{"id":15463,"date":"2024-01-12T18:27:14","date_gmt":"2024-01-12T14:57:14","guid":{"rendered":"https:\/\/rasanegar.com\/blog\/%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%b1%d9%88%d8%b4-%d9%85%d8%af%db%8c%d8%b1%db%8c%d8%aa-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7%db%8c-%d8%a7%d8%b2-%d8%af%d8%b3%d8%aa-%d8%b1%d9%81%d8%aa%d9%87\/"},"modified":"2024-01-12T18:27:14","modified_gmt":"2024-01-12T14:57:14","slug":"%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%b1%d9%88%d8%b4-%d9%85%d8%af%db%8c%d8%b1%db%8c%d8%aa-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7%db%8c-%d8%a7%d8%b2-%d8%af%d8%b3%d8%aa-%d8%b1%d9%81%d8%aa%d9%87","status":"publish","type":"post","link":"https:\/\/rasanegaar.com\/blog\/%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%b1%d9%88%d8%b4-%d9%85%d8%af%db%8c%d8%b1%db%8c%d8%aa-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7%db%8c-%d8%a7%d8%b2-%d8%af%d8%b3%d8%aa-%d8%b1%d9%81%d8%aa%d9%87\/","title":{"rendered":"\u067e\u0627\u06cc\u062a\u0648\u0646: \u0631\u0648\u0634 \u0645\u062f\u06cc\u0631\u06cc\u062a \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0627\u0632 \u062f\u0633\u062a \u0631\u0641\u062a\u0647 \u062f\u0631 Pandas DataFrame"},"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\/%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%b1%d9%88%d8%b4-%d9%85%d8%af%db%8c%d8%b1%db%8c%d8%aa-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7%db%8c-%d8%a7%d8%b2-%d8%af%d8%b3%d8%aa-%d8%b1%d9%81%d8%aa%d9%87\/#%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\/%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%b1%d9%88%d8%b4-%d9%85%d8%af%db%8c%d8%b1%db%8c%d8%aa-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7%db%8c-%d8%a7%d8%b2-%d8%af%d8%b3%d8%aa-%d8%b1%d9%81%d8%aa%d9%87\/#%d8%a8%d8%a7%d8%b2%d8%b1%d8%b3%db%8c_%d8%af%d8%a7%d8%af%d9%87_%d9%87%d8%a7\" >\u0628\u0627\u0632\u0631\u0633\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%b1%d9%88%d8%b4-%d9%85%d8%af%db%8c%d8%b1%db%8c%d8%aa-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7%db%8c-%d8%a7%d8%b2-%d8%af%d8%b3%d8%aa-%d8%b1%d9%81%d8%aa%d9%87\/#%d8%b3%d9%81%d8%a7%d8%b1%d8%b4%db%8c_%da%a9%d8%b1%d8%af%d9%86_%d9%85%d9%82%d8%a7%d8%af%db%8c%d8%b1_%d8%af%d8%a7%d8%af%d9%87_%d9%87%d8%a7%db%8c_%d8%a7%d8%b2_%d8%af%d8%b3%d8%aa_%d8%b1%d9%81%d8%aa%d9%87\" >\u0633\u0641\u0627\u0631\u0634\u06cc \u06a9\u0631\u062f\u0646 \u0645\u0642\u0627\u062f\u06cc\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0627\u0632 \u062f\u0633\u062a \u0631\u0641\u062a\u0647<\/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\/%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%b1%d9%88%d8%b4-%d9%85%d8%af%db%8c%d8%b1%db%8c%d8%aa-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7%db%8c-%d8%a7%d8%b2-%d8%af%d8%b3%d8%aa-%d8%b1%d9%81%d8%aa%d9%87\/#%d8%ad%d8%b0%d9%81_%d8%b1%d8%af%db%8c%d9%81_%d9%87%d8%a7%db%8c%db%8c_%d8%a8%d8%a7_%d9%85%d9%82%d8%a7%d8%af%db%8c%d8%b1_%d8%a7%d8%b2_%d8%af%d8%b3%d8%aa_%d8%b1%d9%81%d8%aa%d9%87\" >\u062d\u0630\u0641 \u0631\u062f\u06cc\u0641 \u0647\u0627\u06cc\u06cc \u0628\u0627 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0627\u0632 \u062f\u0633\u062a \u0631\u0641\u062a\u0647<\/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\/%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%b1%d9%88%d8%b4-%d9%85%d8%af%db%8c%d8%b1%db%8c%d8%aa-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7%db%8c-%d8%a7%d8%b2-%d8%af%d8%b3%d8%aa-%d8%b1%d9%81%d8%aa%d9%87\/#%d9%be%d8%b1_%da%a9%d8%b1%d8%af%d9%86_%d9%85%d9%82%d8%a7%d8%af%db%8c%d8%b1_%d8%a7%d8%b2_%d8%af%d8%b3%d8%aa_%d8%b1%d9%81%d8%aa%d9%87\" >\u067e\u0631 \u06a9\u0631\u062f\u0646 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0627\u0632 \u062f\u0633\u062a \u0631\u0641\u062a\u0647<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%b1%d9%88%d8%b4-%d9%85%d8%af%db%8c%d8%b1%db%8c%d8%aa-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7%db%8c-%d8%a7%d8%b2-%d8%af%d8%b3%d8%aa-%d8%b1%d9%81%d8%aa%d9%87\/#%d9%85%d9%82%d8%a7%d8%af%db%8c%d8%b1_%d8%a7%d8%b2_%d8%af%d8%b3%d8%aa_%d8%b1%d9%81%d8%aa%d9%87_dataframe_%d8%b1%d8%a7_%d8%a8%d8%a7_%d9%85%db%8c%d8%a7%d9%86%da%af%db%8c%d9%86_%d8%b3%d8%aa%d9%88%d9%86%d8%8c_%d9%85%db%8c%d8%a7%d9%86%d9%87_%d9%88_%d8%ad%d8%a7%d9%84%d8%aa_%d9%be%d8%b1_%da%a9%d9%86%db%8c%d8%af\" >\u0645\u0642\u0627\u062f\u06cc\u0631 \u0627\u0632 \u062f\u0633\u062a \u0631\u0641\u062a\u0647 DataFrame \u0631\u0627 \u0628\u0627 \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0633\u062a\u0648\u0646\u060c \u0645\u06cc\u0627\u0646\u0647 \u0648 \u062d\u0627\u0644\u062a \u067e\u0631 \u06a9\u0646\u06cc\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%b1%d9%88%d8%b4-%d9%85%d8%af%db%8c%d8%b1%db%8c%d8%aa-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7%db%8c-%d8%a7%d8%b2-%d8%af%d8%b3%d8%aa-%d8%b1%d9%81%d8%aa%d9%87\/#%d9%85%d9%82%d8%a7%d8%af%db%8c%d8%b1_%d8%a7%d8%b2_%d8%af%d8%b3%d8%aa_%d8%b1%d9%81%d8%aa%d9%87_dataframe_%d8%b1%d8%a7_%d8%a8%d8%a7_%db%8c%da%a9_%d8%ab%d8%a7%d8%a8%d8%aa_%d9%be%d8%b1_%da%a9%d9%86%db%8c%d8%af\" >\u0645\u0642\u0627\u062f\u06cc\u0631 \u0627\u0632 \u062f\u0633\u062a \u0631\u0641\u062a\u0647 DataFrame \u0631\u0627 \u0628\u0627 \u06cc\u06a9 \u062b\u0627\u0628\u062a \u067e\u0631 \u06a9\u0646\u06cc\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%b1%d9%88%d8%b4-%d9%85%d8%af%db%8c%d8%b1%db%8c%d8%aa-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7%db%8c-%d8%a7%d8%b2-%d8%af%d8%b3%d8%aa-%d8%b1%d9%81%d8%aa%d9%87\/#%d8%a8%d9%87_%d8%ac%d9%84%d9%88_%d9%be%d8%b1_%da%a9%d8%b1%d8%af%d9%86_%d9%85%d9%82%d8%a7%d8%af%db%8c%d8%b1_%d8%a7%d8%b2_%d8%af%d8%b3%d8%aa_%d8%b1%d9%81%d8%aa%d9%87_dataframe\" >\u0628\u0647 \u062c\u0644\u0648 \u067e\u0631 \u06a9\u0631\u062f\u0646 