moDel Agnostic Language for Exploration and eXplanation

Documentation for package ‘DALEX’ version 2.4.3

DESCRIPTION file.

Help Pages

-- A --

apartments	Apartments Data
apartmentsTest	Apartments Data
apartments_test	Apartments Data

-- C --

colors_breakdown_drwhy	DrWhy color palettes for ggplot objects
colors_discrete_drwhy	DrWhy color palettes for ggplot objects
colors_diverging_drwhy	DrWhy color palettes for ggplot objects
covid	Data for early COVID mortality
covid_spring	Data for early COVID mortality
covid_summer	Data for early COVID mortality

-- D --

dragons	Dragon Data
dragons_test	Dragon Data

-- E --

explain	Create Model Explainer
explain.default	Create Model Explainer

-- F --

feature_importance	Dataset Level Variable Importance as Change in Loss Function after Variable Permutations
fifa	FIFA 20 preprocessed data

-- H --

happiness	World Happiness Report data
happiness_test	World Happiness Report data
happiness_train	World Happiness Report data
HR	Human Resources Data
HRTest	Human Resources Data
HR_test	Human Resources Data

-- I --

individual_diagnostics	Instance Level Residual Diagnostics
individual_profile	Instance Level Profile as Ceteris Paribus
install_dependencies	Install all dependencies for the DALEX package

-- L --

loss_accuracy	Calculate Loss Functions
loss_cross_entropy	Calculate Loss Functions
loss_default	Calculate Loss Functions
loss_one_minus_auc	Calculate Loss Functions
loss_root_mean_square	Calculate Loss Functions
loss_sum_of_squares	Calculate Loss Functions
loss_yardstick	Wrapper for Loss Functions from the yardstick Package

-- M --

model_diagnostics	Dataset Level Model Diagnostics
model_info	Exract info from model
model_info.cv.glmnet	Exract info from model
model_info.default	Exract info from model
model_info.gbm	Exract info from model
model_info.glm	Exract info from model
model_info.glmnet	Exract info from model
model_info.lm	Exract info from model
model_info.lrm	Exract info from model
model_info.model_fit	Exract info from model
model_info.randomForest	Exract info from model
model_info.ranger	Exract info from model
model_info.rpart	Exract info from model
model_info.svm	Exract info from model
model_info.train	Exract info from model
model_parts	Dataset Level Variable Importance as Change in Loss Function after Variable Permutations
model_performance	Dataset Level Model Performance Measures
model_prediction	Predictions for the Explainer
model_profile	Dataset Level Variable Profile as Partial Dependence or Accumulated Local Dependence Explanations

-- P --

plot.list	Plot List of Explanations
plot.model_diagnostics	Plot Dataset Level Model Diagnostics
plot.model_parts	Plot Variable Importance Explanations
plot.model_performance	Plot Dataset Level Model Performance Explanations
plot.model_profile	Plot Dataset Level Model Profile Explanations
plot.predict_diagnostics	Plot Instance Level Residual Diagnostics
plot.predict_parts	Plot Variable Attribution Explanations
plot.predict_profile	Plot Variable Profile Explanations
plot.shap_aggregated	Plot Generic for Break Down Objects
predict.explainer	Predictions for the Explainer
predict_diagnostics	Instance Level Residual Diagnostics
predict_parts	Instance Level Parts of the Model Predictions
predict_parts_break_down	Instance Level Parts of the Model Predictions
predict_parts_break_down_interactions	Instance Level Parts of the Model Predictions
predict_parts_ibreak_down	Instance Level Parts of the Model Predictions
predict_parts_oscillations	Instance Level Parts of the Model Predictions
predict_parts_oscillations_emp	Instance Level Parts of the Model Predictions
predict_parts_oscillations_uni	Instance Level Parts of the Model Predictions
predict_parts_shap	Instance Level Parts of the Model Predictions
predict_parts_shap_aggregated	Instance Level Parts of the Model Predictions
predict_profile	Instance Level Profile as Ceteris Paribus
print.description	Print Natural Language Descriptions
print.explainer	Print Explainer Summary
print.model_diagnostics	Print Dataset Level Model Diagnostics
print.model_info	Print model_info
print.model_performance	Print Dataset Level Model Performance Summary
print.model_profile	Print Dataset Level Model Profile
print.predict_diagnostics	Print Instance Level Residual Diagnostics

-- S --

set_theme_dalex	Default Theme for DALEX plots
shap_aggregated	SHAP aggregated values
single_variable	Dataset Level Variable Profile as Partial Dependence or Accumulated Local Dependence Explanations

-- T --

theme_default_dalex	Default Theme for DALEX plots
theme_drwhy	DrWhy Theme for ggplot objects
theme_drwhy_vertical	DrWhy Theme for ggplot objects
theme_ema	DrWhy Theme for ggplot objects
theme_ema_vertical	DrWhy Theme for ggplot objects
theme_vertical_default_dalex	Default Theme for DALEX plots
titanic	Passengers and Crew on the RMS Titanic Data
titanic_imputed	Passengers and Crew on the RMS Titanic Data

-- U --

update_data	Update data of an explainer object
update_label	Update label of explainer object

-- V --

variable_attribution	Instance Level Parts of the Model Predictions
variable_effect	Dataset Level Variable Effect as Partial Dependency Profile or Accumulated Local Effects
variable_effect_accumulated_dependency	Dataset Level Variable Effect as Partial Dependency Profile or Accumulated Local Effects
variable_effect_partial_dependency	Dataset Level Variable Effect as Partial Dependency Profile or Accumulated Local Effects
variable_importance	Dataset Level Variable Importance as Change in Loss Function after Variable Permutations
variable_profile	Dataset Level Variable Profile as Partial Dependence or Accumulated Local Dependence Explanations

-- Y --

yhat	Wrap Various Predict Functions
yhat.cv.glmnet	Wrap Various Predict Functions
yhat.default	Wrap Various Predict Functions
yhat.function	Wrap Various Predict Functions
yhat.gbm	Wrap Various Predict Functions
yhat.glm	Wrap Various Predict Functions
yhat.glmnet	Wrap Various Predict Functions
yhat.lm	Wrap Various Predict Functions
yhat.lrm	Wrap Various Predict Functions
yhat.model_fit	Wrap Various Predict Functions
yhat.party	Wrap Various Predict Functions
yhat.randomForest	Wrap Various Predict Functions
yhat.ranger	Wrap Various Predict Functions
yhat.rpart	Wrap Various Predict Functions
yhat.svm	Wrap Various Predict Functions
yhat.train	Wrap Various Predict Functions