$ jupyter console
Jupyter Console 4.0.0-dev
[ZMQTerminalIPythonApp] Loading IPython extension: storemagic
In [1]: %matplotlib inline
In [2]: import pandas as pd
In [3]: import numpy as np
In [4]: from matplotlib import pyplot as plt
In [5]: import seaborn as sns
In [6]: ts = pd.Series(np.random.randn(1000), index=pd.date_range('1/1/2000', periods=1000))
In [7]: ts = ts.cumsum()
In [8]: df = pd.DataFrame(np.random.randn(1000, 4), index=ts.index,
...: columns=['A', 'B', 'C', 'D'])
In [9]: df = df.cumsum()
In [10]: df.head()
Out[10]:
A B C D
2000-01-01 1.153881 -0.462802 -1.304602 -0.112967
2000-01-02 2.041548 0.193145 -2.154538 -0.026075
2000-01-03 2.277393 -0.990363 -1.676727 0.463335
2000-01-04 2.472088 0.376239 -2.691538 -0.329923
2000-01-05 3.426450 -0.052412 -3.275203 -1.422521
In [11]: plt.figure(); df.plot(); plt.legend(loc='best')
Out[11]: <matplotlib.legend.Legend at 0x107ddffd0>
<matplotlib.figure.Figure at 0x107ddf358>
How Jupyter Output Works
reprs
In [16]: df._repr_html_?
Signature: df._repr_html_()
Docstring:
Return a html representation for a particular DataFrame.
Mainly for IPython notebook.
File: /usr/local/lib/python3.4/site-packages/pandas/core/frame.py
Type: method def _repr_html_(self):
"""
Return a html representation for a particular DataFrame.
Mainly for IPython notebook.
"""
# qtconsole doesn't report its line width, and also
# behaves badly when outputting an HTML table
# that doesn't fit the window, so disable it.
# XXX: In IPython 3.x and above, the Qt console will not attempt to
# display HTML, so this check can be removed when support for IPython 2.x
# is no longer needed.
if com.in_qtconsole():
# 'HTML output is disabled in QtConsole'
return None
if self._info_repr():
buf = StringIO(u(""))
self.info(buf=buf)
# need to escape the <class>, should be the first line.
val = buf.getvalue().replace('<', r'<', 1).replace('>',
r'>', 1)
return '<pre>' + val + '</pre>'
if get_option("display.notebook_repr_html"):
max_rows = get_option("display.max_rows")
max_cols = get_option("display.max_columns")
show_dimensions = get_option("display.show_dimensions")
return ('<div style="max-height:1000px;'
'max-width:1500px;overflow:auto;">\n' +
self.to_html(max_rows=max_rows, max_cols=max_cols,
show_dimensions=show_dimensions) + '\n</div>')Jupyter Message Protocol
{
content:
{ data:
{ 'text/plain': ' A B C D\n2000-01-01 1.153881 -0.462802 -1.304602 -0.112967\n2000-01-02 2.041548 0.193145 -2.154538 -0.026075\n2000-01-03 2.277393 -0.990363 -1.676727 0.463335\n2000-01-04 2.472088 0.376239 -2.691538 -0.329923\n2000-01-05 3.426450 -0.052412 -3.275203 -1.422521',
