{"id":3267,"date":"2020-05-10T19:50:24","date_gmt":"2020-05-10T10:50:24","guid":{"rendered":"https:\/\/analysis-navi.com\/?p=3267"},"modified":"2025-06-08T18:47:46","modified_gmt":"2025-06-08T09:47:46","slug":"python%e3%81%ab%e3%82%88%e3%82%8b4%e7%a8%ae%e3%81%ae%e6%ac%a1%e5%85%83%e5%89%8a%e6%b8%9b%e3%81%a8%e5%8f%af%e8%a6%96%e5%8c%96","status":"publish","type":"post","link":"https:\/\/analysis-navi.com\/?p=3267","title":{"rendered":"Python\u306b\u3088\u308b\uff14\u7a2e\u306e\u6b21\u5143\u524a\u6e1b\u3068\u53ef\u8996\u5316"},"content":{"rendered":"\n<p>\u4ee5\u4e0b4\u3064\u306e\u6b21\u5143\u524a\u6e1b\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092Python\u3067\u5b9f\u884c\u3057\u3001\u305d\u308c\u305e\u308c\u30672\u6b21\u5143\u306e\u30b0\u30e9\u30d5\u3092\u4f5c\u6210\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>PCA<\/strong>(Principal Component Analysis:\u4e3b\u6210\u5206\u5206\u6790)<\/li>\n\n\n\n<li><strong>SVD<\/strong>(Singular Value Decomposition:\u7279\u7570\u5024\u5206\u89e3)<\/li>\n\n\n\n<li><strong>t-SNE<\/strong>(t-distributed Stochastic Neighbor Embedding)<\/li>\n\n\n\n<li><strong>UMAP<\/strong>(Uniform Manifold Approximation and Projection)<\/li>\n<\/ul>\n\n\n\n<p>\u6b21\u5143\u524a\u6e1b\u306b\u3064\u3044\u3066\u306e\u8aac\u660e\u3084\u3053\u308c\u3089\u306e\u4f7f\u3044\u5206\u3051\u306b\u3064\u3044\u3066\u306f<a href=\"https:\/\/analysis-navi.com\/?p=2175\">\u3053\u3061\u3089\u306e\u8a18\u4e8b<\/a>\u306b\u7e8f\u3081\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-wp-embed\"><div class=\"wp-block-embed__wrapper\">\nhttps:\/\/analysis-navi.com\/?p=2175\n<\/div><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u30d5\u30a1\u30a4\u30eb\u306e\u8aad\u307f\u8fbc\u307f<\/h2>\n\n\n\n<p>\u4eca\u56de\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a15\u540d\u306e\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u30b9\u30ad\u30eb\u30ec\u30d9\u30eb\u309210\u6bb5\u968e\u3067\u8a55\u4fa1\u3057\u305f\u30c7\u30fc\u30bf\u3092\u4eee\u5b9a\u3057\u307e\u3059\u3002<br><img decoding=\"async\" src=\"https:\/\/analysis-navi.com\/wp-content\/uploads\/2019\/08\/4439765d7f88a68825908b900318f0a0-1024x497.png\" alt=\"\" width=\"1024\" height=\"497\" class=\"alignnone size-large wp-image-2205\" srcset=\"https:\/\/analysis-navi.com\/wp-content\/uploads\/2019\/08\/4439765d7f88a68825908b900318f0a0-1024x497.png 1024w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2019\/08\/4439765d7f88a68825908b900318f0a0-658x320.png 658w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2019\/08\/4439765d7f88a68825908b900318f0a0-300x146.png 300w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2019\/08\/4439765d7f88a68825908b900318f0a0-768x373.png 768w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2019\/08\/4439765d7f88a68825908b900318f0a0.png 1478w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/p>\n\n\n\n<p>\u307e\u305a\u306f\u3053\u306eCSV\u3092\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u306b\u8aad\u307f\u8fbc\u307f\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">import pandas as pd\nimport numpy as np\n\n#\u30d5\u30a1\u30a4\u30eb\u8aad\u307f\u8fbc\u307f\ndf = pd.read_csv(\"skill_level.csv\",index_col=0)<\/pre>\n\n\n\n<p>\u3055\u3066\u3001\u305d\u308c\u3067\u306f\u5168\u793e\u54e1\u306e\u30b9\u30ad\u30eb\u306e\u50be\u5411\u3084\u5206\u5e03\u306f\u3069\u3046\u306a\u3063\u3066\u3044\u308b\u306e\u304b\u3002<br>\u3069\u306e\u793e\u54e1\u3068\u3069\u306e\u793e\u54e1\u304c\u8fd1\u3044\u306e\u304b\u3002<br>\u305d\u3046\u3044\u3063\u305f\u4e8b\u3092\u30d1\u30c3\u3068\u8996\u899a\u7684\u306b\u5206\u304b\u308a\u3084\u3059\u304f\u3059\u308b\u305f\u3081\u306b\u3001\u6b21\u5143\u524a\u6e1b\u3067\u53ef\u8996\u5316\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Python\u306b\u3088\u308b\u6b21\u5143\u524a\u6e1b\u306e\u5b9f\u884c<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">PCA<\/h3>\n\n\n\n<p>scikit-learn\u306e<strong>PCA<\/strong>\u30af\u30e9\u30b9\u3092\u4f7f\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">from sklearn.decomposition import PCA\nmodel_pca = PCA(n_components=2)\nvecs_list = model_pca.fit_transform(df)<\/pre>\n\n\n\n<p>vecs_list\u306b\u30012\u6b21\u5143\u306b\u5727\u7e2e\u3055\u308c\u305f15\u540d\u306e\u30c7\u30fc\u30bf\u304c\u683c\u7d0d\u3055\u308c\u3066\u3044\u307e\u3059\u3002<br>\u306a\u306e\u3067\u3001\u6700\u7d42\u7684\u306b\u306f\u3053\u306e\u5727\u7e2e\u3055\u308c\u305f15\u500b\u306e\u70b9\u3092\u5ea7\u6a19\u72b6\u306b\u30d7\u30ed\u30c3\u30c8\u3057\u3066\u3042\u3052\u308c\u3070OK\u3067\u3059\u3002<br>\uff08\u3053\u306e\u6563\u5e03\u56f3\u306e\u66f8\u304d\u65b9\u306f\u6b21\u306e\u7ae0\u3067\u8a18\u3057\u307e\u3059\u3002\uff09<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" width=\"484\" height=\"468\" src=\"https:\/\/analysis-navi.com\/wp-content\/uploads\/2020\/05\/g_pca.png\" alt=\"\" class=\"wp-image-3288\" srcset=\"https:\/\/analysis-navi.com\/wp-content\/uploads\/2020\/05\/g_pca.png 484w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2020\/05\/g_pca-414x400.png 414w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2020\/05\/g_pca-300x290.png 300w\" sizes=\"(max-width: 484px) 100vw, 484px\" \/><\/figure>\n\n\n\n\n\n\n\n<p>\u307e\u305f\u3001PCA\u3067\u306f\u3069\u308c\u307b\u3069\u5143\u306e\u60c5\u5831\u304c\u6b8b\u3063\u305f\u304b\u306e<strong>\u300c\u5bc4\u4e0e\u5ea6\u300d<\/strong>\u3092\u7c21\u5358\u306b\u8a08\u7b97\u3059\u308b\u4e8b\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">print(pca.explained_variance_ratio_)<\/pre>\n\n\n\n<pre class=\"wp-block-preformatted\">[0.71235597 0.21434312]<\/pre>\n\n\n\n<p>\u7b2c1\u4e3b\u6210\u5206\u3060\u3051\u3067\u7d0471%\u3001\u7b2c2\u4e3b\u6210\u5206\u3060\u3051\u3067\u7d0421%\u3067\u3059\u3002<br>\u7d2f\u7a4d\u5bc4\u4e0e\u7387\u306f\u7d0493%\u3068\u3044\u3046\u9ad8\u3044\u5024\u306a\u306e\u3067\u3001<strong><span style=\"background-color: #87cefa;\">\u6b21\u5143\u30922\u306b\u3057\u3066\u3082\u3001\u5143\u306e\u60c5\u5831\u306f\u6b86\u3069\u4fdd\u6301\u3055\u308c\u3066\u3044\u308b<\/span><\/strong>\u3068\u8003\u3048\u3066\u826f\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">SVD<\/h3>\n\n\n\n<p>scikit-learn\u306e<strong>TruncatedSVD<\/strong>\u30af\u30e9\u30b9\u3092\u4f7f\u3044\u307e\u3059\u3002<br>\b<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">from sklearn.decomposition import TruncatedSVD\nmodel_svd = TruncatedSVD(n_components=2)\nvecs_list = model_svd.fit_transform(df)<\/pre>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" width=\"484\" height=\"468\" src=\"https:\/\/analysis-navi.com\/wp-content\/uploads\/2020\/05\/g_svd.png\" alt=\"\" class=\"wp-image-3289\" srcset=\"https:\/\/analysis-navi.com\/wp-content\/uploads\/2020\/05\/g_svd.png 484w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2020\/05\/g_svd-414x400.png 414w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2020\/05\/g_svd-300x290.png 300w\" sizes=\"(max-width: 484px) 100vw, 484px\" \/><\/figure>\n\n\n\n\n\n\n\n<p>\u7d50\u679c\u3092\u898b\u308b\u3068\u3001\u307b\u307cPCA\u304c\u5de6\u53f3\u53cd\u8ee2\u3057\u305f\u3060\u3051\u306e\u3088\u3046\u3067\u3059\u3002<br>\u7d30\u304b\u3044\u8a08\u7b97\u306e\u7406\u8ad6\u306f\u9055\u3046\u306e\u3067\u3059\u304c\u3001\u3053\u306e\u3088\u3046\u306b<strong><span style=\"background-color: #87cefa;\">\u307b\u307cPCA\u3068SVD\u306f\u540c\u3058\u7d50\u679c\u304c\u5f97\u3089\u308c\u307e\u3059\u3002<\/span><\/strong><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">t-SNE<\/h3>\n\n\n\n<p>scikit-learn\u306e<strong>TSNE<\/strong>\u30af\u30e9\u30b9\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<br>\uff08<strong>bhtsne<\/strong>\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3059\u308b\u65b9\u6cd5\u3082\u3042\u308a\u307e\u3059\u3002\uff09<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">from sklearn.manifold import TSNE\nmodel_tsne = TSNE(n_components=2, perplexity=2)\nvecs_list = model_tsne.fit_transform(df)<\/pre>\n\n\n\n<p>\b<br><img decoding=\"async\" src=\"https:\/\/analysis-navi.com\/wp-content\/uploads\/2020\/05\/g_tsne_2.png\" alt=\"\" width=\"499\" height=\"471\" class=\"alignnone size-full wp-image-3290\" srcset=\"https:\/\/analysis-navi.com\/wp-content\/uploads\/2020\/05\/g_tsne_2.png 499w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2020\/05\/g_tsne_2-424x400.png 424w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2020\/05\/g_tsne_2-300x283.png 300w\" sizes=\"(max-width: 499px) 100vw, 499px\" \/><\/p>\n\n\n\n<p>PCA\u3084SVD\u3088\u308a\u3082\u7dba\u9e97\u306b\u30af\u30e9\u30b9\u30bf\u304c\u51fa\u6765\u3066\u3044\u308b\u306e\u304c\u5206\u304b\u308b\u304b\u3068\u601d\u3044\u307e\u3059\u3002<br>\u4e00\u822c\u7684\u306b\u3001PCA\/SVD\u3088\u308a\u3082t-SNE\u3092\u7528\u3044\u305f\u65b9\u304c\u660e\u78ba\u306b\u30af\u30e9\u30b9\u30bf\u304c\u898b\u3066\u53d6\u308c\u308b\u3088\u3046\u306a\u7d50\u679c\u304c\u5f97\u3089\u308c\u307e\u3059\u3002<br>\u3057\u304b\u3057\u3001\u305d\u306e\u5206\u3001<strong><span style=\"background-color: #87cefa;\">\u300c\u30c7\u30fc\u30bf\u9593\u306e\u8ddd\u96e2\u300d\u306b\u306f\u3042\u307e\u308a\u610f\u5473\u304c\u306a\u304f\u306a\u3063\u3066\u3044\u307e\u3059<\/span><\/strong>\u306e\u3067\u3054\u6ce8\u610f\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001t-SNE\u306f\u3001\u30d1\u30e9\u30e1\u30fc\u30bf\u8abf\u6574\u3067\u7d50\u679c\u304c\u5927\u304d\u304f\u5909\u308f\u308a\u307e\u3059\u3002<br>\u30d1\u30e9\u30e1\u30fc\u30bf\u306b\u3082\u8272\u3005\u3042\u308a\u307e\u3059\u304c\u3001\u3068\u308a\u308f\u3051\u91cd\u8981\u306a\u306e\u306f<strong>perplexity<\/strong>\u3068\u3044\u3046\u5f15\u6570\u3067\u3059\u3002<br>\u3053\u306e\u5024\u306b\u3088\u3063\u3066\u7d50\u679c\u306f\u5927\u304d\u304f\u5909\u308f\u308a\u307e\u3059\u3002<br>\u30c7\u30fc\u30bf\u306b\u3088\u3063\u3066\u3069\u306e\u5024\u304c\