use rand::SeedableRng;
use rand_distr::{Distribution, Normal, Exp};
use kuva::plot::{StripPlot, BoxPlot, LegendEntry, LegendShape, LegendPosition};
use kuva::backend::svg::SvgBackend;
use kuva::render::render::render_multiple;
use kuva::render::layout::Layout;
use kuva::render::plots::Plot;
use kuva::Palette;
const OUT: &str = "docs/src/assets/strip";
fn main() {
std::fs::create_dir_all(OUT).expect("could not create docs/src/assets/strip");
basic();
swarm();
center();
composed();
palette();
group_colors();
marker_density();
point_colors();
println!("Strip SVGs written to {OUT}/");
}
fn normal_samples(mean: f64, std: f64, n: usize, seed: u64) -> Vec<f64> {
let mut rng = rand::rngs::SmallRng::seed_from_u64(seed);
Normal::new(mean, std).unwrap()
.sample_iter(&mut rng)
.take(n)
.collect()
}
fn bimodal_samples(mean1: f64, mean2: f64, std: f64, n: usize, seed: u64) -> Vec<f64> {
let mut rng = rand::rngs::SmallRng::seed_from_u64(seed);
let d1 = Normal::new(mean1, std).unwrap();
let d2 = Normal::new(mean2, std).unwrap();
let half = n / 2;
d1.sample_iter(&mut rng.clone()).take(half)
.chain(d2.sample_iter(&mut rng).take(n - half))
.collect()
}
fn skewed_samples(scale: f64, shift: f64, n: usize, seed: u64) -> Vec<f64> {
let mut rng = rand::rngs::SmallRng::seed_from_u64(seed);
Exp::new(1.0 / scale).unwrap()
.sample_iter(&mut rng)
.take(n)
.map(|x| x + shift)
.collect()
}
fn basic() {
let strip = StripPlot::new()
.with_group("Control", normal_samples(5.0, 0.8, 300, 1))
.with_group("Low dose", normal_samples(6.5, 1.1, 300, 2))
.with_group("High dose", normal_samples(8.0, 1.4, 300, 3))
.with_group("Washout", normal_samples(5.8, 0.9, 300, 4))
.with_color("steelblue")
.with_point_size(2.5)
.with_jitter(0.35);
let plots = vec![Plot::Strip(strip)];
let layout = Layout::auto_from_plots(&plots)
.with_title("Jittered Strip Plot")
.with_y_label("Measurement");
let svg = SvgBackend.render_scene(&render_multiple(plots, layout));
std::fs::write(format!("{OUT}/basic.svg"), svg).unwrap();
}
fn swarm() {
let strip = StripPlot::new()
.with_group("Control", normal_samples(0.0, 1.0, 150, 10))
.with_group("Bimodal", bimodal_samples(-1.5, 1.5, 0.55, 150, 11))
.with_group("Right-skewed", skewed_samples(1.2, -0.5, 150, 12))
.with_color("steelblue")
.with_point_size(3.0)
.with_swarm();
let plots = vec![Plot::Strip(strip)];
let layout = Layout::auto_from_plots(&plots)
.with_title("Beeswarm")
.with_y_label("Value");
let svg = SvgBackend.render_scene(&render_multiple(plots, layout));
std::fs::write(format!("{OUT}/swarm.svg"), svg).unwrap();
}
fn center() {
let strip = StripPlot::new()
.with_group("Normal", normal_samples(5.0, 1.0, 400, 20))
.with_group("Bimodal", bimodal_samples(2.0, 8.0, 0.8, 400, 21))
.with_group("Skewed", skewed_samples(1.5, 1.0, 400, 22))
.with_color("steelblue")
.with_point_size(2.0)
.with_center();
let plots = vec![Plot::Strip(strip)];
let layout = Layout::auto_from_plots(&plots)
.with_title("Center Stack")
.with_y_label("Value");
let svg = SvgBackend.render_scene(&render_multiple(plots, layout));
std::fs::write(format!("{OUT}/center.svg"), svg).unwrap();
}
fn composed() {
let data_a = normal_samples(4.0, 1.0, 80, 30);
let data_b = bimodal_samples(2.5, 6.5, 0.7, 80, 31);
let data_c = normal_samples(5.5, 1.6, 80, 32);
let boxplot = BoxPlot::new()
.with_group("Control", data_a.clone())
.with_group("Bimodal", data_b.clone())
.with_group("High-spread", data_c.clone())
.with_color("steelblue");
let strip = StripPlot::new()
.with_group("Control", data_a)
.with_group("Bimodal", data_b)
.with_group("High-spread", data_c)
.with_color("rgba(0,0,0,0.3)")
.with_point_size(2.5)
.with_jitter(0.2);
let plots = vec![Plot::Box(boxplot), Plot::Strip(strip)];
