## ----include = FALSE---------------------------------------------------------- knitr::opts_chunk$set( collapse = TRUE, comment = "#>", fig.path = "man/figures/vignette_conf_mat-", dpi = 92, fig.retina = 2 ) options(rmarkdown.html_vignette.check_title = FALSE) ## ----warning=FALSE, message=FALSE--------------------------------------------- library(cvms) library(tibble) # tibble() set.seed(1) ## ----------------------------------------------------------------------------- d_binomial <- tibble("target" = rbinom(100, 1, 0.7), "prediction" = rbinom(100, 1, 0.6)) d_binomial ## ----------------------------------------------------------------------------- basic_table <- table(d_binomial) basic_table ## ----------------------------------------------------------------------------- cfm <- as_tibble(basic_table) cfm ## ----------------------------------------------------------------------------- plot_confusion_matrix(cfm, target_col = "target", prediction_col = "prediction", counts_col = "n") ## ----------------------------------------------------------------------------- eval <- evaluate(d_binomial, target_col = "target", prediction_cols = "prediction", type = "binomial") eval ## ----------------------------------------------------------------------------- conf_mat <- eval$`Confusion Matrix`[[1]] conf_mat ## ----------------------------------------------------------------------------- plot_confusion_matrix(conf_mat) ## ----------------------------------------------------------------------------- d_multi <- tibble("target" = floor(runif(100) * 3), "prediction" = floor(runif(100) * 3)) d_multi ## ----------------------------------------------------------------------------- conf_mat <- confusion_matrix(targets = d_multi$target, predictions = d_multi$prediction) conf_mat ## ----------------------------------------------------------------------------- plot_confusion_matrix(conf_mat$`Confusion Matrix`[[1]]) ## ----------------------------------------------------------------------------- plot_confusion_matrix(conf_mat$`Confusion Matrix`[[1]], add_sums = TRUE) ## ----------------------------------------------------------------------------- plot_confusion_matrix(conf_mat$`Confusion Matrix`[[1]], place_x_axis_above = FALSE) ## ----------------------------------------------------------------------------- plot_confusion_matrix(conf_mat$`Confusion Matrix`[[1]], add_normalized = FALSE) ## ----------------------------------------------------------------------------- plot_confusion_matrix(conf_mat$`Confusion Matrix`[[1]], palette = "Oranges") plot_confusion_matrix(conf_mat$`Confusion Matrix`[[1]], palette = "Greens") ## ----------------------------------------------------------------------------- plot_confusion_matrix( conf_mat$`Confusion Matrix`[[1]], add_sums = TRUE, sums_settings = sum_tile_settings( palette = "Oranges", label = "Total", tc_tile_border_color = "black" ) ) ## ----------------------------------------------------------------------------- plot_confusion_matrix( conf_mat$`Confusion Matrix`[[1]], font_counts = font( size = 10, angle = 45, color = "red" ), add_normalized = FALSE, add_col_percentages = FALSE, add_row_percentages = FALSE )