{"id":2214,"date":"2019-08-29T22:47:56","date_gmt":"2019-08-29T13:47:56","guid":{"rendered":"http:\/\/www.python.ambitious-engineer.com\/?p=2214"},"modified":"2020-10-04T21:42:47","modified_gmt":"2020-10-04T12:42:47","slug":"%e3%83%87%e3%83%bc%e3%82%bf%e3%81%ae%e7%a8%ae%e9%a1%9e%e3%81%a8%e6%89%b1%e3%81%84%e3%81%ab%e3%81%a4%e3%81%84%e3%81%a6","status":"publish","type":"post","link":"https:\/\/www.python.ambitious-engineer.com\/archives\/2214","title":{"rendered":"\u30c7\u30fc\u30bf\u306e\u7a2e\u985e\u3068\u6271\u3044\u306b\u3064\u3044\u3066"},"content":{"rendered":"<p>\u7d71\u8a08\u5206\u6790\u3092\u5b66\u7fd2\u3059\u308b\u524d\u306b\u3001\u6e96\u5099\u904b\u52d5\u3068\u3057\u3066\u30c7\u30fc\u30bf\u306e\u7a2e\u985e\u3084\u6271\u3044\u65b9\u306b\u3064\u3044\u3066\u7c21\u5358\u306b\u304a\u3055\u3089\u3044\u3057\u3066\u304a\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n<h2>\u30c7\u30fc\u30bf\u306e\u7a2e\u985e<\/h2>\n<p>\u696d\u52d9\u4e0a\u3001\u7d71\u8a08\u5206\u6790\u3067\u6271\u3046\u30c7\u30fc\u30bf\u306f\u691c\u7d22\u3084\u58f2\u4e0a\u7b49\u306e\u696d\u52d9\u30c7\u30fc\u30bf\u3084\u30b5\u30fc\u30d0\u30fc\u306e\u30ed\u30b0\u3001\u9867\u5ba2\u30a2\u30f3\u30b1\u30fc\u30c8\u7b49\u591a\u5c90\u306b\u308f\u305f\u308a\u307e\u3059\u3002\u305d\u306e\u308c\u3089\u306e\u7d71\u8a08\u30c7\u30fc\u30bf\u3067\u3059\u304c\u3001\u69d8\u3005\u306a\u5207\u308a\u53e3\u3067\u5206\u985e\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3>\u91cf\u7684\u30c7\u30fc\u30bf\u3068\u8cea\u7684\u30c7\u30fc\u30bf<\/h3>\n<p>\u91cf\u7684\u30c7\u30fc\u30bf\u306f\u6c17\u6e29\u3084\u58f2\u308c\u305f\u5546\u54c1\u306e\u4fa1\u683c\u30fb\u6570\u91cf\u3001\u30a2\u30af\u30bb\u30b9\u6570\u7b49\u3068\u3044\u3063\u305f\u901a\u5e38\u6570\u5024\u3067\u8868\u3055\u308c\u308b\u5024\u3067\u3059\u3002\u4e00\u65b9\u3001\u8cea\u7684\u30c7\u30fc\u30bf\u3068\u306f\u9867\u5ba2\u306e\u6027\u5225\u3084\u51fa\u8eab\u5730\u3068\u3044\u3063\u305f\u901a\u5e38\u6587\u5b57\u5217\u3067\u8868\u3055\u308c\u308b\u5024\u3067\u3059\u3002\u672c\u8b1b\u5ea7\u3067\u306f\u91cf\u7684\u30c7\u30fc\u30bf\u3092\u30e1\u30a4\u30f3\u306b\u53d6\u308a\u6271\u3044\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u91cf\u7684\u30c7\u30fc\u30bf\u30fb\u30fb\u30fb\u8eab\u9577\u3001\u4f53\u91cd\u3001\u30a2\u30af\u30bb\u30b9\u6570\u3001\u6642\u9593\u306a\u3069<\/li>\n<li>\u8cea\u7684\u30c7\u30fc\u30bf\u30fb\u30fb\u30fb\u6027\u5225\u3001\u51fa\u8eab\u5730\u3001\u8840\u6db2\u578b\u306a\u3069<\/li>\n<\/ul>\n<p>\u307e\u305f\u3001\u30a2\u30f3\u30b1\u30fc\u30c8\u306a\u3069\u30671\uff1a\u6e80\u8db3\u30012:\u3069\u3061\u3089\u3067\u3082\u306a\u3044\u30013\uff1a\u4e0d\u6e80\u3000\u3068\u3044\u3063\u305f\u9078\u629e\u80a2\u3092\u898b\u304b\u3051\u307e\u3059\u304c\u3001\u3053\u3046\u3044\u3063\u305f\u30c7\u30fc\u30bf\u306f\u9806\u5e8f\u5c3a\u5ea6\u3068\u547c\u3070\u308c\u3001\u9806\u5e8f\u4ed8\u304d\u6570\u5024\u3067\u306f\u3042\u308b\u3082\u306e\u306e\u6f14\u7b97\u304c\u3067\u304d\u306a\u3044\u305f\u3081\u8cea\u7684\u30c7\u30fc\u30bf\u3068\u3057\u3066\u6271\u308f\u308c\u307e\u3059\u3002<\/p>\n<h3>\u30c7\u30fc\u30bf\u306e\u6b21\u5143<\/h3>\n<p>\u30c7\u30fc\u30bf\u306e\u6b21\u5143\u3068\u3044\u3046\u5206\u985e\u65b9\u6cd5\u3082\u3042\u308a\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\uff11\u9805\u76ee\u3057\u304b\u306a\u3044\u30c7\u30fc\u30bf\u306f\u4e00\u6b21\u5143\u306e\u30c7\u30fc\u30bf\u3068\u547c\u3073\u307e\u3059\u3002\u672c\u8b1b\u5ea7\u3067\u306f\uff11\u6b21\u5143\u306e\u30c7\u30fc\u30bf\u3092\u30e1\u30a4\u30f3\u3067\u53d6\u308a\u6271\u3044\u307e\u3059\u3002<\/p>\n<p><span class=\"resetwidth\"><\/p>\n<table style=\"width: 100px;\">\n<tbody>\n<tr>\n<th>\u304c\u304f\u7247\u306e\u9577\u3055<\/th>\n<\/tr>\n<tr>\n<td>5<\/td>\n<\/tr>\n<tr>\n<td>6.4<\/td>\n<\/tr>\n<tr>\n<td>6.5<\/td>\n<\/tr>\n<tr>\n<td>6.7<\/td>\n<\/tr>\n<tr>\n<td>6.3<\/td>\n<\/tr>\n<tr>\n<td>4.6<\/td>\n<\/tr>\n<tr>\n<td>\uff1a<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><\/span><\/p>\n<p>\u307e\u305f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u8907\u6570\u306e\u9805\u76ee\u304c\u3042\u308b\u30c7\u30fc\u30bf\u3092N\u6b21\u5143\u30c7\u30fc\u30bf\u3068\u547c\u3073\u307e\u3059\u3002\u591a\u6570\u306e\u6b21\u5143\u540c\u58eb\u306e\u76f8\u95a2\u3084\u30af\u30e9\u30b9\u30bf\u30fc\u3092\u53d6\u308a\u6271\u3046\u7d71\u8a08\u5206\u6790\u3092\u591a\u5909\u91cf\u89e3\u6790\u3068\u547c\u3073\u307e\u3059\u3002<\/p>\n<table border=\"1\">\n<tr>\n<th>\u304c\u304f\u7247<\/th>\n<th>\u304c\u304f\u7247\u5e45<\/th>\n<th>\u82b1\u3073\u3089<\/th>\n<th>\u82b1\u3073\u3089\u5e45<\/th>\n<th>\u540d\u524d<\/th>\n<\/tr>\n<tr>\n<td>5<\/td>\n<td>3.3<\/td>\n<td>1.4<\/td>\n<td>0.2<\/td>\n<td>\u30bb\u30c8\u30ca<\/td>\n<\/tr>\n<tr>\n<td>6.4<\/td>\n<td>2.8<\/td>\n<td>5.6<\/td>\n<td>2.2<\/td>\n<td>\u30d0\u30fc\u30b8\u30cb\u30ab<\/td>\n<\/tr>\n<tr>\n<td>6.5<\/td>\n<td>2.8<\/td>\n<td>4.6<\/td>\n<td>1.5<\/td>\n<td>\u30d0\u30fc\u30b7\u30af\u30eb<\/td>\n<\/tr>\n<tr>\n<td>6.7<\/td>\n<td>3.1<\/td>\n<td>5.6<\/td>\n<td>2.4<\/td>\n<td>\u30d0\u30fc\u30b8\u30cb\u30ab<\/td>\n<\/tr>\n<tr>\n<td>6.3<\/td>\n<td>2.8<\/td>\n<td>5.1<\/td>\n<td>1.5<\/td>\n<td>\u30d0\u30fc\u30b8\u30cb\u30ab<\/td>\n<\/tr>\n<tr>\n<td>4.6<\/td>\n<td>3.4<\/td>\n<td>1.4<\/td>\n<td>0.3<\/td>\n<td>\u30bb\u30c8\u30ca<\/td>\n<\/tr>\n<tr>\n<td>\uff1a<\/td>\n<td>\uff1a<\/td>\n<td>\uff1a<\/td>\n<td>\uff1a<\/td>\n<td>\uff1a<\/td>\n<\/tr>\n<\/table>\n<h2>\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\u3068\u6271\u3044<\/h2>\n<h3>\u3088\u304f\u898b\u3089\u308c\u308b\u30c7\u30fc\u30bf\u306e\u5206\u6790\u30d5\u30ed\u30fc<\/h3>\n<p>Python\u3067\u30c7\u30fc\u30bf\u5206\u6790\u3092\u884c\u3046\u5834\u5408\u3001\u4ee5\u524d\u7d39\u4ecb