Part 1 - Running Code.ipynb
439 lines
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TextLexer
Fernando Perez
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r5779 | { | ||
"metadata": { | ||||
MinRK
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r11536 | "name": "" | ||
Fernando Perez
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r5779 | }, | ||
Brian Granger
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r6035 | "nbformat": 3, | ||
MinRK
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r7739 | "nbformat_minor": 0, | ||
Fernando Perez
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r5779 | "worksheets": [ | ||
{ | ||||
"cells": [ | ||||
{ | ||||
Brian Granger
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r9191 | "cell_type": "heading", | ||
"level": 1, | ||||
"metadata": {}, | ||||
"source": [ | ||||
"Running Code in the IPython Notebook" | ||||
] | ||||
}, | ||||
{ | ||||
Fernando Perez
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r5779 | "cell_type": "markdown", | ||
MinRK
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r7739 | "metadata": {}, | ||
Fernando Perez
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r5779 | "source": [ | ||
Brian Granger
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r9191 | "First and foremost, the IPython Notebook is an interactive environment for writing and running Python code." | ||
] | ||||
}, | ||||
{ | ||||
"cell_type": "heading", | ||||
"level": 2, | ||||
"metadata": {}, | ||||
"source": [ | ||||
"Code cells allow you to enter and run Python code" | ||||
] | ||||
}, | ||||
{ | ||||
"cell_type": "markdown", | ||||
"metadata": {}, | ||||
"source": [ | ||||
"Run a code cell using `Shift-Enter` or pressing the \"Play\" button in the toolbar above:" | ||||
Fernando Perez
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r5779 | ] | ||
}, | ||||
{ | ||||
"cell_type": "code", | ||||
Brian Granger
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r9191 | "collapsed": false, | ||
Fernando Perez
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r5779 | "input": [ | ||
Brian Granger
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r9191 | "a = 10" | ||
Fernando Perez
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r5779 | ], | ||
"language": "python", | ||||
MinRK
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r7739 | "metadata": {}, | ||
Fernando Perez
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r5779 | "outputs": [], | ||
Brian Granger
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r9191 | "prompt_number": 10 | ||
Fernando Perez
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r5779 | }, | ||
{ | ||||
"cell_type": "code", | ||||
Brian Granger
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r9191 | "collapsed": false, | ||
Fernando Perez
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r5779 | "input": [ | ||
Thomas Kluyver
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r9198 | "print(a)" | ||
Fernando Perez
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r5779 | ], | ||
"language": "python", | ||||
MinRK
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r7739 | "metadata": {}, | ||
Brian Granger
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r9191 | "outputs": [ | ||
{ | ||||
"output_type": "stream", | ||||
"stream": "stdout", | ||||
"text": [ | ||||
"10\n" | ||||
] | ||||
} | ||||
], | ||||
"prompt_number": 11 | ||||
Fernando Perez
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r5779 | }, | ||
{ | ||||
Brian Granger
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r9191 | "cell_type": "heading", | ||
"level": 2, | ||||
MinRK
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r7739 | "metadata": {}, | ||
Fernando Perez
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r5779 | "source": [ | ||
Brian Granger
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r9191 | "Managing the IPython Kernel" | ||
Fernando Perez
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r5779 | ] | ||
}, | ||||
{ | ||||
"cell_type": "markdown", | ||||
MinRK
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r7739 | "metadata": {}, | ||
Fernando Perez
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r5779 | "source": [ | ||
Brian Granger
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r9191 | "Code is run in a separate process called the IPython Kernel. The Kernel can be interrupted or restarted. Try running the following cell and then hit the \"Stop\" button in the toolbar above." | ||
Fernando Perez
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r5779 | ] | ||
}, | ||||
{ | ||||
"cell_type": "code", | ||||
Brian Granger
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r9191 | "collapsed": false, | ||
