{"id":2167,"date":"2019-08-25T18:58:00","date_gmt":"2019-08-25T09:58:00","guid":{"rendered":"https:\/\/tnishimaki.com\/?p=2167"},"modified":"2025-06-08T22:25:46","modified_gmt":"2025-06-08T13:25:46","slug":"python%e3%81%a7%e6%96%87%e7%ab%a0%e4%b8%ad%e3%81%ae%e9%a0%bb%e5%87%ba%e5%8d%98%e8%aa%9e%e3%82%92%e6%8a%bd%e5%87%ba%e3%81%97%e3%81%a6%e3%81%bf%e3%82%8b","status":"publish","type":"post","link":"https:\/\/analysis-navi.com\/?p=2167","title":{"rendered":"Python\u3067\u6587\u7ae0\u4e2d\u306e\u983b\u51fa\u5358\u8a9e\u3092\u62bd\u51fa\u3059\u308b\u65b9\u6cd5"},"content":{"rendered":"\n<p>\u6587\u7ae0\u306e\u4e2d\u306b\u51fa\u3066\u304f\u308b\u983b\u51fa\u5358\u8a9e\u306e\u30ab\u30a6\u30f3\u30c8\u65b9\u6cd5\u3067\u3059\u3002<br>\u30b7\u30f3\u30d7\u30eb\u306a\u5206\u6790\u3067\u306f\u3042\u308a\u307e\u3059\u304c\u3001\u983b\u51fa\u5358\u8a9e\u304c\u5206\u304b\u308b\u3060\u3051\u3067\u3082\u305d\u306e\u6587\u7ae0\u30c7\u30fc\u30bf\u306e\u6301\u3064\u50be\u5411\u3092\u5927\u307e\u304b\u306b\u77e5\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4eca\u56de\u306f\u4f8b\u984c\u3068\u3057\u3066\u3001\u590f\u76ee\u6f31\u77f3<strong>\u300c\u3053\u3053\u308d\u300d<\/strong>\u306b\u51fa\u3066\u304f\u308b\u983b\u51fa\u5358\u8a9e\u30e9\u30f3\u30ad\u30f3\u30b0\u3092Python\u3067\u4f5c\u6210\u3057\u3066\u307f\u307e\u3059\u3002<br>(\u30c7\u30fc\u30bf\u306f<a href=\"https:\/\/www.aozora.gr.jp\/\">\u9752\u7a7a\u6587\u5eab<\/a>\u304b\u3089\u62dd\u501f\u3044\u305f\u3057\u307e\u3057\u305f\u3002)<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f<\/h2>\n\n\n\n<p>\u307e\u305a\u306f\u30c7\u30fc\u30bf\u3092\u53d6\u308a\u8fbc\u307f\u307e\u3059\u3002<br>\u53d6\u308a\u8fbc\u3080\u30c7\u30fc\u30bf\u306b\u3088\u3063\u3066\u306f\u8868\u8a18\u63fa\u308c\u5bfe\u7b56\u306a\u3069\u306e\u30c7\u30fc\u30bf\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u304c\u5fc5\u8981\u3067\u3059\u3002<br>\u304c\u3001\u672c\u8a18\u4e8b\u306e\u30e1\u30a4\u30f3\u30c6\u30fc\u30de\u3067\u306f\u306a\u3044\u306e\u3067\u305d\u3061\u3089\u306b\u95a2\u3057\u3066\u306f\u4e0b\u8a18\u306e\u8a18\u4e8b\u3092\u3054\u53c2\u7167\u304f\u3060\u3055\u3044\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=3093\n<\/div><\/figure>\n\n\n\n<p>\u4eca\u56de\u306f\u3001\u9752\u7a7a\u6587\u5eab\u306e\u5185\u5bb9\u3092\u30c6\u30ad\u30b9\u30c8\u306b\u66f8\u304d\u51fa\u3057\u305f\u3082\u306e\u3092\u8aad\u307f\u8fbc\u307f\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">#\u590f\u76ee\u6f31\u77f3\u300c\u3053\u3053\u308d\u300d\u306e\u53d6\u308a\u8fbc\u307f\nf = open('kokoro.txt')\ntext = f.read()  # \u30d5\u30a1\u30a4\u30eb\u7d42\u7aef\u307e\u3067\u5168\u3066\u8aad\u3093\u3060\u30c7\u30fc\u30bf\u3092\u8fd4\u3059\nf.close()<\/pre>\n\n\n\n<p>\u3053\u308c\u3067\u3001\u5909\u6570text\u306b\u6587\u7ae0\u3059\u3079\u3066\u304c\u683c\u7d0d\u3055\u308c\u307e\u3059\u3002\u6ec5\u8336\u82e6\u8336\u9577\u3044\u6587\u5b57\u5217\u306b\u306a\u308a\u307e\u3059\u304c\u3001\u3053\u308c\u304f\u3089\u3044(\u7d0423\u4e07\u5b57)\u306a\u3089\u96e3\u306a\u304f\u51e6\u7406\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5f62\u614b\u7d20\u89e3\u6790\u306e\u5b9f\u884c<\/h2>\n\n\n\n<p><strong><span