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arguments[0]; const {useMDXComponents: _provideComponents} = arguments[0]; function _createMdxContent(props) { const _components = Object.assign({ p: "p", h3: "h3", ul: "ul", li: "li", img: "img", pre: "pre", code: "code", span: "span", a: "a", strong: "strong" }, _provideComponents(), props.components); return _jsxs(_Fragment, { children: [_jsx(_components.p, { children: "データ分析を行うなら、基本統計量の算出とグラフの出力は必須!ということで、SASで簡単なグラフを描いていこうと思います。今回は散布図を紹介します。" }), "\n", _jsx(_components.h3, { children: "散布図を書くための準備" }), "\n", _jsx(_components.p, { children: "今回はIrisデータセットを使用します。Irisデータセットの変数説明と中身は以下の通りです。" }), "\n", _jsxs(_components.ul, { children: ["\n", _jsxs(_components.li, { children: ["\n", _jsx(_components.p, { children: "Species : 花の種類" }), "\n"] }), "\n", _jsxs(_components.li, { children: ["\n", _jsx(_components.p, { children: "SepalLength : がくの長さ" }), "\n"] }), "\n", _jsxs(_components.li, { children: ["\n", _jsx(_components.p, { children: "SepalWidth : がくの幅" }), "\n"] }), "\n", _jsxs(_components.li, { children: ["\n", _jsx(_components.p, { children: "PetalLength : 花弁の長さ" }), "\n"] }), "\n", _jsxs(_components.li, { children: ["\n", _jsx(_components.p, { children: "PetalWidth : 花弁の幅" }), "\n"] }), "\n"] }), "\n", _jsx(_components.p, { children: "Irisデータセットの中身(一部抜粋)" }), "\n", _jsx(_components.p, { children: _jsx(_components.img, { src: "/images/blog6/iris.png", alt: "iris", title: "iris" }) }), "\n", _jsx(_components.p, { children: "Irisデータはsashelpライブラリにあるので、そこからworkライブラリに持ってきます。" }), "\n", _jsx(_components.p, { children: "また、散布図を書くために、ods graphicsを設定します。" }), "\n", _jsx(_components.pre, { children: _jsxs(_components.code, { className: "hljs language-sas", children: [_jsx(_components.span, { className: "hljs-keyword", children: "data " }), "iris;\n ", _jsx(_components.span, { className: "hljs-keyword", children: "set" }), " sashelp.iris;\n", _jsx(_components.span, { className: "hljs-keyword", children: "run;" }), "\nods graphics ", _jsx(_components.span, { className: "hljs-keyword", children: "on" }), ";\nods graphics /width=16cm height=12cm;\n"] }) }), "\n", _jsx(_components.h3, { children: "散布図の基本" }), "\n", _jsx(_components.p, { children: "まずは、最も簡単な散布図を描きましょう。" }), "\n", _jsx(_components.pre, { children: _jsxs(_components.code, { className: "hljs language-sas", children: [_jsx(_components.span, { className: "hljs-keyword", children: "title" }), " ", _jsx(_components.span, { className: "hljs-string", children: "\"SepalLength-SepalWidthの散布図\"" }), ";\n", _jsx(_components.span, { className: "hljs-keyword", children: "proc sgplot " }), "data=iris;\n scatter ", _jsx(_components.span, { className: "hljs-keyword", children: "x" }), "=SepalLength y=SepalWidth;\n", _jsx(_components.span, { className: "hljs-keyword", children: "run;" }), "\n"] }) }), "\n", _jsx(_components.p, { children: "結果" }), "\n", _jsx(_components.p, { children: _jsx(_components.img, { src: "/images/blog6/scatter1.png", alt: "scatter1", title: "scatter1" }) }), "\n", _jsx(_components.p, { children: "sgplotプロシジャを使用すれば簡単にそれなりの散布図を描くことができます。" }), "\n", _jsx(_components.h3, { children: "Jitter Plot" }), "\n", _jsx(_components.p, { children: "上図を詳しく見ると、実はX座標とY座標が共に同一の点が存在します。しかし、それがどの程度重なっているかを判別するのは難しいです。Jitter Plotを使用すれば、重なっている部分を少しずらして見ることができます。" }), "\n", _jsx(_components.pre, { children: _jsxs(_components.code, { className: "hljs language-sas", children: [_jsx(_components.span, { className: "hljs-keyword", children: "title" }), " ", _jsx(_components.span, { className: "hljs-string", children: "\"SepalLength-SepalWidthの散布図 (Jitter Plot)\"" }), ";\n", _jsx(_components.span, { className: "hljs-keyword", children: "proc sgplot " }), "data=iris;\n scatter ", _jsx(_components.span, { className: "hljs-keyword", children: "x" }), "=SepalLength y=SepalWidth/Jitter;\n", _jsx(_components.span, { className: "hljs-keyword", children: "run;" }), "\n"] }) }), "\n", _jsx(_components.p, { children: "結果" }), "\n", _jsx(_components.p, { children: _jsx(_components.img, { src: "/images/blog6/scatter2.png", alt: "scatter2", title: "scatter2" }) }), "\n", _jsx(_components.p, { children: "重なっている部分がちょっと見やすくなりましたね。" }), "\n", _jsx(_components.h3, { children: "マーカーの種類を変える" }), "\n", _jsx(_components.p, { children: "マーカーはデフォルトでは青い○ですが、もちろん変更することができます。" }), "\n", _jsx(_components.pre, { children: _jsxs(_components.code, { className: "hljs language-sas", children: [_jsx(_components.span, { className: "hljs-keyword", children: "title" }), " ", _jsx(_components.span, { className: "hljs-string", children: "\"SepalLength-SepalWidthの散布図 (散布図の点の種類を変える)\"" }), ";\n", _jsx(_components.span, { className: "hljs-keyword", children: "proc sgplot " }), "data=iris;\n scatter ", _jsx(_components.span, { className: "hljs-keyword", children: "x" }), "=SepalLength y=SepalWidth/\n MARKERATTRS=(color=red symbol=diamond size=8);\n", _jsx(_components.span, { className: "hljs-keyword", children: "run;" }), "\n"] }) }), "\n", _jsx(_components.p, { children: "結果" }), "\n", _jsx(_components.p, { children: _jsx(_components.img, { src: "/images/blog6/scatter3.png", alt: "scatter3", title: "scatter3" }) }), "\n", _jsxs(_components.p, { children: ["赤いダイヤモンドで散布図が作成されました。マーカーの種類は", _jsx(_components.a, { href: "https://documentation.sas.com/?docsetId=grstatproc&docsetTarget=p0i3rles1y5mvsn1hrq3i2271rmi.htm&docsetVersion=9.4&locale=en", children: "ここ" }), "を参考にしてください。"] }), "\n", _jsx(_components.h3, { children: "グループごとに散布図の点の色を変える" }), "\n", _jsx(_components.p, { children: "グループごとに散布図の色を変えたいときもよくありますよね。sgplotでは、「group=」で指定してあげるだけでOKです。" }), "\n", _jsx(_components.pre, { children: _jsxs(_components.code, { className: "hljs language-sas", children: [_jsx(_components.span, { className: "hljs-keyword", children: "title" }), " ", _jsx(_components.span, { className: "hljs-string", children: "\"SpeciesごとのSepalLength-SepalWidthの散布図\"" }), ";\n", _jsx(_components.span, { className: "hljs-keyword", children: "proc sgplot " }), "data=iris;\n scatter ", _jsx(_components.span, { className: "hljs-keyword", children: "x" }), "=SepalLength y=SepalWidth/", _jsx(_components.span, { className: "hljs-keyword", children: "group" }), "=Species\n MARKERATTRS=(symbol=CircleFilled size=10);\n", _jsx(_components.span, { className: "hljs-keyword", children: "run;" }), "\n"] }) }), "\n", _jsx(_components.p, { children: "結果" }), "\n", _jsx(_components.p, { children: _jsx(_components.img, { src: "/images/blog6/scatter4.png", alt: "scatter4", title: "scatter4" }) }), "\n", _jsx(_components.p, { children: "花の種類によって花弁の長さや幅が異なることがわかりますね。" }), "\n", _jsx(_components.h3, { children: "ヒートマップを作成する" }), "\n", _jsxs(_components.p, { children: ["連続値の値によって散布図の色分けを行いたいこともよくあります。これを", _jsx(_components.strong, { children: "ヒートマップ" }), "と呼んだりします。これも簡単に行うことができます。"] }), "\n", _jsx(_components.pre, { children: _jsxs(_components.code, { className: "hljs language-sas", children: [_jsx(_components.span, { className: "hljs-keyword", children: "title" }), " ", _jsx(_components.span, { className: "hljs-string", children: "\"PetalLengthで色付けしたSepalLength-SepalWidthの散布図\"" }), ";\n", _jsx(_components.span, { className: "hljs-keyword", children: "proc sgplot " }), "data=iris;\n scatter ", _jsx(_components.span, { className: "hljs-keyword", children: "x" }), "=SepalLength y=SepalWidth/\n COLORMODEL=(blue gray red) COLORRESPONSE=PetalLength\n MARKERATTRS=(symbol=CircleFilled size=10);\n", _jsx(_components.span, { className: "hljs-keyword", children: "run;" }), "\n"] }) }), "\n", _jsx(_components.p, { children: "結果" }), "\n", _jsx(_components.p, { children: _jsx(_components.img, { src: "/images/blog6/scatter5.png", alt: "scatter5", title: "scatter5" }) }), "\n", _jsx(_components.p, { children: "花弁が短く、幅が広いところではがくの長さが短いことがわかりますね。" }), "\n", _jsx(_components.h3, { children: "散布図行列を作成する" }), "\n", _jsx(_components.p, { children: "変数が多くなると、いちいち散布図を作成するのは面倒です。そこで、散布図を一気にかける散布図行列を紹介します。" }), "\n", _jsx(_components.pre, { children: _jsxs(_components.code, { className: "hljs language-sas", children: ["ods graphics/width=19cm height=19cm;\n", _jsx(_components.span, { className: "hljs-keyword", children: "title" }), " ", _jsx(_components.span, { className: "hljs-string", children: "\"散布図行列\"" }), ";\n", _jsx(_components.span, { className: "hljs-keyword", children: "proc sgscatter " }), "data=iris;\n matrix ", _jsx(_components.span, { className: "hljs-literal", children: "_numeric_" }), ";\n", _jsx(_components.span, { className: "hljs-keyword", children: "run;" }), "\n"] }) }), "\n", _jsx(_components.p, { children: "結果" }), "\n", _jsx(_components.p, { children: _jsx(_components.img, { src: "/images/blog6/scatter6.png", alt: "scatter6", title: "scatter6" }) }), "\n", _jsx(_components.p, { children: "散布図行列は変数が多すぎると処理が終わらなかったり、すごく小さくなってしまって見にくくなってしまったりします。変数の数には注意しましょう。" })] }); } function MDXContent(props = {}) { const {wrapper: MDXLayout} = Object.assign({}, _provideComponents(), props.components); return MDXLayout ? _jsx(MDXLayout, 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