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1 | .. _nbformat: |
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1 | .. _nbformat: | |
2 |
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2 | |||
3 | =========================== |
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3 | =========================== | |
4 | The Jupyter Notebook Format |
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4 | The Jupyter Notebook Format | |
5 | =========================== |
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5 | =========================== | |
6 |
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6 | |||
7 | Introduction |
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7 | Introduction | |
8 | ============ |
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8 | ============ | |
9 |
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9 | |||
10 | Jupyter (nΓ© IPython) notebook files are simple JSON documents, |
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10 | Jupyter (nΓ© IPython) notebook files are simple JSON documents, | |
11 | containing text, source code, rich media output, and metadata. |
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11 | containing text, source code, rich media output, and metadata. | |
12 | each segment of the document is stored in a cell. |
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12 | each segment of the document is stored in a cell. | |
13 |
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13 | |||
14 | Some general points about the notebook format: |
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14 | Some general points about the notebook format: | |
15 |
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15 | |||
16 | .. note:: |
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16 | .. note:: | |
17 |
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17 | |||
18 | *All* metadata fields are optional. |
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18 | *All* metadata fields are optional. | |
19 | While the type and values of some metadata are defined, |
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19 | While the type and values of some metadata are defined, | |
20 | no metadata values are required to be defined. |
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20 | no metadata values are required to be defined. | |
21 |
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21 | |||
22 |
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22 | |||
23 | Top-level structure |
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23 | Top-level structure | |
24 | =================== |
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24 | =================== | |
25 |
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25 | |||
26 | At the highest level, a Jupyter notebook is a dictionary with a few keys: |
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26 | At the highest level, a Jupyter notebook is a dictionary with a few keys: | |
27 |
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27 | |||
28 | - metadata (dict) |
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28 | - metadata (dict) | |
29 | - nbformat (int) |
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29 | - nbformat (int) | |
30 | - nbformat_minor (int) |
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30 | - nbformat_minor (int) | |
31 | - cells (list) |
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31 | - cells (list) | |
32 |
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32 | |||
33 | .. sourcecode:: python |
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33 | .. sourcecode:: python | |
34 |
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34 | |||
35 | { |
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35 | { | |
36 | "metadata" : { |
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36 | "metadata" : { | |
37 | "signature": "hex-digest", # used for authenticating unsafe outputs on load |
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37 | "signature": "hex-digest", # used for authenticating unsafe outputs on load | |
38 | "kernel_info": { |
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38 | "kernel_info": { | |
39 | # if kernel_info is defined, its name field is required. |
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39 | # if kernel_info is defined, its name field is required. | |
40 | "name" : "the name of the kernel" |
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40 | "name" : "the name of the kernel" | |
41 | }, |
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41 | }, | |
42 | "language_info": { |
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42 | "language_info": { | |
43 | # if language_info is defined, its name field is required. |
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43 | # if language_info is defined, its name field is required. | |
44 | "name" : "the programming language of the kernel", |
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44 | "name" : "the programming language of the kernel", | |
45 | "version": "the version of the language", |
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45 | "version": "the version of the language", | |
46 | "codemirror_mode": "The name of the codemirror mode to use [optional]" |
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46 | "codemirror_mode": "The name of the codemirror mode to use [optional]" | |
47 | } |
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47 | } | |
48 | }, |
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48 | }, | |
49 | "nbformat": 4, |
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49 | "nbformat": 4, | |
50 | "nbformat_minor": 0, |
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50 | "nbformat_minor": 0, | |
51 | "cells" : [ |
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51 | "cells" : [ | |
52 | # list of cell dictionaries, see below |
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52 | # list of cell dictionaries, see below | |
53 | ], |
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53 | ], | |
54 | } |
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54 | } | |
55 |
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55 | |||
56 | Some fields, such as code input and text output, are characteristically multi-line strings. |
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56 | Some fields, such as code input and text output, are characteristically multi-line strings. | |
57 | When these fields are written to disk, they **may** be written as a list of strings, |
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57 | When these fields are written to disk, they **may** be written as a list of strings, | |
58 | which should be joined with ``''`` when reading back into memory. |
