Last updated: 2021-07-02

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

This reproducible R Markdown analysis was created with workflowr (version 1.6.2). The Checks tab describes the reproducibility checks that were applied when the results were created. The Past versions tab lists the development history.

R Markdown file: up-to-date

Great! Since the R Markdown file has been committed to the Git repository, you know the exact version of the code that produced these results.

Environment: empty

Great job! The global environment was empty. Objects defined in the global environment can affect the analysis in your R Markdown file in unknown ways. For reproduciblity it’s best to always run the code in an empty environment.

Seed: set.seed(20200707)

The command set.seed(20200707) was run prior to running the code in the R Markdown file. Setting a seed ensures that any results that rely on randomness, e.g. subsampling or permutations, are reproducible.

Session information: recorded

Great job! Recording the operating system, R version, and package versions is critical for reproducibility.

Cache: none

Nice! There were no cached chunks for this analysis, so you can be confident that you successfully produced the results during this run.

File paths: relative

Great job! Using relative paths to the files within your workflowr project makes it easier to run your code on other machines.

Repository version: 3d5f350

Great! You are using Git for version control. Tracking code development and connecting the code version to the results is critical for reproducibility.

The results in this page were generated with repository version 3d5f350. See the Past versions tab to see a history of the changes made to the R Markdown and HTML files.

Note that you need to be careful to ensure that all relevant files for the analysis have been committed to Git prior to generating the results (you can use wflow_publish or wflow_git_commit). workflowr only checks the R Markdown file, but you know if there are other scripts or data files that it depends on. Below is the status of the Git repository when the results were generated: 


Ignored files:
    Ignored:    .Rhistory
    Ignored:    .Rproj.user/

Unstaged changes:
    Modified:   code/Workflowr_project_managment.R
    Modified:   data/auxillary/params_local.rds

Note that any generated files, e.g. HTML, png, CSS, etc., are not included in this status report because it is ok for generated content to have uncommitted changes.

These are the previous versions of the repository in which changes were made to the R Markdown (analysis/eMLR_model_fitting.Rmd) and HTML (docs/eMLR_model_fitting.html) files. If you’ve configured a remote Git repository (see ?wflow_git_remote), click on the hyperlinks in the table below to view the files as they were in that past version.

File Version Author Date Message
html 1cbf907 jens-daniel-mueller 2021-07-02 Build site.
html 955f5dc jens-daniel-mueller 2021-06-29 Build site.
html 9480f94 jens-daniel-mueller 2021-06-29 Build site.
Rmd af271b5 jens-daniel-mueller 2021-06-29 plot spatial residual ditribution
html 147cb07 jens-daniel-mueller 2021-06-29 Build site.
Rmd 80ae560 jens-daniel-mueller 2021-06-29 plot spatial residual ditribution
html d054c39 jens-daniel-mueller 2021-06-24 Build site.
html 4fcd066 jens-daniel-mueller 2021-06-24 Build site.
html 3b6387f jens-daniel-mueller 2021-06-18 Build site.
html 3052a6c jens-daniel-mueller 2021-06-15 Build site.
html 3cb64bd jens-daniel-mueller 2021-06-15 Build site.
html c6b3da6 jens-daniel-mueller 2021-06-14 Build site.
html 48c73fc jens-daniel-mueller 2021-06-14 Build site.
html 439ee80 jens-daniel-mueller 2021-06-11 Build site.
html 33ffcab jens-daniel-mueller 2021-06-10 Build site.
html 7e1f407 jens-daniel-mueller 2021-06-10 Build site.
html 2cbe18c jens-daniel-mueller 2021-06-10 added zonal mean section control plots
html 69c79d0 jens-daniel-mueller 2021-06-08 Build site.
html 1772903 jens-daniel-mueller 2021-06-07 Build site.
html 594ed9a jens-daniel-mueller 2021-06-04 Build site.
html db7df0e jens-daniel-mueller 2021-06-04 rebuild without overlapping eras
html 2edc791 jens-daniel-mueller 2021-06-04 Build site.
html 207339d jens-daniel-mueller 2021-06-03 Build site.
html 315710b jens-daniel-mueller 2021-06-03 include anomalous changes
html be90356 jens-daniel-mueller 2021-06-02 Build site.
html d37a85d jens-daniel-mueller 2021-05-31 Build site.
html 4b7a5ee jens-daniel-mueller 2021-05-28 Build site.
Rmd a61014f jens-daniel-mueller 2021-05-28 test run with cstar target variable
html 12b455a jens-daniel-mueller 2021-05-27 Build site.
Rmd ee13efb jens-daniel-mueller 2021-05-27 optional source of local params fully implemented
html 8c736a6 jens-daniel-mueller 2021-05-27 Build site.
Rmd dc8e4e1 jens-daniel-mueller 2021-05-27 optional source of local params implemented
html 25bd183 jens-daniel-mueller 2021-05-26 Build site.
Rmd e2b3434 jens-daniel-mueller 2021-05-26 generate seperate output
html b79cb2d jens-daniel-mueller 2021-05-20 Build site.
Rmd 8adf952 jens-daniel-mueller 2021-05-20 parallelisation tested, not succesful
html 62bd574 jens-daniel-mueller 2021-05-20 Build site.
html 7c56c39 jens-daniel-mueller 2021-05-19 Build site.
html 0de759e jens-daniel-mueller 2021-05-13 Build site.
html 52e7583 jens-daniel-mueller 2021-05-12 Build site.
html 969e631 jens-daniel-mueller 2021-05-12 Build site.
html d2a83bc jens-daniel-mueller 2021-04-16 Build site.
html c0a47df jens-daniel-mueller 2021-04-16 Build site.
html 50290e8 jens-daniel-mueller 2021-04-16 overlapping eras
html a00ec94 jens-daniel-mueller 2021-04-16 Build site.
html b6fe355 jens-daniel-mueller 2021-04-16 Build site.
html 81b7c6d jens-daniel-mueller 2021-04-16 Build site.
html ddec5b7 jens-daniel-mueller 2021-04-15 Build site.
html 29edae5 jens-daniel-mueller 2021-04-14 Build site.
html 099d566 jens-daniel-mueller 2021-04-14 Build site.
html bb44686 jens-daniel-mueller 2021-04-14 Build site.
html bf40480 jens-daniel-mueller 2021-04-13 Build site.
html 9f31fe3 jens-daniel-mueller 2021-04-13 Build site.
html c98be84 jens-daniel-mueller 2021-04-13 Build site.
html 338dd3c jens-daniel-mueller 2021-04-09 Build site.
html a79ca2c jens-daniel-mueller 2021-04-09 included model data
html 7831fd3 jens-daniel-mueller 2021-04-09 Build site.
html 20b26d4 jens-daniel-mueller 2021-04-08 Build site.
html c0895f8 jens-daniel-mueller 2021-04-07 Build site.
html 156d5b7 jens-daniel-mueller 2021-04-07 Build site.
html eb827c9 jens-daniel-mueller 2021-04-07 Build site.
html d3c3fde jens-daniel-mueller 2021-03-26 Build site.
Rmd 88fa519 jens-daniel-mueller 2021-03-26 included model data
html 594d503 jens-daniel-mueller 2021-03-26 Build site.
Rmd e4ef0f6 jens-daniel-mueller 2021-03-26 included model data
html 06bfaf7 jens-daniel-mueller 2021-03-26 Build site.
Rmd 6d2102a jens-daniel-mueller 2021-03-26 included model data
html 2eb881a jens-daniel-mueller 2021-03-26 Build site.
Rmd a9e976a jens-daniel-mueller 2021-03-26 included model data
html 03b6009 jens-daniel-mueller 2021-03-23 removed before copying template
html de6256b jens-daniel-mueller 2021-03-23 Build site.
html f155edd jens-daniel-mueller 2021-03-23 Build site.
html 380d215 jens-daniel-mueller 2021-03-21 Build site.
html 33b385b jens-daniel-mueller 2021-03-20 Build site.
Rmd 6c5618b jens-daniel-mueller 2021-03-20 rerun with vif threshold
html 108d6b2 jens-daniel-mueller 2021-03-20 Build site.
Rmd 2b99ba0 jens-daniel-mueller 2021-03-20 included vif removel option
html 330dcd0 jens-daniel-mueller 2021-03-20 Build site.
Rmd 4df8990 jens-daniel-mueller 2021-03-20 added vif calculation and plots
html 83a13de jens-daniel-mueller 2021-03-20 Build site.
html cf98c6d jens-daniel-mueller 2021-03-16 Build site.
html a1d52ff jens-daniel-mueller 2021-03-15 Build site.
html 0bade3b jens-daniel-mueller 2021-03-15 Build site.
html 27c1f4b jens-daniel-mueller 2021-03-14 Build site.
html af75ebf jens-daniel-mueller 2021-03-14 Build site.
html 5017709 jens-daniel-mueller 2021-03-11 Build site.
html 585b07f jens-daniel-mueller 2021-03-11 Build site.
html 6482ed7 jens-daniel-mueller 2021-03-11 Build site.
html 85a5ed2 jens-daniel-mueller 2021-03-10 Build site.
html 00688a1 jens-daniel-mueller 2021-03-05 Build site.
html 6c0bec6 jens-daniel-mueller 2021-03-05 Build site.
html 3c2ec33 jens-daniel-mueller 2021-03-05 Build site.
html af70b94 jens-daniel-mueller 2021-03-04 Build site.
Rmd c9cf1fd jens-daniel-mueller 2021-03-04 rebuild with NA in Cant replaced by 0
html 27ae473 jens-daniel-mueller 2021-02-24 Build site.
Rmd 7f77d91 jens-daniel-mueller 2021-02-24 removed log10 color scale
html fec3558 jens-daniel-mueller 2021-02-24 Build site.
Rmd 9ebedac jens-daniel-mueller 2021-02-24 latitudinal residual plots
html 4bc00ea jens-daniel-mueller 2021-02-24 Build site.
Rmd de11bfe jens-daniel-mueller 2021-02-24 clean up purrr approach and residual plots
html 42eca5d jens-daniel-mueller 2021-02-24 Build site.
Rmd 06a2f3b jens-daniel-mueller 2021-02-24 purrr residual plots by basin
html a1ba577 jens-daniel-mueller 2021-02-24 Build site.
Rmd 9ae7d87 jens-daniel-mueller 2021-02-24 loop residual plots by basin
html 071743d jens-daniel-mueller 2021-02-24 Build site.
Rmd c45672c jens-daniel-mueller 2021-02-24 added residual plots
html ac1a836 jens-daniel-mueller 2021-02-24 Build site.
Rmd 5f655e0 jens-daniel-mueller 2021-02-24 added plots back to after switching to map aproach
html b03fbd3 jens-daniel-mueller 2021-02-24 Build site.
Rmd c69736b jens-daniel-mueller 2021-02-24 added plots back to after switching to map aproach
html 86406d5 jens-daniel-mueller 2021-02-24 Build site.
Rmd 1b3c171 jens-daniel-mueller 2021-02-24 introduced purrr::map to model fitting, rebuild all
html 3d3b4cc jens-daniel-mueller 2021-02-23 Build site.
Rmd cbfc388 jens-daniel-mueller 2021-02-23 introduced purrr::map to model fitting
html 7b672f7 jens-daniel-mueller 2021-01-11 Build site.
html 33ba23c jens-daniel-mueller 2021-01-07 Build site.
Rmd 0ad30ba jens-daniel-mueller 2021-01-07 removed GLODAP gamma filter, target variable mapped by eras+era
html 318609d jens-daniel-mueller 2020-12-23 adapted more variable predictor selection
html 9d0b2d0 jens-daniel-mueller 2020-12-23 Build site.
html 0aa2b50 jens-daniel-mueller 2020-12-23 remove html before duplication
html 39113c3 jens-daniel-mueller 2020-12-23 Build site.
Rmd bef9220 jens-daniel-mueller 2020-12-23 rebuild before sensitivity test
html 2886da0 jens-daniel-mueller 2020-12-19 Build site.
html 02f0ee9 jens-daniel-mueller 2020-12-18 cleaned up for copying template
html 965dba3 jens-daniel-mueller 2020-12-18 Build site.
html 5d452fe jens-daniel-mueller 2020-12-18 Build site.
Rmd ca65bf5 jens-daniel-mueller 2020-12-18 rebuild after final cleaning
html 7bcb4eb jens-daniel-mueller 2020-12-18 Build site.
html d397028 jens-daniel-mueller 2020-12-18 Build site.
Rmd 7e1b1c0 jens-daniel-mueller 2020-12-18 rebuild without na predictors
html 7131186 jens-daniel-mueller 2020-12-17 Build site.
Rmd 737d904 jens-daniel-mueller 2020-12-17 rebuild without na predictors
html 22b07fb jens-daniel-mueller 2020-12-17 Build site.
html a84ff3c jens-daniel-mueller 2020-12-17 Build site.
Rmd 40369db jens-daniel-mueller 2020-12-17 model selection criterion added
html 5b48ef5 jens-daniel-mueller 2020-12-17 Build site.
Rmd e6ed2bc jens-daniel-mueller 2020-12-17 plotted model results
html f3a708f jens-daniel-mueller 2020-12-17 Build site.
Rmd 7c8ace9 jens-daniel-mueller 2020-12-17 new MLR fitting routine, rmse corrected
html e4ca289 jens-daniel-mueller 2020-12-16 Build site.
Rmd 3d5a3e2 jens-daniel-mueller 2020-12-16 new MLR fitting routine
html 158fe26 jens-daniel-mueller 2020-12-15 Build site.
html 7a9a4cb jens-daniel-mueller 2020-12-15 Build site.
html 61b263c jens-daniel-mueller 2020-12-15 Build site.
html 4d612dd jens-daniel-mueller 2020-12-15 Build site.
html e91cebd jens-daniel-mueller 2020-12-15 Build site.
Rmd d7992c4 jens-daniel-mueller 2020-12-15 eMLR target variable selection
html 953caf3 jens-daniel-mueller 2020-12-15 Build site.
html 42daf5c jens-daniel-mueller 2020-12-14 Build site.
Rmd 923aa7f jens-daniel-mueller 2020-12-14 rebuild with new path and auto folder creation
html 984697e jens-daniel-mueller 2020-12-12 Build site.
html 3ebff89 jens-daniel-mueller 2020-12-12 Build site.
html ba112d3 jens-daniel-mueller 2020-12-11 Build site.
Rmd 91b2b29 jens-daniel-mueller 2020-12-11 selectable basinmask, try 5
html b01a367 jens-daniel-mueller 2020-12-09 Build site.
Rmd 71c63b0 jens-daniel-mueller 2020-12-09 rerun with variable predictor assignment
html 24a632f jens-daniel-mueller 2020-12-07 Build site.
html 92dca91 jens-daniel-mueller 2020-12-07 Build site.
html 6a8004b jens-daniel-mueller 2020-12-07 Build site.
html 70bf1a5 jens-daniel-mueller 2020-12-07 Build site.
html 7555355 jens-daniel-mueller 2020-12-07 Build site.
html 143d6fa jens-daniel-mueller 2020-12-07 Build site.
html abc6818 jens-daniel-mueller 2020-12-03 Build site.
Rmd 992ba15 jens-daniel-mueller 2020-12-03 rebuild with variable inventory depth
html c8c2e7b jens-daniel-mueller 2020-12-03 Build site.
Rmd 83203db jens-daniel-mueller 2020-12-03 calculate cant with variable inventory depth
html 090e4d5 jens-daniel-mueller 2020-12-02 Build site.
html 7c25f7a jens-daniel-mueller 2020-12-02 Build site.
html ec8dc38 jens-daniel-mueller 2020-12-02 Build site.
html c987de1 jens-daniel-mueller 2020-12-02 Build site.
html f8358f8 jens-daniel-mueller 2020-12-02 Build site.
html b03ddb8 jens-daniel-mueller 2020-12-02 Build site.
Rmd 9183e8f jens-daniel-mueller 2020-12-02 revised assignment of era to eras
html 22d0127 jens-daniel-mueller 2020-12-01 Build site.
html 0ff728b jens-daniel-mueller 2020-12-01 Build site.
html 91435ae jens-daniel-mueller 2020-12-01 Build site.
Rmd 17d09be jens-daniel-mueller 2020-12-01 auto eras naming
html cf19652 jens-daniel-mueller 2020-11-30 Build site.
Rmd 0895ad6 jens-daniel-mueller 2020-11-30 rebuild with all plot output
Rmd 2842970 jens-daniel-mueller 2020-11-30 cleaned for eMLR part only
html 196be51 jens-daniel-mueller 2020-11-30 Build site.
Rmd 7a4b015 jens-daniel-mueller 2020-11-30 first rebuild on ETH server
Rmd bc61ce3 Jens Müller 2020-11-30 Initial commit

1 Version ID

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

2 Required data

Required are:

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

3 Predictor combinations

Find all possible combinations of following considered predictor variables:

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

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

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

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

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

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

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

# convert to tibble
lm_all <- as_tibble(lm_all)

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

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

4 Apply predictor threshold

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

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

This results in a total number of MLR models of:

  • 112

5 Fit all models

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

  • cstar_tref

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

library(furrr)
library(purrr)

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



library(tictoc)
plan(sequential)

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

plan(multisession, workers = 3)

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


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

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

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

# expand with model definitions

GLODAP_nested_lm <- expand_grid(
  GLODAP_nested,
  lm_all#[1:3,]
)

# fit models and extract tidy model output
GLODAP_nested_lm_fit <- GLODAP_nested_lm %>% 
  mutate(
    fit = map2(.x = data, .y = model, 
               ~ lm(as.formula(.y), data = .x)),
    tidied = map(fit, tidy),
    glanced = map(fit, glance),
    augmented = map(fit, augment),
    vif = map(fit, ols_vif_tol)
  )


# test parallel processing

# expand with model definitions


# test multidplyr
 
# library(parallel)
# library(multidplyr)
# 
# n_cores <- detectCores()
# system.time(
# cluster <- new_cluster(n_cores - 2)
# )
# 
# cluster
# 
# system.time(
#   GLODAP_nested_lm_part <-
#     GLODAP_nested_lm %>%
#     #group_by(gamma_slab, era, basin, data_source, model, predictors, n) %>% 
#     partition(cluster)
# )
# 
# 
# GLODAP_nested_lm
# GLODAP_nested_lm_part
# 
# system.time(cluster %>%
#               cluster_library(c("tidyverse",
#                                 "broom",
#                                 "olsrr",
#                                 "purrr")))
# 
# cluster_call(cluster, search())
# 
# system.time(
# GLODAP_nested_lm_fit <- GLODAP_nested_lm_part %>%
#   mutate(
#     fit = map2(.x = data, .y = model,
#                ~ lm(as.formula(.y), data = .x)),
#     tidied = map(fit, tidy),
#     glanced = map(fit, glance),
#     augmented = map(fit, augment),
#     vif = map(fit, ols_vif_tol)
#   )
# )
# 
# system.time(
#   # extract glanced model output (model diagnostics, such as AIC)
#   GLODAP_glanced <- GLODAP_nested_lm_fit %>%
#     select(-c(data, fit, tidied, augmented, vif))
#     # unnest(glanced) %>%
#     # rename(n_predictors = n)
# )
# 
# 
# system.time(
# GLODAP_nested_lm_fit <- GLODAP_nested_lm_fit %>%
#   collect()
# )


### test furrr

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

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

6 Tidy models

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

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

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

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

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

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

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

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


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

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

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

7 Prepare coeffcients

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

7.1 VIF threshold

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

  • 500

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

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

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

7.2 Predictor selection

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

  • 10

The criterion used to select the best models was:

