{"id":2138,"date":"2019-09-29T23:49:24","date_gmt":"2019-09-29T14:49:24","guid":{"rendered":"http:\/\/www.python.ambitious-engineer.com\/?p=2138"},"modified":"2020-10-04T22:15:26","modified_gmt":"2020-10-04T13:15:26","slug":"%e7%82%b9%e6%8e%a8%e5%ae%9a","status":"publish","type":"post","link":"https:\/\/www.python.ambitious-engineer.com\/archives\/2138","title":{"rendered":"\u70b9\u63a8\u5b9a"},"content":{"rendered":"<p><script async src=\"https:\/\/cdnjs.cloudflare.com\/ajax\/libs\/mathjax\/2.7.0\/MathJax.js?config=TeX-AMS_CHTML\"><\/script><\/p>\n<p>\u524d\u56de\u306f\u8a18\u8ff0\u7d71\u8a08\u3068\u63a8\u8a08\u7d71\u8a08\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u307e\u3057\u305f\u3002\u4eca\u56de\u304b\u3089\u63a8\u6e2c\u7d71\u8a08\u3092\u4e3b\u306b\u89e3\u8aac\u3057\u3066\u3044\u304d\u307e\u3059\u3002\u307e\u305a\u306f\u70b9\u63a8\u5b9a\u304b\u3089\u5b66\u7fd2\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n<h2>\u5e73\u5747\u306e\u70b9\u63a8\u5b9a<\/h2>\n<h3>\u5e73\u5747\u306e\u70b9\u63a8\u5b9a\u306e\u5f0f<\/h3>\n<p>\u70b9\u63a8\u5b9a\u3068\u306f\u6a19\u672c\u304b\u3089\u6bcd\u96c6\u56e3\u306e\u7d71\u8a08\u91cf\u3001\u5e73\u5747\u3084\u5206\u6563\u3068\u306a\u308b\u5024\u305d\u306e\u3082\u306e\u3092\u63a8\u6e2c\u3059\u308b\u63a8\u6e2c\u7d71\u8a08\u306e\u624b\u6cd5\u306e1\u3064\u3067\u3059\u3002\u3082\u3063\u3068\u3082\u3053\u306e\u70b9\u63a8\u5b9a\u306a\u306e\u3067\u3059\u304c\u3001\u5e73\u5747\u3092\u63a8\u6e2c\u3059\u308b\u969b\u306b\u65e5\u5e38\u7684\u306b\u3088\u304f\u4f7f\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u4f8b\u3048\u3070\u3042\u308b\u56fd\u306e\u4eba\u306e\u5e73\u5747\u8eab\u9577\u3092\u6c42\u3081\u305f\u3044\u3068\u304d\u3001\u300c\u7121\u4f5c\u70ba\u306b\u305d\u306e\u56fd\u306e\u4eba\u3092\u4f55\u4eba\u304b\u3092\u9078\u3073\u8eab\u9577\u3092\u6e2c\u308a\u3001\u305d\u306e\u5e73\u5747\u3092\u6c42\u3081\u308b\u300d\u3068\u3044\u3063\u305f\u65b9\u6cd5\u304c\u601d\u3044\u3064\u304f\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002\u3053\u306e\u65b9\u6cd5\u3053\u305d\u307e\u3055\u306b\u70b9\u63a8\u5b9a\u305d\u306e\u3082\u306e\u3067\u3001\u300c\u3042\u308b\u7a0b\u5ea6\u6a19\u672c\u30b5\u30a4\u30ba\u304c\u5927\u304d\u3051\u308c\u3070\u6bcd\u96c6\u56e3\u3068\u6a19\u672c\u3068\u3067\u5e73\u5747\u306f\u6982\u306d\u540c\u3058\u3060\u308d\u3046\u300d\u3068\u3044\u3044\u3046\u30a2\u30a4\u30c7\u30a2\u306b\u57fa\u3065\u3044\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u305f\u3081\u3001\u5e73\u5747\u306e\u70b9\u63a8\u5b9a\u306f\u4ee5\u4e0b\u306e\u5f0f\u3067\u4e0e\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n<div class=\"c_box intitle yellow_box\"><div class=\"box_title\"><span>\u5e73\u5747\u306e\u70b9\u63a8\u5b9a<\/span><\/div>\n\\[<br \/>\n\u5e73\u5747 = \\frac{\u50241 + \u50242 + \u30fb\u30fb\u30fb + \u5024N}{N}<br \/>\n\\]\n<\/div>\n<p>\u666e\u901a\u306e\u5e73\u5747\u306e\u5f0f\u3068\u540c\u3058\u3067\u3059\u306d\u3002Numpy\u3067\u8a08\u7b97\u3059\u308b\u5834\u5408\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<pre class=\"brush: python; title: ; notranslate\" title=\"\">\r\nimport numpy as np\r\nx_bar = np.mean(\u6a19\u672c\u30c7\u30fc\u30bf\u306e\u914d\u5217)\r\n<\/pre>\n<p>\u4f8b\u3048\u3070\u3001\u3042\u308b\u8fb2\u5712\u306e\u307f\u304b\u3093\u306e\u91cd\u91cf100\u4ef6\u306eCSV\u30c7\u30fc\u30bf\u304c\u3042\u3063\u305f\u5834\u5408\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u3057\u3066\u6bcd\u96c6\u56e3\u306e\u5e73\u5747\u5024\u3092\u70b9\u63a8\u5b9a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<br \/>\n<a href=\"http:\/\/www.python.ambitious-engineer.com\/wp-content\/uploads\/2019\/09\/mikan-sample100.csv\">mikan-sample100.csv<\/a><\/p>\n<pre class=\"brush: python; title: ; notranslate\" title=\"\">\r\nimport pandas as pd\r\nimport numpy as np\r\n\r\ndf = pd.read_csv('mikan-sample100.csv')\r\nweight_array = np.array(df['weight'])\r\n\r\n# \u6a19\u672c\u304b\u3089\u6bcd\u5e73\u5747\u3092\u70b9\u63a8\u5b9a\r\nnp.mean(weight_array)\r\n\r\n<\/pre>\n<h2>\u70b9\u63a8\u5b9a\u306b\u6c42\u3081\u3089\u308c\u308b\u6027\u8cea<\/h2>\n<p>\u5e73\u5747\u306e\u70b9\u63a8\u5b9a\u3092\u6c42\u3081\u308b\u5f0f\u306f\u4e0a\u3067\u7d39\u4ecb\u3057\u305f\u5f0f\u3060\u3051\u306a\u306e\u3067\u3059\u304c\u3001\u7d71\u8a08\u91cf\u306b\u3088\u3063\u3066\u306f\u70b9\u63a8\u5b9a\u306e\u5f0f\u304c\u4f55\u7a2e\u985e\u3082\u3042\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u306e\u305f\u3081\u3001\u70b9\u63a8\u5b9a\u306b\u304a\u3044\u3066\u3069\u306e\u5f0f\u3092\u4f7f\u3046\u3079\u304d\u306a\u306e\u304b\u3092\u8003\u3048\u308b\u4e0a\u3067\u4f7f\u3046\u3044\u304f\u3064\u304b\u306e\u6307\u6a19\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h3>\u4e00\u81f4\u6027<\/h3>\n<p>\u3055\u304d\u307b\u3069\u306e\u300c\u3042\u308b\u7a0b\u5ea6\u6a19\u672c\u30b5\u30a4\u30ba\u304c\u5927\u304d\u3051\u308c\u3070\u6bcd\u96c6\u56e3\u3068\u6a19\u672c\u3068\u3067\u5e73\u5747\u306f\u6982\u306d\u540c\u3058\u3060\u308d\u3046\u300d\u3068\u3044\u3046\u30a2\u30a4\u30c7\u30a2\u3067\u3059\u304c\u3001\u6a19\u672c\u30b5\u30a4\u30ba\u3092\u5927\u304d\u304f\u3059\u308b\u3068\u6bcd\u96c6\u56e3\u306e\u7d71\u8a08\u91cf\u306b\u53ce\u675f\u3059\u308b\u6027\u8cea\u304c\u3042\u308b\u5834\u5408\u3001\u4e00\u81f4\u6027\u304c\u3042\u308b\u3001\u3068\u547c\u3073\u307e\u3059\u3002\u975e\u5e38\u306b\u5f53\u305f\u308a\u524d\u306e\u8a71\u306a\u306e\u3067\u3059\u304c\u91cd\u8981\u306a\u6027\u8cea\u3067\u3059\u3002<\/p>\n<p>\u4e0a\u306e\u5e73\u5747\u306b\u4e00\u81f4\u6027\u304c\u3042\u308b\u3053\u3068\u3092Python\u30b3\u30fc\u30c9\u3067\u78ba\u8a8d\u3057\u3066\u307f\u307e\u3059\u3002\u6bcd\u96c6\u56e31000\u4ef6\u306e\u307f\u304b\u3093\u306e\u91cd\u91cf\u30c7\u30fc\u30bf\u304c\u3042\u3063\u305f\u3068\u3057\u307e\u3059\u3002\u305d\u306e\u4e2d\u304b\u3089\u6a19\u672c\u30b5\u30a4\u30ba\u3092\u5897\u3084\u3059\u3068\u5e73\u5747\u304c\u3069\u3046\u5909\u5316\u3059\u308b\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n<p><a