{"id":30029,"date":"2024-01-16T18:18:04","date_gmt":"2023-01-25T14:56:34","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/%e6%88%91%e8%af%95%e7%9d%80%e4%bd%bf%e7%94%a8mongodb%e5%92%8cpandas%ef%bc%8c%e8%8e%b7%e5%8f%96%e4%ba%86%e9%80%9a%e8%bf%87youtube-api%e8%8e%b7%e5%8f%96%e7%9a%84%e8%bc%9d%e5%a4%9c%e6%9c%88%e7%9a%84\/"},"modified":"2025-08-12T17:09:21","modified_gmt":"2025-08-12T09:09:21","slug":"%e6%88%91%e8%af%95%e7%9d%80%e4%bd%bf%e7%94%a8mongodb%e5%92%8cpandas%ef%bc%8c%e8%8e%b7%e5%8f%96%e4%ba%86%e9%80%9a%e8%bf%87youtube-api%e8%8e%b7%e5%8f%96%e7%9a%84%e8%bc%9d%e5%a4%9c%e6%9c%88%e7%9a%84","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/%e6%88%91%e8%af%95%e7%9d%80%e4%bd%bf%e7%94%a8mongodb%e5%92%8cpandas%ef%bc%8c%e8%8e%b7%e5%8f%96%e4%ba%86%e9%80%9a%e8%bf%87youtube-api%e8%8e%b7%e5%8f%96%e7%9a%84%e8%bc%9d%e5%a4%9c%e6%9c%88%e7%9a%84\/","title":{"rendered":"\u6211\u8bd5\u7740\u4f7f\u7528MongoDB\u548cpandas\uff0c\u83b7\u53d6\u4e86\u901a\u8fc7YouTube API\u83b7\u53d6\u7684\u8f1d\u591c\u6708\u7684\u89c6\u9891\u4fe1\u606f"},"content":{"rendered":"

\u9996\u5148\u4f7f\u7528YouTube\u7684API\u68c0\u7d22\u7ed3\u679c\uff08\u89c6\u9891\u4fe1\u606f\uff09\uff0c\u5e76\u5c06\u5176\u52a0\u8f7d\u5230MongoDB\u4e2d\uff0c\u7136\u540e\u683c\u5f0f\u5316\u5e76\u5199\u5165\u5230CSV\u6587\u4ef6\u4e2d\uff0c\u6216\u8005\u4f7f\u7528pandas\u8fdb\u884c\u5206\u6790\u3002<\/p>\n

\u7531\u4e8e\u53ef\u4ee5\u6839\u636e\u89c2\u770b\u6b21\u6570\u6216\u70b9\u8d5e\u6570\u5bf9YouTube\u7684\u641c\u7d22\u7ed3\u679c\u8fdb\u884c\u6392\u5e8f\uff0c
\n\u6240\u4ee5\u5728\u50cf”\u6211\u6709\u4e00\u4e2a\u5f88\u559c\u6b22\u7684YouTuber\uff0c\u4f46\u4e0d\u77e5\u9053\u8be5\u770b\u54ea\u4e2a\u89c6\u9891\uff01”\u8fd9\u6837\u7684\u60c5\u51b5\u4e0b\u975e\u5e38\u65b9\u4fbf\u3002<\/p>\n

\u80cc\u666f -\u6700\u8fd1\uff0c\u6211\u5bf9\u4e8e\u4ece\u7f51\u4e0a\u83b7\u53d6\u4fe1\u606f\u548c\u6570\u636e\u7684”\u7f51\u7edc\u722c\u866b”\u975e\u5e38\u611f\u5174\u8da3\u3002\u56e0\u6b64\uff0c\u6211\u6b63\u5728\u53c2\u8003\u300aPython\u7f51\u7edc\u722c\u866b\u4e0e\u6570\u636e\u91c7\u96c6\u300b\u8fd9\u672c\u4e66\u8fdb\u884c\u5b9e\u8df5\uff0c\u8fd9\u6b21\u5c31\u662f\u5176\u4e2d\u7684\u4e00\u90e8\u5206\u3002<\/p>\n

\u4e3a\u4ec0\u4e48\u9009\u62e9\u4e86\u8f1d\u591c\u6708\u8fd9\u4f4d\u865a\u62dfYouTuber\u7684\u89c6\u9891\u5462\uff1f
\n\u56e0\u4e3a\u6211\u975e\u5e38\u559c\u6b22\u8f1d\u591c\u6708\u5440\u3002\u5979\u7684\u89c6\u9891\u6709\u8da3\u53c8\u53ef\u7231\uff0c\u771f\u662f\u592a\u68d2\u4e86\u3002
\n\u770b\u7740\u8f1d\u591c\u6708\u4ee5\u865a\u62dfYouTuber\u7684\u8eab\u4efd\u98d2\u723d\u767b\u573a\uff0c\u611f\u53d7\u5230\u4e86\u65b0\u65f6\u4ee3\u7684\u6765\u4e34\u3002
\n\u771f\u662f\u4e2a\u4e86\u4e0d\u8d77\u7684\u65f6\u4ee3\u554a\u3002
\n\u6700\u8fd1\u4e00\u76f4\u6ca1\u8ffd\u5230\u5979\u7684\u89c6\u9891\uff0c\u6b63\u597d\u53ef\u4ee5\u8865\u4e0a\u3002<\/p>\n

