{"id":16630,"date":"2024-01-28T13:16:18","date_gmt":"2024-01-28T09:46:18","guid":{"rendered":"https:\/\/rasanegar.com\/blog\/%d8%af%d8%b3%d8%aa%d8%b1%d8%b3%db%8c-%d8%a8%d9%87-api-%d8%aa%d9%88%db%8c%db%8c%d8%aa%d8%b1-%d8%a8%d8%a7-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/"},"modified":"2024-01-28T13:16:18","modified_gmt":"2024-01-28T09:46:18","slug":"%d8%af%d8%b3%d8%aa%d8%b1%d8%b3%db%8c-%d8%a8%d9%87-api-%d8%aa%d9%88%db%8c%db%8c%d8%aa%d8%b1-%d8%a8%d8%a7-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86","status":"publish","type":"post","link":"https:\/\/rasanegaar.com\/blog\/%d8%af%d8%b3%d8%aa%d8%b1%d8%b3%db%8c-%d8%a8%d9%87-api-%d8%aa%d9%88%db%8c%db%8c%d8%aa%d8%b1-%d8%a8%d8%a7-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/","title":{"rendered":"\u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 API \u062a\u0648\u06cc\u06cc\u062a\u0631 \u0628\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646"},"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\/%d8%af%d8%b3%d8%aa%d8%b1%d8%b3%db%8c-%d8%a8%d9%87-api-%d8%aa%d9%88%db%8c%db%8c%d8%aa%d8%b1-%d8%a8%d8%a7-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%d9%85%d8%b9%d8%b1%d9%81%db%8c\" >\u0645\u0639\u0631\u0641\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%af%d8%b3%d8%aa%d8%b1%d8%b3%db%8c-%d8%a8%d9%87-api-%d8%aa%d9%88%db%8c%db%8c%d8%aa%d8%b1-%d8%a8%d8%a7-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%d9%85%d8%b1%d9%88%d8%b1%db%8c_%d8%a8%d8%b1_api_%d8%aa%d9%88%db%8c%db%8c%d8%aa%d8%b1\" >\u0645\u0631\u0648\u0631\u06cc \u0628\u0631 API \u062a\u0648\u06cc\u06cc\u062a\u0631<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%af%d8%b3%d8%aa%d8%b1%d8%b3%db%8c-%d8%a8%d9%87-api-%d8%aa%d9%88%db%8c%db%8c%d8%aa%d8%b1-%d8%a8%d8%a7-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%da%af%d8%b1%d9%81%d8%aa%d9%86_%d8%a7%d8%b9%d8%aa%d8%a8%d8%a7%d8%b1\" >\u06af\u0631\u0641\u062a\u0646 \u0627\u0639\u062a\u0628\u0627\u0631<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%af%d8%b3%d8%aa%d8%b1%d8%b3%db%8c-%d8%a8%d9%87-api-%d8%aa%d9%88%db%8c%db%8c%d8%aa%d8%b1-%d8%a8%d8%a7-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86_%d8%b1%d8%a7%d9%be%d8%b1\" >\u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0627\u067e\u0631<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%af%d8%b3%d8%aa%d8%b1%d8%b3%db%8c-%d8%a8%d9%87-api-%d8%aa%d9%88%db%8c%db%8c%d8%aa%d8%b1-%d8%a8%d8%a7-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%d9%86%d9%85%d9%88%d9%86%d9%87_%d9%87%d8%a7%db%8c_twython\" >\u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc Twython<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%af%d8%b3%d8%aa%d8%b1%d8%b3%db%8c-%d8%a8%d9%87-api-%d8%aa%d9%88%db%8c%db%8c%d8%aa%d8%b1-%d8%a8%d8%a7-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%d8%ac%d8%b3%d8%aa%d8%ac%d9%88%db%8c_api\" >\u062c\u0633\u062a\u062c\u0648\u06cc API<\/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\/%d8%af%d8%b3%d8%aa%d8%b1%d8%b3%db%8c-%d8%a8%d9%87-api-%d8%aa%d9%88%db%8c%db%8c%d8%aa%d8%b1-%d8%a8%d8%a7-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#streaming_api\" >Streaming API<\/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\/%d8%af%d8%b3%d8%aa%d8%b1%d8%b3%db%8c-%d8%a8%d9%87-api-%d8%aa%d9%88%db%8c%db%8c%d8%aa%d8%b1-%d8%a8%d8%a7-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%d8%aa%d8%ac%d8%b2%db%8c%d9%87_%d9%88_%d8%aa%d8%ad%d9%84%db%8c%d9%84_%d9%85%d8%ae%d8%aa%d8%b5%d8%b1_%d8%af%d8%a7%d8%af%d9%87_%d9%87%d8%a7\" >\u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0645\u062e\u062a\u0635\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%af%d8%b3%d8%aa%d8%b1%d8%b3%db%8c-%d8%a8%d9%87-api-%d8%aa%d9%88%db%8c%db%8c%d8%aa%d8%b1-%d8%a8%d8%a7-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%d9%85%d9%86%d8%a7%d8%a8%d8%b9\" >\u0645\u0646\u0627\u0628\u0639<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%af%d8%b3%d8%aa%d8%b1%d8%b3%db%8c-%d8%a8%d9%87-api-%d8%aa%d9%88%db%8c%db%8c%d8%aa%d8%b1-%d8%a8%d8%a7-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%d9%86%d8%aa%db%8c%d8%ac%d9%87_%da%af%db%8c%d8%b1%db%8c\" >\u0646\u062a\u06cc\u062c\u0647 \u06af\u06cc\u0631\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%af%d8%b3%d8%aa%d8%b1%d8%b3%db%8c-%d8%a8%d9%87-api-%d8%aa%d9%88%db%8c%db%8c%d8%aa%d8%b1-%d8%a8%d8%a7-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%d9%85%d9%86%d8%a7%d8%a8%d8%b9-2\" >\u0645\u0646\u0627\u0628\u0639<\/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\"> 9<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span><p> <br \/>\n<\/p>\n<div><noscript><\/noscript><\/p>\n<h2 id=\"introduction\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%b9%d8%b1%d9%81%db%8c\"><\/span>\u0645\u0639\u0631\u0641\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u06cc\u06a9\u06cc \u0627\u0632 \u0686\u06cc\u0632\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0632 \u0622\u0646 \u0644\u0630\u062a \u0645\u06cc \u0628\u0631\u0646\u062f\u060c \u0645\u0637\u0645\u0626\u0646\u0627\u064b \u062a\u0639\u062f\u0627\u062f \u0632\u06cc\u0627\u062f\u06cc \u0627\u0632 \u0645\u0646\u0627\u0628\u0639 \u062a\u0648\u0633\u0639\u0647 \u06cc\u0627\u0641\u062a\u0647 \u062a\u0648\u0633\u0637 \u062c\u0627\u0645\u0639\u0647 \u0628\u0632\u0631\u06af \u0622\u0646 \u0627\u0633\u062a.  \u0631\u0627\u0628\u0637 \u0647\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u067e\u0627\u06cc\u062a\u0648\u0646 (API) \u06cc\u06a9 \u0686\u06cc\u0632 \u0631\u0627\u06cc\u062c \u0628\u0631\u0627\u06cc \u0648\u0628 \u0633\u0627\u06cc\u062a \u0647\u0627 \u0647\u0633\u062a\u0646\u062f.  \u062a\u0635\u0648\u0631 \u0627\u06cc\u0646\u06a9\u0647 \u0647\u06cc\u0686 \u0648\u0628 \u0633\u0631\u0648\u06cc\u0633 \u0645\u062d\u0628\u0648\u0628\u06cc \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 API \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc \u062a\u0633\u0647\u06cc\u0644 \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u062e\u062f\u0645\u0627\u062a \u062e\u0648\u062f \u0627\u06cc\u062c\u0627\u062f \u0646\u06a9\u0631\u062f\u0647 \u0628\u0627\u0634\u062f\u060c \u0633\u062e\u062a \u0627\u0633\u062a.  \u0686\u0646\u062f \u0627\u06cc\u062f\u0647 \u0627\u0632 \u0686\u0646\u06cc\u0646 API \u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u0628\u0631\u062e\u06cc \u0627\u0632 \u0645\u062d\u0628\u0648\u0628 \u062a\u0631\u06cc\u0646 \u0633\u0631\u0648\u06cc\u0633 \u0647\u0627\u06cc \u0648\u0628 \u06cc\u0627\u0641\u062a \u0645\u06cc \u0634\u0648\u062f <a rel=\"nofollow noopener\" target=\"_blank\" href=\"http:\/\/www.pythonforbeginners.com\/api\/list-of-python-apis\">\u0627\u06cc\u0646\u062c\u0627<\/a>.  \u062f\u0631 \u0648\u0627\u0642\u0639\u060c &#8220;Python Wrapper&#8221; \u0627\u0635\u0637\u0644\u0627\u062d \u0635\u062d\u06cc\u062d \u062a\u0631\u06cc \u0646\u0633\u0628\u062a \u0628\u0647 &#8220;Python API&#8221; \u0627\u0633\u062a\u060c \u0632\u06cc\u0631\u0627 \u06cc\u06a9 \u0648\u0628 API \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u06cc\u06a9 \u0631\u0627\u0628\u0637 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0639\u0645\u0648\u0645\u06cc \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u062e\u0627\u0635 \u0632\u0628\u0627\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u06a9\u062f \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u0646\u062f \u062a\u0627 \u0627\u0637\u0631\u0627\u0641 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u062a\u0648\u0627\u0628\u0639 \u0622\u0633\u0627\u0646 \u0628\u067e\u06cc\u0686\u0646\u062f. .  \u0628\u0647 \u0647\u0631 \u062d\u0627\u0644\u060c \u0645\u0627 \u062f\u0631 \u0637\u0648\u0644 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0627\u0632 \u0647\u0631 \u062f\u0648 \u0627\u0635\u0637\u0644\u0627\u062d \u0628\u0647 \u062c\u0627\u06cc \u0647\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u067e\u0633\u062a \u0648\u0628\u0644\u0627\u06af \u0645\u0627 \u062a\u0645\u0631\u06a9\u0632 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0631\u0648\u06cc \u0631\u0627 <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/developer.twitter.com\/en\/docs\">\u062a\u0648\u06cc\u06cc\u062a\u0631 API<\/a>\u060c \u0646\u0634\u0627\u0646 \u062f\u0647\u06cc\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u062a\u0646\u0638\u06cc\u0645 \u0627\u0639\u062a\u0628\u0627\u0631 \u0634\u0645\u0627 \u0628\u0627 \u062a\u0648\u06cc\u06cc\u062a\u0631 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u0634\u0648\u062f \u0648 \u0686\u0646\u062f \u0628\u0633\u062a\u0647 \u0628\u0646\u062f\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0627 \u0645\u0642\u0627\u06cc\u0633\u0647 \u06a9\u0646\u06cc\u062f \u0631\u0648\u06cc \u0645\u0634\u0627\u0631\u06a9\u062a \u062c\u0627\u0645\u0639\u0647  \u0633\u067e\u0633 \u0686\u0646\u062f \u0646\u0645\u0648\u0646\u0647 \u0627\u0632 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Twitter API \u0628\u0631\u0627\u06cc \u062c\u0633\u062a\u062c\u0648\u06cc \u062a\u0648\u06cc\u06cc\u062a\u200c\u0647\u0627 \u0648 \u0627\u06cc\u062c\u0627\u062f \u062c\u0631\u06cc\u0627\u0646\u06cc \u0627\u0632 \u062a\u0648\u06cc\u06cc\u062a\u200c\u0647\u0627 \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u06cc\u0645. \u0631\u0648\u06cc \u06cc\u06a9 \u0645\u0648\u0636\u0648\u0639 \u062e\u0627\u0635  \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0634\u062f\u0647 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<h2 id=\"anoverviewofthetwitterapi\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%b1%d9%88%d8%b1%db%8c_%d8%a8%d8%b1_api_%d8%aa%d9%88%db%8c%db%8c%d8%aa%d8%b1\"><\/span>\u0645\u0631\u0648\u0631\u06cc \u0628\u0631 API \u062a\u0648\u06cc\u06cc\u062a\u0631<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>API \u0647\u0627\u06cc \u0632\u06cc\u0627\u062f\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u0631\u0648\u06cc \u067e\u0644\u062a\u0641\u0631\u0645 \u062a\u0648\u06cc\u06cc\u062a\u0631 \u06a9\u0647 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0646\u0631\u0645 \u0627\u0641\u0632\u0627\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0627 \u0622\u0646 \u062f\u0631\u06af\u06cc\u0631 \u0634\u0648\u0646\u062f\u060c \u0628\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0646\u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u06a9\u0627\u0645\u0644\u0627\u064b \u062e\u0648\u062f\u06a9\u0627\u0631 \u06a9\u0647 \u0628\u0627 \u062a\u0648\u06cc\u06cc\u062a\u0631 \u062a\u0639\u0627\u0645\u0644 \u062f\u0627\u0631\u0646\u062f.  \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0627\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0627 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0628\u06cc\u0646\u0634 \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062a\u0648\u06cc\u06cc\u062a\u0631 \u0628\u0631\u0627\u06cc \u0634\u0631\u06a9\u062a\u200c\u0647\u0627 \u0645\u0641\u06cc\u062f \u0628\u0627\u0634\u062f\u060c \u0627\u0645\u0627 \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0645\u0642\u06cc\u0627\u0633 \u06a9\u0648\u0686\u06a9\u062a\u0631\u060c \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u0648 \u0633\u0631\u06af\u0631\u0645\u06cc \u0646\u06cc\u0632 \u0645\u0646\u0627\u0633\u0628 \u0627\u0633\u062a.  \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0686\u0646\u062f \u0645\u0648\u0631\u062f \u0627\u0632 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647 \u062a\u0631\u06cc\u0646 API \u0647\u0627\u06cc \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 Twitter \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<ul>\n<li>\u062a\u0648\u06cc\u06cc\u062a \u0647\u0627: \u062c\u0633\u062a\u062c\u0648\u060c \u0627\u0631\u0633\u0627\u0644\u060c \u0641\u06cc\u0644\u062a\u0631 \u06a9\u0631\u062f\u0646\u060c \u062a\u0639\u0627\u0645\u0644\u060c \u067e\u062e\u0634 \u062c\u0631\u06cc\u0627\u0646\u06cc \u0648 \u063a\u06cc\u0631\u0647.<\/li>\n<li>\u062a\u0628\u0644\u06cc\u063a\u0627\u062a: \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0645\u067e\u06cc\u0646 \u0648 \u0645\u062e\u0627\u0637\u0628\u0627\u0646\u060c \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644.<\/li>\n<li>\u067e\u06cc\u0627\u0645 \u0647\u0627\u06cc \u0645\u0633\u062a\u0642\u06cc\u0645 (\u0647\u0646\u0648\u0632 \u062f\u0631 \u0646\u0633\u062e\u0647 \u0628\u062a\u0627): \u0627\u0631\u0633\u0627\u0644 \u0648 \u062f\u0631\u06cc\u0627\u0641\u062a\u060c \u067e\u0627\u0633\u062e \u0647\u0627\u06cc \u0645\u0633\u062a\u0642\u06cc\u0645\u060c \u067e\u06cc\u0627\u0645 \u0647\u0627\u06cc \u062e\u0648\u0634 \u0622\u0645\u062f\u06af\u0648\u06cc\u06cc \u0648 \u063a\u06cc\u0631\u0647.<\/li>\n<li>\u062d\u0633\u0627\u0628 \u0647\u0627 \u0648 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 (\u0628\u062a\u0627): \u0645\u062f\u06cc\u0631\u06cc\u062a \u062d\u0633\u0627\u0628\u060c \u062a\u0639\u0627\u0645\u0644 \u0628\u0627 \u06a9\u0627\u0631\u0628\u0631.<\/li>\n<li>\u0631\u0633\u0627\u0646\u0647: \u0622\u067e\u0644\u0648\u062f \u0648 \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u0639\u06a9\u0633 \u0647\u0627\u060c \u0641\u06cc\u0644\u0645 \u0647\u0627 \u0648 GIF \u0647\u0627\u06cc \u0645\u062a\u062d\u0631\u06a9.<\/li>\n<li>\u0631\u0648\u0646\u062f\u0647\u0627: \u0645\u0648\u0636\u0648\u0639\u0627\u062a \u067e\u0631\u0637\u0631\u0641\u062f\u0627\u0631 \u062f\u0631 \u06cc\u06a9 \u0645\u06a9\u0627\u0646 \u0645\u0634\u062e\u0635.<\/li>\n<li>Geo: \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f \u0645\u06a9\u0627\u0646 \u0647\u0627\u06cc \u0634\u0646\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u06cc\u0627 \u0645\u06a9\u0627\u0646 \u0647\u0627\u06cc \u0646\u0632\u062f\u06cc\u06a9 \u0628\u0647 \u06cc\u06a9 \u0645\u06a9\u0627\u0646.<\/li>\n<\/ul>\n<p>\u0627\u0645\u06a9\u0627\u0646\u0627\u062a \u0628\u0633\u06cc\u0627\u0631 \u0628\u06cc\u0634\u062a\u0631\u06cc \u0628\u0627 API \u0647\u0627\u06cc \u062a\u0648\u06cc\u06cc\u062a\u0631 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u0644\u06cc\u0633\u062a \u06af\u0646\u062c\u0627\u0646\u062f\u0647 \u0646\u0634\u062f\u0647 \u0627\u0646\u062f.  \u062a\u0648\u06cc\u06cc\u062a\u0631 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0627 \u0627\u0641\u0632\u0648\u062f\u0646 \u06af\u0647\u06af\u0627\u0647\u06cc API\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u0648 \u0628\u0647 \u0631\u0648\u0632 \u0631\u0633\u0627\u0646\u06cc API\u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f\u060c \u0628\u0647 \u0637\u0648\u0631 \u0645\u062f\u0627\u0648\u0645 \u062f\u0627\u0645\u0646\u0647 \u062e\u062f\u0645\u0627\u062a \u062e\u0648\u062f \u0631\u0627 \u06af\u0633\u062a\u0631\u0634 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<h2 id=\"gettingcredentials\"><span class=\"ez-toc-section\" id=\"%da%af%d8%b1%d9%81%d8%aa%d9%86_%d8%a7%d8%b9%d8%aa%d8%a8%d8%a7%d8%b1\"><\/span>\u06af\u0631\u0641\u062a\u0646 \u0627\u0639\u062a\u0628\u0627\u0631<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0642\u0628\u0644 \u0627\u0632 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Twitter API\u060c \u0627\u0628\u062a\u062f\u0627 \u0628\u0647 \u06cc\u06a9 \u062d\u0633\u0627\u0628 \u06a9\u0627\u0631\u0628\u0631\u06cc \u062a\u0648\u06cc\u06cc\u062a\u0631 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u062f \u0648 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0627\u0639\u062a\u0628\u0627\u0631\u0646\u0627\u0645\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0647 \u0628\u0627\u0634\u06cc\u062f.  \u0631\u0627 process \u062f\u0631\u06cc\u0627\u0641\u062a \u0645\u062f\u0627\u0631\u06a9 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0627 \u06af\u0630\u0634\u062a \u0632\u0645\u0627\u0646 \u062a\u063a\u06cc\u06cc\u0631 \u06a9\u0646\u062f\u060c \u0627\u0645\u0627 \u062f\u0631 \u062d\u0627\u0644 \u062d\u0627\u0636\u0631 \u0628\u0647 \u0634\u0631\u062d \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<ul>\n<li>\u0628\u0647 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0628\u0631\u0646\u0627\u0645\u0647 \u0645\u0631\u0627\u062c\u0639\u0647 \u06a9\u0646\u06cc\u062f page \u062f\u0631 <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/apps.twitter.com\/\">https:\/\/apps.twitter.com\/<\/a>\u0648 \u0628\u0627 \u062d\u0633\u0627\u0628 \u062a\u0648\u06cc\u06cc\u062a\u0631 \u062e\u0648\u062f \u0648\u0627\u0631\u062f \u0634\u0648\u06cc\u062f<\/li>\n<li>\u06a9\u0644\u06cc\u06a9 \u0631\u0648\u06cc \u062f\u06a9\u0645\u0647 &#8220;\u0627\u06cc\u062c\u0627\u062f \u0628\u0631\u0646\u0627\u0645\u0647 \u062c\u062f\u06cc\u062f&#8221; \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f\u060c \u062c\u0632\u0626\u06cc\u0627\u062a \u0631\u0627 \u067e\u0631 \u06a9\u0646\u06cc\u062f \u0648 \u0628\u0627 \u0634\u0631\u0627\u06cc\u0637 \u062e\u062f\u0645\u0627\u062a \u0645\u0648\u0627\u0641\u0642\u062a \u06a9\u0646\u06cc\u062f<\/li>\n<li>\u0628\u0647 \u0628\u062e\u0634 \u00ab\u06a9\u0644\u06cc\u062f\u0647\u0627 \u0648 \u0646\u0634\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u062f\u0633\u062a\u0631\u0633\u06cc\u00bb \u0628\u0631\u0648\u06cc\u062f \u0648 \u06a9\u0644\u06cc\u062f \u0648 \u0631\u0645\u0632 \u0645\u0635\u0631\u0641\u200c\u06a9\u0646\u0646\u062f\u0647 \u062e\u0648\u062f \u0631\u0627 \u06cc\u0627\u062f\u062f\u0627\u0634\u062a \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\u062f\u0631 \u0647\u0645\u0627\u0646 \u0642\u0633\u0645\u062a \u06a9\u0644\u06cc\u06a9 \u06a9\u0646\u06cc\u062f \u0631\u0648\u06cc \u062f\u06a9\u0645\u0647 &#8220;Create my access token&#8221;.<\/li>\n<li>\u0628\u0647 \u0631\u0645\u0632 \u062f\u0633\u062a\u0631\u0633\u06cc \u0648 \u0631\u0645\u0632 \u062f\u0633\u062a\u0631\u0633\u06cc \u062e\u0648\u062f \u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f<\/li>\n<\/ul>\n<p>\u0648 \u0627\u06cc\u0646 \u0647\u0645\u0647 \u0627\u0633\u062a.  \u06a9\u0644\u06cc\u062f\/\u0631\u0627\u0632 \u0645\u0635\u0631\u0641 \u06a9\u0646\u0646\u062f\u0647 \u0628\u0631\u0627\u06cc \u0627\u062d\u0631\u0627\u0632 \u0647\u0648\u06cc\u062a \u0628\u0631\u0646\u0627\u0645\u0647 \u0627\u06cc \u06a9\u0647 \u0627\u0632 API \u062a\u0648\u06cc\u06cc\u062a\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0631\u0645\u0632 \u062f\u0633\u062a\u0631\u0633\u06cc\/\u0631\u0627\u0632 \u0647\u0648\u06cc\u062a \u06a9\u0627\u0631\u0628\u0631 \u0631\u0627 \u062a\u0623\u06cc\u06cc\u062f \u0645\u06cc \u06a9\u0646\u062f.  \u0647\u0645\u0647 \u0627\u06cc\u0646 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0628\u0627\u06cc\u062f \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0631\u0645\u0632 \u0639\u0628\u0648\u0631 \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0647 \u0634\u0648\u0646\u062f \u0648 \u0646\u0628\u0627\u06cc\u062f \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062a\u0646 \u0633\u0627\u062f\u0647 \u062f\u0631 \u06a9\u062f \u0634\u0645\u0627 \u06af\u0646\u062c\u0627\u0646\u062f\u0647 \u0634\u0648\u0646\u062f.  \u06cc\u06a9 \u0631\u0627\u0647 \u0645\u0646\u0627\u0633\u0628 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0622\u0646\u0647\u0627 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u0641\u0627\u06cc\u0644 JSON &#8220;twitter_credentials.json&#8221; \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0646\u06cc\u062f \u0648 \u062f\u0631 \u0635\u0648\u0631\u062a \u0646\u06cc\u0627\u0632 \u0627\u06cc\u0646 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0631\u0627 \u0627\u0632 \u06a9\u062f \u062e\u0648\u062f \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u06a9\u0646\u06cc\u062f.<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> json\n\n\ncredentials = {}\ncredentials(<span class=\"hljs-string\">'CONSUMER_KEY'<\/span>) = ...\ncredentials(<span class=\"hljs-string\">'CONSUMER_SECRET'<\/span>) = ...\ncredentials(<span class=\"hljs-string\">'ACCESS_TOKEN'<\/span>) = ...\ncredentials(<span class=\"hljs-string\">'ACCESS_SECRET'<\/span>) = ...\n\n\n<span class=\"hljs-keyword\">with<\/span> <span class=\"hljs-built_in\">open<\/span>(<span class=\"hljs-string\">\"twitter_credentials.json\"<\/span>, <span class=\"hljs-string\">\"w\"<\/span>) <span class=\"hljs-keyword\">as<\/span> file:\n    json.dump(credentials, file)\n<\/code><\/pre>\n<h2 id=\"pythonwrappers\"><span class=\"ez-toc-section\" id=\"%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86_%d8%b1%d8%a7%d9%be%d8%b1\"><\/span>\u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0627\u067e\u0631<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u067e\u0627\u06cc\u062a\u0648\u0646 \u06cc\u06a9\u06cc \u0627\u0632 \u0632\u0628\u0627\u0646 \u0647\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u06cc\u0634\u062a\u0631\u06cc\u0646 \u062a\u0639\u062f\u0627\u062f \u0632\u0628\u0627\u0646 \u062a\u0648\u0633\u0639\u0647 \u06cc\u0627\u0641\u062a\u0647 \u0631\u0627 \u062f\u0627\u0631\u062f <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/developer.twitter.com\/en\/docs\/developer-utilities\/twitter-libraries\">\u0644\u0641\u0627\u0641 \u0647\u0627<\/a> \u0628\u0631\u0627\u06cc Twitter API.  \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u0627\u06af\u0631 \u0645\u062f\u062a\u06cc \u0627\u0633\u062a \u0627\u0632 \u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u0622\u0646\u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0646\u06a9\u0631\u062f\u0647 \u0628\u0627\u0634\u06cc\u062f\u060c \u0645\u0642\u0627\u06cc\u0633\u0647 \u0622\u0646\u0647\u0627 \u062f\u0634\u0648\u0627\u0631 \u0627\u0633\u062a.  \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u064b \u06cc\u06a9 \u0631\u0627\u0647 \u062e\u0648\u0628 \u0628\u0631\u0627\u06cc \u0627\u0646\u062a\u062e\u0627\u0628 \u0627\u0628\u0632\u0627\u0631 \u0645\u0646\u0627\u0633\u0628 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0627\u0633\u0646\u0627\u062f \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f \u0648 \u0628\u0647 \u0627\u0645\u06a9\u0627\u0646\u0627\u062a\u06cc \u06a9\u0647 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u0646\u062f \u0648 \u0627\u06cc\u0646\u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0628\u0627 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0634\u0645\u0627 \u062a\u0646\u0627\u0633\u0628 \u062f\u0627\u0631\u0646\u062f \u0646\u06af\u0627\u0647 \u06a9\u0646\u06cc\u062f.  \u062f\u0631 \u0627\u06cc\u0646 \u0628\u062e\u0634\u060c \u0645\u0627 \u0628\u0633\u062a\u0647\u200c\u0628\u0646\u062f\u06cc\u200c\u0647\u0627\u06cc API \u0645\u062e\u062a\u0644\u0641 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0639\u0627\u0645\u0644 \u062c\u0627\u0645\u0639\u0647 Python \u062f\u0631 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc GitHub \u062e\u0648\u062f \u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645.  \u0686\u0646\u062f \u0645\u0639\u06cc\u0627\u0631 \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u0645\u0642\u0627\u06cc\u0633\u0647 \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632: \u062a\u0639\u062f\u0627\u062f <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/github.com\/blog\/643-contributors\">\u0645\u0634\u0627\u0631\u06a9\u062a \u06a9\u0646\u0646\u062f\u06af\u0627\u0646<\/a>\u060c \u062a\u0639\u062f\u0627\u062f \u062f\u0631\u06cc\u0627\u0641\u062a\u06cc <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/help.github.com\/articles\/about-stars\/\">\u0633\u062a\u0627\u0631\u0647 \u0647\u0627<\/a>\u060c \u062a\u0639\u062f\u0627\u062f <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/developer.github.com\/v3\/activity\/watching\/\">\u0646\u0627\u0638\u0631\u0627\u0646<\/a>\u060c \u0628\u0644\u0648\u063a \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u062f\u0631 \u0628\u0627\u0632\u0647 \u0632\u0645\u0627\u0646\u06cc \u0627\u0632 \u0627\u0648\u0644\u06cc\u0646 \u0627\u0646\u062a\u0634\u0627\u0631 \u0648 \u063a\u06cc\u0631\u0647.<\/p>\n<p>_\u062c\u062f\u0648\u0644 1 _: \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc API \u062a\u0648\u06cc\u06cc\u062a\u0631 \u0628\u0647 \u062a\u0631\u062a\u06cc\u0628 \u062a\u0639\u062f\u0627\u062f \u0633\u062a\u0627\u0631\u0647 \u0647\u0627\u06cc \u062f\u0631\u06cc\u0627\u0641\u062a\u06cc.<\/p>\n<p>\u062c\u062f\u0648\u0644 \u0628\u0627\u0644\u0627 \u062a\u0639\u062f\u0627\u062f\u06cc \u0627\u0632 \u0645\u062d\u0628\u0648\u0628 \u062a\u0631\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc API \u062a\u0648\u06cc\u06cc\u062a\u0631 \u0641\u0647\u0631\u0633\u062a \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a.  \u0627\u06a9\u0646\u0648\u0646 \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0627\u0632 \u06cc\u06a9\u06cc \u0627\u0632 \u0622\u0646\u0647\u0627 \u0628\u0631\u0627\u06cc \u062c\u0633\u062a\u062c\u0648 \u062f\u0631 \u062a\u0648\u06cc\u06cc\u062a \u0647\u0627\u060c \u062f\u0631\u06cc\u0627\u0641\u062a \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0648 \u06a9\u0627\u0648\u0634 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645.<\/p>\n<h2 id=\"twythonexamples\"><span class=\"ez-toc-section\" id=\"%d9%86%d9%85%d9%88%d9%86%d9%87_%d9%87%d8%a7%db%8c_twython\"><\/span>\u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc Twython<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645 <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/twython.readthedocs.io\/en\/latest\/\">\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 twython<\/a> \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0645\u062a\u0646\u0648\u0639 \u0622\u0646 \u06a9\u0647 \u0628\u0627 API\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u062a\u0648\u06cc\u06cc\u062a\u0631 \u0647\u0645\u0627\u0647\u0646\u06af \u0627\u0633\u062a\u060c \u0628\u0644\u0648\u063a \u0622\u0646 &#8211; \u0627\u06af\u0631\u0686\u0647 \u0647\u06cc\u0686 \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f \u0627\u0648\u0644\u06cc\u0646 \u0627\u0646\u062a\u0634\u0627\u0631 \u0622\u0646 \u0648\u062c\u0648\u062f \u0646\u062f\u0627\u0631\u062f\u060c \u0627\u0645\u0627 \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u0646\u0633\u062e\u0647 2.6.0 \u062d\u062f\u0648\u062f 5 \u0633\u0627\u0644 \u067e\u06cc\u0634 \u0638\u0627\u0647\u0631 \u0634\u062f \u0648 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0622\u0646 \u0627\u0632 \u062c\u0631\u06cc\u0627\u0646 \u062a\u0648\u06cc\u06cc\u062a\u200c\u0647\u0627.  \u062f\u0631 \u0627\u0648\u0644\u06cc\u0646 \u0645\u062b\u0627\u0644 \u0645\u0627 \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/developer.twitter.com\/en\/docs\/tweets\/search\/overview\">\u062c\u0633\u062a\u062c\u0648\u06cc API<\/a> \u0628\u0631\u0627\u06cc \u062c\u0633\u062a\u062c\u0648\u06cc \u062a\u0648\u06cc\u06cc\u062a \u0647\u0627\u06cc \u062d\u0627\u0648\u06cc \u0631\u0634\u062a\u0647 &#8220;learn python&#8221;\u060c \u0648 \u0628\u0639\u062f \u0631\u0648\u06cc \u0645\u0627 \u06cc\u06a9 \u0645\u062b\u0627\u0644 \u0648\u0627\u0642\u0639\u06cc \u062a\u0631 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0648\u06cc\u06cc\u062a\u0631 \u0646\u0634\u0627\u0646 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0627\u062f <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/developer.twitter.com\/en\/docs\/tweets\/filter-realtime\/api-reference\">Streaming API<\/a>.