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Run AB-tests without cookies and IPs
Raw
aa-readme.md

Goal

I'm creating AB-tests and want to have a client side JavaScript function that returns a small integer. The integer will be the same every time the same user connects to my website. I don't want to use cookies, localStorage or IPs for this. Just a very simple hash with the user agent and maybe a few more variables.

Read more on Twitter: https://twitter.com/AdriaanvRossum/status/1198102973114654720

Results

We tested all convert to int functions with the dataset from agents.js, these are the results:

  • convertToInt1: true: 395 false: 105
  • convertToInt2: true: 49 false: 451
  • convertToInt3: true: 253 false: 247

Seems like we have a winner: convertToInt3.

But it is not perfect yet, anybody knows how to improve it?

Inprovements

As mentioned in https://twitter.com/azuidhof/status/1198218567642157056 this data set is not very accurate because all user agents are different. So we need to add more data points into the mix. We added a few data points like time zone offset, screen parameters, language. Should we add more?

Raw
ab-test-boolean.js
// Source: https://gist.github.com/chrisveness/e5a07769d06ed02a2587df16742d3fdd
var agents = [
navigator.userAgent
+ new Date().getTimezoneOffset()
+ new window.Intl.DateTimeFormat().resolvedOptions().timeZone
+ navigator.language
+ window.screen.availHeight
+ window.screen.availWidth
+ window.screen.colorDepth
+ window.devicePixelRatio
]
async function sha256(message) {
const msgUint8 = new TextEncoder().encode(message); // encode as (utf-8) Uint8Array
const hashBuffer = await crypto.subtle.digest('SHA-256', msgUint8); // hash the message
const hashArray = Array.from(new Uint8Array(hashBuffer)); // convert buffer to byte array
const hashHex = hashArray.map(b => b.toString(16).padStart(2, '0')).join(''); // convert bytes to hex string
return hashHex;
}
// Seems to generate number more close the the 0 than 1
const convertToInt1 = hash => {
var number = 0.0;
for (let i=0; i < hash.length; i++) {
number += parseInt(hash.charAt(i), 16) / 16;
}
number /= hash.length;
// console.log('=> 1 (0 - 1): ', number);
return number
}
// Only uses one character, not much value for the hash itself
const convertToInt2 = hash => {
// console.log('=> 2 (0 - 100?):', (hash.charCodeAt(hash.length - 1) & 0xFF))
return (hash.charCodeAt(hash.length - 1) & 0xFF)
}
const convertToInt3 = hash => {
var number = hash.substr(0, 8);
number = parseInt(number, 16);
number = Math.abs(number) % 10;
// console.log('=> 3 (0 - 10): ', number);
return number
}
(async() => {
const results1 = []
const results2 = []
const results3 = []
for (const agent of agents) {
const hash = await sha256(agent)
results1.push(convertToInt1(hash) < 0.5)
results2.push(convertToInt2(hash) < 50)
results3.push(convertToInt3(hash) < 5)
}
console.log('=> results1: true:', results1.filter(res => res).length, 'false:', results1.filter(res => !res).length)
