{"id":46375,"date":"2023-01-04T03:17:04","date_gmt":"2022-12-26T07:47:32","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/46375-2\/"},"modified":"2024-04-29T08:25:41","modified_gmt":"2024-04-29T00:25:41","slug":"46375-2","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/46375-2\/","title":{"rendered":""},"content":{"rendered":"

Overview<\/h2>\n

Jupyter\u3092\u4f7f\u3063\u3066\u4ed6\u4eba\u3068\u4e00\u7dd2\u306b\u4f5c\u696d\u3092\u3059\u308b\u3068\u304d\u306b\u3001\u76f8\u624b\u306b\u6c17\u3092\u3064\u3051\u3066\u6b32\u3057\u3044\u3053\u3068\u3001\u81ea\u5206\u304c\u6c17\u3092\u3064\u3051\u3066\u308b\u3053\u3068\u306b\u3064\u3044\u3066\u3001\u307e\u3068\u3081\u3066\u3044\u304f\u3002
\n\u8907\u6570\u4eba\u3067\u306eJupyter\u4e0a\u3067\u306e\u4f5c\u696d\u306f\u4f55\u304b\u3068\u3084\u308a\u306b\u304f\u3055\u304c\u3042\u308b\u3002\u5b9f\u9a13\u7684\u306a\u30b3\u30fc\u30c9\u304c\u591a\u304f\u3066\u8aad\u307f\u96e3\u304b\u3063\u305f\u308a\u3001\u305d\u3082\u305d\u3082\u3001\u5b9f\u884c\u53ef\u80fd\u306a\u306e\u304b\u304c\u308f\u304b\u308a\u96e3\u304b\u3063\u305f\u308a\u3002\u5b9f\u969b\u306b\u306f\u4f55\u304b\u3057\u3089\u306e\u30de\u30cd\u30fc\u30b8\u30e1\u30f3\u30c8\u30b5\u30fc\u30d3\u30b9\u3068\u9023\u643a\u3055\u305b\u305f\u308a\u3001\u30c1\u30fc\u30e0\u3067\u30eb\u30fc\u30eb\u3092\u8a2d\u5b9a\u3057\u305f\u308a\u3059\u308b\u308f\u3051\u3060\u304c\u3001\u3044\u3064\u3067\u3082\u305d\u308c\u3089\u3092\u8a2d\u5b9a\u3067\u304d\u308b\u308f\u3051\u3067\u3082\u306a\u3044\u3002\u500b\u4eba\u30ec\u30d9\u30eb\u306e\u610f\u8b58\u3067\u3069\u3093\u306a\u3053\u3068\u3092\u6c17\u3092\u3064\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u306e\u304b\u3001\u3069\u3093\u306a\u3053\u3068\u3092\u3084\u3081\u3066\u6b32\u3057\u3044\u306e\u304b\u3001\u3069\u3046\u3057\u3066\u304f\u308c\u308b\u3068\u5b09\u3057\u3044\u306e\u304b\u3092\u307e\u3068\u3081\u3066\u3044\u304f\u3002<\/p>\n

\u7d76\u5bfe\u306b\u6c17\u3092\u6b32\u3057\u3044\u3053\u3068<\/h2>\n

\u4f7f\u7528\u3055\u308c\u3066\u306a\u3044\u30b3\u30fc\u30c9\u306f\u6b8b\u3059\u306a<\/h3>\n

