1 | /// The quartiles |
2 | #[derive (Clone, Debug)] |
3 | pub struct Quartiles { |
4 | lower_fence: f64, |
5 | lower: f64, |
6 | median: f64, |
7 | upper: f64, |
8 | upper_fence: f64, |
9 | } |
10 | |
11 | impl Quartiles { |
12 | // Extract a value representing the `pct` percentile of a |
13 | // sorted `s`, using linear interpolation. |
14 | fn percentile_of_sorted<T: Into<f64> + Copy>(s: &[T], pct: f64) -> f64 { |
15 | assert!(!s.is_empty()); |
16 | if s.len() == 1 { |
17 | return s[0].into(); |
18 | } |
19 | assert!(0_f64 <= pct); |
20 | let hundred = 100_f64; |
21 | assert!(pct <= hundred); |
22 | if (pct - hundred).abs() < std::f64::EPSILON { |
23 | return s[s.len() - 1].into(); |
24 | } |
25 | let length = (s.len() - 1) as f64; |
26 | let rank = (pct / hundred) * length; |
27 | let lower_rank = rank.floor(); |
28 | let d = rank - lower_rank; |
29 | let n = lower_rank as usize; |
30 | let lo = s[n].into(); |
31 | let hi = s[n + 1].into(); |
32 | lo + (hi - lo) * d |
33 | } |
34 | |
35 | /// Create a new quartiles struct with the values calculated from the argument. |
36 | /// |
37 | /// - `s`: The array of the original values |
38 | /// - **returns** The newly created quartiles |
39 | /// |
40 | /// ```rust |
41 | /// use plotters::prelude::*; |
42 | /// |
43 | /// let quartiles = Quartiles::new(&[7, 15, 36, 39, 40, 41]); |
44 | /// assert_eq!(quartiles.median(), 37.5); |
45 | /// ``` |
46 | pub fn new<T: Into<f64> + Copy + PartialOrd>(s: &[T]) -> Self { |
47 | let mut s = s.to_owned(); |
48 | s.sort_unstable_by(|a, b| a.partial_cmp(b).unwrap()); |
49 | |
50 | let lower = Quartiles::percentile_of_sorted(&s, 25_f64); |
51 | let median = Quartiles::percentile_of_sorted(&s, 50_f64); |
52 | let upper = Quartiles::percentile_of_sorted(&s, 75_f64); |
53 | let iqr = upper - lower; |
54 | let lower_fence = lower - 1.5 * iqr; |
55 | let upper_fence = upper + 1.5 * iqr; |
56 | Self { |
57 | lower_fence, |
58 | lower, |
59 | median, |
60 | upper, |
61 | upper_fence, |
62 | } |
63 | } |
64 | |
65 | /// Get the quartiles values. |
66 | /// |
67 | /// - **returns** The array [lower fence, lower quartile, median, upper quartile, upper fence] |
68 | /// |
69 | /// ```rust |
70 | /// use plotters::prelude::*; |
71 | /// |
72 | /// let quartiles = Quartiles::new(&[7, 15, 36, 39, 40, 41]); |
73 | /// let values = quartiles.values(); |
74 | /// assert_eq!(values, [-9.0, 20.25, 37.5, 39.75, 69.0]); |
75 | /// ``` |
76 | pub fn values(&self) -> [f32; 5] { |
77 | [ |
78 | self.lower_fence as f32, |
79 | self.lower as f32, |
80 | self.median as f32, |
81 | self.upper as f32, |
82 | self.upper_fence as f32, |
83 | ] |
84 | } |
85 | |
86 | /// Get the quartiles median. |
87 | /// |
88 | /// - **returns** The median |
89 | /// |
90 | /// ```rust |
91 | /// use plotters::prelude::*; |
92 | /// |
93 | /// let quartiles = Quartiles::new(&[7, 15, 36, 39, 40, 41]); |
94 | /// assert_eq!(quartiles.median(), 37.5); |
95 | /// ``` |
96 | pub fn median(&self) -> f64 { |
97 | self.median |
98 | } |
99 | } |
100 | |
101 | #[cfg (test)] |
102 | mod test { |
103 | use super::*; |
104 | |
105 | #[test ] |
106 | #[should_panic ] |
107 | fn test_empty_input() { |
108 | let empty_array: [i32; 0] = []; |
109 | Quartiles::new(&empty_array); |
110 | } |
111 | |
112 | #[test ] |
113 | fn test_low_inputs() { |
114 | assert_eq!( |
115 | Quartiles::new(&[15.0]).values(), |
116 | [15.0, 15.0, 15.0, 15.0, 15.0] |
117 | ); |
118 | assert_eq!( |
119 | Quartiles::new(&[10, 20]).values(), |
120 | [5.0, 12.5, 15.0, 17.5, 25.0] |
121 | ); |
122 | assert_eq!( |
123 | Quartiles::new(&[10, 20, 30]).values(), |
124 | [0.0, 15.0, 20.0, 25.0, 40.0] |
125 | ); |
126 | } |
127 | } |
128 | |