{"id":89471,"date":"2019-03-27T07:20:19","date_gmt":"2019-03-26T22:20:19","guid":{"rendered":"https:\/\/www.sejuku.net\/blog\/?p=89471"},"modified":"2024-05-06T11:55:00","modified_gmt":"2024-05-06T02:55:00","slug":"89471","status":"publish","type":"post","link":"https:\/\/www.sejuku.net\/blog\/89471","title":{"rendered":"Python\u3067\u95a2\u6570\u578b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u30a8\u30c3\u30bb\u30f3\u30b9\u306b\u89e6\u308c\u3066\u307f\u3088\u3046"},"content":{"rendered":"\n<p><div class=\"box_voice\">\u95a2\u6570\u578b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3063\u3066\u4f55\uff1f<br>Python\u3067\u3082\u3067\u304d\u308b\u306e\u3060\u308d\u3046\u304b\uff1f<\/div><\/p>\n\n\n\n<p>\u7d50\u8ad6\u304b\u3089\u66f8\u304f\u3068\u3001<strong>Python\u3067\u95a2\u6570\u578b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3092\u884c\u3046\u306e\u306f\u5927\u5909<\/strong>\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3067\u3059\u304c\u3001Python\u306b\u3082\u95a2\u6570\u578b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3067\u3088\u304f\u4f7f\u3046\u6a5f\u80fd\u3084\u95a2\u6570\u3092\u63d0\u4f9b\u3057\u3066\u304f\u308c\u308b\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u3042\u308b\u306e\u3067\u3001\u96f0\u56f2\u6c17\u3092\u697d\u3057\u3080\u3053\u3068\u306f\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u3093\u306b\u3061\u306f\u3001\u30e9\u30a4\u30bf\u30fc\u306e\u30d5\u30af\u30ed\u30a6\u3067\u3059\u3002Python\u306e\u30a4\u30f3\u30b9\u30c8\u30e9\u30af\u30bf\u30fc\u3092\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u95a2\u6570\u578b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u304c\u6d41\u884c\u3063\u3066\u3044\u308b\u6628\u4eca\u3001Python\u306e\u52c9\u5f37\u3092\u3057\u3066\u3044\u308b\u65b9\u3005\u306e\u4e2d\u306b\u3082\u3001\u4f7f\u3063\u3066\u307f\u305f\u3044\u3068\u601d\u3063\u3066\u3044\u308b\u4eba\u306f\u591a\u3044\u3068\u601d\u3044\u307e\u3059\u3002\u3053\u306e\u8a18\u4e8b\u3067Python\u304b\u3089\u4f7f\u3048\u308b<span style=\"color: #008000;\"><strong>\u95a2\u6570\u578b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30e9\u30a4\u30d6\u30e9\u30eatoolz<\/strong><\/span>\u3092\u901a\u3057\u3066\u3001\u95a2\u6570\u578b\u306e\u30a8\u30c3\u30bb\u30f3\u30b9\u3092\u5b66\u3073\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p><b>\u3053\u306e\u8a18\u4e8b\u306f\u3053\u3093\u306a\u4eba\u306e\u305f\u3081\u306b\u66f8\u304d\u307e\u3057\u305f\u3002<\/b><br><div class=\"box01\"><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Python\u306eif\u6587\u3001for\u6587\u3001\u95a2\u6570\u306a\u3069\u306e\u4f7f\u3044\u65b9\u304c\u5206\u304b\u308b\u4eba<\/li>\n\n\n\n<li>Python\u3092\u4f7f\u3063\u3066\u95a2\u6570\u578b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3092\u5b66\u3073\u305f\u3044\u4eba<\/li>\n<\/ul>\n\n\n<\/div>\n\n\n\n<p>\u672c\u8a18\u4e8b\u3092\u8aad\u3080\u524d\u306b\u3001Python\u304c\u3069\u3093\u306a\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u306a\u306e\u304b\u3092\u304a\u3055\u3089\u3044\u3057\u3066\u304a\u304d\u305f\u3044\u4eba\u306f\u6b21\u306e\u8a18\u4e8b\u3092\u53c2\u8003\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p>\u2192&nbsp;<a href=\"https:\/\/www.sejuku.net\/blog\/7720\">Python\u3068\u306f\uff1f\u7279\u5fb4\u3084\u3067\u304d\u308b\u3053\u3068\u3001\u6d3b\u7528\u4f8b\u3092\u308f\u304b\u308a\u3084\u3059\u304f\u7c21\u5358\u306b\u89e3\u8aac<\/a><\/p>\n\n\n\n<p>\u306a\u304a\u3001\u305d\u306e\u4ed6\u306ePython\u306e\u8a18\u4e8b\u306b\u3064\u3044\u3066\u306f<a href=\"https:\/\/www.sejuku.net\/blog\/147190\" target=\"_blank\" rel=\"noopener\">\u3053\u3061\u3089<\/a>\u306b\u307e\u3068\u3081\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u95a2\u6570\u578b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u30a8\u30c3\u30bb\u30f3\u30b9<\/h2>\n\n\n\n<p>\u95a2\u6570\u578b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3001\u6700\u8fd1\u3088\u304f\u805e\u304f\u8a00\u8449\u3067\u3059\u304c\u4e2d\u3005\u5b9a\u7fa9\u304c\u5206\u304b\u308a\u3065\u3089\u3044\u3067\u3059\u3002\u95a2\u6570\u578b\u3092\u7d39\u4ecb\u3059\u308b\u6587\u66f8\u3067\u3088\u304f\u8a00\u308f\u308c\u308b\u3082\u306e\u3068\u3057\u3066\u300c\u72b6\u614b\u3092\u6271\u308f\u306a\u3044\u300d\u3068\u304b\u300c\u526f\u4f5c\u7528\u3092\u6301\u305f\u306a\u3044\u300d\u3068\u304b\u3068\u3044\u3046\u3082\u306e\u304c\u3042\u3052\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>\u95a2\u6570\u306e\u4e2d\u3067\u5909\u6570\u306e\u3082\u3064\u5024\u306e\u66f8\u304d\u63db\u3048\u304c\u8d77\u3053\u3089\u306a\u3044\u3088\u3046\u306a\u95a2\u6570\u3092<span style=\"color: #008000;\">\u7d14\u7c8b\u95a2\u6570<\/span><\/strong>\u3068\u826f\u3044\u307e\u3059\u304c\u3001\u3053\u306e\u3088\u3046\u306a\u95a2\u6570\u3092\u4f7f\u3046\u3053\u3068\u306e\u30e1\u30ea\u30c3\u30c8\u3068\u306f\u4f55\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n\n\n\n<p>\u3042\u308b\u5165\u529b\u306b\u5bfe\u3057\u3066\u8fd4\u3063\u3066\u304f\u308b\u5024\u304c\u6c7a\u307e\u3063\u3066\u3044\u308b\u4e8b\uff08\uff1d<span style=\"color: #008000;\"><strong>\u53c2\u7167\u900f\u660e\u6027<\/strong><\/span>\uff09\u3053\u3068\u3067\u3001\u30d0\u30b0\u304c\u767a\u751f\u3057\u3065\u3089\u304f\u518d\u5229\u7528\u304c\u3057\u3084\u3059\u3044\u95a2\u6570\u304c\u4f5c\u308c\u307e\u3059\u3002\u307e\u305f\u3001\u4e00\u3064\u306e\u5909\u6570\u304c\u3082\u3064\u5024\u304c\u5909\u308f\u3089\u306a\u3044\u306e\u3067\u300c\u4eca\u3053\u306e\u5909\u6570\u304c\u6301\u3063\u3066\u3044\u308b\u5024\u306f\u3053\u308c\u304b\u306a\uff1f\u300d\u306e\u3088\u3046\u306b\u8003\u3048\u308b\u5fc5\u8981\u304c\u306a\u304f\u306a\u308a\u307e\u3059\u306d\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u3088\u3046\u306a\u5f37\u529b\u306a\u5236\u7d04\u304c\u3042\u308b\u4ee3\u308f\u308a\u306b\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u306f\u898b\u901a\u3057\u304c\u3088\u3044\u3082\u306e\u306b\u306a\u308a\u307e\u3059\u3002\u95a2\u6570\u578b\u304c\u4e07\u80fd\u3060\u3068\u306f\u601d\u3044\u307e\u305b\u3093\u304c\u3001\u8003\u3048\u308b\u5fc5\u8981\u304c\u3042\u308b\u4e8b\u3001\u899a\u3048\u3066\u304a\u304f\u5fc5\u8981\u304c\u3042\u308b\u4e8b\u304c\u6e1b\u308b\u3053\u3068\u3067\u3001\u5fc5\u7136\u7684\u306b\u30d0\u30b0\u306e\u5c11\u306a\u3044\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