Last updated: 2021-06-24

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

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

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

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

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

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

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

# convert to tibble
lm_all <- as_tibble(lm_all)

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

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

4 Apply predictor threshold

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

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

This results in a total number of MLR models of:

  • 112

5 Fit all models

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

  • cstar_tref

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

library(furrr)
library(purrr)

map(c("hello", "world"), ~.x)
future_map(c("hello", "world"), ~.x)



library(tictoc)
plan(sequential)

tic()
nothingness <- future_map(c(2, 2, 2), ~Sys.sleep(.x))
toc()

plan(multisession, workers = 3)

tic()
nothingness <- future_map(c(2, 2, 2), ~Sys.sleep(.x))
toc()


future_map_dbl(1:4, function(x){
  Sys.sleep(1)
  x^2
}, .progress = TRUE)
# 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)
  )


# test parallel processing

# expand with model definitions


# test multidplyr
 
# library(parallel)
# library(multidplyr)
# 
# n_cores <- detectCores()
# system.time(
# cluster <- new_cluster(n_cores - 2)
# )
# 
# cluster
# 
# system.time(
#   GLODAP_nested_lm_part <-
#     GLODAP_nested_lm %>%
#     #group_by(gamma_slab, era, basin, data_source, model, predictors, n) %>% 
#     partition(cluster)
# )
# 
# 
# GLODAP_nested_lm
# GLODAP_nested_lm_part
# 
# system.time(cluster %>%
#               cluster_library(c("tidyverse",
#                                 "broom",
#                                 "olsrr",
#                                 "purrr")))
# 
# cluster_call(cluster, search())
# 
# system.time(
# GLODAP_nested_lm_fit <- GLODAP_nested_lm_part %>%
#   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)
#   )
# )
# 
# system.time(
#   # 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)
# )
# 
# 
# system.time(
# GLODAP_nested_lm_fit <- GLODAP_nested_lm_fit %>%
#   collect()
# )


### test furrr

# library(furrr)
# 
# plan(multisession, workers = 10)
# 
# tic()
# GLODAP_nested_lm_fit_furrr <- GLODAP_nested_lm %>%
#   mutate(
#     fit = future_map2(.x = data, .y = model,
#                ~ lm(as.formula(.y), data = .x)),
#     tidied = future_map(fit, tidy),
#     glanced = future_map(fit, glance),
#     augmented = future_map(fit, augment),
#     vif = future_map(fit, ols_vif_tol)
#   )
# toc()
# 
# plan(sequential)

# print(object.size(GLODAP_nested), units = "MB")
# print(object.size(GLODAP_nested_lm), units = "MB")
# print(object.size(GLODAP_nested_lm_fit), units = "MB")

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:

  • 1000

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_eras <- 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(eras = paste(lag(era), era, sep = " --> "),
         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$MLR_criterion == "aic") {
  lm_best_eras <- lm_all_eras %>%
    group_by(data_source, basin, gamma_slab, eras) %>%
    slice_min(order_by = aic_sum,
              with_ties = FALSE,
              n = params_local$MLR_number) %>%
    ungroup() %>%
    arrange(basin, gamma_slab, eras, model)
} 

