Interactively Explore the Support of Local Explanations with the Radial Tour


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Documentation for package ‘cheem’ version 0.2.0

Help Pages

amesHousing2018 Ames housing data 2018
amesHousing2018_NorthAmes Ames housing data 2018
amesHousing2018_raw Ames housing data 2018
as_logical_index Assure a full length logical index
attr_df_treeshap Extract the full treeSHAP data.frame of a randomForest model
basis_attr_df Basis matrix, 1D, of the local attribution basis
cheem cheem
cheem_ls Preprocessing for use in shiny app
chocolates Chocolates dataset
color_scale_of Suggest a color and fill scale.
colour_scale_of Suggest a color and fill scale.
default_rf Random forest model via randomForest
devMessage Development message
does_contain_nonnumeric Check if a vector contains non-numeric character
gbm.unify Unify GBM model
global_view Linked 'plotly' display, global view of data and attribution space.
global_view_df_1layer Create the plot data.frame for the global linked plotly display.
global_view_subplots Linked 'plotly' display, global view of data and attribution space.
ifDev Evaluate if development
is.model_unified Check whether object is a valid model_unified object
is_discrete Check if a vector is discrete
is_diverging Check if a vector diverges a value
is_gbm Check model type
is_lightgbm Check model type
is_randomForest Check model type
is_ranger Check model type
is_xgboost Check model type
lightgbm.unify Unify LightGBM model
linear_tform Linear function to help set alpha opacity
logistic_tform Logistic function to help set alpha opacity
manip_var_of_attr_df Find the manip var from a given attr_df
model_performance_df Extract higher level model performance statistics
model_unified.object Unified model representation
print.model_unified Prints model_unified objects
print.treeshap Prints treeshap objects
problem_type The type of model for a given Y variable
proto_basis1d_distribution Adds the distribution of the row local attributions to a ggtour
radial_cheem_tour Cheem tour; 1D manual tour on the selected attribution
radial_cheem_tour_subplots Cheem tour; 1D manual tour on the selected attribution
randomForest.unify Unify randomForest model
ranger.unify Unify ranger model
rnorm_from Draw new samples from the supplied data given its mean and covariances.
run_app Runs a shiny app demonstrating manual tours
set_reference_dataset Set reference dataset
treeshap Calculate SHAP values of a tree ensemble model.
treeshap.object treeshap results
unify_predict Unify various models/predictions to a standard format
unify_tree_model Unify various models/predictions to a standard format
xgboost.unify Unify xgboost model