  • rmse

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

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

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

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

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

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


# print table
lm_best_eras %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
data_source basin gamma_slab model AIC BIC rmse eras rmse_sum aic_sum bic_sum
mod Atlantic (-Inf,26] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 154.60559 169.6075 0.7385835 2000-2009 –> 2010-2019 4.6464932 869.6548 904.5107
obs Atlantic (-Inf,26] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 853.17743 873.1961 6.2569146 2000-2009 –> 2010-2019 13.9051117 1419.7228 1456.4157
mod Atlantic (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 172.52115 187.5231 0.8514332 2000-2009 –> 2010-2019 5.0285065 904.3556 939.2115
obs Atlantic (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 856.43703 876.4557 6.3364663 2000-2009 –> 2010-2019 14.4717534 1432.8610 1469.5538
mod Atlantic (-Inf,26] cstar_tref ~ sal + nitrate + phosphate + phosphate_star 152.73506 165.5939 0.7393428 2000-2009 –> 2010-2019 4.8438715 878.1545 908.0310
mod Atlantic (-Inf,26] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 95.32319 110.3251 0.4613878 2000-2009 –> 2010-2019 4.2932079 805.4174 840.2733
mod Atlantic (-Inf,26] cstar_tref ~ sal + nitrate + silicate + phosphate_star 108.88681 121.7456 0.5220481 2000-2009 –> 2010-2019 4.9739887 854.7810 884.6575
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate 851.59795 868.7568 6.2671209 2000-2009 –> 2010-2019 13.9940002 1417.7809 1449.2320
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 852.19294 872.2116 6.2330844 2000-2009 –> 2010-2019 13.9249511 1419.6493 1456.3421
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 852.16209 872.1808 6.2323393 2000-2009 –> 2010-2019 13.9263506 1419.6630 1456.3559
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 98.94276 113.9447 0.4748342 2000-2009 –> 2010-2019 4.8547619 842.7274 877.5833
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 853.41477 873.4335 6.2626731 2000-2009 –> 2010-2019 13.9845486 1421.4941 1458.1870
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 175.57040 190.5723 0.8722896 2000-2009 –> 2010-2019 4.8280435 893.6861 928.5420
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 855.33935 875.3580 6.3095648 2000-2009 –> 2010-2019 14.4895250 1432.6395 1469.3324
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 855.30175 875.3204 6.3086453 2000-2009 –> 2010-2019 14.4951164 1432.7292 1469.4221
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 154.51430 169.5162 0.7380485 2000-2009 –> 2010-2019 4.6540149 870.0825 904.9384
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 851.91526 871.9339 6.2263795 2000-2009 –> 2010-2019 13.9409595 1419.8434 1456.5362
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate 106.96005 119.8189 0.5141258 2000-2009 –> 2010-2019 5.0649430 858.3899 888.2664
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 107.51954 122.5215 0.5082815 2000-2009 –> 2010-2019 4.7578247 843.6886 878.5445
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 855.14452 875.1632 6.3048019 2000-2009 –> 2010-2019 14.4972533 1432.6888 1469.3817
obs Atlantic (26,26.5] cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4764.96383 4792.7558 5.5407573 2000-2009 –> 2010-2019 11.4082865 8832.5732 8887.0964
obs Atlantic (26,26.5] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4741.66049 4774.0845 5.4491646 2000-2009 –> 2010-2019 11.3164153 8811.2095 8874.8199
mod Atlantic (26,26.5] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1973.23610 2000.3802 3.7625225 2000-2009 –> 2010-2019 8.1885889 4138.0089 4192.5476
obs Atlantic (26,26.5] cstar_tref ~ sal + aou + phosphate + phosphate_star 4761.83368 4789.6257 5.5293439 2000-2009 –> 2010-2019 11.5242592 8856.7631 8911.2863
mod Atlantic (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1950.41648 1977.5606 3.6441727 2000-2009 –> 2010-2019 8.5796929 4195.8100 4250.3486
obs Atlantic (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4737.37011 4769.7941 5.4337852 2000-2009 –> 2010-2019 11.4153050 8831.4541 8895.0645
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1973.57708 2000.7212 3.7643198 2000-2009 –> 2010-2019 8.1803691 4136.6733 4191.2119
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 4662.04461 4694.4686 5.1707329 2000-2009 –> 2010-2019 11.1149943 8748.1807 8811.7911
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1973.70892 2000.8531 3.7650149 2000-2009 –> 2010-2019 8.2090580 4141.4812 4196.0199
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4669.79756 4702.2216 5.1972092 2000-2009 –> 2010-2019 11.2013169 8768.6760 8832.2864
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 2001.36156 2028.5057 3.9136914 2000-2009 –> 2010-2019 8.7559108 4232.6322 4287.1709
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 1953.54055 1980.6847 3.6601525 2000-2009 –> 2010-2019 8.6845769 4212.1451 4266.6838
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1954.20929 1981.3534 3.6635823 2000-2009 –> 2010-2019 8.7336514 4219.5061 4274.0448
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1974.08011 2001.2243 3.7669728 2000-2009 –> 2010-2019 8.2413977 4146.8942 4201.4329
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4690.68454 4723.1086 5.2692146 2000-2009 –> 2010-2019 11.3315002 8801.8289 8865.4393
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1953.67406 1980.8182 3.6608370 2000-2009 –> 2010-2019 8.6558930 4207.9406 4262.4792
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1954.50001 1981.6442 3.6650742 2000-2009 –> 2010-2019 8.7380152 4220.2159 4274.7545
obs Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + phosphate 4779.70231 4807.4943 5.5948153 2000-2009 –> 2010-2019 11.5401121 8864.0599 8918.5831
obs Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4757.15308 4789.5771 5.5050631 2000-2009 –> 2010-2019 11.4432361 8841.9856 8905.5960
obs Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4766.85636 4799.2804 5.5403650 2000-2009 –> 2010-2019 11.5332587 8863.3568 8926.9672
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 6358.53461 6393.0275 5.4255944 2000-2009 –> 2010-2019 10.9478240 11921.1103 11989.1181
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3414.05902 3444.8724 4.0566096 2000-2009 –> 2010-2019 7.5203931 6525.8122 6587.1910
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 6356.25678 6390.7497 5.4195396 2000-2009 –> 2010-2019 10.9533681 11922.5547 11990.5625
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 3438.34021 3469.1536 4.1391117 2000-2009 –> 2010-2019 7.5263745 6524.0904 6585.4691
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 6389.65255 6424.1455 5.5089902 2000-2009 –> 2010-2019 11.0310705 11952.1802 12020.1881
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3446.70932 3477.5227 4.1679352 2000-2009 –> 2010-2019 7.5310312 6524.1251 6585.5038
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6384.33653 6418.8294 5.4946531 2000-2009 –> 2010-2019 11.0303650 11951.2381 12019.2459
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3418.61933 3449.4327 4.0719781 2000-2009 –> 2010-2019 7.4578780 6503.9011 6565.2798
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 6354.69109 6389.1840 5.4153817 2000-2009 –> 2010-2019 10.9502542 11921.3236 11989.3314
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3448.08923 3478.9026 4.1727069 2000-2009 –> 2010-2019 7.5375569 6526.1119 6587.4906
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6383.74263 6418.2355 5.4930537 2000-2009 –> 2010-2019 11.0309286 11951.3372 12019.3451
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate 6390.00079 6419.5661 5.5153353 2000-2009 –> 2010-2019 11.0521265 11955.2482 12013.5406
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate_star 3412.38359 3438.7951 4.0577015 2000-2009 –> 2010-2019 7.5602045 6535.0763 6587.6866
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3398.32026 3429.1337 4.0040133 2000-2009 –> 2010-2019 7.4430893 6501.7408 6563.1195
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6379.98524 6414.4781 5.4829456 2000-2009 –> 2010-2019 11.0179629 11946.6642 12014.6720
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3403.59282 3434.4062 4.0215569 2000-2009 –> 2010-2019 7.3937685 6484.1594 6545.5381
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 6376.49133 6410.9842 5.4735630 2000-2009 –> 2010-2019 11.0274156 11949.1969 12017.2047
mod Atlantic (26.5,26.75] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 3416.74181 3443.1533 4.0723917 2000-2009 –> 2010-2019 7.4884697 6510.3522 6562.9626
mod Atlantic (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3408.02015 3438.8336 4.0363475 2000-2009 –> 2010-2019 7.3752013 6477.0151 6538.3938
obs Atlantic (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 6375.34544 6409.8383 5.4704893 2000-2009 –> 2010-2019 11.0234014 11947.7505 12015.7583
mod Atlantic (26.75,27] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5190.08703 5225.3830 2.3241102 2000-2009 –> 2010-2019 4.7623989 9778.3522 9847.9322
mod Atlantic (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5386.85326 5422.1493 2.5328281 2000-2009 –> 2010-2019 4.9427921 9951.9830 10021.5629
mod Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate 5602.22546 5632.4792 2.7852617 2000-2009 –> 2010-2019 5.2034815 10172.1264 10231.7664
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 5567.43698 5602.7330 2.7408359 2000-2009 –> 2010-2019 4.9392631 9950.6648 10020.2448
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 7112.69147 7148.2044 4.8987574 2000-2009 –> 2010-2019 10.8797354 13381.3606 13451.0506
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5593.96743 5629.2634 2.7728022 2000-2009 –> 2010-2019 5.0388958 10037.2196 10106.7995
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 7109.28745 7144.8003 4.8916966 2000-2009 –> 2010-2019 10.8150835 13359.0890 13428.7789
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 7110.56516 7146.0781 4.8943457 2000-2009 –> 2010-2019 10.8057341 13356.4127 13426.1027
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5603.73228 5639.0283 2.7846614 2000-2009 –> 2010-2019 5.0904924 10081.4040 10150.9840
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 7109.54169 7145.0546 4.8922236 2000-2009 –> 2010-2019 10.8144407 13358.9580 13428.6480
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate_star 7115.22183 7145.6614 4.9081703 2000-2009 –> 2010-2019 10.8496294 13368.9637 13428.6980
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5216.84497 5252.1410 2.3514500 2000-2009 –> 2010-2019 4.5611707 9610.2182 9679.7981
obs Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 7115.43901 7150.9519 4.9044639 2000-2009 –> 2010-2019 10.8799409 13382.3138 13452.0037
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5231.13800 5266.4340 2.3661854 2000-2009 –> 2010-2019 4.5752219 9623.8981 9693.4780
obs Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 7116.71688 7152.2298 4.9071203 2000-2009 –> 2010-2019 10.8290833 13366.0496 13435.7395
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate 5727.31061 5757.5643 2.9417714 2000-2009 –> 2010-2019 5.2650985 10217.9494 10277.5894
mod Atlantic (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5260.58031 5295.8763 2.3968306 2000-2009 –> 2010-2019 4.6421004 9685.5535 9755.1335
obs Atlantic (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 7116.68329 7152.1962 4.9070504 2000-2009 –> 2010-2019 10.8332747 13367.4187 13437.1086
obs Atlantic (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate_star 7114.72053 7145.1601 4.9071278 2000-2009 –> 2010-2019 10.8718943 13376.0970 13435.8312
obs Atlantic (26.75,27] cstar_tref ~ temp + silicate + phosphate + phosphate_star 7115.62408 7146.0637 4.9090069 2000-2009 –> 2010-2019 10.8912968 13382.7209 13442.4551
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate 5968.89910 5999.8688 2.4393419 2000-2009 –> 2010-2019 4.9960123 11111.1331 11172.0555
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5529.48649 5565.6178 2.0554718 2000-2009 –> 2010-2019 4.3804375 10466.9994 10538.0755
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5730.90691 5767.0383 2.2225072 2000-2009 –> 2010-2019 4.6346644 10748.5319 10819.6079
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate 10398.21772 10436.0392 5.7262006 2000-2009 –> 2010-2019 11.4943319 18752.7017 18826.7943
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 10373.43878 10411.2602 5.6831309 2000-2009 –> 2010-2019 11.3679261 18689.6483 18763.7408
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 5637.90926 5674.0406 2.1437622 2000-2009 –> 2010-2019 4.4436834 10551.8552 10622.9312
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5900.67470 5936.8061 2.3737914 2000-2009 –> 2010-2019 5.0398759 11136.0943 11207.1703
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 10402.90322 10440.7247 5.7343814 2000-2009 –> 2010-2019 11.4589134 18737.4325 18811.5251
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 10379.07821 10416.8996 5.6929045 2000-2009 –> 2010-2019 11.3954476 18703.4857 18777.5783
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5913.26089 5949.3922 2.3854090 2000-2009 –> 2010-2019 5.0398055 11139.1200 11210.1961
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 10405.37841 10443.1998 5.7387077 2000-2009 –> 2010-2019 11.4713547 18743.6333 18817.7258
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate_star 10374.61260 10407.0310 5.6886293 2000-2009 –> 2010-2019 11.4396233 18719.2711 18782.7791
mod Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate 5725.36934 5756.3391 2.2194595 2000-2009 –> 2010-2019 4.5747629 10689.0925 10750.0148
mod Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5721.86691 5757.9983 2.2147274 2000-2009 –> 2010-2019 4.5694381 10687.0425 10758.1185
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 10360.61948 10398.4409 5.6609762 2000-2009 –> 2010-2019 11.4839871 18740.0078 18814.1003
mod Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5713.77667 5749.9080 2.2077880 2000-2009 –> 2010-2019 4.5489926 10666.4352 10737.5112
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 10323.43386 10361.2553 5.5971983 2000-2009 –> 2010-2019 11.3424290 18667.4555 18741.5480
obs Atlantic (27,27.25] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 10381.37564 10413.7940 5.7003637 2000-2009 –> 2010-2019 11.4671097 18733.2279 18796.7359
mod Atlantic (27,27.25] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5610.91929 5647.0506 2.1214355 2000-2009 –> 2010-2019 4.2522722 10358.7055 10429.7815
obs Atlantic (27,27.25] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 10332.43412 10370.2555 5.6125687 2000-2009 –> 2010-2019 11.3739837 18683.8540 18757.9466
obs Atlantic (27.25,27.5] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 12026.86467 12065.7413 5.6355052 2000-2009 –> 2010-2019 10.9540239 21916.9309 21993.4431
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate 8939.29124 8971.8039 3.5208883 2000-2009 –> 2010-2019 6.8136511 16720.6318 16784.9756
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 8937.33299 8975.2645 3.5167106 2000-2009 –> 2010-2019 6.7594410 16675.1072 16750.1749
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 8931.70675 8969.6382 3.5107811 2000-2009 –> 2010-2019 6.8021679 16713.8034 16788.8712
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 12045.64156 12084.5182 5.6633034 2000-2009 –> 2010-2019 10.8362106 21846.9868 21923.4991
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 12038.81586 12077.6925 5.6531825 2000-2009 –> 2010-2019 10.7641534 21801.6639 21878.1761
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 8808.60119 8846.5327 3.3835121 2000-2009 –> 2010-2019 6.4266598 16357.3301 16432.3979
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 12136.74686 12175.6235 5.8001392 2000-2009 –> 2010-2019 10.9729401 21938.0265 22014.5388
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 9386.01658 9423.9480 4.0233071 2000-2009 –> 2010-2019 7.3604735 17209.2209 17284.2887
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 12039.25415 12078.1308 5.6538319 2000-2009 –> 2010-2019 10.7837847 21813.9500 21890.4622
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 9202.42090 9240.3524 3.8077427 2000-2009 –> 2010-2019 7.3785224 17226.9871 17302.0549
obs Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + phosphate_star 12071.29862 12104.6215 5.7044982 2000-2009 –> 2010-2019 10.9331343 21904.8910 21970.4730
mod Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate 8938.80740 8971.3201 3.5203773 2000-2009 –> 2010-2019 6.6527365 16571.5249 16635.8687
mod Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 8866.74757 8904.6790 3.4430396 2000-2009 –> 2010-2019 6.5624628 16489.1494 16564.2172
obs Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 12016.82668 12055.7034 5.6207005 2000-2009 –> 2010-2019 10.8712947 21865.8129 21942.3251
mod Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 8911.29770 8949.2292 3.4893555 2000-2009 –> 2010-2019 6.6212485 16545.5723 16620.6401
obs Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 12016.66568 12055.5424 5.6204634 2000-2009 –> 2010-2019 10.8092437 21827.8030 21904.3152
obs Atlantic (27.25,27.5] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 12064.81788 12098.1407 5.6948185 2000-2009 –> 2010-2019 10.9361946 21906.1882 21971.7701
mod Atlantic (27.25,27.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 8732.19800 8770.1295 3.3068560 2000-2009 –> 2010-2019 6.3080050 16239.5689 16314.6366
obs Atlantic (27.25,27.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 12012.86300 12051.7397 5.6148653 2000-2009 –> 2010-2019 10.8217165 21835.1116 21911.6239
obs Atlantic (27.5,27.75] cstar_tref ~ aou + silicate + phosphate + phosphate_star 10134.85536 10167.2149 5.4509298 2000-2009 –> 2010-2019 10.8517375 19506.7934 19571.0602
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 11234.35781 11274.4598 2.8554916 2000-2009 –> 2010-2019 5.6512774 22083.9030 22163.9229
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + phosphate 11413.62085 11442.2651 2.9729569 2000-2009 –> 2010-2019 5.6273351 22029.3405 22086.4976
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + phosphate + phosphate_star 11384.83881 11419.2119 2.9528943 2000-2009 –> 2010-2019 5.5890889 21972.1205 22040.7089
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate 10560.08798 10594.4611 2.4629563 2000-2009 –> 2010-2019 4.9071951 20812.6007 20881.1892
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate 11398.90343 11433.2766 2.9620442 2000-2009 –> 2010-2019 5.6010098 21990.8370 22059.4255
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 10536.76782 10576.8698 2.4492764 2000-2009 –> 2010-2019 4.8794939 20765.8064 20845.8263
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 10149.65597 10187.4088 5.4724414 2000-2009 –> 2010-2019 10.8877450 19531.6728 19606.6507
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 10637.53425 10677.6362 2.5041731 2000-2009 –> 2010-2019 4.9618037 20916.2416 20996.2615
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 10185.89985 10223.6527 5.5338114 2000-2009 –> 2010-2019 10.9988177 19595.4535 19670.4315
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 10652.69894 10692.8009 2.5125405 2000-2009 –> 2010-2019 4.9742108 20938.6787 21018.6986
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 10626.50585 10666.6078 2.4981054 2000-2009 –> 2010-2019 4.9534314 20901.0590 20981.0788
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 10163.95830 10201.7111 5.4965771 2000-2009 –> 2010-2019 10.9353607 19559.0151 19633.9931
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate_star 10977.18291 11011.5560 2.6996233 2000-2009 –> 2010-2019 5.2352359 21392.2100 21460.7985
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 10148.85908 10186.6119 5.4710997 2000-2009 –> 2010-2019 10.8883196 19531.9422 19606.9202
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 10191.44750 10229.2003 5.5432655 2000-2009 –> 2010-2019 11.0171847 19605.9127 19680.8907
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate 10150.09056 10182.4501 5.4765424 2000-2009 –> 2010-2019 10.8980698 19533.5693 19597.8362
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate_star 10190.38848 10222.7481 5.5448707 2000-2009 –> 2010-2019 11.0234171 19605.4004 19669.6672
obs Atlantic (27.5,27.75] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 10164.99532 10202.7482 5.4983313 2000-2009 –> 2010-2019 10.9443058 19564.0345 19639.0125
obs Atlantic (27.5,27.75] cstar_tref ~ temp + silicate + phosphate + phosphate_star 10166.22408 10198.5837 5.5037964 2000-2009 –> 2010-2019 10.9526102 19564.8342 19629.1010
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 5603.98698 5635.8100 1.5882270 2000-2009 –> 2010-2019 3.2093155 10603.1263 10666.0206
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 9162.63567 9199.6102 5.6242339 2000-2009 –> 2010-2019 10.9051172 17013.7028 17086.7102