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

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


# print table
lm_best_eras %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
data_source basin gamma_slab model AIC BIC rmse eras rmse_sum aic_sum bic_sum
mod Atlantic (-Inf,26] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 68.63197 79.71661 0.5167681 2000-2009 –> 2010-2019 4.583372 720.3467 750.5231
obs Atlantic (-Inf,26] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 755.28261 774.43600 6.2482473 2000-2009 –> 2010-2019 14.205979 1181.4663 1215.1625
mod Atlantic (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 72.95230 84.03693 0.5487257 2000-2009 –> 2010-2019 4.550854 721.0552 751.2315
obs Atlantic (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 747.75035 766.90374 6.0452010 2000-2009 –> 2010-2019 14.957130 1187.2972 1220.9934
mod Atlantic (-Inf,26] cstar_tref ~ sal + nitrate + phosphate + phosphate_star 67.94533 77.44645 0.5262810 2000-2009 –> 2010-2019 4.708468 723.9940 749.8594
mod Atlantic (-Inf,26] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 57.40939 68.49403 0.4421835 2000-2009 –> 2010-2019 4.331955 699.0767 729.2530
mod Atlantic (-Inf,26] cstar_tref ~ sal + silicate + phosphate + phosphate_star 72.58042 82.08153 0.5612753 2000-2009 –> 2010-2019 4.763419 729.7050 755.5704
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate 757.99889 774.41608 6.3788411 2000-2009 –> 2010-2019 14.432162 1183.5916 1212.4740
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 755.90125 775.05464 6.2652238 2000-2009 –> 2010-2019 14.254595 1182.5532 1216.2494
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 755.94912 775.10251 6.2665394 2000-2009 –> 2010-2019 14.252732 1182.5541 1216.2503
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 57.49341 68.57804 0.4426998 2000-2009 –> 2010-2019 4.750066 722.2073 752.3837
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 751.41017 770.56356 6.1430208 2000-2009 –> 2010-2019 14.129060 1178.0129 1211.7091
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 72.30478 83.38941 0.5438130 2000-2009 –> 2010-2019 4.435113 714.0609 744.2372
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 68.88536 79.96999 0.5185899 2000-2009 –> 2010-2019 4.570740 719.7954 749.9718
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 756.14912 775.30250 6.2720387 2000-2009 –> 2010-2019 14.281812 1183.1020 1216.7982
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 57.24213 68.32676 0.4411575 2000-2009 –> 2010-2019 4.762077 722.6660 752.8424
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 72.41890 83.50353 0.5446756 2000-2009 –> 2010-2019 4.746677 731.5358 761.7122
obs Atlantic (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 762.70280 781.85619 6.4549396 2000-2009 –> 2010-2019 14.946295 1196.5453 1230.2414
obs Atlantic (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 761.74316 780.89655 6.4278284 2000-2009 –> 2010-2019 14.911019 1195.4721 1229.1683
obs Atlantic (-Inf,26] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 758.99219 778.14558 6.3507382 2000-2009 –> 2010-2019 14.797819 1192.2178 1225.9139
obs Atlantic (26,26.5] cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3501.91392 3527.77343 5.7759947 2000-2009 –> 2010-2019 11.222046 6328.8156 6379.3572
mod Atlantic (26,26.5] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1811.06364 1837.50721 3.9074842 2000-2009 –> 2010-2019 8.460145 3069.3554 3119.2951
obs Atlantic (26,26.5] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3499.63950 3529.80893 5.7535937 2000-2009 –> 2010-2019 11.176726 6324.7288 6383.6940
mod Atlantic (26,26.5] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1781.56129 1808.00486 3.7330458 2000-2009 –> 2010-2019 7.824036 2994.5169 3044.4566
obs Atlantic (26,26.5] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3371.89322 3402.06265 5.1227514 2000-2009 –> 2010-2019 10.562815 6199.8005 6258.7657
mod Atlantic (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1753.68245 1780.12602 3.5753689 2000-2009 –> 2010-2019 8.048163 3004.4700 3054.4097
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1785.24000 1811.68357 3.7543646 2000-2009 –> 2010-2019 8.129856 3026.7020 3076.6416
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3385.21714 3415.38657 5.1851788 2000-2009 –> 2010-2019 10.708437 6226.8446 6285.8098
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1785.59399 1812.03755 3.7564224 2000-2009 –> 2010-2019 8.203366 3033.9240 3083.8636
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3386.18914 3416.35856 5.1897626 2000-2009 –> 2010-2019 10.796670 6241.4049 6300.3701
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 1757.82794 1784.27151 3.5983864 2000-2009 –> 2010-2019 8.429744 3041.3119 3091.2516
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1786.62387 1813.06744 3.7624159 2000-2009 –> 2010-2019 8.282279 3041.8500 3091.7897
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3394.78779 3424.95722 5.2304897 2000-2009 –> 2010-2019 10.901615 6260.2985 6319.2637
obs Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + phosphate 3499.56642 3525.42593 5.7636813 2000-2009 –> 2010-2019 11.312882 6343.4300 6393.9716
mod Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1808.43527 1834.87883 3.8916181 2000-2009 –> 2010-2019 8.484978 3070.5006 3120.4402
obs Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3497.40850 3527.57793 5.7419362 2000-2009 –> 2010-2019 11.211531 6330.2099 6389.1751
mod Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1805.41378 1831.85734 3.8734586 2000-2009 –> 2010-2019 8.503896 3070.8879 3120.8276
obs Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3496.94900 3527.11843 5.7395381 2000-2009 –> 2010-2019 11.258870 6337.9336 6396.8988
mod Atlantic (26,26.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1806.21987 1832.66343 3.8782950 2000-2009 –> 2010-2019 8.546097 3075.1016 3125.0413
obs Atlantic (26,26.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3497.04279 3527.21222 5.7400275 2000-2009 –> 2010-2019 11.316138 6347.2796 6406.2448
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 2477.68215 2506.33714 3.9029828 2000-2009 –> 2010-2019 7.071483 4297.3644 4353.0449
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 4475.02431 4507.16602 5.1590318 2000-2009 –> 2010-2019 10.493974 7421.3937 7482.6638
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2480.79553 2509.45051 3.9167219 2000-2009 –> 2010-2019 6.979251 4276.5977 4332.2782
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4473.95839 4506.10011 5.1552615 2000-2009 –> 2010-2019 10.523435 7426.2145 7487.4847
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 2538.97111 2567.62610 4.1825286 2000-2009 –> 2010-2019 7.070674 4293.6174 4349.2979
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 4544.44569 4576.58740 5.4106165 2000-2009 –> 2010-2019 10.762817 7493.8767 7555.1469
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2544.87139 2573.52638 4.2104749 2000-2009 –> 2010-2019 7.044386 4286.2100 4341.8905
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2487.03582 2515.69081 3.9444057 2000-2009 –> 2010-2019 6.878505 4252.7638 4308.4443
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4470.68958 4502.83129 5.1437164 2000-2009 –> 2010-2019 10.511820 7422.9333 7484.2035
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2545.77890 2574.43389 4.2147898 2000-2009 –> 2010-2019 7.044422 4286.0566 4341.7371
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate 4529.88940 4557.43944 5.3642203 2000-2009 –> 2010-2019 10.699185 7474.2627 7526.7800
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate_star 4526.80546 4554.35551 5.3528860 2000-2009 –> 2010-2019 10.723924 7477.5673 7530.0846
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2494.75022 2523.40521 3.9788995 2000-2009 –> 2010-2019 7.082062 4299.8051 4355.4856
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4527.99190 4560.13362 5.3499000 2000-2009 –> 2010-2019 10.684643 7474.3259 7535.5961
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2498.33108 2526.98606 3.9950132 2000-2009 –> 2010-2019 6.998971 4280.5772 4336.2577
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4525.13480 4557.27652 5.3394265 2000-2009 –> 2010-2019 10.698953 7475.8627 7537.1329
mod Atlantic (26.5,26.75] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 2504.23130 2528.79272 4.0307949 2000-2009 –> 2010-2019 7.108539 4301.5123 4349.2384
obs Atlantic (26.5,26.75] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 4524.40529 4551.95534 5.3440813 2000-2009 –> 2010-2019 10.713716 7474.9194 7527.4367
mod Atlantic (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2502.31190 2530.96688 4.0130033 2000-2009 –> 2010-2019 6.966400 4272.6418 4328.3223
obs Atlantic (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4522.68682 4554.82854 5.3304692 2000-2009 –> 2010-2019 10.689621 7473.3484 7534.6186
mod Atlantic (26.75,27] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3865.86218 3898.94582 2.4359367 2000-2009 –> 2010-2019 4.744196 6442.0332 6505.5117
mod Atlantic (26.75,27] cstar_tref ~ aou + silicate + phosphate + phosphate_star 4258.63401 4286.99141 3.0863992 2000-2009 –> 2010-2019 5.426122 6848.1852 6902.5953
mod Atlantic (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3993.93946 4027.02309 2.6303484 2000-2009 –> 2010-2019 5.133438 6662.1631 6725.6416
mod Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate 4165.54113 4193.89853 2.9188627 2000-2009 –> 2010-2019 5.426211 6833.6958 6888.1060
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5198.31576 5231.79904 4.5571052 2000-2009 –> 2010-2019 10.588596 8730.5462 8794.1606
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 4153.22030 4186.30394 2.8939097 2000-2009 –> 2010-2019 5.127629 6692.1015 6755.5800
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 5152.80893 5186.29221 4.4411764 2000-2009 –> 2010-2019 10.503167 8690.5576 8754.1720
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4170.94944 4204.03307 2.9248330 2000-2009 –> 2010-2019 5.226365 6743.8046 6807.2831
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5152.76892 5186.25220 4.4410758 2000-2009 –> 2010-2019 10.451158 8681.1092 8744.7237
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5198.43396 5231.91723 4.5574102 2000-2009 –> 2010-2019 10.600114 8732.6964 8796.3108
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5159.30861 5192.79189 4.4575521 2000-2009 –> 2010-2019 10.451060 8684.6279 8748.2423
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4177.23700 4210.32064 2.9358790 2000-2009 –> 2010-2019 5.268674 6765.4192 6828.8977
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5153.32796 5186.81124 4.4424819 2000-2009 –> 2010-2019 10.450423 8681.2786 8744.8930
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate_star 5164.53247 5193.23243 4.4758231 2000-2009 –> 2010-2019 10.535867 8699.9296 8754.4563
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3875.38074 3908.46438 2.4498773 2000-2009 –> 2010-2019 4.683210 6414.0652 6477.5437
obs Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5160.72182 5194.20510 4.4611206 2000-2009 –> 2010-2019 10.625950 8716.8738 8780.4883
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3883.13021 3916.21384 2.4612858 2000-2009 –> 2010-2019 4.706676 6427.9311 6491.4096
obs Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5163.34219 5196.82547 4.4677448 2000-2009 –> 2010-2019 10.544509 8703.7536 8767.3681
mod Atlantic (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3902.18584 3935.26947 2.4895653 2000-2009 –> 2010-2019 4.762521 6460.8481 6524.3266
obs Atlantic (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5164.46306 5197.94633 4.4705814 2000-2009 –> 2010-2019 10.562290 8707.5618 8771.1762
mod Atlantic (27,27.25] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4519.22884 4553.31921 2.5098549 2000-2009 –> 2010-2019 4.729424 7494.1411 7559.7615
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4163.19123 4197.28160 2.0862462 2000-2009 –> 2010-2019 4.344473 7161.1718 7226.7922
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4292.11844 4326.20881 2.2306806 2000-2009 –> 2010-2019 4.664643 7390.2198 7455.8402
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4381.78791 4415.87828 2.3369908 2000-2009 –> 2010-2019 4.697141 7438.7468 7504.3672
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 8378.92335 8415.03295 6.2707468 2000-2009 –> 2010-2019 11.892755 13576.9174 13646.0262
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 4241.59639 4275.68677 2.1729271 2000-2009 –> 2010-2019 4.387283 7213.3671 7278.9875
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 4381.49758 4415.58796 2.3366386 2000-2009 –> 2010-2019 4.728908 7456.5153 7522.1357
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 8378.18070 8414.29030 6.2689350 2000-2009 –> 2010-2019 11.925977 13586.4124 13655.5211
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 8381.10043 8417.21003 6.2760611 2000-2009 –> 2010-2019 11.940734 13591.5538 13660.6626
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 8379.30070 8415.41030 6.2716676 2000-2009 –> 2010-2019 11.941510 13591.2572 13660.3660
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate_star 8394.74912 8425.70020 6.3143925 2000-2009 –> 2010-2019 11.972419 13601.2677 13660.5038
mod Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate 4318.83953 4348.05985 2.2641945 2000-2009 –> 2010-2019 4.509372 7307.0776 7363.3236
mod Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4319.60355 4353.69393 2.2627420 2000-2009 –> 2010-2019 4.477630 7291.6950 7357.3154
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 8364.93526 8401.04486 6.2367089 2000-2009 –> 2010-2019 11.983590 13599.1332 13668.2420
mod Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4316.18018 4350.27056 2.2587236 2000-2009 –> 2010-2019 4.475405 7289.3532 7354.9736
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 8340.90611 8377.01571 6.1786682 2000-2009 –> 2010-2019 11.774141 13531.1033 13600.2121
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate_star 8379.79583 8410.74692 6.2777595 2000-2009 –> 2010-2019 12.047287 13618.4752 13677.7113
obs Atlantic (27,27.25] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 8398.81810 8429.76918 6.3243977 2000-2009 –> 2010-2019 12.027157 13618.3147 13677.5508