Fernando Perez
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r5779 | "input": [ | ||
Brian Granger
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r9191 | "import time\n", | ||
"time.sleep(10)" | ||||
Fernando Perez
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r5779 | ], | ||
"language": "python", | ||||
MinRK
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r7739 | "metadata": {}, | ||
Brian Granger
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r9191 | "outputs": [ | ||
{ | ||||
"ename": "KeyboardInterrupt", | ||||
"evalue": "", | ||||
"output_type": "pyerr", | ||||
"traceback": [ | ||||
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", | ||||
"\u001b[0;32m<ipython-input-16-d7b436e260d5>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mtime\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mtime\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msleep\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", | ||||
"\u001b[0;31mKeyboardInterrupt\u001b[0m: " | ||||
] | ||||
} | ||||
], | ||||
"prompt_number": 16 | ||||
Fernando Perez
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r5779 | }, | ||
{ | ||||
"cell_type": "markdown", | ||||
MinRK
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r7739 | "metadata": {}, | ||
Fernando Perez
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r5779 | "source": [ | ||
Brian Granger
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r9191 | "If the Kernel dies you will be prompted to restart it. Here we call the low-level system libc.time routine with the wrong argument via\n", | ||
"ctypes to segfault the Python interpreter:" | ||||
Fernando Perez
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r5779 | ] | ||
}, | ||||
{ | ||||
"cell_type": "code", | ||||
"collapsed": false, | ||||
"input": [ | ||||
Brian Granger
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r9191 | "import sys\n", | ||
"from ctypes import CDLL\n", | ||||
"# This will crash a Linux or Mac system; equivalent calls can be made on Windows\n", | ||||
Thomas Kluyver
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r9198 | "dll = 'dylib' if sys.platform == 'darwin' else 'so.6'\n", | ||
Brian Granger
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r9191 | "libc = CDLL(\"libc.%s\" % dll) \n", | ||
"libc.time(-1) # BOOM!!" | ||||
Fernando Perez
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r5779 | ], | ||
"language": "python", | ||||
MinRK
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r7739 | "metadata": {}, | ||
Brian Granger
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r9191 | "outputs": [], | ||
"prompt_number": "*" | ||||
}, | ||||
{ | ||||
"cell_type": "heading", | ||||
"level": 2, | ||||
"metadata": {}, | ||||
"source": [ | ||||
"All of the goodness of IPython works" | ||||
] | ||||
Fernando Perez
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r5779 | }, | ||
{ | ||||
"cell_type": "markdown", | ||||
MinRK
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r7739 | "metadata": {}, | ||
Fernando Perez
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r5779 | "source": [ | ||
Brian Granger
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r9191 | "Here are two system aliases:" | ||
Fernando Perez
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r5779 | ] | ||
}, | ||||
{ | ||||
"cell_type": "code", | ||||
"collapsed": false, | ||||
"input": [ | ||||
Brian Granger
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r9191 | "pwd" | ||
Fernando Perez
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r5779 | ], | ||
"language": "python", | ||||
MinRK
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r7739 | "metadata": {}, | ||
Fernando Perez
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r5779 | "outputs": [ | ||
{ | ||||
"output_type": "pyout", | ||||
Brian Granger
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r9191 | "prompt_number": 4, | ||
Fernando Perez
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r5779 | "text": [ | ||
Brian Granger
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r9191 | "u'/Users/bgranger/Documents/Computation/IPython/code/ipython/examples/notebooks'" | ||
Fernando Perez
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r5779 | ] | ||
} | ||||
], | ||||
Brian Granger
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r9191 | "prompt_number": 4 | ||
Fernando Perez
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r5779 | }, | ||
{ | ||||
"cell_type": "code", | ||||
"collapsed": false, | ||||
"input": [ | ||||
Brian Granger
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r9191 | "ls" | ||
Fernando Perez