u304c\u3067\u304d\u305d\u3046\u3067\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u95a2\u6570\u578b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3067\u3088\u304f\u4f7f\u308f\u308c\u308b\u6a5f\u80fd<\/h2>\n\n\n\n<p>\u95a2\u6570\u578b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3067\u3088\u304f\u4f7f\u308f\u308c\u308b\u6a5f\u80fd\u3068\u3057\u3066\u3001\u4ee5\u4e0b\u304c\u601d\u3044\u6d6e\u304b\u3073\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9ad8\u968e\u95a2\u6570\uff1a\u95a2\u6570\u3092\u53d7\u3051\u53d6\u3063\u305f\u308a\u95a2\u6570\u3092\u8fd4\u3057\u305f\u308a\u3059\u308b\u95a2\u6570<\/li>\n\n\n\n<li>\u30ab\u30ea\u30fc\u5316\uff1a\u95a2\u6570\u306b\u90e8\u5206\u9069\u7528\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b<\/li>\n\n\n\n<li>\u5408\u6210\u95a2\u6570\uff1a\u95a2\u6570\u540c\u58eb\u3092\u5408\u4f53\u3055\u305b\u3066\u65b0\u3057\u3044\u95a2\u6570\u3092\u4f5c\u308b<\/li>\n<\/ul>\n\n\n\n<p>\u3053\u308c\u4ee5\u5916\u306b\u3082\u305f\u304f\u3055\u3093\u3042\u308b\u306e\u3067\u3059\u304c\u3001Python\u3067\u624b\u8efd\u306b\u4f7f\u3048\u308b\u3082\u306e\u3068\u8a00\u3063\u305f\u3089\u3053\u306e\u3042\u305f\u308a\u3067\u306f\u7121\u3044\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n\n\n\n<p>\u3055\u3066\u3001\u3053\u308c\u3089\u3092Python\u3067\u624b\u8efd\u306b\u4f7f\u3048\u308b\u30e9\u30a4\u30d6\u30e9\u30ea\u300ctoolz\u300d\u3092\u4f7f\u3063\u3066\u3001\u3053\u308c\u3089\u306e\u6a5f\u80fd\u304c\u3069\u3046\u3044\u3046\u3082\u306e\u306a\u306e\u304b\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3068\u30a4\u30f3\u30dd\u30fc\u30c8<\/h3>\n\n\n\n<p>toolz\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u306fpip\u3067\u884c\u3044\u307e\u3059\u3002\u307e\u305f\u3001toolz\u3092Cython\u3067\u5b9f\u88c5\u3057\u3066\u9ad8\u901f\u306b\u3057\u305f\u3082\u306e\u306b\u300cCyToolz\u300d\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u3061\u3089\u3082\u540c\u69d8\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">!pip install toolz\n!pip install cytoolz<\/pre>\n\n\n\n<p>\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304c\u7d42\u308f\u3063\u305f\u3089\u3001python\u306e\u30e2\u30b8\u30e5\u30fc\u30eb\u5185\u3084Jupyter\u4e0a\u3067import\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">import toolz<\/pre>\n\n\n\n<p>\u5b9f\u969b\u306b\u4f7f\u3046\u3068\u304d\u306f\u3001toolz\u5185\u306e\u95a2\u6570\u3092\u500b\u5225\u306bimport\u3057\u305f\u65b9\u304c\u4f7f\u3044\u3084\u3059\u3044\u306f\u305a\u3067\u3059\u3002\u4eca\u56de\u306ftoolz\u306e\u6a5f\u80fd\u304c\u3069\u306e\u95a2\u6570\u306a\u306e\u304b\u306b\u3064\u3044\u3066\u3082\u898b\u3066\u3082\u3089\u3044\u305f\u3044\u306e\u3067\u3053\u306e\u3088\u3046\u306b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5408\u6210\u95a2\u6570<\/h3>\n\n\n\n<p>a(b(x))\u306e\u3088\u3046\u306b\u3001<span style=\"color: #008000;\"><strong>\u8907\u6570\u306e\u95a2\u6570\u3092\u91cd\u306d\u305f\u3082\u306e\u3092\u5408\u6210\u95a2\u6570<\/strong><\/span>\u3068\u547c\u3073\u307e\u3059\u3002\u3053\u306e\u4f8b\u3067\u306fa\u3068b\u306f\u95a2\u6570\u3067\u3001x\u306fb\u306e\u5165\u529b\u5024\u3067\u3059\u3002b(x)\u306e\u8fd4\u308a\u5024\u304ca\u306b\u5165\u3063\u3066\u3001a\u306e\u8fd4\u308a\u5024\u304c\u6700\u7d42\u7684\u306b\u8fd4\u3063\u3066\u304f\u308b\u5f62\u3067\u3059\u306d\u3002<\/p>\n\n\n\n<p>toolz\u3067\u8a66\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">## In[]:\na = lambda x: x *2\nb = lambda x: [x]\n\nf = toolz.compose(a,b) # a(b(5))\nf(5)\n\n\n## Out[]:\n[5, 5]\n<\/pre>\n\n\n\n<p>compose\u95a2\u6570\u306f\u53d7\u3051\u53d6\u3063\u305f\u95a2\u6570\u3092\u5408\u6210\u95a2\u6570\u306b\u3057\u3066\u304f\u308c\u307e\u3059\u3002\u6ce8\u610f\u3057\u3066\u307b\u3057\u3044\u306e\u306f\u5f15\u6570\u306e\u9806\u756a\u3067\u3059\u3002(a,b)\u3068\u3044\u3046\u9806\u756a\u3067\u6e21\u3057\u305f\u3089b(a(x))\u3068\u306a\u308a\u305d\u3046\u3067\u3059\u304c\u3001\u305d\u3046\u306f\u306a\u3063\u3066\u3044\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p>5\u3092\u7121\u540d\u95a2\u6570\u306eb\u3092\u9069\u7528\u3057\u305f\u3042\u3068\u306ba\u3092\u9069\u7528\u3057\u305f\u5024\u304c\u8fd4\u3063\u3066\u304d\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001<span style=\"color: #008000;\"><strong>\u8fd1\u3044\u6a5f\u80fd\u3092\u5b9f\u88c5\u3057\u305f\u6a5f\u80fd\u306bpipe<\/strong><\/span>\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u3061\u3089\u306f\u5148\u7a0b\u306e\u671f\u5f85\u3057\u305f\u9806\u756a\u3067\u95a2\u6570\u3092\u9069\u7528\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">## In[]:\ntoolz.pipe(5,a, b,) # b(a(5))\n\n\n## Out[]:\n[10]<\/pre>\n\n\n\n<p>\u307e\u305a\u5f15\u6570\u3092\u4e8c\u500d\u306b\u3057\u3066\u304b\u3089\u3001\u3053\u308c\u3092\u30ea\u30b9\u30c8\u578b\u306b\u3057\u3066\u8fd4\u3057\u3066\u3044\u307e\u3059\u306d\u3002pipe\u306fscikit-learn\u3092\u59cb\u3081\u3068\u3057\u305f\u8272\u3005\u306aPython\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3082\u8fd1\u3044\u6a5f\u80fd\u304c\u540c\u3058\u540d\u524d\u3067\u5b9f\u88c5\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305d\u308c\u305e\u308c\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u306epipe\u306b\u306f\u3001\u5f15\u6570\u306b\u53d6\u308c\u308b\u95a2\u6570\u306b\u5236\u7d04\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u3092\u5b88\u308b\u3053\u3068\u3067\u5165\u529b\u5024\u306b\u5bfe\u3057\u3066\u4e00\u9023\u306e\u95a2\u6570\u3092\u9023\u7d9a\u3067\u9069\u7528\u3059\u308b\u4e8b\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u6a5f\u80fd\u306f\u3001\u3042\u3068\u304b\u3089\u30b3\u30fc\u30c9\u3092\u898b\u305f\u3068\u304d\u306b\u51e6\u7406\u306e\u6d41\u308c\u304c\u4e00\u76ee\u77ad\u7136\u306b\u306a\u308b\u70b9\u304c\u7d20\u6674\u3089\u3057\u3044\u3067\u3059\u306d\u3002<\/p>\n\n\n\n<p>pipe\u306b\u4e0e\u3048\u308b\u95a2\u6570\u304c\u3061\u3083\u3093\u3068\u5206\u304b\u308a\u3084\u3059\u304f\u3066\u30b7\u30f3\u30d7\u30eb\u306a\u6a5f\u80fd\u3092\u6301\u3063\u3066\u3044\u308c\u3070\uff08\u305d\u3057\u3066\u5206\u304b\u308a\u3084\u3059\u3044\u95a2\u6570\u540d\u306b\u306a\u3063\u3066\u3044\u308c\u3070\uff09\u3001\u30b3\u30fc\u30c9\u306e\u4e00\u884c\u4e00\u884c\u304c\u305d\u306e\u307e\u307e\u51e6\u7406\u306e\u6d41\u308c\u3068\u5bfe\u5fdc\u3057\u3066\u3044\u3066\u7406\u89e3\u3057\u3084\u3059\u3044\u306f\u305a\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">map<\/h3>\n\n\n\n<p>\u95a2\u6570\u578b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3067\u306f\u3001for\u6587\u3092\u4f7f\u3046\u3088\u3046\u306a\u90e8\u5206\u3067map\u3084filter\u3068\u8a00\u3063\u305f\u95a2\u6570\u304c\u7528\u3044\u3089\u308c\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p><span