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1 | 1 | .. _htmlnotebook: |
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2 | 2 | |
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3 | 3 | ========================= |
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4 | 4 | An HTML Notebook IPython |
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5 | 5 | ========================= |
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6 | 6 | |
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7 | 7 | .. seealso:: |
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8 | 8 | |
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9 | 9 | :ref:`Installation requirements <installnotebook>` for the Notebook. |
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10 | 10 | |
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11 | 11 | The IPython Notebook consists of two related components: |
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12 | 12 | |
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13 | 13 | * An JSON based Notebook document format for recording and distributing |
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14 | 14 | Python code and rich text. |
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15 | 15 | * A web-based user interface for authoring and running notebook documents. |
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16 | 16 | |
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17 | 17 | The Notebook can be used by starting the Notebook server with the |
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18 | 18 | command:: |
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19 | 19 | |
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20 | 20 | $ ipython notebook |
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21 | 21 | |
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22 | 22 | Note that by default, the notebook doesn't load pylab, it's just a normal |
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23 | 23 | IPython session like any other. If you want pylab support, you must use:: |
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24 | 24 | |
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25 | 25 | $ ipython notebook --pylab |
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26 | 26 | |
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27 | 27 | which will behave similar to the terminal and Qt console versions, using your |
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28 | 28 | default matplotlib backend and providing floating interactive plot windows. If |
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29 | 29 | you want inline figures, you must manually select the ``inline`` backend:: |
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30 | 30 | |
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31 |
$ ipython notebook --pylab |
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31 | $ ipython notebook --pylab inline | |
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32 | 32 | |
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33 | 33 | This server uses the same ZeroMQ-based two process kernel architecture as |
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34 | 34 | the QT Console as well Tornado for serving HTTP/S requests. Some of the main |
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35 | 35 | features of the Notebook include: |
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36 | 36 | |
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37 | 37 | * Display rich data (png/html/latex/svg) in the browser as a result of |
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38 | 38 | computations. |
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39 | 39 | * Compose text cells using HTML and Markdown. |
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40 | 40 | * Import and export notebook documents in range of formats (.ipynb, .py). |
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41 | 41 | * In browser syntax highlighting, tab completion and autoindentation. |
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42 | 42 | * Inline matplotlib plots that can be stored in Notebook documents and opened |
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43 | 43 | later. |
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44 | 44 | |
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45 | 45 | See :ref:`our installation documentation <install_index>` for directions on |
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46 | 46 | how to install the notebook and its dependencies. |
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47 | 47 | |
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48 | 48 | .. note:: |
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49 | 49 | |
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50 | 50 | You can start more than one notebook server at the same time, if you want to |
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51 | 51 | work on notebooks in different directories. By default the first notebook |
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52 | 52 | server starts in port 8888, later notebooks search for random ports near |
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53 | 53 | that one. You can also manually specify the port with the ``--port`` |
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54 | 54 | option. |
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55 | 55 | |
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56 | 56 | |
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57 | 57 | Basic Usage |
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58 | 58 | =========== |
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59 | 59 | |
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60 | 60 | The landing page of the notebook server application, which we call the IPython |
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61 | 61 | Notebook *dashboard*, shows the notebooks currently available in the directory |
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62 | 62 | in which the application was started, and allows you to create new notebooks. |
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63 | 63 | |
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64 | 64 | A notebook is a combination of two things: |
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65 | 65 | |
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66 | 66 | 1. An interactive session connected to an IPython kernel, controlled by a web |
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67 |
application that can send input to the console and display many types of |
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68 |
(text, graphics, mathematics and more). This is the same kernel used |
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69 |
:ref:`Qt console <qtconsole>`, but in this case the web console sends |
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70 |
persistent cells that you can edit in-place instead of the |
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71 | terminal style used by the Qt console. | |
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67 | application that can send input to the console and display many types of | |
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68 | output (text, graphics, mathematics and more). This is the same kernel used | |
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69 | by the :ref:`Qt console <qtconsole>`, but in this case the web console sends | |
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70 | input in persistent cells that you can edit in-place instead of the | |
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71 | vertically scrolling terminal style used by the Qt console. | |
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72 | 72 | |
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73 | 73 | 2. A document that can save the inputs and outputs of the session as well as |
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74 |
additional text that accompanies the code but is not meant for execution. |
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75 |
this way, notebook files serve as a complete computational record of a |
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76 |
including explanatory text and mathematics, code and resulting |
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77 |
documents are internally JSON files and are saved with the |
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78 | extension. | |
