{"id":12359,"date":"2023-12-31T02:11:10","date_gmt":"2023-12-30T22:41:10","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-%d8%a8%d8%b1%da%86%d8%b3%d8%a8%da%af%d8%b0%d8%a7%d8%b1%db%8c-textblob-%d8%a8%d8%ae%d8%b4\/"},"modified":"2023-12-31T02:11:10","modified_gmt":"2023-12-30T22:41:10","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-%d8%a8%d8%b1%da%86%d8%b3%d8%a8%da%af%d8%b0%d8%a7%d8%b1%db%8c-textblob-%d8%a8%d8%ae%d8%b4","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-%d8%a8%d8%b1%da%86%d8%b3%d8%a8%da%af%d8%b0%d8%a7%d8%b1%db%8c-textblob-%d8%a8%d8%ae%d8%b4\/","title":{"rendered":"NLP \u0633\u0627\u062f\u0647 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0627 \u0628\u0631\u0686\u0633\u0628\u200c\u06af\u0630\u0627\u0631\u06cc TextBlob: \u0628\u062e\u0634\u200c\u0647\u0627\u06cc \u06af\u0641\u062a\u0627\u0631 (PoS)"},"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-%d8%a8%d8%b1%da%86%d8%b3%d8%a8%da%af%d8%b0%d8%a7%d8%b1%db%8c-textblob-%d8%a8%d8%ae%d8%b4\/#%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-%d8%a8%d8%b1%da%86%d8%b3%d8%a8%da%af%d8%b0%d8%a7%d8%b1%db%8c-textblob-%d8%a8%d8%ae%d8%b4\/#%d8%a8%d8%b1%da%86%d8%b3%d8%a8_%da%af%d8%b0%d8%a7%d8%b1%db%8c_%d8%a8%d8%ae%d8%b4%db%8c_%d8%a7%d8%b2_%da%af%d9%81%d8%aa%d8%a7%d8%b1_pos_%da%86%db%8c%d8%b3%d8%aa%d8%9f\" >\u0628\u0631\u0686\u0633\u0628 \u06af\u0630\u0627\u0631\u06cc \u0628\u062e\u0634\u06cc \u0627\u0632 \u06af\u0641\u062a\u0627\u0631 (PoS) \u0686\u06cc\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-%d8%a8%d8%b1%da%86%d8%b3%d8%a8%da%af%d8%b0%d8%a7%d8%b1%db%8c-textblob-%d8%a8%d8%ae%d8%b4\/#textblob_%d8%b1%d8%a7_%d9%86%d8%b5%d8%a8_%da%a9%d9%86%db%8c%d8%af\" >TextBlob \u0631\u0627 \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f<\/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-%d8%a8%d8%b1%da%86%d8%b3%d8%a8%da%af%d8%b0%d8%a7%d8%b1%db%8c-textblob-%d8%a8%d8%ae%d8%b4\/#%d9%85%d8%b1%d8%a7%d8%ad%d9%84_%d9%be%db%8c%d8%b4_%d9%be%d8%b1%d8%af%d8%a7%d8%b2%d8%b4\" >\u0645\u0631\u0627\u062d\u0644 \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><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-%d8%a8%d8%b1%da%86%d8%b3%d8%a8%da%af%d8%b0%d8%a7%d8%b1%db%8c-textblob-%d8%a8%d8%ae%d8%b4\/#%d8%ac%d8%af%d9%88%d9%84_%d9%86%da%af%d8%a7%d8%b4%d8%aa_%d9%85%d8%b9%d9%86%db%8c_%d8%a8%d8%b1%da%86%d8%b3%d8%a8_%d9%87%d8%a7%db%8c_pos\" >\u062c\u062f\u0648\u0644 \u0646\u06af\u0627\u0634\u062a \u0645\u0639\u0646\u06cc \u0628\u0631\u0686\u0633\u0628 \u0647\u0627\u06cc PoS<\/a><\/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-%d8%a8%d8%b1%da%86%d8%b3%d8%a8%da%af%d8%b0%d8%a7%d8%b1%db%8c-textblob-%d8%a8%d8%ae%d8%b4\/#%d9%85%d8%b9%d8%a7%db%8c%d8%a8_%d9%88_%d9%be%db%8c%d8%b4%d8%b1%d9%81%d8%aa_%d9%87%d8%a7\" >\u0645\u0639\u0627\u06cc\u0628 \u0648 \u067e\u06cc\u0634\u0631\u0641\u062a \u0647\u0627<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><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-%d8%a8%d8%b1%da%86%d8%b3%d8%a8%da%af%d8%b0%d8%a7%d8%b1%db%8c-textblob-%d8%a8%d8%ae%d8%b4\/#%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\"> 4<\/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 \u0632\u0645\u06cc\u0646\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc (NLP)\u060c \u06cc\u06a9\u06cc \u0627\u0632 \u0648\u0638\u0627\u06cc\u0641 \u0627\u0633\u0627\u0633\u06cc\u060c \u0628\u0631\u0686\u0633\u0628 \u06af\u0630\u0627\u0631\u06cc \u0642\u0633\u0645\u062a \u0647\u0627\u06cc \u06af\u0641\u062a\u0627\u0631 (PoS) \u0627\u0633\u062a.  \u0628\u0631\u0686\u0633\u0628 \u06af\u0630\u0627\u0631\u06cc PoS \u0634\u0627\u0645\u0644 \u062a\u062e\u0635\u06cc\u0635 \u062f\u0633\u062a\u0647 \u0647\u0627\u06cc \u062f\u0633\u062a\u0648\u0631\u06cc \u0645\u0627\u0646\u0646\u062f \u0627\u0633\u0645\u060c \u0627\u0641\u0639\u0627\u0644\u060c \u0635\u0641\u062a \u0648 \u063a\u06cc\u0631\u0647 \u0628\u0647 \u06a9\u0644\u0645\u0627\u062a \u062f\u0631 \u06cc\u06a9 \u062c\u0645\u0644\u0647 \u0627\u0633\u062a.  \u0627\u06cc\u0646 process \u0646\u0642\u0634 \u0645\u0647\u0645\u06cc \u062f\u0631 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc NLP \u0627\u0632 \u062c\u0645\u0644\u0647 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0645\u062a\u0646\u060c \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0648 \u062a\u0631\u062c\u0645\u0647 \u0645\u0627\u0634\u06cc\u0646\u06cc \u0627\u06cc\u0641\u0627 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647\u060c \u0631\u0648\u0634 \u0627\u0646\u062c\u0627\u0645 \u0628\u0631\u0686\u0633\u0628 \u06af\u0630\u0627\u0631\u06cc PoS \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 TextBlob \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.<\/p>\n<h2 id=\"whatispartofspeechpostagging\"><span class=\"ez-toc-section\" id=\"%d8%a8%d8%b1%da%86%d8%b3%d8%a8_%da%af%d8%b0%d8%a7%d8%b1%db%8c_%d8%a8%d8%ae%d8%b4%db%8c_%d8%a7%d8%b2_%da%af%d9%81%d8%aa%d8%a7%d8%b1_pos_%da%86%db%8c%d8%b3%d8%aa%d8%9f\"><\/span>\u0628\u0631\u0686\u0633\u0628 \u06af\u0630\u0627\u0631\u06cc \u0628\u062e\u0634\u06cc \u0627\u0632 \u06af\u0641\u062a\u0627\u0631 (PoS) \u0686\u06cc\u0633\u062a\u061f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u062e\u0634\u06cc \u0627\u0632 \u0628\u0631\u0686\u0633\u0628 \u0632\u062f\u0646 \u06af\u0641\u062a\u0627\u0631 \u0627\u0633\u062a process \u0628\u0631\u0686\u0633\u0628 \u0632\u062f\u0646 \u06a9\u0644\u0645\u0627\u062a \u062f\u0631 \u06cc\u06a9 \u062c\u0645\u0644\u0647 \u0628\u0627 \u062f\u0633\u062a\u0647 \u0647\u0627\u06cc \u062f\u0633\u062a\u0648\u0631\u06cc \u0645\u0631\u0628\u0648\u0637\u0647.  \u0628\u0647 \u0647\u0631 \u06a9\u0644\u0645\u0647 \u06cc\u06a9 \u062a\u06af \u0627\u062e\u062a\u0635\u0627\u0635 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u0631\u0648\u06cc \u0646\u0642\u0634 \u0646\u062d\u0648\u06cc \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f \u0622\u0646 \u062f\u0631 \u062c\u0645\u0644\u0647.  \u0627\u06cc\u0646 \u062a\u06af \u0647\u0627\u06cc PoS \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0627\u0631\u0632\u0634\u0645\u0646\u062f\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f \u0631\u0641\u062a\u0627\u0631 \u06a9\u0644\u0645\u0647 \u0648 \u0627\u0631\u062a\u0628\u0627\u0637 \u0622\u0646 \u0628\u0627 \u0633\u0627\u06cc\u0631 \u06a9\u0644\u0645\u0627\u062a \u062f\u0631 \u062c\u0645\u0644\u0647 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u0646\u062f.<\/p>\n<p>\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u062c\u0645\u0644\u0647: &#8220;\u06af\u0631\u0628\u0647 \u062e\u0648\u0627\u0628 \u0627\u0633\u062a&#8221; \u0631\u0627 \u062f\u0631 \u0646\u0638\u0631 \u0628\u06af\u06cc\u0631\u06cc\u062f.  \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u00ab\u06af\u0631\u0628\u0647\u00bb \u06cc\u06a9 \u0627\u0633\u0645\u060c \u00ab\u0627\u0633\u062a\u00bb \u06cc\u06a9 \u0641\u0639\u0644 \u0648 \u00ab\u062e\u0648\u0627\u0628\u00bb \u06cc\u06a9 \u0641\u0639\u0644 \u0627\u0633\u062a.<\/p>\n<h2 id=\"installintextblob\"><span class=\"ez-toc-section\" id=\"textblob_%d8%b1%d8%a7_%d9%86%d8%b5%d8%a8_%da%a9%d9%86%db%8c%d8%af\"><\/span>TextBlob \u0631\u0627 \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0642\u0628\u0644 \u0627\u0632 \u0627\u06cc\u0646\u06a9\u0647 \u0628\u0627 TextBlob \u0628\u0647 \u0628\u0631\u0686\u0633\u0628\u200c\u06af\u0630\u0627\u0631\u06cc PoS \u0628\u067e\u0631\u062f\u0627\u0632\u06cc\u0645\u060c \u0645\u0637\u0645\u0626\u0646 \u0634\u0648\u06cc\u0645 \u06a9\u0647 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u0644\u0627\u0632\u0645 \u0631\u0627 \u0646\u0635\u0628 \u06a9\u0631\u062f\u0647\u200c\u0627\u06cc\u0645.  \u0628\u0631\u0627\u06cc \u0646\u0635\u0628 TextBlob \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-meta\">$<\/span><span class=\"bash\"> pip install textblob<\/span>\n<\/code><\/pre>\n<p>\u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646\u060c \u0628\u0627\u06cc\u062f \u0645\u0646\u0627\u0628\u0639 \u0632\u0628\u0627\u0646 \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0631\u0627 \u0628\u0627 \u0627\u062c\u0631\u0627\u06cc \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u0646\u0635\u0628 \u06a9\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-meta\">$<\/span><span class=\"bash\"> python -m