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58 | which should be joined with ``''`` when reading back into memory. | |
59 | In programmatic APIs for working with notebooks (Python, Javascript), |
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59 | In programmatic APIs for working with notebooks (Python, Javascript), | |
60 | these are always re-joined into the original multi-line string. |
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60 | these are always re-joined into the original multi-line string. | |
61 | If you intend to work with notebook files directly, |
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61 | If you intend to work with notebook files directly, | |
62 | you must allow multi-line string fields to be either a string or list of strings. |
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62 | you must allow multi-line string fields to be either a string or list of strings. | |
63 |
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63 | |||
64 |
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64 | |||
65 | Cell Types |
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65 | Cell Types | |
66 | ========== |
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66 | ========== | |
67 |
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67 | |||
68 | There are a few basic cell types for encapsulating code and text. |
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68 | There are a few basic cell types for encapsulating code and text. | |
69 | All cells have the following basic structure: |
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69 | All cells have the following basic structure: | |
70 |
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70 | |||
71 | .. sourcecode:: python |
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71 | .. sourcecode:: python | |
72 |
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72 | |||
73 | { |
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73 | { | |
74 | "cell_type" : "name", |
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74 | "cell_type" : "name", | |
75 | "metadata" : {}, |
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75 | "metadata" : {}, | |
76 | "source" : "single string or [list, of, strings]", |
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76 | "source" : "single string or [list, of, strings]", | |
77 | } |
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77 | } | |
78 |
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78 | |||
79 |
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79 | |||
80 | Markdown cells |
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80 | Markdown cells | |
81 | -------------- |
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81 | -------------- | |
82 |
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82 | |||
83 | Markdown cells are used for body-text, and contain markdown, |
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83 | Markdown cells are used for body-text, and contain markdown, | |
84 | as defined in `GitHub-flavored markdown`_, and implemented in marked_. |
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84 | as defined in `GitHub-flavored markdown`_, and implemented in marked_. | |
85 |
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85 | |||
86 | .. _GitHub-flavored markdown: https://help.github.com/articles/github-flavored-markdown |
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86 | .. _GitHub-flavored markdown: https://help.github.com/articles/github-flavored-markdown | |
87 | .. _marked: https://github.com/chjj/marked |
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87 | .. _marked: https://github.com/chjj/marked | |
88 |
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88 | |||
89 | .. sourcecode:: python |
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89 | .. sourcecode:: python | |
90 |
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90 | |||
91 | { |
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91 | { | |
92 | "cell_type" : "markdown", |
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92 | "cell_type" : "markdown", | |
93 | "metadata" : {}, |
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93 | "metadata" : {}, | |
94 | "source" : ["some *markdown*"], |
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94 | "source" : ["some *markdown*"], | |
95 | } |
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95 | } | |
96 |
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96 | |||
97 | .. versionchanged:: nbformat 4.0 |
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97 | .. versionchanged:: nbformat 4.0 | |
98 |
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98 | |||
99 | Heading cells have been removed, in favor of simple headings in markdown. |
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99 | Heading cells have been removed, in favor of simple headings in markdown. | |
100 |
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100 | |||
101 |
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101 | |||
102 | Code cells |
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102 | Code cells | |
103 | ---------- |
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103 | ---------- | |
104 |
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104 | |||
105 | Code cells are the primary content of Jupyter notebooks. |
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105 | Code cells are the primary content of Jupyter notebooks. | |
106 | They contain source code in the language of the document's associated kernel, |
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106 | They contain source code in the language of the document's associated kernel, | |
107 | and a list of outputs associated with executing that code. |
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107 | and a list of outputs associated with executing that code. | |
108 | They also have an execution_count, which must be an integer or ``null``. |
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108 | They also have an execution_count, which must be an integer or ``null``. | |
109 |
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109 | |||
110 | .. sourcecode:: python |
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110 | .. sourcecode:: python | |
111 |
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111 | |||
112 | { |
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112 | { | |
113 | "cell_type" : "code", |
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113 | "cell_type" : "code", | |
114 | "execution_count": 1, # integer or null |
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114 | "execution_count": 1, # integer or null | |
115 | "metadata" : { |
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115 | "metadata" : { | |
