{"id":1101,"date":"2018-08-31T17:44:38","date_gmt":"2018-08-31T08:44:38","guid":{"rendered":"https:\/\/python-introduction.com\/?p=1101"},"modified":"2018-08-31T17:44:38","modified_gmt":"2018-08-31T08:44:38","slug":"python%e3%82%92%e4%bd%bf%e3%81%a3%e3%81%9fword2vec%e3%81%ae%e4%bd%bf%e3%81%84%e6%96%b9%e3%81%ab%e3%81%a4%e3%81%84%e3%81%a6%e3%82%8f%e3%81%8b%e3%82%8a%e3%82%84%e3%81%99%e3%81%8f%e8%a7%a3%e8%aa%ac","status":"publish","type":"post","link":"https:\/\/python-introduction.com\/?p=1101","title":{"rendered":"Python\u3092\u4f7f\u3063\u305fWord2vec\u306e\u4f7f\u3044\u65b9\u306b\u3064\u3044\u3066\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac"},"content":{"rendered":"<p>\u3053\u3053\u307e\u3067\u306e\u8a18\u4e8b\u3067Word2vec\u3068\u306f\u4f55\u304b<br \/>\n\u305d\u3057\u3066Word2vec\u3092\u5229\u7528\u3059\u308b\u305f\u3081\u306b\u4f7f\u3046gensim\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u65b9\u6cd5\u306b\u3064\u3044\u3066<br \/>\n\u89e3\u8aac\u3057\u3066\u304d\u307e\u3057\u305f\u3002<\/p>\n<p>\u21d2<a href=\"https:\/\/python-introduction.com\/?p=1084\" target=\"blank\">Word2vec\u3068\u306f\uff1f<\/a><br \/>\n\u21d2<a href=\"https:\/\/python-introduction.com\/?p=1090\" target=\"blank\">Word2vec(gensim)\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u65b9\u6cd5<\/a><\/p>\n<p>\u4eca\u56de\u306e\u8a18\u4e8b\u3067\u306fPython\u3092\u5229\u7528\u3057\u305fWord2vec\u306e\u4f7f\u3044\u65b9\u306b\u3064\u3044\u3066<br \/>\n\u8a73\u3057\u304f\u89e3\u8aac\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<h2>\u3010Python\u3011Word2vec\u306e\u4f7f\u3044\u65b9<\/h2>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"alignnone size-full wp-image-1105\" src=\"https:\/\/python-introduction.com\/wp-content\/uploads\/2018\/08\/pasokonikarudanse828.jpg\" alt=\"word2vec\" width=\"620\" height=\"414\" srcset=\"https:\/\/python-introduction.com\/wp-content\/uploads\/2018\/08\/pasokonikarudanse828.jpg 620w, https:\/\/python-introduction.com\/wp-content\/uploads\/2018\/08\/pasokonikarudanse828-300x200.jpg 300w\" sizes=\"(max-width: 620px) 100vw, 620px\" \/><\/p>\n<p>\u305d\u308c\u3067\u306fWord2vec\u306e\u4f7f\u3044\u65b9\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<p>\u307e\u305aJupyter notebook\u3092\u958b\u3044\u3066\u304f\u3060\u3055\u3044\u3002<br \/>\n\u305d\u3057\u3066\u65b0\u3057\u3044\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u3063\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"alignnone size-full wp-image-1107\" src=\"https:\/\/python-introduction.com\/wp-content\/uploads\/2018\/08\/word2vecrenshu830.jpg\" alt=\"word2vec\" width=\"453\" height=\"253\" srcset=\"https:\/\/python-introduction.com\/wp-content\/uploads\/2018\/08\/word2vecrenshu830.jpg 453w, https:\/\/python-introduction.com\/wp-content\/uploads\/2018\/08\/word2vecrenshu830-300x168.jpg 300w\" sizes=\"(max-width: 453px) 100vw, 453px\" \/><\/p>\n<p>\u79c1\u306fword2vecrenshu\u3068\u3044\u3046\u30d5\u30a1\u30a4\u30eb\u540d\u306b\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u305d\u3057\u305f\u3089\u6587\u7ae0\u3092\u6271\u3046\u305f\u3081\u306b<\/p>\n<pre class=\"brush: python; title: ; notranslate\" title=\"\">from janome.tokenizer import