{"id":4567,"date":"2023-07-10T00:44:39","date_gmt":"2023-07-10T00:44:39","guid":{"rendered":"https:\/\/statorials.org\/ja\/sas-%e3%81%ae%e9%9d%9e%e5%af%be%e7%a7%b0%e5%b0%96%e5%ba%a6\/"},"modified":"2023-07-10T00:44:39","modified_gmt":"2023-07-10T00:44:39","slug":"sas-%e3%81%ae%e9%9d%9e%e5%af%be%e7%a7%b0%e5%b0%96%e5%ba%a6","status":"publish","type":"post","link":"https:\/\/statorials.org\/ja\/sas-%e3%81%ae%e9%9d%9e%e5%af%be%e7%a7%b0%e5%b0%96%e5%ba%a6\/","title":{"rendered":"Sas \u3067\u6b6a\u5ea6\u3068\u5c16\u5ea6\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\u7d71\u8a08\u5b66\u3067\u306f\u3001<strong>\u6b6a\u5ea6<\/strong>\u3068<strong>\u5c16\u5ea6\u306f<\/strong>\u5206\u5e03\u306e\u5f62\u72b6\u3092\u6e2c\u5b9a\u3059\u308b 2 \u3064\u306e\u65b9\u6cd5\u3067\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\"><strong>\u6b6a\u5ea6\u306f\u3001<\/strong>\u5206\u5e03\u306e\u975e\u5bfe\u79f0\u6027\u3092\u6e2c\u5b9a\u3057\u307e\u3059\u3002<\/span><\/p>\n<ul>\n<li><span style=\"color: #000000;\">\u8ca0\u306e\u6b6a\u5ea6\u306f\u3001\u88fe\u304c\u5206\u5e03\u306e\u5de6\u5074\u306b\u3042\u308b\u3053\u3068\u3092\u793a\u3057\u307e\u3059\u3002<\/span><\/li>\n<li><span style=\"color: #000000;\">\u6b63\u306e\u6b6a\u307f\u306f\u3001\u88fe\u304c\u5206\u5e03\u306e\u53f3\u5074\u306b\u3042\u308b\u3053\u3068\u3092\u793a\u3057\u307e\u3059\u3002<\/span><\/li>\n<li><span style=\"color: #000000;\">\u5024 0 \u306f\u3001\u5206\u5e03\u306b\u975e\u5bfe\u79f0\u6027\u304c\u306a\u3044\u3053\u3068\u3092\u793a\u3057\u3001\u5206\u5e03\u304c\u5b8c\u5168\u306b\u5bfe\u79f0\u3067\u3042\u308b\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\"><strong>\u5c16\u5ea6\u306f\u3001<\/strong><a href=\"https:\/\/statorials.org\/ja\/\u6b63\u898f\u5206\u5e03-1\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u6b63\u898f\u5206\u5e03<\/a>\u3068\u6bd4\u8f03\u3057\u3066\u5206\u5e03\u306e\u88fe\u304c\u91cd\u3044\u304b\u8efd\u3044\u304b\u3092\u6e2c\u5b9a\u3057\u307e\u3059\u3002<\/span><\/p>\n<ul>\n<li><span style=\"color: #000000;\">\u6b63\u898f\u5206\u5e03\u306e\u5c16\u5ea6\u306f 0 \u3067\u3059\u3002<\/span><\/li>\n<li><span style=\"color: #000000;\">\u7279\u5b9a\u306e\u5206\u5e03\u306e\u5c16\u5ea6\u304c 0 \u672a\u6e80\u306e\u5834\u5408\u3001\u305d\u306e\u5206\u5e03\u306f<em>playkurtic<\/em>\u3067\u3042\u308b\u3068\u8a00\u308f\u308c\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u6b63\u898f\u5206\u5e03\u3088\u308a\u3082\u6975\u7aef\u306a\u5916\u308c\u5024\u304c\u5c11\u306a\u304f\u306a\u308b\u50be\u5411\u304c\u3042\u308b\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002<\/span><\/li>\n<li><span style=\"color: #000000;\">\u7279\u5b9a\u306e\u5206\u5e03\u306e\u5c16\u5ea6\u304c 0 \u3088\u308a\u5927\u304d\u3044\u5834\u5408\u3001\u305d\u306e\u5206\u5e03\u306f<em>leptokurtic<\/em>\u3067\u3042\u308b\u3068\u8a00\u308f\u308c\u3001\u6b63\u898f\u5206\u5e03\u3088\u308a\u3082\u5916\u308c\u5024\u304c\u591a\u304f\u306a\u308b\u50be\u5411\u304c\u3042\u308b\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">SAS \u3067\u5909\u6570\u306e\u6b6a\u5ea6\u3068\u5c16\u5ea6\u3092\u8a08\u7b97\u3059\u308b\u306b\u306f\u3001 <strong>PROC MEANS<\/strong>\u3067<strong>SKEWNESS<\/strong>\u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u3068<strong>KURTOSIS<\/strong>\u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u3092\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u4f8b\u306f\u3001\u3053\u308c\u3089\u306e\u547d\u4ee4\u3092\u5b9f\u969b\u306b\u4f7f\u7528\u3059\u308b\u65b9\u6cd5\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<h2><span style=\"color: #000000;\"><strong>\u4f8b: SAS \u3067\u306e\u6b6a\u5ea6\u3068\u5c16\u5ea6\u306e\u8a08\u7b97<\/strong><\/span><\/h2>\n<p><span style=\"color: #000000;\">SAS \u306b\u3001\u3055\u307e\u3056\u307e\u306a\u30d0\u30b9\u30b1\u30c3\u30c8\u30dc\u30fc\u30eb\u9078\u624b\u306b\u95a2\u3059\u308b\u60c5\u5831\u3092\u542b\u3080\u6b21\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304c\u3042\u308b\u3068\u3057\u307e\u3059\u3002<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">\/*create dataset*\/\n<\/span><span style=\"color: #800080;\">data<\/span> my_data;\n    <span style=\"color: #3366ff;\">input<\/span> team $points assists;\n    <span style=\"color: #3366ff;\">datalines<\/span> ;\nAt 10 2\nAt 17 5\nAt 17 6\nAt 18 3\nAt 15 0\nB 10 2\nB 14 5\nB 13 4\nB 29 0\nB 25 2\nC 12 1\nC 30 1\nC 34 3\nC 12 4\nC 11 7\n;\n<span style=\"color: #800080;\">run<\/span> ;\n\n<span style=\"color: #008000;\">\/*view dataset*\/\n<\/span><span style=\"color: #800080;\">proc print<\/span> <span style=\"color: #3366ff;\">data<\/span> =my_data;<\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-33383 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/desc1.jpg\" alt=\"\" width=\"212\" height=\"405\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\"><strong>PROC MEANS \u3092<\/strong><strong>SKEWNESS<\/strong>\u304a\u3088\u3073<strong>KURTOSIS<\/strong>\u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u3068\u3068\u3082\u306b\u4f7f\u7528\u3057\u3066\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u5185\u306e\u5404\u6570\u5024\u5909\u6570\u306e\u6b6a\u5ea6\u3068\u5c16\u5ea6\u3092\u8a08\u7b97\u3067\u304d\u307e\u3059\u3002<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">\/*calculate skewness and kurtosis for each numeric variable*\/\n<\/span><span style=\"color: #800080;\">proc means<\/span> <span style=\"color: #3366ff;\">data<\/span> =my_data <span style=\"color: #3366ff;\">SKEWNESS<\/span> <span style=\"color: #3366ff;\">KURTOSIS<\/span> ;\n<span style=\"color: #800080;\">run<\/span> ;<\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-35684 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/sk1.png\" alt=\"\" width=\"261\" height=\"118\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p><span style=\"color: #000000;\">\u51fa\u529b\u30c6\u30fc\u30d6\u30eb\u306b\u306f\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u5185\u306e\u5404\u6570\u5024\u5909\u6570\u306e\u6b6a\u5ea6\u3068\u5c16\u5ea6\u306e\u5024\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>(1) \u30dd\u30a4\u30f3\u30c8<\/strong><\/span><\/p>\n<ul>\n<li><span style=\"color: #000000;\">Points \u5909\u6570\u306e<strong>\u6b6a\u5ea6<\/strong>\u306f<strong>1.009<\/strong>\u3067\u3059\u3002\u3053\u306e\u5024\u306f 0 \u3088\u308a\u5927\u304d\u3044\u305f\u3081\u3001\u88fe\u304c\u5206\u5e03\u306e\u53f3\u5074\u306b\u3042\u308b\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002<\/span><\/li>\n<li> <span style=\"color: #000000;\">Points \u5909\u6570\u306e<strong>\u5c16\u5ea6<\/strong>\u306f<strong>-0.299<\/strong>\u3067\u3059\u3002\u3053\u306e\u5024\u306f 0 \u3088\u308a\u5c0f\u3055\u3044\u305f\u3081\u3001\u5206\u5e03\u306b\u306f\u6b63\u898f\u5206\u5e03\u3088\u308a\u3082\u5916\u308c\u5024\u304c\u308f\u305a\u304b\u306b\u5c11\u306a\u304f\u3001\u6975\u7aef\u306a\u5024\u304c\u5c11\u306a\u3044\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\"><strong>(2) \u52a9\u3051\u3066<\/strong><\/span><\/p>\n<ul>\n<li><span style=\"color: #000000;\">\u30a2\u30b7\u30b9\u30c8\u5909\u6570\u306e<strong>\u6b6a\u5ea6<\/strong>\u306f<strong>0.304<\/strong>\u3067\u3059\u3002\u3053\u306e\u5024\u306f 0 \u3088\u308a\u5927\u304d\u3044\u305f\u3081\u3001\u88fe\u304c\u5206\u5e03\u306e\u53f3\u5074\u306b\u3042\u308b\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002<\/span><\/li>\n<li><span style=\"color: #000000;\">\u30b5\u30dd\u30fc\u30c8\u5909\u6570\u306e<strong>\u5c16\u5ea6<\/strong>\u306f<strong>-0.782<\/strong>\u3067\u3059\u3002\u3053\u306e\u5024\u306f 