{"id":46640,"date":"2023-01-06T05:13:21","date_gmt":"2022-11-27T23:10:37","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/46640-2\/"},"modified":"2024-04-29T08:42:05","modified_gmt":"2024-04-29T00:42:05","slug":"46640-2","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/46640-2\/","title":{"rendered":""},"content":{"rendered":"

TL; DR<\/h2>\n
\"Capture.gif\"<\/div>\n

\u80cc\u666f\uff1aJupyter\u306e\u4f7f\u3044\u65b9\u306f\u610f\u5916\u3068\u30cf\u30a4\u30b3\u30f3\u30c6\u30af\u30b9\u30c8<\/h2>\n

Python\u3092\u5206\u6790\u306b\u4f7f\u3063\u3066\u3044\u308b\u65b9\u3067\u6570\u5024\u5206\u6790\u306e\u30b3\u30fc\u30c9\u3092\u306a\u308b\u3079\u304f\u3055\u3063\u3055\u3068\u30a8\u30f3\u30c9\u30e6\u30fc\u30b6\u30fc\u306b\u63d0\u4f9b\u3057\u305f\u3044\u3051\u3069\u3001UI\u307e\u3067\u4f5c\u308b\u306e\u304c\u9762\u5012\u304f\u3055\u3044\u3068\u3044\u3046\u65b9\u306f\u591a\u3044\u306e\u3067\u306f\u3002
\n\u79c1\u306f\u88fd\u9020\u696d\u3067\u50cd\u3044\u3066\u3044\u308b\u306e\u3067\u30e6\u30fc\u30b6\u30fc\u304c\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u306e\u64cd\u4f5c\u306b\u6163\u308c\u3066\u3082\u3044\u306a\u3044\u3053\u3068\u3082\u591a\u304f\u3001\u30e6\u30fc\u30b6\u30fc\u5074\u306e\u74b0\u5883\u69cb\u7bc9\u3092\u8003\u3048\u308b\u306e\u3082\u624b\u9593\u3002\u30b5\u30fc\u30d0\u30fc\u4e0a\u306eJupyter Notebook\u3092\u305d\u306e\u307e\u307e\u63d0\u4f9b\u3059\u308b\u3068\u300c\u3053\u308c\u4f55\uff1f\u300d\u3068\u306a\u308b\u3002
\n\u3068\u3044\u3046\u308f\u3051\u3067\u30e6\u30fc\u30b6\u30fc\u914d\u5e03\u7528\u306eJupyter\u3092\u8003\u3048\u3066\u307f\u307e\u3057\u305f\u3002\u3053\u308c\u304c\u7d50\u69cb\u597d\u8a55\u3060\u3063\u305f\u306e\u3067\u3001Jupyter Notebook Advent Calender 2019 14\u65e5\u76ee\u3068\u3057\u3066\u7d39\u4ecb\u3057\u307e\u3059\u3002\u30a2\u30c9\u30ab\u30ec\u306b\u53c2\u52a0\u3059\u308b\u306e\u306f\u521d\u3081\u3066\u306a\u306e\u3067\u88dc\u8db3\u9802\u3051\u308b\u3053\u3068\u304c\u3042\u308c\u3070\u305c\u3072\u30b3\u30e1\u30f3\u30c8\u304f\u3060\u3055\u3044\u3002<\/p>\n

\u65b9\u6cd5\uff1ajupyter_contrib_nbextensions\u3068ipywidgets<\/h2>\n

\u6e96\u5099<\/h3>\n

jupyter_contrib_nbextensions\u306fJupyter\u306b\u69d8\u3005\u306a\u8ffd\u52a0\u6a5f\u80fd\u3092\u4e0e\u3048\u308b\u3082\u306e\u3067\u3059\u3002extentions\u306f\u4f7f\u308f\u306a\u304f\u3066\u3082\u3053\u306e\u30ce\u30fc\u30c8\u306f\u4f5c\u308c\u308b\u306e\u3067\u3059\u304c\u3001\u683c\u6bb5\u306b\u697d\u306b\u306a\u308b\u306e\u3067\u7a4d\u6975\u7684\u306b\u5229\u7528\u3057\u307e\u3059\u3002
\nipywidgets\u306fNotebook\u4e0a\u3067\u5165\u529b\u306e\u305f\u3081\u306eUI\u3092\u4f5c\u308b\u305f\u3081\u306e\u3082\u306e\u3067\u3059\u3002\u3053\u308c\u3092\u4f7f\u3063\u3066\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u306e\u5165\u529b\u3092\u53d7\u3051\u4ed8\u3051\u3066\u5909\u6570\u306b\u683c\u7d0d\u3067\u304d\u307e\u3059\u3002<\/p>\n

