{"id":1556,"date":"2023-07-25T21:43:21","date_gmt":"2023-07-25T21:43:21","guid":{"rendered":"https:\/\/statorials.org\/ko\/%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%b4-%e1%84%89%e1%85%a1%e1%86%bc%e1%84%92%e1%85%a9-%e1%84%89%e1%85%a1%e1%86%bc%e1%84%80%e1%85%aa%e1%86%ab\/"},"modified":"2023-07-25T21:43:21","modified_gmt":"2023-07-25T21:43:21","slug":"%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%b4-%e1%84%89%e1%85%a1%e1%86%bc%e1%84%92%e1%85%a9-%e1%84%89%e1%85%a1%e1%86%bc%e1%84%80%e1%85%aa%e1%86%ab","status":"publish","type":"post","link":"https:\/\/statorials.org\/ko\/%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%b4-%e1%84%89%e1%85%a1%e1%86%bc%e1%84%92%e1%85%a9-%e1%84%89%e1%85%a1%e1%86%bc%e1%84%80%e1%85%aa%e1%86%ab\/","title":{"rendered":"Python\uc5d0\uc11c \uc0c1\ud638 \uc0c1\uad00\uc744 \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>\uc0c1\ud638\uc0c1\uad00\uc740<\/strong> \uc2dc\uacc4\uc5f4\uacfc \ub2e4\ub978 \uc2dc\uacc4\uc5f4\uc758 \uc9c0\uc5f0 \ubc84\uc804 \uac04\uc758 \uc720\uc0ac\uc131 \uc815\ub3c4\ub97c \uce21\uc815\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc774\ub7ec\ud55c \uc720\ud615\uc758 \uc0c1\uad00 \uad00\uacc4\ub294 \ud55c \uc2dc\uacc4\uc5f4\uc758 \uac12\uc774 \ub2e4\ub978 \uc2dc\uacc4\uc5f4\uc758 \ubbf8\ub798 \uac12\uc744 \uc608\uce21\ud558\ub294\uc9c0 \uc5ec\ubd80\ub97c \uc54c\ub824\uc904 \uc218 \uc788\uc73c\ubbc0\ub85c \uacc4\uc0b0\uc5d0 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/span> <span style=\"color: #000000;\">\uc989, \ud558\ub098\uc758 \uc2dc\uacc4\uc5f4\uc774 \ub2e4\ub978 \uc2dc\uacc4\uc5f4\uc758 \uc120\ud589 \uc9c0\ud45c\uc778\uc9c0 \uc5ec\ubd80\ub97c \uc54c\ub824\uc904 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc774\ub7ec\ud55c \uc720\ud615\uc758 \uc0c1\uad00 \uad00\uacc4\ub294 \ub2e4\uc74c\uc744 \ud3ec\ud568\ud558\uc5ec \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>\uae30\uc5c5:<\/strong> \ub9c8\ucf00\ud305 \uc9c0\ucd9c\uc740 \uc885\uc885 \ubbf8\ub798 \ube44\uc988\ub2c8\uc2a4 \uc218\uc775\uc758 \uc8fc\uc694 \uc9c0\ud45c\ub85c \uac04\uc8fc\ub429\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ud68c\uc0ac\uac00 \ud55c \ubd84\uae30\uc5d0 \ub9c8\ucf00\ud305\uc5d0 \ube44\uc815\uc0c1\uc801\uc73c\ub85c \ub9ce\uc740 \ub3c8\uc744 \uc9c0\ucd9c\ud588\ub2e4\uba74 \ucd1d \uc218\uc775\uc740 <em>x<\/em> \ubd84\uae30 \uc774\ud6c4\uc5d0 \ub192\uc544\uc57c \ud569\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>\uacbd\uc81c:<\/strong> \uc18c\ube44\uc790 \uc2e0\ub8b0 \uc9c0\uc218(CCI)\ub294 \uad6d\uac00\uc758 \uad6d\ub0b4\ucd1d\uc0dd\uc0b0(GDP)\uc744 \ub098\ud0c0\ub0b4\ub294 \uc8fc\uc694 \uc9c0\ud45c\ub85c \uac04\uc8fc\ub429\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ud2b9\uc815 \ub2ec\uc5d0 CCI\uac00 \ub192\ub2e4\uba74, GDP\ub294 <em>x<\/em> \uac1c\uc6d4 \ud6c4\uc5d0 \ub354 \ub192\uc544\uc9c8 \uac00\ub2a5\uc131\uc774 \ub192\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c \uc608\uc5d0\uc11c\ub294 Python\uc5d0\uc11c \ub450 \uc2dc\uacc4\uc5f4 \uac04\uc758 \uc0c1\ud638 \uc0c1\uad00\uc744 \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\uc608: Python\uc5d0\uc11c \uc0c1\ud638 \uc0c1\uad00\uc744 \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\ud2b9\uc815 \ud68c\uc0ac\uc758 \ucd1d \ub9c8\ucf00\ud305 \uc9c0\ucd9c(\ucc9c \ub2e8\uc704)\uacfc 12\uac1c\uc6d4 \uc5f0\uc18d \ucd1d \uc218\uc775(\ucc9c \ub2e8\uc704)\uc744 \ubcf4\uc5ec\uc8fc\ub294 Python\uc758 \ub2e4\uc74c \uc2dc\uacc4\uc5f4\uc774 \uc788\ub2e4\uace0 \uac00\uc815\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">import<\/span> numpy <span style=\"color: #008000;\">as<\/span> np\n\n<span style=\"color: #008080;\">#define data<\/span> \nmarketing = n.p. <span style=\"color: #3366ff;\">array<\/span> ([3, 4, 5, 5, 7, 9, 13, 15, 12, 10, 8, 8])\nincome = np. <span style=\"color: #3366ff;\">array<\/span> ([21, 19, 22, 24, 25, 29, 30, 34, 37, 40, 35, 30])<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c\uacfc \uac19\uc774 <a href=\"https:\/\/www.statsmodels.org\/stable\/generated\/statsmodels.tsa.stattools.ccf.html\" target=\"_blank\" rel=\"noopener\">statsmodels \ud328\ud0a4\uc9c0<\/a> \uc758 <b>ccf()<\/b> \ud568\uc218\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub450 \uc2dc\uacc4\uc5f4 \uac04\uc758 \uac01 \uc9c0\uc5f0\uc5d0 \ub300\ud55c \uc0c1\ud638 \uc0c1\uad00\uc744 \uacc4\uc0b0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008000;\">import<\/span> statsmodels. <span style=\"color: #3366ff;\">api<\/span> <span style=\"color: #008000;\">as<\/span> sm\n\n<span style=\"color: #008080;\">#calculate cross correlation\n<\/span>sm. <span style=\"color: #3366ff;\">tsa<\/span> . <span style=\"color: #3366ff;\">stattools<\/span> . <span style=\"color: #3366ff;\">ccf<\/span> (marketing, revenue, adjusted= <span style=\"color: #008000;\">False<\/span> )\n\narray([ 0.77109358, 0.46238654, 0.19352232, -0.06066296, -0.28159595,\n       -0.44531104, -0.49159463, -0.35783655, -0.15697476, -0.03430078,\n        0.01587722, 0.0070399 ])<\/strong><\/span><\/pre>\n<p> <span style=\"color: #000000;\">\uc774 \ucd9c\ub825\uc744 \ud574\uc11d\ud558\ub294 \ubc29\ubc95\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">\uc2dc\ucc28 0\uc5d0\uc11c\uc758 \uc0c1\ud638 \uc0c1\uad00\uc740 <strong>0.771<\/strong> \uc785\ub2c8\ub2e4.<\/span><\/li>\n<li> <span style=\"color: #000000;\">\uc2dc\ucc28 1\uc5d0\uc11c\uc758 \uc0c1\ud638 \uc0c1\uad00\uc740 <strong>0.462<\/strong> \uc785\ub2c8\ub2e4.<\/span><\/li>\n<li> <span style=\"color: #000000;\">\uc2dc\ucc28 2\uc5d0\uc11c\uc758 \uc0c1\ud638 \uc0c1\uad00\uc740 <strong>0.194<\/strong> \uc785\ub2c8\ub2e4.<\/span><\/li>\n<li> <span style=\"color: #000000;\">\uc2dc\ucc28 3\uc5d0\uc11c\uc758 \uc0c1\ud638 \uc0c1\uad00\uc740 <strong>-0.061<\/strong> \uc785\ub2c8\ub2e4.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\ub4f1\ub4f1.