{"id":16626,"date":"2023-04-09T23:22:29","date_gmt":"2023-04-09T19:52:29","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/best-ways-to-strip-punctuation-from-strings-in-python-and-javascript-14j7\/"},"modified":"2023-04-09T23:22:29","modified_gmt":"2023-04-09T19:52:29","slug":"best-ways-to-strip-punctuation-from-strings-in-python-and-javascript-14j7","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/best-ways-to-strip-punctuation-from-strings-in-python-and-javascript-14j7\/","title":{"rendered":"\u0628\u0647\u062a\u0631\u06cc\u0646 \u0631\u0648\u0634\u200c\u0647\u0627 \u0628\u0631\u0627\u06cc \u062d\u0630\u0641 \u0639\u0644\u0627\u0626\u0645 \u0646\u0642\u0637\u0647\u200c\u06af\u0630\u0627\u0631\u06cc \u0627\u0632 \u0631\u0634\u062a\u0647\u200c\u0647\u0627 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0648 \u062c\u0627\u0648\u0627 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a"},"content":{"rendered":"<div data-article-id=\"1430854\" id=\"article-body\">\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_84 counter-hierarchy ez-toc-counter-rtl ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/nabfollower.com\/blog\/best-ways-to-strip-punctuation-from-strings-in-python-and-javascript-14j7\/#%DA%86%D8%B1%D8%A7_%D8%A8%D8%A7%DB%8C%D8%AF_%D8%B9%D9%84%D8%A7%D8%A6%D9%85_%D9%86%DA%AF%D8%A7%D8%B1%D8%B4%DB%8C_%D8%B1%D8%A7_%D8%AD%D8%B0%D9%81_%DA%A9%D9%86%DB%8C%D8%AF%D8%9F\" >\u0686\u0631\u0627 \u0628\u0627\u06cc\u062f \u0639\u0644\u0627\u0626\u0645 \u0646\u06af\u0627\u0631\u0634\u06cc \u0631\u0627 \u062d\u0630\u0641 \u06a9\u0646\u06cc\u062f\u061f<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/nabfollower.com\/blog\/best-ways-to-strip-punctuation-from-strings-in-python-and-javascript-14j7\/#%D8%A7%D9%87%D9%85%DB%8C%D8%AA_%D8%AD%D8%B0%D9%81_%D8%B9%D9%84%D8%A7%D8%A6%D9%85_%D9%86%DA%AF%D8%A7%D8%B1%D8%B4%DB%8C\" >\u0627\u0647\u0645\u06cc\u062a \u062d\u0630\u0641 \u0639\u0644\u0627\u0626\u0645 \u0646\u06af\u0627\u0631\u0634\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/nabfollower.com\/blog\/best-ways-to-strip-punctuation-from-strings-in-python-and-javascript-14j7\/#%DA%86%D8%A7%D9%84%D8%B4_%D9%87%D8%A7_%D8%AF%D8%B1_%D8%AD%D8%B0%D9%81_%D8%B9%D9%84%D8%A7%D8%A6%D9%85_%D9%86%DA%AF%D8%A7%D8%B1%D8%B4%DB%8C\" >\u0686\u0627\u0644\u0634 \u0647\u0627 \u062f\u0631 \u062d\u0630\u0641 \u0639\u0644\u0627\u0626\u0645 \u0646\u06af\u0627\u0631\u0634\u06cc<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/nabfollower.com\/blog\/best-ways-to-strip-punctuation-from-strings-in-python-and-javascript-14j7\/#%D9%BE%D8%A7%DB%8C%D8%AA%D9%88%D9%86_%D8%AD%D8%B0%D9%81_%D8%B9%D9%84%D8%A7%D8%A6%D9%85_%D9%86%DA%AF%D8%A7%D8%B1%D8%B4%DB%8C\" >\u067e\u0627\u06cc\u062a\u0648\u0646: \u062d\u0630\u0641 \u0639\u0644\u0627\u0626\u0645 \u0646\u06af\u0627\u0631\u0634\u06cc<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/nabfollower.com\/blog\/best-ways-to-strip-punctuation-from-strings-in-python-and-javascript-14j7\/#%D8%B1%D9%88%D8%B4_1_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%A7%D8%B2_strtranslate_%D9%88_stringpunctuation\" >\u0631\u0648\u0634 1: \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 str.translate() \u0648 string.punctuation<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/nabfollower.com\/blog\/best-ways-to-strip-punctuation-from-strings-in-python-and-javascript-14j7\/#%D8%B1%D9%88%D8%B4_2_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%A7%D8%B2_%D8%AF%D8%B1%DA%A9_%D9%81%D9%87%D8%B1%D8%B3%D8%AA_string_punctuation\" >\u0631\u0648\u0634 2: \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0631\u06a9 \u0641\u0647\u0631\u0633\u062a (string. punctuation)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/nabfollower.com\/blog\/best-ways-to-strip-punctuation-from-strings-in-python-and-javascript-14j7\/#%D8%B1%D9%88%D8%B4_3_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%A7%D8%B2_%D9%85%D8%A7%DA%98%D9%88%D9%84_re_%D8%B9%D8%A8%D8%A7%D8%B1%D8%A7%D8%AA_%D9%85%D9%86%D8%B8%D9%85\" >\u0631\u0648\u0634 