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1 Required data

Required are:

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

2 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)

3 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

4 Fit all models

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

  • cstar_tref

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

# prepare nested data frame

GLODAP %>%
  filter_all(any_vars(is.na(.)))

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

# expand with model definitions

GLODAP_nested_lm <- expand_grid(
  GLODAP_nested,
  lm_all
)

# 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
# 
# library(parallel)
# library(multidplyr)
# 
# n_cores <- detectCores()
# system.time(
# cluster <- new_cluster(5)
# )
# 
# cluster
# 
# system.time(
#   GLODAP_nested_lm <-
#     expand_grid(GLODAP,
#                 lm_all) %>%
#     group_by(gamma_slab, era, basin, data_source, model, predictors, n) %>%
#     partition(cluster)
# )
# 
# GLODAP_nested_lm 
# 
# cluster %>%
#   cluster_library(c("tidyverse",
#                     "broom",
#                     "olsrr",
#                     "purrr"))
# 
# cluster_call(cluster, search())
# 
# system.time(
# 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)
#   )
# )
# 
# system.time(
# GLODAP_nested_lm_fit <- GLODAP_nested_lm_fit %>% 
#   collect()
# )
# 
# 
# 
# library(furrr)
# 
# plan(sequential)
# plan(multisession, workers = 5)
# 
# # This does run in parallel!
# system.time(
# GLODAP_nested_lm_fit <- 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)
#   )
# )



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

5 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)