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate 5369.48758 5401.3106 1.4677277 2000-2009 –> 2010-2019 3.0192536 10253.6289 10316.5232
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate 9160.84820 9192.5406 5.6246449 2000-2009 –> 2010-2019 10.9088208 17011.4997 17074.0775
obs Atlantic (27.75,27.85] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 9161.12231 9198.0968 5.6213077 2000-2009 –> 2010-2019 10.9310759 17026.0555 17099.0629
mod Atlantic (27.75,27.85] cstar_tref ~ sal + nitrate + silicate + phosphate_star 5954.61422 5986.4373 1.7871018 2000-2009 –> 2010-2019 3.5968064 11242.3461 11305.2405
mod Atlantic (27.75,27.85] cstar_tref ~ sal + silicate + phosphate + phosphate_star 5938.13371 5969.9568 1.7772193 2000-2009 –> 2010-2019 3.5851139 11223.2418 11286.1362
obs Atlantic (27.75,27.85] cstar_tref ~ sal + silicate + phosphate + phosphate_star 9159.48143 9191.1739 5.6220019 2000-2009 –> 2010-2019 10.9382381 17025.5092 17088.0870
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 5487.35477 5524.4817 1.5260790 2000-2009 –> 2010-2019 3.1391068 10475.4240 10548.8008
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 5196.24043 5233.3673 1.3836838 2000-2009 –> 2010-2019 2.9110548 10041.2401 10114.6168
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 9159.60766 9196.5822 5.6183806 2000-2009 –> 2010-2019 10.9024832 17012.2239 17085.2314
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5317.31442 5354.4413 1.4412166 2000-2009 –> 2010-2019 3.0342167 10272.6247 10346.0014
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5324.47963 5361.6065 1.4446954 2000-2009 –> 2010-2019 3.0370356 10278.7035 10352.0802
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5310.40641 5347.5333 1.4378705 2000-2009 –> 2010-2019 3.0268541 10259.0972 10332.4739
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 9161.24986 9198.2244 5.6215543 2000-2009 –> 2010-2019 10.9202040 17020.8546 17093.8621
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate_star 5432.34084 5464.1639 1.4990985 2000-2009 –> 2010-2019 3.1651119 10503.1546 10566.0489
obs Atlantic (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 9168.00827 9204.9828 5.6346344 2000-2009 –> 2010-2019 10.9351440 17028.5052 17101.5126
obs Atlantic (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate 9166.16651 9197.8590 5.6349410 2000-2009 –> 2010-2019 10.9376461 17025.7161 17088.2939
obs Atlantic (27.75,27.85] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 9168.83346 9205.8080 5.6362335 2000-2009 –> 2010-2019 10.9454104 17033.4836 17106.4910
obs Atlantic (27.75,27.85] cstar_tref ~ temp + silicate + phosphate + phosphate_star 9166.98154 9198.6740 5.6365205 2000-2009 –> 2010-2019 10.9485442 17030.9943 17093.5721
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate 5559.46568 5590.3321 2.1603591 2000-2009 –> 2010-2019 4.8251606 10647.8938 10708.5451
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 12942.61335 12981.9720 5.7181088 2000-2009 –> 2010-2019 11.7767124 25097.5888 25175.7392
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 12659.37252 12698.7312 5.3353378 2000-2009 –> 2010-2019 11.1514073 24660.3259 24738.4763
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate 5357.50188 5388.3683 1.9948580 2000-2009 –> 2010-2019 4.5265800 10337.5276 10398.1789
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate_star 12659.71658 12693.4526 5.3383980 2000-2009 –> 2010-2019 11.1549772 24659.0003 24725.9864
obs Atlantic (27.85,27.95] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 12828.89619 12868.2548 5.5612384 2000-2009 –> 2010-2019 11.5248002 24924.2626 25002.4130
obs Atlantic (27.85,27.95] cstar_tref ~ sal + silicate + phosphate + phosphate_star 12846.09761 12879.8336 5.5874210 2000-2009 –> 2010-2019 11.5525712 24940.4679 25007.4540
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 5304.81120 5340.8221 1.9522648 2000-2009 –> 2010-2019 4.5644609 10353.0499 10423.8097
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 5716.25825 5747.1247 2.2982546 2000-2009 –> 2010-2019 4.9520806 10795.9532 10856.6045
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 4981.34354 5017.3544 1.7183063 2000-2009 –> 2010-2019 4.1539008 9881.4614 9952.2212
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 12575.08519 12614.4438 5.2264589 2000-2009 –> 2010-2019 10.9987324 24547.5424 24625.6928
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5077.24972 5113.2606 1.7845867 2000-2009 –> 2010-2019 4.2697005 10019.9575 10090.7173
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 12568.36269 12607.7213 5.2178713 2000-2009 –> 2010-2019 10.9953911 24544.2448 24622.3952
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 12559.78871 12599.1474 5.2069390 2000-2009 –> 2010-2019 11.0079215 24550.9498 24629.1003
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5084.41532 5120.4262 1.7896403 2000-2009 –> 2010-2019 4.2911493 10041.0373 10111.7971
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate 12573.79620 12607.5322 5.2273680 2000-2009 –> 2010-2019 11.0286855 24563.1751 24630.1612
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5066.62999 5102.6408 1.7771233 2000-2009 –> 2010-2019 4.2546270 10002.8480 10073.6078
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 12574.81586 12614.1745 5.2261146 2000-2009 –> 2010-2019 10.9984373 24547.3052 24625.4557
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate_star 5182.72805 5213.5945 1.8619072 2000-2009 –> 2010-2019 4.4560965 10214.3299 10274.9811
mod Atlantic (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate 5519.15904 5550.0255 2.1262675 2000-2009 –> 2010-2019 4.9017622 10693.7071 10754.3584
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 14182.57458 14222.7409 5.3081454 2000-2009 –> 2010-2019 12.0289863 28929.2155 29009.3061
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 13908.17463 13948.3410 4.9999820 2000-2009 –> 2010-2019 11.5826543 28562.7518 28642.8424
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate_star 13913.23970 13947.6680 5.0076874 2000-2009 –> 2010-2019 11.5923062 28567.1272 28635.7763
obs Atlantic (27.95,28.05] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 14022.38699 14062.5534 5.1260123 2000-2009 –> 2010-2019 11.7673699 28716.3009 28796.3914
obs Atlantic (27.95,28.05] cstar_tref ~ sal + silicate + phosphate + phosphate_star 14039.25116 14073.6795 5.1471320 2000-2009 –> 2010-2019 11.7887539 28731.3414 28799.9905
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 7336.98833 7368.1233 3.8389850 2000-2009 –> 2010-2019 8.5600980 14372.3924 14433.9772
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 7196.59137 7232.9155 3.6381427 2000-2009 –> 2010-2019 8.2289607 14167.8357 14239.6846
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 13920.78854 13960.9549 5.0137475 2000-2009 –> 2010-2019 11.6255853 28594.9589 28675.0495
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 7205.71269 7242.0369 3.6506868 2000-2009 –> 2010-2019 8.4096265 14261.9822 14333.8311
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 13888.23524 13928.4016 4.9782993 2000-2009 –> 2010-2019 11.5628325 28544.0651 28624.1557
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 13947.56972 13987.7361 5.0430995 2000-2009 –> 2010-2019 11.7004851 28652.1668 28732.2573
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 7185.08743 7221.4116 3.6223834 2000-2009 –> 2010-2019 8.5082173 14303.5658 14375.4148
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + phosphate + phosphate_star 7357.21026 7388.3453 3.8683920 2000-2009 –> 2010-2019 8.7129585 14453.6367 14515.2215
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate 13965.42095 13999.8493 5.0649671 2000-2009 –> 2010-2019 11.7277652 28671.6198 28740.2688
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 7205.98593 7242.3101 3.6510632 2000-2009 –> 2010-2019 8.3447654 14229.6246 14301.4735
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 13913.22616 13953.3925 5.0054902 2000-2009 –> 2010-2019 11.6101166 28582.5601 28662.6506
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate_star 7204.89714 7236.0322 3.6523189 2000-2009 –> 2010-2019 8.6564072 14377.9112 14439.4960
mod Atlantic (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate 7395.78810 7426.9231 3.9251187 2000-2009 –> 2010-2019 8.5352254 14374.9442 14436.5289
mod Atlantic (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate_star 7413.69672 7444.8317 3.9517344 2000-2009 –> 2010-2019 8.7430482 14483.9936 14545.5784
mod Atlantic (27.95,28.05] cstar_tref ~ temp + silicate + phosphate + phosphate_star 7414.97024 7446.1052 3.9536339 2000-2009 –> 2010-2019 8.6622320 14444.0994 14505.6842
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 12139.47813 12178.7019 4.9772199 2000-2009 –> 2010-2019 11.2148816 24631.7268 24709.8711
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 12110.70388 12149.9277 4.9416330 2000-2009 –> 2010-2019 11.1891344 24609.0052 24687.1496
obs Atlantic (28.05,28.1] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 12109.07692 12148.3007 4.9396285 2000-2009 –> 2010-2019 11.1760790 24600.5798 24678.7242
obs Atlantic (28.05,28.1] cstar_tref ~ sal + nitrate + silicate + phosphate_star 12125.16299 12158.7834 4.9619577 2000-2009 –> 2010-2019 11.2387928 24639.4520 24706.4328
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 12175.68344 12214.9072 5.0223614 2000-2009 –> 2010-2019 11.2380554 24654.3846 24732.5289
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 3141.63504 3170.5878 1.3232665 2000-2009 –> 2010-2019 2.2999371 5506.1660 5563.5406
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate_star 3180.05181 3209.0046 1.3511543 2000-2009 –> 2010-2019 2.3534762 5588.2922 5645.6668
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 3128.39267 3162.1709 1.3123618 2000-2009 –> 2010-2019 2.2881772 5493.4468 5560.3838
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3160.10667 3193.8849 1.3351525 2000-2009 –> 2010-2019 2.3374499 5570.3059 5637.2429
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 12143.45463 12182.6784 4.9821580 2000-2009 –> 2010-2019 11.1742880 24607.5705 24685.7149
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 12165.06046 12204.2843 5.0090742 2000-2009 –> 2010-2019 11.2186760 24639.9960 24718.1404
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + nitrate + phosphate_star 12188.32426 12221.9447 5.0407320 2000-2009 –> 2010-2019 11.2615906 24668.2147 24735.1956
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3179.78330 3213.5615 1.3494914 2000-2009 –> 2010-2019 2.3669799 5615.3445 5682.2814
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 12082.71528 12121.9391 4.9072620 2000-2009 –> 2010-2019 11.0741077 24531.1192 24609.2635
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + phosphate + phosphate_star 3167.29775 3196.2505 1.3418312 2000-2009 –> 2010-2019 2.3406228 5569.5894 5626.9640
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3151.77275 3185.5510 1.3291254 2000-2009 –> 2010-2019 2.3277772 5555.8284 5622.7654
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 12171.61628 12210.8401 5.0172701 2000-2009 –> 2010-2019 11.2257005 24645.8274 24723.9717
mod Atlantic (28.05,28.1] cstar_tref ~ temp + aou + phosphate 3144.87394 3169.0012 1.3270354 2000-2009 –> 2010-2019 2.3383280 5566.1369 5613.9490
mod Atlantic (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate 3138.11952 3167.0723 1.3207434 2000-2009 –> 2010-2019 2.3301416 5558.2212 5615.5958
mod Atlantic (28.05,28.1] cstar_tref ~ temp + silicate + phosphate + phosphate_star 3162.73072 3191.6835 1.3385084 2000-2009 –> 2010-2019 2.3732677 5624.6698 5682.0443
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 10978.90936 11017.3976 5.0451757 2000-2009 –> 2010-2019 13.4795994 22903.8351 22980.2967
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate 3454.48951 3485.1586 0.9851249 2000-2009 –> 2010-2019 2.2998454 7972.0912 8033.9224
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate_star 3496.65752 3527.3266 1.0022130 2000-2009 –> 2010-2019 2.3211940 8022.8719 8084.7031
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate 3456.35013 3492.1307 0.9850689 2000-2009 –> 2010-2019 2.2398759 7851.7900 7923.9264
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3498.28733 3534.0679 1.0020617 2000-2009 –> 2010-2019 2.2670260 7915.1886 7987.3250
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 10941.20326 10979.6915 4.9927536 2000-2009 –> 2010-2019 13.4492562 22874.8974 22951.3589
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 10971.79856 11010.2868 5.0352478 2000-2009 –> 2010-2019 13.4632969 22894.1885 22970.6501
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 10932.62112 10971.1093 4.9808983 2000-2009 –> 2010-2019 13.4285261 22862.7935 22939.2550
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + phosphate + phosphate_star 3483.44288 3514.1120 0.9968263 2000-2009 –> 2010-2019 2.3133282 8004.6492 8066.4804
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3485.43345 3521.2140 0.9968224 2000-2009 –> 2010-2019 2.2553281 7888.7083 7960.8446
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 10951.54551 10990.0337 5.0070778 2000-2009 –> 2010-2019 13.4610966 22884.2544 22960.7159
obs Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 10950.70828 10989.1965 5.0059167 2000-2009 –> 2010-2019 13.4280320 22870.7360 22947.1975
mod Atlantic (28.1,28.15] cstar_tref ~ temp + aou + phosphate 3480.36525 3505.9228 0.9963883 2000-2009 –> 2010-2019 2.3119616 7997.6932 8049.2192
mod Atlantic (28.1,28.15] cstar_tref ~ temp + aou + silicate + phosphate 3482.36513 3513.0342 0.9963882 2000-2009 –> 2010-2019 2.2623343 7899.3316 7961.1628
mod Atlantic (28.1,28.15] cstar_tref ~ temp + aou + silicate + phosphate_star 3528.94999 3559.6191 1.0154993 2000-2009 –> 2010-2019 2.2930109 7970.1258 8031.9570
obs Atlantic (28.1,28.15] cstar_tref ~ temp + aou + silicate + phosphate_star 10958.93765 10991.9275 5.0201217 2000-2009 –> 2010-2019 13.4766539 22890.6435 22956.1820
obs Atlantic (28.1,28.15] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 10952.01728 10990.5055 5.0077322 2000-2009 –> 2010-2019 13.4243631 22869.8602 22946.3217
obs Atlantic (28.1,28.15] cstar_tref ~ temp + nitrate + silicate + phosphate_star 10950.07562 10983.0655 5.0078131 2000-2009 –> 2010-2019 13.4557694 22878.3784 22943.9169
mod Atlantic (28.1,28.15] cstar_tref ~ temp + silicate + phosphate + phosphate_star 3514.51542 3545.1845 1.0095387 2000-2009 –> 2010-2019 2.2798807 7940.7095 8002.5407
obs Atlantic (28.1,28.15] cstar_tref ~ temp + silicate + phosphate + phosphate_star 10967.95687 11000.9468 5.0326796 2000-2009 –> 2010-2019 13.4867414 22898.6828 22964.2212
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate 5076.93728 5110.6261 0.8435073 2000-2009 –> 2010-2019 1.7390008 10535.1568 10602.6892
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4823.97882 4856.9865 4.4646916 2000-2009 –> 2010-2019 11.5930003 10798.8469 10865.3220
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 4904.88462 4944.1883 0.8080760 2000-2009 –> 2010-2019 1.6873427 10288.9944 10367.7823
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 5279.99284 5319.2965 0.8863735 2000-2009 –> 2010-2019 1.8395217 10999.9018 11078.6897
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 4737.78665 4770.7943 4.2374534 2000-2009 –> 2010-2019 11.3794177 10716.0269 10782.5020
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4727.16917 4760.1769 4.2102736 2000-2009 –> 2010-2019 11.2657677 10683.9461 10750.4212
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4821.83498 4854.8427 4.4588944 2000-2009 –> 2010-2019 11.5914168 10797.7443 10864.2194
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + nitrate + phosphate_star 5100.56230 5134.2511 0.8484348 2000-2009 –> 2010-2019 1.7876695 10757.2691 10824.8016
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5096.48248 5135.7861 0.8471640 2000-2009 –> 2010-2019 1.7598660 10635.9232 10714.7111
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4751.44809 4784.4558 4.2726837 2000-2009 –> 2010-2019 11.3713825 10718.9818 10785.4569
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4729.17630 4762.1840 4.2153982 2000-2009 –> 2010-2019 11.2859494 10689.7095 10756.1846
mod Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + phosphate 4942.31506 4976.0039 0.8159701 2000-2009 –> 2010-2019 1.6916263 10307.2997 10374.8322
mod Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + phosphate_star 4968.61777 5002.3066 0.8212787 2000-2009 –> 2010-2019 1.7021760 10358.4392 10425.9717
mod Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate 4902.95898 4936.6478 0.8080908 2000-2009 –> 2010-2019 1.6940425 10316.5924 10384.1249
obs Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4737.30703 4770.3147 4.2362218 2000-2009 –> 2010-2019 11.5583687 10759.4488 10825.9239
obs Atlantic (28.15,28.2] cstar_tref ~ temp + aou + silicate + phosphate_star 4737.92322 4766.2155 4.2429440 2000-2009 –> 2010-2019 11.5686514 10758.9216 10815.9003
mod Atlantic (28.15,28.2] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 5001.85886 5035.5477 0.8280372 2000-2009 –> 2010-2019 1.7163676 10426.6524 10494.1848
obs Atlantic (28.15,28.2] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4737.90591 4770.9136 4.2377596 2000-2009 –> 2010-2019 11.5822612 10765.4189 10831.8940
mod Atlantic (28.15,28.2] cstar_tref ~ temp + nitrate + silicate + phosphate_star 5142.00850 5175.6973 0.8571490 2000-2009 –> 2010-2019 1.7707177 10683.3996 10750.9321
obs Atlantic (28.15,28.2] cstar_tref ~ temp + silicate + phosphate + phosphate_star 4739.04952 4767.3418 4.2458412 2000-2009 –> 2010-2019 11.5906181 10764.6286 10821.6073
mod Atlantic (28.2, Inf] cstar_tref ~ aou + nitrate + silicate + phosphate_star 4218.99972 4253.2529 0.6219981 2000-2009 –> 2010-2019 1.5549218 8951.5743 9018.6282
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate 4062.91459 4091.4589 0.6008575 2000-2009 –> 2010-2019 1.2211092 7365.6123 7421.4906
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate 3897.54754 3924.8967 3.8067239 2000-2009 –> 2010-2019 7.8853452 8236.9842 8292.1805
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate_star 3909.20352 3943.4567 0.5802236 2000-2009 –> 2010-2019 1.1876258 7140.6730 7207.7269
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate 4027.77492 4062.0281 0.5958703 2000-2009 –> 2010-2019 1.2159895 7331.7254 7398.7794
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3893.54009 3925.4475 3.7905394 2000-2009 –> 2010-2019 7.8343503 8221.8452 8286.2409
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3407.57509 3447.5371 0.5182154 2000-2009 –> 2010-2019 1.1096850 6548.0646 6626.2942
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + silicate + phosphate 3891.66914 3919.0183 3.7908864 2000-2009 –> 2010-2019 7.8350745 8218.1172 8273.3135
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate 3884.97500 3919.2282 0.5770773 2000-2009 –> 2010-2019 1.1913164 7155.5977 7222.6516
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3891.30284 3923.2102 3.7845298 2000-2009 –> 2010-2019 7.8610637 8231.9552 8296.3509
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 3811.17720 3851.1392 0.5673441 2000-2009 –> 2010-2019 1.1802935 7076.4480 7154.6776
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate 3889.37966 3916.7288 3.7847359 2000-2009 –> 2010-2019 7.8689005 8230.8970 8286.0933
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 3884.28644 3916.1938 3.7657440 2000-2009 –> 2010-2019 7.8047548 8210.7720 8275.1676
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3907.61604 3939.5234 3.8285697 2000-2009 –> 2010-2019 7.7955989 8206.5527 8270.9484
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3909.81423 3941.7216 3.8345431 2000-2009 –> 2010-2019 7.8719807 8235.7030 8300.0986
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + phosphate + phosphate_star 3909.82413 3937.1733 3.8400130 2000-2009 –> 2010-2019 7.8872898 8237.4418 8292.6381
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3896.45891 3928.3663 3.7983943 2000-2009 –> 2010-2019 7.7861843 8203.3921 8267.7878
mod Atlantic (28.2, Inf] cstar_tref ~ temp + aou + nitrate + phosphate 4938.73972 4972.9929 0.7310329 2000-2009 –> 2010-2019 1.5427220 9184.3711 9251.4250
mod Atlantic (28.2, Inf] cstar_tref ~ temp + aou + nitrate + phosphate_star 4972.56801 5006.8212 0.7366038 2000-2009 –> 2010-2019 1.5525466 9236.4833 9303.5372
mod Atlantic (28.2, Inf] cstar_tref ~ temp + aou + nitrate + silicate 4362.28093 4396.5341 0.6423232 2000-2009 –> 2010-2019 1.4300964 8503.2972 8570.3512
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 634.27934 655.7617 1.7016960 2000-2009 –> 2010-2019 3.4436176 1619.4516 1665.4713
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 837.12119 858.6910 3.1184574 2000-2009 –> 2010-2019 6.9118014 2326.2931 2372.9999
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 633.66885 655.1512 1.6984323 2000-2009 –> 2010-2019 3.4233164 1614.0052 1660.0249
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 833.37040 854.9402 3.0823431 2000-2009 –> 2010-2019 6.8442912 2318.0877 2364.7944
