{"id":16329,"date":"2024-01-23T15:58:29","date_gmt":"2024-01-23T12:28:29","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-%d9%85%d9%82%d8%af%d9%85%d9%87-%d8%a7%db%8c-%d8%a8%d8%b1-%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-textblob\/"},"modified":"2024-01-23T15:58:29","modified_gmt":"2024-01-23T12:28:29","slug":"%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-nlp-%d9%85%d9%82%d8%af%d9%85%d9%87-%d8%a7%db%8c-%d8%a8%d8%b1-%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-textblob","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-%d9%85%d9%82%d8%af%d9%85%d9%87-%d8%a7%db%8c-%d8%a8%d8%b1-%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-textblob\/","title":{"rendered":"\u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc NLP: \u0645\u0642\u062f\u0645\u0647 \u0627\u06cc \u0628\u0631 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 TextBlob"},"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-%d9%85%d9%82%d8%af%d9%85%d9%87-%d8%a7%db%8c-%d8%a8%d8%b1-%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-textblob\/#%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\/%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-nlp-%d9%85%d9%82%d8%af%d9%85%d9%87-%d8%a7%db%8c-%d8%a8%d8%b1-%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-textblob\/#%d8%aa%d9%88%da%a9%d9%86_%d8%b3%d8%a7%d8%b2%db%8c\" >\u062a\u0648\u06a9\u0646 \u0633\u0627\u0632\u06cc<\/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\/%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-nlp-%d9%85%d9%82%d8%af%d9%85%d9%87-%d8%a7%db%8c-%d8%a8%d8%b1-%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-textblob\/#lemmatization\" >Lemmatization<\/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\/%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-nlp-%d9%85%d9%82%d8%af%d9%85%d9%87-%d8%a7%db%8c-%d8%a8%d8%b1-%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-textblob\/#%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><\/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-%d9%85%d9%82%d8%af%d9%85%d9%87-%d8%a7%db%8c-%d8%a8%d8%b1-%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-textblob\/#%d8%aa%d8%a8%d8%af%db%8c%d9%84_%d9%85%d8%aa%d9%86_%d8%a8%d9%87_%d9%85%d9%81%d8%b1%d8%af_%d9%88_%d8%ac%d9%85%d8%b9\" >\u062a\u0628\u062f\u06cc\u0644 \u0645\u062a\u0646 \u0628\u0647 \u0645\u0641\u0631\u062f \u0648 \u062c\u0645\u0639<\/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\/%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-nlp-%d9%85%d9%82%d8%af%d9%85%d9%87-%d8%a7%db%8c-%d8%a8%d8%b1-%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-textblob\/#%d8%af%d8%b1%db%8c%d8%a7%d9%81%d8%aa_%d8%aa%d8%b9%d8%af%d8%a7%d8%af_%da%a9%d9%84%d9%85%d8%a7%d8%aa_%d9%88_%d8%b9%d8%a8%d8%a7%d8%b1%d8%a7%d8%aa\" >\u062f\u0631\u06cc\u0627\u0641\u062a \u062a\u0639\u062f\u0627\u062f \u06a9\u0644\u0645\u0627\u062a \u0648 \u0639\u0628\u0627\u0631\u0627\u062a<\/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\/%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-nlp-%d9%85%d9%82%d8%af%d9%85%d9%87-%d8%a7%db%8c-%d8%a8%d8%b1-%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-textblob\/#%d8%aa%d8%a8%d8%af%db%8c%d9%84_%d8%a8%d9%87_%d8%ad%d8%b1%d9%88%d9%81_%d8%a8%d8%b2%d8%b1%da%af_%d9%88_%da%a9%d9%88%da%86%da%a9\" >\u062a\u0628\u062f\u06cc\u0644 \u0628\u0647 \u062d\u0631\u0648\u0641 \u0628\u0632\u0631\u06af \u0648 \u06a9\u0648\u0686\u06a9<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-nlp-%d9%85%d9%82%d8%af%d9%85%d9%87-%d8%a7%db%8c-%d8%a8%d8%b1-%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-textblob\/#%db%8c%d8%a7%d9%81%d8%aa%d9%86_n-gram\" >\u06cc\u0627\u0641\u062a\u0646 N-Gram<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-nlp-%d9%85%d9%82%d8%af%d9%85%d9%87-%d8%a7%db%8c-%d8%a8%d8%b1-%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-textblob\/#%d8%a7%d8%b5%d9%84%d8%a7%d8%ad%d8%a7%d8%aa_%d8%a7%d9%85%d9%84%d8%a7%db%8c%db%8c\" >\u0627\u0635\u0644\u0627\u062d\u0627\u062a \u0627\u0645\u0644\u0627\u06cc\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-nlp-%d9%85%d9%82%d8%af%d9%85%d9%87-%d8%a7%db%8c-%d8%a8%d8%b1-%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-textblob\/#%d8%aa%d8%b1%d8%ac%d9%85%d9%87_%d8%b2%d8%a8%d8%a7%d9%86\" >\u062a\u0631\u062c\u0645\u0647 \u0632\u0628\u0627\u0646<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" 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-%d9%85%d9%82%d8%af%d9%85%d9%87-%d8%a7%db%8c-%d8%a8%d8%b1-%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-textblob\/#%d8%b7%d8%a8%d9%82%d9%87_%d8%a8%d9%86%d8%af%db%8c_%d9%85%d8%aa%d9%86\" >\u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0645\u062a\u0646<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" 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-%d9%85%d9%82%d8%af%d9%85%d9%87-%d8%a7%db%8c-%d8%a8%d8%b1-%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-textblob\/#%d8%aa%d8%ad%d9%84%db%8c%d9%84_%d8%a7%d8%ad%d8%b3%d8%a7%d8%b3%d8%a7%d8%aa\" >\u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" 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-%d9%85%d9%82%d8%af%d9%85%d9%87-%d8%a7%db%8c-%d8%a8%d8%b1-%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-textblob\/#%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\"> 13<\/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>\u0627\u06cc\u0646 \u0647\u0641\u062a\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 \u0627\u0645 \u0631\u0648\u0634 \u0627\u0646\u062c\u0627\u0645 \u0645\u062f\u0644 \u0633\u0627\u0632\u06cc \u0645\u0648\u0636\u0648\u0639 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u062a\u0648\u0636\u06cc\u062d \u062f\u0627\u062f\u0645 <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/en.wikipedia.org\/wiki\/Latent_Dirichlet_allocation\">\u062a\u062e\u0635\u06cc\u0635 \u062f\u06cc\u0631\u06cc\u06a9\u0644\u0647 \u0646\u0647\u0641\u062a\u0647<\/a> \u0648 <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/en.wikipedia.org\/wiki\/Non-negative_matrix_factorization\">\u0641\u0627\u06a9\u062a\u0648\u0631\u0633\u0627\u0632\u06cc \u0645\u0627\u062a\u0631\u06cc\u0633 \u063a\u06cc\u0631 \u0645\u0646\u0641\u06cc<\/a>.  \u0645\u0627 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Scikit-Learn \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0645\u062f\u0644\u200c\u0633\u0627\u0632\u06cc \u0645\u0648\u0636\u0648\u0639 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u06cc\u0645.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0628\u0631\u0631\u0633\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u067e\u0631\u062f\u0627\u062e\u062a <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/textblob.readthedocs.io\/en\/dev\/\">TextBlob<\/a>\u06a9\u0647 \u06cc\u06a9\u06cc \u062f\u06cc\u06af\u0631 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0642\u062f\u0631\u062a\u0645\u0646\u062f NLP \u0628\u0631\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0633\u062a.  TextBlob \u0628\u0631 \u0627\u0633\u0627\u0633 NLTK \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u0648 \u06cc\u06a9 \u0631\u0627\u0628\u0637 \u06a9\u0627\u0631\u0628\u0631\u06cc \u0622\u0633\u0627\u0646 \u0628\u0631\u0627\u06cc \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 NLTK \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f.  \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u06cc\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0627\u0632 TextBlob \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0627\u0646\u0648\u0627\u0639 \u0648\u0638\u0627\u06cc\u0641 NLP \u0627\u0632 \u0628\u0631\u0686\u0633\u0628\u200c\u06af\u0630\u0627\u0631\u06cc \u0628\u062e\u0634\u200c\u0647\u0627\u06cc \u06af\u0641\u062a\u0627\u0631 \u06af\u0631\u0641\u062a\u0647 \u062a\u0627 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u0648 \u062a\u0631\u062c\u0645\u0647 \u0632\u0628\u0627\u0646 \u062a\u0627 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0645\u062a\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.<\/p>\n<p>\u062f\u0633\u062a\u0648\u0631\u0627\u0644\u0639\u0645\u0644 \u0647\u0627\u06cc \u062f\u0627\u0646\u0644\u0648\u062f \u062f\u0642\u06cc\u0642 \u0628\u0631\u0627\u06cc \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u062f <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/textblob.readthedocs.io\/en\/dev\/install.html\">\u0644\u06cc\u0646\u06a9 \u0631\u0633\u0645\u06cc<\/a>.  \u0645\u0646 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0645\u06cc \u06a9\u0646\u0645 \u06a9\u0647 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 TextBlob \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u0646\u0645\u0648\u0646\u0647 \u0631\u0627 \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u062e\u0644\u0627\u0635\u0647 \u062f\u0633\u062a\u0648\u0631\u0627\u0644\u0639\u0645\u0644 \u0647\u0627\u06cc \u067e\u06cc\u0648\u0646\u062f \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u062f\u0631 \u0628\u0627\u0644\u0627 \u0622\u0645\u062f\u0647 \u0627\u0633\u062a\u060c \u0627\u0645\u0627 \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u0648\u0631\u0627\u0644\u0639\u0645\u0644 \u0647\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631 \u062d\u062a\u0645\u0627\u064b \u0627\u0633\u0646\u0627\u062f \u0631\u0633\u0645\u06cc \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f \u0631\u0648\u06cc \u0646\u0635\u0628 \u062f\u0631 \u0635\u0648\u0631\u062a \u0646\u06cc\u0627\u0632:<\/p>\n<pre><code class=\"hljs\">$ pip install -U textblob\n<\/code><\/pre>\n<p>\u0648 \u0628\u0631\u0627\u06cc \u0646\u0635\u0628 corpora:<\/p>\n<pre><code class=\"hljs\">$ python -m textblob.download_corpora\n<\/code><\/pre>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0627\u06a9\u0646\u0648\u0646 \u0639\u0645\u0644\u06a9\u0631\u062f\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 TextBlob \u0631\u0627 \u0628\u0628\u06cc\u0646\u06cc\u0645.<\/p>\n<h2 id=\"tokenization\"><span class=\"ez-toc-section\" id=\"%d8%aa%d9%88%da%a9%d9%86_%d8%b3%d8%a7%d8%b2%db%8c\"><\/span>\u062a\u0648\u06a9\u0646 \u0633\u0627\u0632\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Tokenization \u0628\u0647 \u062a\u0642\u0633\u06cc\u0645 \u06cc\u06a9 \u067e\u0627\u0631\u0627\u06af\u0631\u0627\u0641 \u0628\u0632\u0631\u06af \u0628\u0647 \u062c\u0645\u0644\u0627\u062a \u06cc\u0627 \u06a9\u0644\u0645\u0627\u062a \u0627\u0634\u0627\u0631\u0647 \u062f\u0627\u0631\u062f.  \u0628\u0647 \u0637\u0648\u0631 \u0645\u0639\u0645\u0648\u0644\u060c \u06cc\u06a9 \u0646\u0634\u0627\u0646\u0647 \u0628\u0647 \u06cc\u06a9 \u06a9\u0644\u0645\u0647 \u062f\u0631 \u06cc\u06a9 \u0633\u0646\u062f \u0645\u062a\u0646\u06cc \u0627\u0634\u0627\u0631\u0647 \u062f\u0627\u0631\u062f.  Tokenization \u0628\u0627 TextBlob \u0628\u0633\u06cc\u0627\u0631 \u0633\u0627\u062f\u0647 \u0627\u0633\u062a.  \u062a\u0646\u0647\u0627 \u06a9\u0627\u0631\u06cc \u06a9\u0647 \u0628\u0627\u06cc\u062f \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f \u0627\u06cc\u0646 \u0627\u0633\u062a import \u0631\u0627 <code>TextBlob<\/code> \u0634\u06cc \u0627\u0632 <code>textblob<\/code> \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u060c \u0633\u0646\u062f\u06cc \u0631\u0627 \u06a9\u0647 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u062f \u062a\u0648\u06a9\u0646\u06cc\u0632\u0647 \u06a9\u0646\u06cc\u062f \u0628\u0647 \u0622\u0646 \u0645\u0646\u062a\u0642\u0644 \u06a9\u0646\u06cc\u062f \u0648 \u0633\u067e\u0633 \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f <code>sentences<\/code> \u0648 <code>words<\/code> \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 \u0628\u0631\u0627\u06cc \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0646 \u062c\u0645\u0644\u0627\u062a \u0648 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0646\u0634\u0627\u0646\u0647 \u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647.  \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0627\u06cc\u0646 \u0631\u0627 \u062f\u0631 \u0639\u0645\u0644 \u0628\u0628\u06cc\u0646\u06cc\u0645:<\/p>\n<p>\u0627\u0648\u0644\u06cc\u0646 \u0642\u062f\u0645 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 import \u0631\u0627 <code>TextBlob<\/code> \u0647\u062f\u0641 &#8211; \u0634\u06cc:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> textblob <span class=\"hljs-keyword\">import<\/span> TextBlob\n<\/code><\/pre>\n<p>\u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u060c \u0628\u0627\u06cc\u062f \u0631\u0634\u062a\u0647 \u0627\u06cc \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u062d\u0627\u0648\u06cc \u0645\u062a\u0646 \u0633\u0646\u062f \u0628\u0627\u0634\u062f.  \u0631\u0634\u062a\u0647 \u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0634\u0627\u0645\u0644 \u0627\u0648\u0644\u06cc\u0646 \u067e\u0627\u0631\u0627\u06af\u0631\u0627\u0641 \u0645\u0642\u0627\u0644\u0647 \u0648\u06cc\u06a9\u06cc \u067e\u062f\u06cc\u0627 \u0627\u0633\u062a \u0631\u0648\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<\/p>\n<pre><code class=\"hljs\">document = (<span class=\"hljs-string\">\"In computer science, artificial intelligence (AI), \\\n            sometimes called machine intelligence, is intelligence \\\n            demonstrated by machines, in contrast to the natural intelligence \\\n            displayed by humans and animals. Computer science defines AI \\\n            research as the study of \\\"intelligent agents\\\": any device that \\\n            perceives its environment and takes actions that maximize its\\\n            chance of successfully achieving its goals.(1) Colloquially,\\\n            the term \\\"artificial intelligence\\\" is used to describe machines\\\n            that mimic \\\"cognitive\\\" functions that humans associate with other\\\n            human minds, such as \\\"learning\\\" and \\\"problem solving\\\".(2)\"<\/span>)\n<\/code><\/pre>\n<p>\u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u06cc \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0627\u06cc\u0646 \u0633\u0646\u062f \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0628\u0647 <code>TextBlob<\/code> \u06a9\u0644\u0627\u0633  \u0633\u067e\u0633 \u0634\u06cc\u0621 \u0628\u0631\u06af\u0634\u062a\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0631\u0627\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0633\u0646\u062f \u0628\u0647 \u06a9\u0644\u0645\u0627\u062a \u0648 \u062c\u0645\u0644\u0627\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u062f.<\/p>\n<pre><code class=\"hljs\">text_blob_object = TextBlob(document)\n<\/code><\/pre>\n<p>\u062d\u0627\u0644 \u0628\u0631\u0627\u06cc \u0628\u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0646 \u062c\u0645\u0644\u0627\u062a \u0646\u0634\u0627\u0646\u0647 \u06af\u0630\u0627\u0631\u06cc \u0634\u062f\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>sentences<\/code> \u0635\u0641\u062a:<\/p>\n<pre><code class=\"hljs\">document_sentence = text_blob_object.sentences\n\n<span class=\"hljs-built_in\">print<\/span>(document_sentence)\n<span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-built_in\">len<\/span>(document_sentence))\n<\/code><\/pre>\n<p>\u062f\u0631 \u062e\u0631\u0648\u062c\u06cc \u062c\u0645\u0644\u0627\u062a \u062a\u0648\u06a9\u0646 \u0634\u062f\u0647 \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 \u062a\u0639\u062f\u0627\u062f \u062c\u0645\u0644\u0627\u062a \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u062f \u06a9\u0631\u062f.<\/p>\n<pre><code class=\"hljs\">(Sentence(\"In computer science, artificial intelligence (AI),             sometimes called machine intelligence, is intelligence             demonstrated by machines, in contrast to the natural intelligence             displayed by humans and animals.\"), Sentence(\"Computer science defines AI             research as the study of \"intelligent agents\": any device that             perceives its environment and takes actions that maximize its            chance of successfully achieving its goals.\"), Sentence(\"(1) Colloquially,            the term \"artificial intelligence\" is used to describe machines            that mimic \"cognitive\" functions that humans associate with other            human minds, such as \"learning\" and \"problem solving\".\"), Sentence(\"(2)\"))\n4\n<\/code><\/pre>\n<p>\u0628\u0647 \u0637\u0648\u0631 \u0645\u0634\u0627\u0628\u0647\u060c <code>words<\/code> \u0648\u06cc\u0698\u06af\u06cc \u06a9\u0644\u0645\u0627\u062a \u0646\u0634\u0627\u0646\u0647 \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\">document_words = text_blob_object.words\n\n<span class=\"hljs-built_in\">print<\/span>(document_words)\n<span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-built_in\">len<\/span>(document_words))\n<\/code><\/pre>\n<p>\u062e\u0631\u0648\u062c\u06cc \u0628\u0647 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<pre><code class=\"hljs\">('In', 'computer', 'science', 'artificial', 'intelligence', 'AI', 'sometimes', 'called', 'machine', 'intelligence', 'is', 'intelligence', 'demonstrated', 'by', 'machines', 'in', 'contrast', 'to', 'the', 'natural', 'intelligence', 'displayed', 'by', 'humans', 'and', 'animals', 'Computer', 'science', 'defines', 'AI', 'research', 'as', 'the', 'study', 'of', 'intelligent', 'agents', 'any', 'device', 'that', 'perceives', 'its', 'environment', 'and', 'takes', 'actions', 'that', 'maximize', 'its', 'chance', 'of', 'successfully', 'achieving', 'its', 'goals', '1', 'Colloquially', 'the', 'term', 'artificial', 'intelligence', 'is', 'used', 'to', 'describe', 'machines', 'that', 'mimic', 'cognitive', 'functions', 'that', 'humans', 'associate', 'with', 'other', 'human', 'minds', 'such', 'as', 'learning', 'and', 'problem', 'solving', '2')\n84\n<\/code><\/pre>\n<h2 id=\"lemmatization\"><span class=\"ez-toc-section\" id=\"lemmatization\"><\/span>Lemmatization<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0644\u0645\u0627\u062a\u06cc\u0632\u0647 \u06a9\u0631\u062f\u0646 \u0628\u0647 \u062a\u0642\u0644\u06cc\u0644 \u06a9\u0644\u0645\u0647 \u0628\u0647 \u0622\u0646 \u0627\u0634\u0627\u0631\u0647 \u062f\u0627\u0631\u062f root \u0634\u06a9\u0644\u06cc \u06a9\u0647 \u062f\u0631 \u0641\u0631\u0647\u0646\u06af \u0644\u063a\u062a \u06cc\u0627\u0641\u062a \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0648\u0627\u0698\u0647 \u0633\u0627\u0632\u06cc \u0627\u0632 \u0637\u0631\u06cc\u0642 TextBlob\u060c \u0628\u0627\u06cc\u062f \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f <code>Word<\/code> \u0634\u06cc \u0627\u0632 <code>textblob<\/code> \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u060c \u06a9\u0644\u0645\u0647\u200c\u0627\u06cc \u0631\u0627 \u06a9\u0647 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u062f \u06a9\u0644\u0645\u0647\u200c\u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f \u0628\u0647 \u0622\u0646 \u0645\u0646\u062a\u0642\u0644 \u06a9\u0646\u06cc\u062f \u0648 \u0633\u067e\u0633 \u0622\u0646 \u0631\u0627 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u06a9\u0646\u06cc\u062f <code>lemmatize<\/code> \u0631\u0648\u0634.<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> textblob <span class=\"hljs-keyword\">import<\/span> Word\n\nword1 = Word(<span class=\"hljs-string\">\"apples\"<\/span>)\n<span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">\"apples:\"<\/span>, word1.lemmatize())\n\nword2 = Word(<span class=\"hljs-string\">\"media\"<\/span>)\n<span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">\"media:\"<\/span>, word2.lemmatize())\n\nword3 = Word(<span class=\"hljs-string\">\"greater\"<\/span>)\n<span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">\"greater:\"<\/span>, word3.lemmatize(<span class=\"hljs-string\">\"a\"<\/span>))\n<\/code><\/pre>\n<p>\u062f\u0631 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0628\u0627\u0644\u0627\u060c \u0645\u0627 \u0644\u0645\u062a \u0633\u0627\u0632\u06cc \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u06cc\u0645 \u0631\u0648\u06cc \u06a9\u0644\u0645\u0627\u062a \u00ab\u0633\u06cc\u0628\u00bb\u060c \u00ab\u0631\u0633\u0627\u0646\u0647\u00bb \u0648 \u00ab\u0628\u0632\u0631\u06af\u062a\u0631\u00bb.  \u062f\u0631 \u062e\u0631\u0648\u062c\u06cc\u060c \u06a9\u0644\u0645\u0627\u062a &#8220;apple&#8221;\u060c (\u06a9\u0647 \u0628\u0631\u0627\u06cc \u0633\u06cc\u0628 \u0645\u0641\u0631\u062f \u0627\u0633\u062a)\u060c &#8220;\u0645\u062a\u0648\u0633\u0637&#8221; (\u06a9\u0647 \u0645\u0641\u0631\u062f \u0628\u0631\u0627\u06cc \u0645\u062a\u0648\u0633\u0637 \u200b\u200b\u0627\u0633\u062a) \u0648 &#8220;\u06af\u0631\u0648\u0647&#8221; (\u06a9\u0647 \u062f\u0631\u062c\u0647 \u0645\u062b\u0628\u062a \u06a9\u0644\u0645\u0647 greater \u0627\u0633\u062a) \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u062f \u06a9\u0631\u062f.  \u062a\u0648\u062c\u0647 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0628\u0631\u0627\u06cc \u06a9\u0644\u0645\u0647 greater\u060c &#8220;a&#8221; \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0628\u0647 the \u067e\u0627\u0633 \u0645\u06cc \u06a9\u0646\u06cc\u0645 <code>lemmatize<\/code> \u0631\u0648\u0634.  \u0627\u06cc\u0646 \u0628\u0647 \u0637\u0648\u0631 \u062e\u0627\u0635 \u0628\u0647 \u0631\u0648\u0634 \u0645\u06cc \u06af\u0648\u06cc\u062f \u06a9\u0647 \u06a9\u0644\u0645\u0647 \u0628\u0627\u06cc\u062f \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0635\u0641\u062a \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0647 \u0634\u0648\u062f.  \u0628\u0647 \u0637\u0648\u0631 \u067e\u06cc\u0634\u200c\u0641\u0631\u0636\u060c \u06a9\u0644\u0645\u0627\u062a \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0627\u0633\u0645 \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f <code>lemmatize()<\/code> \u0631\u0648\u0634.  \u0644\u06cc\u0633\u062a \u06a9\u0627\u0645\u0644 \u0627\u062c\u0632\u0627\u06cc \u06af\u0641\u062a\u0627\u0631 \u0628\u0647 \u0634\u0631\u062d \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<pre><code class=\"hljs\">ADJ, ADJ_SAT, ADV, NOUN, VERB = 'a', 's', 'r', 'n', 'v'\n<\/code><\/pre>\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>\u0645\u0627\u0646\u0646\u062f \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc spaCy \u0648 NLTK\u060c \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 TextBlob \u0646\u06cc\u0632 \u062f\u0627\u0631\u0627\u06cc \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u0628\u0631\u0686\u0633\u0628\u200c\u06af\u0630\u0627\u0631\u06cc POS \u0627\u0633\u062a.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u06cc\u0627\u0641\u062a\u0646 \u062a\u06af \u0647\u0627\u06cc POS \u0628\u0631\u0627\u06cc \u06a9\u0644\u0645\u0627\u062a \u06cc\u06a9 \u0633\u0646\u062f\u060c \u062a\u0646\u0647\u0627 \u06a9\u0627\u0631\u06cc \u06a9\u0647 \u0628\u0627\u06cc\u062f \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f <code>tags<\/code> \u0648\u06cc\u0698\u06af\u06cc \u0645\u0637\u0627\u0628\u0642 \u0634\u06a9\u0644 \u0632\u06cc\u0631:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">for<\/span> word, pos <span class=\"hljs-keyword\">in<\/span> text_blob_object.tags:\n    <span class=\"hljs-built_in\">print<\/span>(word + <span class=\"hljs-string\">\" =&gt; \"<\/span> + pos)\n<\/code><\/pre>\n<p>\u062f\u0631 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0628\u0627\u0644\u0627\u060c print \u0628\u0631\u0686\u0633\u0628 \u0647\u0627 \u0628\u0631\u0627\u06cc \u0647\u0645\u0647 \u06a9\u0644\u0645\u0627\u062a \u062f\u0631 \u067e\u0627\u0631\u0627\u06af\u0631\u0627\u0641 \u0627\u0648\u0644 \u0645\u0642\u0627\u0644\u0647 \u0648\u06cc\u06a9\u06cc \u067e\u062f\u06cc\u0627 \u0631\u0648\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc.  \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>&#8220;` \u062f\u0631 => IN \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 => \u0639\u0644\u0645 NN => NN \u0645\u0635\u0646\u0648\u0639\u06cc => \u0647\u0648\u0634 JJ => NN AI => NNP \u06af\u0627\u0647\u06cc \u0627\u0648\u0642\u0627\u062a => RB \u0646\u0627\u0645\u06cc\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f => \u0645\u0627\u0634\u06cc\u0646 VBD => \u0647\u0648\u0634 NN => NN => \u0647\u0648\u0634 VBZ => NN \u0646\u0634\u0627\u0646 \u062f\u0627\u062f => VBN \u062a\u0648\u0633\u0637 => \u0645\u0627\u0634\u06cc\u0646 \u0647\u0627\u06cc IN => NNS \u062f\u0631 => \u062f\u0631 \u06a9\u0646\u062a\u0631\u0627\u0633\u062a => NN \u0628\u0647 => \u0628\u0647 => DT \u0637\u0628\u06cc\u0639\u06cc => \u0647\u0648\u0634 JJ => NN \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 => VBN \u062a\u0648\u0633\u0637 => \u062f\u0631 \u0627\u0646\u0633\u0627\u0646 => NNS \u0648 => \u062d\u06cc\u0648\u0627\u0646\u0627\u062a CC => \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 NNS => \u0639\u0644\u0645 NNP => NN \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc \u06a9\u0646\u062f => NNS AI => \u062a\u062d\u0642\u06cc\u0642 NNP => NN \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 => IN the => DT \u0645\u0637\u0627\u0644\u0639\u0647 => NN of => IN intelligent => \u0639\u0648\u0627\u0645\u0644 JJ => NNS \u0647\u0631 => \u062f\u0633\u062a\u06af\u0627\u0647 DT => NN \u06a9\u0647 => WDT \u062f\u0631\u06a9 \u0645\u06cc \u06a9\u0646\u062f => VBZ \u0622\u0646 => \u0645\u062d\u06cc\u0637 PRP$ => NN \u0648 => CC => \u0627\u0642\u062f\u0627\u0645\u0627\u062a VBZ => NNS \u06a9\u0647 => IN \u062d\u062f\u0627\u06a9\u062b\u0631 \u0645\u06cc \u06a9\u0646\u062f => VB \u0622\u0646 => PRP \u0634\u0627\u0646\u0633 $ => NN \u0627\u0632 => IN \u0628\u0627 \u0645\u0648\u0641\u0642\u06cc\u062a => RB \u062f\u0633\u062a\u06cc\u0627\u0628\u06cc => VBG \u0622\u0646 => PRP$ \u0627\u0647\u062f\u0627\u0641 => NNS ( => RB 1 => CD ) => NNP \u062f\u0631 \u0645\u062d\u0627\u0648\u0631\u0647 => NNP => \u0627\u0635\u0637\u0644\u0627\u062d DT => NN \u0645\u0635\u0646\u0648\u0639\u06cc => \u0647\u0648\u0634 JJ => NN => VBZ \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f => VBN \u0628\u0647 => \u0628\u0631\u0627\u06cc \u062a\u0648\u0635\u06cc\u0641 => \u0645\u0627\u0634\u06cc\u0646 \u0647\u0627\u06cc VB => NNS \u06a9\u0647 => IN \u062a\u0642\u0644\u06cc\u062f => JJ \u0634\u0646\u0627\u062e\u062a\u06cc => \u062a\u0648\u0627\u0628\u0639 JJ => NNS \u06a9\u0647 => \u0627\u0646\u0633\u0627\u0646 WDT = > \u0627\u0631\u062a\u0628\u0627\u0637 NNS => VBP \u0628\u0627 => IN \u062f\u06cc\u06af\u0631 => JJ \u0627\u0646\u0633\u0627\u0646 => JJ \u0630\u0647\u0646 => NNS \u0645\u0627\u0646\u0646\u062f => JJ \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 => IN \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc => VBG \u0648 => \u0645\u0634\u06a9\u0644 CC => \u062d\u0644 NN => NN ( => RB 2 => CD ) => NNS &#8220;`\n<\/p>\n<p>\u062a\u06af \u0647\u0627\u06cc POS \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062e\u0641\u0641 \u0686\u0627\u067e \u0634\u062f\u0647 \u0627\u0646\u062f.  \u0628\u0631\u0627\u06cc \u0645\u0634\u0627\u0647\u062f\u0647 \u0641\u0631\u0645 \u06a9\u0627\u0645\u0644 \u0647\u0631 \u0627\u062e\u062a\u0635\u0627\u0631 \u0644\u0637\u0641\u0627\u064b \u0645\u0631\u0627\u062c\u0639\u0647 \u06a9\u0646\u06cc\u062f <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/www.ling.upenn.edu\/courses\/Fall_2003\/ling001\/penn_treebank_pos.html\" class=\"broken_link\">\u0627\u06cc\u0646 \u0644\u06cc\u0646\u06a9<\/a>.<\/p>\n<h2 id=\"converttexttosingularandplural\"><span class=\"ez-toc-section\" id=\"%d8%aa%d8%a8%d8%af%db%8c%d9%84_%d9%85%d8%aa%d9%86_%d8%a8%d9%87_%d9%85%d9%81%d8%b1%d8%af_%d9%88_%d8%ac%d9%85%d8%b9\"><\/span>\u062a\u0628\u062f\u06cc\u0644 \u0645\u062a\u0646 \u0628\u0647 \u0645\u0641\u0631\u062f \u0648 \u062c\u0645\u0639<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>TextBlob \u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0647 \u0634\u0645\u0627 \u0627\u06cc\u0646 \u0627\u0645\u06a9\u0627\u0646 \u0631\u0627 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0639\u0628\u0627\u0631\u062a\u060c \u0645\u062a\u0646 \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u062c\u0645\u0639 \u06cc\u0627 \u0645\u0641\u0631\u062f \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0646\u06cc\u062f <code>pluralize<\/code> \u0648 <code>singularize<\/code> \u0631\u0648\u0634 \u0647\u0627\u060c \u0628\u0647 \u062a\u0631\u062a\u06cc\u0628.  \u0628\u0647 \u0645\u062b\u0627\u0644 \u0632\u06cc\u0631 \u0646\u06af\u0627\u0647 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\">text = (<span class=\"hljs-string\">\"Football is a good game. It has many health benefit\"<\/span>)\ntext_blob_object = TextBlob(text)\n<span class=\"hljs-built_in\">print<\/span>(text_blob_object.words.pluralize())\n<\/code><\/pre>\n<p>\u062f\u0631 \u062e\u0631\u0648\u062c\u06cc\u060c \u062c\u0645\u0639 \u0647\u0645\u0647 \u06a9\u0644\u0645\u0627\u062a \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u062f \u06a9\u0631\u062f:<\/p>\n<pre><code class=\"hljs\">('Footballs', 'iss', 'some', 'goods', 'games', 'Its', 'hass', 'manies', 'healths', 'benefits')\n<\/code><\/pre>\n<p>\u0628\u0647 \u0637\u0648\u0631 \u0645\u0634\u0627\u0628\u0647\u060c \u0628\u0631\u0627\u06cc \u0645\u0646\u062d\u0635\u0631 \u0628\u0647 \u0641\u0631\u062f \u06a9\u0631\u062f\u0646 \u06a9\u0644\u0645\u0627\u062a \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f <code>singularize<\/code> \u0631\u0648\u0634 \u0628\u0647 \u0634\u0631\u062d \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<pre><code class=\"hljs\">text = (<span class=\"hljs-string\">\"Footballs is a goods games. Its has many healths benefits\"<\/span>)\n\ntext_blob_object = TextBlob(text)\n<span class=\"hljs-built_in\">print<\/span>(text_blob_object.words.singularize())\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\">('Football', 'is', 'a', 'good', 'game', 'It', 'ha', 'many', 'health', 'benefit')\n<\/code><\/pre>\n<p>\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0639\u0628\u0627\u0631\u062a \u0627\u0633\u0645\u06cc \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0627\u0632 \u0646\u0627\u0645 \u0622\u0646 \u067e\u06cc\u062f\u0627\u0633\u062a \u0628\u0647 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0639\u0628\u0627\u0631\u0627\u062a\u06cc \u0627\u0637\u0644\u0627\u0642 \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u062d\u0627\u0648\u06cc \u0627\u0633\u0645 \u0647\u0633\u062a\u0646\u062f.  \u0628\u06cc\u0627\u06cc\u06cc\u062f \u062a\u0645\u0627\u0645 \u0639\u0628\u0627\u0631\u0627\u062a \u0627\u0633\u0645\u06cc \u0631\u0627 \u062f\u0631 \u067e\u0627\u0631\u0627\u06af\u0631\u0627\u0641 \u0627\u0648\u0644 \u0645\u0642\u0627\u0644\u0647 \u0648\u06cc\u06a9\u06cc \u067e\u062f\u06cc\u0627 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u0645 \u0631\u0648\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u06a9\u0647 \u0642\u0628\u0644\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u06cc\u0645.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u06cc\u0627\u0641\u062a\u0646 \u0639\u0628\u0627\u0631\u0627\u062a \u0627\u0633\u0645\u06cc\u060c \u0641\u0642\u0637 \u0628\u0627\u06cc\u062f \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f <code>noun_phrase<\/code> \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0631\u0648\u06cc \u0631\u0627 <code>TextBlob<\/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\">text_blob_object = TextBlob(document)\n<span class=\"hljs-keyword\">for<\/span> noun_phrase <span class=\"hljs-keyword\">in<\/span> text_blob_object.noun_phrases:\n    <span class=\"hljs-built_in\">print<\/span>(noun_phrase)\n<\/code><\/pre>\n<p>\u062e\u0631\u0648\u062c\u06cc \u0628\u0647 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<pre><code class=\"hljs\">computer science\nartificial intelligence\nai\nmachine intelligence\nnatural intelligence\ncomputer\nscience defines\nai\nintelligent agents\ncolloquially\nartificial intelligence\ndescribe machines\nhuman minds\n<\/code><\/pre>\n<p>\u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u062a\u0645\u0627\u0645 \u0639\u0628\u0627\u0631\u0627\u062a \u0627\u0633\u0645\u06cc \u0631\u0627 \u062f\u0631 \u0633\u0646\u062f \u0645\u0627 \u0628\u0628\u06cc\u0646\u06cc\u062f.<\/p>\n<h2 id=\"gettingwordsandphrasecounts\"><span class=\"ez-toc-section\" id=\"%d8%af%d8%b1%db%8c%d8%a7%d9%81%d8%aa_%d8%aa%d8%b9%d8%af%d8%a7%d8%af_%da%a9%d9%84%d9%85%d8%a7%d8%aa_%d9%88_%d8%b9%d8%a8%d8%a7%d8%b1%d8%a7%d8%aa\"><\/span>\u062f\u0631\u06cc\u0627\u0641\u062a \u062a\u0639\u062f\u0627\u062f \u06a9\u0644\u0645\u0627\u062a \u0648 \u0639\u0628\u0627\u0631\u0627\u062a<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u0628\u062e\u0634 \u0642\u0628\u0644\u06cc \u0627\u0632 \u0628\u0631\u0646\u0627\u0645\u0647 \u062f\u0627\u062e\u0644\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u06cc\u0645 <code>len<\/code> \u0631\u0648\u0634\u06cc \u0628\u0631\u0627\u06cc \u0634\u0645\u0627\u0631\u0634 \u062a\u0639\u062f\u0627\u062f \u062c\u0645\u0644\u0627\u062a\u060c \u06a9\u0644\u0645\u0627\u062a \u0648 \u0639\u0628\u0627\u0631\u0627\u062a \u0627\u0633\u0645\u06cc \u0628\u0631\u06af\u0631\u062f\u0627\u0646\u062f\u0647 \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 <code>TextBlob<\/code> \u0647\u062f\u0641 &#8211; \u0634\u06cc.  \u0628\u0631\u0627\u06cc \u0647\u0645\u06cc\u0646 \u0645\u0646\u0638\u0648\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0632 \u0645\u062a\u062f\u0647\u0627\u06cc \u062f\u0627\u062e\u0644\u06cc TextBlob \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u06cc\u0627\u0641\u062a\u0646 \u0641\u0631\u0627\u0648\u0627\u0646\u06cc \u0648\u0642\u0648\u0639 \u06cc\u06a9 \u06a9\u0644\u0645\u0647 \u062e\u0627\u0635\u060c \u0628\u0627\u06cc\u062f \u0646\u0627\u0645 \u06a9\u0644\u0645\u0647 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0634\u0627\u062e\u0635 \u0628\u0647 <code>word_counts<\/code> \u0644\u06cc\u0633\u062a\u06cc \u0627\u0632 <code>TextBlob<\/code> \u0647\u062f\u0641 &#8211; \u0634\u06cc.<\/p>\n<p>\u062f\u0631 \u0645\u062b\u0627\u0644 \u0632\u06cc\u0631\u060c \u062a\u0639\u062f\u0627\u062f \u0645\u0648\u0627\u0631\u062f \u06a9\u0644\u0645\u0647 &#8220;\u0647\u0648\u0634&#8221; \u0631\u0627 \u062f\u0631 \u067e\u0627\u0631\u0627\u06af\u0631\u0627\u0641 \u0627\u0648\u0644 \u0645\u0642\u0627\u0644\u0647 \u0648\u06cc\u06a9\u06cc \u067e\u062f\u06cc\u0627 \u0645\u06cc \u0634\u0645\u0627\u0631\u06cc\u0645. \u0631\u0648\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc.<\/p>\n<pre><code class=\"hljs\">text_blob_object = TextBlob(document)\ntext_blob_object.word_counts(<span class=\"hljs-string\">'intelligence'<\/span>)\n<\/code><\/pre>\n<p>\u0631\u0627\u0647 \u062f\u06cc\u06af\u0631 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0633\u0627\u062f\u06af\u06cc \u062a\u0645\u0627\u0633 \u0628\u06af\u06cc\u0631\u06cc\u062f <code>count<\/code> \u0631\u0648\u0634 \u0631\u0648\u06cc \u0631\u0627 <code>words<\/code> \u0648\u06cc\u0698\u06af\u06cc\u060c \u0648 \u0646\u0627\u0645 \u06a9\u0644\u0645\u0647 \u0627\u06cc \u0631\u0627 \u06a9\u0647 \u0641\u0631\u0627\u0648\u0627\u0646\u06cc \u0648\u0642\u0648\u0639 \u0622\u0646 \u0628\u0647 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u06cc\u0627\u0641\u062a \u0645\u06cc \u0634\u0648\u062f\u060c \u0628\u0641\u0631\u0633\u062a\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\">text_blob_object.words.count(<span class=\"hljs-string\">'intelligence'<\/span>)\n<\/code><\/pre>\n<p>\u0630\u06a9\u0631 \u0627\u06cc\u0646 \u0646\u06a9\u062a\u0647 \u0636\u0631\u0648\u0631\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0637\u0648\u0631 \u067e\u06cc\u0634 \u0641\u0631\u0636 \u062c\u0633\u062a\u062c\u0648 \u0628\u0647 \u062d\u0631\u0648\u0641 \u06a9\u0648\u0686\u06a9 \u0648 \u0628\u0632\u0631\u06af \u062d\u0633\u0627\u0633 \u0646\u06cc\u0633\u062a.  \u0627\u06af\u0631 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u062f \u062c\u0633\u062a\u062c\u0648\u06cc \u0634\u0645\u0627 \u0628\u0647 \u062d\u0631\u0648\u0641 \u0628\u0632\u0631\u06af \u0648 \u06a9\u0648\u0686\u06a9 \u062d\u0633\u0627\u0633 \u0628\u0627\u0634\u062f\u060c \u0628\u0627\u06cc\u062f \u0642\u0628\u0648\u0644 \u06a9\u0646\u06cc\u062f <code>True<\/code> \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0627\u0631\u0632\u0634 \u0628\u0631\u0627\u06cc <code>case_sensitive<\/code> \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u060c \u0645\u0637\u0627\u0628\u0642 \u0634\u06a9\u0644 \u0632\u06cc\u0631:<\/p>\n<pre><code class=\"hljs\">text_blob_object.words.count(<span class=\"hljs-string\">'intelligence'<\/span>, case_sensitive=<span class=\"hljs-literal\">True<\/span>)\n<\/code><\/pre>\n<p>\u0645\u0627\u0646\u0646\u062f \u0634\u0645\u0627\u0631\u0634 \u06a9\u0644\u0645\u0627\u062a\u060c \u0639\u0628\u0627\u0631\u0627\u062a \u0627\u0633\u0645\u06cc \u0646\u06cc\u0632 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u0647\u0645\u06cc\u0646 \u062a\u0631\u062a\u06cc\u0628 \u0634\u0645\u0627\u0631\u0634 \u0634\u0648\u0646\u062f.  \u0645\u062b\u0627\u0644 \u0632\u06cc\u0631 \u0639\u0628\u0627\u0631\u062a &#8220;\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc&#8221; \u0631\u0627 \u062f\u0631 \u067e\u0627\u0631\u0627\u06af\u0631\u0627\u0641 \u067e\u06cc\u062f\u0627 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<pre><code class=\"hljs\">text_blob_object = TextBlob(document)\ntext_blob_object.noun_phrases.count(<span class=\"hljs-string\">'artificial intelligence'<\/span>)\n<\/code><\/pre>\n<p>\u062f\u0631 \u062e\u0631\u0648\u062c\u06cc 2 \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u062f \u06a9\u0631\u062f.<\/p>\n<h2 id=\"convertingtoupperandlowercase\"><span class=\"ez-toc-section\" id=\"%d8%aa%d8%a8%d8%af%db%8c%d9%84_%d8%a8%d9%87_%d8%ad%d8%b1%d9%88%d9%81_%d8%a8%d8%b2%d8%b1%da%af_%d9%88_%da%a9%d9%88%da%86%da%a9\"><\/span>\u062a\u0628\u062f\u06cc\u0644 \u0628\u0647 \u062d\u0631\u0648\u0641 \u0628\u0632\u0631\u06af \u0648 \u06a9\u0648\u0686\u06a9<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u0634\u06cc\u0627\u0621 TextBlob \u0628\u0633\u06cc\u0627\u0631 \u0634\u0628\u06cc\u0647 \u0628\u0647 \u0631\u0634\u062a\u0647 \u0647\u0627 \u0647\u0633\u062a\u0646\u062f.  \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0647 \u062d\u0631\u0648\u0641 \u0628\u0632\u0631\u06af \u06cc\u0627 \u06a9\u0648\u0686\u06a9 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0646\u06cc\u062f\u060c \u0645\u0642\u0627\u062f\u06cc\u0631 \u0622\u0646\u0647\u0627 \u0631\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0647\u06cc\u062f \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0647\u0645 \u0645\u062a\u0635\u0644 \u06a9\u0646\u06cc\u062f.  \u062f\u0631 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631\u060c \u0645\u062a\u0646 \u0631\u0627 \u0627\u0632 \u0634\u06cc TextBlob \u0628\u0647 \u062d\u0631\u0648\u0641 \u0628\u0632\u0631\u06af \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\">text = <span class=\"hljs-string\">\"I love to watch football, but I have never played it\"<\/span>\ntext_blob_object = TextBlob(text)\n\n<span class=\"hljs-built_in\">print<\/span>(text_blob_object.upper())\n<\/code><\/pre>\n<p>\u062f\u0631 \u062e\u0631\u0648\u062c\u06cc\u060c \u0631\u0634\u062a\u0647 \u0631\u0627 \u0628\u0627 \u062d\u0631\u0648\u0641 \u0628\u0632\u0631\u06af \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\">I LOVE TO WATCH FOOTBALL, BUT I HAVE NEVER PLAYED IT\n<\/code><\/pre>\n<p>\u0628\u0647 \u0637\u0648\u0631 \u0645\u0634\u0627\u0628\u0647 \u0628\u0631\u0627\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0645\u062a\u0646 \u0628\u0647 \u062d\u0631\u0648\u0641 \u06a9\u0648\u0686\u06a9\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0632 <code>lower()<\/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\">text = <span class=\"hljs-string\">\"I LOVE TO WATCH FOOTBALL, BUT I HAVE NEVER PLAYED IT\"<\/span>\ntext_blob_object = TextBlob(text)\n\n<span class=\"hljs-built_in\">print<\/span>(text_blob_object.lower())\n<\/code><\/pre>\n<h2 id=\"findingngrams\"><span class=\"ez-toc-section\" id=\"%db%8c%d8%a7%d9%81%d8%aa%d9%86_n-gram\"><\/span>\u06cc\u0627\u0641\u062a\u0646 N-Gram<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>N-Gram \u0628\u0647 n \u062a\u0631\u06a9\u06cc\u0628 \u06a9\u0644\u0645\u0627\u062a \u062f\u0631 \u06cc\u06a9 \u062c\u0645\u0644\u0647 \u0627\u0634\u0627\u0631\u0647 \u062f\u0627\u0631\u062f.  \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u062c\u0645\u0644\u0647 &#8220;\u0645\u0646 \u0639\u0627\u0634\u0642 \u062a\u0645\u0627\u0634\u0627\u06cc \u0641\u0648\u062a\u0628\u0627\u0644 \u0647\u0633\u062a\u0645&#8221;\u060c \u0645\u0642\u062f\u0627\u0631 2 \u06af\u0631\u0645 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f (I love)\u060c (\u0639\u0627\u0634\u0642 \u062a\u0645\u0627\u0634\u0627\u06cc) \u0648 (\u062a\u0645\u0627\u0634\u0627\u06cc \u0641\u0648\u062a\u0628\u0627\u0644) \u0628\u0627\u0634\u062f.  N-Gram \u0647\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0646\u0642\u0634 \u0645\u0647\u0645\u06cc \u062f\u0631 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0645\u062a\u0646 \u0627\u06cc\u0641\u0627 \u06a9\u0646\u0646\u062f.<\/p>\n<p>\u062f\u0631 TextBlob\u060c N-gram \u0647\u0627 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0627 \u0627\u0631\u0633\u0627\u0644 \u062a\u0639\u062f\u0627\u062f N-Gram \u0628\u0647 \u0622\u0646 \u067e\u06cc\u062f\u0627 \u06a9\u0631\u062f <code>ngrams<\/code> \u0631\u0648\u0634 \u0627\u0632 <code>TextBlob<\/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\">text = <span class=\"hljs-string\">\"I love to watch football, but I have never played it\"<\/span>\ntext_blob_object = TextBlob(text)\n<span class=\"hljs-keyword\">for<\/span> ngram <span class=\"hljs-keyword\">in<\/span> text_blob_object.ngrams(<span class=\"hljs-number\">2<\/span>):\n    <span class=\"hljs-built_in\">print<\/span>(ngram)\n<\/code><\/pre>\n<p>\u062e\u0631\u0648\u062c\u06cc \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0628\u0647 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<pre><code class=\"hljs\">('I', 'love')\n('love', 'to')\n('to', 'watch')\n('watch', 'football')\n('football', 'but')\n('but', 'I')\n('I', 'have')\n('have', 'never')\n('never', 'played')\n('played', 'it')\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u0628\u0647 \u0648\u06cc\u0698\u0647 \u0647\u0646\u06af\u0627\u0645 \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u06cc\u0627 \u0627\u0646\u062c\u0627\u0645 \u0647\u0631 \u0646\u0648\u0639 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0645\u062a\u0646 \u0645\u0641\u06cc\u062f \u0627\u0633\u062a.<\/p>\n<h2 id=\"spellingcorrections\"><span class=\"ez-toc-section\" id=\"%d8%a7%d8%b5%d9%84%d8%a7%d8%ad%d8%a7%d8%aa_%d8%a7%d9%85%d9%84%d8%a7%db%8c%db%8c\"><\/span>\u0627\u0635\u0644\u0627\u062d\u0627\u062a \u0627\u0645\u0644\u0627\u06cc\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062a\u0635\u062d\u06cc\u062d \u0627\u0645\u0644\u0627 \u06cc\u06a9\u06cc \u0627\u0632 \u0642\u0627\u0628\u0644\u06cc\u062a \u0647\u0627\u06cc \u0645\u0646\u062d\u0635\u0631 \u0628\u0647 \u0641\u0631\u062f \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 TextBlob \u0627\u0633\u062a.  \u0628\u0627 <code>correct<\/code> \u0631\u0648\u0634 \u0627\u0632 <code>TextBlob<\/code> \u0634\u06cc\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u062a\u0645\u0627\u0645 \u0627\u0634\u062a\u0628\u0627\u0647\u0627\u062a \u0627\u0645\u0644\u0627\u06cc\u06cc \u0645\u062a\u0646 \u062e\u0648\u062f \u0631\u0627 \u0627\u0635\u0644\u0627\u062d \u06a9\u0646\u06cc\u062f.  \u0628\u0647 \u0645\u062b\u0627\u0644 \u0632\u06cc\u0631 \u0646\u06af\u0627\u0647 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\">text = <span class=\"hljs-string\">\"I love to watchf footbal, but I have neter played it\"<\/span>\ntext_blob_object = TextBlob(text)\n\n<span class=\"hljs-built_in\">print<\/span>(text_blob_object.correct())\n<\/code><\/pre>\n<p>\u062f\u0631 \u0641\u06cc\u0644\u0645\u0646\u0627\u0645\u0647 \u0628\u0627\u0644\u0627 \u0633\u0647 \u0627\u0634\u062a\u0628\u0627\u0647 \u0627\u0645\u0644\u0627\u06cc\u06cc \u062f\u0627\u0634\u062a\u06cc\u0645: &#8220;watchf&#8221; \u0628\u0647 \u062c\u0627\u06cc &#8220;watch&#8221;\u060c &#8220;footbal&#8221; \u0628\u0647 \u062c\u0627\u06cc &#8220;football&#8221;\u060c &#8220;neter&#8221; \u0628\u0647 \u062c\u0627\u06cc &#8220;\u0647\u0631\u06af\u0632&#8221;.  \u062f\u0631 \u062e\u0631\u0648\u062c\u06cc \u0645\u0634\u0627\u0647\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u062f \u06a9\u0631\u062f \u06a9\u0647 \u0627\u06cc\u0646 \u0627\u0634\u062a\u0628\u0627\u0647\u0627\u062a \u062a\u0648\u0633\u0637 TextBlob \u062a\u0635\u062d\u06cc\u062d \u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u0645\u0627\u0646\u0646\u062f \u0634\u06a9\u0644 \u0632\u06cc\u0631:<\/p>\n<pre><code class=\"hljs\">I love to watch football, but I have never played it\n<\/code><\/pre>\n<h2 id=\"languagetranslation\"><span class=\"ez-toc-section\" id=\"%d8%aa%d8%b1%d8%ac%d9%85%d9%87_%d8%b2%d8%a8%d8%a7%d9%86\"><\/span>\u062a\u0631\u062c\u0645\u0647 \u0632\u0628\u0627\u0646<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u06cc\u06a9\u06cc \u0627\u0632 \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u062a\u0631\u06cc\u0646 \u0642\u0627\u0628\u0644\u06cc\u062a \u0647\u0627\u06cc \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 TextBlob \u062a\u0631\u062c\u0645\u0647 \u0627\u0632 \u06cc\u06a9 \u0632\u0628\u0627\u0646 \u0628\u0647 \u0632\u0628\u0627\u0646 \u062f\u06cc\u06af\u0631 \u0627\u0633\u062a.  \u062f\u0631 \u0628\u0627\u0637\u0646\u060c \u0645\u062a\u0631\u062c\u0645 \u0632\u0628\u0627\u0646 TextBlob \u0627\u0632 <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/cloud.google.com\/translate\/docs\/\" class=\"broken_link\">Google Translate API<\/a><\/p>\n<p>\u0628\u0631\u0627\u06cc \u062a\u0631\u062c\u0645\u0647 \u0627\u0632 \u06cc\u06a9 \u0632\u0628\u0627\u0646 \u0628\u0647 \u0632\u0628\u0627\u0646 \u062f\u06cc\u06af\u0631\u060c \u0641\u0642\u0637 \u0628\u0627\u06cc\u062f \u0645\u062a\u0646 \u0631\u0627 \u0628\u0647 \u0632\u0628\u0627\u0646 \u062f\u06cc\u06af\u0631 \u0645\u0646\u062a\u0642\u0644 \u06a9\u0646\u06cc\u062f <code>TextBlob<\/code> \u0634\u06cc \u0648 \u0633\u067e\u0633 \u0628\u0627 <code>translate<\/code> \u0631\u0648\u0634 \u0631\u0648\u06cc \u0634\u06cc  \u06a9\u062f \u0632\u0628\u0627\u0646 \u0628\u0631\u0627\u06cc \u0632\u0628\u0627\u0646\u06cc \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u0645\u062a\u0646 \u0634\u0645\u0627 \u0628\u0647 \u0622\u0646 \u062a\u0631\u062c\u0645\u0647 \u0634\u0648\u062f \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0628\u0647 \u0645\u062a\u062f \u0627\u0631\u0633\u0627\u0644 \u0645\u06cc \u0634\u0648\u062f.  \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0647 \u06cc\u06a9 \u0645\u062b\u0627\u0644 \u0646\u06af\u0627\u0647 \u06a9\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\">text_blob_object_french = TextBlob(<span class=\"hljs-string\">u'Salut comment allez-vous?'<\/span>)\n<span class=\"hljs-built_in\">print<\/span>(text_blob_object_french.translate(to=<span class=\"hljs-string\">'en'<\/span>))\n<\/code><\/pre>\n<p>\u062f\u0631 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0628\u0627\u0644\u0627\u060c \u0645\u0627 \u06cc\u06a9 \u062c\u0645\u0644\u0647 \u0628\u0647 \u0632\u0628\u0627\u0646 \u0641\u0631\u0627\u0646\u0633\u0648\u06cc \u0628\u0647 the \u0645\u0646\u062a\u0642\u0644 \u0645\u06cc \u06a9\u0646\u06cc\u0645 <code>TextBlob<\/code> \u0647\u062f\u0641 &#8211; \u0634\u06cc.  \u0628\u0639\u062f\u060c \u0645\u0627 \u0631\u0627 \u0635\u062f\u0627 \u0645\u06cc \u06a9\u0646\u06cc\u0645 <code>translate<\/code> \u0631\u0648\u0634 \u0631\u0648\u06cc \u0634\u06cc \u0648 \u06a9\u062f \u0632\u0628\u0627\u0646 \u067e\u0627\u0633 <code>en<\/code> \u0628\u0647 <code>to<\/code> \u067e\u0627\u0631\u0627\u0645\u062a\u0631.  \u06a9\u062f \u0632\u0628\u0627\u0646 <code>en<\/code> \u0628\u0627 \u0632\u0628\u0627\u0646 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc \u0645\u0637\u0627\u0628\u0642\u062a \u062f\u0627\u0631\u062f.  \u062f\u0631 \u062e\u0631\u0648\u062c\u06cc\u060c \u062a\u0631\u062c\u0645\u0647 \u062c\u0645\u0644\u0647 \u0641\u0631\u0627\u0646\u0633\u0648\u06cc \u0631\u0627 \u0645\u0637\u0627\u0628\u0642 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u062e\u0648\u0627\u0647\u06cc\u062f \u062f\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\">Hi, how are you?\n<\/code><\/pre>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0645\u062b\u0627\u0644 \u062f\u06cc\u06af\u0631\u06cc \u0628\u0632\u0646\u06cc\u0645 \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0627\u0632 \u0639\u0631\u0628\u06cc \u0628\u0647 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc \u062a\u0631\u062c\u0645\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\">text_blob_object_arabic = TextBlob(<span class=\"hljs-string\">u'\u0645\u0631\u062d\u0628\u0627 \u06a9\u06cc\u0641 \u062d\u0627\u0644\u06a9\u061f'<\/span>)\n<span class=\"hljs-built_in\">print<\/span>(text_blob_object_arabic.translate(to=<span class=\"hljs-string\">'en'<\/span>))\n<\/code><\/pre>\n<p><strong>\u062e\u0631\u0648\u062c\u06cc:<\/strong><\/p>\n<pre><code class=\"hljs\">Hi, how are you?\n<\/code><\/pre>\n<p>\u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <code>detect_language<\/code> \u0631\u0648\u0634\u060c \u0634\u0645\u0627 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0632\u0628\u0627\u0646 \u062c\u0645\u0644\u0647 \u0631\u0627 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u06cc\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\">text_blob_object = TextBlob(<span class=\"hljs-string\">u'Hola como estas?'<\/span>)\n<span class=\"hljs-built_in\">print<\/span>(text_blob_object.detect_language())\n<\/code><\/pre>\n<p>\u062f\u0631 \u062e\u0631\u0648\u062c\u06cc\u060c \u062e\u0648\u0627\u0647\u06cc\u062f \u062f\u06cc\u062f <code>es<\/code>\u06a9\u0647 \u0645\u062e\u0641\u0641 \u0632\u0628\u0627\u0646 \u0627\u0633\u067e\u0627\u0646\u06cc\u0627\u06cc\u06cc \u0627\u0633\u062a.<\/p>\n<p>\u06a9\u062f \u0632\u0628\u0627\u0646 \u0647\u0645\u0647 \u0632\u0628\u0627\u0646\u200c\u0647\u0627 \u0631\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u062f <a rel=\"https:\/\/cloud.google.com\/translate\/docs\/translating-text#language-params\">\u0627\u06cc\u0646 \u0644\u06cc\u0646\u06a9<\/a>.<\/p>\n<h2 id=\"textclassification\"><span class=\"ez-toc-section\" id=\"%d8%b7%d8%a8%d9%82%d9%87_%d8%a8%d9%86%d8%af%db%8c_%d9%85%d8%aa%d9%86\"><\/span>\u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0645\u062a\u0646<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>TextBlob \u0647\u0645\u0686\u0646\u06cc\u0646 \u0642\u0627\u0628\u0644\u06cc\u062a \u0647\u0627\u06cc \u067e\u0627\u06cc\u0647 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0645\u062a\u0646 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f.  \u0627\u06af\u0631\u0686\u0647\u060c \u0645\u0646 TextBlob \u0631\u0627 \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc \u0645\u062d\u062f\u0648\u062f \u0622\u0646 \u0628\u0631\u0627\u06cc \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0645\u062a\u0646 \u062a\u0648\u0635\u06cc\u0647 \u0646\u0645\u06cc\u200c\u06a9\u0646\u0645\u060c \u0627\u0645\u0627 \u0627\u06af\u0631 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u0627\u064b \u0645\u062d\u062f\u0648\u062f\u06cc \u062f\u0627\u0631\u06cc\u062f \u0648 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u062f \u0628\u0647 \u0633\u0631\u0639\u062a \u06cc\u06a9 \u0645\u062f\u0644 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0645\u062a\u0646 \u0628\u0633\u06cc\u0627\u0631 \u0627\u0628\u062a\u062f\u0627\u06cc\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 TextBlob \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.  \u0628\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647\u060c \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0645\u0627\u0646\u0646\u062f Scikit-Learn \u06cc\u0627 Tensorflow \u0631\u0627 \u062a\u0648\u0635\u06cc\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0645.<\/p>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0628\u06cc\u0646\u06cc\u0645 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0645\u062a\u0646 \u0631\u0627 \u0628\u0627 TextBlob \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u0645.  \u0627\u0648\u0644\u06cc\u0646 \u0686\u06cc\u0632\u06cc \u06a9\u0647 \u0645\u0627 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u0645 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc \u0648 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634\u06cc \u0627\u0633\u062a.  \u0645\u062f\u0644 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u062f \u0634\u062f \u0631\u0648\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc \u0648 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u062e\u0648\u0627\u0647\u062f \u0634\u062f \u0631\u0648\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0622\u0632\u0645\u0627\u06cc\u0634\u06cc<\/p>\n<p>\u0641\u0631\u0636 \u06a9\u0646\u06cc\u062f \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0648 \u0622\u0632\u0645\u0627\u06cc\u0634\u06cc \u0632\u06cc\u0631 \u0631\u0627 \u062f\u0627\u0631\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\">train_data = (\n    (<span class=\"hljs-string\">'This is an excellent movie'<\/span>, <span class=\"hljs-string\">'pos'<\/span>),\n    (<span class=\"hljs-string\">'The move was fantastic I like it'<\/span>, <span class=\"hljs-string\">'pos'<\/span>),\n    (<span class=\"hljs-string\">'You should watch it, it is brilliant'<\/span>, <span class=\"hljs-string\">'pos'<\/span>),\n    (<span class=\"hljs-string\">'Exceptionally good'<\/span>, <span class=\"hljs-string\">'pos'<\/span>),\n    (<span class=\"hljs-string\">\"Wonderfully directed and executed. I like it\"<\/span>, <span class=\"hljs-string\">'pos'<\/span>),\n    (<span class=\"hljs-string\">'It was very boring'<\/span>, <span class=\"hljs-string\">'neg'<\/span>),\n    (<span class=\"hljs-string\">'I did not like the movie'<\/span>, <span class=\"hljs-string\">'neg'<\/span>),\n    (<span class=\"hljs-string\">\"The movie was horrible\"<\/span>, <span class=\"hljs-string\">'neg'<\/span>),\n    (<span class=\"hljs-string\">'I will not recommend'<\/span>, <span class=\"hljs-string\">'neg'<\/span>),\n    (<span class=\"hljs-string\">'The acting is pathetic'<\/span>, <span class=\"hljs-string\">'neg'<\/span>)\n)\ntest_data = (\n    (<span class=\"hljs-string\">'Its a fantastic series'<\/span>, <span class=\"hljs-string\">'pos'<\/span>),\n    (<span class=\"hljs-string\">'Never watched such a brillent movie'<\/span>, <span class=\"hljs-string\">'pos'<\/span>),\n    (<span class=\"hljs-string\">\"horrible acting\"<\/span>, <span class=\"hljs-string\">'neg'<\/span>),\n    (<span class=\"hljs-string\">\"It is a Wonderful movie\"<\/span>, <span class=\"hljs-string\">'pos'<\/span>),\n    (<span class=\"hljs-string\">'waste of money'<\/span>, <span class=\"hljs-string\">'neg'<\/span>),\n    (<span class=\"hljs-string\">\"pathetic picture\"<\/span>, <span class=\"hljs-string\">'neg'<\/span>)\n)\n<\/code><\/pre>\n<p>\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062d\u0627\u0648\u06cc \u0628\u0631\u062e\u06cc \u0628\u0631\u0631\u0633\u06cc \u0647\u0627\u06cc \u0633\u0627\u062e\u062a\u06af\u06cc \u062f\u0631\u0628\u0627\u0631\u0647 \u0641\u06cc\u0644\u0645 \u0647\u0627 \u0627\u0633\u062a.  \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0628\u06cc\u0646\u06cc\u062f \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0648 \u0622\u0632\u0645\u0627\u06cc\u0634\u06cc \u0645\u0627 \u0634\u0627\u0645\u0644 \u0644\u06cc\u0633\u062a \u0647\u0627\u06cc\u06cc \u0627\u0632 \u062a\u0627\u067e\u0644 \u0647\u0627 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0627\u0648\u0644\u06cc\u0646 \u0639\u0646\u0635\u0631 \u062a\u0627\u067e\u0644 \u0645\u062a\u0646 \u06cc\u0627 \u06cc\u06a9 \u062c\u0645\u0644\u0647 \u0627\u0633\u062a \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0639\u0636\u0648 \u062f\u0648\u0645 \u062a\u0627\u067e\u0644 \u0645\u0631\u0648\u0631 \u06cc\u0627 \u0627\u062d\u0633\u0627\u0633 \u0645\u062a\u0646 \u0645\u0631\u0628\u0648\u0637\u0647 \u0627\u0633\u062a.<\/p>\n<p>\u0645\u0627 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062e\u0648\u062f \u0631\u0627 \u0622\u0645\u0648\u0632\u0634 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0627\u062f \u0631\u0648\u06cc \u0631\u0627 <code>train_data<\/code> \u0648 \u0622\u0646 \u0631\u0627 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u062e\u0648\u0627\u0647\u062f \u06a9\u0631\u062f \u0631\u0648\u06cc \u0631\u0627 <code>test_data<\/code>.  \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631\u060c \u0645\u0627 \u0627\u0632 <code>NaiveBayesClassifier<\/code> \u06a9\u0644\u0627\u0633 \u0627\u0632 <code>textblob.classifiers<\/code> \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647  \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> textblob.classifiers <span class=\"hljs-keyword\">import<\/span> NaiveBayesClassifier\n<\/code><\/pre>\n<p>\u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644\u060c \u0628\u0647 \u0633\u0627\u062f\u06af\u06cc \u0628\u0627\u06cc\u062f \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0631\u0627 \u0628\u0647 \u0633\u0627\u0632\u0646\u062f\u0647 \u0622\u0646 \u0627\u0631\u0633\u0627\u0644 \u06a9\u0646\u06cc\u0645 <code>NaiveBayesClassifier<\/code> \u06a9\u0644\u0627\u0633  \u06a9\u0644\u0627\u0633 \u06cc\u06a9 \u0634\u06cc \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0631\u0627 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f \u0631\u0648\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0648 \u0642\u0627\u062f\u0631 \u0628\u0647 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0627\u0633\u062a \u0631\u0648\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062a\u0633\u062a<\/p>\n<pre><code class=\"hljs\">classifier = NaiveBayesClassifier(train_data)\n<\/code><\/pre>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0627\u0628\u062a\u062f\u0627 \u06cc\u06a9 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u06a9\u0646\u06cc\u0645 \u0631\u0648\u06cc \u06cc\u06a9 \u062c\u0645\u0644\u0647  \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631\u060c \u0628\u0627\u06cc\u062f \u0628\u0627 \u0634\u0645\u0627\u0631\u0647 \u062a\u0645\u0627\u0633 \u0628\u06af\u06cc\u0631\u06cc\u062f <code>classify<\/code> \u0631\u0648\u0634 \u0648 \u0622\u0646 \u062c\u0645\u0644\u0647 \u0631\u0627 \u062a\u0635\u0648\u06cc\u0628 \u06a9\u0646\u06cc\u062f.  \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-built_in\">print<\/span>(classifier.classify(<span class=\"hljs-string\">\"It is very boring\"<\/span>))\n<\/code><\/pre>\n<p>\u0628\u0647 \u0646\u0638\u0631 \u06cc\u06a9 \u0628\u0631\u0631\u0633\u06cc \u0645\u0646\u0641\u06cc \u0627\u0633\u062a.  \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0628\u0627\u0644\u0627 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f\u060c \u062e\u0648\u0627\u0647\u06cc\u062f \u062f\u06cc\u062f <code>neg<\/code> \u062f\u0631 \u062e\u0631\u0648\u062c\u06cc<\/p>\n<p>\u0628\u0647 \u0637\u0648\u0631 \u0645\u0634\u0627\u0628\u0647\u060c \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0628\u0627\u0632 \u062e\u0648\u0627\u0647\u062f \u06af\u0634\u062a <code>pos<\/code> \u0627\u0632 \u0622\u0646\u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0628\u0631\u0631\u0633\u06cc \u0645\u062b\u0628\u062a \u0627\u0633\u062a<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-built_in\">print<\/span>(classifier.classify(<span class=\"hljs-string\">\"It's a fantastic series\"<\/span>))\n<\/code><\/pre>\n<p>\u0634\u0645\u0627 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0627 \u0639\u0628\u0648\u0631 \u0627\u0632 \u0645\u0627 \u06cc\u06a9 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f <code>classifier<\/code> \u0628\u0647 <code>classifier<\/code> \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0627\u0632 <code>TextBlob<\/code> \u0647\u062f\u0641 &#8211; \u0634\u06cc.  \u0633\u067e\u0633 \u0634\u0645\u0627 \u0628\u0627\u06cc\u062f \u0628\u0627 \u0622\u0646 \u062a\u0645\u0627\u0633 \u0628\u06af\u06cc\u0631\u06cc\u062f <code>classify<\/code> \u0631\u0648\u0634 \u0631\u0648\u06cc \u0631\u0627 <code>TextBlob<\/code> \u0628\u0631\u0627\u06cc \u0645\u0634\u0627\u0647\u062f\u0647 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0634\u06cc\u0621 \u06a9\u0646\u06cc\u062f.<\/p>\n<pre><code class=\"hljs\">sentence = TextBlob(<span class=\"hljs-string\">\"It's a fantastic series.\"<\/span>, classifier=classifier)\n<span class=\"hljs-built_in\">print<\/span>(sentence.classify())\n<\/code><\/pre>\n<p>\u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c \u0628\u0631\u0627\u06cc \u06cc\u0627\u0641\u062a\u0646 \u062f\u0642\u062a \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u062e\u0648\u062f \u0631\u0648\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062a\u0633\u062a\u060c \u062a\u0645\u0627\u0633 \u0628\u06af\u06cc\u0631\u06cc\u062f <code>accuracy<\/code> \u0631\u0648\u0634 \u0631\u0648\u06cc \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0646\u0646\u062f\u0647 \u0634\u0645\u0627 \u0648 \u0622\u0646 \u0631\u0627 \u067e\u0627\u0633 \u06a9\u0646\u06cc\u062f <code>test_data<\/code> \u06a9\u0647 \u0645\u0627 \u0628\u0647 \u062a\u0627\u0632\u06af\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645.  \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\">classifier.accuracy(test_data)\n<\/code><\/pre>\n<p>\u062f\u0631 \u062e\u0631\u0648\u062c\u06cc 0.66 \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u062f\u0642\u062a \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0627\u0633\u062a.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u06cc\u0627\u0641\u062a\u0646 \u0645\u0647\u0645\u062a\u0631\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc\u060c <code>show_informative_features<\/code> \u0631\u0648\u0634 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u062f.  \u062a\u0639\u062f\u0627\u062f \u0645\u0647\u0645\u200c\u062a\u0631\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627 \u0628\u0631\u0627\u06cc \u062f\u06cc\u062f\u0646 \u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0627\u0631\u0633\u0627\u0644 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n<pre><code class=\"hljs\">classifier.show_informative_features(<span class=\"hljs-number\">3<\/span>)\n<\/code><\/pre>\n<p>\u062e\u0631\u0648\u062c\u06cc \u0628\u0647 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<pre><code class=\"hljs\">Most Informative Features\n            contains(it) = False             neg : pos    =      2.2 : 1.0\n            contains(is) = True              pos : neg    =      1.7 : 1.0\n           contains(was) = True              neg : pos    =      1.7 : 1.0\n<\/code><\/pre>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0628\u062e\u0634 \u0633\u0639\u06cc \u0634\u062f \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0645\u062a\u0646\u060c \u0627\u062d\u0633\u0627\u0633 \u0646\u0642\u062f \u0641\u06cc\u0644\u0645 \u0631\u0627 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u0645.  \u062f\u0631 \u0648\u0627\u0642\u0639\u060c \u0628\u0631\u0627\u06cc \u067e\u06cc\u062f\u0627 \u06a9\u0631\u062f\u0646 \u0627\u062d\u0633\u0627\u0633 \u06cc\u06a9 \u062c\u0645\u0644\u0647 \u062f\u0631 TextBlob\u060c \u0644\u0627\u0632\u0645 \u0646\u06cc\u0633\u062a \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0645\u062a\u0646 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f.  \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 TextBlob \u062f\u0627\u0631\u0627\u06cc \u06cc\u06a9 \u062a\u062d\u0644\u06cc\u0644\u06af\u0631 \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u062f\u0627\u062e\u0644\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0628\u062e\u0634 \u0628\u0639\u062f\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u06cc\u062f.<\/p>\n<h2 id=\"sentimentanalysis\"><span class=\"ez-toc-section\" id=\"%d8%aa%d8%ad%d9%84%db%8c%d9%84_%d8%a7%d8%ad%d8%b3%d8%a7%d8%b3%d8%a7%d8%aa\"><\/span>\u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0628\u062e\u0634\u060c \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u0646\u0638\u0631\u0627\u062a \u0639\u0645\u0648\u0645\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u063a\u0630\u0627\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u062e\u0631\u06cc\u062f\u0627\u0631\u06cc \u0634\u062f\u0647 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0622\u0645\u0627\u0632\u0648\u0646 \u062a\u062d\u0644\u06cc\u0644 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.  \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0627\u0632 \u062a\u062d\u0644\u06cc\u0644\u06af\u0631 \u0627\u062d\u0633\u0627\u0633\u0627\u062a TextBlob \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.<\/p>\n<p>\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u062f\u0627\u0646\u0644\u0648\u062f \u06a9\u0631\u062f <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/www.kaggle.com\/sdxingaijing\/topic-model-lda-algorithm\/data\">\u0627\u06cc\u0646 \u0644\u06cc\u0646\u06a9 \u06a9\u0627\u06af\u0644<\/a>.<\/p>\n<p>\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0627\u0648\u0644\u06cc\u0646 \u0642\u062f\u0645\u060c \u0645\u0627 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u0645 import \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647  \u0645\u0627 \u0641\u0642\u0637 import 20000 \u0631\u06a9\u0648\u0631\u062f \u0627\u0648\u0644 \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u062d\u0627\u0641\u0638\u0647.  \u062a\u0648 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc import \u0631\u06a9\u0648\u0631\u062f\u0647\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631 \u0627\u06af\u0631 \u0628\u062e\u0648\u0627\u0647\u06cc\u062f  \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> pandas <span class=\"hljs-keyword\">as<\/span> pd\n<span class=\"hljs-keyword\">import<\/span> numpy <span class=\"hljs-keyword\">as<\/span> np\n\nreviews_datasets = pd.read_csv(<span class=\"hljs-string\">r'E:\\Datasets\\Reviews.csv'<\/span>)\nreviews_datasets = reviews_datasets.head(<span class=\"hljs-number\">20000<\/span>)\nreviews_datasets.dropna()\n<\/code><\/pre>\n<p>\u0628\u0631\u0627\u06cc \u0627\u06cc\u0646\u06a9\u0647 \u0628\u0628\u06cc\u0646\u06cc\u0645 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0645\u0627 \u0686\u06af\u0648\u0646\u0647 \u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc \u0631\u0633\u062f\u060c \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 <code>head<\/code> \u0631\u0648\u0634 \u0642\u0627\u0628 \u062f\u0627\u062f\u0647 \u067e\u0627\u0646\u062f\u0627\u0647\u0627:<\/p>\n<pre><code class=\"hljs\">reviews_datasets.head()\n<\/code><\/pre>\n<p>\u062e\u0631\u0648\u062c\u06cc \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-introduction-to-textblob-library-1.png\" alt=\"\" title=\"\"><\/p>\n<p>\u0627\u0632 \u062e\u0631\u0648\u062c\u06cc \u0645\u0634\u0627\u0647\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0628\u0631\u0631\u0633\u06cc \u0645\u062a\u0646 \u062f\u0631 \u0645\u0648\u0631\u062f \u063a\u0630\u0627 \u062a\u0648\u0633\u0637 \u0633\u062a\u0648\u0646 Text \u0645\u0648\u062c\u0648\u062f \u0627\u0633\u062a.  \u0633\u062a\u0648\u0646 \u0627\u0645\u062a\u06cc\u0627\u0632 \u0634\u0627\u0645\u0644 \u0631\u062a\u0628\u0647 \u0628\u0646\u062f\u06cc \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0628\u0631\u0627\u06cc \u0645\u062d\u0635\u0648\u0644 \u062e\u0627\u0635 \u0627\u0633\u062a \u06a9\u0647 1 \u06a9\u0645\u062a\u0631\u06cc\u0646 \u0648 5 \u0628\u0627\u0644\u0627\u062a\u0631\u06cc\u0646 \u0631\u062a\u0628\u0647 \u0627\u0633\u062a.<\/p>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u062a\u0648\u0632\u06cc\u0639 \u0627\u0645\u062a\u06cc\u0627\u0632 \u0631\u0627 \u0628\u0628\u06cc\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> seaborn <span class=\"hljs-keyword\">as<\/span> sns\n<span class=\"hljs-keyword\">import<\/span> matplotlib.pyplot <span class=\"hljs-keyword\">as<\/span> plt\n%matplotlib inline\nsns.distplot(reviews_datasets(<span class=\"hljs-string\">'Score'<\/span>))\n<\/code><\/pre>\n<p><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/python-nlp-introduction-to-textblob-library-2.png\" alt=\"\" title=\"\"><\/p>\n<p>\u0645\u06cc \u0628\u06cc\u0646\u06cc\u062f \u06a9\u0647 \u0627\u06a9\u062b\u0631 \u0631\u062a\u0628\u0647 \u0628\u0646\u062f\u06cc \u0647\u0627 \u0628\u0633\u06cc\u0627\u0631 \u0645\u062b\u0628\u062a \u0647\u0633\u062a\u0646\u062f\u060c \u06cc\u0639\u0646\u06cc 5. \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0646\u0645\u0648\u062f\u0627\u0631 \u0645\u06cc\u0644\u0647 \u0627\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0631\u062a\u0628\u0647 \u0628\u0646\u062f\u06cc \u0647\u0627 \u062a\u0631\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u0645 \u062a\u0627 \u0628\u0647 \u062a\u0639\u062f\u0627\u062f \u0631\u06a9\u0648\u0631\u062f\u0647\u0627\u06cc \u0647\u0631 \u0631\u062a\u0628\u0647 \u0628\u0646\u062f\u06cc \u0628\u0647\u062a\u0631 \u0646\u06af\u0627\u0647 \u06a9\u0646\u06cc\u0645.<\/p>\n<pre><code class=\"hljs\">sns.countplot(x=<span class=\"hljs-string\">'Score'<\/span>, data=reviews_datasets)\n<\/code><\/pre>\n<p><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/python-nlp-introduction-to-textblob-library-3.png\" alt=\"\" title=\"\"><\/p>\n<p>\u062e\u0631\u0648\u062c\u06cc \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0628\u06cc\u0634 \u0627\u0632 \u0646\u06cc\u0645\u06cc \u0627\u0632 \u0646\u0638\u0631\u0627\u062a \u062f\u0627\u0631\u0627\u06cc \u0631\u062a\u0628\u0647 \u0628\u0646\u062f\u06cc 5 \u0633\u062a\u0627\u0631\u0647 \u0647\u0633\u062a\u0646\u062f.<\/p>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0647 \u0637\u0648\u0631 \u062a\u0635\u0627\u062f\u0641\u06cc \u06cc\u06a9 \u0628\u0631\u0631\u0633\u06cc \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u0645 \u0648 \u0642\u0637\u0628\u06cc\u062a \u0622\u0646 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 TextBlob \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u0645.  \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0646\u06af\u0627\u0647\u06cc \u0628\u0647 \u0628\u0631\u0631\u0633\u06cc \u0634\u0645\u0627\u0631\u0647 350 \u0628\u06cc\u0646\u062f\u0627\u0632\u06cc\u0645.<\/p>\n<pre><code class=\"hljs\">reviews_datasets(<span class=\"hljs-string\">'Text'<\/span>)(<span class=\"hljs-number\">350<\/span>)\n<\/code><\/pre>\n<p><strong>\u062e\u0631\u0648\u062c\u06cc:<\/strong><\/p>\n<pre><code class=\"hljs\">'These chocolate covered espresso beans are wonderful!  The chocolate is very dark and rich and the \"bean\" inside is a very delightful blend of flavors with just enough caffine to really give it a zing.'\n<\/code><\/pre>\n<p>\u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc \u0631\u0633\u062f \u06a9\u0647 \u0628\u0631\u0631\u0633\u06cc \u0645\u062b\u0628\u062a \u0627\u0633\u062a.  \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0627\u06cc\u0646 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 TextBlob \u062a\u0623\u06cc\u06cc\u062f \u06a9\u0646\u06cc\u0645.  \u0628\u0631\u0627\u06cc \u06cc\u0627\u0641\u062a\u0646 \u0627\u062d\u0633\u0627\u0633\u060c \u0628\u0627\u06cc\u062f \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645 <code>sentiment<\/code> \u0648\u06cc\u0698\u06af\u06cc \u0627\u0632 <code>TextBlog<\/code> \u0647\u062f\u0641 &#8211; \u0634\u06cc.  \u0627\u06cc\u0646 <code>sentiment<\/code> \u0634\u06cc \u06cc\u06a9 \u062a\u0627\u067e\u0644\u06cc \u0631\u0627 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f \u06a9\u0647 \u062d\u0627\u0648\u06cc \u0642\u0637\u0628\u06cc\u062a \u0648 \u0630\u0647\u0646\u06cc\u062a \u0628\u0631\u0631\u0633\u06cc \u0627\u0633\u062a.<\/p>\n<p>\u0645\u0642\u062f\u0627\u0631 \u0642\u0637\u0628\u06cc\u062a \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u06cc\u0646 -1 \u0648 1 \u0628\u0627\u0634\u062f \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0646\u0638\u0631\u0627\u062a \u0628\u0627 \u0642\u0637\u0628\u06cc\u062a \u0645\u0646\u0641\u06cc \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u0645\u0646\u0641\u06cc \u062f\u0627\u0631\u0646\u062f \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0646\u0638\u0631\u0627\u062a \u0628\u0627 \u0642\u0637\u0628\u06cc\u062a \u0645\u062b\u0628\u062a \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u0645\u062b\u0628\u062a \u062f\u0627\u0631\u0646\u062f.<\/p>\n<p>\u0645\u0642\u062f\u0627\u0631 \u0630\u0647\u0646\u06cc\u062a \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u06cc\u0646 0 \u062a\u0627 1 \u0628\u0627\u0634\u062f. \u0630\u0647\u0646\u06cc\u062a \u0645\u06cc\u0632\u0627\u0646 \u0646\u0638\u0631\u0627\u062a \u0634\u062e\u0635\u06cc \u0648 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0648\u0627\u0642\u0639\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0645\u062a\u0646 \u0631\u0627 \u06a9\u0645\u06cc\u062a \u0645\u06cc \u06a9\u0646\u062f.  \u0630\u0647\u0646\u06cc\u062a \u0628\u0627\u0644\u0627\u062a\u0631 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u062a\u0646 \u0628\u0647 \u062c\u0627\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0648\u0627\u0642\u0639\u06cc\u060c \u062d\u0627\u0648\u06cc \u0646\u0638\u0631\u0627\u062a \u0634\u062e\u0635\u06cc \u0627\u0633\u062a.<\/p>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0627\u062d\u0633\u0627\u0633 \u0633\u06cc\u0635\u062f \u0648 \u067e\u0646\u062c\u0627\u0647\u0645\u06cc\u0646 \u0628\u0631\u0631\u0633\u06cc \u0631\u0627 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u0645.<\/p>\n<pre><code class=\"hljs\">text_blob_object = TextBlob(reviews_datasets(<span class=\"hljs-string\">'Text'<\/span>)(<span class=\"hljs-number\">350<\/span>))\n<span class=\"hljs-built_in\">print<\/span>(text_blob_object.sentiment)\n<\/code><\/pre>\n<p>\u062e\u0631\u0648\u062c\u06cc \u0628\u0647 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<pre><code class=\"hljs\">Sentiment(polarity=0.39666666666666667,subjectivity=0.6616666666666667)\n<\/code><\/pre>\n<p>\u062e\u0631\u0648\u062c\u06cc \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0628\u0631\u0631\u0633\u06cc \u0645\u062b\u0628\u062a \u0628\u0627 \u0630\u0647\u0646\u06cc\u062a \u0628\u0627\u0644\u0627 \u0627\u0633\u062a.<\/p>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0627\u06a9\u0646\u0648\u0646 \u06cc\u06a9 \u0633\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc \u0642\u0637\u0628\u06cc\u062a \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062e\u0648\u062f \u0627\u0636\u0627\u0641\u0647 \u06a9\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\"><span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">find_pol<\/span>(<span class=\"hljs-params\">review<\/span>):<\/span>\n    <span class=\"hljs-keyword\">return<\/span> TextBlob(review).sentiment.polarity\n\nreviews_datasets(<span class=\"hljs-string\">'Sentiment_Polarity'<\/span>) = reviews_datasets(<span class=\"hljs-string\">'Text'<\/span>).apply(find_pol)\nreviews_datasets.head()\n<\/code><\/pre>\n<p>\u062d\u0627\u0644\u0627 \u0628\u06cc\u0627\u06cc\u06cc\u062f \u062a\u0648\u0632\u06cc\u0639 \u0642\u0637\u0628\u06cc\u062a \u0631\u0627 \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062e\u0648\u062f \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\">sns.distplot(reviews_datasets(<span class=\"hljs-string\">'Sentiment_Polarity'<\/span>))\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<p><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/python-nlp-introduction-to-textblob-library-4.png\" alt=\"\" title=\"\"><\/p>\n<p>\u0627\u0632 \u0634\u06a9\u0644 \u0628\u0627\u0644\u0627 \u0645\u0634\u062e\u0635 \u0627\u0633\u062a \u06a9\u0647 \u0627\u06a9\u062b\u0631 \u0628\u0631\u0631\u0633\u06cc \u0647\u0627 \u0645\u062b\u0628\u062a \u0647\u0633\u062a\u0646\u062f \u0648 \u062f\u0627\u0631\u0627\u06cc \u0642\u0637\u0628\u06cc\u062a \u0628\u06cc\u0646 0 \u062a\u0627 0.5 \u0647\u0633\u062a\u0646\u062f.  \u0627\u06cc\u0646 \u0637\u0628\u06cc\u0639\u06cc \u0627\u0633\u062a \u0632\u06cc\u0631\u0627 \u0627\u06a9\u062b\u0631 \u0646\u0638\u0631\u0627\u062a \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062f\u0627\u0631\u0627\u06cc \u0631\u062a\u0628\u0647 \u0628\u0646\u062f\u06cc 5 \u0633\u062a\u0627\u0631\u0647 \u0647\u0633\u062a\u0646\u062f.<\/p>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0627\u06a9\u0646\u0648\u0646 \u0642\u0637\u0628\u06cc\u062a \u0645\u062a\u0648\u0633\u0637 \u200b\u200b\u0631\u0627 \u0628\u0631\u0627\u06cc \u0647\u0631 \u0627\u0645\u062a\u06cc\u0627\u0632 \u0627\u0645\u062a\u06cc\u0627\u0632 \u062a\u0631\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u0645.