{"id":14972,"date":"2024-01-07T02:16:14","date_gmt":"2024-01-06T22:46:14","guid":{"rendered":"https:\/\/rasanegar.com\/blog\/%d8%b1%d9%88%d8%b4-%d8%aa%d8%b1%d8%b4%db%8c-%d9%88-%d8%a8%d8%b1%d8%af%d8%a7%d8%b4%d8%aa%d9%86-%d8%a7%d8%b4%db%8c%d8%a7%d8%a1-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/"},"modified":"2024-01-07T02:16:14","modified_gmt":"2024-01-06T22:46:14","slug":"%d8%b1%d9%88%d8%b4-%d8%aa%d8%b1%d8%b4%db%8c-%d9%88-%d8%a8%d8%b1%d8%af%d8%a7%d8%b4%d8%aa%d9%86-%d8%a7%d8%b4%db%8c%d8%a7%d8%a1-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86","status":"publish","type":"post","link":"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%88%d8%b4-%d8%aa%d8%b1%d8%b4%db%8c-%d9%88-%d8%a8%d8%b1%d8%af%d8%a7%d8%b4%d8%aa%d9%86-%d8%a7%d8%b4%db%8c%d8%a7%d8%a1-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/","title":{"rendered":"\u0631\u0648\u0634 \u062a\u0631\u0634\u06cc \u0648 \u0628\u0631\u062f\u0627\u0634\u062a\u0646 \u0627\u0634\u06cc\u0627\u0621 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\"><p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0633\u0631\u0641\u0635\u0644\u0647\u0627\u06cc \u0645\u0637\u0644\u0628<\/p>\n<\/div><nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%88%d8%b4-%d8%aa%d8%b1%d8%b4%db%8c-%d9%88-%d8%a8%d8%b1%d8%af%d8%a7%d8%b4%d8%aa%d9%86-%d8%a7%d8%b4%db%8c%d8%a7%d8%a1-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%d9%85%d8%b9%d8%b1%d9%81%db%8c\" >\u0645\u0639\u0631\u0641\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%88%d8%b4-%d8%aa%d8%b1%d8%b4%db%8c-%d9%88-%d8%a8%d8%b1%d8%af%d8%a7%d8%b4%d8%aa%d9%86-%d8%a7%d8%b4%db%8c%d8%a7%d8%a1-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#pickling_%d9%88_unpickling_%d8%af%d8%b1_%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86_%da%86%db%8c%d8%b3%d8%aa%d8%9f\" >Pickling \u0648 Unpickling \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0686\u06cc\u0633\u062a\u061f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%88%d8%b4-%d8%aa%d8%b1%d8%b4%db%8c-%d9%88-%d8%a8%d8%b1%d8%af%d8%a7%d8%b4%d8%aa%d9%86-%d8%a7%d8%b4%db%8c%d8%a7%d8%a1-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%da%86%da%af%d9%88%d9%86%d9%87_%db%8c%da%a9_%d9%81%d8%a7%db%8c%d9%84_pickle_%d8%b1%d8%a7_%d8%af%d8%b1_%db%8c%da%a9_%d8%af%db%8c%d8%aa%d8%a7_%d9%81%d8%b1%db%8c%d9%85_%d9%be%d8%a7%d9%86%d8%af%d8%a7_%d8%a8%d8%ae%d9%88%d8%a7%d9%86%db%8c%d9%85%d8%9f\" >\u0686\u06af\u0648\u0646\u0647 \u06cc\u06a9 \u0641\u0627\u06cc\u0644 Pickle \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u062f\u06cc\u062a\u0627 \u0641\u0631\u06cc\u0645 \u067e\u0627\u0646\u062f\u0627 \u0628\u062e\u0648\u0627\u0646\u06cc\u0645\u061f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%88%d8%b4-%d8%aa%d8%b1%d8%b4%db%8c-%d9%88-%d8%a8%d8%b1%d8%af%d8%a7%d8%b4%d8%aa%d9%86-%d8%a7%d8%b4%db%8c%d8%a7%d8%a1-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#pickling_into_strings_%d9%88_unpickling_from_strings\" >Pickling into strings \u0648 Unpickling from strings<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%88%d8%b4-%d8%aa%d8%b1%d8%b4%db%8c-%d9%88-%d8%a8%d8%b1%d8%af%d8%a7%d8%b4%d8%aa%d9%86-%d8%a7%d8%b4%db%8c%d8%a7%d8%a1-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%d9%86%d8%aa%db%8c%d8%ac%d9%87\" >\u0646\u062a\u06cc\u062c\u0647<\/a><\/li><\/ul><\/nav><\/div>\n<span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">\u0632\u0645\u0627\u0646 \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0645\u0637\u0627\u0644\u0639\u0647: <\/span> <span class=\"rt-time\"> 5<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span><p> <br \/>\n<\/p>\n<div><noscript><\/noscript><\/p>\n<h2 id=\"introduction\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%b9%d8%b1%d9%81%db%8c\"><\/span>\u0645\u0639\u0631\u0641\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062a\u0628\u062f\u06cc\u0644 \u06cc\u06a9 \u0634\u06cc \u0628\u0647 \u062d\u0627\u0644\u062a \u0630\u062e\u06cc\u0631\u0647 (\u0645\u0627\u0646\u0646\u062f \u062c\u0631\u06cc\u0627\u0646 \u0628\u0627\u06cc\u062a\u060c \u0646\u0645\u0627\u06cc\u0634 \u0645\u062a\u0646\u06cc \u0648 \u063a\u06cc\u0631\u0647) \u0646\u0627\u0645\u06cc\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. <strong>\u0633\u0631\u06cc\u0627\u0644 \u0633\u0627\u0632\u06cc<\/strong>\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc\u06a9\u0647 <strong>\u0633\u0631\u06cc\u0627\u0644 \u0632\u062f\u0627\u06cc\u06cc<\/strong> \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0627\u0632 \u0641\u0631\u0645\u062a \u0641\u0648\u0642 \u0628\u0647 \u06cc\u06a9 \u0634\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u062f.  \u06cc\u06a9 \u0642\u0627\u0644\u0628 \u0633\u0631\u06cc\u0627\u0644\u06cc \u062a\u0645\u0627\u0645 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0628\u0631\u0627\u06cc \u0628\u0627\u0632\u0633\u0627\u0632\u06cc \u06cc\u06a9 \u0634\u06cc \u0631\u0627 \u062f\u0631 \u0647\u0645\u0627\u0646 \u062d\u0627\u0644\u062a\u06cc \u06a9\u0647 \u0647\u0646\u06af\u0627\u0645 \u0633\u0631\u06cc\u0627\u0644 \u0633\u0627\u0632\u06cc \u0628\u0648\u062f\u060c \u062d\u0641\u0638 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<blockquote>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0631\u0627\u0647\u0646\u0645\u0627\u060c \u0631\u0648\u0634 \u0633\u0631\u06cc\u0627\u0644\u200c\u0633\u0627\u0632\u06cc \u0648 \u0633\u0631\u06cc\u0627\u0644\u200c\u0632\u062f\u0627\u06cc\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0628\u0631\u0646\u0627\u0645\u0647 \u06cc\u0627\u062f \u062e\u0648\u0627\u0647\u06cc\u062f \u06af\u0631\u0641\u062a <strong>\u062a\u0631\u0634\u06cc<\/strong> \u0645\u062f\u0648\u0644.  \u0645\u0627 \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646\u060c \u0628\u0627 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0633\u0631\u06cc\u0627\u0644\u200c\u0633\u0627\u0632\u06cc\/\u063a\u06cc\u0631\u0645\u0631\u0632\u06cc \u0634\u062f\u0647\u200c\u0627\u0646\u062f\u060c \u0628\u0627 \u067e\u0627\u0646\u062f\u0627\u0647\u0627 \u06a9\u0627\u0631 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.<\/p>\n<\/blockquote>\n<div class=\"alert alert-note\">\n<div class=\"flex\">\n<div class=\"flex-shrink-0 mr-3\"><\/div><\/div><\/div>\n<h2 id=\"whatispicklingandunpicklinginpython\"><span class=\"ez-toc-section\" id=\"pickling_%d9%88_unpickling_%d8%af%d8%b1_%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86_%da%86%db%8c%d8%b3%d8%aa%d8%9f\"><\/span>Pickling \u0648 Unpickling \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0686\u06cc\u0633\u062a\u061f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u067e\u0627\u06cc\u062a\u0648\u0646 \u062f\u0627\u0631\u0627\u06cc \u06cc\u06a9 \u0628\u0633\u062a\u0647 \u062f\u0627\u062e\u0644\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0646\u0627\u0645 <code>pickle<\/code>\u060c \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0639\u0645\u0644\u06cc\u0627\u062a \u062a\u0631\u0634\u06cc \u06a9\u0631\u062f\u0646 \u0648 \u0628\u0631\u062f\u0627\u0634\u062a\u0646 \u062a\u0631\u0634\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u062f.<\/p>\n<p><strong>\u0627\u0633\u06cc\u062f \u0634\u0648\u06cc\u06cc<\/strong> \u0648 <strong>\u062a\u0631\u0634\u06cc \u06a9\u0631\u062f\u0646<\/strong> \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0633\u062a process \u06a9\u0647 \u0628\u0631\u0627\u06cc \u062a\u0648\u0635\u06cc\u0641 \u062a\u0628\u062f\u06cc\u0644 \u0627\u0634\u06cc\u0627 \u0628\u0647 \u062c\u0631\u06cc\u0627\u0646 \u0628\u0627\u06cc\u062a \u0648 \u0628\u0627\u0644\u0639\u06a9\u0633 &#8211; \u0633\u0631\u06cc\u0627\u0644 \u0633\u0627\u0632\u06cc \u0648 \u0633\u0631\u06cc\u0627\u0644 \u0632\u062f\u0627\u06cc\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. <code>pickle<\/code> \u0645\u062f\u0648\u0644.  \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0647 \u0686\u0646\u062f \u0646\u0645\u0648\u0646\u0647 \u0646\u06af\u0627\u0647 \u06a9\u0646\u06cc\u0645!<\/p>\n<div class=\"alert alert-note\">\n<div class=\"flex\">\n<div class=\"flex-shrink-0 mr-3\"><\/div>\n<div class=\"w-full\">\n<p><strong>\u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f:<\/strong> \u0631\u0627 <code>pickle<\/code> \u0645\u0627\u0698\u0648\u0644 \u062f\u0631 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f \u0627\u0632 \u067e\u0627\u06cc\u062a\u0648\u0646 3.x \u0628\u0647 \u0628\u0639\u062f \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0627\u0633\u062a.