Struct inc_stats::SummStats

pub struct SummStats<T: Float + FromPrimitive + AddAssign = f64> { /* fields omitted */ }

Summary statistics struct

This struct aggregates data to compute summary statistics using constant space overhead. It implements the FromIterator trait so it can be collected from an iterator of floats.

Examples

let mut stats = inc_stats::SummStats::new();
for &num in &[2.0, 4.0, 8.0] {
    stats.add(num);
}
assert_eq!(3, stats.count());

let stats: inc_stats::SummStats = [2.0, 4.0, 8.0].iter().collect();
assert_eq!(3, stats.count());

Implementations

impl<T: Float + FromPrimitive + AddAssign> SummStats<T>

pub fn new() -> Self

Create a new SummStats struct with no data

pub fn add(&mut self, bval: impl DerefCopy<Output = T>)

Add a number

Examples

let mut stats = inc_stats::SummStats::new();
stats.add(0.0);
stats.add(&1.2);
assert_eq!(2, stats.count());

Panics

when the internal count can’t be converted into the float data type.

pub fn checked_add(
    &mut self,
    rval: impl DerefCopy<Output = T>
) -> Result<(), StatsError>

Add a number

Check for conversion errors, will only happen when the internal count can’t be converted into the float data type.

Examples

let mut stats = inc_stats::SummStats::new();
stats.checked_add(0.0).unwrap();
assert_eq!(1, stats.count());

pub fn count(&self) -> u64

Get the number of values added

pub fn min(&self) -> Option<T>

Get the minimum non nan value

Constant time. If no non nan values have been added, this is None.

Examples

let stats: inc_stats::SummStats = [2.0, 4.0, std::f64::NAN].iter().collect();
assert_eq!(2.0, stats.min().unwrap());

let mut stats = inc_stats::SummStats::new();
stats.add(std::f64::NAN);
assert!(stats.min().is_none());

pub fn max(&self) -> Option<T>

Get the maximum non nan value

Constant time. If no non nan values have been added, this is None.

Examples

let stats: inc_stats::SummStats = [2.0, 4.0, std::f64::NAN].iter().collect();
assert_eq!(4.0, stats.max().unwrap());

pub fn mean(&self) -> Option<T>

Get the mean

Constant time.

Examples

let stats: inc_stats::SummStats = [2.0, 4.0].iter().collect();
assert!((3.0 - stats.mean().unwrap()).abs() < 1.0e-6);

let stats = inc_stats::SummStats::<f64>::new();
assert!(stats.mean().is_none());

pub fn sum(&self) -> T

Get the sum

Constant time.

Examples

let stats: inc_stats::SummStats = [2.0, 4.0].iter().collect();
assert!((6.0 - stats.sum()).abs() < 1.0e-6);

pub fn standard_deviation(&self) -> Option<T>

Get the sample standard deviation

Constant time.

Examples

let stats: inc_stats::SummStats = [2.0, 4.0].iter().collect();
assert!((1.4142136 - stats.standard_deviation().unwrap()).abs() < 1.0e-6);

pub fn variance(&self) -> Option<T>

Get the sample variance

Constant time.

Examples

let stats: inc_stats::SummStats = [2.0, 4.0].iter().collect();
assert!((2.0 - stats.variance().unwrap()).abs() < 1.0e-6);

let mut stats = inc_stats::SummStats::new();
stats.add(0.0);
assert!(stats.variance().is_none());

pub fn standard_error(&self) -> Option<T>

Get the standard error

Constant time.

Examples

let stats: inc_stats::SummStats = [2.0, 4.0].iter().collect();
assert!((1.0 - stats.standard_error().unwrap()).abs() < 1.0e-6);

Trait Implementations

impl<T: Debug + Float + FromPrimitive + AddAssign> Debug for SummStats<T>

fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter.

impl<T: Float + FromPrimitive + AddAssign> Default for SummStats<T>

fn default() -> Self

Returns the “default value” for a type.

impl<T: Float + FromPrimitive + AddAssign, V: DerefCopy<Output = T>> FromIterator<V> for SummStats<T>

fn from_iter<I>(iter: I) -> Self where
    I: IntoIterator<Item = V>, 

Creates a value from an iterator.