{"id":3335,"date":"2023-03-22T13:01:11","date_gmt":"2023-03-22T04:01:11","guid":{"rendered":"https:\/\/blog.since2020.jp\/?p=3335"},"modified":"2023-03-22T13:01:29","modified_gmt":"2023-03-22T04:01:29","slug":"%e3%80%90python%e3%80%91pandas-dataframe%e3%81%ae%e7%89%b9%e5%ae%9a%e3%81%ae%e5%88%97%e3%81%ae%e7%9b%b8%e9%96%a2%e4%bf%82%e6%95%b0%e3%82%92%e5%87%ba%e5%8a%9b%e3%80%81%e5%8f%af%e8%a6%96%e5%8c%96","status":"publish","type":"post","link":"https:\/\/since2020.jp\/media\/%e3%80%90python%e3%80%91pandas-dataframe%e3%81%ae%e7%89%b9%e5%ae%9a%e3%81%ae%e5%88%97%e3%81%ae%e7%9b%b8%e9%96%a2%e4%bf%82%e6%95%b0%e3%82%92%e5%87%ba%e5%8a%9b%e3%80%81%e5%8f%af%e8%a6%96%e5%8c%96\/","title":{"rendered":"\u3010Python\u3011pandas.DataFrame\u306e\u7279\u5b9a\u306e\u5217\u306e\u76f8\u95a2\u4fc2\u6570\u3092\u51fa\u529b\u3001\u53ef\u8996\u5316\u3059\u308b"},"content":{"rendered":"\n<p>\u3010Python\u3011pandas.DataFrame\u306e\u7279\u5b9a\u306e\u5217\u306e\u76f8\u95a2\u4fc2\u6570\u3092\u51fa\u529b\u3001\u53ef\u8996\u5316\u3059\u308b<\/p>\n\n\n<h2>\u306f\u3058\u3081\u306b<\/h2>\n\u30c7\u30fc\u30bf\u5217\u306e\u3059\u3079\u3066\u306e\u7d44\u307f\u5408\u308f\u305b\u306e\u76f8\u95a2\u4fc2\u6570\u3092\u8868\u793a\u3055\u305b\u308b\u306e\u3067\u306f\u306a\u304f\u3001<strong>\u3042\u308b\u7279\u5b9a\u306e\u5217\u3068\u305d\u306e\u4ed6\u306e\u5909\u6570\u306e\u76f8\u95a2\u4fc2\u6570\u3092\u8868\u793a\u3055\u305b\u305f\u3044<\/strong>\u3068\u601d\u3063\u305f\u3053\u3068\u306f\u3042\u308a\u307e\u305b\u3093\u304b\uff1f\r\n\r\n\u4eca\u56de\u306fpandas\u3067<strong>\u7279\u5b9a\u306e\u5217\u306e\u76f8\u95a2\u4fc2\u6570\u3092\u8868\u793a\u3057\u3001\u5206\u304b\u308a\u3084\u3059\u304f\u53ef\u8996\u5316<\/strong>\u307e\u3067\u3057\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002\r\n\r\n\u53ef\u8996\u5316\u306b\u306fseaborn\u3082\u4f7f\u3044\u307e\u3059\u3002\r\n\r\n\u76f8\u95a2\u4fc2\u6570\u3092\u5168\u3066\u8868\u793a\u3057\u305f\u306f\u3044\u3044\u3082\u306e\u306e\u3001\u3042\u308b\u7279\u5b9a\u306e\u5217\u306e\u76f8\u95a2\u4fc2\u6570\u3092\u8868\u793a\u3055\u305b\u305f\u3044\u4eba\u3001\u307e\u305f\u306f\u5206\u304b\u308a\u3084\u3059\u304f\u6574\u7406\u3067\u304d\u305a\u306b\u56f0\u3063\u3066\u3044\u308b\u65b9\u306f\u53c2\u8003\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\r\n\r\n\u307e\u305a\u306f\u57fa\u672c\u7684\u306a\u64cd\u4f5c\u3068\u306a\u308b\u3059\u3079\u3066\u306e\u7d44\u307f\u5408\u308f\u305b\u306e\u76f8\u95a2\u4fc2\u6570\u3092\u8868\u793a\u3059\u308b\u65b9\u6cd5\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002\n\n<h2>\u30c7\u30fc\u30bf\u3059\u3079\u3066\u306e\u7d44\u307f\u5408\u308f\u305b\u306e\u76f8\u95a2\u4fc2\u6570\u3092\u8868\u793a<\/h2>\n\u3059\u3079\u3066\u306e\u7d44\u307f\u5408\u308f\u305b\u306e\u76f8\u95a2\u4fc2\u6570\u3092\u8868\u793a\u3055\u305b\u308b\u306b\u306f\u6709\u540d\u306a<strong>corr\u95a2\u6570<\/strong>\u3092\u4f7f\u3044\u307e\u3059\u3002\r\n\r\n\u4f8b\u3068\u3057\u3066\u3088\u304f\u7528\u3044\u3089\u308c\u308b\u3044Iris\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f7f\u3044\u307e\u3059\u3002\r\n\r\niris\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u6a5f\u68b0\u5b66\u7fd2\u3067\u3088\u304f\u4f7f\u308f\u308c\u308b\u30a2\u30e4\u30e1\u306e\u54c1\u7a2e\u30c7\u30fc\u30bf\u3067\u3001150\u4ef6\u306e\u30c7\u30fc\u30bf\u304cSetosa, Versicolor, Virginica\u306e3\u54c1\u7a2e\u306b\u5206\u985e\u3055\u308c\u3066\u304a\u308a\u3001\u305d\u308c\u305e\u308c\u3001Sepal