116 | "collapsed" : True, # whether the output of the cell is collapsed |
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116 | "collapsed" : True, # whether the output of the cell is collapsed | |
117 | "autoscroll": False, # any of true, false or "auto" |
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117 | "autoscroll": False, # any of true, false or "auto" | |
118 | }, |
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118 | }, | |
119 | "source" : ["some code"], |
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119 | "source" : ["some code"], | |
120 | "outputs": [{ |
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120 | "outputs": [{ | |
121 | # list of output dicts (described below) |
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121 | # list of output dicts (described below) | |
122 | "output_type": "stream", |
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122 | "output_type": "stream", | |
123 | ... |
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123 | ... | |
124 | }], |
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124 | }], | |
125 | } |
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125 | } | |
126 |
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126 | |||
127 | .. versionchanged:: nbformat 4.0 |
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127 | .. versionchanged:: nbformat 4.0 | |
128 |
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128 | |||
129 | ``input`` was renamed to ``source``, for consistency among cell types. |
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129 | ``input`` was renamed to ``source``, for consistency among cell types. | |
130 |
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130 | |||
131 | .. versionchanged:: nbformat 4.0 |
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131 | .. versionchanged:: nbformat 4.0 | |
132 |
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132 | |||
133 | ``prompt_number`` renamed to ``execution_count`` |
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133 | ``prompt_number`` renamed to ``execution_count`` | |
134 |
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134 | |||
135 | Code cell outputs |
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135 | Code cell outputs | |
136 | ----------------- |
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136 | ----------------- | |
137 |
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137 | |||
138 | A code cell can have a variety of outputs (stream data or rich mime-type output). |
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138 | A code cell can have a variety of outputs (stream data or rich mime-type output). | |
139 | These correspond to :ref:`messages <messaging>` produced as a result of executing the cell. |
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139 | These correspond to :ref:`messages <messaging>` produced as a result of executing the cell. | |
140 |
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140 | |||
141 | All outputs have an ``output_type`` field, |
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141 | All outputs have an ``output_type`` field, | |
142 | which is a string defining what type of output it is. |
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142 | which is a string defining what type of output it is. | |
143 |
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143 | |||
144 |
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144 | |||
145 | stream output |
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145 | stream output | |
146 | ************* |
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146 | ************* | |
147 |
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147 | |||
148 | .. sourcecode:: python |
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148 | .. sourcecode:: python | |
149 |
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149 | |||
150 | { |
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150 | { | |
151 | "output_type" : "stream", |
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151 | "output_type" : "stream", | |
152 | "name" : "stdout", # or stderr |
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152 | "name" : "stdout", # or stderr | |
153 |
" |
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153 | "text" : ["multiline stream text"], | |
154 | } |
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154 | } | |
155 |
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155 | |||
156 | .. versionchanged:: nbformat 4.0 |
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156 | .. versionchanged:: nbformat 4.0 | |
157 |
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157 | |||
158 |
The keys ``stream`` |
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158 | The keys ``stream`` key was changed to ``name`` to match | |
159 |
the stream message |
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159 | the stream message. | |
160 |
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160 | |||
161 |
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161 | |||
162 | display_data |
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162 | display_data | |
163 | ************ |
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163 | ************ | |
164 |
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164 | |||
165 | Rich display outputs, as created by ``display_data`` messages, |
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165 | Rich display outputs, as created by ``display_data`` messages, | |
166 | contain data keyed by mime-type. This is often called a mime-bundle, |
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166 | contain data keyed by mime-type. This is often called a mime-bundle, | |
167 | and shows up in various locations in the notebook format and message spec. |
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167 | and shows up in various locations in the notebook format and message spec. | |
168 | The metadata of these messages may be keyed by mime-type as well. |
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168 | The metadata of these messages may be keyed by mime-type as well. | |
169 |
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169 | |||
170 |
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170 | |||
171 |
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171 | |||
172 | .. sourcecode:: python |
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172 | .. sourcecode:: python | |
173 |
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173 | |||
174 | { |
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174 | { | |
175 | "output_type" : "display_data", |
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175 | "output_type" : "display_data", | |