3: \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u0627\u0698\u0648\u0644 re (\u0639\u0628\u0627\u0631\u0627\u062a \u0645\u0646\u0638\u0645)<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/nabfollower.com\/blog\/best-ways-to-strip-punctuation-from-strings-in-python-and-javascript-14j7\/#%D8%AC%D8%A7%D9%88%D8%A7_%D8%A7%D8%B3%DA%A9%D8%B1%DB%8C%D9%BE%D8%AA_%D8%AD%D8%B0%D9%81_%D8%B9%D9%84%D8%A7%D8%A6%D9%85_%D9%86%D9%82%D8%B7%D9%87_%DA%AF%D8%B0%D8%A7%D8%B1%DB%8C\" >\u062c\u0627\u0648\u0627 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a: \u062d\u0630\u0641 \u0639\u0644\u0627\u0626\u0645 \u0646\u0642\u0637\u0647 \u06af\u0630\u0627\u0631\u06cc<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/nabfollower.com\/blog\/best-ways-to-strip-punctuation-from-strings-in-python-and-javascript-14j7\/#%D8%B1%D9%88%D8%B4_1_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%A7%D8%B2_%D8%B9%D8%A8%D8%A7%D8%B1%D8%A7%D8%AA_%D9%85%D9%86%D8%B8%D9%85\" >\u0631\u0648\u0634 1: \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0639\u0628\u0627\u0631\u0627\u062a \u0645\u0646\u0638\u0645<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/nabfollower.com\/blog\/best-ways-to-strip-punctuation-from-strings-in-python-and-javascript-14j7\/#%D8%B1%D9%88%D8%B4_2_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%A7%D8%B2_Arrayprototypefilter_%D9%88_Arrayprototypejoin\" >\u0631\u0648\u0634 2: \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Array.prototype.filter() \u0648 Array.prototype.join()<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/nabfollower.com\/blog\/best-ways-to-strip-punctuation-from-strings-in-python-and-javascript-14j7\/#%D9%85%D9%88%D8%A7%D8%B1%D8%AF_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%AF%D8%B1_%D8%AF%D9%86%DB%8C%D8%A7%DB%8C_%D9%88%D8%A7%D9%82%D8%B9%DB%8C\" >\u0645\u0648\u0627\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/nabfollower.com\/blog\/best-ways-to-strip-punctuation-from-strings-in-python-and-javascript-14j7\/#%D9%85%D9%88%D8%B1%D8%AF_1_%D8%AA%D8%AD%D9%84%DB%8C%D9%84_%D8%A7%D8%AD%D8%B3%D8%A7%D8%B3%D8%A7%D8%AA\" >\u0645\u0648\u0631\u062f 1: \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/nabfollower.com\/blog\/best-ways-to-strip-punctuation-from-strings-in-python-and-javascript-14j7\/#%D9%85%D9%88%D8%B1%D8%AF_2_%D8%AE%D8%B1%D8%A7%D8%B4_%D8%AF%D8%A7%D8%AF%D9%86_%D9%88%D8%A8\" >\u0645\u0648\u0631\u062f 2: \u062e\u0631\u0627\u0634 \u062f\u0627\u062f\u0646 \u0648\u0628<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/nabfollower.com\/blog\/best-ways-to-strip-punctuation-from-strings-in-python-and-javascript-14j7\/#%D9%85%D9%88%D8%B1%D8%AF_3_%D9%BE%DB%8C%D8%B4_%D9%BE%D8%B1%D8%AF%D8%A7%D8%B2%D8%B4_%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7\" >\u0645\u0648\u0631\u062f 3: \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/nabfollower.com\/blog\/best-ways-to-strip-punctuation-from-strings-in-python-and-javascript-14j7\/#%D9%86%D8%AA%DB%8C%D8%AC%D9%87\" >\u0646\u062a\u06cc\u062c\u0647<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%DA%86%D8%B1%D8%A7_%D8%A8%D8%A7%DB%8C%D8%AF_%D8%B9%D9%84%D8%A7%D8%A6%D9%85_%D9%86%DA%AF%D8%A7%D8%B1%D8%B4%DB%8C_%D8%B1%D8%A7_%D8%AD%D8%B0%D9%81_%DA%A9%D9%86%DB%8C%D8%AF%D8%9F\"><\/span>\u0686\u0631\u0627 \u0628\u0627\u06cc\u062f \u0639\u0644\u0627\u0626\u0645 \u0646\u06af\u0627\u0631\u0634\u06cc \u0631\u0627 \u062d\u0630\u0641 \u06a9\u0646\u06cc\u062f\u061f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u06a9\u0627\u0631\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u062a\u0646\u060c \u0627\u063a\u0644\u0628 \u0644\u0627\u0632\u0645 \u0627\u0633\u062a \u06a9\u0647 \u0639\u0644\u0627\u0626\u0645 \u0646\u0642\u0637\u0647 \u06af\u0630\u0627\u0631\u06cc \u0631\u0627 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\u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u0646 \u06a9\u0627\u0648\u06cc \u0645\u062e\u062a\u0644 \u06a9\u0646\u0646\u062f.  \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0631\u0627\u0647\u200c\u0647\u0627 \u0628\u0631\u0627\u06cc \u062d\u0630\u0641 \u0646\u0634\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u0646\u0642\u0637\u0647\u200c\u06af\u0630\u0627\u0631\u06cc \u0627\u0632 \u06cc\u06a9 \u0631\u0634\u062a\u0647 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0648 \u062c\u0627\u0648\u0627 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u06a9\u0627\u0631\u0622\u0645\u062f\u062a\u0631\u06cc\u0646 \u0648 \u067e\u0631\u06a9\u0627\u0631\u0628\u0631\u062f\u062a\u0631\u06cc\u0646 \u0631\u0648\u0634\u200c\u0647\u0627\u060c \u0645\u062b\u0627\u0644\u200c\u0647\u0627\u06cc \u06a9\u062f \u0648 \u0645\u0648\u0627\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0631\u0627 \u0645\u0648\u0631\u062f \u0628\u062d\u062b \u0642\u0631\u0627\u0631 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D8%A7%D9%87%D9%85%DB%8C%D8%AA_%D8%AD%D8%B0%D9%81_%D8%B9%D9%84%D8%A7%D8%A6%D9%85_%D9%86%DA%AF%D8%A7%D8%B1%D8%B4%DB%8C\"><\/span>\u0627\u0647\u0645\u06cc\u062a \u062d\u0630\u0641 \u0639\u0644\u0627\u0626\u0645 \u0646\u06af\u0627\u0631\u0634\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062d\u0630\u0641 \u0639\u0644\u0627\u0626\u0645 \u0646\u06af\u0627\u0631\u0634\u06cc \u062f\u0631 \u0686\u0646\u062f\u06cc\u0646 \u0645\u0648\u0642\u0639\u06cc\u062a \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645 \u0627\u0633\u062a:<\/p>\n<ol>\n<li>\n<p><strong>\u0639\u0627\u062f\u06cc \u0633\u0627\u0632\u06cc \u0645\u062a\u0646<\/strong>: \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u0632 \u0645\u0637\u0627\u0628\u0642\u062a \u062a\u0645\u0627\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u0628\u0627 \u0642\u0627\u0644\u0628 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f\u060c \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u0622\u0646 \u0631\u0627 \u0622\u0633\u0627\u0646 \u062a\u0631 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u062a\u0646<\/strong>: \u0628\u0647\u0628\u0648\u062f \u062f\u0642\u062a \u062a\u0637\u0628\u06cc\u0642 \u0631\u0634\u062a\u0647 \u06cc\u0627 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u062c\u0633\u062a\u062c\u0648 \u0628\u0627 \u062d\u0630\u0641 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631\u0647\u0627\u06cc \u0646\u0627\u0645\u0631\u0628\u0648\u0637.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0648\u06a9\u0646 \u0633\u0627\u0632\u06cc<\/strong>: \u0634\u06a9\u0633\u062a\u0646 \u0645\u062a\u0646 \u0628\u0647 \u06a9\u0644\u0645\u0627\u062a \u06cc\u0627 \u0639\u0628\u0627\u0631\u0627\u062a \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0628\u06cc\u0634\u062a\u0631\u060c \u0645\u0627\u0646\u0646\u062f \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u06cc\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646.<\/p>\n<\/li>\n<li>\n<p><strong>\u067e\u0627\u06a9\u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627<\/strong>: \u0622\u0645\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0628\u0627 \u062d\u0630\u0641 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631\u0647\u0627\u06cc \u063a\u06cc\u0631 \u0636\u0631\u0648\u0631\u06cc \u06cc\u0627 \u0645\u0646\u062d\u0631\u0641 \u06a9\u0646\u0646\u062f\u0647.