console.log('=> results2: true:', results2.filter(res => res).length, 'false:', results2.filter(res => !res).length)
console.log('=> results3: true:', results3.filter(res => res).length, 'false:', results3.filter(res => !res).length)
})()
Raw
agents.js
var agents = [
"Mozilla/5.0 (Linux; Android 8.0.0; SM-N950F Build/R16NW; wv) AppleWebKit/537.36 (KHTML, like Gecko) Version/4.0 Chrome/77.0.0.0 Mobile Safari/537.36 [Pinterest/Android]",
"Mozilla/5.0 (Linux; Android 9; Mi A2 Lite Build/PKQ1.180917.0; wv) AppleWebKit/537.36 (KHTML, like Gecko) Version/4.0 Chrome/77.0.0.0 Mobile Safari/537.36 Instagram 118.0.0.0.0 Android (28/9; 480dpi; 1080x2043; Xiaomi/xiaomi; Mi A2 Lite; daisy_sprout; qcom; en_US; 181496429)",
"Mozilla/5.0 (Linux; Android 8.0.0; SM-G955FD) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/78.0.0.0 Mobile Safari/537.36",
"Mozilla/5.0 (Linux; U; Android 10; en-IN; Pixel 4 Build/QD1A.190821.011) AppleWebKit/537.36 (KHTML, like Gecko) Version/4.0 Chrome/57.0.0.0 UCBrowser/12.10.0.0 UCTurbo/1.8.0.0 Mobile Safari/537.36",
"Mozilla/5.0 (Linux; U; Android 8.1.0; en-us; MI PAD 4 Build/OPM1.171019.0) AppleWebKit/537.36 (KHTML, like Gecko) Version/4.0 Chrome/71.0.0.0 Mobile Safari/537.36 XiaoMi/MiuiBrowser/10.8.0",
"Mozilla/5.0 (iPad; CPU OS 12_3_1 like Mac OS X) AppleWebKit/605.1.0 (KHTML, like Gecko) Mobile/15E148 [FBAN/FBIOS;FBAV/38.0.0.0.0;FBBV/14316658;FBDV/iPad4,1;FBMD/iPad;FBSN/iPhone OS;FBSV/12.3.0;FBSS/2; FBCR/;FBID/tablet;FBLC/fr_FR;FBOP/1]",
"Mozilla/5.0 (Linux; Android 8.0.0; G8231 Build/41.3.A.2.157; wv) AppleWebKit/537.36 (KHTML, like Gecko) Version/4.0 Chrome/78.0.0.0 Mobile Safari/537.36 Instagram 119.0.0.0.0 Android (26/8.0.0; 408dpi; 1080x1798; Sony; G8231; G8231; qcom; it_IT; 182747397)",
"Mozilla/5.0 (Linux; Android 10; Pixel 4 Build/QD1A.190821.011) AppleWebKit/537.36 (KHTML, like Gecko) SamsungBrowser/9.4 Chrome/67.0.0.0 Mobile Safari/537.36",
"Mozilla/5.0 (Linux; Android 10; Redmi Note 7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/77.0.0.0 Mobile Safari/537.36 OPR/55.0.0.0",
"Mozilla/5.0 (Linux; U; Android 7.1.0; Redmi 4 Build/N2G47H; wv) AppleWebKit/537.36 (KHTML, like Gecko) Version/4.0 Chrome/76.0.0.0 Mobile Safari/537.36 OPR/44.1.0.0",
"Mozilla/5.0 (Linux; Android 9; LG-H932) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/76.0.0.0 Mobile Safari/537.36 OPR/54.3.0.0",
"Mozilla/5.0 (iPhone; CPU iPhone OS 13_1_3 like Mac OS X) AppleWebKit/605.1.0 (KHTML, like Gecko) Mobile/15E148 Instagram 120.0.0.0.0 (iPhone9,4; iOS 13_1_3; en_US; en-US; scale=2.88; 1080x1920; 183492666)",
"Mozilla/5.0 (Linux; Android 9; EML-L29 Build/HUAWEIEML-L29) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/71.0.0.0 Mobile Safari/537.36 OPR/50.3.0.0",
"Mozilla/5.0 (Linux; Android 10; Redmi Note 6 Pro Build/QD1A.190821.014.C2) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/74.0.0.0 Mobile Safari/537.36 OPT/2.0.0",
