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319666faa8
Integration of the SignUpFormRuleset (Fathom) New preferences: signon.signupDetection.enabled and signon.signupDetection.confidenceThreshold Differential Revision: https://phabricator.services.mozilla.com/D169503
566 lines
20 KiB
JavaScript
566 lines
20 KiB
JavaScript
/* This Source Code Form is subject to the terms of the Mozilla Public
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* License, v. 2.0. If a copy of the MPL was not distributed with this
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* file, You can obtain one at http://mozilla.org/MPL/2.0/. */
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/**
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* Machine learning model for identifying sign up scenario forms
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*/
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"use strict";
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const EXPORTED_SYMBOLS = ["SignUpFormRuleset"];
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const {
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dom,
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out,
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rule,
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ruleset,
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score,
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type,
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element,
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utils: { isVisible, attributesMatch, min, setDefault },
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clusters: { euclidean },
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} = ChromeUtils.importESModule(
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"resource://gre/modules/third_party/fathom/fathom.mjs"
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);
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const DEVELOPMENT = false;
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/**
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* --- START OF RULESET ---
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*/
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const coefficients = {
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signup: new Map([
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["formMethodIsPost", -0.7543129920959473],
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["formAttributesMatchRegisterRegex", 1.7264184951782227],
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["formAttributesMatchLoginRegex", -0.9329696297645569],
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["formAttributesMatchNewsletterRegex", -2.206372022628784],
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["formHasAcNewPassword", 1.5736613273620605],
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["formHasAcCurrentPassword", -0.12390841543674469],
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["formHasAcEmail", 0.6157014966011047],
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["formHasAcUsername", -0.7274730801582336],
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["formHasAcTel", -1.1380716562271118],
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["formHasEmailField", 1.7712397575378418],
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["formHasUsernameField", 1.311736822128296],
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["formHasPasswordField", 1.3901746273040771],
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["formHasEmailAndExtraNameField", 1.0147123336791992],
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["formHasFirstOrLastNameFields", 0.6080058217048645],
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["formHasBirthdayFields", 1.2841497659683228],
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["formHasPhoneField", 0.8433054685592651],
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["formHasRegisterButton", 1.1531426906585693],
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["formHasLoginButton", -1.1045818328857422],
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["formHasSubscribeButton", -2.290463447570801],
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["formHasContinueButton", 2.2985446453094482],
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["closestElementIsEmailLabelLike", 0.7776230573654175],
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["closestElementIsNewPasswordLabelLike", 0.814133882522583],
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["formHasTermsAndConditionsCheckbox", 0.6034160852432251],
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["formHasRememberMeCheckbox", -2.623626470565796],
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["formHasSubcriptionCheckbox", 0.5114848613739014],
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["docTitleMatchesRegisterRegex", 1.2882719039916992],
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["docTitleMatchesEditProfileRegex", -2.381089687347412],
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["docHasRegisterOrPasswordForgottenHyperlink", -1.792033076286316],
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["docHasLoginHyperlink", -0.621324896812439],
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["closestHeaderMatchesRegisterRegex", 1.826246738433838],
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["closestHeaderMatchesLoginRegex", -0.7161067128181458],
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["closestHeaderMatchesNewsletterRegex", -1.6708611249923706],
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]),
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};
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const biases = [["signup", -2.210782766342163]];
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const loginRegex = /login|log-in|log_in|log in|signon|sign-on|sign_on|sign on|signin|sign-in|sign_in|sign in|einloggen|anmelden|logon|log-on|lgon_on|log on|Войти|ورود|登录|Přihlásit se|Přihlaste|Авторизоваться|Авторизация|entrar|ログイン|로그인|inloggen|Συνδέσου|accedi|ログオン|Giriş Yap|登入|connecter|connectez-vous|Connexion|Вход|inicia|inloggen/gi;
