Package Exports
- compute-nanquantiles
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Readme
nanquantiles
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 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.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
Copyright
Copyright © 2015. Philipp Burckhardt.