1:HL["/_next/static/media/e4af272ccee01ff0-s.p.woff2","font",{"crossOrigin":"","type":"font/woff2"}] 2:HL["/_next/static/css/97132489b96da1d5.css","style",{"crossOrigin":""}] 0:["Y_TW_5cOL4VPb7FuqRz3I",[[["",{"children":[["slug","blog50","d"],{"children":["__PAGE__?{\"slug\":\"blog50\"}",{}]}]},"$undefined","$undefined",true],"$L3",[[["$","link","0",{"rel":"stylesheet","href":"/_next/static/css/97132489b96da1d5.css","precedence":"next","crossOrigin":""}]],"$L4"]]]] 5:HL["/_next/static/css/5b2728e81018a7be.css","style",{"crossOrigin":""}] 6:I[8326,["326","static/chunks/326-ead410bae2047633.js","986","static/chunks/986-f27c5a2c4d841870.js","42","static/chunks/app/%5Bslug%5D/page-419f452b4066bb25.js"],""] 7:I[6954,[],""] 8:I[7264,[],""] 3:[null,["$","html",null,{"lang":"ja","children":["$","body",null,{"className":"__className_f367f3 flex flex-col min-h-screen","children":[["$","header",null,{"className":"blog-header py-5","children":["$","div",null,{"className":"container mx-auto px-4","children":["$","div",null,{"className":"flex flex-col items-start","children":[["$","$L6",null,{"href":"/","className":"hover:no-underline","children":["$","h1",null,{"className":"text-6xl font-serif text-gray-800 mb-2 font-normal","children":"Shingoの数学ノート"}]}],["$","p",null,{"className":"text-xl text-gray-400 font-normal","children":"プログラミングと機械学習のメモ"}]]}]}]}],["$","main",null,{"className":"flex-grow","children":["$","$L7",null,{"parallelRouterKey":"children","segmentPath":["children"],"loading":"$undefined","loadingStyles":"$undefined","hasLoading":false,"error":"$undefined","errorStyles":"$undefined","template":["$","$L8",null,{}],"templateStyles":"$undefined","notFound":[["$","title",null,{"children":"404: This page could not be found."}],["$","div",null,{"style":{"fontFamily":"system-ui,\"Segoe UI\",Roboto,Helvetica,Arial,sans-serif,\"Apple Color Emoji\",\"Segoe UI Emoji\"","height":"100vh","textAlign":"center","display":"flex","flexDirection":"column","alignItems":"center","justifyContent":"center"},"children":["$","div",null,{"children":[["$","style",null,{"dangerouslySetInnerHTML":{"__html":"body{color:#000;background:#fff;margin:0}.next-error-h1{border-right:1px solid rgba(0,0,0,.3)}@media (prefers-color-scheme:dark){body{color:#fff;background:#000}.next-error-h1{border-right:1px solid rgba(255,255,255,.3)}}"}}],["$","h1",null,{"className":"next-error-h1","style":{"display":"inline-block","margin":"0 20px 0 0","padding":"0 23px 0 0","fontSize":24,"fontWeight":500,"verticalAlign":"top","lineHeight":"49px"},"children":"404"}],["$","div",null,{"style":{"display":"inline-block"},"children":["$","h2",null,{"style":{"fontSize":14,"fontWeight":400,"lineHeight":"49px","margin":0},"children":"This page could not be found."}]}]]}]}]],"notFoundStyles":[],"childProp":{"current":["$","$L7",null,{"parallelRouterKey":"children","segmentPath":["children",["slug","blog50","d"],"children"],"loading":"$undefined","loadingStyles":"$undefined","hasLoading":false,"error":"$undefined","errorStyles":"$undefined","template":["$","$L8",null,{}],"templateStyles":"$undefined","notFound":"$undefined","notFoundStyles":"$undefined","childProp":{"current":["$L9","$La",null],"segment":"__PAGE__?{\"slug\":\"blog50\"}"},"styles":[["$","link","0",{"rel":"stylesheet","href":"/_next/static/css/5b2728e81018a7be.css","precedence":"next","crossOrigin":""}]]}],"segment":["slug","blog50","d"]},"styles":[]}]}],["$","footer",null,{"className":"bg-[#DDDDDD] text-[#999999] py-8 mt-12 text-center border-t border-[#e5e5e5]","children":["$","div",null,{"className":"container mx-auto px-4","children":[["$","p",null,{"className":"mb-2","children":"© All rights reserved by Shingo Sekine."}],["$","p",null,{"children":["$","a",null,{"href":"#","className":"hover:text-blue-500 transition-colors","children":"Back to top"}]}]]}]}]]}]}],null] 4:[["$","meta","0",{"charSet":"utf-8"}],["$","title","1",{"children":"Shingoの数学ノート"}],["$","meta","2",{"name":"description","content":"プログラミング言語と機械学習のメモ"}],["$","meta","3",{"name":"viewport","content":"width=device-width, initial-scale=1"}],["$","link","4",{"rel":"icon","href":"/favicon.ico","type":"image/x-icon","sizes":"256x256"}],["$","meta","5",{"name":"next-size-adjust"}]] b:I[6180,["326","static/chunks/326-ead410bae2047633.js","986","static/chunks/986-f27c5a2c4d841870.js","42","static/chunks/app/%5Bslug%5D/page-419f452b4066bb25.js"],""] d:I[9703,["326","static/chunks/326-ead410bae2047633.js","986","static/chunks/986-f27c5a2c4d841870.js","42","static/chunks/app/%5Bslug%5D/page-419f452b4066bb25.js"],""] c:T1677e,/*@jsxRuntime automatic @jsxImportSource react*/ const {Fragment: _Fragment, jsx: _jsx, jsxs: _jsxs} = arguments[0]; const {useMDXComponents: _provideComponents} = arguments[0]; function _createMdxContent(props) { const _components = Object.assign({ h3: "h3", p: "p", br: "br", a: "a", img: "img", span: "span", math: "math", semantics: "semantics", mrow: "mrow", mi: "mi", mo: "mo", msub: "msub", annotation: "annotation", div: "div", mtable: "mtable", mtr: "mtr", mtd: "mtd", mstyle: "mstyle", mtext: "mtext", munderover: "munderover", mn: "mn", mspace: "mspace" }, _provideComponents(), props.components); return _jsxs(_Fragment, { children: [_jsx(_components.h3, { children: "セブンイレブンで10000円企画を効率的にしたい" }), "\n", _jsxs(_components.p, { children: ["Youtubeとかで「10000円分食べる」みたいな企画あるじゃないですか。あれってちゃんとプログラム組めば効率的に商品を選択できると思うんですよね。", _jsx(_components.br, {}), "\n", "ということで、Pythonでスクレイピングと最適化のプログラムを作成しました。"] }), "\n", _jsx(_components.h3, { children: "スクレイピング" }), "\n", _jsxs(_components.p, { children: ["まず、セブンイレブンの商品情報をスクレイピングしました。", _jsx(_components.a, { href: "https://www.sej.co.jp/products/", children: "セブンイレブンの公式サイト" }), "からPythonのライブラリで商品名や価格、カテゴリなどを収集しました。"] }), "\n", _jsx(_components.p, { children: "データはこんな感じ" }), "\n", _jsx(_components.p, { children: _jsx(_components.img, { src: "/images/blog50/image0.png", alt: "" }) }), "\n", _jsx(_components.h3, { children: "最適化" }), "\n", _jsx(_components.p, { children: "次に、スクレイピングで取得したデータを使って10000円以上となるような組み合わせで、最もカロリーなどが少なくなるように最適化を行いました。" }), "\n", _jsx(_components.p, { children: "栄養基準としては成人男性を基準に以下のようにしました" }), "\n", _jsx(_components.p, { children: "1.熱量:2600kcal" }), "\n", _jsx(_components.p, { children: "2.たんぱく質:57.5g" }), "\n", _jsx(_components.p, { children: "3.脂質:25g" }), "\n", _jsx(_components.p, { children: "4.炭水化物:375g" }), "\n", _jsx(_components.p, { children: "5.食塩相当量:7.5g" }), "\n", _jsxs(_components.p, { children: ["この基準に基づき、各商品に対して栄養価の標準化スコア", _jsx(_components.span, { className: "math math-inline", children: _jsxs(_components.span, { className: "katex", children: [_jsx(_components.span, { className: "katex-mathml", children: _jsx(_components.math, { xmlns: "http://www.w3.org/1998/Math/MathML", children: _jsxs(_components.semantics, { children: [_jsxs(_components.mrow, { children: [_jsx(_components.mi, { children: "f" }), _jsx(_components.mo, { stretchy: "false", children: "(" }), _jsxs(_components.msub, { children: [_jsx(_components.mi, { children: "x" }), _jsx(_components.mi, { children: "i" })] }), _jsx(_components.mo, { stretchy: "false", children: ")" })] }), _jsx(_components.annotation, { encoding: "application/x-tex", children: "f(x_i)" })] }) }) }), _jsx(_components.span, { className: "katex-html", "aria-hidden": "true", children: _jsxs(_components.span, { className: "base", children: [_jsx(_components.span, { className: "strut", style: { height: "1em", verticalAlign: "-0.25em" } }), _jsx(_components.span, { className: "mord mathnormal", style: { marginRight: "0.10764em" }, children: "f" }), _jsx(_components.span, { className: "mopen", children: "(" }), _jsxs(_components.span, { className: "mord", children: [_jsx(_components.span, { className: "mord mathnormal", children: "x" }), _jsx(_components.span, { className: "msupsub", children: _jsxs(_components.span, { className: "vlist-t vlist-t2", children: [_jsxs(_components.span, { className: "vlist-r", children: [_jsx(_components.span, { className: "vlist", style: { height: "0.3117em" }, children: _jsxs(_components.span, { style: { top: "-2.55em", marginLeft: "0em", marginRight: "0.05em" }, children: [_jsx(_components.span, { className: "pstrut", style: { height: "2.7em" } }), _jsx(_components.span, { className: "sizing reset-size6 size3 mtight", children: _jsx(_components.span, { className: "mord mathnormal mtight", children: "i" }) })] }) }), _jsx(_components.span, { className: "vlist-s", children: "​" })] }), _jsx(_components.span, { className: "vlist-r", children: _jsx(_components.span, { className: "vlist", style: { height: "0.15em" }, children: _jsx(_components.span, {}) }) })] }) })] }), _jsx(_components.span, { className: "mclose", children: ")" })] }) })] }) }), "を算出し、それらのスコアの総和を最小化するように最適化を行いました。