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CHANGELOG.md

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<!-- /.package -->
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<section class="package" id="stats-base-dists-pareto-type1-skewness-unreleased">
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#### [@stdlib/stats/base/dists/pareto-type1/skewness](https://github.com/stdlib-js/stdlib/tree/develop/lib/node_modules/%40stdlib/stats/base/dists/pareto-type1/skewness)
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<details>
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<section class="features">
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##### Features
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- [`a146971`](https://github.com/stdlib-js/stdlib/commit/a1469718890f5a007c6c7343757b621274dad0e0) - add C implementation for `stats/base/dists/pareto-type1/skewness` [(#3927)](https://github.com/stdlib-js/stdlib/pull/3927)
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</section>
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<!-- /.features -->
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<section class="issues">
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##### Closed Issues
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This release closes the following issue:
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[#3865](https://github.com/stdlib-js/stdlib/issues/3865)
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</section>
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<!-- /.issues -->
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</details>
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</section>
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<!-- /.package -->
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<section class="package" id="stats-base-dists-t-skewness-unreleased">
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#### [@stdlib/stats/base/dists/t/skewness](https://github.com/stdlib-js/stdlib/tree/develop/lib/node_modules/%40stdlib/stats/base/dists/t/skewness)
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### Closed Issues
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A total of 23 issues were closed in this release:
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A total of 24 issues were closed in this release:
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[#1619](https://github.com/stdlib-js/stdlib/issues/1619), [#1632](https://github.com/stdlib-js/stdlib/issues/1632), [#1633](https://github.com/stdlib-js/stdlib/issues/1633), [#3236](https://github.com/stdlib-js/stdlib/issues/3236), [#3237](https://github.com/stdlib-js/stdlib/issues/3237), [#3238](https://github.com/stdlib-js/stdlib/issues/3238), [#3378](https://github.com/stdlib-js/stdlib/issues/3378), [#3384](https://github.com/stdlib-js/stdlib/issues/3384), [#3385](https://github.com/stdlib-js/stdlib/issues/3385), [#3401](https://github.com/stdlib-js/stdlib/issues/3401), [#3402](https://github.com/stdlib-js/stdlib/issues/3402), [#3414](https://github.com/stdlib-js/stdlib/issues/3414), [#3417](https://github.com/stdlib-js/stdlib/issues/3417), [#3421](https://github.com/stdlib-js/stdlib/issues/3421), [#3434](https://github.com/stdlib-js/stdlib/issues/3434), [#3435](https://github.com/stdlib-js/stdlib/issues/3435), [#3438](https://github.com/stdlib-js/stdlib/issues/3438), [#3445](https://github.com/stdlib-js/stdlib/issues/3445), [#3446](https://github.com/stdlib-js/stdlib/issues/3446), [#3447](https://github.com/stdlib-js/stdlib/issues/3447), [#3671](https://github.com/stdlib-js/stdlib/issues/3671), [#3879](https://github.com/stdlib-js/stdlib/issues/3879), [#3880](https://github.com/stdlib-js/stdlib/issues/3880)
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[#1619](https://github.com/stdlib-js/stdlib/issues/1619), [#1632](https://github.com/stdlib-js/stdlib/issues/1632), [#1633](https://github.com/stdlib-js/stdlib/issues/1633), [#3236](https://github.com/stdlib-js/stdlib/issues/3236), [#3237](https://github.com/stdlib-js/stdlib/issues/3237), [#3238](https://github.com/stdlib-js/stdlib/issues/3238), [#3378](https://github.com/stdlib-js/stdlib/issues/3378), [#3384](https://github.com/stdlib-js/stdlib/issues/3384), [#3385](https://github.com/stdlib-js/stdlib/issues/3385), [#3401](https://github.com/stdlib-js/stdlib/issues/3401), [#3402](https://github.com/stdlib-js/stdlib/issues/3402), [#3414](https://github.com/stdlib-js/stdlib/issues/3414), [#3417](https://github.com/stdlib-js/stdlib/issues/3417), [#3421](https://github.com/stdlib-js/stdlib/issues/3421), [#3434](https://github.com/stdlib-js/stdlib/issues/3434), [#3435](https://github.com/stdlib-js/stdlib/issues/3435), [#3438](https://github.com/stdlib-js/stdlib/issues/3438), [#3445](https://github.com/stdlib-js/stdlib/issues/3445), [#3446](https://github.com/stdlib-js/stdlib/issues/3446), [#3447](https://github.com/stdlib-js/stdlib/issues/3447), [#3671](https://github.com/stdlib-js/stdlib/issues/3671), [#3865](https://github.com/stdlib-js/stdlib/issues/3865), [#3879](https://github.com/stdlib-js/stdlib/issues/3879), [#3880](https://github.com/stdlib-js/stdlib/issues/3880)
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</section>
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### Contributors
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A total of 10 people contributed to this release. Thank you to the following contributors:
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A total of 11 people contributed to this release. Thank you to the following contributors:
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- Aayush Khanna
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- Athan Reines
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- Gururaj Gurram
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- Kohantika Nath
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- Neeraj Pathak
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- Philipp Burckhardt
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<details>
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- [`a146971`](https://github.com/stdlib-js/stdlib/commit/a1469718890f5a007c6c7343757b621274dad0e0) - **feat:** add C implementation for `stats/base/dists/pareto-type1/skewness` [(#3927)](https://github.com/stdlib-js/stdlib/pull/3927) _(by Gururaj Gurram, Philipp Burckhardt)_
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- [`9d7f4db`](https://github.com/stdlib-js/stdlib/commit/9d7f4dbd6c71a2a57b2e55a88e5b7ded091cbd67) - **feat:** add C implementation for `stats/base/dists/beta/skewness` [(#3921)](https://github.com/stdlib-js/stdlib/pull/3921) _(by Vivek maurya, Philipp Burckhardt)_
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- [`94aa4aa`](https://github.com/stdlib-js/stdlib/commit/94aa4aafa4f6e98f8e51285daa212e1402254b10) - **feat:** add C implementation for `stats/base/dists/t/stdev` [(#3923)](https://github.com/stdlib-js/stdlib/pull/3923) _(by Aayush Khanna, stdlib-bot)_
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- [`fbbdff6`](https://github.com/stdlib-js/stdlib/commit/fbbdff6ed331a65f7baab74249d29b60ec01b101) - **feat:** add implementation of `stats/base/dists/arcsine/pdf` [(#3455)](https://github.com/stdlib-js/stdlib/pull/3455) _(by Vinit Pandit)_

