{"id":715,"date":"2023-10-17T17:23:52","date_gmt":"2022-10-06T18:40:25","guid":{"rendered":"https:\/\/www.silicloud.com\/ja\/blog\/index.php\/2023\/11\/30\/2022%e5%b9%b4%e3%81%ae%e3%83%87%e3%83%bc%e3%82%bf%e3%82%a2%e3%83%8a%e3%83%aa%e3%82%b9%e3%83%88%e3%82%92%e7%9b%ae%e6%8c%87%e3%81%99%e6%96%b9%e3%81%ae%e5%ad%a6%e7%bf%92%e3%83%ad%e3%83%bc%e3%83%89\/"},"modified":"2025-08-01T01:53:31","modified_gmt":"2025-07-31T16:53:31","slug":"2022%e5%b9%b4%e3%81%ae%e3%83%87%e3%83%bc%e3%82%bf%e3%82%a2%e3%83%8a%e3%83%aa%e3%82%b9%e3%83%88%e3%82%92%e7%9b%ae%e6%8c%87%e3%81%99%e6%96%b9%e3%81%ae%e5%ad%a6%e7%bf%92%e3%83%ad%e3%83%bc%e3%83%89","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/ja\/blog\/2022%e5%b9%b4%e3%81%ae%e3%83%87%e3%83%bc%e3%82%bf%e3%82%a2%e3%83%8a%e3%83%aa%e3%82%b9%e3%83%88%e3%82%92%e7%9b%ae%e6%8c%87%e3%81%99%e6%96%b9%e3%81%ae%e5%ad%a6%e7%bf%92%e3%83%ad%e3%83%bc%e3%83%89\/","title":{"rendered":"2022\u5e74\u306e\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30b9\u30c8\u3092\u76ee\u6307\u3059\u65b9\u306e\u5b66\u7fd2\u30ed\u30fc\u30c9\u30de\u30c3\u30d7"},"content":{"rendered":"

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\n

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\"data<\/div>\n

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\n

1. \u7d71\u8a08 (\u3068\u3046\u3051\u3044)<\/h2>\n

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\u30c8\u30c3\u30d7\u306e\u8a8d\u5b9a\u8a3c-<\/p>\n

    \n
  • University of Michigan (Coursera) – Statistics with Python . This specialization course will enable you to apply the stats knowledge using python which is crucial.<\/li>\n
  • Some of top books that you can read are – Practical stats for Data science and Naked Statistics.<\/li>\n<\/ul>\n
    \n

    2. \u30a8\u30af\u30bb\u30eb<\/h2>\n

    Excel\u306f\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30b9\u30c8\u306b\u3088\u3063\u3066\u5e83\u304f\u5229\u7528\u3055\u308c\u3066\u3044\u308b\u30c7\u30fc\u30bf\u51e6\u7406\u3084\u5206\u6790\u306e\u305f\u3081\u306e\u30c4\u30fc\u30eb\u306e\u4e00\u3064\u3067\u3059\u3002\u30c7\u30fc\u30bf\u3092\u6271\u3046\u305f\u3081\u306e\u4ed6\u306e\u30c4\u30fc\u30eb\u3082\u3042\u308a\u307e\u3059\u304c\u3001\u73fe\u6642\u70b9\u3067\u306fExcel\u306b\u306f\u91cd\u8981\u306a\u5f79\u5272\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n

    Excel\u306f\u3001\u30c1\u30e3\u30fc\u30c8\u3001\u5206\u6790\u3001VBA\u3001\u30de\u30af\u30ed\u3001\u30d5\u30a3\u30eb\u30bf\u30fc\u3001\u304a\u3088\u3073\u6570\u5f0f\u306a\u3069\u3001\u591a\u304f\u306e\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002\u30a2\u30ca\u30ea\u30b9\u30c8\u304cExcel\u3067\u6700\u3082\u3088\u304f\u4f7f\u7528\u3059\u308b\u6a5f\u80fd\u306f\u3001\u30d4\u30dc\u30c3\u30c8\u30c6\u30fc\u30d6\u30eb\u3068VLOOKUP\u95a2\u6570\u3067\u3059\u3002<\/p>\n

