0597764 10078.7961 10141.8633
mod Indian (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate 3336.7737 3361.9402 7.1971687 14.1945908 8442.5969 8495.5396
mod Indian (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 3318.8299 3348.1908 7.0521808 14.0444949 8425.5476 8487.3139
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 3642.4222 3672.1990 7.9242604 18.1076198 10081.2156 10144.2828
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3337.5080 3366.8689 7.1878794 14.1831886 8444.8740 8506.6404
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3741.1967 3770.9735 8.7137695 19.4858568 10276.5475 10339.6146
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate 3645.1458 3670.6688 7.9603335 18.2279594 10096.0970 10150.1546
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3291.6814 3321.0422 6.8594981 13.8616366 8400.5247 8462.2911
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3613.0469 3642.8237 7.7035672 17.9694383 10065.7045 10128.7717
mod Indian (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate 3328.9162 3354.0826 7.1396934 14.1696589 8441.7644 8494.7070
mod Indian (26,26.5] cstar_tref ~ aou + nitrate + silicate + phosphate 2114.1695 2137.5689 4.3091720 7.9256907 5203.8341 5253.2968
mod Indian (26,26.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1995.4721 2022.7714 3.6524815 7.0689488 5022.3790 5080.0854
mod Indian (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate 2020.0796 2043.4790 3.7880654 7.5082923 5141.9186 5191.3813
mod Indian (26,26.5] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 2087.8474 2115.1467 4.1451886 7.6095908 5130.6101 5188.3165
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 2856.2201 2885.0929 5.4233379 14.0875589 8595.2450 8656.9101
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate 2868.2058 2892.9539 5.5069623 14.1754804 8606.0241 8658.8798
mod Indian (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 1744.6097 1771.9090 2.5902638 5.6926809 4661.7843 4719.4908
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 2818.6710 2847.5438 5.2050502 13.8416303 8552.5834 8614.2485
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 2839.9817 2868.8544 5.3278358 13.8878260 8559.6418 8621.3068
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate 2844.2997 2869.0478 5.3647924 13.9263410 8562.2511 8615.1069
mod Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1739.4104 1766.7097 2.5718806 5.6113403 4633.2541 4690.9605
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2801.4533 2830.3261 5.1079162 13.6510682 8517.9630 8579.6280
mod Indian (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1734.7217 1762.0210 2.5554148 5.9803690 4764.4521 4822.1585
obs Indian (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2839.4046 2868.2774 5.3244730 14.1628052 8610.2633 8671.9284
mod Indian (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate 1749.6943 1773.0937 2.6155245 6.0452889 4779.0218 4828.4845
obs Indian (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate 2863.1501 2887.8982 5.4765848 14.3204241 8633.0055 8685.8613
mod Indian (26,26.5] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 1727.1129 1754.4122 2.5289178 5.8568976 4724.1568 4781.8633
obs Indian (26,26.5] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 2819.9065 2848.7792 5.2120904 13.9697356 8576.0914 8637.7565
mod Indian (26,26.5] cstar_tref ~ temp + oxygen + silicate + phosphate 1741.8043 1765.2037 2.5874075 5.9191051 4738.1188 4787.5815
obs Indian (26,26.5] cstar_tref ~ temp + oxygen + silicate + phosphate 2855.9572 2880.7053 5.4336549 14.1926778 8610.3938 8663.2496
mod Indian (26.5,26.75] cstar_tref ~ aou + nitrate + silicate + phosphate 1469.0778 1491.6501 2.3918433 5.2168226 3958.1769 4006.0847
mod Indian (26.5,26.75] cstar_tref ~ aou + silicate + phosphate 1480.5207 1499.3309 2.4429367 5.4095645 4016.9360 4056.8591
mod Indian (26.5,26.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1439.1950 1465.5294 2.2748956 5.0985746 3929.8301 3985.7224
obs Indian (26.5,26.75] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 3114.5555 3144.2374 4.9681393 9.7596837 8652.2694 8715.7599
mod Indian (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate 1441.7752 1464.3475 2.2913375 5.2537698 3978.7640 4026.6718
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3091.6227 3121.3047 4.8583251 9.5399360 8586.3972 8649.8877
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate 3095.9761 3121.4178 4.8885032 9.6435164 8617.5314 8671.9519
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 1340.7740 1367.1083 1.9487420 4.5865683 3762.7788 3818.6712
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 3044.4728 3074.1547 4.6401126 9.3678547 8557.3874 8620.8778
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 3067.3158 3096.9978 4.7445795 9.3494477 8531.5131 8595.0036
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate 3066.2390 3091.6806 4.7488505 9.4199320 8554.8480 8609.2684
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1300.4928 1326.8272 1.8291455 4.4097517 3700.3914 3756.2838
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3020.3591 3050.0411 4.5323295 9.1875015 8504.6563 8568.1468
mod Indian (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1345.2030 1371.5374 1.9623604 4.6793784 3797.0243 3852.9167
obs Indian (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3060.6489 3090.3308 4.7138493 9.5389526 8611.2747 8674.7652
mod Indian (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate 1344.6368 1367.2092 1.9667893 4.7221280 3808.5756 3856.4833
obs Indian (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + phosphate 3103.7969 3129.2386 4.9259086 9.7019014 8633.4966 8687.9171
mod Indian (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 1312.1469 1338.4812 1.8629716 4.5454123 3751.0578 3806.9502
obs Indian (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 3031.3595 3061.0414 4.5811847 9.3518908 8561.0102 8624.5007
mod Indian (26.5,26.75] cstar_tref ~ temp + oxygen + silicate + phosphate 1312.2180 1334.7903 1.8690484 4.5978186 3766.3899 3814.2977
obs Indian (26.75,27] cstar_tref ~ aou + nitrate + silicate + phosphate 3803.5737 3830.4998 4.3343940 10.2395538 11316.8821 11374.2172
obs Indian (26.75,27] cstar_tref ~ aou + oxygen + nitrate + phosphate 3820.8961 3847.8222 4.3919122 10.3228052 11344.4142 11401.7493
mod Indian (26.75,27] cstar_tref ~ sal + aou + nitrate + phosphate 1906.7020 1931.1679 2.1252403 4.6109754 5147.3987 5199.1107
obs Indian (26.75,27] cstar_tref ~ sal + aou + nitrate + phosphate 3816.1033 3843.0294 4.3759221 10.3123948 11341.8293 11399.1645
mod Indian (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1908.3739 1936.9174 2.1244408 4.4627252 5066.3154 5126.6461
obs Indian (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3805.5174 3836.9311 4.3342080 10.2277026 11316.1828 11383.0738
mod Indian (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate 1908.2002 1932.6660 2.1288947 4.5536744 5114.4856 5166.1976
mod Indian (26.75,27] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 1960.7988 1989.3423 2.2560802 4.6687313 5162.1341 5222.4648
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1901.3181 1929.8616 2.1073201 4.5665177 5129.1383 5189.4690
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3817.5727 3848.9865 4.3741555 10.2856742 11335.4081 11402.2991
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate 1899.8527 1924.3185 2.1086125 4.6202977 5154.9436 5206.6556
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 1901.7025 1930.2459 2.1082492 4.2164131 4916.0541 4976.3848
mod Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 1880.2422 1908.7857 2.0569977 4.4424710 5065.8760 5126.2067
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 3814.7143 3846.1281 4.3646505 10.2453354 11320.2707 11387.1617
mod Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate 1878.3672 1902.8331 2.0572926 4.4874447 5087.7200 5139.4321
mod Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1879.7344 1908.2779 2.0558002 4.1283692 4870.4846 4930.8153
obs Indian (26.75,27] cstar_tref ~ temp + aou + nitrate + phosphate 3821.7099 3848.6360 4.3946333 10.3207361 11343.3308 11400.6660
obs Indian (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3798.6186 3830.0323 4.3115121 10.2126024 11312.3082 11379.1992
obs Indian (26.75,27] cstar_tref ~ temp + oxygen + nitrate + phosphate 3819.7438 3846.6699 4.3880624 10.2850064 11329.7830 11387.1182
obs Indian (26.75,27] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 3801.6236 3833.0374 4.3213835 10.1784515 11297.7314 11364.6224
obs Indian (27,27.25] cstar_tref ~ aou + nitrate + silicate + phosphate 3845.3210 3871.9953 5.0701971 11.2259905 10265.2587 10321.3192
obs Indian (27,27.25] cstar_tref ~ aou + oxygen + nitrate + phosphate 3827.7929 3854.4673 5.0001533 11.2530120 10278.7080 10334.7685
mod Indian (27,27.25] cstar_tref ~ sal + aou + nitrate + phosphate 3196.1310 3222.6314 3.2624409 6.0448936 8659.2806 8715.8860
mod Indian (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3181.6872 3212.6043 3.2189049 6.0009894 8646.5414 8712.5811
obs Indian (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3846.5934 3877.7135 5.0672704 11.2222206 10268.2599 10333.6639
obs Indian (27,27.25] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 3818.5344 3849.6544 4.9556741 11.2070524 10270.9806 10336.3846
mod Indian (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 3180.7321 3207.2325 3.2216540 6.0437468 8675.4554 8732.0609
obs Indian (27,27.25] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 3876.8917 3908.0117 5.1905959 11.3956211 10314.6017 10380.0057
mod Indian (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3150.9738 3181.8909 3.1391390 5.7456904 8470.3633 8536.4029
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3832.6629 3863.7829 5.0115553 11.2876565 10292.9241 10358.3281
mod Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate 3151.7730 3178.2734 3.1463262 5.8437770 8545.6734 8602.2789
