{"id":56208,"date":"2025-01-19T16:37:08","date_gmt":"2025-01-19T16:37:08","guid":{"rendered":"https:\/\/masartech.com.sa\/?p=56208"},"modified":"2025-01-19T16:37:08","modified_gmt":"2025-01-19T16:37:08","slug":"%d8%a3%d8%b3%d8%a7%d8%b3%d9%8a%d8%a7%d8%aa-%d8%aa%d8%ad%d9%84%d9%8a%d9%84-%d8%a7%d9%84%d8%a8%d9%8a%d8%a7%d9%86%d8%a7%d8%aa-%d8%a8%d8%a8%d8%a7%d9%8a%d8%ab%d9%88%d9%86-%d8%af%d9%84%d9%8a%d9%84%d9%83","status":"publish","type":"post","link":"https:\/\/mostafaweb.info\/masartechwp\/%d8%a3%d8%b3%d8%a7%d8%b3%d9%8a%d8%a7%d8%aa-%d8%aa%d8%ad%d9%84%d9%8a%d9%84-%d8%a7%d9%84%d8%a8%d9%8a%d8%a7%d9%86%d8%a7%d8%aa-%d8%a8%d8%a8%d8%a7%d9%8a%d8%ab%d9%88%d9%86-%d8%af%d9%84%d9%8a%d9%84%d9%83\/","title":{"rendered":"\u0623\u0633\u0627\u0633\u064a\u0627\u062a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0628\u0627\u064a\u062b\u0648\u0646: \u062f\u0644\u064a\u0644\u0643 \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646"},"content":{"rendered":"<div class=\"flex-1 overflow-hidden @container\/thread\">\n<div class=\"h-full\">\n<div class=\"react-scroll-to-bottom--css-vjovc-79elbk h-full\">\n<div class=\"react-scroll-to-bottom--css-vjovc-1n7m0yu\">\n<div class=\"flex flex-col text-sm md:pb-9\">\n<article class=\"w-full scroll-mb-[var(--thread-trailing-height,150px)] text-token-text-primary focus-visible:outline-2 focus-visible:outline-offset-[-4px]\" dir=\"auto\" data-testid=\"conversation-turn-61\" data-scroll-anchor=\"true\">\n<div class=\"m-auto text-base py-[18px] px-3 md:px-4 w-full md:px-5 lg:px-4 xl:px-5\">\n<div class=\"mx-auto flex flex-1 gap-4 text-base md:gap-5 lg:gap-6 md:max-w-3xl lg:max-w-[40rem] xl:max-w-[48rem]\">\n<div class=\"group\/conversation-turn relative flex w-full min-w-0 flex-col agent-turn\">\n<div class=\"flex-col gap-1 md:gap-3\">\n<div class=\"flex max-w-full flex-col flex-grow\">\n<div class=\"min-h-8 text-message flex w-full flex-col items-end gap-2 whitespace-normal break-words text-start [.text-message+&amp;]:mt-5\" dir=\"auto\" data-message-author-role=\"assistant\" data-message-id=\"db6ba14d-e5fc-4de0-8ca3-7cc93246cbca\" data-message-model-slug=\"gpt-4o\">\n<div class=\"flex w-full flex-col gap-1 empty:hidden first:pt-[3px]\">\n<div class=\"markdown prose w-full break-words dark:prose-invert light\">\n<h2><span style=\"color: #000000;\"><strong>\u0623\u0633\u0627\u0633\u064a\u0627\u062a <a href=\"https:\/\/mostafaweb.info\/masartechwp\/courses\/data-analysis-with-python\/\">\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0628\u0627\u064a\u062b\u0648\u0646<\/a>: \u062f\u0644\u064a\u0644\u0643 \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646<\/strong><\/span><\/h2>\n<p><span style=\"color: #000000;\">\u062a\u064f\u0639\u062a\u0628\u0631 \u0644\u063a\u0629 <strong>\u0628\u0627\u064a\u062b\u0648\u0646 (Python)<\/strong> \u0648\u0627\u062d\u062f\u0629 \u0645\u0646 \u0623\u0643\u062b\u0631 \u0627\u0644\u0644\u063a\u0627\u062a \u0634\u064a\u0648\u0639\u064b\u0627 \u0641\u064a \u0645\u062c\u0627\u0644 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u062d\u064a\u062b \u062a\u062a\u0645\u064a\u0632 \u0628\u0633\u0647\u0648\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u060c \u0645\u0631\u0648\u0646\u062a\u0647\u0627\u060c \u0648\u062a\u0648\u0627\u0641\u0631 \u0645\u0643\u062a\u0628\u0627\u062a \u0642\u0648\u064a\u0629 \u062a\u064f\u0633\u0647\u0644 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0634\u0643\u0644 \u0641\u0639\u0627\u0644. \u0625\u0630\u0627 \u0643\u0646\u062a \u0645\u0628\u062a\u062f\u0626\u064b\u0627 \u0648\u062a\u0631\u063a\u0628 \u0641\u064a \u062f\u062e\u0648\u0644 \u0639\u0627\u0644\u0645 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0641\u0625\u0646 \u0647\u0630\u0627 \u0627\u0644\u062f\u0644\u064a\u0644 \u0633\u064a\u064f\u0633\u0627\u0639\u062f\u0643 \u0639\u0644\u0649 \u062a\u0639\u0644\u0645 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0627\u062a \u0644\u0644\u0628\u062f\u0621 \u0628\u062b\u0642\u0629.<\/span><\/p>\n<hr \/>\n<h3><span style=\"color: #000000;\"><strong>1. \u0644\u0645\u0627\u0630\u0627 \u062a\u0633\u062a\u062e\u062f\u0645 <a href=\"https:\/\/mostafaweb.info\/masartechwp\/courses\/data-analysis-with-python\/\">\u0628\u0627\u064a\u062b\u0648\u0646 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/a>\u061f<\/strong><\/span><\/h3>\n<h4><span style=\"color: #000000;\"><strong>\u0623. \u0633\u0647\u0648\u0644\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u0648\u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\"><a href=\"https:\/\/mostafaweb.info\/masartechwp\/courses\/data-analysis-with-python\/\">Python<\/a> \u062a\u064f\u0639\u062a\u0628\u0631 \u0644\u063a\u0629 \u0628\u0631\u0645\u062c\u0629 \u0645\u064f\u0628\u0633\u0637\u0629\u060c \u0628\u0641\u0636\u0644 \u0628\u0646\u0627\u0621 \u0627\u0644\u062c\u0645\u0644\u0629 (syntax) \u0627\u0644\u0648\u0627\u0636\u062d \u0648\u0627\u0644\u0628\u0633\u064a\u0637.<\/span><\/li>\n<\/ul>\n<h4><span style=\"color: #000000;\"><strong>\u0628. \u0645\u0643\u062a\u0628\u0627\u062a \u0642\u0648\u064a\u0629 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\">\u062a\u0648\u0641\u0631 \u0628\u0627\u064a\u062b\u0648\u0646 \u0645\u0643\u062a\u0628\u0627\u062a \u0645\u064f\u062a\u062e\u0635\u0635\u0629 \u0645\u062b\u0644:<\/span>\n<ul>\n<li><span style=\"color: #000000;\"><strong>Pandas:<\/strong> \u0644\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0646\u0638\u064a\u0645\u0647\u0627.<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>NumPy:<\/strong> \u0644\u0625\u062c\u0631\u0627\u0621 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0629 \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0635\u0641\u0648\u0641\u0627\u062a.