    \u3057\u305f\u304c\u3063\u3066\u3001\u4e0a\u7d1aExcel\u306e\u77e5\u8b58\u3092\u6301\u3063\u3066\u3044\u308b\u3053\u3068\u306f\u3001\u96c7\u7528\u4e3b\u306b\u771f\u5263\u306a\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u4f1d\u3048\u307e\u3059\u3002\u3067\u3059\u304b\u3089\u3001\u79c1\u306f\u3044\u304f\u3064\u304b\u306e\u512a\u308c\u305f\u30b3\u30fc\u30b9\u3092\u8ffd\u6c42\u3057\u3066\u3001\u3053\u308c\u3089\u306e\u30b9\u30ad\u30eb\u3092\u30de\u30b9\u30bf\u30fc\u3059\u308b\u305f\u3081\u306b\u3067\u304d\u308b\u9650\u308a\u7df4\u7fd2\u3059\u308b\u3053\u3068\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\u3002<\/p>\n

    \u30c8\u30c3\u30d7\u306e\u8cc7\u683c\u8a8d\u5b9a<\/p>\n

      \n
    • 365 Data science – Introduction To excel. This is one of the underrated course but it offers more than you need to learn about Excel for data analysis.<\/li>\n
    • Rice university (Coursera) – Intro To Data Analytics using Excel. This course is a part of Business stats and analysis specialization and teaches you all about excel from basics to advanced level.<\/li>\n<\/ul>\n
      \n

      3. SQL
      \n\uff13\uff0eSQL<\/h2>\n

      SQL\u306e\u5206\u6790\u306b\u304a\u3051\u308b\u91cd\u8981\u6027\u306b\u3064\u3044\u3066\u3001\u5b9f\u52d9\u7d4c\u9a13\u306e\u3042\u308b\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30b9\u30c8\u4ee5\u5916\u306b\u306f\u8a73\u3057\u3044\u4eba\u306f\u3044\u307e\u305b\u3093\u3002\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30b9\u30c8\u3068\u3057\u3066\u306f\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u305d\u306e\u7ba1\u7406\u306b\u3082\u7cbe\u901a\u3057\u3066\u3044\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u4f1a\u793e\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3067\u306fCRUD\u64cd\u4f5c\u3092\u884c\u3046\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u305d\u306e\u305f\u3081\u306b\u306fSQL\u307b\u3069\u67d4\u8edf\u304b\u3064\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u30c4\u30fc\u30eb\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n

      \u52b9\u679c\u7684\u306a\u5206\u6790\u3092\u884c\u3046\u305f\u3081\u306b\u306f\u3001\u7d50\u5408\u3001\u30c6\u30fc\u30d6\u30eb\u64cd\u4f5c\u3001\u30e6\u30cb\u30aa\u30f3\u3001\u30b0\u30eb\u30fc\u30d7\u5316\u3001\u4e26\u3079\u66ff\u3048\u306a\u3069\u3001\u3044\u304f\u3064\u304b\u306e\u30c8\u30d4\u30c3\u30af\u3092\u30de\u30b9\u30bf\u30fc\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n

      \u30c8\u30c3\u30d7\u306e\u8a8d\u8a3c- (Top no ninsh\u014d-)<\/p>\n

        \n
      • Duke university (Coursera) – Excel to MySQL: Analytic Techniques for Business Specialization. . This specialization will help you to learn all the SQL concepts required for data analysis.<\/li>\n
      • Some of the best books were – Learning SQL (Oreilly) 3rd edition.<\/li>\n<\/ul>\n
        \n

        4. \u30d3\u30b8\u30cd\u30b9\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9\u30c4\u30fc\u30eb<\/h2>\n

        \u30d3\u30b8\u30cd\u30b9\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9\u307e\u305f\u306fBI\u30c4\u30fc\u30eb\u306f\u3001\u30d3\u30b8\u30cd\u30b9\u30a2\u30ca\u30ea\u30b9\u30c8\u3084\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30b9\u30c8\u306b\u3088\u304f\u4f7f\u308f\u308c\u308b\u30c4\u30fc\u30eb\u3067\u3059\u3002Python\u3084R\u3001SQL\u3092\u4f7f\u7528\u3057\u3066\u3053\u308c\u3089\u306e\u30c4\u30fc\u30eb\u3067\u4f5c\u696d\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n

