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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 | 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 | 67 | application that can send input to the console and display many types of |
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68 | 68 | output (text, graphics, mathematics and more). This is the same kernel used |
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69 | 69 | by the :ref:`Qt console <qtconsole>`, but in this case the web console sends |
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70 | 70 | input in persistent cells that you can edit in-place instead of the |
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71 | 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 | 74 | additional text that accompanies the code but is not meant for execution. |
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75 | 75 | In this way, notebook files serve as a complete computational record of a |
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76 | 76 | session including explanatory text and mathematics, code and resulting |
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77 | 77 | figures. These documents are internally JSON files and are saved with the |
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78 | 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 | 103 | |
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104 | 104 | Workflow and limitations |
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105 | 105 | ------------------------ |
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106 | 106 | |
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107 | 107 | The normal workflow in a notebook is quite similar to a normal IPython session, |
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108 | 108 | with the difference that you can edit a cell in-place multiple times until you |
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109 | 109 | obtain the desired results rather than having to rerun separate scripts with |
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110 | 110 | the ``%run`` magic (though magics also work in the notebook). Typically |
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111 | 111 | you'll work on a problem in pieces, organizing related pieces into cells and |
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112 | 112 | moving forward as previous parts work correctly. This is much more convenient |
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113 | 113 | for interactive exploration than breaking up a computation into scripts that |
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114 | 114 | must be executed together, especially if parts of them take a long time to run |
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115 | 115 | (In the traditional terminal-based IPython, you can use tricks with namespaces |
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116 | 116 | and ``%run -i`` to achieve this capability, but we think the notebook is a more |
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117 | 117 | natural solution for that kind of problem). |
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118 | 118 | |
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119 | 119 | The only significant limitation the notebook currently has, compared to the qt |
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120 | 120 | console, is that it can not run any code that expects input from the kernel |
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121 | 121 | (such as scripts that call :func:`raw_input`). Very importantly, this means |
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122 | 122 | that the ``%debug`` magic does *not* work in the notebook! We intend to |
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123 | 123 | correct this limitation, but in the meantime, there is a way to debug problems |
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124 | 124 | in the notebook: you can attach a Qt console to your existing notebook kernel, |
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125 | 125 | and run ``%debug`` from the Qt console. If your notebook is running on a local |
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126 | 126 | computer (i.e. if you are accessing it via your localhost address at |
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127 | 127 | 127.0.0.1), you can just type ``%qtconsole`` in the notebook and a Qt console |
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128 | 128 | will open up connected to that same kernel. |
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129 | 129 | |
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130 | 130 | In general, the notebook server prints the full details of how to connect to |
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131 | 131 | each kernel at the terminal, with lines like:: |
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132 | 132 | |
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133 | 133 | [IPKernelApp] To connect another client to this kernel, use: |
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134 | 134 | [IPKernelApp] --existing kernel-3bb93edd-6b5a-455c-99c8-3b658f45dde5.json |
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135 | 135 | |
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136 | 136 | This is the name of a JSON file that contains all the port and validation |
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137 | 137 | information necessary to connect to the kernel. You can manually start a |
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138 | 138 | qt console with:: |
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139 | 139 | |
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140 | 140 | ipython qtconsole --existing kernel-3bb93edd-6b5a-455c-99c8-3b658f45dde5.json |
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141 | 141 | |
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142 | 142 | and if you only have a single kernel running, simply typing:: |
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143 | 143 | |
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144 | 144 | ipython qtconsole --existing |
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145 | 145 | |
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146 | 146 | will automatically find it (it will always find the most recently started |
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147 | 147 | kernel if there is more than one). You can also request this connection data |
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148 | 148 | by typing ``%connect_info``; this will print the same file information as well |
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149 | 149 | as the content of the JSON data structure it contains. |
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150 | 150 | |
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151 | 151 | |
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152 | 152 | Text input |
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153 | 153 | ---------- |
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154 | 154 | |
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155 | 155 | In addition to code cells and the output they produce (such as figures), you |
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156 | 156 | can also type text not meant for execution. To type text, change the type of a |