style=\"color: #008000;\"><strong>map\u306f\u30ea\u30b9\u30c8\u306e\u3059\u3079\u3066\u306e\u8981\u7d20\u306b\u306a\u306b\u304b\u306e\u95a2\u6570\u3092\u9069\u7528<\/strong><\/span>\u3059\u308b\u6a5f\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u5b9f\u969b\u306b\u30b3\u30fc\u30c9\u3092\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">## In[]:\ntoolz.pipe(\n    map(lambda x: x*2, range(10)),\n    list,\n)\n\n## Out[]:\n[0, 2, 4, 6, 8, 10, 12, 14, 16, 18]\n<\/pre>\n\n\n\n<p>map\u306f<span style=\"color: #ff0000;\"><strong>map object\u3068\u3044\u3046\u30a4\u30c6\u30ec\u30fc\u30bf\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u8fd4\u3059<\/strong><\/span>\u95a2\u6570\u3067\u3059\u3002\u305d\u306e\u307e\u307e\u7d50\u679c\u3092\u8868\u793a\u3057\u3066\u307f\u3066\u3082&lt;map object at 0x10f8d2c88&gt;\u306e\u3088\u3046\u306a\u8868\u793a\u306b\u306a\u3063\u3066\u308f\u3051\u304c\u308f\u304b\u3089\u306a\u3044\u306e\u3067\u3001list\u306b\u76f4\u3057\u3066\u304b\u3089\u8868\u793a\u3057\u3066\u307f\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>map\u306e\u7b2c\u4e00\u5f15\u6570\u306b\u306f\u3001\u7b2c\u4e8c\u5f15\u6570\u306e\u8981\u7d20\u4e00\u3064\u306b\u9069\u7528\u3057\u305f\u3044\u95a2\u6570\u3092\u6e21\u3057\u307e\u3059\u3002\u305d\u3046\u3059\u308b\u3068\u7b2c\u4e8c\u5f15\u6570\u306e\u3059\u3079\u3066\u306e\u8981\u7d20\u306b\u5bfe\u3057\u3066\u9069\u7528\u3057\u305f\u7b54\u3048\u3092\u8fd4\u3057\u3066\u304f\u308c\u308b\u306e\u304cmap\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u3092Pythonic\uff08Python\u3063\u307d\u304f\uff09\u66f8\u304f\u3068\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">[x*2 for x in range(10)]<\/pre>\n\n\n\n<p>\u3053\u308c\u306f\u30ea\u30b9\u30c8\u5185\u5305\u8868\u8a18\u3068\u3044\u3046\u66f8\u304d\u65b9\u3067\u3001\u3053\u3061\u3089\u3082\u6163\u308c\u308b\u3068\u5206\u304b\u308a\u3084\u3059\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">filter<\/h3>\n\n\n\n<p><span style=\"color: #008000;\"><strong>filter\u306f\u30ea\u30b9\u30c8\u306e\u3059\u3079\u3066\u306e\u8981\u7d20\u304b\u3089\u6761\u4ef6\u306b\u3042\u3063\u305f\u8981\u7d20\u3060\u3051\u3092\u53d6\u308a\u51fa\u3059\u6a5f\u80fd<\/strong><\/span>\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u3082\u3088\u304f\u4f7f\u308f\u308c\u308b\u95a2\u6570\u3067\u3001\u95a2\u6570\u578b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3092\u610f\u8b58\u3057\u3066\u3044\u306a\u3044\u5834\u9762\u3067\u3082\u4f7f\u3063\u3066\u307b\u3057\u3044\u6a5f\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">## In[]:\ntoolz.pipe(\n    filter(lambda x: x%2==0, range(10)),\n    list\n)\n\n\n## Out[]:\n[0, 2, 4, 6, 8]\n<\/pre>\n\n\n\n<p>\u3053\u3053\u3067\u306f\u7b2c\u4e8c\u5f15\u6570\uff080\u301c9\u306e\u6574\u6570\u3092\u6301\u3063\u305f\u30ea\u30b9\u30c8\u3067\u3059\uff09\u304b\u3089\u3001\u5076\u6570\u3060\u3051\u3092\u53d6\u308a\u51fa\u3059filter\u3092\u4f5c\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>filter\u3082map\u540c\u69d8\u306b<strong>\u30a4\u30c6\u30ec\u30fc\u30bf\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u8fd4\u3059<\/strong>\u306e\u3067\uff08\u3053\u308c\u306f\u30e1\u30e2\u30ea\u52b9\u7387\u3092\u8003\u3048\u3066\u306e\u5b9f\u88c5\u3060\u3068\u601d\u3044\u307e\u3059\uff09\u3001list\u306b\u76f4\u3057\u3066\u304b\u3089\u8868\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u306b\u3064\u3044\u3066\u3082\u30ea\u30b9\u30c8\u5185\u5305\u8868\u8a18\u3067\u66f8\u3044\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">[x for x in range(10) if x%2==0]<\/pre>\n\n\n\n<p>\u30ea\u30b9\u30c8\u5185\u5305\u8868\u8a18\u3067\u306f\u3001if\u6587\u306fitem for item in container\u306e\u5f8c\u308d\u306b\u66f8\u304d\u307e\u3059\u3002\u3053\u308c\u3067\u5148\u7a0b\u306efilter\u3068\u540c\u3058\u52d5\u4f5c\u306b\u306a\u308a\u307e\u3059\u3002\u5148\u7a0b\u3082\u66f8\u304d\u307e\u3057\u305f\u304c\u3001\u3053\u306e\u66f8\u304d\u65b9\u306f\u6163\u308c\u308b\u3068\u975e\u5e38\u306b\u5206\u304b\u308a\u3084\u3059\u3044\u306f\u305a\u3067\u3059\u3002\u305f\u3060\u666e\u901a\u306b\u8003\u3048\u308b\u3068\u3001filter\u3092\u4f7f\u3063\u305f\u307b\u3046\u304c\u4f55\u304c\u3084\u308a\u305f\u3044\u306e\u304b\u5206\u304b\u308a\u3084\u3059\u3044\u3067\u3057\u3087\u3046\u3002\uff08filter\u3068\u3044\u3046\u95a2\u6570\u306e\u540d\u524d\u304b\u3089\u3084\u308a\u305f\u3044\u3053\u3068\u304c\u3059\u3050\u306b\u5206\u304b\u308a\u307e\u3059\u3088\u306d\uff09<\/p>\n\n\n\n<p>\u3053\u306e\u69d8\u306b\u3001map\/filter\u3068\u8a00\u3063\u305f\u95a2\u6570\u3092\u4f7f\u3046\u3053\u3068\u3067\u3001for\u6587\u3092\u4f7f\u3063\u3066\u66f8\u3044\u3066\u3044\u305f\u3088\u3046\u306a\u51e6\u7406\u3092\u4e00\u884c\u306b\u307e\u3068\u3081\u308b\u3053\u3068\u304c\u51fa\u6765\u307e\u3059\u3002\u307e\u305f\u3001\u3053\u308c\u3089\u306e\u95a2\u6570\u3092\u898b\u305f\u3060\u3051\u3067\u4f55\u304c\u3057\u305f\u3044\u304b\u304c\u5206\u304b\u308b\u306e\u3067\u3001\u8aad\u307f\u3084\u3059\u3044\uff08\u53ef\u8aad\u6027\u304c\u9ad8\u3044\uff09\u30b3\u30fc\u30c9\u304c\u66f8\u3051\u305d\u3046\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u7573\u307f\u8fbc\u307f\u95a2\u6570<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30ea\u30b9\u30c8\u304b\u3089\uff12\u3064\u305a\u3064\u8981\u7d20\u3092\u53d6\u308a\u51fa\u3057\u3066\u3001\u4f55\u304b\u306e\u95a2\u6570\u3092\u9069\u7528\u3059\u308b\u3002<\/li>\n\n\n\n<li>\u5148\u7a0b\u306e\u623b\u308a\u5024\u3068\u30ea\u30b9\u30c8\u306e\u6b21\u306e\u8981\u7d20\u3092\u540c\u3058\u95a2\u6570\u306b\u9069\u7528\u3059\u308b\u3002<\/li>\n\n\n\n<li>\u4e0a\u306e\u51e6\u7406\u3092\u30ea\u30b9\u30c8\u306e\u8981\u7d20\u304c\u306a\u304f\u306a\u308b\u307e\u3067\u7e70\u308a\u8fd4\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u3053\u306e\u3088\u3046\u306a\u51e6\u7406\u3092\u7573\u307f\u8fbc\u307f\u3068\u3044\u3044\u307e\u3059\u3002\u30ea\u30b9\u30c8\u306e\u8981\u7d20\u3092\u5de6\u304b\u3089\u53d6\u308a\u51fa\u3059\u304b\u3001\u53f3\u304b\u3089\u53d6\u308a\u51fa\u3059\u304b\u3067foldl\u3001foldr\u3068\u8a00\u3063\u305f\u95a2\u6570\u306b\u5225\u308c\u3066\u3044\u308b\u4e8b\u304c\u591a\u3044\u3067\u3059\u3002<\/p>\n\n\n\n<p>toolz\u3067\u306ffoldl\u306b\u76f8\u5f53\u3059\u308b\u6a5f\u80fd\u304c<span