{"id":1924,"date":"2023-01-23T06:16:21","date_gmt":"2023-01-22T21:16:21","guid":{"rendered":"https:\/\/ubun2m.com\/?p=1924"},"modified":"2023-01-24T08:18:25","modified_gmt":"2023-01-23T23:18:25","slug":"%e5%bd%a2%e6%85%8b%e7%b4%a0%e8%a7%a3%e6%9e%90%e3%82%92%e4%bd%bf%e3%81%a3%e3%81%a6%e3%83%8f%e3%83%aa%e3%83%bc%e3%83%bb%e3%83%9d%e3%83%83%e3%82%bf%e3%83%bc%e3%82%92%e3%83%95%e3%83%a9%e3%83%b3%e3%82%b9","status":"publish","type":"post","link":"https:\/\/ubun2m.com\/?p=1924","title":{"rendered":"\u5f62\u614b\u7d20\u89e3\u6790\u3092\u4f7f\u3063\u3066\u30cf\u30ea\u30fc\u30fb\u30dd\u30c3\u30bf\u30fc\u3092\u30d5\u30e9\u30f3\u30b9\u8a9e\u3067\u697d\u3057\u304f\u8aad\u307f\u305f\u3044\u3010Python\u3011"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">\u306f\u3058\u3081\u306b<\/h2>\n\n\n\n<p>\u3000\u7b46\u8005\u306e\u8a9e\u5b66\u529b\u3067\u306f\u30cf\u30ea\u30fc\u30fb\u30dd\u30c3\u30bf\u30fc\u306e\u30d5\u30e9\u30f3\u30b9\u8a9e\u7248\u306f\u8aad\u307f\u3065\u3089\u3044\u3002\u305d\u306e\u7406\u7531\u306f\u3001\u30d5\u30e9\u30f3\u30b9\u8a9e\u306e\u8a9e\u5f59\u529b\u304c\u5c11\u306a\u3044\u3053\u3068\u306a\u306e\u3067\u3001\u3082\u3057\u4f7f\u308f\u308c\u3066\u3044\u308b\u5358\u8a9e\u3092\u52b9\u7387\u7684\u306b\u899a\u3048\u308b\u3053\u3068\u304c\u51fa\u6765\u308c\u3070\u3001\u8aad\u307f\u3084\u3059\u304f\u306a\u308b\u306e\u3067\u306f\u306a\u3044\u304b\u3068\u601d\u3063\u305f\u3002\u539f\u66f8\u306e\u82f1\u8a9e\u7248\u306f\u30ac\u30a4\u30c9\u30d6\u30c3\u30af\u304c\u51fa\u7248\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u826f\u3044\u304c\u3001\u30d5\u30e9\u30f3\u30b9\u8a9e\u7248\u306f\u306a\u3044\u3002\u305d\u3053\u3067\u4eca\u56de\u306f\u3001\u5f62\u614b\u7d20\u89e3\u6790\u3092\u5229\u7528\u3057\u3066\u4f7f\u7528\u983b\u5ea6\u304c\u9ad8\u3044\u9806\u306b\u5358\u8a9e\u3092\u62bd\u51fa\u3059\u308b\u3053\u3068\u306b\u3057\u305f\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30cf\u30ea\u30fc\u30fb\u30dd\u30c3\u30bf\u30fc\u306e\u30d5\u30e9\u30f3\u30b9\u8a9e\u7248\u3092\u8aad\u3080\u969b\u306b\u5f79\u7acb\u3064\u5358\u8a9e\u3092\u899a\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u8aad\u307f\u3084\u3059\u304f\u306a\u308a\u3001\u3088\u308a\u697d\u3057\u3081\u308b\u304b\u3082\u3057\u308c\u306a\u3044\u3002<\/p>\n\n\n\n<div class=\"affiliate-box\"><div class=\"affiliate-containar\"><a href=\"https:\/\/amzn.to\/3GVFYRT\" rel=\"nofollow\"><img decoding=\"async\" style=\"border: none;\" src=\"https:\/\/m.media-amazon.com\/images\/I\/514VRvAFlRL.jpg\" target=\"_blank\"><\/a><div class=\"affiliate-content\"><a href=\"https:\/\/amzn.to\/3GVFYRT\" rel=\"nofollow\">\u300c\u30cf\u30ea\u30fc\u30fb\u30dd\u30c3\u30bf\u30fc\u300dVol.1\u304c\u82f1\u8a9e\u3067\u697d\u3057\u304f\u8aad\u3081\u308b\u672c \u300c\u30cf\u30ea\u30fc\u30fb\u30dd\u30c3\u30bf\u30fc\u300d\u304c\u82f1\u8a9e\u3067\u697d\u3057\u304f\u8aad\u3081\u308b\u672c Kindle\u7248<\/a><ul class=\"affiliate-button\"><li><a href=\"https:\/\/amzn.to\/3GVFYRT\" rel=\"nofollow\">Amazon<\/a><\/li><\/ul><\/div><\/div><\/div>\n\n\n\n<p>\u3000<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5f62\u614b\u7d20\u89e3\u6790\u3068\u306f\u4f55\u304b<\/h2>\n\n\n\n<p>\u3000\u5f62\u614b\u7d20\u89e3\u6790\uff08\u3051\u3044\u305f\u3044\u305d\u304b\u3044\u305b\u304d\u3001Morphological analysis\uff09\u306f\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306b\u304a\u3044\u3066\u3001\u6587\u7ae0\u3092\u5358\u4f4d\u3068\u3059\u308b\u5f62\u614b\u7d20\uff08Morpheme\uff09\u306b\u5206\u89e3\u3059\u308b\u3053\u3068\u3092\u6307\u3059\u3002<\/p>\n\n\n\n<p>\u3000\u5f62\u614b\u7d20\u3068\u306f\u3001\u8a00\u8a9e\u5b66\u306b\u304a\u3044\u3066\u6587\u7ae0\u3092\u69cb\u6210\u3059\u308b\u6700\u5c0f\u306e\u5358\u4f4d\u3067\u3042\u308a\u3001\u8a00\u8449\u3084\u5358\u8a9e\u3092\u89e3\u6790\u3057\u3001\u57fa\u672c\u5f62\u3084\u54c1\u8a5e\u306a\u3069\u306e\u60c5\u5831\u3092\u53d6\u308a\u51fa\u3059\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u308b\u3002\u5f62\u614b\u7d20\u89e3\u6790\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u3084\u4eba\u5de5\u77e5\u80fd\u306e\u7814\u7a76\u306b\u3082\u7528\u3044\u3089\u308c\u308b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">spaCy\u3092\u4f7f\u3063\u305f\u5f62\u614b\u7d20\u89e3\u6790<\/h2>\n\n\n\n<p>\u3000\u4eca\u56de\u306e\u5f62\u614b\u7d20\u89e3\u6790\u306b\u306fspaCy\u3092\u5229\u7528\u3059\u308b\u3002sdpaCy\u306f\u3001Python\u3067\u66f8\u304b\u308c\u305f\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3042\u308b\u3002\u5f62\u614b\u7d20\u89e3\u6790\u3001\u6587\u7ae0\u306e\u30c8\u30d4\u30c3\u30af\u5206\u985e\u306a\u3069\u306e\u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3059\u308b\u305f\u3081\u306eAPI\u3092\u63d0\u4f9b\u3057\u3066\u3044\u308b\u3002spaCy\u306f\u9ad8\u3044\u51e6\u7406\u901f\u5ea6\u3068\u7cbe\u5ea6\u3001\u305d\u3057\u3066\u4f7f\u3044\u3084\u3059\u3044\u306e\u304c\u7279\u5fb4\u3067\u3042\u308b\u3002\u591a\u8a00\u8a9e\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u82f1\u8a9e\u3001\u30c9\u30a4\u30c4\u8a9e\u3001\u30d5\u30e9\u30f3\u30b9\u8a9e\u306a\u3069\u591a\u304f\u306e\u8a00\u8a9e\u3092\u6271\u3046\u3053\u3068\u304c\u3067\u304d\u308b\u3002<br><br>\u3000\u306a\u304a\u3001SpaCy\u306e\u30d5\u30e9\u30f3\u30b9\u8a9e\u30e2\u30c7\u30eb\u3067\u4f7f\u7528\u3055\u308c\u308b\u54c1\u8a5e\u30bf\u30b0\u306b\u306f\u4ee5\u4e0b\u306e\u7a2e\u985e\u304c\u3042\u308b\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>ADJ : adjective (\u5f62\u5bb9\u8a5e)<\/li>\n\n\n\n<li>ADP : adposition (\u524d\u7f6e\u8a5e)<\/li>\n\n\n\n<li>ADV : adverb (\u526f\u8a5e)<\/li>\n\n\n\n<li>AUX : auxiliary (\u52a9\u52d5\u8a5e)<\/li>\n\n\n\n<li>CCONJ : coordinating conjunction (\u8a9e\u7bc0\u9023\u63a5)<\/li>\n\n\n\n<li>DET : determiner (\u9650\u5b9a\u8a5e)<\/li>\n\n\n\n<li>INTJ : interjection (\u611f\u52d5\u8a5e)<\/li>\n\n\n\n<li>NOUN : noun (\u540d\u8a5e)<\/li>\n\n\n\n<li>NUM : numeral (\u6570\u8a5e)<\/li>\n\n\n\n<li>PART : particle (\u52a9\u8a5e)<\/li>\n\n\n\n<li>PRON : pronoun (\u4ee3\u540d\u8a5e)<\/li>\n\n\n\n<li>PROPN : proper noun (\u56fa\u6709\u540d\u8a5e)<\/li>\n\n\n\n<li>PUNCT : punctuation (\u53e5\u8aad\u70b9)<\/li>\n\n\n\n<li>SCONJ : subordinating conjunction (\u63a5\u7d9a\u8a5e)<\/li>\n\n\n\n<li>SYM : symbol (\u8a18\u53f7)<\/li>\n\n\n\n<li>VERB : verb (\u52d5\u8a5e)<\/li>\n\n\n\n<li>X : other (\u305d\u306e\u4ed6)<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u4f5c\u6210\u3057\u305f\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9<\/h2>\n\n\n\n<p>\u3000\u3053\u306e\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u306f\u3001\u30d5\u30e9\u30f3\u30b9\u8a9e\u306e\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u304b\u3089\u4f7f\u7528\u983b\u5ea6\u304c\u9ad8\u3044\u9806\u306b\u5358\u8a9e\u3092\u62bd\u51fa\u3059\u308b\u305f\u3081\u306ePython\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p>\u3000\u307e\u305a\u6700\u521d\u306b\u3001spaCy\u3068\u3044\u3046\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u3001\u30d5\u30e9\u30f3\u30b9\u8a9e\u306e\u30e2\u30c7\u30eb\u3092\u8aad\u307f\u8fbc\u3080\u3002<\/p>\n\n\n\n<p>\u3000main\u95a2\u6570\u3067\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u3092\u958b\u304d\u3001\u305d\u306e\u5185\u5bb9\u3092\u5909\u6570\u306b\u8aad\u307f\u8fbc\u3080\u3002\u305d\u306e\u5f8c\u3001get_lemma_pos_counts\u95a2\u6570\u3092\u4f7f\u7528\u3057\u3066\u3001lemma(\u57fa\u672c\u5f62), pos\uff08\u54c1\u8a5e\uff09, count\uff08\u51fa\u73fe\u56de\u6570\uff09\u3092\u53d6\u5f97\u3057\u3001\u66f8\u304d\u8fbc\u307f\u7528\u306ecsv\u30d5\u30a1\u30a4\u30eb\u306b\u66f8\u304d\u8fbc\u3080\u3002<\/p>\n\n\n\n<p>\u3000get_lemma_pos_counts\u95a2\u6570\u3067\u306f\u3001\u5f15\u6570\u3068\u3057\u3066\u4e0e\u3048\u3089\u308c\u305f\u30c6\u30ad\u30b9\u30c8\u304b\u3089\u3001\u5358\u8a9e\u306elemma\u3001pos\u3001\u305d\u306e\u5358\u8a9e\u306e\u51fa\u73fe\u56de\u6570\u3092\u53d6\u5f97\u3059\u308b\u3002\u5404\u884c\u306b\u3064\u3044\u3066spaCy\u3092\u4f7f\u3063\u3066\u51e6\u7406\u3092\u3057\u3066\u3044\u308b\u3002\u305d\u3057\u3066\u3001lemma, pos, count\u306e\u30ea\u30b9\u30c8\u3092\u4f5c\u6210\u3057\u3001count\u306e\u591a\u3044\u9806\u306b\u30bd\u30fc\u30c8\u3057\u3066main\u95a2\u6570\u306b\u30c7\u30fc\u30bf\u3092\u8fd4\u3059\u3002<\/p>\n\n\n\n<p>\u3000\u3053\u306e\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3059\u308b\u3053\u3068\u3067\u3001\u30d5\u30e9\u30f3\u30b9\u8a9e\u306e\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u304b\u3089\u4f7f\u7528\u983b\u5ea6\u304c\u9ad8\u3044\u9806\u306b\u5358\u8a9e\u3092\u62bd\u51fa\u3057\u3001\u305d\u308c\u3089\u3092csv\u30d5\u30a1\u30a4\u30eb\u306b\u66f8\u304d\u51fa\u3059\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-python\" data-file=\"spacy_lemma_pos_counts\" data-lang=\"Python\"><code># coding: utf-8\nimport spacy\nfrom collections import defaultdict\nimport csv\n\n# spaCy\u3092\u4f7f\u7528\u3057\u3066\u3001french\u306e\u30e2\u30c7\u30eb\u3092\u8aad\u307f\u8fbc\u3080\nnlp = spacy.load(&quot;fr_core_news_sm&quot;)\n\n# \u51e6\u7406\u3057\u305f\u30c6\u30ad\u30b9\u30c8\u304b\u3089lemma, pos, count\u3092\u53d6\u5f97\u3059\u308b\u95a2\u6570\ndef get_lemma_pos_counts(lines):\n\n    # lemma, pos\u3054\u3068\u306b\u30ab\u30a6\u30f3\u30c8\u3059\u308b\u305f\u3081\u306e\u8f9e\u66f8\u3092\u4f5c\u6210\n    lemma_pos_counts = defaultdict(lambda: defaultdict(int))\n    # \u30c6\u30ad\u30b9\u30c8\u306e\u4e2d\u306e\u5404\u884c\u306b\u3064\u3044\u3066\u51e6\u7406\n    for line in lines:\n        # spaCy\u3092\u4f7f\u7528\u3057\u3066\u3001\u884c\u3092\u51e6\u7406\n        doc = nlp(line)\n        # \u51e6\u7406\u6e08\u307f\u30c6\u30ad\u30b9\u30c8\u306e\u4e2d\u306e\u5404\u30c8\u30fc\u30af\u30f3\u306b\u3064\u3044\u3066\n        for token in doc:\n            # \u30c8\u30fc\u30af\u30f3\u306epos\u304cPUNCT\u3084SPACE\u3067\u306a\u3044\u5834\u5408\n            if token.pos_ not in [&quot;PUNCT&quot;, &quot;SPACE&quot;]:\n                # \u73fe\u5728\u306elemma, pos\u306e\u30ab\u30a6\u30f3\u30c8\u3092\u66f4\u65b0\n                lemma_pos_counts[token.lemma_][token.pos_] += 1\n\n    # lemma, pos, count\u306e\u30ea\u30b9\u30c8\u3092\u4f5c\u6210\n    lemma_pos_counts_list = [(lemma, pos, count) for lemma, pos_counts in lemma_pos_counts.items() for pos, count in pos_counts.items()]\n\n    # count\u306e\u591a\u3044\u9806\u306b\u30bd\u30fc\u30c8\n    lemma_pos_counts_list.sort(key=lambda x: x[2], reverse=True)\n\n    return lemma_pos_counts_list\n\ndef main():\n    # \u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u3092\u958b\u304f\n    with open(&#39;textfile.txt&#39;, &#39;r&#39;) as file:\n        # \u30d5\u30a1\u30a4\u30eb\u306e\u5185\u5bb9\u3092\u5909\u6570\u306b\u8aad\u307f\u8fbc\u3080\n        lines = file.readlines()\n\n    conversation_lines = []\n\n    # \u5404\u884c\u306b\u3064\u3044\u3066\u51e6\u7406\n    for line in lines:\n        conversation_lines.append(line)\n\n    # \u95a2\u6570\u3092\u4f7f\u7528\u3057\u3066\u3001lemma, pos, count\u3092\u53d6\u5f97\n    conversation_lemma_pos_counts = get_lemma_pos_counts(conversation_lines)\n\n    # \u66f8\u304d\u8fbc\u307f\u7528\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u958b\u304f\n    with open(&quot;lemma_pos_counts.csv&quot;, &quot;w&quot;) as f:\n        # CSV\u30e9\u30a4\u30bf\u30fc\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u4f5c\u6210\n        writer = csv.writer(f)\n        # \u30d8\u30c3\u30c0\u30fc\u3092\u66f8\u304d\u8fbc\u3080\n        writer.writerow([&quot;lemma&quot;, &quot;pos&quot;, &quot;count&quot;])\n        # \u5404\u884c\u3092\u66f8\u304d\u8fbc\u3080\n        for row in conversation_lemma_pos_counts:\n            lemma, pos, count = row\n            writer.writerow([lemma, pos, count])\n\nif __name__ == &quot;__main__&quot;:\n    main()<\/code><\/pre><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\u30cf\u30ea\u30fc\u30fb\u30dd\u30c3\u30bf\u30fc\u306e\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u3092\u7528\u3044\u3066\u5b9f\u969b\u306b\u5f62\u614b\u7d20\u89e3\u6790\u3092\u884c\u3063\u305f\u7d50\u679c<\/h2>\n\n\n\n<p>\u3000\u5b9f\u969b\u306b\u30cf\u30ea\u30fc\u30fb\u30dd\u30c3\u30bf\u30fc\uff11\u5dfb<strong>\u300cRowling, J.K.. Harry Potter \u00e0 L\u2019\u00e9cole des Sorciers (French Edition)\u300d<\/strong>\u306e\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u3092\u7528\u3044\u3066\u5f62\u614b\u7d20\u89e3\u6790\u3092\u884c\u3063\u305f\u7d50\u679c\u3001\u6700\u3082\u983b\u51fa\u3057\u305f\u5358\u8a9e\u306f\u300c\u00eatre\u300d\u3001\u300cavoir\u300d\u3001\u300cet\u300d\u3001\u300cde\u300d\u3001\u300cle\u300d\u306a\u3069\u3067\u3042\u3063\u305f\u3002\u3053\u308c\u3089\u306f\u3001\u30d5\u30e9\u30f3\u30b9\u8a9e\u306e\u6587\u7ae0\u3067\u3088\u304f\u4f7f\u7528\u3055\u308c\u308b\u52a9\u52d5\u8a5e\u3084\u524d\u7f6e\u8a5e\u306a\u3069\u306e\u57fa\u672c\u7684\u306a\u5358\u8a9e\u3067\u3042\u308b\u3002 <\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized is-style-default\"><img decoding=\"async\" src=\"https:\/\/ubun2m.com\/wp-content\/uploads\/2023\/01\/Screenshot-2023-01-22-at-20.29.32-778x800.png\" alt=\"\" class=\"wp-image-1927\" width=\"387\" height=\"398\" srcset=\"https:\/\/ubun2m.com\/wp-content\/uploads\/2023\/01\/Screenshot-2023-01-22-at-20.29.32-778x800.png 778w, https:\/\/ubun2m.com\/wp-content\/uploads\/2023\/01\/Screenshot-2023-01-22-at-20.29.32-389x400.png 389w, https:\/\/ubun2m.com\/wp-content\/uploads\/2023\/01\/Screenshot-2023-01-22-at-20.29.32-768x790.png 768w, https:\/\/ubun2m.com\/wp-content\/uploads\/2023\/01\/Screenshot-2023-01-22-at-20.29.32.png 928w\" sizes=\"(max-width: 387px) 100vw, 387px\" \/><figcaption class=\"wp-element-caption\">\u62bd\u51fa\u3057\u305fCSV\u30c7\u30fc\u30bf\u306e\u4e00\u90e8<\/figcaption><\/figure>\n\n\n\n<p>\u3000\u305d\u306e\u307e\u307e\u3067\u306f\u3001\u4ee3\u540d\u8a5e\u3001\u524d\u7f6e\u8a5e\u3001\u9650\u5b9a\u8a5e\u306a\u3069\u306e\u5358\u8a9e\u3070\u304b\u308a\u4e0a\u4f4d\u306b\u6765\u308b\u305f\u3081\u3001csv\u30c7\u30fc\u30bf\u3092\u3055\u3089\u306b\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3057\u305f\u3002<br>\u3000\u52d