Last updated: 2021-08-05

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1 Version ID

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

2 Required data

Required are:

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

3 Predictor combinations

Find all possible combinations of following considered predictor variables:

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

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

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

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

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

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

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

# convert to tibble
lm_all <- as_tibble(lm_all)

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

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

4 Apply predictor threshold

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

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

This results in a total number of MLR models of:

  • 112

5 Fit all models

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

  • cstar_tref

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

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

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

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

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

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


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

6 Tidy models

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

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

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

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

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

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

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

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


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

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

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

7 Prepare coeffcients

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

7.1 VIF threshold

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

  • 500

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

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

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

7.2 Predictor selection

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

  • 10

The criterion used to select the best models was:

  • rmse

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

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

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

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

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

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


# print table
lm_best %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
data_source basin gamma_slab model AIC BIC rmse rmse_sum aic_sum bic_sum
obs Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + nitrate 833.35610 850.51497 5.8393077 13.5148288 1398.4721 1429.9231
mod Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 141.23852 156.24046 0.6642418 4.5925881 857.6021 892.4580
obs Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 832.97325 852.99194 5.7856251 13.4259177 1399.3532 1436.0460
obs Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 835.30406 855.32275 5.8381301 13.5084720 1402.3120 1439.0049
mod Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 167.71030 182.71224 0.8195372 5.0390934 902.0948 936.9507
mod Atlantic (-Inf,26] cstar_tref ~ sal + oxygen + nitrate + phosphate 139.25041 152.10922 0.6643045 4.7935660 866.1838 896.0603
mod Atlantic (-Inf,26] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 84.20195 99.20389 0.4224094 4.2720551 795.4657 830.3216
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate 831.56212 848.72100 5.7988455 13.5283988 1397.8005 1429.2515
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 141.24002 156.24196 0.6642497 4.9922096 882.0168 916.8727
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 830.58403 850.60272 5.7322943 13.4185450 1397.9235 1434.6164
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 97.22232 112.22427 0.4683947 4.9152845 844.8305 879.6864
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 833.51604 853.53473 5.7978098 13.5235534 1401.6755 1438.3684
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 169.14145 184.14339 0.8288988 4.8100149 888.8676 923.7236
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 835.30552 855.32421 5.8381631 13.9766033 1411.7915 1448.4843
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate 831.16155 848.32042 5.7898491 13.5444630 1397.9178 1429.3688
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 141.23768 156.23962 0.6642374 4.5941022 857.6987 892.5546
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 829.98910 850.00779 5.7190913 13.4288573 1397.8173 1434.5102
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 98.01104 113.01298 0.4713359 4.9968980 850.0385 884.8944
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 833.11934 853.13803 5.7889019 13.5402146 1401.8075 1438.5003
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 169.34678 184.34873 0.8302507 5.0999338 906.7073 941.5632
obs Atlantic (26,26.5] cstar_tref ~ aou + oxygen + nitrate + phosphate 4860.86959 4888.66160 5.9021117 12.1351172 9018.3348 9072.8768
obs Atlantic (26,26.5] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 4843.67175 4876.09577 5.8279389 12.0591233 9002.7641 9066.3964
mod Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 1985.99892 2013.14307 3.8303827 8.3169122 4149.1322 4203.6329
obs Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 4693.25230 4725.67631 5.2781352 11.5060958 8851.6843 8915.3167
mod Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 2024.44031 2051.58447 4.0422611 8.9837693 4258.6646 4313.1654
obs Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate 4848.97663 4876.76864 5.8560516 12.2194924 9032.8686 9087.4106
mod Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1960.45516 1987.59931 3.6957708 8.6622867 4198.3948 4252.8955
obs Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 4831.26801 4863.69203 5.7805123 12.1366761 9015.6999 9079.3323
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1986.13892 2013.28307 3.8311338 8.3122147 4148.3778 4202.8785
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 4744.07206 4776.49607 5.4578283 11.7588309 8917.3820 8981.0144
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 2016.14939 2043.29354 3.9955940 8.9578052 4253.4508 4307.9515
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 1963.54136 1990.68551 3.7117800 8.7679954 4214.6552 4269.1559
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 4850.09967 4882.52368 5.8526695 12.2530394 9043.3752 9107.0076
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 1986.58742 2013.73158 3.8335411 8.3762953 4158.8868 4213.3875
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 4767.48051 4799.90452 5.5426435 11.9541722 8962.9788 9026.6112
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2014.64635 2041.79050 3.9871918 8.9762924 4255.9253 4310.4260
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1964.48637 1991.63052 3.7166960 8.8256958 4223.2438 4277.7446
obs Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + phosphate 4870.52251 4898.31452 5.9397627 12.2407692 9041.8333 9096.3753
obs Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4853.80446 4886.22847 5.8669708 12.1558904 9024.6652 9088.2975
mod Atlantic (26,26.5] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 2021.99605 2049.14020 4.0284467 8.9050002 4246.4817 4300.9824
mod Atlantic (26.5,26.75] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 3395.09847 3425.93507 3.9564918 7.6097645 6601.4233 6662.8970
mod Atlantic (26.5,26.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3471.62280 3502.45940 4.2147951 7.6500542 6605.5871 6667.0608
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3414.06123 3444.89783 4.0189852 7.5572171 6582.7585 6644.2322
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 6327.44657 6361.92574 5.3761281 10.7701563 11811.1016 11879.0482
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 3450.00775 3480.84435 4.1401718 7.5442439 6573.2470 6634.7207
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 6353.18876 6387.66793 5.4445327 10.8417205 11837.8756 11905.8221
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 3421.52174 3452.35834 4.0438416 7.4334017 6539.7368 6601.2105
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 6322.46929 6356.94846 5.3630014 10.7776714 11812.8542 11880.8008
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3459.57436 3490.41096 4.1730350 7.5606605 6577.1180 6638.5917
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 6346.32843 6380.80759 5.4262182 10.8384252 11835.9117 11903.8583
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate 3413.51749 3439.94886 4.0238250 7.5987000 6592.3311 6645.0229
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate 6363.26101 6392.81458 5.4769114 10.8885785 11850.6685 11908.9084
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3404.76010 3435.59670 3.9882101 7.4271845 6539.9956 6601.4693
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6351.89593 6386.37509 5.4410766 10.8527110 11841.2928 11909.2393
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate 6360.22345 6389.77702 5.4687464 10.9000971 11854.0281 11912.2680
mod Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + phosphate 3420.20817 3446.63955 4.0461363 7.4602506 6544.9116 6597.6033
obs Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + phosphate 6357.88691 6387.44048 5.4624740 10.9009072 11853.9878 11912.2277
mod Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 3413.54158 3444.37818 4.0172595 7.3610048 6515.7529 6577.2266
obs Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 6346.11167 6380.59084 5.4256405 10.8543749 11841.0674 11909.0140
obs Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + silicate + phosphate 6353.63145 6383.18502 5.4510687 10.8983912 11852.6100 11910.8499
mod Atlantic (26.75,27] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 5108.46568 5143.66929 2.3099975 4.7241326 9746.0277 9815.6206
mod Atlantic (26.75,27] cstar_tref ~ aou + oxygen + silicate + phosphate 5568.73610 5598.91063 2.8348019 5.3116647 10255.8580 10315.5090
mod Atlantic (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5278.38187 5313.58548 2.4905341 4.8963432 9908.9997 9978.5926
mod Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate 5480.99330 5511.16783 2.7267582 5.1404514 10116.1874 10175.8384
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate 7126.17059 7161.76018 4.7676515 10.7039086 13284.2039 13353.8620
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 5452.43413 5487.63774 2.6901035 4.8616742 9877.1565 9946.7493
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 7077.34547 7112.93506 4.6710817 10.5922508 13230.4926 13300.1507
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 7126.94608 7162.53566 4.7692013 10.6523022 13267.7093 13337.3674
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate 7131.42784 7161.93320 4.7821748 10.6895334 13278.0915 13337.7985
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 5487.68719 5522.89080 2.7324324 5.0113308 10009.3749 10078.9677
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 7067.90281 7103.49239 4.6526323 10.5145562 13201.7423 13271.4004
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5130.20207 5165.40568 2.3323418 4.5166174 9566.6498 9636.2426
obs Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 7075.46171 7111.05130 4.6673953 10.5929418 13230.0277 13299.6858
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate 5629.60875 5659.78328 2.9122638 5.2079067 10164.0112 10223.6622
obs Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate 7078.31964 7108.82500 4.6769078 10.6455283 13244.7920 13304.4990
obs Atlantic (26.75,27] cstar_tref ~ temp + oxygen + nitrate + phosphate 7124.97914 7155.48450 4.7692674 10.6753491 13271.2278 13330.9347
mod Atlantic (26.75,27] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 5171.49015 5206.69376 2.3753816 4.5953814 9640.5459 9710.1387
obs Atlantic (26.75,27] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 7069.16565 7104.75524 4.6550954 10.5314037 13207.7108 13277.3689
mod Atlantic (26.75,27] cstar_tref ~ temp + oxygen + silicate + phosphate 5666.08954 5696.26406 2.9596971 5.3196803 10256.0515 10315.7024
obs Atlantic (26.75,27] cstar_tref ~ temp + oxygen + silicate + phosphate 7072.13580 7102.64115 4.6648023 10.5810524 13221.6872 13281.3942
obs Atlantic (27,27.25] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 10639.52901 10677.40990 5.9965906 12.0175707 19100.4166 19174.5633
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate 5872.70244 5903.58308 2.4312964 4.9969649 11027.3036 11088.1424
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5446.92592 5482.95333 2.0544510 4.3655781 10375.9615 10446.9401
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate 10645.96304 10683.84394 6.0082582 11.8548430 19029.6075 19103.7543
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 5509.97401 5546.00142 2.1060850 4.4016915 10424.3338 10495.3123
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 5763.05473 5799.08214 2.3267416 5.0358979 11038.1788 11109.1573
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 10679.21291 10717.09381 6.0689170 11.9657440 19085.3445 19159.4912
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 10630.42393 10668.30482 5.9801180 11.7511864 18979.9032 19054.0499
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 5406.56659 5442.59399 2.0220648 4.1338827 10139.1768 10210.1553
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate 10737.17713 10769.64646 6.1798639 12.0058412 19109.5423 19173.0966
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 5824.79622 5860.82362 2.3839923 4.9663679 10995.5342 11066.5127
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 10650.75640 10688.63729 6.0169653 11.8302662 19019.3972 19093.5439
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate 10652.78328 10685.25262 6.0242899 11.9495420 19069.5524 19133.1067
mod Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate 5574.44729 5605.32792 2.1619300 4.5020255 10528.6131 10589.4518
mod Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5570.32451 5606.35192 2.1567249 4.4930282 10522.9579 10593.9364
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 10601.06959 10638.95049 5.9273185 11.8522769 19019.7084 19093.8552
obs Atlantic (27,27.25] cstar_tref ~ temp + oxygen + nitrate + phosphate 10635.09272 10667.56206 5.9921785 11.8496740 19021.6369 19085.1913
mod Atlantic (27,27.25] cstar_tref ~ temp + oxygen + nitrate + silicate 5457.10146 5487.98210 2.0643227 4.1980710 10210.2126 10271.0513
mod Atlantic (27,27.25] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 5456.59845 5492.62585 2.0622895 4.1842065 10199.5994 10270.5779
obs Atlantic (27,27.25] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 10575.73151 10613.61241 5.8821180 11.7396027 18964.2709 19038.4176
mod Atlantic (27.25,27.5] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 9116.19718 9154.18719 3.6271136 7.0007029 16998.0557 17073.2055