6 Prepare coeffcients

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

6.1 VIF threshold

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

  • 200

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>

6.2 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 ~ aou + nitrate + silicate + phosphate + phosphate_star 305.2392 322.8152 1.1987469 2000-2009 –> 2010-2019 2.430013 615.3497 650.5018
obs Atlantic (-Inf,26] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 869.6229 889.8554 6.0356828 2000-2009 –> 2010-2019 12.022334 1737.0761 1777.5410
mod Atlantic (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 291.9667 309.5427 1.1144386 2000-2009 –> 2010-2019 2.226164 583.4897 618.6417
mod Atlantic (-Inf,26] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 291.8361 309.4121 1.1136394 2000-2009 –> 2010-2019 2.224832 583.2718 618.4239
mod Atlantic (-Inf,26] cstar_tref ~ sal + silicate + phosphate + phosphate_star 290.8639 305.9290 1.1199462 2000-2009 –> 2010-2019 2.231742 580.3985 610.5288
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 856.9728 877.2053 5.7553634 2000-2009 –> 2010-2019 11.540437 1715.3152 1755.7801
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 856.9724 877.2049 5.7553555 2000-2009 –> 2010-2019 11.542046 1715.3892 1755.8541
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 292.2480 309.8240 1.1161626 2000-2009 –> 2010-2019 2.229943 584.1072 619.2592
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 291.8264 309.4024 1.1135803 2000-2009 –> 2010-2019 2.223979 583.1321 618.2841
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 857.0383 877.2708 5.7567807 2000-2009 –> 2010-2019 11.549912 1715.7509 1756.2158
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 304.8889 322.4649 1.1964418 2000-2009 –> 2010-2019 2.362218 605.0521 640.2041
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 291.9317 309.5077 1.1142248 2000-2009 –> 2010-2019 2.225980 583.4596 618.6116
obs Atlantic (-Inf,26] cstar_tref ~ temp + aou + nitrate + phosphate 865.7515 883.0936 5.9933684 2000-2009 –> 2010-2019 11.957629 1730.2080 1764.8922
obs Atlantic (-Inf,26] cstar_tref ~ temp + aou + nitrate + phosphate_star 865.2088 882.5509 5.9811530 2000-2009 –> 2010-2019 11.935023 1729.2015 1763.8857
mod Atlantic (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 304.4551 322.0312 1.1935939 2000-2009 –> 2010-2019 2.418521 613.6263 648.7784
obs Atlantic (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 867.5586 887.7910 5.9890226 2000-2009 –> 2010-2019 11.944055 1733.6032 1774.0680
obs Atlantic (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 866.9829 887.2154 5.9760766 2000-2009 –> 2010-2019 11.919572 1732.5117 1772.9766
obs Atlantic (-Inf,26] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 863.5488 880.8909 5.9439430 2000-2009 –> 2010-2019 11.873601 1726.4575 1761.1417
mod Atlantic (-Inf,26] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 305.3493 322.9253 1.1994725 2000-2009 –> 2010-2019 2.430566 615.4345 650.5865
obs Atlantic (-Inf,26] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 865.2098 885.4423 5.9363733 2000-2009 –> 2010-2019 11.852534 1729.5124 1769.9773
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate 2861.2920 2886.7337 3.8889889 2000-2009 –> 2010-2019 7.803529 5729.3029 5780.1862
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 2850.8732 2880.5551 3.8421999 2000-2009 –> 2010-2019 7.683803 5701.5870 5760.9509
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 5345.9526 5379.1693 5.5706078 2000-2009 –> 2010-2019 11.009782 10651.3144 10717.7477
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2851.6130 2881.2950 3.8449715 2000-2009 –> 2010-2019 7.690054 5703.2556 5762.6195
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5364.6676 5397.8843 5.6322725 2000-2009 –> 2010-2019 11.145337 10692.9682 10759.4015
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 2852.5215 2882.2034 3.8483774 2000-2009 –> 2010-2019 7.734275 5714.9977 5774.3616
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 2821.4413 2851.1233 3.7335483 2000-2009 –> 2010-2019 7.452445 5638.8484 5698.2122
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 5425.9314 5459.1481 5.8389474 2000-2009 –> 2010-2019 11.476023 10792.0482 10858.4815
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2823.4077 2853.0896 3.7407106 2000-2009 –> 2010-2019 7.467311 5642.9379 5702.3017
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2854.6299 2884.3118 3.8562937 2000-2009 –> 2010-2019 7.712953 5709.3570 5768.7209
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5396.6878 5429.9044 5.7393640 2000-2009 –> 2010-2019 11.358886 10757.5024 10823.9357
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2874.3040 2903.9859 3.9309539 2000-2009 –> 2010-2019 7.879715 5753.2451 5812.6090
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2824.7103 2854.3922 3.7454627 2000-2009 –> 2010-2019 7.477776 5645.8123 5705.1761
obs Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + phosphate 5343.9897 5372.4612 5.5707296 2000-2009 –> 2010-2019 11.010048 10647.3966 10704.3394
obs Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + phosphate_star 5362.7034 5391.1748 5.6323910 2000-2009 –> 2010-2019 11.145569 10689.0391 10745.9819
obs Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5343.6109 5376.8275 5.5629397 2000-2009 –> 2010-2019 10.983366 10643.1031 10709.5364
obs Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5361.1376 5394.3542 5.6205893 2000-2009 –> 2010-2019 11.107889 10681.4747 10747.9080
obs Atlantic (26,26.5] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 5395.6831 5424.1545 5.7427253 2000-2009 –> 2010-2019 11.365820 10755.5784 10812.5212
mod Atlantic (26,26.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2880.6608 2910.3428 3.9553847 2000-2009 –> 2010-2019 7.905062 5759.8401 5819.2039
obs Atlantic (26,26.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5390.3977 5423.6143 5.7181671 2000-2009 –> 2010-2019 11.298819 10739.4126 10805.8459
mod Atlantic (26.5,26.75] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3457.6910 3489.3457 3.0440450 2000-2009 –> 2010-2019 5.928724 6842.2500 6905.5593
mod Atlantic (26.5,26.75] cstar_tref ~ aou + silicate + phosphate + phosphate_star 3477.3333 3504.4659 3.0928738 2000-2009 –> 2010-2019 6.020766 6880.1143 6934.3794
mod Atlantic (26.5,26.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3443.9785 3475.6332 3.0135069 2000-2009 –> 2010-2019 5.901663 6830.1756 6893.4849
mod Atlantic (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate 3442.9003 3470.0329 3.0155502 2000-2009 –> 2010-2019 5.904727 6827.5782 6881.8433
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 6963.0700 6998.2674 5.2662735 2000-2009 –> 2010-2019 10.312244 13829.7344 13900.1292
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate_star 6961.3375 6991.5067 5.2668980 2000-2009 –> 2010-2019 10.312926 13826.0278 13886.3662
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 3430.1532 3461.8078 2.9830277 2000-2009 –> 2010-2019 5.824624 6794.2475 6857.5568
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 6957.1501 6992.3475 5.2524724 2000-2009 –> 2010-2019 10.296615 13822.9971 13893.3920
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3436.2433 3467.8980 2.9964158 2000-2009 –> 2010-2019 5.851430 6806.7444 6870.0537
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6956.5490 6991.7464 5.2510733 2000-2009 –> 2010-2019 10.296799 13823.1041 13893.4989
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3483.9241 3515.5787 3.1033315 2000-2009 –> 2010-2019 6.084901 6913.4121 6976.7214
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6961.7844 6996.9818 5.2632733 2000-2009 –> 2010-2019 10.319931 13833.2218 13903.6166
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + phosphate + phosphate_star 6960.8730 6991.0422 5.2658137 2000-2009 –> 2010-2019 10.313657 13826.3744 13886.7128
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3438.1942 3469.8488 3.0007171 2000-2009 –> 2010-2019 5.860470 6810.9503 6874.2596
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6956.9528 6992.1502 5.2520131 2000-2009 –> 2010-2019 10.299058 13824.0973 13894.4921
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3485.0058 3516.6604 3.1058008 2000-2009 –> 2010-2019 6.048236 6896.5252 6959.8345
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6961.1615 6996.3589 5.2618202 2000-2009 –> 2010-2019 10.320492 13833.4972 13903.8920
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3495.9719 3527.6265 3.1309451 2000-2009 –> 2010-2019 6.098246 6918.9361 6982.2454
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 6960.8701 6996.0675 5.2611407 2000-2009 –> 2010-2019 10.322931 13834.5964 13904.9912
obs Atlantic (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 6961.1132 6996.3106 5.2617076 2000-2009 –> 2010-2019 10.323994 13835.0605 13905.4553
mod Atlantic (26.75,27] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5445.1113 5480.6123 2.4261047 2000-2009 –> 2010-2019 4.557855 10585.4889 10656.4910
mod Atlantic (26.75,27] cstar_tref ~ aou + silicate + phosphate + phosphate_star 5570.6145 5601.0440 2.5610197 2000-2009 –> 2010-2019 4.798195 10822.7178 10883.5767
mod Atlantic (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5599.4669 5634.9679 2.5903757 2000-2009 –> 2010-2019 5.023848 11051.7216 11122.7236
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 5475.9862 5511.4872 2.4581076 2000-2009 –> 2010-2019 4.658538 10691.0721 10762.0741
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 8348.5104 8384.9291 5.3870963 2000-2009 –> 2010-2019 10.421957 16515.3915 16588.2288
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5519.9977 5555.4987 2.5044580 2000-2009 –> 2010-2019 4.758023 10791.2983 10862.3004
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 8321.0862 8357.5048 5.3323735 2000-2009 –> 2010-2019 10.312374 16458.5402 16531.3774
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 8317.0657 8353.4843 5.3243978 2000-2009 –> 2010-2019 10.296547 16450.2817 16523.1190
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5537.0531 5572.5541 2.5226539 2000-2009 –> 2010-2019 4.797853 10830.8634 10901.8655
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 8319.8287 8356.2473 5.3298777 2000-2009 –> 2010-2019 10.307091 16455.7786 16528.6159
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate_star 8343.7812 8374.9971 5.3816252 2000-2009 –> 2010-2019 10.428100 16514.8511 16577.2831
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5486.2386 5521.7396 2.4688276 2000-2009 –> 2010-2019 4.650646 10681.3119 10752.3139
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5506.4447 5541.9458 2.4900925 2000-2009 –> 2010-2019 4.700211 10731.8802 10802.8822
obs Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 8329.6920 8366.1107 5.3494857 2000-2009 –> 2010-2019 10.367648 16487.6506 16560.4878
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate 5650.7746 5681.2040 2.6496546 2000-2009 –> 2010-2019 4.980550 10999.5646 11060.4235
obs Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate_star 8347.8506 8379.0665 5.3897848 2000-2009 –> 2010-2019 10.454730 16528.7334 16591.1653
mod Atlantic (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5538.0214 5573.5224 2.5236910 2000-2009 –> 2010-2019 4.770709 10802.4680 10873.4700
obs Atlantic (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 8333.2010 8369.6197 5.3564789 2000-2009 –> 2010-2019 10.381866 16495.0237 16567.8610
obs Atlantic (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate_star 8339.2321 8370.4481 5.3725186 2000-2009 –> 2010-2019 10.416437 16508.9414 16571.3733
obs Atlantic (26.75,27] cstar_tref ~ temp + silicate + phosphate + phosphate_star 8346.8429 8378.0589 5.3877632 2000-2009 –> 2010-2019 10.450492 16526.5502 16588.9821
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate 7675.0744 7707.5000 2.4920327 2000-2009 –> 2010-2019 4.921298 15266.3233 15331.1746
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 7492.3439 7524.7696 2.3572364 2000-2009 –> 2010-2019 4.428052 14558.9944 14623.8458
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 16476.5205 16517.4658 5.9977319 2000-2009 –> 2010-2019 11.694498 32689.0374 32770.9279
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 7461.7354 7499.5653 2.3339601 2000-2009 –> 2010-2019 4.460938 14618.3181 14693.9780
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 7494.0351 7531.8651 2.3570149 2000-2009 –> 2010-2019 4.409699 14533.7885 14609.4484
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 16416.0180 16456.9633 5.9273837 2000-2009 –> 2010-2019 11.592497 32599.9630 32681.8535
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 7555.2979 7593.1279 2.4013703 2000-2009 –> 2010-2019 4.513267 14688.4988 14764.1587
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 16380.1821 16421.1274 5.8861059 2000-2009 –> 2010-2019 11.507268 32524.1879 32606.0784
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 7704.1846 7742.0146 2.5126775 2000-2009 –> 2010-2019 4.778849 15069.0669 15144.7268
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 16423.7344 16464.6796 5.9363097 2000-2009 –> 2010-2019 11.586874 32594.4926 32676.3831
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 7572.7083 7610.5383 2.4141274 2000-2009 –> 2010-2019 4.545757 14736.4695 14812.1294
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 16382.4418 16423.3871 5.8887002 2000-2009 –> 2010-2019 11.511713 32528.1356 32610.0262
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate_star 16472.2129 16507.3088 5.9950335 2000-2009 –> 2010-2019 11.666735 32660.1178 32730.3097
mod Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate 7685.6138 7718.0394 2.5000383 2000-2009 –> 2010-2019 4.698158 14948.3067 15013.1580
mod Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 7687.2672 7725.0972 2.4997747 2000-2009 –> 2010-2019 4.664677 14901.9238 14977.5838
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 16422.3337 16463.2790 5.9346885 2000-2009 –> 2010-2019 11.631070 32634.5047 32716.3952
mod Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 7682.4452 7720.2752 2.4961091 2000-2009 –> 2010-2019 4.644481 14871.9147 14947.5746