5\u8a5e\u3060\u3051\u3092\u62bd\u51fa\u3057\u305f\u7d50\u679c\u3001\u6700\u3082\u983b\u51fa\u3057\u305f\u52d5\u8a5e\u306f\u300cdire\u300d\u3001\u300cfaire\u300d\u3001\u300cavoir\u300d\u3001\u300caller\u300d\u3001\u300cvoir\u300d\u306a\u3069\u3067\u3042\u308b\u3002\u3053\u308c\u3089\u306f\u3001\u30d5\u30e9\u30f3\u30b9\u8a9e\u306e\u6587\u7ae0\u3067\u3088\u304f\u4f7f\u7528\u3055\u308c\u308b\u52d5\u8a5e\u3067\u3042\u308b\u3002 <\/p>\n\n\n\n<p>\u3000\u3053\u308c\u3089\u306e\u7d50\u679c\u304b\u3089\u3001\u554f\u984c\u306a\u304f\u52d5\u4f5c\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u78ba\u8a8d\u3067\u304d\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized is-style-default\"><img decoding=\"async\" src=\"https:\/\/ubun2m.com\/wp-content\/uploads\/2023\/01\/Screenshot-2023-01-22-at-20.33.13-555x800.png\" alt=\"\" class=\"wp-image-1931\" width=\"348\" height=\"502\" srcset=\"https:\/\/ubun2m.com\/wp-content\/uploads\/2023\/01\/Screenshot-2023-01-22-at-20.33.13-555x800.png 555w, https:\/\/ubun2m.com\/wp-content\/uploads\/2023\/01\/Screenshot-2023-01-22-at-20.33.13-277x400.png 277w, https:\/\/ubun2m.com\/wp-content\/uploads\/2023\/01\/Screenshot-2023-01-22-at-20.33.13-768x1108.png 768w, https:\/\/ubun2m.com\/wp-content\/uploads\/2023\/01\/Screenshot-2023-01-22-at-20.33.13.png 846w\" sizes=\"(max-width: 348px) 100vw, 348px\" \/><figcaption class=\"wp-element-caption\">\u52d5\u8a5e\uff08VERB\uff09\u3067\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u304a\u308f\u308a\u306b<\/h2>\n\n\n\n<p>\u3000\u5f62\u614b\u7d20\u89e3\u6790\u306e\u7d50\u679c\u304b\u3089\u5f97\u3089\u308c\u305f\u983b\u51fa\u5358\u8a9e\u306e\u30ea\u30b9\u30c8\u306b\u306f\u3001\u3059\u3067\u306b\u77e5\u3063\u3066\u3044\u308b\u5358\u8a9e\u3082\u542b\u307e\u308c\u3066\u3044\u308b\u3002\u305d\u306e\u305f\u3081\u3001\u983b\u51fa\u5358\u8a9e\u306e\u3046\u3061\u3001\u307e\u3060\u77e5\u3089\u306a\u3044\u5358\u8a9e\u3092\u898b\u3064\u3051\u308b\u305f\u3081\u306e\u4f5c\u696d\u304c\u5fc5\u8981\u306b\u306a\u308b\u3002\u77e5\u3089\u306a\u3044\u5358\u8a9e\u3092\u30c1\u30a7\u30c3\u30af\u3059\u308b\u65b9\u6cd5\u306f<a href=\"?p=1840\" title=\"\">\u5225\u306e\u8a18\u4e8b<\/a>\u3067\u7d39\u4ecb\u3057\u3066\u3044\u308b\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u7279\u5b9a\u306e\u672c\u3092\u8aad\u3080\u4e0a\u3067\u5f79\u7acb\u3064\u5358\u8a9e\u3092\u7d20\u65e9\u304f\u899a\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u3088\u308a\u697d\u3057\u3080\u3053\u3068\u304c\u3067\u304d\u308b\u3060\u308d\u3046\u3002<br>\u3000\u82f1\u8a9e\u3084\u30d5\u30e9\u30f3\u30b9\u8a9e\u306a\u3069\u3001\u8aad\u307f\u305f\u3044\u672c\u306e\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u304c\u7528\u610f\u3067\u304d\u308c\u3070\u3001\u540c\u3058\u65b9\u6cd5\u3067\u5f62\u614b\u7d20\u89e3\u6790\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u308b\u306e\u3067\u3001\u8208\u5473\u304c\u3042\u308b\u65b9\u306f\u305c\u3072\u8a66\u3057\u3066\u6b32\u3057\u3044\u3002<\/p>\n\n\n\n<div