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0627\u0632 \u062f\u0633\u062a \u0631\u0641\u062a\u0647 DataFrame<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%b1%d9%88%d8%b4-%d9%85%d8%af%db%8c%d8%b1%db%8c%d8%aa-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7%db%8c-%d8%a7%d8%b2-%d8%af%d8%b3%d8%aa-%d8%b1%d9%81%d8%aa%d9%87\/#backward_fill_missing_dataframe\" >Backward Fill Missing DataFrame<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%b1%d9%88%d8%b4-%d9%85%d8%af%db%8c%d8%b1%db%8c%d8%aa-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7%db%8c-%d8%a7%d8%b2-%d8%af%d8%b3%d8%aa-%d8%b1%d9%81%d8%aa%d9%87\/#%d9%85%d9%82%d8%a7%d8%af%db%8c%d8%b1_%d8%a7%d8%b2_%d8%af%d8%b3%d8%aa_%d8%b1%d9%81%d8%aa%d9%87_dataframe_%d8%b1%d8%a7_%d8%a8%d8%a7_%d8%af%d8%b1%d9%88%d9%86_%db%8c%d8%a7%d8%a8%db%8c_%d9%be%d8%b1_%da%a9%d9%86%db%8c%d8%af\" >\u0645\u0642\u0627\u062f\u06cc\u0631 \u0627\u0632 \u062f\u0633\u062a \u0631\u0641\u062a\u0647 DataFrame \u0631\u0627 \u0628\u0627 \u062f\u0631\u0648\u0646 \u06cc\u0627\u0628\u06cc \u067e\u0631 \u06a9\u0646\u06cc\u062f<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%b1%d9%88%d8%b4-%d9%85%d8%af%db%8c%d8%b1%db%8c%d8%aa-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7%db%8c-%d8%a7%d8%b2-%d8%af%d8%b3%d8%aa-%d8%b1%d9%81%d8%aa%d9%87\/#%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><a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/pandas.pydata.org\/\">\u067e\u0627\u0646\u062f\u0627\u0647\u0627<\/a> \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0648 \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0633\u062a.  \u062a\u0642\u0631\u06cc\u0628\u0627 \u062a\u0645\u0627\u0645 \u0639\u0645\u0644\u06cc\u0627\u062a \u062f\u0631 <code>pandas<\/code> \u0633\u06cc\u0631 \u062f\u0631 \u0627\u0637\u0631\u0627\u0641 <code>DataFrame<\/code>s\u060c \u06cc\u06a9 \u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062f\u0647 \u0627\u0646\u062a\u0632\u0627\u0639\u06cc \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u06cc\u06a9 \u062a\u0646 \u0645\u062a\u0631\u06cc\u06a9 \u062f\u0627\u062f\u0647 \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p>\u062f\u0631 \u062d\u062c\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u062a\u0631\u06cc\u06a9 \u0641\u0648\u0642 \u0627\u0644\u0630\u06a9\u0631\u060c \u0628\u0631\u062e\u06cc \u0627\u0632 \u0622\u0646\u0647\u0627 \u0628\u0647 \u062f\u0644\u0627\u06cc\u0644 \u0645\u062e\u062a\u0644\u0641 \u0646\u0627\u067e\u062f\u06cc\u062f \u0645\u06cc \u0634\u0648\u0646\u062f.  \u0645\u0646\u062c\u0631 \u0628\u0647 \u06af\u0645 \u0634\u062f\u0646 (<code>null<\/code>\/<code>None<\/code>\/<code>Nan<\/code>) \u0627\u0631\u0632\u0634 \u062f\u0631 \u0645\u0627 <code>DataFrame<\/code>.<\/p>\n<p>\u0628\u0647 \u0647\u0645\u06cc\u0646 \u062f\u0644\u06cc\u0644 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647\u060c \u0631\u0648\u0634 \u0645\u062f\u06cc\u0631\u06cc\u062a \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0627\u0632 \u062f\u0633\u062a \u0631\u0641\u062a\u0647 \u062f\u0631 \u067e\u0627\u0646\u062f\u0627\u0647\u0627 \u0631\u0627 \u0645\u0648\u0631\u062f \u0628\u062d\u062b \u0642\u0631\u0627\u0631 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0627\u062f <code>DataFrame<\/code>.<\/p>\n<h2 id=\"datainspection\"><span class=\"ez-toc-section\" id=\"%d8%a8%d8%a7%d8%b2%d8%b1%d8%b3%db%8c_%d8%af%d8%a7%d8%af%d9%87_%d9%87%d8%a7\"><\/span>\u0628\u0627\u0632\u0631\u0633\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0628\u0647 \u0646\u062f\u0631\u062a \u06a9\u0627\u0645\u0644 \u0647\u0633\u062a\u0646\u062f.  \u0622\u0646\u0647\u0627 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u062d\u0627\u0648\u06cc \u0645\u0642\u0627\u062f\u06cc\u0631 \u06af\u0645 \u0634\u062f\u0647\u060c \u0627\u0646\u0648\u0627\u0639 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0627\u0634\u062a\u0628\u0627\u0647\u060c \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631\u0647\u0627\u06cc \u0646\u0627\u062e\u0648\u0627\u0646\u0627\u060c \u062e\u0637\u0648\u0637 \u0627\u0634\u062a\u0628\u0627\u0647 \u0648 \u063a\u06cc\u0631\u0647 \u0628\u0627\u0634\u0646\u062f.<\/p>\n<p>\u0627\u0648\u0644\u06cc\u0646 \u06af\u0627\u0645 \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0635\u062d\u06cc\u062d \u062f\u0627\u062f\u0647 \u0647\u0627\u060c \u062a\u0645\u06cc\u0632 \u06a9\u0631\u062f\u0646 \u0648 \u0633\u0627\u0632\u0645\u0627\u0646\u062f\u0647\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0639\u062f\u0627\u064b \u0627\u0632 \u0622\u0646\u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.  \u0645\u0627 \u0686\u0646\u062f \u0645\u0634\u06a9\u0644 \u0631\u0627\u06cc\u062c \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u06a9\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u062f\u0631 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0631\u062e \u062f\u0647\u062f\u060c \u0645\u0648\u0631\u062f \u0628\u062d\u062b \u0642\u0631\u0627\u0631 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0627\u062f.<\/p>\n<p>\u0645\u0627 \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0628\u0627 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0645\u0646\u062f\u0627\u0646 \u06a9\u0648\u0686\u06a9 \u06a9\u0627\u0631 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.  \u0627\u06cc\u0646 <code>.csv<\/code> \u0641\u0627\u06cc\u0644 \u0628\u0647 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<pre><code class=\"hljs\">First Name,Gender,Salary,Bonus %,Senior Management,Team\nDouglas,Male,97308,6.945,TRUE,Marketing\nThomas,Male,61933,NaN,TRUE\nJerry,Male,NA,9.34,TRUE,Finance\nDennis,n.a.,115163,10.125,FALSE,Legal\n,Female,0,11.598,,Finance\nAngela,,,18.523,TRUE,Engineering\nShawn,Male,111737,6.414,FALSE,na\nRachel,Female,142032,12.599,FALSE,Business Development\nLinda,Female,57427,9.557,TRUE,Client Services\nStephanie,Female,36844,5.574,TRUE,Business Development\n,,,,,\n<\/code><\/pre>\n<p>\u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f import \u0622\u0646 \u0631\u0627 \u0628\u0647 \u06cc\u06a9 <code>DataFrame<\/code>:<\/p>\n<pre><code class=\"hljs\">df = pd.read_csv(<span class=\"hljs-string\">'out.csv'<\/span>)\ndf\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u0645\u0646\u062c\u0631 \u0628\u0647:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/python-how-to-handle-missing-dataframe-values-in-pandas-1.png\" alt=\"\u067e\u0627\u0646\u062f\u0627\u0647\u0627\u06cc \u062f\u06cc\u062a\u0627\u0641\u0631\u06cc\u0645 \u0627\u0635\u0644\u06cc\" title=\"\"><\/p>\n<p>\u0628\u0627 \u0646\u06af\u0627\u0647\u06cc \u062f\u0642\u06cc\u0642 \u062a\u0631 \u0628\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u060c \u0645\u062a\u0648\u062c\u0647 \u0645\u06cc \u0634\u0648\u06cc\u0645 \u06a9\u0647 Pandas \u0628\u0647 \u0637\u0648\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0627\u062e\u062a\u0635\u0627\u0635 \u0645\u06cc \u062f\u0647\u062f <code>NaN<\/code> \u0627\u06af\u0631 \u0645\u0642\u062f\u0627\u0631 \u06cc\u06a9 \u0633\u062a\u0648\u0646 \u062e\u0627\u0635 \u06cc\u06a9 \u0631\u0634\u062a\u0647 \u062e\u0627\u0644\u06cc \u0628\u0627\u0634\u062f <code>''<\/code> <code>NA <\/code>  \u06cc\u0627 <code>NaN<\/code>.  \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0645\u0648\u0627\u0631\u062f\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u0645\u0642\u0627\u062f\u06cc\u0631 \u06af\u0645\u0634\u062f\u0647 \u0628\u0627 \u06cc\u06a9 \u0645\u0642\u062f\u0627\u0631 \u0633\u0641\u0627\u0631\u0634\u06cc\u060c \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0631\u0634\u062a\u0647 \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f <code>'na'<\/code> \u06cc\u0627 <code>0<\/code> \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u0633\u062a\u0648\u0646 \u0639\u062f\u062f\u06cc<\/p>\n<p>\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0631\u062f\u06cc\u0641 6 \u062f\u0627\u0631\u0627\u06cc \u0645\u0642\u062f\u0627\u0631 \u0627\u0633\u062a <code>na<\/code> \u0628\u0631\u0627\u06cc <code>Team<\/code> \u0633\u062a\u0648\u0646\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0633\u0637\u0631 5 \u062f\u0627\u0631\u0627\u06cc \u0645\u0642\u062f\u0627\u0631 \u0627\u0633\u062a <code>0<\/code> \u0628\u0631\u0627\u06cc <code>Salary<\/code> \u0633\u062a\u0648\u0646<\/p>\n<h2 id=\"customizingmissingdatavalues\"><span class=\"ez-toc-section\" id=\"%d8%b3%d9%81%d8%a7%d8%b1%d8%b4%db%8c_%da%a9%d8%b1%d8%af%d9%86_%d9%85%d9%82%d8%a7%d8%af%db%8c%d8%b1_%d8%af%d8%a7%d8%af%d9%87_%d9%87%d8%a7%db%8c_%d8%a7%d8%b2_%d8%af%d8%b3%d8%aa_%d8%b1%d9%81%d8%aa%d9%87\"><\/span>\u0633\u0641\u0627\u0631\u0634\u06cc \u06a9\u0631\u062f\u0646 \u0645\u0642\u0627\u062f\u06cc\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0627\u0632 \u062f\u0633\u062a \u0631\u0641\u062a\u0647<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0645\u0627\u060c \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u0627\u06cc\u0646\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u0642\u0627\u062f\u06cc\u0631 \u06af\u0645 \u0634\u062f\u0647 \u062f\u0631 \u0646\u0638\u0631 \u0628\u06af\u06cc\u0631\u06cc\u0645:<\/p>\n<ol>\n<li>\u0622 <code>0<\/code> \u0627\u0631\u0632\u0634 \u062f\u0631 <code>Salary<\/code> \u0633\u062a\u0648\u0646<\/li>\n<li>\u06cc\u06a9 <code>na<\/code> \u0627\u0631\u0632\u0634 \u062f\u0631 <code>Team<\/code> \u0633\u062a\u0648\u0646<\/li>\n<\/ol>\n<p>\u0627\u06cc\u0646 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <code>na_values<\/code> \u0622\u0631\u06af\u0648\u0645\u0627\u0646 \u0628\u0631\u0627\u06cc \u062a\u0646\u0638\u06cc\u0645 \u0645\u0642\u0627\u062f\u06cc\u0631 \u06af\u0645\u0634\u062f\u0647 \u0633\u0641\u0627\u0631\u0634\u06cc.  \u0627\u06cc\u0646 \u0622\u0631\u06af\u0648\u0645\u0627\u0646 \u06cc\u06a9 \u0641\u0631\u0647\u0646\u06af \u0644\u063a\u062a \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u06a9\u0644\u06cc\u062f\u0647\u0627 \u06cc\u06a9 \u0646\u0627\u0645 \u0633\u062a\u0648\u0646 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u0646\u062f \u0648 \u0645\u0642\u062f\u0627\u0631 \u0645\u0642\u0627\u062f\u06cc\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc\u06cc \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0628\u0627\u06cc\u062f \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06af\u0645\u0634\u062f\u0647 \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0647 \u0634\u0648\u0646\u062f:<\/p>\n<pre><code class=\"hljs\">\n\ndf = pd.read_csv(<span class=\"hljs-string\">'out.csv'<\/span>, na_values={<span class=\"hljs-string\">\"Salary\"<\/span> : (<span class=\"hljs-number\">0<\/span>), <span class=\"hljs-string\">\"Team\"<\/span> : (<span class=\"hljs-string\">'na'<\/span>)})\ndf\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u0645\u0646\u062c\u0631 \u0628\u0647:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/python-how-to-handle-missing-dataframe-values-in-pandas-2.png\" alt=\"\u062f\u06cc \u0627\u0641 \u0633\u0641\u0627\u0631\u0634\u06cc \u0634\u062f\u0647\" title=\"\"><\/p>\n<p>\u0627\u0632 \u0633\u0648\u06cc \u062f\u06cc\u06af\u0631\u060c \u0627\u06af\u0631 \u0628\u062e\u0648\u0627\u0647\u06cc\u0645 \u0641\u0647\u0631\u0633\u062a\u06cc \u0627\u0632 \u0645\u0642\u0627\u062f\u06cc\u0631\u06cc \u0631\u0627 \u062a\u0631\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0628\u0627\u06cc\u062f \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u0642\u0627\u062f\u06cc\u0631 \u06af\u0645\u0634\u062f\u0647 \u062f\u0631 \u062a\u0645\u0627\u0645 \u0633\u062a\u0648\u0646 \u0647\u0627 \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0647 \u0634\u0648\u0646\u062f\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0641\u0647\u0631\u0633\u062a\u06cc \u0627\u0632 \u0646\u0627\u0645\u0632\u062f\u0647\u0627 \u0631\u0627 \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u0628\u0647 \u0635\u0648\u0631\u062a \u0633\u0631\u0627\u0633\u0631\u06cc \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u0642\u0627\u062f\u06cc\u0631 \u06af\u0645\u0634\u062f\u0647 \u062f\u0631 \u0646\u0638\u0631 \u0628\u06af\u06cc\u0631\u06cc\u0645 \u0628\u0647 <code>na_values<\/code> \u067e\u0627\u0631\u0627\u0645\u062a\u0631:<\/p>\n<pre><code class=\"hljs\">missing_values = (<span class=\"hljs-string\">\"n.a.