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 16368.4498 16409.3950 5.8726545 2000-2009 –> 2010-2019 11.504354 32522.0591 32603.9496
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate_star 16461.8366 16496.9325 5.9829150 2000-2009 –> 2010-2019 11.719308 32707.9011 32778.0930
obs Atlantic (27,27.25] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 16381.8401 16422.7853 5.8880093 2000-2009 –> 2010-2019 11.534146 32548.5791 32630.4696
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate 18437.9130 18474.7022 3.6355287 2000-2009 –> 2010-2019 7.107803 36563.4015 36636.9799
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate 18905.5426 18942.3318 3.8943376 2000-2009 –> 2010-2019 7.517759 37320.7711 37394.3494
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 17613.4830 17655.4760 4.6458670 2000-2009 –> 2010-2019 9.092021 34965.2684 35049.2545
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 17605.3754 17647.3684 4.6395472 2000-2009 –> 2010-2019 9.048568 34907.2086 34991.1947
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 18349.2255 18392.1462 3.5873658 2000-2009 –> 2010-2019 6.962462 36283.6896 36369.5310
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate 17703.9230 17739.9171 4.7185357 2000-2009 –> 2010-2019 9.228582 35138.6878 35210.6759
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate_star 17704.6885 17740.6825 4.7191421 2000-2009 –> 2010-2019 9.203228 35105.0713 35177.0593
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 18895.0866 18938.0073 3.8872107 2000-2009 –> 2010-2019 7.481700 37257.8012 37343.6426
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 17681.8867 17723.8798 4.6995317 2000-2009 –> 2010-2019 9.192624 35096.2201 35180.2062
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 18807.2547 18850.1755 3.8373246 2000-2009 –> 2010-2019 7.357888 37028.6601 37114.5015
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 17690.1139 17732.1070 4.7060278 2000-2009 –> 2010-2019 9.179145 35077.9098 35161.8959
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 17602.4975 17644.4905 4.6373059 2000-2009 –> 2010-2019 9.057865 34919.8965 35003.8826
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + nitrate + phosphate_star 18856.4894 18893.2786 3.8663461 2000-2009 –> 2010-2019 7.430336 37159.2603 37232.8387
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 18672.2037 18715.1245 3.7618654 2000-2009 –> 2010-2019 7.246943 36824.7196 36910.5610
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + phosphate + phosphate_star 17699.7162 17735.7102 4.7152040 2000-2009 –> 2010-2019 9.204131 35106.5258 35178.5139
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 18805.1009 18848.0216 3.8361093 2000-2009 –> 2010-2019 7.356622 37026.4079 37112.2493
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 17682.8322 17724.8253 4.7002778 2000-2009 –> 2010-2019 9.176439 35074.6791 35158.6652
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate_star 19060.1943 19096.9835 3.9839210 2000-2009 –> 2010-2019 7.534246 37336.8424 37410.4207
mod Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate 18754.7268 18791.5160 3.8089167 2000-2009 –> 2010-2019 7.333670 36982.2192 37055.7976
obs Atlantic (27.25,27.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 17782.2414 17824.2344 4.7793866 2000-2009 –> 2010-2019 9.391832 35352.7233 35436.7094
obs Atlantic (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 21240.9392 21284.1464 4.8429489 2000-2009 –> 2010-2019 9.351713 41975.3673 42061.7815
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate 32123.6759 32164.4874 2.7089548 2000-2009 –> 2010-2019 5.128165 62743.5094 62825.1324
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate 32553.3305 32594.1421 2.7979369 2000-2009 –> 2010-2019 5.280652 63517.6343 63599.2573
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate_star 32269.1687 32309.9802 2.7387651 2000-2009 –> 2010-2019 5.151152 62851.4555 62933.0785
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 32104.0664 32151.6799 2.7045550 2000-2009 –> 2010-2019 5.106985 62633.3704 62728.5973
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 21119.6992 21162.9063 4.7607689 2000-2009 –> 2010-2019 9.131823 41634.3892 41720.8034
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 31810.7426 31858.3561 2.6455342 2000-2009 –> 2010-2019 4.977782 61945.9025 62041.1294
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 21163.1217 21206.3288 4.7900404 2000-2009 –> 2010-2019 9.174418 41699.3729 41785.7871
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + nitrate + phosphate_star 32535.5353 32576.3469 2.7941941 2000-2009 –> 2010-2019 5.240493 63303.4027 63385.0258
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 31944.3542 31991.9677 2.6722572 2000-2009 –> 2010-2019 5.018271 62157.7541 62252.9810
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + phosphate + phosphate_star 32287.2589 32328.0704 2.7424945 2000-2009 –> 2010-2019 5.158035 62886.9151 62968.5381
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 31828.3942 31876.0077 2.6490492 2000-2009 –> 2010-2019 4.983827 61977.9655 62073.1924
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 21129.9196 21173.1268 4.7676424 2000-2009 –> 2010-2019 9.139545 41645.9849 41732.3991
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate_star 32888.2019 32929.0134 2.8693112 2000-2009 –> 2010-2019 5.300719 63574.8998 63656.5228
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 21124.1958 21167.4029 4.7637917 2000-2009 –> 2010-2019 9.164452 41686.7051 41773.1194
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 21192.9512 21236.1584 4.8102530 2000-2009 –> 2010-2019 9.239342 41801.0775 41887.4918
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate 21179.6456 21216.6802 4.8025822 2000-2009 –> 2010-2019 9.237785 41795.5437 41869.6131
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate_star 21227.8488 21264.8835 4.8353729 2000-2009 –> 2010-2019 9.287546 41870.8009 41944.8702
obs Atlantic (27.5,27.75] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 21139.9943 21183.2014 4.7744277 2000-2009 –> 2010-2019 9.180340 41710.9539 41797.3681
obs Atlantic (27.5,27.75] cstar_tref ~ temp + silicate + phosphate + phosphate_star 21191.7909 21228.8256 4.8108231 2000-2009 –> 2010-2019 9.248261 41811.2584 41885.3277
obs Atlantic (27.75,27.85] cstar_tref ~ aou + nitrate + silicate + phosphate 14703.8060 14738.4727 5.2515537 2000-2009 –> 2010-2019 10.227839 29150.5788 29219.9123
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 8893.3860 8928.3709 1.4124723 2000-2009 –> 2010-2019 2.718004 17390.4382 17460.4081
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 14677.3942 14717.8387 5.2203926 2000-2009 –> 2010-2019 10.150887 29082.0333 29162.9224
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate 8635.5710 8670.5559 1.3419541 2000-2009 –> 2010-2019 2.600458 16947.9443 17017.9142
obs Atlantic (27.75,27.85] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 14676.1122 14716.5568 5.2189909 2000-2009 –> 2010-2019 10.154786 29085.8819 29166.7710
mod Atlantic (27.75,27.85] cstar_tref ~ sal + nitrate + silicate + phosphate_star 9327.0869 9362.0718 1.5395588 2000-2009 –> 2010-2019 3.076019 18644.0332 18714.0031
mod Atlantic (27.75,27.85] cstar_tref ~ sal + silicate + phosphate + phosphate_star 9322.6009 9357.5858 1.5381875 2000-2009 –> 2010-2019 3.075626 18642.7502 18712.7201
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 8893.2309 8934.0467 1.4118677 2000-2009 –> 2010-2019 2.701805 17331.7933 17413.4248
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 8586.8128 8627.6286 1.3284910 2000-2009 –> 2010-2019 2.536769 16696.1643 16777.7958
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 8759.2009 8800.0167 1.3747728 2000-2009 –> 2010-2019 2.629526 17058.5468 17140.1783
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 14697.8095 14738.2540 5.2427646 2000-2009 –> 2010-2019 10.196179 29124.5900 29205.4791
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 8763.2452 8804.0610 1.3758778 2000-2009 –> 2010-2019 2.630924 17063.7663 17145.3978
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 8745.5882 8786.4039 1.3710602 2000-2009 –> 2010-2019 2.623954 17037.4693 17119.1008
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 14709.4046 14749.8491 5.2555137 2000-2009 –> 2010-2019 10.218516 29145.4169 29226.3060
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate_star 8985.0114 9019.9963 1.4384165 2000-2009 –> 2010-2019 2.711419 17355.0454 17425.0152
obs Atlantic (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 14681.5805 14722.0251 5.2249724 2000-2009 –> 2010-2019 10.157249 29087.9456 29168.8347
obs Atlantic (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 14668.7665 14709.2110 5.2109667 2000-2009 –> 2010-2019 10.131777 29064.0197 29144.9088
obs Atlantic (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate_star 14698.9897 14733.6565 5.2462583 2000-2009 –> 2010-2019 10.201183 29125.2256 29194.5591
obs Atlantic (27.75,27.85] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 14678.7132 14719.1577 5.2218351 2000-2009 –> 2010-2019 10.150106 29081.1998 29162.0889
obs Atlantic (27.75,27.85] cstar_tref ~ temp + silicate + phosphate + phosphate_star 14711.3317 14745.9984 5.2598387 2000-2009 –> 2010-2019 10.224854 29147.2805 29216.6140
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 33912.0850 33958.3047 5.4340806 2000-2009 –> 2010-2019 10.551574 67170.2522 67262.6916
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 33157.7102 33203.9299 5.0705208 2000-2009 –> 2010-2019 9.915564 65819.8816 65912.3211
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + phosphate 12138.8857 12168.0636 2.6618524 2000-2009 –> 2010-2019 5.277439 24189.0858 24247.4416
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate 11877.7083 11912.7218 2.5268927 2000-2009 –> 2010-2019 5.053055 23753.9552 23823.9822
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate_star 33161.1749 33200.7918 5.0730649 2000-2009 –> 2010-2019 9.919915 65825.4083 65904.6422
obs Atlantic (27.85,27.95] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 33695.0194 33741.2391 5.3268768 2000-2009 –> 2010-2019 10.333375 66714.3009 66806.7404
obs Atlantic (27.85,27.95] cstar_tref ~ sal + silicate + phosphate + phosphate_star 33733.8819 33773.4988 5.3468950 2000-2009 –> 2010-2019 10.364064 66774.3575 66853.5914
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 12073.5638 12108.5773 2.6266579 2000-2009 –> 2010-2019 5.181499 24006.9087 24076.9357
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate_star 12190.2644 12225.2779 2.6879659 2000-2009 –> 2010-2019 5.299797 24235.1957 24305.2227
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 11776.7905 11817.6395 2.4759962 2000-2009 –> 2010-2019 4.924766 23497.6551 23579.3532
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 33032.9107 33079.1304 5.0127653 2000-2009 –> 2010-2019 9.839870 65654.6729 65747.1124
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 11856.4571 11897.3061 2.5153034 2000-2009 –> 2010-2019 5.002070 23655.2015 23736.8996
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 32972.4867 33018.7065 4.9850388 2000-2009 –> 2010-2019 9.798164 65562.6528 65655.0923
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 33041.3123 33087.5320 5.0166328 2000-2009 –> 2010-2019 9.912659 65817.5194 65909.9588
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 11889.4335 11930.2826 2.5317559 2000-2009 –> 2010-2019 5.032686 23716.9053 23798.6034
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + phosphate + phosphate_star 12157.1369 12192.1504 2.6704186 2000-2009 –> 2010-2019 5.268550 24175.4691 24245.4960
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate 33048.0686 33087.6855 5.0206666 2000-2009 –> 2010-2019 9.917993 65825.1671 65904.4010
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 11842.4313 11883.2803 2.5083381 2000-2009 –> 2010-2019 4.989615 23629.9983 23711.6964
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 33028.4598 33074.6795 5.0107177 2000-2009 –> 2010-2019 9.834503 65642.7270 65735.1665
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate_star 12042.4190 12077.4325 2.6105339 2000-2009 –> 2010-2019 5.164480 23973.9917 24044.0187
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 35739.4721 35785.7609 6.2229325 2000-2009 –> 2010-2019 12.142046 70928.2432 71020.8208
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 35254.0064 35300.2952 5.9543143 2000-2009 –> 2010-2019 11.681064 70079.2875 70171.8651
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate_star 35292.9251 35332.6012 5.9765008 2000-2009 –> 2010-2019 11.728312 70164.2487 70243.6010
obs Atlantic (27.95,28.05] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 35429.0619 35475.3507 6.0498125 2000-2009 –> 2010-2019 11.829201 70355.0092 70447.5867
obs Atlantic (27.95,28.05] cstar_tref ~ sal + silicate + phosphate + phosphate_star 35479.2105 35518.8866 6.0785562 2000-2009 –> 2010-2019 11.881286 70447.5019 70526.8541
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 15870.6800 15906.4671 3.8082718 2000-2009 –> 2010-2019 7.624572 31753.4775 31825.0516
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate_star 15894.4752 15930.2622 3.8240531 2000-2009 –> 2010-2019 7.652466 31795.5065 31867.0805
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 15780.4320 15822.1835 3.7477044 2000-2009 –> 2010-2019 7.522436 31602.2101 31685.7132
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 35375.7940 35422.0828 6.0205922 2000-2009 –> 2010-2019 11.813669 70327.7676 70420.3452
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 15786.6123 15828.3638 3.7517319 2000-2009 –> 2010-2019 7.528783 31611.9260 31695.4290
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 35287.2565 35333.5453 5.9723365 2000-2009 –> 2010-2019 11.722743 70157.8923 70250.4699
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + nitrate + phosphate_star 15946.6666 15982.4536 3.8588968 2000-2009 –> 2010-2019 7.697924 31863.6285 31935.2026
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 35551.2165 35597.5053 6.1173575 2000-2009 –> 2010-2019 12.093595 70845.6576 70938.2352
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 15732.1206 15773.8721 3.7163699 2000-2009 –> 2010-2019 7.448022 31487.8541 31571.3572