\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8<\/div>\n

ipywidgets<\/h3>\n

ipywidgets\u306e\u4f7f\u3044\u65b9\u306f\u591a\u304f\u306e\u8a18\u4e8b\u304c\u66f8\u304b\u308c\u3066\u3044\u308b\u306e\u3067\u3053\u3053\u3067\u306f\u7701\u7565\u3057\u307e\u3059\u304c\u3001\u4e0a\u306egif\u306e\u4f8b\u3067\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30b3\u30fc\u30c9\u3092\u66f8\u3044\u3066\u3044\u307e\u3059\u3002<\/p>\n

\u307e\u305a\u5fc5\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u306eimport\u3002<\/p>\n

%<\/span>matplotlib<\/span> inline<\/span>\r\nimport<\/span> numpy<\/span> as<\/span> np<\/span>\r\nimport<\/span> matplotlib.pyplot<\/span> as<\/span> plt<\/span>\r\nimport<\/span> ipywidgets<\/span> as<\/span> widgets<\/span>\r\nfrom<\/span> IPython.display<\/span> import<\/span> Javascript<\/span>\r\n<\/code><\/pre>\n
\u6b21\u306b\u771f\u4e0b\u306e\u30bb\u30eb\u3092\u5b9f\u884c\u3059\u308b\u95a2\u6570\u3092\u4f5c\u3063\u3066\u304a\u304d\u307e\u3059\u3002
\nNotebook\u4e0a\u3067Javascript\u3092\u5b9f\u884c\u3059\u308b\u3053\u3068\u3067\u5b9f\u73fe\u3055\u305b\u307e\u3059\u3002<\/p>\n
def<\/span> run_under_cell<\/span>(<\/span>ev<\/span>):<\/span>\r\n    display<\/span>(<\/span>Javascript<\/span>(<\/span>'IPython.notebook.execute_cell_range(<\/span>\\\r\n<\/span>        IPython.notebook.get_selected_index()+1,<\/span>\\\r\n<\/span>        IPython.notebook.get_selected_index()+2)'<\/span>))<\/span>\r\n<\/code><\/pre>\n
ipywidgets\u306e\u540d\u524d\u7a7a\u9593\u306b\u69d8\u3005\u306a\u5165\u529b\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u6ca2\u5c71\u3042\u308b\u306e\u3067\u8abf\u3079\u306a\u304c\u3089\u4f7f\u3044\u307e\u3057\u3087\u3046\u3002
\n\u30dc\u30bf\u30f3\u306e\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3092\u4f7f\u3063\u3066\u5148\u7a0b\u4f5c\u3063\u305f\u771f\u4e0b\u306e\u30bb\u30eb\u5b9f\u884c\u95a2\u6570\u3092\u30b3\u30fc\u30eb\u30d0\u30c3\u30af\u3057\u3066\u3001\u4e0b\u306b\u7d9a\u304f\u30ed\u30b8\u30c3\u30af\u306e\u30b3\u30fc\u30c9\u3092\u53e9\u304d\u307e\u3059\u3002\u591a\u6bb5\u968e\u306e\u5de5\u7a0b\u306e\u5834\u5408\u9806\u306b\u30dc\u30bf\u30f3\u3092\u62bc\u3057\u3066\u3044\u304f\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n
title<\/span> =<\/span> widgets<\/span>.<\/span>Text<\/span>(<\/span>description<\/span>=<\/span>\"\u30bf\u30a4\u30c8\u30eb\"<\/span>)<\/span>\r\nslope<\/span> =<\/span> widgets<\/span>.<\/span>BoundedFloatText<\/span>(<\/span>1<\/span>,<\/span> description<\/span>=<\/span>\"\u50be\u304d\"<\/span>)<\/span>\r\nintercept<\/span> =<\/span> widgets<\/span>.<\/span>FloatSlider<\/span>(<\/span>description<\/span>=<\/span>\"\u5207\u7247\"<\/span>)<\/span>\r\nbutton<\/span> =<\/span> widgets<\/span>.<\/span>Button<\/span>(<\/span>description<\/span>=<\/span>\"\u5165\u529b\u5f8c\u306b\u30af\u30ea\u30c3\u30af\"<\/span>)<\/span>\r\nbutton<\/span>.<\/span>on_click<\/span>(<\/span>run_under_cell<\/span>)<\/span>\r\nuser_input<\/span> =<\/span> widgets<\/span>.<\/span>HBox<\/span>([<\/span>title<\/span>,<\/span> slope<\/span>,<\/span> intercept<\/span>])<\/span>\r\nuser_input<\/span> =<\/span> widgets<\/span>.<\/span>VBox<\/span>([<\/span>user_input<\/span>,<\/span> button<\/span>])<\/span>\r\ndisplay<\/span>(<\/span>user_input<\/span>)<\/span>\r\n<\/code><\/pre>\n