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate_star 831.62934 850.1178 3.0848227 2000-2009 –> 2010-2019 7.0552622 2343.2584 2383.2927
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 512.97982 534.4621 1.1620438 2000-2009 –> 2010-2019 2.5244505 1377.2499 1423.2696
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 835.27482 856.8447 3.1006271 2000-2009 –> 2010-2019 7.0193664 2341.8786 2388.5853
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 514.78309 536.2654 1.1686521 2000-2009 –> 2010-2019 2.5080500 1370.6732 1416.6928
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 832.14601 853.7158 3.0706448 2000-2009 –> 2010-2019 6.9637918 2335.2378 2381.9446
mod Indian (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 633.70363 655.1860 1.6986181 2000-2009 –> 2010-2019 3.4223808 1613.7201 1659.7397
obs Indian (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 833.24304 854.8129 3.0811241 2000-2009 –> 2010-2019 6.8505285 2319.0216 2365.7283
obs Indian (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate_star 831.54924 850.0377 3.0840555 2000-2009 –> 2010-2019 6.9181309 2324.4459 2364.4802
mod Indian (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 634.90883 656.3912 1.7050679 2000-2009 –> 2010-2019 3.3701732 1597.8916 1643.9113
obs Indian (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 832.72190 854.2917 3.0761416 2000-2009 –> 2010-2019 6.8557334 2319.9471 2366.6539
obs Indian (-Inf,26] cstar_tref ~ sal + temp + phosphate + phosphate_star 831.40847 849.8969 3.0827075 2000-2009 –> 2010-2019 7.0471299 2342.2246 2382.2589
mod Indian (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 515.07814 536.5605 1.1697370 2000-2009 –> 2010-2019 2.5061128 1369.8569 1415.8766
obs Indian (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 831.93687 853.5067 3.0686511 2000-2009 –> 2010-2019 6.9557013 2334.1886 2380.8954
mod Indian (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 700.69195 722.1743 2.0969211 2000-2009 –> 2010-2019 3.5565401 1598.8720 1644.8917
mod Indian (-Inf,26] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 697.26203 718.7444 2.0744254 2000-2009 –> 2010-2019 3.5252963 1592.4845 1638.5041
mod Indian (-Inf,26] cstar_tref ~ temp + silicate + phosphate + phosphate_star 695.31801 713.7314 2.0747906 2000-2009 –> 2010-2019 3.5790154 1606.3084 1645.7538
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1613.98753 1640.1661 3.1689132 2000-2009 –> 2010-2019 7.4997677 3958.8279 4013.0163
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1611.34760 1637.5261 3.1554920 2000-2009 –> 2010-2019 7.4620295 3951.6384 4005.8268
mod Indian (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 858.03033 883.3477 1.1226164 2000-2009 –> 2010-2019 2.9031141 2193.2707 2245.2030
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 1644.86250 1671.0411 3.3301818 2000-2009 –> 2010-2019 7.5645114 3971.4906 4025.6791
mod Indian (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 859.08579 884.4032 1.1247728 2000-2009 –> 2010-2019 2.9031406 2193.5338 2245.4660
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1644.36474 1670.5433 3.3275179 2000-2009 –> 2010-2019 7.5507164 3968.8661 4023.0545
obs Indian (26,26.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1610.85125 1637.0298 3.1529750 2000-2009 –> 2010-2019 7.4576151 3950.7860 4004.9744
mod Indian (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 930.66277 955.9802 1.2811025 2000-2009 –> 2010-2019 3.1998057 2315.3921 2367.3243
obs Indian (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1635.63107 1661.8096 3.2811218 2000-2009 –> 2010-2019 7.5381602 3966.5810 4020.7694
mod Indian (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 859.15215 884.4695 1.1249085 2000-2009 –> 2010-2019 2.9030944 2193.5325 2245.4647
obs Indian (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1644.37003 1670.5486 3.3275462 2000-2009 –> 2010-2019 7.5495544 3968.6436 4022.8320
mod Indian (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 843.36543 868.6828 1.0930791 2000-2009 –> 2010-2019 2.8957621 2186.8035 2238.7357
obs Indian (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1599.51775 1625.6963 3.0960446 2000-2009 –> 2010-2019 7.3262609 3925.3606 3979.5491
mod Indian (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 836.87364 862.1910 1.0802531 2000-2009 –> 2010-2019 2.8759486 2177.7407 2229.6729
obs Indian (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1599.34775 1625.5263 3.0951985 2000-2009 –> 2010-2019 7.3157054 3923.3339 3977.5224
mod Indian (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate 864.20055 885.9012 1.1394173 2000-2009 –> 2010-2019 3.0008386 2226.8651 2271.3785
mod Indian (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate_star 859.61131 881.3119 1.1299495 2000-2009 –> 2010-2019 2.9759007 2216.7511 2261.2644
mod Indian (26,26.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 836.67337 861.9908 1.0798598 2000-2009 –> 2010-2019 2.8748091 2177.2653 2229.1975
obs Indian (26,26.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1599.38488 1625.5634 3.0953833 2000-2009 –> 2010-2019 7.3127873 3922.7768 3976.9652
mod Indian (26,26.5] cstar_tref ~ temp + silicate + phosphate + phosphate_star 859.52578 881.2264 1.1297738 2000-2009 –> 2010-2019 2.9744257 2216.1995 2260.7128
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1936.12783 1963.0326 3.9225972 2000-2009 –> 2010-2019 7.9411127 5563.5963 5621.7642
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1935.14128 1962.0461 3.9169927 2000-2009 –> 2010-2019 7.9354599 5562.5943 5620.7621
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 728.89983 753.6058 0.9995136 2000-2009 –> 2010-2019 2.4382440 1965.8317 2017.4018
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 1934.84739 1961.7522 3.9153247 2000-2009 –> 2010-2019 7.9327011 5561.9513 5620.1191
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 730.44905 755.1551 1.0025907 2000-2009 –> 2010-2019 2.4345290 1964.1348 2015.7049
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1935.47855 1962.3834 3.9189078 2000-2009 –> 2010-2019 7.9369820 5562.8058 5620.9736
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1935.09732 1962.0021 3.9167431 2000-2009 –> 2010-2019 7.9353520 5562.5957 5620.7635
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 673.49513 698.2011 0.8954611 2000-2009 –> 2010-2019 2.3218569 1904.5204 1956.0906
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1922.59477 1949.4996 3.8464123 2000-2009 –> 2010-2019 7.8621829 5549.1846 5607.3524
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 730.31730 755.0233 1.0023287 2000-2009 –> 2010-2019 2.4342268 1963.9838 2015.5539
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1935.44834 1962.3531 3.9187362 2000-2009 –> 2010-2019 7.9367013 5562.7407 5620.9085
mod Indian (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 654.30352 679.0095 0.8620043 2000-2009 –> 2010-2019 2.2835722 1883.0030 1934.5731
obs Indian (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1895.32699 1922.2318 3.6973721 2000-2009 –> 2010-2019 7.7346960 5528.8005 5586.9683
mod Indian (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 653.74045 678.4464 0.8610418 2000-2009 –> 2010-2019 2.2723893 1877.4901 1929.0602
obs Indian (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1895.33593 1922.2407 3.6974200 2000-2009 –> 2010-2019 7.7320369 5527.9469 5586.1147
mod Indian (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate_star 728.54972 749.7263 1.0027910 2000-2009 –> 2010-2019 2.4854172 1984.0986 2028.3016
mod Indian (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 653.71651 678.4225 0.8610009 2000-2009 –> 2010-2019 2.2716427 1877.1231 1928.6932
obs Indian (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1895.36837 1922.2732 3.6975938 2000-2009 –> 2010-2019 7.7326255 5528.1115 5586.2793
mod Indian (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate_star 672.68500 693.8616 0.8975777 2000-2009 –> 2010-2019 2.3473555 1912.8643 1957.0673
mod Indian (26.5,26.75] cstar_tref ~ temp + silicate + phosphate + phosphate_star 728.46330 749.6399 1.0026191 2000-2009 –> 2010-2019 2.4853413 1984.0566 2028.2596
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3272.89453 3303.1399 4.5345326 2000-2009 –> 2010-2019 8.4849660 8615.4879 8679.7579
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 1136.44475 1163.3089 1.2426899 2000-2009 –> 2010-2019 2.4874173 2863.6412 2920.3224
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 3268.30056 3298.5459 4.5158379 2000-2009 –> 2010-2019 8.4643068 8609.9449 8674.2149
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1137.83812 1164.7022 1.2452166 2000-2009 –> 2010-2019 2.4856603 2861.4286 2918.1098
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3268.13760 3298.3830 4.5151762 2000-2009 –> 2010-2019 8.4564742 8606.3136 8670.5836
obs Indian (26.75,27] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3272.85964 3303.1050 4.5343903 2000-2009 –> 2010-2019 8.4849385 8615.5085 8679.7785
mod Indian (26.75,27] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1131.29802 1158.1621 1.2334015 2000-2009 –> 2010-2019 2.4874444 2866.2936 2922.9748
obs Indian (26.75,27] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3264.72606 3294.9714 4.5013451 2000-2009 –> 2010-2019 8.4512307 8607.0548 8671.3249
obs Indian (26.75,27] cstar_tref ~ sal + temp + phosphate + phosphate_star 3272.45562 3298.3802 4.5409029 2000-2009 –> 2010-2019 8.4914527 8613.1052 8668.1938
mod Indian (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1137.50705 1164.3712 1.2446157 2000-2009 –> 2010-2019 2.4857699 2861.6964 2918.3776
obs Indian (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3268.13751 3298.3829 4.5151758 2000-2009 –> 2010-2019 8.4566132 8606.3810 8670.6510
mod Indian (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1078.47249 1105.3366 1.1419880 2000-2009 –> 2010-2019 2.4954978 2893.3075 2949.9886
obs Indian (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3269.61310 3299.8585 4.5211713 2000-2009 –> 2010-2019 8.4918828 8621.9755 8686.2455
mod Indian (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1081.05127 1107.9154 1.1462890 2000-2009 –> 2010-2019 2.4901665 2888.4158 2945.0970
obs Indian (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3269.95873 3300.2041 4.5225768 2000-2009 –> 2010-2019 8.4894817 8620.4911 8684.7611
mod Indian (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate_star 1136.31630 1159.3427 1.2460848 2000-2009 –> 2010-2019 2.7112142 3032.0389 3080.6228
mod Indian (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1080.72325 1107.5874 1.1457410 2000-2009 –> 2010-2019 2.4895718 2888.0514 2944.7326
obs Indian (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3269.91386 3300.1592 4.5223943 2000-2009 –> 2010-2019 8.4891729 8620.3854 8684.6555
mod Indian (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate_star 1131.14112 1154.1675 1.2367197 2000-2009 –> 2010-2019 2.5806560 2936.5514 2985.1352
mod Indian (26.75,27] cstar_tref ~ temp + silicate + phosphate + phosphate_star 1136.14585 1159.1722 1.2457753 2000-2009 –> 2010-2019 2.7129096 3033.2989 3081.8828
mod Indian (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1800.34111 1828.5559 2.0711543 2000-2009 –> 2010-2019 4.2307398 5154.5336 5215.2092
obs Indian (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2415.28331 2443.9698 3.5935214 2000-2009 –> 2010-2019 8.1600459 6812.3182 6873.3078
obs Indian (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2410.92394 2439.6105 3.5759627 2000-2009 –> 2010-2019 8.1681152 6816.3087 6877.2983
obs Indian (27,27.25] cstar_tref ~ sal + nitrate + phosphate + phosphate_star 2434.58686 2459.1753 3.6805757 2000-2009 –> 2010-2019 8.3148839 6851.6057 6903.8825
mod Indian (27,27.25] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1804.55253 1832.7673 2.0816646 2000-2009 –> 2010-2019 4.2513684 5165.8781 5226.5537
obs Indian (27,27.25] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2411.53235 2440.2189 3.5784081 2000-2009 –> 2010-2019 8.1435815 6808.1257 6869.1153
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate 2413.76359 2442.4501 3.5873905 2000-2009 –> 2010-2019 8.1949799 6824.1555 6885.1451
mod Indian (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1793.01098 1821.2258 2.0529870 2000-2009 –> 2010-2019 4.2008792 5138.9183 5199.5939
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2419.42656 2448.1131 3.6102894 2000-2009 –> 2010-2019 8.2571920 6842.4946 6903.4842
mod Indian (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 1867.60845 1895.8233 2.2455629 2000-2009 –> 2010-2019 4.1869222 5059.2393 5119.9149
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 2407.14017 2435.8267 3.5607921 2000-2009 –> 2010-2019 8.2841340 6854.5512 6915.5408
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2413.03319 2441.7197 3.5844476 2000-2009 –> 2010-2019 8.3464367 6872.6023 6933.5919
mod Indian (27,27.25] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1793.23076 1821.4456 2.0535294 2000-2009 –> 2010-2019 4.2015314 5139.2161 5199.8917
obs Indian (27,27.25] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2419.21159 2447.8981 3.6094175 2000-2009 –> 2010-2019 8.2397011 6836.9341 6897.9237
mod Indian (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1806.69457 1834.9094 2.0870309 2000-2009 –> 2010-2019 4.0946381 5049.5307 5110.2063
mod Indian (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1788.72942 1816.9442 2.0424493 2000-2009 –> 2010-2019 4.0603298 5039.3545 5100.0301
obs Indian (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2413.15778 2441.8443 3.5849494 2000-2009 –> 2010-2019 8.3407155 6870.7759 6931.7655
mod Indian (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1798.12389 1826.3387 2.0656421 2000-2009 –> 2010-2019 4.0821725 5047.7276 5108.4032
mod Indian (27,27.25] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1798.30286 1826.5177 2.0660865 2000-2009 –> 2010-2019 4.0804811 5046.2894 5106.9650
mod Indian (27,27.25] cstar_tref ~ temp + nitrate + silicate + phosphate_star 1799.55591 1823.7400 2.0741806 2000-2009 –> 2010-2019 4.1934472 5122.9891 5174.9968
obs Indian (27.25,27.5] cstar_tref ~ aou + nitrate + silicate + phosphate 3101.92145 3127.8136 3.9544525 2000-2009 –> 2010-2019 8.1763267 8392.0373 8446.8952
obs Indian (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3081.82401 3112.0315 3.8762282 2000-2009 –> 2010-2019 8.0898298 8370.3191 8434.3201
obs Indian (27.25,27.5] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 3078.30925 3108.5168 3.8639295 2000-2009 –> 2010-2019 8.1313703 8390.2422 8454.2431
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate 1835.72137 1860.5218 1.7490404 2000-2009 –> 2010-2019 3.5894641 5199.5210 5252.6209
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3097.56472 3127.7722 3.9317895 2000-2009 –> 2010-2019 8.2112511 8414.6903 8478.6912
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1824.85252 1853.7863 1.7247977 2000-2009 –> 2010-2019 3.5554231 5181.8335 5243.7834
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 1830.55275 1859.4865 1.7354942 2000-2009 –> 2010-2019 3.5563840 5178.7246 5240.6745
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 3072.71278 3102.9203 3.8444270 2000-2009 –> 2010-2019 8.1136523 8385.4175 8449.4184
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3077.53107 3107.7386 3.8612117 2000-2009 –> 2010-2019 8.1989891 8419.6420 8483.6429
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1823.45478 1852.3886 1.7221849 2000-2009 –> 2010-2019 3.5528588 5180.4794 5242.4294
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1856.63923 1885.5730 1.7852984 2000-2009 –> 2010-2019 3.6077852 5206.2593 5268.2093
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 3082.53552 3112.7430 3.8787226 2000-2009 –> 2010-2019 8.1861957 8411.7048 8475.7057
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3076.36688 3106.5744 3.8571495 2000-2009 –> 2010-2019 8.1729479 8409.1006 8473.1015
mod Indian (27.25,27.5] cstar_tref ~ temp + aou + nitrate + phosphate_star 1829.17850 1853.9789 1.7366725 2000-2009 –> 2010-2019 3.5675835 5184.4172 5237.5171
mod Indian (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate 1829.88970 1854.6901 1.7380126 2000-2009 –> 2010-2019 3.6069504 5219.0878 5272.1877
obs Indian (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3100.91254 3131.1200 3.9437089 2000-2009 –> 2010-2019 8.1393325 8381.5146 8445.5155
mod Indian (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1818.63732 1847.5711 1.7132099 2000-2009 –> 2010-2019 3.5391004 5171.3398 5233.2898
mod Indian (27.25,27.5] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1828.53327 1853.3337 1.7354575 2000-2009 –> 2010-2019 3.5663260 5183.7335 5236.8335
mod Indian (27.25,27.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1816.44991 1845.3837 1.7091502 2000-2009 –> 2010-2019 3.5338476 5168.0725 5230.0225
obs Indian (27.25,27.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3102.52664 3132.7341 3.9494686 2000-2009 –> 2010-2019 8.1951014 8405.0017 8469.0026
obs Indian (27.5,27.75] cstar_tref ~ aou + nitrate + silicate + phosphate 3505.21285 3531.9629 3.7385173 2000-2009 –> 2010-2019 7.6272627 8676.9255 8732.6802
obs Indian (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3503.59276 3534.8011 3.7279259 2000-2009 –> 2010-2019 7.5523266 8646.3051 8711.3522
obs Indian (27.5,27.75] cstar_tref ~ sal + nitrate + silicate + phosphate 3518.29428 3545.0443 3.7770414 2000-2009 –> 2010-2019 7.6647392 8689.5064 8745.2610
obs Indian (27.5,27.75] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 3506.84549 3538.0539 3.7374411 2000-2009 –> 2010-2019 7.5987004 8667.3789 8732.4261
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 3536.23666 3567.4450 3.8245279 2000-2009 –> 2010-2019 7.6700549 8689.1845 8754.2316
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2105.44734 2136.0606 1.4413394 2000-2009 –> 2010-2019 2.7971725 5545.4763 5610.4017
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + nitrate + phosphate 2164.28684 2190.5268 1.5181366 2000-2009 –> 2010-2019 2.7392933 5394.3361 5449.9864
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + nitrate + phosphate_star 2062.20523 2088.4451 1.3915014 2000-2009 –> 2010-2019 2.7137483 5450.3679 5506.0183
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2166.24951 2196.8628 1.5180883 2000-2009 –> 2010-2019 2.7356684 5392.4676 5457.3930
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 3512.28501 3543.4934 3.7534077 2000-2009 –> 2010-2019 7.6398434 8684.8938 8749.9410
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2062.92063 2093.5339 1.3899771 2000-2009 –> 2010-2019 2.7069046 5445.0696 5509.9950
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2106.73704 2137.3503 1.4429264 2000-2009 –> 2010-2019 2.7968307 5543.9359 5608.8613
obs Indian (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3506.04295 3537.2513 3.7350912 2000-2009 –> 2010-2019 7.5267368 8632.7733 8697.8205
obs Indian (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3516.70504 3547.9134 3.7664319 2000-2009 –> 2010-2019 7.6099935 8668.7030 8733.7501
obs Indian (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate 3534.42590 3561.1759 3.8250951 2000-2009 –> 2010-2019 7.7007156 8699.8570 8755.6117
mod Indian (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate_star 2107.07929 2133.3192 1.4458130 2000-2009 –> 2010-2019 2.8023674 5546.1656 5601.8160
mod Indian (27.5,27.75] cstar_tref ~ temp + nitrate + phosphate_star 2060.31540 2082.1820 1.3916322 2000-2009 –> 2010-2019 2.7150937 5448.3035 5494.6788
obs Indian (27.5,27.75] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3509.54101 3540.7494 3.7453447 2000-2009 –> 2010-2019 7.5666141 8650.7314 8715.7785
mod Indian (27.5,27.75] cstar_tref ~ temp + nitrate + silicate + phosphate_star 2061.56651 2087.8064 1.3907433 2000-2009 –> 2010-2019 2.7076753 5441.7222 5497.3725
mod Indian (27.5,27.75] cstar_tref ~ temp + silicate + phosphate + phosphate_star 2108.16654 2134.4065 1.4471549 2000-2009 –> 2010-2019 2.8016930 5544.2959 5599.9463
mod Indian (27.75,27.85] cstar_tref ~ aou + silicate + phosphate 1345.42310 1365.5645 1.2092556 2000-2009 –> 2010-2019 2.4722251 3453.9765 3496.3860
mod Indian (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate_star 1332.42152 1356.5912 1.1875956 2000-2009 –> 2010-2019 2.4180167 3409.8161 3460.7075
mod Indian (27.75,27.85] cstar_tref ~ sal + silicate + phosphate + phosphate_star 1299.89737 1324.0670 1.1419588 2000-2009 –> 2010-2019 2.2826913 3281.1710 3332.0624
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1280.20067 1308.3986 1.1124941 2000-2009 –> 2010-2019 2.1724866 3170.2452 3229.6185
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2326.11758 2354.6931 3.3887635 2000-2009 –> 2010-2019 7.3069012 6294.1857 6354.7181
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1319.69669 1347.8946 1.1667126 2000-2009 –> 2010-2019 2.3323897 3330.4423 3389.8157