mod Indian (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 3152.2474 3183.1646 3.1424071 5.7460593 8469.1528 8535.1925
mod Indian (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 3181.1378 3212.0549 3.2174604 5.9994694 8645.9315 8711.9712
mod Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 3156.8863 3187.8034 3.1543391 5.7517560 8468.4400 8534.4796
obs Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 3847.6644 3878.7844 5.0715792 11.3930687 10322.1933 10387.5973
mod Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate 3157.6034 3184.1038 3.1613492 5.8556090 8548.8619 8605.4673
mod Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3157.9371 3188.8543 3.1570484 5.7800519 8491.3702 8557.4099
obs Indian (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate 3839.9207 3866.5950 5.0485129 11.3246796 10298.2025 10354.2631
obs Indian (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3839.3955 3870.5155 5.0384053 11.1934500 10261.0924 10326.4963
obs Indian (27,27.25] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 3857.2191 3888.3391 5.1101836 11.2805715 10283.8455 10349.2495
obs Indian (27.25,27.5] cstar_tref ~ aou + nitrate + silicate + phosphate 4591.0630 4619.0342 4.5215331 9.7824269 11925.4945 11983.9508
obs Indian (27.25,27.5] cstar_tref ~ oxygen + nitrate + silicate + phosphate 4579.9601 4607.9313 4.4895483 9.7819735 11928.6017 11987.0580
mod Indian (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3673.6237 3706.1028 2.6457970 5.4295664 9501.3554 9569.4065
obs Indian (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4586.2216 4618.8546 4.5017978 9.7158348 11901.3782 11969.5773
mod Indian (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate 3679.6253 3707.4645 2.6596703 5.5231899 9572.5816 9630.9111
mod Indian (27.25,27.5] cstar_tref ~ sal + nitrate + silicate + phosphate 3714.9646 3742.8039 2.7218173 5.5360411 9566.5922 9624.9217
obs Indian (27.25,27.5] cstar_tref ~ sal + nitrate + silicate + phosphate 4660.3836 4688.3547 4.7264468 10.0345918 12016.0779 12074.5342
mod Indian (27.25,27.5] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 3707.2826 3739.7617 2.7046476 5.5123016 9555.3475 9623.3986
obs Indian (27.25,27.5] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 4581.4686 4614.1016 4.4881376 9.7390440 11913.3813 11981.5804
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 3661.9793 3694.4584 2.6257371 5.3906498 9473.5346 9541.5857
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 3654.4209 3686.9000 2.6127975 5.4752632 9548.5010 9616.5520
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 4578.7242 4611.3572 4.4802690 10.4902849 12231.7304 12299.9294
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate 3686.6883 3714.5276 2.6719767 5.4686833 9523.4552 9581.7847
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 3685.4347 3717.9138 2.6663007 5.4525457 9515.2821 9583.3332
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4623.8688 4656.5018 4.6114758 9.9143083 11979.1820 12047.3811
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3667.7065 3700.1857 2.6355844 5.4057519 9483.7807 9551.8318
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3664.6330 3697.1121 2.6302953 5.5076812 9571.0864 9639.1375
obs Indian (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4577.6320 4610.2650 4.4771414 9.7336559 11912.0832 11980.2822
obs Indian (27.25,27.5] cstar_tref ~ temp + nitrate + silicate + phosphate 4631.9915 4659.9626 4.6414193 10.0793802 12045.1424 12103.5987
obs Indian (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 4581.9361 4614.5690 4.4894791 9.7770505 11930.3957 11998.5947
obs Indian (27.5,27.75] cstar_tref ~ aou + nitrate + silicate + phosphate 4481.0909 4509.1835 3.9798483 9.1452581 11814.8186 11873.4317
obs Indian (27.5,27.75] cstar_tref ~ oxygen + nitrate + silicate + phosphate 4500.6803 4528.7730 4.0289984 9.2640679 11866.4505 11925.0636
mod Indian (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3686.0579 3718.9630 2.3149768 4.5937778 9678.7974 9748.0689
obs Indian (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4468.3944 4501.1692 3.9433689 9.0486319 11776.1059 11844.4879
mod Indian (27.5,27.75] cstar_tref ~ sal + nitrate + silicate + phosphate 3717.2354 3745.4398 2.3626976 4.7525090 9834.7833 9894.1588
obs Indian (27.5,27.75] cstar_tref ~ sal + nitrate + silicate + phosphate 4474.9282 4503.0209 3.9645105 9.1025557 11795.9502 11854.5633
mod Indian (27.5,27.75] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 3697.2696 3730.1748 2.3309944 4.6168349 9698.2321 9767.5035
obs Indian (27.5,27.75] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 4476.4075 4509.1822 3.9632172 9.0973107 11797.5891 11865.9710
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 4480.3510 4513.1257 3.9730219 9.2315542 11858.8178 11927.1998
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 3718.1766 3751.0818 2.3611597 4.7431135 9828.9444 9898.2159
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4471.7005 4504.4752 3.9515460 9.0717908 11786.4213 11854.8032
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 3799.5400 3832.4451 2.4823157 4.8982443 9948.0654 10017.3368
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3720.7417 3753.6468 2.3648874 4.8768235 9973.1612 10042.4327
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4483.5925 4516.3673 3.9810994 9.2321238 11858.6417 11927.0236
mod Indian (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3687.5200 3720.4251 2.3170593 4.7472855 9851.7763 9921.0477
obs Indian (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4471.2062 4503.9810 3.9503223 9.0783909 11789.5792 11857.9611
mod Indian (27.5,27.75] cstar_tref ~ temp + nitrate + silicate + phosphate 3719.6892 3747.8936 2.3662658 4.8212380 9908.9551 9968.3306
mod Indian (27.5,27.75] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 3675.4947 3708.3998 2.2999864 4.7166997 9824.8858 9894.1572
obs Indian (27.5,27.75] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 4482.4184 4515.1932 3.9781719 9.1183320 11806.4249 11874.8068
mod Indian (27.5,27.75] cstar_tref ~ temp + oxygen + silicate + phosphate 3719.4175 3747.6219 2.3658706 4.8878251 9980.4489 10039.8244
obs Indian (27.75,27.85] cstar_tref ~ aou + nitrate + silicate + phosphate 2994.1646 3020.0567 3.5873465 8.1208835 8257.5148 8312.1946
mod Indian (27.75,27.85] cstar_tref ~ aou + silicate + phosphate 2050.4999 2072.0313 1.5571098 3.3672592 5244.0343 5288.9321
obs Indian (27.75,27.85] cstar_tref ~ oxygen + nitrate + silicate + phosphate 3002.3378 3028.2300 3.6139550 8.2006781 8286.5889 8341.2687
mod Indian (27.75,27.85] cstar_tref ~ oxygen + silicate + phosphate 2083.0364 2104.5678 1.6040281 3.4738215 5327.8569 5372.7548
obs Indian (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2996.0034 3026.2109 3.5868237 8.1196077 8261.0559 8324.8490
mod Indian (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate 2002.6921 2028.5298 1.4879308 3.0985212 5013.4354 5067.3128
obs Indian (27.75,27.85] cstar_tref ~ sal + nitrate + silicate + phosphate 2997.8204 3023.7126 3.5992240 8.1879420 8282.8507 8337.5305
obs Indian (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 2999.7601 3029.9676 3.5990277 8.1746251 8281.6591 8345.4522
mod Indian (27.75,27.85] cstar_tref ~ sal + oxygen + silicate + phosphate 2026.4070 2052.2446 1.5204769 3.1604010 5065.7040 5119.5814
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + phosphate 2170.1913 2200.3352 1.7304634 3.6421977 5454.1051 5516.9621
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 2004.6408 2034.7847 1.4878610 3.0983608 5017.2950 5080.1520
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2979.0123 3009.2198 3.5321417 8.0819631 8250.7878 8314.5809
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3006.1033 3036.3108 3.6197283 8.1998074 8289.7567 8353.5498
mod Indian (27.75,27.85] cstar_tref ~ temp + aou + nitrate + phosphate 2177.3300 2203.1676 1.7449528 3.6604737 5462.3743 5516.2517
obs Indian (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2964.5532 2994.7607 3.4862653 7.9552196 8204.1918 8267.9849
mod Indian (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate 2028.7283 2054.5660 1.5237007 3.2336778 5134.2004 5188.0778
mod Indian (27.75,27.85] cstar_tref ~ temp + oxygen + nitrate + phosphate 2175.5183 2201.3559 1.7420707 3.6567205 5459.8429 5513.7203
obs Indian (27.75,27.85] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 2966.0202 2996.2277 3.4908926 7.9587469 8205.2177 8269.0107
mod Indian (27.75,27.85] cstar_tref ~ temp + oxygen + silicate + phosphate 2030.6304 2056.4680 1.5263473 3.2364411 5136.2104 5190.0878
obs Indian (27.75,27.85] cstar_tref ~ temp + oxygen + silicate + phosphate 3004.2586 3030.1508 3.6202368 8.2013827 8286.3294 8341.0092
mod Indian (27.85,27.95] cstar_tref ~ aou + silicate + phosphate 2202.1985 2223.6005 1.8845364 3.9613722 5681.9500 5726.8186
mod Indian (27.85,27.95] cstar_tref ~ oxygen + silicate + phosphate 2230.1615 2251.5635 1.9345299 4.0186226 5715.5427 5760.4113
mod Indian (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate 2106.7815 2132.4639 1.7202461 3.6619593 5479.9514 5533.7937
mod Indian (27.85,27.95] cstar_tref ~ sal + oxygen + nitrate + silicate 2339.9822 2365.6646 2.1400305 4.2004239 5808.9047 5862.7470
mod Indian (27.85,27.95] cstar_tref ~ sal + oxygen + silicate + phosphate 2045.7709 2071.4533 1.6247295 3.4304009 5301.7027 5355.5450
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3782.6912 3814.9378 3.0878482 6.8299220 9668.2035 9735.2910
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 3804.0929 3831.7328 3.1370611 6.9761533 9742.4830 9799.9865
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 2047.9884 2077.9511 1.6250604 3.4088311 5286.2246 5349.0406
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 3787.9577 3820.2043 3.0988557 6.8110437 9656.2784 9723.3659
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 3798.1712 3830.4178 3.1203149 6.8815301 9694.6225 9761.7100
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2341.9769 2371.9397 2.1400200 4.1959059 5809.3647 5872.1807