最適化問題は以下のように数式で表せます："] }), "\n", _jsx(_components.div, { className: "math math-display", children: _jsx(_components.span, { className: "katex-display", children: _jsxs(_components.span, { className: "katex", children: [_jsx(_components.span, { className: "katex-mathml", children: _jsx(_components.math, { xmlns: "http://www.w3.org/1998/Math/MathML", display: "block", children: _jsxs(_components.semantics, { children: [_jsx(_components.mtable, { rowspacing: "0.16em", columnspacing: "1em", children: _jsxs(_components.mtr, { children: [_jsx(_components.mtd, { className: "mtr-glue" }), _jsx(_components.mtd, { children: _jsx(_components.mstyle, { scriptlevel: "0", displaystyle: "true", children: _jsxs(_components.mrow, { children: [_jsx(_components.mtext, { children: "minimize " }), _jsxs(_components.munderover, { children: [_jsx(_components.mo, { children: "∑" }), _jsxs(_components.mrow, { children: [_jsx(_components.mi, { children: "i" }), _jsx(_components.mo, { children: "=" }), _jsx(_components.mn, { children: "1" })] }), _jsx(_components.mi, { children: "n" })] }), _jsx(_components.mi, { children: "f" }), _jsx(_components.mo, { stretchy: "false", children: "(" }), _jsxs(_components.msub, { children: [_jsx(_components.mi, { children: "x" }), _jsx(_components.mi, { children: "i" })] }), _jsx(_components.mo, { stretchy: "false", children: ")" }), _jsx(_components.mspace, { linebreak: "newline" }), _jsx(_components.mtext, { children: "subject to " }), _jsxs(_components.munderover, { children: [_jsx(_components.mo, { children: "∑" }), _jsxs(_components.mrow, { children: [_jsx(_components.mi, { children: "i" }), _jsx(_components.mo, { children: "=" }), _jsx(_components.mn, { children: "1" })] }), _jsx(_components.mi, { children: "n" })] }), _jsxs(_components.msub, { children: [_jsx(_components.mi, { children: "p" }), _jsx(_components.mi, { children: "i" })] }), _jsxs(_components.msub, { children: [_jsx(_components.mi, { children: "x" }), _jsx(_components.mi, { children: "i" })] }), _jsx(_components.mo, { children: "≥" }), _jsx(_components.mn, { children: "10000" }), _jsx(_components.mo, { separator: "true", children: "," }), _jsx(_components.mspace, { width: "1em" }), _jsxs(_components.msub, { children: [_jsx(_components.mi, { children: "x" }), _jsx(_components.mi, { children: "i" })] }), _jsx(_components.mo, { children: "∈" }), _jsx(_components.mo, { stretchy: "false", children: "{" }), _jsx(_components.mn, { children: "0" }), _jsx(_components.mo, { separator: "true", children: "," }), _jsx(_components.mn, { children: "1" }), _jsx(_components.mo, { separator: "true", children: "," }), _jsx(_components.mn, { children: "2" }), _jsx(_components.mo, { stretchy: "false", children: "}" }), _jsx(_components.mspace, { linebreak: "newline" }), _jsx(_components.mi, { children: "f" }), _jsx(_components.mo, { stretchy: "false", children: "(" }), _jsxs(_components.msub, { children: [_jsx(_components.mi, { children: "x" }), _jsx(_components.mi, { children: "i" })] }), _jsx(_components.mo, { stretchy: "false", children: ")" }), _jsx(_components.mo, { children: "=" }), _jsxs(_components.munderover, { children: [_jsx(_components.mo, { children: "∑" }), _jsxs(_components.mrow, { children: [_jsx(_components.mi, { children: "j" }), _jsx(_components.mo, { children: "=" }), _jsx(_components.mn, { children: "1" })] }), _jsx(_components.mn, { children: "5" })] }), _jsxs(_components.msub, { children: [_jsx(_components.mi, { children: "c" }), _jsxs(_components.mrow, { children: [_jsx(_components.mi, { children: "i" }), _jsx(_components.mi, { children: "j" })] })] }), _jsxs(_components.msub, { children: [_jsx(_components.mi, { children: "x" }), _jsx(_components.mi, { children: "i" })] }), _jsx(_components.mi, { mathvariant: "normal", children: "/" }), _jsxs(_components.msub, { children: [_jsx(_components.mi, { children: "g" }), _jsx(_components.mi, { children: "j" })] })] }) }) }), _jsx(_components.mtd, { className: "mtr-glue" }), _jsx(_components.mtd, { className: "mml-eqn-num" })] }) }), _jsx(_components.annotation, { encoding: "application/x-tex", children: "\\begin{equation} \\text{minimize } \\sum_{i=1}^{n} f(x_i)\\\\ \\text{subject to } \\sum_{i=1}^{n} p_i x_i \\ge 10000, \\quad x_i \\in \\{0, 1, 2\\} \\\\ f(x_i) = \\sum_{j=1}^{5}c_{ij} x_i /g_j \\end{equation}" })] }) }) }), _jsxs(_components.span, { className: "katex-html", "aria-hidden": "true", children: [_jsxs(_components.span, { className: "base", children: [_jsx(_components.span, { className: "strut", style: { height: "3.2149em", verticalAlign: "-1.3574em" } }), _jsx(_components.span, { className: "mtable", children: _jsx(_components.span, { className: "col-align-c", children: _jsxs(_components.span, { className: "vlist-t vlist-t2", children: [_jsxs(_components.span, { className: "vlist-r", children: [_jsx(_components.span, { className: "vlist", style: { height: "1.8574em" }, children: _jsxs(_components.span, { style: { top: "-3.8574em" }, children: [_jsx(_components.span, { className: "pstrut", style: { height: "3.8011em" } }), _jsxs(_components.span, { className: "mord", children: [_jsx(_components.span, { className: "mord text", children: _jsx(_components.span, { className: "mord", children: "minimize " }) }), _jsx(_components.span, { className: "mspace", style: { marginRight: "0.1667em" } }), _jsx(_components.span, { className: "mop op-limits", children: _jsxs(_components.span, { className: "vlist-t vlist-t2", children: [_jsxs(_components.span, { className: "vlist-r", children: [_jsxs(_components.span, { className: "vlist", style: { height: "1.6514em" }, children: [_jsxs(_components.span, { style: { top: "-1.8723em", marginLeft: "0em" }, children: [_jsx(_components.span, { className: "pstrut", style: { height: "3.05em" } }), _jsx(_components.span, { className: "sizing reset-size6 size3 mtight", children: _jsxs(_components.span, { className: "mord mtight", children: [_jsx(_components.span, { className: "mord mathnormal mtight", children: "i" }), _jsx(_components.span, { className: "mrel mtight", children: "=" }), _jsx(_components.span, { className: "mord mtight", children: "1" })] }) })] }), _jsxs(_components.span, { style: { top: "-3.05em" }, children: [_jsx(_components.span, { className: "pstrut", style: { height: "3.05em" } }), _jsx(_components.span, { children: _jsx(_components.span, { className: "mop op-symbol large-op", children: "∑" }) })] }), _jsxs(_components.span, { style: { top: "-4.3em", marginLeft: "0em" }, children: [_jsx(_components.span, { className: "pstrut", style: { height: "3.05em" } }), _jsx(_components.span, { className: "sizing reset-size6 size3 mtight", children: _jsx(_components.span, { className: "mord mtight", children: _jsx(_components.span, { className: "mord mathnormal mtight", children: "n" }) }) })] })] }), _jsx(_components.span, { className: "vlist-s", children: "​" })] }), _jsx(_components.span, { className: "vlist-r", children: _jsx(_components.span, { className: "vlist", style: { height: "1.2777em" }, children: _jsx(_components.span, {}) }) })] }) }), _jsx(_components.span, { className: "mspace", style: { marginRight: "0.1667em" } }), _jsx(_components.span, { className: "mord mathnormal", style: { marginRight: "0.10764em" }, children: "f" }), _jsx(_components.span, { className: "mopen", children: "(" }), _jsxs(_components.span, { className: "mord", children: [_jsx(_components.span, { className: "mord mathnormal", children: "x" }), _jsx(_components.span, { className: "msupsub", children: _jsxs(_components.span, { className: "vlist-t vlist-t2", children: [_jsxs(_components.span, { className: "vlist-r", children: [_jsx(_components.span, { className: "vlist", style: { height: "0.3117em" }, children: _jsxs(_components.span, { style: { top: "-2.55em", marginLeft: "0em", marginRight: "0.05em" }, children: [_jsx(_components.span, { className: "pstrut", style: { height: "2.7em" } }), _jsx(_components.span, { className: "sizing reset-size6 size3 mtight", children: _jsx(_components.span, { className: "mord mathnormal mtight", children: "i" }) })] }) }), _jsx(_components.span, { className: "vlist-s", children: "​" })] }), _jsx(_components.span, { className: "vlist-r", children: _jsx(_components.span, { className: "vlist", style: { height: "0.15em" }, children: _jsx(_components.span, {}) }) })] }) })] }), _jsx(_components.span, { className: "mclose", children: ")" }), _jsx(_components.span, { className: "mspace newline" }), _jsx(_components.span, { className: "mord text", children: _jsx(_components.span, { className: "mord", children: "subject to " }) }), _jsx(_components.span, { className: "mspace", style: { marginRight: "0.1667em" } }), _jsx(_components.span, { className: "mop op-limits", children: _jsxs(_components.span, { className: "vlist-t vlist-t2", children: [_jsxs(_components.span, { className: "vlist-r", children: [_jsxs(_components.span, { className: "vlist", style: { height: "1.6514em" }, children: [_jsxs(_components.span, { style: { top: "-1.8723em", marginLeft: "0em" }, children: [_jsx(_components.span, { className: "pstrut", style: { height: "3.05em" } }), _jsx(_components.span, { className: "sizing reset-size6 size3 mtight", children: _jsxs(_components.span, { className: "mord mtight", children: [_jsx(_components.span, { className: "mord mathnormal mtight", children: "i" }), _jsx(_components.span, { className: "mrel mtight", children: "=" }), _jsx(_components.span, { className: "mord mtight", children: "1" })] }) })] }), _jsxs(_components.span, { style: { top: "-3.05em" }, children: [_jsx(_components.span, { className: "pstrut", style: { height: "3.05em" } }), _jsx(_components.span, { children: _jsx(_components.span, { className: "mop op-symbol large-op", children: "∑" }) })] }), _jsxs(_components.span, { style: { top: "-4.3em", marginLeft: "0em" }, children: [_jsx(_components.span, { className: "pstrut", style: { height: "3.05em" } }), _jsx(_components.span, { className: "sizing reset-size6 size3 mtight", children: _jsx(_components.span, { className: "mord mtight", children: _jsx(_components.span, { className: "mord mathnormal mtight", children: "n" }) }) })] })] }), _jsx(_components.span, { className: "vlist-s", children: "​" })] }), _jsx(_components.span, { className: "vlist-r", children: _jsx(_components.span, { className: "vlist", style: { height: "1.2777em" }, children: _jsx(_components.span, {}) }) })] }) }), _jsx(_components.span, { className: "mspace", style: { marginRight: "0.1667em" } }), _jsxs(_components.span, { className: "mord", children: [_jsx(_components.span, { className: "mord mathnormal", children: "p" }), _jsx(_components.span, { className: "msupsub", children: _jsxs(_components.span, { className: "vlist-t vlist-t2", children: [_jsxs(_components.span, { className: "vlist-r", children: [_jsx(_components.span, { className: "vlist", style: { height: "0.3117em" }, children: _jsxs(_components.span, { style: { top: "-2.55em", marginLeft: "0em", marginRight: "0.05em" }, children: [_jsx(_components.span, { className: "pstrut", style: { height: "2.7em" } }), _jsx(_components.span, { className: "sizing reset-size6 size3 mtight", children: _jsx(_components.span, { className: "mord mathnormal mtight", children: "i" }) })] }) }), _jsx(_components.span, { className: "vlist-s", children: "​" })] }), _jsx(_components.span, { className: "vlist-r", children: _jsx(_components.span, { className: "vlist", style: { height: "0.15em" }, children: _jsx(_components.span, {}) }) })] }) })] }), _jsxs(_components.span, { className: "mord", children: [_jsx(_components.span, { className: "mord mathnormal", children: "x" }), _jsx(_components.span, { className: "msupsub", children: _jsxs(_components.span, { className: "vlist-t vlist-t2", children: [_jsxs(_components.span, { className: "vlist-r", children: [_jsx(_components.span, { className: "vlist", style: { height: "0.3117em" }, children: _jsxs(_components.span, { style: { top: "-2.55em", marginLeft: "0em", marginRight: "0.05em" }, children: [_jsx(_components.span, { className: "pstrut", style: { height: "2.7em" } }), _jsx(_components.span, { className: "sizing reset-size6 size3 mtight", children: _jsx(_components.span, { className: "mord mathnormal mtight", children: "i" }) })] }) }), _jsx(_components.span, { className: "vlist-s", children: "​" })] }), _jsx(_components.span, { className: "vlist-r", children: _jsx(_components.span, { className: "vlist", style: { height: "0.15em" }, children: _jsx(_components.span, {}) }) })] }) })] }), _jsx(_components.span, { className: "mspace", style: { marginRight: "0.2778em" } }), _jsx(_components.span, { className: "mrel", children: "≥" }), _jsx(_components.span, { className: "mspace", style: { marginRight: "0.2778em" } }), _jsx(_components.span, { className: "mord", children: "10000" }), _jsx(_components.span, { className: "mpunct", children: "," }), _jsx(_components.span, { className: "mspace", style: { marginRight: "1em" } }), _jsx(_components.span, { className: "mspace", style: { marginRight: "0.1667em" } }), _jsxs(_components.span, { className: "mord", children: [_jsx(_components.span, { className: "mord mathnormal", children: "x" }), _jsx(_components.span, { className: "msupsub", children: _jsxs(_components.span, { className: "vlist-t vlist-t2", children: [_jsxs(_components.span, { className: "vlist-r", children: [_jsx(_components.span, { className: "vlist", style: { height: "0.3117em" }, children: _jsxs(_components.span, { style: { top: "-2.55em", marginLeft: "0em", marginRight: "0.05em" }, children: [_jsx(_components.span, { className: "pstrut", style: { height: "2.7em" } }), _jsx(_components.span, { className: "sizing reset-size6 size3 mtight", children: _jsx(_components.span, { className: "mord mathnormal mtight", children: "i" }) })] }) }), _jsx(_components.span, { className: "vlist-s", children: "​" })] }), _jsx(_components.span, { className: "vlist-r", children: _jsx(_components.span, { className: "vlist", style: { height: "0.15em" }, children: _jsx(_components.span, {}) }) })] }) })] }), _jsx(_components.span, { className: "mspace", style: { marginRight: "0.2778em" } }), _jsx(_components.span, { className: "mrel", children: "∈" }), _jsx(_components.span, { className: "mspace", style: { marginRight: "0.2778em" } }), _jsx(_components.span, { className: "mopen", children: "{" }), _jsx(_components.span, { className: "mord", children: "0" }), _jsx(_components.span, { className: "mpunct", children: "," }), _jsx(_components.span, { className: "mspace", style: { marginRight: "0.1667em" } }), _jsx(_components.span, { className: "mord", children: "1" }), _jsx(_components.span, { className: "mpunct", children: "," }), _jsx(_components.span, { className: "mspace", style: { marginRight: "0.1667em" } }), _jsx(_components.span, { className: "mord", children: "2" }), _jsx(_components.span, { className: "mclose", children: "}" }), _jsx(_components.span, { className: "mspace newline" }), _jsx(_components.span, { className: "mord mathnormal", style: { marginRight: "0.10764em" }, children: "f" }), _jsx(_components.span, { className: "mopen", children: "(" }), _jsxs(_components.span, { className: "mord", children: [_jsx(_components.span, { className: "mord mathnormal", children: "x" }), _jsx(_components.span, { className: "msupsub", children: _jsxs(_components.span, { className: "vlist-t vlist-t2", children: [_jsxs(_components.span, { className: "vlist-r", children: [_jsx(_components.span, { className: "vlist", style: { height: "0.3117em" }, children: _jsxs(_components.span, { style: { top: "-2.55em", marginLeft: "0em", marginRight: "0.05em" }, children: [_jsx(_components.span, { className: "pstrut", style: { height: "2.7em" } }), _jsx(_components.span, { className: "sizing reset-size6 size3 mtight", children: _jsx(_components.span, { className: "mord mathnormal mtight", children: "i" }) })] }) }), _jsx(_components.span, { className: "vlist-s", children: "​" })] }), _jsx(_components.span, { className: "vlist-r", children: _jsx(_components.span, { className: "vlist", style: { height: "0.15em" }, children: _jsx(_components.span, {}) }) })] }) })] }), _jsx(_components.span, { className: "mclose", children: ")" }), _jsx(_components.span, { className: "mspace", style: { marginRight: "0.2778em" } }), _jsx(_components.span, { className: "mrel", children: "=" }), _jsx(_components.span, { className: "mspace", style: { marginRight: "0.2778em" } }), _jsx(_components.span, { className: "mop op-limits", children: _jsxs(_components.span, { className: "vlist-t vlist-t2", children: [_jsxs(_components.span, { className: "vlist-r", children: [_jsxs(_components.span, { className: "vlist", style: { height: "1.8011em" }, children: [_jsxs(_components.span, { style: { top: "-1.8723em", marginLeft: "0em" }, children: [_jsx(_components.span, { className: "pstrut", style: { height: "3.05em" } }), _jsx(_components.span, { className: "sizing reset-size6 size3 mtight", children: _jsxs(_components.span, { className: "mord mtight", children: [_jsx(_components.span, { className: "mord mathnormal mtight", style: { marginRight: "0.05724em" }, children: "j" }), _jsx(_components.span, { className: "mrel mtight", children: "=" }), _jsx(_components.span, { className: "mord mtight", children: "1" })] }) })] }), _jsxs(_components.span, { style: { top: "-3.05em" }, children: [_jsx(_components.span, { className: "pstrut", style: { height: "3.05em" } }), _jsx(_components.span, { children: _jsx(_components.span, { className: "mop op-symbol large-op", children: "∑" }) })] }), _jsxs(_components.span, { style: { top: "-4.3em", marginLeft: "0em" }, children: [_jsx(_components.span, { className: "pstrut", style: { height: "3.05em" } }), _jsx(_components.span, { className: "sizing reset-size6 size3 mtight", children: _jsx(_components.span, { className: "mord mtight", children: _jsx(_components.span, { className: "mord mtight", children: "5" }) }) })] })] }), _jsx(_components.span, { className: "vlist-s", children: "​" })] }), _jsx(_components.span, { className: "vlist-r", children: _jsx(_components.span, { className: "vlist", style: { height: "1.4138em" }, children: _jsx(_components.span, {}) }) })] }) }), _jsx(_components.span, { className: "mspace", style: { marginRight: "0.1667em" } }), _jsxs(_components.span, { className: "mord", children: [_jsx(_components.span, { className: "mord mathnormal", children: "c" }), _jsx(_components.span, { className: "msupsub", children: _jsxs(_components.span, { className: "vlist-t vlist-t2", children: [_jsxs(_components.span, { className: "vlist-r", children: [_jsx(_components.span, { className: "vlist", style: { height: "0.3117em" }, children: _jsxs(_components.span, { style: { top: "-2.55em", marginLeft: "0em", marginRight: "0.05em" }, children: [_jsx(_components.span, { className: "pstrut", style: { height: "2.7em" } }), _jsx(_components.span, { className: "sizing reset-size6 size3 mtight", children: _jsx(_components.span, { className: "mord mtight", children: _jsx(_components.span, { className: "mord mathnormal mtight", style: { marginRight: "0.05724em" }, children: "ij" }) }) })] }) }), _jsx(_components.span, { className: "vlist-s", children: "​" })] }), _jsx(_components.span, { className: "vlist-r", children: _jsx(_components.span, { className: "vlist", style: { height: "0.2861em" }, children: _jsx(_components.span, {}) }) })] }) })] }), _jsxs(_components.span, { className: "mord", children: [_jsx(_components.span, { className: "mord mathnormal", children: "x" }), _jsx(_components.span, { className: "msupsub", children: _jsxs(_components.span, { className: "vlist-t vlist-t2", children: [_jsxs(_components.span, { className: "vlist-r", children: [_jsx(_components.span, { className: "vlist", style: { height: "0.3117em" }, children: _jsxs(_components.span, { style: { top: "-2.55em", marginLeft: "0em", marginRight: "0.05em" }, children: [_jsx(_components.span, { className: "pstrut", style: { height: "2.7em" } }), _jsx(_components.span, { className: "sizing reset-size6 size3 mtight", children: _jsx(_components.span, { className: "mord mathnormal mtight", children: "i" }) })] }) }), _jsx(_components.span, { className: "vlist-s", children: "​" })] }), _jsx(_components.span, { className: "vlist-r", children: _jsx(_components.span, { className: "vlist", style: { height: "0.15em" }, children: _jsx(_components.span, {}) }) })] }) })] }), _jsx(_components.span, { className: "mord", children: "/" }), _jsxs(_components.span, { className: "mord", children: [_jsx(_components.span, { className: "mord mathnormal", style: { marginRight: "0.03588em" }, children: "g" }), _jsx(_components.span, { className: "msupsub", children: _jsxs(_components.span, { className: "vlist-t vlist-t2", children: [_jsxs(_components.span, { className: "vlist-r", children: [_jsx(_components.span, { className: "vlist", style: { height: "0.3117em" }, children: _jsxs(_components.span, { style: { top: "-2.55em", marginLeft: "-0.0359em", marginRight: "0.05em" }, children: [_jsx(_components.span, { className: "pstrut", style: { height: "2.7em" } }), _jsx(_components.span, { className: "sizing reset-size6 size3 mtight", children: _jsx(_components.span, { className: "mord mathnormal mtight", style: { marginRight: "0.05724em" }, children: "j" }) })] }) }), _jsx(_components.span, { className: "vlist-s", children: "​" })] }), _jsx(_components.span, { className: "vlist-r", children: _jsx(_components.span, { className: "vlist", style: { height: "0.2861em" }, children: _jsx(_components.span, {}) }) })] }) })] })] })] }) }), _jsx(_components.span, { className: "vlist-s", children: "​" })] }), _jsx(_components.span, { className: "vlist-r", children: _jsx(_components.span, { className: "vlist", style: { height: "1.3574em" }, children: _jsx(_components.span, {}) }) })] }) }) })] }), _jsx(_components.span, { className: "tag", children: _jsxs(_components.span, { className: "vlist-t vlist-t2", children: [_jsxs(_components.span, { className: "vlist-r", children: [_jsx(_components.span, { className: "vlist", style: { height: "1.8574em" }, children: _jsxs(_components.span, { style: { top: "-3.8574em" }, children: [_jsx(_components.span, { className: "pstrut", style: { height: "3.8011em" } }), _jsx(_components.span, { className: "eqn-num" })] }) }), _jsx(_components.span, { className: "vlist-s", children: "​" })] }), _jsx(_components.span, { className: "vlist-r", children: _jsx(_components.span, { className: "vlist", style: { height: "1.3574em" }, children: _jsx(_components.span, {}) }) })] }) })] })] }) }) }), "\n", _jsxs(_components.p, { children: ["ここで、", _jsx(_components.span, { className: "math math-inline", children: _jsxs(_components.span, { className: "katex", children: [_jsx(_components.span, { className: "katex-mathml", children: _jsx(_components.math, { xmlns: "http://www.w3.org/1998/Math/MathML", children: _jsxs(_components.semantics, { children: [_jsx(_components.mrow, { children: _jsxs(_components.msub, { children: [_jsx(_components.mi, { children: "x" }), _jsx(_components.mi, { children: "i" })] }) }), _jsx(_components.annotation, { encoding: "application/x-tex", children: "x_i" })] }) }) }), _jsx(_components.span, { className: "katex-html", "aria-hidden": "true", children: _jsxs(_components.span, { className: "base", children: [_jsx(_components.span, { className: "strut", style: { height: "0.5806em", verticalAlign: "-0.15em" } }), _jsxs(_components.span, { className: "mord", children: [_jsx(_components.span, { className: "mord mathnormal", children: "x" }), _jsx(_components.span, { className: "msupsub", children: _jsxs(_components.span, { className: "vlist-t vlist-t2", children: [_jsxs(_components.span, { className: "vlist-r", children: [_jsx(_components.span, { className: "vlist", style: { height: "0.3117em" }, children: _jsxs(_components.span, { style: { top: "-2.55em", marginLeft: "0em", marginRight: "0.05em" }, children: [_jsx(_components.span, { className: "pstrut", style: { height: "2.7em" } }), _jsx(_components.span, { className: "sizing reset-size6 size3 mtight", children: _jsx(_components.span, { className: "mord mathnormal mtight", children: "i" }) })] }) }), _jsx(_components.span, { className: "vlist-s", children: "​" })] }), _jsx(_components.span, { className: "vlist-r", children: _jsx(_components.span, { className: "vlist", style: { height: "0.15em" }, children: _jsx(_components.span, {}) }) })] }) })] })] }) })] }) }), " は商品 ", _jsx(_components.span, { className: "math math-inline", children: _jsxs(_components.span, { className: "katex", children: [_jsx(_components.span, { className: "katex-mathml", children: _jsx(_components.math, { xmlns: "http://www.w3.org/1998/Math/MathML", children: _jsxs(_components.semantics, { children: [_jsx(_components.mrow, { children: _jsx(_components.mi, { children: "i" }) }), _jsx(_components.annotation, { encoding: "application/x-tex", children: "i" })] }) }) }), _jsx(_components.span, { className: "katex-html", "aria-hidden": "true", children: _jsxs(_components.span, { className: "base", children: [_jsx(_components.span, { className: "strut", style: { height: "0.6595em" } }), _jsx(_components.span, { className: "mord mathnormal", children: "i" })] }) })] }) }), " の個数（0から2の整数値）、", _jsx(_components.span, { className: "math math-inline", children: _jsxs(_components.span, { className: "katex", children: [_jsx(_components.span, { className: "katex-mathml", children: _jsx(_components.math, { xmlns: "http://www.w3.org/1998/Math/MathML", children: _jsxs(_components.semantics, { children: [_jsx(_components.mrow, { children: _jsxs(_components.msub, { children: [_jsx(_components.mi, { children: "c" }), _jsxs(_components.mrow, { children: [_jsx(_components.mi, { children: "i" }), _jsx(_components.mi, { children: "j" })] })] }) }), _jsx(_components.annotation, { encoding: "application/x-tex", children: "c_{ij}" })] }) }) }), _jsx(_components.span, { className: "katex-html", "aria-hidden": "true", children: _jsxs(_components.span, { className: "base", children: [_jsx(_components.span, { className: "strut", style: { height: "0.7167em", verticalAlign: "-0.2861em" } }), _jsxs(_components.span, { className: "mord", children: [_jsx(_components.span, { className: "mord mathnormal", children: "c" }), _jsx(_components.span, { className: "msupsub", children: _jsxs(_components.span, { className: "vlist-t vlist-t2", children: [_jsxs(_components.span, { className: "vlist-r", children: [_jsx(_components.span, { className: "vlist", style: { height: "0.3117em" }, children: _jsxs(_components.span, { style: { top: "-2.55em", marginLeft: "0em", marginRight: "0.05em" }, children: [_jsx(_components.span, { className: "pstrut", style: { height: "2.7em" } }), _jsx(_components.span, { className: "sizing reset-size6 size3 mtight", children: _jsx(_components.span, { className: "mord mtight", children: _jsx(_components.span, { className: "mord mathnormal mtight", style: { marginRight: "0.05724em" }, children: "ij" }) }) })] }) }), _jsx(_components.span, { className: "vlist-s", children: "​" })] }), _jsx(_components.span, { className: "vlist-r", children: _jsx(_components.span, { className: "vlist", style: { height: "0.2861em" }, children: _jsx(_components.span, {}) }) })] }) })] })] }) })] }) }), " は商品 ", _jsx(_components.span, { className: "math math-inline", children: _jsxs(_components.span, { className: "katex", children: [_jsx(_components.span, { className: "katex-mathml", children: _jsx(_components.math, { xmlns: "http://www.w3.org/1998/Math/MathML", children: _jsxs(_components.semantics, { children: [_jsx(_components.mrow, { children: _jsx(_components.mi, { children: "i" }) }), _jsx(_components.annotation, { encoding: "application/x-tex", children: "i" })] }) }) }), _jsx(_components.span, { className: "katex-html", "aria-hidden": "true", children: _jsxs(_components.span, { className: "base", children: [_jsx(_components.span, { className: "strut", style: { height: "0.6595em" } }), _jsx(_components.span, { className: "mord mathnormal", children: "i" })] }) })] }) }), " の", _jsx(_components.span, { className: "math math-inline", children: _jsxs(_components.span, { className: "katex", children: [_jsx(_components.span, { className: "katex-mathml", children: _jsx(_components.math, { xmlns: "http://www.w3.org/1998/Math/MathML", children: _jsxs(_components.semantics, { children: [_jsx(_components.mrow, { children: _jsx(_components.mi, { children: "j" }) }), _jsx(_components.annotation, { encoding: "application/x-tex", children: "j" })] }) }) }), _jsx(_components.span, { className: "katex-html", "aria-hidden": "true", children: _jsxs(_components.span, { className: "base", children: [_jsx(_components.span, { className: "strut", style: { height: "0.854em", verticalAlign: "-0.1944em" } }), _jsx(_components.span, { className: "mord mathnormal", style: { marginRight: "0.05724em" }, children: "j" })] }) })] }) }), "番目の栄養価、", _jsx(_components.span, { className: "math math-inline", children: _jsxs(_components.span, { className: "katex", children: [_jsx(_components.span, { className: "katex-mathml", children: _jsx(_components.math, { xmlns: "http://www.w3.org/1998/Math/MathML", children: _jsxs(_components.semantics, { children: [_jsx(_components.mrow, { children: _jsxs(_components.msub, { children: [_jsx(_components.mi, { children: "g" }), _jsx(_components.mi, { children: "j" })] }) }), _jsx(_components.annotation, { encoding: "application/x-tex", children: "g_{j}" })] }) }) }), _jsx(_components.span, { className: "katex-html", "aria-hidden": "true", children: _jsxs(_components.span, { className: "base", children: [_jsx(_components.span, { className: "strut", style: { height: "0.7167em", verticalAlign: "-0.2861em" } }), _jsxs(_components.span, { className: "mord", children: [_jsx(_components.span, { className: "mord mathnormal", style: { marginRight: "0.03588em" }, children: "g" }), _jsx(_components.span, { className: "msupsub", children: _jsxs(_components.span, { className: "vlist-t vlist-t2", children: [_jsxs(_components.span, { className: "vlist-r", children: [_jsx(_components.span, { className: "vlist", style: { height: "0.3117em" }, children: _jsxs(_components.span, { style: { top: "-2.55em", marginLeft: "-0.0359em", marginRight: "0.05em" }, children: [_jsx(_components.span, { className: "pstrut", style: { height: "2.7em" } }), _jsx(_components.span, { className: "sizing reset-size6 size3 mtight", children: _jsx(_components.span, { className: "mord mtight", children: _jsx(_components.span, { className: "mord mathnormal mtight", style: { marginRight: "0.05724em" }, children: "j" }) }) })] }) }), _jsx(_components.span, { className: "vlist-s", children: "​" })] }), _jsx(_components.span, { className: "vlist-r", children: _jsx(_components.span, { className: "vlist", style: { height: "0.2861em" }, children: _jsx(_components.span, {}) }) })] }) })] })] }) })] }) }), " は", _jsx(_components.span, { className: "math math-inline", children: _jsxs(_components.span, { className: "katex", children: [_jsx(_components.span, { className: "katex-mathml", children: _jsx(_components.math, { xmlns: "http://www.w3.org/1998/Math/MathML", children: _jsxs(_components.semantics, { children: [_jsx(_components.mrow, { children: _jsx(_components.mi, { children: "j" }) }), _jsx(_components.annotation, { encoding: "application/x-tex", children: "j" })] }) }) }), _jsx(_components.span, { className: "katex-html", "aria-hidden": "true", children: _jsxs(_components.span, { className: "base", children: [_jsx(_components.span, { className: "strut", style: { height: "0.854em", verticalAlign: "-0.1944em" } }), _jsx(_components.span, { className: "mord mathnormal", style: { marginRight: "0.05724em" }, children: "j" })] }) })] }) }), "番目の栄養基準、", _jsx(_components.span, { className: "math math-inline", children: _jsxs(_components.span, { className: "katex", children: [_jsx(_components.span, { className: "katex-mathml", children: _jsx(_components.math, { xmlns: "http://www.w3.org/1998/Math/MathML", children: _jsxs(_components.semantics, { children: [_jsx(_components.mrow, { children: _jsxs(_components.msub, { children: [_jsx(_components.mi, { children: "p" }), _jsx(_components.mi, { children: "i" })] }) }), _jsx(_components.annotation, { encoding: "application/x-tex", children: "p_i" })] }) }) }), _jsx(_components.span, { className: "katex-html", "aria-hidden": "true", children: _jsxs(_components.span, { className: "base", children: [_jsx(_components.span, { className: "strut", style: { height: "0.625em", verticalAlign: "-0.1944em" } }), _jsxs(_components.span, { className: "mord", children: [_jsx(_components.span, { className: "mord mathnormal", children: "p" }), _jsx(_components.span, { className: "msupsub", children: _jsxs(_components.span, { className: "vlist-t vlist-t2", children: [_jsxs(_components.span, { className: "vlist-r", children: [_jsx(_components.span, { className: "vlist", style: { height: "0.3117em" }, children: _jsxs(_components.span, { style: { top: "-2.55em", marginLeft: "0em", marginRight: "0.05em" }, children: [_jsx(_components.span, { className: "pstrut", style: { height: "2.7em" } }), _jsx(_components.span, { className: "sizing reset-size6 size3 mtight", children: _jsx(_components.span, { className: "mord mathnormal mtight", children: "i" }) })] }) }), _jsx(_components.span, { className: "vlist-s", children: "​" })] }), _jsx(_components.span, { className: "vlist-r", children: _jsx(_components.span, { className: "vlist", style: { height: "0.15em" }, children: _jsx(_components.span, {}) }) })] }) })] })] }) })] }) }), " は商品 ", _jsx(_components.span, { className: "math math-inline", children: _jsxs(_components.span, { className: "katex", children: [_jsx(_components.span, { className: "katex-mathml", children: _jsx(_components.math, { xmlns: "http://www.w3.org/1998/Math/MathML", children: _jsxs(_components.semantics, { children: [_jsx(_components.mrow, { children: _jsx(_components.mi, { children: "i" }) }), _jsx(_components.annotation, { encoding: "application/x-tex", children: "i" })] }) }) }), _jsx(_components.span, { className: "katex-html", "aria-hidden": "true", children: _jsxs(_components.span, { className: "base", children: [_jsx(_components.span, { className: "strut", style: { height: "0.6595em" } }), _jsx(_components.span, { className: "mord mathnormal", children: "i" })] }) })] }) }), " の価格を表します", _jsx(_components.br, {}), "\n", "整数計画問題なので、Pythonの最適化ライブラリ「pyomo」で実装しました。"] }), "\n", _jsx(_components.h3, { children: "結果" }), "\n", _jsx(_components.p, { children: "結果はこちら" }), "\n", _jsxs(_components.p, { children: [_jsx(_components.img, { src: "/images/blog50/image1.png", alt: "" }), _jsx(_components.img, { src: "/images/blog50/image2.png", alt: "" })] }), "\n", _jsx(_components.p, { children: "確かに栄養価は抑えられていそうだが、コーヒー多すぎてやばそう。あと、サラダとか多くて健康的だけど飽きそう。" }), "\n", _jsx(_components.p, { children: "ということで、カテゴリごとに3個までにして再チャレンジ。" }), "\n", _jsx(_components.h3, { children: "結果(カテゴリごとに3個に制限)" }), "\n", _jsxs(_components.p, { children: [_jsx(_components.img, { src: "/images/blog50/image3.png", alt: "" }), _jsx(_components.img, { src: "/images/blog50/image4.png", alt: "" })] }), "\n", _jsx(_components.p, { children: "脂質と炭水化物がオーバーしてるけど、なんとかできそう？と言っても量はかなり多いですね。" }), "\n", _jsx(_components.h3, { children: "まとめ" }), "\n", _jsx(_components.p, { children: "セブンイレブンで10000円企画を効率的に進めるため、Pythonでスクレイピングと最適化を組み合わせたアプローチを紹介しました。お金に余裕がある人はやってみて(責任は負いません)。" }), "\n", _jsx(_components.h3, { children: "おまけ" }), "\n", _jsx(_components.p, { children: "1000円以下でできるだけ多く栄養素をとるにはどうすればいいかも求めました。" }), "\n", _jsxs(_components.p, { children: [_jsx(_components.img, { src: "/images/blog50/image5.png", alt: "" }), _jsx(_components.img, { src: "/images/blog50/image6.png", alt: "" })] }), "\n", _jsx(_components.p, { children: "1000円以下で3533kcal。さすが菓子パン。" })] }); } function MDXContent(props = {}) { const {wrapper: MDXLayout} = Object.assign({}, _provideComponents(), props.components); return MDXLayout ? _jsx(MDXLayout, Object.assign({}, props, { children: _jsx(_createMdxContent, props) })) : _createMdxContent(props); } return { default: MDXContent }; a:["$","div",null,{"className":"container mx-auto px-4 py-8 max-w-7xl","children":["$","div",null,{"className":"flex flex-col md:flex-row gap-8","children":[["$","article",null,{"className":"w-full md:w-[70%] bg-white shadow-lg rounded-lg p-8","children":[["$","header",null,{"className":"mb-8 border-b pb-4","children":[["$","div",null,{"className":"flex items-center gap-2 mb-2","children":[["$","$L6",null,{"href":"/","className":"text-gray-500 hover:text-orange-500","children":"Home"}],["$","span",null,{"className":"text-gray-300","children":">"}],["$","span",null,{"className":"text-gray-500","children":"$undefined"}]]}],["$","h1",null,{"className":"text-3xl font-bold mb-4","children":"セブンイレブンで10000円企画の商品を効率的に選択したい"}],["$","div",null,{"className":"text-gray-500 flex flex-wrap gap-4 items-center mb-6","children":[["$","time",null,{"className":"flex items-center gap-1 text-sm","children":[["$","svg",null,{"xmlns":"http://www.w3.org/2000/svg","height":"18px","viewBox":"0 0 24 24","width":"18px","fill":"#666666","className":"mr-1","children":[["$","path",null,{"d":"M0 0h24v24H0V0z","fill":"none"}],["$","path",null,{"d":"M19 3h-1V1h-2v2H8V1H6v2H5c-1.11 0-2 .9-2 2v14c0 1.1.89 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zm0 16H5V8h14v11zM7 10h5v5H7z"}]]}],"日付: ","2024-10-05"]}],["$","div",null,{"className":"flex flex-wrap gap-2","children":[["$","$L6","データ分析",{"href":"/tags/データ分析","className":"bg-gray-100 