{"id":2577,"date":"2019-10-13T14:15:08","date_gmt":"2019-10-13T05:15:08","guid":{"rendered":"https:\/\/analysis-navi.com\/?p=2577"},"modified":"2025-06-08T22:22:33","modified_gmt":"2025-06-08T13:22:33","slug":"python%e3%81%a7%e5%90%8c%e6%99%82%e3%81%ab%e4%bd%bf%e3%82%8f%e3%82%8c%e3%82%84%e3%81%99%e3%81%84%e5%8d%98%e8%aa%9e%e3%83%9a%e3%82%a2%e3%82%92%e8%aa%bf%e3%81%b9%e3%82%8b%e5%85%b1%e8%b5%b7%e5%88%86","status":"publish","type":"post","link":"https:\/\/analysis-navi.com\/?p=2577","title":{"rendered":"Python\u3067\u540c\u6642\u306b\u4f7f\u308f\u308c\u3084\u3059\u3044\u5358\u8a9e\u30da\u30a2\u3092\u8abf\u3079\u308b(\u5171\u8d77\u5206\u6790)"},"content":{"rendered":"\n<p>Python\u3067\u5171\u8d77\u5206\u6790\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong><span style=\"background-color: #87cefa;\">\u5171\u8d77\u5206\u6790\u3068\u306f\u3001\u6587\u7ae0\u306e\u4e2d\u3067\u300c\u540c\u6642\u306b\u4f7f\u308f\u308c\u3084\u3059\u3044\u8a00\u8449\u300d\u3092\u8abf\u3079\u308b\u5206\u6790\u624b\u6cd5<\/span><\/strong>\u3067\u3059\u3002<br>\uff08\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u30b0\u30e9\u30d5\u30a3\u30ab\u30eb\u306b\u56f3\u793a\u3057\u305f\u3082\u306e\u3092<strong>\u300c\u5171\u8d77\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u300d<\/strong>\u3068\u547c\u3073\u307e\u3059\u3002\uff09<\/p>\n\n\n\n<p>\u4ee5\u524d\u3001<a href=\"https:\/\/analysis-navi.com\/?p=2167\">\u6587\u7ae0\u4e2d\u306e\u983b\u51fa\u5358\u8a9e<\/a>\u3092\u8abf\u3079\u3066\u307f\u307e\u3057\u305f\u304c\u3001\u5358\u7d14\u306b\u6587\u7ae0\u4e2d\u306e\u983b\u51fa\u5358\u8a9e\u3092\u898b\u308b\u3060\u3051\u3067\u306f\u6587\u7ae0\u306e\u610f\u5473\u304c\u5206\u304b\u3089\u306a\u3044\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4f8b\u3048\u3070\u3001\u300c\u6e80\u8db3\u300d\u3068\u3044\u3046\u5358\u8a9e\u304c\u983b\u51fa\u3057\u3066\u3044\u305f\u3068\u3057\u3066\u3082\u3001\u305d\u308c\u304c<strong><span style=\"background-color: #87cefa;\">\u300c\u6e80\u8db3\u3057\u305f\u300d\u3068\u3044\u3046\u6587\u8108\u3067\u4f7f\u308f\u308c\u3066\u3044\u308b\u306e\u304b\u3001\u300c\u6e80\u8db3\u3067\u304d\u306a\u304b\u3063\u305f\u300d\u3068\u3044\u3046\u6587\u8108\u3067\u4f7f\u308f\u308c\u3066\u3044\u308b\u306e\u304b<\/span><\/strong>\u5206\u304b\u308a\u307e\u305b\u3093\u3002<br>\u610f\u5473\u304c\u771f\u9006\u306b\u306a\u3063\u3066\u3057\u307e\u3046\u306e\u3067\u3001\u4e00\u4f53\u3069\u3061\u3089\u306e\u610f\u5473\u3067\u300c\u6e80\u8db3\u300d\u3068\u3044\u3046\u610f\u5473\u304c\u4f7f\u308f\u308c\u305f\u306e\u304b\u306f\u77e5\u3063\u3066\u304a\u304d\u305f\u3044\u6240\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u305d\u3093\u306a\u300c\u5171\u8d77\u5206\u6790\u300d\u3092Python\u3067\u884c\u3063\u3066\u307f\u307e\u3057\u3087\u3046\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>\u4eca\u56de\u306f\u3001\u6559\u5e2b\u30c7\u30fc\u30bf\u306bTwitter\u306e\u545f\u304d\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u3066\u307f\u307e\u3059\u3002<\/p>\n\n\n\n<p>Twitter\u306e\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3059\u308b\u305f\u3081\u306eAPI\u3092\u4f7f\u3046\u306b\u306f\u300c<a