obs Atlantic (27.25,27.5] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 11983.33268 12022.13559 5.7598183 11.0420226 21839.1689 21915.5986
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate 9016.49756 9049.06043 3.5232266 6.8204751 16828.0098 16892.4239
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 9016.77989 9054.76990 3.5214270 6.7848258 16799.4793 16874.6291
obs Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 11984.40001 12023.20292 5.7614466 11.0321497 21833.2786 21909.7083
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 8953.65261 8991.64262 3.4559231 6.6245593 16648.3607 16723.5105
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 11965.48714 12004.29005 5.7326614 10.8883447 21743.9371 21820.3668
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 8844.55420 8882.54421 3.3455769 6.3613706 16391.6396 16466.7894
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 11959.00277 11997.80568 5.7228253 10.8316502 21708.3089 21784.7386
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 8733.13956 8771.12957 3.2365235 6.1341602 16160.8819 16236.0317
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate 12051.30918 12084.56882 5.8675539 11.0364843 21835.9501 21901.4613
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 12052.95142 12091.75433 5.8669980 11.0335562 21838.1271 21914.5568
obs Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + phosphate 11978.68992 12011.94956 5.7557885 11.0018788 21810.6278 21876.1389
mod Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate 8946.16598 8978.72884 3.4502878 6.5442152 16567.6281 16632.0422
mod Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 8869.29861 8907.28862 3.3702913 6.4447395 16473.9016 16549.0514
obs Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 11971.16768 12009.97059 5.7412919 10.9505631 21782.6238 21859.0535
obs Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate + phosphate 11976.21671 12009.47635 5.7520198 10.9575521 21783.3810 21848.8922
mod Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate + silicate 8863.74107 8896.30394 3.3667269 6.3455426 16371.9876 16436.4017
mod Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 8723.27405 8761.26405 3.2270401 6.1798730 16207.3608 16282.5107
obs Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 11966.88572 12005.68863 5.7347851 10.8953656 21748.3662 21824.7959
obs Atlantic (27.5,27.75] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 9496.76134 9534.21945 5.0749144 10.4914336 18587.2658 18661.7272
obs Atlantic (27.5,27.75] cstar_tref ~ aou + oxygen + silicate + phosphate 9513.43492 9545.54187 5.1054186 10.5437529 18613.6760 18677.5001
obs Atlantic (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 9528.74350 9566.20161 5.1272708 10.6773570 18690.3794 18764.8408
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 11163.31941 11203.38435 2.8480487 5.6747136 21899.2728 21979.1505
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate 11384.29046 11418.63183 2.9920003 5.6299133 21816.7883 21885.2549
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 10461.07365 10501.13859 2.4383917 4.8615077 20525.0903 20604.9680
obs Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 9497.75697 9535.21508 5.0765362 10.5132993 18599.1544 18673.6158
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + phosphate 11396.30058 11424.91839 3.0012845 5.6757479 21886.8226 21943.8781
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate 10478.08188 10512.42325 2.4486631 4.9018993 20593.9857 20662.4523
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 11142.32362 11182.38855 2.8348558 5.6457227 21853.8298 21933.7075
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate 11392.54777 11426.88914 2.9974687 5.6381337 21829.5938 21898.0604
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 10467.58158 10507.64652 2.4419035 4.8637668 20529.3426 20609.2204
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 9501.82992 9539.28802 5.0831761 10.5279796 18607.5425 18682.0040
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 11125.98261 11166.04755 2.8246300 5.6209182 21814.8060 21894.6837
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 10550.26088 10590.32581 2.4869614 4.9306952 20651.2360 20731.1137
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 9505.96955 9543.42765 5.0899336 10.5508351 18620.3026 18694.7641
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 9501.23113 9538.68924 5.0821994 10.5090246 18597.2862 18671.7476
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate 9517.58315 9549.69010 5.1122198 10.5600135 18622.8989 18686.7230
obs Atlantic (27.5,27.75] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 9508.32804 9545.78615 5.0937876 10.5407436 18615.1948 18689.6562
obs Atlantic (27.5,27.75] cstar_tref ~ temp + oxygen + silicate + phosphate 9525.30863 9557.41558 5.1249103 10.5913074 18640.5788 18704.4029
obs Atlantic (27.75,27.85] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 7816.51584 7852.77633 4.7223972 8.9119079 14702.6850 14774.6052
obs Atlantic (27.75,27.85] cstar_tref ~ aou + oxygen + silicate + phosphate 7834.18755 7865.26797 4.7579061 8.9510114 14720.4236 14782.0694
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 4995.90098 5027.14369 1.5346757 3.0598903 9411.7492 9473.5124
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 7809.66307 7845.92356 4.7100898 8.8975739 14694.6662 14766.5863
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 4784.63121 4821.08105 1.4180344 2.9139925 9156.1506 9228.2076
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 4497.62521 4534.07504 1.2749340 2.6938715 8742.7069 8814.7639
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate 4781.15762 4812.40033 1.4172601 2.8911383 9115.1086 9176.8718
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate 7826.51320 7857.59362 4.7440217 8.9335796 14710.7096 14772.3554
mod Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate 5484.21339 5515.45610 1.8391612 3.5980317 10241.0095 10302.7726
obs Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 7802.86493 7839.12542 4.6979121 8.9284689 14712.5308 14784.4509
mod Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + silicate + phosphate 5316.29598 5347.53869 1.7281852 3.4608645 10037.2050 10098.9682
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 4863.39537 4899.84520 1.4600420 2.9773646 9268.8342 9340.8912
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 4590.31853 4626.76837 1.3194971 2.7682158 8885.0849 8957.1419
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 7812.38485 7848.64534 4.7149742 8.9028341 14697.6042 14769.5244
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4962.29146 4998.74129 1.5145533 3.0974672 9468.9600 9541.0170
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4692.96192 4729.41176 1.3706635 2.8794393 9084.8891 9156.9461
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 7812.80776 7849.06825 4.7157335 8.9158789 14705.0868 14777.0069
obs Atlantic (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 7816.25401 7852.51450 4.7219263 8.9170874 14705.6714 14777.5915
obs Atlantic (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate 7833.94107 7865.02149 4.7574595 8.9557716 14723.1679 14784.8137
obs Atlantic (27.75,27.85] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 7815.76415 7852.02464 4.7210456 8.9249145 14710.1787 14782.0989
obs Atlantic (27.85,27.95] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 11553.18531 11592.02152 5.0656955 9.7483728 22239.2217 22316.5306
mod Atlantic (27.85,27.95] cstar_tref ~ aou + oxygen + silicate + phosphate 5116.03475 5146.60016 2.0115754 4.9936645 10121.0212 10180.9970
obs Atlantic (27.85,27.95] cstar_tref ~ aou + oxygen + silicate + phosphate 11552.11602 11585.40420 5.0669383 9.7546185 22239.9987 22306.2634
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 11482.77508 11521.61129 4.9725517 9.5310533 22072.0040 22149.3129
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 5043.33639 5078.99604 1.9501827 4.8891887 10021.3922 10091.3640
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate 5286.76118 5317.32659 2.1592459 5.0622356 10238.3043 10298.2802
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 4694.86387 4730.52351 1.6876358 4.4435783 9545.0675 9615.0393
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate 5181.96454 5212.52995 2.0673653 4.9582891 10125.2277 10185.2035
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate 11484.40356 11517.69173 4.9773096 9.5378561 22073.2479 22139.5127
obs Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 11327.82511 11366.66131 4.7735599 9.1987858 21810.1732 21887.4821
obs Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + silicate + phosphate 11337.74197 11371.03014 4.7885771 9.2172112 21820.8631 21887.1279
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 5131.24101 5166.90065 2.0226287 4.9954460 10132.0369 10202.0087
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 4818.03669 4853.69633 1.7761315 4.5717457 9696.6536 9766.6254
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 10909.99982 10948.83602 4.2757709 8.4720806 21201.0246 21278.3335
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 10906.26813 10945.10433 4.2715675 8.5153294 21237.7961 21315.1050
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 5194.84521 5230.50485 2.0767201 5.0858179 10219.7559 10289.7277
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4896.04213 4931.70177 1.8345608 4.6654632 9799.5959 9869.5677
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 10909.94431 10948.78051 4.2757084 8.4724464 21201.3368 21278.6457
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate 10908.00191 10941.29008 4.2757733 8.5195359 21237.5304 21303.7952
mod Atlantic (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate 5276.73095 5307.29636 2.1502780 5.2395744 10351.9322 10411.9080
mod Atlantic (27.95,28.05] cstar_tref ~ aou + oxygen + phosphate 6985.35282 7010.97521 4.0115372 8.7479133 13818.1925 13869.0394
mod Atlantic (27.95,28.05] cstar_tref ~ aou + oxygen + silicate + phosphate 6924.72465 6955.47152 3.9116602 8.5469730 13710.0859 13771.1022
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 12875.76062 12915.44055 4.8848849 9.4478792 25136.7070 25215.8845
mod Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate 6894.45267 6925.19954 3.8642789 8.4768957 13668.5541 13729.5704
mod Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 6790.00463 6825.87598 3.7021792 8.2716414 13544.5429 13615.7286
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 12568.06919 12607.74911 4.5460340 8.8501845 24585.4906 24664.6682
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate 12900.13399 12934.14536 4.9150785 9.4809523 25161.7110 25229.5775
obs Atlantic (27.95,28.05] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 12706.32745 12746.00738 4.6952837 9.1269866 24845.5301 24924.7077
obs Atlantic (27.95,28.05] cstar_tref ~ sal + oxygen + silicate + phosphate 12744.83459 12778.84596 4.7399321 9.1769015 24886.9897 24954.8562
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 6924.58999 6955.33686 3.9114482 8.8802313 13869.3184 13930.3347
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 6803.19267 6839.06401 3.7218871 8.5756545 13696.1961 13767.3817
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 12618.07853 12657.75846 4.5994633 8.9516200 24681.7524 24760.9300
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 12625.39620 12665.07613 4.6073339 8.9840081 24712.4955 24791.6731
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 13182.98776 13222.66768 5.2484236 10.0554941 25661.2278 25740.4054
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate 6942.75913 6973.50600 3.9401632 9.0332063 13944.1505 14005.1668
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 6811.74386 6847.61521 3.7347218 8.6948469 13754.4715 13825.6572
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 12611.39581 12651.07574 4.5922874 8.9372491 24668.1702 24747.3478
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate 12646.73821 12680.74957 4.6325298 9.0115452 24734.0676 24801.9341
mod Atlantic (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate 6966.80073 6997.54760 3.9784836 8.8578473 13869.8698 13930.8861
mod Atlantic (27.95,28.05] cstar_tref ~ temp + oxygen + silicate + phosphate 6984.19963 7014.94649 4.0064482 8.9875619 13934.6137 13995.6300
mod Atlantic (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate 2873.38242 2897.18449 1.2712893 2.3491952 5345.4264 5392.7993
mod Atlantic (28.05,28.1] cstar_tref ~ aou + oxygen + silicate + phosphate 2868.21857 2896.78105 1.2660237 2.3311667 5322.6331 5379.4806
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 10456.52203 10494.93225 4.5092808 9.1334040 20996.9260 21073.7425
mod Atlantic (28.05,28.1] cstar_tref ~ sal + aou + oxygen + phosphate 2875.33858 2903.90107 1.2712570 2.3267866 5314.8116 5371.6591
mod Atlantic (28.05,28.1] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2869.73296 2903.05586 1.2656675 2.3116207 5296.1860 5362.5081
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate 10512.81949 10545.74253 4.5835210 9.2613955 21092.4590 21158.3017
obs Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + nitrate + phosphate 10532.55540 10565.47844 4.6089301 9.3608655 21168.2415 21234.0843
obs Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 10402.84125 10441.25147 4.4419836 9.0530608 20933.1646 21009.9811
obs Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + silicate + phosphate 10451.49062 10484.41367 4.5054534 9.1601855 21013.4347 21079.2774
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate 10554.72683 10593.13704 4.6350455 9.3543951 21167.8616 21244.6782
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 2942.07425 2970.63674 1.3213727 2.4049552 5424.7743 5481.6218
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 2927.96102 2961.28392 1.3090943 2.3876295 5404.9668 5471.2889
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 10507.89051 10546.30072 4.5746335 9.2466861 21085.0866 21161.9031
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 10473.43821 10511.84842 4.5306984 9.1322438 20996.3783 21073.1948
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate 2967.40916 2995.97165 1.3409114 2.4420098 5476.5359 5533.3834
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate 10509.41188 10542.33492 4.5791481 9.2045455 21048.7989 21114.6416
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2950.93722 2984.26012 1.3266372 2.4246130 5457.3836 5523.7057
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 10438.83230 10477.24252 4.4869921 9.0505068 20932.1611 21008.9776
mod Atlantic (28.05,28.1] cstar_tref ~ temp + aou + phosphate 2940.95671 2964.75878 1.3220484 2.4352559 5466.1080 5513.4809
mod Atlantic (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate 2930.35276 2958.91525 1.3124295 2.4186050 5447.0609 5503.9084
mod Atlantic (28.1,28.15] cstar_tref ~ aou + oxygen + phosphate 3290.96350 3316.24868 0.9940694 2.3027728 7487.1424 7538.0420
mod Atlantic (28.1,28.15] cstar_tref ~ aou + oxygen + silicate + phosphate 3291.18126 3321.52348 0.9933067 2.2473636 7383.5807 7444.6601
mod Atlantic (28.1,28.15] cstar_tref ~ sal + aou + oxygen + phosphate 3289.18145 3319.52368 0.9924516 2.3008985 7486.8744 7547.9538
mod Atlantic (28.1,28.15] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3288.96276 3324.36202 0.9915038 2.2419236 7376.1591 7447.4184
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate 3349.81822 3380.16044 1.0187099 2.3327048 7558.0045 7619.0839
