python:jupyter_notebook

目次

文書の過去の版を表示しています。

Jupyter Notebook

インストール

Linux

$ pip install jupyter ipykernel

Windows

> pip install jupyter ipykernel
Collecting jupyter
  Downloading https://files.pythonhosted.org/packages/83/df/0f5dd132200728a86190397e1ea87cd76244e42d39ec5e88efd25b2abd7e/jupyter-1.0.0-py2.py3-none-any.whl
Collecting ipykernel
  Downloading https://files.pythonhosted.org/packages/d4/16/43f51f65a8a08addf04f909a0938b06ba1ee1708b398a9282474531bd893/ipykernel-5.1.2-py3-none-any.whl (116kB)
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Collecting qtconsole (from jupyter)
  Downloading https://files.pythonhosted.org/packages/a5/42/2999d79d012923a5b1503b981c55cb2a0105e25c8b86d23c1d2d1ba6310c/qtconsole-4.5.2-py2.py3-none-any.whl (119kB)
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Collecting nbconvert (from jupyter)
  Downloading https://files.pythonhosted.org/packages/35/e7/f46c9d65f149271e47fca6ab084ef5c6e4cb1870f4c5cce6690feac55231/nbconvert-5.5.0-py2.py3-none-any.whl (447kB)
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Collecting jupyter-console (from jupyter)
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Collecting notebook (from jupyter)
  Downloading https://files.pythonhosted.org/packages/4e/b6/a6189ca7146482d93c912dbe6c65db0f264c1c88f707feea3683caa6c1f8/notebook-6.0.0-py3-none-any.whl (9.0MB)
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Collecting ipywidgets (from jupyter)
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Collecting ipython>=5.0.0 (from ipykernel)
  Downloading https://files.pythonhosted.org/packages/f6/c4/a79582814bdfe92bfca4d286a729304ffdf13f5135132cfcaea13cf1b2b3/ipython-7.7.0-py3-none-any.whl (774kB)
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Collecting tornado>=4.2 (from ipykernel)
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Collecting jupyter-client (from ipykernel)
  Downloading https://files.pythonhosted.org/packages/af/4c/bf613864ae0644e2ac7d4a40bd209c40c8c71e3dc88d5f1d0aa92a68e716/jupyter_client-5.3.1-py2.py3-none-any.whl (91kB)
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Collecting traitlets>=4.1.0 (from ipykernel)
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Collecting jupyter-core (from qtconsole->jupyter)
  Downloading https://files.pythonhosted.org/packages/e6/25/6ffb0f6e57fa6ef5d2f814377133b361b42a6dd39105f4885a4f1666c2c3/jupyter_core-4.5.0-py2.py3-none-any.whl (78kB)
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Collecting ipython-genutils (from qtconsole->jupyter)
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Collecting pygments (from qtconsole->jupyter)
  Downloading https://files.pythonhosted.org/packages/5c/73/1dfa428150e3ccb0fa3e68db406e5be48698f2a979ccbcec795f28f44048/Pygments-2.4.2-py2.py3-none-any.whl (883kB)
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Collecting entrypoints>=0.2.2 (from nbconvert->jupyter)
  Downloading https://files.pythonhosted.org/packages/ac/c6/44694103f8c221443ee6b0041f69e2740d89a25641e62fb4f2ee568f2f9c/entrypoints-0.3-py2.py3-none-any.whl
Collecting defusedxml (from nbconvert->jupyter)
  Downloading https://files.pythonhosted.org/packages/06/74/9b387472866358ebc08732de3da6dc48e44b0aacd2ddaa5cb85ab7e986a2/defusedxml-0.6.0-py2.py3-none-any.whl
Collecting testpath (from nbconvert->jupyter)
  Downloading https://files.pythonhosted.org/packages/be/a4/162f9ebb6489421fe46dcca2ae420369edfee4b563c668d93cb4605d12ba/testpath-0.4.2-py2.py3-none-any.whl (163kB)
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Collecting jinja2>=2.4 (from nbconvert->jupyter)
  Downloading https://files.pythonhosted.org/packages/1d/e7/fd8b501e7a6dfe492a433deb7b9d833d39ca74916fa8bc63dd1a4947a671/Jinja2-2.10.1-py2.py3-none-any.whl (124kB)