<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>Matplotlib \u0648Seaborn:<\/strong> \u0644\u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0631\u0633\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a\u0629 \u0648\u0627\u0644\u062a\u0635\u0648\u0631\u0627\u062a.<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h4><span style=\"color: #000000;\"><strong>\u062c. \u062f\u0639\u0645 \u0645\u062c\u062a\u0645\u0639\u064a \u0648\u0627\u0633\u0639<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\">Python \u0645\u062f\u0639\u0648\u0645\u0629 \u0628\u0645\u0644\u0627\u064a\u064a\u0646 \u0627\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u062d\u0648\u0644 \u0627\u0644\u0639\u0627\u0644\u0645\u060c \u0645\u0645\u0627 \u064a\u064f\u0648\u0641\u0631 \u0645\u0635\u0627\u062f\u0631 \u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u0648\u062d\u0644\u0648\u0644\u0627\u064b \u0644\u0623\u064a \u0645\u0634\u0643\u0644\u0629 \u0642\u062f \u062a\u0648\u0627\u062c\u0647\u0643.<\/span><\/li>\n<\/ul>\n<hr \/>\n<h3><span style=\"color: #000000;\"><strong>2. \u0627\u0644\u062e\u0637\u0648\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0627\u064a\u062b\u0648\u0646<\/strong><\/span><\/h3>\n<h4><span style=\"color: #000000;\"><strong>\u0623. \u062a\u062b\u0628\u064a\u062a \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0644\u0627\u0632\u0645\u0629<\/strong><\/span><\/h4>\n<ol>\n<li><span style=\"color: #000000;\"><strong>\u062a\u062b\u0628\u064a\u062a Python:<\/strong><\/span>\n<ul>\n<li><span style=\"color: #000000;\">\u0642\u0645 \u0628\u062a\u062d\u0645\u064a\u0644 Python \u0645\u0646 \u0627\u0644\u0645\u0648\u0642\u0639 \u0627\u0644\u0631\u0633\u0645\u064a: <a style=\"color: #000000;\" href=\"https:\/\/www.python.org\" target=\"_new\" rel=\"noopener nofollow\">python.org<\/a>.<\/span><\/li>\n<\/ul>\n<\/li>\n<li><span style=\"color: #000000;\"><strong>\u062a\u062b\u0628\u064a\u062a Anaconda (\u0627\u062e\u062a\u064a\u0627\u0631\u064a):<\/strong><\/span>\n<ul>\n<li><span style=\"color: #000000;\">Anaconda \u0647\u0648 \u0628\u064a\u0626\u0629 \u0634\u0627\u0645\u0644\u0629 \u062a\u062a\u0636\u0645\u0646 Python \u0648\u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/span><\/li>\n<li><span style=\"color: #000000;\">\u062a\u062d\u0645\u064a\u0644 \u0645\u0646: <a style=\"color: #000000;\" href=\"https:\/\/www.anaconda.com\" target=\"_new\" rel=\"noopener nofollow\">anaconda.com<\/a>.<\/span><\/li>\n<\/ul>\n<\/li>\n<li><span style=\"color: #000000;\"><strong>\u0628\u064a\u0626\u0629 \u0627\u0644\u062a\u0637\u0648\u064a\u0631:<\/strong><\/span>\n<ul>\n<li><span style=\"color: #000000;\">\u0627\u0633\u062a\u062e\u062f\u0645 <strong>Jupyter Notebook<\/strong> \u0644\u062a\u062c\u0631\u0628\u0629 \u0627\u0644\u0643\u0648\u062f \u0648\u062a\u0646\u0641\u064a\u0630\u0647 \u0628\u0633\u0647\u0648\u0644\u0629.<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h4><span style=\"color: #000000;\"><strong>\u0628. \u0627\u0633\u062a\u064a\u0631\u0627\u062f \u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629<\/strong><\/span><\/h4>\n<p><span style=\"color: #000000;\">\u0627\u0628\u062f\u0623 \u062f\u0627\u0626\u0645\u064b\u0627 \u0628\u0627\u0633\u062a\u064a\u0631\u0627\u062f \u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u0644\u0627\u0632\u0645\u0629:<\/span><\/p>\n<div class=\"contain-inline-size rounded-md border-[0.5px] border-token-border-medium relative bg-token-sidebar-surface-primary dark:bg-gray-950\">\n<div class=\"flex items-center text-token-text-secondary px-4 py-2 text-xs font-sans justify-between rounded-t-md h-9 bg-token-sidebar-surface-primary dark:bg-token-main-surface-secondary select-none\"><span style=\"color: #000000;\">python<\/span><\/div>\n<div class=\"sticky top-9 md:top-[5.75rem]\">\n<div class=\"absolute bottom-0 right-2 flex h-9 items-center\">\n<div class=\"flex items-center rounded bg-token-sidebar-surface-primary px-2 font-sans text-xs text-token-text-secondary dark:bg-token-main-surface-secondary\"><span style=\"color: #000000;\"><span class=\"\" data-state=\"closed\"><button class=\"flex gap-1 items-center select-none px-4 py-1\" aria-label=\"Copy\">Copy<\/button><\/span><span class=\"\" data-state=\"closed\"><button class=\"flex select-none items-center gap-1\">Edit<\/button><\/span><\/span><\/div>\n<\/div>\n<\/div>\n<div class=\"overflow-y-auto p-4\" dir=\"ltr\"><span style=\"color: #000000;\"><code class=\"!whitespace-pre hljs language-python\"><span class=\"hljs-keyword\">import<\/span> pandas <span class=\"hljs-keyword\">as<\/span> pd<br \/>\n<span class=\"hljs-keyword\">import<\/span> numpy <span class=\"hljs-keyword\">as<\/span> np<br \/>\n<span class=\"hljs-keyword\">import<\/span> matplotlib.pyplot <span class=\"hljs-keyword\">as<\/span> plt<br \/>\n<span class=\"hljs-keyword\">import<\/span> seaborn <span class=\"hljs-keyword\">as<\/span> sns<br \/>\n<\/code><\/span><\/div>\n<\/div>\n<hr \/>\n<h3><span style=\"color: #000000;\"><strong>3. \u0623\u0633\u0627\u0633\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0643\u062a\u0628\u0629 Pandas<\/strong><\/span><\/h3>\n<h4><span style=\"color: #000000;\"><strong>\u0623. \u0642\u0631\u0627\u0621\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\">\u064a\u0645\u0643\u0646\u0643 \u0642\u0631\u0627\u0621\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0645\u0644\u0641\u0627\u062a \u0645\u062b\u0644 Excel \u0623\u0648 CSV:<\/span>\n<div class=\"contain-inline-size rounded-md