176 | "data" : { |
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176 | "data" : { | |
177 | "text/plain" : ["multiline text data"], |
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177 | "text/plain" : ["multiline text data"], | |
178 | "image/png": ["base64-encoded-png-data"], |
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178 | "image/png": ["base64-encoded-png-data"], | |
179 | "application/json": { |
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179 | "application/json": { | |
180 | # JSON data is included as-is |
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180 | # JSON data is included as-is | |
181 | "json": "data", |
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181 | "json": "data", | |
182 | }, |
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182 | }, | |
183 | }, |
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183 | }, | |
184 | "metadata" : { |
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184 | "metadata" : { | |
185 | "image/png": { |
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185 | "image/png": { | |
186 | "width": 640, |
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186 | "width": 640, | |
187 | "height": 480, |
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187 | "height": 480, | |
188 | }, |
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188 | }, | |
189 | }, |
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189 | }, | |
190 | } |
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190 | } | |
191 |
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191 | |||
192 |
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192 | |||
193 | .. versionchanged:: nbformat 4.0 |
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193 | .. versionchanged:: nbformat 4.0 | |
194 |
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194 | |||
195 | ``application/json`` output is no longer double-serialized into a string. |
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195 | ``application/json`` output is no longer double-serialized into a string. | |
196 |
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196 | |||
197 | .. versionchanged:: nbformat 4.0 |
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197 | .. versionchanged:: nbformat 4.0 | |
198 |
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198 | |||
199 | mime-types are used for keys, instead of a combination of short names (``text``) |
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199 | mime-types are used for keys, instead of a combination of short names (``text``) | |
200 | and mime-types, and are stored in a ``data`` key, rather than the top-level. |
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200 | and mime-types, and are stored in a ``data`` key, rather than the top-level. | |
201 | i.e. ``output.data['image/png']`` instead of ``output.png``. |
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201 | i.e. ``output.data['image/png']`` instead of ``output.png``. | |
202 |
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202 | |||
203 |
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203 | |||
204 | execute_result |
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204 | execute_result | |
205 | ************** |
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205 | ************** | |
206 |
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206 | |||
207 | Results of executing a cell (as created by ``displayhook`` in Python) |
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207 | Results of executing a cell (as created by ``displayhook`` in Python) | |
208 | are stored in ``execute_result`` outputs. |
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208 | are stored in ``execute_result`` outputs. | |
209 | `execute_result` outputs are identical to ``display_data``, |
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209 | `execute_result` outputs are identical to ``display_data``, | |
210 | adding only a ``execution_count`` field, which must be an integer. |
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210 | adding only a ``execution_count`` field, which must be an integer. | |
211 |
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211 | |||
212 | .. sourcecode:: python |
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212 | .. sourcecode:: python | |
213 |
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213 | |||
214 | { |
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214 | { | |
215 | "output_type" : "execute_result", |
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215 | "output_type" : "execute_result", | |
216 | "execution_count": 42, |
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216 | "execution_count": 42, | |
217 | "data" : { |
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217 | "data" : { | |
218 | "text/plain" : ["multiline text data"], |
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218 | "text/plain" : ["multiline text data"], | |
219 | "image/png": ["base64-encoded-png-data"], |
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219 | "image/png": ["base64-encoded-png-data"], | |
220 | "application/json": { |
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220 | "application/json": { | |
221 | # JSON data is included as-is |
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221 | # JSON data is included as-is | |
222 | "json": "data", |
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222 | "json": "data", | |
223 | }, |
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223 | }, | |
224 | }, |
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224 | }, | |
225 | "metadata" : { |
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225 | "metadata" : { | |
226 | "image/png": { |
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226 | "image/png": { | |
227 | "width": 640, |
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227 | "width": 640, | |
228 | "height": 480, |
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228 | "height": 480, | |
229 | }, |
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229 | }, | |
230 | }, |
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230 | }, | |
231 | } |
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231 | } | |
232 |
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232 | |||
233 | .. versionchanged:: nbformat 4.0 |
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233 | .. versionchanged:: nbformat 4.0 | |
234 |
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234 | |||
235 | ``pyout`` renamed to ``execute_result`` |
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235 | ``pyout`` renamed to ``execute_result`` | |
236 |
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236 | |||
237 | .. versionchanged:: nbformat 4.0 |