"Mozilla/5.0 (Linux; Android 8.1.0; vivo 1803 Build/O11019; wv) AppleWebKit/537.36 (KHTML, like Gecko) Version/4.0 Chrome/78.0.0.0 Mobile Safari/537.36 [FB_IAB/FB4A;FBAV/247.0.0.0.0;]",
"Mozilla/5.0 (Linux; Android 7.1.0; SM-J250M Build/NMF26X; wv) AppleWebKit/537.36 (KHTML, like Gecko) Version/4.0 Chrome/78.0.0.0 Mobile Safari/537.36 [FB_IAB/Orca-Android;FBAV/241.0.0.0.0;]",
"Mozilla/5.0 (Linux; Android 4.4.0; 4018X) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/78.0.0.0 Mobile Safari/537.36",
"Mozilla/5.0 (Linux; Android 8.0.0; WAS-LX1A Build/HUAWEIWAS-LX1A; wv) AppleWebKit/537.36 (KHTML, like Gecko) Version/4.0 Chrome/78.0.0.0 Mobile Safari/537.36 [FB_IAB/FB4A;FBAV/248.1.0.0.0;]",
"Mozilla/5.0 (iPhone; CPU iPhone OS 13_1_3 like Mac OS X) AppleWebKit/604.1.0 (KHTML, like Gecko) GSA/47.1.0 Mobile/17A878 Safari/604.1",
"Mozilla/5.0 (Linux; U; Android 5.1; en-US; itel_it1702 Build/LMY47D) AppleWebKit/528.5+ (KHTML, like Gecko) Version/3.1.0 Mobile Safari/525.20.0 UCBrowser/10.1.0.0 Mobile",
"Mozilla/5.0 (iPhone; CPU iPhone OS 10_0_2 like Mac OS X) AppleWebKit/602.1.0 (KHTML, like Gecko) Mobile/14A456 Instagram 110.0.0.0.0 (iPad5,3; iOS 10_0_2; en_US; en-US; scale=2.00; 640x960; 171144701)",
"Mozilla/5.0 (Linux; Android 9; Nokia 8 Sirocco Build/PPR1.180610.0; wv) AppleWebKit/537.36 (KHTML, like Gecko) Version/4.0 Chrome/78.0.0.0 Mobile Safari/537.36 [FB_IAB/FB4A;FBAV/247.0.0.0.0;]",
"Mozilla/5.0 (Linux; Android 7.0; SC-05G Build/NRD90M) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/64.0.0.0 Mobile Safari/537.36",
"Mozilla/5.0 (iPhone; CPU iPhone OS 13_1_3 like Mac OS X) AppleWebKit/605.1.0 (KHTML, like Gecko) Mobile/15E148 Instagram 120.0.0.0.0 (iPhone10,6; iOS 13_1_3; en_TW; en-TW; scale=3.00; 1125x2436; 183492666)",
"Mozilla/5.0 (Linux; U; Android 9; en-us; CPH1881 Build/PPR1.180610.0) AppleWebKit/537.36 (KHTML, like Gecko) Version/4.0 Chrome/53.0.0.0 Mobile Safari/537.36 OppoBrowser/15.5.0.0",
"Mozilla/5.0 (Linux; Android 10; GM1901 Build/QKQ1.190716.0; wv) AppleWebKit/537.36 (KHTML, like Gecko) Version/4.0 Chrome/74.0.0.0 Mobile Safari/537.36 [FB_IAB/FB4A;FBAV/245.0.0.0.0;]",
"Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_6) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/54.0.0.0 Safari/537.36 QQBrowser/4.2.0.0",
"Mozilla/5.0 (Linux; U; Android 7.0; en-US; AGS-L03 Build/HUAWEIAGS-L03) AppleWebKit/537.36 (KHTML, like Gecko) Version/4.0 Chrome/57.0.0.0 UCBrowser/12.10.0.0 Mobile Safari/537.36",
"Mozilla/5.0 (Linux; U; Android 10; en-US; Mi A2 Build/QD1A.190821.014.C2) AppleWebKit/537.36 (KHTML, like Gecko) Version/4.0 Chrome/57.0.0.0 UCBrowser/12.13.0.0 Mobile Safari/537.36",
"Mozilla/5.0 (Linux; U; Android 10.0; pl-pl; POCO F1 Build/QKQ1.190828.0) AppleWebKit/537.36 (KHTML, like Gecko) Version/4.0 Chrome/71.0.0.0 Mobile Safari/537.36 XiaoMi/MiuiBrowser/11.0.0",