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate 3814.2385 3841.8784 3.1586399 7.0084464 9758.6038 9816.1074
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2047.7126 2077.6754 1.6246409 3.4009652 5279.1971 5342.0131
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3789.3909 3821.6374 3.1018578 6.8075891 9653.9791 9721.0666
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3776.9426 3809.1892 3.0758776 6.7204174 9605.8322 9672.9197
mod Indian (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate 2203.2717 2228.9540 1.8829015 3.9588015 5684.2956 5738.1379
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate 3786.9644 3814.6043 3.1009641 6.8131729 9653.2970 9710.8006
obs Indian (27.85,27.95] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 3785.6831 3817.9296 3.0940966 6.7437183 9617.5601 9684.6476
mod Indian (27.85,27.95] cstar_tref ~ temp + oxygen + silicate + phosphate 2205.4758 2231.1582 1.8867915 3.9610995 5685.2615 5739.1038
obs Indian (27.85,27.95] cstar_tref ~ temp + oxygen + silicate + phosphate 3790.3251 3817.9650 3.1080136 6.8138106 9652.9513 9710.4549
obs Indian (27.95,28.05] cstar_tref ~ aou + oxygen + phosphate 4755.1349 4779.5162 2.7997538 6.0778819 11635.1073 11685.4080
obs Indian (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate 4749.2354 4778.4930 2.7883650 6.0649357 11629.9553 11690.3161
mod Indian (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate 2254.2630 2279.8662 2.0308324 4.1225371 5851.0607 5904.9996
mod Indian (27.95,28.05] cstar_tref ~ sal + oxygen + nitrate + silicate 2333.0898 2358.6930 2.1885385 4.2083102 5871.7259 5925.6648
mod Indian (27.95,28.05] cstar_tref ~ sal + oxygen + silicate + phosphate 2185.2726 2210.8759 1.9021598 3.8101735 5629.3048 5683.2438
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate 4772.8443 4806.9781 2.8196295 6.1475894 11696.5858 11767.0068
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 2339.2862 2369.1566 2.1972693 4.1854956 5853.7598 5916.6886
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 4783.3858 4812.6434 2.8379355 6.1829964 11718.6380 11778.9988
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 2186.5824 2216.4528 1.9009145 3.7201462 5553.4228 5616.3516
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 4780.9728 4815.1066 2.8314806 6.1411148 11690.1589 11760.5799
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + nitrate + phosphate 2210.6552 2236.2584 1.9485238 3.9413213 5726.9456 5780.8846
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2333.3137 2363.1841 2.1848536 4.1630462 5839.3786 5902.3075
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate 2307.6577 2333.2609 2.1363629 4.2361859 5910.8933 5964.8323
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2182.8682 2212.7386 1.8942276 3.7073777 5544.1432 5607.0720
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + nitrate + phosphate 4777.9551 4807.2127 2.8299941 6.1773077 11714.9819 11775.3427
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4779.2917 4813.4256 2.8290255 6.1299227 11681.5098 11751.9308
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate 4781.7887 4806.1700 2.8385255 6.1930499 11722.4878 11772.7885
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate 4781.7720 4811.0296 2.8355733 6.1472810 11690.6090 11750.9698
mod Indian (27.95,28.05] cstar_tref ~ temp + nitrate + phosphate 2209.2372 2230.5732 1.9496002 4.0159216 5783.7428 5828.6919
obs Indian (27.95,28.05] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 4807.0602 4841.1941 2.8698528 6.2118413 11741.8901 11812.3110
obs Indian (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate 3988.8059 4012.1976 2.9548713 5.8170699 8801.5135 8849.3020
obs Indian (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4006.4778 4039.2262 2.9803890 5.9579112 8899.9762 8966.8801
obs Indian (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate 4012.7204 4040.7905 2.9958795 5.9793758 8908.1153 8965.4615
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate 1238.0248 1260.7646 1.5773042 3.2741230 3489.8727 3538.7386
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3971.1948 4003.9432 2.9149808 5.9401681 8895.5669 8962.4707
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 1239.4199 1265.9496 1.5758459 3.2586600 3483.7368 3540.7471
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 3975.5965 4003.6665 2.9267407 5.9571288 8901.3076 8958.6538
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate 1237.4813 1260.2210 1.5759938 3.2591420 3480.0264 3528.8924
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 1213.7255 1240.2552 1.5151344 3.1460383 3422.0094 3479.0197
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 3971.1671 4003.9155 2.9149299 5.8306404 8823.8842 8890.7881
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate 1249.9285 1272.6682 1.6062760 3.2900889 3492.9277 3541.7937
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate 1237.0163 1259.7560 1.5748736 3.2722039 3489.2107 3538.0766
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1238.5088 1265.0385 1.5736521 3.2560708 3482.5554 3539.5658
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate 1228.6188 1251.3586 1.5547814 3.2951603 3509.6165 3558.4824
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate 1236.5356 1259.2754 1.5737166 3.2563167 3478.7063 3527.5722
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1212.3839 1238.9136 1.5120294 3.1411978 3419.4433 3476.4537
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3995.6099 4028.3583 2.9600869 5.9326231 8885.8502 8952.7541
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + nitrate + phosphate 4007.6156 4035.6856 2.9862763 6.0117758 8930.1882 8987.5344
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4004.9482 4037.6966 2.9775230 5.9063962 8866.4216 8933.3255
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate 4004.2004 4032.2705 2.9798690 5.9090224 8863.8598 8921.2060
obs Indian (28.1,28.2] cstar_tref ~ aou + oxygen + silicate + phosphate 4884.0161 4913.5045 2.7186516 5.6324593 11609.7173 11670.4484
obs Indian (28.1,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4890.0621 4924.4652 2.7241186 5.5604885 11545.0908 11615.9437
obs Indian (28.1,28.2] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 4852.8597 4887.2629 2.6742609 5.5181367 11515.0187 11585.8717
obs Indian (28.1,28.2] cstar_tref ~ sal + aou + oxygen + phosphate 4851.8645 4881.3529 2.6755954 5.5195654 11512.1128 11572.8439
obs Indian (28.1,28.2] cstar_tref ~ sal + aou + silicate + phosphate 4888.0963 4917.5847 2.7241648 5.5607562 11541.3356 11602.0667
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate 1973.0339 2000.2367 1.0062509 2.3127254 5414.9087 5471.6591
obs Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate + phosphate 4894.5205 4928.9236 2.7301557 5.6300450 11609.3033 11680.1562
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 1965.6551 1997.3917 0.9994157 2.3021463 5403.6929 5469.9017
obs Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + oxygen + phosphate 4853.2618 4887.6649 2.6747949 5.5067685 11504.1054 11574.9584
obs Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + phosphate 4896.5664 4926.0548 2.7356458 5.6409926 11614.4219 11675.1530
obs Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 4864.5520 4898.9551 2.6898315 5.5262995 11519.6740 11590.5270
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + nitrate 1972.2531 1994.9221 1.0071429 2.3219815 5425.1082 5472.4002
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + nitrate + phosphate 1755.9773 1783.1801 0.8594066 2.0505579 5009.8862 5066.6366
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + nitrate + silicate 1968.4130 1995.6157 1.0028774 2.3073872 5407.2268 5463.9772
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + oxygen + nitrate 1973.2651 2000.4678 1.0064200 2.3124667 5414.4738 5471.2242
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1966.2084 1997.9449 0.9998176 2.3022963 5403.8529 5470.0617
obs Indian (28.1,28.2] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4895.8004 4930.2035 2.7318912 5.5924085 11573.7012 11644.5541
mod Indian (28.1,28.2] cstar_tref ~ temp + aou + nitrate + silicate 1991.9074 2019.1101 1.0201479 2.3292186 5437.8201 5494.5705
mod Indian (28.1,28.2] cstar_tref ~ temp + nitrate + phosphate 1811.6169 1834.2858 0.8961711 2.1121531 5105.4906 5152.7826
mod Indian (28.1,28.2] cstar_tref ~ temp + oxygen + nitrate + silicate 1991.5562 2018.7590 1.0198876 2.3290143 5437.5560 5494.3064
mod Indian (28.2,28.3] cstar_tref ~ sal + aou + nitrate + phosphate 1737.6053 1768.1006 0.4993225 1.1246190 4677.5831 4740.1234
mod Indian (28.2,28.3] cstar_tref ~ sal + aou + nitrate + silicate 1660.9030 1691.3983 0.4835001 1.0900540 4507.0278 4569.5682
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1527.5948 1563.1727 0.4568006 1.0564226 4340.2717 4413.2353
obs Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1968.6224 1997.4491 2.0828337 5.2472917 5191.1310 5251.0107
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + silicate 1557.1592 1592.7370 0.4625055 1.0551423 4333.6983 4406.6620
obs Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + oxygen + phosphate 1968.7811 1997.6078 2.0831978 5.2401037 5188.3077 5248.1874
obs Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + phosphate 1966.8632 1991.5718 2.0833861 5.2493759 5187.9757 5239.3012
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + silicate + phosphate 1935.3120 1970.8898 0.5420796 1.1342890 4709.6260 4782.5897
obs Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + silicate + phosphate 1967.9074 1996.7341 2.0811943 5.2320273 5185.0310 5244.9107
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + nitrate + phosphate 1687.0285 1717.5238 0.4888322 1.1207692 4659.5850 4722.1253
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 1527.8933 1563.4711 0.4568578 1.0564789 4340.5651 4413.5288
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1559.0996 1594.6774 0.4628825 1.0555692 4335.8986 4408.8623
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1936.4210 1971.9988 0.5423320 1.1346928 4711.5234 4784.4870