class=\"affiliate-box\"><div class=\"affiliate-containar\"><a href=\"https:\/\/amzn.to\/3WtLxfW\" rel=\"nofollow\"><img decoding=\"async\" style=\"border: none;\" src=\"https:\/\/m.media-amazon.com\/images\/I\/41JjzCF-UFL._SY291_BO1,204,203,200_QL40_ML2_.jpg\" target=\"_blank\"><\/a><div class=\"affiliate-content\"><a href=\"https:\/\/amzn.to\/3WtLxfW\" rel=\"nofollow\">\u5165\u9580 Python 3 \u7b2c2\u7248<\/a><ul class=\"affiliate-button\"><li><a href=\"https:\/\/amzn.to\/3WtLxfW\" rel=\"nofollow\">Amazon<\/a><\/li><\/ul><\/div><\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u306f\u3058\u3081\u306b \u3000\u7b46\u8005\u306e\u8a9e\u5b66\u529b\u3067\u306f\u30cf\u30ea\u30fc\u30fb\u30dd\u30c3\u30bf\u30fc\u306e\u30d5\u30e9\u30f3\u30b9\u8a9e\u7248\u306f\u8aad\u307f\u3065\u3089\u3044\u3002\u305d\u306e\u7406\u7531\u306f\u3001\u30d5\u30e9\u30f3\u30b9\u8a9e\u306e\u8a9e\u5f59\u529b\u304c\u5c11\u306a\u3044\u3053\u3068\u306a\u306e\u3067\u3001\u3082\u3057\u4f7f\u308f\u308c\u3066\u3044\u308b\u5358\u8a9e\u3092\u52b9\u7387\u7684\u306b\u899a\u3048\u308b\u3053\u3068\u304c\u51fa\u6765\u308c\u3070\u3001\u8aad\u307f\u3084\u3059\u304f\u306a\u308b\u306e\u3067\u306f\u306a\u3044\u304b\u3068\u601d\u3063\u305f\u3002\u539f\u66f8\u306e\u82f1\u8a9e [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":1951,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[3,19],"tags":[],"class_list":["post-1924","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-3","category-19"],"acf":[],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/ubun2m.com\/wp-content\/uploads\/2023\/01\/Screenshot-2023-01-22-at-22.18.14.jpg","_links":{"self":[{"href":"https:\/\/ubun2m.com\/index.php?rest_route=\/wp\/v2\/posts\/1924","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ubun2m.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ubun2m.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ubun2m.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ubun2m.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1924"}],"version-history":[{"count":0,"href":"https:\/\/ubun2m.com\/index.php?rest_route=\/wp\/v2\/posts\/1924\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/ubun2m.com\/index.php?rest_route=\/wp\/v2\/media\/1951"}],"wp:attachment":[{"href":"https:\/\/ubun2m.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1924"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ubun2m.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1924"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ubun2m.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1924"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}