\u3057\u305fpandas\u3001numpy\u3001scipy\u3001matplotlib\u3092\u4f7f\u3044\u5206\u3051\u3066\u4f5c\u696d\u3092\u884c\u3044\u307e\u3059\u3002\u4ee5\u4e0b\u3001\u7c21\u5358\u306bpandas\u3001numpy\u306e\u4f7f\u3044\u5206\u3051\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n<p>\u5206\u6790\u306e\u65b9\u6cd5\u306f\u4eba\u306b\u3088\u308b\u306e\u3067\u7121\u6570\u306b\u3042\u308a\u307e\u3059\u304c\u3001Python\u3092\u4f7f\u3046\u5834\u5408\u3001\u6700\u521d\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u6d41\u308c\u3067\u4f5c\u696d\u3059\u308b\u5834\u5408\u304c\u591a\u3044\u304b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<ol>\n<li>CSV\u3084DB\u3092\u8aad\u307f\u8fbc\u307fpandas\u306eDataFrame\u306b\u5909\u63db<\/li>\n<li>\u30c7\u30fc\u30bf\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u3001\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u3092\u62bd\u51fa<\/li>\n<li>\u7d71\u8a08\u8a08\u7b97\u3084\u53ef\u8996\u5316\u306e\u305f\u3081ndarray\u306b\u5909\u63db<\/li>\n<li>numpy\u3001scipy\u3067\u7d71\u8a08\u8a08\u7b97\u3001matplotlib\u3067\u53ef\u8996\u5316<\/li>\n<\/ol>\n<p>\u307e\u305a\u3001\u5206\u6790\u5bfe\u8c61\u306e\u30c7\u30fc\u30bf\u3092CSV\u3084DB\u304b\u3089\u8aad\u307f\u53d6\u308apandas\u306eDataFrame\u306b\u5909\u63db\u3057\u307e\u3059\u3002DataFrame\u306f\u8868\u8a08\u7b97\u306e\u3088\u3046\u306a\u51e6\u7406\u304c\u3067\u304d\u308b\u305f\u3081\u3001\u30c7\u30fc\u30bf\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u3084\u5206\u6790\u3068\u306a\u308b\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u3057\u305f\u308a\u52a0\u5de5\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u304c\u7c21\u5358\u306b\u3067\u304d\u307e\u3059\u3002\u4e00\u65b9\u3001\u7d71\u8a08\u8a08\u7b97\u3084\u53ef\u8996\u5316\u3068\u3044\u3063\u305f\u6570\u5024\u95a2\u9023\u306e\u51e6\u7406\u306fnumpy\u306e\u914d\u5217\uff08ndarray\uff09\u306b\u5909\u63db\u3057\u3066\u51e6\u7406\u3059\u308b\u3053\u3068\u304c\u591a\u3044\u3067\u3059\u3002\uff08DataFrame\u306e\u307e\u307e\u3067\u3082\u7d71\u8a08\u8a08\u7b97\u3084\u53ef\u8996\u5316\u304c\u53ef\u80fd\u3067\u3059\u3002\uff09<\/p>\n<p>\u305d\u3057\u3066\u3001\u7d71\u8a08\u51e6\u7406\u306e\u7d50\u679c\u306e\u51fa\u529b\u306b\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u518d\u5ea6pandas\u306eDataFrame\u306b\u5909\u63db\u3057CSV\u3084DB\u306b\u51fa\u529b\u3057\u305f\u308a\u30ec\u30dd\u30fc\u30c8\u3068\u3057\u3066pdf\u306b\u51fa\u529b\u3057\u305f\u308a\u3057\u307e\u3059\u3002<\/p>\n<h3>iris\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u6271\u3063\u3066\u307f\u308b<\/h3>\n<p>\u305d\u308c\u3067\u306f\u7df4\u7fd2\u3068\u3057\u3066iris\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092Python\u4e0a\u3067\u52d5\u304b\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002iris\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