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compute-quantile

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Computes a quantile for a numeric array.

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Quantile === [![NPM version][npm-image]][npm-url] [![Build Status][travis-image]][travis-url] [![Coverage Status][coveralls-image]][coveralls-url] [![Dependencies][dependencies-image]][dependencies-url] > Computes a [quantile](http://en.wikipedia.org/wiki/Quantile) for a numeric array. This module determines the nearest rank and returns the `array` value corresponding to that rank. This module does __not__ currently support multiple interpolation methods, and instead uses a standard [elementary method](http://en.wikipedia.org/wiki/Quantile#Estimating_the_quantiles_of_a_population) for estimating the quantile. ## Installation ``` bash $ npm install compute-quantile ``` For use in the browser, use [browserify](https://github.com/substack/node-browserify). ## Usage To use the module, ``` javascript var quantile = require( 'compute-quantile' ); ``` #### quantile( arr, p[, opts] ) Given a probability `0 <= p <= 1`, computes the quantile for an input `array`. ``` javascript var unsorted = [ 4, 3, 5, 1, 2 ]; var q = quantile( unsorted, 0.25 ); // returns 2 ``` If the input `array` is already sorted in __ascending__ order, you can set the `sorted` option to `true`. ``` javascript var sorted = [ 1, 2, 3, 4, 5 ]; var q = quantile( sorted, 0.25, { 'sorted': true } ); // returns 2 ``` ## Examples ``` javascript var quantile = require( 'compute-quantile' ); // Simulate some data... var data = new Array( 1000 ); for ( var i = 0, len = data.length; i < len; i++ ) { data[ i ] = Math.round( Math.random()*1000 ); } // Compute the p-quantile for p = 0.5 (median): console.log( quantile( data, 0.5 ) ); ``` To run the example code from the top-level application directory, ``` bash $ node ./examples/index.js ``` ## Notes The probability `p` is equal to `k / q`, where `q` is the total number of quantiles and `k` is the _k_ th quantile. If the input `array` is not sorted in __ascending__ order, the function is `O( N log(N) )`, where `N` is the input `array` length. If the `array` is sorted, the function is `O(1)`. ## Tests ### Unit Unit tests use the [Mocha](http://visionmedia.github.io/mocha) test framework with [Chai](http://chaijs.com) assertions. To run the tests, execute the following command in the top-level application directory: ``` bash $ make test ``` All new feature development should have corresponding unit tests to validate correct functionality. ### Test Coverage This repository uses [Istanbul](https://github.com/gotwarlost/istanbul) as its code coverage tool. To generate a test coverage report, execute the following command in the top-level application directory: ``` bash $ make test-cov ``` Istanbul creates a `./reports/coverage` directory. To access an HTML version of the report, ``` bash $ make view-cov ``` ## License [MIT license](http://opensource.org/licenses/MIT). --- ## Copyright Copyright &copy; 2014. Athan Reines. [npm-image]: http://img.shields.io/npm/v/compute-quantile.svg [npm-url]: https://npmjs.org/package/compute-quantile [travis-image]: http://img.shields.io/travis/compute-io/quantile/master.svg [travis-url]: https://travis-ci.org/compute-io/quantile [coveralls-image]: https://img.shields.io/coveralls/compute-io/quantile/master.svg [coveralls-url]: https://coveralls.io/r/compute-io/quantile?branch=master [dependencies-image]: http://img.shields.io/david/compute-io/quantile.svg [dependencies-url]: https://david-dm.org/compute-io/quantile [dev-dependencies-image]: http://img.shields.io/david/dev/compute-io/quantile.svg [dev-dependencies-url]: https://david-dm.org/dev/compute-io/quantile [github-issues-image]: http://img.shields.io/github/issues/compute-io/quantile.svg [github-issues-url]: https://github.com/compute-io/quantile/issues