{"id":7334,"date":"2024-07-11T19:35:33","date_gmt":"2024-07-11T15:05:33","guid":{"rendered":"https:\/\/daneshkar.net\/blog\/?p=7334"},"modified":"2026-05-10T18:52:16","modified_gmt":"2026-05-10T14:22:16","slug":"r-and-python-in-dataanalysis","status":"publish","type":"post","link":"https:\/\/daneshkar.net\/blog\/r-and-python-in-dataanalysis\/","title":{"rendered":"R \u062f\u0631 \u0645\u0642\u0627\u0628\u0644 \u067e\u0627\u06cc\u062a\u0648\u0646: \u0627\u0646\u062a\u062e\u0627\u0628 \u0627\u0628\u0632\u0627\u0631 \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u060c \u062f\u0648 \u0632\u0628\u0627\u0646 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u0628\u0631\u062c\u0633\u062a\u0647 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\u0628\u0647 \u0634\u0645\u0627 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u0627\u0628\u0632\u0627\u0631 \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u0646\u06cc\u0627\u0632\u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f.<\/p>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 ez-toc-wrap-center counter-hierarchy ez-toc-counter-rtl ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u062f\u0633\u062a\u0631\u0633\u06cc \u0633\u0631\u06cc\u0639<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: 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class='ez-toc-list-level-5' ><li class='ez-toc-heading-level-5'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/daneshkar.net\/blog\/r-and-python-in-dataanalysis\/#%D9%BE%D8%A7%DB%8C%D8%AA%D9%88%D9%86-2\" >\u067e\u0627\u06cc\u062a\u0648\u0646<\/a><\/li><\/ul><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/daneshkar.net\/blog\/r-and-python-in-dataanalysis\/#%D8%AC%D8%A7%D9%85%D8%B9%D9%87_%D9%88_%D9%BE%D8%B4%D8%AA%DB%8C%D8%A8%D8%A7%D9%86%DB%8C\" >\u062c\u0627\u0645\u0639\u0647 \u0648 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc<\/a><ul class='ez-toc-list-level-5' ><li class='ez-toc-heading-level-5'><ul class='ez-toc-list-level-5' ><li class='ez-toc-heading-level-5'><ul class='ez-toc-list-level-5' ><li class='ez-toc-heading-level-5'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/daneshkar.net\/blog\/r-and-python-in-dataanalysis\/#R\" >R<\/a><\/li><\/ul><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/daneshkar.net\/blog\/r-and-python-in-dataanalysis\/#%D8%B9%D9%85%D9%84%DA%A9%D8%B1%D8%AF_%D9%88_%D9%85%D9%82%DB%8C%D8%A7%D8%B3%E2%80%8C%D9%BE%D8%B0%DB%8C%D8%B1%DB%8C\" >\u0639\u0645\u0644\u06a9\u0631\u062f \u0648 \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/daneshkar.net\/blog\/r-and-python-in-dataanalysis\/#%DB%8C%DA%A9%D9%BE%D8%A7%D8%B1%DA%86%DA%AF%DB%8C_%D9%88_%D8%A7%D8%B3%D8%AA%D9%82%D8%B1%D8%A7%D8%B1\" >\u06cc\u06a9\u067e\u0627\u0631\u0686\u06af\u06cc \u0648 \u0627\u0633\u062a\u0642\u0631\u0627\u0631<\/a><ul class='ez-toc-list-level-5' ><li class='ez-toc-heading-level-5'><ul class='ez-toc-list-level-5' ><li class='ez-toc-heading-level-5'><ul class='ez-toc-list-level-5' ><li class='ez-toc-heading-level-5'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/daneshkar.net\/blog\/r-and-python-in-dataanalysis\/#%D9%BE%D8%A7%DB%8C%D8%AA%D9%88%D9%86-3\" >\u067e\u0627\u06cc\u062a\u0648\u0646<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/daneshkar.net\/blog\/r-and-python-in-dataanalysis\/#%D9%86%D8%AA%DB%8C%D8%AC%D9%87%E2%80%8C%DA%AF%DB%8C%D8%B1%DB%8C\" >\u0646\u062a\u06cc\u062c\u0647\u200c\u06af\u06cc\u0631\u06cc<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading has-text-align-right has-vivid-green-cyan-color has-text-color has-link-color wp-elements-5cc7bd2e68f9f73a767fd5b3795537c0\"><span class=\"ez-toc-section\" id=\"%D9%85%D9%86%D8%B4%D8%A3_%D9%88_%D9%87%D8%AF%D9%81\"><\/span>\u0645\u0646\u0634\u0623 \u0648 \u0647\u062f\u0641<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">R<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0632\u0628\u0627\u0646 R \u062f\u0631 \u0627\u0648\u0627\u06cc\u0644 \u062f\u0647\u0647 \u06f1\u06f9\u06f9\u06f0 \u062a\u0648\u0633\u0637 \u0622\u0645\u0627\u0631\u062f\u0627\u0646\u0627\u0646 \u0631\u0627\u0633 \u0627\u06cc\u0647\u0627\u06a9\u0627 \u0648 \u0631\u0627\u0628\u0631\u062a \u062c\u0646\u062a\u0644\u0645\u0646 \u062f\u0631 \u062f\u0627\u0646\u0634\u06af\u0627\u0647 \u0622\u06a9\u0644\u0646\u062f \u062a\u0648\u0633\u0639\u0647 \u06cc\u0627\u0641\u062a. R \u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u0646\u0628\u0639\u200c\u0628\u0627\u0632 \u0627\u0632 \u0632\u0628\u0627\u0646 S \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0628\u0648\u062f \u0648 \u0628\u0631 \u062a\u062d\u0644\u06cc\u0644\u200c\u0647\u0627\u06cc \u0622\u0645\u0627\u0631\u06cc \u0648 \u062a\u0635\u0648\u06cc\u0631\u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u062a\u0645\u0631\u06a9\u0632 \u062f\u0627\u0634\u062a. \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0627\u06cc\u0646\u06a9\u0647 R \u062a\u0648\u0633\u0637 \u0622\u0645\u0627\u0631\u062f\u0627\u0646\u0627\u0646 \u0628\u0631\u0627\u06cc \u0622\u0645\u0627\u0631\u062f\u0627\u0646\u0627\u0646 \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u0628\u0647\u200c\u0637\u0648\u0631 \u0630\u0627\u062a\u06cc \u0646\u06cc\u0627\u0632\u0647\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0622\u0645\u0627\u0631\u06cc \u0648 \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc \u0631\u0627 \u0628\u0631\u0622\u0648\u0631\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u062f\u0631 \u0646\u0638\u0631 \u0628\u06af\u06cc\u0631\u06cc\u062f \u06a9\u0647 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0627\u0646\u062c\u0627\u0645 \u062a\u062d\u0644\u06cc\u0644 \u0622\u0645\u0627\u0631\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647\u200c\u0627\u06cc \u0628\u0631 \u0631\u0648\u06cc \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u062f\u0627\u062f\u0647 \u062f\u0627\u0631\u06cc\u062f. R \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u06af\u0633\u062a\u0631\u062f\u0647\u200c\u0627\u06cc \u0628\u0631\u0627\u06cc \u0622\u0632\u0645\u0648\u0646\u200c\u0647\u0627 \u0648 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0622\u0645\u0627\u0631\u06cc \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u0645\u0627\u0646\u0646\u062f \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u062e\u0637\u06cc\u060c \u0622\u0632\u0645\u0648\u0646\u200c\u0647\u0627\u06cc t \u0648 ANOVA. