| 1 | use super::*; |
| 2 | use crate::report::ComparisonData; |
| 3 | use std::path::Path; |
| 4 | |
| 5 | pub(crate) fn t_test( |
| 6 | path: &Path, |
| 7 | title: &str, |
| 8 | comparison: &ComparisonData, |
| 9 | size: Option<(u32, u32)>, |
| 10 | ) { |
| 11 | let t = comparison.t_value; |
| 12 | let (xs, ys) = kde::sweep(&comparison.t_distribution, KDE_POINTS, None); |
| 13 | |
| 14 | let x_range = plotters::data::fitting_range(xs.iter()); |
| 15 | let mut y_range = plotters::data::fitting_range(ys.iter()); |
| 16 | y_range.start = 0.0; |
| 17 | y_range.end *= 1.1; |
| 18 | |
| 19 | let root_area = SVGBackend::new(&path, size.unwrap_or(SIZE)).into_drawing_area(); |
| 20 | |
| 21 | let mut chart = ChartBuilder::on(&root_area) |
| 22 | .margin((5).percent()) |
| 23 | .caption(format!("{}: Welch t test" , title), (DEFAULT_FONT, 20)) |
| 24 | .set_label_area_size(LabelAreaPosition::Left, (5).percent_width().min(60)) |
| 25 | .set_label_area_size(LabelAreaPosition::Bottom, (5).percent_height().min(40)) |
| 26 | .build_cartesian_2d(x_range, y_range.clone()) |
| 27 | .unwrap(); |
| 28 | |
| 29 | chart |
| 30 | .configure_mesh() |
| 31 | .disable_mesh() |
| 32 | .y_desc("Density" ) |
| 33 | .x_desc("t score" ) |
| 34 | .draw() |
| 35 | .unwrap(); |
| 36 | |
| 37 | chart |
| 38 | .draw_series(AreaSeries::new( |
| 39 | xs.iter().zip(ys.iter()).map(|(x, y)| (*x, *y)), |
| 40 | 0.0, |
| 41 | DARK_BLUE.mix(0.25), |
| 42 | )) |
| 43 | .unwrap() |
| 44 | .label("t distribution" ) |
| 45 | .legend(|(x, y)| { |
| 46 | Rectangle::new([(x, y - 5), (x + 20, y + 5)], DARK_BLUE.mix(0.25).filled()) |
| 47 | }); |
| 48 | |
| 49 | chart |
| 50 | .draw_series(std::iter::once(PathElement::new( |
| 51 | vec![(t, 0.0), (t, y_range.end)], |
| 52 | DARK_BLUE.filled().stroke_width(2), |
| 53 | ))) |
| 54 | .unwrap() |
| 55 | .label("t statistic" ) |
| 56 | .legend(|(x, y)| PathElement::new(vec![(x, y), (x + 20, y)], DARK_BLUE)); |
| 57 | |
| 58 | chart.configure_series_labels().draw().unwrap(); |
| 59 | } |
| 60 | |