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74 | additional text that accompanies the code but is not meant for execution. | |
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75 | In this way, notebook files serve as a complete computational record of a | |
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76 | session including explanatory text and mathematics, code and resulting | |
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77 | figures. These documents are internally JSON files and are saved with the | |
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78 | ``.ipynb`` extension. | |
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79 | 79 | |
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80 | 80 | If you have ever used the Mathematica or Sage notebooks (the latter is also |
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81 | 81 | web-based__) you should feel right at home. If you have not, you should be |
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82 | 82 | able to learn how to use it in just a few minutes. |
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83 | 83 | |
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84 | 84 | .. __: http://sagenb.org |
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85 | 85 | |
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86 | 86 | |
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87 | 87 | Creating and editing notebooks |
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88 | 88 | ------------------------------ |
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89 | 89 | |
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90 | 90 | You can create new notebooks from the dashboard with the ``New Notebook`` |
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91 | 91 | button or open existing ones by clicking on their name. Once in a notebook, |
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92 | 92 | your browser tab will reflect the name of that notebook (prefixed with "IPy:"). |
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93 | 93 | The URL for that notebook is not meant to be human-readable and is *not* |
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94 | 94 | persistent across invocations of the notebook server. |
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95 | 95 | |
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96 | 96 | You can also drag and drop into the area listing files any python file: it |
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97 | 97 | will be imported into a notebook with the same name (but ``.ipynb`` extension) |
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98 | 98 | located in the directory where the notebook server was started. This notebook |
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99 | 99 | will consist of a single cell with all the code in the file, which you can |
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100 | 100 | later manually partition into individual cells for gradual execution, add text |
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101 | 101 | and graphics, etc. |
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102 | 102 | |
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103 | ||
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103 | 104 | Workflow and limitations |
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104 | 105 | ------------------------ |
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105 | 106 | |
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106 | 107 | The normal workflow in a notebook is quite similar to a normal IPython session, |
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107 | 108 | with the difference that you can edit a cell in-place multiple times until you |
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108 | 109 | obtain the desired results rather than having to rerun separate scripts with |
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109 | 110 | the ``%run`` magic (though magics also work in the notebook). Typically |
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110 | 111 | you'll work on a problem in pieces, organizing related pieces into cells and |
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111 | 112 | moving forward as previous parts work correctly. This is much more convenient |
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112 | 113 | for interactive exploration than breaking up a computation into scripts that |
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113 | 114 | must be executed together, especially if parts of them take a long time to run |
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114 | 115 | (In the traditional terminal-based IPython, you can use tricks with namespaces |
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115 | 116 | and ``%run -i`` to achieve this capability, but we think the notebook is a more |
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116 | 117 | natural solution for that kind of problem). |
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117 | 118 | |
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118 | 119 | The only significant limitation the notebook currently has, compared to the qt |
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119 | 120 | console, is that it can not run any code that expects input from the kernel |
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120 | 121 | (such as scripts that call :func:`raw_input`). Very importantly, this means |
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121 | 122 | that the ``%debug`` magic does *not* work in the notebook! We intend to |
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122 | 123 | correct this limitation, but in the meantime, there is a way to debug problems |
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123 | 124 | in the notebook: you can attach a Qt console to your existing notebook kernel, |
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124 | 125 | and run ``%debug`` from the Qt console. If your notebook is running on a local |
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125 | 126 | computer (i.e. if you are accessing it via your localhost address at |
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126 | 127 | 127.0.0.1), you can just type ``%qtconsole`` in the notebook and a Qt console |
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127 | 128 | will open up connected to that same kernel. |
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128 | 129 | |
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129 | 130 | In general, the notebook server prints the full details of how to connect to |
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130 | 131 | each kernel at the terminal, with lines like:: |
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131 | 132 | |
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132 | 133 | [IPKernelApp] To connect another client to this kernel, use: |
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133 | 134 | [IPKernelApp] --existing kernel-3bb93edd-6b5a-455c-99c8-3b658f45dde5.json |
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134 | 135 | |
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135 | 136 | This is the name of a JSON file that contains all the port and validation |
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136 | 137 | information necessary to connect to the kernel. You can manually start a |
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137 | 138 | qt console with:: |
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138 | 139 | |
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139 | 140 | ipython qtconsole --existing kernel-3bb93edd-6b5a-455c-99c8-3b658f45dde5.json |
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140 | 141 | |
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141 | 142 | and if you only have a single kernel running, simply typing:: |
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142 | 143 | |
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143 | 144 | ipython qtconsole --existing |
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144 | 145 | |
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145 | 146 | will automatically find it (it will always find the most recently started |
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146 | 147 | kernel if there is more than one). You can also request this connection data |
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147 | 148 | by typing ``%connect_info``; this will print the same file information as well |