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate 3351.69838 3387.09764 1.0186573 2.2797269 7459.9274 7531.1867
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate 9620.21367 9657.98802 4.6078104 8.9203256 18747.9886 18823.3281
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 9581.35611 9619.13045 4.5532136 8.7676562 18636.3464 18711.6859
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate 9580.91245 9613.29046 4.5553879 8.7842648 18644.7209 18709.2976
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3376.45682 3411.85608 1.0295769 2.2941103 7491.4882 7562.7476
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 9536.40541 9574.17976 4.4908623 8.6876061 18578.0804 18653.4199
obs Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 9620.55946 9658.33381 4.6082992 8.8905139 18726.0251 18801.3645
mod Atlantic (28.1,28.15] cstar_tref ~ temp + aou + phosphate 3360.88424 3386.16943 1.0244584 2.3384764 7567.1140 7618.0135
mod Atlantic (28.1,28.15] cstar_tref ~ temp + aou + silicate + phosphate 3362.88380 3393.22602 1.0244582 2.2920484 7481.9031 7542.9825
obs Atlantic (28.1,28.15] cstar_tref ~ temp + aou + silicate + phosphate 9621.01897 9653.39699 4.6117772 8.9271633 18748.8995 18813.4762
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + nitrate + phosphate 9607.72141 9640.09942 4.5930041 8.8075892 18660.8188 18725.3955
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 9543.80113 9581.57548 4.5010619 8.6717944 18565.8047 18641.1441
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate 9606.23466 9633.21634 4.5937272 8.8227141 18668.1254 18721.9393
mod Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + silicate + phosphate 3389.73648 3420.07870 1.0363743 2.3079363 7516.5143 7577.5937
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + silicate + phosphate 9544.35545 9576.73346 4.5045900 8.7014953 18584.1522 18648.7289
mod Atlantic (28.15,28.2] cstar_tref ~ aou + oxygen + nitrate + phosphate 4475.35495 4508.50232 0.8068807 1.6533272 9481.2490 9547.9837
mod Atlantic (28.15,28.2] cstar_tref ~ aou + oxygen + nitrate + silicate 4465.56468 4498.71205 0.8047520 1.6636733 9529.8047 9596.5395
mod Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + nitrate 4631.94519 4665.09256 0.8417045 1.7180196 9776.1379 9842.8726
mod Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 4463.79584 4502.46777 0.8039340 1.6601337 9517.3792 9595.2364
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + phosphate 4104.66591 4136.87452 3.8963743 8.2670043 8818.2713 8883.3764
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 4564.55827 4603.23020 0.8260920 1.6994256 9697.1595 9775.0167
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate 4102.91365 4130.52103 3.8970301 8.2977180 8825.6495 8881.4538
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 4018.60352 4050.81213 3.6750993 8.0697758 8741.1194 8806.2245
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 4111.83758 4144.04619 3.9154040 8.1608268 8778.2402 8843.3453
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4614.12866 4652.80059 0.8372158 1.7233787 9804.8879 9882.7451
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate 4110.88758 4138.49496 3.9181979 8.1847582 8783.3559 8839.1602
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4010.50019 4042.70880 3.6549236 7.9109479 8680.9532 8746.0583
mod Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + phosphate 4579.57687 4612.72424 0.8298943 1.6964075 9678.9110 9745.6458
mod Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate 4562.71694 4595.86430 0.8261274 1.7048343 9717.7797 9784.5145
obs Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4024.53177 4056.74039 3.6899301 8.2521153 8807.7979 8872.9031
obs Atlantic (28.15,28.2] cstar_tref ~ temp + aou + silicate + phosphate 4025.97754 4053.58492 3.6985779 8.2804390 8814.2327 8870.0371
mod Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + nitrate + phosphate 4629.26581 4662.41317 0.8410962 1.7205555 9787.7420 9854.4767
mod Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + nitrate + silicate 4612.19973 4645.34710 0.8372319 1.7293521 9827.6789 9894.4137
obs Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 4020.39742 4052.60603 3.6795808 8.1164172 8758.4187 8823.5239
obs Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + silicate + phosphate 4021.10086 4048.70824 3.6863449 8.1394697 8763.0733 8818.8777
mod Atlantic (28.2, Inf] cstar_tref ~ aou + oxygen + nitrate + silicate 3764.15410 3797.90767 0.6042429 1.3617487 7453.1472 7519.2085
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate 3546.07284 3574.20081 0.5732223 1.1784702 6510.0717 6565.1228
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate 3518.83027 3552.58385 0.5691484 1.1739065 6482.2205 6548.2817
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3387.35898 3418.52332 3.4605904 7.3375684 7395.9111 7459.1302
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + nitrate 3254.60606 3288.35963 0.5336266 1.1260346 6151.5168 6217.5780
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 3387.24150 3418.40584 3.4602698 7.3586554 7403.7230 7466.9421
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 3173.04441 3212.42358 0.5228609 1.1133135 6061.3029 6138.3743
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate 3385.54956 3412.26185 3.4611106 7.3627093 7401.2175 7455.4053
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3377.37237 3408.53671 3.4334423 7.3005292 7382.2460 7445.4651
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + silicate + phosphate 3386.09276 3412.80505 3.4625936 7.3396991 7392.6922 7446.8800
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate 3268.36935 3302.12292 0.5354209 1.1287194 6170.1198 6236.1811
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3391.03232 3422.19666 3.4706301 7.3573344 7403.1925 7466.4116
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 3192.31751 3231.69668 0.5253245 1.1166745 6085.4686 6162.5401
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate 3389.10477 3415.81706 3.4708284 7.3610831 7400.5797 7454.7675
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 3378.41143 3409.57578 3.4362570 7.2856124 7376.6671 7439.8862
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + nitrate 3298.27222 3332.02579 0.5393402 1.1372967 6225.2197 6291.2810
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 3420.12577 3451.29011 3.5511821 7.3916970 7415.0706 7478.2897
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3228.88719 3268.26635 0.5300310 1.1250575 6142.0079 6219.0793
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3394.90485 3426.06919 3.4812458 7.2607682 7366.7970 7430.0161
mod Atlantic (28.2, Inf] cstar_tref ~ temp + aou + nitrate + silicate 3820.68374 3854.43731 0.6126317 1.3757944 7533.6484 7599.7097
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 646.83206 668.44524 1.7061628 3.4450493 1627.2020 1673.3240
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 811.31126 832.74943 3.0168051 6.9608158 2326.9428 2373.5439
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 694.06605 712.59163 1.9861610 3.7531797 1680.2999 1719.8330
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 809.43015 827.80572 3.0179404 7.1562062 2348.9280 2388.8719
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 518.45466 540.06783 1.1479988 2.5099939 1379.1203 1425.2423
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 810.07179 831.50995 3.0049952 7.0563019 2340.1440 2386.7451
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 646.95076 668.56394 1.7067879 3.4277753 1622.2508 1668.3727
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 807.50496 828.94312 2.9806849 6.9000517 2319.7643 2366.3654
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate 695.32374 713.84932 1.9938857 3.7380535 1675.1796 1714.7127
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate 805.57275 823.94832 2.9813244 7.0793010 2339.8071 2379.7509
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 521.25048 542.86366 1.1579479 2.4951816 1372.9259 1419.0478
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 806.69451 828.13268 2.9730501 6.9927055 2332.5470 2379.1481
mod Indian (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 727.94184 749.55501 2.1914987 3.7099216 1641.8811 1688.0031
obs Indian (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 846.56748 868.00564 3.3728857 7.5515799 2393.2958 2439.8969
mod Indian (-Inf,26] cstar_tref ~ temp + aou + silicate + phosphate 726.80724 745.33282 2.1973600 3.7756442 1657.6929 1697.2260
obs Indian (-Inf,26] cstar_tref ~ temp + aou + silicate + phosphate 862.35564 880.73121 3.5681966 7.7477321 2407.1922 2447.1361
mod Indian (-Inf,26] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 705.75147 727.36464 2.0464301 3.4976798 1597.5196 1643.6416
obs Indian (-Inf,26] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 842.38514 863.82330 3.3285388 7.4341545 2379.6214 2426.2226
mod Indian (-Inf,26] cstar_tref ~ temp + oxygen + silicate + phosphate 703.85617 722.38175 2.0470915 3.5523906 1611.5419 1651.0750
obs Indian (-Inf,26] cstar_tref ~ temp + oxygen + silicate + phosphate 859.29473 877.67030 3.5338004 7.6425399 2394.9402 2434.8841
mod Indian (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1268.90654 1294.35007 2.2749680 5.0716589 2883.4901 2935.4633
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1604.41269 1630.47779 3.2536421 7.5781755 3971.1388 4025.2828
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate 1622.52401 1644.86552 3.3623383 7.6877422 3987.4144 4033.8235
mod Indian (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 885.66695 911.11048 1.1475275 2.8427814 2172.8552 2224.8285
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 1622.76810 1648.83320 3.3527051 7.5686554 3968.7440 4022.8879
mod Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 1260.72034 1286.16387 2.2419540 5.0210945 2871.1868 2923.1601
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 1601.64475 1627.70985 3.2389598 7.5391392 3963.7625 4017.9065
mod Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate 1339.52909 1361.33782 2.5899773 5.4514779 2967.0953 3011.6438
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate 1621.82101 1644.16252 3.3584782 7.6592483 3982.0508 4028.4600
mod Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 886.33158 911.77511 1.1488902 2.8413920 2172.4573 2224.4305
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1622.80149 1648.86659 3.3528880 7.5582439 3966.7242 4020.8682
obs Indian (26,26.5] cstar_tref ~ temp + aou + nitrate + phosphate 1665.86680 1688.20831 3.6090991 8.1203505 4065.0855 4111.4946
mod Indian (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 871.65335 897.09688 1.1191677 2.8119773 2157.8980 2209.8712
obs Indian (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1582.65253 1608.71763 3.1399887 7.3651756 3930.4142 3984.5581
mod Indian (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate 893.86604 915.67478 1.1686185 2.9333855 2205.3361 2249.8846
mod Indian (26,26.5] cstar_tref ~ temp + oxygen + nitrate + phosphate 1301.64179 1323.45053 2.4205462 5.4942168 2975.9862 3020.5347
obs Indian (26,26.5] cstar_tref ~ temp + oxygen + nitrate + phosphate 1652.53728 1674.87879 3.5313419 7.9871492 4041.6651 4088.0742
mod Indian (26,26.5] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 863.18705 888.63058 1.1023750 2.7894701 2147.2202 2199.1935
obs Indian (26,26.5] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 1583.36760 1609.43270 3.1436597 7.3572132 3928.8794 3983.0234
mod Indian (26,26.5] cstar_tref ~ temp + oxygen + silicate + phosphate 887.82126 909.62999 1.1560719 2.9046545 2193.2659 2237.8144
mod Indian (26.5,26.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1005.44135 1030.17507 1.7167479 3.6471621 2531.2594 2583.2732
mod Indian (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate 1004.15936 1025.35970 1.7191857 3.6681347 2534.9339 2579.5172
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 979.85552 1004.58925 1.6320989 3.7321448 2566.9891 2619.0029
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1931.18686 1958.07136 3.9261931 7.8959082 5425.4421 5483.3572
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate 1942.23218 1965.27603 4.0013487 7.9714280 5434.6016 5484.2430
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 730.45474 755.18847 0.9969845 2.4070845 2027.6269 2079.6407
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 1930.70784 1957.59233 3.9234604 7.8859745 5422.7045 5480.6195
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 975.28912 1000.02285 1.6174363 3.7032376 2557.4679 2609.4817
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 1930.19769 1957.08219 3.9205523 7.8895410 5424.2253 5482.1404
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate 1942.05194 1965.09579 4.0003007 7.9695477 5434.1605 5483.8020
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 731.88002 756.61374 0.9997967 2.4029926 2025.4791 2077.4929
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1931.32523 1958.20972 3.9269828 7.8899283 5423.4573 5481.3724
mod Indian (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 655.72015 680.45388 0.8600912 2.2519256 1943.4006 1995.4144
obs Indian (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1890.42308 1917.30757 3.7003248 7.6879896 5390.2906 5448.2057
mod Indian (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate 729.93281 751.13315 0.9999010 2.4673800 2054.1415 2098.7248
obs Indian (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + phosphate 1959.51821 1982.56206 4.1031564 8.1087701 5462.9726 5512.6141
mod Indian (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 654.67519 679.40891 0.8583168 2.2393502 1936.6842 1988.6980
obs Indian (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 1890.53170 1917.41620 3.7009091 7.6857295 5389.5116 5447.4267
mod Indian (26.5,26.75] cstar_tref ~ temp + oxygen + silicate + phosphate 730.06397 751.26431 1.0001602 2.4530240 2046.9859 2091.5692
obs Indian (26.5,26.75] cstar_tref ~ temp + oxygen + silicate + phosphate 1965.52241 1988.56626 4.1391215 8.1264568 5463.2871 5512.9286
mod Indian (26.75,27] cstar_tref ~ aou + nitrate + silicate + phosphate 1200.60024 1223.39479 1.4651695 2.9605512 3146.8421 3195.2852
mod Indian (26.75,27] cstar_tref ~ aou + silicate + phosphate 1198.60035 1217.59581 1.4651697 2.9661905 3146.8395 3187.2087
mod Indian (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1178.38685 1204.98050 1.4123909 2.8231620 3064.7725 3121.2894
mod Indian (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate 1180.10136 1202.89591 1.4203623 2.8516267 3079.8029 3128.2461
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3360.62854 3391.03571 4.5807367 8.4534155 8620.9270 8685.2998
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate 3361.62286 3387.68614 4.5928054 8.4656119 8619.9836 8675.1604
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 1112.41668 1139.01032 1.2780419 2.4736696 2823.0783 2879.5953
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 3360.23262 3390.63978 4.5791433 8.4383089 8613.9176 8678.2905
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 3360.60854 3391.01570 4.5806562 8.4436715 8616.1800 8680.5528
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate 3361.94130 3388.00458 4.5940908 8.4574396 8615.6760 8670.8528
mod Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1113.49996 1140.09361 1.2801413 2.4729243 2821.6318 2878.1488
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3360.21979 3390.62696 4.5790917 8.4299569 8609.8310 8674.2039
