{"id":509,"date":"2023-05-16T20:28:29","date_gmt":"2023-05-16T11:28:29","guid":{"rendered":"https:\/\/www.kuix.co.jp\/da-sys\/?p=509"},"modified":"2023-05-16T20:31:48","modified_gmt":"2023-05-16T11:31:48","slug":"%e3%80%90%e5%ae%9f%e4%be%8b%e3%81%82%e3%82%8a%e3%80%91%e4%bb%8a%e6%97%a5%e3%81%8b%e3%82%89%e5%a7%8b%e3%82%81%e3%82%8b%e6%a9%9f%e6%a2%b0%e5%ad%a6%e7%bf%92%ef%bc%81python%e7%b7%a8","status":"publish","type":"post","link":"https:\/\/www.kuix.co.jp\/da-sys\/?p=509","title":{"rendered":"\u3010\u5b9f\u4f8b\u3042\u308a\u3011\u4eca\u65e5\u304b\u3089\u59cb\u3081\u308b\u6a5f\u68b0\u5b66\u7fd2\uff01Python\u7de8"},"content":{"rendered":"\n<p>\u524d\u56de\u306b\u5f15\u304d\u7d9a\u304dPython\u3092\u4f7f\u3063\u305f\u6a5f\u68b0\u5b66\u7fd2\u306e\u5b9f\u8df5\u7684\u306a\u5b9f\u88c5\u65b9\u6cd5\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002\uff08\u524d\u56de\u306e\u8a18\u4e8b\u306f<a href=\"https:\/\/www.kuix.co.jp\/da-sys\/?p=490\" data-type=\"post\" data-id=\"490\" target=\"_blank\" rel=\"noreferrer noopener\">\u3053\u3061\u3089\u304b\u3089<\/a>\uff09<\/p>\n\n\n\n<p>\u672c\u8a18\u4e8b\u3067\u306fGoogle\u304c\u7121\u511f\u3067\u63d0\u4f9b\u3057\u3066\u3044\u308bPython\u306e\u5b9f\u88c5\u74b0\u5883\u3067\u3042\u308bGoogle Colaboratory\u3092\u4f7f\u3063\u3066\u3001Python\u3067\u7c21\u5358\u306a\u5929\u6c17\u4e88\u6e2c\u3092\u884c\u3046\u65b9\u6cd5\u3092\u521d\u5fc3\u8005\u5411\u3051\u306b\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002Python\u3067\u306e\u6a5f\u68b0\u5b66\u7fd2\u306e\u5c0e\u5165\u3068\u3057\u3066\u4f7f\u3044\u65b9\u306e\u30a4\u30e1\u30fc\u30b8\u3092\u6301\u3063\u3066\u3044\u305f\u3060\u3051\u308b\u5185\u5bb9\u306b\u306a\u3063\u3066\u3044\u308b\u304b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6a5f\u68b0\u5b66\u7fd2\u3068\u306f<\/h2>\n\n\n\n<p>\u524d\u56de\u306e\u304a\u3055\u3089\u3044\u3068\u3057\u3066\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3092\u59cb\u3081\u308b\u524d\u306b\u7c21\u5358\u306b\u6a5f\u68b0\u5b66\u7fd2\u3068\u306f\u4f55\u304b\uff1f\u3092\u8aac\u660e\u3057\u307e\u3059\u3002\u6a5f\u68b0\u5b66\u7fd2\u3068\u306f\u300cAI\u300d\u3068\u4e16\u9593\u3067\u547c\u3070\u308c\u3066\u3044\u308b\u3082\u306e\u3068\u307b\u307c\u540c\u7fa9\u3068\u8003\u3048\u3066\u3044\u305f\u3060\u3051\u308c\u3070\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>AI\u3068\u547c\u3070\u308c\u308b\u4eba\u9593\u5473\u3042\u3075\u308c\u305f\u77e5\u80fd\u306e\u88cf\u5074\u306f\u3053\u306e\u6a5f\u68b0\u5b66\u7fd2\u3067\u4f5c\u3089\u308c\u3066\u304a\u308a\u3001\u6a5f\u68b0\u5b66\u7fd2\u306b\u306f\u5927\u304d\u304f\u300c\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u300d\u300c\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\u300d\u300c\u5f37\u5316\u5b66\u7fd2\u300d\u306e3\u3064\u306e\u624b\u6cd5\u304c\u3042\u308a\u307e\u3059\u3002\u4eca\u56de\u306e\u5929\u6c17\u306e\u4e88\u6e2c\u306f\u904e\u53bb\u306e\u30c7\u30fc\u30bf\uff08\u6559\u5e2b\u30c7\u30fc\u30bf\uff09\u3092\u5229\u7528\u3057\u305f\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u6559\u5e2b\u3042\u308a\u5b66\u7fd2<\/h3>\n\n\n\n<p>\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u306f\u904e\u53bb\u30c7\u30fc\u30bf\u3092\u7528\u3044\u3066\u5b66\u7fd2\u3092\u884c\u3044\u3001\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u751f\u6210\u3059\u308b\u624b\u6cd5\u3067\u3059\u3002\u904e\u53bb\u30c7\u30fc\u30bf\u304b\u3089\u30e2\u30c7\u30eb\u3092\u751f\u6210\u3059\u308b\u305f\u3081\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u3067\u3001\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u306f\u300c\u4e88\u6e2c\u300d\u306b\u5229\u7528\u3055\u308c\u308b\u306e\u304c\u4e00\u822c\u7684\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