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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 + aou + oxygen + nitrate 1309.4058 1330.7002 3.0198200 9.3300597 3180.2397 3223.4491
obs Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + nitrate 3103.4651 3128.1072 7.5660635 15.1717144 5666.8593 5714.9825
mod Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 1276.3480 1301.1915 2.8207178 8.8270865 3121.0506 3171.4615
obs Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 3105.4016 3134.1508 7.5655289 15.1445173 5668.1972 5724.3408
mod Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 1302.4434 1327.2869 2.9676210 9.2435573 3172.1703 3222.5812
obs Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 3097.5145 3126.2637 7.4993719 15.0963631 5662.0657 5718.2094
mod Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate 1314.4018 1335.6963 3.0493156 9.3262495 3182.2193 3225.4287
mod Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1276.6700 1301.5136 2.8224857 8.6013320 3099.3613 3149.7723
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate 3097.7735 3122.4157 7.5182613 15.0864237 5657.5113 5705.6344
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1292.8737 1317.7172 2.9128807 9.1284084 3157.0875 3207.4984
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3099.5140 3128.2631 7.5160883 15.0557379 5658.4585 5714.6022
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 3091.0605 3119.8097 7.4456666 15.0073621 5652.1657 5708.3093
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 1292.8382 1317.6818 2.9126799 8.8900655 3134.7837 3185.1946
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1267.2995 1292.1431 2.7714965 8.7621215 3110.5061 3160.9170
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate 3096.5195 3121.1617 7.5077697 15.0671728 5655.4003 5703.5234
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 1298.1130 1322.9565 2.9427243 9.4098730 3184.9471 3235.3581
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 3098.1291 3126.8782 7.5045060 15.0348580 5656.1605 5712.3042
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3089.3487 3118.0978 7.4314867 14.9851169 5649.6641 5705.8078
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1298.3621 1323.2056 2.9441508 9.0979782 3156.8894 3207.3003
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3163.4918 3192.2410 8.0711071 16.0179002 5761.3550 5817.4987
mod Atlantic (26,26.5] cstar_tref ~ aou + oxygen + nitrate + phosphate 4223.6081 4250.8543 5.0517755 10.0668966 8606.8813 8661.6113
obs Atlantic (26,26.5] cstar_tref ~ aou + oxygen + nitrate + phosphate 6932.9074 6962.5429 6.9186058 13.6325577 12986.3509 13044.8605
mod Atlantic (26,26.5] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 4223.6478 4255.4350 5.0446355 10.0597415 8608.9166 8672.7683
obs Atlantic (26,26.5] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 6891.3040 6925.8788 6.7739787 13.4749592 12943.2318 13011.4930
obs Atlantic (26,26.5] cstar_tref ~ aou + oxygen + phosphate 6931.3676 6956.0639 6.9201486 13.6637559 12990.8235 13039.5815
obs Atlantic (26,26.5] cstar_tref ~ aou + oxygen + silicate + phosphate 6890.7245 6920.3600 6.7786423 13.4989271 12945.8821 13004.3917
mod Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 4117.0612 4148.8484 4.6712331 9.4182947 8423.1228 8486.9745
obs Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 6779.2501 6813.8249 6.4160259 13.0690035 12818.1076 12886.3688
obs Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate 6839.9108 6869.5463 6.6137960 13.3532025 12900.2339 12958.7435
mod Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 4178.1943 4209.9815 4.8818813 10.1050747 8622.0868 8685.9385
obs Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 6815.3124 6849.8872 6.5291122 13.2420911 12870.4925 12938.7537
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 4144.1381 4175.9253 4.7633875 9.5682465 8467.6506 8531.5023
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 6811.7365 6846.3113 6.5178101 13.3910564 12909.8099 12978.0711
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + phosphate 6863.4389 6893.0744 6.6896198 13.5870741 12965.9042 13024.4138
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 6841.3994 6875.9742 6.6121577 13.5067070 12945.0989 13013.3601
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 4167.2107 4198.9979 4.8433467 9.7115811 8509.6186 8573.4703
mod Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + phosphate 4213.1477 4240.3939 5.0137923 9.9951350 8586.6757 8641.4057
mod Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4214.5088 4246.2960 5.0114816 9.9926569 8589.9884 8653.8400
mod Atlantic (26,26.5] cstar_tref ~ temp + oxygen + nitrate + phosphate 4216.5865 4243.8326 5.0262473 10.0169547 8592.8228 8647.5529
mod Atlantic (26,26.5] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 4218.4426 4250.2298 5.0257255 10.0159951 8596.5524 8660.4041
mod Atlantic (26.5,26.75] cstar_tref ~ aou + oxygen + nitrate + phosphate 4676.9212 4705.1843 4.1456557 7.7638438 8751.6988 8807.6904
mod Atlantic (26.5,26.75] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 4657.6854 4690.6591 4.0923857 7.6240474 8698.1074 8763.4309
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 4681.7448 4714.7185 4.1527909 7.6850728 8722.4305 8787.7540
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 7744.5763 7780.0595 6.4926347 12.4311256 14210.5698 14280.4630
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 4716.5826 4749.5563 4.2418406 7.7975991 8767.2180 8832.5415
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 7723.8099 7759.2930 6.4355134 12.3774761 14190.9816 14260.8748
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 4698.6164 4731.5900 4.1956807 7.7268781 8738.8408 8804.1643
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 7730.6475 7766.1306 6.4542656 12.3603103 14185.5959 14255.4891
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate 7761.5810 7791.9951 6.5453541 12.4537625 14215.3361 14275.2445
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4725.5654 4758.5390 4.2651097 7.8144891 8773.5038 8838.8273
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 7715.9874 7751.4706 6.4141272 12.3219669 14171.5485 14241.4417
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate 4679.8223 4708.0854 4.1529868 7.6866282 8719.0860 8775.0775
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4659.0139 4691.9875 4.0956980 7.5355642 8659.8793 8725.2028
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 7705.8478 7741.3310 6.3865115 12.3198062 14170.0765 14239.9697
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate 7723.0805 7753.4947 6.4389941 12.3839980 14189.2838 14249.1923
mod Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + phosphate 4696.7861 4725.0492 4.1961144 7.7288072 8735.6465 8791.6381
obs Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + phosphate 7752.0108 7782.4249 6.5187528 12.4420985 14210.8562 14270.7646
mod Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 4673.8543 4706.8280 4.1328828 7.5666331 8672.0469 8737.3704
obs Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 7708.1990 7743.6822 6.3929045 12.3161931 14169.0250 14238.9182
obs Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + silicate + phosphate 7721.8217 7752.2358 6.4355458 12.3725014 14185.2939 14245.2024
mod Atlantic (26.75,27] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 5797.7863 5833.6463 2.4923682 5.1566558 10906.9973 10977.6327
mod Atlantic (26.75,27] cstar_tref ~ aou + oxygen + silicate + phosphate 6278.9663 6309.7035 3.0284896 5.8796171 11530.1374 11590.6821
mod Atlantic (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5945.0932 5980.9533 2.6448949 5.2448877 11002.4191 11073.0545
mod Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate 6137.6496 6168.3868 2.8607433 5.4815877 11209.9418 11270.4864
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate 7922.0637 7958.2653 5.0427537 11.1143525 14890.3493 14961.4374
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 6092.7283 6128.5884 2.8071272 5.1740588 10950.5804 11021.2158
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 7878.0859 7914.2875 4.9583040 11.0645363 14858.6461 14929.7343
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 7913.5244 7949.7260 5.0262440 11.0054394 14848.7150 14919.8031
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate 7916.4169 7947.4468 5.0356963 11.0607305 14866.0884 14927.0211
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 6118.6502 6154.5102 2.8366221 5.3255748 11083.2706 11153.9060
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 7852.5229 7888.7245 4.9098673 10.9101694 14795.3179 14866.4060
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5754.9742 5790.8343 2.4497119 4.7463655 10548.8060 10619.4415
obs Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 7878.6675 7914.8691 4.9594115 11.0310622 14846.9715 14918.0596
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate 6261.9955 6292.7327 3.0078362 5.5058332 11232.3200 11292.8647
obs Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate 7881.0999 7912.1298 4.9678603 11.1137515 14873.6306 14934.5632
obs Atlantic (26.75,27] cstar_tref ~ temp + oxygen + nitrate + phosphate 7912.9198 7943.9497 5.0289381 11.0365509 14856.3424 14917.2751
mod Atlantic (26.75,27] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 5785.6721 5821.5321 2.4802233 4.8321106 10629.9808 10700.6162
obs Atlantic (26.75,27] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 7860.3427 7896.5443 4.9246337 10.9244606 14802.9667 14874.0548
mod Atlantic (26.75,27] cstar_tref ~ temp + oxygen + silicate + phosphate 6281.5679 6312.3051 3.0316683 5.5695884 11285.5699 11346.1146
obs Atlantic (26.75,27] cstar_tref ~ temp + oxygen + silicate + phosphate 7863.8461 7894.8761 4.9350528 11.0233681 14836.0650 14896.9977
obs Atlantic (27,27.25] cstar_tref ~ aou + oxygen + nitrate + phosphate 11120.4023 11153.1098 6.0890841 12.1339910 20156.1079 20220.2893
obs Atlantic (27,27.25] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 11105.2618 11143.4205 6.0588545 12.0713553 20127.8950 20202.7732
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6106.8295 6143.4636 2.1828664 4.8278714 11693.2842 11765.3417
obs Atlantic (27,27.25] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 11115.4884 11153.6471 6.0768723 12.0882032 20137.5759 20212.4541
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 6281.0144 6317.6486 2.3245386 5.0744969 11958.1361 12030.1936
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 6403.1268 6439.7610 2.4293055 5.2041110 12101.2064 12173.2639
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate 11094.1863 11132.3450 6.0394013 11.9034277 20046.7074 20121.5857
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 6103.8457 6140.4799 2.1805164 4.7651830 11636.5324 11708.5899
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 6408.1472 6444.7813 2.4337124 5.2090576 12106.6800 12178.7375
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 11081.3301 11119.4888 6.0168986 11.8209101 20005.0060 20079.8843
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 6083.7115 6120.3457 2.1647244 4.7773385 11641.4568 11713.5144
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 11169.7016 11207.8603 6.1732875 12.1022742 20153.1140 20227.9923
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate 11092.7631 11125.4706 6.0404129 12.0025001 20089.7862 20153.9676
mod Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate 6169.2747 6200.6754 2.2342471 4.8347977 11714.2364 11776.0000
mod Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6161.3243 6197.9585 2.2262357 4.8049074 11688.6005 11760.6581
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 11076.0541 11114.2128 6.0076882 11.9351014 20058.7222 20133.6005
obs Atlantic (27,27.25] cstar_tref ~ temp + oxygen + nitrate + phosphate 11079.3303 11112.0377 6.0168990 11.9361837 20056.1505 20120.3319
mod Atlantic (27,27.25] cstar_tref ~ temp + oxygen + nitrate + silicate 6097.8453 6129.2461 2.1773696 4.7904641 11654.0190 11715.7826
mod Atlantic (27,27.25] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 6079.5860 6116.2202 2.1615028 4.7331679 11600.5227 11672.5802
obs Atlantic (27,27.25] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 11062.3853 11100.5440 5.9838916 11.8623477 20021.7977 20096.6760
obs Atlantic (27.25,27.5] cstar_tref ~ aou + oxygen + nitrate + phosphate 12674.3128 12707.9122 5.7535003 10.9703266 22494.5367 22560.3914
mod Atlantic (27.25,27.5] cstar_tref ~ aou + oxygen + nitrate + silicate 9603.1075 9635.8358 3.8816727 7.3905982 18274.3238 18339.3895
mod Atlantic (27.25,27.5] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 9568.3593 9606.5423 3.8406169 7.3495401 18241.5734 18317.4834
obs Atlantic (27.25,27.5] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 12629.1136 12668.3129 5.6859420 10.8115043 22394.9666 22471.7971
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate 9457.5349 9490.2632 3.7215658 7.1711489 18073.5224 18138.5881
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 9449.4546 9487.6376 3.7107267 7.0331230 17945.7998 18021.7098
obs Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 12661.8318 12701.0311 5.7326881 10.8258147 22407.4083 22484.2387
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 12644.9547 12684.1540 5.7085271 10.7344134 22348.0825 22424.9130
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 9292.6738 9330.8569 3.5461515 6.6896267 17609.7719 17685.6819
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 12757.5401 12796.7394 5.8716492 10.9575057 22498.5540 22575.3845
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 12643.4990 12682.6983 5.7064479 10.7285452 22344.2180 22421.0485
