{"id":16359,"date":"2024-01-24T00:35:13","date_gmt":"2024-01-23T21:05:13","guid":{"rendered":"https:\/\/rasanegar.com\/blog\/%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-nlp-%d8%a8%d8%ae%d8%b4%d9%87%d8%a7%db%8c%db%8c-%d8%a7%d8%b2-%d8%a8%d8%b1%da%86%d8%b3%d8%a8%da%af%d8%b0%d8%a7%d8%b1\/"},"modified":"2024-01-24T00:35:13","modified_gmt":"2024-01-23T21:05:13","slug":"%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-nlp-%d8%a8%d8%ae%d8%b4%d9%87%d8%a7%db%8c%db%8c-%d8%a7%d8%b2-%d8%a8%d8%b1%da%86%d8%b3%d8%a8%da%af%d8%b0%d8%a7%d8%b1","status":"publish","type":"post","link":"https:\/\/rasanegaar.com\/blog\/%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-nlp-%d8%a8%d8%ae%d8%b4%d9%87%d8%a7%db%8c%db%8c-%d8%a7%d8%b2-%d8%a8%d8%b1%da%86%d8%b3%d8%a8%da%af%d8%b0%d8%a7%d8%b1\/","title":{"rendered":"\u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc NLP: \u0628\u062e\u0634\u200c\u0647\u0627\u06cc\u06cc \u0627\u0632 \u0628\u0631\u0686\u0633\u0628\u200c\u06af\u0630\u0627\u0631\u06cc \u06af\u0641\u062a\u0627\u0631 \u0648 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0646\u0627\u0645\u200c\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647"},"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\/%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-nlp-%d8%a8%d8%ae%d8%b4%d9%87%d8%a7%db%8c%db%8c-%d8%a7%d8%b2-%d8%a8%d8%b1%da%86%d8%b3%d8%a8%da%af%d8%b0%d8%a7%d8%b1\/#%d8%a8%d8%b1%da%86%d8%b3%d8%a8%e2%80%8c%da%af%d8%b0%d8%a7%d8%b1%db%8c_%d8%a8%d8%ae%d8%b4%e2%80%8c%d9%87%d8%a7%db%8c_%da%af%d9%81%d8%aa%d8%a7%d8%b1_pos\" >\u0628\u0631\u0686\u0633\u0628\u200c\u06af\u0630\u0627\u0631\u06cc \u0628\u062e\u0634\u200c\u0647\u0627\u06cc \u06af\u0641\u062a\u0627\u0631 (POS).<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-nlp-%d8%a8%d8%ae%d8%b4%d9%87%d8%a7%db%8c%db%8c-%d8%a7%d8%b2-%d8%a8%d8%b1%da%86%d8%b3%d8%a8%da%af%d8%b0%d8%a7%d8%b1\/#%da%86%d8%b1%d8%a7_%d8%aa%da%af_%da%a9%d8%b1%d8%af%d9%86_pos_%d9%85%d9%81%db%8c%d8%af_%d8%a7%d8%b3%d8%aa%d8%9f\" >\u0686\u0631\u0627 \u062a\u06af \u06a9\u0631\u062f\u0646 POS \u0645\u0641\u06cc\u062f \u0627\u0633\u062a\u061f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-nlp-%d8%a8%d8%ae%d8%b4%d9%87%d8%a7%db%8c%db%8c-%d8%a7%d8%b2-%d8%a8%d8%b1%da%86%d8%b3%d8%a8%da%af%d8%b0%d8%a7%d8%b1\/#%d9%be%db%8c%d8%af%d8%a7_%da%a9%d8%b1%d8%af%d9%86_%d8%aa%d8%b9%d8%af%d8%a7%d8%af_%d8%aa%da%af_%d9%87%d8%a7%db%8c_pos\" >\u067e\u06cc\u062f\u0627 \u06a9\u0631\u062f\u0646 \u062a\u0639\u062f\u0627\u062f \u062a\u06af \u0647\u0627\u06cc POS<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-nlp-%d8%a8%d8%ae%d8%b4%d9%87%d8%a7%db%8c%db%8c-%d8%a7%d8%b2-%d8%a8%d8%b1%da%86%d8%b3%d8%a8%da%af%d8%b0%d8%a7%d8%b1\/#%d8%aa%d8%ac%d8%b3%d9%85_%d8%a8%d8%ae%d8%b4%db%8c_%d8%a7%d8%b2_%d8%aa%da%af_%d9%87%d8%a7%db%8c_%da%af%d9%81%d8%aa%d8%a7%d8%b1\" >\u062a\u062c\u0633\u0645 \u0628\u062e\u0634\u06cc \u0627\u0632 \u062a\u06af \u0647\u0627\u06cc \u06af\u0641\u062a\u0627\u0631<\/a><\/li><\/ul><\/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\/%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-nlp-%d8%a8%d8%ae%d8%b4%d9%87%d8%a7%db%8c%db%8c-%d8%a7%d8%b2-%d8%a8%d8%b1%da%86%d8%b3%d8%a8%da%af%d8%b0%d8%a7%d8%b1\/#%d8%a8%d9%87_%d9%86%d8%a7%d9%85_entity_recognition\" >\u0628\u0647 \u0646\u0627\u0645 Entity Recognition<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-nlp-%d8%a8%d8%ae%d8%b4%d9%87%d8%a7%db%8c%db%8c-%d8%a7%d8%b2-%d8%a8%d8%b1%da%86%d8%b3%d8%a8%da%af%d8%b0%d8%a7%d8%b1\/#%d8%a7%d9%81%d8%b2%d9%88%d8%af%d9%86_%d9%85%d9%88%d8%ac%d9%88%d8%af%db%8c%d8%aa_%d9%87%d8%a7%db%8c_%d8%ac%d8%af%db%8c%d8%af\" >\u0627\u0641\u0632\u0648\u062f\u0646 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc \u062c\u062f\u06cc\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-nlp-%d8%a8%d8%ae%d8%b4%d9%87%d8%a7%db%8c%db%8c-%d8%a7%d8%b2-%d8%a8%d8%b1%da%86%d8%b3%d8%a8%da%af%d8%b0%d8%a7%d8%b1\/#%d9%85%d9%88%d8%ac%d9%88%d8%af%db%8c%d8%aa_%d9%87%d8%a7%db%8c_%d8%b4%d9%85%d8%a7%d8%b1%d8%b4\" >\u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc \u0634\u0645\u0627\u0631\u0634<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-nlp-%d8%a8%d8%ae%d8%b4%d9%87%d8%a7%db%8c%db%8c-%d8%a7%d8%b2-%d8%a8%d8%b1%da%86%d8%b3%d8%a8%da%af%d8%b0%d8%a7%d8%b1\/#%d8%aa%d8%ac%d8%b3%d9%85_%d9%85%d9%88%d8%ac%d9%88%d8%af%db%8c%d8%aa_%d9%87%d8%a7%db%8c_%d9%86%d8%a7%d9%85%da%af%d8%b0%d8%a7%d8%b1%db%8c_%d8%b4%d8%af%d9%87\" >\u062a\u062c\u0633\u0645 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc \u0646\u0627\u0645\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647<\/a><\/li><\/ul><\/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\/%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-nlp-%d8%a8%d8%ae%d8%b4%d9%87%d8%a7%db%8c%db%8c-%d8%a7%d8%b2-%d8%a8%d8%b1%da%86%d8%b3%d8%a8%da%af%d8%b0%d8%a7%d8%b1\/#%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\"> 8<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span><p> <br \/>\n<\/p>\n<div><noscript><\/noscript><\/p>\n<p>\u0627\u06cc\u0646 \u0686\u0647\u0627\u0631\u0645\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0627\u0632 \u0633\u0631\u06cc \u0645\u0642\u0627\u0644\u0627\u062a \u0645\u0646 \u0627\u0633\u062a \u0631\u0648\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc NLP.  \u062f\u0631 \u0645\u0642\u0627\u0644\u0647 \u0642\u0628\u0644\u06cc \u062e\u0648\u062f \u062a\u0648\u0636\u06cc\u062d \u062f\u0627\u062f\u0645 \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/spacy.io\/\">\u0641\u0636\u0627\u06cc\u06cc<\/a> \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u06a9\u0627\u0631\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u0648\u0627\u0698\u06af\u0627\u0646 \u0648 \u062a\u0637\u0628\u06cc\u0642 \u0639\u0628\u0627\u0631\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0642\u0633\u0645\u062a \u0647\u0627\u06cc\u06cc \u0627\u0632 \u0628\u0631\u0686\u0633\u0628 \u06af\u0630\u0627\u0631\u06cc \u06af\u0641\u062a\u0627\u0631 \u0648 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0646\u0627\u0645\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0641\u0635\u0644 \u0628\u0631\u0631\u0633\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.  \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u06cc\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 spaCy \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u062f\u0648 \u06a9\u0627\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.<\/p>\n<h2 id=\"partsofspeechpostagging\"><span class=\"ez-toc-section\" id=\"%d8%a8%d8%b1%da%86%d8%b3%d8%a8%e2%80%8c%da%af%d8%b0%d8%a7%d8%b1%db%8c_%d8%a8%d8%ae%d8%b4%e2%80%8c%d9%87%d8%a7%db%8c_%da%af%d9%81%d8%aa%d8%a7%d8%b1_pos\"><\/span>\u0628\u0631\u0686\u0633\u0628\u200c\u06af\u0630\u0627\u0631\u06cc \u0628\u062e\u0634\u200c\u0647\u0627\u06cc \u06af\u0641\u062a\u0627\u0631 (POS).