\u9700\u8981\u505a\u7684\u4e8b\u60c5<\/p>\n
    \n
  1. \n
      \u4f7f\u7528YouTube\u7684API\u6765\u6536\u96c6\u641c\u7d22\u7ed3\u679c\u4e2d\u7684\u89c6\u9891\u4fe1\u606f\uff0c\u5e76\u5c06\u5176\u4fdd\u5b58\u5230MongoDB\u4e2d<\/ol>\n<\/li>\n<\/ol>\n

       <\/p>\n

        \n
      1. \n
          \u5bf9\u4fdd\u5b58\u7684\u6570\u636e\u8fdb\u884c\u6574\u7406\uff0c\u5199\u5165csv\u6587\u4ef6<\/ol>\n<\/li>\n<\/ol>\n

           <\/p>\n

            \u4f7f\u7528pandas\u8bfb\u53d6csv\u6587\u4ef6\u5e76\u8fdb\u884c\u6570\u636e\u5206\u6790<\/ol>\n

            \u73af\u5883<\/p>\n
              \n
            • \n
                Windows10 64bit<\/ul>\n<\/li>\n<\/ul>\n

                 <\/p>\n

                  \n
                • \n
                    Python3.5<\/ul>\n<\/li>\n<\/ul>\n

                     <\/p>\n

                      MongoDB 4.0.2<\/ul>\n

                      \u9884\u5148\u51c6\u5907<\/p>\n
                        \n
                      • \n
                          pandas\u304c\u5fc5\u8981\u306a\u306e\u3068Jupyter Notebook\u304c\u4fbf\u5229\u306a\u306e\u3067\u3001Anaconda\u3082\u5165\u308c\u3066\u304a\u304d\u307e\u3057\u3087\u3046\u3002<\/ul>\n<\/li>\n<\/ul>\n

                           <\/p>\n

                            \n
                          • \n
                              YouTube\u304b\u3089API\u3067\u30c7\u30fc\u30bf\u3092\u53d6\u3063\u3066\u304f\u308b\u305f\u3081\u306b\u3001Google\u3067API\u30ad\u30fc\u306e\u53d6\u5f97\u3068\u8a2d\u5b9a\u3082\u884c\u3044\u307e\u3057\u3087\u3046\u3002<\/ul>\n<\/li>\n<\/ul>\n

                              \u53c2\u8003\uff1a\u300cYouTube Data API\u3092\u89e6\u3063\u3066\u307f\u3088\u3046\u3010\u5c0e\u5165\u7de8\u3011\u300d<\/p>\n

                              \u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3059\u308b\u524d\u306bMongoDB\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3001\u8d77\u52d5\u3055\u305b\u3066\u304a\u304f\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n

                              \u53c2\u8003\uff1a\u300cWindows\u7248MongoDB\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u30fbMongoShell\u3092\u901a\u3057\u3066CRUD\u30b3\u30de\u30f3\u30c9\u3092\u6253\u3063\u3066\u307f\u308b\u300d<\/p>\n

