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feat: add stats/incr/nanwmean
#5632
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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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| # incrwmean | ||
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| > Compute a [weighted arithmetic mean][weighted-arithmetic-mean] incrementally, ignoring `NaN` values. | ||
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| <section class="intro"> | ||
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| The [weighted arithmetic mean][weighted-arithmetic-mean] is defined as | ||
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| <!-- <equation class="equation" label="eq:weighted_arithmetic_mean" align="center" raw="\bar{x} = \frac{\displaystyle\sum_{i=0}^{n-1} w_{i} x_{i}}{\displaystyle\sum_{i=0}^{n-1} w_{i}}" alt="Equation for the weighted arithmetic mean."> --> | ||
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| ```math | ||
| \bar{x} = \frac{\displaystyle\sum_{i=0}^{n-1} w_{i} x_{i}}{\displaystyle\sum_{i=0}^{n-1} w_{i}} | ||
| ``` | ||
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| <!-- <div class="equation" align="center" data-raw-text="\bar{x} = \frac{\displaystyle\sum_{i=0}^{n-1} w_{i} x_{i}}{\displaystyle\sum_{i=0}^{n-1} w_{i}}" data-equation="eq:weighted_arithmetic_mean"> | ||
| <img src="https://cdn.jsdelivr.net/gh/stdlib-js/stdlib@adbea9806383f70c982e3191475c874efba1296b/lib/node_modules/@stdlib/stats/incr/wmean/docs/img/equation_weighted_arithmetic_mean.svg" alt="Equation for the weighted arithmetic mean."> | ||
| <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 incrnanwmean = require( '@stdlib/stats/incr/nanwmean' ); | ||
| ``` | ||
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| #### incrnanwmean() | ||
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| Returns an accumulator `function` which incrementally computes a [weighted arithmetic mean][weighted-arithmetic-mean], ignoring `NaN` values. | ||
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| ```javascript | ||
| var accumulator = incrnanwmean(); | ||
| ``` | ||
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| #### accumulator( \[x, w] ) | ||
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| If provided an input value `x` and a weight `w`, the accumulator function returns an updated weighted mean. If not provided any input values, the accumulator function returns the current mean. | ||
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| ```javascript | ||
| var accumulator = incrnanwmean(); | ||
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| var mu = accumulator( 2.0, 1.0 ); | ||
| // returns 2.0 | ||
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| mu = accumulator( 2.0, 0.5 ); | ||
| // returns 2.0 | ||
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| mu = accumulator(2.0, NaN ); | ||
| // returns 2.0 | ||
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| mu = accumulator( 3.0, 1.5 ); | ||
| // returns 2.5 | ||
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| mu = accumulator(2.0, NaN ); | ||
| // returns 2.5 | ||
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| mu = accumulator(); | ||
| // returns 2.5 | ||
| ``` | ||
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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 provided `NaN` or a value which, when used in computations, results in `NaN`, the accumulated value is `NaN` for **all** future invocations. 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 randu = require( '@stdlib/random/base/randu' ); | ||
| var incrnanwmean = require( '@stdlib/stats/incr/nanwmean' ); | ||
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| var accumulator; | ||
| var v; | ||
| var w; | ||
| var i; | ||
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| // Initialize an accumulator: | ||
| accumulator = incrnanwmean(); | ||
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| // For each simulated datum, update the weighted mean... | ||
| for ( i = 0; i < 100; i++ ) { | ||
| if ( randu() < 0.2 ) { | ||
| v = NaN; | ||
| } else { | ||
| v = randu() * 100.0; | ||
| } | ||
| if ( randu() < 0.2 ) { | ||
| w = NaN; | ||
| } | ||
| else { | ||
| w = randu() * 100.0; | ||
| } | ||
| accumulator( v, w ); | ||
| } | ||
| 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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| * * * | ||
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| ## See Also | ||
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| - <span class="package-name">[`@stdlib/stats/incr/ewmean`][@stdlib/stats/incr/ewmean]</span><span class="delimiter">: </span><span class="description">compute an exponentially weighted mean incrementally.</span> | ||
| - <span class="package-name">[`@stdlib/stats/incr/mean`][@stdlib/stats/incr/mean]</span><span class="delimiter">: </span><span class="description">compute an arithmetic mean incrementally.</span> | ||
| - <span class="package-name">[`@stdlib/stats/incr/mmean`][@stdlib/stats/incr/mmean]</span><span class="delimiter">: </span><span class="description">compute a moving arithmetic mean incrementally.</span> | ||
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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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| [weighted-arithmetic-mean]: https://en.wikipedia.org/wiki/Weighted_arithmetic_mean | ||
