{"id":9542,"date":"2017-05-15T11:00:26","date_gmt":"2017-05-15T02:00:26","guid":{"rendered":"http:\/\/sitest.jp\/blog\/?p=9542"},"modified":"2017-05-15T10:44:05","modified_gmt":"2017-05-15T01:44:05","slug":"%e8%87%aa%e7%84%b6%e8%a8%80%e8%aa%9e%e5%87%a6%e7%90%86%e3%82%92%e6%b4%bb%e7%94%a8%e3%81%97%e3%81%a6%e3%81%bf%e3%82%88%e3%81%86%ef%bc%81%ef%bc%88%e5%bd%a2%e6%85%8b%e7%b4%a0%e8%a7%a3%e6%9e%90%e7%b7%a8","status":"publish","type":"post","link":"https:\/\/sitest.jp\/blog\/?p=9542","title":{"rendered":"\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3092\u6d3b\u7528\u3057\u3066\u307f\u3088\u3046\uff01\uff08\u5f62\u614b\u7d20\u89e3\u6790\u7de8\uff09"},"content":{"rendered":"<p>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306f\u3001\u4eba\u9593\u304c\u65e5\u5e38\u7684\u306b\u4f7f\u3063\u3066\u3044\u308b\u81ea\u7136\u8a00\u8a9e\u3092\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u306b\u51e6\u7406\u3055\u305b\u308b\u4e00\u9023\u306e\u6280\u8853\u3067\u3059\u3002Web\u4e0a\u3067\u306f\u81a8\u5927\u306a\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u304c\u3042\u308a\u3001\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u89e3\u6790\u3057\u3001\u8272\u3005\u306a\u30b5\u30fc\u30d3\u30b9\u3067\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u305d\u306e\u6d3b\u7528\u4f8b\u3092\u7c21\u5358\u306b\u3054\u7d39\u4ecb\u3057\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p>\u5f0a\u793e\u3067\u306f\u3001\u300c<a href=\"http:\/\/spaia.jp\" title=\"SPAIA\" target=\"_blank\">SPAIA<\/a>\u300d\u3068\u3044\u3046\u5f93\u6765\u306e\u30b9\u30dd\u30fc\u30c4\u30cb\u30e5\u30fc\u30b9\u30e1\u30c7\u30a3\u30a2\u3068\u306f\u9055\u3044\u3001\u30b9\u30dd\u30fc\u30c4\u30c7\u30fc\u30bf\u3092AI\u306b\u3088\u3063\u3066\u89e3\u6790\u3057\u3001\u65b0\u3057\u3044\u30b9\u30dd\u30fc\u30c4\u306e\u898b\u65b9\u3084\u697d\u3057\u307f\u65b9\u304c\u5b9f\u73fe\u3067\u304d\u308b\u3053\u3068\u306b\u52a0\u3048\u3001\u5f0a\u793e\u72ec\u81ea\u3067\u7de8\u96c6\u90e8\u304c\u53d6\u6750\u30fb\u7de8\u96c6\u3057\u305f\u30aa\u30ea\u30b8\u30ca\u30eb\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u8fd1\u65e5\u3001\u9078\u624b\u540d\u9451\u3092\u95b2\u89a7\u3067\u304d\u308b\u6a5f\u80fd\u3092\u63d0\u4f9b\u4e88\u5b9a\u3067\u3059\u3002\u307e\u305f\u3001NPB\uff08\u65e5\u672c\u91ce\u7403\u6a5f\u69cb\uff09\u306b\u95a2\u3059\u308b\u30b3\u30e9\u30e0\u8a18\u4e8b\u3082\u591a\u304f\u51fa\u3057\u3066\u304a\u308a\u3001\u305d\u306e\u8a18\u4e8b\u5185\u5bb9\u306b\u9078\u624b\u540d\u9451\u306b\u767b\u9332\u3055\u308c\u3066\u3044\u308b\u9078\u624b\u540d\u304c\u3042\u308c\u3070\u3001\u8a72\u5f53\u3059\u308b\u9078\u624b\u540d\u9451\u306e\u30da\u30fc\u30b8\u3078\u30ea\u30f3\u30af\u3092\u8cbc\u308b\u6a5f\u80fd\u3092\u4f5c\u6210\u3057\u3066\u307f\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p><!