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Collecting bleach (from nbconvert->jupyter)
  Downloading https://files.pythonhosted.org/packages/ab/05/27e1466475e816d3001efb6e0a85a819be17411420494a1e602c36f8299d/bleach-3.1.0-py2.py3-none-any.whl (157kB)
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Collecting pandocfilters>=1.4.1 (from nbconvert->jupyter)
  Downloading https://files.pythonhosted.org/packages/4c/ea/236e2584af67bb6df960832731a6e5325fd4441de001767da328c33368ce/pandocfilters-1.4.2.tar.gz
Collecting mistune>=0.8.1 (from nbconvert->jupyter)
  Downloading https://files.pythonhosted.org/packages/09/ec/4b43dae793655b7d8a25f76119624350b4d65eb663459eb9603d7f1f0345/mistune-0.8.4-py2.py3-none-any.whl
Collecting nbformat>=4.4 (from nbconvert->jupyter)
  Downloading https://files.pythonhosted.org/packages/da/27/9a654d2b6cc1eaa517d1c5a4405166c7f6d72f04f6e7eea41855fe808a46/nbformat-4.4.0-py2.py3-none-any.whl (155kB)
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Collecting prompt-toolkit<2.1.0,>=2.0.0 (from jupyter-console->jupyter)
  Downloading https://files.pythonhosted.org/packages/f7/a7/9b1dd14ef45345f186ef69d175bdd2491c40ab1dfa4b2b3e4352df719ed7/prompt_toolkit-2.0.9-py3-none-any.whl (337kB)
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Collecting terminado>=0.8.1 (from notebook->jupyter)
  Downloading https://files.pythonhosted.org/packages/a7/56/80ea7fa66565fa75ae21ce0c16bc90067530e5d15e48854afcc86585a391/terminado-0.8.2-py2.py3-none-any.whl
Collecting Send2Trash (from notebook->jupyter)
  Downloading https://files.pythonhosted.org/packages/49/46/c3dc27481d1cc57b9385aff41c474ceb7714f7935b1247194adae45db714/Send2Trash-1.5.0-py3-none-any.whl
Collecting pyzmq>=17 (from notebook->jupyter)
  Downloading https://files.pythonhosted.org/packages/99/44/56712655dc813ca36678fb40fe5af7f32f92bed54da0964afc0cf2cdf3b3/pyzmq-18.0.2-cp37-cp37m-win_amd64.whl (1.0MB)
    100% |████████████████████████████████| 1.1MB 4.5MB/s
Collecting prometheus-client (from notebook->jupyter)
  Downloading https://files.pythonhosted.org/packages/b3/23/41a5a24b502d35a4ad50a5bb7202a5e1d9a0364d0c12f56db3dbf7aca76d/prometheus_client-0.7.1.tar.gz
Collecting widgetsnbextension~=3.5.0 (from ipywidgets->jupyter)
  Downloading https://files.pythonhosted.org/packages/6c/7b/7ac231c20d2d33c445eaacf8a433f4e22c60677eb9776c7c5262d7ddee2d/widgetsnbextension-3.5.1-py2.py3-none-any.whl (2.2MB)
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Collecting colorama; sys_platform == "win32" (from ipython>=5.0.0->ipykernel)
  Downloading https://files.pythonhosted.org/packages/4f/a6/728666f39bfff1719fc94c481890b2106837da9318031f71a8424b662e12/colorama-0.4.1-py2.py3-none-any.whl
Collecting decorator (from ipython>=5.0.0->ipykernel)
  Downloading https://files.pythonhosted.org/packages/5f/88/0075e461560a1e750a0dcbf77f1d9de775028c37a19a346a6c565a257399/decorator-4.4.0-py2.py3-none-any.whl
Collecting pickleshare (from ipython>=5.0.0->ipykernel)
  Downloading https://files.pythonhosted.org/packages/9a/41/220f49aaea88bc6fa6cba8d05ecf24676326156c23b991e80b3f2fc24c77/pickleshare-0.7.5-py2.py3-none-any.whl
Requirement already satisfied: setuptools>=18.5 in c:\users\tomoyan\jupyter\lib\site-packages (from ipython>=5.0.0->ipykernel) (40.8.0)
Collecting jedi>=0.10 (from ipython>=5.0.0->ipykernel)
  Downloading https://files.pythonhosted.org/packages/4e/06/e906725a5b3ad7996bbdbfe9958aab75db64ef84bbaabefe47574de58865/jedi-0.14.1-py2.py3-none-any.whl (1.0MB)
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Collecting backcall (from ipython>=5.0.0->ipykernel)
  Downloading https://files.pythonhosted.org/packages/84/71/c8ca4f5bb1e08401b916c68003acf0a0655df935d74d93bf3f3364b310e0/backcall-0.1.0.tar.gz
Collecting python-dateutil>=2.1 (from jupyter-client->ipykernel)