<\/p>\n<h3 id=\"searchapi\"><span class=\"ez-toc-section\" id=\"%d8%ac%d8%b3%d8%aa%d8%ac%d9%88%db%8c_api\"><\/span>\u062c\u0633\u062a\u062c\u0648\u06cc API<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u062b\u0627\u0644 \u0645\u0627 \u06cc\u06a9 \u067e\u0631\u0633 \u0648 \u062c\u0648 \u0628\u0631\u0627\u06cc Search API \u0628\u0627 \u06a9\u0644\u0645\u0647 \u06a9\u0644\u06cc\u062f\u06cc \u062c\u0633\u062a\u062c\u0648 &#8220;\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc&#8221; \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645 python&#8221;\u060c \u06a9\u0647 \u0645\u062d\u0628\u0648\u0628 \u062a\u0631\u06cc\u0646 \u062a\u0648\u06cc\u06cc\u062a \u0647\u0627\u06cc \u0639\u0645\u0648\u0645\u06cc \u062f\u0631 7 \u0631\u0648\u0632 \u06af\u0630\u0634\u062a\u0647 \u0631\u0627 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f. \u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 \u0627\u0632 \u0622\u0646\u062c\u0627\u06cc\u06cc \u06a9\u0647 \u06a9\u0644\u0645\u0647 \u06a9\u0644\u06cc\u062f\u06cc \u0645\u0627 \u0627\u0632 \u062f\u0648 \u06a9\u0644\u0645\u0647 &#8220;\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc&#8221; \u0648 &#8220;&#8221; \u062a\u0634\u06a9\u06cc\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a.python&#8221;\u060c \u0647\u0631 \u062f\u0648 \u0628\u0627\u06cc\u062f \u062f\u0631 \u0645\u062a\u0646 \u062a\u0648\u06cc\u06cc\u062a \u0638\u0627\u0647\u0631 \u0634\u0648\u0646\u062f\u060c \u0648 \u0646\u0647 \u0644\u0632\u0648\u0645\u0627\u064b \u0628\u0647 \u0635\u0648\u0631\u062a \u06cc\u06a9 \u0639\u0628\u0627\u0631\u062a \u067e\u06cc\u0648\u0633\u062a\u0647. \u0627\u0628\u062a\u062f\u0627 \u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0631\u0627 \u0646\u0635\u0628 \u06a9\u0646\u06cc\u0645. \u0633\u0627\u062f\u0647 \u062a\u0631\u06cc\u0646 \u0631\u0627\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a. <code>pip<\/code>\u060c \u0627\u0645\u0627 \u06af\u0632\u06cc\u0646\u0647 \u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 \u0646\u06cc\u0632 \u062f\u0631 \u0644\u06cc\u0633\u062a \u0630\u06a9\u0631 \u0634\u062f\u0647 \u0627\u0633\u062a <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/twython.readthedocs.io\/en\/latest\/usage\/install.html\">\u0627\u0633\u0646\u0627\u062f \u0646\u0635\u0628<\/a>.<\/p>\n<pre><code class=\"hljs\">$ pip install twython\n<\/code><\/pre>\n<p>\u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u06cc\u060c \u0645\u0627 import \u06a9\u0644\u0627\u0633 Twython\u060c \u06cc\u06a9 \u0634\u06cc \u0627\u0632 \u0622\u0646 \u0631\u0627 \u0646\u0645\u0648\u0646\u0647 \u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f \u0648 \u0639\u0628\u0627\u0631\u062a \u062c\u0633\u062a\u062c\u0648\u06cc \u0645\u0627 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f.  \u0645\u0627 \u0641\u0642\u0637 \u0627\u0632 \u0686\u0647\u0627\u0631 \u0622\u0631\u06af\u0648\u0645\u0627\u0646 \u062f\u0631 \u067e\u0631\u0633 \u0648 \u062c\u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f: <code>q<\/code>\u060c <code>result_type<\/code>\u060c <code>count<\/code> \u0648 <code>lang<\/code>\u0628\u0647 \u062a\u0631\u062a\u06cc\u0628 \u0628\u0631\u0627\u06cc \u06a9\u0644\u0645\u0647 \u06a9\u0644\u06cc\u062f\u06cc \u062c\u0633\u062a\u062c\u0648\u060c \u0646\u0648\u0639\u060c \u062a\u0639\u062f\u0627\u062f \u0648 \u0632\u0628\u0627\u0646 \u0646\u062a\u0627\u06cc\u062c.  \u062a\u0648\u06cc\u06cc\u062a\u0631 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0622\u0631\u06af\u0648\u0645\u0627\u0646 \u0647\u0627\u06cc \u062f\u06cc\u06af\u0631\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u0639\u0628\u0627\u0631\u062a \u062c\u0633\u062a\u062c\u0648 \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0622\u0646\u0647\u0627 \u0631\u0627 \u067e\u06cc\u062f\u0627 \u06a9\u0631\u062f <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/developer.twitter.com\/en\/docs\/tweets\/search\/api-reference\/get-search-tweets.html\">\u0627\u06cc\u0646\u062c\u0627<\/a>.<\/p>\n<pre><code class=\"hljs\">\n<span class=\"hljs-keyword\">from<\/span> twython <span class=\"hljs-keyword\">import<\/span> Twython\n<span class=\"hljs-keyword\">import<\/span> json\n\n\n<span class=\"hljs-keyword\">with<\/span> <span class=\"hljs-built_in\">open<\/span>(<span class=\"hljs-string\">\"twitter_credentials.json\"<\/span>, <span class=\"hljs-string\">\"r\"<\/span>) <span class=\"hljs-keyword\">as<\/span> file:\n    creds = json.load(file)\n\n\npython_tweets = Twython(creds(<span class=\"hljs-string\">'CONSUMER_KEY'<\/span>), creds(<span class=\"hljs-string\">'CONSUMER_SECRET'<\/span>))\n\n\nquery = {<span class=\"hljs-string\">'q'<\/span>: <span class=\"hljs-string\">'learn python'<\/span>,\n        <span class=\"hljs-string\">'result_type'<\/span>: <span class=\"hljs-string\">'popular'<\/span>,\n        <span class=\"hljs-string\">'count'<\/span>: <span class=\"hljs-number\">10<\/span>,\n        <span class=\"hljs-string\">'lang'<\/span>: <span class=\"hljs-string\">'en'<\/span>,\n        }\n<\/code><\/pre>\n<p>\u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0632 \u0634\u06cc Twython \u062e\u0648\u062f \u0628\u0631\u0627\u06cc \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645 <code>search<\/code> \u0645\u062a\u062f\u060c \u06a9\u0647 \u062f\u06cc\u06a9\u0634\u0646\u0631\u06cc \u0627\u0632 <code>search_metadata<\/code> \u0648  <code>statuses<\/code> &#8211; \u0646\u062a\u0627\u06cc\u062c \u067e\u0631\u0633 \u0648 \u062c\u0648  \u0645\u0627 \u0641\u0642\u0637 \u0646\u06af\u0627\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f <code>statuses<\/code> \u0628\u062e\u0634\u060c \u0648 \u0628\u062e\u0634\u06cc \u0627\u0632 \u062a\u0645\u0627\u0645 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0631\u0627 \u062f\u0631 a \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0646\u06cc\u062f <code>pandas<\/code> \u0686\u0627\u0631\u0686\u0648\u0628 \u062f\u0627\u062f\u0647\u060c \u0628\u0631\u0627\u06cc \u0627\u0631\u0627\u0626\u0647 \u0622\u0646 \u062f\u0631 \u06cc\u06a9 \u062c\u062f\u0648\u0644.<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> pandas <span class=\"hljs-keyword\">as<\/span> pd\n\n\ndict_ = {<span class=\"hljs-string\">'user'<\/span>: (), <span class=\"hljs-string\">'date'<\/span>: (), <span class=\"hljs-string\">'text'<\/span>: (), <span class=\"hljs-string\">'favorite_count'<\/span>: ()}\n<span class=\"hljs-keyword\">for<\/span> status <span class=\"hljs-keyword\">in<\/span> python_tweets.search(**query)(<span class=\"hljs-string\">'statuses'<\/span>):\n    dict_(<span class=\"hljs-string\">'user'<\/span>).append(status(<span class=\"hljs-string\">'user'<\/span>)(<span class=\"hljs-string\">'screen_name'<\/span>))\n    dict_(<span class=\"hljs-string\">'date'<\/span>).append(status(<span class=\"hljs-string\">'created_at'<\/span>))\n    dict_(<span class=\"hljs-string\">'text'<\/span>).append(status(<span class=\"hljs-string\">'text'<\/span>))\n    dict_(<span class=\"hljs-string\">'favorite_count'<\/span>).append(status(<span class=\"hljs-string\">'favorite_count'<\/span>))\n\n\ndf = pd.DataFrame(dict_)\ndf.sort_values(by=<span class=\"hljs-string\">'favorite_count'<\/span>, inplace=<span class=\"hljs-literal\">True<\/span>, ascending=<span class=\"hljs-literal\">False<\/span>)\ndf.head(<span class=\"hljs-number\">5<\/span>)\n<\/code><\/pre>\n<div>\n<table class=\"table table-bordered dataframe\">\n<thead>\n<tr style=\"text-align:right\">\n<th><\/th>\n<th>\u062a\u0627\u0631\u06cc\u062e<\/th>\n<th>\u062a\u0639\u062f\u0627\u062f_\u0645\u0648\u0631\u062f \u0639\u0644\u0627\u0642\u0647<\/th>\n<th>\u0645\u062a\u0646<\/th>\n<th>\u06a9\u0627\u0631\u0628\u0631<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<th>1<\/th>\n<td>\u062c\u0645\u0639\u0647 12 \u0698\u0627\u0646\u0648\u06cc\u0647 21:50:03 +0000 2018<\/td>\n<td>137<\/td>\n<td>\u0633\u0627\u0644 2017 \u0633\u0627\u0644 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0648\u062f.  \u0645\u0627 \u0628\u0647 \u0631\u0627\u0647 \u0627\u0641\u062a\u0627\u062f\u06cc\u0645 \u06a9\u0647 &#8230;<\/td>\n<td>\u06a9\u062f \u0622\u06a9\u0627\u062f\u0645\u06cc<\/td>\n<\/tr>\n<tr>\n<th>3<\/th>\n<td>\u062f\u0648\u0634\u0646\u0628\u0647 8 \u0698\u0627\u0646\u0648\u06cc\u0647 23:01:40 + 0000 2018<\/td>\n<td>137<\/td>\n<td>\u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u06af\u0627\u0645 \u0628\u0647 \u06af\u0627\u0645 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc #Python \u0628\u0631\u0627\u06cc #DataS&#8230;<\/td>\n<td>KirkDBorne<\/td>\n<\/tr>\n<tr>\n<th>4<\/th>\n<td>\u062f\u0648\u0634\u0646\u0628\u0647 8 \u0698\u0627\u0646\u0648\u06cc\u0647 11:13:02 + 0000 2018<\/td>\n<td>109<\/td>\n<td>Resetter \u0627\u0628\u0632\u0627\u0631 \u062c\u062f\u06cc\u062f\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0648 p&#8230;<\/td>\n<td>linuxfoundation<\/td>\n<\/tr>\n<tr>\n<th>8<\/th>\n<td>\u0634\u0646\u0628\u0647 06 \u0698\u0627\u0646\u0648\u06cc\u0647 16:30:06 + 0000 2018<\/td>\n<td>96<\/td>\n<td>\u0645\u0641\u062a\u062e\u0631\u06cc\u0645 \u0627\u0639\u0644\u0627\u0645 \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0627\u06cc\u0646 \u0647\u0641\u062a\u0647&#8230;<\/td>\n<td>\u062f\u06cc\u062a\u0627 \u06a9\u0645\u067e<\/td>\n<\/tr>\n<tr>\n<th>2<\/th>\n<td>\u06cc\u06a9\u0634\u0646\u0628\u0647 07 \u0698\u0627\u0646\u0648\u06cc\u0647 19:00:36 + 0000 2018<\/td>\n<td>94<\/td>\n<td>\u0622\u0645\u0648\u0632\u0634 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646 \u062a\u0648\u0633\u0637&#8230;<\/td>\n<td>\u0641\u0631\u0648\u062a\u0646<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0645\u0627 \u0686\u0646\u062f \u062a\u0648\u06cc\u06cc\u062a \u062c\u0627\u0644\u0628 \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0631\u062f\u06cc\u0645.  \u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 \u0627\u06cc\u0646\u0647\u0627 \u0645\u062d\u0628\u0648\u0628 \u062a\u0631\u06cc\u0646 \u062a\u0648\u06cc\u06cc\u062a \u0647\u0627\u06cc\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u062d\u0627\u0648\u06cc \u06a9\u0644\u0645\u0627\u062a &#8220;\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc&#8221; \u0648 &#8220;\u0627\u0633\u062a.python&#8221; \u062f\u0631 7 \u0631\u0648\u0632 \u06af\u0630\u0634\u062a\u0647. \u0628\u0631\u0627\u06cc \u06a9\u0627\u0648\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627 \u062f\u0631 \u062a\u0627\u0631\u06cc\u062e\u060c \u0628\u0627\u06cc\u062f \u0637\u0631\u062d Premium \u06cc\u0627 Enterprise Search API \u0631\u0627 \u062e\u0631\u06cc\u062f\u0627\u0631\u06cc \u06a9\u0646\u06cc\u062f.<\/p>\n<h3 id=\"streamingapi\"><span class=\"ez-toc-section\" id=\"streaming_api\"><\/span>Streaming API<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0645\u062b\u0627\u0644 \u0642\u0628\u0644\u06cc \u06cc\u06a9 \u062c\u0633\u062a\u062c\u0648\u06cc \u06cc\u06a9\u0628\u0627\u0631\u0647 \u0631\u0627 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u060c \u0645\u0648\u0631\u062f \u062c\u0627\u0644\u0628\u200c\u062a\u0631 \u062c\u0645\u0639\u200c\u0622\u0648\u0631\u06cc \u062c\u0631\u06cc\u0627\u0646\u06cc \u0627\u0632 \u062a\u0648\u06cc\u06cc\u062a\u200c\u0647\u0627 \u0627\u0633\u062a.  \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/developer.twitter.com\/en\/docs\/tweets\/filter-realtime\/api-reference\">Twitter Streaming API<\/a>\u060c \u0648 Twython \u06cc\u06a9 \u0631\u0627\u0647 \u0622\u0633\u0627\u0646 \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0622\u0646 \u0627\u0632 \u0637\u0631\u06cc\u0642 <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/twython.readthedocs.io\/en\/latest\/usage\/streaming_api.html\">TwythonStreamer<\/a> \u06a9\u0644\u0627\u0633  \u0645\u0627 \u0628\u0627\u06cc\u062f \u06cc\u06a9 \u06a9\u0644\u0627\u0633 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u0645 <code>MyStreamer<\/code> \u06a9\u0647 \u0627\u0631\u062b \u0645\u06cc \u0628\u0631\u062f <code>TwythonStreamer<\/code> \u0648 \u0633\u067e\u0633 \u0644\u063a\u0648 \u06a9\u0646\u06cc\u062f <code>on_success<\/code> \u0648 <code>on_error<\/code> \u0631\u0648\u0634 \u0647\u0627 \u0628\u0647 \u0634\u0631\u062d \u0632\u06cc\u0631<\/p>\n<p>\u0631\u0627 <code>on_success<\/code> \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u062a\u0648\u06cc\u06cc\u062a\u0631 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0645\u0627 \u0627\u0631\u0633\u0627\u0644 \u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u0631\u0648\u0634 \u0628\u0647\u200c\u0637\u0648\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u0645\u06cc\u200c\u0634\u0648\u062f\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 <code>on_error<\/code> \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0645\u0634\u06a9\u0644\u06cc \u0628\u0627 API \u067e\u06cc\u0634 \u0645\u06cc\u200c\u0622\u06cc\u062f\u060c \u0645\u062a\u062f \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u0645\u06cc\u200c\u0634\u0648\u062f (\u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a\u200c\u0647\u0627\u06cc API\u0647\u0627\u06cc \u062a\u0648\u06cc\u06cc\u062a\u0631).  \u0631\u0648\u0634 \u0627\u0636\u0627\u0641\u0647 \u0634\u062f\u0647 <code>save_to_csv<\/code> \u06cc\u06a9 \u0631\u0627\u0647 \u0645\u0641\u06cc\u062f \u0628\u0631\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u062a\u0648\u06cc\u06cc\u062a \u0647\u0627 \u062f\u0631 \u0641\u0627\u06cc\u0644 \u0627\u0633\u062a.<\/p>\n<p>\u0645\u0634\u0627\u0628\u0647 \u0645\u062b\u0627\u0644 \u0642\u0628\u0644\u06cc\u060c \u0645\u0627 \u062a\u0645\u0627\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u062a\u0648\u06cc\u06cc\u062a \u0630\u062e\u06cc\u0631\u0647 \u0646\u0645\u06cc \u06a9\u0646\u06cc\u0645\u060c \u0628\u0644\u06a9\u0647 \u0641\u0642\u0637 \u0641\u06cc\u0644\u062f\u0647\u0627\u06cc\u06cc \u0631\u0627 \u06a9\u0647 \u0628\u0647 \u0622\u0646\u0647\u0627 \u0639\u0644\u0627\u0642\u0647 \u0645\u0646\u062f\u06cc\u0645\u060c \u0645\u0627\u0646\u0646\u062f: \u0647\u0634\u062a\u06af \u0647\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647\u060c \u0646\u0627\u0645 \u06a9\u0627\u0631\u0628\u0631\u06cc\u060c \u0645\u06a9\u0627\u0646 \u06a9\u0627\u0631\u0628\u0631 \u0648 \u0645\u062a\u0646 \u062e\u0648\u062f \u062a\u0648\u06cc\u06cc\u062a \u0630\u062e\u06cc\u0631\u0647 \u0646\u0645\u06cc \u06a9\u0646\u06cc\u0645.  \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062c\u0627\u0644\u0628 \u0632\u06cc\u0627\u062f\u06cc \u062f\u0631 \u06cc\u06a9 \u062a\u0648\u06cc\u06cc\u062a \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0628\u0627 \u062e\u06cc\u0627\u0644 \u0631\u0627\u062d\u062a \u0622\u0646 \u0631\u0627 \u0622\u0632\u0645\u0627\u06cc\u0634 \u06a9\u0646\u06cc\u062f.  \u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 \u0645\u0627 \u0645\u06a9\u0627\u0646 \u062a\u0648\u06cc\u06cc\u062a \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0641\u0639\u0644\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0631\u0648\u06cc \u0646\u0645\u0627\u06cc\u0647 \u06a9\u0627\u0631\u0628\u0631\u060c \u06a9\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0627 \u0645\u06a9\u0627\u0646 \u0641\u0639\u0644\u06cc \u06cc\u0627 \u0648\u0627\u0642\u0639\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0627\u0631\u0633\u0627\u0644 \u06a9\u0646\u0646\u062f\u0647 \u062a\u0648\u06cc\u06cc\u062a \u0645\u0637\u0627\u0628\u0642\u062a \u0646\u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f.  \u0627\u06cc\u0646 \u0628\u0647 \u0627\u06cc\u0646 \u062f\u0644\u06cc\u0644 \u0627\u0633\u062a \u06a9\u0647 \u062a\u0646\u0647\u0627 \u0628\u062e\u0634 \u06a9\u0648\u0686\u06a9\u06cc \u0627\u0632 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u062a\u0648\u06cc\u06cc\u062a\u0631 \u0645\u06a9\u0627\u0646 \u0641\u0639\u0644\u06cc \u062e\u0648\u062f \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u0646\u062f &#8211; \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u062f\u0631 \u0622\u0646 <code>coordinates<\/code> \u06a9\u0644\u06cc\u062f \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062a\u0648\u06cc\u06cc\u062a<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> twython <span class=\"hljs-keyword\">import<\/span> TwythonStreamer\n<span class=\"hljs-keyword\">import<\/span> csv\n\n\n<span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">process_tweet<\/span>(<span class=\"hljs-params\">tweet<\/span>):<\/span>\n    d = {}\n    d(<span class=\"hljs-string\">'hashtags'<\/span>) = (hashtag(<span class=\"hljs-string\">'text'<\/span>) <span class=\"hljs-keyword\">for<\/span> hashtag <span class=\"hljs-keyword\">in<\/span> tweet(<span class=\"hljs-string\">'entities'<\/span>)(<span class=\"hljs-string\">'hashtags'<\/span>))\n    d(<span class=\"hljs-string\">'text'<\/span>) = tweet(<span class=\"hljs-string\">'text'<\/span>)\n    d(<span class=\"hljs-string\">'user'<\/span>) = tweet(<span class=\"hljs-string\">'user'<\/span>)(<span class=\"hljs-string\">'screen_name'<\/span>)\n    d(<span class=\"hljs-string\">'user_loc'<\/span>) = tweet(<span class=\"hljs-string\">'user'<\/span>)(<span class=\"hljs-string\">'location'<\/span>)\n    <span class=\"hljs-keyword\">return<\/span> d\n    \n    \n\n<span class=\"hljs-class\"><span class=\"hljs-keyword\">class<\/span> <span class=\"hljs-title\">MyStreamer<\/span>(<span class=\"hljs-params\">TwythonStreamer<\/span>):<\/span>     \n\n    \n    <span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">on_success<\/span>(<span class=\"hljs-params\">self, data<\/span>):<\/span>\n\n        \n        <span class=\"hljs-keyword\">if<\/span> data(<span class=\"hljs-string\">'lang'<\/span>) == <span class=\"hljs-string\">'en'<\/span>:\n            tweet_data = process_tweet(data)\n            self.save_to_csv(tweet_data)\n\n    \n    <span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">on_error<\/span>(<span class=\"hljs-params\">self, status_code, data<\/span>):<\/span>\n        <span class=\"hljs-built_in\">print<\/span>(status_code, data)\n        self.disconnect()\n        \n    \n    <span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">save_to_csv<\/span>(<span class=\"hljs-params\">self, tweet<\/span>):<\/span>\n        <span class=\"hljs-keyword\">with<\/span> <span class=\"hljs-built_in\">open<\/span>(<span class=\"hljs-string\">r'saved_tweets.csv'<\/span>, <span