{"id":56301,"date":"2025-01-21T15:49:46","date_gmt":"2025-01-21T15:49:46","guid":{"rendered":"https:\/\/masartech.com.sa\/?p=56301"},"modified":"2025-01-21T15:49:46","modified_gmt":"2025-01-21T15:49:46","slug":"%d8%a7%d9%84%d9%82%d9%88%d8%a9-%d8%a7%d9%84%d9%83%d8%a7%d9%85%d9%86%d8%a9-%d9%81%d9%8a-pandas-%d9%83%d9%8a%d9%81-%d8%aa%d8%a8%d9%86%d9%8a-%d8%aa%d8%ad%d9%84%d9%8a%d9%84%d8%a7%d8%aa%d9%83-%d8%a8%d8%b3","status":"publish","type":"post","link":"https:\/\/mostafaweb.info\/masartechwp\/%d8%a7%d9%84%d9%82%d9%88%d8%a9-%d8%a7%d9%84%d9%83%d8%a7%d9%85%d9%86%d8%a9-%d9%81%d9%8a-pandas-%d9%83%d9%8a%d9%81-%d8%aa%d8%a8%d9%86%d9%8a-%d8%aa%d8%ad%d9%84%d9%8a%d9%84%d8%a7%d8%aa%d9%83-%d8%a8%d8%b3\/","title":{"rendered":"\u0627\u0644\u0642\u0648\u0629 \u0627\u0644\u0643\u0627\u0645\u0646\u0629 \u0641\u064a Pandas: \u0643\u064a\u0641 \u062a\u0628\u0646\u064a \u062a\u062d\u0644\u064a\u0644\u0627\u062a\u0643 \u0628\u0633\u0647\u0648\u0644\u0629\u061f"},"content":{"rendered":"<h3><span style=\"color: #000000;\"><strong>\u0627\u0644\u0642\u0648\u0629 \u0627\u0644\u0643\u0627\u0645\u0646\u0629 \u0641\u064a Pandas: \u0643\u064a\u0641 \u062a\u0628\u0646\u064a \u062a\u062d\u0644\u064a\u0644\u0627\u062a\u0643 \u0628\u0633\u0647\u0648\u0644\u0629\u061f<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\"><strong>Pandas<\/strong> \u0647\u064a \u0645\u0643\u062a\u0628\u0629 \u0642\u0648\u064a\u0629 \u0648\u0645\u0631\u0646\u0629 \u0641\u064a \u0644\u063a\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 Python\u060c \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0644\u062a\u062d\u0644\u064a\u0644 \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0628\u0641\u0636\u0644 \u0648\u0638\u0627\u0626\u0641\u0647\u0627 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0648\u0633\u0647\u0648\u0644\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627\u060c \u0623\u0635\u0628\u062d\u062a \u0623\u062f\u0627\u0629 \u0623\u0633\u0627\u0633\u064a\u0629 \u0641\u064a \u0639\u0627\u0644\u0645 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0633\u0648\u0627\u0621 \u0643\u0646\u062a \u0645\u0628\u062a\u062f\u0626\u064b\u0627 \u0623\u0648 \u0645\u062d\u062a\u0631\u0641\u064b\u0627\u060c \u0641\u0625\u0646 Pandas \u062a\u0645\u0646\u062d\u0643 \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0628\u0633\u0627\u0637\u0629 \u0648\u0643\u0641\u0627\u0621\u0629.<\/span><\/p>\n<hr \/>\n<h3><span style=\"color: #000000;\"><strong>1. \u0645\u0627 \u0647\u064a Pandas\u061f \u0648\u0644\u0645\u0627\u0630\u0627 \u0647\u064a \u0645\u0647\u0645\u0629\u061f<\/strong><\/span><\/h3>\n<h4><span style=\"color: #000000;\"><strong>\u062a\u0639\u0631\u064a\u0641 Pandas<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\">\u0645\u0643\u062a\u0628\u0629 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0641\u064a Python \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/span><\/li>\n<li><span style=\"color: #000000;\">\u062a\u062f\u0639\u0645 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0628\u064a\u0627\u0646\u0627\u062a <strong>\u0627\u0644\u062c\u062f\u0627\u0648\u0644 (DataFrames)<\/strong> \u0648<strong>\u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 (Time Series)<\/strong>.<\/span><\/li>\n<\/ul>\n<h4><span style=\"color: #000000;\"><strong>\u0623\u0647\u0645\u064a\u062a\u0647\u0627 \u0641\u064a \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 \u0648\u0627\u062c\u0647\u0629 \u0628\u0633\u064a\u0637\u0629 \u0644\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629.