base/dists/pareto-type1/skewness/README.md

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<!-- /.examples -->
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<!-- C interface documentation. -->
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* * *
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<section class="c">
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## C APIs
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<!-- Section to include introductory text. Make sure to keep an empty line after the intro `section` element and another before the `/section` close. -->
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<section class="intro">
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</section>
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<!-- /.intro -->
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<!-- C usage documentation. -->
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<section class="usage">
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### Usage
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```c
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#include "stdlib/stats/base/dists/pareto-type1/skewness.h"
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```
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#### stdlib_base_dists_pareto_type1_skewness( alpha, beta )
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Returns the skewness of a Pareto (Type I) distribution.
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```c
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double out = stdlib_base_dists_pareto_type1_skewness( 3.5, 1.0 );
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// returns ~11.784
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```
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The function accepts the following arguments:
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- **alpha**: `[in] double` first shape parameter.
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- **beta**: `[in] double` second shape parameter.
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```c
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double stdlib_base_dists_pareto_type1_skewness( const double alpha, const double beta );
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```
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</section>
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<!-- /.usage -->
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<!-- C API usage notes. Make sure to keep an empty line after the `section` element and another before the `/section` close. -->
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<section class="notes">
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</section>
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<!-- /.notes -->
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<!-- C API usage examples. -->
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<section class="examples">
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### Examples
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```c
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#include "stdlib/stats/base/dists/pareto-type1/skewness.h"
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#include <stdlib.h>
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#include <stdio.h>
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static double random_uniform( const double min, const double max ) {
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double v = (double)rand() / ( (double)RAND_MAX + 1.0 );
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return min + ( v*(max-min) );
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}
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int main( void ) {
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double alpha;
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double beta;
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double y;
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int i;
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for ( i = 0; i < 25; i++ ) {
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alpha = random_uniform( 0, 10 ) + 3.0;
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beta = random_uniform( 0, 10 );
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y = stdlib_base_dists_pareto_type1_skewness( alpha, beta );
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printf( "α: %lf, β: %lf, skew(X;α,β): %lf\n", alpha, beta, y );
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}
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}
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```
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</section>
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<!-- /.examples -->
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</section>
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<!-- /.c -->
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<!-- Section to include cited references. If references are included, add a horizontal rule *before* the section. Make sure to keep an empty line after the `section` element and another before the `/section` close. -->
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<section class="references">