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 9198.7943 9236.9774 3.4511197 6.5086771 17426.1591 17502.0691
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 12763.3394 12802.5387 5.8801768 10.9619890 22501.8124 22578.6429
obs Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + phosphate 12670.4760 12704.0754 5.7479786 10.9562041 22485.4297 22551.2844
mod Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate 9382.3307 9415.0590 3.6414575 6.8433287 17757.0289 17822.0946
mod Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 9334.4249 9372.6079 3.5892515 6.7890103 17708.9861 17784.8961
obs Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 12623.4214 12662.6207 5.6778482 10.7706669 22368.8047 22445.6352
mod Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate + silicate 9311.3057 9344.0341 3.5673849 6.6829177 17597.4925 17662.5582
mod Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 9222.3391 9260.5222 3.4747115 6.5899730 17510.2440 17586.1540
obs Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 12627.9979 12667.1972 5.6843546 10.7723054 22370.3268 22447.1573
obs Atlantic (27.5,27.75] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 9856.1035 9893.7915 5.1428909 10.3134626 18890.5251 18965.2784
obs Atlantic (27.5,27.75] cstar_tref ~ aou + oxygen + silicate + phosphate 9862.3831 9894.6871 5.1561319 10.3301965 18896.7942 18960.8685
obs Atlantic (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 9873.4379 9911.1258 5.1706515 10.4825313 18987.2911 19062.0444
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 12135.6766 12175.8704 3.3628065 6.9426675 24284.6350 24364.8658
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate 12502.9049 12537.3568 3.6434767 6.7584868 24023.3948 24092.1641
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 11547.3033 11587.4971 2.9595442 5.8965305 22804.7399 22884.9707
obs Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 9856.7624 9894.4503 5.1439433 10.3121062 18889.8112 18964.5646
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + phosphate 12868.0247 12896.7346 3.9457657 7.2724129 24682.5739 24739.8816
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate 11931.7755 11966.2273 3.2185840 6.3655229 23498.1963 23566.9655
mod Atlantic (27.5,27.75] cstar_tref ~ sal + oxygen + nitrate + phosphate 12484.3284 12518.7802 3.6288117 7.1654918 24576.6283 24645.3976
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 12297.8967 12338.0905 3.4833525 7.1184160 24515.7781 24596.0088
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate 12685.8688 12720.3206 3.7911192 6.9687641 24296.0239 24364.7931
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 11723.0173 11763.2111 3.0746289 6.0691128 23067.7772 23148.0079
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 9854.2507 9891.9386 5.1399324 10.3110467 18888.9814 18963.7347
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 11966.9432 12007.1370 3.2418446 6.3631892 23498.5829 23578.8137
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 9853.7605 9891.4484 5.1391501 10.3243713 18896.5171 18971.2704
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 9856.3816 9894.0695 5.1433350 10.3231034 18896.0385 18970.7918
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate 9862.6040 9894.9079 5.1564855 10.3388045 18901.7112 18965.7854
obs Atlantic (27.5,27.75] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 9858.9442 9896.6321 5.1474299 10.3490622 18911.0100 18985.7633
obs Atlantic (27.5,27.75] cstar_tref ~ temp + oxygen + silicate + phosphate 9865.1076 9897.4115 5.1604963 10.3636429 18916.0309 18980.1052
mod Atlantic (27.75,27.85] cstar_tref ~ aou + oxygen + nitrate + silicate 6879.1597 6911.1067 2.3267276 4.9903679 13588.1409 13651.5361
mod Atlantic (27.75,27.85] cstar_tref ~ aou + oxygen + phosphate 7375.9908 7402.6133 2.7425181 5.3978638 14074.2642 14127.0935
mod Atlantic (27.75,27.85] cstar_tref ~ aou + oxygen + silicate + phosphate 6537.5347 6569.4816 2.0789520 4.4310250 12899.2005 12962.5956
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 9264.1835 9301.2346 5.6259082 10.9608528 17209.1920 17282.3363
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 6844.9972 6882.2687 2.2991598 4.9586932 13551.6704 13625.6314
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + phosphate 7375.4521 7407.3991 2.7402242 5.3904544 14070.3415 14133.7366
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 6419.6550 6456.9265 1.9984100 4.3283337 12756.9042 12830.8652
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 9238.3602 9275.4113 5.5767097 10.9116199 17183.3521 17256.4965
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate 9263.0148 9294.7729 5.6274992 10.9625269 17206.0632 17268.7584
obs Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 9243.0610 9280.1121 5.5856336 10.9417812 17198.2396 17271.3839
obs Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + silicate + phosphate 9241.5731 9273.3312 5.5866066 10.9443389 17195.5102 17258.2053
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 6730.0797 6767.3511 2.2137041 4.8099573 13369.5177 13443.4787
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 9239.1438 9276.1949 5.5781963 10.9119562 17183.5829 17256.7272
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 6862.2826 6899.5541 2.3122960 5.0314770 13630.8824 13704.8434
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 9238.5126 9275.5638 5.5769989 10.9206737 17187.7134 17260.8578
obs Atlantic (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 9291.0406 9328.0917 5.6775366 11.0457906 17252.0079 17325.1523
mod Atlantic (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate 6848.1614 6880.1083 2.3030765 4.9502247 13539.8021 13603.1972
obs Atlantic (27.75,27.85] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 9283.5505 9320.6017 5.6630908 11.0293100 17243.5458 17316.6902
mod Atlantic (27.75,27.85] cstar_tref ~ temp + oxygen + silicate + phosphate 6958.4772 6990.4242 2.3883571 5.1552171 13773.6086 13837.0037
obs Atlantic (27.75,27.85] cstar_tref ~ temp + oxygen + silicate + phosphate 9282.5634 9314.3215 5.6650420 11.0312877 17240.5713 17303.2665
obs Atlantic (27.85,27.95] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 12894.1019 12933.3986 5.8110647 11.9731820 25158.2682 25236.3827
mod Atlantic (27.85,27.95] cstar_tref ~ aou + oxygen + silicate + phosphate 6566.3674 6597.5655 2.7970001 6.1839824 12726.9529 12788.5139
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 12817.1074 12856.4041 5.7016876 11.7448301 25007.4998 25085.6143
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 6653.7144 6690.1122 2.8875752 6.3812702 12888.5778 12960.3989
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 6476.6052 6513.0030 2.7027837 5.9877100 12567.9041 12639.7252
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 12445.7490 12485.0457 5.2023687 10.9931240 24474.7106 24552.8251
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate 6853.4836 6884.6817 3.1135400 6.5473337 13046.0514 13107.6123
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate 12818.7416 12852.4245 5.7068037 11.7510520 25007.8263 25074.7816
obs Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 12700.1455 12739.4422 5.5394598 11.4674802 24817.7572 24895.8716
obs Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + silicate + phosphate 12705.9889 12739.6718 5.5501928 11.4800624 24822.7807 24889.7360
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 6724.9647 6761.3625 2.9654325 6.5052459 12990.3839 13062.2050
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 6567.2531 6603.6508 2.7958364 6.1322022 12694.7552 12766.5763
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 12443.6714 12482.9681 5.1997019 10.9630744 24454.6971 24532.8115
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 12441.2278 12480.5245 5.1965671 10.9888704 24471.2008 24549.3152
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 6759.0484 6795.4461 3.0034156 6.5761615 13046.0444 13117.8655
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 6605.5079 6641.9057 2.8360612 6.2049221 12755.5937 12827.4148
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 12443.7567 12483.0534 5.1998114 10.9649039 24455.9116 24534.0260
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate 12441.8844 12475.5673 5.1999753 10.9932506 24470.4924 24537.4476
mod Atlantic (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate 6682.5788 6713.7769 2.9210475 6.4050683 12908.9814 12970.5423
mod Atlantic (27.85,27.95] cstar_tref ~ temp + oxygen + silicate + phosphate 6717.8296 6749.0277 2.9597517 6.4811205 12969.0764 13030.6373
mod Atlantic (27.95,28.05] cstar_tref ~ aou + oxygen + silicate + phosphate 7341.4749 7372.6099 3.8454901 8.1417842 14487.6695 14549.5417
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 14219.8882 14260.0941 5.2589299 12.1876519 29249.1400 29329.3393
mod Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate 7325.7692 7356.9042 3.8227665 7.9357858 14363.8471 14425.7193
mod Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 7190.1274 7226.4516 3.6292793 7.7421617 14230.1228 14302.3070
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 13915.3007 13955.5066 4.9229789 11.7169211 28856.6259 28936.8252
mod Atlantic (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate 7427.3146 7458.4496 3.9720939 8.2102845 14539.7405 14601.6127
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate 14246.2960 14280.7582 5.2914084 12.2205218 29273.8007 29342.5430
obs Atlantic (27.95,28.05] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 14031.8865 14072.0925 5.0489568 11.8923815 29005.6938 29085.8931
obs Atlantic (27.95,28.05] cstar_tref ~ sal + oxygen + silicate + phosphate 14065.7306 14100.1928 5.0883326 11.9322456 29037.8573 29106.5995
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 7360.1110 7391.2460 3.8726288 7.9844755 14397.4818 14459.3540
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 7206.4359 7242.7601 3.6516833 7.7623089 14245.0701 14317.2543
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 13956.7169 13996.9228 4.9673675 11.7910543 28917.5958 28997.7951
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 14008.6593 14048.8653 5.0236039 11.8988887 29003.2566 29083.4559
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 14456.5761 14496.7821 5.5357405 12.6222394 29586.6097 29666.8090
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate 7380.5731 7411.7081 3.9026472 8.0154811 14418.5392 14480.4114
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 7216.5948 7252.9190 3.6657090 7.7761438 14255.1138 14327.2981
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 13948.6604 13988.8663 4.9587015 11.7737169 28903.8477 28984.0469
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate 14014.9248 14049.3871 5.0326112 11.9081268 29007.6724 29076.4146
mod Atlantic (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate 7391.3555 7422.4905 3.9185587 8.2305509 14546.5951 14608.4673
mod Atlantic (27.95,28.05] cstar_tref ~ temp + oxygen + silicate + phosphate 7411.1867 7442.3217 3.9479932 8.2685761 14571.3623 14633.2345
mod Atlantic (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate 3079.3947 3103.5383 1.2737806 2.7679152 6300.7315 6348.7860
mod Atlantic (28.05,28.1] cstar_tref ~ aou + oxygen + silicate + phosphate 3072.5669 3101.5392 1.2677104 2.7338640 6262.5557 6320.2211
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + nitrate + phosphate 12282.8263 12316.4046 5.2731880 11.6735684 25022.6264 25089.6367
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 12180.7555 12219.9302 5.1371569 11.4558043 24872.6116 24950.7903
mod Atlantic (28.05,28.1] cstar_tref ~ sal + aou + oxygen + phosphate 3077.4565 3106.4288 1.2710690 2.7482761 6280.6944 6338.3598
mod Atlantic (28.05,28.1] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3064.5128 3098.3138 1.2608321 2.7151488 6242.2022 6309.4785
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate 12265.9220 12299.5003 5.2508498 11.6115659 24981.5649 25048.5752
obs Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 12160.8854 12200.0602 5.1115866 11.4193380 24846.0348 24924.2134
obs Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + silicate + phosphate 12236.2044 12269.7827 5.2118087 11.5538348 24940.4121 25007.4224
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate 12282.4111 12321.5859 5.2699907 11.6652799 25021.1188 25099.2975
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 3145.2886 3174.2609 1.3185913 2.8106554 6366.1793 6423.8447
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 3121.6394 3155.4404 1.3004164 2.7755291 6324.3744 6391.6507
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 12267.8744 12307.0491 5.2507871 11.6091247 24984.0639 25062.2426
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 12216.2126 12255.3873 5.1831043 11.4996558 24906.7796 24984.9583
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate 3171.9613 3200.9335 1.3377608 2.8381105 6402.6205 6460.2859
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate 12277.7272 12311.3056 5.2664399 11.5991375 24976.2148 25043.2251
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3145.2684 3179.0694 1.3171506 2.8031545 6360.9797 6428.2560
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 12212.7130 12251.8877 5.1785511 11.4643243 24884.2986 24962.4773
mod Atlantic (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate 3141.3501 3170.3224 1.3157841 2.8077509 6362.1258 6419.7912
mod Atlantic (28.05,28.1] cstar_tref ~ temp + oxygen + silicate + phosphate 3166.8387 3195.8110 1.3340578 2.8380268 6401.7481 6459.4135
mod Atlantic (28.1,28.15] cstar_tref ~ aou + oxygen + phosphate 3385.5512 3411.0801 0.9662033 2.2833662 7794.2619 7845.6338
mod Atlantic (28.1,28.15] cstar_tref ~ aou + oxygen + silicate + phosphate 3384.3508 3414.9856 0.9649358 2.2225769 7675.0168 7736.6630