                              \u4ee3\u7801<\/p>\n

                              \u4f7f\u7528YouTube\u7684API\u4ece\u641c\u7d22\u7ed3\u679c\u4e2d\u6536\u96c6\u89c6\u9891\u4fe1\u606f\uff0c\u5e76\u4fdd\u5b58\u5728MongoDB\u4e2d\u3002<\/p>\n
                              import<\/span> sys<\/span>\r\nfrom<\/span> apiclient.discovery<\/span> import<\/span> build<\/span> # pip install google-api-python-client\r\n<\/span>from<\/span> pymongo<\/span> import<\/span> MongoClient<\/span>,<\/span> DESCENDING<\/span> # pip install pymongo\r\n<\/span>\r\nYOUTUBE_API_KEY<\/span> =<\/span> '<API\u30ad\u30fc\u3092\u8a18\u5165>'<\/span>\r\n\r\nquery<\/span> =<\/span> '\u8f1d\u591c\u6708'<\/span> # \u691c\u7d22\u30ad\u30fc\u30ef\u30fc\u30c9\r\n<\/span>max_pages<\/span>=<\/span>8<\/span> # \u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3059\u308b\u30da\u30fc\u30b8\u6570\r\n<\/span>maxResults<\/span>=<\/span>50<\/span> # 1\u30da\u30fc\u30b8\u3042\u305f\u308a\u306e\u52d5\u753b\u6570\r\n# max_pages * maxResults \u5206\u306e\u52d5\u753b\u306e\u60c5\u5831\u3092\u53d6\u3063\u3066\u304f\u308b\u3002\u5927\u304d\u3059\u304e\u308b\u8a2d\u5b9a\u3060\u3068\u9014\u4e2d\u3067\u30a8\u30e9\u30fc\u304c\u51fa\u308b\u3053\u3068\u3082\u3002\r\n<\/span>\r\ndef<\/span> main<\/span>():<\/span>\r\n    \"\"\"\r\n    \u30e1\u30a4\u30f3\u51e6\u7406\r\n    \"\"\"<\/span>\r\n    mongo_client<\/span> =<\/span> MongoClient<\/span>(<\/span>'localhost'<\/span>,<\/span> 27017<\/span>)<\/span> # MongoDB\u3068\u63a5\u7d9a\r\n<\/span>    db<\/span> =<\/span> mongo_client<\/span>.<\/span>kaguya<\/span>\r\n    collection<\/span> =<\/span> db<\/span>.<\/span>luna<\/span> # kaguya\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9 -> luna\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\r\n<\/span>    collection<\/span>.<\/span>delete_many<\/span>({})<\/span> # \u65e2\u5b58\u306e\u5168\u3066\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u524a\u9664\u3057\u3066\u304a\u304f\r\n<\/span>\r\n    for<\/span> items_per_page<\/span> in<\/span> search_videos<\/span>(<\/span>query<\/span>,<\/span> max_pages<\/span>,<\/span> maxResults<\/span>):<\/span>\r\n        save_to_mongodb<\/span>(<\/span>collection<\/span>,<\/span> items_per_page<\/span>)<\/span>\r\n\r\n\r\ndef<\/span> search_videos<\/span>(<\/span>query<\/span>,<\/span> max_pages<\/span>=<\/span>10<\/span>,<\/span> maxResults<\/span>=<\/span>50<\/span>):<\/span>\r\n    \"\"\"\r\n    \u52d5\u753b\u3092\u691c\u7d22\u3057\u3066\u30da\u30fc\u30b8\u5358\u4f4d\u3067list\u3092yield\u3059\u308b\r\n    \"\"\"<\/span>\r\n    youtube<\/span> =<\/span> build<\/span>(<\/span>'youtube'<\/span>,<\/span> 'v3'<\/span>,<\/span> developerKey<\/span> =<\/span> YOUTUBE_API_KEY<\/span>)<\/span>\r\n\r\n    search_request<\/span> =<\/span> youtube<\/span>.<\/span>search<\/span>().<\/span>list<\/span>(<\/span>\r\n        part<\/span>=<\/span>'id'<\/span>,<\/span>\r\n        q<\/span>=<\/span>query<\/span>,<\/span>\r\n        type<\/span>=<\/span>'video'<\/span>,<\/span>\r\n        maxResults<\/span>=<\/span>maxResults<\/span>,<\/span>\r\n    )<\/span>\r\n\r\n    i<\/span> =<\/span> 0<\/span>\r\n    while<\/span> search_request<\/span> and<\/span> i<\/span> <<\/span> max_pages<\/span>:<\/span>\r\n        search_response<\/span> =<\/span> search_request<\/span>.<\/span>execute<\/span>()<\/span> # execute()\u3067\u5b9f\u969b\u306bHTTP\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u9001\u4fe1\u3002API\u306e\u30ec\u30b9\u30dd\u30f3\u30b9\u3092\u53d6\u5f97\u3002\r\n<\/span>        video_ids<\/span> =<\/span> [<\/span>item<\/span>[<\/span>'id'<\/span>][<\/span>'videoId'<\/span>]<\/span> for<\/span> item<\/span> in<\/span> search_response<\/span>[<\/span>'items'<\/span>]]<\/span>\r\n\r\n        videos_response<\/span> =<\/span> youtube<\/span>.