<\/p>\n<\/p><\/div><\/div><\/div>\n<p>\u06a9\u062f \u0632\u06cc\u0631 \u0631\u0627 \u062f\u0631 \u0646\u0638\u0631 \u0628\u06af\u06cc\u0631\u06cc\u062f \u06a9\u0647 \u0645\u062d\u062a\u0648\u06cc\u0627\u062a \u06cc\u06a9 \u0641\u0631\u0647\u0646\u06af \u0644\u063a\u062a \u0631\u0627 \u0686\u0627\u067e \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> pickle\n\nathletes = {\n    <span class=\"hljs-string\">\"Name\"<\/span>: (<span class=\"hljs-string\">\"Cristiano Ronaldo\"<\/span>, <span class=\"hljs-string\">\"Lionel Messi\"<\/span>, <span class=\"hljs-string\">\"Eden Hazard\"<\/span>, <span class=\"hljs-string\">\"Luis Suarez\"<\/span>, <span class=\"hljs-string\">\"Neymar\"<\/span>),\n    <span class=\"hljs-string\">\"Club\"<\/span>: (<span class=\"hljs-string\">\"Manchester United\"<\/span>, <span class=\"hljs-string\">\"PSG\"<\/span>, <span class=\"hljs-string\">\"Real Madrid\"<\/span>, <span class=\"hljs-string\">\"Atletico Madrid\"<\/span>, <span class=\"hljs-string\">\"PSG\"<\/span>)\n }\n\n<span class=\"hljs-built_in\">print<\/span>(athletes)\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u0645\u0646\u062c\u0631 \u0628\u0647:<\/p>\n<pre><code class=\"hljs\">{\n'Name': ('Cristiano Ronaldo', 'Lionel Messi', 'Eden Hazard', 'Luis Suarez', 'Neymar'),\n'Club': ('Manchester United', 'PSG', 'Real Madrid', 'Atletico Madrid', 'PSG')\n}\n<\/code><\/pre>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0633\u0639\u06cc \u06a9\u0646\u06cc\u0645 &#8220;\u062a\u0631\u0634\u06cc&#8221; \u06a9\u0646\u06cc\u0645 <code>athletes<\/code> \u0634\u06cc \u0628\u0647 \u06cc\u06a9 \u0641\u0627\u06cc\u0644 \u0628\u0627\u06cc\u0646\u0631\u06cc  \u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0628\u0627 <code>dump()<\/code> \u062a\u0627\u0628\u0639.  \u0627\u06cc\u0646 \u062f\u0648 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f &#8211; \u0634\u06cc &#8220;\u062a\u0631\u0634\u06cc&#8221; \u0648 a <code>File<\/code> \u0634\u06cc\u0621 \u0628\u0631\u0627\u06cc \u0646\u0648\u0634\u062a\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627.  \u06a9\u062f \u0632\u06cc\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u0641\u0627\u06cc\u0644 \u062c\u062f\u06cc\u062f &#8220;\u062a\u0631\u0634\u06cc&#8221; \u0645\u06cc \u06a9\u0646\u062f <code>athletes.txt<\/code> \u06a9\u0647 \u062f\u0631 \u0647\u0645\u0627\u0646 \u0641\u0647\u0631\u0633\u062a\u06cc \u06a9\u0647 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u062f\u0631 \u0622\u0646 \u0627\u062c\u0631\u0627 \u0645\u06cc \u0634\u0648\u062f \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u0634\u0648\u062f:<\/p>\n<pre><code class=\"hljs\">athletes_file = <span class=\"hljs-built_in\">open<\/span>(<span class=\"hljs-string\">'athletes.txt'<\/span>, <span class=\"hljs-string\">'wb'<\/span>)\npickle.dump(athletes, athletes_file)\nathletes_file.close()\n<\/code><\/pre>\n<div class=\"alert alert-note\">\n<div class=\"flex\">\n<div class=\"flex-shrink-0 mr-3\"><\/div>\n<div class=\"w-full\">\n<p><strong>\u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f:<\/strong> \u062d\u0627\u0644\u062a\u06cc \u06a9\u0647 \u062f\u0631 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0641\u0627\u06cc\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645 \u0627\u06cc\u0646 \u0627\u0633\u062a <code>\"wb\"<\/code> \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0646\u0648\u0634\u062a\u0646 \u0641\u0627\u06cc\u0644 \u0647\u0627\u06cc \u0628\u0627\u06cc\u0646\u0631\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.  \u0627\u0632 \u0622\u0646\u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u0627 \u062f\u0631 \u062d\u0627\u0644 \u062a\u0628\u062f\u06cc\u0644 \u0634\u06cc \u0628\u0647 \u062c\u0631\u06cc\u0627\u0646 \u0628\u0627\u06cc\u062a \u0647\u0633\u062a\u06cc\u0645\u060c \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f <code>\"b\"<\/code> \u0628\u0627 \u0647\u0631 \u062d\u0627\u0644\u062a \u062f\u0631 \u0647\u0646\u06af\u0627\u0645 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0641\u0627\u06cc\u0644 \u0647\u0627.<\/p>\n<\/p><\/div><\/div><\/div>\n<p>\u0645\u062d\u062a\u0648\u06cc\u0627\u062a \u0641\u0627\u06cc\u0644 \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u06cc\u06a9 \u0648\u06cc\u0631\u0627\u06cc\u0634\u06af\u0631 \u0645\u062a\u0646 \u0645\u0639\u0645\u0648\u0644\u06cc \u0642\u0627\u0628\u0644 \u0645\u0634\u0627\u0647\u062f\u0647 \u0646\u06cc\u0633\u062a \u0632\u06cc\u0631\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0627\u06cc\u0646\u0631\u06cc \u0627\u0633\u062a \u0648 \u0642\u0631\u0627\u0631 \u0646\u06cc\u0633\u062a \u062f\u0631 \u0642\u0627\u0644\u0628\u06cc \u0642\u0627\u0628\u0644 \u062e\u0648\u0627\u0646\u062f\u0646 \u062a\u0648\u0633\u0637 \u0627\u0646\u0633\u0627\u0646 \u0630\u062e\u06cc\u0631\u0647 \u0634\u0648\u062f.  \u0628\u0631\u0627\u06cc \u062e\u0648\u0627\u0646\u062f\u0646 \u0627\u06cc\u0646 \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u060c \u0628\u0627\u06cc\u062f \u0627\u06cc\u0646 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 &#8220;\u0644\u063a\u0632\u0634&#8221; \u06cc\u0627 \u063a\u06cc\u0631\u0645\u0633\u062a\u0642\u06cc\u0645 \u06a9\u0646\u06cc\u0645.  \u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0628\u0627 <code>load()<\/code> \u062a\u0627\u0628\u0639!<\/p>\n<p>\u0631\u0627 <code>load()<\/code> \u062a\u0627\u0628\u0639 \u0645\u062d\u062a\u0648\u06cc\u0627\u062a \u06cc\u06a9 \u0641\u0627\u06cc\u0644 &#8220;pickled&#8221; \u0631\u0627 \u0645\u06cc \u062e\u0648\u0627\u0646\u062f \u0648 \u0634\u06cc \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0628\u0627 \u062e\u0648\u0627\u0646\u062f\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f.  \u0646\u0648\u0639 \u0634\u06cc \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u062d\u0627\u0644\u062a \u0622\u0646 \u0628\u0633\u062a\u06af\u06cc \u062f\u0627\u0631\u062f \u0631\u0648\u06cc \u0645\u062d\u062a\u0648\u06cc\u0627\u062a \u0641\u0627\u06cc\u0644  \u0627\u0632 \u0622\u0646\u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u0627 \u06cc\u06a9 \u0641\u0631\u0647\u0646\u06af \u0644\u063a\u062a \u0628\u0627 \u0646\u0627\u0645 \u0648\u0631\u0632\u0634\u06a9\u0627\u0631\u0627\u0646 \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0631\u062f\u0647\u200c\u0627\u06cc\u0645 &#8211; \u0627\u06cc\u0646 \u0634\u06cc \u0628\u0627 \u0647\u0645\u0627\u0646 \u0648\u0631\u0648\u062f\u06cc\u200c\u0647\u0627 \u0628\u0627\u0632\u0633\u0627\u0632\u06cc \u0645\u06cc\u200c\u0634\u0648\u062f.  \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0641\u0627\u06cc\u0644 &#8220;\u062a\u0631\u0634\u06cc&#8221; \u0631\u0627 \u06a9\u0647 \u0628\u0647 \u062a\u0627\u0632\u06af\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u06cc\u062f \u0628\u0647 \u06cc\u06a9 \u0634\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0648 print \u0645\u062d\u062a\u0648\u06cc\u0627\u062a \u0622\u0646:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> pickle\n\nathletes_file = <span class=\"hljs-built_in\">open<\/span>(<span class=\"hljs-string\">\"athletes.txt\"<\/span>, <span class=\"hljs-string\">\"rb\"<\/span>)\nathletes = pickle.load(athletes_file)\nathletes_file.close()\n<span class=\"hljs-built_in\">print<\/span>(athletes)\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u0645\u0646\u062c\u0631 \u0628\u0647:<\/p>\n<pre><code class=\"hljs\">{'Name': ('Cristiano Ronaldo', 'Lionel Messi', 'Eden Hazard', 'Luis Suarez', 'Neymar'), 'Club': ('Manchester United', 'PSG', 'Real Madrid', 'Atletico Madrid', 'PSG')}\n<\/code><\/pre>\n<p>\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0645\u06cc \u0628\u06cc\u0646\u06cc\u062f\u060c \u0645\u0627 \u062a\u0645\u0627\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc\u06cc \u0631\u0627 \u06a9\u0647 &#8220;\u062a\u0631\u0634\u06cc&#8221; \u0634\u062f\u0647 \u0628\u0648\u062f\u0646\u062f\u060c \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u06cc\u0645.<\/p>\n<div class=\"alert alert-note\">\n<div class=\"flex\">\n<div class=\"flex-shrink-0 mr-3\"><\/div>\n<div class=\"w-full\">\n<p><strong>\u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f:<\/strong> \u062f\u0631\u0633\u062a \u0645\u062b\u0644 \u0631\u0648\u0634 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u0627 <code>\"wb\"<\/code> \u0628\u0631\u0627\u06cc \u0646\u0648\u0634\u062a\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0627\u06cc\u0646\u0631\u06cc\u060c \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u06cc\u0645 <code>\"rb\"<\/code> \u062d\u0627\u0644\u062a \u062f\u0631 \u062d\u06cc\u0646 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0641\u0627\u06cc\u0644 \u0628\u0631\u0627\u06cc \u062e\u0648\u0627\u0646\u062f\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0627\u06cc\u0646\u0631\u06cc.