\"<\/span>,<span class=\"hljs-string\">\"NA\"<\/span>,<span class=\"hljs-string\">\"n\/a\"<\/span>, <span class=\"hljs-string\">\"na\"<\/span>, <span class=\"hljs-number\">0<\/span>)\ndf = pd.read_csv(<span class=\"hljs-string\">'out.csv'<\/span>, na_values = missing_values)\ndf\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u0645\u0646\u062c\u0631 \u0628\u0647:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/python-how-to-handle-missing-dataframe-values-in-pandas-3.png\" alt=\"\u067e\u0627\u0646\u062f\u0627\u0647\u0627\u06cc \u0627\u0631\u0632\u0634 \u0647\u0627\u06cc \u06af\u0645\u0634\u062f\u0647 \u062c\u0647\u0627\u0646\u06cc\" title=\"\"><\/p>\n<p>\u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627\u060c \u0645\u0642\u062f\u0627\u0631 <code>Gender<\/code> \u062f\u0631 \u0631\u062f\u06cc\u0641 4 \u0646\u06cc\u0632 \u0642\u0631\u0627\u0631 \u062f\u0627\u0631\u062f <code>NaN<\/code> \u062d\u0627\u0644\u0627 \u0627\u0632 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0631\u062f\u06cc\u0645 <code>n.a.<\/code> \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0645\u0642\u062f\u0627\u0631 \u06af\u0645 \u0634\u062f\u0647 \u062f\u0631 \u0628\u0627\u0644\u0627.<\/p>\n<p>\u0627\u06cc\u0646\u06a9\u0647 \u06a9\u062f\u0627\u0645 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f \u0628\u0647 \u0645\u0627\u0647\u06cc\u062a \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0628\u0633\u062a\u06af\u06cc \u062f\u0627\u0631\u062f.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u0645\u062b\u0627\u0644\u060c \u0628\u0631\u062e\u06cc \u0627\u0632 \u0633\u062a\u0648\u0646\u200c\u0647\u0627\u06cc \u0639\u062f\u062f\u06cc \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0646\u06cc\u0627\u0632 \u0628\u0647 \u062f\u0631\u0645\u0627\u0646 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0646\u062f <code>0<\/code> \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0645\u0642\u062f\u0627\u0631 \u06af\u0645 \u0634\u062f\u0647 \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0633\u062a\u0648\u0646 \u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0646\u0628\u0627\u0634\u0646\u062f.  \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0627\u0648\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0645\u0642\u0627\u062f\u06cc\u0631 \u06af\u0645\u0634\u062f\u0647 \u0631\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0633\u0641\u0627\u0631\u0634\u06cc \u0633\u0627\u0632\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u062f \u0631\u0648\u06cc \u0633\u062a\u0648\u0646 \u0647\u0627.<\/p>\n<p>\u0647\u0645\u06cc\u0646\u0637\u0648\u0631 \u0627\u06af\u0631 \u0628\u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0631\u0645\u0627\u0646 \u06a9\u0646\u06cc\u0645 <code>0<\/code> \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0645\u0642\u062f\u0627\u0631 \u06af\u0645\u0634\u062f\u0647 \u062f\u0631 \u0633\u0637\u062d \u062c\u0647\u0627\u0646\u06cc\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0632 \u0631\u0648\u0634 \u062f\u0648\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645 \u0648 \u0641\u0642\u0637 \u0622\u0631\u0627\u06cc\u0647 \u0627\u06cc \u0627\u0632 \u0686\u0646\u06cc\u0646 \u0645\u0642\u0627\u062f\u06cc\u0631\u06cc \u0631\u0627 \u0628\u0647 <code>na_values<\/code> \u0628\u062d\u062b \u0648 \u062c\u062f\u0644.<\/p>\n<p>\u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u062a\u0645\u0627\u0645 \u0645\u0642\u0627\u062f\u06cc\u0631 \u06af\u0645 \u0634\u062f\u0647 \u0631\u0627 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06a9\u0631\u062f\u06cc\u0645 <code>DataFrame<\/code> \u0648 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0647 \u062f\u0631\u0633\u062a\u06cc \u062d\u0627\u0634\u06cc\u0647 \u0646\u0648\u06cc\u0633\u06cc \u06a9\u0631\u062f\u06cc\u0645\u060c \u0631\u0627\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0627\u0632 \u062f\u0633\u062a \u0631\u0641\u062a\u0647 \u0631\u0627 \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0646\u06cc\u0645.<\/p>\n<h2 id=\"removingrowswithmissingvalues\"><span class=\"ez-toc-section\" id=\"%d8%ad%d8%b0%d9%81_%d8%b1%d8%af%db%8c%d9%81_%d9%87%d8%a7%db%8c%db%8c_%d8%a8%d8%a7_%d9%85%d9%82%d8%a7%d8%af%db%8c%d8%b1_%d8%a7%d8%b2_%d8%af%d8%b3%d8%aa_%d8%b1%d9%81%d8%aa%d9%87\"><\/span>\u062d\u0630\u0641 \u0631\u062f\u06cc\u0641 \u0647\u0627\u06cc\u06cc \u0628\u0627 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0627\u0632 \u062f\u0633\u062a \u0631\u0641\u062a\u0647<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u06cc\u06a9 \u0631\u0648\u0634 \u062d\u0630\u0641 \u062a\u0645\u0627\u0645 \u0631\u062f\u06cc\u0641 \u0647\u0627\u06cc\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062d\u0627\u0648\u06cc \u0645\u0642\u0627\u062f\u06cc\u0631 \u06af\u0645 \u0634\u062f\u0647 \u0647\u0633\u062a\u0646\u062f.  \u0627\u06cc\u0646 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0628\u0627 <code>dropna()<\/code> \u062a\u0627\u0628\u0639\u060c \u0628\u0647 \u0637\u0648\u0631 \u062e\u0627\u0635 \u0628\u0647 \u0627\u06cc\u0646 \u0627\u062e\u062a\u0635\u0627\u0635 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<pre><code class=\"hljs\">\ndf.dropna(axis=<span class=\"hljs-number\">0<\/span>,inplace=<span class=\"hljs-literal\">True<\/span>)\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u0645\u0646\u062c\u0631 \u0628\u0647:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/python-how-to-handle-missing-dataframe-values-in-pandas-6.png\" alt=\"\u0627\u0631\u0632\u0634 nan \u067e\u0627\u0646\u062f\u0627\u0647\u0627 \u0631\u0627 \u0631\u0647\u0627 \u06a9\u0646\u06cc\u062f\" title=\"\"><\/p>\n<p><code>inplace = True<\/code>  \u062a\u0645\u0627\u0645 \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u0645\u0648\u062c\u0648\u062f \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f <code>DataFrame<\/code> \u0628\u062f\u0648\u0646 \u0628\u0631\u06af\u0631\u062f\u0627\u0646\u062f\u0646 \u0645\u0648\u0631\u062f \u062c\u062f\u06cc\u062f  \u0628\u062f\u0648\u0646 \u0622\u0646\u060c \u0634\u0645\u0627 \u0628\u0627\u06cc\u062f \u0622\u0646 \u0631\u0627 \u062f\u0648\u0628\u0627\u0631\u0647 \u0627\u062e\u062a\u0635\u0627\u0635 \u062f\u0647\u06cc\u062f <code>DataFrame<\/code> \u0628\u0647 \u062e\u0648\u062f\u0634<\/p>\n<p>\u0627\u06cc\u0646 <code>axis<\/code> \u0622\u0631\u06af\u0648\u0645\u0627\u0646 \u0645\u0634\u062e\u0635 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0622\u06cc\u0627 \u0628\u0627 \u0633\u0637\u0631\u0647\u0627 \u06cc\u0627 \u0633\u062a\u0648\u0646 \u0647\u0627 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u06cc\u062f &#8211; <code>0<\/code> \u0631\u062f\u06cc\u0641 \u0628\u0648\u062f\u0646 \u0648 <code>1<\/code> \u0633\u062a\u0648\u0646 \u0628\u0648\u062f\u0646<\/p>\n<p>\u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u06a9\u0646\u062a\u0631\u0644 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0622\u06cc\u0627 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u062f \u0631\u062f\u06cc\u0641\u200c\u0647\u0627\u06cc \u062d\u0627\u0648\u06cc \u062d\u062f\u0627\u0642\u0644 \u06f1 \u0631\u0627 \u062d\u0630\u0641 \u06a9\u0646\u06cc\u062f <code>NaN<\/code> \u06cc\u0627 \u0647\u0645\u0647 <code>NaN<\/code> \u0645\u0642\u0627\u062f\u06cc\u0631 \u0628\u0627 \u062a\u0646\u0638\u06cc\u0645 <code>how<\/code> \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u062f\u0631 <code>dropna<\/code> \u0631\u0648\u0634.<\/p>\n<p><strong>\u0686\u06af\u0648\u0646\u0647<\/strong> : {&#8216;any&#8217;, &#8216;all&#8217;}<\/p>\n<ul>\n<li><code>any<\/code>: \u0627\u06af\u0631 \u0645\u0642\u062f\u0627\u0631 NA \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f\u060c \u0622\u0646 \u0628\u0631\u0686\u0633\u0628 \u0631\u0627 \u0631\u0647\u0627 \u06a9\u0646\u06cc\u062f<\/li>\n<li><code>all<\/code>: \u0627\u06af\u0631 \u0647\u0645\u0647 \u0645\u0642\u0627\u062f\u06cc\u0631 NA \u0647\u0633\u062a\u0646\u062f\u060c \u0622\u0646 \u0628\u0631\u0686\u0633\u0628 \u0631\u0627 \u0631\u0647\u0627 \u06a9\u0646\u06cc\u062f<\/li>\n<\/ul>\n<pre><code class=\"hljs\">df.dropna(axis=<span class=\"hljs-number\">0<\/span>,inplace=<span class=\"hljs-literal\">True<\/span>, how=<span class=\"hljs-string\">'all'<\/span>)\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u0641\u0642\u0637 \u0622\u062e\u0631\u06cc\u0646 \u0631\u062f\u06cc\u0641 \u0631\u0627 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062d\u0630\u0641 \u0645\u06cc \u06a9\u0646\u062f <code>how=all<\/code> \u0641\u0642\u0637 \u062f\u0631 \u0635\u0648\u0631\u062a\u06cc \u06a9\u0647 \u062a\u0645\u0627\u0645 \u0645\u0642\u0627\u062f\u06cc\u0631 \u062f\u0631 \u0631\u062f\u06cc\u0641 \u0648\u062c\u0648\u062f \u0646\u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f\u060c \u06cc\u06a9 \u0631\u062f\u06cc\u0641 \u062d\u0630\u0641 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p>\u0628\u0647 \u0637\u0648\u0631 \u0645\u0634\u0627\u0628\u0647\u060c \u0628\u0631\u0627\u06cc \u0631\u0647\u0627 \u06a9\u0631\u062f\u0646 \u0633\u062a\u0648\u0646 \u0647\u0627\u06cc \u062d\u0627\u0648\u06cc \u0645\u0642\u0627\u062f\u06cc\u0631 \u0627\u0632 \u062f\u0633\u062a \u0631\u0641\u062a\u0647\u060c \u0641\u0642\u0637 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f <code>axis=1<\/code> \u062f\u0631 <code>dropna<\/code> \u0631\u0648\u0634.<\/p>\n<h2 id=\"fillingoutmissingvalues\"><span class=\"ez-toc-section\" id=\"%d9%be%d8%b1_%da%a9%d8%b1%d8%af%d9%86_%d9%85%d9%82%d8%a7%d8%af%db%8c%d8%b1_%d8%a7%d8%b2_%d8%af%d8%b3%d8%aa_%d8%b1%d9%81%d8%aa%d9%87\"><\/span>\u067e\u0631 \u06a9\u0631\u062f\u0646 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0627\u0632 \u062f\u0633\u062a \u0631\u0641\u062a\u0647<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u06af\u0631 \u0627\u06cc\u0646 \u0631\u062f\u06cc\u0641\u200c\u0647\u0627 \u0641\u0631\u0627\u0648\u0627\u0646 \u0628\u0627\u0634\u0646\u062f\u060c \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0647\u062a\u0631\u06cc\u0646 \u0631\u0648\u0634 \u062d\u0630\u0641 \u0631\u062f\u06cc\u0641\u200c\u0647\u0627\u06cc \u062d\u0627\u0648\u06cc \u0645\u0642\u0627\u062f\u06cc\u0631 \u0627\u0632 \u062f\u0633\u062a \u0631\u0641\u062a\u0647 \u0646\u0628\u0627\u0634\u062f.  \u0622\u0646\u0647\u0627 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u062d\u0627\u0648\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0627\u0631\u0632\u0634\u0645\u0646\u062f \u062f\u0631 \u0633\u062a\u0648\u0646 \u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 \u0628\u0627\u0634\u0646\u062f \u0648 \u0645\u0627 \u0646\u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0647 \u0633\u0645\u062a \u0648\u0636\u0639\u06cc\u062a \u0646\u0627\u062f\u0631\u0633\u062a \u0633\u0648\u0642 \u062f\u0647\u06cc\u0645.