10 releases
0.1.0 | Jul 31, 2022 |
---|---|
0.1.0-beta.7 | Jul 29, 2022 |
0.1.0-alpha.1 | Jul 28, 2022 |
#1938 in Algorithms
20KB
502 lines
bpci
Binomial proportion confidence intervals.
Samples
By size and number of successes
use bpci::NSuccessesSample;
fn main() {
// 10 successes out of 20 trials:
let sample = NSuccessesSample::new(20, 10).unwrap();
}
By size and proportion
use bpci::ProportionSample;
fn main() {
// 20 trials with 0.5 success rate:
let sample = ProportionSample::new(20, 0.5).unwrap();
}
Intervals
Wilson score interval
use bpci::*;
use approx::assert_relative_eq;
fn main() {
let sample = ProportionSample::new(100, 0.25).unwrap();
let interval = sample.wilson_score(1.960); // 95%
assert_relative_eq!(interval.lower(), 0.1754509400372426);
assert_relative_eq!(interval.upper(), 0.3430464637007583);
}
Wilson score interval with continuity correction
use bpci::*;
use approx::assert_relative_eq;
fn main() {
let sample = ProportionSample::new(100, 0.25).unwrap();
let interval = sample.wilson_score_with_cc(1.960); // 95%
assert_relative_eq!(interval.lower(), 0.17117438961361867);
assert_relative_eq!(interval.upper(), 0.34838596518606424);
}
Agresti–Coull interval
use bpci::*;
use approx::assert_relative_eq;
fn main() {
let sample = ProportionSample::new(40, 0.25).unwrap();
let interval = sample.agresti_coull(1.960); // 95%
assert_relative_eq!(interval.mean, 0.2719061348125981);
assert_relative_eq!(interval.margin, 0.1317091851034039);
}
use bpci::*;
use approx::assert_relative_eq;
fn main() {
let sample = NSuccessesSample::new(40, 10).unwrap();
let interval = sample.agresti_coull(1.960); // 95%
assert_relative_eq!(interval.mean, 0.2719061348125981);
assert_relative_eq!(interval.margin, 0.1317091851034039);
}
Normal approximation interval or Wald interval
use bpci::*;
use approx::assert_relative_eq;
fn main() {
let sample = ProportionSample::new(100, 0.3).unwrap();
let interval = sample.wald(1.960); // 95%
assert_relative_eq!(interval.lower(), 0.2101815163788655);
assert_relative_eq!(interval.upper(), 0.38981848362113447);
}
Dependencies
~0.4–0.9MB
~19K SLoC