style=\"color: #008000;\"><strong>toolz.reduce<\/strong><\/span>\u3067\u5b9f\u88c5\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">## In[]:\ntoolz.reduce(lambda a,b: a+b, range(10))\n\n\n## Out[]:\n45<\/pre>\n\n\n\n<p>\u3053\u3053\u3067\u306f\u3001\u3059\u3079\u3066\u306e\u8981\u7d20\u3092\u8db3\u3057\u5408\u308f\u305b\u308b\u6a5f\u80fd\u3092\u5b9f\u88c5\u3057\u307e\u3057\u305f\u3002\u3064\u307e\u308asum(range(10))\u3068\u540c\u3058\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u6a5f\u80fd\u3082map\/filter\u3068\u540c\u69d8\u306b\u3088\u304f\u4f7f\u308f\u308c\u308b\u3082\u306e\u3067\u3001\u3044\u304f\u3089\u3067\u3082\u5fdc\u7528\u304c\u52b9\u304f\u57fa\u672c\u7684\u306a\u3082\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u3092Python\u3089\u3057\u304f\u66f8\u304f\u3068\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/docs.python.org\/ja\/3\/library\/functools.html#functools.reduce\">[https:\/\/docs.python.org\/ja\/3\/library\/functools.html#functools.reduce \u3088\u308a]<\/a><\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">def reduce(function, iterable, initializer=None):\n    it = iter(iterable)\n    if initializer is None:\n        value = next(it)\n    else:\n        value = initializer\n    for element in it:\n        value = function(value, element)\n    return value\n\nreduce(lambda a,b:a+b, range(10))<\/pre>\n\n\n\n<p>\u3082\u3046\u5c11\u3057\u308f\u304b\u308a\u3084\u3059\u304f\u5b9f\u88c5\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002\uff08\u7c21\u5358\u306e\u305f\u3081\u306b\u3001\u7b2c\u4e8c\u5f15\u6570\u306e\u30ea\u30b9\u30c8\u306e\u4e2d\u8eab\u306f\u6574\u6570\u578b\u3060\u3051\u3060\u3068\u4eee\u5b9a\u3057\u307e\u3059\uff09<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">def _reduce(f, seq, init=0):\n    result = f(init, seq[0])\n    \n    for item in seq[1:]:\n        result = f(result, item)\n    return result\n        \n_reduce(lambda a,b:a+b, range(10))<\/pre>\n\n\n\n<p>reduce\u306e\u4e2d\u8eab\u304c\u308f\u304b\u3063\u305f\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u3088\u3046\u306bfor\u6587\u3092\u4f7f\u3048\u3070\u3001\u3053\u3053\u307e\u3067\u306e\u95a2\u6570\u3092\u518d\u73fe\u3059\u308b\u3053\u3068\u306f\u3067\u304d\u307e\u3059\u3002\u3057\u304b\u3057map\/filter\/reduce\u3092\u4f7f\u3046\u3053\u3068\u3067\u660e\u3089\u304b\u306b\u30b7\u30f3\u30d7\u30eb\u306b\u66f8\u304f\u3053\u3068\u304c\u51fa\u6765\u3066\u3044\u308b\u3053\u3068\u304c\u5206\u304b\u308b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u7d2f\u7a4d\u95a2\u6570<\/h3>\n\n\n\n<p>\u6b21\u306b\u7d39\u4ecb\u3059\u308b\u306e\u306f\u3001\u5148\u7a0b\u306ereduce\u306b\u8fd1\u3044\u6a5f\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p>reduce\u3067\u306f\u8a08\u7b97\u306e\u6700\u7d42\u7684\u306a\u7d50\u679c\u306e\u307f\u3092\u8fd4\u3057\u3066\u3044\u307e\u3057\u305f\u304c\u3001\u4eca\u56de\u306f\u9014\u4e2d\u306e\u8a08\u7b97\u7d50\u679c\u3082\u3059\u3079\u3066\u307e\u3068\u3081\u3066\u30ea\u30b9\u30c8\u3068\u3057\u3066\u8fd4\u3059\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u69d8\u306b\u7d2f\u7a4d\u3057\u305f\u8a08\u7b97\u7d50\u679c\u3092\u3059\u3079\u3066\u8fd4\u3059\u6a5f\u80fd\u306f\u3001toolz\u3067\u306f<span style=\"color: #008000;\"><strong>accumulate<\/strong><\/span>\u3068\u3057\u3066\u5b9f\u88c5\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">## In[]:\ntoolz.pipe(\n    toolz.accumulate(add, range(10)),\n    list)\n\n\n## Out[]:\n[0, 1, 3, 6, 10, 15, 21, 28, 36, 45]\n<\/pre>\n\n\n\n<p>\u5148\u307b\u3069\u306e_reduce\u95a2\u6570\u3067\u3001for\u6587\u306e\u4e2d\u3067\u4f5c\u3063\u3066\u3044\u305f<strong>\u9014\u4e2d\u8a08\u7b97\u306e\u7d50\u679c\u304c\u3059\u3079\u3066\u8fd4\u3063\u3066\u304d\u3066\u3044\u307e\u3059<\/strong>\u306d\u3002\u3053\u308c\u3082\u5fdc\u7528\u304c\u5e83\u3044\u306e\u3067\u4f7f\u3063\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30ab\u30ea\u30fc\u5316\u3068\u90e8\u5206\u9069\u7528<\/h3>\n\n\n\n<p>\u6700\u5f8c\u306b\u3001\u95a2\u6570\u306e\u90e8\u5206\u9069\u7528\u3068\u3044\u3046\u3082\u306e\u3092\u8a66\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002\u3053\u308c\u306b\u306f\u95a2\u6570\u3092\u30ab\u30ea\u30fc\u5316\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4f8b\u3048\u3070\uff12\u3064\u5f15\u6570\u3092\u53d6\u308b\u95a2\u6570\u304c\u3042\u3063\u305f\u3068\u304d\u306b\u3001\u3053\u308c\u3092\u5f15\u6570\u304c\u4e00\u3064\u3060\u3051\u306e\u95a2\u6570\uff12\u3064\u306e\u5408\u6210\u95a2\u6570\u3060\u3068\u8003\u3048\u307e\u3057\u3087\u3046\u3002\u3053\u306e\u3068\u304d\u3001\uff11\u3064\u76ee\u306e\u95a2\u6570\u306b\u3060\u3051\u5024\u3092\u6e21\u3057\u305f\u72b6\u614b\u3092\u5909\u6570\u306b\u675f\u7e1b\u3057\u3066\u304a\u3051\u3070\u3001\u90e8\u5206\u7684\u306b\u5f15\u6570\u3092\u6e21\u3057\u305f\u72b6\u614b\u306e\u95a2\u6570\u3092\u4f5c\u308b\u4e8b\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u304c<span style=\"color: #008000;\"><strong>\u90e8\u5206\u9069\u5fdc<\/strong><\/span>\u3067\u3059\u3002\u307e\u305f\u3001\u3053\u306e\u3088\u3046\u306b\u8907\u6570\u306e\u5f15\u6570\u3092\u3068\u308b\u95a2\u6570\u3092\u4e00\u3064\u306e\u5f15\u6570\u3092\u53d6\u308b\u8907\u6570\u306e\u95a2\u6570\u306b\u5206\u5272\u3059\u308b\u3053\u3068\u3092<strong><span style=\"color: #008000;\">\u30ab\u30ea\u30fc\u5316<\/span><\/strong>\u3068\u3044\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">## In[]:\n# \u5f15\u304d\u7b97\u3092\u3059\u308b\u95a2\u6570\u3092\u30ab\u30ea\u30fc\u5316\nsub_ = toolz.curry(lambda a,b: a-b)\n\n# 10-b\u3092\u3059\u308bsub_10\u95a2\u6570\u3092\u4f5c\u6210\uff08\u90e8\u5206\u9069\u7528\uff09\nsub_10 = sub_(10)\n\n# b\u3068\u3057\u30663\u3092\u6e21\u3057\u3066\u307f\u308b\nsub_10(3)\n\n## Out[]:\n7<\/pre>\n\n\n\n<p>\u5f15\u304d\u7b97\u95a2\u6570\u306e\u7b2c\u4e00\u5f15\u6570\u306b10\u3092\u6e21\u3057\u305f\u72b6\u614b\u306e\u95a2\u6570\u3092sub_10\u3068\u3057\u307e\u3057\u305f\u3002\u3053\u306e\u95a2\u6570\u306b3\u3092\u6e21\u3057\u305f\u306e\u3067\u3001\u5b9f\u969b\u306b\u306f10-3\u3092\u3084\u3063\u3066\u3044\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u306d\u3002<\/p>\n\n\n\n<p>\u51fa\u529b\u5024\u3092\u898b\u3066\u307f\u308b\u30687\u306b\u306a\u3063\u3066\u3044\u308b\u3053\u3068\u304c\u308f\u304b\u308b\u306e\u3067\u3001\u90e8\u5206\u9069\u7528\u304c\u51fa\u6765\u3066\u3044\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002\u3082\u3046\u5c11\u3057\u4f8b\u3092\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">## In[]:\n# 10-4\nsub_10(4)\n\n\n## Out[]:\n6<\/pre>\n\n\n\n<p>\u540c\u69d8\u306b\u3061\u3083\u3093\u3068\u671f\u5f85\u3057\u305f\u52d5\u4f5c\u304c\u3067\u304d\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001\u30ab\u30ea\u30fc\u5316\u3057\u305f\u95a2\u6570\u3092\u4e00\u884c\u3067\u5b9f\u884c\u3057\u3066\u307f\u308b\u306a\u3089\u3070\u3001\u5f15\u6570\u3092\u793a\u3059\u62ec\u5f27\u306f\uff12\u3064\u4f7f\u3046\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">## In[]:\n# 3-9\nsub_(3)(9)\n\n\n## Out[]:\n-6<\/pre>\n\n\n\n<p>\u95a2\u6570\u306e\u5165\u529b\u3092\u4e00\u3064\u306b\u3067\u304d\u308b\u3068\u3044\u3046\u306e\u306f\u3001\u5148\u307b\u3069\u7d39\u4ecb\u3057\u305fpipe\u3084compose\u306e\u3088\u3046\u306a\u4e00\u9023\u306e\u95a2\u6570\u3092\u3064\u306a\u3052\u308b\u6a5f\u80fd\u3092\u4f7f\u3046\u3068\u304d\u306b\u7279\u306b\u529b\u3092\u767a\u63ee\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u8907\u6570\u306e\u95a2\u6570\u306e\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u4f5c\u308b\u306b\u306f\u3001\u3042\u308b\u95a2\u6570\u306e\u51fa\u529b\u304c\u6b21\u306e\u95a2\u6570\u306e\u5165\u529b\u3068\u3057\u3066\u4f7f\u3048\u306a\u3051\u308c\u3070\u3044\u3051\u307e\u305b\u3093\u3002\u3053\u3093\u306a\u3068\u304d\u5165\u529b\u304c1\u3064\u3060\u3051\u3060\u3068\u308f\u304b\u3063\u3066\u3044\u308c\u3070\u3001\u7c21\u5358\u306b\u95a2\u6570\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u4e8b\u304c\u3067\u304d\u305d\u3046\u3067\u3059\u306d\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u307e\u3068\u3081<\/h2>\n\n\n\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001toolz\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u901a\u3057\u3066Python\u3067\u95a2\u6570\u578b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3092\u3059\u308b\u305f\u3081\u306e\u6a5f\u80fd\u3092\u7d39\u4ecb\u3057\u307e\u3057\u305f\u3002\u95a2\u6570\u578b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3092\u3059\u308b\u305f\u3081\u306b\u4f7f\u3048\u305d\u3046\u306a\u500b\u3005\u306e\u6a5f\u80fd\u3092\u7d39\u4ecb\u3057\u305f\u3060\u3051\u3067\u3059\u304c\u3001\u4e2d\u3005\u306b\u5965\u6df1\u3044\u3068\u306f\u601d\u3044\u307e\u305b\u3093\u3067\u3057\u305f\u304b\uff1f<\/p>\n\n\n\n<p>\u3055\u3066\u3001Python\u3067\u5b8c\u74a7\u306b\u95a2\u6570\u578b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3092\u884c\u3046\u306e\u306f\u96e3\u3057\u3044\u3067\u3059\u304c\u3001\u90e8\u5206\u7684\u306b\u306a\u3089\u3053\u306e\u8003\u3048\u65b9\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u306f\u7c21\u5358\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u95a2\u6570\u578b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306b\u8208\u5473\u3092\u6301\u3063\u305f\u3089\u3001Haskell\u3084Clojure\u306a\u3069\u306e\u8a00\u8a9e\u306b\u6311\u6226\u3057\u3066\u307f\u3066\u306f\u3044\u304b\u304c\u3067\u3057\u3087\u3046\u304b\u3002\u304d\u3063\u3068\u3042\u306a\u305f\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u4eba\u751f\u306b\u5927\u304d\u306a\u5f71\u97ff\u3092\u4e0e\u3048\u3066\u304f\u308c\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u95a2\u6570\u578b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3063\u3066\u4f55\uff1fPython\u3067\u3082\u3067\u304d\u308b\u306e\u3060\u308d\u3046\u304b\uff1f \u7d50\u8ad6\u304b\u3089\u66f8\u304f\u3068\u3001Python\u3067\u95a2\u6570\u578b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3092\u884c\u3046\u306e\u306f\u5927\u5909\u3067\u3059\u3002 \u3067\u3059\u304c\u3001Python\u306b\u3082\u95a2\u6570\u578b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3067\u3088\u304f\u4f7f\u3046\u6a5f\u80fd\u3084\u95a2\u6570\u3092\u63d0\u4f9b\u3057\u3066\u304f\u308c\u308b\u30e9\u30a4 [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":92182,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"swell_btn_cv_data":"","footnotes":""},"categories":[2350],"tags":[49],"class_list":["post-89471","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-python-study","tag-python"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Python\u3067\u95a2\u6570\u578b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u30a8\u30c3\u30bb\u30f3\u30b9\u306b\u89e6\u308c\u3066\u307f\u3088\u3046 | \u4f8d\u30a8\u30f3\u30b8\u30cb\u30a2\u30d6\u30ed\u30b0<\/title>\n<meta name=\"description\" content=\"\u3053\u306e\u8a18\u4e8b\u3067\u306f\u300c Python\u3067\u95a2\u6570\u578b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u30a8\u30c3\u30bb\u30f3\u30b9\u306b\u89e6\u308c\u3066\u307f\u3088\u3046 \u300d\u306b\u3064\u3044\u3066\u3001\u8ab0\u3067\u3082\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002\u3053\u306e\u8a18\u4e8b\u3092\u8aad\u3081\u3070\u3001\u3042\u306a\u305f\u306e\u60a9\u307f\u304c\u89e3\u6c7a\u3059\u308b\u3060\u3051\u3058\u3083\u306a\u304f\u3001\u65b0\u305f\u306a\u6c17\u4ed8\u304d\u3082\u767a\u898b\u3067\u304d\u308b\u3053\u3068\u3067\u3057\u3087\u3046\u3002\u304a\u60a9\u307f\u306e\u65b9\u306f\u305c\u3072\u3054\u4e00\u8aad\u304f\u3060\u3055\u3044\u3002\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.sejuku.net\/blog\/89471\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Python\u3067\u95a2\u6570\u578b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u30a8\u30c3\u30bb\u30f3\u30b9\u306b\u89e6\u308c\u3066\u307f\u3088\u3046 | \u4f8d\u30a8\u30f3\u30b8\u30cb\u30a2\u30d6\u30ed\u30b0\" \/>\n<meta property=\"og:description\" content=\"\u3053\u306e\u8a18\u4e8b\u3067\u306f\u300c Python\u3067\u95a2\u6570\u578b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u30a8\u30c3\u30bb\u30f3\u30b9\u306b\u89e6\u308c\u3066\u307f\u3088\u3046 \u300d\u306b\u3064\u3044\u3066\u3001\u8ab0\u3067\u3082\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002\u3053\u306e\u8a18\u4e8b\u3092\u8aad\u3081\u3070\u3001\u3042\u306a\u305f\u306e\u60a9\u307f\u304c\u89e3\u6c7a\u3059\u308b\u3060\u3051\u3058\u3083\u306a\u304f\u3001\u65b0\u305f\u306a\u6c17\u4ed8\u304d\u3082\u767a\u898b\u3067\u304d\u308b\u3053\u3068\u3067\u3057\u3087\u3046\u3002\u304a\u60a9\u307f\u306e\u65b9\u306f\u305c\u3072\u3054\u4e00\u8aad\u304f\u3060\u3055\u3044\u3002\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.sejuku.net\/blog\/89471\" \/>\n<meta property=\"og:site_name\" content=\"\u4f8d\u30a8\u30f3\u30b8\u30cb\u30a2\u30d6\u30ed\u30b0\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/sejuku2013\" \/>\n<meta property=\"article:author\" content=\"https:\/\/www.facebook.com\/sejuku2013\/\" \/>\n<meta property=\"article:published_time\" content=\"2019-03-26T22:20:19+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-05-06T02:55:00+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2019\/03\/c64b2eb8638d904db895fcd685c7139b.jpeg\" \/>\n\t<meta property=\"og:image:width\" content=\"810\" \/>\n\t<meta property=\"og:image:height\" content=\"460\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"\u4f8d\u30a8\u30f3\u30b8\u30cb\u30a2\u7de8\u96c6\u90e8\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@https:\/\/twitter.com\/samuraijuku\" \/>\n<meta name=\"twitter:site\" content=\"@samuraijuku\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/89471#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/89471\"},\"author\":{\"name\":\"\u4f8d\u30a8\u30f3\u30b8\u30cb\u30a2\u7de8\u96c6\u90e8\",\"@id\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/#\\\/schema\\\/person\\\/e8ca7fd09857a736a25e6b4455a3ab61\"},\"headline\":\"Python\u3067\u95a2\u6570\u578b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u30a8\u30c3\u30bb\u30f3\u30b9\u306b\u89e6\u308c\u3066\u307f\u3088\u3046\",\"datePublished\":\"2019-03-26T22:20:19+00:00\",\"dateModified\":\"2024-05-06T02:55:00+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/89471\"},\"wordCount\":153,\"publisher\":{\"@id\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/89471#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/wp-content\\\/uploads\\\/2019\\\/03\\\/c64b2eb8638d904db895fcd685c7139b.jpeg\",\"keywords\":[\"python\"],\"articleSection\":[\"Python\u5b66\u7fd2\"],\"inLanguage\":\"ja\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/89471\",\"url\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/89471\",\"name\":\"Python\u3067\u95a2\u6570\u578b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u30a8\u30c3\u30bb\u30f3\u30b9\u306b\u89e6\u308c\u3066\u307f\u3088\u3046 | \u4f8d\u30a8\u30f3\u30b8\u30cb\u30a2\u30d6\u30ed\u30b0\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/89471#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/89471#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/wp-content\\\/uploads\\\/2019\\\/03\\\/c64b2eb8638d904db895fcd685c7139b.jpeg\",\"datePublished\":\"2019-03-26T22:20:19+00:00\",\"dateModified\":\"2024-05-06T02:55:00+00:00\",\"description\":\"\u3053\u306e\u8a18\u4e8b\u3067\u306f\u300c Python\u3067\u95a2\u6570\u578b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u30a8\u30c3\u30bb\u30f3\u30b9\u306b\u89e6\u308c\u3066\u307f\u3088\u3046 \u300d\u306b\u3064\u3044\u3066\u3001\u8ab0\u3067\u3082\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002\u3053\u306e\u8a18\u4e8b\u3092\u8aad\u3081\u3070\u3001\u3042\u306a\u305f\u306e\u60a9\u307f\u304c\u89e3\u6c7a\u3059\u308b\u3060\u3051\u3058\u3083\u306a\u304f\u3001\u65b0\u305f\u306a\u6c17\u4ed8\u304d\u3082\u767a\u898b\u3067\u304d\u308b\u3053\u3068\u3067\u3057\u3087\u3046\u3002\u304a\u60a9\u307f\u306e\u65b9\u306f\u305c\u3072\u3054\u4e00\u8aad\u304f\u3060\u3055\u3044\u3002\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/89471#breadcrumb\"},\"inLanguage\":\"ja\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/89471\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"ja\",\"@id\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/89471#primaryimage\",\"url\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/wp-content\\\/uploads\\\/2019\\\/03\\\/c64b2eb8638d904db895fcd685c7139b.jpeg\",\"contentUrl\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/wp-content\\\/uploads\\\/2019\\\/03\\\/c64b2eb8638d904db895fcd685c7139b.jpeg\",\"width\":810,\"height\":460},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/89471#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Python\u3067\u95a2\u6570\u578b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u30a8\u30c3\u30bb\u30f3\u30b9\u306b\u89e6\u308c\u3066\u307f\u3088\u3046\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/#website\",\"url\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/\",\"name\":\"\u4f8d\u30a8\u30f3\u30b8\u30cb\u30a2\u30d6\u30ed\u30b0\",\"description\":\"\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u5b66\u7fd2\u306e\u3059\u3079\u3066\u304c\u30b3\u30b3\u306b\u3002\",\"publisher\":{\"@id\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"ja\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/#organization\",\"name\":\"\u682a\u5f0f\u4f1a\u793eSAMURAI\",\"url\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ja\",\"@id\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/wp-content\\\/uploads\\\/2023\\\/07\\\/logo.png\",\"contentUrl\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/wp-content\\\/uploads\\\/2023\\\/07\\\/logo.png\",\"width\":600,\"height\":600,\"caption\":\"\u682a\u5f0f\u4f1a\u793eSAMURAI\"},\"image\":{\"@id\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/sejuku2013\",\"https:\\\/\\\/x.com\\\/samuraijuku\",\"https:\\\/\\\/www.youtube.com\\\/channel\\\/UCCFOQO5aDK0xXam4cUQXT8g\\\/featured\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/#\\\/schema\\\/person\\\/e8ca7fd09857a736a25e6b4455a3ab61\",\"name\":\"\u4f8d\u30a8\u30f3\u30b8\u30cb\u30a2\u7de8\u96c6\u90e8\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ja\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/507c280c5c67d2c11fec4fdba20e5bf1ec2fe91f9deb42d2ec50382778b311bf?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/507c280c5c67d2c11fec4fdba20e5bf1ec2fe91f9deb42d2ec50382778b311bf?