border-[0.5px] border-token-border-medium relative bg-token-sidebar-surface-primary dark:bg-gray-950\">\n<div class=\"flex items-center text-token-text-secondary px-4 py-2 text-xs font-sans justify-between rounded-t-md h-9 bg-token-sidebar-surface-primary dark:bg-token-main-surface-secondary select-none\"><span style=\"color: #000000;\">python<\/span><\/div>\n<div class=\"sticky top-9 md:top-[5.75rem]\">\n<div class=\"absolute bottom-0 right-2 flex h-9 items-center\">\n<div class=\"flex items-center rounded bg-token-sidebar-surface-primary px-2 font-sans text-xs text-token-text-secondary dark:bg-token-main-surface-secondary\"><span style=\"color: #000000;\"><span class=\"\" data-state=\"closed\"><button class=\"flex gap-1 items-center select-none px-4 py-1\" aria-label=\"Copy\">Copy<\/button><\/span><span class=\"\" data-state=\"closed\"><button class=\"flex select-none items-center gap-1\">Edit<\/button><\/span><\/span><\/div>\n<\/div>\n<\/div>\n<div class=\"overflow-y-auto p-4\" dir=\"ltr\"><span style=\"color: #000000;\"><code class=\"!whitespace-pre hljs language-python\">df = pd.read_csv(<span class=\"hljs-string\">'data.csv'<\/span>)  <span class=\"hljs-comment\"># \u0642\u0631\u0627\u0621\u0629 \u0645\u0644\u0641 CSV<\/span><br \/>\n<\/code><\/span><\/div>\n<\/div>\n<\/li>\n<\/ul>\n<h4><span style=\"color: #000000;\"><strong>\u0628. \u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\"><strong>\u0639\u0631\u0636 \u0623\u0648\u0644 5 \u0635\u0641\u0648\u0641:<\/strong><\/span>\n<div class=\"contain-inline-size rounded-md border-[0.5px] border-token-border-medium relative bg-token-sidebar-surface-primary dark:bg-gray-950\">\n<div class=\"flex items-center text-token-text-secondary px-4 py-2 text-xs font-sans justify-between rounded-t-md h-9 bg-token-sidebar-surface-primary dark:bg-token-main-surface-secondary select-none\"><span style=\"color: #000000;\">python<\/span><\/div>\n<div class=\"sticky top-9 md:top-[5.75rem]\">\n<div class=\"absolute bottom-0 right-2 flex h-9 items-center\">\n<div class=\"flex items-center rounded bg-token-sidebar-surface-primary px-2 font-sans text-xs text-token-text-secondary dark:bg-token-main-surface-secondary\"><span style=\"color: #000000;\"><span class=\"\" data-state=\"closed\"><button class=\"flex gap-1 items-center select-none px-4 py-1\" aria-label=\"Copy\">Copy<\/button><\/span><span class=\"\" data-state=\"closed\"><button class=\"flex select-none items-center gap-1\">Edit<\/button><\/span><\/span><\/div>\n<\/div>\n<\/div>\n<div class=\"overflow-y-auto p-4\" dir=\"ltr\"><span style=\"color: #000000;\"><code class=\"!whitespace-pre hljs language-python\"><span class=\"hljs-built_in\">print<\/span>(df.head())<br \/>\n<\/code><\/span><\/div>\n<\/div>\n<\/li>\n<li><span style=\"color: #000000;\"><strong>\u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0648\u0635\u0641 \u0639\u0627\u0645 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/strong><\/span>\n<div class=\"contain-inline-size rounded-md border-[0.5px] border-token-border-medium relative bg-token-sidebar-surface-primary dark:bg-gray-950\">\n<div class=\"flex items-center text-token-text-secondary px-4 py-2 text-xs font-sans justify-between rounded-t-md h-9 bg-token-sidebar-surface-primary dark:bg-token-main-surface-secondary select-none\"><span style=\"color: #000000;\">python<\/span><\/div>\n<div class=\"sticky top-9 md:top-[5.75rem]\">\n<div class=\"absolute bottom-0 right-2 flex h-9 items-center\">\n<div class=\"flex items-center rounded bg-token-sidebar-surface-primary px-2 font-sans text-xs text-token-text-secondary dark:bg-token-main-surface-secondary\"><span style=\"color: #000000;\"><span class=\"\" data-state=\"closed\"><button class=\"flex gap-1 items-center select-none px-4 py-1\" aria-label=\"Copy\">Copy<\/button><\/span><span class=\"\" data-state=\"closed\"><button class=\"flex select-none items-center gap-1\">Edit<\/button><\/span><\/span><\/div>\n<\/div>\n<\/div>\n<div class=\"overflow-y-auto p-4\" dir=\"ltr\"><span style=\"color: #000000;\"><code class=\"!whitespace-pre hljs language-python\"><span class=\"hljs-built_in\">print<\/span>(df.info())<br \/>\n<\/code><\/span><\/div>\n<\/div>\n<\/li>\n<li><span style=\"color: #000000;\"><strong>\u0627\u0644\u0625\u062d\u0635\u0627\u0621\u0627\u062a \u0627\u0644\u0648\u0635\u0641\u064a\u0629:<\/strong><\/span>\n<div class=\"contain-inline-size rounded-md border-[0.5px] border-token-border-medium relative bg-token-sidebar-surface-primary dark:bg-gray-950\">\n<div class=\"flex items-center text-token-text-secondary px-4 py-2 text-xs font-sans justify-between rounded-t-md h-9 bg-token-sidebar-surface-primary dark:bg-token-main-surface-secondary select-none\"><span style=\"color: #000000;\">python<\/span><\/div>\n<div class=\"sticky top-9 md:top-[5.75rem]\">\n<div class=\"absolute bottom-0 right-2 flex h-9 items-center\">\n<div class=\"flex items-center rounded bg-token-sidebar-surface-primary px-2 font-sans text-xs text-token-text-secondary dark:bg-token-main-surface-secondary\"><span style=\"color: #000000;\"><span class=\"\" data-state=\"closed\"><button class=\"flex gap-1 items-center select-none px-4 py-1\" aria-label=\"Copy\">Copy<\/button><\/span><span class=\"\" data-state=\"closed\"><button class=\"flex select-none items-center gap-1\">Edit<\/button><\/span><\/span><\/div>\n<\/div>\n<\/div>\n<div class=\"overflow-y-auto p-4\" dir=\"ltr\"><span style=\"color: #000000;\"><code class=\"!whitespace-pre hljs language-python\"><span class=\"hljs-built_in\">print<\/span>(df.describe())<br \/>\n<\/code><\/span><\/div>\n<\/div>\n<\/li>\n<\/ul>\n<h4><span