hover:bg-blue-100 px-2 py-1 rounded text-sm text-gray-600 hover:text-blue-600 transition-colors","children":["#","データ分析"]}]]}]]}]]}],["$","div",null,{"className":"prose max-w-none prose-headings:border-b prose-headings:pb-2 prose-a:text-orange-600","children":["$","$Lb",null,{"compiledSource":"$c","frontmatter":{},"scope":{}}]}],["$","div",null,{"className":"flex justify-between items-center mt-12","children":[["$","div",null,{"className":"flex-1","children":["$","$L6",null,{"href":"/blog49","className":"group flex flex-col items-start p-4 rounded-lg border border-gray-100 hover:border-orange-200 hover:bg-orange-50 transition-all","children":[["$","span",null,{"className":"text-sm text-gray-500 mb-1 group-hover:text-orange-600 flex items-center","children":[["$","svg",null,{"xmlns":"http://www.w3.org/2000/svg","className":"h-4 w-4 mr-1","fill":"none","viewBox":"0 0 24 24","stroke":"currentColor","children":["$","path",null,{"strokeLinecap":"round","strokeLinejoin":"round","strokeWidth":2,"d":"M15 19l-7-7 7-7"}]}],"Previous"]}],["$","span",null,{"className":"font-medium text-gray-800 dark:text-gray-200 line-clamp-2","children":"ngrokで外からJupyter Notebookを使う"}]]}]}],["$","div",null,{"className":"w-8"}],["$","div",null,{"className":"flex-1 text-right","children":["$","$L6",null,{"href":"/blog51","className":"group flex flex-col items-end p-4 rounded-lg border border-gray-100 hover:border-orange-200 hover:bg-orange-50 transition-all","children":[["$","span",null,{"className":"text-sm text-gray-500 mb-1 group-hover:text-orange-600 flex items-center","children":["Next",["$","svg",null,{"xmlns":"http://www.w3.org/2000/svg","className":"h-4 w-4 ml-1","fill":"none","viewBox":"0 0 24 24","stroke":"currentColor","children":["$","path",null,{"strokeLinecap":"round","strokeLinejoin":"round","strokeWidth":2,"d":"M9 5l7 7-7 7"}]}]]}],["$","span",null,{"className":"font-medium text-gray-800 dark:text-gray-200 line-clamp-2","children":"SignateのRAGコンペ挑戦記"}]]}]}]]}],["$","$Ld",null,{}]]}],["$","div",null,{"className":"w-full md:w-[30%]","children":"$Le"}]]}]}] 9:null f:I[9009,["326","static/chunks/326-ead410bae2047633.js","986","static/chunks/986-f27c5a2c4d841870.js","42","static/chunks/app/%5Bslug%5D/page-419f452b4066bb25.js"],""] e:["$","aside",null,{"className":"w-full flex flex-col gap-6","children":[["$","div",null,{"className":"bg-white p-6 rounded shadow-sm border","children":[["$","h3",null,{"className":"font-bold text-lg mb-4 text-[#494949] border-b pb-2","children":"プロフィール"}],["$","div",null,{"className":"flex items-center mb-4","children":[["$","$Lf",null,{}],["$","span",null,{"className":"font-bold","children":"Shingo.S"}]]}],["$","p",null,{"className":"mb-4 text-base leading-relaxed text-gray-600","children":["データサイエンティストとして働いています。仕事では主にPythonやSAS、Rを用いて分析しています。",["$","br",null,{}],["$","br",null,{}],"統計検定1級、Kaggle Expert。",["$","br",null,{}],"自然言語処理に興味があります。"]}],["$","div",null,{"className":"mt-4 flex items-center","children":["$","a",null,{"href":"https://x.com/shingo97358922","target":"_blank","rel":"noopener noreferrer","className":"flex items-center gap-2 text-gray-600 hover:text-black transition-colors","children":[["$","svg",null,{"className":"w-5 h-5","fill":"currentColor","viewBox":"0 0 24 24","aria-hidden":"true","children":["$","path",null,{"d":"M18.244 2.25h3.308l-7.227 8.26 8.502 11.24H16.17l-5.214-6.817L4.99 21.75H1.68l7.73-8.835L1.254 2.25H8.08l4.713 6.231zm-1.161 17.52h1.833L7.084 4.126H5.117z"}]}],["$","span",null,{"className":"text-sm font-medium","children":"@shingo97358922"}]]}]}]]}],["$","div",null,{"className":"bg-white p-6 rounded shadow-sm border","children":[["$","h3",null,{"className":"font-bold text-lg mb-4 text-[#494949] border-b pb-2","children":"アクセスカウンター"}],["$","div",null,{"className":"flex flex-col gap-2 text-gray-600 pl-2","children":[["$","div",null,{"className":"flex items-center gap-4","children":[["$","span",null,{"className":"w-12 text-right","children":"累計"}],["$","span",null,{"children":":"}],["$","span",null,{"className":"font-mono text-lg font-bold","children":"72320"}]]}],["$","div",null,{"className":"flex items-center gap-4","children":[["$","span",null,{"className":"w-12 text-right","children":"本日"}],["$","span",null,{"children":":"}],["$","span",null,{"className":"font-mono text-lg font-bold","children":"17"}]]}],["$","div",null,{"className":"flex items-center gap-4","children":[["$","span",null,{"className":"w-12 text-right","children":"昨日"}],["$","span",null,{"children":":"}],["$","span",null,{"className":"font-mono text-lg font-bold","children":"33"}]]}]]}]]}],["$","div",null,{"className":"bg-white p-6 rounded shadow-sm border","children":[["$","h3",null,{"className":"font-bold text-lg mb-4 text-[#494949] border-b pb-2","children":"月別アーカイブ"}],["$","ul",null,{"className":"text-base text-gray-600","children":[["$","li","2026年2月",{"className":"mb-2 border-b border-dashed border-gray-200 pb-1 last:border-none","children":["$","$L6",null,{"href":"/archives/2026-02","className":"hover:text-blue-500 transition-colors block","children":["2026年2月"," (",1,")"]}]}],["$","li","2025年2月",{"className":"mb-2 border-b border-dashed border-gray-200 pb-1 last:border-none","children":["$","$L6",null,{"href":"/archives/2025-02","className":"hover:text-blue-500 transition-colors block","children":["2025年2月"," (",1,")"]}]}],["$","li","2024年10月",{"className":"mb-2 border-b border-dashed border-gray-200 pb-1 last:border-none","children":["$","$L6",null,{"href":"/archives/2024-10","className":"hover:text-blue-500 transition-colors block","children":["2024年10月"," (",1,")"]}]}],["$","li","2024年7月",{"className":"mb-2 border-b border-dashed border-gray-200 pb-1 last:border-none","children":["$","$L6",null,{"href":"/archives/2024-07","className":"hover:text-blue-500 transition-colors block","children":["2024年7月"," (",1,")"]}]}],["$","li","2024年2月",{"className":"mb-2 border-b border-dashed border-gray-200 pb-1 last:border-none","children":["$","$L6",null,{"href":"/archives/2024-02","className":"hover:text-blue-500 transition-colors block","children":["2024年2月"," (",1,")"]}]}],["$","li","2023年6月",{"className":"mb-2 border-b border-dashed border-gray-200 pb-1 last:border-none","children":["$","$L6",null,{"href":"/archives/2023-06","className":"hover:text-blue-500 transition-colors block","children":["2023年6月"," (",1,")"]}]}],["$","li","2023年5月",{"className":"mb-2 border-b border-dashed border-gray-200 pb-1 last:border-none","children":["$","$L6",null,{"href":"/archives/2023-05","className":"hover:text-blue-500 transition-colors block","children":["2023年5月"," (",1,")"]}]}],["$","li","2023年3月",{"className":"mb-2 border-b border-dashed border-gray-200 pb-1 last:border-none","children":["$","$L6",null,{"href":"/archives/2023-03","className":"hover:text-blue-500 transition-colors block","children":["2023年3月"," (",2,")"]}]}],["$","li","2022年10月",{"className":"mb-2 border-b border-dashed border-gray-200 pb-1 last:border-none","children":["$","$L6",null,{"href":"/archives/2022-10","className":"hover:text-blue-500 transition-colors block","children":["2022年10月"," (",2,")"]}]}],["$","li","2022年9月",{"className":"mb-2 border-b border-dashed border-gray-200 pb-1 last:border-none","children":["$","$L6",null,{"href":"/archives/2022-09","className":"hover:text-blue-500 transition-colors block","children":["2022年9月"," (",2,")"]}]}],["$","li","2022年7月",{"className":"mb-2 border-b border-dashed border-gray-200 pb-1 last:border-none","children":["$","$L6",null,{"href":"/archives/2022-07","className":"hover:text-blue-500 transition-colors block","children":["2022年7月"," (",1,")"]}]}],["$","li","2022年3月",{"className":"mb-2 border-b border-dashed border-gray-200 pb-1 