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0645\u062b\u0627\u0644\u06cc \u0627\u0632 \u0627\u0646\u062c\u0627\u0645 \u06cc\u06a9 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u062e\u0637\u06cc \u062f\u0631 R \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u062f\u0627\u062f\u0647\ndata(mtcars)\n# \u0627\u0646\u062c\u0627\u0645 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u062e\u0637\u06cc\nmodel &lt;- lm(mpg ~ wt + hp, data=mtcars)\n# \u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u062f\u0644\nsummary(model)<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u0627\u06cc\u0646 \u06a9\u062f \u0645\u062e\u062a\u0635\u0631 \u0627\u0632 \u062a\u0648\u0627\u0628\u0639 \u062a\u062e\u0635\u0635\u06cc R \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u0628\u0647 \u0633\u0631\u0639\u062a \u06cc\u06a9 \u062a\u062d\u0644\u06cc\u0644 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u062e\u0637\u06cc \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u062f \u0648 \u062e\u0644\u0627\u0635\u0647\u200c\u0627\u06cc \u0627\u0632 \u0622\u0646 \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u062f.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u067e\u0627\u06cc\u062a\u0648\u0646<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u067e\u0627\u06cc\u062a\u0648\u0646 \u062a\u0648\u0633\u0637 \u06af\u06cc\u062f\u0648 \u0648\u0627\u0646 \u0631\u0648\u0633\u0648\u0645 \u0637\u0631\u0627\u062d\u06cc \u0648 \u062f\u0631 \u0633\u0627\u0644 \u06f1\u06f9\u06f9\u06f1 \u0645\u0646\u062a\u0634\u0631 \u0634\u062f. \u0627\u06cc\u0646 \u0632\u0628\u0627\u0646 \u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0632\u0628\u0627\u0646 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u0639\u0645\u0648\u0645\u06cc \u0628\u0627 \u062a\u0623\u06a9\u06cc\u062f \u0628\u0631 \u062e\u0648\u0627\u0646\u0627\u06cc\u06cc \u0648 \u0633\u0627\u062f\u06af\u06cc \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u0631\u0627 \u0622\u0633\u0627\u0646 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0647\u0645\u0647\u200c\u06a9\u0627\u0631\u0647 \u0628\u0648\u062f\u0646\u060c \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0627\u0632 \u062c\u0645\u0644\u0647 \u062a\u0648\u0633\u0639\u0647 \u0648\u0628\u060c \u062e\u0648\u062f\u06a9\u0627\u0631\u0633\u0627\u0632\u06cc \u0648 \u0627\u0644\u0628\u062a\u0647 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0642\u0631\u0627\u0631 \u0645\u06cc\u200c\u06af\u06cc\u0631\u062f.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0627\u06af\u0631 \u0628\u062e\u0648\u0627\u0647\u06cc\u062f \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u062e\u0637\u06cc \u0645\u0634\u0627\u0628\u0647\u06cc \u0631\u0627 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f\u060c \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f <code>pandas<\/code> \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0648 <code>statsmodels<\/code> \u0628\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0633\u0627\u0632\u06cc \u0622\u0645\u0627\u0631\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u062f:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">python<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import pandas as pd\r\nimport statsmodels.api as sm\r\n\r\n# \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u062f\u0627\u062f\u0647\r\ndf = sm.datasets.get_rdataset('mtcars').data\r\n# \u062a\u0639\u0631\u06cc\u0641 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc \u0648\u0627\u0628\u0633\u062a\u0647 \u0648 \u0645\u0633\u062a\u0642\u0644\r\nX = df&#91;&#91;'wt', 'hp']]\r\ny = df&#91;'mpg']\r\n# \u0627\u0641\u0632\u0648\u062f\u0646 \u062b\u0627\u0628\u062a \u0628\u0647 \u0645\u062f\u0644 (\u0645\u0642\u062f\u0627\u0631 \u0627\u0646\u062a\u0631\u0633\u067e\u062a)\r\nX = sm.add_constant(X)\r\n# \u0628\u0631\u0627\u0632\u0634 \u0645\u062f\u0644\r\nmodel = sm.OLS(y, X).fit()\r\n# \u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u062f\u0644\r\nprint(model.summary())\r\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0627\u06cc\u0646 \u06a9\u062f \u067e\u0627\u06cc\u062a\u0648\u0646 \u06a9\u0645\u06cc \u0637\u0648\u0644\u0627\u0646\u06cc\u200c\u062a\u0631 \u0627\u0633\u062a\u060c \u0631\u0648\u0634 \u0645\u0627\u0698\u0648\u0644\u0627\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0648 \u0642\u0627\u0628\u0644\u06cc\u062a \u0627\u062f\u063a\u0627\u0645 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/p>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-right has-vivid-green-cyan-color has-text-color has-link-color wp-elements-f3ad3c811a5ba29cd21a55ffe02d5a87\"><span class=\"ez-toc-section\" id=\"%D8%B3%D9%87%D9%88%D9%84%D8%AA_%DB%8C%D8%A7%D8%AF%DA%AF%DB%8C%D8%B1%DB%8C_%D9%88_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87\"><\/span>\u0633\u0647\u0648\u0644\u062a \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">R<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">R \u0628\u0631\u0627\u06cc \u0645\u0628\u062a\u062f\u06cc\u0627\u0646\u060c \u0628\u0647\u200c\u0648\u06cc\u0698\u0647 \u06a9\u0633\u0627\u0646\u06cc \u06a9\u0647 \u067e\u06cc\u0634\u200c\u0632\u0645\u06cc\u0646\u0647 \u0622\u0645\u0627\u0631\u06cc \u0646\u062f\u0627\u0631\u0646\u062f\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0686\u0627\u0644\u0634\u200c\u0628\u0631\u0627\u0646\u06af\u06cc\u0632 \u0628\u0627\u0634\u062f. \u0646\u062d\u0648\u0647 \u0646\u0648\u0634\u062a\u0646 \u062f\u0633\u062a\u0648\u0631\u0627\u062a \u0648 \u062a\u0648\u0627\u0628\u0639 \u062f\u0631 R \u0628\u0633\u06cc\u0627\u0631 \u062a\u062e\u0635\u0635\u06cc \u0627\u0633\u062a\u060c \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0647\u0645 \u0645\u0632\u06cc\u062a \u0648 \u0647\u0645 \u0645\u0627\u0646\u0639 \u0628\u0627\u0634\u062f. \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0628\u0631\u0627\u06cc \u0622\u0645\u0627\u0631\u062f\u0627\u0646\u0627\u0646\u060c \u0631\u0648\u0634 R \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u06cc\u0634\u062a\u0631 \u0634\u0647\u0648\u062f\u06cc \u0628\u0627\u0634\u062f.