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@izaac
Last active January 21, 2019 03:14
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An example statistics library in Javascript.
#!/usr/bin/env node
/* jshint node: true */
'use strict';
var program = require('commander');
function add(a, b){
return a + b;
}
function numericSort(a,b) {
return a - b;
}
function numSquare(a) {
return Math.pow(a, 2);
}
function randomArrayThousand(numElems) {
var arr = [];
for (var i=0; i<numElems; i++){
arr.push(Math.round(Math.random() * 1000) + 1);
}
return arr;
}
function median(arr) {
arr.sort(numericSort);
if (arr.length % 2 === 0){
return arr[arr.length/2];
}
else{
return (arr[Math.floor(arr.length/2 - 1)] + arr[Math.floor(arr.length/2)]) / 2;
}
}
function average(arr){
var sum = arr.reduce(add);
return sum / arr.length;
}
function deviations(arr, mean){
return arr.map(function(a, mean) { return a - mean});
}
function squaredDeviations(arr){
return arr.map(numSquare);
// return arr.map(function(a){ return Math.pow(a, 2)});
}
function variance(arr){
var avg = average(arr);
return squaredDeviations(deviations(arr, avg)).reduce(add) / arr.length;
}
function stdDev(arr, sample){
// default value of sample is false. If sample is defined then we apply Bessel's Correction.
sample = typeof sample !== 'undefined' ? sample : false;
return sample ? Math.sqrt(variance(arr)) - 1 : Math.sqrt(variance(arr));
}
function zScore(x, m, std){
return Math.abs(x - m) / std;
}
function getZPercent(z)
{
// http://stackoverflow.com/questions/16194730/seeking-a-statistical-javascript-function-to-return-p-value-from-a-z-score
//z == number of standard deviations from the mean
//if z is greater than 6.5 standard deviations from the mean
//the number of significant digits will be outside of a reasonable
//range
if ( z < -6.5)
return 0.0;
if( z > 6.5)
return 1.0;
var factK = 1;
var sum = 0;
var term = 1;
var k = 0;
var loopStop = Math.exp(-23);
while(Math.abs(term) > loopStop)
{
term = 0.3989422804 * Math.pow(-1,k) * Math.pow(z,k) / (2 * k + 1) / Math.pow(2,k) * Math.pow(z,k+1) / factK;
sum += term;
k++;
factK *= k;
}
sum += 0.5;
return sum;
}
function example(n){
n = typeof n !== 'undefined' ? n : 100;
var x = Math.round(Math.random() * 1000) + 1;
var rnd_arr = randomArrayThousand(n);
var std = stdDev(rnd_arr);
var zscr = zScore(x, average(rnd_arr), std);
var zp = getZPercent(zscr);
console.log("The Standard Deviation of a random " +n+ " elements Array [Values 1:1000] is: " + std );
console.log("zScore of random X="+ x +" is: " + zscr);
console.log("Percentile: " + Math.floor(zp * 100) + "%" );
console.log("Median: " + median(rnd_arr));
}
program
.version('0.0.1')
.description('An Application to Calculate Descriptive Statistics')
.option('-e, --example <n>', 'Execute Example Code')
.parse(process.argv);
if (program.example) example(program.example);
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