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r5779 | ], | ||
"language": "python", | ||||
MinRK
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r7739 | "metadata": {}, | ||
Fernando Perez
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r5779 | "outputs": [ | ||
{ | ||||
Brian Granger
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r9191 | "output_type": "stream", | ||
"stream": "stdout", | ||||
Fernando Perez
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r5779 | "text": [ | ||
Brian Granger
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r9191 | "01_notebook_introduction.ipynb Octave Magic.ipynb\r\n", | ||
"Animations Using clear_output.ipynb PyLab and Matplotlib.ipynb\r\n", | ||||
"Basic Output.ipynb R Magics.ipynb\r\n", | ||||
"Custom Display Logic.ipynb Running Code.ipynb\r\n", | ||||
"Cython Magics.ipynb Script Magics.ipynb\r\n", | ||||
"Data Publication API.ipynb SymPy Examples.ipynb\r\n", | ||||
"Display System.ipynb Trapezoid Rule.ipynb\r\n", | ||||
"JS Progress Bar.ipynb Typesetting Math Using MathJax.ipynb\r\n", | ||||
"Local Files.ipynb animation.m4v\r\n", | ||||
"Markdown Cells.ipynb python-logo.svg\r\n", | ||||
"Notebook Tour.ipynb\r\n" | ||||
Fernando Perez
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r5779 | ] | ||
} | ||||
], | ||||
Brian Granger
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r9191 | "prompt_number": 2 | ||
Fernando Perez
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r5779 | }, | ||
{ | ||||
"cell_type": "markdown", | ||||
MinRK
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r7739 | "metadata": {}, | ||
Fernando Perez
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r5779 | "source": [ | ||
Brian Granger
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r9191 | "Any command line program can be run using `!` with string interpolation from Python variables:" | ||
Fernando Perez
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r5779 | ] | ||
}, | ||||
{ | ||||
Brian Granger
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r9191 | "cell_type": "code", | ||
"collapsed": false, | ||||
"input": [ | ||||
"message = 'The IPython notebook is great!'\n", | ||||
"# note: the echo command does not run on Windows, it's a unix command.\n", | ||||
"!echo $message" | ||||
], | ||||
"language": "python", | ||||
"metadata": {}, | ||||
"outputs": [] | ||||
}, | ||||
{ | ||||
Fernando Perez
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r5779 | "cell_type": "markdown", | ||
MinRK
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r7739 | "metadata": {}, | ||
Fernando Perez
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r5779 | "source": [ | ||
Brian Granger
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r9191 | "Tab completion works:" | ||
Fernando Perez
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r5779 | ] | ||
}, | ||||
{ | ||||
"cell_type": "code", | ||||
Brian Granger
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r9191 | "collapsed": false, | ||
Fernando Perez
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r5779 | "input": [ | ||
Brian Granger
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r9191 | "import numpy\n", | ||
"numpy.random." | ||||
Fernando Perez
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r5779 | ], | ||
"language": "python", | ||||
MinRK
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r7739 | "metadata": {}, | ||
Fernando Perez
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r5779 | "outputs": [], | ||
Brian Granger
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r9191 | "prompt_number": 9 | ||
Fernando Perez
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r5779 | }, | ||
{ | ||||
"cell_type": "markdown", | ||||
MinRK
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r7739 | "metadata": {}, | ||
Fernando Perez
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r5779 | "source": [ | ||
Matthias BUSSONNIER
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r13235 | "Shift-Tab on selection, or after `(` brings up a tooltip with the docstring:" | ||
Fernando Perez
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r5779 | ] | ||
}, | ||||
{ | ||||
"cell_type": "code", | ||||
"collapsed": false, | ||||
"input": [ | ||||
Brian Granger
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r9191 | "numpy.random.rand(" | ||
Fernando Perez
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r5779 | ], | ||
"language": "python", | ||||
MinRK
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r7739 | "metadata": {}, | ||
Brian Granger
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r9191 | "outputs": [] | ||
Fernando Perez
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r5779 | }, | ||
{ | ||||