mod Atlantic (28.1,28.15] cstar_tref ~ sal + aou + oxygen + phosphate 3376.7115 3407.3462 0.9619169 2.2790659 7787.3948 7849.0410
mod Atlantic (28.1,28.15] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3374.5201 3410.2606 0.9602646 2.2140923 7659.3024 7731.2230
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + phosphate 10788.6661 10827.0842 4.9322604 13.7285974 23170.7150 23247.2876
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate 3440.3417 3470.9764 0.9873528 2.3098477 7861.5401 7923.1863
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate 3441.6417 3477.3822 0.9870694 2.2518397 7748.9820 7820.9026
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate 10770.3881 10808.8061 4.9071003 13.7416616 23167.3616 23243.9343
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 10713.2411 10751.6592 4.8292616 13.5842355 23079.0665 23155.6391
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate 10728.0906 10761.0203 4.8520826 13.6373628 23103.8101 23169.4439
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3469.0032 3504.7437 0.9982096 2.2667947 7784.1616 7856.0822
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 10693.1628 10731.5808 4.8022074 13.5825901 23068.9631 23145.5358
obs Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 10744.9667 10783.3848 4.8723206 13.6579957 23122.8410 23199.4137
mod Atlantic (28.1,28.15] cstar_tref ~ temp + aou + phosphate 3463.4066 3488.9356 0.9975561 2.3203106 7883.1145 7934.4864
mod Atlantic (28.1,28.15] cstar_tref ~ temp + aou + silicate + phosphate 3465.2512 3495.8859 0.9974925 2.2690407 7784.4663 7846.1125
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + nitrate + phosphate 10739.6344 10772.5641 4.8677799 13.6235120 23103.7578 23169.3915
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 10675.1017 10713.5198 4.7780008 13.5200967 23035.8603 23112.4330
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate 10751.2962 10778.7377 4.8864229 13.6720017 23125.1328 23179.8276
mod Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + silicate + phosphate 3495.4340 3526.0687 1.0099184 2.2858472 7823.5772 7885.2234
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + silicate + phosphate 10702.4388 10735.3686 4.8173823 13.5977844 23076.2467 23141.8804
mod Atlantic (28.15,28.2] cstar_tref ~ aou + oxygen + nitrate + phosphate 4883.3464 4916.9937 0.8109349 1.6165680 9887.0151 9954.4887
mod Atlantic (28.15,28.2] cstar_tref ~ aou + oxygen + nitrate + silicate 4860.3762 4894.0235 0.8063236 1.6237346 9924.2764 9991.7500
mod Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + nitrate 5017.1521 5050.7994 0.8383257 1.6722274 10163.9423 10231.4158
mod Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 4860.1189 4899.3740 0.8058718 1.6185199 9901.7666 9980.4857
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + phosphate 4934.6037 4967.5859 4.8265378 11.7121576 10888.6186 10955.1157
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 4968.7001 5007.9553 0.8278908 1.6577517 10097.3313 10176.0504
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate 4933.1585 4961.4289 4.8281669 11.7151264 10885.5185 10942.5160
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 4855.4220 4888.4042 4.5995816 11.4402370 10797.8144 10864.3115
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 4937.5195 4970.5016 4.8351057 11.6392728 10870.4239 10936.9210
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 5022.0830 5061.3381 0.8389359 1.6827075 10219.7031 10298.4222
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate 4935.6112 4963.8817 4.8353756 11.6439495 10867.6643 10924.6618
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4844.7092 4877.6913 4.5697067 11.3210560 10763.7891 10830.2862
mod Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + phosphate 4997.9796 5031.6268 0.8343449 1.6612735 10109.9214 10177.3950
mod Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate 4966.7096 5000.3569 0.8278928 1.6659117 10133.9387 10201.4122
obs Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4850.5867 4883.5689 4.5860734 11.6266966 10844.0936 10910.5907
obs Atlantic (28.15,28.2] cstar_tref ~ temp + aou + silicate + phosphate 4857.8358 4886.1063 4.6119472 11.6552259 10850.0117 10907.0092
mod Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + nitrate + phosphate 5052.0042 5085.6514 0.8456107 1.6868530 10235.1653 10302.6389
mod Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + nitrate + silicate 5020.1250 5053.7723 0.8389446 1.6916624 10259.5143 10326.9878
obs Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 4842.8982 4875.8804 4.5646757 11.5202659 10814.8492 10881.3463
obs Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + silicate + phosphate 4849.2114 4877.4819 4.5878165 11.5478796 10820.3029 10877.3004
mod Atlantic (28.2, Inf] cstar_tref ~ aou + oxygen + nitrate + silicate 3924.9885 3959.1957 0.5862275 1.3544017 8003.2918 8070.3374
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate 3804.9148 3833.4208 0.5707815 1.1746972 7034.3698 7090.2412
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate 3891.7891 3919.1213 3.8210039 7.7544141 8125.4953 8180.6037
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate 3748.8278 3783.0350 0.5633328 1.1668062 6977.7041 7044.7497
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3881.7008 3913.5882 3.7882929 7.6642684 8095.1369 8159.4300
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + nitrate 3555.7486 3589.9558 0.5392651 1.1338165 6732.1951 6799.2407
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 3884.3010 3916.1885 3.7953053 7.7193128 8116.3837 8180.6767
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 3430.9806 3470.8890 0.5240251 1.1171189 6600.7864 6679.0063
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate 3883.2036 3910.5357 3.7977425 7.7289101 8116.0463 8171.1547
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3875.6275 3907.5150 3.7719646 7.6339599 8083.5930 8147.8860
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + silicate + phosphate 3881.9360 3909.2682 3.7943204 7.6703130 8093.3789 8148.4872
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate 3568.8875 3603.0947 0.5408697 1.1361315 6749.5371 6816.5827
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3887.8548 3919.7423 3.8049106 7.7172549 8115.4308 8179.7239
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 3450.6023 3490.5108 0.5263555 1.1201888 6624.7944 6703.0142
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate 3886.4033 3913.7354 3.8063950 7.7264320 8114.9532 8170.0615
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 3876.9138 3908.8013 3.7754169 7.6186281 8077.4974 8141.7905
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + nitrate 3599.8961 3634.1033 0.5446758 1.1443009 6806.2535 6873.2992
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3489.0755 3528.9839 0.5309550 1.1282938 6683.9854 6762.2053
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3895.5617 3927.4492 3.8258241 7.6096733 8072.5777 8136.8707
mod Atlantic (28.2, Inf] cstar_tref ~ temp + aou + nitrate + silicate 3978.5776 4012.7848 0.5933750 1.3667807 8080.7716 8147.8172
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1566.5213 1592.6547 2.9839021 5.7530333 3501.2494 3555.2172
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1888.4350 1914.8569 4.4445330 10.0008578 4522.3548 4577.0251
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 1576.6674 1599.0674 3.0431272 5.8481118 3519.5326 3565.7907
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 1890.1711 1912.8184 4.4703922 10.1275692 4537.1290 4583.9892
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 1367.1978 1393.3312 2.1612827 4.6925977 3231.1676 3285.1355
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 1865.3401 1891.7620 4.2879692 9.6398703 4467.9225 4522.5927
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 1562.1703 1588.3037 2.9629676 5.6778452 3481.3063 3535.2742
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 1889.4739 1915.8957 4.4517087 9.9852948 4519.9655 4574.6357
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate 1571.0590 1593.4591 3.0156360 5.7651350 3498.1806 3544.4387
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate 1891.8580 1914.5053 4.4821177 10.1132579 4534.9594 4581.8196
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1369.5315 1395.6649 2.1694596 4.6518884 3218.1341 3272.1020
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1868.5363 1894.9582 4.3093032 9.6461149 4468.7583 4523.4285
mod Indian (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1641.0679 1667.2013 3.3664456 6.4535248 3661.4451 3715.4130
obs Indian (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1902.6289 1929.0507 4.5435788 9.8657114 4500.5482 4555.2184
mod Indian (-Inf,26] cstar_tref ~ temp + aou + silicate + phosphate 1655.1359 1677.5360 3.4551210 6.5438297 3673.9290 3720.1871
obs Indian (-Inf,26] cstar_tref ~ temp + aou + silicate + phosphate 1902.1214 1924.7687 4.5541212 9.9418227 4508.2774 4555.1376
mod Indian (-Inf,26] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 1616.8991 1643.0325 3.2373316 6.2070167 3606.7260 3660.6938
obs Indian (-Inf,26] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 1899.9797 1926.4015 4.5249263 9.8082867 4491.7864 4546.4566
mod Indian (-Inf,26] cstar_tref ~ temp + oxygen + silicate + phosphate 1627.8197 1650.2197 3.3057270 6.2766263 3615.9686 3662.2268
obs Indian (-Inf,26] cstar_tref ~ temp + oxygen + silicate + phosphate 1899.6741 1922.3214 4.5368479 9.8917609 4500.7268 4547.5870
mod Indian (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1388.9998 1414.9262 2.3934306 5.3450010 3343.9899 3397.6434
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1754.8954 1781.4678 3.4102962 12.4106794 5638.2355 5694.7838
mod Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate 1454.6411 1476.8638 2.6790528 5.6712887 3418.2496 3464.2383
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate 1775.5402 1798.3166 3.5297032 12.7103518 5678.0992 5726.5691
mod Indian (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 993.4988 1019.4253 1.2380771 3.1598783 2615.5271 2669.1806
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 1776.8214 1803.3938 3.5258494 12.6758126 5677.7980 5734.3463
mod Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 1379.5164 1405.4429 2.3558985 5.2885210 3329.5089 3383.1624
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 1753.0300 1779.6024 3.4006417 12.3902288 5635.0858 5691.6341
mod Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate 1445.4373 1467.6600 2.6382705 5.6073990 3403.0299 3449.0186
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate 1775.4978 1798.2742 3.5294757 12.6986237 5676.7155 5725.1855
mod Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 993.5566 1019.4831 1.2381965 3.1570064 2614.3761 2668.0296
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1777.2180 1803.7904 3.5279752 12.6704804 5677.3221 5733.8704
obs Indian (26,26.5] cstar_tref ~ temp + aou + nitrate + phosphate 1817.6191 1840.3954 3.7628003 12.7924714 5702.4354 5750.9053
mod Indian (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1002.8390 1028.7655 1.2575011 3.2107833 2637.4759 2691.1295
obs Indian (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1742.7868 1769.3592 3.3481135 12.2878863 5618.8969 5675.4452
mod Indian (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate 1016.6440 1038.8667 1.2910659 3.3275988 2681.6694 2727.6581
obs Indian (26,26.5] cstar_tref ~ temp + oxygen + nitrate + phosphate 1805.3784 1828.1547 3.6934483 12.7041140 5687.9402 5736.4101
mod Indian (26,26.5] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 990.1439 1016.0703 1.2311737 3.1724937 2620.0139 2673.6674
obs Indian (26,26.5] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 1743.6665 1770.2389 3.3525927 12.2895949 5619.4450 5675.9932
mod Indian (26,26.5] cstar_tref ~ temp + oxygen + silicate + phosphate 1006.0236 1028.2463 1.2684143 3.2848226 2663.3426 2709.3313
mod Indian (26.5,26.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1053.9217 1078.9001 1.7605827 3.8668657 2764.3905 2817.1678
mod Indian (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate 1052.4355 1073.8456 1.7623101 3.8840855 2766.6499 2811.8875
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1022.6352 1047.6136 1.6585403 3.8945092 2779.9480 2832.7252
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 2217.3077 2245.2305 3.8270671 7.9502935 6167.0852 6226.8052
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate 2230.3767 2254.3104 3.9000217 8.0245032 6178.5765 6229.7651
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 777.9717 802.9501 1.0397941 2.5878728 2247.0390 2299.8162
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 2217.4636 2245.3864 3.8278147 7.9506612 6167.1131 6226.8332
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 1018.2480 1043.2264 1.6447120 3.8654193 2770.1912 2822.9685
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 2217.2079 2245.1306 3.8265881 7.9401351 6163.7231 6223.4431
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate 2230.5422 2254.4760 3.9008309 8.0147627 6175.1873 6226.3759
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 779.5254 804.5038 1.0428817 2.5830343 2244.5683 2297.3455
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2216.4217 2244.3444 3.8228200 7.9343050 6162.2409 6221.9610
obs Indian (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate 2260.3416 2284.2754 4.0492518 8.2646765 6238.8138 6290.0024
mod Indian (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 710.7299 735.7084 0.9145700 2.4536096 2175.2061 2227.9833
