{"id":1360,"date":"2023-07-26T17:05:19","date_gmt":"2023-07-26T17:05:19","guid":{"rendered":"https:\/\/statorials.org\/ko\/%e1%84%86%e1%85%a1%e1%86%ab-%e1%84%8f%e1%85%a6%e1%86%ab%e1%84%83%e1%85%a1%e1%86%af%e1%84%8b%e1%85%b5-%e1%84%91%e1%85%a1%e1%84%8b%e1%85%b5%e1%84%8a%e1%85%a5%e1%86%ab%e1%84%8b%e1%85%b3%e1%86%af\/"},"modified":"2023-07-26T17:05:19","modified_gmt":"2023-07-26T17:05:19","slug":"%e1%84%86%e1%85%a1%e1%86%ab-%e1%84%8f%e1%85%a6%e1%86%ab%e1%84%83%e1%85%a1%e1%86%af%e1%84%8b%e1%85%b5-%e1%84%91%e1%85%a1%e1%84%8b%e1%85%b5%e1%84%8a%e1%85%a5%e1%86%ab%e1%84%8b%e1%85%b3%e1%86%af","status":"publish","type":"post","link":"https:\/\/statorials.org\/ko\/%e1%84%86%e1%85%a1%e1%86%ab-%e1%84%8f%e1%85%a6%e1%86%ab%e1%84%83%e1%85%a1%e1%86%af%e1%84%8b%e1%85%b5-%e1%84%91%e1%85%a1%e1%84%8b%e1%85%b5%e1%84%8a%e1%85%a5%e1%86%ab%e1%84%8b%e1%85%b3%e1%86%af\/","title":{"rendered":"Python\uc5d0\uc11c mann-kendall \ucd94\uc138 \ud14c\uc2a4\ud2b8\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>Mann-Kendall \ucd94\uc138 \ud14c\uc2a4\ud2b8\ub294<\/strong> \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\uc5d0 \ucd94\uc138\uac00 \uc788\ub294\uc9c0 \uc5ec\ubd80\ub97c \ud655\uc778\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc774\ub294 \ube44\ubaa8\uc218\uc801 \ud14c\uc2a4\ud2b8\uc785\ub2c8\ub2e4. \uc989, \ub370\uc774\ud130\uc758 \uc815\uaddc\uc131\uc5d0 \ub300\ud55c \uae30\ubcf8 \uac00\uc815\uc774 \uc774\ub8e8\uc5b4\uc9c0\uc9c0 \uc54a\uc74c\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\ud14c\uc2a4\ud2b8 \uac00\uc124\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>H <sub>0<\/sub> (\uadc0\ubb34\uac00\uc124):<\/strong> \ub370\uc774\ud130\uc5d0 \ucd94\uc138\uac00 \uc5c6\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong><sub>HA<\/sub> (\ub300\ub9bd\uac00\uc124):<\/strong> \ub370\uc774\ud130\uc5d0 \ucd94\uc138\uac00 \uc874\uc7ac\ud569\ub2c8\ub2e4. (\uc774\uac83\uc740 \uae0d\uc815\uc801\uc77c \uc218\ub3c4 \uc788\uace0 \ubd80\uc815\uc801\uc778 \ucd94\uc138\uc77c \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4)<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uac80\uc815\uc758 p-\uac12\uc774 \ud2b9\uc815 \uc720\uc758 \uc218\uc900(\uc77c\ubc18\uc801\uc73c\ub85c \uc120\ud0dd\ub418\ub294 \uac12\uc740 0.10, 0.05, 0.01)\ubcf4\ub2e4 \ub0ae\uc73c\uba74 \uc2dc\uacc4\uc5f4\uc758 \ub370\uc774\ud130\uc5d0 \ucd94\uc138\uac00 \uc874\uc7ac\ud55c\ub2e4\ub294 \ud1b5\uacc4\uc801\uc73c\ub85c \uc720\uc758\ubbf8\ud55c \uc99d\uac70\uac00 \uc788\ub294 \uac83\uc785\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc774 \ud29c\ud1a0\ub9ac\uc5bc\uc5d0\uc11c\ub294 Python\uc5d0\uc11c Mann-Kendall \ucd94\uc138 \ud14c\uc2a4\ud2b8\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95\uc744 \uc124\uba85\ud569\ub2c8\ub2e4.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\uc608: Python\uc758 Mann-Kendall \ucd94\uc138 \ud14c\uc2a4\ud2b8<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Python\uc5d0\uc11c Mann-Kendall \ucd94\uc138 \ud14c\uc2a4\ud2b8\ub97c \uc218\ud589\ud558\ub824\uba74 \uba3c\uc800 <a href=\"https:\/\/pypi.org\/project\/pymannkendall\/\" target=\"_blank\" rel=\"noopener\">pymannkendall<\/a> \ud328\ud0a4\uc9c0\ub97c \uc124\uce58\ud569\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong>pip <span style=\"color: #008000;\">install<\/span> pymannkendall<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\uc774 \ud328\ud0a4\uc9c0\ub97c \uc124\uce58\ud558\uba74 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\uc138\ud2b8\uc5d0 \ub300\ud574 