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157 | 157 | cell from ``Code`` to ``Markdown`` by using the button or the :kbd:`Ctrl-m m` |
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158 | 158 | keybinding (see below). You can then type any text in Markdown_ syntax, as |
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159 | 159 | well as mathematical expressions if you use ``$...$`` for inline math or |
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160 | 160 | ``$$...$$`` for displayed math. |
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161 | 161 | |
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162 | 162 | |
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163 | 163 | Exporting a notebook and importing existing scripts |
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164 | 164 | --------------------------------------------------- |
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165 | 165 | |
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166 | 166 | If you want to provide others with a static HTML or PDF view of your notebook, |
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167 | 167 | use the ``Print`` button. This opens a static view of the document, which you |
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168 | 168 | can print to PDF using your operating system's facilities, or save to a file |
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169 | 169 | with your web browser's 'Save' option (note that typically, this will create |
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170 | 170 | both an html file *and* a directory called `notebook_name_files` next to it |
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171 | 171 | that contains all the necessary style information, so if you intend to share |
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172 | 172 | this, you must send the directory along with the main html file). |
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173 | 173 | |
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174 | 174 | The `Download` button lets you save a notebook file to the Download area |
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175 | 175 | configured by your web browser (particularly useful if you are running the |
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176 | 176 | notebook server on a remote host and need a file locally). The notebook is |
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177 | 177 | saved by default with the ``.ipynb`` extension and the files contain JSON data |
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178 | 178 | that is not meant for human editing or consumption. But you can always export |
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179 | 179 | the input part of a notebook to a plain python script by choosing Python format |
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180 | 180 | in the `Download` drop list. This removes all output and saves the text cells |
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181 | 181 | in comment areas. See ref:`below <notebook_format>` for more details on the |
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182 | 182 | notebook format. |
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183 | 183 | |
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184 | 184 | The notebook can also *import* ``.py`` files as notebooks, by dragging and |
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185 | 185 | dropping the file into the notebook dashboard file list area. By default, the |
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186 | 186 | entire contents of the file will be loaded into a single code cell. But if |
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187 | 187 | prior to import, you manually add the ``# <nbformat>2</nbformat>`` marker at |
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188 | 188 | the start and then add separators for text/code cells, you can get a cleaner |
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189 | 189 | import with the file broken into individual cells. |
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190 | 190 | |
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191 | 191 | .. warning:: |
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192 | 192 | |
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193 | 193 | While in simple cases you can roundtrip a notebook to Python, edit the |
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194 | 194 | python file and import it back without loss of main content, this is in |
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195 | 195 | general *not guaranteed to work at all*. First, there is extra metadata |
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196 | 196 | saved in the notebook that may not be saved to the ``.py`` format. And as |
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197 | 197 | the notebook format evolves in complexity, there will be attributes of the |
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198 | 198 | notebook that will not survive a roundtrip through the Python form. You |
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199 | 199 | should think of the Python format as a way to output a script version of a |
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200 | 200 | notebook and the import capabilities as a way to load existing code to get a |
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201 | 201 | notebook started. But the Python version is *not* an alternate notebook |
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202 | 202 | format. |
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203 | 203 | |
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204 | 204 | |
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205 | 205 | Importing or executing a notebook as a normal Python file |
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206 | 206 | --------------------------------------------------------- |
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207 | 207 | |
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208 | 208 | The native format of the notebook, a file with a ``.ipynb`` extension, is a |
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209 | 209 | JSON container of all the input and output of the notebook, and therefore not |
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210 | 210 | valid Python by itself. This means that by default, you can not import a |
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211 | 211 | notebook or execute it as a normal python script. But if you want use |
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212 | 212 | notebooks as regular Python files, you can start the notebook server with:: |
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213 | 213 | |
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214 | 214 | ipython notebook --script |
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215 | 215 | |
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216 | 216 | or you can set this option permanently in your configuration file with:: |
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217 | 217 | |
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218 | 218 | c.NotebookManager.save_script=True |
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219 | 219 | |