obs Indian (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2190.2568 2218.1796 3.6995100 7.9038592 6167.0774 6226.7975
mod Indian (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate 779.7385 801.1486 1.0472956 2.6467606 2272.4069 2317.6446
obs Indian (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + phosphate 2254.8538 2278.7876 4.0215011 8.2136854 6225.6525 6276.8411
mod Indian (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 708.8583 733.8367 0.9113092 2.4383817 2167.2145 2219.9917
obs Indian (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 2182.3694 2210.2921 3.6631240 7.8430609 6151.1071 6210.8272
mod Indian (26.5,26.75] cstar_tref ~ temp + oxygen + silicate + phosphate 778.9589 800.3689 1.0457386 2.6304441 2264.3592 2309.5968
mod Indian (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1268.4399 1295.4654 1.4448606 3.0110311 3351.7097 3408.9553
mod Indian (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate 1277.5010 1300.6658 1.4678071 3.0479380 3368.6035 3417.6712
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1292.4698 1319.4953 1.4951754 3.1176322 3414.8609 3472.1066
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3475.3488 3505.9740 4.6154044 9.0383385 9289.2095 9354.1750
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 1185.2530 1212.2785 1.2834003 2.5839553 3062.6095 3119.8551
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 3471.2139 3501.8391 4.5991772 8.9966133 9273.5345 9338.5000
mod Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 1290.7361 1317.7616 1.4914873 3.1091102 3409.8211 3467.0668
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 3475.2577 3505.8829 4.6150462 9.0314727 9286.1795 9351.1449
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate 3473.4534 3499.7035 4.6158153 9.0340655 9283.1992 9338.8838
mod Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1186.4832 1213.5087 1.2856514 2.5823107 3060.5158 3117.7614
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3470.8485 3501.4737 4.5977460 8.9858139 9268.9123 9333.8777
mod Indian (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1097.8091 1124.8346 1.1330907 2.4853540 3018.3648 3075.6105
obs Indian (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3470.9363 3501.5614 4.5980896 8.9957914 9273.3774 9338.3429
mod Indian (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate 1184.7134 1207.8782 1.2860731 2.7274487 3173.9798 3223.0475
obs Indian (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate 3469.2496 3495.4997 4.5993169 9.0006452 9271.3360 9327.0207
obs Indian (26.75,27] cstar_tref ~ temp + oxygen + nitrate + phosphate 3473.4999 3499.7500 4.6159982 9.0378600 9284.8766 9340.5613
mod Indian (26.75,27] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 1100.6901 1127.7156 1.1377506 2.4823092 3014.9150 3072.1606
obs Indian (26.75,27] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 3470.5926 3501.2177 4.5967436 8.9863360 9269.3496 9334.3151
mod Indian (26.75,27] cstar_tref ~ temp + oxygen + silicate + phosphate 1185.1328 1208.2975 1.2868416 2.7193305 3167.5468 3216.6145
obs Indian (26.75,27] cstar_tref ~ temp + oxygen + silicate + phosphate 3469.0067 3495.2568 4.5983654 8.9909340 9267.1167 9322.8013
mod Indian (27,27.25] cstar_tref ~ aou + nitrate + silicate + phosphate 1953.9569 1978.2553 2.3895498 4.6155104 5520.9985 5573.4121
obs Indian (27,27.25] cstar_tref ~ aou + nitrate + silicate + phosphate 2650.6267 2675.5813 3.9365608 8.5942391 7294.0022 7346.9356
mod Indian (27,27.25] cstar_tref ~ sal + aou + nitrate + phosphate 1943.0185 1967.3169 2.3589249 4.6204006 5535.4182 5587.8318
obs Indian (27,27.25] cstar_tref ~ sal + aou + nitrate + phosphate 2635.3110 2660.2656 3.8733413 8.6088116 7304.6257 7357.5591
mod Indian (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1941.5405 1969.8886 2.3492696 4.5751731 5510.5409 5571.6901
obs Indian (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2616.9925 2646.1062 3.7910353 8.4401485 7259.4856 7321.2412
obs Indian (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 2616.6918 2641.6464 3.7978515 8.5774858 7300.5437 7353.4770
obs Indian (27,27.25] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 2616.4729 2645.5866 3.7889536 8.4594258 7266.1441 7327.8997
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate 2608.2566 2637.3702 3.7561878 8.4915153 7279.5240 7341.2796
mod Indian (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 2004.7524 2033.1006 2.5310820 4.5475253 5415.4310 5476.5801
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 2605.4665 2634.5802 3.7451259 8.5226231 7290.6180 7352.3736
mod Indian (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1946.7378 1975.0859 2.3637123 4.5561801 5491.4918 5552.6410
obs Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 2615.2679 2644.3815 3.7841303 8.5579014 7299.1975 7360.9531
mod Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2005.3611 2033.7092 2.5328994 4.5466949 5413.9346 5475.0838
obs Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2614.0967 2643.2104 3.7794485 8.5949242 7311.6478 7373.4034
mod Indian (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate 1947.4976 1971.7961 2.3714176 4.5204973 5458.2307 5510.6443
mod Indian (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1915.4383 1943.7865 2.2780588 4.2598825 5298.3739 5359.5230
obs Indian (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2652.4628 2681.5765 3.9358789 8.5924749 7297.4744 7359.2300
mod Indian (27,27.25] cstar_tref ~ temp + oxygen + nitrate + phosphate 1943.7914 1968.0898 2.3610758 4.5070912 5452.2387 5504.6522
mod Indian (27,27.25] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 1910.8215 1939.1697 2.2656899 4.2388422 5286.7322 5347.8814
obs Indian (27.25,27.5] cstar_tref ~ aou + nitrate + silicate + phosphate 3189.2727 3215.3570 3.9089222 8.1262677 8768.9380 8824.3108
obs Indian (27.25,27.5] cstar_tref ~ oxygen + nitrate + silicate + phosphate 3183.9820 3210.0664 3.8908550 8.1705753 8792.2475 8847.6203
obs Indian (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3191.2070 3221.6387 3.9086974 8.0933543 8757.7146 8822.3162
obs Indian (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate 3193.6885 3219.7728 3.9240663 8.2025193 8801.3770 8856.7498
obs Indian (27.25,27.5] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 3185.3727 3215.8045 3.8887796 8.1083601 8768.0702 8832.6718
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate 2003.4596 2028.5892 1.8695190 3.6594631 5425.3731 5478.9882
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 2002.9475 2032.2653 1.8647034 3.6539796 5426.2250 5488.7759
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 3186.9751 3217.4068 3.8942399 8.1027910 8764.5741 8829.1757
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + nitrate + phosphate 2013.4243 2038.5539 1.8887437 3.6797789 5436.3762 5489.9913
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate 2007.8493 2032.9789 1.8779638 3.6705680 5432.2934 5485.9085
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2007.9174 2037.2352 1.8742424 3.6647087 5432.3279 5494.8788
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 3168.3424 3198.7741 3.8312176 8.0708765 8760.2872 8824.8888
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate 2003.3840 2028.5136 1.8693739 3.6600208 5425.9664 5479.5815
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2002.9748 2032.2927 1.8647557 3.6545551 5426.7505 5489.3015
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3191.0544 3221.4861 3.9081751 8.1559538 8786.7264 8851.3280
mod Indian (27.25,27.5] cstar_tref ~ temp + aou + nitrate + phosphate 2011.4191 2036.5487 1.8848593 3.6824148 5440.5631 5494.1783
obs Indian (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3170.6663 3201.0980 3.8390218 8.0461997 8747.6296 8812.2312
mod Indian (27.25,27.5] cstar_tref ~ temp + nitrate + silicate + phosphate 2012.7951 2037.9247 1.8875239 3.6848328 5441.7053 5495.3204
mod Indian (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate + phosphate 2011.9444 2037.0740 1.8858761 3.6824795 5440.1856 5493.8007
obs Indian (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 3169.7745 3200.2063 3.8360251 8.0940906 8770.1583 8834.7599
mod Indian (27.5,27.75] cstar_tref ~ aou + nitrate + silicate + phosphate 2520.4679 2547.0848 1.8058868 3.4047291 6456.1857 6512.4787
obs Indian (27.5,27.75] cstar_tref ~ aou + nitrate + silicate + phosphate 3687.9444 3714.9881 3.7595662 7.7927481 9338.1867 9394.6889
mod Indian (27.5,27.75] cstar_tref ~ oxygen + nitrate + phosphate 2539.9342 2562.1149 1.8372177 3.4479612 6489.0625 6535.9733
mod Indian (27.5,27.75] cstar_tref ~ oxygen + nitrate + silicate + phosphate 2501.2255 2527.8424 1.7782562 3.3592323 6413.5920 6469.8850
obs Indian (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3677.1959 3708.7469 3.7239680 7.6900988 9295.8419 9361.7612
mod Indian (27.5,27.75] cstar_tref ~ sal + nitrate + silicate + phosphate 2532.9904 2559.6073 1.8240984 3.3858049 6419.8737 6476.1667
obs Indian (27.5,27.75] cstar_tref ~ sal + nitrate + silicate + phosphate 3676.9524 3703.9960 3.7288525 7.7570241 9324.7036 9381.2058
mod Indian (27.5,27.75] cstar_tref ~ sal + oxygen + nitrate + phosphate 2508.6182 2535.2351 1.7888211 3.3956992 6454.7538 6511.0468
mod Indian (27.5,27.75] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 2489.7822 2520.8353 1.7592038 3.3204840 6378.0982 6443.7734
obs Indian (27.5,27.75] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 3678.6198 3710.1707 3.7279272 7.7388749 9319.7839 9385.7031
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 3691.5822 3723.1332 3.7641641 7.7345988 9312.4017 9378.3209
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + nitrate + phosphate 2427.6423 2454.2592 1.6764397 3.2431807 6321.2138 6377.5068
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2421.0890 2452.1420 1.6649892 3.2015979 6276.3060 6341.9812
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 3678.9522 3710.5032 3.7288522 7.7454805 9322.9525 9388.8717
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3696.6534 3728.2043 3.7784364 7.7681576 9327.1838 9393.1030
obs Indian (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3687.4234 3718.9744 3.7524998 7.6952838 9294.2379 9360.1572
obs Indian (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate 3693.1879 3720.2316 3.7743064 7.7955530 9337.4910 9393.9932
mod Indian (27.5,27.75] cstar_tref ~ temp + nitrate + phosphate 2489.0618 2511.2426 1.7638328 3.3305965 6380.6633 6427.5741
mod Indian (27.5,27.75] cstar_tref ~ temp + nitrate + silicate + phosphate 2459.1748 2485.7917 1.7193369 3.2594987 6317.1912 6373.4842
obs Indian (27.5,27.75] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 3693.1241 3724.6750 3.7684978 7.7456331 9317.3227 9383.2419
mod Indian (27.75,27.85] cstar_tref ~ aou + nitrate + silicate 1857.5019 1878.0259 1.9021894 3.7416196 4739.7084 4783.0445
obs Indian (27.75,27.85] cstar_tref ~ aou + nitrate + silicate + phosphate 2660.7810 2685.9841 3.5517908 7.7156181 6980.6760 7033.6553
mod Indian (27.75,27.85] cstar_tref ~ aou + silicate + phosphate 1550.8856 1571.4096 1.3509390 2.8487322 4142.1564 4185.4926
mod Indian (27.75,27.85] cstar_tref ~ nitrate + phosphate 1881.4150 1897.8341 1.9580056 3.2061143 4212.4591 4247.1281
mod Indian (27.75,27.85] cstar_tref ~ nitrate + silicate + phosphate 1862.9483 1883.4723 1.9137873 3.0593391 4074.5805 4117.9167
mod Indian (27.75,27.85] cstar_tref ~ oxygen + nitrate + silicate 1845.3124 1865.8364 1.8764866 3.7403056 4746.1701 4789.5063
mod Indian (27.75,27.85] cstar_tref ~ oxygen + silicate + phosphate 1580.4198 1600.9437 1.3962109 2.9523617 4225.8136 4269.1498
obs Indian (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2662.7516 2692.1552 3.5516851 7.7130871 6983.7646 7045.5737
mod Indian (27.75,27.85] cstar_tref ~ sal + silicate + phosphate 1675.9057 1696.4297 1.5532217 3.2958129 4481.5312 4524.8674
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + phosphate 2663.5166 2692.9201 3.5544415 7.7113853 6982.9066 7044.7157
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 2623.1309 2652.5345 3.4117960 7.5523412 6936.5366 6998.3457
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate 1846.2857 1870.9145 1.8743376 3.8191390 4809.3690 4861.3724
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2650.3536 2679.7572 3.5073055 7.7085772 6985.8029 7047.6120
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2621.0321 2650.4357 3.4045414 7.5350040 6930.7466 6992.5557
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate 1669.1111 1693.7399 1.5380507 3.2437530 4446.4394 4498.4429
obs Indian (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2606.4657 2635.8692 3.3546149 7.3843947 6878.8181 6940.6273
obs Indian (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate 2621.7657 2646.9687 3.4139932 7.5545434 6933.1732 6986.1525
obs Indian (27.75,27.85] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 2609.4686 2638.8721 3.3648472 7.3987565 6883.3718 6945.1809
obs Indian (27.75,27.85] cstar_tref ~ temp + oxygen + silicate + phosphate 2619.0366 2644.2396 3.4045569 7.5351603 6926.8027 6979.7819
mod Indian (27.75,27.85] cstar_tref ~ temp + silicate + phosphate 1670.9866 1691.5106 1.5447177 3.2517770 4447.4410 4490.7772
mod Indian (27.85,27.95] cstar_tref ~ aou + silicate + phosphate 2039.9456 2061.0386 1.8274466 3.8172678 5282.0581 5326.3635
mod Indian (27.85,27.95] cstar_tref ~ oxygen + silicate + phosphate 2053.3033 2074.3963 1.8519222 3.8812089 5325.5428 5369.8483
mod Indian (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate 1934.6169 1959.9285 1.6421700 3.1401114 4743.1454 4796.3119
mod Indian (27.85,27.95] cstar_tref ~ sal + oxygen + nitrate + silicate 2184.0907 2209.4023 2.1053851 3.9436196 5306.6502 5359.8167