<\/span>videos<\/span>().<\/span>list<\/span>(<\/span>\r\n            part<\/span>=<\/span>'snippet,statistics'<\/span>,<\/span>\r\n            id<\/span>=<\/span>','<\/span>.<\/span>join<\/span>(<\/span>video_ids<\/span>)<\/span>\r\n        ).<\/span>execute<\/span>()<\/span>\r\n\r\n        yield<\/span> videos_response<\/span>[<\/span>'items'<\/span>]<\/span>\r\n\r\n        search_request<\/span> =<\/span> youtube<\/span>.<\/span>search<\/span>().<\/span>list_next<\/span>(<\/span>search_request<\/span>,<\/span> search_response<\/span>)<\/span>\r\n        i<\/span> +=<\/span> 1<\/span>\r\n\r\n\r\ndef<\/span> save_to_mongodb<\/span>(<\/span>collection<\/span>,<\/span> items<\/span>):<\/span>\r\n    \"\"\"\r\n    MongoDB\u306b\u30a2\u30a4\u30c6\u30e0\u306e\u30ea\u30b9\u30c8\u3092\u4fdd\u5b58\r\n    \"\"\"<\/span>\r\n    for<\/span> item<\/span> in<\/span> items<\/span>:<\/span>\r\n        item<\/span>[<\/span>'_id'<\/span>]<\/span> =<\/span> item<\/span>[<\/span>'id'<\/span>]<\/span>\r\n\r\n        for<\/span> key<\/span>,<\/span> value<\/span> in<\/span> item<\/span>[<\/span>'statistics'<\/span>].<\/span>items<\/span>():<\/span>\r\n            item<\/span>[<\/span>'statistics'<\/span>][<\/span>key<\/span>]<\/span> =<\/span> int<\/span>(<\/span>value<\/span>)<\/span>\r\n\r\n    result<\/span> =<\/span> collection<\/span>.<\/span>insert_many<\/span>(<\/span>items<\/span>)<\/span> # \u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u306b\u633f\u5165\r\n<\/span>    print<\/span>(<\/span>'Inserted {0} documents'<\/span>.<\/span>format<\/span>(<\/span>len<\/span>(<\/span>result<\/span>.<\/span>inserted_ids<\/span>)),<\/span> file<\/span>=<\/span>sys<\/span>.<\/span>stderr<\/span>)<\/span>\r\n\r\n\r\nif<\/span> __name__<\/span> ==<\/span> '__main__'<\/span>:<\/span>\r\n    main<\/span>()<\/span>\r\n<\/code><\/pre>\n
                              \u5c06\u4fdd\u5b58\u7684\u6570\u636e\u4eceMongoDB\u4e2d\u63d0\u53d6\u51fa\u6765\uff0c\u5e76\u8fdb\u884c\u683c\u5f0f\u5316\uff0c\u7136\u540e\u5199\u5165\u5230csv\u6587\u4ef6\u4e2d\u3002
                              \n\u5982\u679c\u4ee5CSV\u683c\u5f0f\u4fdd\u5b58\uff0c\u5373\u4f7f\u4e0d\u662f\u5de5\u7a0b\u5e08\u7684\u4eba\u4e5f\u80fd\u5728Excel\u4e2d\u8fdb\u884c\u6392\u5e8f\u7b49\u5206\u6790\uff0c\u975e\u5e38\u65b9\u4fbf\u3002
                              \n\u203b\u5982\u679c\u76f4\u63a5\u7528Excel\u6253\u5f00\uff0c\u4f1a\u51fa\u73b0\u4e71\u7801\u95ee\u9898\u3002\u8bf7\u6309\u7167\u4ee5\u4e0b\u7f51\u7ad9\u63d0\u4f9b\u7684\u6b65\u9aa4\u6253\u5f00\u3002
                              \n“\u4e0d\u8f6c\u6362\u5b57\u7b26\u7f16\u7801\u6253\u5f00UTF-8\u7f16\u7801\u7684CSV\u6587\u4ef6\u5728Excel\u4e2d\u7684\u65b9\u6cd5”<\/p>\n
                              import<\/span> csv<\/span>\r\n\r\nmongo_client<\/span> =<\/span> MongoClient<\/span>(<\/span>'localhost'<\/span>,<\/span> 27017<\/span>)<\/span>\r\ndb<\/span> =<\/span> mongo_client<\/span>.<\/span>kaguya<\/span>\r\ncollection<\/span> =<\/span> db<\/span>.