{"id":16657,"date":"2024-01-29T03:52:36","date_gmt":"2024-01-29T00:22:36","guid":{"rendered":"https:\/\/rasanegar.com\/blog\/%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d9%85%d8%a7%d8%b4%db%8c%d9%86%db%8c-%d8%a8%d8%b1%d8%a7%db%8c-%d9%be%db%8c%d8%b4-%d8%a8%db%8c%d9%86-3\/"},"modified":"2024-01-29T03:52:36","modified_gmt":"2024-01-29T00:22:36","slug":"%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d9%85%d8%a7%d8%b4%db%8c%d9%86%db%8c-%d8%a8%d8%b1%d8%a7%db%8c-%d9%be%db%8c%d8%b4-%d8%a8%db%8c%d9%86-3","status":"publish","type":"post","link":"https:\/\/rasanegaar.com\/blog\/%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d9%85%d8%a7%d8%b4%db%8c%d9%86%db%8c-%d8%a8%d8%b1%d8%a7%db%8c-%d9%be%db%8c%d8%b4-%d8%a8%db%8c%d9%86-3\/","title":{"rendered":"\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 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href=\"https:\/\/rasanegaar.com\/blog\/%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d9%85%d8%a7%d8%b4%db%8c%d9%86%db%8c-%d8%a8%d8%b1%d8%a7%db%8c-%d9%be%db%8c%d8%b4-%d8%a8%db%8c%d9%86-3\/#%d9%82%d8%b3%d9%85%d8%aa_1_%d8%ac%d9%85%d8%b9_%d8%a2%d9%88%d8%b1%db%8c_%d8%af%d8%a7%d8%af%d9%87_%d9%87%d8%a7_%d8%a7%d8%b2_%d8%a2%d8%a8_%d9%88_%d9%87%d9%88%d8%a7%db%8c_%d8%b2%db%8c%d8%b1%d8%b2%d9%85%db%8c%d9%86%db%8c\" >\u0642\u0633\u0645\u062a 1: \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0632 \u0622\u0628 \u0648 \u0647\u0648\u0627\u06cc \u0632\u06cc\u0631\u0632\u0645\u06cc\u0646\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%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d9%85%d8%a7%d8%b4%db%8c%d9%86%db%8c-%d8%a8%d8%b1%d8%a7%db%8c-%d9%be%db%8c%d8%b4-%d8%a8%db%8c%d9%86-3\/#%d8%a2%d8%b4%d9%86%d8%a7%db%8c%db%8c_%d8%a8%d8%a7_%d8%a2%d8%a8_%d9%88_%d9%87%d9%88%d8%a7%db%8c_%d8%b2%db%8c%d8%b1%d8%b2%d9%85%db%8c%d9%86%db%8c\" >\u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0622\u0628 \u0648 \u0647\u0648\u0627\u06cc \u0632\u06cc\u0631\u0632\u0645\u06cc\u0646\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d9%85%d8%a7%d8%b4%db%8c%d9%86%db%8c-%d8%a8%d8%b1%d8%a7%db%8c-%d9%be%db%8c%d8%b4-%d8%a8%db%8c%d9%86-3\/#%d8%af%d8%b1%d8%ae%d9%88%d8%a7%d8%b3%d8%aa_%d8%a8%d9%87_api\" >\u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0628\u0647 API<\/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%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d9%85%d8%a7%d8%b4%db%8c%d9%86%db%8c-%d8%a8%d8%b1%d8%a7%db%8c-%d9%be%db%8c%d8%b4-%d8%a8%db%8c%d9%86-3\/#%d8%a7%d9%88%d9%84%db%8c%d9%86_%d8%af%d8%b3%d8%aa%d9%87_%d8%a7%d8%b2_%d8%af%d8%b1%d8%ae%d9%88%d8%a7%d8%b3%d8%aa_%d9%87%d8%a7\" >\u0627\u0648\u0644\u06cc\u0646 \u062f\u0633\u062a\u0647 \u0627\u0632 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0647\u0627<\/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%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d9%85%d8%a7%d8%b4%db%8c%d9%86%db%8c-%d8%a8%d8%b1%d8%a7%db%8c-%d9%be%db%8c%d8%b4-%d8%a8%db%8c%d9%86-3\/#%d8%a7%d8%aa%d9%85%d8%a7%d9%85_%d8%a8%d8%a7%d8%b2%db%8c%d8%a7%d8%a8%db%8c_%d8%af%d8%a7%d8%af%d9%87_%d9%87%d8%a7\" >\u0627\u062a\u0645\u0627\u0645 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d9%85%d8%a7%d8%b4%db%8c%d9%86%db%8c-%d8%a8%d8%b1%d8%a7%db%8c-%d9%be%db%8c%d8%b4-%d8%a8%db%8c%d9%86-3\/#%d8%b1%d8%a7%d9%87_%d8%a7%d9%86%d8%af%d8%a7%d8%b2%db%8c_pandas_dataframe_%d9%85%d8%a7\" >\u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc Pandas DataFrame \u0645\u0627<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d9%85%d8%a7%d8%b4%db%8c%d9%86%db%8c-%d8%a8%d8%b1%d8%a7%db%8c-%d9%be%db%8c%d8%b4-%d8%a8%db%8c%d9%86-3\/#%d8%a7%d8%b3%d8%aa%d8%ae%d8%b1%d8%a7%d8%ac_%d9%88%db%8c%da%98%da%af%db%8c_%d9%87%d8%a7\" >\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d9%85%d8%a7%d8%b4%db%8c%d9%86%db%8c-%d8%a8%d8%b1%d8%a7%db%8c-%d9%be%db%8c%d8%b4-%d8%a8%db%8c%d9%86-3\/#%d9%be%d8%a7%da%a9%d8%b3%d8%a7%d8%b2%db%8c_%d8%af%d8%a7%d8%af%d9%87_%d9%87%d8%a7_%e2%80%93_%d9%85%d9%87%d9%85%d8%aa%d8%b1%db%8c%d9%86_%d8%a8%d8%ae%d8%b4\" >\u067e\u0627\u06a9\u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 &#8211; \u0645\u0647\u0645\u062a\u0631\u06cc\u0646 \u0628\u062e\u0634<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d9%85%d8%a7%d8%b4%db%8c%d9%86%db%8c-%d8%a8%d8%b1%d8%a7%db%8c-%d9%be%db%8c%d8%b4-%d8%a8%db%8c%d9%86-3\/#%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%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d9%85%d8%a7%d8%b4%db%8c%d9%86%db%8c-%d8%a8%d8%b1%d8%a7%db%8c-%d9%be%db%8c%d8%b4-%d8%a8%db%8c%d9%86-3\/#%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\"> 16<\/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=\"part1collectingdatafromweatherunderground\"><span class=\"ez-toc-section\" id=\"%d9%82%d8%b3%d9%85%d8%aa_1_%d8%ac%d9%85%d8%b9_%d8%a2%d9%88%d8%b1%db%8c_%d8%af%d8%a7%d8%af%d9%87_%d9%87%d8%a7_%d8%a7%d8%b2_%d8%a2%d8%a8_%d9%88_%d9%87%d9%88%d8%a7%db%8c_%d8%b2%db%8c%d8%b1%d8%b2%d9%85%db%8c%d9%86%db%8c\"><\/span>\u0642\u0633\u0645\u062a 1: \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0632 \u0622\u0628 \u0648 \u0647\u0648\u0627\u06cc \u0632\u06cc\u0631\u0632\u0645\u06cc\u0646\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u06cc\u0646 \u0627\u0648\u0644\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0627\u0632 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u0686\u0646\u062f \u0642\u0633\u0645\u062a\u06cc \u0627\u0633\u062a \u0631\u0648\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Python \u0648 Machine Learning \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u0645\u062f\u0644 \u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc 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\u0622\u0648\u0631\u06cc \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627 (\u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647)<\/li>\n<li>\u0645\u062f\u0644 \u0647\u0627\u06cc \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u062e\u0637\u06cc (\u0645\u0627\u062f\u0647 2)<\/li>\n<li>\u0645\u062f\u0644 \u0647\u0627\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc (\u0645\u0627\u062f\u0647 3)<\/li>\n<\/ol>\n<p>\u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u0632 \u0633\u0631\u0648\u06cc\u0633 \u0648\u0628 API \u0644\u0627\u06cc\u0647 \u0631\u0627\u06cc\u06af\u0627\u0646 Weather Underground \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u0645\u06cc \u0634\u0648\u062f.  \u0645\u0646 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u200c\u0647\u0627 \u0628\u0631\u0627\u06cc \u062a\u0639\u0627\u0645\u0644 \u0628\u0627 API \u0628\u0631\u0627\u06cc \u062c\u0645\u0639\u200c\u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0622\u0628\u200c\u0648\u0647\u0648\u0627 \u0627\u0632 \u0633\u0627\u0644 2015 \u0628\u0631\u0627\u06cc \u0634\u0647\u0631 \u0644\u06cc\u0646\u06a9\u0644\u0646\u060c \u0646\u0628\u0631\u0627\u0633\u06a9\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u0645 \u06a9\u0631\u062f.  \u067e\u0633 \u0627\u0632 \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc\u060c \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0627\u06cc\u062f \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u0634\u0648\u0646\u062f process \u0648 \u062f\u0631 \u0642\u0627\u0644\u0628\u06cc \u06a9\u0647 \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0645\u0646\u0627\u0633\u0628 \u0627\u0633\u062a \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u0648 \u0633\u067e\u0633 \u067e\u0627\u06a9\u0633\u0627\u0632\u06cc \u0634\u0648\u062f.<\/p>\n<p>\u0645\u0642\u0627\u0644\u0647 \u062f\u0648\u0645 \u062a\u0645\u0631\u06a9\u0632 \u062e\u0648\u0627\u0647\u062f \u06a9\u0631\u062f \u0631\u0648\u06cc \u062a\u062d\u0644\u06cc\u0644 \u0631\u0648\u0646\u062f \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0627 \u0647\u062f\u0641 \u0627\u0646\u062a\u062e\u0627\u0628 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u0627\u0644\u0641 <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/en.wikipedia.org\/wiki\/Linear_regression\">\u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u062e\u0637\u06cc<\/a> \u0645\u062f\u0644 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <a rel=\"nofollow noopener\" target=\"_blank\" href=\"http:\/\/www.statsmodels.org\/stable\/index.html\">\u0645\u062f\u0644 \u0647\u0627\u06cc \u0622\u0645\u0627\u0631\u06cc<\/a> \u0648 <a rel=\"nofollow noopener\" target=\"_blank\" href=\"http:\/\/scikit-learn.org\/\">scikit-\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc<\/a> \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646  \u0645\u0646 \u0627\u0647\u0645\u06cc\u062a \u062f\u0631\u06a9 \u0645\u0641\u0631\u0648\u0636\u0627\u062a \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u0645\u062f\u0644 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u062e\u0637\u06cc \u0631\u0627 \u0645\u0648\u0631\u062f \u0628\u062d\u062b \u0642\u0631\u0627\u0631 \u062e\u0648\u0627\u0647\u0645 \u062f\u0627\u062f \u0648 \u0646\u0634\u0627\u0646 \u062e\u0648\u0627\u0647\u0645 \u062f\u0627\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u06cc\u06a9 \u0645\u062f\u0644 \u0642\u0648\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0631\u062f.  \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0627 \u0628\u062d\u062b \u062f\u0631 \u0645\u0648\u0631\u062f \u0622\u0632\u0645\u0627\u06cc\u0634 \u0648 \u0627\u0639\u062a\u0628\u0627\u0631\u0633\u0646\u062c\u06cc \u0645\u062f\u0644 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u062e\u0637\u06cc \u0628\u0647 \u067e\u0627\u06cc\u0627\u0646 \u062e\u0648\u0627\u0647\u062f \u0631\u0633\u06cc\u062f.<\/p>\n<p>\u0645\u0642\u0627\u0644\u0647 \u0646\u0647\u0627\u06cc\u06cc \u062a\u0645\u0631\u06a9\u0632 \u062e\u0648\u0627\u0647\u062f \u06a9\u0631\u062f \u0631\u0648\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc  \u0645\u0646 \u0645\u0642\u0627\u06cc\u0633\u0647 \u062e\u0648\u0627\u0647\u0645 \u06a9\u0631\u062f process \u0633\u0627\u062e\u062a \u06cc\u06a9 \u0645\u062f\u0644 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc\u060c \u062a\u0641\u0633\u06cc\u0631 \u0646\u062a\u0627\u06cc\u062c \u0648 \u062f\u0642\u062a \u06a9\u0644\u06cc \u0628\u06cc\u0646 \u0645\u062f\u0644 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u062e\u0637\u06cc \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u062f\u0631 \u0645\u0642\u0627\u0644\u0647 \u0642\u0628\u0644\u06cc \u0648 \u0645\u062f\u0644 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc.<\/p>\n<h2 id=\"gettingfamiliarwithweatherunderground\"><span class=\"ez-toc-section\" id=\"%d8%a2%d8%b4%d9%86%d8%a7%db%8c%db%8c_%d8%a8%d8%a7_%d8%a2%d8%a8_%d9%88_%d9%87%d9%88%d8%a7%db%8c_%d8%b2%db%8c%d8%b1%d8%b2%d9%85%db%8c%d9%86%db%8c\"><\/span>\u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0622\u0628 \u0648 \u0647\u0648\u0627\u06cc \u0632\u06cc\u0631\u0632\u0645\u06cc\u0646\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/www.wunderground.com\/\">\u0622\u0628 \u0648 \u0647\u0648\u0627 \u0632\u06cc\u0631\u0632\u0645\u06cc\u0646\u06cc<\/a> \u0634\u0631\u06a9\u062a\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u0648 \u062a\u0648\u0632\u06cc\u0639 \u0645\u06cc \u06a9\u0646\u062f \u0631\u0648\u06cc \u0627\u0646\u062f\u0627\u0632\u0647 \u06af\u06cc\u0631\u06cc \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0622\u0628 \u0648 \u0647\u0648\u0627 \u062f\u0631 \u0633\u0631\u0627\u0633\u0631 \u062c\u0647\u0627\u0646  \u0627\u06cc\u0646 \u0634\u0631\u06a9\u062a \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 API \u0647\u0627 \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0647\u0645 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0647\u0627\u06cc \u062a\u062c\u0627\u0631\u06cc \u0648 \u0647\u0645 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0647\u0627\u06cc \u063a\u06cc\u0631 \u062a\u062c\u0627\u0631\u06cc \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0647\u0633\u062a\u0646\u062f.  \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647\u060c \u0631\u0648\u0634 \u0628\u0631\u062f\u0627\u0634\u062a \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0622\u0628 \u0648 \u0647\u0648\u0627\u06cc \u0631\u0648\u0632\u0627\u0646\u0647 \u0627\u0632 Weather Underground \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0633\u0637\u062d \u0631\u0627\u06cc\u06af\u0627\u0646 \u062e\u062f\u0645\u0627\u062a \u0645\u0648\u062c\u0648\u062f \u0628\u0631\u0627\u06cc \u0627\u0647\u062f\u0627\u0641 \u063a\u06cc\u0631\u062a\u062c\u0627\u0631\u06cc \u0634\u0631\u062d \u062e\u0648\u0627\u0647\u0645 \u062f\u0627\u062f.<\/p>\n<p>\u0627\u06af\u0631 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u0647\u0645\u0631\u0627\u0647 \u0628\u0627 \u0622\u0645\u0648\u0632\u0634 \u062f\u0646\u0628\u0627\u0644 \u06a9\u0646\u06cc\u062f\u060c \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u0628\u0631\u0627\u06cc \u062d\u0633\u0627\u0628 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u0647 \u0631\u0627\u06cc\u06af\u0627\u0646 \u0622\u0646\u0647\u0627 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u062b\u0628\u062a \u0646\u0627\u0645 \u06a9\u0646\u06cc\u062f.  \u0627\u06cc\u0646 \u062d\u0633\u0627\u0628 \u06cc\u06a9 \u06a9\u0644\u06cc\u062f API \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u0648\u0628 \u0633\u0631\u0648\u06cc\u0633 \u0628\u0627 \u0646\u0631\u062e 10 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u062f\u0631 \u062f\u0642\u06cc\u0642\u0647 \u0648 \u062f\u0631 \u0645\u062c\u0645\u0648\u0639 \u062d\u062f\u0627\u06a9\u062b\u0631 500 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u062f\u0631 \u0631\u0648\u0632 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<p>Weather Underground \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 API \u0647\u0627\u06cc \u0633\u0631\u0648\u06cc\u0633 \u0648\u0628 \u0645\u062e\u062a\u0644\u0641 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f\u060c \u0627\u0645\u0627 \u0645\u0648\u0631\u062f\u06cc \u06a9\u0647 \u0645\u0627 \u0628\u0647 \u0622\u0646 \u062a\u0648\u062c\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f API \u062a\u0627\u0631\u06cc\u062e\u0686\u0647 \u0622\u0646\u0647\u0627 \u0627\u0633\u062a.  \u062a\u0627\u0631\u06cc\u062e\u0686\u0647 API \u062e\u0644\u0627\u0635\u0647 \u0627\u06cc \u0627\u0632 \u0627\u0646\u062f\u0627\u0632\u0647 \u06af\u06cc\u0631\u06cc \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0622\u0628 \u0648 \u0647\u0648\u0627 \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u0634\u0647\u0631 \u0648 \u0627\u06cc\u0627\u0644\u062a \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u0631\u0648\u06cc \u06cc\u06a9 \u0631\u0648\u0632 \u062e\u0627\u0635<\/p>\n<p>\u0641\u0631\u0645\u062a \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0645\u0646\u0628\u0639 \u062a\u0627\u0631\u06cc\u062e\u0686\u0647 API \u0628\u0647 \u0634\u0631\u062d \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<pre><code class=\"hljs\">http:\/\/api.wunderground.com\/api\/API_KEY\/history_YYYYMMDD\/q\/STATE\/CITY.json\n<\/code><\/pre>\n<ul>\n<li><code>API_KEY<\/code>: API_KEY \u06a9\u0647 Weather Underground \u0628\u0627 \u062d\u0633\u0627\u0628 \u0634\u0645\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u06a9\u0646\u062f<\/li>\n<li><code>YYYYMMDD<\/code>: \u0631\u0634\u062a\u0647 \u0627\u06cc \u06a9\u0647 \u062a\u0627\u0631\u06cc\u062e \u0647\u062f\u0641 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0634\u0645\u0627 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f<\/li>\n<li><code>STATE<\/code>: \u0645\u062e\u0641\u0641 \u062d\u0627\u0644\u062a \u062f\u0648 \u062d\u0631\u0641\u06cc \u062f\u0631 \u0627\u06cc\u0627\u0644\u0627\u062a \u0645\u062a\u062d\u062f\u0647 \u0627\u0633\u062a<\/li>\n<li><code>CITY<\/code>: \u0646\u0627\u0645 \u0634\u0647\u0631 \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 \u0627\u06cc\u0627\u0644\u062a\u06cc \u06a9\u0647 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u06a9\u0631\u062f\u06cc\u062f<\/li>\n<\/ul>\n<h2 id=\"makingrequeststotheapi\"><span class=\"ez-toc-section\" id=\"%d8%af%d8%b1%d8%ae%d9%88%d8%a7%d8%b3%d8%aa_%d8%a8%d9%87_api\"><\/span>\u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0628\u0647 API<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0631\u0627\u06cc \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0628\u0647 Weather Underground history API \u0648 process \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0631\u06af\u0634\u062a\u06cc \u0627\u0632 \u0686\u0646\u062f \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0631\u062e\u06cc \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u0645\u062d\u0628\u0648\u0628 \u0634\u062e\u0635 \u062b\u0627\u0644\u062b \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u0645 \u06a9\u0631\u062f.  \u062f\u0631 \u0632\u06cc\u0631 \u062c\u062f\u0648\u0644\u06cc \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u0645 \u06a9\u0631\u062f \u0648 \u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u0622\u0646\u0647\u0627 \u0622\u0645\u062f\u0647 \u0627\u0633\u062a.  \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u0648\u0631\u0627\u0644\u0639\u0645\u0644\u200c\u0647\u0627\u06cc \u0646\u0635\u0628\u060c \u0644\u0637\u0641\u0627\u064b \u0628\u0647 \u0627\u0633\u0646\u0627\u062f \u0630\u06a9\u0631 \u0634\u062f\u0647 \u0645\u0631\u0627\u062c\u0639\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<table class=\"table table-striped\">\n<thead>\n<tr>\n<th>\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647<\/th>\n<th>\u0634\u0631\u062d \u0627\u0633\u062a\u0641\u0627\u062f\u0647<\/th>\n<th>Source<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/docs.python.org\/3\/library\/datetime.html\">\u0632\u0645\u0627\u0646 \u0642\u0631\u0627\u0631<\/a><\/td>\n<td>\u0628\u0631\u0627\u06cc \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0647\u0627\u06cc \u0645\u0627 \u062f\u0631 \u0631\u0648\u0632 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f<\/td>\n<td>\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f<\/td>\n<\/tr>\n<tr>\n<td><a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/docs.python.org\/3\/library\/time.html\">\u0632\u0645\u0627\u0646<\/a><\/td>\n<td>\u0628\u0631\u0627\u06cc \u0628\u0647 \u062a\u0623\u062e\u06cc\u0631 \u0627\u0646\u062f\u0627\u062e\u062a\u0646 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0647\u0627\u06cc \u0627\u0642\u0627\u0645\u062a \u0632\u06cc\u0631 10 \u062f\u0631 \u062f\u0642\u06cc\u0642\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f<\/td>\n<td>\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f<\/td>\n<\/tr>\n<tr>\n<td><a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/docs.python.org\/3\/library\/collections.html#collections.namedtuple\">\u0645\u062c\u0645\u0648\u0639\u0647 \u0647\u0627<\/a><\/td>\n<td>\u0627\u0632 namedtuples \u0628\u0631\u0627\u06cc \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u0633\u0627\u062e\u062a\u0627\u0631 \u06cc\u0627\u0641\u062a\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f<\/td>\n<td>\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f<\/td>\n<\/tr>\n<tr>\n<td><a rel=\"nofollow noopener\" target=\"_blank\" href=\"http:\/\/pandas.pydata.org\/\">\u067e\u0627\u0646\u062f\u0627\u0647\u0627<\/a><\/td>\n<td>\u0639\u0627\u062f\u062a \u062f\u0627\u0634\u062a\u0646 process\u060c \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0633\u0627\u0632\u0645\u0627\u0646\u062f\u0647\u06cc \u0648 \u062a\u0645\u06cc\u0632 \u06a9\u0646\u06cc\u062f<\/td>\n<td>\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0634\u062e\u0635 \u062b\u0627\u0644\u062b<\/td>\n<\/tr>\n<tr>\n<td><a rel=\"nofollow noopener\" target=\"_blank\" href=\"http:\/\/docs.python-requests.org\/en\/master\/\">\u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0647\u0627<\/a><\/td>\n<td>\u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0647\u0627\u06cc \u0634\u0628\u06a9\u0647 \u0627\u06cc \u0628\u0647 API \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f<\/td>\n<td>\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0634\u062e\u0635 \u062b\u0627\u0644\u062b<\/td>\n<\/tr>\n<tr>\n<td><a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/matplotlib.org\/\">matplotlib<\/a><\/td>\n<td>\u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f<\/td>\n<td>\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0634\u062e\u0635 \u062b\u0627\u0644\u062b<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f \u0628\u0627 \u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0646 \u0627\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627 \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> datetime <span class=\"hljs-keyword\">import<\/span> datetime, timedelta\n<span class=\"hljs-keyword\">import<\/span> time\n<span class=\"hljs-keyword\">from<\/span> collections <span class=\"hljs-keyword\">import<\/span> namedtuple\n<span class=\"hljs-keyword\">import<\/span> pandas <span class=\"hljs-keyword\">as<\/span> pd\n<span class=\"hljs-keyword\">import<\/span> requests\n<span class=\"hljs-keyword\">import<\/span> matplotlib.pyplot <span class=\"hljs-keyword\">as<\/span> plt\n<\/code><\/pre>\n<p>\u062d\u0627\u0644\u0627 \u0645\u0646 \u0686\u0646\u062f \u062b\u0627\u0628\u062a \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc \u06a9\u0646\u0645 \u06a9\u0647 \u0645\u0646 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f <code>API_KEY<\/code> \u0648 <code>BASE_URL<\/code> \u0627\u0632 \u0646\u0642\u0637\u0647 \u067e\u0627\u06cc\u0627\u0646\u06cc API \u06a9\u0647 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u062e\u0648\u0627\u0647\u0645 \u06a9\u0631\u062f.  \u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 \u0628\u0627\u06cc\u062f \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u062d\u0633\u0627\u0628 \u06a9\u0627\u0631\u0628\u0631\u06cc \u0628\u0627 Weather Underground \u062b\u0628\u062a \u0646\u0627\u0645 \u06a9\u0646\u06cc\u062f \u0648 \u062d\u0633\u0627\u0628 \u062e\u0648\u062f \u0631\u0627 \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0646\u06cc\u062f <code>API_KEY<\/code>.  \u062a\u0627 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0645\u0646\u062a\u0634\u0631 \u0634\u0648\u062f\u060c \u0627\u06cc\u0646 \u06cc\u06a9\u06cc \u0631\u0627 \u063a\u06cc\u0631\u0641\u0639\u0627\u0644 \u062e\u0648\u0627\u0647\u0645 \u06a9\u0631\u062f.<\/p>\n<p><code>BASE_URL<\/code>  \u06cc\u06a9 \u0631\u0634\u062a\u0647 \u0628\u0627 \u062f\u0648 \u0646\u06af\u0647\u062f\u0627\u0631\u0646\u062f\u0647 \u0645\u06a9\u0627\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0627 \u0628\u0631\u0627\u06a9\u062a \u0647\u0627\u06cc \u0645\u062c\u0639\u062f \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.  \u0627\u0648\u0644\u06cc\u0646 <code>{}<\/code> \u062a\u0648\u0633\u0637 \u067e\u0631 \u062e\u0648\u0627\u0647\u062f \u0634\u062f <code>API_KEY<\/code> \u0648 \u062f\u0648\u0645\u06cc <code>{}<\/code> \u0628\u0627 \u06cc\u06a9 \u062a\u0627\u0631\u06cc\u062e \u0642\u0627\u0644\u0628 \u0628\u0646\u062f\u06cc \u0631\u0634\u062a\u0647 \u0627\u06cc \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u0645\u06cc \u0634\u0648\u062f.  \u0647\u0631 \u062f\u0648 \u0645\u0642\u062f\u0627\u0631 \u062f\u0631 \u062f\u0631\u0648\u0646 \u06cc\u0627\u0628\u06cc \u0645\u06cc \u0634\u0648\u0646\u062f <code>BASE_URL<\/code> \u0631\u0634\u062a\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/docs.python.org\/2\/library\/stdtypes.html#str.format\">str.format (&#8230;)<\/a> \u062a\u0627\u0628\u0639.<\/p>\n<pre><code class=\"hljs\">API_KEY = <span class=\"hljs-string\">'7052ad35e3c73564'<\/span>\nBASE_URL = <span class=\"hljs-string\">\"http:\/\/api.wunderground.com\/api\/{}\/history_{}\/q\/NE\/Lincoln.json\"<\/span>\n<\/code><\/pre>\n<p>\u0633\u067e\u0633 \u062a\u0627\u0631\u06cc\u062e \u0647\u062f\u0641 \u0631\u0627 \u0628\u0647 \u0627\u0648\u0644\u06cc\u0646 \u0631\u0648\u0632 \u0633\u0627\u0644 \u062f\u0631 \u0633\u0627\u0644 2015 \u0645\u0642\u062f\u0627\u0631\u062f\u0647\u06cc \u0645\u06cc \u06a9\u0646\u0645. \u0633\u067e\u0633 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc\u06cc \u0631\u0627 \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u0645 \u0627\u0632 \u067e\u0627\u0633\u062e \u0647\u0627\u06cc \u0628\u0631\u06af\u0631\u062f\u0627\u0646\u062f\u0647 \u0634\u062f\u0647 \u0627\u0632 API \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u06a9\u0646\u0645\u060c \u0645\u0634\u062e\u0635 \u0645\u06cc \u06a9\u0646\u0645.  \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 \u0628\u0647 \u0633\u0627\u062f\u06af\u06cc \u06a9\u0644\u06cc\u062f\u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0647\u0633\u062a\u0646\u062f <code>history -&gt; dailysummary<\/code> \u0628\u062e\u0634\u06cc \u0627\u0632 \u067e\u0627\u0633\u062e JSON  \u0627\u0632 \u0627\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 \u0628\u0631\u0627\u06cc \u062a\u0639\u0631\u06cc\u0641 a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f <code>namedtuple<\/code> \u062a\u0645\u0627\u0633 \u06af\u0631\u0641\u062a <code>DailySummary<\/code> \u06a9\u0647 \u0645\u0646 \u0627\u0632 \u0622\u0646 \u0628\u0631\u0627\u06cc \u0633\u0627\u0632\u0645\u0627\u0646\u062f\u0647\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0641\u0631\u062f\u06cc \u062f\u0631 \u0644\u06cc\u0633\u062a\u06cc \u0627\u0632 \u062a\u0627\u067e\u0644 \u0647\u0627\u06cc DailySummary \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u0645 \u06a9\u0631\u062f.<\/p>\n<pre><code class=\"hljs\">target_date = datetime(<span class=\"hljs-number\">2016<\/span>, <span class=\"hljs-number\">5<\/span>, <span class=\"hljs-number\">16<\/span>)\nfeatures = (<span class=\"hljs-string\">\"date\"<\/span>, <span class=\"hljs-string\">\"meantempm\"<\/span>, <span class=\"hljs-string\">\"meandewptm\"<\/span>, <span class=\"hljs-string\">\"meanpressurem\"<\/span>, <span class=\"hljs-string\">\"maxhumidity\"<\/span>, <span class=\"hljs-string\">\"minhumidity\"<\/span>, <span class=\"hljs-string\">\"maxtempm\"<\/span>,\n            <span class=\"hljs-string\">\"mintempm\"<\/span>, <span class=\"hljs-string\">\"maxdewptm\"<\/span>, <span class=\"hljs-string\">\"mindewptm\"<\/span>, <span class=\"hljs-string\">\"maxpressurem\"<\/span>, <span class=\"hljs-string\">\"minpressurem\"<\/span>, <span class=\"hljs-string\">\"precipm\"<\/span>)\nDailySummary = namedtuple(<span class=\"hljs-string\">\"DailySummary\"<\/span>, features)\n<\/code><\/pre>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0628\u062e\u0634\u060c \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0631\u0627 \u0628\u0647 API \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc\u200c\u062f\u0647\u0645 \u0648 \u067e\u0627\u0633\u062e\u200c\u0647\u0627\u06cc \u0645\u0648\u0641\u0642 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0627\u0628\u0639 \u062a\u0639\u0631\u06cc\u0641 \u0634\u062f\u0647 \u062f\u0631 \u0632\u06cc\u0631 \u062c\u0645\u0639\u200c\u0622\u0648\u0631\u06cc \u0645\u06cc\u200c\u06a9\u0646\u0645.  \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0631\u0627 \u0645\u06cc \u06af\u06cc\u0631\u062f <code>url<\/code>\u060c <code>api_key<\/code>\u060c <code>target_date<\/code> \u0648 <code>days<\/code>.<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">extract_weather_data<\/span>(<span class=\"hljs-params\">url, api_key, target_date, days<\/span>):<\/span>\n    records = ()\n    <span class=\"hljs-keyword\">for<\/span> _ <span class=\"hljs-keyword\">in<\/span> <span class=\"hljs-built_in\">range<\/span>(days):\n        request = BASE_URL.<span class=\"hljs-built_in\">format<\/span>(API_KEY, target_date.strftime(<span class=\"hljs-string\">'%Y%m%d'<\/span>))\n        response = requests.get(request)\n        <span class=\"hljs-keyword\">if<\/span> response.status_code == <span class=\"hljs-number\">200<\/span>:\n            data = response.json()(<span class=\"hljs-string\">'history'<\/span>)(<span class=\"hljs-string\">'dailysummary'<\/span>)(<span class=\"hljs-number\">0<\/span>)\n            records.append(DailySummary(\n                date=target_date,\n                meantempm=data(<span class=\"hljs-string\">'meantempm'<\/span>),\n                meandewptm=data(<span class=\"hljs-string\">'meandewptm'<\/span>),\n                meanpressurem=data(<span class=\"hljs-string\">'meanpressurem'<\/span>),\n                maxhumidity=data(<span class=\"hljs-string\">'maxhumidity'<\/span>),\n                minhumidity=data(<span class=\"hljs-string\">'minhumidity'<\/span>),\n                maxtempm=data(<span class=\"hljs-string\">'maxtempm'<\/span>),\n                mintempm=data(<span class=\"hljs-string\">'mintempm'<\/span>),\n                maxdewptm=data(<span class=\"hljs-string\">'maxdewptm'<\/span>),\n                mindewptm=data(<span class=\"hljs-string\">'mindewptm'<\/span>),\n                maxpressurem=data(<span class=\"hljs-string\">'maxpressurem'<\/span>),\n                minpressurem=data(<span class=\"hljs-string\">'minpressurem'<\/span>),\n                precipm=data(<span class=\"hljs-string\">'precipm'<\/span>)))\n        time.sleep(<span class=\"hljs-number\">6<\/span>)\n        target_date += timedelta(days=<span class=\"hljs-number\">1<\/span>)\n    <span class=\"hljs-keyword\">return<\/span> records\n<\/code><\/pre>\n<p>\u0645\u0646 \u0628\u0627 \u062a\u0639\u0631\u06cc\u0641 \u0644\u06cc\u0633\u062a\u06cc \u0628\u0647 \u0646\u0627\u0645 \u0631\u06a9\u0648\u0631\u062f\u0647\u0627 \u0634\u0631\u0648\u0639 \u0645\u06cc \u06a9\u0646\u0645 \u06a9\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0634\u062f\u0647 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0646\u06af\u0647 \u0645\u06cc \u062f\u0627\u0631\u062f <code>DailySummary<\/code> <code>namedtuple<\/code>\u0633  \u062d\u0644\u0642\u0647 for \u0637\u0648\u0631\u06cc \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u0628\u0631\u0627\u06cc \u062a\u0639\u062f\u0627\u062f \u0631\u0648\u0632\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0628\u0647 \u062a\u0627\u0628\u0639 \u0645\u0646\u062a\u0642\u0644 \u0645\u06cc \u0634\u0648\u062f \u0631\u0648\u06cc \u062d\u0644\u0642\u0647 \u062a\u06a9\u0631\u0627\u0631 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p>\u0633\u067e\u0633 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0641\u0631\u0645\u062a \u0645\u06cc \u0634\u0648\u062f <code>str.format()<\/code> \u062a\u0627\u0628\u0639 \u062f\u0631\u0648\u0646 \u06cc\u0627\u0628\u06cc <code>API_KEY<\/code> \u0648 \u0631\u0634\u062a\u0647 \u0641\u0631\u0645\u062a \u0634\u062f\u0647 \u0627\u0633\u062a <code>target_date<\/code> \u0647\u062f\u0641 &#8211; \u0634\u06cc.  \u067e\u0633 \u0627\u0632 \u0642\u0627\u0644\u0628 \u0628\u0646\u062f\u06cc\u060c \u0645\u062a\u063a\u06cc\u0631 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0628\u0647 \u0622\u0646 \u0627\u0631\u0633\u0627\u0644 \u0645\u06cc \u0634\u0648\u062f <code>get()<\/code> \u0631\u0648\u0634 \u0627\u0632 <code>requests<\/code> \u0634\u06cc \u0648 \u067e\u0627\u0633\u062e \u0628\u0647 \u0645\u062a\u063a\u06cc\u0631\u06cc \u0628\u0647 \u0646\u0627\u0645 \u062a\u062e\u0635\u06cc\u0635 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f <code>response<\/code>.<\/p>\n<p>\u0628\u0627 \u0628\u0627\u0632\u06af\u0634\u062a \u067e\u0627\u0633\u062e\u060c \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u0645 \u0628\u0627 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0627\u06cc\u0646\u06a9\u0647 \u06a9\u062f \u0648\u0636\u0639\u06cc\u062a HTTP \u0628\u0631\u0627\u0628\u0631 \u0628\u0627 200 \u0627\u0633\u062a\u060c \u0645\u0637\u0645\u0626\u0646 \u0634\u0648\u0645 \u06a9\u0647 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0645\u0648\u0641\u0642\u06cc\u062a\u200c\u0622\u0645\u06cc\u0632 \u0628\u0648\u062f\u0647 \u0627\u0633\u062a. \u0627\u06af\u0631 \u0645\u0648\u0641\u0642\u06cc\u062a \u0622\u0645\u06cc\u0632 \u0628\u0648\u062f\u060c \u0628\u062f\u0646\u0647 \u067e\u0627\u0633\u062e \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 JSON \u0628\u0647 JSON \u062a\u062c\u0632\u06cc\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0645. <code>json()<\/code> \u0645\u062a\u062f \u0634\u06cc \u067e\u0627\u0633\u062e \u0628\u0631\u06af\u0634\u062a\u06cc  \u0632\u0646\u062c\u06cc\u0631 \u0634\u062f\u0647 \u0628\u0647 \u0647\u0645\u0627\u0646 <code>json()<\/code> \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u0645\u062a\u062f\u060c \u0641\u0647\u0631\u0633\u062a\u200c\u0647\u0627\u06cc \u062a\u0627\u0631\u06cc\u062e\u0686\u0647 \u0648 \u0633\u0627\u062e\u062a\u0627\u0631\u0647\u0627\u06cc \u062e\u0644\u0627\u0635\u0647 \u0631\u0648\u0632\u0627\u0646\u0647 \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u06cc\u200c\u06a9\u0646\u0645\u060c \u0633\u067e\u0633 \u0627\u0648\u0644\u06cc\u0646 \u0645\u0648\u0631\u062f \u0631\u0627 \u062f\u0631 \u0622\u0646 \u0645\u06cc\u200c\u06af\u06cc\u0631\u0645 <code>dailysummary<\/code> \u0644\u06cc\u0633\u062a \u06a9\u0646\u06cc\u062f \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0645\u062a\u063a\u06cc\u0631\u06cc \u0628\u0627 \u0646\u0627\u0645 \u0627\u062e\u062a\u0635\u0627\u0635 \u062f\u0647\u06cc\u062f <code>data<\/code>.<\/p>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u06a9\u0647 \u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062f\u0647\u200c\u0627\u06cc \u0634\u0628\u06cc\u0647 dict \u0631\u0627 \u062f\u0627\u0631\u0645 \u06a9\u0647 \u0628\u0647 \u0622\u0646 \u0627\u0631\u062c\u0627\u0639 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a <code>data<\/code> \u0645\u062a\u063a\u06cc\u0631 \u0645\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u0645 \u0641\u06cc\u0644\u062f\u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u0638\u0631 \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u0645 \u0648 \u0646\u0645\u0648\u0646\u0647 \u062c\u062f\u06cc\u062f\u06cc \u0627\u0632 \u0622\u0646 \u0631\u0627 \u0646\u0645\u0648\u0646\u0647 \u0633\u0627\u0632\u06cc \u06a9\u0646\u0645 <code>DailySummary<\/code> <code>namedtuple<\/code>  \u06a9\u0647 \u0628\u0647 \u0636\u0645\u06cc\u0645\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a <code>records<\/code> \u0641\u0647\u0631\u0633\u062a<\/p>\n<p>\u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c \u0647\u0631 \u062a\u06a9\u0631\u0627\u0631 \u0627\u0632 \u062d\u0644\u0642\u0647 \u0628\u0627 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u0628\u0647 \u067e\u0627\u06cc\u0627\u0646 \u0645\u06cc \u0631\u0633\u062f <code>sleep<\/code> \u0631\u0648\u0634 \u0645\u0627\u0698\u0648\u0644 \u0632\u0645\u0627\u0646 \u0628\u0631\u0627\u06cc \u062a\u0648\u0642\u0641 \u0627\u062c\u0631\u0627\u06cc \u062d\u0644\u0642\u0647 \u0628\u0647 \u0645\u062f\u062a \u0634\u0634 \u062b\u0627\u0646\u06cc\u0647\u060c \u062a\u0636\u0645\u06cc\u0646 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0628\u06cc\u0634 \u0627\u0632 10 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u062f\u0631 \u062f\u0642\u06cc\u0642\u0647 \u0627\u0646\u062c\u0627\u0645 \u0646\u0645\u06cc \u0634\u0648\u062f \u0648 \u0645\u0627 \u0631\u0627 \u062f\u0631 \u0645\u062d\u062f\u0648\u062f\u0647 Weather Underground \u0646\u06af\u0647 \u0645\u06cc \u062f\u0627\u0631\u062f.<\/p>\n<p>\u0633\u067e\u0633 <code>target_date<\/code> \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 1 \u0631\u0648\u0632 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc \u06cc\u0627\u0628\u062f <code>timedelta<\/code> \u0645\u0648\u0636\u0648\u0639 \u0627\u0632 <code>datetime<\/code> \u0645\u0627\u0698\u0648\u0644\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u062a\u06a9\u0631\u0627\u0631 \u0628\u0639\u062f\u06cc \u062d\u0644\u0642\u0647\u060c \u062e\u0644\u0627\u0635\u0647 \u0631\u0648\u0632\u0627\u0646\u0647 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0631\u0648\u0632 \u0628\u0639\u062f \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<h2 id=\"thefirstbatchofrequests\"><span class=\"ez-toc-section\" id=\"%d8%a7%d9%88%d9%84%db%8c%d9%86_%d8%af%d8%b3%d8%aa%d9%87_%d8%a7%d8%b2_%d8%af%d8%b1%d8%ae%d9%88%d8%a7%d8%b3%d8%aa_%d9%87%d8%a7\"><\/span>\u0627\u0648\u0644\u06cc\u0646 \u062f\u0633\u062a\u0647 \u0627\u0632 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0647\u0627<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u062f\u0648\u0646 \u062a\u0623\u062e\u06cc\u0631 \u0628\u06cc\u0634\u062a\u0631\u060c \u0627\u0648\u0644\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u200c\u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062d\u062f\u0627\u06a9\u062b\u0631 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0627\u062e\u062a\u0635\u0627\u0635 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0631\u0648\u0632\u0627\u0646\u0647 \u062a\u062d\u062a \u062d\u0633\u0627\u0628 \u062a\u0648\u0633\u0639\u0647\u200c\u062f\u0647\u0646\u062f\u0647 \u0631\u0627\u06cc\u06af\u0627\u0646 500 \u0634\u0631\u0648\u0639 \u0645\u06cc\u200c\u06a9\u0646\u0645. \u0633\u067e\u0633 \u0628\u0647 \u0634\u0645\u0627 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0645\u06cc\u200c\u06a9\u0646\u0645 \u0642\u0647\u0648\u0647 (\u06cc\u0627 \u0646\u0648\u0634\u06cc\u062f\u0646\u06cc \u062a\u0631\u062c\u06cc\u062d\u06cc \u062f\u06cc\u06af\u0631) \u062e\u0648\u062f \u0631\u0627 \u062f\u0648\u0628\u0627\u0631\u0647 \u067e\u0631 \u06a9\u0646\u06cc\u062f \u0648 \u062f\u0631\u06af\u06cc\u0631 \u0634\u0648\u06cc\u062f. \u0631\u0648\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u062a\u0644\u0648\u06cc\u0632\u06cc\u0648\u0646\u06cc \u0645\u0648\u0631\u062f \u0639\u0644\u0627\u0642\u0647 \u0634\u0645\u0627\u060c \u0632\u06cc\u0631\u0627 \u0628\u0633\u062a\u0647 \u0628\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u062d\u062f\u0627\u0642\u0644 \u06cc\u06a9 \u0633\u0627\u0639\u062a \u0637\u0648\u0644 \u0645\u06cc \u06a9\u0634\u062f \u0631\u0648\u06cc \u062a\u0623\u062e\u06cc\u0631 \u0634\u0628\u06a9\u0647  \u0628\u0627 \u0627\u06cc\u0646 \u06a9\u0627\u0631\u060c \u0645\u0627 \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u200c\u0647\u0627\u06cc \u0631\u0648\u0632\u0627\u0646\u0647 \u062e\u0648\u062f \u0631\u0627 \u0628\u0647 \u062d\u062f\u0627\u06a9\u062b\u0631 \u0631\u0633\u0627\u0646\u062f\u0647\u200c\u0627\u06cc\u0645\u060c \u0648 \u0627\u06cc\u0646 \u0641\u0642\u0637 \u0646\u06cc\u0645\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0627 \u0622\u0646 \u06a9\u0627\u0631 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.<\/p>\n<p>\u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u0641\u0631\u062f\u0627 \u0628\u0631\u06af\u0631\u062f\u06cc\u062f\u060c \u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0622\u062e\u0631\u06cc\u0646 \u062f\u0633\u062a\u0647 \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u200c\u0647\u0627 \u0631\u0627 \u062a\u06a9\u0645\u06cc\u0644 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645\u060c \u0633\u067e\u0633 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u06a9\u0627\u0631 \u0631\u0627 \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u0645 \u0631\u0648\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0648 \u0642\u0627\u0644\u0628 \u0628\u0646\u062f\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0647 \u0631\u0648\u0634\u06cc \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0645\u0627.<\/p>\n<pre><code class=\"hljs\">records = extract_weather_data(BASE_URL, API_KEY, target_date, <span class=\"hljs-number\">500<\/span>)\n<\/code><\/pre>\n<h2 id=\"finishingupthedataretrieval\"><span class=\"ez-toc-section\" id=\"%d8%a7%d8%aa%d9%85%d8%a7%d9%85_%d8%a8%d8%a7%d8%b2%db%8c%d8%a7%d8%a8%db%8c_%d8%af%d8%a7%d8%af%d9%87_%d9%87%d8%a7\"><\/span>\u0627\u062a\u0645\u0627\u0645 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0633\u06cc\u0627\u0631 \u062e\u0648\u0628\u060c \u0627\u06a9\u0646\u0648\u0646 \u06a9\u0647 \u0631\u0648\u0632 \u062c\u062f\u06cc\u062f\u06cc \u0627\u0633\u062a\u060c \u0645\u0627 \u06cc\u06a9 \u0635\u0641\u062d\u0647 \u062a\u0645\u06cc\u0632 \u0648 \u062d\u062f\u0627\u06a9\u062b\u0631 500 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u062f\u0627\u0631\u06cc\u0645 \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0628\u0647 API \u062a\u0627\u0631\u06cc\u062e\u0686\u0647 \u0622\u0628 \u0648 \u0647\u0648\u0627\u06cc \u0632\u06cc\u0631\u0632\u0645\u06cc\u0646\u06cc \u0627\u0631\u0633\u0627\u0644 \u06a9\u0631\u062f.  \u062f\u0633\u062a\u0647 \u0627\u06cc \u0627\u0632 500 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0645\u0627 \u06a9\u0647 \u062f\u06cc\u0631\u0648\u0632 \u0635\u0627\u062f\u0631 \u0634\u062f \u0622\u063a\u0627\u0632 \u0634\u062f \u0631\u0648\u06cc 1 \u0698\u0627\u0646\u0648\u06cc\u0647 2015 \u0648 \u0628\u0647 \u067e\u0627\u06cc\u0627\u0646 \u0631\u0633\u06cc\u062f \u0631\u0648\u06cc 15 \u0645\u0647 2016 (\u0628\u0627 \u0641\u0631\u0636 \u0627\u06cc\u0646\u06a9\u0647 \u0647\u06cc\u0686 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0646\u0627\u0645\u0648\u0641\u0642\u06cc \u0646\u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f).  \u06cc\u06a9 \u0628\u0627\u0631 \u062f\u06cc\u06af\u0631 \u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f \u062f\u0633\u062a\u0647 \u0627\u06cc \u062f\u06cc\u06af\u0631 \u0627\u0632 500 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0631\u0627 \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u0645\u060c \u0627\u0645\u0627\u060c \u0627\u06cc\u0646 \u0628\u0627\u0631 \u0645\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0631\u0648\u0632 \u0631\u0647\u0627 \u0646\u06a9\u0646\u06cc\u062f\u060c \u0632\u06cc\u0631\u0627 \u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u0627\u06cc\u0646 \u0622\u062e\u0631\u06cc\u0646 \u062a\u06a9\u0647 \u062f\u0627\u062f\u0647 \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u0634\u062f\u060c \u0645\u0627 \u0634\u0631\u0648\u0639 \u0628\u0647 \u0642\u0627\u0644\u0628 \u0628\u0646\u062f\u06cc \u0622\u0646 \u0628\u0647 \u06cc\u06a9 Pandas DataFrame \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0648 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0628\u0627\u0644\u0642\u0648\u0647 \u0645\u0641\u06cc\u062f\u06cc \u0631\u0627 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<pre><code class=\"hljs\">\n\nrecords += extract_weather_data(BASE_URL, API_KEY, target_date, <span class=\"hljs-number\">500<\/span>)\n<\/code><\/pre>\n<h2 id=\"settingupourpandasdataframe\"><span class=\"ez-toc-section\" id=\"%d8%b1%d8%a7%d9%87_%d8%a7%d9%86%d8%af%d8%a7%d8%b2%db%8c_pandas_dataframe_%d9%85%d8%a7\"><\/span>\u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc Pandas DataFrame \u0645\u0627<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u06a9\u0647 \u0645\u0646 \u06cc\u06a9 \u0644\u06cc\u0633\u062a \u0631\u06a9\u0648\u0631\u062f\u0647\u0627\u06cc \u062e\u0648\u0628 \u0648 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u062f\u0627\u0631\u0645 <code>DailySummary<\/code> \u0628\u0647 \u0646\u0627\u0645 tuples \u0645\u0646 \u0627\u0632 \u0622\u0646 \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u06cc\u06a9 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u0645 \u06a9\u0631\u062f <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/pandas.pydata.org\/pandas-docs\/stable\/dsintro.html#dataframe\">Pandas DataFrame<\/a>.  Pandas DataFrame \u06cc\u06a9 \u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062f\u0647 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0641\u06cc\u062f \u0628\u0631\u0627\u06cc \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u06a9\u0627\u0631\u0647\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u06cc\u0634\u062a\u0631 \u0628\u0631\u0627\u06cc \u062a\u0645\u06cc\u0632 \u06a9\u0631\u062f\u0646 \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062f\u0631 \u067e\u0631\u0648\u0698\u0647 \u0647\u0627 (\u06cc\u0627 \u0622\u0632\u0645\u0627\u06cc\u0634\u0627\u062a) \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0634\u0646\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p>\u0645\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u0645 \u06a9\u0631\u062f <code>Pandas.DataFrame(...)<\/code> \u0633\u0627\u0632\u0646\u062f\u0647 \u06a9\u0644\u0627\u0633 \u0628\u0631\u0627\u06cc \u0646\u0645\u0648\u0646\u0647 \u0633\u0627\u0632\u06cc \u06cc\u06a9 \u0634\u06cc DataFrame.  \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0627\u0631\u0633\u0627\u0644 \u0634\u062f\u0647 \u0628\u0647 \u0633\u0627\u0632\u0646\u062f\u0647 \u0631\u06a9\u0648\u0631\u062f\u0647\u0627\u06cc\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc DataFrame \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u0646\u062f\u060c \u0644\u06cc\u0633\u062a \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u0646 \u0646\u06cc\u0632 \u0628\u0631\u0627\u06cc \u062a\u0639\u0631\u06cc\u0641 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0645. <code>DailySummary<\/code> <code>namedtuple<\/code>s \u06a9\u0647 \u0633\u062a\u0648\u0646 \u0647\u0627\u06cc DataFrame \u0631\u0627 \u0645\u0634\u062e\u0635 \u0645\u06cc \u06a9\u0646\u062f.  \u0627\u06cc\u0646 <code>set_index()<\/code> \u0645\u062a\u062f \u0628\u0647 \u0646\u0645\u0648\u0646\u0647 DataFrame \u0632\u0646\u062c\u06cc\u0631 \u0645\u06cc \u0634\u0648\u062f \u062a\u0627 \u062a\u0627\u0631\u06cc\u062e \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0634\u0627\u062e\u0635 \u0645\u0634\u062e\u0635 \u06a9\u0646\u062f.<\/p>\n<pre><code class=\"hljs\">df = pd.DataFrame(records, columns=features).set_index(<span class=\"hljs-string\">'date'<\/span>)\n<\/code><\/pre>\n<h2 id=\"derivingthefeatures\"><span class=\"ez-toc-section\" id=\"%d8%a7%d8%b3%d8%aa%d8%ae%d8%b1%d8%a7%d8%ac_%d9%88%db%8c%da%98%da%af%db%8c_%d9%87%d8%a7\"><\/span>\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u06a9\u0647 \u0628\u0647 \u0622\u0646\u0647\u0627 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0646\u06cc\u0632 \u06af\u0641\u062a\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f\u060c \u0627\u063a\u0644\u0628 \u062f\u0627\u0631\u0627\u06cc \u0686\u0646\u062f \u0648\u06cc\u0698\u06af\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u06a9\u0645\u06cc \u0628\u0647 \u0647\u0645 \u0631\u06cc\u062e\u062a\u0647 \u0647\u0633\u062a\u0646\u062f.  \u0645\u0646\u0638\u0648\u0631 \u0645\u0646 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0627\u0634\u062a\u0646 \u062f\u0627\u0646\u0634 \u0645\u0648\u0636\u0648\u0639\u06cc \u062f\u0631 \u062d\u0648\u0632\u0647 \u0645\u0648\u0631\u062f \u0628\u0631\u0631\u0633\u06cc \u0628\u0631\u0627\u06cc \u06a9\u0645\u06a9 \u0628\u0647 \u0627\u0646\u062a\u062e\u0627\u0628 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0645\u0639\u0646\u0627\u062f\u0627\u0631 \u0628\u0631\u0627\u06cc \u0628\u0631\u0631\u0633\u06cc \u0647\u0645\u0631\u0627\u0647 \u0628\u0627 \u06cc\u06a9 \u0641\u0631\u0636 \u0645\u062a\u0641\u06a9\u0631\u0627\u0646\u0647 \u0627\u0632 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u0627\u062d\u062a\u0645\u0627\u0644\u06cc \u062f\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0641\u06cc\u062f \u0627\u0633\u062a.<\/p>\n<p>\u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0645\u0646 \u0645\u062a\u063a\u06cc\u06cc\u0631\u0647\u0627 \u0648 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u062a\u0648\u0636\u06cc\u062d\u06cc \u0628\u0633\u06cc\u0627\u0631 \u062a\u0623\u062b\u06cc\u0631\u06af\u0630\u0627\u0631 \u0631\u0627 \u0646\u06cc\u0632 \u062f\u06cc\u062f\u0647\u200c\u0627\u0645 \u06a9\u0647 \u0627\u0632 \u067e\u06cc\u0634\u200c\u0641\u0631\u0636\u200c\u0647\u0627\u06cc \u062a\u0642\u0631\u06cc\u0628\u0627\u064b \u0633\u0627\u062f\u0647\u200c\u0644\u0648\u062d\u0627\u0646\u0647 \u06cc\u0627 \u062d\u062f\u0627\u0642\u0644 \u0628\u0633\u06cc\u0627\u0631 \u0628\u0627\u0632 \u0648 \u062d\u062f\u0627\u0642\u0644\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0646\u0627\u0634\u06cc \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.  \u062f\u0627\u0634\u062a\u0646 \u0634\u0647\u0648\u062f \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u062f\u0627\u0646\u0634 \u0628\u0631\u0627\u06cc \u062f\u0627\u0646\u0633\u062a\u0646 \u0627\u06cc\u0646\u06a9\u0647 \u06a9\u062c\u0627 \u0628\u0627\u06cc\u062f \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627 \u0648 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u0645\u0641\u06cc\u062f \u0628\u0627\u0644\u0642\u0648\u0647 \u0631\u0627 \u062c\u0633\u062a\u062c\u0648 \u06a9\u0631\u062f \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u062c\u0633\u062a\u062c\u0648\u06cc \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u063a\u06cc\u0631\u0642\u0627\u0628\u0644 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0628\u0647 \u0634\u06cc\u0648\u0647\u200c\u0627\u06cc \u0628\u06cc\u200c\u0637\u0631\u0641\u0627\u0646\u0647 \u0628\u062e\u0634 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645\u06cc \u0627\u0632 \u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 \u062a\u062d\u0644\u06cc\u0644\u06cc \u0645\u0648\u0641\u0642 \u0627\u0633\u062a.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0631\u0627\u0633\u062a\u0627\u060c \u0645\u0627 \u0686\u0646\u062f\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0631\u0627 \u062f\u0631 \u062d\u06cc\u0646 \u062a\u062c\u0632\u06cc\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062e\u0644\u0627\u0635\u0647 \u0631\u0648\u0632\u0627\u0646\u0647 \u0628\u0627\u0632\u06af\u0634\u062a\u06cc \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062f\u0631 \u0645\u0637\u0627\u0644\u0639\u0647 \u062e\u0648\u062f \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645.  \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0645\u0646 \u06a9\u0627\u0645\u0644\u0627\u064b \u0627\u0646\u062a\u0638\u0627\u0631 \u062f\u0627\u0631\u0645 \u06a9\u0647 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0627\u06cc\u0646 \u0645\u0648\u0627\u0631\u062f \u062f\u0631 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u062f\u0645\u0627\u06cc \u0647\u0648\u0627 \u06cc\u0627 \u0646\u0627\u0645\u0632\u062f\u0647\u0627\u06cc \u0646\u0627\u0645\u0646\u0627\u0633\u0628 \u0628\u0627\u0634\u0646\u062f. \u0631\u0648\u06cc \u0646\u0648\u0639 \u0645\u062f\u0644\u06cc \u06a9\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f\u060c \u0627\u0645\u0627 \u0646\u06a9\u062a\u0647 \u0627\u0635\u0644\u06cc \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u062a\u0627 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0647 \u062f\u0642\u062a \u0628\u0631\u0631\u0633\u06cc \u0646\u06a9\u0646\u06cc\u062f\u060c \u0646\u0645\u06cc \u062f\u0627\u0646\u06cc\u062f.<\/p>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u0646\u0645\u06cc \u062a\u0648\u0627\u0646\u0645 \u0628\u06af\u0648\u06cc\u0645 \u06a9\u0647 \u062f\u0627\u0646\u0634 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0627\u0632 \u0647\u0648\u0627\u0634\u0646\u0627\u0633\u06cc \u06cc\u0627 \u0645\u062f\u0644 \u0647\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0622\u0628 \u0648 \u0647\u0648\u0627 \u062f\u0627\u0631\u0645\u060c \u0627\u0645\u0627 \u06cc\u06a9 \u062c\u0633\u062a\u062c\u0648\u06cc \u062d\u062f\u0627\u0642\u0644\u06cc \u062f\u0631 \u06a9\u0627\u0631 \u0642\u0628\u0644\u06cc \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f\u0645. \u0631\u0648\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u062f\u0645\u0627\u06cc \u0647\u0648\u0627  \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0645\u0634\u062e\u0635 \u0627\u0633\u062a \u062a\u0639\u062f\u0627\u062f \u0632\u06cc\u0627\u062f\u06cc \u0645\u0642\u0627\u0644\u0647 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u0631\u0648\u06cc \u0645\u0648\u0636\u0648\u0639 \u0648 \u062f\u0631 \u0633\u0627\u0644 2016 Holmstrom\u060c Liu\u060c \u0648 Vo \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u062e\u0637\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u062a\u0648\u0635\u06cc\u0641 \u06a9\u0631\u062f\u0646\u062f.  \u062f\u0631 \u0645\u0642\u0627\u0644\u0647 \u062e\u0648\u062f\u060c <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/pdfs.semanticscholar.org\/2761\/8afb77c5081d942640333528943149a66edd.pdf\" class=\"broken_link\">\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0622\u0628 \u0648 \u0647\u0648\u0627 \u0628\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u0631\u0648\u062f<\/a>\u060c \u0622\u0646\u0647\u0627 \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0622\u0628 \u0648 \u0647\u0648\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0646\u062f \u0631\u0648\u06cc \u062f\u0648 \u0631\u0648\u0632 \u0642\u0628\u0644 \u0628\u0631\u0627\u06cc \u0627\u0646\u062f\u0627\u0632\u0647 \u06af\u06cc\u0631\u06cc \u0647\u0627\u06cc \u0632\u06cc\u0631<\/p>\n<ul>\n<li>\u062d\u062f\u0627\u06a9\u062b\u0631 \u062f\u0645\u0627<\/li>\n<li>\u062f\u0645\u0627\u06cc \u062f\u0642\u06cc\u0642\u0647<\/li>\n<li>\u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0631\u0637\u0648\u0628\u062a<\/li>\n<li>\u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0641\u0634\u0627\u0631 \u0627\u062a\u0645\u0633\u0641\u0631<\/li>\n<\/ul>\n<p>\u0645\u0646 \u0644\u06cc\u0633\u062a \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u0648\u0627\u0631\u062f \u0630\u06a9\u0631 \u0634\u062f\u0647 \u062f\u0631 \u0632\u06cc\u0631 \u06af\u0633\u062a\u0631\u0634 \u062e\u0648\u0627\u0647\u0645 \u062f\u0627\u062f \u0648 \u0628\u0647 \u062c\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0648 \u0631\u0648\u0632 \u0642\u0628\u0644\u060c \u0633\u0647 \u0631\u0648\u0632 \u0628\u0647 \u0639\u0642\u0628 \u0628\u0627\u0632 \u062e\u0648\u0627\u0647\u0645 \u06af\u0634\u062a.