  Downloading https://files.pythonhosted.org/packages/41/17/c62faccbfbd163c7f57f3844689e3a78bae1f403648a6afb1d0866d87fbb/python_dateutil-2.8.0-py2.py3-none-any.whl (226kB)
    100% |████████████████████████████████| 235kB 2.0MB/s
Collecting six (from traitlets>=4.1.0->ipykernel)
  Downloading https://files.pythonhosted.org/packages/73/fb/00a976f728d0d1fecfe898238ce23f502a721c0ac0ecfedb80e0d88c64e9/six-1.12.0-py2.py3-none-any.whl
Collecting MarkupSafe>=0.23 (from jinja2>=2.4->nbconvert->jupyter)
  Downloading https://files.pythonhosted.org/packages/65/c6/2399700d236d1dd681af8aebff1725558cddfd6e43d7a5184a675f4711f5/MarkupSafe-1.1.1-cp37-cp37m-win_amd64.whl
Collecting webencodings (from bleach->nbconvert->jupyter)
  Downloading https://files.pythonhosted.org/packages/f4/24/2a3e3df732393fed8b3ebf2ec078f05546de641fe1b667ee316ec1dcf3b7/webencodings-0.5.1-py2.py3-none-any.whl
Collecting jsonschema!=2.5.0,>=2.4 (from nbformat>=4.4->nbconvert->jupyter)
  Downloading https://files.pythonhosted.org/packages/54/48/f5f11003ceddcd4ad292d4d9b5677588e9169eef41f88e38b2888e7ec6c4/jsonschema-3.0.2-py2.py3-none-any.whl (54kB)
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Collecting wcwidth (from prompt-toolkit<2.1.0,>=2.0.0->jupyter-console->jupyter)
  Downloading https://files.pythonhosted.org/packages/7e/9f/526a6947247599b084ee5232e4f9190a38f398d7300d866af3ab571a5bfe/wcwidth-0.1.7-py2.py3-none-any.whl
Collecting pywinpty>=0.5; os_name == "nt" (from terminado>=0.8.1->notebook->jupyter)
  Downloading https://files.pythonhosted.org/packages/33/3e/f1329fca2fad22ceb40f4fb971149688ca98d95fa7b73f26403656ae477b/pywinpty-0.5.5-cp37-cp37m-win_amd64.whl (1.3MB)
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Collecting parso>=0.5.0 (from jedi>=0.10->ipython>=5.0.0->ipykernel)
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Collecting attrs>=17.4.0 (from jsonschema!=2.5.0,>=2.4->nbformat>=4.4->nbconvert->jupyter)
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Collecting pyrsistent>=0.14.0 (from jsonschema!=2.5.0,>=2.4->nbformat>=4.4->nbconvert->jupyter)
  Downloading https://files.pythonhosted.org/packages/b9/66/b2638d96a2d128b168d0dba60fdc77b7800a9b4a5340cefcc5fc4eae6295/pyrsistent-0.15.4.tar.gz (107kB)
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Installing collected packages: colorama, decorator, six, ipython-genutils, traitlets, pickleshare, parso, jedi, backcall, pygments, wcwidth, prompt-toolkit, ipython, tornado, jupyter-core, python-dateutil, pyzmq, jupyter-client, ipykernel, qtconsole, entrypoints, defusedxml, testpath, MarkupSafe, jinja2, webencodings, bleach, pandocfilters, mistune, attrs, pyrsistent, jsonschema, nbformat, nbconvert, jupyter-console, pywinpty, terminado, Send2Trash, prometheus-client, notebook, widgetsnbextension, ipywidgets, jupyter
  Running setup.py install for backcall ... done
  Running setup.py install for pandocfilters ... done
  Running setup.py install for pyrsistent ... done
  Running setup.py install for prometheus-client ... done
Successfully installed MarkupSafe-1.1.1 Send2Trash-1.5.0 attrs-19.1.0 backcall-0.1.0 bleach-3.1.0 colorama-0.4.1 decorator-4.4.0 defusedxml-0.6.0 entrypoints-0.3 ipykernel-5.1.2 ipython-7.7.0 ipython-genutils-0.2.0 ipywidgets-7.5.1 jedi-0.14.1 jinja2-2.10.1 jsonschema-3.0.2 jupyter-1.0.0 jupyter-client-5.3.1 jupyter-console-6.0.0 jupyter-core-4.5.0 mistune-0.8.4 nbconvert-5.5.0 nbformat-4.4.0 notebook-6.0.0 pandocfilters-1.4.2 parso-0.5.1 pickleshare-0.7.5 prometheus-client-0.7.1 prompt-toolkit-2.0.9 pygments-2.4.2 pyrsistent-0.15.4 python-dateutil-2.8.0 pywinpty-0.5.5 pyzmq-18.0.2 qtconsole-4.5.2 six-1.12.0 terminado-0.8.2 testpath-0.4.2 tornado-6.0.3 traitlets-4.3.2 wcwidth-0.1.7 webencodings-0.5.1 widgetsnbextension-3.5.1

