{"id":46642,"date":"2023-08-30T11:54:06","date_gmt":"2023-11-18T13:12:11","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/46642-2\/"},"modified":"2024-04-30T20:44:43","modified_gmt":"2024-04-30T12:44:43","slug":"46642-2","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/46642-2\/","title":{"rendered":""},"content":{"rendered":"<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d65dc37434c4406d084fb\/0-0.png\" alt=\"009.png\" \/><\/div>\n<h2>Python \u3067\u30c7\u30fc\u30bf\u5206\u6790\u3092\u59cb\u3081\u305f\u3044\u65b9\u3078<\/h2>\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001Python \u3067\u30c7\u30fc\u30bf\u5206\u6790\u3092\u884c\u3046\u969b\u306b\u975e\u5e38\u306b\u983c\u3082\u3057\u3044\u30c4\u30fc\u30eb\u3067\u3042\u308b\u3001Jupyter Notebook \u304a\u3088\u3073 Jupyter Lab (\u4ee5\u4e0b\u3001\u307e\u3068\u3081\u3066 Jupyter \u3068\u547c\u3073\u307e\u3059)\u306b\u3064\u3044\u3066\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<p>Jupyter \u306f\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u4e16\u754c\u3067\u306f\u65e2\u306b\u5f53\u305f\u308a\u524d\u306e\u3088\u3046\u306b\u4f7f\u308f\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u6539\u3081\u3066\u305d\u306e\u826f\u3055\u3092\u5b9f\u4f8b\u3092\u4ea4\u3048\u3066\u6574\u7406\u3057\u3066\u307f\u307e\u3057\u305f\u3002<\/p>\n<h2>\u60f3\u5b9a\u6761\u4ef6<\/h2>\n<p>\u4ee5\u4e0b\u306e\u6761\u4ef6\u3067\u30c7\u30fc\u30bf\u5206\u6790\u3059\u308b\u3053\u3068\u3092\u60f3\u5b9a\u3057\u3066\u8a18\u4e8b\u3092\u66f8\u3044\u3066\u3044\u307e\u3059\u3002<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u753b\u50cf\u30fb\u6587\u7ae0\u306a\u3069\u306e\u975e\u69cb\u9020\u30c7\u30fc\u30bf\u3067\u306f\u306a\u304f\u3001\u30c6\u30fc\u30d6\u30eb\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3057\u305f\u3044<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u6570 TB\u30fb\u6570\u5104\u30ec\u30b3\u30fc\u30c9\u306e\u30c7\u30fc\u30bf\u3067\u306f\u306a\u304f\u3001\u6570 GB\u30fb\u6570\u4e07\u30ec\u30b3\u30fc\u30c9\u306e\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3057\u305f\u3044<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\u5b9a\u578b\u7684\u306a\u5206\u6790\u3068\u3044\u3046\u3088\u308a\u3001\u63a2\u7d22\u7684\u306b\u8272\u3005\u3068\u63a2\u3063\u3066\u3044\u304f\u5206\u6790\u304c\u3057\u305f\u3044<\/ul>\n<h2>\u672c\u8a18\u4e8b\u3067\u66f8\u304b\u306a\u3044\u3053\u3068<\/h2>\n<p>\u4ee5\u4e0b\u306e\u9805\u76ee\u306f\u672c\u8a18\u4e8b\u3067\u306f\u89e6\u308c\u307e\u305b\u3093\u3002\u3082\u3057\u3053\u306e\u8a18\u4e8b\u3092\u8aad\u3093\u3067\u4f7f\u3044\u305f\u3044\u3068\u601d\u3063\u3066\u304f\u308c\u305f\u65b9\u306f\u3001\u4ed6\u306e\u30b5\u30a4\u30c8\u3084\u66f8\u7c4d\u7b49\u3092\u3054\u53c2\u7167\u3044\u305f\u3060\u3051\u307e\u3059\u3068\u5e78\u3044\u3067\u3059\u3002<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">Jupyter Notebook\u30fbJupyter Lab \u306e\u74b0\u5883\u69cb\u7bc9\u306e\u65b9\u6cd5<\/ul>\n<\/li>\n<\/ul>\n<p>\u305f\u3068\u3048\u3070\u3053\u3053<\/p>\n<p>Jupyter Notebook\u30fbJupyter Lab \u306e\u57fa\u672c\u7684\u306a\u64cd\u4f5c\u65b9\u6cd5<\/p>\n<p>\u305f\u3068\u3048\u3070\u3053\u3053<\/p>\n<p>pandas \u3067\u4f7f\u3048\u308b\u30c7\u30fc\u30bf\u69cb\u9020\u3084\u30e1\u30bd\u30c3\u30c9\u306e\u4f7f\u3044\u65b9<\/p>\n<h2>\u30c7\u30fc\u30bf\u5206\u6790\u306b\u306f\u6642\u9593\u304c\u304b\u304b\u308b<\/h2>\n<p>\u63a2\u7d22\u7684\u306b\u30c7\u30fc\u30bf\u5206\u6790\u306b\u306f\u6642\u9593\u304c\u304b\u304b\u308a\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u7121\u6570\u306e\u8a66\u884c\u932f\u8aa4\u304c\u5fc5\u8981\u306b\u306a\u308b\u304b\u3089\u3060\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u3002\u5f93\u6765\u306e\u958b\u767a\u3067\u3042\u308c\u3070\u8a66\u884c\u932f\u8aa4\u3068\u3044\u3048\u3070\u30b3\u30fc\u30c9\u306e\u30d0\u30b0\u3092\u6cbb\u3059\u3068\u304b\u3001\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u4fee\u6b63\u3059\u308b\u3053\u3068\u304c\u591a\u3044\u3068\u601d\u3044\u307e\u3059\u3002\u3068\u3053\u308d\u304c\u30c7\u30fc\u30bf\u5206\u6790\u3068\u306a\u308b\u3068\u3001\u305d\u308c\u3088\u308a\u3082\u30c7\u30fc\u30bf\u8d77\u70b9\u3067\u306e\u8a66\u884c\u932f\u8aa4\u304c\u3068\u3066\u3082\u591a\u3044\u3067\u3059\u3002\u30c7\u30fc\u30bf\u3092\u69d8\u3005\u306a\u5207\u308a\u53e3\u304b\u3089\u898b\u305f\u308a\u3001\u30c7\u30fc\u30bf\u306e\u54c1\u8cea\u3092\u691c\u8a3c\u3057\u305f\u308a\u3001\u679c\u3066\u306f\u30d3\u30b8\u30cd\u30b9\u90e8\u9580\u306e\u4eba\u304b\u3089\u30d2\u30a2\u30ea\u30f3\u30b0\u3057\u305f\u30c7\u30fc\u30bf\u5b9a\u7fa9\u304c\u9055\u3046\u306e\u306b\u6c17\u3065\u3044\u3066\u30b3\u30fc\u30c9\u3092\u66f8\u304d\u76f4\u3057\u305f\u308