<\/p>\n<\/li>\n<\/ol>\n<h3><span class=\"ez-toc-section\" id=\"%DA%86%D8%A7%D9%84%D8%B4_%D9%87%D8%A7_%D8%AF%D8%B1_%D8%AD%D8%B0%D9%81_%D8%B9%D9%84%D8%A7%D8%A6%D9%85_%D9%86%DA%AF%D8%A7%D8%B1%D8%B4%DB%8C\"><\/span>\u0686\u0627\u0644\u0634 \u0647\u0627 \u062f\u0631 \u062d\u0630\u0641 \u0639\u0644\u0627\u0626\u0645 \u0646\u06af\u0627\u0631\u0634\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0686\u0627\u0644\u0634 \u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u062f\u0631 \u062d\u0630\u0641 \u0639\u0644\u0627\u0626\u0645 \u0646\u06af\u0627\u0631\u0634\u06cc \u0627\u0632 \u0631\u0634\u062a\u0647 \u0647\u0627 \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n<ol>\n<li>\n<p><strong>\u06a9\u0627\u0631\u0627\u06cc\u06cc<\/strong>: \u062d\u0630\u0641 \u06a9\u0627\u0631\u0622\u0645\u062f \u0639\u0644\u0627\u0626\u0645 \u0646\u06af\u0627\u0631\u0634\u06cc \u0628\u062f\u0648\u0646 \u0645\u0635\u0631\u0641 \u0645\u0646\u0627\u0628\u0639 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f\u060c \u0628\u0647 \u0648\u06cc\u0698\u0647 \u0647\u0646\u06af\u0627\u0645 \u067e\u0631\u062f\u0627\u0632\u0634 \u062d\u062c\u0645 \u0632\u06cc\u0627\u062f\u06cc \u0627\u0632 \u0645\u062a\u0646.<\/p>\n<\/li>\n<li>\n<p><strong>\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u0632\u0628\u0627\u0646<\/strong>: \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u062a\u0646 \u0628\u0647 \u0632\u0628\u0627\u0646 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u060c \u06a9\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0642\u0648\u0627\u0646\u06cc\u0646 \u0646\u0642\u0637\u0647 \u06af\u0630\u0627\u0631\u06cc \u06cc\u0627 \u0645\u062c\u0645\u0648\u0639\u0647 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631\u0647\u0627\u06cc \u0645\u0646\u062d\u0635\u0631 \u0628\u0647 \u0641\u0631\u062f\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0633\u0641\u0627\u0631\u0634\u06cc \u0633\u0627\u0632\u06cc<\/strong>: \u0627\u0631\u0627\u0626\u0647 \u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631\u06cc \u0628\u0631\u0627\u06cc \u06af\u0646\u062c\u0627\u0646\u062f\u0646 \u06cc\u0627 \u062d\u0630\u0641 \u0639\u0644\u0627\u0626\u0645 \u0646\u06af\u0627\u0631\u0634\u06cc \u062e\u0627\u0635 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0627\u0644\u0632\u0627\u0645\u0627\u062a \u06cc\u06a9 \u06a9\u0627\u0631 \u0645\u0639\u06cc\u0646.<\/p>\n<\/li>\n<\/ol>\n<h2><span class=\"ez-toc-section\" id=\"%D9%BE%D8%A7%DB%8C%D8%AA%D9%88%D9%86_%D8%AD%D8%B0%D9%81_%D8%B9%D9%84%D8%A7%D8%A6%D9%85_%D9%86%DA%AF%D8%A7%D8%B1%D8%B4%DB%8C\"><\/span>\u067e\u0627\u06cc\u062a\u0648\u0646: \u062d\u0630\u0641 \u0639\u0644\u0627\u0626\u0645 \u0646\u06af\u0627\u0631\u0634\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"%D8%B1%D9%88%D8%B4_1_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%A7%D8%B2_strtranslate_%D9%88_stringpunctuation\"><\/span>\u0631\u0648\u0634 1: \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 str.translate() \u0648 string.punctuation<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre><code>import string\n\ndef remove_punctuation(text):\n    return text.translate(str.maketrans(\"\", \"\", string.punctuation))\n\nexample = \"Hello, Nerds! How's it going?\"\nprint(remove_punctuation(example))<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u0631\u0648\u0634 \u0627\u0632 <strong>str.translate()<\/strong> \u0631\u0648\u0634 \u062f\u0631 \u062a\u0631\u06a9\u06cc\u0628 \u0628\u0627 <strong>\u0631\u0634\u062a\u0647.\u0646\u0642\u0637\u0647 \u0646\u06af\u0627\u0631\u06cc<\/strong>\u060c \u06a9\u0647 \u062d\u0627\u0648\u06cc \u0644\u06cc\u0633\u062a\u06cc \u0627\u0632 \u0639\u0644\u0627\u0626\u0645 \u0648 \u0639\u0644\u0627\u0626\u0645 \u0646\u06af\u0627\u0631\u0634\u06cc \u0631\u0627\u06cc\u062c \u0627\u0633\u062a. <strong>str.maketrans()<\/strong> \u06cc\u06a9 \u062c\u062f\u0648\u0644 \u062a\u0631\u062c\u0645\u0647 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0646\u0648\u06cc\u0633\u0647 \u0647\u0627\u06cc \u0646\u0642\u0637\u0647 \u06af\u0630\u0627\u0631\u06cc \u0631\u0627 \u0628\u0647 \u0622\u0646 \u062a\u0631\u0633\u06cc\u0645 \u0645\u06cc \u06a9\u0646\u062f <strong>\u0647\u06cc\u0686 \u06cc\u06a9<\/strong>\u060c \u0628\u0647 \u0637\u0648\u0631 \u0645\u0648\u062b\u0631 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0627\u0632 \u0645\u062a\u0646 \u0648\u0631\u0648\u062f\u06cc \u062d\u0630\u0641 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D8%B1%D9%88%D8%B4_2_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%A7%D8%B2_%D8%AF%D8%B1%DA%A9_%D9%81%D9%87%D8%B1%D8%B3%D8%AA_string_punctuation\"><\/span>\u0631\u0648\u0634 2: \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0631\u06a9 \u0641\u0647\u0631\u0633\u062a (string. punctuation)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre><code>import string\n\ndef remove_punctuation(text):\n    return ''.join(c for c in text if c not in string.punctuation)\n\nexample = \"Hello, Nerds! How's it going?\"\nprint(remove_punctuation(example))<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u0631\u0648\u0634 \u0627\u0632 \u062f\u0631\u06a9 \u0644\u06cc\u0633\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u0632\u06cc\u0631\u0627 string.punctuation \u0628\u0647 \u062a\u0645\u0627\u0645 \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0647\u0627\u06cc \u0646\u0642\u0637\u0647\u200c\u06af\u0630\u0627\u0631\u06cc \u0645\u06cc\u200c\u062f\u0647\u062f \u062a\u0627 \u0639\u0644\u0627\u0626\u0645 \u0646\u06af\u0627\u0631\u0634\u06cc \u0631\u0627 \u0627\u0632 \u0645\u062a\u0646 \u0648\u0631\u0648\u062f\u06cc \u0641\u06cc\u0644\u062a\u0631 \u06a9\u0631\u062f\u0647 \u0648 \u0633\u067e\u0633 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631\u0647\u0627\u06cc \u0628\u0627\u0642\u06cc\u200c\u0645\u0627\u0646\u062f\u0647 \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u0631\u0634\u062a\u0647 \u062c\u062f\u06cc\u062f \u0628\u067e\u06cc\u0648\u0646\u062f\u062f \u062a\u0627 \u0631\u0634\u062a\u0647 \u062e\u0631\u0648\u062c\u06cc \u0631\u0627 \u062a\u0634\u06a9\u06cc\u0644 \u062f\u0647\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D8%B1%D9%88%D8%B4_3_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%A7%D8%B2_%D9%85%D8%A7%DA%98%D9%88%D9%84_re_%D8%B9%D8%A8%D8%A7%D8%B1%D8%A7%D8%AA_%D9%85%D9%86%D8%B8%D9%85\"><\/span>\u0631\u0648\u0634 3: \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u0627\u0698\u0648\u0644 re (\u0639\u0628\u0627\u0631\u0627\u062a \u0645\u0646\u0638\u0645)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre><code>import re\nimport string\n\ndef remove_punctuation(text):\n    # Create a pattern that matches punctuation characters\n    pattern = f\"[{re.escape(string.punctuation)}]\"\n    # Substitute matched punctuation characters with an empty string\n    return re.sub(pattern, \"\", text)\n\nexample = \"Hello, Nerds! How's it going?\"\nprint(remove_punctuation(example))<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u0631\u0648\u0634 \u0627\u0632 <strong>\u062f\u0648\u0628\u0627\u0631\u0647<\/strong> \u0645\u0627\u0698\u0648\u0644 \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u0627\u0644\u06af\u0648\u06cc\u06cc \u06a9\u0647 \u0628\u0627 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631\u0647\u0627\u06cc \u0646\u0642\u0637\u0647 \u06af\u0630\u0627\u0631\u06cc \u0645\u0637\u0627\u0628\u0642\u062a \u062f\u0627\u0631\u062f\u060c \u0633\u067e\u0633 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0627 \u06cc\u06a9 \u0631\u0634\u062a\u0647 \u062e\u0627\u0644\u06cc \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u0645\u06cc \u06a9\u0646\u062f.  \u0627\u06cc\u0646 \u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631\u06cc \u0628\u06cc\u0634\u062a\u0631\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0633\u0641\u0627\u0631\u0634\u06cc \u06a9\u0631\u062f\u0646 \u0627\u0644\u06af\u0648 \u0628\u0631\u0627\u06cc \u0645\u0637\u0627\u0628\u0642\u062a \u0628\u0627 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631\u0647\u0627 \u06cc\u0627 \u06af\u0631\u0648\u0647 \u0647\u0627\u06cc\u06cc \u0627\u0632 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631\u0647\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D8%AC%D8%A7%D9%88%D8%A7_%D8%A7%D8%B3%DA%A9%D8%B1%DB%8C%D9%BE%D8%AA_%D8%AD%D8%B0%D9%81_%D8%B9%D9%84%D8%A7%D8%A6%D9%85_%D9%86%D9%82%D8%B7%D9%87_%DA%AF%D8%B0%D8%A7%D8%B1%DB%8C\"><\/span>\u062c\u0627\u0648\u0627 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a: \u062d\u0630\u0641 \u0639\u0644\u0627\u0626\u0645 \u0646\u0642\u0637\u0647 \u06af\u0630\u0627\u0631\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"%D8%B1%D9%88%D8%B4_1_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%A7%D8%B2_%D8%B9%D8%A8%D8%A7%D8%B1%D8%A7%D8%AA_%D9%85%D9%86%D8%B8%D9%85\"><\/span>\u0631\u0648\u0634 1: \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0639\u0628\u0627\u0631\u0627\u062a \u0645\u0646\u0638\u0645<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre><code>function removePunctuation(text) {\n  return text.replace(\/[^\\w\\s]|_\/g, \"\");\n}\n\nconst example = \"Hello, Nerds! How's it going?\";\nconsole.log(removePunctuation(example));<\/code><\/pre>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0627\u0632 <strong>\u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u06a9\u0631\u062f\u0646()<\/strong> \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0627 \u06cc\u06a9 \u0639\u0628\u0627\u0631\u062a \u0645\u0646\u0638\u0645 \u06a9\u0647 \u0628\u0627 \u0647\u0631 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u063a\u06cc\u0631 \u06a9\u0644\u0645\u0647 \u0627\u06cc (\u0628\u0647 \u0627\u0633\u062a\u062b\u0646\u0627\u06cc \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631\u0647\u0627\u06cc \u0641\u0636\u0627\u06cc \u062e\u0627\u0644\u06cc) \u06cc\u0627 \u0632\u06cc\u0631\u062e\u0637 \u0645\u0637\u0627\u0628\u0642\u062a \u062f\u0627\u0631\u062f.  \u0633\u067e\u0633 \u0627\u06cc\u0646 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631\u0647\u0627\u06cc \u0645\u0637\u0627\u0628\u0642 \u0628\u0627 \u06cc\u06a9 \u0631\u0634\u062a\u0647 \u062e\u0627\u0644\u06cc \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u0645\u06cc \u0634\u0648\u0646\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D8%B1%D9%88%D8%B4_2_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%A7%D8%B2_Arrayprototypefilter_%D9%88_Arrayprototypejoin\"><\/span>\u0631\u0648\u0634 2: \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Array.prototype.filter() \u0648 Array.prototype.join()<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre><code>function removePunctuation(text) {\n  \/\/ Convert the input string to an array of characters\n  const charArray = text.split(\"\");\n  \/\/ Define a regular expression pattern that matches punctuation characters\n  const punctuationPattern = \/[^\\w\\s]|_\/g;\n\n  \/\/ Filter the array to exclude punctuation characters\n  const filteredArray = charArray.filter((char) =&gt; !punctuationPattern.test(char));\n  \/\/ Join the filtered array back into a string\n  return filteredArray.join(\"\");\n}\n\nconst example = \"Hello, Nerds! How's it going?\";\nconsole.log(removePunctuation(example));<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u0631\u0648\u0634 \u0631\u0634\u062a\u0647 \u0648\u0631\u0648\u062f\u06cc \u0631\u0627 \u0628\u0647 \u0622\u0631\u0627\u06cc\u0647 \u0627\u06cc \u0627\u0632 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631\u0647\u0627 \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0639\u0644\u0627\u0626\u0645 \u0646\u06af\u0627\u0631\u0634\u06cc \u0641\u06cc\u0644\u062a\u0631 \u0645\u06cc \u06a9\u0646\u062f <strong>Array.prototype.filter()<\/strong> \u0648 <strong>RegExp.prototype.test()<\/strong>\u060c \u0648 \u0633\u067e\u0633 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631\u0647\u0627\u06cc \u0628\u0627\u0642\u06cc\u0645\u0627\u0646\u062f\u0647 \u0628\u0647 \u06cc\u06a9 \u0631\u0634\u062a\u0647 \u0645\u06cc \u067e\u06cc\u0648\u0646\u062f\u062f <strong>Array.prototype.join()<\/strong>.  \u0627\u06cc\u0646 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0634\u0628\u06cc\u0647 \u0628\u0647 \u0631\u0648\u0634 \u062f\u0631\u06a9 \u0644\u06cc\u0633\u062a \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0633\u062a \u0648 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u06a9\u0646\u062a\u0631\u0644 \u062f\u0627\u0646\u0647 \u0627\u06cc \u0628\u06cc\u0634\u062a\u0631\u06cc \u0628\u0631 \u0641\u0631\u0622\u06cc\u0646\u062f \u0641\u06cc\u0644\u062a\u0631 \u06a9\u0631\u062f\u0646 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D9%85%D9%88%D8%A7%D8%B1%D8%AF_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%AF%D8%B1_%D8%AF%D9%86%DB%8C%D8%A7%DB%8C_%D9%88%D8%A7%D9%82%D8%B9%DB%8C\"><\/span>\u0645\u0648\u0627\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D9%88%D8%B1%D8%AF_1_%D8%AA%D8%AD%D9%84%DB%8C%D9%84_%D8%A7%D8%AD%D8%B3%D8%A7%D8%B3%D8%A7%D8%AA\"><\/span>\u0645\u0648\u0631\u062f 1: \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062d\u0630\u0641 \u0639\u0644\u0627\u0626\u0645 \u0646\u06af\u0627\u0631\u0634\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0639\u0645\u0644\u06a9\u0631\u062f \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u0631\u0627 \u0628\u0627 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u0632 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u062f\u0642\u06cc\u0642 \u0648 \u0645\u0642\u0627\u06cc\u0633\u0647 \u06a9\u0644\u0645\u0627\u062a\u060c \u0628\u0647\u0628\u0648\u062f \u0628\u062e\u0634\u062f.<\/p>\n<pre><code># Python\nimport string\n\ndef preprocess_text(text):\n    # Remove punctuation and convert text to lowercase\n    return ''.join(c for c in text if c not in string.punctuation).lower()\n\nprint(preprocess_text(\"Hello, Nerds! How's it going?\"))<\/code><\/pre>\n<pre><code>\/\/ JavaScript\nfunction preprocessText(text) {\n  \/\/ Remove punctuation and convert text to lowercase\n  return text.replace(\/[^\\w\\s]|_\/g, \"\").toLowerCase();\n}\n\nconst example = \"I'm so happy, this is great!\";\nconsole.log(preprocessText(example));<\/code><\/pre>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D9%88%D8%B1%D8%AF_2_%D8%AE%D8%B1%D8%A7%D8%B4_%D8%AF%D8%A7%D8%AF%D9%86_%D9%88%D8%A8\"><\/span>\u0645\u0648\u0631\u062f 2: \u062e\u0631\u0627\u0634 \u062f\u0627\u062f\u0646 \u0648\u0628<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0647\u0646\u06af\u0627\u0645 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u062a\u0646 \u0627\u0632 \u0648\u0628\u200c\u0633\u0627\u06cc\u062a\u200c\u0647\u0627\u060c \u0627\u063a\u0644\u0628 \u0644\u0627\u0632\u0645 \u0627\u0633\u062a \u0642\u0628\u0644 \u0627\u0632 \u067e\u0631\u062f\u0627\u0632\u0634 \u06cc\u0627 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0628\u06cc\u0634\u062a\u0631\u060c \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631\u0647\u0627\u06cc \u0627\u0636\u0627\u0641\u06cc \u0645\u0627\u0646\u0646\u062f \u0639\u0644\u0627\u0626\u0645 \u0646\u0642\u0637\u0647\u200c\u06af\u0630\u0627\u0631\u06cc \u0631\u0627 \u062d\u0630\u0641 \u06a9\u0646\u06cc\u062f.<\/p>\n<pre><code># Python\nfrom bs4 import BeautifulSoup\nimport requests\nimport string\n\ndef extract_and_clean_text(url):\n    response = requests.get(url)\n    soup = BeautifulSoup(response.content, \"html.parser\")\n    raw_text = soup.get_text()\n    return ''.join(c for c in raw_text if c not in string.punctuation)\n\nprint(extract_and_clean_text(\"https:\/\/www.scrapethissite.com\/\"))<\/code><\/pre>\n<pre><code>\/\/ JavaScript\nconst axios = require(\"axios\");\nconst cheerio = require(\"cheerio\");\n\nasync function extractAndCleanText(url) {\n  \/\/ Fetch the web page content\n  const response = await axios.get(url);\n  \/\/ Load the content into Cheerio\n  const $ = cheerio.load(response.data);\n  \/\/ Extract the text from the body element\n  const rawText = $(\"body\").text();\n  \/\/ Remove punctuation from the extracted text\n  