0 \u3088\u308a\u5c0f\u3055\u3044\u305f\u3081\u3001\u5206\u5e03\u306b\u306f\u6b63\u898f\u5206\u5e03\u3088\u308a\u3082\u5916\u308c\u5024\u3084\u6975\u5024\u304c\u5c11\u306a\u3044\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u5185\u306e\u5404\u6570\u5024\u5909\u6570\u306e\u5024\u306e\u5206\u5e03\u3092\u8996\u899a\u5316\u3059\u308b\u306b\u306f\u3001 <strong>PROC UNIVARIATE<\/strong>\u3092\u4f7f\u7528\u3057\u3066\u30dd\u30a4\u30f3\u30c8\u5909\u6570\u3068\u30a2\u30b7\u30b9\u30c8\u5909\u6570\u306e\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u3092\u4f5c\u6210\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008000;\">\/*create histograms for points and assists variables*\/\n<\/span><span style=\"color: #800080;\">proc univariate<\/span> <span style=\"color: #3366ff;\">data<\/span> =my_data;\n    <span style=\"color: #3366ff;\">var<\/span> points assists;\n    <span style=\"color: #3366ff;\">histogram<\/span> points assists;\n<span style=\"color: #800080;\">run<\/span> ;<\/strong><\/span><\/pre>\n<p><span style=\"color: #000000;\">\u3053\u308c\u306b\u3088\u308a\u3001<strong>\u30dd\u30a4\u30f3\u30c8<\/strong>\u5909\u6570\u306b\u5bfe\u3057\u3066\u6b21\u306e\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u304c\u751f\u6210\u3055\u308c\u307e\u3059\u3002<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-35685 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/histo1.png\" alt=\"\" width=\"601\" height=\"451\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p><span style=\"color: #000000;\">\u305d\u3057\u3066\u3001<b>\u652f\u63f4<\/b>\u5909\u6570\u306e\u6b21\u306e\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0:<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-35686 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/histo2.png\" alt=\"\" width=\"593\" height=\"447\" srcset=\"\" sizes=\"auto, \"><\/p>\n<h2><span style=\"color: #000000;\"><strong>\u8ffd\u52a0\u30ea\u30bd\u30fc\u30b9<\/strong><\/span><\/h2>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001SAS \u3067\u4ed6\u306e\u4e00\u822c\u7684\u306a\u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/ja\/sas-\u306e\u8a18\u8ff0\u7d71\u8a08\/\" target=\"_blank\" rel=\"noopener\">SAS \u3067\u8a18\u8ff0\u7d71\u8a08\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5<\/a><br \/><a href=\"https:\/\/statorials.org\/ja\/sas\u983b\u5ea6\u8868\/\" target=\"_blank\" rel=\"noopener\">SAS \u3067\u5ea6\u6570\u8868\u3092\u4f5c\u6210\u3059\u308b\u65b9\u6cd5<\/a><br \/><a href=\"https:\/\/statorials.org\/ja\/sa-\u30cf\u309a\u30fc\u30bb\u30f3\u30bf\u30a4\u30eb\/\" target=\"_blank\" rel=\"noopener\">SAS \u3067\u30d1\u30fc\u30bb\u30f3\u30bf\u30a4\u30eb\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5<\/a><br \/><a href=\"https:\/\/statorials.org\/ja\/\u30d2\u309a\u30db\u3099\u30c3\u30c8\u30c6\u30fc\u30d5\u3099\u30ebsas\/\" target=\"_blank\" rel=\"noopener\">SAS \u3067\u30d4\u30dc\u30c3\u30c8\u30c6\u30fc\u30d6\u30eb\u3092\u4f5c\u6210\u3059\u308b\u65b9\u6cd5<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7d71\u8a08\u5b66\u3067\u306f\u3001\u6b6a\u5ea6\u3068\u5c16\u5ea6\u306f\u5206\u5e03\u306e\u5f62\u72b6\u3092\u6e2c\u5b9a\u3059\u308b 2 \u3064\u306e\u65b9\u6cd5\u3067\u3059\u3002 \u6b6a\u5ea6\u306f\u3001\u5206\u5e03\u306e\u975e\u5bfe\u79f0\u6027\u3092\u6e2c\u5b9a\u3057\u307e\u3059\u3002 \u8ca0\u306e\u6b6a\u5ea6\u306f\u3001\u88fe\u304c\u5206\u5e03\u306e\u5de6\u5074\u306b\u3042\u308b\u3053\u3068\u3092\u793a\u3057\u307e\u3059\u3002 \u6b63\u306e\u6b6a\u307f\u306f\u3001\u88fe\u304c\u5206\u5e03\u306e\u53f3\u5074\u306b\u3042\u308b\u3053\u3068\u3092\u793a\u3057\u307e\u3059\u3002 \u5024 0 \u306f\u3001\u5206\u5e03 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