a\u3001\u3001\u3001<\/p>\n<p>\u3068\u3044\u3046\u3053\u3068\u3067\u3001\u63a2\u7d22\u7684\u306a\u30c7\u30fc\u30bf\u5206\u6790\u3067\u306f\u3044\u304b\u306b\u8a66\u884c\u932f\u8aa4\u3092\u65e9\u304f\u884c\u3048\u308b\u304b\u304c\u91cd\u8981\u306b\u306a\u3063\u3066\u304d\u307e\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001\u63a2\u7d22\u7684\u306a\u30c7\u30fc\u30bf\u5206\u6790\u306e\u7d50\u679c\u306f\u57fa\u672c\u7684\u306b\u30ec\u30dd\u30fc\u30c8\u306b\u3057\u3066\u4e0a\u53f8\u3084\u304a\u5ba2\u3055\u3093\u306b\u5831\u544a\u3059\u308b\u3053\u3068\u306b\u306a\u308b\u3068\u601d\u3044\u307e\u3059\u3002\u5206\u6790\u7d50\u679c\u306e\u5831\u544a\u3068\u3044\u3046\u6027\u683c\u4e0a\u3001\u30ec\u30dd\u30fc\u30c8(\u30d1\u30ef\u30fc\u30dd\u30a4\u30f3\u30c8\u306a\u3069)\u306b\u306f\u8868\u3084\u30b0\u30e9\u30d5\u3092\u305f\u304f\u3055\u3093\u8cbc\u3063\u3066\u3044\u304f\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u304c\u3001\u3053\u308c\u304c\u610f\u5916\u3068\u5927\u5909\u3067\u6642\u9593\u304c\u304b\u304b\u308b\u4f5c\u696d\u3067\u3059\u3002<\/p>\n<p>\u306a\u306e\u3067\u3001\u3067\u304d\u308c\u3070\u8868\u3084\u30b0\u30e9\u30d5\u304c\u7d20\u65e9\u304f\u6e96\u5099\u3067\u304d\u308b\u3053\u3068\u3082\u91cd\u8981\u3060\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2>Jupyter \u306e\u3044\u3044\u3068\u3053\u308d 2 \u3064<\/h2>\n<p>\u6642\u9593\u306e\u304b\u304b\u308b\u3053\u3068\u304c\u63a2\u7d22\u7684\u30c7\u30fc\u30bf\u5206\u6790\u306e\u30c4\u30e9\u30df\u306a\u306e\u3067\u3059\u304c\u3001Jupyter \u306f\u305d\u306e\u30c4\u30e9\u30df\u3092\u7de9\u548c\u3057\u3066\u304f\u308c\u308b\u30c4\u30fc\u30eb\u3060\u3068\u601d\u3044\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30e1\u30ea\u30c3\u30c8\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u8a66\u884c\u932f\u8aa4\u306e\u7e70\u308a\u8fd4\u3057\u304c\u65e9\u3044<\/p>\n<p>1 \u884c(1 \u30bb\u30eb)\u3054\u3068\u306b\u5b9f\u884c\u7d50\u679c\u3092\u5f97\u3089\u308c\u308b<br \/>\n\u4e00\u5ea6\u4f7f\u7528\u3057\u305f\u5909\u6570\u306f Jupyter \u3092\u8d77\u52d5\u4e2d\u306f\u4fdd\u5b58\u3055\u308c\u308b<\/p>\n<p>\u5b9f\u884c\u7d50\u679c\u304c\u898b\u3084\u3059\u3044<\/p>\n<p>\u8868\u5f62\u5f0f\u306e\u30c7\u30fc\u30bf\u304c\u898b\u3084\u3059\u3044<br \/>\n\u30b0\u30e9\u30d5\u304c\u30b3\u30fc\u30c9\u306e\u3059\u3050\u4e0b\u306b\u51fa\u529b\u3055\u308c\u308b<\/p>\n<p>\u7b87\u6761\u66f8\u304d\u3067\u66f8\u3044\u3066\u3057\u307e\u3044\u307e\u3057\u305f\u304c\u3001\u5b9f\u4f8b\u3092\u30d9\u30fc\u30b9\u306b\u7d39\u4ecb\u3057\u3066\u3044\u304d\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<h2>\u8cc3\u8cb8\u30de\u30f3\u30b7\u30e7\u30f3\u306e\u30c7\u30fc\u30bf\u3067\u306e\u30c7\u30e2<\/h2>\n<p>SUUMO \u304b\u3089\u30b2\u30c3\u30c8\u3057\u305f\u6771\u4eac\u90fd\u4e2d\u592e\u533a\u306e\u8cc3\u8cb8\u30de\u30f3\u30b7\u30e7\u30f3\u306e\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u3066\u3001Jupyter \u306e\u3044\u3044\u3068\u3053\u308d\u3092\u30a2\u30d4\u30fc\u30eb\u3057\u3066\u3044\u304d\u307e\u3059\u3002\u79c1\u306f Jupyter Lab \u304c\u597d\u304d\u306a\u306e\u3067\u3001\u4eca\u56de\u306f\u3053\u308c\u3092\u4f7f\u3063\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<p>\u30c7\u30fc\u30bf\u63a2\u7d22\u306e\u76ee\u7684\u306f\u3001\u8cc3\u8cb8\u30de\u30f3\u30b7\u30e7\u30f3\u306e\u5bb6\u8cc3\u306e\u5206\u5e03\u3092\u53ef\u8996\u5316\u3059\u308b\u3053\u3068\u3068\u3057\u307e\u3059\u3002<\/p>\n<p>\u307e\u305a\u306f pandas \u306e\u30a4\u30f3\u30dd\u30fc\u30c8\u3068\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\u3092\u884c\u3044\u307e\u3059\u3002\u3082\u3057\u65e5\u672c\u8a9e\u3084 Windows \u306e\u6587\u5b57\u304c\u539f\u56e0\u3067\u6587\u5b57\u30b3\u30fc\u30c9\u30a8\u30e9\u30fc\u304c\u8d77\u304d\u308b\u5834\u5408\u306f\u3001encoding=&#8217;CP932&#8217;\u3092\u5f15\u6570\u3067\u6e21\u3059\u3068\u3060\u3044\u305f\u3044\u8aad\u307f\u8fbc\u3081\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"c1\"># \u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u8aad\u307f\u8fbc\u307f\r\n<\/span><span class=\"kn\">import<\/span> <span class=\"nn\">pandas<\/span> <span class=\"k\">as<\/span> <span class=\"n\">pd<\/span>\r\n<\/code><\/pre>\n<pre class=\"post-pre\"><code><span class=\"c1\"># \u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\r\n<\/span><span class=\"n\">apart<\/span> <span class=\"o\">=<\/span> <span class=\"n\">pd<\/span><span class=\"p\">.