"Mozilla/5.0 (Linux; Android 9; ZTE Blade A7 2019 Build/PPR1.180610.0; wv) AppleWebKit/537.36 (KHTML, like Gecko) Version/4.0 Chrome/78.0.0.0 Mobile Safari/537.36 Instagram 120.0.0.0.0 Android (28/9; 320dpi; 720x1410; ZTE; ZTE Blade A7 2019; P963F02; s9863a1h10; de_DE; 183982982)",
"Mozilla/5.0 (iPhone; CPU iPhone OS 12_4_3 like Mac OS X) AppleWebKit/605.1.0 (KHTML, like Gecko) Mobile/15E148 Instagram 120.0.0.0.0 (iPhone6,2; iOS 12_4_3; sv_SE; sv-SE; scale=2.00; 640x1136; 183492666)",
"Mozilla/5.0 (Windows NT 10.0; WOW64; Trident/7.0; SurfBook W2 LC1; rv:11.0) like Gecko",
"Mozilla/5.0 (Linux; Android 9; MAR-LX2) AppleWebKit/537.36 (KHTML, like Gecko) coc_coc_browser/83.0.0 Mobile Chrome/77.0.0.0 Mobile Safari/537.36",
"Mozilla/5.0 (Linux; Android 8.1.0; Redmi 5 Plus) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/76.0.0.0 Mobile Safari/537.36 OPR/54.3.0.0",
"Mozilla/5.0 (Linux; Android 9; SM-G950F Build/PPR1.180610.0; wv) AppleWebKit/537.36 (KHTML, like Gecko) Version/4.0 Chrome/78.0.0.0 Mobile Safari/537.36 Instagram 120.0.0.0.0 Android (28/9; 480dpi; 1080x2076; samsung; SM-G950F; dreamlte; samsungexynos8895; fr_FR; 183982986)",
"Mozilla/5.0 (Linux; Android 9; Mi A1 Build/PKQ1.180917.0; wv) AppleWebKit/537.36 (KHTML, like Gecko) Version/4.0 Chrome/78.0.0.0 Mobile Safari/537.36 Instagram 120.0.0.0.0 Android (28/9; 408dpi; 1080x1920; Xiaomi/xiaomi; Mi A1; tissot_sprout; qcom; es_ES; 183982986)",
"Mozilla/5.0 (Linux; Android 7.0; Q8S6IN4G) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/75.0.0.0 Mobile Safari/537.36",
"Mozilla/5.0 (iPhone; CPU iPhone OS 10_3_4 like Mac OS X) AppleWebKit/603.1.0 (KHTML, like Gecko) CriOS/69.0.0.0 Mobile/14G61 Safari/602.1",
"Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/78.0.0.0 Safari/537.36 OPR/65.0.0.0 (Edition Yx 02)",
"Mozilla/5.0 (Linux; Android 5.1.0; SM-J320F Build/LMY47V; wv) AppleWebKit/537.36 (KHTML, like Gecko) Version/4.0 Chrome/55.0.0.0 Mobile Safari/537.36 YandexSearch/8.05 YandexSearchBrowser/8.05",
"Mozilla/5.0 (Linux; U; Android 10; zh-cn; MIX 2S Build/QKQ1.190828.0) AppleWebKit/537.36 (KHTML, like Gecko) Version/4.0 Chrome/71.0.0.0 Mobile Safari/537.36 XiaoMi/MiuiBrowser/11.3.0",
"Mozilla/5.0 (Linux; Android 9; SM-G975F Build/PPR1.180610.0; wv) AppleWebKit/537.36 (KHTML, like Gecko) Version/4.0 Chrome/78.0.0.0 Mobile Safari/537.36 [LinkedInApp]",
"Mozilla/5.0 (Linux; Android 5.0.0; LG-H635 Build/LRX22G; wv) AppleWebKit/537.36 (KHTML, like Gecko) Version/4.0 Chrome/77.0.0.0 Mobile Safari/537.36 [FB_IAB/FB4A;FBAV/244.0.0.0.0;]",
"Mozilla/5.0 (iPhone; CPU iPhone OS 13_2_3 like Mac OS X) AppleWebKit/605.1.0 (KHTML, like Gecko) Mobile/15E148 [FBAN/FBIOS;FBDV/iPhone8,2;FBMD/iPhone;FBSN/iOS;FBSV/13.2.0;FBSS/3;FBID/phone;FBLC/en_US;FBOP/5;FBCR/Carrier]",
"Mozilla/5.0 (Linux; U; Android 9; ru-ru; POT-LX1 Build/HUAWEIPOT-LX1) AppleWebKit/537.36 (KHTML, like Gecko) Version/4.0 Chrome/78.0.0.0 Mobile Safari/537.36 Hawk/QuickBrowser/4.23.0.0",
