{"id":10054,"date":"2020-08-02T17:21:38","date_gmt":"2020-08-02T08:21:38","guid":{"rendered":"http:\/\/www.gisdeveloper.co.kr\/?p=10054"},"modified":"2020-08-02T18:43:40","modified_gmt":"2020-08-02T09:43:40","slug":"%ec%b0%a8%ec%9b%90-%ec%b6%95%ec%86%8c","status":"publish","type":"post","link":"http:\/\/www.gisdeveloper.co.kr\/?p=10054","title":{"rendered":"\ucc28\uc6d0 \ucd95\uc18c"},"content":{"rendered":"<p>\uba38\uc2e0\ub7ec\ub2dd\uc73c\ub85c \ud480\uace0\uc790 \ud558\ub294 \ubb38\uc81c\uc5d0 \ub300\ud55c \uc785\ub825\uac12, \uc989 \ud2b9\uc131\uc740 \uadf8 \uc0c1\ud669\uc5d0 \ub530\ub77c \uba87\uac1c\uc5d0\uc11c \uc218\ubc31, \uc218\ucc9c\ub9cc\uac1c \uc774\uc0c1\uc73c\ub85c \uc774\ub8e8\uc5b4\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub807\ub2e4\uace0 \uc774 \ubaa8\ub4e0 \ud2b9\uc131\uc774 \ubb38\uc81c \ud574\uacb0\uc744 \uc704\ud574 \uc911\uc694\ud55c \uac83\uc740 \uc544\ub2d9\ub2c8\ub2e4. \uc5b4\ub5a4 \ud2b9\uc131\uc740 \ubb38\uc81c \ud574\uacb0\uc5d0 \ubbf8\uce58\ub294 \uc601\ud5a5\uc774 \ubbf8\ubbf8\ud558\uac70\ub098 \uc544\uc608 \uc5c6\ub294 \uacbd\uc6b0\ub3c4 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7f4\ub54c \ubb38\uc81c \ud574\uacb0\uc5d0 \ubbf8\ubbf8\ud55c \uc601\ud5a5\uc744 \uac00\uc9c0\ub294 \ud2b9\uc131\uc740 \uc81c\uac70\ud558\ub294 \uac83\uc740 \ud574\ub2f9 \ubb38\uc81c\ub97c \ud480 \uc218 \uc788\ub294 \uac00\ub2a5\uc131\uc744 \ub192\uc5ec\uc900\ub2e4\ub294 \uc810\uc5d0\uc11c \ub9e4\uc6b0 \uc758\ubbf8\uac00 \ud07d\ub2c8\ub2e4. \ubb38\uc81c \ud574\uacb0\uc758 \uac00\ub2a5\uc131\uc744 \ub192\uc5ec\uc9c0\ub294 \uac83 \ubfd0\ub9cc\uc774 \uc544\ub2c8\ub77c \ubd88\ud544\uc694\ud55c \ud2b9\uc131\uc744 \uc904\uc5ec\uc90c\uc73c\ub85c\uc368 \ud559\uc2b5 \uc18d\ub3c4\uac00 \ud5a5\uc0c1\ub418\uba70, \ub354 \uc801\uc740 \ud559\uc2b5 \ub370\uc774\ud130\ub9cc\uc73c\ub85c\ub3c4 \ub192\uc740 \uc815\ud655\ub3c4\uc758 \uacb0\uacfc\ub97c \uc5bb\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c \ud2b9\uc131\uc744 2\uac1c \ub610\ub294 3\uac1c\ub85c \uc904\uc784\uc73c\ub85c\uc368 \uc6b0\ub9ac\uc5d0\uac8c \uc775\uc219\ud55c 2\ucc28\uc6d0\uacfc 3\ucc28\uc6d0\uc758 \uacf5\uac04\uc5d0 \ub370\uc774\ud130\ub97c \uc2dc\uac01\ud654\ud558\uc5ec \uc5b4\ub5a4 \ud1b5\ucc30\uc744 \uc5bb\uc744 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc774 \uae00\uc740 \ud2b9\uc131\uc218\ub97c \uc904\uc774\ub294, \uc989 \ucc28\uc6d0\uc744 \ucd95\uc18c\ud558\ub294 \ubc29\ubc95\uc5d0 \uba87\uac00\uc9c0\ub97c \uc5b8\uae09\ud569\ub2c8\ub2e4. \uad6c\uccb4\uc801\uc778 \uc608\ub85c \ub2e4\uc74c\uacfc \uac19\uc740 3\uac1c\uc758 \ud2b9\uc131\uc73c\ub85c \uad6c\uc131\ub41c 3\ucc28\uc6d0\uc758 \ub370\uc774\ud130\ub97c \ud2b9\uc131 2\uac1c\uc778 2\ucc28\uc6d0\uc758 \ub370\uc774\ud130\ub85c \ucd95\uc18c\ud568\uc5d0 \uc788\uc5b4\uc11c, \ucd5c\ub300\ud55c \uc6d0\ub798 \ub370\uc774\ud130\uac00 \uac00\uc9c0\uace0 \uc788\ub294 \uc88b\uc740 \ud2b9\uc131\uc744 \uc720\uc9c0\ud558\ub3c4\ub85d \ud558\ub294\ub370, \uc774\ub294 \ud1b5\uacc4\ud559\uc801\uc73c\ub85c\ub294 \ubd84\uc11d\uc744 \ucd5c\ub300\ud55c \ubcf4\uc874\ud558\ub294 \ubc29\ud5a5\uc774\uae30\ub3c4 \ud569\ub2c8\ub2e4. \uba3c\uc800 \ud2b9\uc131\uc744 \uc904\uc77c \ub300\uc0c1\uc774 \ub418\ub294 \uc6d0\ubcf8 \ub370\uc774\ud130\ub97c \uad6c\uc131\ud558\uace0 \uc774\ub97c 3\ucc28\uc6d0\uc73c\ub85c \uc2dc\uac01\ud654\ud558\ub294 \ucf54\ub4dc\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">\r\nfrom sklearn.datasets import make_swiss_roll\r\nimport matplotlib.pyplot as plt\r\nfrom mpl_toolkits.mplot3d import Axes3D\r\n\r\nX, t = make_swiss_roll(n_samples=500, noise=0.1, random_state=3224)\r\n\r\nfig = plt.figure(figsize=(6, 5))\r\nax = fig.add_subplot(111, projection='3d')\r\nax.scatter(X[:, 0], X[:, 1], X[:, 2], c=t, cmap=plt.cm.hot)\r\nplt.show()\r\n<\/pre>\n<p>\uc704 \ucf54\ub4dc\uc758 \uacb0\uacfc\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/www.gisdeveloper.co.kr\/wp-content\/uploads\/2020\/08\/reduce_dim_1.png\" alt=\"\" width=\"2384\" height=\"2152\" class=\"aligncenter size-full wp-image-10058\" \/><\/p>\n<p>\ub370\uc774\ud130\ub294 \uc0ac\uc774\ud0b7\ub7f0\uc5d0\uc11c \uc81c\uacf5\ud558\ub294 \ub370\uc774\ud130\uc14b \uc911 \uc2a4\uc704\uc2a4\ub864\ub85c \uc2a4\ud380\uc9c0 \ucf00\uc775\uc744 \ub864\ucf00\uc775\ucc98\ub7fc \ub458\ub458 \ub9d0\uc544 \ub193\uc740 \ud615\ud0dc\uc778\ub370\uc694, \uc774\ub97c \ud3c9\uba74\uc73c\ub85c \ud3b4\uc11c \uc2dc\uac01\ud654\ud558\ub294 \ucf54\ub4dc\uc640 \uadf8 \uacb0\uacfc\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">\r\nplt.scatter(t, X[:, 1], c=t, cmap=plt.cm.hot)\r\nplt.show()\r\n<\/pre>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/www.gisdeveloper.co.kr\/wp-content\/uploads\/2020\/08\/reduce_dim_2.png\" alt=\"\" width=\"2342\" height=\"1714\" class=\"aligncenter size-full wp-image-10059\" \/><\/p>\n<p>\uc2a4\uc704\uc2a4\ub864 \ub370\uc774\ud130\uc14b\uc5d0 \ub300\ud55c \ucc28\uc6d0\ucd95\uc18c\uc5d0 \ub300\ud55c \ucd5c\uace0\uc758 \uacb0\uacfc\ub294 \ubc14\ub85c \uc704\uc758 \uacb0\uacfc\ub77c\uace0\ub3c4 \ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \uc774\ub7ec\ud55c \ud574\uc11d\uc740 2\ucc28\uc6d0\uc0c1\uc758 \uc2dc\uac01\ud654\ub77c\ub294 \uad00\uc810\uc5d0\uc11c\ub9cc \uad6d\ud55c\ub41c \uacb0\uacfc\uc785\ub2c8\ub2e4.<\/p>\n<p>\uc774\uc81c \uc2e4\uc81c \ucc28\uc6d0\ucd95\uc18c\uc5d0 \ub300\ud55c \ub2e4\uc591\ud55c \ubc29\ubc95\uc744 \ucf54\ub4dc\ub85c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uba3c\uc800 PCA\uc785\ub2c8\ub2e4.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">\r\nfrom sklearn.decomposition import PCA\r\nX_pca_reduced = PCA(n_components=2, random_state=42).fit_transform(X)\r\nplt.scatter(X_pca_reduced[:, 0], X_pca_reduced[:, 1], c=t, cmap=plt.cm.hot)\r\nplt.show()\r\n<\/pre>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/www.gisdeveloper.co.kr\/wp-content\/uploads\/2020\/08\/reduce_dim_3.png\" alt=\"\" width=\"2334\" height=\"1862\" class=\"aligncenter size-full wp-image-10060\" \/><\/p>\n<p>\ub2e4\uc74c\uc740 PCA\uc758 \ube44\uc120\ud615 \ubc84\uc804\uc778 Kernel PCA\uc785\ub2c8\ub2e4.