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const registerRegex = /create|regist[a-z]|sign up|signup|sign-up|sign_up|join|new|登録|neu|erstellen|choose|設定|신규|Créer|Nouveau|baru|nouă|nieuw|create[a-zA-Z\s]+account|activate[a-zA-Z\s]+account|Zugang anlegen|Angaben prüfen|Konto erstellen|ثبت نام|登録|注册|cadastr|Зарегистрироваться|Регистрация|Bellige alynmak|تسجيل|ΕΓΓΡΑΦΗΣ|Εγγραφή|Créer mon compte|Créer un compte|Mendaftar|가입하기|inschrijving|Zarejestruj się|Deschideți un cont|Создать аккаунт|ร่วม|Üye Ol|ساخت حساب کاربری|Schrijf je|S'inscrire/gi;
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const emailRegex = /mail/gi;
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const usernameRegex = /user|name|member/gi;
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const newPasswordRegex = /new|create/gi;
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//const confirmAttrRegex = /confirm|retype|again|bevestigen|wiederhol|repeat|confirmation|verify|retype|repite|確認|の確認|تکرار|re-enter|확인|bevestigen|Повторите|tassyklamak|再次输入|ještě jednou|gentag|re-type|Répéter|conferma|Repetaţi|reenter|再入力|재입력|Ulangi|Bekræft/gi;
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const nameRegex = /first|last|middle/gi;
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const birthdateRegex = /birth|year|yyyy/gi;
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const phoneRegex = /phone|mobile|tel|number/gi;
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const newsletterRegex = /subscri|newsletter|trial|offer|information|angebote|probe|ニュースレター|abonn[a-z]/gi;
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const termsAndConditionsRegex = /accept|agree|read|terms|condition|rules|policy|privacy|akzeptier|gelesen|nutzungbedingungen|AGB|términos|condiciones|/gi;
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const pwForgottenRegex = /forgot|reset|set password|vergessen|vergeten|oublié|dimenticata|Esqueceu|esqueci|Забыли|忘记|找回|Zapomenuté|lost|忘れた|忘れられた|忘れの方|재설정|찾기|help|فراموشی| را فراموش کرده اید|Восстановить|Unuttu|perdus|重新設定|recover|remind|request|restore|trouble|olvidada/gi;
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const continueRegex = /continue|go on|weiter|fortfahren|ga verder|next|continuar/gi;
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const rememberMeRegex = /remember|stay|speichern|merken|bleiben|auto_login|auto-login|auto login|ricordami|manter|mantenha|savelogin|keep me logged in|keep me signed in|save email address|save id|stay signed in|次回からログオンIDの入力を省略する|メールアドレスを保存する|を保存|아이디저장|아이디 저장|로그인 상태 유지|lembrar|mantenha-me conectado|Запомни меня|запомнить меня|Запомните меня|Не спрашивать в следующий раз|下次自动登录|记住我|recordar/gi;
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const alreadySignedUpRegex = /already|bereits|schon|ya tienes cuenta/gi;
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const editProfile = /edit|profile/gi;
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function createRuleset(coeffs, biases) {
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let elementToSelectors;
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/**
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* Check document characteristics
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*/
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function docHasLoginHyperlink(fnode) {
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const links = getElementDescendants(fnode.element.ownerDocument, "a");
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return links.some(
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link =>
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checkValueAgainstRegex(link.innerText, loginRegex) ||
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checkValueAgainstRegex(link.innerText, alreadySignedUpRegex)
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);
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}
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function docHasRegisterOrPasswordForgottenHyperlink(fnode) {
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const links = getElementDescendants(fnode.element.ownerDocument, "a");
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return links.some(
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link =>
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checkValueAgainstRegex(link.innerText, registerRegex) ||
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checkValueAgainstRegex(link.innerText, pwForgottenRegex)
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);
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}
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function docTitleMatchesRegisterRegex(fnode) {
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const docTitle = fnode.element.ownerDocument.title;
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return checkValueAgainstRegex(docTitle, registerRegex);
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}
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function docTitleMatchesEditProfileRegex(fnode) {
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const docTitle = fnode.element.ownerDocument.title;
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return checkValueAgainstRegex(docTitle, editProfile);
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}
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/**
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* Check header
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*/
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function closestHeaderMatchesLoginRegex(fnode) {
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return (
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headerInFormMatchesRegex(fnode.element, loginRegex) ||
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closestHeaderAboveMatchesRegex(fnode.element, loginRegex)
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);
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}
