包详细信息

simple-statistics

simple-statistics1.3mISC7.8.8

Simple Statistics

descriptive, linear, math, probability

Simple Statistics

A JavaScript implementation of descriptive, regression, and inference statistics.

Implemented in literate JavaScript with no dependencies, designed to work in all modern browsers (including IE) as well as in node.js.

:green_book: API Documentation
:chart_with_upwards_trend: Benchmarks
:kissing: A list of other statistics libraries

Installation

I'm using Node.js, Webpack, Browserify, Rollup, or another module bundler, and install packages from npm.
- First, install the simple-statistics module, using npm install simple-statistics, then include the code with require or import:
- I use the require function to use modules in my project. (most likely)
  - When you use require, you have the freedom to assign the module to any variable name you want, but you need to specify the module's name exactly: in this case, 'simple-statistics'. The require method returns an object with all of the module's methods attached to it.
```
var ss = require('simple-statistics')
```
- I use import to use modules in my project. I'm probably using Babel, @std/esm, Webpack, or Rollup.
  - Import all functions under the ss object:
```
import * as ss from 'simple-statistics'
```
    Include a specific named export:
```
import {min} from 'simple-statistics'
```
    Simple statistics has only named exports for ES6.
I'm using Deno.
- Simple Statistics is published for Deno: https://deno.land/x/simplestatistics
I'm not using a module bundler. I'm writing a web page, and want to include simple-statistics using a script tag.
- I want to support all browsers
  - When you use simple-statistics from a script tag, you don't get to choose the variable name it is assigned to: simple-statistics will always become available globally as the variable ss. You can reassign this variable to another name if you want to, but doing so is optional.
```
<script src='https://unpkg.com/simple-statistics@7.8.8/dist/simple-statistics.min.js'>
</script>
```
- I want to use ES6 modules in a browser and I'm willing to only support new browsers to do it
  - This module works great with the ?module query parameter of unpkg. If you specify type='module' in your script tag, you'll be able to import simple-statistics directly - through index.js and with true ES6 import syntax and behavior.
```
<script type='module'>
import {min} from "https://unpkg.com/simple-statistics@7.8.8/index.js?module"
console.log(min([1, 2, 3]))
</script>
```
    This feature is still experimental in unpkg and very bleeding-edge.

Changelog

All notable changes to this project will be documented in this file. See standard-version for commit guidelines.

7.8.8 (2025-03-07)

Bug Fixes

Add missing types from types bundle file (#756) (20d7e44)

7.8.7 (2024-10-16)

7.8.6 (2024-10-16)

7.8.5 (2024-08-27)

7.8.4 (2024-08-15)

7.8.3 (2023-02-13)

7.8.2 (2023-01-15)

7.8.1 (2023-01-15)

Bug Fixes

Export sampleRankCorrelation type (#690) (1acace8)

7.8.0 (2022-10-26)

Features

Re-add Jenks algorithm (90990cc)

7.7.6 (2022-08-12)

7.7.5 (2022-03-06)

7.7.4 (2022-03-01)

Bug Fixes

Return NaN on sum with non-number inputs (#633) (6547df7)

7.7.3 (2022-01-13)

7.7.2 (2022-01-13)

7.7.1 (2022-01-13)

Bug Fixes

add missing TypeScript typing for silhouetteMetric (#589) (d4ca159)

7.7.0 (2021-03-31)

Features

Implement Wilcoxon rank sum statistic (#568) (77cbec2)
Rank correlation (#562) (4244faf)

7.6.0 (2021-03-02)

Features

Implement log average (#556) (aeda3c0)

7.5.0 (2021-02-24)

Features

Add logit and cumulativeStdLogisticProbability methods (7279632)

7.4.1 (2021-02-12)

Bug Fixes

Add TypeScript bindings for silhouette. (#549) (119c09f)

7.4.0 (2020-12-14)

Features

Add coefficient of variation (ead74c6)

7.3.2 (2020-10-31)

Bug Fixes

increase ckmeans performance (#521) (af279ee)

7.3.1 (2020-10-25)

Bug Fixes

Avoid unnecessary copy in shuffle (#515) (34f0e2e)

7.3.0 (2020-09-08)

Features

Add randomSource argument to permutationTest (#505) (f289fd1)
Relative error and approximate equality (#506) (88e8794)