Length\uff08\u304c\u304f\u7247\u306e\u9577\u3055\uff09, Sepal Width\uff08\u304c\u304f\u7247\u306e\u5e45\uff09, Petal Length\uff08\u82b1\u3073\u3089\u306e\u9577\u3055\uff09, Petal Width\uff08\u82b1\u3073\u3089\u306e\u5e45\uff09\u306e4\u3064\u306e\u7279\u5fb4\u91cf\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002\r\n\r\niris\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u4e2d\u8eab\u3092\u78ba\u8a8d\u3057\u307e\u3057\u3087\u3046\u3002\r\n<div class=\"hcb_wrap\">\r\n<pre class=\"prism line-numbers lang-python\" data-lang=\"Python\"><code>import seaborn as sns\r\nsns.set(style=\"ticks\")\r\n\r\n# iris\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u8aad\u307f\u8fbc\u307f\r\niris = sns.load_dataset(\"iris\")\r\n\r\n# pairplot\u95a2\u6570\u3067\u6563\u5e03\u56f3\u3092\u4f5c\u6210\r\nsns.pairplot(iris, hue=\"species\")<\/code><\/pre>\r\n<\/div>\r\n\u3053\u308c\u3067iris\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u6563\u5e03\u56f3\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002\r\n\r\n<div id=\"attachment_3336\" style=\"width: 310px\" class=\"wp-caption alignnone\"><img decoding=\"async\" aria-describedby=\"caption-attachment-3336\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2023\/03\/Untitled-2-300x263.png\" alt=\"Iris\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u76f8\u95a2\u56f3\" width=\"300\" height=\"263\" class=\"wp-image-3336 size-medium\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2023\/03\/Untitled-2-300x263.png 300w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2023\/03\/Untitled-2-768x672.png 768w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2023\/03\/Untitled-2.png 808w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><p id=\"caption-attachment-3336\" class=\"wp-caption-text\">Iris\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u76f8\u95a2\u56f3<\/p><\/div>\r\n\r\n\u4e2d\u8eab\u306f\u3053\u306e\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u306d\u3002\r\n\r\n\u3067\u306f\u3001\u672c\u984c\u306e\u76f8\u95a2\u4fc2\u6570\u3092\u8868\u793a\u3055\u305b\u307e\u3057\u3087\u3046\u3002\r\n<div class=\"hcb_wrap\">\r\n<pre class=\"prism line-numbers lang-python\" data-lang=\"Python\"><code>import seaborn as sns\r\nsns.set(style=\"ticks\")\r\n\r\n# iris\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u8aad\u307f\u8fbc\u307f\r\niris = sns.load_dataset(\"iris\")\r\n\r\n# pairplot\u95a2\u6570\u3067\u6563\u5e03\u56f3\u3092\u4f5c\u6210\r\nsns.pairplot(iris, hue=\"species\")\r\n\r\n#\u3059\u3079\u3066\u306e\u7d44\u307f\u5408\u308f\u305b\u306e\u76f8\u95a2\u4fc2\u6570\u3092\u8868\u793a\r\niris.corr()<\/code><\/pre>\r\n<\/div>\r\n\u3053\u308c\u3067\u3059\u3079\u3066\u306e\u7d44\u307f\u5408\u308f\u305b\u306e\u76f8\u95a2\u4fc2\u6570\u3092\u8868\u793a\u3067\u304d\u307e\u3059\u3002\r\n\r\n\u5b9f\u884c\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002\r\n\r\n<div