--more--><\/p>\n<div class=\"frame_headding\">\n<ul>\n<li>\n<h3 style=\"text-align: left;\">\u25a0 \u5f62\u614b\u7d20\u89e3\u6790\u3057\u3066\u307f\u308b<\/h3>\n<\/li>\n<\/ul>\n<\/div>\n<p>\u9078\u624b\u540d\u9451\u306e\u30da\u30fc\u30b8\u3078\u306e\u30ea\u30f3\u30af\u5148\u3092\u78ba\u5b9a\u3059\u308b\u306b\u306f\u3001\u30b3\u30e9\u30e0\u8a18\u4e8b\u3092\u89e3\u6790\u3057\u3066\u9078\u624b\u540d\u3092\u62bd\u51fa\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u3053\u3067\u3001\u8a18\u4e8b\u5185\u5bb9\u3092\u5f62\u614b\u7d20\u89e3\u6790\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<br \/>\n\u5f62\u614b\u7d20\u89e3\u6790\u306e\u30c4\u30fc\u30eb\u3068\u3057\u3066\u306f\u3001\u6709\u540d\u3069\u3053\u308d\u3067\u306f\u3001\u300cMeCab\u300d\u3067\u3059\u3002\u65e9\u901f\u3001\u91ce\u7403\u9078\u624b\u306e\u540d\u524d\u3092\u5f62\u614b\u7d20\u89e3\u6790\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<p>\u307e\u305a\u306f\u3001\u962a\u795e\u30bf\u30a4\u30ac\u30fc\u30b9\u6240\u5c5e\u306e\u6a2a\u7530\u614e\u592a\u90ce\u9078\u624b\u3067\u3059\u3002<\/p>\n<pre><code>\u6a2a\u7530  \u540d\u8a5e,\u56fa\u6709\u540d\u8a5e,\u4eba\u540d,\u59d3,*,*,\u6a2a\u7530,\u30e8\u30b3\u30bf,\u30e8\u30b3\u30bf\n\u614e\u592a\u90ce \u540d\u8a5e,\u56fa\u6709\u540d\u8a5e,\u4eba\u540d,\u540d,*,*,\u614e\u592a\u90ce,\u30b7\u30f3\u30bf\u30ed\u30a6,\u30b7\u30f3\u30bf\u30ed\u30fc\n<\/code><\/pre>\n<p>\n\u3053\u306e\u3088\u3046\u306bMecab\u304b\u3089\u306e\u5f62\u614b\u7d20\u89e3\u6790\u3055\u308c\u305f\u30ec\u30b9\u30dd\u30f3\u30b9\u306e\u5358\u8a9e (\u30bf\u30fc\u30e0) \u6bce\u306b\u54c1\u8a5e\u306e\u60c5\u5831\u304c\u5f97\u3089\u308c\u307e\u3059\u3002\u3053\u306e\u60c5\u5831\u3092\u5229\u7528\u3057\u3066\u30b3\u30e9\u30e0\u8a18\u4e8b\u5185\u306e\u9078\u624b\u540d\u3092\u7279\u5b9a\u3057\u3066\u62bd\u51fa\u304c\u51fa\u6765\u305d\u3046\u3067\u3059\u3002<\/p>\n<p>\u6b21\u306b\u798f\u5ca1\u30bd\u30d5\u30c8\u30d0\u30f3\u30af\u30db\u30fc\u30af\u30b9\u6240\u5c5e\u306e\u6771\u6d5c\u5de8\u9078\u624b\u3092\u5f62\u614b\u7d20\u89e3\u6790\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n<pre><code>\u6771\u6d5c  \u540d\u8a5e,\u56fa\u6709\u540d\u8a5e,\u4eba\u540d,\u59d3,*,*,\u6771\u6d5c,\u30d2\u30ac\u30b7\u30cf\u30de,\u30d2\u30ac\u30b7\u30cf\u30de\n\u5de8   \u540d\u8a5e,\u56fa\u6709\u540d\u8a5e,\u7d44\u7e54,*,*,*,*\n<\/code><\/pre>\n<p>\n\u59d3\u306e\u8a9e\u53e5 (\u30bf\u30fc\u30e0) \u306f\u3001\u300c\u540d\u8a5e,\u56fa\u6709\u540d\u8a5e,\u4eba\u540d,\u59d3\u300d\u3068\u89e3\u6790\u3055\u308c\u307e\u3057\u305f\u304c\u3001\u540d\u5074\u306e\u30bf\u30fc\u30e0\u306f\u300c\u540d\u8a5e,\u56fa\u6709\u540d\u8a5e,\u7d44\u7e54\u300d\u3068\u89e3\u6790\u3055\u308c\u3066\u3057\u307e\u3057\u307e\u3057\u305f\u3002<br \/>\n\u3053\u306e\u307e\u307e\u3067\u306f\u3001\u54c1\u8a5e\u60c5\u5831\u304b\u3089\u3001\u30b3\u30e9\u30e0\u8a18\u4e8b\u306e\u9078\u624b\u540d\u3092\u4e0a\u624b\u304f\u62bd\u51fa\u3059\u308b\u306e\u304c\u96e3\u3057\u305d\u3046\u3067\u3059\u3002<\/p>\n<p>\u305d\u3053\u3067\u3001\u5f0a\u793e\u3067\u306f\u9078\u624b\u540d\u9451\u306e\u30c7\u30fc\u30bf\u3092\u4fdd\u6709\u3057\u3066\u3044\u308b\u306e\u3067\u3001\u305d\u306e\u9078\u624b\u540d\u3092\u5229\u7528\u3057\u3066\u3001MeCab\u306e\u30e6\u30fc\u30b6\u30fc\u8f9e\u66f8\u3092\u4f5c\u6210\u3057\u3066\u5f62\u614b\u7d20\u89e3\u6790\u3057\u3066\u307f\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p>\u8f9e\u66f8\u3078\u306e\u5358\u8a9e\u8ffd\u52a0\u306b\u306f, \u4e8c\u3064\u306e\u65b9\u6cd5\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<pre><code>\u30b7\u30b9\u30c6\u30e0\u8f9e\u66f8\u3078\u306e\u8ffd\u52a0\n\u30e6\u30fc\u30b6\u8f9e\u66f8\u3078\u306e\u8ffd\u52a0\n<\/code><\/pre>\n<p>\u4eca\u56de\u306f\u3001\u8f9e\u66f8\u306e\u5207\u308a\u66ff\u3048\u304c\u7c21\u6613\u306a\u30e6\u30fc\u30b6\u8f9e\u66f8\u3078\u306e\u8ffd\u52a0\u3092\u8a66\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n<p>\u624b\u9806\u3068\u3057\u3066\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u4f5c\u696d\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n<pre><code>\u8f9e\u66f8\u306b\u5165\u308c\u305f\u3044\u5358\u8a9e (\u30bf\u30fc\u30e0) \u306efoo.csv \u3068\u3044\u3046\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u6210\nfoo.csv \u306b\u5358\u8a9e\u3092\u8ffd\u52a0\n\u8f9e\u66f8\u306e\u30b3\u30f3\u30d1\u30a4\u30eb\n<\/code><\/pre>\n<p>\u5358\u8a9e\u306b\u95a2\u3059\u308b\u60c5\u5831\u3092\u3001\u8272\u3005\u3068\u8a2d\u5b9a\u3067\u304d\u307e\u3059\u304c\u3001\u5c11\u306a\u304f\u3068\u3082\u300c\u8868\u5c64\u5f62\uff08\u8ffd\u52a0\u3057\u305f\u3044\u5358\u8a9e\uff09\u300d\u3068\u300c\u30b3\u30b9\u30c8\u300d\u3092\u8ffd\u52a0\u3057\u3066\u304a\u3051\u3070OK\u3067\u3059\u3002<br \/>\n\u30b3\u30b9\u30c8\u306f\u300c1\u300d\u3092\u8a2d\u5b9a\u3057\u305f\u5358\u8a9e\u304c\u6700\u512a\u5148\u3055\u308c\u307e\u3059\u3002\u30b3\u30b9\u30c8\u3092\u81ea\u52d5\u63a8\u5b9a\u3059\u308b\u65b9\u6cd5\u3082\u3042\u308a\u307e\u3059\u304c\u3001\u4eca\u56de\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u8a08\u7b97\u5f0f\u3067\u300c\u30b3\u30b9\u30c8\u300d\u3092\u7b97\u51fa\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n<pre><code>cost = int(max(-36000, -400 * len(word) ** 1.5))\n<\/code><\/pre>\n<p>\n\u3053\u3046\u3057\u3066\u30e6\u30fc\u30b6\u8f9e\u66f8\u306e\u5143\u306b\u306a\u308bCSV\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002\u9078\u624b\u540d\u62bd\u51fa\u7528\u306b\u3001\u8ffd\u52a0\u30a8\u30f3\u30c8\u30ea\u3078\u300c\u91ce\u7403\u30ad\u30fc\u30ef\u30fc\u30c9\u300d\u3068\u3044\u3046\u8f9e\u66f8\u540d\u3092\u8ffd\u52a0\u3057\u307e\u3059\u3002<br \/>\n\u305d\u308c\u3067\u306f\u3001\u8ffd\u52a0\u3057\u305f\u30e6\u30fc\u30b6\u8f9e\u66f8\u3092\u5229\u7528\u3057\u3066\u3001\u518d\u3073\u798f\u5ca1\u30bd\u30d5\u30c8\u30d0\u30f3\u30af\u30db\u30fc\u30af\u30b9\u6240\u5c5e\u306e\u6771\u6d5c\u5de8\u9078\u624b\u3092\u5f62\u614b\u7d20\u89e3\u6790\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n<pre><code>\u6771\u6d5c\u5de8 \u540d\u8a5e,\u4e00\u822c,*,*,*,*,*,*,*,\u91ce\u7403\u30ad\u30fc\u30ef\u30fc\u30c9\n<\/code><\/pre>\n<p>\u4e0a\u8a18\u306e\u3088\u3046\u306b\u3001\u300c\u91ce\u7403\u30ad\u30fc\u30ef\u30fc\u30c9\u300d\u3068\u3044\u3046\u8ffd\u52a0\u30a8\u30f3\u30c8\u30ea\u306e\u60c5\u5831\u3092\u5f97\u308b\u3053\u3068\u304c\u51fa\u6765\u307e\u3057\u305f\u3002<br \/>\n\u3053\u308c\u3067\u3001\u30b3\u30e9\u30e0\u8a18\u4e8b\u3092\u89e3\u6790\u3057\u305f\u6642\u306b\u9078\u624b\u540d\u3092\u8ffd\u52a0\u30a8\u30f3\u30c8\u30ea\u306e\u60c5\u5831\u3092\u57fa\u306b\u62bd\u51fa\u304c\u53ef\u80fd\u3067\u3001\u30ea\u30f3\u30af\u5148\u306e\u9078\u624bID\u3068\u4e0a\u624b\u304f\u30de\u30c3\u30d4\u30f3\u30b0\u51fa\u6765\u305d\u3046\u3067\u3059\u3002<\/p>\n<p><!--more--><\/p>\n<div class=\"frame_headding\">\n<h3 style=\"text-align: left;\">\u25a0 \u6700\u5f8c\u306b<\/h3>\n<\/div>\n<p>\u3053\u306e\u3088\u3046\u306bMeCab\u306a\u3069\u306e\u5f62\u614b\u7d20\u89e3\u6790\u306e\u30c4\u30fc\u30eb\u306b\u306f\u3001\u72ec\u81ea\u306e\u30e6\u30fc\u30b6\u8f9e\u66f8\u3092\u8ffd\u52a0\u3067\u304d\u308b\u4ed5\u7d44\u307f\u304c\u7528\u610f\u3055\u308c\u3066\u304a\u308a\u3001\u958b\u767a\u306e\u8981\u4ef6\u306b\u5bfe\u3057\u3066\u4e0a\u624b\u304f\u5229\u7528\u3059\u308b\u3053\u3068\u304c\u51fa\u6765\u307e\u3059\u3002<br \/>\n\u30b3\u30e9\u30e0\u306e\u8a18\u4e8b\u5185\u5bb9\u306b\u3088\u3063\u3066\u306f\u3001\u300c\u3007\u3007\u9078\u624b\u300d\u3068\u3044\u3063\u305f\u30d5\u30eb\u30cd\u30fc\u30e0\u3067\u306f\u7121\u3044\u9078\u624b\u540d\u306e\u5358\u8a9e\u304c\u767b\u5834\u3057\u3066\u304f\u308b\u306e\u3067\u3001\u4eca\u5f8c\u300c<a href=\"http:\/\/spaia.jp\" title=\"SPAIA\" target=\"_blank\">SPAIA<\/a>\u300d\u3067\u306f\u3001\u5358\u8a9e\u306e\u4fc2\u308a\u53d7\u3051\u306e\u89e3\u6790\u3092\u884c\u3063\u305f\u308a\u3001\u9078\u624b\u540d\u306e\u30cb\u30c3\u30af\u30cd\u30fc\u30e0\u306a\u3069\u306e\u7565\u79f0\u306e\u8f9e\u66f8\u3092\u53ce\u96c6\u3059\u308b\u4ed5\u7d44\u307f\u3065\u304f\u308a\u3092\u5145\u5b9f\u3057\u3066\u3001\u3055\u3089\u306a\u308b\u30b3\u30e9\u30e0\u8a18\u4e8b\u306e\u89e3\u6790\u6280\u8853\u306e\u5411\u4e0a\u3092\u76ee\u6307\u3057\u3066\u3044\u304d\u307e\u3059\u3002<br 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