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2323.23959 2351.8151 3.3776484 2000-2009 –> 2010-2019 7.2735583 6283.2290 6343.7614
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1275.22331 1303.4213 1.1058426 2000-2009 –> 2010-2019 2.1615640 3160.1401 3219.5134
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2326.23584 2354.8114 3.3892210 2000-2009 –> 2010-2019 7.3089815 6294.8919 6355.4243
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate_star 2325.48838 2349.9817 3.3940705 2000-2009 –> 2010-2019 7.3211978 6294.8107 6346.6956
mod Indian (27.75,27.85] cstar_tref ~ silicate + phosphate + phosphate_star 1376.31453 1396.4559 1.2551104 2000-2009 –> 2010-2019 2.5586155 3524.9887 3567.3982
obs Indian (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2321.29833 2349.8739 3.3701716 2000-2009 –> 2010-2019 7.1830416 6250.6937 6311.2261
obs Indian (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2325.07354 2353.6491 3.3847270 2000-2009 –> 2010-2019 7.1876941 6250.7761 6311.3085
mod Indian (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate_star 1323.12771 1347.2974 1.1743719 2000-2009 –> 2010-2019 2.3567483 3349.9381 3400.8295
obs Indian (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate_star 2324.67170 2349.1650 3.3909077 2000-2009 –> 2010-2019 7.3099653 6291.0731 6342.9581
obs Indian (27.75,27.85] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2324.90208 2353.4776 3.3840646 2000-2009 –> 2010-2019 7.1896640 6251.5872 6312.1196
mod Indian (27.75,27.85] cstar_tref ~ temp + nitrate + silicate + phosphate_star 1394.76843 1418.9381 1.2802399 2000-2009 –> 2010-2019 2.5893073 3550.8503 3601.7418
obs Indian (27.75,27.85] cstar_tref ~ temp + nitrate + silicate + phosphate_star 2323.13946 2347.6328 3.3849818 2000-2009 –> 2010-2019 7.2838840 6282.2191 6334.1040
mod Indian (27.75,27.85] cstar_tref ~ temp + silicate + phosphate + phosphate_star 1318.25968 1342.4294 1.1675042 2000-2009 –> 2010-2019 2.3474765 3342.4852 3393.3766
obs Indian (27.75,27.85] cstar_tref ~ temp + silicate + phosphate + phosphate_star 2324.87551 2349.3688 3.3916967 2000-2009 –> 2010-2019 7.3123906 6291.8697 6343.7546
mod Indian (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate_star 1530.34485 1555.0003 1.3074927 2000-2009 –> 2010-2019 2.6108880 3926.7631 3978.7932
mod Indian (27.85,27.95] cstar_tref ~ sal + nitrate + silicate + phosphate_star 1565.41245 1590.0679 1.3594433 2000-2009 –> 2010-2019 2.7079995 4010.0622 4062.0924
mod Indian (27.85,27.95] cstar_tref ~ sal + silicate + phosphate + phosphate_star 1516.24487 1540.9004 1.2871683 2000-2009 –> 2010-2019 2.5519969 3870.1321 3922.1623
mod Indian (27.85,27.95] cstar_tref ~ sal + silicate + phosphate_star 1685.41355 1705.9598 1.5567995 2000-2009 –> 2010-2019 3.0445362 4267.1450 4310.5034
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3339.55918 3370.9516 3.0638009 2000-2009 –> 2010-2019 6.4124193 8219.6640 8284.8725
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 3328.93543 3360.3279 3.0390547 2000-2009 –> 2010-2019 6.3710397 8199.8179 8265.0265
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1519.31015 1548.0749 1.2886927 2000-2009 –> 2010-2019 2.5372917 3856.9104 3917.6123
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3336.28752 3367.6800 3.0561587 2000-2009 –> 2010-2019 6.4110426 8219.8543 8285.0628
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1556.32725 1585.0920 1.3428019 2000-2009 –> 2010-2019 2.6425909 3950.8221 4011.5240
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3334.97803 3366.3705 3.0531053 2000-2009 –> 2010-2019 6.4014451 8214.9287 8280.1373
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1517.48374 1546.2485 1.2860802 2000-2009 –> 2010-2019 2.5358672 3856.4308 3917.1326
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3337.24510 3368.6375 3.0583935 2000-2009 –> 2010-2019 6.4139366 8221.1757 8286.3842
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate_star 1637.35535 1662.0108 1.4725739 2000-2009 –> 2010-2019 2.8705759 4132.9947 4185.0249
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3326.81741 3358.2099 3.0341451 2000-2009 –> 2010-2019 6.3666778 8198.0043 8263.2129
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3336.10384 3367.4963 3.0557302 2000-2009 –> 2010-2019 6.4179451 8223.7131 8288.9217
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate 3326.99761 3353.9054 3.0391990 2000-2009 –> 2010-2019 6.3761334 8198.6291 8254.5222
mod Indian (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate_star 1806.71001 1831.3655 1.7774570 2000-2009 –> 2010-2019 3.7759260 4808.3390 4860.3691
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate_star 3334.41974 3361.3276 3.0564672 2000-2009 –> 2010-2019 6.4197319 8220.6072 8276.5002
obs Indian (27.85,27.95] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3336.76674 3368.1592 3.0572769 2000-2009 –> 2010-2019 6.4179573 8223.5306 8288.7391
mod Indian (27.85,27.95] cstar_tref ~ temp + silicate + phosphate + phosphate_star 1806.80853 1831.4640 1.7776516 2000-2009 –> 2010-2019 3.7781265 4809.8581 4861.8882
obs Indian (27.95,28.05] cstar_tref ~ aou + phosphate + phosphate_star 4759.70626 4784.1082 2.7782325 2000-2009 –> 2010-2019 5.9350194 11499.1585 11549.4493
obs Indian (27.95,28.05] cstar_tref ~ sal + aou + phosphate + phosphate_star 4757.62176 4786.9041 2.7724073 2000-2009 –> 2010-2019 5.9291130 11499.0066 11559.3556
mod Indian (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate 1907.99520 1932.7302 1.9347992 2000-2009 –> 2010-2019 3.6248462 4800.5509 4852.9339
mod Indian (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate_star 1826.91885 1851.6538 1.7702204 2000-2009 –> 2010-2019 3.2323712 4504.8102 4557.1931
mod Indian (27.95,28.05] cstar_tref ~ sal + nitrate + silicate + phosphate_star 1863.94947 1888.6844 1.8435772 2000-2009 –> 2010-2019 3.3297450 4565.9861 4618.3690
mod Indian (27.95,28.05] cstar_tref ~ sal + silicate + phosphate + phosphate_star 1828.32439 1853.0593 1.7729507 2000-2009 –> 2010-2019 3.2364471 4507.5789 4559.9619
mod Indian (27.95,28.05] cstar_tref ~ sal + silicate + phosphate_star 1886.71357 1907.3260 1.8943228 2000-2009 –> 2010-2019 3.3875610 4593.7839 4637.4364
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate 4790.82878 4824.9915 2.8172254 2000-2009 –> 2010-2019 6.0156635 11568.6237 11639.0309
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 4795.82721 4825.1095 2.8273753 2000-2009 –> 2010-2019 6.0385089 11582.0011 11642.3501
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 1832.75305 1861.6105 1.7776784 2000-2009 –> 2010-2019 3.2518948 4524.8235 4585.9370
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 4791.00451 4825.1672 2.8174799 2000-2009 –> 2010-2019 6.0111087 11564.8570 11635.2641
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1827.64381 1856.5013 1.7677472 2000-2009 –> 2010-2019 3.2290077 4506.6324 4567.7459
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1865.41892 1894.2764 1.8425050 2000-2009 –> 2010-2019 3.3280527 4568.8370 4629.9505
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1828.97433 1857.8318 1.7703281 2000-2009 –> 2010-2019 3.2332912 4509.6888 4570.8022
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate_star 1885.91096 1910.6459 1.8885104 2000-2009 –> 2010-2019 3.3800785 4593.3229 4645.7059
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + nitrate + phosphate 4790.76287 4820.0452 2.8200268 2000-2009 –> 2010-2019 6.0310181 11576.8207 11637.1696
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4789.36266 4823.5253 2.8151037 2000-2009 –> 2010-2019 6.0010356 11556.8930 11627.3002
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4811.05892 4845.2216 2.8466654 2000-2009 –> 2010-2019 6.0781008 11615.7452 11686.1523
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate 4793.92072 4818.3226 2.8275112 2000-2009 –> 2010-2019 6.0439136 11582.3900 11632.6808
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate 4790.35461 4819.6369 2.8194353 2000-2009 –> 2010-2019 6.0137017 11562.7301 11623.0791
mod Indian (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate_star 1241.90885 1264.7034 1.5598033 2000-2009 –> 2010-2019 3.2001166 3251.9430 3300.2835
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3934.30548 3966.9742 2.9296837 2000-2009 –> 2010-2019 5.9663210 9012.7434 9079.7734
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 1252.88233 1279.4760 1.5811555 2000-2009 –> 2010-2019 3.2555233 3286.3690 3342.7663
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 3944.32607 3972.3278 2.9521720 2000-2009 –> 2010-2019 5.9968566 9026.0624 9083.5167
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate 1251.28574 1274.0803 1.5821222 2000-2009 –> 2010-2019 3.2567602 3282.9408 3331.2814
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 1231.26857 1257.8622 1.5302143 2000-2009 –> 2010-2019 3.1214019 3211.5582 3267.9555
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 3942.34590 3975.0146 2.9447068 2000-2009 –> 2010-2019 5.8856342 8956.6683 9023.6983
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1229.62720 1256.2208 1.5264135 2000-2009 –> 2010-2019 3.1109527 3205.5456 3261.9429
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3965.48698 3998.1557 2.9883758 2000-2009 –> 2010-2019 5.9855239 9017.7197 9084.7496
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + nitrate + phosphate_star 1225.32126 1248.1158 1.5210897 2000-2009 –> 2010-2019 3.1690842 3240.2328 3288.5733
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1226.39834 1252.9920 1.5189642 2000-2009 –> 2010-2019 3.1312328 3220.4287 3276.8260
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3982.19038 4014.8591 3.0202983 2000-2009 –> 2010-2019 6.0152083 9032.9275 9099.9575
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + phosphate + phosphate_star 1242.05893 1264.8535 1.5601580 2000-2009 –> 2010-2019 3.2580354 3288.1023 3336.4428
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1229.92802 1256.5217 1.5271094 2000-2009 –> 2010-2019 3.1144010 3207.6583 3264.0557
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3968.88825 4001.5570 2.9948486 2000-2009 –> 2010-2019 5.9864348 9017.4023 9084.4323
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate_star 1229.29091 1252.0855 1.5302661 2000-2009 –> 2010-2019 3.1426451 3221.3927 3269.7333
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate_star 3982.25555 4010.2573 3.0242687 2000-2009 –> 2010-2019 6.0302986 9038.4122 9095.8664
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + nitrate + phosphate 3963.02646 3991.0282 2.9875005 2000-2009 –> 2010-2019 6.0257396 9040.5202 9097.9744
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3960.20165 3992.8703 2.9783452 2000-2009 –> 2010-2019 5.9354732 8985.5220 9052.5520
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate 3962.92063 3990.9224 2.9872994 2000-2009 –> 2010-2019 5.9446904 8986.4191 9043.8734
obs Indian (28.1,28.2] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4780.87490 4815.1871 2.6614893 2000-2009 –> 2010-2019 5.4794103 11516.4949 11587.3599
obs Indian (28.1,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4815.23038 4849.5425 2.7078834 2000-2009 –> 2010-2019 5.5154647 11540.7855 11611.6505
obs Indian (28.1,28.2] cstar_tref ~ sal + aou + phosphate + phosphate_star 4784.70530 4814.1157 2.6693064 2000-2009 –> 2010-2019 5.4932705 11524.1907 11584.9322
obs Indian (28.1,28.2] cstar_tref ~ sal + aou + silicate + phosphate 4815.32186 4844.7323 2.7107337 2000-2009 –> 2010-2019 5.5204949 11541.0019 11601.7434
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate 2025.56055 2052.8842 1.0153378 2000-2009 –> 2010-2019 2.3388374 5439.3949 5496.1710
obs Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate + phosphate 4830.50821 4864.8204 2.7287737 2000-2009 –> 2010-2019 5.5852926 11603.3768 11674.2419
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 2015.50146 2047.3790 1.0066543 2000-2009 –> 2010-2019 2.3251756 5423.7911 5490.0299
obs Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4786.68290 4820.9951 2.6692763 2000-2009 –> 2010-2019 5.4885171 11523.5850 11594.4500
obs Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 4799.35379 4833.6659 2.6863438 2000-2009 –> 2010-2019 5.4947860 11525.7484 11596.6134
obs Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4832.03617 4866.3483 2.7308718 2000-2009 –> 2010-2019 5.5562968 11574.9376 11645.8027
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + nitrate + phosphate 1797.42133 1824.7449 0.8630601 2000-2009 –> 2010-2019 2.0583203 5007.2208 5063.9969
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + nitrate + phosphate_star 2009.99988 2037.3235 1.0041469 2000-2009 –> 2010-2019 2.3050664 5389.3836 5446.1597
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + nitrate + silicate 2017.25666 2044.5803 1.0093504 2000-2009 –> 2010-2019 2.3306921 5427.8242 5484.6003
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2011.05868 2042.9362 1.0034740 2000-2009 –> 2010-2019 2.3043646 5392.3980 5458.6368
obs Indian (28.1,28.2] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4829.87607 4864.1882 2.7279062 2000-2009 –> 2010-2019 5.5740414 11592.7737 11663.6388
obs Indian (28.1,28.2] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4831.30267 4865.6148 2.7298644 2000-2009 –> 2010-2019 5.5520285 11571.0423 11641.9073
mod Indian (28.1,28.2] cstar_tref ~ temp + aou + nitrate + silicate 2040.99215 2068.3157 1.0265591 2000-2009 –> 2010-2019 2.3495335 5454.0318 5510.8080
mod Indian (28.1,28.2] cstar_tref ~ temp + nitrate + phosphate 1846.28921 1869.0589 0.8949027 2000-2009 –> 2010-2019 2.1100160 5087.0684 5134.3819
mod Indian (28.1,28.2] cstar_tref ~ temp + nitrate + silicate 2041.36682 2064.1365 1.0282969 2000-2009 –> 2010-2019 2.3513552 5452.5336 5499.8471
mod Indian (28.1,28.2] cstar_tref ~ temp + nitrate + silicate + phosphate_star 2013.18892 2040.5125 1.0064303 2000-2009 –> 2010-2019 2.3248246 5419.2858 5476.0619
mod Indian (28.2,28.3] cstar_tref ~ aou + nitrate + silicate + phosphate_star 1688.31751 1718.7926 0.4902581 2000-2009 –> 2010-2019 1.1123865 4588.0778 4650.5472
mod Indian (28.2,28.3] cstar_tref ~ sal + aou + nitrate + phosphate_star 1519.81617 1550.2913 0.4566669 2000-2009 –> 2010-2019 1.0720649 4386.3138 4448.7831
mod Indian (28.2,28.3] cstar_tref ~ sal + aou + nitrate + silicate 1607.04919 1637.5243 0.4737593 2000-2009 –> 2010-2019 1.0891042 4473.2834 4535.7527
mod Indian (28.2,28.3] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1491.11226 1526.6665 0.4507986 2000-2009 –> 2010-2019 1.0638257 4347.8059 4420.6868
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1518.40862 1553.9629 0.4560118 2000-2009 –> 2010-2019 1.0644358 4352.0534 4424.9343
obs Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1963.23218 1992.1050 2.0415322 2000-2009 –> 2010-2019 5.0528420 5204.5137 5264.6167
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1518.21980 1553.7741 0.4559756 2000-2009 –> 2010-2019 1.0643992 4351.8631 4424.7439
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + silicate 1522.06897 1557.6233 0.4567155 2000-2009 –> 2010-2019 1.0579069 4319.1447 4392.0255
obs Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1969.49239 1998.3652 2.0555632 2000-2009 –> 2010-2019 5.0504300 5203.7654 5263.8685
obs Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + silicate + phosphate 1967.03309 1995.9059 2.0500397 2000-2009 –> 2010-2019 5.0472767 5202.3187 5262.4218
obs Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1963.31074 1992.1835 2.0417077 2000-2009 –> 2010-2019 5.0610314 5207.9941 5268.0972
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + nitrate + phosphate 1643.49591 1673.9710 0.4810887 2000-2009 –> 2010-2019 1.1158671 4604.8120 4667.2813
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1518.48781 1554.0421 0.4560271 2000-2009 –> 2010-2019 1.0644527 4352.1412 4425.0221
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1631.63730 1667.1916 0.4782885 2000-2009 –> 2010-2019 1.0762008 4411.9878 4484.8687
obs Indian (28.2,28.3] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1964.02878 1992.9016 2.0433123 2000-2009 –> 2010-2019 5.0519747 5204.1845 5264.2875
obs Indian (28.2,28.3] cstar_tref ~ temp + aou + nitrate + phosphate 1962.75029 1987.4984 2.0449259 2000-2009 –> 2010-2019 5.0681130 5207.0705 5258.5874
obs Indian (28.2,28.3] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1963.80714 1992.6799 2.0428169 2000-2009 –> 2010-2019 5.0490721 5202.9383 5263.0414
obs Indian (28.2,28.3] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1963.64175 1992.5145 2.0424473 2000-2009 –> 2010-2019 5.0596930 5207.4439 5267.5470
obs Indian (28.2,28.3] cstar_tref ~ temp + aou + phosphate + phosphate_star 1970.13129 1994.8794 2.0615066 2000-2009 –> 2010-2019 5.0703479 5208.3631 5259.8800
obs Indian (28.2,28.3] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1958.74066 1987.6134 2.0315245 2000-2009 –> 2010-2019 5.0650482 5209.4298 5269.5329
mod Indian (28.3,28.4] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1502.94668 1537.9042 0.4790571 2000-2009 –> 2010-2019 0.8893447 3012.3602 3084.1069
mod Indian (28.3,28.4] cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 1557.29081 1587.2544 0.4916002 2000-2009 –> 2010-2019 0.9022625 3067.2901 3128.7873
obs Indian (28.3,28.4] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1222.38168 1247.5706 2.2677889 2000-2009 –> 2010-2019 5.2865893 2907.1360 2958.9398
obs Indian (28.3,28.4] cstar_tref ~ sal + aou + nitrate + phosphate_star 1220.52992 1242.1205 2.2684116 2000-2009 –> 2010-2019 5.2924036 2904.4218 2948.8250
mod Indian (28.3,28.4] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1373.32351 1408.2810 0.4514026 2000-2009 –> 2010-2019 0.8837700 3031.1833 3102.9300
obs Indian (28.3,28.4] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1222.59051 1247.7795 2.2686661 2000-2009 –> 2010-2019 5.3116142 2912.6192 2964.4229
obs Indian (28.3,28.4] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1220.99158 1246.1805 2.2619585 2000-2009 –> 2010-2019 5.2805629 2905.7029 2957.5067
mod Indian (28.3,28.4] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1467.12659 1502.0841 0.4712499 2000-2009 –> 2010-2019 0.9202393 3231.8193 3303.5660
obs Indian (28.3,28.4] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1220.57734 1245.7663 2.2602240 2000-2009 –> 2010-2019 5.3093153 2911.9411 2963.7449
obs Indian (28.3,28.4] cstar_tref ~ sal + aou + silicate + phosphate_star 1219.04442 1240.6349 2.2621799 2000-2009 –> 2010-2019 5.3112874 2908.4117 2952.8150
mod Indian (28.3,28.4] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1458.45340 1493.4109 0.4693788 2000-2009 –> 2010-2019 0.8799175 2969.6005 3041.3472
obs Indian (28.3,28.4] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1220.67509 1245.8640 2.2606332 2000-2009 –> 2010-2019 5.2965023 2909.1619 2960.9657
obs Indian (28.3,28.4] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1222.18106 1247.3700 2.2669466 2000-2009 –> 2010-2019 5.2899114 2907.8480 2959.6518
mod Indian (28.3,28.4] cstar_tref ~ sal + temp + aou + nitrate + silicate 1448.57245 1483.5300 0.4672561 2000-2009 –> 2010-2019 0.8910443 3049.6736 3121.4202
obs Indian (28.3,28.4] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1222.10702 1247.2960 2.2666358 2000-2009 –> 2010-2019 5.3137018 2913.0309 2964.8347
mod Indian (28.3,28.4] cstar_tref ~ sal + temp + aou + silicate + phosphate 1466.47399 1501.4315 0.4711089 2000-2009 –> 2010-2019 0.9188237 3223.1164 3294.8631
mod Indian (28.3,28.4] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1466.67623 1501.6338 0.4711526 2000-2009 –> 2010-2019 0.9194077 3226.7336 3298.4803
obs Indian (28.3,28.4] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1220.32330 1245.5122 2.2591610 2000-2009 –> 2010-2019 5.3064996 2911.3064 2963.1102
mod Indian (28.3,28.4] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1467.52625 1502.4838 0.4713363 2000-2009 –> 2010-2019 0.9198028 3228.9189 3300.6655
mod Indian (28.3,28.4] cstar_tref ~ temp + aou + nitrate + silicate 1570.55156 1600.5152 0.4945997 2000-2009 –> 2010-2019 0.9207021 3185.0760 3246.5731
obs Indian (28.4, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate -Inf -Inf 0.0000000 2000-2009 –> 2010-2019 2.0953259 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ sal + nitrate + silicate + phosphate -Inf -Inf 0.0000000 2000-2009 –> 2010-2019 2.0959433 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star -Inf -Inf 0.0000000 2000-2009 –> 2010-2019 2.0948447 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate -Inf -Inf 0.0000000 2000-2009 –> 2010-2019 2.1168336 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star -Inf -Inf 0.0000000 2000-2009 –> 2010-2019 2.1083103 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star -Inf -Inf 0.0000000 2000-2009 –> 2010-2019 2.1136161 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate -Inf -Inf 0.0000000 2000-2009 –> 2010-2019 2.0853192 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ temp + aou + nitrate + silicate + phosphate -Inf -Inf 0.0000000 2000-2009 –> 2010-2019 2.1071461 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star -Inf -Inf 0.0000000 2000-2009 –> 2010-2019 2.0870346 -Inf -Inf
