compute-nanquantiles v1.0.0
nanquantiles
Computes quantiles for an array ignoring non-numeric values.
Installation
$ npm install compute-nanquantilesFor use in the browser, use browserify.
Usage
var nanquantiles = require( 'compute-nanquantiles' );nanquantiles( arr, num, opts )
Computes q-quantiles for an array ignoring non-numeric values. num specifies the number of quantiles to compute. For unsorted primitive arrays,
var unsorted = [ 4, 2, null, 5, 3 ];
var q = nanquantiles( unsorted, 2 );
// returns [ 2, 3.5, 5 ]The function accepts the following options:
sorted:booleanflag indicating if an inputarrayis sorted in ascending order. Default:false.accessor: accessorfunctionfor accessing values in an objectarray.
If the input array is already sorted in ascending order, set the sorted option to true.
var sorted = [ 2, 3, null, 4, 5 ];
var q = nanquantiles( sorted, 2, {
'sorted': true
});
// returns [ 2, 3.5, 5 ];For object arrays, provide an accessor function for accessing array values
var data = [
[1,2],
[2,3],
[3,null],
[4,4],
[5,5]
];
function getValue( d ) {
return d[ 1 ];
}
var q = nanquantiles( data, 2, {
'sorted': true,
'accessor': getValue
});
// returns [ 2, 3.5, 5 ];Notes
- For an input
arraycontaining no numeric values, the function returnsnull. The function returns the 0th and 100th quantiles; a.k.a., the min and the max. For example, when computing the median,
var data = new Array( 11 );
for ( var i = 0; i < data.length; i++ ) {
data[ i ] = i + 1;
}
console.log( nanquantiles( data, 2 ) );
// returns [ 1, 6, 11 ]the function returns [1,6,11], where min = 1, max = 11, and median = 6. Accordingly, you should expect the output to be an array with length = q + 1, where q is the number of quantiles.
Examples
var nanquantiles = require( 'compute-nanquantiles' );
var data = new Array( 1000 );
for ( var i = 0; i < data.length; i++ ) {
if ( i%2 === 0 ) {
data[ i ] = null;
} else {
data[ i ] = Math.round( Math.random() * 100 );
}
}
console.log( nanquantiles( data, 10 ) );To run the example code from the top-level application directory,
$ node ./examples/index.jsTests
Unit
Unit tests use the Mocha test framework with Chai assertions. To run the tests, execute the following command in the top-level application directory:
$ make testAll new feature development should have corresponding unit tests to validate correct functionality.
Test Coverage
This repository uses Istanbul as its code coverage tool. To generate a test coverage report, execute the following command in the top-level application directory:
$ make test-covIstanbul creates a ./reports/coverage directory. To access an HTML version of the report,
$ make view-covLicense
Copyright
Copyright © 2015. Philipp Burckhardt.