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/507c280c5c67d2c11fec4fdba20e5bf1ec2fe91f9deb42d2ec50382778b311bf?s=96&d=mm&r=g\",\"caption\":\"\u4f8d\u30a8\u30f3\u30b8\u30cb\u30a2\u7de8\u96c6\u90e8\"},\"description\":\"\u3010\u30d7\u30ed\u30d5\u30a3\u30fc\u30eb\u3011 DX\u8a8d\u5b9a\u53d6\u5f97\u4e8b\u696d\u8005\u306b\u9078\u5b9a\u3055\u308c\u3066\u3044\u308b\u682a\u5f0f\u4f1a\u793eSAMURAI\u306e\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u30fb\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u90e8\u304c\u904b\u55b6\u3002\u300c\u8cea\u306e\u9ad8\u3044IT\u6559\u80b2\u3092\u3001\u3059\u3079\u3066\u306e\u4eba\u306b\u300d\u3092\u30df\u30c3\u30b7\u30e7\u30f3\u306b\u3001IT\u30fb\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3092\u5b66\u3073\u59cb\u3081\u305f\u521d\u5b66\u8005\u306e\u65b9\u306b\u5411\u3051\u8a18\u4e8b\u3092\u57f7\u7b46\u3002 \u7d2f\u8a08\u6307\u5c0e\u8005\u65704\u4e075,000\u540d\u4ee5\u4e0a\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30b9\u30af\u30fc\u30eb\u300c\u4f8d\u30a8\u30f3\u30b8\u30cb\u30a2\u300d\u3001\u7d2f\u8a08\u767b\u9332\u8005\u65701\u4e078,000\u4eba\u4ee5\u4e0a\u306e\u30aa\u30f3\u30e9\u30a4\u30f3\u5b66\u7fd2\u30b5\u30fc\u30d3\u30b9\u300c\u4f8d\u30c6\u30e9\u30b3\u30e4\u300d\u3067\u6271\u3046\u6559\u6750\u958b\u767a\u306e\u30ce\u30a6\u30cf\u30a6\u30012013\u5e74\u306e\u5275\u696d\u304b\u3089\u904b\u55b6\u3067\u5f97\u305f\u77e5\u898b\u306b\u57fa\u3065\u304d\u3001\u8a18\u4e8b\u306e\u57f7\u7b46\u3060\u3051\u3067\u306a\u304f\u7de8\u96c6\u30fb\u76e3\u4fee\u3082\u62c5\u5f53\u3057\u3066\u3044\u307e\u3059\u3002 \u3010\u5c02\u9580\u5206\u91ce\u3011 IT\\\/Web\u958b\u767a\\\/AI\u30fb\u30ed\u30dc\u30c3\u30c8\u958b\u767a\\\/\u30a4\u30f3\u30d5\u30e9\u958b\u767a\\\/\u30b2\u30fc\u30e0\u958b\u767a\\\/AI\\\/Web\u30c7\u30b6\u30a4\u30f3\",\"sameAs\":[\"https:\\\/\\\/www.sejuku.net\\\/\",\"https:\\\/\\\/www.facebook.com\\\/sejuku2013\\\/\",\"https:\\\/\\\/www.instagram.com\\\/samuraiengineer_official\\\/\",\"https:\\\/\\\/x.com\\\/https:\\\/\\\/twitter.com\\\/samuraijuku\",\"https:\\\/\\\/www.youtube.com\\\/channel\\\/UCCFOQO5aDK0xXam4cUQXT8g\"],\"url\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/author\\\/samurai-blog\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Python\u3067\u95a2\u6570\u578b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u30a8\u30c3\u30bb\u30f3\u30b9\u306b\u89e6\u308c\u3066\u307f\u3088\u3046 | \u4f8d\u30a8\u30f3\u30b8\u30cb\u30a2\u30d6\u30ed\u30b0","description":"\u3053\u306e\u8a18\u4e8b\u3067\u306f\u300c Python\u3067\u95a2\u6570\u578b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u30a8\u30c3\u30bb\u30f3\u30b9\u306b\u89e6\u308c\u3066\u307f\u3088\u3046 \u300d\u306b\u3064\u3044\u3066\u3001\u8ab0\u3067\u3082\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002\u3053\u306e\u8a18\u4e8b\u3092\u8aad\u3081\u3070\u3001\u3042\u306a\u305f\u306e\u60a9\u307f\u304c\u89e3\u6c7a\u3059\u308b\u3060\u3051\u3058\u3083\u306a\u304f\u3001\u65b0\u305f\u306a\u6c17\u4ed8\u304d\u3082\u767a\u898b\u3067\u304d\u308b\u3053\u3068\u3067\u3057\u3087\u3046\u3002\u304a\u60a9\u307f\u306e\u65b9\u306f\u305c\u3072\u3054\u4e00\u8aad\u304f\u3060\u3055\u3044\u3002","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.sejuku.net\/blog\/89471","og_locale":"ja_JP","og_type":"article","og_title":"Python\u3067\u95a2\u6570\u578b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u30a8\u30c3\u30bb\u30f3\u30b9\u306b\u89e6\u308c\u3066\u307f\u3088\u3046 | \u4f8d\u30a8\u30f3\u30b8\u30cb\u30a2\u30d6\u30ed\u30b0","og_description":"\u3053\u306e\u8a18\u4e8b\u3067\u306f\u300c Python\u3067\u95a2\u6570\u578b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u30a8\u30c3\u30bb\u30f3\u30b9\u306b\u89e6\u308c\u3066\u307f\u3088\u3046 \u300d\u306b\u3064\u3044\u3066\u3001\u8ab0\u3067\u3082\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002\u3053\u306e\u8a18\u4e8b\u3092\u8aad\u3081\u3070\u3001\u3042\u306a\u305f\u306e\u60a9\u307f\u304c\u89e3\u6c7a\u3059\u308b\u3060\u3051\u3058\u3083\u306a\u304f\u3001\u65b0\u305f\u306a\u6c17\u4ed8\u304d\u3082\u767a\u898b\u3067\u304d\u308b\u3053\u3068\u3067\u3057\u3087\u3046\u3002\u304a\u60a9\u307f\u306e\u65b9\u306f\u305c\u3072\u3054\u4e00\u8aad\u304f\u3060\u3055\u3044\u3002","og_url":"https:\/\/www.sejuku.net\/blog\/89471","og_site_name":"\u4f8d\u30a8\u30f3\u30b8\u30cb\u30a2\u30d6\u30ed\u30b0","article_publisher":"https:\/\/www.facebook.com\/sejuku2013","article_author":"https:\/\/www.facebook.com\/sejuku2013\/","article_published_time":"2019-03-26T22:20:19+00:00","article_modified_time":"2024-05-06T02:55:00+00:00","og_image":[{"width":810,"height":460,"url":"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2019\/03\/c64b2eb8638d904db895fcd685c7139b.jpeg","type":"image\/jpeg"}],"author":"\u4f8d\u30a8\u30f3\u30b8\u30cb\u30a2\u7de8\u96c6\u90e8","twitter_card":"summary_large_image","twitter_creator":"@https:\/\/twitter.com\/samuraijuku","twitter_site":"@samuraijuku","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.sejuku.net\/blog\/89471#article","isPartOf":{"@id":"https:\/\/www.sejuku.net\/blog\/89471"},"author":{"name":"\u4f8d\u30a8\u30f3\u30b8\u30cb\u30a2\u7de8\u96c6\u90e8","@id":"https:\/\/www.sejuku.net\/blog\/#\/schema\/person\/e8ca7fd09857a736a25e6b4455a3ab61"},"headline":"Python\u3067\u95a2\u6570\u578b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u30a8\u30c3\u30bb\u30f3\u30b9\u306b\u89e6\u308c\u3066\u307f\u3088\u3046","datePublished":"2019-03-26T22:20:19+00:00","dateModified":"2024-05-06T02:55:00+00:00","mainEntityOfPage":{"@id":"https:\/\/www.sejuku.net\/blog\/89471"},"wordCount":153,"publisher":{"@id":"https:\/\/www.sejuku.net\/blog\/#organization"},"image":{"@id":"https:\/\/www.sejuku.net\/blog\/89471#primaryimage"},"thumbnailUrl":"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2019\/03\/c64b2eb8638d904db895fcd685c7139b.jpeg","keywords":["python"],"articleSection":["Python\u5b66\u7fd2"],"inLanguage":"ja"},{"@type":"WebPage","@id":"https:\/\/www.sejuku.net\/blog\/89471","url":"https:\/\/www.sejuku.net\/blog\/89471","name":"Python\u3067\u95a2\u6570\u578b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u30a8\u30c3\u30bb\u30f3\u30b9\u306b\u89e6\u308c\u3066\u307f\u3088\u3046 | \u4f8d\u30a8\u30f3\u30b8\u30cb\u30a2\u30d6\u30ed\u30b0","isPartOf":{"@id":"https:\/\/www.sejuku.net\/blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.sejuku.net\/blog\/89471#primaryimage"},"image":{"@id":"https:\/\/www.sejuku.net\/blog\/89471#primaryimage"},"thumbnailUrl":"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2019\/03\/c64b2eb8638d904db895fcd685c7139b.jpeg","datePublished":"2019-03-26T22:20:19+00:00","dateModified":"2024-05-06T02:55:00+00:00","description":"\u3053\u306e\u8a18\u4e8b\u3067\u306f\u300c