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0628\u0631\u0627\u06cc \u0645\u062b\u0627\u0644\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 <code>dplyr<\/code> \u062f\u0631 R \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>library(dplyr)\r\n\r\n# \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u062f\u0627\u062f\u0647\r\ndata(mtcars)\r\n# \u0641\u06cc\u0644\u062a\u0631\u060c \u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc \u0648 \u062a\u063a\u06cc\u06cc\u0631 \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u062f\u0627\u062f\u0647\r\nmtcars %>%\r\n  filter(cyl == 6) %>%\r\n  summarise(avg_mpg = mean(mpg), avg_wt = mean(wt)) %>%\r\n  mutate(ratio = avg_mpg \/ avg_wt)\r\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u0627\u06cc\u0646 \u0632\u0646\u062c\u06cc\u0631\u0647 \u062f\u0633\u062a\u0648\u0631\u0627\u062a \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc\u200c\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0628\u0627 \u0633\u06cc\u0646\u062a\u06a9\u0633 \u0646\u0633\u0628\u062a\u0627\u064b \u0633\u0627\u062f\u0647 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0627\u0633\u062a.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u067e\u0627\u06cc\u062a\u0648\u0646<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0633\u06cc\u0646\u062a\u06a9\u0633 \u0648\u0627\u0636\u062d \u0648 \u0633\u0627\u062f\u0647\u060c \u0628\u0631\u0627\u06cc \u0645\u0628\u062a\u062f\u06cc\u0627\u0646 \u0645\u0646\u0627\u0633\u0628 \u0627\u0633\u062a. \u0641\u0644\u0633\u0641\u0647 \u0637\u0631\u0627\u062d\u06cc \u0632\u0628\u0627\u0646 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0648\u0644\u0648\u06cc\u062a \u0631\u0627 \u0628\u0647 \u062e\u0648\u0627\u0646\u0627\u06cc\u06cc \u0645\u06cc\u200c\u062f\u0647\u062f\u060c \u06a9\u0647 \u0628\u0627\u0639\u062b \u0645\u06cc\u200c\u0634\u0648\u062f \u0646\u0648\u0634\u062a\u0646 \u0648 \u0641\u0647\u0645 \u06a9\u062f \u0622\u0633\u0627\u0646 \u0628\u0627\u0634\u062f. \u0627\u06cc\u0646 \u0628\u0631\u0627\u06cc \u06a9\u0633\u0627\u0646\u06cc \u06a9\u0647 \u062a\u0627\u0632\u0647 \u0648\u0627\u0631\u062f \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u0645\u06cc\u200c\u0634\u0648\u0646\u062f\u060c \u0628\u0633\u06cc\u0627\u0631 \u0645\u0641\u06cc\u062f \u0627\u0633\u062a.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0627\u0646\u062c\u0627\u0645 \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u062f\u0627\u062f\u0647 \u0645\u0634\u0627\u0628\u0647 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <code>pandas<\/code>:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">python<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import pandas as pd\r\n\r\n# \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u062f\u0627\u062f\u0647\r\ndf = sm.datasets.get_rdataset('mtcars').data\r\n# \u0641\u06cc\u0644\u062a\u0631\u060c \u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc \u0648 \u062a\u063a\u06cc\u06cc\u0631 \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u062f\u0627\u062f\u0647\r\nresult = df&#91;df&#91;'cyl'] == 6].agg({'mpg': 'mean', 'wt': 'mean'}).rename({'mpg': 'avg_mpg', 'wt': 'avg_wt'})\r\nresult&#91;'ratio'] = result&#91;'avg_mpg'] \/ result&#91;'avg_wt']\r\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0639\u0645\u0644\u06cc\u0627\u062a\u200c\u0647\u0627 \u0645\u0634\u0627\u0628\u0647 \u0647\u0633\u062a\u0646\u062f\u060c \u0633\u06cc\u0646\u062a\u06a9\u0633 \u0648 \u0631\u0648\u0634 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u063a\u0644\u0628 \u0628\u0631\u0627\u06cc \u0645\u0628\u062a\u062f\u06cc\u0627\u0646 \u0642\u0627\u0628\u0644 \u062f\u0631\u06a9\u200c\u062a\u0631 \u0627\u0633\u062a.<\/p>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-right has-vivid-green-cyan-color has-text-color has-link-color wp-elements-6457d800a474043fe36748322501b231\"><span class=\"ez-toc-section\" id=\"%DA%A9%D8%AA%D8%A7%D8%A8%D8%AE%D8%A7%D9%86%D9%87%E2%80%8C%D9%87%D8%A7_%D9%88_%D8%A7%DA%A9%D9%88%D8%B3%DB%8C%D8%B3%D8%AA%D9%85\"><\/span>\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627 \u0648 \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">R<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">R \u062f\u0627\u0631\u0627\u06cc \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 \u063a\u0646\u06cc \u0627\u0632 \u0628\u0633\u062a\u0647\u200c\u0647\u0627 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647\u200c\u0637\u0648\u0631 \u062e\u0627\u0635 \u0628\u0631\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644\u200c\u0647\u0627\u06cc \u0622\u0645\u0627\u0631\u06cc \u0648 \u062a\u0635\u0648\u06cc\u0631\u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647\u200c\u0627\u0646\u062f. \u0634\u0628\u06a9\u0647 \u062c\u0627\u0645\u0639 \u0622\u0631\u0634\u06cc\u0648 R (CRAN) \u0647\u0632\u0627\u0631\u0627\u0646 \u0628\u0633\u062a\u0647 \u0631\u0627 \u06a9\u0647 \u062a\u0648\u0633\u0637 \u062c\u0627\u0645\u0639\u0647 \u062a\u0648\u0633\u0639\u0647 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647\u200c\u0627\u0646\u062f\u060c \u0645\u06cc\u0632\u0628\u0627\u0646\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0628\u0631\u062e\u06cc \u0627\u0632 \u0645\u062d\u0628\u0648\u0628\u200c\u062a\u0631\u06cc\u0646 \u0628\u0633\u062a\u0647\u200c\u0647\u0627 \u0634\u0627\u0645\u0644 \u0645\u0648\u0627\u0631\u062f \u0632\u06cc\u0631 \u0647\u0633\u062a\u0646\u062f:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>dplyr<\/strong>: \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627.