{"id":1035,"date":"2020-03-11T12:39:39","date_gmt":"2020-03-11T03:39:39","guid":{"rendered":"https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/?page_id=1035"},"modified":"2024-07-17T10:10:22","modified_gmt":"2024-07-17T01:10:22","slug":"jupyter","status":"publish","type":"page","link":"https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/jupyter\/","title":{"rendered":"Jupyter Notebook \u306e\u5229\u7528\u6cd5"},"content":{"rendered":"<p>HEROIC 2021 \u3067\u306e Jupyter Notebook \u306e\u5229\u7528\u65b9\u6cd5\u306b\u3064\u3044\u3066\uff0c\u5f18\u5927 JupyterHub \u306b\u304a\u3051\u308b\u300cPython 3\u300d\u306e\u5229\u7528\u3092\u4f8b\u306b\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<h3>\u5f18\u5927 JupyterHub \u3067 Jupyter Notebook<\/h3>\n<p>\u300c<strong>\u5f18\u5927 JupyterHub<\/strong>\u300d\uff08\u3072\u308d\u3060\u3044\u3058\u3085\u3074\u305f\u30fc\u306f\u3076\uff09\u30b5\u30fc\u30d0\u306e\u904b\u7528\u3092\u958b\u59cb\u3057\u307e\u3057\u305f\u3002\u4ee5\u4e0b\u306e\u30ea\u30f3\u30af\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\uff0cHiroin ID \u3068\u30d1\u30b9\u30ef\u30fc\u30c9\u3067\u30ed\u30b0\u30a4\u30f3\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li><a href=\"https:\/\/jupyter01.hirosaki-u.ac.jp\/\" target=\"_blank\" rel=\"noopener\">\u5f18\u5927 JupyterHub<\/a><\/li>\n<\/ul>\n<p>\u5f18\u5927 JupyterHub \u306f\u5b66\u5185\u304b\u3089\u306f\u3082\u3061\u308d\u3093\uff0c\u5b66\u5916\uff08\u65e5\u672c\u56fd\u5185\u306b\u9650\u308b\uff09\u304b\u3089\u3082\u30ed\u30b0\u30a4\u30f3\u3067\u304d\u307e\u3059\u3002\u81ea\u5b85\u3067\u306e\u5b66\u7fd2\u30fb\u7814\u7a76\u306e\u969b\u306b\u3082\u3054\u5229\u7528\u3044\u305f\u3060\u3051\u307e\u3059\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large wp-image-1752\" src=\"https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/wp-content\/uploads\/sites\/25\/hub1-640x467.png\" alt=\"\" width=\"640\" height=\"467\" srcset=\"https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/wp-content\/uploads\/sites\/25\/hub1-640x467.png 640w, https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/wp-content\/uploads\/sites\/25\/hub1-300x219.png 300w, https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/wp-content\/uploads\/sites\/25\/hub1-360x263.png 360w, https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/wp-content\/uploads\/sites\/25\/hub1.png 1345w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/p>\n<p>\u30ed\u30b0\u30a4\u30f3\u3059\u308b\u3068\uff0c\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u8868\u793a\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u308c\u304c JupyterHub \u306e\u30db\u30fc\u30e0\u30da\u30fc\u30b8\u3067\u3059\u3002\uff08\u8868\u793a\u3055\u308c\u308b\u30ea\u30b9\u30c8\u306f\u4f8b\u3067\u3059\u3002\u3059\u3067\u306b\u3044\u308d\u3044\u308d\u306a\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u6210\u3057\u3066\u3044\u308b\u3068\uff0c\u305d\u308c\u3089\u304c\u3053\u3053\u306b\u8868\u793a\u3055\u308c\u307e\u3059\u3002\uff09<\/p>\n<p>\u65b0\u898f\u306b\u300cPython 3\u300d\u306e Notebook \u3092\u4f5c\u6210\u3059\u308b\u5834\u5408\u306f\uff0c\u300c\u65b0\u898f\u300d\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u300cPython 3\u300d\u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large wp-image-1753\" src=\"https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/wp-content\/uploads\/sites\/25\/hub2-640x392.png\" alt=\"\" width=\"640\" height=\"392\" srcset=\"https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/wp-content\/uploads\/sites\/25\/hub2-640x392.png 