{ "metadata": { "name": "", "signature": "sha256:fdff3e4665f29451ecc372d5b87fd6a30739f48189af1e00d4a7f9c2d6c9b198" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "DWT" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "import pywt" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "def tf(signal, fs, w=256, wtime=False, poverlap=None, ylim=None, colorbar=False, vmin=None, vmax=None):\n", " dt = 1./fs\n", " n = signal.size\n", " t = np.arange(0.0, n*dt, dt)\n", " \n", " if wtime:\n", " # Then the window length is time so change to samples\n", " w *= fs\n", " w = int(w)\n", " \n", " if poverlap:\n", " # Then overlap is a percentage\n", " noverlap = int(w * poverlap/100.)\n", " else:\n", " noverlap = w - 1\n", " \n", " plt.figure(figsize=(12,8))\n", " plt.subplot(211)\n", " plt.plot(t, signal)\n", " ax1 = plt.subplot(212)\n", " Pxx, freqs, bins, im = plt.specgram(signal, NFFT=w, Fs=fs, noverlap=noverlap, cmap='Greys', vmin=vmin, vmax=vmax)\n", " if colorbar: plt.colorbar()\n", " if ylim:\n", " ax1.set_ylim((0,ylim))\n", " plt.show()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "synthetic = np.loadtxt('benchmark_signals/synthetic.txt')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "tf(synthetic, 800, w=128, ylim=256, vmin=-30)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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28l71sfrZz4rvv/zl+n2GosSpV/i1muuprofHuuMO29bHiuzGIsYxMTZlSjkf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\n", "text": [ "" ] } ], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "print pywt.wavelist('sym')" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "['sym2', 'sym3', 'sym4', 'sym5', 'sym6', 'sym7', 'sym8', 'sym9', 'sym10', 'sym11', 'sym12', 'sym13', 'sym14', 'sym15', 'sym16', 'sym17', 'sym18', 'sym19', 'sym20']\n" ] } ], "prompt_number": 149 }, { "cell_type": "code", "collapsed": false, "input": [ "cA6, cD7, cD6, cD5, cD4, cD3, cD2, cD1 = pywt.wavedec(synthetic, \"sym16\", level=7) " ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 216 }, { "cell_type": "code", "collapsed": false, "input": [ "c= pywt.wavedec(synthetic, \"sym20\", level=16) \n", "plt.plot(c[1])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 223, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 186 }, { "cell_type": "code", "collapsed": false, "input": [ "64*2**6" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 155, "text": [ "4096" ] } ], "prompt_number": 155 }, { "cell_type": "code", "collapsed": false, "input": [ "c1 = np.repeat(cD1,1)[:4096]\n", "c2 = np.repeat(cD2,2)[:4096]\n", "c3 = np.repeat(cD3,4)[:4096]\n", "c4 = np.repeat(cD4,8)[:4096]\n", "c5 = np.repeat(cD5,16)[:4096]\n", "c6 = np.repeat(cD6,32)[:4096]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 