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220 | 220 | This will instruct the notebook server to save the ``.py`` export of each |
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221 | 221 | notebook adjacent to the ``.ipynb`` at every save. These files can be |
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222 | 222 | ``%run``, imported from regular IPython sessions or other notebooks, or |
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223 | 223 | executed at the command-line as normal Python files. Since we export the raw |
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224 | 224 | code you have typed, for these files to be importable from other code you will |
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225 | 225 | have to avoid using syntax such as ``%magics`` and other IPython-specific |
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226 | 226 | extensions to the language. |
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227 | 227 | |
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228 | 228 | In regular practice, the standard way to differentiate importable code from the |
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229 | 229 | 'executable' part of a script is to put at the bottom:: |
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230 | 230 | |
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231 | 231 | if __name__ == '__main__': |
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232 | 232 | # rest of the code... |
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233 | 233 | |
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234 | 234 | Since all cells in the notebook are run as top-level code, you'll need to |
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235 | 235 | similarly protect *all* cells that you do not want executed when other scripts |
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236 | 236 | try to import your notebook. A convenient shortand for this is to define early |
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237 | 237 | on:: |
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238 | 238 | |
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239 | 239 | script = __name__ == '__main__': |
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240 | 240 | |
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241 | 241 | and then on any cell that you need to protect, use:: |
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242 | 242 | |
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243 | 243 | if script: |
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244 | 244 | # rest of the cell... |
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245 | 245 | |
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246 | 246 | |
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247 | 247 | Keyboard use |
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248 | 248 | ------------ |
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249 | 249 | |
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250 | 250 | All actions in the notebook can be achieved with the mouse, but we have also |
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251 | 251 | added keyboard shortcuts for the most common ones, so that productive use of |
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252 | 252 | the notebook can be achieved with minimal mouse intervention. The main |
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253 | 253 | key bindings you need to remember are: |
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254 | 254 | |
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255 | 255 | * :kbd:`Shift-Enter`: execute the current cell (similar to the Qt console), |
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256 | 256 | show output (if any) and create a new cell below. Note that in the notebook, |
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257 | 257 | simply using :kbd:`Enter` *never* forces execution, it simply inserts a new |
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258 | 258 | line in the current cell. Therefore, in the notebook you must always use |
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259 | 259 | :kbd:`Shift-Enter` to get execution (or use the mouse and click on the ``Run |
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260 | 260 | Selected`` button). |
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261 | 261 | |
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262 | 262 | * :kbd:`Ctrl-Enter`: execute the current cell in "terminal mode", where any |
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263 | 263 | output is shown but the cursor stays in the current cell, whose input |
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264 | 264 | area is flushed empty. This is convenient to do quick in-place experiments |
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265 | 265 | or query things like filesystem content without creating additional cells you |
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266 | 266 | may not want saved in your notebook. |
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267 | 267 | |
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268 | 268 | * :kbd:`Ctrl-m`: this is the prefix for all other keybindings, which consist |
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269 | 269 | of an additional single letter. Type :kbd:`Ctrl-m h` (that is, the sole |
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270 | 270 | letter :kbd:`h` after :kbd:`Ctrl-m`) and IPython will show you the remaining |
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271 | 271 | available keybindings. |
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272 | 272 | |
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273 | 273 | |
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274 | 274 | .. _notebook_security: |
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275 | 275 | |
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276 | 276 | Security |
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277 | 277 | ======== |
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278 | 278 | |
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279 | 279 | You can protect your notebook server with a simple single-password by |
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280 | 280 | setting the :attr:`NotebookApp.password` configurable. You can prepare a |
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281 | 281 | hashed password using the function :func:`IPython.lib.security.passwd`: |
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282 | 282 | |
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283 | 283 | .. sourcecode:: ipython |
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284 | 284 | |
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285 | 285 | In [1]: from IPython.lib import passwd |
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286 | 286 | In [2]: passwd() |
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287 | 287 | Enter password: |
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288 | 288 | Verify password: |
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289 | 289 | Out[2]: 'sha1:67c9e60bb8b6:9ffede0825894254b2e042ea597d771089e11aed' |
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290 | 290 | |
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291 | 291 | .. note:: |
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292 | 292 | |
