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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
# 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:

  • 56

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
GLODAP_nested_lm_fit <- GLODAP_nested_lm %>% 
  mutate(
    fit = map2(.x = data, .y = model, 
               ~ lm(as.formula(.y), data = .x)),
    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 3111.0490 3135.7311 7.4574463 14.9979775 5661.2016 5709.3485
mod Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 1291.1460 1315.9073 2.9895664 10.5074120 3662.3916 3714.0171
obs Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 3106.7097 3135.5055 7.4053338 14.9357823 5657.8748 5714.0462
mod Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate 1304.7075 1325.9315 3.0825628 10.6004098 3673.9533 3718.2037
obs Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate 3218.2877 3242.9698 8.3967096 16.7756774 5846.2492 5894.3961
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate 1308.1865 1329.4105 3.1037457 10.4200391 3658.7895 3703.0399
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate 3103.5374 3128.2195 7.3957365 14.8905039 5649.1974 5697.3442
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 1298.9793 1323.7407 3.0360227 10.1129194 3628.7603 3680.3858
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 3098.4975 3127.2933 7.3383660 14.8254401 5645.3995 5701.5709
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate 1311.4094 1332.6334 3.1234993 10.2125343 3640.3660 3684.6164
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate 3210.8800 3235.5621 8.3281854 16.6415051 5833.0366 5881.1835
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate 1304.1618 1325.3858 3.0792529 10.1874275 3634.9680 3679.2184
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate 1308.6805 1329.9045 3.1067654 10.4685568 3663.5364 3707.7868
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate 3101.7612 3126.4433 7.3812196 14.8640072 5646.2406 5694.3875
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1296.6863 1321.4477 3.0223497 10.1280561 3629.2543 3680.8798
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3096.3381 3125.1339 7.3208579 14.7966404 5642.1263 5698.2977
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate 1312.1684 1333.3924 3.1281695 10.2362532 3642.9658 3687.2162
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate 3209.6804 3234.3625 8.3171411 16.6223484 5831.1165 5879.2634
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + silicate 1338.4458 1356.1325 3.3072341 10.5533615 3680.4381 3717.3134
obs Atlantic (-Inf,26] cstar_tref ~ temp + oxygen + nitrate + silicate 3185.2814 3209.9635 8.0956635 16.5718513 5821.7565 5869.9034
mod Atlantic (26,26.5] cstar_tref ~ aou + oxygen + nitrate 4453.8492 4476.5182 6.1141336 12.2104345 9303.7803 9349.5496
mod Atlantic (26,26.5] cstar_tref ~ aou + oxygen + nitrate + silicate 4302.2446 4329.4473 5.4683217 11.2822204 9083.0294 9137.9526
obs Atlantic (26,26.5] cstar_tref ~ sal + aou + nitrate 7161.9860 7186.7064 7.6100030 15.9298023 13454.7221 13503.3874
obs Atlantic (26,26.5] cstar_tref ~ sal + aou + nitrate + silicate 7088.8738 7118.5383 7.3393294 15.6579898 13383.3668 13441.7652
mod Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + nitrate 4342.8411 4370.0438 5.6320588 11.4941900 9136.0187 9190.9419
obs Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + nitrate 6818.3172 6847.9817 6.4417219 13.8662951 12910.8683 12969.2666
mod Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 4153.8497 4185.5862 4.9021465 10.3672513 8843.8324 8907.9095
obs Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 6774.5124 6809.1210 6.3010144 13.7166699 12866.9290 12935.0605
obs Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + silicate 7049.6448 7079.3093 7.2018132 15.7938393 13401.5618 13459.9602
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate 4403.6741 4430.8768 5.8866383 11.7908239 9207.5742 9262.4974
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate 6857.2469 6886.9114 6.5637772 14.3541138 13035.2038 13093.6022
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 4179.5050 4211.2415 4.9944036 10.4656256 8871.1658 8935.2428
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 6819.0899 6853.6985 6.4379112 14.2252968 12998.3740 13066.5054
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate 7071.1717 7100.8362 7.2769530 16.0068329 13451.3574 13509.7557
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate 4418.1767 4445.3794 5.9490095 11.8766146 9228.0149 9282.9380
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate 6873.9070 6903.5715 6.6167153 14.6603754 13108.6962 13167.0945
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4203.0963 4234.8328 5.0807700 10.5945997 8906.3932 8970.4702
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 6838.9098 6873.5184 6.4997290 14.5347857 13073.7984 13141.9298
mod Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate 4292.3808 4319.5836 5.4292628 11.1864304 9058.4571 9113.3803
mod Atlantic (26,26.5] cstar_tref ~ temp + oxygen + nitrate + silicate 4292.2243 4319.4271 5.4286453 11.1717688 9054.6370 9109.5601
obs Atlantic (26.5,26.75] cstar_tref ~ aou + nitrate + silicate 8029.1977 8054.5556 7.2775599 15.5256030 15209.9520 15259.9280
mod Atlantic (26.5,26.75] cstar_tref ~ aou + oxygen + nitrate 5265.8962 5289.4427 5.9648042 11.2400278 10065.2614 10112.0851
mod Atlantic (26.5,26.75] cstar_tref ~ aou + oxygen + nitrate + silicate 5173.6766 5201.9324 5.6317781 10.7503338 9928.1906 9984.3791
obs Atlantic (26.5,26.75] cstar_tref ~ aou + oxygen + nitrate + silicate 7984.2083 8014.6378 7.1338501 15.2951722 15145.4848 15205.4560
mod Atlantic (26.5,26.75] cstar_tref ~ sal + aou + nitrate + silicate 5246.1420 5274.3978 5.8862050 11.0394005 10011.1373 10067.3258
obs Atlantic (26.5,26.75] cstar_tref ~ sal + aou + nitrate + silicate 8026.4421 8056.8716 7.2628850 15.4676162 15198.4979 15258.4691
obs Atlantic (26.5,26.75] cstar_tref ~ sal + aou + oxygen + nitrate 7850.5266 7880.9560 6.7403382 14.1427453 14813.4779 14873.4491
obs Atlantic (26.5,26.75] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 7785.2149 7820.7159 6.5504895 13.9272886 14743.1245 14813.0909
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate 5276.5981 5304.8539 5.9965376 11.2266773 10064.6252 10120.8136
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate 7828.4253 7858.8548 6.6774038 13.9491278 14755.1830 14815.1542
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 5181.5735 5214.5386 5.6520647 10.6741314 9908.5137 9974.0669
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 7754.0070 7789.5080 6.4642930 13.7179363 14677.7060 14747.6724
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate 5304.1653 5332.4211 6.0981870 11.3604062 10101.6949 10157.8833
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate 7827.9981 7858.4275 6.6761931 13.9410290 14752.8301 14812.8013
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 5214.8577 5247.8228 5.7679466 10.7581502 9931.9069 9997.4602
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 7752.1173 7787.6183 6.4591102 13.7130408 14675.8968 14745.8632
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate 5288.1693 5311.7159 6.0463658 11.2809930 10075.5292 10122.3529
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate 5194.9908 5223.2466 5.7054491 10.7276407 9919.9697 9976.1581
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate 8004.7567 8035.1861 7.1963417 15.4071737 15178.3229 15238.2941
mod Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + silicate 5227.8301 5256.0859 5.8208463 10.8142197 9943.8662 10000.0546
mod Atlantic (26.75,27] cstar_tref ~ aou + oxygen + nitrate 7149.3147 7174.9691 4.2071579 8.6676964 13593.8860 13644.5740
obs Atlantic (26.75,27] cstar_tref ~ aou + oxygen + nitrate 8750.6854 8776.5167 7.0698797 16.3419220 16694.2556 16745.0474
mod Atlantic (26.75,27] cstar_tref ~ aou + oxygen + nitrate + silicate 6689.2002 6719.9856 3.4971262 7.2542705 12756.8560 12817.6815
obs Atlantic (26.75,27] cstar_tref ~ aou + oxygen + nitrate + silicate 8638.7076 8669.7052 6.7655030 15.7887648 16525.0955 16586.0456
mod Atlantic (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate 7016.0926 7046.8780 3.9856425 8.1383294 13304.7612 13365.5868
obs Atlantic (26.75,27] cstar_tref ~ sal + aou + oxygen + nitrate 8433.2494 8464.2470 6.2495478 14.6241391 16157.2998 16218.2500
obs Atlantic (26.75,27] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 8334.3663 8370.5301 6.0108015 14.2645153 16028.7798 16099.8883
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + nitrate 7122.3168 7153.1022 4.1586404 8.5461187 13532.4233 13593.2489
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + nitrate 8438.8545 8469.8521 6.2630873 14.4721316 16119.4594 16180.4096
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate 6660.3271 6696.2434 3.4542049 7.0814128 12652.2701 12723.2333
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate 8304.5819 8340.7458 5.9420746 13.9992496 15946.5532 16017.6618
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate 7197.4256 7228.2110 4.2854763 8.7462431 13644.1100 13704.9355
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate 8462.2344 8493.2319 6.3198799 14.4898446 16132.4555 16193.4057
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 6722.5013 6758.4176 3.5411871 7.1968604 12731.7045 12802.6677
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 8309.8606 8346.0244 5.9541975 13.9550930 15936.5792 16007.6877
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate 7195.7196 7221.3741 4.2859804 8.6954252 13614.8532 13665.5412
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate 6731.3071 6762.0925 3.5565264 7.2417519 12756.2879 12817.1135
obs Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate 8660.7701 8691.7677 6.8233799 15.9003625 16560.0745 16621.0247
mod Atlantic (26.75,27] cstar_tref ~ temp + oxygen + nitrate + silicate 6797.5275 6828.3129 3.6519909 7.4625607 12896.3592 12957.1848
obs Atlantic (26.75,27] cstar_tref ~ temp + oxygen + nitrate + silicate 8755.7123 8786.7099 7.0781470 16.3929145 16711.2864 16772.2366
obs Atlantic (27,27.25] cstar_tref ~ aou + nitrate + silicate 12525.8045 12553.0983 8.9166610 18.2161992 22891.3920 22944.9743
mod Atlantic (27,27.25] cstar_tref ~ aou + oxygen + nitrate + silicate 6743.8020 6775.2930 2.6512114 5.6116702 12921.3462 12983.5308
obs Atlantic (27,27.25] cstar_tref ~ aou + oxygen + nitrate + silicate 12521.8425 12554.5951 8.9013540 18.1945784 22887.5025 22951.8013
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate 6762.9750 6794.4660 2.6693498 5.7500357 13038.5265 13100.7110
obs Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate 12503.6935 12536.4461 8.8549192 18.0508685 22839.4908 22903.7896
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + oxygen + nitrate 7521.8552 7553.3462 3.4963060 7.3387618 14341.4088 14403.5933
obs Atlantic (27,27.25] cstar_tref ~ sal + aou + oxygen + nitrate 12373.6328 12406.3853 8.5291666 16.5816845 22332.6052 22396.9041
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 6427.7659 6464.5055 2.3676954 5.0823456 12393.9012 12466.4498
obs Atlantic (27,27.25] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 12213.2472 12251.4586 8.1392226 16.1273066 22151.4195 22226.4348
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate 7456.0912 7487.5823 3.4154870 7.1316819 14193.3860 14255.5705
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate 12365.2824 12398.0350 8.5086663 16.5526826 22321.2570 22385.5558
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 6263.8751 6300.6146 2.2336441 4.7808965 12073.3093 12145.8580
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 12183.6600 12221.8714 8.0701180 16.0403430 22115.4803 22190.4956
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate 12368.8326 12401.5852 8.5173761 16.5953963 22336.7788 22401.0776
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 6263.6859 6300.4254 2.2334939 4.8498729 12139.0428 12211.5914
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 12180.5101 12218.7214 8.0627955 16.0671988 22124.4744 22199.4897
mod Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate 7463.1785 7489.4210 3.4265423 7.1540374 14205.9483 14257.7687
mod Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate 6324.9832 6356.4742 2.2843393 4.8380801 12138.6808 12200.8653
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate 12524.0071 12556.7597 8.9069084 18.2053008 22891.2449 22955.5437
mod Atlantic (27,27.25] cstar_tref ~ temp + oxygen + nitrate + silicate 6274.5747 6306.0657 2.2437546 4.8697326 12156.9477 12219.1322
mod Atlantic (27.25,27.5] cstar_tref ~ aou + oxygen + nitrate + silicate 9700.2986 9733.1131 3.8359212 7.3792425 18515.8286 18581.0578
obs Atlantic (27.25,27.5] cstar_tref ~ aou + oxygen + nitrate + silicate 14476.4029 14510.0412 8.8231806 16.7259197 26034.5249 26100.6362
obs Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate 14359.8350 14387.8670 8.5753956 16.4648783 25910.3967 25965.4894
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate 9552.6060 9585.4205 3.6776867 7.1839002 18333.6047 18398.8339
obs Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate 14356.3734 14390.0118 8.5637587 16.4411692 25903.8633 25969.9746
obs Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + nitrate 14324.9064 14358.5447 8.4970196 16.0566444 25736.0158 25802.1271
obs Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 14325.8972 14365.1419 8.4948879 15.9667879 25700.3482 25777.4780
mod Atlantic (27.25,27.5] cstar_tref ~ sal + oxygen + nitrate + silicate 10025.0452 10057.8597 4.2082024 8.6296805 19566.7985 19632.0277
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate 10420.6068 10453.4213 4.7108095 8.8490952 19745.2489 19810.4781
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate 14324.0395 14357.6778 8.4951884 16.0517876 25733.8231 25799.9344
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 9394.8251 9433.1087 3.5138433 6.6926862 17856.3201 17932.4209
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 14324.5428 14363.7875 8.4920277 15.9688735 25701.1853 25778.3152
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate 10370.8375 10403.6520 4.6444098 8.7494821 19669.0485 19734.2777
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate 14325.1253 14358.7636 8.4974820 16.0683348 25741.1502 25807.2615
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 9318.4412 9356.7248 3.4381164 6.5463059 17706.2121 17782.3128
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 14325.4237 14364.6684 8.4938878 15.9913800 25711.1993 25788.3291
mod Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate 9496.0078 9528.8223 3.6187936 6.8534348 18012.5773 18077.8065
obs Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate 14465.9170 14499.5553 8.8002074 16.7062729 26025.4328 26091.5441
mod Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate 10400.3616 10427.7070 4.6863581 8.8054089 19707.7226 19762.0802
mod Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate + silicate 9437.2789 9470.0934 3.5586802 6.7149565 17873.4062 17938.6354