style=\"color: #000000;\"><strong>\u062c. \u062a\u0646\u0638\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\"><strong>\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u0641\u0642\u0648\u062f\u0629:<\/strong><\/span>\n<div class=\"contain-inline-size rounded-md border-[0.5px] border-token-border-medium relative bg-token-sidebar-surface-primary dark:bg-gray-950\">\n<div class=\"flex items-center text-token-text-secondary px-4 py-2 text-xs font-sans justify-between rounded-t-md h-9 bg-token-sidebar-surface-primary dark:bg-token-main-surface-secondary select-none\"><span style=\"color: #000000;\">python<\/span><\/div>\n<div class=\"sticky top-9 md:top-[5.75rem]\">\n<div class=\"absolute bottom-0 right-2 flex h-9 items-center\">\n<div class=\"flex items-center rounded bg-token-sidebar-surface-primary px-2 font-sans text-xs text-token-text-secondary dark:bg-token-main-surface-secondary\"><span style=\"color: #000000;\"><span class=\"\" data-state=\"closed\"><button class=\"flex gap-1 items-center select-none px-4 py-1\" aria-label=\"Copy\">Copy<\/button><\/span><span class=\"\" data-state=\"closed\"><button class=\"flex select-none items-center gap-1\">Edit<\/button><\/span><\/span><\/div>\n<\/div>\n<\/div>\n<div class=\"overflow-y-auto p-4\" dir=\"ltr\"><span style=\"color: #000000;\"><code class=\"!whitespace-pre hljs language-python\">df.fillna(<span class=\"hljs-number\">0<\/span>, inplace=<span class=\"hljs-literal\">True<\/span>)  <span class=\"hljs-comment\"># \u0627\u0633\u062a\u0628\u062f\u0627\u0644 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u0641\u0642\u0648\u062f\u0629 \u0628\u0627\u0644\u0635\u0641\u0631<\/span><br \/>\n<\/code><\/span><\/div>\n<\/div>\n<\/li>\n<li><span style=\"color: #000000;\"><strong>\u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u0623\u0639\u0645\u062f\u0629 \u063a\u064a\u0631 \u0627\u0644\u0636\u0631\u0648\u0631\u064a\u0629:<\/strong><\/span>\n<div class=\"contain-inline-size rounded-md border-[0.5px] border-token-border-medium relative bg-token-sidebar-surface-primary dark:bg-gray-950\">\n<div class=\"flex items-center text-token-text-secondary px-4 py-2 text-xs font-sans justify-between rounded-t-md h-9 bg-token-sidebar-surface-primary dark:bg-token-main-surface-secondary select-none\"><span style=\"color: #000000;\">python<\/span><\/div>\n<div class=\"sticky top-9 md:top-[5.75rem]\">\n<div class=\"absolute bottom-0 right-2 flex h-9 items-center\">\n<div class=\"flex items-center rounded bg-token-sidebar-surface-primary px-2 font-sans text-xs text-token-text-secondary dark:bg-token-main-surface-secondary\"><span style=\"color: #000000;\"><span class=\"\" data-state=\"closed\"><button class=\"flex gap-1 items-center select-none px-4 py-1\" aria-label=\"Copy\">Copy<\/button><\/span><span class=\"\" data-state=\"closed\"><button class=\"flex select-none items-center gap-1\">Edit<\/button><\/span><\/span><\/div>\n<\/div>\n<\/div>\n<div class=\"overflow-y-auto p-4\" dir=\"ltr\"><span style=\"color: #000000;\"><code class=\"!whitespace-pre hljs language-python\">df.drop([<span class=\"hljs-string\">'Column_Name'<\/span>], axis=<span class=\"hljs-number\">1<\/span>, inplace=<span class=\"hljs-literal\">True<\/span>)<br \/>\n<\/code><\/span><\/div>\n<\/div>\n<\/li>\n<\/ul>\n<h4><span style=\"color: #000000;\"><strong>\u062f. \u062a\u0635\u0641\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\">\u062a\u0635\u0641\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0634\u0631\u0637 \u0645\u0639\u064a\u0646:<\/span>\n<div class=\"contain-inline-size rounded-md border-[0.5px] border-token-border-medium relative bg-token-sidebar-surface-primary dark:bg-gray-950\">\n<div class=\"flex items-center text-token-text-secondary px-4 py-2 text-xs font-sans justify-between rounded-t-md h-9 bg-token-sidebar-surface-primary dark:bg-token-main-surface-secondary select-none\"><span style=\"color: #000000;\">python<\/span><\/div>\n<div class=\"sticky top-9 md:top-[5.75rem]\">\n<div class=\"absolute bottom-0 right-2 flex h-9 items-center\">\n<div class=\"flex items-center rounded bg-token-sidebar-surface-primary px-2 font-sans text-xs text-token-text-secondary dark:bg-token-main-surface-secondary\"><span style=\"color: #000000;\"><span class=\"\" data-state=\"closed\"><button class=\"flex gap-1 items-center select-none px-4 py-1\" aria-label=\"Copy\">Copy<\/button><\/span><span class=\"\" data-state=\"closed\"><button class=\"flex select-none items-center gap-1\">Edit<\/button><\/span><\/span><\/div>\n<\/div>\n<\/div>\n<div class=\"overflow-y-auto p-4\" dir=\"ltr\"><span style=\"color: #000000;\"><code class=\"!whitespace-pre hljs language-python\">filtered_df = df[df[<span class=\"hljs-string\">'Column'<\/span>] &gt; <span class=\"hljs-number\">50<\/span>]\n<\/code><\/span><\/div>\n<\/div>\n<\/li>\n<\/ul>\n<hr \/>\n<h3><span style=\"color: #000000;\"><strong>4. \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 NumPy<\/strong><\/span><\/h3>\n<h4><span style=\"color: #000000;\"><strong>\u0623. \u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0645\u0635\u0641\u0648\u0641\u0627\u062a<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\">\u0625\u0646\u0634\u0627\u0621 \u0645\u0635\u0641\u0648\u0641\u0629 \u0628\u0633\u064a\u0637\u0629:<\/span>\n<div class=\"contain-inline-size rounded-md border-[0.5px] border-token-border-medium relative bg-token-sidebar-surface-primary dark:bg-gray-950\">\n<div class=\"flex items-center text-token-text-secondary px-4 py-2 text-xs font-sans justify-between rounded-t-md h-9 bg-token-sidebar-surface-primary