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u062d\u0627\u0644\u062a \u0686\u0646\u062f\u06cc\u0646 \u06af\u0632\u06cc\u0646\u0647 \u0628\u0631\u0627\u06cc \u062a\u062e\u0635\u06cc\u0635 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0645\u0646\u0627\u0633\u0628 \u062f\u0627\u0631\u06cc\u0645.  \u0631\u0627\u06cc\u062c \u062a\u0631\u06cc\u0646 \u0622\u0646\u0647\u0627 \u062f\u0631 \u0632\u06cc\u0631 \u0630\u06a9\u0631 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<ul>\n<li>NA \u0631\u0627 \u0628\u0627 \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646\u060c \u0645\u06cc\u0627\u0646\u0647 \u06cc\u0627 \u062d\u0627\u0644\u062a \u062f\u0627\u062f\u0647 \u067e\u0631 \u06a9\u0646\u06cc\u062f<\/li>\n<li>NA \u0631\u0627 \u0628\u0627 \u0645\u0642\u062f\u0627\u0631 \u062b\u0627\u0628\u062a \u067e\u0631 \u06a9\u0646\u06cc\u062f<\/li>\n<li>Forward Fill \u06cc\u0627 Backward Fill NA<\/li>\n<li>\u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u062f\u0631\u0648\u0646 \u06cc\u0627\u0628\u06cc \u06a9\u0646\u06cc\u062f \u0648 NA \u0631\u0627 \u067e\u0631 \u06a9\u0646\u06cc\u062f<\/li>\n<\/ul>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0627\u06cc\u0646\u0647\u0627 \u0631\u0627 \u06cc\u06a9\u06cc \u06cc\u06a9\u06cc \u0645\u0631\u0648\u0631 \u06a9\u0646\u06cc\u0645.<\/p>\n<h3 id=\"fillmissingdataframevalueswithcolumnmeanmedianandmode\"><span class=\"ez-toc-section\" id=\"%d9%85%d9%82%d8%a7%d8%af%db%8c%d8%b1_%d8%a7%d8%b2_%d8%af%d8%b3%d8%aa_%d8%b1%d9%81%d8%aa%d9%87_dataframe_%d8%b1%d8%a7_%d8%a8%d8%a7_%d9%85%db%8c%d8%a7%d9%86%da%af%db%8c%d9%86_%d8%b3%d8%aa%d9%88%d9%86%d8%8c_%d9%85%db%8c%d8%a7%d9%86%d9%87_%d9%88_%d8%ad%d8%a7%d9%84%d8%aa_%d9%be%d8%b1_%da%a9%d9%86%db%8c%d8%af\"><\/span>\u0645\u0642\u0627\u062f\u06cc\u0631 \u0627\u0632 \u062f\u0633\u062a \u0631\u0641\u062a\u0647 DataFrame \u0631\u0627 \u0628\u0627 \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0633\u062a\u0648\u0646\u060c \u0645\u06cc\u0627\u0646\u0647 \u0648 \u062d\u0627\u0644\u062a \u067e\u0631 \u06a9\u0646\u06cc\u062f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0627 <code>fillna()<\/code> \u0631\u0648\u0634.  \u0645\u0642\u0627\u062f\u06cc\u0631 \u0639\u0644\u0627\u0645\u062a \u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 \u0628\u0627 NA \u0631\u0627 \u0628\u0627 \u0645\u0642\u0627\u062f\u06cc\u0631\u06cc \u06a9\u0647 \u0634\u0645\u0627 \u0628\u0647 \u0631\u0648\u0634 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u06cc\u062f \u067e\u0631 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u0645\u062b\u0627\u0644 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 <code>.median()<\/code>\u060c <code>.mode()<\/code> \u0648 <code>.mean()<\/code> \u06a9\u0627\u0631\u06a9\u0631\u062f \u0631\u0648\u06cc \u06cc\u06a9 \u0633\u062a\u0648\u0646\u060c \u0648 \u0622\u0646 \u0647\u0627 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u0642\u062f\u0627\u0631 \u067e\u0631 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\">\ndf(<span class=\"hljs-string\">'Salary'<\/span>).fillna(df(<span class=\"hljs-string\">'Salary'<\/span>).median(), inplace=<span class=\"hljs-literal\">True<\/span>)\n  \n\ndf(<span class=\"hljs-string\">'Salary'<\/span>).fillna(<span class=\"hljs-built_in\">int<\/span>(df(<span class=\"hljs-string\">'Salary'<\/span>).mean()), inplace=<span class=\"hljs-literal\">True<\/span>)\n  \n\ndf(<span class=\"hljs-string\">'Salary'<\/span>).fillna(<span class=\"hljs-built_in\">int<\/span>(df(<span class=\"hljs-string\">'Salary'<\/span>).mode()), inplace=<span class=\"hljs-literal\">True<\/span>)\n<\/code><\/pre>\n<p>\u062d\u0627\u0644\u060c \u0627\u06af\u0631 \u062d\u0642\u0648\u0642\u06cc \u062f\u0631 \u0631\u062f\u06cc\u0641\u200c\u0647\u0627\u06cc \u0641\u0631\u062f\u06cc \u0648\u062c\u0648\u062f \u0646\u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f\u060c \u0627\u0632 \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646\u060c \u062d\u0627\u0644\u062a \u06cc\u0627 \u0645\u06cc\u0627\u0646\u0647 \u0628\u0631\u0627\u06cc \u067e\u0631 \u06a9\u0631\u062f\u0646 \u0622\u0646 \u0645\u0642\u062f\u0627\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f.  \u0628\u0647 \u0627\u06cc\u0646 \u062a\u0631\u062a\u06cc\u0628\u060c \u0634\u0645\u0627 \u0627\u06cc\u0646 \u0627\u0641\u0631\u0627\u062f \u0631\u0627 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062d\u0630\u0641 \u0646\u0645\u06cc \u06a9\u0646\u06cc\u062f\u060c \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0627\u0631\u0632\u0634 \u062d\u0642\u0648\u0642 \u0631\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u0646\u0645\u06cc \u062f\u0647\u06cc\u062f.<\/p>\n<p>\u0627\u06af\u0631\u0686\u0647 \u0627\u06cc\u0646 \u0631\u0648\u0634 \u06a9\u0627\u0645\u0644 \u0646\u06cc\u0633\u062a\u060c \u0627\u0645\u0627 \u0628\u0647 \u0634\u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u0645\u0642\u0627\u062f\u06cc\u0631\u06cc \u0631\u0627 \u0645\u0639\u0631\u0641\u06cc \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0628\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u06a9\u0644\u06cc \u062a\u0623\u062b\u06cc\u0631 \u0646\u0645\u06cc \u06af\u0630\u0627\u0631\u062f\u060c \u0632\u06cc\u0631\u0627 \u0645\u0647\u0645 \u0646\u06cc\u0633\u062a \u06a9\u0647 \u0686\u0646\u062f \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u062f\u060c \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u062b\u0627\u0628\u062a \u0645\u06cc \u0645\u0627\u0646\u062f.