mod Atlantic (27.5,27.75] cstar_tref ~ aou + oxygen + nitrate 13830.4251 13859.2061 4.6608620 8.9106737 26782.4376 26839.8297
mod Atlantic (27.5,27.75] cstar_tref ~ aou + oxygen + nitrate + silicate 12669.6788 12704.2159 3.6339670 7.3927149 25069.1771 25138.0477
obs Atlantic (27.5,27.75] cstar_tref ~ sal + aou + nitrate 10959.5781 10986.5505 7.0007754 14.2922385 21527.0706 21580.7731
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate 12872.5027 12907.0399 3.7952017 7.6368851 25370.5617 25439.4322
obs Atlantic (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate 10876.4063 10908.7733 6.8199111 14.0900443 21436.8171 21501.2601
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + nitrate 13795.5697 13830.1069 4.6242391 8.7472845 26612.8259 26681.6965
obs Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + nitrate 10909.5642 10941.9312 6.8897606 13.9590316 21383.1215 21447.5645
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 12385.8181 12426.1115 3.4182850 6.9719551 24533.9462 24614.2953
obs Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 10875.0637 10912.8252 6.8129091 13.8555775 21338.9332 21414.1168
obs Atlantic (27.5,27.75] cstar_tref ~ sal + oxygen + nitrate + silicate 10889.0768 10921.4438 6.8465184 14.2570822 21508.7965 21573.2395
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate 13935.1649 13969.7021 4.7644921 8.9470096 26817.0960 26885.9666
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate 10905.2700 10937.6369 6.8806742 13.9416928 21375.2063 21439.6493
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 12515.1448 12555.4382 3.5142292 7.1256515 24736.0745 24816.4235
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 10872.1916 10909.9530 6.8068984 13.8497090 21336.1237 21411.3073
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate 10904.7792 10937.1462 6.8796366 13.9422392 21375.4109 21439.8539
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 12677.8512 12718.1446 3.6387713 7.3588767 25032.6817 25113.0307
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 10869.8151 10907.5765 6.8019289 13.8496639 21335.9140 21411.0975
mod Atlantic (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate 12909.4014 12943.9386 3.8252943 7.7045151 25451.3724 25520.2430
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate 10930.0809 10962.4478 6.9333381 14.3679557 21559.8465 21624.2895
mod Atlantic (27.5,27.75] cstar_tref ~ temp + oxygen + nitrate + silicate 13090.8905 13125.4276 3.9768161 7.9881053 25784.0498 25852.9203
mod Atlantic (27.75,27.85] cstar_tref ~ aou + oxygen + nitrate 8372.0934 8398.8202 3.5975475 7.0236174 15755.3736 15808.2893
mod Atlantic (27.75,27.85] cstar_tref ~ aou + oxygen + nitrate + silicate 7045.2884 7077.3606 2.3427580 4.9819814 13704.6638 13768.1627
obs Atlantic (27.75,27.85] cstar_tref ~ aou + oxygen + nitrate + silicate 9710.2435 9741.9976 6.5668175 13.6556825 18503.6494 18566.4241
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 7862.5992 7894.6714 3.0500187 6.3318131 15128.1882 15191.6870
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 9781.9197 9813.6737 6.7289934 13.8004769 18568.9427 18631.7174
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + nitrate 8311.8042 8343.8764 3.5259366 6.8618880 15622.9277 15686.4266
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 6995.2426 7032.6602 2.3037289 4.9399347 13653.4355 13727.5175
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 9704.8053 9741.8516 6.5502130 13.6213982 18493.7185 18566.9557
mod Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate 8250.7429 8282.8151 3.4571211 7.0653615 15780.1486 15843.6474
obs Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate 9777.0234 9808.7774 6.7177886 13.7899647 18564.3010 18627.0757
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 7265.6015 7303.0191 2.5138059 5.4091051 14184.6006 14258.6826
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 9721.7119 9758.7583 6.5880148 13.6594692 18510.7242 18583.9614
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate 9729.1566 9760.9107 6.6092271 13.7288346 18533.8136 18596.5883
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 7383.7213 7421.1388 2.6115023 5.6245154 14413.5890 14487.6710
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 9723.6179 9760.6642 6.5922899 13.6613546 18511.7513 18584.9885
mod Atlantic (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate 7327.7663 7359.8385 2.5664140 5.4890338 14270.8938 14334.3927
obs Atlantic (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate 9730.1619 9761.9160 6.6114890 13.6979504 18522.6860 18585.4608
obs Atlantic (27.75,27.85] cstar_tref ~ temp + nitrate + silicate 9735.6683 9762.1300 6.6284024 13.7542202 18540.5922 18592.9044
mod Atlantic (27.75,27.85] cstar_tref ~ temp + oxygen + nitrate + silicate 7433.8247 7465.8969 2.6557951 5.6964860 14487.1315 14550.6304
obs Atlantic (27.75,27.85] cstar_tref ~ temp + oxygen + nitrate + silicate 9732.6660 9764.4200 6.6171263 13.7040362 18525.3546 18588.1293
mod Atlantic (27.85,27.95] cstar_tref ~ aou + oxygen + nitrate 7526.0128 7552.0632 3.8907331 7.6793713 13995.2320 14046.6233
mod Atlantic (27.85,27.95] cstar_tref ~ aou + oxygen + nitrate + silicate 6812.9454 6844.2058 2.9872256 6.5186811 13119.1084 13180.7779
obs Atlantic (27.85,27.95] cstar_tref ~ aou + oxygen + nitrate + silicate 13491.5150 13525.2569 6.5219643 13.6205276 26289.0114 26356.0256
obs Atlantic (27.85,27.95] cstar_tref ~ oxygen + nitrate + silicate 13632.7856 13660.9038 6.7543582 13.9986788 26505.1932 26561.0383
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate 7007.2070 7038.4674 3.2095613 6.7429588 13314.6609 13376.3304
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + nitrate 7496.3381 7527.5985 3.8454562 7.6278657 13963.6939 14025.3634
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 6714.4802 6750.9507 2.8783529 6.3035254 12950.8924 13022.8401
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 13264.5685 13303.9340 6.1670821 13.0734651 25960.2078 26038.3910
mod Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + nitrate + silicate 7165.4547 7196.7151 3.4028542 7.0519874 13548.5840 13610.2535
obs Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + nitrate + silicate 13620.2936 13654.0355 6.7304797 13.9709512 26492.6901 26559.7043
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 6788.4889 6824.9595 2.9581619 6.4294920 13056.3314 13128.2792
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 13288.1450 13327.5105 6.2027170 13.1323597 25996.5069 26074.6901
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate 13333.9403 13367.6821 6.2755905 13.2617490 26071.0379 26138.0521
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 6823.4718 6859.9424 2.9966530 6.5009807 13113.5285 13185.4762
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 13291.7244 13331.0899 6.2081450 13.1420928 26002.4363 26080.6195
mod Atlantic (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate 6912.7763 6944.0367 3.0994896 6.7284963 13282.9196 13344.5891
obs Atlantic (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate 13540.2720 13574.0139 6.6001396 13.7555646 26367.9586 26434.9728
obs Atlantic (27.85,27.95] cstar_tref ~ temp + nitrate + silicate 13561.8944 13590.0126 6.6383511 13.8116320 26397.0119 26452.8570
mod Atlantic (27.85,27.95] cstar_tref ~ temp + oxygen + nitrate + silicate 6944.8507 6976.1112 3.1364467 6.8037768 13339.6596 13401.3291
obs Atlantic (27.85,27.95] cstar_tref ~ temp + oxygen + nitrate + silicate 13547.7430 13581.4848 6.6122008 13.7755138 26379.5986 26446.6128
mod Atlantic (27.95,28.05] cstar_tref ~ aou + oxygen + nitrate 7927.2308 7953.2552 4.5817604 9.7763013 15585.1984 15636.8654
mod Atlantic (27.95,28.05] cstar_tref ~ aou + oxygen + nitrate + silicate 7718.8421 7750.0715 4.2373158 9.4292469 15377.5564 15439.5568
obs Atlantic (27.95,28.05] cstar_tref ~ aou + oxygen + nitrate + silicate 15143.2468 15177.7142 6.4086045 14.4326795 30806.4374 30875.1768
mod Atlantic (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate 7738.3228 7769.5521 4.2680904 9.8190233 15563.7867 15625.7870
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate 15133.6382 15168.1056 6.3952841 14.3881199 30779.3924 30848.1318
mod Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + nitrate 7850.7219 7881.9513 4.4500687 9.6153431 15496.5985 15558.5988
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + nitrate 15135.4854 15169.9529 6.3978428 14.3302521 30747.3176 30816.0570
mod Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 7555.7600 7592.1942 3.9852768 9.1503865 15203.5570 15275.8907
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 14811.8817 14852.0937 5.9622823 13.7143419 30322.9117 30403.1077
obs Atlantic (27.95,28.05] cstar_tref ~ sal + oxygen + nitrate + silicate 15037.3247 15071.7921 6.2632847 14.1973356 30650.0819 30718.8213
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate 7873.6506 7904.8799 4.4881333 9.8873200 15629.9866 15691.9869
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate 15166.0614 15200.5288 6.4403437 14.4090682 30798.3109 30867.0503
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 7564.8645 7601.2988 3.9987781 9.3842965 15316.8788 15389.2126
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 14847.5939 14887.8059 6.0085689 13.7998774 30381.1985 30461.3945
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate 14846.9560 14881.4234 6.0103414 13.8136625 30385.4471 30454.1865
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate 15155.7450 15190.2125 6.4259724 14.3878378 30784.1453 30852.8847
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 7571.3146 7607.7489 4.0083708 9.4683122 15357.5578 15429.8916
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 14848.3937 14888.6057 6.0096097 13.8045367 30384.0739 30464.2698
mod Atlantic (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate 7754.2991 7785.5285 4.2934958 9.6822693 15505.8205 15567.8208
mod Atlantic (27.95,28.05] cstar_tref ~ temp + oxygen + nitrate + silicate 7768.6596 7799.8889 4.3164605 9.7783461 15553.7907 15615.7910
mod Atlantic (28.05,28.1] cstar_tref ~ aou + oxygen + nitrate 3348.4145 3372.5255 1.4908852 3.1147964 6678.6001 6726.5650
mod Atlantic (28.05,28.1] cstar_tref ~ aou + oxygen + nitrate + silicate 3178.8764 3207.8095 1.3579004 2.9606164 6488.1495 6545.7074
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + nitrate 12913.8227 12941.8819 5.8821229 13.2521434 26281.7865 26337.7364
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate 12900.2189 12933.8900 5.8594704 13.2186873 26264.4469 26331.5868
mod Atlantic (28.05,28.1] cstar_tref ~ sal + aou + oxygen + nitrate 3349.5777 3378.5108 1.4902058 3.0996431 6666.1493 6723.7072
mod Atlantic (28.05,28.1] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 3156.2668 3190.0221 1.3398206 2.9225178 6445.6191 6512.7700
obs Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + nitrate 12906.5437 12934.6029 5.8715448 13.2021437 26253.5371 26309.4870
obs Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + nitrate + silicate 12886.9915 12920.6626 5.8403362 13.1618910 26231.1580 26298.2980
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate 3415.0946 3444.0278 1.5443434 3.1824413 6762.4498 6820.0077
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate 12914.8084 12948.4795 5.8806477 13.2441445 26281.3096 26348.4495
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 3212.4267 3246.1821 1.3814366 2.9876911 6527.5460 6594.6969
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 12901.9314 12941.2143 5.8590539 13.2105455 26264.0528 26342.3827
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate 12877.8126 12911.4837 5.8270950 13.1552263 26225.4896 26292.6296
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3238.4677 3272.2231 1.4011699 3.0201574 6567.3574 6634.5083
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 12868.8925 12908.1754 5.8113811 13.1318870 26214.4987 26292.8286
mod Atlantic (28.05,28.1] cstar_tref ~ temp + aou + nitrate 3413.5131 3437.6241 1.5446954 3.2044825 6781.8081 6829.7730
mod Atlantic (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate 3250.2076 3279.1407 1.4116949 3.0453738 6592.8516 6650.4095
obs Atlantic (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate 12983.9087 13011.9679 5.9849536 13.4501582 26402.0469 26457.9969
mod Atlantic (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate + silicate 3277.8516 3306.7848 1.4331112 3.0810307 6635.6321 6693.1900
obs Atlantic (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate + silicate 12952.2967 12985.9678 5.9354154 13.3753921 26359.1992 26426.3391
mod Atlantic (28.1,28.15] cstar_tref ~ aou + oxygen + nitrate 3828.5484 3854.1141 1.1455043 2.5570051 8448.5779 8500.0211
mod Atlantic (28.1,28.15] cstar_tref ~ aou + oxygen + nitrate + silicate 3585.0894 3615.7682 1.0365547 2.4439484 8199.5018 8261.2336
obs Atlantic (28.1,28.15] cstar_tref ~ sal + aou + nitrate 11649.3431 11676.8291 6.1033189 15.6956650 24259.3345 24314.0476
obs Atlantic (28.1,28.15] cstar_tref ~ sal + aou + nitrate + silicate 11651.2844 11684.2676 6.1032195 15.6899212 24261.2604 24326.9162
mod Atlantic (28.1,28.15] cstar_tref ~ sal + aou + oxygen + nitrate 3818.7318 3849.4106 1.1400062 2.5365076 8412.8349 8474.5667
mod Atlantic (28.1,28.15] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 3562.4498 3598.2418 1.0262075 2.4214316 8156.1609 8228.1813
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate 3895.0054 3925.6843 1.1759658 2.5839556 8510.5250 8572.2568
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate 11575.6339 11608.6172 5.9765135 15.3841266 24121.0414 24186.6971
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + silicate 3634.3256 3670.1175 1.0566837 2.4630765 8248.8784 8320.8988
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + silicate 11576.0275 11614.5079 5.9738516 15.3748046 24121.0101 24197.6085
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + nitrate 3927.1745 3957.8533 1.1914700 2.6042300 8551.5349 8613.2667
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + nitrate 11535.4907 11568.4740 5.9103500 15.2813382 24067.5422 24133.1980
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3668.9604 3704.7524 1.0716907 2.4825726 8291.8436 8363.8641
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 11536.4473 11574.9277 5.9086399 15.2723117 24067.8244 24144.4228
obs Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate 11577.0313 11604.5174 5.9821469 15.4054414 24126.1415 24180.8546
mod Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate + silicate 3674.2447 3704.9236 1.0748740 2.4986885 8318.9796 8380.7113
obs Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate + silicate 11578.5641 11611.5474 5.9813719 15.3939485 24125.7776 24191.4334
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + nitrate 11534.5035 11561.9896 5.9120102 15.2951787 24069.0026 24123.7157
mod Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + nitrate + silicate 3711.6289 3742.3078 1.0913604 2.5204515 8366.0331 8427.7649