dark:bg-token-main-surface-secondary select-none\"><span style=\"color: #000000;\">python<\/span><\/div>\n<div class=\"sticky top-9 md:top-[5.75rem]\">\n<div class=\"absolute bottom-0 right-2 flex h-9 items-center\">\n<div class=\"flex items-center rounded bg-token-sidebar-surface-primary px-2 font-sans text-xs text-token-text-secondary dark:bg-token-main-surface-secondary\"><span style=\"color: #000000;\"><span class=\"\" data-state=\"closed\"><button class=\"flex gap-1 items-center select-none px-4 py-1\" aria-label=\"Copy\">Copy<\/button><\/span><span class=\"\" data-state=\"closed\"><button class=\"flex select-none items-center gap-1\">Edit<\/button><\/span><\/span><\/div>\n<\/div>\n<\/div>\n<div class=\"overflow-y-auto p-4\" dir=\"ltr\"><span style=\"color: #000000;\"><code class=\"!whitespace-pre hljs language-python\">arr = np.array([<span class=\"hljs-number\">1<\/span>, <span class=\"hljs-number\">2<\/span>, <span class=\"hljs-number\">3<\/span>, <span class=\"hljs-number\">4<\/span>])<br \/>\n<\/code><\/span><\/div>\n<\/div>\n<\/li>\n<\/ul>\n<h4><span style=\"color: #000000;\"><strong>\u0628. \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\"><strong>\u062c\u0645\u0639 \u062c\u0645\u064a\u0639 \u0627\u0644\u0642\u064a\u0645:<\/strong><\/span>\n<div class=\"contain-inline-size rounded-md border-[0.5px] border-token-border-medium relative bg-token-sidebar-surface-primary dark:bg-gray-950\">\n<div class=\"flex items-center text-token-text-secondary px-4 py-2 text-xs font-sans justify-between rounded-t-md h-9 bg-token-sidebar-surface-primary dark:bg-token-main-surface-secondary select-none\"><span style=\"color: #000000;\">python<\/span><\/div>\n<div class=\"sticky top-9 md:top-[5.75rem]\">\n<div class=\"absolute bottom-0 right-2 flex h-9 items-center\">\n<div class=\"flex items-center rounded bg-token-sidebar-surface-primary px-2 font-sans text-xs text-token-text-secondary dark:bg-token-main-surface-secondary\"><span style=\"color: #000000;\"><span class=\"\" data-state=\"closed\"><button class=\"flex gap-1 items-center select-none px-4 py-1\" aria-label=\"Copy\">Copy<\/button><\/span><span class=\"\" data-state=\"closed\"><button class=\"flex select-none items-center gap-1\">Edit<\/button><\/span><\/span><\/div>\n<\/div>\n<\/div>\n<div class=\"overflow-y-auto p-4\" dir=\"ltr\"><span style=\"color: #000000;\"><code class=\"!whitespace-pre hljs language-python\"><span class=\"hljs-built_in\">print<\/span>(np.<span class=\"hljs-built_in\">sum<\/span>(arr))<br \/>\n<\/code><\/span><\/div>\n<\/div>\n<\/li>\n<li><span style=\"color: #000000;\"><strong>\u0627\u0644\u0645\u062a\u0648\u0633\u0637 \u0648\u0627\u0644\u0627\u0646\u062d\u0631\u0627\u0641 \u0627\u0644\u0645\u0639\u064a\u0627\u0631\u064a:<\/strong><\/span>\n<div class=\"contain-inline-size rounded-md border-[0.5px] border-token-border-medium relative bg-token-sidebar-surface-primary dark:bg-gray-950\">\n<div class=\"flex items-center text-token-text-secondary px-4 py-2 text-xs font-sans justify-between rounded-t-md h-9 bg-token-sidebar-surface-primary dark:bg-token-main-surface-secondary select-none\"><span style=\"color: #000000;\">python<\/span><\/div>\n<div class=\"sticky top-9 md:top-[5.75rem]\">\n<div class=\"absolute bottom-0 right-2 flex h-9 items-center\">\n<div class=\"flex items-center rounded bg-token-sidebar-surface-primary px-2 font-sans text-xs text-token-text-secondary dark:bg-token-main-surface-secondary\"><span style=\"color: #000000;\"><span class=\"\" data-state=\"closed\"><button class=\"flex gap-1 items-center select-none px-4 py-1\" aria-label=\"Copy\">Copy<\/button><\/span><span class=\"\" data-state=\"closed\"><button class=\"flex select-none items-center gap-1\">Edit<\/button><\/span><\/span><\/div>\n<\/div>\n<\/div>\n<div class=\"overflow-y-auto p-4\" dir=\"ltr\"><span style=\"color: #000000;\"><code class=\"!whitespace-pre hljs language-python\"><span class=\"hljs-built_in\">print<\/span>(np.mean(arr))<br \/>\n<span class=\"hljs-built_in\">print<\/span>(np.std(arr))<br \/>\n<\/code><\/span><\/div>\n<\/div>\n<\/li>\n<\/ul>\n<hr \/>\n<h3><span style=\"color: #000000;\"><strong>5. \u0627\u0644\u062a\u0635\u0648\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u064a \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Matplotlib \u0648Seaborn<\/strong><\/span><\/h3>\n<h4><span style=\"color: #000000;\"><strong>\u0623. \u0627\u0644\u0631\u0633\u0645 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Matplotlib<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\"><strong>\u0625\u0646\u0634\u0627\u0621 \u0631\u0633\u0645 \u0628\u064a\u0627\u0646\u064a \u062e\u0637\u064a:<\/strong><\/span>\n<div class=\"contain-inline-size rounded-md border-[0.5px] border-token-border-medium relative bg-token-sidebar-surface-primary dark:bg-gray-950\">\n<div class=\"flex items-center text-token-text-secondary px-4 py-2 text-xs font-sans justify-between rounded-t-md h-9 bg-token-sidebar-surface-primary dark:bg-token-main-surface-secondary select-none\"><a href=\"https:\/\/mostafaweb.info\/masartechwp\/courses\/data-analysis-with-python\/\"><span style=\"color: #000000;\">python<\/span><\/a><\/div>\n<div class=\"sticky top-9 md:top-[5.75rem]\">\n<div class=\"absolute bottom-0 right-2 flex h-9 items-center\">\n<div class=\"flex items-center rounded bg-token-sidebar-surface-primary px-2 font-sans text-xs text-token-text-secondary dark:bg-token-main-surface-secondary\"><span style=\"color: #000000;\"><span class=\"\" data-state=\"closed\"><button class=\"flex gap-1 items-center select-none px-4 