<\/span><span class=\"n\">read_csv<\/span><span class=\"p\">(<\/span><span class=\"s\">'apartments_20210410_chuo_jp.csv'<\/span><span class=\"p\">)<\/span>\r\n<\/code><\/pre>\n<p>\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u3093\u3060\u3089\u3001head()\u30e1\u30bd\u30c3\u30c9\u3067\u30c7\u30fc\u30bf\u3092\u8868\u793a\u3057\u3066\u78ba\u8a8d\u3057\u307e\u3059\u3002\u3053\u306ehead()\u30e1\u30bd\u30c3\u30c9\u304c\u3068\u306b\u304b\u304f\u512a\u79c0\u3067\u3001\u8868\u5f62\u5f0f\u306e\u30c7\u30fc\u30bf\u304c\u3068\u3066\u3082\u7c21\u5358\u306b\u3001\u304b\u3064\u898b\u3084\u3059\u304f\u78ba\u8a8d\u3067\u304d\u3061\u3083\u3044\u307e\u3059\u3002\u5831\u544a\u8cc7\u6599\u3078\u306e\u8a18\u8f09\u3082\u3001\u3053\u306e\u8868\u3092\u30b9\u30af\u30b7\u30e7\u3057\u3066\u4f7f\u3046\u3053\u3068\u3082\u500b\u4eba\u7684\u306b\u306f\u3042\u308a\u3060\u3068\u601d\u3044\u307e\u3059\u3002(\u3082\u3061\u308d\u3093\u5831\u544a\u3059\u308b\u76f8\u624b\u306b\u3082\u3088\u308a\u307e\u3059\u3002\u5916\u90e8\u306e\u304a\u5ba2\u3055\u3093\u76f8\u624b\u306e\u5834\u5408\u306f\u304a\u3068\u306a\u3057\u304f CSV \u3067\u51fa\u529b\u3057\u3066\u30d1\u30ef\u30fc\u30dd\u30a4\u30f3\u30c8\u306e\u8868\u3092\u4f7f\u3063\u305f\u307b\u3046\u304c\u826f\u3044\u3068\u601d\u3044\u307e\u3059\u3002)<\/p>\n<pre class=\"post-pre\"><code><span class=\"c1\"># \u30c7\u30fc\u30bf\u3092\u8868\u793a\r\n<\/span><span class=\"n\">apart<\/span><span class=\"p\">.<\/span><span class=\"n\">head<\/span><span class=\"p\">()<\/span>\r\n<\/code><\/pre>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d65dc37434c4406d084fb\/27-0.png\" alt=\"001.png\" \/><\/div>\n<p>\u30c7\u30d5\u30a9\u30eb\u30c8\u3060\u3068 5 \u884c\u51fa\u529b\u3055\u308c\u307e\u3059\u304c\u3001\u6570\u5b57\u3092\u6e21\u3059\u3053\u3068\u3067\u51fa\u529b\u884c\u3092\u5909\u3048\u3089\u308c\u307e\u3059\u3002\u79c1\u306e\u4f7f\u3044\u65b9\u3067\u306f\u3001\u30c7\u30fc\u30bf\u306e\u5217\u3084\u5024\u3092\u3056\u3063\u304f\u308a\u898b\u305f\u3044\u5834\u5408\u306f 5 \u884c(\u30c7\u30d5\u30a9\u30eb\u30c8)\u3001\u5f8c\u3067\u78ba\u8a8d\u3059\u308b\u305f\u3081\u306b\u8868\u793a\u3057\u3066\u304a\u304f\u5834\u5408\u306f 1 \u884c\u3001\u30c7\u30fc\u30bf\u81ea\u4f53\u3092\u78ba\u8a8d\u3057\u305f\u3044\u5834\u5408\u306f 100 \u884c\u7a0b\u5ea6\u898b\u305f\u308a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u4eca\u56de\u306e\u76ee\u7684\u306f\u8cc3\u6599\u3092\u53ef\u8996\u5316\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u8cc3\u6599\u306f\u300c\u301c\u4e07\u5186\u300d\u306e\u3088\u3046\u306a\u5f62\u3067\u5165\u3063\u3066\u3044\u308b\u306e\u3067\u3001\u3053\u308c\u3092 int \u578b\u306e\u6570\u5024\u306b\u76f4\u3057\u3066\u3044\u304d\u307e\u3059\u3002<br \/>\n\u3053\u3053\u3067\u306f\u3001\u30e9\u30e0\u30c0\u5f0f\u3068 map \u95a2\u6570\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u3001\u8cc3\u6599\u306e\u5217\u3092\u4e00\u62ec\u3067\u76f4\u3059\u95a2\u6570\u3092\u4f5c\u308a\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306b\u3001\u305d\u306e\u5834\u305d\u306e\u5834\u3067\u51e6\u7406\u3092\u8003\u3048\u3066\u5b9f\u884c\u3057\u3066\u3001\u3092\u7e70\u308a\u8fd4\u3057\u3067\u304d\u308b\u3053\u3068\u3082 Jupyter \u306e\u826f\u3044\u3068\u3053\u308d\u3067\u3059\u3002(\u3053\u308c\u306f Jupyter \u3068\u3044\u3046\u304b\u5bfe\u8a71\u74b0\u5883\u306e\u826f\u3044\u3068\u3053\u308d\u3067\u3059\u304c\u3001\u3001)<\/p>\n<pre class=\"post-pre\"><code><span class=\"c1\"># \u5186\u3092\u6d88\u3059\r\n# \u4e07\u304c\u3042\u308c\u3070\u6d88\u3057\u306610000\u3092\u304b\u3051\u308b\r\n<\/span><span class=\"n\">apart<\/span><span class=\"p\">[<\/span><span class=\"s\">'\u8cc3\u6599_\u5186'<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nb\">list<\/span><span class=\"p\">(<\/span><span class=\"nb\">map<\/span><span class=\"p\">(<\/span><span class=\"k\">lambda<\/span> <span class=\"n\">x<\/span><span class=\"p\">:<\/span> <span class=\"n\">x<\/span><span class=\"p\">.<\/span><span class=\"n\">replace<\/span><span class=\"p\">(<\/span><span class=\"s\">'\u5186'<\/span><span class=\"p\">,<\/span> <span class=\"s\">''<\/span><span class=\"p\">),<\/span> <span class=\"n\">apart<\/span><span class=\"p\">.<\/span><span class=\"n\">\u8cc3\u6599<\/span><span class=\"p\">))<\/span>\r\n<span class=\"n\">apart<\/span><span class=\"p\">[<\/span><span class=\"s\">'\u8cc3\u6599_\u5186'<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nb\">list<\/span><span class=\"p\">(<\/span><span class=\"nb\">map<\/span><span class=\"p\">(<\/span><span class=\"k\">lambda<\/span> <span class=\"n\">x<\/span><span class=\"p\">:<\/span> <span class=\"nb\">float<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span><span class=\"p\">.<\/span><span class=\"n\">replace<\/span><span class=\"p\">(<\/span><span class=\"s\">'\u4e07'<\/span><span class=\"p\">,<\/span> <span class=\"s\">''<\/span><span class=\"p\">))<\/span><span class=\"o\">*<\/span><span class=\"mi\">10000<\/span> <span class=\"k\">if<\/span> <span class=\"s\">'\u4e07'<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">x<\/span> <span class=\"k\">else<\/span> <span class=\"n\">x<\/span><span class=\"p\">,<\/span> <span class=\"n\">apart<\/span><span class=\"p\">.