\u6700\u5f8c\u306b\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u306e\u5165\u529b\u306b\u57fa\u3065\u3044\u3066\u51e6\u7406\u3092\u884c\u3046\u30b3\u30fc\u30c9\u3092\u66f8\u3044\u3066\u3044\u304d\u307e\u3059\u3002
\n\u4ee5\u4e0b\u306f\u4f8b\u3067\u3059\u3002<\/p>\n
x<\/span> =<\/span> np<\/span>.<\/span>arange<\/span>(<\/span>0<\/span>,<\/span> 11<\/span>)<\/span>\r\ny<\/span> =<\/span> slope<\/span>.<\/span>value<\/span> *<\/span> x<\/span> +<\/span> intercept<\/span>.<\/span>value<\/span>\r\nplt<\/span>.<\/span>plot<\/span>(<\/span>x<\/span>,<\/span> y<\/span>)<\/span>\r\nplt<\/span>.<\/span>title<\/span>(<\/span>title<\/span>.<\/span>value<\/span>);<\/span>\r\n<\/code><\/pre>\n
\u79c1\u306f\u30e6\u30fc\u30b6\u30fc\u306e\u8aa4\u64cd\u4f5c\u3092\u9632\u304e\u3001\u898b\u305f\u76ee\u3092\u30b9\u30c3\u30ad\u30ea\u3055\u305b\u305f\u3044\u306e\u3067\u30bf\u30a4\u30c8\u30eb\u30d0\u30fc\u3084\u30c4\u30fc\u30eb\u30d0\u30fc\u3092\u6d88\u3057\u3066\u3044\u307e\u3059\u3002\u304a\u597d\u307f\u3067\u3069\u3046\u305e\u3002<\/p>\n
%%<\/span>javascript<\/span>\r\n$<\/span>(<\/span>'<\/span>#header-container<\/span>'<\/span>).<\/span>toggle<\/span>(<\/span>false<\/span>);<\/span>\r\n$<\/span>(<\/span>'<\/span>#maintoolbar.navbar<\/span>'<\/span>).<\/span>toggle<\/span>(<\/span>false<\/span>);<\/span>\r\n<\/code><\/pre>\n
jupyter_contrib_nbextentions<\/h3>\n
\u66f8\u3044\u305f\u30b3\u30fc\u30c9\u306e\u30bb\u30eb\u306e\u8a2d\u5b9a\u3092\u5909\u66f4\u3057\u3066\u3084\u308a\u307e\u3059\u3002
\n\u3084\u308b\u3053\u3068\u306f3\u3064\u3067\u3059\u3002<\/p>\n
    \n
  • \n
      Markdown\u306e\u30bb\u30eb\u3092\u9078\u629e\u4e0d\u53ef\u306b\u3059\u308b<\/ul>\n<\/li>\n<\/ul>\n
      Markdown\u306e\u30bb\u30eb\u3092\u9078\u3093\u3067\u304b\u3089\u96ea\u306e\u30a2\u30a4\u30b3\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b
      \n\u30bb\u30eb\u3092\u30c0\u30d6\u30eb\u30af\u30ea\u30c3\u30af\u3057\u3066\u3082\u53cd\u5fdc\u3057\u306a\u304f\u306a\u308b<\/p>\n
      import\u306e\u30bb\u30eb\u3001UI\u8868\u793a\u306e\u30bb\u30eb\u3001Javascript\u306e\u30de\u30b8\u30c3\u30af\u30bb\u30eb\u306a\u3069\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u5165\u529b\u3092\u5f85\u305f\u306a\u3044\u30bb\u30eb\u3092Notebook\u3092\u958b\u3044\u3068\u304d\u306b\u81ea\u52d5\u5b9f\u884c\u3059\u308b<\/p>\n
      View\u2192Cell Toolbar\u2192Initialization Cells\u3092\u9078\u629e
      \n\u5165\u529b\u3092\u5f85\u305f\u306a\u3044\u30bb\u30eb\u306e\u53f3\u5074\u306b\u51fa\u308bInitialization cell\u306e\u30c1\u30a7\u30c3\u30af\u30dc\u30c3\u30af\u30b9\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b<\/p>\n
      Markdown\u4ee5\u5916\u306e\u30bb\u30eb\u3092\u975e\u8868\u793a\u306b\u3059\u308b<\/p>\n
      \u30b3\u30fc\u30c9\u306e\u66f8\u304b\u308c\u305f\u30bb\u30eb\u3092\u9078\u629e\u3057\u3066[^]\u30dc\u30bf\u30f3\u3067\u96a0\u853d\u3059\u308b<\/p>\n
