{ "metadata": { "name": "", "signature": "sha256:9b2044770678da3ee7acf38b358a5fdc2e2fdcb0268d002352a03155b282ff76" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "#FST\n", "\n", "The fast S-transform, implemented by `pyfst` from UofC, as part of [PyGFT](http://sourceforge.net/projects/fst-uofc/files/).\n", "\n", "This package implements the fast frequency domain GFT algorithm published by Brown et. al. (2010), in both 1 dimension (signals) and two dimensions (images). The fast GFT is an O(N log N) algorithm, which is the same order as the fast Fourier transform. In general, the GFT implemented in this library will take roughly twice as long to calculate as the FFT of the same signal.\n", "\n", "It depends on `fftw`, which must be installed first.\n", "\n", "#### Reference\n", "\n", "Brown, RA, Lauzon, ML, and Frayne, R (2010). A General Description of Linear Time-Frequency Transforms and Formulation of a Fast, Invertible Transform That Samples the Continuous S-Transform Spectrum Nonredundantly. *IEEE Trans. Signal Process.* **58** (1), pp. 281-290, Jan 2010." ] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Preliminaries" ] }, { "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 PyGFT as gft" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Start with ordinary STFT, so we can compare to something..." ] }, { "cell_type": "code", "collapsed": false, "input": [ "def tf(signal, fs, w=256, ylim=None):\n", " '''\n", " Plot a 1D signal and its spectrogram\n", " \n", " signal: a 1D array of amplitudes\n", " fs: the sampling frequency\n", " w: the window length\n", " '''\n", " \n", " dt = 1./fs\n", " n = signal.size\n", " t = np.arange(0.0, n*dt, dt)\n", " \n", " # add some noise into the mix\n", " #nse = 0.01*np.random.randn(len(t))\n", " \n", " noverlap = w - 1\n", " \n", " # Pxx is the segments x freqs array of instantaneous power, freqs is\n", " # the frequency vector, bins are the centers of the time bins in which\n", " # the power is computed, and im is the matplotlib.image.AxesImage\n", " # instance\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='cubehelix_r')\n", " if ylim:\n", " ax1.set_ylim((0,ylim))\n", " plt.show()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "speech = np.loadtxt('benchmark_signals/speech.txt')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "tf(speech, 8000)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAtoAAAHcCAYAAADoXw2zAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCaV6GwAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Examples\n", "\n", "Here's an attempt at the one in `examples.py`:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Create a signal\n", "N = 256\n", "x = np.arange(0,1,1./N)\n", "signal = np.zeros(len(x), np.complex128)\n", "\n", "# Make our signal 1 in the middle, zero elsewhere\n", "signal[N/2] = 1.0\n", "\n", "# Do the GFT on the signal\n", "SIGNAL = gft.gft1d(signal, 'gaussian')\n", "\n", "SIGNAL[:5]" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 6, "text": [ "array([ 0.00012227 +6.50521303e-19j, 0.00012197 -1.20133346e-05j,\n", " 0.00012108 -2.40845559e-05j, 0.00011957 -3.62726693e-05j,\n", " 0.00011742 -4.86389636e-05j])" ] } ], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "# Plot the magnitude of the signal\n", "plt.figure()\n", "ax1 = plt.subplot(211)\n", "ax1.plot(x, signal.real)\n", "\n", "ax2 = plt.subplot(212)\n", "ax2.plot(x, SIGNAL.real)\n", "ax2.set_xlim((0,1))\n", "\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAX4AAAD9CAYAAAC7iRw+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 7 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Visualize the partitions and the windows:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Get the partitions\n", "partitions = gft.partitions(256)\n", "\n", "# Get the windows\n", "windows = gft.gaussianWindows(N)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "partitions" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 9, "text": [ "array([ 8589934593, 34359738372, 137438953488, 549755813952,\n", " 962072674496, 1065151889648, 1090921693436, 1099511628031,\n", " 4294967295])" ] } ], "prompt_number": 9 }, { "cell_type": "markdown", "metadata": {}, "source": [ "What are these weird numbers?" ] }, { "cell_type": "code", "collapsed": false, "input": [ "34359738372/8589934593., 137438953488/34359738372." ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 10, "text": [ "(4.0, 4.0)" ] } ], "prompt_number": 10 }, { "cell_type": "markdown", "metadata": {}, "source": [ "OK, fine. Let's try this..." ] }, { "cell_type": "code", "collapsed": false, "input": [ "8589934593/256**4." ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 11, "text": [ "2.0000000002328306" ] } ], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "for p in partitions: print p/partitions[-1]" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "2\n", "8\n", "32\n", "128\n", "224\n", "248\n", "254\n", "256\n", "1\n" ] } ], "prompt_number": 12 }, { "cell_type": "markdown", "metadata": {}, "source": [ "I have no idea what that is...\n", "\n", "The windows seem more manageable:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "windows.shape" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 13, "text": [ "(256,)" ] } ], "prompt_number": 13 }, { "cell_type": "code", "collapsed": false, "input": [ "plt.figure(figsize=(15, 6))\n", "ax1 = plt.subplot(111)\n", "ax1.plot(x, SIGNAL.real)\n", "\n", "# For each partition, draw a line on the graph. Since the partitions only indicate the\n", "# positive frequencies, we need to draw partitions on both sides of the DC\n", "for i in partitions:\n", " print 0.5 + (i/N**4.)/float(N)\n", " print 0.5 - (i/N**4.)/float(N)\n", "\n", " ax1.axvline(0.5+(i/N**4.)/float(N), color='r', alpha=0.2)\n", " ax1.axvline(0.5-(i/N**4.)/float(N), color='r', alpha=0.2)\n", " \n", "# Plot the windows\n", "\n", "w = gft.shift(windows, 128)\n", "ax1.plot(x, w)\n", "\n", "ax1.set_xlim((0,1))\n", "\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "0.507812500001\n", "0.492187499999\n", "0.531250000004\n", "0.468749999996\n", "0.625000000015\n", "0.374999999985\n", "1.00000000006\n", "-5.82076609135e-11\n", "1.37500000017\n", "-0.375000000175\n", "1.46875000022\n", "-0.468750000218\n", "1.49218750023\n", "-0.492187500229\n", "1.50000000023\n", "-0.500000000232\n", "0.503906249999\n", "0.496093750001\n" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAA3QAAAFtCAYAAABP1ijBAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ "" ] } ], "prompt_number": 14 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, interpolate the GFT spectrum and plot a spectrogram" ] }, { "cell_type": "code", "collapsed": false, "input": [ "plt.figure()\n", "plt.imshow(abs(gft.gft1dInterpolateNN(SIGNAL)))\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "/usr/lib/pymodules/python2.7/matplotlib/colors.py:533: RuntimeWarning: invalid value encountered in less\n", " cbook._putmask(xa, xa<0.0, -1)\n" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAQcAAAD9CAYAAACx1bJsAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEuEAQOn/AD1SqUnPcuQmAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 15 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Benchmark signals" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Following [this document](http://www.mirrorservice.org/sites/downloads.sourceforge.net/f/fs/fst-uofc/README-Py.pdf)." ] }, { "cell_type": "code", "collapsed": false, "input": [ "syn = np.loadtxt('benchmark_signals/synthetic.txt')\n", "SYN = gft.gft1d(syn, 'gaussian')\n", "SYN" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 16, "text": [ "array([ 