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function closestHeaderMatchesRegisterRegex(fnode) {
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return (
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headerInFormMatchesRegex(fnode.element, registerRegex) ||
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closestHeaderAboveMatchesRegex(fnode.element, registerRegex)
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);
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}
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function closestHeaderMatchesNewsletterRegex(fnode) {
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return (
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headerInFormMatchesRegex(fnode.element, newsletterRegex) ||
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closestHeaderAboveMatchesRegex(fnode.element, newsletterRegex)
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);
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}
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/**
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* Check Checkboxes
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*/
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function formHasRememberMeCheckbox(fnode) {
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return checkboxInFormMatchesRegex(fnode.element, rememberMeRegex);
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}
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function formHasSubcriptionCheckbox(fnode) {
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return checkboxInFormMatchesRegex(fnode.element, newsletterRegex);
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}
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function formHasTermsAndConditionsCheckbox(fnode) {
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return checkboxInFormMatchesRegex(fnode.element, termsAndConditionsRegex);
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}
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/**
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* Check input fields
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*/
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function formHasPhoneField(fnode) {
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return formContainsRegexMatchingElement(fnode.element, "input", phoneRegex);
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}
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function formHasBirthdayFields(fnode) {
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return formContainsRegexMatchingElement(
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fnode.element,
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"input,select",
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birthdateRegex
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);
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}
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function formHasFirstOrLastNameFields(fnode) {
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return formContainsRegexMatchingElement(fnode.element, "input", nameRegex);
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}
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function formHasEmailAndExtraNameField(fnode) {
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const possibleFields = getElementDescendants(
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fnode.element,
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"input[type=email],input[type=text]"
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);
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let containsEmail = false;
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let containsAnyName = false;
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for (const field of possibleFields) {
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if (
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attributesMatch(
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field,
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attr => checkValueAgainstRegex(attr, emailRegex),
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["id", "name", "className", "placeholder"]
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)
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) {
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if (containsAnyName) {
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return true;
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} else if (!containsEmail) {
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containsEmail = true;
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}
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} else if (
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attributesMatch(
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field,
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attr =>
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checkValueAgainstRegex(attr, usernameRegex) ||
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checkValueAgainstRegex(attr, nameRegex)
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)
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) {
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if (containsEmail) {
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return true;
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} else if (!containsAnyName) {
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containsAnyName = true;
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}
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}
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}
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return false;
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}
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function formHasEmailField(fnode) {
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return atLeastOne(getEmailInputElements(fnode.element));
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}