style=\"background-color: #87cefa;\">\u5f62\u614b\u7d20\u89e3\u6790\u3068\u3044\u3046\u306e\u306f\u6587\u7ae0\u3092\u5358\u8a9e\u3054\u3068\u306b\u5206\u5272\u3059\u308b\u4f5c\u696d<\/span><\/strong>\u306e\u4e8b\u3092\u8a00\u3044\u307e\u3059\u3002<br>\u82f1\u8a9e\u306a\u3069\u306f\u5358\u8a9e\u3054\u3068\u306b\u30b9\u30da\u30fc\u30b9\u304c\u5165\u3063\u3066\u3044\u308b\u306e\u3067\u3053\u306e\u4f5c\u696d\u306f\u4e0d\u8981\u3067\u3059\u304c\u3001\u65e5\u672c\u8a9e\u3084\u4e2d\u56fd\u8a9e\u306b\u304a\u3044\u3066\u306f\u307e\u305a<strong>\u300c\u6587\u7ae0\u3092\u5358\u8a9e\u3054\u3068\u306b\u5206\u5272\u300d<\/strong>\u3059\u308b\u4f5c\u696d\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u5f62\u614b\u7d20\u89e3\u6790\u3092\u884c\u3048\u308b\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u8272\u3005\u3042\u308a\u307e\u3059\u304c\u3001\u4eca\u56de\u306f<strong>MeCab<\/strong>\u3092\u7528\u3044\u3066\u5206\u5272\u3057\u3066\u307f\u307e\u3059\u3002<br>\u203bJanome\u306b\u304a\u3051\u308b\u5b9f\u884c\u306f<a href=\"https:\/\/analysis-navi.com\/?p=688\">\u3053\u3061\u3089<\/a>\u306b\u3066\u3002<\/p>\n\n\n\n<p>\u3061\u306a\u307f\u306b\u3001<strong><span style=\"background-color: #87cefa;\">\u65b0\u8a9e\u3092\u591a\u6570\u8ffd\u52a0\u3057\u305f\u300cmecab-ipadic-neologd\u300d\u3068\u3044\u3046\u30d1\u30c3\u30b1\u30fc\u30b8\u3082\u3042\u308b<\/span><\/strong>\u306e\u3067\u3059\u304c\u3001\u4eca\u56de\u7528\u3044\u308b\u306e\u306f\u5927\u6b63\u6642\u4ee3\u306e\u6587\u5b66\u3068\u3044\u3046\u3053\u3068\u3067\u6562\u3048\u3066\u4f7f\u308f\u306a\u3044\u3067\u304a\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>(\u8a66\u3057\u306b\u3084\u3063\u3066\u307f\u305f\u306e\u3067\u3059\u304c\u3001<strong>\u300c\u3042\u306a\u305f\u306b\u300d<\/strong>\u3067\u4e00\u8a9e\u306b\u306a\u3063\u3066\u3057\u307e\u3063\u305f\u308a\u3057\u307e\u3059\u3002\u304a\u305d\u3089\u304f\u540c\u540d\u306e\u66f2\u540d\u304c\u3042\u308b\u306e\u3067\u3001\u56fa\u6709\u540d\u8a5e\u3068\u5224\u65ad\u3055\u308c\u305f\u306e\u3067\u3057\u3087\u3046\u3002)<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">#MeCab\u3067\u5206\u5272\nimport MeCab\nm = MeCab.Tagger ('-Ochasen')\n\nnode = m.parseToNode(text)\nwords=[]\nwhile node:\n    words.append(node.surface)\n    node = node.next<\/pre>\n\n\n\n<p>\u300cnode.surface\u300d\u306f\u6b21\u3005\u3068\u5358\u8a9e\u3092\u53d6\u5f97\u3057\u3066\u3086\u304f\u3053\u3068\u304c\u3067\u304d\u3001\u305d\u308c\u3092\u300cwords\u300d\u3068\u3044\u3046\u30ea\u30b9\u30c8\u306b\u3069\u3093\u3069\u3093\u8ffd\u52a0\u3057\u3066\u3044\u304d\u307e\u3059\u3002<br>print(words)\u3068\u3059\u308b\u3068\u3001<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">['\u79c1', '\u306a\u3069', '\u306f', '\u3068\u3066\u3082', '\u4f7f\u3046',...