{"id":975,"date":"2023-07-28T03:04:44","date_gmt":"2023-07-28T03:04:44","guid":{"rendered":"https:\/\/statorials.org\/ko\/%e1%84%91%e1%85%a2%e1%86%ab%e1%84%83%e1%85%a5%e1%84%82%e1%85%b3%e1%86%ab-%e1%84%82%e1%85%ae%e1%84%85%e1%85%a1%e1%86%a8%e1%84%83%e1%85%ac%e1%86%ab-%e1%84%80%e1%85%a1%e1%86%b9%e1%84%8b%e1%85%b3%e1%86%af\/"},"modified":"2023-07-28T03:04:44","modified_gmt":"2023-07-28T03:04:44","slug":"%e1%84%91%e1%85%a2%e1%86%ab%e1%84%83%e1%85%a5%e1%84%82%e1%85%b3%e1%86%ab-%e1%84%82%e1%85%ae%e1%84%85%e1%85%a1%e1%86%a8%e1%84%83%e1%85%ac%e1%86%ab-%e1%84%80%e1%85%a1%e1%86%b9%e1%84%8b%e1%85%b3%e1%86%af","status":"publish","type":"post","link":"https:\/\/statorials.org\/ko\/%e1%84%91%e1%85%a2%e1%86%ab%e1%84%83%e1%85%a5%e1%84%82%e1%85%b3%e1%86%ab-%e1%84%82%e1%85%ae%e1%84%85%e1%85%a1%e1%86%a8%e1%84%83%e1%85%ac%e1%86%ab-%e1%84%80%e1%85%a1%e1%86%b9%e1%84%8b%e1%85%b3%e1%86%af\/","title":{"rendered":"Pandas dataframe\uc5d0\uc11c \ub204\ub77d\ub41c \uac12\uc744 \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\uc885\uc885 Pandas DataFrame\uc5d0\uc11c \ub204\ub77d\ub41c \uac12\uc758 \uac1c\uc218\ub97c \uacc4\uc0b0\ud558\uace0 \uc2f6\uc744 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc774 \ud29c\ud1a0\ub9ac\uc5bc\uc5d0\uc11c\ub294 \ub2e4\uc74c DataFrame\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub204\ub77d\ub41c \uac12\uc744 \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud55c \uba87 \uac00\uc9c0 \uc608\ub97c \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #107d3f;\">import<\/span> pandas <span style=\"color: #107d3f;\">as<\/span> pd\n<span style=\"color: #107d3f;\">import<\/span> numpy <span style=\"color: #107d3f;\">as<\/span> np\n\n<span style=\"color: #008080;\">#create DataFrame with some missing values<\/span>\ndf = pd.DataFrame({'a': [4, np.nan, np.nan, 7, 8, 12],\n                   'b': [np.nan, 6, 8, 14, 29, np.nan],\n                   'c': [11, 8, 10, 6, 6, np.nan]})\n\n<span style=\"color: #008080;\">#view DataFrame<\/span>\n<span style=\"color: #3366ff;\">print<\/span> (df)\n\n      ABC\n0 4.0 NaN 11.0\n1 NaN 6.0 8.0\n2 NaN 8.0 10.0\n3 7.0 14.0 6.0\n4 8.0 29.0 6.0\n5 12.0 NaN NaN\n<\/strong><\/pre>\n<h3> <span style=\"color: #000000;\"><strong>\uc804\uccb4 DataFrame\uc5d0\uc11c \ucd1d \ub204\ub77d\ub41c \uac12\uc744 \uacc4\uc0b0\ud569\ub2c8\ub2e4.<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c \ucf54\ub4dc\ub294 \uc804\uccb4 DataFrame\uc5d0\uc11c \ub204\ub77d\ub41c \uac12\uc758 \ucd1d \uac1c\uc218\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>df. <span style=\"color: #3366ff;\">isnull<\/span> (). <span style=\"color: #3366ff;\">sum<\/span> (). <span style=\"color: #3366ff;\">sum<\/span> ()\n\n5<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\uc774\ub294 \ucd1d <strong>5\uac1c\uc758<\/strong> \uacb0\uce21\uac12\uc774 \uc788\uc74c\uc744 \uc54c\ub824\uc90d\ub2c8\ub2e4.