mod Atlantic (27,27.25] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4250.18852 4284.27889 2.1826425 2000-2009 –> 2010-2019 4.423304 7237.7367 7303.3571
obs Atlantic (27,27.25] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 8346.14265 8382.25225 6.1912705 2000-2009 –> 2010-2019 11.828942 13548.7216 13617.8304
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate 6923.67101 6954.74686 3.3705719 2000-2009 –> 2010-2019 6.769707 12426.7023 12487.4542
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6848.83617 6885.09132 3.2733072 2000-2009 –> 2010-2019 6.634699 12330.6643 12401.5416
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6826.30073 6862.55589 3.2453158 2000-2009 –> 2010-2019 6.644168 12331.1590 12402.0362
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 9168.01338 9204.95895 5.7086222 2000-2009 –> 2010-2019 10.450662 15126.8742 15198.1671
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 9158.32144 9195.26701 5.6895492 2000-2009 –> 2010-2019 10.383484 15096.8106 15168.1034
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 6911.08943 6947.34459 3.3518936 2000-2009 –> 2010-2019 6.568122 12301.1827 12372.0599
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate 9198.53173 9230.19936 5.7730839 2000-2009 –> 2010-2019 10.539694 15165.7185 15226.8266
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate_star 9194.14447 9225.81210 5.7643446 2000-2009 –> 2010-2019 10.487296 15142.9464 15204.0545
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 9195.87577 9232.82134 5.7638098 2000-2009 –> 2010-2019 10.523849 15162.3063 15233.5992
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6783.86661 6820.12177 3.1932561 2000-2009 –> 2010-2019 7.066470 12560.2085 12631.0857
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 9190.96274 9227.90831 5.7540399 2000-2009 –> 2010-2019 10.474202 15140.5846 15211.8775
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 9160.73479 9197.68036 5.6942925 2000-2009 –> 2010-2019 10.403067 15105.5307 15176.8235
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6779.03995 6815.29511 3.1873877 2000-2009 –> 2010-2019 6.957033 12499.0602 12569.9375
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + phosphate + phosphate_star 9194.20952 9225.87715 5.7644741 2000-2009 –> 2010-2019 10.498493 15147.6880 15208.7962
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6785.76334 6822.01849 3.1955652 2000-2009 –> 2010-2019 7.065265 12560.2192 12631.0965
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 9191.27448 9228.22005 5.7546593 2000-2009 –> 2010-2019 10.484789 15145.1112 15216.4040
mod Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 7140.41660 7176.67176 3.6580179 2000-2009 –> 2010-2019 7.000545 12610.5497 12681.4269
mod Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 7171.92471 7208.17987 3.7022070 2000-2009 –> 2010-2019 7.057658 12650.0769 12720.9542
obs Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 9176.86512 9213.81069 5.7260975 2000-2009 –> 2010-2019 10.569661 15178.0504 15249.3433
mod Atlantic (27.25,27.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 7020.32047 7056.57563 3.4943700 2000-2009 –> 2010-2019 6.681076 12391.2513 12462.1286
obs Atlantic (27.5,27.75] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 7744.69014 7780.72856 5.0523565 2000-2009 –> 2010-2019 10.500035 13476.2295 13546.0233
obs Atlantic (27.5,27.75] cstar_tref ~ aou + silicate + phosphate + phosphate_star 7743.97672 7774.86679 5.0549122 2000-2009 –> 2010-2019 10.502916 13473.6255 13533.4488
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + nitrate + phosphate 8532.22226 8565.41157 2.3728202 2000-2009 –> 2010-2019 5.128196 15982.7837 16047.9672
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 8515.06690 8553.78777 2.3606724 2000-2009 –> 2010-2019 5.107480 15958.1044 16034.1518
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 8168.69654 8207.41741 2.1514361 2000-2009 –> 2010-2019 4.843799 15550.5121 15626.5596
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate 8422.07539 8455.26470 2.3038118 2000-2009 –> 2010-2019 4.996299 15802.0327 15867.2163
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 8423.77275 8462.49361 2.3036250 2000-2009 –> 2010-2019 4.986050 15794.2798 15870.3273
obs Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 7744.92375 7780.96217 5.0528204 2000-2009 –> 2010-2019 10.442335 13456.7547 13526.5485
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 8484.65660 8523.37747 2.3415145 2000-2009 –> 2010-2019 5.084530 15923.4700 15999.5175
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 8423.75587 8462.47674 2.3036146 2000-2009 –> 2010-2019 4.980360 15787.7820 15863.8295
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 7752.35458 7788.39300 5.0676009 2000-2009 –> 2010-2019 10.480209 13472.0359 13541.8297
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 8409.12382 8447.84468 2.2946005 2000-2009 –> 2010-2019 4.966513 15767.6229 15843.6704
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 7773.47865 7809.51707 5.1098549 2000-2009 –> 2010-2019 10.565607 13507.7368 13577.5306
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 8442.89463 8481.61550 2.3154585 2000-2009 –> 2010-2019 4.982880 15796.2497 15872.2971
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 8407.39223 8446.11310 2.2935361 2000-2009 –> 2010-2019 4.963910 15764.1304 15840.1778
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 7759.84380 7795.88222 5.0825413 2000-2009 –> 2010-2019 10.515884 13486.5451 13556.3389
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 7751.81344 7787.85186 5.0665231 2000-2009 –> 2010-2019 10.539070 13491.7149 13561.5087
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate 7750.82391 7781.71398 5.0685359 2000-2009 –> 2010-2019 10.541153 13488.7486 13548.5719
obs Atlantic (27.5,27.75] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 7759.67218 7795.71060 5.0821984 2000-2009 –> 2010-2019 10.585714 13509.9340 13579.7278
obs Atlantic (27.5,27.75] cstar_tref ~ temp + silicate + phosphate + phosphate_star 7758.69606 7789.58614 5.0842443 2000-2009 –> 2010-2019 10.587783 13506.9658 13566.7890
obs Atlantic (27.75,27.85] cstar_tref ~ aou + silicate + phosphate + phosphate_star 6973.02288 7003.06306 5.6615553 2000-2009 –> 2010-2019 11.714800 11878.7131 11936.5532
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 4021.01888 4051.05361 1.4894195 2000-2009 –> 2010-2019 3.088134 6785.9247 6843.5095
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6966.00747 7001.05434 5.6384859 2000-2009 –> 2010-2019 11.667404 11867.5767 11935.0568
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate 3862.95860 3892.99333 1.3864358 2000-2009 –> 2010-2019 2.909958 6557.6253 6615.2101
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate 6965.13451 6995.17468 5.6413647 2000-2009 –> 2010-2019 11.699859 11872.1422 11929.9823
obs Atlantic (27.75,27.85] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6963.38352 6998.43039 5.6317892 2000-2009 –> 2010-2019 11.676379 11868.8988 11936.3789
mod Atlantic (27.75,27.85] cstar_tref ~ sal + nitrate + silicate + phosphate_star 4296.76316 4326.79790 1.6877290 2000-2009 –> 2010-2019 3.401424 7162.9301 7220.5149
mod Atlantic (27.75,27.85] cstar_tref ~ sal + silicate + phosphate + phosphate_star 4288.05068 4318.08541 1.6810766 2000-2009 –> 2010-2019 3.394031 7153.5873 7211.1721
obs Atlantic (27.75,27.85] cstar_tref ~ sal + silicate + phosphate + phosphate_star 6962.76545 6992.80562 5.6353151 2000-2009 –> 2010-2019 11.716429 11875.4376 11933.2776
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 3959.88906 3994.92959 1.4474004 2000-2009 –> 2010-2019 3.045827 6726.5323 6793.7146
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 3757.66804 3792.70856 1.3206189 2000-2009 –> 2010-2019 2.839698 6450.0761 6517.2584
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 6963.40613 6998.45299 5.6318469 2000-2009 –> 2010-2019 11.689804 11872.2791 11939.7592
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3851.85149 3886.89201 1.3782226 2000-2009 –> 2010-2019 2.948952 6593.0088 6660.1911
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3855.20028 3890.24080 1.3803164 2000-2009 –> 2010-2019 2.950668 6596.0076 6663.1899
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3847.46360 3882.50412 1.3754839 2000-2009 –> 2010-2019 2.941776 6584.4966 6651.6788
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6964.40170 6999.44857 5.6343868 2000-2009 –> 2010-2019 11.703160 11875.9862 11943.4663
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate_star 3911.49522 3941.52996 1.4172783 2000-2009 –> 2010-2019 3.062587 6718.2865 6775.8712
obs Atlantic (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6974.06312 7009.10999 5.6590949 2000-2009 –> 2010-2019 11.691705 11876.5628 11944.0429
obs Atlantic (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate 6973.14080 7003.18097 5.6618577 2000-2009 –> 2010-2019 11.722188 11880.6092 11938.4493
obs Atlantic (27.75,27.85] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 6974.31650 7009.36337 5.6597444 2000-2009 –> 2010-2019 11.699968 11878.7334 11946.2135
mod Atlantic (27.85,27.95] cstar_tref ~ aou + silicate + phosphate + phosphate_star 4056.18949 4085.20704 2.1234061 2000-2009 –> 2010-2019 5.437456 7360.5131 7416.1955
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 10343.42939 10381.25934 5.6098697 2000-2009 –> 2010-2019 12.218395 18261.8743 18335.3055
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4167.52077 4201.37459 2.2518195 2000-2009 –> 2010-2019 5.548176 7467.1103 7532.0730
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 10023.42629 10061.25624 5.0893174 2000-2009 –> 2010-2019 11.444811 17848.5632 17921.9944
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate 4027.63654 4056.65409 2.0910930 2000-2009 –> 2010-2019 5.243126 7268.9054 7324.5877
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate_star 10024.07961 10056.50529 5.0934285 2000-2009 –> 2010-2019 11.449041 17847.2610 17910.2021
obs Atlantic (27.85,27.95] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 10198.69353 10236.52349 5.3681390 2000-2009 –> 2010-2019 11.883553 18083.2248 18156.6560
obs Atlantic (27.85,27.95] cstar_tref ~ sal + silicate + phosphate + phosphate_star 10219.89915 10252.32483 5.4061828 2000-2009 –> 2010-2019 11.924655 18103.5518 18166.4929
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 4008.33857 4042.19239 2.0673109 2000-2009 –> 2010-2019 5.386327 7316.5460 7381.5087
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 4252.71965 4281.73720 2.3597822 2000-2009 –> 2010-2019 5.492312 7486.1802 7541.8626
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 3772.38159 3806.23541 1.8212559 2000-2009 –> 2010-2019 4.953526 7007.7378 7072.7005
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 9909.51079 9947.34074 4.9159096 2000-2009 –> 2010-2019 11.210490 17711.6305 17785.0618
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3840.53560 3874.38941 1.8891536 2000-2009 –> 2010-2019 5.054738 7089.2011 7154.1639
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 9904.85156 9942.68152 4.9089443 2000-2009 –> 2010-2019 11.196100 17704.1507 17777.5820
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 9899.39653 9937.22648 4.9008018 2000-2009 –> 2010-2019 11.229517 17714.4420 17787.8733
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3844.13228 3877.98609 1.8928063 2000-2009 –> 2010-2019 5.090757 7105.5949 7170.5577
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate 9915.94148 9948.36716 4.9285382 2000-2009 –> 2010-2019 11.257933 17729.2436 17792.1847
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3833.03046 3866.88428 1.8815544 2000-2009 –> 2010-2019 5.038889 7078.4132 7143.3759
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 9908.80766 9946.63761 4.9148578 2000-2009 –> 2010-2019 11.207931 17710.3551 17783.7863
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate_star 3910.13498 3939.15254 1.9632119 2000-2009 –> 2010-2019 5.300441 7223.2268 7278.9092
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 11671.85269 11710.63704 5.3474216 2000-2009 –> 2010-2019 13.400745 21738.2597 21813.9216
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 11447.28133 11486.06568 5.0378692 2000-2009 –> 2010-2019 12.954484 21464.5850 21540.2469
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate_star 11477.11320 11510.35693 5.0806320 2000-2009 –> 2010-2019 13.002059 21494.1595 21559.0126
obs Atlantic (27.95,28.05] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 11529.76672 11568.55108 5.1494292 2000-2009 –> 2010-2019 13.111826 21563.6081 21639.2700
obs Atlantic (27.95,28.05] cstar_tref ~ sal + silicate + phosphate + phosphate_star 11581.01228 11614.25601 5.2227515 2000-2009 –> 2010-2019 13.193295 21615.7867 21680.6398
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 6014.88149 6044.71150 4.0417264 2000-2009 –> 2010-2019 8.487093 10323.2236 10380.6773
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate_star 6031.71780 6061.54781 4.0737701 2000-2009 –> 2010-2019 8.515358 10338.8046 10396.2583
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 5928.20835 5963.01003 3.8770726 2000-2009 –> 2010-2019 8.321969 10238.3944 10305.4237
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 11494.05893 11532.84328 5.1008350 2000-2009 –> 2010-2019 13.047004 21522.0495 21597.7114
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5934.30882 5969.11050 3.8881823 2000-2009 –> 2010-2019 8.328035 10242.8189 10309.8482
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 11464.37739 11503.16174 5.0607910 2000-2009 –> 2010-2019 12.982114 21483.3860 21559.0479
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + nitrate + phosphate_star 6073.89217 6103.72218 4.1551581 2000-2009 –> 2010-2019 8.599281 10381.8214 10439.2750
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 11506.59744 11545.38179 5.1178460 2000-2009 –> 2010-2019 13.150577 21565.6617 21641.3236
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5916.85326 5951.65494 3.8564781 2000-2009 –> 2010-2019 8.262692 10214.1379 10281.1672
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + phosphate + phosphate_star 6028.79193 6058.62194 4.0681832 2000-2009 –> 2010-2019 8.509903 10335.9227 10393.3764
