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use crate::Result; /// The `Min` trait specifies than an object has a minimum value pub trait Min<T> { /// Returns the minimum value in the domain of a given distribution /// representable by a double-precision float. May panic depending on /// the implementor. /// /// # Examples /// /// ``` /// use statrs::statistics::Min; /// use statrs::distribution::Uniform; /// /// let n = Uniform::new(0.0, 1.0).unwrap(); /// assert_eq!(0.0, n.min()); /// ``` fn min(&self) -> T; } /// The `Max` trait specifies that an object has a maximum value pub trait Max<T> { /// Returns the maximum value in the domain of a given distribution /// representable by a double-precision float. May panic depending on /// the implementor. /// /// # Examples /// /// ``` /// use statrs::statistics::Max; /// use statrs::distribution::Uniform; /// /// let n = Uniform::new(0.0, 1.0).unwrap(); /// assert_eq!(1.0, n.max()); /// ``` fn max(&self) -> T; } /// The `Mean` trait specifies that an object has a closed form /// solution for its mean(s) pub trait Mean<T> { /// Returns the mean. May panic depending /// on the implementor. /// /// # Examples /// /// ``` /// use statrs::statistics::Mean; /// use statrs::distribution::Uniform; /// /// let n = Uniform::new(0.0, 1.0).unwrap(); /// assert_eq!(0.5, n.mean()); /// ``` fn mean(&self) -> T; } /// The `CheckedMean` trait specifies that an object has a closed form /// solution for its mean(s) with possible failure modes pub trait CheckedMean<T> { /// Returns the mean. /// /// # Examples /// /// ``` /// use statrs::statistics::CheckedMean; /// use statrs::distribution::FisherSnedecor; /// /// let n = FisherSnedecor::new(1.0, 1.0).unwrap(); /// assert!(n.checked_mean().is_err()); /// ``` fn checked_mean(&self) -> Result<T>; } /// The `Variance` trait specifies that an object has a closed form solution for /// its variance(s). Requires `Mean` since a closed form solution to /// variance by definition requires a closed form mean. pub trait Variance<T>: Mean<T> { /// Returns the variance. May panic depending /// on the implementor. /// /// # Examples /// /// ``` /// use statrs::statistics::Variance; /// use statrs::distribution::Uniform; /// /// let n = Uniform::new(0.0, 1.0).unwrap(); /// assert_eq!(1.0 / 12.0, n.variance()); /// ``` fn variance(&self) -> T; /// Returns the standard deviation. May panic depending /// on the implementor. /// /// # Examples /// /// ``` /// use statrs::statistics::Variance; /// use statrs::distribution::Uniform; /// /// let n = Uniform::new(0.0, 1.0).unwrap(); /// assert_eq!((1f64 / 12f64).sqrt(), n.std_dev()); /// ``` fn std_dev(&self) -> T; } pub trait CheckedVariance<T>: CheckedMean<T> { /// Returns the variance. /// # Examples /// /// ``` /// use statrs::statistics::CheckedVariance; /// use statrs::distribution::FisherSnedecor; /// /// let n = FisherSnedecor::new(1.0, 1.0).unwrap(); /// assert!(n.checked_variance().is_err()); /// ``` fn checked_variance(&self) -> Result<T>; /// Returns the standard deviation. /// /// # Examples /// /// ``` /// use statrs::statistics::CheckedVariance; /// use statrs::distribution::FisherSnedecor; /// /// let n = FisherSnedecor::new(1.0, 1.0).unwrap(); /// assert!(n.checked_std_dev().is_err()); /// ``` fn checked_std_dev(&self) -> Result<T>; } /// The `Entropy` trait specifies an object that has a closed form solution /// for its entropy pub trait Entropy<T> { /// Returns the entropy. May panic depending /// on the implementor. /// /// # Examples /// /// ``` /// use statrs::statistics::Entropy; /// use statrs::distribution::Uniform; /// /// let n = Uniform::new(0.0, 1.0).unwrap(); /// assert_eq!(0.0, n.entropy()); /// ``` fn entropy(&self) -> T; } /// The `CheckedEntropy` trait specifies an object that has a closed form /// solutions for its entropy wih possible failure modes pub trait CheckedEntropy<T> { /// Returns the entropy. /// /// # Examples /// /// ``` /// use statrs::statistics::CheckedEntropy; /// use statrs::distribution::StudentsT; /// /// let n = StudentsT::new(0.0, 2.0, 1.0).unwrap(); /// assert!(n.checked_entropy().is_err()); /// ``` fn checked_entropy(&self) -> Result<T>; } /// The `Skewness` trait specifies an object that has a closed form solution /// for its skewness(s) pub trait Skewness<T> { /// Returns the skewness. May panic depending /// on the implementor. /// /// # Examples /// /// ``` /// use statrs::statistics::Skewness; /// use statrs::distribution::Uniform; /// /// let n = Uniform::new(0.0, 1.0).unwrap(); /// assert_eq!(0.0, n.skewness()); /// ``` fn skewness(&self) -> T; } /// The `CheckedSkewness` trait specifies an object that has a closed form /// solution for its skewness(s) with possible failure modes pub trait CheckedSkewness<T> { /// Returns the skewness. /// /// # Examples /// /// ``` /// use statrs::statistics::CheckedSkewness; /// use statrs::distribution::FisherSnedecor; /// /// let n = FisherSnedecor::new(1.0, 1.0).unwrap(); /// assert!(n.checked_skewness().is_err()); /// ``` fn checked_skewness(&self) -> Result<T>; } /// The `Median` trait specifies than an object has a closed form solution /// for its median pub trait Median<T> { /// Returns the median. May panic depending /// on the implementor. /// /// # Examples /// /// ``` /// use statrs::statistics::Median; /// use statrs::distribution::Uniform; /// /// let n = Uniform::new(0.0, 1.0).unwrap(); /// assert_eq!(0.5, n.median()); /// ``` fn median(&self) -> T; } /// The `Mode` trait specififies that an object has a closed form solution /// for its mode(s) pub trait Mode<T> { /// Returns the mode. May panic depending on /// the implementor. /// /// # Examples /// /// ``` /// use statrs::statistics::Mode; /// use statrs::distribution::Uniform; /// /// let n = Uniform::new(0.0, 1.0).unwrap(); /// assert_eq!(0.5, n.mode()); /// ``` fn mode(&self) -> T; } /// The `CheckedMode` trait specifies that an object has a closed form solution /// for its mode(s) with a possible failure mode pub trait CheckedMode<T> { /// Returns the mode. /// /// # Examples /// /// ``` /// use statrs::statistics::CheckedMode; /// use statrs::distribution::Beta; /// /// let n = Beta::new(1.0, 1.0).unwrap(); /// assert!(n.checked_mode().is_err()); /// ``` fn checked_mode(&self) -> Result<T>; }