class=\"hljs-string\">'a'<\/span>) <span class=\"hljs-keyword\">as<\/span> file:\n            writer = csv.writer(file)\n            writer.writerow(<span class=\"hljs-built_in\">list<\/span>(tweet.values()))\n<\/code><\/pre>\n<p>\u06a9\u0627\u0631 \u0628\u0639\u062f\u06cc \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u06cc\u06a9 \u0634\u06cc \u0627\u0632 \u0631\u0627 \u0646\u0645\u0648\u0646\u0647 \u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f <code>MyStreamer<\/code> \u06a9\u0644\u0627\u0633 \u0628\u0627 \u0627\u0639\u062a\u0628\u0627\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u0645\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0622\u0631\u06af\u0648\u0645\u0627\u0646 \u0627\u0631\u0633\u0627\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u0648 \u0645\u0627 \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f <code>filter<\/code> \u0631\u0648\u0634\u06cc \u0628\u0631\u0627\u06cc \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u062a\u0646\u0647\u0627 \u062a\u0648\u06cc\u06cc\u062a \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0628\u0647 \u0622\u0646\u0647\u0627 \u0639\u0644\u0627\u0642\u0647 \u0645\u0646\u062f\u06cc\u0645. \u0645\u0627 \u0641\u06cc\u0644\u062a\u0631 \u062e\u0648\u062f \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645 <code>track<\/code> \u0622\u0631\u06af\u0648\u0645\u0627\u0646\u06cc \u06a9\u0647 \u062f\u0631 \u0645\u0648\u0631\u062f \u0645\u0627\u060c \u06a9\u0644\u0645\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u0641\u06cc\u0644\u062a\u0631 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f.python&#8221;. \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 <code>track<\/code> \u0627\u0633\u062a\u062f\u0644\u0627\u0644\u060c \u0627\u0645\u06a9\u0627\u0646\u0627\u062a \u0628\u06cc\u0634\u062a\u0631\u06cc \u0628\u0631\u0627\u06cc \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u0641\u06cc\u0644\u062a\u0631 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u062f\u0631 \u0641\u0647\u0631\u0633\u062a \u0630\u06a9\u0631 \u0634\u062f\u0647 \u0627\u0633\u062a <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/developer.twitter.com\/en\/docs\/tweets\/filter-realtime\/guides\/basic-stream-parameters\">\u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u062c\u0631\u06cc\u0627\u0646<\/a>\u0645\u0627\u0646\u0646\u062f: \u062c\u0645\u0639\u200c\u0622\u0648\u0631\u06cc \u062a\u0648\u06cc\u06cc\u062a\u200c\u0647\u0627 \u0627\u0632 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0645\u0646\u062a\u062e\u0628\u060c \u0632\u0628\u0627\u0646\u200c\u0647\u0627\u060c \u0645\u06a9\u0627\u0646\u200c\u0647\u0627 \u0648 \u063a\u06cc\u0631\u0647. \u0646\u0633\u062e\u0647\u200c\u0647\u0627\u06cc \u067e\u0648\u0644\u06cc Streaming API \u06af\u0632\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc \u0641\u06cc\u0644\u062a\u0631 \u0628\u0633\u06cc\u0627\u0631 \u0628\u06cc\u0634\u062a\u0631\u06cc \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/p>\n<pre><code class=\"hljs\">\nstream = MyStreamer(creds(<span class=\"hljs-string\">'CONSUMER_KEY'<\/span>), creds(<span class=\"hljs-string\">'CONSUMER_SECRET'<\/span>), \n                    creds(<span class=\"hljs-string\">'ACCESS_TOKEN'<\/span>), creds(<span class=\"hljs-string\">'ACCESS_SECRET'<\/span>))\n\nstream.statuses.<span class=\"hljs-built_in\">filter<\/span>(track=<span class=\"hljs-string\">'python'<\/span>)\n<\/code><\/pre>\n<p>\u0628\u0627 \u06a9\u062f \u0628\u0627\u0644\u0627\u060c \u0645\u0627 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062d\u062f\u0648\u062f 10000 \u062a\u0648\u06cc\u06cc\u062a \u062d\u0627\u0648\u06cc \u06a9\u0644\u0645\u0647 \u06a9\u0644\u06cc\u062f\u06cc &#8221; \u0631\u0627 \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u06a9\u0631\u062f\u06cc\u0645.python\u062f\u0631 \u0642\u0633\u0645\u062a \u0628\u0639\u062f\u06cc\u060c \u0628\u0647 \u0628\u0631\u0631\u0633\u06cc \u0645\u062e\u062a\u0635\u0631\u06cc \u0627\u0632 \u0647\u0634\u062a\u06af\u200c\u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u0648 \u0645\u06a9\u0627\u0646\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u06cc \u0645\u06cc\u200c\u067e\u0631\u062f\u0627\u0632\u06cc\u0645.<\/p>\n<h3 id=\"briefdataanalysis\"><span class=\"ez-toc-section\" id=\"%d8%aa%d8%ac%d8%b2%db%8c%d9%87_%d9%88_%d8%aa%d8%ad%d9%84%db%8c%d9%84_%d9%85%d8%ae%d8%aa%d8%b5%d8%b1_%d8%af%d8%a7%d8%af%d9%87_%d9%87%d8%a7\"><\/span>\u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0645\u062e\u062a\u0635\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Twitter API \u06cc\u06a9 \u0686\u06cc\u0632 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u062a\u062d\u0642\u06cc\u0642 \u062f\u0631 \u0645\u0648\u0631\u062f \u0627\u0641\u06a9\u0627\u0631 \u0639\u0645\u0648\u0645\u06cc\u060c \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0628\u0627\u0632\u0627\u0631\u060c \u062f\u0633\u062a\u0631\u0633\u06cc \u0633\u0631\u06cc\u0639 \u0628\u0647 \u0627\u062e\u0628\u0627\u0631 \u0648 \u0645\u0648\u0627\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062f\u06cc\u06af\u0631\u06cc \u06a9\u0647 \u062e\u0644\u0627\u0642\u06cc\u062a \u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u06a9\u0646\u062f \u0628\u0633\u06cc\u0627\u0631 \u0645\u0646\u0627\u0633\u0628 \u0627\u0633\u062a.  \u067e\u0633 \u0627\u0632 \u062c\u0645\u0639\u200c\u0622\u0648\u0631\u06cc \u062f\u0642\u06cc\u0642 \u062a\u0648\u06cc\u06cc\u062a\u200c\u0647\u0627\u060c \u06cc\u06a9\u06cc \u0627\u0632 \u06a9\u0627\u0631\u0647\u0627\u06cc \u0645\u062a\u062f\u0627\u0648\u0644 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u062f\u0631 \u06a9\u062c\u0627 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u06a9\u0646\u06cc\u062f <em>\u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a<\/em> \u0646\u0642\u0634 \u0645\u0647\u0645\u06cc \u062f\u0631 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0633\u06cc\u0633\u062a\u0645\u0627\u062a\u06cc\u06a9 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0630\u0647\u0646\u06cc \u0627\u0632 \u0645\u062a\u0646 \u062f\u0627\u0631\u062f.  \u0628\u0647 \u0647\u0631 \u062d\u0627\u0644\u060c \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u062d\u0648\u0632\u0647 \u0628\u0632\u0631\u06af\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0627\u06cc\u062f \u062f\u0631 \u0628\u062e\u0634 \u06a9\u0648\u0686\u06a9\u06cc \u0627\u0632 \u06cc\u06a9 \u067e\u0633\u062a \u0648\u0628\u0644\u0627\u06af \u0628\u0647 \u0622\u0646 \u067e\u0631\u062f\u0627\u062e\u062a\u0647 \u0634\u0648\u062f\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u062f\u0631 \u0627\u06cc\u0646 \u0642\u0633\u0645\u062a \u0645\u0627 \u0641\u0642\u0637 \u0628\u0631\u062e\u06cc \u0627\u0632 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0627\u0648\u0644\u06cc\u0647 \u0631\u0627 \u062f\u0631 \u0645\u0648\u0631\u062f \u0645\u06a9\u0627\u0646 \u0648 \u0647\u0634\u062a\u06af \u0647\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u0627\u0641\u0631\u0627\u062f\u06cc \u06a9\u0647 \u062a\u0648\u06cc\u06cc\u062a \u0645\u06cc \u06a9\u0646\u0646\u062f \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u06cc\u0645.python&#8221;.<\/p>\n<p>\u0644\u0637\u0641\u0627\u064b \u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 \u0647\u062f\u0641 \u0627\u06cc\u0646 \u0645\u062b\u0627\u0644\u200c\u0647\u0627 \u0641\u0642\u0637 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0646 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc API \u062a\u0648\u06cc\u06cc\u062a\u0631 \u0628\u0631\u0627\u06cc \u0686\u0647 \u0645\u0648\u0627\u0631\u062f\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0642\u0631\u0627\u0631 \u06af\u06cc\u0631\u062f &#8211; \u0646\u0645\u0648\u0646\u0647 \u06a9\u0648\u0686\u06a9 \u062a\u0648\u06cc\u06cc\u062a\u200c\u0647\u0627\u06cc \u0645\u0627 \u0646\u0628\u0627\u06cc\u062f \u062f\u0631 \u0646\u062a\u06cc\u062c\u0647\u200c\u06af\u06cc\u0631\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u062f\u060c \u0632\u06cc\u0631\u0627 \u0646\u0645\u0627\u06cc\u0646\u062f\u0647 \u062e\u0648\u0628\u06cc \u0628\u0631\u0627\u06cc \u06a9\u0644 \u062c\u0645\u0639\u06cc\u062a \u062a\u0648\u06cc\u06cc\u062a\u200c\u0647\u0627 \u0646\u06cc\u0633\u062a\u060c \u0648 \u0646\u0647 \u0632\u0645\u0627\u0646 \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u0645\u0633\u062a\u0642\u0644 \u0648 \u06cc\u06a9\u0646\u0648\u0627\u062e\u062a \u0628\u0648\u062f.<\/p>\n<p>\u0627\u0648\u0644 \u0628\u06cc\u0627\u06cc\u06cc\u062f import \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0627 \u0627\u0632 \u0641\u0627\u06cc\u0644 &#8220;saved_tweets.csv&#8221; \u0648 print \u0627\u0632 \u0686\u0646\u062f \u0631\u062f\u06cc\u0641<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> pandas <span class=\"hljs-keyword\">as<\/span> pd\ntweets = pd.read_csv(<span class=\"hljs-string\">\"saved_tweets.csv\"<\/span>)\ntweets.head()\n<\/code><\/pre>\n<div>\n<table class=\"table table-bordered dataframe\">\n<thead>\n<tr style=\"text-align:right\">\n<th><\/th>\n<th>\u0647\u0634\u062a\u06af \u0647\u0627<\/th>\n<th>\u0645\u062a\u0646<\/th>\n<th>\u06a9\u0627\u0631\u0628\u0631<\/th>\n<th>\u0645\u062d\u0644<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<th>0<\/th>\n<td>(&#8220;IBM&#8221;)<\/td>\n<td>RT @freschesolution: \u0641\u0631\u062f\u0627 \u0628\u0627 @OC \u0628\u0647 \u0645\u0627 \u0628\u067e\u06cc\u0648\u0646\u062f\u06cc\u062f&#8230;<\/td>\n<td>\u0628\u0631\u0627\u0648\u0646\u067e\u0627<\/td>\n<td>NaN<\/td>\n<\/tr>\n<tr>\n<th>1<\/th>\n<td>()<\/td>\n<td>pylocus 1.0.1: \u0628\u0633\u062a\u0647 \u0645\u062d\u0644\u06cc \u0633\u0627\u0632\u06cc https:\/\/t&#8230;.