<\/li>\n\n\n\n<li><strong>ggplot2<\/strong>: \u0628\u0631\u0627\u06cc \u062a\u0635\u0648\u06cc\u0631\u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627.<\/li>\n\n\n\n<li><strong>caret<\/strong>: \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646.<\/li>\n\n\n\n<li><strong>shiny<\/strong>: \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc \u0648\u0628 \u062a\u0639\u0627\u0645\u0644\u06cc.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <code>ggplot2<\/code> \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0646\u0645\u0648\u062f\u0627\u0631 \u067e\u0631\u0627\u06a9\u0646\u062f\u06af\u06cc \u0628\u0627 \u062e\u0637 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>library(ggplot2)\r\n\r\n# \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u062f\u0627\u062f\u0647\r\ndata(mtcars)\r\n# \u0627\u06cc\u062c\u0627\u062f \u0646\u0645\u0648\u062f\u0627\u0631 \u067e\u0631\u0627\u06a9\u0646\u062f\u06af\u06cc \u0628\u0627 \u062e\u0637 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646\r\nggplot(mtcars, aes(x=wt, y=mpg)) +\r\n  geom_point() +\r\n  geom_smooth(method='lm')\r\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u0627\u06cc\u0646 \u06a9\u062f \u0633\u0627\u062f\u0647 \u06cc\u06a9 \u0646\u0645\u0648\u062f\u0627\u0631 \u0628\u0627 \u06a9\u06cc\u0641\u06cc\u062a \u0628\u0627\u0644\u0627 \u0628\u0627 \u0644\u0627\u06cc\u0647\u200c\u0647\u0627\u06cc \u0633\u0641\u0627\u0631\u0634\u06cc\u200c\u0634\u062f\u0647 \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n\n\n\n<h5 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D9%BE%D8%A7%DB%8C%D8%AA%D9%88%D9%86\"><\/span>\u067e\u0627\u06cc\u062a\u0648\u0646<span class=\"ez-toc-section-end\"><\/span><\/h5>\n\n\n\n<p class=\"wp-block-paragraph\">\u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 \u067e\u0627\u06cc\u062a\u0648\u0646 \u06af\u0633\u062a\u0631\u062f\u0647 \u0648 \u0645\u062a\u0646\u0648\u0639 \u0627\u0633\u062a\u060c \u0628\u0647 \u0644\u0637\u0641 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0628\u0647 \u0648\u0638\u0627\u06cc\u0641 \u0645\u062e\u062a\u0644\u0641\u06cc \u0641\u0631\u0627\u062a\u0631 \u0627\u0632 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0645\u06cc\u200c\u067e\u0631\u062f\u0627\u0632\u0646\u062f. \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0628\u0631\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0634\u0627\u0645\u0644 \u0645\u0648\u0627\u0631\u062f \u0632\u06cc\u0631 \u0647\u0633\u062a\u0646\u062f:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>NumPy<\/strong>: \u0628\u0631\u0627\u06cc \u0639\u0645\u0644\u06cc\u0627\u062a\u200c\u0647\u0627\u06cc \u0639\u062f\u062f\u06cc.<\/li>\n\n\n\n<li><strong>pandas<\/strong>: \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627.<\/li>\n\n\n\n<li><strong>Matplotlib<\/strong> \u0648 <strong>Seaborn<\/strong>: \u0628\u0631\u0627\u06cc \u062a\u0635\u0648\u06cc\u0631\u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627.<\/li>\n\n\n\n<li><strong>Scikit-learn<\/strong>: \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646.<\/li>\n\n\n\n<li><strong>TensorFlow<\/strong> \u0648 <strong>PyTorch<\/strong>: \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0628\u0631\u0627\u06cc \u0645\u062b\u0627\u0644\u060c \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0646\u0645\u0648\u062f\u0627\u0631 \u067e\u0631\u0627\u06a9\u0646\u062f\u06af\u06cc \u0645\u0634\u0627\u0628\u0647 \u0628\u0627 \u062e\u0637 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <code>Seaborn<\/code>:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">python<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import pandas as pd\r\n\r\n# \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u062f\u0627\u062f\u0647\r\ndf = sm.datasets.get_rdataset('mtcars').data\r\n# \u0641\u06cc\u0644\u062a\u0631\u060c \u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc \u0648 \u062a\u063a\u06cc\u06cc\u0631 \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u062f\u0627\u062f\u0647\r\nresult = df&#91;df&#91;'cyl'] == 6].agg({'mpg': 'mean', 'wt': 'mean'}).rename({'mpg': 'avg_mpg', 'wt': 'avg_wt'})\r\nresult&#91;'ratio'] = result&#91;'avg_mpg'] \/ result&#91;'avg_wt']\r\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u0627\u06cc\u0646 \u06a9\u062f \u0627\u0632 \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc Seaborn \u0628\u0631\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u0632\u06cc\u0628\u0627 \u0628\u0627 \u06a9\u0645\u062a\u0631\u06cc\u0646 \u06a9\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-right has-vivid-green-cyan-color has-text-color has-link-color wp-elements-a39ca4a6941fa367e2e52d0026875055\"><span class=\"ez-toc-section\" id=\"%D8%AA%D8%B5%D9%88%DB%8C%D8%B1%D8%B3%D8%A7%D8%B2%DB%8C_%D8%AF%D8%A7%D8%AF%D9%87%E2%80%8C%D9%87%D8%A7\"><\/span>\u062a\u0635\u0648\u06cc\u0631\u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">R<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">R \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc<a href=\"https:\/\/daneshkar.net\/blog\/data-visualization\/\"> \u062a\u0635\u0648\u06cc\u0631\u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647\u200c<\/a>\u0647\u0627\u06cc\u0634 