<\/pre>\n\n\n\n<p>\u3068\u3001\u6587\u7ae0\u304c\u5358\u8a9e\u3054\u3068\u306b\u5206\u5272\u3055\u308c\u3066\u3044\u308b\u4e8b\u304c\u5206\u304b\u308b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u983b\u51fa\u5358\u8a9e\u306e\u30ab\u30a6\u30f3\u30c8<\/h2>\n\n\n\n<p>\u65b9\u6cd5\u306f\u591a\u3005\u3042\u308a\u307e\u3059\u304c\u3001\u6700\u3082\u30dd\u30d4\u30e5\u30e9\u30fc\u3067\u7c21\u5358\u306a\u306e\u306f<strong>collections<\/strong>\u30e1\u30bd\u30c3\u30c9\u3092\u4f7f\u7528\u3059\u308b\u65b9\u6cd5\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">#\u5358\u8a9e\u306e\u6570\u30ab\u30a6\u30f3\u30c8\nimport collections\nc = collections.Counter(words)\nprint(c.most_common(20))<\/pre>\n\n\n\n<p>\u3053\u308c\u3060\u3051\u3067\u3059\u3002<br><strong>most_common()<\/strong>\u30e1\u30bd\u30c3\u30c9\u3092\u7528\u3044\u308b\u3068\u3001\u4f7f\u308f\u308c\u3066\u3044\u308b\u56de\u6570\u304c\u591a\u3044\u5358\u8a9e\u304b\u3089\u9806\u756a\u306b\u53d6\u5f97\u3067\u304d\u307e\u3059\u3002<br>\u30ab\u30c3\u30b3\u306e\u4e2d\u306b\u6570\u5b57\u3092\u5165\u308c\u308c\u3070\u3001\u4f7f\u308f\u308c\u3066\u3044\u308b\u56de\u6570\u304c\u591a\u3044\u65b9\u304b\u3089\u9806\u756a\u306bn\u500b\u3060\u3051\u53d6\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<br>\u3064\u307e\u308a\u4e0a\u306e\u66f8\u304d\u65b9\u3060\u3068TOP20\u304c\u53d6\u5f97\u3067\u304d\u307e\u3059\u3002<br>\u3067\u306f\u7d50\u679c\u3092\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">[('\u305f', 2038), ('\u3002', 1901), ('\u306e', 1885), ('\u306f', 1600), ('\u306b', 1362), ('\u3066', 1170), ('\u3001', 1108), ('\u79c1', 1098), ('\u3092', 1084), ('\u304c', 829), ('\u3068', 723), ('\\u3000', 682), ('\u300c', 603), ('\u300d', 557), ('\u3067', 527), ('\u3057', 512), ('\u3082', 483), ('\u306a\u3044', 455), ('\u3067\u3059', 446), ('\u5148\u751f', 356)]<\/pre>\n\n\n\n<p>\u4f7f\u7528\u983b\u5ea6\u304c\u591a\u3044\u5358\u8a9e\u3068\u3001\u305d\u306e\u56de\u6570\u304c\u30da\u30a2\u3067\u53d6\u5f97\u3067\u304d\u3066\u3044\u307e\u3059\u306d\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4f7f\u7528\u3059\u308b\u54c1\u8a5e\u3092\u7d5e\u308b<\/h2>\n\n\n\n<p>\u3055\u3066\u3001\u4e0a\u306e\u7d50\u679c\u3092\u898b\u308b\u3068\u3001\u300c\u3066\u306b\u3092\u306f\u300d\u306e\u3088\u3046\u306a\u52a9\u8a5e\u306a\u3069\u3001<strong><span style=\"background-color: #87cefa;\">\u300c\u305d\u308a\u3083\u591a\u3044\u3088\u306d\u300d\u3068\u3044\u3046\u8a00\u8449\u3070\u304b\u308a<\/span><\/strong>\u3067\u3059\u3002<br>\u3069\u3046\u3082\u3001\u4f7f\u3046\u54c1\u8a5e\u3092\u7d5e\u3063\u3066\u3042\u3052\u305f\u307b\u3046\u304c\u826f\u3055\u305d\u3046\u3067\u3059\u3002<br>\u3068\u3044\u3046\u3053\u3068\u3067\u3001<strong><span style=\"background-color: #87cefa;\">\u5358\u8a9e\u3092\u62bd\u51fa\u3059\u308b\u6bb5\u968e\u3067\u3001\u6307\u5b9a\u3057\u305f\u54c1\u8a5e\u306e\u5358\u8a9e\u3060\u3051\u53d6\u3063\u3066\u304f\u308b<\/span><\/strong>\u3088\u3046\u306b\u3057\u307e\u3057\u3087\u3046\u3002<br>\u4eca\u56de\u306f\u8a66\u3057\u306b\u3001\u540d\u8a5e\u30fb\u52d5\u8a5e\u30fb\u5f62\u5bb9\u8a5e\u3060\u3051\u3092\u53d6\u308a\u51fa\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001\u300c\u6765\u308b\u300d\u300c\u6765\u3066\u300d\u300c\u6765\u305f\u3089\u300d\u306a\u3069\u3001<strong><span style=\"background-color: #87cefa;\">\u6d3b\u7528\u304c\u9055\u3046\u3060\u3051\u3067\u539f\u578b\u306f\u540c\u3058\u5358\u8a9e\u30821\u3064\u3068\u3057\u3066\u6570\u3048\u305f\u3044<\/span><\/strong>\u6240\u3067\u3059\u3002<br>\u4ee5\u4e0a\u3092\u8e0f\u307e\u3048\u3066\u3001\u5358\u8a9e\u62bd\u51fa\u306e\u30e1\u30bd\u30c3\u30c9\u3092\u5c11\u3005\u4f5c\u308a\u5909\u3048\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">#MeCab\u3067\u5206\u5272\nimport MeCab\nm = MeCab.Tagger ('-Ochasen')\n\nnode = m.parseToNode(text)\nwords=[]\nwhile node:\n    hinshi = node.feature.split(\",\")[0]\n    if hinshi in [\"\u540d\u8a5e\",\"\u52d5\u8a5e\",\"\u5f62\u5bb9\u8a5e\"]:\n        origin = node.feature.split(\",\")[6]\n        words.append(origin)\n    node = node.next<\/pre>\n\n\n\n<p>\u300cnode.feature\u300d\u306b\u306f\u5358\u8a9e\u306e\u54c1\u8a5e\u306a\u3069\u306e\u60c5\u5831\u304c\u30ab\u30f3\u30de\u533a\u5207\u308a\u3067\u5165\u3063\u3066\u3044\u307e\u3059\u3002<br>0\u756a\u76ee\u306b\u54c1\u8a5e\u540d\u30016\u756a\u76ee\u306b\u539f\u578b\u30c7\u30fc\u30bf\u304c\u5165\u3063\u3066\u3044\u307e\u3059\u3002<br>\u305d\u308c\u3092\u8e0f\u307e\u3048\u3066\u3001<strong><span style=\"background-color: #87cefa;\">node.feature\u306e0\u756a\u76ee\u304c\u540d\u8a5e\u30fb\u52d5\u8a5e\u30fb\u5f62\u5bb9\u8a5e\u3060\u3063\u305f\u3089\u305d\u306e6\u756a\u76ee\u3092\u30d4\u30c3\u30af\u30a2\u30c3\u30d7\u3059<\/span><\/strong>\u308b\u3001\u3068\u3044\u3046\u51e6\u7406\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3042\u3068\u306f\u540c\u69d8\u306b\u3001collections\u30e1\u30bd\u30c3\u30c9\u3092\u4f7f\u3046\u3068\u3002\u3002\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">[('\u79c1', 1098), ('\u3059\u308b', 657), ('\u3044\u308b', 494), ('\u306e', 465), ('\u5148\u751f', 356), ('\u3044\u3046', 276), ('\u4e8b', 238), ('\u306a\u308b', 216), ('\u3042\u308b', 200), ('\u3088\u3046', 178), ('\u5965\u3055\u3093', 176), ('\u3093', 175), ('\u305d\u308c', 166), ('\u4eba', 142), ('\u3082\u306e', 142), ('\u6642', 141), ('\u7236', 134), ('\u6765\u308b', 132), ('\u308c\u308b', 128), ('\u601d\u3046', 