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293 | 293 | :func:`~IPython.lib.security.passwd` can also take the password as a string |
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294 | 294 | argument. **Do not** pass it as an argument inside an IPython session, as it |
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295 | 295 | will be saved in your input history. |
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296 | 296 | |
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297 | 297 | You can then add this to your :file:`ipython_notebook_config.py`, e.g.:: |
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298 | 298 | |
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299 | 299 | # Password to use for web authentication |
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300 | 300 | c.NotebookApp.password = u'sha1:67c9e60bb8b6:9ffede0825894254b2e042ea597d771089e11aed' |
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301 | 301 | |
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302 | 302 | When using a password, it is a good idea to also use SSL, so that your password |
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303 | 303 | is not sent unencrypted by your browser. You can start the notebook to |
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304 | 304 | communicate via a secure protocol mode using a self-signed certificate by |
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305 | 305 | typing:: |
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306 | 306 | |
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307 | 307 | $ ipython notebook --certfile=mycert.pem |
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308 | 308 | |
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309 | 309 | .. note:: |
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310 | 310 | |
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311 | 311 | A self-signed certificate can be generated with openssl. For example, the |
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312 | 312 | following command will create a certificate valid for 365 days with both |
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313 | 313 | the key and certificate data written to the same file:: |
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314 | 314 | |
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315 | 315 | $ openssl req -x509 -nodes -days 365 -newkey rsa:1024 -keyout mycert.pem -out mycert.pem |
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316 | 316 | |
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317 | 317 | Your browser will warn you of a dangerous certificate because it is |
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318 | 318 | self-signed. If you want to have a fully compliant certificate that will not |
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319 | 319 | raise warnings, it is possible (but rather involved) to obtain one for free, |
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320 | 320 | `as explained in detailed in this tutorial`__. |
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321 | 321 | |
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322 | 322 | .. __: http://arstechnica.com/security/news/2009/12/how-to-get-set-with-a-secure-sertificate-for-free.ars |
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323 | 323 | |
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324 | 324 | Keep in mind that when you enable SSL support, you'll need to access the |
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325 | 325 | notebook server over ``https://``, not over plain ``http://``. The startup |
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326 | 326 | message from the server prints this, but it's easy to overlook and think the |
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327 | 327 | server is for some reason non-responsive. |
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328 | 328 | |
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329 | 329 | |
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330 | 330 | Quick Howto: running a public notebook server |
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331 | 331 | ============================================= |
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332 | 332 | |
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333 | 333 | If you want to access your notebook server remotely with just a web browser, |
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334 | 334 | here is a quick set of instructions. Start by creating a certificate file and |
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335 | 335 | a hashed password as explained above. Then, create a custom profile for the |
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336 | 336 | notebook. At the command line, type:: |
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337 | 337 | |
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338 | 338 | ipython profile create nbserver |
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339 | 339 | |
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340 | 340 | In the profile directory, edit the file ``ipython_notebook_config.py``. By |
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341 | 341 | default the file has all fields commented, the minimum set you need to |
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342 | 342 | uncomment and edit is here:: |
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343 | 343 | |
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344 | 344 | c = get_config() |
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345 | 345 | |
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346 | 346 | # Kernel config |
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347 | 347 | c.IPKernelApp.pylab = 'inline' # if you want plotting support always |
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348 | 348 | |
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349 | 349 | # Notebook config |
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350 | 350 | c.NotebookApp.certfile = u'/absolute/path/to/your/certificate/mycert.pem' |
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351 | 351 | c.NotebookApp.ip = '*' |
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352 | 352 | c.NotebookApp.open_browser = False |
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353 | 353 | c.NotebookApp.password = u'sha1:bcd259ccf...your hashed password here' |
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354 | 354 | # It's a good idea to put it on a known, fixed port |
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355 | 355 | c.NotebookApp.port = 9999 |
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356 | 356 | |
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357 | 357 | You can then start the notebook and access it later by pointing your browser to |
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358 | ``https://your.host.com:9999``. | |
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358 | ``https://your.host.com:9999`` with ``ipython notebook --profile=nbserver``. | |
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359 | 359 | |
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360 | 360 | Running with a different URL prefix |
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361 | 361 | =================================== |