0.40429712+0.17552105j, -0.09675209-0.05918993j,\n", " 0.00072977-0.00167102j, ..., -0.00688487+0.00143456j,\n", " -0.00353827+0.00164455j, -0.19792998+0.05953251j])" ] } ], "prompt_number": 16 }, { "cell_type": "code", "collapsed": false, "input": [ "SYN.shape" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 17, "text": [ "(8192,)" ] } ], "prompt_number": 17 }, { "cell_type": "code", "collapsed": false, "input": [ "plt.figure(figsize=(12,6))\n", "plt.imshow(abs(gft.gft1dInterpolateNN(SYN)))\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAFtCAYAAADrr7rKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nA/9SfS8bwj/lAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 18 }, { "cell_type": "code", "collapsed": false, "input": [ "tf(syn, 800)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAscAAAHcCAYAAAA6DwfrAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nKioqKioqFJUcV1RUVFRUVFRUVCj+P75k11GoRFrjAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 19 }, { "cell_type": "code", "collapsed": false, "input": [ "micro = np.loadtxt('benchmark_signals/microseismic.txt')\n", "MICRO = gft.gft1d(micro, 'gaussian')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 20 }, { "cell_type": "code", "collapsed": false, "input": [ "plt.figure()\n", "plt.imshow(abs(gft.gft1dInterpolateNN(MICRO)))\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAQwAAAD9CAYAAABJNUmbAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ "" ] } ], "prompt_number": 21 }, { "cell_type": "code", "collapsed": false, "input": [ "tf(micro, 2000, w=32)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAuAAAAHcCAYAAACXjh9CAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nLW1pS1va0pa2tKUt7T62/x8v6bHYBgtoaAAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 22 }, { "cell_type": "code", "collapsed": false, "input": [ "ls benchmark_signals/" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\u001b[0m\u001b[01;32mmicroseismic.txt\u001b[0m* \u001b[01;32mspeech.txt\u001b[0m* \u001b[01;32mtohoku.txt\u001b[0m*\r\n", "\u001b[01;32mseismic_trace.txt\u001b[0m* \u001b[01;32msynthetic.txt\u001b[0m* \u001b[01;32mtremor.txt\u001b[0m*\r\n" ] } ], "prompt_number": 23 }, { "cell_type": "code", "collapsed": false, "input": [ "# Crashes Python, something to do with fftw\n", "seismic = np.loadtxt('benchmark_signals/seismic_trace.txt')\n", "#SEISMIC = gft.gft1d(seismic, 'gaussian')\n", "#SEISMIC" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 24 }, { "cell_type": "code", "collapsed": false, "input": [ "plt.figure()\n", "plt.imshow(abs(gft.gft1dInterpolateNN(SEISMIC)))\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "code", "collapsed": false, "input": [ "seismic[:10]" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 26, "text": [ "array([ 6754.2148, 10132.801 , 7748.4023, 4086.103 , 2672.2512,\n", " 1717.0735, -2029.7522, -7296.2305, -8909.8672, -4533.5469])" ] } ], "prompt_number": 26 }, { "cell_type": "code", "collapsed": false, "input": [ "tremor = np.loadtxt('benchmark_signals/tremor.txt')\n", "TREMOR = gft.gft1d(tremor, 'gaussian')\n", "TREMOR" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 27, "text": [ "array([ 102.43758809 -3.35443605j, -68.65726164 +8.91291227j,\n", " -9.93064552 +49.85290072j, ..., -111.46516574 +98.54789685j,\n", " 112.14116362-135.39792285j, -67.10028747 +88.20753371j])" ] } ], "prompt_number": 27 }, { "cell_type": "code", "collapsed": false, "input": [ "# Crashes fftw?\n", "plt.figure()\n", "#plt.imshow(abs(gft.gft1dInterpolateNN(TREMOR)))\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "text": [ "" ] } ], "prompt_number": 28 }, { "cell_type": "code", "collapsed": false, "input": [ "# Crashes Python\n", "tohoku = np.loadtxt('benchmark_signals/tohoku.txt')\n", "#TOHOKU = gft.gft1d(tohoku, 'gaussian')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 29 }, { "cell_type": "code", "collapsed": false, "input": [ "plt.figure()\n", "plt.imshow(abs(gft.gft1dInterpolateNN(TOHOKU)))\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Other signals" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For whatever reason, this crashes IPython on one of my machines. \"The kernel appears to have died...