<\/span><span class=\"n\">\u8cc3\u6599_\u5186<\/span><span class=\"p\">))<\/span>\r\n<span class=\"n\">apart<\/span><span class=\"p\">[<\/span><span class=\"s\">'\u8cc3\u6599_\u5186'<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"n\">apart<\/span><span class=\"p\">[<\/span><span class=\"s\">'\u8cc3\u6599_\u5186'<\/span><span class=\"p\">].<\/span><span class=\"n\">astype<\/span><span class=\"p\">(<\/span><span class=\"s\">'int'<\/span><span class=\"p\">)<\/span>\r\n<\/code><\/pre>\n<p>pandas \u306b\u306f apply \u3068\u3044\u3046\u95a2\u6570\u304c\u3042\u308a\u3001map \u3068\u540c\u69d8\u306e\u51e6\u7406\u304c\u3067\u304d\u307e\u3059\u304c\u3001\u5b9f\u884c\u901f\u5ea6\u306e\u70b9\u304b\u3089 map \u3092\u4f7f\u3046\u3053\u3068\u3092\u304a\u3059\u3059\u3081\u3057\u307e\u3059\u3002\u305f\u3060\u3057 map \u3067\u306f dataframe \u306e 1 \u5217\u5206\u3057\u304b 1 \u5ea6\u306b\u51e6\u7406\u3067\u304d\u306a\u3044\u306e\u3067\u30011 \u884c\u306e\u4e2d\u3067\u8907\u6570\u306e\u5217\u306e\u5024\u3092\u540c\u6642\u306b\u51e6\u7406\u3059\u308b\u5834\u5408\u306f apply \u3092\u4f7f\u3063\u3066\u3044\u307e\u3059\u3002(\u53c2\u8003)<\/p>\n<p>\u3068\u3053\u308d\u3067\u3001\u8cc3\u8cb8\u30de\u30f3\u30b7\u30e7\u30f3\u3092\u501f\u308a\u308b\u3068\u304d\u306f\u3060\u3044\u305f\u3044 2 \u5e74\u5951\u7d04\u3067\u501f\u308a\u307e\u3059\u304c\u3001\u5b9f\u969b\u306b\u304b\u304b\u308b\u304a\u91d1\u306b\u306f\u8cc3\u6599\u306e\u4ed6\u306b\u3082\u7ba1\u7406\u8cbb\u3084\u6577\u91d1\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u3053\u3067\u3001\u8cc3\u6599\u3088\u308a\u53b3\u5bc6\u306b\u304b\u304b\u308b\u8cbb\u7528\u3092\u7b97\u51fa\u3059\u308b\u305f\u3081\u30012 \u5e74\u9593\u3067\u304b\u304b\u308b\u304a\u91d1\u3092\u8a08\u7b97\u3057\u3066\u307f\u307e\u3059\u3002\u5177\u4f53\u7684\u306b\u306f\u3001\u8cc3\u6599 2 \u5e74\u5206(24 \u30f6\u6708\u5206)\u306b\u52a0\u3048\u3066\u3001\u7ba1\u7406\u8cbb 2 \u5e74\u5206(24 \u30f6\u6708\u5206)\u3001\u6577\u91d1\u3092\u8db3\u3057\u305f\u91d1\u984d\u3092\u7b97\u51fa\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"c1\"># \u5186\u3092\u6d88\u3059\r\n# \u4e07\u304c\u3042\u308c\u3070\u6d88\u3057\u306610000\u3092\u304b\u3051\u308b\r\n<\/span><span class=\"n\">apart<\/span><span class=\"p\">[<\/span><span class=\"s\">'\u7ba1\u7406\u8cbb_\u5186'<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nb\">list<\/span><span class=\"p\">(<\/span><span class=\"nb\">map<\/span><span class=\"p\">(<\/span><span class=\"k\">lambda<\/span> <span class=\"n\">x<\/span><span class=\"p\">:<\/span> <span class=\"n\">x<\/span><span class=\"p\">.<\/span><span class=\"n\">replace<\/span><span class=\"p\">(<\/span><span class=\"s\">'\u5186'<\/span><span class=\"p\">,<\/span> <span class=\"s\">''<\/span><span class=\"p\">),<\/span> <span class=\"n\">apart<\/span><span class=\"p\">.<\/span><span class=\"n\">\u7ba1\u7406\u8cbb<\/span><span class=\"p\">))<\/span>\r\n<span class=\"n\">apart<\/span><span class=\"p\">[<\/span><span class=\"s\">'\u7ba1\u7406\u8cbb_\u5186'<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nb\">list<\/span><span class=\"p\">(<\/span><span class=\"nb\">map<\/span><span class=\"p\">(<\/span><span class=\"k\">lambda<\/span> <span class=\"n\">x<\/span><span class=\"p\">:<\/span> <span class=\"nb\">float<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span><span class=\"p\">.<\/span><span class=\"n\">replace<\/span><span class=\"p\">(<\/span><span class=\"s\">'\u4e07'<\/span><span class=\"p\">,<\/span> <span class=\"s\">''<\/span><span class=\"p\">))<\/span><span class=\"o\">*<\/span><span class=\"mi\">10000<\/span> <span class=\"k\">if<\/span> <span class=\"s\">'\u4e07'<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">x<\/span> <span class=\"k\">else<\/span> <span class=\"n\">x<\/span><span class=\"p\">,<\/span> <span class=\"n\">apart<\/span><span class=\"p\">.<\/span><span class=\"n\">\u7ba1\u7406\u8cbb_\u5186<\/span><span class=\"p\">))<\/span>\r\n<span class=\"n\">apart<\/span><span class=\"p\">[<\/span><span class=\"s\">'\u7ba1\u7406\u8cbb_\u5186'<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"n\">apart<\/span><span class=\"p\">[<\/span><span class=\"s\">'\u7ba1\u7406\u8cbb_\u5186'<\/span><span class=\"p\">].