Arena for the Exploration and Comparison of any ML Models

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Documentation for package ‘arenar’ version 0.2.0

• DESCRIPTION file.
• User guides, package vignettes and other documentation.
• Package NEWS.

Help Pages

calculate_subsets_performance	Internal function for calculating data for funnel plot
create_arena	Creates arena object
get_accumulated_dependence	Internal function for calculating Accumulated Dependence
get_attributes	Returns attributes for all params
get_break_down	Internal function for calculating Break Down
get_ceteris_paribus	Internal function for calculating Ceteris Paribus
get_datasets_list	Generates list of datasets' labels
get_dataset_attributes	Generates list with attributes of a dataset
get_dataset_plots	Internal function for calculating exploratory data anaylysis plots
get_fairness	Internal function for calculating fairness
get_feature_importance	Internal function for calculating feature importance
get_funnel_measure	Internal function for calculating funnel measure
get_global_plots	Internal function for calculating global plots
get_json_structure	Prepare object ready to change into json
get_local_plots	Internal function for calculating local plots for all observations
get_message_output	Internal function for returning message as plot data
get_metrics	Internal function for calculating model performance metrics
get_model_attributes	Generates list with attributes of a model
get_observations_list	Generates list of rownames of each observation from each batch
get_observation_attributes	Generates list with attributes of an observation
get_partial_dependence	Internal function for calculating Partial Dependence
get_rec	Internal function for calculating regression error characteristic
get_roc	Internal function for calculating receiver operating curve
get_shap_values	Internal function for calculating Shapley Values
get_subsets_performance	Internal function for calculating subset performance
get_variables_list	Generates list of unique variables(without target) from each explainer and dataset
get_variable_against_another	Internal function for variable against another plot
get_variable_attributes	Generates list with attributes of an variable
get_variable_distribution	Internal function for variable distribution
print.arena_live	Prints live arena summary
print.arena_static	Prints static arena summary
push_dataset	Adds new datasets to Arena
push_model	Adds model to arena
push_observations	Adds new observations to arena
run_server	Run server providing data for live Arena
save_arena	Save generated json file from static arena
split_multiclass_explainer	Splits multiclass explainer into multiple classification explainers
truncate_vector	Internal function for pretty truncationg params list
upload_arena	Upload generated json file from static arena
validate_new_dataset	Checks if it is safe do add new dataset to the arena object
validate_new_model	Checks if it is safe do add a new model to the arena object
validate_new_observations	Checks if it is safe do add new observations to the arena object