"cell_type": "markdown", | ||||
MinRK
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r7739 | "metadata": {}, | ||
Fernando Perez
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r5779 | "source": [ | ||
Brian Granger
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r9191 | "Adding `?` opens the docstring in the pager below:" | ||
Fernando Perez
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r5779 | ] | ||
}, | ||||
{ | ||||
"cell_type": "code", | ||||
"collapsed": false, | ||||
"input": [ | ||||
Brian Granger
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r9191 | "magic?" | ||
Fernando Perez
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r5779 | ], | ||
"language": "python", | ||||
MinRK
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r7739 | "metadata": {}, | ||
Brian Granger
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r9191 | "outputs": [], | ||
"prompt_number": 8 | ||||
Fernando Perez
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r5779 | }, | ||
{ | ||||
"cell_type": "markdown", | ||||
MinRK
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r7739 | "metadata": {}, | ||
Fernando Perez
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r5779 | "source": [ | ||
Brian Granger
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r9191 | "Exceptions are formatted nicely:" | ||
Fernando Perez
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r5779 | ] | ||
}, | ||||
{ | ||||
"cell_type": "code", | ||||
"collapsed": false, | ||||
"input": [ | ||||
Brian Granger
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r9191 | "x = 1\n", | ||
"y = 4\n", | ||||
"z = y/(1-x)" | ||||
Fernando Perez
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r5779 | ], | ||
"language": "python", | ||||
MinRK
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r7739 | "metadata": {}, | ||
Fernando Perez
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r5779 | "outputs": [ | ||
{ | ||||
Brian Granger
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r9191 | "ename": "ZeroDivisionError", | ||
"evalue": "integer division or modulo by zero", | ||||
"output_type": "pyerr", | ||||
"traceback": [ | ||||
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mZeroDivisionError\u001b[0m Traceback (most recent call last)", | ||||
"\u001b[0;32m<ipython-input-15-dc39888fd1d2>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mx\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0my\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m4\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mz\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", | ||||
"\u001b[0;31mZeroDivisionError\u001b[0m: integer division or modulo by zero" | ||||
Fernando Perez
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r5779 | ] | ||
} | ||||
], | ||||
Brian Granger
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r9191 | "prompt_number": 15 | ||
Fernando Perez
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r5779 | }, | ||
{ | ||||
Brian Granger
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r9191 | "cell_type": "heading", | ||
"level": 2, | ||||
MinRK
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r7739 | "metadata": {}, | ||
Fernando Perez
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r5779 | "source": [ | ||
Brian Granger
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r9191 | "Working with external code" | ||
Fernando Perez
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r5779 | ] | ||
}, | ||||
{ | ||||
Brian Granger
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r9191 | "cell_type": "markdown", | ||
MinRK
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r7739 | "metadata": {}, | ||
Brian Granger
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r9191 | "source": [ | ||
"There are a number of ways of getting external code into code cells." | ||||
] | ||||
Fernando Perez
|
r5779 | }, | ||
{ | ||||
"cell_type": "markdown", | ||||
MinRK
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r7739 | "metadata": {}, | ||
Fernando Perez
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r5779 | "source": [ | ||
Brian Granger
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r9191 | "Pasting code with `>>>` prompts works as expected:" | ||
Fernando Perez
|
r5779 | ] | ||
}, | ||||
{ | ||||
"cell_type": "code", | ||||
"collapsed": false, | ||||
"input": [ | ||||
Brian Granger
|
r9191 | ">>> the_world_is_flat = 1\n", | ||
">>> if the_world_is_flat:\n", | ||||
Thomas Kluyver
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r9198 | "... print(\"Be careful not to fall off!\")" | ||
Fernando Perez
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r5779 | ], | ||
"language": "python", | ||||