<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u062e\u0634\u200c\u0647\u0627\u06cc\u06cc \u0627\u0632 \u0628\u0631\u0686\u0633\u0628\u200c\u06af\u0630\u0627\u0631\u06cc \u06af\u0641\u062a\u0627\u0631 \u0635\u0631\u0641\u0627\u064b \u0628\u0647 \u0627\u062e\u062a\u0635\u0627\u0635 \u062f\u0627\u062f\u0646 \u0628\u062e\u0634\u200c\u0647\u0627\u06cc\u06cc \u0627\u0632 \u06af\u0641\u062a\u0627\u0631 \u0628\u0647 \u062a\u06a9 \u062a\u06a9 \u06a9\u0644\u0645\u0627\u062a \u062f\u0631 \u06cc\u06a9 \u062c\u0645\u0644\u0647 \u0627\u0634\u0627\u0631\u0647 \u062f\u0627\u0631\u062f\u060c \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u06a9\u0647 \u0628\u0631\u062e\u0644\u0627\u0641 \u062a\u0637\u0628\u06cc\u0642 \u0639\u0628\u0627\u0631\u062a\u060c \u06a9\u0647 \u062f\u0631 \u0633\u0637\u062d \u062c\u0645\u0644\u0647 \u06cc\u0627 \u0686\u0646\u062f \u06a9\u0644\u0645\u0647\u200c\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc\u200c\u0634\u0648\u062f\u060c \u0628\u062e\u0634\u200c\u0647\u0627\u06cc\u06cc \u0627\u0632 \u0628\u0631\u0686\u0633\u0628\u200c\u06af\u0630\u0627\u0631\u06cc \u06af\u0641\u062a\u0627\u0631 \u062f\u0631 \u0633\u0637\u062d \u0646\u0634\u0627\u0646\u0647 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u06cc\u06a9 \u0645\u062b\u0627\u0644 \u0628\u0633\u06cc\u0627\u0631 \u0633\u0627\u062f\u0647 \u0627\u0632 \u0628\u062e\u0634 \u0647\u0627\u06cc\u06cc \u0627\u0632 \u0628\u0631\u0686\u0633\u0628 \u06af\u0630\u0627\u0631\u06cc \u06af\u0641\u062a\u0627\u0631 \u0631\u0627 \u062f\u0631 \u0646\u0638\u0631 \u0628\u06af\u06cc\u0631\u06cc\u0645.<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> spacy\nsp = spacy.load(<span class=\"hljs-string\">'en_core_web_sm'<\/span>)\n<\/code><\/pre>\n<p>\u0637\u0628\u0642 \u0645\u0639\u0645\u0648\u0644\u060c \u062f\u0631 \u0641\u06cc\u0644\u0645\u0646\u0627\u0645\u0647 \u0628\u0627\u0644\u0627 \u0645\u0627 import \u0645\u062f\u0644 \u0627\u0635\u0644\u06cc spaCy \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc.  \u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u060c \u0628\u0627\u06cc\u062f \u06cc\u06a9 \u0633\u0646\u062f spaCy \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0627\u0632 \u0622\u0646 \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0628\u062e\u0634\u200c\u0647\u0627\u06cc\u06cc \u0627\u0632 \u0628\u0631\u0686\u0633\u0628\u200c\u06af\u0630\u0627\u0631\u06cc \u06af\u0641\u062a\u0627\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645.<\/p>\n<pre><code class=\"hljs\">sen = sp(<span class=\"hljs-string\">u\"I like to play football. I hated it in my childhood though\"<\/span>)\n<\/code><\/pre>\n<p>\u0634\u06cc\u0621 \u0633\u0646\u062f spaCy \u062f\u0627\u0631\u0627\u06cc \u0686\u0646\u062f\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u0622\u0646\u0647\u0627 \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u06a9\u0627\u0631\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.  \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0628\u0647 print \u0645\u062a\u0646 \u0633\u0646\u062f\u060c <code>text<\/code> \u0648\u06cc\u0698\u06af\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.  \u0628\u0647 \u0637\u0648\u0631 \u0645\u0634\u0627\u0628\u0647\u060c <code>pos_<\/code> \u0648\u06cc\u0698\u06af\u06cc \u062a\u06af POS \u062f\u0627\u0646\u0647 \u062f\u0631\u0634\u062a \u0631\u0627 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f.  \u0628\u0631\u0627\u06cc \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0646 \u062a\u06af \u0647\u0627\u06cc POS \u0631\u06cc\u0632 \u062f\u0627\u0646\u0647\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645 <code>tag_<\/code> \u0635\u0641\u062a.  \u0648 \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u0628\u0631\u0627\u06cc \u062f\u0631\u06cc\u0627\u0641\u062a \u062a\u0648\u0636\u06cc\u062d \u06cc\u06a9 \u062a\u06af \u0645\u06cc\u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0632 <code>spacy.explain()<\/code> \u0631\u0648\u0634 \u0648 \u0646\u0627\u0645 \u062a\u06af \u0631\u0627 \u0628\u0631\u0627\u06cc \u0622\u0646 \u0627\u0631\u0633\u0627\u0644 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0627\u06cc\u0646 \u0631\u0627 \u062f\u0631 \u0639\u0645\u0644 \u0628\u0628\u06cc\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-built_in\">print<\/span>(sen.text)\n<\/code><\/pre>\n<p>\u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0628\u0627\u0644\u0627 \u0628\u0647 \u0633\u0627\u062f\u06af\u06cc \u0645\u062a\u0646 \u062c\u0645\u0644\u0647 \u0631\u0627 \u0686\u0627\u067e \u0645\u06cc \u06a9\u0646\u062f.  \u062e\u0631\u0648\u062c\u06cc \u0628\u0647 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<pre><code class=\"hljs\">I like to play football. I hated it in my childhood though\n<\/code><\/pre>\n<p>\u0628\u0639\u062f\u060c \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0628\u06cc\u0646\u06cc\u0645 <code>pos_<\/code> \u0635\u0641\u062a.  \u0645\u0627 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f print \u062a\u06af POS \u06a9\u0644\u0645\u0647 &#8220;\u0645\u062a\u0646\u0641\u0631&#8221; \u06a9\u0647 \u062f\u0631 \u0648\u0627\u0642\u0639 \u0647\u0641\u062a\u0645\u06cc\u0646 \u0646\u0634\u0627\u0646\u0647 \u062f\u0631 \u062c\u0645\u0644\u0647 \u0627\u0633\u062a.<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-built_in\">print<\/span>(sen(<span class=\"hljs-number\">7<\/span>).pos_)\n<\/code><\/pre>\n<p>\u062e\u0631\u0648\u062c\u06cc:<\/p>\n<pre><code class=\"hljs\">VERB\n<\/code><\/pre>\n<p>\u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0628\u06cc\u0646\u06cc\u062f \u06a9\u0647 \u062a\u06af POS \u0628\u0627\u0632\u06af\u0634\u062a\u06cc \u0628\u0631\u0627\u06cc &#8220;\u0645\u062a\u0646\u0641\u0631&#8221; \u06cc\u06a9 &#8220;VERB&#8221; \u0627\u0633\u062a \u0632\u06cc\u0631\u0627 &#8220;\u0645\u062a\u0646\u0641\u0631&#8221; \u06cc\u06a9 \u0641\u0639\u0644 \u0627\u0633\u062a.<\/p>\n<p>\u062d\u0627\u0644\u0627 \u0648\u0642\u062a\u0647 print \u0628\u0631\u0686\u0633\u0628 POS \u0631\u06cc\u0632 \u0628\u0631\u0627\u06cc \u06a9\u0644\u0645\u0647 &#8220;\u0645\u062a\u0646\u0641\u0631&#8221;.<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-built_in\">print<\/span>(sen(<span class=\"hljs-number\">7<\/span>).tag_)\n<\/code><\/pre>\n<p>\u062e\u0631\u0648\u062c\u06cc:<\/p>\n<pre><code class=\"hljs\">VBD\n<\/code><\/pre>\n<p>\u0628\u0631\u0627\u06cc \u0627\u06cc\u0646\u06a9\u0647 \u0628\u0628\u06cc\u0646\u06cc\u0645 VBD \u0628\u0647 \u0686\u0647 \u0645\u0639\u0646\u0627\u0633\u062a\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645 <code>spacy.explain()<\/code> \u0631\u0648\u0634\u06cc \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\"><span class=\"hljs-built_in\">print<\/span>(spacy.explain(sen(<span class=\"hljs-number\">7<\/span>).tag_))\n<\/code><\/pre>\n<p>\u062e\u0631\u0648\u062c\u06cc:<\/p>\n<pre><code class=\"hljs\">verb, past tense\n<\/code><\/pre>\n<p>\u062e\u0631\u0648\u062c\u06cc \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 VBD \u06cc\u06a9 \u0641\u0639\u0644 \u062f\u0631 \u0632\u0645\u0627\u0646 \u06af\u0630\u0634\u062a\u0647 \u0627\u0633\u062a.