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0648\u0631\u062f \u062a\u0648\u062c\u0647 \u0627\u0633\u062a. \u0628\u0633\u062a\u0647 <code>ggplot2<\/code> \u06a9\u0647 \u0628\u0631 \u0627\u0633\u0627\u0633 Grammar of Graphics \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f \u062a\u0627 \u062a\u0635\u0648\u06cc\u0631\u0633\u0627\u0632\u06cc\u200c\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0648 \u0686\u0646\u062f\u0644\u0627\u06cc\u0647\u200c\u0627\u06cc \u0631\u0627 \u0628\u0647 \u0633\u0627\u062f\u06af\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u0646\u062f. \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u062a\u0635\u0648\u06cc\u0631\u0633\u0627\u0632\u06cc R \u0627\u063a\u0644\u0628 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647\u200c\u062a\u0631 \u0648 \u0642\u0627\u0628\u0644 \u062a\u0646\u0638\u06cc\u0645\u200c\u062a\u0631 \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f\u060c \u06a9\u0647 \u0622\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u0628\u0627 \u06a9\u06cc\u0641\u06cc\u062a \u0648 \u0627\u0646\u062a\u0634\u0627\u0631 \u0645\u0646\u0627\u0633\u0628 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0646\u0645\u0648\u062f\u0627\u0631 \u0686\u0646\u062f\u0644\u0627\u06cc\u0647 \u0628\u0627 <code>ggplot2<\/code>:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">R<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>library(dplyr)\r\n\r\n# \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u062f\u0627\u062f\u0647\r\ndata(mtcars)\r\n# \u0641\u06cc\u0644\u062a\u0631\u060c \u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc \u0648 \u062a\u063a\u06cc\u06cc\u0631 \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u062f\u0627\u062f\u0647\r\nmtcars %>%\r\n  filter(cyl == 6) %>%\r\n  summarise(avg_mpg = mean(mpg), avg_wt = mean(wt)) %>%\r\n  mutate(ratio = avg_mpg \/ avg_wt)\r\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u0627\u06cc\u0646 \u06a9\u062f \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0627\u06cc \u0627\u0632 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u067e\u0631\u0627\u06a9\u0646\u062f\u06af\u06cc \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u0647\u0631 \u06a9\u062f\u0627\u0645 \u0628\u0631 \u0627\u0633\u0627\u0633 \u062a\u0639\u062f\u0627\u062f \u0633\u06cc\u0644\u0646\u062f\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u0631\u0648\u0647\u0627 \u062a\u0642\u0633\u06cc\u0645\u200c\u0628\u0646\u062f\u06cc \u0634\u062f\u0647\u200c\u0627\u0646\u062f \u0648 \u062e\u0637\u0648\u0637 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0628\u0647 \u0622\u0646\u200c\u0647\u0627 \u0627\u0636\u0627\u0641\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n\n\n\n<h5 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D9%BE%D8%A7%DB%8C%D8%AA%D9%88%D9%86-2\"><\/span>\u067e\u0627\u06cc\u062a\u0648\u0646<span class=\"ez-toc-section-end\"><\/span><\/h5>\n\n\n\n<p class=\"wp-block-paragraph\">\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u062a\u0635\u0648\u06cc\u0631\u0633\u0627\u0632\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646\u060c \u0645\u0627\u0646\u0646\u062f <code>Matplotlib<\/code> \u0648 <code>Seaborn<\/code>\u060c \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0648 \u0627\u0646\u0639\u0637\u0627\u0641\u200c\u067e\u0630\u06cc\u0631 \u0647\u0633\u062a\u0646\u062f. \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0631\u0627\u06cc \u0631\u0633\u06cc\u062f\u0646 \u0628\u0647 \u0633\u0637\u062d \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u0645\u0634\u0627\u0628\u0647 \u0628\u0627 <code>ggplot2<\/code> \u0628\u0647 \u06a9\u062f \u0628\u06cc\u0634\u062a\u0631\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0646\u062f\u060c \u0627\u0645\u0627 \u0628\u0647 \u062e\u0648\u0628\u06cc \u0628\u0627 \u0628\u0642\u06cc\u0647 \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u062f\u063a\u0627\u0645 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f. \u0628\u0631\u0627\u06cc \u062a\u0635\u0648\u06cc\u0631\u0633\u0627\u0632\u06cc\u200c\u0647\u0627\u06cc \u062a\u0639\u0627\u0645\u0644\u06cc\u060c \u067e\u0627\u06cc\u062a\u0648\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f <code>Plotly<\/code> \u0648 <code>Bokeh<\/code> \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u062f\u0627\u0634\u0628\u0648\u0631\u062f\u0647\u0627\u06cc \u0648\u0628 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0641\u06cc\u062f \u0628\u0627\u0634\u0646\u062f.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0646\u0645\u0648\u062f\u0627\u0631 \u062a\u0639\u0627\u0645\u0644\u06cc \u0628\u0627 <code>Plotly<\/code>:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">python<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import pandas as pd\r\n\r\n# \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u062f\u0627\u062f\u0647\r\ndf = sm.datasets.get_rdataset('mtcars').data\r\n# \u0641\u06cc\u0644\u062a\u0631\u060c \u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc \u0648 \u062a\u063a\u06cc\u06cc\u0631 \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u062f\u0627\u062f\u0647\r\nresult = df&#91;df&#91;'cyl'] == 6].agg({'mpg': 'mean', 'wt': 'mean'}).rename({'mpg': 'avg_mpg', 'wt': 'avg_wt'})\r\nresult&#91;'ratio'] = result&#91;'avg_mpg'] \/ result&#91;'avg_wt']\r\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u0627\u06cc\u0646 \u06a9\u062f \u06cc\u06a9 \u0646\u0645\u0648\u062f\u0627\u0631 \u062a\u0639\u0627\u0645\u0644\u06cc \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0622\u0646 \u0631\u0627 \u0632\u0648\u0645 \u0648 \u062c\u0627\u0628\u062c\u0627 \u06a9\u0631\u062f\u060c \u0628\u0627 \u062e\u0637\u0648\u0637 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0627\u0636\u0627\u0641\u0647\u200c\u0634\u062f\u0647.