使い方

Jupyter Notebook を起動する。

> jupyter notebook
[I 08:19:03.984 NotebookApp] Writing notebook server cookie secret to C:\Users\tomoyan\AppData\Roaming\jupyter\runtime\notebook_cookie_secret
[I 08:19:04.383 NotebookApp] Serving notebooks from local directory: C:\Users\tomoyan
[I 08:19:04.384 NotebookApp] The Jupyter Notebook is running at:
[I 08:19:04.384 NotebookApp] http://localhost:8888/?token=b274994547a7cdf3698c71cad9750788806e001e3b66a433
[I 08:19:04.384 NotebookApp]  or http://127.0.0.1:8888/?token=b274994547a7cdf3698c71cad9750788806e001e3b66a433
[I 08:19:04.384 NotebookApp] Use Control-C to stop this server and shut down all kernels (twice to skip confirmation).
[C 08:19:04.494 NotebookApp]

    To access the notebook, open this file in a browser:
        file:///C:/Users/tomoyan/AppData/Roaming/jupyter/runtime/nbserver-9548-open.html
    Or copy and paste one of these URLs:
        http://localhost:8888/?token=b274994547a7cdf3698c71cad9750788806e001e3b66a433
     or http://127.0.0.1:8888/?token=b274994547a7cdf3698c71cad9750788806e001e3b66a433

上記の URL: http://localhost:8888/?token=b274994547a7cdf3698c71cad9750788806e001e3b66a433 にアクセスする。
Jupyter Notebook

[New] - [Python 3] をクリックする。
Jupyter Notebook Python 3

Jupyter Notebook で Python の venv 仮想環境を利用する

EnvironmentKernelSpecManager をインストールする。

(jupyter) > pip install environment_kernels
Collecting environment_kernels
  Downloading https://files.pythonhosted.org/packages/35/4b/19589f68965a2a62c1301921aef4a14e5d56bcc34ec217c3bd38706975b9/environment_kernels-1.1.1.tar.gz
Installing collected packages: environment-kernels
  Running setup.py install for environment-kernels ... done
Successfully installed environment-kernels-1.1.1

%HOMEPATH%\.jupyter\jupyter_notebook_config.py を生成する。

(jupyter) > jupyter notebook --generate-config
Writing default config to: C:\Users\tomoyan\.jupyter\jupyter_notebook_config.py

%HOMEPATH%\.jupyter\jupyter_notebook_config.py を編集する。

# Configuration file for jupyter-notebook.
 
c.NotebookApp.kernel_spec_manager_class = 'environment_kernels.EnvironmentKernelSpecManager'
c.EnvironmentKernelSpecManager.virtualenv_env_dirs=['~/']
c.EnvironmentKernelSpecManager.virtualenv_prefix_template = "{}"
c.EnvironmentKernelSpecManager.display_name_template = "{}"