<\/span>luna<\/span> # kaguya\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9 -> luna\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\r\n<\/span>\r\n# \u5217\u540d\uff081\u884c\u76ee\uff09\u3092\u4f5c\u6210\r\n## [\u30bf\u30a4\u30c8\u30eb\u3001URL\u3001\u30c1\u30e3\u30f3\u30cd\u30eb\u540d\u3001\u516c\u958b\u65e5\u3001\u8996\u8074\u56de\u6570\u3001Like\u6570\u3001Dislike\u6570\u3001\u30b3\u30e1\u30f3\u30c8\u6570\uff08\u4e00\u90e8\u4e0d\u6b63\u78ba\uff1f\uff09\u3001favorite\u6570\uff08\u4e0d\u660e\uff09]\r\n<\/span>col_name<\/span> =<\/span> [<\/span>'title'<\/span>,<\/span> 'url'<\/span>,<\/span> 'channelTitle'<\/span>,<\/span> 'publishedAt'<\/span>]<\/span>\r\nstatistics_keys<\/span> =<\/span> [<\/span>'viewCount'<\/span>,<\/span> 'likeCount'<\/span>,<\/span> 'dislikeCount'<\/span>,<\/span> 'commentCount'<\/span>,<\/span> 'favoriteCount'<\/span>]<\/span>\r\ncol_name<\/span>.<\/span>extend<\/span>(<\/span>statistics_keys<\/span>)<\/span>\r\nsort_key<\/span> =<\/span> 'statistics.likeCount'<\/span> # \u3072\u3068\u307e\u305aLike\u304c\u591a\u3044\u9806\u306b\u4fdd\u5b58\r\n<\/span>\r\nwith<\/span> open<\/span>(<\/span>'youtube_result.csv'<\/span>,<\/span> 'w'<\/span>,<\/span> newline<\/span>=<\/span>''<\/span>,<\/span> encoding<\/span>=<\/span>'utf-8'<\/span>)<\/span> as<\/span> output_csv<\/span>:<\/span>\r\n    csv_writer<\/span> =<\/span> csv<\/span>.<\/span>writer<\/span>(<\/span>output_csv<\/span>)<\/span>\r\n    csv_writer<\/span>.<\/span>writerow<\/span>(<\/span>col_name<\/span>)<\/span> # \u5217\u540d\u3092\u8a18\u5165\r\n<\/span>\r\n    # \u30c7\u30fc\u30bf\u3092\u6574\u5f62\u3057\u3064\u3064csv\u306b\u66f8\u304d\u8fbc\u3093\u3067\u3044\u304f\r\n<\/span>    for<\/span> item<\/span> in<\/span> collection<\/span>.<\/span>find<\/span>().<\/span>sort<\/span>(<\/span>sort_key<\/span>,<\/span> DESCENDING<\/span>):<\/span>\r\n        url<\/span> =<\/span> 'https:\/\/www.youtube.com\/watch?v='<\/span> +<\/span> item<\/span>[<\/span>'_id'<\/span>]<\/span>\r\n        row_items<\/span> =<\/span> [<\/span>item<\/span>[<\/span>'snippet'<\/span>][<\/span>'title'<\/span>],<\/span> url<\/span>,<\/span> item<\/span>[<\/span>'snippet'<\/span>][<\/span>'channelTitle'<\/span>],<\/span> item<\/span>[<\/span>'snippet'<\/span>][<\/span>'publishedAt'<\/span>]]<\/span>\r\n\r\n        # \u5024\u304c\u5165\u3063\u3066\u3044\u306a\u3044\u90e8\u5206\u3092\u57cb\u3081\u308b\u305f\u3081\u306b\u7d71\u8a08\u91cf\u306b\u3064\u3044\u3066for\u6587\u3092\u56de\u3059\r\n<\/span>        for<\/span> statistics_key<\/span> in<\/span> statistics_keys<\/span>:<\/span>\r\n            item<\/span>[<\/span>'statistics'<\/span>].<\/span>setdefault<\/span>(<\/span>statistics_key<\/span>,<\/span> 0<\/span>)<\/span>\r\n            row_items<\/span>.<\/span>append<\/span>(<\/span>item<\/span>[<\/span>'statistics'<\/span>][<\/span>statistics_key<\/span>])<\/span> # \u5217\u540d\u3068\u540c\u3058\u9806\u756a\u306b\u306a\u308b\u3088\u3046\u306bstatistics_keys\u3067for\u6587\u3092\u56de\u3059\r\n<\/span>\r\n        csv_writer<\/span>.<\/span>writerow<\/span>(<\/span>row_items<\/span>)<\/span>\r\n<\/code><\/pre>\n
                              \u53e6\u5916\uff0c\u60a8\u8fd8\u53ef\u4ee5\u5229\u7528MongoDB\u7684\u96c6\u5408\u6765\u63d0\u53d6\u201c\u8f1d\u591c\u6708\u7684\u5b98\u65b9\u89c6\u9891\u201d\u8fd9\u4e00\u5185\u5bb9\u3002<\/p>\n
                              # \u8f1d\u591c\u6708\u306e\u516c\u5f0f\u52d5\u753b\u306e\u307f\u62bd\u51fa\r\n# \u8996\u8074\u56de\u6570\u9806\u306b\u30bd\u30fc\u30c8\u3057\u3066\u8868\u793a\r\n<\/span>for<\/span> item<\/span> in<\/span> collection<\/span>.<\/span>find<\/span>({<\/span>'snippet.channelTitle'<\/span>:<\/span> 'Kaguya Luna Official'<\/span>}).<\/span>sort<\/span>(<\/span>'statistics.viewCount'<\/span>,<\/span> DESCENDING<\/span>):<\/span>\r\n    print<\/span>(<\/span>item<\/span>[<\/span>'statistics'<\/span>][<\/span>'viewCount'<\/span>],<\/span> item<\/span>[<\/span>'snippet'<\/span>][<\/span>'channelTitle'<\/span>],<\/span> item<\/span>[<\/span>'snippet'<\/span>][<\/span>'title'<\/span>])<\/span>\r\n<\/code><\/pre>\n