640w, https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/wp-content\/uploads\/sites\/25\/hub2-300x184.png 300w, https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/wp-content\/uploads\/sites\/25\/hub2-360x221.png 360w, https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/wp-content\/uploads\/sites\/25\/hub2.png 1234w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/p>\n<p>\u30b3\u30fc\u30c9\u300c\u30bb\u30eb\u300d\u306b\u8a08\u7b97\u3057\u305f\u3044\u5f0f\u300c1 + 2\u300d\u3092\u5165\u529b\u3057\u3066\uff0c\u300c<strong>\u25b6\ufe0e Run<\/strong>\u300d\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068&#8230; \uff08\u30b7\u30e7\u30fc\u30c8\u30ab\u30c3\u30c8\u306e\u300c<strong>\u25b6\ufe0e Run<\/strong>\u300d\u306e\u4ee3\u308f\u308a\u306b\uff0cShift \u30ad\u30fc\u3092\u62bc\u3057\u306a\u304c\u3089 Enter \u30ad\u30fc\u3092\u62bc\u3057\u3066\u3082\u3044\u3044\u3067\u3059\u3002\uff09<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large wp-image-1754\" src=\"https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/wp-content\/uploads\/sites\/25\/hub3-640x333.png\" alt=\"\" width=\"640\" height=\"333\" srcset=\"https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/wp-content\/uploads\/sites\/25\/hub3-640x333.png 640w, https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/wp-content\/uploads\/sites\/25\/hub3-300x156.png 300w, https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/wp-content\/uploads\/sites\/25\/hub3-360x187.png 360w, https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/wp-content\/uploads\/sites\/25\/hub3.png 1345w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/p>\n<p>\u30bb\u30eb\u306e\u5185\u5bb9\u304c\u5b9f\u884c\u3055\u308c\uff0c\u7d50\u679c\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large wp-image-1755\" src=\"https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/wp-content\/uploads\/sites\/25\/hub4-640x333.png\" alt=\"\" width=\"640\" height=\"333\" srcset=\"https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/wp-content\/uploads\/sites\/25\/hub4-640x333.png 640w, https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/wp-content\/uploads\/sites\/25\/hub4-300x156.png 300w, https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/wp-content\/uploads\/sites\/25\/hub4-360x187.png 360w, https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/wp-content\/uploads\/sites\/25\/hub4.png 1345w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/p>\n<h3><span id=\"jupyter_notebook\">\u5229\u7528\u3067\u304d\u308b Jupyter Kernel<br \/>\n<\/span><\/h3>\n<p>\u5229\u7528\u53ef\u80fd\u306a Jupyter Kernel \u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li><a href=\"https:\/\/github.com\/XaverKlemenschits\/jupyter-c-kernel\" target=\"_blank\" rel=\"noopener\">C<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/jupyter-xeus\/xeus-cling\" target=\"_blank\" rel=\"noopener\">C++17 (xeus-cling)<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/ZedThree\/jupyter-fortran-kernel\" target=\"_blank\" rel=\"noopener\">Fortran<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/robert-dodier\/maxima-jupyter\" target=\"_blank\" rel=\"noopener\">Maxima<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/calysto\/octave_kernel\" target=\"_blank\" rel=\"noopener\">Octave<\/a><\/li>\n<li>Python 3\n<ul>\n<li>\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u6e08\u307f\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\uff1a<br \/>\n<code>sudo pip install jupyter jupyterlab matplotlib numpy pandas scikit-learn scipy sympy seaborn einsteinpy cartopy<\/code><\/li>\n<\/ul>\n<\/li>\n<li><a