href=\"http:\/\/www.python.ambitious-engineer.com\/wp-content\/uploads\/2019\/09\/mikan-all.csv\">mikan-all.csv<\/a><\/p>\n<pre class=\"brush: python; title: ; notranslate\" title=\"\">\r\nimport pandas as pd\r\nimport numpy as np\r\nfrom matplotlib import pyplot as plt\r\n\r\ndf = pd.read_csv('mikan-all.csv')\r\nweight_array = np.array(df['weight'])\r\n\r\n# \u6bcd\u96c6\u56e3\u306e\u5e73\u5747\u5024\r\nmu = np.mean(weight_array)\r\nprint(mu)\r\n\r\n# \u6a19\u672c\u306e\u6570\u3092\u5897\u3084\u3057\u306a\u304c\u3089\u5e73\u5747\u3092\u7b97\u51fa\r\nstart = 10\r\nend = 1001\r\nX = np.arange(start, end, 5)\r\nY = []\r\n\r\nfor n in range(start, end, 5):\r\n    sample = np.random.choice(weight_array, n, replace=False)  # \u6a19\u672c\u3092n\u4ef6\u30e9\u30f3\u30c0\u30e0\u62bd\u51fa\r\n    x_bar = np.mean(sample)\r\n    Y.append(x_bar)\r\n\r\n# \u6bcd\u5e73\u5747\u3092\u30d7\u30ed\u30c3\u30c8\r\nfig = plt.figure()\r\nax = fig.add_subplot(1, 1, 1)\r\nax.hlines(mu, start, end, &quot;black&quot;, linestyles='dashed')\r\n\r\n# \u6a19\u672c\u5e73\u5747\u3092\u30d7\u30ed\u30c3\u30c8\r\nax.plot(X, Y, color='blue')\r\nplt.show()\r\n\r\n<\/pre>\n<p>\u6a19\u672c\u306f\u6bce\u56de\u30e9\u30f3\u30c0\u30e0\u306b\u62bd\u51fa\u3057\u3066\u3044\u308b\u305f\u3081\u6bce\u56de\u7d50\u679c\u304c\u7570\u306a\u308a\u307e\u3059\u304c\u3001\u6982\u306d\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30b0\u30e9\u30d5\u304c\u63cf\u753b\u3055\u308c\u308b\u306f\u305a\u3067\u3059\u3002\u6a2a\u8ef8\u306f\u6a19\u672c\u30b5\u30a4\u30ba\u3068\u306a\u308a\u307e\u3059\u3002<br \/>\n<a href=\"http:\/\/www.python.ambitious-engineer.com\/wp-content\/uploads\/2019\/09\/icchisei.png\"><img loading=\"lazy\" src=\"http:\/\/www.python.ambitious-engineer.com\/wp-content\/uploads\/2019\/09\/icchisei-1024x754.png\" alt=\"\" width=\"640\" height=\"471\" class=\"alignnone size-large wp-image-2425\" srcset=\"https:\/\/www.python.ambitious-engineer.com\/wp-content\/uploads\/2019\/09\/icchisei-1024x754.png 1024w, https:\/\/www.python.ambitious-engineer.com\/wp-content\/uploads\/2019\/09\/icchisei-300x221.png 300w, https:\/\/www.python.ambitious-engineer.com\/wp-content\/uploads\/2019\/09\/icchisei-768x566.png 768w, https:\/\/www.python.ambitious-engineer.com\/wp-content\/uploads\/2019\/09\/icchisei.png 1176w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/a><br \/>\n\u6a19\u672c\u30b5\u30a4\u30ba\u304c\u5c0f\u3055\u3044\u5834\u5408\u306f\u304b\u306a\u308a\u306e\u8aa4\u5dee\u304c\u767a\u751f\u3057\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u3001\u6a19\u672c\u30b5\u30a4\u30ba\u3092\u5927\u304d\u304f\u3059\u308b\u306b\u3064\u308c\u63a8\u5b9a\u5024\u304c\u53ce\u675f\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u89b3\u5bdf\u3067\u304d\u307e\u3059\u3002\u3042\u308b\u7a0b\u5ea6\u6a19\u672c\u30b5\u30a4\u30ba\u304c\u306a\u3044\u3068\u4fe1\u983c\u3067\u304d\u306a\u3044\u3068\u3044\u3046\u3053\u3068\u304c\u628a\u63e1\u3067\u304d\u308b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<h3>\u4e0d\u504f\u6027<\/h3>\n<p>\u307e\u305f\u3001\u300c\u6a19\u672c\u3092\u9078\u3093\u3067\u5e73\u5747\u3092\u53d6\u308b\u300d\u3068\u3044\u3046\u64cd\u4f5c\u306f\u6a19\u672c\u306e\u9078\u3073\u65b9\u3067\u6bce\u56de\u304b\u308f\u308a\u307e\u3059\u3002\u7121\u4f5c\u70ba\u62bd\u51fa\u3067\u306e\u6a19\u672c\u5e73\u5747\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u3053\u308c\u3082\u307e\u305f\u78ba\u7387\u7684\u306b\u5909\u308f\u308a\u307e\u3059\u3002<\/p>\n<p>1\u56de\u76ee\u306e\u5e73\u5747:99g<br \/>\n2\u56de\u76ee\u306e\u5e73\u5747:105g<br \/>\n3\u56de\u76ee\u306e\u5e73\u5747:103g<br \/>\n:<br \/>\n:<\/p>\n<p>\u3053\u308c\u3089\u306e\u671f\u5f85\u5024\u3001\u3064\u307e\u308a\u5e73\u5747\u304c\u6bcd\u96c6\u56e3\u306e\u7d71\u8a08\u91cf\u3068\u4e00\u81f4\u3059\u308b\u3053\u3068\u3092\u4e0d\u504f\u6027\u3068\u547c\u3073\u307e\u3059\u3002\u4e0a\u306e\u5e73\u5747\u306b\u4e0d\u504f\u6027\u304c\u3042\u308b\u3053\u3068\u3092\u3055\u304d\u307b\u3069\u306e\u307f\u304b\u3093\u306e\u91cd\u91cf\u306ecsv\u30d5\u30a1\u30a4\u30eb\u3068Python\u30b3\u30fc\u30c9\u3067\u78ba\u8a8d\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<pre class=\"brush: python; title: ; notranslate\" title=\"\">\r\nimport pandas as pd\r\nimport numpy as np\r\nfrom matplotlib import pyplot as plt\r\n\r\ndf = pd.read_csv('mikan-all.csv')\r\nweight_array = np.array(df['weight'])\r\n\r\n# \u6bcd\u96c6\u56e3\u306e\u5e73\u5747\u5024\r\nmu = np.mean(weight_array)\r\nprint(mu)\r\n\r\n# \u6a19\u672c\u5e73\u5747\u3092500\u56de\u8a08\u7b97\r\nstart = 0\r\nend = 2000\r\nX = np.arange(start, end, 1)\r\nX_BAR = []\r\nY = []\r\n\r\nfor n in range(start, end):\r\n    samples = np.random.choice(weight_array, 200, replace=False)  # \u6a19\u672c\u3092200\u4ef6\u30e9\u30f3\u30c0\u30e0\u62bd\u51fa\r\n    x_bar = np.mean(samples)  # \u5e73\u5747\u3092\u7b97\u51fa\r\n    X_BAR.append(x_bar)\r\n    Y.append(np.mean(X_BAR))  # \u5e73\u5747\u306e\u5e73\u5747\u3092\u7b97\u51fa\r\n\r\n# \u6bcd\u5e73\u5747\u3092\u30d7\u30ed\u30c3\u30c8\r\nfig = plt.figure()\r\nax = fig.add_subplot(1, 1, 