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function formHasUsernameField(fnode) {
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return formContainsRegexMatchingElement(
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fnode.element,
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"input",
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usernameRegex
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);
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}
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function formHasPasswordField(fnode) {
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return checkInputFieldsForAttr(fnode.element, "type=password");
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}
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/**
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* Check autocomplete values
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*/
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function formHasAcUsername(fnode) {
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return checkInputFieldsForAttr(fnode.element, "autocomplete=username");
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}
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function formHasAcEmail(fnode) {
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return checkInputFieldsForAttr(fnode.element, "autocomplete=email");
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}
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function formHasAcCurrentPassword(fnode) {
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return checkInputFieldsForAttr(
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fnode.element,
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"autocomplete=current-password"
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);
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}
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function formHasAcNewPassword(fnode) {
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return checkInputFieldsForAttr(fnode.element, "autocomplete=new-password");
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}
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function formHasAcTel(fnode) {
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return checkInputFieldsForAttr(fnode.element, "autocomplete*=tel");
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}
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/**
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* Check labels
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*/
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function closestElementIsNewPasswordLabelLike(fnode) {
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const passwordFields = getElementDescendants(
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fnode.element,
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"input[type=password][autocomplete=new-password]"
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);
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return closestElementIsRegexMatchingLabel(passwordFields, newPasswordRegex);
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}
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function closestElementIsEmailLabelLike(fnode) {
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const emailFields = getEmailInputElements(fnode.element);
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return closestElementIsRegexMatchingLabel(emailFields, emailRegex);
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}
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/**
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* Check buttons
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*/
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function formHasRegisterButton(fnode) {
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const buttons = getButtons(fnode.element);
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return buttons.some(button =>
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checkValueAgainstRegex(button.innerText, registerRegex)
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);
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}
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function formHasLoginButton(fnode) {
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const buttons = getButtons(fnode.element);
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return buttons.some(button =>
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checkValueAgainstRegex(button.innerText, loginRegex)
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);
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}
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function formHasContinueButton(fnode) {
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const buttons = getButtons(fnode.element);
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return buttons.some(button =>
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checkValueAgainstRegex(button.innerText, continueRegex)
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);
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}
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function formHasSubscribeButton(fnode) {
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const buttons = getButtons(fnode.element);
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return buttons.some(button =>
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checkValueAgainstRegex(button.innerText, newsletterRegex)
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);
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}
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/**
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* Check form attributes
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*/
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function formAttributesMatchRegisterRegex(fnode) {
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return attributesMatch(