href=\"https:\/\/irkernel.github.io\/\" target=\"_blank\" rel=\"noopener\">R<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/has2k1\/gnuplot_kernel\" target=\"_blank\" rel=\"noopener\">gnuplot<\/a><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3>Jupyter Notebook \u306e\u5229\u7528\u4f8b<\/h3>\n<p>\u30e1\u30cb\u30e5\u30fc\u306e\u300cJupyter Notebook \u306e\u5229\u7528\u6cd5\u300d\u306b\u30de\u30a6\u30b9\u3092\u3082\u3063\u3066\u304f\u308b\u3068\uff0c\u30d7\u30eb\u30c0\u30a6\u30f3\u30e1\u30cb\u30e5\u30fc\u3068\u3057\u3066\uff0c\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30da\u30fc\u30b8\u304c\u3042\u308a\u307e\u3059\u3002\u3044\u305a\u308c\u3082\uff0cJupyter Notebook \u3067\u4f5c\u6210\u3057\u305f\u3082\u306e\u3067\u3059\u3002<\/p>\n<ul>\n<li>\u4ee5\u4e0b\u306e\u300c\u306f\u3058\u3081\u3066\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u300d\u30b7\u30ea\u30fc\u30ba\u306f\uff0c\u540c\u7b49\u306a\u5185\u5bb9\u3092\u540c\u7b49\u306a\u30bb\u30af\u30b7\u30e7\u30f3\u69cb\u6210\u3067\uff0c\u3053\u3068\u306a\u3063\u305f\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3092\u4f7f\u3044\uff0c\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3068\u3057\u3066\u306e\u5171\u901a\u90e8\u5206\u306b\u7126\u70b9\u3092\u7d5e\u3063\u3066\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002\u3067\u3059\u306e\u3067\uff0c\u521d\u3081\u3066\u305d\u306e\u8a00\u8a9e\u3092\u5b66\u3076\u5834\u5408\u3092\u60f3\u5b9a\u3057\u3066\u3044\u307e\u3059\u304c\uff0c\u305f\u3068\u3048\u3070 Fortran \u306f\u77e5\u3063\u3066\u3044\u308b\u304c\u540c\u3058\u3053\u3068\u3092 Python \u3084\u4ed6\u306e\u8a00\u8a9e\u3067\u306f\u3069\u306e\u3088\u3046\u306b\u66f8\u304f\u304b\u3068\u3044\u3046\u3053\u3068\u3092\u77e5\u308b\u969b\u306b\u3072\u3087\u3063\u3068\u3057\u305f\u3089\u5f79\u306b\u7acb\u3064\u304b\u3082\u77e5\u308c\u307e\u305b\u3093\u3002<br \/>\n\u88dc\u8db3\u3067\u3059\u304c\uff0c\u30b3\u30f3\u30d1\u30a4\u30e9\u3067\u3042\u308b Fortran \u304c\uff0cJupyter Notebook \u3067\u306f\u3042\u305f\u304b\u3082\u30a4\u30f3\u30bf\u30fc\u30d7\u30ea\u30bf\u7684\u306b\uff08Shift + Enter \u3067\u5373\u30b3\u30f3\u30d1\u30a4\u30eb\u30fb\u5b9f\u884c\uff09\u4f7f\u3048\u308b\u3068\u3053\u308d\u304c\u9762\u767d\u3044\u3067\u3059\u3002\uff08\u305f\u3060\u3057\uff0c\u3068\u304d\u3069\u304d\u53cd\u5fdc\u304c\u306a\u304f\u306a\u308a\uff0c\u3082\u3046\u4e00\u5ea6Shift + Enter\u3092\u62bc\u3055\u306a\u3044\u3068\u7d50\u679c\u304c\u51fa\u306a\u3044\u5834\u5408\u3082\u3042\u308a\u307e\u3059\u306e\u3067\uff0c\u305d\u306e\u3078\u3093\u306f\u591a\u3081\u306b\u307f\u3066\u3044\u305f\u3060\u304f\u3068\u3044\u3046\u3053\u3068\u3067\u3002\uff09<\/p>\n<ul>\n<li><a href=\"https:\/\/home.hirosaki-u.ac.jp\/jupyter\/python\/\">\u306f\u3058\u3081\u3066\u306e Python \u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0<\/a><\/li>\n<li><a href=\"https:\/\/home.hirosaki-u.ac.jp\/jupyter\/maxima-prog\/\">\u306f\u3058\u3081\u3066\u306e Maxima \u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0<\/a><\/li>\n<li><a href=\"https:\/\/home.hirosaki-u.ac.jp\/jupyter\/gnuplot-prog\/\">\u306f\u3058\u3081\u3066\u306e gnuplot \u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0<\/a><\/li>\n<li><a href=\"https:\/\/home.hirosaki-u.ac.jp\/jupyter\/fortran\/\">\u306f\u3058\u3081\u3066\u306e Fortran \u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0<\/a><\/li>\n<li><a href=\"https:\/\/home.hirosaki-u.ac.jp\/jupyter\/octave\/\">\u306f\u3058\u3081\u3066\u306e Octave \u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0<\/a><\/li>\n<li><a href=\"https:\/\/home.hirosaki-u.ac.jp\/jupyter\/julia\/\">\u306f\u3058\u3081\u3066\u306e Julia \u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0<\/a><\/li>\n<li><a href=\"https:\/\/home.hirosaki-u.ac.jp\/jupyter\/r\/\">\u306f\u3058\u3081\u3066\u306e R \u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0<\/a><\/li>\n<li><a href=\"https:\/\/home.hirosaki-u.ac.jp\/jupyter\/cpp\/\">\u306f\u3058\u3081\u3066\u306e C++ \u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0<\/a><\/li>\n<li><a href=\"https:\/\/home.hirosaki-u.ac.jp\/jupyter\/c\/\">\u306f\u3058\u3081\u3066\u306e C \u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0<\/a><\/li>\n<\/ul>\n<\/li>\n<li>\u4ee5\u4e0b\u306e\u300c\u6570\u5024\u89e3\u6790\u300d\u30b7\u30ea\u30fc\u30ba\u306f\uff0c\u6570\u5024\u5fae\u5206\uff0c\u6570\u5024\u7a4d\u5206\uff0c\u65b9\u7a0b\u5f0f\u306e\u6570\u5024\u89e3\u6cd5\uff0c\u5e38\u5fae\u5206\u65b9\u7a0b\u5f0f\u306e\u6570\u5024\u89e3\u6cd5\u3068\u3044\u3063\u305f\u6570\u5024\u89e3\u6790\u306e\u57fa\u672c\u3092\uff0c\u540c\u7b49\u306a\u5185\u5bb9\u3092\u540c\u7b49\u306a\u30bb\u30af\u30b7\u30e7\u30f3\u69cb\u6210\u3067\uff0c\u3053\u3068\u306a\u3063\u305f\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3092\u4f7f\u3063\u3066\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002\u3067\u3059\u306e\u3067\uff0c\u521d\u3081\u3066\u305d\u306e\u8a00\u8a9e\u3067\u6570\u5024\u89e3\u6790\u3059\u308b\u5834\u5408\u3092\u60f3\u5b9a\u3057\u3066\u3044\u307e\u3059\u304c\uff0c\u305f\u3068\u3048\u3070 Maxima \u306f\u77e5\u3063\u3066\u3044\u308b\u304c\u540c\u3058\u3053\u3068\u3092 Python \u3084 gnuplot\uff08\u5358\u4f53\uff09\u3067\u306f\u3069\u306e\u3088\u3046\u306b\u8a08\u7b97\u3059\u308b\u304b\u3068\u3044\u3046\u3053\u3068\u3092\u77e5\u308b\u969b\u306b\u3072\u3087\u3063\u3068\u3057\u305f\u3089\u5f79\u306b\u7acb\u3064\u304b\u3082\u77e5\u308c\u307e\u305b\u3093\u3002\n<ul>\n<li><a href=\"https:\/\/home.hirosaki-u.ac.jp\/jupyter\/python-sk\/\">Python \u3067\u6570\u5024\u89e3\u6790<\/a><\/li>\n<li><a href=\"https:\/\/home.hirosaki-u.ac.jp\/jupyter\/maxima-sk\/\">Maxima \u3067\u6570\u5024\u89e3\u6790<\/a><\/li>\n<li><a href=\"https:\/\/home.hirosaki-u.ac.jp\/jupyter\/gnuplot-sk\/\">gnuplot \u3067\u6570\u5024\u89e3\u6790<\/a><\/li>\n<li><a href=\"https:\/\/home.hirosaki-u.ac.jp\/jupyter\/octave-sk\/\">Octave \u3067\u6570\u5024\u89e3\u6790<\/a><\/li>\n<\/ul>\n<\/li>\n<li>\u307e\u305f\uff0c\u6570\u5024\u89e3\u6790\u30b7\u30ea\u30fc\u30ba\u306e\u30ef\u30f3\u30c6\u30fc\u30de\u3082\u306e\u3068\u3057\u3066\uff0c\u4ee5\u4e0b\u3082\u6e96\u5099\u3057\u3066\u307f\u307e\u3057\u305f\u3002\n<ul>\n<li><a href=\"https:\/\/home.hirosaki-u.ac.jp\/jupyter\/pfuriko\/\">Python \u3066\u3099\u4e00\u69d8\u91cd\u529b\u5834\u4e2d\u306e\u5358\u3075\u308a\u3053\u306e\u904b\u52d5<\/a><\/li>\n<li><a href=\"https:\/\/home.hirosaki-u.ac.jp\/jupyter\/mfuriko\/\">Maxima \u3066\u3099\u4e00\u69d8\u91cd\u529b\u5834\u4e2d\u306e\u5358\u3075\u308a\u3053\u306e\u904b\u52d5<\/a><\/li>\n<li><a href=\"https:\/\/home.hirosaki-u.ac.jp\/jupyter\/gfuriko\/\">gnuplot \u3067\u4e00\u69d8\u91cd\u529b\u5834\u4e2d\u306e\u5358\u3075\u308a\u3053\u306e\u904b\u52d5<\/a><\/li>\n<li><a href=\"https:\/\/home.hirosaki-u.ac.jp\/jupyter\/ptosha\/\">Python \u3066\u3099\u7a7a\u6c17\u62b5\u6297\u3042\u308a\u306e\u659c\u65b9\u6295\u5c04<\/a><\/li>\n<li><a href=\"https:\/\/home.hirosaki-u.ac.jp\/jupyter\/mtosha\/\">Maxima \u3066\u3099\u7a7a\u6c17\u62b5\u6297\u3042\u308a\u306e\u659c\u65b9\u6295\u5c04<\/a><\/li>\n<li><a href=\"https:\/\/home.hirosaki-u.ac.jp\/jupyter\/gtosha\/\">gnuplot \u3066\u3099\u7a7a\u6c17\u62b5\u6297\u3042\u308a\u306e\u659c\u65b9\u6295\u5c04<\/a><\/li>\n<\/ul>\n<\/li>\n<li>\u4ee5\u4e0b\u306e\u300c\u6570\u5f0f\u51e6\u7406\u3068\u30b0\u30e9\u30d5\u4f5c\u6210\u300d\u30b7\u30ea\u30fc\u30ba\u3082\uff0c\u540c\u7b49\u306a\u5185\u5bb9\u3092\u540c\u7b49\u306a\u30bb\u30af\u30b7\u30e7\u30f3\u69cb\u6210\u3067\uff0cPython \u306e SymPy \u3068 Maxima \u3068\u3044\u3046\u3053\u3068\u306a\u3063\u305f\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u4ee3\u6570\u30b7\u30b9\u30c6\u30e0\u3092\u4f7f\u3063\u3066\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002\u3067\u3059\u306e\u3067\uff0cMaxima \u306f\u77e5\u3063\u3066\u3044\u308b\u304c\u540c\u3058\u3053\u3068\u3092 SymPy \u3067\u306f\u3069\u306e\u3088\u3046\u306b\u8a08\u7b97\u3059\u308b\u304b\u3068\u3044\u3046\u3053\u3068\u3092\u77e5\u308b\u969b\u306b\u3072\u3087\u3063\u3068\u3057\u305f\u3089\u5f79\u306b\u7acb\u3064\u304b\u3082\u77e5\u308c\u307e\u305b\u3093\u3002\n<ul>\n<li><a href=\"https:\/\/home.hirosaki-u.ac.jp\/jupyter\/sympy\/\">SymPy \u306b\u3088\u308b\u6570\u5f0f\u51e6\u7406\u3068\u30b0\u30e9\u30d5\u4f5c\u6210<\/a><\/li>\n<li><a href=\"https:\/\/home.hirosaki-u.ac.jp\/jupyter\/maxima\/\">Maxima-Jupyter \u306b\u3088\u308b\u6570\u5f0f\u51e6\u7406\u3068\u30b0\u30e9\u30d5\u4f5c\u6210<\/a><\/li>\n<\/ul>\n<\/li>\n<li>gnuplot \u306f\u30b0\u30e9\u30d5\u4f5c\u6210\u30bd\u30d5\u30c8\u3067\u3042\u308a\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u4ee3\u6570\u30b7\u30b9\u30c6\u30e0\u306e\u3088\u3046\u306a\u6570\u5f0f\u51e6\u7406\u306f\u3067\u304d\u307e\u305b\u3093\u3002\u4ee5\u4e0b\u306e\u30da\u30fc\u30b8\u3067\u306f\uff0c\u4e0a\u8a18\u306e\u30b7\u30ea\u30fc\u30ba\u306e\u300c\u30b0\u30e9\u30d5\u4f5c\u6210\u300d\u306e\u90e8\u5206\u306b\u3064\u3044\u3066\uff0c\u540c\u7b49\u306a\u5185\u5bb9\u3092\u540c\u7b49\u306a\u30bb\u30af\u30b7\u30e7\u30f3\u69cb\u6210\u3067 gnuplot\uff08\u5358\u4f53\uff09\u3067\u884c\u3046\u5834\u5408\u306e\u89e3\u8aac\u3092\u3057\u3066\u3044\u307e\u3059\u3002\u3067\u3059\u306e\u3067\uff0c\u540c\u3058\u30b0\u30e9\u30d5\u3092 gnuplot, Maxima, SymPy \u3067\u306f\u3069\u306e\u3088\u3046\u306b\u63cf\u304f\u304b\u3068\u3044\u3046\u3053\u3068\u3092\u77e5\u308b\u969b\u306b\u3072\u3087\u3063\u3068\u3057\u305f\u3089\u5f79\u306b\u7acb\u3064\u304b\u3082\u77e5\u308c\u307e\u305b\u3093\u3002\n<ul>\n<li><a href=\"https:\/\/home.hirosaki-u.ac.jp\/jupyter\/gnuplot\/\">gnuplot \u306b\u3088\u308b\u30b0\u30e9\u30d5\u4f5c\u6210<\/a><\/li>\n<\/ul>\n<\/li>\n<li>Jupyter Notebook \u306b\u306f\u8aac\u660e\u306e\u305f\u3081\u306e\u6587\u7ae0\u3092\u66f8\u304f\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u4ee5\u4e0b\u306e\u30da\u30fc\u30b8\u3067\u306f\uff0c\u305d\u306e\u305f\u3081\u306e Markdown \u8a18\u6cd5\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002\n<ul>\n<li><a href=\"https:\/\/home.hirosaki-u.ac.jp\/jupyter\/markdown\/\">Markdown \u89e3\u8aac<\/a><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h3>\u53c2\u8003\uff1a\u5f18\u5927 JupyterHub \u306b\u304a\u3051\u308b\u300c\u7aef\u672b\u300d\u306e\u5229\u7528<\/h3>\n<p>\u4e00\u65e6\u30ed\u30b0\u30a4\u30f3\u3059\u308c\u3070\uff0c\u4ee5\u4e0b\u306e\u3088\u3046\u306b JupyterHub \u306e\u30db\u30fc\u30e0\u30da\u30fc\u30b8\u306e\u300c\u65b0\u898f\u300d\u304b\u3089\u300c\u7aef\u672b\u300d\u3092\u9078\u3073&#8230;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large wp-image-1758\" src=\"https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/wp-content\/uploads\/sites\/25\/hub5-640x377.png\" alt=\"\" width=\"640\" height=\"377\" srcset=\"https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/wp-content\/uploads\/sites\/25\/hub5-640x377.png 640w, https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/wp-content\/uploads\/sites\/25\/hub5-300x177.png 