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3 | .. _`nbconvert script`: | |||
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4 | ||||
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5 | Converting notebooks to other formats | |||
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6 | ===================================== | |||
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7 | ||||
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8 | Newly added in the 1.0 release of IPython is the ``nbconvert`` tool, which | |||
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9 | allows you to convert an ``.ipynb`` notebook document file into various static | |||
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10 | formats. | |||
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11 | ||||
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12 | Currently, ``nbconvert`` is provided as a command line tool, run as a script | |||
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13 | using IPython. In the future, a direct export capability from within the | |||
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14 | IPython Notebook web app is planned. | |||
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15 | ||||
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16 | The command-line syntax to run the ``nbconvert`` script is:: | |||
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17 | ||||
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18 | $ ipython nbconvert --format=FORMAT notebook.ipynb | |||
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19 | ||||
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20 | This will convert the IPython document file ``notebook.ipynb`` into the output | |||
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21 | format given by the ``FORMAT`` string. | |||
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22 | ||||
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23 | The default output format is HTML, for which the ``--format`` modifier may be | |||
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24 | omitted:: | |||
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25 | ||||
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26 | $ ipython nbconvert notebook.ipynb | |||
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27 | ||||
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28 | The currently supported export formats are the following: | |||
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29 | ||||
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30 | * HTML: | |||
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31 | ||||
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32 | - **full_html**: | |||
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33 | Standard HTML | |||
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34 | ||||
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35 | - **simple_html**: | |||
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36 | Simplified HTML | |||
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37 | ||||
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38 | - **reveal**: | |||
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39 | HTML slideshow presentation for use with the ``reveal.js`` package | |||
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40 | ||||
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41 | * PDF: | |||
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42 | ||||
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43 | - **sphinx_howto**: | |||
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44 | The format for Sphinx_ HOWTOs; similar to an ``article`` in LaTeX | |||
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45 | ||||
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46 | - **sphinx_manual**: | |||
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47 | The format for Sphinx_ manuals; similar to a ``book`` in LaTeX | |||
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48 | ||||
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49 | - **latex**: | |||
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50 | An article formatted completely using LaTeX | |||
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51 | ||||
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52 | * Markup: | |||
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53 | ||||
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54 | - **rst**: | |||
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55 | reStructuredText_ markup | |||
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56 | ||||
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57 | - **markdown**: | |||
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58 | Markdown_ markup | |||
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59 | ||||
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60 | .. _Sphinx: http://sphinx-doc.org/ | |||
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61 | .. _reStructuredText: http://docutils.sourceforge.net/rst.html | |||
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62 | ||||
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63 | * Python: | |||
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64 | ||||
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65 | Comments out all the non-Python code to produce a ``.py`` Python | |||
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66 | script with just the code content. Currently the output includes IPython | |||
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67 | magics, and so can be run with ``ipython``, after changing the extension | |||
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68 | of the script to ``.ipy``. | |||
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69 | ||||
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70 | The files output file created by ``nbconvert`` will have the same base name as | |||
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71 | the notebook and will be placed in the current working directory. Any | |||
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72 | supporting files (graphics, etc) will be placed in a new directory with the | |||
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73 | same base name as the notebook, suffixed with ``_files``:: | |||
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74 | ||||
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75 | $ ipython nbconvert notebook.ipynb | |||
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76 | $ ls | |||
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77 | notebook.ipynb notebook.html notebook_files/ | |||
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78 | ||||
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79 | Each of the options for PDF export produces as an intermediate step a LaTeX | |||
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80 | ``.tex`` file with the same basename as the notebook, as well as individual | |||
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81 | files for each figure, and ``.text`` files with textual output from running | |||
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82 | code cells. | |||
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83 | ||||
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84 | To actually produce the final PDF file, run the following commands:: | |||
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85 | ||||
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86 | $ ipython nbconvert --format=latex notebook.ipynb | |||
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87 | $ pdflatex notebook | |||
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88 | ||||
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89 | This requires a local installation of LaTeX on your machine. | |||
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90 | The output is a PDF file ``notebook.pdf``, also placed inside the | |||
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91 | ``nbconvert_build`` subdirectory. | |||
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92 | ||||
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93 | Alternatively, the output may be sent to standard output with:: | |||
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94 | ||||
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95 | $ ipython nbconvert notebook.ipynb --stdout | |||
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96 | ||||
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97 | Multiple notebooks can be specified from the command line:: | |||
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98 | ||||
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99 | $ ipython nbconvert notebook*.ipynb | |||
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100 | $ ipython nbconvert notebook1.ipynb notebook2.ipynb | |||
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101 | ||||
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102 | or via a list in a configuration file, say ``mycfg.py``, containing the text:: | |||
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103 | ||||
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104 | c = get_config() | |||
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105 | c.NbConvertApp.notebooks = ["notebook1.ipynb", "notebook2.ipynb"] | |||
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106 | ||||
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107 | and using the command:: | |||
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108 | ||||
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109 | $ ipython nbconvert --config mycfg.py | |||
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110 | ||||
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111 | ||||
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112 | Extracting standard Python files from notebooks | |||
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113 | ----------------------------------------------- | |||
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114 | ``.ipynb`` notebook document files are plain text files which store a | |||
