Computational functions

functions creating tidy data frames from DALEX explainers according to specific objectives

model_cooksdistance() observationInfluence()

Cook's distances

model_evaluation() modelEvaluation()

Create model evaluation explanation

model_halfnormal() modelFit()

Create Halfnormal Explanation

model_performance() modelPerformance()

Create Model Performance Explanation

model_residual() modelResiduals()

Create Model Residuals Explanation

Plots

ploting functions

plot_acf() plotACF()

Autocorrelation Function Plot

plotD3_acf() plotD3ACF()

Plot Autocorrelation Function in D3 with r2d3 package.

plot_autocorrelation() plotAutocorrelation()

Autocorrelation of Residuals Plot

plotD3_autocorrelation() plotD3Autocorrelation()

Autocorrelation Plot in D3 with r2d3 package.

plot_cooksdistance() plotCooksDistance()

Influence of Observations Plot

plotD3_cooksdistance() plotD3CooksDistance()

Influence of observations Plot in D3 with r2d3 package.

plot_correlation() plotModelCorrelation()

Correlation of Model's Residuals Plot

plot_halfnormal() plotHalfNormal()

Half-Normal plot

plotD3_halfnormal() plotD3HalfNormal()

Plot Half-Normal in D3 with r2d3 package.

plot_lift() plotLIFT()

LIFT Chart

plotD3_lift() plotD3LIFT()

Plot LIFT in D3 with r2d3 package.

plot_pca() plotModelPCA()

Principal Component Analysis of models

plot_prediction() plotPrediction()

Predicted response vs Observed or Variable Values

plotD3_prediction() plotD3Prediction()

Plot Prediction vs Target, Observed or Variable Values in D3 with r2d3 package.

plot_radar() plotModelRanking()

Model Ranking Plot

plot_rec() plotREC()

Regression Error Characteristic Curves (REC)

plotD3_rec() plotD3REC()

Regression Error Characteristic Curves (REC) in D3 with r2d3 package.

plot_residual() plotResidual()

Plot Residuals vs Observed, Fitted or Variable Values

plotD3_residual() plotD3Residual()

Plot Residuals vs Observed, Fitted or Variable Values in D3 with r2d3 package.

plot_residual_boxplot() plotResidualBoxplot()

Plot Boxplots of Residuals

plot_residual_density() plotResidualDensity()

Residual Density Plot

plot_prc() plot_roc() plotROC()

Precision-Recall Curve (PRC)

plotD3_roc()

Receiver Operating Characteristic (ROC) in D3 with r2d3 package.

plot_rroc() plotRROC()

Regression Receiver Operating Characteristic (RROC)

plotD3_rroc()

Regression Receiver Operating Characteristic (RROC) in D3 with r2d3 package.

plot_scalelocation() plotScaleLocation()

Scale location plot

plotD3_scalelocation() plotD3ScaleLocation()

Scale Location Plot in D3 with r2d3 package.

plot_tsecdf() plotTwoSidedECDF()

Two-sided Cumulative Distribution Function

Scores

Scores for model and plot functions

score()

Model Scores computations

score_acc()

Accuracy

score_auc() scoreROC()

Area Under ROC Curve (AUC)

score_cooksdistance() scoreCooksDistance()

Score based on Cooks Distance

score_dw() scoreDW()

Durbin-Watson Score

score_f1()

F1 Score

score_gini()

Gini Coefficient

score_halfnormal() scoreHalfNormal()

Half-Normal Score

score_mae() scoreMAE()

Mean Absolute Error

score_mse() scoreMSE()

Mean Square Error

score_peak() scorePeak()

Peak Score

score_precision()

Precision

score_r2()

R-squared

score_rec() scoreREC()

Area Over the Curve for REC Curves

score_recall()

Recall

score_rmse() scoreRMSE()

Root Mean Square Error

score_rroc() scoreRROC()

Area Over the Curve for RROC Curves

score_runs() scoreRuns()

Runs Score

score_specificity()

Specificity

score_one_minus_acc()

One minus accuracy

score_one_minus_auc()

One minus Area Under ROC Curve (AUC)

score_one_minus_f1()

One Minus F1 Score

score_one_minus_gini()

One minus Gini Coefficient

score_one_minus_precision()

One Minus Precision

score_one_minus_specificity()

One minus specificity

score_one_minus_recall()

One minus recall

Misc

audit()

Deprecated