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + phosphate + phosphate_star 15891.8701 15927.6571 3.8223222 2000-2009 –> 2010-2019 7.649903 31791.6514 31863.2254
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + phosphate_star 15945.2044 15975.0269 3.8592575 2000-2009 –> 2010-2019 7.700747 31863.8557 31923.5007
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate 35589.8707 35629.5468 6.1400040 2000-2009 –> 2010-2019 12.128127 70904.1706 70983.5228
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 15786.7560 15828.5075 3.7518256 2000-2009 –> 2010-2019 7.529007 31612.2686 31695.7717
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 35346.8492 35393.1380 6.0047736 2000-2009 –> 2010-2019 11.780263 70265.3703 70357.9479
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate_star 15785.7396 15821.5266 3.7524670 2000-2009 –> 2010-2019 7.532771 31614.0064 31685.5805
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 25854.8743 25898.8500 6.3571223 2000-2009 –> 2010-2019 12.567239 51524.7790 51612.7302
obs Atlantic (28.05,28.1] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 25870.7063 25914.6819 6.3698654 2000-2009 –> 2010-2019 12.590630 51554.1551 51642.1063
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 25845.6757 25889.6513 6.3497300 2000-2009 –> 2010-2019 12.565123 51522.2951 51610.2463
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 5588.7201 5626.4859 1.3407097 2000-2009 –> 2010-2019 2.624150 11035.3008 11110.8323
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 5319.8401 5352.2108 1.2352007 2000-2009 –> 2010-2019 2.414210 10488.0835 10552.8248
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate_star 5380.7031 5413.0738 1.2585070 2000-2009 –> 2010-2019 2.459200 10608.2863 10673.0276
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate_star 25851.2658 25888.9592 6.3558290 2000-2009 –> 2010-2019 12.574826 51530.4681 51605.8549
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 5321.8323 5359.5980 1.2351978 2000-2009 –> 2010-2019 2.413692 10490.6537 10566.1852
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5381.5816 5419.3473 1.2580735 2000-2009 –> 2010-2019 2.458756 10611.1365 10686.6680
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 25815.3324 25859.3080 6.3254064 2000-2009 –> 2010-2019 12.505244 51446.5948 51534.5461
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 25848.8614 25892.8370 6.3522892 2000-2009 –> 2010-2019 12.570220 51528.7081 51616.6593
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + nitrate + phosphate_star 25847.1058 25884.7992 6.3524855 2000-2009 –> 2010-2019 12.570475 51525.0264 51600.4132
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 25829.6831 25873.6587 6.3368985 2000-2009 –> 2010-2019 12.535214 51484.5492 51572.5004
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + phosphate + phosphate_star 25870.9186 25908.6120 6.3716480 2000-2009 –> 2010-2019 12.602524 51565.2072 51640.5940
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 25861.3646 25905.3402 6.3623432 2000-2009 –> 2010-2019 12.576737 51536.7120 51624.6632
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate_star 5706.4320 5738.8026 1.3909203 2000-2009 –> 2010-2019 2.715306 11253.2648 11318.0060
mod Atlantic (28.05,28.1] cstar_tref ~ temp + aou + phosphate 5457.8428 5484.8183 1.2894707 2000-2009 –> 2010-2019 2.496341 10700.1337 10754.0848
mod Atlantic (28.05,28.1] cstar_tref ~ temp + aou + phosphate_star 5525.3962 5552.3718 1.3165033 2000-2009 –> 2010-2019 2.548064 10833.6263 10887.5773
mod Atlantic (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate 5456.5248 5488.8955 1.2881574 2000-2009 –> 2010-2019 2.492585 10694.2182 10758.9595
mod Atlantic (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate_star 5526.5195 5558.8901 1.3161489 2000-2009 –> 2010-2019 2.546706 10834.0957 10898.8370
mod Atlantic (28.1,28.15] cstar_tref ~ sal + aou + silicate + phosphate 8593.8884 8628.8661 1.3335985 2000-2009 –> 2010-2019 2.602529 16937.8532 17007.8087
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate 8517.6326 8552.6104 1.3135255 2000-2009 –> 2010-2019 2.581969 16859.6678 16929.6233
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate_star 8560.4866 8595.4644 1.3247686 2000-2009 –> 2010-2019 2.603582 16943.4601 17013.4156
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate 8300.1484 8340.9558 1.2574204 2000-2009 –> 2010-2019 2.465415 16398.6682 16480.2831
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 8364.5546 8405.3620 1.2736310 2000-2009 –> 2010-2019 2.497099 16527.0725 16608.6873
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 20256.9496 20299.1053 6.6976405 2000-2009 –> 2010-2019 13.331570 40455.6334 40539.9448
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 8572.1949 8613.0023 1.3273290 2000-2009 –> 2010-2019 2.604333 16950.0469 17031.6617
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 20259.1774 20301.3331 6.7000886 2000-2009 –> 2010-2019 13.337908 40461.4345 40545.7459
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + phosphate + phosphate_star 8534.7564 8569.7342 1.3180066 2000-2009 –> 2010-2019 2.590758 16893.8386 16963.7942
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + phosphate + phosphate_star 20277.9706 20314.1040 6.7229813 2000-2009 –> 2010-2019 13.390265 40505.2270 40577.4939
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 8321.7111 8362.5185 1.2628245 2000-2009 –> 2010-2019 2.476184 16442.5158 16524.1306
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 20263.4028 20305.5585 6.7047343 2000-2009 –> 2010-2019 13.346428 40469.2176 40553.5289
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate_star 20267.5779 20303.7113 6.7115295 2000-2009 –> 2010-2019 13.363435 40480.7580 40553.0248
obs Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 20267.8770 20310.0326 6.7096571 2000-2009 –> 2010-2019 13.356964 40478.8416 40563.1530
mod Atlantic (28.1,28.15] cstar_tref ~ temp + aou + silicate + phosphate 8570.0855 8605.0633 1.3273001 2000-2009 –> 2010-2019 2.583107 16861.7790 16931.7345
obs Atlantic (28.1,28.15] cstar_tref ~ temp + aou + silicate + phosphate_star 20266.6305 20302.7640 6.7104866 2000-2009 –> 2010-2019 13.358669 40476.3978 40548.6646
obs Atlantic (28.1,28.15] cstar_tref ~ temp + nitrate + silicate + phosphate_star 20269.8007 20305.9342 6.7139772 2000-2009 –> 2010-2019 13.367239 40484.2238 40556.4907
mod Atlantic (28.1,28.15] cstar_tref ~ temp + silicate + phosphate + phosphate_star 8600.7265 8635.7043 1.3354135 2000-2009 –> 2010-2019 2.598946 16923.2546 16993.2102
obs Atlantic (28.1,28.15] cstar_tref ~ temp + silicate + phosphate + phosphate_star 20272.5817 20308.7151 6.7170408 2000-2009 –> 2010-2019 13.372386 40488.9134 40561.1803
obs Atlantic (28.1,28.15] cstar_tref ~ temp + silicate + phosphate_star 20276.3023 20306.4135 6.7233472 2000-2009 –> 2010-2019 13.388268 40499.3982 40559.6206
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate 12337.3562 12375.5194 1.0228814 2000-2009 –> 2010-2019 1.992951 24221.4639 24297.7903
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 12241.9076 12286.4314 1.0112893 2000-2009 –> 2010-2019 1.969186 24020.0526 24109.1002
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate 7483.5722 7514.8015 3.8827126 2000-2009 –> 2010-2019 7.739478 14949.0942 15011.5529
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate_star 7497.5109 7528.7402 3.9028688 2000-2009 –> 2010-2019 7.781116 14977.9855 15040.4442
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 12711.1696 12755.6933 1.0683448 2000-2009 –> 2010-2019 2.072858 24895.5946 24984.6422
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 7462.3087 7498.7429 3.8493039 2000-2009 –> 2010-2019 7.672529 14906.3168 14979.1853
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 7468.8724 7505.3067 3.8587009 2000-2009 –> 2010-2019 7.692843 14920.5565 14993.4250
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + nitrate + phosphate_star 12485.8511 12524.0143 1.0408018 2000-2009 –> 2010-2019 2.023971 24484.6497 24560.9761
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 12472.9443 12517.4681 1.0389888 2000-2009 –> 2010-2019 2.019326 24449.0800 24538.1275
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + phosphate + phosphate_star 7494.2204 7525.4498 3.8981011 2000-2009 –> 2010-2019 7.771637 14971.4228 15033.8815
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 12771.2049 12815.7287 1.0758728 2000-2009 –> 2010-2019 2.088390 25023.4837 25112.5313
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 7464.6518 7501.0861 3.8526559 2000-2009 –> 2010-2019 7.680516 14911.9222 14984.7907
mod Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate 12728.9362 12760.7389 1.0710681 2000-2009 –> 2010-2019 2.084299 24983.2415 25046.8469
mod Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate 12287.9985 12326.1617 1.0169935 2000-2009 –> 2010-2019 1.979161 24102.1799 24178.5064
obs Atlantic (28.15,28.2] cstar_tref ~ temp + aou + phosphate 7485.3680 7511.3925 3.8881913 2000-2009 –> 2010-2019 7.750265 14952.5924 15004.6413
obs Atlantic (28.15,28.2] cstar_tref ~ temp + aou + silicate + phosphate 7463.5507 7494.7801 3.8539425 2000-2009 –> 2010-2019 7.681647 14908.7112 14971.1699
obs Atlantic (28.15,28.2] cstar_tref ~ temp + aou + silicate + phosphate_star 7474.8726 7506.1020 3.8701854 2000-2009 –> 2010-2019 7.715447 14932.3531 14994.8118
mod Atlantic (28.15,28.2] cstar_tref ~ temp + nitrate + phosphate_star 12523.3362 12555.1389 1.0456195 2000-2009 –> 2010-2019 2.039337 24611.3748 24674.9802
mod Atlantic (28.15,28.2] cstar_tref ~ temp + nitrate + silicate + phosphate_star 12475.3297 12513.4929 1.0395218 2000-2009 –> 2010-2019 2.021529 24464.0138 24540.3403
obs Atlantic (28.15,28.2] cstar_tref ~ temp + silicate + phosphate + phosphate_star 7469.4189 7500.6483 3.8623527 2000-2009 –> 2010-2019 7.699632 14921.3054 14983.7641
mod Atlantic (28.2, Inf] cstar_tref ~ aou + nitrate + silicate + phosphate_star 17630.8371 17671.7939 0.8821985 2000-2009 –> 2010-2019 1.687659 34022.2155 34104.1293
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate 14824.9053 14859.0360 0.7180566 2000-2009 –> 2010-2019 1.378394 28508.4962 28576.7577
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate_star 14823.4858 14864.4427 0.7178764 2000-2009 –> 2010-2019 1.378148 28507.7162 28589.6300
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate 14571.3140 14612.2709 0.7047073 2000-2009 –> 2010-2019 1.354812 28044.1832 28126.0969
obs Atlantic (28.2, Inf] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 16285.2690 16327.5024 3.3898550 2000-2009 –> 2010-2019 6.778452 32568.2505 32652.7172
obs Atlantic (28.2, Inf] cstar_tref ~ sal + silicate + phosphate + phosphate_star 16291.0965 16327.2965 3.3941624 2000-2009 –> 2010-2019 6.786486 32578.8529 32651.2529
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate 14815.0668 14856.0237 0.7174327 2000-2009 –> 2010-2019 1.377677 28498.7310 28580.6448
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate 16322.1522 16364.3855 3.4101995 2000-2009 –> 2010-2019 6.820015 32643.6101 32728.0768
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 16285.2767 16327.5101 3.3898592 2000-2009 –> 2010-2019 6.788067 32585.7150 32670.1817
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 14540.1347 14587.9177 0.7029927 2000-2009 –> 2010-2019 1.350529 27961.0816 28056.6477
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate_star 16283.2913 16319.4913 3.3898672 2000-2009 –> 2010-2019 6.788075 32581.7302 32654.1302
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 18851.4577 18899.2407 0.9647703 2000-2009 –> 2010-2019 1.860331 36689.0456 36784.6116
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 16315.8825 16358.1159 3.4067325 2000-2009 –> 2010-2019 6.810986 32627.2774 32711.7440
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 16237.8133 16280.0467 3.3638572 2000-2009 –> 2010-2019 6.733726 32486.6326 32571.0993
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 16280.9624 16323.1957 3.3874874 2000-2009 –> 2010-2019 6.780616 32572.1811 32656.6478
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + nitrate + phosphate_star 17289.4677 17330.4245 0.8603620 2000-2009 –> 2010-2019 1.671742 33780.5740 33862.4877
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 16992.5136 17040.2966 0.8416832 2000-2009 –> 2010-2019 1.625356 33012.3987 33107.9647
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + phosphate + phosphate_star 16279.2441 16315.4441 3.3876422 2000-2009 –> 2010-2019 6.780816 32568.5452 32640.9452
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 16249.9196 16292.1530 3.3704704 2000-2009 –> 2010-2019 6.744044 32505.5119 32589.9786
mod Atlantic (28.2, Inf] cstar_tref ~ temp + aou + nitrate + silicate 17970.3600 18011.3168 0.9044666 2000-2009 –> 2010-2019 1.721237 34551.6434 34633.5571
mod Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 35394.8186 35441.4948 5.0722653 2000-2009 –> 2010-2019 10.132864 70762.8618 70856.2142
obs Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 46285.1743 46333.5408 5.5104562 2000-2009 –> 2010-2019 11.023898 92578.3665 92675.0996
mod Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + phosphate + phosphate_star 36809.6483 36849.6564 5.7295323 2000-2009 –> 2010-2019 11.457145 73615.3997 73695.4160
mod Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 36228.6421 36275.3183 5.4493469 2000-2009 –> 2010-2019 10.901853 72464.0225 72557.3749
obs Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 47619.6167 47667.9832 6.0302476 2000-2009 –> 2010-2019 12.019938 95139.3307 95236.0637
mod Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate 36928.8202 36968.8284 5.7885545 2000-2009 –> 2010-2019 11.514360 73730.9020 73810.9182
obs Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate 46742.7537 46784.2107 5.6842073 2000-2009 –> 2010-2019 11.403863 93577.5433 93660.4573
mod Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 36066.8614 36113.5376 5.3740550 2000-2009 –> 2010-2019 10.753371 72145.1001 72238.4524
obs Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 46559.4569 46607.8234 5.6135034 2000-2009 –> 2010-2019 11.242835 93160.5963 93257.3294
mod Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 36212.1989 36258.8751 5.4416464 2000-2009 –> 2010-2019 10.883656 72425.1745 72518.5268