<\/p>\n<p>\u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f print \u0645\u062a\u0646\u060c \u062a\u06af \u0647\u0627\u06cc POS \u062f\u0631\u0634\u062a \u062f\u0627\u0646\u0647\u060c \u062a\u06af \u0647\u0627\u06cc POS \u0631\u06cc\u0632 \u062f\u0627\u0646\u0647\u060c \u0648 \u062a\u0648\u0636\u06cc\u062d \u0628\u0631\u0686\u0633\u0628 \u0647\u0627 \u0628\u0631\u0627\u06cc \u0647\u0645\u0647 \u06a9\u0644\u0645\u0627\u062a \u062f\u0631 \u062c\u0645\u0644\u0647.<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">for<\/span> word <span class=\"hljs-keyword\">in<\/span> sen:\n    <span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">f'<span class=\"hljs-subst\">{word.text:{<span class=\"hljs-number\">12<\/span>}<\/span>} <span class=\"hljs-subst\">{word.pos_:{<span class=\"hljs-number\">10<\/span>}<\/span>} <span class=\"hljs-subst\">{word.tag_:{<span class=\"hljs-number\">8<\/span>}<\/span>} <span class=\"hljs-subst\">{spacy.explain(word.tag_)}<\/span>'<\/span>)\n<\/code><\/pre>\n<p>\u062f\u0631 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0628\u0627\u0644\u0627\u060c \u062e\u0648\u0627\u0646\u0627\u06cc\u06cc \u0648 \u0642\u0627\u0644\u0628 \u0628\u0646\u062f\u06cc \u0631\u0627 \u0628\u0627 \u0627\u0641\u0632\u0648\u062f\u0646 12 \u0641\u0627\u0635\u0644\u0647 \u0628\u06cc\u0646 \u0645\u062a\u0646 \u0648 \u062a\u06af POS \u062f\u0631\u0634\u062a \u062f\u0627\u0646\u0647 \u0648 \u0633\u067e\u0633 10 \u0641\u0627\u0635\u0644\u0647 \u062f\u06cc\u06af\u0631 \u0628\u06cc\u0646 \u062a\u06af \u0647\u0627\u06cc POS \u062f\u0631\u0634\u062a \u062f\u0627\u0646\u0647 \u0648 \u062a\u06af \u0647\u0627\u06cc POS \u0631\u06cc\u0632 \u062f\u0627\u0646\u0647 \u0628\u0647\u0628\u0648\u062f \u0645\u06cc \u062f\u0647\u06cc\u0645.<\/p>\n<p>\u062e\u0631\u0648\u062c\u06cc:<\/p>\n<pre><code class=\"hljs\">I            PRON       PRP      pronoun, personal\nlike         VERB       VBP      verb, non-3rd person singular present\nto           PART       TO       infinitival to\nplay         VERB       VB       verb, base form\nfootball     NOUN       NN       noun, singular or mass\n.            PUNCT      .        punctuation mark, sentence closer\nI            PRON       PRP      pronoun, personal\nhated        VERB       VBD      verb, past tense\nit           PRON       PRP      pronoun, personal\nin           ADP        IN       conjunction, subordinating or preposition\nmy           ADJ        PRP$     pronoun, possessive\nchildhood    NOUN       NN       noun, singular or mass\nthough       ADP        IN       conjunction, subordinating or preposition\n<\/code><\/pre>\n<p>\u0622 <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/spacy.io\/api\/annotation#pos-tagging\">\u0644\u06cc\u0633\u062a \u06a9\u0627\u0645\u0644 \u0628\u0631\u0686\u0633\u0628<\/a> \u0628\u0631\u0627\u06cc \u0628\u062e\u0634\u200c\u0647\u0627\u06cc \u06af\u0641\u062a\u0627\u0631 \u0648 \u062a\u06af\u200c\u0647\u0627\u06cc \u0631\u06cc\u0632\u062f\u0627\u0646\u0647 \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 \u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u0622\u0646\u200c\u0647\u0627 \u062f\u0631 \u0627\u0633\u0646\u0627\u062f \u0631\u0633\u0645\u06cc spaCy \u0645\u0648\u062c\u0648\u062f \u0627\u0633\u062a.<\/p>\n<h3 id=\"whypostaggingisuseful\"><span class=\"ez-toc-section\" id=\"%da%86%d8%b1%d8%a7_%d8%aa%da%af_%da%a9%d8%b1%d8%af%d9%86_pos_%d9%85%d9%81%db%8c%d8%af_%d8%a7%d8%b3%d8%aa%d8%9f\"><\/span>\u0686\u0631\u0627 \u062a\u06af \u06a9\u0631\u062f\u0646 POS \u0645\u0641\u06cc\u062f \u0627\u0633\u062a\u061f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u0631\u0686\u0633\u0628 \u06af\u0630\u0627\u0631\u06cc POS \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0648\u0627\u0642\u0639\u0627 \u0645\u0641\u06cc\u062f \u0628\u0627\u0634\u062f\u060c \u0628\u0647 \u062e\u0635\u0648\u0635 \u0627\u06af\u0631 \u06a9\u0644\u0645\u0627\u062a \u06cc\u0627 \u0646\u0634\u0627\u0646\u0647 \u0647\u0627\u06cc\u06cc \u062f\u0627\u0631\u06cc\u062f \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0686\u0646\u062f\u06cc\u0646 \u0628\u0631\u0686\u0633\u0628 POS \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0646\u062f.  \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0628\u0633\u062a\u0647 \u0628\u0647 \u0632\u0645\u06cc\u0646\u0647\u060c \u06a9\u0644\u0645\u0647 &#8220;google&#8221; \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0647\u0645 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0627\u0633\u0645 \u0648 \u0647\u0645 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0641\u0639\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.  \u0647\u0646\u06af\u0627\u0645 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc\u060c \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0627\u06cc\u0646 \u062a\u0641\u0627\u0648\u062a \u0645\u0647\u0645 \u0627\u0633\u062a.  \u062e\u0648\u0634\u0628\u062e\u062a\u0627\u0646\u0647\u060c \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 spaCy \u0628\u0627 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0633\u062a\u0647 \u0628\u0647 \u0632\u0645\u06cc\u0646\u0647 (\u06a9\u0644\u0645\u0627\u062a \u0627\u0637\u0631\u0627\u0641)\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u062a\u06af POS \u0635\u062d\u06cc\u062d \u0631\u0627 \u0628\u0631\u0627\u06cc \u06a9\u0644\u0645\u0647 \u0628\u0627\u0632\u06af\u0631\u062f\u0627\u0646\u062f.<\/p>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0627\u06cc\u0646 \u0631\u0627 \u062f\u0631 \u0639\u0645\u0644 \u0628\u0628\u06cc\u0646\u06cc\u0645.  \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\">sen = sp(<span class=\"hljs-string\">u'Can you google it?'<\/span>)\nword = sen(<span class=\"hljs-number\">2<\/span>)\n\n<span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">f'<span class=\"hljs-subst\">{word.text:{<span class=\"hljs-number\">12<\/span>}<\/span>} <span class=\"hljs-subst\">{word.pos_:{<span class=\"hljs-number\">10<\/span>}<\/span>} <span class=\"hljs-subst\">{word.tag_:{<span class=\"hljs-number\">8<\/span>}<\/span>} <span class=\"hljs-subst\">{spacy.explain(word.tag_)}<\/span>'<\/span>)\n<\/code><\/pre>\n<p>\u062f\u0631 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0628\u0627\u0644\u0627 \u0633\u0646\u062f spaCy \u0631\u0627 \u0628\u0627 \u0645\u062a\u0646 &#8220;\u0622\u06cc\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0622\u0646 \u0631\u0627 \u062f\u0631 \u06af\u0648\u06af\u0644 \u062c\u0633\u062a\u062c\u0648 \u06a9\u0646\u06cc\u062f\u061f&#8221; \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645.  \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u06a9\u0644\u0645\u0647 &#8220;google&#8221; \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0641\u0639\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.  \u0628\u0639\u062f\u060c \u0645\u0627 print \u062a\u06af POS \u0628\u0631\u0627\u06cc \u06a9\u0644\u0645\u0647 &#8220;google&#8221; \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 \u062a\u0648\u0636\u06cc\u062d \u0628\u0631\u0686\u0633\u0628.  \u062e\u0631\u0648\u062c\u06cc \u0628\u0647 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<pre><code class=\"hljs\">google       VERB       VB       verb, base form\n<\/code><\/pre>\n<p>\u0627\u0632 \u062e\u0631\u0648\u062c\u06cc \u0645\u06cc \u0628\u06cc\u0646\u06cc\u062f \u06a9\u0647 \u06a9\u0644\u0645\u0647 google \u0628\u0647 \u062f\u0631\u0633\u062a\u06cc \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0641\u0639\u0644 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p>\u062d\u0627\u0644 \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0646\u0645\u0648\u0646\u0647 \u062f\u06cc\u06af\u0631\u06cc \u0631\u0627 \u0628\u0628\u06cc\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\">sen = sp(<span class=\"hljs-string\">u'Can you search it \u0631\u0648\u06cc google?'<\/span>)\nword = sen(<span class=\"hljs-number\">5<\/span>)\n\n<span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">f'<span class=\"hljs-subst\">{word.text:{<span class=\"hljs-number\">12<\/span>}<\/span>} <span class=\"hljs-subst\">{word.pos_:{<span class=\"hljs-number\">10<\/span>}<\/span>} <span class=\"hljs-subst\">{word.tag_:{<span class=\"hljs-number\">8<\/span>}<\/span>} <span class=\"hljs-subst\">{spacy.explain(word.tag_)}<\/span>'<\/span>)\n<\/code><\/pre>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u062f\u0631 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0628\u0627\u0644\u0627 \u0627\u0632 \u06a9\u0644\u0645\u0647 &#8220;google&#8221; \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0627\u0633\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 \u062e\u0631\u0648\u062c\u06cc \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<pre><code class=\"hljs\">google       PROPN      NNP      noun, proper singular\n<\/code><\/pre>\n<h3 id=\"findingthenumberofpostags\"><span class=\"ez-toc-section\" id=\"%d9%be%db%8c%d8%af%d8%a7_%da%a9%d8%b1%d8%af%d9%86_%d8%aa%d8%b9%d8%af%d8%a7%d8%af_%d8%aa%da%af_%d9%87%d8%a7%db%8c_pos\"><\/span>\u067e\u06cc\u062f\u0627 \u06a9\u0631\u062f\u0646 \u062a\u0639\u062f\u0627\u062f \u062a\u06af \u0647\u0627\u06cc POS<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u062a\u0639\u062f\u0627\u062f \u062f\u0641\u0639\u0627\u062a \u0647\u0631 \u062a\u06af POS \u0631\u0627 \u0628\u0627 \u062a\u0645\u0627\u0633 \u06af\u0631\u0641\u062a\u0646 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u062f <code>count_by<\/code> \u0631\u0648\u06cc  \u0634\u06cc \u0633\u0646\u062f spaCy.  \u0631\u0648\u0634 \u0637\u0648\u0644 \u0645\u06cc \u06a9\u0634\u062f <code>spacy.attrs.POS<\/code> \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u0642\u062f\u0627\u0631 \u067e\u0627\u0631\u0627\u0645\u062a\u0631<\/p>\n<pre><code class=\"hljs\">sen = sp(<span class=\"hljs-string\">u\"I like to play football. I hated it in my childhood though\"<\/span>)\n\nnum_pos = sen.count_by(spacy.attrs.POS)\nnum_pos\n<\/code><\/pre>\n<p>\u062e\u0631\u0648\u062c\u06cc:<\/p>\n<pre><code class=\"hljs\">{96: 1, 99: 3, 84: 2, 83: 1, 91: 2, 93: 1, 94: 3}\n<\/code><\/pre>\n<p>\u062f\u0631 \u062e\u0631\u0648\u062c\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0634\u0646\u0627\u0633\u0647 \u062a\u06af \u0647\u0627\u06cc POS \u0631\u0627 \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 \u0641\u0631\u06a9\u0627\u0646\u0633 \u0648\u0642\u0648\u0639 \u0622\u0646\u0647\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0646\u06cc\u062f.  \u0645\u062a\u0646 \u062a\u06af POS \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0627 \u0627\u0631\u0633\u0627\u0644 \u0634\u0646\u0627\u0633\u0647 \u062a\u06af \u0628\u0647 \u0648\u0627\u0698\u06af\u0627\u0646 \u0633\u0646\u062f \u0648\u0627\u0642\u0639\u06cc spaCy \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f.<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">for<\/span> k,v <span class=\"hljs-keyword\">in<\/span> <span class=\"hljs-built_in\">sorted<\/span>(num_pos.items()):\n    <span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">f'<span class=\"hljs-subst\">{k}<\/span>. <span class=\"hljs-subst\">{sen.vocab(k).text:{<span class=\"hljs-number\">8<\/span>}<\/span>}: <span class=\"hljs-subst\">{v}<\/span>'<\/span>)\n<\/code><\/pre>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u062f\u0631 \u062e\u0631\u0648\u062c\u06cc\u060c ID\u060c \u0645\u062a\u0646 \u0648 \u0641\u0631\u06a9\u0627\u0646\u0633 \u0647\u0631 \u062a\u06af \u0631\u0627 \u0645\u0637\u0627\u0628\u0642 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0645\u0634\u0627\u0647\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u062f \u06a9\u0631\u062f:<\/p>\n<pre><code class=\"hljs\">83. ADJ     : 1\n84. ADP     : 2\n91. NOUN    : 2\n93. PART    : 1\n94. PRON    : 3\n96. PUNCT   : 1\n99. VERB    : 3\n<\/code><\/pre>\n<h3 id=\"visualizingpartsofspeechtags\"><span class=\"ez-toc-section\" id=\"%d8%aa%d8%ac%d8%b3%d9%85_%d8%a8%d8%ae%d8%b4%db%8c_%d8%a7%d8%b2_%d8%aa%da%af_%d9%87%d8%a7%db%8c_%da%af%d9%81%d8%aa%d8%a7%d8%b1\"><\/span>\u062a\u062c\u0633\u0645 \u0628\u062e\u0634\u06cc \u0627\u0632 \u062a\u06af \u0647\u0627\u06cc \u06af\u0641\u062a\u0627\u0631<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062a\u062c\u0633\u0645 \u062a\u06af \u0647\u0627\u06cc POS \u0628\u0647 \u0635\u0648\u0631\u062a \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0622\u0633\u0627\u0646 \u0627\u0633\u062a.  \u0627\u06cc\u0646 <code>displacy<\/code> \u0645\u0627\u0698\u0648\u0644 \u0627\u0632 <code>spacy<\/code> \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0645\u0646\u0638\u0648\u0631 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.  \u0628\u0631\u0627\u06cc \u062a\u062c\u0633\u0645 \u062a\u06af \u0647\u0627\u06cc POS \u062f\u0631 \u062f\u0627\u062e\u0644 Jupyter notebook\u060c \u0628\u0627\u06cc\u062f \u062a\u0645\u0627\u0633 \u0628\u06af\u06cc\u0631\u06cc\u062f <code>render<\/code> \u0631\u0648\u0634 \u0627\u0632 <code>displacy<\/code> \u0645\u0627\u0698\u0648\u0644 \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0633\u0646\u062f \u0641\u0636\u0627\u06cc\u06cc\u060c \u0633\u0628\u06a9 \u062a\u062c\u0633\u0645\u060c \u0648 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f <code>jupyter<\/code> \u0646\u0633\u0628\u062a \u0628\u0647 <code>True<\/code> \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \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\"><span class=\"hljs-keyword\">from<\/span> spacy <span class=\"hljs-keyword\">import<\/span> displacy\n\nsen = sp(<span class=\"hljs-string\">u\"I like to play football. I hated it in my childhood though\"<\/span>)\ndisplacy.render(sen, style=<span class=\"hljs-string\">'dep'<\/span>, jupyter=<span class=\"hljs-literal\">True<\/span>, options={<span class=\"hljs-string\">'distance'<\/span>: <span class=\"hljs-number\">85<\/span>})\n<\/code><\/pre>\n<p>\u062f\u0631 \u062e\u0631\u0648\u062c\u06cc \u0628\u0627\u06cc\u062f \u062f\u0631\u062e\u062a \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0632\u06cc\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u06af \u0647\u0627\u06cc POS \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<p><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/python-nlp-parts-speech-tagging-and-named-entity-recognition-1.png\" alt=\"\" title=\"\"><\/p>\n<p>\u0634\u0645\u0627 \u0628\u0647 \u0648\u0636\u0648\u062d \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0647\u0631 \u062a\u0648\u06a9\u0646 \u0631\u0627 \u0628\u0628\u06cc\u0646\u06cc\u062f \u0631\u0648\u06cc \u062f\u06cc\u06af\u0631\u06cc \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 \u062a\u06af POS.<\/p>\n<p>\u0627\u06af\u0631 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u062a\u06af \u0647\u0627\u06cc POS \u0631\u0627 \u062f\u0631 \u062e\u0627\u0631\u062c \u0627\u0632 \u0622\u0646 \u062a\u062c\u0633\u0645 \u06a9\u0646\u06cc\u062f Jupyter notebook\u060c \u0633\u067e\u0633 \u0628\u0627\u06cc\u062f \u0628\u0627 \u0634\u0645\u0627\u0631\u0647 \u062a\u0645\u0627\u0633 \u0628\u06af\u06cc\u0631\u06cc\u062f <code>serve<\/code> \u0631\u0648\u0634.  \u0637\u0631\u062d \u062a\u06af \u0647\u0627\u06cc POS \u0628\u0647 \u0634\u06a9\u0644 HTML \u062f\u0631 \u0645\u0631\u0648\u0631\u06af\u0631 \u067e\u06cc\u0634 \u0641\u0631\u0636 \u0634\u0645\u0627 \u0686\u0627\u067e \u0645\u06cc \u0634\u0648\u062f.  \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\">displacy.serve(sen, style=<span class=\"hljs-string\">'dep'<\/span>, options={<span class=\"hljs-string\">'distance'<\/span>: <span class=\"hljs-number\">120<\/span>})\n<\/code><\/pre>\n<p>\u067e\u0633 \u0627\u0632 \u0627\u062c\u0631\u0627\u06cc \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0628\u0627\u0644\u0627\u060c \u067e\u06cc\u0627\u0645 \u0632\u06cc\u0631 \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u062f \u06a9\u0631\u062f:<\/p>\n<pre><code class=\"hljs\">Serving \u0631\u0648\u06cc port 5000...\nUsing the 'dep' visualizer\n<\/code><\/pre>\n<p>\u0628\u0631\u0627\u06cc \u0645\u0634\u0627\u0647\u062f\u0647 \u062f\u0631\u062e\u062a \u0648\u0627\u0628\u0633\u062a\u06af\u06cc\u060c \u0622\u062f\u0631\u0633 \u0632\u06cc\u0631 \u0631\u0627 \u062f\u0631 \u0645\u0631\u0648\u0631\u06af\u0631 \u062e\u0648\u062f \u062a\u0627\u06cc\u067e \u06a9\u0646\u06cc\u062f: <a rel=\"nofollow noopener\" target=\"_blank\" href=\"http:\/\/127.0.0.1:5000\/\">http:\/\/127.0.0.1:5000\/<\/a>.  \u062f\u0631\u062e\u062a \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0632\u06cc\u0631 \u0631\u0627 \u062e\u0648\u0627\u0647\u06cc\u062f \u062f\u06cc\u062f:<\/p>\n<p><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/python-nlp-parts-speech-tagging-and-named-entity-recognition-2.png\" alt=\"\" title=\"\"><\/p>\n<h2 id=\"namedentityrecognition\"><span class=\"ez-toc-section\" id=\"%d8%a8%d9%87_%d9%86%d8%a7%d9%85_entity_recognition\"><\/span>\u0628\u0647 \u0646\u0627\u0645 Entity Recognition<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0646\u0627\u0645\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 \u0628\u0647 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06a9\u0644\u0645\u0627\u062a \u062f\u0631 \u06cc\u06a9 \u062c\u0645\u0644\u0647 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0627\u0634\u0627\u0631\u0647 \u062f\u0627\u0631\u062f\u060c \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u0646\u0627\u0645 \u06cc\u06a9 \u0634\u062e\u0635\u060c \u0645\u06a9\u0627\u0646\u060c \u0633\u0627\u0632\u0645\u0627\u0646\u060c \u0648 \u063a\u06cc\u0631\u0647. \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0628\u06cc\u0646\u06cc\u0645 \u0686\u06af\u0648\u0646\u0647 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 spaCy \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0646\u0627\u0645\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f.  \u0628\u0647 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0646\u06af\u0627\u0647 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> spacy\nsp = spacy.load(<span class=\"hljs-string\">'en_core_web_sm'<\/span>)\n\nsen = sp(<span class=\"hljs-string\">u'Manchester United is looking to sign Harry Kane for $90 million'<\/span>)\n<\/code><\/pre>\n<p>\u062f\u0631 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0628\u0627\u0644\u0627 \u06cc\u06a9 \u0633\u0646\u062f spaCy \u0633\u0627\u062f\u0647 \u0628\u0627 \u0645\u0642\u062f\u0627\u0631\u06cc \u0645\u062a\u0646 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u06cc\u0645.  \u0628\u0631\u0627\u06cc \u06cc\u0627\u0641\u062a\u0646 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0646\u0627\u0645\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0632 <code>ents<\/code> \u0648\u06cc\u0698\u06af\u06cc\u060c \u06a9\u0647 \u0644\u06cc\u0633\u062a\u06cc \u0627\u0632 \u062a\u0645\u0627\u0645 \u0645\u0648\u062c\u0648\u062f\u0627\u062a \u0646\u0627\u0645\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 \u062f\u0631 \u0633\u0646\u062f \u0631\u0627 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f.<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-built_in\">print<\/span>(sen.ents)\n<\/code><\/pre>\n<p>\u062e\u0631\u0648\u062c\u06cc:<\/p>\n<pre><code class=\"hljs\">(Manchester United, Harry Kane, $90 million)\n<\/code><\/pre>\n<p>\u0645\u06cc \u0628\u06cc\u0646\u06cc\u062f \u06a9\u0647 \u0633\u0647 \u0646\u0647\u0627\u062f \u0646\u0627\u0645\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0634\u062f\u0646\u062f.  \u0628\u0631\u0627\u06cc \u0645\u0634\u0627\u0647\u062f\u0647 \u062c\u0632\u0626\u06cc\u0627\u062a \u0647\u0631 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0646\u0627\u0645\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 <code>text<\/code>\u060c <code>label<\/code>\u060c \u0648 <code>spacy.explain<\/code> \u0645\u062a\u062f\u06cc \u06a9\u0647 \u0634\u06cc entity \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0645\u06cc \u06af\u06cc\u0631\u062f.