{"id":16313,"date":"2024-01-23T10:20:18","date_gmt":"2024-01-23T06:50:18","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-%d8%a7%d9%84%da%af%d9%88\/"},"modified":"2024-01-23T10:20:18","modified_gmt":"2024-01-23T06:50:18","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-%d8%a7%d9%84%da%af%d9%88","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-%d8%a7%d9%84%da%af%d9%88\/","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 \u0627\u0644\u06af\u0648"},"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-%d8%a7%d9%84%da%af%d9%88\/#%d9%86%d8%b5%d8%a8_%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87\" >\u0646\u0635\u0628 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647<\/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-%d8%a7%d9%84%da%af%d9%88\/#%d8%aa%d9%88%d8%a7%d8%a8%d8%b9_%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87_%d8%a7%d9%84%da%af%d9%88_%d8%a8%d8%b1%d8%a7%db%8c_nlp\" >\u062a\u0648\u0627\u0628\u0639 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u0644\u06af\u0648 \u0628\u0631\u0627\u06cc NLP<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-nlp-%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-%d8%a7%d9%84%da%af%d9%88\/#tokenizing%d8%8c_pos_tagging_%d9%88_chunking\" >Tokenizing\u060c POS Tagging \u0648 Chunking<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-nlp-%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-%d8%a7%d9%84%da%af%d9%88\/#%da%a9%d8%ab%d8%b1%d8%aa_%da%a9%d8%b1%d8%af%d9%86_%d9%88_%d8%aa%da%a9%db%8c%d9%86%da%af%db%8c_%da%a9%d8%b1%d8%af%d9%86_%d9%86%d8%b4%d8%a7%d9%86%d9%87_%d9%87%d8%a7\" >\u06a9\u062b\u0631\u062a \u06a9\u0631\u062f\u0646 \u0648 \u062a\u06a9\u06cc\u0646\u06af\u06cc \u06a9\u0631\u062f\u0646 \u0646\u0634\u0627\u0646\u0647 \u0647\u0627<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><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-%d8%a7%d9%84%da%af%d9%88\/#%d8%aa%d8%a8%d8%af%db%8c%d9%84_%d8%b5%d9%81%d8%aa_%d8%a8%d9%87_%d8%af%d8%b1%d8%ac%d8%a7%d8%aa_%d9%85%d9%82%d8%a7%db%8c%d8%b3%d9%87_%d8%a7%db%8c_%d9%88_%d9%85%d8%a7%d9%81%d9%88%d9%82\" >\u062a\u0628\u062f\u06cc\u0644 \u0635\u0641\u062a \u0628\u0647 \u062f\u0631\u062c\u0627\u062a \u0645\u0642\u0627\u06cc\u0633\u0647 \u0627\u06cc \u0648 \u0645\u0627\u0641\u0648\u0642<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-nlp-%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-%d8%a7%d9%84%da%af%d9%88\/#%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-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-nlp-%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-%d8%a7%d9%84%da%af%d9%88\/#%db%8c%d8%a7%d9%81%d8%aa%d9%86_%d8%a7%d8%ad%d8%b3%d8%a7%d8%b3%d8%a7%d8%aa\" >\u06cc\u0627\u0641\u062a\u0646 \u0627\u062d\u0633\u0627\u0633\u0627\u062a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-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-%d8%a7%d9%84%da%af%d9%88\/#%d8%a8%d8%b1%d8%b1%d8%b3%db%8c_%d8%a7%db%8c%d9%86%da%a9%d9%87_%d8%a2%db%8c%d8%a7_%db%8c%da%a9_%d8%a8%db%8c%d8%a7%d9%86%db%8c%d9%87_%db%8c%da%a9_%d9%88%d8%a7%d9%82%d8%b9%db%8c%d8%aa_%d8%a7%d8%b3%d8%aa\" >\u0628\u0631\u0631\u0633\u06cc \u0627\u06cc\u0646\u06a9\u0647 \u0622\u06cc\u0627 \u06cc\u06a9 \u0628\u06cc\u0627\u0646\u06cc\u0647 \u06cc\u06a9 \u0648\u0627\u0642\u0639\u06cc\u062a \u0627\u0633\u062a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><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-%d8%a7%d9%84%da%af%d9%88\/#%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-3'><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-%d8%a7%d9%84%da%af%d9%88\/#%da%a9%d8%a7%d8%b1_%d8%a8%d8%a7_%d8%a7%d8%b9%d8%af%d8%a7%d8%af\" >\u06a9\u0627\u0631 \u0628\u0627 \u0627\u0639\u062f\u0627\u062f<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/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-%d8%a7%d9%84%da%af%d9%88\/#%d8%aa%d9%88%d8%a7%d8%a8%d8%b9_%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87_%d8%a7%d9%84%da%af%d9%88_%d8%a8%d8%b1%d8%a7%db%8c_%d8%af%d8%a7%d8%af%d9%87_%da%a9%d8%a7%d9%88%db%8c\" >\u062a\u0648\u0627\u0628\u0639 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u0644\u06af\u0648 \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647 \u06a9\u0627\u0648\u06cc<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/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-%d8%a7%d9%84%da%af%d9%88\/#%d8%af%d8%b3%d8%aa%d8%b1%d8%b3%db%8c_%d8%a8%d9%87_%d8%b5%d9%81%d8%ad%d8%a7%d8%aa_%d9%88%d8%a8\" >\u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u0635\u0641\u062d\u0627\u062a \u0648\u0628<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><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-%d8%a7%d9%84%da%af%d9%88\/#%db%8c%d8%a7%d9%81%d8%aa%d9%86_url_%d8%af%d8%b1_%d9%85%d8%aa%d9%86\" >\u06cc\u0627\u0641\u062a\u0646 URL \u062f\u0631 \u0645\u062a\u0646<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link 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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-%d8%a7%d9%84%da%af%d9%88\/#%d8%af%d8%b1%db%8c%d8%a7%d9%81%d8%aa_%d9%86%d8%aa%d8%a7%db%8c%d8%ac_%d9%85%d9%88%d8%aa%d9%88%d8%b1_%d8%ac%d8%b3%d8%aa%d8%ac%d9%88_%d8%a8%d8%a7_api_%d9%87%d8%a7\" >\u062f\u0631\u06cc\u0627\u0641\u062a \u0646\u062a\u0627\u06cc\u062c \u0645\u0648\u062a\u0648\u0631 \u062c\u0633\u062a\u062c\u0648 \u0628\u0627 API \u0647\u0627<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" 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-%d8%a7%d9%84%da%af%d9%88\/#%d8%aa%d8%a8%d8%af%db%8c%d9%84_%d8%af%d8%a7%d8%af%d9%87_%d9%87%d8%a7%db%8c_html_%d8%a8%d9%87_%d9%85%d8%aa%d9%86_%d8%b3%d8%a7%d8%af%d9%87\" >\u062a\u0628\u062f\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc HTML \u0628\u0647 \u0645\u062a\u0646 \u0633\u0627\u062f\u0647<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" 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-%d8%a7%d9%84%da%af%d9%88\/#%d8%aa%d8%ac%d8%b2%db%8c%d9%87_%d8%a7%d8%b3%d9%86%d8%a7%d8%af_pdf\" >\u062a\u062c\u0632\u06cc\u0647 \u0627\u0633\u0646\u0627\u062f PDF<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-18\" 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-%d8%a7%d9%84%da%af%d9%88\/#%d9%be%d8%a7%da%a9_%da%a9%d8%b1%d8%af%d9%86_%da%a9%d8%b4\" >\u067e\u0627\u06a9 \u06a9\u0631\u062f\u0646 \u06a9\u0634<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-19\" 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-%d8%a7%d9%84%da%af%d9%88\/#%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\"> 11<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span><p> <br \/>\n<\/p>\n<div><noscript><\/noscript><\/p>\n<p>\u0627\u06cc\u0646 \u0647\u0634\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 \u062e\u0648\u062f \u062a\u0648\u0636\u06cc\u062d \u062f\u0627\u062f\u0645 \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 TextBlob \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0627\u0646\u0648\u0627\u0639 \u0648\u0638\u0627\u06cc\u0641 NLP \u0627\u0632 \u062a\u0648\u06a9\u0646 \u0633\u0627\u0632\u06cc \u062a\u0627 \u0628\u0631\u0686\u0633\u0628 \u06af\u0630\u0627\u0631\u06cc POS \u0648 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0645\u062a\u0646 \u062a\u0627 \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.  \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0628\u0631\u0631\u0633\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0645\u06cc \u067e\u0631\u062f\u0627\u0632\u06cc\u0645 <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/github.com\/clips\/pattern\">\u0627\u0644\u06af\u0648<\/a> \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u060c \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 \u0645\u0641\u06cc\u062f \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u0627\u0633\u062a.<\/p>\n<p>\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Pattern \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0686\u0646\u062f \u0645\u0646\u0638\u0648\u0631\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0648\u0638\u0627\u06cc\u0641 \u0632\u06cc\u0631 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u062f:<\/p>\n<ul>\n<li>\u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc: \u0627\u0646\u062c\u0627\u0645 \u06a9\u0627\u0631\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u062a\u0648\u06a9\u0646 \u0633\u0627\u0632\u06cc\u060c \u0631\u06cc\u0634\u0647 \u06cc\u0627\u0628\u06cc\u060c \u0628\u0631\u0686\u0633\u0628 \u06af\u0630\u0627\u0631\u06cc POS\u060c \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u0648 \u063a\u06cc\u0631\u0647.<\/li>\n<li>\u062f\u0627\u062f\u0647 \u06a9\u0627\u0648\u06cc: \u062d\u0627\u0648\u06cc API\u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0632 \u0633\u0627\u06cc\u062a \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u062a\u0648\u06cc\u06cc\u062a\u0631\u060c \u0641\u06cc\u0633 \u0628\u0648\u06a9\u060c \u0648\u06cc\u06a9\u06cc \u067e\u062f\u06cc\u0627 \u0648 \u063a\u06cc\u0631\u0647 \u0627\u0633\u062a.<\/li>\n<li>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc: \u0634\u0627\u0645\u0644 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0645\u0627\u0646\u0646\u062f SVM\u060c KNN \u0648 \u067e\u0631\u0633\u067e\u062a\u0631\u0648\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0631\u0627\u06cc \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc\u060c \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0648 \u06a9\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u0634\u0647\u200c\u0628\u0646\u062f\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u062f.<\/li>\n<\/ul>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u062f\u0648 \u06a9\u0627\u0631\u0628\u0631\u062f \u0627\u0648\u0644 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Pattern \u0631\u0627 \u0627\u0632 \u0644\u06cc\u0633\u062a \u0628\u0627\u0644\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.  \u0645\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Pattern Library \u0628\u0631\u0627\u06cc NLP \u0631\u0627 \u0628\u0627 \u0627\u0646\u062c\u0627\u0645 \u0648\u0638\u0627\u06cc\u0641\u06cc \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 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u0628\u0631\u0631\u0633\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.  \u0647\u0645\u0686\u0646\u06cc\u0646 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u06cc\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Pattern \u0628\u0631\u0627\u06cc \u0648\u0628 \u06a9\u0627\u0648\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.<\/p>\n<h2 id=\"installingthelibrary\"><span class=\"ez-toc-section\" id=\"%d9%86%d8%b5%d8%a8_%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87\"><\/span>\u0646\u0635\u0628 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0631\u0627\u06cc \u0646\u0635\u0628 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u0645\u0648\u0627\u0631\u062f \u0632\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f pip \u062f\u0633\u062a\u0648\u0631:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-meta\">$<\/span><span class=\"bash\"> pip install pattern<\/span>\n<\/code><\/pre>\n<p>\u062f\u0631 \u063a\u06cc\u0631 \u0627\u06cc\u0646 \u0635\u0648\u0631\u062a \u0627\u06af\u0631 \u0627\u0632 \u062a\u0648\u0632\u06cc\u0639 Anaconda \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u062f\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u062f\u0633\u062a\u0648\u0631 Anaconda \u0632\u06cc\u0631 \u0628\u0631\u0627\u06cc \u062f\u0627\u0646\u0644\u0648\u062f \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-meta\">$<\/span><span class=\"bash\"> conda install -c asmeurer pattern<\/span>\n<\/code><\/pre>\n<h2 id=\"patternlibraryfunctionsfornlp\"><span class=\"ez-toc-section\" id=\"%d8%aa%d9%88%d8%a7%d8%a8%d8%b9_%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87_%d8%a7%d9%84%da%af%d9%88_%d8%a8%d8%b1%d8%a7%db%8c_nlp\"><\/span>\u062a\u0648\u0627\u0628\u0639 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u0644\u06af\u0648 \u0628\u0631\u0627\u06cc NLP<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0642\u0633\u0645\u062a \u062a\u0639\u062f\u0627\u062f\u06cc \u0627\u0632 \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646 \u0647\u0627\u06cc NLP Pattern Library \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.<\/p>\n<h3 id=\"tokenizingpostaggingandchunking\"><span class=\"ez-toc-section\" id=\"tokenizing%d8%8c_pos_tagging_%d9%88_chunking\"><\/span>Tokenizing\u060c POS Tagging \u0648 Chunking<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062f\u0631 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc NLTK \u0648 spaCy\u060c \u0645\u0627 \u06cc\u06a9 \u0639\u0645\u0644\u06a9\u0631\u062f \u062c\u062f\u0627\u06af\u0627\u0646\u0647 \u0628\u0631\u0627\u06cc \u062a\u0648\u06a9\u0646 \u06a9\u0631\u062f\u0646\u060c \u0628\u0631\u0686\u0633\u0628\u200c\u06af\u0630\u0627\u0631\u06cc POS \u0648 \u06cc\u0627\u0641\u062a\u0646 \u0639\u0628\u0627\u0631\u0627\u062a \u0627\u0633\u0645\u06cc \u062f\u0631 \u0627\u0633\u0646\u0627\u062f \u0645\u062a\u0646\u06cc \u062f\u0627\u0631\u06cc\u0645.  \u0627\u0632 \u0633\u0648\u06cc \u062f\u06cc\u06af\u0631\u060c \u062f\u0631 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Pattern\u060c all-in-one \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f <code>parse<\/code> \u0631\u0648\u0634\u06cc \u06a9\u0647 \u06cc\u06a9 \u0631\u0634\u062a\u0647 \u0645\u062a\u0646 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0648\u0631\u0648\u062f\u06cc \u0645\u06cc \u06af\u06cc\u0631\u062f \u0648 \u062a\u0648\u06a9\u0646 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637\u0647 \u0631\u0627 \u062f\u0631 \u0631\u0634\u062a\u0647 \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 \u062a\u06af POS \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f.<\/p>\n<p>\u0627\u06cc\u0646 <code>parse<\/code> \u0645\u062a\u062f \u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0647 \u0645\u0627 \u0645\u06cc \u06af\u0648\u06cc\u062f \u06a9\u0647 \u0622\u06cc\u0627 \u0646\u0634\u0627\u0646\u0647 \u06cc\u06a9 \u0639\u0628\u0627\u0631\u062a \u0627\u0633\u0645\u06cc \u06cc\u0627 \u0639\u0628\u0627\u0631\u062a \u0641\u0639\u0644\u060c \u06cc\u0627 \u0641\u0627\u0639\u0644 \u06cc\u0627 \u0645\u0641\u0639\u0648\u0644 \u0627\u0633\u062a.  \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0627 \u062a\u0646\u0638\u06cc\u0645\u060c \u0646\u0634\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u06a9\u0644\u0645\u0647\u200c\u0633\u0627\u0632\u06cc \u0634\u062f\u0647 \u0631\u0627 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0646\u06cc\u062f <code>lemmata<\/code> \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0628\u0647 <code>True<\/code>.  \u0646\u062d\u0648 \u0627\u0632 <code>parse<\/code> \u0631\u0648\u0634 \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 \u0645\u0642\u0627\u062f\u06cc\u0631 \u067e\u06cc\u0634 \u0641\u0631\u0636 \u0628\u0631\u0627\u06cc \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0628\u0647 \u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<pre><code class=\"hljs\">parse(string,\n    tokenize=<span class=\"hljs-literal\">True<\/span>,      \n    tags=<span class=\"hljs-literal\">True<\/span>,          \n    chunks=<span class=\"hljs-literal\">True<\/span>,        \n    relations=<span class=\"hljs-literal\">False<\/span>,    \n    lemmata=<span class=\"hljs-literal\">False<\/span>,      \n    encoding=<span class=\"hljs-string\">'utf-8'<\/span>,   \n    tagset=<span class=\"hljs-literal\">None<\/span>         \n)\n<\/code><\/pre>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0628\u06cc\u0646\u06cc\u0645 <code>parse<\/code> \u0631\u0648\u0634 \u062f\u0631 \u0639\u0645\u0644:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> pattern.en <span class=\"hljs-keyword\">import<\/span> parse\n<span class=\"hljs-keyword\">from<\/span> pattern.en <span class=\"hljs-keyword\">import<\/span> pprint\n\npprint(parse(<span class=\"hljs-string\">'I drove my car to the hospital yesterday'<\/span>, relations=<span class=\"hljs-literal\">True<\/span>, lemmata=<span class=\"hljs-literal\">True<\/span>))\n<\/code><\/pre>\n<p>\u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <code>parse<\/code> \u0631\u0648\u0634\u060c \u0634\u0645\u0627 \u0628\u0627\u06cc\u062f import \u0631\u0627 <code>en<\/code> \u0645\u0627\u0698\u0648\u0644 \u0627\u0632 <code>pattern<\/code> \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647  \u0627\u06cc\u0646 <code>en<\/code> \u0645\u0627\u0698\u0648\u0644 \u0634\u0627\u0645\u0644 \u062a\u0648\u0627\u0628\u0639 NLP \u0632\u0628\u0627\u0646 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc \u0627\u0633\u062a.  \u0627\u06af\u0631 \u0627\u0632 <code>pprint<\/code> \u0631\u0648\u0634 \u0628\u0647 print \u062e\u0631\u0648\u062c\u06cc \u0627\u0632 <code>parse<\/code> \u0631\u0648\u0634 \u0631\u0648\u06cc \u0631\u0627 console\u060c \u0628\u0627\u06cc\u062f \u062e\u0631\u0648\u062c\u06cc \u0632\u06cc\u0631 \u0631\u0627 \u0628\u0628\u06cc\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\">         WORD   TAG    CHUNK   ROLE   ID     PNP    LEMMA\n\n             I   PRP    NP      SBJ    1      -      i\n         drove   VBD    VP      -      1      -      drive\n            my   PRP$   NP      OBJ    1      -      my\n           car   NN     NP ^    OBJ    1      -      car\n            to   TO     -       -      -      -      to\n           the   DT     NP      -      -      -      the\n      hospital   NN     NP ^    -      -      -      hospital\n     yesterday   NN     NP ^    -      -      -      yesterday\n<\/code><\/pre>\n<p>\u062f\u0631 \u062e\u0631\u0648\u062c\u06cc\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u06a9\u0644\u0645\u0627\u062a \u062a\u0648\u06a9\u0646 \u0634\u062f\u0647 \u0631\u0627 \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 \u062a\u06af POS \u0622\u0646\u0647\u0627\u060c \u0642\u0633\u0645\u062a\u06cc \u06a9\u0647 \u062a\u0648\u06a9\u0646 \u0647\u0627 \u0628\u0647 \u0622\u0646 \u062a\u0639\u0644\u0642 \u062f\u0627\u0631\u0646\u062f \u0648 \u0646\u0642\u0634 \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0646\u06cc\u062f.  \u0634\u0645\u0627 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0634\u06a9\u0644 lemmatized \u062a\u0648\u06a9\u0646 \u0647\u0627 \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u0627\u06af\u0631 \u062a\u0645\u0627\u0633 \u0628\u06af\u06cc\u0631\u06cc\u062f <code>split<\/code> \u0631\u0648\u0634 \u0631\u0648\u06cc \u0634\u06cc \u0628\u0631\u06af\u0631\u062f\u0627\u0646\u062f\u0647 \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 <code>parse<\/code> \u062f\u0631 \u0631\u0648\u0634\u060c \u062e\u0631\u0648\u062c\u06cc \u0644\u06cc\u0633\u062a\u06cc \u0627\u0632 \u062c\u0645\u0644\u0627\u062a \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0647\u0631 \u062c\u0645\u0644\u0647 \u0641\u0647\u0631\u0633\u062a\u06cc \u0627\u0632 \u0646\u0634\u0627\u0646\u0647 \u0647\u0627 \u0648 \u0647\u0631 \u0646\u0634\u0627\u0646\u0647 \u0641\u0647\u0631\u0633\u062a\u06cc \u0627\u0632 \u06a9\u0644\u0645\u0627\u062a \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 \u0628\u0631\u0686\u0633\u0628 \u0647\u0627\u06cc \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 \u06a9\u0644\u0645\u0627\u062a \u0627\u0633\u062a.