<\/p>\n<pre><code class=\"hljs\">sns.barplot(x=<span class=\"hljs-string\">'Score'<\/span>, y=<span class=\"hljs-string\">'Sentiment_Polarity'<\/span>, data=reviews_datasets)\n<\/code><\/pre>\n<p><strong>\u062e\u0631\u0648\u062c\u06cc:<\/strong><\/p>\n<p><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/python-nlp-introduction-to-textblob-library-5.png\" alt=\"\" title=\"\"><\/p>\n<p>\u062e\u0631\u0648\u062c\u06cc \u0628\u0647 \u0648\u0636\u0648\u062d \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u0628\u0631\u0631\u0633\u06cc\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0627\u0645\u062a\u06cc\u0627\u0632\u0647\u0627\u06cc \u0631\u062a\u0628\u0647\u200c\u0628\u0646\u062f\u06cc \u0628\u0627\u0644\u0627\u06cc\u06cc \u062f\u0627\u0631\u0646\u062f\u060c \u0642\u0637\u0628\u200c\u0647\u0627\u06cc \u0645\u062b\u0628\u062a \u0628\u0627\u0644\u0627\u06cc\u06cc \u062f\u0627\u0631\u0646\u062f.<\/p>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0627\u06a9\u0646\u0648\u0646 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0645\u0646\u0641\u06cc \u062a\u0631\u06cc\u0646 \u0646\u0642\u062f\u0647\u0627 \u0631\u0627 \u0628\u0628\u06cc\u0646\u06cc\u0645\u060c \u06cc\u0639\u0646\u06cc \u0628\u0631\u0631\u0633\u06cc \u0647\u0627\u06cc\u06cc \u0628\u0627 \u0645\u0642\u062f\u0627\u0631 \u0642\u0637\u0628\u06cc\u062a -1.<\/p>\n<pre><code class=\"hljs\">most_negative = reviews_datasets(reviews_datasets.Sentiment_Polarity == -<span class=\"hljs-number\">1<\/span>).Text.head()\n<span class=\"hljs-built_in\">print<\/span>(most_negative)\n<\/code><\/pre>\n<p>\u062e\u0631\u0648\u062c\u06cc \u0628\u0647 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<pre><code class=\"hljs\">545     These chips are nasty.  I thought someone had ...\n1083    All my fault. I thought this would be a carton...\n1832    Pop Chips are basically a horribly over-priced...\n2087    I do not consider Gingerbread, Spicy Eggnog, C...\n2763    This popcorn has alot of hulls I order 4 bags ...\nName: Text, dtype: object\n<\/code><\/pre>\n<p>\u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f print \u0627\u0631\u0632\u0634 \u0628\u0631\u0631\u0633\u06cc \u0634\u0645\u0627\u0631\u0647 545.<\/p>\n<pre><code class=\"hljs\">reviews_datasets(<span class=\"hljs-string\">'Text'<\/span>)(<span class=\"hljs-number\">545<\/span>)\n<\/code><\/pre>\n<p>\u062f\u0631 \u062e\u0631\u0648\u062c\u06cc\u060c \u0628\u0631\u0631\u0633\u06cc \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\">'These chips are nasty.  I thought someone had spilled a drink in the bag, no the chips were just soaked with grease.  Nasty!!'\n<\/code><\/pre>\n<p>\u062e\u0631\u0648\u062c\u06cc \u0628\u0647 \u0648\u0636\u0648\u062d \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0628\u0631\u0631\u0633\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0645\u0646\u0641\u06cc \u0627\u0633\u062a.<\/p>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0627\u06a9\u0646\u0648\u0646 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0645\u062b\u0628\u062a \u062a\u0631\u06cc\u0646 \u0646\u0638\u0631\u0627\u062a \u0631\u0627 \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\">most_positive = reviews_datasets(reviews_datasets.Sentiment_Polarity == <span class=\"hljs-number\">1<\/span>).Text.head()\n<span class=\"hljs-built_in\">print<\/span>(most_positive)\n<\/code><\/pre>\n<p>\u062e\u0631\u0648\u062c\u06cc \u0628\u0647 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<pre><code class=\"hljs\">106     not what I was expecting in terms of the compa...\n223     This is an excellent tea.  One of the best I h...\n338     I like a lot of sesame oil and use it in salad...\n796     My mother and father were the recipient of the...\n1031    The Kelloggs Muselix are delicious and the del...\nName: Text, dtype: object\n<\/code><\/pre>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0631\u0631\u0633\u06cc 106 \u0631\u0627 \u0628\u0627 \u062c\u0632\u0626\u06cc\u0627\u062a \u0628\u0628\u06cc\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\">reviews_datasets(<span class=\"hljs-string\">'Text'<\/span>)(<span class=\"hljs-number\">106<\/span>)\n<\/code><\/pre>\n<p><strong>\u062e\u0631\u0648\u062c\u06cc:<\/strong><\/p>\n<pre><code class=\"hljs\">\"not what I was expecting in terms of the company's reputation for excellent home delivery products\"\n<\/code><\/pre>\n<p>\u0645\u06cc \u0628\u06cc\u0646\u06cc\u062f \u06a9\u0647 \u0627\u06af\u0631\u0686\u0647 \u0628\u0631\u0631\u0633\u06cc \u062e\u06cc\u0644\u06cc \u0645\u062b\u0628\u062a \u0646\u0628\u0648\u062f\u060c \u0627\u0645\u0627 \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0648\u062c\u0648\u062f \u06a9\u0644\u0645\u0627\u062a\u06cc \u0645\u0627\u0646\u0646\u062f \u0642\u0637\u0628\u06cc\u062a 1 \u0628\u0647 \u0622\u0646 \u0627\u062e\u062a\u0635\u0627\u0635 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. <code>excellent<\/code> \u0648 <code>reputation<\/code>.  \u0645\u0647\u0645 \u0627\u0633\u062a \u0628\u062f\u0627\u0646\u06cc\u062f \u06a9\u0647 \u062a\u062d\u0644\u06cc\u0644\u06af\u0631 \u0627\u062d\u0633\u0627\u0633\u0627\u062a 100% \u0636\u062f \u062e\u0637\u0627 \u0646\u06cc\u0633\u062a \u0648 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u062f\u0631 \u0645\u0648\u0627\u0631\u062f \u0645\u0639\u062f\u0648\u062f\u06cc \u0627\u062d\u0633\u0627\u0633 \u0627\u0634\u062a\u0628\u0627\u0647 \u0631\u0627 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u06a9\u0646\u062f\u060c \u0645\u0627\u0646\u0646\u062f \u0686\u06cc\u0632\u06cc \u06a9\u0647 \u0627\u062e\u06cc\u0631\u0627\u064b \u062f\u06cc\u062f\u06cc\u0645.<\/p>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0627\u06a9\u0646\u0648\u0646 \u0628\u0631\u0631\u0633\u06cc \u0634\u0645\u0627\u0631\u0647 223 \u0631\u0627 \u0628\u0628\u06cc\u0646\u06cc\u0645 \u06a9\u0647 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0628\u062a \u0639\u0644\u0627\u0645\u062a \u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<pre><code class=\"hljs\">reviews_datasets(<span class=\"hljs-string\">'Text'<\/span>)(<span class=\"hljs-number\">223<\/span>)\n<\/code><\/pre>\n<p>\u062e\u0631\u0648\u062c\u06cc \u0628\u0647 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<pre><code class=\"hljs\">\"This is an excellent tea.  One of the best I have ever had.  It is especially great when you prepare it with a samovar.\"\n<\/code><\/pre>\n<p>\u062e\u0631\u0648\u062c\u06cc \u0628\u0647 \u0648\u0636\u0648\u062d \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0628\u0631\u0631\u0633\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0645\u062b\u0628\u062a \u0627\u0633\u062a.<\/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>\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 TextBlob \u067e\u0627\u06cc\u062a\u0648\u0646 \u06cc\u06a9\u06cc \u0627\u0632 \u0645\u0639\u0631\u0648\u0641 \u062a\u0631\u06cc\u0646 \u0648 \u067e\u0631\u06a9\u0627\u0631\u0628\u0631\u062f\u062a\u0631\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u0627\u0633\u062a.  \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0686\u0646\u062f\u06cc\u0646 \u06a9\u0627\u0631\u06a9\u0631\u062f \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 TextBlob \u0645\u0627\u0646\u0646\u062f \u0646\u0634\u0627\u0646\u0647\u200c\u0633\u0627\u0632\u06cc\u060c \u0631\u06cc\u0634\u0647\u200c\u06cc\u0627\u0628\u06cc\u060c \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a\u060c \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0645\u062a\u0646 \u0648 \u062a\u0631\u062c\u0645\u0647 \u0632\u0628\u0627\u0646 \u0631\u0627 \u0628\u0647 \u062a\u0641\u0635\u06cc\u0644 \u062a\u0648\u0636\u06cc\u062d \u0645\u06cc\u200c\u062f\u0647\u062f.<\/p>\n<p>\u062f\u0631 \u0645\u0642\u0627\u0644\u0647 \u0628\u0639\u062f\u06cc \u0628\u0647 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Pattern \u0645\u06cc \u067e\u0631\u062f\u0627\u0632\u0645 \u06a9\u0647 \u062a\u0648\u0627\u0628\u0639 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0641\u06cc\u062f\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u0639\u06cc\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u062c\u0645\u0644\u0627\u062a \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0632 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0627\u062c\u062a\u0645\u0627\u0639\u06cc\u060c \u0648\u06cc\u06a9\u06cc \u067e\u062f\u06cc\u0627 \u0648 \u0645\u0648\u062a\u0648\u0631\u0647\u0627\u06cc \u062c\u0633\u062a\u062c\u0648 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\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 1403-01-23 15:58:05<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;16329&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: \u0645\u0642\u062f\u0645\u0647 \u0627\u06cc \u0628\u0631 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 TextBlob&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\"> 13<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span>\u0645\u0639\u0631\u0641\u06cc \u0627\u06cc\u0646 \u0647\u0641\u062a\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 \u0627\u0645 \u0631\u0648\u0634 \u0627\u0646\u062c\u0627\u0645 \u0645\u062f\u0644 \u0633\u0627\u0632\u06cc \u0645\u0648\u0636\u0648\u0639 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u062a\u0648\u0636\u06cc\u062d \u062f\u0627\u062f\u0645 \u062a\u062e\u0635\u06cc\u0635 \u062f\u06cc\u0631\u06cc\u06a9\u0644\u0647 \u0646\u0647\u0641\u062a\u0647 \u0648 \u0641\u0627\u06a9\u062a\u0648\u0631\u0633\u0627\u0632\u06cc \u0645\u0627\u062a\u0631\u06cc\u0633 \u063a\u06cc\u0631 \u0645\u0646\u0641\u06cc. \u0645\u0627 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Scikit-Learn \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0645\u062f\u0644\u200c\u0633\u0627\u0632\u06cc \u0645\u0648\u0636\u0648\u0639 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u06cc\u0645. \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0628\u0631\u0631\u0633\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u067e\u0631\u062f\u0627\u062e\u062a TextBlob\u06a9\u0647 [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":16330,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1743,620,1686],"tags":[],"class_list":["post-16329","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-python","category-programming","category-ai"],"acf":[],"_links":{"self":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/16329","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=16329"}],"version-history":[{"count":0,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/16329\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media\/16330"}],"wp:attachment":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media?parent=16329"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/categories?post=16329"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/tags?post=16329"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}