156 }, { "cell_type": "code", "collapsed": false, "input": [ "i1 = np.repeat(c1[:,np.newaxis], 64, axis=1)\n", "i2 = np.repeat(c2[:,np.newaxis], 32, axis=1)\n", "i3 = np.repeat(c3[:,np.newaxis], 16, axis=1)\n", "i4 = np.repeat(c4[:,np.newaxis], 8, axis=1)\n", "i5 = np.repeat(c5[:,np.newaxis], 4, axis=1)\n", "i6 = np.repeat(c6[:,np.newaxis], 2, axis=1)\n", "i1.shape" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 157, "text": [ "(4096, 64)" ] } ], "prompt_number": 157 }, { "cell_type": "code", "collapsed": false, "input": [ "spec = np.zeros((4096, 126))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 158 }, { "cell_type": "code", "collapsed": false, "input": [ "spec[:, :2] = i6\n", "spec[:, 2:6] = i5\n", "spec[:, 6:14] = i4\n", "spec[:, 14:30] = i3\n", "spec[:, 30:62] = i2\n", "spec[:, 62:] = i1\n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 159 }, { "cell_type": "code", "collapsed": false, "input": [ "plt.figure(figsize=(14,7))\n", "plt.imshow(np.abs(spec.T), aspect=\"auto\", origin=\"lower\", cmap=\"Greys\")\n", "plt.colorbar()\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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AxfHgIB0m3r5Q96qpZMR3+sMl/5jpcEsmk6ysrGyZ1m63yWazgIHKYdZut0ml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\neNisnko5VatVent7uXHjBqdOnWJ1dZVz586ZFV3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"text": [ "" ] } ], "prompt_number": 160 }, { "cell_type": "code", "collapsed": false, "input": [ "def specdwt(signal, wavelet, level):\n", " length = signal.shape[0]/2.\n", " coeffs = pywt.wavedec(signal, wavelet, level=level)[1:]\n", " \n", " exp = []\n", " for i, c in enumerate(reversed(coeffs)):\n", " exp.append(np.repeat(c,2**i)[:length])\n", " \n", " exp2 = []\n", " cols = 0\n", " for i, e in enumerate(reversed(exp)):\n", " repeats = 2**(i+1)\n", " exp2.append(np.repeat(e[:,np.newaxis], repeats, axis=1))\n", " cols += repeats\n", " \n", " spec = np.zeros((length, cols))\n", " \n", " end = 0\n", " for i, e in enumerate(exp2):\n", " start = end\n", " end = start + 2**(i+1)\n", " spec[:, start:end] = e\n", " \n", " plt.figure(figsize=(14,7))\n", " plt.imshow(np.abs(spec.T), aspect=\"auto\", origin=\"lower\", cmap=\"Greys\", interpolation=\"none\")\n", " plt.colorbar()\n", " plt.show()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 224 }, { "cell_type": "code", "collapsed": false, "input": [ "l = [1,2,3,4,5,6]\n", "for i, a in enumerate(reversed(l)):\n", " print i, a" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "0 6\n", "1 5\n", "2 4\n", "3 3\n", "4 2\n", "5 1\n" ] } ], "prompt_number": 225 }, { "cell_type": "code", "collapsed": false, "input": [ "specdwt(synthetic, \"sym5\", level=12)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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+vPbaa3R2drJixQp+/vOf09nZycqVK9m9ezd9fX20t7dz6NAhVq1axcjICJOT\nk6xbt45du3YxMTHB5ZdfzgsvvMCyZctYuXJl5XVJp9MMDg6ycuVKurq6yGazTExMVN6D8t9ioPLz\nXP6ZLpVKFAoFCoVCZbu9vZ1sNktvby8AY2NjDA8Pk06n6e7upre3l6NHj3Lo0CE2bNhAJpOpnMOp\nVIpf/vKXXHTRRezbt4++vj4ymQwHDx4EYHJykiVLlrB27Vr27NnDxo0bK/s+55xzePHFF+nu7q6c\n5+Vxvf71r6dQKDA5OcmBAwfo7u5mxYoV/OIXv6C7u5tcLkc+n2fDhg2V/Q4NDXHuueeyY8cOLrjg\nAg4cOFB5nv3795NOp+nt7SWTyfDaa69Vfv8uXbq08vNaVn6NJiYmyOVypFIpenp6aGtrY3x8nHw+\nz9KlS5mcnCSTybBkyRKOHTs25W9RV1cXJ06cIJPJTPk9m06nK699Z2cnuVyOYrFY6ZPNZiuvQ/nc\nKpVKlcfWC1Cr3/O5Ch8T15iz9NJLLzVlR5dccgks4DjNlEuSJCmx4pIp90JPSZIkKWIG5ZIkSVLE\nLF+RJElSYsWlfMWgXJIkSYkVl6Dc8hVJkiQpYgblkiRJUsQsX5EkSVJiWb4iSZIkCTBTLkmSpASL\nS6bcoFySJEmJFZeg3PIVSZIkqfk2AE8ALwIvAB89VWcz5ZIkSVLz5YA/BH4KdAPPAo8BP6/V2aBc\nkiRJidXC8pVXwwXgOEEwvpY6QbnlK5IkSVJrnQe8FfhxvQ5myiVJkpRY882U/+hHP+Kpp55qpGs3\n8HXgYwQZ85oMyiVJkqQ5esc73sE73vGOyvbnPve5Wt3agW8AXwG+dar9Wb4iSZIkNV8KuAfYBtSM\n2KsZlEuSJCmxUqlUU5YargA+BLwbeC5crq03DstXJEmSlFgtnH3lh8whAW6mXJIkSYqYmXJJkiQl\nVgsz5XNiplySJEmKmEG5JEmSFDHLVyRJkpRYlq9IkiRJAsyUS5IkKcHikik3KJckSVJixSUot3xF\nkiRJiphBuSRJkhQxy1ckSZKUWJavSJIkSQLMlEuSJCnBzpRM+W7gZ8BzwNNhWx/wGLAD+B6wvKr/\nHcBOYDtwTVX7ZcDW8L67FjgmSZIkaVFZaFBeAvqBtwK/HrbdThCUXww8Hm4DXAp8MLy9Fvg8UP7X\n5G7gFuB14XLtAsclSZIkLRrNqCmfnvO/Drg3XL8XeH+4fj3wAJAjyLDvAt4GrAF6OJlpv6/qMZIk\nSVLLpFIY8GjAAAAN4UlEQVSppiwL1YxM+feBZ4Bbw7ZVwIFw/UC4DbAW2Ff12H3Auhrtg2G7JEmS\n1FJxCcoXeqHnFcArwDkEJSvbp91fCpemuPPOOymVSqRSKa688kr6+/ubtWtJkiQ1wcDAAAMDA1EP\nY9FZaFD+Snh7EPg7grryA8Bq4FWC0pShsM8gsKHqsesJMuSD4Xp1+2CtJ/vkJz9JqVQinU5TKBQW\nOHRJkiQ1W39//5TE6ZYtW6IbTAPOhNlXughqwQGWEsymshV4CLg5bL8Z+Fa4/hBwI5AFzie4oPNp\nguB9hKC+PAV8uOoxkiRJ0hlvIZnyVQTZ8fJ+vkowBeIzwNcIZlPZDdwQ9tkWtm8D8sBtnCxtuQ34\nMrAEeBh4ZAHjkiRJkhaVhQTlLwNvqdF+CLi6zmM+FS7TPQtsWsBYJEmSpDmLS/mK3+gpSZKkxIpL\nUN6MecolSZIkLYBBuSRJkhQxy1ckSZKUWJavSJIkSQLMlEuSJCnB4pIpj8coGlMqlUqUSiUKhQIn\nTpwA4Pjx46xZs4ZXXnmFZcuWAVAoFBgdHWX16tWnbAdYtmxZQ+1AZV+ztQNTnvtU7cCMsdZrn8ux\nnWnHfPToUTZs2BDJscX5fV5s7+f09sHBQXp6gu8gS6fTHD16lLVr13L48GGWLl0KwMTEBIVCgaVL\nl1aObfXq1QwPD1MoFFi1ahW7d+8GYOPGjQwNDdHV1UVnZ2fl8X19feTzecbGxshkMgAcOXKEfD5P\nJpOZcmwjIyNs2LCh8jsGIJvNMjY2Ri6Xq4x3aGiIs88+m2PHjpHJZOjq6gLg2LFjnH322Rw6dKhy\nDKOjo0xOTtLX18e+fftYvnw5AG1tbYyMjLBmzRoOHz4MwNKlS8+oYz7rrLMYGhpi7dq1AOTzeQqF\nAplMhlIp+KqK8fFx2trayGazjIyMkE4HH+L29vZy5MgRCoUCvb29lZ8BCP6Ijo6OVo6tWCwyNDTE\nunXraGsL8k1jY2Nks1l2795deX6AwcFBzj33XDKZDJ2dnZVx/PKXv2RkZISzzjqrst/XXnuNI0eO\n0NHRQW9vb6V9fHyc0dFRJiYmKs/X3d3NihUrWLFiBV1dXRw9erSyj8OHD1MoFCrvfXmce/bs4ciR\nI6xYsQKACy64gH379rFnzx7WrFlTeY8ee+wxLrjgApYtW8Y//uM/AvA7v/M7fPOb3+Rd73oXBw8e\nnDKGgwcPct5557Fjxw4ALrzwQv7lX/6F5cuXV86TV155hQsuuICxsTFefvllzj777Mo5+KMf/YhL\nLrmESy65pPKaDQ0NMTk5SU9PT6Xv8uXLaWtrY3x8nFwuV3mPy+d3e3s7HR0dldf+xIkTjIyMMDEx\nUWkv72t4eLjSds455zA0NERnZyfZbLZyvvb29nL8+HG6u7sZGxsDoL29nXQ6TS6XI5vNVgKsfD5P\nKpWira1tynlSfr/L59H09bgEaPNRfWzTpVIpisXijO10Ol1pT6VSle3p+5r+uszl9Qr7xPWFLR05\ncqQpOwp/vud9nJavSJIkSRGzfEWSJEmJFZdPR8yUS5IkSREzKJckSZKa74vAAWBrI50NyiVJkpRY\nqVSqKUsNXwKubXQcBuWSJElS8z0JHG60s0G5JEmSFDFnX5EkSVJizXf2lSeffJInn3yyaeMwKJck\nSZLm6Morr+TKK6+sbH/6059e0P4sX5EkSZIiZlAuSZKkxGrh7CsPAP8EXAzsBX73VOOwfEWSJElq\nvpvm0tlMuSRJkhQxM+WSJElKrPnOvtJsZsolSZKkiBmUS5IkSRGzfEWSJEmJZfmKJEmSJMCgXJIk\nSYqc5SuSJElKLMtXJEmSJAEG5ZIkSVLkDMolSZKkiMWjiKYxpYmJiUrdTzp98v+JUqkEQC6Xq7S9\n9NJLAGzfvn3Gjt70pjfNWH/hhRem3Dbaf7bHzLd/o2Oaa/9aY0riMdd6jMcc7TEUi0UALr300hn9\nd+3aBcCLL75YaRsdHQVg06ZNlbY3v/nNM/a7devWKeOp7l9eP1X/6rFUP7Y8lm3btgFTaxLL/V//\n+tdX2sq/k372s5/NOIbLLrus0vaGN7wBgJ07d055nur+i+2Yq/df/t19/fXXV9o+/elPA/De974X\ngNWrV1fue/DBBwG46aabKm1PPvkkAKtWraq05fN5ADo7Oytte/bsAeC6664D4P7776/cV37N3/jG\nN1bannjiCQCGh4crbRdddBEA559/PgArV66s3Nfe3s505b9HR44cqbTt378fOPn+AZxzzjlT9rt3\n797KfT09PQBkMpm6+wfo7e0FYGxsbEa/8mOr91F+v2rVz9Zqq36uU7VV/z0+XeY6tvL5ASdfk0Kh\nUGk71Wszvc9sbXFR/Xqc6v1txjGUf39X7696v+F6XF+sUq2foflYsmQJLOA4vdBTkiRJiRWXf64s\nX5EkSZIiZlAuSZIkRczyFUmSJCWW5SuSJEmSAINySZIkKXKWr0iSJCmxLF+RJEmSBBiUS5IkSZGz\nfEWSJEmJZfmKJEmSJMCgXJIkSYpcPPL1jSmNj49XNvL5/IwOmUxm5oNKpRltf/3Xfz2j7dZbb53R\nduDAgRlthUJhRtv69etntL300ktTti+88MIZfQ4ePNi0/S/kOVq9/2Y/RxSvUaPPEZfXqNHniPP7\nXOtnfN26dTPaduzYMaPtoosumnX/ALlcbkbbxo0bG3qOCy64YMr20NDQjD7FYnFGW6PHMH3/MP/3\nYfv27TP61HoPhoeHZ7TVeh9qvc+1jqHWc9R6ndrb26dsr1y5ckafiYmJhsa2ZMmSGW21/jZMf06o\n/fcinZ49d1XrcVF9HD59LLXO8ba2+VeuNvJ6QO3zstb70EwLeR/i9B6eicLXMq4vaKnW75L5CH+2\n5n2cZsolSZKkiBmUS5IkSRFz9hVJkiQlVlxKlcyUS5IkSREzKJckSZIiFo98fWNKta4ir1brqv5a\nal11X0tHR0dD/X7yk5/M2ueqq65qaF9x+QilllpXpy9EFMfqMUwVlxkiFmIhsyucjv018zkb1cjY\nonrdmvmcjfarNXNLLY38bWj2DCKL/XcIRPPeNyrOf1OTJO6zr9SaKWs+wtmJnH1FkiRJWqziFJRf\nC2wHdgKfiHgsSpiBgYGoh6AznOeYWsnzS63mOTZvDce3cZl9JQP8FXA1MAj8M/AQ8PPqTrN9DLVq\n1aqGnqzRMpdGJ5PftGnTrH0OHTrU0L6y2WxD/Rr1hS98oWn7+vjHP960fTVbox9R1uv3gx/8gHe/\n+92V7UY/ympmmUAUmvWRXVmcSxiiKEupNjAwQH9/f837an3RykK0+ktaamnV63Yqjb6nnZ2dLR7J\nTM1+T2d7fR9//HGuuOKKhvbVaAlnFOL8+zLppTWn+h222LXwvWgovi2LS1D+68AuYHe4/X+A65k2\n6GZ941JfX19T9lO2Z8+epu6vmW644Yam7Wv//v1N2xdAT09PU/e3EOPj4xw9erSy/fu///sRjubU\nvvKVr0Q9hLqiCMwaFfUfwFQqVXcMUQTRjYr6dTuVOJ9vC/nWzPnIZDKxDrYb1Wj9fxQavc4sCqfj\nZ6FUKsX6Zy6mGopvy+ISlK8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"text": [ "" ] } ], "prompt_number": 226 }, { "cell_type": "code", "collapsed": false, "input": [ "[phi, psi, x] = pywt.Wavelet('db2').wavefun(level=12)\n", "plt.plot(x, psi)\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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