<\/p>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-right has-vivid-green-cyan-color has-text-color has-link-color wp-elements-619399adf40005a84acda900414c3914\"><span class=\"ez-toc-section\" id=\"%D8%AC%D8%A7%D9%85%D8%B9%D9%87_%D9%88_%D9%BE%D8%B4%D8%AA%DB%8C%D8%A8%D8%A7%D9%86%DB%8C\"><\/span>\u062c\u0627\u0645\u0639\u0647 \u0648 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h5 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"R\"><\/span>R<span class=\"ez-toc-section-end\"><\/span><\/h5>\n\n\n\n<p class=\"wp-block-paragraph\">R \u062f\u0627\u0631\u0627\u06cc \u062c\u0627\u0645\u0639\u0647\u200c\u0627\u06cc \u0642\u0648\u06cc \u0627\u0632 \u0622\u0645\u0627\u0631\u062f\u0627\u0646\u0627\u0646 \u0648 \u062a\u062d\u0644\u06cc\u0644\u200c\u06af\u0631\u0627\u0646 \u062f\u0627\u062f\u0647 \u0627\u0633\u062a\u060c \u0628\u0647 \u0648\u06cc\u0698\u0647 \u062f\u0631 \u0645\u062d\u06cc\u0637\u200c\u0647\u0627\u06cc \u062f\u0627\u0646\u0634\u06af\u0627\u0647\u06cc \u0648 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a\u06cc. \u0627\u06cc\u0646 \u062c\u0627\u0645\u0639\u0647 \u0628\u0633\u06cc\u0627\u0631 \u0641\u0639\u0627\u0644 \u0627\u0633\u062a \u0648 \u062f\u0631 \u062a\u0648\u0633\u0639\u0647 \u0628\u0633\u062a\u0647\u200c\u0647\u0627\u060c \u0628\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9\u200c\u06af\u0630\u0627\u0631\u06cc \u062f\u0627\u0646\u0634 \u0648 \u0627\u0631\u0627\u0626\u0647 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0627\u0646\u062c\u0645\u0646\u200c\u0647\u0627\u060c \u06af\u0631\u0648\u0647\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u06cc \u0648 \u06a9\u0646\u0641\u0631\u0627\u0646\u0633\u200c\u0647\u0627 \u0645\u0634\u0627\u0631\u06a9\u062a \u062f\u0627\u0631\u062f. \u062a\u0645\u0631\u06a9\u0632 \u062c\u0627\u0645\u0639\u0647 R \u0628\u0631 \u0631\u0648\u06cc \u0622\u0645\u0627\u0631 \u062a\u0636\u0645\u06cc\u0646 \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u0628\u0633\u062a\u0647\u200c\u0647\u0627\u06cc \u0628\u0627 \u06a9\u06cc\u0641\u06cc\u062a \u0648 \u0628\u0627\u0632\u0628\u06cc\u0646\u06cc\u200c\u0634\u062f\u0647 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0647\u0633\u062a\u0646\u062f.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u067e\u0627\u06cc\u062a\u0648\u0646<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u062c\u0627\u0645\u0639\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0632\u0631\u06af \u0648 \u0645\u062a\u0646\u0648\u0639 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0627\u0632\u062a\u0627\u0628\u200c\u062f\u0647\u0646\u062f\u0647 \u0645\u0627\u0647\u06cc\u062a \u0639\u0645\u0648\u0645\u06cc \u0627\u06cc\u0646 \u0632\u0628\u0627\u0646 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0631\u0627\u06cc \u0637\u06cc\u0641 \u06af\u0633\u062a\u0631\u062f\u0647\u200c\u0627\u06cc \u0627\u0632 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u060c \u0627\u0632 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u062a\u0627 \u062a\u0648\u0633\u0639\u0647 \u0648\u0628\u060c \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u062f. \u062c\u0627\u0645\u0639\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0637\u0628\u06cc\u0639\u062a \u062e\u0648\u0634\u200c\u0622\u0645\u062f\u06af\u0648\u06cc \u062e\u0648\u062f \u0634\u0646\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u06a9\u0647 \u0628\u0627\u0639\u062b \u0645\u06cc\u200c\u0634\u0648\u062f \u062a\u0627\u0632\u0647\u200c\u06a9\u0627\u0631\u0627\u0646 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u06a9\u0645\u06a9 \u0648 \u0645\u0634\u0627\u0648\u0631\u0647 \u0628\u06af\u06cc\u0631\u0646\u062f. \u0645\u0633\u062a\u0646\u062f\u0627\u062a \u06af\u0633\u062a\u0631\u062f\u0647 \u0648 \u0622\u0645\u0648\u0632\u0634\u200c\u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u0628\u0631\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646\u060c \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u0622\u0646 \u0631\u0627 \u0628\u06cc\u0634\u062a\u0631 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"978\" height=\"512\" src=\"https:\/\/daneshkar.net\/blog\/wp-content\/uploads\/2024\/07\/data-science-python2-978x512.webp\" alt=\"\" class=\"wp-image-7336\" srcset=\"https:\/\/daneshkar.net\/blog\/wp-content\/uploads\/2024\/07\/data-science-python2-978x512.webp 978w, https:\/\/daneshkar.net\/blog\/wp-content\/uploads\/2024\/07\/data-science-python2-300x157.webp 300w, https:\/\/daneshkar.net\/blog\/wp-content\/uploads\/2024\/07\/data-science-python2-768x402.webp 768w, https:\/\/daneshkar.net\/blog\/wp-content\/uploads\/2024\/07\/data-science-python2.webp 1200w\" sizes=\"(max-width: 978px) 100vw, 978px\" \/><\/figure>\n<\/div>\n\n\n<h2 class=\"wp-block-heading has-text-align-right has-vivid-green-cyan-color has-text-color has-link-color wp-elements-9a415dfad772b835fff15d3c50714c6e\"><span class=\"ez-toc-section\" id=\"%D8%B9%D9%85%D9%84%DA%A9%D8%B1%D8%AF_%D9%88_%D9%85%D9%82%DB%8C%D8%A7%D8%B3%E2%80%8C%D9%BE%D8%B0%DB%8C%D8%B1%DB%8C\"><\/span>\u0639\u0645\u0644\u06a9\u0631\u062f \u0648 \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">R<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">R \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0627 \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u06a9\u0645\u062a\u0631 \u06a9\u0627\u0631\u0622\u0645\u062f \u0628\u0627\u0634\u062f \u0646\u0633\u0628\u062a \u0628\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646. \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0628\u0633\u062a\u0647\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f <code>data.table<\/code> \u0639\u0645\u0644\u06a9\u0631\u062f R \u0631\u0627 \u0628\u0647\u0628\u0648\u062f \u0628\u062e\u0634\u06cc\u062f\u0647\u200c\u0627\u0646\u062f\u060c \u0647\u0645\u0686\u0646\u0627\u0646 \u062f\u0631 \u0633\u0631\u0639\u062a \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u062d\u0627\u0641\u0638\u0647 \u0646\u0633\u0628\u062a \u0628\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0639\u0642\u0628\u200c\u062a\u0631 \u0627\u0633\u062a. \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0628\u0631\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631 \u062a\u062d\u0644\u06cc\u0644\u200c\u0647\u0627\u06cc \u0622\u0645\u0627\u0631\u06cc \u0648 \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9 \u062a\u0627 \u0645\u062a\u0648\u0633\u0637\u060c \u0639\u0645\u0644\u06a9\u0631\u062f R \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u06a9\u0627\u0641\u06cc \u0627\u0633\u062a.