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\uc5f4\ub2f9 \ucd1d \uacb0\uce21\uac12 \uacc4\uc0b0<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c \ucf54\ub4dc\ub294 DataFrame\uc758 \uac01 \uc5f4\uc5d0\uc11c \ub204\ub77d\ub41c \uac12\uc758 \ucd1d \uac1c\uc218\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>df. <span style=\"color: #3366ff;\">isnull<\/span> (). <span style=\"color: #3366ff;\">sum<\/span> ()\n\nat 2\nb 2\nc 1\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\uc774\ub294 \uc6b0\ub9ac\uc5d0\uac8c \ub2e4\uc74c\uc744 \uc54c\ub824\uc90d\ub2c8\ub2e4.<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">&#8220;a&#8221; \uc5f4\uc5d0\ub294 <strong>2\uac1c\uc758<\/strong> \ub204\ub77d\ub41c \uac12\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n<li> <span style=\"color: #000000;\">&#8220;b&#8221; \uc5f4\uc5d0\ub294 <strong>2\uac1c\uc758<\/strong> \ub204\ub77d\ub41c \uac12\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n<li> <span style=\"color: #000000;\">&#8220;c&#8221; \uc5f4\uc5d0 \ub204\ub77d\ub41c \uac12\uc774 <strong>1\uac1c<\/strong> \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n<\/ul>\n<p> \ub204\ub77d\ub41c \uac12\uc758 \uc218\ub97c \uc804\uccb4 \uc5f4\uc758 \ubc31\ubd84\uc728\ub85c \ud45c\uc2dc\ud560 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>df. <span style=\"color: #3366ff;\">isnull<\/span> (). <span style=\"color: #3366ff;\">sum<\/span> ()\/ <span style=\"color: #008000;\">len<\/span> (df)* <span style=\"color: #008000;\">100<\/span>\n\na 33.333333\nb 33.333333\nc 16.666667\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\uc774\ub294 \uc6b0\ub9ac\uc5d0\uac8c \ub2e4\uc74c\uc744 \uc54c\ub824\uc90d\ub2c8\ub2e4.<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">&#8220;a&#8221; \uc5f4\uc758 \uac12 \uc911 <strong>33.33%\uac00<\/strong> \ub204\ub77d\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n<li> <span style=\"color: #000000;\">&#8220;b&#8221;\uc5f4\uc758 \uac12 \uc911 <strong>33.33%\uac00<\/strong> \ub204\ub77d\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n<li> <span style=\"color: #000000;\">&#8220;c&#8221; \uc5f4\uc758 \uac12 \uc911 <strong>16.67%\uac00<\/strong> \ub204\ub77d\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n<\/ul>\n<h3> <span style=\"color: #000000;\"><strong>\ud589\ub2f9 \ucd1d \uacb0\uce21\uac12 \uacc4\uc0b0<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c \ucf54\ub4dc\ub294 DataFrame\uc758 \uac01 \ud589\uc5d0\uc11c \ub204\ub77d\ub41c \uac12\uc758 \ucd1d \uac1c\uc218\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>df. <span style=\"color: #3366ff;\">isnull<\/span> (). <span style=\"color: #3366ff;\">sum<\/span> (axis= <span style=\"color: #008000;\">1<\/span> )\n\n0 1\n1 1\n2 1\n30\n4 0\n5 2<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\uc774\ub294 \uc6b0\ub9ac\uc5d0\uac8c \ub2e4\uc74c\uc744 \uc54c\ub824\uc90d\ub2c8\ub2e4.