<\/p>\n<h3 id=\"fillmissingdataframevalueswithaconstant\"><span class=\"ez-toc-section\" id=\"%d9%85%d9%82%d8%a7%d8%af%db%8c%d8%b1_%d8%a7%d8%b2_%d8%af%d8%b3%d8%aa_%d8%b1%d9%81%d8%aa%d9%87_dataframe_%d8%b1%d8%a7_%d8%a8%d8%a7_%db%8c%da%a9_%d8%ab%d8%a7%d8%a8%d8%aa_%d9%be%d8%b1_%da%a9%d9%86%db%8c%d8%af\"><\/span>\u0645\u0642\u0627\u062f\u06cc\u0631 \u0627\u0632 \u062f\u0633\u062a \u0631\u0641\u062a\u0647 DataFrame \u0631\u0627 \u0628\u0627 \u06cc\u06a9 \u062b\u0627\u0628\u062a \u067e\u0631 \u06a9\u0646\u06cc\u062f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u062a\u0635\u0645\u06cc\u0645 \u0628\u06af\u06cc\u0631\u06cc\u062f \u06a9\u0647 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0645\u0634\u062e\u0635 \u0634\u062f\u0647 \u0628\u0627 NA \u0631\u0627 \u0628\u0627 \u06cc\u06a9 \u0645\u0642\u062f\u0627\u0631 \u062b\u0627\u0628\u062a \u067e\u0631 \u06a9\u0646\u06cc\u062f.  \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u06cc\u06a9 \u0631\u0634\u062a\u0647 \u06cc\u0627 \u0645\u0642\u062f\u0627\u0631 \u0639\u062f\u062f\u06cc \u062e\u0627\u0635 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\">df(<span class=\"hljs-string\">'Salary'<\/span>).fillna(<span class=\"hljs-number\">0<\/span>, inplace=<span class=\"hljs-literal\">True<\/span>)\n<\/code><\/pre>\n<p>\u062d\u062f\u0627\u0642\u0644\u060c \u0627\u06cc\u0646 \u0627\u0631\u0632\u0634 \u0647\u0627 \u062f\u0631 \u062d\u0627\u0644 \u062d\u0627\u0636\u0631 \u0628\u0647 \u062c\u0627\u06cc \u0627\u0631\u0632\u0634 \u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0647\u0633\u062a\u0646\u062f <code>na<\/code> \u06cc\u0627 <code>NaN<\/code>.<\/p>\n<h3 id=\"forwardfillmissingdataframevalues\"><span class=\"ez-toc-section\" id=\"%d8%a8%d9%87_%d8%ac%d9%84%d9%88_%d9%be%d8%b1_%da%a9%d8%b1%d8%af%d9%86_%d9%85%d9%82%d8%a7%d8%af%db%8c%d8%b1_%d8%a7%d8%b2_%d8%af%d8%b3%d8%aa_%d8%b1%d9%81%d8%aa%d9%87_dataframe\"><\/span>\u0628\u0647 \u062c\u0644\u0648 \u067e\u0631 \u06a9\u0631\u062f\u0646 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0627\u0632 \u062f\u0633\u062a \u0631\u0641\u062a\u0647 DataFrame<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0627\u06cc\u0646 \u0631\u0648\u0634 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0627\u0632 \u062f\u0633\u062a \u0631\u0641\u062a\u0647 \u0631\u0627 \u0628\u0627 \u0627\u0648\u0644\u06cc\u0646 \u0645\u0642\u062f\u0627\u0631 \u063a\u06cc\u0631 \u0645\u0641\u0642\u0648\u062f\u06cc \u06a9\u0647 \u0642\u0628\u0644 \u0627\u0632 \u0622\u0646 \u0631\u062e \u0645\u06cc \u062f\u0647\u062f \u067e\u0631 \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<pre><code class=\"hljs\">df(<span class=\"hljs-string\">'Salary'<\/span>).fillna(method=<span class=\"hljs-string\">'ffill'<\/span>, inplace=<span class=\"hljs-literal\">True<\/span>)\n<\/code><\/pre>\n<h3 id=\"backwardfillmissingdataframevalues\"><span class=\"ez-toc-section\" id=\"backward_fill_missing_dataframe\"><\/span>Backward Fill Missing DataFrame<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0627\u06cc\u0646 \u0631\u0648\u0634 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0627\u0632 \u062f\u0633\u062a \u0631\u0641\u062a\u0647 \u0631\u0627 \u0628\u0627 \u0627\u0648\u0644\u06cc\u0646 \u0645\u0642\u062f\u0627\u0631 \u063a\u06cc\u0631 \u0645\u0641\u0642\u0648\u062f\u06cc \u06a9\u0647 \u0628\u0639\u062f \u0627\u0632 \u0622\u0646 \u0631\u062e \u0645\u06cc \u062f\u0647\u062f \u067e\u0631 \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<pre><code class=\"hljs\">df(<span class=\"hljs-string\">'Salary'<\/span>).fillna(method=<span class=\"hljs-string\">'bfill'<\/span>, inplace=<span class=\"hljs-literal\">True<\/span>)\n<\/code><\/pre>\n<h3 id=\"fillmissingdataframevalueswithinterpolation\"><span class=\"ez-toc-section\" id=\"%d9%85%d9%82%d8%a7%d8%af%db%8c%d8%b1_%d8%a7%d8%b2_%d8%af%d8%b3%d8%aa_%d8%b1%d9%81%d8%aa%d9%87_dataframe_%d8%b1%d8%a7_%d8%a8%d8%a7_%d8%af%d8%b1%d9%88%d9%86_%db%8c%d8%a7%d8%a8%db%8c_%d9%be%d8%b1_%da%a9%d9%86%db%8c%d8%af\"><\/span>\u0645\u0642\u0627\u062f\u06cc\u0631 \u0627\u0632 \u062f\u0633\u062a \u0631\u0641\u062a\u0647 DataFrame \u0631\u0627 \u0628\u0627 \u062f\u0631\u0648\u0646 \u06cc\u0627\u0628\u06cc \u067e\u0631 \u06a9\u0646\u06cc\u062f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0627\u0632 \u062f\u0631\u0648\u0646 \u06cc\u0627\u0628\u06cc \u0631\u06cc\u0627\u0636\u06cc \u0628\u0631\u0627\u06cc \u062a\u0639\u06cc\u06cc\u0646 \u0645\u0642\u062f\u0627\u0631\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0628\u0647 \u062c\u0627\u06cc \u06cc\u06a9 \u0645\u0642\u062f\u0627\u0631 \u06af\u0645 \u0634\u062f\u0647 \u0628\u0627\u0634\u062f:<\/p>\n<pre><code class=\"hljs\">df(<span class=\"hljs-string\">'Salary'<\/span>).interpolate(method=<span class=\"hljs-string\">'polynomial'<\/span>)\n<\/code><\/pre>\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>\u067e\u0627\u06a9\u0633\u0627\u0632\u06cc \u0648 \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u062e\u0634 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645\u06cc \u0627\u0632 \u0647\u0631 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0648 \u0647\u0631 \u067e\u0631\u0648\u0698\u0647 \u0639\u0644\u0645 \u062f\u0627\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0686\u0646\u062f\u06cc\u0646 \u062a\u06a9\u0646\u06cc\u06a9 \u0628\u0631\u0627\u06cc \u0631\u0633\u06cc\u062f\u06af\u06cc \u0628\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0627\u0632 \u062f\u0633\u062a \u0631\u0641\u062a\u0647 \u067e\u0631\u062f\u0627\u062e\u062a\u06cc\u0645 \u06a9\u0647 \u0634\u0627\u0645\u0644 \u0633\u0641\u0627\u0631\u0634\u06cc\u200c\u0633\u0627\u0632\u06cc \u0645\u0642\u0627\u062f\u06cc\u0631 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0627\u0632 \u062f\u0633\u062a \u0631\u0641\u062a\u0647 \u0648 \u0646\u0633\u0628\u062a \u062f\u0627\u062f\u0646 \u0645\u0642\u0627\u062f\u06cc\u0631 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0627\u0632 \u062f\u0633\u062a \u0631\u0641\u062a\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u0632 \u062c\u0645\u0644\u0647 \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646\u060c \u0645\u06cc\u0627\u0646\u0647\u060c \u062d\u0627\u0644\u062a\u060c \u06cc\u06a9 \u0645\u0642\u062f\u0627\u0631 \u062b\u0627\u0628\u062a\u060c \u067e\u0631 \u06a9\u0631\u062f\u0646 \u0631\u0648 \u0628\u0647 \u062c\u0644\u0648\u060c \u067e\u0631 \u06a9\u0631\u062f\u0646 \u0628\u0647 \u0639\u0642\u0628 \u0648 \u062f\u0631\u0648\u0646 \u06cc\u0627\u0628\u06cc \u0627\u0633\u062a.