u512a\u308c\u308b\u304b\u306f\u5909\u308f\u308a\u307e\u3059\u306e\u3067\u3001\u5e7e\u3064\u304b\u5b9f\u9a13\u3057\u3066\u307f\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<br>\u4f8b\u3048\u30702,5,10,50,100\u3042\u305f\u308a\u306b\u3072\u3068\u307e\u305a\u8a2d\u5b9a\u3057\u3066\u307f\u308b\u306e\u304c\u826f\u3044\u304b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3061\u306a\u307f\u306b\u3001\u4eca\u56de\u306e\u30c7\u30fc\u30bf\u3067<strong>perplexity=100<\/strong>\u3068\u3059\u308b\u3068\u3001\u4ee5\u4e0b\u306e\u7d50\u679c\u304c\u5f97\u3089\u308c\u307e\u3059\u3002<br><img decoding=\"async\" src=\"https:\/\/analysis-navi.com\/wp-content\/uploads\/2020\/05\/g_tsne_100.png\" alt=\"\" width=\"499\" height=\"468\" class=\"alignnone size-full wp-image-3291\" srcset=\"https:\/\/analysis-navi.com\/wp-content\/uploads\/2020\/05\/g_tsne_100.png 499w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2020\/05\/g_tsne_100-426x400.png 426w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2020\/05\/g_tsne_100-300x281.png 300w\" sizes=\"(max-width: 499px) 100vw, 499px\" \/><\/p>\n\n\n\n<p>\u7dba\u9e97\u3067\u3059\u304c\u3001\u7279\u306b\u4f55\u306e\u7279\u5fb4\u3082\u8aad\u307f\u53d6\u308c\u306a\u3044\u7d50\u679c\u3068\u306a\u3063\u3066\u3057\u307e\u3044\u307e\u3057\u305f\u3002\u3053\u306e\u3088\u3046\u306b\u3001perplexity\u306e\u5024\u3067\u7d50\u679c\u304c\u5927\u304d\u304f\u5909\u308f\u308b\u306e\u3067\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">UMAP<\/h3>\n\n\n\n<p>umap\u30e9\u30a4\u30d6\u30e9\u30ea\u306e<strong>UMAP<\/strong>\u30af\u30e9\u30b9\u3092\u4f7f\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">import umap.umap_ as umap\nfrom scipy.sparse.csgraph import connected_components\n\nmodel_umap = umap.UMAP(n_components=2,n_neighbors=3) \nvecs_list = model_umap.fit_transform(df)<\/pre>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" width=\"490\" height=\"468\" src=\"https:\/\/analysis-navi.com\/wp-content\/uploads\/2020\/05\/g_umap_3.png\" alt=\"\" class=\"wp-image-3292\" srcset=\"https:\/\/analysis-navi.com\/wp-content\/uploads\/2020\/05\/g_umap_3.png 490w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2020\/05\/g_umap_3-419x400.png 419w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2020\/05\/g_umap_3-300x287.png 300w\" sizes=\"(max-width: 490px) 100vw, 490px\" \/><\/figure>\n\n\n\n\n\n\n\n<p>\u3053\u3061\u3089\u3082\u3001\u7dba\u9e97\u306b\u30af\u30e9\u30b9\u30bf\u304c\u3067\u304d\u3066\u3044\u307e\u3059\u3002<br>UMAP\u3082t-SNE\u540c\u69d8\u30d1\u30e9\u30e1\u30fc\u30bf\u8abf\u6574\u304c\u5fc5\u8981\u3067\u3001\u7279\u306b\u91cd\u8981\u306a\u306e\u304c<strong>n_neighbors<\/strong>\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u4eca\u56de\u306e\u30c7\u30fc\u30bf\u3067\u306f3\u306b\u3057\u307e\u3057\u305f\u304c\u3001\u9069\u5207\u306a\u5024\u306f\u30c7\u30fc\u30bf\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u306e\u3067\u3001t-SNE\u540c\u69d8\u306b\u5e7e\u3064\u304b\u6570\u5024\u3092\u5165\u308c\u3066\u307f\u3066\u3001\u4e0a\u624b\u304f\u6b21\u5143\u524a\u6e1b\u3067\u304d\u3066\u3044\u305d\u3046\u306a\u3068\u3053\u308d\u3092\u3054\u81ea\u8eab\u3067\u9078\u3076\u3088\u3046\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u30b0\u30e9\u30d5\u306e\u63cf\u753b\u30bd\u30fc\u30b9<\/h2>\n\n\n\n<p>seaborn\u30e9\u30a4\u30d6\u30e9\u30ea\u306escatterplot\u3092\u7528\u3044\u3066\u3001\u4e0a\u8a18\u306e\u6563\u5e03\u56f3\u3092\u4f5c\u6210\u3059\u308b\u30bd\u30fc\u30b9\u3067\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">import