obs Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 46587.3538 46635.7204 5.6240915 2000-2009 –> 2010-2019 11.266225 93222.1225 93318.8556
mod Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 36211.1881 36257.8643 5.4411734 2000-2009 –> 2010-2019 10.839424 72330.2856 72423.6379
obs Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 46743.8917 46792.2582 5.6838763 2000-2009 –> 2010-2019 11.403442 93580.4480 93677.1811
mod Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 37454.3924 37501.0686 6.0551518 2000-2009 –> 2010-2019 12.132556 74951.4393 75044.7916
obs Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 48035.0346 48083.4011 6.2018601 2000-2009 –> 2010-2019 12.371015 95991.7948 96088.5278
mod Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 37788.6024 37835.2786 6.2317132 2000-2009 –> 2010-2019 12.478638 75605.5534 75698.9058
obs Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 48151.6330 48199.9995 6.2508997 2000-2009 –> 2010-2019 12.470638 96229.2823 96326.0153
mod Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 36475.8223 36522.4985 5.5664255 2000-2009 –> 2010-2019 11.142869 72972.5535 73065.9059
obs Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 46781.9231 46830.2896 5.6984970 2000-2009 –> 2010-2019 11.417895 93618.0450 93714.7781
obs Indo-Pacific (-Inf,26] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 48038.0113 48086.3778 6.2031073 2000-2009 –> 2010-2019 12.440969 96158.7346 96255.4677
mod Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 26921.6850 26966.8154 4.3358322 2000-2009 –> 2010-2019 8.522855 53517.7428 53608.0036
obs Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 27468.9692 27514.0575 4.6804848 2000-2009 –> 2010-2019 9.106148 54419.1007 54509.2772
mod Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 27338.6153 27383.7457 4.5341126 2000-2009 –> 2010-2019 8.912123 54350.5634 54440.8242
obs Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 27509.8219 27554.9101 4.7011616 2000-2009 –> 2010-2019 9.151278 54511.0216 54601.1980
obs Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate 28085.2133 28123.8604 5.0033570 2000-2009 –> 2010-2019 9.712292 55608.3481 55685.6423
mod Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 25774.4712 25819.6016 3.8338701 2000-2009 –> 2010-2019 7.502329 51137.7239 51227.9847
obs Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 27584.1605 27629.2487 4.7390212 2000-2009 –> 2010-2019 9.262586 54737.0795 54827.2559
mod Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 26181.9828 26227.1132 4.0051476 2000-2009 –> 2010-2019 7.837409 51952.5404 52042.8012
obs Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 27666.4873 27711.5756 4.7813050 2000-2009 –> 2010-2019 9.347557 54906.4547 54996.6311
mod Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 27440.6008 27485.7312 4.5839787 2000-2009 –> 2010-2019 9.017451 54569.9276 54660.1884
obs Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 27520.7736 27565.8618 4.7067201 2000-2009 –> 2010-2019 9.163703 54536.2630 54626.4394
obs Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + nitrate + phosphate_star 27768.3619 27807.0089 4.8351947 2000-2009 –> 2010-2019 9.456012 55116.4217 55193.7158
obs Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 27565.8702 27610.9584 4.7296780 2000-2009 –> 2010-2019 9.293497 54800.8972 54891.0737
mod Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 26259.2727 26304.4031 4.0384856 2000-2009 –> 2010-2019 7.910802 52126.7796 52217.0404
obs Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 27667.5095 27712.5977 4.7818324 2000-2009 –> 2010-2019 9.349896 54911.1532 55001.3297
obs Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate_star 27667.5992 27706.2462 4.7829107 2000-2009 –> 2010-2019 9.366896 54941.4884 55018.7825
mod Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 26655.1145 26700.2449 4.2136272 2000-2009 –> 2010-2019 8.341613 53118.7672 53209.0280
mod Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 26776.9534 26822.0838 4.2690490 2000-2009 –> 2010-2019 8.446249 53351.1111 53441.3719
mod Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate 27296.3872 27335.0704 4.5145925 2000-2009 –> 2010-2019 8.909011 54341.2153 54418.5817
mod Indo-Pacific (26,26.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 26838.7643 26883.8947 4.2974435 2000-2009 –> 2010-2019 8.504140 53478.5287 53568.7895
mod Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 24976.0745 25020.5076 4.6583124 2000-2009 –> 2010-2019 8.978173 49315.5194 49404.3857
obs Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 27727.0926 27771.9505 5.3189793 2000-2009 –> 2010-2019 10.215881 54712.7216 54802.4374
obs Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 27815.2598 27860.1177 5.3715297 2000-2009 –> 2010-2019 10.323306 54900.8267 54990.5424
obs Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate 28306.6586 28345.1083 5.6753399 2000-2009 –> 2010-2019 10.887446 55849.7239 55926.6231
mod Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 24110.2500 24154.6831 4.2041300 2000-2009 –> 2010-2019 8.095472 47567.9764 47656.8427
obs Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 28307.6522 28352.5101 5.6747030 2000-2009 –> 2010-2019 10.885511 55850.4832 55940.1990
mod Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 24367.0358 24411.4689 4.3340058 2000-2009 –> 2010-2019 8.347141 48084.8709 48173.7372
obs Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 28386.6414 28431.4993 5.7249059 2000-2009 –> 2010-2019 10.984189 56012.5142 56102.2300
obs Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 27826.4374 27871.2953 5.3782289 2000-2009 –> 2010-2019 10.338021 54926.5085 55016.2243
obs Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + nitrate + phosphate_star 27919.5041 27957.9538 5.4355450 2000-2009 –> 2010-2019 10.480198 55169.7186 55246.6179
mod Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 24747.6927 24792.1258 4.5339511 2000-2009 –> 2010-2019 8.891873 49161.1744 49250.0407
obs Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 27904.6948 27949.5527 5.4253663 2000-2009 –> 2010-2019 10.438138 55100.0531 55189.7689
obs Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + phosphate + phosphate_star 28372.6974 28411.1470 5.7172863 2000-2009 –> 2010-2019 10.975932 55995.4846 56072.3839
mod Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 24387.4700 24431.9032 4.3445117 2000-2009 –> 2010-2019 8.371453 48134.2924 48223.1586
obs Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 28374.6024 28419.4603 5.7172258 2000-2009 –> 2010-2019 10.970815 55990.7619 56080.4777
mod Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate_star 24748.7783 24786.8638 4.5356090 2000-2009 –> 2010-2019 8.922722 49216.6067 49292.7778
mod Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 24640.9677 24685.4008 4.4769797 2000-2009 –> 2010-2019 8.696288 48781.6345 48870.5008
mod Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 24876.3173 24920.7504 4.6035772 2000-2009 –> 2010-2019 8.940678 49249.3773 49338.2435
mod Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate 24915.0217 24953.1072 4.6258329 2000-2009 –> 2010-2019 8.973224 49306.0844 49382.2555
mod Indo-Pacific (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 24911.5765 24956.0096 4.6228495 2000-2009 –> 2010-2019 8.981305 49326.0912 49414.9575
mod Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate 31704.8188 31751.3809 3.8622037 2000-2009 –> 2010-2019 7.373855 62321.1029 62414.2271
obs Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate 43795.1583 43843.1967 5.3676655 2000-2009 –> 2010-2019 10.213819 86146.5295 86242.6062
mod Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 31980.7662 32027.3283 3.9564977 2000-2009 –> 2010-2019 7.557001 62882.9063 62976.0304
obs Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 44094.3985 44142.4369 5.4825851 2000-2009 –> 2010-2019 10.435882 86754.6776 86850.7544
mod Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 31995.2552 32041.8172 3.9615118 2000-2009 –> 2010-2019 7.569539 62921.2762 63014.4004
obs Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 44146.0944 44194.1328 5.5026861 2000-2009 –> 2010-2019 10.476168 86863.8231 86959.8998
mod Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + nitrate + phosphate_star 32101.0816 32140.9920 3.9990272 2000-2009 –> 2010-2019 7.697950 63309.7341 63389.5548
mod Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 31899.0990 31945.6611 3.9283538 2000-2009 –> 2010-2019 7.581224 62966.4258 63059.5500
obs Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 43878.8831 43926.9214 5.3995741 2000-2009 –> 2010-2019 10.283738 86340.6187 86436.6954
mod Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + phosphate 32775.7068 32815.6172 4.2419448 2000-2009 –> 2010-2019 8.163704 64653.5860 64733.4067
obs Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + phosphate 43883.7874 43924.9632 5.4022139 2000-2009 –> 2010-2019 10.303510 86392.9843 86475.3358
obs Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + phosphate_star 44177.9203 44219.0960 5.5158785 2000-2009 –> 2010-2019 10.522859 86988.4747 87070.8262
mod Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 32340.7356 32387.2977 4.0829717 2000-2009 –> 2010-2019 7.850572 63761.8474 63854.9716
obs Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 43745.5702 43793.6086 5.3488558 2000-2009 –> 2010-2019 10.203692 86122.2270 86218.3037
mod Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 32635.2634 32681.8255 4.1894544 2000-2009 –> 2010-2019 8.059392 64362.9659 64456.0900
obs Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 43971.6288 44019.6671 5.4351421 2000-2009 –> 2010-2019 10.369605 86578.0952 86674.1719
mod Indo-Pacific (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 32653.0594 32699.6215 4.1959766 2000-2009 –> 2010-2019 8.075044 64407.7199 64500.8440
obs Indo-Pacific (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 43976.5566 44024.5949 5.4370385 2000-2009 –> 2010-2019 10.374867 86592.6530 86688.7298
mod Indo-Pacific (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate_star 32766.2240 32806.1344 4.2384301 2000-2009 –> 2010-2019 8.204051 64771.3379 64851.1586
obs Indo-Pacific (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate_star 43974.9611 44016.1368 5.4371942 2000-2009 –> 2010-2019 10.377031 86594.8028 86677.1543
obs Indo-Pacific (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 58421.4626 58471.6957 4.9677685 2000-2009 –> 2010-2019 9.476415 114968.6151 115069.0813
obs Indo-Pacific (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 58806.1478 58856.3810 5.0676325 2000-2009 –> 2010-2019 9.698709 115871.1453 115971.6115
obs Indo-Pacific (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 58419.9884 58463.0454 4.9679037 2000-2009 –> 2010-2019 9.477167 114967.7851 115053.8990
obs Indo-Pacific (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate_star 58854.2529 58897.3098 5.0807867 2000-2009 –> 2010-2019 9.727820 115983.7335 116069.8475
obs Indo-Pacific (27,27.25] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 58659.6771 58709.9102 5.0293743 2000-2009 –> 2010-2019 9.618604 115549.2296 115649.6959
obs Indo-Pacific (27,27.25] cstar_tref ~ sal + silicate + phosphate + phosphate_star 58712.7541 58755.8111 5.0437265 2000-2009 –> 2010-2019 9.652831 115683.8317 115769.9456
mod Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate 39732.5381 39781.2506 3.1100892 2000-2009 –> 2010-2019 5.846923 77476.4996 77573.9246
mod Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 40169.1983 40217.9108 3.1986385 2000-2009 –> 2010-2019 6.021865 78396.5626 78493.9875
obs Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 58416.2612 58466.4944 4.9664318 2000-2009 –> 2010-2019 9.466411 114926.2233 115026.6896
obs Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 58626.9987 58677.2318 5.0208782 2000-2009 –> 2010-2019 9.571246 115352.1836 115452.6499
mod Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 40194.3295 40243.0420 3.2038108 2000-2009 –> 2010-2019 6.034202 78461.1143 78558.5392
mod Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 40193.2582 40241.9706 3.2035901 2000-2009 –> 2010-2019 6.099103 78813.8533 78911.2783
obs Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 58772.1684 58822.4015 5.0587312 2000-2009 –> 2010-2019 9.623596 115558.8324 115659.2986
obs Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 58584.2246 58634.4577 5.0097790 2000-2009 –> 2010-2019 9.552552 115277.1226 115377.5889
mod Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate 40141.3048 40183.0584 3.1933180 2000-2009 –> 2010-2019 6.041359 78502.7778 78586.2849
mod Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate_star 40518.3175 40560.0711 3.2716664 2000-2009 –> 2010-2019 6.193797 79279.2430 79362.7501
mod Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 39839.3603 39888.0728 3.1315223 2000-2009 –> 2010-2019 5.928615 77922.0715 78019.4965
mod Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 40355.4986 40404.2111 3.2371810 2000-2009 –> 2010-2019 6.132669 78975.9617 79073.3867
mod Indo-Pacific (27,27.25] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 40364.7329 40413.4454 3.2391034 2000-2009 –> 2010-2019 6.138717 79007.3400 79104.7650
mod Indo-Pacific (27,27.25] cstar_tref ~ temp + nitrate + silicate + phosphate_star 40398.0745 40439.8281 3.2464717 2000-2009 –> 2010-2019 6.186511 79254.0345 79337.5416
mod Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 52602.2124 52652.7454 3.2798363 2000-2009 –> 2010-2019 6.159462 102579.1175 102680.1836
obs Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 59919.5369 59970.3107 4.2635434 2000-2009 –> 2010-2019 8.242688 118397.6495 118499.1971
obs Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 60610.4883 60661.2621 4.4069909 2000-2009 –> 2010-2019 8.545787 119909.9819 120011.5295
obs Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate 59947.7112 59991.2316 4.2697092 2000-2009 –> 2010-2019 8.259666 118480.4833 118567.5241
obs Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate_star 60696.4593 60739.9797 4.4255975 2000-2009 –> 2010-2019 8.589881 120122.1404 120209.1812