Jupyter Notebook を実行する。

(jupyter) > jupyter notebook
[I 09:14:25.399 NotebookApp] Using EnvironmentKernelSpecManager...
[I 09:14:25.401 NotebookApp] Started periodic updates of the kernel list (every 3 minutes).
[I 09:14:25.858 NotebookApp] Serving notebooks from local directory: C:\Users\tomoyan
[I 09:14:25.858 NotebookApp] The Jupyter Notebook is running at:
[I 09:14:25.860 NotebookApp] http://localhost:8888/?token=f48ddc0fe8755eef7411eeadac3080aed4bbea30d27bc489
[I 09:14:25.862 NotebookApp]  or http://127.0.0.1:8888/?token=f48ddc0fe8755eef7411eeadac3080aed4bbea30d27bc489
[I 09:14:25.863 NotebookApp] Use Control-C to stop this server and shut down all kernels (twice to skip confirmation).
[C 09:14:25.978 NotebookApp]

    To access the notebook, open this file in a browser:
        file:///C:/Users/tomoyan/AppData/Roaming/jupyter/runtime/nbserver-11208-open.html
    Or copy and paste one of these URLs:
        http://localhost:8888/?token=f48ddc0fe8755eef7411eeadac3080aed4bbea30d27bc489
     or http://127.0.0.1:8888/?token=f48ddc0fe8755eef7411eeadac3080aed4bbea30d27bc489

Python の venv 仮想環境が選択出来るようになる。
Jupyter Notebook Python venv

Jupyter Notebook 拡張機能

Jupyter notebook extensions と Jupyter Nbextensions Configurator をインストールする。

(jupyter) > pip install jupyter-contrib-nbextensions jupyter-nbextensions-configurator
Collecting jupyter-contrib-nbextensions
  Downloading https://files.pythonhosted.org/packages/33/f0/6e2c00afda860f655fbf0f795f7310bdbf12122846344dfdc803fc7455d5/jupyter_contrib_nbextensions-0.5.1-py2.py3-none-any.whl (20.9MB)
     |████████████████████████████████| 20.9MB 6.4MB/s
Collecting jupyter-nbextensions-configurator
  Downloading https://files.pythonhosted.org/packages/51/a3/d72d5f2dc10c5ccf5a6f4c79f636bf071a5ce462dedd07af2f70384db6cb/jupyter_nbextensions_configurator-0.4.1.tar.gz (479kB)
     |████████████████████████████████| 481kB 6.8MB/s
Requirement already satisfied: tornado in c:\users\tomoyan\jupyter\lib\site-packages (from jupyter-contrib-nbextensions) (6.0.3)
Requirement already satisfied: nbconvert>=4.2 in c:\users\tomoyan\jupyter\lib\site-packages (from jupyter-contrib-nbextensions) (5.5.0)
Requirement already satisfied: notebook>=4.0 in c:\users\tomoyan\jupyter\lib\site-packages (from jupyter-contrib-nbextensions) (6.0.0)
Requirement already satisfied: ipython-genutils in c:\users\tomoyan\jupyter\lib\site-packages (from jupyter-contrib-nbextensions) (0.2.0)
Collecting jupyter-latex-envs>=1.3.8 (from jupyter-contrib-nbextensions)
  Downloading https://files.pythonhosted.org/packages/0e/15/55805de080d5542f76920364635e96e64d3b37f678befdfe3b16aa154205/jupyter_latex_envs-1.4.6.tar.gz (861kB)
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Collecting jupyter-contrib-core>=0.3.3 (from jupyter-contrib-nbextensions)
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Installing collected packages: jupyter-latex-envs, jupyter-contrib-core, jupyter-highlight-selected-word, pyyaml, lxml, jupyter-nbextensions-configurator, jupyter-contrib-nbextensions
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Successfully installed jupyter-contrib-core-0.3.3 jupyter-contrib-nbextensions-0.5.1 jupyter-highlight-selected-word-0.2.0 jupyter-latex-envs-1.4.6 jupyter-nbextensions-configurator-0.4.1 lxml-4.4.0 pyyaml-5.1.2
  • python/jupyter_notebook.1565225637.txt.gz
  • 最終更新: 2019/08/08 09:53
  • by ともやん