如何在JavaScript(或PHP)中获取数组的中位数和四分位数/百分位数?
2022-08-30 15:05:09
我从第一个答案更新了JavaScript翻译,使用箭头函数和更简洁的符号。功能基本保持不变,除了 ,它现在计算样本标准差(除以而不是仅仅std
arr.length - 1
arr.length
)
// sort array ascending
const asc = arr => arr.sort((a, b) => a - b);
const sum = arr => arr.reduce((a, b) => a + b, 0);
const mean = arr => sum(arr) / arr.length;
// sample standard deviation
const std = (arr) => {
const mu = mean(arr);
const diffArr = arr.map(a => (a - mu) ** 2);
return Math.sqrt(sum(diffArr) / (arr.length - 1));
};
const quantile = (arr, q) => {
const sorted = asc(arr);
const pos = (sorted.length - 1) * q;
const base = Math.floor(pos);
const rest = pos - base;
if (sorted[base + 1] !== undefined) {
return sorted[base] + rest * (sorted[base + 1] - sorted[base]);
} else {
return sorted[base];
}
};
const q25 = arr => quantile(arr, .25);
const q50 = arr => quantile(arr, .50);
const q75 = arr => quantile(arr, .75);
const median = arr => q50(arr);
经过长时间的搜索,找到给出不同结果的不同版本,我在Bastian Pöttner的网络博客上找到了这个很好的片段,但是对于PHP。对于相同的价格,我们得到数据的平均值和标准偏差(对于正态分布)...
版本
//from https://blog.poettner.de/2011/06/09/simple-statistics-with-php/
function Median($Array) {
return Quartile_50($Array);
}
function Quartile_25($Array) {
return Quartile($Array, 0.25);
}
function Quartile_50($Array) {
return Quartile($Array, 0.5);
}
function Quartile_75($Array) {
return Quartile($Array, 0.75);
}
function Quartile($Array, $Quartile) {
sort($Array);
$pos = (count($Array) - 1) * $Quartile;
$base = floor($pos);
$rest = $pos - $base;
if( isset($Array[$base+1]) ) {
return $Array[$base] + $rest * ($Array[$base+1] - $Array[$base]);
} else {
return $Array[$base];
}
}
function Average($Array) {
return array_sum($Array) / count($Array);
}
function StdDev($Array) {
if( count($Array) < 2 ) {
return;
}
$avg = Average($Array);
$sum = 0;
foreach($Array as $value) {
$sum += pow($value - $avg, 2);
}
return sqrt((1 / (count($Array) - 1)) * $sum);
}
根据作者的评论,我只是简单地写了一个JavaScript翻译,这肯定是有用的,因为令人惊讶的是,在网络上几乎不可能找到一个JavaScript的等效项,否则需要额外的库,如Math.js
JavaScript Version
//adapted from https://blog.poettner.de/2011/06/09/simple-statistics-with-php/
function Median(data) {
return Quartile_50(data);
}
function Quartile_25(data) {
return Quartile(data, 0.25);
}
function Quartile_50(data) {
return Quartile(data, 0.5);
}
function Quartile_75(data) {
return Quartile(data, 0.75);
}
function Quartile(data, q) {
data=Array_Sort_Numbers(data);
var pos = ((data.length) - 1) * q;
var base = Math.floor(pos);
var rest = pos - base;
if( (data[base+1]!==undefined) ) {
return data[base] + rest * (data[base+1] - data[base]);
} else {
return data[base];
}
}
function Array_Sort_Numbers(inputarray){
return inputarray.sort(function(a, b) {
return a - b;
});
}
function Array_Sum(t){
return t.reduce(function(a, b) { return a + b; }, 0);
}
function Array_Average(data) {
return Array_Sum(data) / data.length;
}
function Array_Stdev(tab){
var i,j,total = 0, mean = 0, diffSqredArr = [];
for(i=0;i<tab.length;i+=1){
total+=tab[i];
}
mean = total/tab.length;
for(j=0;j<tab.length;j+=1){
diffSqredArr.push(Math.pow((tab[j]-mean),2));
}
return (Math.sqrt(diffSqredArr.reduce(function(firstEl, nextEl){
return firstEl + nextEl;
})/tab.length));
}