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate 11547.25976 11580.50349 5.1761521 2000-2009 –> 2010-2019 13.209268 21604.4615 21669.3146
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5934.47815 5969.27983 3.8884911 2000-2009 –> 2010-2019 8.328466 10243.0289 10310.0582
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 11486.63660 11525.42095 5.0907918 2000-2009 –> 2010-2019 13.028359 21511.5206 21587.1826
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate_star 5933.06838 5962.89840 3.8895678 2000-2009 –> 2010-2019 8.330801 10240.0374 10297.4910
mod Atlantic (27.95,28.05] cstar_tref ~ temp + nitrate + silicate + phosphate_star 6036.28062 6066.11063 4.0824979 2000-2009 –> 2010-2019 8.594301 10366.5185 10423.9721
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 10085.06906 10122.89049 5.2050966 2000-2009 –> 2010-2019 12.441004 17880.4761 17953.5996
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 10061.46689 10099.28832 5.1677990 2000-2009 –> 2010-2019 12.410113 17858.9005 17932.0240
obs Atlantic (28.05,28.1] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 10059.33108 10097.15251 5.1644371 2000-2009 –> 2010-2019 12.394044 17852.7433 17925.8668
obs Atlantic (28.05,28.1] cstar_tref ~ sal + silicate + phosphate + phosphate_star 10119.30402 10151.72239 5.2628820 2000-2009 –> 2010-2019 12.509769 17916.1831 17978.8604
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 10138.85287 10176.67430 5.2910980 2000-2009 –> 2010-2019 12.481152 17919.7022 17992.8257
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 2706.14697 2734.03310 1.3885201 2000-2009 –> 2010-2019 2.558697 4275.3273 4328.4286
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate_star 2735.50680 2763.39293 1.4152109 2000-2009 –> 2010-2019 2.604694 4320.8549 4373.9562
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 2703.63105 2736.16487 1.3844596 2000-2009 –> 2010-2019 2.528808 4252.7593 4314.7108
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2729.70519 2762.23901 1.4080689 2000-2009 –> 2010-2019 2.577259 4300.0523 4362.0038
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 10077.88486 10115.70629 5.1937153 2000-2009 –> 2010-2019 12.357486 17850.3476 17923.4711
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 10129.15955 10166.98098 5.2754939 2000-2009 –> 2010-2019 12.465667 17910.0467 17983.1702
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + nitrate + phosphate_star 10147.35436 10179.77272 5.3080551 2000-2009 –> 2010-2019 12.498580 17926.3536 17989.0309
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2745.71630 2778.25011 1.4227655 2000-2009 –> 2010-2019 2.617735 4337.6109 4399.5625
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 10038.11777 10075.93920 5.1311642 2000-2009 –> 2010-2019 12.303327 17813.2616 17886.3851
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + phosphate + phosphate_star 2726.20218 2754.08831 1.4066971 2000-2009 –> 2010-2019 2.591528 4307.6784 4360.7797
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2722.56608 2755.09989 1.4015649 2000-2009 –> 2010-2019 2.563686 4286.9213 4348.8729
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 10104.62133 10142.44276 5.2361982 2000-2009 –> 2010-2019 12.418929 17883.1369 17956.2604
mod Atlantic (28.05,28.1] cstar_tref ~ temp + aou + phosphate 2714.08320 2737.32164 1.3974962 2000-2009 –> 2010-2019 2.613601 4319.2998 4363.5509
mod Atlantic (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate 2715.15025 2743.03638 1.3966509 2000-2009 –> 2010-2019 2.575429 4291.5658 4344.6672
mod Atlantic (28.05,28.1] cstar_tref ~ temp + silicate + phosphate + phosphate_star 2735.44163 2763.32776 1.4151511 2000-2009 –> 2010-2019 2.615216 4329.5398 4382.6411
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 9418.66018 9455.98218 5.2514416 2000-2009 –> 2010-2019 15.668789 17604.6168 17676.8706
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate 2792.03514 2821.22423 1.0325374 2000-2009 –> 2010-2019 2.386279 5562.3763 5619.6806
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate_star 2821.57842 2850.76751 1.0485817 2000-2009 –> 2010-2019 2.408205 5598.8643 5656.1686
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate 2791.04657 2825.10050 1.0309281 2000-2009 –> 2010-2019 2.273894 5426.6212 5493.4762
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2822.70341 2856.75734 1.0481030 2000-2009 –> 2010-2019 2.303446 5474.1519 5541.0069
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 9388.05758 9425.37958 5.1991164 2000-2009 –> 2010-2019 15.635599 17578.0003 17650.2541
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 9411.38254 9448.70455 5.2389505 2000-2009 –> 2010-2019 15.652587 17596.5653 17668.8191
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2851.51952 2885.57346 1.0639853 2000-2009 –> 2010-2019 2.397131 5599.2998 5666.1547
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 9379.80573 9417.12773 5.1850966 2000-2009 –> 2010-2019 15.622757 17569.9935 17642.2473
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + phosphate + phosphate_star 2811.23884 2840.42793 1.0429384 2000-2009 –> 2010-2019 2.398483 5583.7116 5641.0159
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2811.30192 2845.35585 1.0418846 2000-2009 –> 2010-2019 2.287772 5450.6379 5517.4928
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 9394.84169 9432.16369 5.2106709 2000-2009 –> 2010-2019 15.645340 17584.4069 17656.6607
obs Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 9380.36997 9417.69197 5.1860540 2000-2009 –> 2010-2019 15.602586 17566.1567 17638.4105
mod Atlantic (28.1,28.15] cstar_tref ~ temp + aou + silicate + phosphate 2817.94496 2847.13404 1.0465951 2000-2009 –> 2010-2019 2.331471 5504.6448 5561.9490
mod Atlantic (28.1,28.15] cstar_tref ~ temp + aou + silicate + phosphate_star 2853.69312 2882.88220 1.0663055 2000-2009 –> 2010-2019 2.366766 5559.7075 5617.0118
obs Atlantic (28.1,28.15] cstar_tref ~ temp + aou + silicate + phosphate_star 9386.93658 9418.92687 5.2006120 2000-2009 –> 2010-2019 15.637483 17574.9600 17636.8918
obs Atlantic (28.1,28.15] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 9380.02541 9417.34742 5.1854693 2000-2009 –> 2010-2019 15.598710 17565.1256 17637.3794
obs Atlantic (28.1,28.15] cstar_tref ~ temp + nitrate + silicate + phosphate_star 9378.61566 9410.60595 5.1864710 2000-2009 –> 2010-2019 15.625001 17566.9844 17628.9162
mod Atlantic (28.1,28.15] cstar_tref ~ temp + silicate + phosphate + phosphate_star 2840.95991 2870.14900 1.0592426 2000-2009 –> 2010-2019 2.348227 5532.7742 5590.0784
obs Atlantic (28.1,28.15] cstar_tref ~ temp + silicate + phosphate + phosphate_star 9393.58936 9425.57965 5.2119459 2000-2009 –> 2010-2019 15.647116 17581.2588 17643.1906
mod Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4305.43702 4343.47682 0.8593900 2000-2009 –> 2010-2019 1.824282 8015.3452 8089.7671
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate 4178.05019 4210.65574 0.8281480 2000-2009 –> 2010-2019 1.750503 7765.4906 7829.2807
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 4068.21939 4106.25919 0.8012432 2000-2009 –> 2010-2019 1.717140 7638.8826 7713.3045
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 3688.12568 3719.27898 4.4070893 2000-2009 –> 2010-2019 12.776671 7196.0585 7256.6154
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3667.72559 3698.87889 4.3366434 2000-2009 –> 2010-2019 12.645862 7168.5214 7229.0783
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + nitrate + phosphate_star 4308.80594 4341.41148 0.8607537 2000-2009 –> 2010-2019 1.838861 8053.0626 8116.8528
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4288.74330 4326.78310 0.8551634 2000-2009 –> 2010-2019 1.800743 7944.6285 8019.0503
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3661.52381 3692.67710 4.3154513 2000-2009 –> 2010-2019 12.725078 7174.1630 7234.7199
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3674.20092 3705.35421 4.3588813 2000-2009 –> 2010-2019 12.680521 7176.4696 7237.0265
mod Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + phosphate 4104.29344 4136.89898 0.8103036 2000-2009 –> 2010-2019 1.727892 7677.8880 7741.6781
mod Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + phosphate_star 4129.30564 4161.91119 0.8163115 2000-2009 –> 2010-2019 1.740328 7721.5547 7785.3449
mod Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate 4073.53774 4106.14328 0.8029768 2000-2009 –> 2010-2019 1.738206 7698.0131 7761.8032
obs Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3672.91848 3704.07177 4.3544680 2000-2009 –> 2010-2019 12.830940 7193.3640 7253.9209
obs Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3658.95110 3690.10439 4.3066906 2000-2009 –> 2010-2019 12.704212 7170.1699 7230.7268
obs Atlantic (28.15,28.2] cstar_tref ~ temp + aou + silicate + phosphate_star 3672.76011 3699.46293 4.3608070 2000-2009 –> 2010-2019 12.787960 7185.4520 7237.3579
mod Atlantic (28.15,28.2] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 4164.04214 4196.64769 0.8247290 2000-2009 –> 2010-2019 1.756708 7779.2170 7843.0071
obs Atlantic (28.15,28.2] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3661.39402 3692.54731 4.3150089 2000-2009 –> 2010-2019 12.741211 7175.9747 7236.5316
mod Atlantic (28.15,28.2] cstar_tref ~ temp + nitrate + silicate + phosphate_star 4312.28066 4344.88620 0.8616375 2000-2009 –> 2010-2019 1.807327 7966.4763 8030.2665
obs Atlantic (28.15,28.2] cstar_tref ~ temp + nitrate + silicate + phosphate_star 3666.19189 3692.89472 4.3382410 2000-2009 –> 2010-2019 12.906780 7195.2892 7247.1951
obs Atlantic (28.15,28.2] cstar_tref ~ temp + silicate + phosphate + phosphate_star 3678.72129 3705.42412 4.3813890 2000-2009 –> 2010-2019 12.828942 7193.7972 7245.7031
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate 3210.84976 3244.05513 0.5688786 2000-2009 –> 2010-2019 1.167043 5250.1595 5313.4914
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3126.25007 3156.89905 3.3974986 2000-2009 –> 2010-2019 7.066398 5956.9583 6017.3571
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate_star 3129.86392 3163.06929 0.5566990 2000-2009 –> 2010-2019 1.157406 5178.6751 5242.0070
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate 3213.46200 3246.66737 0.5692759 2000-2009 –> 2010-2019 1.174387 5278.6367 5341.9685
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2659.30695 2698.04655 0.4906544 2000-2009 –> 2010-2019 1.049582 4548.6404 4622.5275
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3126.53657 3157.18556 3.3983250 2000-2009 –> 2010-2019 7.057995 5954.6354 6015.0342
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2581.74927 2620.48887 0.4805896 2000-2009 –> 2010-2019 1.059770 4550.8135 4624.7007
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + silicate + phosphate 3124.89784 3151.16840 3.3993674 2000-2009 –> 2010-2019 7.063639 5952.2985 6004.0689
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3117.15355 3147.80254 3.3713641 2000-2009 –> 2010-2019 7.032082 5945.5487 6005.9476
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate 3126.68699 3159.89236 0.5562265 2000-2009 –> 2010-2019 1.160734 5189.6237 5252.9556
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3103.04178 3141.78138 0.5524276 2000-2009 –> 2010-2019 1.149648 5140.8125 5214.6996
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3125.38392 3156.03291 3.3950014 2000-2009 –> 2010-2019 7.068411 5957.3649 6017.7637
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3100.90158 3139.64118 0.5521117 2000-2009 –> 2010-2019 1.148321 5134.8797 5208.7669
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3149.09354 3179.74253 3.4640250 2000-2009 –> 2010-2019 7.070520 5962.0289 6022.4277
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 3025.05061 3063.79021 0.5410330 2000-2009 –> 2010-2019 1.141370 5074.4799 5148.3671
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 3114.53076 3145.17974 3.3638662 2000-2009 –> 2010-2019 7.028136 5943.9308 6004.3296
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3128.07802 3158.72700 3.4027747 2000-2009 –> 2010-2019 6.984639 5933.9135 5994.3123
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3124.99501 3163.73461 0.5556780 2000-2009 –> 2010-2019 1.158950 5185.3520 5259.2392
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3136.13527 3166.78425 3.4261287 2000-2009 –> 2010-2019 7.046061 5952.9232 6013.3220
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3118.89722 3149.54620 3.3763581 2000-2009 –> 2010-2019 6.977860 5930.3972 5990.7960
mod Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 6888.36127 6923.03706 6.4491382 2000-2009 –> 2010-2019 12.409713 16008.4290 16079.9186
obs Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 9257.90956 9294.74305 6.1999331 2000-2009 –> 2010-2019 12.550563 21760.2663 21835.9875
mod Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + phosphate + phosphate_star 6905.52809 6935.25020 6.5084395 2000-2009 –> 2010-2019 12.646386 16106.9326 16168.2094
mod Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 6849.34443 6884.02022 6.3300860 2000-2009 –> 2010-2019 12.201395 15926.5283 15998.0179
obs Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 9255.19487 9292.02836 6.1940304 2000-2009 –> 2010-2019 12.737948 21872.1429 21947.8641
obs Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate 9567.80106 9599.37262 6.9169444 2000-2009 –> 2010-2019 13.340518 22111.8067 22176.7105
mod Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 6753.51127 6788.18706 6.0469150 2000-2009 –> 2010-2019 12.166461 15948.3830 16019.8726
obs Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 9346.64110 9383.47459 6.3959973 2000-2009 –> 2010-2019 12.677634 21807.2480 21882.9692
mod Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 6771.01542 6805.69121 6.0976742 2000-2009 –> 2010-2019 12.332613 16018.9785 16090.4681
obs Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 9362.62013 9399.45362 6.4319584 2000-2009 –> 2010-2019 12.717419 21825.5534 21901.2745
obs Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 9546.49664 9583.33012 6.8606153 2000-2009 –> 2010-2019 13.277062 22088.2595 22163.9807
mod Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 6852.87501 6882.59711 6.3468268 2000-2009 –> 2010-2019 12.819365 16205.1275 16266.4043