mod Indian (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1048.46033 1075.05397 1.1600065 2.4471340 2837.4356 2893.9526
obs Indian (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3358.86212 3389.26928 4.5736319 8.4470769 8619.5348 8683.9077
mod Indian (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate 1111.14099 1133.93555 1.2794453 2.6733496 2982.7531 3031.1962
obs Indian (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate 3359.15373 3385.21701 4.5828512 8.4564156 8617.8847 8673.0615
mod Indian (26.75,27] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 1050.91486 1077.50851 1.1643286 2.4434547 2833.2677 2889.7847
obs Indian (26.75,27] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 3359.11443 3389.52159 4.5746461 8.4422008 8616.9078 8681.2807
mod Indian (26.75,27] cstar_tref ~ temp + oxygen + silicate + phosphate 1111.73501 1134.52956 1.2805973 2.6649735 2976.0628 3024.5059
obs Indian (26.75,27] cstar_tref ~ temp + oxygen + silicate + phosphate 3359.49773 3385.56101 4.5842367 8.4518224 8615.3063 8670.4830
mod Indian (27,27.25] cstar_tref ~ aou + nitrate + silicate + phosphate 1772.20217 1796.34285 2.0381791 4.2360982 5173.3087 5225.3121
mod Indian (27,27.25] cstar_tref ~ sal + aou + nitrate + phosphate 1760.59650 1784.73719 2.0097421 4.2435414 5186.5752 5238.5786
mod Indian (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1758.17578 1786.33992 1.9990147 4.1836904 5151.9993 5212.6699
obs Indian (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2406.36993 2435.10349 3.4942445 8.1042854 6788.0836 6849.0732
obs Indian (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 2414.17764 2438.80640 3.5327030 8.2520921 6828.6334 6880.9101
mod Indian (27,27.25] cstar_tref ~ sal + nitrate + silicate + phosphate 1768.32974 1792.47042 2.0286462 4.2470499 5183.6856 5235.6890
obs Indian (27,27.25] cstar_tref ~ sal + oxygen + nitrate + phosphate 2423.23996 2447.86872 3.5686147 8.2597014 6828.7813 6881.0581
mod Indian (27,27.25] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 1763.19719 1791.36132 2.0112041 4.2294758 5180.4615 5241.1322
obs Indian (27,27.25] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 2404.25938 2432.99293 3.4860234 8.0988947 6786.8827 6847.8723
obs Indian (27,27.25] cstar_tref ~ sal + oxygen + silicate + phosphate 2406.73528 2431.36404 3.5034812 8.2676345 6835.1818 6887.4585
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate 2407.20318 2435.93673 3.4974955 8.1577545 6804.9733 6865.9629
mod Indian (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 1836.83325 1864.99739 2.1987332 4.1438217 5052.2351 5112.9058
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate 2405.62523 2430.25399 3.4991434 8.2582191 6832.4914 6884.7681
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 2400.23637 2428.96993 3.4704064 8.1897428 6816.6755 6877.6651
mod Indian (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1770.32943 1798.49356 2.0286454 4.0756447 5064.1710 5124.8416
obs Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 2413.19387 2441.92742 3.5209583 8.2042630 6818.2747 6879.2642
mod Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1837.33161 1865.49575 2.2000602 4.1435891 5051.5014 5112.1721
obs Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2406.65111 2435.38466 3.4953412 8.2400409 6831.0337 6892.0233
mod Indian (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate 1782.00829 1806.14897 2.0625202 4.2144585 5150.6406 5202.6440
mod Indian (27,27.25] cstar_tref ~ temp + oxygen + nitrate + phosphate 1780.28050 1804.42118 2.0582104 4.2078618 5147.2796 5199.2830
obs Indian (27.25,27.5] cstar_tref ~ aou + nitrate + silicate + phosphate 3086.60539 3112.53000 3.8420050 7.9685718 8448.0262 8503.0452
obs Indian (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3068.16385 3098.40923 3.7720239 7.8916158 8428.3942 8492.5830
obs Indian (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate 3066.37571 3092.30032 3.7727426 8.0264326 8485.0198 8540.0388
obs Indian (27.25,27.5] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 3064.22427 3094.46965 3.7586840 7.9391675 8452.1275 8516.3163
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate 1813.46994 1838.23116 1.7293260 3.4881807 4983.3634 5036.2022
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3088.86992 3119.11530 3.8429191 7.9932099 8463.1025 8527.2913
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 1806.46022 1835.34830 1.7123998 3.4514106 4960.2902 5021.9355
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 3059.70673 3089.95211 3.7434452 7.8836658 8429.3576 8493.5464
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + nitrate + phosphate 1832.47030 1857.23151 1.7655715 3.5193045 4997.7211 5050.5599
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1833.69972 1862.58780 1.7640869 3.5032266 4987.6476 5049.2929
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 3067.95444 3098.19982 3.7713136 7.9904444 8473.2131 8537.4019
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate 1812.76730 1837.52851 1.7279999 3.4884353 4984.0907 5036.9296
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1804.80537 1833.69345 1.7093089 3.4479641 4958.3097 5019.9550
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3063.03407 3093.27945 3.7546632 7.9397041 8452.9922 8517.1811
mod Indian (27.25,27.5] cstar_tref ~ temp + aou + nitrate 1811.69331 1832.32766 1.7297477 3.5141078 5002.5068 5046.5391
mod Indian (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate 1808.07700 1832.83821 1.7191745 3.5028204 5000.2531 5053.0919
obs Indian (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3084.54150 3114.78688 3.8279898 7.9152431 8429.9084 8494.0972
mod Indian (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate 1810.88450 1831.51885 1.7282210 3.5150940 5003.9383 5047.9707
mod Indian (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate + silicate 1806.17598 1830.93720 1.7156103 3.5013652 5000.2334 5053.0722
obs Indian (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 3085.82618 3116.07156 3.8324147 7.9713111 8454.8737 8519.0625
obs Indian (27.5,27.75] cstar_tref ~ aou + nitrate + silicate + phosphate 3294.87526 3321.32644 3.6155431 7.4086280 8167.1160 8222.2671
mod Indian (27.5,27.75] cstar_tref ~ oxygen + nitrate + silicate + phosphate 2402.13702 2428.52859 1.7674330 3.1692772 5832.7281 5888.4020
obs Indian (27.5,27.75] cstar_tref ~ oxygen + nitrate + silicate + phosphate 3297.91522 3324.36639 3.6246081 7.5088156 8212.0796 8267.2307
obs Indian (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3293.00142 3323.86112 3.6040244 7.2903989 8116.8472 8181.1902
obs Indian (27.5,27.75] cstar_tref ~ sal + nitrate + silicate + phosphate 3308.04633 3334.49750 3.6549828 7.3930881 8154.5021 8209.6532
mod Indian (27.5,27.75] cstar_tref ~ sal + oxygen + nitrate 2449.21438 2471.20735 1.8410903 3.2070599 5827.3571 5873.7520
mod Indian (27.5,27.75] cstar_tref ~ sal + oxygen + nitrate + silicate 2446.03190 2472.42347 1.8331694 3.1976543 5824.0583 5879.7322
obs Indian (27.5,27.75] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 3294.83756 3325.69726 3.6094795 7.3259446 8133.0401 8197.3830
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 3337.04573 3367.90543 3.7371804 7.4556837 8176.2165 8240.5595
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + nitrate + phosphate 2231.92017 2258.31174 1.5340585 2.7865750 5443.3257 5498.9995
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate 2425.30220 2451.69377 1.8018256 3.2164465 5873.5492 5929.2230
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2233.92000 2264.71017 1.5340583 2.7864600 5447.1471 5512.1000
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 3298.13558 3328.99528 3.6192985 7.3569323 8146.3685 8210.7115
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3341.67617 3372.53587 3.7514620 7.4879254 8189.3561 8253.6991
obs Indian (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3296.87448 3327.73418 3.6155408 7.3384053 8138.1153 8202.4583
mod Indian (27.5,27.75] cstar_tref ~ temp + aou + phosphate 2177.60629 2199.59926 1.4687247 2.8521802 5580.5018 5626.8967
mod Indian (27.5,27.75] cstar_tref ~ temp + nitrate + phosphate 2387.60455 2409.59753 1.7491009 3.1126300 5762.2674 5808.6623
mod Indian (27.5,27.75] cstar_tref ~ temp + nitrate + silicate + phosphate 2346.48514 2372.87670 1.6874674 3.0269199 5688.4794 5744.1533
obs Indian (27.5,27.75] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 3299.56258 3330.42228 3.6235554 7.3719261 8152.8614 8217.2044
mod Indian (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate 2168.65235 2190.64532 1.4578245 2.7984242 5510.3125 5556.7074
mod Indian (27.75,27.85] cstar_tref ~ aou + nitrate + silicate 1569.87344 1589.72975 1.7694981 3.4060132 3965.4349 4007.4719
mod Indian (27.75,27.85] cstar_tref ~ aou + silicate + phosphate 1260.92381 1280.78012 1.1931866 2.4389514 3316.0066 3358.0437
mod Indian (27.75,27.85] cstar_tref ~ oxygen + nitrate + silicate 1557.33655 1577.19286 1.7414272 3.3826854 3956.5098 3998.5469
mod Indian (27.75,27.85] cstar_tref ~ oxygen + silicate + phosphate 1289.60497 1309.46128 1.2376453 2.5201346 3380.9463 3422.9834
obs Indian (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2261.11564 2289.38074 3.5345419 7.2836938 5941.8621 6001.6676
mod Indian (27.75,27.85] cstar_tref ~ sal + nitrate + silicate 1544.99219 1564.84850 1.7142226 3.4177140 3990.6120 4032.6491
mod Indian (27.75,27.85] cstar_tref ~ sal + silicate + phosphate 1370.64748 1390.50379 1.3724277 2.8065844 3601.4829 3643.5199
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + phosphate 2255.35762 2283.62272 3.5103388 7.2183402 5921.3370 5981.1426
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 2211.67796 2239.94306 3.3320538 7.1501871 5916.8188 5976.6244
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate 1546.95364 1570.78121 1.7141383 3.4017724 3982.9018 4033.3463
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2245.72971 2273.99481 3.4702388 7.2834930 5949.1596 6008.9652
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 2261.48954 2289.75463 3.5361193 7.2368936 5924.8586 5984.6642
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2211.94478 2240.20988 3.3331149 7.1280688 5908.9380 5968.7436
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate 1368.63081 1392.45838 1.3654143 2.7497754 3557.3640 3607.8085
obs Indian (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2206.06049 2234.32558 3.3097923 7.0203790 5872.9725 5932.7780
obs Indian (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate 2209.86094 2234.08817 3.3327814 7.1533662 5913.8606 5965.1225
mod Indian (27.75,27.85] cstar_tref ~ temp + nitrate + silicate 1557.98118 1577.83749 1.7428597 3.4317620 3992.8669 4034.9039
obs Indian (27.75,27.85] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 2209.55406 2237.81915 3.3236194 7.0258363 5873.4445 5933.2501
obs Indian (27.75,27.85] cstar_tref ~ temp + oxygen + silicate + phosphate 2210.96050 2235.18773 3.3371573 7.1356173 5907.1893 5958.4513
mod Indian (27.75,27.85] cstar_tref ~ temp + silicate + phosphate 1372.86416 1392.72047 1.3763136 2.7642496 3562.8160 3604.8531
mod Indian (27.85,27.95] cstar_tref ~ aou + silicate + phosphate 1740.50687 1760.81416 1.8184223 3.7966624 4599.6611 4642.5641
mod Indian (27.85,27.95] cstar_tref ~ oxygen + silicate + phosphate 1729.92112 1750.22841 1.7961249 3.7792529 4592.4216 4635.3246
mod Indian (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate 1920.59780 1940.90509 2.2431148 4.1707462 4744.6104 4787.5134
mod Indian (27.85,27.95] cstar_tref ~ sal + silicate + phosphate 1847.78429 1868.09157 2.0606082 4.3069283 4879.2667 4922.1697
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + phosphate 2994.22058 3024.99909 2.8996169 6.2134701 7472.9082 7536.9280
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 2993.49321 3019.87479 2.9026936 6.2327942 7478.5246 7533.3987
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 2968.04374 2998.82225 2.8370494 6.1360371 7439.0612 7503.0810
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate 1891.30740 1915.67614 2.1627843 4.3340308 4878.6968 4930.1804
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 3017.16821 3047.94671 2.9555999 6.3083653 7515.7714 7579.7912
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2975.95624 3006.73475 2.8558180 6.1784312 7459.1476 7523.1674
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate 1757.96046 1782.32921 1.8514709 3.7974522 4596.8203 4648.3039
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + nitrate + phosphate 2997.49580 3023.87738 2.9123917 6.3119151 7517.7267 7572.6008
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2964.43000 2995.20851 2.8285187 6.1321398 7437.8419 7501.8617
mod Indian (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate 1730.87998 1755.24872 1.7939468 3.7721776 4592.0278 4643.5115
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate 2966.10930 2992.49088 2.8372045 6.1437440 7439.0276 7493.9017
obs Indian (27.85,27.95] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 2974.18788 3004.96639 2.8516127 6.1834412 7462.1043 7526.1241
mod Indian (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate 1916.82898 1937.13626 2.2332834 4.3505859 4868.1034 4911.0064
mod Indian (27.85,27.95] cstar_tref ~ temp + oxygen + silicate + phosphate 1730.89193 1755.26067 1.7939717 3.7700781 4590.5827 4642.0664
obs Indian (27.85,27.95] cstar_tref ~ temp + oxygen + silicate + phosphate 2974.13039 3000.51196 2.8562325 6.1892488 7460.6548 7515.5290
mod Indian (27.85,27.95] cstar_tref ~ temp + silicate + phosphate 1761.28932 1781.59661 1.8630058 3.9190414 4672.7472 4715.6502
mod Indian (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate 1774.76443 1799.10514 1.9063462 3.5934265 4458.8710 4510.4144
mod Indian (27.95,28.05] cstar_tref ~ sal + oxygen + nitrate + silicate 1864.56373 1888.90444 2.1177196 3.9066607 4629.3376 4680.8811
mod Indian (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate 1873.92928 1894.21320 2.1460918 3.9456828 4644.8704 4687.8233
mod Indian (27.95,28.05] cstar_tref ~ sal + oxygen + silicate + phosphate 1685.91138 1710.25208 1.7179729 3.2013812 4192.9859 4244.5293
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate 4316.90040 4350.47817 2.6775881 5.9208807 10554.9755 10624.1780
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 1869.25976 1897.65725 2.1244157 3.9308308 4649.4089 4709.5430
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 1880.48267 1904.82337 2.1575650 3.9693254 4662.6974 4714.2409
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 4331.69038 4360.47132 2.7028217 5.9578671 10576.4395 10635.7559
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 1680.20762 1708.60510 1.7025451 3.1978886 4200.3088 4260.4428
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 4303.81757 4337.39534 2.6580894 5.8970803 10538.7101 10607.9125
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1863.15073 1891.54821 2.1092730 3.8942765 4626.8926 4687.0266
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate 1875.81044 1900.15115 2.1457932 3.9415654 4645.8286 4697.3720
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1677.50621 1705.90370 1.6971680 3.1805179 4186.5265 4246.6605
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4332.61394 4366.19171 2.7011969 5.9738057 10592.2673 10661.4698
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + nitrate + phosphate 4322.92241 4351.70335 2.6896149 5.9622739 10580.6126 10639.9290
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4311.12754 4344.70531 2.6689667 5.9019668 10541.5806 10610.7831