let layout = Layout::auto_from_plots(&plots)
.with_title("Box + Strip")
.with_y_label("Value");
let svg = SvgBackend.render_scene(&render_multiple(plots, layout));
std::fs::write(format!("{OUT}/composed.svg"), svg).unwrap();
}
fn group_colors() {
let strip = StripPlot::new()
.with_group("Control", vec![4.1, 5.0, 5.3, 5.8, 6.2, 4.7])
.with_group("Treatment", vec![5.5, 6.1, 6.4, 7.2, 7.8, 6.9])
.with_group("Placebo", vec![3.9, 4.5, 4.8, 5.1, 5.6, 4.3])
.with_group_colors(vec!["steelblue", "crimson", "seagreen"])
.with_point_size(4.0)
.with_jitter(0.3);
let plots = vec![Plot::Strip(strip)];
let layout = Layout::auto_from_plots(&plots)
.with_title("Per-Group Colors")
.with_y_label("Measurement");
let svg = SvgBackend.render_scene(&render_multiple(plots, layout));
std::fs::write(format!("{OUT}/group_colors.svg"), svg).unwrap();
}
fn marker_density() {
let strip = StripPlot::new()
.with_group("Control", normal_samples(5.0, 0.8, 500, 50))
.with_group("Low dose", normal_samples(6.0, 1.2, 500, 51))
.with_group("High dose", bimodal_samples(4.5, 8.5, 0.6, 500, 52))
.with_group("Washout", skewed_samples(1.2, 3.5, 500, 53))
.with_color("steelblue")
.with_point_size(4.0)
.with_jitter(0.3)
.with_marker_opacity(0.25)
.with_marker_stroke_width(0.7);
let plots = vec![Plot::Strip(strip)];
let layout = Layout::auto_from_plots(&plots)
.with_title("Dense strip — semi-transparent markers (500 pts/group)")
.with_y_label("Measurement");
let svg = SvgBackend.render_scene(&render_multiple(plots, layout));
std::fs::write(format!("{OUT}/marker_density.svg"), svg).unwrap();
}
fn point_colors() {
let motifs: &[(&str, &str, f64, f64)] = &[
("ATTC", "tomato", 6.0, 1.2),
("GCGC", "seagreen", 9.0, 1.5),
("ATAT", "goldenrod", 4.5, 0.9),
("CGCG", "mediumpurple", 11.0, 1.8),
("TTAGG", "steelblue", 7.5, 1.3),
];
let mut rng = rand::rngs::SmallRng::seed_from_u64(99);
let mut points: Vec<(f64, &str)> = Vec::new();
for &(_, color, mean, std) in motifs {
let dist = Normal::new(mean, std).unwrap();
for v in dist.sample_iter(&mut rng).take(25) {
points.push((v.max(1.0), color));
}
}
use rand::seq::SliceRandom;
points.shuffle(&mut rng);
let strip = StripPlot::new()
.with_colored_group("Sample", points)
.with_swarm()
.with_point_size(4.5);
let legend_entries: Vec<LegendEntry> = motifs.iter().map(|&(label, color, _, _)| {
LegendEntry { label: label.to_string(), color: color.to_string(), shape: LegendShape::Circle, dasharray: None }
}).collect();
let plots = vec![Plot::Strip(strip)];
let layout = Layout::auto_from_plots(&plots)
.with_title("STR Repeat Counts — Per-point Motif Colors")
.with_x_label("Sample")
.with_y_label("Repeat count")
.with_legend_title("Motif")
.with_legend_entries(legend_entries)
.with_legend_position(LegendPosition::OutsideRightTop);
let svg = SvgBackend.render_scene(&render_multiple(plots, layout));
std::fs::write(format!("{OUT}/point_colors.svg"), svg).unwrap();
}
fn palette() {
let wt = StripPlot::new()
.with_group("WT", normal_samples(5.0, 0.9, 200, 40))
.with_group("HET", normal_samples(6.2, 1.0, 200, 41))
.with_group("KO", normal_samples(7.8, 1.3, 200, 42))
.with_jitter(0.3)
.with_point_size(2.5)
.with_legend("Line A");
let ko = StripPlot::new()
.with_group("WT", normal_samples(5.3, 0.9, 200, 43))
.with_group("HET", normal_samples(6.8, 1.0, 200, 44))
.with_group("KO", normal_samples(8.4, 1.1, 200, 45))
.with_jitter(0.3)
.with_point_size(2.5)
.with_legend("Line B");
let plots = vec![Plot::Strip(wt), Plot::Strip(ko)];
let layout = Layout::auto_from_plots(&plots)
.with_title("Two Lines – Palette")
.with_y_label("Expression")
.with_palette(Palette::wong());
let svg = SvgBackend.render_scene(&render_multiple(plots, layout));
std::fs::write(format!("{OUT}/palette.svg"), svg).unwrap();
}