Function reference • modsculpt

Sculpting

sample_marginals(): Sample product marginals dataset

sculpt_rough(): Create a rough model

sculpt_detailed_lm(): Create a detailed model with lm smoother

sculpt_detailed_gam(): Create a detailed model with gam smoother

sculpt_detailed_generic(): Create a detailed model with user defined smoother

sculpt_polished(): Create a polished model

Metrics

calc_dir_var_imp() calc_cumul_R2(): Various metrics related to model sculpting

score_log_loss() score_quadratic() check_score_fun() metrics_unc() metrics_R2() metrics_fit_calib() metrics_DI() metrics_MI() metrics_r2(): Various metrics for measuring model performance.

Plots

g_additivity(): Plot additivity scatterplot(-s) with R^2 value(-s)

g_comparison(): Plot comparison of component functions

g_component(): Plot component functions

g_density_ice_plot() g_density_ice_plot_list(): Density plots overlaid with ICE curves

g_ice(): Plot centered ICE profiles with centered PDP curves

g_var_imp(): Plot variable importances and cumulative approximation of R^2

Plot helpers

Specify details for plots, e.g. facetting or vizualisation of missings

facet_specification(): Instructions for facet vizualisations

missings_specification(): Instructions for missings vizualisations

Utilities

General utility functions

parallel_set() parallel_end(): Set and end parallel computation