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feat: add stats/incr/nanmeanabs
#6068
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anxhukumar:feature/add-package-nanmeanabs-5572
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bc80ce2
feat(stats): add nanmeanabs package
anxhukumar 3aca512
style: fix style related lint errors
anxhukumar 8071e5d
style: fix test.js lint error
anxhukumar 81fb811
chore: update benchmark.js
anxhukumar d6ca374
style: fix lint error in benchmark.js
anxhukumar 620386c
docs: update README.md
anxhukumar 09cd1c6
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142 changes: 142 additions & 0 deletions
142
lib/node_modules/@stdlib/stats/incr/nanmeanabs/README.md
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<!-- | ||
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@license Apache-2.0 | ||
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Copyright (c) 2025 The Stdlib Authors. | ||
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Licensed under the Apache License, Version 2.0 (the "License"); | ||
you may not use this file except in compliance with the License. | ||
You may obtain a copy of the License at | ||
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http://www.apache.org/licenses/LICENSE-2.0 | ||
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Unless required by applicable law or agreed to in writing, software | ||
distributed under the License is distributed on an "AS IS" BASIS, | ||
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
See the License for the specific language governing permissions and | ||
limitations under the License. | ||
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--> | ||
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# incrnanmeanabs | ||
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> Compute an [arithmetic mean][arithmetic-mean] of absolute values incrementally, ignoring `NaN` values. | ||
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<section class="intro"> | ||
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The [arithmetic mean][arithmetic-mean] of absolute values is defined as | ||
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<!-- <equation class="equation" label="eq:arithmetic_mean_absolute_values" align="center" raw="\mu = \frac{1}{n} \sum_{i=0}^{n-1} |x_i|" alt="Equation for the arithmetic mean of absolute values."> --> | ||
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```math | ||
\mu = \frac{1}{n} \sum_{i=0}^{n-1} |x_i| | ||
``` | ||
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<!-- <div class="equation" align="center" data-raw-text="\mu = \frac{1}{n} \sum_{i=0}^{n-1} |x_i|" data-equation="eq:arithmetic_mean_absolute_values"> | ||
<img src="https://cdn.jsdelivr.net/gh/stdlib-js/stdlib@49d8cabda84033d55d7b8069f19ee3dd8b8d1496/lib/node_modules/@stdlib/stats/incr/nanmeanabs/docs/img/equation_arithmetic_mean_absolute_values.svg" alt="Equation for the arithmetic mean of absolute values."> | ||
<br> | ||
</div> --> | ||
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<!-- </equation> --> | ||
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</section> | ||
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<!-- /.intro --> | ||
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<section class="usage"> | ||
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## Usage | ||
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```javascript | ||
var incrnanmeanabs = require( '@stdlib/stats/incr/nanmeanabs' ); | ||
``` | ||
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#### incrnanmeanabs() | ||
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Returns an accumulator `function` which incrementally computes an [arithmetic mean][arithmetic-mean] of absolute values, ignoring `NaN` values. | ||
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```javascript | ||
var accumulator = incrnanmeanabs(); | ||
``` | ||
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#### accumulator( \[x] ) | ||
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If provided an input value `x`, the accumulator function returns an updated mean. If not provided an input value `x`, the accumulator function returns the current mean. | ||
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```javascript | ||
var accumulator = incrnanmeanabs(); | ||
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var mu = accumulator( 2.0 ); | ||
// returns 2.0 | ||
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mu = accumulator( NaN ); | ||
// returns 2.0 | ||
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mu = accumulator( -1.0 ); | ||
// returns 1.5 | ||
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mu = accumulator( -3.0 ); | ||
// returns 2.0 | ||
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mu = accumulator(); | ||
// returns 2.0 | ||
``` | ||
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</section> | ||
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<!-- /.usage --> | ||
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<section class="notes"> | ||
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## Notes | ||
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- Input values are **not** type checked. If non-numeric inputs are possible, you are advised to type check and handle accordingly **before** passing the value to the accumulator function. | ||
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</section> | ||
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<!-- /.notes --> | ||
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<section class="examples"> | ||
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## Examples | ||
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<!-- eslint no-undef: "error" --> | ||
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```javascript | ||
var uniform = require( '@stdlib/random/base/uniform' ); | ||
var bernoulli = require( '@stdlib/random/base/bernoulli' ); | ||
var incrnanmeanabs = require( '@stdlib/stats/incr/nanmeanabs' ); | ||
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// Initialize an accumulator: | ||
var accumulator = incrnanmeanabs(); | ||
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// For each simulated datum, update the mean... | ||
var i; | ||
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for ( i = 0; i < 100; i++ ) { | ||
accumulator( ( bernoulli( 0.8 ) < 1 ) ? NaN : uniform( -100.0, 100.0 ) ); | ||
} | ||
console.log( accumulator() ); | ||
``` | ||
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</section> | ||
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<!-- /.examples --> | ||