        BI\u306f\u4e3b\u306b\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u4f5c\u6210\u3001\u30ec\u30dd\u30fc\u30c8\u4f5c\u6210\u3001\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u30022022\u5e74\u306b\u304a\u3059\u3059\u3081\u306eBI\u30c4\u30fc\u30eb\u306fTableau\u3001PowerBL\u3001Looker\u3067\u3059\u3002<\/p>\n

        \u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3084\u305d\u308c\u305e\u308c\u306e\u30a6\u30a7\u30d6\u30da\u30fc\u30b8\u306e\u30e6\u30fc\u30b6\u30fc\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3092\u53c2\u8003\u306b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u305d\u308c\u3089\u3092\u30de\u30b9\u30bf\u30fc\u3059\u308b\u305f\u3081\u306e\u8a8d\u5b9a\u3092\u53d6\u308a\u305f\u3044\u5834\u5408\u306f\u3001\u4ee5\u4e0b\u306e\u30b3\u30fc\u30b9\u3092\u53d7\u8b1b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n

        \u4e3b\u8981\u306a\u8a8d\u5b9a\u8cc7\u683c<\/p>\n

          \n
        • University of California (Coursera) – Data Visualization with Tableau Specialization. This course is more than enough for your tableau learning journey.<\/li>\n
        • Udemy – Power BI, the complete introduction. . If you are beginner, this is the best course which will guide you to master power BI.<\/li>\n
        • For looker, you can follow their tutorials on their website which are very organized.<\/li>\n<\/ul>\n
          \n

          5. \u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e (Puroguramingu gengo)<\/h2>\n

          \u306f\u3044\u30011\u3064\u307e\u305f\u306f\u8907\u6570\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3092\u3057\u3063\u304b\u308a\u3068\u7406\u89e3\u3057\u3066\u3044\u308b\u3053\u3068\u306f\u975e\u5e38\u306b\u5f79\u7acb\u3064\u3067\u3057\u3087\u3046\u3002\u5206\u6790\u696d\u52d9\u306e\u5834\u5408\u3001\u4e00\u90e8\u306e\u4f01\u696d\u306f\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u306b\u3042\u307e\u308a\u91cd\u8996\u3092\u3057\u306a\u3044\u5834\u5408\u3082\u3042\u308a\u307e\u3059\u304c\u3001\u305d\u308c\u3089\u306e\u77e5\u8b58\u306f\u5f79\u306b\u7acb\u3061\u307e\u3059\u3088\u3002<\/p>\n

          Python\u3068R\u306e\u4e21\u65b9\u3092\u5b66\u3076\u3053\u3068\u3092\u5f37\u304f\u304a\u52e7\u3081\u3057\u307e\u3059\u3002\u4e21\u8a00\u8a9e\u306f\u3068\u3082\u306b\u3001Python\u3067\u306fnumpy\u3001pandas\u3001mat plot lib\u3068\u3044\u3063\u305f\u5f37\u529b\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3001\u305d\u3057\u3066R\u3067\u306fdplyr\u3084ggplot\u306a\u3069\u306e\u983c\u3082\u3057\u3044\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n

          \u3053\u308c\u3089\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u3057\u3063\u304b\u308a\u3068\u7406\u89e3\u3057\u3066\u3044\u308c\u3070\u3001\u3042\u306a\u305f\u306e\u5206\u6790\u306f\u52b9\u679c\u7684\u3067\u8981\u70b9\u3092\u62bc\u3055\u3048\u305f\u3082\u306e\u306b\u306a\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n

          \u30c8\u30c3\u30d7\u306e\u8cc7\u683c\u8a8d\u5b9a<\/p>\n

            \n
          • IBM Data analytics professional certificate and Google\u2019s data analytics professional certificate can be the best courses to master Python and R for analytics respectively. The former will focus more on python and later focus more on R.<\/li>\n
          • Free code camp – Data analysis using Python. This course will teach you all the libraries and methods for data analysis using python.<\/li>\n
          • Top books for Python and R for data analysis are – Python for Data analysis 2nd edition (Oreilly) and Data Analytics with R.<\/li>\n<\/ul>\n
            \n