'text/html': '<div style="max-height:1000px;max-width:1500px;overflow:auto;">\n<table border="1" class="dataframe">\n <thead>\n <tr style="text-align: right;">\n <th></th>\n <th>A</th>\n <th>B</th>\n <th>C</th>\n <th>D</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>2000-01-01</th>\n <td> 1.153881</td>\n <td>-0.462802</td>\n <td>-1.304602</td>\n <td>-0.112967</td>\n </tr>\n <tr>\n <th>2000-01-02</th>\n <td> 2.041548</td>\n <td> 0.193145</td>\n <td>-2.154538</td>\n <td>-0.026075</td>\n </tr>\n <tr>\n <th>2000-01-03</th>\n <td> 2.277393</td>\n <td>-0.990363</td>\n <td>-1.676727</td>\n <td> 0.463335</td>\n </tr>\n <tr>\n <th>2000-01-04</th>\n <td> 2.472088</td>\n <td> 0.376239</td>\n <td>-2.691538</td>\n <td>-0.329923</td>\n </tr>\n <tr>\n <th>2000-01-05</th>\n <td> 3.426450</td>\n <td>-0.052412</td>\n <td>-3.275203</td>\n <td>-1.422521</td>\n </tr>\n </tbody>\n</table>\n</div>' },
execution_count: 21,
metadata: {} },
header:
{ username: 'kyle6475',
msg_id: 'e697b50a-9aa0-4d7a-a825-27ac99479679',
msg_type: 'execute_result',
version: '5.0',
date: '2015-07-26T15:52:59.473133',
session: 'c297c1c0-89bb-4ded-9720-d298c33b2595' },
parentHeader:
{ username: 'kyle6475',
msg_id: '841e2314-0af6-46c8-8083-d4b544f91e0e',
version: '5.0',
session: 'b4e75019-83e8-4bd4-99f5-e462d5203886',
date: '2015-07-26T15:52:59.468333',
msg_type: 'execute_request' },
metadata: {},
signature: '6c41e0ecbbb50010c26d8e04e8ff2c634816761f610b30ab1765539c216be591',
blobs: []
}Jupyter Message Protocol
{
content:
{ data:
{ 'text/plain': ' A B C D\n2000-01-01 1.153881 -0.462802 -1.304602 -0.112967\n2000-01-02 2.041548 0.193145 -2.154538 -0.026075\n2000-01-03 2.277393 -0.990363 -1.676727 0.463335\n2000-01-04 2.472088 0.376239 -2.691538 -0.329923\n2000-01-05 3.426450 -0.052412 -3.275203 -1.422521',
'text/html': '<div style="max-height:1000px;max-width:1500px;overflow:auto;">\n<table border="1" class="dataframe">\n <thead>\n <tr style="text-align: right;">\n <th></th>\n <th>A</th>\n <th>B</th>\n <th>C</th>\n <th>D</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>2000-01-01</th>\n <td> 1.153881</td>\n <td>-0.462802</td>\n <td>-1.304602</td>\n <td>-0.112967</td>\n </tr>\n <tr>\n <th>2000-01-02</th>\n <td> 2.041548</td>\n <td> 0.193145</td>\n <td>-2.154538</td>\n <td>-0.026075</td>\n </tr>\n <tr>\n <th>2000-01-03</th>\n <td> 2.277393</td>\n <td>-0.990363</td>\n <td>-1.676727</td>\n <td> 0.463335</td>\n </tr>\n <tr>\n <th>2000-01-04</th>\n <td> 2.472088</td>\n <td> 0.376239</td>\n <td>-2.691538</td>\n <td>-0.329923</td>\n </tr>\n <tr>\n <th>2000-01-05</th>\n <td> 3.426450</td>\n <td>-0.052412</td>\n <td>-3.275203</td>\n <td>-1.422521</td>\n </tr>\n </tbody>\n</table>\n</div>' },
execution_count: 21,
metadata: {} },
header:
{ username: 'kyle6475',
msg_id: 'e697b50a-9aa0-4d7a-a825-27ac99479679',
msg_type: 'execute_result',
version: '5.0',
date: '2015-07-26T15:52:59.473133',