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate 4329.69038 4353.67450 2.7028217 5.9771584 10586.6095 10636.0398
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate 4310.97223 4339.75317 2.6717186 5.9111626 10544.2002 10603.5166
obs Indian (27.95,28.05] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 4340.69027 4374.26803 2.7134120 5.9804759 10596.2772 10665.4797
obs Indian (27.95,28.05] cstar_tref ~ temp + oxygen + silicate + phosphate 4340.00926 4368.79020 2.7154121 5.9882158 10597.8054 10657.1218
obs Indian (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3371.89240 3403.81961 2.6007726 5.5609190 7933.4783 7999.0842
obs Indian (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate 3401.67148 3429.03766 2.6598857 5.6238179 7963.5784 8019.8121
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate 1151.91692 1174.21909 1.5776317 3.2082904 3056.5761 3104.1177
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3359.75797 3391.68518 2.5785492 5.5726424 7942.0511 8007.6571
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 1147.87256 1173.89175 1.5620256 3.1854382 3050.1138 3105.5790
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 1139.76350 1162.06566 1.5464093 3.1946130 3055.0391 3102.5807
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 3382.29210 3409.65828 2.6236797 5.6184235 7962.9798 8019.2135
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate 1148.24480 1170.54697 1.5681321 3.1921630 3048.8638 3096.4054
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 1131.96044 1157.97964 1.5216758 3.0543650 2977.1551 3032.6204
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 3369.30352 3401.23074 2.5960153 5.5086556 7901.5089 7967.1148
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate 1150.95779 1173.25995 1.5751449 3.2041619 3054.6178 3102.1594
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1147.23852 1173.25771 1.5603975 3.1812197 3047.8956 3103.3608
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate 1138.75106 1161.05323 1.5438363 3.1896457 3052.5845 3100.1261
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate 1147.36437 1169.66654 1.5658629 3.1876758 3046.6276 3094.1692
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1130.74798 1156.76718 1.5186443 3.0473753 2973.3775 3028.8427
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3395.65341 3427.58063 2.6448456 5.6136615 7962.5502 8028.1561
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + nitrate + phosphate 3419.62464 3446.99083 2.6938729 5.6891273 8000.6220 8056.8557
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3407.46362 3439.39083 2.6670287 5.5950741 7949.2485 8014.8545
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + phosphate 3422.28352 3445.08867 2.7027633 5.6990130 8001.8842 8048.7456
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate 3415.32240 3442.68859 2.6856889 5.6143901 7955.5140 8011.7476
obs Indian (28.1,28.2] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 4580.26249 4614.43956 2.5161615 5.3126697 10986.6364 11057.0365
obs Indian (28.1,28.2] cstar_tref ~ aou + oxygen + silicate + phosphate 4580.64323 4609.93786 2.5192354 5.3157916 10985.0621 11045.4051
obs Indian (28.1,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4587.02987 4621.20693 2.5249089 5.2347494 10911.1734 10981.5735
obs Indian (28.1,28.2] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 4543.14353 4577.32060 2.4687185 5.1942246 10882.3436 10952.7438
obs Indian (28.1,28.2] cstar_tref ~ sal + aou + oxygen + phosphate 4551.98358 4581.27820 2.4824803 5.2100152 10891.1272 10951.4702
obs Indian (28.1,28.2] cstar_tref ~ sal + aou + silicate + phosphate 4587.87839 4617.17301 2.5285999 5.2460999 10917.3944 10977.7374
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate 1817.52770 1844.26832 0.9982747 2.3318962 4956.4525 5012.1133
obs Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate + phosphate 4605.88943 4640.06649 2.5494472 5.3248624 10992.4874 11062.8876
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 1809.97193 1841.16932 0.9908150 2.3155729 4938.6802 5003.6177
obs Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + oxygen + phosphate 4553.69023 4587.86729 2.4821069 5.1980515 10883.7109 10954.1110
obs Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 4570.15112 4604.32819 2.5031482 5.2206475 10901.6666 10972.0667
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + nitrate 1815.58413 1837.86798 0.9983189 2.3355350 4957.4403 5003.8243
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + nitrate + phosphate 1588.26097 1615.00159 0.8338639 2.0544198 4564.8856 4620.5463
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + nitrate + silicate 1809.93120 1836.67182 0.9923399 2.3171831 4936.7573 4992.4180
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + oxygen + nitrate 1817.56696 1844.30758 0.9983054 2.3316975 4956.1766 5011.8373
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1810.31333 1841.51072 0.9910805 2.3158785 4939.0770 5004.0145
obs Indian (28.1,28.2] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4599.67815 4633.85521 2.5413395 5.2806910 10952.1135 11022.5136
mod Indian (28.1,28.2] cstar_tref ~ temp + aou + nitrate + silicate 1844.28441 1871.02503 1.0194623 2.3443978 4971.2383 5026.8990
mod Indian (28.1,28.2] cstar_tref ~ temp + nitrate + phosphate 1654.76570 1677.04955 0.8799294 2.1134581 4648.7593 4695.1432
mod Indian (28.1,28.2] cstar_tref ~ temp + oxygen + nitrate + silicate 1843.48032 1870.22093 1.0188190 2.3438413 4970.5542 5026.2149
mod Indian (28.2,28.3] cstar_tref ~ sal + aou + nitrate + silicate 1607.46700 1637.62556 0.4914123 1.0622885 4170.5000 4232.4816
obs Indian (28.2,28.3] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 1820.99103 1849.37210 2.0176691 4.6203593 4528.7900 4587.5536
obs Indian (28.2,28.3] cstar_tref ~ sal + aou + oxygen + phosphate 1819.14810 1843.47474 2.0180411 4.6313312 4529.5561 4579.9249
obs Indian (28.2,28.3] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1821.09730 1849.47837 2.0179208 4.6310671 4533.4429 4592.2065
mod Indian (28.2,28.3] cstar_tref ~ sal + aou + silicate + phosphate 1819.82919 1849.98775 0.5400074 1.0819531 4228.2989 4290.2805
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate 1839.07193 1869.23050 0.5446414 1.0804001 4213.4173 4275.3989
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1510.91191 1546.09689 0.4703702 1.0059377 3886.1961 3958.5080
obs Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1812.49273 1840.87381 1.9976439 4.6131404 4525.8578 4584.6214
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + silicate 1546.01212 1581.19711 0.4777590 1.0105112 3905.6329 3977.9448
obs Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + oxygen + phosphate 1810.25480 1838.63588 1.9924036 4.6026726 4521.3511 4580.1147
obs Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + phosphate 1810.52267 1834.84931 1.9977141 4.6192426 4524.5000 4574.8688
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + silicate + phosphate 1811.02842 1846.21341 0.5374237 1.0719064 4180.2867 4252.5986
obs Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + silicate + phosphate 1806.21192 1834.59300 1.9829717 4.5933121 4517.3392 4576.1028
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + oxygen + nitrate 1839.36065 1869.51922 0.5447112 1.0805920 4214.3830 4276.3646
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 1511.15936 1546.34434 0.4704219 1.0061134 3887.1316 3959.4434
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1547.77072 1582.95570 0.4781322 1.0110605 3908.3732 3980.6851
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1812.09289 1847.27788 0.5376778 1.0724150 4182.7664 4255.0783
obs Indian (28.2,28.3] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1804.40457 1832.78564 1.9787697 4.5962403 4518.6252 4577.3888
obs Indian (28.2,28.3] cstar_tref ~ temp + aou + oxygen + nitrate + phosphate 1810.52080 1838.90188 1.9930257 4.6243237 4530.7163 4589.4799
obs Indian (28.2,28.3] cstar_tref ~ temp + aou + oxygen + phosphate 1809.13595 1833.46259 1.9944652 4.6302099 4529.2462 4579.6150
obs Indian (28.3,28.4] cstar_tref ~ aou + nitrate + silicate + phosphate 1103.07024 1124.15081 2.1832178 5.0042459 2549.3975 2592.5386
mod Indian (28.3,28.4] cstar_tref ~ oxygen + nitrate + silicate + phosphate 1618.99392 1648.75600 0.5186078 0.9041560 2892.5146 2953.5416
obs Indian (28.3,28.4] cstar_tref ~ oxygen + nitrate + silicate + phosphate 1105.53719 1126.61776 2.1941035 5.0131389 2551.4518 2594.5929
mod Indian (28.3,28.4] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1426.10799 1460.83042 0.4728117 0.8819008 2862.1230 2933.3212
obs Indian (28.3,28.4] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1100.17084 1124.76484 2.1617585 4.9594895 2543.6552 2593.9865
mod Indian (28.3,28.4] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 1508.39548 1543.11792 0.4916332 0.8892332 2867.2687 2938.4669
mod Indian (28.3,28.4] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1518.87092 1553.59336 0.4940824 0.9173016 3046.8418 3118.0400
obs Indian (28.3,28.4] cstar_tref ~ sal + aou + silicate + phosphate 1099.87750 1120.95807 2.1692096 4.9797688 2544.0335 2587.1746
mod Indian (28.3,28.4] cstar_tref ~ sal + oxygen + nitrate + silicate 1527.57684 1557.33892 0.4965981 0.8970066 2903.5108 2964.5378
mod Indian (28.3,28.4] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 1519.61599 1554.33842 0.4942571 0.8796032 2793.7166 2864.9147
obs Indian (28.3,28.4] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 1102.83941 1127.43342 2.1734206 4.9735837 2546.8313 2597.1626
obs Indian (28.3,28.4] cstar_tref ~ sal + oxygen + silicate + phosphate 1101.58789 1122.66846 2.1767028 4.9898719 2546.2860 2589.4271
mod Indian (28.3,28.4] cstar_tref ~ sal + temp + aou + nitrate + silicate 1507.79828 1542.52072 0.4914940 0.8874525 2855.4688 2926.6670
mod Indian (28.3,28.4] cstar_tref ~ sal + temp + aou + silicate + phosphate 1518.57042 1553.29286 0.4940120 0.9158402 3037.6260 3108.8242
obs Indian (28.3,28.4] cstar_tref ~ sal + temp + aou + silicate + phosphate 1097.54723 1122.14123 2.1503540 4.9592270 2543.3528 2593.6841
mod Indian (28.3,28.4] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1509.64318 1544.36562 0.4919243 0.8891942 2866.2674 2937.4656
mod Indian (28.3,28.4] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1519.61914 1554.34157 0.4942578 0.9169187 3044.0151 3115.2132
obs Indian (28.3,28.4] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1100.41073 1125.00473 2.1628043 4.9730235 2546.4961 2596.8274
obs Indian (28.3,28.4] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1103.95891 1128.55291 2.1783316 4.9979259 2551.9893 2602.3206
obs Indian (28.3,28.4] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 1106.55007 1131.14407 2.1897412 5.0086808 2554.4449 2604.7761
obs Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + nitrate 8639.62182 8670.79744 6.1398651 13.0488676 20342.5740 20406.5332
mod Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 5853.61249 5887.60773 5.2306823 11.0671504 14283.6347 14353.9382
obs Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 8482.63454 8519.00610 5.7846759 12.3084455 19987.4700 20062.0891
mod Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 6000.26049 6034.25573 5.6503918 11.3896023 14385.8524 14456.1560
obs Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 8614.79328 8651.16484 6.0784340 12.9819903 20316.9948 20391.6139
obs Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 8692.07453 8728.44609 6.2570767 13.0176108 20321.2556 20395.8747
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate 5821.94653 5851.08530 5.1496465 10.7958721 14162.3504 14222.6106
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate 8629.94714 8661.12276 6.1176411 12.7051964 20166.7206 20230.6799
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 5778.85891 5812.85415 5.0288822 10.6548965 14111.7813 14182.0848
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 8556.94972 8593.32128 5.9480689 12.3699465 20006.8777 20081.4968
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 5767.99217 5801.98741 5.0002024 10.1089005 13845.8831 13916.1867
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 8603.98075 8640.35231 6.0538500 12.6373581 20140.6107 20215.2298
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate 5800.05680 5829.19557 5.0906583 10.7895660 14165.0161 14225.2763
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate 8649.42836 8680.60398 6.1624744 12.7051107 20162.3365 20226.2958
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 5788.22478 5822.22002 5.0537328 10.7522829 14155.0182 14225.3217
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 8601.58598 8637.95754 6.0484186 12.4877884 20061.0018 20135.6209
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 5745.66222 5779.65746 4.9417810 10.0885991 13843.2090 13913.5125
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 8623.33944 8659.71100 6.0979358 12.6368581 20136.2671 20210.8862
mod Pacific (-Inf,26] cstar_tref ~ temp + oxygen + nitrate + silicate 6079.38302 6108.52180 5.8968656 11.7297673 14505.7891 14566.0493
mod Pacific (-Inf,26] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 6075.50464 6109.49988 5.8786496 11.6233561 14463.6273 14533.9309
mod Pacific (26,26.5] cstar_tref ~ aou + oxygen + nitrate + silicate 7624.48466 7655.79812 3.9334519 7.6306110 17184.6990 17248.8201
mod Pacific (26,26.5] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 6919.06421 6955.59658 3.0355390 6.1380996 15867.2485 15942.0565
mod Pacific (26,26.5] cstar_tref ~ aou + oxygen + silicate + phosphate 7072.72972 7104.04318 3.2136564 6.3892083 16100.3485 16164.4696
obs Pacific (26,26.5] cstar_tref ~ aou + oxygen + silicate + phosphate 9616.91519 9649.10248 5.0658228 10.0454267 20340.9465 20406.0096
mod Pacific (26,26.5] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 7626.07480 7662.60717 3.9328614 7.6295406 17187.8346 17262.6426
obs Pacific (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate 9638.82899 9671.01627 5.1010974 10.1534322 20414.2196 20479.2827
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 9473.96440 9511.51623 4.8385593 9.5390178 19995.6566 20071.5635
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate 9662.01413 9694.20141 5.1386861 10.1477874 20406.9650 20472.0281
mod Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 7059.66960 7096.20197 3.1959770 6.0981041 15773.9771 15848.7850
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 9456.26639 9493.81822 4.8115189 9.5302071 19991.6688 20067.5758
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 9498.79611 9536.34794 4.8767554 9.5856436 20026.8348 20102.7417
mod Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 7149.39592 7185.92829 3.3027637 6.2369185 15902.1395 15976.9475
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 9499.82359 9537.37542 4.8783424 9.6232862 20054.8798 20130.7867
mod Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6972.93901 7009.47137 3.0960384 5.9931918 15681.2395 15756.0475
obs Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 9528.15611 9565.70794 4.9223061 9.7203165 20122.6055 20198.5124
mod Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate 7126.27100 7157.58446 3.2773053 6.2826862 15961.0096 16025.1307
obs Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate 9655.60419 9687.79148 5.1282664 10.0907329 20367.4245 20432.4876
mod Pacific (26,26.5] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 7053.87089 7090.40326 3.1891957 6.0742977 15747.5736 15822.3816