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + nitrate + silicate 11536.0588 11569.0421 5.9112812 15.2831632 24068.4369 24134.0926
mod Atlantic (28.15,28.2] cstar_tref ~ aou + oxygen + nitrate 5218.0598 5246.1436 0.8715973 1.7728289 10732.4218 10788.7374
obs Atlantic (28.15,28.2] cstar_tref ~ aou + oxygen + nitrate 5162.3229 5185.8755 5.5783618 13.9617502 11333.8644 11381.2537
mod Atlantic (28.15,28.2] cstar_tref ~ aou + oxygen + nitrate + silicate 4835.5673 4869.2680 0.7929167 1.6130899 9957.4123 10024.9911
obs Atlantic (28.15,28.2] cstar_tref ~ aou + oxygen + nitrate + silicate 5157.3709 5185.6340 5.5547937 13.9095753 11324.9716 11381.8388
mod Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + nitrate 5021.5867 5055.2873 0.8300539 1.6688123 10237.2282 10304.8070
mod Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 4834.3659 4873.6833 0.7922923 1.6085455 9938.1563 10016.9982
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate 5121.6537 5155.3543 0.8507458 1.7064231 10420.8920 10488.4707
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate 5110.8983 5139.1614 5.3997833 13.5967128 11245.3477 11302.2149
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 4948.6588 4987.9762 0.8148904 1.6484094 10140.0697 10218.9116
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 5080.3024 5113.2760 5.2936474 13.4793931 11214.3789 11280.7239
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + nitrate 5183.0516 5216.7523 0.8636963 1.7346806 10556.5106 10624.0894
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + nitrate 5111.1375 5139.4006 5.4005701 13.5413831 11233.6476 11290.5148
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 5006.3357 5045.6532 0.8265379 1.6736642 10265.5320 10344.3739
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 5076.2926 5109.2663 5.2807361 13.4098118 11198.2951 11264.6401
obs Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate 5121.6567 5145.2093 5.4419033 13.6437182 11255.1416 11302.5310
mod Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate 4946.6826 4980.3833 0.8148952 1.6554723 10171.3910 10238.9698
obs Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate 5098.3474 5126.6106 5.3586668 13.5490714 11231.4128 11288.2800
obs Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + nitrate 5119.9945 5143.5471 5.4363973 13.5814306 11241.4054 11288.7947
mod Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + nitrate + silicate 5004.3361 5038.0367 0.8265380 1.6814543 10299.8501 10367.4289
obs Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + nitrate + silicate 5092.0405 5120.3037 5.3381236 13.4715239 11212.9673 11269.8345
mod Atlantic (28.2, Inf] cstar_tref ~ aou + oxygen + nitrate + silicate 4269.4715 4303.7622 0.6253412 1.3381251 8045.4512 8112.5187
obs Atlantic (28.2, Inf] cstar_tref ~ aou + oxygen + nitrate + silicate 4226.6546 4253.8834 5.1076488 10.3964627 9019.6800 9074.8261
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate 3980.1771 4008.7527 0.5865315 1.1664266 7035.2988 7091.1883
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate 4236.9695 4259.6602 5.1533660 10.3919883 9013.2150 9059.1700
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate 3945.9364 3980.2272 0.5818102 1.1603161 6994.7027 7061.7702
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate 4235.1001 4262.3290 5.1389577 10.3211667 8996.5636 9051.7096
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + nitrate 3795.1026 3829.3934 0.5625646 1.1283420 6766.3562 6833.4237
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + nitrate 4230.4593 4257.6881 5.1217297 10.3583413 9008.1097 9063.2557
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 3710.7161 3750.7220 0.5518303 1.1163969 6676.5060 6754.7514
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 4228.4966 4260.2636 5.1070649 10.2864174 8991.1054 9055.4424
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate 3806.3972 3840.6880 0.5639834 1.1306109 6782.8817 6849.9492
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate 4232.1212 4259.3500 5.1278924 10.3653137 9010.0113 9065.1573
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 3727.0358 3767.0416 0.5538423 1.1192714 6698.1439 6776.3893
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 4230.9804 4262.7474 5.1162520 10.2983480 8994.4101 9058.7471
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + nitrate 3836.3826 3870.6733 0.5677675 1.1389548 6840.7912 6907.8587
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + nitrate 4239.2746 4266.5034 5.1545037 10.3669995 9009.7704 9064.9164
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3763.4036 3803.4094 0.5583526 1.1275611 6757.7223 6835.9677
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4239.6790 4271.4459 5.1485560 10.3104430 8997.0521 9061.3891
mod Atlantic (28.2, Inf] cstar_tref ~ temp + aou + nitrate + silicate 4320.3836 4354.6743 0.6324819 1.3502049 8120.4216 8187.4891
obs Atlantic (28.2, Inf] cstar_tref ~ temp + aou + nitrate + silicate 4229.1260 4256.3548 5.1167909 10.4137378 9024.5332 9079.6792
obs Indian (-Inf,26] cstar_tref ~ aou + oxygen + nitrate + silicate 2004.3972 2026.9127 5.7178723 12.2371403 4802.8680 4849.6676
mod Indian (-Inf,26] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 1768.1236 1794.4138 3.8828656 7.8404919 3956.3091 4010.3444
mod Indian (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate 1843.7670 1866.3015 4.3904291 8.7192316 4099.6975 4146.0135
obs Indian (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate 1986.2241 2008.7395 5.5552890 11.9263594 4765.2414 4812.0410
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 1731.6860 1757.9761 3.6653322 7.4681639 3888.8305 3942.8657
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 1975.6391 2001.9071 5.4454170 11.6436902 4733.3941 4787.9938
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + silicate 1808.8577 1831.3921 4.1544943 8.3218209 4035.2116 4081.5275
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + silicate 1974.0628 1996.5783 5.4490807 11.7425527 4742.7128 4789.5124
mod Indian (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate 1732.3827 1754.9172 3.6810057 7.5036093 3891.5618 3937.8777
obs Indian (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate 1974.1688 1996.6842 5.4499971 11.7492970 4743.6017 4790.4014
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1731.4511 1757.7413 3.6639706 7.4643241 3888.0885 3942.1238
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1975.7031 2001.9711 5.4459702 11.6365539 4732.4080 4787.0076
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate 1807.6647 1830.1992 4.1466598 8.3039380 4032.1405 4078.4564
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate 1974.1974 1996.7128 5.4502445 11.7430501 4742.7577 4789.5574
mod Indian (-Inf,26] cstar_tref ~ sal + temp + silicate 1925.1962 1943.9749 5.0099966 9.9355832 4279.6073 4318.2039
obs Indian (-Inf,26] cstar_tref ~ sal + temp + silicate 1981.6182 2000.3810 5.5323581 11.8319092 4749.0849 4788.0846
mod Indian (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate 1856.9857 1879.5202 4.4832252 10.3315155 4346.9841 4393.3000
obs Indian (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate 2009.9832 2032.4987 5.7687963 12.0946490 4782.9748 4829.7744
mod Indian (-Inf,26] cstar_tref ~ temp + oxygen + nitrate + silicate 1855.8678 1878.4023 4.4753020 10.3056904 4343.4810 4389.7970
obs Indian (-Inf,26] cstar_tref ~ temp + oxygen + nitrate + silicate 2009.5376 2032.0531 5.7647173 12.0654112 4779.1578 4825.9575
mod Indian (26,26.5] cstar_tref ~ sal + aou + nitrate + silicate 1775.5031 1797.8250 4.3581611 7.7663387 3898.3059 3944.5615
mod Indian (26,26.5] cstar_tref ~ sal + nitrate + silicate 1774.4145 1793.0160 4.3646770 7.7935283 3900.0432 3938.5896
mod Indian (26,26.5] cstar_tref ~ sal + oxygen + nitrate + silicate 1774.0591 1796.3810 4.3478566 7.7321861 3891.2584 3937.5140
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + nitrate 2075.8394 2098.5239 5.8474101 15.1157155 5908.3644 5956.6178
mod Indian (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 1728.7870 1754.8292 4.0236428 7.1302833 3779.6664 3833.6313
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 2040.2970 2066.7622 5.5182619 14.7250070 5867.8379 5924.1335
mod Indian (26,26.5] cstar_tref ~ sal + temp + aou + silicate 1769.5510 1791.8729 4.3158426 7.8331863 3917.5134 3963.7690
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + silicate 2038.4469 2061.1314 5.5195393 15.2799376 5925.1877 5973.4411
mod Indian (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate 1726.8430 1749.1649 4.0240124 7.1339453 3776.5677 3822.8233
obs Indian (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate 2050.1434 2072.8278 5.6200718 15.1508037 5911.9295 5960.1829
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate 2076.1803 2098.8647 5.8504868 15.1142836 5908.1953 5956.4487
mod Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1728.7811 1754.8233 4.0236038 7.1303687 3779.6924 3833.6573
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2039.7852 2066.2504 5.5139053 14.7208386 5867.3475 5923.6431
mod Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate 1769.4578 1791.7797 4.3151834 7.8315074 3917.1888 3963.4444
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate 2037.8946 2060.5791 5.5148370 15.2766531 5924.7877 5973.0411
obs Indian (26,26.5] cstar_tref ~ temp + aou + nitrate 2112.6427 2131.5464 6.2082583 15.5696149 5953.6368 5993.8480
mod Indian (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate 1726.8144 1749.1363 4.0238238 8.2296290 4017.4270 4063.6827
obs Indian (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate 2038.3245 2061.0090 5.5184965 14.7408523 5865.6409 5913.8943
mod Indian (26,26.5] cstar_tref ~ temp + oxygen + nitrate + silicate 1726.8093 1749.1311 4.0237898 8.2263121 4016.7988 4063.0544
obs Indian (26,26.5] cstar_tref ~ temp + oxygen + nitrate + silicate 2037.7921 2060.4766 5.5139644 14.7352851 5864.9908 5913.2442
obs Indian (26.5,26.75] cstar_tref ~ sal + aou + nitrate 2730.2626 2750.1316 7.7056616 13.0576430 6988.5308 7031.0542
mod Indian (26.5,26.75] cstar_tref ~ sal + aou + nitrate + silicate 1394.4032 1415.9491 3.1904815 5.6983851 3277.1117 3322.6064
obs Indian (26.5,26.75] cstar_tref ~ sal + aou + nitrate + silicate 2723.6702 2747.5130 7.6218834 12.9673392 6982.2645 7033.2926
mod Indian (26.5,26.75] cstar_tref ~ sal + aou + silicate 1426.3376 1444.2925 3.3990035 6.0436595 3349.5212 3387.4335
mod Indian (26.5,26.75] cstar_tref ~ sal + nitrate + silicate 1409.5109 1427.4659 3.2939562 5.8124444 3293.5888 3331.5011
mod Indian (26.5,26.75] cstar_tref ~ sal + oxygen + nitrate + silicate 1393.9497 1415.4956 3.1877832 5.6886897 3274.4231 3319.9178
mod Indian (26.5,26.75] cstar_tref ~ sal + oxygen + silicate 1426.2219 1444.1768 3.3982698 6.0577172 3353.8674 3391.7796
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate 2712.9195 2736.7624 7.5183438 12.6187601 6907.1332 6958.1613
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 1395.7372 1420.8741 3.1865197 5.6276391 3258.8533 3311.9305
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 2710.8156 2738.6323 7.4791910 12.5794630 6906.9905 6966.5233
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate 1424.1008 1445.6467 3.3722424 5.9239973 3320.6767 3366.1714
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate 1409.0167 1430.5626 3.2786637 5.7219615 3270.8465 3316.3412
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate 2720.9782 2744.8210 7.5958237 12.6664458 6907.1538 6958.1819
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1395.7097 1420.8466 3.1863566 5.6276727 3258.8904 3311.9676
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2719.9046 2747.7213 7.5661790 12.6361157 6907.8947 6967.4276
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate 1424.0985 1445.6445 3.3722281 5.9230234 3320.3735 3365.8682
obs Indian (26.5,26.75] cstar_tref ~ temp + aou + nitrate 2723.3008 2743.1699 7.6377126 13.0173378 6988.6374 7031.1608
obs Indian (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate 2725.2997 2749.1425 7.6377012 13.0015884 6988.6166 7039.6447
obs Indian (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate 2730.1479 2750.0169 7.7045373 13.0312764 6981.9298 7024.4532
obs Indian (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + silicate 2732.1154 2755.9582 7.7042186 13.0116015 6980.9027 7031.9308
mod Indian (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate 1662.4311 1685.5270 2.6096190 4.3473505 3799.7286 3848.5628
mod Indian (26.75,27] cstar_tref ~ sal + aou + silicate 1672.0268 1691.2734 2.6535880 4.4943407 3869.4106 3910.1058
mod Indian (26.75,27] cstar_tref ~ sal + oxygen + nitrate + silicate 1669.1287 1692.2246 2.6349255 4.3516443 3793.3115 3842.1458
mod Indian (26.75,27] cstar_tref ~ sal + oxygen + silicate 1675.4793 1694.7260 2.6668222 4.4958396 3865.9687 3906.6639
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + nitrate 3948.9738 3975.2849 6.6899132 12.2807186 10322.7391 10378.5743
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate 1651.8616 1678.8069 2.5627799 4.2532719 3761.4485 3818.4217
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate 3942.5497 3973.2461 6.6425638 12.2315475 10317.6549 10382.7959
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + silicate 1669.4601 1692.5560 2.6361841 4.4026099 3824.4127 3873.2469
obs Indian (26.75,27] cstar_tref ~ sal + temp + nitrate 3986.3953 4008.3213 6.9160167 12.7033507 10428.1557 10474.6851
mod Indian (26.75,27] cstar_tref ~ sal + temp + nitrate + silicate 1731.8389 1754.9348 2.8841075 4.6540885 3888.9590 3937.7933
obs Indian (26.75,27] cstar_tref ~ sal + temp + nitrate + silicate 3987.7928 4014.1040 6.9125043 12.6753260 10422.9539 10478.7891
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate 3959.6218 3985.9329 6.7502463 12.3155106 10324.1104 10379.9456
mod Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1651.7242 1678.6695 2.5622727 4.2546674 3762.5238 3819.4970
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3955.5037 3986.2001 6.7155142 12.2782073 10321.0560 10386.1971
mod Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate 1669.3183 1692.4143 2.6356458 4.4025513 3824.5637 3873.3979
mod Indian (26.75,27] cstar_tref ~ sal + temp + silicate 1733.8864 1753.1330 2.9009771 4.6794482 3894.1650 3934.8602
obs Indian (26.75,27] cstar_tref ~ temp + aou + nitrate 3968.4674 3990.3934 6.8122586 12.4664082 10363.0585 10409.5878
obs Indian (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate 3958.5934 3984.9045 6.7443955 12.3925763 10353.0445 10408.8797
obs Indian (26.75,27] cstar_tref ~ temp + oxygen + nitrate 3982.5709 4004.4968 6.8937507 12.5149452 10365.3188 10411.8482
obs Indian (26.75,27] cstar_tref ~ temp + oxygen + nitrate + silicate 3974.7158 4001.0270 6.8367046 12.4510314 10356.9870 10412.8222
mod Indian (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate 2047.0969 2071.5352 2.5234907 4.8756190 5770.6877 5823.3525
mod Indian (27,27.25] cstar_tref ~ sal + aou + silicate 2055.9876 2076.3528 2.5553522 5.0841297 5895.7604 5939.6477