                              \u4ee5\u4e0b\u662f\u4e00\u90e8\u5206\u7684\u8f93\u51fa\u7ed3\u679c\uff1a
                              \n\u521d\u671f\u89c6\u9891\u7684\u64ad\u653e\u6b21\u6570\u5f88\u591a\u554a\u30021<\/p>\n
                              3078789 Kaguya Luna Official \u3010Getting Over It\u3011\u6708\u3061\u3083\u3093\u304a\u3053\u3060\u3088\uff01\uff01\uff01\uff01\uff01\u304a\u3053\r\n2949664 Kaguya Luna Official \u3010\u81ea\u5df1\u7d39\u4ecb\u3011\u8f1d\u591c \u6708\u306e\u7279\u6280\u304c\u30b9\u30b4\u30a4\uff01\uff01\uff01\uff01\r\n2677585 Kaguya Luna Official \u5fc5\u6bba\uff01\u3042\u3044\u3055\u3064\u304d\u3081\u3066\u307f\u305f\u3063\u30b9\uff01\uff01\uff01\uff01\uff01\uff01\uff01\uff01\uff01\uff01\uff01\uff01\uff01\uff01\uff01\uff01\uff01\uff01\r\n2469026 Kaguya Luna Official \u8001\u5316\u9632\u6b62\u5bfe\u7b56\u3057\u3066\u306a\u3044\u3068\u304b\u30de\uff1f\uff01\r\n\u2026\u2026\r\n<\/code><\/pre>\n
                              \u4f7f\u7528pandas\u5e93\u8bfb\u53d6csv\u6587\u4ef6\u5e76\u8fdb\u884c\u6570\u636e\u5206\u6790\u3002<\/p>\n
                              import<\/span> pandas<\/span> as<\/span> pd<\/span>\r\n\r\n# csv\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u307f\u8fbc\u3080\r\n<\/span>df<\/span> =<\/span> pd<\/span>.<\/span>read_csv<\/span>(<\/span>'youtube_result.csv'<\/span>)<\/span>\r\n\r\n# \u300c\u6d3b\u767a\u5ea6\u300d\u5217\u3092\u4f5c\u308b\r\n## \u518d\u751f\u6570\u306b\u5bfe\u3057\u3066\u3069\u308c\u3060\u3051\u306e\u30b3\u30e1\u30f3\u30c8\u304c\u96c6\u307e\u3063\u3066\u3044\u308b\u304b\r\n<\/span>df<\/span>[<\/span>'\u6d3b\u767a\u5ea6'<\/span>]<\/span> =<\/span> df<\/span>[<\/span>'commentCount'<\/span>]<\/span> \/<\/span> df<\/span>[<\/span>'viewCount'<\/span>]<\/span>\r\n\r\n# \u300c\u597d\u611f\u5ea6\u300d\u5217\u3092\u4f5c\u308b\r\n## \u518d\u751f\u6570\u306b\u5bfe\u3057\u3066\u3069\u308c\u3060\u3051Like\u304c\u96c6\u307e\u3063\u3066\u3044\u308b\u304b\r\n<\/span>df<\/span>[<\/span>'\u597d\u611f\u5ea6'<\/span>]<\/span> =<\/span> df<\/span>[<\/span>'likeCount'<\/span>]<\/span> \/<\/span> df<\/span>[<\/span>'viewCount'<\/span>]<\/span>\r\n<\/code><\/pre>\n
                              \u300c\u6d3b\u8dc3\u5ea6\u300d= \u300c\u8bc4\u8bba\u6570\u300d\/\u300c\u89c2\u770b\u6b21\u6570\u300d
                              \n\u300c\u597d\u611f\u5ea6\u300d= \u300c\u70b9\u8d5e\u6570\u300d\/\u300c\u89c2\u770b\u6b21\u6570\u300d
                              \n\u6211\u4eec\u5236\u5b9a\u8fd9\u6837\u7684\u5b9a\u4e49\u3002\u8003\u8651\u5230\u89c2\u770b\u6b21\u6570\u8d8a\u591a\uff0c\u8bc4\u8bba\u548c\u70b9\u8d5e\u4e5f\u66f4\u5bb9\u6613\u96c6\u4e2d\uff0c\u4e3a\u4e86\u66f4\u516c\u5e73\u5730\u8fdb\u884c\u6bd4\u8f83\uff0c\u6211\u4eec\u5c06\u5176\u9664\u4ee5\u89c2\u770b\u6b21\u6570\u3002<\/p>\n
                              # \u597d\u611f\u5ea6\u9806\u306b\u30bd\u30fc\u30c8\r\n# \u30aa\u30d5\u30a3\u30b7\u30e3\u30eb\u52d5\u753b\u306e\u307f\u62bd\u51fa\r\n# Jupyter Notebook\u4e0a\u3067\u5b9f\u884c\u3059\u308b\u3068\u898b\u3084\u3059\u3044\u3067\u3059\r\n<\/span>df<\/span>[<\/span>df<\/span>[<\/span>'channelTitle'<\/span>]<\/span> ==<\/span> 'Kaguya Luna Official'<\/span>].<\/span>sort_values<\/span>(<\/span>by<\/span>=<\/span>[<\/span>'\u597d\u611f\u5ea6'<\/span>],<\/span> ascending<\/span>=<\/span>False<\/span>)<\/span>\r\n<\/code><\/pre>\n
                              \u8bf7\u8bd5\u9a8c\u4e00\u4e0b\uff0c\u7ed3\u679c\u5927\u81f4\u5982\u4e0b\uff1a
