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Add margin of error metric (#7877)

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A margin of error metric has been added, which is calculated from a 95%
confidence interval. This confidence interval is calculated using
Student's t-distribution, which is generally preferred for smaller
sample sizes (< ~30) of populations following a normal distribution.
This commit is contained in:
Mark Stacey 2020-01-21 17:12:40 -04:00 committed by GitHub
parent 3f1971bb10
commit e02b229df6
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GPG Key ID: 4AEE18F83AFDEB23
3 changed files with 31 additions and 0 deletions
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1
package.json
View File

@ -302,6 +302,7 @@
"stylelint-config-standard": "^18.2.0",
"testem": "^2.16.0",
"through2": "^2.0.3",
"ttest": "^2.1.1",
"vinyl-buffer": "^1.0.1",
"vinyl-source-stream": "^2.0.0",
"watchify": "^3.11.1"

5
test/e2e/benchmark.js
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@ -2,6 +2,7 @@
const path = require('path')
const { promises: fs, constants: fsConstants } = require('fs')
const ttest = require('ttest')
const { By, Key } = require('selenium-webdriver')
const { withFixtures } = require('./helpers')
const { PAGES } = require('./webdriver/driver')
@ -41,6 +42,9 @@ const standardDeviationResult = calculateResult((array) => {
const squareDiffs = array.map(value => Math.pow(value - average, 2))
return Math.sqrt(calculateAverage(squareDiffs))
})
// 95% margin of error calculated using Student's t-distrbution
const calculateMarginOfError = (array) => ttest(array).confidence()[1] - calculateAverage(array)
const marginOfErrorResult = calculateResult((array) => calculateMarginOfError(array))
async function profilePageLoad (pages, numSamples) {
const results = {}
@ -68,6 +72,7 @@ async function profilePageLoad (pages, numSamples) {
max: maxResult(result),
average: averageResult(result),
standardDeviation: standardDeviationResult(result),
marginOfError: marginOfErrorResult(result),
}
}
return results

25
yarn.lock
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@ -6606,6 +6606,11 @@ ccount@^1.0.0, ccount@^1.0.3:
resolved "https://registry.yarnpkg.com/ccount/-/ccount-1.0.4.tgz#9cf2de494ca84060a2a8d2854edd6dfb0445f386"
integrity sha512-fpZ81yYfzentuieinmGnphk0pLkOTMm6MZdVqwd77ROvhko6iujLNGrHH5E7utq3ygWklwfmwuG+A7P+NpqT6w==
cephes@^1.1.2:
version "1.2.0"
resolved "https://registry.yarnpkg.com/cephes/-/cephes-1.2.0.tgz#4d246b622bc488ab8c982a1f702f0c9f49705d96"
integrity sha512-twuUuJRrIrsELHz6foJtZlqrz6FC36zoHZJvvThsrM1UWPKxyoilw1Rka6Hk0AmPFKHKUoGwGfAtvNZNtNZu0g==
chai-checkmark@^1.0.1:
version "1.0.1"
resolved "https://registry.yarnpkg.com/chai-checkmark/-/chai-checkmark-1.0.1.tgz#9fbb3c9ad9101f097ef288328d30f4227d74fffb"
@ -8970,6 +8975,13 @@ disposables@^1.0.1:
resolved "https://registry.yarnpkg.com/disposables/-/disposables-1.0.2.tgz#36c6a674475f55a2d6913567a601444e487b4b6e"
integrity sha1-NsamdEdfVaLWkTVnpgFETkh7S24=
distributions@^2.1.0:
version "2.1.0"
resolved "https://registry.yarnpkg.com/distributions/-/distributions-2.1.0.tgz#7005f01898937fbe6404abda20fa7f4aaaa058e0"
integrity sha512-4eov7WXRip5Tu0K7Y51W1oVt+DcvkoE0EzsvbLzgedC/n4PUpYXHqk6vo/OH1HteBHp5Vm6cmfnInf9NAXM4qQ==
dependencies:
cephes "^1.1.2"
dlv@^1.1.2, dlv@^1.1.3:
version "1.1.3"
resolved "https://registry.yarnpkg.com/dlv/-/dlv-1.1.3.tgz#5c198a8a11453596e751494d49874bc7732f2e79"
@ -26071,6 +26083,11 @@ sumchecker@^2.0.2:
dependencies:
debug "^2.2.0"
summary@0.3.x:
version "0.3.2"
resolved "https://registry.yarnpkg.com/summary/-/summary-0.3.2.tgz#3d7439b30dab3449dfd66840a822838d4a4a8561"
integrity sha1-PXQ5sw2rNEnf1mhAqCKDjUpKhWE=
superagent-proxy@^1.0.3, superagent-proxy@^2.0.0:
version "2.0.0"
resolved "https://registry.yarnpkg.com/superagent-proxy/-/superagent-proxy-2.0.0.tgz#9f57515cd660e2e9ce55c0e6bd70f92eb07c3ee0"
@ -27056,6 +27073,14 @@ tsscmp@1.0.6:
resolved "https://registry.yarnpkg.com/tsscmp/-/tsscmp-1.0.6.tgz#85b99583ac3589ec4bfef825b5000aa911d605eb"
integrity sha512-LxhtAkPDTkVCMQjt2h6eBVY28KCjikZqZfMcC15YBeNjkgUpdCfBu5HoiOTDu86v6smE8yOjyEktJ8hlbANHQA==
ttest@^2.1.1:
version "2.1.1"
resolved "https://registry.yarnpkg.com/ttest/-/ttest-2.1.1.tgz#ee0c9118fff6580a5c8d6cfe69845219e075277f"
integrity sha512-YlRYswipptMVPLil4bsblnp2HXmcAR0McnfnuCM26EYrBZTCdUc/BVPuqZoaMb9h06smAPhe+s+wFMtYOULVGQ==
dependencies:
distributions "^2.1.0"
summary "0.3.x"
tty-browserify@0.0.0:
version "0.0.0"
resolved "https://registry.yarnpkg.com/tty-browserify/-/tty-browserify-0.0.0.tgz#a157ba402da24e9bf957f9aa69d524eed42901a6"