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <code>data.table<\/code> \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u0633\u0631\u06cc\u0639 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u062f\u0631 R:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">R<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>library(data.table)\r\n\r\n# \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u062f\u0627\u062f\u0647\r\ndt &lt;- as.data.table(mtcars)\r\n# \u0627\u0646\u062c\u0627\u0645 \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u062f\u0627\u062f\u0647 \u0633\u0631\u06cc\u0639\r\nresult &lt;- dt&#91;cyl == 6, .(avg_mpg = mean(mpg), avg_wt = mean(wt))]\r\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u0627\u06cc\u0646 \u06a9\u062f \u06a9\u0627\u0631\u0627\u06cc\u06cc <code>data.table<\/code> \u0631\u0627 \u062f\u0631 \u0627\u0646\u062c\u0627\u0645 \u0648\u0638\u0627\u06cc\u0641 \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u067e\u0627\u06cc\u062a\u0648\u0646<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0647\u200c\u0637\u0648\u0631 \u06a9\u0644\u06cc \u0633\u0631\u06cc\u0639\u200c\u062a\u0631 \u0648 \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631\u062a\u0631 \u0627\u0632 R \u0627\u0633\u062a\u060c \u0628\u0647 \u0648\u06cc\u0698\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f <code>NumPy<\/code> \u06a9\u0647 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u0622\u0645\u062f\u06cc \u0627\u0632 \u0639\u0645\u0644\u06cc\u0627\u062a \u0639\u062f\u062f\u06cc \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f. \u0627\u062f\u063a\u0627\u0645 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0627 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0645\u0627\u0646\u0646\u062f Apache Spark \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631\u06cc \u0622\u0646 \u0631\u0627 \u0628\u06cc\u0634\u062a\u0631 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f\u060c \u06a9\u0647 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0627\u0646\u062a\u062e\u0627\u0628 \u0628\u0647\u062a\u0631\u06cc \u0628\u0631\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0648 \u0641\u0631\u0622\u06cc\u0646\u062f\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <code>pandas<\/code> \u0628\u0627 <code>NumPy<\/code> \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u06a9\u0627\u0631\u0622\u0645\u062f \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">python<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import pandas as pd\r\nimport numpy as np\r\n\r\n# \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u062f\u0627\u062f\u0647\r\ndf = sm.datasets.get_rdataset('mtcars').data\r\n# \u0627\u0646\u062c\u0627\u0645 \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u062f\u0627\u062f\u0647 \u0633\u0631\u06cc\u0639\r\nresult = df&#91;df&#91;'cyl'] == 6].agg({'mpg': np.mean, 'wt': np.mean}).rename({'mpg': 'avg_mpg', 'wt': 'avg_wt'})\r\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u0627\u06cc\u0646 \u06a9\u062f \u0627\u0632 \u0639\u0645\u0644\u06cc\u0627\u062a\u200c\u0647\u0627\u06cc \u0639\u062f\u062f\u06cc \u06a9\u0627\u0631\u0622\u0645\u062f <code>NumPy<\/code> \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0628\u0647 \u0633\u0631\u0639\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-right has-vivid-green-cyan-color has-text-color has-link-color wp-elements-47a4221a6d36ddeeadc1c3ff4765662b\"><span class=\"ez-toc-section\" id=\"%DB%8C%DA%A9%D9%BE%D8%A7%D8%B1%DA%86%DA%AF%DB%8C_%D9%88_%D8%A7%D8%B3%D8%AA%D9%82%D8%B1%D8%A7%D8%B1\"><\/span>\u06cc\u06a9\u067e\u0627\u0631\u0686\u06af\u06cc \u0648 \u0627\u0633\u062a\u0642\u0631\u0627\u0631<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">R<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">R \u0628\u0627 \u0632\u0628\u0627\u0646\u200c\u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 \u0645\u0627\u0646\u0646\u062f C++ \u0648 Fortran \u0628\u0647 \u062e\u0648\u0628\u06cc \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f\u060c \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0631\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0628\u062e\u0634\u200c\u0647\u0627\u06cc \u062d\u0633\u0627\u0633 \u0628\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u06a9\u062f \u0645\u0641\u06cc\u062f \u0628\u0627\u0634\u062f. \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u06cc\u06a9\u067e\u0627\u0631\u0686\u06af\u06cc \u0622\u0646 \u0628\u0627 \u0641\u0646\u0627\u0648\u0631\u06cc\u200c\u0647\u0627\u06cc \u0648\u0628 \u0648 \u06af\u0632\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062d\u062f\u0648\u062f\u062a\u0631 \u0646\u0633\u0628\u062a \u0628\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0633\u062a. \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f Shiny \u0631\u0648\u0634\u06cc \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc \u0648\u0628 \u062a\u0639\u0627\u0645\u0644\u06cc \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f\u060c \u0627\u0645\u0627 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 \u0631\u0627\u0647\u200c\u062d\u0644\u200c\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0642\u0648\u06cc \u0646\u0628\u0627\u0634\u0646\u062f.