mod Indian (27,27.25] cstar_tref ~ sal + oxygen + nitrate + silicate 2047.7481 2072.1864 2.5253846 4.8945660 5783.1284 5835.7931
mod Indian (27,27.25] cstar_tref ~ sal + oxygen + silicate 2060.8968 2081.2620 2.5698455 5.0864648 5892.8041 5936.6914
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou 2823.3493 2844.0809 4.9195286 10.7038955 7708.7630 7752.7136
mod Indian (27,27.25] cstar_tref ~ sal + temp + aou + nitrate 2056.4015 2080.8397 2.5506869 5.0972522 5909.6139 5962.2786
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + nitrate 2768.1433 2793.0212 4.6272574 10.4085812 7654.7487 7707.4894
mod Indian (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 2048.7919 2077.3032 2.5226040 4.5427239 5526.0515 5587.4937
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 2769.5616 2798.5859 4.6243765 10.3563125 7644.9891 7706.5200
mod Indian (27,27.25] cstar_tref ~ sal + temp + aou + silicate 2057.5619 2082.0002 2.5540992 4.9280522 5796.2258 5848.8905
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + silicate 2810.4521 2835.3301 4.8416852 10.5756952 7684.4353 7737.1760
obs Indian (27,27.25] cstar_tref ~ sal + temp + nitrate 2810.9099 2831.6415 4.8544429 10.6873806 7709.1674 7753.1180
mod Indian (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate 2096.8310 2121.2693 2.6723026 4.9464158 5765.3739 5818.0386
obs Indian (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate 2785.7152 2810.5932 4.7151370 10.5456649 7685.3380 7738.0787
obs Indian (27,27.25] cstar_tref ~ sal + temp + oxygen 2824.5063 2845.2380 4.9256268 10.7135071 7710.8527 7754.8033
obs Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate 2760.8189 2785.6969 4.5911125 10.3749068 7648.0805 7700.8212
mod Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2049.3551 2077.8664 2.5242413 4.5422111 5524.8768 5586.3190
obs Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2762.8104 2791.8347 4.5910708 10.3292310 7639.9049 7701.4358
mod Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate 2058.2849 2082.7232 2.5562276 4.9298518 5796.7228 5849.3875
obs Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate 2813.8816 2838.7596 4.8594961 10.6011517 7689.9115 7742.6523
obs Indian (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate 3472.9160 3499.1865 4.5677498 9.8095453 9513.0971 9568.6930
obs Indian (27.25,27.5] cstar_tref ~ sal + oxygen + nitrate + silicate 3444.8885 3471.1590 4.4603546 9.7178972 9490.9489 9546.5448
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate 1987.4361 2012.4788 1.8942204 3.6665269 5368.5808 5422.0667
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate 3502.7593 3529.0299 4.6849470 10.0457221 9586.9316 9642.5275
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 1987.6584 2016.8749 1.8907161 3.6616331 5369.4761 5431.8763
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 3436.0449 3466.6939 4.4194851 9.5758739 9446.0280 9510.8898
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate 3461.9152 3488.1858 4.5252924 9.7182821 9483.7615 9539.3574
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate 1994.6638 2019.7065 1.9085357 3.6828652 5377.7389 5431.2247
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate 3440.4121 3466.6826 4.4434374 9.6646552 9472.8837 9528.4796
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate 1987.1065 2012.1492 1.8935703 3.6665394 5368.8838 5422.3696
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate 3497.7563 3524.0269 4.6650921 10.0272567 9582.4366 9638.0325
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1987.4791 2016.6956 1.8903630 3.6617277 5369.7246 5432.1247
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3434.5353 3465.1843 4.4138251 9.5648764 9442.4884 9507.3503
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate 3463.3477 3489.6182 4.5307986 9.7174768 9482.8104 9538.4062
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + silicate 3481.0930 3502.9851 4.6073824 10.0376906 9588.5244 9634.8543
mod Indian (27.25,27.5] cstar_tref ~ temp + aou + nitrate 1991.3556 2012.2246 1.9059367 3.6969051 5388.2236 5432.7951
mod Indian (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate 1993.1333 2018.1760 1.9054953 3.6958931 5391.4621 5444.9479
mod Indian (27.25,27.5] cstar_tref ~ temp + nitrate + silicate 2004.1139 2024.9829 1.9314354 3.7339805 5411.8837 5456.4552
mod Indian (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate 1991.7461 2012.6151 1.9067121 3.6993274 5390.1692 5434.7407
mod Indian (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate + silicate 1993.5577 2018.6005 1.9063380 3.6985695 5393.6186 5447.1044
mod Indian (27.5,27.75] cstar_tref ~ sal + aou + nitrate 2699.5789 2721.8391 2.0181484 3.8627916 7129.5232 7176.7440
mod Indian (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate 2687.8704 2714.5827 1.9964475 3.8313531 7108.2975 7164.9624
obs Indian (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate 3865.0719 3892.1424 4.2362167 9.2738817 9663.4615 9719.6896
obs Indian (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate 3898.3646 3925.4351 4.3423043 9.2510041 9647.3248 9703.5530
mod Indian (27.5,27.75] cstar_tref ~ sal + oxygen + nitrate 2664.5884 2686.8487 1.9632190 3.8240625 7113.5597 7160.7805
mod Indian (27.5,27.75] cstar_tref ~ sal + oxygen + nitrate + silicate 2657.6483 2684.3606 1.9494258 3.8040748 7101.3638 7158.0287
obs Indian (27.5,27.75] cstar_tref ~ sal + oxygen + nitrate + silicate 3866.4114 3893.4818 4.2404346 9.2248566 9644.5493 9700.7775
obs Indian (27.5,27.75] cstar_tref ~ sal + oxygen + silicate 3901.6021 3924.1609 4.3592339 9.3473994 9679.1710 9726.0278
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 3862.4602 3894.0425 4.2217275 9.1222978 9610.2612 9675.8607
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate 2684.3327 2711.0450 1.9908852 3.8675535 7153.7307 7210.3956
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate 3899.4733 3926.5437 4.3458824 9.2523961 9647.5844 9703.8126
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + nitrate 2687.3799 2709.6401 1.9988256 3.8808935 7161.0297 7208.2504
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate 2682.1884 2708.9007 1.9875213 3.8640305 7151.4018 7208.0667
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate 3869.0160 3896.0865 4.2486483 9.1513092 9615.6300 9671.8581
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen 2707.6669 2729.9272 2.0310625 3.9294055 7200.0527 7247.2735
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3860.2516 3891.8338 4.2148059 9.1154556 9608.0835 9673.6830
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate 2684.5070 2711.2193 1.9911589 3.8695146 7155.8606 7212.5255
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate 3900.3697 3927.4402 4.3487777 9.2552613 9648.4691 9704.6973
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + silicate 2682.7887 2705.0489 1.9916013 3.8702357 7152.4652 7199.6859
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + silicate 3906.1986 3928.7574 4.3741459 9.2807234 9652.3346 9699.1914
mod Indian (27.75,27.85] cstar_tref ~ aou + nitrate + silicate 1870.8488 1891.4062 1.9042472 3.7304090 4670.0426 4713.2834
mod Indian (27.75,27.85] cstar_tref ~ oxygen + nitrate + silicate 1858.7186 1879.2759 1.8788100 3.7293377 4676.2035 4719.4443
obs Indian (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 2838.0969 2863.3484 4.1546047 9.2152590 7562.7701 7615.9388
obs Indian (27.75,27.85] cstar_tref ~ sal + aou + oxygen + nitrate 2873.1195 2898.3711 4.3035977 9.2938942 7576.0920 7629.2607
mod Indian (27.75,27.85] cstar_tref ~ sal + aou + silicate 1889.9509 1910.5083 1.9450045 3.9877223 4843.7942 4887.0350
mod Indian (27.75,27.85] cstar_tref ~ sal + nitrate + silicate 1858.1912 1878.7486 1.8777119 3.8155561 4739.3014 4782.5422
obs Indian (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate 2840.5559 2865.8075 4.1648954 9.2031169 7558.3430 7611.5117
mod Indian (27.75,27.85] cstar_tref ~ sal + oxygen + silicate 1903.8971 1924.4545 1.9753107 4.0255857 4862.8364 4906.0772
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate 2865.0113 2890.2628 4.2686352 9.2370152 7561.1615 7614.3302
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 2839.0895 2868.5496 4.1503962 9.1111686 7534.8645 7596.8946
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate 1890.1697 1914.8385 1.9411673 3.9798396 4843.2772 4895.1661
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate 1859.1720 1883.8408 1.8755912 3.8047022 4736.0489 4787.9379
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate 2865.5667 2890.8183 4.2710212 9.2334438 7559.8572 7613.0260
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate 2856.1503 2881.4018 4.2307516 9.1982464 7552.0242 7605.1930
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2831.0821 2860.5422 4.1170961 9.0764850 7526.4247 7588.4549
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate 1897.3432 1922.0120 1.9566668 4.0007795 4854.1284 4906.0174
obs Indian (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate 2866.6778 2891.9294 4.2757979 9.3649172 7600.0450 7653.2137
mod Indian (27.75,27.85] cstar_tref ~ temp + aou + silicate 1933.5516 1954.1089 2.0413310 4.0968014 4895.9833 4939.2241
mod Indian (27.75,27.85] cstar_tref ~ temp + nitrate + silicate 1868.9246 1889.4819 1.9001893 3.8327696 4746.2812 4789.5220
obs Indian (27.75,27.85] cstar_tref ~ temp + oxygen + nitrate + silicate 2860.2384 2885.4899 4.2481875 9.3326944 7592.2001 7645.3688
mod Indian (27.85,27.95] cstar_tref ~ oxygen + nitrate + silicate 2221.9067 2242.9497 2.2396503 4.4966580 5670.6935 5714.9684
obs Indian (27.85,27.95] cstar_tref ~ sal + aou + nitrate 4121.5321 4144.4768 4.0910440 8.6769290 10115.4007 10162.9684
mod Indian (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate 2227.9606 2253.2121 2.2488030 4.2216394 5471.5133 5524.6432
obs Indian (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate 4108.1954 4135.7290 4.0481188 8.6308897 10102.6824 10159.7636
obs Indian (27.85,27.95] cstar_tref ~ sal + aou + oxygen + nitrate 4114.0030 4141.5366 4.0643201 8.6189572 10095.9646 10153.0459
mod Indian (27.85,27.95] cstar_tref ~ sal + oxygen + nitrate 2265.6879 2286.7309 2.3405015 4.4060778 5577.9836 5622.2585
mod Indian (27.85,27.95] cstar_tref ~ sal + oxygen + nitrate + silicate 2170.8073 2196.0589 2.1231479 3.9652354 5308.7578 5361.8877
obs Indian (27.85,27.95] cstar_tref ~ sal + oxygen + nitrate + silicate 4114.2599 4141.7935 4.0650383 8.6388901 10104.7844 10161.8656
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate 2272.4212 2297.6728 2.3516733 4.4379657 5602.0849 5655.2148
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate 4102.1130 4129.6466 4.0312199 8.5677488 10075.9718 10133.0531
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 2176.9322 2206.3923 2.1319766 4.0050777 5342.5943 5404.5792
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 4102.4895 4134.6120 4.0267212 8.5359858 10066.0872 10132.6820
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate 2267.2803 2292.5318 2.3395418 4.4028426 5579.8784 5633.0083
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate 4084.6799 4112.2135 3.9831753 8.5170317 10057.3402 10114.4214
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2168.7275 2198.1877 2.1144514 3.9488498 5302.2364 5364.2213
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4084.3347 4116.4572 3.9767557 8.4818891 10046.0681 10112.6628
mod Indian (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate 2227.2166 2252.4681 2.2471204 4.5049579 5678.5695 5731.6994
obs Indian (27.85,27.95] cstar_tref ~ temp + oxygen + nitrate 4095.9792 4118.9238 4.0197752 8.6869752 10125.5978 10173.1655
mod Indian (27.85,27.95] cstar_tref ~ temp + oxygen + nitrate + silicate 2223.9063 2249.1579 2.2396494 4.4894431 5669.7630 5722.8929
obs Indian (27.85,27.95] cstar_tref ~ temp + oxygen + nitrate + silicate 4097.8738 4125.4074 4.0194839 8.6822235 10127.5477 10184.6289
obs Indian (27.95,28.05] cstar_tref ~ aou + oxygen + nitrate 5318.5685 5343.0317 3.5814448 8.0432930 12993.7078 13044.0789
mod Indian (27.95,28.05] cstar_tref ~ sal + aou + nitrate 2300.4886 2321.6213 2.3265586 4.2963411 5703.2108 5747.8225
mod Indian (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate 2286.6159 2311.9751 2.2903522 4.2031908 5643.8743 5697.4083
obs Indian (27.95,28.05] cstar_tref ~ sal + aou + oxygen + nitrate 5271.2393 5300.5952 3.4928782 7.8696625 12897.7542 12958.1996
mod Indian (27.95,28.05] cstar_tref ~ sal + oxygen + nitrate 2262.4434 2283.5760 2.2407172 4.0841995 5557.9458 5602.5575
mod Indian (27.95,28.05] cstar_tref ~ sal + oxygen + nitrate + silicate 2237.7274 2263.0866 2.1823381 3.8991618 5420.0599 5473.5939
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate 2266.8507 2292.2099 2.2460537 4.0991232 5572.7459 5626.2799
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate 5236.6955 5266.0513 3.4321646 7.7747647 12842.5885 12903.0339
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 2244.3733 2273.9590 2.1923798 3.9039564 5423.7532 5486.2095
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 5238.5058 5272.7543 3.4318343 7.7066653 12805.0325 12875.5521
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate 2308.4731 2333.8323 2.3403574 4.3498548 5745.4930 5799.0270
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate 2261.7496 2287.1088 2.2347607 4.0728743 5554.5331 5608.0671
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate 5222.3047 5251.6606 3.4071842 7.7411036 12822.9352 12883.3806
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2238.2165 2267.8023 2.1790824 3.8748154 5402.5493 5465.0057
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 5221.8027 5256.0512 3.4028596 7.6798756 12789.6732 12860.1929
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate 2305.9106 2331.2699 2.3344389 4.3345085 5735.3216 5788.8556
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + nitrate 5270.8785 5295.3417 3.4957857 7.9479564 12940.3072 12990.6784
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate 5260.6036 5289.9595 3.4740716 7.9259953 12931.8864 12992.3318
obs Indian (27.95,28.05] cstar_tref ~ temp + oxygen + nitrate 5251.7139 5276.1771 3.4619429 7.9071820 12917.0448 12967.4160
obs Indian (27.95,28.05] cstar_tref ~ temp + oxygen + nitrate + silicate 5249.8325 5279.1883 3.4551286 7.9002597 12917.0995 12977.5449
obs Indian (28.05,28.1] cstar_tref ~ sal + aou + nitrate 4266.7468 4290.1070 3.5794352 7.9604060 10040.2025 10088.0764
obs Indian (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate 4265.6579 4293.6901 3.5724442 7.9533505 10041.0843 10098.5329
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou 1253.1069 1272.1476 1.5645345 3.3680429 3516.8374 3557.5267
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate 1253.9081 1276.7570 1.5617210 3.2792308 3464.8195 3513.6466
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate 4236.8846 4264.9168 3.5079755 7.7262553 9937.0329 9994.4816
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 1255.1071 1281.7641 1.5598438 3.2673544 3461.4671 3518.4322
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 4235.7302 4268.4344 3.5009789 7.7147319 9935.7417 10002.7652