                              \n\u76f8\u5bf9\u8f83\u65b0\u4e14\u64ad\u653e\u6b21\u6570\u8f83\u5c11\u7684\u89c6\u9891\uff0c\u597d\u611f\u5ea6\u4f3c\u4e4e\u8f83\u9ad8\u3002
                              \n\u597d\u611f\u5ea6\u6307\u6807\u6709\u70b9\u68d8\u624b\u5462\u2026\u2026\u3002<\/p>\n
                              \"pic.PNG\"\u901a\u8fc7\u4f7f\u7528pandas\uff0c\u53ef\u4ee5\u8fdb\u884c\u5404\u79cd\u5176\u4ed6\u5206\u6790\u3002
                              \n\u7531\u4e8e\u6570\u636e\u4fdd\u5b58\u5728MongoDB\u6216csv\u4e2d\uff0c\u4e0d\u9700\u8981\u9891\u7e41\u8bbf\u95eeYouTube\uff0c\u4ece\u800c\u51cf\u8f7b\u4e86\u5bf9\u5bf9\u65b9\u7684\u8d1f\u62c5\u3002<\/p>\n
                              \u52aa\u529b\u4e4b\u540e\uff0c\u4f1a\u53d1\u73b0\u5f88\u591a\u6709\u8da3\u7684\u4e8b\u60c5\uff01<\/p>\n
                              \u603b\u7ed3\u8d77\u6765\u4f7f\u7528API\u53ef\u4ee5\u5982\u6b64\u65b9\u4fbf\u5730\u83b7\u53d6\u4fe1\u606f\uff0c\u8fd9\u771f\u662f\u4ee4\u4eba\u60ca\u8bb6\u554a\u3002<\/p>\n
                              \u968f\u7740\u865a\u62dfYouTuber\u5728\u666e\u901a\u793e\u4f1a\u4e2d\u7684\u666e\u53ca\uff0c\u6211\u4eec\u5e0c\u671b\u4e0d\u8981\u9519\u8fc7\u8fd9\u4e2a\u70ed\u6f6e\u3002
                              \n\u7136\u800c\uff0c\u73b0\u5728\u662fVtuber\u7684\u6218\u56fd\u65f6\u4ee3\u3002\u6211\u4eec\u6ca1\u6709\u65f6\u95f4\u89c2\u770b\u6240\u6709\u89c6\u9891\u3002
                              \n\u5229\u7528\u672c\u6b21\u6240\u5236\u4f5c\u7684\u4ee3\u7801\uff0c\u8ba9\u6211\u4eec\u91cd\u70b9\u5173\u6ce8\u4e3b\u8981\u7684\u89c6\u9891\u3002<\/p>\n
                              \u8bf7\u53c2\u8003\u6211\u4e3b\u8981\u53c2\u8003\u4e86\u4ee5\u4e0b\u51e0\u70b9\u6765\u7f16\u5199\u4ee3\u7801\u3002<\/p>\n
                                \n
                              • \n
                                  \u300ePython\u30af\u30ed\u30fc\u30ea\u30f3\u30b0\uff06\u30b9\u30af\u30ec\u30a4\u30d4\u30f3\u30b0\u2015\u30c7\u30fc\u30bf\u53ce\u96c6\u30fb\u89e3\u6790\u306e\u305f\u3081\u306e\u5b9f\u8df5\u958b\u767a\u30ac\u30a4\u30c9\u2015\u300f\u6280\u8853\u8a55\u8ad6\u793e<\/ul>\n<\/li>\n<\/ul>\n
                                  \u300e\u9000\u5c48\u306a\u3053\u3068\u306fPython\u306b\u3084\u3089\u305b\u3088\u3046\u2015\u2015\u30ce\u30f3\u30d7\u30ed\u30b0\u30e9\u30de\u30fc\u306b\u3082\u3067\u304d\u308b\u81ea\u52d5\u5316\u51e6\u7406\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u300fO’Reilly Japan<\/p>\n
                                  csv\u306e\u66f8\u304d\u8fbc\u307f\u3067\u53c2\u8003\u306b\u3057\u307e\u3057\u305f\u3002<\/p>\n
                                  GitHub
                                  \nGitHub\u662f\u4e00\u4e2a\u57fa\u4e8e\u4e92\u8054\u7f51\u7684\u4ee3\u7801\u6258\u7ba1\u5e73\u53f0\u3002\u6211\u5df2\u7ecf\u5728GitHub\u4e0a\u516c\u5f00\u4e86Jupyter Notebook\u3002
                                  \nhttps:\/\/github.com\/kokokocococo555\/youtube-api-demo<\/p>\n
                                  \u95ee\u9898<\/p>\n
                                    \n
                                  • \n
                                      MongoDB\u3092\u5229\u7528\u3059\u308b\u90e8\u5206\u3067BulkWriteError: batch op errors occurred \u3068\u3044\u3046\u30a8\u30e9\u30fc\u304c\u51fa\u308b\u3053\u3068\u304c\u3042\u308b\uff08\u9014\u4e2d\u307e\u3067\u306f\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u4fdd\u5b58\u3055\u308c\u3066\u3044\u308b\uff09<\/ul>\n<\/li>\n<\/ul>\n
                                      \u52d5\u753b\u304c\u5b58\u5728\u3057\u306a\u3044\u90e8\u5206\u307e\u3067\u691c\u7d22\u5bfe\u8c61\u3068\u3057\u3066\u3044\u308b\u3068\u51fa\u308b\u3053\u3068\u304c\u3042\u308b