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| <!-- <related-links> --> | ||
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| [@stdlib/stats/incr/ewmean]: https://github.com/stdlib-js/stdlib/tree/develop/lib/node_modules/%40stdlib/stats/incr/ewmean | ||
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| [@stdlib/stats/incr/mean]: https://github.com/stdlib-js/stdlib/tree/develop/lib/node_modules/%40stdlib/stats/incr/mean | ||
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| [@stdlib/stats/incr/mmean]: https://github.com/stdlib-js/stdlib/tree/develop/lib/node_modules/%40stdlib/stats/incr/mmean | ||
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| <!-- </related-links> --> | ||
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| </section> | ||
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| <!-- /.links --> |
69 changes: 69 additions & 0 deletions
69
lib/node_modules/@stdlib/stats/incr/nanwmean/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 incrnanwmean = 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 = incrnanwmean(); | ||
| 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 = incrnanwmean(); | ||
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| b.tic(); | ||
| for ( i = 0; i < b.iterations; i++ ) { | ||
| v = acc( randu(), 1.0 ); | ||
| 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(); | ||
| }); |
63 changes: 63 additions & 0 deletions
63
lib/node_modules/@stdlib/stats/incr/nanwmean/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 both arguments, returns an updated weighted arithmetic mean; otherwise, returns the current weighted arithmetic mean. | ||
| * | ||
| * @param x - value | ||
| * @param w - weight | ||
| * @returns weighted arithmetic mean | ||
| */ | ||
| type accumulator = ( x?: number, w?: number ) => number | null; | ||
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| /** | ||
| * Returns an accumulator function which incrementally computes a weighted arithmetic mean. | ||
| * | ||
| * @returns accumulator function | ||
| * | ||
| * @example | ||
| * var accumulator = incrnanwmean(); | ||
| * | ||
| * var mu = accumulator( 2.0, 1.0 ); | ||
| * // returns 2.0 | ||
| * | ||
| * mu = accumulator( 2.0, 0.5 ); | ||
| * // returns 2.0 | ||
| * | ||
| * mu = accumulator (2.0, NaN ); | ||
| * // returns 2.0 | ||
| * | ||
| * mu = accumulator( 3.0, 1.5 ); | ||
| * // returns 2.5 | ||
| * | ||
| * mu = accumulator (2.0, NaN ); | ||
| * // returns 2.5 | ||
| * | ||
| * mu = accumulator(); | ||
| * // returns 2.5 | ||
| */ | ||
| declare function incrnanwmean(): accumulator; | ||
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| // EXPORTS // | ||
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| export = incrnanwmean; | ||
69 changes: 69 additions & 0 deletions
69
lib/node_modules/@stdlib/stats/incr/nanwmean/docs/types/test.ts
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,69 @@ | ||
| /* | ||
| * @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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| import incrnanwmean = require( './index' ); | ||
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| // TESTS // | ||
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| // The function returns an accumulator function... | ||
| { | ||
| incrnanwmean(); // $ExpectType accumulator | ||
| } | ||
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| // The compiler throws an error if the function is provided arguments... | ||
| { | ||
| incrnanwmean( '5' ); // $ExpectError | ||
| incrnanwmean( 5 ); // $ExpectError | ||
| incrnanwmean( true ); // $ExpectError | ||
| incrnanwmean( false ); // $ExpectError | ||
| incrnanwmean( null ); // $ExpectError | ||
| incrnanwmean( undefined ); // $ExpectError | ||
| incrnanwmean( [] ); // $ExpectError | ||
| incrnanwmean( {} ); // $ExpectError | ||
| incrnanwmean( ( x: number ): number => x ); // $ExpectError | ||
| } | ||
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| // The function returns an accumulator function which returns an accumulated result... | ||
| { | ||
| const acc = incrnanwmean(); | ||
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| acc(); // $ExpectType number | null | ||
| acc( 3.14, 1.0 ); // $ExpectType number | null | ||
| } | ||
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| // The compiler throws an error if the returned accumulator function is provided invalid arguments... | ||
| { | ||
| const acc = incrnanwmean(); | ||
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| acc( '5', 1.0 ); // $ExpectError | ||
| acc( true, 1.0 ); // $ExpectError | ||
| acc( false, 1.0 ); // $ExpectError | ||
| acc( null, 1.0 ); // $ExpectError | ||
| acc( [], 1.0 ); // $ExpectError | ||
| acc( {}, 1.0 ); // $ExpectError | ||
| acc( ( x: number ): number => x, 1.0 ); // $ExpectError | ||
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| acc( 3.14, '5' ); // $ExpectError | ||
| acc( 3.14, true ); // $ExpectError | ||
| acc( 3.14, false ); // $ExpectError | ||
| acc( 3.14, null ); // $ExpectError | ||
| acc( 3.14, [] ); // $ExpectError | ||
| acc( 3.14, {} ); // $ExpectError | ||
| acc( 3.14, ( x: number ): number => x ); // $ExpectError | ||
| } |
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Missing "ignoring
NaNvalues".