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115 | representation in JSON format of the contents of a notebook space. As such, | |||
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116 | they are not valid ``.py`` Python scripts, and so can be neither imported | |||
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117 | directly with ``import`` in Python, nor run directly as a standard Python | |||
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118 | script (though both of these are possible with simple workarounds). | |||
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119 | ||||
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120 | ||||
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121 | To extract the Python code from within a notebook document, the simplest | |||
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122 | method is to use the ``File | Download as | Python (.py)`` menu item; the | |||
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123 | resulting ``.py`` script will be downloaded to your browser's default | |||
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124 | download location. | |||
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125 | ||||
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126 | An alternative is to pass an argument to the IPython Notebook, from the moment | |||
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127 | when it is originally started, specifying that whenever it saves an ``.ipynb`` | |||
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128 | notebook document, it should, at the same time, save the corresponding | |||
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129 | ``.py`` script. To do so, you can execute the following command:: | |||
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130 | ||||
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131 | $ ipython notebook --script | |||
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132 | ||||
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133 | or you can set this option permanently in your configuration file with:: | |||
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134 | ||||
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135 | c = get_config() | |||
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136 | c.NotebookManager.save_script=True | |||
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137 | ||||
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138 | The result is that standard ``.py`` files are also now generated, which | |||
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139 | can be ``%run``, imported from regular IPython sessions or other notebooks, or | |||
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140 | executed at the command line, as usual. Since the raw code you have typed is | |||
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141 | exported, you must avoid using syntax such as IPython magics and other | |||
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142 | IPython-specific extensions to the language for the files to be able to be | |||
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143 | successfully imported. | |||
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144 | .. or you can change the script's extension to ``.ipy`` and run it with:: | |||
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145 | .. | |||
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146 | .. $ ipython script.ipy | |||
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147 | ||||
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148 | In normal Python practice, the standard way to differentiate importable code | |||
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149 | in a Python script from the "executable" part of a script is to use the | |||
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150 | following idiom at the start of the executable part of the code:: | |||
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151 | ||||
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152 | if __name__ == '__main__' | |||
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153 | ||||
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154 | # rest of the code... | |||
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155 | ||||
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156 | Since all cells in the notebook are run as top-level code, you will need to | |||
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157 | similarly protect *all* cells that you do not want executed when other scripts | |||
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158 | try to import your notebook. A convenient shortand for this is to define | |||
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159 | early on:: | |||
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160 | ||||
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161 | script = __name__ == '__main__' | |||
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162 | ||||
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163 | Then in any cell that you need to protect, use:: | |||
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164 | ||||
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165 | if script: | |||
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166 | # rest of the cell... | |||
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167 | ||||
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168 | ||||
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169 | ||||
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170 | .. _notebook_format: | |||
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171 | ||||
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172 | Notebook JSON file format | |||
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173 | ------------------------- | |||
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174 | Notebook documents are JSON files with an ``.ipynb`` extension, formatted | |||
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175 | as legibly as possible with minimal extra indentation and cell content broken | |||
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176 | across lines to make them reasonably friendly to use in version-control | |||
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177 | workflows. You should be very careful if you ever manually edit this JSON | |||
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178 | data, as it is extremely easy to corrupt its internal structure and make the | |||
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179 | file impossible to load. In general, you should consider the notebook as a | |||
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180 | file meant only to be edited by the IPython Notebook app itself, not for | |||
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181 | hand-editing. | |||
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182 | ||||
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183 | .. note:: | |||
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184 | ||||
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185 | Binary data such as figures are also saved directly in the JSON file. | |||
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186 | This provides convenient single-file portability, but means that the | |||
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187 | files can be large; a ``diff`` of binary data is also not very | |||
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188 | meaningful. Since the binary blobs are encoded in a single line, they | |||
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189 | affect only one line of the ``diff`` output, but they are typically very | |||
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190 | long lines. You can use the ``Cell | All Output | Clear`` menu option to | |||
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191 | remove all output from a notebook prior to committing it to version | |||
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192 | control, if this is a concern. | |||
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193 | ||||
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194 | The notebook server can also generate a pure Python version of your notebook, | |||
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195 | using the ``File | Download as`` menu option. The resulting ``.py`` file will | |||
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196 | contain all the code cells from your notebook verbatim, and all Markdown cells | |||
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197 | prepended with a comment marker. The separation between code and Markdown | |||
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198 | cells is indicated with special comments and there is a header indicating the | |||
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199 | format version. All output is removed when exporting to Python. | |||
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200 | ||||
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201 | As an example, consider a simple notebook called ``simple.ipynb`` which | |||
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202 | contains one Markdown cell, with the content ``The simplest notebook.``, one | |||
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203 | code input cell with the content ``print "Hello, IPython!"``, and the | |||
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204 | corresponding output. | |||
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205 | ||||
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206 | The contents of the notebook document ``simple.ipynb`` is the following JSON | |||
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207 | container:: | |||
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208 | ||||
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209 | { | |||
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210 | "metadata": { | |||