7.2.0 (2020-08-23)

Features

K means clustering (#484) (7913bcb)
Silhouette metric (269a4b8)

7.1.0 (2020-05-06)

Features

meanSimple method that uses sumSimple for higher performance (8e82333)

7.0.9 (2020-04-20)

7.0.8 (2020-02-03)

Bug Fixes

add missing typings for extent (#430) (330fd63)

7.0.7 (2019-11-18)

7.0.6 (2019-11-15)

7.0.5 (2019-07-10)

7.0.4 (2019-07-10)

7.0.3 (2019-07-10)

Bug Fixes

export permutationTest for ts (#383) (1915cd2)

Tests

Add --skipLibCheck to make tsc ignore node modules. (089f47a)

7.0.2 (2019-02-26)

7.0.1 (2019-02-07)

Bug Fixes

code format error (a1b9f15)
plus minus sign error (f0b047d)

7.0.0 (2018-12-30)

Bug Fixes

change umd name from simpleStatistics to ss (59b42c0)
Fix flipped umd:main package entry (c9fe55b)

Chores

Refactor from functions to classes, use Number.isInteger (d974a1a), closes #296

BREAKING CHANGES

IE11 support is dropped.

6.1.1 (2018-09-24)

Bug Fixes

permutationTest: Add TypeScript definition for permutationTest (e7fa9db), closes #298
array quantile on certain kinds of input (#334) (e9d007e)

6.1.0 (2018-06-23)

Features

gammaln (9d03631)

6.0.1 (2018-05-11)

6.0.0 (2018-04-30)

Bug Fixes

Polyfill Number.isInteger function before committing to dropping IE11 (#297) (01cc37e), closes #296

build

package.json: Remove bower and component.json compatibility (#294) (0593cb8), closes #293

Features

Gamma Function (39c8ecd)

BREAKING CHANGES

package.json: simple-statistics is no longer supported as a component module or a bower module. All other forms of support - script tag, unpkg, npm - continue.

5.4.0 (2018-04-21)

Features

Permutation test (1be011e)

5.3.1 (2018-03-23)

Bug Fixes

Someone simple-statistics dependend on itself... (12acd40)

5.3.0 (2018-03-23)

Features

adding extent (80bcc99)
adding extentSorted (053399f)
adding quantileRankSorted (#285) (84248ea)

5.2.1 (2017-12-20)

5.2.0 (2017-11-29)

Features

package: Add unpkg field to package.json to support unpkg default entry point (#267) (c1afd51)

5.1.0 (2017-10-23)

Features

Add TypeScript definition (688538b)

5.0.1 (2017-10-15)

Bug Fixes

Add index.js to package.json (b744bfa), closes #253

5.0.0 (2017-09-26)

Features

Expose ES6 modules (a775ef6), closes #210
kernel density estimation (#245) (8637af1), closes #244

BREAKING CHANGES

simple-statistics now uses ES6 modules internally, and exposes a entry point for other modules to use it as an ES6 module.

This means:

If you use Rollup or another library that supports the jsnext:main or module fields of package.json, you'll likely automatically start using this feature. When you use simple-statistics as an ES6 module, import {min} from "simple-statistics" and other imports of only a few of its methods will automatically do 'tree-shaking' and only pull in the parts you use (if your bundling tool supports tree-shaking)
Sub-requiring parts of simple-statistics, like require('simple-statistics/min') is deprecated and will not work. Its components are now written with ES6 syntax.

4.1.1 (2017-08-05)

Bug Fixes

expose BayesianClassifier & PerceptronModel instead of bayesian and perceptron (1d03671)

4.1.0 (2017-04-27)

Features

sampleKurtosis (1d9eec2)

4.0.0 (2017-04-25)

Bug Fixes

Remove mixin method (#215) (85036e2), closes #211

Performance Improvements

binomialDistribution: avoid expensive factorial calculations (#205) (525f9c0)
core: Improve performance of min, max, sumNthPowerDeviations, variance, sampleVariance (#195) (9d2569a)
distributions: return array instead of object (#209) (6c5df5f)
poissonDistribution: avoid expensive factorial calculation (#206) (b34aceb)
poissonDistribution: use Math.exp instead of Math.pow (#208) (6491dfa)
sampleSkewness: Improve sampleSkewness performance (#197) (03d37eb)
sum: Switch from Kahan to Kahan-Babuska algorithm (1b42d7f)

BREAKING CHANGES

Removes .mixin(). Instead use simple-statistics in a functional style.
distributions: The return value of bernoulliDistribution, binomialDistribution, and poissonDistribution is no longer an Object with number keys, it is now an Array of numbers.