mod Indian (27.85,27.95] cstar_tref ~ sal + oxygen + silicate + phosphate 1849.5832 1874.8948 1.5088136 2.8114540 4443.8142 4496.9807
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3619.2796 3651.2562 3.0430459 6.6753073 9159.2193 9225.6888
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 3629.1006 3656.5091 3.0684121 6.7689850 9205.0500 9262.0238
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 1850.4591 1879.9893 1.5071253 2.8215929 4460.5551 4522.5827
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 3616.7938 3648.7703 3.0377383 6.6229701 9130.1476 9196.6170
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 3634.4094 3666.3860 3.0755502 6.7215144 9182.0306 9248.5000
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2183.3268 2212.8570 2.0995972 3.9236735 5296.0256 5358.0532
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate 3641.6804 3669.0888 3.0956389 6.8007495 9220.1297 9277.1036
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1850.7929 1880.3231 1.5076264 2.8095770 4446.2114 4508.2390
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3620.3694 3652.3459 3.0453756 6.6220453 9128.8455 9195.3150
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3611.0156 3642.9921 3.0254371 6.5683270 9100.1334 9166.6029
mod Indian (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate 2041.6606 2066.9722 1.8269277 3.8067170 5278.0195 5331.1860
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate 3615.0082 3642.4167 3.0381959 6.6236966 9126.5150 9183.4888
obs Indian (27.85,27.95] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 3619.5610 3651.5375 3.0436472 6.5889636 9110.0755 9176.5449
mod Indian (27.85,27.95] cstar_tref ~ temp + oxygen + silicate + phosphate 2043.3836 2068.6952 1.8300658 3.8085417 5278.7246 5331.8911
obs Indian (27.85,27.95] cstar_tref ~ temp + oxygen + silicate + phosphate 3620.0376 3647.4460 3.0489452 6.6256150 9126.5137 9183.4875
mod Indian (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate 2172.2315 2197.6731 1.9868495 3.7414377 5405.6183 5459.2644
mod Indian (27.95,28.05] cstar_tref ~ sal + oxygen + nitrate + silicate 2252.5031 2277.9448 2.1485382 3.8620165 5447.3394 5500.9855
mod Indian (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate 2240.1655 2261.3669 2.1269990 3.8930609 5482.1506 5526.8556
mod Indian (27.95,28.05] cstar_tref ~ sal + oxygen + silicate + phosphate 2096.2154 2121.6570 1.8449653 3.3594049 5090.2734 5143.9194
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate 4705.8440 4739.9923 2.7102667 6.0268462 11583.9057 11654.3038
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 2255.3342 2285.0161 2.1502792 3.8699381 5458.0250 5520.6121
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 2245.9489 2271.3906 2.1348568 3.9112105 5499.3820 5553.0281
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 4743.9983 4773.2683 2.7668897 6.1028151 11635.3100 11695.6512
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 2094.9009 2124.5828 1.8390148 3.3225313 5057.4142 5120.0012
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 4742.4633 4776.6116 2.7618578 6.0713460 11614.9129 11685.3110
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2249.5511 2279.2331 2.1381933 3.8417913 5436.9845 5499.5715
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate 2241.3191 2266.7607 2.1252449 3.8885970 5482.8073 5536.4533
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2091.1032 2120.7852 1.8322204 3.3059374 5042.8402 5105.4272
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4776.9110 4811.0593 2.8112853 6.1561036 11677.2030 11747.6011
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + nitrate + phosphate 4725.0278 4754.2977 2.7399928 6.0818777 11621.0194 11681.3606
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4727.0275 4761.1758 2.7399923 6.0384207 11590.7000 11661.0981
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate 4742.1401 4766.5317 2.7670916 6.1160163 11641.6491 11691.9335
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate 4742.1836 4771.4536 2.7643054 6.0740693 11612.8516 11673.1928
obs Indian (27.95,28.05] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 4762.5849 4796.7332 2.7906229 6.1259885 11655.4565 11725.8546
obs Indian (27.95,28.05] cstar_tref ~ temp + oxygen + silicate + phosphate 4776.5263 4805.7963 2.8136247 6.1590514 11675.2952 11735.6365
obs Indian (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3912.2934 3944.9531 2.8980870 5.8422027 8828.8350 8895.7148
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate 1268.4355 1291.2843 1.5961608 3.3119506 3533.0694 3582.0444
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3855.1423 3887.8020 2.7944880 5.7872416 8803.8321 8870.7119
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 1269.2726 1295.9296 1.5933761 3.3014994 3530.7565 3587.8941
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 3880.7084 3908.7025 2.8439869 5.8401181 8829.6112 8886.9367
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate 1267.4195 1290.2683 1.5937276 3.3028716 3527.5904 3576.5654
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 1245.5519 1272.2089 1.5376242 3.1907896 3469.4268 3526.5644
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 3879.0243 3911.6840 2.8373212 5.7405140 8768.1030 8834.9828
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate 1277.8000 1300.6488 1.6187626 3.3278198 3537.9125 3586.8875
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate 1267.4625 1290.3114 1.5938306 3.3099196 3532.2969 3581.2719
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1268.4283 1295.0853 1.5913574 3.2990521 3529.6235 3586.7611
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate 1257.6518 1280.5007 1.5705243 3.3273866 3549.4900 3598.4650
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate 1266.5187 1289.3675 1.5915735 3.2999779 3526.1918 3575.1669
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1244.2829 1270.9399 1.5346971 3.1857637 3466.6969 3523.8345
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3907.8057 3940.4654 2.8898149 5.8447251 8831.5277 8898.4075
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + nitrate + phosphate 3890.8182 3918.8123 2.8623596 5.8617228 8841.8364 8899.1619
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3885.1364 3917.7962 2.8483886 5.7768979 8791.2501 8858.1299
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + phosphate 3899.4763 3922.8047 2.8818570 5.8873918 8852.5274 8900.2987
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate 3899.0354 3927.0295 2.8773801 5.8059206 8803.1700 8860.4955
obs Indian (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 3916.6559 3949.3157 2.9061511 5.8901312 8859.5855 8926.4653
obs Indian (28.1,28.2] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 4784.2878 4818.5576 2.7051970 5.5605522 11417.8254 11488.5033
obs Indian (28.1,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4787.5052 4821.7750 2.7096052 5.4762001 11336.3479 11407.0259
obs Indian (28.1,28.2] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 4744.9854 4779.2552 2.6519225 5.4293090 11304.2693 11374.9473
obs Indian (28.1,28.2] cstar_tref ~ sal + aou + oxygen + phosphate 4745.4565 4774.8305 2.6552409 5.4330997 11303.1965 11363.7776
obs Indian (28.1,28.2] cstar_tref ~ sal + aou + silicate + phosphate 4785.6557 4815.0298 2.7098116 5.4765120 11332.6006 11393.1817
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate 2017.0570 2044.3891 1.0071588 2.3348856 5532.6103 5589.5605
obs Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate + phosphate 4792.3662 4826.6360 2.7162792 5.5421422 11398.0580 11468.7360
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 2009.9694 2041.8569 1.0006701 2.3250407 5522.3140 5588.7559
obs Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + oxygen + phosphate 4746.1254 4780.3951 2.6534528 5.4288574 11303.4948 11374.1727
obs Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + phosphate 4792.3848 4821.7589 2.7190555 5.5516867 11402.4926 11463.0737
obs Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 4756.9276 4791.1974 2.6679983 5.4313667 11302.6407 11373.3187
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + nitrate 2016.2307 2039.0074 1.0079999 2.3405897 5537.3080 5584.7665
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + nitrate + phosphate 1788.6286 1815.9607 0.8561296 2.0757360 5129.3752 5186.3254
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + nitrate + silicate 2012.3788 2039.7109 1.0038132 2.3285913 5523.3564 5580.3066
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + oxygen + nitrate 2017.2974 2044.6296 1.0073311 2.3347629 5532.3935 5589.3437
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2010.5339 2042.4214 1.0010719 2.3253248 5522.6954 5589.1373
obs Indian (28.1,28.2] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4788.3956 4822.6654 2.7108265 5.4874649 11346.9571 11417.6351
mod Indian (28.1,28.2] cstar_tref ~ temp + aou + nitrate + silicate 2047.6990 2075.0312 1.0293495 2.3566279 5562.5571 5619.5073
mod Indian (28.1,28.2] cstar_tref ~ temp + nitrate + phosphate 1868.4081 1891.1849 0.9074027 2.1425697 5233.2459 5280.7044
mod Indian (28.1,28.2] cstar_tref ~ temp + oxygen + nitrate + silicate 2047.0388 2074.3709 1.0288662 2.3562288 5562.0274 5618.9776
mod Indian (28.2,28.3] cstar_tref ~ sal + aou + nitrate + phosphate 1623.8719 1654.3115 0.4790540 1.1057442 4576.4257 4638.9220
mod Indian (28.2,28.3] cstar_tref ~ sal + aou + nitrate + silicate 1535.3212 1565.7608 0.4614122 1.0712346 4403.5657 4466.0620
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1413.0886 1448.6014 0.4377513 1.0369654 4229.1074 4302.0197
obs Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1922.3009 1951.2195 1.9257232 5.0357071 5112.9247 5172.8739
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + silicate 1429.7403 1465.2532 0.4408509 1.0346514 4217.7159 4290.6282
obs Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + oxygen + phosphate 1925.3692 1954.2878 1.9321564 5.0303394 5111.2636 5171.2128
obs Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + phosphate 1923.3767 1948.1640 1.9321721 5.0495116 5114.9392 5166.3242
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + silicate + phosphate 1819.1042 1854.6171 0.5199285 1.1164125 4621.0123 4693.9246
obs Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + silicate + phosphate 1925.0131 1953.9317 1.9314087 5.0237389 5108.5553 5168.5044
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + nitrate + phosphate 1568.0645 1598.5041 0.4678586 1.0960724 4528.1215 4590.6178
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 1413.2889 1448.8018 0.4377884 1.0370073 4229.3321 4302.2445
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1431.6817 1467.1946 0.4412137 1.0350660 4219.9264 4292.8388
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1820.2943 1855.8071 0.5201908 1.1168005 4622.8538 4695.7661
obs Indian (28.2,28.3] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1923.5367 1952.4552 1.9283116 5.0265964 5109.4719 5169.4211
obs Indian (28.2,28.3] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1929.0030 1957.9216 1.9398031 5.0374114 5114.6666 5174.6158
obs Indian (28.2,28.3] cstar_tref ~ temp + aou + oxygen + nitrate + phosphate 1928.2909 1957.2095 1.9383023 5.0344283 5113.3591 5173.3083
obs Indian (28.2,28.3] cstar_tref ~ temp + aou + silicate + phosphate 1930.1015 1954.8889 1.9463473 5.0474221 5115.1565 5166.5415
mod Indian (28.2,28.3] cstar_tref ~ temp + nitrate + silicate + phosphate 1585.2295 1615.6691 0.4712739 1.1007912 4551.6916 4614.1879
obs Indian (28.2,28.3] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 1924.4879 1953.4065 1.9303064 5.0375686 5114.0225 5173.9717
obs Indian (28.2,28.3] cstar_tref ~ temp + oxygen + silicate + phosphate 1925.8883 1950.6756 1.9374541 5.0485957 5114.9750 5166.3600
mod Indian (28.3,28.4] cstar_tref ~ aou + oxygen + nitrate + silicate 1543.6685 1573.5378 0.4940065 0.9147815 3107.0701 3168.4133
obs Indian (28.3,28.4] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 1326.7871 1352.3545 2.4210387 5.3794437 3063.2562 3115.7081
mod Indian (28.3,28.4] cstar_tref ~ oxygen + nitrate + silicate + phosphate 1536.6395 1566.5088 0.4923910 0.8966586 2987.8213 3049.1645
mod Indian (28.3,28.4] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1360.7604 1395.6079 0.4532231 0.8822210 2980.4298 3051.9969
obs Indian (28.3,28.4] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1318.6017 1344.1691 2.3865202 5.3380443 3053.4687 3105.9206
obs Indian (28.3,28.4] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 1322.7512 1348.3186 2.4039570 5.3560708 3057.7556 3110.2076
mod Indian (28.3,28.4] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 1446.3664 1481.2139 0.4716681 0.8890894 2989.3298 3060.8969
obs Indian (28.3,28.4] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1319.2873 1344.8547 2.3893926 5.3468801 3055.5430 3107.9949
obs Indian (28.3,28.4] cstar_tref ~ sal + aou + silicate + phosphate 1317.6076 1339.5225 2.3907354 5.3610495 3054.8406 3099.7994
mod Indian (28.3,28.4] cstar_tref ~ sal + oxygen + nitrate + silicate 1466.8076 1496.6768 0.4766263 0.8982005 3035.5298 3096.8730
mod Indian (28.3,28.4] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 1459.8206 1494.6681 0.4746344 0.8784623 2909.9511 2981.5182
obs Indian (28.3,28.4] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 1319.3732 1344.9406 2.3897525 5.3359997 3053.0090 3105.4610
obs Indian (28.3,28.4] cstar_tref ~ sal + oxygen + silicate + phosphate 1317.6574 1339.5723 2.3909446 5.3567916 3053.8550 3098.8138
mod Indian (28.3,28.4] cstar_tref ~ sal + temp + aou + nitrate + silicate 1445.4340 1480.2815 0.4714632 0.8871918 2977.0038 3048.5709
obs Indian (28.3,28.4] cstar_tref ~ sal + temp + aou + oxygen + phosphate 1323.6379 1349.2053 2.4076997 5.3654872 3059.9634 3112.4153
