{"id":46097,"date":"2023-12-04T20:44:29","date_gmt":"2023-12-19T19:42:45","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/46097-2\/"},"modified":"2024-05-04T12:08:50","modified_gmt":"2024-05-04T04:08:50","slug":"46097-2","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/46097-2\/","title":{"rendered":""},"content":{"rendered":"<h1>\u6982\u8981<\/h1>\n<p>Jupyter Notebook\u3092\u3088\u308a\u4fbf\u5229\u306b\u4f7f\u3046\u305f\u3081\u3001\u6574\u7406\u3057\u3066\u307e\u3068\u3081\u3066\u307f\u307e\u3057\u305f\u3002<\/p>\n<h1>\u30c6\u30fc\u30de\u3092\u5909\u3048\u308b<\/h1>\n<p>jupyterthemes\u3092\u4f7f\u3046\u3068\u3001\u30d5\u30a9\u30f3\u30c8\u3084\u80cc\u666f\u8272\u3001\u30c6\u30fc\u30de\u3092\u5909\u3048\u3089\u308c\u307e\u3059\u3002<br \/>\nJupyter\u3092\u8d77\u52d5\u3059\u308b\u524d\u306b\u3001\u30b3\u30de\u30f3\u30c9\u3067\u5909\u66f4\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"c\"># install<\/span>\r\npip <span class=\"nb\">install <\/span>jupyterthemes\r\n<\/code><\/pre>\n<p>\u25c6 \u30b5\u30f3\u30d7\u30eb<\/p>\n<ul class=\"post-ul\">\u30d6\u30e9\u30c3\u30af\u7cfb<\/ul>\n<pre class=\"post-pre\"><code><span class=\"c\"># dark<\/span>\r\njt <span class=\"nt\">-t<\/span> onedork <span class=\"nt\">-fs<\/span> 95 <span class=\"nt\">-altp<\/span> <span class=\"nt\">-tfs<\/span> 11 <span class=\"nt\">-nfs<\/span> 115 <span class=\"nt\">-cellw<\/span> 88% <span class=\"nt\">-T<\/span>\r\n<\/code><\/pre>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d632037434c4406d01707\/9-0.png\" alt=\"image.png\" \/><\/div>\n<ul class=\"post-ul\">\u30db\u30ef\u30a4\u30c8\u7cfb<\/ul>\n<pre class=\"post-pre\"><code><span class=\"c\"># light<\/span>\r\njt <span class=\"nt\">-t<\/span> grade3 <span class=\"nt\">-fs<\/span> 95 <span class=\"nt\">-altp<\/span> <span class=\"nt\">-tfs<\/span> 11 <span class=\"nt\">-nfs<\/span> 115 <span class=\"nt\">-cellw<\/span> 88% <span class=\"nt\">-T<\/span>\r\n<\/code><\/pre>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d632037434c4406d01707\/12-0.png\" alt=\"image.png\" \/><\/div>\n<p>\u5143\u306b\u623b\u3059<\/p>\n<pre class=\"post-pre\"><code>jt <span class=\"nt\">-r<\/span>\r\n<\/code><\/pre>\n<p>\u4ed6\u306b\u3082\u898b\u6804\u3048\u3092\u5909\u3048\u308b\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u500b\u4eba\u7684\u306b\u306f\u3053\u308c\u304c\u4e00\u756a\u7dba\u9e97\u304b\u306a\u3068\u601d\u3044\u307e\u3057\u305f\u3002<\/p>\n<h1>\u30e2\u30b8\u30e5\u30fc\u30eb\u81ea\u52d5\u30ea\u30ed\u30fc\u30c9<\/h1>\n<p>import\u3057\u3066\u3044\u308b\u5225\u30d5\u30a1\u30a4\u30eb\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u81ea\u52d5\u3067\u30ea\u30ed\u30fc\u30c9\u3057\u3066\u304f\u308c\u307e\u3059\u3002<br \/>\n\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u5909\u66f4\u3057\u305f\u3068\u304d\u306b\u3001\u3044\u3061\u3044\u3061Kernel\u518d\u8d77\u52d5\u3057\u306a\u304f\u3066\u3082OK\u3067\u3059\u3002<\/p>\n<p>\u5225\u30d5\u30a1\u30a4\u30eb\u304b\u3089import\u3057\u305f\u30af\u30e9\u30b9\u306e\u3001\u751f\u6210\u6e08\u307f\u306e\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306b\u5bfe\u3057\u3066\u3082\u3001\u30e1\u30bd\u30c3\u30c9\u5185\u306e\u5909\u66f4\u304c\u81ea\u52d5\u3067\u884c\u308f\u308c\u308b\u306e\u3067\u3001\u3068\u3066\u3082\u4fbf\u5229\u3067\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"o\">%<\/span><span class=\"n\">reload_ext<\/span> <span class=\"n\">autoreload<\/span>\r\n<span class=\"o\">%<\/span><span class=\"n\">autoreload<\/span> <span class=\"mi\">2<\/span>\r\n<\/code><\/pre>\n<p>\u53c2\u8003<br \/>\nQiita: ipython \u3092\u8d77\u52d5\u3057\u306a\u304c\u3089\u81ea\u4f5c\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u4fee\u6b63\u3057\u305f\u5834\u5408<\/p>\n<h1>\u30b7\u30e7\u30fc\u30c8\u30ab\u30c3\u30c8\u30ad\u30fc<\/h1>\n<p>Esc \u2192 h\u3067\u30b7\u30e7\u30fc\u30c8\u30ab\u30c3\u30c8\u30ad\u30fc\u306e\u4e00\u89a7\u304c\u898b\u308c\u307e\u3059\u3002<\/p>\n<p>\u3088\u304f\u4f7f\u3046\u30b7\u30e7\u30fc\u30c8\u30ab\u30c3\u30c8\u30ad\u30fc<\/p>\n<div>\n<div class=\"post-table\">Key<br \/>\nEsc \u2192 m\u30de\u30fc\u30af\u30c0\u30a6\u30f3\u30e2\u30fc\u30c9\u306b\u5909\u66f4Esc \u2192 y\u30b3\u30fc\u30c9\u30e2\u30fc\u30c9\u306b\u5909\u66f4Esc \u2192 a\u4e0a\u306b\u30bb\u30eb\u8ffd\u52a0Esc \u2192 b\u4e0b\u306b\u30bb\u30eb\u8ffd\u52a0Esc \u2192 dd\u30bb\u30eb\u524a\u9664Esc \u2192 l\u884c\u6570\u8868\u793aCtrl + Enter\u30bb\u30eb\u5b9f\u884cAlt + Enter\u30bb\u30eb\u5b9f\u884c\uff0b\u4e0b\u306b\u30bb\u30eb\u8ffd\u52a0<\/div>\n<\/div>\n<blockquote><p>\u8ffd\u8a18\uff1a2017\/9\/27<br \/>\n\u30b3\u30e1\u30f3\u30c8\u3088\u308a\u3001Jupyter\u306econfig.js\u5185\u306e\u8a18\u8f09\u3092\u5909\u66f4\u3059\u308b\u3053\u3068\u3067\u3001\u30c7\u30d5\u30a9\u30eb\u30c8\u3067\u884c\u6570\u8868\u793a\u3067\u304d\u308b\u3068\u6559\u3048\u3066\u3044\u305f\u3060\u304d\u307e\u3057\u305f\uff01<br \/>\n$(jupyter &#8211;config-dir)\/config\/config.js<\/p>\n<p>require(&#8216;notebook\/js\/cell&#8217;).Cell.options_default.cm_config.lineNumbers = true;<\/p><\/blockquote>\n<h1>\u30d0\u30c3\u30af\u30b0\u30e9\u30a6\u30f3\u30c9\u30b8\u30e7\u30d6\u3067\u52d5\u304b\u3059<\/h1>\n<p>\u3053\u306e\u65b9\u6cd5\u3067Jupyter Notebook\u3092\u8d77\u52d5\u3055\u305b\u308c\u3070\u3001\u5b9f\u884c\u7d50\u679c\u304c\u623b\u3063\u3066\u3053\u306a\u304f\u3066\u3082\u3001ssh\u5207\u65ad\u3057\u3066\u653e\u7f6e\u3057\u3066\u3082\u5927\u4e08\u592b\u3067\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"nb\">nohup <\/span>jupyter