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate 1253.2071 1276.0560 1.5600780 3.2677643 3457.6826 3506.5097
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + nitrate 1272.6682 1291.7089 1.6111683 3.3286975 3481.5921 3522.2814
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate 1265.7489 1288.5978 1.5897350 3.3009355 3472.5309 3521.3581
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen 1252.2287 1271.2694 1.5624728 3.3644067 3514.9791 3555.6685
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate 1252.8920 1275.7408 1.5593399 3.2768689 3463.8158 3512.6429
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate 4258.9788 4287.0110 3.5573744 7.7846966 9963.3883 10020.8370
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1254.2023 1280.8593 1.5577261 3.2643992 3460.0119 3516.9769
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4246.1646 4278.8688 3.5241760 7.7510414 9952.3590 10019.3825
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate 1252.2573 1275.1062 1.5578547 3.2645890 3456.1071 3504.9343
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + nitrate 4260.4821 4283.8423 3.5652709 7.9310449 10027.0229 10074.8968
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate 4262.1042 4290.1364 3.5644182 7.9301788 10030.6388 10088.0875
obs Indian (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate 4278.1348 4301.4950 3.6053276 7.9770581 10047.3888 10095.2627
obs Indian (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate + silicate 4273.9622 4301.9944 3.5912700 7.9605935 10044.1202 10101.5689
obs Indian (28.1,28.2] cstar_tref ~ aou + oxygen + nitrate 5407.5966 5432.2099 3.4555308 7.5641349 13024.4074 13075.0339
obs Indian (28.1,28.2] cstar_tref ~ aou + oxygen + nitrate + silicate 5394.1439 5423.6798 3.4293266 7.5161957 12998.7077 13059.4596
obs Indian (28.1,28.2] cstar_tref ~ sal + aou + nitrate 5403.1224 5427.7356 3.4479229 7.5610293 13022.8749 13073.5014
obs Indian (28.1,28.2] cstar_tref ~ sal + aou + nitrate + silicate 5395.8733 5425.4092 3.4322492 7.5368188 13012.0452 13072.7970
obs Indian (28.1,28.2] cstar_tref ~ sal + aou + oxygen + nitrate 5379.3015 5408.8374 3.4043443 7.5118598 12997.4005 13058.1523
mod Indian (28.1,28.2] cstar_tref ~ sal + aou + oxygen + silicate 2009.3763 2036.5177 1.0487132 2.3653122 5497.4446 5554.1865
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate 1994.8275 2021.9688 1.0375705 2.3347129 5452.3452 5509.0872
obs Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate 5400.2475 5429.7833 3.4396529 7.5385054 13012.6755 13073.4273
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 1990.1834 2021.8483 1.0325214 2.3254662 5443.0501 5509.2490
obs Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 5390.4979 5424.9564 3.4198018 7.5068909 12997.2062 13068.0834
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + nitrate 1993.1110 2015.7288 1.0377865 2.3445594 5463.8073 5511.0922
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + nitrate + silicate 1990.2993 2017.4407 1.0341267 2.3285910 5443.5761 5500.3180
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + oxygen + nitrate 1994.9380 2022.0794 1.0376547 2.3343844 5451.8028 5508.5448
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1990.5603 2022.2253 1.0328072 2.3255315 5443.0770 5509.2759
obs Indian (28.1,28.2] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 5409.5534 5444.0119 3.4520545 7.5615678 13030.9585 13101.8357
obs Indian (28.1,28.2] cstar_tref ~ temp + aou + nitrate 5424.2123 5448.8256 3.4839306 7.5897634 13039.2107 13089.8373
mod Indian (28.1,28.2] cstar_tref ~ temp + aou + nitrate + silicate 2009.4704 2036.6118 1.0487857 2.3453399 5466.0575 5522.7994
obs Indian (28.1,28.2] cstar_tref ~ temp + aou + nitrate + silicate 5419.5496 5449.0854 3.4725146 7.5697064 13030.8891 13091.6410
mod Indian (28.1,28.2] cstar_tref ~ temp + nitrate + silicate 2010.2221 2032.8399 1.0509067 2.3474871 5464.8505 5512.1355
mod Indian (28.1,28.2] cstar_tref ~ temp + oxygen + nitrate + silicate 2009.0188 2036.1602 1.0484380 2.3450066 5465.6287 5522.3707
mod Indian (28.2,28.3] cstar_tref ~ sal + aou + nitrate + silicate 1644.6463 1675.2068 0.4766708 1.0768809 4443.8110 4506.3853
obs Indian (28.2,28.3] cstar_tref ~ sal + aou + nitrate + silicate 2159.1357 2183.6564 2.7759372 6.8520087 5746.4111 5797.6346
obs Indian (28.2,28.3] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 2155.5328 2184.1403 2.7583192 6.8324311 5744.1995 5803.9602
mod Indian (28.2,28.3] cstar_tref ~ sal + nitrate + silicate 1840.3582 1865.8252 0.5174600 1.1420985 4759.9153 4812.0605
mod Indian (28.2,28.3] cstar_tref ~ sal + oxygen + nitrate + silicate 1750.4976 1781.0580 0.4980917 1.1158540 4638.0940 4700.6682
obs Indian (28.2,28.3] cstar_tref ~ sal + oxygen + nitrate + silicate 2160.0187 2184.5393 2.7787239 6.8537488 5746.9690 5798.1924
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate 1992.2981 2022.8585 0.5507052 1.1416392 4743.6769 4806.2511
obs Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate 2155.4082 2179.9288 2.7642036 6.8444451 5743.9781 5795.2016
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + silicate 1573.0482 1608.7020 0.4623222 1.0470080 4293.8153 4366.8186
obs Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + silicate 2146.1607 2174.7681 2.7290986 6.8037946 5735.0088 5794.7695
obs Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + oxygen + nitrate 2143.8584 2172.4658 2.7219679 6.7862042 5729.4525 5789.2132
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + nitrate 2032.7839 2058.2510 0.5605079 1.1756358 4905.2694 4957.4146
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + nitrate + silicate 1828.7587 1859.3191 0.5145458 1.1263648 4686.6960 4749.2703
obs Indian (28.2,28.3] cstar_tref ~ sal + temp + nitrate + silicate 2161.2854 2185.8061 2.7827266 6.8670078 5751.1081 5802.3316
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + oxygen + nitrate 1992.5050 2023.0654 0.5507525 1.1416889 4743.8964 4806.4706
obs Indian (28.2,28.3] cstar_tref ~ sal + temp + oxygen + nitrate 2148.9787 2173.4994 2.7440815 6.8201760 5736.2613 5787.4848
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1574.5714 1610.2252 0.4626147 1.0473347 4295.5179 4368.5212
obs Indian (28.2,28.3] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2145.0827 2173.6901 2.7257574 6.7983349 5733.2724 5793.0331
mod Indian (28.2,28.3] cstar_tref ~ temp + aou + nitrate + silicate 2178.0367 2208.5971 0.5948645 1.1876999 4939.2716 5001.8458
obs Indian (28.2,28.3] cstar_tref ~ temp + aou + oxygen + nitrate 2153.7245 2178.2451 2.7589200 6.8270753 5738.5388 5789.7623
mod Indian (28.3,28.4] cstar_tref ~ aou + oxygen + nitrate + silicate 1613.4159 1643.2963 0.5096180 0.9215939 3143.1024 3204.5587
obs Indian (28.3,28.4] cstar_tref ~ aou + oxygen + nitrate + silicate 1448.6868 1470.5807 3.0356928 6.5101017 3171.2078 3215.7303
mod Indian (28.3,28.4] cstar_tref ~ oxygen + nitrate + silicate 1615.3392 1640.2396 0.5105488 0.9240360 3153.4688 3204.6824
mod Indian (28.3,28.4] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 1535.7407 1570.6012 0.4910781 0.9009264 3052.6602 3124.3591
obs Indian (28.3,28.4] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 1449.2719 1474.8147 3.0281399 6.4974946 3172.8582 3224.8011
mod Indian (28.3,28.4] cstar_tref ~ sal + aou + oxygen + silicate 1556.9202 1586.8006 0.4964011 0.9578307 3409.9223 3471.3785
mod Indian (28.3,28.4] cstar_tref ~ sal + oxygen + nitrate + silicate 1549.0509 1578.9314 0.4945875 0.9068254 3080.5502 3142.0065
mod Indian (28.3,28.4] cstar_tref ~ sal + temp + aou + nitrate + silicate 1534.6215 1569.4821 0.4908225 0.8991846 3041.1804 3112.8793
obs Indian (28.3,28.4] cstar_tref ~ sal + temp + aou + nitrate + silicate 1434.0356 1459.5784 2.9479915 6.4447404 3162.6713 3214.6142
obs Indian (28.3,28.4] cstar_tref ~ sal + temp + aou + oxygen + nitrate 1443.1144 1468.6572 2.9954902 6.5023763 3173.6086 3225.5515
mod Indian (28.3,28.4] cstar_tref ~ sal + temp + aou + silicate 1556.3019 1586.1823 0.4962584 0.9575502 3408.4528 3469.9090
obs Indian (28.3,28.4] cstar_tref ~ sal + temp + nitrate + silicate 1439.0360 1460.9299 2.9845496 6.4845289 3166.2646 3210.7871
mod Indian (28.3,28.4] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1536.6755 1571.5360 0.4912916 0.9008721 3051.7303 3123.4293
obs Indian (28.3,28.4] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1435.5683 1461.1112 2.9559575 6.4547806 3164.5848 3216.5277
mod Indian (28.3,28.4] cstar_tref ~ temp + aou + nitrate + silicate 1611.4052 1641.2857 0.5091416 0.9196953 3131.2289 3192.6852
obs Indian (28.3,28.4] cstar_tref ~ temp + aou + nitrate + silicate 1438.5173 1460.4112 2.9818254 6.4867134 3166.6457 3211.1682
obs Indian (28.3,28.4] cstar_tref ~ temp + aou + oxygen + nitrate + silicate 1436.2872 1461.8300 2.9597007 6.4334007 3160.6771 3212.6200
obs Indian (28.3,28.4] cstar_tref ~ temp + nitrate + silicate 1439.3662 1457.6111 2.9968187 6.5027787 3165.6909 3202.7930
mod Indian (28.3,28.4] cstar_tref ~ temp + oxygen + nitrate + silicate 1613.7411 1643.6215 0.5096950 0.9214445 3141.8596 3203.3159
obs Indian (28.3,28.4] cstar_tref ~ temp + oxygen + nitrate + silicate 1439.3794 1461.2733 2.9863546 6.4922241 3167.6875 3212.2100
obs Indian (28.4, Inf] cstar_tref ~ sal + aou + nitrate -Inf -Inf 0.0000000 2.9875038 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ sal + aou + nitrate + silicate -Inf -Inf 0.0000000 2.9823539 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ sal + nitrate + silicate -Inf -Inf 0.0000000 2.9835515 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ sal + oxygen + nitrate -Inf -Inf 0.0000000 2.9960840 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ sal + oxygen + nitrate + silicate -Inf -Inf 0.0000000 2.9834904 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ sal + temp + aou + nitrate -Inf -Inf 0.0000000 2.9341549 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate -Inf -Inf 0.0000000 2.9236775 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ sal + temp + nitrate + silicate -Inf -Inf 0.0000000 2.9669478 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ sal + temp + oxygen + nitrate -Inf -Inf 0.0000000 2.9465398 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate -Inf -Inf 0.0000000 2.9323011 -Inf -Inf
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate 12663.8023 12696.6781 8.6106418 17.4448487 29598.7709 29666.2248
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 9169.4717 9206.0143 6.8881842 13.9545181 21843.7715 21919.0724
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 12542.9235 12581.2786 8.3170443 17.0372172 29418.7765 29497.4727
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen 12924.6005 12957.4763 9.2685698 18.5221845 30077.7544 30145.2083
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + nitrate 9483.4670 9520.0096 7.7264988 15.9401478 22722.2757 22797.5766
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + silicate 9344.1553 9380.6980 7.3426556 14.9662841 22303.2719 22378.5728
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + silicate 12869.3497 12907.7048 9.1199623 18.1446376 29906.6603 29985.3565
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate 9451.0904 9482.4127 7.6411275 15.4393341 22493.1573 22557.7009
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate 9492.8800 9524.2022 7.7588203 15.9735105 22730.1644 22794.7080
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate 12561.0482 12593.9240 8.3644341 16.8951317 29331.5641 29399.0180
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 9123.5175 9160.0601 6.7733724 13.8148057 21784.5725 21859.8734
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 12459.1555 12497.5106 8.1226547 16.5703174 29185.6600 29264.3562
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate 9404.5734 9435.8956 7.5122188 15.2291045 22407.3083 22471.8519
obs Pacific (-Inf,26] cstar_tref ~ temp + aou + oxygen 12964.2609 12991.6573 9.3782286 18.6920278 30145.9100 30202.1216
obs Pacific (-Inf,26] cstar_tref ~ temp + aou + oxygen + nitrate 12495.3586 12528.2344 8.2107378 16.4337788 29093.0917 29160.5456
mod Pacific (-Inf,26] cstar_tref ~ temp + aou + oxygen + nitrate + silicate 9294.3820 9330.9246 7.2101896 14.7426211 22208.3449 22283.6458
mod Pacific (-Inf,26] cstar_tref ~ temp + aou + oxygen + silicate 9413.8610 9445.1832 7.5377819 15.4060941 22489.5075 22554.0511
obs Pacific (-Inf,26] cstar_tref ~ temp + aou + oxygen + silicate 12903.5356 12936.4114 9.2136116 18.2677599 29954.1836 30021.6375
mod Pacific (-Inf,26] cstar_tref ~ temp + oxygen + nitrate + silicate 9430.0464 9461.3687 7.5825384 15.3863895 22474.8281 22539.3717
obs Pacific (-Inf,26] cstar_tref ~ temp + oxygen + nitrate + silicate 12822.2088 12855.0846 9.0044708 18.0000632 29842.3358 29909.7898
obs Pacific (26,26.5] cstar_tref ~ aou + oxygen + nitrate 13056.3764 13083.7898 9.5063581 19.2087426 27934.9739 27990.4267
obs Pacific (26,26.5] cstar_tref ~ aou + oxygen + nitrate + silicate 13054.5625 13087.4586 9.4961619 19.1971423 27934.5770 28001.1204
obs Pacific (26,26.5] cstar_tref ~ sal + aou + oxygen + nitrate 13058.2494 13091.1455 9.5060184 19.2044710 27937.2143 28003.7576
mod Pacific (26,26.5] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 9920.6997 9958.5806 4.8260199 8.9712569 21758.5192 21835.8843
obs Pacific (26,26.5] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 13056.5534 13094.9322 9.4961377 19.1936507 27937.1280 28014.7619
mod Pacific (26,26.5] cstar_tref ~ sal + aou + oxygen + silicate 9932.3355 9964.8048 4.8459421 9.0147047 21791.7090 21858.0220
obs Pacific (26,26.5] cstar_tref ~ sal + oxygen + nitrate 13109.1224 13136.5358 9.6484969 19.5654188 28075.8159 28131.2687
obs Pacific (26,26.5] cstar_tref ~ sal + oxygen + nitrate + silicate 13095.4913 13128.3874 9.6061545 19.5156983 28061.1869 28127.7303
mod Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 9867.6954 9905.5763 4.7493545 8.7958032 21605.1261 21682.4912
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 13110.1601 13148.5389 9.6404583 19.5268340 28068.4274 28146.0613
mod Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate 9895.1272 9927.5965 4.7917730 8.8754625 21668.6869 21734.9999
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate 13110.6644 13143.5604 9.6472536 19.5348200 28067.4168 28133.9601
mod Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 9860.6772 9898.5581 4.7392951 8.7745302 21586.5581 21663.9232
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 13097.4157 13135.7945 9.6059501 19.4903128 28054.8627 28132.4966
mod Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate 9893.3566 9925.8260 4.7892106 8.8642862 21658.1281 21724.4411
mod Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate 9895.2051 9927.6744 4.7918858 8.8387309 21631.0435 21697.3565
mod Pacific (26,26.5] cstar_tref ~ temp + aou + silicate 9923.3452 9950.4029 4.8357188 8.9194314 21694.9284 21750.1892
mod Pacific (26,26.5] cstar_tref ~ temp + oxygen + nitrate + silicate 9885.8249 9918.2942 4.7783253 8.8137678 21609.9197 21676.2327