obs Pacific (26,26.5] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 9567.54991 9605.10174 4.9840930 9.7946420 20171.2435 20247.1504
mod Pacific (26,26.5] cstar_tref ~ temp + oxygen + silicate + phosphate 7190.34489 7221.65835 3.3551344 6.3551807 16018.8619 16082.9830
obs Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + nitrate + phosphate 9307.86403 9339.77129 5.2872050 10.3484061 19542.1675 19606.6376
mod Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + silicate + phosphate 7241.41371 7273.25290 2.7374839 5.2140028 14914.5740 14978.8534
mod Pacific (26.5,26.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 8331.57595 8368.72167 3.9439957 7.3719003 17077.6001 17152.5928
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 8049.41968 8086.56540 3.5876989 7.0708264 16848.0866 16923.0793
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 9255.04728 9292.27241 5.1919138 10.1632846 19431.1433 19506.3584
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 7249.89282 7287.03854 2.7434422 5.2369522 14947.5756 15022.5683
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 9388.89685 9426.12198 5.4276792 10.7590967 19800.0690 19875.2841
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 8198.72598 8235.87170 3.7720318 7.4104297 17141.0535 17216.0462
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 9269.03149 9306.25662 5.2160589 10.2424397 19482.1249 19557.3400
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 7355.97067 7393.11639 2.8428584 5.4139813 15154.6192 15229.6118
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 9411.30344 9448.52858 5.4681799 10.8389298 19847.1877 19922.4028
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate 9320.35818 9352.26543 5.3091679 10.4295574 19593.7505 19658.2206
mod Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 7209.86244 7247.00816 2.7068359 5.2267987 14942.3061 15017.2988
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 9244.55101 9281.77615 5.1738644 10.2533993 19493.0111 19568.2262
mod Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate 7346.91194 7378.75113 2.8361325 5.3883761 15119.2839 15183.5634
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate 9414.29580 9446.20306 5.4772448 10.8844924 19870.9497 19935.4198
obs Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + phosphate 9340.30714 9372.21439 5.3444246 10.5234821 19652.0013 19716.4714
mod Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 7312.79041 7349.93613 2.8019623 5.4057536 15153.0284 15228.0211
obs Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 9281.42966 9318.65479 5.2375595 10.3924318 19579.3872 19654.6023
mod Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + silicate + phosphate 7436.87164 7468.71083 2.9230545 5.5533417 15308.4597 15372.7391
obs Pacific (26.75,27] cstar_tref ~ aou + oxygen + nitrate + phosphate 11787.04830 11820.51410 4.9240136 9.9939481 24965.9774 25033.5215
obs Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate 11920.45828 11948.34645 5.0976182 10.2974314 25206.8633 25263.1500
mod Pacific (26.75,27] cstar_tref ~ aou + oxygen + silicate + phosphate 8560.49265 8593.03406 3.1044927 5.9609468 18653.9266 18720.1981
mod Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate 8186.53149 8224.49647 2.7749233 5.4546022 18021.0629 18098.3797
obs Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate 11837.01779 11876.06122 4.9848269 10.0712582 25032.0067 25110.8081
mod Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 8601.85964 8639.82462 3.1411898 5.9501688 18628.8457 18706.1625
obs Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 11969.85642 12008.89986 5.1571811 10.3896146 25287.3278 25366.1292
mod Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 8331.96509 8369.93007 2.8980443 5.7355107 18400.1608 18477.4776
obs Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 11883.23166 11922.27510 5.0441246 10.1843176 25123.7259 25202.5273
mod Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 8694.48825 8732.45323 3.2292567 6.0982702 18807.8395 18885.1563
mod Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + phosphate 8673.88072 8706.42213 3.2113696 6.1697465 18910.4987 18976.7702
obs Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + phosphate 11836.90925 11870.37505 4.9872401 10.0930556 25046.3606 25113.9047
mod Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 7998.28123 8036.24621 2.6232893 5.1547073 17600.3620 17677.6788
obs Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 11818.51053 11857.55397 4.9612758 10.0414497 25008.1718 25086.9732
mod Pacific (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate 8622.46666 8655.00807 3.1624594 5.9941100 18680.2830 18746.5545
obs Pacific (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate 11972.21592 12005.68173 5.1629373 10.3962201 25288.3897 25355.9338
obs Pacific (26.75,27] cstar_tref ~ temp + oxygen + nitrate + phosphate 11882.05894 11915.52475 5.0451925 10.2022562 25134.7349 25202.2789
mod Pacific (26.75,27] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 8075.66684 8113.63182 2.6845931 5.2793096 17778.6129 17855.9297
obs Pacific (26.75,27] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 11873.43431 11912.47775 5.0314948 10.1753721 25117.0295 25195.8309
mod Pacific (26.75,27] cstar_tref ~ temp + oxygen + silicate + phosphate 8709.71166 8742.25307 3.2459021 6.1369096 18852.2517 18918.5232
mod Pacific (27,27.25] cstar_tref ~ aou + oxygen + phosphate 10064.49986 10092.24001 3.4252240 6.2334090 21209.1081 21265.4881
mod Pacific (27,27.25] cstar_tref ~ aou + oxygen + silicate + phosphate 9926.23194 9959.52011 3.3009024 6.0064638 20903.7463 20971.4023
obs Pacific (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 13254.56196 13294.63927 4.4993045 8.9606932 30638.3778 30720.4528
obs Pacific (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 13254.44214 13288.79412 4.5011723 8.9630617 30636.9268 30707.2768
obs Pacific (27,27.25] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 13292.00447 13332.08179 4.5366474 9.1013857 30812.3108 30894.3859
obs Pacific (27,27.25] cstar_tref ~ sal + oxygen + silicate + phosphate 13320.16225 13354.51423 4.5669502 9.1420899 30852.0338 30922.3838
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate 8775.38629 8814.22249 2.4359472 4.5827099 18704.1159 18783.0480
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate 13380.19875 13420.27606 4.6258365 9.0560908 30722.2760 30804.3511
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate 13410.78791 13445.13989 4.6592351 9.1527966 30835.4293 30905.7794
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 9993.86963 10032.70583 3.3585061 6.1971419 21191.4641 21270.3961
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 13255.81981 13295.89712 4.5005540 8.9366148 30605.7034 30687.7785
mod Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 8905.94778 8944.78398 2.5212335 4.7449476 18994.6368 19073.5688
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 13411.93604 13452.01335 4.6583590 9.1238139 30801.1814 30883.2564
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate 13437.90641 13472.25839 4.6872109 9.2122660 30904.1734 30974.5235
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 13279.74699 13319.82430 4.5243885 8.9869248 30665.0956 30747.1707
mod Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate 8798.88367 8832.17185 2.4523730 4.6553150 18842.9458 18910.6018
mod Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 8778.97016 8817.80636 2.4382493 4.6320241 18806.0920 18885.0240
mod Pacific (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate 10132.89604 10166.18422 3.4856940 6.3318797 21340.5548 21408.2108
mod Pacific (27,27.25] cstar_tref ~ temp + oxygen + nitrate + phosphate 8918.90514 8952.19331 2.5311928 4.8031391 19103.0567 19170.7127
mod Pacific (27,27.25] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 8880.76442 8919.60062 2.5045538 4.7524708 19018.6213 19097.5534
mod Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + phosphate 10635.11165 10669.02123 3.0209314 5.4946211 23860.4188 23930.0419
mod Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 10167.55501 10207.11618 2.7019630 4.8344004 22551.0996 22632.3266
obs Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 12160.76521 12200.87028 3.4968206 7.3240857 28851.7428 28933.9389
mod Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate 10624.10986 10658.01943 3.0130435 5.3872705 23616.1516 23685.7748
obs Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate 12199.06931 12233.44509 3.5279470 7.3801135 28927.2177 28997.6716
mod Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 10197.03930 10236.60047 2.7209613 4.8987982 22700.3258 22781.5528
obs Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 12210.10422 12250.20929 3.5349624 7.4447618 29029.9487 29112.1449
mod Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + silicate + phosphate 10555.82985 10589.73942 2.9645476 5.3135132 23487.0706 23556.6937
obs Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + silicate + phosphate 12299.83245 12334.20823 3.6069827 7.5820113 29217.6142 29288.0680
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 12675.42636 12715.53143 3.9157867 7.8148510 29478.6642 29560.8603
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate 12723.83732 12758.21309 3.9594315 7.9523432 29668.7311 29739.1850
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 10361.99585 10401.55702 2.8297432 5.1358709 23190.6212 23271.8482
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 12176.86696 12216.97203 3.5092227 7.2604466 28746.6318 28828.8280
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 10277.63967 10317.20084 2.7735812 5.1041105 23166.0926 23247.3197
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 12693.02015 12733.12522 3.9309641 7.8386835 29509.6507 29591.8468
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate 12739.74749 12774.12327 3.9733070 7.9743201 29696.8839 29767.3377
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 10357.62595 10397.18712 2.8268061 5.1425280 23209.8495 23291.0765
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 12188.07900 12228.18407 3.5178846 7.2750839 28767.4576 28849.6537
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate 10362.59035 10396.49993 2.8314884 5.1768403 23285.0800 23354.7031
mod Pacific (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 10680.97552 10720.53669 3.0525860 5.4712986 23780.5322 23861.7592
mod Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 10997.19406 11037.24040 2.7631173 4.7468534 23272.8428 23354.7301
obs Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 12407.41805 12447.82437 3.2913610 6.5333650 28173.8583 28256.3904
mod Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate 11119.49586 11153.82129 2.8403318 4.9034336 23621.7690 23691.9582
obs Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate 12547.73826 12582.37225 3.3915123 6.7791579 28578.9156 28649.6574
mod Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 10905.42825 10945.47458 2.7074637 4.6303055 22999.3728 23081.2601
obs Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 12420.45712 12460.86344 3.3004122 6.6577898 28399.1563 28481.6883
mod Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + silicate + phosphate 11010.17303 11044.49846 2.7723096 4.7590309 23292.5853 23362.7744
obs Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + silicate + phosphate 12615.05866 12649.69264 3.4399420 7.0226761 28986.1017 29056.8435
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 10441.50712 10481.55345 2.4428058 4.1278965 21766.2444 21848.1317
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate 10449.51780 10483.84323 2.4482340 4.1375526 21786.8588 21857.0480
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 12536.34662 12576.75294 3.3819601 6.4671024 28001.7520 28084.2841
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 10652.67516 10692.72149 2.5599033 4.3354903 22282.2849 22364.1722
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 13285.36981 13325.77613 3.9598691 7.2037398 29055.3041 29137.8362
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 10435.00032 10475.04665 2.4392840 4.1215841 21750.0780 21831.9653
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate 13283.38298 13318.01697 3.9598801 7.2115363 29065.8682 29136.6100
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate 10443.25243 10477.57787 2.4448353 4.1315077 21771.4576 21841.6467
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 12484.62718 12525.03350 3.3453207 6.4282646 27945.7057 28028.2378
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate 10674.81768 10709.14311 2.5736435 4.3618313 22343.6407 22413.8299
obs Pacific (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 13149.11501 13189.52133 3.8478466 7.1870156 29094.8044 29177.3365
obs Pacific (27.5,27.75] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 13126.42591 13166.83223 3.8295029 7.1921401 29114.6270 29197.1591
mod Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 5544.33866 5575.61685 1.8580101 3.2425918 11532.4359 11596.3901
mod Pacific (27.75,27.85] cstar_tref ~ sal + nitrate + silicate + phosphate 5570.20468 5601.48287 1.8758027 3.2688435 11579.1693 11643.1235
mod Pacific (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate 5544.69038 5575.96857 1.8582509 3.2398290 11525.3474 11589.3016
mod Pacific (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 5546.60338 5583.09460 1.8581913 3.2369713 11522.3147 11596.9280
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 5546.20524 5582.69646 1.8579188 3.2359892 11520.1531 11594.7663
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate 5576.88337 5608.16156 1.8804244 3.2713046 11580.5302 11644.4844
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 11083.57819 11123.14601 3.3506905 6.1470900 22355.0259 22434.7784
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate 5577.35650 5608.63469 1.8807522 3.2627150 11558.9674 11622.9216
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 5556.46260 5592.95382 1.8649539 3.2434502 11531.4689 11606.0822
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 11238.20495 11277.77277 3.4759835 6.3157232 22580.3992 22660.1517
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 5545.82038 5582.31160 1.8576553 3.2355766 11519.3975 11594.0107
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate 11251.32702 11285.24229 3.4884855 6.3340072 22600.8778 22669.2371
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate 5576.79224 5608.07043 1.8803613 3.2712826 11580.5403 11644.4945
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 11028.44702 11068.01484 3.3071189 6.1007883 22295.4017 22375.1541
obs Pacific (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 11064.82970 11104.39752 3.3358090 6.1470000 22360.5449 22440.2973
obs Pacific (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate 11185.02476 11218.94004 3.4340022 6.2452424 22478.8204 22547.1796
obs Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + nitrate + phosphate 11238.75368 11272.66895 3.4780875 6.3178293 22578.9513 22647.3106
obs Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 11033.93585 11073.50367 3.3114313 6.1207809 22326.6369 22406.3893
obs Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate 11255.93483 11284.19756 3.4939626 6.3394863 22603.4889 22660.4549
obs Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + silicate + phosphate 11135.71957 11169.63484 3.3940386 6.2034965 22426.5981 22494.9573
mod Pacific (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate 6077.02573 6109.06295 1.7336442 3.0100939 12202.2914 12267.4272