u904e\u53bb\u30c7\u30fc\u30bf\uff08\u4f8b\u3048\u3070\u9867\u5ba2\u306e\u5c5e\u6027\u3001\u884c\u52d5\u30c7\u30fc\u30bf\u3001\u8cfc\u8cb7\u30c7\u30fc\u30bf\uff09\u304b\u3089\u672a\u6765\uff08\u5546\u54c1\u3092\u8cb7\u3046\u304b\u3069\u3046\u304b\u3001\u512a\u826f\u9867\u5ba2\u306b\u306a\u308b\u304b\u3069\u3046\u304b\uff09\u3092\u4e88\u6e2c\u3059\u308b\u30ed\u30b8\u30c3\u30af\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u5177\u4f53\u7684\u306a\u5b66\u7fd2\u65b9\u6cd5\u3068\u3057\u3066\u306f\u56de\u5e30\u3084\u5206\u985e\u3001\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306a\u3069\u304c\u3042\u308a\u3055\u3089\u306b\u7d30\u304b\u3044\u5206\u6790\u624b\u6cd5\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u6559\u5e2b\u306a\u3057\u5b66\u7fd2<\/h3>\n\n\n\n<p>\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\u306f\u904e\u53bb\u30c7\u30fc\u30bf\u3092\u7528\u3044\u3066\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u751f\u6210\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u304b\u3089\u30d1\u30bf\u30fc\u30f3\u3084\u69cb\u9020\u3092\u898b\u3064\u3051\u308b\u624b\u6cd5\u3067\u3001\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u304c\u6709\u540d\u3067\u3059\u3002\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306f\u4f8b\u3048\u3070\u5927\u91cf\u306e\u304a\u5ba2\u69d8\u306e\u30c7\u30fc\u30bf\u304b\u3089\u4f3c\u305f\u3088\u3046\u306a\u8cfc\u8cb7\u884c\u52d5\u3092\u3057\u3066\u3044\u308b\u304a\u5ba2\u69d8\u3092\u30b0\u30eb\u30fc\u30d4\u30f3\u30b0\u3057\u307e\u3059\u3002\uff08\u4f8b\uff1a\u5c0f\u58f2\u696d\u3067\u3044\u3046\u3068\u30d7\u30ec\u30bc\u30f3\u30c8\u76ee\u7684\u3001\u81ea\u5206\u306e\u670d\u3092\u8cb7\u3046\u76ee\u7684\u306a\u3069\u8cfc\u8cb7\u884c\u52d5\u304b\u3089\u81ea\u52d5\u3067\u5ba2\u5c64\u3092\u5206\u985e\u3059\u308b\uff09\u3000\u305d\u306e\u7d50\u679c\u306f\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u306b\u5fdc\u7528\u3057\u305f\u308a\u3067\u304d\u3001DM\u3084\u30e1\u30eb\u30de\u30ac\u306e\u5185\u5bb9\u3092\u5909\u3048\u308b\u3053\u3068\u3067\u3088\u308a\u9ad8\u3044\u89d2\u5ea6\u3067\u53d7\u6ce8\u306b\u3064\u306a\u3052\u308b\u3053\u3068\u304c\u51fa\u6765\u308b\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5f37\u5316\u5b66\u7fd2<\/h3>\n\n\n\n<p>\u5f37\u5316\u5b66\u7fd2\u306f\u5b66\u7fd2\u30ed\u30b8\u30c3\u30af\u304c\u81ea\u3089\u7cbe\u5ea6\u3092\u9ad8\u3081\u308b\u30b9\u30bf\u30a4\u30eb\u306e\u5b66\u7fd2\u65b9\u6cd5\u3067\u3059\u3002\u4e8b\u524d\u306b\u5831\u916c\u3068\u3044\u3046\u6982\u5ff5\u304c\u8a2d\u5b9a\u3055\u308c\u3066\u304a\u308a\u3001\u3053\u306e\u5831\u916c\u3092\u6700\u5927\u5316\u3059\u308b\u30ed\u30b8\u30c3\u30af\u306f\u4f55\u304b\uff1f\u3092\u5b66\u7fd2\u3057\u307e\u3059\u3002\u30e9\u30f3\u30c0\u30e0\u306b\u884c\u52d5\u3057\u305f\u4e0a\u3067\u5831\u916c\u3092\u6700\u5927\u5316\u3059\u308b\u884c\u52d5\u306f\u4f55\u304b\uff1f\u3092\u7406\u89e3\u3057\u3001\u305d\u308c\u3092\u3072\u305f\u3059\u3089\u7e70\u308a\u8fd4\u3057\u3066\u5b66\u7fd2\u3059\u308b\u624b\u6cd5\u3067\u3001\u30ed\u30dc\u30c3\u30c8\u3084\u81ea\u52d5\u904b\u8ee2\u306a\u3069\u306e\u6280\u8853\u306b\u5229\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6a5f\u68b0\u5b66\u7fd2\u3092\u59cb\u3081\u3066\u307f\u3088\u3046\uff01<\/h2>\n\n\n\n<p>\u4eca\u56de\u306f\u3001Google Colaboratory(Colab)\u3092\u4f7f\u3063\u3066\u3001Python\u3067\u7c21\u5358\u306a\u5929\u6c17\u4e88\u6e2c\u3092\u884c\u3046\u65b9\u6cd5\u3092\u521d\u5fc3\u8005\u5411\u3051\u306b\u3054\u7d39\u4ecb\u3057\u307e\u3059<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b9\u30c6\u30c3\u30d71:Google Colab\u306e\u958b\u59cb<\/h3>\n\n\n\n<p>\u307e\u305aGoogle