obs Pacific (26,26.5] cstar_tref ~ temp + oxygen + nitrate + silicate 13110.4173 13143.3134 9.6465831 19.5504806 28073.8172 28140.3606
mod Pacific (26,26.5] cstar_tref ~ temp + oxygen + silicate 9919.7080 9946.7658 4.8304081 8.9055885 21682.5865 21737.8473
obs Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + nitrate 11791.8023 11818.7778 9.0209632 19.4445728 25830.3107 25884.9387
obs Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + nitrate + silicate 11619.0141 11651.3847 8.5494695 18.5994881 25523.4546 25589.0081
obs Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + silicate 11736.1676 11763.1431 8.8681330 19.3663726 25801.2723 25855.9002
mod Pacific (26.5,26.75] cstar_tref ~ sal + aou + nitrate + silicate 9572.1490 9604.3666 4.9188791 9.0785890 19744.2882 19809.4322
mod Pacific (26.5,26.75] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 9551.3304 9588.9176 4.8836430 9.0161048 19701.9943 19777.9956
mod Pacific (26.5,26.75] cstar_tref ~ sal + aou + oxygen + silicate 9630.0609 9662.2785 5.0094514 9.2416809 19863.9371 19929.0811
obs Pacific (26.5,26.75] cstar_tref ~ sal + aou + oxygen + silicate 11729.1841 11761.5548 8.8436991 19.0767215 25700.8983 25766.4518
mod Pacific (26.5,26.75] cstar_tref ~ sal + nitrate + silicate 9579.1107 9605.9587 4.9327871 9.1129464 19766.7670 19821.0537
mod Pacific (26.5,26.75] cstar_tref ~ sal + oxygen + nitrate + silicate 9566.8998 9599.1174 4.9107510 9.0622187 19731.9543 19797.0983
mod Pacific (26.5,26.75] cstar_tref ~ sal + oxygen + silicate 9636.5186 9663.3666 5.0228178 9.2588837 19871.6313 19925.9179
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 9566.3972 9603.9844 4.9068806 9.0578102 19732.9887 19808.9901
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 11699.8822 11737.6480 8.7590866 19.0109315 25680.4473 25756.9264
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate 9572.8172 9605.0348 4.9199148 9.0889855 19752.9856 19818.1296
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate 11721.2567 11753.6273 8.8221934 19.0768628 25700.8487 25766.4022
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 9564.1584 9601.7456 4.9034206 9.0506487 19727.5632 19803.5645
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 11706.5380 11744.3037 8.7770099 19.0221808 25684.6754 25761.1545
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate 9637.8822 9670.0998 5.0218107 9.2578509 19874.9731 19940.1171
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate 11697.8881 11730.2587 8.7591024 19.1307818 25719.7773 25785.3308
obs Pacific (26.5,26.75] cstar_tref ~ temp + nitrate + silicate 11719.4955 11746.4711 8.8228406 19.2030891 25742.4635 25797.0915
obs Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + silicate 11704.5426 11736.9133 8.7770224 19.1361976 25721.9346 25787.4881
obs Pacific (26.75,27] cstar_tref ~ oxygen + nitrate + silicate 13981.7842 14009.8755 7.4927230 15.4142664 29529.6727 29586.3060
mod Pacific (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate 10156.1522 10188.7648 4.8231959 9.2636075 22452.8449 22519.3870
obs Pacific (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate 13897.9045 13931.6140 7.3362778 15.2047406 29417.8472 29485.8072
mod Pacific (26.75,27] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 10153.7202 10191.7682 4.8168942 9.2389879 22434.9599 22512.5924
mod Pacific (26.75,27] cstar_tref ~ sal + aou + oxygen + silicate 10191.5792 10224.1918 4.8738647 9.3807043 22550.9646 22617.5068
mod Pacific (26.75,27] cstar_tref ~ sal + aou + silicate 10191.8443 10219.0215 4.8771223 9.3967390 22561.1823 22616.6341
obs Pacific (26.75,27] cstar_tref ~ sal + nitrate + silicate 13902.5794 13930.6706 7.3483194 15.2928816 29463.3918 29520.0251
mod Pacific (26.75,27] cstar_tref ~ sal + oxygen + nitrate + silicate 10169.7887 10202.4013 4.8426365 9.3074642 22489.6328 22556.1750
obs Pacific (26.75,27] cstar_tref ~ sal + oxygen + nitrate + silicate 13902.1379 13935.8474 7.3439127 15.1899502 29409.3686 29477.3286
mod Pacific (26.75,27] cstar_tref ~ sal + oxygen + silicate 10201.2387 10228.4159 4.8906566 9.4275870 22586.7195 22642.1712
mod Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate 10147.0601 10185.1082 4.8074401 9.2187865 22418.0263 22495.6588
obs Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate 13830.7717 13870.0995 7.2127167 15.0384315 29328.4507 29407.7373
mod Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate 10187.7791 10220.3917 4.8684042 9.3688460 22541.1668 22607.7089
obs Pacific (26.75,27] cstar_tref ~ sal + temp + nitrate + silicate 13880.9408 13914.6503 7.3057641 15.1416526 29382.4064 29450.3664
mod Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 10142.1517 10180.1997 4.8004844 9.2074789 22408.9508 22486.5833
obs Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 13827.9967 13867.3245 7.2078006 15.0302626 29323.8240 29403.1107
mod Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate 10184.4514 10217.0640 4.8636277 9.3615513 22535.4761 22602.0182
obs Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate 13828.7746 13862.4841 7.2127219 15.0456146 29328.5371 29396.4971
obs Pacific (26.75,27] cstar_tref ~ temp + nitrate + silicate 13879.7988 13907.8900 7.3073043 15.1493599 29382.7685 29439.4018
obs Pacific (26.75,27] cstar_tref ~ temp + oxygen + nitrate + silicate 13826.0022 13859.7117 7.2078103 15.0376644 29324.0365 29391.9964
mod Pacific (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate 11024.0281 11057.2814 4.4838187 8.9649418 24509.2654 24576.9835
mod Pacific (27,27.25] cstar_tref ~ sal + aou + silicate 11024.4357 11052.1468 4.4866816 9.0106743 24551.6231 24608.0549
obs Pacific (27,27.25] cstar_tref ~ sal + oxygen + nitrate + silicate 15536.2674 15570.7685 6.8477968 13.0988694 34824.2952 34894.7620
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou 10904.4867 10932.1977 4.3462504 8.7998672 24359.3024 24415.7342
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate 10902.0720 10935.3253 4.3411667 8.7620638 24324.8500 24392.5681
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 10895.3952 10934.1907 4.3311921 8.7175956 24284.0160 24363.0205
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 15127.3204 15167.5717 6.2678732 12.1550966 34061.8544 34144.0658
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate 10902.3295 10935.5828 4.3414630 8.7829143 24346.5190 24414.2371
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate 15126.4772 15160.9783 6.2694347 12.1743942 34076.8433 34147.3102
obs Pacific (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate 15283.9448 15318.4459 6.4856623 12.4255937 34269.3158 34339.7826
mod Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen 10870.3157 10898.0268 4.3070551 8.7296964 24292.9145 24349.3462
mod Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate 10866.2423 10899.4955 4.3001257 8.6838811 24250.0755 24317.7936
mod Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 10862.8262 10901.6217 4.2939557 8.6511351 24220.5903 24299.5948
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 15118.3834 15158.6347 6.2558228 12.1371885 34047.0162 34129.2276
mod Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate 10870.5021 10903.7554 4.3049847 8.7204255 24287.5794 24355.2975
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate 15118.1723 15152.6734 6.2582331 12.1545910 34059.8970 34130.3639
obs Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate 15474.6900 15509.1911 6.7575974 13.0652918 34816.1715 34886.6384
obs Pacific (27,27.25] cstar_tref ~ temp + nitrate + silicate 15544.1578 15572.9087 6.8623962 13.1836898 34896.4061 34955.1285
obs Pacific (27,27.25] cstar_tref ~ temp + oxygen + nitrate + silicate 15462.8589 15497.3600 6.7404036 13.0418642 34798.4790 34868.9459
obs Pacific (27,27.25] cstar_tref ~ temp + oxygen + silicate 15475.1996 15503.9505 6.7612502 13.1496247 34890.0239 34948.7463
obs Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate 14246.9882 14281.4139 5.3928344 10.5908999 32846.3722 32916.8958
obs Pacific (27.25,27.5] cstar_tref ~ sal + nitrate + silicate 14465.2834 14493.9715 5.6582099 11.2691230 33525.8145 33584.5842
obs Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + nitrate + silicate 14193.8943 14228.3200 5.3307595 10.5029026 32762.9818 32833.5054
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou 11535.1098 11563.4362 3.6062960 6.7221060 26203.0430 26261.1762
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate 11488.8738 11522.8655 3.5657490 6.6262418 26056.0568 26125.8168
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 10798.7990 10838.4560 3.0317613 5.6489050 24470.3415 24551.7281
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 14046.6671 14086.8304 5.1600898 10.3193186 32602.6044 32684.8820
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate 10807.1800 10841.1717 3.0391479 5.6768618 24521.6301 24591.3900
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate 14163.9514 14198.3771 5.2960673 10.6613228 32955.1795 33025.7032
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate 12312.1002 12346.0920 4.3247225 7.8471140 27685.5597 27755.3196
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate 14061.7768 14096.2025 5.1793773 10.3557420 32635.8085 32706.3321
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen 11523.3806 11551.7070 3.5963942 6.7057498 26179.4192 26237.5525
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate 11474.9482 11508.9399 3.5541282 6.6056743 26025.3388 26095.0987
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 10764.4531 10804.1101 3.0074504 5.6029159 24388.2856 24469.6722
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 14045.3862 14085.5495 5.1586488 10.3172751 32600.6159 32682.8935
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate 10773.4879 10807.4796 3.0152398 5.6324470 24443.1697 24512.9296
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate 14157.7462 14192.1719 5.2889062 10.6553771 32950.3470 33020.8706
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate 12340.6586 12368.9851 4.3558127 7.9014158 27749.7926 27807.9259
obs Pacific (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate 14596.9199 14631.3456 5.8204376 11.4665076 33697.3033 33767.8269
obs Pacific (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate + silicate 14599.8025 14634.2281 5.8240972 11.4782928 33708.9010 33779.4246
obs Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate 15434.9278 15469.9861 4.9905127 9.7065276 33598.9728 33670.1804
mod Pacific (27.5,27.75] cstar_tref ~ sal + aou + oxygen 11530.5954 11559.2857 2.9804945 5.2786821 24866.8668 24925.5218
obs Pacific (27.5,27.75] cstar_tref ~ sal + nitrate + silicate 15785.3609 15814.5762 5.3478651 10.3434927 34299.4505 34358.7902
obs Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + nitrate + silicate 15376.9790 15412.0374 4.9340850 9.6925601 33595.8068 33667.0143
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou 11531.9537 11560.6439 2.9813770 5.2761641 24859.4591 24918.1140
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate 11496.9136 11531.3419 2.9574045 5.2154574 24730.8868 24801.2727
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 10777.4023 10817.5687 2.5270472 4.2083720 22267.4443 22349.5613
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 15392.5648 15433.4662 4.9472566 9.6036747 33480.8797 33563.9552
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate 10776.3100 10810.7383 2.5275472 4.2144581 22283.9881 22354.3741
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate 15949.7583 15984.8167 5.5210335 10.7964367 34798.9035 34870.1111
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate 11624.2868 11658.7151 3.0406590 5.2188393 24645.0624 24715.4484
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate 15444.5764 15479.6348 4.9999706 9.9018069 33844.8243 33916.0319
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen 11532.0425 11560.7327 2.9814347 5.2762869 24859.7156 24918.3705
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate 11497.0358 11531.4641 2.9574833 5.2152929 24730.3712 24800.7572
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 10773.9135 10814.0799 2.5251263 4.2041011 22255.6750 22337.7920
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 15376.4433 15417.3448 4.9316304 9.5734394 33445.5522 33528.6277
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate 10772.8744 10807.3027 2.5256552 4.2103484 22272.7644 22343.1504
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate 15960.3549 15995.4133 5.5325258 10.8141397 34816.6914 34887.8990
obs Pacific (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate 15967.2462 16002.3046 5.5400125 10.4669889 34398.7607 34469.9683
obs Pacific (27.5,27.75] cstar_tref ~ temp + oxygen + nitrate + silicate 15945.9416 15981.0000 5.5169000 10.4370483 34368.9799 34440.1875
obs Pacific (27.75,27.85] cstar_tref ~ aou + oxygen + nitrate 15088.2157 15117.0983 5.7169698 10.2179424 28895.8708 28953.5856
mod Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 6664.5912 6696.6943 2.0491203 3.5614268 13189.5608 13254.5600
obs Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 14940.3368 14974.9961 5.5400559 10.2038840 28917.7554 28987.0131
mod Pacific (27.75,27.85] cstar_tref ~ sal + aou + silicate 6752.8038 6779.5564 2.1093516 3.6527542 13348.1097 13402.2757
mod Pacific (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate 6643.5063 6675.6094 2.0352926 3.5371539 13143.8441 13208.8433
mod Pacific (27.75,27.85] cstar_tref ~ sal + oxygen + silicate 6734.2047 6760.9573 2.0967906 3.6376898 13323.7417 13377.9077
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate 15012.4857 15047.1449 5.6245250 10.0966841 28791.8282 28861.0859
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 6643.8066 6681.2603 2.0341820 3.5091438 13081.9126 13157.7449
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 14922.6750 14963.1108 5.5172574 9.9734880 28687.1762 28767.9768
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate 6698.8088 6730.9119 2.0717609 3.5624812 13172.6844 13237.6836
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate 6696.1110 6728.2141 2.0699668 3.5453787 13133.3015 13198.3007
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate 14975.4604 15010.1196 5.5810176 10.0460661 28747.2922 28816.5500
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 6639.8687 6677.3223 2.0316112 3.5063559 13077.4514 13153.2838
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 14894.2510 14934.6868 5.4844646 9.9329252 28650.5152 28731.3158
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate 6697.6578 6729.7609 2.0709952 3.5623449 13173.0334 13238.0326
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate 6704.7760 6731.5286 2.0770683 3.5770000 13198.5447 13252.7107
obs Pacific (27.75,27.85] cstar_tref ~ temp + aou + nitrate 15026.6232 15055.5059 5.6435937 10.1238032 28812.4546 28870.1694
obs Pacific (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate 14984.8491 15019.5083 5.5920180 10.0689347 28769.2102 28838.4679
obs Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + nitrate 14991.1384 15020.0211 5.6017484 10.0753932 28770.0487 28827.7635