id=\"attachment_3337\" style=\"width: 310px\" class=\"wp-caption alignnone\"><img decoding=\"async\" aria-describedby=\"caption-attachment-3337\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2023\/03\/Untitled-3-300x89.png\" alt=\"\u5168\u3066\u306e\u5217\u306e\u76f8\u95a2\u4fc2\u6570\u306e\u5024\" width=\"300\" height=\"89\" class=\"size-medium wp-image-3337\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2023\/03\/Untitled-3-300x89.png 300w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2023\/03\/Untitled-3.png 622w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><p id=\"caption-attachment-3337\" class=\"wp-caption-text\">\u5168\u3066\u306e\u5217\u306e\u76f8\u95a2\u4fc2\u6570\u306e\u5024<\/p><\/div>\r\n\r\n\u3053\u308c\u3067\u6563\u5e03\u56f3\u3092\u4f5c\u6210\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u624b\u8efd\u306b\u76f8\u95a2\u4fc2\u6570\u3092\u8868\u793a\u3067\u304d\u307e\u3059\u306d\u3002\n\n<h2>\u7279\u5b9a\u306e\u5217\u306e\u76f8\u95a2\u4fc2\u6570\u3092\u8868\u793a<\/h2>\n\u7279\u5b9a\u306e\u5217\u306e\u76f8\u95a2\u4fc2\u6570\u3092\u8868\u793a\u3055\u305b\u308b\u306b\u306f\u3001corr\u306e\u3042\u3068\u306b\u5217\u3092\u6307\u5b9a\u3057\u3066\u3042\u3052\u308b\u3060\u3051\u3067\u3059\u3002\r\n\r\n\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u3092\u8ffd\u52a0\u3057\u3066\u5b9f\u884c\u3057\u307e\u3057\u3087\u3046\u3002\r\n<div class=\"hcb_wrap\">\r\n<pre class=\"prism line-numbers lang-python\" data-lang=\"Python\"><code>#petal_length\u3068\u305d\u306e\u4ed6\u5217\u306e\u76f8\u95a2\u4fc2\u6570\u3092\u8868\u793a\r\n#\u56fa\u5b9a\u3057\u305f\u3044\u5217\u6307\u5b9a\r\ny_column='petal_length'\r\n\r\ncorr_matrix = iris.corr()\r\ny_corr = corr_matrix[y_column]\r\n\r\n#\u8868\u793a\r\ny_corr<\/code><\/pre>\r\n<\/div>\r\n<img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2023\/03\/Untitled-6.png\" alt=\"\" width=\"830\" height=\"110\" class=\"alignnone wp-image-3339 size-full\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2023\/03\/Untitled-6.png 830w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2023\/03\/Untitled-6-300x40.png 300w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2023\/03\/Untitled-6-768x102.png 768w\" sizes=\"(max-width: 830px) 100vw, 830px\" \/>\r\n\r\n\u3053\u306e\u3088\u3046\u306b\u5b9f\u884c\u3059\u308c\u3070petal_length\u3068\u305d\u306e\u4ed6\u306e\u76f8\u95a2\u4fc2\u6570\u3060\u3051\u3092\u8868\u793a\u3067\u304d\u307e\u3059\u3002\n\n<h2>\u76f8\u95a2\u4fc2\u6570\u306e\u53ef\u8996\u5316<\/h2>\n\u7d9a\u3044\u3066\u76f8\u95a2\u4fc2\u6570\u306e\u53ef\u8996\u5316\u3092\u884c\u3044\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002\r\n\r\n\u76f8\u95a2\u4fc2\u6570\u306e\u53ef\u8996\u5316\u306b\u306f\uff12\u901a\u308a\u306e\u65b9\u6cd5\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002\r\n\r\n\u4e00\u3064\u76ee\u306f<strong>\u30d2\u30fc\u30c8\u30de\u30c3\u30d7\u56f3<\/strong>\u3001\u4e8c\u3064\u76ee\u306f<strong>\u6a2a\u68d2\u30b0\u30e9\u30d5<\/strong>\u3068\u3057\u3066\u8868\u793a\u3059\u308b\u65b9\u6cd5\u3067\u3059\u3002\u3069\u3061\u3089\u3082seaborn\u3092\u7528\u3044\u3066\u3044\u307e\u3059\u3002\r\n\r\n\u203b\u4e8c\u3064\u76ee\u306f\u7279\u5b9a\u306e\u5217\uff08\u4eca\u56de\u306fpedal_length) \u306e\u76f8\u95a2\u4fc2\u6570\u3092\u8868\u793a\u3057\u3066\u3044\u307e\u3059\u3002\r\n\r\n<div