obs Indian (28.2,28.3] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1963.9945 1992.8212 2.0722449 5.2253854 5182.0317 5241.9114
obs Indian (28.2,28.3] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1971.4586 2000.2853 2.0893497 5.2539362 5194.0178 5253.8976
obs Indian (28.2,28.3] cstar_tref ~ temp + aou + oxygen + nitrate + phosphate 1972.5052 2001.3318 2.0917593 5.2554674 5194.7179 5254.5977
obs Indian (28.2,28.3] cstar_tref ~ temp + aou + silicate + phosphate 1969.5704 1994.2790 2.0896070 5.2552249 5190.5363 5241.8618
mod Indian (28.2,28.3] cstar_tref ~ temp + nitrate + silicate + phosphate 1688.3648 1718.8600 0.4891065 1.1219025 4665.1104 4727.6507
obs Indian (28.2,28.3] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 1965.3900 1994.2166 2.0754321 5.2477551 5190.9965 5250.8762
obs Indian (28.2,28.3] cstar_tref ~ temp + oxygen + silicate + phosphate 1963.4783 1988.1869 2.0756339 5.2494800 5187.6838 5239.0093
obs Indian (28.3,28.4] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 1354.8788 1380.6400 2.3851228 5.2851851 3037.9056 3090.3866
mod Indian (28.3,28.4] cstar_tref ~ oxygen + nitrate + silicate + phosphate 1572.6602 1602.4902 0.5031225 0.9022327 2995.8467 3057.1848
mod Indian (28.3,28.4] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1396.9521 1431.7537 0.4628861 0.8868365 2992.4072 3063.9683
obs Indian (28.3,28.4] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1350.3507 1376.1120 2.3667637 5.2627932 3032.4424 3084.9233
obs Indian (28.3,28.4] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 1350.6401 1376.4013 2.3679324 5.2610925 3032.0655 3084.5465
mod Indian (28.3,28.4] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 1474.3076 1509.1093 0.4799894 0.8906377 2979.8628 3051.4238
obs Indian (28.3,28.4] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1348.7878 1374.5490 2.3604595 5.2615098 3032.0434 3084.5244
obs Indian (28.3,28.4] cstar_tref ~ sal + aou + silicate + phosphate 1348.8660 1370.9470 2.3688456 5.2811194 3032.7164 3077.7001
mod Indian (28.3,28.4] cstar_tref ~ sal + oxygen + nitrate + silicate 1492.3561 1522.1861 0.4845243 0.8979852 3015.1605 3076.4986
mod Indian (28.3,28.4] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 1487.2475 1522.0491 0.4829115 0.8814088 2908.1002 2979.6613
obs Indian (28.3,28.4] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 1348.8419 1374.6031 2.3606774 5.2507634 3029.5529 3082.0339
obs Indian (28.3,28.4] cstar_tref ~ sal + oxygen + silicate + phosphate 1346.9311 1369.0121 2.3610368 5.2679131 3029.5349 3074.5186
mod Indian (28.3,28.4] cstar_tref ~ sal + temp + aou + nitrate + silicate 1473.4063 1508.2080 0.4797865 0.8887725 2967.5228 3039.0839
obs Indian (28.3,28.4] cstar_tref ~ sal + temp + aou + oxygen + phosphate 1349.8979 1375.6591 2.3649352 5.2718033 3034.4998 3086.9808
mod Indian (28.3,28.4] cstar_tref ~ sal + temp + aou + silicate + phosphate 1491.1339 1525.9356 0.4837926 0.9183328 3156.1641 3227.7252
obs Indian (28.3,28.4] cstar_tref ~ sal + temp + aou + silicate + phosphate 1345.3198 1371.0810 2.3465316 5.2580819 3031.0033 3083.4843
mod Indian (28.3,28.4] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1475.3780 1510.1797 0.4802304 0.8905547 2978.7076 3050.2687
obs Indian (28.3,28.4] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1345.5606 1371.3218 2.3474958 5.2543682 3030.1635 3082.6445
mod Indian (28.3,28.4] cstar_tref ~ temp + aou + nitrate + silicate 1580.1124 1609.9424 0.5048842 0.9175953 3097.7980 3159.1360
mod Indian (28.3,28.4] cstar_tref ~ temp + oxygen + nitrate + silicate 1582.2741 1612.1041 0.5053964 0.9193823 3108.6570 3169.9950
obs Indian (28.4, Inf] cstar_tref ~ sal + aou + nitrate + phosphate -Inf -Inf 0.0000000 2.1656772 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate -Inf -Inf 0.0000000 2.1208278 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ sal + nitrate + silicate + phosphate -Inf -Inf 0.0000000 2.1229618 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ sal + oxygen + nitrate + phosphate -Inf -Inf 0.0000000 2.1623067 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate -Inf -Inf 0.0000000 2.1217967 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate -Inf -Inf 0.0000000 2.1590918 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ sal + temp + nitrate + phosphate -Inf -Inf 0.0000000 2.1591654 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate -Inf -Inf 0.0000000 2.1227151 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate -Inf -Inf 0.0000000 2.1591439 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate -Inf -Inf 0.0000000 2.1691421 -Inf -Inf
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 20330.1282 20371.0543 12.8547153 27.4249775 49160.7097 49244.7913
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen 17439.3196 17473.4777 12.8643322 26.5270361 42088.5991 42158.9025
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + nitrate 17194.8294 17234.6806 12.1613056 25.2138905 41567.0736 41649.0943
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + nitrate 19849.8371 19890.7633 11.7023983 25.6457130 48371.1341 48455.2157
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + phosphate 17256.8865 17296.7377 12.3345977 25.4085783 41639.1347 41721.1553
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + phosphate 19912.4587 19953.3848 11.8465765 25.4463354 48258.3206 48342.4023
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + silicate 17357.5505 17397.4016 12.6209652 26.0779362 41916.1563 41998.1769
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 20415.0893 20450.1688 13.0751727 27.6687932 49254.9351 49327.0051
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 20321.7037 20362.6298 12.8335567 26.8282377 48868.8584 48952.9401
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate 20380.7825 20415.8620 12.9877527 28.4613840 49632.3723 49704.4423
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 19914.8001 19955.7262 11.8520016 25.9400721 48508.7250 48592.8067
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 20382.6689 20423.5950 12.9874641 27.8998720 49376.4701 49460.5518
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate 20097.3388 20132.4183 12.2874911 26.4419044 48722.3007 48794.3707
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 20008.1789 20049.1051 12.0704005 25.7299436 48384.8856 48468.9673
mod Pacific (-Inf,26] cstar_tref ~ temp + aou + oxygen + nitrate 17445.1811 17479.3393 12.8815360 26.3480193 42006.1030 42076.4064
mod Pacific (-Inf,26] cstar_tref ~ temp + aou + oxygen + nitrate + phosphate 17441.8468 17481.6980 12.8658788 26.2828164 41982.2547 42064.2754
mod Pacific (-Inf,26] cstar_tref ~ temp + aou + oxygen + nitrate + silicate 17323.9156 17363.7668 12.5245492 25.8570354 41825.7559 41907.7766
mod Pacific (-Inf,26] cstar_tref ~ temp + aou + oxygen + phosphate 17459.2252 17493.3834 12.9228491 26.3661958 42009.6440 42079.9474
mod Pacific (-Inf,26] cstar_tref ~ temp + aou + oxygen + silicate 17406.4956 17440.6538 12.7684175 26.3035347 41998.4687 42068.7721
mod Pacific (-Inf,26] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 17345.1492 17385.0004 12.5853303 25.9093677 41843.1177 41925.1383
mod Pacific (26,26.5] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 12929.3918 12968.5946 6.1197709 11.0040828 27679.7498 27759.5852
mod Pacific (26,26.5] cstar_tref ~ aou + oxygen + silicate + phosphate 12973.7829 13007.3853 6.1911957 11.0818622 27728.5170 27796.9474
mod Pacific (26,26.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 12952.7602 12991.9630 6.1556457 11.0462877 27709.4696 27789.3050
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 12805.1929 12844.1425 6.6744015 13.7244607 28768.6325 28847.9619
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate 12901.3855 12934.7709 6.8465469 14.0162381 28942.4148 29010.4114
mod Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 12797.5517 12836.7545 5.9212534 10.6246545 27362.8203 27442.6557
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 12797.6764 12836.6260 6.6614037 13.7671366 28798.3216 28877.6510
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 12743.1259 12782.0756 6.5678290 13.5450066 28657.4136 28736.7430
mod Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 13216.6489 13255.8518 6.5756594 11.9399207 28426.6600 28506.4955
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate 12851.2249 12884.6103 6.7580607 13.8708094 28854.5380 28922.5346
mod Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 12730.3984 12769.6013 5.8226264 10.5043198 27272.9811 27352.8165
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 12767.1435 12806.0932 6.6088652 13.6773837 28742.9515 28822.2809
mod Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 12785.8818 12825.0846 5.9039947 10.6402395 27385.2758 27465.1112
obs Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 12808.7140 12847.6636 6.6804990 13.8619265 28859.4796 28938.8090
mod Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate 12804.1476 12837.7500 5.9339980 10.6712634 27402.5982 27471.0286
obs Pacific (26,26.5] cstar_tref ~ temp + oxygen + nitrate + phosphate 12851.6755 12885.0609 6.7588505 13.9429363 28902.1917 28970.1883
mod Pacific (26,26.5] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 12749.2651 12788.4679 5.8501683 10.5748582 27336.6802 27416.5157
obs Pacific (26,26.5] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 12779.9579 12818.9076 6.6308646 13.7893001 28815.5557 28894.8851
mod Pacific (26,26.5] cstar_tref ~ temp + oxygen + silicate + phosphate 12754.5949 12788.1973 5.8609037 10.5856904 27340.1106 27408.5410
obs Pacific (26,26.5] cstar_tref ~ temp + oxygen + silicate + phosphate 12839.2621 12872.6475 6.7371271 13.9904427 28935.1410 29003.1376
obs Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + nitrate + phosphate 10783.9282 10816.6426 5.5023241 11.5662113 23822.8233 23889.2087
mod Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 9617.8941 9655.9997 4.0183074 7.3949966 19816.7575 19893.8273
