{ "metadata": { "name": "", "signature": "sha256:c4ce9cc25bac70da2426f4005baeee38287b784da39f0ae4f52f15b8f2910e48" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "For this notebook to work you need a few extra dependencies:\n", "* `lilypond` from http://www.lilypond.org/\n", "* `abjad` from http://abjad.mbrsi.org/\n", "* `fluidsynth` from http://www.fluidsynth.org/" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import abjad as abj \n", "from IPython.display import Audio\n", "from subprocess import call\n", "from audioread import audio_open\n", "import scipy\n", "import numpy as np\n", "\n", "%load_ext abjad.ext.ipython\n", "%matplotlib inline\n", "%pylab inline\n", "rc('font',**{'family':'sans-serif','sans-serif':['Helvetica'], 'size': 22})\n", "rc('text', usetex=True)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "WARNING: pylab import has clobbered these variables: ['show']\n", "`%matplotlib` prevents importing * from pylab and numpy\n" ] } ], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "# Bach in G Major\n", "bach_treble = abj.Staff(\"d''g'8a'b'c''d''4 g'-.g'-. e''c''8d''e''fs''g''4 g'-.g'-. \\\\\\\\\n", " c''d''8c''b'a'b'4 c''8b'a'g'fs'4 g'8a'b'g'a'2.\")\n", "abj.attach(abj.KeySignature('g'), bach_treble)\n", "abj.attach(abj.TimeSignature((3,4)), bach_treble)\n", "abj.attach(abj.spannertools.PhrasingSlur(), bach_treble[0:6])\n", "abj.attach(abj.spannertools.PhrasingSlur(), bach_treble[8:14])\n", "abj.attach(abj.spannertools.PhrasingSlur(), bach_treble[16:22])\n", "abj.attach(abj.spannertools.PhrasingSlur(), bach_treble[22:27])\n", "abj.attach(abj.spannertools.PhrasingSlur(), bach_treble[27:32])\n", "\n", "bach_bass = abj.Staff(\"2 a4 b2. c' b a2 fs4 g2 c'4 d' b g d' d8 (c' b a)\")\n", "abj.attach(abj.KeySignature('g'), bach_bass)\n", "abj.attach(abj.Clef('bass'), bach_bass)\n", "\n", "# we're only going to play with the treble score,\n", "# change to the commented line to also get the bass score\n", "#bach = abj.scoretools.Score([bach_treble, bach_bass])\n", "bach = abj.scoretools.Score([bach_treble])\n", "\n", "abj.show(bach)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAArkAAAA4CAAAAADcRr88AAAABGdBTUEAALGPC/xhBQAAACBjSFJN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\nMJremEEAAAAASUVORK5CYII=\n" } ], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "sffile = {'sine':'Sine Wave.sf2', 'piano':'JV1080_Nice_Piano_m.sf2'}\n", "signal = {}\n", "sr = 0\n", "\n", "def load_audio_from_file(filename):\n", " # load the audio data from the file\n", " temp = bytearray()\n", " sr = 0\n", " with audio_open(filename) as audio:\n", " sr = audio.samplerate\n", " nchannels = audio.channels\n", " \n", " # chunk size can be specified with 'block_samples' (default 1024):\n", " for chunk in audio.read_data():\n", " temp.extend(chunk)\n", "\n", " data = frombuffer(temp, dtype='\n", " \n", " Your browser does not support the audio element.