<\/span><span class=\"n\">astype<\/span><span class=\"p\">(<\/span><span class=\"s\">'int'<\/span><span class=\"p\">)<\/span>\r\n<\/code><\/pre>\n<p>\u3067\u306f\u5148\u307b\u3069\u3068\u540c\u69d8\u306b\u3001\u7ba1\u7406\u8cbb\u3092\u5186\u306b\u5909\u63db\u3057\u307e\u3059\u3002<br \/>\n\u3068\u601d\u3044\u307e\u3057\u305f\u304c\u3001\u540c\u3058\u95a2\u6570\u3092\u9069\u7528\u3057\u305f\u3089\u30a8\u30e9\u30fc\u304c\u767a\u751f\u3057\u307e\u3057\u305f\u3002\u3069\u3046\u3084\u3089\u30cf\u30a4\u30d5\u30f3\u300c-\u300d\u304c\u3042\u3063\u305f\u305f\u3081\u6570\u5024\u578b\u306b\u5909\u63db\u3067\u304d\u306a\u304b\u3063\u305f\u3088\u3046\u3067\u3059\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d65dc37434c4406d084fb\/35-0.png\" alt=\"002.png\" \/><\/div>\n<p>\u554f\u984c\u306e\u3042\u308b\u30c7\u30fc\u30bf\u3092\u78ba\u8a8d\u3059\u308b\u3068\u3001\u7ba1\u7406\u8cbb\u304c\u30bc\u30ed\u3067\u3042\u308b\u3053\u3068\u3092\u793a\u3059\u305f\u3081\u306b\u30cf\u30a4\u30d5\u30f3\u304c\u5165\u3063\u3066\u3044\u308b\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3059\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d65dc37434c4406d084fb\/37-0.png\" alt=\"005.png\" \/><\/div>\n<p>\u30a8\u30e9\u30fc\u304c\u51fa\u3066\u3082 Jupyter \u81ea\u4f53\u306f\u52d5\u3044\u3066\u304a\u308a\u3001\u3053\u3053\u307e\u3067\u8a08\u7b97\u3057\u305f\u5909\u6570\u3084\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u305d\u306e\u307e\u307e\u306a\u306e\u3067\u3001\u3053\u306e\u307e\u307e\u518d\u5ea6\u30ea\u30c8\u30e9\u30a4\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u3082 Jupyter \u306e\u5f37\u307f\u3067\u3059\u3002<\/p>\n<p>\u30cf\u30a4\u30d5\u30f3\u306b\u5bfe\u5fdc\u3057\u305f\u95a2\u6570\u3092\u4f5c\u3063\u3066\u3044\u304d\u307e\u3059\u304c\u3001\u30e9\u30e0\u30c0\u5f0f\u3067\u66f8\u304f\u306b\u306f\u3061\u3087\u3063\u3068\u8907\u96d1\u306b\u306a\u308a\u305d\u3046\u306a\u306e\u3067\u3001\u666e\u901a\u306e\u30e1\u30bd\u30c3\u30c9\u3068\u3057\u3066\u66f8\u3044\u3066\u307f\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"k\">def<\/span> <span class=\"nf\">extract_jpy<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span><span class=\"p\">):<\/span>\r\n    <span class=\"s\">\"\"\"\r\n    - \u5186\u3092\u6d88\u3059\r\n    - \u30cf\u30a4\u30d5\u30f3\u30920\u306b\u7f6e\u63db\u3059\u308b\r\n    - \u4e07\u304c\u3042\u308c\u3070\u6d88\u3057\u306610000\u3092\u304b\u3051\u308b\r\n    - int\u578b\u306b\u5909\u63db\u3059\u308b\r\n    \"\"\"<\/span>\r\n    <span class=\"n\">x<\/span> <span class=\"o\">=<\/span> <span class=\"n\">x<\/span><span class=\"p\">.<\/span><span class=\"n\">replace<\/span><span class=\"p\">(<\/span><span class=\"s\">'\u5186'<\/span><span class=\"p\">,<\/span> <span class=\"s\">''<\/span><span class=\"p\">)<\/span>\r\n    <span class=\"n\">x<\/span> <span class=\"o\">=<\/span> <span class=\"n\">x<\/span><span class=\"p\">.<\/span><span class=\"n\">replace<\/span><span class=\"p\">(<\/span><span class=\"s\">'-'<\/span><span class=\"p\">,<\/span> <span class=\"s\">'0'<\/span><span class=\"p\">)<\/span>\r\n    <span class=\"k\">if<\/span> <span class=\"s\">'\u4e07'<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">x<\/span><span class=\"p\">:<\/span>\r\n        <span class=\"n\">x<\/span> <span class=\"o\">=<\/span> <span class=\"n\">x<\/span><span class=\"p\">.<\/span><span class=\"n\">replace<\/span><span class=\"p\">(<\/span><span class=\"s\">'\u4e07'<\/span><span class=\"p\">,<\/span> <span class=\"s\">''<\/span><span class=\"p\">)<\/span>\r\n        <span class=\"n\">x<\/span> <span class=\"o\">=<\/span> <span class=\"nb\">float<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span><span class=\"p\">)<\/span><span class=\"o\">*<\/span><span class=\"mi\">10000<\/span>\r\n    <span class=\"k\">return<\/span> <span class=\"nb\">int<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span><span class=\"p\">)<\/span>\r\n<\/code><\/pre>\n<pre class=\"post-pre\"><code><span class=\"n\">apart<\/span><span class=\"p\">[<\/span><span class=\"s\">'\u7ba1\u7406\u8cbb_\u5186'<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nb\">list<\/span><span class=\"p\">(<\/span><span class=\"nb\">map<\/span><span class=\"p\">(<\/span><span class=\"n\">extract_jpy<\/span><span class=\"p\">,<\/span> <span class=\"n\">apart<\/span><span class=\"p\">.<\/span><span class=\"n\">\u7ba1\u7406\u8cbb<\/span><span class=\"p\">))<\/span>\r\n<\/code><\/pre>\n<p>\u7ba1\u7406\u8cbb\u3082\u3046\u307e\u304f\u6570\u5024\u306b\u5909\u63db\u3067\u304d\u305f\u3088\u3046\u3067\u3059\u3002<\/p>\n<p>\u3064\u3065\u3044\u3066\u6577\u91d1\u3082\u540c\u69d8\u306b\u51e6\u7406\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"n\">apart<\/span><span class=\"p\">[<\/span><span class=\"s\">'\u793c\u91d1_\u5186'<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nb\">list<\/span><span class=\"p\">(<\/span><span class=\"nb\">map<\/span><span class=\"p\">(<\/span><span class=\"n\">extract_jpy<\/span><span class=\"p\">,<\/span> <span class=\"n\">apart<\/span><span class=\"p\">.