115)]<\/pre>\n\n\n\n<p>\u3053\u308c\u3060\u3068\u3001\u5148\u307b\u3069\u3068\u9055\u3063\u3066\u6587\u7ae0\u306e\u7279\u5fb4\u304c\u53d6\u308c\u3066\u3044\u308b\u3088\u3046\u306b\u898b\u3048\u307e\u3059\u3002<br>\u3053\u308c\u3060\u3051\u3067\u6587\u4e2d\u306b\u51fa\u73fe\u3059\u308b\u767b\u5834\u4eba\u7269\u306a\u3069\u306f\u3088\u304f\u5206\u304b\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u3042\u3068\u306f\u300c&#8221;\u3059\u308b&#8221;\u3001&#8221;\u3044\u308b&#8221;\u306a\u3069\u306e\u52d5\u8a5e\u3082\u6392\u9664\u3057\u305f\u65b9\u304c\u3088\u3044\u304b\u306a\u300d\u300c\u540d\u8a5e\u306e\u4e2d\u3067\u3082&#8221;\u4e00\u822c\u540d\u8a5e&#8221;\u3001&#8221;\u56fa\u6709\u540d\u8a5e&#8221;\u300d\u306a\u3069\u8272\u3005\u3042\u308b\u306e\u3067\u3001\u305d\u308c\u3082\u7d5e\u308d\u3046\u304b\u306a\u300d\u306a\u3069\u3001<strong><span style=\"background-color: #87cefa;\">\u6271\u3046\u30c7\u30fc\u30bf\u3084\u6b32\u3057\u3044\u5206\u6790\u7d50\u679c\u306b\u3088\u3063\u3066\u5834\u5408\u5834\u5408\u3067\u5bfe\u5fdc<\/span><\/strong>\u3057\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7d50\u679c\u306e\u30b0\u30e9\u30d5\u5316<\/h2>\n\n\n\n<p>\u6700\u5f8c\u306b\u3001\u7d50\u679c\u3092\u30b0\u30e9\u30d5\u306b\u3057\u3066\u5206\u304b\u308a\u3084\u3059\u304f\u8868\u793a\u3057\u3066\u307f\u307e\u3059\u3002<br>seaborn\u306e<strong>countplot<\/strong>\u30e1\u30bd\u30c3\u30c9\u3092\u4f7f\u3048\u3070\u7c21\u5358\u3067\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">import seaborn as sns\nimport matplotlib.pyplot as plt\n\nsns.set(context=\"talk\")\nfig = plt.subplots(figsize=(8, 8))\n\nsns.countplot(y=words,order=[i[0] for i in c.most_common(20)])<\/pre>\n\n\n\n<p>\u5f15\u6570\u3068\u3057\u3066\u300c\u5358\u8a9e\u3092\u30ea\u30b9\u30c8\u306b\u683c\u7d0d\u3057\u305f\u5909\u6570\u300d(\u4eca\u56de\u3067\u8a00\u3048\u3070words)\u3092\u4e0e\u3048\u308c\u3070\u3001\u5358\u8a9e\u306e\u6570\u3092\u30ab\u30a6\u30f3\u30c8\u3057\u3066\u304f\u308c\u307e\u3059\u3002<br>\u307e\u305f\u3001\u51fa\u73fe\u56de\u6570\u304c\u5927\u304d\u3044\u9806\u306b\u4e26\u3073\u66ff\u3048\u305f\u65b9\u304c\u898b\u3084\u3059\u3044\u306e\u3067\u3001\u5f15\u6570order\u306b\u3066\u5148\u307b\u3069\u53d6\u5f97\u3057\u305f\u983b\u5ea6\u60c5\u5831\u306e\u5358\u8a9e\u306e\u90e8\u5206\u3060\u3051\u3092\u6307\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<br>\u30b0\u30e9\u30d5\u306e\u898b\u305f\u76ee\u306f\u304a\u597d\u307f\u3067\u3002<\/p>\n\n\n\n<p>\u7d50\u679c\u306f\u30fb\u30fb\u30fb<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" width=\"522\" height=\"499\" src=\"https:\/\/analysis-navi.com\/wp-content\/uploads\/2019\/08\/e255bfa0aaa601b575636363791e5fea.png\" alt=\"\" class=\"wp-image-3281\" srcset=\"https:\/\/analysis-navi.com\/wp-content\/uploads\/2019\/08\/e255bfa0aaa601b575636363791e5fea.png 522w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2019\/08\/e255bfa0aaa601b575636363791e5fea-418x400.png 418w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2019\/08\/e255bfa0aaa601b575636363791e5fea-300x287.png 300w\" sizes=\"(max-width: 522px) 100vw, 