<\/span><\/li>\n<li><span style=\"color: #000000;\">\u062a\u064f\u0633\u0647\u0651\u0644 \u062a\u0646\u0638\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0645\u0639\u0627\u0644\u062c\u062a\u0647\u0627\u060c \u0648\u0625\u062c\u0631\u0627\u0621 \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629.<\/span><\/li>\n<li><span style=\"color: #000000;\">\u062a\u064f\u062f\u0645\u062c \u0628\u0633\u0647\u0648\u0644\u0629 \u0645\u0639 \u0645\u0643\u062a\u0628\u0627\u062a \u0623\u062e\u0631\u0649 \u0645\u062b\u0644 <strong>NumPy<\/strong> \u0648<strong>Matplotlib<\/strong>.<\/span><\/li>\n<\/ul>\n<hr \/>\n<h3><span style=\"color: #000000;\"><strong>2. \u0628\u0646\u0627\u0621 \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Pandas<\/strong><\/span><\/h3>\n<h4><span style=\"color: #000000;\"><strong>\u0623) \u0627\u0633\u062a\u064a\u0631\u0627\u062f \u0627\u0644\u0645\u0643\u062a\u0628\u0629 \u0648\u0642\u0631\u0627\u0621\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong><\/span><\/h4>\n<p><span style=\"color: #000000;\">\u0627\u0628\u062f\u0623 \u0628\u0627\u0633\u062a\u064a\u0631\u0627\u062f Pandas \u0648\u0642\u0631\u0627\u0621\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0645\u0635\u0627\u062f\u0631 \u0645\u062e\u062a\u0644\u0641\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<\/p>\n<p><span class=\"hljs-comment\"># \u0642\u0631\u0627\u0621\u0629 \u0645\u0644\u0641 CSV<\/span><br \/>\ndata = pd.read_csv(<span class=\"hljs-string\">'data.csv'<\/span>)<br \/>\n<\/code><\/span><\/div>\n<\/div>\n<ul>\n<li><span style=\"color: #000000;\"><strong>\u0627\u0644\u0646\u062a\u064a\u062c\u0629<\/strong>: \u064a\u062a\u0645 \u062a\u062d\u0645\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a <strong>DataFrame<\/strong>\u060c \u0648\u0647\u064a \u0647\u064a\u0643\u0644 \u062c\u062f\u0648\u0644\u064a \u064a\u0634\u0628\u0647 \u062c\u062f\u0627\u0648\u0644 Excel.<\/span><\/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;\">\u0641\u0647\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641:<\/span><\/li>\n<\/ul>\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>(data.head())   <span class=\"hljs-comment\"># \u0639\u0631\u0636 \u0623\u0648\u0644 5 \u0635\u0641\u0648\u0641<\/span><br \/>\n<span class=\"hljs-built_in\">print<\/span>(data.info())   <span class=\"hljs-comment\"># \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0639\u0646 \u0627\u0644\u0623\u0639\u0645\u062f\u0629 \u0648\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/span><br \/>\n<span class=\"hljs-built_in\">print<\/span>(data.describe())  <span class=\"hljs-comment\"># \u0625\u062d\u0635\u0627\u0621\u0627\u062a \u0648\u0635\u0641\u064a\u0629<\/span><br \/>\n<\/code><\/span><\/div>\n<\/div>\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;\">\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u0641\u0642\u0648\u062f\u0629:<\/span><\/li>\n<\/ul>\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\">data.dropna(inplace=<span class=\"hljs-literal\">True<\/span>)  <span class=\"hljs-comment\"># \u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u0635\u0641\u0648\u0641 \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0642\u064a\u0645 \u0645\u0641\u0642\u0648\u062f\u0629<\/span><br \/>\ndata.