obs Indian (28.4, Inf] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star -Inf -Inf 0.0000000 2000-2009 –> 2010-2019 2.1015289 -Inf -Inf
obs Pacific (-Inf,26] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 8667.67602 8704.2033 5.7732207 2000-2009 –> 2010-2019 12.3387249 20604.0495 20679.0688
obs Pacific (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 8881.10832 8917.6356 6.2430431 2000-2009 –> 2010-2019 13.0638003 20955.2477 21030.2670
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate 5892.34694 5921.3192 5.8302938 2000-2009 –> 2010-2019 11.3859190 13788.8607 13848.6566
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate 8826.76344 8858.0725 6.1243935 2000-2009 –> 2010-2019 12.7680944 20803.9024 20868.2047
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 5791.91407 5825.7151 5.5159194 2000-2009 –> 2010-2019 11.0319033 13672.4109 13742.1729
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 8756.14052 8792.6678 5.9635052 2000-2009 –> 2010-2019 12.4470312 20647.1299 20722.1492
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5770.23541 5804.0364 5.4515909 2000-2009 –> 2010-2019 10.9694777 13651.6001 13721.3620
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 8765.33570 8801.8629 5.9836401 2000-2009 –> 2010-2019 12.4696128 20657.6879 20732.7072
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 5819.87497 5853.6760 5.6000118 2000-2009 –> 2010-2019 10.6387884 13472.7072 13542.4691
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 8801.15993 8837.6872 6.0627358 2000-2009 –> 2010-2019 12.6993256 20776.4308 20851.4501
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 6009.25188 6043.0529 6.2043173 2000-2009 –> 2010-2019 12.2071651 14102.5620 14172.3239
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 8983.21645 9019.7437 6.4811464 2000-2009 –> 2010-2019 13.3435742 21079.3558 21154.3751
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6013.81335 6047.6143 6.2196505 2000-2009 –> 2010-2019 12.2605751 14123.0323 14192.7943
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5733.59448 5767.3955 5.3445648 2000-2009 –> 2010-2019 10.9089239 13636.0605 13705.8224
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 8805.25601 8841.7833 6.0718458 2000-2009 –> 2010-2019 12.5779576 20708.8062 20783.8255
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6020.19505 6053.9960 6.2411659 2000-2009 –> 2010-2019 12.3160391 14143.5137 14213.2757
mod Pacific (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 6033.76663 6067.5676 6.2871693 2000-2009 –> 2010-2019 12.2367959 14104.6704 14174.4323
obs Pacific (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 9001.41986 9037.9471 6.5245384 2000-2009 –> 2010-2019 13.3825559 21095.2371 21170.2564
mod Pacific (-Inf,26] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5939.80308 5973.6041 5.9754826 2000-2009 –> 2010-2019 11.5945474 13866.8842 13936.6461
obs Pacific (-Inf,26] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 8992.80067 9029.3279 6.5039565 2000-2009 –> 2010-2019 13.2840035 21045.3170 21120.3363
mod Pacific (26,26.5] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 7371.15099 7407.6628 3.6107265 2000-2009 –> 2010-2019 6.7112541 16352.7470 16427.5624
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 9564.78068 9602.3855 4.8674193 2000-2009 –> 2010-2019 9.3729654 19895.5263 19971.4585
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 9583.79086 9621.3957 4.8965857 2000-2009 –> 2010-2019 9.4144496 19924.1687 20000.1009
mod Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 7082.77699 7119.2888 3.2477649 2000-2009 –> 2010-2019 6.1857737 15875.0708 15949.8861
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 9568.32562 9605.9305 4.8728449 2000-2009 –> 2010-2019 9.3559276 19881.4376 19957.3698
mod Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 7072.83614 7109.3480 3.2359256 2000-2009 –> 2010-2019 6.1977066 15893.4644 15968.2797
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 9611.57091 9649.1757 4.9395219 2000-2009 –> 2010-2019 9.4582689 19952.6382 20028.5704
obs Pacific (26,26.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 9587.52334 9625.1282 4.9023328 2000-2009 –> 2010-2019 9.4251542 19931.7703 20007.7025
obs Pacific (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 9570.85108 9608.4559 4.8767139 2000-2009 –> 2010-2019 9.5729285 20047.8241 20123.7563
mod Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 7082.27840 7118.7902 3.2471701 2000-2009 –> 2010-2019 6.2266819 15923.8926 15998.7079
obs Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 9612.69247 9650.2973 4.9412632 2000-2009 –> 2010-2019 9.4649468 19957.6119 20033.5441
mod Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 7054.09254 7090.6044 3.2137197 2000-2009 –> 2010-2019 6.1330060 15823.9089 15898.7243
obs Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 9635.94339 9673.5482 4.9775013 2000-2009 –> 2010-2019 9.4843770 19967.7300 20043.6622
mod Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 7019.79412 7056.3059 3.1734794 2000-2009 –> 2010-2019 6.0847652 15779.9615 15854.7768
obs Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 9665.76856 9703.3734 5.0243752 2000-2009 –> 2010-2019 9.5523655 20014.0452 20089.9774
mod Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate 7138.69504 7169.9909 3.3176105 2000-2009 –> 2010-2019 6.3547903 16045.7106 16109.8380
mod Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate_star 7124.44288 7155.7387 3.3002852 2000-2009 –> 2010-2019 6.3352470 16028.8898 16093.0173
mod Pacific (26,26.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 7022.45462 7058.9664 3.1765827 2000-2009 –> 2010-2019 6.0975188 15794.2574 15869.0728
obs Pacific (26,26.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 9674.04913 9711.6540 5.0374673 2000-2009 –> 2010-2019 9.5747272 20029.5409 20105.4731
mod Pacific (26,26.5] cstar_tref ~ temp + silicate + phosphate + phosphate_star 7130.84913 7162.1450 3.3080616 2000-2009 –> 2010-2019 6.3512102 16044.7677 16108.8952
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 9460.38734 9497.7641 5.1969418 2000-2009 –> 2010-2019 10.2906223 19620.6948 19695.9947
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 9466.33400 9503.7108 5.2069854 2000-2009 –> 2010-2019 10.3507484 19659.2231 19734.5229
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 7271.23597 7308.3156 2.8277313 2000-2009 –> 2010-2019 5.3901063 15134.1739 15209.1682
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 7329.81904 7366.8987 2.8844088 2000-2009 –> 2010-2019 5.5104311 15274.3627 15349.3570
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 9467.62642 9505.0032 5.2091708 2000-2009 –> 2010-2019 10.3622468 19666.5391 19741.8389
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 7858.26786 7895.3475 3.4498604 2000-2009 –> 2010-2019 6.5835934 16390.6975 16465.6918
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 9508.57702 9545.9538 5.2788926 2000-2009 –> 2010-2019 10.6357187 19836.6199 19911.9198
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 7344.20172 7381.2814 2.8984964 2000-2009 –> 2010-2019 5.5380608 15305.8531 15380.8473
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate 9493.24184 9525.2791 5.2560865 2000-2009 –> 2010-2019 10.5186782 19760.1838 19824.7265
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate_star 9502.95649 9534.9937 5.2726909 2000-2009 –> 2010-2019 10.5907423 19804.8080 19869.3507
mod Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 7225.68879 7262.7684 2.7844364 2000-2009 –> 2010-2019 5.3758135 15126.0605 15201.0548
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 9405.48822 9442.8650 5.1051302 2000-2009 –> 2010-2019 10.3237050 19646.4606 19721.7604
mod Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 7323.13033 7360.2100 2.8778806 2000-2009 –> 2010-2019 5.5365796 15308.8054 15383.7997
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 9430.98739 9468.3642 5.1475708 2000-2009 –> 2010-2019 10.4359473 19716.2054 19791.5052
mod Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate 7332.14287 7363.9254 2.8886367 2000-2009 –> 2010-2019 5.5143956 15274.3529 15338.6337
mod Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate_star 7405.41186 7437.1944 2.9612302 2000-2009 –> 2010-2019 5.6508277 15427.5178 15491.7986
obs Pacific (26.5,26.75] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 9504.48948 9536.5267 5.2753159 2000-2009 –> 2010-2019 10.6020101 19811.7484 19876.2911
mod Pacific (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 7348.87021 7385.9498 2.9030839 2000-2009 –> 2010-2019 5.5783474 15355.2030 15430.1973
obs Pacific (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 9436.18473 9473.5615 5.1562643 2000-2009 –> 2010-2019 10.4567114 19728.9946 19804.2944
mod Pacific (26.5,26.75] cstar_tref ~ temp + silicate + phosphate + phosphate_star 7422.35968 7454.1422 2.9782799 2000-2009 –> 2010-2019 5.6821181 15462.0294 15526.3102
obs Pacific (26.75,27] cstar_tref ~ aou + nitrate + phosphate + phosphate_star 12075.68732 12109.1100 5.4208858 2000-2009 –> 2010-2019 10.4426750 25273.9749 25341.5035
mod Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate 8376.00761 8414.0598 2.8470289 2000-2009 –> 2010-2019 5.5415368 18184.8739 18262.2435
obs Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate 12108.79721 12147.7903 5.4645252 2000-2009 –> 2010-2019 10.5091572 25328.8178 25407.6012
mod Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 8500.51150 8538.5637 2.9534711 2000-2009 –> 2010-2019 5.7977906 18529.2738 18606.6434
obs Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 12139.77506 12178.7682 5.5083285 2000-2009 –> 2010-2019 10.6037181 25403.3253 25482.1086
mod Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 8770.44917 8808.5014 3.1981158 2000-2009 –> 2010-2019 6.0051637 18745.6054 18822.9750
mod Pacific (26.75,27] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 8517.06057 8555.1128 2.9679159 2000-2009 –> 2010-2019 5.8279866 18568.2664 18645.6360
obs Pacific (26.75,27] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 12142.34791 12181.3410 5.5119823 2000-2009 –> 2010-2019 10.6140966 25411.6326 25490.4160
mod Pacific (26.75,27] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 8490.75098 8528.8032 2.9449847 2000-2009 –> 2010-2019 5.7311441 18435.5521 18512.9217
obs Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + phosphate 12108.17893 12141.6016 5.4664716 2000-2009 –> 2010-2019 10.5306322 25342.9988 25410.5275
obs Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + phosphate_star 12138.53508 12171.9577 5.5094076 2000-2009 –> 2010-2019 10.6229270 25415.5284 25483.0570
mod Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 8169.39821 8207.4504 2.6787900 2000-2009 –> 2010-2019 5.1804624 17676.4877 17753.8574
obs Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 12078.87629 12117.8694 5.4225472 2000-2009 –> 2010-2019 10.4683996 25299.9486 25378.7319
mod Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 8228.62809 8266.6803 2.7259768 2000-2009 –> 2010-2019 5.2848676 17827.6225 17904.9921
obs Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 12116.52447 12155.5176 5.4754190 2000-2009 –> 2010-2019 10.5781466 25386.3318 25465.1152
mod Pacific (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate 8785.52411 8818.1403 3.2142553 2000-2009 –> 2010-2019 6.0338662 18776.8282 18843.1450
obs Pacific (26.75,27] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 12140.92903 12174.3517 5.5128079 2000-2009 –> 2010-2019 10.6319960 25422.7397 25490.2683
mod Pacific (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 8239.31355 8277.3657 2.7345777 2000-2009 –> 2010-2019 5.3043263 17855.5157 17932.8853
obs Pacific (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 12122.39078 12161.3839 5.4837037 2000-2009 –> 2010-2019 10.5946773 25399.2188 25478.0022
mod Pacific (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate_star 8535.02673 8567.6429 2.9854373 2000-2009 –> 2010-2019 5.7889470 18503.0572 18569.3740
obs Pacific (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 13775.14365 13815.3039 4.8698160 2000-2009 –> 2010-2019 9.2207757 30969.1294 31051.2709
obs Pacific (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 13773.25131 13807.6744 4.8699304 2000-2009 –> 2010-2019 9.2229685 30968.0768 31038.4839
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate 8679.26079 8718.0303 2.4275405 2000-2009 –> 2010-2019 4.6506300 18797.7236 18876.6104
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate 13830.25717 13870.4174 4.9287193 2000-2009 –> 2010-2019 9.2447478 30976.3135 31058.4551
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 8804.44486 8843.2143 2.5097671 2000-2009 –> 2010-2019 4.8053733 19069.1510 19148.0378
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 13854.87174 13895.0320 4.9552561 2000-2009 –> 2010-2019 9.3020742 31043.1949 31125.3365
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate 13870.06622 13904.4893 4.9738780 2000-2009 –> 2010-2019 9.3635769 31114.7584 31185.1655
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 13771.01367 13811.1739 4.8654305 2000-2009 –> 2010-2019 9.1958220 30936.8244 31018.9660
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 13793.68144 13833.8417 4.8895495 2000-2009 –> 2010-2019 9.2483185 30998.3298 31080.4713
mod Pacific (27,27.25] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 8810.06937 8848.8388 2.5135262 2000-2009 –> 2010-2019 4.8147794 19085.9690 19164.8558
obs Pacific (27,27.25] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 13856.67058 13896.8308 4.9572010 2000-2009 –> 2010-2019 9.3081129 31050.5910 31132.7326
mod Pacific (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 8867.36080 8906.1303 2.5521390 2000-2009 –> 2010-2019 4.9785287 19384.5034 19463.3902
obs Pacific (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 13805.38521 13845.5455 4.9020494 2000-2009 –> 2010-2019 9.2353399 30975.1752 31057.3167
obs Pacific (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 13790.66473 13830.8250 4.8863328 2000-2009 –> 2010-2019 9.2425818 30991.8744 31074.0160
mod Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate 8722.72729 8755.9583 2.4570887 2000-2009 –> 2010-2019 4.7262283 18932.6010 19000.2183
mod Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate_star 8835.57783 8868.8088 2.5319927 2000-2009 –> 2010-2019 4.8700470 19181.7596 19249.3769
mod Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 8700.54937 8739.3188 2.4413312 2000-2009 –> 2010-2019 4.7029461 18897.2898 18976.1767
mod Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 8789.64332 8828.4128 2.4999014 2000-2009 –> 2010-2019 4.8170808 19096.9650 19175.8518
mod Pacific (27,27.25] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 8838.42203 8871.6530 2.5339097 2000-2009 –> 2010-2019 4.8757514 19191.9780 19259.5953
mod Pacific (27,27.25] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 8793.99044 8832.7599 2.5027948 2000-2009 –> 2010-2019 4.8241131 19109.4425 19188.3294
mod Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 10208.70723 10248.2850 2.7128896 2000-2009 –> 2010-2019 4.9066610 22801.9306 22883.2012
obs Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 12318.55511 12358.6694 3.6073880 2000-2009 –> 2010-2019 7.4604158 29027.9115 29110.1076
mod Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 10250.28691 10289.8647 2.7397646 2000-2009 –> 2010-2019 4.9969514 23006.1146 23087.3852
obs Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 12464.92221 12505.0365 3.7252141 2000-2009 –> 2010-2019 7.7371796 29418.1041 29500.3002
obs Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate 12343.10094 12377.4846 3.6284774 2000-2009 –> 2010-2019 7.4944183 29070.6393 29141.0931
mod Pacific (27.25,27.5] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 10231.53095 10271.1087 2.7276089 2000-2009 –> 2010-2019 4.9636920 22933.7592 23015.0298
obs Pacific (27.25,27.5] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 12386.38907 12426.5034 3.6615240 2000-2009 –> 2010-2019 7.5976901 29224.5161 29306.7122
obs Pacific (27.25,27.5] cstar_tref ~ sal + silicate + phosphate + phosphate_star 12458.26660 12492.6503 3.7214077 2000-2009 –> 2010-2019 7.7016141 29361.5086 29431.9624
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 10607.10327 10646.6811 2.9816169 2000-2009 –> 2010-2019 5.3442593 23623.4747 23704.7454
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 10396.44028 10436.0181 2.8363611 2000-2009 –> 2010-2019 5.2015385 23418.9308 23500.2014
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 12312.80016 12352.9145 3.6028322 2000-2009 –> 2010-2019 7.3853919 28910.8158 28993.0120
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 10417.20168 10456.7795 2.8503564 2000-2009 –> 2010-2019 5.2380559 23493.7699 23575.0405
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 12325.93003 12366.0443 3.6132347 2000-2009 –> 2010-2019 7.4031809 28935.7135 29017.9096
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 10298.88801 10338.4658 2.7715156 2000-2009 –> 2010-2019 5.1460259 23343.8501 23425.1207
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 10537.43995 10577.0177 2.9327778 2000-2009 –> 2010-2019 5.2136002 23352.7061 23433.9768
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 12387.00554 12427.1198 3.6620197 2000-2009 –> 2010-2019 7.4489603 28992.0035 29074.1996
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate 10403.92668 10437.8505 2.8427474 2000-2009 –> 2010-2019 5.2367616 23493.5657 23563.2262
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 10389.19390 10428.7717 2.8314925 2000-2009 –> 2010-2019 5.2051408 23432.0840 23513.3547
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 12323.55467 12363.6690 3.6113506 2000-2009 –> 2010-2019 7.4004235 28931.9480 29014.1442
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate_star 12553.22769 12587.6114 3.7998221 2000-2009 –> 2010-2019 7.6634899 29277.2183 29347.6721
mod Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 11015.55277 11055.5960 2.7773921 2000-2009 –> 2010-2019 4.8098096 23628.2867 23710.2805
obs Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 13208.60675 13249.2194 3.5942849 2000-2009 –> 2010-2019 6.8752076 29000.5534 29083.2709
mod Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 10906.03663 10946.0799 2.7107319 2000-2009 –> 2010-2019 4.6640487 23283.7636 23365.7575
obs Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 13378.00268 13418.6153 3.7209773 2000-2009 –> 2010-2019 7.3407323 29764.7499 29847.4675
obs Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate 13319.57978 13354.3906 3.6782898 2000-2009 –> 2010-2019 7.1229422 29404.2485 29475.1493
mod Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate_star 11013.00387 11047.3266 2.7770539 2000-2009 –> 2010-2019 4.7902266 23567.4146 23637.6951
mod Pacific (27.5,27.75] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 10933.56082 10973.6041 2.7273332 2000-2009 –> 2010-2019 4.6966596 23359.6108 23441.6047
obs Pacific (27.5,27.75] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 13240.49164 13281.1042 3.6177977 2000-2009 –> 2010-2019 7.0010224 29218.2626 29300.9802
obs Pacific (27.5,27.75] cstar_tref ~ sal + silicate + phosphate + phosphate_star 13394.37481 13429.1856 3.7349836 2000-2009 –> 2010-2019 7.3610097 29789.5978 29860.4986
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 10495.90424 10535.9475 2.4749987 2000-2009 –> 2010-2019 4.1942644 22118.0524 22200.0463
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate 10494.26994 10528.5927 2.4751995 2000-2009 –> 2010-2019 4.1983192 22127.6737 22197.9542
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 13303.12917 13343.7418 3.6644373 2000-2009 –> 2010-2019 6.8482481 28913.2383 28995.9559
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 10355.14817 10395.1914 2.3989143 2000-2009 –> 2010-2019 4.0967752 21903.1297 21985.1235
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 13247.70744 13288.3200 3.6231402 2000-2009 –> 2010-2019 6.8039255 28852.0629 28934.7805
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 10703.94077 10743.9840 2.5918921 2000-2009 –> 2010-2019 4.4078987 22650.1650 22732.1589
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 13382.81379 13423.4264 3.7246401 2000-2009 –> 2010-2019 6.9164828 29008.1713 29090.8889
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate 10752.73616 10787.0589 2.6212623 2000-2009 –> 2010-2019 4.4530637 22748.2275 22818.5079
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 10347.59431 10387.6375 2.3948979 2000-2009 –> 2010-2019 4.0897147 21884.9522 21966.9461
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 13258.88380 13299.4964 3.6314305 2000-2009 –> 2010-2019 6.8123272 28863.4510 28946.1686
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate_star 13467.52869 13502.3395 3.7912786 2000-2009 –> 2010-2019 6.9846402 29093.7655 29164.6663
mod Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 6005.92013 6037.7432 1.8182205 2000-2009 –> 2010-2019 3.2396437 12176.0569 12240.6463