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148 | 149 | as the content of the JSON data structure it contains. |
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149 | 150 | |
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150 | 151 | |
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151 | 152 | Text input |
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152 | 153 | ---------- |
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153 | 154 | |
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154 | 155 | In addition to code cells and the output they produce (such as figures), you |
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155 | 156 | can also type text not meant for execution. To type text, change the type of a |
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156 | 157 | cell from ``Code`` to ``Markdown`` by using the button or the :kbd:`Ctrl-m m` |
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157 | 158 | keybinding (see below). You can then type any text in Markdown_ syntax, as |
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158 | 159 | well as mathematical expressions if you use ``$...$`` for inline math or |
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159 | 160 | ``$$...$$`` for displayed math. |
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160 | 161 | |
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161 | Exporting a notebook | |
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162 | -------------------- | |
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162 | ||
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163 | Exporting a notebook and importing existing scripts | |
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164 | --------------------------------------------------- | |
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163 | 165 | |
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164 | 166 | If you want to provide others with a static HTML or PDF view of your notebook, |
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165 | 167 | use the ``Print`` button. This opens a static view of the document, which you |
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166 | 168 | can print to PDF using your operating system's facilities, or save to a file |
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167 | 169 | with your web browser's 'Save' option (note that typically, this will create |
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168 | 170 | both an html file *and* a directory called `notebook_name_files` next to it |
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169 | 171 | that contains all the necessary style information, so if you intend to share |
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170 | 172 | this, you must send the directory along with the main html file). |
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171 | 173 | |
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172 | 174 | The `Download` button lets you save a notebook file to the Download area |
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173 | 175 | configured by your web browser (particularly useful if you are running the |
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174 | 176 | notebook server on a remote host and need a file locally). The notebook is |
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175 | 177 | saved by default with the ``.ipynb`` extension and the files contain JSON data |
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176 | 178 | that is not meant for human editing or consumption. But you can always export |
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177 | 179 | the input part of a notebook to a plain python script by choosing Python format |
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178 | 180 | in the `Download` drop list. This removes all output and saves the text cells |
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179 | in comment areas. | |
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181 | in comment areas. See ref:`below <notebook_format>` for more details on the | |
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182 | notebook format. | |
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183 | ||
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184 | The notebook can also *import* ``.py`` files as notebooks, by dragging and | |
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185 | dropping the file into the notebook dashboard file list area. By default, the | |
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186 | entire contents of the file will be loaded into a single code cell. But if | |
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187 | prior to import, you manually add the ``# <nbformat>2</nbformat>`` marker at | |
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188 | the start and then add separators for text/code cells, you can get a cleaner | |
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189 | import with the file broken into individual cells. | |
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180 | 190 | |
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181 | 191 | .. warning:: |
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182 | 192 | |
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183 | 193 | While in simple cases you can roundtrip a notebook to Python, edit the |
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184 |
python file and import it back without loss, this is in |
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185 | guaranteed to work at all*. As the notebook format evolves in complexity, | |
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186 | there will be attributes of the notebook that will not survive a roundtrip | |
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187 | through the Python form. You should think of the Python format as a way to | |
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188 | output a script version of a notebook and the import capabilities as a way | |
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189 | to load existing code to get a notebook started. But the Python version is | |
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190 | *not* an alternate notebook format. | |
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194 | python file and import it back without loss of main content, this is in | |
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195 | general *not guaranteed to work at all*. First, there is extra metadata | |
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196 | saved in the notebook that may not be saved to the ``.py`` format. And as | |
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197 | the notebook format evolves in complexity, there will be attributes of the | |
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198 | notebook that will not survive a roundtrip through the Python form. You | |
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199 | should think of the Python format as a way to output a script version of a | |
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200 | notebook and the import capabilities as a way to load existing code to get a | |
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201 | notebook started. But the Python version is *not* an alternate notebook | |
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202 | format. | |
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191 | 203 | |
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192 | 204 | |
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193 | 205 | Keyboard use |
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194 | 206 | ------------ |
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195 | 207 | |
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196 | 208 | All actions in the notebook can be achieved with the mouse, but we have also |
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197 | 209 | added keyboard shortcuts for the most common ones, so that productive use of |
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198 | 210 | the notebook can be achieved with minimal mouse intervention. The main |
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199 | 211 | key bindings you need to remember are: |
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200 | 212 | |
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201 | 213 | * :kbd:`Shift-Enter`: execute the current cell (similar to the Qt console), |