\n", " \n", " " ], "metadata": {}, "output_type": "pyout", "prompt_number": 5, "text": [ "" ] } ], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "imshow(\n", " S['sine'][minfi:maxfi, :],\n", " extent=(\n", " index2second(0),\n", " # TODO: change the following line to be instrument independent\n", " index2second(len(S[instrument].T)-1),\n", " minf,\n", " maxf\n", " ), \n", " **imshow_options\n", ")\n", "\n", "labels = [\"$G_4$\", \"$B_4$\", \"$D_5$\", \"$E_5$\", \"$G_5$\"]\n", "\n", "_ = yticks( [notes[label] for label in labels] + [minf, maxf])\n", "_ = xticks( range(3, 24, 3))\n", "ylabel(\"frequency (Hz)\")\n", "xlabel(\"time (s)\")\n", "grid(color='w')\n", "\n", "axr = twinx()\n", "axr.set_ylim([minf, maxf])\n", "_ = yticks( [notes[label] for label in labels], labels)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAxwAAAHtCAYAAACTVnidAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "Audio('piano.wav')" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "\n", " \n", " " ], "metadata": {}, "output_type": "pyout", "prompt_number": 7, "text": [ "" ] } ], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "imshow(\n", " S['piano'][minfi:maxfi, :],\n", " extent=(\n", " index2second(0),\n", " index2second(len(S[instrument].T)-1),\n", " minf,\n", " maxf\n", " ), \n", " **imshow_options\n", ")\n", "\n", "labels = [\"$G_4$\", \"$B_4$\", \"$D_5$\", \"$E_5$\", \"$G_5$\"]\n", "\n", "_ = yticks( [notes[label] for label in labels] + [minf, maxf])\n", "_ = xticks( range(3, 24, 3))\n", "ylabel(\"frequency (Hz)\")\n", "xlabel(\"time (s)\")\n", "grid(color='w')\n", "\n", "axr = twinx()\n", "axr.set_ylim([minf, maxf])\n", "_ = yticks( [notes[label] for label in labels], labels)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAxwAAAHtCAYAAACTVnidAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n+f+RQx6IkaaUMAAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "Audio('honk_clean.wav')" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "\n", " \n", " " ], "metadata": {}, "output_type": "pyout", "prompt_number": 9, "text": [ "" ] } ], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "sr, honk_data = load_audio_from_file('honk_clean.wav')\n", "\n", "maxf = 6000; # max_frequency\n", "minf = 200; # min_frequency\n", "maxfi = int((n_fft*maxf)/sr)\n", "minfi = int((n_fft*minf)/sr)\n", "maxf = sr*(maxfi-0.5)/float(n_fft)\n", "minf = sr*(minfi-0.5)/float(n_fft)\n", "\n", "Si['honk_clean'] = stft(honk_data, fftsize=n_fft, overlap=overlap).T\n", "S['honk_clean'] = abs(Si['honk_clean'])**2\n", "\n", "imshow(\n", " S['honk_clean'][minfi:maxfi, :],\n", " extent=(\n", " index2second(0),\n", " # TODO: change the following line to be instrument independent\n", " index2second(len(S['honk_clean'].T)-1),\n", " minf,\n", " maxf\n", " ), \n", " **imshow_options\n", ")\n", "\n", "ylabel(\"frequency (Hz)\")\n", "xlabel(\"time (s)\")" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 10, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAvkAAAHtCAYAAACDE2FoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAADQ5APAAAADAxBPgAAADAw/xdzQdt+SMMBkgAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 