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">\r\nfrom sklearn.decomposition import KernelPCA\r\n\r\nlin_pca = KernelPCA(n_components=2, kernel=\"linear\")\r\nrbf_pca = KernelPCA(n_components=2, kernel=\"rbf\", gamma=0.05)\r\nsig_pca = KernelPCA(n_components=2, kernel=\"sigmoid\", gamma=0.001, coef0=1)\r\n\r\nplt.figure(figsize=(11, 4))\r\nfor subplot, pca, title in (\r\n        (131, lin_pca, \"Linear kernel\"), \r\n        (132, rbf_pca, \"RBF kernel, $\\gamma=0.05$\"), \r\n        (133, sig_pca, \"Sigmoid kernel, $\\gamma=10^{-3}, r=1$\")):\r\n    X_reduced = pca.fit_transform(X)\r\n    if subplot == 132:\r\n        X_reduced_rbf = X_reduced\r\n    \r\n    plt.subplot(subplot)\r\n    plt.title(title, fontsize=14)\r\n    plt.scatter(X_reduced[:, 0], X_reduced[:, 1], c=t, cmap=plt.cm.hot)\r\n    plt.xlabel(\"$z_1$\", fontsize=18)\r\n    if subplot == 131:\r\n        plt.ylabel(\"$z_2$\", fontsize=18, rotation=0)\r\n\r\nplt.show()\r\n<\/pre>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/www.gisdeveloper.co.kr\/wp-content\/uploads\/2020\/08\/reduce_dim_4.png\" alt=\"\" width=\"5298\" height=\"1870\" class=\"aligncenter size-full wp-image-10062\" \/><\/p>\n<p>\uc704\uc758 \ucf54\ub4dc\ub294 3\uac00\uc9c0 \uc885\ub958\uc758 \ucee4\ub110\uc5d0 \ub300\ud55c PCA \uacb0\uacfc\ub97c \ud45c\ud604\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub2e4\uc74c\uc740 LLE \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud55c \ucc28\uc6d0\ucd95\uc18c\uc785\ub2c8\ub2e4. LLE\ub294 Locally Linear Embedding\uc73c\ub85c \uad6d\uc18c\uc801\uc778(\uc9c0\uc5ed\uc801\uc778) \uc0d8\ud50c \ub370\uc774\ud130\uac04 \uac70\ub9ac\ub97c \ucd5c\ub300\ud55c \ubcf4\uc874\ud558\uba70 \ucc28\uc6d0\uc744 \ucd95\uc18c\ud569\ub2c8\ub2e4. \ucf54\ub4dc \ubc0f \uadf8 \uacb0\uacfc\ub294 \uc544\ub798\uc640 \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">\r\nfrom sklearn.manifold import LocallyLinearEmbedding\r\n\r\nlle = LocallyLinearEmbedding(n_components=2, n_neighbors=10, random_state=3224)\r\nX_reduced = lle.fit_transform(X)\r\n\r\nplt.scatter(X_reduced[:, 0], X_reduced[:, 1], c=t, cmap=plt.cm.hot)\r\nplt.show()\r\n<\/pre>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/www.gisdeveloper.co.kr\/wp-content\/uploads\/2020\/08\/reducde_dim_5.png\" alt=\"\" width=\"2338\" height=\"1940\" class=\"aligncenter size-full wp-image-10063\" \/><\/p>\n<p>\ub2e4\uc74c\uc740 MDS\ub85c \ub2e4\ucc28\uc6d0 \uc2a4\ucf00\uc77c\ub9c1(Multi-Dimensional Scaling)\uc758 \uc57d\uc790\ub85c, \uc0d8\ud50c \ub370\uc774\ud130 \uac04\uc758 \uac70\ub9ac\ub974 \ubcf4\uc874\ud558\uba74\uc11c \ucc28\uc6d0\uc744 \ucd95\uc18c\ud569\ub2c8\ub2e4. \ucf54\ub4dc \uc608\uc640 \uadf8 \uacb0\uacfc\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">\r\nfrom