            6. \u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u3068\u5c65\u6b74\u66f8<\/h2>\n

            \u3059\u3079\u3066\u306e\u30b9\u30ad\u30eb\u3092\u7fd2\u5f97\u3057\u305f\u3089\u3001\u6700\u7d42\u7684\u306b\u306f\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u3068\u5c65\u6b74\u66f8\u306b\u305d\u306e\u53d6\u5f97\u3057\u305f\u80fd\u529b\u3092\u793a\u3059\u3079\u304d\u3067\u3059\u3002\u81ea\u8eab\u304c\u7372\u5f97\u3057\u305f\u30b9\u30ad\u30eb\u3092\u99c6\u4f7f\u3057\u305f\u5b9f\u4e16\u754c\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u5e38\u306b\u53d6\u308a\u7d44\u3080\u3079\u304d\u3067\u3059\u3002<\/p>\n

            \u307e\u305f\u3001\u3042\u306a\u305f\u306f\u5c65\u6b74\u66f8\u306b\u81ea\u5206\u306e\u30b9\u30ad\u30eb\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3001\u305d\u3057\u3066\u7d4c\u9a13\u3092\u5f37\u8abf\u3059\u308b\u305f\u3081\u306b\u6642\u9593\u3092\u8cbb\u3084\u3059\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u4e00\u65e5\u306e\u7d42\u308f\u308a\u306b\u306f\u3001\u3042\u306a\u305f\u306e\u52aa\u529b\u306f\u5c65\u6b74\u66f8\u3084\u8c4a\u304b\u3067\u591a\u69d8\u306a\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u306e\u5f62\u3067\u3057\u304b\u8868\u73fe\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u305b\u3093\u3002<\/p>\n

            \u6700\u5f8c\u306b\u3001\u30c7\u30fc\u30bf\u30b9\u30c8\u30fc\u30ea\u30fc\u30c6\u30ea\u30f3\u30b0\u3068\u3044\u3046\u975e\u5e38\u306b\u91cd\u8981\u306a\u30b9\u30ad\u30eb\u304c\u3042\u308a\u307e\u3059\u3002\u6280\u8853\u7684\u306a\u30b9\u30ad\u30eb\u3084\u30c4\u30fc\u30eb\u306b\u306f\u512a\u308c\u3066\u3044\u3066\u3082\u3001\u826f\u3044\u30b9\u30c8\u30fc\u30ea\u30fc\u304c\u306a\u3051\u308c\u3070\u3001\u3059\u3079\u3066\u306e\u5206\u6790\u306f\u7121\u99c4\u306b\u7d42\u308f\u3063\u3066\u3057\u307e\u3044\u307e\u3059\u3002\u3067\u3059\u304b\u3089\u3001\u81ea\u5206\u306e\u767a\u898b\u3092\u9069\u5207\u306a\u65b9\u6cd5\u3068\u5a92\u4f53\u3067\u4f1d\u3048\u308b\u3053\u3068\u3092\u5fc3\u639b\u3051\u307e\u3057\u3087\u3046\u3002<\/p>\n

            \u5c65\u6b74\u66f8\u306b\u3064\u3044\u3066<\/p>\n

              \n
            • Data camp – Tips to build your resume for data science and analytics.<\/li>\n
            • Krish Naik – YouTube Channel dedicated for data science. You can find many videos related to resume building and portfolio building in this amazing channel.<\/li>\n<\/ul>\n

              \u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30b9\u30c8\u30ed\u30fc\u30c9\u30de\u30c3\u30d7\u306b\u542b\u307e\u308c\u3066\u3044\u308b\u3053\u308c\u3089\u306e\u30ea\u30bd\u30fc\u30b9\u3068\u30b9\u30ad\u30eb\u306f\u3001\u7279\u306b\u30c7\u30fc\u30bf\u5206\u91ce\u3001\u7279\u306b\u5206\u6790\u306b\u304a\u3044\u3066\u30ad\u30e3\u30ea\u30a2\u3092\u7bc9\u304f\u4e0a\u3067\u975e\u5e38\u306b\u91cd\u8981\u3067\u3059\u3002<\/p>\n