<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">1\ud589\uc5d0\ub294 \ub204\ub77d\ub41c \uac12\uc774 <strong>1\uac1c<\/strong> \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n<li> <span style=\"color: #000000;\">2\ud589\uc5d0\ub294 \ub204\ub77d\ub41c \uac12\uc774 <strong>1\uac1c<\/strong> \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n<li> <span style=\"color: #000000;\">3\ud589\uc5d0\ub294 \ub204\ub77d\ub41c \uac12\uc774 <strong>1\uac1c<\/strong> \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n<li> <span style=\"color: #000000;\">4\ud589\uc5d0\ub294 \ub204\ub77d\ub41c \uac12\uc774 <strong>0\uac1c<\/strong> \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n<li> <span style=\"color: #000000;\">5\ud589\uc5d0\ub294 \ub204\ub77d\ub41c \uac12\uc774 <strong>0\uac1c<\/strong> \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n<li> <span style=\"color: #000000;\">6\ud589\uc5d0\ub294 \ub204\ub77d\ub41c \uac12\uc774 <strong>2\uac1c<\/strong> \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n<\/ul>\n<h3> <span style=\"color: #000000;\"><strong>\ucd94\uac00 \ub9ac\uc18c\uc2a4<\/strong><\/span><\/h3>\n<p> <a href=\"https:\/\/statorials.org\/ko\/\u1103\u1161\u11ab\u110b\u1175\u11af-\u1111\u1162\u11ab\u1103\u1165-\u1103\u1161\u110c\u116e\u11bc-\u110b\u1167\u11af\/\" target=\"_blank\" rel=\"noopener noreferrer\">Pandas\uc758 \uc5ec\ub7ec \uc5f4\uc5d0\uc11c \uace0\uc720\ud55c \uac12\uc744 \ucc3e\ub294 \ubc29\ubc95<\/a><br \/> <a href=\"https:\/\/statorials.org\/ko\/\u110b\u1167\u11af\u110b\u1173\u11af-\u1100\u1175\u1107\u1161\u11ab\u110b\u1173\u1105\u1169-\u1111\u1162\u11ab\u1103\u1165-\u1106\u1161\u11ab\u1103\u1173\u11af\u1100\u1175\/\" target=\"_blank\" rel=\"noopener noreferrer\">Pandas\uc758 \uc870\uac74\uc744 \uae30\ubc18\uc73c\ub85c \uc0c8 \uc5f4\uc744 \ub9cc\ub4dc\ub294 \ubc29\ubc95<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\uc885\uc885 Pandas DataFrame\uc5d0\uc11c \ub204\ub77d\ub41c \uac12\uc758 \uac1c\uc218\ub97c \uacc4\uc0b0\ud558\uace0 \uc2f6\uc744 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ud29c\ud1a0\ub9ac\uc5bc\uc5d0\uc11c\ub294 \ub2e4\uc74c DataFrame\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub204\ub77d\ub41c \uac12\uc744 \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud55c \uba87 \uac00\uc9c0 \uc608\ub97c \ubcf4\uc5ec\uc90d\ub2c8\ub2e4. import pandas as pd import numpy as np #create DataFrame with some missing values df = pd.DataFrame({&#8216;a&#8217;: [4, np.nan, np.nan, 7, 8, 12], &#8216;b&#8217;: [np.nan, 6, 8, 14, 29, np.nan], &#8216;c&#8217;: [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[],"class_list":["post-975","post","type-post","status-publish","format-standard","hentry","category-20"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>DataFrame Pandas\uc5d0\uc11c \ub204\ub77d\ub41c \uac12\uc744 \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95 \u2013 Statorials<\/title>\n<meta name=\"description\" content=\"\uc5ec\ub7ec \uc608\ub97c \ud3ec\ud568\ud558\uc5ec pandas DataFrame\uc5d0\uc11c \ub204\ub77d\ub41c \uac12\uc744 \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud55c \uac04\ub2e8\ud55c \uc124\uba85\uc785\ub2c8\ub2e4.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, 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