3.0.0 (2017-04-06)

Breaking change: before this release, simple-statistics would return NaN when provided with invalid input. After 3.0.0, simple-statistics will throw exceptions when provided with invalid input. If you previously used isNaN to test for these error cases, switch to using try and catch, or make sure that valid input is given to simple-statistics.

Features

mean: combineMeans, a method for combining calculated means (d9e3ebc)
mean: subtractFromMean, a method to remove a value from the mean (afe76e9)
variance: combineVariances, a method for combining pre-calculated variances of two dataset (68133f7)

2.5.0 (2017-02-24)

Features

mean: addToMean, a method to update an mean with a new element (b6637b4)

2.4.0 (2017-02-22)

Bug Fixes

build: Ignore conventional-changelog-core for Flow (4874868)

Features

mode: Implement modeFast, an indexed mode implementation (#183) (59b7191)

2.3.0 (2017-02-17)

Features

core: sampleWithReplacement (#174) (a8d05d1)

CHANGELOG

2.2.0

Improved Ckmeans algorithm from the updated R project that dramatically increases performance.
Adds permutationHeap method for computing all permutations of an array.
Adds combinations for combinations without replacement
Adds combinationsReplacement for combinations with replacement

2.1.0

Adds bisect method that implements the bisection method for root-finding. Thanks Jamie Neubert Pedersen for the contribution!

2.0.0

New features:

product: returns the product of a series of numbers
medianSorted: exposes the internal method of median that only operates on sorted arrays and works in constant time
modeSorted: exposes the internal method of mode and works in linear time.

Specifications:

Adds Flow annotations to all methods, allowing up-front typechecking if you use Flow in your application.

Changes:

Invalid input now uniformly produces the value NaN instead of previously a mix of null and undefined.
The method sortedUniqueCount is now called uniqueCountSorted to match the other sorted methods, medianSorted and modeSorted

Fixes:

equalIntervalBreaks was not exported by index.js, and now is.

1.0.1

Fixes:

Fixes to ckmeans algorithm (thanks to @llimllib) (#125)

Housekeeping:

Add keywords to package. Fixes #120
Standardize indentation, add example for epsilon
Browser testing with Sauce Labs

Bundle size optimizations:

Add external sourcemaps for minified and unminified standalone bundles
Use bundle-collapser for smaller bundles
Indicate numericSort as an internal method.

1.0.0

Breaking Changes

Removed the .m() and .b() shortcuts from the linear regression class. Use .mb().b and .mb().m instead.
linearRegression is now a function, and linearRegressionLine is a separate function.

UPGRADING

Linear Regression

Before:

var l = ss.linear_regression().data([[0, 0], [1, 1]]);
l.line()(0); // 0

After:

var line = ss.linearRegressionLine(ss.linearRegression([[0, 0], [1, 1]]));
line(0); // 0

Jenks -> ckmeans

The implementation of Jenks natural breaks was removed: an implementation of Ckmeans, an improvement on its technique, is added. Ckmeans should work better for nearly all Jenks usecases.

Before:

ss.jenks([1, 2, 4, 5, 7, 9, 10, 20], 3) //= [1, 7, 20, 20]

After:

ss.ckmeans([1, 2, 4, 5, 7, 9, 10, 20], 3))

[ [ 1,
    2,
    4,
    5,
    7,
    9 ],
  [ 10 ],
  [ 20 ] ]

Instead of class breaks, ckmeans returns clustered data. Class breaks can be derived by taking the first value from each cluster:

var breaks = ss.ckmeans([1, 2, 4, 5, 7, 9, 10, 20], 3)).map(function(cluster) {
  return cluster[0];
});

BayesModel is now a class
PerceptronModel is now a class, and the weights and bias members are accessable as properties rather than methods.
All multi-word method names are now camelCase rather than underscore_cased: this means that a method like ss.r_squared is now accessible as ss.rSquared

New Features

Ckmeans replaces Jenks
sortedUniqueCount provides an extremely fast method for counting unique values of sorted arrays.
sumNthPowerDeviations is now exposed, providing a simple way to calculate the fundamental aspect of measures like variance and skewness.