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211 | "name": "simple" | |||
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212 | }, | |||
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213 | "nbformat": 3, | |||
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214 | "nbformat_minor": 0, | |||
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215 | "worksheets": [ | |||
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216 | { | |||
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217 | "cells": [ | |||
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218 | { | |||
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219 | "cell_type": "markdown", | |||
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220 | "metadata": {}, | |||
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221 | "source": "The simplest notebook." | |||
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222 | }, | |||
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223 | { | |||
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224 | "cell_type": "code", | |||
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225 | "collapsed": false, | |||
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226 | "input": "print \"Hello, IPython\"", | |||
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227 | "language": "python", | |||
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228 | "metadata": {}, | |||
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229 | "outputs": [ | |||
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230 | { | |||
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231 | "output_type": "stream", | |||
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232 | "stream": "stdout", | |||
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233 | "text": "Hello, IPython\n" | |||
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234 | } | |||
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235 | ], | |||
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236 | "prompt_number": 1 | |||
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237 | } | |||
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238 | ], | |||
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239 | "metadata": {} | |||
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240 | } | |||
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241 | ] | |||
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242 | } | |||
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243 | ||||
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244 | ||||
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245 | The corresponding Python script is:: | |||
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246 | ||||
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247 | # -*- coding: utf-8 -*- | |||
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248 | # <nbformat>3.0</nbformat> | |||
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249 | ||||
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250 | # <markdowncell> | |||
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251 | ||||
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252 | # The simplest notebook. | |||
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253 | ||||
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254 | # <codecell> | |||
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255 | ||||
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256 | print "Hello, IPython" | |||
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257 | ||||
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258 | Note that indeed the output of the code cell, which is present in the JSON | |||
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259 | container, has been removed in the ``.py`` script. | |||
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260 |
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1 | .. _htmlnotebook: | |||
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2 | ||||
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3 | The IPython Notebook | |||
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4 | ==================== | |||
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5 | ||||
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6 | The IPython Notebook is part of the IPython package, which aims to provide a | |||
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7 | powerful, interactive approach to scientific computation. | |||
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8 | The IPython Notebook extends the previous text-console-based approach, and the | |||
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9 | later Qt console, in a qualitatively new diretion, providing a web-based | |||
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10 | application suitable for capturing the whole scientific computation process. | |||
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11 | ||||
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12 | .. seealso:: | |||
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13 | ||||
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14 | :ref:`Installation requirements <installnotebook>` for the Notebook. | |||
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15 | ||||
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16 | ||||
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17 | .. Basic structure | |||
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18 | .. --------------- | |||
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19 | ||||
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20 | Introduction | |||
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21 | ------------ | |||
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22 | ||||
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23 | The IPython Notebook combines two components: | |||
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24 | ||||
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25 | * **The IPython Notebook web application**: | |||
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26 | ||||
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27 | The *IPython Notebook web app* is a browser-based tool for interactive | |||
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28 | authoring of literate computations, in which explanatory text, | |||
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29 | mathematics, computations and rich media output may be combined. Input | |||
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30 | and output are stored in persistent cells that may be edited in-place. | |||
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31 | ||||
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32 | * **Notebook documents**: | |||
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33 | ||||
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34 | *Notebook documents*, or *notebooks*, are plain text documents which | |||
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35 | record all inputs and outputs of the computations, interspersed with | |||
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36 | text, mathematics and HTML 5 representations of objects, in a literate | |||
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37 | style. | |||
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38 | ||||
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39 | Since the similarity in names can lead to some confusion, in this | |||
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40 | documentation we will use capitalization of the word "notebook" to | |||
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41 | distinguish the *N*otebook app and *n*otebook documents, thinking of the | |||
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42 | Notebook app as being a proper noun. We will also always refer to the | |||
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43 | "Notebook app" when we are referring to the browser-based interface, | |||
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44 | and usually to "notebook documents", instead of "notebooks", for added | |||
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45 | precision. | |||
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46 | ||||
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47 | We refer to the current state of the computational process taking place in the | |||
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48 | Notebook app, i.e. the (numbered) sequence of input and output cells, as the | |||
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49 | *notebook space*. Notebook documents provide an *exact*, *one-to-one* record | |||
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50 | of all the content in the notebook space, as a plain text file in JSON format. | |||
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51 | The Notebook app automatically saves, at certain intervals, the contents of | |||
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52 | the notebook space to a notebook document stored on disk, with the same name | |||
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53 | as the title of the notebook space, and the file extension ``.ipynb``. For | |||
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54 | this reason, there is no confusion about using the same word "notebook" for | |||
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55 | both the notebook space and the corresonding notebook document, since they are | |||
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56 | really one and the same concept (we could say that they are "isomorphic"). | |||
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57 | ||||
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58 | ||||
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59 | Main features of the IPython Notebook web app | |||
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60 | ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ | |||
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61 | ||||