py-1\" aria-label=\"Copy\">Copy<\/button><\/span><span class=\"\" data-state=\"closed\"><button class=\"flex select-none items-center gap-1\">Edit<\/button><\/span><\/span><\/div>\n<\/div>\n<\/div>\n<div class=\"overflow-y-auto p-4\" dir=\"ltr\"><span style=\"color: #000000;\"><code class=\"!whitespace-pre hljs language-python\">plt.plot([<span class=\"hljs-number\">1<\/span>, <span class=\"hljs-number\">2<\/span>, <span class=\"hljs-number\">3<\/span>, <span class=\"hljs-number\">4<\/span>], [<span class=\"hljs-number\">10<\/span>, <span class=\"hljs-number\">20<\/span>, <span class=\"hljs-number\">30<\/span>, <span class=\"hljs-number\">40<\/span>])<br \/>\nplt.title(<span class=\"hljs-string\">'Linear Plot'<\/span>)<br \/>\nplt.show()<br \/>\n<\/code><\/span><\/div>\n<\/div>\n<\/li>\n<\/ul>\n<h4><span style=\"color: #000000;\"><strong>\u0628. \u0627\u0644\u062a\u0635\u0648\u0631 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Seaborn<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\"><strong>\u0625\u0646\u0634\u0627\u0621 \u0631\u0633\u0645 \u0628\u064a\u0627\u0646\u064a \u0644\u0644\u0639\u0644\u0627\u0642\u0627\u062a:<\/strong><\/span>\n<div class=\"contain-inline-size rounded-md border-[0.5px] border-token-border-medium relative bg-token-sidebar-surface-primary dark:bg-gray-950\">\n<div class=\"flex items-center text-token-text-secondary px-4 py-2 text-xs font-sans justify-between rounded-t-md h-9 bg-token-sidebar-surface-primary dark:bg-token-main-surface-secondary select-none\"><span style=\"color: #000000;\">python<\/span><\/div>\n<div class=\"sticky top-9 md:top-[5.75rem]\">\n<div class=\"absolute bottom-0 right-2 flex h-9 items-center\">\n<div class=\"flex items-center rounded bg-token-sidebar-surface-primary px-2 font-sans text-xs text-token-text-secondary dark:bg-token-main-surface-secondary\"><span style=\"color: #000000;\"><span class=\"\" data-state=\"closed\"><button class=\"flex gap-1 items-center select-none px-4 py-1\" aria-label=\"Copy\">Copy<\/button><\/span><span class=\"\" data-state=\"closed\"><button class=\"flex select-none items-center gap-1\">Edit<\/button><\/span><\/span><\/div>\n<\/div>\n<\/div>\n<div class=\"overflow-y-auto p-4\" dir=\"ltr\"><span style=\"color: #000000;\"><code class=\"!whitespace-pre hljs language-python\">sns.scatterplot(x=<span class=\"hljs-string\">'Column1'<\/span>, y=<span class=\"hljs-string\">'Column2'<\/span>, data=df)<br \/>\nplt.show()<br \/>\n<\/code><\/span><\/div>\n<\/div>\n<\/li>\n<li><span style=\"color: #000000;\"><strong>\u0631\u0633\u0645 \u0627\u0644\u062a\u0648\u0632\u064a\u0639:<\/strong><\/span>\n<div class=\"contain-inline-size rounded-md border-[0.5px] border-token-border-medium relative bg-token-sidebar-surface-primary dark:bg-gray-950\">\n<div class=\"flex items-center text-token-text-secondary px-4 py-2 text-xs font-sans justify-between rounded-t-md h-9 bg-token-sidebar-surface-primary dark:bg-token-main-surface-secondary select-none\"><span style=\"color: #000000;\">python<\/span><\/div>\n<div class=\"sticky top-9 md:top-[5.75rem]\">\n<div class=\"absolute bottom-0 right-2 flex h-9 items-center\">\n<div class=\"flex items-center rounded bg-token-sidebar-surface-primary px-2 font-sans text-xs text-token-text-secondary dark:bg-token-main-surface-secondary\"><span style=\"color: #000000;\"><span class=\"\" data-state=\"closed\"><button class=\"flex gap-1 items-center select-none px-4 py-1\" aria-label=\"Copy\">Copy<\/button><\/span><span class=\"\" data-state=\"closed\"><button class=\"flex select-none items-center gap-1\">Edit<\/button><\/span><\/span><\/div>\n<\/div>\n<\/div>\n<div class=\"overflow-y-auto p-4\" dir=\"ltr\"><span style=\"color: #000000;\"><code class=\"!whitespace-pre hljs language-python\">sns.histplot(df[<span class=\"hljs-string\">'Column'<\/span>], bins=<span class=\"hljs-number\">10<\/span>)<br \/>\nplt.show()<br \/>\n<\/code><\/span><\/div>\n<\/div>\n<\/li>\n<\/ul>\n<hr \/>\n<h3><span style=\"color: #000000;\"><strong>6. \u0623\u0645\u062b\u0644\u0629 \u0639\u0645\u0644\u064a\u0629 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0628\u0627\u064a\u062b\u0648\u0646<\/strong><\/span><\/h3>\n<h4><span style=\"color: #000000;\"><strong>\u0623. \u062a\u062d\u0644\u064a\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0628\u064a\u0639\u0627\u062a<\/strong><\/span><\/h4>\n<ol>\n<li><span style=\"color: #000000;\">\u0642\u0631\u0627\u0621\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0628\u064a\u0639\u0627\u062a.<\/span><\/li>\n<li><span style=\"color: #000000;\">\u062d\u0633\u0627\u0628 \u0627\u0644\u0625\u064a\u0631\u0627\u062f\u0627\u062a \u0627\u0644\u0625\u062c\u0645\u0627\u0644\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645:<\/span>\n<div class=\"contain-inline-size rounded-md border-[0.5px] border-token-border-medium relative bg-token-sidebar-surface-primary dark:bg-gray-950\">\n<div class=\"flex items-center text-token-text-secondary px-4 py-2 text-xs font-sans justify-between rounded-t-md h-9 bg-token-sidebar-surface-primary dark:bg-token-main-surface-secondary select-none\"><span style=\"color: #000000;\">python<\/span><\/div>\n<div class=\"sticky top-9 md:top-[5.75rem]\">\n<div class=\"absolute bottom-0 right-2 flex h-9 items-center\">\n<div class=\"flex items-center rounded bg-token-sidebar-surface-primary px-2 font-sans text-xs text-token-text-secondary dark:bg-token-main-surface-secondary\"><span style=\"color: #000000;\"><span class=\"\" data-state=\"closed\"><button class=\"flex gap-1 items-center select-none px-4 py-1\" aria-label=\"Copy\">Copy<\/button><\/span><span class=\"\" data-state=\"closed\"><button class=\"flex select-none items-center gap-1\">Edit<\/button><\/span><\/span><\/div>\n<\/div>\n<\/div>\n<div class=\"overflow-y-auto p-4\" dir=\"ltr\"><span style=\"color: #000000;\"><code class=\"!whitespace-pre hljs language-python\">df[<span class=\"hljs-string\">'Revenue'<\/span>] = df[<span class=\"hljs-string\">'Quantity'<\/span>] * df[<span class=\"hljs-string\">'Price'<\/span>]\n<span class=\"hljs-built_in\">print<\/span>(df[<span class=\"hljs-string\">'Revenue'<\/span>].