mod Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6005.44314 6042.5700 1.8167058 2000-2009 –> 2010-2019 3.2351788 12170.3540 12245.7084
mod Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6006.16463 6043.2915 1.8171468 2000-2009 –> 2010-2019 3.2340402 12167.2000 12242.5544
mod Pacific (27.75,27.85] cstar_tref ~ sal + nitrate + silicate + phosphate 6028.58602 6060.4091 1.8321401 2000-2009 –> 2010-2019 3.2612657 12217.5185 12282.1079
mod Pacific (27.75,27.85] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6008.38400 6045.5109 1.8185043 2000-2009 –> 2010-2019 3.2341139 12166.2668 12241.6211
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 6007.81303 6044.9399 1.8181550 2000-2009 –> 2010-2019 3.2316904 12160.5960 12235.9503
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 13105.56754 13145.7064 4.2449799 2000-2009 –> 2010-2019 7.1737279 24873.9906 24954.4855
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6044.70016 6081.8271 1.8408617 2000-2009 –> 2010-2019 3.2646631 12222.6513 12298.0056
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 13072.80214 13112.9410 4.2146536 2000-2009 –> 2010-2019 7.1398037 24835.4305 24915.9254
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 6017.66567 6054.7926 1.8241925 2000-2009 –> 2010-2019 3.2373704 12169.5690 12244.9234
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6046.60282 6083.7297 1.8420406 2000-2009 –> 2010-2019 3.2566761 12202.0916 12277.4459
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 13051.80118 13091.9400 4.1953300 2000-2009 –> 2010-2019 7.1165200 24808.0432 24888.5381
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6044.51396 6081.6409 1.8407464 2000-2009 –> 2010-2019 3.2646832 12222.7957 12298.1501
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 13072.34883 13112.4877 4.2142356 2000-2009 –> 2010-2019 7.1391451 24834.5895 24915.0844
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate_star 13071.36390 13105.7686 4.2151717 2000-2009 –> 2010-2019 7.1672280 24875.1545 24944.1501
obs Pacific (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 13042.63818 13082.7770 4.1869267 2000-2009 –> 2010-2019 7.1261557 24827.9009 24908.3958
obs Pacific (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 13017.13536 13057.2742 4.1636267 2000-2009 –> 2010-2019 7.1003559 24798.3871 24878.8819
obs Pacific (27.75,27.85] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 13022.93845 13063.0773 4.1689171 2000-2009 –> 2010-2019 7.1055030 24803.9602 24884.4551
obs Pacific (27.75,27.85] cstar_tref ~ temp + nitrate + silicate + phosphate_star 13071.81561 13106.2203 4.2155884 2000-2009 –> 2010-2019 7.1576729 24859.6558 24928.6514
obs Pacific (27.75,27.85] cstar_tref ~ temp + silicate + phosphate + phosphate_star 13108.70844 13143.1132 4.2497578 2000-2009 –> 2010-2019 7.1872192 24889.1352 24958.1308
mod Pacific (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate 6486.23601 6518.7017 1.7129321 2000-2009 –> 2010-2019 3.0177749 12870.9859 12936.7208
mod Pacific (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6487.77231 6525.6490 1.7126920 2000-2009 –> 2010-2019 3.0156697 12869.1124 12945.8030
mod Pacific (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6472.62494 6510.5016 1.7048675 2000-2009 –> 2010-2019 3.0094305 12858.5636 12935.2543
mod Pacific (27.85,27.95] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6529.07779 6566.9545 1.7342117 2000-2009 –> 2010-2019 3.0587414 12972.4628 13049.1535
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 6328.31747 6366.1941 1.6320936 2000-2009 –> 2010-2019 2.9227274 12673.6575 12750.3482
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 6344.83737 6382.7140 1.6402645 2000-2009 –> 2010-2019 2.9036320 12609.4218 12686.1125
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 14111.20587 14152.6312 3.1516415 2000-2009 –> 2010-2019 5.9483343 28554.9354 28638.2829
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6450.36945 6488.2461 1.6934360 2000-2009 –> 2010-2019 2.9961763 12831.0205 12907.7111
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 14080.15550 14121.5808 3.1338732 2000-2009 –> 2010-2019 5.9341781 28531.4952 28614.8426
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 6321.31614 6359.1928 1.6286429 2000-2009 –> 2010-2019 2.9173212 12660.9214 12737.6120
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 14061.49788 14102.9232 3.1232447 2000-2009 –> 2010-2019 5.9101618 28484.5820 28567.9295
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + phosphate + phosphate_star 6462.57182 6495.0375 1.7007221 2000-2009 –> 2010-2019 3.0572178 12994.1469 13059.8817
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6448.66728 6486.5439 1.6925649 2000-2009 –> 2010-2019 2.9948045 12827.8644 12904.5551
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 14080.11931 14121.5446 3.1338525 2000-2009 –> 2010-2019 5.9343496 28531.8635 28615.2110
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate_star 14078.15568 14113.6631 3.1338733 2000-2009 –> 2010-2019 5.9394449 28538.5739 28610.0146
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 14055.61239 14097.0377 3.1198995 2000-2009 –> 2010-2019 5.9140502 28493.9802 28577.3277
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 14036.31916 14077.7445 3.1089586 2000-2009 –> 2010-2019 5.9074681 28483.8774 28567.2249
obs Pacific (27.85,27.95] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 14038.69860 14080.1239 3.1103059 2000-2009 –> 2010-2019 5.9086969 28486.0071 28569.3546
obs Pacific (27.85,27.95] cstar_tref ~ temp + nitrate + silicate + phosphate_star 14080.71391 14116.2213 3.1353334 2000-2009 –> 2010-2019 5.9343622 28527.3660 28598.8067
obs Pacific (27.85,27.95] cstar_tref ~ temp + silicate + phosphate + phosphate_star 14124.43060 14159.9380 3.1603905 2000-2009 –> 2010-2019 5.9749915 28603.7939 28675.2346
mod Pacific (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate 6576.52550 6609.0812 1.7090761 2000-2009 –> 2010-2019 3.0417969 12638.5728 12704.0111
obs Pacific (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 18386.48155 18429.3816 3.6359376 2000-2009 –> 2010-2019 6.5839322 37570.9699 37657.6317
mod Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate 6592.77479 6625.3305 1.7173663 2000-2009 –> 2010-2019 3.0507871 12656.6841 12722.1224
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate 18120.73499 18163.6351 3.4961814 2000-2009 –> 2010-2019 6.5285094 37521.5030 37608.1648
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate_star 6318.18513 6350.7408 1.5825225 2000-2009 –> 2010-2019 2.8174784 12110.0721 12175.5104
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate 6446.13110 6478.6868 1.6439830 2000-2009 –> 2010-2019 3.0053727 12583.6496 12649.0879
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 18407.62327 18450.5234 3.6472930 2000-2009 –> 2010-2019 6.5910973 37581.2043 37667.8660
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6197.32741 6235.3091 1.5256698 2000-2009 –> 2010-2019 2.6715284 11725.6863 11802.0310
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 18196.08242 18238.9825 3.5352518 2000-2009 –> 2010-2019 6.6087502 37700.2597 37786.9215
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + nitrate + phosphate_star 6425.05406 6457.6098 1.6336966 2000-2009 –> 2010-2019 2.9706574 12498.3648 12563.8031
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6233.56488 6271.5466 1.5422231 2000-2009 –> 2010-2019 2.7185331 11854.9291 11931.2737
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 18301.04814 18343.9482 3.5904093 2000-2009 –> 2010-2019 6.5486194 37512.0619 37598.7236
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + phosphate + phosphate_star 6316.17274 6348.7285 1.5815744 2000-2009 –> 2010-2019 2.8162122 12107.1463 12172.5846
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6196.79763 6234.7793 1.5254291 2000-2009 –> 2010-2019 2.6712443 11725.0221 11801.3668
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate_star 6254.95337 6287.5091 1.5530021 2000-2009 –> 2010-2019 2.7644073 11978.5646 12044.0029
obs Pacific (27.95,28.05] cstar_tref ~ temp + aou + nitrate + phosphate 18118.91481 18155.6863 3.4962741 2000-2009 –> 2010-2019 6.5288331 37518.2669 37592.5484
obs Pacific (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 18119.52899 18162.4291 3.4955596 2000-2009 –> 2010-2019 6.4424330 37301.1005 37387.7623
obs Pacific (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 18206.58437 18249.4845 3.5407320 2000-2009 –> 2010-2019 6.4957854 37409.4110 37496.0728
obs Pacific (27.95,28.05] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 18183.75345 18226.6535 3.5288291 2000-2009 –> 2010-2019 6.4826836 37383.4688 37470.1306
obs Pacific (27.95,28.05] cstar_tref ~ temp + nitrate + silicate + phosphate_star 18302.02525 18338.7968 3.5919862 2000-2009 –> 2010-2019 6.5579871 37531.2071 37605.4886
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 14386.86307 14428.8160 2.7403620 2000-2009 –> 2010-2019 5.4711499 28069.5650 28153.1294
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate 14470.16804 14506.1277 2.7801219 2000-2009 –> 2010-2019 5.5162751 28161.9403 28233.5669
obs Pacific (28.05,28.1] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 14495.45088 14537.4039 2.7910737 2000-2009 –> 2010-2019 5.5402537 28216.0114 28299.5758
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate 4916.38450 4947.3682 1.6145287 2000-2009 –> 2010-2019 2.6527484 8933.6108 8995.9517
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate 14366.21674 14408.1697 2.7308247 2000-2009 –> 2010-2019 5.5281097 28184.6122 28268.1766
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 4803.95419 4840.1018 1.5445906 2000-2009 –> 2010-2019 2.5738930 8799.4587 8872.1898
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 5003.34853 5034.3322 1.6697900 2000-2009 –> 2010-2019 2.8004720 9255.1872 9317.5281
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate_star 5003.31257 5034.2962 1.6697668 2000-2009 –> 2010-2019 2.8040310 9263.8499 9326.1908
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 4770.17078 4806.3184 1.5245280 2000-2009 –> 2010-2019 2.5416508 8732.9410 8805.6721
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 14424.28654 14466.2395 2.7577342 2000-2009 –> 2010-2019 5.4754889 28080.0060 28163.5704
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4770.30030 4806.4479 1.5246044 2000-2009 –> 2010-2019 2.5451374 8742.2753 8815.0064
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 14463.78961 14505.7426 2.7761914 2000-2009 –> 2010-2019 5.4944991 28120.6566 28204.2210
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4769.92698 4806.0746 1.5243841 2000-2009 –> 2010-2019 2.5541712 8766.7261 8839.4572
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 14435.53523 14477.4882 2.7629775 2000-2009 –> 2010-2019 5.5017728 28134.7511 28218.3155
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + phosphate + phosphate_star 5003.30028 5034.2840 1.6697589 2000-2009 –> 2010-2019 2.8055818 9267.6143 9329.9552
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4770.29630 4806.4439 1.5246020 2000-2009 –> 2010-2019 2.5457137 8743.8300 8816.5611
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 14462.67720 14504.6302 2.7756699 2000-2009 –> 2010-2019 5.4927975 28117.0951 28200.6595
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate_star 4768.96186 4799.9455 1.5249948 2000-2009 –> 2010-2019 2.5931358 8864.3223 8926.6632
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate_star 14462.80150 14498.7612 2.7766658 2000-2009 –> 2010-2019 5.5154624 28160.0199 28231.6466
obs Pacific (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 14430.38819 14472.3412 2.7605771 2000-2009 –> 2010-2019 5.5197182 28171.3472 28254.9116
obs Pacific (28.1,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 11482.42906 11523.0873 2.4870464 2000-2009 –> 2010-2019 4.8320020 21485.1887 21565.7172
obs Pacific (28.1,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 11518.98665 11559.6449 2.5055874 2000-2009 –> 2010-2019 4.8652233 21549.1936 21629.7222
mod Pacific (28.1,28.2] cstar_tref ~ sal + aou + silicate + phosphate 8124.59740 8159.2742 1.3198891 2000-2009 –> 2010-2019 2.4679241 15603.9228 15673.2939
obs Pacific (28.1,28.2] cstar_tref ~ sal + aou + silicate + phosphate 11531.45890 11566.3088 2.5129655 2000-2009 –> 2010-2019 4.8587243 21533.7247 21602.7492
obs Pacific (28.1,28.2] cstar_tref ~ sal + aou + silicate + phosphate_star 11562.43346 11597.2834 2.5288296 2000-2009 –> 2010-2019 4.8904580 21594.3524 21663.3769
obs Pacific (28.1,28.2] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 11498.20386 11538.8621 2.4950300 2000-2009 –> 2010-2019 4.8473068 21514.6730 21595.2016
obs Pacific (28.1,28.2] cstar_tref ~ sal + silicate + phosphate + phosphate_star 11550.40951 11585.2595 2.5226595 2000-2009 –> 2010-2019 4.8773957 21569.4745 21638.4990
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate 8383.87741 8418.5542 1.3934292 2000-2009 –> 2010-2019 2.4916005 15650.2347 15719.6058
obs Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate + phosphate 11522.86529 11563.5236 2.5075626 2000-2009 –> 2010-2019 4.9115172 21634.9093 21715.4379
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 7637.66576 7678.1220 1.1916079 2000-2009 –> 2010-2019 2.2303163 14639.0376 14719.9706
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 7429.89301 7470.3493 1.1409425 2000-2009 –> 2010-2019 2.0890627 13993.6202 14074.5532
obs Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 11527.36249 11568.0207 2.5098548 2000-2009 –> 2010-2019 4.8544209 21529.3914 21609.9200
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 7444.89916 7485.3554 1.1445284 2000-2009 –> 2010-2019 2.0959103 14025.0969 14106.0299
obs Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 11529.61806 11570.2763 2.5110053 2000-2009 –> 2010-2019 4.8598256 21539.6200 21620.1486
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 7428.33204 7468.7883 1.1405701 2000-2009 –> 2010-2019 2.0941606 14019.6506 14100.5836
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 7444.03857 7484.4948 1.1443225 2000-2009 –> 2010-2019 2.0961982 14026.7250 14107.6580
obs Pacific (28.1,28.2] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 11526.35072 11567.0090 2.5093390 2000-2009 –> 2010-2019 4.8555463 21531.4573 21611.9859
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + silicate + phosphate_star 7460.07091 7494.7477 1.1486457 2000-2009 –> 2010-2019 2.1338719 14205.9161 14275.2872
mod Pacific (28.1,28.2] cstar_tref ~ temp + aou + silicate + phosphate 8508.61291 8543.2897 1.4302541 2000-2009 –> 2010-2019 2.4838980 15576.4548 15645.8260
mod Pacific (28.1,28.2] cstar_tref ~ temp + aou + silicate + phosphate_star 8530.47173 8565.1485 1.4368068 2000-2009 –> 2010-2019 2.4992117 15638.0272 15707.3984
obs Pacific (28.2,28.3] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3395.38455 3428.2465 1.9610938 2000-2009 –> 2010-2019 4.3878566 5521.2195 5582.9696
obs Pacific (28.2,28.3] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3368.93577 3401.7977 1.9292582 2000-2009 –> 2010-2019 4.3560472 5494.7806 5556.5307
obs Pacific (28.2,28.3] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3364.84028 3397.7022 1.9243750 2000-2009 –> 2010-2019 4.3760395 5500.0267 5561.7767
mod Pacific (28.2,28.3] cstar_tref ~ sal + aou + silicate + phosphate 10231.55092 10269.8556 0.7776152 2000-2009 –> 2010-2019 1.3844759 19013.5757 19090.6997
mod Pacific (28.2,28.3] cstar_tref ~ sal + aou + silicate + phosphate_star 10442.59976 10480.9045 0.7965904 2000-2009 –> 2010-2019 1.4516089 19952.9869 20030.1110
obs Pacific (28.2,28.3] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 3372.35457 3405.2165 1.9333441 2000-2009 –> 2010-2019 4.4094140 5516.6144 5578.3644
mod Pacific (28.2,28.3] cstar_tref ~ sal + nitrate + silicate + phosphate_star 10534.15897 10572.4637 0.8049657 2000-2009 –> 2010-2019 1.4592125 20033.3006 20110.4247
mod Pacific (28.2,28.3] cstar_tref ~ sal + silicate + phosphate + phosphate_star 10349.70118 10388.0059 0.7881816 2000-2009 –> 2010-2019 1.4426360 19851.8707 19928.9947
obs Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3371.15631 3404.0182 1.9319110 2000-2009 –> 2010-2019 4.3701425 5501.3100 5563.0600
obs Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3375.64349 3408.5054 1.9372829 2000-2009 –> 2010-2019 4.4294231 5525.8292 5587.5792
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + silicate 10316.81693 10361.5058 0.7850469 2000-2009 –> 2010-2019 1.4733575 20302.0658 20392.0439
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + silicate + phosphate 9974.70096 10019.3898 0.7549582 2000-2009 –> 2010-2019 1.3319398 18277.1613 18367.1394
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 9983.26903 10027.9579 0.7556975 2000-2009 –> 2010-2019 1.3340323 18308.0736 18398.0516
obs Pacific (28.2,28.3] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3365.20868 3398.0706 1.9248138 2000-2009 –> 2010-2019 4.3800795 5501.7396 5563.4896
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 10051.80907 10096.4979 0.7616375 2000-2009 –> 2010-2019 1.3251082 18128.2660 18218.2440
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 9981.57151 10026.2603 0.7555510 2000-2009 –> 2010-2019 1.3340133 18308.4797 18398.4578
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + silicate + phosphate_star 10212.11450 10250.4192 0.7758905 2000-2009 –> 2010-2019 1.3772946 18907.9892 18985.1133
obs Pacific (28.2,28.3] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 3419.62191 3452.4838 1.9907287 2000-2009 –> 2010-2019 4.4176351 5545.5111 5607.2611
obs Pacific (28.2,28.3] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3393.75270 3426.6146 1.9591145 2000-2009 –> 2010-2019 4.3868132 5519.9409 5581.6909
obs Pacific (28.2,28.3] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3396.44893 3429.3109 1.9623859 2000-2009 –> 2010-2019 4.4001981 5526.4451 5588.1951
mod Pacific (28.3,28.4] cstar_tref ~ aou + nitrate + silicate + phosphate 6943.60635 6977.8568 1.1472031 2000-2009 –> 2010-2019 1.9162823 11060.7453 11127.8851
mod Pacific (28.3,28.4] cstar_tref ~ aou + nitrate + silicate + phosphate_star 6906.71855 6940.9690 1.1377413 2000-2009 –> 2010-2019 1.8719276 10859.0272 10926.1670
mod Pacific (28.3,28.4] cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 6959.45502 6993.7055 1.1512925 2000-2009 –> 2010-2019 1.9034945 10997.8230 11064.9628
mod Pacific (28.3,28.4] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6926.00815 6965.9670 1.1421664 2000-2009 –> 2010-2019 1.9104957 11041.6842 11120.0139
obs Pacific (28.3,28.4] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 503.69783 523.4960 1.7157543 2000-2009 –> 2010-2019 4.1430876 720.6022 752.8898
mod Pacific (28.3,28.4] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6906.43583 6946.3947 1.1371583 2000-2009 –> 2010-2019 1.8684813 10846.8721 10925.2019
mod Pacific (28.3,28.4] cstar_tref ~ sal + nitrate + silicate + phosphate 6975.98365 7010.2341 1.1555728 2000-2009 –> 2010-2019 1.9289344 11112.8348 11179.9746
obs Pacific (28.3,28.4] cstar_tref ~ sal + nitrate + silicate + phosphate 502.45620 519.4261 1.7209669 2000-2009 –> 2010-2019 4.1489277 717.3833 745.0584
obs Pacific (28.3,28.4] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 503.88364 523.6818 1.7170299 2000-2009 –> 2010-2019 4.1430452 720.7402 753.0278
mod Pacific (28.3,28.4] cstar_tref ~ sal + temp + aou + nitrate + phosphate 7103.65182 7143.6107 1.1886413 2000-2009 –> 2010-2019 1.9277084 11081.4826 11159.8124
obs Pacific (28.3,28.4] cstar_tref ~ sal + temp + aou + nitrate + phosphate 503.50463 523.3028 1.7144288 2000-2009 –> 2010-2019 4.1017475 718.9463 751.2338
obs Pacific (28.3,28.4] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 502.76529 522.5635 1.7093661 2000-2009 –> 2010-2019 4.1782982 721.1650 753.4525
obs Pacific (28.3,28.4] cstar_tref ~ sal + temp + aou + silicate + phosphate 505.54486 525.3431 1.7284774 2000-2009 –> 2010-2019 4.1765070 723.1964 755.4839
obs Pacific (28.3,28.4] cstar_tref ~ sal + temp + nitrate + phosphate 510.13861 527.1085 1.7746725 2000-2009 –> 2010-2019 4.1620098 723.5809 751.2559
mod Pacific (28.3,28.4] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 7104.93759 7144.8965 1.1889845 2000-2009 –> 2010-2019 1.9289368 11087.0175 11165.3473
obs Pacific (28.3,28.4] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 504.80327 524.6015 1.7233577 2000-2009 –> 2010-2019 4.1083282 720.1583 752.4458
obs Pacific (28.3,28.4] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 504.24294 524.0411 1.7194994 2000-2009 –> 2010-2019 4.1018406 719.5009 751.7884
mod Pacific (28.3,28.4] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 7020.88073 7060.8396 1.1667561 2000-2009 –> 2010-2019 1.9204849 11068.4472 11146.7770
obs Pacific (28.3,28.4] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 505.70566 525.5039 1.7295895 2000-2009 –> 2010-2019 4.1809672 723.4775 755.7650
mod Pacific (28.3,28.4] cstar_tref ~ temp + nitrate + silicate + phosphate_star 7025.06424 7059.3147 1.1683770 2000-2009 –> 2010-2019 1.9354287 11132.8322 11199.9720