sklearn.manifold import MDS\r\nmds = MDS(n_components=2, random_state=3224)\r\nX_reduced_mds = mds.fit_transform(X)\r\n\r\nplt.scatter(X_reduced_mds[:, 0], X_reduced_mds[:, 1], c=t, cmap=plt.cm.hot)\r\nplt.show()\r\n<\/pre>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/www.gisdeveloper.co.kr\/wp-content\/uploads\/2020\/08\/reduce_dim_5.png\" alt=\"\" width=\"2350\" height=\"1982\" class=\"aligncenter size-full wp-image-10064\" \/><\/p>\n<p>\ub2e4\uc74c\uc740 Isomap\uc744 \uc774\uc6a9\ud55c \ucc28\uc6d0\ucd95\uc18c\uc774\uba70, \uc774\ub294 \uac01 \uc0d8\ud50c\uc5d0\uc11c \uac00\uc7a5 \uac00\uae4c\uc6b4 \uc0d8\ud50c \uac04\uc758 \uac70\ub9ac, \ubcf4\ub2e4 \uc815\ud655\ud788\ub294 Geodesic Distance\ub97c \uc720\uc9c0\ud558\uba74\uc11c \ucc28\uc6d0\uc744 \ucd95\uc18c\ud569\ub2c8\ub2e4. \ucf54\ub4dc\uc640 \uadf8 \uacb0\uacfc\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">\r\nfrom sklearn.manifold import Isomap\r\nisomap = Isomap(n_components=2)\r\nX_reduced_isomap = isomap.fit_transform(X)\r\n\r\nplt.scatter(X_reduced_isomap[:, 0], X_reduced_isomap[:, 1], c=t, cmap=plt.cm.hot)\r\nplt.show()\r\n<\/pre>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/www.gisdeveloper.co.kr\/wp-content\/uploads\/2020\/08\/reduce_dim_6.png\" alt=\"\" width=\"2324\" height=\"1822\" class=\"aligncenter size-full wp-image-10065\" \/><\/p>\n<p>\ub354 \ub9ce\uc740 \ucc28\uc6d0\ucd95\uc18c \ubc29\ubc95\uc774 \uc874\uc7ac\ud558\uc9c0\ub9cc \uc774 \uae00\uc5d0\uc11c\ub294 \ub9c8\uc9c0\ub9c9\uc73c\ub85c t-SNE\uc744 \uc774\uc6a9\ud55c \ucc28\uc6d0\uac10\uc18c\ub97c \uc18c\uac1c\ud569\ub2c8\ub2e4. \uc8fc\ub85c \uc2dc\uac01\ud654\uc5d0 \ub9ce\uc774 \uc0ac\uc6a9\ub418\uba70 \uad70\uc9d1\ud654\ub41c \uacb0\uacfc\ub97c \uc2dc\uac01\uc801\uc73c\ub85c \ud45c\ud604\ud569\ub2c8\ub2e4. \ucf54\ub4dc\uc640 \uacb0\uacfc\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">\r\nfrom sklearn.manifold import TSNE\r\ntsne = TSNE(n_components=2, random_state=3224)\r\nX_reduced_tsne = tsne.fit_transform(X)\r\n\r\nplt.scatter(X_reduced_tsne[:, 0], X_reduced_tsne[:, 1], c=t, cmap=plt.cm.hot)\r\nplt.show()\r\n<\/pre>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/www.gisdeveloper.co.kr\/wp-content\/uploads\/2020\/08\/reduce_dim_7.png\" alt=\"\" width=\"2350\" height=\"1974\" class=\"aligncenter size-full wp-image-10066\" \/><\/p>\n<p>t-SNE\ub97c \uc774\uc6a9\ud55c \ub2e4\ub978 \uae00\uc740 \uc544\ub798\uc758 \ub9c1\ud06c\ub97c \ucc38\uc870\ud558\uc2dc\uae30 \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n<blockquote class=\"wp-embedded-content\" data-secret=\"HlFlxIhWZi\"><p><a href=\"http:\/\/www.gisdeveloper.co.kr\/?p=8909\">\uc7a0\uc7ac\ubca1\ud130(Latent) z\uc758 \uacf5\uac04\ubd84\ud3ec \uc2dc\uac01\ud654(Visualization)<\/a><\/p><\/blockquote>\n<p><iframe loading=\"lazy\" class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; clip: rect(1px, 1px, 1px, 