10 }, { "cell_type": "code", "collapsed": true, "input": [ "Audio('honk_harmonics.wav')" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "\n", " \n", " " ], "metadata": {}, "output_type": "pyout", "prompt_number": 11, "text": [ "" ] } ], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "sr, honk_data = load_audio_from_file('honk_harmonics.wav')\n", "\n", "maxf = 6000; # max_frequency\n", "minf = 200; # min_frequency\n", "maxfi = int((n_fft*maxf)/sr)\n", "minfi = int((n_fft*minf)/sr)\n", "maxf = sr*(maxfi-0.5)/float(n_fft)\n", "minf = sr*(minfi-0.5)/float(n_fft)\n", "\n", "Si['honk_harmonics'] = stft(honk_data, fftsize=n_fft, overlap=overlap).T\n", "S['honk_harmonics'] = abs(Si['honk_harmonics'])**2\n", "\n", "imshow(\n", " S['honk_harmonics'][minfi:maxfi, :],\n", " extent=(\n", " index2second(0),\n", " # TODO: change the following line to be instrument independent\n", " index2second(len(S['honk_harmonics'].T)-1),\n", " minf,\n", " maxf\n", " ), \n", " **imshow_options\n", ")\n", "\n", "ylabel(\"frequency (Hz)\")\n", "xlabel(\"time (s)\")" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 12, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAvkAAAHtCAYAAACDE2FoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzt3cuSHMed5/vfP7IAso8dI4tQ2yxlAqDeiwB5HkAA1Psm\nSL1AC9DsR7zMfpqk1HsRpB5gSIjcDy96gEMC1L4FgKa9gCLP9IhEVcb/LMIjy8PTIzIjK7IyM+r7\nMUuLm0ekZ+Tt7x7uHubuAgAAADAexaYzAAAAAGBYBPkAAADAyBDkAwAAACNDkA8AAACMDEE+AAAA\nMDIE+QAAAMDIEOQDAAAAI7O36QykzGxf0jth8UDS3yS97+7fJmnelPQgrLrs7m+2HGuwdAAAAMAu\n2Kog38wuSfpI0k13/yas+1TSZUm/jpJ+JOlWlOaimX3q7r9IDjl0OgAAAGDrbVtznbuS/q0OtoM7\nqoJwSZKZ3ZL0JE7j7o8kHZjZK+tKBwAAAOyKrQnyzeympOfd/ZN4vbt/7O5/ilbdlvRZ5hBfhm3r\nSgcAAADshK0J8lUF1HeXSPeipIeZ9Y8kvbTGdAAAAMBO2KY2+dckfWhm1yRdkvRY0suS3q473YYO\nsgrbUgeS9teRDgAAANglWxHkR8H2TyXdc/cvwvrPJd0zs6vx6DoLjvXc0Onc/btl0gIAAADbYFua\n61wI04vu/nW9MgT2n0t6N0m36FhDpwMAAAB2xrYE+bUvM+vuS3qtxzFyTW9OIx0AAACwFbaiuY6O\nA+lcB9jHkvZD85o6XWvturt/Z2bFkOnSdWbmbekBAACA0+Lullu/FUG+ux+Y2YGWCLZDulyH2Euq\nOsvGxxskXc6P2zZgJ9CrGuvCZwvrwmcL68Jna3f9tWPbNjXX+UpVx9vUBUlPknSXM+n21Rzvfuh0\nAAAAwE7YpiD/jqSbmfU3JL0fLd9VNbRmLt2Ha0wHAAAA7IStCfLd/WNJD83slXqdmV2R9DN3fytK\n94GkS2Z2MUm3H98td+h0GJdnN50BjBafLawLny2sC5+tcdqKNvk1d/+Fmb1nZi+rai7jkq5mkl6T\n9JaZPQjLl909Vxs/dDqMBD9oWBc+W1gXPltYFz5b42TuDBTTl5k5HW8BAACwSX9V++g6W9NcBwAA\nAMAwCPIBAACAkSHIBwAAAEaGIB8AAAAYGYJ8AAAAYGQI8gEAAICRIcgHAAAARoYgHwAAABgZgnwA\nAABgZAjyAQAAgJEhyAcAAABGhiAfAAAAGBmCfAAAAGBkCPIBAACAkSHIBwAAAEaGIB8AAAAYGYJ8\nAAAAYGQI8gEAAICRIcgHAAAARoYgHwAAABgZgnwAAABgZAjyAQAAgJEhyAcAAABGhiAfAAAAGBmC\nfAAAAGBkCPIBAACAkSHIBwAAAEaGIB8AAAAYGYJ8AAAAYGQI8gEAAICRIcgHAAAARoYgHwAAABgZ\ngnwAAABgZAjyAQAAgJEhyAcAAABGhiAfAAAAGBmCfAAAAGBkCPIBAACAkSHIBwAAAEaGIB8AAAAY\nGYJ8AAAAYGQI8gEAAICRIcgHAAAARoYgHwAAABgZgnwAAABgZAjyAQAAgJEhyAcAAABGhiAfAAAA\nGBmCfAAAAGBkCPIBAACAkSHIBwAAAEaGIB8AAAAYGYJ8AAAAYGQI8gEAAICRIcgHAAAARmYrg3wz\n2zez/U3nAwAAANhFe5vOQMzMnkh6Plo+kPS6u/8hSbcv6U1JD8Kqy+7+ZuZ4g6YDAAAAdsFWBfmS\n/k3SXUmXJD10929a0n0k6Va93cwumtmn7v6LNacDAAAAtt7WNddx92/c/U9tAb6Z3