mod Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + silicate + phosphate 9616.0367 9648.6987 4.0184752 7.3956164 19813.4175 19879.4773
mod Pacific (26.5,26.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 9732.5220 9770.6276 4.1553528 7.9240153 20355.7473 20432.8171
mod Pacific (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate 9735.1574 9767.8194 4.1609920 7.9519981 20379.2238 20445.2837
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 10742.4849 10780.6518 5.4334322 11.4447042 23748.1379 23825.5876
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate 10963.9828 10996.6972 5.7972901 12.1133611 24167.6559 24234.0413
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 9271.3417 9309.4474 3.6308631 6.7945659 19218.4556 19295.5254
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 10935.4595 10973.6263 5.7461962 12.0613332 24140.5344 24217.9841
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 10756.2097 10794.3765 5.4551031 11.4921773 23779.1836 23856.6333
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 9157.2254 9195.3311 3.5116413 6.6410465 19062.2211 19139.2909
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate 10780.0500 10812.7644 5.4961388 11.5728467 23827.4861 23893.8716
mod Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 9269.9102 9308.0159 3.6293428 6.7948135 19219.1827 19296.2525
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 10742.3663 10780.5331 5.4332452 11.5098639 23791.7431 23869.1928
mod Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate 9273.5807 9306.2427 3.6353689 6.8013181 19221.4372 19287.4971
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate 10945.4703 10978.1848 5.7662476 12.1314505 24180.4794 24246.8649
obs Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + phosphate 10808.4941 10841.2086 5.5416665 11.6848672 23899.9404 23966.3258
mod Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 9146.6620 9184.7677 3.5008053 6.6553759 19082.6062 19159.6760
obs Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 10787.5054 10825.6722 5.5048416 11.6445674 23878.6635 23956.1132
mod Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + silicate + phosphate 9156.9346 9189.5966 3.5133977 6.6679838 19090.8976 19156.9575
mod Pacific (26.75,27] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 9877.3325 9915.6400 3.9937776 6.8611449 20571.8102 20649.8628
mod Pacific (26.75,27] cstar_tref ~ aou + oxygen + silicate + phosphate 9967.7872 10000.6222 4.1001274 7.1026921 20859.2984 20926.2006
mod Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate 9970.9484 10009.2559 4.1014809 7.0959164 20852.7476 20930.8001
obs Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate 13496.3752 13535.9497 5.9237418 11.2453116 28061.4232 28141.3448
obs Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate 13548.7757 13582.6967 6.0006731 11.4821206 28251.1846 28319.6888
mod Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 9794.7835 9833.0911 3.9011556 6.8648054 20631.9390 20709.9916
obs Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 13540.5682 13580.1427 5.9861622 11.4648215 28242.5816 28322.5032
mod Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 9921.5646 9959.8721 4.0443087 7.1655947 20982.5979 21060.6504
obs Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 13462.9618 13502.5363 5.8769794 11.2419828 28066.2796 28146.2011
obs Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate 13525.5738 13559.4948 5.9677403 11.5014130 28272.6264 28341.1306
mod Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 9749.1523 9787.4598 3.8508813 6.8694276 20665.5963 20743.6489
obs Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 13522.4301 13562.0045 5.9604638 11.4874355 28265.7781 28345.6996
obs Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + phosphate 13609.7890 13643.7099 6.0881453 11.4098303 28172.9388 28241.4430
mod Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 9623.5787 9661.8862 3.7158499 6.5085139 20204.0158 20282.0683
obs Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 13560.2646 13599.8391 6.0141939 11.3356208 28125.1861 28205.1077
mod Pacific (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate 9807.5429 9840.3780 3.9175569 6.8936950 20660.8640 20727.7661
obs Pacific (26.75,27] cstar_tref ~ temp + oxygen + nitrate + phosphate 13546.9861 13580.9070 5.9981264 11.3638533 28148.9387 28217.4429
mod Pacific (26.75,27] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 9513.9301 9552.2376 3.6018210 6.4536308 20184.9051 20262.9576
obs Pacific (26.75,27] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 13520.6381 13560.2126 5.9579310 11.3222666 28123.3699 28203.2915
mod Pacific (26.75,27] cstar_tref ~ temp + oxygen + silicate + phosphate 9758.0405 9790.8755 3.8628183 6.9005936 20699.9170 20766.8192
obs Pacific (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 15489.0207 15529.8864 5.1209184 9.6365724 33325.3360 33408.3505
obs Pacific (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 15492.5320 15527.5597 5.1264881 9.6421429 33326.8484 33398.0037
obs Pacific (27,27.25] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 15430.9867 15471.8524 5.0626358 9.6230059 33327.3115 33410.3259
obs Pacific (27,27.25] cstar_tref ~ sal + oxygen + silicate + phosphate 15455.5667 15490.5944 5.0892468 9.6695465 33376.4477 33447.6030
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate 11677.5071 11716.9711 4.0210582 7.7133399 24543.4708 24623.2938
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate 15830.3836 15871.2493 5.4775820 10.1299476 33848.3380 33931.3525
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate 12174.8465 12208.6728 4.5351939 8.5394645 25421.3572 25489.7769
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate 15832.8808 15867.9085 5.4824429 10.1559248 33876.4143 33947.5695
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 12141.3571 12180.8211 4.4965759 8.4216518 25295.6621 25375.4851
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 15414.6722 15455.5378 5.0463711 9.5618201 33250.7110 33333.7255
mod Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 11455.7002 11495.1642 3.8117853 7.4493550 24251.2596 24331.0826
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 15731.5429 15772.4086 5.3718296 9.9890052 33703.2582 33786.2726
mod Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate 12106.0724 12139.8987 4.4606557 8.4703453 25358.9610 25427.3807
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate 15730.3420 15765.3697 5.3726763 10.0129497 33730.4470 33801.6022
mod Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 12043.7166 12083.1807 4.3920161 8.2997427 25177.1301 25256.9531
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 15389.8768 15430.7424 5.0217515 9.5274097 33212.6964 33295.7108
mod Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate 11822.7312 11856.5575 4.1662685 7.8592870 24687.6359 24756.0556
mod Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 11807.9038 11847.3678 4.1494094 7.8399321 24671.6203 24751.4433
mod Pacific (27,27.25] cstar_tref ~ temp + oxygen + nitrate + phosphate 11578.2937 11612.1200 3.9279599 7.5657825 24372.1810 24440.6007
mod Pacific (27,27.25] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 11577.0222 11616.4862 3.9248647 7.5561256 24364.3954 24444.2184
mod Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 13894.6227 13935.4384 3.8130746 6.6398880 28229.4468 28312.1011
obs Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 14695.5719 14736.5932 4.1088978 8.4552313 32686.1715 32769.4940
mod Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate 14206.7037 14241.6887 4.0585582 7.0449848 28859.5353 28930.3819
obs Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate 14723.1510 14758.3121 4.1324095 8.5090815 32755.0448 32826.4640
mod Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 14198.2986 14239.1143 4.0501780 6.8966335 28573.4647 28656.1190
obs Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 14925.0314 14966.0527 4.2948552 8.7090409 33012.0456 33095.3680
mod Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + silicate + phosphate 14364.8188 14399.8037 4.1880583 7.1307325 28931.6657 29002.5123
obs Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + silicate + phosphate 14954.5445 14989.7056 4.3210427 8.8110428 33145.5493 33216.9685
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 14223.7685 14264.5843 4.0707221 7.1115065 28983.6892 29066.3435
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 14196.8051 14237.6209 4.0489766 7.0042971 28790.6361 28873.2904
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 14716.7232 14757.7445 4.1256968 8.4362203 32655.8301 32739.1525
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 14094.4301 14135.2459 3.9674654 6.9485525 28738.8362 28821.4906
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 14148.6987 14189.5145 4.0104677 6.9530114 28717.2875 28799.9418
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 14681.9070 14722.9283 4.0980811 8.3954762 32602.0288 32685.3513
mod Pacific (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 14012.8844 14053.7001 3.9037142 6.9494476 28782.2797 28864.9340
obs Pacific (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 15333.3602 15374.3815 4.6468286 9.2826061 33725.2294 33808.5518
obs Pacific (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate 15339.3162 15374.4773 4.6539656 9.3109228 33757.5564 33828.9757
mod Pacific (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 13961.4600 14002.2757 3.8640391 6.8816709 28676.8518 28759.5061
obs Pacific (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 15289.9422 15330.9635 4.6080721 9.2427997 33680.4015 33763.7239
obs Pacific (27.25,27.5] cstar_tref ~ temp + oxygen + silicate + phosphate 15291.0082 15326.1693 4.6107983 9.2696458 33711.7742 33783.1935
mod Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 13914.6445 13955.6766 3.5197195 5.8890531 27695.5008 27778.6170
obs Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 15445.7793 15487.3509 3.7916651 7.3362986 32140.4749 32224.3364
