glm_mverse fits glm across the multiverse
according to model specifications provided by formula_branch.
At least one formula_branch must have been added.
You can also specify the underlying error distribution and
the link function by adding a family_branch. If no
family_branch has been provided, it follows
the default behaviour of glm using the Gaussian
distribution with an identity link.
glm_mverse(.mverse)a mverse object.
A mverse object with glm fitted.
Other model fitting functions:
glm.nb_mverse(),
lm_mverse()
# \donttest{
# Fitting \code{glm} models across a multiverse.
hurricane_strength <- mutate_branch(
NDAM,
HighestWindSpeed,
Minpressure_Updated_2014
)
hurricane_outliers <- filter_branch(
!Name %in% c("Katrina", "Audrey", "Andrew"),
TRUE # include all
)
model_specifications <- formula_branch(
alldeaths ~ femininity,
alldeaths ~ femininity + hurricane_strength
)
model_distributions <- family_branch(poisson)
mv <- create_multiverse(hurricane) %>%
add_filter_branch(hurricane_outliers) %>%
add_mutate_branch(hurricane_strength) %>%
add_formula_branch(model_specifications) %>%
add_family_branch(model_distributions) %>%
glm_mverse()
#> Warning: error in default universe
#> Error in eval(predvars, data, env) : object 'femininity' not found
#> pkgdown::build_site_github_pages -> build_site -> build_site_local -> build_reference -> purrr::map -> map_ -> with_indexed_errors -> withCallingHandlers -> call_with_cleanup -> .f -> withCallingHandlers -> data_reference_topic -> run_examples -> highlight_examples -> downlit::evaluate_and_highlight -> evaluate::evaluate -> evaluate_call -> timing_fn -> handle -> try - f, silent = TRUE) -> withCallingHandlers -> withVisible -> eval_with_user_handlers -> eval -> eval -> create_multiverse -> glm_mverse -> multiverse::inside -> execute_universe -> mapply -> -> execute_code_from_universe -> tryStack -> lapply -> FUN -> FUN -> stats::glm -> eval -> eval -> stats::model.frame -> model.frame.default -> eval -> eval -> eval(predvars, data, env)
#> Warning: error in universe 1
#> Error in eval(predvars, data, env) : object 'femininity' not found
#> pkgdown::build_site_github_pages -> build_site -> build_site_local -> build_reference -> purrr::map -> map_ -> with_indexed_errors -> withCallingHandlers -> call_with_cleanup -> .f -> withCallingHandlers -> data_reference_topic -> run_examples -> highlight_examples -> downlit::evaluate_and_highlight -> evaluate::evaluate -> evaluate_call -> timing_fn -> handle -> try - f, silent = TRUE) -> withCallingHandlers -> withVisible -> eval_with_user_handlers -> eval -> eval -> create_multiverse -> glm_mverse -> execute_multiverse -> execute_multiverse.mverse -> multiverse::execute_multiverse -> mapply -> -> app -> FUN -> tryStack -> lapply -> FUN -> FUN -> stats::glm -> eval -> eval -> stats::model.frame -> model.frame.default -> eval -> eval -> eval(predvars, data, env)
#>
#> Warning: error in universe 2
#> Error in eval(predvars, data, env) : object 'femininity' not found
#> pkgdown::build_site_github_pages -> build_site -> build_site_local -> build_reference -> purrr::map -> map_ -> with_indexed_errors -> withCallingHandlers -> call_with_cleanup -> .f -> withCallingHandlers -> data_reference_topic -> run_examples -> highlight_examples -> downlit::evaluate_and_highlight -> evaluate::evaluate -> evaluate_call -> timing_fn -> handle -> try - f, silent = TRUE) -> withCallingHandlers -> withVisible -> eval_with_user_handlers -> eval -> eval -> create_multiverse -> glm_mverse -> execute_multiverse -> execute_multiverse.mverse -> multiverse::execute_multiverse -> mapply -> -> app -> FUN -> tryStack -> lapply -> FUN -> FUN -> stats::glm -> eval -> eval -> stats::model.frame -> model.frame.default -> eval -> eval -> eval(predvars, data, env)
#>
#> Warning: error in universe 3
#> Error in eval(predvars, data, env) : object 'femininity' not found