base/dists/pareto-type1/skewness/benchmark/benchmark.js

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// MODULES //
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var bench = require( '@stdlib/bench' );
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var Float64Array = require( '@stdlib/array/float64' );
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var randu = require( '@stdlib/random/base/randu' );
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var isnan = require( '@stdlib/math/base/assert/is-nan' );
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var EPS = require( '@stdlib/constants/float64/eps' );
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bench( pkg, function benchmark( b ) {
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var beta;
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var len;
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var y;
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var i;
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len = 100;
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alpha = new Float64Array( len );
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beta = new Float64Array( len );
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for ( i = 0; i < len; i++ ) {
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alpha[ i ] = ( randu() * 10.0 ) + 3.0 + EPS;
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beta[ i ] = ( randu() * 10.0 ) + EPS;
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}
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b.tic();
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alpha = ( randu()*10.0 ) + 3.0 + EPS;
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beta = ( randu()*10.0 ) + EPS;
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y = skewness( alpha, beta );
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y = skewness( alpha[ i % len ], beta[ i % len ] );
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if ( isnan( y ) ) {
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b.fail( 'should not return NaN' );
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}
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/**
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* @license Apache-2.0
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*
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* Copyright (c) 2024 The Stdlib Authors.
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*
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* Licensed under the Apache License, Version 2.0 (the "License");
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* you may not use this file except in compliance with the License.
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* You may obtain a copy of the License at
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*
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* http://www.apache.org/licenses/LICENSE-2.0
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*
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* Unless required by applicable law or agreed to in writing, software
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* distributed under the License is distributed on an "AS IS" BASIS,
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* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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* See the License for the specific language governing permissions and
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* limitations under the License.
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*/
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'use strict';
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// MODULES //
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var resolve = require( 'path' ).resolve;
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var bench = require( '@stdlib/bench' );
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var Float64Array = require( '@stdlib/array/float64' );
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var tryRequire = require( '@stdlib/utils/try-require' );
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var randu = require( '@stdlib/random/base/randu' );
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var isnan = require( '@stdlib/math/base/assert/is-nan' );
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var EPS = require( '@stdlib/constants/float64/eps' );
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var pkg = require( './../package.json' ).name;
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// VARIABLES //
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var skewness = tryRequire( resolve( __dirname, './../lib/native.js' ) );
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var opts = {
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'skip': ( skewness instanceof Error )
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};
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// MAIN //
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bench( pkg+'::native', opts, function benchmark( b ) {
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var alpha;
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var beta;
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var len;
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var y;
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var i;
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len = 100;
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alpha = new Float64Array( len );
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beta = new Float64Array( len );
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for ( i = 0; i < len; i++ ) {
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alpha[ i ] = ( randu() * 10.0 ) + 3.0 + EPS;
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beta[ i ] = ( randu() * 10.0 ) + EPS;
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}
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b.tic();
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for ( i = 0; i < b.iterations; i++ ) {
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y = skewness( alpha[ i % len ], beta[ i % len ] );
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if ( isnan( y ) ) {
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b.fail( 'should not return NaN' );
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}
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}
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b.toc();
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if ( isnan( y ) ) {
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b.fail( 'should not return NaN' );
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}
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b.pass( 'benchmark finished' );
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b.end();
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});

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