href=\"https:\/\/developer.twitter.com\/content\/developer-twitter\/ja.html\">Twitter Developers<\/a>\u300d\u306e\u5229\u7528\u7533\u8acb\u304c\u5fc5\u8981\u3067\u3059\u3002<br>\u7533\u8acb\u304c\u5b8c\u4e86\u3057\u3001\u30ad\u30fc\u7b49\u304c\u767a\u884c\u3055\u308c\u305f\u3089\u4e0b\u8a18\u306e\u3088\u3046\u306b\u8a8d\u8a3c\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">import tweepy\n\n#API\u3092\u4f7f\u7528\u3059\u308b\u305f\u3081\u306e\u30ad\u30fc\u3001\u30c8\u30fc\u30af\u30f3\u8a2d\u5b9a\nConsumer_key = '(\u7565)'\nConsumer_secret = '(\u7565)'\nAccess_token = '(\u7565)'\nAccess_secret = '(\u7565)'\n\n#\u8a8d\u8a3c\nauth = tweepy.OAuthHandler(Consumer_key, Consumer_secret)\nauth.set_access_token(Access_token, Access_secret)\napi = tweepy.API(auth, wait_on_rate_limit = True)<\/pre>\n\n\n\n<p>\u904e\u5270\u306b\u5229\u7528\u3057\u3059\u304e\u308b\u3068\u5236\u9650\u304c\u304b\u304b\u308a\u30a8\u30e9\u30fc\u306b\u306a\u308b\u306e\u3067\u3001API\u30e1\u30bd\u30c3\u30c9\u306e\u5f15\u6570\u306b<strong>\u300cwait_on_rate_limit = True\u300d<\/strong>\u3092\u6307\u5b9a\u3057\u3066\u304a\u3044\u3066\u3001\u4f7f\u7528\u4e0a\u9650\u306b\u9054\u3057\u305f\u3089\u30c7\u30fc\u30bf\u53d6\u5f97\u3092\u81ea\u52d5\u3067\u5f85\u6a5f\u3057\u3066\u304f\u308c\u308b\u8a2d\u5b9a\u3057\u305f\u65b9\u304c\u826f\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p>\u305d\u308c\u3067\u306f\u3001\u4eca\u56de\u306f<strong><span style=\"background-color: #87cefa;\">\u300c\u5929\u6c17\u300d\u3068\u3044\u3046\u8a00\u8449\u304c\u542b\u307e\u308c\u305f\u30c4\u30a4\u30fc\u30c8\u3092\u53d6\u5f97<\/span><\/strong>\u3057\u3066\u3001\u305d\u308c\u3092\u6559\u5e2b\u30c7\u30fc\u30bf\u3068\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">#\u691c\u7d22\u30ad\u30fc\u30ef\u30fc\u30c9\nq = \"\u5929\u6c17 exclude:retweets\"\n\n#\u30c7\u30fc\u30bf\u53d6\u5f97\ntweet_doc =[]\nfor tweet in tweepy.Cursor(api.search, q=q,tweet_mode=\"extended\").items(1000):\n    tweet_doc.append(tweet.full_text)<\/pre>\n\n\n\n<p>\u30ad\u30fc\u30ef\u30fc\u30c9\u306b<strong>\u300cexclude:retweets\u300d<\/strong>\u3092\u542b\u3081\u308b\u3068\u3001\u30ea\u30c4\u30a4\u30fc\u30c8\u306f\u9664\u3044\u305f\u30c7\u30fc\u30bf\u304c\u53d6\u5f97\u3067\u304d\u307e\u3059\u3002<br>\u307e\u305f\u3001\u5f15\u6570\u306b<strong>\u300ctweet_mode=&#8221;extended&#8221;\u300d<\/strong>\u3092\u6307\u5b9a\u3059\u308b\u3068\u3001\u545f\u304d\u306e\u5185\u5bb9\u304c\u7701\u7565\u3055\u308c\u305a\u306b\u53d6\u5f97\u3067\u304d\u307e\u3059\u3002<br>\u6700\u5f8c\u306eitems\u306e\u5f15\u6570\u306f\u545f\u304d\u306e\u53d6\u5f97\u6570\u3067\u3059\u3002\u4eca\u56de\u306f1000\u500b\u53d6\u5f97\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4e0a\u306e\u30bd\u30fc\u30b9\u3092\u5b9f\u884c\u3059\u308b\u3068\u3001\u5909\u6570\u300