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 \u0633\u0627\u062f\u0647 Shiny \u062f\u0631 R:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">R<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>library(shiny)\r\n\r\n# \u062a\u0639\u0631\u06cc\u0641 \u0631\u0627\u0628\u0637 \u06a9\u0627\u0631\u0628\u0631\u06cc \u0628\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647\r\nui &lt;- fluidPage(\r\n  titlePanel(\"\u0628\u0631\u0646\u0627\u0645\u0647 \u0633\u0627\u062f\u0647 Shiny\"),\r\n  sidebarLayout(\r\n    sidebarPanel(\r\n      sliderInput(\"obs\", \"\u062a\u0639\u062f\u0627\u062f \u0645\u0634\u0627\u0647\u062f\u0627\u062a:\", 1, 100, 50)\r\n    ),\r\n    mainPanel(\r\n      plotOutput(\"distPlot\")\r\n    )\r\n  )\r\n)\r\n\r\n# \u062a\u0639\u0631\u06cc\u0641 \u0645\u0646\u0637\u0642 \u0633\u0631\u0648\u0631\r\nserver &lt;- function(input, output) {\r\n  output$distPlot &lt;- renderPlot({\r\n    hist(rnorm(input$obs))\r\n  })\r\n}\r\n\r\n# \u0627\u062c\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647\r\nshinyApp(ui, server)\r\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u0627\u06cc\u0646 \u06a9\u062f \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 \u0648\u0628 \u062a\u0639\u0627\u0645\u0644\u06cc \u0633\u0627\u062f\u0647 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u0646\u0645\u0648\u062f\u0627\u0631\u06cc \u0627\u0632 \u0627\u0639\u062f\u0627\u062f \u062a\u0635\u0627\u062f\u0641\u06cc \u062a\u0631\u0633\u06cc\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n\n\n\n<h5 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D9%BE%D8%A7%DB%8C%D8%AA%D9%88%D9%86-3\"><\/span>\u067e\u0627\u06cc\u062a\u0648\u0646<span class=\"ez-toc-section-end\"><\/span><\/h5>\n\n\n\n<p class=\"wp-block-paragraph\">\u067e\u0627\u06cc\u062a\u0648\u0646 \u062f\u0631 \u06cc\u06a9\u067e\u0627\u0631\u0686\u06af\u06cc \u0648 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0628\u0631\u062c\u0633\u062a\u0647 \u0627\u0633\u062a. \u0633\u0627\u0632\u06af\u0627\u0631\u06cc \u0622\u0646 \u0628\u0627 \u0632\u0628\u0627\u0646\u200c\u0647\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u0648 \u0641\u0646\u0627\u0648\u0631\u06cc\u200c\u0647\u0627\u06cc \u062f\u06cc\u06af\u0631\u060c \u0627\u062f\u063a\u0627\u0645 \u06a9\u062f \u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0627 \u062f\u0631 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af\u062a\u0631 \u0622\u0633\u0627\u0646 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0686\u0627\u0631\u0686\u0648\u0628\u200c\u0647\u0627\u06cc \u0648\u0628 \u06af\u0633\u062a\u0631\u062f\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646\u060c \u0645\u0627\u0646\u0646\u062f Django \u0648 Flask\u060c \u0627\u0645\u06a9\u0627\u0646 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0628\u06cc\u200c\u0648\u0642\u0641\u0647 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f. \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646\u060c \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0632 \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631\u0633\u0627\u0632\u06cc \u0648 \u067e\u0644\u062a\u0641\u0631\u0645\u200c\u0647\u0627\u06cc \u0627\u0628\u0631\u06cc\u060c \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0627\u0646\u062a\u062e\u0627\u0628\u06cc \u0627\u06cc\u062f\u0647\u200c\u0622\u0644 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0648 \u062e\u0637 \u0644\u0648\u0644\u0647\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 \u0648\u0628 \u0633\u0627\u062f\u0647 \u0628\u0627 Flask \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">python<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>from flask import Flask, render_template, request\r\nimport numpy as np\r\nimport matplotlib.pyplot as plt\r\nimport io\r\nimport base64\r\n\r\napp = Flask(__name__)\r\n\r\n@app.route('\/', methods=&#91;'GET', 'POST'])\r\ndef index():\r\n    if request.method == 'POST':\r\n        obs = int(request.form&#91;'obs'])\r\n        hist_data = np.random.randn(obs)\r\n        plt.hist(hist_data)\r\n        img = io.BytesIO()\r\n        plt.savefig(img, format='png')\r\n        img.seek(0)\r\n        plot_url = base64.b64encode(img.getvalue()).decode()\r\n        plt.close()\r\n        return render_template('index.html', plot_url=plot_url)\r\n    return render_template('index.html', plot_url=None)\r\n\r\nif __name__ == '__main__':\r\n    app.run(debug=True)\r\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u0627\u06cc\u0646 \u06a9\u062f \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 \u0648\u0628 \u0633\u0627\u062f\u0647 Flask \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u0646\u0645\u0648\u062f\u0627\u0631\u06cc \u0627\u0632 \u0627\u0639\u062f\u0627\u062f \u062a\u0635\u0627\u062f\u0641\u06cc \u0631\u0627 \u062a\u0631\u0633\u06cc\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u0645\u0634\u0627\u0628\u0647 \u0628\u0627 \u0628\u0631\u0646\u0627\u0645\u0647 Shiny.<\/p>\n\n\n\n<h3 class=\"wp-block-heading has-vivid-green-cyan-color has-text-color has-link-color wp-elements-ae47dbc3fbc7b0994d250b0daa04b6e6\"><span class=\"ez-toc-section\" id=\"%D9%86%D8%AA%DB%8C%D8%AC%D9%87%E2%80%8C%DA%AF%DB%8C%D8%B1%DB%8C\"><\/span>\u0646\u062a\u06cc\u062c\u0647\u200c\u06af\u06cc\u0631\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0647\u0631 \u062f\u0648 \u0632\u0628\u0627\u0646 R \u0648 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u06cc \u0628\u0631\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0647\u0631 \u06a9\u062f\u0627\u0645 \u0646\u0642\u0627\u0637 \u0642\u0648\u062a \u062e\u0648\u062f \u0631\u0627 \u062f\u0627\u0631\u0646\u062f. 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