"Mozilla/5.0 (Linux; Android 9; LYA-L29 Build/HUAWEILYA-L29; wv) AppleWebKit/537.36 (KHTML, like Gecko) Version/4.0 Chrome/78.0.0.0 Mobile Safari/537.36 Instagram 120.0.0.0.0 Android (28/9; 480dpi; 1080x2265; HUAWEI; LYA-L29; HWLYA; kirin980; en_GB; 183982986)",
"Mozilla/5.0 (iPhone; CPU iPhone OS 13_2_3 like Mac OS X) AppleWebKit/605.1.0 (KHTML, like Gecko) Mobile/15E148 Instagram 120.0.0.0.0 (iPhone11,6; iOS 13_2_3; es_CR; es-CR; scale=3.00; 1242x2688; 183492666)",
"Mozilla/5.0 (Linux; Android 8.1.0; DUB-LX1 Build/HUAWEIDUB-LX1; fr-fr) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/69.0.0.0 Mobile Safari/537.36 Puffin/7.8.0.0AP",
"Mozilla/5.0 (Linux; Android 9; vivo X21 Build/PKQ1.180819.0; wv) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/62.0.0.0 Mobile Safari/537.36 VivoBrowser/7.1.0.0",
"Mozilla/5.0 (iPhone; CPU iPhone OS 13_3 like Mac OS X) AppleWebKit/604.1.0 (KHTML, like Gecko) CriOS/64.0.0.0 Mobile/17C5046a Safari/604.1",
"Mozilla/5.0 (Linux; Android 7.0; LGLS992) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/77.0.0.0 Mobile Safari/537.36 OPR/55.0.0.0",
"Mozilla/5.0 (Linux; Android 5.0; P01M Build/LRX21V; wv) AppleWebKit/537.36 (KHTML, like Gecko) Version/4.0 Chrome/78.0.0.0 Safari/537.36 [FB_IAB/FB4A;FBAV/248.0.0.0.0;]",
"Mozilla/5.0 (iPad; CPU OS 13_2_3 like Mac OS X) AppleWebKit/605.1.0 (KHTML, like Gecko) Mobile/15E148 [FBAN/FBIOS;FBDV/iPad6,11;FBMD/iPad;FBSN/iOS;FBSV/13.2.0;FBSS/2;FBID/tablet;FBLC/pt_BR;FBOP/5;FBCR/]",
"Mozilla/5.0 (Linux; Android 7.0; SM-A510F Build/NRD90M) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/55.0.0.0 Mobile Safari/537.36 OPR/42.7.0.0",
"Mozilla/5.0 (Linux; Android 8.0.0; XT1635-01 Build/ODN27.76-12-30-8-1; wv) AppleWebKit/537.36 (KHTML, like Gecko) Version/4.0 Chrome/76.0.0.0 Mobile Safari/537.36 [FB_IAB/FB4A;FBAV/247.0.0.0.0;]",
"Mozilla/5.0 (Linux; U; Android 9; Infinix X604 Build/PPR1.180610.0; wv) AppleWebKit/537.36 (KHTML, like Gecko) Version/4.0 Chrome/78.0.0.0 Mobile Safari/537.36 OPR/44.1.0.0",
"Mozilla/5.0 (Linux; Android 9; Mi 9T Pro Build/PKQ1.181121.0) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/78.0.0.0 Mobile Safari/537.36",
"Mozilla/5.0 (Linux; Android 8.0.0; HTC U Ultra) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/79.0.0.0 Mobile Safari/537.36",
"Mozilla/5.0 (Linux; U; Android 6.0.0; id-id; Redmi Note 3 Build/MMB29M) AppleWebKit/537.36 (KHTML, like Gecko) Version/4.0 Chrome/71.0.0.0 Mobile Safari/537.36 XiaoMi/MiuiBrowser/11.2.0-g",
"Mozilla/5.0 (iPhone; CPU iPhone OS 13_1_3 like Mac OS X) AppleWebKit/605.1.0 (KHTML, like Gecko) Mobile/15E148 Instagram 120.0.0.0.0 (iPhone11,6; iOS 13_1_3; en_GB; en-GB; scale=3.00; 1242x2688; 183492666)",
"Mozilla/5.0 (iPhone; CPU iPhone OS 12_2 like Mac OS X) AppleWebKit/605.1.0 (KHTML, like Gecko) Mobile/15E148 [FBAN/FBIOS;FBDV/iPhone10,5;FBMD/iPhone;FBSN/iOS;FBSV/12.2;FBSS/3;FBID/phone;FBLC/en_US;FBOP/5;FBCR/Ooredoo TN]",
"Mozilla/5.0 (Linux; Android 7.0; BLN-L21 Build/HONORBLN-L21) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/78.0.0.0 Mobile Safari/537.36 OPT/2.0.0",