                                      \n\u5bfe\u8c61\u6570\u3092\u6e1b\u3089\u305b\u3070\u554f\u984c\u306a\u304f\u5b8c\u4e86\u3059\u308b\u3053\u3068\u3082\u3042\u308c\u3070\u3001\u305d\u308c\u3067\u3082\u306a\u304a\u30a8\u30e9\u30fc\u304c\u51fa\u308b\u3053\u3068\u3082
                                      \n\u5bfe\u7b56\u4e0d\u660e\u3002PC\u3092\u518d\u8d77\u52d5\u3059\u308b\u3068\u30a8\u30e9\u30fc\u304c\u51fa\u306a\u3044\u3053\u3068\u3082\u3042\u308b<\/p>\n
                                      \u8ab0\u3067\u3082\u4f7f\u3048\u308b\u304f\u3089\u3044\u306e\u6c4e\u7528\u6027\u3092\u6301\u305f\u305b\u305f\u3044<\/p>\n
                                      \u4eca\u306fAnaconda\u3084MongoDB\u7b49\u306e\u74b0\u5883\u69cb\u7bc9\u304c\u5927\u5909\u3067\u3001\u305d\u3053\u305d\u3053\u3067\u304d\u308b\u4eba\u3057\u304b\u4f7f\u3048\u306a\u3044<\/p>\n
                                      \u6ce8\u610fWeb\u30b9\u30af\u30ec\u30a4\u30d4\u30f3\u30b0\u3067\u306f\u8457\u4f5c\u6a29\u7b49\u3067\u6c17\u3092\u3064\u3051\u308b\u3079\u304d\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002
                                      \n\u4ee5\u4e0b\u8a18\u4e8b\u3092\u53c2\u8003\u306b\u3001\u30eb\u30fc\u30eb\u30fb\u30de\u30ca\u30fc\u3092\u610f\u8b58\u3057\u3066\u304a\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n
                                        \n
                                      • \n
                                          Web\u30b9\u30af\u30ec\u30a4\u30d4\u30f3\u30b0\u306e\u6ce8\u610f\u4e8b\u9805\u4e00\u89a7 – Qiita<\/ul>\n<\/li>\n<\/ul>\n
                                           <\/p>\n
                                            Web\u30b9\u30af\u30ec\u30a4\u30d4\u30f3\u30b0\u306e\u6cd5\u5f8b\u5468\u308a\u306e\u8a71\u3092\u3057\u3088\u3046\uff01 – Qiita<\/ul>\n
                                            \u76f8\u5173\u6587\u7ae0\u3010\u7f51\u9875\u722c\u53d6\u548c\u81ea\u52a8\u5316\u3011\u57fa\u672c\u7684\u306a\u30b9\u30af\u30ec\u30a4\u30d4\u30f3\u30b0(BeautifulSoup4)<\/p>\n
                                            \u300c\u5c0f\u8aac\u5bb6\u306b\u306a\u308d\u3046\u300d\u3092Python\u3067\u30b9\u30af\u30ec\u30a4\u30d4\u30f3\u30b0\u3057\u3066\u672c\u6587\u3092\u4fdd\u5b58\u3059\u308b\uff08\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u7528\u30b3\u30fc\u30d1\u30b9\u4f5c\u6210\uff09 – Qiita<\/p>\n
                                            API\u3092\u5229\u7528\u3057\u305f\u30b9\u30af\u30ec\u30a4\u30d4\u30f3\u30b0\u30fb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3078\u306e\u4fdd\u5b58(MongoDB)\u30fb\u30c7\u30fc\u30bf\u5206\u6790\u306e\u4e00\u6b69(pandas)<\/p>\n
                                            YouTube\u306eAPI\u3067\u53d6\u5f97\u3057\u305f\u8f1d\u591c\u6708\u3055\u3093\u306e\u52d5\u753b\u60c5\u5831\u3092MongoDB\u3084pandas\u3067\u89e6\u3063\u3066\u307f\u305f – Qiita<\/p>\n
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                                            \u30e1\u30fc\u30eb\u901a\u77e5(smtplib)\u30fb\u5b9a\u671f\u7684\u306a\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u81ea\u52d5\u5b9f\u884c(\u30bf\u30b9\u30af\u30b9\u30b1\u30b8\u30e5\u30fc\u30e9)<\/p>\n
                                            \u300c\u5c0f\u8aac\u5bb6\u306b\u306a\u308d\u3046\u300d\u3067\u65b0\u3057\u304f\u516c\u958b\u3055\u308c\u305f\u8a18\u4e8b\u306e\u30e1\u30fc\u30eb\u901a\u77e5\u3092\u81ea\u52d5\u5316\u3010Python\u3011 – Qiita<\/p>\n
                                            \u81ea\u52d5\u30ed\u30b0\u30a4\u30f3(Selenium, ChromeDriver)<\/p>\n
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