{ "metadata": { "name": "python_libraries" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Numpy" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import numpy as np" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "vector = np.arange(12)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "vector.shape" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 3, "text": [ "(12,)" ] } ], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "vector.dtype" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 4, "text": [ "dtype('int64')" ] } ], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Another way of making the same array is:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "vector_again = np.array([0,1,2,3,4,5,6,7,8,9,10,11]) # array from a list" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Addition and so on work on elements, rather like the MATLAB dot syntax for element-wise operations:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "vector + 1" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 6, "text": [ "array([ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12])" ] } ], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "vector * 2" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 7, "text": [ "array([ 0, 2, 4, 6, 8, 10, 12, 14, 16, 18, 20, 22])" ] } ], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "vector + vector_again" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 8, "text": [ "array([ 0, 2, 4, 6, 8, 10, 12, 14, 16, 18, 20, 22])" ] } ], "prompt_number": 8 }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can make 2 or more dimensions:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "arr2d = vector.reshape((4, 3))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "arr2d" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 10, "text": [ "array([[ 0, 1, 2],\n", " [ 3, 4, 5],\n", " [ 6, 7, 8],\n", " [ 9, 10, 11]])" ] } ], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "a_transpose_a = arr2d.T.dot(arr2d)\n", "a_transpose_a" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 11, "text": [ "array([[126, 144, 162],\n", " [144, 166, 188],\n", " [162, 188, 214]])" ] } ], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "np.linalg.inv(a_transpose_a)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 12, "text": [ "array([[ -1.18515780e+13, 2.37031559e+13, -1.18515780e+13],\n", " [ 2.37031559e+13, -4.74063119e+13, 2.37031559e+13],\n", " [ -1.18515780e+13, 2.37031559e+13, -1.18515780e+13]])" ] } ], "prompt_number": 12 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Get help with:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "np.lookfor('correlation')" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Search results for 'correlation'\n", "--------------------------------\n", "numpy.corrcoef\n", " Return correlation coefficients.\n", "numpy.correlate\n", " Cross-correlation of two 1-dimensional sequences.\n", "numpy.ma.corrcoef\n", " Return correlation coefficients of the input array.\n", "numpy.cov\n", " Estimate a covariance matrix, given data.\n" ] } ], "prompt_number": 13 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Scipy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Scipy is a large library. Check out what is in there by doing:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import scipy" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 14 }, { "cell_type": "markdown", "metadata": {}, "source": [ "and then doing tab completion. In fact, there is so much in there, that when you import ``scipy``, it does not load all its submodules, as this would take too long. So, you have to import them individually before using them." ] }, { "cell_type": "code", "collapsed": false, "input": [ "import scipy.io\n", "import scipy.ndimage\n", "import scipy.optimize\n", "import scipy.stats" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 15 }, { "cell_type": "code", "collapsed": false, "input": [ "scipy.io.savemat('for_matlab.mat', {'arr2d': arr2d, 'vector': vector})" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/scipy/io/matlab/mio.py:266: FutureWarning: Using oned_as default value ('column') This will change to 'row' in future versions\n", " oned_as=oned_as)\n" ] } ], "prompt_number": 16 }, { "cell_type": "code", "collapsed": false, "input": [ "import glob\n", "glob.glob('*.mat')" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 