3068\u306f\u3001\u30bb\u30c8\u30ca\u3001\u30d0\u30fc\u30b7\u30af\u30eb\u3001\u30d0\u30fc\u30b8\u30cb\u30ab\u3068\u3044\u30463\u7a2e\u985e\u306eiris(\u30a2\u30e4\u30e1)\u306e\u8a08\u6e2c\u5024\uff08\u304c\u304f\u7247\u9577\u3001\u304c\u304f\u7247\u5e45\u3001\u82b1\u3073\u3089\u9577\u3001\u82b1\u3073\u3089\u5e45\u3001\u7a2e\u985e\uff09\u30c7\u30fc\u30bf\u3067\u3001\u30a4\u30ae\u30ea\u30b9\u306e\u7d71\u8a08\u5b66\u8005\u30d5\u30a3\u30c3\u30b7\u30e3\u30fc\u304c\u53d6\u308a\u307e\u3068\u3081\u305f\u3082\u306e\u3067\u3059\u3002\u591a\u304f\u306e\u7d71\u8a08\u7cfb\u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u5b66\u7fd2\u7528\u306b\u540c\u68b1\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u5148\u7a0b\u306e\u8aac\u660e\u3067\u4f7f\u7528\u3057\u305f\u30c7\u30fc\u30bf\u3082iris\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u4e00\u90e8\u3067\u3059\u3002<\/p>\n<p>\u4eca\u56de\u306fpandas\u306b\u5165\u3063\u3066\u3044\u308b\u3082\u306e\u3092\u4f7f\u3063\u3066\u307f\u307e\u3057\u3087\u3046\u3002\u4ee5\u4e0b\u306eCSV\u30d5\u30a1\u30a4\u30eb\u3092wget\u7b49\u3067\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3066\u304f\u3060\u3055\u3044\u3002<br \/>\n<a href=\"https:\/\/raw.githubusercontent.com\/pandas-dev\/pandas\/master\/pandas\/tests\/io\/data\/csv\/iris.csv\" title=\"https:\/\/raw.githubusercontent.com\/pandas-dev\/pandas\/master\/pandas\/tests\/io\/data\/csv\/iris.csv\"><\/a><\/p>\n<p>\u307e\u305a\u3001\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u305fcsv\u3092pandas\u3067\u8aad\u307f\u8fbc\u3093\u3067DataFrame\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"brush: python; title: ; notranslate\" title=\"\">\r\nimport pandas as pd\r\ndf = pd.read_csv('iris.csv')\r\n<\/pre>\n<p>\u4e2d\u8eab\u3092\u78ba\u8a8d\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u8868\u5f62\u5f0f\u306e\u30c7\u30fc\u30bf\u304c\u4f5c\u6210\u3055\u308c\u307e\u3059\u3002\u524d\u56de\u7d39\u4ecb\u3057\u305fSpyder\u3092\u5229\u7528\u3055\u308c\u3066\u3044\u308b\u65b9\u306f\u3001\u5909\u6570\u30a8\u30af\u30b9\u30d7\u30ed\u30fc\u30e9\u306edf\u3092\u30c0\u30d6\u30eb\u30af\u30ea\u30c3\u30af\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<br \/>\n<a href=\"http:\/\/www.python.ambitious-engineer.com\/wp-content\/uploads\/2019\/08\/iris_df.png\"><img loading=\"lazy\" src=\"http:\/\/www.python.ambitious-engineer.com\/wp-content\/uploads\/2019\/08\/iris_df-1024x698.png\" alt=\"\" width=\"640\" height=\"436\" class=\"alignnone size-large wp-image-2228\" srcset=\"https:\/\/www.python.ambitious-engineer.com\/wp-content\/uploads\/2019\/08\/iris_df-1024x698.png 1024w, https:\/\/www.python.ambitious-engineer.com\/wp-content\/uploads\/2019\/08\/iris_df-300x204.png 300w, https:\/\/www.python.ambitious-engineer.com\/wp-content\/uploads\/2019\/08\/iris_df-768x523.png 