#> pkgdown::build_site_github_pages -> build_site -> build_site_local -> build_reference -> purrr::map -> map_ -> with_indexed_errors -> withCallingHandlers -> call_with_cleanup -> .f -> withCallingHandlers -> data_reference_topic -> run_examples -> highlight_examples -> downlit::evaluate_and_highlight -> evaluate::evaluate -> evaluate_call -> timing_fn -> handle -> try - f, silent = TRUE) -> withCallingHandlers -> withVisible -> eval_with_user_handlers -> eval -> eval -> create_multiverse -> glm_mverse -> execute_multiverse -> execute_multiverse.mverse -> multiverse::execute_multiverse -> mapply -> -> app -> FUN -> tryStack -> lapply -> FUN -> FUN -> stats::glm -> eval -> eval -> stats::model.frame -> model.frame.default -> eval -> eval -> eval(predvars, data, env)
#>
#> Warning: error in universe 4
#> Error in eval(predvars, data, env) : object 'femininity' not found
#> pkgdown::build_site_github_pages -> build_site -> build_site_local -> build_reference -> purrr::map -> map_ -> with_indexed_errors -> withCallingHandlers -> call_with_cleanup -> .f -> withCallingHandlers -> data_reference_topic -> run_examples -> highlight_examples -> downlit::evaluate_and_highlight -> evaluate::evaluate -> evaluate_call -> timing_fn -> handle -> try - f, silent = TRUE) -> withCallingHandlers -> withVisible -> eval_with_user_handlers -> eval -> eval -> create_multiverse -> glm_mverse -> execute_multiverse -> execute_multiverse.mverse -> multiverse::execute_multiverse -> mapply -> -> app -> FUN -> tryStack -> lapply -> FUN -> FUN -> stats::glm -> eval -> eval -> stats::model.frame -> model.frame.default -> eval -> eval -> eval(predvars, data, env)
#>
#> Warning: error in universe 5
#> Error in eval(predvars, data, env) : object 'femininity' not found
#> pkgdown::build_site_github_pages -> build_site -> build_site_local -> build_reference -> purrr::map -> map_ -> with_indexed_errors -> withCallingHandlers -> call_with_cleanup -> .f -> withCallingHandlers -> data_reference_topic -> run_examples -> highlight_examples -> downlit::evaluate_and_highlight -> evaluate::evaluate -> evaluate_call -> timing_fn -> handle -> try - f, silent = TRUE) -> withCallingHandlers -> withVisible -> eval_with_user_handlers -> eval -> eval -> create_multiverse -> glm_mverse -> execute_multiverse -> execute_multiverse.mverse -> multiverse::execute_multiverse -> mapply -> -> app -> FUN -> tryStack -> lapply -> FUN -> FUN -> stats::glm -> eval -> eval -> stats::model.frame -> model.frame.default -> eval -> eval -> eval(predvars, data, env)
#>
#> Warning: error in universe 6
#> Error in eval(predvars, data, env) : object 'femininity' not found
#> pkgdown::build_site_github_pages -> build_site -> build_site_local -> build_reference -> purrr::map -> map_ -> with_indexed_errors -> withCallingHandlers -> call_with_cleanup -> .f -> withCallingHandlers -> data_reference_topic -> run_examples -> highlight_examples -> downlit::evaluate_and_highlight -> evaluate::evaluate -> evaluate_call -> timing_fn -> handle -> try - f, silent = TRUE) -> withCallingHandlers -> withVisible -> eval_with_user_handlers -> eval -> eval -> create_multiverse -> glm_mverse -> execute_multiverse -> execute_multiverse.mverse -> multiverse::execute_multiverse -> mapply -> -> app -> FUN -> tryStack -> lapply -> FUN -> FUN -> stats::glm -> eval -> eval -> stats::model.frame -> model.frame.default -> eval -> eval -> eval(predvars, data, env)
#>
#> Warning: error in universe 7
#> Error in eval(predvars, data, env) : object 'femininity' not found
#> pkgdown::build_site_github_pages -> build_site -> build_site_local -> build_reference -> purrr::map -> map_ -> with_indexed_errors -> withCallingHandlers -> call_with_cleanup -> .f -> withCallingHandlers -> data_reference_topic -> run_examples -> highlight_examples -> downlit::evaluate_and_highlight -> evaluate::evaluate -> evaluate_call -> timing_fn -> handle -> try - f, silent = TRUE) -> withCallingHandlers -> withVisible -> eval_with_user_handlers -> eval -> eval -> create_multiverse -> glm_mverse -> execute_multiverse -> execute_multiverse.mverse -> multiverse::execute_multiverse -> mapply -> -> app -> FUN -> tryStack -> lapply -> FUN -> FUN -> stats::glm -> eval -> eval -> stats::model.frame -> model.frame.default -> eval -> eval -> eval(predvars, data, env)
#>
#> Warning: error in universe 8
#> Error in eval(predvars, data, env) : object 'femininity' not found