obs Indian (28.3,28.4] cstar_tref ~ sal + temp + aou + silicate + phosphate 1317.6308 1343.1982 2.3824587 5.3527318 3056.8544 3109.3063
mod Indian (28.3,28.4] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1447.5648 1482.4123 0.4719315 0.8889668 2987.9338 3059.5009
obs Indian (28.3,28.4] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1318.7769 1344.3443 2.3872539 5.3528244 3056.9104 3109.3623
mod Indian (28.3,28.4] cstar_tref ~ temp + aou + nitrate + silicate 1541.4740 1571.3433 0.4935015 0.9126836 3094.2404 3155.5836
mod Indian (28.3,28.4] cstar_tref ~ temp + oxygen + nitrate + silicate 1544.1451 1574.0144 0.4941162 0.9145573 3105.3204 3166.6636
obs Indian (28.4, Inf] cstar_tref ~ sal + aou + nitrate + phosphate -Inf -Inf 0.0000000 2.1320530 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate -Inf -Inf 0.0000000 2.1028693 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ sal + nitrate + silicate + phosphate -Inf -Inf 0.0000000 2.1030813 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ sal + oxygen + nitrate + phosphate -Inf -Inf 0.0000000 2.1334416 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate -Inf -Inf 0.0000000 2.1026264 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate -Inf -Inf 0.0000000 2.1257334 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate -Inf -Inf 0.0000000 2.0956050 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate -Inf -Inf 0.0000000 2.1225897 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ temp + aou + nitrate + silicate + phosphate -Inf -Inf 0.0000000 2.1166767 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate -Inf -Inf 0.0000000 2.1113160 -Inf -Inf
mod Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 9200.5062 9237.0386 7.0012035 14.8823126 22402.6858 22478.0396
obs Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 12141.9474 12180.2867 7.4846324 15.7511378 28519.2983 28597.8738
mod Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 9232.7652 9269.2976 7.0844238 14.9233597 22414.6308 22489.9846
obs Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 12042.9961 12081.3354 7.2779710 15.4558370 28370.3896 28448.9651
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 9232.1937 9268.7261 7.0829408 14.7777694 22343.8116 22419.1654
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 11947.9056 11986.2449 7.0847513 14.8504176 28035.6334 28114.2088
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 9083.0805 9119.6128 6.7064448 13.8590393 21918.0427 21993.3965
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + silicate 9344.9979 9381.5303 7.3817403 15.0891997 22462.8253 22538.1791
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 12328.9784 12361.8406 7.8958804 16.2081293 28729.9013 28797.2517
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 9143.2497 9179.7821 6.8558957 14.2117168 22084.2836 22159.6374
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 11973.1162 12011.4555 7.1354728 14.9901160 28113.6372 28192.2127
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 9285.9901 9322.5225 7.2238990 15.0166785 22445.4975 22520.8513
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 11937.7867 11976.1259 7.0644945 14.7433067 27973.3941 28051.9695
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 9082.5528 9119.0852 6.7051486 13.8242956 21899.7691 21975.1229
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate 12296.0617 12328.9239 7.8226773 16.0482142 28648.3896 28715.7400
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 9168.4790 9205.0114 6.9195483 14.2993380 22121.8294 22197.1832
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 11987.9606 12026.2998 7.1655079 14.9888405 28109.9724 28188.5479
obs Pacific (-Inf,26] cstar_tref ~ temp + aou + oxygen + nitrate 12445.1496 12478.0119 8.1597505 16.2865721 28741.5281 28808.8785
mod Pacific (-Inf,26] cstar_tref ~ temp + aou + oxygen + nitrate + silicate 9280.5626 9317.0950 7.2095516 14.8009800 22340.9608 22416.3146
obs Pacific (-Inf,26] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 12218.0821 12256.4213 7.6476269 15.8531947 28561.1463 28639.7218
mod Pacific (26,26.5] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 8788.1982 8826.0494 3.4664678 6.8360416 19805.9003 19883.2626
obs Pacific (26,26.5] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 10831.3397 10869.6233 5.2932940 11.6588581 23905.0862 23982.5656
mod Pacific (26,26.5] cstar_tref ~ aou + oxygen + silicate + phosphate 8922.4563 8954.9002 3.6127765 7.0558927 20028.3642 20094.6748
obs Pacific (26,26.5] cstar_tref ~ aou + oxygen + silicate + phosphate 10963.6324 10996.4469 5.4999797 12.0256148 24134.5716 24200.9825
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 10783.6241 10821.9077 5.2217418 11.4503050 23770.4724 23847.9518
mod Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 9759.8780 9797.7292 4.6550001 8.7548119 21597.1150 21674.4773
mod Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 8850.2640 8888.1152 3.5323621 6.7340405 19654.4240 19731.7863
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 10804.0026 10842.2862 5.2521814 11.6103982 23873.1365 23950.6159
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 10784.1574 10822.4409 5.2225361 11.4428082 23765.6856 23843.1650
mod Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 9768.4347 9806.2859 4.6671006 8.7570968 21595.6569 21673.0192
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate 10983.6920 11016.5065 5.5315382 12.0066318 24123.5770 24189.9879
mod Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 8940.7272 8978.5784 3.6306553 6.8777665 19803.7577 19881.1200
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 10828.8661 10867.1497 5.2895607 11.6544327 23902.1783 23979.6577
mod Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 8773.4559 8811.3072 3.4509977 6.6447337 19567.2387 19644.6010
obs Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 10848.8836 10887.1672 5.3198479 11.6517812 23901.4729 23978.9523
mod Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate 8919.9503 8952.3943 3.6100308 6.9095767 19847.9086 19914.2191
obs Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate 10977.6133 11010.4278 5.5219559 12.0182550 24130.5570 24196.9680
mod Pacific (26,26.5] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 8848.0185 8885.8697 3.5299564 6.7480159 19673.5004 19750.8627
obs Pacific (26,26.5] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 10892.7272 10931.0108 5.3867919 11.7339380 23954.9009 24032.3803
mod Pacific (26,26.5] cstar_tref ~ temp + oxygen + silicate + phosphate 8981.7253 9014.1692 3.6783295 7.0014842 19939.4715 20005.7820
obs Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + nitrate + phosphate 10230.5382 10262.9199 5.5492376 11.7812778 22165.0554 22230.5259
mod Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + silicate + phosphate 7886.2104 7918.2864 3.0683174 6.0815738 16992.3977 17057.4570
mod Pacific (26.5,26.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 8740.0611 8777.4832 4.0386880 7.5240654 18373.1197 18449.0222
mod Pacific (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate 8745.6357 8777.7117 4.0485683 7.5922830 18436.5510 18501.6103
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 8539.7259 8577.1480 3.7859454 7.7140197 18603.9647 18679.8672
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 10197.9730 10235.7516 5.4907465 11.6696583 22103.0692 22179.4514
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 7721.4219 7758.8439 2.9075959 5.7582909 16629.6258 16705.5283
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 10335.3049 10373.0836 5.7268449 12.1959343 22408.8291 22485.2113
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 10210.2623 10248.0409 5.5114714 11.7148265 22129.8481 22206.2303
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 7769.0549 7806.4770 2.9526176 5.8040858 16678.2368 16754.1393
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 10355.1888 10392.9675 5.7618602 12.2461139 22437.3059 22513.6881
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate 10236.5343 10268.9160 5.5594473 11.8090662 22181.3888 22246.8593
mod Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 7685.2451 7722.6672 2.8738617 5.7367501 16608.8402 16684.7427
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 10181.0600 10218.8387 5.4623515 11.7052073 22123.9409 22200.3232
mod Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate 7791.6611 7823.7371 2.9761471 5.8393280 16713.6245 16778.6839
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate 10346.6878 10379.0695 5.7503885 12.2534677 22437.4444 22502.9149
obs Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + phosphate 10259.5671 10291.9488 5.5988412 11.8958938 22232.1713 22297.6418
mod Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 7777.5351 7814.9572 2.9607056 5.8455831 16728.7211 16804.6236
obs Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 10220.4890 10258.2676 5.5287776 11.8231691 22193.5419 22269.9242
mod Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + silicate + phosphate 7859.0962 7891.1722 3.0415973 5.9273806 16809.4142 16874.4735
obs Pacific (26.75,27] cstar_tref ~ aou + oxygen + nitrate + phosphate 12281.6872 12315.4085 4.9028302 9.9650474 25964.8682 26032.8963
obs Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate 12411.1201 12439.2211 5.0634211 10.2364992 26189.6994 26246.3894
mod Pacific (26.75,27] cstar_tref ~ aou + oxygen + silicate + phosphate 8764.7077 8797.2777 3.2589028 6.1911314 19174.6227 19241.0450
mod Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate 8333.5988 8371.5971 2.8654313 5.6980530 18601.4675 18678.9601
obs Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate 12349.4103 12388.7518 4.9824868 10.0578750 26046.2739 26125.6400
mod Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 8713.5331 8751.5314 3.2078245 6.0885095 19051.5301 19129.0227
obs Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 12475.0413 12514.3828 5.1383712 10.3385343 26281.0992 26360.4653
mod Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 8445.5316 8483.5299 2.9623202 5.9546847 18942.0617 19019.5543
obs Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 12409.3222 12448.6637 5.0562272 10.1900724 26157.6735 26237.0396
mod Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 8775.0498 8813.0482 3.2669894 6.2076699 19198.9613 19276.4539
mod Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + phosphate 8770.5736 8803.1436 3.2645869 6.3103248 19338.7910 19405.2132
obs Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + phosphate 12350.3817 12384.1029 4.9861185 10.0834709 26064.6601 26132.6882
mod Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 8202.1726 8240.1709 2.7557059 5.4293415 18229.2829 18306.7755
obs Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 12331.2737 12370.6152 4.9603768 10.0264447 26019.8734 26099.2395
mod Pacific (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate 8746.9092 8779.4792 3.2417160 6.1453895 19116.0357 19182.4580
obs Pacific (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate 12476.1380 12509.8593 5.1422745 10.3441769 26281.6993 26349.7274
obs Pacific (26.75,27] cstar_tref ~ temp + oxygen + nitrate + phosphate 12408.7195 12442.4408 5.0579601 10.2120952 26172.8049 26240.8330
mod Pacific (26.75,27] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 8215.7251 8253.7235 2.7668236 5.5088337 18348.0862 18425.5788
obs Pacific (26.75,27] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 12400.7980 12440.1395 5.0456693 10.1819504 26151.2821 26230.6482
mod Pacific (26.75,27] cstar_tref ~ temp + oxygen + silicate + phosphate 8802.7290 8835.2990 3.2959230 6.2605396 19258.4293 19324.8516
mod Pacific (27,27.25] cstar_tref ~ aou + oxygen + phosphate 10086.9443 10114.6447 3.5192636 6.4584401 21618.4159 21674.8349
mod Pacific (27,27.25] cstar_tref ~ aou + oxygen + silicate + phosphate 9969.1855 10002.4260 3.4090541 6.2736684 21384.0971 21451.7998
obs Pacific (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 13627.1819 13667.4211 4.5606641 8.8675021 30656.9142 30739.0922
obs Pacific (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 13626.4338 13660.9246 4.5618959 8.8689669 30654.4858 30724.9241
obs Pacific (27,27.25] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 13687.0990 13727.3383 4.6199902 9.0479739 30880.7769 30962.9549
obs Pacific (27,27.25] cstar_tref ~ sal + oxygen + silicate + phosphate 13714.1879 13748.6786 4.6490697 9.0904467 30923.7146 30994.1529
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate 8877.3092 8916.0898 2.5493017 4.8865264 19355.4124 19434.3990
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate 13716.5097 13756.7489 4.6493924 8.8981569 30666.0092 30748.1872
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate 13759.9470 13794.4377 4.6951850 9.0053757 30792.2782 30862.7164
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 10034.6503 10073.4309 3.4670215 6.4709178 21670.6184 21749.6049
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 13622.3345 13662.5737 4.5558980 8.8239480 30598.5993 30680.7773
mod Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 8996.3355 9035.1161 2.6312046 5.0503646 19633.4193 19712.4059
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 13746.5839 13786.8231 4.6796516 8.9627715 30743.6795 30825.8575
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate 13784.4821 13818.9729 4.7200992 9.0607673 30858.4559 30928.8941
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 13644.7690 13685.0082 4.5779983 8.8727978 30657.9585 30740.1365
mod Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate 8897.7423 8930.9828 2.5645407 4.9387384 19446.2638 19513.9666