1px);\" title=\"&#8220;\uc7a0\uc7ac\ubca1\ud130(Latent) z\uc758 \uacf5\uac04\ubd84\ud3ec \uc2dc\uac01\ud654(Visualization)&#8221; &#8212; GIS Developer\" src=\"http:\/\/www.gisdeveloper.co.kr\/?p=8909&#038;embed=true#?secret=FUdkaMz3MU#?secret=HlFlxIhWZi\" data-secret=\"HlFlxIhWZi\" width=\"525\" height=\"296\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\uba38\uc2e0\ub7ec\ub2dd\uc73c\ub85c \ud480\uace0\uc790 \ud558\ub294 \ubb38\uc81c\uc5d0 \ub300\ud55c \uc785\ub825\uac12, \uc989 \ud2b9\uc131\uc740 \uadf8 \uc0c1\ud669\uc5d0 \ub530\ub77c \uba87\uac1c\uc5d0\uc11c \uc218\ubc31, \uc218\ucc9c\ub9cc\uac1c \uc774\uc0c1\uc73c\ub85c \uc774\ub8e8\uc5b4\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub807\ub2e4\uace0 \uc774 \ubaa8\ub4e0 \ud2b9\uc131\uc774 \ubb38\uc81c \ud574\uacb0\uc744 \uc704\ud574 \uc911\uc694\ud55c \uac83\uc740 \uc544\ub2d9\ub2c8\ub2e4. \uc5b4\ub5a4 \ud2b9\uc131\uc740 \ubb38\uc81c \ud574\uacb0\uc5d0 \ubbf8\uce58\ub294 \uc601\ud5a5\uc774 \ubbf8\ubbf8\ud558\uac70\ub098 \uc544\uc608 \uc5c6\ub294 \uacbd\uc6b0\ub3c4 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7f4\ub54c \ubb38\uc81c \ud574\uacb0\uc5d0 \ubbf8\ubbf8\ud55c \uc601\ud5a5\uc744 \uac00\uc9c0\ub294 \ud2b9\uc131\uc740 \uc81c\uac70\ud558\ub294 \uac83\uc740 \ud574\ub2f9 \ubb38\uc81c\ub97c \ud480 \uc218 \uc788\ub294 \uac00\ub2a5\uc131\uc744 \ub192\uc5ec\uc900\ub2e4\ub294 &hellip; <\/p>\n<p class=\"link-more\"><a href=\"http:\/\/www.gisdeveloper.co.kr\/?p=10054\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;\ucc28\uc6d0 \ucd95\uc18c&#8221;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[132,1],"tags":[],"class_list":["post-10054","post","type-post","status-publish","format-standard","hentry","category-deep-machine-learning","category-uncategorized"],"_links":{"self":[{"href":"http:\/\/www.gisdeveloper.co.kr\/index.php?rest_route=\/wp\/v2\/posts\/10054","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/www.gisdeveloper.co.kr\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.gisdeveloper.co.kr\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.gisdeveloper.co.kr\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.gisdeveloper.co.kr\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=10054"}],"version-history":[{"count":6,"href":"http:\/\/www.gisdeveloper.co.kr\/index.php?rest_route=\/wp\/v2\/posts\/10054\/revisions"}],"predecessor-version":[{"id":10068,"href":"http:\/\/www.gisdeveloper.co.kr\/index.php?rest_route=\/wp\/v2\/posts\/10054\/revisions\/10068"}],"wp:attachment":[{"href":"http:\/\/www.gisdeveloper.co.kr\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=10054"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.gisdeveloper.co.kr\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=10054"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.gisdeveloper.co.kr\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=10054"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}