Jupyter\u4e0a\u3067\u306f\u3001\u7c21\u5358\u306b\u30b3\u30fc\u30c9\u3092\u66f8\u3044\u3066\u69d8\u3005\u306a\u3053\u3068\u3092\u624b\u8efd\u306b\u78ba\u304b\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u3088\u304f\u3042\u308b\u306e\u304c\u3001\u6700\u7d42\u7684\u306b\u4f7f\u308f\u308c\u3066\u306a\u3044\u30b3\u30fc\u30c9\u304c\u305d\u306e\u307e\u307e\u306b\u6b8b\u3063\u3066\u3044\u308b\u3053\u3068\u3060\u3002\u3053\u308c\u3089\u304c\u305d\u306e\u307e\u307e\u6b8b\u3063\u3066\u308b\u3068\u3001\u4ed6\u306e\u4eba\u304cJupyter\u30d5\u30a1\u30a4\u30eb\u3092\u958b\u3044\u305f\u6642\u306b\u6700\u521d\u306b\u884c\u3046\u306e\u306f\u3001\u30a2\u30af\u30c6\u30a3\u30d6\u306a\u30b3\u30fc\u30c9\u3068\u305d\u308c\u4ee5\u5916\u306e\u4ed5\u5206\u3051\u3060\u3002\u5168\u4f53\u306e\u30d5\u30ed\u30fc\u3082\u308f\u304b\u308a\u306b\u304f\u304f\u306a\u308b\u306e\u3067\u5fd8\u308c\u305a\u306b\u6d88\u305d\u3046\u3002\u3082\u3057\u3082\u3001\u4f7f\u7528\u306f\u3055\u308c\u3066\u3044\u306a\u3044\u3082\u306e\u306e\u3001\u91cd\u8981\u306a\u90e8\u5206\u3067\u3042\u308b\u306a\u3089\u3070\u30b3\u30e1\u30f3\u30c8\u30a2\u30a6\u30c8\u306a\u308a\u4f55\u306a\u308a\u3057\u3066\u3001\u30a2\u30af\u30c6\u30a3\u30d6\u306a\u30b3\u30fc\u30c9\u3067\u306f\u306a\u3044\u3053\u3068\u3092\u660e\u793a\u3057\u3088\u3046\u3002<\/p>\n

\u4e0a\u304b\u3089\u9806\u306b\u5b9f\u884c\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b<\/h3>\n

\u500b\u4eba\u7684\u306b\u306f\u3053\u308c\u306f\u672c\u5f53\u306b\u6c17\u306b\u3057\u3066\u6b32\u3057\u3044\u3002Jupyter\u4e0a\u3067\u306fCell\u3092\u8ffd\u52a0\u3001\u633f\u5165\u3092\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u305d\u306e\u305f\u3081\u3001\u8a66\u884c\u932f\u8aa4\u306e\u4e2d\u3067\u3001\u6700\u7d42\u7684\u306b\u901a\u3057\u3067\u5b9f\u884c\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u4e0b\u304b\u3089\u4e0a\u3001\u4e0a\u304b\u3089\u4e0b\u3068\u3001\u3081\u3061\u3083\u304f\u3061\u3083\u306a\u9806\u756a\u3067Cell\u3092\u5b9f\u884c\u3057\u306a\u3051\u308c\u3070\u3044\u3051\u306a\u3044\u30d5\u30a1\u30a4\u30eb\u304c\u51fa\u6765\u4e0a\u304c\u308b\u3053\u3068\u304c\u3042\u308b\u3002\uff08\u500b\u4eba\u7684\u306b\u306f\u3001\u305d\u3082\u305d\u3082\u5b9f\u9a13\u6bb5\u968e\u3067\u3082\u3053\u3093\u306a\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306f\u907f\u3051\u308b\u3079\u304d\u3060\u3068\u601d\u3046\u304c\u3002\uff09
\n\u3053\u306e\u624b\u306eJupyter\u30d5\u30a1\u30a4\u30eb\u306f\u5171\u540c\u4f5c\u696d\u8005\u304b\u3089\u3059\u308c\u3070\u6700\u60aa\u3060\u3002\u304d\u3061\u3093\u3068\u5b9f\u884c\u9806\u5e8f\u3092\u628a\u63e1\u3059\u308b\u306e\u3082\u9762\u5012\u3060\u3057\u3001\u81ea\u5206\u3067\u6574\u3048\u305f\u9806\u5e8f\u304c\u672c\u5f53\u306b\u30b3\u30fc\u30c9\u3092\u66f8\u3044\u305f\u4eba\u306e\u610f\u56f3\u3057\u305f\u3082\u306e\u306a\u306e\u304b\u3082\u308f\u304b\u3089\u306a\u3044\u3002\u305b\u3081\u3066\u3001\u4eba\u3068\u30b7\u30a7\u30a2\u3059\u308b\u524d\u306b\u3001\u4e0a\u304b\u3089\u5b9f\u884c\u3067\u304d\u308b\u3088\u3046\u306b\u6574\u3048\u3066\u304a\u3053\u3046\u3002<\/p>\n