Mann-Kendall \ucd94\uc138 \ud14c\uc2a4\ud2b8\ub97c \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create dataset\n<\/span>data = [31, 29, 28, 28, 27, 26, 26, 27, 27, 27, 28, 29, 30, 29, 30, 29, 28]\n\n<span style=\"color: #008080;\">#perform Mann-Kendall Trend Test\n<\/span><span style=\"color: #008000;\">import<\/span> pymannkendall <span style=\"color: #008000;\">as<\/span> mk\n\nmk. <span style=\"color: #3366ff;\">original_test<\/span> (data)\n\nMann_Kendall_Test(trend='no trend', h=False, p=0.422586268671707,\n                  z=0.80194241623, Tau=0.147058823529, s=20.0,\n                  var_s=561.33333333, slope=0.0384615384615, intercept=27.692307692)<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\ud14c\uc2a4\ud2b8 \uacb0\uacfc\ub97c \ud574\uc11d\ud558\ub294 \ubc29\ubc95\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>trend<\/strong> : \ucd94\uc138\ub97c \ub098\ud0c0\ub0c5\ub2c8\ub2e4. \uac00\ub2a5\ud55c \uacb0\uacfc\uc5d0\ub294 \uc99d\uac00, \uac10\uc18c \ub610\ub294 \ucd94\uc138 \uc5c6\uc74c\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4.<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>h:<\/strong> \ucd94\uc138\uac00 \uc788\uc73c\uba74 \ucc38\uc785\ub2c8\ub2e4. \ucd94\uc138\uac00 \uc5c6\uc73c\uba74 \uac70\uc9d3\uc785\ub2c8\ub2e4.<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>p:<\/strong> \ud14c\uc2a4\ud2b8\uc758 p \uac12\uc785\ub2c8\ub2e4.<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>z:<\/strong> \uc815\uaddc\ud654 \ud14c\uc2a4\ud2b8 \ud1b5\uacc4\uc785\ub2c8\ub2e4.<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>\ud0c0\uc6b0:<\/strong> \ucf04\ub2ec \ud0c0\uc6b0.<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>s:<\/strong> Mann-Kendal \uc810\uc218<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>var_s:<\/strong> \ud3b8\ucc28 S<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>\uae30\uc6b8\uae30:<\/strong> Theil-Sen\/\uae30\uc6b8\uae30 \ucd94\uc815\uae30<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>\ucc28\ub2e8:<\/strong> \uacac\uace0\ud55c Kendall-Theil \ub77c\uc778 \ucc28\ub2e8<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\uc6b0\ub9ac\uac00 \uad00\uc2ec\uc744 \uac16\ub294 \uc8fc\uc694 \uac12\uc740 \ub370\uc774\ud130\uc5d0 \ud1b5\uacc4\uc801\uc73c\ub85c \uc720\uc758\ubbf8\ud55c \ucd94\uc138\uac00 \uc788\ub294\uc9c0 \uc5ec\ubd80\ub97c \uc54c\ub824\uc8fc\ub294 p-\uac12\uc785\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc774 \uc608\uc5d0\uc11c p-\uac12\uc740 <strong>0.4226<\/strong> \uc774\uba70 \uc774\ub294 0.05 \uc774\uc0c1\uc785\ub2c8\ub2e4. \ub530\ub77c\uc11c \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\uc5d0\ub294 \ud070 \ucd94\uc138\uac00 \uc5c6\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Mann-Kendall \ucd94\uc138 \ud14c\uc2a4\ud2b8\ub97c \uc218\ud589\ud558\ub294 \uac83 \uc678\uc5d0\ub3c4 Matplotlib\ub97c \uc0ac\uc6a9\ud558\uc5ec \ube60\ub978 \uc120 \uadf8\ub798\ud504\ub97c \ub9cc\ub4e4\uc5b4 \uc2e4\uc81c \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\ub97c \uc2dc\uac01\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008000;\">import<\/span> matplotlib. <span style=\"color: #3366ff;\">pyplot<\/span> <span style=\"color: #008000;\">as<\/span> plt\n\nplt. <span style=\"color: #3366ff;\">plot<\/span> (data)\n<\/strong><\/pre>\n<p> \ud0c0\uc784\uc2a4 <img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-13523 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/mannkendallpython1.png\" alt=\"\" width=\"384\" height=\"260\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">\ucc28\ud2b8\ub97c \ubcf4\uba74 \ub370\uc774\ud130\uac00 \uc57d\uac04 \ubd84\uc0b0\ub418\uc5b4 \uc788\ub294 \uac83\uc744 \ubcfc \uc218 \uc788\ub294\ub370, \uc774\ub294 \ub370\uc774\ud130\uc5d0 \uba85\ud655\ud55c \ucd94\uc138\uac00 \uc5c6\uc74c\uc744 \ud655\uc778\uc2dc\ucf1c \uc90d\ub2c8\ub2e4.