<\/p>\n<ul>\n<li>\u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u062f\u0645\u0627<\/li>\n<li>\u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0646\u0642\u0637\u0647 \u0634\u0628\u0646\u0645<\/li>\n<li>\u0641\u0634\u0627\u0631 \u0645\u062a\u0648\u0633\u0637<\/li>\n<li>\u062d\u062f\u0627\u06a9\u062b\u0631 \u0631\u0637\u0648\u0628\u062a<\/li>\n<li>\u062d\u062f\u0627\u0642\u0644 \u0631\u0637\u0648\u0628\u062a<\/li>\n<li>\u062d\u062f\u0627\u06a9\u062b\u0631 \u0646\u0642\u0637\u0647 \u0634\u0628\u0646\u0645<\/li>\n<li>\u0646\u0642\u0637\u0647 \u0634\u0628\u0646\u0645 \u062f\u0642\u06cc\u0642\u0647<\/li>\n<li>\u062d\u062f\u0627\u06a9\u062b\u0631 \u0641\u0634\u0627\u0631<\/li>\n<li>\u062d\u062f\u0627\u0642\u0644 \u0641\u0634\u0627\u0631<\/li>\n<li>\u062a\u0647 \u0646\u0634\u06cc\u0646\u06cc<\/li>\n<\/ul>\n<p>\u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u0631\u0627\u0647 \u0628\u0639\u062f\u06cc \u067e\u06cc\u062f\u0627 \u06a9\u0631\u062f\u0646 \u0631\u0627\u0647\u06cc \u0628\u0631\u0627\u06cc \u06af\u0646\u062c\u0627\u0646\u062f\u0646 \u0627\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0633\u062a\u0648\u0646 \u062f\u0631 DataFrame \u0645\u0627 \u0627\u0633\u062a.  \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631\u060c \u06cc\u06a9 \u0632\u06cc\u0631\u0645\u062c\u0645\u0648\u0639\u0647 \u06a9\u0648\u0686\u06a9\u062a\u0631 \u0627\u0632 DataFrame \u0641\u0639\u0644\u06cc \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u0645 \u062a\u0627 \u06a9\u0627\u0631 \u0628\u0627 \u0622\u0646 \u0631\u0627 \u062f\u0631 \u062d\u06cc\u0646 \u062a\u0648\u0633\u0639\u0647 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u06cc \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u0627\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 \u0622\u0633\u0627\u0646 \u062a\u0631 \u06a9\u0646\u0645.  \u06cc\u06a9 \u0631\u0627 \u062e\u0648\u0627\u0647\u0645 \u0633\u0627\u062e\u062a <code>tmp<\/code> DataFrame \u0641\u0642\u0637 \u0627\u0632 10 \u0631\u06a9\u0648\u0631\u062f \u0648 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 \u062a\u0634\u06a9\u06cc\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a <code>meantempm<\/code> \u0648 <code>meandewptm<\/code>.<\/p>\n<pre><code class=\"hljs\">tmp = df((<span class=\"hljs-string\">'meantempm'<\/span>, <span class=\"hljs-string\">'meandewptm'<\/span>)).head(<span class=\"hljs-number\">10<\/span>)\ntmp\n<\/code><\/pre>\n<table class=\"table table-bordered\">\n<thead>\n<tr style=\"text-align:right\">\n<th>\u062a\u0627\u0631\u06cc\u062e<\/th>\n<th>meantempm<\/th>\n<th>meandewptm<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<th>01-01-2015<\/th>\n<td>-6<\/td>\n<td>-12<\/td>\n<\/tr>\n<tr>\n<th>02\/01\/2015<\/th>\n<td>-6<\/td>\n<td>-9<\/td>\n<\/tr>\n<tr>\n<th>03\/01\/2015<\/th>\n<td>-4<\/td>\n<td>-11<\/td>\n<\/tr>\n<tr>\n<th>04\/01\/2015<\/th>\n<td>-14<\/td>\n<td>-19<\/td>\n<\/tr>\n<tr>\n<th>05\/01\/2015<\/th>\n<td>-9<\/td>\n<td>-14<\/td>\n<\/tr>\n<tr>\n<th>06\/01\/2015<\/th>\n<td>-10<\/td>\n<td>-15<\/td>\n<\/tr>\n<tr>\n<th>07\/01\/2015<\/th>\n<td>-16<\/td>\n<td>-22<\/td>\n<\/tr>\n<tr>\n<th>08\/01\/2015<\/th>\n<td>-7<\/td>\n<td>-12<\/td>\n<\/tr>\n<tr>\n<th>09\/01\/2015<\/th>\n<td>-11<\/td>\n<td>-19<\/td>\n<\/tr>\n<tr>\n<th>2015\/01\/10<\/th>\n<td>-6<\/td>\n<td>-12<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f \u0622\u0646\u0686\u0647 \u0631\u0627 \u06a9\u0647 \u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u06cc\u0645 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u0645\u060c \u062a\u062c\u0632\u06cc\u0647 \u0648 \u0633\u067e\u0633 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u06a9\u062f \u062a\u0631\u062c\u0645\u0647 \u06a9\u0646\u06cc\u0645.  \u0628\u0631\u0627\u06cc \u0647\u0631 \u0631\u0648\u0632 (\u0631\u062f\u06cc\u0641) \u0648 \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u0648\u06cc\u0698\u06af\u06cc \u0645\u0639\u06cc\u0646 (\u0633\u062a\u0648\u0646) \u0645\u06cc \u062e\u0648\u0627\u0647\u0645 \u0645\u0642\u062f\u0627\u0631 \u0622\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0631\u0627 N \u0631\u0648\u0632 \u0642\u0628\u0644 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u0645.  \u0628\u0631\u0627\u06cc \u0647\u0631 \u0645\u0642\u062f\u0627\u0631 N (\u062f\u0631 \u0645\u0648\u0631\u062f \u0645\u0627 1-3) \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u0645 \u06cc\u06a9 \u0633\u062a\u0648\u0646 \u062c\u062f\u06cc\u062f \u0628\u0631\u0627\u06cc \u0622\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u0645 \u06a9\u0647 \u0646\u0634\u0627\u0646\u200c\u062f\u0647\u0646\u062f\u0647 N\u0627\u0645\u06cc\u0646 \u0627\u0646\u062f\u0627\u0632\u0647\u200c\u06af\u06cc\u0631\u06cc \u0631\u0648\u0632 \u0642\u0628\u0644 \u0627\u0633\u062a.<\/p>\n<pre><code class=\"hljs\">\nN = <span class=\"hljs-number\">1<\/span>\n\n\nfeature = <span class=\"hljs-string\">'meantempm'<\/span>\n\n\nrows = tmp.shape(<span class=\"hljs-number\">0<\/span>)\n\n\n\n\nnth_prior_measurements = (<span class=\"hljs-literal\">None<\/span>)*N + (tmp(feature)(i-N) <span class=\"hljs-keyword\">for<\/span> i <span class=\"hljs-keyword\">in<\/span> <span class=\"hljs-built_in\">range<\/span>(N, rows))\n\n\ncol_name = <span class=\"hljs-string\">\"{}_{}\"<\/span>.<span class=\"hljs-built_in\">format<\/span>(feature, N)\ntmp(col_name) = nth_prior_measurements\ntmp\n<\/code><\/pre>\n<table class=\"table table-bordered\">\n<thead>\n<tr style=\"text-align:right\">\n<th>\u062a\u0627\u0631\u06cc\u062e<\/th>\n<th>meantempm<\/th>\n<th>meandewptm<\/th>\n<th>meantempm_1<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<th>01-01-2015<\/th>\n<td>-6<\/td>\n<td>-12<\/td>\n<td>\u0647\u06cc\u0686 \u06cc\u06a9<\/td>\n<\/tr>\n<tr>\n<th>02\/01\/2015<\/th>\n<td>-6<\/td>\n<td>-9<\/td>\n<td>-6<\/td>\n<\/tr>\n<tr>\n<th>03\/01\/2015<\/th>\n<td>-4<\/td>\n<td>-11<\/td>\n<td>-6<\/td>\n<\/tr>\n<tr>\n<th>04\/01\/2015<\/th>\n<td>-14<\/td>\n<td>-19<\/td>\n<td>-4<\/td>\n<\/tr>\n<tr>\n<th>05\/01\/2015<\/th>\n<td>-9<\/td>\n<td>-14<\/td>\n<td>-14<\/td>\n<\/tr>\n<tr>\n<th>06\/01\/2015<\/th>\n<td>-10<\/td>\n<td>-15<\/td>\n<td>-9<\/td>\n<\/tr>\n<tr>\n<th>07\/01\/2015<\/th>\n<td>-16<\/td>\n<td>-22<\/td>\n<td>-10<\/td>\n<\/tr>\n<tr>\n<th>08\/01\/2015<\/th>\n<td>-7<\/td>\n<td>-12<\/td>\n<td>-16<\/td>\n<\/tr>\n<tr>\n<th>09\/01\/2015<\/th>\n<td>-11<\/td>\n<td>-19<\/td>\n<td>-7<\/td>\n<\/tr>\n<tr>\n<th>2015\/01\/10<\/th>\n<td>-6<\/td>\n<td>-12<\/td>\n<td>-11<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u0628\u0633\u06cc\u0627\u0631 \u062e\u0648\u0628\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc \u0631\u0633\u062f \u06a9\u0647 \u0645\u0627 \u0645\u0631\u0627\u062d\u0644 \u0627\u0648\u0644\u06cc\u0647 \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u062e\u0648\u062f \u0631\u0627 \u062f\u0627\u0631\u06cc\u0645.  \u0627\u06a9\u0646\u0648\u0646 \u0627\u06cc\u0646 \u0645\u0631\u0627\u062d\u0644 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u062a\u0627\u0628\u0639 \u0642\u0627\u0628\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u062c\u062f\u062f \u0642\u0631\u0627\u0631 \u0645\u06cc \u062f\u0647\u0645 \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u062a\u0645\u0627\u0645 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u0638\u0631 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u0645.<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">derive_nth_day_feature<\/span>(<span class=\"hljs-params\">df, feature, N<\/span>):<\/span>\n    rows = df.shape(<span class=\"hljs-number\">0<\/span>)\n    nth_prior_measurements = (<span class=\"hljs-literal\">None<\/span>)*N + (df(feature)(i-N) <span class=\"hljs-keyword\">for<\/span> i <span class=\"hljs-keyword\">in<\/span> <span class=\"hljs-built_in\">range<\/span>(N, rows))\n    col_name = <span class=\"hljs-string\">\"{}_{}\"<\/span>.<span class=\"hljs-built_in\">format<\/span>(feature, N)\n    df(col_name) = nth_prior_measurements\n<\/code><\/pre>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u06cc\u06a9 \u062d\u0644\u0642\u0647 \u0628\u0631\u0627\u06cc \u0686\u0631\u062e\u0634 \u0628\u0631 \u0631\u0648\u06cc \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0644\u06cc\u0633\u062a \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0642\u0628\u0644\u0627\u064b \u062a\u0639\u0631\u06cc\u0641 \u0634\u062f\u0647 \u0627\u0633\u062a \u0645\u06cc\u200c\u0646\u0648\u06cc\u0633\u0645\u060c \u0648 \u0628\u0631\u0627\u06cc \u0647\u0631 \u0648\u06cc\u0698\u06af\u06cc \u06a9\u0647 &#8220;\u062a\u0627\u0631\u06cc\u062e&#8221; \u0646\u06cc\u0633\u062a \u0648 \u0628\u0631\u0627\u06cc N \u0631\u0648\u0632 1 \u062a\u0627 3 \u0645\u0627 \u062a\u0627\u0628\u0639 \u062e\u0648\u062f \u0631\u0627 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 \u062a\u0627 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0645\u0634\u062a\u0642 \u0634\u062f\u0647\u200c\u0627\u06cc \u0631\u0627 \u06a9\u0647 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u0645 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0646\u06cc\u0645\u060c \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u0645. \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u062f\u0645\u0627<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">for<\/span> feature <span class=\"hljs-keyword\">in<\/span> features:\n    <span class=\"hljs-keyword\">if<\/span> feature != <span class=\"hljs-string\">'date'<\/span>:\n        <span class=\"hljs-keyword\">for<\/span> N <span class=\"hljs-keyword\">in<\/span> <span class=\"hljs-built_in\">range<\/span>(<span class=\"hljs-number\">1<\/span>, <span class=\"hljs-number\">4<\/span>):\n            derive_nth_day_feature(df, feature, N)\n<\/code><\/pre>\n<p>\u0648 \u0628\u0631\u0627\u06cc \u0627\u0646\u062f\u0627\u0632\u0647 \u06af\u06cc\u0631\u06cc \u062e\u0648\u0628\u060c \u0646\u06af\u0627\u0647\u06cc \u0628\u0647 \u0633\u062a\u0648\u0646 \u0647\u0627 \u0645\u06cc \u0627\u0646\u062f\u0627\u0632\u0645 \u062a\u0627 \u0645\u0637\u0645\u0626\u0646 \u0634\u0648\u0645 \u06a9\u0647 \u0645\u0637\u0627\u0628\u0642 \u0627\u0646\u062a\u0638\u0627\u0631 \u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc \u0631\u0633\u0646\u062f.<\/p>\n<pre><code class=\"hljs\">df.columns\n<\/code><\/pre>\n<pre><code class=\"hljs\">Index(('meantempm', 'meandewptm', 'meanpressurem', 'maxhumidity',\n       'minhumidity', 'maxtempm', 'mintempm', 'maxdewptm', 'mindewptm',\n       'maxpressurem', 'minpressurem', 'precipm', 'meantempm_1', 'meantempm_2',\n       'meantempm_3', 'meandewptm_1', 'meandewptm_2', 'meandewptm_3',\n       'meanpressurem_1', 'meanpressurem_2', 'meanpressurem_3',\n       'maxhumidity_1', 'maxhumidity_2', 'maxhumidity_3', 'minhumidity_1',\n       'minhumidity_2', 'minhumidity_3', 'maxtempm_1', 'maxtempm_2',\n       'maxtempm_3', 'mintempm_1', 'mintempm_2', 'mintempm_3', 'maxdewptm_1',\n       'maxdewptm_2', 'maxdewptm_3', 'mindewptm_1', 'mindewptm_2',\n       'mindewptm_3', 'maxpressurem_1', 'maxpressurem_2', 'maxpressurem_3',\n       'minpressurem_1', 'minpressurem_2', 'minpressurem_3', 'precipm_1',\n       'precipm_2', 'precipm_3'),\n      dtype='object')\n<\/code><\/pre>\n<p>\u0639\u0627\u0644\u06cc!  \u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc \u0631\u0633\u062f \u0622\u0646\u0686\u0647 \u0631\u0627 \u06a9\u0647 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u0645 \u062f\u0627\u0631\u06cc\u0645.  \u06a9\u0627\u0631 \u0628\u0639\u062f\u06cc \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u0645 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u0645 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u06a9\u06cc\u0641\u06cc\u062a \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0631\u062f\u0647 \u0648 \u062f\u0631 \u0635\u0648\u0631\u062a \u0644\u0632\u0648\u0645 \u0622\u0646 \u0647\u0627 \u0631\u0627 \u067e\u0627\u06a9\u0633\u0627\u0632\u06cc \u06a9\u0646\u0645.<\/p>\n<h2 id=\"datacleaningthemostimportantpart\"><span class=\"ez-toc-section\" id=\"%d9%be%d8%a7%da%a9%d8%b3%d8%a7%d8%b2%db%8c_%d8%af%d8%a7%d8%af%d9%87_%d9%87%d8%a7_%e2%80%93_%d9%85%d9%87%d9%85%d8%aa%d8%b1%db%8c%d9%86_%d8%a8%d8%ae%d8%b4\"><\/span>\u067e\u0627\u06a9\u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 &#8211; \u0645\u0647\u0645\u062a\u0631\u06cc\u0646 \u0628\u062e\u0634<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0639\u0646\u0648\u0627\u0646 \u0628\u062e\u0634 \u0645\u06cc \u06af\u0648\u06cc\u062f\u060c \u0645\u0647\u0645\u062a\u0631\u06cc\u0646 \u0628\u062e\u0634 \u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 \u062a\u062d\u0644\u06cc\u0644\u06cc \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0645\u0637\u0645\u0626\u0646 \u0634\u0648\u06cc\u062f \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0627 \u06a9\u06cc\u0641\u06cc\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u062f.  \u0636\u0631\u0628 \u0627\u0644\u0645\u062b\u0644 &#8220;\u0632\u0628\u0627\u0644\u0647 \u062f\u0627\u062e\u0644\u060c \u0632\u0628\u0627\u0644\u0647 \u0628\u06cc\u0631\u0648\u0646&#8221; \u0645\u062b\u0644 \u0647\u0645\u06cc\u0634\u0647 \u062f\u0631 \u0645\u0648\u0631\u062f \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0645\u0646\u0627\u0633\u0628 \u0627\u0633\u062a.  \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0628\u062e\u0634 \u062a\u0645\u06cc\u0632 \u06a9\u0631\u062f\u0646 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u062f\u0631 \u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 \u062a\u062d\u0644\u06cc\u0644\u06cc \u0646\u0647 \u062a\u0646\u0647\u0627 \u06cc\u06a9\u06cc \u0627\u0632 \u0645\u0647\u0645\u200c\u062a\u0631\u06cc\u0646 \u0628\u062e\u0634\u200c\u0647\u0627 \u0627\u0633\u062a\u060c \u0628\u0644\u06a9\u0647 \u0632\u0645\u0627\u0646\u200c\u0628\u0631\u062a\u0631\u06cc\u0646 \u0648 \u067e\u0631 \u0632\u062d\u0645\u062a\u200c\u062a\u0631\u06cc\u0646 \u0628\u062e\u0634 \u0646\u06cc\u0632 \u0627\u0633\u062a.  \u0628\u0631\u0627\u06cc \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u0632 \u06a9\u06cc\u0641\u06cc\u062a \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0627\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647\u060c \u062f\u0631 \u0627\u06cc\u0646 \u0628\u062e\u0634 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u063a\u06cc\u0631\u0636\u0631\u0648\u0631\u06cc\u060c \u0645\u0642\u0627\u062f\u06cc\u0631 \u0627\u0632 \u062f\u0633\u062a \u0631\u0641\u062a\u0647\u060c \u0633\u0627\u0632\u06af\u0627\u0631\u06cc \u0627\u0646\u0648\u0627\u0639 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0648 \u0645\u0648\u0627\u0631\u062f \u067e\u0631\u062a \u0647\u0633\u062a\u0645 \u0648 \u0633\u067e\u0633 \u062f\u0631 \u0645\u0648\u0631\u062f \u0631\u0648\u0634 \u0631\u0633\u06cc\u062f\u06af\u06cc \u0628\u0647 \u0622\u0646\u0647\u0627 \u062f\u0631 \u0635\u0648\u0631\u062a \u0628\u0631\u0648\u0632 \u062a\u0635\u0645\u06cc\u0645\u200c\u06af\u06cc\u0631\u06cc \u0645\u06cc\u200c\u06a9\u0646\u0645.<\/p>\n<p>\u0627\u0648\u0644\u06cc\u0646 \u06a9\u0627\u0631\u06cc \u06a9\u0647 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u0645 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u0645 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0633\u062a\u0648\u0646\u200c\u0647\u0627\u06cc\u06cc \u0627\u0632 DataFrame \u0631\u0627 \u06a9\u0647 \u0639\u0644\u0627\u0642\u0647\u200c\u0627\u06cc \u0628\u0647 \u0622\u0646\u200c\u0647\u0627 \u0646\u062f\u0627\u0631\u0645 \u0631\u0647\u0627 \u06a9\u0646\u0645 \u062a\u0627 \u062d\u062c\u0645 \u062f\u0627\u062f\u0647\u200c\u0627\u06cc \u0631\u0627 \u06a9\u0647 \u0628\u0627 \u0622\u0646 \u06a9\u0627\u0631 \u0645\u06cc\u200c\u06a9\u0646\u0645 \u06a9\u0627\u0647\u0634 \u062f\u0647\u0645.  \u0647\u062f\u0641 \u0627\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u062f\u0645\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0633\u0647 \u0631\u0648\u0632 \u06af\u0630\u0634\u062a\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 \u06af\u06cc\u0631\u06cc \u0622\u0628 \u0648 \u0647\u0648\u0627 \u0627\u0633\u062a.  \u0628\u0627 \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0646 \u0627\u06cc\u0646 \u0645\u0648\u0636\u0648\u0639\u060c \u0645\u0627 \u0641\u0642\u0637 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u0645 \u062d\u062f\u0627\u0642\u0644\u060c \u062d\u062f\u0627\u06a9\u062b\u0631 \u0648 \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u062f\u0645\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0647\u0631 \u0631\u0648\u0632 \u0628\u0647 \u0627\u0636\u0627\u0641\u0647 \u0647\u0645\u0647 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc \u0645\u0634\u062a\u0642 \u0634\u062f\u0647 \u062c\u062f\u06cc\u062f\u06cc \u06a9\u0647 \u062f\u0631 \u0628\u062e\u0634\u200c\u0647\u0627\u06cc \u06af\u0630\u0634\u062a\u0647 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0631\u062f\u06cc\u0645\u060c \u062d\u0641\u0638 \u06a9\u0646\u06cc\u0645.<\/p>\n<pre><code class=\"hljs\">\nto_remove = (feature \n             <span class=\"hljs-keyword\">for<\/span> feature <span class=\"hljs-keyword\">in<\/span> features \n             <span class=\"hljs-keyword\">if<\/span> feature <span class=\"hljs-keyword\">not<\/span> <span class=\"hljs-keyword\">in<\/span> (<span class=\"hljs-string\">'meantempm'<\/span>, <span class=\"hljs-string\">'mintempm'<\/span>, <span class=\"hljs-string\">'maxtempm'<\/span>))\n\n\nto_keep = (col <span class=\"hljs-keyword\">for<\/span> col <span class=\"hljs-keyword\">in<\/span> df.columns <span class=\"hljs-keyword\">if<\/span> col <span class=\"hljs-keyword\">not<\/span> <span class=\"hljs-keyword\">in<\/span> to_remove)\n\n\ndf = df(to_keep)\ndf.columns\n<\/code><\/pre>\n<pre><code class=\"hljs\">Index(('meantempm', 'maxtempm', 'mintempm', 'meantempm_1', 'meantempm_2',\n       'meantempm_3', 'meandewptm_1', 'meandewptm_2', 'meandewptm_3',\n       'meanpressurem_1', 'meanpressurem_2', 'meanpressurem_3',\n       'maxhumidity_1', 'maxhumidity_2', 'maxhumidity_3', 'minhumidity_1',\n       'minhumidity_2', 'minhumidity_3', 'maxtempm_1', 'maxtempm_2',\n       'maxtempm_3', 'mintempm_1', 'mintempm_2', 'mintempm_3', 'maxdewptm_1',\n       'maxdewptm_2', 'maxdewptm_3', 'mindewptm_1', 'mindewptm_2',\n       'mindewptm_3', 'maxpressurem_1', 'maxpressurem_2', 'maxpressurem_3',\n       'minpressurem_1', 'minpressurem_2', 'minpressurem_3', 'precipm_1',\n       'precipm_2', 'precipm_3'),\n      dtype='object')\n<\/code><\/pre>\n<p>\u06a9\u0627\u0631 \u0628\u0639\u062f\u06cc \u06a9\u0647 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u0645 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u0645 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0627\u0632 \u0628\u0631\u062e\u06cc \u062a\u0648\u0627\u0628\u0639 \u062f\u0627\u062e\u0644\u06cc \u067e\u0627\u0646\u062f\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u0645 \u062a\u0627 \u062f\u0631\u06a9 \u0628\u0647\u062a\u0631\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0645 \u0648 \u0628\u0647 \u0637\u0648\u0631 \u0628\u0627\u0644\u0642\u0648\u0647 \u0645\u0646\u0627\u0637\u0642\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u0645\u0631\u06a9\u0632 \u0627\u0646\u0631\u0698\u06cc \u062e\u0648\u062f \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06a9\u0646\u0645. \u0631\u0648\u06cc.  \u0627\u0648\u0644\u06cc\u0646 \u062a\u0627\u0628\u0639 \u06cc\u06a9 \u0645\u062a\u062f DataFrame \u0627\u0633\u062a \u06a9\u0647 \u0646\u0627\u0645\u06cc\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f <code>info()<\/code> \u06a9\u0647\u060c \u0634\u06af\u0641\u062a\u06cc \u0628\u0632\u0631\u06af &#8230; \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u06cc \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u0631\u0648\u06cc DataFrame  \u0633\u062a\u0648\u0646 &#8220;\u0646\u0648\u0639 \u062f\u0627\u062f\u0647&#8221; \u062e\u0631\u0648\u062c\u06cc \u0645\u0648\u0631\u062f \u062a\u0648\u062c\u0647 \u0627\u0633\u062a.<\/p>\n<pre><code class=\"hljs\">df.info()\n<\/code><\/pre>\n<pre><code class=\"hljs\">&lt;class 'pandas.core.frame.DataFrame'&gt;\nDatetimeIndex: 1000 entries, 2015-01-01 to 2017-09-27\nData columns (total 39 columns):\nmeantempm          1000 non-null object\nmaxtempm           1000 non-null object\nmintempm           1000 non-null object\nmeantempm_1        999 non-null object\nmeantempm_2        998 non-null object\nmeantempm_3        997 non-null object\nmeandewptm_1       999 non-null object\nmeandewptm_2       998 non-null object\nmeandewptm_3       997 non-null object\nmeanpressurem_1    999 non-null object\nmeanpressurem_2    998 non-null object\nmeanpressurem_3    997 non-null object\nmaxhumidity_1      999 non-null object\nmaxhumidity_2      998 non-null object\nmaxhumidity_3      997 non-null object\nminhumidity_1      999 non-null object\nminhumidity_2      998 non-null object\nminhumidity_3      997 non-null object\nmaxtempm_1         999 non-null object\nmaxtempm_2         998 non-null object\nmaxtempm_3         997 non-null object\nmintempm_1         999 non-null object\nmintempm_2         998 non-null object\nmintempm_3         997 non-null object\nmaxdewptm_1        999 non-null object\nmaxdewptm_2        998 non-null object\nmaxdewptm_3        997 non-null object\nmindewptm_1        999 non-null object\nmindewptm_2        998 non-null object\nmindewptm_3        997 non-null object\nmaxpressurem_1     999 non-null object\nmaxpressurem_2     998 non-null object\nmaxpressurem_3     997 non-null object\nminpressurem_1     999 non-null object\nminpressurem_2     998 non-null object\nminpressurem_3     997 non-null object\nprecipm_1          999 non-null object\nprecipm_2          998 non-null object\nprecipm_3          997 non-null object\ndtypes: object(39)\nmemory usage: 312.5+ KB\n<\/code><\/pre>\n<p>\u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 \u0646\u0648\u0639 \u062f\u0627\u062f\u0647 \u0647\u0631 \u0633\u062a\u0648\u0646 \u0627\u0632 \u0646\u0648\u0639 &#8220;object&#8221; \u0627\u0633\u062a.  \u0628\u0631\u0627\u06cc \u0646\u0648\u0639 \u062a\u062d\u0644\u06cc\u0644 \u0639\u062f\u062f\u06cc \u06a9\u0647 \u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u06cc\u0645 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u0645\u060c \u0628\u0627\u06cc\u062f \u0647\u0645\u0647 \u0627\u06cc\u0646 \u0633\u062a\u0648\u0646\u200c\u0647\u0627\u06cc \u0648\u06cc\u0698\u06af\u06cc \u0631\u0627 \u0628\u0647 \u0634\u0646\u0627\u0648\u0631 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0646\u06cc\u0645.  \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0627\u0632 <code>apply()<\/code> \u0631\u0648\u0634 DataFrame \u0628\u0631\u0627\u06cc \u0627\u0639\u0645\u0627\u0644 \u067e\u0627\u0646\u062f\u0627\u0647\u0627 <code>to_numeric<\/code> \u0631\u0648\u0634 \u0628\u0647 \u062a\u0645\u0627\u0645 \u0645\u0642\u0627\u062f\u06cc\u0631 DataFrame.  \u0627\u06cc\u0646 <code>error='coerce'<\/code> \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0647\u0631 \u0645\u0642\u062f\u0627\u0631 \u0645\u062a\u0646\u06cc \u0631\u0627 \u067e\u0631 \u0645\u06cc \u06a9\u0646\u062f <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/en.wikipedia.org\/wiki\/NaN\">NaNs<\/a>.  \u06cc\u0627\u0641\u062a\u0646 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0645\u062a\u0646\u06cc \u062f\u0631 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0648\u062d\u0634\u06cc \u06a9\u0647 \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0627\u0632 \u062c\u0645\u0639\u200c\u0622\u0648\u0631\u0646\u062f\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u06af\u0645 \u0634\u062f\u0647 \u06cc\u0627 \u0646\u0627\u0645\u0639\u062a\u0628\u0631 \u0627\u0633\u062a\u060c \u0645\u0646\u0634\u0623 \u0645\u06cc\u200c\u06af\u06cc\u0631\u0646\u062f\u060c \u0645\u0639\u0645\u0648\u0644 \u0627\u0633\u062a.<\/p>\n<pre><code class=\"hljs\">df = df.apply(pd.to_numeric, errors=<span class=\"hljs-string\">'coerce'<\/span>)\ndf.info()\n<\/code><\/pre>\n<pre><code class=\"hljs\">&lt;class 'pandas.core.frame.DataFrame'&gt;\nDatetimeIndex: 1000 entries, 2015-01-01 to 2017-09-27\nData columns (total 39 columns):\nmeantempm          1000 non-null int64\nmaxtempm           1000 non-null int64\nmintempm           1000 non-null int64\nmeantempm_1        999 non-null float64\nmeantempm_2        998 non-null float64\nmeantempm_3        997 non-null float64\nmeandewptm_1       999 non-null float64\nmeandewptm_2       998 non-null float64\nmeandewptm_3       997 non-null float64\nmeanpressurem_1    999 non-null float64\nmeanpressurem_2    998 non-null float64\nmeanpressurem_3    997 non-null float64\nmaxhumidity_1      999 non-null float64\nmaxhumidity_2      998 non-null float64\nmaxhumidity_3      997 non-null float64\nminhumidity_1      999 non-null float64\nminhumidity_2      998 non-null float64\nminhumidity_3      997 non-null float64\nmaxtempm_1         999 non-null float64\nmaxtempm_2         998 non-null float64\nmaxtempm_3         997 non-null float64\nmintempm_1         999 non-null float64\nmintempm_2         998 non-null float64\nmintempm_3         997 non-null float64\nmaxdewptm_1        999 non-null float64\nmaxdewptm_2        998 non-null float64\nmaxdewptm_3        997 non-null float64\nmindewptm_1        999 non-null float64\nmindewptm_2        998 non-null float64\nmindewptm_3        997 non-null float64\nmaxpressurem_1     999 non-null float64\nmaxpressurem_2     998 non-null float64\nmaxpressurem_3     997 non-null float64\nminpressurem_1     999 non-null float64\nminpressurem_2     998 non-null float64\nminpressurem_3     997 non-null float64\nprecipm_1          889 non-null float64\nprecipm_2          889 non-null float64\nprecipm_3          888 non-null float64\ndtypes: float64(36), int64(3)\nmemory usage: 312.5 KB\n<\/code><\/pre>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u06a9\u0647 \u0647\u0645\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u0627 \u062f\u0627\u0631\u0627\u06cc \u0646\u0648\u0639 \u062f\u0627\u062f\u0647\u200c\u0627\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0645\u0646 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u0645\u060c \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u0645 \u0646\u06af\u0627\u0647\u06cc \u0628\u0647 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0622\u0645\u0627\u0631 \u062e\u0644\u0627\u0635\u0647 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627 \u0628\u06cc\u0646\u062f\u0627\u0632\u0645 \u0648 \u0627\u0632 \u0642\u0627\u0646\u0648\u0646 \u0622\u0645\u0627\u0631\u06cc \u0622\u0645\u0627\u0631\u06cc \u0628\u0631\u0627\u06cc \u0628\u0631\u0631\u0633\u06cc \u0648\u062c\u0648\u062f \u0646\u0642\u0627\u0637 \u067e\u0631\u062a \u0634\u062f\u06cc\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u0645.  \u0631\u0648\u0634 DataFrame <code>describe()<\/code> \u06cc\u06a9 DataFrame \u062d\u0627\u0648\u06cc \u062a\u0639\u062f\u0627\u062f\u060c \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646\u060c \u0627\u0646\u062d\u0631\u0627\u0641 \u0645\u0639\u06cc\u0627\u0631\u060c \u062d\u062f\u0627\u0642\u0644\u060c \u0635\u062f\u06a9 25\u060c \u0635\u062f\u06a9 50 (\u06cc\u0627 \u0645\u06cc\u0627\u0646\u0647)\u060c \u0635\u062f\u06a9 75 \u0648 \u062d\u062f\u0627\u06a9\u062b\u0631 \u0645\u0642\u062f\u0627\u0631 \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc \u06a9\u0646\u062f.  \u0627\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u0633\u06cc\u0627\u0631 \u0645\u0641\u06cc\u062f\u06cc \u0628\u0631\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u062a\u0648\u0632\u06cc\u0639 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0648\u06cc\u0698\u06af\u06cc \u0628\u0627\u0634\u062f.<\/p>\n<p>\u0645\u0646 \u0645\u06cc \u062e\u0648\u0627\u0647\u0645 \u0628\u0627 \u0645\u062d\u0627\u0633\u0628\u0647 \u0633\u062a\u0648\u0646 \u062e\u0631\u0648\u062c\u06cc \u062f\u06cc\u06af\u0631\u06cc \u06a9\u0647 \u0646\u0634\u0627\u0646 \u062f\u0647\u0646\u062f\u0647 \u0648\u062c\u0648\u062f \u0646\u0642\u0627\u0637 \u067e\u0631\u062a \u0627\u0633\u062a \u0628\u0647 \u0627\u06cc\u0646 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u0645.  \u0642\u0627\u0639\u062f\u0647 \u06a9\u0644\u06cc \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06cc\u06a9 \u0646\u0642\u0637\u0647 \u067e\u0631\u062a \u0634\u062f\u06cc\u062f \u0645\u0642\u062f\u0627\u0631\u06cc \u0627\u0633\u062a \u06a9\u0647 \u06a9\u0645\u062a\u0631 \u0627\u0632 3 \u0628\u0627\u0634\u062f <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/en.wikipedia.org\/wiki\/Interquartile_range\">\u0645\u062d\u062f\u0648\u062f\u0647 \u0647\u0627\u06cc \u0628\u06cc\u0646 \u0686\u0627\u0631\u06a9\u06cc<\/a> \u0632\u06cc\u0631 \u0635\u062f\u06a9 25 \u06cc\u0627 3 \u0645\u062d\u062f\u0648\u062f\u0647 \u0628\u06cc\u0646 \u0686\u0627\u0631\u06a9\u06cc \u0628\u0627\u0644\u0627\u062a\u0631 \u0627\u0632 \u0635\u062f\u06a9 75.  \u0645\u062d\u062f\u0648\u062f\u0647 \u0628\u06cc\u0646 \u0686\u0627\u0631\u06a9\u06cc \u0628\u0647 \u0633\u0627\u062f\u06af\u06cc \u062a\u0641\u0627\u0648\u062a \u0628\u06cc\u0646 \u0635\u062f\u06a9 75 \u0648 \u0635\u062f\u06a9 25 \u0627\u0633\u062a.<\/p>\n<pre><code class=\"hljs\">\nspread = df.describe().T\n\n\nIQR = spread(<span class=\"hljs-string\">'75%'<\/span>) - spread(<span class=\"hljs-string\">'25%'<\/span>)\n\n\n\nspread(<span class=\"hljs-string\">'outliers'<\/span>) = (spread(<span class=\"hljs-string\">'min'<\/span>)&lt;(spread(<span class=\"hljs-string\">'25%'<\/span>)-(<span class=\"hljs-number\">3<\/span>*IQR)))|(spread(<span class=\"hljs-string\">'max'<\/span>) &gt; (spread(<span class=\"hljs-string\">'75%'<\/span>)+<span class=\"hljs-number\">3<\/span>*IQR))\n\n\nspread.ix(spread.outliers,)\n<\/code><\/pre>\n<table class=\"table table-bordered\">\n<thead>\n<tr style=\"text-align:right\">\n<th><\/th>\n<th>\u0634\u0645\u0631\u062f\u0646<\/th>\n<th>\u0645\u0646\u0638\u0648\u0631 \u062f\u0627\u0634\u062a\u0646<\/th>\n<th>std<\/th>\n<th>\u062f\u0642\u06cc\u0642\u0647<\/th>\n<th>25%<\/th>\n<th>50%<\/th>\n<th>75%<\/th>\n<th>\u062d\u062f\u0627\u06a9\u062b\u0631<\/th>\n<th>\u0645\u0648\u0627\u0631\u062f \u067e\u0631\u062a<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<th>\u062d\u062f\u0627\u06a9\u062b\u0631 \u0631\u0637\u0648\u0628\u062a_1<\/th>\n<td>999.0<\/td>\n<td>88.107107<\/td>\n<td>9.273053<\/td>\n<td>47.0<\/td>\n<td>83.0<\/td>\n<td>90.0<\/td>\n<td>93.00<\/td>\n<td>100.00<\/td>\n<td>\u062f\u0631\u0633\u062a \u0627\u0633\u062a\u060c \u0648\u0627\u0642\u0639\u06cc<\/td>\n<\/tr>\n<tr>\n<th>\u062d\u062f\u0627\u06a9\u062b\u0631 \u0631\u0637\u0648\u0628\u062a_2<\/th>\n<td>998.0<\/td>\n<td>88.102204<\/td>\n<td>9.276407<\/td>\n<td>47.0<\/td>\n<td>83.0<\/td>\n<td>90.0<\/td>\n<td>93.00<\/td>\n<td>100.00<\/td>\n<td>\u062f\u0631\u0633\u062a \u0627\u0633\u062a\u060c \u0648\u0627\u0642\u0639\u06cc<\/td>\n<\/tr>\n<tr>\n<th>\u062d\u062f\u0627\u06a9\u062b\u0631 \u0631\u0637\u0648\u0628\u062a_3<\/th>\n<td>997.0<\/td>\n<td>88.093280<\/td>\n<td>9.276775<\/td>\n<td>47.0<\/td>\n<td>83.0<\/td>\n<td>90.0<\/td>\n<td>93.00<\/td>\n<td>100.00<\/td>\n<td>\u062f\u0631\u0633\u062a \u0627\u0633\u062a\u060c \u0648\u0627\u0642\u0639\u06cc<\/td>\n<\/tr>\n<tr>\n<th>maxpressurem_1<\/th>\n<td>999.0<\/td>\n<td>1019.924925<\/td>\n<td>7.751874<\/td>\n<td>993.0<\/td>\n<td>1015.0<\/td>\n<td>1019.0<\/td>\n<td>1024.00<\/td>\n<td>1055.00<\/td>\n<td>\u062f\u0631\u0633\u062a \u0627\u0633\u062a\u060c \u0648\u0627\u0642\u0639\u06cc<\/td>\n<\/tr>\n<tr>\n<th>maxpressurem_2<\/th>\n<td>998.0<\/td>\n<td>1019.922846<\/td>\n<td>7.755482<\/td>\n<td>993.0<\/td>\n<td>1015.0<\/td>\n<td>1019.0<\/td>\n<td>1024.00<\/td>\n<td>1055.00<\/td>\n<td>\u062f\u0631\u0633\u062a \u0627\u0633\u062a\u060c \u0648\u0627\u0642\u0639\u06cc<\/td>\n<\/tr>\n<tr>\n<th>maxpressurem_3<\/th>\n<td>997.0<\/td>\n<td>1019.927783<\/td>\n<td>7.757805<\/td>\n<td>993.0<\/td>\n<td>1015.0<\/td>\n<td>1019.0<\/td>\n<td>1024.00<\/td>\n<td>1055.00<\/td>\n<td>\u062f\u0631\u0633\u062a \u0627\u0633\u062a\u060c \u0648\u0627\u0642\u0639\u06cc<\/td>\n<\/tr>\n<tr>\n<th>minpressurem_1<\/th>\n<td>999.0<\/td>\n<td>1012.329329<\/td>\n<td>7.882062<\/td>\n<td>956.0<\/td>\n<td>1008.0<\/td>\n<td>1012.0<\/td>\n<td>1017.00<\/td>\n<td>1035.00<\/td>\n<td>\u062f\u0631\u0633\u062a \u0627\u0633\u062a\u060c \u0648\u0627\u0642\u0639\u06cc<\/td>\n<\/tr>\n<tr>\n<th>minpressurem_2<\/th>\n<td>998.0<\/td>\n<td>1012.326653<\/td>\n<td>7.885560<\/td>\n<td>956.0<\/td>\n<td>1008.0<\/td>\n<td>1012.0<\/td>\n<td>1017.00<\/td>\n<td>1035.00<\/td>\n<td>\u062f\u0631\u0633\u062a \u0627\u0633\u062a\u060c \u0648\u0627\u0642\u0639\u06cc<\/td>\n<\/tr>\n<tr>\n<th>minpressurem_3<\/th>\n<td>997.0<\/td>\n<td>1012.326981<\/td>\n<td>7.889511<\/td>\n<td>956.0<\/td>\n<td>1008.0<\/td>\n<td>1012.0<\/td>\n<td>1017.00<\/td>\n<td>1035.00<\/td>\n<td>\u062f\u0631\u0633\u062a \u0627\u0633\u062a\u060c \u0648\u0627\u0642\u0639\u06cc<\/td>\n<\/tr>\n<tr>\n<th>precipm_1<\/th>\n<td>889.0<\/td>\n<td>2.908211<\/td>\n<td>8.874345<\/td>\n<td>0.0<\/td>\n<td>0.0<\/td>\n<td>0.0<\/td>\n<td>0.51<\/td>\n<td>95.76<\/td>\n<td>\u062f\u0631\u0633\u062a \u0627\u0633\u062a\u060c \u0648\u0627\u0642\u0639\u06cc<\/td>\n<\/tr>\n<tr>\n<th>precipm_2<\/th>\n<td>889.0<\/td>\n<td>2.908211<\/td>\n<td>8.874345<\/td>\n<td>0.0<\/td>\n<td>0.0<\/td>\n<td>0.0<\/td>\n<td>0.51<\/td>\n<td>95.76<\/td>\n<td>\u062f\u0631\u0633\u062a \u0627\u0633\u062a\u060c \u0648\u0627\u0642\u0639\u06cc<\/td>\n<\/tr>\n<tr>\n<th>precipm_3<\/th>\n<td>888.0<\/td>\n<td>2.888885<\/td>\n<td>8.860608<\/td>\n<td>0.0<\/td>\n<td>0.0<\/td>\n<td>0.0<\/td>\n<td>0.51<\/td>\n<td>95.76<\/td>\n<td>\u062f\u0631\u0633\u062a \u0627\u0633\u062a\u060c \u0648\u0627\u0642\u0639\u06cc<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u062a\u0627\u062b\u06cc\u0631 \u0628\u0627\u0644\u0642\u0648\u0647 \u0646\u0642\u0627\u0637 \u062f\u0648\u0631\u0627\u0641\u062a\u0627\u062f\u0647 \u0628\u062e\u0634 \u062f\u0634\u0648\u0627\u0631\u06cc \u0627\u0632 \u0647\u0631 \u067e\u0631\u0648\u0698\u0647 \u062a\u062d\u0644\u06cc\u0644\u06cc \u0627\u0633\u062a.  \u0627\u0632 \u06cc\u06a9 \u0637\u0631\u0641\u060c \u0634\u0645\u0627 \u0628\u0627\u06cc\u062f \u0646\u06af\u0631\u0627\u0646 \u067e\u062a\u0627\u0646\u0633\u06cc\u0644 \u0645\u0639\u0631\u0641\u06cc \u0645\u0635\u0646\u0648\u0639\u0627\u062a \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062c\u0639\u0644\u06cc \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 \u0628\u0647 \u0637\u0648\u0631 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0628\u0631 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0634\u0645\u0627 \u062a\u0623\u062b\u06cc\u0631 \u0645\u06cc \u06af\u0630\u0627\u0631\u062f \u06cc\u0627 \u0633\u0648\u06af\u06cc\u0631\u06cc \u0645\u06cc \u06a9\u0646\u062f.  \u0627\u0632 \u0633\u0648\u06cc \u062f\u06cc\u06af\u0631\u060c \u0646\u0642\u0627\u0637 \u067e\u0631\u062a \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u062f\u0631 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0646\u062a\u0627\u06cc\u062c\u06cc \u06a9\u0647 \u062f\u0631 \u0634\u0631\u0627\u06cc\u0637 \u062e\u0627\u0635 \u0628\u0647 \u0648\u062c\u0648\u062f \u0645\u06cc \u0622\u06cc\u0646\u062f \u0628\u0633\u06cc\u0627\u0631 \u0645\u0639\u0646\u0627\u062f\u0627\u0631 \u0628\u0627\u0634\u0646\u062f.  \u0645\u0627 \u062f\u0631 \u0645\u0648\u0631\u062f \u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u0627\u06cc\u0646 \u0645\u0648\u0627\u0631\u062f \u067e\u0631\u062a \u06a9\u0647 \u062d\u0627\u0648\u06cc \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627 \u0647\u0633\u062a\u0646\u062f \u0628\u062d\u062b \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u0648 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u06cc\u062f \u06a9\u0647 \u0622\u06cc\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0647 \u06cc\u06a9 \u0646\u062a\u06cc\u062c\u0647 \u0645\u0639\u0642\u0648\u0644 \u062f\u0631 \u0645\u0648\u0631\u062f \u0631\u0648\u0634 \u0628\u0631\u062e\u0648\u0631\u062f \u0628\u0627 \u0622\u0646\u0647\u0627 \u0628\u0631\u0633\u06cc\u0645.<\/p>\n<p>\u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc \u0631\u0633\u062f \u0627\u0648\u0644\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u0632 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 \u0628\u0647 \u062d\u062f\u0627\u06a9\u062b\u0631 \u0631\u0637\u0648\u0628\u062a \u0645\u0631\u0628\u0648\u0637 \u0645\u06cc \u0634\u0648\u062f.  \u0628\u0627 \u0646\u06af\u0627\u0647 \u06a9\u0631\u062f\u0646 \u0628\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u0645 \u0628\u06af\u0648\u06cc\u0645 \u06a9\u0647 \u0646\u0642\u0637\u0647 \u067e\u0631\u062a \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u062f\u0633\u062a\u0647 \u0648\u06cc\u0698\u06af\u06cc \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0645\u0642\u062f\u0627\u0631 \u06a9\u0645 \u0638\u0627\u0647\u0631\u0627 \u0628\u0633\u06cc\u0627\u0631 \u06a9\u0645 \u0627\u0633\u062a.  \u062f\u0631 \u0648\u0627\u0642\u0639 \u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc \u0631\u0633\u062f \u06a9\u0647 \u0627\u06cc\u0646 \u0645\u0642\u062f\u0627\u0631 \u0628\u0633\u06cc\u0627\u0631 \u06a9\u0645 \u0627\u0633\u062a \u0648 \u0645\u0646 \u0641\u06a9\u0631 \u0645\u06cc \u06a9\u0646\u0645 \u0645\u06cc \u062e\u0648\u0627\u0647\u0645 \u0646\u06af\u0627\u0647\u06cc \u062f\u0642\u06cc\u0642 \u062a\u0631 \u0628\u0647 \u0622\u0646 \u0628\u06cc\u0646\u062f\u0627\u0632\u0645\u060c \u062a\u0631\u062c\u06cc\u062d\u0627\u064b \u0628\u0647 \u0635\u0648\u0631\u062a \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc.  \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0627\u0632 \u0647\u06cc\u0633\u062a\u0648\u06af\u0631\u0627\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u0645.<\/p>\n<pre><code class=\"hljs\">%matplotlib inline\nplt.rcParams(<span class=\"hljs-string\">'figure.figsize'<\/span>) = (<span class=\"hljs-number\">14<\/span>, <span class=\"hljs-number\">8<\/span>)\ndf.maxhumidity_1.hist()\nplt.title(<span class=\"hljs-string\">'Distribution of maxhumidity_1'<\/span>)\nplt.xlabel(<span class=\"hljs-string\">'maxhumidity_1'<\/span>)\nplt.show()\n<\/code><\/pre>\n<p><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/using-machine-learning-predict-weather-part-1-1.png\" alt=\"\u0647\u06cc\u0633\u062a\u0648\u06af\u0631\u0627\u0645 \u062d\u062f\u0627\u06a9\u062b\u0631 \u0631\u0637\u0648\u0628\u062a\" title=\"\"><\/p>\n<p>\u0646\u06af\u0627\u0647\u06cc \u0628\u0647 \u0647\u06cc\u0633\u062a\u0648\u06af\u0631\u0627\u0645 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0628\u0631\u0627\u06cc <code>maxhumidity<\/code> \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u06a9\u0645\u06cc \u0627\u0646\u062d\u0631\u0627\u0641 \u0645\u0646\u0641\u06cc \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f.  \u0645\u0646 \u0645\u06cc \u062e\u0648\u0627\u0647\u0645 \u0627\u06cc\u0646 \u0631\u0627 \u062f\u0631 \u0647\u0646\u06af\u0627\u0645 \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u062f\u0644 \u0647\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0648 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0642\u062f\u0631\u062a \u062a\u0623\u062b\u06cc\u0631 \u062d\u062f\u0627\u06a9\u062b\u0631 \u0631\u0637\u0648\u0628\u062a \u062f\u0631 \u0646\u0638\u0631 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0645.  \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0631\u0648\u0634 \u0647\u0627\u06cc \u0622\u0645\u0627\u0631\u06cc \u0627\u0633\u0627\u0633\u06cc \u0641\u0631\u0636 \u0645\u06cc \u06a9\u0646\u0646\u062f \u06a9\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0639\u0645\u0648\u0644 \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647 \u0627\u0646\u062f.  \u062f\u0631 \u062d\u0627\u0644 \u062d\u0627\u0636\u0631 \u0641\u06a9\u0631 \u0645\u06cc \u06a9\u0646\u0645 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0647 \u062d\u0627\u0644 \u062e\u0648\u062f \u0631\u0647\u0627 \u062e\u0648\u0627\u0647\u0645 \u06a9\u0631\u062f\u060c \u0627\u0645\u0627 \u062e\u0648\u0628 \u0627\u0633\u062a \u06a9\u0647 \u0627\u06cc\u0646 \u0631\u0627 \u062f\u0631 \u0630\u0647\u0646 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u0645 \u0648 \u0646\u0633\u0628\u062a \u0628\u0647 \u0622\u0646 \u0634\u06a9 \u0648 \u062a\u0631\u062f\u06cc\u062f \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u0645.<\/p>\n<p>\u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0628\u0647 \u062a\u0648\u0632\u06cc\u0639 \u0648\u06cc\u0698\u06af\u06cc \u0641\u0634\u0627\u0631 \u062d\u062f\u0627\u0642\u0644 \u0645\u06cc \u067e\u0631\u062f\u0627\u0632\u0645.