MinRK
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r7739 | "metadata": {}, | ||
Fernando Perez
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r5779 | "outputs": [ | ||
{ | ||||
Brian Granger
|
r9191 | "output_type": "stream", | ||
"stream": "stdout", | ||||
Fernando Perez
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r5779 | "text": [ | ||
Brian Granger
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r9191 | "Be careful not to fall off!\n" | ||
Fernando Perez
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r5779 | ] | ||
} | ||||
], | ||||
Brian Granger
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r9191 | "prompt_number": 1 | ||
Fernando Perez
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r5779 | }, | ||
{ | ||||
"cell_type": "markdown", | ||||
MinRK
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r7739 | "metadata": {}, | ||
Fernando Perez
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r5779 | "source": [ | ||
Brian Granger
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r9191 | "The `%load` magic lets you load code from URLs or local files:" | ||
Fernando Perez
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r5779 | ] | ||
}, | ||||
{ | ||||
"cell_type": "code", | ||||
"collapsed": false, | ||||
"input": [ | ||||
Brian Granger
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r9191 | "%load?" | ||
Fernando Perez
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r5779 | ], | ||
"language": "python", | ||||
MinRK
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r7739 | "metadata": {}, | ||
Brian Granger
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r9191 | "outputs": [], | ||
"prompt_number": 14 | ||||
Fernando Perez
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r5779 | }, | ||
{ | ||||
"cell_type": "code", | ||||
"collapsed": false, | ||||
"input": [ | ||||
MinRK
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r11536 | "%matplotlib inline" | ||
Fernando Perez
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r5779 | ], | ||
"language": "python", | ||||
MinRK
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r7739 | "metadata": {}, | ||
MinRK
|
r11536 | "outputs": [], | ||
"prompt_number": 1 | ||||
Fernando Perez
|
r5779 | }, | ||
{ | ||||
Brian Granger
|
r9191 | "cell_type": "code", | ||
"collapsed": false, | ||||
"input": [ | ||||
"%load http://matplotlib.sourceforge.net/mpl_examples/pylab_examples/integral_demo.py" | ||||
], | ||||
"language": "python", | ||||
MinRK
|
r7739 | "metadata": {}, | ||
Brian Granger
|
r9191 | "outputs": [], | ||
MinRK
|
r11536 | "prompt_number": 2 | ||
Fernando Perez
|
r5779 | }, | ||
{ | ||||
"cell_type": "code", | ||||
"collapsed": false, | ||||
"input": [ | ||||
Brian Granger
|
r9191 | "#!/usr/bin/env python\n", | ||
"\n", | ||||
"# implement the example graphs/integral from pyx\n", | ||||
"from pylab import *\n", | ||||
"from matplotlib.patches import Polygon\n", | ||||
"\n", | ||||
"def func(x):\n", | ||||
" return (x-3)*(x-5)*(x-7)+85\n", | ||||
"\n", | ||||
"ax = subplot(111)\n", | ||||
"\n", | ||||
"a, b = 2, 9 # integral area\n", | ||||
"x = arange(0, 10, 0.01)\n", | ||||
"y = func(x)\n", | ||||
"plot(x, y, linewidth=1)\n", | ||||
"\n", | ||||
"# make the shaded region\n", | ||||
"ix = arange(a, b, 0.01)\n", | ||||
"iy = func(ix)\n", | ||||
MinRK
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r11536 | "verts = [(a,0)] + list(zip(ix,iy)) + [(b,0)]\n", | ||
Brian Granger
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r9191 | "poly = Polygon(verts, facecolor='0.8', edgecolor='k')\n", | ||
"ax.add_patch(poly)\n", | ||||
"\n", | ||||
"text(0.5 * (a + b), 30,\n", | ||||
" r\"$\\int_a^b f(x)\\mathrm{d}x$\", horizontalalignment='center',\n", | ||||
" fontsize=20)\n", | ||||
"\n", | ||||
"axis([0,10, 0, 180])\n", | ||||
"figtext(0.9, 0.05, 'x')\n", | ||||
"figtext(0.1, 0.9, 'y')\n", | ||||
"ax.set_xticks((a,b))\n", | ||||
"ax.set_xticklabels(('a','b'))\n", | ||||
"ax.set_yticks([])\n", | ||||
"show()\n" | ||||
Fernando Perez
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r5779 | ], | ||
"language": "python", | ||||
MinRK
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r7739 | "metadata": {}, | ||
MinRK
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r11536 | "outputs": [ | ||
{ | ||||
"metadata": {}, | ||||
"output_type": "display_data", | ||||
"png": 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| ||||
"text": [ | ||||
"<matplotlib.figure.Figure at 0x110035290>" | ||||
] | ||||
} | ||||
], | ||||
"prompt_number": 3 | ||||
Fernando Perez
|
r5779 | } | ||
MinRK
|
r7739 | ], | ||
"metadata": {} | ||||
Fernando Perez
|
r5779 | } | ||
] | ||||
Matthias BUSSONNIER
|
r13235 | } | ||