notebook <span class=\"o\">&gt;&gt;<\/span> jupyter.log 2&gt;&amp;1 &amp;\r\n<\/code><\/pre>\n<h1>\u30c7\u30d0\u30c3\u30b0<\/h1>\n<p>\u30bd\u30fc\u30b9\u306e\u9014\u4e2d\u3067\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u3092\u631f\u3080\u3068\u3001\u30d6\u30ec\u30fc\u30af\u30dd\u30a4\u30f3\u30c8\u306b\u306a\u308a\u3001\u30c7\u30d0\u30c3\u30b0\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"kn\">from<\/span> <span class=\"nn\">IPython.core.debugger<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">Pdb<\/span><span class=\"p\">;<\/span> <span class=\"n\">Pdb<\/span><span class=\"p\">().<\/span><span class=\"n\">set_trace<\/span><span class=\"p\">()<\/span>\r\n<\/code><\/pre>\n<p>\u5909\u6570\u3092\u5165\u529b\u3057\u3066\u5024\u3092\u78ba\u8a8d\u3057\u305f\u308a\u3001\u30b9\u30c6\u30c3\u30d7\u30a4\u30f3\u306a\u3069\u304c\u3067\u304d\u307e\u3059\u3002<br \/>\n(\u3068\u306f\u3044\u3048\u3001\u3061\u3087\u3063\u3068\u4f7f\u3044\u306b\u304f\u3044\u3068\u601d\u3044\u307e\u3059)<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d632037434c4406d01707\/33-0.png\" alt=\"image.png\" \/><\/div>\n<p>\u8a73\u3057\u304f\u306f<br \/>\nQiita: Jupyter\u307e\u305f\u306fiPython Notebook\u3067\u30c7\u30d0\u30c3\u30b0\u3092\u3059\u308b\u65b9\u6cd5<\/p>\n<h1>\u30ea\u30e2\u30fc\u30c8\u30de\u30b7\u30f3\u4e0a\u3067\u4f7f\u3046<\/h1>\n<p>\u30ea\u30e2\u30fc\u30c8\u30de\u30b7\u30f3\u4e0a\u306bJupyter\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u3001\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3067config\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u6210\u3002<br \/>\nconfig\u30d5\u30a1\u30a4\u30eb\u306b\u30dd\u30fc\u30c8\u3092\u8a2d\u5b9a\u3002<br \/>\n\u30ea\u30e2\u30fc\u30c8\u306eJupyter\u306e\u30dd\u30fc\u30c8\u3092\u30c8\u30cd\u30ea\u30f3\u30b0\u3067\u3064\u306a\u3044\u3067\u3001\u30ed\u30fc\u30ab\u30eb\u306e\u30d6\u30e9\u30a6\u30b6\u304b\u3089\u64cd\u4f5c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code>jupyter notebook <span class=\"nt\">--generate-config<\/span>\r\n<\/code><\/pre>\n<p>\u8a73\u3057\u304f\u306f<br \/>\nJupyter\u3092\u5c0e\u5165\u3057\u3088\u3046 -\u30ea\u30e2\u30fc\u30c8\u7de8-<\/p>\n<pre class=\"post-pre\"><code><span class=\"n\">c<\/span><span class=\"p\">.<\/span><span class=\"n\">NotebookApp<\/span><span class=\"p\">.<\/span><span class=\"n\">open_browser<\/span> <span class=\"o\">=<\/span> <span class=\"bp\">False<\/span>\r\n<span class=\"n\">c<\/span><span class=\"p\">.<\/span><span class=\"n\">NotebookApp<\/span><span class=\"p\">.