<\/td>\n<td>pypi_updates2<\/td>\n<td>NaN<\/td>\n<\/tr>\n<tr>\n<th>2<\/th>\n<td>()<\/td>\n<td>humilis-push-processor 0.0.10: Humilis push ev&#8230;<\/td>\n<td>pypi_updates2<\/td>\n<td>NaN<\/td>\n<\/tr>\n<tr>\n<th>3<\/th>\n<td>(&#8220;\u067e\u0627\u06cc\u062a\u0648\u0646&#8221;\u060c &#8220;python&#8217;\u060c &#8216;postgresql&#8217;)<\/td>\n<td>#Python Digest \u0645\u0646\u062a\u0634\u0631 \u0634\u062f!  https:\/\/t.co\/LEmyR3yDMh&#8230;<\/td>\n<td>horstwilmes<\/td>\n<td>\u0632\u0648\u0631\u06cc\u062e<\/td>\n<\/tr>\n<tr>\n<th>4<\/th>\n<td>(&#8216;NeuralNetworks&#8217;\u060c &#8216;Python&#8217;\u060c &#8216;KDN&#8217;)<\/td>\n<td>RT @kdnuggets: \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u0645\u0628\u062a\u062f\u06cc\u0627\u0646 \u0628\u0631\u0627\u06cc #NeuralNet&#8230;<\/td>\n<td>\u0698\u0626\u0648\u062f\u06af\u0627\u0632<\/td>\n<td>\u0644\u0627\u06a9\u0648\u06cc\u0644\u0627\u060c \u0627\u06cc\u062a\u0627\u0644\u06cc\u0627<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u0631\u0627\u06cc\u062c \u062a\u0631\u06cc\u0646 \u0647\u0634\u062a\u06af \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0628\u0627 \u06a9\u0644\u0645\u0647 \u06a9\u0644\u06cc\u062f\u06cc \u0645\u0627 \u0645\u0637\u0627\u0628\u0642\u062a \u062f\u0627\u0631\u0646\u062f \u06a9\u062f\u0627\u0645\u0646\u062fpython\u0627\u0632 \u0622\u0646\u062c\u0627\u06cc\u06cc \u06a9\u0647 \u062a\u0645\u0627\u0645 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc DataFrame \u0645\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0631\u0634\u062a\u0647\u200c\u0647\u0627\u06cc\u06cc \u0627\u0632 \u062c\u0645\u0644\u0647 \u0628\u0631\u0627\u06a9\u062a\u200c\u0647\u0627 \u062f\u0631 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f <code>hashtags<\/code> \u0633\u062a\u0648\u0646\u060c \u0628\u0631\u0627\u06cc \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0646 \u0644\u06cc\u0633\u062a\u06cc \u0627\u0632 \u0647\u0634\u062a\u06af \u0647\u0627\u060c \u0628\u0627\u06cc\u062f \u0627\u0632 \u06cc\u06a9 \u0644\u06cc\u0633\u062a \u0631\u0634\u062a\u0647 \u0647\u0627\u060c \u0628\u0647 \u0644\u06cc\u0633\u062a\u06cc \u0627\u0632 \u0644\u06cc\u0633\u062a \u0647\u0627\u060c \u0628\u0647 \u0644\u06cc\u0633\u062a\u06cc \u0627\u0632 \u0647\u0634\u062a\u06af \u0647\u0627 \u0628\u0631\u0648\u06cc\u0645.  \u0633\u067e\u0633 \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f <code>Counter<\/code> \u06a9\u0644\u0627\u0633 \u0628\u0631\u0627\u06cc \u0634\u0645\u0627\u0631\u0634 \u0648\u0631\u0648\u062f\u06cc \u0647\u0627\u06cc \u0647\u0634\u062a\u06af \u062f\u0631 \u0644\u06cc\u0633\u062a \u0645\u0627\u060c \u0648 print \u0644\u06cc\u0633\u062a \u0645\u0631\u062a\u0628 \u0634\u062f\u0647 \u0627\u06cc \u0627\u0632 20 \u0647\u0634\u062a\u06af \u0631\u0627\u06cc\u062c.<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> collections <span class=\"hljs-keyword\">import<\/span> Counter\n<span class=\"hljs-keyword\">import<\/span> ast\n\ntweets = pd.read_csv(<span class=\"hljs-string\">\"saved_tweets.csv\"<\/span>)\n\n\nlist_hashtag_strings = (entry <span class=\"hljs-keyword\">for<\/span> entry <span class=\"hljs-keyword\">in<\/span> tweets.hashtags)\nlist_hashtag_lists = ast.literal_eval(<span class=\"hljs-string\">','<\/span>.join(list_hashtag_strings))\nhashtag_list = (ht.lower() <span class=\"hljs-keyword\">for<\/span> list_ <span class=\"hljs-keyword\">in<\/span> list_hashtag_lists <span class=\"hljs-keyword\">for<\/span> ht <span class=\"hljs-keyword\">in<\/span> list_)\n\n\ncounter_hashtags = Counter(hashtag_list)\ncounter_hashtags.most_common(<span class=\"hljs-number\">20<\/span>)\n<\/code><\/pre>\n<pre><code class=\"hljs\">(('python', 1337),\n ('datascience', 218),\n ('bigdata', 140),\n ('machinelearning', 128),\n ('deeplearning', 107),\n ('django', 93),\n ('java', 76),\n ('ai', 76),\n ('coding', 68),\n ('100daysofcode', 65),\n ('javascript', 64),\n ('iot', 58),\n ('rstats', 52),\n ('business', 52),\n ('tech', 48),\n ('ruby', 45),\n ('programming', 43),\n ('cybersecurity', 43),\n ('angularjs', 41),\n ('pythonbot_', 41))\n<\/code><\/pre>\n<p>\u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0632 \u0645\u0648\u0642\u0639\u06cc\u062a \u0645\u06a9\u0627\u0646\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0628\u0631\u0627\u06cc \u067e\u0627\u0633\u062e\u06af\u0648\u06cc\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645 &#8211; \u06a9\u062f\u0627\u0645 \u0645\u0646\u0627\u0637\u0642 \u062c\u0647\u0627\u0646 \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u0645\u0648\u0631\u062f &#8220;\u062a\u0648\u0626\u06cc\u062a \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f&#8221;python\u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647\u060c \u0645\u0627 \u0627\u0632 <code>geocode<\/code> \u0631\u0648\u0634 \u0627\u0632 <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/pypi.python.org\/pypi\/geopy\/1.9.1\">\u0698\u0626\u0648\u067e\u06cc<\/a> \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u06cc \u06a9\u0647 \u0645\u062e\u062a\u0635\u0627\u062a \u06cc\u06a9 \u0645\u06a9\u0627\u0646 \u0648\u0631\u0648\u062f\u06cc \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0631\u0627 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f.  \u0628\u0631\u0627\u06cc \u062a\u062c\u0633\u0645 \u0646\u0642\u0634\u0647 \u06af\u0631\u0645\u0627\u06cc \u062c\u0647\u0627\u0646\u06cc \u0627\u0632 \u062a\u0648\u06cc\u06cc\u062a\u200c\u0647\u0627\u060c \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/github.com\/vgm64\/gmplot\">gmplot<\/a> \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647  \u06cc\u06a9 \u06cc\u0627\u062f\u0622\u0648\u0631\u06cc: \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9 \u0645\u0627 \u0646\u0645\u0627\u06cc\u0646\u062f\u0647 \u0648\u0627\u0642\u0639\u06cc \u062c\u0647\u0627\u0646 \u0646\u06cc\u0633\u062a\u0646\u062f.<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> geopy.geocoders <span class=\"hljs-keyword\">import<\/span> Nominatim\n<span class=\"hljs-keyword\">import<\/span> gmplot\n\ngeolocator = Nominatim()\n\n\ncoordinates = {<span class=\"hljs-string\">'latitude'<\/span>: (), <span class=\"hljs-string\">'longitude'<\/span>: ()}\n<span class=\"hljs-keyword\">for<\/span> count, user_loc <span class=\"hljs-keyword\">in<\/span> <span class=\"hljs-built_in\">enumerate<\/span>(tweets.location):\n    <span class=\"hljs-keyword\">try<\/span>:\n        location = geolocator.geocode(user_loc)\n        \n        \n        <span class=\"hljs-keyword\">if<\/span> location:\n            coordinates(<span class=\"hljs-string\">'latitude'<\/span>).append(location.latitude)\n            coordinates(<span class=\"hljs-string\">'longitude'<\/span>).append(location.longitude)\n            \n    \n    <span class=\"hljs-keyword\">except<\/span>:\n        <span class=\"hljs-keyword\">pass<\/span>\n    \n\ngmap = gmplot.GoogleMapPlotter(<span class=\"hljs-number\">30<\/span>, <span class=\"hljs-number\">0<\/span>, <span class=\"hljs-number\">3<\/span>)\n\n\ngmap.heatmap(coordinates(<span class=\"hljs-string\">'latitude'<\/span>), coordinates(<span class=\"hljs-string\">'longitude'<\/span>), radius=<span class=\"hljs-number\">20<\/span>)\n\n\ngmap.draw(<span class=\"hljs-string\">\"python_heatmap.html\"<\/span>)\n<\/code><\/pre>\n<p>\u06a9\u062f \u0628\u0627\u0644\u0627 \u0646\u0642\u0634\u0647 \u062d\u0631\u0627\u0631\u062a\u06cc \u0631\u0627 \u062f\u0631 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0641\u0639\u0627\u0644\u06cc\u062a \u0628\u0627\u0644\u0627\u062a\u0631\u06cc \u0631\u0627 \u062f\u0631 &#8221; \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f.python\u062a\u0648\u06cc\u06cc\u062a\u200c\u0647\u0627\u06cc\u06cc \u062f\u0631 \u0627\u06cc\u0627\u0644\u0627\u062a \u0645\u062a\u062d\u062f\u0647\u060c \u0628\u0631\u06cc\u062a\u0627\u0646\u06cc\u0627\u060c \u0646\u06cc\u062c\u0631\u06cc\u0647 \u0648 \u0647\u0646\u062f. \u06cc\u06a9\u06cc \u0627\u0632 \u0646\u06a9\u0627\u062a \u0645\u0646\u0641\u06cc \u0631\u0648\u06cc\u06a9\u0631\u062f \u062a\u0648\u0635\u06cc\u0641\u200c\u0634\u062f\u0647 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0645\u0627 \u0647\u06cc\u0686 \u06af\u0648\u0646\u0647 \u067e\u0627\u06a9\u200c\u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u0646\u062f\u0627\u062f\u06cc\u0645\u061b \u0645\u0634\u062e\u0635 \u0634\u062f \u062a\u0648\u06cc\u06cc\u062a\u200c\u0647\u0627\u06cc \u0632\u06cc\u0627\u062f\u06cc \u0627\u0632 \u06cc\u06a9 \u0645\u06a9\u0627\u0646 \u06cc\u0627 \u0686\u0646\u062f\u06cc\u0646 \u0645\u06a9\u0627\u0646 \u06a9\u0647 \u06cc\u06a9 \u062a\u0648\u06cc\u06cc\u062a \u0631\u0627 \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f\u060c \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f. \u0627\u0644\u0628\u062a\u0647 \u0627\u06cc\u0646 \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627 \u0628\u0627\u06cc\u062f \u062f\u0648\u0631 \u0631\u06cc\u062e\u062a\u0647 \u0634\u0648\u0646\u062f \u062a\u0627 \u062a\u0635\u0648\u06cc\u0631 \u0648\u0627\u0642\u0639\u06cc\u200c\u062a\u0631\u06cc \u0627\u0632 \u062a\u0648\u0632\u06cc\u0639 \u062c\u063a\u0631\u0627\u0641\u06cc\u0627\u06cc\u06cc \u0627\u0646\u0633\u0627\u0646\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u062a\u0648\u06cc\u06cc\u062a \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u0628\u0647 \u062f\u0633\u062a \u0622\u06cc\u062f.python&#8221;. \u062f\u0648\u0645\u06cc\u0646 \u067e\u06cc\u0634\u0631\u0641\u062a \u0628\u0647 \u0633\u0627\u062f\u06af\u06cc \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u062f\u0648\u0631\u0647 \u0647\u0627\u06cc \u0637\u0648\u0644\u0627\u0646\u06cc \u062a\u0631 \u0648 \u0628\u062f\u0648\u0646 \u0648\u0642\u0641\u0647 \u0627\u0633\u062a.