7.3 Target variable coefficients

A data frame to map the target variable is prepared.

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

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

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

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

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

rm(eras_era, eras_forward, eras_backward)

7.4 Cant coeffcients

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

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

# pivot to wide format
lm_best_cant <- lm_best_cant %>%
  pivot_wider(values_from = delta_coeff,
              names_from = term,
              names_prefix = "delta_coeff_",
              values_fill = 0)
# create table of target variable coefficients in wide format
lm_best_target <- lm_best %>% 
  pivot_wider(names_from = "term",
              names_prefix = "coeff_",
              values_from = "estimate",
              values_fill = 0
              )
GLODAP_augmented_best <- left_join(
  lm_best_target %>% select(data_source, basin, gamma_slab, era, model),
  GLODAP_augmented
)

7.5 Write files

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

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

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

8 Model diagnotics

8.1 Selection criterion vs predictors

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

8.1.1 All models

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

[[2]]

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

8.1.2 Best models

left_join(lm_best_target %>% select(basin, gamma_slab, era, model),
          GLODAP_glanced) %>%
  group_split(era) %>%
  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
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
c6b3da6 jens-daniel-mueller 2021-06-14
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
5b48ef5 jens-daniel-mueller 2020-12-17
f3a708f jens-daniel-mueller 2020-12-17 

[[2]]

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

8.2 RMSE correlation between eras

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

8.2.1 All models

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

8.2.2 Best models

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

8.3 Predictor counts

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

# calculate cases of predictor used
lm_all_stats <- lm_best_cant %>% 
  pivot_longer(starts_with("delta_coeff_"),
               names_to = "term",
               names_prefix = "delta_coeff_",
               values_to = "delta_coeff") %>% 
  filter(term != "(Intercept)",
         delta_coeff != 0) %>% 
  group_by(data_source, basin, gamma_slab) %>% 
  count(term) %>% 
  ungroup() %>% 
  pivot_wider(values_from = n, names_from = term)

# print table
lm_all_stats %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "data_source")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou nitrate phosphate phosphate_star sal silicate temp
Atlantic - mod
(-Inf,26] 4 8 6 7 10 7 5
(26,26.5] 7 6 6 7 10 6 8
(26.5,26.75] 6 7 6 8 5 6 10
(26.75,27] 8 5 8 5 5 10 7
(27,27.25] 8 8 4 5 6 10 7
(27.25,27.5] 7 10 4 5 6 9 7
(27.5,27.75] 7 2 6 6 10 7 6
(27.75,27.85] 5 4 4 6 10 10 6
(27.85,27.95] 7 3 5 4 9 9 8
(27.95,28.05] 5 1 6 7 7 8 10
(28.05,28.1] 6 1 7 6 7 6 10
(28.1,28.15] 7 NA 7 6 6 6 10
(28.15,28.2] 6 9 3 5 5 5 10
(28.2, Inf] 10 10 1 4 6 5 5
total 93.00 — 73.00 81.00 102.00 104.00 109.00
Indian - mod
(-Inf,26] 5 6 6 8 7 7 10
(26,26.5] 6 4 6 7 4 10 10
(26.5,26.75] 5 5 5 8 4 10 10
(26.75,27] 5 5 5 8 4 10 10
(27,27.25] 4 10 5 7 7 8 8
(27.25,27.5] 6 10 4 6 5 5 10
(27.5,27.75] 2 6 4 8 6 7 10
(27.75,27.85] 4 2 5 9 5 10 6
(27.85,27.95] 3 2 3 10 8 10 6
(27.95,28.05] 4 2 4 8 10 10 5
(28.05,28.1] 5 3 3 7 10 8 9
(28.1,28.2] 3 10 2 3 6 6 10
(28.2,28.3] 7 10 3 6 9 5 6
(28.3,28.4] 7 6 7 6 7 10 5
total 66.00 81.00 62.00 101.00 92.00 116.00 115.00
Pacific - mod
(-Inf,26] 7 7 5 6 8 6 10
(26,26.5] 7 4 7 7 3 10 9
(26.5,26.75] 6 4 6 7 4 10 10
(26.75,27] 6 8 6 6 5 7 10
(27,27.25] 6 10 6 7 4 4 10
(27.25,27.5] 5 6 6 6 10 9 7
(27.5,27.75] 6 5 5 5 10 10 6
(27.75,27.85] 5 8 5 5 10 10 5
(27.85,27.95] 6 7 5 7 10 7 6
(27.95,28.05] 5 3 3 7 10 7 8
(28.05,28.1] 6 3 4 6 10 6 10
(28.1,28.2] 7 3 4 5 8 9 9
(28.2,28.3] 5 3 4 7 10 10 6
(28.3,28.4] 5 10 6 6 6 8 4
total 82.00 81.00 72.00 87.00 108.00 113.00 110.00
Atlantic - obs
(-Inf,26] 8 6 6 6 10 5 8
(26,26.5] 9 8 8 7 5 4 6
(26.5,26.75] 7 7 7 6 6 6 10
(26.75,27] 4 5 5 8 5 10 10
(27,27.25] 6 8 6 8 5 5 10
(27.25,27.5] 7 9 6 8 4 5 9
(27.5,27.75] 7 3 7 7 3 10 9
(27.75,27.85] 5 4 10 5 6 10 6
(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 8 4 9 10 7 6
(28.1,28.15] 4 6 4 10 5 8 10
(28.15,28.2] 5 5 5 9 6 8 10
(28.2, Inf] 7 4 9 4 10 5 7
total 83.00 81.00 91.00 99.00 95.00 103.00 111.00
Indian - obs
(-Inf,26] 5 5 5 8 10 4 10
(26,26.5] 6 7 6 7 7 7 10
(26.5,26.75] 6 7 6 7 7 7 10
(26.75,27] 5 6 6 8 7 7 10
(27,27.25] 6 7 7 7 10 6 6
(27.25,27.5] 6 7 9 4 7 9 7
(27.5,27.75] 6 8 9 3 5 10 6
(27.75,27.85] 4 5 4 9 4 10 10
(27.85,27.95] 7 5 6 6 5 9 10
(27.95,28.05] 10 4 9 3 4 4 8
(28.05,28.1] 7 4 7 4 7 7 10
(28.1,28.2] 8 4 8 6 10 6 6
(28.2,28.3] 8 5 9 6 5 5 10
(28.3,28.4] 9 6 5 9 10 6 3
total 93.00 80.00 96.00 87.00 98.00 97.00 116.00
Pacific - obs
(-Inf,26] 8 8 6 6 8 5 8
(26,26.5] 6 7 6 7 7 7 10
(26.5,26.75] 6 10 6 7 4 4 10
(26.75,27] 7 10 7 7 3 3 9
(27,27.25] 7 5 7 5 10 6 8
(27.25,27.5] 5 4 6 7 10 10 5
(27.5,27.75] 5 4 6 7 10 10 5
(27.75,27.85] 4 5 5 8 5 10 10
(27.85,27.95] 4 5 5 8 5 10 10
(27.95,28.05] 6 9 7 5 5 7 9
(28.05,28.1] 6 5 7 5 9 9 7
(28.1,28.2] 7 4 7 6 10 9 4
(28.2,28.3] 7 10 9 7 6 5 6
(28.3,28.4] 4 8 9 4 10 6 7
total 82.00 94.00 93.00 89.00 102.00 101.00 108.00

8.4 RMSE alternatives

8.4.1 AIC

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

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

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

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

8.4.2 AIC vs BIC

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

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

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

8.5 RMSE vs VIF

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

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

8.6 Residual patterns

8.6.1 Fitted vs true

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

# 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 <- 2
# binwidth_value <- (axis_lims$max_value - axis_lims$min_value) / 40
axis_lims <- c(axis_lims$min_value, axis_lims$max_value)

GLODAP_augmented %>%
  ggplot(aes(!!sym(params_local$MLR_target), .fitted)) +
  geom_bin2d(binwidth = i_binwidth) +
  scale_fill_viridis_c(trans = "log10") +
  geom_abline(slope = 1,
              col = "black") +
  coord_equal(xlim = axis_lims,
              ylim = axis_lims) +
  labs(title = "All models") +
  facet_wrap(~data_source)

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
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 %>%
  ggplot(aes(!!sym(params_local$MLR_target) - .fitted)) +
  geom_histogram(binwidth = i_binwidth) +
  labs(title = "All models") +
  scale_x_continuous(limits = c(-50,50)) +
  facet_wrap(~data_source)

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 
GLODAP_augmented_best %>%
  ggplot(aes(!!sym(params_local$MLR_target), .fitted)) +
  geom_bin2d(binwidth = i_binwidth) +
  scale_fill_viridis_c(trans = "log10") +
  geom_abline(slope = 1,
              col = "black") +
  coord_equal(xlim = axis_lims,
              ylim = axis_lims) +
  labs(title = "Selected models") +
  facet_wrap(~data_source)

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
27ae473 jens-daniel-mueller 2021-02-24
4bc00ea jens-daniel-mueller 2021-02-24 
GLODAP_augmented_best %>%
  ggplot(aes(!!sym(params_local$MLR_target) - .fitted)) +
  geom_histogram(binwidth = i_binwidth) +
  labs(title = "Selected models") +
    scale_x_continuous(limits = c(-50,50)) +
  facet_wrap(~data_source)

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 
rm(binwidth_value, axis_lims)

8.6.2 Pooled

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

i_ylim <- c(-30,30)

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

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

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

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

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

8.6.3 By model domain

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

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

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

[[2]]

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

[[3]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
c6b3da6 jens-daniel-mueller 2021-06-14
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26 

[[4]]

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

[[5]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14 

[[6]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14

8.6.4 Latitudinal mean

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

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

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

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

[[2]]

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

[[3]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14

8.6.5 Latitudinal offset

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

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

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

8.6.6 Spatial mean

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

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

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

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

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[2]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[3]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[4]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[5]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[6]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[7]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[8]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[9]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[10]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[11]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[12]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[13]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[14]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[15]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[16]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[17]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[18]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[19]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[20]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[21]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[22]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[23]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[24]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[25]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[26]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[27]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[28]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[29]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[30]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[31]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[32]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[33]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[34]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[35]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29

8.6.7 Spatial offset

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

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

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

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[2]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[3]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[4]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[5]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[6]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[7]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[8]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[9]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[10]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[11]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[12]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[13]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[14]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[15]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[16]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[17]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[18]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[19]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[20]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[21]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[22]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[23]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[24]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[25]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[26]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[27]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[28]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[29]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[30]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[31]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[32]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[33]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[34]]

Version Author Date
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29

9 VIF

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

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

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

sessionInfo()
R version 4.0.3 (2020-10-10)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: openSUSE Leap 15.2

Matrix products: default
BLAS:   /usr/local/R-4.0.3/lib64/R/lib/libRblas.so
LAPACK: /usr/local/R-4.0.3/lib64/R/lib/libRlapack.so

locale:
 [1] LC_CTYPE=en_US.UTF-8       LC_NUMERIC=C              
 [3] LC_TIME=en_US.UTF-8        LC_COLLATE=en_US.UTF-8    
 [5] LC_MONETARY=en_US.UTF-8    LC_MESSAGES=en_US.UTF-8   
 [7] LC_PAPER=en_US.UTF-8       LC_NAME=C                 
 [9] LC_ADDRESS=C               LC_TELEPHONE=C            
[11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C       

attached base packages:
[1] stats     graphics  grDevices utils     datasets  methods   base     

other attached packages:
 [1] tictoc_1.0.1     gt_0.2.2         corrr_0.4.3      broom_0.7.5     
 [5] kableExtra_1.3.1 knitr_1.30       olsrr_0.5.3      GGally_2.0.0    
 [9] lubridate_1.7.9  metR_0.9.0       scico_1.2.0      patchwork_1.1.1 
[13] collapse_1.5.0   forcats_0.5.0    stringr_1.4.0    dplyr_1.0.5     
[17] purrr_0.3.4      readr_1.4.0      tidyr_1.1.2      tibble_3.0.4    
[21] ggplot2_3.3.3    tidyverse_1.3.0  workflowr_1.6.2 

loaded via a namespace (and not attached):
 [1] fs_1.5.0                 webshot_0.5.2            RColorBrewer_1.1-2      
 [4] httr_1.4.2               rprojroot_2.0.2          tools_4.0.3             
 [7] backports_1.1.10         utf8_1.1.4               R6_2.5.0                
[10] nortest_1.0-4            DBI_1.1.0                colorspace_1.4-1        
[13] withr_2.3.0              gridExtra_2.3            tidyselect_1.1.0        
[16] curl_4.3                 compiler_4.0.3           git2r_0.27.1            
[19] cli_2.1.0                rvest_0.3.6              xml2_1.3.2              
[22] sass_0.2.0               labeling_0.4.2           scales_1.1.1            
[25] checkmate_2.0.0          goftest_1.2-2            digest_0.6.27           
[28] foreign_0.8-80           rmarkdown_2.5            rio_0.5.16              
[31] pkgconfig_2.0.3          htmltools_0.5.0          highr_0.8               
[34] dbplyr_1.4.4             rlang_0.4.10             readxl_1.3.1            
[37] rstudioapi_0.11          farver_2.0.3             generics_0.0.2          
[40] jsonlite_1.7.1           zip_2.1.1                car_3.0-10              
[43] magrittr_1.5             Matrix_1.2-18            Rcpp_1.0.5              
[46] munsell_0.5.0            fansi_0.4.1              abind_1.4-5             
[49] lifecycle_1.0.0          stringi_1.5.3            whisker_0.4             
[52] yaml_2.2.1               carData_3.0-4            plyr_1.8.6              
[55] grid_4.0.3               blob_1.2.1               parallel_4.0.3          
[58] promises_1.1.1           crayon_1.3.4             lattice_0.20-41         
[61] haven_2.3.1              hms_0.5.3                pillar_1.4.7            
[64] reprex_0.3.0             glue_1.4.2               evaluate_0.14           
[67] RcppArmadillo_0.10.1.2.0 data.table_1.13.2        modelr_0.1.8            
[70] vctrs_0.3.5              httpuv_1.5.4             cellranger_1.1.0        
[73] gtable_0.3.0             reshape_0.8.8            assertthat_0.2.1        
[76] xfun_0.18                openxlsx_4.2.3           RcppEigen_0.3.3.7.0     
[79] later_1.1.0.1            viridisLite_0.3.0        ellipsis_0.3.1          
[82] here_0.1