<\/p>\n<p>\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u0628\u0647 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0646\u06af\u0627\u0647 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> pattern.en <span class=\"hljs-keyword\">import<\/span> parse\n<span class=\"hljs-keyword\">from<\/span> pattern.en <span class=\"hljs-keyword\">import<\/span> pprint\n\n<span class=\"hljs-built_in\">print<\/span>(parse(<span class=\"hljs-string\">'I drove my car to the hospital yesterday'<\/span>, relations=<span class=\"hljs-literal\">True<\/span>, lemmata=<span class=\"hljs-literal\">True<\/span>).split())\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\">((('I', 'PRP', 'B-NP', 'O', 'NP-SBJ-1', 'i'), ('drove', 'VBD', 'B-VP', 'O', 'VP-1', 'drive'), ('my', 'PRP$', 'B-NP', 'O', 'NP-OBJ-1', 'my'), ('car', 'NN', 'I-NP', 'O', 'NP-OBJ-1', 'car'), ('to', 'TO', 'O', 'O', 'O', 'to'), ('the', 'DT', 'B-NP', 'O', 'O', 'the'), ('hospital', 'NN', 'I-NP', 'O', 'O', 'hospital'), ('yesterday', 'NN', 'I-NP', 'O', 'O', 'yesterday')))\n<\/code><\/pre>\n<h3 id=\"pluralizingandsingularizingthetokens\"><span class=\"ez-toc-section\" id=\"%da%a9%d8%ab%d8%b1%d8%aa_%da%a9%d8%b1%d8%af%d9%86_%d9%88_%d8%aa%da%a9%db%8c%d9%86%da%af%db%8c_%da%a9%d8%b1%d8%af%d9%86_%d9%86%d8%b4%d8%a7%d9%86%d9%87_%d9%87%d8%a7\"><\/span>\u06a9\u062b\u0631\u062a \u06a9\u0631\u062f\u0646 \u0648 \u062a\u06a9\u06cc\u0646\u06af\u06cc \u06a9\u0631\u062f\u0646 \u0646\u0634\u0627\u0646\u0647 \u0647\u0627<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0627\u06cc\u0646 <code>pluralize<\/code> \u0648 <code>singularize<\/code> \u0627\u0632 \u0631\u0648\u0634 \u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0644\u0645\u0627\u062a \u0645\u0641\u0631\u062f \u0628\u0647 \u062c\u0645\u0639 \u0648 \u0628\u0627\u0644\u0639\u06a9\u0633 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> pattern.en <span class=\"hljs-keyword\">import<\/span> pluralize, singularize\n\n<span class=\"hljs-built_in\">print<\/span>(pluralize(<span class=\"hljs-string\">'leaf'<\/span>))\n<span class=\"hljs-built_in\">print<\/span>(singularize(<span class=\"hljs-string\">'theives'<\/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\">leaves\ntheif\n<\/code><\/pre>\n<h3 id=\"convertingadjectivetocomparativeandsuperlativedegrees\"><span class=\"ez-toc-section\" id=\"%d8%aa%d8%a8%d8%af%db%8c%d9%84_%d8%b5%d9%81%d8%aa_%d8%a8%d9%87_%d8%af%d8%b1%d8%ac%d8%a7%d8%aa_%d9%85%d9%82%d8%a7%db%8c%d8%b3%d9%87_%d8%a7%db%8c_%d9%88_%d9%85%d8%a7%d9%81%d9%88%d9%82\"><\/span>\u062a\u0628\u062f\u06cc\u0644 \u0635\u0641\u062a \u0628\u0647 \u062f\u0631\u062c\u0627\u062a \u0645\u0642\u0627\u06cc\u0633\u0647 \u0627\u06cc \u0648 \u0645\u0627\u0641\u0648\u0642<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u062f\u0631\u062c\u0627\u062a \u0645\u0642\u0627\u06cc\u0633\u0647 \u0627\u06cc \u0648 \u0641\u0648\u0642 \u0627\u0644\u0639\u0627\u062f\u0647 \u06cc\u06a9 \u0635\u0641\u062a \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0646\u06cc\u062f <code>comparative<\/code> \u0648 <code>superlative<\/code> \u06a9\u0627\u0631\u06a9\u0631\u062f.  \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u062f\u0631\u062c\u0647 \u0646\u0633\u0628\u06cc \u062e\u0648\u0628 \u0628\u0647\u062a\u0631 \u0627\u0633\u062a \u0648 \u062f\u0631\u062c\u0647 \u0639\u0627\u0644\u06cc \u062e\u0648\u0628 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0627\u0633\u062a.  \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0627\u06cc\u0646 \u0631\u0627 \u062f\u0631 \u0639\u0645\u0644 \u0628\u0628\u06cc\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> pattern.en <span class=\"hljs-keyword\">import<\/span> comparative, superlative\n\n<span class=\"hljs-built_in\">print<\/span>(comparative(<span class=\"hljs-string\">'good'<\/span>))\n<span class=\"hljs-built_in\">print<\/span>(superlative(<span class=\"hljs-string\">'good'<\/span>))\n<\/code><\/pre>\n<p><strong>\u062e\u0631\u0648\u062c\u06cc:<\/strong><\/p>\n<pre><code class=\"hljs\">better\nbest\n<\/code><\/pre>\n<h3 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><\/h3>\n<p>N-Gram \u0628\u0647 \u062a\u0631\u06a9\u06cc\u0628 &#8220;n&#8221; \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 \u062c\u0645\u0644\u0647 &#8220;\u0627\u0648 \u0628\u0647 \u0628\u06cc\u0645\u0627\u0631\u0633\u062a\u0627\u0646 \u0645\u06cc \u0631\u0648\u062f&#8221;\u060c 2 \u06af\u0631\u0645 \u0645\u06cc \u0634\u0648\u062f (\u0627\u0648 \u0645\u06cc \u0631\u0648\u062f)\u060c (\u0645\u06cc \u0631\u0648\u062f \u0628\u0647) \u0648 (\u0628\u0647 \u0628\u06cc\u0645\u0627\u0631\u0633\u062a\u0627\u0646).  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 \u0648 \u0645\u062f\u0644 \u0633\u0627\u0632\u06cc \u0632\u0628\u0627\u0646 \u0627\u06cc\u0641\u0627 \u06a9\u0646\u0646\u062f.<\/p>\n<p>\u062f\u0631 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u0644\u06af\u0648\u060c <code>ngram<\/code> \u0645\u062a\u062f \u0628\u0631\u0627\u06cc \u06cc\u0627\u0641\u062a\u0646 \u062a\u0645\u0627\u0645 n-gram \u062f\u0631 \u06cc\u06a9 \u0631\u0634\u062a\u0647 \u0645\u062a\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.  \u0627\u0648\u0644\u06cc\u0646 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0628\u0647 <code>ngram<\/code> \u0645\u062a\u062f \u0631\u0634\u062a\u0647 \u0645\u062a\u0646 \u0627\u0633\u062a.  \u062a\u0639\u062f\u0627\u062f n \u06af\u0631\u0645 \u0628\u0647 \u0639\u062f\u062f \u0645\u0646\u062a\u0642\u0644 \u0645\u06cc \u0634\u0648\u062f <code>n<\/code> \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0631\u0648\u0634  \u0628\u0647 \u0645\u062b\u0627\u0644 \u0632\u06cc\u0631 \u0646\u06af\u0627\u0647 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> pattern.en <span class=\"hljs-keyword\">import<\/span> ngrams\n\n<span class=\"hljs-built_in\">print<\/span>(ngrams(<span class=\"hljs-string\">\"He goes to hospital\"<\/span>, n=<span class=\"hljs-number\">2<\/span>))\n<\/code><\/pre>\n<p><strong>\u062e\u0631\u0648\u062c\u06cc:<\/strong><\/p>\n<pre><code class=\"hljs\">(('He', 'goes'), ('goes', 'to'), ('to', 'hospital'))\n<\/code><\/pre>\n<h3 id=\"findingsentiments\"><span class=\"ez-toc-section\" id=\"%db%8c%d8%a7%d9%81%d8%aa%d9%86_%d8%a7%d8%ad%d8%b3%d8%a7%d8%b3%d8%a7%d8%aa\"><\/span>\u06cc\u0627\u0641\u062a\u0646 \u0627\u062d\u0633\u0627\u0633\u0627\u062a<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0627\u062d\u0633\u0627\u0633 \u0628\u0647 \u0646\u0638\u0631 \u06cc\u0627 \u0627\u062d\u0633\u0627\u0633 \u0646\u0633\u0628\u062a \u0628\u0647 \u06cc\u06a9 \u0686\u06cc\u0632 \u062e\u0627\u0635 \u0627\u0634\u0627\u0631\u0647 \u062f\u0627\u0631\u062f.  \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Pattern \u0639\u0645\u0644\u06a9\u0631\u062f\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u06cc\u0627\u0641\u062a\u0646 \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u0627\u0632 \u06cc\u06a9 \u0631\u0634\u062a\u0647 \u0645\u062a\u0646 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<p>\u062f\u0631 \u0627\u0644\u06af\u0648\u060c <code>sentiment<\/code> \u0634\u06cc \u0628\u0631\u0627\u06cc \u06cc\u0627\u0641\u062a\u0646 \u0642\u0637\u0628\u06cc\u062a (\u0645\u062b\u0628\u062a \u06cc\u0627 \u0645\u0646\u0641\u06cc) \u0645\u062a\u0646 \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 \u0630\u0647\u0646\u06cc\u062a \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p>\u0628\u0633\u062a\u0647 \u0628\u0647 \u0645\u062a\u062f\u0627\u0648\u0644 \u062a\u0631\u06cc\u0646 \u0635\u0641\u062a \u0647\u0627\u06cc \u0645\u062b\u0628\u062a (\u062e\u0648\u0628\u060c \u0628\u0647\u062a\u0631\u06cc\u0646\u060c \u0639\u0627\u0644\u06cc\u060c \u0648 \u063a\u06cc\u0631\u0647) \u0648 \u0645\u0646\u0641\u06cc (\u0628\u062f\u060c \u0627\u0641\u062a\u0636\u0627\u062d\u060c \u0631\u0642\u062a \u0627\u0646\u06af\u06cc\u0632\u060c \u0648 \u063a\u06cc\u0631\u0647)\u060c \u0646\u0645\u0631\u0647 \u0627\u062d\u0633\u0627\u0633\u06cc \u0628\u06cc\u0646 1 \u0648 -1 \u0628\u0647 \u0645\u062a\u0646 \u0627\u062e\u062a\u0635\u0627\u0635 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.  \u0628\u0647 \u0627\u06cc\u0646 \u0646\u0645\u0631\u0647 \u0627\u062d\u0633\u0627\u0633\u060c \u0642\u0637\u0628\u06cc\u062a \u0646\u06cc\u0632 \u0645\u06cc \u06af\u0648\u06cc\u0646\u062f.<\/p>\n<p>\u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0646\u0645\u0631\u0647 \u0627\u062d\u0633\u0627\u0633\u0627\u062a\u060c \u0630\u0647\u0646\u06cc\u062a \u0646\u06cc\u0632 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u062f.  \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<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> pattern.en <span class=\"hljs-keyword\">import<\/span> sentiment\n\n<span class=\"hljs-built_in\">print<\/span>(sentiment(<span class=\"hljs-string\">\"This is an excellent movie to watch. I really love it\"<\/span>))\n<\/code><\/pre>\n<p>\u0648\u0642\u062a\u06cc \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0628\u0627\u0644\u0627 \u0631\u0627 \u0627\u062c\u0631\u0627 \u0645\u06cc \u06a9\u0646\u06cc\u062f\u060c \u0628\u0627\u06cc\u062f \u062e\u0631\u0648\u062c\u06cc \u0632\u06cc\u0631 \u0631\u0627 \u0628\u0628\u06cc\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\">(0.75, 0.8)\n<\/code><\/pre>\n<p>\u062c\u0645\u0644\u0647 <em>&#8220;\u0627\u06cc\u0646 \u06cc\u06a9 \u0641\u06cc\u0644\u0645 \u0639\u0627\u0644\u06cc \u0628\u0631\u0627\u06cc \u062a\u0645\u0627\u0634\u0627 \u0627\u0633\u062a. \u0645\u0646 \u0648\u0627\u0642\u0639\u0627 \u0622\u0646 \u0631\u0627 \u062f\u0648\u0633\u062a \u062f\u0627\u0631\u0645&#8221;<\/em> \u062f\u0627\u0631\u0627\u06cc \u0627\u062d\u0633\u0627\u0633\u0627\u062a 0.75 \u0627\u0633\u062a \u06a9\u0647 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u0628\u0633\u06cc\u0627\u0631 \u0645\u062b\u0628\u062a \u0627\u0633\u062a.  \u0628\u0647 \u0637\u0648\u0631 \u0645\u0634\u0627\u0628\u0647\u060c \u0630\u0647\u0646\u06cc\u062a 0.8 \u0628\u0647 \u0627\u06cc\u0646 \u0648\u0627\u0642\u0639\u06cc\u062a \u0627\u0634\u0627\u0631\u0647 \u062f\u0627\u0631\u062f \u06a9\u0647 \u062c\u0645\u0644\u0647 \u0646\u0638\u0631 \u0634\u062e\u0635\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0627\u0633\u062a.