522px\" \/><\/figure>\n\n\n\n\n\n\n\n<p>\u3053\u308c\u3067\u3001\u6587\u7ae0\u4e2d\u306e\u5358\u8a9e\u306e\u51fa\u73fe\u50be\u5411\u304c&#8221;\u30d1\u30c3\u3068\u898b&#8221;\u3067\u5206\u304b\u308a\u3084\u3059\u304f\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u3055\u3044\u3054\u306b<\/h2>\n\n\n\n<p>\u983b\u51fa\u5358\u8a9e\u306e\u62bd\u51fa\u306f\u30c6\u30ad\u30b9\u30c8\u30de\u30a4\u30cb\u30f3\u30b0\u306e\u4e2d\u3067\u3082\u57fa\u672c\u7684\u306a\u6280\u8853\u3067\u3059\u304c\u3001\u305d\u306e\u52b9\u679c\u306f\u7d76\u5927\u3067\u3059\u3002<br>\u305f\u3068\u3048\u3070\u5927\u91cf\u306e\u81ea\u7531\u6587\u30a2\u30f3\u30b1\u30fc\u30c8\u3067\u3001\u5e74\u4ee3\u5225\u3001\u6027\u5225\u5225\u306a\u3069\u3067\u4f7f\u308f\u308c\u308b\u5358\u8a9e\u306e\u50be\u5411\u3092\u8abf\u3079\u305f\u308a\u3001\u306a\u3093\u3066\u3044\u3046\u4e8b\u3082\u3059\u3050\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u4f5c\u696d\u3092Excel\u3067\u3084\u308b\u306e\u306f\u5927\u5909\u3067\u3059\u304c\u3001Python\u3067\u306f\u7c21\u5358\u3067\u3059\u306e\u3067\u3001\u662f\u975e\u4f7f\u3063\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u306e\u4e2d\u306b\u51fa\u3066\u304f\u308b\u983b\u51fa\u5358\u8a9e\u306e\u30ab\u30a6\u30f3\u30c8\u65b9\u6cd5\u3067\u3059\u3002\u30b7\u30f3\u30d7\u30eb\u306a\u5206\u6790\u3067\u306f\u3042\u308a\u307e\u3059\u304c\u3001\u983b\u51fa\u5358\u8a9e\u304c\u5206\u304b\u308b\u3060\u3051\u3067\u3082\u305d\u306e\u6587\u7ae0\u30c7\u30fc\u30bf\u306e\u6301\u3064\u50be\u5411\u3092\u5927\u307e\u304b\u306b\u77e5\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 \u4eca\u56de\u306f\u4f8b\u984c\u3068\u3057\u3066\u3001\u590f\u76ee\u6f31\u77f3\u300c\u3053\u3053\u308d\u300d\u306b\u51fa\u3066\u304f\u308b\u983b\u51fa\u5358\u8a9e\u30e9\u30f3\u30ad\u30f3\u30b0 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":5042,"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":[100,134],"class_list":["post-2167","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-study","tag-nlp","tag-python"],"_links":{"self":[{"href":"https:\/\/analysis-navi.com\/index.php?rest_route=\/wp\/v2\/posts\/2167","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=2167"}],"version-history":[{"count":12,"href":"https:\/\/analysis-navi.com\/index.php?rest_route=\/wp\/v2\/posts\/2167\/revisions"}],"predecessor-version":[{"id":5075,"href":"https:\/\/analysis-navi.com\/index.php?rest_route=\/wp\/v2\/posts\/2167\/revisions\/5075"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/analysis-navi.com\/index.php?rest_route=\/wp\/v2\/media\/5042"}],"wp:attachment":[{"href":"https:\/\/analysis-navi.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=2167"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/analysis-navi.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=2167"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/analysis-navi.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=2167"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}