mod Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 8893.2030 8931.9836 2.5600891 4.9317617 19438.8148 19517.8013
mod Pacific (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate 10169.8910 10203.1315 3.5957668 6.6125084 21823.5474 21891.2502
mod Pacific (27,27.25] cstar_tref ~ temp + oxygen + nitrate + phosphate 9007.7180 9040.9586 2.6405763 5.0905260 19701.1559 19768.8587
mod Pacific (27,27.25] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 8991.7999 9030.5805 2.6280360 5.0671836 19666.8492 19745.8357
mod Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 10273.6845 10313.1989 2.8166027 4.9457706 22609.3635 22690.5215
obs Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 12376.8903 12417.1657 3.4350869 7.3191865 29406.7265 29489.1965
mod Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate 10757.3647 10791.2342 3.1636388 5.5318349 23693.8908 23763.4548
obs Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate 12418.4837 12453.0055 3.4673722 7.3794903 29490.3808 29561.0694
mod Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 10291.5274 10331.0419 2.8286515 5.0001432 22738.7310 22819.8891
obs Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 12456.6426 12496.9180 3.4943817 7.4579022 29610.5590 29693.0290
mod Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + silicate + phosphate 10680.0473 10713.9168 3.1056589 5.4445662 23546.0617 23615.6258
obs Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + silicate + phosphate 12546.6491 12581.1709 3.5640600 7.5962655 29803.8841 29874.5727
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 12959.8795 13000.1548 3.8928720 7.8837487 30155.9597 30238.4297
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate 12994.6575 13029.1792 3.9237172 7.9911231 30305.1740 30375.8625
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 10442.5618 10482.0762 2.9327270 5.2250304 23196.5385 23277.6966
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 12384.1795 12424.4549 3.4404643 7.2604253 29311.9452 29394.4152
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 10351.2534 10390.7679 2.8693588 5.1918563 23179.3749 23260.5330
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 12965.0541 13005.3295 3.8971972 7.8916856 30166.6793 30249.1493
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 10583.3917 10622.9061 3.0332179 5.5983780 23974.5879 24055.7459
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate 13002.0010 13036.5227 3.9299053 8.0011184 30318.2526 30388.9412
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate 10592.4203 10626.2898 3.0412314 5.6285019 24030.2452 24099.8092
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 10436.2154 10475.7298 2.9282777 5.2300176 23213.4688 23294.6268
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 12397.3475 12437.6228 3.4501999 7.2739313 29331.1607 29413.6307
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate 10448.1799 10482.0494 2.9380768 5.2714869 23300.8618 23370.4258
mod Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 11130.2386 11170.2319 2.8996271 4.9072816 23412.2594 23494.0576
obs Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 13909.3854 13950.4148 3.5197843 6.8577415 30283.2564 30366.5981
mod Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate 11306.7780 11341.0580 3.0176256 5.1051015 23812.8543 23882.9670
obs Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate 14059.6079 14094.7760 3.6245483 7.0970823 30677.8813 30749.3171
mod Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 11031.0823 11071.0757 2.8360983 4.7775179 23118.5938 23200.3921
obs Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 13950.7425 13991.7719 3.5479441 7.0171752 30565.0836 30648.4254
mod Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + silicate + phosphate 11188.2978 11222.5779 2.9387967 4.9430111 23458.3755 23528.4882
obs Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + silicate + phosphate 14129.2083 14164.3763 3.6734825 7.3558214 31113.1900 31184.6258
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 10547.5256 10587.5190 2.5456755 4.2325567 21820.1974 21901.9956
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate 10546.5287 10580.8087 2.5462461 4.2412017 21844.8871 21914.9998
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 14057.5014 14098.5308 3.6216815 6.8259768 30176.6084 30259.9502
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 10774.7668 10814.7602 2.6782534 4.4624601 22372.6630 22454.4612
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 14404.0906 14445.1200 3.8717965 7.7063229 31642.5357 31725.8775
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 10544.6714 10584.6648 2.5440528 4.2284720 21808.8752 21890.6734
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate 10543.7330 10578.0131 2.5446562 4.2373387 21834.3101 21904.4229
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 14010.2490 14051.2784 3.5888575 6.7809372 30105.5451 30188.8869
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate 10830.7559 10865.0360 2.7131774 4.5068878 22457.4537 22527.5664
obs Pacific (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 14812.9998 14854.0292 4.1891863 7.6689058 31446.1595 31529.5013
obs Pacific (27.5,27.75] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 14802.3750 14843.4043 4.1806191 7.6721447 31456.6497 31539.9915
obs Pacific (27.5,27.75] cstar_tref ~ temp + oxygen + silicate + phosphate 14860.3079 14895.4760 4.2291757 7.7207031 31512.5858 31584.0216
obs Pacific (27.75,27.85] cstar_tref ~ aou + oxygen + silicate + phosphate 13057.5588 13092.1802 3.7979097 6.8292023 25006.4332 25075.6556
mod Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6587.5040 6625.0025 1.9710020 3.4563697 13043.3372 13119.2065
obs Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 12816.7830 12857.1745 3.6082059 6.8692780 25112.6791 25193.4385
mod Pacific (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate 6648.5001 6680.6416 2.0110216 3.5300722 13181.9354 13246.9663
mod Pacific (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate 6680.5610 6712.7025 2.0317000 3.5436451 13197.3521 13262.3829
mod Pacific (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 6617.0158 6654.5142 1.9896498 3.4667119 13052.9430 13128.8123
mod Pacific (27.75,27.85] cstar_tref ~ sal + oxygen + silicate + phosphate 6662.3685 6694.5100 2.0199404 3.5274989 13168.8450 13233.8759
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 6681.2337 6718.7321 2.0308397 3.5118684 13126.6814 13202.5508
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate 6735.6589 6767.8004 2.0677345 3.5652480 13218.4020 13283.4329
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 12867.5250 12907.9165 3.6470560 6.6625348 24793.7010 24874.4605
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate 6729.7088 6761.8503 2.0638125 3.5450660 13173.6955 13238.7263
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 6724.1922 6761.6906 2.0588686 3.5401069 13170.1424 13246.0117
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 13108.8950 13149.2866 3.8376635 6.9363975 25163.6747 25244.4342
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 6677.2419 6714.7404 2.0282547 3.5091226 13122.3044 13198.1737
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 12809.5561 12849.9477 3.6027065 6.6203869 24739.1783 24819.9377
obs Pacific (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 12875.4778 12915.8694 3.6531828 6.6816391 24821.9320 24902.6914
obs Pacific (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate 12974.3842 13009.0056 3.7318200 6.7654560 24926.9077 24996.1301
obs Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + nitrate + phosphate 13110.7576 13145.3789 3.8407933 6.9396091 25163.6619 25232.8843
obs Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 12839.8908 12880.2823 3.6258466 6.6596055 24794.6056 24875.3650
obs Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + silicate + phosphate 12920.8002 12955.4215 3.6898530 6.7287299 24881.4743 24950.6967
obs Pacific (27.85,27.95] cstar_tref ~ aou + oxygen + nitrate + phosphate 14517.2104 14552.8346 3.2261117 6.0954949 29130.0127 29201.5784
mod Pacific (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate 7217.1167 7250.1099 1.7786124 3.0748947 13627.3258 13693.6356
mod Pacific (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 7210.3527 7248.8448 1.7743021 3.0660738 13609.2742 13686.6356
mod Pacific (27.85,27.95] cstar_tref ~ sal + oxygen + nitrate + silicate 7270.0079 7303.0011 1.8048486 3.1275962 13757.2602 13823.5700
mod Pacific (27.85,27.95] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 7245.0084 7283.5005 1.7914078 3.1140450 13733.9426 13811.3040
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate 7105.3414 7138.3347 1.7244152 3.0979569 13736.2356 13802.5454
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + phosphate 14513.8084 14555.3700 3.2230012 6.1137087 29172.3251 29255.8184
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 7040.4764 7078.9685 1.6927867 2.9341026 13287.5179 13364.8793
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 7174.7599 7207.7531 1.7578770 3.0781912 13654.9930 13721.3028
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 14346.8012 14388.3628 3.1283016 5.9590676 28881.6057 28965.0990
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 7253.5041 7291.9961 1.7956262 3.1589403 13857.9071 13935.2686
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate 7096.2167 7129.2099 1.7200645 3.0868970 13708.4453 13774.7551
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 14531.7067 14573.2683 3.2333188 6.1397564 29222.2635 29305.7568
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 7033.9841 7072.4762 1.6897467 2.9274709 13269.9796 13347.3410
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 14308.0407 14349.6023 3.1067238 5.9429812 28854.2874 28937.7807
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + phosphate 14513.8052 14549.4295 3.2241506 6.1149973 29170.6062 29242.1719
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 14317.9621 14359.5237 3.1122328 5.9447062 28856.3266 28939.8199
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate 14399.0559 14434.6801 3.1587570 6.0119595 28978.4708 29050.0365
obs Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 14294.8973 14336.4589 3.0994408 5.9386890 28847.3665 28930.8598
obs Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + silicate + phosphate 14371.8304 14407.4546 3.1434373 6.0046465 28967.7899 29039.3556
obs Pacific (27.95,28.05] cstar_tref ~ aou + oxygen + phosphate 17626.2890 17656.8786 3.3441837 6.3248192 36901.2569 36963.1074
obs Pacific (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 17557.8064 17600.6317 3.3082430 6.2241723 36668.3895 36754.9802
obs Pacific (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate 17626.0528 17662.7603 3.3430690 6.3216009 36897.6041 36971.8247
obs Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate 17562.8191 17599.5265 3.3117033 6.2796937 36807.1699 36881.3905
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate 6581.8572 6614.6305 1.5965852 2.7532468 12132.1038 12197.7495
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 6469.1878 6507.4233 1.5448627 2.6350744 11811.9865 11888.5732
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 6629.9860 6662.7593 1.6188067 2.8727209 12466.0242 12531.6699
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate 6633.7601 6666.5334 1.6205622 2.9734123 12738.6384 12804.2841
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 6542.3200 6580.5556 1.5776525 2.7311816 12084.9667 12161.5533
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 17477.6525 17520.4779 3.2689480 6.1955251 36616.1997 36702.7903
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate 6578.3217 6611.0950 1.5949649 2.7483468 12118.5165 12184.1622
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 6466.5466 6504.7821 1.5436913 2.6314231 11801.2839 11877.8706
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate 6626.9647 6659.7380 1.6174027 2.8700588 12459.4493 12525.0950
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate 6631.9685 6664.7418 1.6197286 2.9720684 12735.5113 12801.1570
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 17475.7660 17518.5914 3.2680288 6.2194200 36679.0889 36765.6796
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate 6734.3313 6767.1046 1.6680517 3.0408343 12890.9863 12956.6320
obs Pacific (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 17529.7823 17572.6076 3.2944509 6.2138889 36649.5914 36736.1820
obs Pacific (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate 17576.1839 17612.8914 3.3183080 6.2779230 36798.8544 36873.0749
obs Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 17542.9333 17585.7587 3.3009160 6.2290498 36685.5604 36772.1510
obs Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + silicate + phosphate 17595.2560 17631.9634 3.3277560 6.3105654 36877.8175 36952.0381
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 14490.1589 14532.1801 2.7232440 5.4638085 28163.8914 28247.5091
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate 14555.5171 14591.5353 2.7540918 5.4998493 28237.9038 28309.5761
obs Pacific (28.05,28.1] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 14607.6082 14649.6294 2.7772582 5.5352086 28316.9316 28400.5493
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate 4910.6525 4941.5426 1.6596926 2.7370784 9053.6072 9115.8893
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate 14489.7069 14531.7281 2.7230382 5.5366765 28311.5375 28395.1553
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 4794.2727 4830.3111 1.5842316 2.6407768 8885.1987 8957.8612
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 4982.4434 5013.3335 1.7071958 2.8848702 9371.5836 9433.8657