ZL0JN7u7o8k\nHZjZK+tKBwAAAOyKrQvyl3Bb0meZ9V+GbetKBwAAAOyEXQzyX5T0MLP+kaSX1pgOAAAA2Anb1iZf\nZnYtzO5LelnS2+7+bdhWj7jzOLPrQdhn8HQAAADALtm2IP+Xku5GHWDvS7pnZlfrQH8RM3tu6HTu\n/t0yaQEAAIBtsG3NdV7PdIC9L+mtsOrCEse4sIZ0AAAAwM7YqiDf3f+UWf1I0s0eh8k1vTmNdAAA\nAMBW2LbmOjkPVI2bLx0H3K216+7+nZkVQ6bLrT+I5p8NDwAAAGBdvg+PZWxNTb6ZPVg0Lr27H6i9\nQ+ylsG3wdDn70YMAHwAAAOv2rJoxaJetCfIluapa+9RlSfei5a/CutS+muPdD50OAAAA2AnbFOTf\ncfc/Z9bflHQnWr6ramjN1A1JH64xHQAAALATtinI/9zMfhWvMLPXJf3F3f9Qr3P3DyRdMrOLUbor\nkvbd/ZN1pQMAAAB2xdZ0vHX3r81MZvZOWLWvKsD/50zya5LeMrO6ec9ld8/Vxg+dDgAAANh65u6b\nzsPOMTP/8aYzAQAAgDPtr5Lc3XLbtqm5DgAAAIABEOQDAAAAI0OQDwAAAIwMQT4AAAAwMgT5AAAA\nwMgQ5AMAAAAjQ5APAAAAjAxBPgAAADAyBPkAAADAyBDkAwAAACNDkA8AAACMDEE+AAAAMDIE+QAA\nAMDIEOQDAAAAI0OQDwAAAIwMQT4AAAAwMgT5AAAAwMgQ5AMAAAAjQ5APAAAAjAxBPgAAADAyBPkA\nAADAyBDkAwAAACNDkA8AAACMDEE+AAAAMDIE+QAAAMDIEOQDAAAAI0OQDwAAAIwMQT4AAAAwMgT5\nAAAAwMgQ5AMAAAAjQ5APAAAAjAxBPgAAADAyBPkAAADAyBDkAwAAACNDkA8AAACMDEE+AAAAMDIE\n+QAAAMDIEOQDAAAAI0OQDwAAAIwMQT4AAAAwMgT5AAAAwMgQ5AMAAAAjQ5APAAAAjAxBPgAAADAy\nBPkAAADAyBDkAwAAACNDkA8AAACMDEE+AAAAMDIE+QAAAMDIEOQDAAAAI0OQDwAAAIwMQT4AAAAw\nMgT5AAAAwMgQ5AMAAAAjQ5APAAAAjAxBPgAAADAye5vOQBczuyXpgbt/kazfl/SmpAdh1WV3fzOz\n/6DpAAAAgF2wtUF+CLzfk3Qzs/kjSbfc/ZuQ9qKZferuv1hzOgAAAGDrbXNzndckHaQrQ+3+kzog\nlyR3fyTpwMxeWVc6AAAAYFdsZU2+mV2T9JmkdzKbb0v6fWb9l2Hbx2tKBwDDM5NF89XEmtvMjpMn\ny81DWbwwSxvvE6ex3HHc5fF8vVzPh4eSeUmzdACAzdu6ID8009l390fZPyDpRUkPM+sfSXppjekA\nYHhJUC1JhMkAgJNaOcgPte0XJV2WtK+qac0DSQ/d/U8nyNOr7v5By3Puh9nHmc0HIR+DpwMAAAB2\nSa8g38x+paoJy5UF6VzSfUl33P0PPY7/oqSv+uQpc4znhk7n7t+dJE8AAADAaVoqyDezdyS9HhYP\nVLVT/1JVM5cDVTXhF1TVfF+S9LKqgsD7ZnZH0m8lvb1EsPxSWy1+cGGJ7F7Qch2K+6QjyAcAAMDO\n6Azyw+gyddD9W1U184+WPbiZXVJV8/9rSbfM7Ffu/klL2l8tCPCX9VjSPw6cDgAAANgZi2qy/yDp\nDXe/4O5v9gnwJcndH7r7G+7+gqS3wvHmhMJArvOrJMW9b+uAu7VGP1wtGDodAAAAsDM6a/JDcD4I\nd39f0vstm69Jumpmrybr9yXdNrMbkj5190/MrK1D7CWFcfXd/WDIdDnxhmfDA2dEPORhtK6x2LJ+\nUNFQhXOjsaTbGNYQAICd9314LGMrhtAMzXTmmuqEG1W9lzTx+UrViD6pfVVj668r3dxGnFHxkIfR\nusbiqWUGAACcFWnFcldzk153vDWzj8zsw0Uj05jZe2Y27XPsHu6q6tibuiHpwzWmAwAAAHZCryBf\n0k1Jr0p6ZGY/60j3I2m+RcOKfhQvhFr/S2Z2sV5nZldU3UDrk3WlAwAAAHbFKs11Hqpqr37PzN5w\n939vSbdyiwUze0/V3WZd0ruhTf4bUcffa5LeMrMHYfmyu+dq44dOBwAAAGw98x4d8sysVNW85V1J\nX0h6XtJdd/9lku6upH9x98mAed0aZuY/3nQmAAAAcKb9VZK7Z1vP9G2uI1UHuy/poqpA/1Uz+w8z\n+8mqGQQAAAAwnJWCfKkaftLdb0j6narRaR6Y2b8MljMAAAAAK1k5yK+5+xuSXlPV0faumf1eVVv6\nNQ4QDgAAAKDNIOPku/sfzeynqsaVv12vHuLYAAAAAPrpW5P/KDzmuPtDd78s6eOwipp8AAAAYAN6\n1eSHIH5RmlfN7LqqkXcAAAAAnLJeQ2iiwhCaAAAA2LSuITQ7a/LN7LmTPLG7f3eS/QEAAAD0t6i5\nzoFO1oF2lDfDAgAAALbZMm3y6UALAAAA7JDOIN/dW0ffMbNS0gN3/6fBcwUAAABgZSe+GRYAAACA\n7UKQDwAAAIwMQT4AAAAwMgT5AAAAwMgQ5AMAAAAjQ5APAAAAjAxBPgAAADAynePkm9lf1H3H28tm\n9h9tGxlDHwAAADh9i+54e2mJY1weIiMAAAAAhrEoyH/pVHIBAAAAYDCdQb673z+tjAAAAAAYRmfH\nWzP7yZBPNvTxAAAAAMxbNLrOQzP7vZk9d5InMbPnzew9SQ9PchwAAAAAiy0K8n8q6f+RdGBm/8vM\n/mXZgN/MnjOzV8zsU0lPVLXvp5MuAAAAsGbm3jVCZkhkdlPSW5JeDKseSLqvqmb+QZT0sqoRea7q\neGSe+5LedvePB8rzxpmZ/3jTmQAAAMCZ9ldJ7m65bUsF+bPEZlck3ZZ0XdLFjqQPJX0u6Y67f718\nVncDQT4AAAA2bbAgv7Gj2b6q2vpLki5IeqwquH/o7gerZXU3EOQDAABg09YS5J9lBPkAAADYtK4g\nf1HHWwAAAAA7hiAfAAAAGBmCfAAAAGBkCPIBAACAkSHIBwAAAEaGIB8AAAAYGYJ8AAAAYGR6Bflm\n9vN1ZQQAAADAMPrW5H9uZn8zs9+b2c/WkiMAAAAAJ9I3yP9C0guSbku6b2b/YWZvm9lPhs4YAAAA\ngNWYu/fbwWxf0muSXpV0Ldr0QNIdSe+7+3eD5XALmZn/eNOZAAAAwJn2V0nubrltvYP8xs75gN8l\n3VcV8H80xoCfIB8AAACbtrYgv3Egs+dVNeN5J1rtkj6XdMfdPxnkibYAQT4AAAA2ba1BfgjuX5N0\nU9KNaNO3kh5LuhiWH0i64e7fnOgJtwBBPgAAADatK8hfaZx8M7toZr8xs69UBfJ3VAX4DyX9VtJV\nd3/B3S9LeklVh93LIR0AAACANepVk29m70h6RVXAXnuoKnj/o7s/6tj3iaTn3H2yYl63BjX5wI4y\nk6XzZmHRZuslNbbNcZfnlsPv6ex3tV6O5tcqeX3VxNq3RfMNcb7D8la8PgBAQ1dN/l7PY70epvcl\nfagFgX3iK0lPej4fAAwnDs7TQH2BRrAcPYqiUFEUsqJQMZlUy2Fabzez2X6NY2k+QG4E04vymnk9\n7l7Nl6XKMPVkWe7VuvgYcZBuNhe0W5SfeB4AsJ36Bvm/lvShu3/b94nc/cbiVACwneLa66EC3Lla\n9qjwMDefpFuQ2WwAH1+5zV7Fzb223L7LvTwAwAat3PE23ADrSRzwm9nPJX01xmEzYzTXATBmQxU+\n4isWcfrscTqaF80KLPVVivoRXZ0oy7K6apG5YlHtTtEEwPgM2VxHZnZNVRv8i6o62/4p2vy5JDez\n9939v66QVwDAhq3jqgUA4HT1Gl3HzF6U9JmkS5K+lpS2x/9A0neSbpvZh4PkEAAAAEAvfYfQfCtM\nb7v7S2mnW3e/raqG/2tJN0OTHgAAAACnqG+Qf0PSA3f/oC2Bux9IelvVAAzXT5A3AAAAACvoG+Q/\nL+lgiXR1mv2exwcAAABwQn2D/EeSrpjZcwvS3QzTL/pnCQAAAMBJ9A3y31XVDOdeW3t7M/uNpFuS\nDtz96xPlDgAAAEBvvcfJN7O7kl5RNXTxfUkPJT1WNeLOS5JeCEmvjjXIZ5x8AAAAbFrXOPkr3QzL\nzG6qqtW/mNn8R0lvpCPvLHncFyX9Mlp1SdLbaWHBzPYlvSnpQVh12d3fzBxv0HRReoJ8AAAAbNTg\nQf5s5yo4viTpgqSH7v7wBMe6Iumiu38crbumalz+xlUBM/tU0i13/yYsX5R0x91/kRxz0HRReoJ8\nAAAAbFRXkN+3TX6Dux+4+313//wkAX5wW8fj8NfH/0LVSD2363VmdkvSkzogD+keSTows1fWlQ4A\nAADYFXt9dwi13PVNrzq5+y8XpYl8qqpt/9xTSnoSLd+W9PtMui/Dto/XlA4AAADYCb2C/NBm/l6P\nXZYO8kMznUZAHZrwPC/pw2j1i6o6+6Yeqer4u650AAAAwE7oW5P/bpj+UdIdVYHwWoT2/u+raiv/\n52idlK/xP1C4+dbQ6QAAAIBd0jfIf1nSA3d/bR2ZkWZXC65LuiHpdXf/U8/9F92oq3c6d/+uTx4A\nAACATerb8fZ5VWPjr427f+3uvwsj21w1s/eizReWOMSFNaQDAAAAdkbfIP8LSVfWkZEcd/+dpOtJ\noL9IrunNaaQDAAAAtkLfIP8NSZfN7L+tIzMtPpZ0K8zXAXdr7XpoWjN0OgAAAGBn9G2T76qGlbxj\nZr+U9Lmqu8Rma7vd/ZNlDho6wN5T1cn2i2Tz30Kan7n7n82srUPsJVWdZeXuB0Omy4k3PBseGCEz\nWT1NH0WhoihkRTFbbkzDflnu8noaHrN5qbE8t0+0LKlxHCX7zuYz6XdKfT7D/PGszaWTpNxZz77u\n+JxG23byHAEARu/78FhG3yA/Hj7zani0cUmTJY97SdW4+89ntv0oTOthLr+SdDmTbl/V3XG1pnRz\nG3EGxMH4pvNylnUF4wAAnBFpxXJXc5O+Qf6bPdIu/f/r7vfN7LctNf9XJN2Lms3cVTXyTuqGmje1\nGjodAAAAsBPMt+SStJldk3TJ3T+I1l2X9L8kXXb3b6L1X0l61d0fheUrku64+8vJMQdNF6X3H5/0\nBQMAAAAn8FdJ7p5tG9y3Jn+Omf1E1RN8c5LjuPsXZvY4jKRTt5N/QUmAH1yT9JaZPQjLl1sC8qHT\nATgrkvb+JjX6ZBShT0YxmWgSHnt7e5rs7WkvLBeTyXG6sJ/MVIRpfcx62ySknRSFJmbVMaL1Rdwn\nJOSxzuVcvwup2U8jrPeOvgf19vpRuqssS03dNZ1OVZaljspS07Kslt01LctZWk/6hjQeZakyPKbT\nqcrp9Hhaliqn0ypNSJvmHQDQz0o1+Wb2iqq7315U9d/n7j4xs1+pupHVGycN+rcZNfkAhjDrONzS\nwVuZeUnznbqjYL9tv9xxs8caStKfJQ72Z9MkqE87nM/9P2X6ZjQKN3X6Xe5kDgA9DFqTb2YfSboZ\nFr8N0/rusSbpVUk3zexG37vVAsBZEgelhKIAgCH1Gic/1ODfVDXSzVV3f0HS+wqVQe7+vqRfh+W7\nw2YVAAAAwDL61uS/FaY36k6qKXd/38wuS/qNmf2c2nwAJ2G5ZilRm3Z1NDuZNUmJpla3ba/buUf3\nOyiibRY3aYmOm7Y5r5uXlGlzlCXvVZDeLyFtx567j0J2GNFtaZYSvwfbkicAOIP6BvlXJD1oC/Aj\nn0n6TUhPkA9gZZ03BFtWcjOttP37bD5aX6eV8jfXmmWpPeMd2Tl+ziJ04p0UxXEH3slk1oF3b2+v\nWh+2NwohUR5mnWVDwaDuKDudTnUUOrZO606uaVv4kN/cNFfgiJ9HUZr4dc+9+nR9S7t7OtoCwDBO\nPLpOi/qmVq13jAWAU5N02