{"id":12723,"date":"2023-12-31T13:16:10","date_gmt":"2023-12-31T09:46:10","guid":{"rendered":"https:\/\/rasanegar.com\/blog\/nlp-%d8%b3%d8%a7%d8%af%d9%87-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%a7-textblob-pluralization-%d9%88-singularization\/"},"modified":"2023-12-31T13:16:10","modified_gmt":"2023-12-31T09:46:10","slug":"nlp-%d8%b3%d8%a7%d8%af%d9%87-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%a7-textblob-pluralization-%d9%88-singularization","status":"publish","type":"post","link":"https:\/\/rasanegaar.com\/blog\/nlp-%d8%b3%d8%a7%d8%af%d9%87-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%a7-textblob-pluralization-%d9%88-singularization\/","title":{"rendered":"NLP \u0633\u0627\u062f\u0647 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0627 TextBlob: Pluralization \u0648 Singularization"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\"><p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0633\u0631\u0641\u0635\u0644\u0647\u0627\u06cc \u0645\u0637\u0644\u0628<\/p>\n<\/div><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:\/\/rasanegaar.com\/blog\/nlp-%d8%b3%d8%a7%d8%af%d9%87-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%a7-textblob-pluralization-%d9%88-singularization\/#%d9%85%d8%b9%d8%b1%d9%81%db%8c\" >\u0645\u0639\u0631\u0641\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/rasanegaar.com\/blog\/nlp-%d8%b3%d8%a7%d8%af%d9%87-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%a7-textblob-pluralization-%d9%88-singularization\/#%d9%85%d9%81%d8%b1%d8%af_%d9%88_%da%a9%d8%ab%d8%b1%d8%aa_%d8%a8%d9%87_%da%86%d9%87_%d9%85%d8%b9%d9%86%d8%a7%d8%b3%d8%aa%d8%9f\" >\u0645\u0641\u0631\u062f \u0648 \u06a9\u062b\u0631\u062a \u0628\u0647 \u0686\u0647 \u0645\u0639\u0646\u0627\u0633\u062a\u061f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/rasanegaar.com\/blog\/nlp-%d8%b3%d8%a7%d8%af%d9%87-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%a7-textblob-pluralization-%d9%88-singularization\/#%d9%85%d9%82%d8%af%d9%85%d9%87_%d8%a7%db%8c_%d8%a8%d8%b1_textblob_%d9%88_%d9%86%d8%b5%d8%a8\" >\u0645\u0642\u062f\u0645\u0647 \u0627\u06cc \u0628\u0631 TextBlob \u0648 \u0646\u0635\u0628<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/rasanegaar.com\/blog\/nlp-%d8%b3%d8%a7%d8%af%d9%87-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%a7-textblob-pluralization-%d9%88-singularization\/#%da%a9%d8%ab%d8%b1%d8%aa_%d8%b3%d8%a7%d8%b2%db%8c_%d8%a8%d8%a7_textblob\" >\u06a9\u062b\u0631\u062a \u0633\u0627\u0632\u06cc \u0628\u0627 TextBlob<\/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:\/\/rasanegaar.com\/blog\/nlp-%d8%b3%d8%a7%d8%af%d9%87-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%a7-textblob-pluralization-%d9%88-singularization\/#%da%86%da%af%d9%88%d9%86%d9%87_pluralize_%da%a9%d9%84%d9%85%d8%a7%d8%aa_%d8%ae%d8%a7%d8%b5_%d8%af%d8%b1_%db%8c%da%a9_%d8%ac%d9%85%d9%84%d9%87%d8%9f\" >\u0686\u06af\u0648\u0646\u0647 Pluralize \u06a9\u0644\u0645\u0627\u062a \u062e\u0627\u0635 \u062f\u0631 \u06cc\u06a9 \u062c\u0645\u0644\u0647\u061f<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/rasanegaar.com\/blog\/nlp-%d8%b3%d8%a7%d8%af%d9%87-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%a7-textblob-pluralization-%d9%88-singularization\/#%d8%aa%da%a9%db%8c%d9%86%da%af%db%8c_%d8%a8%d8%a7_textblob\" >\u062a\u06a9\u06cc\u0646\u06af\u06cc \u0628\u0627 TextBlob<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/rasanegaar.com\/blog\/nlp-%d8%b3%d8%a7%d8%af%d9%87-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%a7-textblob-pluralization-%d9%88-singularization\/#%da%86%da%af%d9%88%d9%86%d9%87_%d9%85%db%8c_%d8%aa%d9%88%d8%a7%d9%86%db%8c%d8%af_singularize_%d9%87%d9%85%d9%87_%d8%a7%d8%b3%d8%a7%d9%85%db%8c_%d8%af%d8%b1_%d8%b3%d9%86%d8%af_%d8%b4%d9%85%d8%a7%d8%9f\" >\u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f singularize \u0647\u0645\u0647 \u0627\u0633\u0627\u0645\u06cc \u062f\u0631 \u0633\u0646\u062f \u0634\u0645\u0627\u061f<\/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:\/\/rasanegaar.com\/blog\/nlp-%d8%b3%d8%a7%d8%af%d9%87-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%a7-textblob-pluralization-%d9%88-singularization\/#%da%86%da%af%d9%88%d9%86%d9%87_%d9%82%d9%88%d8%a7%d9%86%db%8c%d9%86_%d8%b3%d9%81%d8%a7%d8%b1%d8%b4%db%8c_%d8%b1%d8%a7_%d8%a8%d8%b1%d8%a7%db%8c_%d8%aa%da%a9%db%8c%d9%86%da%af%db%8c_%d9%88_%da%a9%d8%ab%d8%b1%d8%aa_%d8%aa%d8%b9%d8%b1%db%8c%d9%81_%da%a9%d9%86%db%8c%d9%85%d8%9f\" >\u0686\u06af\u0648\u0646\u0647 \u0642\u0648\u0627\u0646\u06cc\u0646 \u0633\u0641\u0627\u0631\u0634\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u06a9\u06cc\u0646\u06af\u06cc \u0648 \u06a9\u062b\u0631\u062a \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u0645\u061f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/rasanegaar.com\/blog\/nlp-%d8%b3%d8%a7%d8%af%d9%87-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%a7-textblob-pluralization-%d9%88-singularization\/#%da%86%d9%87_%d8%b2%d9%85%d8%a7%d9%86%db%8c_%d8%a8%d8%a7%db%8c%d8%af_textblob_%d8%b1%d8%a7_%d8%a7%d9%86%d8%aa%d8%ae%d8%a7%d8%a8_%da%a9%d9%86%db%8c%d8%af_%d9%88_%da%86%d8%b1%d8%a7%d8%9f\" >\u0686\u0647 \u0632\u0645\u0627\u0646\u06cc \u0628\u0627\u06cc\u062f TextBlob \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f \u0648 \u0686\u0631\u0627\u061f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/rasanegaar.com\/blog\/nlp-%d8%b3%d8%a7%d8%af%d9%87-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%a7-textblob-pluralization-%d9%88-singularization\/#%d9%86%d8%aa%db%8c%d8%ac%d9%87\" >\u0646\u062a\u06cc\u062c\u0647<\/a><\/li><\/ul><\/nav><\/div>\n<span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">\u0632\u0645\u0627\u0646 \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0645\u0637\u0627\u0644\u0639\u0647: <\/span> <span class=\"rt-time\"> 7<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span><p> <br \/>\n<\/p>\n<div><noscript><\/noscript><\/p>\n<h2 id=\"introduction\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%b9%d8%b1%d9%81%db%8c\"><\/span>\u0645\u0639\u0631\u0641\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u062f\u06cc\u062c\u06cc\u062a\u0627\u0644 \u0627\u0645\u0631\u0648\u0632\u06cc\u060c \u062d\u062c\u0645 \u0648\u0633\u06cc\u0639\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u062f\u0631 \u0642\u0627\u0644\u0628 \u0627\u062e\u0628\u0627\u0631\u060c \u062a\u0648\u06cc\u06cc\u062a \u0647\u0627 \u0648 \u067e\u0633\u062a \u0647\u0627\u06cc \u0631\u0633\u0627\u0646\u0647 \u0647\u0627\u06cc \u0627\u062c\u062a\u0645\u0627\u0639\u06cc \u0627\u06cc\u062c\u0627\u062f \u0648 \u0645\u0646\u062a\u0642\u0644 \u0645\u06cc \u0634\u0648\u062f.  \u0622\u06cc\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0632\u0645\u0627\u0646 \u0648 \u062a\u0644\u0627\u0634 \u0644\u0627\u0632\u0645 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0622\u0646 \u062a\u0635\u0648\u0631 \u06a9\u0646\u06cc\u062f process \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u062f\u0633\u062a\u06cc\u061f  \u062e\u0648\u0634\u0628\u062e\u062a\u0627\u0646\u0647\u060c <strong>\u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc (NLP)<\/strong> \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627 \u0628\u0647 \u0645\u0627 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u0646\u062f \u062a\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u0631\u0627 \u0628\u0647 \u0633\u0631\u0639\u062a \u0648 \u06a9\u0627\u0631\u0622\u0645\u062f \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc\u060c \u062a\u062d\u0644\u06cc\u0644 \u0648 \u062a\u0641\u0633\u06cc\u0631 \u06a9\u0646\u06cc\u0645.  NLP \u0634\u0627\u062e\u0647\u200c\u0627\u06cc \u0627\u0632 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0645\u0627\u0634\u06cc\u0646\u200c\u0647\u0627\u06cc\u06cc \u0631\u0627 \u0622\u0645\u0648\u0632\u0634 \u0645\u06cc\u200c\u062f\u0647\u06cc\u0645 \u062a\u0627 \u0632\u0628\u0627\u0646 \u0627\u0646\u0633\u0627\u0646 \u0631\u0627 \u0628\u0641\u0647\u0645\u0646\u062f \u0648 \u0648\u0638\u0627\u06cc\u0641\u06cc \u0627\u0632 \u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc \u0648 \u062a\u0631\u062c\u0645\u0647 \u062a\u0627 \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u0646\u062f.<\/p>\n<blockquote>\n<p>\u06cc\u06a9\u06cc \u0627\u0632 \u0645\u0644\u0632\u0648\u0645\u0627\u062a \u0631\u0627\u06cc\u062c \u062f\u0631 NLP \u067e\u0631\u062f\u0627\u062e\u062a\u0646 \u0628\u0647 \u0627\u0634\u06a9\u0627\u0644 \u0645\u0641\u0631\u062f \u0648 \u062c\u0645\u0639 \u06a9\u0644\u0645\u0627\u062a \u0648 \u062a\u0628\u062f\u06cc\u0644 \u06cc\u06a9\u06cc \u0628\u0647 \u062f\u06cc\u06af\u0631\u06cc \u0627\u0633\u062a.  \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647\u060c \u0631\u0648\u0634 \u0627\u0646\u062c\u0627\u0645 \u062c\u0645\u0639\u200c\u0633\u0627\u0632\u06cc \u0648 \u062a\u06a9\u06cc\u0646\u06af\u06cc \u06a9\u0644\u0645\u0627\u062a \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0628\u0633\u062a\u0647 Python TextBlob \u0631\u0627 \u0645\u0648\u0631\u062f \u0628\u062d\u062b \u0642\u0631\u0627\u0631 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0627\u062f.<\/p>\n<\/blockquote>\n<h2 id=\"whatdosingularizationandpluralizationmean\"><span class=\"ez-toc-section\" id=\"%d9%85%d9%81%d8%b1%d8%af_%d9%88_%da%a9%d8%ab%d8%b1%d8%aa_%d8%a8%d9%87_%da%86%d9%87_%d9%85%d8%b9%d9%86%d8%a7%d8%b3%d8%aa%d8%9f\"><\/span>\u0645\u0641\u0631\u062f \u0648 \u06a9\u062b\u0631\u062a \u0628\u0647 \u0686\u0647 \u0645\u0639\u0646\u0627\u0633\u062a\u061f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u06cc \u062f\u0627\u0646\u06cc\u0645 \u06a9\u0647 \u0627\u0633\u0645 \u0647\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0645\u0641\u0631\u062f \u06cc\u0627 \u062c\u0645\u0639 \u0628\u0627\u0634\u0646\u062f\u060c \u0645\u0627\u0646\u0646\u062f \u06a9\u062a\u0627\u0628\/\u06a9\u062a\u0627\u0628\u060c \u06af\u0631\u0628\u0647\/\u06af\u0631\u0628\u0647 \u0648 \u0634\u06cc\u0631\u06cc\u0646\/\u0634\u06cc\u0631\u06cc\u0646\u06cc.  \u0628\u0631\u0627\u06cc \u06a9\u0645\u06a9 \u0628\u0647 \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0648 \u062f\u0633\u062a\u06cc\u0627\u0628\u06cc \u0628\u0647 \u062f\u0642\u062a \u0628\u0647\u062a\u0631 \u062f\u0631 \u062a\u0631\u062c\u0645\u0647\u060c \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0645\u062a\u0646 \u0648 \u062a\u0648\u0644\u06cc\u062f \u0645\u062a\u0646\u060c \u0628\u0647 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0645\u062a\u0646 \u0628\u0647 \u0627\u0634\u06a9\u0627\u0644 \u062c\u0645\u0639\/\u0645\u0641\u0631\u062f \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u0645.  \u0628\u0647 \u0627\u06cc\u0646 \u062a\u06a9\u0644\u06cc\u0641 \u062a\u0628\u062f\u06cc\u0644 \u0627\u0632 \u0645\u0641\u0631\u062f \u0628\u0647 \u062c\u0645\u0639 \u0648 \u0628\u0627\u0644\u0639\u06a9\u0633 \u0628\u0647 \u0627\u06cc\u0646 \u0635\u0648\u0631\u062a \u06af\u0641\u062a\u0647 \u0645\u06cc \u0634\u0648\u062f <strong>\u0639\u0637\u0641 \u06a9\u0644\u0645\u0647<\/strong> \u062f\u0631 NLP<\/p>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0647 \u0627\u0644\u06af\u0648\u0647\u0627 \/ \u0642\u0648\u0627\u0646\u06cc\u0646 \u0631\u0627\u06cc\u062c \u0628\u0631\u0627\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0645\u0641\u0631\u062f \u0628\u0647 \u062c\u0645\u0639 \u062f\u0631 \u0632\u0628\u0627\u0646 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc \u0646\u06af\u0627\u0647 \u06a9\u0646\u06cc\u0645:<\/p>\n<ul>\n<li>\n<p><strong>\u0627\u0636\u0627\u0641\u0647 \u06a9\u0631\u062f\u0646 &#8220;-s&#8221; \u062f\u0631 \u067e\u0627\u06cc\u0627\u0646:<\/strong> \u0627\u06cc\u0646 \u0631\u0627\u06cc\u062c \u062a\u0631\u06cc\u0646 \u0627\u0644\u06af\u0648 \u0627\u0633\u062a.  \u0645\u062b\u0644\u0627\u064b cot->cots, desk-> desk, lake-> lakes.  \u062d\u0630\u0641 &#8216;s&#8217; \u0642\u0627\u0646\u0648\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u062a\u0628\u062f\u06cc\u0644 \u062c\u0645\u0639 \u0628\u0647 \u0645\u0641\u0631\u062f \u062f\u0646\u0628\u0627\u0644 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0636\u0627\u0641\u0647 \u06a9\u0631\u062f\u0646 &#8220;-es&#8221; \u062f\u0631 \u067e\u0627\u06cc\u0627\u0646:<\/strong> \u0627\u06cc\u0646 \u0642\u0627\u0646\u0648\u0646 \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0628\u0631\u0627\u06cc \u06a9\u0644\u0645\u0627\u062a\u06cc \u06a9\u0647 \u0628\u0647 \u0635\u062f\u0627\u0647\u0627\u06cc &#8216;s&#8217;\u060c &#8216;x&#8217;\u060c &#8216;z&#8217;\u060c &#8216;ch&#8217; \u06cc\u0627 &#8216;sh&#8217; \u062e\u062a\u0645 \u0645\u06cc \u0634\u0648\u0646\u062f\u060c \u0631\u0639\u0627\u06cc\u062a \u0645\u06cc \u0634\u0648\u062f.  \u0645\u062b\u0627\u0644: \u0627\u062a\u0648\u0628\u0648\u0633 -> \u0627\u062a\u0648\u0628\u0648\u0633\u060c \u06a9\u0644\u06cc\u0633\u0627-> \u06a9\u0644\u06cc\u0633\u0627\u0647\u0627\u060c \u0628\u0631\u0633-> \u0628\u0631\u0633.<\/p>\n<\/li>\n<li>\n<p><strong>\u062c\u0627\u06cc\u06af\u0632\u06cc\u0646\u06cc &#8220;-y&#8221; \u0628\u0627 &#8220;-ies&#8221;:<\/strong> \u0628\u0631\u0627\u06cc \u0627\u0633\u0645 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0628\u0647 \u062d\u0631\u0641 &#8220;\u06cc&#8221; \u062e\u062a\u0645 \u0645\u06cc \u0634\u0648\u0646\u062f \u062f\u0646\u0628\u0627\u0644 \u0645\u06cc \u0634\u0648\u062f.  \u0645\u062b\u0627\u0644: \u062a\u0648\u0644\u0647 \u0633\u06af -> \u062a\u0648\u0644\u0647 \u0633\u06af\u060c \u0634\u0647\u0631 -> \u0634\u0647\u0631\u0647\u0627.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u0646\u0627\u0645\u0646\u0638\u0645:<\/strong> \u0628\u0631\u062e\u06cc \u0627\u0632 \u0627\u0633\u0645 \u0647\u0627 \u0627\u0632 \u0647\u06cc\u0686 \u06cc\u06a9 \u0627\u0632 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u0630\u06a9\u0631 \u0634\u062f\u0647 \u062f\u0631 \u0628\u0627\u0644\u0627 \u067e\u06cc\u0631\u0648\u06cc \u0646\u0645\u06cc \u06a9\u0646\u0646\u062f.  \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u06a9\u0648\u062f\u06a9->\u06a9\u0648\u062f\u06a9\u0627\u0646\u060c \u067e\u0627->\u067e\u0627\u060c \u0645\u0648\u0634->\u0645\u0648\u0634.  \u0631\u0633\u06cc\u062f\u06af\u06cc \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0648\u0627\u0631\u062f \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u06a9\u0645\u06cc \u062f\u0634\u0648\u0627\u0631 \u0628\u0627\u0634\u062f.<\/p>\n<\/li>\n<\/ul>\n<h2 id=\"introductiontotextblobandinstallation\"><span class=\"ez-toc-section\" id=\"%d9%85%d9%82%d8%af%d9%85%d9%87_%d8%a7%db%8c_%d8%a8%d8%b1_textblob_%d9%88_%d9%86%d8%b5%d8%a8\"><\/span>\u0645\u0642\u062f\u0645\u0647 \u0627\u06cc \u0628\u0631 TextBlob \u0648 \u0646\u0635\u0628<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0632\u0628\u0627\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0633\u062a\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0628\u0647 \u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u0648\u0638\u0627\u06cc\u0641 \u0645\u062e\u062a\u0644\u0641\u06cc \u0631\u0627 \u062f\u0631 NLP \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u0645.  \u06cc\u06a9\u06cc \u0627\u0632 \u0628\u0633\u062a\u0647 \u0647\u0627\u06cc \u067e\u0631\u06a9\u0627\u0631\u0628\u0631\u062f TextBlob \u0627\u0633\u062a \u06a9\u0647 \u062a\u0648\u0627\u0628\u0639\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0622\u0633\u0627\u0646 \u0648\u0638\u0627\u06cc\u0641 \u0645\u062e\u062a\u0644\u0641 NLP \u0627\u0632 \u062c\u0645\u0644\u0647 singularization\/pluralization \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f.  \u0627\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u0631\u0648\u06cc \u0628\u0627\u0644\u0627\u06cc NLTK (\u06a9\u062a\u0627\u0628 \u0627\u0628\u0632\u0627\u0631 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc) \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0622\u0646 \u0622\u0633\u0627\u0646 \u0627\u0633\u062a.  \u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0647 \u0631\u0633\u0645\u06cc \u0645\u0631\u0627\u062c\u0639\u0647 \u06a9\u0646\u06cc\u062f <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/textblob.readthedocs.io\/en\/dev\/\">\u0645\u0633\u062a\u0646\u062f\u0627\u062a<\/a> \u0627\u0632 TextBlob \u0628\u0631\u0627\u06cc \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u062a\u0645\u0627\u0645 \u0639\u0645\u0644\u06a9\u0631\u062f\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0627 \u0646\u0635\u0628 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <code>pip<\/code> \u0645\u062f\u06cc\u0631 \u0628\u0633\u062a\u0647 \u0628\u0627 \u0627\u062c\u0631\u0627\u06cc \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631.<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-meta\">$<\/span><span class=\"bash\"> pip install textblob<\/span>\n<\/code><\/pre>\n<p>\u067e\u0633 \u0627\u0632 \u0627\u062a\u0645\u0627\u0645 \u0646\u0635\u0628\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f import \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0634\u0645\u0627 notebook \u06cc\u0627 \u0641\u06cc\u0644\u0645\u0646\u0627\u0645\u0647<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> textblob <span class=\"hljs-keyword\">import<\/span> Word\n<\/code><\/pre>\n<p>\u062a\u0648 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc import \u0631\u0627 <code>Word<\/code> \u06a9\u0644\u0627\u0633 \u0627\u0632 \u0645\u0627\u0698\u0648\u0644  \u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u06cc\u06a9 \u0645\u062a\u0646 \u0628\u0647 \u0634\u06a9\u0644 \u0631\u0634\u062a\u0647 \u0628\u0647 \u0627\u06cc\u0646 \u06a9\u0644\u0627\u0633 \u0627\u0631\u0633\u0627\u0644 \u0645\u06cc \u0634\u0648\u062f\u060c \u06cc\u06a9 \u0634\u06cc TextBlob Word \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0622\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646 \u062a\u0648\u0627\u0628\u0639 \u0645\u062e\u062a\u0644\u0641\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0646\u0634\u0627\u0646\u0647 \u06af\u0630\u0627\u0631\u06cc\u060c \u0639\u0637\u0641 \u06a9\u0644\u0645\u0647\u060c \u0648\u0627\u0698\u0647 \u0633\u0627\u0632\u06cc \u0648 \u063a\u06cc\u0631\u0647 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u06a9\u0631\u062f.<\/p>\n<p>\u062f\u0631 \u0642\u0637\u0639\u0647 \u0632\u06cc\u0631\u060c \u06cc\u06a9 \u0634\u06cc TextBlob \u0627\u0632 \u0622\u0646 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645 <code>Word<\/code> \u06a9\u0644\u0627\u0633 &#8216;doc1&#8217; \u0628\u0627 \u0627\u0631\u0633\u0627\u0644 \u06cc\u06a9 \u0631\u0634\u062a\u0647 \u0645\u062a\u0646.<\/p>\n<pre><code class=\"hljs\">text = <span class=\"hljs-string\">\"I usually take a bus from my university to the park.\"<\/span>\ndoc1 = Word(text)\n<\/code><\/pre>\n<p>\u062f\u0631 \u0628\u062e\u0634 \u0647\u0627\u06cc \u0628\u0639\u062f\u06cc\u060c \u0631\u0648\u0634 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0648\u0627\u0628\u0639 \u0645\u062e\u062a\u0644\u0641 \u0631\u0627 \u0646\u0634\u0627\u0646 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0627\u062f \u0631\u0648\u06cc \u0634\u06cc\u0621 \u06a9\u0644\u0627\u0633 TextBlob \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u06a9\u062b\u0631\u062a \u0648 \u062a\u06a9\u06cc\u0646\u06af\u06cc.<\/p>\n<h2 id=\"pluralizationwithtextblob\"><span class=\"ez-toc-section\" id=\"%da%a9%d8%ab%d8%b1%d8%aa_%d8%b3%d8%a7%d8%b2%db%8c_%d8%a8%d8%a7_textblob\"><\/span>\u06a9\u062b\u0631\u062a \u0633\u0627\u0632\u06cc \u0628\u0627 TextBlob<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u0627 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u06cc\u06a9 \u0627\u0633\u0645 \u0631\u0627 \u0627\u0632 \u062d\u0627\u0644\u062a \u0645\u0641\u0631\u062f \u0628\u0647 \u062c\u0645\u0639 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0646\u06cc\u0645 <strong><code>pluralize()<\/code><\/strong>  \u0639\u0645\u0644\u06a9\u0631\u062f \u062f\u0631 TextBlob  \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0631\u0648\u0634 \u0628\u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0646 \u0634\u06a9\u0644 \u062c\u0645\u0639 &#8220;\u062a\u0648\u0644\u0647 \u0633\u06af&#8221; \u0631\u0627 \u062f\u0631 \u06a9\u062f \u0645\u062b\u0627\u0644 \u0632\u06cc\u0631 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u0645.  \u0628\u0647 \u0633\u0627\u062f\u06af\u06cc \u06cc\u06a9 \u0634\u06cc TextBlob \u0627\u0632 \u06a9\u0644\u0645\u0647 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f \u0648 \u062a\u0627\u0628\u0639 \u0631\u0627 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u06a9\u0646\u06cc\u062f <code>pluralize()<\/code> \u0631\u0648\u06cc  \u0622\u06cc \u062a\u06cc.<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> textblob <span class=\"hljs-keyword\">import<\/span> Word\nblob = Word(<span class=\"hljs-string\">\"puppy\"<\/span>)\npluralized_word = blob.pluralize()\n<span class=\"hljs-built_in\">print<\/span>(pluralized_word)\n\n\n<\/code><\/pre>\n<p>TextBlob \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u0645\u062a\u062f\u0627\u0648\u0644 \u06a9\u062b\u0631\u062a \u0633\u0627\u0632\u06cc\u060c \u0627\u0632 \u062c\u0645\u0644\u0647 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u0646\u0627\u0645\u0646\u0638\u0645 \u0631\u0627 \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0646\u062f.  \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0627\u06cc\u0646 \u0631\u0627 \u0628\u0627 \u0686\u0646\u062f \u0645\u062b\u0627\u0644 \u062f\u06cc\u06af\u0631 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\">plural_form = Word(<span class=\"hljs-string\">\"box\"<\/span>).pluralize() \n<span class=\"hljs-built_in\">print<\/span>(plural_form) \n\nplural_form = Word(<span class=\"hljs-string\">\"man\"<\/span>).pluralize() \n<span class=\"hljs-built_in\">print<\/span>(plural_form) \n\nplural_form = Word(<span class=\"hljs-string\">\"tooth\"<\/span>).pluralize() \n<span class=\"hljs-built_in\">print<\/span>(plural_form) \n\nplural_form = Word(<span class=\"hljs-string\">\"ox\"<\/span>).pluralize() \n<span class=\"hljs-built_in\">print<\/span>(plural_form) \n<\/code><\/pre>\n<p>\u0627\u0632 \u062e\u0631\u0648\u062c\u06cc \u0628\u0627\u0644\u0627\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0646\u06cc\u062f \u06a9\u0647 TextBlob \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u0646\u0627\u0645\u0646\u0638\u0645 \u0645\u0627\u0646\u0646\u062f ox-> oxen \u0648 child-> child \u0647\u0627 \u0631\u0627 \u0646\u06cc\u0632 \u06a9\u0646\u062a\u0631\u0644 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u062d\u0627\u0644 \u0628\u06cc\u0627\u06cc\u06cc\u062f \u06a9\u0644\u0645\u0647 &#8220;\u0622\u0628&#8221; \u0631\u0627 \u062f\u0631 \u0646\u0638\u0631 \u0628\u06af\u06cc\u0631\u06cc\u0645.  \u0622\u06cc\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0622\u0646 \u0631\u0627 \u0628\u0647 \u062c\u0645\u0639 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0646\u06cc\u062f\u061f  \u0646\u0647!  \u06a9\u0644\u0645\u0627\u062a\u06cc \u0645\u0627\u0646\u0646\u062f \u0622\u0628 \u0648 \u0645\u0628\u0644\u0645\u0627\u0646 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0627\u0633\u0627\u0645\u06cc \u063a\u06cc\u0631\u0642\u0627\u0628\u0644 \u0634\u0645\u0627\u0631\u0634 \u0634\u0646\u0627\u062e\u062a\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f \u0648 \u0628\u06cc\u0646 \u0627\u0634\u06a9\u0627\u0644 \u0645\u0641\u0631\u062f\/\u062c\u0645\u0639 \u0628\u062f\u0648\u0646 \u062a\u063a\u06cc\u06cc\u0631 \u0628\u0627\u0642\u06cc \u0645\u06cc \u0645\u0627\u0646\u0646\u062f.  \u062e\u0648\u0634\u0628\u062e\u062a\u0627\u0646\u0647 TextBlob \u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0627\u06cc\u0646 \u0645\u0648\u0627\u0631\u062f \u0645\u062c\u0647\u0632 \u0627\u0633\u062a \u0648 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0627\u0635\u0644\u0627\u062d \u0646\u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<pre><code class=\"hljs\">\nplural_form = Word(<span class=\"hljs-string\">'water'<\/span>).pluralize() \n<span class=\"hljs-built_in\">print<\/span>(plural_form) \n\nplural_form = Word(<span class=\"hljs-string\">\"information\"<\/span>).pluralize() \n<span class=\"hljs-built_in\">print<\/span>(plural_form) \n<\/code><\/pre>\n<h3 id=\"howtopluralizespecificwordsinasentence\"><span class=\"ez-toc-section\" id=\"%da%86%da%af%d9%88%d9%86%d9%87_pluralize_%da%a9%d9%84%d9%85%d8%a7%d8%aa_%d8%ae%d8%a7%d8%b5_%d8%af%d8%b1_%db%8c%da%a9_%d8%ac%d9%85%d9%84%d9%87%d8%9f\"><\/span>\u0686\u06af\u0648\u0646\u0647<code> Pluralize<\/code> \u06a9\u0644\u0645\u0627\u062a \u062e\u0627\u0635 \u062f\u0631 \u06cc\u06a9 \u062c\u0645\u0644\u0647\u061f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0627\u063a\u0644\u0628\u060c \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0628\u0627 \u0627\u0633\u0646\u0627\u062f \u0645\u062a\u0646\u06cc \u0633\u0631\u0648\u06a9\u0627\u0631 \u062f\u0627\u0631\u06cc\u062f\u060c \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u062e\u0648\u0627\u0647\u06cc\u062f \u06a9\u0644\u0645\u0627\u062a \u062e\u0627\u0635\u06cc \u0631\u0627 \u0627\u0635\u0644\u0627\u062d \u06a9\u0646\u06cc\u062f.  \u0641\u0631\u0636 \u06a9\u0646\u06cc\u062f \u0645\u062a\u0646\u06cc \u00abThe container \u0686\u0646\u062f\u06cc\u0646 \u062c\u0639\u0628\u0647 \u067e\u0631 \u0627\u0632 \u06a9\u0646\u0633\u0631\u0648 \u062f\u0627\u0634\u062a&#8221;\u060c \u0648 \u0634\u0645\u0627 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f &#8220;box&#8221; \u0631\u0627 \u0628\u0647 &#8220;\u062c\u0639\u0628\u0647&#8221; \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0627\u0632 \u0646\u0638\u0631 \u06af\u0631\u0627\u0645\u0631\u06cc \u0633\u0627\u0632\u06af\u0627\u0631 \u0628\u0627\u0634\u062f. \u0627\u0628\u062a\u062f\u0627 \u06cc\u06a9 \u0634\u06cc TextBlob \u0628\u0631\u0627\u06cc \u062c\u0645\u0644\u0647 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f. \u0631\u0648\u06cc \u0627\u06cc\u0646 \u0634\u06cc\u060c \u0627\u0632 &#8221; \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<code>words()<\/code>\u062a\u0627\u0628\u0639 \u0628\u0631\u0627\u06cc \u062f\u0631\u06cc\u0627\u0641\u062a \u0644\u06cc\u0633\u062a\u06cc \u0627\u0632 \u06a9\u0644\u0645\u0627\u062a \u062f\u0631 \u062c\u0645\u0644\u0647.  \u0627\u06a9\u0646\u0648\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u0646\u0645\u0627\u06cc\u0647 \u0627\u06cc\u0646 \u06a9\u0644\u0645\u0627\u062a \u0628\u0631\u0627\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u0622\u0646\u0647\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u062c\u0645\u0639 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.  \u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 \u0634\u0645\u0627 \u0646\u06cc\u0632 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u062f import \u0628\u0633\u062a\u0647 NLTK \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0648\u0627\u0628\u0639 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0644\u06cc\u0633\u062a \u06a9\u0644\u0645\u0627\u062a\u060c \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0628\u0647 \u0628\u0633\u062a\u0647.<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> nltk\nnltk.download(<span class=\"hljs-string\">'punkt'<\/span>)\n\n<span class=\"hljs-keyword\">from<\/span> textblob <span class=\"hljs-keyword\">import<\/span> TextBlob\n\nsentence = <span class=\"hljs-string\">\"The container had multiple box filled with canned goods\"<\/span>\n\n\nblob = TextBlob(sentence)\n\n\nwords = blob.words\n\n\npluralized_word = words(<span class=\"hljs-number\">4<\/span>).pluralize()\n<\/code><\/pre>\n<p>\u062c\u0645\u0644\u0647 \u0627\u0635\u0644\u0627\u062d \u0634\u062f\u0647 \u0627\u06cc \u06a9\u0647 \u062f\u0631 \u062e\u0631\u0648\u062c\u06cc \u062f\u0631\u06cc\u0627\u0641\u062a \u0645\u06cc \u06a9\u0646\u06cc\u062f \u0627\u06cc\u0646 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f:<\/p>\n<pre><code class=\"hljs\">\n<\/code><\/pre>\n<p>\u062e\u0631\u0648\u062c\u06cc \u0628\u0647 \u062f\u0644\u062e\u0648\u0627\u0647 \u0628\u0627 \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u0627\u0646\u062c\u0627\u0645 \u0634\u062f\u0647 \u0627\u0633\u062a.  \u0627\u0632 \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f <code>singularize<\/code> \u06cc\u0627 <code>pluralize<\/code> \u0647\u0645\u0647 \u0627\u0633\u0645 \u0647\u0627 \u062f\u0631 \u06cc\u06a9 \u0633\u0646\u062f \u0645\u062a\u0646\u06cc \u06a9\u0627\u0645\u0644 \u0646\u06cc\u0632.