Colab\u306b\u30a2\u30af\u30bb\u30b9\u3057\u307e\u3059\u3002\uff08<a href=\"https:\/\/colab.research.google.com\/\">https:\/\/colab.research.google.com\/<\/a>\uff09<\/p>\n\n\n\n<p>\u300c\u30d5\u30a1\u30a4\u30eb\u300d\u30e1\u30cb\u30e5\u30fc\u304b\u3089\u3001\u300c\u65b0\u3057\u3044\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u300d\u3092\u9078\u629e\u3057\u3066\u3001\u65b0\u3057\u3044\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\uff08\u30b3\u30fc\u30c9\u3092\u8a18\u8f09\u3059\u308b\u30d5\u30a1\u30a4\u30eb\uff09\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002\u3061\u306a\u307f\u306b\u524d\u56de\u306e\u8a18\u4e8b\u3067\u3082\u89e6\u308c\u307e\u3057\u305f\u304cGoogle Colab\u306fJupyter Notebook\u3068\u3044\u3046\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306ePython\u306e\u30a8\u30c7\u30a3\u30bf\u3092\u5fdc\u7528\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>Python\u3067\u6a5f\u68b0\u5b66\u7fd2\u306e\u5b9f\u88c5\u3092\u3059\u308b\u969b\u306bJupyter Notebook\u306f\u3068\u3066\u3082\u3088\u304f\u5229\u7528\u3055\u308c\u308b\u305f\u3081\u3001Google Colab\u3067\u3082\u3053\u3061\u3089\u3092\u5fdc\u7528\u3057\u3066\u3044\u307e\u3059\u3002Jupyter Notebook\u3067\u8a18\u8f09\u3057\u305f\u30b3\u30fc\u30c9\u306f\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u306e\u30d5\u30a1\u30a4\u30eb\u3068\u3057\u3066\u4fdd\u5b58\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b9\u30c6\u30c3\u30d72: \u5fc5\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/h3>\n\n\n\n<p>\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u3092\u30bb\u30eb\u306b\u5165\u529b\u3057\u3001\u5b9f\u884c\uff08Shift + Enter\uff09\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p><code>!pip install pandas scikit-learn<\/code><\/p>\n\n\n\n<p>pip\u3068\u3044\u3046\u306e\u306fPyPI\u3068\u3044\u3046\u30b5\u30a4\u30c8\u3067\u7ba1\u7406\u3057\u3066\u3044\u308bPython\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\uff08\u6709\u5fd7\u306b\u3066\u958b\u767a\u3055\u308c\u305f\u4fbf\u5229\u306a\u30a2\u30c9\u30a4\u30f3\u30c4\u30fc\u30eb\u306e\u3088\u3046\u306a\u3082\u306e\uff09\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3059\u308b\u30b3\u30de\u30f3\u30c9\u3067\u3059\u3002\u3053\u3053\u3067\u306fpandas\u3068\u3044\u3046\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u3055\u3089\u306bscikit-learn\u3068\u3044\u3046\u90e8\u54c1\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u3001\u3068\u3044\u3046\u547d\u4ee4\u306b\u306a\u308a\u307e\u3059\u3002Scikit-learn\u306fPython\u3067\u6a5f\u68b0\u5b66\u7fd2\u3092\u884c\u3046\u305f\u3081\u306e\u69d8\u3005\u306a\u30c4\u30fc\u30eb\u304c\u5165\u3063\u305f\u3068\u3066\u3082\u6709\u540d\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002\u4eca\u5f8c\u3082\u3068\u308a\u3042\u3048\u305a\u65b0\u3057\u3044\u30b3\u30fc\u30c9\u3092\u5b9f\u88c5\u3059\u308b\u969b\u306f\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u304a\u304f\u3068\u3088\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b9\u30c6\u30c3\u30d73: \u5929\u6c17\u30c7\u30fc\u30bf\u306e\u53d6\u5f97<\/h3>\n\n\n\n<p>\u4eca\u56de\u306f\u3001\u6c17\u6e29\u3068\u6e7f\u5ea6\u306e\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u3066\u3001\u7fcc\u65e5\u306e\u5929\u6c17\uff08\u6674\u308c\u3001\u66c7\u308a\u3001\u96e8\uff09\u3092\u4e88\u6e2c\u3057\u307e\u3059\u3002\u4ee5\u4e0b\u306e\u30b5\u30f3\u30d7\u30eb\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3057\u307e\u3059\u306e\u3067\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u3092\u6253\u3061\u8fbc\u3093\u3067\u5b9f\u884c\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u30c7\u30fc\u30bf\u306e\u5185\u5bb9\u306f\u6c17\u6e29\uff08Temperature\uff09\u3068\u6e7f\u5ea6\uff08Humidity\uff09\u3068\u5929\u6c17\uff08Weather\uff09\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><code>import