<span class=\"hljs-built_in\">sum<\/span>())<br \/>\n<\/code><\/span><\/div>\n<\/div>\n<\/li>\n<\/ol>\n<h4><span style=\"color: #000000;\"><strong>\u0628. \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0623\u0643\u0627\u062f\u064a\u0645\u064a<\/strong><\/span><\/h4>\n<ol>\n<li><span style=\"color: #000000;\">\u062a\u062d\u0644\u064a\u0644 \u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u062f\u0631\u062c\u0627\u062a \u0644\u0644\u0637\u0644\u0627\u0628.<\/span>\n<div class=\"contain-inline-size rounded-md border-[0.5px] border-token-border-medium relative bg-token-sidebar-surface-primary dark:bg-gray-950\">\n<div class=\"flex items-center text-token-text-secondary px-4 py-2 text-xs font-sans justify-between rounded-t-md h-9 bg-token-sidebar-surface-primary dark:bg-token-main-surface-secondary select-none\"><span style=\"color: #000000;\">python<\/span><\/div>\n<div class=\"sticky top-9 md:top-[5.75rem]\">\n<div class=\"absolute bottom-0 right-2 flex h-9 items-center\">\n<div class=\"flex items-center rounded bg-token-sidebar-surface-primary px-2 font-sans text-xs text-token-text-secondary dark:bg-token-main-surface-secondary\"><span style=\"color: #000000;\"><span class=\"\" data-state=\"closed\"><button class=\"flex gap-1 items-center select-none px-4 py-1\" aria-label=\"Copy\">Copy<\/button><\/span><span class=\"\" data-state=\"closed\"><button class=\"flex select-none items-center gap-1\">Edit<\/button><\/span><\/span><\/div>\n<\/div>\n<\/div>\n<div class=\"overflow-y-auto p-4\" dir=\"ltr\"><span style=\"color: #000000;\"><code class=\"!whitespace-pre hljs language-python\">avg_score = df[<span class=\"hljs-string\">'Scores'<\/span>].mean()<br \/>\n<span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">f\"\u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u062f\u0631\u062c\u0627\u062a: <span class=\"hljs-subst\">{avg_score}<\/span>\"<\/span>)<br \/>\n<\/code><\/span><\/div>\n<\/div>\n<\/li>\n<\/ol>\n<h4><span style=\"color: #000000;\"><strong>\u062c. \u062a\u062d\u0644\u064a\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621<\/strong><\/span><\/h4>\n<ol>\n<li><span style=\"color: #000000;\">\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0625\u0646\u0641\u0627\u0642:<\/span>\n<div class=\"contain-inline-size rounded-md border-[0.5px] border-token-border-medium relative bg-token-sidebar-surface-primary dark:bg-gray-950\">\n<div class=\"flex items-center text-token-text-secondary px-4 py-2 text-xs font-sans justify-between rounded-t-md h-9 bg-token-sidebar-surface-primary dark:bg-token-main-surface-secondary select-none\"><span style=\"color: #000000;\">python<\/span><\/div>\n<div class=\"sticky top-9 md:top-[5.75rem]\">\n<div class=\"absolute bottom-0 right-2 flex h-9 items-center\">\n<div class=\"flex items-center rounded bg-token-sidebar-surface-primary px-2 font-sans text-xs text-token-text-secondary dark:bg-token-main-surface-secondary\"><span style=\"color: #000000;\"><span class=\"\" data-state=\"closed\"><button class=\"flex gap-1 items-center select-none px-4 py-1\" aria-label=\"Copy\">Copy<\/button><\/span><span class=\"\" data-state=\"closed\"><button class=\"flex select-none items-center gap-1\">Edit<\/button><\/span><\/span><\/div>\n<\/div>\n<\/div>\n<div class=\"overflow-y-auto p-4\" dir=\"ltr\"><span style=\"color: #000000;\"><code class=\"!whitespace-pre hljs language-python\">high_spenders = df[df[<span class=\"hljs-string\">'Spending'<\/span>] &gt; <span class=\"hljs-number\">500<\/span>]\n<span class=\"hljs-built_in\">print<\/span>(high_spenders)<br \/>\n<\/code><\/span><\/div>\n<\/div>\n<\/li>\n<\/ol>\n<hr \/>\n<h3><span style=\"color: #000000;\"><strong>7. \u0646\u0635\u0627\u0626\u062d \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0627\u064a\u062b\u0648\u0646<\/strong><\/span><\/h3>\n<ol>\n<li><span style=\"color: #000000;\"><strong>\u0627\u0628\u062f\u0623 \u0628\u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0635\u063a\u064a\u0631\u0629:<\/strong><\/span>\n<ul>\n<li><span style=\"color: #000000;\">\u0642\u0645 \u0628\u062a\u062d\u0644\u064a\u0644 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0633\u064a\u0637\u0629 \u0644\u0641\u0647\u0645 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0627\u062a.<\/span><\/li>\n<\/ul>\n<\/li>\n<li><span style=\"color: #000000;\"><strong>\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0635\u0627\u062f\u0631 \u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u0645\u0648\u062b\u0648\u0642\u0629:<\/strong><\/span>\n<ul>\n<li><span style=\"color: #000000;\">\u0627\u0633\u062a\u0639\u0646 \u0628\u0645\u0646\u0635\u0627\u062a \u0645\u062b\u0644 <strong>Kaggle<\/strong> \u0648<strong>Coursera<\/strong> \u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0632\u064a\u062f.<\/span><\/li>\n<\/ul>\n<\/li>\n<li><span style=\"color: #000000;\"><strong>\u0627\u0644\u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u0641\u064a \u0627\u0644\u0645\u0645\u0627\u0631\u0633\u0629:<\/strong><\/span>\n<ul>\n<li><span style=\"color: #000000;\">\u0642\u0645 \u0628\u062a\u0637\u0628\u064a\u0642 \u0645\u0627 \u062a\u0639\u0644\u0645\u062a\u0647 \u064a\u0648\u0645\u064a\u064b\u0627 \u0644\u062a\u0637\u0648\u064a\u0631 \u0645\u0647\u0627\u0631\u0627\u062a\u0643.