session: 'c297c1c0-89bb-4ded-9720-d298c33b2595' },
parentHeader:
{ username: 'kyle6475',
msg_id: '841e2314-0af6-46c8-8083-d4b544f91e0e',
version: '5.0',
session: 'b4e75019-83e8-4bd4-99f5-e462d5203886',
date: '2015-07-26T15:52:59.468333',
msg_type: 'execute_request' },
metadata: {},
signature: '6c41e0ecbbb50010c26d8e04e8ff2c634816761f610b30ab1765539c216be591',
blobs: []
}mime bundle
{
'text/plain':
' A B C D\n
2000-01-01 1.153881 -0.462802 -1.304602 -0.112967\n
2000-01-02 2.041548 0.193145 -2.154538 -0.026075\n
2000-01-03 2.277393 -0.990363 -1.676727 0.463335\n
2000-01-04 2.472088 0.376239 -2.691538 -0.329923\n
2000-01-05 3.426450 -0.052412 -3.275203 -1.422521',
'text/html':
'<div style="max-height:1000px;max-width:1500px;overflow:auto;">\n
<table border="1" class="dataframe">\n <thead>\n
<tr style="text-align: right;">\n
<th></th>\n <th>A</th>\n <th>B</th>\n <th>C</th>\n <th>D</th>\n </tr>\n </thead>\n
<tbody>\n
<tr>\n
<th>2000-01-01</th>\n <td> 1.153881</td>\n <td>-0.462802</td>\n <td>-1.304602</td>\n <td>-0.112967</td>\n</tr>\n
<tr>\n
<th>2000-01-02</th>\n <td> 2.041548</td>\n <td> 0.193145</td>\n <td>-2.154538</td>\n <td>-0.026075</td>\n</tr>\n
<tr>\n
<th>2000-01-03</th>\n <td> 2.277393</td>\n <td>-0.990363</td>\n <td>-1.676727</td>\n <td> 0.463335</td>\n</tr>\n
<tr>\n
<th>2000-01-04</th>\n <td> 2.472088</td>\n <td> 0.376239</td>\n <td>-2.691538</td>\n <td>-0.329923</td>\n</tr>\n
<tr>\n
<th>2000-01-05</th>\n <td> 3.426450</td>\n <td>-0.052412</td>\n <td>-3.275203</td>\n <td>-1.422521</td>\n</tr>\n
</tbody>\n
</table>\n
</div>'
}💥 converted 💥
{
'text/plain':
' A B C D\n
2000-01-01 1.153881 -0.462802 -1.304602 -0.112967\n
2000-01-02 2.041548 0.193145 -2.154538 -0.026075\n
2000-01-03 2.277393 -0.990363 -1.676727 0.463335\n
2000-01-04 2.472088 0.376239 -2.691538 -0.329923\n
2000-01-05 3.426450 -0.052412 -3.275203 -1.422521',
'text/html':
'<div style="max-height:1000px;max-width:1500px;overflow:auto;">\n
<table border="1" class="dataframe">\n <thead>\n
<tr style="text-align: right;">\n
<th></th>\n <th>A</th>\n <th>B</th>\n <th>C</th>\n <th>D</th>\n </tr>\n </thead>\n
<tbody>\n
<tr>\n
<th>2000-01-01</th>\n <td> 1.153881</td>\n <td>-0.462802</td>\n <td>-1.304602</td>\n <td>-0.112967</td>\n</tr>\n
<tr>\n
<th>2000-01-02</th>\n <td> 2.041548</td>\n <td> 0.193145</td>\n <td>-2.154538</td>\n <td>-0.026075</td>\n</tr>\n
<tr>\n
<th>2000-01-03</th>\n <td> 2.277393</td>\n <td>-0.990363</td>\n <td>-1.676727</td>\n <td> 0.463335</td>\n</tr>\n
<tr>\n
<th>2000-01-04</th>\n <td> 2.472088</td>\n <td> 0.376239</td>\n <td>-2.691538</td>\n <td>-0.329923</td>\n</tr>\n
<tr>\n
<th>2000-01-05</th>\n <td> 3.426450</td>\n <td>-0.052412</td>\n <td>-3.275203</td>\n <td>-1.422521</td>\n</tr>\n
</tbody>\n
</table>\n
</div>'
}