768w, https:\/\/www.python.ambitious-engineer.com\/wp-content\/uploads\/2019\/08\/iris_df.png 1212w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/a><\/p>\n<p>\u305d\u308c\u305e\u308c\u306e\u30ab\u30e9\u30e0\u306e\u610f\u5473\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3068\u306a\u308a\u307e\u3059\u3002<br \/>\nSepalLength\uff1a\u304c\u304f\u7247\u9577<br \/>\nSepalWidth\uff1a\u304c\u304f\u7247\u5e45<br \/>\nPetalLength\uff1a\u82b1\u3073\u3089\u9577<br \/>\nPetalWidth\uff1a\u82b1\u3073\u3089\u5e45<br \/>\nSpecies\uff1a\u7a2e\u985e<\/p>\n<p>SepalLength\u301cPetalWidth\u304c\u91cf\u7684\u30c7\u30fc\u30bf\u3001\u6700\u5f8c\u306eSpecies\u304c\u8cea\u7684\u30c7\u30fc\u30bf\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u6b21\u306b\u3001\u304c\u304f\u7247\u9577\u3055\uff08SepalLength\uff09\u306b\u3064\u3044\u3066\u7d71\u8a08\u5024\u3068\u3057\u3066\u5e73\u5747\u3092\u8a08\u7b97\u3057\u3066\u307f\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002\u5148\u7a0b\u306e\u30b3\u30fc\u30c9\u306e\u7d9a\u304d\u3067\u3059\u3002<\/p>\n<pre class=\"brush: python; title: ; notranslate\" title=\"\">\r\nimport numpy as np\r\ndata = np.array(df[&quot;SepalLength&quot;])\r\nnp.mean(data) # 5.8433...\r\n<\/pre>\n<p>\u4e0a\u306e\u30b3\u30fc\u30c9\u3067\u306f\u3001SepalLength\u5217\u3092\u62bd\u51fa\u3057\u3001ndarray\u306b\u5909\u63db\u5f8c\u3001numpy\u306emean\u95a2\u6570\u3067\u5e73\u5747\u5024\u306e\u7b97\u51fa\u3092\u884c\u3063\u3066\u3044\u307e\u3059\u3002\u78ba\u7387\u5bc6\u5ea6\u95a2\u6570\u306e\u8a08\u7b97\u3068\u3044\u3063\u305f\u5c02\u9580\u7684\u306a\u7d71\u8a08\u8a08\u7b97\u3067\u306fscipy\u3092\u4f7f\u3063\u305f\u308a\u3001\u6642\u7cfb\u5217\u306e\u8a08\u7b97\u3067\u79fb\u52d5\u5e73\u5747\u3092\u7b97\u51fa\u3059\u308b\u5834\u5408\u306fpandas\u3092\u4f7f\u3063\u305f\u308a\u3057\u307e\u3059\u3002\u3053\u3053\u3089\u3078\u3093\u306e\u4f7f\u3044\u5206\u3051\u306f\u6642\u3068\u5834\u5408\u306b\u3088\u308a\u307e\u3059\u3002<\/p>\n<p>\u6b21\u306b\u53ef\u8996\u5316\u3092\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002\u304c\u304f\u7247\u9577\u3055\u3092\u968e\u7d1a\u657010\u306e\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u3092\u4f5c\u6210\u3057\u3066\u307f\u307e\u3059\u3002\u5148\u7a0b\u306e\u30b3\u30fc\u30c9\u306e\u7d9a\u304d\u3067\u3059\u3002<\/p>\n<pre class=\"brush: python; title: ; notranslate\" title=\"\">\r\nimport matplotlib.pyplot as plt\r\nfig = plt.figure()\r\nax = fig.add_subplot(1, 1, 1)\r\nax.hist(data, bins=10, histtype='barstacked', ec='black')\r\nplt.show()\r\n<\/pre>\n<p>\u5b9f\u884c\u3059\u308b\u3068\u3001\u4ee5\u4e0b\u306e\u30b0\u30e9\u30d5\u304c\u51fa\u529b\u3055\u308c\u307e\u3059\u3002<br \/>\n<a href=\"http:\/\/www.python.ambitious-engineer.com\/wp-content\/uploads\/2019\/08\/iris_SepalLength.png\"><img