obs Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + nitrate + silicate 14955.0551 14989.7143 5.5571838 10.0273657 28732.3103 28801.5680
obs Pacific (27.85,27.95] cstar_tref ~ aou + oxygen + nitrate 16199.7191 16229.3863 4.4082823 8.5877277 33110.6817 33170.3237
mod Pacific (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate 7279.7070 7312.7399 1.7858255 3.0882334 13664.1253 13730.4338
mod Pacific (27.85,27.95] cstar_tref ~ sal + aou + silicate 7365.6725 7393.1999 1.8295567 3.2225307 14002.6096 14057.8667
mod Pacific (27.85,27.95] cstar_tref ~ sal + oxygen + nitrate + silicate 7327.7075 7360.7404 1.8095573 3.1371970 13784.7714 13851.0798
mod Pacific (27.85,27.95] cstar_tref ~ sal + oxygen + silicate 7375.1553 7402.6827 1.8343345 3.2282235 14014.5784 14069.8354
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate 7205.0772 7238.1102 1.7495446 3.1379853 13831.6730 13897.9814
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate 16114.8822 16150.4828 4.3401867 8.4963044 32994.6424 33066.2128
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 7124.4648 7163.0032 1.7102419 2.9617084 13359.8267 13437.1866
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 16114.7274 16156.2614 4.3385104 8.4822754 32978.8305 33062.3293
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate 7311.0087 7344.0416 1.8012657 3.1912773 13941.8855 14008.1939
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate 7195.8481 7228.8810 1.7451094 3.1272243 13805.1552 13871.4637
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate 16083.9731 16119.5737 4.3162031 8.4700028 32960.4239 33031.9943
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 7118.2963 7156.8347 1.7073430 2.9554190 13343.3873 13420.7471
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 16085.6788 16127.2129 4.3159754 8.4597906 32949.8537 33033.3525
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate 7308.4938 7341.5268 1.8000203 3.1894588 13937.8095 14004.1180
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate 16559.0763 16594.6769 4.6999440 9.1262416 33812.4462 33884.0167
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate 16134.7176 16164.3847 4.3572099 8.5263693 33031.0630 33090.7050
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate 16135.9246 16171.5252 4.3565905 8.5237317 33031.3978 33102.9682
obs Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + nitrate 16103.3699 16133.0371 4.3327916 8.4998350 32996.7038 33056.3458
obs Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + nitrate + silicate 16102.5607 16138.1613 4.3306100 8.4964187 32996.1367 33067.7071
mod Pacific (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate 6794.1880 6826.8254 1.7744289 3.1110151 12794.7247 12860.1732
obs Pacific (27.95,28.05] cstar_tref ~ sal + aou + oxygen + nitrate 20578.4246 20615.2226 4.9584562 9.4457696 43099.2700 43173.6092
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou 6531.4404 6558.6382 1.6435824 3.1131423 12862.3112 12916.8515
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou 20570.8337 20601.4987 4.9543871 9.4240285 43059.2634 43121.2128
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate 6436.9586 6469.5959 1.5976513 2.7640925 11960.3860 12025.8344
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate 20512.8415 20549.6395 4.9109334 9.3721121 42988.6631 43063.0023
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 6325.9384 6364.0153 1.5454767 2.6499779 11660.1749 11736.5314
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 20301.8033 20344.7343 4.7596821 9.0859113 42542.8606 42629.5897
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate 6508.9512 6541.5885 1.6318005 3.0044988 12602.9032 12668.3517
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate 20300.1485 20336.9465 4.7599235 9.1046290 42572.0549 42646.3941
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate 6634.5071 6667.1445 1.6931130 3.0776290 12758.4962 12823.9447
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen 6528.8727 6556.0705 1.6423431 3.1102967 12855.9113 12910.4517
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen 20558.8552 20589.5202 4.9456802 9.4100737 43038.2294 43100.1787
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate 6433.5772 6466.2146 1.5960650 2.7590357 11946.5633 12012.0118
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate 20500.4440 20537.2420 4.9020013 9.3580037 42967.3169 43041.6561
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 20319.1293 20362.0603 4.7718071 9.1055612 42573.5820 42660.3111
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate 6507.0731 6539.7105 1.6309005 3.0031667 12599.9221 12665.3706
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate 20318.2739 20355.0719 4.7726093 9.1202527 42595.3907 42669.7299
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate 6635.8750 6663.0728 1.6947890 3.0834477 12768.3332 12822.8736
obs Pacific (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate 20569.3923 20606.1903 4.9518840 9.4919734 43180.3636 43254.7028
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate 16061.1678 16097.1417 3.6138086 7.4579154 31604.1024 31675.7176
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate 16064.8903 16094.8686 3.6172942 7.4749312 31625.5570 31685.2364
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou 16021.8221 16051.8003 3.5911441 7.4689886 31611.8303 31671.5096
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate 4968.8280 4999.8164 1.6451885 2.7326998 9149.6795 9212.0772
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate 16000.6188 16036.5927 3.5771341 7.4454341 31578.7874 31650.4026
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 4845.2802 4881.4332 1.5672240 2.6320704 8969.7076 9042.5049
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 15957.3409 15999.3105 3.5499527 7.3819060 31484.4920 31568.0431
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate 5177.6586 5208.6470 1.7835563 3.1190939 9928.4064 9990.8041
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate 15960.0111 15995.9850 3.5527467 7.3931507 31497.5335 31569.1488
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen 16001.8102 16031.7884 3.5790578 7.4502696 31582.2046 31641.8840
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate 4968.3243 4999.3127 1.6448681 2.7358694 9158.0638 9220.4615
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate 15977.3389 16013.3127 3.5631327 7.4246667 31545.6760 31617.2912
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4843.9697 4880.1228 1.5664301 2.6335851 8974.4048 9047.2021
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 15951.9363 15993.9058 3.5467219 7.3787094 31479.1373 31562.6884
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate 5177.0207 5208.0090 1.7831163 3.1186054 9927.6676 9990.0654
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate 15954.3488 15990.3227 3.5493594 7.3933038 31497.0462 31568.6614
mod Pacific (28.05,28.1] cstar_tref ~ temp + aou + nitrate 5311.0070 5336.8306 1.8793917 3.0110424 9600.2235 9652.2216
mod Pacific (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate 5262.3762 5293.3645 1.8429533 2.9677589 9536.7625 9599.1602
mod Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate 5317.2279 5343.0515 1.8839182 3.0234714 9625.7484 9677.7465
mod Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate + silicate 5267.6361 5298.6245 1.8467057 2.9788207 9559.9906 9622.3883
obs Pacific (28.1,28.2] cstar_tref ~ sal + aou + nitrate + silicate 13130.4457 13165.3827 3.3464591 6.8646269 25027.7878 25096.9564
obs Pacific (28.1,28.2] cstar_tref ~ sal + oxygen + nitrate + silicate 13126.3980 13161.3351 3.3437479 6.8611421 25022.7637 25091.9324
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate 8386.8310 8421.4168 1.4321219 2.5252502 15570.7939 15640.0237
obs Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate 13133.0510 13167.9880 3.3482054 6.8573755 25019.0233 25088.1920
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 7610.0033 7650.3534 1.2138547 2.2505519 14543.8807 14624.6489
obs Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 13127.8609 13168.6208 3.3433883 6.8413124 25001.5813 25082.2781
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + nitrate + silicate 8195.9259 8230.5117 1.3752360 2.5504976 15724.4474 15793.6773
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + oxygen + nitrate 8394.3470 8428.9328 1.4344091 2.5304858 15591.1209 15660.3508
obs Pacific (28.1,28.2] cstar_tref ~ sal + temp + oxygen + nitrate 13120.0609 13154.9979 3.3395075 6.8507060 25008.5990 25077.7676
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 7615.1140 7655.4640 1.2151726 2.2537214 14557.4783 14638.2464
obs Pacific (28.1,28.2] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 13119.7109 13160.4708 3.3379365 6.8288211 24984.4870 25065.1838
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + oxygen + silicate 8434.3013 8468.8871 1.4466287 2.6307379 15998.4929 16067.7227
mod Pacific (28.1,28.2] cstar_tref ~ temp + aou + nitrate 8509.6977 8538.5192 1.4705966 2.5642113 15693.7761 15751.4676
obs Pacific (28.1,28.2] cstar_tref ~ temp + aou + nitrate 13131.7423 13160.8565 3.3486689 6.8743135 25036.5104 25094.1509
mod Pacific (28.1,28.2] cstar_tref ~ temp + aou + nitrate + silicate 8469.3565 8503.9423 1.4574358 2.5277873 15553.1749 15622.4048
obs Pacific (28.1,28.2] cstar_tref ~ temp + aou + nitrate + silicate 13126.1037 13161.0408 3.3435509 6.8669991 25030.1050 25099.2736
mod Pacific (28.1,28.2] cstar_tref ~ temp + oxygen + nitrate 8531.3271 8560.1485 1.4773655 2.5748604 15732.2507 15789.9422
obs Pacific (28.1,28.2] cstar_tref ~ temp + oxygen + nitrate 13118.3501 13147.4643 3.3397010 6.8584264 25014.3960 25072.0366
mod Pacific (28.1,28.2] cstar_tref ~ temp + oxygen + nitrate + silicate 8494.1320 8528.7178 1.4651223 2.5413457 15603.9702 15673.2001
obs Pacific (28.1,28.2] cstar_tref ~ temp + oxygen + nitrate + silicate 13118.1380 13153.0750 3.3382219 6.8477684 25004.5865 25073.7551
obs Pacific (28.2,28.3] cstar_tref ~ aou + oxygen + nitrate + silicate 3836.6985 3864.7383 2.7147406 6.3219675 6388.4636 6441.4198
mod Pacific (28.2,28.3] cstar_tref ~ sal + aou + nitrate + silicate 10553.8912 10592.2192 0.8030321 1.5103209 20775.1100 20852.2447
obs Pacific (28.2,28.3] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 3838.0536 3870.7667 2.7136342 6.3166135 6390.7112 6452.4934
mod Pacific (28.2,28.3] cstar_tref ~ sal + nitrate + silicate 10554.5080 10586.4480 0.8032713 1.5123341 20797.5700 20861.8489
mod Pacific (28.2,28.3] cstar_tref ~ sal + oxygen + nitrate + silicate 10523.3122 10561.6401 0.8002427 1.5092327 20767.3972 20844.5319
mod Pacific (28.2,28.3] cstar_tref ~ sal + oxygen + silicate 10521.8346 10553.7746 0.8002903 1.5093033 20764.2286 20828.5076
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + silicate 10327.4097 10372.1257 0.7824230 1.4708980 20294.0237 20384.0142
obs Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + silicate 3837.4988 3870.2119 2.7126828 6.2823353 6381.4212 6443.2034
obs Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + oxygen + nitrate 3846.8307 3879.5438 2.7287316 6.1877153 6361.1493 6422.9315
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + silicate 10398.7529 10437.0809 0.7889803 1.4846152 20461.8394 20538.9741
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + nitrate + silicate 10356.6634 10394.9913 0.7852105 1.4857471 20486.5816 20563.7163
obs Pacific (28.2,28.3] cstar_tref ~ sal + temp + nitrate + silicate 3838.7441 3866.7839 2.7182532 6.2968608 6383.0217 6435.9778
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 10329.4066 10374.1226 0.7826008 1.4713933 20300.4092 20390.3997
obs Pacific (28.2,28.3] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3837.2419 3869.9550 2.7122422 6.2905360 6383.4370 6445.2192
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + oxygen + silicate 10397.8149 10436.1428 0.7888960 1.4846086 20461.9636 20539.0983
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + silicate 10504.9513 10536.8913 0.7987543 1.5071789 20739.4435 20803.7224
obs Pacific (28.2,28.3] cstar_tref ~ temp + aou + nitrate + silicate 3835.8186 3863.8584 2.7132311 6.3210863 6387.7475 6440.7037
obs Pacific (28.2,28.3] cstar_tref ~ temp + aou + oxygen + nitrate 3852.3840 3880.4238 2.7417911 6.2250924 6371.2879 6424.2441
obs Pacific (28.2,28.3] cstar_tref ~ temp + aou + oxygen + nitrate + silicate 3837.7133 3870.4264 2.7130505 6.1884517 6356.4828 6418.2650
obs Pacific (28.2,28.3] cstar_tref ~ temp + oxygen + nitrate + silicate 3835.7134 3863.7532 2.7130507 6.3116812 6385.2358 6438.1920
mod Pacific (28.3,28.4] cstar_tref ~ aou + nitrate + silicate 7017.9136 7046.4713 1.1612873 1.9519931 11222.0283 11277.9826
mod Pacific (28.3,28.4] cstar_tref ~ oxygen + nitrate + silicate 7028.1739 7056.7317 1.1639572 1.9462131 11194.2336 11250.1879
mod Pacific (28.3,28.4] cstar_tref ~ sal + aou + nitrate + silicate 7016.5764 7050.8457 1.1604203 1.9511193 11222.6610 11289.8061
obs Pacific (28.3,28.4] cstar_tref ~ sal + aou + nitrate + silicate 582.8464 599.5211 2.6633259 5.5486560 832.7899 860.6918
mod Pacific (28.3,28.4] cstar_tref ~ sal + nitrate + silicate 7051.9398 7080.4975 1.1701649 1.9677172 11286.5919 11342.5461
obs Pacific (28.3,28.4] cstar_tref ~ sal + nitrate + silicate 582.1372 596.0328 2.6778101 5.5785637 830.5925 853.8441
mod Pacific (28.3,28.4] cstar_tref ~ sal + oxygen + nitrate + silicate 7027.2553 7061.5246 1.1631971 1.9431402 11184.8272 11251.9723
obs Pacific (28.3,28.4] cstar_tref ~ sal + oxygen + nitrate + silicate 582.8501 599.5248 2.6633671 5.5576817 833.0920 860.9940
obs Pacific (28.3,28.4] cstar_tref ~ sal + temp + aou + nitrate 586.2473 602.9220 2.7016569 5.5784813 835.9074 863.8093
mod Pacific (28.3,28.4] cstar_tref ~ sal + temp + aou + nitrate + silicate 7012.2740 7052.2549 1.1587846 1.9338951 11149.8311 11228.1671
obs Pacific (28.3,28.4] cstar_tref ~ sal + temp + aou + nitrate + silicate 581.1841 600.6379 2.6226566 5.4945795 832.6804 865.2327
mod Pacific (28.3,28.4] cstar_tref ~ sal + temp + nitrate + silicate 7017.3239 7051.5932 1.1606144 1.9519559 11226.2852 11293.4303
obs Pacific (28.3,28.4] cstar_tref ~ sal + temp + nitrate + silicate 584.1002 600.7749 2.6773936 5.5737817 834.4109 862.3128
obs Pacific (28.3,28.4] cstar_tref ~ sal + temp + oxygen + nitrate 587.0877 603.7624 2.7112130 5.5978755 837.0754 864.9774
mod Pacific (28.3,28.4] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 7011.6345 7051.6153 1.1586187 1.9342890 11151.7487 11230.0846
obs Pacific (28.3,28.4] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 580.1342 599.5880 2.6111128 5.4947256 832.0205 864.5728
mod Pacific (28.3,28.4] cstar_tref ~ temp + aou + nitrate + silicate 7010.3350 7044.6043 1.1588004 1.9354939 11153.1182 11220.2633
obs Pacific (28.3,28.4] cstar_tref ~ temp + aou + nitrate + silicate 580.8197 597.4944 2.6407425 5.5709720 832.2455 860.1475
mod Pacific (28.3,28.4] cstar_tref ~ temp + oxygen + nitrate + silicate 7009.7662 7044.0355 1.1586529 1.9358018 11154.6256 11221.7707
obs Pacific (28.3,28.4] cstar_tref ~ temp + oxygen + nitrate + silicate 579.7321 596.4069 2.6287030 5.5875602 832.0913 859.9933