Ny6MDJzR9/GlYl4e5JuthjvG0/Twky0Prdv7s7Kc3dVlqSimAXq5l6N\nwBDtk73rcLw+HNfiqxIt+y0yd+fj5sZcRpqL8boFnXsBYFf0DfK/kHRtiWY4t8P0XkcaAIDUHlie\nRNdViL6j6eSC4sx6AMD26Bvkv6tqTPm7ZvaGu/8hTRDGub8u6aG7fz1AHgFg/HJBea62vmXbWnXl\no0uu70DXNgoNADCY3uPkm9nrkt4Ji65qGM19SQ8kXVL1+3+gavSdRW33dxLj5AMAAGDTusbJ7zWE\npqoD/VbSTyV9LOkbVQG+JF0Oy2+4+4WxBvgAAADAtlvpjrdzBzHbd/cz08mWmnwAAABs2qA1+Tln\nKcAHAAAAtl2vjrdm9o56DPrg7m8tTgUAAABgSL2a65hZ2efg7j7IlYJtQ3MdAAAAbFpXc52+Q2j+\nomPbJVWdb3+jaqSdrrQAAAAA1mSQjreNA5rtq7oJ1mN3f3nQg28JavIBAACwaWvveBsLnXDfkHTV\nzH4+9PEBAAAAdFtXm/n7YXplTccHAAAA0GJdQf61MGVoTQAAAOCU9R1C82cLklyQdFXSu2H53iqZ\nAgAAALC6vqPr3F+cZOZ9d/+65/EBAAAAnFDfIP+DJdIcSPrU3b9YIT8AAAAATmjwITTPAobQBAAA\nwKad6hCaAAAAADarb8fbv0g6UdW/u//TSfYHAAAA0K1vm/xvJT0v6dIa8gIAAABgAL2a67j7VVWB\nviT9UdINSRfcvZD0U0m/lvQobL/u7kX6GCrjAAAAAPJ6dbw1s3ckvS7ptrtnR9oxs31V4+P/RNIL\n7v7dAPncKnS8BQAAwKYN2fH2VUlP2gJ8VU90oOpmWCbptZ7HBwAAAHBCfYP8i5IeL5GuTrPf8/gA\nAAAATqhvx9tHki6Z2U/c/ZuOdNfDlDveYjzMZNF8NbHmNju+YpYur4X78XBXoendrAlevS1qkpcu\nr80y5yreliwPrj436XJ6rtK03EcEALCj+gb5dyS9I+kzM7uRC/TN7DeSboXFr06WPWCzGoFp/SgK\nFfW0KKrpZDLbZlHaRvCfBI8eBZruLi/Lal293BWIxsvJceL9LVlvkjzKy8Ana/Za43MwO0dFIZtM\nVETnbe5cLQjyexcGonM2OzdlqbKeluVsWs/X70PjfIZjdT5V9JwAAGxa7zvemtlnkq6p+k/7XNJD\nSQeSLof1L4Skr7r7x8NldXvQ8RYAAACb1tXxtneQL0lm9rqkt1SNmZ+6L+kNd/+i94F3BEE+sDss\nbi6UXF2orzA0rjascIVB0vyVlr75rDK5eD731PXzx49wRSK+WtFYl1yl6LpaEf9PNP4zcq95yf8U\nrnwAwMkNHuTPdja7ourGWBdU1eg/dPeHKx9wRxDkA7slF+inTa/S5lZxeqk9wF7KEr+zjaZXYb7R\n1CiTLmRyrplUEb22IjQnK+LltCAzl91mYaEMBYOyLFVOp8cFh2j7rJCR5C9tYhavS/9/2v6PcgWC\nuUJKS1+UpftWxH1FkvW9ZJ6L/h0A1qUryO/bJr/B3e+b2ZNqtrMjLgBspVkAlvZVqIO7el3a1yAE\nzJOi0GQy0WQy0V48DdtyQbWpWfAwqRmY18F4PE33j/PYeEHzhQOP53MBePwaZy//OJ+NwkNm2igU\nLTrfbVcFlA+G67y7+6ywMXXXdDrVUXgchsdR9JiWpaZ1QSR91MeMrnBMQwFmNg2FmTK5CpI7j3Ov\nsfmCZ+8VwT6A07RSkG9mr6gaC/+iqv8alzQxs1+pGlnnDYJ+ANtimcBs43JXDJKguW/H47mgu622\nel2WzH+2cJCu66j1XziiVGb/9Ni5Kw6z/bf5cwMALXoH+Wb2kaSbYfHbMK3b5puqG2bdDKPv/Onk\nWQSAMyAd5jNaN1s8vdwAAHZcr5thhRr8m6ra31919xckvV9vd/f3Jf1aVbB/d8B8AgAAAFhS3zve\nvhWmN9w9e6OrEOj/TtILZvbzk2QOAAAAQH99g/wrkh64+6MF6T6L0gMAAAA4RX2D/GXVbfQP1nR8\nAAAAAC36BvlfSLq8RDOc22F6r3+WAAAAAJxE3yD/3TC9a2b/mktgZu+pGkbzYVu7fQAAAADr0/uO\nt2b2uqR3wqKrGkZzX9IDVXe/NVXNdK4u0XZ/J3HHWwAAAGxa1x1ve7fJd/ffSvqppI8lfaMqwJek\ny2H5DXe/MNYAHwAAANh2vWvyswcx23f3M9PJlpp8AAAAbNpgNflmVprZNF1/lgJ8AAAAYNv1ba7z\nSJKZ2U+GzwoAAACAIfQN8l9V1dH2zhryAgAAAGAAez3Tl5L+VdIHZvYfkv6oalSdx7nE7v7JybIH\nAAAAoK9eHW/NrOxxbHf3Sf8sbT863gIAAGDTujre9q3J/12PtCcftgcAAABAb4MMoXnWUJMPAACA\nTVt5CE0ze8/M/jVa/sjM/mXg/AEAAAAY0KLRdW5Juh0t35T08vqyAwAAAOCkFrXJ/1rSVTP7Uscj\n6NwysyvLHNzd//kkmQMAAADQX2eb/BDMfyHp+VUO7u5976h7RdJrkvYlXZL0UNIb7v5tkm5f0puq\nhu+UpMvu/mbmeIOmi9LTJh8AAAAbtfLoOu5+X9ILIQiWqtr830p6W1L2gKsKAf7VOLg2s3ckPTKz\ni0mg/5GkW+7+TUh30cw+dfdfJIcdOh0AAACw9ZaqaXf3A3c/kPSBpC/d/dt6XdejZ16uufsHyfO+\nqapgMVtvZrckPakD8pDukaQDM3tlXekAAACAXdFrnHx3v7041cr+u5k9dPePk/V/VNUBuHZb0u8z\n+38Ztn28pnTYJWbHl5rMZOERz8+Wpdm8FC5R1dvDtsJMRVGoKApNikKTvT3tTSbHj7A8mUxm6Yr0\nueJjz7Jmjeer89JY33hZJneXS9XUXWVZaho/plMdlaWOplNNp9PZ+rIsVbqrDPspTF06ng/Hq6fl\