mod Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 6763.72572 6798.40151 6.0764837 2000-2009 –> 2010-2019 12.237727 15977.8968 16049.3864
obs Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 9353.79395 9390.62744 6.4120700 2000-2009 –> 2010-2019 12.997919 21995.1536 22070.8748
mod Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6810.57383 6845.24962 6.2139622 2000-2009 –> 2010-2019 12.554771 16106.3891 16177.8787
obs Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 9384.61846 9421.45195 6.4817969 2000-2009 –> 2010-2019 13.098130 22043.6285 22119.3496
mod Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 6779.84919 6814.52498 6.1234522 2000-2009 –> 2010-2019 12.421276 16056.3326 16127.8222
obs Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 9382.28410 9419.11759 6.4764900 2000-2009 –> 2010-2019 12.784218 21858.7333 21934.4545
mod Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6820.44735 6855.12314 6.2433312 2000-2009 –> 2010-2019 12.619498 16132.0663 16203.5559
obs Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 9392.93848 9429.77197 6.5007469 2000-2009 –> 2010-2019 13.128005 22058.2543 22133.9754
mod Indo-Pacific (26,26.5] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 9360.61853 9398.37999 4.2776718 2000-2009 –> 2010-2019 8.539584 20114.8683 20191.3731
mod Indo-Pacific (26,26.5] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 9600.51292 9638.27437 4.6049500 2000-2009 –> 2010-2019 8.745584 20246.6768 20323.1816
mod Indo-Pacific (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 9241.86539 9279.62685 4.1243746 2000-2009 –> 2010-2019 8.030197 19669.4523 19745.9571
mod Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 9366.51138 9404.27284 4.2854255 2000-2009 –> 2010-2019 8.521766 20098.2292 20174.7340
obs Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 10491.32020 10529.62771 4.7553250 2000-2009 –> 2010-2019 9.313610 21972.8869 22050.2343
obs Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 10514.66911 10552.97662 4.7869910 2000-2009 –> 2010-2019 9.362866 22011.2794 22088.6267
obs Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate 10702.08650 10734.92151 5.0517988 2000-2009 –> 2010-2019 9.930302 22446.8398 22513.1376
mod Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 9032.30968 9070.07114 3.8671390 2000-2009 –> 2010-2019 7.863009 19545.2339 19621.7387
obs Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 10551.60535 10589.91285 4.8375154 2000-2009 –> 2010-2019 9.540124 22154.9260 22232.2734
mod Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 9140.87541 9178.63686 3.9983379 2000-2009 –> 2010-2019 8.170065 19815.0488 19891.5536
obs Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 10601.74375 10640.05125 4.9069531 2000-2009 –> 2010-2019 9.645787 22235.0373 22312.3846
obs Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 10517.95031 10556.25781 4.7914579 2000-2009 –> 2010-2019 9.372674 22019.1173 22096.4647
obs Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + nitrate + phosphate_star 10553.60198 10586.43699 4.8430142 2000-2009 –> 2010-2019 9.598838 22198.8748 22265.1725
obs Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 10494.02965 10532.33716 4.7589888 2000-2009 –> 2010-2019 9.473790 22107.4638 22184.8112
mod Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 9167.66756 9205.42901 4.0313945 2000-2009 –> 2010-2019 8.237440 19872.5147 19949.0194
obs Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 10599.93118 10638.23868 4.9044256 2000-2009 –> 2010-2019 9.644691 22234.4046 22311.7520
obs Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate_star 10607.53914 10640.37414 4.9178383 2000-2009 –> 2010-2019 9.671200 22250.7891 22317.0868
mod Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 9229.39942 9267.16087 4.1086044 2000-2009 –> 2010-2019 8.267995 19892.4848 19968.9896
mod Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 9305.61000 9343.37145 4.2059660 2000-2009 –> 2010-2019 8.407651 20006.5736 20083.0784
mod Indo-Pacific (26,26.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 9343.64112 9381.40258 4.2554116 2000-2009 –> 2010-2019 8.482773 20067.4150 20143.9198
obs Indo-Pacific (26.5,26.75] cstar_tref ~ aou + nitrate + phosphate + phosphate_star 10976.09111 11008.93975 5.4225154 2000-2009 –> 2010-2019 10.738016 23605.8776 23672.4563
mod Indo-Pacific (26.5,26.75] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 8901.20964 8939.22044 3.3758648 2000-2009 –> 2010-2019 7.399908 18861.3262 18937.6842
mod Indo-Pacific (26.5,26.75] cstar_tref ~ aou + silicate + phosphate + phosphate_star 9137.58583 9170.16652 3.6231519 2000-2009 –> 2010-2019 7.958243 19359.1259 19424.5756
mod Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 9254.03846 9292.04926 3.7482400 2000-2009 –> 2010-2019 7.958552 19374.2477 19450.6057
obs Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 10868.79874 10907.12215 5.2570165 2000-2009 –> 2010-2019 10.223642 23223.3364 23301.0116
obs Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 10886.63112 10924.95453 5.2836707 2000-2009 –> 2010-2019 10.312960 23292.3744 23370.0496
mod Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 9004.74620 9042.75700 3.4811277 2000-2009 –> 2010-2019 7.610541 19056.3134 19132.6714
mod Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 9139.29902 9177.30982 3.6228437 2000-2009 –> 2010-2019 7.876648 19295.8681 19372.2261
obs Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 10889.25093 10927.57433 5.2875979 2000-2009 –> 2010-2019 10.327235 23303.3882 23381.0634
obs Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + nitrate + phosphate_star 10929.34933 10962.19797 5.3511071 2000-2009 –> 2010-2019 10.521119 23445.7960 23512.3747
obs Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 10931.34868 10969.67209 5.3511061 2000-2009 –> 2010-2019 10.454076 23396.4892 23474.1644
mod Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 9155.43150 9193.44230 3.6402178 2000-2009 –> 2010-2019 7.904305 19320.5432 19396.9012
obs Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate 10998.79776 11031.64639 5.4575478 2000-2009 –> 2010-2019 10.838338 23678.4422 23745.0209
mod Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 8977.57358 9015.58438 3.4531885 2000-2009 –> 2010-2019 7.595324 19040.0244 19116.3824
obs Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 10985.05303 11023.37643 5.4332324 2000-2009 –> 2010-2019 10.797533 23654.1626 23731.8378
mod Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 9205.20050 9243.21130 3.6943441 2000-2009 –> 2010-2019 7.951430 19364.4986 19440.8565
obs Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 11023.93585 11062.25925 5.4934787 2000-2009 –> 2010-2019 10.908613 23731.5644 23809.2396
mod Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate 9250.68051 9283.26120 3.7467308 2000-2009 –> 2010-2019 8.241622 19600.2921 19665.7418
mod Indo-Pacific (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 9250.64498 9288.65578 3.7444698 2000-2009 –> 2010-2019 8.022014 19426.9047 19503.2627
obs Indo-Pacific (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 11028.33856 11066.66197 5.5003424 2000-2009 –> 2010-2019 10.919355 23738.8908 23816.5660
mod Indo-Pacific (26.75,27] cstar_tref ~ aou + nitrate + phosphate + phosphate_star 10345.35854 10378.80897 3.4280790 2000-2009 –> 2010-2019 7.056367 22883.1759 22951.1041
obs Indo-Pacific (26.75,27] cstar_tref ~ aou + nitrate + phosphate + phosphate_star 15018.52014 15053.35543 5.1416766 2000-2009 –> 2010-2019 10.187582 32034.5329 32104.9903
mod Indo-Pacific (26.75,27] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 10024.84204 10063.86754 3.1558601 2000-2009 –> 2010-2019 6.743022 22511.9251 22591.1747
obs Indo-Pacific (26.75,27] cstar_tref ~ aou + phosphate + phosphate_star 15237.61023 15266.63964 5.3784904 2000-2009 –> 2010-2019 10.612271 32456.2671 32514.9816
mod Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate 9872.96837 9911.99387 3.0352662 2000-2009 –> 2010-2019 6.412026 22080.4340 22159.6836
obs Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate 15135.34899 15175.99016 5.2633407 2000-2009 –> 2010-2019 10.406143 32259.8408 32342.0411
mod Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 10010.33525 10049.36075 3.1441371 2000-2009 –> 2010-2019 6.643554 22382.8553 22462.1049
obs Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 15255.61749 15296.25867 5.3938561 2000-2009 –> 2010-2019 10.632814 32483.8102 32566.0105
mod Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 10024.50803 10063.53353 3.1555897 2000-2009 –> 2010-2019 6.664191 22409.1532 22488.4028
mod Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + nitrate + phosphate_star 10297.09738 10330.54781 3.3858976 2000-2009 –> 2010-2019 6.977470 22787.8647 22855.7929
mod Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 10210.32077 10249.34627 3.3096555 2000-2009 –> 2010-2019 6.888003 22686.0229 22765.2725
obs Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 15175.38089 15216.02206 5.3064289 2000-2009 –> 2010-2019 10.451329 32302.1562 32384.3565
obs Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + phosphate 15164.86697 15199.70226 5.2972355 2000-2009 –> 2010-2019 10.494181 32345.9864 32416.4438
mod Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 10015.61546 10054.64096 3.1483990 2000-2009 –> 2010-2019 6.753591 22525.8923 22605.1419
obs Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 15116.40689 15157.04806 5.2430746 2000-2009 –> 2010-2019 10.366866 32220.1672 32302.3675
mod Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 10151.56725 10190.59275 3.2601441 2000-2009 –> 2010-2019 7.003481 22835.7930 22915.0426
obs Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 15194.87447 15235.51564 5.3275382 2000-2009 –> 2010-2019 10.534934 32389.2391 32471.4394
mod Indo-Pacific (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 10171.22706 10210.25257 3.2766283 2000-2009 –> 2010-2019 7.033369 22871.9868 22951.2364
obs Indo-Pacific (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 15192.00688 15232.64805 5.3244277 2000-2009 –> 2010-2019 10.532854 32387.4797 32469.6800
obs Indo-Pacific (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate_star 15194.02424 15228.85953 5.3287859 2000-2009 –> 2010-2019 10.537239 32387.5261 32457.9835
mod Indo-Pacific (27,27.25] cstar_tref ~ aou + nitrate + phosphate + phosphate_star 11118.23845 11152.52919 2.8803767 2000-2009 –> 2010-2019 5.872374 25168.2974 25238.1931
mod Indo-Pacific (27,27.25] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 11081.45284 11121.45870 2.8555695 2000-2009 –> 2010-2019 5.767608 24982.3065 25063.8515
obs Indo-Pacific (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 16190.02366 16231.19986 5.1199333 2000-2009 –> 2010-2019 9.924644 36645.6049 36729.7429
obs Indo-Pacific (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 16269.93751 16311.11371 5.1977170 2000-2009 –> 2010-2019 10.127255 36900.9545 36985.0925
obs Indo-Pacific (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 16188.70261 16223.99650 5.1205892 2000-2009 –> 2010-2019 9.926464 36643.9414 36716.0597
obs Indo-Pacific (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate_star 16274.76899 16310.06288 5.2044209 2000-2009 –> 2010-2019 10.153124 36930.3273 37002.4455
obs Indo-Pacific (27,27.25] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 16238.41947 16279.59567 5.1668989 2000-2009 –> 2010-2019 10.051865 36807.3100 36891.4480
obs Indo-Pacific (27,27.25] cstar_tref ~ sal + silicate + phosphate + phosphate_star 16242.19617 16277.49006 5.1725336 2000-2009 –> 2010-2019 10.080143 36840.7183 36912.8366
mod Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate 11107.39592 11147.40179 2.8721388 2000-2009 –> 2010-2019 5.852732 25138.1377 25219.6827
mod Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 11300.78614 11340.79200 2.9987212 2000-2009 –> 2010-2019 6.083793 25523.8432 25605.3881
obs Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 16186.09323 16227.26944 5.1161378 2000-2009 –> 2010-2019 9.913193 36630.7686 36714.9066
obs Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 16262.89995 16304.07615 5.1908198 2000-2009 –> 2010-2019 10.045866 36789.7666 36873.9046
mod Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 11312.82713 11352.83300 3.0067846 2000-2009 –> 2010-2019 6.100673 25551.8133 25633.3582
obs Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 16352.23512 16393.41132 5.2790562 2000-2009 –> 2010-2019 10.161893 36918.1431 37002.2810
obs Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 16241.47325 16282.64945 5.1698769 2000-2009 –> 2010-2019 10.015155 36754.5649 36838.7029
mod Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate 11283.59299 11317.88373 2.9885778 2000-2009 –> 2010-2019 6.040045 25443.5135 25513.4092
mod Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate_star 11453.33924 11487.62998 3.1038821 2000-2009 –> 2010-2019 6.247961 25780.1526 25850.0482
mod Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 11276.37801 11316.38387 2.9824424 2000-2009 –> 2010-2019 5.994594 25365.9115 25447.4565
mod Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 11454.39185 11494.39771 3.1032264 2000-2009 –> 2010-2019 6.226690 25746.4845 25828.0294
mod Indo-Pacific (27,27.25] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 11462.29110 11502.29697 3.1086980 2000-2009 –> 2010-2019 6.238013 25764.8312 25846.3761
mod Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 13463.98861 13504.85425 3.4346643 2000-2009 –> 2010-2019 6.447756 30561.3742 30645.1338
obs Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 15157.53277 15198.81124 4.0426131 2000-2009 –> 2010-2019 8.186450 36004.2057 36088.9340
mod Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 13673.04029 13713.90594 3.5792463 2000-2009 –> 2010-2019 6.790904 31202.7471 31286.5067
obs Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 15320.06155 15361.34002 4.1666499 2000-2009 –> 2010-2019 8.501857 36497.8439 36582.5723
obs Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate 15161.34200 15196.72355 4.0469822 2000-2009 –> 2010-2019 8.200276 36022.7315 36095.3558
obs Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate_star 15318.09980 15353.48135 4.1666795 2000-2009 –> 2010-2019 8.524624 36532.2468 36604.8712
mod Indo-Pacific (27.25,27.5] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 13598.03023 13638.89587 3.5266816 2000-2009 –> 2010-2019 6.673996 30990.6459 31074.4054