<\/p>\n<\/p><\/div><\/div><\/div>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u06a9\u0647 \u0645\u0627 \u0622\u0646 \u0631\u0627 \u067e\u0648\u0634\u0634 \u062f\u0627\u062f\u06cc\u0645 process \u062f\u0631 \u0645\u0648\u0631\u062f \u00ab\u062a\u0631\u0634\u06cc \u06a9\u0631\u062f\u0646\u00bb \u0648 \u00ab\u0628\u0627\u0632\u06a9\u0631\u062f\u0646 \u062a\u0631\u0634\u06cc\u00bb \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646\u060c \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0641\u0627\u06cc\u0644\u200c\u0647\u0627\u06cc \u00ab\u062a\u0631\u0634\u06cc\u00bb \u0631\u0627 \u0628\u062e\u0648\u0627\u0646\u06cc\u0645 \u062a\u0627 \u0628\u062a\u0648\u0627\u0646\u06cc\u0645 \u0645\u062d\u062a\u0648\u0627\u06cc \u0622\u0646\u200c\u0647\u0627 \u0631\u0627 \u062f\u0631 \u067e\u0627\u0646\u062f\u0627 \u0642\u0631\u0627\u0631 \u062f\u0647\u06cc\u0645. <code>DataFrame<\/code>!<\/p>\n<h2 id=\"howtoreadapicklefileinapandasdataframe\"><span class=\"ez-toc-section\" id=\"%da%86%da%af%d9%88%d9%86%d9%87_%db%8c%da%a9_%d9%81%d8%a7%db%8c%d9%84_pickle_%d8%b1%d8%a7_%d8%af%d8%b1_%db%8c%da%a9_%d8%af%db%8c%d8%aa%d8%a7_%d9%81%d8%b1%db%8c%d9%85_%d9%be%d8%a7%d9%86%d8%af%d8%a7_%d8%a8%d8%ae%d9%88%d8%a7%d9%86%db%8c%d9%85%d8%9f\"><\/span>\u0686\u06af\u0648\u0646\u0647 \u06cc\u06a9 \u0641\u0627\u06cc\u0644 Pickle \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u062f\u06cc\u062a\u0627 \u0641\u0631\u06cc\u0645 \u067e\u0627\u0646\u062f\u0627 \u0628\u062e\u0648\u0627\u0646\u06cc\u0645\u061f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u0627 \u0627\u0632 \u0647\u0645\u0627\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u062f\u0631 \u0645\u062b\u0627\u0644 \u0647\u0627\u06cc \u0642\u0628\u0644\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u06cc\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.  \u0627\u0628\u062a\u062f\u0627 \u0645\u0637\u0645\u0626\u0646 \u0634\u0648\u06cc\u062f \u06a9\u0647 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Pandas \u0631\u0627 \u0646\u0635\u0628 \u06a9\u0631\u062f\u0647 \u0627\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-meta\">$<\/span><span class=\"bash\"> pip install pandas<\/span>\n<\/code><\/pre>\n<p>\u062d\u0627\u0644\u0627 \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0627 \u062a\u0628\u062f\u06cc\u0644 \u0627\u0634\u06cc\u0627\u0621 \u0628\u0647 \u06cc\u06a9 DataFrame \u067e\u0627\u06cc\u062a\u0648\u0646 \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> pickle\n<span class=\"hljs-keyword\">import<\/span> pandas <span class=\"hljs-keyword\">as<\/span> pd\n\nathletes = {\n    <span class=\"hljs-string\">\"Name\"<\/span>: (<span class=\"hljs-string\">\"Cristiano Ronaldo\"<\/span>, <span class=\"hljs-string\">\"Lionel Messi\"<\/span>, <span class=\"hljs-string\">\"Eden Hazard\"<\/span>, <span class=\"hljs-string\">\"Luis Suarez\"<\/span>, <span class=\"hljs-string\">\"Neymar\"<\/span>),        \n    <span class=\"hljs-string\">\"Club\"<\/span>: (<span class=\"hljs-string\">\"Manchester United\"<\/span>, <span class=\"hljs-string\">\"PSG\"<\/span>, <span class=\"hljs-string\">\"Real Madrid\"<\/span>, <span class=\"hljs-string\">\"Atletico Madrid\"<\/span>, <span class=\"hljs-string\">\"PSG\"<\/span>)\n}\n\ndf = pd.DataFrame(athletes)\n<span class=\"hljs-built_in\">print<\/span>(df)\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u0645\u0646\u062c\u0631 \u0628\u0647:<\/p>\n<pre><code class=\"hljs\">                Name               Club\n0  Cristiano Ronaldo  Manchester United\n1       Lionel Messi                PSG\n2        Eden Hazard        Real Madrid\n3        Luis Suarez    Atletico Madrid\n4             Neymar                PSG\n<\/code><\/pre>\n<p>\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 \u062e\u0631\u0648\u062c\u06cc \u0645\u0634\u0627\u0647\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u062f\u060c \u06cc\u06a9 \u0634\u06cc Pandas DataFrame \u0628\u0627 3 \u0633\u062a\u0648\u0646 \u0648 6 \u0631\u062f\u06cc\u0641 \u0634\u0627\u0645\u0644 \u0627\u0646\u062f\u06cc\u0633 \u0647\u0627 \u062f\u0631\u06cc\u0627\u0641\u062a \u0645\u06cc \u06a9\u0646\u06cc\u0645.  \u067e\u0633 \u0627\u0632 \u0627\u06cc\u0646\u060c process \u0634\u0628\u06cc\u0647 \u0631\u0648\u0634 \u0628\u0631\u062e\u0648\u0631\u062f \u0645\u0627 \u0628\u0627 \u0627\u0634\u06cc\u0627\u0621 \u0639\u0627\u062f\u06cc \u0648 \u063a\u06cc\u0631 DataFrame \u0627\u0633\u062a.  \u0645\u0627 \u0627\u0632 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0641\u0627\u06cc\u0644 \u0647\u0645\u0631\u0627\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <code>dump()<\/code> \u0648 <code>load()<\/code> \u0631\u0648\u0634 \u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u0627\u0628\u062a\u062f\u0627 \u06cc\u06a9 \u0641\u0627\u06cc\u0644 \u201cpickle\u201d \u0627\u0632 \u067e\u0627\u0646\u062f\u0627\u0647\u0627 <code>DataFrame<\/code>\u0648 \u0633\u067e\u0633 \u062c\u0631\u06cc\u0627\u0646 \u0628\u0627\u06cc\u062a \u0631\u0627 \u0628\u062e\u0648\u0627\u0646\u06cc\u062f \u062a\u0627 \u067e\u0627\u0646\u062f\u0627\u0647\u0627 \u0631\u0627 \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0646\u06cc\u062f <code>DataFrame<\/code>:<\/p>\n<pre><code class=\"hljs\">\ndf = pd.DataFrame(athletes)\n\nathelets_df_file = <span class=\"hljs-built_in\">open<\/span>(<span class=\"hljs-string\">\"athletes_df.txt\"<\/span>, <span class=\"hljs-string\">\"wb\"<\/span>)\npickle.dump(df, athelets_df_file)\nathelets_df_file.close()\n<\/code><\/pre>\n<p>\u06a9\u062f \u0628\u0627\u0644\u0627 \u06cc\u06a9 \u0641\u0627\u06cc\u0644 &#8220;pickle&#8221; \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 Pandas DataFrame \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u062c\u0631\u06cc\u0627\u0646 \u0628\u0627\u06cc\u062a \u062f\u0631 \u0641\u0647\u0631\u0633\u062a \u0641\u0639\u0644\u06cc \u0645\u0627 \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u06a9\u0646\u062f. <code>athletes_df.txt<\/code>.<\/p>\n<p>\u0648\u0642\u062a\u06cc \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0648\u0628\u0627\u0631\u0647 \u0627\u0632 \u0627\u06cc\u0646 DataFrame \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645\u060c \u0641\u0642\u0637 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u06cc\u0646 \u0641\u0627\u06cc\u0644 \u0631\u0627 \u062d\u0630\u0641 \u06a9\u0646\u06cc\u0645 \u062a\u0627 \u0622\u0646 \u0631\u0627 \u0628\u0631\u06af\u0631\u062f\u0627\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> pickle\n\nathletes_df_file = <span class=\"hljs-built_in\">open<\/span>(<span class=\"hljs-string\">\"athletes_df.txt\"<\/span>, <span class=\"hljs-string\">\"rb\"<\/span>)\nathletes = pickle.load(athletes_df_file)\nathletes_df_file.close()\n<span class=\"hljs-built_in\">print<\/span>(athletes)\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u0645\u0646\u062c\u0631 \u0628\u0647:<\/p>\n<pre><code class=\"hljs\">                Name               Club\n0  Cristiano Ronaldo  Manchester United\n1       Lionel Messi                PSG\n2        Eden Hazard        Real Madrid\n3        Luis Suarez    Atletico Madrid\n4             Neymar                PSG\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u0686\u06cc\u0632 \u0634\u06af\u0641\u062a \u0627\u0646\u06af\u06cc\u0632 \u062f\u0631 \u0645\u0648\u0631\u062f \u0641\u0627\u06cc\u0644 \u0647\u0627\u06cc &#8220;\u062a\u0631\u0634\u06cc&#8221; \u0627\u0633\u062a!  \u0645\u0627 \u0641\u0642\u0637 \u0645\u062d\u062a\u0648\u06cc\u0627\u062a \u0630\u062e\u06cc\u0631\u0647 \u0634\u062f\u0647 \u0631\u0627 \u062f\u0631\u06cc\u0627\u0641\u062a \u0646\u0645\u06cc \u06a9\u0646\u06cc\u0645 <code>DataFrame<\/code> \u0648\u0642\u062a\u06cc \u0622\u0646 \u0631\u0627 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u0645\u060c \u0634\u06cc \u0631\u0627 \u062f\u0631\u06cc\u0627\u0641\u062a \u0645\u06cc \u06a9\u0646\u06cc\u0645 <code>DataFrame<\/code> \u062e\u0648\u062f \u0634\u06cc  \u0628\u062f\u0648\u0646 \u0627\u06cc\u0646 \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u060c \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u0627\u0646 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u062f\u0631 \u0642\u0627\u0644\u0628\u06cc \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0645\u0627\u0646\u0646\u062f JSON \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u0648 \u0633\u067e\u0633 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc JSON \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u0634\u06cc \u062c\u062f\u06cc\u062f \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/p>\n<blockquote>\n<p><strong>\u0627\u0633\u06cc\u062f \u0634\u0648\u06cc\u06cc<\/strong> \u0648 <strong>\u062a\u0631\u0634\u06cc \u06a9\u0631\u062f\u0646<\/strong> \u0645\u0627 \u0631\u0627 \u0627\u0632 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0642\u0627\u0644\u0628\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u06cc\u0627\u0646\u06cc \u0648 \u0627\u06cc\u062c\u0627\u062f \u0631\u0648\u0634\u200c\u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc\u0645\u0627\u0646 \u0646\u062c\u0627\u062a \u062f\u0647\u062f.