<\/p>\n<h3 id=\"checkingifastatementisafact\"><span class=\"ez-toc-section\" id=\"%d8%a8%d8%b1%d8%b1%d8%b3%db%8c_%d8%a7%db%8c%d9%86%da%a9%d9%87_%d8%a2%db%8c%d8%a7_%db%8c%da%a9_%d8%a8%db%8c%d8%a7%d9%86%db%8c%d9%87_%db%8c%da%a9_%d9%88%d8%a7%d9%82%d8%b9%db%8c%d8%aa_%d8%a7%d8%b3%d8%aa\"><\/span>\u0628\u0631\u0631\u0633\u06cc \u0627\u06cc\u0646\u06a9\u0647 \u0622\u06cc\u0627 \u06cc\u06a9 \u0628\u06cc\u0627\u0646\u06cc\u0647 \u06cc\u06a9 \u0648\u0627\u0642\u0639\u06cc\u062a \u0627\u0633\u062a<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0627\u06cc\u0646 <code>modality<\/code> \u062a\u0627\u0628\u0639 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Pattern \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0631\u0627\u06cc \u06cc\u0627\u0641\u062a\u0646 \u062f\u0631\u062c\u0647 \u0642\u0637\u0639\u06cc\u062a \u062f\u0631 \u0631\u0634\u062a\u0647 \u0645\u062a\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.  \u0627\u06cc\u0646 <code>modality<\/code> \u062a\u0627\u0628\u0639 \u0645\u0642\u062f\u0627\u0631\u06cc \u0628\u06cc\u0646 -1 \u062a\u0627 1 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f <code>modality<\/code> \u062a\u0627\u0628\u0639 \u0645\u0642\u062f\u0627\u0631\u06cc \u0628\u06cc\u0634\u062a\u0631 \u0627\u0632 0.5 \u0631\u0627 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u06cc\u06a9 \u0646\u0645\u0648\u0646\u0647 \u0627\u0632 \u0622\u0646 \u062f\u0631 \u0639\u0645\u0644 \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> pattern.en <span class=\"hljs-keyword\">import<\/span> parse, Sentence\n<span class=\"hljs-keyword\">from<\/span> pattern.en <span class=\"hljs-keyword\">import<\/span> modality\n\ntext = <span class=\"hljs-string\">\"Paris is the capital of France\"<\/span>\nsent = parse(text, lemmata=<span class=\"hljs-literal\">True<\/span>)\nsent = Sentence(sent)\n\n<span class=\"hljs-built_in\">print<\/span>(modality(sent))\n<\/code><\/pre>\n<pre><code class=\"hljs\">1.0\n<\/code><\/pre>\n<p>\u062f\u0631 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0628\u0627\u0644\u0627 \u0645\u0627 \u0627\u0628\u062a\u062f\u0627 import \u0631\u0627 <code>parse<\/code> \u0631\u0648\u0634 \u0647\u0645\u0631\u0627\u0647 \u0628\u0627 <code>Sentence<\/code> \u06a9\u0644\u0627\u0633  \u062f\u0631 \u062e\u0637 \u062f\u0648\u0645\u060c \u0645\u0627 import \u0631\u0627 <code>modality<\/code> \u062a\u0627\u0628\u0639.  \u0627\u06cc\u0646 <code>parse<\/code> \u0645\u062a\u062f \u0645\u062a\u0646 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0648\u0631\u0648\u062f\u06cc \u0645\u06cc \u06af\u06cc\u0631\u062f \u0648 \u06cc\u06a9 \u0641\u0631\u0645 \u0646\u0634\u0627\u0646\u0647 \u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 \u0627\u0632 \u0645\u062a\u0646 \u0631\u0627 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f \u06a9\u0647 \u0633\u067e\u0633 \u0628\u0647 \u0645\u062a\u0646 \u0627\u0631\u0633\u0627\u0644 \u0645\u06cc \u0634\u0648\u062f <code>Sentence<\/code> \u0633\u0627\u0632\u0646\u062f\u0647 \u06a9\u0644\u0627\u0633  \u0627\u06cc\u0646 <code>modality<\/code> \u0631\u0648\u0634 \u0637\u0648\u0644 \u0645\u06cc \u06a9\u0634\u062f <code>Sentence<\/code> \u0634\u06cc\u0621 \u06a9\u0644\u0627\u0633 \u0648 \u0645\u062f\u0627\u0644\u06cc\u062a\u0647 \u062c\u0645\u0644\u0647 \u0631\u0627 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f.<\/p>\n<p>\u0627\u0632 \u0622\u0646\u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0631\u0634\u062a\u0647 \u0645\u062a\u0646 &#8220;\u067e\u0627\u0631\u06cc\u0633 \u067e\u0627\u06cc\u062a\u062e\u062a \u0641\u0631\u0627\u0646\u0633\u0647 \u0627\u0633\u062a&#8221; \u06cc\u06a9 \u0648\u0627\u0642\u0639\u06cc\u062a \u0627\u0633\u062a\u060c \u062f\u0631 \u062e\u0631\u0648\u062c\u06cc \u0645\u0642\u062f\u0627\u0631 1 \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u062f \u06a9\u0631\u062f.<\/p>\n<p>\u0628\u0647 \u0637\u0648\u0631 \u0645\u0634\u0627\u0628\u0647\u060c \u0628\u0631\u0627\u06cc \u062c\u0645\u0644\u0647 \u0627\u06cc \u06a9\u0647 \u0642\u0637\u0639\u06cc \u0646\u06cc\u0633\u062a\u060c \u0645\u0642\u062f\u0627\u0631 \u0628\u0627\u0632\u06af\u0631\u062f\u0627\u0646\u062f\u0647 \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 <code>modality<\/code> \u0631\u0648\u0634 \u062d\u062f\u0648\u062f 0.0 \u0627\u0633\u062a.  \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 = <span class=\"hljs-string\">\"I think we can complete this task\"<\/span>\nsent = parse(text, lemmata=<span class=\"hljs-literal\">True<\/span>)\nsent = Sentence(sent)\n\n<span class=\"hljs-built_in\">print<\/span>(modality(sent))\n<\/code><\/pre>\n<pre><code class=\"hljs\">0.25\n<\/code><\/pre>\n<p>\u0627\u0632 \u0622\u0646\u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0631\u0634\u062a\u0647 \u062f\u0631 \u0645\u062b\u0627\u0644 \u0628\u0627\u0644\u0627 \u062e\u06cc\u0644\u06cc \u0642\u0637\u0639\u06cc \u0646\u06cc\u0633\u062a\u060c \u0645\u062f\u0627\u0644\u06cc\u062a\u0647 \u0631\u0634\u062a\u0647 \u0641\u0648\u0642 0.25 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f.<\/p>\n<h3 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><\/h3>\n<p>\u0627\u06cc\u0646 <code>suggest<\/code> \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u0631\u0648\u0634 \u0628\u0631\u0627\u06cc \u06cc\u0627\u0641\u062a\u0646 \u0627\u06cc\u0646\u06a9\u0647 \u0622\u06cc\u0627 \u06cc\u06a9 \u06a9\u0644\u0645\u0647 \u0628\u0647 \u062f\u0631\u0633\u062a\u06cc \u0627\u0645\u0644\u0627 \u0634\u062f\u0647 \u0627\u0633\u062a \u06cc\u0627 \u0646\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.  \u0627\u06cc\u0646 <code>suggest<\/code> \u0627\u06af\u0631 \u06a9\u0644\u0645\u0647 \u0627\u06cc 100% \u062f\u0631\u0633\u062a \u0646\u0648\u0634\u062a\u0647 \u0634\u062f\u0647 \u0628\u0627\u0634\u062f\u060c \u0645\u062a\u062f 1 \u0631\u0627 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f.  \u062f\u0631 \u063a\u06cc\u0631 \u0627\u06cc\u0646 \u0635\u0648\u0631\u062a <code>suggest<\/code> \u0645\u062a\u062f \u062a\u0635\u062d\u06cc\u062d\u0627\u062a \u0627\u062d\u062a\u0645\u0627\u0644\u06cc \u06a9\u0644\u0645\u0647 \u0631\u0627 \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 \u0627\u062d\u062a\u0645\u0627\u0644 \u0635\u062d\u062a \u0622\u0646\u0647\u0627 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f.<\/p>\n<p>\u0628\u0647 \u0645\u062b\u0627\u0644 \u0632\u06cc\u0631 \u0646\u06af\u0627\u0647 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> pattern.en <span class=\"hljs-keyword\">import<\/span> suggest\n\n<span class=\"hljs-built_in\">print<\/span>(suggest(<span class=\"hljs-string\">\"Whitle\"<\/span>))\n<\/code><\/pre>\n<p>\u062f\u0631 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0628\u0627\u0644\u0627 \u0645\u0627 \u06cc\u06a9 \u06a9\u0644\u0645\u0647 \u062f\u0627\u0631\u06cc\u0645 <code>Whitle<\/code> \u06a9\u0647 \u0628\u0647 \u0627\u0634\u062a\u0628\u0627\u0647 \u0646\u0648\u0634\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.  \u062f\u0631 \u062e\u0631\u0648\u062c\u06cc \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u0627\u062a \u0627\u062d\u062a\u0645\u0627\u0644\u06cc \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u06a9\u0644\u0645\u0647 \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u062f \u06a9\u0631\u062f.<\/p>\n<pre><code class=\"hljs\">(('While', 0.6459209419680404), ('White', 0.2968881412952061), ('Title', 0.03280067283431455), ('Whistle', 0.023549201009251473), ('Chile', 0.0008410428931875525))\n<\/code><\/pre>\n<p>\u0628\u0631 \u0627\u0633\u0627\u0633 <code>suggest<\/code> \u062f\u0631 \u0631\u0648\u0634\u060c \u0627\u062d\u062a\u0645\u0627\u0644 0.64 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u06a9\u0644\u0645\u0647 &#8220;While&#8221; \u0628\u0627\u0634\u062f\u060c \u0628\u0647 \u0647\u0645\u06cc\u0646 \u062a\u0631\u062a\u06cc\u0628 \u0627\u062d\u062a\u0645\u0627\u0644 0.29 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u06a9\u0644\u0645\u0647 &#8220;White&#8221; \u0628\u0627\u0634\u062f \u0648 \u0628\u0647 \u0647\u0645\u06cc\u0646 \u062a\u0631\u062a\u06cc\u0628 \u0631\u0648\u06cc.<\/p>\n<p>\u062d\u0627\u0644\u0627 \u0628\u06cc\u0627\u06cc\u06cc\u062f \u06cc\u06a9 \u06a9\u0644\u0645\u0647 \u0631\u0627 \u062f\u0631\u0633\u062a \u0627\u0645\u0644\u0627 \u06a9\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> pattern.en <span class=\"hljs-keyword\">import<\/span> suggest\n<span class=\"hljs-built_in\">print<\/span>(suggest(<span class=\"hljs-string\">\"Fracture\"<\/span>))\n<\/code><\/pre>\n<p><strong>\u062e\u0631\u0648\u062c\u06cc:<\/strong><\/p>\n<pre><code class=\"hljs\">(('Fracture', 1.0))\n<\/code><\/pre>\n<p>\u0627\u0632 \u062e\u0631\u0648\u062c\u06cc \u0645\u0634\u0627\u0647\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0627\u062d\u062a\u0645\u0627\u0644 100% \u0627\u0645\u0644\u0627\u06cc \u0635\u062d\u06cc\u062d \u06a9\u0644\u0645\u0647 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f.<\/p>\n<h3 id=\"workingwithnumbers\"><span class=\"ez-toc-section\" id=\"%da%a9%d8%a7%d8%b1_%d8%a8%d8%a7_%d8%a7%d8%b9%d8%af%d8%a7%d8%af\"><\/span>\u06a9\u0627\u0631 \u0628\u0627 \u0627\u0639\u062f\u0627\u062f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Pattern \u0634\u0627\u0645\u0644 \u062a\u0648\u0627\u0628\u0639\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0631\u0627\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0627\u0639\u062f\u0627\u062f \u062f\u0631 \u0642\u0627\u0644\u0628 \u0631\u0634\u062a\u0647 \u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u0628\u0647 \u0647\u0645\u062a\u0627\u06cc\u0627\u0646 \u0639\u062f\u062f\u06cc \u0622\u0646\u0647\u0627 \u0648 \u0628\u0627\u0644\u0639\u06a9\u0633 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u062f.  \u0628\u0631\u0627\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0627\u0632 \u0645\u062a\u0646 \u0628\u0647 \u0646\u0645\u0627\u06cc\u0634 \u0639\u062f\u062f\u06cc <code>number<\/code> \u062a\u0627\u0628\u0639 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.  \u0628\u0647 \u0637\u0648\u0631 \u0645\u0634\u0627\u0628\u0647 \u0628\u0631\u0627\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0645\u062c\u062f\u062f \u0627\u0632 \u0627\u0639\u062f\u0627\u062f \u0628\u0647 \u0646\u0645\u0627\u06cc\u0634 \u0645\u062a\u0646 \u0645\u062a\u0646\u0627\u0638\u0631 \u0622\u0646\u0647\u0627 <code>numerals<\/code> \u062a\u0627\u0628\u0639 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.  \u0628\u0647 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0646\u06af\u0627\u0647 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> pattern.en <span class=\"hljs-keyword\">import<\/span> number, numerals\n\n<span class=\"hljs-built_in\">print<\/span>(number(<span class=\"hljs-string\">\"one hundred and twenty two\"<\/span>))\n<span class=\"hljs-built_in\">print<\/span>(numerals(<span class=\"hljs-number\">256.390<\/span>, <span class=\"hljs-built_in\">round<\/span>=<span class=\"hljs-number\">2<\/span>))\n<\/code><\/pre>\n<p><strong>\u062e\u0631\u0648\u062c\u06cc:<\/strong><\/p>\n<pre><code class=\"hljs\">122\ntwo hundred and fifty-six point thirty-nine\n<\/code><\/pre>\n<p>\u062f\u0631 \u062e\u0631\u0648\u062c\u06cc \u0639\u062f\u062f 122 \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u062f \u06a9\u0631\u062f \u06a9\u0647 \u0646\u0645\u0627\u06cc\u0634 \u0639\u062f\u062f\u06cc \u0645\u062a\u0646 &#8220;\u0635\u062f \u0648 \u0628\u06cc\u0633\u062a \u0648 \u062f\u0648&#8221; \u0627\u0633\u062a.  \u0628\u0647 \u0647\u0645\u06cc\u0646 \u062a\u0631\u062a\u06cc\u0628\u060c \u0628\u0627\u06cc\u062f &#8220;\u062f\u0648\u06cc\u0633\u062a \u0648 \u067e\u0646\u062c\u0627\u0647 \u0648 \u0634\u0634 \u0646\u0642\u0637\u0647 \u0633\u06cc \u0648 \u0646\u0647&#8221; \u0631\u0627 \u0628\u0628\u06cc\u0646\u06cc\u062f \u06a9\u0647 \u0646\u0645\u0627\u06cc\u0634 \u0645\u062a\u0646\u06cc \u0639\u062f\u062f 256.390 \u0627\u0633\u062a.<\/p>\n<p>\u0628\u0647 \u06cc\u0627\u062f \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f\u060c \u0628\u0631\u0627\u06cc <code>numerals<\/code> \u062a\u0627\u0628\u0639\u06cc \u06a9\u0647 \u0628\u0627\u06cc\u062f \u0639\u062f\u062f \u0635\u062d\u06cc\u062d\u06cc \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u0639\u062f\u062f \u0645\u0627 \u0628\u0647 \u0622\u0646 \u06af\u0631\u062f \u0634\u0648\u062f.<\/p>\n<p>\u0627\u06cc\u0646 <code>quantify<\/code> \u062a\u0627\u0628\u0639 \u0628\u0631\u0627\u06cc \u0628\u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0646 \u062a\u062e\u0645\u06cc\u0646 \u062a\u0639\u062f\u0627\u062f \u06a9\u0644\u0645\u0627\u062a \u0627\u0632 \u0645\u0648\u0627\u0631\u062f \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0644\u06cc\u0633\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u0639\u0628\u0627\u0631\u062a\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0631\u062c\u0627\u0639 \u0628\u0647 \u06af\u0631\u0648\u0647 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f.  \u0627\u06af\u0631 \u0641\u0647\u0631\u0633\u062a\u06cc \u062f\u0627\u0631\u0627\u06cc 3-8 \u0645\u0648\u0631\u062f \u0645\u0634\u0627\u0628\u0647 \u0628\u0627\u0634\u062f\u060c <code>quantify<\/code> \u062a\u0627\u0628\u0639 \u0622\u0646 \u0631\u0627 \u0628\u0647 &#8220;\u0686\u0646\u062f&#8221; \u06a9\u0645\u06cc\u062a \u0645\u06cc \u06a9\u0646\u062f.  \u062f\u0648 \u0645\u0648\u0631\u062f \u0628\u0647 \u06cc\u06a9 &#8220;\u0632\u0648\u062c&#8221; \u06a9\u0645\u06cc\u062a \u0645\u06cc \u0634\u0648\u0646\u062f.<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> pattern.en <span class=\"hljs-keyword\">import<\/span> quantify\n\n<span class=\"hljs-built_in\">print<\/span>(quantify((<span class=\"hljs-string\">'apple'<\/span>, <span class=\"hljs-string\">'apple'<\/span>, <span class=\"hljs-string\">'apple'<\/span>, <span class=\"hljs-string\">'banana'<\/span>, <span class=\"hljs-string\">'banana'<\/span>, <span class=\"hljs-string\">'banana'<\/span>, <span class=\"hljs-string\">'mango'<\/span>, <span class=\"hljs-string\">'mango'<\/span>)))\n<\/code><\/pre>\n<p>\u062f\u0631 \u0644\u06cc\u0633\u062a\u060c \u0645\u0627 \u0633\u0647 \u0633\u06cc\u0628\u060c \u0633\u0647 \u0645\u0648\u0632 \u0648 \u062f\u0648 \u0627\u0646\u0628\u0647 \u062f\u0627\u0631\u06cc\u0645.  \u062e\u0631\u0648\u062c\u06cc \u0627\u0632 <code>quantify<\/code> \u062a\u0627\u0628\u0639 \u0627\u06cc\u0646 \u0644\u06cc\u0633\u062a \u0628\u0647 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<pre><code class=\"hljs\">several bananas, several apples and a pair of mangoes\n<\/code><\/pre>\n<p>\u0628\u0647 \u0637\u0648\u0631 \u0645\u0634\u0627\u0628\u0647\u060c \u0645\u062b\u0627\u0644 \u0632\u06cc\u0631 \u062a\u062e\u0645\u06cc\u0646 \u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 \u062a\u0639\u062f\u0627\u062f \u06a9\u0644\u0645\u0627\u062a \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> pattern.en <span class=\"hljs-keyword\">import<\/span> quantify\n\n<span class=\"hljs-built_in\">print<\/span>(quantify({<span class=\"hljs-string\">'strawberry'<\/span>: <span class=\"hljs-number\">200<\/span>, <span class=\"hljs-string\">'peach'<\/span>: <span class=\"hljs-number\">15<\/span>}))\n<span class=\"hljs-built_in\">print<\/span>(quantify(<span class=\"hljs-string\">'orange'<\/span>, amount=<span class=\"hljs-number\">1200<\/span>))\n<\/code><\/pre>\n<p><strong>\u062e\u0631\u0648\u062c\u06cc:<\/strong><\/p>\n<pre><code class=\"hljs\">hundreds of strawberries and a number of peaches\nthousands of oranges\n<\/code><\/pre>\n<h2 id=\"patternlibraryfunctionsfordatamining\"><span class=\"ez-toc-section\" id=\"%d8%aa%d9%88%d8%a7%d8%a8%d8%b9_%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87_%d8%a7%d9%84%da%af%d9%88_%d8%a8%d8%b1%d8%a7%db%8c_%d8%af%d8%a7%d8%af%d9%87_%da%a9%d8%a7%d9%88%db%8c\"><\/span>\u062a\u0648\u0627\u0628\u0639 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u0644\u06af\u0648 \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647 \u06a9\u0627\u0648\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u0628\u062e\u0634 \u0642\u0628\u0644\u060c \u062a\u0639\u062f\u0627\u062f\u06cc \u0627\u0632 \u0645\u062a\u062f\u0627\u0648\u0644\u200c\u062a\u0631\u06cc\u0646 \u062a\u0648\u0627\u0628\u0639 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Pattern \u0628\u0631\u0627\u06cc NLP \u0631\u0627 \u062f\u06cc\u062f\u06cc\u0645.  \u062f\u0631 \u0627\u06cc\u0646 \u0628\u062e\u0634 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u06cc\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Pattern \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0627\u0646\u0648\u0627\u0639 \u0648\u0638\u0627\u06cc\u0641 \u062f\u0627\u062f\u0647 \u06a9\u0627\u0648\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.<\/p>\n<p>\u0627\u06cc\u0646 <code>web<\/code> \u0645\u0627\u0698\u0648\u0644 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Pattern \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc \u0648\u0628 \u06a9\u0627\u0648\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<h3 id=\"accessingwebpages\"><span class=\"ez-toc-section\" id=\"%d8%af%d8%b3%d8%aa%d8%b1%d8%b3%db%8c_%d8%a8%d9%87_%d8%b5%d9%81%d8%ad%d8%a7%d8%aa_%d9%88%d8%a8\"><\/span>\u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u0635\u0641\u062d\u0627\u062a \u0648\u0628<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0627\u06cc\u0646 <code>URL<\/code> \u0634\u06cc \u0628\u0631\u0627\u06cc \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0645\u0637\u0627\u0644\u0628 \u0627\u0632 \u0635\u0641\u062d\u0627\u062a \u0648\u0628 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.  \u0686\u0646\u062f\u06cc\u0646 \u0631\u0648\u0634 \u062f\u0627\u0631\u062f \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u0622\u0646\u0647\u0627 \u0628\u0631\u0627\u06cc \u0628\u0627\u0632 \u06a9\u0631\u062f\u0646 \u06cc\u06a9 \u0635\u0641\u062d\u0647 \u0648\u0628\u060c \u062f\u0627\u0646\u0644\u0648\u062f \u0645\u0637\u0627\u0644\u0628 \u0627\u0632 \u06cc\u06a9 \u0635\u0641\u062d\u0647 \u0648\u0628 \u0648 \u062e\u0648\u0627\u0646\u062f\u0646 \u06cc\u06a9 \u0635\u0641\u062d\u0647 \u0648\u0628 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.<\/p>\n<p>\u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u0633\u062a\u0642\u06cc\u0645\u0627\u064b \u0627\u0632 <code>download<\/code> \u0631\u0648\u0634\u06cc \u0628\u0631\u0627\u06cc \u062f\u0627\u0646\u0644\u0648\u062f \u0645\u062d\u062a\u0648\u06cc\u0627\u062a HTML \u0647\u0631 \u0635\u0641\u062d\u0647 \u0648\u0628.  \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u06a9\u062f \u0645\u0646\u0628\u0639 HTML \u0645\u0642\u0627\u0644\u0647 \u0648\u06cc\u06a9\u06cc \u067e\u062f\u06cc\u0627 \u0631\u0627 \u062f\u0627\u0646\u0644\u0648\u062f \u0645\u06cc \u06a9\u0646\u062f \u0631\u0648\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> pattern.web <span class=\"hljs-keyword\">import<\/span> download\n\npage_html = download(<span class=\"hljs-string\">'https:\/\/en.wikipedia.org\/wiki\/Artificial_intelligence'<\/span>, unicode=<span class=\"hljs-literal\">True<\/span>)\n<\/code><\/pre>\n<p>\u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0641\u0627\u06cc\u0644\u200c\u0647\u0627 \u0631\u0627 \u0627\u0632 \u0635\u0641\u062d\u0627\u062a \u0648\u0628 \u062f\u0627\u0646\u0644\u0648\u062f \u06a9\u0646\u06cc\u062f\u060c \u0628\u0631\u0627\u06cc \u0645\u062b\u0627\u0644\u060c \u062a\u0635\u0627\u0648\u06cc\u0631 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0631\u0648\u0634 URL:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> pattern.web <span class=\"hljs-keyword\">import<\/span> URL, extension\n\npage_url = URL(<span class=\"hljs-string\">'https:\/\/upload.wikimedia.org\/wikipedia\/commons\/f\/f1\/RougeOr_football.jpg'<\/span>)\nfile = <span class=\"hljs-built_in\">open<\/span>(<span class=\"hljs-string\">'football'<\/span> + extension(page_url.page), <span class=\"hljs-string\">'wb'<\/span>)\nfile.write(page_url.download())\nfile.close()\n<\/code><\/pre>\n<p>\u062f\u0631 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0628\u0627\u0644\u0627 \u0627\u0628\u062a\u062f\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0635\u0641\u062d\u0647 \u0648\u0628 \u0627\u0631\u062a\u0628\u0627\u0637 \u0628\u0631\u0642\u0631\u0627\u0631 \u0645\u06cc \u06a9\u0646\u06cc\u0645 <code>URL<\/code> \u0631\u0648\u0634.  \u0628\u0639\u062f\u060c \u0645\u0627 \u0631\u0627 \u0635\u062f\u0627 \u0645\u06cc \u06a9\u0646\u06cc\u0645 <code>extension<\/code> \u0631\u0648\u0634 \u0631\u0648\u06cc \u0628\u0627\u0632 \u0634\u062f\u0647 page\u060c \u06a9\u0647 \u067e\u0633\u0648\u0646\u062f \u0641\u0627\u06cc\u0644 \u0631\u0627 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f.  \u067e\u0633\u0648\u0646\u062f \u0641\u0627\u06cc\u0644 \u062f\u0631 \u0627\u0646\u062a\u0647\u0627\u06cc \u0631\u0634\u062a\u0647 &#8220;football&#8221; \u0627\u0636\u0627\u0641\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.  \u0631\u0648\u0634 \u0628\u0627\u0632 \u0628\u0631\u0627\u06cc \u062e\u0648\u0627\u0646\u062f\u0646 \u0627\u06cc\u0646 \u0645\u0633\u06cc\u0631 \u0648 \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u0645\u06cc \u0634\u0648\u062f <code>download()<\/code> \u0645\u062a\u062f \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u062f\u0627\u0646\u0644\u0648\u062f \u06a9\u0631\u062f\u0647 \u0648 \u062f\u0631 \u0645\u0633\u06cc\u0631 \u0627\u062c\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0641\u0631\u0636 \u0645\u06cc \u0646\u0648\u06cc\u0633\u062f.<\/p>\n<h3 id=\"findingurlswithintext\"><span class=\"ez-toc-section\" id=\"%db%8c%d8%a7%d9%81%d8%aa%d9%86_url_%d8%af%d8%b1_%d9%85%d8%aa%d9%86\"><\/span>\u06cc\u0627\u0641\u062a\u0646 URL \u062f\u0631 \u0645\u062a\u0646<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f <code>findurl<\/code> \u0631\u0648\u0634 \u0627\u0633\u062a\u062e\u0631\u0627\u062c URL \u0627\u0632 \u0631\u0634\u062a\u0647 \u0647\u0627\u06cc \u0645\u062a\u0646\u06cc  \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> pattern.web <span class=\"hljs-keyword\">import<\/span> find_urls\n\n<span class=\"hljs-built_in\">print<\/span>(find_urls(<span class=\"hljs-string\">'To search anything, go to www.google.com'<\/span>, unique=<span class=\"hljs-literal\">True<\/span>))\n<\/code><\/pre>\n<p>\u062f\u0631 \u062e\u0631\u0648\u062c\u06cc\u060c \u0622\u062f\u0631\u0633 \u0648\u0628 \u0633\u0627\u06cc\u062a \u06af\u0648\u06af\u0644 \u0631\u0627 \u0645\u0637\u0627\u0628\u0642 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0645\u0634\u0627\u0647\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u062f \u06a9\u0631\u062f:<\/p>\n<pre><code class=\"hljs\">('www.google.com')\n<\/code><\/pre>\n<h3 id=\"makingasynchronousrequestsforwebpages\"><span class=\"ez-toc-section\" id=\"%d8%a7%db%8c%d8%ac%d8%a7%d8%af_%d8%af%d8%b1%d8%ae%d9%88%d8%a7%d8%b3%d8%aa_%d9%87%d8%a7%db%8c_%d9%86%d8%a7%d9%87%d9%85%d8%b2%d9%85%d8%a7%d9%86_%d8%a8%d8%b1%d8%a7%db%8c_%d8%b5%d9%81%d8%ad%d8%a7%d8%aa_%d9%88%d8%a8\"><\/span>\u0627\u06cc\u062c\u0627\u062f \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0647\u0627\u06cc \u0646\u0627\u0647\u0645\u0632\u0645\u0627\u0646 \u0628\u0631\u0627\u06cc \u0635\u0641\u062d\u0627\u062a \u0648\u0628<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0635\u0641\u062d\u0627\u062a \u0648\u0628 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0633\u06cc\u0627\u0631 \u0628\u0632\u0631\u06af \u0628\u0627\u0634\u0646\u062f \u0648 \u062f\u0627\u0646\u0644\u0648\u062f \u0645\u062d\u062a\u0648\u0627\u06cc \u06a9\u0627\u0645\u0644 \u0635\u0641\u062d\u0647 \u0648\u0628 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u06a9\u0645\u06cc \u0637\u0648\u0644 \u0628\u06a9\u0634\u062f\u060c \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u06a9\u0627\u0631\u0628\u0631 \u0631\u0627 \u0627\u0632 \u0627\u0646\u062c\u0627\u0645 \u0647\u0631 \u06a9\u0627\u0631 \u062f\u06cc\u06af\u0631\u06cc \u0645\u0633\u062f\u0648\u062f \u06a9\u0646\u062f. \u0631\u0648\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u062a\u0627 \u0648\u0628 \u06a9\u0627\u0645\u0644 page \u062f\u0627\u0646\u0644\u0648\u062f \u0645\u06cc \u0634\u0648\u062f.  \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644 <code>web<\/code> \u0645\u0627\u0698\u0648\u0644 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Pattern \u062d\u0627\u0648\u06cc \u062a\u0627\u0628\u0639\u06cc \u0628\u0647 \u0646\u0627\u0645 \u0627\u0633\u062a <code>asynchronous<\/code>\u060c \u06a9\u0647 \u0645\u062d\u062a\u0648\u06cc\u0627\u062a \u06cc\u06a9 \u0635\u0641\u062d\u0647 \u0648\u0628 \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u0648\u0627\u0632\u06cc \u062f\u0627\u0646\u0644\u0648\u062f \u0645\u06cc \u06a9\u0646\u062f.  \u0627\u06cc\u0646 <code>asynchronous<\/code> \u0631\u0648\u0634 \u062f\u0631 \u067e\u0633\u200c\u0632\u0645\u06cc\u0646\u0647 \u0627\u062c\u0631\u0627 \u0645\u06cc\u200c\u0634\u0648\u062f \u062a\u0627 \u06a9\u0627\u0631\u0628\u0631 \u0628\u062a\u0648\u0627\u0646\u062f \u062f\u0631 \u062d\u06cc\u0646 \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0635\u0641\u062d\u0647 \u0648\u0628 \u0628\u0627 \u0628\u0631\u0646\u0627\u0645\u0647 \u062a\u0639\u0627\u0645\u0644 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f.<\/p>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u06cc\u06a9 \u0645\u062b\u0627\u0644 \u0628\u0633\u06cc\u0627\u0631 \u0633\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u0631\u0627 \u062f\u0631 \u0646\u0638\u0631 \u0628\u06af\u06cc\u0631\u06cc\u0645 <code>asynchronous<\/code> \u0631\u0648\u0634:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> pattern.web <span class=\"hljs-keyword\">import<\/span> asynchronous, time, Google\n\nasyn_req = asynchronous(Google().search, <span class=\"hljs-string\">'artificial intelligence'<\/span>, timeout=<span class=\"hljs-number\">4<\/span>)\n<span class=\"hljs-keyword\">while<\/span> <span class=\"hljs-keyword\">not<\/span> asyn_req.done:\n    time.sleep(<span class=\"hljs-number\">0.1<\/span>)\n    <span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">'searching...'<\/span>)\n\n<span class=\"hljs-built_in\">print<\/span>(asyn_req.value)\n\n<span class=\"hljs-built_in\">print<\/span>(find_urls(asyn_req.value, unique=<span class=\"hljs-literal\">True<\/span>))\n<\/code><\/pre>\n<p>\u062f\u0631 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0628\u0627\u0644\u0627\u060c \u0645\u0627 \u0646\u062a\u06cc\u062c\u0647 \u062c\u0633\u062a\u062c\u0648\u06cc \u06af\u0648\u06af\u0644 \u0631\u0627 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u0645 page 1 \u0628\u0631\u0627\u06cc \u0639\u0628\u0627\u0631\u062a \u062c\u0633\u062a\u062c\u0648\u06cc &#8220;\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc&#8221;\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0628\u06cc\u0646\u06cc\u062f \u06a9\u0647 \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 page \u062f\u0627\u0646\u0644\u0648\u062f\u0647\u0627 \u06cc\u06a9 \u062d\u0644\u0642\u0647 while \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u0648\u0627\u0632\u06cc \u0627\u062c\u0631\u0627 \u0645\u06cc \u06a9\u0646\u06cc\u0645.  \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c \u0646\u062a\u0627\u06cc\u062c \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u067e\u0631\u0633 \u0648 \u062c\u0648 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <code>value<\/code> \u0648\u06cc\u0698\u06af\u06cc \u0634\u06cc \u06a9\u0647 \u062a\u0648\u0633\u0637 <code>asynchronous<\/code> \u0645\u062f\u0648\u0644.  \u0633\u067e\u0633 URL \u0647\u0627 \u0631\u0627 \u0627\u0632 \u062c\u0633\u062a\u062c\u0648 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0648 \u0633\u067e\u0633 \u0686\u0627\u067e \u0645\u06cc \u0634\u0648\u0646\u062f \u0631\u0648\u06cc \u0635\u0641\u062d\u0647 \u0646\u0645\u0627\u06cc\u0634<\/p>\n<h3 id=\"gettingsearchengineresultswithapis\"><span class=\"ez-toc-section\" id=\"%d8%af%d8%b1%db%8c%d8%a7%d9%81%d8%aa_%d9%86%d8%aa%d8%a7%db%8c%d8%ac_%d9%85%d9%88%d8%aa%d9%88%d8%b1_%d8%ac%d8%b3%d8%aa%d8%ac%d9%88_%d8%a8%d8%a7_api_%d9%87%d8%a7\"><\/span>\u062f\u0631\u06cc\u0627\u0641\u062a \u0646\u062a\u0627\u06cc\u062c \u0645\u0648\u062a\u0648\u0631 \u062c\u0633\u062a\u062c\u0648 \u0628\u0627 API \u0647\u0627<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u0644\u06af\u0648 \u0634\u0627\u0645\u0644 <code>SearchEngine<\/code> \u06a9\u0644\u0627\u0633\u06cc \u06a9\u0647 \u0627\u0632 \u06a9\u0644\u0627\u0633 \u0647\u0627\u06cc\u06cc \u0645\u0634\u062a\u0642 \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0631\u0627\u06cc \u0627\u062a\u0635\u0627\u0644 \u0628\u0647 API \u0647\u0627\u06cc \u062a\u0645\u0627\u0633 \u0645\u0648\u062a\u0648\u0631\u0647\u0627\u06cc \u062c\u0633\u062a\u062c\u0648 \u0648 \u0648\u0628 \u0633\u0627\u06cc\u062a \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0645\u0627\u0646\u0646\u062f \u06af\u0648\u06af\u0644\u060c \u0628\u06cc\u0646\u06af\u060c \u0641\u06cc\u0633 \u0628\u0648\u06a9\u060c \u0648\u06cc\u06a9\u06cc \u067e\u062f\u06cc\u0627\u060c \u062a\u0648\u06cc\u06cc\u062a\u0631 \u0648 \u063a\u06cc\u0631\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f. <code>SearchEngine<\/code> \u0633\u0627\u062e\u062a\u0627\u0631 \u0634\u06cc \u0633\u0647 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0631\u0627 \u0645\u06cc \u067e\u0630\u06cc\u0631\u062f:<\/p>\n<ul>\n<li><code>license<\/code>: \u06a9\u0644\u06cc\u062f \u0645\u062c\u0648\u0632 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u0647 \u0628\u0631\u0627\u06cc \u0645\u0648\u062a\u0648\u0631 \u062c\u0633\u062a\u062c\u0648 \u06cc\u0627 \u0648\u0628 \u0633\u0627\u06cc\u062a \u0645\u0631\u0628\u0648\u0637\u0647<\/li>\n<li><code>throttle<\/code>: \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0627\u062e\u062a\u0644\u0627\u0641 \u0632\u0645\u0627\u0646\u06cc \u0628\u06cc\u0646 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0647\u0627\u06cc \u0645\u062a\u0648\u0627\u0644\u06cc \u0628\u0647 \u0633\u0631\u0648\u0631 \u0627\u0633\u062a<\/li>\n<li><code>langauge<\/code>: \u0632\u0628\u0627\u0646 \u0646\u062a\u0627\u06cc\u062c \u0631\u0627 \u0645\u0634\u062e\u0635 \u0645\u06cc \u06a9\u0646\u062f<\/li>\n<\/ul>\n<p>\u0627\u06cc\u0646 <code>search<\/code> \u0631\u0648\u0634 \u0627\u0632 <code>SearchEngine<\/code> class \u0628\u0631\u0627\u06cc \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u06cc\u06a9 \u0645\u0648\u062a\u0648\u0631 \u062c\u0633\u062a\u062c\u0648 \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u062c\u0633\u062a\u062c\u0648\u06cc \u062e\u0627\u0635 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.  \u0627\u06cc\u0646 <code>search<\/code> \u0631\u0648\u0634 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0632\u06cc\u0631 \u0631\u0627 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f:<\/p>\n<ul>\n<li><code>query<\/code>: \u0631\u0634\u062a\u0647 \u062c\u0633\u062a\u062c\u0648<\/li>\n<li><code>type:<\/code>  \u0646\u0648\u0639 \u062f\u0627\u062f\u0647 \u0627\u06cc \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u062c\u0633\u062a\u062c\u0648 \u06a9\u0646\u06cc\u062f\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0633\u0647 \u0645\u0642\u062f\u0627\u0631 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f: <code>SEARCH<\/code>\u060c <code>NEWS<\/code> \u0648 <code>IMAGE<\/code>.<\/li>\n<li><code>start<\/code>: page \u06a9\u0647 \u0627\u0632 \u0622\u0646 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u062c\u0633\u062a\u062c\u0648 \u0631\u0627 \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u062f<\/li>\n<li><code>count<\/code>: \u062a\u0639\u062f\u0627\u062f \u0646\u062a\u0627\u06cc\u062c \u062f\u0631 \u0647\u0631 page.<\/li>\n<\/ul>\n<p>\u06a9\u0644\u0627\u0633 \u0647\u0627\u06cc \u0645\u0648\u062a\u0648\u0631 \u062c\u0633\u062a\u062c\u0648 \u06a9\u0647 \u0628\u0647 \u0627\u0631\u062b \u0645\u06cc \u0628\u0631\u0646\u062f <code>SearchEngine<\/code> \u06a9\u0644\u0627\u0633 \u0647\u0645\u0631\u0627\u0647 \u0628\u0627 \u0622\u0646 <code>search<\/code> \u0631\u0648\u0634 \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632: <code>Google<\/code>\u060c <code>Bing<\/code>\u060c <code>Twitter<\/code>\u060c <code>Facebook<\/code>\u060c <code>Wikipedia<\/code>\u060c \u0648 <code>Flickr<\/code>.<\/p>\n<p>\u0639\u0628\u0627\u0631\u062a \u062c\u0633\u062a\u062c\u0648 \u0628\u0631\u0627\u06cc \u0647\u0631 \u0645\u0648\u0631\u062f \u0627\u0634\u06cc\u0627\u0621 \u0631\u0627 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f.  \u0627\u06cc\u0646 <code>result<\/code> \u0633\u067e\u0633 \u0634\u06cc\u0621 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0631\u0627\u06cc \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0646\u062a\u06cc\u062c\u0647 \u062c\u0633\u062a\u062c\u0648 \u0634\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u062f.  \u0635\u0641\u0627\u062a \u0627\u0632 <code>result<\/code> \u0634\u06cc \u0647\u0633\u062a\u0646\u062f <code>url<\/code>\u060c <code>title<\/code>\u060c <code>text<\/code>\u060c <code>language<\/code>\u060c <code>author<\/code>\u060c <code>date<\/code>.<\/p>\n<p>\u062d\u0627\u0644\u0627 \u0628\u06cc\u0627\u06cc\u06cc\u062f \u06cc\u06a9 \u0645\u062b\u0627\u0644 \u0628\u0633\u06cc\u0627\u0631 \u0633\u0627\u062f\u0647 \u0628\u0628\u06cc\u0646\u06cc\u0645 \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0686\u06cc\u0632\u06cc \u0631\u0627 \u062c\u0633\u062a\u062c\u0648 \u06a9\u0646\u06cc\u0645 \u0631\u0648\u06cc \u06af\u0648\u06af\u0644 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u0644\u06af\u0648.  \u0628\u0647 \u06cc\u0627\u062f \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f\u060c \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646\u06a9\u0647 \u0627\u06cc\u0646 \u0645\u062b\u0627\u0644 \u06a9\u0627\u0631 \u06a9\u0646\u062f\u060c \u0628\u0627\u06cc\u062f \u0627\u0632 \u06a9\u0644\u06cc\u062f \u0645\u062c\u0648\u0632 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u0647 \u062e\u0648\u062f \u0628\u0631\u0627\u06cc Google API \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> pattern.web <span class=\"hljs-keyword\">import<\/span> Google\n\ngoogle = Google(license=<span class=\"hljs-literal\">None<\/span>)\n<span class=\"hljs-keyword\">for<\/span> search_result <span class=\"hljs-keyword\">in<\/span> google.search(<span class=\"hljs-string\">'artificial intelligence'<\/span>):\n    <span class=\"hljs-built_in\">print<\/span>(search_result.url)\n    <span class=\"hljs-built_in\">print<\/span>(search_result.text)\n<\/code><\/pre>\n<p>\u062f\u0631 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0628\u0627\u0644\u0627\u060c \u06cc\u06a9 \u0634\u06cc \u0627\u0632 \u06a9\u0644\u0627\u0633 \u06af\u0648\u06af\u0644 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645.  \u062f\u0631 \u0633\u0627\u0632\u0646\u062f\u0647 Google\u060c \u06a9\u0644\u06cc\u062f \u0645\u062c\u0648\u0632 \u062e\u0648\u062f \u0631\u0627 \u0628\u0647 <code>license<\/code> \u067e\u0627\u0631\u0627\u0645\u062a\u0631.  \u0628\u0639\u062f \u0631\u0634\u062a\u0647 \u0631\u0627 \u0631\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645 <code>artificial intelligence<\/code> \u0628\u0647 <code>search<\/code> \u0631\u0648\u0634.  \u0628\u0647 \u0637\u0648\u0631 \u067e\u06cc\u0634\u200c\u0641\u0631\u0636\u060c 10 \u0645\u0648\u0631\u062f \u0627\u0648\u0644 \u0627\u0632 \u0627\u0648\u0644\u06cc\u0646 \u0646\u062a\u06cc\u062c\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f page \u0628\u0627\u0632\u06af\u0631\u062f\u0627\u0646\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u0633\u067e\u0633 \u062a\u06a9\u0631\u0627\u0631 \u0645\u06cc \u0634\u0648\u062f \u0648 URL \u0648 \u0645\u062a\u0646 \u0647\u0631 \u0646\u062a\u06cc\u062c\u0647 \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u0631\u0648\u06cc \u0635\u0641\u062d\u0647 \u0646\u0645\u0627\u06cc\u0634<\/p>\n<p>\u0627\u06cc\u0646 process \u0628\u0631\u0627\u06cc \u0645\u0648\u062a\u0648\u0631 \u062c\u0633\u062a\u062c\u0648\u06cc \u0628\u06cc\u0646\u06af \u0645\u0634\u0627\u0628\u0647 \u0627\u0633\u062a\u060c \u0641\u0642\u0637 \u0628\u0627\u06cc\u062f \u0622\u0646 \u0631\u0627 \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u06a9\u0646\u06cc\u062f <code>Bing<\/code> \u06a9\u0644\u0627\u0633 \u0628\u0627 <code>Google<\/code> \u062f\u0631 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0628\u0627\u0644\u0627<\/p>\n<p>\u062d\u0627\u0644\u0627 \u0628\u06cc\u0627\u06cc\u06cc\u062f \u062a\u0648\u06cc\u06cc\u062a\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0633\u0647 \u062a\u0648\u06cc\u06cc\u062a \u062c\u062f\u06cc\u062f \u06a9\u0647 \u062d\u0627\u0648\u06cc \u0645\u062a\u0646 &#8220;\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc&#8221; \u0647\u0633\u062a\u0646\u062f \u062c\u0633\u062a\u062c\u0648 \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-keyword\">from<\/span> pattern.web <span class=\"hljs-keyword\">import<\/span> Twitter\n\ntwitter = Twitter()\nindex = <span class=\"hljs-literal\">None<\/span>\n<span class=\"hljs-keyword\">for<\/span> j <span class=\"hljs-keyword\">in<\/span> <span class=\"hljs-built_in\">range<\/span>(<span class=\"hljs-number\">3<\/span>):\n    <span class=\"hljs-keyword\">for<\/span> tweet <span class=\"hljs-keyword\">in<\/span> twitter.search(<span class=\"hljs-string\">'artificial intelligence'<\/span>, start=index, count=<span class=\"hljs-number\">3<\/span>):\n        <span class=\"hljs-built_in\">print<\/span>(tweet.text)\n        index = tweet.<span class=\"hljs-built_in\">id<\/span>\n<\/code><\/pre>\n<p>\u062f\u0631 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0628\u0627\u0644\u0627 \u0645\u0627 \u0627\u0628\u062a\u062f\u0627 import \u0631\u0627 <code>Twitter<\/code> \u06a9\u0644\u0627\u0633 \u0627\u0632 <code>pattern.web<\/code> \u0645\u062f\u0648\u0644.  \u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u060c \u0631\u0648\u06cc \u062a\u0648\u06cc\u06cc\u062a\u200c\u0647\u0627\u06cc \u0628\u0627\u0632\u06af\u0631\u062f\u0627\u0646\u062f\u0647 \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 the <code>Twitter<\/code> \u06a9\u0644\u0627\u0633 \u0648 \u0646\u0645\u0627\u06cc\u0634 \u0645\u062a\u0646 \u062a\u0648\u06cc\u06cc\u062a \u0631\u0648\u06cc \u0631\u0627 console.  \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0641\u0648\u0642 \u0628\u0647 \u0647\u06cc\u0686 \u06a9\u0644\u06cc\u062f \u0645\u062c\u0648\u0632\u06cc \u0646\u06cc\u0627\u0632 \u0646\u062f\u0627\u0631\u06cc\u062f.<\/p>\n<h3 id=\"convertinghtmldatatoplaintext\"><span class=\"ez-toc-section\" id=\"%d8%aa%d8%a8%d8%af%db%8c%d9%84_%d8%af%d8%a7%d8%af%d9%87_%d9%87%d8%a7%db%8c_html_%d8%a8%d9%87_%d9%85%d8%aa%d9%86_%d8%b3%d8%a7%d8%af%d9%87\"><\/span>\u062a\u0628\u062f\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc HTML \u0628\u0647 \u0645\u062a\u0646 \u0633\u0627\u062f\u0647<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0627\u06cc\u0646 <code>download<\/code> \u0631\u0648\u0634 \u0627\u0632 <code>URL<\/code> \u06a9\u0644\u0627\u0633 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u062f\u0631 \u0642\u0627\u0644\u0628 HTML \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f.  \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0627\u06af\u0631 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u062f \u06cc\u06a9 \u062a\u062d\u0644\u06cc\u0644 \u0645\u0639\u0646\u0627\u06cc\u06cc \u0645\u062a\u0646 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f\u060c \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0627\u062d\u0633\u0627\u0633\u0627\u062a\u060c \u0628\u0627\u06cc\u062f \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u0628\u062f\u0648\u0646 \u062a\u06af\u200c\u0647\u0627\u06cc HTML \u067e\u0627\u06a9 \u06a9\u0646\u06cc\u062f.  \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0627 <code>plaintext<\/code> \u0631\u0648\u0634.  \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u060c \u0645\u062d\u062a\u0648\u0627\u06cc HTML \u0631\u0627 \u06a9\u0647 \u062a\u0648\u0633\u0637 <code>download<\/code> \u0631\u0648\u0634\u060c \u0648 \u0645\u062a\u0646 \u067e\u0627\u06a9 \u0634\u062f\u0647 \u0631\u0627 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f.<\/p>\n<p>\u0628\u0647 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0646\u06af\u0627\u0647 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> pattern.web <span class=\"hljs-keyword\">import<\/span> URL, plaintext\n\nhtml_content = URL(<span class=\"hljs-string\">'https:\/\/rasanegar.com\/python-for-nlp-introduction-to-the-textblob-library\/'<\/span>).download()\ncleaned_page = plaintext(html_content.decode(<span class=\"hljs-string\">'utf-8'<\/span>))\n<span class=\"hljs-built_in\">print<\/span>(cleaned_page)\n<\/code><\/pre>\n<p>\u062f\u0631 \u062e\u0631\u0648\u062c\u06cc\u060c \u0628\u0627\u06cc\u062f \u0645\u062a\u0646 \u067e\u0627\u06a9 \u0634\u062f\u0647 \u0631\u0627 \u0627\u0632 \u0635\u0641\u062d\u0647 \u0648\u0628 \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0646\u06cc\u062f:<\/p>\n<p>https:\/\/rasanegar.com\/python-\u0628\u0631\u0627\u06cc-nlp-introduction-to-the-textblob-library\/.<\/p>\n<p>\u0645\u0647\u0645 \u0627\u0633\u062a \u0628\u0647 \u062e\u0627\u0637\u0631 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 \u0627\u06af\u0631 \u0627\u0632 \u067e\u0627\u06cc\u062a\u0648\u0646 3 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u062f\u060c \u0628\u0627\u06cc\u062f \u0628\u0627 \u0622\u0646 \u062a\u0645\u0627\u0633 \u0628\u06af\u06cc\u0631\u06cc\u062f <code>decode('utf-8')<\/code> \u0631\u0648\u0634 \u062a\u0628\u062f\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0632 \u0628\u0627\u06cc\u062a \u0628\u0647 \u0641\u0631\u0645\u062a \u0631\u0634\u062a\u0647 \u0627\u06cc.<\/p>\n<h3 id=\"parsingpdfdocuments\"><span class=\"ez-toc-section\" id=\"%d8%aa%d8%ac%d8%b2%db%8c%d9%87_%d8%a7%d8%b3%d9%86%d8%a7%d8%af_pdf\"><\/span>\u062a\u062c\u0632\u06cc\u0647 \u0627\u0633\u0646\u0627\u062f PDF<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Pattern \u062d\u0627\u0648\u06cc \u0634\u06cc PDF \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u06cc\u06a9 \u0633\u0646\u062f PDF \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u062f.  PDF (\u0642\u0627\u0644\u0628 \u0633\u0646\u062f \u0642\u0627\u0628\u0644 \u062d\u0645\u0644) \u06cc\u06a9 \u0641\u0627\u06cc\u0644 \u0645\u062a\u0642\u0627\u0628\u0644 \u0627\u0633\u062a \u06a9\u0647 \u062d\u0627\u0648\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631\u060c \u0645\u062a\u0648\u0646 \u0648 \u0641\u0648\u0646\u062a \u0647\u0627 \u062f\u0631 \u06cc\u06a9 \u0633\u0646\u062f \u0645\u0633\u062a\u0642\u0644 \u0627\u0633\u062a.<\/p>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0628\u06cc\u0646\u06cc\u0645 \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u06cc\u06a9 \u0633\u0646\u062f PDF \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0627 \u0634\u06cc PDF \u062a\u062c\u0632\u06cc\u0647 \u06a9\u0631\u062f:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> pattern.web <span class=\"hljs-keyword\">import<\/span> URL, PDF\n\npdf_doc = URL(<span class=\"hljs-string\">'http:\/\/demo.clab.cs.cmu.edu\/NLP\/syllabus_f18.pdf'<\/span>).download()\n<span class=\"hljs-built_in\">print<\/span>(PDF(pdf_doc.decode(<span class=\"hljs-string\">'utf-8'<\/span>)))\n<\/code><\/pre>\n<p>\u062f\u0631 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0645\u0627 \u06cc\u06a9 \u0633\u0646\u062f \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <code>download<\/code> \u062a\u0627\u0628\u0639.  \u0633\u067e\u0633\u060c \u0633\u0646\u062f HTML \u062f\u0627\u0646\u0644\u0648\u062f \u0634\u062f\u0647 \u0628\u0647 \u06a9\u0644\u0627\u0633 PDF \u0627\u0631\u0633\u0627\u0644 \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u0622\u0646 \u0631\u0627 \u0686\u0627\u067e \u0645\u06cc \u06a9\u0646\u062f \u0631\u0648\u06cc \u0631\u0627 console.<\/p>\n<h3 id=\"clearingthecache\"><span class=\"ez-toc-section\" id=\"%d9%be%d8%a7%da%a9_%da%a9%d8%b1%d8%af%d9%86_%da%a9%d8%b4\"><\/span>\u067e\u0627\u06a9 \u06a9\u0631\u062f\u0646 \u06a9\u0634<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0646\u062a\u0627\u06cc\u062c \u0628\u0627 \u0631\u0648\u0634 \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f <code>SearchEngine.search()<\/code> \u0648 <code>URL.download()<\/code> \u0628\u0647 \u0637\u0648\u0631 \u067e\u06cc\u0634 \u0641\u0631\u0636 \u062f\u0631 \u06a9\u0634 \u0645\u062d\u0644\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f.  \u0628\u0631\u0627\u06cc \u067e\u0627\u06a9 \u06a9\u0631\u062f\u0646 \u06a9\u0634 \u067e\u0633 \u0627\u0632 \u062f\u0627\u0646\u0644\u0648\u062f \u06cc\u06a9 \u0633\u0646\u062f HTML\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645 <code>clear<\/code> \u0631\u0648\u0634 \u06a9\u0644\u0627\u0633 \u06a9\u0634\u060c \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 \u0632\u06cc\u0631 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> pattern.web <span class=\"hljs-keyword\">import<\/span> cache\n\ncache.clear()\n<\/code><\/pre>\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 Pattern \u06cc\u06a9\u06cc \u0627\u0632 \u0645\u0641\u06cc\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 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0633\u062a.  \u0627\u06af\u0631\u0686\u0647 \u0628\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 spaCy \u06cc\u0627 NLTK \u0634\u0646\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0646\u06cc\u0633\u062a\u060c \u0627\u0645\u0627 \u062f\u0627\u0631\u0627\u06cc \u0642\u0627\u0628\u0644\u06cc\u062a \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u06cc\u0627\u0641\u062a\u0646 \u0645\u0648\u0627\u0631\u062f \u0628\u0631\u062a\u0631 \u0648 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0647\u0627\u060c \u0648 \u062a\u0634\u062e\u06cc\u0635 \u0648\u0627\u0642\u0639\u06cc\u062a \u0648 \u0639\u0642\u06cc\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0622\u0646 \u0631\u0627 \u0627\u0632 \u0633\u0627\u06cc\u0631 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc NLP \u0645\u062a\u0645\u0627\u06cc\u0632 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u06a9\u0627\u0631\u0628\u0631\u062f \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Pattern \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u0648 \u062f\u0627\u062f\u0647 \u06a9\u0627\u0648\u06cc \u0648 \u0648\u0628 \u0627\u0633\u06a9\u0631\u067e\u06cc\u0646\u06af \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0631\u062f\u06cc\u0645.  \u0645\u0627 \u062f\u06cc\u062f\u06cc\u0645 \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u06a9\u0627\u0631\u0647\u0627\u06cc \u0627\u0633\u0627\u0633\u06cc NLP \u0645\u0627\u0646\u0646\u062f \u062a\u0648\u06a9\u0646\u200c\u0633\u0627\u0632\u06cc\u060c \u0648\u0627\u0698\u0647\u200c\u0633\u0627\u0632\u06cc \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u0631\u0627 \u0628\u0627 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u0644\u06af\u0648 \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f.  \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c \u0645\u0627 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0631\u0648\u0634 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Pattern \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u067e\u0631\u0633 \u0648 \u062c\u0648\u0647\u0627\u06cc \u0645\u0648\u062a\u0648\u0631\u0647\u0627\u06cc \u062c\u0633\u062a\u062c\u0648\u060c \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u062a\u0648\u06cc\u06cc\u062a \u0647\u0627\u06cc \u0622\u0646\u0644\u0627\u06cc\u0646 \u0648 \u062a\u0645\u06cc\u0632 \u06a9\u0631\u062f\u0646 \u0627\u0633\u0646\u0627\u062f HTML \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0631\u062f\u06cc\u0645.<\/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 10:20:03<br \/>\n<\/p>\n\n\n<div class=\"kk-star-ratings kksr-auto kksr-align-center kksr-valign-bottom\"\n    data-payload='{&quot;align&quot;:&quot;center&quot;,&quot;id&quot;:&quot;16313&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 \u0627\u0644\u06af\u0648&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\"> 11<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span>\u0627\u06cc\u0646 \u0647\u0634\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 \u062e\u0648\u062f \u062a\u0648\u0636\u06cc\u062d \u062f\u0627\u062f\u0645 \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 TextBlob \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0627\u0646\u0648\u0627\u0639 \u0648\u0638\u0627\u06cc\u0641 NLP \u0627\u0632 \u062a\u0648\u06a9\u0646 \u0633\u0627\u0632\u06cc \u062a\u0627 \u0628\u0631\u0686\u0633\u0628 \u06af\u0630\u0627\u0631\u06cc POS \u0648 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0645\u062a\u0646 \u062a\u0627 \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0628\u0631\u0631\u0633\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0645\u06cc \u067e\u0631\u062f\u0627\u0632\u06cc\u0645 [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":9398,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1743,620,1686],"tags":[],"class_list":["post-16313","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\/16313","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=16313"}],"version-history":[{"count":0,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/16313\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media\/9398"}],"wp:attachment":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media?parent=16313"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/categories?post=16313"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/tags?post=16313"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}