mod Indo-Pacific (27.25,27.5] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 53428.2141 53478.7472 3.4169126 2000-2009 –> 2010-2019 6.455605 104489.8155 104590.8816
obs Indo-Pacific (27.25,27.5] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 60257.3716 60308.1454 4.3330878 2000-2009 –> 2010-2019 8.393026 119155.1890 119256.7366
obs Indo-Pacific (27.25,27.5] cstar_tref ~ sal + silicate + phosphate + phosphate_star 60391.8766 60435.3970 4.3615086 2000-2009 –> 2010-2019 8.461494 119492.6453 119579.6861
mod Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 53318.3853 53368.9184 3.3983612 2000-2009 –> 2010-2019 6.326278 103630.8003 103731.8663
obs Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 59799.3397 59850.1135 4.2390705 2000-2009 –> 2010-2019 8.183664 118095.3587 118196.9063
obs Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 59970.9331 60021.7069 4.2740510 2000-2009 –> 2010-2019 8.250793 118436.4331 118537.9807
mod Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 53339.4650 53389.9981 3.4019140 2000-2009 –> 2010-2019 6.334730 103685.6113 103786.6773
mod Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 52386.8707 52437.4037 3.2450128 2000-2009 –> 2010-2019 6.014798 101579.2004 101680.2665
obs Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 60048.0894 60098.8632 4.2898738 2000-2009 –> 2010-2019 8.276669 118566.3110 118667.8586
obs Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 59934.6240 59985.3978 4.2666251 2000-2009 –> 2010-2019 8.238008 118371.9655 118473.5131
mod Indo-Pacific (27.25,27.5] cstar_tref ~ temp + aou + nitrate + phosphate_star 53691.1035 53734.4175 3.4620733 2000-2009 –> 2010-2019 6.424327 104236.7306 104323.3587
mod Indo-Pacific (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 53070.7223 53121.2554 3.3568968 2000-2009 –> 2010-2019 6.217714 102915.4303 103016.4963
mod Indo-Pacific (27.25,27.5] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 53722.5778 53765.8918 3.4674788 2000-2009 –> 2010-2019 6.436078 104311.3723 104398.0004
mod Indo-Pacific (27.25,27.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 53067.1740 53117.7070 3.3563064 2000-2009 –> 2010-2019 6.218203 102919.4884 103020.5544
mod Indo-Pacific (27.25,27.5] cstar_tref ~ temp + nitrate + silicate + phosphate_star 53070.7602 53114.0742 3.3572359 2000-2009 –> 2010-2019 6.220945 102933.8475 103020.4755
mod Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 59178.2601 59229.7296 3.1471745 2000-2009 –> 2010-2019 5.810668 114508.2500 114611.1891
obs Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 65269.3032 65320.9063 3.8851985 2000-2009 –> 2010-2019 7.595053 129453.0635 129556.2696
mod Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 59029.7903 59081.2599 3.1269785 2000-2009 –> 2010-2019 5.785166 114313.7929 114416.7320
obs Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate 65472.8177 65517.0489 3.9193160 2000-2009 –> 2010-2019 7.674055 129937.2643 130025.7266
mod Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate_star 60131.4816 60175.5984 3.2802668 2000-2009 –> 2010-2019 6.062316 116463.7962 116552.0297
mod Indo-Pacific (27.5,27.75] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 59039.3588 59090.8283 3.1282762 2000-2009 –> 2010-2019 5.783531 114297.8982 114400.8373
mod Indo-Pacific (27.5,27.75] cstar_tref ~ sal + silicate + phosphate + phosphate_star 60309.2123 60353.3290 3.3056444 2000-2009 –> 2010-2019 6.104730 116782.3253 116870.5588
obs Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 65919.8480 65971.4510 3.9942258 2000-2009 –> 2010-2019 7.807667 130750.9489 130854.1550
obs Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 65964.7430 66016.3461 4.0018618 2000-2009 –> 2010-2019 7.824448 130852.1476 130955.3537
obs Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 64546.1536 64597.7566 3.7674923 2000-2009 –> 2010-2019 7.347420 127891.9235 127995.1295
mod Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 59591.6732 59643.1428 3.2040999 2000-2009 –> 2010-2019 5.945662 115587.9017 115690.8408
obs Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 64600.6888 64652.2919 3.7762433 2000-2009 –> 2010-2019 7.366085 128011.4702 128114.6763
obs Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 65984.9353 66036.5384 4.0053010 2000-2009 –> 2010-2019 7.831750 130896.0832 130999.2893
mod Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 59112.4478 59163.9174 3.1382061 2000-2009 –> 2010-2019 5.847624 114836.6867 114939.6258
mod Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 60027.5736 60079.0432 3.2652374 2000-2009 –> 2010-2019 6.019741 116132.4147 116235.3538
obs Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 64636.9022 64688.5052 3.7820654 2000-2009 –> 2010-2019 7.378133 128088.4097 128191.6158
mod Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate 59538.0968 59582.2136 3.1969422 2000-2009 –> 2010-2019 5.936070 115511.8379 115600.0714
mod Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 59526.6394 59578.1090 3.1950772 2000-2009 –> 2010-2019 5.929348 115461.4564 115564.3956
obs Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 64593.4067 64645.0097 3.7750736 2000-2009 –> 2010-2019 7.363822 127997.0238 128100.2299
obs Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate_star 64918.9284 64963.1596 3.8280419 2000-2009 –> 2010-2019 7.455930 128575.5203 128663.9827
mod Indo-Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 20510.3986 20555.1701 2.4472062 2000-2009 –> 2010-2019 4.572531 39771.6181 39861.1611
mod Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 20235.2766 20280.0481 2.3723663 2000-2009 –> 2010-2019 4.410805 39126.7621 39216.3051
mod Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 20490.2900 20535.0615 2.4416571 2000-2009 –> 2010-2019 4.588954 39842.6197 39932.1627
mod Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate_star 20471.7445 20510.1201 2.4371007 2000-2009 –> 2010-2019 4.531196 39599.8429 39676.5941
mod Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 20467.2498 20512.0213 2.4353145 2000-2009 –> 2010-2019 4.529350 39597.0932 39686.6362
obs Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 32299.6408 32346.6289 3.4437720 2000-2009 –> 2010-2019 6.784244 64229.0077 64322.9841
mod Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 20251.7429 20296.5144 2.3767805 2000-2009 –> 2010-2019 4.419744 39162.8690 39252.4120
mod Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 20541.9916 20586.7631 2.4559500 2000-2009 –> 2010-2019 4.579365 39795.2503 39884.7933
obs Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 32276.4411 32323.4292 3.4372069 2000-2009 –> 2010-2019 6.772331 64186.3275 64280.3039
mod Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + phosphate + phosphate_star 20476.0967 20514.4722 2.4382984 2000-2009 –> 2010-2019 4.534042 39611.1621 39687.9133
mod Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 20472.9365 20517.7080 2.4368784 2000-2009 –> 2010-2019 4.532610 39609.9506 39699.4936
obs Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 32297.0994 32344.0876 3.4430522 2000-2009 –> 2010-2019 6.783181 64225.2171 64319.1934
mod Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate_star 20558.3689 20596.7445 2.4610506 2000-2009 –> 2010-2019 4.587069 39820.4814 39897.2325
obs Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate_star 32321.3018 32361.5774 3.4504805 2000-2009 –> 2010-2019 6.793809 64259.0585 64339.6097
obs Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 32358.8192 32405.8074 3.4605752 2000-2009 –> 2010-2019 6.816003 64342.4969 64436.4733
obs Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 32301.4247 32348.4128 3.4442773 2000-2009 –> 2010-2019 6.788573 64244.6977 64338.6740
obs Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate_star 32338.9297 32379.2053 3.4554870 2000-2009 –> 2010-2019 6.811795 64323.7957 64404.3469
obs Indo-Pacific (27.75,27.85] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 32303.0055 32349.9936 3.4447251 2000-2009 –> 2010-2019 6.789423 64247.7425 64341.7189
obs Indo-Pacific (27.75,27.85] cstar_tref ~ temp + nitrate + silicate + phosphate_star 32303.6381 32343.9137 3.4454711 2000-2009 –> 2010-2019 6.791982 64252.9633 64333.5144
obs Indo-Pacific (27.75,27.85] cstar_tref ~ temp + silicate + phosphate + phosphate_star 32335.1975 32375.4730 3.4544264 2000-2009 –> 2010-2019 6.810117 64317.8289 64398.3800
mod Indo-Pacific (27.85,27.95] cstar_tref ~ sal + nitrate + silicate + phosphate_star 23949.3552 23988.9743 2.1761388 2000-2009 –> 2010-2019 4.096933 46538.4917 46617.7299
mod Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou 23792.8780 23825.8939 2.1455100 2000-2009 –> 2010-2019 4.072916 46417.4650 46483.4969
mod Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate_star 23486.3423 23525.9614 2.0856198 2000-2009 –> 2010-2019 3.920772 45578.4099 45657.6482
mod Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate 23778.8364 23818.4556 2.1423542 2000-2009 –> 2010-2019 4.059135 46345.1817 46424.4200
obs Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 44164.0877 44213.5109 3.1441434 2000-2009 –> 2010-2019 6.254561 88142.5082 88241.3545
mod Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 23474.3264 23520.5487 2.0829392 2000-2009 –> 2010-2019 3.908262 45509.8642 45602.3089
obs Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 44164.4146 44213.8377 3.1442030 2000-2009 –> 2010-2019 6.259916 88172.1214 88270.9677
mod Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate 23878.5781 23918.1972 2.1620517 2000-2009 –> 2010-2019 4.093096 46525.7200 46604.9582
mod Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 23673.2992 23719.5215 2.1213183 2000-2009 –> 2010-2019 3.984542 45932.8060 46025.2506
obs Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 44124.0305 44173.4537 3.1368362 2000-2009 –> 2010-2019 6.246624 88098.9675 88197.8137
mod Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + phosphate + phosphate_star 23495.5718 23535.1909 2.0873869 2000-2009 –> 2010-2019 3.924282 45597.9872 45677.2255
mod Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 23482.0715 23528.2938 2.0844201 2000-2009 –> 2010-2019 3.911066 45525.5054 45617.9500
obs Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 44165.2721 44214.6952 3.1443597 2000-2009 –> 2010-2019 6.260277 88174.1065 88272.9527
mod Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate_star 23671.2999 23710.9191 2.1213184 2000-2009 –> 2010-2019 3.984648 45929.4277 46008.6659
obs Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate_star 44202.4632 44244.8259 3.1515257 2000-2009 –> 2010-2019 6.269008 88217.9413 88302.6667
obs Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 44125.2117 44174.6348 3.1370515 2000-2009 –> 2010-2019 6.241033 88067.9729 88166.8192
obs Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 44141.2920 44190.7152 3.1399830 2000-2009 –> 2010-2019 6.252944 88133.7884 88232.6347
obs Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate 44189.4780 44231.8407 3.1491496 2000-2009 –> 2010-2019 6.267408 88209.2431 88293.9685
obs Indo-Pacific (27.85,27.95] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 44140.7543 44190.1774 3.1398849 2000-2009 –> 2010-2019 6.252319 88130.3365 88229.1827
obs Indo-Pacific (27.85,27.95] cstar_tref ~ temp + nitrate + silicate + phosphate_star 44140.4057 44182.7683 3.1401861 2000-2009 –> 2010-2019 6.254752 88139.7739 88224.4993
mod Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou 27912.5358 27946.5985 1.9304653 2000-2009 –> 2010-2019 3.720823 54812.7236 54880.8491
mod Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate_star 27329.7669 27370.6422 1.8482487 2000-2009 –> 2010-2019 3.525277 53353.3515 53435.1021
mod Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate 27851.2405 27892.1157 1.9213925 2000-2009 –> 2010-2019 3.697556 54646.4859 54728.2365
obs Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 74318.7033 74371.8410 3.0643359 2000-2009 –> 2010-2019 6.126199 148613.7782 148720.0536
mod Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 27118.0709 27165.7588 1.8190853 2000-2009 –> 2010-2019 3.451799 52783.8430 52879.2186
obs Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 74537.1274 74590.2651 3.0872903 2000-2009 –> 2010-2019 6.178191 149108.4624 149214.7379
mod Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + nitrate + phosphate_star 27755.2478 27796.1231 1.9077142 2000-2009 –> 2010-2019 3.639643 54211.6371 54293.3877
mod Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate 28087.2993 28128.1745 1.9554480 2000-2009 –> 2010-2019 3.761391 55105.9490 55187.6996
mod Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 27293.8080 27341.4958 1.8430344 2000-2009 –> 2010-2019 3.495999 53125.2004 53220.5760
obs Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 74485.9259 74539.0637 3.0818941 2000-2009 –> 2010-2019 6.170238 149033.0399 149139.3153
mod Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + phosphate + phosphate_star 27337.2088 27378.0841 1.8492726 2000-2009 –> 2010-2019 3.526967 53366.1288 53447.8794
mod Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 27123.9115 27171.5993 1.8198762 2000-2009 –> 2010-2019 3.453198 52794.6853 52890.0610
obs Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 74529.0430 74582.1807 3.0864377 2000-2009 –> 2010-2019 6.175628 149084.1742 149190.4496
mod Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate_star 27345.1929 27386.0681 1.8503719 2000-2009 –> 2010-2019 3.511456 53240.4248 53322.1753
obs Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate_star 74544.8135 74590.3601 3.0883122 2000-2009 –> 2010-2019 6.182355 149143.8894 149234.9826
obs Indo-Pacific (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 74441.3670 74494.5047 3.0772057 2000-2009 –> 2010-2019 6.147669 148818.5347 148924.8102
obs Indo-Pacific (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 74653.2893 74706.4270 3.0995678 2000-2009 –> 2010-2019 6.197795 149293.9154 149400.1908
obs Indo-Pacific (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate 74679.0355 74724.5821 3.1025076 2000-2009 –> 2010-2019 6.204557 149353.7493 149444.8425
obs Indo-Pacific (27.95,28.05] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 74638.4723 74691.6100 3.0979990 2000-2009 –> 2010-2019 6.193297 149251.4169 149357.6923