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\u0635\u0641\u0631<\/span><br \/>\n<\/code><\/span><\/div>\n<\/div>\n<ul>\n<li><span style=\"color: #000000;\">\u062a\u0639\u062f\u064a\u0644 \u0623\u0633\u0645\u0627\u0621 \u0627\u0644\u0623\u0639\u0645\u062f\u0629:<\/span><\/li>\n<\/ul>\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\">data.rename(columns={<span class=\"hljs-string\">'old_name'<\/span>: <span class=\"hljs-string\">'new_name'<\/span>}, inplace=<span class=\"hljs-literal\">True<\/span>)<br \/>\n<\/code><\/span><\/div>\n<\/div>\n<hr \/>\n<h3><span style=\"color: #000000;\"><strong>3. \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Pandas<\/strong><\/span><\/h3>\n<h4><span style=\"color: #000000;\"><strong>\u0623) \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\">\u062d\u0633\u0627\u0628 \u0627\u0644\u0645\u062a\u0648\u0633\u0637 \u0648\u0627\u0644\u0627\u0646\u062d\u0631\u0627\u0641 \u0627\u0644\u0645\u0639\u064a\u0627\u0631\u064a:<\/span><\/li>\n<\/ul>\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>(data[<span class=\"hljs-string\">'column_name'<\/span>].mean())  <span class=\"hljs-comment\"># \u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u0642\u064a\u0645<\/span><br \/>\n<span class=\"hljs-built_in\">print<\/span>(data[<span class=\"hljs-string\">'column_name'<\/span>].std())   <span class=\"hljs-comment\"># \u0627\u0644\u0627\u0646\u062d\u0631\u0627\u0641 \u0627\u0644\u0645\u0639\u064a\u0627\u0631\u064a<\/span><br \/>\n<\/code><\/span><\/div>\n<\/div>\n<h4><span style=\"color: #000000;\"><strong>\u0628) \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0632\u0645\u0646\u064a\u0629<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\">\u062a\u062d\u0648\u064a\u0644 \u0639\u0645\u0648\u062f \u0625\u0644\u0649 \u0635\u064a\u063a\u0629 \u0627\u0644\u062a\u0627\u0631\u064a\u062e:<\/span><\/li>\n<\/ul>\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\">data[<span class=\"hljs-string\">'date'<\/span>] = pd.to_datetime(data[<span class=\"hljs-string\">'date'<\/span>])<br \/>\n<\/code><\/span><\/div>\n<\/div>\n<ul>\n<li><span style=\"color: #000000;\">\u062a\u0635\u0641\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062d\u0633\u0628 \u0627\u0644\u062a\u0627\u0631\u064a\u062e:<\/span><\/li>\n<\/ul>\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_data = data[data[<span class=\"hljs-string\">'date'<\/span>] &gt; <span class=\"hljs-string\">'2023-01-01'<\/span>]\n<\/code><\/span><\/div>\n<\/div>\n<h4><span style=\"color: #000000;\"><strong>\u062c) \u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Group By)<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\">\u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0623\u0639\u0645\u062f\u0629 \u0645\u062d\u062f\u062f\u0629:<\/span><\/li>\n<\/ul>\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\">grouped = data.groupby(<span class=\"hljs-string\">'category'<\/span>)[<span class=\"hljs-string\">'value'<\/span>].<span class=\"hljs-built_in\">sum<\/span>()<br \/>\n<span class=\"hljs-built_in\">print<\/span>(grouped)<br \/>\n<\/code><\/span><\/div>\n<\/div>\n<h4><span style=\"color: #000000;\"><strong>\u062f) \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\">\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0636\u062e\u0645\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>Chuncks<\/strong>:<\/span><\/li>\n<\/ul>\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\">for<\/span> chunk <span class=\"hljs-keyword\">in<\/span> pd.read_csv(<span class=\"hljs-string\">'large_data.csv'<\/span>, chunksize=<span class=\"hljs-number\">10000<\/span>):<br \/>\n    <span class=\"hljs-built_in\">print<\/span>(chunk.head())<br \/>\n<\/code><\/span><\/div>\n<\/div>\n<hr \/>\n<h3><span style=\"color: #000000;\"><strong>4. \u0627\u0644\u062a\u0635\u0648\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u064a \u0645\u0639 Pandas<\/strong><\/span><\/h3>\n<ul>\n<li><span style=\"color: #000000;\">\u0625\u0646\u0634\u0627\u0621 \u0645\u062e\u0637\u0637\u0627\u062a \u0628\u0633\u064a\u0637\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Pandas:<\/span><\/li>\n<\/ul>\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\">data[<span class=\"hljs-string\">'value'<\/span>].plot(kind=<span class=\"hljs-string\">'line'<\/span>)  <span class=\"hljs-comment\"># \u0631\u0633\u0645 \u062e\u0637\u064a<\/span><br \/>\ndata[<span class=\"hljs-string\">'value'<\/span>].plot(kind=<span class=\"hljs-string\">'bar'<\/span>)  <span class=\"hljs-comment\"># \u0631\u0633\u0645 \u0634\u0631\u064a\u0637\u064a<\/span><br \/>\ndata[<span class=\"hljs-string\">'value'<\/span>].plot(kind=<span class=\"hljs-string\">'hist'<\/span>)  <span class=\"hljs-comment\"># \u0631\u0633\u0645 \u0628\u064a\u0627\u0646\u064a \u0647\u064a\u0633\u062a\u0648\u063a\u0631\u0627\u0645<\/span><br \/>\n<\/code><\/span><\/div>\n<\/div>\n<ul>\n<li><span style=\"color: #000000;\">\u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0645\u0639 \u0645\u0643\u062a\u0628\u0629 Matplotlib \u0644\u062a\u062d\u0643\u0645 \u0623\u0643\u0628\u0631 \u0641\u064a \u0627\u0644\u062a\u0635\u0648\u0631\u0627\u062a:<\/span><\/li>\n<\/ul>\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> matplotlib.pyplot <span class=\"hljs-keyword\">as<\/span> plt<\/p>\n<p>data[<span class=\"hljs-string\">'value'<\/span>].plot(kind=<span class=\"hljs-string\">'scatter'<\/span>, x=<span class=\"hljs-string\">'column1'<\/span>, y=<span class=\"hljs-string\">'column2'<\/span>)<br \/>\nplt.show()<br \/>\n<\/code><\/span><\/div>\n<\/div>\n<hr \/>\n<h3><span style=\"color: #000000;\"><strong>5. \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\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Pandas<\/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<ul>\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<\/ul>\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\">sales = pd.read_csv(<span class=\"hljs-string\">'sales_data.csv'<\/span>)<br \/>\n<\/code><\/span><\/div>\n<\/div>\n<ul>\n<li><span style=\"color: #000000;\">\u062d\u0633\u0627\u0628 \u0625\u062c\u0645\u0627\u0644\u064a \u0627\u0644\u0625\u064a\u0631\u0627\u062f\u0627\u062a:<\/span><\/li>\n<\/ul>\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\">total_revenue = sales[<span class=\"hljs-string\">'revenue'<\/span>].<span class=\"hljs-built_in\">sum<\/span>()<br \/>\n<span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">f'Total Revenue: <span class=\"hljs-subst\">{total_revenue}<\/span>'<\/span>)<br \/>\n<\/code><\/span><\/div>\n<\/div>\n<ul>\n<li><span style=\"color: #000000;\">\u0645\u0642\u0627\u0631\u0646\u0629 \u0623\u062f\u0627\u0621 \u0627\u0644\u0645\u0628\u064a\u0639\u0627\u062a \u062d\u0633\u0628 \u0627\u0644\u0645\u0646\u062a\u062c:<\/span><\/li>\n<\/ul>\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\">product_performance = sales.groupby(<span class=\"hljs-string\">'product'<\/span>)[<span class=\"hljs-string\">'revenue'<\/span>].mean()<br \/>\n<span class=\"hljs-built_in\">print<\/span>(product_performance)<br \/>\n<\/code><\/span><\/div>\n<\/div>\n<h4><span style=\"color: #000000;\"><strong>\u0628) \u062a\u062d\u0644\u064a\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621<\/strong><\/span><\/h4>\n<ul>\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\u0639\u0645\u0631:<\/span><\/li>\n<\/ul>\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\">sales[<span