pandas as pd\n\ndata = {'Temperature': &#91;20, 22, 25, 28, 27, 24, 21, 19, 23, 26, 30, 27],\n        'Humidity': &#91;70, 65, 60, 55, 68, 75, 80, 85, 60, 50, 45, 70],\n        'Weather': &#91;'Rainy', 'Cloudy', 'Sunny', 'Sunny', 'Cloudy', 'Rainy', 'Rainy', 'Rainy', 'Sunny', 'Sunny', 'Sunny', 'Cloudy']}\ndf = pd.DataFrame(data)<\/code><\/code><\/pre>\n\n\n\n<p>\u306a\u304a\u3001import pandas \u306fpandas\u3068\u3044\u3046\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u3061\u3089\u306fpip\u3057\u306a\u304f\u3066\u3082\u305d\u3082\u305d\u3082Google Colab\u306b\u7d44\u307f\u8fbc\u307e\u308c\u3066\u304a\u308a\u305d\u308c\u3092\u5c0e\u5165\u3057\u3066\u3044\u308b\u30a4\u30e1\u30fc\u30b8\u306b\u306a\u308a\u307e\u3059\u3002pandas\u3082\u6a5f\u68b0\u5b66\u7fd2\u3092\u5b9f\u88c5\u3059\u308b\u4e0a\u3067\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u3092\u53d6\u308a\u6271\u3046\u6a5f\u80fd\u3092\u5e45\u5e83\u304f\u305d\u308d\u3048\u3066\u3044\u308b\u306e\u3067\u6bce\u56de\u5fc5\u9808\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u3044\u3048\u307e\u3059\u3002\u307e\u305fas pd \u306f\u4eca\u5f8c\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u547c\u3073\u51fa\u3059\u969b\u306b\u6bce\u56depandas\u3068\u8a18\u8f09\u3057\u306a\u304f\u3066\u3082pd\u3068\u3044\u3046\u540d\u524d\u3092\u4ed8\u3051\u308b\u3053\u3068\u3067\u4eca\u5f8c\u306f\u3053\u306e\u540d\u524d\u3067\u547c\u3073\u51fa\u3057\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b\u3001\u3068\u3044\u3046\u8a18\u8f09\u3067\u3059\u3002<\/p>\n\n\n\n<p>DataFrame\u3068\u3044\u3046\u306e\u306fpandas\u3067\u53d6\u308a\u6271\u3046\u30c7\u30fc\u30bf\u306e\u5165\u308c\u7269\u306e\u3088\u3046\u306a\u3082\u306e\u3067\u3059\u3002\u3053\u3053\u3067\u306fdf\u3068\u3044\u3046\u540d\u524d\u306e\u7bb1\u306b\u8a18\u8f09\u3057\u305fdata\u3092DataFrame\u306b\u3057\u3066\u6295\u5165\u3059\u308b\u3068\u3044\u3046\u5b9f\u88c5\u3092\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b9\u30c6\u30c3\u30d74: \u30c7\u30fc\u30bf\u306e\u524d\u51e6\u7406<\/h3>\n\n\n\n<p>\u6b21\u306b\u30c7\u30fc\u30bf\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u3068\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u306b\u5206\u5272\u3057\u307e\u3059\u3002\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u3068\u306f\u6a5f\u68b0\u5b66\u7fd2\u306e\u30ed\u30b8\u30c3\u30af\u3092\u751f\u6210\u3059\u308b\u305f\u3081\u306e\u5b66\u7fd2\u7528\u306e\u30c7\u30fc\u30bf\u3067\u3059\u3002\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u3068\u306f\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u3067\u751f\u6210\u3057\u305f\u30ed\u30b8\u30c3\u30af\u3092\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306e\u30c7\u30fc\u30bf\u3067\u3059\u3002\u306a\u305c\u8a55\u4fa1\u304c\u5fc5\u8981\u304b\u3068\u3044\u3046\u3068\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u3060\u3051\u3067\u5b66\u7fd2\u3092\u884c\u3046\u3068\u3001\u4e0e\u3048\u3089\u308c\u305f\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u3068\u540c\u3058\u30c7\u30fc\u30bf\u306f\u5b8c\u5168\u306b\u4e88\u6e2c\u3067\u304d\u308b\u304c\u3001\u5c11\u3057\u30c7\u30fc\u30bf\u304c\u5909\u308f\u308b\u3068\u4e88\u6e2c\u3067\u304d\u306a\u3044\u3068\u3044\u3046\u300c\u904e\u5b66\u7fd2\u300d\u3068\u3044\u3046\u73fe\u8c61\u304c\u8d77\u304d\u307e\u3059\u3002\u3053\u306e\u904e\u5b66\u7fd2\u3092\u9632\u6b62\u3059\u308b\u305f\u3081\u901a\u5e38\u306f\u624b\u5143\u306e\u30c7\u30fc\u30bf\u3092\u5206\u3051\uff08\u5927\u4f53\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u304c\uff18\uff10\uff05\u3001\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u304c\uff12\uff10\uff05\u304c\u591a\u3044\uff09\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u304c\u6b63\u3057\u304f\u884c\u308f\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u3067\u62c5\u4fdd\u3059\u308b\u306e\u3067\u3059\u3002\u3067\u306f\u3001\u30c7\u30fc\u30bf\u3092\u4e8c\u3064\u306b\u5206\u3051\u308b\u305f\u3081\u306b\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><code>from