seaborn as sns\nimport matplotlib.pyplot as plt\n\nX = vecs_list[:,0]\nY = vecs_list[:,1]\n\nsns.set(font=\"Hiragino Maru Gothic Pro\")\nplt.figure(figsize=(8, 8))\n\nsns.scatterplot(x=X,y=Y)\n\nfor i,(x_name,y_name) in enumerate(zip(X,Y)):\n    plt.annotate(df.index[i],(x_name,y_name))\nplt.show()<\/pre>\n\n\n\n<p><strong>vecs_list<\/strong>\u306b\u5727\u7e2e\u3055\u308c\u305f\u5024\u304c\u5165\u3063\u3066\u3044\u308b\u306e\u3067\u3001\u305d\u306eX\u3068Y\u3092\u4e0e\u3048\u3066\u3084\u308b\u3060\u3051\u3067\u3059\u3002<br><strong>plt.annotate<\/strong>\u3067\u3001\u70b9\u306e\u4e0a\u306b\u30c7\u30fc\u30bf\u540d\u3092\u4ed8\u4e0e\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0a\u3001Python\u306b\u3088\u308b\u6b21\u5143\u524a\u6e1b\u3067\u3057\u305f\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4ee5\u4e0b4\u3064\u306e\u6b21\u5143\u524a\u6e1b\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092Python\u3067\u5b9f\u884c\u3057\u3001\u305d\u308c\u305e\u308c\u30672\u6b21\u5143\u306e\u30b0\u30e9\u30d5\u3092\u4f5c\u6210\u3057\u3066\u307f\u307e\u3059\u3002 \u6b21\u5143\u524a\u6e1b\u306b\u3064\u3044\u3066\u306e\u8aac\u660e\u3084\u3053\u308c\u3089\u306e\u4f7f\u3044\u5206\u3051\u306b\u3064\u3044\u3066\u306f\u3053\u3061\u3089\u306e\u8a18\u4e8b\u306b\u7e8f\u3081\u3066\u3044\u307e\u3059\u3002 \u30d5\u30a1\u30a4\u30eb\u306e\u8aad\u307f\u8fbc\u307f \u4eca\u56de\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a1 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":4973,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"swell_btn_cv_data":"","vkexunit_cta_each_option":"","footnotes":""},"categories":[129],"tags":[101,134],"class_list":["post-3267","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-study","tag-ml","tag-python"],"_links":{"self":[{"href":"https:\/\/analysis-navi.com\/index.php?rest_route=\/wp\/v2\/posts\/3267","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/analysis-navi.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/analysis-navi.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/analysis-navi.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/analysis-navi.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=3267"}],"version-history":[{"count":20,"href":"https:\/\/analysis-navi.com\/index.php?rest_route=\/wp\/v2\/posts\/3267\/revisions"}],"predecessor-version":[{"id":5031,"href":"https:\/\/analysis-navi.com\/index.php?rest_route=\/wp\/v2\/posts\/3267\/revisions\/5031"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/analysis-navi.com\/index.php?rest_route=\/wp\/v2\/media\/4973"}],"wp:attachment":[{"href":"https:\/\/analysis-navi.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3267"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/analysis-navi.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=3267"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/analysis-navi.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=3267"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}