\u5fc5\u8981\u306a\u30d5\u30a1\u30a4\u30eb\u306e\u4e0a\u66f8\u304d\u30b3\u30fc\u30c9\u3092\u6b8b\u3055\u306a\u3044<\/h3>\n

\u5171\u540c\u4f5c\u696d\u8005\u306f\u8a00\u3046\u3002\u300e\u305d\u306e\u30b3\u30fc\u30c9\u3001\u52d5\u304f\u304b\u3089\u3002\u5b9f\u884c\u3057\u306a\u304f\u3066\u826f\u3044\u304b\u3089\u3002\u300f
\n\u6b63\u76f4\u306a\u611f\u60f3\u306f\u300e\u77e5\u3089\u3093\u304c\u306a\u300f\u3060\u3002Jupyter\u4e0a\u306e\u30b3\u30fc\u30c9\u3060\u3002\u591a\u304f\u306e\u5834\u5408\u306f\u30c6\u30b9\u30c8\u304c\u306a\u3044\u3002\u672c\u5f53\u306b\u52d5\u304f\u304b\u3069\u3046\u304b\u306a\u3093\u3066\u308f\u304b\u3089\u3093\u3057\u3001\u305d\u3082\u305d\u3082\u3001\u5404\u30d1\u30fc\u30c4\u3054\u3068\u306b\u3069\u3046\u52d5\u304f\u306e\u304b\u304d\u3061\u3093\u3068\u78ba\u304b\u3081\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002\u305d\u306eJupyter\u4e0a\u3067\u4f5c\u696d\u3059\u308b\u3063\u3066\u3053\u3068\u306f\u4f55\u3089\u304b\u306e\u30bf\u30a4\u30df\u30f3\u30b0\u3067\u5c11\u306a\u304f\u3068\u3082\u30b3\u30fc\u30c9\u306e\u5b9f\u884c\u306f\u3059\u308b\u3082\u306e\u3060\u3002\u305d\u306e\u5b9f\u884c\u306b\u3088\u3063\u3066\u5927\u5207\u306a\u30d5\u30a1\u30a4\u30eb\u304c\u4e0a\u66f8\u304d\u3055\u308c\u3066\u3001\u5927\u5909\u306a\u3053\u3068\u306b\u3002\u3002\u3063\u3066\u306e\u306f\u3042\u3063\u3066\u306f\u3044\u3051\u306a\u3044\u3002
\n\u3044\u3064\u3001\u5171\u540c\u4f5c\u696d\u8005\u304cJupyter\u306e\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3057\u3066\u3082\u5927\u4e08\u592b\u306a\u3088\u3046\u306b\u3001\u5fc5\u8981\u306a\u30d5\u30a1\u30a4\u30eb\u306f\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u306a\u308a\u4f55\u306a\u308a\u3057\u3066\u304a\u3053\u3046\u3002<\/p>\n

\u6c17\u3092\u3064\u3051\u3066\u304f\u308c\u308b\u3068\u5b09\u3057\u3044\u3053\u3068<\/h2>\n

\u53c2\u7167\u3057\u3066\u308b\u30d5\u30a1\u30a4\u30eb\u306e\u60c5\u5831\u3092\u6b8b\u3057\u3066\u304f\u308c<\/h3>\n