sklearn.model_selection import train_test_split\n\nX = df&#91;&#91;'Temperature', 'Humidity']]\ny = df&#91;'Weather']\nX_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)<\/code><\/code><\/pre>\n\n\n\n<p>\u4e0a\u8a18\u306e\u30b3\u30fc\u30c9\u3067\u306f\u3001\u307e\u305asikit-learn\u306b\u542b\u307e\u308c\u308b tarin_test_split\u3068\u3044\u3046\u4fbf\u5229\u306a\u6a5f\u80fd\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3092\u4f7f\u3048\u3070\u7c21\u5358\u306b\u30c7\u30fc\u30bf\u304c\u308f\u3051\u3089\u308c\u308b\u306e\u3067\u3059\u3002\u3055\u3089\u306b\u3001\u30c7\u30fc\u30bf\u3092\u4e88\u6e2c\u5bfe\u8c61\u306e\u30c7\u30fc\u30bf\uff08\u3053\u3053\u3067\u306fwheather(\u5929\u6c17)\u3000\u3068\u3000\u4e88\u6e2c\u306e\u6750\u6599\u3068\u306a\u308b\u30c7\u30fc\u30bf\uff08\u3053\u3053\u3067\u306fTempreature\uff08\u6e29\u5ea6\uff09\u3068Humidity\uff08\u6e7f\u5ea6\uff09\uff09\u3092\u5206\u3051\u3066\u3044\u307e\u3059\u3002\u3053\u3061\u3089\u3082\u901a\u5e38\u5fc5\u9808\u3068\u306a\u308a\u307e\u3059\u3002\u305d\u306e\u5f8cTrain_test_split\u306b\u3088\u3063\u3066\uff08\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0 or \u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\uff09\u00d7\uff08\u4e88\u6e2c\u5bfe\u8c61\u30c7\u30fc\u30bf\uff08y)\u3068\u4e88\u6e2c\u306e\u6750\u6599\u3068\u306a\u308b\u30c7\u30fc\u30bf\uff08X\uff09\uff09\u306e\uff14\u3064\u306b\u30c7\u30fc\u30bf\u3092\u5206\u3051\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b9\u30c6\u30c3\u30d75: \u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u9078\u629e\u3068\u5b66\u7fd2<\/h3>\n\n\n\n<p>\u3053\u3053\u307e\u3067\u3067\u304d\u305f\u3089\u3001\u5b9f\u969b\u306b\u5929\u6c17\u3092\u4e88\u6e2c\u3059\u308b\u6a5f\u68b0\u5b66\u7fd2\u306e\u30ed\u30b8\u30c3\u30af\uff08\u30e2\u30c7\u30eb\uff09\u3092\u4f5c\u6210\u3057\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002\u4eca\u56de\u306f\u3001\u6c7a\u5b9a\u6728\uff08Decision Tree\uff09\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3068\u3044\u3046\u6709\u540d\u306a\u30ed\u30b8\u30c3\u30af\u3092\u4f7f\u3063\u3066\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3057\u307e\u3059\u3002\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u3092\u30bb\u30eb\u306b\u5165\u529b\u3057\u3001\u5b9f\u884c\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><code>from sklearn.tree import DecisionTreeClassifier\n\ndt = DecisionTreeClassifier()\ndt.fit(X_train, y_train)<\/code><\/code><\/pre>\n\n\n\n<p>\u3053\u3053\u3067\u306fscikit-learn\u306b\u6a19\u6e96\u3067\u6c7a\u5b9a\u6728\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u5b9f\u88c5\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u305d\u3061\u3089\u3092\u8aad\u307f\u8fbc\u3093\u3067\u3044\u307e\u3059\u3002\u305d\u306e\u5f8c\u3001dt\u3068\u3044\u3046\u6c7a\u5b9a\u6a5f\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u683c\u7d0d\u3059\u308b\u7bb1\u3092\u4f5c\u6210\u3057\u3001fit()\u3068\u3044\u3046\u95a2\u6570\u3067\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u3067\u3042\u308bX_train, y_train\u3068\u3044\u3046\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u5b66\u7fd2\u3092\u5b9f\u65bd\u3057\u307e\u3059\u3002\u306a\u3093\u3068\u3053\u308c\u3060\u3051\u3067\u5b66\u7fd2\u30ed\u30b8\u30c3\u30af\u306e\u751f\u6210\u306f\u7d42\u308f\u308a\u307e\u3057\u305f\u3002\u7c21\u5358\u3067\u3059\u3088\u306d\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b9\u30c6\u30c3\u30d76: \u30e2\u30c7\u30eb\u306e\u8a55\u4fa1<\/h3>\n\n\n\n<p>\u6b21\u306b\u5b9f\u969b\u306b\u4f5c\u3063\u305f\u30e2\u30c7\u30eb\u306e\u8a55\u4fa1\u3092\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u3067\u884c\u3063\u3066\u307f\u307e\u3057\u3087\u3046\u3002\u8a55\u4fa1\u3092\u3059\u308b\u306b\u3042\u305f\u3063\u3066\u3082scikit Learn\u306b\u8a55\u4fa1\u306e\u30c4\u30fc\u30eb\u3082\u5165\u3063\u3066\u3044\u308b\u306e\u3067\u305d\u3061\u3089\u3092\u5229\u7528\u3057\u307e\u3059\u3002\u3067\u306f\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><code>from sklearn.metrics import accuracy_score\n\ny_pred = dt.predict(X_test)\naccuracy = accuracy_score(y_test, y_pred)\nprint(\"Accuracy: {:.2f}\".format(accuracy * 100))<\/code><\/code><\/pre>\n\n\n\n<div class=\"wp-block-group is-stack is-vertical is-layout-flex wp-container-core-group-is-layout-1 wp-block-group-is-layout-flex\">\n<p>\u3053\u3053\u3067\u306faccuracy_score\u3068\u3044\u3046\u30e9\u30a4\u30d6\u30e9\u30ea\u3092scikit-learn\u304b\u3089\u53d6\u5f97\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305d\u306e\u5f8c\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u306e\u5b66\u7fd2\u306e\u6750\u6599\u306b\u306a\u308bX_test\u3092\u4f7f\u3063\u3066dt\u3068\u3044\u3046\u4e0a\u8a18\u3067\u4f5c\u6210\u3057\u305f\u6c7a\u5b9a\u6728\u306e\u30e2\u30c7\u30eb\u3067\u4e88\u6e2c\u3092\u884c\u3063\u3066\u3044\u307e\u3059\uff08dt.predict(X_test))\u3053\u306e\u7d50\u679c\u3092y_pred\u3068\u3044\u3046\u7bb1\u306b\u683c\u7d0d\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305d\u3057\u3066y_test(\u3053\u308c\u306f\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u3067\u5b9f\u969b\u306e\u5929\u6c17\u306e\u5024)\u3068\u4e88\u6e2c\u3057\u305f\u7d50\u679c\u3067\u3042\u308by_pred\u3092accuracy_score\u3067\u8a55\u4fa1\u3057\u3066\u3044\u307e\u3059\u3002print\u4ee5\u964d\u306f\u7d50\u679c\u3092\u51fa\u529b\u3057\u306a\u3055\u3044\u3001\u3068\u3044\u3046\u547d\u4ee4\u306b\u306a\u308a\u307e\u3059\u3002\u3055\u3066\u3001\u7d50\u679c\u306f\u3069\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u304b\uff1f\u304a\u305d\u3089\u304f<\/p>\n<\/div>\n\n\n\n<p><code>Accuracy: 66.67<\/code><\/p>\n\n\n\n<p>\u3068\u8868\u793a\u3055\u308c\u308b\u306e\u3067\u306f\u306a\u3044\u304b\u3068\u601d\u3044\u307e\u3059\u3002\u3064\u307e\u308a\u3001\u5927\u4f53\uff16\uff17\uff05\u306e\u78ba\u7387\u3067\u6c17\u6e29\u3068\u6e7f\u5ea6\u304c\u308f\u304b\u308c\u3070\u3053\u306e\u30e2\u30c7\u30eb\u3092\u4f7f\u3063\u3066\u5929\u6c17\u3092\u4e88\u6e2c\u3067\u304d\u308b\u3001\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b9\u30c6\u30c3\u30d77 \u4e88\u6e2c\u3057\u3066\u307f\u3088\u3046<\/h3>\n\n\n\n<p>\u6700\u5f8c\u306b\u3001\u65b0\u3057\u3044\u6c17\u6e29\u3068\u6e7f\u5ea6\u306e\u30c7\u30fc\u30bf\u3092\u5165\u529b\u3057\u3066\u3001\u5929\u6c17\u3092\u4e88\u6e2c\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u3092\u30bb\u30eb\u306b\u5165\u529b\u3057\u3001\u5b9f\u884c\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><code>new_data = &#91;&#91;23, 67], &#91;25, 55], &#91;21, 80]]\npredicted_weather = dt.predict(new_data)\n\nprint(\"Predicted weather:\", predicted_weather)<\/code><\/code><\/pre>\n\n\n\n<p>\u65b0\u305f\u306a\u30c7\u30fc\u30bf\u3068\u3057\u3066\u6e29\u5ea6\u3068\u6e7f\u5ea6\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\uff13\u70b9\u6295\u5165\u3057\u3066\u307f\u307e\u3059\u3002\u4e88\u6e2c\u3059\u308b\u3068\u304d\u306f\u6bce\u56depredict\u3068\u3044\u3046\u95a2\u6570\u3092\u4f7f\u3044\u307e\u3057\u3087\u3046\u3002\u3053\u308c\u3067\u7d50\u679c\u3092\u8868\u793a\u3059\u308b\u3068\u3001<\/p>\n\n\n\n<p><code>Predicted