mod Pacific (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate 6170.14618 6202.18341 1.7868594 3.1116620 12432.0887 12497.2245
mod Pacific (27.85,27.95] cstar_tref ~ sal + nitrate + silicate + phosphate 6158.09943 6190.13666 1.7798842 3.1069636 12426.3543 12491.4901
mod Pacific (27.85,27.95] cstar_tref ~ sal + oxygen + nitrate + silicate 6127.34477 6159.38200 1.7622000 3.0583486 12308.9072 12374.0431
mod Pacific (27.85,27.95] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 6120.95630 6158.33307 1.7574071 3.0531631 12303.4050 12379.3968
mod Pacific (27.85,27.95] cstar_tref ~ sal + oxygen + silicate + phosphate 6197.54894 6229.58617 1.8028281 3.1413476 12497.3570 12562.4929
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate 5998.62611 6030.66333 1.6900722 3.0666374 12401.4622 12466.5980
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + phosphate 13224.37191 13265.38781 3.0997650 5.8595743 27287.9977 27370.7870
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 5947.73477 5985.11153 1.6612972 2.8975717 11957.4415 12033.4333
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 13266.77446 13301.93093 3.1264502 5.8956003 27347.9032 27418.8654
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 13063.90015 13104.91605 3.0052093 5.7276201 27048.7742 27131.5635
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 6158.37321 6195.74997 1.7788869 3.1057008 12427.8923 12503.8840
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate 5986.08750 6018.12472 1.6832059 3.0532969 12371.5939 12436.7297
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 13253.25889 13294.27478 3.1170996 5.8905087 27345.2582 27428.0475
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 13026.71566 13067.73156 2.9837137 5.7098354 27019.4521 27102.2414
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + phosphate 13230.96194 13266.11842 3.1049097 5.8649520 27293.0752 27364.0374
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 13035.88260 13076.89849 2.9889986 5.7068862 27011.1586 27093.9479
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate 13107.83795 13142.99443 3.0319789 5.7630232 27108.9876 27179.9498
obs Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 13016.51817 13057.53406 2.9778457 5.7001867 27001.2443 27084.0336
obs Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + silicate + phosphate 13083.63773 13118.79420 3.0178470 5.7535221 27094.5662 27165.5284
obs Pacific (27.95,28.05] cstar_tref ~ aou + oxygen + phosphate 15757.99588 15788.42485 2.7327869 5.3818356 33678.2492 33739.8150
mod Pacific (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate 6458.78613 6491.19718 1.7293476 3.0677900 12289.7202 12354.7650
obs Pacific (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 15763.02399 15805.62455 2.7332194 5.3911872 33712.4329 33798.6251
obs Pacific (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate 15756.59370 15793.10847 2.7313560 5.3776339 33671.0150 33744.8940
mod Pacific (27.95,28.05] cstar_tref ~ sal + oxygen + nitrate + silicate 6549.66906 6582.08011 1.7779648 3.1602634 12490.2878 12555.3327
mod Pacific (27.95,28.05] cstar_tref ~ sal + oxygen + silicate + phosphate 6558.49989 6590.91094 1.7827611 3.1684010 12507.3321 12572.3770
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou 6312.29526 6339.30447 1.6547754 3.1378168 12490.2353 12544.4393
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate 15738.49166 15781.09222 2.7229168 5.4083235 33764.7639 33850.9561
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate 6305.56305 6337.97410 1.6503731 3.0436997 12273.2155 12338.2603
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 15610.82141 15653.42198 2.6699239 5.3011022 33484.4165 33570.6087
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate 6438.05384 6470.46489 1.7184446 3.1236349 12434.5504 12499.5953
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen 6309.23836 6336.24756 1.6532329 3.1346115 12483.3618 12537.5659
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate 6303.09445 6335.50550 1.6491307 3.0419761 12269.5717 12334.6166
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 15605.73530 15648.33586 2.6678343 5.3246390 33551.8686 33638.0608
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate 6437.85115 6464.86036 1.7193870 3.1298410 12445.0673 12499.2713
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate 6431.47763 6463.88868 1.7150005 3.1235219 12436.0293 12501.0741
obs Pacific (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 15622.82726 15665.42782 2.6748630 5.3073190 33500.0559 33586.2481
obs Pacific (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate 15710.04638 15746.56115 2.7118543 5.3637935 33640.4613 33714.3403
obs Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 15637.40294 15680.00350 2.6808716 5.3274563 33554.6916 33640.8838
obs Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + silicate + phosphate 15733.07322 15769.58799 2.7214843 5.3973091 33730.5936 33804.4726
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + nitrate + phosphate 13906.20163 13942.00323 2.6909751 5.3306731 27013.2262 27084.5221
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 13882.12865 13923.89719 2.6788386 5.2476963 26842.0798 26925.2584
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate 13969.72714 14005.52874 2.7207758 5.3073222 26965.2833 27036.5792
obs Pacific (28.05,28.1] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 13988.11811 14029.88664 2.7285185 5.3235676 27003.6592 27086.8377
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate 4652.97798 4683.61762 1.6210946 2.6412199 8529.7666 8591.6222
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate 13850.72876 13892.49730 2.6642952 5.2758718 26901.0605 26984.2390
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 4500.56643 4536.31267 1.5216849 2.5269023 8339.8130 8411.9778
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 4727.51846 4758.15810 1.6713823 2.7863583 8843.1124 8904.9680
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 4515.45019 4551.19643 1.5309954 2.5277552 8332.0018 8404.1666
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 13929.21315 13970.98169 2.7007956 5.2683371 26886.3558 26969.5343
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate 4652.53495 4683.17459 1.6208003 2.6442646 8538.1009 8599.9565
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4499.61716 4535.36341 1.5210930 2.5287112 8345.2710 8417.4358
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate 4727.42689 4758.06652 1.6713196 2.7914918 8855.5098 8917.3654
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4515.82855 4551.57479 1.5312328 2.5319656 8343.0651 8415.2299
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 13975.13937 14016.90791 2.7223859 5.3006608 26955.1430 27038.3216
obs Pacific (28.05,28.1] cstar_tref ~ temp + aou + nitrate + phosphate 13909.72685 13945.52845 2.6926203 5.3225334 26996.4003 27067.6962
mod Pacific (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate 4915.47718 4946.11682 1.8052214 2.8882423 8952.9660 9014.8216
obs Pacific (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 13908.99905 13950.76759 2.6913472 5.2850611 26921.7196 27004.8982
mod Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate + silicate 4921.80836 4952.44800 1.8099116 2.9017554 8981.0903 9042.9459
obs Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 13959.64610 14001.41464 2.7150832 5.3202998 26996.6160 27079.7945
obs Pacific (28.1,28.2] cstar_tref ~ aou + nitrate + silicate + phosphate 11764.03052 11798.93627 2.5769514 4.9132925 21685.1131 21754.1551
obs Pacific (28.1,28.2] cstar_tref ~ sal + aou + nitrate + phosphate 11611.14667 11646.05242 2.4988568 4.8904724 21634.4131 21703.4551
obs Pacific (28.1,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 11575.36628 11616.08966 2.4799257 4.7977615 21463.6978 21544.2468
mod Pacific (28.1,28.2] cstar_tref ~ sal + aou + silicate + phosphate 7601.82638 7636.05795 1.3370716 2.4830008 14891.9491 14960.7281
obs Pacific (28.1,28.2] cstar_tref ~ sal + aou + silicate + phosphate 11642.39032 11677.29608 2.5146216 4.8324863 21528.7764 21597.8183
obs Pacific (28.1,28.2] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 11594.74871 11635.47208 2.4896199 4.8176067 21502.1770 21582.7260
obs Pacific (28.1,28.2] cstar_tref ~ sal + oxygen + silicate + phosphate 11674.47297 11709.37872 2.5309132 4.8591682 21580.4047 21649.4466
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate 7853.45011 7887.68169 1.4150344 2.5239439 14989.8875 15058.6665
obs Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate + phosphate 11608.96812 11649.69150 2.4967559 4.8634021 21588.3702 21668.9191
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 7053.19050 7093.12734 1.1811219 2.2293871 13928.4222 14008.6644
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 7008.35607 7048.29291 1.1692551 2.1334864 13492.5237 13572.7659
obs Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 11641.38581 11682.10919 2.5131012 4.8277186 21523.6452 21604.1942
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + oxygen + nitrate 7861.25447 7895.48605 1.4175238 2.5295142 15010.6760 15079.4550
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 7060.49119 7100.42803 1.1830656 2.2332299 13944.1937 14024.4358
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 7020.72911 7060.66595 1.1725180 2.1404886 13523.0107 13603.2529
obs Pacific (28.1,28.2] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 11658.03223 11698.75560 2.5215361 4.8369393 21541.7751 21622.3240
mod Pacific (28.1,28.2] cstar_tref ~ temp + aou + nitrate + silicate 7931.27547 7965.50705 1.4400561 2.5256288 14968.1716 15036.9506
obs Pacific (28.1,28.2] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 11750.64978 11791.37316 2.5689856 4.9027274 21668.8678 21749.4168
mod Pacific (28.1,28.2] cstar_tref ~ temp + aou + silicate + phosphate 7971.70042 8005.93199 1.4532273 2.5101879 14883.5928 14952.3718
mod Pacific (28.1,28.2] cstar_tref ~ temp + oxygen + silicate + phosphate 7998.23166 8032.46324 1.4619370 2.5294794 14956.7449 15025.5239
obs Pacific (28.2,28.3] cstar_tref ~ aou + oxygen + nitrate + silicate + phosphate 3261.39540 3294.01046 1.9400722 4.3908048 5363.8190 5425.2144
obs Pacific (28.2,28.3] cstar_tref ~ sal + aou + nitrate + phosphate 3250.32870 3278.28446 1.9288292 4.4692225 5383.1629 5435.7875
obs Pacific (28.2,28.3] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3243.39744 3276.01250 1.9178179 4.4026812 5358.2963 5419.6916
obs Pacific (28.2,28.3] cstar_tref ~ sal + aou + oxygen + nitrate + phosphate 3251.20173 3283.81679 1.9274363 4.3789002 5353.8945 5415.2898
mod Pacific (28.2,28.3] cstar_tref ~ sal + aou + silicate + phosphate 10050.52614 10088.68656 0.7832586 1.3955871 18713.8440 18790.6838
obs Pacific (28.2,28.3] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 3255.77832 3288.39338 1.9330991 4.4470887 5381.1885 5442.5838
mod Pacific (28.2,28.3] cstar_tref ~ sal + oxygen + silicate + phosphate 10157.58070 10195.74113 0.7931321 1.4491246 19462.7255 19539.5652
obs Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3251.91947 3284.53453 1.9283233 4.3880848 5357.6601 5419.0554
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + silicate 10108.46870 10152.98920 0.7884027 1.4745997 19835.0683 19924.7147
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + silicate 10195.62183 10233.78226 0.7966705 1.4963088 20100.9779 20177.8177
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + silicate + phosphate 9775.08489 9819.60539 0.7582389 1.3404053 17969.7258 18059.3722
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + nitrate + silicate 10145.62131 10183.78174 0.7920229 1.4967106 20117.9842 20194.8240
obs Pacific (28.2,28.3] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 3253.41248 3286.02753 1.9301697 4.4083112 5365.8680 5427.2634
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 10110.50279 10155.02329 0.7885903 1.4751975 19842.6691 19932.3155
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + oxygen + silicate 10194.71021 10232.87064 0.7965855 1.4962916 20100.9694 20177.8091
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 9781.20049 9825.72099 0.7587817 1.3423625 17998.4531 18088.0995
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + silicate + phosphate 10053.13969 10091.30012 0.7834982 1.4920379 20076.2997 20153.1395
obs Pacific (28.2,28.3] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3274.01272 3306.62778 1.9558272 4.4107652 5377.9828 5439.3782
obs Pacific (28.2,28.3] cstar_tref ~ temp + aou + oxygen + nitrate + phosphate 3317.39035 3350.00541 2.0109744 4.4584050 5418.5978 5479.9932
obs Pacific (28.2,28.3] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 3280.95337 3313.56842 1.9645483 4.4315516 5389.3457 5450.7410
mod Pacific (28.3,28.4] cstar_tref ~ aou + nitrate + silicate + phosphate 6541.05595 6575.11201 1.0999019 1.8536921 10534.6416 10601.5087
mod Pacific (28.3,28.4] cstar_tref ~ oxygen + nitrate + silicate + phosphate 6560.45017 6594.50623 1.1048601 1.8418738 10475.1692 10542.0364
mod Pacific (28.3,28.4] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6526.74917 6566.48124 1.0957502 1.8487589 10518.7003 10596.7119
obs Pacific (28.3,28.4] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 458.27671 477.36842 1.7278669 3.4208442 627.9109 658.8248
obs Pacific (28.3,28.4] cstar_tref ~ sal + aou + silicate + phosphate 464.77172 481.13604 1.7940509 3.4936774 632.7195 659.2171
mod Pacific (28.3,28.4] cstar_tref ~ sal + nitrate + silicate + phosphate 6582.49026 6616.54632 1.1105219 1.8680891 10593.5897 10660.4569
obs Pacific (28.3,28.4] cstar_tref ~ sal + nitrate + silicate + phosphate 456.27783 472.64216 1.7278754 3.5449480 629.5711 656.0687
mod Pacific (28.3,28.4] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 6554.52659 6594.25866 1.1028317 1.8365941 10455.7537 10533.7654
obs Pacific (28.3,28.4] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 458.27466 477.36637 1.7278512 3.3855052 626.2220 657.1359
obs Pacific (28.3,28.4] cstar_tref ~ sal + oxygen + silicate + phosphate 464.70756 481.07189 1.7935417 3.4554078 630.8579 657.3555
mod Pacific (28.3,28.4] cstar_tref ~ sal + temp + aou + nitrate + phosphate 6720.19583 6759.92790 1.1460276 1.8675586 10562.5212 10640.5329
mod Pacific (28.3,28.4] cstar_tref ~ sal + temp + aou + nitrate + silicate 6599.88212 6639.61419 1.1144930 1.8830944 10663.6501 10741.6618
obs Pacific (28.3,28.4] cstar_tref ~ sal + temp + aou + silicate + phosphate 462.62321 481.71493 1.7614193 3.4321505 631.1992 662.1131
obs Pacific (28.3,28.4] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 456.98895 476.08066 1.7180493 3.4664714 629.2011 660.1150
mod Pacific (28.3,28.4] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 6721.42953 6761.16160 1.1463555 1.8687510 10567.9505 10645.9622
obs Pacific (28.3,28.4] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 463.88032 482.97203 1.7712444 3.5671828 638.2376 669.1515
mod Pacific (28.3,28.4] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 6599.27741 6639.00948 1.1143367 1.8834968 10665.5916 10743.6032
obs Pacific (28.3,28.4] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 462.34997 481.44168 1.7592910 3.3981976 629.3874 660.3013
obs Pacific (28.3,28.4] cstar_tref ~ sal + temp + silicate + phosphate 462.10605 478.47037 1.7730144 3.5296838 632.6947 659.1923
mod Pacific (28.3,28.4] cstar_tref ~ temp + aou + nitrate + silicate 6597.90849 6631.96455 1.1144998 1.8850138 10668.3852 10735.2524