Jupyter\u30d5\u30a1\u30a4\u30eb\u5185\u306eCell\u306e\u30b3\u30fc\u30c9\u3002<\/p>\n

data<\/span> =<\/span> pd<\/span>.<\/span>read_csv<\/span>(<\/span>'s3:\/\/hoge_1\/hoge_2\/processed_data.csv'<\/span>)<\/span>\r\n<\/code><\/pre>\n
\u3053\u306eprocessed_data.csv\u304c\u3069\u3053\u304b\u3089\u306a\u308a\u53d6\u3063\u3066\u304d\u305f\u3082\u306e\u3067\u30c1\u30fc\u30e0\u5185\u3067\u5171\u6709\u3055\u308c\u3066\u3044\u308b\u306a\u3089\u826f\u3044\u3002\u3081\u3093\u3069\u304f\u3055\u3044\u30d1\u30bf\u30fc\u30f3\u306f\u3001\u3053\u306e\u30d5\u30a1\u30a4\u30eb\u304c\u5225\u306eJupyter\u30d5\u30a1\u30a4\u30eb\u3067\u751f\u6210\u3055\u308c\u3001\u4fdd\u5b58\u3055\u308c\u305f\u5834\u5408\u3002\u3053\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u751f\u6210\u3057\u3066\u3044\u308bJupyter\u30d5\u30a1\u30a4\u30eb\u3092\u63a2\u3057\u306b\u3044\u304f\u5fc5\u8981\u304c\u3042\u308b\u3002\u3067\u3082\u3063\u3066\u3001\u3088\u304f\u3042\u308b\u306e\u304c\u3001\u8907\u6570\u306eJupyter\u30d5\u30a1\u30a4\u30eb\u304c\u3001\u3053\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u4fdd\u5b58\u3059\u308b\u305f\u3081\u306e\u30b3\u30fc\u30c9\u3092\u6301\u3063\u3066\u3044\u308b\u30d1\u30bf\u30fc\u30f3\u3002\u3069\u306e\u30d5\u30a1\u30a4\u30eb\u304b\u3089\u4f5c\u3089\u308c\u305f\u306e\u3088\uff1f\uff1f
\n\u4f55\u304b\u3057\u3089\u306e\u30de\u30cd\u30fc\u30b8\u30e1\u30f3\u30c8\u30b5\u30fc\u30d3\u30b9\u3092\u4f7f\u3063\u3066\u306a\u3044\u306a\u3089\u3001\u305b\u3081\u3066\u3001\u3053\u306e\u30d5\u30a1\u30a4\u30eb\u304c\u3069\u306eJupyter\u30d5\u30a1\u30a4\u30eb\u304b\u3089\u4f5c\u3089\u308c\u305f\u306e\u304b\u3001\u30b3\u30e1\u30f3\u30c8\u304f\u3089\u3044\u306f\u6b8b\u3057\u3066\u6b32\u3057\u3044\u3002\u8fbf\u3063\u3066\u3044\u304f\u306e\u304c\u672c\u5f53\u306b\u5927\u5909\u3002<\/p>\n
\u95a2\u6570\u3092\u4f7f\u3063\u3066\u30cd\u30fc\u30e0\u30b9\u30da\u30fc\u30b9\u3092\u9650\u5b9a\u3057\u3066\u304f\u308c<\/h3>\n
Jupyter\u4e0a\u3067\u306f\u624b\u65e9\u304f\u69d8\u3005\u306a\u5b9f\u9a13\u3092\u3067\u304d\u308b\u3002\u305d\u306e\u305f\u3081\u304b\u3001\u30b0\u30ed\u30fc\u30d0\u30eb\u30b9\u30da\u30fc\u30b9\u306b\u30ac\u30c4\u30ac\u30c4\u3068\u30ed\u30b8\u30c3\u30af\u304c\u66f8\u304b\u308c\u3001\u4e00\u3064\u306e\u5909\u6570\u540d\u304c\u7e70\u308a\u8fd4\u3057\u306e\u4e0a\u66f8\u304d\u3067\u518d\u5229\u7528\u3055\u308c\u308b\u3053\u3068\u3082\u3057\u3070\u3057\u3070\u3002\u305d\u308c\u304c\u3001\u5c0f\u3055\u3044Jupyter\u30d5\u30a1\u30a4\u30eb\u306a\u3089\u307e\u3060\u826f\u3044\u304c\u3001\u3053\u3046\u3044\u3046\u30d5\u30a1\u30a4\u30eb\u306f100 Cell\u4ee5\u4e0a\u304b\u3089\u3067\u304d\u3066\u305f\u308a\u3002
