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compute-nanquantiles

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Computes quantiles for an array ignoring non-numeric values.

Package Exports

  • compute-nanquantiles

This package does not declare an exports field, so the exports above have been automatically detected and optimized by JSPM instead. If any package subpath is missing, it is recommended to post an issue to the original package (compute-nanquantiles) to support the "exports" field. If that is not possible, create a JSPM override to customize the exports field for this package.

Readme

nanquantiles

NPM version Build Status Coverage Status Dependencies

Computes quantiles for an array ignoring non-numeric values.

Installation

$ npm install compute-nanquantiles

For 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: boolean flag indicating if an input array is sorted in ascending order. Default: false. * accessor: accessor function for accessing values in an object array.

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 array containing no numeric values, the function returns null.
  • 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.js

Tests

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 test

All 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-cov

Istanbul creates a ./reports/coverage directory. To access an HTML version of the report,

$ make view-cov

License

MIT license.

Copyright © 2015. Philipp Burckhardt.