ctweet_doc\u300d\u306b\u300c\u5929\u6c17\u300d\u3068\u3044\u3046\u5358\u8a9e\u304c\u542b\u307e\u308c\u305f\u30c4\u30a4\u30fc\u30c8\u304c1000\u500b\u683c\u7d0d\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5f62\u614b\u7d20\u89e3\u6790<\/h2>\n\n\n\n<p>\u6559\u5e2b\u30c7\u30fc\u30bf\u304c\u53d6\u5f97\u3067\u304d\u305f\u306e\u3067\u3001\u5f62\u614b\u7d20\u89e3\u6790\u3092\u884c\u3044\u307e\u3059\u3002<br>\u5f62\u614b\u7d20\u89e3\u6790\u5668MeCab\u306b\u65b0\u8a9e\u306e\u8f9e\u66f8\u3092\u8ffd\u52a0\u3057\u305f<strong>\u300cmecab-ipadic-NEologd\u300d<\/strong>\u3092\u4f7f\u3044\u307e\u3059\u3002<br>\u53e4\u5178\u6587\u5b66\u306a\u3069\u3067\u306f\u901a\u5e38\u306eMeCab\u3092\u4f7f\u3063\u305f\u307b\u3046\u304c\u826f\u3055\u305d\u3046\u306b\u601d\u3044\u307e\u3059\u304c\u3001<strong><span style=\"background-color: #87cefa;\">Twitter\u306e\u3088\u3046\u306a\u30c7\u30fc\u30bf\u306b\u306f\u65b0\u8a9e\u5bfe\u5fdc\u3057\u305f\u8f9e\u66f8\u3092\u4f7f\u3063\u305f\u307b\u3046\u304c\u826f\u3055\u305d\u3046<\/span><\/strong>\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001\u5206\u5272\u3057\u305f\u5358\u8a9e\u306e\u3046\u3061\u300c\u540d\u8a5e\u300d\u300c\u52d5\u8a5e\u300d\u300c\u5f62\u5bb9\u8a5e\u300d\u306e\u307f\u3092\u62bd\u51fa\u3057\u3001\u30ea\u30b9\u30c8\u306b\u683c\u7d0d\u3057\u3066\u3044\u304d\u307e\u3059\u3002<br>\u305d\u308c\u306b\u52a0\u3048\u3001\u51fa\u73fe\u983b\u5ea6\u304c\u9ad8\u3044\u3068\u60f3\u5b9a\u3055\u308c\u308b\u5358\u8a9e\u306f\u7701\u304d\u307e\u3059\u3002<br>MeCab\u3067\u5206\u5272\u7d50\u679c\u304c\u7a7a\u6b04\u306e\u5834\u5408\u306b\u5165\u308b\u300c*\u300d\u3068\u3001\u30c4\u30a4\u30fc\u30c8\u5185\u3067\u30ea\u30f3\u30af\u3092\u5f35\u3063\u305f\u5834\u5408\u306b\u307b\u307c\u78ba\u5b9f\u306b\u5165\u308b\u300cHTTPS\u300d\u3082\u6d88\u3057\u307e\u3057\u305f\u3002<br>\u307e\u305f\u3001\u300c\u5929\u6c17\u300d\u3068\u3044\u3046\u5358\u8a9e\u306f\u5165\u3063\u3066\u3044\u308b\u3053\u3068\u304c\u660e\u767d\u306a\u306e\u3067\u3001\u305d\u308c\u3082\u9664\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u3042\u305f\u308a\u306e\u30c1\u30e7\u30a4\u30b9\u306b\u6b63\u89e3\u306f\u7121\u3044\u306e\u3067\u3001<strong><span style=\"background-color: #87cefa;\">\u7d50\u679c\u3092\u898b\u306a\u304c\u3089\u8a66\u884c\u932f\u8aa4\u3057\u3066\u3044\u304f\u90e8\u5206<\/span><\/strong>\u3067\u306f\u3042\u308a\u307e\u3059\u304c\u3001\u4eca\u56de\u306f\u4e0a\u8a18\u306e\u901a\u308a\u6c7a\u3081\u6253\u3061\u3067\u3084\u3063\u3066\u307f\u307e\u3059\u3002<br>\u3068\u3044\u3046\u4e8b\u3067\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30e1\u30bd\u30c3\u30c9\u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">import MeCab\ndef sep_by_mecab(text):\n    m = MeCab.Tagger ('-Ochasen -d \/usr\/local\/lib\/mecab\/dic\/mecab-ipadic-neologd')    \n    node = m.parseToNode(text)\n    \n    word_list=[]    \n    while 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            if origin not in [\"*\",\"\u3059\u308b\",\"\u3044\u308b\",\"\u306a\u308b\",\"\u3066\u308b\",\"\u308c\u308b\",\"\u3042\u308b\",\"\u3053\u3068\",\"\u3082\u306e\",\"HTTPS\",\"\u5929\u6c17\"] :\n                word_list.append(origin)\n        node = node.next\n        \n    return word_list<\/pre>\n\n\n\n<p>\u305d\u308c\u3067\u306f\u3001\u5148\u307b\u3069\u53d6\u5f97\u3057\u305f\u30c4\u30a4\u30fc\u30c8\u30c7\u30fc\u30bf\u3092\u4e0a\u8a18\u30e1\u30bd\u30c3\u30c9\u306b\u6295\u5165\u3057\u3066\u3001\u5358\u8a9e\u3092\u62bd\u51fa\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">documents=[]\nfor t in tweet_doc:\n    documents.append(set(sep_by_mecab(t)))<\/pre>\n\n\n\n<p>\u3055\u3066\u3001\u3053\u308c\u3067\u5206\u6790\u306e\u6e96\u5099\u304c\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5171\u8d77\u5206\u6790<\/h2>\n\n\n\n<p>\u3044\u3088\u3044\u3088\u5171\u8d77\u3059\u308b\u5358\u8a9e\u3092\u8abf\u3079\u3066\u307f\u307e\u3059\u3002<br>\u65b9\u6cd5\u306f\u8272\u3005\u3042\u308a\u307e\u3059\u304c\u3001\u4eca\u56de\u306f\u30a2\u30bd\u30b7\u30a8\u30fc\u30b7\u30e7\u30f3\u5206\u6790\uff08\u30d0\u30b9\u30b1\u30c3\u30c8\u5206\u6790\uff09\u306b\u7528\u3044\u308b<strong>pyfpgrowth<\/strong>\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u3063\u3066\u307f\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">import pyfpgrowth\nimport pprint\n\n#\u5206\u6790\npatterns = pyfpgrowth.find_frequent_patterns(documents, 30)\n\n#\u964d\u9806\u306b\u4e26\u3073\u66ff\u3048\u3066\u898b\u3084\u3059\u304f\u8868\u793a\nsorted_patterns = sorted(patterns.items(),reverse=True,key=lambda x:x[1])\npprint.pprint(sorted_patterns)<\/pre>\n\n\n\n<p>\u5171\u8d77\u56de\u6570\u304c30\u56de\u4ee5\u4e0a\u306e\u3082\u306e\u306b\u7d5e\u3063\u3066\u62bd\u51fa\u3057\u307e\u3059\u3002<br>\u307e\u305f\u3001\u898b\u3084\u3059\u3055\u306e\u305f\u3081\u306b<strong><span style=\"background-color: #87cefa;\">\u5171\u8d77\u56de\u6570\u304c\u591a\u3044\u9806\u306b\u4e26\u3073\u66ff\u3048\u3001pprint\u3092\u4f7f\u3063\u3066dictionary\u306e\u8981\u7d20\u3054\u3068\u306b\u6539\u884c\u3055\u305b\u3066\u8868\u793a<\/span><\/strong>\u3055\u305b\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u7d50\u679c\u3092\u898b\u3066\u307f\u308b\u3068\u30fb\u30fb\u30fb<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">[(('\u5929\u6c17\u306e\u5b50',), 195),\n (('\u53f0\u98a8',), 127),\n (('\u306e',), 126),\n (('\u3093',), 117),\n (('\u306a\u3044',), 77),\n (('\u898b\u308b',), 75),\n (('\u5929\u6c17\u4e88\u5831',), 71),\n (('\u601d\u3046',), 68),\n (('\u304f\u308b',), 66),\n (('\u3044\u3044',), 62),\n (('\u96e8',), 61),\n (('\u60aa\u3044',), 60),\n (('\u660e\u65e5',), 59),\n (('\u707d\u5bb3',), 57),\n (('\u826f\u3044',), 57),\n (('\u60c5\u5831',), 55),\n (('\u305d\u3046',), 55),\n (('Yahoo!',), 52),\n (('\u884c\u304f',), 52),\n (('\u3088\u3046',), 51),\n (('\u8a00\u3046',), 48),\n (('Yahoo!', '\u707d\u5bb3'), 48),\n (('\u4eca\u65e5',), 46),\n (('\u307f\u305f\u3044',), 46),\n (('\u98a8',), 43),\n (('\u60c5\u5831', '\u707d\u5bb3'), 43),\n (('\u65e5',), 42),\n (('\u4eba',), 38),\n (('Yahoo!', '\u60c5\u5831'), 38),\n (('Yahoo!', '\u60c5\u5831', '\u707d\u5bb3'), 38),\n (('\u3084\u308b',), 37),\n (('\u6c17',), 37),\n (('\u4eca',), 36),\n (('\u6c34\u4f4d',), 36),\n (('\u5927\u4e08\u592b',), 35),\n (('Yahoo!', '\u6c34\u4f4d'), 35),\n (('\u51fa\u308b',), 34),\n (('\u3084\u3070\u3044',), 34),\n (('\u60c5\u5831', '\u6c34\u4f4d'), 34),\n (('\u6c34\u4f4d', '\u707d\u5bb3'), 34),\n (('Yahoo!', '\u60c5\u5831', '\u6c34\u4f4d'), 34),\n (('Yahoo!', '\u6c34\u4f4d', '\u707d\u5bb3'), 34),\n (('\u60c5\u5831', '\u6c34\u4f4d', '\u707d\u5bb3'), 34),\n (('Yahoo!', '\u60c5\u5831', '\u6c34\u4f4d', '\u707d\u5bb3'), 34),\n (('\u6765\u308b',), 33),\n (('\u8352\u308c\u308b',), 33),\n (('\u3093', '\u53f0\u98a8'), 33),\n (('\u6642',), 32),\n (('\u4e2d',), 31),\n (('\u79c1',), 30)]<\/pre>\n\n\n\n<p>\u5171\u8d77\u3067\u306a\u304f\u3001\u5358\u7d14\u306b\u983b\u5ea6\u304c\u591a\u3044\u3082\u306e\u3082\u53d6\u308c\u3066\u3044\u307e\u3059\u3002<br>\u6700\u3082\u591a\u3044\u306e\u304c\u6620\u753b<strong>\u300c\u5929\u6c17\u306e\u5b50\u300d<\/strong>\u3067\u3057\u305f\u3002\u516c\u958b\u304b\u3089\u306f\u3060\u3044\u3076\u7d4c\u904e\u3057\u3066\u3044\u308b\u306e\u3067\u3059\u304c\u3001\u307e\u3060\u307e\u3060\u4eba\u6c17\u3067\u3059\u3002<br>\u3053\u3046\u3044\u3046\u306e\u306f<strong><span style=\"background-color: #87cefa;\">\u65b0\u8a9e\u8f9e\u66f8\u3092\u4f7f\u308f\u306a\u3044\u3068\u53d6\u5f97\u3067\u304d\u306a\u3044\u5358\u8a9e\u3067<\/span><\/strong>\u3059\u3002<\/p>\n\n\n\n<p>\u300cYahoo!\u300d\u3068\u300c\u60c5\u5831\u300d\u306a\u3069\u306e\u30da\u30a2\u304c\u898b\u3089\u308c\u308b\u306e\u306f\u3001Yahoo!\u30cb\u30e5\u30fc\u30b9\u3092\u53c2\u7167\u3057\u3066\u3044\u308b\u8a18\u4e8b\u304c\u591a\u3044\u304b\u3089\u3067\u3057\u3087\u3046\u3002<br>\u305d\u306e\u4e2d\u3067\u3082\u3001\u300c\u6c34\u4f4d\u300d\u300c\u707d\u5bb3\u300d\u300c\u60c5\u5831\u300d\u306a\u3069\u304c\u30da\u30a2\u3067\u51fa\u3066\u3044\u307e\u3059\u3002<br>\u3053\u308c\u306f\u3001\u30c7\u30fc\u30bf\u53d6\u5f97\u6642\u30012019\u5e7410\u6708\u3001\u53f0\u98a819\u53f7\u304c\u65e5\u672c\u306b\u8feb\u3063\u3066\u304d\u3066\u3044\u308b\u30bf\u30a4\u30df\u30f3\u30b0\u306e\u60c5\u5831\u3092\u53d6\u5f97\u3057\u3066\u304d\u305f\u3053\u3068\u304c\u8981\u56e0\u3068\u601d\u308f\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30fb\u30fb\u30fb\u306a\u3069\u306a\u3069\u3001\u672c\u8a18\u4e8b\u3067\u306f\u7d30\u304b\u3044\u5206\u6790\u307e\u3067\u306f\u884c\u3044\u307e\u305b\u3093\u304c\u3001\u3053\u306e\u3088\u3046\u306b\u5171\u8d77\u6027\u3092\u898b\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u3001<strong><span style=\"background-color: #87cefa;\">\u5358\u8a9e\u306e\u983b\u5ea6\u3060\u3051\u3067\u306f\u5206\u304b\u3089\u306a\u3044\u793a\u5506<\/span><\/strong>\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7d42\u308f\u308a\u306b<\/h2>\n\n\n\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u6587\u7ae0\u4e2d\u306e\u5358\u8a9e\u306e\u5171\u8d77\u6027\u3092\u8abf\u3079\u3066\u307f\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u78ba\u304b\u306b\u3001\u8cc7\u6599\u5316\u3057\u305f\u308a\u3001\u7d30\u304b\u3044\u5206\u6790\u3092\u3059\u308b\u3064\u3082\u308a\u304c\u7121\u3044\u306e\u306a\u3089\u3070\u300c<a href=\"https:\/\/khcoder.net\/\">KH Coder<\/a>\u300d\u306a\u3069\u3092\u4f7f\u3063\u3066\u30b0\u30e9\u30d5\u30a3\u30ab\u30eb\u306a\u5171\u8d77\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u4f5c\u6210\u3057\u305f\u65b9\u304c\u5206\u304b\u308a\u3084\u3059\u3044\u3082\u306e\u304c\u51fa\u6765\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3057\u304b\u3057\u3001\u3042\u304f\u307e\u3067\u3082\u300c\u30c7\u30fc\u30bf\u5206\u6790\u300d\u3068\u8003\u3048\u305f\u6642\u306f\u3001<strong><span style=\"background-color: #87cefa;\">\u81ea\u4f5c\u3057\u305f\u307b\u3046\u304c\u30c7\u30fc\u30bf\u3084\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u81ea\u7531\u306b\u5909\u5316\u3055\u305b\u3089\u308c\u3001\u8272\u3005\u306a\u89b3\u70b9\u304b\u3089\u597d\u304d\u306b\u5206\u6790\u3067\u304d\u307e\u3059\u3002<\/span><\/strong><br>\u30c7\u30fc\u30bf\u306e\u62bd\u51fa\u65b9\u6cd5\u3084\u5206\u6790\u65b9\u6cd5\u306e\u541f\u5473\u306fPython\u3067\u884c\u3044\u3001\u6700\u5f8c\u306fKH Coder\u306a\u3069\u3067\u56f3\u306b\u3059\u308b\u306a\u3069\u3001\u9069\u5b9c\u4f7f\u3044\u5206\u3051\u3066\u4e0b\u3055\u3044\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Python\u3067\u5171\u8d77\u5206\u6790\u3092\u884c\u3044\u307e\u3059\u3002 \u5171\u8d77\u5206\u6790\u3068\u306f\u3001\u6587\u7ae0\u306e\u4e2d\u3067\u300c\u540c\u6642\u306b\u4f7f\u308f\u308c\u3084\u3059\u3044\u8a00\u8449\u300d\u3092\u8abf\u3079\u308b\u5206\u6790\u624b\u6cd5\u3067\u3059\u3002\uff08\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u30b0\u30e9\u30d5\u30a3\u30ab\u30eb\u306b\u56f3\u793a\u3057\u305f\u3082\u306e\u3092\u300c\u5171\u8d77\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u300d\u3068\u547c\u3073\u307e\u3059\u3002\uff09 \u4ee5\u524d\u3001\u6587\u7ae0\u4e2d\u306e\u983b\u51fa\u5358\u8a9e\u3092\u8abf\u3079\u3066\u307f [&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-2577","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\/2577","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=2577"}],"version-history":[{"count":6,"href":"https:\/\/analysis-navi.com\/index.php?rest_route=\/wp\/v2\/posts\/2577\/revisions"}],"predecessor-version":[{"id":5066,"href":"https:\/\/analysis-navi.com\/index.php?rest_route=\/wp\/v2\/posts\/2577\/revisions\/5066"}],"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=2577"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/analysis-navi.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=2577"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/analysis-navi.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=2577"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}