Python\u3067\u95a2\u6570\u578b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u30a8\u30c3\u30bb\u30f3\u30b9\u306b\u89e6\u308c\u3066\u307f\u3088\u3046 \u300d\u306b\u3064\u3044\u3066\u3001\u8ab0\u3067\u3082\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002\u3053\u306e\u8a18\u4e8b\u3092\u8aad\u3081\u3070\u3001\u3042\u306a\u305f\u306e\u60a9\u307f\u304c\u89e3\u6c7a\u3059\u308b\u3060\u3051\u3058\u3083\u306a\u304f\u3001\u65b0\u305f\u306a\u6c17\u4ed8\u304d\u3082\u767a\u898b\u3067\u304d\u308b\u3053\u3068\u3067\u3057\u3087\u3046\u3002\u304a\u60a9\u307f\u306e\u65b9\u306f\u305c\u3072\u3054\u4e00\u8aad\u304f\u3060\u3055\u3044\u3002","breadcrumb":{"@id":"https:\/\/www.sejuku.net\/blog\/89471#breadcrumb"},"inLanguage":"ja","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.sejuku.net\/blog\/89471"]}]},{"@type":"ImageObject","inLanguage":"ja","@id":"https:\/\/www.sejuku.net\/blog\/89471#primaryimage","url":"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2019\/03\/c64b2eb8638d904db895fcd685c7139b.jpeg","contentUrl":"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2019\/03\/c64b2eb8638d904db895fcd685c7139b.jpeg","width":810,"height":460},{"@type":"BreadcrumbList","@id":"https:\/\/www.sejuku.net\/blog\/89471#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.sejuku.net\/blog\/"},{"@type":"ListItem","position":2,"name":"Python\u3067\u95a2\u6570\u578b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u30a8\u30c3\u30bb\u30f3\u30b9\u306b\u89e6\u308c\u3066\u307f\u3088\u3046"}]},{"@type":"WebSite","@id":"https:\/\/www.sejuku.net\/blog\/#website","url":"https:\/\/www.sejuku.net\/blog\/","name":"\u4f8d\u30a8\u30f3\u30b8\u30cb\u30a2\u30d6\u30ed\u30b0","description":"\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u5b66\u7fd2\u306e\u3059\u3079\u3066\u304c\u30b3\u30b3\u306b\u3002","publisher":{"@id":"https:\/\/www.sejuku.net\/blog\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.sejuku.net\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"ja"},{"@type":"Organization","@id":"https:\/\/www.sejuku.net\/blog\/#organization","name":"\u682a\u5f0f\u4f1a\u793eSAMURAI","url":"https:\/\/www.sejuku.net\/blog\/","logo":{"@type":"ImageObject","inLanguage":"ja","@id":"https:\/\/www.sejuku.net\/blog\/#\/schema\/logo\/image\/","url":"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2023\/07\/logo.png","contentUrl":"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2023\/07\/logo.png","width":600,"height":600,"caption":"\u682a\u5f0f\u4f1a\u793eSAMURAI"},"image":{"@id":"https:\/\/www.sejuku.net\/blog\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/sejuku2013","https:\/\/x.com\/samuraijuku","https:\/\/www.youtube.com\/channel\/UCCFOQO5aDK0xXam4cUQXT8g\/featured"]},{"@type":"Person","@id":"https:\/\/www.sejuku.net\/blog\/#\/schema\/person\/e8ca7fd09857a736a25e6b4455a3ab61","name":"\u4f8d\u30a8\u30f3\u30b8\u30cb\u30a2\u7de8\u96c6\u90e8","image":{"@type":"ImageObject","inLanguage":"ja","@id":"https:\/\/secure.gravatar.com\/avatar\/507c280c5c67d2c11fec4fdba20e5bf1ec2fe91f9deb42d2ec50382778b311bf?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/507c280c5c67d2c11fec4fdba20e5bf1ec2fe91f9deb42d2ec50382778b311bf?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/507c280c5c67d2c11fec4fdba20e5bf1ec2fe91f9deb42d2ec50382778b311bf?s=96&d=mm&r=g","caption":"\u4f8d\u30a8\u30f3\u30b8\u30cb\u30a2\u7de8\u96c6\u90e8"},"description":"\u3010\u30d7\u30ed\u30d5\u30a3\u30fc\u30eb\u3011 DX\u8a8d\u5b9a\u53d6\u5f97\u4e8b\u696d\u8005\u306b\u9078\u5b9a\u3055\u308c\u3066\u3044\u308b\u682a\u5f0f\u4f1a\u793eSAMURAI\u306e\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u30fb\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u90e8\u304c\u904b\u55b6\u3002\u300c\u8cea\u306e\u9ad8\u3044IT\u6559\u80b2\u3092\u3001\u3059\u3079\u3066\u306e\u4eba\u306b\u300d\u3092\u30df\u30c3\u30b7\u30e7\u30f3\u306b\u3001IT\u30fb\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3092\u5b66\u3073\u59cb\u3081\u305f\u521d\u5b66\u8005\u306e\u65b9\u306b\u5411\u3051\u8a18\u4e8b\u3092\u57f7\u7b46\u3002 \u7d2f\u8a08\u6307\u5c0e\u8005\u65704\u4e075,000\u540d\u4ee5\u4e0a\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30b9\u30af\u30fc\u30eb\u300c\u4f8d\u30a8\u30f3\u30b8\u30cb\u30a2\u300d\u3001\u7d2f\u8a08\u767b\u9332\u8005\u65701\u4e078,000\u4eba\u4ee5\u4e0a\u306e\u30aa\u30f3\u30e9\u30a4\u30f3\u5b66\u7fd2\u30b5\u30fc\u30d3\u30b9\u300c\u4f8d\u30c6\u30e9\u30b3\u30e4\u300d\u3067\u6271\u3046\u6559\u6750\u958b\u767a\u306e\u30ce\u30a6\u30cf\u30a6\u30012013\u5e74\u306e\u5275\u696d\u304b\u3089\u904b\u55b6\u3067\u5f97\u305f\u77e5\u898b\u306b\u57fa\u3065\u304d\u3001\u8a18\u4e8b\u306e\u57f7\u7b46\u3060\u3051\u3067\u306a\u304f\u7de8\u96c6\u30fb\u76e3\u4fee\u3082\u62c5\u5f53\u3057\u3066\u3044\u307e\u3059\u3002 \u3010\u5c02\u9580\u5206\u91ce\u3011 IT\/Web\u958b\u767a\/AI\u30fb\u30ed\u30dc\u30c3\u30c8\u958b\u767a\/\u30a4\u30f3\u30d5\u30e9\u958b\u767a\/\u30b2\u30fc\u30e0\u958b\u767a\/AI\/Web\u30c7\u30b6\u30a4\u30f3","sameAs":["https:\/\/www.sejuku.net\/","https:\/\/www.facebook.com\/sejuku2013\/","https:\/\/www.instagram.com\/samuraiengineer_official\/","https:\/\/x.com\/https:\/\/twitter.com\/samuraijuku","https:\/\/www.youtube.com\/channel\/UCCFOQO5aDK0xXam4cUQXT8g"],"url":"https:\/\/www.sejuku.net\/blog\/author\/samurai-blog"}]}},"_links":{"self":[{"href":"https:\/\/www.sejuku.net\/blog\/wp-json\/wp\/v2\/posts\/89471","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.sejuku.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.sejuku.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.sejuku.net\/blog\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/www.sejuku.net\/blog\/wp-json\/wp\/v2\/comments?post=89471"}],"version-history":[{"count":0,"href":"https:\/\/www.sejuku.net\/blog\/wp-json\/wp\/v2\/posts\/89471\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.sejuku.net\/blog\/wp-json\/wp\/v2\/media\/92182"}],"wp:attachment":[{"href":"https:\/\/www.sejuku.net\/blog\/wp-json\/wp\/v2\/media?parent=89471"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.sejuku.net\/blog\/wp-json\/wp\/v2\/categories?post=89471"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.sejuku.net\/blog\/wp-json\/wp\/v2\/tags?post=89471"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}