obs Indo-Pacific (27.95,28.05] cstar_tref ~ temp + nitrate + silicate + phosphate_star 74674.6204 74720.1670 3.1020396 2000-2009 –> 2010-2019 6.206925 149376.0812 149467.1744
obs Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 64242.7742 64295.0394 2.9063196 2000-2009 –> 2010-2019 5.805119 128418.6056 128523.1360
obs Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 64681.0225 64733.2877 2.9560353 2000-2009 –> 2010-2019 5.900102 129257.2196 129361.7499
obs Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate 64346.7438 64391.5426 2.9182638 2000-2009 –> 2010-2019 5.831042 128644.8710 128734.4685
obs Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate_star 64822.1080 64866.9067 2.9724506 2000-2009 –> 2010-2019 5.935511 129562.4668 129652.0642
obs Indo-Pacific (28.05,28.1] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 64518.1644 64570.4295 2.9374618 2000-2009 –> 2010-2019 5.864168 128941.5521 129046.0825
obs Indo-Pacific (28.05,28.1] cstar_tref ~ sal + silicate + phosphate + phosphate_star 64710.2605 64755.0592 2.9596113 2000-2009 –> 2010-2019 5.910931 129348.0326 129437.6301
mod Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate_star 15217.1619 15254.7140 1.7334817 2000-2009 –> 2010-2019 3.348361 29887.0531 29962.1573
obs Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 64317.2683 64369.5334 2.9147110 2000-2009 –> 2010-2019 5.826759 128610.9240 128715.4543
mod Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 14567.5881 14611.3988 1.5932134 2000-2009 –> 2010-2019 3.056352 28477.4975 28565.1190
obs Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 64596.3988 64648.6640 2.9463696 2000-2009 –> 2010-2019 5.892770 129193.0701 129297.6005
mod Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 14559.6209 14603.4317 1.5915705 2000-2009 –> 2010-2019 3.054702 28469.4980 28557.1195
obs Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 64859.0411 64911.3063 2.9764721 2000-2009 –> 2010-2019 5.955065 129736.4903 129841.0206
mod Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate 15126.9810 15164.5331 1.7133550 2000-2009 –> 2010-2019 3.318121 29748.3600 29823.4642
mod Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 14566.6135 14610.4243 1.5930124 2000-2009 –> 2010-2019 3.055978 28475.6138 28563.2354
obs Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 64548.5377 64600.8028 2.9409169 2000-2009 –> 2010-2019 5.881327 129092.6212 129197.1516
mod Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate_star 14581.6270 14619.1791 1.5965261 2000-2009 –> 2010-2019 3.063182 28508.0798 28583.1840
mod Indo-Pacific (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate_star 15065.4356 15102.9877 1.6997537 2000-2009 –> 2010-2019 3.239821 29369.0400 29444.1442
mod Indo-Pacific (28.05,28.1] cstar_tref ~ temp + nitrate + silicate + phosphate_star 15070.9834 15108.5355 1.7009753 2000-2009 –> 2010-2019 3.243090 29384.8480 29459.9522
mod Indo-Pacific (28.05,28.1] cstar_tref ~ temp + silicate + phosphate + phosphate_star 15063.3188 15100.8709 1.6992878 2000-2009 –> 2010-2019 3.238952 29364.9015 29440.0057
mod Indo-Pacific (28.05,28.1] cstar_tref ~ temp + silicate + phosphate_star 15079.1622 15110.4556 1.7032189 2000-2009 –> 2010-2019 3.246945 29399.0919 29461.6788
obs Indo-Pacific (28.1,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 47234.1703 47284.4331 2.7561557 2000-2009 –> 2010-2019 5.468903 94160.2058 94260.7314
obs Indo-Pacific (28.1,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 47523.3087 47573.5715 2.7975197 2000-2009 –> 2010-2019 5.543864 94688.2605 94788.7860
mod Indo-Pacific (28.1,28.2] cstar_tref ~ sal + aou + silicate + phosphate 32746.2622 32788.9240 1.4769572 2000-2009 –> 2010-2019 2.867484 64401.3148 64486.6384
obs Indo-Pacific (28.1,28.2] cstar_tref ~ sal + aou + silicate + phosphate 47251.5597 47294.6421 2.7589103 2000-2009 –> 2010-2019 5.473891 94191.5712 94277.7360
obs Indo-Pacific (28.1,28.2] cstar_tref ~ sal + aou + silicate + phosphate_star 47539.4682 47582.5506 2.8001383 2000-2009 –> 2010-2019 5.548737 94718.3424 94804.5071
obs Indo-Pacific (28.1,28.2] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 47415.1987 47465.4614 2.7819814 2000-2009 –> 2010-2019 5.514879 94484.8779 94585.4034
mod Indo-Pacific (28.1,28.2] cstar_tref ~ sal + silicate + phosphate + phosphate_star 32921.0475 32963.7093 1.4912919 2000-2009 –> 2010-2019 2.909232 64929.3718 65014.6954
obs Indo-Pacific (28.1,28.2] cstar_tref ~ sal + silicate + phosphate + phosphate_star 47449.4415 47492.5239 2.7871808 2000-2009 –> 2010-2019 5.524334 94547.3256 94633.4903
mod Indo-Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 31620.0982 31669.8703 1.3876903 2000-2009 –> 2010-2019 2.722876 62542.2327 62641.7769
mod Indo-Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 30621.7019 30671.4740 1.3132021 2000-2009 –> 2010-2019 2.553782 60213.9258 60313.4700
obs Indo-Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 47230.1690 47280.4318 2.7555876 2000-2009 –> 2010-2019 5.470335 94170.5104 94271.0359
mod Indo-Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 30643.1078 30692.8799 1.3147564 2000-2009 –> 2010-2019 2.556846 60257.3421 60356.8863
obs Indo-Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 47376.5753 47426.8381 2.7764511 2000-2009 –> 2010-2019 5.512402 94467.9312 94568.4567
mod Indo-Pacific (28.1,28.2] cstar_tref ~ sal + temp + nitrate + silicate 32404.1495 32446.8113 1.4492969 2000-2009 –> 2010-2019 2.863892 64369.7338 64455.0573
mod Indo-Pacific (28.1,28.2] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 30738.7550 30788.5271 1.3217240 2000-2009 –> 2010-2019 2.570596 60451.5324 60551.0766
obs Indo-Pacific (28.1,28.2] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 47566.4311 47616.6939 2.8037418 2000-2009 –> 2010-2019 5.574046 94899.9829 95000.5084
mod Indo-Pacific (28.1,28.2] cstar_tref ~ sal + temp + silicate + phosphate 32042.7473 32085.4091 1.4206396 2000-2009 –> 2010-2019 2.803641 63599.6010 63684.9246
mod Indo-Pacific (28.1,28.2] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 30639.0264 30688.7985 1.3144599 2000-2009 –> 2010-2019 2.556326 60250.0043 60349.5485
obs Indo-Pacific (28.1,28.2] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 47341.1597 47391.4225 2.7713898 2000-2009 –> 2010-2019 5.501520 94391.1788 94491.7043
mod Indo-Pacific (28.1,28.2] cstar_tref ~ sal + temp + silicate + phosphate_star 30878.2790 30920.9408 1.3321014 2000-2009 –> 2010-2019 2.586877 60674.4040 60759.7276
obs Indo-Pacific (28.2,28.3] cstar_tref ~ aou + nitrate + phosphate + phosphate_star 13674.8537 13710.8477 2.3989380 2000-2009 –> 2010-2019 4.750370 27230.5765 27302.5646
obs Indo-Pacific (28.2,28.3] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 13663.5492 13705.5422 2.3935853 2000-2009 –> 2010-2019 4.742846 27215.7720 27299.7581
obs Indo-Pacific (28.2,28.3] cstar_tref ~ aou + phosphate + phosphate_star 13673.0407 13703.0358 2.3990134 2000-2009 –> 2010-2019 4.750460 27226.8008 27286.7909
obs Indo-Pacific (28.2,28.3] cstar_tref ~ aou + silicate + phosphate + phosphate_star 13662.6560 13698.6500 2.3940301 2000-2009 –> 2010-2019 4.743430 27213.2293 27285.2173
obs Indo-Pacific (28.2,28.3] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 13674.9858 13716.9788 2.3981858 2000-2009 –> 2010-2019 4.749525 27232.4753 27316.4614
obs Indo-Pacific (28.2,28.3] cstar_tref ~ sal + aou + phosphate + phosphate_star 13673.1189 13709.1129 2.3982394 2000-2009 –> 2010-2019 4.749590 27228.6370 27300.6251
mod Indo-Pacific (28.2,28.3] cstar_tref ~ sal + aou + silicate + phosphate 57392.4101 57440.7905 0.8216720 2000-2009 –> 2010-2019 1.599808 112229.6223 112326.3830
obs Indo-Pacific (28.2,28.3] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 13664.6430 13706.6360 2.3940249 2000-2009 –> 2010-2019 4.743373 27217.0851 27301.0712
mod Indo-Pacific (28.2,28.3] cstar_tref ~ sal + aou + silicate + phosphate_star 59506.4446 59554.8250 0.8595268 2000-2009 –> 2010-2019 1.681172 116897.3170 116994.0777
mod Indo-Pacific (28.2,28.3] cstar_tref ~ sal + nitrate + silicate + phosphate_star 60552.4376 60600.8180 0.8788969 2000-2009 –> 2010-2019 1.719000 118986.0276 119082.7883
mod Indo-Pacific (28.2,28.3] cstar_tref ~ sal + silicate + phosphate + phosphate_star 58892.9896 58941.3700 0.8483659 2000-2009 –> 2010-2019 1.659256 115665.4601 115762.2208
mod Indo-Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + silicate 60222.5362 60278.9799 0.8727038 2000-2009 –> 2010-2019 1.722471 119194.9636 119307.8511
obs Indo-Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 13665.3447 13707.3377 2.3943070 2000-2009 –> 2010-2019 4.743307 27216.9041 27300.8902
mod Indo-Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + silicate + phosphate 55815.9217 55872.3655 0.7944981 2000-2009 –> 2010-2019 1.547224 109096.8326 109209.7201
mod Indo-Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 55844.8235 55901.2672 0.7949875 2000-2009 –> 2010-2019 1.548107 109150.3269 109263.2144
mod Indo-Pacific (28.2,28.3] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 56403.2833 56459.7270 0.8045030 2000-2009 –> 2010-2019 1.565364 110188.7602 110301.6477
mod Indo-Pacific (28.2,28.3] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 55841.1613 55897.6051 0.7949255 2000-2009 –> 2010-2019 1.548008 109144.3513 109257.2388
mod Indo-Pacific (28.2,28.3] cstar_tref ~ sal + temp + silicate + phosphate_star 56603.4420 56651.8224 0.8079756 2000-2009 –> 2010-2019 1.570363 110481.0073 110577.7680
obs Indo-Pacific (28.2,28.3] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 13665.2114 13707.2045 2.3942534 2000-2009 –> 2010-2019 4.743440 27217.2462 27301.2323
obs Indo-Pacific (28.2,28.3] cstar_tref ~ temp + aou + phosphate + phosphate_star 13663.4080 13699.4020 2.3943324 2000-2009 –> 2010-2019 4.743535 27213.4829 27285.4710
mod Indo-Pacific (28.3,28.4] cstar_tref ~ aou + nitrate + phosphate + phosphate_star 26856.8278 26899.0957 1.1796302 2000-2009 –> 2010-2019 2.214463 51494.3871 51578.9227
mod Indo-Pacific (28.3,28.4] cstar_tref ~ aou + nitrate + silicate + phosphate_star 27190.8598 27233.1276 1.2031132 2000-2009 –> 2010-2019 2.261336 52207.1756 52291.7113
obs Indo-Pacific (28.3,28.4] cstar_tref ~ aou + nitrate + silicate + phosphate_star 4267.6928 4296.4603 2.6218185 2000-2009 –> 2010-2019 5.125174 8452.8075 8510.3425
obs Indo-Pacific (28.3,28.4] cstar_tref ~ aou + silicate + phosphate_star 4271.6053 4295.5782 2.6305123 2000-2009 –> 2010-2019 5.139351 8458.6280 8506.5739
mod Indo-Pacific (28.3,28.4] cstar_tref ~ sal + aou + nitrate + phosphate 27510.2845 27552.5523 1.2260064 2000-2009 –> 2010-2019 2.310931 52948.8928 53033.4284
mod Indo-Pacific (28.3,28.4] cstar_tref ~ sal + aou + nitrate + phosphate_star 27516.5360 27558.8038 1.2264588 2000-2009 –> 2010-2019 2.302665 52818.4220 52902.9576
obs Indo-Pacific (28.3,28.4] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4263.5035 4297.0656 2.6127485 2000-2009 –> 2010-2019 5.110125 8446.3474 8513.4716
obs Indo-Pacific (28.3,28.4] cstar_tref ~ sal + aou + silicate + phosphate_star 4266.9714 4295.7389 2.6207597 2000-2009 –> 2010-2019 5.123174 8451.4144 8508.9494
mod Indo-Pacific (28.3,28.4] cstar_tref ~ sal + temp + aou + nitrate + phosphate 26565.3169 26614.6294 1.1593745 2000-2009 –> 2010-2019 2.176728 50916.2006 51014.8256
obs Indo-Pacific (28.3,28.4] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4260.7519 4294.3140 2.6087262 2000-2009 –> 2010-2019 5.105261 8442.9938 8510.1180
mod Indo-Pacific (28.3,28.4] cstar_tref ~ sal + temp + nitrate + phosphate 26568.4221 26610.6899 1.1597238 2000-2009 –> 2010-2019 2.181993 50998.9906 51083.5263
mod Indo-Pacific (28.3,28.4] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 27647.5527 27696.8652 1.2358319 2000-2009 –> 2010-2019 2.324807 53151.3038 53249.9287
obs Indo-Pacific (28.3,28.4] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4273.6734 4307.2355 2.6276685 2000-2009 –> 2010-2019 5.139780 8467.0242 8534.1484
mod Indo-Pacific (28.3,28.4] cstar_tref ~ temp + aou + nitrate + phosphate 26815.0360 26857.3039 1.1767246 2000-2009 –> 2010-2019 2.208953 51409.9000 51494.4356
mod Indo-Pacific (28.3,28.4] cstar_tref ~ temp + aou + nitrate + phosphate_star 26886.2168 26928.4846 1.1816777 2000-2009 –> 2010-2019 2.218269 51552.5586 51637.0943
obs Indo-Pacific (28.3,28.4] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4276.0480 4309.6101 2.6311645 2000-2009 –> 2010-2019 5.148667 8473.2278 8540.3520
obs Indo-Pacific (28.3,28.4] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4260.2822 4293.8443 2.6080403 2000-2009 –> 2010-2019 5.104515 8442.4811 8509.6053
obs Indo-Pacific (28.3,28.4] cstar_tref ~ temp + aou + silicate + phosphate_star 4264.2211 4292.9886 2.6167271 2000-2009 –> 2010-2019 5.118671 8448.3284 8505.8635
mod Indo-Pacific (28.3,28.4] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 26822.8747 26865.1425 1.1772690 2000-2009 –> 2010-2019 2.210143 51428.3304 51512.8661
obs Indo-Pacific (28.3,28.4] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4272.2120 4305.7741 2.6255193 2000-2009 –> 2010-2019 5.136541 8464.7879 8531.9121
obs Indo-Pacific (28.4, Inf] cstar_tref ~ aou + nitrate -Inf -Inf 0.0000000 2000-2009 –> 2010-2019 0.000000 -Inf -Inf
obs Indo-Pacific (28.4, Inf] cstar_tref ~ aou + phosphate -Inf -Inf 0.0000000 2000-2009 –> 2010-2019 0.000000 -Inf -Inf
obs Indo-Pacific (28.4, Inf] cstar_tref ~ aou + phosphate_star -Inf -Inf 0.0000000 2000-2009 –> 2010-2019 0.000000 -Inf -Inf
obs Indo-Pacific (28.4, Inf] cstar_tref ~ aou + silicate -Inf -Inf 0.0000000 2000-2009 –> 2010-2019 0.000000 -Inf -Inf
obs Indo-Pacific (28.4, Inf] cstar_tref ~ nitrate + phosphate_star -Inf -Inf 0.0000000 2000-2009 –> 2010-2019 0.000000 -Inf -Inf
obs Indo-Pacific (28.4, Inf] cstar_tref ~ phosphate + phosphate_star -Inf -Inf 0.0000000 2000-2009 –> 2010-2019 0.000000 -Inf -Inf
obs Indo-Pacific (28.4, Inf] cstar_tref ~ sal + aou -Inf -Inf 0.0000000 2000-2009 –> 2010-2019 0.000000 -Inf -Inf
obs Indo-Pacific (28.4, Inf] cstar_tref ~ sal + phosphate_star -Inf -Inf 0.0000000 2000-2009 –> 2010-2019 0.000000 -Inf -Inf
obs Indo-Pacific (28.4, Inf] cstar_tref ~ silicate + phosphate_star -Inf -Inf 0.0000000 2000-2009 –> 2010-2019 0.000000 -Inf -Inf
obs Indo-Pacific (28.4, Inf] cstar_tref ~ temp + phosphate_star -Inf -Inf 0.0000000 2000-2009 –> 2010-2019 0.000000 -Inf -Inf