mod Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate 14027.5061 14062.6765 3.5984532 6.0338707 27972.3544 28043.5969
obs Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate 15590.6263 15626.2592 3.8922623 7.5478378 32474.8298 32546.7111
mod Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 13943.1759 13984.2079 3.5391144 5.8508016 27575.4078 27658.5241
obs Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 15484.8371 15526.4087 3.8181650 7.4969145 32410.3091 32494.1706
mod Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + silicate + phosphate 14003.7810 14038.9513 3.5820474 5.9360299 27743.4152 27814.6577
obs Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + silicate + phosphate 15636.1122 15671.7450 3.9239604 7.7720497 32839.2382 32911.1195
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 14530.2167 14571.2488 3.9627687 6.2476853 28092.1639 28175.2802
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 14019.1105 14060.1426 3.5912555 5.8506913 27513.3904 27596.5066
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 15590.9747 15632.5463 3.8911161 7.4374742 32288.6930 32372.5545
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 14275.3387 14316.3708 3.7729320 6.0324004 27769.7054 27852.8216
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 16148.4370 16190.0086 4.2977897 8.3507294 33675.8565 33759.7180
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate 14074.7985 14109.9689 3.6313802 6.2519512 28461.7824 28533.0249
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 13995.6791 14036.7111 3.5750847 5.8345760 27490.1072 27573.2234
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 15542.7258 15584.2975 3.8577822 7.3794109 32196.9610 32280.8225
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate 14273.6509 14308.8212 3.7731589 6.0326990 27766.2093 27837.4518
obs Pacific (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 16407.6999 16449.2715 4.5011449 8.4968215 33846.6971 33930.5586
obs Pacific (27.5,27.75] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 16404.8644 16446.4360 4.4988696 8.4904917 33837.5530 33921.4145
obs Pacific (27.5,27.75] cstar_tref ~ temp + oxygen + silicate + phosphate 16463.9218 16499.5547 4.5481189 8.5489225 33908.8873 33980.7686
obs Pacific (27.75,27.85] cstar_tref ~ aou + oxygen + silicate + phosphate 14120.7356 14155.4921 4.4481144 7.5136048 26274.9321 26344.3655
mod Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + phosphate 7440.5902 7473.2592 2.1210142 3.7636384 14312.9570 14378.5691
mod Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 7440.8243 7478.9382 2.1199200 3.6426148 14043.6276 14120.1752
obs Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 13861.2312 13901.7805 4.2144426 7.4457265 26269.3053 26350.3109
mod Pacific (27.75,27.85] cstar_tref ~ sal + aou + phosphate 7468.3377 7495.5619 2.1395326 3.7857622 14346.5580 14401.2348
mod Pacific (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate 7469.8731 7502.5421 2.1392421 3.6990325 14156.8941 14222.5063
mod Pacific (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 7538.8213 7576.9352 2.1815065 3.7015666 14135.4213 14211.9688
mod Pacific (27.75,27.85] cstar_tref ~ sal + oxygen + silicate + phosphate 7552.5595 7585.2285 2.1915626 3.7414672 14216.8060 14282.4182
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 7690.0956 7728.2094 2.2801063 3.8366835 14371.7302 14448.2777
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate 7397.2553 7429.9243 2.0943238 3.7288153 14251.8433 14317.4555
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 13958.0433 13998.5927 4.2994843 7.3328884 26063.9233 26144.9289
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 14126.5661 14167.1155 4.4516319 7.5830913 26384.5792 26465.5848
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 7681.5953 7719.7092 2.2744496 3.8303828 14361.7476 14438.2952
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate 7388.6376 7421.3066 2.0890563 3.7140913 14222.4415 14288.0537
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 13917.3596 13957.9089 4.2635398 7.2971875 26023.6234 26104.6290
obs Pacific (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 13930.6151 13971.1644 4.2752181 7.3375409 26081.8679 26162.8735
obs Pacific (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate 14059.3730 14094.1296 4.3921452 7.4578354 26213.8812 26283.3146
obs Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + nitrate + phosphate 14131.8185 14166.5750 4.4582990 7.5915322 26390.5396 26459.9729
obs Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 13908.6532 13949.2025 4.2558868 7.3226175 26066.7842 26147.7898
obs Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + silicate + phosphate 14019.3317 14054.0883 4.3560035 7.4260120 26180.5711 26250.0045
obs Pacific (27.85,27.95] cstar_tref ~ aou + oxygen + nitrate + phosphate 14777.9477 14813.5827 3.3640234 6.2546500 29439.2600 29510.8384
mod Pacific (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate 7560.0469 7593.2938 1.7936607 3.1005576 14024.9557 14091.5411
mod Pacific (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 7560.8741 7599.6622 1.7931025 3.0958512 14015.6195 14093.3025
mod Pacific (27.85,27.95] cstar_tref ~ sal + oxygen + nitrate + silicate 7620.9820 7654.2289 1.8229031 3.1573961 14165.8386 14232.4241
mod Pacific (27.85,27.95] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 7614.0345 7652.8225 1.8185796 3.1529192 14160.4512 14238.1343
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate 7441.2636 7474.5105 1.7379989 3.1232919 14129.0604 14195.6459
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + phosphate 14770.9038 14812.4779 3.3586046 6.2698963 29476.2878 29559.7959
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 7372.4258 7411.2138 1.7056300 2.9556520 13669.0993 13746.7823
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 7498.1189 7531.3658 1.7644224 3.1083046 14069.8002 14136.3857
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 14608.6336 14650.2077 3.2628480 6.1197736 29202.6849 29286.1930
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate 7432.9808 7466.2277 1.7341826 3.1124732 14101.3887 14167.9742
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 14787.2578 14828.8319 3.3684098 6.2947806 29523.1532 29606.6613
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 7366.3644 7405.1525 1.7028885 2.9492158 13651.7126 13729.3956
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate 7491.5970 7524.8439 1.7613711 3.1009617 14051.0407 14117.6262
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 14571.5326 14613.1067 3.2413408 6.1040044 29177.4341 29260.9422
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + phosphate 14773.7625 14809.3974 3.3615147 6.2734228 29478.3969 29549.9753
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 14563.0206 14604.5947 3.2364264 6.0950539 29160.5890 29244.0971
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate 14647.0957 14682.7306 3.2864663 6.1692885 29292.4407 29364.0191
obs Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 14539.8748 14581.4490 3.2231011 6.0883971 29151.2047 29234.7129
obs Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + silicate + phosphate 14620.3784 14656.0133 3.2708519 6.1616468 29282.0344 29353.6128
obs Pacific (27.95,28.05] cstar_tref ~ aou + oxygen + phosphate 18323.8403 18354.4581 3.6540340 6.6616724 37657.9191 37719.7952
obs Pacific (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 18418.2295 18461.0944 3.7033236 6.6500937 37599.5322 37686.1587
obs Pacific (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate 18321.0842 18357.8255 3.6514587 6.6570951 37652.0571 37726.3084
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate 6654.8980 6687.6678 1.6322186 2.8975128 12559.3122 12624.9916
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate 18129.0957 18171.9606 3.5479524 6.5917744 37558.8743 37645.5009
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 6522.5897 6560.8212 1.5704243 2.7510612 12182.3332 12258.9592
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 6686.4192 6719.1890 1.6470701 3.0107646 12857.6019 12923.2814
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate 6649.1453 6681.9151 1.6295226 3.0198831 12889.3079 12954.9873
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 6583.6968 6621.9283 1.5982438 2.8458181 12439.8742 12516.5002
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 18407.3212 18450.1861 3.6973401 6.6448702 37590.6011 37677.2276
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate 6651.8450 6684.6148 1.6307873 2.8940224 12550.4578 12616.1372
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 18188.7970 18231.6619 3.5794907 6.6652997 37723.6263 37810.2529
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 6520.4240 6558.6555 1.5694473 2.7486329 12175.7861 12252.4121
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate 6683.7122 6716.4821 1.6457894 3.0084602 12852.2200 12917.8994
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate 6647.6090 6680.3789 1.6288035 3.0187370 12886.6778 12952.3572
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 6581.9557 6620.1871 1.5974443 2.8447102 12437.2523 12513.8783
obs Pacific (27.95,28.05] cstar_tref ~ temp + aou + nitrate + phosphate 18132.6211 18169.3625 3.5508596 6.5955094 37562.4848 37636.7361
obs Pacific (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 18132.0773 18174.9422 3.5495209 6.4990253 37320.4917 37407.1183
obs Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + nitrate + phosphate 18200.6892 18237.4305 3.5868696 6.6776430 37745.8448 37820.0961
obs Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 18184.9749 18227.8398 3.5774632 6.5342901 37392.4023 37479.0288
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + nitrate + phosphate 14367.3921 14403.3478 2.7367697 5.5678795 28177.7893 28249.3799
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 14329.2512 14371.1995 2.7182694 5.4527001 27946.7259 28030.2482
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate 14420.6986 14456.6543 2.7615326 5.5043848 28053.4245 28125.0151