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62 | The main features of the IPython Notebook app include: | |||
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63 | ||||
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64 | * In-browser editing for code, with automatic syntax highlighting and | |||
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65 | indentation and tab completion/introspection. | |||
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66 | ||||
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67 | * Literate combination of code with rich text using the Markdown_ markup | |||
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68 | language. | |||
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69 | ||||
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70 | * Mathematics is easily included within the Markdown using LaTeX notation, and | |||
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71 | rendered natively by MathJax_. | |||
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72 | ||||
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73 | * Displays rich data representations (e.g. HTML / LaTeX / SVG) as the result | |||
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74 | of computations. | |||
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75 | ||||
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76 | * Publication-quality figures in a range of formats (SVG / PNG), rendered by | |||
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77 | the matplotlib_ library, may be included inline and exported. | |||
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78 | ||||
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79 | ||||
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80 | .. _MathJax: http://www.mathjax.org/ | |||
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81 | .. _matplotlib: http://matplotlib.org/ | |||
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82 | .. _Markdown: http://daringfireball.net/projects/markdown/syntax | |||
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83 | ||||
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84 | ||||
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85 | Notebook documents | |||
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86 | ~~~~~~~~~~~~~~~~~~ | |||
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87 | ||||
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88 | Notebook document files are just standard, ASCII-coded text files with the | |||
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89 | extension ``.ipynb``, stored in the working directory on your computer. | |||
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90 | Since the contents of the files are just plain text, they can be easily | |||
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91 | version-controlled and shared with colleagues. | |||
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92 | ||||
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93 | Internally, notebook document files use the JSON_ format, allowing them to | |||
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94 | store a *complete*, *reproducible*, *one-to-one* copy of the state of the | |||
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95 | computational state as it is inside the Notebook app. All computations | |||
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96 | carried out, and the corresponding results obtained, can be combined in | |||
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97 | a literate way, interleaving executable code with rich text, mathematics, | |||
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98 | and HTML 5 representations of objects. | |||
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99 | ||||
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100 | .. _JSON: http://en.wikipedia.org/wiki/JSON | |||
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101 | ||||
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102 | Notebooks may easily be exported to a range of static formats, including | |||
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103 | HTML (for example, for blog posts), PDF and slide shows, via the | |||
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104 | newly-included `nbconvert script`_ functionality. | |||
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105 | ||||
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106 | Furthermore, any ``.ipynb`` notebook document with a publicly-available | |||
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107 | URL can be shared via the `IPython Notebook Viewer`_ service. This service | |||
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108 | loads the notebook document from the URL which will | |||
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109 | provide it as a static web page. The results may thus be shared with a | |||
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110 | colleague, or as a public blog post, without other users needing to install | |||
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111 | IPython themselves. | |||
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112 | ||||
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113 | See the :ref:`installation documentation <install_index>` for directions on | |||
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114 | how to install the notebook and its dependencies. | |||
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115 | ||||
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116 | .. _`Ipython Notebook Viewer`: http://nbviewer.ipython.org | |||
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117 | ||||
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118 | .. note:: | |||
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119 | ||||
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120 | You can start more than one notebook server at the same time, if you want | |||
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121 | to work on notebooks in different directories. By default the first | |||
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122 | notebook server starts on port 8888, and later notebook servers search for | |||
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123 | ports near that one. You can also manually specify the port with the | |||
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124 | ``--port`` option. | |||
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125 | ||||
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126 | ||||
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127 | Basic workflow in the IPython Notebook web app | |||
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128 | ---------------------------------------------- | |||
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129 | ||||
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130 | Starting up | |||
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131 | ~~~~~~~~~~~~ | |||
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132 | ||||
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133 | You can start running the Notebook web app using the following command:: | |||
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134 | ||||
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135 | $ ipython notebook | |||
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136 | ||||
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137 | (Here, and in the sequel, the initial ``$`` represents the shell prompt, | |||
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138 | indicating that the command is to be run from the command line in a shell.) | |||
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139 | ||||
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140 | The landing page of the IPython Notebook application, the *dashboard*, shows | |||
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141 | the notebooks currently available in the *working directory* (the directory | |||
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142 | from which the notebook was started). | |||
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143 | You can create new notebooks from the dashboard with the ``New Notebook`` | |||
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144 | button, or open existing ones by clicking on their name. | |||
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145 | You can also drag and drop ``.ipynb`` notebooks and standard ``.py`` Python | |||
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146 | source code files into the notebook list area. | |||
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147 | ||||
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148 | ||||
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149 | You can open an existing notebook directly, without having to go via the | |||
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150 | dashboard, with: | |||
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151 | ||||
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152 | ipython notebook my_notebook | |||
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153 | ||||
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154 | The `.ipynb` extension is assumed if no extension is given. | |||
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155 | ||||
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156 | The `File | Open...` menu option will open the dashboard in a new browser tab, | |||
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157 | to allow you to select a current notebook | |||
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158 | from the working directory or to create a new notebook | |||
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159 | ||||
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160 | ||||
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161 | ||||
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162 | Notebook user interface | |||
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163 | ~~~~~~~~~~~~~~~~~~~~~~~ | |||
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164 | ||||