return rawText.replace(\/[^\\w\\s]|_\/g, \"\");\n}\n\nconst exampleUrl = \"https:\/\/www.scrapethissite.com\/\";\nextractAndCleanText(exampleUrl).then((cleanText) =&gt; console.log(cleanText));<\/code><\/pre>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D9%88%D8%B1%D8%AF_3_%D9%BE%DB%8C%D8%B4_%D9%BE%D8%B1%D8%AF%D8%A7%D8%B2%D8%B4_%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7\"><\/span>\u0645\u0648\u0631\u062f 3: \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u06cc\u0627 \u0648\u0638\u0627\u06cc\u0641 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc\u060c \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u0628\u0627 \u062d\u0630\u0641 \u0639\u0644\u0627\u0626\u0645 \u0646\u0642\u0637\u0647 \u06af\u0630\u0627\u0631\u06cc \u0648 \u0633\u0627\u06cc\u0631 \u0646\u0648\u06cc\u0633\u0647 \u0647\u0627\u06cc \u0646\u0627\u0645\u0631\u0628\u0648\u0637 \u0636\u0631\u0648\u0631\u06cc \u0627\u0633\u062a.<\/p>\n<pre><code># Python\nimport pandas as pd\nimport string\n\ndef preprocess_dataframe(df, column_name):\n    df[column_name] = df[column_name].apply(lambda x: ''.join(c for c in x if c not in string.punctuation))\n    return df\n\ndata = {\n    'text': [\"Hello, Nerds!\", \"How's it going?\", \"This is a test.\"]\n}\ndf = pd.DataFrame(data)\nprint(preprocess_dataframe(df, 'text'))<\/code><\/pre>\n<pre><code>\/\/ JavaScript\nconst data = [\n  { text: \"Hello, Nerds!\" },\n  { text: \"How's it going?\" },\n  { text: \"This is a test.\" },\n];\n\nfunction preprocessData(data, columnName) {\n  return data.map((item) =&gt; {\n    item[columnName] = item[columnName].replace(\/[^\\w\\s]|_\/g, \"\");\n    return item;\n  });\n}\n\nconsole.log(preprocessData(data, \"text\"));<\/code><\/pre>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u062b\u0627\u0644\u060c \u0645\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u062f\u06cc\u062a\u0627\u0641\u0631\u06cc\u0645 (\u067e\u0627\u06cc\u062a\u0648\u0646) \u06cc\u0627 \u0622\u0631\u0627\u06cc\u0647 \u0627\u06cc \u0627\u0632 \u0627\u0634\u06cc\u0627 (\u062c\u0627\u0648\u0627 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a) \u0628\u0627 \u062d\u0630\u0641 \u0639\u0644\u0627\u0626\u0645 \u0646\u06af\u0627\u0631\u0634\u06cc \u0627\u0632 \u06cc\u06a9 \u0633\u062a\u0648\u0646 \u0645\u0634\u062e\u0635 \u0634\u062f\u0647\u060c \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u06cc \u06a9\u0646\u06cc\u0645.  \u0627\u06cc\u0646 \u06cc\u06a9 \u0645\u0631\u062d\u0644\u0647 \u0645\u0639\u0645\u0648\u0644 \u062f\u0631 \u0647\u0646\u06af\u0627\u0645 \u0622\u0645\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u06cc\u0627 \u0648\u0638\u0627\u06cc\u0641 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u0627\u0633\u062a.<\/p>\n<p>\u0627\u06cc\u0646 \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u06a9\u062f \u0627\u0636\u0627\u0641\u06cc \u0648 \u0645\u0648\u0627\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647\u060c \u062a\u0637\u0628\u06cc\u0642 \u067e\u0630\u06cc\u0631\u06cc \u0647\u0645\u0647 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u062d\u0630\u0641 \u0639\u0644\u0627\u0626\u0645 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&hellip;<\/p>\n","protected":false},"author":2,"featured_media":16627,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-16626","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dev"],"_links":{"self":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/16626","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/comments?post=16626"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/16626\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/16627"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=16626"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=16626"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=16626"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}