weather: ['Cloudy' 'Sunny' 'Rainy']<\/code><\/p>\n\n\n\n<p>\u3068\u51fa\u529b\u3055\u308c\u308b\u304b\u3068\u601d\u3044\u307e\u3059\u3002\u6c17\u6e29\u3068\u6e7f\u5ea6\u3060\u3051\u3067\u898b\u4e8b\u5929\u6c17\u304c\u4e88\u6e2c\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u304a\u308f\u308a\u306b<\/h2>\n\n\n\n<p>\u6a5f\u68b0\u5b66\u7fd2\u306b\u95a2\u3057\u3066\u306f\u591a\u304f\u306e\u5206\u6790\u30e2\u30c7\u30eb\u306b\u95a2\u3059\u308b\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3053\u308c\u3089\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u7528\u3044\u3066\u5b9f\u88c5\u3059\u308c\u3070\u305d\u308c\u307b\u3069\u6df1\u3044\u77e5\u8b58\u304c\u306a\u304f\u3066\u3082\u4e88\u6e2c\u6a5f\u80fd\u306f\u3042\u308b\u7a0b\u5ea6\u306e\u7cbe\u5ea6\u3067\u5b9f\u88c5\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4e0a\u8a18\u306f\u304b\u306a\u308a\u7c21\u5358\u306a\u4f8b\u3067\u3059\u306e\u3067\u3088\u308a\u6df1\u3044\u5b66\u7fd2\u304c\u3057\u305f\u3044\u65b9\u306f<a href=\"https:\/\/www.kuix.co.jp\/da-sys\/?p=490\" data-type=\"post\" data-id=\"490\" target=\"_blank\" rel=\"noreferrer noopener\">\u524d\u56de\u306e\u8a18\u4e8b<\/a>\u3067\u304a\u3059\u3059\u3081\u3057\u305f\u5b66\u7fd2\u30b3\u30f3\u30c6\u30f3\u30c4\u306a\u3069\u3082\u662f\u975e\u3054\u5229\u7528\u304f\u3060\u3055\u3044\uff01<\/p>\n\n\n\n<p>\u682a\u5f0f\u4f1a\u793eKUIX\u3067\u306f\u3053\u306e\u3088\u3046\u306a\u6a5f\u68b0\u5b66\u7fd2\u306b\u95a2\u3059\u308b\u958b\u767a\u6848\u4ef6\u306e\u53d7\u8a17\u3084\u30c7\u30fc\u30bf\u5206\u6790\u306b\u95a2\u3059\u308b\u6559\u80b2\u3001\u30d7\u30ed\u30d5\u30a7\u30c3\u30b7\u30e7\u30ca\u30eb\u4eba\u6750\u306e\u3054\u7d39\u4ecb\u306a\u3069\u3092\u304a\u5ba2\u69d8\u306b\u63d0\u4f9b\u3057\u3066\u304a\u308a\u307e\u3059\u3002\u3082\u3057\u81ea\u793e\u3067\u9032\u3081\u308b\u306e\u306f\u3061\u3087\u3063\u3068\u53b3\u3057\u3044\u3001\u3068\u3044\u3063\u305f\u5834\u5408\u306f\u662f\u975e\u5f0a\u793e\u307e\u3067\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\uff01\u304a\u554f\u3044\u5408\u308f\u305b\u306f<a rel=\"noreferrer noopener\" href=\"https:\/\/www.kuix.co.jp\/da-sys\/?page_id=6\" target=\"_blank\">\u3053\u3061\u3089\u304b\u3089<\/a><\/p>\n\n\n<div class=\"swell-block-postLink\">\t\t\t<div class=\"p-blogCard -internal\" data-type=\"type1\" data-onclick=\"clickLink\">\n\t\t\t\t<div class=\"p-blogCard__inner\">\n\t\t\t\t\t<span class=\"p-blogCard__caption\">\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/span>\n\t\t\t\t\t<div class=\"p-blogCard__thumb c-postThumb\"><figure class=\"c-postThumb__figure\"><img decoding=\"async\" src=\"https:\/\/www.kuix.co.jp\/da-sys\/wp-content\/uploads\/2023\/05\/\u6771\u5c71\u4e2d\u592e\u9280\u884c-\u4eba\u4e8b\u62c5\u5f53\u526f\u793e-5-300x169.jpg\" alt=\"\" class=\"c-postThumb__img u-obf-cover\" width=\"320\" height=\"180\"><\/figure><\/div>\t\t\t\t\t<div class=\"p-blogCard__body\">\n\t\t\t\t\t\t<a class=\"p-blogCard__title\" href=\"https:\/\/www.kuix.co.jp\/da-sys\/?p=490\" target=\"_blank\" rel=\"noopener noreferrer\">\u3010\u521d\u5fc3\u8005\u5fc5\u898b\u3011Python\u3067\u30b9\u30bf\u30fc\u30c8\uff01\u6a5f\u68b0\u5b66\u7fd2\u3092\u306f\u3058\u3081\u308b\u306b\u306f\uff1f<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">\u300c\u6a5f\u68b0\u5b66\u7fd2\u300d\u3084\u300cAI\u300d\u3092\u81ea\u5206\u3067\u5b9f\u88c5\u3057\u3066\u307f\u305f\u3044\uff01 \u305f\u3060\u3001\u96e3\u3057\u305d\u3046\u3060\u3057\u30e0\u30ea\u3060\u308d\u3046\u306a\u3068\u601d\u3063\u3066\u3044\u308b\u65b9\u306f\u591a\u3044\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\uff1f \u5b9f\u969b\u306b\u3053\u308c\u3089\u306e\u5b9f\u88c5\u3092\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3057\u3066&#8230;<\/span>\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n<div class=\"swell-block-postLink\">\t\t\t<div class=\"p-blogCard -internal\" data-type=\"type1\" data-onclick=\"clickLink\">\n\t\t\t\t<div class=\"p-blogCard__inner\">\n\t\t\t\t\t<span class=\"p-blogCard__caption\">\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/span>\n\t\t\t\t\t<div class=\"p-blogCard__thumb c-postThumb\"><figure class=\"c-postThumb__figure\"><img decoding=\"async\" src=\"https:\/\/www.kuix.co.jp\/da-sys\/wp-content\/uploads\/2023\/05\/\u6771\u5c71\u4e2d\u592e\u9280\u884c-\u4eba\u4e8b\u62c5\u5f53\u526f\u793e-4-1-300x169.jpg\" alt=\"\" class=\"c-postThumb__img u-obf-cover\" width=\"320\" height=\"180\"><\/figure><\/div>\t\t\t\t\t<div class=\"p-blogCard__body\">\n\t\t\t\t\t\t<a class=\"p-blogCard__title\" href=\"https:\/\/www.kuix.co.jp\/da-sys\/?p=479\" target=\"_blank\" rel=\"noopener noreferrer\">\u6a5f\u68b0\u5b66\u7fd2\u3068\u306f\uff1f\u7a2e\u985e\u3084\u4ed5\u7d44\u307f\u3092\u8d85\u7c21\u5358\u306b\u89e3\u8aac\uff01<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">\u300c\u6a5f\u68b0\u5b66\u7fd2\u300d\u300cAI\u300d\u3068\u3044\u3063\u305f\u8a00\u8449\u306b\u8208\u5473\u306f\u3042\u308b\u3051\u308c\u3069\u3001\u5b9f\u614b\u304c\u3069\u3046\u3044\u3046\u3082\u306e\u306a\u306e\u304b\u5206\u304b\u3089\u306a\u3044\u3068\u3044\u3046\u65b9\u306f\u591a\u3044\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002 \u672c\u8a18\u4e8b\u3067\u306f\u69d8\u3005\u306a\u4f01\u696d\u306b\u304a\u3044\u3066AI\u3084\u6a5f\u68b0&#8230;<\/span>\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>\u524d\u56de\u306b\u5f15\u304d\u7d9a\u304dPython\u3092\u4f7f\u3063\u305f\u6a5f\u68b0\u5b66\u7fd2\u306e\u5b9f\u8df5\u7684\u306a\u5b9f\u88c5\u65b9\u6cd5\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002\uff08\u524d\u56de\u306e\u8a18\u4e8b\u306f\u3053\u3061\u3089\u304b\u3089\uff09 \u672c\u8a18\u4e8b\u3067\u306fGoogle\u304c\u7121\u511f\u3067\u63d0\u4f9b\u3057\u3066\u3044\u308bPython\u306e\u5b9f\u88c5\u74b0\u5883\u3067\u3042\u308bGoogle Colaboratory\u3092\u4f7f\u3063\u3066 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":517,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"swell_btn_cv_data":"","footnotes":""},"categories":[7],"tags":[],"_links":{"self":[{"href":"https:\/\/www.kuix.co.jp\/da-sys\/index.php?rest_route=\/wp\/v2\/posts\/509"}],"collection":[{"href":"https:\/\/www.kuix.co.jp\/da-sys\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kuix.co.jp\/da-sys\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kuix.co.jp\/da-sys\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kuix.co.jp\/da-sys\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=509"}],"version-history":[{"count":8,"href":"https:\/\/www.kuix.co.jp\/da-sys\/index.php?rest_route=\/wp\/v2\/posts\/509\/revisions"}],"predecessor-version":[{"id":520,"href":"https:\/\/www.kuix.co.jp\/da-sys\/index.php?rest_route=\/wp\/v2\/posts\/509\/revisions\/520"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kuix.co.jp\/da-sys\/index.php?rest_route=\/wp\/v2\/media\/517"}],"wp:attachment":[{"href":"https:\/\/www.kuix.co.jp\/da-sys\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=509"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kuix.co.jp\/da-sys\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=509"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kuix.co.jp\/da-sys\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=509"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}