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fnode.element,
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attr => checkValueAgainstRegex(attr, registerRegex),
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["action", "id", "name", "className"]
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);
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}
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function formAttributesMatchLoginRegex(fnode) {
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return attributesMatch(
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fnode.element,
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attr => checkValueAgainstRegex(attr, loginRegex),
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["action", "id", "name", "className"]
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);
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}
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function formAttributesMatchNewsletterRegex(fnode) {
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return attributesMatch(fnode.element, attr =>
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checkValueAgainstRegex(attr, newsletterRegex)
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);
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}
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function formMethodIsPost(fnode) {
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return fnode.element.method === "post";
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}
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/**
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* HELPER FUNCTIONS
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*/
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function closestElementIsRegexMatchingLabel(elements, regexExp) {
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return elements.some(elem => {
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const previousElem = elem.previousElementSibling;
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const closestLabel = closestSelectorElementWithinElement(
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elem,
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previousElem,
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"label"
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);
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return (
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closestLabel && checkValueAgainstRegex(closestLabel.innerText, regexExp)
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);
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});
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}
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function formContainsRegexMatchingElement(element, selector, regexExp) {
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const matchingElements = getElementDescendants(element, selector);
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return matchingElements.some(elem =>
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attributesMatch(elem, attr => checkValueAgainstRegex(attr, regexExp))
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);
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}
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function checkInputFieldsForAttr(element, attr) {
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return atLeastOne(getElementDescendants(element, `input[${attr}]`));
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}
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function headerInFormMatchesRegex(element, regexExp) {
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const headers = getElementDescendants(
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element,
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"h1,h2,h3,h4,h5,h6,div[class*=heading],div[class*=header],div[class*=title],header"
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);
|
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return headers.some(head =>
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checkValueAgainstRegex(head.innerText, regexExp)
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);
|
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}
|
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function checkboxInFormMatchesRegex(element, regexExp) {
|
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const checkboxes = getElementDescendants(element, "input[type=checkbox]");
|
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return checkboxes.some(box =>
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attributesMatch(box, attr => checkValueAgainstRegex(attr, regexExp))
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);
|
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}
|
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function getEmailInputElements(element) {
|
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const possibleEmailFields = getElementDescendants(element, "input");
|
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return possibleEmailFields.filter(field => {
|
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return attributesMatch(
|
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field,
|
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attr => checkValueAgainstRegex(attr, emailRegex),
|
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["type", "id", "name", "className", "placeholder", "innerText"]
|
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);
|
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});
|
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}
|
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function getButtons(element) {
|
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return getElementDescendants(
|
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element,
|
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"button,input[type=submit],input[type=button]"
|
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);
|