6.3 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)

6.4 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)

6.5 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 = ""))

7 Model diagnotics

7.1 Selection criterion vs predictors

The selection criterion (rmse) was plotted against the number of predictors (limited to 2 - 5).

7.1.1 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
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
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

7.1.2 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
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
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

7.2 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).

7.2.1 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
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)

7.2.2 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
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)

7.3 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] 5 5 9 7 7 10 6
(26,26.5] 6 7 5 6 9 6 10
(26.5,26.75] 8 5 7 6 6 10 6
(26.75,27] 8 5 8 6 4 10 7
(27,27.25] 8 6 4 4 7 10 8
(27.25,27.5] 6 5 3 5 9 9 8
(27.5,27.75] 5 2 5 7 10 6 9
(27.75,27.85] 5 4 4 6 10 10 6
(27.85,27.95] 6 1 6 6 10 6 8
(27.95,28.05] 4 2 4 8 10 5 10
(28.05,28.1] 9 1 4 5 6 6 10
(28.1,28.15] 6 1 7 6 8 7 9
(28.15,28.2] 5 8 2 5 6 6 10
(28.2, Inf] 8 9 1 4 8 6 6
total 89.00 61.00 69.00 81.00 110.00 107.00 113.00
Indo-Pacific - mod
(-Inf,26] 9 6 6 6 10 4 7
(26,26.5] 7 6 7 6 6 7 10
(26.5,26.75] 6 5 6 6 6 9 10
(26.75,27] 5 10 5 7 5 5 10
(27,27.25] 6 10 5 7 4 5 10
(27.25,27.5] 4 10 5 9 5 6 8
(27.5,27.75] 4 5 6 7 10 10 5
(27.75,27.85] 5 5 3 9 10 6 9
(27.85,27.95] 4 3 2 7 10 7 9
(27.95,28.05] 4 3 2 7 10 6 10
(28.05,28.1] 3 2 3 9 6 9 10
(28.1,28.2] 4 3 5 5 10 10 8
(28.2,28.3] 5 3 4 7 10 10 6
(28.3,28.4] 7 10 6 6 5 2 6
total 73.00 81.00 65.00 98.00 107.00 96.00 118.00
Atlantic - obs
(-Inf,26] 7 10 7 7 3 4 9
(26,26.5] 7 9 7 6 4 4 10
(26.5,26.75] 6 5 5 8 7 7 10
(26.75,27] 4 4 4 9 5 10 10
(27,27.25] 6 5 4 8 6 9 10
(27.25,27.5] 6 4 7 7 9 4 10
(27.5,27.75] 7 4 7 6 4 10 9
(27.75,27.85] 6 6 7 7 4 10 7
(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 6 4 10 10 5 8
(28.1,28.15] 3 3 3 10 5 9 10
(28.15,28.2] 7 NA 7 6 6 6 10
(28.2, Inf] 5 4 7 8 10 5 8
total 78.00 — 83.00 104.00 93.00 103.00 121.00
Indo-Pacific - obs
(-Inf,26] 8 7 6 6 9 5 8
(26,26.5] 5 5 5 7 10 5 10
(26.5,26.75] 5 5 6 7 10 4 10
(26.75,27] 6 10 5 7 4 5 10
(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] 6 5 6 6 10 7 8
(27.75,27.85] 4 5 4 9 4 10 10
(27.85,27.95] 5 5 5 7 5 10 10
(27.95,28.05] 5 5 5 7 5 10 10
(28.05,28.1] 6 4 6 7 10 10 4
(28.1,28.2] 6 4 6 7 10 10 4
(28.2,28.3] 10 4 10 10 4 3 3
(28.3,28.4] 8 5 3 9 4 10 6
total 86.00 72.00 79.00 103.00 105.00 109.00 101.00

7.4 RMSE alternatives

7.4.1 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
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
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

7.4.2 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
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

7.5 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
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

7.6 Residual patterns

7.6.1 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(cstar_tref, .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
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(cstar_tref, .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
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)

7.6.2 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
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
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

7.6.3 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
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
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
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
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

7.6.4 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
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
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

7.6.5 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
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
fec3558 jens-daniel-mueller 2021-02-24

8 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
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
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] gt_0.2.2         corrr_0.4.3      broom_0.7.5      kableExtra_1.3.1
 [5] knitr_1.30       olsrr_0.5.3      GGally_2.0.0     lubridate_1.7.9 
 [9] metR_0.9.0       scico_1.2.0      patchwork_1.1.1  collapse_1.5.0  
[13] forcats_0.5.0    stringr_1.4.0    dplyr_1.0.5      purrr_0.3.4     
[17] readr_1.4.0      tidyr_1.1.2      tibble_3.0.4     ggplot2_3.3.3   
[21] 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_0.13          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