Non-Breaking Changes

JSDoc documentation throughout
Each function is now its own file, and simple-statistics is assembled with CommonJS-style require() statements. simple-statistics can still be used in a browser with browserify.
The standard normal table is now calculated using the cumulative distribution function, rather than hardcoded.

0.9.2

Improved test coverage
Switched linting from JSHint to eslint and fixed style issues this uncovered.

0.9.1

Fixes .jenks corner cases.

0.9.0

Adds .sample for simple random sampling
Adds .shuffle and .shuffleInPlace for random permutations
Adds .chunk for splitting arrays into chunked subsets

0.8.1

fixes a bug in mode that favored the last new number

0.8.0

mixin can now take an array in order to mixin functions into a single array instance rather than the global Array prototype.

0.7.0

Adds simple_statistics.harmonicMean thanks to jseppi

0.6.0

Adds simple_statistics.quantileSorted thanks to rluta
simple_statistics.quantile now accepts a sorted list of quantiles as a second argument
Improved test coverage

0.5.0

Adds simple_statistics.cumulativeStdNormalProbability by doronlinder
Adds simple_statistics.zScore by doronlinder
Adds simple_statistics.standardNormalTable

0.4.0

Adds simple_statistics.median_absolute_deviation() by siculars
Adds simple_statistics.iqr() by siculars
Adds simple_statistics.skewness() by Doron Linder
Lower-level accessors for linear regression allow users to do the line equation themselves

0.3.0

Adds simple_statistics.jenks()
Adds simple_statistics.jenksMatrices()
Improves test coverage and validation

0.2.0

Adds simple_statistics.quantile()
Adds simple_statistics.mixin()
Adds simple_statistics.geometricMean()
Adds simple_statistics.sampleVariance()
Adds simple_statistics.sampleCovariance()

0.1.0

Adds simple_statistics.tTest()
Adds simple_statistics.min()
Adds simple_statistics.max()

包详细信息

自述文件

Simple Statistics

Installation

更新日志

Changelog

7.8.8 (2025-03-07)

Bug Fixes

7.8.7 (2024-10-16)

7.8.6 (2024-10-16)

7.8.5 (2024-08-27)

7.8.4 (2024-08-15)

7.8.3 (2023-02-13)

7.8.2 (2023-01-15)

7.8.1 (2023-01-15)

Bug Fixes

7.8.0 (2022-10-26)

Features

7.7.6 (2022-08-12)

7.7.5 (2022-03-06)

7.7.4 (2022-03-01)

Bug Fixes

7.7.3 (2022-01-13)

7.7.2 (2022-01-13)

7.7.1 (2022-01-13)

Bug Fixes

7.7.0 (2021-03-31)

Features

7.6.0 (2021-03-02)

Features

7.5.0 (2021-02-24)

Features

7.4.1 (2021-02-12)

Bug Fixes

7.4.0 (2020-12-14)

Features

7.3.2 (2020-10-31)

Bug Fixes

7.3.1 (2020-10-25)

Bug Fixes

7.3.0 (2020-09-08)

Features

7.2.0 (2020-08-23)

Features

7.1.0 (2020-05-06)

Features

7.0.9 (2020-04-20)

7.0.8 (2020-02-03)

Bug Fixes

7.0.7 (2019-11-18)

7.0.6 (2019-11-15)

7.0.5 (2019-07-10)

7.0.4 (2019-07-10)

7.0.3 (2019-07-10)

Bug Fixes

Tests

7.0.2 (2019-02-26)

7.0.1 (2019-02-07)

Bug Fixes

7.0.0 (2018-12-30)

Bug Fixes

Chores

BREAKING CHANGES

6.1.1 (2018-09-24)

Bug Fixes

6.1.0 (2018-06-23)

Features

6.0.1 (2018-05-11)

6.0.0 (2018-04-30)

Bug Fixes

build

Features

BREAKING CHANGES

5.4.0 (2018-04-21)

Features

5.3.1 (2018-03-23)

Bug Fixes

5.3.0 (2018-03-23)

Features

5.2.1 (2017-12-20)