filtro (version 0.2.0)

bind_scores: Bind score class object, including their associated metadata and scores

Description

Binds multiple score class objects (e.g., score_*), including their associated metadata and scores. See fill_safe_values() for binding with safe-value handling.

Value

A tibble of scores results.

Arguments

x

A list.

...

Further arguments passed to or from other methods.

Examples

library(dplyr)

ames_subset <- modeldata::ames |>
  dplyr::select(
    Sale_Price,
    MS_SubClass,
    MS_Zoning,
    Lot_Frontage,
    Lot_Area,
    Street
  )
ames_subset <- ames_subset |>
  dplyr::mutate(Sale_Price = log10(Sale_Price))

# ANOVA p-value
ames_aov_pval_res <-
  score_aov_pval |>
  fit(Sale_Price ~ ., data = ames_subset)
ames_aov_pval_res@results

# Pearson correlation
ames_cor_pearson_res <-
  score_cor_pearson |>
  fit(Sale_Price ~ ., data = ames_subset)
ames_cor_pearson_res@results

# Forest importance
set.seed(42)
ames_imp_rf_reg_res <-
  score_imp_rf |>
  fit(Sale_Price ~ ., data = ames_subset)
ames_imp_rf_reg_res@results

# Information gain
ames_info_gain_reg_res <-
  score_info_gain |>
  fit(Sale_Price ~ ., data = ames_subset)
ames_info_gain_reg_res@results

# Create a list
class_score_list <- list(
  ames_aov_pval_res,
  ames_cor_pearson_res,
  ames_imp_rf_reg_res,
  ames_info_gain_reg_res
)

# Bind scores
class_score_list |> bind_scores()