#> pkgdown::build_site_github_pages -> build_site -> build_site_local -> build_reference -> purrr::map -> map_ -> with_indexed_errors -> withCallingHandlers -> call_with_cleanup -> .f -> withCallingHandlers -> data_reference_topic -> run_examples -> highlight_examples -> downlit::evaluate_and_highlight -> evaluate::evaluate -> evaluate_call -> timing_fn -> handle -> try - f, silent = TRUE) -> withCallingHandlers -> withVisible -> eval_with_user_handlers -> eval -> eval -> create_multiverse -> glm_mverse -> execute_multiverse -> execute_multiverse.mverse -> multiverse::execute_multiverse -> mapply -> -> app -> FUN -> tryStack -> lapply -> FUN -> FUN -> stats::glm -> eval -> eval -> stats::model.frame -> model.frame.default -> eval -> eval -> eval(predvars, data, env)
#>
#> Warning: error in universe 9
#> Error in eval(predvars, data, env) : object 'femininity' not found
#> pkgdown::build_site_github_pages -> build_site -> build_site_local -> build_reference -> purrr::map -> map_ -> with_indexed_errors -> withCallingHandlers -> call_with_cleanup -> .f -> withCallingHandlers -> data_reference_topic -> run_examples -> highlight_examples -> downlit::evaluate_and_highlight -> evaluate::evaluate -> evaluate_call -> timing_fn -> handle -> try - f, silent = TRUE) -> withCallingHandlers -> withVisible -> eval_with_user_handlers -> eval -> eval -> create_multiverse -> glm_mverse -> execute_multiverse -> execute_multiverse.mverse -> multiverse::execute_multiverse -> mapply -> -> app -> FUN -> tryStack -> lapply -> FUN -> FUN -> stats::glm -> eval -> eval -> stats::model.frame -> model.frame.default -> eval -> eval -> eval(predvars, data, env)
#>
#> Warning: error in universe 10
#> Error in eval(predvars, data, env) : object 'femininity' not found
#> pkgdown::build_site_github_pages -> build_site -> build_site_local -> build_reference -> purrr::map -> map_ -> with_indexed_errors -> withCallingHandlers -> call_with_cleanup -> .f -> withCallingHandlers -> data_reference_topic -> run_examples -> highlight_examples -> downlit::evaluate_and_highlight -> evaluate::evaluate -> evaluate_call -> timing_fn -> handle -> try - f, silent = TRUE) -> withCallingHandlers -> withVisible -> eval_with_user_handlers -> eval -> eval -> create_multiverse -> glm_mverse -> execute_multiverse -> execute_multiverse.mverse -> multiverse::execute_multiverse -> mapply -> -> app -> FUN -> tryStack -> lapply -> FUN -> FUN -> stats::glm -> eval -> eval -> stats::model.frame -> model.frame.default -> eval -> eval -> eval(predvars, data, env)
#>
#> Warning: error in universe 11
#> Error in eval(predvars, data, env) : object 'femininity' not found
#> pkgdown::build_site_github_pages -> build_site -> build_site_local -> build_reference -> purrr::map -> map_ -> with_indexed_errors -> withCallingHandlers -> call_with_cleanup -> .f -> withCallingHandlers -> data_reference_topic -> run_examples -> highlight_examples -> downlit::evaluate_and_highlight -> evaluate::evaluate -> evaluate_call -> timing_fn -> handle -> try - f, silent = TRUE) -> withCallingHandlers -> withVisible -> eval_with_user_handlers -> eval -> eval -> create_multiverse -> glm_mverse -> execute_multiverse -> execute_multiverse.mverse -> multiverse::execute_multiverse -> mapply -> -> app -> FUN -> tryStack -> lapply -> FUN -> FUN -> stats::glm -> eval -> eval -> stats::model.frame -> model.frame.default -> eval -> eval -> eval(predvars, data, env)
#>
#> Warning: error in universe 12
#> Error in eval(predvars, data, env) : object 'femininity' not found
#> pkgdown::build_site_github_pages -> build_site -> build_site_local -> build_reference -> purrr::map -> map_ -> with_indexed_errors -> withCallingHandlers -> call_with_cleanup -> .f -> withCallingHandlers -> data_reference_topic -> run_examples -> highlight_examples -> downlit::evaluate_and_highlight -> evaluate::evaluate -> evaluate_call -> timing_fn -> handle -> try - f, silent = TRUE) -> withCallingHandlers -> withVisible -> eval_with_user_handlers -> eval -> eval -> create_multiverse -> glm_mverse -> execute_multiverse -> execute_multiverse.mverse -> multiverse::execute_multiverse -> mapply -> -> app -> FUN -> tryStack -> lapply -> FUN -> FUN -> stats::glm -> eval -> eval -> stats::model.frame -> model.frame.default -> eval -> eval -> eval(predvars, data, env)
#>
# }