Tokenizer<\/pre>\n<p>\u3068\u5165\u529b\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"alignnone size-full wp-image-1108\" src=\"https:\/\/python-introduction.com\/wp-content\/uploads\/2018\/08\/tokenizer831.jpg\" alt=\"tokenizer\" width=\"389\" height=\"73\" srcset=\"https:\/\/python-introduction.com\/wp-content\/uploads\/2018\/08\/tokenizer831.jpg 389w, https:\/\/python-introduction.com\/wp-content\/uploads\/2018\/08\/tokenizer831-300x56.jpg 300w\" sizes=\"(max-width: 389px) 100vw, 389px\" \/><\/p>\n<p>\u4e0a\u8a18\u3001\u554f\u984c\u306a\u3051\u308c\u3070<br \/>\n\u5b9f\u884c\u3057\u3066\u3082\u4f55\u3082\u8868\u793a\u3055\u308c\u307e\u305b\u3093\u3002<\/p>\n<p>\u6b21\u306b<\/p>\n<pre class=\"brush: python; title: ; notranslate\" title=\"\">from gensim.models import word2vec<\/pre>\n<p>\u3068\u5165\u529b\u3057\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"alignnone size-full wp-image-1109\" src=\"https:\/\/python-introduction.com\/wp-content\/uploads\/2018\/08\/gensimtoke830.jpg\" alt=\"gensim\" width=\"372\" height=\"92\" srcset=\"https:\/\/python-introduction.com\/wp-content\/uploads\/2018\/08\/gensimtoke830.jpg 372w, https:\/\/python-introduction.com\/wp-content\/uploads\/2018\/08\/gensimtoke830-300x74.jpg 300w\" sizes=\"(max-width: 372px) 100vw, 372px\" \/><\/p>\n<p>gensim\u306e\u4e2d\u306b\u3042\u308bmodels\u3068\u3044\u3046python\u306e\u30d5\u30a1\u30a4\u30eb\u304b\u3089<br \/>\nword2cec\u306e\u30e2\u30c7\u30eb\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<p>\u6b21\u306b\u6b63\u898f\u8868\u73fe\u3082\u6271\u3044\u307e\u3059\u304b\u3089<\/p>\n<pre class=\"brush: python; title: ; notranslate\" title=\"\">import re<\/pre>\n<p>\u3068\u8a18\u8ff0\u3057\u5b9f\u884c\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p>re\u306f\u300eRegular Expression\uff08\u6b63\u898f\u8868\u73fe\uff09\u300f<br \/>\n\u306e\u3053\u3068\u3067\u3059\u3002<\/p>\n<p>\u6b21\u306b\u7df4\u7fd2\u306e\u305f\u3081<br \/>\n\u8457\u4f5c\u6a29\u306e\u5207\u308c\u305f\u3001\u554f\u984c\u306a\u3044\u66f8\u7c4d\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u307e\u3057\u3087\u3046\u3002<br \/>\n\u307e\u305a\u306f\u3053\u3061\u3089\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<br \/>\n\u21d2<a href=\"https:\/\/www.aozora.gr.jp\/siryo1.html\" target=\"blank\">\u8457\u4f5c\u6a29\u306e\u6d88\u6ec5\u3057\u305f\u4f5c\u5bb6\u540d<\/a><\/p>\n<p>\u3053\u306e\u4e2d\u3067\u8208\u5473\u306e\u3042\u308b\u4f5c\u5bb6\u3055\u3093\u306e\u66f8\u7c4d\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u307e\u3057\u3087\u3046\u3002<br \/>\n\u3053\u3061\u3089\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<br \/>\n\u21d2<a href=\"https:\/\/www.aozora.gr.jp\/index_pages\/person_a.html\" target=\"blank\">\u9752\u7a7a\u6587\u5eab<\/a><\/p>\n<p>\u79c1\u306f\u77f3\u6a4b \u5fcd\u6708\u5148\u751f\u306e\u7f6a\u904e\u8ad6\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u307e\u3057\u305f\u3002<br \/>\n<img decoding=\"async\" loading=\"lazy\" class=\"alignnone size-full wp-image-1111\" src=\"https:\/\/python-introduction.com\/wp-content\/uploads\/2018\/08\/zaikaronnn830.jpg\" alt=\"\u7f6a\u904e\u8ad6\" width=\"620\" height=\"199\" srcset=\"https:\/\/python-introduction.com\/wp-content\/uploads\/2018\/08\/zaikaronnn830.jpg 