id=\"attachment_3338\" style=\"width: 310px\" class=\"wp-caption alignnone\"><img decoding=\"async\" aria-describedby=\"caption-attachment-3338\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2023\/03\/Untitled-4-300x222.png\" alt=\"\u76f8\u95a2\u4fc2\u6570\u306e\u30d2\u30fc\u30c8\u30de\u30c3\u30d7\u56f3\" width=\"300\" height=\"222\" class=\"size-medium wp-image-3338\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2023\/03\/Untitled-4-300x222.png 300w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2023\/03\/Untitled-4.png 425w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><p id=\"caption-attachment-3338\" class=\"wp-caption-text\">\u76f8\u95a2\u4fc2\u6570\u306e\u30d2\u30fc\u30c8\u30de\u30c3\u30d7\u56f3<\/p><\/div>\r\n\r\n<div id=\"attachment_3340\" style=\"width: 310px\" class=\"wp-caption alignnone\"><img decoding=\"async\" aria-describedby=\"caption-attachment-3340\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2023\/03\/Untitled-5-300x274.png\" alt=\"\u76f8\u95a2\u4fc2\u6570\u306e\u6a2a\u68d2\u30b0\u30e9\u30d5\" width=\"300\" height=\"274\" class=\"wp-image-3340 size-medium\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2023\/03\/Untitled-5-300x274.png 300w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2023\/03\/Untitled-5.png 669w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><p id=\"caption-attachment-3340\" class=\"wp-caption-text\">\u76f8\u95a2\u4fc2\u6570\u306e\u6a2a\u68d2\u30b0\u30e9\u30d5<\/p><\/div>\r\n\r\n\u4e00\u3064\u76ee\u306e\u30d2\u30fc\u30c8\u30de\u30c3\u30d7\u56f3\u306f\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3057\u3066\u4f5c\u6210\u3057\u307e\u3059\u3002\r\n<pre><code><\/code><\/pre>\r\n<div class=\"hcb_wrap\">\r\n<pre class=\"prism line-numbers lang-python\" data-lang=\"Python\"><code># \u30d2\u30fc\u30c8\u30de\u30c3\u30d7\u56f3\u3067\u76f8\u95a2\u4fc2\u6570\u3092\u8868\u793a \r\nsns.heatmap(iris.corr())<\/code><\/pre>\r\n<\/div>\r\n<pre><code><\/code><\/pre>\r\nheatmap\u306b\u306f\u307b\u304b\u306e\u5f15\u6570\u3067\u8272\u306e\u5909\u66f4\u3084\u76f8\u95a2\u4fc2\u6570\u306e\u5024\u306e\u8868\u793a\u306a\u3069\u3082\u3067\u304d\u308b\u306e\u3067\u7d30\u304b\u3044\u90e8\u5206\u306f\u8abf\u3079\u306a\u304c\u3089\u8abf\u6574\u3057\u307e\u3057\u3087\u3046\u3002\r\n\r\n\u4e8c\u3064\u76ee\u306e\u6a2a\u68d2\u30b0\u30e9\u30d5\u306f\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3057\u3066\u4f5c\u6210\u3057\u307e\u3059\u3002\r\n<pre><code><\/code><\/pre>\r\n<div class=\"hcb_wrap\">\r\n<pre class=\"prism line-numbers lang-python\" data-lang=\"Python\"><code>#\u6a2a\u68d2\u30b0\u30e9\u30d5\u3067\u76f8\u95a2\u4fc2\u6570\u3092\u8868\u793a \r\n#y_corr\u306b\u306f\u7279\u5b9a\u306e\u5217\u306e\u76f8\u95a2\u4fc2\u6570\u3092\u683c\u7d0d \r\nfig, ax = plt.subplots(figsize=(10, 10)) \r\n#\u6a2a\u68d2\u30b0\u30e9\u30d5\u4f5c\u6210 \r\nsns.barplot(x=y_corr, y=y_corr.index, ax=ax) \r\n#X,Y\u8ef8\u3068\u30b0\u30e9\u30d5\u30bf\u30a4\u30c8\u30eb \r\nax.set_xlabel(\"Correlation Coefficient\") \r\nax.set_ylabel(\"Features\") \r\nax.set_title(f\"Correlation with {y_column}\") \r\n#\u8868\u793a \r\nplt.show()<\/code><\/pre>\r\n<\/div>\r\n<pre><code><\/code><\/pre>\r\n\u500b\u4eba\u7684\u306b\u306f\u4e8c\u3064\u76ee\u306e\u6a2a\u68d2\u30b0\u30e9\u30d5\u304c\u6c17\u306b\u5165\u3063\u3066\u3044\u307e\u3059\u3002\r\n\r\n\u30c7\u30fc\u30bf\u306e\u5217\u6570\u304c\u591a\u304f\u306a\u308b\u3068\u30d2\u30fc\u30c8\u30de\u30c3\u30d7\u56f3\u3088\u308a\u304b\u306f\u6a2a\u68d2\u30b0\u30e9\u30d5\u306e\u65b9\u304c\u5024\u3092\u6bd4\u3079\u3084\u3059\u3044\u3068\u611f\u3058\u307e\u3059\u306d\u3002\n\n<h2>\u304a\u308f\u308a\u306b<\/h2>\n\u4eca\u56de\u306firis\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f8b\u306b\u7279\u5b9a\u306e\u76f8\u95a2\u4fc2\u6570\u3092\u8868\u793a\u3057\u3001\u53ef\u8996\u5316\u3059\u308b\u65b9\u6cd5\u3092\u7d39\u4ecb\u3057\u307e\u3057\u305f\u3002\u30c7\u30fc\u30bf\u3092\u6271\u3046\u306b\u3042\u305f\u3063\u3066seaborn\u306f\u6b20\u304b\u305b\u307e\u305b\u3093\u306d\u3002\r\n\r\n\u7d30\u304b\u3044\u5f15\u6570\u306e\u8aac\u660e\u306f\u4eca\u56de\u7701\u3044\u305f\u306e\u3067\u6c17\u306b\u306a\u3063\u305f\u65b9\u306f\u662f\u975e\u81ea\u5206\u3067\u8abf\u3079\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002","protected":false},"excerpt":{"rendered":"<p>\u3010Python\u3011pandas.DataFrame\u306e\u7279\u5b9a\u306e\u5217\u306e\u76f8\u95a2\u4fc2\u6570\u3092\u51fa\u529b\u3001\u53ef\u8996\u5316\u3059\u308b \u306f\u3058\u3081\u306b \u30c7\u30fc\u30bf\u5217\u306e\u3059\u3079\u3066\u306e\u7d44\u307f\u5408\u308f\u305b\u306e\u76f8\u95a2\u4fc2\u6570\u3092\u8868\u793a\u3055\u305b\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u3042\u308b\u7279\u5b9a\u306e\u5217\u3068\u305d\u306e\u4ed6\u306e\u5909\u6570\u306e\u76f8\u95a2\u4fc2\u6570\u3092\u8868\u793a\u3055\u305b\u305f\u3044\u3068\u601d\u3063\u305f\u3053 [&hellip;]<\/p>\n","protected":false},"author":83,"featured_media":3123,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"content-type":"","swell_btn_cv_data":"","footnotes":"","_wp_rev_ctl_limit":""},"categories":[1246],"tags":[437,436,331,430,434,294,435,433],"class_list":["post-3335","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-infrastructure","tag-matplotlib","tag-pandas","tag-python","tag-seaborn","tag-434","tag-294","tag-435","tag-433"],"_links":{"self":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/3335","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/users\/83"}],"replies":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/comments?post=3335"}],"version-history":[{"count":0,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/3335\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/media\/3123"}],"wp:attachment":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/media?parent=3335"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/categories?post=3335"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/tags?post=3335"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}