<\/p>\n<p><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/accessing-twitter-api-with-python-1.png\" alt=\"\u0646\u0642\u0634\u0647 \u062d\u0631\u0627\u0631\u062a\u06cc \u062a\u0648\u06cc\u06cc\u062a\" title=\"\"><\/p>\n<h2 id=\"resources\"><span class=\"ez-toc-section\" id=\"%d9%85%d9%86%d8%a7%d8%a8%d8%b9\"><\/span>\u0645\u0646\u0627\u0628\u0639<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0622\u06cc\u0627 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u062f\u0631 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 API \u062a\u0648\u06cc\u06cc\u062a\u0631 \u0628\u06cc\u0634\u062a\u0631 \u0628\u062f\u0627\u0646\u06cc\u062f\u061f  \u0633\u0639\u06cc \u06a9\u0646\u06cc\u062f \u062f\u0648\u0631\u0647 \u0627\u06cc \u0645\u0627\u0646\u0646\u062f \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f <a class=\"udemy-link\" rel=\"nofollow noopener\" target=\"_blank\" href=\"http:\/\/stackabu.se\/byte-size-chunks-twitter-sentiment-analysis-python\">\u062a\u06a9\u0647\u200c\u0647\u0627\u06cc \u0627\u0646\u062f\u0627\u0632\u0647 \u0628\u0627\u06cc\u062a: \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u062a\u0648\u06cc\u06cc\u062a\u0631 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646<\/a> \u0628\u0631\u0627\u06cc \u0628\u0631\u0631\u0633\u06cc \u0639\u0645\u06cc\u0642 \u062a\u0631 \u062f\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 API \u062a\u0648\u06cc\u06cc\u062a\u0631 \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc \u0639\u0644\u0645 \u062f\u0627\u062f\u0647 \u0628\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646.<\/p>\n<h2 id=\"conclusions\"><span class=\"ez-toc-section\" id=\"%d9%86%d8%aa%db%8c%d8%ac%d9%87_%da%af%db%8c%d8%b1%db%8c\"><\/span>\u0646\u062a\u06cc\u062c\u0647 \u06af\u06cc\u0631\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u067e\u0633\u062a \u0648\u0628\u0644\u0627\u06af \u0645\u0627 \u0628\u062e\u0634 \u0628\u0633\u06cc\u0627\u0631 \u06a9\u0645\u06cc \u0627\u0632 API \u062a\u0648\u06cc\u06cc\u062a\u0631 \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u06a9\u0631\u062f\u06cc\u0645.  \u0628\u0647 \u0637\u0648\u0631 \u06a9\u0644\u06cc\u060c \u062a\u0648\u06cc\u06cc\u062a\u0631 \u0627\u0628\u0632\u0627\u0631 \u0628\u0633\u06cc\u0627\u0631 \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u06cc \u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0627\u0641\u06a9\u0627\u0631 \u0639\u0645\u0648\u0645\u06cc\u060c \u0627\u0646\u062c\u0627\u0645 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0628\u0627\u0632\u0627\u0631 \u0627\u0633\u062a\u060c \u0648 \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 API \u0647\u0627\u06cc \u0622\u0646 \u06cc\u06a9 \u0631\u0627\u0647 \u0639\u0627\u0644\u06cc \u0628\u0631\u0627\u06cc \u06a9\u0633\u0628 \u0648 \u06a9\u0627\u0631\u0647\u0627 \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0628\u0631\u0627\u06cc \u062a\u0631\u0633\u06cc\u0645 \u0628\u06cc\u0646\u0634 \u0647\u0627\u06cc \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 \u062d\u0648\u0632\u0647 \u06a9\u0627\u0631\u06cc \u062e\u0648\u062f \u0647\u0633\u062a\u0646\u062f.  \u0646\u0647 \u062a\u0646\u0647\u0627 \u06a9\u0633\u0628 \u0648 \u06a9\u0627\u0631\u0647\u0627\u060c \u0628\u0644\u06a9\u0647 \u0627\u0641\u0631\u0627\u062f \u0646\u06cc\u0632 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0627\u0632 API \u0647\u0627 \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646 \u0647\u0627\u06cc \u062e\u0644\u0627\u0642\u0627\u0646\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u0646\u062f.<\/p>\n<p>\u0645\u0627 \u0647\u0645\u0686\u0646\u06cc\u0646 \u062a\u0639\u062f\u0627\u062f\u06cc \u0627\u0632 \u0645\u062d\u0628\u0648\u0628\u200c\u062a\u0631\u06cc\u0646 wrapper\u200c\u0647\u0627\u06cc Python \u0631\u0627 \u0641\u0647\u0631\u0633\u062a \u06a9\u0631\u062f\u06cc\u0645\u060c \u0627\u0645\u0627 \u0645\u0647\u0645 \u0627\u0633\u062a \u06a9\u0647 \u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u0645 \u06a9\u0647 wrapper\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u0645\u06a9\u0627\u0646\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u06cc \u0627\u0632 API\u0647\u0627\u06cc \u062a\u0648\u06cc\u06cc\u062a\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.  \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0628\u0627\u06cc\u062f \u0628\u0633\u062a\u0647 \u0628\u0646\u062f\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0627 \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0647\u062f\u0641 \u0622\u0646 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f.  \u062f\u0648 \u0645\u062b\u0627\u0644\u06cc \u06a9\u0647 \u0645\u0627 \u0628\u0627 Search \u0648 Streaming API \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u06cc\u0645\u060c \u0628\u0647 \u0627\u062e\u062a\u0635\u0627\u0631 \u0634\u0631\u062d \u062f\u0627\u062f\u0647 \u0634\u062f process \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u062a\u0648\u06cc\u06cc\u062a \u0647\u0627\u060c \u0648 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0628\u06cc\u0646\u0634 \u0647\u0627\u06cc \u0627\u062d\u062a\u0645\u0627\u0644\u06cc \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u0646\u062f.  \u0628\u0627 \u062e\u06cc\u0627\u0644 \u0631\u0627\u062d\u062a \u062e\u0648\u062f\u062a\u0627\u0646 \u0622\u0646\u0647\u0627\u06cc\u06cc \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f!<\/p>\n<h2 id=\"references\"><span class=\"ez-toc-section\" id=\"%d9%85%d9%86%d8%a7%d8%a8%d8%b9-2\"><\/span>\u0645\u0646\u0627\u0628\u0639<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<\/div>\n<p><script async src=\"\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"><\/script><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 1403-01-28 13:16:03<br \/>\n<\/p>\n\n\n<div class=\"kk-star-ratings kksr-auto kksr-align-center kksr-valign-bottom\"\n    data-payload='{&quot;align&quot;:&quot;center&quot;,&quot;id&quot;:&quot;16630&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;\u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 API \u062a\u0648\u06cc\u06cc\u062a\u0631 \u0628\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646&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        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<\/span> <span class=\"rt-time\"> 9<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span>\u0645\u0639\u0631\u0641\u06cc \u06cc\u06a9\u06cc \u0627\u0632 \u0686\u06cc\u0632\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0632 \u0622\u0646 \u0644\u0630\u062a \u0645\u06cc \u0628\u0631\u0646\u062f\u060c \u0645\u0637\u0645\u0626\u0646\u0627\u064b \u062a\u0639\u062f\u0627\u062f \u0632\u06cc\u0627\u062f\u06cc \u0627\u0632 \u0645\u0646\u0627\u0628\u0639 \u062a\u0648\u0633\u0639\u0647 \u06cc\u0627\u0641\u062a\u0647 \u062a\u0648\u0633\u0637 \u062c\u0627\u0645\u0639\u0647 \u0628\u0632\u0631\u06af \u0622\u0646 \u0627\u0633\u062a. \u0631\u0627\u0628\u0637 \u0647\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc 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[&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1743,620,1686],"tags":[],"class_list":["post-16630","post","type-post","status-publish","format-standard","hentry","category-python","category-programming","category-ai"],"acf":[],"_links":{"self":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/16630","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=16630"}],"version-history":[{"count":0,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/16630\/revisions"}],"wp:attachment":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media?parent=16630"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/categories?post=16630"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/tags?post=16630"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}