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<!-- Section for related `stdlib` packages. Do not manually edit this section, as it is automatically populated. --> | ||
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<section class="related"> | ||
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</section> | ||
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<!-- /.related --> | ||
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<!-- Section for all links. Make sure to keep an empty line after the `section` element and another before the `/section` close. --> | ||
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<section class="links"> | ||
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[arithmetic-mean]: https://en.wikipedia.org/wiki/Arithmetic_mean | ||
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</section> | ||
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<!-- /.links --> |
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lib/node_modules/@stdlib/stats/incr/nanmeanabs/benchmark/benchmark.js
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/** | ||
* @license Apache-2.0 | ||
* | ||
* Copyright (c) 2025 The Stdlib Authors. | ||
* | ||
* Licensed under the Apache License, Version 2.0 (the "License"); | ||
* you may not use this file except in compliance with the License. | ||
* You may obtain a copy of the License at | ||
* | ||
* http://www.apache.org/licenses/LICENSE-2.0 | ||
* | ||
* Unless required by applicable law or agreed to in writing, software | ||
* distributed under the License is distributed on an "AS IS" BASIS, | ||
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
* See the License for the specific language governing permissions and | ||
* limitations under the License. | ||
*/ | ||
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'use strict'; | ||
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// MODULES // | ||
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var bench = require( '@stdlib/bench' ); | ||
var randu = require( '@stdlib/random/base/randu' ); | ||
var pkg = require( './../package.json' ).name; | ||
var incrnanmeanabs = require( './../lib' ); | ||
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// MAIN // | ||
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bench( pkg, function benchmark( b ) { | ||
var f; | ||
var i; | ||
b.tic(); | ||
for ( i = 0; i < b.iterations; i++ ) { | ||
f = incrnanmeanabs(); | ||
if ( typeof f !== 'function' ) { | ||
b.fail( 'should return a function' ); | ||
} | ||
} | ||
b.toc(); | ||
if ( typeof f !== 'function' ) { | ||
b.fail( 'should return a function' ); | ||
} | ||
b.pass( 'benchmark finished' ); | ||
b.end(); | ||
}); | ||
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bench( pkg+'::accumulator', function benchmark( b ) { | ||
var acc; | ||
var v; | ||
var i; | ||
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acc = incrnanmeanabs(); | ||
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b.tic(); | ||
for ( i = 0; i < b.iterations; i++ ) { | ||
v = acc( randu()-0.5 ); | ||
if ( v !== v ) { | ||
b.fail( 'should not return NaN' ); | ||
} | ||
} | ||
b.toc(); | ||
if ( v !== v ) { | ||
b.fail( 'should not return NaN' ); | ||
} | ||
b.pass( 'benchmark finished' ); | ||
b.end(); | ||
}); |
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...lib/stats/incr/nanmeanabs/docs/img/equation_arithmetic_mean_absolute_values.svg
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30
lib/node_modules/@stdlib/stats/incr/nanmeanabs/docs/repl.txt
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{{alias}}() | ||
Returns an accumulator function which incrementally computes an arithmetic | ||
mean of absolute values, ignoring `NaN` values. | ||
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If provided a value, the accumulator function returns an updated mean. If | ||
not provided a value, the accumulator function returns the current mean. | ||
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Returns | ||
------- | ||
acc: Function | ||
Accumulator function. | ||
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Examples | ||
-------- | ||
> var accumulator = {{alias}}(); | ||
> var mu = accumulator() | ||
null | ||
> mu = accumulator( 2.0 ) | ||
2.0 | ||
> mu = accumulator( NaN ) | ||
2.0 | ||
> mu = accumulator( -5.0 ) | ||
3.5 | ||
> mu = accumulator() | ||
3.5 | ||
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See Also | ||
-------- | ||
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lib/node_modules/@stdlib/stats/incr/nanmeanabs/docs/types/index.d.ts
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/* | ||
* @license Apache-2.0 | ||
* | ||
* Copyright (c) 2025 The Stdlib Authors. | ||
* | ||
* Licensed under the Apache License, Version 2.0 (the "License"); | ||
* you may not use this file except in compliance with the License. | ||
* You may obtain a copy of the License at | ||
* | ||
* http://www.apache.org/licenses/LICENSE-2.0 | ||
* | ||
* Unless required by applicable law or agreed to in writing, software | ||
* distributed under the License is distributed on an "AS IS" BASIS, | ||
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
* See the License for the specific language governing permissions and | ||
* limitations under the License. | ||
*/ | ||
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// TypeScript Version: 4.1 | ||
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/// <reference types="@stdlib/types"/> | ||
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/** | ||
* If provided a value, returns an updated arithmetic mean; otherwise, returns the current arithmetic mean. | ||
* | ||
* @param x - value | ||
* @returns arithmetic mean of absolute values | ||
*/ | ||
type accumulator = ( x?: number ) => number | null; | ||
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/** | ||
* Returns an accumulator function which incrementally computes an arithmetic mean of absolute values, ignoring `NaN` values. | ||
* | ||
* @returns accumulator function | ||
* | ||
* @example | ||
* var accumulator = incrnanmeanabs(); | ||
* | ||
* var mu = accumulator(); | ||
* // returns null | ||
* | ||
* mu = accumulator( 2.0 ); | ||
* // returns 2.0 | ||
* | ||
* mu = accumulator( NaN ); | ||
* // returns 2.0 | ||
* | ||
* mu = accumulator( -3.0 ); | ||
* // returns 2.5 | ||
* | ||
* mu = accumulator( -4.0 ); | ||
* // returns 3.0 | ||
* | ||
* mu = accumulator(); | ||
* // returns 3.0 | ||
*/ | ||
declare function incrnanmeanabs(): accumulator; | ||
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// EXPORTS // | ||
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export = incrnanmeanabs; |
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