<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">for<\/span> entity <span class=\"hljs-keyword\">in<\/span> sen.ents:\n    <span class=\"hljs-built_in\">print<\/span>(entity.text + <span class=\"hljs-string\">' - '<\/span> + entity.label_ + <span class=\"hljs-string\">' - '<\/span> + <span class=\"hljs-built_in\">str<\/span>(spacy.explain(entity.label_)))\n<\/code><\/pre>\n<p>\u062f\u0631 \u062e\u0631\u0648\u062c\u06cc\u060c \u0646\u0627\u0645 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0631\u0627 \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 \u0646\u0648\u0639 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0648 \u0634\u0631\u062d \u06a9\u0648\u0686\u06a9\u06cc \u0627\u0632 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0645\u0637\u0627\u0628\u0642 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0645\u0634\u0627\u0647\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u062f \u06a9\u0631\u062f:<\/p>\n<pre><code class=\"hljs\">Manchester United - ORG - Companies, agencies, institutions, etc.\nHarry Kane - PERSON - People, including fictional\n$90 million - MONEY - Monetary values, including unit\n<\/code><\/pre>\n<p>\u0645\u06cc \u0628\u06cc\u0646\u06cc\u062f \u06a9\u0647 &#8220;\u0645\u0646\u0686\u0633\u062a\u0631\u06cc\u0648\u0646\u0627\u06cc\u062a\u062f&#8221; \u0628\u0647 \u062f\u0631\u0633\u062a\u06cc \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0633\u0627\u0632\u0645\u0627\u0646\u060c \u0634\u0631\u06a9\u062a \u0648 &#8230; \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u0628\u0647 \u0647\u0645\u06cc\u0646 \u062a\u0631\u062a\u06cc\u0628 &#8220;\u0647\u0631\u06cc \u06a9\u06cc\u0646&#8221; \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0641\u0631\u062f \u0648 \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a &#8220;90 \u0645\u06cc\u0644\u06cc\u0648\u0646 \u062f\u0644\u0627\u0631&#8221; \u0628\u0647 \u062f\u0631\u0633\u062a\u06cc \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u0648\u062c\u0648\u062f\u06cc \u0627\u0632 \u0646\u0648\u0639 \u0645\u0627\u0646\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<h3 id=\"addingnewentities\"><span class=\"ez-toc-section\" id=\"%d8%a7%d9%81%d8%b2%d9%88%d8%af%d9%86_%d9%85%d9%88%d8%ac%d9%88%d8%af%db%8c%d8%aa_%d9%87%d8%a7%db%8c_%d8%ac%d8%af%db%8c%d8%af\"><\/span>\u0627\u0641\u0632\u0648\u062f\u0646 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc \u062c\u062f\u06cc\u062f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc \u062c\u062f\u06cc\u062f\u06cc \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u0633\u0646\u062f \u0645\u0648\u062c\u0648\u062f \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u062f.  \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u062f\u0631 \u0645\u062b\u0627\u0644 \u0632\u06cc\u0631\u060c &#8220;Nesfruita&#8221; \u062a\u0648\u0633\u0637 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 spaCy \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0634\u0631\u06a9\u062a \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0646\u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<pre><code class=\"hljs\">sen = sp(<span class=\"hljs-string\">u'Nesfruita is setting up a new company in India'<\/span>)\n<span class=\"hljs-keyword\">for<\/span> entity <span class=\"hljs-keyword\">in<\/span> sen.ents:\n    <span class=\"hljs-built_in\">print<\/span>(entity.text + <span class=\"hljs-string\">' - '<\/span> + entity.label_ + <span class=\"hljs-string\">' - '<\/span> + <span class=\"hljs-built_in\">str<\/span>(spacy.explain(entity.label_)))\n<\/code><\/pre>\n<p>\u062e\u0631\u0648\u062c\u06cc:<\/p>\n<pre><code class=\"hljs\">India - GPE - Countries, cities, states\n<\/code><\/pre>\n<p>\u0627\u0632 \u062e\u0631\u0648\u062c\u06cc \u0645\u06cc \u0628\u06cc\u0646\u06cc\u062f \u06a9\u0647 \u0641\u0642\u0637 \u0647\u0646\u062f \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u0628\u0631\u0627\u06cc \u0627\u0641\u0632\u0648\u062f\u0646 &#8220;Nesfruita&#8221; \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u0648\u062c\u0648\u062f\u06cc \u0627\u0632 \u0646\u0648\u0639 &#8220;ORG&#8221; \u0628\u0647 \u0633\u0646\u062f \u062e\u0648\u062f\u060c \u0628\u0627\u06cc\u062f \u0645\u0631\u0627\u062d\u0644 \u0632\u06cc\u0631 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> spacy.tokens <span class=\"hljs-keyword\">import<\/span> Span\n\nORG = sen.vocab.strings(<span class=\"hljs-string\">u'ORG'<\/span>)\nnew_entity = Span(sen, <span class=\"hljs-number\">0<\/span>, <span class=\"hljs-number\">1<\/span>, label=ORG)\nsen.ents = <span class=\"hljs-built_in\">list<\/span>(sen.ents) + (new_entity)\n<\/code><\/pre>\n<p>\u0627\u0648\u0644\u060c \u0645\u0627 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u0645 import \u0631\u0627 <code>Span<\/code> \u06a9\u0644\u0627\u0633 \u0627\u0632 <code>spacy.tokens<\/code> \u0645\u062f\u0648\u0644.  \u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u060c \u0628\u0627\u06cc\u062f \u0645\u0642\u062f\u0627\u0631 \u0647\u0634 the \u0631\u0627 \u0628\u062f\u0633\u062a \u0622\u0648\u0631\u06cc\u0645 <code>ORG<\/code> \u0646\u0648\u0639 \u0646\u0647\u0627\u062f \u0627\u0632 \u0633\u0646\u062f \u0645\u0627.  \u067e\u0633 \u0627\u0632 \u0622\u0646\u060c \u0628\u0627\u06cc\u062f \u0645\u0642\u062f\u0627\u0631 \u0647\u0634 \u0631\u0627 \u062a\u0639\u06cc\u06cc\u0646 \u06a9\u0646\u06cc\u0645 <code>ORG<\/code> \u0628\u0647 \u062f\u0647\u0627\u0646\u0647  \u0627\u0632 \u0622\u0646\u062c\u0627\u06cc\u06cc \u06a9\u0647 &#8220;Nesfruita&#8221; \u0627\u0648\u0644\u06cc\u0646 \u06a9\u0644\u0645\u0647 \u062f\u0631 \u0633\u0646\u062f \u0627\u0633\u062a\u060c \u0641\u0627\u0635\u0644\u0647 0-1 \u0627\u0633\u062a.  \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c \u0628\u0627\u06cc\u062f \u062f\u0627\u0645\u0646\u0647 \u062c\u062f\u06cc\u062f \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0631\u0627 \u0628\u0647 \u0644\u06cc\u0633\u062a \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0647\u0627 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u0645.  \u062d\u0627\u0644 \u0627\u06af\u0631 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f\u060c \u062f\u0631 \u0644\u06cc\u0633\u062a \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0647\u0627 \u00ab\u0646\u0633\u0641\u0631\u0648\u06cc\u062a\u0627\u00bb \u0631\u0627 \u062e\u0648\u0627\u0647\u06cc\u062f \u062f\u06cc\u062f.<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">for<\/span> entity <span class=\"hljs-keyword\">in<\/span> sen.ents:\n    <span class=\"hljs-built_in\">print<\/span>(entity.text + <span class=\"hljs-string\">' - '<\/span> + entity.label_ + <span class=\"hljs-string\">' - '<\/span> + <span class=\"hljs-built_in\">str<\/span>(spacy.explain(entity.label_)))\n<\/code><\/pre>\n<p>\u062e\u0631\u0648\u062c\u06cc \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0628\u0627\u0644\u0627 \u0628\u0647 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<pre><code class=\"hljs\">Nesfruita - ORG - Companies, agencies, institutions, etc.