300w, https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/wp-content\/uploads\/sites\/25\/hub5-360x212.png 360w, https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/wp-content\/uploads\/sites\/25\/hub5.png 1235w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/p>\n<p>Web 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\u30d6\u30e9\u30a6\u30b6\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066 JupyterHub \u306e\u300c\u7aef\u672b\u300d\u3092\u8a66\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large wp-image-1760\" src=\"https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/wp-content\/uploads\/sites\/25\/hub6-640x444.png\" alt=\"\" width=\"640\" height=\"444\" srcset=\"https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/wp-content\/uploads\/sites\/25\/hub6-640x444.png 640w, https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/wp-content\/uploads\/sites\/25\/hub6-300x208.png 300w, https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/wp-content\/uploads\/sites\/25\/hub6-360x250.png 360w, https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/wp-content\/uploads\/sites\/25\/hub6.png 1323w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h3>\u53c2\u8003\uff1a\u5f18\u5927 JupyterHub 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src=\"https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/wp-content\/uploads\/sites\/25\/hub7-640x381.png\" alt=\"\" width=\"640\" height=\"381\" srcset=\"https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/wp-content\/uploads\/sites\/25\/hub7-640x381.png 640w, https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/wp-content\/uploads\/sites\/25\/hub7-300x179.png 300w, https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/wp-content\/uploads\/sites\/25\/hub7-360x215.png 360w, https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/wp-content\/uploads\/sites\/25\/hub7.png 1176w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large wp-image-1762\" src=\"https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/wp-content\/uploads\/sites\/25\/hub8-640x361.png\" alt=\"\" width=\"640\" height=\"361\" srcset=\"https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/wp-content\/uploads\/sites\/25\/hub8-640x361.png 640w, https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/wp-content\/uploads\/sites\/25\/hub8-300x169.png 300w, https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/wp-content\/uploads\/sites\/25\/hub8-360x203.png 360w, https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/wp-content\/uploads\/sites\/25\/hub8.png 1181w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/p>\n<h3><\/h3>\n<h3>\u53c2\u8003\uff1atypist &#8211; \u5f18\u5927 JupyterHub \u3067\u30bf\u30c3\u30c1\u30bf\u30a4\u30d4\u30f3\u30b0\u306e\u7df4\u7fd2<a id=\"typist\"><\/a><\/h3>\n<div id=\"yui_3_17_2_1_1634444239517_1384\">\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u4e0a\u9054\u306e\u57fa\u672c\u306f\uff0c\u30bf\u30c3\u30c1\u30bf\u30a4\u30d4\u30f3\u30b0\u3067\u3059\u3002\u601d\u8003\u3092\u59a8\u3052\u306a\u3044\u30b9\u30d4\u30fc\u30c9\u3067\u30bf\u30c3\u30c1\u30bf\u30a4\u30d7\u3067\u304d\u308c\u3070\uff0c\u5b66\u7fd2\u3082\u7814\u7a76\u3082\u4e0a\u9054\u9593\u9055\u3044\u306a\u3057\uff01<\/div>\n<div id=\"yui_3_17_2_1_1634444239517_1398\">\n<ol id=\"yui_3_17_2_1_1634444239517_1428\">\n<li id=\"yui_3_17_2_1_1634444239517_1427\">\u5f18\u5927 JupyterHub \u306b\u30ed\u30b0\u30a4\u30f3\u3057\u307e\u3059\u3002<\/li>\n<li id=\"yui_3_17_2_1_1634444239517_1492\">JupyterHub \u306e Home Page \u306e\u30e1\u30cb\u30e5\u30fc\u53f3\u7aef\u306e\u300c<strong id=\"yui_3_17_2_1_1634444239517_1493\">\u65b0\u898f<\/strong>\u300d\u304b\u3089\u300c<strong