<\/span><span class=\"n\">\u793c\u91d1<\/span><span class=\"p\">))<\/span>\r\n<\/code><\/pre>\n<p>\u3053\u3053\u3067\u306f\u7ba1\u7406\u8cbb\u3068\u540c\u3058\u51e6\u7406\u3092\u884c\u3046\u306e\u3067\u3001\u30bb\u30eb\u3092\u30b3\u30d4\u30fc\u3057\u3066\u4f7f\u3044\u307e\u308f\u3057\u3066\u3044\u307e\u3059\u3002Jupyter \u306b\u306f\u4fbf\u5229\u306a\u30b7\u30e7\u30fc\u30c8\u30ab\u30c3\u30c8\u30ad\u30fc\u304c\u3042\u308a\u3001\u305d\u308c\u3089\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u7d20\u65e9\u304f\u64cd\u4f5c\u304c\u3067\u304d\u307e\u3059\u3002\u7279\u306b\u3001c\uff1a\u30bb\u30eb\u306e\u30b3\u30d4\u30fc\u3001x\uff1a\u30bb\u30eb\u306e\u30ab\u30c3\u30c8\u3001v\uff1a\u30bb\u30eb\u306e\u30da\u30fc\u30b9\u30c8\u3001z\uff1a\u30bb\u30eb\u64cd\u4f5c\u306e\u3084\u308a\u76f4\u3057\u3001a\uff1a\u65b0\u898f\u30bb\u30eb\u3092\u4e0a\u306b\u8ffd\u52a0\u3001b\uff1a\u65b0\u898f\u30bb\u30eb\u3092\u4e0b\u306b\u8ffd\u52a0\u306f\u975e\u5e38\u306b\u3088\u304f\u4f7f\u3044\u307e\u3059\u3002\u307e\u305f\u3001ESC\uff1a\u30bb\u30eb\u64cd\u4f5c\u30e2\u30fc\u30c9\u3078\u306e\u79fb\u884c\u3001Enter\uff1a\u30b3\u30fc\u30c9\u5165\u529b\u30e2\u30fc\u30c9\u3078\u306e\u79fb\u884c\u3082\u4f7f\u3048\u3070\u3001\u4f5c\u696d\u304c\u7206\u901f\u306b\u306a\u308b\u306e\u3067\u304a\u3059\u3059\u3081\u3067\u3059\u3002<\/p>\n<p>\u3053\u3053\u307e\u3067\u3067\u4f5c\u6210\u3057\u305f 3 \u3064\u306e\u5217\u304c\u3046\u307e\u304f\u51e6\u7406\u3067\u304d\u3066\u3044\u308b\u304b\u3092\u7c21\u5358\u306b\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"n\">apart<\/span><span class=\"p\">.<\/span><span class=\"n\">head<\/span><span class=\"p\">()<\/span>\r\n<\/code><\/pre>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d65dc37434c4406d084fb\/48-0.png\" alt=\"003.png\" \/><\/div>\n<p>\u300c\u8cc3\u6599_\u5186\u300d\u300c\u7ba1\u7406\u8cbb_\u5186\u300d\u300c\u793c\u91d1_\u5186\u300d\u305d\u308c\u305e\u308c\u304c\u3046\u307e\u304f\u6570\u5024\u3067\u62bd\u51fa\u3067\u304d\u3066\u305d\u3046\u3067\u3059\u306d\u3002<\/p>\n<p>\u305d\u308c\u3067\u306f\u30012 \u5e74\u5206\u306e\u8cc3\u8cb8\u6599\u3092\u7b97\u51fa\u3057\u307e\u3059\u3002pandas \u306e apply \u95a2\u6570\u3092\u4f7f\u3063\u3066\u884c\u3054\u3068\u306b\u8a08\u7b97\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"n\">apart<\/span><span class=\"p\">[<\/span><span class=\"s\">'\u8cc3\u8cb8\u65992\u5e74\u5206'<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"n\">apart<\/span><span class=\"p\">.<\/span><span class=\"nb\">apply<\/span><span class=\"p\">(<\/span><span class=\"k\">lambda<\/span> <span class=\"n\">x<\/span><span class=\"p\">:<\/span> <span class=\"p\">(<\/span><span class=\"n\">x<\/span><span class=\"p\">.<\/span><span class=\"n\">\u8cc3\u6599_\u5186<\/span> <span class=\"o\">+<\/span> <span class=\"n\">x<\/span><span class=\"p\">.<\/span><span class=\"n\">\u7ba1\u7406\u8cbb_\u5186<\/span><span class=\"p\">)<\/span><span class=\"o\">*<\/span><span class=\"mi\">24<\/span> <span class=\"o\">+<\/span> <span class=\"n\">x<\/span><span class=\"p\">.<\/span><span class=\"n\">\u793c\u91d1_\u5186<\/span><span class=\"p\">,<\/span> <span class=\"n\">axis<\/span><span class=\"o\">=<\/span><span class=\"mi\">1<\/span><span class=\"p\">)<\/span>\r\n<\/code><\/pre>\n<pre class=\"post-pre\"><code><span class=\"n\">apart<\/span><span class=\"p\">.<\/span><span class=\"n\">head<\/span><span class=\"p\">()<\/span>\r\n<\/code><\/pre>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d65dc37434c4406d084fb\/53-0.png\" alt=\"006.png\" \/><\/div>\n<p>\u3046\u307e\u304f 2 \u5e74\u3067\u304b\u304b\u308b\u8cc3\u8cb8\u6599\u3092\u8a08\u7b97\u3067\u304d\u3066\u3044\u308b\u3088\u3046\u3067\u3059\u3002\u3053\u308c\u3067\u53ef\u8996\u5316\u3059\u3079\u304d\u30c7\u30fc\u30bf\u306e\u6e96\u5099\u306f\u6574\u3044\u307e\u3057\u305f\u3002<\/p>\n<p>\u3053\u3053\u304b\u3089\u306f\u53ef\u8996\u5316\u3092\u884c\u3063\u3066\u3044\u304d\u307e\u3059\u3002\u4eca\u56de\u306f plotly \u3092\u4f7f\u3044\u307e\u3059\u3002plotly \u306f\u4f7f\u3044\u3084\u3059\u3055\u3068\u898b\u3084\u3059\u3055\u306e\u517c\u306d\u5408\u3044\u304c\u3088\u3044\u306e\u3067\u3001\u7b46\u8005\u306e\u304a\u6c17\u306b\u5165\u308a\u3067\u3059\u3002\u7279\u306b\u898b\u305f\u76ee\u306f\u3001\u305d\u306e\u307e\u307e\u30b9\u30af\u30b7\u30e7\u3057\u3066\u30d1\u30ef\u30dd\u306b\u8cbc\u3063\u3066\u3082\u554f\u984c\u306a\u3044\u30ec\u30d9\u30eb\u3067\u3059\u3002(seaborn\/matplotlib \u3068\u9055\u3063\u3066\u3001\u30c7\u30d5\u30a9\u30eb\u30c8\u3067\u65e5\u672c\u8a9e\u304c\u6587\u5b57\u5316\u3051\u3057\u306a\u3044\u306e\u3082\u3042\u308a\u304c\u305f\u3044\u3067\u3059\u3002)<\/p>\n<pre class=\"post-pre\"><code><span class=\"c1\"># \u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u8aad\u307f\u8fbc\u307f\r\n<\/span><span class=\"kn\">import<\/span> <span class=\"nn\">plotly.express<\/span> <span class=\"k\">as<\/span> <span class=\"n\">px<\/span>\r\n<\/code><\/pre>\n<pre class=\"post-pre\"><code><span class=\"n\">fig<\/span> <span class=\"o\">=<\/span> <span class=\"n\">px<\/span><span class=\"p\">.