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\ucd94\uac00 \ub9ac\uc18c\uc2a4<\/strong><\/span><\/h3>\n<p> <a href=\"https:\/\/statorials.org\/ko\/matplotlib-\u1109\u1175\u1100\u1168\u110b\u1167\u11af\/\" target=\"_blank\" rel=\"noopener\">Matplotlib\uc5d0\uc11c \uc2dc\uacc4\uc5f4\uc744 \uadf8\ub9ac\ub294 \ubc29\ubc95<\/a><br \/> <a href=\"https:\/\/statorials.org\/ko\/\u1103\u1175\u110f\u1175-\u1111\u116e\u11af\u1105\u1165-\u1110\u1166\u1109\u1173\u1110\u1173-\u1111\u1161\u110b\u1175\u110a\u1165\u11ab\/\" target=\"_blank\" rel=\"noopener\">Python\uc5d0\uc11c \uc99d\uac15\ub41c Dickey-Fuller \ud14c\uc2a4\ud2b8\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95<\/a><br \/> <a href=\"https:\/\/statorials.org\/ko\/\u1111\u1162\u11ab\u1103\u1165-\u1103\u1161\u110c\u116e\u11bc-\u1111\u1173\u11af\u1105\u1169\u11ba-\u1109\u1175\u1105\u1175\u110c\u1173\/\" target=\"_blank\" rel=\"noopener\">Pandas DataFrame\uc5d0\uc11c \uc5ec\ub7ec \uacc4\uc5f4\uc744 \uadf8\ub9ac\ub294 \ubc29\ubc95<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Mann-Kendall \ucd94\uc138 \ud14c\uc2a4\ud2b8\ub294 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\uc5d0 \ucd94\uc138\uac00 \uc788\ub294\uc9c0 \uc5ec\ubd80\ub97c \ud655\uc778\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc774\ub294 \ube44\ubaa8\uc218\uc801 \ud14c\uc2a4\ud2b8\uc785\ub2c8\ub2e4. \uc989, \ub370\uc774\ud130\uc758 \uc815\uaddc\uc131\uc5d0 \ub300\ud55c \uae30\ubcf8 \uac00\uc815\uc774 \uc774\ub8e8\uc5b4\uc9c0\uc9c0 \uc54a\uc74c\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \ud14c\uc2a4\ud2b8 \uac00\uc124\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4. H 0 (\uadc0\ubb34\uac00\uc124): \ub370\uc774\ud130\uc5d0 \ucd94\uc138\uac00 \uc5c6\uc2b5\ub2c8\ub2e4. HA (\ub300\ub9bd\uac00\uc124): \ub370\uc774\ud130\uc5d0 \ucd94\uc138\uac00 \uc874\uc7ac\ud569\ub2c8\ub2e4. (\uc774\uac83\uc740 \uae0d\uc815\uc801\uc77c \uc218\ub3c4 \uc788\uace0 \ubd80\uc815\uc801\uc778 \ucd94\uc138\uc77c \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4) \uac80\uc815\uc758 p-\uac12\uc774 \ud2b9\uc815 \uc720\uc758 \uc218\uc900(\uc77c\ubc18\uc801\uc73c\ub85c \uc120\ud0dd\ub418\ub294 \uac12\uc740 0.10, 0.05, [&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-1360","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>Python\uc5d0\uc11c Mann-Kendall \ucd94\uc138 \ud14c\uc2a4\ud2b8\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95 - \ud1b5\uacc4<\/title>\n<meta name=\"description\" content=\"\uc774 \ud29c\ud1a0\ub9ac\uc5bc\uc5d0\uc11c\ub294 Python\uc5d0\uc11c Mann-Kendall \ucd94\uc138 \ud14c\uc2a4\ud2b8\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95\uc744 \uc608\uc81c\uc640 \ud568\uaed8 \uc124\uba85\ud569\ub2c8\ub2e4.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/statorials.org\/ko\/\u1106\u1161\u11ab-\u110f\u1166\u11ab\u1103\u1161\u11af\u110b\u1175-\u1111\u1161\u110b\u1175\u110a\u1165\u11ab\u110b\u1173\u11af\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Python\uc5d0\uc11c Mann-Kendall \ucd94\uc138 \ud14c\uc2a4\ud2b8\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95 - 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