620w, https:\/\/python-introduction.com\/wp-content\/uploads\/2018\/08\/zaikaronnn830-300x96.jpg 300w\" sizes=\"(max-width: 620px) 100vw, 620px\" \/><\/p>\n<p>zip\u30d5\u30a1\u30a4\u30eb\u306b\u306a\u3063\u3066\u3044\u308b\u306e\u3067<br \/>\n\u89e3\u51cd\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p>\u305d\u3057\u3066\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u3060\u3051\u53d6\u308a\u51fa\u3057\u3066\u304f\u3060\u3055\u3044\u3002<br \/>\n\u6b21\u306bJupyter notebook\u4e0a\u306b\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u3092<br \/>\n\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n<p>\u4ee5\u4e0b\u306eupload\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"alignnone size-full wp-image-1112\" src=\"https:\/\/python-introduction.com\/wp-content\/uploads\/2018\/08\/soihohi830.jpg\" alt=\"\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\" width=\"620\" height=\"113\" srcset=\"https:\/\/python-introduction.com\/wp-content\/uploads\/2018\/08\/soihohi830.jpg 620w, https:\/\/python-introduction.com\/wp-content\/uploads\/2018\/08\/soihohi830-300x55.jpg 300w\" sizes=\"(max-width: 620px) 100vw, 620px\" \/>\u79c1\u306e\u5834\u5408\u306b\u6b21\u306b<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"alignnone size-full wp-image-1113\" src=\"https:\/\/python-introduction.com\/wp-content\/uploads\/2018\/08\/zaikaronnn830-1.jpg\" alt=\"\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\" width=\"620\" height=\"429\" srcset=\"https:\/\/python-introduction.com\/wp-content\/uploads\/2018\/08\/zaikaronnn830-1.jpg 620w, https:\/\/python-introduction.com\/wp-content\/uploads\/2018\/08\/zaikaronnn830-1-300x208.jpg 300w\" sizes=\"(max-width: 620px) 100vw, 620px\" \/><\/p>\n<p>\u306f\u3001\u30c7\u30b9\u30af\u30c8\u30c3\u30d7\u4e0a\u306b\u3042\u308b\u306e\u3067\u30c7\u30b9\u30af\u30c8\u30c3\u30d7\u3092\u30af\u30ea\u30c3\u30af\u3057<br \/>\n\u76ee\u7684\u306e\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u3092\u30af\u30ea\u30c3\u30af\u3057\u958b\u304f\u3092\u62bc\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p>\u305d\u3057\u3066\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n<p>\u6b21\u306b<\/p>\n<pre class=\"brush: python; title: ; notranslate\" title=\"\">binarydata = open('zaikaron.txt', 'rb').read()<\/pre>\n<p>\u5148\u307b\u3069\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u305f\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u307f\u8fbc\u307e\u305b\u307e\u3059\u3002<br \/>\n\u5b9f\u884c\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n<p>\u305d\u3057\u305f\u3089<br \/>\n\u30c7\u30fc\u30bf\u578b\u3092\u6587\u5b57\u5217\u578b\u306b\u5909\u63db\u3055\u305b\u307e\u3059\u3002<br \/>\n\u3053\u3053\u5927\u4e8b\u3067\u3059\u3002<\/p>\n<pre class=\"brush: python; title: ; notranslate\" title=\"\">text = binarydata.decode('shift_jis')<\/pre>\n<p>\u5148\u307b\u3069\u306e\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u306e\u307e\u307e\u3060\u3068<br \/>\nPython\u306e\u5834\u5408\u3001\u6587\u5b57\u5316\u3051\u3057\u3066\u3057\u307e\u3044\u307e\u3059\u304b\u3089\u3002<\/p>\n<p>\u6b21\u306b\u6587\u7ae0\u304b\u3089\u7121\u99c4\u306a\u30c7\u30fc\u30bf\u3092\u6d88\u3057\u3066\u3044\u304d\u307e\u3059\u3002<br \/>\n<img