<\/span><span class=\"n\">ip<\/span> <span class=\"o\">=<\/span> <span class=\"s\">'0.0.0.0'<\/span>\r\n<\/code><\/pre>\n<h1>Pandas\u95a2\u9023 &#8211; display()<\/h1>\n<p>\u51e6\u7406\u306e\u9014\u4e2d\u3067DataFrame\u3092\u8868\u793a\u3055\u305b\u308b\u306b\u306fprint()\u3067\u306f\u306a\u304f\u3001display()\u3092\u4f7f\u3046\u3068\u7f6b\u7dda\u3064\u304d\u3067\u3044\u3064\u3082\u901a\u308a\u306b\u8868\u793a\u3067\u304d\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"n\">display<\/span><span class=\"p\">(<\/span><span class=\"n\">df<\/span><span class=\"p\">)<\/span>\r\n<\/code><\/pre>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d632037434c4406d01707\/43-0.png\" alt=\"image.png\" \/><\/div>\n<h1>Pandas\u95a2\u9023 &#8211; set_option()<\/h1>\n<p>DataFrame\u306e\u884c\u3084\u5217\u304c\u591a\u3044\u3068\u30c7\u30d5\u30a9\u30eb\u30c8\u3067\u306f\u9014\u4e2d\u306e\u30c7\u30fc\u30bf\u304c\u7565\u3055\u308c\u3066\u3057\u307e\u3044\u307e\u3059\u304c\u3001set_option\u3067\u6700\u5927\u884c\u6570\u3084\u5217\u6570\u3092\u5909\u66f4\u3059\u308b\u3068\u8868\u793a\u3067\u304d\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"kn\">import<\/span> <span class=\"nn\">pandas<\/span> <span class=\"k\">as<\/span> <span class=\"n\">pd<\/span>\r\n<span class=\"n\">pd<\/span><span class=\"p\">.<\/span><span class=\"n\">set_option<\/span><span class=\"p\">(<\/span><span class=\"s\">'display.max_rows'<\/span><span class=\"p\">,<\/span> <span class=\"mi\">500<\/span><span class=\"p\">)<\/span>\r\n<\/code><\/pre>\n<p>\u53c2\u8003<br \/>\nhttp:\/\/songhuiming.github.io\/pages\/2017\/04\/02\/jupyter-and-pandas-display\/<\/p>\n<h1>Pandas\u95a2\u9023 &#8211; tqdm<\/h1>\n<p>tqdm\u3092\u4f7f\u3046\u3068apply\u306e\u9032\u6357\u3092\u53ef\u8996\u5316\u3057\u3066\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002\u3082\u3061\u308d\u3093for\u6587\u306a\u3069\u3067\u3082\u4f7f\u3048\u307e\u3059\u3002<br \/>\n\u91cd\u3044\u51e6\u7406\u4e2d\u3001\u3044\u3064\u7d42\u308f\u308b\u304b\u305d\u308f\u305d\u308f\u3057\u306a\u304f\u3066\u6e08\u307f\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"c\"># install<\/span>\r\npip <span class=\"nb\">install <\/span>tqdm\r\n<\/code><\/pre>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d632037434c4406d01707\/52-0.png\" alt=\"image.png\" \/><\/div>\n<p>\u53c2\u8003<br \/>\n<iframe class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" title=\"Python\u30e1\u30e2 : tqdm\u3067\u51e6\u7406\u306e\u9032\u6357\uff08\u30d7\u30ed\u30b0\u30ec\u30b9\u30d0\u30fc\uff09\u3092\u8868\u793a - \u3082\u305f\u65e5\u8a18\" src=\"https:\/\/hatenablog-parts.com\/embed?url=http%3A%2F%2Fwonderwall.hatenablog.com%2Fentry%2F2017%2F07%2F23%2F222856#?secret=9e7VceFLEr\" data-secret=\"9e7VceFLEr\" scrolling=\"no\" frameborder=\"0\"><\/iframe><\/p>\n<blockquote><p>\u8ffd\u8a18\uff1a2017\/9\/27<br \/>\n\u30b3\u30e1\u30f3\u30c8\u3088\u308a\u3001tqdm_notebook\u3068\u3044\u3046\u306e\u304c\u3042\u308b\u3068\u6559\u3048\u3066\u3082\u3089\u3044\u307e\u3057\u305f\uff01<br \/>\n\u3053\u3061\u3089\u306e\u65b9\u304c\u30d7\u30ed\u30b0\u30ec\u30b9\u30d0\u30fc\u304c\u7dba\u9e97\u3067\u898b\u3084\u3059\u3044\u3067\u3059\u3002<\/p><\/blockquote>\n<pre class=\"post-pre\"><code>\r\n<span class=\"c1\"># pandas\u306eapply\u3067\u4f7f\u3046\u3068\u304d\r\n<\/span><span class=\"kn\">from<\/span> <span class=\"nn\">tqdm._tqdm_notebook<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">tqdm_notebook<\/span>\r\n<span class=\"n\">tqdm_notebook<\/span><span class=\"p\">.<\/span><span class=\"n\">pandas<\/span><span class=\"p\">(<\/span><span class=\"n\">desc<\/span><span class=\"o\">=<\/span><span class=\"s\">\"hoge progress: \"<\/span><span class=\"p\">)<\/span>\r\n\r\n<span class=\"n\">df<\/span><span class=\"p\">.<\/span><span class=\"n\">progress_apply<\/span><span class=\"p\">(<\/span><span class=\"k\">lambda<\/span> <span class=\"n\">x<\/span><span class=\"p\">:<\/span> <span class=\"n\">x<\/span><span class=\"o\">*<\/span><span class=\"mi\">3<\/span><span class=\"o\">+<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"n\">axis<\/span><span class=\"o\">=<\/span><span class=\"mi\">1<\/span><span class=\"p\">)<\/span>\r\n<\/code><\/pre>\n<h1>HTML\u8a18\u8f09<\/h1>\n<p>\u30de\u30fc\u30af\u30c0\u30a6\u30f3\u30bb\u30eb\u306f\u3001HTML\u3082\u66f8\u3051\u307e\u3059\u3002<br \/>\n\u30ec\u30dd\u30fc\u30c8\u3092\u7dba\u9e97\u306b\u66f8\u304d\u305f\u3044\u3068\u304d\u306b\u4f7f\u3048\u307e\u3059\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d632037434c4406d01707\/58-0.png\" alt=\"image.png\" \/><\/div>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d632037434c4406d01707\/59-0.png\" alt=\"image.png\" \/><\/div>\n<h1>\u30b9\u30e9\u30a4\u30c9\u5316<\/h1>\n<p>RISE\u3092\u4f7f\u3046\u3068\u3001Jupyter\u306e\u30bb\u30eb\u3092\u30b9\u30e9\u30a4\u30c9\u5316\u3067\u304d\u307e\u3059\u3002\u5206\u6790\u7d50\u679c\u3092\u30d7\u30ec\u30bc\u30f3\u30c8\u3059\u308b\u6642\u306b\u4fbf\u5229\u3067\u3059\u3002<\/p>\n<p>\u2460\u3000[View]-[Cell Toolbar]-[Slideshow]\u3092\u9078\u629e<br \/>\n\u2461\u3000\u5404\u30bb\u30eb\u306e\u53f3\u4e0a\u306e[Slide Type]\u3092\u9078\u629e<br \/>\n\u2462\u3000Slideshow\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af<\/p>\n<pre class=\"post-pre\"><code><span class=\"c\"># install<\/span>\r\npip <span class=\"nb\">install <\/span>RISE\r\njupyter-nbextension <span class=\"nb\">install <\/span>rise <span class=\"nt\">--py<\/span> <span class=\"nt\">--sys-prefix<\/span>\r\njupyter-nbextension <span class=\"nb\">enable <\/span>rise <span class=\"nt\">--py<\/span> <span class=\"nt\">--sys-prefix<\/span>\r\n<\/code><\/pre>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d632037434c4406d01707\/65-0.png\" alt=\"image.png\" \/><\/div>\n<p>\u53c2\u8003<br \/>\nQiita: Jupyter Notebook\u3067\u30d7\u30ec\u30bc\u30f3\u3092\u3059\u308b\u3068\u3063\u3066\u3082\u4fbf\u5229\u306a\u65b9\u6cd5<\/p>\n<h1>.py\u30d5\u30a1\u30a4\u30eb\u5909\u63db<\/h1>\n<p>\u300ctest.ipynb\u300d\uff08\u30ce\u30fc\u30c8\uff09\u3092\u300ctest.py\u300d\uff08Python\u30d5\u30a1\u30a4\u30eb\uff09\u306b\u5909\u63db\u3057\u305f\u3044\u5834\u5408\u306f\u3001\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u305f\u305f\u304d\u307e\u3059\u3002<\/p>\n<p># In [21]:\u3068\u3044\u3063\u305f\u30ce\u30fc\u30c8\u306e\u8a18\u8f09\u304c\u30b3\u30e1\u30f3\u30c8\u30a2\u30a6\u30c8\u306b\u306a\u3063\u305fPython\u30d5\u30a1\u30a4\u30eb\u304c\u51fa\u529b\u3055\u308c\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code>jupyter nbconvert <span class=\"nt\">--to<\/span> python test.ipynb\r\n<\/code><\/pre>\n<h1>\u304a\u308f\u308a<\/h1>\n<p>\u4ed6\u306e\u65b9\u306e\u8a18\u4e8b\u306e\u307e\u3068\u3081\u306b\u306a\u3063\u3066\u3057\u307e\u3044\u307e\u3057\u305f\u304c\u3001\u3053\u308c\u304b\u3089Jupyter Notebook\u3092\u4f7f\u3044\u59cb\u3081\u308b\u65b9\u306e\u53c2\u8003\u306b\u306a\u308c\u305f\u3089\u5b09\u3057\u3044\u3067\u3059\u3002<br \/>\n\u3082\u3063\u3068\u4f7f\u3044\u3053\u306a\u3057\u3066\u3044\u304d\u305f\u3044\u3067\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6982\u8981 Jupyter Notebook\u3092\u3088\u308a\u4fbf\u5229\u306b\u4f7f\u3046\u305f\u3081\u3001\u6574\u7406\u3057\u3066\u307e\u3068\u3081\u3066\u307f\u307e\u3057\u305f\u3002 \u30c6\u30fc\u30de\u3092\u5909\u3048\u308b jup [&hellip;]<\/p>\n","protected":false},"author":6,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-46097","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.5 (Yoast SEO v21.5) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>- 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\/46097-2\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:description\" content=\"\u6982\u8981 Jupyter Notebook\u3092\u3088\u308a\u4fbf\u5229\u306b\u4f7f\u3046\u305f\u3081\u3001\u6574\u7406\u3057\u3066\u307e\u3068\u3081\u3066\u307f\u307e\u3057\u305f\u3002 \u30c6\u30fc\u30de\u3092\u5909\u3048\u308b jup [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.silicloud.com\/zh\/blog\/46097-2\/\" \/>\n<meta property=\"og:site_name\" content=\"Blog - Silicon Cloud\" \/>\n<meta property=\"article:published_time\" content=\"2023-12-19T19:42:45+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-05-04T04:08:50+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d632037434c4406d01707\/9-0.png\" \/>\n<meta name=\"author\" content=\"\u6587, \u7fd4\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" 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