<\/p>\n<h2 id=\"singularizationwithtextblob\"><span class=\"ez-toc-section\" id=\"%d8%aa%da%a9%db%8c%d9%86%da%af%db%8c_%d8%a8%d8%a7_textblob\"><\/span>\u062a\u06a9\u06cc\u0646\u06af\u06cc \u0628\u0627 TextBlob<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062a\u0628\u062f\u06cc\u0644 \u0627\u0633\u0645 \u0627\u0632 \u062d\u0627\u0644\u062a \u062c\u0645\u0639 \u0628\u0647 \u0645\u0641\u0631\u062f \u0622\u0646 \u0628\u0647 \u0645\u0641\u0631\u062f \u0634\u062f\u0646 \u0645\u0639\u0631\u0648\u0641 \u0627\u0633\u062a \u0648 \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0628\u0631\u0627\u06cc \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0646 \u06a9\u0644\u0645\u0627\u062a \u067e\u0627\u06cc\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.  \u0628\u0631\u0627\u06cc \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0627\u0641\u0632\u0648\u0646\u06af\u06cc \u062f\u0631 \u062d\u06cc\u0646 \u06a9\u0627\u0631 \u0628\u0627 \u062d\u0631\u0648\u0641 \u0645\u062a\u0646\u06cc \u0628\u0632\u0631\u06af\u060c \u0627\u0634\u06a9\u0627\u0644 \u062c\u0645\u0639 \u0627\u063a\u0644\u0628 \u0628\u0647 \u0622\u0646\u0647\u0627 \u06a9\u0627\u0647\u0634 \u0645\u06cc \u06cc\u0627\u0628\u062f root \u06cc\u0627 \u0641\u0631\u0645 \u0645\u0641\u0631\u062f  \u0628\u0647 \u0645\u0627 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f <strong>\u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f \u06a9\u0631\u062f\u0646<\/strong> \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u0648 \u06a9\u0627\u0647\u0634 \u0627\u0628\u0639\u0627\u062f \u0648\u0627\u0698\u06af\u0627\u0646.  TextBlob \u0634\u0628\u06cc\u0647 \u0628\u0647 \u062c\u0645\u0639\u200c\u0633\u0627\u0632\u06cc\u060c \u06cc\u06a9 \u0631\u0648\u0634 \u062f\u0627\u062e\u0644\u06cc \u0646\u06cc\u0632 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f <strong><code>singularize()<\/code><\/strong>  \u0628\u0631\u0627\u06cc \u0631\u0633\u06cc\u062f\u06af\u06cc \u0628\u0647 \u062a\u06a9\u06cc\u0646\u06af\u06cc.<\/p>\n<p>\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 \u0628\u062e\u0634 \u0642\u0628\u0644 \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f\u06cc\u0645\u060c \u06cc\u06a9 \u0634\u06cc \u06a9\u0644\u0627\u0633 TextBlob \u0628\u0631\u0627\u06cc \u06a9\u0644\u0645\u0647 \u062e\u0648\u062f \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f \u0648 \u0622\u0646 \u0631\u0627 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u06a9\u0646\u06cc\u062f <code>singularize()<\/code> \u0631\u0648\u0634 \u0631\u0648\u06cc \u0622\u06cc \u062a\u06cc.  \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0642\u0648\u0627\u0639\u062f \u0645\u062e\u062a\u0644\u0641 \u062a\u06a9\u06cc\u0646\u06af\u06cc\u060c \u0627\u0632 \u062c\u0645\u0644\u0647 \u0645\u0648\u0627\u0631\u062f \u0646\u0627\u0645\u0646\u0638\u0645 \u0631\u0627 \u06a9\u0646\u062a\u0631\u0644 \u06a9\u0646\u062f.  \u0645\u0646 \u0627\u06cc\u0646 \u0631\u0627 \u0628\u0627 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0645\u062a\u0646\u0648\u0639 \u0627\u0632 \u0645\u062b\u0627\u0644 \u0647\u0627\u06cc \u0632\u06cc\u0631 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0627\u0645.<\/p>\n<pre><code class=\"hljs\">\nsingular_form = Word(<span class=\"hljs-string\">\"curtains\"<\/span>).singularize() \n<span class=\"hljs-built_in\">print<\/span>(singular_form)  \n\n\nsingular_form = Word(<span class=\"hljs-string\">\"mattresses\"<\/span>).singularize() \n<span class=\"hljs-built_in\">print<\/span>(singular_form)  \n\n\nsingular_form = Word(<span class=\"hljs-string\">\"geese\"<\/span>).singularize()\n<span class=\"hljs-built_in\">print<\/span>(singular_form)  \n\n\nsingular_form = Word(<span class=\"hljs-string\">\"mice\"<\/span>).singularize()\n<span class=\"hljs-built_in\">print<\/span>(singular_form)  \n<\/code><\/pre>\n<h3 id=\"howcanyousingularizeallnounsinyourdocument\"><span class=\"ez-toc-section\" id=\"%da%86%da%af%d9%88%d9%86%d9%87_%d9%85%db%8c_%d8%aa%d9%88%d8%a7%d9%86%db%8c%d8%af_singularize_%d9%87%d9%85%d9%87_%d8%a7%d8%b3%d8%a7%d9%85%db%8c_%d8%af%d8%b1_%d8%b3%d9%86%d8%af_%d8%b4%d9%85%d8%a7%d8%9f\"><\/span>\u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f <code>singularize<\/code> \u0647\u0645\u0647 \u0627\u0633\u0627\u0645\u06cc \u062f\u0631 \u0633\u0646\u062f \u0634\u0645\u0627\u061f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 \u0627\u0628\u062a\u062f\u0627\u06cc \u0627\u06cc\u0646 \u0628\u062e\u0634 \u0628\u062d\u062b \u06a9\u0631\u062f\u06cc\u0645\u060c \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f\u0633\u0627\u0632\u06cc \u0627\u0633\u0627\u0645\u06cc \u062f\u0631 \u0645\u062a\u0646 \u06cc\u06a9 \u0646\u06cc\u0627\u0632 \u0631\u0627\u06cc\u062c \u062f\u0631 NLP \u0627\u0633\u062a.  \u0641\u0631\u0636 \u06a9\u0646\u06cc\u062f \u06cc\u06a9 \u067e\u0627\u0631\u0627\u06af\u0631\u0627\u0641 \u062f\u0631 \u0633\u0646\u062f \u062e\u0648\u062f \u062f\u0627\u0631\u06cc\u0645 \u06a9\u0647 \u062f\u0631 \u0632\u06cc\u0631 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<pre><code class=\"hljs\">\nparagraph = <span class=\"hljs-string\">\"The bookshop around the corner sells all genres of books, including fiction, non-fiction, autobiographies, and much more. The quality of the books is amazing, and they are all bestsellers. I recently bought the New York Times Bestseller Atomic Habits from there.\"<\/span>\n<\/code><\/pre>\n<p>\u0627\u06af\u0631 \u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f\u060c \u06a9\u0644\u0645\u0627\u062a &#8220;\u06a9\u062a\u0627\u0628&#8221; \u0648 &#8220;\u06a9\u062a\u0627\u0628&#8221;\u060c &#8220;\u067e\u0631\u0641\u0631\u0648\u0634&#8221; \u0648 &#8220;\u067e\u0631\u0641\u0631\u0648\u0634&#8221; \u062f\u0631 \u0627\u06cc\u0646 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f.  \u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0645\u062a\u0646\u06cc \u062f\u0631 NLP\u060c \u0641\u0642\u0637 root \u06a9\u0644\u0645\u0647 \u0636\u0631\u0648\u0631\u06cc \u0627\u0633\u062a  \u0627\u0632 \u0627\u06cc\u0646 \u0631\u0648\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0634\u06a9\u0644\u200c\u0647\u0627\u06cc \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f \u0645\u0641\u0631\u062f \u0648 <strong>\u062d\u062c\u0645 \u062f\u0627\u06cc\u0631\u0647 \u0644\u063a\u0627\u062a\u0645\u0627\u0646 \u0631\u0627 \u06a9\u0645 \u06a9\u0646\u06cc\u0645<\/strong>.  \u0627\u06a9\u0646\u0648\u0646 \u0628\u0647 \u0634\u0645\u0627 \u0646\u0634\u0627\u0646 \u062e\u0648\u0627\u0647\u0645 \u062f\u0627\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0628\u0627 TextBlob \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f.