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237 | .. versionchanged:: nbformat 4.0 | |
238 |
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238 | |||
239 | ``prompt_number`` renamed to ``execution_count`` |
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239 | ``prompt_number`` renamed to ``execution_count`` | |
240 |
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240 | |||
241 |
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241 | |||
242 | error |
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242 | error | |
243 | ***** |
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243 | ***** | |
244 |
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244 | |||
245 | Failed execution may show a traceback |
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245 | Failed execution may show a traceback | |
246 |
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246 | |||
247 | .. sourcecode:: python |
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247 | .. sourcecode:: python | |
248 |
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248 | |||
249 | { |
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249 | { | |
250 | 'ename' : str, # Exception name, as a string |
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250 | 'ename' : str, # Exception name, as a string | |
251 | 'evalue' : str, # Exception value, as a string |
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251 | 'evalue' : str, # Exception value, as a string | |
252 |
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252 | |||
253 | # The traceback will contain a list of frames, |
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253 | # The traceback will contain a list of frames, | |
254 | # represented each as a string. |
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254 | # represented each as a string. | |
255 | 'traceback' : list, |
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255 | 'traceback' : list, | |
256 | } |
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256 | } | |
257 |
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257 | |||
258 | .. versionchanged:: nbformat 4.0 |
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258 | .. versionchanged:: nbformat 4.0 | |
259 |
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259 | |||
260 | ``pyerr`` renamed to ``error`` |
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260 | ``pyerr`` renamed to ``error`` | |
261 |
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261 | |||
262 |
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262 | |||
263 | .. _raw nbconvert cells: |
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263 | .. _raw nbconvert cells: | |
264 |
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264 | |||
265 | Raw NBConvert cells |
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265 | Raw NBConvert cells | |
266 | ------------------- |
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266 | ------------------- | |
267 |
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267 | |||
268 | A raw cell is defined as content that should be included *unmodified* in :ref:`nbconvert <nbconvert>` output. |
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268 | A raw cell is defined as content that should be included *unmodified* in :ref:`nbconvert <nbconvert>` output. | |
269 | For example, this cell could include raw LaTeX for nbconvert to pdf via latex, |
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269 | For example, this cell could include raw LaTeX for nbconvert to pdf via latex, | |
270 | or restructured text for use in Sphinx documentation. |
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270 | or restructured text for use in Sphinx documentation. | |
271 |
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271 | |||
272 | The notebook authoring environment does not render raw cells. |
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272 | The notebook authoring environment does not render raw cells. | |
273 |
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273 | |||
274 | The only logic in a raw cell is the `format` metadata field. |
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274 | The only logic in a raw cell is the `format` metadata field. | |
275 | If defined, it specifies which nbconvert output format is the intended target |
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275 | If defined, it specifies which nbconvert output format is the intended target | |
276 | for the raw cell. When outputting to any other format, |
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276 | for the raw cell. When outputting to any other format, | |
277 | the raw cell's contents will be excluded. |
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277 | the raw cell's contents will be excluded. | |
278 | In the default case when this value is undefined, |
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278 | In the default case when this value is undefined, | |
279 | a raw cell's contents will be included in any nbconvert output, |
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279 | a raw cell's contents will be included in any nbconvert output, | |
280 | regardless of format. |
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280 | regardless of format. | |
281 |
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281 | |||
282 | .. sourcecode:: python |
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282 | .. sourcecode:: python | |
283 |
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283 | |||
284 | { |
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284 | { | |
285 | "cell_type" : "raw", |
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285 | "cell_type" : "raw", | |
286 | "metadata" : { |
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286 | "metadata" : { | |
287 | # the mime-type of the target nbconvert format. |
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287 | # the mime-type of the target nbconvert format. | |
288 | # nbconvert to formats other than this will exclude this cell. |
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288 | # nbconvert to formats other than this will exclude this cell. | |
289 | "format" : "mime/type" |
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289 | "format" : "mime/type" | |
290 | }, |
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290 | }, | |
291 | "source" : ["some nbformat mime-type data"] |
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291 | "source" : ["some nbformat mime-type data"] | |
292 | } |
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292 | } | |
293 |
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293 | |||
294 | Metadata |
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294 | Metadata | |