<\/span><span class=\"n\">histogram<\/span><span class=\"p\">(<\/span><span class=\"n\">apart<\/span><span class=\"p\">,<\/span> <span class=\"n\">x<\/span><span class=\"o\">=<\/span><span class=\"s\">\"\u8cc3\u8cb8\u65992\u5e74\u5206\"<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">fig<\/span><span class=\"p\">.<\/span><span class=\"n\">show<\/span><span class=\"p\">()<\/span>\r\n<\/code><\/pre>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d65dc37434c4406d084fb\/58-0.png\" alt=\"007.png\" \/><\/div>\n<p>\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u3092\u8868\u793a\u3057\u3066\u307f\u308b\u3068\u3001200k(=20 \u4e07\u5186)\u304b\u3089 23M(2300 \u4e07\u5186)\u307e\u3067\u5e45\u5e83\u304f\u5206\u5e03\u3057\u3066\u3044\u308b\u3088\u3046\u3067\u3059\u300220M \u306e\u30de\u30f3\u30b7\u30e7\u30f3\u306f\u3068\u3066\u3082\u4f4f\u3081\u305d\u3046\u306b\u306a\u3044\u306e\u3067\u3001\u3068\u308a\u3042\u3048\u305a\u5927\u534a\u306e\u30c7\u30fc\u30bf\u304c\u542b\u307e\u308c\u308b 10M \u307e\u3067\u3092\u3057\u304d\u3044\u5024\u3068\u3057\u3066\u30d5\u30a3\u30eb\u30bf\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"n\">fig<\/span> <span class=\"o\">=<\/span> <span class=\"n\">px<\/span><span class=\"p\">.<\/span><span class=\"n\">histogram<\/span><span class=\"p\">(<\/span><span class=\"n\">apart<\/span><span class=\"p\">.<\/span><span class=\"n\">query<\/span><span class=\"p\">(<\/span><span class=\"s\">'\u8cc3\u8cb8\u65992\u5e74\u5206 &lt;= 10000000'<\/span><span class=\"p\">),<\/span> <span class=\"n\">x<\/span><span class=\"o\">=<\/span><span class=\"s\">\"2\u5e74\u8cc3\u8cb8\u6599\"<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">fig<\/span><span class=\"p\">.<\/span><span class=\"n\">show<\/span><span class=\"p\">()<\/span>\r\n<\/code><\/pre>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d65dc37434c4406d084fb\/61-0.png\" alt=\"008.png\" \/><\/div>\n<p>\u5206\u5e03\u3092\u773a\u3081\u3066\u3044\u308b\u3068\u3001\u5c71\u304c\u3044\u304f\u3064\u304b\u3042\u308b\u306e\u304c\u5206\u304b\u308a\u307e\u3059\u3002\u90e8\u5c4b\u306e\u9593\u53d6\u308a\u306b\u3088\u3063\u3066\u5206\u5e03\u304c\u7570\u306a\u308b\u304b\u3082\u3057\u308c\u306a\u3044\u306e\u3067\u3001\u8a66\u3057\u306b\u9593\u53d6\u308a\u3067\u8272\u5206\u3051\u3057\u3066\u53ef\u8996\u5316\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"n\">fig<\/span> <span class=\"o\">=<\/span> <span class=\"n\">px<\/span><span class=\"p\">.<\/span><span class=\"n\">histogram<\/span><span class=\"p\">(<\/span><span class=\"n\">apart<\/span><span class=\"p\">.<\/span><span class=\"n\">query<\/span><span class=\"p\">(<\/span><span class=\"s\">'\u8cc3\u8cb8\u65992\u5e74\u5206 &lt;= 10000000'<\/span><span class=\"p\">),<\/span> <span class=\"n\">x<\/span><span class=\"o\">=<\/span><span class=\"s\">\"2\u5e74\u8cc3\u8cb8\u6599\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">color<\/span><span class=\"o\">=<\/span><span class=\"s\">'\u9593\u53d6\u308a'<\/span><span class=\"p\">,<\/span><span class=\"n\">barmode<\/span><span class=\"o\">=<\/span><span class=\"s\">'overlay'<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">fig<\/span><span class=\"p\">.<\/span><span class=\"n\">show<\/span><span class=\"p\">()<\/span>\r\n<\/code><\/pre>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d65dc37434c4406d084fb\/64-0.png\" alt=\"009.png\" \/><\/div>\n<p>\u9593\u53d6\u308a\u306e\u9055\u3044\u306b\u3088\u3063\u3066\u5206\u5e03\u304c\u7570\u306a\u308b\u306e\u304c\u304d\u308c\u3044\u306b\u5206\u304b\u308a\u307e\u3057\u305f\u3002\u3053\u3053\u304b\u3089 1K \u3068 1LDK \u306e\u5206\u5e03\u3092\u6bd4\u8f03\u3057\u3066\u307f\u3088\u3046\u3068\u601d\u3044\u307e\u3059\u3002\u4fa1\u683c\u5e2f\u304c 7M \u3042\u305f\u308a\u307e\u3067\u3067\u307b\u3068\u3093\u3069\u306e\u30c7\u30fc\u30bf\u304c\u5165\u3063\u3066\u3044\u308b\u306e\u3067\u30017M \u3067\u30d5\u30a3\u30eb\u30bf\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"n\">fig<\/span> <span class=\"o\">=<\/span> <span class=\"n\">px<\/span><span class=\"p\">.<\/span><span class=\"n\">histogram<\/span><span class=\"p\">(<\/span><span class=\"n\">apart<\/span><span class=\"p\">.