class=\"hljs-string\">'age_group'<\/span>] = pd.cut(sales[<span class=\"hljs-string\">'age'<\/span>], bins=[<span class=\"hljs-number\">0<\/span>, <span class=\"hljs-number\">18<\/span>, <span class=\"hljs-number\">35<\/span>, <span class=\"hljs-number\">50<\/span>, <span class=\"hljs-number\">100<\/span>], labels=[<span class=\"hljs-string\">'Youth'<\/span>, <span class=\"hljs-string\">'Young Adults'<\/span>, <span class=\"hljs-string\">'Middle Age'<\/span>, <span class=\"hljs-string\">'Senior'<\/span>])<br \/>\n<span class=\"hljs-built_in\">print<\/span>(sales.head())<br \/>\n<\/code><\/span><\/div>\n<\/div>\n<ul>\n<li><span style=\"color: #000000;\">\u0627\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u0649 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0627\u0644\u0623\u0643\u062b\u0631 \u0625\u0646\u0641\u0627\u0642\u064b\u0627:<\/span><\/li>\n<\/ul>\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\">top_customers = sales.groupby(<span class=\"hljs-string\">'customer'<\/span>)[<span class=\"hljs-string\">'revenue'<\/span>].<span class=\"hljs-built_in\">sum<\/span>().sort_values(ascending=<span class=\"hljs-literal\">False<\/span>).head(<span class=\"hljs-number\">10<\/span>)<br \/>\n<span class=\"hljs-built_in\">print<\/span>(top_customers)<br \/>\n<\/code><\/span><\/div>\n<\/div>\n<hr \/>\n<h3><span style=\"color: #000000;\"><strong>6. \u0646\u0635\u0627\u0626\u062d \u0644\u062a\u062d\u0633\u064a\u0646 \u062a\u062c\u0631\u0628\u062a\u0643 \u0645\u0639 Pandas<\/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>: \u062c\u0631\u0628 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0645\u0644\u0641\u0627\u062a CSV \u0635\u063a\u064a\u0631\u0629 \u0644\u0641\u0647\u0645 \u0623\u0633\u0627\u0633\u064a\u0627\u062a Pandas.<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>\u062a\u0639\u0644\u0645 \u0627\u0644\u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629<\/strong>: \u0645\u062b\u0644 <strong>merge<\/strong>\u060c <strong>pivot_table<\/strong>\u060c \u0648<strong>apply<\/strong>.<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>\u0627\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a\u0629<\/strong>:<\/span>\n<ul>\n<li><span style=\"color: #000000;\"><a style=\"color: #000000;\" target=\"_new\" rel=\"noopener\">\u0648\u062b\u0627\u0626\u0642 Pandas \u0627\u0644\u0631\u0633\u0645\u064a\u0629<\/a>.<\/span><\/li>\n<li><span style=\"color: #000000;\">\u062f\u0631\u0648\u0633 \u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u0639\u0644\u0649 YouTube \u0623\u0648 \u0645\u0646\u0635\u0627\u062a \u0645\u062b\u0644 <strong>Kaggle<\/strong>.<\/span><\/li>\n<\/ul>\n<\/li>\n<li><span style=\"color: #000000;\"><strong>\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629 \u0628\u062d\u0630\u0631<\/strong>: \u0627\u0633\u062a\u062e\u062f\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062b\u0644 <strong>Dask<\/strong> \u0639\u0646\u062f \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0643\u0628\u0631 \u0645\u0646 \u0627\u0644\u0630\u0627\u0643\u0631\u0629.