id=\"yui_3_17_2_1_1634444239517_1494\">\u7aef\u672b<\/strong>\u300d\u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/li>\n<li id=\"yui_3_17_2_1_1634444239517_1495\">\u300c<strong>\u7aef\u672b<\/strong>\u300d\u306e\u753b\u9762\u304c\u3067\u307e\u3059\u306e\u3067\uff0c\uff08\u30de\u30a6\u30b9\u3067\u30af\u30ea\u30c3\u30af\u3057\u3066\u30a2\u30af\u30c6\u30a3\u30d6\u72b6\u614b\u306b\u3057\u3066\uff09<strong id=\"yui_3_17_2_1_1634444239517_1496\">typist<\/strong> \u3068\u6253\u3063\u3066\u30a8\u30f3\u30bf\u30fc\u30ad\u30fc\u3092\u62bc\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/li>\n<li id=\"yui_3_17_2_1_1634444239517_1497\">\uff08\u591a\u5c11\u65e5\u672c\u8a9e\u30d5\u30a9\u30f3\u30c8\u90e8\u5206\u306e\u4e0a\u304c\u5207\u308c\u3066\u3044\u3066\u898b\u306b\u304f\u3044\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u304c\uff09<strong id=\"yui_3_17_2_1_1634444239517_1498\">t1<\/strong> \u306a\u3069\u3068\u6253\u3063\u3066\u30ec\u30c3\u30b9\u30f3\u3092\u958b\u59cb\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/li>\n<li id=\"yui_3_17_2_1_1634444239517_1499\">\u300c\u7aef\u672b\u300d\u306e\u30d5\u30a9\u30f3\u30c8\u304c\u5c0f\u3055\u304f\u3066\u898b\u306b\u304f\u3044\u306a\u3089\uff0cWeb \u30d6\u30e9\u30a6\u30b6\u306e\u30ba\u30fc\u30e0\u6a5f\u80fd\uff08\u30b3\u30f3\u30c8\u30ed\u30fc\u30eb\u30ad\u30fc\u3092\u62bc\u3057\u306a\u304c\u3089 +, \u307e\u305f\u306f &#8211; \u30ad\u30fc\uff09\u3067\u898b\u3084\u3059\u3044\u3088\u3046\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/li>\n<li id=\"yui_3_17_2_1_1634444239517_1506\">\u30b3\u30fc\u30b9\u3092\u4e00\u3064\u7d42\u3048\u305f\u3089\uff0c\u7d42\u4e86\u3059\u308b\u3068\u304d\uff0c\u30a6\u30a4\u30f3\u30c9\u30a6\u3092\u30af\u30ed\u30fc\u30ba\u306a\u3069\u3057\u3066\u306f\u30c0\u30e1\u3067\u3059\u3088\u3002<br id=\"yui_3_17_2_1_1634444239517_1507\" \/>\uff08\u7d42\u4e86 = \u6539\u884c\uff09\u3068\u3044\u3046\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u5f93\u3063\u3066\uff0c\u6539\u884c\u3064\u307e\u308a\u30a8\u30f3\u30bf\u30fc\u30ad\u30fc\uff08\u307e\u305f\u306f\u30ea\u30bf\u30fc\u30f3\u30ad\u30fc\u3068\u3082\uff09\u3092\u62bc\u3057\u3066\u7d42\u4e86\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u305d\u3046\u3057\u306a\u3044\u3068\uff0c\u305b\u3063\u304b\u304f\u306e\u30ec\u30c3\u30b9\u30f3\u7d42\u4e86\u6210\u679c\u304c\u4fdd\u5b58\u3055\u308c\u306a\u3044\u3053\u3068\u306b\u306a\u308b\u304b\u3082\u3002<\/li>\n<li>\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u3092\u4f7f\u3046\u6388\u696d\u306e\u6700\u521d\u3067\uff0ca 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https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/wp-content\/uploads\/sites\/25\/typist1-1536x954.png 1536w, https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/wp-content\/uploads\/sites\/25\/typist1-360x223.png 360w, https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/wp-content\/uploads\/sites\/25\/typist1.png 1780w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large wp-image-2182\" src=\"https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/wp-content\/uploads\/sites\/25\/typist2-640x399.png\" alt=\"\" width=\"640\" height=\"399\" srcset=\"https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/wp-content\/uploads\/sites\/25\/typist2-640x399.png 640w, https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/wp-content\/uploads\/sites\/25\/typist2-300x187.png 300w, https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/wp-content\/uploads\/sites\/25\/typist2-1536x958.png 