<\/span><span class=\"n\">query<\/span><span class=\"p\">(<\/span><span class=\"s\">'\u8cc3\u8cb8\u65992\u5e74\u5206 &lt;= 6000000 and (\u9593\u53d6\u308a == \"1K\" or \u9593\u53d6\u308a == \"1LDK\")'<\/span><span class=\"p\">),<\/span> <span class=\"n\">x<\/span><span class=\"o\">=<\/span><span class=\"s\">\"2\u5e74\u8cc3\u8cb8\u6599\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">color<\/span><span class=\"o\">=<\/span><span class=\"s\">'\u9593\u53d6\u308a'<\/span><span class=\"p\">,<\/span><span class=\"n\">barmode<\/span><span class=\"o\">=<\/span><span class=\"s\">'overlay'<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">fig<\/span><span class=\"p\">.<\/span><span class=\"n\">show<\/span><span class=\"p\">()<\/span>\r\n<\/code><\/pre>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d65dc37434c4406d084fb\/67-0.png\" alt=\"010.png\" \/><\/div>\n<p>\u304d\u308c\u3044\u306b 2 \u3064\u306e\u5c71\u306b\u5206\u304b\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u53ef\u8996\u5316\u3067\u304d\u307e\u3057\u305f\u3002\u3053\u306e\u30c7\u30e2\u3067\u306e\u5206\u6790\u306f\u3053\u3053\u307e\u3067\u3068\u3057\u307e\u3059\u304c\u3001\u4fa1\u683c\u306e\u5206\u5e03\u306f\u90e8\u5c4b\u306e\u9593\u53d6\u308a\u4ee5\u5916\u306b\u4f55\u304c\u5bc4\u4e0e\u3057\u3066\u3044\u308b\u306e\u304b\u30013.5M \u3042\u305f\u308a\u3067\u5206\u5e03\u304c\u91cd\u306a\u3063\u3066\u3044\u308b\u304c\u3001\u9593\u53d6\u308a\u4ee5\u5916\u306b\u4f55\u304c\u7570\u306a\u308b\u306e\u304b\u3001\u9006\u306b\u540c\u3058\u3068\u3053\u308d\u306f\u3069\u3053\u304b\u3001\u306a\u3069\u306a\u3069\u8272\u3005\u3068\u63a2\u7d22\u3057\u304c\u3044\u304c\u3042\u308a\u305d\u3046\u3067\u3059\u3002<\/p>\n<p>\u3053\u3093\u306a\u98a8\u306b\u3001\u521d\u898b\u306e\u30c7\u30fc\u30bf\u3067\u3001\u3069\u3093\u306a\u30c7\u30fc\u30bf\u304c\u3001\u3069\u3093\u306a\u30c7\u30fc\u30bf\u578b\u3067\u3001\u3069\u3093\u306a\u5f62\u5f0f\u3067\u3001\u3069\u3093\u306a\u5206\u5e03\u3067\u5165\u3063\u3066\u308b\u304b\u308f\u304b\u3089\u3093\u3068\u3044\u3046\u5834\u5408\u3084\u3001\u8d70\u308a\u306a\u304c\u3089(\u30c7\u30fc\u30bf\u3092\u898b\u306a\u304c\u3089)\u3084\u308b\u3079\u304d\u3053\u3068\u304c\u6e67\u3044\u3066\u304f\u308b\u30bf\u30a4\u30d7\u306e\u4f5c\u696d\u306b\u306f Jupyter \u304c\u52b9\u7387\u7684\u3067\u306f\u306a\u3044\u304b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<h2>Appendix\uff1aJupyter \u306e\u8ab2\u984c\u3068\u305d\u306e\u5bfe\u7b56<\/h2>\n<p>\u6700\u5f8c\u306b\u3001Jupyter \u3092\u4f7f\u3046\u4e0a\u3067\u6c17\u306b\u306a\u308b\u3053\u3068\u3068\u305d\u306e\u5bfe\u7b56\u3092\u7b87\u6761\u66f8\u304d\u3067\u8a18\u8f09\u3057\u307e\u3059\u3002\u6280\u8853\u7684\u8ca0\u50b5\u306e\u5897\u52a0\u306f Jupyter \u3068\u3044\u3046\u304b\u6a5f\u68b0\u5b66\u7fd2\u3092\u6271\u3046\u30b7\u30b9\u30c6\u30e0\u5168\u4f53\u3067\u306e\u554f\u984c\u3067\u3082\u3042\u308a\u3001\u307e\u3060\u307e\u3060\u5de5\u592b\u306e\u4f59\u5730\u306f\u3042\u308b\u304b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u898b\u305f\u76ee<\/ul>\n<\/li>\n<\/ul>\n<p>JupyterLab \u306e\u5834\u5408\u306f\u30c7\u30d5\u30a9\u30eb\u30c8\u3067\u30c0\u30fc\u30af\u30c6\u30fc\u30de\u304c\u9078\u3079\u308b<\/p>\n<p>\u88dc\u5b8c<\/p>\n<p>\u88dc\u5b8c\u7528\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u3046(jupyterlab-lsp \u3068\u304b)<\/p>\n<p>\u6280\u8853\u7684\u8ca0\u50b5\u306e\u5897\u52a0<\/p>\n<p>jupytext\u3092\u4f7f\u3063\u3066 py \u30d5\u30a1\u30a4\u30eb\u3092\u751f\u6210\u3057\u3066 git \u3067\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u3059\u308b<br \/>\n\u30b3\u30fc\u30c9\u3092\u9069\u5b9c py \u30d5\u30a1\u30a4\u30eb\u306b\u5207\u308a\u51fa\u3057\u3066\u30e1\u30bd\u30c3\u30c9\u3068\u3057\u3066\u4f7f\u3046<br \/>\n\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u66f8\u304f(\u3053\u3053\u3068\u304b)<br \/>\n\u30c6\u30b9\u30c8\u30b3\u30fc\u30c9\u3092\u66f8\u304f(\u3053\u3053\u3068\u304b)<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Python \u3067\u30c7\u30fc\u30bf\u5206\u6790\u3092\u59cb\u3081\u305f\u3044\u65b9\u3078 \u672c\u8a18\u4e8b\u3067\u306f\u3001Python \u3067\u30c7\u30fc\u30bf\u5206\u6790\u3092\u884c\u3046\u969b\u306b\u975e\u5e38\u306b\u983c\u3082\u3057\u3044\u30c4\u30fc\u30eb [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-46642","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.5 (Yoast SEO v21.5) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>- Blog - Silicon Cloud<\/title>\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.silicloud.com\/zh\/blog\/46642-2\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:description\" 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