<\/span><\/li>\n<\/ol>\n<hr \/>\n<h3><span style=\"color: #000000;\"><strong>\u0627\u0644\u062e\u0644\u0627\u0635\u0629<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\"><strong>Pandas<\/strong> \u062a\u0645\u0646\u062d\u0643 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0644\u0627\u0632\u0645\u0629 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0633\u0647\u0648\u0644\u0629 \u0648\u0643\u0641\u0627\u0621\u0629. \u0628\u0641\u0636\u0644 \u0648\u0638\u0627\u0626\u0641\u0647\u0627 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629\u060c \u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u062a\u0646\u0642\u0644 \u0628\u0633\u0644\u0627\u0633\u0629 \u0645\u0646 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0628\u0633\u064a\u0637\u0629 \u0645\u062b\u0644 \u062a\u0646\u0638\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0645\u062b\u0644 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0648\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0639\u0645\u0644\u0627\u0621. \u0645\u0639 Pandas\u060c \u064a\u0635\u0628\u062d \u0628\u0646\u0627\u0621 \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0644\u064a\u0633 \u0641\u0642\u0637 \u0633\u0647\u0644\u0627\u064b\u060c \u0628\u0644 \u0645\u0645\u062a\u0639\u064b\u0627 \u0623\u064a\u0636\u064b\u0627.<\/span><br \/>\n<span style=\"color: #000000;\"><strong>\u0627\u0628\u062f\u0623 \u0627\u0644\u0622\u0646\u060c \u0648\u062d\u0648\u0651\u0644 \u0628\u064a\u0627\u0646\u0627\u062a\u0643 \u0625\u0644\u0649 \u0631\u0624\u0649 \u0642\u064a\u0645\u0629!<\/strong><\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0627\u0644\u0642\u0648\u0629 \u0627\u0644\u0643\u0627\u0645\u0646\u0629 \u0641\u064a Pandas: \u0643\u064a\u0641 \u062a\u0628\u0646\u064a \u062a\u062d\u0644\u064a\u0644\u0627\u062a\u0643 \u0628\u0633\u0647\u0648\u0644\u0629\u061f Pandas \u0647\u064a \u0645\u0643\u062a\u0628\u0629 \u0642\u0648\u064a\u0629 \u0648\u0645\u0631\u0646\u0629 \u0641\u064a \u0644\u063a\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 Python\u060c \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0644\u062a\u062d\u0644\u064a\u0644 \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0628\u0641\u0636\u0644 \u0648\u0638\u0627\u0626\u0641\u0647\u0627 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0648\u0633\u0647\u0648\u0644\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627\u060c \u0623\u0635\u0628\u062d\u062a \u0623\u062f\u0627\u0629 \u0623\u0633\u0627\u0633\u064a\u0629 \u0641\u064a \u0639\u0627\u0644\u0645 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0633\u0648\u0627\u0621 \u0643\u0646\u062a \u0645\u0628\u062a\u062f\u0626\u064b\u0627 \u0623\u0648 \u0645\u062d\u062a\u0631\u0641\u064b\u0627\u060c \u0641\u0625\u0646 Pandas \u062a\u0645\u0646\u062d\u0643 \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0628\u0633\u0627\u0637\u0629 \u0648\u0643\u0641\u0627\u0621\u0629. 1. \u0645\u0627 \u0647\u064a Pandas\u061f \u0648\u0644\u0645\u0627\u0630\u0627 \u0647\u064a \u0645\u0647\u0645\u0629\u061f [&#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-56301","post","type-post","status-publish","format-standard","hentry"],"_links":{"self":[{"href":"https:\/\/mostafaweb.info\/masartechwp\/wp-json\/wp\/v2\/posts\/56301","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=56301"}],"version-history":[{"count":1,"href":"https:\/\/mostafaweb.info\/masartechwp\/wp-json\/wp\/v2\/posts\/56301\/revisions"}],"predecessor-version":[{"id":56302,"href":"https:\/\/mostafaweb.info\/masartechwp\/wp-json\/wp\/v2\/posts\/56301\/revisions\/56302"}],"wp:attachment":[{"href":"https:\/\/mostafaweb.info\/masartechwp\/wp-json\/wp\/v2\/media?parent=56301"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mostafaweb.info\/masartechwp\/wp-json\/wp\/v2\/categories?post=56301"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mostafaweb.info\/masartechwp\/wp-json\/wp\/v2\/tags?post=56301"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}