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362 | 362 | |
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363 | 363 | The notebook dashboard (i.e. the default landing page with an overview |
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364 | 364 | of all your notebooks) typically lives at a URL path of |
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365 | 365 | "http://localhost:8888/". If you want to have it, and the rest of the |
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366 | 366 | notebook, live under a sub-directory, |
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367 | 367 | e.g. "http://localhost:8888/ipython/", you can do so with command-line |
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368 | 368 | options like these: |
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369 | 369 | |
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370 | 370 | $ ipython notebook --NotebookApp.webapp_settings="\ |
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371 | 371 | {'base_project_url':'/ipython/', \ |
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372 | 372 | 'base_kernel_url':'/ipython/', \ |
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373 | 373 | 'static_url_prefix':'/ipython/static/'}" |
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374 | 374 | |
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375 | 375 | .. _notebook_format: |
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376 | 376 | |
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377 | 377 | The notebook format |
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378 | 378 | =================== |
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379 | 379 | |
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380 | 380 | The notebooks themselves are JSON files with an ``ipynb`` extension, formatted |
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381 | 381 | as legibly as possible with minimal extra indentation and cell content broken |
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382 | 382 | across lines to make them reasonably friendly to use in version-control |
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383 | 383 | workflows. You should be very careful if you ever edit manually this JSON |
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384 | 384 | data, as it is extremely easy to corrupt its internal structure and make the |
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385 | 385 | file impossible to load. In general, you should consider the notebook as a |
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386 | 386 | file meant only to be edited by IPython itself, not for hand-editing. |
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387 | 387 | |
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388 | 388 | .. note:: |
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389 | 389 | |
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390 | 390 | Binary data such as figures are directly saved in the JSON file. This |
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391 | 391 | provides convenient single-file portability but means the files can be |
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392 | 392 | large and diffs of binary data aren't very meaningful. Since the binary |
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393 | 393 | blobs are encoded in a single line they only affect one line of the diff |
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394 | 394 | output, but they are typically very long lines. You can use the |
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395 | 395 | 'ClearAll' button to remove all output from a notebook prior to |
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396 | 396 | committing it to version control, if this is a concern. |
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397 | 397 | |
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398 | 398 | The notebook server can also generate a pure-python version of your notebook, |
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399 | 399 | by clicking on the 'Download' button and selecting ``py`` as the format. This |
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400 | 400 | file will contain all the code cells from your notebook verbatim, and all text |
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401 | 401 | cells prepended with a comment marker. The separation between code and text |
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402 | 402 | cells is indicated with special comments and there is a header indicating the |
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403 | 403 | format version. All output is stripped out when exporting to python. |
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404 | 404 | |
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405 | 405 | Here is an example of a simple notebook with one text cell and one code input |
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406 | 406 | cell, when exported to python format:: |
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407 | 407 | |
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408 | 408 | # <nbformat>2</nbformat> |
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409 | 409 | |
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410 | 410 | # <markdowncell> |
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411 | 411 | |
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412 | 412 | # A text cell |
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413 | 413 | |
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414 | 414 | # <codecell> |
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415 | 415 | |
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416 | 416 | print "hello IPython" |
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417 | 417 | |
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418 | 418 | |
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419 | 419 | Known Issues |
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420 | 420 | ============ |
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421 | 421 | |
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422 | 422 | When behind a proxy, especially if your system or browser is set to autodetect |
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423 | 423 | the proxy, the html notebook might fail to connect to the server's websockets, |
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424 | 424 | and present you with a warning at startup. In this case, you need to configure |
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425 | 425 | your system not to use the proxy for the server's address. |
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426 | 426 | |
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427 | 427 | In Firefox, for example, go to the Preferences panel, Advanced section, |
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428 | 428 | Network tab, click 'Settings...', and add the address of the notebook server |
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429 | 429 | to the 'No proxy for' field. |
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430 | 430 | |
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431 | 431 | |
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432 | 432 | .. _Markdown: http://daringfireball.net/projects/markdown/basics |
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