Report what an AOA covers.

Prints the threshold, the share of cells inside it and the quantiles of the DI, and says so plainly when less than half the map is inside.

Usage

print_aoa(di, threshold, label = "prediction area")

Arguments

di

Dissimilarity index of the cells, from dissimilarity_index().

threshold

From aoa_threshold().

label

What the cells are, for the report.

Value

The logical mask of the cells inside (inside_aoa()), invisibly.

Examples

set.seed(1)
x_train <- matrix(rnorm(200), 100, 2)    # 100 training rows of 2 scaled predictors
ref <- di_reference(x_train)
threshold <- aoa_threshold(ref, folds = rep(1:5, 20))
print_aoa(dissimilarity_index(ref, matrix(rnorm(400, sd = 1.5), 200, 2)), threshold)
#> 
#> -- Area of applicability --
#>   DI threshold          : 0.3342  (Q75 + 1.5 x IQR of the cross-validated training DI)
#>   prediction area       : 145 of 200 cells inside (72.5%)
#>   DI quantiles          : min 0.01 | median 0.15 | q95 1.15 | max 2.45