last:border-none","children":["$","$L6",null,{"href":"/archives/2022-03","className":"hover:text-blue-500 transition-colors block","children":["2022年3月"," (",1,")"]}]}],["$","li","2021年11月",{"className":"mb-2 border-b border-dashed border-gray-200 pb-1 last:border-none","children":["$","$L6",null,{"href":"/archives/2021-11","className":"hover:text-blue-500 transition-colors block","children":["2021年11月"," (",1,")"]}]}],["$","li","2021年10月",{"className":"mb-2 border-b border-dashed border-gray-200 pb-1 last:border-none","children":["$","$L6",null,{"href":"/archives/2021-10","className":"hover:text-blue-500 transition-colors block","children":["2021年10月"," (",2,")"]}]}],["$","li","2021年7月",{"className":"mb-2 border-b border-dashed border-gray-200 pb-1 last:border-none","children":["$","$L6",null,{"href":"/archives/2021-07","className":"hover:text-blue-500 transition-colors block","children":["2021年7月"," (",2,")"]}]}],["$","li","2021年5月",{"className":"mb-2 border-b border-dashed border-gray-200 pb-1 last:border-none","children":["$","$L6",null,{"href":"/archives/2021-05","className":"hover:text-blue-500 transition-colors block","children":["2021年5月"," (",2,")"]}]}],["$","li","2021年4月",{"className":"mb-2 border-b border-dashed border-gray-200 pb-1 last:border-none","children":["$","$L6",null,{"href":"/archives/2021-04","className":"hover:text-blue-500 transition-colors block","children":["2021年4月"," (",2,")"]}]}],["$","li","2021年2月",{"className":"mb-2 border-b border-dashed border-gray-200 pb-1 last:border-none","children":["$","$L6",null,{"href":"/archives/2021-02","className":"hover:text-blue-500 transition-colors block","children":["2021年2月"," (",1,")"]}]}],["$","li","2020年10月",{"className":"mb-2 border-b border-dashed border-gray-200 pb-1 last:border-none","children":["$","$L6",null,{"href":"/archives/2020-10","className":"hover:text-blue-500 transition-colors block","children":["2020年10月"," (",1,")"]}]}],["$","li","2020年9月",{"className":"mb-2 border-b border-dashed border-gray-200 pb-1 last:border-none","children":["$","$L6",null,{"href":"/archives/2020-09","className":"hover:text-blue-500 transition-colors block","children":["2020年9月"," (",1,")"]}]}],["$","li","2020年7月",{"className":"mb-2 border-b border-dashed border-gray-200 pb-1 last:border-none","children":["$","$L6",null,{"href":"/archives/2020-07","className":"hover:text-blue-500 transition-colors block","children":["2020年7月"," (",1,")"]}]}],["$","li","2020年6月",{"className":"mb-2 border-b border-dashed border-gray-200 pb-1 last:border-none","children":["$","$L6",null,{"href":"/archives/2020-06","className":"hover:text-blue-500 transition-colors block","children":["2020年6月"," (",1,")"]}]}],["$","li","2020年5月",{"className":"mb-2 border-b border-dashed border-gray-200 pb-1 last:border-none","children":["$","$L6",null,{"href":"/archives/2020-05","className":"hover:text-blue-500 transition-colors block","children":["2020年5月"," (",1,")"]}]}],["$","li","2020年4月",{"className":"mb-2 border-b border-dashed border-gray-200 pb-1 last:border-none","children":["$","$L6",null,{"href":"/archives/2020-04","className":"hover:text-blue-500 transition-colors block","children":["2020年4月"," (",1,")"]}]}],["$","li","2020年3月",{"className":"mb-2 border-b border-dashed border-gray-200 pb-1 last:border-none","children":["$","$L6",null,{"href":"/archives/2020-03","className":"hover:text-blue-500 transition-colors block","children":["2020年3月"," (",1,")"]}]}],["$","li","2020年2月",{"className":"mb-2 border-b border-dashed border-gray-200 pb-1 last:border-none","children":["$","$L6",null,{"href":"/archives/2020-02","className":"hover:text-blue-500 transition-colors block","children":["2020年2月"," (",1,")"]}]}],["$","li","2020年1月",{"className":"mb-2 border-b border-dashed border-gray-200 pb-1 last:border-none","children":["$","$L6",null,{"href":"/archives/2020-01","className":"hover:text-blue-500 transition-colors block","children":["2020年1月"," (",1,")"]}]}],["$","li","2019年12月",{"className":"mb-2 border-b border-dashed border-gray-200 pb-1 last:border-none","children":["$","$L6",null,{"href":"/archives/2019-12","className":"hover:text-blue-500 transition-colors block","children":["2019年12月"," (",1,")"]}]}],["$","li","2019年11月",{"className":"mb-2 border-b border-dashed border-gray-200 pb-1 last:border-none","children":["$","$L6",null,{"href":"/archives/2019-11","className":"hover:text-blue-500 transition-colors block","children":["2019年11月"," (",2,")"]}]}],["$","li","2019年10月",{"className":"mb-2 border-b border-dashed border-gray-200 pb-1 last:border-none","children":["$","$L6",null,{"href":"/archives/2019-10","className":"hover:text-blue-500 transition-colors block","children":["2019年10月"," (",2,")"]}]}],["$","li","2019年9月",{"className":"mb-2 border-b border-dashed border-gray-200 pb-1 last:border-none","children":["$","$L6",null,{"href":"/archives/2019-09","className":"hover:text-blue-500 transition-colors block","children":["2019年9月"," (",1,")"]}]}],["$","li","2019年8月",{"className":"mb-2 border-b border-dashed border-gray-200 pb-1 last:border-none","children":["$","$L6",null,{"href":"/archives/2019-08","className":"hover:text-blue-500 transition-colors block","children":["2019年8月"," (",8,")"]}]}],["$","li","2019年7月",{"className":"mb-2 border-b border-dashed border-gray-200 pb-1 last:border-none","children":["$","$L6",null,{"href":"/archives/2019-07","className":"hover:text-blue-500 transition-colors block","children":["2019年7月"," (",1,")"]}]}],["$","li","2019年6月",{"className":"mb-2 border-b border-dashed border-gray-200 pb-1 last:border-none","children":["$","$L6",null,{"href":"/archives/2019-06","className":"hover:text-blue-500 transition-colors block","children":["2019年6月"," (",2,")"]}]}]]}]]}],["$","div",null,{"className":"bg-white p-6 rounded shadow-sm border","children":[["$","h3",null,{"className":"font-bold text-lg mb-4 text-[#494949] border-b pb-2","children":"タグ一覧"}],["$","div",null,{"className":"flex flex-wrap gap-2","children":[["$","$L6","データ分析",{"href":"/tags/データ分析","className":"bg-gray-100 hover:bg-blue-500 hover:text-white rounded px-2 py-1 text-sm transition-colors duration-200 text-gray-600","children":["データ分析"," (",18,")"]}],["$","$L6","自然言語処理",{"href":"/tags/自然言語処理","className":"bg-gray-100 hover:bg-blue-500 hover:text-white rounded px-2 py-1 text-sm transition-colors duration-200 text-gray-600","children":["自然言語処理"," (",16,")"]}],["$","$L6","SAS",{"href":"/tags/SAS","className":"bg-gray-100 hover:bg-blue-500 hover:text-white rounded px-2 py-1 text-sm transition-colors duration-200 text-gray-600","children":["SAS"," (",12,")"]}],["$","$L6","Kaggle",{"href":"/tags/Kaggle","className":"bg-gray-100 hover:bg-blue-500 hover:text-white rounded px-2 py-1 text-sm transition-colors duration-200 text-gray-600","children":["Kaggle"," (",3,")"]}],["$","$L6","雑談",{"href":"/tags/雑談","className":"bg-gray-100 hover:bg-blue-500 hover:text-white rounded px-2 py-1 text-sm transition-colors duration-200 text-gray-600","children":["雑談"," (",2,")"]}]]}]]}],["$","div",null,{"className":"bg-white p-6 rounded shadow-sm border","children":[["$","h3",null,{"className":"font-bold text-lg mb-4 text-[#494949] border-b pb-2","children":"広告枠"}],["$","div",null,{"className":"flex justify-center items-center","children":[["$","a",null,{"href":"https://px.a8.net/svt/ejp?a8mat=4AXI0F+CULTTE+348+6CWQP","rel":"nofollow","target":"_blank","children":["$","img",null,{"style":{"border":0},"width":"250","height":"250","alt":"","src":"https://www25.a8.net/svt/bgt?aid=260223855777&wid=001&eno=01&mid=s00000000404001068000&mc=1"}]}],["$","img",null,{"style":{"border":0},"width":"1","height":"1","src":"https://www17.a8.net/0.gif?a8mat=4AXI0F+CULTTE+348+6CWQP","alt":""}]]}]]}]]}]