obs Pacific (28.05,28.1] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 14444.9252 14486.8734 2.7719237 5.5217612 28093.9199 28177.4423
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate 4994.2322 5025.2668 1.6370449 2.7204740 9170.6477 9233.1003
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate 14307.9412 14349.8895 2.7084989 5.5151225 28071.6065 28155.1289
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 4861.9583 4898.1652 1.5548324 2.6170807 8985.5265 9058.3878
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 5077.1801 5108.2146 1.6899894 2.8742484 9500.7991 9563.2517
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 4834.9712 4871.1782 1.5388141 2.5965721 8946.7716 9019.6330
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 14378.0471 14419.9954 2.7407751 5.4686619 27982.0800 28065.6023
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate 4993.4620 5024.4965 1.6365611 2.7233116 9178.3807 9240.8333
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4860.4379 4896.6448 1.5539256 2.6184052 8989.8353 9062.6967
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate 5076.9206 5107.9552 1.6898212 2.8785879 9511.0935 9573.5461
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4834.9129 4871.1198 1.5387796 2.5999306 8955.6098 9028.4711
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 14425.6474 14467.5956 2.7629089 5.4920147 28032.1867 28115.7091
obs Pacific (28.05,28.1] cstar_tref ~ temp + aou + nitrate + phosphate 14378.8724 14414.8280 2.7420839 5.5593803 28161.8304 28233.4210
mod Pacific (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate 5312.2126 5343.2471 1.8494925 2.9696823 9581.3218 9643.7743
obs Pacific (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 14370.8407 14412.7889 2.7374397 5.4980847 28041.8410 28125.3633
mod Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate + silicate 5317.2890 5348.3235 1.8530987 2.9804585 9604.1224 9666.5750
obs Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 14429.7392 14471.6875 2.7648199 5.5283992 28106.6991 28190.2214
obs Pacific (28.1,28.2] cstar_tref ~ aou + nitrate + silicate + phosphate 11789.0336 11823.9538 2.5752011 4.9689940 22013.3728 22082.5462
obs Pacific (28.1,28.2] cstar_tref ~ sal + aou + nitrate + phosphate 11610.2962 11645.2164 2.4844135 4.9570512 21979.0385 22048.2119
obs Pacific (28.1,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 11566.2543 11606.9945 2.4615500 4.8409005 21765.6279 21846.3302
mod Pacific (28.1,28.2] cstar_tref ~ sal + aou + silicate + phosphate 8040.2574 8074.8635 1.3228706 2.4742479 15443.0516 15512.2790
obs Pacific (28.1,28.2] cstar_tref ~ sal + aou + silicate + phosphate 11614.5976 11649.5178 2.4865603 4.8665594 21813.1859 21882.3593
obs Pacific (28.1,28.2] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 11585.4663 11626.2066 2.4710646 4.8530227 21789.7208 21870.4231
obs Pacific (28.1,28.2] cstar_tref ~ sal + oxygen + silicate + phosphate 11639.2482 11674.1684 2.4988991 4.8826469 21844.8496 21914.0230
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate 8362.9767 8397.5828 1.4163597 2.5350715 15629.4061 15698.6335
obs Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate + phosphate 11602.8442 11643.5844 2.4797025 4.9276122 21928.7991 22009.5013
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 7590.6192 7630.9930 1.2023037 2.2556654 14573.8629 14654.6283
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 7410.2214 7450.5952 1.1572750 2.1223319 13978.6297 14059.3951
obs Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 11610.3846 11651.1248 2.4834600 4.8617595 21807.7894 21888.4917
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + oxygen + nitrate 8370.2254 8404.8315 1.4185337 2.5402291 15649.2739 15718.5013
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 7595.3546 7635.7284 1.2035090 2.2586262 14586.4879 14667.2532
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 7423.2557 7463.6295 1.1604712 2.1291864 14009.5910 14090.3564
obs Pacific (28.1,28.2] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 11614.3159 11655.0561 2.4854213 4.8602595 21805.2311 21885.9334
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + silicate + phosphate 8166.0310 8200.6371 1.3585489 2.5341218 15667.3599 15736.5874
obs Pacific (28.1,28.2] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 11759.1068 11799.8471 2.5587443 4.9515203 21983.5528 22064.2551
mod Pacific (28.1,28.2] cstar_tref ~ temp + aou + silicate + phosphate 8489.6474 8524.2536 1.4548356 2.5252467 15546.9647 15616.1922
mod Pacific (28.1,28.2] cstar_tref ~ temp + oxygen + silicate + phosphate 8518.5976 8553.2037 1.4637749 2.5449343 15623.2536 15692.4810
obs Pacific (28.2,28.3] cstar_tref ~ aou + nitrate + silicate + phosphate 3321.1532 3349.1625 1.9806913 4.3369195 5504.4578 5557.4723
obs Pacific (28.2,28.3] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 3311.2787 3343.9563 1.9658049 4.3067006 5490.3551 5552.2053
obs Pacific (28.2,28.3] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3284.8244 3317.5020 1.9330417 4.2879759 5469.6050 5531.4552
obs Pacific (28.2,28.3] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 3287.9945 3320.6721 1.9369389 4.2826542 5469.0332 5530.8834
mod Pacific (28.2,28.3] cstar_tref ~ sal + aou + silicate + phosphate 10179.6387 10217.9707 0.7689443 1.3853220 19076.4190 19153.5478
obs Pacific (28.2,28.3] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 3289.3897 3322.0673 1.9386565 4.3156744 5483.0748 5544.9250
mod Pacific (28.2,28.3] cstar_tref ~ sal + oxygen + silicate + phosphate 10318.2242 10356.5563 0.7811582 1.4388818 19831.9208 19909.0495
obs Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3289.8897 3322.5673 1.9392725 4.2910067 5473.3731 5535.2233
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + silicate 10296.1854 10340.9061 0.7790258 1.4660645 20226.2244 20316.2079
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + silicate 10389.4695 10427.8016 0.7875125 1.4819462 20419.2379 20496.3667
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + silicate + phosphate 9901.8031 9946.5239 0.7448608 1.3322056 18342.1326 18432.1161
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + nitrate + silicate 10340.9320 10379.2640 0.7831779 1.4828415 20441.9936 20519.1223
obs Pacific (28.2,28.3] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 3288.4239 3321.1015 1.9374673 4.3058931 5478.6544 5540.5046
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 10298.6998 10343.4205 0.7792485 1.4666222 20233.3707 20323.3543
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + oxygen + silicate 10388.5304 10426.8624 0.7874284 1.4819459 20419.4456 20496.5744
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 9909.7132 9954.4339 0.7455311 1.3342848 18372.8079 18462.7914
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + silicate + phosphate 10247.4131 10285.7452 0.7748934 1.4810088 20435.6932 20512.8219
obs Pacific (28.2,28.3] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3315.5522 3348.2298 1.9711495 4.3064628 5492.3509 5554.2011
obs Pacific (28.2,28.3] cstar_tref ~ temp + aou + oxygen + nitrate + phosphate 3340.2097 3372.8873 2.0022716 4.3490285 5521.6718 5583.5220
obs Pacific (28.2,28.3] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 3318.5884 3351.2660 1.9749555 4.3163929 5497.8856 5559.7359
mod Pacific (28.3,28.4] cstar_tref ~ aou + nitrate + silicate + phosphate 6910.2982 6944.5513 1.1378648 1.9090805 11041.9222 11109.0714
obs Pacific (28.3,28.4] cstar_tref ~ aou + nitrate + silicate + phosphate 517.6789 534.6488 1.8290141 3.7594745 708.2749 735.8119
mod Pacific (28.3,28.4] cstar_tref ~ oxygen + nitrate + silicate + phosphate 6929.7464 6963.9996 1.1428419 1.8957121 10975.8069 11042.9561
obs Pacific (28.3,28.4] cstar_tref ~ oxygen + nitrate + silicate + phosphate 517.7923 534.7622 1.8298442 3.7840950 709.4416 736.9787
mod Pacific (28.3,28.4] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6885.0723 6925.0343 1.1309337 1.8992993 11005.5377 11083.8785
obs Pacific (28.3,28.4] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 518.3195 538.1177 1.8190954 3.7245351 709.7935 741.9201
mod Pacific (28.3,28.4] cstar_tref ~ sal + nitrate + silicate + phosphate 6954.6725 6988.9257 1.1492526 1.9195775 11082.1890 11149.3383
obs Pacific (28.3,28.4] cstar_tref ~ sal + nitrate + silicate + phosphate 516.8744 533.8442 1.8231375 3.7570972 707.6261 735.1631
mod Pacific (28.3,28.4] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 6915.5281 6955.4901 1.1386899 1.8902707 10957.4967 11035.8375
obs Pacific (28.3,28.4] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 518.5965 538.3947 1.8211124 3.7337082 710.3929 742.5195
mod Pacific (28.3,28.4] cstar_tref ~ sal + temp + aou + nitrate + phosphate 7096.3567 7136.3187 1.1858494 1.9189599 11049.8936 11128.2344
obs Pacific (28.3,28.4] cstar_tref ~ sal + temp + aou + nitrate + phosphate 518.4925 538.2907 1.8203548 3.7743133 712.1289 744.2555
mod Pacific (28.3,28.4] cstar_tref ~ sal + temp + aou + nitrate + silicate 6966.7051 7006.6671 1.1518431 1.9356121 11157.7130 11236.0538
obs Pacific (28.3,28.4] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 517.8916 537.6898 1.8159848 3.7472746 710.5245 742.6511
mod Pacific (28.3,28.4] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 7097.4890 7137.4510 1.1861507 1.9200354 11054.7768 11133.1176
obs Pacific (28.3,28.4] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 520.7849 540.5831 1.8371234 3.7915355 714.4413 746.5679
mod Pacific (28.3,28.4] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 6965.8611 7005.8231 1.1516249 1.9358506 11158.9390 11237.2798
mod Pacific (28.3,28.4] cstar_tref ~ temp + aou + nitrate + silicate 6966.4573 7000.7105 1.1522961 1.9364454 11157.1891 11224.3383
obs Pacific (28.3,28.4] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 512.3674 532.1656 1.7762976 3.7067436 704.9627 737.0893
obs Pacific (28.3,28.4] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 512.4372 532.2354 1.7767937 3.7298926 706.0358 738.1624