\nIndia - GPE - Countries, cities, states\n<\/code><\/pre>\n<h3 id=\"countingentities\"><span class=\"ez-toc-section\" id=\"%d9%85%d9%88%d8%ac%d9%88%d8%af%db%8c%d8%aa_%d9%87%d8%a7%db%8c_%d8%b4%d9%85%d8%a7%d8%b1%d8%b4\"><\/span>\u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc \u0634\u0645\u0627\u0631\u0634<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062f\u0631 \u0645\u0648\u0631\u062f \u062a\u06af\u200c\u0647\u0627\u06cc POS\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0631\u0648\u0634 \u062e\u0627\u0635\u06cc \u062a\u0639\u062f\u0627\u062f \u062a\u06af\u200c\u0647\u0627\u06cc POS \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u0633\u0646\u062f \u0628\u0634\u0645\u0627\u0631\u06cc\u0645. <code>sen.count_by<\/code>.  \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0628\u0631\u0627\u06cc \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc \u0646\u0627\u0645\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647\u060c \u0686\u0646\u06cc\u0646 \u0631\u0648\u0634\u06cc \u0648\u062c\u0648\u062f \u0646\u062f\u0627\u0631\u062f.  \u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0647 \u0635\u0648\u0631\u062a \u062f\u0633\u062a\u06cc \u0641\u0631\u06a9\u0627\u0646\u0633 \u0647\u0631 \u0646\u0648\u0639 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0631\u0627 \u0628\u0634\u0645\u0627\u0631\u06cc\u0645.  \u0641\u0631\u0636 \u06a9\u0646\u06cc\u062f \u0633\u0646\u062f \u0632\u06cc\u0631 \u0631\u0627 \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc \u0622\u0646 \u062f\u0627\u0631\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\">sen = sp(<span class=\"hljs-string\">u'Manchester United is looking to sign Harry Kane for $90 million. David demand 100 Million Dollars'<\/span>)\n<span class=\"hljs-keyword\">for<\/span> entity <span class=\"hljs-keyword\">in<\/span> sen.ents:\n    <span class=\"hljs-built_in\">print<\/span>(entity.text + <span class=\"hljs-string\">' - '<\/span> + entity.label_ + <span class=\"hljs-string\">' - '<\/span> + <span class=\"hljs-built_in\">str<\/span>(spacy.explain(entity.label_)))\n<\/code><\/pre>\n<p>\u062e\u0631\u0648\u062c\u06cc:<\/p>\n<pre><code class=\"hljs\">Manchester United - ORG - Companies, agencies, institutions, etc.\nHarry Kane - PERSON - People, including fictional\n$90 million - MONEY - Monetary values, including unit\nDavid - PERSON - People, including fictional\n100 Million Dollars - MONEY - Monetary values, including unit\n<\/code><\/pre>\n<p>\u0628\u0631\u0627\u06cc \u0634\u0645\u0627\u0631\u0634 \u0627\u0634\u062e\u0627\u0635 \u062a\u0627\u06cc\u067e \u0634\u062f\u0647 \u062f\u0631 \u0633\u0646\u062f \u0628\u0627\u0644\u0627\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0632 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-built_in\">len<\/span>((ent <span class=\"hljs-keyword\">for<\/span> ent <span class=\"hljs-keyword\">in<\/span> sen.ents <span class=\"hljs-keyword\">if<\/span> ent.label_==<span class=\"hljs-string\">'PERSON'<\/span>))\n<\/code><\/pre>\n<p>\u062f\u0631 \u062e\u0631\u0648\u062c\u06cc\u060c 2 \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u062f \u06a9\u0631\u062f \u0632\u06cc\u0631\u0627 2 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0627\u0632 \u0646\u0648\u0639 PERSON \u062f\u0631 \u0633\u0646\u062f \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f.<\/p>\n<h3 id=\"visualizingnamedentities\"><span class=\"ez-toc-section\" id=\"%d8%aa%d8%ac%d8%b3%d9%85_%d9%85%d9%88%d8%ac%d9%88%d8%af%db%8c%d8%aa_%d9%87%d8%a7%db%8c_%d9%86%d8%a7%d9%85%da%af%d8%b0%d8%a7%d8%b1%db%8c_%d8%b4%d8%af%d9%87\"><\/span>\u062a\u062c\u0633\u0645 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc \u0646\u0627\u0645\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0645\u0627\u0646\u0646\u062f \u062a\u06af\u200c\u0647\u0627\u06cc POS\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a\u200c\u0647\u0627\u06cc \u0646\u0627\u0645\u200c\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 \u0631\u0627 \u0646\u06cc\u0632 \u062f\u0631 \u062f\u0627\u062e\u0644 \u0622\u0646 \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0646\u06cc\u0645 Jupyter notebook \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u062f\u0631 \u0645\u0631\u0648\u0631\u06af\u0631.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631\u060c \u0645\u0627 \u062f\u0648\u0628\u0627\u0631\u0647 \u0627\u0632 <code>displacy<\/code> \u0647\u062f\u0641 &#8211; \u0634\u06cc.  \u0628\u0647 \u0645\u062b\u0627\u0644 \u0632\u06cc\u0631 \u0646\u06af\u0627\u0647 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> spacy <span class=\"hljs-keyword\">import<\/span> displacy\n\nsen = sp(<span class=\"hljs-string\">u'Manchester United is looking to sign Harry Kane for $90 million. David demand 100 Million Dollars'<\/span>)\ndisplacy.render(sen, style=<span class=\"hljs-string\">'ent'<\/span>, jupyter=<span class=\"hljs-literal\">True<\/span>)\n<\/code><\/pre>\n<p>\u0645\u06cc\u200c\u0628\u06cc\u0646\u06cc\u062f \u06a9\u0647 \u062a\u0646\u0647\u0627 \u062a\u0641\u0627\u0648\u062a \u0628\u06cc\u0646 \u062a\u062c\u0633\u0645 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a\u200c\u0647\u0627\u06cc \u0646\u0627\u0645\u200c\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 \u0648 \u062a\u06af\u200c\u0647\u0627\u06cc POS \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u062f\u0631 \u0645\u0648\u0631\u062f \u0645\u0648\u062c\u0648\u062f\u06cc\u062a\u200c\u0647\u0627\u06cc \u0646\u0627\u0645\u200c\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647\u060c \u0645\u0627 \u0627\u0631\u0633\u0627\u0644 \u06a9\u0631\u062f\u06cc\u0645. <code>ent<\/code> \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0627\u0631\u0632\u0634 \u0628\u0631\u0627\u06cc <code>style<\/code> \u067e\u0627\u0631\u0627\u0645\u062a\u0631.  \u062e\u0631\u0648\u062c\u06cc \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0628\u0627\u0644\u0627 \u0628\u0647 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<p><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/python-nlp-parts-speech-tagging-and-named-entity-recognition-3.png\" alt=\"\" title=\"\"><\/p>\n<p>\u0627\u0632 \u062e\u0631\u0648\u062c\u06cc \u0645\u06cc\u200c\u0628\u06cc\u0646\u06cc\u062f \u06a9\u0647 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a\u200c\u0647\u0627\u06cc \u0646\u0627\u0645\u200c\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 \u0628\u0627 \u0631\u0646\u06af\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 \u0627\u0646\u0648\u0627\u0639 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a\u200c\u0647\u0627\u06cc\u0634\u0627\u0646 \u0628\u0631\u062c\u0633\u062a\u0647 \u0634\u062f\u0647\u200c\u0627\u0646\u062f.<\/p>\n<p>\u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0646\u0648\u0627\u0639 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a\u200c\u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0646\u0645\u0627\u06cc\u0634 \u0641\u06cc\u0644\u062a\u0631 \u06a9\u0646\u06cc\u062f.  \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631\u060c \u0628\u0627\u06cc\u062f \u0646\u0648\u0639 \u0645\u0648\u062c\u0648\u062f\u0627\u062a \u0631\u0627 \u0628\u0631\u0627\u06cc \u0646\u0645\u0627\u06cc\u0634 \u062f\u0631 \u06cc\u06a9 \u0644\u06cc\u0633\u062a \u0627\u0631\u0633\u0627\u0644 \u06a9\u0646\u06cc\u062f\u060c \u06a9\u0647 \u0633\u067e\u0633 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0645\u0642\u062f\u0627\u0631 \u0628\u0647 <code>ents<\/code> \u06a9\u0644\u06cc\u062f \u06cc\u06a9 \u0641\u0631\u0647\u0646\u06af \u0644\u063a\u062a  \u0641\u0631\u0647\u0646\u06af \u0644\u063a\u062a \u0633\u067e\u0633 \u0628\u0647 \u0622\u0646 \u0645\u0646\u062a\u0642\u0644 \u0645\u06cc \u0634\u0648\u062f <code>options<\/code> \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0627\u0632 <code>render<\/code> \u0631\u0648\u0634 \u0627\u0632 <code>displacy<\/code> \u0645\u0627\u0698\u0648\u0644 \u0645\u0637\u0627\u0628\u0642 \u0634\u06a9\u0644 \u0632\u06cc\u0631:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-built_in\">filter<\/span> = {<span class=\"hljs-string\">'ents'<\/span>: (<span class=\"hljs-string\">'ORG'<\/span>)}\ndisplacy.render(sen, style=<span class=\"hljs-string\">'ent'<\/span>, jupyter=<span class=\"hljs-literal\">True<\/span>, options=<span class=\"hljs-built_in\">filter<\/span>)\n<\/code><\/pre>\n<p>\u062f\u0631 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0628\u0627\u0644\u0627 \u0645\u0634\u062e\u0635 \u06a9\u0631\u062f\u06cc\u0645 \u06a9\u0647 \u0641\u0642\u0637 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc \u0646\u0648\u0639 ORG \u0628\u0627\u06cc\u062f \u062f\u0631 \u062e\u0631\u0648\u062c\u06cc \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0634\u0648\u0646\u062f.  \u062e\u0631\u0648\u062c\u06cc \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0628\u0627\u0644\u0627 \u0628\u0647 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<p><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/python-nlp-parts-speech-tagging-and-named-entity-recognition-4.png\" alt=\"\" title=\"\"><\/p>\n<p>\u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u0648\u062c\u0648\u062f\u06cc\u062a\u200c\u0647\u0627\u06cc \u0646\u0627\u0645\u200c\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 \u0631\u0627 \u0646\u06cc\u0632 \u062f\u0631 \u062e\u0627\u0631\u062c \u0627\u0632 \u0622\u0646 \u0646\u0645\u0627\u06cc\u0634 \u062f\u0647\u06cc\u062f Jupyter notebook.  \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc \u0646\u0627\u0645\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 \u0631\u0627 \u062f\u0631 \u0645\u0631\u0648\u0631\u06af\u0631 \u067e\u06cc\u0634 \u0641\u0631\u0636 \u0634\u0645\u0627 \u0646\u0645\u0627\u06cc\u0634 \u0645\u06cc \u062f\u0647\u062f.  \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\">displacy.serve(sen, style=<span class=\"hljs-string\">'ent'<\/span>)\n<\/code><\/pre>\n<p>\u062d\u0627\u0644\u0627 \u0627\u06af\u0631 \u0628\u0647 \u0622\u062f\u0631\u0633 \u0645\u0631\u0627\u062c\u0639\u0647 \u06a9\u0646\u06cc\u062f <a rel=\"nofollow noopener\" target=\"_blank\" href=\"http:\/\/127.0.0.1:5000\/\">http:\/\/127.0.0.1:5000\/<\/a> \u062f\u0631 \u0645\u0631\u0648\u0631\u06af\u0631 \u062e\u0648\u062f\u060c \u0628\u0627\u06cc\u062f \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc \u0646\u0627\u0645\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 \u0631\u0627 \u0628\u0628\u06cc\u0646\u06cc\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>\u0628\u062e\u0634\u200c\u0647\u0627\u06cc\u06cc \u0627\u0632 \u0628\u0631\u0686\u0633\u0628\u200c\u06af\u0630\u0627\u0631\u06cc \u06af\u0641\u062a\u0627\u0631 \u0648 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0646\u0627\u0645\u200c\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u0645\u0648\u0641\u0642\u06cc\u062a \u0647\u0631 \u06a9\u0627\u0631 NLP \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645 \u0627\u0633\u062a.  \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u062f\u06cc\u062f\u06cc\u0645 \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 spaCy \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0628\u0631\u0686\u0633\u0628\u200c\u06af\u0630\u0627\u0631\u06cc POS \u0648 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0646\u0627\u0645\u200c\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 \u0628\u0627 \u06a9\u0645\u06a9 \u0645\u062b\u0627\u0644\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\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 1403-01-24 00:35:03<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;16359&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;\u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc NLP: \u0628\u062e\u0634\u200c\u0647\u0627\u06cc\u06cc \u0627\u0632 \u0628\u0631\u0686\u0633\u0628\u200c\u06af\u0630\u0627\u0631\u06cc \u06af\u0641\u062a\u0627\u0631 \u0648 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0646\u0627\u0645\u200c\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647&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\"> 8<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span>\u0627\u06cc\u0646 \u0686\u0647\u0627\u0631\u0645\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0627\u0632 \u0633\u0631\u06cc \u0645\u0642\u0627\u0644\u0627\u062a \u0645\u0646 \u0627\u0633\u062a \u0631\u0648\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc NLP. \u062f\u0631 \u0645\u0642\u0627\u0644\u0647 \u0642\u0628\u0644\u06cc \u062e\u0648\u062f \u062a\u0648\u0636\u06cc\u062d \u062f\u0627\u062f\u0645 \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0641\u0636\u0627\u06cc\u06cc \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u06a9\u0627\u0631\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u0648\u0627\u0698\u06af\u0627\u0646 \u0648 \u062a\u0637\u0628\u06cc\u0642 \u0639\u0628\u0627\u0631\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0642\u0633\u0645\u062a \u0647\u0627\u06cc\u06cc \u0627\u0632 \u0628\u0631\u0686\u0633\u0628 \u06af\u0630\u0627\u0631\u06cc \u06af\u0641\u062a\u0627\u0631 \u0648 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0646\u0627\u0645\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0641\u0635\u0644 \u0628\u0631\u0631\u0633\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":16360,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1743,620],"tags":[],"class_list":["post-16359","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\/16359","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=16359"}],"version-history":[{"count":0,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/16359\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media\/16360"}],"wp:attachment":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media?parent=16359"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/categories?post=16359"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/tags?post=16359"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}