<\/span><\/li>\n<\/ul>\n<\/li>\n<li><span style=\"color: #000000;\"><strong>\u062a\u062c\u0631\u0628\u0629 \u0645\u0643\u062a\u0628\u0627\u062a \u0623\u062e\u0631\u0649:<\/strong><\/span>\n<ul>\n<li><span style=\"color: #000000;\">\u062a\u0639\u0631\u0651\u0641 \u0639\u0644\u0649 \u0645\u0643\u062a\u0628\u0627\u062a \u0625\u0636\u0627\u0641\u064a\u0629 \u0645\u062b\u0644 <strong>Scikit-learn<\/strong> \u0644\u062a\u0648\u0633\u064a\u0639 \u0625\u0645\u0643\u0627\u0646\u064a\u0627\u062a\u0643.<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<hr \/>\n<h3><span style=\"color: #000000;\"><strong>\u0627\u0644\u062e\u0627\u062a\u0645\u0629<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0627\u064a\u062b\u0648\u0646 \u0647\u0648 \u0645\u0647\u0627\u0631\u0629 \u0642\u0648\u064a\u0629 \u062a\u0641\u062a\u062d \u0623\u0628\u0648\u0627\u0628\u064b\u0627 \u0648\u0627\u0633\u0639\u0629 \u0644\u0644\u0641\u0631\u0635 \u0627\u0644\u0645\u0647\u0646\u064a\u0629 \u0641\u064a \u0627\u0644\u0639\u0635\u0631 \u0627\u0644\u0631\u0642\u0645\u064a. \u0628\u0641\u0636\u0644 \u0645\u0643\u062a\u0628\u0627\u062a\u0647\u0627 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0648\u0633\u0647\u0648\u0644\u0629 \u062a\u0639\u0644\u0645\u0647\u0627\u060c \u062a\u064f\u0639\u062f \u0628\u0627\u064a\u062b\u0648\u0646 \u0623\u062f\u0627\u0629 \u0645\u062b\u0627\u0644\u064a\u0629 \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646 \u0648\u0627\u0644\u0645\u062d\u062a\u0631\u0641\u064a\u0646 \u0639\u0644\u0649 \u062d\u062f \u0633\u0648\u0627\u0621. \u0645\u0639 \u0627\u0644\u0648\u0642\u062a \u0648\u0627\u0644\u0645\u0645\u0627\u0631\u0633\u0629\u060c \u0633\u062a\u062a\u0645\u0643\u0646 \u0645\u0646 \u062a\u0646\u0641\u064a\u0630 \u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0645\u062a\u0642\u062f\u0645\u0629 \u062a\u064f\u062d\u062f\u062b \u0641\u0631\u0642\u064b\u0627 \u0641\u064a \u0639\u0645\u0644\u0643 \u0623\u0648 \u062d\u064a\u0627\u062a\u0643 \u0627\u0644\u0645\u0647\u0646\u064a\u0629.<\/span><\/p>\n<p><span style=\"color: #000000;\"><strong>\u0627\u0628\u062f\u0623 \u0627\u0644\u0622\u0646 \u0631\u062d\u0644\u062a\u0643 \u0645\u0639 \u0628\u0627\u064a\u062b\u0648\u0646\u060c \u0648\u0627\u0633\u062a\u0643\u0634\u0641 \u0625\u0645\u0643\u0627\u0646\u064a\u0627\u062a \u063a\u064a\u0631 \u0645\u062d\u062f\u0648\u062f\u0629 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a!<\/strong> \ud83d\ude80<\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/article>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u0623\u0633\u0627\u0633\u064a\u0627\u062a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0628\u0627\u064a\u062b\u0648\u0646: \u062f\u0644\u064a\u0644\u0643 \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646 \u062a\u064f\u0639\u062a\u0628\u0631 \u0644\u063a\u0629 \u0628\u0627\u064a\u062b\u0648\u0646 (Python) \u0648\u0627\u062d\u062f\u0629 \u0645\u0646 \u0623\u0643\u062b\u0631 \u0627\u0644\u0644\u063a\u0627\u062a \u0634\u064a\u0648\u0639\u064b\u0627 \u0641\u064a \u0645\u062c\u0627\u0644 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u062d\u064a\u062b \u062a\u062a\u0645\u064a\u0632 \u0628\u0633\u0647\u0648\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u060c \u0645\u0631\u0648\u0646\u062a\u0647\u0627\u060c \u0648\u062a\u0648\u0627\u0641\u0631 \u0645\u0643\u062a\u0628\u0627\u062a \u0642\u0648\u064a\u0629 \u062a\u064f\u0633\u0647\u0644 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0634\u0643\u0644 \u0641\u0639\u0627\u0644. \u0625\u0630\u0627 \u0643\u0646\u062a \u0645\u0628\u062a\u062f\u0626\u064b\u0627 \u0648\u062a\u0631\u063a\u0628 \u0641\u064a \u062f\u062e\u0648\u0644 \u0639\u0627\u0644\u0645 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0641\u0625\u0646 \u0647\u0630\u0627 \u0627\u0644\u062f\u0644\u064a\u0644 \u0633\u064a\u064f\u0633\u0627\u0639\u062f\u0643 \u0639\u0644\u0649 \u062a\u0639\u0644\u0645 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0627\u062a \u0644\u0644\u0628\u062f\u0621 \u0628\u062b\u0642\u0629. 1. \u0644\u0645\u0627\u0630\u0627 \u062a\u0633\u062a\u062e\u062f\u0645 \u0628\u0627\u064a\u062b\u0648\u0646 [&#8230;]\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[],"tags":[],"class_list":["post-56208","post","type-post","status-publish","format-standard","hentry"],"_links":{"self":[{"href":"https:\/\/mostafaweb.info\/masartechwp\/wp-json\/wp\/v2\/posts\/56208","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/mostafaweb.info\/masartechwp\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/mostafaweb.info\/masartechwp\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/mostafaweb.info\/masartechwp\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/mostafaweb.info\/masartechwp\/wp-json\/wp\/v2\/comments?post=56208"}],"version-history":[{"count":1,"href":"https:\/\/mostafaweb.info\/masartechwp\/wp-json\/wp\/v2\/posts\/56208\/revisions"}],"predecessor-version":[{"id":56209,"href":"https:\/\/mostafaweb.info\/masartechwp\/wp-json\/wp\/v2\/posts\/56208\/revisions\/56209"}],"wp:attachment":[{"href":"https:\/\/mostafaweb.info\/masartechwp\/wp-json\/wp\/v2\/media?parent=56208"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mostafaweb.info\/masartechwp\/wp-json\/wp\/v2\/categories?post=56208"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mostafaweb.info\/masartechwp\/wp-json\/wp\/v2\/tags?post=56208"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}