decoding=\"async\" loading=\"lazy\" class=\"alignnone size-full wp-image-1114\" src=\"https:\/\/python-introduction.com\/wp-content\/uploads\/2018\/08\/mudanamoji830.jpg\" alt=\"\u7121\u99c4\u306a\u6587\u5b57\" width=\"477\" height=\"387\" srcset=\"https:\/\/python-introduction.com\/wp-content\/uploads\/2018\/08\/mudanamoji830.jpg 477w, https:\/\/python-introduction.com\/wp-content\/uploads\/2018\/08\/mudanamoji830-300x243.jpg 300w\" sizes=\"(max-width: 477px) 100vw, 477px\" \/><\/p>\n<p>\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u3067\u3001\u51fa\u3060\u3057\u306e\u3068\u3053\u308d\u306f<br \/>\n\u672c\u6587\u3068\u306f\u95a2\u4fc2\u306a\u3044\u8aac\u660e\u306a\u306e\u3067\u4e0d\u8981\u3067\u3059\u3002<br \/>\n\u3042\u3068\u3001\u30d5\u30ea\u30ac\u30ca\u3082\u4e0d\u8981\u3067\u3059\u3002<\/p>\n<p>\u305d\u3046\u3044\u3063\u305f\u90e8\u5206\u3092\u6b63\u898f\u8868\u73fe\u3092\u4f7f\u3063\u3066\u524a\u9664\u3057\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n<p>\u6b63\u898f\u8868\u73fe\u306b\u3064\u3044\u3066\u306f\u3053\u3061\u3089\u306e\u8a18\u4e8b\u3067\u8a73\u3057\u304f\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002<br \/>\n\u21d2<a href=\"https:\/\/python-introduction.com\/?p=862\" target=\"blank\">\u3010Python\u3011\u6b63\u898f\u8868\u73fe\u3092\u4f7f\u3063\u3066\u6587\u5b57\u5217\u3092\u7f6e\u63db\u3048\u308b\u65b9\u6cd5\u307e\u3068\u3081<\/a><\/p>\n<pre class=\"brush: python; title: ; notranslate\" title=\"\">text = re.split(r'\\-{4,}',text)[2]<\/pre>\n<p>\u4e0a\u8a18\u306f\u6b63\u898f\u8868\u73fe\u3067\u3059\u3002<br \/>\nre\u306f\u6b63\u898f\u8868\u73fe\u3092\u610f\u5473\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u305d\u3057\u3066split\u3068\u3044\u3046\u95a2\u6570\u3092\u4f7f\u3044\u307e\u3059\u3002<br \/>\n\\-{4<br \/>\n\u306f-\uff08\u30cf\u30a4\u30d5\u30f3\uff09\u304c4\u3064\u4ee5\u4e0a\u3042\u3063\u305f\u3089\u524a\u9664\u3059\u308b\u3068\u3044\u3046\u610f\u5473\u3067\u3059\u3002<\/p>\n<p>[2]\u306f\u30cf\u30a4\u30d5\u30f3\u3092\u5883\u306b\u3057\u30663\u756a\u76ee\u306e\u584a\u3092\u53d6\u308a\u51fa\u3059\u3068\u3044\u3046\u610f\u5473\u3067\u3059\u3002<\/p>\n<p>\u305d\u308c\u304b\u3089\u3001\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u306e\u6700\u5f8c\u306e\u90e8\u5206\u3092<br \/>\n\u524a\u9664\u3057\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<br \/>\n<img decoding=\"async\" loading=\"lazy\" class=\"alignnone size-full wp-image-1116\" src=\"https:\/\/python-introduction.com\/wp-content\/uploads\/2018\/08\/teihon830.jpg\" alt=\"\u5e95\u672c\" width=\"513\" height=\"258\" srcset=\"https:\/\/python-introduction.com\/wp-content\/uploads\/2018\/08\/teihon830.jpg 513w, https:\/\/python-introduction.com\/wp-content\/uploads\/2018\/08\/teihon830-300x151.jpg 300w\" sizes=\"(max-width: 513px) 100vw, 513px\" \/><\/p>\n<p>\u5e95\u672c\u3068\u66f8\u3044\u3066\u3042\u308b\u4ee5\u4e0b\u306e\u3068\u3053\u308d\u304c\u4e0d\u8981\u3067\u3059\u3002<\/p>\n<p>\u306a\u306e\u3067\u3001<\/p>\n<pre class=\"brush: python; title: ; notranslate\" title=\"\">text = re.split(r'\u5e95\u672c\uff1a',text)[0]<\/pre>\n<p>\u3068\u8a18\u8f09\u3057\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u3088\u3046\u306b\u8a18\u8ff0\u3059\u308b\u3053\u3068\u3067<br \/>\n\u300e\u5e95\u672c\uff1a\u300f\u4ee5\u4e0b\u306e\u6587\u7ae0\u304c\u3059\u3079\u3066\u524a\u9664\u3055\u308c\u307e\u3059\u3002<\/p>\n<p>\u6b21\u306b\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u306b\u3042\u308b\u7121\u99c4\u306a\u30b9\u30da\u30fc\u30b9\u3092\u524a\u9664\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"brush: python; title: ; notranslate\" title=\"\">text = text.strip()<\/pre>\n<p>\u3068\u8a18\u8f09\u3057\u5b9f\u884c\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<h2>Python\u3092\u4f7f\u3063\u305fWord2vec\u306e\u4f7f\u3044\u65b9<\/h2>\n<p>\u305d\u308c\u3067\u306f\u5f62\u614b\u7d20\u89e3\u6790\u3092\u884c\u3046\u6e96\u5099\u3068\u3057\u3066<\/p>\n<pre class=\"brush: python; title: ; notranslate\" title=\"\">x = Tokenizer()<\/pre>\n<p>\u3068\u5165\u529b\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p>Tokenizer\u3092\u521d\u671f\u5316\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u5f62\u614b\u7d20\u89e3\u6790\u3092\u5b9f\u884c\u3059\u308b\u5834\u5408\u306b\u306f<br \/>\n\u3053\u3061\u3089\u306e\u8a18\u4e8b\u3067\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002<br \/>\n\u21d2<a href=\"https:\/\/python-introduction.com\/?p=926\" target=\"blank\">\u5f62\u614b\u7d20\u89e3\u6790\u3068\u306f\uff1fPython\u304a\u3059\u3059\u3081\u306e\u5f62\u614b\u7d20\u89e3\u6790\u30c4\u30fc\u30eb\u306f\uff1f<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"\u3053\u3053\u307e\u3067\u306e\u8a18\u4e8b\u3067Word2vec\u3068\u306f\u4f55\u304b \u305d\u3057\u3066Word2vec\u3092\u5229\u7528\u3059\u308b\u305f\u3081\u306b\u4f7f\u3046gensim\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u65b9\u6cd5\u306b\u3064\u3044\u3066 \u89e3\u8aac\u3057\u3066\u304d\u307e\u3057\u305f\u3002 \u21d2Word2vec\u3068\u306f\uff1f \u21d2Word2vec(gensim)\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059 [&hellip;]","protected":false},"author":1,"featured_media":1102,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[105],"tags":[3,107,13],"_links":{"self":[{"href":"https:\/\/python-introduction.com\/index.php?rest_route=\/wp\/v2\/posts\/1101"}],"collection":[{"href":"https:\/\/python-introduction.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/python-introduction.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/python-introduction.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/python-introduction.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1101"}],"version-history":[{"count":5,"href":"https:\/\/python-introduction.com\/index.php?rest_route=\/wp\/v2\/posts\/1101\/revisions"}],"predecessor-version":[{"id":1118,"href":"https:\/\/python-introduction.com\/index.php?rest_route=\/wp\/v2\/posts\/1101\/revisions\/1118"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/python-introduction.com\/index.php?rest_route=\/wp\/v2\/media\/1102"}],"wp:attachment":[{"href":"https:\/\/python-introduction.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1101"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/python-introduction.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1101"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/python-introduction.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1101"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}