1)\r\nax.hlines(mu, start, end, &quot;black&quot;, linestyles='dashed')\r\n\r\n# \u6a19\u672c\u5e73\u5747\u306e\u5e73\u5747\u3092\u30d7\u30ed\u30c3\u30c8\r\nax.plot(X, Y, color='blue')\r\nplt.show()\r\n\r\n<\/pre>\n<p>\u6a19\u672c\u5e73\u5747\u3092500\u56de\u8a08\u7b97\u3057\u305f\u5e73\u5747\u304c\u6bcd\u96c6\u56e3\u306e\u5e73\u5747\u3068\u3042\u308b\u7a0b\u5ea6\u4e00\u81f4\u3059\u308b\u3053\u3068\u304c\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<br \/>\n<a href=\"http:\/\/www.python.ambitious-engineer.com\/wp-content\/uploads\/2019\/09\/fuhensei.png\"><img loading=\"lazy\" src=\"http:\/\/www.python.ambitious-engineer.com\/wp-content\/uploads\/2019\/09\/fuhensei-1024x797.png\" alt=\"\" width=\"640\" height=\"498\" class=\"alignnone size-large wp-image-2430\" srcset=\"https:\/\/www.python.ambitious-engineer.com\/wp-content\/uploads\/2019\/09\/fuhensei-1024x797.png 1024w, https:\/\/www.python.ambitious-engineer.com\/wp-content\/uploads\/2019\/09\/fuhensei-300x234.png 300w, https:\/\/www.python.ambitious-engineer.com\/wp-content\/uploads\/2019\/09\/fuhensei-768x598.png 768w, https:\/\/www.python.ambitious-engineer.com\/wp-content\/uploads\/2019\/09\/fuhensei.png 1148w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/a><\/p>\n<p>&nbsp;<br \/>\n\u307e\u305f\u3001\u672c\u8b1b\u5ea7\u3067\u306f\u89e3\u8aac\u3092\u5272\u611b\u3057\u307e\u3059\u304c\u4e00\u81f4\u6027\u3001\u4e0d\u504f\u6027\u4ee5\u5916\u306b\u6709\u52b9\u6027\u3001\u5341\u5206\u6027\u3084\u3001\u6700\u5c24\u63a8\u5b9a\u91cf\u3068\u3044\u3063\u305f\u8003\u3048\u65b9\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h2>\u5206\u6563\u306e\u70b9\u63a8\u5b9a<\/h2>\n<p>\u5206\u6563\u306e\u70b9\u63a8\u5b9a\u3067\u306f\u4ee5\u4e0b\u306e\u5f0f\u304c\u3088\u304f\u4f7f\u308f\u308c\u307e\u3059\u3002\u6a19\u672c\u5206\u6563\u3068\u7570\u306a\u308an-1\u3067\u5272\u308a\u307e\u3059\u3002\u3053\u306e1\u306f\u81ea\u7531\u5ea6\u3068\u547c\u3070\u308c\u3066\u3044\u307e\u3059\u3002<br \/>\n<div class=\"c_box intitle yellow_box\"><div class=\"box_title\"><span>\u5206\u6563\u306e\u70b9\u63a8\u5b9a<\/span><\/div>\n\\[<br \/>\nS^2 = \\frac{1}{n-1}\\displaystyle \\sum_{ i = 1 }^{ n } (x_i-\\overline{x})^2<br \/>\n\\]\n<\/div>\n<p>Python\u3067numpy\u3092\u7528\u3044\u3066\u6c42\u3081\u308b\u5834\u5408\u3001\u4ee5\u4e0b\u306e\u3088\u3046var\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002ddof\u306f\u81ea\u7531\u5ea61\u3092\u8868\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<pre class=\"brush: python; title: ; notranslate\" title=\"\">\r\nimport numpy as np\r\nnp.var(\u30c7\u30fc\u30bf\u914d\u5217, ddof=1)\r\n<\/pre>\n<p>\u3055\u304d\u307b\u3069\u306e100\u500b\u306e\u307f\u304b\u3093\u306e\u6a19\u672c\u304b\u3089\u6bcd\u96c6\u56e3\u306e\u70b9\u63a8\u5b9a\u3092\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<pre class=\"brush: python; title: ; notranslate\" title=\"\">\r\nimport