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165 | When you open a new notebook document in the Notebook, you will be presented | |||
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166 | with the title associated to the notebook space/document, a *menu bar*, a | |||
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167 | *toolbar* and an empty *input cell*. | |||
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168 | ||||
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169 | Notebook title | |||
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170 | ^^^^^^^^^^^^^^ | |||
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171 | The title of the notebook document that is currently being edited is displayed | |||
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172 | at the top of the page, next to the ``IP[y]: Notebook`` logo. This title may | |||
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173 | be edited directly by clicking on it. The title is reflected in the name of | |||
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174 | the ``.ipynb`` notebook document file that is saved. | |||
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175 | ||||
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176 | Menu bar | |||
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177 | ^^^^^^^^ | |||
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178 | The menu bar presents different options that may be used to manipulate the way | |||
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179 | the Notebook functions. | |||
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180 | ||||
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181 | Toolbar | |||
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182 | ^^^^^^^ | |||
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183 | The tool bar gives a quick way of accessing the most-used operations within | |||
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184 | the Notebook, by clicking on an icon. | |||
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185 | ||||
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186 | ||||
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187 | Creating a new notebook document | |||
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188 | ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ | |||
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189 | ||||
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190 | A new notebook space/document may be created at any time, either from the | |||
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191 | dashboard, or using the `File | New` menu option from within an active | |||
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192 | notebook. The new notebook is created within the same working directory and | |||
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193 | will open in a new browser tab. It will also be reflected as a new entry in | |||
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194 | the notebook list on the dashboard. | |||
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195 | ||||
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196 | ||||
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197 | Structure of a notebook document | |||
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198 | -------------------------------- | |||
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199 | ||||
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200 | Input cells | |||
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201 | ~~~~~~~~~~~ | |||
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202 | Input cells are at the core of the functionality of the IPython Notebook. | |||
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203 | They are regions in the document in which you can enter different types of | |||
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204 | text and commands. To *execute* or *run* the *current cell*, i.e. the cell | |||
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205 | under the cursor, you can use the :kbd:`Shift-Enter` key combination. | |||
|
206 | This tells the Notebook app to perform the relevant operation for each type of | |||
|
207 | cell (see below), and then to display the resulting output. | |||
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208 | ||||
|
209 | The notebook consists of a sequence of input cells, labelled ``In[n]``, which | |||
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210 | may be executed in a non-linear way, and outputs ``Out[n]``, where ``n`` is a | |||
|
211 | number which denotes the order in which the cells were executed over the | |||
|
212 | history of the computational process. The contents of all of these cells are | |||
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213 | accessible as Python variables with the same names, forming a complete record | |||
|
214 | of the history of the computation. | |||
|
215 | ||||
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216 | ||||
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217 | ||||
|
218 | Input cell types | |||
|
219 | ~~~~~~~~~~~~~~~~ | |||
|
220 | Each IPython input cell has a *cell type*, of which there is a restricted | |||
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221 | number. The type of a cell may be set by using the cell type dropdown on the | |||
|
222 | toolbar, or via the following keyboard shortcuts: | |||
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223 | ||||
|
224 | * **code**: :kbd:`Ctrl-m y` | |||
|
225 | * **markdown**: :kbd:`Ctrl-m m` | |||
|
226 | * **raw**: :kbd:`Ctrl-m t` | |||
|
227 | * **heading**: :kbd:`Ctrl-m 1` - :kbd:`Ctrl-m 6` | |||
|
228 | ||||
|
229 | Upon initial creation, each input cell is by default a code cell. | |||
|
230 | ||||
|
231 | ||||
|
232 | Code cells | |||
|
233 | ^^^^^^^^^^ | |||
|
234 | A *code input cell* allows you to edit code inline within the cell, with full | |||
|
235 | syntax highlighting and autocompletion/introspection. By default, the language | |||
|
236 | associated to a code cell is Python, but other languages, such as ``julia`` | |||
|
237 | and ``R``, can be handled using magic commands (see below). | |||
|
238 | ||||
|
239 | When a code cell is executed with :kbd:`Shift-Enter`, the code that it | |||
|
240 | contains is transparently exported and run in that language (with automatic | |||
|
241 | compiling, etc., if necessary). The result that is returned from this | |||
|
242 | computation is then displayed in the notebook space as the cell's | |||
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243 | *output*. If this output is of a textual nature, it is placed into a | |||
|
244 | numbered *output cell*. However, many other possible forms of output are also | |||
|
245 | possible, including ``matplotlib`` figures and HTML tables (as used, for | |||
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246 | example, in the ``pandas`` data analyis package). This is known as IPython's | |||
|
247 | *rich display* capability. | |||
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248 | ||||
|
249 | ||||
|
250 | Markdown cells | |||
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251 | ^^^^^^^^^^^^^^ | |||
|
252 | You can document the computational process in a literate way, alternating | |||
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253 | descriptive text with code, using *rich text*. In IPython this is accomplished | |||
|
254 | by marking up text with the Markdown language. The corresponding cells are | |||
|
255 | called *Markdown input cells*. The Markdown language provides a simple way to | |||
|
256 | perform this text markup, that is, to specify which parts of the text should | |||
|
257 | be emphasized (italics), bold, form lists, etc. | |||
|
258 | ||||
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259 | ||||
|
260 | When a Markdown input cell is executed, the Markdown code is converted into | |||
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261 | the corresponding formatted rich text. This output then *replaces* the | |||
|
262 | original Markdown input cell, leaving just the visually-significant marked up | |||
|
263 | rich text. Markdown allows arbitrary HTML code for formatting. | |||
|
264 | ||||
|
265 | Within Markdown cells, you can also include *mathematics* in a straightforward | |||
|
266 | way, using standard LaTeX notation: ``$...$`` for inline mathematics and | |||
|
267 | ``$$...$$`` for displayed mathematics. When the Markdown cell is executed, | |||
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268 | the LaTeX portions are automatically rendered in the HTML output as equations | |||
|
269 | with high quality typography. This is made possible by MathJax_, which | |||
|
270 | supports a `large subset`_ of LaTeX functionality | |||
|
271 | ||||
|
272 | .. _`large subset`: http://docs.mathjax.org/en/latest/tex.html | |||
|
273 | ||||
|
274 | Standard mathematics environments defined by LaTeX and AMS-LaTeX (the | |||
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275 | `amsmath` package) also work, such as | |||
|
276 | ``\begin{equation}...\end{equation}``, and ``\begin{align}...\end{align}``. | |||
|
277 | New LaTeX macros may be defined using standard methods, | |||
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278 | such as ``\newcommand``, by placing them anywhere *between math delimiters* in | |||
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279 | a Markdown cell. These definitions are then available throughout the rest of | |||
|
280 | the IPython session. (Note, however, that more care must be taken when using | |||
|
281 | the `nbconvert script`_ to output to LaTeX). | |||
|
282 | ||||
|
283 | Raw input cells | |||
|
284 | ~~~~~~~~~~~~~~~ | |||
|
285 | *Raw* input cells provide a place in which you can put additional information | |||
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286 | which you do not want to evaluated by the Notebook. This can be used, for | |||
|
287 | example, to include extra information that is needed when exporting to a | |||
|
288 | certain format. The output after evaluating a raw cell is just a verbatim copy | |||