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
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 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
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 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
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 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 sal silicate temp
Atlantic - mod
(-Inf,26] 5 6 5 10 8 8
(26,26.5] 7 10 7 6 6 6
(26.5,26.75] 7 10 5 5 6 7
(26.75,27] 7 10 5 5 6 7
(27,27.25] 8 10 5 6 7 6
(27.25,27.5] 5 10 6 6 7 7
(27.5,27.75] 8 10 6 6 7 5
(27.75,27.85] 7 10 7 6 8 4
(27.85,27.95] 7 10 7 6 8 4
(27.95,28.05] 8 10 6 6 7 5
(28.05,28.1] 8 10 6 5 6 6
(28.1,28.15] 7 10 7 6 6 6
(28.15,28.2] 7 10 7 6 6 6
(28.2, Inf] 8 10 5 8 6 5
total 99.00 136.00 84.00 87.00 94.00 82.00
Indian - mod
(-Inf,26] 5 6 5 8 10 8
(26,26.5] 4 8 4 8 10 7
(26.5,26.75] 4 6 4 10 10 5
(26.75,27] 4 5 4 10 10 6
(27,27.25] 5 6 4 10 9 6
(27.25,27.5] 4 10 4 5 6 10
(27.5,27.75] 3 6 4 10 6 6
(27.75,27.85] 4 5 3 6 10 5
(27.85,27.95] 4 10 6 7 7 6
(27.95,28.05] 5 8 5 10 6 6
(28.05,28.1] 4 6 4 10 5 10
(28.1,28.2] 4 9 4 7 7 9
(28.2,28.3] 4 10 3 9 7 7
(28.3,28.4] 6 8 7 6 10 5
total 60.00 103.00 61.00 116.00 113.00 96.00
Pacific - mod
(-Inf,26] 6 6 8 7 8 10
(26,26.5] 6 5 6 6 10 8
(26.5,26.75] 4 7 6 10 10 4
(26.75,27] 6 5 6 10 10 4
(27,27.25] 6 5 4 10 6 8
(27.25,27.5] 4 5 4 10 6 10
(27.5,27.75] 5 5 5 10 5 9
(27.75,27.85] 4 5 4 10 10 6
(27.85,27.95] 5 6 5 10 8 6
(27.95,28.05] 5 5 3 10 6 9
(28.05,28.1] 5 8 5 6 6 10
(28.1,28.2] 4 9 5 6 6 10
(28.2,28.3] 3 6 4 10 10 6
(28.3,28.4] 4 10 4 6 10 5
total 67.00 87.00 69.00 121.00 111.00 105.00
Atlantic - obs
(-Inf,26] 6 7 7 9 7 7
(26,26.5] 8 8 5 10 6 5
(26.5,26.75] 8 10 5 7 7 5
(26.75,27] 7 10 7 6 6 6
(27,27.25] 8 10 5 7 7 5
(27.25,27.5] 8 10 5 8 6 5
(27.5,27.75] 7 10 5 9 6 5
(27.75,27.85] 5 10 5 6 10 6
(27.85,27.95] 4 10 6 5 10 6
(27.95,28.05] 6 10 6 9 7 5
(28.05,28.1] 4 10 6 8 5 6
(28.1,28.15] 6 10 4 6 5 8
(28.15,28.2] 6 10 6 4 5 8
(28.2, Inf] 8 10 5 8 6 5
total 91.00 135.00 77.00 102.00 93.00 82.00
Indian - obs
(-Inf,26] 5 6 5 7 10 8
(26,26.5] 5 8 4 7 7 10
(26.5,26.75] 6 10 4 6 5 8
(26.75,27] 4 10 4 6 5 10
(27,27.25] 4 6 4 10 5 10
(27.25,27.5] 4 7 4 10 8 8
(27.5,27.75] 4 5 5 10 10 6
(27.75,27.85] 5 10 5 8 7 7
(27.85,27.95] 5 10 6 8 5 6
(27.95,28.05] 6 10 6 5 4 8
(28.05,28.1] 6 10 4 6 5 8
(28.1,28.2] 9 10 4 6 5 5
(28.2,28.3] 6 10 6 9 6 7
(28.3,28.4] 6 10 6 5 9 8
total 75.00 122.00 67.00 103.00 91.00 109.00
Pacific - obs
(-Inf,26] 7 6 8 6 5 10
(26,26.5] 5 10 9 7 6 4
(26.5,26.75] 6 8 6 4 9 6
(26.75,27] 3 10 4 6 10 6
(27,27.25] 3 7 5 6 10 9
(27.25,27.5] 4 8 4 8 10 7
(27.5,27.75] 4 8 4 8 10 7
(27.75,27.85] 6 10 5 5 5 8
(27.85,27.95] 5 9 6 5 5 9
(27.95,28.05] 6 6 5 9 5 9
(28.05,28.1] 6 5 4 10 6 8
(28.1,28.2] 5 10 5 6 6 8
(28.2,28.3] 7 10 7 5 8 8
(28.3,28.4] 4 10 4 8 8 7
total 71.00 117.00 76.00 93.00 103.00 106.00

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
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 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
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 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
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 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
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 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
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 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
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
127b801 jens-daniel-mueller 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
127b801 jens-daniel-mueller 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
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
127b801 jens-daniel-mueller 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
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 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
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 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
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 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
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 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
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 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
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 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
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 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
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 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
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
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971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
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971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
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971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
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c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
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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
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c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
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2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
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2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
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2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
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c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
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c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
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c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
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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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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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c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
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c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
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c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
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c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
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c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
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c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
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c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
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c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
910d64a jens-daniel-mueller 2021-07-02
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c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
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c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
910d64a jens-daniel-mueller 2021-07-02
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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
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]]

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

[[15]]

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

[[16]]

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

[[18]]

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

[[19]]

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

[[20]]

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

[[21]]

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

[[22]]

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

[[24]]

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

[[28]]

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

[[29]]

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

[[30]]

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

[[31]]

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

[[32]]

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

[[33]]

Version Author Date
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 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
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 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
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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