"Mozilla/5.0 (Linux; Android 4.4.0; en-au; SAMSUNG SM-P905 Build/KOT49H) AppleWebKit/537.36 (KHTML, like Gecko) Version/1.5 Chrome/28.0.0.0 Safari/537.36",
"Mozilla/5.0 (iPhone; CPU iPhone OS 13_0 like Mac OS X) AppleWebKit/605.1.0 (KHTML, like Gecko) Mobile/15E148 [FBAN/FBIOS;FBDV/iPhone9,3;FBMD/iPhone;FBSN/iOS;FBSV/13.0;FBSS/2;FBID/phone;FBLC/en_GB;FBOP/5;FBCR/Iliad]",
"Mozilla/5.0 (Linux; Android 9; MI 8 Build/PQ3A.190801.002; wv) AppleWebKit/537.36 (KHTML, like Gecko) Version/4.0 Chrome/75.0.0.0 Mobile Safari/537.36",
"Mozilla/5.0 (Linux; Android 9; SM-G973F Build/PPR1.180610.0; wv) AppleWebKit/537.36 (KHTML, like Gecko) Version/4.0 Chrome/78.0.0.0 Mobile Safari/537.36 Instagram 120.0.0.0.0 Android (28/9; 480dpi; 1080x2024; samsung; SM-G973F; beyond1; exynos9820; en_GB; 183982986)",
"Mozilla/5.0 (iPhone; CPU iPhone OS 12_4_2 like Mac OS X) AppleWebKit/605.1.0 (KHTML, like Gecko) Mobile/15E148 [FBAN/FBIOS;FBDV/iPhone7,2;FBMD/iPhone;FBSN/iOS;FBSV/12.4.0;FBSS/2;FBID/phone;FBLC/en_GB;FBOP/5;FBCR/Gibtel]",
"Mozilla/5.0 (Linux; Android 6.0; PSP3512DUO Build/MRA58K; wv) AppleWebKit/537.36 (KHTML, like Gecko) Version/4.0 Chrome/73.0.0.0 Mobile Safari/537.36 [FB_IAB/FB4A;FBAV/214.0.0.0.0;]",
"Mozilla/5.0 (iPhone; CPU iPhone OS 12_4_2 like Mac OS X) AppleWebKit/605.1.0 (KHTML, like Gecko) Mobile/15E148 Instagram 119.0.0.0.0 (iPad4,4; iOS 12_4_2; en_GB; en-GB; scale=2.00; 1334x750; 182257141)",
"Mozilla/5.0 (Linux; Android 10; Redmi K20 Pro Build/QKQ1.190825.0; wv) AppleWebKit/537.36 (KHTML, like Gecko) Version/4.0 Chrome/74.0.0.0 Mobile Safari/537.36",
"Mozilla/5.0 (Linux; Android 9; LLD-AL20 Build/HONORLLD-AL20; wv) AppleWebKit/537.36 (KHTML, like Gecko) Version/4.0 Chrome/72.0.0.0 Mobile Safari/537.36",
"Mozilla/5.0 (Linux; Android 6.0.0; SM-A700K) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/78.0.0.0 Mobile Safari/537.36",
"Mozilla/5.0 (Linux; Android 7.0; TRT-LX3 Build/HUAWEITRT-LX3; wv) AppleWebKit/537.36 (KHTML, like Gecko) Version/4.0 Chrome/77.0.0.0 Mobile Safari/537.36 [FB_IAB/FB4A;FBAV/242.0.0.0.0;]",
"Mozilla/5.0 (Linux; Android 7.1.0; E6853 Build/32.4.A.0.160) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/72.0.0.0 Mobile Safari/537.36 OPR/51.1.0.0",
"Mozilla/5.0 (Linux; Android 9; GT-I9195) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/78.0.0.0 Mobile Safari/537.36",
"Mozilla/5.0 (iPhone; CPU iPhone OS 13_2_3 like Mac OS X) AppleWebKit/605.1.0 (KHTML, like Gecko) Mobile/15E148 [FBAN/FBIOS;FBDV/iPhone8,2;FBMD/iPhone;FBSN/iOS;FBSV/13.2.0;FBSS/3;FBID/phone;FBLC/en_US;FBOP/5;FBCR/DOCOMO PACIFIC]",
"Opera/9.80 (Android; Opera Mini/7.5.0/108.150; U; en) Presto/2.12.0 480x800 Android",
"Mozilla/5.0 (Linux; Android 4.4.0; SM-T311 Build/KOT49H) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/64.0.0.0 Safari/537.36",
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]
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