obs Indo-Pacific (27.25,27.5] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 15247.51591 15288.79438 4.1108220 2000-2009 –> 2010-2019 8.350990 36262.7290 36347.4574
obs Indo-Pacific (27.25,27.5] cstar_tref ~ sal + silicate + phosphate + phosphate_star 15245.87295 15281.25450 4.1110949 2000-2009 –> 2010-2019 8.390144 36326.0300 36398.6543
mod Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 13741.23244 13782.09808 3.6277129 2000-2009 –> 2010-2019 6.762038 31105.8347 31189.5942
obs Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 15163.30095 15204.57942 4.0469513 2000-2009 –> 2010-2019 8.146364 35930.9242 36015.6526
obs Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 15267.21870 15308.49717 4.1259099 2000-2009 –> 2010-2019 8.278407 36129.2027 36213.9311
mod Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 13609.93538 13650.80103 3.5349725 2000-2009 –> 2010-2019 6.550384 30712.5341 30796.2937
obs Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 15282.75510 15324.03357 4.1378464 2000-2009 –> 2010-2019 8.296923 36156.3488 36241.0772
obs Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 15232.50957 15273.78804 4.0993674 2000-2009 –> 2010-2019 8.242011 36077.0685 36161.7969
mod Indo-Pacific (27.25,27.5] cstar_tref ~ temp + aou + nitrate + phosphate 13754.54377 13789.57147 3.6386851 2000-2009 –> 2010-2019 6.822744 31223.7870 31295.5809
mod Indo-Pacific (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 13492.40222 13533.26786 3.4539671 2000-2009 –> 2010-2019 6.515543 30697.9215 30781.6810
mod Indo-Pacific (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 13606.12542 13646.99106 3.5323171 2000-2009 –> 2010-2019 6.679723 30998.9383 31082.6978
mod Indo-Pacific (27.25,27.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 13597.57723 13638.44287 3.5263665 2000-2009 –> 2010-2019 6.673243 30989.2500 31073.0095
mod Indo-Pacific (27.25,27.5] cstar_tref ~ temp + nitrate + silicate + phosphate_star 13652.62450 13687.65220 3.5662690 2000-2009 –> 2010-2019 6.713776 31043.6550 31115.4489
obs Indo-Pacific (27.5,27.75] cstar_tref ~ aou + silicate + phosphate + phosphate_star 17042.17109 17078.21929 4.1152541 2000-2009 –> 2010-2019 7.738934 37146.6964 37220.0605
mod Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 14667.40136 14708.74977 3.5918540 2000-2009 –> 2010-2019 6.389990 32560.8037 32645.5734
obs Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 16779.72770 16821.78393 3.9381065 2000-2009 –> 2010-2019 7.655390 37075.5892 37161.1807
mod Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 14735.24634 14776.59475 3.6369971 2000-2009 –> 2010-2019 6.456809 32685.0119 32769.7815
obs Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate 16807.59776 16843.64596 3.9577278 2000-2009 –> 2010-2019 7.727729 37206.0055 37279.3697
mod Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate_star 14839.20620 14874.64769 3.7086390 2000-2009 –> 2010-2019 6.647216 33088.3015 33160.9611
mod Indo-Pacific (27.5,27.75] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 14718.53739 14759.88579 3.6258268 2000-2009 –> 2010-2019 6.437385 32646.8936 32731.6632
mod Indo-Pacific (27.5,27.75] cstar_tref ~ sal + silicate + phosphate + phosphate_star 14837.88884 14873.33033 3.7077397 2000-2009 –> 2010-2019 6.652701 33102.8349 33175.4945
mod Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 14806.29084 14847.63925 3.6848774 2000-2009 –> 2010-2019 6.599947 32998.7212 33083.4908
obs Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 16741.07451 16783.13074 3.9128599 2000-2009 –> 2010-2019 7.397661 36557.4766 36643.0681
mod Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 14833.98512 14875.33353 3.7037122 2000-2009 –> 2010-2019 6.632841 33061.5569 33146.3265
obs Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 16757.98771 16800.04394 3.9238869 2000-2009 –> 2010-2019 7.438730 36638.1170 36723.7085
mod Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 14836.33179 14877.68020 3.7053126 2000-2009 –> 2010-2019 6.646358 33093.5595 33178.3291
mod Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 14724.44772 14765.79613 3.6297740 2000-2009 –> 2010-2019 6.477455 32746.0484 32830.8180
obs Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 16806.94884 16849.00507 3.9559838 2000-2009 –> 2010-2019 7.467890 36680.8730 36766.4646
mod Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 14821.29500 14862.64341 3.6950697 2000-2009 –> 2010-2019 6.617577 33032.3371 33117.1067
obs Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 16753.71869 16795.77492 3.9211007 2000-2009 –> 2010-2019 7.434022 36629.7883 36715.3798
obs Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate_star 16974.11930 17010.16750 4.0689195 2000-2009 –> 2010-2019 7.605927 36898.9166 36972.2807
obs Indo-Pacific (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 16998.10239 17040.15862 4.0838299 2000-2009 –> 2010-2019 7.770924 37233.4242 37319.0157
obs Indo-Pacific (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate 17030.21836 17066.26656 4.1070778 2000-2009 –> 2010-2019 7.797831 37270.9046 37344.2688
mod Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + phosphate 8835.69380 8874.32405 2.6529124 2000-2009 –> 2010-2019 4.873092 18283.2311 18361.5019
mod Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 8864.14778 8902.77803 2.6734819 2000-2009 –> 2010-2019 4.903177 18329.8879 18408.1587
mod Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate 9054.18771 9087.29935 2.8165418 2000-2009 –> 2010-2019 5.086293 18593.7072 18660.7965
mod Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 8835.85034 8874.48059 2.6530251 2000-2009 –> 2010-2019 4.921657 18375.2691 18453.5399
obs Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 14607.53521 14648.58884 3.9876399 2000-2009 –> 2010-2019 7.114358 28900.3220 28982.9122
mod Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 8865.63282 8904.26307 2.6745598 2000-2009 –> 2010-2019 4.951894 18421.3460 18499.6168
obs Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 14587.29004 14628.34367 3.9721688 2000-2009 –> 2010-2019 7.101503 28884.7446 28967.3348
mod Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 8881.91598 8920.54623 2.6864075 2000-2009 –> 2010-2019 4.922152 18359.1869 18437.4577
obs Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 14578.43364 14619.48727 3.9654197 2000-2009 –> 2010-2019 7.100313 28885.7915 28968.3817
mod Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 8879.48043 8918.11068 2.6846320 2000-2009 –> 2010-2019 4.964610 18440.1320 18518.4028
obs Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 14586.50855 14627.56218 3.9715728 2000-2009 –> 2010-2019 7.101356 28884.7631 28967.3533
mod Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 8803.07352 8841.70377 2.6295256 2000-2009 –> 2010-2019 5.015542 18557.1997 18635.4705
obs Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 14591.41557 14632.46920 3.9753166 2000-2009 –> 2010-2019 7.101518 28883.2809 28965.8712
mod Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 8838.58169 8877.21194 2.6549928 2000-2009 –> 2010-2019 5.051568 18611.5021 18689.7729
obs Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 14576.01506 14617.06868 3.9635786 2000-2009 –> 2010-2019 7.092795 28873.2588 28955.8490
obs Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate_star 14590.67292 14625.86174 3.9762765 2000-2009 –> 2010-2019 7.105756 28886.3862 28957.1779
mod Indo-Pacific (27.75,27.85] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 8862.62157 8901.25182 2.6723746 2000-2009 –> 2010-2019 5.075489 18647.1375 18725.4083
obs Indo-Pacific (27.75,27.85] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 14576.71675 14617.77037 3.9641127 2000-2009 –> 2010-2019 7.093735 28874.6849 28957.2751
obs Indo-Pacific (27.75,27.85] cstar_tref ~ temp + nitrate + silicate + phosphate_star 14577.75045 14612.93927 3.9664225 2000-2009 –> 2010-2019 7.101461 28883.3667 28954.1583
obs Indo-Pacific (27.75,27.85] cstar_tref ~ temp + silicate + phosphate + phosphate_star 14589.58795 14624.77678 3.9754482 2000-2009 –> 2010-2019 7.105392 28886.1287 28956.9203
obs Indo-Pacific (27.85,27.95] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 16707.04357 16749.67209 3.1285170 2000-2009 –> 2010-2019 5.850633 33711.8873 33797.6594
mod Indo-Pacific (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 9131.63772 9170.92408 2.3037903 2000-2009 –> 2010-2019 4.301736 19118.2750 19197.9322
mod Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate 8854.09489 8887.76891 2.1521195 2000-2009 –> 2010-2019 4.082899 18677.1921 18745.4697
mod Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + phosphate 8855.32968 8894.61604 2.1517125 2000-2009 –> 2010-2019 4.061918 18629.8201 18709.4773
mod Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 8853.87826 8893.16462 2.1509408 2000-2009 –> 2010-2019 4.063954 18635.3058 18714.9630
mod Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 8842.74371 8882.03007 2.1450296 2000-2009 –> 2010-2019 4.046938 18596.6684 18676.3256
mod Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 9232.53001 9266.20403 2.3631284 2000-2009 –> 2010-2019 4.374446 19248.6790 19316.9566
mod Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 9131.01030 9170.29666 2.3034331 2000-2009 –> 2010-2019 4.312045 19142.8010 19222.4583
obs Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 16728.95654 16771.58506 3.1390461 2000-2009 –> 2010-2019 5.868367 33752.3549 33838.1270
mod Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 9139.97915 9179.26551 2.3085448 2000-2009 –> 2010-2019 4.323291 19166.1742 19245.8314
obs Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 16723.19335 16765.82187 3.1362735 2000-2009 –> 2010-2019 5.876401 33774.3327 33860.1048
mod Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 8878.81624 8918.10260 2.1642393 2000-2009 –> 2010-2019 4.085229 18679.9009 18759.5581
obs Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 16683.69019 16726.31872 3.1173348 2000-2009 –> 2010-2019 5.859057 33738.9156 33824.6877
mod Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 9149.71914 9189.00550 2.3141089 2000-2009 –> 2010-2019 4.331188 19181.3812 19261.0384
obs Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 16680.99548 16723.62401 3.1160470 2000-2009 –> 2010-2019 5.842196 33696.2318 33782.0040
obs Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 16682.10256 16724.73109 3.1165760 2000-2009 –> 2010-2019 5.854564 33727.7583 33813.5304
obs Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate 16727.77396 16764.31269 3.1394395 2000-2009 –> 2010-2019 5.868820 33749.3257 33822.8447
obs Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate_star 16722.65527 16759.19401 3.1369765 2000-2009 –> 2010-2019 5.877192 33772.0210 33845.5399
obs Indo-Pacific (27.85,27.95] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 16681.73412 16724.36265 3.1164000 2000-2009 –> 2010-2019 5.855233 33729.5558 33815.3279
obs Indo-Pacific (27.85,27.95] cstar_tref ~ temp + nitrate + silicate + phosphate_star 16683.72338 16720.26212 3.1183067 2000-2009 –> 2010-2019 5.860097 33737.1206 33810.6396
obs Indo-Pacific (27.95,28.05] cstar_tref ~ aou + nitrate + phosphate + phosphate_star 23055.25922 23093.31483 3.7620346 2000-2009 –> 2010-2019 6.711366 47582.3276 47659.3676
obs Indo-Pacific (27.95,28.05] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 23048.83012 23093.22833 3.7582605 2000-2009 –> 2010-2019 6.689417 47517.2955 47607.1755
obs Indo-Pacific (27.95,28.05] cstar_tref ~ aou + phosphate + phosphate_star 23254.07600 23285.78900 3.8530782 2000-2009 –> 2010-2019 6.804934 47787.5340 47851.7340
obs Indo-Pacific (27.95,28.05] cstar_tref ~ aou + silicate + phosphate + phosphate_star 23242.26236 23280.31797 3.8467456 2000-2009 –> 2010-2019 6.787704 47741.4574 47818.4974
obs Indo-Pacific (27.95,28.05] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 23051.43697 23095.83519 3.7594273 2000-2009 –> 2010-2019 6.708569 47579.8768 47669.7568
mod Indo-Pacific (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 8837.30063 8876.93132 1.9292517 2000-2009 –> 2010-2019 3.859147 18240.8010 18320.4967
obs Indo-Pacific (27.95,28.05] cstar_tref ~ sal + aou + phosphate + phosphate_star 23249.73327 23287.78888 3.8501692 2000-2009 –> 2010-2019 6.801229 47782.5454 47859.5854
mod Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate 8785.74614 8819.71530 1.9068875 2000-2009 –> 2010-2019 3.701978 17859.8067 17928.1173
mod Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate 8687.21738 8726.84807 1.8623116 2000-2009 –> 2010-2019 3.656255 17760.3889 17840.0845
obs Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate 23132.24426 23176.64247 3.7957759 2000-2009 –> 2010-2019 6.793782 47821.7935 47911.6735
mod Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 8688.19164 8727.82233 1.8627385 2000-2009 –> 2010-2019 3.656860 17761.8104 17841.5061
mod Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 8747.65476 8787.28545 1.8889839 2000-2009 –> 2010-2019 3.637502 17704.8460 17784.5416
mod Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 8977.05715 9011.02631 1.9946861 2000-2009 –> 2010-2019 3.864468 18235.4634 18303.7739
mod Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 8979.03511 9018.66580 1.9946757 2000-2009 –> 2010-2019 3.832715 18162.0128 18241.7085
mod Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 8981.63432 9021.26501 1.9958960 2000-2009 –> 2010-2019 3.839842 18179.1223 18258.8180
mod Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 8686.06537 8725.69605 1.8618068 2000-2009 –> 2010-2019 3.658233 17765.4900 17845.1856
mod Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 8984.99018 9024.62087 1.9974726 2000-2009 –> 2010-2019 3.842859 18186.0072 18265.7029
obs Indo-Pacific (27.95,28.05] cstar_tref ~ temp + aou + nitrate + phosphate 23137.75911 23175.81472 3.7991740 2000-2009 –> 2010-2019 6.797811 47827.3709 47904.4109
obs Indo-Pacific (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 23134.82935 23179.22756 3.7969445 2000-2009 –> 2010-2019 6.741097 47646.6681 47736.5481
obs Indo-Pacific (27.95,28.05] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 23203.49175 23247.88996 3.8281157 2000-2009 –> 2010-2019 6.796748 47796.5107 47886.3907
obs Indo-Pacific (28.05,28.1] cstar_tref ~ aou + nitrate + phosphate + phosphate_star 17928.51891 17965.72558 2.8256709 2000-2009 –> 2010-2019 5.567779 35579.9373 35654.3308
obs Indo-Pacific (28.05,28.1] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 17913.11949 17956.52727 2.8189347 2000-2009 –> 2010-2019 5.557513 35557.1790 35643.9714
obs Indo-Pacific (28.05,28.1] cstar_tref ~ aou + phosphate + phosphate_star 17982.93777 18013.94333 2.8476242 2000-2009 –> 2010-2019 5.590309 35633.8838 35695.8784
obs Indo-Pacific (28.05,28.1] cstar_tref ~ aou + silicate + phosphate + phosphate_star 17967.45832 18004.66499 2.8408045 2000-2009 –> 2010-2019 5.581160 35614.2308 35688.6244
obs Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 17993.65103 18037.05881 2.8502477 2000-2009 –> 2010-2019 5.601734 35671.8770 35758.6695
mod Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate 6325.78593 6363.22154 1.8463086 2000-2009 –> 2010-2019 3.570124 12748.5800 12823.7986
obs Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate 17931.40701 17974.81480 2.8260151 2000-2009 –> 2010-2019 5.595069 35655.8769 35742.6693
mod Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 6193.99624 6231.43185 1.7696072 2000-2009 –> 2010-2019 3.496745 12623.0758 12698.2943
mod Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 6274.86025 6312.29586 1.8162835 2000-2009 –> 2010-2019 3.426202 12474.5378 12549.7563
obs Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 17951.63018 17995.03796 2.8338657 2000-2009 –> 2010-2019 5.556764 35553.9670 35640.7595
mod Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6277.74727 6315.18288 1.8179725 2000-2009 –> 2010-2019 3.433582 12488.9435 12564.1620
obs Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 18011.34644 18054.75422 2.8571747 2000-2009 –> 2010-2019 5.604663 35679.0056 35765.7981
mod Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6259.95173 6297.38734 1.8075864 2000-2009 –> 2010-2019 3.423352 12471.4638 12546.6824
obs Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 17978.92864 18022.33643 2.8444974 2000-2009 –> 2010-2019 5.586396 35631.7921 35718.5846
mod Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6277.53048 6314.96609 1.8178457 2000-2009 –> 2010-2019 3.433690 12489.2020 12564.4205
mod Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate_star 6277.02485 6309.11251 1.8187205 2000-2009 –> 2010-2019 3.436199 12489.9943 12554.4673
mod Indo-Pacific (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6474.47296 6511.90857 1.9368428 2000-2009 –> 2010-2019 3.569715 12720.3606 12795.5791
obs Indo-Pacific (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 18012.87037 18056.27815 2.8577720 2000-2009 –> 2010-2019 5.595668 35655.1169 35741.9094
mod Indo-Pacific (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 6477.49810 6514.93370 1.9387301 2000-2009 –> 2010-2019 3.580826 12741.7711 12816.9896
mod Indo-Pacific (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate 6474.41759 6506.50525 1.9380558 2000-2009 –> 2010-2019 3.578212 12732.8324 12797.3055
obs Indo-Pacific (28.1,28.2] cstar_tref ~ aou + nitrate + phosphate + phosphate_star 16245.38606 16282.21219 2.5952161 2000-2009 –> 2010-2019 5.081633 32067.2809 32140.8839
obs Indo-Pacific (28.1,28.2] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 16108.96539 16151.92920 2.5432397 2000-2009 –> 2010-2019 5.021173 31909.6665 31995.5366
mod Indo-Pacific (28.1,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 10660.95719 10702.80297 1.5018105 2000-2009 –> 2010-2019 3.000559 21831.5520 21915.5786
obs Indo-Pacific (28.1,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 16120.84953 16163.81335 2.5476610 2000-2009 –> 2010-2019 5.018415 31901.8623 31987.7324
obs Indo-Pacific (28.1,28.2] cstar_tref ~ sal + aou + phosphate + phosphate_star 16150.74136 16187.56749 2.5595639 2000-2009 –> 2010-2019 5.041535 31960.4917 32034.0946
obs Indo-Pacific (28.1,28.2] cstar_tref ~ sal + aou + silicate + phosphate 16168.70422 16205.53034 2.5662925 2000-2009 –> 2010-2019 5.040260 31956.5357 32030.1387
mod Indo-Pacific (28.1,28.2] cstar_tref ~ sal + nitrate + silicate + phosphate 10716.50494 10752.37275 1.5167031 2000-2009 –> 2010-2019 3.065802 22087.2550 22159.2779
mod Indo-Pacific (28.1,28.2] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 10717.81402 10759.65980 1.5165235 2000-2009 –> 2010-2019 3.040562 21990.7846 22074.8113
obs Indo-Pacific (28.1,28.2] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 16206.92665 16249.89047 2.5799148 2000-2009 –> 2010-2019 5.080010 32068.0507 32153.9208
obs Indo-Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate + phosphate 16175.57417 16218.53799 2.5681198 2000-2009 –> 2010-2019 5.089484 32094.1839 32180.0540
mod Indo-Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 10198.58753 10240.43330 1.3873423 2000-2009 –> 2010-2019 3.053234 22016.0391 22100.0657
mod Indo-Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 10028.61065 10070.45642 1.3474910 2000-2009 –> 2010-2019 2.791470 20971.4444 21055.4711
obs Indo-Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 16133.33887 16176.30268 2.5523158 2000-2009 –> 2010-2019 5.015581 31893.7524 31979.6225
mod Indo-Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 10042.13249 10083.97826 1.3506189 2000-2009 –> 2010-2019 2.797513 20997.3074 21081.3340
obs Indo-Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 16198.54248 16241.50630 2.5767553 2000-2009 –> 2010-2019 5.060830 32016.0413 32101.9114
mod Indo-Pacific (28.1,28.2] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 10490.39309 10532.23887 1.4585243 2000-2009 –> 2010-2019 3.002999 21844.8551 21928.8818
mod Indo-Pacific (28.1,28.2] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 10002.70150 10044.54727 1.3415180 2000-2009 –> 2010-2019 2.787685 20954.7972 21038.8239
mod Indo-Pacific (28.1,28.2] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 10039.75524 10081.60101 1.3500685 2000-2009 –> 2010-2019 2.796891 20994.6242 21078.6509
obs Indo-Pacific (28.1,28.2] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 16190.15604 16233.11986 2.5735989 2000-2009 –> 2010-2019 5.053497 31996.2369 32082.1071
mod Indo-Pacific (28.1,28.2] cstar_tref ~ sal + temp + silicate + phosphate_star 10117.42709 10153.29490 1.3686385 2000-2009 –> 2010-2019 2.816163 21073.2656 21145.2885
obs Indo-Pacific (28.2,28.3] cstar_tref ~ aou + nitrate + phosphate + phosphate_star 5153.12948 5183.84244 1.9396168 2000-2009 –> 2010-2019 4.554309 9363.5997 9423.0058
obs Indo-Pacific (28.2,28.3] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5082.17469 5118.00647 1.8831653 2000-2009 –> 2010-2019 4.494747 9292.5450 9361.8522
obs Indo-Pacific (28.2,28.3] cstar_tref ~ aou + silicate + phosphate + phosphate_star 5158.37552 5189.08848 1.9437407 2000-2009 –> 2010-2019 4.557167 9367.9907 9427.3968
obs Indo-Pacific (28.2,28.3] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5121.95831 5157.79010 1.9137426 2000-2009 –> 2010-2019 4.522000 9330.0815 9399.3886
mod Indo-Pacific (28.2,28.3] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 13075.20527 13121.44170 0.8002289 2000-2009 –> 2010-2019 1.465869 25291.0848 25384.2516
mod Indo-Pacific (28.2,28.3] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 14165.72324 14211.95967 0.8842697 2000-2009 –> 2010-2019 1.680359 28539.5334 28632.7001
obs Indo-Pacific (28.2,28.3] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5159.51112 5195.34291 1.9430606 2000-2009 –> 2010-2019 4.551871 9368.0085 9437.3157
mod Indo-Pacific (28.2,28.3] cstar_tref ~ sal + nitrate + silicate + phosphate 13268.38688 13308.01811 0.8146606 2000-2009 –> 2010-2019 1.629397 27919.3749 27999.2322
mod Indo-Pacific (28.2,28.3] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 13183.95377 13230.19020 0.8082379 2000-2009 –> 2010-2019 1.488710 25665.5712 25758.7380
obs Indo-Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 5157.50767 5193.33946 1.9414852 2000-2009 –> 2010-2019 4.547830 9364.3371 9433.6442
mod Indo-Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + silicate + phosphate 13828.65477 13874.89120 0.8573918 2000-2009 –> 2010-2019 1.723367 29217.0864 29310.2532
mod Indo-Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 13835.89636 13882.13279 0.8579606 2000-2009 –> 2010-2019 1.724279 29229.0934 29322.2602
mod Indo-Pacific (28.2,28.3] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 13229.54295 13275.77938 0.8116192 2000-2009 –> 2010-2019 1.605094 27563.6898 27656.8566
mod Indo-Pacific (28.2,28.3] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 14170.78392 14217.02035 0.8846796 2000-2009 –> 2010-2019 1.759171 29677.2173 29770.3841
mod Indo-Pacific (28.2,28.3] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 13834.42498 13880.66141 0.8578450 2000-2009 –> 2010-2019 1.724142 29227.3271 29320.4939
obs Indo-Pacific (28.2,28.3] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 5120.36719 5156.19898 1.9125102 2000-2009 –> 2010-2019 4.526916 9332.6436 9401.9508
mod Indo-Pacific (28.2,28.3] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 14795.69594 14841.93237 0.9367832 2000-2009 –> 2010-2019 1.779954 29862.3384 29955.5052
obs Indo-Pacific (28.2,28.3] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5086.71860 5122.55038 1.8866329 2000-2009 –> 2010-2019 4.554052 9334.4065 9403.7136
obs Indo-Pacific (28.2,28.3] cstar_tref ~ temp + aou + phosphate + phosphate_star 5168.33075 5199.04371 1.9515907 2000-2009 –> 2010-2019 4.568086 9380.0168 9439.4229
obs Indo-Pacific (28.2,28.3] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 5149.46879 5185.30058 1.9351767 2000-2009 –> 2010-2019 4.546467 9359.6422 9428.9493
mod Indo-Pacific (28.3,28.4] cstar_tref ~ aou + nitrate + phosphate + phosphate_star 10148.71358 10185.07682 1.1989267 2000-2009 –> 2010-2019 2.043086 17317.9865 17390.1096
mod Indo-Pacific (28.3,28.4] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 10143.34337 10185.76715 1.1975324 2000-2009 –> 2010-2019 2.040646 17307.5179 17391.6615
mod Indo-Pacific (28.3,28.4] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 10088.88432 10131.30810 1.1872803 2000-2009 –> 2010-2019 2.029095 17244.2284 17328.3720
obs Indo-Pacific (28.3,28.4] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1739.61257 1767.46477 2.1498137 2000-2009 –> 2010-2019 4.803731 2975.0499 3027.6909
obs Indo-Pacific (28.3,28.4] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1722.64552 1750.49772 2.1041338 2000-2009 –> 2010-2019 4.791117 2964.3978 3017.0388
obs Indo-Pacific (28.3,28.4] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1718.59110 1746.44330 2.0933627 2000-2009 –> 2010-2019 4.749395 2954.4349 3007.0759
obs Indo-Pacific (28.3,28.4] cstar_tref ~ sal + aou + silicate + phosphate_star 1720.74778 1744.62109 2.1044062 2000-2009 –> 2010-2019 4.800562 2962.2382 3007.3591
obs Indo-Pacific (28.3,28.4] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1732.52300 1760.37520 2.1306073 2000-2009 –> 2010-2019 4.788758 2968.7733 3021.4144
obs Indo-Pacific (28.3,28.4] cstar_tref ~ sal + silicate + phosphate + phosphate_star 1731.13490 1755.00822 2.1322582 2000-2009 –> 2010-2019 4.797185 2966.6836 3011.8044
mod Indo-Pacific (28.3,28.4] cstar_tref ~ sal + temp + aou + nitrate + phosphate 10073.37230 10115.79609 1.1843762 2000-2009 –> 2010-2019 2.023876 17212.9423 17297.0859
mod Indo-Pacific (28.3,28.4] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 10111.79100 10154.21478 1.1915818 2000-2009 –> 2010-2019 2.034125 17272.0910 17356.2347
obs Indo-Pacific (28.3,28.4] cstar_tref ~ sal + temp + aou + silicate + phosphate 1735.93363 1763.78583 2.1398255 2000-2009 –> 2010-2019 4.790466 2970.7409 3023.3819
obs Indo-Pacific (28.3,28.4] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1722.58949 1750.44169 2.1039846 2000-2009 –> 2010-2019 4.798367 2965.7443 3018.3854
mod Indo-Pacific (28.3,28.4] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 10075.27527 10117.69905 1.1847321 2000-2009 –> 2010-2019 2.025498 17223.4826 17307.6262
obs Indo-Pacific (28.3,28.4] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1731.94541 1759.79761 2.1290501 2000-2009 –> 2010-2019 4.782735 2967.3382 3019.9792
mod Indo-Pacific (28.3,28.4] cstar_tref ~ temp + aou + nitrate + phosphate 10133.91007 10170.27331 1.1961279 2000-2009 –> 2010-2019 2.037972 17287.4533 17359.5763
mod Indo-Pacific (28.3,28.4] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 10129.77958 10172.20336 1.1949708 2000-2009 –> 2010-2019 2.035599 17277.0457 17361.1893
obs Indo-Pacific (28.3,28.4] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1717.90585 1745.75805 2.0915477 2000-2009 –> 2010-2019 4.788990 2961.6395 3014.2806
mod Indo-Pacific (28.3,28.4] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 10137.30290 10173.66614 1.1967688 2000-2009 –> 2010-2019 2.039845 17299.2239 17371.3470
mod Indo-Pacific (28.3,28.4] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 10132.97754 10175.40132 1.1955742 2000-2009 –> 2010-2019 2.037502 17289.0908 17373.2344
obs Indo-Pacific (28.4, Inf] cstar_tref ~ sal + temp + aou + phosphate -Inf -Inf 0.0000000 2000-2009 –> 2010-2019 1.656889 -Inf -Inf
obs Indo-Pacific (28.4, Inf] cstar_tref ~ sal + temp + nitrate + phosphate_star -Inf -Inf 0.0000000 2000-2009 –> 2010-2019 1.652663 -Inf -Inf
obs Indo-Pacific (28.4, Inf] cstar_tref ~ sal + temp + silicate + phosphate -Inf -Inf 0.0000000 2000-2009 –> 2010-2019 1.519547 -Inf -Inf
obs Indo-Pacific (28.4, Inf] cstar_tref ~ sal + temp + silicate + phosphate_star -Inf -Inf 0.0000000 2000-2009 –> 2010-2019 1.538645 -Inf -Inf
obs Indo-Pacific (28.4, Inf] cstar_tref ~ temp + aou + silicate + phosphate -Inf -Inf 0.0000000 2000-2009 –> 2010-2019 1.581647 -Inf -Inf
obs Indo-Pacific (28.4, Inf] cstar_tref ~ temp + aou + silicate + phosphate_star -Inf -Inf 0.0000000 2000-2009 –> 2010-2019 1.545706 -Inf -Inf
obs Indo-Pacific (28.4, Inf] cstar_tref ~ temp + nitrate + phosphate + phosphate_star -Inf -Inf 0.0000000 2000-2009 –> 2010-2019 1.853069 -Inf -Inf
obs Indo-Pacific (28.4, Inf] cstar_tref ~ temp + nitrate + silicate + phosphate -Inf -Inf 0.0000000 2000-2009 –> 2010-2019 1.567579 -Inf -Inf
obs Indo-Pacific (28.4, Inf] cstar_tref ~ temp + nitrate + silicate + phosphate_star -Inf -Inf 0.0000000 2000-2009 –> 2010-2019 1.674364 -Inf -Inf
obs Indo-Pacific (28.4, Inf] cstar_tref ~ temp + silicate + phosphate + phosphate_star -Inf -Inf 0.0000000 2000-2009 –> 2010-2019 1.565887 -Inf -Inf