<\/p>\n<\/blockquote>\n<h2 id=\"picklingintostringsandunpicklingfromstrings\"><span class=\"ez-toc-section\" id=\"pickling_into_strings_%d9%88_unpickling_from_strings\"><\/span>Pickling into strings \u0648 Unpickling from strings<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062e\u0648\u0628 \u0627\u0633\u062a \u0628\u062f\u0627\u0646\u06cc\u062f \u06a9\u0647 <code>pickle<\/code> \u0645\u0627\u0698\u0648\u0644 \u0646\u06cc\u0632 \u062f\u0631 \u0627\u062e\u062a\u06cc\u0627\u0631 \u0645\u0627 \u0642\u0631\u0627\u0631 \u0645\u06cc \u062f\u0647\u062f <code>dumps()<\/code> \u0648 <code>loads()<\/code> \u0631\u0648\u0634 \u0647\u0627 \u0646\u06cc\u0632  \u0627\u06cc\u0646 \u0631\u0648\u0634\u200c\u0647\u0627 \u0627\u0634\u06cc\u0627\u0621 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0627 \u00ab\u062a\u0631\u0634\u06cc\u00bb \u0648 \u00ab\u0628\u0631\u062f\u0627\u0634\u062a\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f\u00bb\u060c \u0627\u0645\u0627 \u0628\u0647 \u062c\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u0641\u0627\u06cc\u0644 \u0628\u0627\u06cc\u0646\u0631\u06cc \u0628\u0631\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u060c \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0631\u0634\u062a\u0647\u200c\u0627\u06cc \u0631\u0627 \u0628\u0631\u0645\u06cc\u200c\u06af\u0631\u062f\u0627\u0646\u0646\u062f \u0648 \u0645\u06cc\u200c\u067e\u0630\u06cc\u0631\u0646\u062f.<\/p>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0647 \u06cc\u06a9 \u0645\u062b\u0627\u0644 \u0633\u0627\u062f\u0647 \u0646\u06af\u0627\u0647\u06cc \u0628\u06cc\u0646\u062f\u0627\u0632\u06cc\u0645 \u062a\u0627 \u0628\u0641\u0647\u0645\u06cc\u0645 \u0686\u06af\u0648\u0646\u0647 <code>dumps()<\/code> \u0648 <code>loads()<\/code> \u0631\u0648\u0634 \u0647\u0627 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u0646\u062f:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> pickle\n\nsimple_obj = {<span class=\"hljs-number\">1<\/span>: (<span class=\"hljs-string\">'o'<\/span>, <span class=\"hljs-string\">'n'<\/span>, <span class=\"hljs-string\">'e'<\/span>), <span class=\"hljs-string\">\"two\"<\/span>: (<span class=\"hljs-number\">1<\/span>, <span class=\"hljs-number\">2<\/span>), <span class=\"hljs-number\">3<\/span>: <span class=\"hljs-string\">\"Three\"<\/span>}\npickled_obj = pickle.dumps(simple_obj)\n<span class=\"hljs-built_in\">print<\/span>(pickled_obj)\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u0645\u0646\u062c\u0631 \u0628\u0647:<\/p>\n<pre><code class=\"hljs\">b'\\x80\\x04\\x95-\\x00\\x00\\x00\\x00\\x00\\x00\\x00}\\x94(K\\x01)\\x94(\\x8c\\x01o\\x94\\x8c\\x01n\\x94\\x8c\\x01e\\x94e\\x8c\\x03two\\x94K\\x01K\\x02\\x86\\x94K\\x03\\x8c\\x05Three\\x94u.'\n<\/code><\/pre>\n<p>\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 \u062e\u0631\u0648\u062c\u06cc \u0645\u06cc \u0628\u06cc\u0646\u06cc\u062f\u060c \u0631\u0634\u062a\u0647 \u0628\u0627\u06cc\u0646\u0631\u06cc \u0628\u0647 \u062c\u0627\u06cc \u06cc\u06a9 \u0641\u0627\u06cc\u0644 &#8220;pickled&#8221; \u06a9\u0647 \u0628\u0627 <code>dump()<\/code> \u0631\u0648\u0634.  \u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u06cc\u0646 \u0631\u0634\u062a\u0647 \u0631\u0627 \u06af\u0631\u0641\u062a\u0647 \u0648 \u0634\u06cc \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u0645\u062a\u063a\u06cc\u0631 \u062c\u062f\u06cc\u062f \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u06a9\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\">out = pickle.loads(obj)\n<span class=\"hljs-built_in\">print<\/span>(out)\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u0645\u0646\u062c\u0631 \u0628\u0647:<\/p>\n<pre><code class=\"hljs\">{1: ('o', 'n', 'e'), 'two': (1, 2), 3: 'Three'}\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u062f\u0648 \u0631\u0648\u0634 \u0627\u0646\u062a\u0642\u0627\u0644 \u0622\u0633\u0627\u0646\u200c\u062a\u0631 \u0628\u06cc\u0646 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0627 \u062a\u0633\u0647\u06cc\u0644 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u0648 \u0628\u0647 \u062e\u0648\u0628\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u00ab\u062a\u0631\u0634\u06cc\u00bb \u0631\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 API\u0647\u0627 \u0627\u0631\u0633\u0627\u0644 \u06a9\u0646\u06cc\u062f.  \u0627\u0645\u0627 \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0628\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u062a\u062d\u062a \u0648\u0628 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646\u060c \u0628\u0647 \u062c\u0627\u06cc \u0622\u0646 \u0627\u0632 \u0627\u0634\u06cc\u0627\u0621 \u0633\u0631\u06cc\u0627\u0644\u06cc JSON \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u062f.<\/p>\n<h2 id=\"conclusion\"><span class=\"ez-toc-section\" id=\"%d9%86%d8%aa%db%8c%d8%ac%d9%87\"><\/span>\u0646\u062a\u06cc\u062c\u0647<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647\u060c \u0628\u0627 \u0639\u0645\u0644\u06cc\u0627\u062a \u00ab\u062a\u0631\u0634\u06cc \u06a9\u0631\u062f\u0646\u00bb \u0648 \u00ab\u0644\u063a\u0632\u06cc\u062f\u0646\u00bb \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0622\u0634\u0646\u0627 \u0634\u062f\u06cc\u0645 \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0627\u0634\u06cc\u0627\u0621 \u0634\u0645\u0627 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0628\u0639\u062f\u06cc \u0645\u0641\u06cc\u062f \u0627\u0633\u062a.  \u0631\u0648\u0634 \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f <code>load()<\/code>\u060c <code>loads()<\/code>\u060c <code>dump()<\/code>\u060c <code>dumps()<\/code> \u062a\u0648\u0633\u0637 \u062f\u0627\u062e\u0644\u06cc \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f <code>pickle<\/code> \u0645\u0627\u0698\u0648\u0644 \u0628\u0631\u0627\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0627\u0634\u06cc\u0627\u0621 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0647 \u0648 \u0627\u0632 \u062c\u0631\u06cc\u0627\u0646 \u0647\u0627\u06cc \u0628\u0627\u06cc\u062a\u06cc.<\/p>\n<p>\u0627\u06cc\u062c\u0627\u062f \u0648 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0647 \u0648 \u0627\u0632 \u06cc\u06a9 \u067e\u0627\u0646\u062f\u0627 <code>DataFrame<\/code> \u0634\u06cc\u0621 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <code>pickle<\/code> \u0645\u0627\u0698\u0648\u0644 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646<\/p>\n<div class=\"alert alert-note\">\n<div class=\"flex\">\n<div class=\"flex-shrink-0 mr-3\"><\/div>\n<div class=\"w-full\">\n<p>\u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 \u0627\u06af\u0631 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u062f \u0627\u0632 \u0627\u0634\u06cc\u0627\u0621 \u062f\u0631 \u0632\u0628\u0627\u0646\u200c\u0647\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u062f\u06cc\u06af\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f\u060c \u00ab\u062a\u0631\u0634\u06cc \u06a9\u0631\u062f\u0646\u00bb \u0648 \u00ab\u0628\u0631\u062f\u0627\u0634\u062a\u0646\u00bb \u062a\u0648\u0635\u06cc\u0647 \u0646\u0645\u06cc\u200c\u0634\u0648\u062f\u060c \u0632\u06cc\u0631\u0627 \u0627\u06cc\u0646 \u0645\u0627\u0698\u0648\u0644 \u0633\u0627\u0632\u06af\u0627\u0631\u06cc \u0628\u06cc\u0646 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u0631\u0627 \u062a\u0636\u0645\u06cc\u0646 \u0646\u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<\/p><\/div><\/div><\/div><\/div>\n<p><script>\n                        !function(f,b,e,v,n,t,s)\n                        {if(f.fbq)return;n=f.fbq=function(){n.callMethod?\n                        n.callMethod.apply(n,arguments):n.queue.push(arguments)};\n                        if(!f._fbq)f._fbq=n;n.push=n;n.loaded=!0;n.version='2.0';\n                        n.queue=();t=b.createElement(e);t.async=!0;\n                        t.src=v;s=b.getElementsByTagName(e)(0);\n                        s.parentNode.insertBefore(t,s)}(window, document,'script',\n     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