      \u4ee5\u4e0a\u3067\u5b8c\u6210\u3067\u3059\uff01<\/p>\n
      \u826f\u3044\u3068\u3053\u308d\u3068\u60aa\u3044\u3068\u3053\u308d<\/h2>\n
      \u3053\u306e\u65b9\u6cd5\u306e\u826f\u3044\u3068\u3053\u308d\u3068\u3057\u3066\u3001\u7d50\u69cb\u9762\u5012\u306aUI\u3092\u4f5c\u308b\u4f5c\u696d\u304c\u3081\u3061\u3083\u304f\u3061\u3083\u697d\u3067\u3059\u3002\u3068\u3044\u3046\u304b\u3001Jupyter\u4e0a\u3067\u30b3\u30fc\u30c9\u304c\u5b8c\u6210\u3059\u308c\u3070\u307b\u307c\u7d42\u308f\u308a\u3067\u3059\u3002\u30b5\u30fc\u30d0\u30fc\u306b\u7f6e\u3044\u3066\u304a\u3051\u3070\u30e6\u30fc\u30b6\u30fc\u5074\u3067\u74b0\u5883\u8a2d\u5b9a\u306e\u5fc5\u8981\u3082\u306a\u3057\u3002Jupyter\u306e\u64cd\u4f5c\u8aac\u660e\u306e\u5fc5\u8981\u3082\u306a\u3057\u3002\u3053\u306e\u6761\u4ef6\u3067\u8a08\u7b97\u3057\u3066\u3001\u3053\u306e\u6761\u4ef6\u3067\u53ef\u8996\u5316\u3057\u3066\u2026\u3068\u3044\u3046\u51e6\u7406\u3092\u7c21\u5358\u306b\u63d0\u4f9b\u3067\u304d\u307e\u3059\u3002
      \n\u306a\u306b\u3088\u308aMarkdown\u306e\u30bb\u30eb\u306b\u30ac\u30b7\u30ac\u30b7\u8aac\u660e\u3092\u66f8\u3044\u3066\u304a\u3051\u308b\u306e\u304c\u672c\u5f53\u306b\u6c17\u306b\u5165\u3063\u3066\u307e\u3059\u3002
      \n\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3084p\u5024\u3060\u3051\u30e6\u30fc\u30b6\u30fc\u306b\u9078\u3093\u3067\u3082\u3089\u3063\u3066\u5206\u6790\u3059\u308b\u3068\u304d\u306a\u3069\u3082\u3001\u3053\u306e\u5909\u6570\u304c\u5927\u4f53\u4f55\u3092\u610f\u5473\u3059\u308b\u306e\u304b\u66f8\u3044\u3066\u304a\u3051\u3070\u4f55\u3082\u4f1d\u3048\u306a\u304f\u3066\u3082\u30e6\u30fc\u30b6\u30fc\u306e\u5074\u3067\u8272\u3005\u8a66\u3057\u3066\u304f\u308c\u3066\u307e\u3059\u3002<\/p>\n
      \u4e00\u65b9\u60aa\u3044\u3068\u3053\u308d\u3068\u3057\u3066\u3001\u30b3\u30fc\u30c9\u304c\u5b8c\u5168\u306b\u96a0\u853d\u3055\u308c\u3066\u3044\u308b\u308f\u3051\u3067\u306f\u306a\u3044\u306e\u3067\u6e21\u3059\u76f8\u624b\u3092\u9078\u3073\u307e\u3059\u3002
      \n\u30da\u30fc\u30b8\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u9593\u3092\u884c\u3063\u305f\u308a\u6765\u305f\u308b\u3059\u308b\u3088\u3046\u306a\u3084\u308a\u53d6\u308a\u304c\u51fa\u6765\u306a\u3044\u306e\u3067\u76f4\u5217\u306a\u51e6\u7406\u3057\u304b\u51fa\u6765\u307e\u305b\u3093\u3002\u63a2\u7d22\u7684\u306a\u5206\u6790\u306b\u306f\u5411\u3044\u3066\u3044\u306a\u3044\u3088\u3046\u306b\u601d\u3044\u307e\u3059\u3002
      \n\u3053\u308c\u3092\u30bd\u30d5\u30c8\u7684\u904b\u7528\u3068\u898b\u306a\u3059\u3068\u3001Jupyter\u306f\u5b9f\u884c\u3057\u305f\u3060\u3051\u3067\u66f8\u304d\u63db\u308f\u308b\u306e\u3067Git\u306e\u76f8\u6027\u304c\u826f\u304f\u306a\u3044\u6c17\u304c\u3057\u307e\u3059\u3002\u4f55\u304b\u3044\u3044\u65b9\u6cd5\u3042\u308b\u306e\u304b\u306a\u3002
      \n\u307e\u305f\u30b5\u30fc\u30d0\u30fc\u4e0a\u306e\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u306e\u5834\u5408\u8907\u6570\u4eba\u304c\u540c\u6642\u306b\u4f7f\u7528\u3059\u308b\u3068\u610f\u56f3\u3057\u305f\u3082\u306e\u3068\u7570\u306a\u308b\u7d50\u679c\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n