7.3 Target variable coefficients

A data frame to map the target variable is prepared.

# create table with two era belonging to one eras
eras_forward <- GLODAP_glanced %>%
  arrange(era) %>% 
  group_by(basin, gamma_slab, model) %>% 
  mutate(eras = paste(era, lead(era), sep = " --> ")) %>% 
  ungroup() %>% 
  select(era, eras) %>% 
  unique()

eras_backward <- GLODAP_glanced %>%
  arrange(era) %>% 
  group_by(basin, gamma_slab, model) %>% 
  mutate(eras = paste(lag(era), era, sep = " --> ")) %>% 
  ungroup() %>% 
  select(era, eras) %>% 
  unique()

eras_era <- full_join(eras_backward, eras_forward) %>% 
  filter(str_detect(eras, "NA") == FALSE)

# extend best model selection from eras to era
lm_best <- full_join(
  lm_best_eras %>% select(data_source, basin, gamma_slab, model, eras),
  eras_era) %>% 
  drop_na() %>% 
  arrange(era, basin, gamma_slab, data_source)

lm_best <- left_join(
  lm_best,
  GLODAP_tidy %>% select(data_source, basin, gamma_slab, era, model, term, estimate))

rm(eras_era, eras_forward, eras_backward)

7.4 Cant coeffcients

A data frame of coefficient offsets is prepared to facilitate the direct mapping of Cant.

# subtract coefficients of adjacent era  
lm_best_cant <- lm_best %>%
  arrange(era) %>%
  group_by(data_source, basin, gamma_slab, eras, model, term) %>%
  mutate(delta_coeff = estimate - lag(estimate)) %>%
  ungroup() %>%
  arrange(basin, gamma_slab, model, term, eras) %>%
  drop_na() %>%
  select(-c(era,estimate))

# pivot to wide format
lm_best_cant <- lm_best_cant %>%
  pivot_wider(values_from = delta_coeff,
              names_from = term,
              names_prefix = "delta_coeff_",
              values_fill = 0)

7.5 Write files

# create table of target varaible coefficients in wide format
lm_best_target <- lm_best %>% 
  pivot_wider(names_from = "term",
              names_prefix = "coeff_",
              values_from = "estimate",
              values_fill = 0
              )


lm_best_target %>%
  write_csv(paste(path_version_data,
                  "lm_best_target.csv",
                  sep = ""))

lm_best_cant %>%
  write_csv(paste(path_version_data,
                  "lm_best_cant.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) %>%
  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
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
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) %>%
  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
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
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_eras$rmse,
        lm_all_eras$rmse_sum - lm_all_eras$rmse))

lm_all_eras %>%
  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
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_eras$rmse,
        lm_best_eras$rmse_sum - lm_best_eras$rmse))

lm_best_eras %>%
  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
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_cant %>% 
  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 phosphate phosphate_star sal silicate temp
Atlantic - mod
(-Inf,26] 4 6 8 8 10 7 5
(26,26.5] 8 8 8 7 6 6 7
(26.5,26.75] 6 7 7 7 6 6 10
(26.75,27] 8 5 8 6 5 10 6
(27,27.25] 9 8 6 5 5 10 6
(27.25,27.5] 7 8 4 6 7 10 7
(27.5,27.75] 8 5 8 5 10 7 5
(27.75,27.85] 5 4 4 6 10 10 6
(27.85,27.95] 7 3 5 6 9 9 7
(27.95,28.05] 4 3 4 8 9 6 10
(28.05,28.1] 6 1 7 6 7 6 10
(28.1,28.15] 6 1 6 7 7 7 10
(28.15,28.2] 6 10 2 6 5 5 9
(28.2, Inf] 9 10 4 4 10 4 5
total 93.00 79.00 81.00 87.00 106.00 103.00 103.00
Indo-Pacific - mod
(-Inf,26] 8 4 8 7 10 4 7
(26,26.5] 8 6 8 7 6 8 7
(26.5,26.75] 8 5 8 6 4 9 8
(26.75,27] 6 10 6 8 5 5 8
(27,27.25] 8 10 7 7 3 4 8
(27.25,27.5] 6 10 6 6 5 8 7
(27.5,27.75] 5 5 6 7 10 10 5
(27.75,27.85] 7 6 7 6 7 6 10
(27.85,27.95] 8 6 5 5 10 5 9
(27.95,28.05] 8 6 5 5 10 5 9
(28.05,28.1] 7 5 5 5 7 9 10
(28.1,28.2] 4 6 6 5 10 10 7
(28.2,28.3] 5 7 7 5 9 10 6
(28.3,28.4] 7 10 9 7 4 3 7
total 95.00 96.00 93.00 86.00 100.00 96.00 108.00
Atlantic - obs
(-Inf,26] 8 9 6 6 7 5 8
(26,26.5] 8 10 8 7 4 4 7
(26.5,26.75] 7 9 7 6 4 4 10
(26.75,27] 5 6 5 8 7 8 10
(27,27.25] 6 7 5 9 4 6 10
(27.25,27.5] 7 4 6 7 9 4 10
(27.5,27.75] 7 3 9 7 4 10 7
(27.75,27.85] 6 4 10 5 6 10 5
(27.85,27.95] 5 4 7 6 10 10 5
(27.95,28.05] 5 4 7 6 10 10 5
(28.05,28.1] 4 7 5 9 10 7 6
(28.1,28.15] 4 6 4 10 5 8 10
(28.15,28.2] 5 5 5 8 4 10 10
(28.2, Inf] 8 5 8 6 10 6 6
total 85.00 83.00 92.00 100.00 94.00 102.00 109.00
Indo-Pacific - obs
(-Inf,26] 8 6 6 6 10 5 8
(26,26.5] 5 5 5 7 10 5 10
(26.5,26.75] 6 10 6 7 5 4 9
(26.75,27] 7 8 7 6 3 6 8
(27,27.25] 6 4 6 7 10 10 4
(27.25,27.5] 6 4 6 7 10 10 4
(27.5,27.75] 7 3 7 5 7 10 7
(27.75,27.85] 5 5 5 8 4 10 10
(27.85,27.95] 7 6 5 7 3 10 9
(27.95,28.05] 9 7 10 7 3 4 4
(28.05,28.1] 9 6 8 6 5 7 5
(28.1,28.2] 8 5 9 6 9 6 4
(28.2,28.3] 10 5 10 9 3 5 5
(28.3,28.4] 7 3 7 8 9 10 4
(28.4, Inf] 3 4 6 6 4 7 10
total 103.00 81.00 103.00 102.00 95.00 109.00 101.00

8.4 RMSE alternatives

8.4.1 AIC

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

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

Version Author Date
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_eras %>% 
  ggplot(aes(rmse, AIC, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(data_source~basin)

Version Author Date
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_eras %>% 
  ggplot(aes(AIC, BIC, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(data_source~basin)

Version Author Date
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
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 actual models

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

GLODAP_augmented_best <- left_join(
  lm_best_target %>% select(data_source, basin, gamma_slab, era, model),
  GLODAP_augmented
)
# calculate equal axis limits and binwidth
axis_lims <- GLODAP_augmented %>%
  summarise(
    max_value = max(
      c(max(.fitted, max(!!sym(params_local$MLR_target))))
      ),
    min_value = min(
      c(min(.fitted, min(!!sym(params_local$MLR_target))))
    )
  )

i_binwidth <- 1
# binwidth_value <- (axis_lims$max_value - axis_lims$min_value) / 40
axis_lims <- c(axis_lims$min_value, axis_lims$max_value)

GLODAP_augmented %>%
  ggplot(aes(!!sym(params_local$MLR_target), .fitted)) +
  geom_bin2d(binwidth = i_binwidth) +
  scale_fill_viridis_c() +
  geom_abline(slope = 1,
              col = 'red') +
  coord_equal(xlim = axis_lims,
              ylim = axis_lims) +
  labs(title = "All models") +
  facet_wrap(~data_source)

Version Author Date
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
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 
GLODAP_augmented_best %>%
  ggplot(aes(!!sym(params_local$MLR_target), .fitted)) +
  geom_bin2d(binwidth = i_binwidth) +
  scale_fill_viridis_c() +
  geom_abline(slope = 1,
              col = 'red') +
  coord_equal(xlim = axis_lims,
              ylim = axis_lims) +
  labs(title = "Selected models") +
  facet_wrap(~data_source)

Version Author Date
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 
rm(binwidth_value, axis_lims)

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 = "white") +
  scale_fill_viridis_c() +
  labs(
    title = paste(
      "Target variable:",
      params_local$MLR_target,
      "| Selected models",
      "| All domains"
    )
  ) +
  facet_wrap(~data_source)

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

Version Author Date
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
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
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
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

8.6.4 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
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
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

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(basin, gamma_slab, lat_grid) %>% 
  mutate(eras = paste(lag(era), era, sep = " --> "),
         .resid_mean_offset = .resid_mean - lag(.resid_mean)
         ) %>% 
  ungroup() %>% 
  select(-era) %>% 
  drop_na() %>% 
  filter(eras != paste(unique(lat_residual$era)[1],
                       unique(lat_residual$era)[3],
                       sep = " --> "))

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

Version Author Date
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

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
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
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  metR_0.9.0       scico_1.2.0      patchwork_1.1.1 
[13] collapse_1.5.0   forcats_0.5.0    stringr_1.4.0    dplyr_1.0.5     
[17] purrr_0.3.4      readr_1.4.0      tidyr_1.1.2      tibble_3.0.4    
[21] 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            plyr_1.8.6              
[55] grid_4.0.3               blob_1.2.1               parallel_4.0.3          
[58] promises_1.1.1           crayon_1.3.4             lattice_0.20-41         
[61] haven_2.3.1              hms_0.5.3                pillar_1.4.7            
[64] reprex_0.3.0             glue_1.4.2               evaluate_0.14           
[67] RcppArmadillo_0.10.1.2.0 data.table_1.13.2        modelr_0.1.8            
[70] vctrs_0.3.5              httpuv_1.5.4             cellranger_1.1.0        
[73] gtable_0.3.0             reshape_0.8.8            assertthat_0.2.1        
[76] xfun_0.18                openxlsx_4.2.3           RcppEigen_0.3.3.7.0     
[79] later_1.1.0.1            viridisLite_0.3.0        ellipsis_0.3.1          
[82] here_0.1