\"" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import scipy.signal" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 38 }, { "cell_type": "code", "collapsed": false, "input": [ "timebase = np.arange(0,8.192,0.004)\n", "f0 = 1.0\n", "t1 = 6.0\n", "f1 = 64.0\n", "ch = scipy.signal.chirp(timebase, f0, t1, f1, method='quadratic')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 39 }, { "cell_type": "code", "collapsed": false, "input": [ "ch.shape" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 40, "text": [ "(2048,)" ] } ], "prompt_number": 40 }, { "cell_type": "code", "collapsed": false, "input": [ "CH = gft.gft1d(ch, 'gaussian')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 42 }, { "cell_type": "code", "collapsed": false, "input": [ "plt.figure(figsize=(15,8))\n", "ax1 = plt.subplot(111)\n", "\n", "# Sometimes crashes\n", "interpol = abs(gft.gft1dInterpolateNN(CH))[:ch.size/2]\n", "interpol = np.flipud(interpol)\n", "ax1.pcolor(20*np.log10(interpol), cmap=\"Greys\")\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "code", "collapsed": false, "input": [ "timebase = np.arange(0, 1.024, 0.004)\n", "f1 = 10\n", "f2 = 40\n", "s = 0.2*np.sin(2*np.pi*f1*timebase) + 0.1*np.sin(2*np.pi*f2*timebase)\n", "S = gft.gft1d(s)\n", "\n", "plt.figure(figsize=(10,10))\n", "ax1 = plt.subplot(211)\n", "ax1.plot(timebase, s)\n", "ax2 = plt.subplot(212)\n", "interpol = abs(gft.gft1dInterpolateNN(S))[:s.size/2]\n", "interpol = np.flipud(interpol)\n", "ax2.imshow(20*np.log10(interpol), cmap=\"Greys\")\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "-c:13: RuntimeWarning: divide by zero encountered in log10\n" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAl0AAAJMCAYAAADACBMVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAywNAFAAAAIIM/AQQ4/f8IRR3XAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 35 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Reproduce Naghizadeh & Innanen 2011" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's try to reproduce some of the figures from Naghizadeh & Innanen (2011). \n", "\n", "#### Reference\n", "Mostafa Naghizadeh and Kris A. Innanen (2011). Interpolation of nonstationary seismic records using a fast non-redundant\n", "S-transform. SEG Annual Meeting, San Antonio. [Available online](http://www.ualberta.ca/~mostafan/Files/Presentations/mostafa1_seg11.pdf)." ] }, { "cell_type": "code", "collapsed": false, "input": [ "n = 256\n", "#t = np.arange(0,1,1./n)\n", "t = np.arange(0,n)\n", "\n", "s = np.zeros(len(t), np.complex128)\n", "s[111:142] = 1.\n", "\n", "plt.figure(figsize=(15,3))\n", "ax1 = plt.subplot(111)\n", "ax1.plot(t, s.real, '.')\n", "ax1.plot(t, s.real, lw=0.5)\n", "ax1.set_xlim((0, 256))\n", "ax1.set_ylim((-0.1, 1.1))\n", "plt.xlabel('Time samples')\n", "plt.ylabel('Amplitude')\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAA3UAAADQCAYAAACgN0jgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABOjFIHAAAAAE6MUgcAAAAATuz/A8OisA3Eh0ZMAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 36 }, { "cell_type": "code", "collapsed": false, "input": [ "S = gft.gft1d(s)\n", "\n", "tfr = abs(gft.gft1dInterpolateNN(S))\n", "\n", "plt.figure(figsize=(12,8))\n", "plt.imshow(tfr[:128,], cmap='Greys', vmax=10)\n", "plt.colorbar(shrink=0.5)\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAnYAAAEpCAYAAAAeZG9GAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzt3X9U1HXe9/H3DDOKyA/BZCCga1oE+SEiJtpa3mA6aO4V\naZpJZXOrude5uvba6u5Y5J77dm3PBtbZU1brfe4185rddlGvdlO2NRaoILM1NNA10SAXrgBhShF/\nIfJr7j+64CABMjNf5jt8eT7O+R6Zme98Ph/nM5+Z13y+v3QOh0MAAAAw+unVbgAAAACUQbADAADQ\nCIIdAACARhDsAAAANIJgBwAAoBEEOwAAAI1QPNgVFBQsiYuLOx0TE1O9devW55QuHwAAAAPTKXke\nu66uLp9p06Z9WVxcvCgiIqIhNTX1SF5eXlZ8fPwpxSoBAADAgAxKFlZWVjZn6tSpX5nN5loRkdWr\nV+/ev3///T3BTqfTcTZkAACgOIfDoVO7Dd5A0WDX0NAQERUVVddzOzIysv6zzz6b23edWbNmyaxZ\ns3r/vuOOO5RsAhSwY8cO2bBhg9rNwBDoI+9G/3g/+sj7DdVHn3/+uZSXl/fefvPNNz3VLK+naLAb\nzoxca2urnDt3TkRECgsLpbCwUMkmQAGnT5/u7SN4J/rIu9E/3o8+8n70kWsUDXYRERENdXV1UT23\n6+rqoiIjI+v7rnP69Gk5ffq0ktViBNBH3o8+8m70j/ejj7wffeQ8RY+KnT179tHq6uqY2tpac3t7\n+7g9e/Y8lJmZma9kHQAAABiYojN2BoOh84033vjJ4sWL/9rV1eWzfv36nRwRCwAA4BmKnu7kppVx\nVCwAABgBHBX7HUVn7IYjODjY01V6pc7OTmlra5OOjg61mwJgFNDpdKLXc7Eg3MhoNMq4cePEx8dH\n7aao6sKFC2o3wWt4PNht3LjR01V6pYaGBiktLZWTJ0+q3RR4GU/OomP0mDhxovj7+xPucIPo6GiZ\nPXu2TJkyRe2mqGrTpk1qN8FreHxT7PXr1z1WnzcrLy+Xl156Sfbv3692U+BlHA4H4Q7fExoaKiaT\nSQwGj/8ehxdbsGCBWK1WiYuLU7spqho/fjybYv8bP/0AAAA0gmAHAACgEQQ7AAAAjSDYAQAAaATB\nDgAAQCMIdgAAABrh8ePmdTqORhYRCQkJkbvuukt8fX1VbYfD4ZDu7m5V2+Atvv76azl9+rRcvHhR\n7aYA39PW1iYtLS2qnog2KChIEhIS5LbbblOtDbhRQkKCBAYGqt0Mvtu9CMFOJeHh4bJ8+XJZuHCh\nqu3o7u6Wrq4uzpsmIoWFhfLtt99KS0uL2k0Bvqe1tVXa29tV/QwNCAiQOXPmyJIlS1RrA240ceJE\nCQ4O9orvVm9oA1QIdvjOhAkTvOJXb1dXF8Huv508eVLGjx+vdjOAAXV2dkpnZ6eqbXA4HHLLLbdI\ndHS0qu2A9yHUeQ/2sQMAAFDZunXr3jKZTPakpKQTPfc1NzeHWCyWotjY2KqMjIzClpaWSTcrh2AH\nAACgsrVr1+4qKCi4YT+H3NzcbIvFUlRVVRW7cOHCD3Jzc7NvVg7BDgAAQGXz588/GBwcfKHvffn5\n+ZlWq9UmImK1Wm379u1bdrNyCHYAAAAKCAkJadbpdI7hLAEBAZduVp7dbjeZTCa7iIjJZLLb7XbT\nzZ5DsAMAAFDAhQsXgoe77pUrVwKcKbsnEN5sPYIdAACAFzKZTPampqYwEZHGxsbw0NDQb272HIId\nAACAQnQ63bCW4cjMzMy32WxWERGbzWZdtmzZvps9h2AHAACgEL1eP6ylv6ysrLx58+Z9+uWXX06L\nioqq27Vr19rs7OzcoqIiS2xsbNWHH354T3Z2du7N6ucExQAAAAoZKLQNpKur64bbeXl5WQOtV1xc\nvMiZ+gl2AAAAClH7KhwEOwAAAIUQ7AAAADSCYAcAAKARBDsAAACN8PHxUbV+jwc7tZMsbjTco3fG\ngvj4eHn00UelqanJ5TK+/vprqa2tlY6ODgVb5py2tjY5d+6cXLx4UbU2iIhMmjRJJk+eLEajUbU2\ndHR0yPnz56WlpUW1NoiIREVFSVxcnAQFBanWBr1eLwEBAeLv7+9yGeHh4RIXF8fnBjAEtXOOx4Od\nVj4QHI6bXtVjVPDx8VGkT7TweiQlJUl0dLR0dna6XEZJSYl8+OGH0traqmDLnNPS0iIdHR2qB7vg\n4GCJjY0VPz8/1dpw9epV6e7uVj3Y/dM//ZP86Ec/ErPZrFobDAaDRERESHh4uFtl+Pn5aeZzHBgJ\nYy7Ywfu4+yZ0OByqv5GV4OvrK76+vm6VMWnSJJkwYYKqQbe1tVX1TQEi3/1oGD9+vNuvqTs6Ozu9\n4rUYN26cBAYGSnDwsC8jqTiDwSCTJ0+W0NBQ1doAjAVqfx8S7AAAABRCsAMAANAIgh0AAIBGqL0P\nKsEOAABAIWoHO5dqr6uri1qwYMFHiYmJJ6dPn/7Fa6+99lMRkebm5hCLxVIUGxtblZGRUdjS0jJJ\n2eYCAAB4L51ON6xlpLgU7IxGY8crr7zy9MmTJxMPHz58569//et/O3XqVHxubm62xWIpqqqqil24\ncOEHubm52Uo3GAAAwFu5E+y2bdv2ZFJS0onp06d/sW3btiddqd+lYBcWFtY0c+bMYyIi/v7+V+Lj\n4081NDRE5OfnZ1qtVpuIiNVqte3bt2+ZK+UDAACMRq4Guy+++GL6m2+++fiRI0dSjx8/nvzee+/9\n85kzZ6Kdrd/tfexqa2vNFRUVKXPnzv3MbrebTCaTXUTEZDLZ7Xa7qf/6W7Zs6f07LS1N0tPT3W0C\nAAAYQ0pKSqS0tFTtZgzI1X3sTp8+HTd37tzPfH1920RE0tLSSv/0pz89sHHjxpedKcetYHflyhX/\nFStW/HHbtm1PBgQEXO77mE6nc+h0uu+dpXXz5s3uVAkAAMa49PT0GyaG+k4aqc3V/eemT5/+xc9+\n9rNfNjc3h/j6+rb95S9/+dGcOXPKnC3H5WDX0dFhXLFixR/XrFnzu2XLlu0T+W6WrqmpKSwsLKyp\nsbExPDQ09BtXywcAABhtBgt2169fl+vXrw/6vLi4uNPPPffc1oyMjMKJEydeTUlJqdDr9d3O1u/S\nfKHD4dCtX79+Z0JCQuVTTz31as/9mZmZ+TabzSoiYrPZrD2BDwAAYCzQ6/UDLhMmTJBJkyb1LgNZ\nt27dW0ePHp1dWlqaNmnSpJZp06Z96Wz9Ls3YHTp06K6333770RkzZvw9JSWlQkQkJyfn+ezs7NxV\nq1bt3blz53qz2Vy7d+/eVa6UDwAAMBq5cyqTb775JjQ0NPSbr7/++rZ33313+WeffTbX2TJcCnZ3\n3333J93d3QPO9hUXFy9ypUwAAIDRzp0TFK9cufKd8+fPTzYajR3bt29/IjAw8JKzZXDlCQAAAIW4\nM2P38ccf/w936yfYAQAAKGQkryoxHAQ7AAAAhRDsAAAANIJgBwAAoBE+Pj6q1k+wAwAAUAgzdgAA\nABrhzulOlECwAwAAUAgzdgAAABrBjB0AAIBGMGMHAACgEQQ7AAAAjeB0JwAAABrBPnYAAAAawaZY\nAAAAjVB7xk7d2gEAADREp9MNaxlITk7O84mJiSeTkpJOPPzww3+4fv36eGfrJ9gBAAAoxNVgV1tb\na96xY8eG8vLyWSdOnEjq6ury2b1792pn62dTLNym0+nE4XCo3Qyv4OfnJ7fccotcu3ZtxOq4evWq\nXLx4UTo7Owd8vL29XUREjEbjoGV0dXVJd3e3y23w8fGRgIAAmThx4qDrhIaGSlBQkPj5+Q34uF6v\nF4PB4NYRZFeuXJGWlhZpa2sb8PHW1lbp6Ohwufzh0Ol0EhQUJEFBQYOuM2XKFPH19RWDYeCPXJ1O\nJ3q9fkT3zTEYDIPWD0A5rn6mBQYGXjIajR2tra1+Pj4+Xa2trX4RERENzpaj2VFO0PCskd5ZVKn+\nHOn3hdlsFoPBMGjoUkJ5ebmUlJTI+fPnB3y8J+QMFTSuXbsmra2tLr8eEyZMkNTUVElJSRl0ncDA\nQAkODh40TPj6+kpwcLD4+/u71AYRkYqKCjlw4IDU1tYO+HhnZ6dcuHDB5fKHw2g0yty5cyU9PX3Q\ncRAeHi633XabBAQEDPi4j4+PTJgwQcaPd3qry7Dp9XqZOHEin41wmtoHA4w2g+1j19LSIi0tLYM+\nLyQkpPmZZ5751W233fb1hAkTri1evPivixYtKna2fk0GOz64tEeJWUEl3hc3K+PWW2+VW2+9dch1\n3P2QtNvtcvnyZTl79uyQ6w0WIkS+m7FrbW11uQ2+vr6SmJgoS5cudbmMgIAAiYyMlMmTJ7tcRnNz\ns1y8eFHOnDnjchnuMhgMkpSUJA8++KDLfWs0GiUwMNCtkDtcN3sP8yWO/hwOB+8LJwz2WgUHB0tw\ncHDv7f/6r/+64fEzZ85Ev/rqq0/V1taag4KCLj744IP/+fvf//6RRx555PfO1M8+dgAAAApxdR+7\no0ePzp43b96nkydPPm8wGDofeOCBP3366afznK2fYAcAAKAQvV4/rKW/uLi404cPH77z2rVrExwO\nh664uHhRQkJCpbP1a3JTLAAAgBpc3WydnJx8/LHHHvvt7Nmzj+r1+u5Zs2aV//jHP/6Ns+UQ7AAA\nABTizgmKn3322ZeeffbZl9ypn2AHAACgELWvPEGwAwAvwFGHgDYQ7AAAnKYJ0Ai1f6QR7ADAC6j9\nZQBAGczYAQCYsQM0Qu0faQQ7AAAAhTBjBwAAoBHM2AEAAGiE2jN2Ltfe1dXlk5KSUnHffff9WUSk\nubk5xGKxFMXGxlZlZGQUtrS0TFKumQAAAN7P1WvFKsXlYLdt27YnExISKnU6nUNEJDc3N9tisRRV\nVVXFLly48IPc3Nxs5ZoJAADg/UZlsKuvr488cODA0scff/xNh8OhExHJz8/PtFqtNhERq9Vq27dv\n3zIlGwoAWqb2fjkAlDEqg93TTz/9yssvv7xRr9d399xnt9tNJpPJLiJiMpnsdrvdpFQjAUDrON0J\noA1qBzunD5547733/jk0NPSblJSUipKSkvSB1tHpdI6eTbT9bdmypffvtLQ0SU8fsAgAGFOYsQOG\nr6SkREpLS9VuxoDUHstOB7tPP/10Xn5+fuaBAweWtrW1+V66dClwzZo1vzOZTPampqawsLCwpsbG\nxvDQ0NBvBnr+5s2b3W81AGgMM3bA8KWnp98wMdR30khtrh4V++WXX05bvXr17p7b//jHP37wi1/8\n4n//9Kc/fc2p+p2t+MUXX9xUV1cXVVNTc/vu3btX33PPPR/+7ne/W5OZmZlvs9msIiI2m826bNmy\nfc6WDQBjldq/8gEoQ6/XD2vpb9q0aV9WVFSkVFRUpHz++ed3+Pn5tS5fvvxdp+t39z/Qs8k1Ozs7\nt6ioyBIbG1v14Ycf3pOdnZ3rbtkAMFYwYwdogxL72BUXFy+Kjo4+ExUVVeds/W6doDgtLa00LS2t\nVEQkJCSkubi4eJE75QEAAIxmg4W2pqYmsdvtwypj9+7dqx9++OE/uFI/V54AAABQyGDBLjw8XMLD\nw3tvHz9+fMD12tvbx/35z3++b+vWrc+5Uj/BDgAAQCHu7i/7/vvv33vHHXd8PmXKlG9deT7BDgAA\nQCHuBru8vLysrKysPFefr+6VagEAADTEnYMnrl69OrG4uHjRAw888CdX62fGDgC8AKc7AbTB1fPY\niYhMnDjx6rlz525xp36CHQB4AU53AmiD2j/SCHYA4AXU/jIAoAy1xzLBDgC8ADN2gDYQ7AAAqn8Z\nAFCG2mOZYAcAXoAZO0AbCHYAAAAaQbADAADQCHdOd6IEgh0AAIBCmLEDAADQCIIdAACARhDsAACq\nfxkAUIbaY5lgBwBegNOdANpAsAMAqP5lAEAZah8Vq27tAAARYcYO0Aq9Xj+sZSAtLS2TVq5c+U58\nfPyphISEysOHD9/pbP3M2AGAF2DGDtAGd8byk08+uW3p0qUH3nnnnZWdnZ2Gq1evTnS2DIIdAHgB\nZuwAbXA12F28eDHo4MGD8202m1VExGAwdAYFBV10thw2xQIAAChEp9MNa+mvpqbm9ilTpny7du3a\nXbNmzSrfsGHDjtbWVj9n6yfYAQAAKGSwIPf111/LJ5980rv019nZaSgvL5/1xBNPbC8vL581ceLE\nq7m5udnO1s+mWAAAAIUMtinWbDaL2Wzuvd0/3EVGRtZHRkbWp6amHhERWbly5TuuBDtm7AAAABTi\n6lGxYWFhTVFRUXVVVVWxIiLFxcWLEhMTTzpbPzN2AAAACnHnqNjXX3/93x955JHft7e3j4uOjj6z\na9eutc6WQbADAC/A6U4AbXBnLCcnJx8/cuRIqjv1E+wAwAtwuhNAG9T+kUawAwAvoPaXAQBlqH1J\nMYIdAHgBZuwAbVD7RxrBDgC8gNpfBgCUofZYJtgBgBdgxg7QBjbFAgAAaITaM3Yux8qWlpZJK1eu\nfCc+Pv5UQkJC5WeffTa3ubk5xGKxFMXGxlZlZGQUtrS0TFKysQAAAN7M1WvFKsXlYPfkk09uW7p0\n6YFTp07F//3vf58RFxd3Ojc3N9tisRRVVVXFLly48ANXLoUBAAAwWo3KYHfx4sWggwcPzl+3bt1b\nIiIGg6EzKCjoYn5+fqbVarWJiFitVtu+ffuWKdlYAAAAbzYqg11NTc3tU6ZM+Xbt2rW7Zs2aVb5h\nw4YdV69enWi3200mk8kuImIymex2u92kbHMBAAC8l9rBzqWDJzo7Ow3l5eWz3njjjZ+kpqYeeeqp\np17tv9lVp9M5dDrd9w7z2rJlS+/faWlpkp6e7koTAEBT1N7hGhhNSkpKpLS0VO1mDGhUHhUbGRlZ\nHxkZWZ+amnpERGTlypXv5OTkPB8WFtbU1NQUFhYW1tTY2BgeGhr6Tf/nbt682d02A4DmcLoTYPjS\n09NvmBjqO2mkNrWDnUu1h4WFNUVFRdVVVVXFiogUFxcvSkxMPHnffff92WazWUVEbDabddmyZfuU\nbCwAaBUzdoA2jMpNsSIir7/++r8/8sgjv29vbx8XHR19ZteuXWu7urp8Vq1atXfnzp3rzWZz7d69\ne1cp2VgA0Cpm7ABtUPtHmsvBLjk5+fiRI0dS+99fXFy8yL0mAcDYo/aXAQBluDOWzWZzbWBg4CUf\nH58uo9HYUVZWNsfZMrjyBAB4AWbsAG1wJ9jpdDpHSUlJekhISLOrZRDsMGbodDpNfHnq9XoxGAxi\nMAx/+HZ1dUl3d7fLdep0OtHr9b0fWAaD4Ybbrpbp7ixVz2thNBpvuH+ofu7u7lbktejZQdpoNPa+\nFu6+HgBGP3fHssPhcKsAzQU7LXxx4/uU7NeegHezf4d6rjt66uj5e7jP6RETEyOrVq2SlpaW3jYN\nFSouX74shw4dkiNHjvTe19bW5lSbp0yZIqmpqTJ16lQREfHz85MZM2ZIYGBgbxvGjRsn48ePH/aH\n2vjx42XChAku9UOP2NhYsVqtYrFYROS7AHv9+nXp7OwccP3Ozk45cuSIHDlyxOV+DA4Olrvuuktm\nzpwpIt8Fu9TUVAkKCupdx+Fw3LT8vq9TT0B1pU1KB8K+70+gB++L4Rvsdaqurpbq6uqbPdexaNGi\nYh8fn65/+Zd/+X8bNmzY4Wz9Hg92BC+IqPc+6Blww/13oHY6++E2UBl977vZa9E/JMTExMgPfvCD\n3vt6Zo8Ga1dTU5M0NTVJUVHRsOvsb8qUKbJkyRLJyMjovc/Hx6d31kqn00lAQIAEBAQM2o7+9/e9\nfbN+6Ktv22NjYyU6Orp3Bq69vV0uXbo0aHBta2sTh8Mhn3/+uXR1dQ39nx7EpEmTZOnSpfLYY4/1\n3ufj4yM+Pj69t3tmBYf6gTDQ69F3JnE47zMlfmjc7DX2BgQK7+Bt7wtv1fezoK+4uDiJi4vrvX3g\nwIHvrXPo0KG7wsPDG7/99tspFoulKC4u7vT8+fMPOlO/5mbsAK3ruxlQ5LsvPR8fn0G//Ho2Fbrz\noazT6cRgMMi4ceOGXOdmm2eV/oIe6LUYP378oJtau7u7B/3QHS6dTidGo1HGjx8/5Dp9/73ZegC0\nw51xHR4e3igiMmXKlG+XL1/+bllZ2Rxng526Z9EDAOAmmCnCaOLqeexaW1v9Ll++HCAicvXq1YmF\nhYUZSUlJJ5ytnxk7APAwZuoA7XJ1fNvtdtPy5cvfFfnu0q2PPPLI7zMyMgqdLYdgBwAexo7ogHa5\nekmx22+/vebYsWMz3a2fYAcAHkaoA7RL7fFNsAMAD2PGDtAuV2fslEKwAwAPI9QB2qX2+CbYAYCH\nMWPnHF4rjCbM2AEAAGiE2j9ECHYAAAAKIdgBAABoBMEOAABAI9jHDgCAIXCwCUYTgh0AjDGEFEC7\n1B7fBDsA8DBmoADtUntsE+wAwMPU/uAHMHLYFAsAYwwzdoB2qT221Y2VAADchNpflIAzdDrdsJbB\ndHV1+aSkpFTcd999f3alfoIdAACAQtwNdtu2bXsyISGhUqfTOVypn2AHAACgEB8fn2EtA6mvr488\ncODA0scff/xNh8Ph0lQ1+9gBAAAoZLDZuBMnTsiJEyeGfO7TTz/9yssvv7zx0qVLga7WT7ADAABQ\nyGDBbsaMGTJjxoze23/4wx9uePy9997759DQ0G9SUlIqSkpK0l2tn2AHAACgEFcP9vn000/n5efn\nZx44cGBpW1ub76VLlwIfe+yx3/72t799zJly2McOAODVHA6X9iEHVKHX64e19Pfiiy9uqquri6qp\nqbl99+7dq++5554PnQ11IszYAYDHcfoOQLuUGt+uHhVLsAMAD+MExYB2KTG209LSStPS0kpdeS7B\nDgA8jFAHaNdgpzLxFIIdAHgYM3aAdqk9tjl4AgDg1dT+ogRGE5eDXU5OzvOJiYknk5KSTjz88MN/\nuH79+vjm5uYQi8VSFBsbW5WRkVHY0tIyScnGAgAAeDN3LynmLpeCXW1trXnHjh0bysvLZ504cSKp\nq6vLZ/fu3atzc3OzLRZLUVVVVezChQs/yM3NzVa6wQAAAN5qVAa7wMDAS0ajsaO1tdWvs7PT0Nra\n6nfrrbeezc/Pz7RarTYREavVatu3b98yZZsLAADgvdQOdi4dPBESEtL8zDPP/Oq22277esKECdcW\nL178V4vFUmS3200mk8kuImIymex2u93U/7lbtmzp/TstLU3S09NdbTsAABiDSkpKpLTUpbOBjDi1\n9wl1KdidOXMm+tVXX32qtrbWHBQUdPHBBx/8z7fffvvRvuvodDrHQCfX27x5s6ttBQBNUPuDf7Th\nKGL0l56efsPE0AsvvKBeY/oZ6KoSHq3flScdPXp09rx58z6dPHnyeYPB0PnAAw/86W9/+9sPw8LC\nmpqamsJERBobG8NDQ0O/Uba5ADD6cYksQLvU3hTrUrCLi4s7ffjw4TuvXbs2weFw6IqLixclJCRU\n3nfffX+22WxWERGbzWZdtmzZPmWbCwCjH7NPAEaKS5tik5OTjz/22GO/nT179lG9Xt89a9as8h//\n+Me/uXz5csCqVav27ty5c73ZbK7du3fvKqUbDACjHZsWAe1Se2y7fOWJZ5999qVnn332pb73hYSE\nNBcXFy9yv1kAoF1qf/ADGDlqj28uKQYAHsaMHaBdao9tgh0AwKup/UUJOMPVo2Lb2tp809LSSq9f\nvz6+vb193P33378/JyfneWfLIdgBAAAoxNUfIr6+vm0fffTRAj8/v9bOzk7D3Xff/cknn3xy9913\n3/2JM+UQ7AAAABTizgyzn59fq4hIe3v7uK6uLp+QkJBmZ8tQ9yx6AAAAEBGR7u5u/cyZM4+ZTCb7\nggULPkpISKh0tgxm7AAAABQy2Izd0aNH5fPPPx/yuXq9vvvYsWMzL168GLR48eK/lpSUpKenp5c4\nUz/BDgA8jIMBnMNRxBhNBnuvpqamSmpqau/t3/zmN4OWERQUdPFHP/rRX44ePTrb2WDHplgA8DAu\nKQZol6uXFDt37twtLS0tk0RErl27NqGoqMiSkpJS4Wz9zNgBgIcx+wRol6unO2lsbAy3Wq227u5u\nfXd3t37NmjW/W7hw4QfOlkOwAwAPY9MioF2uju2kpKQT5eXls9ytn2AHAB5GqAO0S+3xTbADAA9j\nxg7QLrXHNgdPAAC8mtpflMBowowdAACAQtT+IUKwAwAAUAjBDgAAQCNcPd2JUgh2AAAACmHGDgDG\nGLU/+EcbjiLGaKL2e5WjYgHAw7ikGICRwowdAHiY2r/oAYwctcc3wQ4APIxNi4B2qT222RQLAB6m\n9gc/AO1ixg4APIwZO+fwWmE04XQnAAAAGqH2DxE2xQIAAKisrq4uasGCBR8lJiaenD59+hevvfba\nT10phxk7AAAAhbg6Y2c0GjteeeWVp2fOnHnsypUr/nfcccfnFoulKD4+/pQz5TBjBwAAoBCdTjes\npb+wsLCmmTNnHhMR8ff3vxIfH3/q7NmztzpbPzN2AAAAI+xvf/ubHD58eFjr1tbWmisqKlLmzp37\nmbP1EOwAwMPU3rl6tOEoYowmg71X582bJ/Pmzeu9/eqrrw643pUrV/xXrlz5zrZt25709/e/4mz9\nBDsA8DCCCqBd7pzupKOjw7hixYo/Pvroo28vW7Zsn0v1u1w7AMAlhDoA/TkcDt369et3JiQkVD71\n1FMDT+cNA8EOADzM4XCo3QQAI8TVgycOHTp019tvv/3oRx99tCAlJaUiJSWloqCgYImz9bMpFgA8\njBk7QLtcHd933333J93d3W5PuA1ZwLp1694ymUz2pKSkEz33NTc3h1gslqLY2NiqjIyMwpaWlkk9\nj+Xk5DwfExNTHRcXd7qwsDDD3cYBgBYxY+ccgjBGE1dn7JQyZLBbu3btrv7TgLm5udkWi6Woqqoq\nduHChR/k5uZmi4hUVlYm7Nmz56HKysqEgoKCJU888cR2JZInAAAAhmfI4DV//vyDwcHBF/rel5+f\nn2m1Wm0iIlar1bZv375lIiL79++/PysrK89oNHaYzebaqVOnflVWVjZn5JoOAADgXfR6/bCWkeL0\nPnZ2u93uVTGuAAALnElEQVRkMpnsIiImk8lut9tNIiJnz5699c477+w9815kZGR9Q0NDRP/nb9my\npffvtLQ0SU9Pd6XdAABgjCopKZHS0lK1m+GV3Dp4QqfTOXQ63aA7iwz02ObNm92pEgAAjHHp6ek3\nTAy98MIL6jWmH7X3CXV6LtBkMtmbmprCREQaGxvDQ0NDvxERiYiIaKirq4vqWa++vj4yIiKiQbmm\nAgAAeDevPnhiIJmZmfk2m80qImKz2aw9Z0bOzMzM37179+r29vZxNTU1t1dXV8fMmTOnTOkGA8Bo\np/Yv+tGGo4gxmqgd7IbcFJuVlZVXWlqadu7cuVuioqLqXnjhhf+TnZ2du2rVqr07d+5cbzaba/fu\n3btKRCQhIaFy1apVexMSEioNBkPn9u3bnxhqMy0AjFVcUgzASBky2OXl5WUNdH9xcfGige7ftGnT\ni5s2bXpRiYYBgFYR6gDtUnt8c+UJAPAwZuwA7VJ7bBPsAMDD1P7gBzBy1B7fBDsA8DBm7JzDa4XR\nRO33K5f8AgAA0AiCHQAAgEJcPd3JunXr3jKZTPakpKQT7tRPsAMAAFDZ2rVrdxUUFCxxtxyCHQAA\ngEJcnbGbP3/+weDg4Avu1s/BEwAAr8bBJhhNBnuvHjx4UA4ePDji9RPsAMDDCCnA2DN//nyZP39+\n7+2cnJwRqYdgBwAexgwUoF1qj232sQMAD1P7gx+AdhHsAMDDHA6H2k0AMEJcPXgiKysrb968eZ9W\nVVXFRkVF1e3atWutK/WzKRYAPIwZOwD95eXlZSlRDsEOADyMfeycw2uF0UTt9yvBDgAAQCFqBzv2\nsQMAANAIgh0AAIBGsCkWAABAIWyKBQBgCJweBhg+ZuwAwMPU/kUPYOSoPb6ZsQMAD2MGCsBIYcYO\nADxM7V/0AEaO2uObYAcAHsYJigHtUntssykWAODV1P6iBEYTZuwAAAAUovYPEWbsAAAANIJgBwAA\noBCdTjesZSAFBQVL4uLiTsfExFRv3br1OVfqJ9gBAAAoxNVg19XV5fOTn/zkjYKCgiWVlZUJeXl5\nWadOnYp3tn6CHQAAgMrKysrmTJ069Suz2VxrNBo7Vq9evXv//v33O1sOwQ4A4NU4oTNGE71eP6zF\n39//ct/nNTQ0RERFRdX13I6MjKxvaGiIcLZ+jooFAA9T+6g5ACPD4XC4PLh1Op0iv2CYsQMAD2MG\nCkB/ERERDXV1dVE9t+vq6qIiIyPrnS2HYAcAHsaMHYD+Zs+efbS6ujqmtrbW3N7ePm7Pnj0PZWZm\n5jtbzpDBbt26dW+ZTCZ7UlLSiZ77Nm7c+HJ8fPyp5OTk4w888MCfLl68GNTzWE5OzvMxMTHVcXFx\npwsLCzOcbQwAjAXM2AHoz2AwdL7xxhs/Wbx48V8TEhIqH3rooT3x8fGnnC1nyGC3du3aXQUFBUv6\n3peRkVF48uTJxOPHjyfHxsZW5eTkPC8iUllZmbBnz56HKisrEwoKCpY88cQT27u7u5kRBAC4hRlO\njBX33nvv+19++eW0r776aurzzz+f40oZQwav+fPnHwwODr7Q9z6LxVKk1+u7RUTmzp37WX19faSI\nyP79++/PysrKMxqNHWazuXbq1KlflZWVzXGlUQAAAHCeW0fFvvXWW+uysrLyRETOnj1765133nm4\n57HBDtPdsmVL799paWmSnp7uThMAAMAYU1JSIqWlpWo3wyu5HOx++ctf/mzcuHHtDz/88B8GW2eg\nQ3c3b97sapUAAACSnp5+w8TQCy+8oF5jvIxLwe4//uM//ueBAweWfvDBBwt77ut/mG59fX1kRERE\ngxKNBAAAwM05fXBDQUHBkpdffnnj/v377/f19W3ruT8zMzN/9+7dq9vb28fV1NTcXl1dHTNnzpwy\nZZsLAACAwQw5Y5eVlZVXWlqadu7cuVuioqLqtmzZsjknJ+f59vb2cRaLpUhE5Ic//OHftm/f/kRC\nQkLlqlWr9iYkJFQaDIbO7du3P6HUWZQBAGOXw+HgyFhgmIYMdnl5eVn971u3bt1bg62/adOmFzdt\n2vSiEg0DAK0ipAAYKZxnDgA8jBMUAxgpBDsA8DBm7ACMFIIdAHgYM3YARgrBDgDg1ZjhBIaPYAcA\nAKARBDsAAACN8HiwKykp8XSVcBJ95P0+/vhjtZuAIXANS+/H55z3o49c4/Fgxwee96OPvB/BzrvR\nP96PzznvRx+5hk2xAOBhHAzgHI4iBoaPYAcAHkZQATBSdJ78gOHasQAAYCQ4HA6mwsXDwQ4AAAAj\nh02xAAAAGkGwAwAA0AiPBruCgoIlcXFxp2NiYqq3bt36nCfrxuDMZnPtjBkz/p6SklIxZ86cMhGR\n5ubmEIvFUhQbG1uVkZFR2NLSMkntdo4l69ate8tkMtmTkpJO9Nw3VJ/k5OQ8HxMTUx0XF3e6sLAw\nQ51Wjx0D9c/Pf/7zn0dGRtanpKRUpKSkVLz//vv39jxG/3heXV1d1IIFCz5KTEw8OX369C9ee+21\nn4owjrzFYP3DOFKAw+HwyNLZ2ekTHR39VU1Njbm9vd2YnJx8rLKyMt5T9bMMvpjN5prz58+H9L1v\n48aNL23duvVZh8Mhubm5zz333HO5ardzLC0ff/zx/PLy8pTp06efuFmfnDx5MiE5OflYe3u7saam\nxhwdHf1VV1eXXu3/g5aXgfrn5z//+eZf/epX/6v/uvSPOktjY2NYRUXFTIfDIZcvX/aPjY39srKy\nMp5x5B3LYP3DOHJ/8diMXVlZ2ZypU6d+ZTaba41GY8fq1at379+//35P1Y+hOfodTZSfn59ptVpt\nIiJWq9W2b9++Zeq0bGyaP3/+weDg4At97xusT/bv339/VlZWntFo7DCbzbVTp079qqysbI4a7R4r\nBuofkYGPyqN/1BEWFtY0c+bMYyIi/v7+V+Lj4081NDREMI68w2D9I8I4cpfHgl1DQ0NEVFRUXc/t\nyMjI+p5OhLp0Op1j0aJFxbNnzz66Y8eODSIidrvdZDKZ7CIiJpPJbrfbTeq2EoP1ydmzZ2+NjIys\n71mPsaWe119//d+Tk5OPr1+/fmfPJj76R321tbXmioqKlLlz537GOPI+Pf1z5513HhZhHLnLY8GO\nc9h5r0OHDt1VUVGR8v7779/761//+t8OHjw4v+/jOp3OQf95l5v1Cf3lef/6r//6f2tqam4/duzY\nzPDw8MZnnnnmV4OtS/94zpUrV/xXrFjxx23btj0ZEBBwue9jjCP1XblyxX/lypXvbNu27Ul/f/8r\njCP3eSzYRURENNTV1UX13K6rq4vqm76hnvDw8EYRkSlTpny7fPnyd8vKyuaYTCZ7U1NTmIhIY2Nj\neGho6DfqthKD9Un/sVVfXx8ZERHRoFY7x6rQ0NBveoLC448//mbPZiL6Rz0dHR3GFStW/HHNmjW/\nW7Zs2T4RxpE36emfRx999O2e/mEcuc9jwW727NlHq6urY2pra83t7e3j9uzZ81BmZma+p+rHwFpb\nW/0uX74cICJy9erViYWFhRlJSUknMjMz8202m1VExGazWXsGHdQzWJ9kZmbm7969e3V7e/u4mpqa\n26urq2N6jm6G5zQ2Nob3/P3uu+8u7zlilv5Rh8Ph0K1fv35nQkJC5VNPPfVqz/2MI+8wWP8wjhTg\nySM1Dhw4cG9sbOyX0dHRX7344ovPq33kCItD/vGPf9yenJx8LDk5+VhiYuIXPf1y/vz5kIULFxbH\nxMRUWSyWwgsXLkxSu61jaVm9enVeeHj4WaPR2B4ZGVn31ltvrR2qT375y19uio6O/mratGmnCwoK\nFqvdfq0v/ftn586d69asWfPbpKSkv8+YMeP4/fffv6+pqclE/6i3HDx48G6dTtednJx8bObMmRUz\nZ86seP/995cwjrxjGah/Dhw4cC/jyP2FS4oBAABoBFeeAAAA0AiCHQAAgEYQ7AAAADSCYAcAAKAR\nBDsAAACNINgBAABoBMEOAABAI/4/tWHa9Tmo5u0AAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 37 }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 37 } ], "metadata": {} } ] }