|
289 | of the input. | |||
|
290 | ||||
|
291 | Heading cells | |||
|
292 | ~~~~~~~~~~~~~ | |||
|
293 | You can provide a conceptual structure for your computational document as a | |||
|
294 | whole using different levels of headings; there are 6 levels available, from | |||
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295 | level 1 (top level) down to level 6 (paragraph). These can be used later for | |||
|
296 | constructing tables of contents, etc. | |||
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297 | ||||
|
298 | As with Markdown cells, a heading input cell is replaced by a rich text | |||
|
299 | rendering of the heading when the cell is executed. | |||
|
300 | ||||
|
301 | ||||
|
302 | Basic workflow | |||
|
303 | -------------- | |||
|
304 | The normal workflow in a notebook is, then, quite similar to a standard | |||
|
305 | IPython session, with the difference that you can edit cells in-place multiple | |||
|
306 | times until you obtain the desired results, rather than having to | |||
|
307 | rerun separate scripts with the ``%run`` magic command. (Magic commands do, | |||
|
308 | however, also work in the notebook; see below). | |||
|
309 | ||||
|
310 | Typically, you will work on a computational problem in pieces, organizing | |||
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311 | related ideas into cells and moving forward once previous parts work | |||
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312 | correctly. This is much more convenient for interactive exploration than | |||
|
313 | breaking up a computation into scripts that must be executed together, as was | |||
|
314 | previously necessary, especially if parts of them take a long time to run | |||
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315 | ||||
|
316 | The only significant limitation that the Notebook currently has, compared to | |||
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317 | the Qt console, is that it cannot run any code that expects input from the | |||
|
318 | kernel (such as scripts that call :func:`raw_input`). Very importantly, this | |||
|
319 | means that the ``%debug`` magic does *not* currently work in the notebook! | |||
|
320 | ||||
|
321 | This limitation will be overcome in the future, but in the meantime, there is | |||
|
322 | a simple solution for debugging: you can attach a Qt console to your existing | |||
|
323 | notebook kernel, and run ``%debug`` from the Qt console. | |||
|
324 | If your notebook is running on a local computer (i.e. if you are accessing it | |||
|
325 | via your localhost address at ``127.0.0.1``), then you can just type | |||
|
326 | ``%qtconsole`` in the notebook and a Qt console will open up, connected to | |||
|
327 | that same kernel. | |||
|
328 | ||||
|
329 | At certain moments, it may be necessary to interrupt a calculation which is | |||
|
330 | taking too long to complete. This may be done with the ``Kernel | Interrupt`` | |||
|
331 | menu option, or the :kbd:``Ctrl-i`` keyboard shortcut. | |||
|
332 | Similarly, it may be necessary or desirable to restart the whole computational | |||
|
333 | process, with the ``Kernel | Restart`` menu option or :kbd:``Ctrl-.`` | |||
|
334 | shortcut. This gives an equivalent state to loading the notebook document | |||
|
335 | afresh. | |||
|
336 | ||||
|
337 | ||||
|
338 | .. warning:: | |||
|
339 | ||||
|
340 | While in simple cases you can "roundtrip" a notebook to Python, edit the | |||
|
341 | Python file, and then import it back without loss of main content, this is | |||
|
342 | in general *not guaranteed to work*. First, there is extra metadata | |||
|
343 | saved in the notebook that may not be saved to the ``.py`` format. And as | |||
|
344 | the notebook format evolves in complexity, there will be attributes of the | |||
|
345 | notebook that will not survive a roundtrip through the Python form. You | |||
|
346 | should think of the Python format as a way to output a script version of a | |||
|
347 | notebook and the import capabilities as a way to load existing code to get | |||
|
348 | a notebook started. But the Python version is *not* an alternate notebook | |||
|
349 | format. | |||
|
350 | ||||
|
351 | ||||
|
352 | Keyboard shortcuts | |||
|
353 | ~~~~~~~~~~~~~~~~~~ | |||
|
354 | All actions in the notebook can be achieved with the mouse, but keyboard | |||
|
355 | shortcuts are also available for the most common ones, so that productive use | |||
|
356 | of the notebook can be achieved with minimal mouse usage. The main shortcuts | |||
|
357 | to remember are the following: | |||
|
358 | ||||
|
359 | * :kbd:`Shift-Enter`: | |||
|
360 | ||||
|
361 | Execute the current cell, show output (if any), and jump to the next cell | |||
|
362 | below. If :kbd:`Shift-Enter` is invoked on the last input cell, a new code | |||
|
363 | cell will also be created. Note that in the notebook, typing :kbd:`Enter` | |||
|
364 | on its own *never* forces execution, but rather just inserts a new line in | |||
|
365 | the current input cell. In the Notebook it is thus always necessary to use | |||
|
366 | :kbd:`Shift-Enter` to execute the cell (or use the ``Cell | Run`` menu | |||
|
367 | item). | |||
|
368 | ||||
|
369 | * :kbd:`Ctrl-Enter`: | |||
|
370 | Execute the current cell as if it were in "terminal mode", where any | |||
|
371 | output is shown, but the cursor *remains* in the current cell. This is | |||
|
372 | convenient for doing quick experiments in place, or for querying things | |||
|
373 | like filesystem content, without needing to create additional cells that | |||
|
374 | you may not want to be saved in the notebook. | |||
|
375 | ||||
|
376 | * :kbd:`Alt-Enter`: | |||
|
377 | Executes the current cell, shows the output, and inserts a *new* input | |||
|
378 | cell between the current cell and the adjacent cell (if one exists). This | |||
|
379 | is thus a shortcut for the sequence :kbd:`Shift-Enter`, :kbd:`Ctrl-m a`. | |||
|
380 | (:kbd:`Ctrl-m a` adds a new cell above the current one.) | |||
|
381 | ||||
|
382 | * :kbd:`Ctrl-m`: | |||
|
383 | This is the prefix for *all* other shortcuts, which consist of :kbd:`Ctrl-m` | |||
|
384 | followed by a single letter or character. For example, if you type | |||
|
385 | :kbd:`Ctrl-m h` (that is, the sole letter :kbd:`h` after :kbd:`Ctrl-m`), | |||
|
386 | IPython will show you all the available keyboard shortcuts. | |||
|
387 | ||||
|
388 | ||||
|
389 | Magic commands | |||
|
390 | -------------- | |||
|
391 | Magic commands, or *magics*, are commands for controlling IPython itself. | |||
|
392 | They all begin with ``%`` and are entered into code input cells; the code | |||
|
393 | cells are executed as usual with :kbd:`Shift-Enter`. | |||
|
394 | ||||
|
395 | The magic commands call special functions defined by IPython which manipulate | |||
|
396 | the computational state in certain ways. | |||
|
397 | ||||
|
398 | There are two types of magics: | |||
|
399 | ||||
|
400 | - **line magics**: | |||
|
401 | ||||
|
402 | These begin with a single ``%`` and take as arguments the rest of the | |||
|
403 | *same line* of the code cell. Any other lines of the code cell are | |||
|
404 | treated as if they were part of a standard code cell. | |||
|
405 | ||||
|
406 | - **cell magics**: | |||
|
407 | ||||
|
408 | These begin with ``%%`` and operate on the *entire* remaining contents | |||
|
409 | of the code cell. | |||
|
410 | ||||
|
411 | Line magics | |||
|
412 | ~~~~~~~~~~~ | |||
|
413 | Some of the available line magics are the following: | |||
|
414 | ||||
|
415 | * ``%load filename``: | |||
|
416 | ||||
|
417 | Loads the contents of the file ``filename`` into a new code cell. This | |||
|
418 | can be a URL for a remote file. | |||
|
419 | ||||
|
420 | * ``%timeit code``: | |||
|
421 | ||||
|
422 | An easy way to time how long the single line of code ``code`` takes to | |||
|
423 | run | |||
|
424 | ||||
|
425 | * ``%config``: | |||
|
426 | ||||
|
427 | Configuration of the IPython Notebook | |||
|
428 | ||||
|
429 | * ``%lsmagic``: | |||
|
430 | ||||
|
431 | Provides a list of all available magic commands | |||
|
432 | ||||
|
433 | Cell magics | |||
|
434 | ~~~~~~~~~~~ | |||
|
435 | ||||
|
436 | * ``%%latex``: | |||
|
437 | ||||
|
438 | Renders the entire contents of the cell in LaTeX, without needing to use | |||
|
439 | explicit LaTeX delimiters. | |||
|
440 | ||||
|
441 | * ``%%bash``: | |||
|
442 | ||||
|
443 | The code cell is executed by sending it to be executed by ``bash``. The | |||
|
444 | output of the ``bash`` commands is captured and displayed in the | |||
|
445 | notebook. | |||
|
446 | ||||
|
447 | * ``%%file filename``: | |||
|
448 | ||||
|
449 | Writes the contents of the cell to the file ``filename``. | |||
|
450 | **Caution**: The file is over-written without warning! | |||
|
451 | ||||
|
452 | * ``%%R``: | |||
|
453 | ||||
|
454 | Execute the contents of the cell using the R language. | |||
|
455 | ||||
|
456 | * ``%%timeit``: | |||
|
457 | ||||
|
458 | Version of ``%timeit`` which times the entire block of code in the | |||
|
459 | current code cell. | |||
|
460 | ||||
|
461 | ||||
|
462 | ||||
|
463 | Several of the cell magics provide functionality to manipulate the filesystem | |||
|
464 | of a remote server to which you otherwise do not have access. | |||
|
465 | ||||
|
466 | ||||
|
467 | Plotting | |||
|
468 | -------- | |||
|
469 | One major feature of the Notebook is the ability to interact with | |||
|
470 | plots that are the output of running code cells. IPython is designed to work | |||
|
471 | seamlessly with the ``matplotlib`` plotting library to provide this | |||
|
472 | functionality. | |||
|
473 | ||||
|
474 | To set this up, before any plotting is performed you must execute the | |||
|
475 | ``%matplotlib`` magic command. This performs the necessary behind-the-scenes | |||
|
476 | setup for IPython to work correctly hand in hand with ``matplotlib``; it does | |||
|
477 | *not*, however, actually execute any Python ``import`` commands, that is, no | |||
|
478 | names are added to the namespace. | |||
|
479 | ||||
|
480 | For more agile *interactive* use of the notebook space, an alternative magic, | |||
|
481 | ``%pylab``, is provided. This does the same work as the ``%matplotlib`` magic, | |||