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202 | 214 | show output (if any) and create a new cell below. Note that in the notebook, |
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203 | 215 | simply using :kbd:`Enter` *never* forces execution, it simply inserts a new |
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204 | 216 | line in the current cell. Therefore, in the notebook you must always use |
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205 | 217 | :kbd:`Shift-Enter` to get execution (or use the mouse and click on the ``Run |
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206 | 218 | Selected`` button). |
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207 | 219 | |
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208 | 220 | * :kbd:`Ctrl-Enter`: execute the current cell in "terminal mode", where any |
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209 | 221 | output is shown but the cursor stays in the current cell, whose input |
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210 | 222 | area is flushed empty. This is convenient to do quick in-place experiments |
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211 | 223 | or query things like filesystem content without creating additional cells you |
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212 | 224 | may not want saved in your notebook. |
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213 | 225 | |
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214 | 226 | * :kbd:`Ctrl-m`: this is the prefix for all other keybindings, which consist |
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215 | 227 | of an additional single letter. Type :kbd:`Ctrl-m h` (that is, the sole |
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216 | 228 | letter :kbd:`h` after :kbd:`Ctrl-m`) and IPython will show you the remaining |
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217 | 229 | available keybindings. |
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218 | 230 | |
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231 | ||
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232 | .. _notebook_security: | |
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233 | ||
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219 | 234 | Security |
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220 | 235 | ======== |
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221 | 236 | |
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222 | 237 | You can protect your notebook server with a simple single-password by |
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223 | 238 | setting the :attr:`NotebookApp.password` configurable. You can prepare a |
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224 | 239 | hashed password using the function :func:`IPython.lib.security.passwd`: |
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225 | 240 | |
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226 | 241 | .. sourcecode:: ipython |
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227 | 242 | |
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228 | 243 | In [1]: from IPython.lib import passwd |
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229 | 244 | In [2]: passwd() |
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230 | 245 | Enter password: |
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231 | 246 | Verify password: |
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232 | 247 | Out[2]: 'sha1:67c9e60bb8b6:9ffede0825894254b2e042ea597d771089e11aed' |
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233 | 248 | |
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234 | 249 | .. note:: |
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235 | 250 | |
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236 | 251 | :func:`~IPython.lib.security.passwd` can also take the password as a string |
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237 | 252 | argument. **Do not** pass it as an argument inside an IPython session, as it |
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238 | 253 | will be saved in your input history. |
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239 | 254 | |
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240 | 255 | You can then add this to your :file:`ipython_notebook_config.py`, e.g.:: |
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241 | 256 | |
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242 | 257 | # Password to use for web authentication |
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243 | 258 | c.NotebookApp.password = u'sha1:67c9e60bb8b6:9ffede0825894254b2e042ea597d771089e11aed' |
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244 | 259 | |
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245 | 260 | When using a password, it is a good idea to also use SSL, so that your password |
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246 |
is not sent |
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247 |
protocol mode using a self-signed certificate by |
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261 | is not sent unencripted by your browser. You can start the notebook to | |
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262 | communicate via a secure protocol mode using a self-signed certificate by | |
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263 | typing:: | |
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248 | 264 | |
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249 | 265 | $ ipython notebook --certfile=mycert.pem |
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250 | 266 | |
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251 | 267 | .. note:: |
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252 | 268 | |
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253 |
A self-signed certificate can be generated with openssl. For example |
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269 | A self-signed certificate can be generated with openssl. For example, the | |
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270 | following command will create a certificate valid for 365 days with both | |
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271 | the key and certificate data written to the same file:: | |
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254 | 272 | |
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255 | 273 | $ openssl req -x509 -nodes -days 365 -newkey rsa:1024 -keyout mycert.pem -out mycert.pem |
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256 | 274 | |
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275 | Your browser will warn you of a dangerous certificate because it is | |
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276 | self-signed. If you want to have a fully compliant certificate that will not | |
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277 | raise warnings, it is possible (but rather involved) to obtain one for free, | |
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278 | `as explained in detailed in this tutorial`__. | |
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279 | ||
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280 | .. __: http://arstechnica.com/security/news/2009/12/how-to-get-set-with-a-secure-sertificate-for-free.ars | |
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281 | ||
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282 | Keep in mind that when you enable SSL support, you'll need to access the | |
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283 | notebook server over ``https://``, not over plain ``http://``. The startup | |
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284 | message from the server prints this, but it's easy to overlook and think the | |
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285 | server is for some reason non-responsive. | |
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286 | ||
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287 | ||
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288 | Quick Howto: running a public notebook server | |
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289 | ============================================= | |
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290 | ||
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291 | If you want to access your notebook server remotely with just a web browser, | |
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292 | here is a quick set of instructions. Start by creating a certificate file and | |