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}
|
||
function getElementDescendants(element, selector) {
|
||
const selectorToDescendants = setDefault(
|
||
elementToSelectors,
|
||
element,
|
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() => new Map()
|
||
);
|
||
|
||
return setDefault(
|
||
selectorToDescendants, // eslint-disable-line prettier/prettier
|
||
selector,
|
||
() => Array.from(element.querySelectorAll(selector))
|
||
);
|
||
}
|
||
function clearCache() {
|
||
elementToSelectors = new WeakMap();
|
||
}
|
||
function closestSelectorElementWithinElement(
|
||
toElement,
|
||
withinElement,
|
||
querySelector
|
||
) {
|
||
if (withinElement) {
|
||
let matchingElements = Array.from(
|
||
withinElement.querySelectorAll(querySelector)
|
||
);
|
||
if (matchingElements.length) {
|
||
return min(matchingElements, match => euclidean(match, toElement));
|
||
}
|
||
}
|
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return null;
|
||
}
|
||
function closestHeaderAboveMatchesRegex(element, regex) {
|
||
const closestHeader = closestElementAbove(
|
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element,
|
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"h1,h2,h3,h4,h5,h6,div[class*=heading],div[class*=header],div[class*=title],header"
|
||
);
|
||
|
||
if (closestHeader == null) {
|
||
return false;
|
||
}
|
||
return checkValueAgainstRegex(closestHeader.innerText, regex);
|
||
}
|
||
function closestElementAbove(element, selector) {
|
||
let elements = Array.from(
|
||
getElementDescendants(element.ownerDocument, selector)
|
||
);
|
||
for (let i = elements.length - 1; i >= 0; --i) {
|
||
if (
|
||
element.compareDocumentPosition(elements[i]) &
|
||
Node.DOCUMENT_POSITION_PRECEDING
|
||
) {
|
||
return elements[i];
|
||
}
|
||
}
|
||
return null;
|
||
}
|
||
|
||
function checkValueAgainstRegex(value, regexExp) {
|
||
const lowerCaseValue = value ? value.toLowerCase() : "";
|
||
return regexExp.test(lowerCaseValue);
|
||
}
|
||
function atLeastOne(iter) {
|
||
return iter.length >= 1;
|
||
}
|
||
|
||
const rules = ruleset(
|
||
[
|
||
rule(
|
||
DEVELOPMENT ? dom("form").when(isVisible) : element("form"),
|
||
type("form").note(clearCache)
|
||
),
|
||
|
||
// Check form attributes
|
||
rule(type("form"), score(formAttributesMatchRegisterRegex), {
|
||
name: "formAttributesMatchRegisterRegex",
|
||
}),
|
||
rule(type("form"), score(formMethodIsPost), { name: "formMethodIsPost" }),
|
||
rule(type("form"), score(formAttributesMatchLoginRegex), {
|
||
name: "formAttributesMatchLoginRegex",
|
||
}),
|
||
rule(type("form"), score(formAttributesMatchNewsletterRegex), {
|
||
name: "formAttributesMatchNewsletterRegex",
|
||
}),
|
||
// Check autocomplete attributes
|
||
rule(type("form"), score(formHasAcCurrentPassword), {
|
||
name: "formHasAcCurrentPassword",
|
||
}),
|
||
rule(type("form"), score(formHasAcNewPassword), {
|
||
name: "formHasAcNewPassword",
|
||
}),
|
||
rule(type("form"), score(formHasAcTel), {
|
||
name: "formHasAcTel",
|
||
}),
|
||
rule(type("form"), score(formHasAcUsername), {
|
||
name: "formHasAcUsername",
|
||
}),
|
||
rule(type("form"), score(formHasAcEmail), {
|
||
name: "formHasAcEmail",
|
||
}),
|
||
// Check input fields
|
||
rule(type("form"), score(formHasEmailField), {
|
||
name: "formHasEmailField",
|
||
}),
|
||
rule(type("form"), score(formHasUsernameField), {
|
||
name: "formHasUsernameField",
|
||
}),
|
||
rule(type("form"), score(formHasEmailAndExtraNameField), {
|
||
name: "formHasEmailAndExtraNameField",
|
||
}),
|
||
rule(type("form"), score(formHasPasswordField), {
|
||
name: "formHasPasswordField",
|
||
}),
|
||
rule(type("form"), score(formHasFirstOrLastNameFields), {
|
||
name: "formHasFirstOrLastNameFields",
|
||
}),
|
||
rule(type("form"), score(formHasBirthdayFields), {
|
||
name: "formHasBirthdayFields",
|
||
}),
|
||
rule(type("form"), score(formHasPhoneField), {
|
||
name: "formHasPhoneField",
|
||
}),
|
||
// Check buttons
|
||
rule(type("form"), score(formHasRegisterButton), {
|
||
name: "formHasRegisterButton",
|
||
}),
|
||
rule(type("form"), score(formHasLoginButton), {
|
||
name: "formHasLoginButton",
|
||
}),
|
||
rule(type("form"), score(formHasContinueButton), {
|
||
name: "formHasContinueButton",
|
||
}),
|
||
rule(type("form"), score(formHasSubscribeButton), {
|
||
name: "formHasSubscribeButton",
|
||
}),
|
||
// Check labels
|
||
rule(type("form"), score(closestElementIsEmailLabelLike), {
|
||
name: "closestElementIsEmailLabelLike",
|
||
}),
|
||
rule(type("form"), score(closestElementIsNewPasswordLabelLike), {
|
||
name: "closestElementIsNewPasswordLabelLike",
|
||
}),
|
||
// Check checkboxes
|
||
rule(type("form"), score(formHasTermsAndConditionsCheckbox), {
|
||
name: "formHasTermsAndConditionsCheckbox",
|
||
}),
|
||
rule(type("form"), score(formHasRememberMeCheckbox), {
|
||
name: "formHasRememberMeCheckbox",
|
||
}),
|
||
rule(type("form"), score(formHasSubcriptionCheckbox), {
|
||
name: "formHasSubcriptionCheckbox",
|
||
}),
|
||
// Check header
|
||
rule(type("form"), score(closestHeaderMatchesRegisterRegex), {
|
||
name: "closestHeaderMatchesRegisterRegex",
|
||
}),
|
||
rule(type("form"), score(closestHeaderMatchesLoginRegex), {
|
||
name: "closestHeaderMatchesLoginRegex",
|
||
}),
|
||
rule(type("form"), score(closestHeaderMatchesNewsletterRegex), {
|
||
name: "closestHeaderMatchesNewsletterRegex",
|
||
}),
|
||
// Check doc characteristics
|
||
rule(type("form"), score(docTitleMatchesRegisterRegex), {
|
||
name: "docTitleMatchesRegisterRegex",
|
||
}),
|
||
rule(type("form"), score(docTitleMatchesEditProfileRegex), {
|
||
name: "docTitleMatchesEditProfileRegex",
|
||
}),
|
||
rule(type("form"), score(docHasLoginHyperlink), {
|
||
name: "docHasLoginHyperlink",
|
||
}),
|
||
rule(type("form"), score(docHasRegisterOrPasswordForgottenHyperlink), {
|
||
name: "docHasRegisterOrPasswordForgottenHyperlink",
|
||
}),
|
||
rule(type("form"), out("form")),
|
||
],
|
||
coeffs,
|
||
biases
|
||
);
|
||
return rules;
|
||
}
|
||
|
||
/**
|
||
* --- END OF RULESET ---
|
||
*/
|
||
|
||
const SignUpFormRuleset = {
|
||
type: "form",
|
||
rules: createRuleset([...coefficients.signup], biases),
|
||
};
|