1536w, https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/wp-content\/uploads\/sites\/25\/typist2-360x225.png 360w, https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/wp-content\/uploads\/sites\/25\/typist2.png 1784w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large wp-image-2183\" src=\"https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/wp-content\/uploads\/sites\/25\/typist3-640x395.png\" alt=\"\" width=\"640\" height=\"395\" srcset=\"https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/wp-content\/uploads\/sites\/25\/typist3-640x395.png 640w, https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/wp-content\/uploads\/sites\/25\/typist3-300x185.png 300w, https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/wp-content\/uploads\/sites\/25\/typist3-1536x949.png 1536w, https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/wp-content\/uploads\/sites\/25\/typist3-360x222.png 360w, https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/wp-content\/uploads\/sites\/25\/typist3.png 1761w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/p>\n<div id=\"yui_3_17_2_1_1634444239517_1366\"><\/div>\n<\/div>\n<p>HEROIC 2021 \u3067\u306f\uff0cPC \u5b9f\u7fd2\u5ba4\u306e Windows, macOS, Ubuntu \u3059\u3079\u3066\u306b\u30bf\u30c3\u30c1\u30bf\u30a4\u30d4\u30f3\u30b0\u7df4\u7fd2\u30bd\u30d5\u30c8 typist \u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u3044\u307e\u3059\u3002\u5f18\u5927 JupyterHub \u306a\u3089\uff0c\u5b9f\u7fd2\u5ba4\u306b\u884c\u304b\u306a\u304f\u3066\u3082\uff0cWeb \u30d6\u30e9\u30a6\u30b6\u304c\u3042\u308c\u3070\u3069\u3053\u304b\u3089\u3067\u3082 typist \u3067\u7df4\u7fd2\u3067\u304d\u307e\u3059\u3088\u3002<\/p>\n<p>&nbsp;<\/p>\n<h3>\u53c2\u8003\uff1a\u5f18\u5927 JupyterHub \u3067\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u30b3\u30f3\u30d1\u30a4\u30eb\u30fb\u5b9f\u884c<\/h3>\n<p>\u3044\u3063\u305f\u3093\u5f18\u5927 JupyterHub \u306b\u30ed\u30b0\u30a4\u30f3\u3059\u308c\u3070\uff0c\u300c\u30c6\u30ad\u30b9\u30c8\u30a8\u30c7\u30a3\u30bf\u300d\u3092\u4f7f\u3063\u3066\u30d7\u30ed\u30b0\u30e9\u30e0\u6587\u3092\u66f8\u3044\u305f\u308a\uff0c\u30b3\u30f3\u30d1\u30a4\u30eb\u3057\u305f\u308a\uff0c\u5b9f\u884c\u3057\u305f\u308a\u3067\u304d\u307e\u3059\u3002\u4ee5\u4e0b\u306e\u8a18\u4e8b\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/p>\n<ul>\n<li><a href=\"https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/2035\/\" target=\"_blank\" rel=\"noopener\">\u5f18\u5927 JupyterHub \u3067\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u30b3\u30f3\u30d1\u30a4\u30eb\u30fb\u5b9f\u884c<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>HEROIC 2021 \u3067\u306e Jupyter Noteboo <a href=\"https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/jupyter\/\" class=\"read-more\">Read More &#8230;<\/a><\/p>\n","protected":false},"author":2,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"inline_featured_image":false,"footnotes":""},"class_list":["post-1035","page","type-page","status-publish","hentry"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.0.1 - aioseo.com -->\n\t<meta name=\"description\" content=\"HEROIC 2021 \u3067\u306e Jupyter Notebook \u306e\u5229\u7528\u65b9\u6cd5\u306b\u3064\u3044\u3066\uff0c\u5f18\u5927 JupyterHub\" \/>\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<link rel=\"canonical\" href=\"https:\/\/home.hirosaki-u.ac.jp\/heroic-2020\/jupyter\/\" \/>\n\t<meta name=\"generator\" content=\"All in One SEO (AIOSEO) 5.0.0.1\" \/>\n\t\t<meta property=\"og:locale\" content=\"ja_JP\" \/>\n\t\t<meta property=\"og:site_name\" content=\"HEROIC 2021 - \u5f18\u524d\u5927\u5b66 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