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\ub450 \uc2dc\uacc4\uc5f4 \uac04\uc758 \uc0c1\uad00\uad00\uacc4\ub294 \uc2dc\ucc28 \uc218\uac00 \uc99d\uac00\ud568\uc5d0 \ub530\ub77c \uc810\uc810 \ub354 \ub35c \uae0d\uc815\uc801\uc774 \ub429\ub2c8\ub2e4. \uc774\ub294 \ud2b9\uc815 \ub2ec\uc758 \ub9c8\ucf00\ud305 \uc9c0\ucd9c\uc774 1~2\uac1c\uc6d4 \ud6c4\uc758 \uc218\uc775\uc744 \uc0c1\ub2f9\ud788 \uc608\uce21\ud558\uc9c0\ub9cc 2\uac1c\uc6d4 \uc774\ud6c4\uc758 \uc218\uc775\uc740 \uc608\uce21\ud558\uc9c0 \ubabb\ud55c\ub2e4\ub294 \uac83\uc744 \ub9d0\ud574\uc90d\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc774\ub294 \uc9c1\uad00\uc801\uc73c\ub85c \uc774\ud574\ub429\ub2c8\ub2e4. \ud2b9\uc815 \ub2ec\uc758 \ub192\uc740 \ub9c8\ucf00\ud305 \uc9c0\ucd9c\uc774 \ud5a5\ud6c4 2\uac1c\uc6d4 \ub3d9\uc548 \uc218\uc775 \uc99d\uac00\ub97c \uc608\uce21\ud560 \uac83\uc73c\ub85c \uc608\uc0c1\ud558\uc9c0\ub9cc, \uc9c0\uae08\ubd80\ud130 \uba87 \ub2ec \ud6c4\uc5d0 \ubc18\ub4dc\uc2dc \uc218\uc775 \uc99d\uac00\uac00 \ud544\uc694\ud55c \uac83\uc740 \uc544\ub2d9\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\/\u110c\u1161\u1100\u1175\u1109\u1161\u11bc\u1100\u116a\u11ab-\u1111\u1161\u110b\u1175\u110a\u1165\u11ab\/\" target=\"_blank\" rel=\"noopener\">Python\uc5d0\uc11c \uc790\uae30\uc0c1\uad00\uc744 \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95<\/a><br \/> <a href=\"https:\/\/statorials.org\/ko\/\u1107\u116e\u1107\u116e\u11ab-\u1109\u1161\u11bc\u1100\u116a\u11ab-\u1111\u1161\u110b\u1175\u110a\u1165\u11ab\/\" target=\"_blank\" rel=\"noopener\">Python\uc5d0\uc11c \ubd80\ubd84 \uc0c1\uad00 \uad00\uacc4\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95<\/a><br \/> <a href=\"https:\/\/statorials.org\/ko\/\u1111\u1169\u110b\u1175\u11ab\u1110\u1173-\u110b\u1175\u110c\u1175\u11a8\u110b\u1167\u11af-\u1109\u1161\u11bc\u1100\u116a\u11ab-\u1111\u1161\u110b\u1175\u110a\u1165\u11ab\/\" target=\"_blank\" rel=\"noopener\">Python\uc5d0\uc11c \uc810-\uc774\uc911 \uc0c1\uad00 \uad00\uacc4\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\uc0c1\ud638\uc0c1\uad00\uc740 \uc2dc\uacc4\uc5f4\uacfc \ub2e4\ub978 \uc2dc\uacc4\uc5f4\uc758 \uc9c0\uc5f0 \ubc84\uc804 \uac04\uc758 \uc720\uc0ac\uc131 \uc815\ub3c4\ub97c \uce21\uc815\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc720\ud615\uc758 \uc0c1\uad00 \uad00\uacc4\ub294 \ud55c \uc2dc\uacc4\uc5f4\uc758 \uac12\uc774 \ub2e4\ub978 \uc2dc\uacc4\uc5f4\uc758 \ubbf8\ub798 \uac12\uc744 \uc608\uce21\ud558\ub294\uc9c0 \uc5ec\ubd80\ub97c \uc54c\ub824\uc904 \uc218 \uc788\uc73c\ubbc0\ub85c \uacc4\uc0b0\uc5d0 \uc720\uc6a9\ud569\ub2c8\ub2e4. \uc989, \ud558\ub098\uc758 \uc2dc\uacc4\uc5f4\uc774 \ub2e4\ub978 \uc2dc\uacc4\uc5f4\uc758 \uc120\ud589 \uc9c0\ud45c\uc778\uc9c0 \uc5ec\ubd80\ub97c \uc54c\ub824\uc904 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc720\ud615\uc758 \uc0c1\uad00 \uad00\uacc4\ub294 \ub2e4\uc74c\uc744 \ud3ec\ud568\ud558\uc5ec \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uae30\uc5c5: \ub9c8\ucf00\ud305 \uc9c0\ucd9c\uc740 \uc885\uc885 \ubbf8\ub798 \ube44\uc988\ub2c8\uc2a4 [&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-1556","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 \uc0c1\ud638 \uc0c1\uad00\uad00\uacc4\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95 - \ud1b5\uacc4\ud559<\/title>\n<meta name=\"description\" content=\"\uc774 \ud29c\ud1a0\ub9ac\uc5bc\uc5d0\uc11c\ub294 Python\uc5d0\uc11c \uc0c1\ud638 \uc0c1\uad00\uc744 \uacc4\uc0b0\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\" 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