<\/p>\n<pre><code class=\"hljs\">df.minpressurem_1.hist()\nplt.title(<span class=\"hljs-string\">'Distribution of minpressurem_1'<\/span>)\nplt.xlabel(<span class=\"hljs-string\">'minpressurem_1'<\/span>)\nplt.show()\n<\/code><\/pre>\n<p><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/using-machine-learning-predict-weather-part-1-2.png\" alt=\"\u0647\u06cc\u0633\u062a\u0648\u06af\u0631\u0627\u0645 \u0641\u0634\u0627\u0631 \u062d\u062f\u0627\u0642\u0644\" title=\"\"><\/p>\n<p>\u0627\u06cc\u0646 \u0637\u0631\u062d \u0648\u06cc\u0698\u06af\u06cc \u062c\u0627\u0644\u0628 \u062f\u06cc\u06af\u0631\u06cc \u0631\u0627 \u0628\u0647 \u0646\u0645\u0627\u06cc\u0634 \u0645\u06cc \u06af\u0630\u0627\u0631\u062f.  \u0627\u0632 \u0627\u06cc\u0646 \u0646\u0645\u0648\u062f\u0627\u0631\u060c \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0633\u062a <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/en.wikipedia.org\/wiki\/Multimodal_distribution\">\u0686\u0646\u062f \u0648\u062c\u0647\u06cc<\/a>\u060c \u06a9\u0647 \u0645\u0646 \u0631\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0628\u0627\u0648\u0631 \u0645\u06cc \u0631\u0633\u0627\u0646\u062f \u06a9\u0647 \u062f\u0648 \u0645\u062c\u0645\u0648\u0639\u0647 \u0628\u0633\u06cc\u0627\u0631 \u0645\u062a\u0641\u0627\u0648\u062a \u0627\u0632 \u0634\u0631\u0627\u06cc\u0637 \u0645\u062d\u06cc\u0637\u06cc \u062f\u0631 \u0627\u06cc\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0622\u0634\u06a9\u0627\u0631 \u0627\u0633\u062a.  \u0645\u0646 \u062f\u0631 \u062d\u0630\u0641 \u0627\u06cc\u0646 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0645\u0631\u062f\u062f \u0647\u0633\u062a\u0645 \u0632\u06cc\u0631\u0627 \u0645\u06cc \u062f\u0627\u0646\u0645 \u06a9\u0647 \u0646\u0648\u0633\u0627\u0646\u0627\u062a \u062f\u0645\u0627 \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0646\u0637\u0642\u0647 \u0627\u0632 \u06a9\u0634\u0648\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0633\u06cc\u0627\u0631 \u0634\u062f\u06cc\u062f \u0628\u0627\u0634\u062f \u0628\u0647 \u062e\u0635\u0648\u0635 \u062f\u0631 \u0628\u06cc\u0646 \u0641\u0635\u0648\u0644 \u0633\u0627\u0644.  \u0645\u0646 \u0646\u06af\u0631\u0627\u0646 \u0647\u0633\u062a\u0645 \u06a9\u0647 \u062d\u0630\u0641 \u0627\u06cc\u0646 \u0645\u0642\u0627\u062f\u06cc\u0631 \u067e\u0627\u06cc\u06cc\u0646 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0633\u0648\u062f\u0645\u0646\u062f\u06cc \u062a\u0648\u0636\u06cc\u062d\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f\u060c \u0627\u0645\u0627 \u06cc\u06a9 \u0628\u0627\u0631 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\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0645\u0639\u0642\u0648\u0644 \u0627\u0633\u062a.  \u0628\u0631\u0627\u06cc \u0645\u0646 \u0627\u06cc\u0646 \u062f\u0644\u06cc\u0644\u06cc \u0628\u0631\u0627\u06cc \u062d\u0630\u0641 \u0627\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 \u0646\u06cc\u0633\u062a.<\/p>\n<p>\u0622\u062e\u0631\u06cc\u0646 \u0645\u0634\u06a9\u0644 \u06a9\u06cc\u0641\u06cc\u062a \u062f\u0627\u062f\u0647 \u06a9\u0647 \u0628\u0627\u06cc\u062f \u0628\u0647 \u0622\u0646 \u067e\u0631\u062f\u0627\u062e\u062a\u0647 \u0634\u0648\u062f\u060c \u06a9\u0645\u0628\u0648\u062f \u0645\u0642\u0627\u062f\u06cc\u0631 \u0627\u0633\u062a.  \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0631\u0648\u0634\u06cc \u06a9\u0647 \u0645\u0646 DataFrame \u0631\u0627 \u0633\u0627\u062e\u062a\u0647\u200c\u0627\u0645\u060c \u0645\u0642\u0627\u062f\u06cc\u0631 \u0627\u0632 \u062f\u0633\u062a \u0631\u0641\u062a\u0647 \u062a\u0648\u0633\u0637 NaNs \u0646\u0634\u0627\u0646 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\u0631\u062f\u06cc\u0641\u200c\u0647\u0627\u06cc\u06cc \u0631\u0627 \u06a9\u0647 \u062d\u0627\u0648\u06cc \u0645\u0642\u0627\u062f\u06cc\u0631 \u0627\u0632 \u062f\u0633\u062a \u0631\u0641\u062a\u0647 \u0647\u0633\u062a\u0646\u062f \u062d\u0630\u0641 \u06a9\u0646\u0645\u060c \u0627\u0645\u0627 \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0642\u0628\u0644\u0627\u064b \u0627\u0634\u0627\u0631\u0647 \u06a9\u0631\u062f\u0645 \u0628\u0627 \u0628\u06cc\u0631\u0648\u0646 \u0631\u06cc\u062e\u062a\u0646 \u0627\u06cc\u0646 \u0645\u0642\u062f\u0627\u0631 \u062f\u0627\u062f\u0647\u060c \u0645\u0642\u062f\u0627\u0631 \u0632\u06cc\u0627\u062f\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u062d\u0630\u0641 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/li>\n<li>\u0645\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u0645 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0627\u0632 \u062f\u0633\u062a \u0631\u0641\u062a\u0647 \u0631\u0627 \u0628\u0627 \u06cc\u06a9 \u0645\u0642\u062f\u0627\u0631 \u062f\u0631\u0648\u0646 \u06cc\u0627\u0628\u06cc \u0634\u062f\u0647 \u067e\u0631 \u06a9\u0646\u0645 \u06a9\u0647 \u062a\u062e\u0645\u06cc\u0646 \u0645\u0639\u0642\u0648\u0644\u06cc \u0627\u0632 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0648\u0627\u0642\u0639\u06cc \u0627\u0633\u062a.<\/li>\n<\/ol>\n<p>\u0627\u0632 \u0622\u0646\u062c\u0627\u06cc\u06cc \u06a9\u0647 \u062a\u0631\u062c\u06cc\u062d \u0645\u06cc\u200c\u062f\u0647\u0645 \u062a\u0627 \u0622\u0646\u062c\u0627 \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0645 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u062d\u0641\u0638 \u06a9\u0646\u0645\u060c \u062f\u0631 \u062c\u0627\u06cc\u06cc \u06a9\u0647 \u06a9\u0645\u062a\u0631\u06cc\u0646 \u062e\u0637\u0631 \u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0646 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0627\u0634\u062a\u0628\u0627\u0647 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f\u060c \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u0645 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0628\u0627\u0631\u0634 \u0627\u0632 \u062f\u0633\u062a \u0631\u0641\u062a\u0647 \u0631\u0627 \u0628\u0627 \u0631\u0627\u06cc\u062c\u200c\u062a\u0631\u06cc\u0646 \u0645\u0642\u062f\u0627\u0631 \u0635\u0641\u0631 \u067e\u0631 \u06a9\u0646\u0645.  \u0645\u0646 \u0627\u062d\u0633\u0627\u0633 \u0645\u06cc \u06a9\u0646\u0645 \u0627\u06cc\u0646 \u06cc\u06a9 \u062a\u0635\u0645\u06cc\u0645 \u0645\u0639\u0642\u0648\u0644 \u0627\u0633\u062a \u0632\u06cc\u0631\u0627 \u0627\u06a9\u062b\u0631 \u0645\u0642\u0627\u062f\u06cc\u0631 \u062f\u0631 \u0627\u0646\u062f\u0627\u0632\u0647 \u06af\u06cc\u0631\u06cc \u0647\u0627\u06cc \u0628\u0627\u0631\u0634 \u0635\u0641\u0631 \u0647\u0633\u062a\u0646\u062f.<\/p>\n<pre><code class=\"hljs\">\n<span class=\"hljs-keyword\">for<\/span> precip_col <span class=\"hljs-keyword\">in<\/span> (<span class=\"hljs-string\">'precipm_1'<\/span>, <span class=\"hljs-string\">'precipm_2'<\/span>, <span class=\"hljs-string\">'precipm_3'<\/span>):\n    \n    missing_vals = pd.isnull(df(precip_col))\n    df(precip_col)(missing_vals) = <span class=\"hljs-number\">0<\/span>\n<\/code><\/pre>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u06a9\u0647 \u062a\u0645\u0627\u0645 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0627\u0632 \u062f\u0633\u062a \u0631\u0641\u062a\u0647 \u0631\u0627 \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0645 \u067e\u0631 \u06a9\u0631\u062f\u0647\u200c\u0627\u0645\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0645\u0631\u0627\u0642\u0628 \u0628\u0648\u062f\u0645 \u062a\u0623\u062b\u06cc\u0631 \u0645\u0646\u0641\u06cc \u0628\u0631 \u06a9\u06cc\u0641\u06cc\u062a \u0646\u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0645\u060c \u0631\u0627\u062d\u062a \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0645 \u0631\u06a9\u0648\u0631\u062f\u0647\u0627\u06cc \u0628\u0627\u0642\u06cc\u200c\u0645\u0627\u0646\u062f\u0647 \u062d\u0627\u0648\u06cc \u0645\u0642\u0627\u062f\u06cc\u0631 \u06af\u0645\u0634\u062f\u0647 \u0631\u0627 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u062d\u0630\u0641 \u06a9\u0646\u0645.  \u0631\u0647\u0627 \u06a9\u0631\u062f\u0646 \u0631\u062f\u06cc\u0641 \u0647\u0627\u06cc\u06cc \u0627\u0632 DataFrame \u062d\u0627\u0648\u06cc NaN \u0628\u0633\u06cc\u0627\u0631 \u0622\u0633\u0627\u0646 \u0627\u0633\u062a.  \u062a\u0646\u0647\u0627 \u06a9\u0627\u0631\u06cc \u06a9\u0647 \u0628\u0627\u06cc\u062f \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u0645 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0645\u062a\u062f \u0631\u0627 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u06a9\u0646\u0645 <code>dropna()<\/code> \u0648 \u067e\u0627\u0646\u062f\u0627\u0647\u0627 \u0647\u0645\u0647 \u06a9\u0627\u0631\u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0645\u0646 \u0627\u0646\u062c\u0627\u0645 \u062e\u0648\u0627\u0647\u0646\u062f \u062f\u0627\u062f.<\/p>\n<pre><code class=\"hljs\">df = df.dropna()\n<\/code><\/pre>\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 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u060c \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u0631\u0627 \u06cc\u0627\u062f \u0628\u06af\u06cc\u0631\u06cc\u062f\u061f  \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0686\u0646\u062f \u0645\u0646\u0628\u0639 \u0639\u0627\u0644\u06cc \u0628\u0631\u0627\u06cc \u0634\u0631\u0648\u0639 \u0634\u0645\u0627 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f:<\/p>\n<h2 id=\"conclusion\"><span class=\"ez-toc-section\" id=\"%d9%86%d8%aa%db%8c%d8%ac%d9%87\"><\/span>\u0646\u062a\u06cc\u062c\u0647<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0645\u0646 \u0634\u0631\u062d \u062f\u0627\u062f\u0647 \u0627\u0645 process \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc\u060c \u062a\u0645\u06cc\u0632 \u06a9\u0631\u062f\u0646 \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0628\u0627 \u0627\u0646\u062f\u0627\u0632\u0647 \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062f\u0631 \u0645\u0642\u0627\u0644\u0627\u062a \u0622\u06cc\u0646\u062f\u0647 \u0631\u0648\u06cc \u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u062f\u0645\u0627\u06cc \u0647\u0648\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647 \u0631\u0627 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645.<\/p>\n<p>\u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0627\u06cc\u0646 \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u064b \u062e\u0634\u06a9 \u062a\u0631\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u062f\u0631 \u0645\u0648\u0631\u062f \u0627\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f\u060c \u0645\u0646 \u0633\u0639\u06cc \u06a9\u0631\u062f\u0647 \u0627\u0645 \u0628\u0631 \u0627\u0647\u0645\u06cc\u062a \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0627 \u06a9\u06cc\u0641\u06cc\u062a \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u0622\u0632\u0645\u0627\u06cc\u0634 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0627\u0631\u0632\u0634\u0645\u0646\u062f \u062a\u0623\u06a9\u06cc\u062f \u06a9\u0646\u0645.<\/p>\n<p>\u0645\u0645\u0646\u0648\u0646 \u06a9\u0647 \u062e\u0648\u0627\u0646\u062f\u06cc\u062f \u0648 \u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u0645 \u0645\u0646\u062a\u0638\u0631 \u0645\u0642\u0627\u0644\u0627\u062a \u0628\u0639\u062f\u06cc \u0628\u0627\u0634\u06cc\u062f \u0631\u0648\u06cc \u0627\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647.<\/p>\n<p>\u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0642\u0633\u0645\u062a \u0647\u0627\u06cc 2 \u0648 3 \u0627\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u0647\u0633\u062a\u06cc\u062f\u061f  \u0627\u06cc\u0646\u062c\u0627 \u0628\u0631\u0648:<\/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 1403-01-29 03:52:04<br \/>\n<\/p>\n\n\n<div class=\"kk-star-ratings kksr-auto kksr-align-center kksr-valign-bottom\"\n    data-payload='{&quot;align&quot;:&quot;center&quot;,&quot;id&quot;:&quot;16657&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;\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0622\u0628 \u0648 \u0647\u0648\u0627: \u0642\u0633\u0645\u062a 1&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\"> 16<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span>\u0642\u0633\u0645\u062a 1: \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0632 \u0622\u0628 \u0648 \u0647\u0648\u0627\u06cc \u0632\u06cc\u0631\u0632\u0645\u06cc\u0646\u06cc \u0627\u06cc\u0646 \u0627\u0648\u0644\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0627\u0632 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u0686\u0646\u062f \u0642\u0633\u0645\u062a\u06cc \u0627\u0633\u062a \u0631\u0648\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Python \u0648 Machine Learning \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u0645\u062f\u0644 \u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u062f\u0645\u0627\u06cc \u0647\u0648\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u0634\u062f\u0647 \u0627\u0632 Weather Underground. \u0627\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u0632 \u0633\u0647 \u0645\u0642\u0627\u0644\u0647 \u0645\u062e\u062a\u0644\u0641 \u062a\u0634\u06a9\u06cc\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a [&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],"tags":[],"class_list":["post-16657","post","type-post","status-publish","format-standard","hentry","category-python","category-programming"],"acf":[],"_links":{"self":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/16657","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=16657"}],"version-history":[{"count":0,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/16657\/revisions"}],"wp:attachment":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media?parent=16657"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/categories?post=16657"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/tags?post=16657"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}