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

[[2]]

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

8.1.2 Best models

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

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

[[2]]

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

8.2 RMSE correlation between eras

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

8.2.1 All models

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

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

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

8.2.2 Best models

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

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

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

8.3 Predictor counts

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

# calculate cases of predictor used
lm_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] 5 7 7 8 10 6 6
(26,26.5] 6 7 7 7 9 7 7
(26.5,26.75] 6 8 5 10 5 6 8
(26.75,27] 7 4 5 10 4 10 6
(27,27.25] 6 8 4 5 6 10 8
(27.25,27.5] 7 10 5 4 5 10 6
(27.5,27.75] 8 3 5 7 10 7 5
(27.75,27.85] 6 5 6 5 10 10 4
(27.85,27.95] 8 3 6 7 8 9 5
(27.95,28.05] 7 NA 7 10 6 6 6
(28.05,28.1] 8 NA 6 10 6 5 6
(28.1,28.15] 8 NA 6 10 5 6 6
(28.15,28.2] 7 10 7 3 4 6 6
(28.2, Inf] 8 10 5 NA 8 6 5
total 97.00 — 81.00 — 96.00 104.00 84.00
Indian - mod
(-Inf,26] 5 4 5 10 6 6 10
(26,26.5] 4 5 6 10 5 6 10
(26.5,26.75] 6 5 4 10 6 8 8
(26.75,27] 7 4 3 10 4 10 6
(27,27.25] 5 10 3 8 7 7 5
(27.25,27.5] 4 10 4 2 6 5 10
(27.5,27.75] 1 8 4 7 5 5 7
(27.75,27.85] 2 5 2 5 4 10 4
(27.85,27.95] 2 1 4 9 4 8 6
(27.95,28.05] 4 3 6 7 10 7 6
(28.05,28.1] 5 4 5 4 10 6 10
(28.1,28.2] 3 10 3 2 7 5 10
(28.2,28.3] 6 7 4 5 10 6 8
(28.3,28.4] 5 7 7 6 9 10 4
total 59.00 83.00 60.00 95.00 93.00 99.00 104.00
Pacific - mod
(-Inf,26] 5 10 7 4 8 5 8
(26,26.5] 7 5 7 8 3 10 6
(26.5,26.75] 6 5 5 10 5 8 8
(26.75,27] 6 5 5 10 4 7 9
(27,27.25] 7 6 5 10 3 5 8
(27.25,27.5] 5 5 3 10 9 9 5
(27.5,27.75] 4 5 4 6 10 10 6
(27.75,27.85] 3 8 4 3 10 10 6
(27.85,27.95] 4 8 4 5 10 8 4
(27.95,28.05] 3 3 4 2 10 8 7
(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 70.00 84.00 65.00 89.00 104.00 112.00 99.00
Atlantic - obs
(-Inf,26] 7 9 6 4 10 4 7
(26,26.5] 9 7 6 10 6 4 5
(26.5,26.75] 5 6 5 10 4 6 10
(26.75,27] 4 5 6 10 5 6 10
(27,27.25] 5 7 6 10 5 5 9
(27.25,27.5] 5 8 7 10 5 4 8
(27.5,27.75] 7 4 6 10 4 10 6
(27.75,27.85] 7 5 5 10 5 10 5
(27.85,27.95] 5 4 5 10 8 10 4
(27.95,28.05] 4 4 5 10 10 9 5
(28.05,28.1] 4 5 6 10 10 6 5
(28.1,28.15] 3 4 7 10 4 6 10
(28.15,28.2] 5 4 5 10 6 6 10
(28.2, Inf] 8 4 5 10 10 5 5
total 78.00 76.00 80.00 134.00 92.00 91.00 99.00
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] 4 5 6 10 6 5 10
(26.75,27] 5 4 5 10 6 6 10
(27,27.25] 5 5 5 10 10 6 5
(27.25,27.5] 6 7 3 10 7 9 6
(27.5,27.75] 4 8 4 10 6 10 5
(27.75,27.85] 5 6 4 10 6 8 9
(27.85,27.95] 6 5 4 10 5 6 10
(27.95,28.05] 7 4 3 10 4 6 10
(28.05,28.1] 9 4 1 10 6 6 8
(28.1,28.2] 9 4 6 10 8 6 4
(28.2,28.3] 9 3 7 10 8 3 7
(28.3,28.4] 5 6 5 10 6 10 4
total 84.00 71.00 63.00 140.00 90.00 91.00 108.00
Pacific - obs
(-Inf,26] 7 9 7 4 10 4 6
(26,26.5] 7 4 5 10 6 6 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 6 10 8 8 6
(27.75,27.85] 3 4 7 10 4 6 10
(27.85,27.95] 6 5 4 10 5 6 10
(27.95,28.05] 7 4 5 10 5 7 7
(28.05,28.1] 7 7 3 10 7 7 6
(28.1,28.2] 7 6 3 10 8 8 4
(28.2,28.3] 7 10 6 10 6 5 5
(28.3,28.4] 3 5 4 10 10 9 5
total 81.00 81.00 70.00 134.00 96.00 87.00 96.00

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

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

8.4.2 AIC vs BIC

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

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

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

8.5 RMSE vs VIF

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

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

8.6 Residual patterns

8.6.1 Fitted vs true

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

i_binwidth <- 2

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

Version Author Date
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13 
GLODAP_augmented %>%
  ggplot(aes(!!sym(params_local$MLR_target) - .fitted)) +
  geom_histogram(binwidth = i_binwidth) +
  labs(title = "All models") +
  scale_x_continuous(limits = c(-50,50)) +
  facet_wrap(~data_source)

Version Author Date
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13 
p_prop_prop(df = GLODAP_augmented_best,
            var1 = params_local$MLR_target,
            var2 = ".fitted") +
  labs(title = "Selected models") +
  facet_grid(basin_AIP ~ data_source)

Version Author Date
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13 
GLODAP_augmented_best %>%
  ggplot(aes(!!sym(params_local$MLR_target) - .fitted)) +
  geom_histogram(binwidth = i_binwidth) +
  labs(title = "Selected models") +
    scale_x_continuous(limits = c(-50,50)) +
  facet_wrap(~data_source)

Version Author Date
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13

8.6.2 Pooled

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

i_ylim <- c(-30,30)

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

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

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

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

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

8.6.3 By model domain

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

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

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

[[2]]

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

[[3]]

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

[[4]]

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

[[5]]

Version Author Date
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14 

[[6]]

Version Author Date
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14

8.6.4 Latitudinal mean

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

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

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

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

[[2]]

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

[[3]]

Version Author Date
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14

8.6.5 Latitudinal offset

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

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

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

8.6.6 Spatial mean

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

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

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

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

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

[[2]]

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

[[3]]

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

[[4]]

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

[[5]]

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

[[6]]

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

[[7]]

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

[[8]]

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

[[9]]

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

[[10]]

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

[[11]]

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

[[12]]

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

[[13]]

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

[[14]]

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

[[15]]

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

[[17]]

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

[[18]]

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

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

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

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

[[23]]

Version Author Date
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[24]]

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

[[25]]

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

[[26]]

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

[[27]]

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

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

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

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

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

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

[[34]]

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

8.6.7 Spatial offset

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

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

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

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

[[2]]

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

[[3]]

Version Author Date
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[4]]

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

[[5]]

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42e80c0 jens-daniel-mueller 2021-08-04
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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 

[[6]]

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

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

[[34]]

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

9 VIF

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

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

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

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