17, "text": [ "['for_matlab.mat']" ] } ], "prompt_number": 17 }, { "cell_type": "code", "collapsed": false, "input": [ "mat_contents = scipy.io.loadmat('for_matlab.mat')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 18 }, { "cell_type": "code", "collapsed": false, "input": [ "mat_contents" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 19, "text": [ "{'__globals__': [],\n", " '__header__': 'MATLAB 5.0 MAT-file Platform: posix, Created on: Fri Feb 22 09:36:00 2013',\n", " '__version__': '1.0',\n", " 'arr2d': array([[ 0, 1, 2],\n", " [ 3, 4, 5],\n", " [ 6, 7, 8],\n", " [ 9, 10, 11]]),\n", " 'vector': array([[ 0],\n", " [ 1],\n", " [ 2],\n", " [ 3],\n", " [ 4],\n", " [ 5],\n", " [ 6],\n", " [ 7],\n", " [ 8],\n", " [ 9],\n", " [10],\n", " [11]])}" ] } ], "prompt_number": 19 }, { "cell_type": "code", "collapsed": false, "input": [ "random_arr = np.random.normal(size=(128, 128))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 20 }, { "cell_type": "code", "collapsed": false, "input": [ "%pylab inline" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\n", "Welcome to pylab, a matplotlib-based Python environment [backend: module://IPython.zmq.pylab.backend_inline].\n", "For more information, type 'help(pylab)'.\n" ] } ], "prompt_number": 21 }, { "cell_type": "code", "collapsed": false, "input": [ "import matplotlib.pyplot as plt\n", "plt.imshow(random_arr)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 22, "text": [ "" ] }, { "output_type": "display_data", "png": 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pCk5+Lt7NmjSAoYpE2SfO3s2iqZQiadtm1nqEfx/4A/xijriwi32gxmElRnE/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zlNNzN4nfy6I/pbA1muSq8wzrnkFWvGOkrGuMMMsgK9ip08SKhxLnuMxDdYI/l36PhLSDlwJD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\n6fZL7Ioe3uYse6VZomqKP67/Lu9KT6DvaRBTdkl3oox35kkoGxz3XqRlOzi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P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rt9J3mi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\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} ], "prompt_number": 22 }, { "cell_type": "code", "collapsed": false, "input": [ "smoothed_arr = scipy.ndimage.gaussian_filter(random_arr, 8)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 23 }, { "cell_type": "code", "collapsed": false, "input": [ "plt.imshow(smoothed_arr)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 24, "text": [ "" ] }, { "output_type": "display_data", "png": 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zQjwDwhDYVtDAgIFfMkaHyirH8Rr6/2xqm5DgyMO7jOwTkvdwPiF7j+Iz4F2T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\n" } ], "prompt_number": 24 }, { "cell_type": "code", "collapsed": false, "input": [ "def func(x):\n", " return x ** 2 - 5 * x + 4\n", "x = np.linspace(-3, 7)\n", "plt.plot(x, func(x)) " ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 25, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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} ], "prompt_number": 25 }, { "cell_type": "code", "collapsed": false, "input": [ "scipy.optimize.fmin_powell(func, 0)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Optimization terminated successfully.\n", " Current function value: -2.250000\n", " Iterations: 2\n", " Function evaluations: 39\n" ] }, { "output_type": "pyout", "prompt_number": 26, "text": [ "array(2.5000000105713474)" ] } ], "prompt_number": 26 }, { "cell_type": "code", "collapsed": false, "input": [ "rv = scipy.stats.norm(0, 1)\n", "x = np.linspace(-3, 3)\n", "pdf = rv.pdf(x)\n", "pdf" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 27, "text": [ "array([ 0.00443185, 0.00635135, 0.00896675, 0.01247075, 0.01708592,\n", " 0.02306069, 0.03066159, 0.04016108, 0.05182083, 0.0658706 ,\n", " 0.08248352, 0.10174921, 0.12364689, 0.1480211 , 0.17456307,\n", " 0.20280069, 0.2320998 , 0.26167871, 0.29063661, 0.31799518,\n", " 0.34275126, 0.36393672, 0.38068082, 0.39226937, 0.39819528,\n", " 0.39819528, 0.39226937, 0.38068082, 0.36393672, 0.34275126,\n", " 0.31799518, 0.29063661, 0.26167871, 0.2320998 , 0.20280069,\n", " 0.17456307, 0.1480211 , 0.12364689, 0.10174921, 0.08248352,\n", " 0.0658706 , 0.05182083, 0.04016108, 0.03066159, 0.02306069,\n", " 0.01708592, 0.01247075, 0.00896675, 0.00635135, 0.00443185])" ] } ], "prompt_number": 27 }, { "cell_type": "code", "collapsed": false, "input": [ "plt.plot(pdf)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 28, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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l2csa/DMlJyfz9ttvA/D222/XJz1/ZxgGqampREVFMXny5Pqfm7E9\n9u3bx4EDBwA4evQoH3/8MbGxsaZsi+eeew6Hw8HWrVtZsGABN9xwA++8844p26K6uprDhw8DUFVV\nxfLly4mOjm56W7TWhEJjli5davTu3dvo1auX8dxzz+kKQ4uUlBQjKCjIsFqtht1uN+bMmWP88MMP\nxqBBg0y3pGzVqlWGxWIxYmJijH79+hn9+vUzli1bZsr2KC0tNWJjY42YmBgjOjra+Otf/2oYhmHK\ntjhVYWGhcfPNNxuGYc62+P77742YmBgjJibG6NOnT32+bGpbaD28RAghRNvQMowjhBCibUmyF0II\nE5BkL4QQJiDJXgghTECSvRBCmIAkeyGEMIH/B9UQ/lIwaaucAAAAAElFTkSuQmCC\n" } ], "prompt_number": 28 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Get help with:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "scipy.lookfor('convolution')" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Search results for 'convolution'\n", "--------------------------------\n", "numpy.convolve\n", " Returns the discrete, linear convolution of two one-dimensional sequences.\n", "numpy.bartlett\n", " Return the Bartlett window.\n", "numpy.correlate\n", " Cross-correlation of two 1-dimensional sequences.\n" ] } ], "prompt_number": 29 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Matplotlib" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You've already seen matplotlib in action above, displaying images and plots. Here a little more." ] }, { "cell_type": "code", "collapsed": false, "input": [ "x = np.linspace(-np.pi, np.pi)\n", "y = np.sin(x)\n", "y2 = np.cos(x)\n", "plt.plot(x, y)\n", "plt.plot(x, y2, 'g:')" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 30, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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} ], "prompt_number": 30 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Cython" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Cython allows you to write code that can make use of C compilation speed from within Python" ] }, { "cell_type": "code", "collapsed": false, "input": [ "def sum_to(n): # A python function\n", " result = 0\n", " for val in range(1, n):\n", " result += val\n", " return result" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 31 }, { "cell_type": "code", "collapsed": false, "input": [ "sum_to(100)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 32, "text": [ "4950" ] } ], "prompt_number": 32 }, { "cell_type": "code", "collapsed": false, "input": [ "%load_ext cythonmagic" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 33 }, { "cell_type": "code", "collapsed": false, "input": [ "%%cython\n", "def cython_sum_to(int n): # A Cython function\n", " cdef int result = 0 # Tell Cython that result is a C int\n", " cdef int val # ditto val\n", " for val in range(1, n): # Now this loop gets compiled to C\n", " result += val\n", " return result" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 34 }, { "cell_type": "code", "collapsed": false, "input": [ "cython_sum_to(100)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 35, "text": [ "4950" ] } ], "prompt_number": 35 }, { "cell_type": "code", "collapsed": false, "input": [ "%timeit sum_to(10000)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "1000 loops, best of 3: 1.1 ms per loop\n" ] } ], "prompt_number": 36 }, { "cell_type": "code", "collapsed": false, "input": [ "%timeit cython_sum_to(10000)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "100000 loops, best of 3: 8.7 us per loop\n" ] } ], "prompt_number": 37 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Sympy" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import sympy" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 38 }, { "cell_type": "code", "collapsed": false, "input": [ "X = sympy.Symbol('X')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 39 }, { "cell_type": "code", "collapsed": false, "input": [ "my_formula = X**2 + X / 2 + sympy.sin(X)\n", "my_formula" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 40, "text": [ "X**2 + X/2 + sin(X)" ] } ], "prompt_number": 40 }, { "cell_type": "code", "collapsed": false, "input": [ "my_formula.diff()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 41, "text": [ "2*X + cos(X) + 1/2" ] } ], "prompt_number": 41 }, { "cell_type": "code", "collapsed": false, "input": [ "my_formula.integrate()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 42, "text": [ "X**3/3 + X**2/4 - cos(X)" ] } ], "prompt_number": 42 } ], "metadata": {} } ] }