{ "metadata": { "name": "low_frequency_drifts" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "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.kernel.zmq.pylab.backend_inline].\n", "For more information, type 'help(pylab)'.\n" ] } ], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "import numpy as np\n", "import matplotlib.pylab as plt" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "from nipy.modalities.fmri import design_matrix as dmtx" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "highpass = dmtx._cosine_drift(2, np.arange(0,180,1))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 14 }, { "cell_type": "code", "collapsed": false, "input": [ "highpass.shape\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 15, "text": [ "(180, 180)" ] } ], "prompt_number": 15 }, { "cell_type": "code", "collapsed": false, "input": [ "plt.imshow(highpass, interpolation=\"nearest\")" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 18, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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CLOFhj7ZnChr9QJBGq3BHwTPAWP8QsR7Roh2DrsdLAGNDn2+AYQBwHCqBYSTL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o8Tz5OfhCnThTFgwCk5hspncrxMiorxcRvqjNuSqAfS+rkN2Rhw/c5AbQwmQswplMZAN305503G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\nkLaDlY3ay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"text": [ "" ] } ], "prompt_number": 18 }, { "cell_type": "code", "collapsed": false, "input": [ "plt.plot(highpass[:,80])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 29, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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WLVtQX1+fc019fT2efPJJAMCrr76KiRMnoqqqCh0dHTjzbvaqvb0dzz//PBYu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\noEX7PgyDzim87DLgtdfi+2U0DMcR2bdPHS0Afqg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4//779TIOVyurMWPrDKi0Kpx58Az8XPysrre0pQUbiovxYWio3vGKih8gkSyG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J5OHODly4HlM+IRp58BHRowckEOZmfNvnA/zIP9+wMZVcl7F5s6Q2EhUFEO3JKUAkU0U9u/+x3c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\nb61cKYZQ99GMVE1IiJnp94kTY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