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

[[2]]

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

8.1.2 Best models

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

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

[[2]]

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

8.2 RMSE correlation between eras

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

8.2.1 All models

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

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

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

8.2.2 Best models

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

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

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

8.3 Predictor counts

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

# calculate cases of predictor used
lm_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 4 7 7 10 4 10
(26,26.5] 5 6 5 10 4 6 10
(26.5,26.75] 6 5 5 10 6 8 8
(26.75,27] 7 9 4 10 6 4 7
(27,27.25] 9 4 3 10 10 4 4
(27.25,27.5] 8 5 5 10 10 4 5
(27.5,27.75] 8 8 7 10 8 4 2
(27.75,27.85] 8 3 6 7 4 8 6
(27.85,27.95] 7 4 7 6 6 10 6
(27.95,28.05] 8 NA 5 10 8 6 5
(28.05,28.1] 8 NA 6 10 6 5 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 — 95.00 81.00 86.00
Indian - mod
(-Inf,26] 5 5 4 5 10 10 8
(26,26.5] 6 5 4 10 5 10 6
(26.5,26.75] 7 4 3 10 4 10 6
(26.75,27] 6 5 4 10 10 5 6
(27,27.25] 6 5 3 10 10 5 7
(27.25,27.5] 4 7 3 7 10 10 6
(27.5,27.75] 2 8 5 10 6 9 7
(27.75,27.85] 6 3 4 10 4 7 6
(27.85,27.95] 4 2 6 8 6 10 5
(27.95,28.05] 3 5 5 7 9 7 7
(28.05,28.1] 4 5 5 3 10 7 10
(28.1,28.2] 3 10 3 2 7 5 10
(28.2,28.3] 5 8 3 7 9 6 8
(28.3,28.4] 5 9 6 4 7 10 5
total 66.00 81.00 58.00 103.00 107.00 111.00 97.00
Pacific - mod
(-Inf,26] 10 4 10 4 4 4 10
(26,26.5] 6 4 7 9 4 10 7
(26.5,26.75] 7 4 5 10 4 10 6
(26.75,27] 6 5 6 10 4 8 8
(27,27.25] 5 6 5 10 6 4 10
(27.25,27.5] 5 6 5 10 8 8 6
(27.5,27.75] 4 4 4 9 10 9 6
(27.75,27.85] 6 5 4 8 10 6 4
(27.85,27.95] 5 8 5 4 10 6 6
(27.95,28.05] 5 4 5 4 10 6 10
(28.05,28.1] 5 6 5 4 8 6 10
(28.1,28.2] 5 4 4 6 8 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 78.00 73.00 73.00 100.00 103.00 103.00 105.00
Atlantic - obs
(-Inf,26] 5 6 7 6 10 4 10
(26,26.5] 9 4 7 10 7 3 7
(26.5,26.75] 3 6 7 10 4 4 10
(26.75,27] 6 9 7 10 4 4 7
(27,27.25] 7 10 6 10 4 4 6
(27.25,27.5] 7 9 6 10 4 4 7
(27.5,27.75] 6 5 6 10 5 8 8
(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] 5 4 5 10 10 9 4
(28.05,28.1] 4 5 7 10 10 6 4
(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 78.00 79.00 86.00 136.00 95.00 82.00 97.00
Indian - obs
(-Inf,26] 6 4 7 9 10 4 7
(26,26.5] 5 4 5 10 6 6 10
(26.5,26.75] 5 6 6 10 7 4 9
(26.75,27] 7 10 4 10 4 4 6
(27,27.25] 7 10 5 10 5 5 5
(27.25,27.5] 4 9 3 10 5 10 5
(27.5,27.75] 4 8 4 10 6 10 5
(27.75,27.85] 3 8 5 10 5 10 5
(27.85,27.95] 5 4 5 10 6 6 10
(27.95,28.05] 9 4 3 10 4 4 8
(28.05,28.1] 9 4 2 10 6 6 7
(28.1,28.2] 9 3 5 10 9 5 5
(28.2,28.3] 7 4 5 10 5 6 10
(28.3,28.4] 7 4 7 10 9 8 3
total 87.00 82.00 66.00 139.00 87.00 88.00 95.00
Pacific - obs
(-Inf,26] 5 5 7 7 10 3 10
(26,26.5] 4 5 6 10 6 5 10
(26.5,26.75] 7 7 4 10 4 4 9
(26.75,27] 5 6 5 10 6 4 10
(27,27.25] 5 4 5 10 10 6 6
(27.25,27.5] 5 4 5 10 6 10 6
(27.5,27.75] 4 5 5 10 7 10 6
(27.75,27.85] 5 5 6 10 4 8 8
(27.85,27.95] 6 6 5 10 4 6 9
(27.95,28.05] 7 7 5 10 5 4 7
(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 6 10 5 6 5
(28.3,28.4] 4 10 4 10 6 8 5
total 78.00 87.00 69.00 137.00 88.00 89.00 101.00

8.4 RMSE alternatives

8.4.1 AIC

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

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

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

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

8.4.2 AIC vs BIC

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

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

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

8.5 RMSE vs VIF

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

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

8.6 Residual patterns

8.6.1 Fitted vs true

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

i_binwidth <- 2

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

Version Author Date
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13 
GLODAP_augmented %>%
  ggplot(aes(!!sym(params_local$MLR_target) - .fitted)) +
  geom_histogram(binwidth = i_binwidth) +
  labs(title = "All models") +
  scale_x_continuous(limits = c(-50,50)) +
  facet_wrap(~data_source)

Version Author Date
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13 
p_prop_prop(df = GLODAP_augmented_best,
            var1 = params_local$MLR_target,
            var2 = ".fitted") +
  labs(title = "Selected models") +
  facet_grid(basin_AIP ~ data_source)

Version Author Date
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13 
GLODAP_augmented_best %>%
  ggplot(aes(!!sym(params_local$MLR_target) - .fitted)) +
  geom_histogram(binwidth = i_binwidth) +
  labs(title = "Selected models") +
    scale_x_continuous(limits = c(-50,50)) +
  facet_wrap(~data_source)

Version Author Date
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13

8.6.2 Pooled

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

i_ylim <- c(-30,30)

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

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

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

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

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

8.6.3 By model domain

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

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

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

[[2]]

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

[[3]]

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

[[4]]

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

[[5]]

Version Author Date
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14 

[[6]]

Version Author Date
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14

8.6.4 Latitudinal mean

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

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

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

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

[[2]]

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

[[3]]

Version Author Date
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14

8.6.5 Latitudinal offset

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

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

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

8.6.6 Spatial mean

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

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

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

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

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

[[2]]

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

[[3]]

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

[[4]]

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

[[5]]

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

[[6]]

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

[[7]]

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

[[8]]

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

[[9]]

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

[[10]]

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

[[11]]

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

[[12]]

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

[[13]]

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

[[14]]

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

[[15]]

Version Author Date
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b 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 

[[16]]

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

[[17]]

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

[[18]]

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

[[19]]

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

[[20]]

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

[[21]]

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

[[22]]

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

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81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[24]]

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

[[25]]

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

[[26]]

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

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

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81a46a4 jens-daniel-mueller 2021-08-03
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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 

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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 

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

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

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b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

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

[[34]]

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b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[35]]

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81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29

8.6.7 Spatial offset

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

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

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

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

[[2]]

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

[[3]]

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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]]

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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 

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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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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
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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
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955f5dc jens-daniel-mueller 2021-06-29
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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
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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 

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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 

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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 

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b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

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

[[14]]

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81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[15]]

Version Author Date
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b 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 

[[16]]

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

[[17]]

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

[[18]]

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

[[19]]

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

[[20]]

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

[[21]]

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

[[22]]

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

[[23]]

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

[[24]]

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

[[25]]

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

[[26]]

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

[[27]]

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

[[28]]

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

[[29]]

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

[[30]]

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

[[31]]

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

[[32]]

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

[[33]]

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

[[34]]

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

9 VIF

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

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

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

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