|
482 | but *in addition* it automatically executes a standard sequence of ``import`` | |||
|
483 | statements required to work with the ``%matplotlib`` library, importing the | |||
|
484 | following names into the namespace: | |||
|
485 | ||||
|
486 | ``numpy`` as ``np``; ``matplotlib.pyplot`` as ``plt``; | |||
|
487 | ``matplotlib``, ``pylab`` and ``mlab`` from ``matplotlib``; and *all names* | |||
|
488 | from within ``numpy`` and ``pylab``. | |||
|
489 | ||||
|
490 | However, the use of ``%pylab`` is discouraged, since names coming from | |||
|
491 | different packages may collide. In general, the use of ``from package import | |||
|
492 | *`` is discouraged. A better option is then:: | |||
|
493 | ||||
|
494 | %pylab --no-import-all | |||
|
495 | ||||
|
496 | which imports the names listed above, but does *not* perform this | |||
|
497 | ``import *`` imports. | |||
|
498 | ||||
|
499 | If the ``%matplotlib`` or ``%pylab` magics are called without an argument, the | |||
|
500 | output of a plotting command is displayed using the default ``matplotlib`` | |||
|
501 | backend in a separate window. Alternatively, the backend can be explicitly | |||
|
502 | requested using, for example:: | |||
|
503 | ||||
|
504 | %matplotlib gtk | |||
|
505 | ||||
|
506 | A particularly interesting backend is the ``inline`` backend. | |||
|
507 | This is applicable only for the IPython Notebook and the IPython Qtconsole. | |||
|
508 | It can be invoked as follows:: | |||
|
509 | ||||
|
510 | %matplotlib inline | |||
|
511 | ||||
|
512 | With this backend, output of plotting commands is displayed *inline* within | |||
|
513 | the notebook format, directly below the input cell that produced it. The | |||
|
514 | resulting plots will then also be stored in the notebook document. This | |||
|
515 | provides a key part of the functionality for reproducibility_ that the IPython | |||
|
516 | Notebook provides. | |||
|
517 | ||||
|
518 | .. _reproducibility: https://en.wikipedia.org/wiki/Reproducibility | |||
|
519 | ||||
|
520 | ||||
|
521 | ||||
|
522 | Configuring the IPython Notebook | |||
|
523 | -------------------------------- | |||
|
524 | The IPython Notebook can be run with a variety of command line arguments. | |||
|
525 | To see a list of available options enter:: | |||
|
526 | ||||
|
527 | $ ipython notebook --help | |||
|
528 | ||||
|
529 | Defaults for these options can also be set by creating a file named | |||
|
530 | ``ipython_notebook_config.py`` in your IPython *profile folder*. The profile | |||
|
531 | folder is a subfolder of your IPython directory; to find out where it is | |||
|
532 | located, run:: | |||
|
533 | ||||
|
534 | $ ipython locate | |||
|
535 | ||||
|
536 | To create a new set of default configuration files, with lots of information | |||
|
537 | on available options, use:: | |||
|
538 | ||||
|
539 | $ ipython profile create | |||
|
540 | ||||
|
541 | .. seealso: | |||
|
542 | ||||
|
543 | :ref:`config_overview`, in particular :ref:`Profiles`. | |||
|
544 | ||||
|
545 | ||||
|
546 | Importing `.py` files | |||
|
547 | ---------------------- | |||
|
548 | ||||
|
549 | ||||
|
550 | ``.py`` files will be imported into the IPython Notebook as a notebook with | |||
|
551 | the same basename, but an ``.ipynb`` extension, located in the working | |||
|
552 | directory. The notebook created will have just one cell, which will contain | |||
|
553 | all the code in the ``.py`` file. You can later manually partition this into | |||
|
554 | individual cells using the ``Edit | Split Cell`` menu option, or the | |||
|
555 | :kbd:`Ctrl-m -` keyboard shortcut. | |||
|
556 | ||||
|
557 | .. Alternatively, prior to importing the ``.py``, you can manually add ``# < | |||
|
558 | nbformat>2</nbformat>`` at the start of the file, and then add separators for | |||
|
559 | text and code cells, to get a cleaner import with the file already broken into | |||
|
560 | individual cells. | |||
|
561 | ||||
|
562 | ||||
|
563 | ||||
|
564 | .. _Markdown: http://daringfireball.net/projects/markdown/basics |
@@ -0,0 +1,182 b'' | |||||
|
1 | .. _working_remotely.txt | |||
|
2 | ||||
|
3 | Working remotely | |||
|
4 | ================ | |||
|
5 | ||||
|
6 | ||||
|
7 | The IPython Notebook web app is based on a server-client structure. | |||
|
8 | This server uses a two-process kernel architecture based on ZeroMQ, as well as | |||
|
9 | Tornado for serving HTTP requests. Other clients may connect to the same | |||
|
10 | underlying IPython kernel; see below. | |||
|
11 | ||||
|
12 | .. _notebook_security: | |||
|
13 | ||||
|
14 | Security | |||
|
15 | -------- | |||
|
16 | ||||
|
17 | You can protect your Notebook server with a simple single password by | |||
|
18 | setting the :attr:`NotebookApp.password` configurable. You can prepare a | |||
|
19 | hashed password using the function :func:`IPython.lib.security.passwd`: | |||
|
20 | ||||
|
21 | .. sourcecode:: ipython | |||
|
22 | ||||
|
23 | In [1]: from IPython.lib import passwd | |||
|
24 | In [2]: passwd() | |||
|
25 | Enter password: | |||
|
26 | Verify password: | |||
|
27 | Out[2]: 'sha1:67c9e60bb8b6:9ffede0825894254b2e042ea597d771089e11aed' | |||
|
28 | ||||
|
29 | .. note:: | |||
|
30 | ||||
|
31 | :func:`~IPython.lib.security.passwd` can also take the password as a string | |||
|
32 | argument. **Do not** pass it as an argument inside an IPython session, as it | |||
|
33 | will be saved in your input history. | |||
|
34 | ||||
|
35 | You can then add this to your :file:`ipython_notebook_config.py`, e.g.:: | |||
|
36 | ||||
|
37 | # Password to use for web authentication | |||
|
38 | c = get_config() | |||
|
39 | c.NotebookApp.password = | |||
|
40 | u'sha1:67c9e60bb8b6:9ffede0825894254b2e042ea597d771089e11aed' | |||
|
41 | ||||
|
42 | When using a password, it is a good idea to also use SSL, so that your | |||
|
43 | password is not sent unencrypted by your browser. You can start the notebook | |||
|
44 | to communicate via a secure protocol mode using a self-signed certificate with | |||
|
45 | the command:: | |||
|
46 | ||||
|
47 | $ ipython notebook --certfile=mycert.pem | |||
|
48 | ||||
|
49 | .. note:: | |||
|
50 | ||||
|
51 | A self-signed certificate can be generated with ``openssl``. For example, | |||
|
52 | the following command will create a certificate valid for 365 days with | |||
|
53 | both the key and certificate data written to the same file:: | |||
|
54 | ||||
|
55 | $ openssl req -x509 -nodes -days 365 -newkey rsa:1024 -keyout mycert. | |||
|
56 | pem -out mycert.pem | |||
|
57 | ||||
|
58 | Your browser will warn you of a dangerous certificate because it is | |||
|
59 | self-signed. If you want to have a fully compliant certificate that will not | |||
|
60 | raise warnings, it is possible (but rather involved) to obtain one, | |||
|
61 | `as explained in detailed in this tutorial`__. | |||
|
62 | ||||
|
63 | .. __: http://arstechnica.com/security/news/2009/12/how-to-get-set-with-a- | |||
|
64 | secure-sertificate-for-free.ars | |||
|
65 | ||||
|
66 | Keep in mind that when you enable SSL support, you will need to access the | |||
|
67 | notebook server over ``https://``, not over plain ``http://``. The startup | |||
|
68 | message from the server prints this, but it is easy to overlook and think the | |||
|
69 | server is for some reason non-responsive. | |||
|
70 | ||||
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71 | ||||
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72 | Connecting to an existing kernel | |||
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73 | --------------------------------- | |||
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74 | ||||
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75 | The notebook server always prints to the terminal the full details of | |||
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76 | how to connect to each kernel, with messages such as the following:: | |||
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77 | ||||
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78 | [IPKernelApp] To connect another client to this kernel, use: | |||
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79 | [IPKernelApp] --existing kernel-3bb93edd-6b5a-455c-99c8-3b658f45dde5.json | |||
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80 | ||||
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81 | This long string is the name of a JSON file that contains all the port and | |||
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82 | validation information necessary to connect to the kernel. You can then, for | |||
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83 | example, manually start a Qt console connected to the *same* kernel with:: | |||
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84 | ||||
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85 | $ ipython qtconsole --existing | |||
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86 | kernel-3bb93edd-6b5a-455c-99c8-3b658f45dde5.json | |||
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87 | ||||
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88 | If you have only a single kernel running, simply typing:: | |||
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89 | ||||
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90 | $ ipython qtconsole --existing | |||
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91 | ||||
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92 | will automatically find it. (It will always find the most recently | |||
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93 | started kernel if there is more than one.) You can also request this | |||
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94 | connection data by typing ``%connect_info``; this will print the same | |||
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95 | file information as well as the content of the JSON data structure it | |||
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96 | contains. | |||
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97 | ||||
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98 | ||||
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99 | Running a public notebook server | |||