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 14589.7397 14625.7579 2.7698982 5.5856458 28413.7878 28485.4601
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 4767.7914 4803.8298 1.5678263 2.6178430 8841.5729 8914.2354
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 14513.2963 14555.3175 2.7338010 5.4639312 28165.5602 28249.1779
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate 4910.0937 4940.9837 1.6593281 2.7401918 9061.9630 9124.2451
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4793.0557 4829.0941 1.5834739 2.6423547 8890.0895 8962.7520
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate 4982.2940 5013.1840 1.7070955 2.8894193 9382.3328 9444.6150
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4767.8284 4803.8668 1.5678492 2.6213179 8850.6887 8923.3512
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 14560.4544 14602.4756 2.7554449 5.4857858 28213.1526 28296.7704
obs Pacific (28.05,28.1] cstar_tref ~ temp + aou + nitrate + phosphate 14567.0943 14603.1124 2.7594288 5.5903173 28421.3242 28492.9965
mod Pacific (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate 5203.1677 5234.0578 1.8619323 2.9761121 9439.0077 9501.2898
obs Pacific (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 14548.5526 14590.5738 2.7499663 5.5257545 28294.1594 28377.7771
mod Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate + silicate 5208.2966 5239.1866 1.8656898 2.9872003 9462.2755 9524.5576
obs Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 14611.4387 14653.4599 2.7790377 5.5601508 28367.8315 28451.4493
obs Pacific (28.1,28.2] cstar_tref ~ aou + nitrate + silicate + phosphate 11701.6742 11736.6040 2.5209123 4.9001297 21866.7986 21935.9628
obs Pacific (28.1,28.2] cstar_tref ~ sal + aou + nitrate + phosphate 11555.0737 11590.0035 2.4478992 4.9014406 21856.8376 21926.0018
obs Pacific (28.1,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 11487.8081 11528.5596 2.4141416 4.7823146 21634.2647 21714.9562
mod Pacific (28.1,28.2] cstar_tref ~ sal + aou + silicate + phosphate 7988.3404 8022.9364 1.3121676 2.4689846 15435.3707 15504.6057
obs Pacific (28.1,28.2] cstar_tref ~ sal + aou + silicate + phosphate 11537.0986 11572.0285 2.4390937 4.8089027 21684.6227 21753.7868
obs Pacific (28.1,28.2] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 11508.6935 11549.4450 2.4242711 4.7958187 21661.4754 21742.1669
obs Pacific (28.1,28.2] cstar_tref ~ sal + oxygen + silicate + phosphate 11562.7071 11597.6369 2.4516483 4.8266382 21719.9318 21789.0960
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate 8313.3112 8347.9071 1.4057337 2.5165548 15567.5397 15636.7747
obs Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate + phosphate 11537.4949 11578.2464 2.4383097 4.8740758 21808.9608 21889.6523
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 7559.5183 7599.8803 1.1976555 2.2505766 14561.3669 14642.1411
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 7370.3960 7410.7580 1.1505966 2.1172164 13965.8612 14046.6354
obs Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 11528.4967 11569.2482 2.4339150 4.8032432 21677.1196 21757.8111
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + oxygen + nitrate 8321.2548 8355.8507 1.4081025 2.5219947 15588.6029 15657.8379
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 7564.6890 7605.0510 1.1989688 2.2537663 14574.9985 14655.7726
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 7383.9152 7424.2771 1.1538983 2.1243292 13998.0793 14078.8534
obs Pacific (28.1,28.2] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 11528.3899 11569.1414 2.4338629 4.8032024 21677.0339 21757.7254
mod Pacific (28.1,28.2] cstar_tref ~ temp + aou + nitrate + silicate 8390.0979 8424.6939 1.4287996 2.5152584 15538.9468 15608.1818
obs Pacific (28.1,28.2] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 11662.7984 11703.5499 2.5003382 4.8794460 21829.7182 21910.4097
mod Pacific (28.1,28.2] cstar_tref ~ temp + aou + silicate + phosphate 8406.0025 8440.5985 1.4336243 2.4898542 15420.7606 15489.9956
mod Pacific (28.1,28.2] cstar_tref ~ temp + oxygen + silicate + phosphate 8434.6807 8469.2767 1.4423651 2.5091821 15496.8333 15566.0683
obs Pacific (28.2,28.3] cstar_tref ~ aou + nitrate + silicate + phosphate 3384.7473 3412.8624 1.9865448 4.3851400 5539.1768 5592.1699
obs Pacific (28.2,28.3] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 3376.5972 3409.3982 1.9739980 4.3497317 5524.0819 5585.9072
obs Pacific (28.2,28.3] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3333.4267 3366.2277 1.9215133 4.3184643 5489.2157 5551.0410
obs Pacific (28.2,28.3] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 3332.9113 3365.7123 1.9208953 4.3038475 5483.2296 5545.0549
mod Pacific (28.2,28.3] cstar_tref ~ sal + aou + silicate + phosphate 10140.0955 10178.4125 0.7677087 1.3943467 19214.6786 19291.8062
obs Pacific (28.2,28.3] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 3334.7238 3367.5248 1.9230698 4.3501669 5502.1864 5564.0117
mod Pacific (28.2,28.3] cstar_tref ~ sal + oxygen + silicate + phosphate 10253.4438 10291.7608 0.7776931 1.4426256 19892.9584 19970.0859
obs Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3335.9565 3368.7575 1.9245501 4.3550546 5504.7294 5566.5547
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + silicate 10246.4670 10291.1702 0.7768977 1.4650703 20215.1702 20305.1523
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + silicate 10316.6809 10354.9979 0.7833197 1.4777190 20369.1708 20446.2983
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + silicate + phosphate 9898.2215 9942.9248 0.7466593 1.3422926 18491.5211 18581.5033
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + nitrate + silicate 10274.1443 10312.4613 0.7795305 1.4784609 20388.5786 20465.7062
obs Pacific (28.2,28.3] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 3333.0042 3365.8052 1.9210066 4.3807356 5512.9406 5574.7659
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 10248.4438 10293.1470 0.7770728 1.4655443 20221.2830 20311.2652
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + oxygen + silicate 10315.6950 10354.0121 0.7832317 1.4777069 20369.2257 20446.3533
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 9905.2266 9949.9299 0.7472558 1.3442165 18519.7275 18609.7097
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + silicate + phosphate 10181.4225 10219.7396 0.7713341 1.4761536 20375.7686 20452.8961
obs Pacific (28.2,28.3] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3377.6759 3410.4769 1.9753277 4.3628913 5529.7999 5591.6252
obs Pacific (28.2,28.3] cstar_tref ~ temp + aou + oxygen + nitrate + phosphate 3399.1647 3431.9657 2.0020027 4.3875569 5550.5022 5612.3276
obs Pacific (28.2,28.3] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 3380.0949 3412.8959 1.9783127 4.3842266 5539.3700 5601.1953
mod Pacific (28.3,28.4] cstar_tref ~ aou + nitrate + silicate + phosphate 6911.3672 6945.6284 1.1357706 1.8899602 10954.5555 11021.6993
mod Pacific (28.3,28.4] cstar_tref ~ oxygen + nitrate + silicate + phosphate 6928.4038 6962.6650 1.1401155 1.8765717 10887.2190 10954.3628
obs Pacific (28.3,28.4] cstar_tref ~ sal + aou + nitrate + phosphate 484.7677 501.6408 1.6534788 4.0277910 711.4305 739.4045
mod Pacific (28.3,28.4] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6899.1201 6939.0916 1.1321499 1.8854994 10940.3565 11018.6910
obs Pacific (28.3,28.4] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 483.7776 503.4629 1.6335023 3.9751685 711.1389 743.7752
mod Pacific (28.3,28.4] cstar_tref ~ sal + nitrate + silicate + phosphate 6944.3910 6978.6523 1.1442078 1.9021294 11005.0834 11072.2272
obs Pacific (28.3,28.4] cstar_tref ~ sal + nitrate + silicate + phosphate 481.9834 498.8565 1.6348694 3.9771153 707.3679 735.3419
obs Pacific (28.3,28.4] cstar_tref ~ sal + oxygen + nitrate + phosphate 485.7109 502.5840 1.6598304 4.0135340 711.5542 739.5282
mod Pacific (28.3,28.4] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 6924.4929 6964.4644 1.1386062 1.8718027 10869.5779 10947.9123
obs Pacific (28.3,28.4] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 483.9037 503.5890 1.6343404 3.9687489 710.9733 743.6096
mod Pacific (28.3,28.4] cstar_tref ~ sal + temp + aou + nitrate + phosphate 7056.5986 7096.5701 1.1728207 1.8921648 10934.0477 11012.3821
obs Pacific (28.3,28.4] cstar_tref ~ sal + temp + aou + nitrate + phosphate 486.3886 506.0739 1.6509324 3.9866553 713.5110 746.1473
mod Pacific (28.3,28.4] cstar_tref ~ sal + temp + aou + nitrate + silicate 6977.1695 7017.1410 1.1521277 1.9170572 11072.4980 11150.8325
obs Pacific (28.3,28.4] cstar_tref ~ sal + temp + nitrate + phosphate 487.1486 504.0217 1.6695595 4.0055451 712.2816 740.2556
obs Pacific (28.3,28.4] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 483.9467 503.6319 1.6346255 3.9671024 710.9384 743.5747
mod Pacific (28.3,28.4] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 7057.9569 7097.9284 1.1731778 1.8933603 10939.5366 11017.8710
obs Pacific (28.3,28.4] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 487.6214 507.3066 1.6592265 3.9897374 714.5338 747.1701
mod Pacific (28.3,28.4] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 6976.7037 7016.6751 1.1520075 1.9174745 11074.5232 11152.8577
obs Pacific (28.3,28.4] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 492.6051 512.2903 1.6931835 4.0298835 719.7668 752.4031
mod Pacific (28.3,28.4] cstar_tref ~ temp + aou + nitrate + silicate 6975.2966 7009.5578 1.1521605 1.9188244 11076.6560 11143.7998

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] 7 6 7 7 10 6 5
(26,26.5] 7 9 7 10 4 4 6
(26.5,26.75] 6 8 6 10 4 5 8
(26.75,27] 7 4 5 10 4 10 6
(27,27.25] 7 8 5 5 6 10 7
(27.25,27.5] 7 10 5 4 4 10 6
(27.5,27.75] 8 3 5 8 10 6 4
(27.75,27.85] 8 2 8 8 5 8 4
(27.85,27.95] 7 3 6 7 7 10 6
(27.95,28.05] 7 NA 6 10 7 7 6
(28.05,28.1] 7 NA 7 10 6 6 6
(28.1,28.15] 8 NA 6 10 5 6 6
(28.15,28.2] 7 10 7 3 4 6 6
(28.2, Inf] 8 10 5 NA 8 6 5
total 101.00 — 85.00 — 84.00 100.00 81.00
Indian - mod
(-Inf,26] 5 4 5 10 6 6 10
(26,26.5] 5 4 5 10 6 6 10
(26.5,26.75] 6 5 4 10 6 8 8
(26.75,27] 6 5 4 10 6 8 8
(27,27.25] 6 10 3 8 5 7 7
(27.25,27.5] 3 10 3 5 7 5 10
(27.5,27.75] 1 10 4 10 5 6 4
(27.75,27.85] 2 5 2 7 3 9 3
(27.85,27.95] 4 2 6 8 6 10 5
(27.95,28.05] 4 3 6 7 10 7 6
(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 10 7 3 6 10 4
total 59.00 91.00 60.00 100.00 92.00 100.00 103.00
Pacific - mod
(-Inf,26] 7 6 7 6 9 7 8
(26,26.5] 6 5 6 8 4 10 8
(26.5,26.75] 7 4 4 10 5 9 7
(26.75,27] 6 5 5 10 4 7 9
(27,27.25] 7 6 5 10 3 5 8
(27.25,27.5] 3 4 5 8 10 10 6
(27.5,27.75] 4 5 4 6 10 10 6
(27.75,27.85] 4 7 4 5 10 10 5
(27.85,27.95] 5 9 4 4 10 7 6
(27.95,28.05] 5 4 4 4 10 6 10
(28.05,28.1] 5 6 5 4 8 6 10
(28.1,28.2] 6 5 4 5 7 8 9
(28.2,28.3] 4 3 4 5 10 10 8
(28.3,28.4] 5 10 4 7 7 8 5
total 74.00 79.00 65.00 92.00 107.00 113.00 105.00
Atlantic - obs
(-Inf,26] 6 9 7 4 10 4 7
(26,26.5] 10 4 7 10 6 4 3
(26.5,26.75] 4 5 6 10 5 6 10
(26.75,27] 4 5 6 10 5 6 10
(27,27.25] 6 9 7 10 4 4 7
(27.25,27.5] 7 8 6 10 5 5 7
(27.5,27.75] 7 4 6 10 4 10 6
(27.75,27.85] 5 4 6 10 7 10 5
(27.85,27.95] 5 4 5 10 9 10 4
(27.95,28.05] 4 4 5 10 10 9 5
(28.05,28.1] 5 5 5 10 10 6 5
(28.1,28.15] 3 5 7 10 5 5 10
(28.15,28.2] 5 4 5 10 6 6 10
(28.2, Inf] 9 4 4 10 10 5 4
total 80.00 74.00 82.00 134.00 96.00 90.00 93.00
Indian - obs
(-Inf,26] 5 4 5 10 6 6 10
(26,26.5] 5 6 5 10 6 4 10
(26.5,26.75] 5 6 5 10 6 4 10
(26.75,27] 4 5 6 10 5 6 10
(27,27.25] 7 7 3 10 8 7 5
(27.25,27.5] 5 7 4 10 6 10 5
(27.5,27.75] 5 7 3 10 6 10 6
(27.75,27.85] 6 6 3 10 5 9 8
(27.85,27.95] 5 4 5 10 6 6 10
(27.95,28.05] 7 4 3 10 4 6 10
(28.05,28.1] 8 5 2 10 5 6 9
(28.1,28.2] 9 4 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 85.00 73.00 61.00 140.00 86.00 93.00 111.00
Pacific - obs
(-Inf,26] 6 5 7 9 8 4 8
(26,26.5] 6 5 6 10 5 7 8
(26.5,26.75] 6 7 5 10 4 5 9
(26.75,27] 7 7 5 10 3 4 8
(27,27.25] 5 4 5 10 10 6 6
(27.25,27.5] 5 4 5 10 10 6 6
(27.5,27.75] 4 5 5 10 7 10 6
(27.75,27.85] 5 5 6 10 4 8 8
(27.85,27.95] 6 6 5 10 4 6 9
(27.95,28.05] 7 3 5 10 5 8 6
(28.05,28.1] 7 6 3 10 7 7 7
(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] 3 9 4 10 10 5 5
total 81.00 82.00 70.00 139.00 90.00 90.00 95.00

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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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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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
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 

[[33]]

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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]]

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

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]]

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]]

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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
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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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]]

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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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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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a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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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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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a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
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]]

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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