<\/p>\n<pre><code class=\"hljs\">\nnltk.download(<span class=\"hljs-string\">'averaged_perceptron_tagger'<\/span>)\n\n\nblob = TextBlob(paragraph)\n\n\nnouns = (word.singularize() <span class=\"hljs-keyword\">for<\/span> word, tag <span class=\"hljs-keyword\">in<\/span> blob.tags <span class=\"hljs-keyword\">if<\/span> tag.startswith(<span class=\"hljs-string\">'NN'<\/span>))\n\n\nunique_nouns = <span class=\"hljs-built_in\">set<\/span>(nouns)\n<span class=\"hljs-keyword\">for<\/span> noun <span class=\"hljs-keyword\">in<\/span> unique_nouns:\n    <span class=\"hljs-built_in\">print<\/span>(noun)\n\n\n<\/code><\/pre>\n<p>\u0627\u0632 \u062e\u0631\u0648\u062c\u06cc\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u062a\u0623\u06cc\u06cc\u062f \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0647\u0631 \u0627\u0633\u0645 \u0628\u0647 \u0634\u06a9\u0644 \u0645\u0641\u0631\u062f \u062e\u0648\u062f (\u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f) \u062a\u0628\u062f\u06cc\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a!<\/p>\n<h2 id=\"howtodefinecustomrulesforsingularizationpluralization\"><span class=\"ez-toc-section\" id=\"%da%86%da%af%d9%88%d9%86%d9%87_%d9%82%d9%88%d8%a7%d9%86%db%8c%d9%86_%d8%b3%d9%81%d8%a7%d8%b1%d8%b4%db%8c_%d8%b1%d8%a7_%d8%a8%d8%b1%d8%a7%db%8c_%d8%aa%da%a9%db%8c%d9%86%da%af%db%8c_%d9%88_%da%a9%d8%ab%d8%b1%d8%aa_%d8%aa%d8%b9%d8%b1%db%8c%d9%81_%da%a9%d9%86%db%8c%d9%85%d8%9f\"><\/span>\u0686\u06af\u0648\u0646\u0647 \u0642\u0648\u0627\u0646\u06cc\u0646 \u0633\u0641\u0627\u0631\u0634\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u06a9\u06cc\u0646\u06af\u06cc \u0648 \u06a9\u062b\u0631\u062a \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u0645\u061f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u062a\u0648\u0627\u0628\u0639 \u062f\u0627\u062e\u0644\u06cc TextBlob <code>singularize()<\/code> \u0646\u062a\u0627\u06cc\u062c \u062f\u0642\u06cc\u0642\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u06a9\u062b\u0631 \u0627\u0633\u0645\u200c\u0647\u0627 \u062f\u0631 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u0627\u06cc\u0646 \u0627\u0634\u062a\u0628\u0627\u0647 \u0646\u06cc\u0633\u062a.  \u0645\u0646 \u0634\u0645\u0627 \u0631\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0628\u0631\u062e\u06cc \u0645\u0648\u0642\u0639\u06cc\u062a\u200c\u0647\u0627\u06cc \u0631\u0627\u06cc\u062c \u06a9\u0647 \u062f\u0631 \u0622\u0646 TextBlob \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0646\u062a\u0648\u0627\u0646\u062f \u0639\u0637\u0641 \u0631\u0627 \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0646\u062f\u060c \u0631\u0627\u0647\u0646\u0645\u0627\u06cc\u06cc \u0645\u06cc\u200c\u06a9\u0646\u0645.<\/p>\n<p>\u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u0627\u06cc\u0646 \u0642\u0648\u0627\u0646\u06cc\u0646 \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0631\u062f\u06cc\u062f\u060c TextBlob \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0647 \u062e\u0627\u0637\u0631 \u0645\u06cc \u0622\u0648\u0631\u062f \u0648 \u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u0628\u0627 \u0627\u06cc\u0646 \u06a9\u0644\u0645\u0627\u062a \u062e\u0627\u0635 \u0631\u0648\u0628\u0631\u0648 \u0645\u06cc \u0634\u0648\u062f \u0628\u0647 \u0637\u0648\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0627\u0639\u0645\u0627\u0644 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u06a9\u0645\u06a9 \u0628\u0647 \u062f\u0631\u06a9 \u0628\u0647\u062a\u0631\u060c \u0628\u0631\u062e\u06cc \u0627\u0632 \u0645\u0648\u0627\u0631\u062f \u0631\u0627\u06cc\u062c \u0631\u0627 \u06a9\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u062a\u0646\u0638\u06cc\u0645 \u0642\u0648\u0627\u0646\u06cc\u0646 \u0633\u0641\u0627\u0631\u0634\u06cc \u0636\u0631\u0648\u0631\u06cc \u0628\u0627\u0634\u062f\u060c \u0628\u0647 \u0634\u0645\u0627 \u0645\u0639\u0631\u0641\u06cc \u062e\u0648\u0627\u0647\u0645 \u06a9\u0631\u062f:<\/p>\n<ul>\n<li>\n<p><strong>\u06a9\u0644\u0645\u0627\u062a \u063a\u06cc\u0631 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc:<\/strong> \u0642\u0648\u0627\u0646\u06cc\u0646 \u067e\u06cc\u0634 \u0641\u0631\u0636 TextBlob \u062f\u0631 \u062f\u0631\u062c\u0647 \u0627\u0648\u0644 \u0628\u0631\u0627\u06cc \u06a9\u0644\u0645\u0627\u062a \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a.  \u0627\u06af\u0631 \u0628\u0627 \u06a9\u0644\u0645\u0627\u062a \u063a\u06cc\u0631\u0627\u0646\u06af\u0644\u06cc\u0633\u06cc \u0645\u0648\u0627\u062c\u0647 \u0634\u062f\u06cc\u062f \u06a9\u0647 \u0627\u0632 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u0645\u062a\u06a9\u062b\u0631 \u06cc\u0627 \u062a\u06a9\u06cc\u0646\u06af\u06cc \u0645\u062a\u0641\u0627\u0648\u062a \u067e\u06cc\u0631\u0648\u06cc \u0645\u06cc \u06a9\u0646\u0646\u062f\u060c \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0644\u0627\u0632\u0645 \u0628\u0627\u0634\u062f \u0642\u0648\u0627\u0646\u06cc\u0646 \u0633\u0641\u0627\u0631\u0634\u06cc \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f.  \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644: \u06a9\u0627\u06a9\u062a\u0648\u0633 -> \u06a9\u0627\u06a9\u062a\u0648\u0633\u060c \u0627\u062e\u062a\u0627\u067e\u0648\u0633 -> \u0627\u062e\u062a\u0627\u067e\u0648\u0633.<\/p>\n<\/li>\n<li>\n<p><strong>\u0634\u0631\u0627\u06cc\u0637 \u062e\u0627\u0635 \u062f\u0627\u0645\u0646\u0647:<\/strong> \u0628\u0631\u062e\u06cc \u0627\u0632 \u0627\u0635\u0637\u0644\u0627\u062d\u0627\u062a \u062e\u0627\u0635 \u062f\u0627\u0645\u0646\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0627\u0634\u06a9\u0627\u0644 \u062a\u06a9\u062b\u0631 \u06cc\u0627 \u062a\u06a9\u06cc\u0646\u06af\u06cc \u0645\u0646\u062d\u0635\u0631 \u0628\u0647 \u0641\u0631\u062f\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0646\u062f \u06a9\u0647 \u062a\u0648\u0633\u0637 \u0642\u0648\u0627\u0646\u06cc\u0646 \u067e\u06cc\u0634 \u0641\u0631\u0636 \u067e\u0648\u0634\u0634 \u062f\u0627\u062f\u0647 \u0646\u0645\u06cc \u0634\u0648\u0646\u062f.  \u0645\u062b\u0627\u0644: \u0648\u06cc\u0631\u0648\u0633 -> \u0648\u06cc\u0631\u0648\u0633\u060c \u0633\u0624\u0627\u0644\u0627\u062a \u0645\u062a\u062f\u0627\u0648\u0644 -> \u0633\u0624\u0627\u0644\u0627\u062a \u0645\u062a\u062f\u0627\u0648\u0644 (\u0645\u062e\u0641\u0641)<\/p>\n<\/li>\n<\/ul>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0648\u0627\u0642\u0639 \u0686\u0647 \u06a9\u0646\u06cc\u0645\u061f<\/p>\n<p>\u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u06cc\u06a9 \u0628\u0633\u062a\u0647 \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0647 \u0646\u0627\u0645 &#8220;\u0627\u0644\u06af\u0648&#8221; \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0642\u0648\u0627\u0646\u06cc\u0646 \u0633\u0641\u0627\u0631\u0634\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0639\u0637\u0641 \u06a9\u0644\u0645\u0647 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u062f.  \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f <code>singularize<\/code> \u0648 <code>pluralize<\/code> \u062a\u0648\u0627\u0628\u0639 \u0627\u0632 <code>pattern.en<\/code> \u0645\u062f\u0648\u0644.  \u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0642\u0648\u0627\u0646\u06cc\u0646 \u062a\u06a9\u06cc\u0646\u06af\u06cc \u0648 \u06a9\u062b\u0631\u062a\u200c\u0633\u0627\u0632\u06cc \u0633\u0641\u0627\u0631\u0634\u06cc \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u06cc\u06a9\u0634\u0646\u0631\u06cc\u200c\u0647\u0627 \u0645\u0637\u0627\u0628\u0642 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u0645.