295 | ======== |
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295 | ======== | |
296 |
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296 | |||
297 | Metadata is a place that you can put arbitrary JSONable information about |
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297 | Metadata is a place that you can put arbitrary JSONable information about | |
298 | your notebook, cell, or output. Because it is a shared namespace, |
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298 | your notebook, cell, or output. Because it is a shared namespace, | |
299 | any custom metadata should use a sufficiently unique namespace, |
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299 | any custom metadata should use a sufficiently unique namespace, | |
300 | such as `metadata.kaylees_md.foo = "bar"`. |
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300 | such as `metadata.kaylees_md.foo = "bar"`. | |
301 |
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301 | |||
302 | Metadata fields officially defined for Jupyter notebooks are listed here: |
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302 | Metadata fields officially defined for Jupyter notebooks are listed here: | |
303 |
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303 | |||
304 | Notebook metadata |
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304 | Notebook metadata | |
305 | ----------------- |
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305 | ----------------- | |
306 |
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306 | |||
307 | The following metadata keys are defined at the notebook level: |
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307 | The following metadata keys are defined at the notebook level: | |
308 |
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308 | |||
309 | =========== =============== ============== |
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309 | =========== =============== ============== | |
310 | Key Value Interpretation |
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310 | Key Value Interpretation | |
311 | =========== =============== ============== |
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311 | =========== =============== ============== | |
312 | kernelspec dict A :ref:`kernel specification <kernelspecs>` |
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312 | kernelspec dict A :ref:`kernel specification <kernelspecs>` | |
313 | signature str A hashed :ref:`signature <notebook_security>` of the notebook |
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313 | signature str A hashed :ref:`signature <notebook_security>` of the notebook | |
314 | =========== =============== ============== |
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314 | =========== =============== ============== | |
315 |
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315 | |||
316 |
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316 | |||
317 | Cell metadata |
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317 | Cell metadata | |
318 | ------------- |
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318 | ------------- | |
319 |
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319 | |||
320 | The following metadata keys are defined at the cell level: |
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320 | The following metadata keys are defined at the cell level: | |
321 |
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321 | |||
322 | =========== =============== ============== |
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322 | =========== =============== ============== | |
323 | Key Value Interpretation |
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323 | Key Value Interpretation | |
324 | =========== =============== ============== |
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324 | =========== =============== ============== | |
325 | collapsed bool Whether the cell's output container should be collapsed |
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325 | collapsed bool Whether the cell's output container should be collapsed | |
326 | autoscroll bool or 'auto' Whether the cell's output is scrolled, unscrolled, or autoscrolled |
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326 | autoscroll bool or 'auto' Whether the cell's output is scrolled, unscrolled, or autoscrolled | |
327 | deletable bool If False, prevent deletion of the cell |
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327 | deletable bool If False, prevent deletion of the cell | |
328 | format 'mime/type' The mime-type of a :ref:`Raw NBConvert Cell <raw nbconvert cells>` |
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328 | format 'mime/type' The mime-type of a :ref:`Raw NBConvert Cell <raw nbconvert cells>` | |
329 | name str A name for the cell. Should be unique |
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329 | name str A name for the cell. Should be unique | |
330 | tags list of str A list of string tags on the cell. Commas are not allowed in a tag |
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330 | tags list of str A list of string tags on the cell. Commas are not allowed in a tag | |
331 | =========== =============== ============== |
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331 | =========== =============== ============== | |
332 |
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332 | |||
333 | Output metadata |
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333 | Output metadata | |
334 | --------------- |
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334 | --------------- | |
335 |
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335 | |||
336 | The following metadata keys are defined for code cell outputs: |
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336 | The following metadata keys are defined for code cell outputs: | |
337 |
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337 | |||
338 | =========== =============== ============== |
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338 | =========== =============== ============== | |
339 | Key Value Interpretation |
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339 | Key Value Interpretation | |
340 | =========== =============== ============== |
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340 | =========== =============== ============== | |
341 | isolated bool Whether the output should be isolated into an IFrame |
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341 | isolated bool Whether the output should be isolated into an IFrame | |
342 | =========== =============== ============== |
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342 | =========== =============== ============== |
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