loading=\"lazy\" src=\"http:\/\/www.python.ambitious-engineer.com\/wp-content\/uploads\/2019\/08\/iris_SepalLength.png\" alt=\"\" width=\"786\" height=\"524\" class=\"alignnone size-full wp-image-2229\" srcset=\"https:\/\/www.python.ambitious-engineer.com\/wp-content\/uploads\/2019\/08\/iris_SepalLength.png 786w, https:\/\/www.python.ambitious-engineer.com\/wp-content\/uploads\/2019\/08\/iris_SepalLength-300x200.png 300w, https:\/\/www.python.ambitious-engineer.com\/wp-content\/uploads\/2019\/08\/iris_SepalLength-768x512.png 768w\" sizes=\"(max-width: 786px) 100vw, 786px\" \/><\/a><\/p>\n<p>\n\u91cf\u7684\u30c7\u30fc\u30bf\u3068\u3001\u8cea\u7684\u30c7\u30fc\u30bf\u30c7\u30fc\u30bf\u306e\u6b21\u5143\u3001\u3088\u304f\u4f7f\u3046\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u7c21\u5358\u306a\u4f7f\u3044\u5206\u3051\u306e\u89e3\u8aac\u3092\u3057\u307e\u3057\u305f\u3002\u6b21\u56de\u304b\u3089Python\u3092\u5229\u7528\u3057\u3066\u7d71\u8a08\u5206\u6790\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u3066\u3044\u304d\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7d71\u8a08\u5206\u6790\u3092\u5b66\u7fd2\u3059\u308b\u524d\u306b\u3001\u6e96\u5099\u904b\u52d5\u3068\u3057\u3066\u30c7\u30fc\u30bf\u306e\u7a2e\u985e\u3084\u6271\u3044\u65b9\u306b\u3064\u3044\u3066\u7c21\u5358\u306b\u304a\u3055\u3089\u3044\u3057\u3066\u304a\u304d\u307e\u3057\u3087\u3046\u3002 \u30c7\u30fc\u30bf\u306e\u7a2e\u985e \u696d\u52d9\u4e0a\u3001\u7d71\u8a08\u5206\u6790\u3067\u6271\u3046\u30c7\u30fc\u30bf\u306f\u691c\u7d22\u3084\u58f2\u4e0a\u7b49\u306e\u696d\u52d9\u30c7\u30fc\u30bf\u3084\u30b5\u30fc\u30d0\u30fc\u306e\u30ed\u30b0\u3001\u9867\u5ba2\u30a2\u30f3\u30b1\u30fc\u30c8\u7b49\u591a\u5c90\u306b\u308f\u305f\u308a\u307e\u3059\u3002...<\/p>\n","protected":false},"author":1,"featured_media":2976,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[188,153],"tags":[191,190,189],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/www.python.ambitious-engineer.com\/wp-json\/wp\/v2\/posts\/2214"}],"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=2214"}],"version-history":[{"count":23,"href":"https:\/\/www.python.ambitious-engineer.com\/wp-json\/wp\/v2\/posts\/2214\/revisions"}],"predecessor-version":[{"id":2977,"href":"https:\/\/www.python.ambitious-engineer.com\/wp-json\/wp\/v2\/posts\/2214\/revisions\/2977"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.python.ambitious-engineer.com\/wp-json\/wp\/v2\/media\/2976"}],"wp:attachment":[{"href":"https:\/\/www.python.ambitious-engineer.com\/wp-json\/wp\/v2\/media?parent=2214"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.python.ambitious-engineer.com\/wp-json\/wp\/v2\/categories?post=2214"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.python.ambitious-engineer.com\/wp-json\/wp\/v2\/tags?post=2214"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}