<\/p>\n<pre><code class=\"hljs\">\n<span class=\"hljs-keyword\">import<\/span> pattern\n<span class=\"hljs-keyword\">from<\/span> pattern.en <span class=\"hljs-keyword\">import<\/span> singularize, pluralize\n\ncustom_plural_rules = {<span class=\"hljs-string\">'virus'<\/span>: <span class=\"hljs-string\">'viri'<\/span>, <span class=\"hljs-string\">'SAT'<\/span>: <span class=\"hljs-string\">'SATs'<\/span>}\n\n\n<span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">custom_plural<\/span>(<span class=\"hljs-params\">word<\/span>):<\/span>\n    <span class=\"hljs-keyword\">if<\/span> word <span class=\"hljs-keyword\">in<\/span> custom_plural_rules:\n        <span class=\"hljs-keyword\">return<\/span> custom_plural_rules(word)\n    <span class=\"hljs-keyword\">return<\/span> pluralize(word)\n\n\n<span class=\"hljs-built_in\">print<\/span>(custom_plural(<span class=\"hljs-string\">'virus'<\/span>))  \n<\/code><\/pre>\n<p>\u0627\u06af\u0631 \u06a9\u0644\u0645\u0647 \u0648\u0631\u0648\u062f\u06cc \u062f\u0631 \u0641\u0631\u0647\u0646\u06af \u0644\u063a\u062a \u0648\u062c\u0648\u062f \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f\u060c \u0642\u0648\u0627\u0646\u06cc\u0646 \u0633\u0641\u0627\u0631\u0634\u06cc \u0645\u0627 \u0627\u0639\u0645\u0627\u0644 \u062e\u0648\u0627\u0647\u0646\u062f \u0634\u062f.  \u062f\u0631 \u063a\u06cc\u0631 \u0627\u06cc\u0646 \u0635\u0648\u0631\u062a \u0627\u0632 \u0642\u0648\u0627\u0646\u06cc\u0646 \u067e\u06cc\u0634 \u0641\u0631\u0636 \u0628\u0631\u0627\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<h2 id=\"whenshouldyouchoosetextblobandwhy\"><span class=\"ez-toc-section\" id=\"%da%86%d9%87_%d8%b2%d9%85%d8%a7%d9%86%db%8c_%d8%a8%d8%a7%db%8c%d8%af_textblob_%d8%b1%d8%a7_%d8%a7%d9%86%d8%aa%d8%ae%d8%a7%d8%a8_%da%a9%d9%86%db%8c%d8%af_%d9%88_%da%86%d8%b1%d8%a7%d8%9f\"><\/span>\u0686\u0647 \u0632\u0645\u0627\u0646\u06cc \u0628\u0627\u06cc\u062f TextBlob \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f \u0648 \u0686\u0631\u0627\u061f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u06cc\u06a9\u06cc \u0627\u0632 \u0645\u0632\u0627\u06cc\u0627\u06cc \u0627\u0635\u0644\u06cc TextBlob \u0633\u06cc\u0646\u062a\u06a9\u0633 \u0648 API \u0622\u0633\u0627\u0646 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0622\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0627\u0639\u062b \u0645\u06cc \u0634\u0648\u062f <strong>\u0645\u0628\u062a\u062f\u06cc \u067e\u0633\u0646\u062f<\/strong>.  \u062c\u062f\u0627\u06cc \u0627\u0632 \u062a\u06a9\u06cc\u0646\u200c\u0633\u0627\u0632\u06cc\/\u062a\u06a9\u062b\u06cc\u0631\u0633\u0627\u0632\u06cc\u060c \u0645\u0627 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0627\u06cc \u0627\u0632 \u0648\u0638\u0627\u06cc\u0641 \u0627\u0632 \u062c\u0645\u0644\u0647 \u0628\u0631\u0686\u0633\u0628\u200c\u06af\u0630\u0627\u0631\u06cc \u0628\u062e\u0634\u06cc \u0627\u0632 \u06af\u0641\u062a\u0627\u0631\u060c \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0639\u0628\u0627\u0631\u062a \u0627\u0633\u0645\u06cc\u060c \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u0648 \u0645\u0648\u0627\u0631\u062f \u062f\u06cc\u06af\u0631 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u0645\u060c \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0628\u0627 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634\u200c\u062f\u06cc\u062f\u0647 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f.  \u0622\u06cc \u062a\u06cc <strong>\u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0627\u062f\u063a\u0627\u0645 \u0645\u06cc \u0634\u0648\u062f<\/strong> \u0628\u0627 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u062f\u06cc\u06af\u0631\u06cc \u06a9\u0647 \u0645\u0639\u0645\u0648\u0644\u0627 \u062f\u0631 \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f\u060c \u0645\u0627\u0646\u0646\u062f NLTK.<\/p>\n<p>\u0627\u0632 \u0633\u0648\u06cc \u062f\u06cc\u06af\u0631\u060c TextBlob \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0647\u062a\u0631\u06cc\u0646 \u0627\u0646\u062a\u062e\u0627\u0628 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u062a\u0646 \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0632\u0631\u06af \u06a9\u0647 \u0627\u0632 \u0646\u0638\u0631 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0641\u0634\u0631\u062f\u0647 \u0647\u0633\u062a\u0646\u062f \u06cc\u0627 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0628\u0647 \u06a9\u0646\u062a\u0631\u0644 \u062f\u0642\u06cc\u0642 \u0646\u06cc\u0627\u0632 \u0627\u0633\u062a\u060c \u0646\u0628\u0627\u0634\u062f.  \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0648\u0627\u0631\u062f \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0633\u062a\u0647 \u0647\u0627\u06cc \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646\u06cc \u0645\u0627\u0646\u0646\u062f spaCy \u0648 Stanford CoreNLP \u0631\u0627 \u062f\u0631 \u0646\u0638\u0631 \u0628\u06af\u06cc\u0631\u06cc\u062f.  spaCy \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc \u0642\u0648\u06cc \u0628\u0631\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u062b\u0631\u062a\u200c\u0633\u0627\u0632\u06cc \u0648 \u062a\u06a9\u06cc\u0646\u06af\u06cc \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0628\u0627 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u062a\u0646 \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0632\u0631\u06af \u0633\u0631\u0648\u06a9\u0627\u0631 \u062f\u0627\u0631\u062f\u060c \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f.  \u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f <a href=\"https:\/\/spacy.io\/\" target=\"_blank\" rel=\"noopener\">\u0627\u0633\u0646\u0627\u062f spaCy \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627<\/a>.<\/p>\n<h2 id=\"conclusion\"><span class=\"ez-toc-section\" id=\"%d9%86%d8%aa%db%8c%d8%ac%d9%87\"><\/span>\u0646\u062a\u06cc\u062c\u0647<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0631\u0648\u0634 \u0647\u0627\u06cc \u062f\u0627\u062e\u0644\u06cc \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 TextBlob <code>pluralize()<\/code> \u0648 <code>singularize()<\/code> \u0631\u0648\u0634 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0622\u0645\u062f\u06cc \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0648\u0638\u0627\u06cc\u0641 \u0639\u0637\u0641 \u06a9\u0644\u0645\u0647 \u0647\u0633\u062a\u0646\u062f.  \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0647\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u0633\u0627\u0645\u06cc \u0645\u0641\u0631\u062f\/\u062c\u0645\u0639 \u0631\u0627 \u062f\u0631 \u0632\u0628\u0627\u0646 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0646\u0646\u062f.  TextBlob \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0627\u06a9\u062b\u0631 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u0646\u0627\u0645\u0646\u0638\u0645 \u0631\u0627 \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0646\u062f.  \u0627\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627 \u0648 \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627 TextBlob \u0631\u0627 \u0628\u0647 \u06af\u0632\u06cc\u0646\u0647\u200c\u0627\u06cc \u0639\u0627\u0644\u06cc \u0628\u0631\u0627\u06cc \u0648\u0638\u0627\u06cc\u0641 \u0639\u0637\u0641 \u06a9\u0644\u0645\u0647 \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<p>\u0627\u06af\u0631 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u0631\u0648\u0634 \u0627\u062c\u0631\u0627\u06cc \u0633\u0627\u06cc\u0631 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc NLP \u062f\u0631 TextBlob \u0631\u0627 \u0628\u062f\u0627\u0646\u06cc\u062f\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0627\u062a \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f.  \u0627\u06af\u0631 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u062f \u0642\u0648\u0627\u0646\u06cc\u0646 \u0639\u0637\u0641 \u0633\u0641\u0627\u0631\u0634\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0635\u0637\u0644\u0627\u062d\u0627\u062a \u062e\u0627\u0635 \u062f\u0627\u0645\u0646\u0647 \u062e\u0648\u062f \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u062f\u060c \u0627\u0644\u06af\u0648 \u0628\u0633\u062a\u0647 \u0645\u0641\u06cc\u062f \u062f\u06cc\u06af\u0631\u06cc \u0627\u0633\u062a.  \u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f TextBlob \u0648 \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u0647\u0627\u06cc \u0622\u0646 \u0631\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0646\u06cc\u062f \u0631\u0648\u06cc \u0646\u06cc\u0627\u0632\u0647\u0627\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0634\u0645\u0627  \u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u0645 \u0627\u0632 \u062e\u0648\u0627\u0646\u062f\u0646 \u0644\u0630\u062a \u0628\u0631\u062f\u0647 \u0628\u0627\u0634\u06cc\u062f!<\/p>\n<\/div>\n<p><script>\n                        !function(f,b,e,v,n,t,s)\n                        {if(f.fbq)return;n=f.fbq=function(){n.callMethod?\n                        n.callMethod.apply(n,arguments):n.queue.push(arguments)};\n                        if(!f._fbq)f._fbq=n;n.push=n;n.loaded=!0;n.version='2.0';\n                        n.queue=();t=b.createElement(e);t.async=!0;\n                        t.src=v;s=b.getElementsByTagName(e)(0);\n                        s.parentNode.insertBefore(t,s)}(window, document,'script',\n                        'https:\/\/connect.facebook.net\/en_US\/fbevents.js');\n                        fbq('init', '525232124909042');\n                        fbq('track', 'PageView');\n                    <\/script>    (\u0628\u0631\u0686\u0633\u0628\u200c\u0647\u0627 \u0628\u0647 \u062a\u0631\u062c\u0645\u0647)# python<br \/>\n<br \/><br \/>\n<br \/>\u0645\u0646\u062a\u0634\u0631 \u0634\u062f\u0647 \u062f\u0631 1402-12-31 13:16:03<br \/>\n<\/p>\n\n\n<div class=\"kk-star-ratings kksr-auto kksr-align-center kksr-valign-bottom\"\n    data-payload='{&quot;align&quot;:&quot;center&quot;,&quot;id&quot;:&quot;12723&quot;,&quot;slug&quot;:&quot;default&quot;,&quot;valign&quot;:&quot;bottom&quot;,&quot;ignore&quot;:&quot;&quot;,&quot;reference&quot;:&quot;auto&quot;,&quot;class&quot;:&quot;&quot;,&quot;count&quot;:&quot;0&quot;,&quot;legendonly&quot;:&quot;&quot;,&quot;readonly&quot;:&quot;&quot;,&quot;score&quot;:&quot;0&quot;,&quot;starsonly&quot;:&quot;&quot;,&quot;best&quot;:&quot;5&quot;,&quot;gap&quot;:&quot;5&quot;,&quot;greet&quot;:&quot;\u0627\u0645\u062a\u06cc\u0627\u0632 \u0634\u0645\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628&quot;,&quot;legend&quot;:&quot;0\\\/5 (0 \u0631\u0627\u06cc)&quot;,&quot;size&quot;:&quot;30&quot;,&quot;title&quot;:&quot;NLP \u0633\u0627\u062f\u0647 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0627 TextBlob: Pluralization \u0648 Singularization&quot;,&quot;width&quot;:&quot;0&quot;,&quot;_legend&quot;:&quot;{score}\\\/{best} ({count} \u0631\u0627\u06cc)&quot;,&quot;font_factor&quot;:&quot;1.25&quot;}'>\n            \n<div class=\"kksr-stars\">\n    \n<div class=\"kksr-stars-inactive\">\n            <div class=\"kksr-star\" data-star=\"1\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"2\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"3\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"4\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"5\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n    <\/div>\n    \n<div class=\"kksr-stars-active\" style=\"width: 0px;\">\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n    <\/div>\n<\/div>\n                \n\n<div class=\"kksr-legend\" style=\"font-size: 24px;\">\n            <span class=\"kksr-muted\">\u0627\u0645\u062a\u06cc\u0627\u0632 \u0634\u0645\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628<\/span>\n    <\/div>\n    <\/div>\n","protected":false},"excerpt":{"rendered":"<p><span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">\u0632\u0645\u0627\u0646 \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0645\u0637\u0627\u0644\u0639\u0647: <\/span> <span class=\"rt-time\"> 7<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span>\u0645\u0639\u0631\u0641\u06cc \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u062f\u06cc\u062c\u06cc\u062a\u0627\u0644 \u0627\u0645\u0631\u0648\u0632\u06cc\u060c \u062d\u062c\u0645 \u0648\u0633\u06cc\u0639\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u062f\u0631 \u0642\u0627\u0644\u0628 \u0627\u062e\u0628\u0627\u0631\u060c \u062a\u0648\u06cc\u06cc\u062a \u0647\u0627 \u0648 \u067e\u0633\u062a \u0647\u0627\u06cc \u0631\u0633\u0627\u0646\u0647 \u0647\u0627\u06cc \u0627\u062c\u062a\u0645\u0627\u0639\u06cc \u0627\u06cc\u062c\u0627\u062f \u0648 \u0645\u0646\u062a\u0642\u0644 \u0645\u06cc \u0634\u0648\u062f. \u0622\u06cc\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0632\u0645\u0627\u0646 \u0648 \u062a\u0644\u0627\u0634 \u0644\u0627\u0632\u0645 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0622\u0646 \u062a\u0635\u0648\u0631 \u06a9\u0646\u06cc\u062f process \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u062f\u0633\u062a\u06cc\u061f \u062e\u0648\u0634\u0628\u062e\u062a\u0627\u0646\u0647\u060c \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc (NLP) \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627 \u0628\u0647 \u0645\u0627 \u06a9\u0645\u06a9 [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":9759,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1743,620,1686],"tags":[],"class_list":["post-12723","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-python","category-programming","category-ai"],"acf":[],"_links":{"self":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/12723","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/comments?post=12723"}],"version-history":[{"count":0,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/12723\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media\/9759"}],"wp:attachment":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media?parent=12723"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/categories?post=12723"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/tags?post=12723"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}