pandas as pd\r\nimport numpy as np\r\n\r\ndf = pd.read_csv('mikan-sample100.csv')\r\nweight_array = np.array(df['weight'])\r\n\r\n# \u5206\u6563\u306e\u70b9\u63a8\u5b9a\r\ns2 = np.var(weight_array, ddof=1)\r\n<\/pre>\n<p>\u7d30\u304b\u3044\u78ba\u8a8d\u306f\u5e73\u5747\u306e\u6642\u3068\u540c\u69d8\u306a\u306e\u3067\u5272\u611b\u3057\u307e\u3059\u304c\u3001\u3053\u306e\u5206\u6563\u306e\u63a8\u5b9a\u5024\u306f\u4e00\u81f4\u6027\u3068\u4e0d\u504f\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u6a19\u672c\u5206\u6563\u3068\u7570\u306a\u308a\u4e0d\u504f\u6027\u304c\u3042\u308b\u305f\u3081\u3001\u4e0d\u504f\u5206\u6563\u3068\u547c\u3070\u308c\u308b\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u524d\u56de\u306f\u8a18\u8ff0\u7d71\u8a08\u3068\u63a8\u8a08\u7d71\u8a08\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u307e\u3057\u305f\u3002\u4eca\u56de\u304b\u3089\u63a8\u6e2c\u7d71\u8a08\u3092\u4e3b\u306b\u89e3\u8aac\u3057\u3066\u3044\u304d\u307e\u3059\u3002\u307e\u305a\u306f\u70b9\u63a8\u5b9a\u304b\u3089\u5b66\u7fd2\u3057\u307e\u3057\u3087\u3046\u3002 \u5e73\u5747\u306e\u70b9\u63a8\u5b9a \u5e73\u5747\u306e\u70b9\u63a8\u5b9a\u306e\u5f0f \u70b9\u63a8\u5b9a\u3068\u306f\u6a19\u672c\u304b\u3089\u6bcd\u96c6\u56e3\u306e\u7d71\u8a08\u91cf\u3001\u5e73\u5747\u3084\u5206\u6563\u3068\u306a\u308b\u5024\u305d\u306e\u3082\u306e\u3092\u63a8\u6e2c\u3059...<\/p>\n","protected":false},"author":1,"featured_media":2988,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[188,153],"tags":[170,199,189],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/www.python.ambitious-engineer.com\/wp-json\/wp\/v2\/posts\/2138"}],"collection":[{"href":"https:\/\/www.python.ambitious-engineer.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.python.ambitious-engineer.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.python.ambitious-engineer.com\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.python.ambitious-engineer.com\/wp-json\/wp\/v2\/comments?post=2138"}],"version-history":[{"count":20,"href":"https:\/\/www.python.ambitious-engineer.com\/wp-json\/wp\/v2\/posts\/2138\/revisions"}],"predecessor-version":[{"id":2989,"href":"https:\/\/www.python.ambitious-engineer.com\/wp-json\/wp\/v2\/posts\/2138\/revisions\/2989"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.python.ambitious-engineer.com\/wp-json\/wp\/v2\/media\/2988"}],"wp:attachment":[{"href":"https:\/\/www.python.ambitious-engineer.com\/wp-json\/wp\/v2\/media?parent=2138"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.python.ambitious-engineer.com\/wp-json\/wp\/v2\/categories?post=2138"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.python.ambitious-engineer.com\/wp-json\/wp\/v2\/tags?post=2138"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}