              \n

              \u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30b9\u30c8\u306e\u9053\u7b4b – \u6700\u5f8c<\/h2>\n

              \u3053\u3053\u3067\u63d0\u6848\u3055\u308c\u3066\u3044\u308b\u30c7\u30fc\u30bf\u5206\u6790\u6280\u8853\u8005\u306e\u30ed\u30fc\u30c9\u30de\u30c3\u30d7\u306f\u3001\u307b\u307c\u3059\u3079\u3066\u306e\u9700\u8981\u306e\u3042\u308b\u696d\u754c\u306e\u30b9\u30ad\u30eb\u3092\u30ab\u30d0\u30fc\u3057\u3066\u304a\u308a\u3001\u591a\u304f\u306e\u5b9f\u52d9\u7d4c\u9a13\u306e\u3042\u308b\u30c7\u30fc\u30bf\u5206\u6790\u5c02\u9580\u5bb6\u3078\u306e\u30a4\u30f3\u30bf\u30d3\u30e5\u30fc\u306b\u57fa\u3065\u3044\u3066\u3044\u307e\u3059\u3002\u30c7\u30fc\u30bf\u5206\u6790\u306e\u4e16\u754c\u306b\u98db\u3073\u8fbc\u3080\u3053\u3068\u3092\u71b1\u671b\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u77e5\u3063\u3066\u3044\u307e\u3059\u3002\u3067\u3059\u304b\u3089\u3001\u3053\u308c\u3089\u306e\u30b9\u30ad\u30eb\u306f\u3042\u306a\u305f\u306b\u3068\u3063\u3066\u306e\u8cb4\u91cd\u306a\u3082\u306e\u3067\u3059\u3002\u6642\u9593\u3092\u304b\u3051\u3066\u7406\u89e3\u3057\u3001\u5b9f\u8df5\u3057\u3001\u3044\u304f\u3064\u304b\u306e\u554f\u984c\u3092\u89e3\u6c7a\u3057\u3001\u5b9f\u969b\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u53d6\u308a\u7d44\u3080\u3053\u3068\u3067\u3001\u3042\u306a\u305f\u306f\u30c7\u30fc\u30bf\u5206\u6790\u8005\u3068\u3057\u3066\u306e\u30b9\u30ad\u30eb\u3092\u8eab\u306b\u3064\u3051\u308b\u6e96\u5099\u304c\u3067\u304d\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n

              \u4eca\u306f\u4ee5\u4e0a\u3067\u3059\u3002\u697d\u3057\u3044\u5b66\u3073\u3092\uff01\uff01<\/p>\n

              \u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30b9\u30c8\u3068\u306f\u3001\u3055\u3089\u306b\u8a73\u3057\u304f\u8aad\u3093\u3067\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

              \u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30b9\u30c8\u306b\u306a\u308a\u305f\u3044\u3067\u3059\u304b\uff1f2022\u5e74\u306b\u306f\u3001\u4e16\u754c\u7684\u306b3000\u5104\u30c9\u30eb\u306e\u5e02\u5834\u304c\u898b\u8fbc\u307e\u308c\u3066\u3044\u308b\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u3002\u30c7\u30fc\u30bf\u95a2\u9023\u306e\u5f79\u5272\u3067\u3042\u308b\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30b9\u30c8\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3001\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3001\u30c7\u30fc\u30bf\u30a2\u30fc\u30ad\u30c6\u30af\u30c8\u306a\u3069\u304c\u6025\u6210\u9577 […]<\/p>\n","protected":false},"author":11,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[26,61],"class_list":["post-715","post","type-post","status-publish","format-standard","hentry","category-uncategorized","tag-26","tag-61"],"yoast_head":"\n2022\u5e74\u306e\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30b9\u30c8\u3092\u76ee\u6307\u3059\u65b9\u306e\u5b66\u7fd2\u30ed\u30fc\u30c9\u30de\u30c3\u30d7 - 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