<\/p>\n<\/div>\n<p><script>\n                        !function(f,b,e,v,n,t,s)\n                        {if(f.fbq)return;n=f.fbq=function(){n.callMethod?\n                        n.callMethod.apply(n,arguments):n.queue.push(arguments)};\n                        if(!f._fbq)f._fbq=n;n.push=n;n.loaded=!0;n.version='2.0';\n                        n.queue=();t=b.createElement(e);t.async=!0;\n                        t.src=v;s=b.getElementsByTagName(e)(0);\n                        s.parentNode.insertBefore(t,s)}(window, document,'script',\n                        'https:\/\/connect.facebook.net\/en_US\/fbevents.js');\n                        fbq('init', '525232124909042');\n                        fbq('track', 'PageView');\n                    <\/script>    (\u0628\u0631\u0686\u0633\u0628\u200c\u0647\u0627 \u0628\u0647 \u062a\u0631\u062c\u0645\u0647)# python<br \/>\n<br \/><br \/>\n<br \/>\u0645\u0646\u062a\u0634\u0631 \u0634\u062f\u0647 \u062f\u0631 1403-01-12 18:27:06<br \/>\n<\/p>\n\n\n<div class=\"kk-star-ratings kksr-auto kksr-align-center kksr-valign-bottom\"\n    data-payload='{&quot;align&quot;:&quot;center&quot;,&quot;id&quot;:&quot;15463&quot;,&quot;slug&quot;:&quot;default&quot;,&quot;valign&quot;:&quot;bottom&quot;,&quot;ignore&quot;:&quot;&quot;,&quot;reference&quot;:&quot;auto&quot;,&quot;class&quot;:&quot;&quot;,&quot;count&quot;:&quot;0&quot;,&quot;legendonly&quot;:&quot;&quot;,&quot;readonly&quot;:&quot;&quot;,&quot;score&quot;:&quot;0&quot;,&quot;starsonly&quot;:&quot;&quot;,&quot;best&quot;:&quot;5&quot;,&quot;gap&quot;:&quot;5&quot;,&quot;greet&quot;:&quot;\u0627\u0645\u062a\u06cc\u0627\u0632 \u0634\u0645\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628&quot;,&quot;legend&quot;:&quot;0\\\/5 (0 \u0631\u0627\u06cc)&quot;,&quot;size&quot;:&quot;30&quot;,&quot;title&quot;:&quot;\u067e\u0627\u06cc\u062a\u0648\u0646: \u0631\u0648\u0634 \u0645\u062f\u06cc\u0631\u06cc\u062a \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0627\u0632 \u062f\u0633\u062a \u0631\u0641\u062a\u0647 \u062f\u0631 Pandas DataFrame&quot;,&quot;width&quot;:&quot;0&quot;,&quot;_legend&quot;:&quot;{score}\\\/{best} ({count} \u0631\u0627\u06cc)&quot;,&quot;font_factor&quot;:&quot;1.25&quot;}'>\n            \n<div class=\"kksr-stars\">\n    \n<div class=\"kksr-stars-inactive\">\n            <div class=\"kksr-star\" data-star=\"1\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"2\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"3\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"4\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        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style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n    <\/div>\n<\/div>\n                \n\n<div class=\"kksr-legend\" style=\"font-size: 24px;\">\n            <span class=\"kksr-muted\">\u0627\u0645\u062a\u06cc\u0627\u0632 \u0634\u0645\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628<\/span>\n    <\/div>\n    <\/div>\n","protected":false},"excerpt":{"rendered":"<p><span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">\u0632\u0645\u0627\u0646 \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0645\u0637\u0627\u0644\u0639\u0647: <\/span> <span class=\"rt-time\"> 5<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span>\u0645\u0639\u0631\u0641\u06cc \u067e\u0627\u0646\u062f\u0627\u0647\u0627 \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0648 \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0633\u062a. \u062a\u0642\u0631\u06cc\u0628\u0627 \u062a\u0645\u0627\u0645 \u0639\u0645\u0644\u06cc\u0627\u062a \u062f\u0631 pandas \u0633\u06cc\u0631 \u062f\u0631 \u0627\u0637\u0631\u0627\u0641 DataFrames\u060c \u06cc\u06a9 \u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062f\u0647 \u0627\u0646\u062a\u0632\u0627\u0639\u06cc \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u06cc\u06a9 \u062a\u0646 \u0645\u062a\u0631\u06cc\u06a9 \u062f\u0627\u062f\u0647 \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a. \u062f\u0631 \u062d\u062c\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u062a\u0631\u06cc\u06a9 \u0641\u0648\u0642 \u0627\u0644\u0630\u06a9\u0631\u060c \u0628\u0631\u062e\u06cc \u0627\u0632 \u0622\u0646\u0647\u0627 \u0628\u0647 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[&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":15464,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1743,620],"tags":[],"class_list":["post-15463","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-python","category-programming"],"acf":[],"_links":{"self":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/15463","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/comments?post=15463"}],"version-history":[{"count":0,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/15463\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media\/15464"}],"wp:attachment":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media?parent=15463"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/categories?post=15463"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/tags?post=15463"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}