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100 | -------------------------------- | |||
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101 | ||||
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102 | If you want to access your notebook server remotely via a web browser, | |||
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103 | you can do the following. | |||
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104 | ||||
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105 | Start by creating a certificate file and a hashed password, as explained | |||
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106 | above. Then create a custom profile for the notebook, with the following | |||
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107 | command line, type:: | |||
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108 | ||||
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109 | $ ipython profile create nbserver | |||
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110 | ||||
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111 | In the profile directory just created, edit the file | |||
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112 | ``ipython_notebook_config.py``. By default, the file has all fields | |||
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113 | commented; the minimum set you need to uncomment and edit is the following:: | |||
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114 | ||||
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115 | c = get_config() | |||
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116 | ||||
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117 | # Kernel config | |||
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118 | c.IPKernelApp.pylab = 'inline' # if you want plotting support always | |||
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119 | ||||
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120 | # Notebook config | |||
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121 | c.NotebookApp.certfile = u'/absolute/path/to/your/certificate/mycert.pem' | |||
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122 | c.NotebookApp.ip = '*' | |||
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123 | c.NotebookApp.open_browser = False | |||
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124 | c.NotebookApp.password = u'sha1:bcd259ccf...[your hashed password here]' | |||
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125 | # It is a good idea to put it on a known, fixed port | |||
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126 | c.NotebookApp.port = 9999 | |||
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127 | ||||
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128 | You can then start the notebook and access it later by pointing your browser | |||
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129 | to ``https://your.host.com:9999`` with ``ipython notebook | |||
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130 | --profile=nbserver``. | |||
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131 | ||||
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132 | Running with a different URL prefix | |||
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133 | ----------------------------------- | |||
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134 | ||||
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135 | The notebook dashboard (the landing page with an overview | |||
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136 | of the notebooks in your working directory) typically lives at the URL | |||
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137 | ``http://localhost:8888/``. If you prefer that it lives, together with the | |||
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138 | rest of the notebook, under a sub-directory, | |||
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139 | e.g. ``http://localhost:8888/ipython/``, you can do so with | |||
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140 | configuration options like the following (see above for instructions about | |||
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141 | modifying ``ipython_notebook_config.py``):: | |||
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142 | ||||
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143 | c.NotebookApp.base_project_url = '/ipython/' | |||
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144 | c.NotebookApp.base_kernel_url = '/ipython/' | |||
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145 | c.NotebookApp.webapp_settings = {'static_url_prefix':'/ipython/static/'} | |||
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146 | ||||
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147 | Using a different notebook store | |||
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148 | -------------------------------- | |||
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149 | ||||
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150 | By default, the Notebook app stores the notebook documents that it saves as | |||
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151 | files in the working directory of the Notebook app, also known as the | |||
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152 | ``notebook_dir``. This logic is implemented in the | |||
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153 | :class:`FileNotebookManager` class. However, the server can be configured to | |||
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154 | use a different notebook manager class, which can | |||
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155 | store the notebooks in a different format. | |||
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156 | ||||
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157 | Currently, we ship a :class:`AzureNotebookManager` class that stores notebooks | |||
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158 | in Azure blob storage. This can be used by adding the following lines to your | |||
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159 | ``ipython_notebook_config.py`` file:: | |||
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160 | ||||
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161 | c.NotebookApp.notebook_manager_class = | |||
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162 | 'IPython.html.services.notebooks.azurenbmanager.AzureNotebookManager' | |||
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163 | c.AzureNotebookManager.account_name = u'paste_your_account_name_here' | |||
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164 | c.AzureNotebookManager.account_key = u'paste_your_account_key_here' | |||
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165 | c.AzureNotebookManager.container = u'notebooks' | |||
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166 | ||||
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167 | In addition to providing your Azure Blob Storage account name and key, you | |||
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168 | will have to provide a container name; you can use multiple containers to | |||
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169 | organize your notebooks. | |||
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170 | ||||
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171 | ||||
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172 | Known issues | |||
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173 | ------------ | |||
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174 | ||||
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175 | When behind a proxy, especially if your system or browser is set to autodetect | |||
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176 | the proxy, the Notebook app might fail to connect to the server's websockets, | |||
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177 | and present you with a warning at startup. In this case, you need to configure | |||
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178 | your system not to use the proxy for the server's address. | |||
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179 | ||||
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180 | For example, in Firefox, go to the Preferences panel, Advanced section, | |||
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181 | Network tab, click 'Settings...', and add the address of the notebook server | |||
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182 | to the 'No proxy for' field. |
@@ -1,15 +1,17 b'' | |||||
1 | ================================== |
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1 | ================================== | |
2 | Using IPython for interactive work |
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2 | Using IPython for interactive work | |
3 | ================================== |
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3 | ================================== | |
4 |
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4 | |||
5 | .. toctree:: |
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5 | .. toctree:: | |
6 | :maxdepth: 2 |
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6 | :maxdepth: 2 | |
7 |
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7 | |||
8 | tutorial |
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8 | tutorial | |
9 | tips |
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9 | tips | |
10 | reference |
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10 | reference | |
11 | shell |
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11 | shell | |
12 | qtconsole |
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12 | qtconsole | |
13 |
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13 | notebook | |
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14 | converting_notebooks | |||
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15 | working_remotely | |||
14 |
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16 | |||
15 |
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17 |
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