      \u305d\u308c\u3067\u3082\u7c21\u5358\u306a\u5206\u6790\u3092\u63d0\u4f9b\u3059\u308b\u5834\u5408\u306fNotebook\u306b\u3061\u3087\u3063\u3068\u5de5\u592b\u3092\u5165\u308c\u308b\u3060\u3051\u3067\u4f7f\u3044\u3084\u3059\u3044\uff01\u3068\u3044\u3046\u5370\u8c61\u3092\u3082\u305f\u305b\u308b\u3053\u3068\u304c\u51fa\u6765\u307e\u3059\u3002\u4e00\u624b\u9593\u52a0\u3048\u3066\u30a4\u30b1\u3066\u308bNotebook\u3092\u4f5c\u308a\u307e\u3057\u3087\u3046\uff01<\/p>\n","protected":false},"excerpt":{"rendered":"
      TL; DR \u80cc\u666f\uff1aJupyter\u306e\u4f7f\u3044\u65b9\u306f\u610f\u5916\u3068\u30cf\u30a4\u30b3\u30f3\u30c6\u30af\u30b9\u30c8 Python\u3092\u5206\u6790\u306b\u4f7f\u3063\u3066\u3044\u308b\u65b9\u3067\u6570\u5024\u5206\u6790 […]<\/p>\n","protected":false},"author":9,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-46640","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"\n- Blog - Silicon Cloud<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.silicloud.com\/zh\/blog\/46640-2\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:description\" content=\"TL; DR \u80cc\u666f\uff1aJupyter\u306e\u4f7f\u3044\u65b9\u306f\u610f\u5916\u3068\u30cf\u30a4\u30b3\u30f3\u30c6\u30af\u30b9\u30c8 Python\u3092\u5206\u6790\u306b\u4f7f\u3063\u3066\u3044\u308b\u65b9\u3067\u6570\u5024\u5206\u6790 […]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.silicloud.com\/zh\/blog\/46640-2\/\" \/>\n<meta property=\"og:site_name\" content=\"Blog - Silicon Cloud\" \/>\n<meta property=\"article:published_time\" content=\"2022-11-27T23:10:37+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-04-29T00:42:05+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d65c437434c4406d08003\/1-0.gif\" \/>\n<meta name=\"author\" content=\"\u6e05, \u626c\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"\u6e05, \u626c\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/46640-2\/\",\"url\":\"https:\/\/www.silicloud.com\/zh\/blog\/46640-2\/\",\"name\":\"- Blog - Silicon Cloud\",\"isPartOf\":{\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#website\"},\"datePublished\":\"2022-11-27T23:10:37+00:00\",\"dateModified\":\"2024-04-29T00:42:05+00:00\",\"author\":{\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/cb5556d2501da73d864cac945e8d9461\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.silicloud.com\/zh\/blog\/46640-2\/\"]}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#website\",\"url\":\"https:\/\/www.silicloud.com\/zh\/blog\/\",\"name\":\"Blog - Silicon Cloud\",\"description\":\"\",\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/cb5556d2501da73d864cac945e8d9461\",\"name\":\"\u6e05, \u626c\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/32a4239de8ff29adace466261d309424a1e5fe9f7e3036bf89fe03f2e3dbe717?