\nCell\u3092\u95a2\u6570\u5358\u4f4d\u611f\u899a\u3067\u4f7f\u3063\u3066\u308b\u3088\u3046\u306a\u30b3\u30fc\u30c9\u3082\u3088\u304f\u898b\u308b\u304c\u3002\u305d\u308c\u306a\u3089\u95a2\u6570\u5b9a\u7fa9\u3057\u3088\u3046\u3002<\/p>\n
\u5b9f\u884c\u3092\u78ba\u8a8d\u3059\u308b\u305f\u3081\u306e\u30b5\u30f3\u30d7\u30eb\u3055\u308c\u305fDEV\u30c7\u30fc\u30bf\u3092\u7528\u610f\u3057\u3066\u304f\u308c<\/h3>\n
\u4e0a\u306b\u3082\u66f8\u3044\u305f\u901a\u308a\u3001\u5171\u540c\u4f5c\u696d\u8005\u306e\u66f8\u3044\u305fJupyter\u4e0a\u3067\u306e\u30b3\u30fc\u30c9\u304c\u672c\u5f53\u306b\u52d5\u304f\u304b\u3069\u3046\u304b\u306a\u3093\u3066\u3001\u5b9f\u884c\u3057\u306a\u3051\u308c\u3070\u308f\u304b\u3089\u306a\u3044\u3002\u30c6\u30b9\u30c8\u306a\u3044\u3057\u3002
\n\u6d41\u77f3\u306b\u3001\u5168\u3066\u306e\u30d7\u30ed\u30bb\u30b9\u7528\u306b\u30c6\u30b9\u30c8\u3092\u66f8\u3051\u3068\u307e\u3067\u306f\u8a00\u308f\u306a\u3044\u3002\u3067\u3082\u3001\u5927\u304d\u306a\u30d7\u30ed\u30bb\u30b9\u5358\u4f4d\u3067\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u78ba\u8a8d\u3092\u3059\u308b\u3088\u3046\u306b\u30d5\u30a3\u30af\u30b9\u30c1\u30e5\u30a2\u30c7\u30fc\u30bf\u306f\u6b32\u3057\u3044\u3002\u304d\u3061\u3093\u3068\u660e\u8a18\u3055\u308c\u305f\u30d5\u30a3\u30af\u30b9\u30c1\u30e5\u30a2\u30c7\u30fc\u30bf\u3042\u308c\u3070\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u5b9f\u884c\u6642\u3082\u4f55\u304b\u3057\u3089\u5fc5\u8981\u306a\u30d5\u30a1\u30a4\u30eb\u306e\u4e0a\u66f8\u304d\u306e\u53ef\u80fd\u6027\u306b\u3064\u3044\u3066\u3082\u305d\u3093\u306a\u306b\u795e\u7d4c\u8cea\u306b\u306a\u3089\u306a\u304f\u3066\u6e08\u3080\u306e\u3067\u6c17\u304c\u697d\u3060\u3002\u3082\u3061\u308d\u3093\u3001\u81ea\u5206\u3067\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3092\u884c\u3063\u3066\u30c7\u30fc\u30bf\u3092\u4f5c\u308b\u306e\u306f\u5168\u7136\u69cb\u308f\u306a\u3044\u3057\u3001\u5b9f\u969b\u305d\u3046\u3057\u3066\u308b\u3053\u3068\u304c\u591a\u3044\u306e\u3060\u304c\u3001\u305d\u308c\u3082\u3001\u6642\u306b\u3088\u3063\u3066\u306f\u7d50\u69cb\u6642\u9593\u304c\u304b\u304b\u308b\u3002<\/p>\n
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\u6700\u5f8c\u306b<\/h2>\n
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