textblob.download_corpora<\/span>\n<\/code><\/pre>\n<h2 id=\"preprocessingsteps\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%b1%d8%a7%d8%ad%d9%84_%d9%be%db%8c%d8%b4_%d9%be%d8%b1%d8%af%d8%a7%d8%b2%d8%b4\"><\/span>\u0645\u0631\u0627\u062d\u0644 \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0642\u0628\u0644 \u0627\u0632 \u0627\u0646\u062c\u0627\u0645 \u0628\u0631\u0686\u0633\u0628\u200c\u06af\u0630\u0627\u0631\u06cc PoS\u060c \u0628\u0627\u06cc\u062f \u0645\u062a\u0646 \u0631\u0627 \u0628\u0627 \u062d\u0630\u0641 \u0647\u0631 \u0639\u0646\u0635\u0631 \u063a\u06cc\u0631 \u0636\u0631\u0648\u0631\u06cc \u0648 \u0639\u0627\u062f\u06cc \u0633\u0627\u0632\u06cc \u06a9\u0644\u0645\u0627\u062a\u060c \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0646\u06cc\u0645.  \u0645\u0631\u0627\u062d\u0644 \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u0639\u0645\u0648\u0644\u06cc \u0634\u0627\u0645\u0644 \u062d\u0630\u0641 \u0639\u0644\u0627\u0626\u0645 \u0646\u06af\u0627\u0631\u0634\u06cc\u060c \u062a\u0628\u062f\u06cc\u0644 \u0645\u062a\u0646 \u0628\u0647 \u062d\u0631\u0648\u0641 \u06a9\u0648\u0686\u06a9 \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0627\u0646\u0642\u0628\u0627\u0636\u0627\u062a \u0627\u0633\u062a.  \u0627\u0646\u0642\u0628\u0627\u0636 \u0646\u0648\u0639\u06cc \u0639\u0627\u062f\u06cc \u0633\u0627\u0632\u06cc \u0627\u0633\u062a\u060c \u0645\u0627\u0646\u0646\u062f \u062a\u0628\u062f\u06cc\u0644 &#8220;\u0646\u0645\u06cc \u062a\u0648\u0627\u0646&#8221; \u0628\u0647 &#8220;\u0646\u0645\u06cc \u062a\u0648\u0627\u0646&#8221;.<\/p>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0628\u0647\u062a\u0631 \u0627\u06cc\u0646 \u0645\u0631\u0627\u062d\u0644 \u0628\u0647 \u06cc\u06a9 \u0645\u062b\u0627\u0644 \u0646\u06af\u0627\u0647 \u06a9\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> textblob <span class=\"hljs-keyword\">import<\/span> TextBlob\n<span class=\"hljs-keyword\">import<\/span> re\n\n<span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">preprocess_text<\/span>(<span class=\"hljs-params\">text<\/span>):<\/span>\n    \n    text = re.sub(<span class=\"hljs-string\">r'(^\\w\\s)'<\/span>, <span class=\"hljs-string\">''<\/span>, text)\n    \n    \n    text = text.lower()\n    \n    \n    text = TextBlob(text).correct()\n    \n    <span class=\"hljs-keyword\">return<\/span> text\n\n\nsentence = <span class=\"hljs-string\">\"I can't wait to see the movie!\"<\/span>\npreprocessed_sentence = preprocess_text(sentence)\n<span class=\"hljs-built_in\">print<\/span>(preprocessed_sentence)\n<\/code><\/pre>\n<p>\u062f\u0631 \u06a9\u062f \u0628\u0627\u0644\u0627 a \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc \u06a9\u0646\u06cc\u0645 <code>preprocess_text<\/code> \u062a\u0627\u0628\u0639\u06cc \u06a9\u0647 \u06cc\u06a9 \u062c\u0645\u0644\u0647 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0648\u0631\u0648\u062f\u06cc \u0645\u06cc \u06af\u06cc\u0631\u062f \u0648 \u0645\u0631\u0627\u062d\u0644 \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f.  \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0639\u0628\u0627\u0631\u0627\u062a \u0645\u0646\u0638\u0645 \u0639\u0644\u0627\u0626\u0645 \u0646\u06af\u0627\u0631\u0634\u06cc \u0631\u0627 \u062d\u0630\u0641 \u0645\u06cc \u06a9\u0646\u062f\u060c \u0645\u062a\u0646 \u0631\u0627 \u0628\u0647 \u062d\u0631\u0648\u0641 \u06a9\u0648\u0686\u06a9 \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0647\u0631 \u06af\u0648\u0646\u0647 \u0627\u0646\u0642\u0628\u0627\u0636 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 TextBlob \u062a\u0635\u062d\u06cc\u062d \u0645\u06cc \u06a9\u0646\u062f. <code>correct<\/code> \u0631\u0648\u0634.  \u0627\u06cc\u0646 \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u0646\u062c\u0631 \u0628\u0647 \u062e\u0631\u0648\u062c\u06cc \u0632\u06cc\u0631 \u0645\u06cc \u0634\u0648\u062f:<\/p>\n<pre><code class=\"hljs\">i can wait to see the movie\n<\/code><\/pre>\n<h2 id=\"meaningmappingtableofpostags\"><span class=\"ez-toc-section\" id=\"%d8%ac%d8%af%d9%88%d9%84_%d9%86%da%af%d8%a7%d8%b4%d8%aa_%d9%85%d8%b9%d9%86%db%8c_%d8%a8%d8%b1%da%86%d8%b3%d8%a8_%d9%87%d8%a7%db%8c_pos\"><\/span>\u062c\u062f\u0648\u0644 \u0646\u06af\u0627\u0634\u062a \u0645\u0639\u0646\u06cc \u0628\u0631\u0686\u0633\u0628 \u0647\u0627\u06cc PoS<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u062a\u06af \u0647\u0627\u06cc PoS \u0627\u062e\u062a\u0635\u0627\u0635 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 TextBlob\u060c \u062f\u0627\u0634\u062a\u0646 \u06cc\u06a9 \u062c\u062f\u0648\u0644 &#8220;\u0645\u0639\u0646\u06cc \u0646\u06af\u0627\u0634\u062a&#8221; \u06a9\u0647 \u0634\u0631\u062d\u06cc \u0627\u0632 \u0647\u0631 \u062a\u06af \u0631\u0627 \u0647\u0645\u0631\u0627\u0647 \u0628\u0627 \u0645\u062b\u0627\u0644 \u0647\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u0645\u0641\u06cc\u062f \u0627\u0633\u062a.  \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u06cc\u06a9 \u0646\u0633\u062e\u0647 \u062a\u0648\u0635\u06cc\u0641\u06cc \u0627\u0632 \u062c\u062f\u0648\u0644 \u0622\u0645\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<table class=\"table table-striped\">\n<thead>\n<tr>\n<th>\u0628\u0631\u0686\u0633\u0628 \u0628\u0632\u0646\u06cc\u062f<\/th>\n<th>\u0634\u0631\u062d<\/th>\n<th>\u0645\u062b\u0627\u0644 \u0647\u0627<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>CC<\/td>\n<td>\u067e\u06cc\u0648\u0646\u062f \u0647\u0645\u0627\u0647\u0646\u06af\u06cc<\/td>\n<td>\u0648\u060c \u06cc\u0627\u060c \u0627\u0645\u0627<\/td>\n<\/tr>\n<tr>\n<td>\u0633\u06cc \u062f\u06cc<\/td>\n<td>\u0639\u062f\u062f \u0627\u0635\u0644\u06cc<\/td>\n<td>1\u060c 2\u060c 3<\/td>\n<\/tr>\n<tr>\n<td>DT<\/td>\n<td>\u062a\u0639\u06cc\u06cc\u0646 \u06a9\u0646\u0646\u062f\u0647<\/td>\n<td>a\u060c a<\/td>\n<\/tr>\n<tr>\n<td>\u0633\u0627\u0628\u0642<\/td>\n<td>\u0648\u062c\u0648\u062f\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f<\/td>\n<td>\u0622\u0646\u062c\u0627<\/td>\n<\/tr>\n<tr>\n<td>FW<\/td>\n<td>\u06a9\u0644\u0645\u0647 \u062e\u0627\u0631\u062c\u06cc<\/td>\n<td>\u0628\u0646\u062c\u0648\u0631\u060c \u0647\u0648\u0644\u0627<\/td>\n<\/tr>\n<tr>\n<td>\u06a9\u0647 \u062f\u0631<\/td>\n<td>\u062d\u0631\u0641 \u062d\u0631\u0641 \u0627\u0636\u0627\u0641\u0647\/\u0641\u0631\u0639 \u0631\u0628\u0637<\/td>\n<td>\u06a9\u0647 \u062f\u0631\u060c \u0631\u0648\u06cc\u060c \u0628\u0639\u062f \u0627\u0632<\/td>\n<\/tr>\n<tr>\n<td>\u062c\u06cc \u062c\u06cc<\/td>\n<td>\u0635\u0641\u062a<\/td>\n<td>\u0632\u06cc\u0628\u0627\u060c \u0634\u0627\u062f<\/td>\n<\/tr>\n<tr>\n<td>JJR<\/td>\n<td>\u0635\u0641\u062a\u060c \u0645\u0642\u0627\u06cc\u0633\u0647 \u0627\u06cc<\/td>\n<td>\u0628\u0632\u0631\u06af\u062a\u0631\u060c \u0642\u0648\u06cc \u062a\u0631<\/td>\n<\/tr>\n<tr>\n<td>JJS<\/td>\n<td>\u0635\u0641\u062a\u060c \u0641\u0648\u0642 \u0627\u0644\u0639\u0627\u062f\u0647<\/td>\n<td>\u0628\u0632\u0631\u06af\u062a\u0631\u06cc\u0646\u060c \u0642\u0648\u06cc \u062a\u0631\u06cc\u0646<\/td>\n<\/tr>\n<tr>\n<td>LS<\/td>\n<td>\u0646\u0634\u0627\u0646\u06af\u0631 \u0645\u0648\u0631\u062f \u0641\u0647\u0631\u0633\u062a<\/td>\n<td>1\u060c 2\u060c 3<\/td>\n<\/tr>\n<tr>\n<td>MD<\/td>\n<td>\u0645\u062f\u0627\u0644<\/td>\n<td>\u0645\u06cc \u062a\u0648\u0627\u0646\u062f\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u062f\u060c \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a<\/td>\n<\/tr>\n<tr>\n<td>NN<\/td>\n<td>\u0627\u0633\u0645\u060c \u0645\u0641\u0631\u062f \u06cc\u0627 \u062c\u0631\u0645<\/td>\n<td>\u06af\u0631\u0628\u0647\u060c \u0633\u06af\u060c \u0634\u0627\u062f\u06cc<\/td>\n<\/tr>\n<tr>\n<td>NNS<\/td>\n<td>\u0627\u0633\u0645\u060c \u062c\u0645\u0639<\/td>\n<td>\u06af\u0631\u0628\u0647\u060c \u0633\u06af\u060c \u06a9\u062a\u0627\u0628<\/td>\n<\/tr>\n<tr>\n<td>NNP<\/td>\n<td>\u0627\u0633\u0645 \u062e\u0627\u0635\u060c \u0645\u0641\u0631\u062f<\/td>\n<td>\u062c\u0627\u0646\u060c \u0644\u0646\u062f\u0646\u060c \u06af\u0648\u06af\u0644<\/td>\n<\/tr>\n<tr>\n<td>NNPS<\/td>\n<td>\u0627\u0633\u0645 \u062e\u0627\u0635\u060c \u062c\u0645\u0639<\/td>\n<td>\u0627\u0633\u0645\u06cc\u062a\u0632\u060c \u0627\u067e\u0644\u060c \u0645\u0627\u06cc\u06a9\u0631\u0648\u0633\u0627\u0641\u062a<\/td>\n<\/tr>\n<tr>\n<td>PDT<\/td>\n<td>\u067e\u06cc\u0634 \u062a\u0639\u06cc\u06cc\u0646 \u06a9\u0646\u0646\u062f\u0647<\/td>\n<td>\u0647\u0645\u0647\u060c \u0647\u0631 \u062f\u0648\u060c \u0646\u06cc\u0645\u06cc<\/td>\n<\/tr>\n<tr>\n<td>POS<\/td>\n<td>\u067e\u0627\u06cc\u0627\u0646 \u0645\u0627\u0644\u06a9\u06cc\u062a\u06cc<\/td>\n<td>&#8216;s,&#8217;<\/td>\n<\/tr>\n<tr>\n<td>\u067e\u06cc \u0622\u0631 \u067e\u06cc<\/td>\n<td>\u0636\u0645\u06cc\u0631 \u0634\u062e\u0635\u06cc<\/td>\n<td>\u0645\u0646\u060c \u062a\u0648\u060c \u0627\u0648<\/td>\n<\/tr>\n<tr>\n<td>PRP$<\/td>\n<td>\u0636\u0645\u06cc\u0631 \u0645\u0644\u06a9\u06cc<\/td>\n<td>\u0645\u0646\u060c \u062a\u0648\u060c \u0627\u0648<\/td>\n<\/tr>\n<tr>\n<td>RB<\/td>\n<td>\u0642\u06cc\u062f<\/td>\n<td>\u0633\u0631\u06cc\u0639\u060c \u062e\u06cc\u0644\u06cc<\/td>\n<\/tr>\n<tr>\n<td>RBR<\/td>\n<td>\u0642\u06cc\u062f\u060c \u0645\u0642\u0627\u06cc\u0633\u0647 \u0627\u06cc<\/td>\n<td>\u0633\u0631\u06cc\u0639 \u062a\u0631\u060c \u0642\u0648\u06cc \u062a\u0631<\/td>\n<\/tr>\n<tr>\n<td>RBS<\/td>\n<td>\u0642\u06cc\u062f\u060c \u0641\u0648\u0642 \u0627\u0644\u0639\u0627\u062f\u0647<\/td>\n<td>\u0633\u0631\u06cc\u0639 \u062a\u0631\u06cc\u0646\u060c \u0642\u0648\u06cc \u062a\u0631\u06cc\u0646<\/td>\n<\/tr>\n<tr>\n<td>RP<\/td>\n<td>\u0630\u0631\u0647<\/td>\n<td>\u0628\u0627\u0644\u0627\u060c \u062e\u0627\u0645\u0648\u0634\u060c \u067e\u0627\u06cc\u06cc\u0646<\/td>\n<\/tr>\n<tr>\n<td>SYM<\/td>\n<td>\u0633\u0645\u0628\u0644<\/td>\n<td>$\u060c \u066a +<\/td>\n<\/tr>\n<tr>\n<td>\u0628\u0647<\/td>\n<td>\u0628\u0647<\/td>\n<td>\u0628\u0647<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0648\u0647<\/td>\n<td>\u062d\u0631\u0641 \u0646\u062f\u0627<\/td>\n<td>\u0627\u0648\u0647\u060c \u0648\u0627\u06cc\u060c \u0647\u06cc<\/td>\n<\/tr>\n<tr>\n<td>VB<\/td>\n<td>\u0641\u0639\u0644\u060c \u0634\u06a9\u0644 \u067e\u0627\u06cc\u0647<\/td>\n<td>\u0628\u062e\u0648\u0631\u060c \u0628\u062f\u0648\u060c \u0628\u0627\u0632\u06cc \u06a9\u0646<\/td>\n<\/tr>\n<tr>\n<td>VBD<\/td>\n<td>\u0641\u0639\u0644\u060c \u0632\u0645\u0627\u0646 \u06af\u0630\u0634\u062a\u0647<\/td>\n<td>\u062e\u0648\u0631\u062f\u060c \u062f\u0648\u06cc\u062f\u060c \u0628\u0627\u0632\u06cc \u06a9\u0631\u062f<\/td>\n<\/tr>\n<tr>\n<td>VBG<\/td>\n<td>\u0641\u0639\u0644\u060c \u062c\u0646\u0648\u0646\u062f \u06cc\u0627 \u0641\u0639\u0644 \u0641\u0639\u0644\u06cc<\/td>\n<td>\u062e\u0648\u0631\u062f\u0646\u060c \u062f\u0648\u06cc\u062f\u0646\u060c \u0628\u0627\u0632\u06cc \u06a9\u0631\u062f\u0646<\/td>\n<\/tr>\n<tr>\n<td>VBN<\/td>\n<td>\u0641\u0639\u0644\u060c \u0641\u0639\u0644 \u0645\u0627\u0636\u06cc<\/td>\n<td>\u062e\u0648\u0631\u062f\u060c \u062f\u0648\u06cc\u062f\u060c \u0628\u0627\u0632\u06cc \u06a9\u0631\u062f<\/td>\n<\/tr>\n<tr>\n<td>VBP<\/td>\n<td>\u0641\u0639\u0644\u060c \u063a\u06cc\u0631 \u0633\u0648\u0645 \u0634\u062e\u0635 \u0645\u0641\u0631\u062f \u062d\u0627\u0644<\/td>\n<td>\u0628\u062e\u0648\u0631\u060c \u0628\u062f\u0648\u060c \u0628\u0627\u0632\u06cc \u06a9\u0646<\/td>\n<\/tr>\n<tr>\n<td>VBZ<\/td>\n<td>\u0641\u0639\u0644 \u0633\u0648\u0645 \u0634\u062e\u0635 \u0645\u0641\u0631\u062f \u062d\u0627\u0644<\/td>\n<td>\u0645\u06cc \u062e\u0648\u0631\u062f\u060c \u0645\u06cc \u062f\u0648\u062f\u060c \u0628\u0627\u0632\u06cc \u0645\u06cc \u06a9\u0646\u062f<\/td>\n<\/tr>\n<tr>\n<td>WDT<\/td>\n<td>\u062a\u0639\u06cc\u06cc\u0646 \u06a9\u0646\u0646\u062f\u0647 \u0633\u0627\u0639\u062a<\/td>\n<td>\u06a9\u062f\u0627\u0645\u060c \u0686\u0647<\/td>\n<\/tr>\n<tr>\n<td>WP<\/td>\n<td>Wh-\u0636\u0645\u06cc\u0631<\/td>\n<td>\u0686\u0647 \u06a9\u0633\u06cc\u060c \u0686\u0647 \u06a9\u0633\u06cc\u060c \u0686\u0647 \u06a9\u0633\u06cc<\/td>\n<\/tr>\n<tr>\n<td>WP$<\/td>\n<td>\u0636\u0645\u06cc\u0631 \u0645\u0644\u06a9\u06cc wh<\/td>\n<td>\u06a9\u0647<\/td>\n<\/tr>\n<tr>\n<td>WRB<\/td>\n<td>\u0642\u06cc\u062f Wh<\/td>\n<td>\u06a9\u062c\u0627\u060c \u06a9\u06cc\u060c \u0686\u06af\u0648\u0646\u0647<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u0627\u06a9\u0646\u0648\u0646\u060c \u0628\u06cc\u0627\u06cc\u06cc\u062f \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0627\u0633\u0627\u0633\u06cc \u062a\u06af \u06af\u0630\u0627\u0631\u06cc PoS \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 TextBlob \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u0645.  \u0642\u0637\u0639\u0647 \u06a9\u062f \u0632\u06cc\u0631 \u0631\u0648\u0634 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0648 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f print \u062a\u0645\u0627\u0645 \u062a\u06af \u0647\u0627\u06cc PoS \u0627\u0632 \u06cc\u06a9 \u062c\u0645\u0644\u0647 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> textblob <span class=\"hljs-keyword\">import<\/span> TextBlob\n\nsentence = <span class=\"hljs-string\">\"The cat is sleeping.\"<\/span>\nblob = TextBlob(sentence)\n\n<span class=\"hljs-keyword\">for<\/span> word, tag <span class=\"hljs-keyword\">in<\/span> blob.tags:\n    <span class=\"hljs-built_in\">print<\/span>(word, <span class=\"hljs-string\">\"-\"<\/span>, tag)\n<\/code><\/pre>\n<p>\u062f\u0631 \u06a9\u062f \u0628\u0627\u0644\u0627\u060c a \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645 <code>TextBlob<\/code> \u0628\u0627 \u0627\u0646\u062a\u0642\u0627\u0644 \u062c\u0645\u0644\u0647 \u0628\u0647 \u0622\u0646 \u0645\u062e\u0627\u0644\u0641\u062a \u06a9\u0646\u06cc\u062f.  \u0633\u067e\u0633\u060c \u0631\u0648\u06cc \u0647\u0631 \u06a9\u0644\u0645\u0647 \u0648 \u062a\u06af PoS \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0622\u0646 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0639\u0628\u0627\u0631\u062a \u062a\u06a9\u0631\u0627\u0631 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 <code>tags<\/code> \u062f\u0627\u0631\u0627\u06cc\u06cc \u0627\u0632 <code>TextBlob<\/code> \u0647\u062f\u0641 &#8211; \u0634\u06cc.  \u0645\u0627 print \u06a9\u0644\u0645\u0647 \u0648 \u0628\u0631\u0686\u0633\u0628 \u0622\u0646 \u0631\u0648\u06cc \u062e\u0637\u0648\u0637 \u062c\u062f\u0627\u06af\u0627\u0646\u0647  \u062e\u0631\u0648\u062c\u06cc \u0628\u0647 \u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f:<\/p>\n<pre><code class=\"hljs\">The - DT\ncat - NN\nis - VBZ\nsleeping - VBG\n<\/code><\/pre>\n<p>\u062f\u0631 \u0628\u0631\u062e\u06cc \u0645\u0648\u0627\u0631\u062f\u060c \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0641\u0642\u0637 \u0628\u0647 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u062a\u06af \u0647\u0627\u06cc PoS \u062e\u0627\u0635 \u0639\u0644\u0627\u0642\u0647 \u0645\u0646\u062f \u0628\u0627\u0634\u06cc\u0645.  \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0631\u06af\u0631\u062f\u0627\u0646\u062f\u0647 \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 TextBlob\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0627 \u062a\u0639\u06cc\u06cc\u0646 \u062a\u06af \u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u0638\u0631 \u0648 \u0641\u06cc\u0644\u062a\u0631 \u06a9\u0631\u062f\u0646\u060c \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0646\u062a\u062e\u0627\u0628\u06cc \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u0645. \u0631\u0648\u06cc \u0622\u0646 \u0647\u0627<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u06cc\u06a9 \u0645\u062b\u0627\u0644 \u0627\u0633\u062a:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> textblob <span class=\"hljs-keyword\">import<\/span> TextBlob\n\nsentence = <span class=\"hljs-string\">\"The cat is sleeping.\"<\/span>\nblob = TextBlob(sentence)\n\ndesired_tags = (<span class=\"hljs-string\">\"NN\"<\/span>, <span class=\"hljs-string\">\"VB\"<\/span>)\nselected_words = (word <span class=\"hljs-keyword\">for<\/span> word, tag <span class=\"hljs-keyword\">in<\/span> blob.tags <span class=\"hljs-keyword\">if<\/span> tag <span class=\"hljs-keyword\">in<\/span> desired_tags)\n\n<span class=\"hljs-built_in\">print<\/span>(selected_words)\n<\/code><\/pre>\n<p>\u062f\u0631 \u06a9\u062f \u0628\u0627\u0644\u0627 \u0644\u06cc\u0633\u062a\u06cc \u0627\u0632 \u062a\u06af \u0647\u0627\u06cc PoS \u0645\u0648\u0631\u062f \u0646\u0638\u0631 \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc \u06a9\u0646\u06cc\u0645 (<code>desired_tags<\/code>).  \u0633\u067e\u0633 \u06cc\u06a9 \u0644\u06cc\u0633\u062a \u062c\u062f\u06cc\u062f \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645 (<code>selected_words<\/code>) \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0631\u06a9 \u0644\u06cc\u0633\u062a \u06a9\u0647 \u06a9\u0644\u0645\u0627\u062a \u0631\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0641\u06cc\u0644\u062a\u0631 \u0645\u06cc \u06a9\u0646\u062f \u0631\u0648\u06cc \u0628\u0631\u0686\u0633\u0628 \u0647\u0627\u06cc \u0622\u0646\u0647\u0627  \u0628\u0627\u0644\u0627\u062e\u0631\u0647 \u0645\u0627 print \u06a9\u0644\u0645\u0627\u062a \u0627\u0646\u062a\u062e\u0627\u0628 \u0634\u062f\u0647:<\/p>\n<pre><code class=\"hljs\">('cat')\n<\/code><\/pre>\n<h2 id=\"drawbacksandimprovements\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%b9%d8%a7%db%8c%d8%a8_%d9%88_%d9%be%db%8c%d8%b4%d8%b1%d9%81%d8%aa_%d9%87%d8%a7\"><\/span>\u0645\u0639\u0627\u06cc\u0628 \u0648 \u067e\u06cc\u0634\u0631\u0641\u062a \u0647\u0627<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 TextBlob \u06cc\u06a9 \u0631\u0627\u0647 \u0631\u0627\u062d\u062a \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0628\u0631\u0686\u0633\u0628 \u06af\u0630\u0627\u0631\u06cc PoS \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f\u060c \u0645\u0647\u0645 \u0627\u0633\u062a \u06a9\u0647 \u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0647\u0645\u06cc\u0634\u0647 \u0646\u062a\u0627\u06cc\u062c \u0639\u0627\u0644\u06cc \u0627\u06cc\u062c\u0627\u062f \u0646\u06a9\u0646\u062f.  \u062f\u0642\u062a \u0628\u0631\u0686\u0633\u0628 \u06af\u0630\u0627\u0631\u06cc PoS \u0628\u0647 \u0634\u062f\u062a \u0645\u062a\u06a9\u06cc \u0627\u0633\u062a \u0631\u0648\u06cc \u06a9\u06cc\u0641\u06cc\u062a \u0645\u062f\u0644 \u0627\u0633\u0627\u0633\u06cc \u0648 \u0632\u0645\u06cc\u0646\u0647 \u0645\u062a\u0646 \u0645\u0648\u0631\u062f \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644.  \u062f\u0631 \u0645\u0648\u0627\u0631\u062f\u06cc \u06a9\u0647 \u062f\u0642\u062a \u0628\u0627\u0644\u0627\u06cc\u06cc \u0644\u0627\u0632\u0645 \u0627\u0633\u062a\u060c \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627 \u0648 \u0645\u062f\u0644 \u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u062a\u0631\u06cc \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0644\u0627\u0632\u0645 \u0628\u0627\u0634\u062f.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u062f\u0642\u062a \u0628\u0631\u0686\u0633\u0628\u200c\u06af\u0630\u0627\u0631\u06cc PoS\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u062f\u06cc\u06af\u0631\u06cc \u0645\u0627\u0646\u0646\u062f spaCy \u06cc\u0627 NLTK \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647\u200c\u062a\u0631\u06cc \u0628\u0631\u0627\u06cc \u0628\u0631\u0686\u0633\u0628\u200c\u06af\u0630\u0627\u0631\u06cc PoS \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f.  \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646\u060c \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u06cc\u0627 \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0633\u0641\u0627\u0631\u0634\u06cc \u0631\u0648\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062e\u0627\u0635 \u062f\u0627\u0645\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0628\u0647\u0628\u0648\u062f \u0646\u062a\u0627\u06cc\u062c \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc \u062e\u0627\u0635 \u06a9\u0645\u06a9 \u06a9\u0646\u062f.<\/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>\u062a\u06af \u06af\u0630\u0627\u0631\u06cc PoS \u06cc\u06a9 \u06a9\u0627\u0631 \u0627\u0633\u0627\u0633\u06cc \u062f\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u0627\u0633\u062a \u0648 TextBlob \u06cc\u06a9 \u0631\u0627\u0647 \u0633\u0627\u062f\u0647 \u0648 \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u062a\u06af \u06af\u0630\u0627\u0631\u06cc PoS \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f.  \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647\u060c \u0645\u0641\u0647\u0648\u0645 \u062a\u06af \u06af\u0630\u0627\u0631\u06cc PoS \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0631\u062f\u06cc\u0645\u060c \u0631\u0648\u0634 \u0646\u0635\u0628 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u0644\u0627\u0632\u0645\u060c \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u062a\u0646 \u0648 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u062a\u06af \u0647\u0627\u06cc \u0627\u0648\u0644\u06cc\u0647 \u0648 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 PoS \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 TextBlob \u0622\u0645\u0648\u062e\u062a\u06cc\u0645.<\/p>\n<p>\u0645\u0627 \u0647\u0645\u0686\u0646\u06cc\u0646 \u062c\u062f\u0648\u0644 \u0646\u06af\u0627\u0634\u062a \u0645\u0639\u0646\u06cc \u0628\u0631\u0686\u0633\u0628\u200c\u0647\u0627\u06cc PoS \u0631\u0627 \u0645\u0648\u0631\u062f \u0628\u062d\u062b \u0642\u0631\u0627\u0631 \u062f\u0627\u062f\u06cc\u0645\u060c \u0627\u06cc\u0631\u0627\u062f\u0627\u062a \u0648 \u067e\u06cc\u0634\u0631\u0641\u062a\u200c\u0647\u0627\u06cc \u0628\u0627\u0644\u0642\u0648\u0647 \u0631\u0627 \u0628\u0631\u062c\u0633\u062a\u0647 \u06a9\u0631\u062f\u06cc\u0645 \u0648 \u0645\u062b\u0627\u0644\u200c\u0647\u0627\u06cc\u06cc \u0627\u0632 \u0632\u0646\u062f\u06af\u06cc \u0648\u0627\u0642\u0639\u06cc \u0627\u0631\u0627\u0626\u0647 \u06a9\u0631\u062f\u06cc\u0645.  \u0628\u0627 \u062f\u0627\u0634\u062a\u0646 \u0627\u06cc\u0646 \u062f\u0627\u0646\u0634\u060c \u0627\u06a9\u0646\u0648\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u0628\u0631\u0686\u0633\u0628 \u06af\u0630\u0627\u0631\u06cc PoS \u062f\u0631 \u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc NLP \u062e\u0648\u062f \u0628\u0631\u0627\u06cc \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0646 \u0628\u06cc\u0646\u0634 \u0627\u0631\u0632\u0634\u0645\u0646\u062f \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\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 02:11:04<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;12359&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 \u0628\u0631\u0686\u0633\u0628\u200c\u06af\u0630\u0627\u0631\u06cc TextBlob: \u0628\u062e\u0634\u200c\u0647\u0627\u06cc \u06af\u0641\u062a\u0627\u0631 (PoS)&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\"> 4<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span>\u0645\u0639\u0631\u0641\u06cc \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc (NLP)\u060c \u06cc\u06a9\u06cc \u0627\u0632 \u0648\u0638\u0627\u06cc\u0641 \u0627\u0633\u0627\u0633\u06cc\u060c \u0628\u0631\u0686\u0633\u0628 \u06af\u0630\u0627\u0631\u06cc \u0642\u0633\u0645\u062a \u0647\u0627\u06cc \u06af\u0641\u062a\u0627\u0631 (PoS) \u0627\u0633\u062a. \u0628\u0631\u0686\u0633\u0628 \u06af\u0630\u0627\u0631\u06cc PoS \u0634\u0627\u0645\u0644 \u062a\u062e\u0635\u06cc\u0635 \u062f\u0633\u062a\u0647 \u0647\u0627\u06cc \u062f\u0633\u062a\u0648\u0631\u06cc \u0645\u0627\u0646\u0646\u062f \u0627\u0633\u0645\u060c \u0627\u0641\u0639\u0627\u0644\u060c \u0635\u0641\u062a \u0648 \u063a\u06cc\u0631\u0647 \u0628\u0647 \u06a9\u0644\u0645\u0627\u062a \u062f\u0631 \u06cc\u06a9 \u062c\u0645\u0644\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 process \u0646\u0642\u0634 \u0645\u0647\u0645\u06cc \u062f\u0631 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc NLP \u0627\u0632 \u062c\u0645\u0644\u0647 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0645\u062a\u0646\u060c \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":9162,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1743,620],"tags":[],"class_list":["post-12359","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-python","category-programming"],"acf":[],"_links":{"self":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/12359","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=12359"}],"version-history":[{"count":0,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/12359\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media\/9162"}],"wp:attachment":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media?parent=12359"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/categories?post=12359"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/tags?post=12359"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}