Bivariate Analysis

blr_bivariate_analysis()

Bivariate analysis

blr_segment()

Event rate

blr_segment_twoway()

Two way event rate

blr_segment_dist() plot(<blr_segment_dist>)

Response distribution

blr_woe_iv() plot(<blr_woe_iv>)

WoE & IV

blr_woe_iv_stats()

Multi variable WOE & IV

Regression

blr_regress()

Binary logistic regression

Model Fit Statistics

blr_model_fit_stats()

Model fit statistics

blr_multi_model_fit_stats()

Multi model fit statistics

blr_test_lr()

Likelihood ratio test

blr_rsq_mcfadden()

McFadden's R2

blr_rsq_mcfadden_adj()

McFadden's adjusted R2

blr_rsq_cox_snell()

Cox Snell R2

blr_rsq_nagelkerke()

Cragg-Uhler (Nagelkerke) R2

blr_rsq_mckelvey_zavoina()

McKelvey Zavoina R2

blr_rsq_effron()

Effron R2

blr_rsq_count()

Count R2

blr_rsq_adj_count()

Adjusted count R2

Model Validation

blr_gains_table() plot(<blr_gains_table>)

Gains table & lift chart

blr_ks_chart()

KS chart

blr_test_hosmer_lemeshow()

Hosmer lemeshow test

blr_gini_index()

Gini index

blr_lorenz_curve()

Lorenz curve

blr_confusion_matrix()

Confusion matrix

blr_pairs()

Concordant & discordant pairs

blr_roc_curve()

ROC curve

blr_decile_lift_chart()

Decile lift chart

blr_decile_capture_rate()

Event rate by decile

Variable Selection

blr_step_aic_forward() plot(<blr_step_aic_forward>)

Stepwise AIC forward selection

blr_step_p_forward() plot(<blr_step_p_forward>)

Stepwise forward regression

blr_step_aic_backward() plot(<blr_step_aic_backward>)

Stepwise AIC backward elimination

blr_step_p_backward() plot(<blr_step_p_backward>)

Stepwise backward regression

blr_step_aic_both() plot(<blr_step_aic_both>)

Stepwise AIC selection

blr_step_p_both() plot(<blr_step_p_both>)

Stepwise regression

Plot Data

blr_prep_roc_data()

ROC curve data

blr_prep_lorenz_data()

Lorenz curve data

blr_prep_dcrate_data()

Decile capture rate data

blr_prep_lchart_gmean() blr_prep_lchart_data()

Lift Chart data

blr_prep_kschart_data() blr_prep_kschart_line() blr_prep_ksannotate_y() blr_prep_kschart_stat() blr_prep_ksannotate_x()

KS Chart data

Residual Diagnostics

blr_plot_residual_fitted()

Residual vs fitted values plot

blr_plot_pearson_residual()

Residual values plot

blr_plot_deviance_fitted()

Deviance vs fitted values plot

blr_plot_deviance_residual()

Deviance residual values

blr_plot_leverage_fitted()

Leverage vs fitted values plot

blr_plot_leverage()

Leverage plot

blr_residual_diagnostics()

Residual diagnostics

blr_plot_diag_c()

CI Displacement C plot

blr_plot_diag_cbar()

CI Displacement CBAR plot

blr_plot_diag_difchisq()

Delta chisquare plot

blr_plot_diag_difdev()

Delta deviance plot

blr_plot_dfbetas_panel()

DFBETAs panel

blr_plot_diag_influence()

Influence diagnostics plot

blr_plot_diag_fit()

Fitted values diagnostics plot

blr_plot_diag_leverage()

Leverage diagnostics plot

blr_plot_c_fitted()

CI Displacement C vs fitted values plot

blr_plot_difchisq_fitted()

Delta chi square vs fitted values plot

blr_plot_difdev_fitted()

Delta deviance vs fitted values plot

blr_plot_difchisq_leverage()

Delta chi square vs leverage plot

blr_plot_difdev_leverage()

Delta deviance vs leverage plot

blr_plot_c_leverage()

CI Displacement C vs leverage plot

blr_plot_fitted_leverage()

Fitted values vs leverage plot

Collinearity Diagnostics

blr_coll_diag() blr_vif_tol() blr_eigen_cindex()

Collinearity diagnostics

Model Specification Error

blr_linktest()

Model specification error

Data

hsb2

High School and Beyond Data Set

bank_marketing

Bank marketing data set

stepwise

Dummy Data Set