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/32a4239de8ff29adace466261d309424a1e5fe9f7e3036bf89fe03f2e3dbe717?s=96&d=mm&r=g\",\"caption\":\"\u6e05, \u626c\"},\"url\":\"https:\/\/www.silicloud.com\/zh\/blog\/author\/qingyang\/\"},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/46640-2\/#local-main-organization-logo\",\"url\":\"\",\"contentUrl\":\"\",\"caption\":\"Blog - Silicon Cloud\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"- Blog - Silicon Cloud","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.silicloud.com\/zh\/blog\/46640-2\/","og_locale":"zh_CN","og_type":"article","og_description":"TL; DR \u80cc\u666f\uff1aJupyter\u306e\u4f7f\u3044\u65b9\u306f\u610f\u5916\u3068\u30cf\u30a4\u30b3\u30f3\u30c6\u30af\u30b9\u30c8 Python\u3092\u5206\u6790\u306b\u4f7f\u3063\u3066\u3044\u308b\u65b9\u3067\u6570\u5024\u5206\u6790 […]","og_url":"https:\/\/www.silicloud.com\/zh\/blog\/46640-2\/","og_site_name":"Blog - Silicon Cloud","article_published_time":"2022-11-27T23:10:37+00:00","article_modified_time":"2024-04-29T00:42:05+00:00","og_image":[{"url":"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d65c437434c4406d08003\/1-0.gif"}],"author":"\u6e05, \u626c","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"\u6e05, \u626c","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"1 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.silicloud.com\/zh\/blog\/46640-2\/","url":"https:\/\/www.silicloud.com\/zh\/blog\/46640-2\/","name":"- Blog - Silicon Cloud","isPartOf":{"@id":"https:\/\/www.silicloud.com\/zh\/blog\/#website"},"datePublished":"2022-11-27T23:10:37+00:00","dateModified":"2024-04-29T00:42:05+00:00","author":{"@id":"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/cb5556d2501da73d864cac945e8d9461"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.silicloud.com\/zh\/blog\/46640-2\/"]}]},{"@type":"WebSite","@id":"https:\/\/www.silicloud.com\/zh\/blog\/#website","url":"https:\/\/www.silicloud.com\/zh\/blog\/","name":"Blog - Silicon Cloud","description":"","inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/cb5556d2501da73d864cac945e8d9461","name":"\u6e05, \u626c","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/32a4239de8ff29adace466261d309424a1e5fe9f7e3036bf89fe03f2e3dbe717?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/32a4239de8ff29adace466261d309424a1e5fe9f7e3036bf89fe03f2e3dbe717?s=96&d=mm&r=g","caption":"\u6e05, \u626c"},"url":"https:\/\/www.silicloud.com\/zh\/blog\/author\/qingyang\/"},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.silicloud.com\/zh\/blog\/46640-2\/#local-main-organization-logo","url":"","contentUrl":"","caption":"Blog - Silicon Cloud"}]}},"_links":{"self":[{"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/posts\/46640","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/users\/9"}],"replies":[{"embeddable":true,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/comments?post=46640"}],"version-history":[{"count":2,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/posts\/46640\/revisions"}],"predecessor-version":[{"id":84222,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/posts\/46640\/revisions\/84222"}],"wp:attachment":[{"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/media?parent=46640"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/categories?post=46640"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/tags?post=46640"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}