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November 9, 2012 21:03
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Python examples iPython Notebook
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{ | |
"metadata": { | |
"name": "Python examples" | |
}, | |
"nbformat": 3, | |
"nbformat_minor": 0, | |
"worksheets": [ | |
{ | |
"cells": [ | |
{ | |
"cell_type": "heading", | |
"level": 1, | |
"metadata": {}, | |
"source": "Python Code examples" | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "def fib(n): # write Fibonacci series up to n\n a, b = 0, 1\n while b < n:\n print b,\n a, b = b, a+b\n\n\nfib(10)", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": "1 1 2 3 5 8" | |
} | |
], | |
"prompt_number": 5 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "def fizzbuzz(n):\n \"\"\"\n fizzbuzz(n) -> [first n Fizz Buzz answers]\n \"\"\"\n \n answers = []\n for x in range(1,n+1):\n answer = \"\"\n if not x%3:\n answer += \"Fizz\"\n if not x%5:\n answer += \"Buzz\"\n if not answer:\n answer = x\n answers.append(answer)\n return answers\n\nfizzbuzz(20)", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "pyout", | |
"prompt_number": 5, | |
"text": "[1,\n 2,\n 'Fizz',\n 4,\n 'Buzz',\n 'Fizz',\n 7,\n 8,\n 'Fizz',\n 'Buzz',\n 11,\n 'Fizz',\n 13,\n 14,\n 'FizzBuzz',\n 16,\n 17,\n 'Fizz',\n 19,\n 'Buzz']" | |
} | |
], | |
"prompt_number": 5 | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 1, | |
"metadata": {}, | |
"source": "MatLib Examples" | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "plot(rand(500))\ntitle(\"Random data\")", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "pyout", | |
"prompt_number": 15, | |
"text": "<matplotlib.text.Text at 0xa13fbac>" | |
}, | |
{ | |
"output_type": "display_data", | |
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02g8+xODltyXRbNxoT2O/8Y08zKlTq0s0wn4sltwswIcY/MSJ9bxZQCqDOp+z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1eHsrIyXH/99Rg3blxB1sX999+PJ598EnFmGHgh1gNgpZTPmDED9fX1eOaZZwAEWxehziapm0df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\nTkSuQmCC\n" | |
} | |
], | |
"prompt_number": 15 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "#More examples here http://matplotlib.org/examples/index.html\n\nfrom mpl_toolkits.mplot3d import Axes3D\nimport numpy as np\nimport matplotlib.pyplot as plt\n\nfig = plt.figure()\nax = fig.gca(projection='3d')\n\nx = np.linspace(0, 1, 100)\ny = np.sin(x * 2 * np.pi) / 2 + 0.5\nax.plot(x, y, zs=0, zdir='z', label='zs=0, zdir=z')\n\ncolors = ('r', 'g', 'b', 'k')\nfor c in colors:\n x = np.random.sample(20)\n y = np.random.sample(20)\n ax.scatter(x, y, 0, zdir='y', c=c)\n\nax.legend()\nax.set_xlim3d(0, 1)\nax.set_ylim3d(0, 1)\nax.set_zlim3d(0, 1)\n\nplt.show()", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"png": 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3FhUVFfz+jt9TaioFCfJfyOfeP95Lly5dGq2PoCgKZWVl+Hy+hM81kTFlWaa6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| |
} | |
], | |
"prompt_number": 7 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "from mpl_toolkits.mplot3d.axes3d import Axes3D\nimport matplotlib.pyplot as plt\n\n\n# imports specific to the plots in this example\nimport numpy as np\nfrom matplotlib import cm\nfrom mpl_toolkits.mplot3d.axes3d import get_test_data\n\n# Twice as wide as it is tall.\nfig = plt.figure(figsize=plt.figaspect(0.5))\n\n#---- First subplot\nax = fig.add_subplot(1, 2, 1, projection='3d')\nX = np.arange(-5, 5, 0.25)\nY = np.arange(-5, 5, 0.25)\nX, Y = np.meshgrid(X, Y)\nR = np.sqrt(X**2 + Y**2)\nZ = np.sin(R)\nsurf = ax.plot_surface(X, Y, Z, rstride=1, cstride=1, cmap=cm.jet,\n linewidth=0, antialiased=False)\nax.set_zlim3d(-1.01, 1.01)\n\nfig.colorbar(surf, shrink=0.5, aspect=10)\n\n#---- Second subplot\nax = fig.add_subplot(1, 2, 2, projection='3d')\nX, Y, Z = get_test_data(0.05)\nax.plot_wireframe(X, Y, Z, rstride=10, cstride=10)\n\nplt.show()", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"png": 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UmeLhhx2cc46X++8PU1xcdW3ffSfTo0dV7kL37oruct25U6ZrVwXjLZIkiS5d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\nM6zqlYxMtGS3bNnCoUOHGD1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uGo3qLlvxeX2gUSzMHPnZKI0HpGxD9uijj3LBBRewdu3a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7qxBLycteGMZSASE6FXL5kff3Rx8KCdTp0Eli6No2bNgnTrZubsWQdNmjiJiVG5ckWgQweZ++5T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\njQDQBFNDQ0NDQyMA/h/61NGJ+C+6OwAAAABJRU5ErkJggg==\n" | |
} | |
], | |
"prompt_number": 8 | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 1, | |
"metadata": {}, | |
"source": "Other examples" | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "from IPython.lib.display import YouTubeVideo\nYouTubeVideo('26wgEsg9Mcc')", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"html": "\n <iframe\n width=\"400\"\n height=\"300\"\n src=\"http://www.youtube.com/embed/26wgEsg9Mcc\"\n frameborder=\"0\"\n allowfullscreen\n ></iframe>\n ", | |
"output_type": "pyout", | |
"prompt_number": 14, | |
"text": "<IPython.lib.display.YouTubeVideo at 0xa650b6c>" | |
} | |
], | |
"prompt_number": 14 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [] | |
} | |
], | |
"metadata": {} | |
} | |
] | |
} |
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