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293 | a hashed password as explained above. Then, create a custom profile for the | |
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294 | notebook. At the command line, type:: | |
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295 | ||
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296 | ipython profile create nbserver | |
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297 | ||
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298 | In the profile directory, edit the file ``ipython_notebook_config.py``. By | |
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299 | default the file has all fields commented, the minimum set you need to | |
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300 | uncomment and edit is here:: | |
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301 | ||
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302 | c = get_config() | |
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303 | ||
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304 | # Kernel config | |
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305 | c.IPKernelApp.pylab = 'inline' # if you want plotting support always | |
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306 | ||
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307 | # Notebook config | |
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308 | c.NotebookApp.certfile = u'/absolute/path/to/your/certificate/mycert.pem' | |
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309 | c.NotebookApp.ip = '*' | |
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310 | c.NotebookApp.open_browser = False | |
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311 | c.NotebookApp.password = u'sha1:bcd259ccf...your hashed password here' | |
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312 | # It's a good idea to put it on a known, fixed port | |
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313 | c.NotebookApp.port = 9999 | |
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314 | ||
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315 | You can then start the notebook and access it later by pointing your browser to | |
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316 | ``https://your.host.com:9999``. | |
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317 | ||
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318 | .. _notebook_format: | |
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319 | ||
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320 | The notebook format | |
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321 | =================== | |
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322 | ||
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323 | The notebooks themselves are JSON files with an ``ipynb`` extension, formatted | |
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324 | as legibly as possible with minimal extra indentation and cell content broken | |
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325 | across lines to make them reasonably friendly to use in version-control | |
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326 | workflows. You should be very careful if you ever edit manually this JSON | |
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327 | data, as it is extremely easy to corrupt its internal structure and make the | |
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328 | file impossible to load. In general, you should consider the notebook as a | |
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329 | file meant only to be edited by IPython itself, not for hand-editing. | |
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330 | ||
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331 | .. note:: | |
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332 | ||
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333 | Binary data such as figures are directly saved in the JSON file. This | |
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334 | provides convenient single-file portability but means the files can be | |
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335 | large and diffs of binary data aren't very meaningful. Since the binary | |
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336 | blobs are encoded in a single line they only affect one line of the diff | |
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337 | output, but they are typically very long lines. You can use the | |
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338 | 'ClearAll' button to remove all output from a notebook prior to | |
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339 | committing it to version control, if this is a concern. | |
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340 | ||
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341 | The notebook server can also generate a pure-python version of your notebook, | |
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342 | by clicking on the 'Download' button and selecting ``py`` as the format. This | |
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343 | file will contain all the code cells from your notebook verbatim, and all text | |
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344 | cells prepended with a comment marker. The separation between code and text | |
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345 | cells is indicated with special comments and there is a header indicating the | |
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346 | format version. All output is stripped out when exporting to python. | |
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347 | ||
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348 | Here is an example of a simple notebook with one text cell and one code input | |
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349 | cell, when exported to python format:: | |
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350 | ||
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351 | # <nbformat>2</nbformat> | |
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352 | ||
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353 | # <markdowncell> | |
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354 | ||
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355 | # A text cell | |
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356 | ||
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357 | # <codecell> | |
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358 | ||
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359 | print "hello IPython" | |
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360 | ||
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361 | ||
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257 | 362 | Known Issues |
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258 | 363 | ============ |
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259 | 364 | |
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260 | 365 | When behind a proxy, especially if your system or browser is set to autodetect |
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261 | 366 | the proxy, the html notebook might fail to connect to the server's websockets, |
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262 | 367 | and present you with a warning at startup. In this case, you need to configure |
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263 | 368 | your system not to use the proxy for the server's address. |
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264 | 369 | |
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265 | 370 | In Firefox, for example, go to the Preferences panel, Advanced section, |
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266 | 371 | Network tab, click 'Settings...', and add the address of the notebook server |
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267 | 372 | to the 'No proxy for' field. |
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268 | 373 | |
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269 | Notebook document format | |
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270 | ======================== | |
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271 | ||
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272 | ||
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374 | ||
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273 | 375 | .. _Markdown: http://daringfireball.net/projects/markdown/basics |
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