ndNqYejiGhzSK9s+9B/Frzr0vc9vXrc5vPB/yPmu6WC9H8wAA7Jq+N8NaJ5d0MbP+sao2+rUXVbXV\nTz2S9NIa02GX5II5nK44WAYAAKdqa4J8d7/QsullhQ6xSd+A1IFCYWDodAB2XHplp54mV3eq1dZI\nM38oixcaV2WUXoHpOI6kxtUETx/haomnV16iKw6dBajMVQiuTgDA2bE1QX6H65L+x7KJzey5odO5\n+3fLPj+AHZAL8HPNpKLgPG56NdeEKzTV2kumjaZbRTHXHGvueOGYk7DPpN4/LDeagNX5i5ob1U2x\nyrLUtJ6G5lv1fL2+bpY1a/oVpvKkOVgocNTNvWZNv5KmW+n+dZ7SaV2AKT1ToImOIeULJem6uUJP\nvC2zPwDp1D74AAAgAElEQVScFVsd5JvZu5L+4u7/Hla11fbHLmi5DsV90hHkA7tsF5pvJf0vGgWM\nZHm92Tgu9NSFk1lBIy641PN7e43Cx9zraB78eLZnvtKrGWVUWJj1F4kLL8kjHKT53idXUtKrJfE6\niUIDgN2ytUF+GFLzFUlL3Xgr8ljSPw6cDgDWKxOAzmZPPTMAgF23tUG+pHckXU+aytQBd2uNvrt/\nZ2bFkOmWzC8AAACwFbYyyDezxs2pau5+YGZtHWIvqeosO3i6nHjDs+GBEcsMyVnNznfSTDtmSsdN\nE/p2lOxMnu6TNj1I1mX3WYPZ60+HB821gU/SNY4Tr8t1aE2P0dIhNjdM5qxJRlvTjkVNNDqafcTP\nw3CcAIAhfR8ey9i6ID/c5fbf4gDfzF5096/D4leSLmd23Zf0WbQ8dLq5jThDdqFN95ZYevQXAADQ\nS1qx3NXcZKuCfDP7laT/6e5/TjZdl1QH+Xcl3cjsfkPNm1oNnQ4AttuCm43FV1lmyZLlQaX3Sshc\n2eCqBwCsx9YE+WZ2XVWN+hMz+2m06YKqsfIlSe7+gZndNrOL7v4o7HtF0r67f7KudAAwpLnmRVEg\nvqh509z+UvfIMWFaTTLDTzYzNj/2fyY/rfmq51vuLtzVPKoxfGYub8kxJQoMANBmK4L8cFOqTzuS\n3EmWr0l6y8wehOXL7v6y5g2dDgAG0Qhih2ralKvJT/s1xNui+UZeQt7KaF0jz4xJDwBbz7K1Jehk\nZv7jTWcCwOYsE0x3BdK54yT7dh0jXZ6rnW+pOU/Hg5cIzgFgl/1Vkrtn/2S2oiYfAHZKW7MRAAC2\nxDJ3fAUAAACwQwjyAQAAgJEhyAcAAABGhiAfAAAAGBmCfAAAAGBkCPIBAACAkSHIBwAAAEaGIB8A\nAAAYGYJ8AAAAYGQI8gEAAICRIcgHAAAARoYgHwAAABgZgnwAAABgZAjyAQAAgJEhyAcAAABGhiAf\nAAAAGJm9TWcAWDszWduyHW+xZLlatNl09igKFUUxm8YPqx912swx3X02dXcpTMswTdfX6eN9w4K8\nnsaPsszOKzpWvd9aJOe3PgfxuVRybrrOvaJzH8/X70W8nO43E7/25NyUZXl8nuJzV5+zsH/X651b\n1bGtU/z+tGzr3D2Xrn4N6fHX9f4DALYCQT7GLw5ycssYVhJUbuW5Tgt+YV1jsWX9nEywvPRrjgtw\ni7YRlAMAeiDIB4AVA/zG1YYo/dz6jueae86OdG25maupb7lalLs6kS1AdF2Nabs6k9s/dyUsuQpT\n1FdjwnR2vPgqT+41hvnGa63XZc6Fov3jdF6WUn0lLb6ik1zVWfrKDgBsCYJ8AOMXB6b1tKUJUBy8\nxsFuvb1umrVXFNqbTLS3t6fz587p/N6ezp8/r2fOnZst7+3t6dzeniZxsy4zFdHz1MtFYZoUhSaT\nifbq6aSYrauOcZy+zmMdqJbuOpqWmk6nOpwe6enhkZ4eHemHp0/1/dND/XB4qKf14+hIR9OpptNS\n07BvI6CVjpuRSbNmTWUUDM/mo33mAmo1m7wVUYA/ex1hPi0ESEmAHz1HGTW1KsvwGqL5uPlb2qyt\nFm9rNNWqp/X6kG7pz1i0PHsNbYWgNUoLRceLzSZ/s7QUXIDRIcgHMH5pLe9JtfXzaOkXkA300ryF\n+Wric/meJUmWz7ykQLD2p4ues9OCALrvO9gWtANAG4J8AFjSXOfhuCY66ZCddsJOCwKS5muZ0xr1\ntk7YmYJBS4b7vb7MvrnXXL+WucJMRyfz2WuIasxnTWTaOogvE9B2dVbufLEU1ACMG0E+ACypV/CJ\n7UaHfAAjxzj5AAAAwMgQ5AMAAAAjQ5APAAAAjAxBPgAAADAyBPkAAADAyBDkAwAAACPDEJoYpex4\n5mEs88Y0mk/vihrffbOw6G6kk4nOhbuZng93NK2ne2F7UVR3Ko33TzJ4fCfVeDm5w+rc65KO7/pZ\nP8JdPo+mUx1NpzqcTnV0dFRNw/J0OtU0czfQeEjIeOzycjqt7iAaptNo2ZM7pKZ3Em2MP9421npm\n29z7F78P9R1S67vGRue4iMelT++Ymjl2dszysC4dQnEubXy+onHe63Mzrc9Zfb7CGPBzd19N3tOu\nMennXks6bns6TnzmDq/Z8eczQ0gu0jc9AGBzCPIxSoxnvkG5GwNtLDPbb/Bzk7nJk5S5mVNRVIWo\nrnyl35+2O7fyPQOArUOQD2A7JVcEGneOTZd1XPstZa6O1FdUQq1/fFWmntbzk3CVoKjvZBvVps/l\na8XX40lte3xVpr4yM43m6/XxFZT6ik76euOrR40rINE6M6vaatavL8nq7NjR88yeuyUfcYE6fm2N\nR/xaoisgs6se9fOU5ew8HR80c/WlaxsFDwBnHEE+gO2UXBEYbciWFmaSaTWx+bTR9tlivC5zrNZm\nTJlmTTMtwXLvGvxFd5gN+ZtI8smkd36qTSt+SroKEKctdyWszl9UOJS4igKgG0E+gLOprUa+JeDN\nXh2oa/ujfgJxH4Ei6gNS7WbZQD3th5HWzMfb4u2Smm3w1dJfIFwl8KjGPH6kwaPUDJjTNHPLxwmz\n567r/Kb9N5bS8pxzQX6f5mLJvlwRALDrCPIBnE1tVwe6aq4BANgRDKEJAAAAjAxBPgAAADAyBPkA\nAADAyBDkAwAAACNDkA8AAACMDEE+AAAAMDIE+QAAAMDIEOQDAAAAI0OQDwAAAIwMQT4AAAAwMgT5\nAAAAwMjsbToDwNqZyZLl2Wyy3LafmTUfRaHCTEVRVPNFITNTEbZZOGY6dUlyn3uq2Rp3zW+N0kT7\nunuVPjxKd3lZystSpbvKMF8vx+ln+2+5+rzN3otw/mfb0uWQRpJy72rjFdfnIZo/3rTg3KTvU72c\nntuO5wAAYJ0I8jF+mYBsNnvqmUl0BKSthY802TLpo4C4M/jtCnZXDVjbXuOSr2/29OF5Vy2cZAt0\n8flYtvC3Di0F0YV5XnDMuVUt67Pi702m8NIo1ETzAIDtQJAPbFIcJLVsW3iI4XKzHm2vcdmgMAnE\n40A1W3sfB+vh6kpRFJpMJjo3mejc3p7OnzunZ595Rs+eP69/eOaZ2ePZZ57RM+fO6fy5c9qbTLQ3\nmWgymcjMNImu1hRFdcxqezE77rm9ic6d29O5STU/mUy0N6mu9BRFuNJjNrvyUpaljqalDo+O9PTo\nSD88PdT3T5/q7z881d+fPtX/+f4Hff/0qb5/+lQ/PD3U06OpDqdHmk5LTctydpz0/Fh0noqocFdf\niVKSJn5PXFIZXQ2ahsfRdKqj6VSHYXo0nWo6nWpalsfp4ytG9SHjz8CS03Q+zd9sPt4vKnjMFUai\nfWazSb48nc9d9eq40patPEgLzZl1ALAuBPkAtlsa2K16nEytfdr0J153nHRBzfcSTXs685ME4JZp\n+lUH6o2rMSFfVeGhKkRMiqpgcW5vovOhsHL+/Dk9e/68zp8/p2fOn9P5c3s6t7envb09TYpCk0nR\nKAyZqueoCyWTUEDaC4Wac7PCT6G9YqLJrABThHxKks0C/7qAcHg01dPDQ/1weDQruPz9h6fHhZjD\nQx0eHs0KEVXhITQ7C+fRpeOmaVEhpEzm4yZqHgf/8VTNgH6WPhSeZtPoIbU0m0uPH+8TzZu73Gz+\nyggArAFBPoBRa9Rc10Fz3Y8iBLDxtF4f98GIjyM1rxikgXr6nLM00T6N40Tb4j4g6bHTPCzKS2mm\nH6alnn7/VP/5w+Hx64mP2dZ8K67VVhJYp/1Aolr0XE28p+nrmv/0kQbW1c6tteLxcyhOu0SNem7/\n9GpAY/uCfGSP3TM9AAyNIB/AqDWaXJTlhnMDAMDpYAhNAAAAYGQI8gEAAICRIcgHAAAARoYgHwAA\nABiZret4a2Y3Jb3m7q+1bN+X9KakB2HVZXd/c93pAAAAgF2xFUG+mT0v6V1JB5L2JV3qSP6RpFvu\n/k3Y96KZferuv1hzOgAAAGAnbEVzHXf/1t1/HWrQH7alM7Nbkp7UAXnY95GkAzN7ZV3pAAAAgF2y\nFUF+D7clfZZZ/2XYtq50AAAAwM7YiuY6PbyofE3/I0kvrTEdgE3L3Z01vQttsq6hvilWy/rGNu5S\nCgDYcTsT5IcOspL0OLO5bss/eDoAW8J9uQAdAADsXHOdTmb23CbSAQAAANtkZ2ryJV1YMs0yBZc+\n6b5bIh2AZeWa2JyyRq0/TXMAACO0S0H+Mh5L+seB0wEYEk1s1iftt1Avh4KVxf0VWgpbbU2iPH7f\n6vm4nwOFJQDYKrsU5NcBd2uNvrt/Z2bFkOnath1E88+GB7ZMHPCkQU4U/MRBUHP3433qR1EUsqLQ\npChUFIWKyaSar6dhe2EmK4rmc+o4OHL32aOsp2XZnIb1dVv0OLDy+HjRsbws5WVZ7Rvm4+eKj7fN\nQVnbOZ9MJprs7c2me5NJNT+ZVO9HSBvv3zhudfDj+bDc+CxEeYjF711ZlrPHdDqtHkdHOqof9brp\nVOV02nhP6/erkY/481nnvc5T/To6Pqtzovc4fq+zgXp67udWWH79MtLOzplCAQUGAFje9+GxjJ0J\n8t39wMzaOsReUoi7h07Xhl65OyDuqNk2skofSaEhW0OaCSCXzlccgOe2nSEeBcJlWUqSDjsKapKy\nAbAlwXNRB811IS0UHIqo0FYX0NKCQlEUsnCsIhQ6zp07p3949lmdm0yqx96ezu/t6dzens6Fwsde\nVCicFVySvFqS13q5EezHrz1+vVEhsJ6WdUEkTKfJchkVItPCgOv4M9cohEbHjZcbhcjjN7BRMK23\npfs28lKWVZqkIJr75DcKK8lz5tKk6+rCbv28s0JbKJCVUeGsjArO8uY5A4DTllYsd7Up35kgP/hK\n0uXM+n01x7sfOh0wF4DzF38KNl1QW6bWfAVFuNpTFxb2QsHgmXPndP7cOT37zDN69vz52fSZ8+dn\nhYe9vb1GoWFSFx6k6mpHWLc3mcwedSGkXp7UBY+44GM2u0oxddd0OtXhdKrDoyP9cHSk7w8P9cPT\np/r706fVfHg8PTrS4XSqaVlqWgfF7ppGQbu7qwxXNo6OjnQYrngcHh5Wj/TqR3IFalbIic7brIA2\nmVTnJL2qkxTYGu9xIg3al/mep1cjZgWt+kpan6tzyXOlV+gaV+syV+RaCx257096RfAMVyYAY7dr\nQf5dSTcy629I+v0a0wEYg7EX1HJN1OL5Za84pecmDSQzgeVa7zFQP19ZarpkM7xZkmS5cbwkz20B\nsEQQDGD37FSQ7+4fmNltM7vo7o8kycyuSNp390/WlQ7AKVlTzfmZCc6GvvKxjc7CawSAAWxNkG9m\n76lqC/+SpOfN7FNVd6O94+5fR0mvSXrLzB6E5cvu/nLmkEOnA7BuZyUYx+oWXK3Ibe88XOb4vfVo\nFiNxVQDA6bC2ERbQzsz8x5vOBAAAAM60v0py92ztxKjueAsAAACAIB8AAAAYHYJ8AAAAYGQI8gEA\nAICRIcgHAAAARmZrhtAEzoT0jqvRzXzMbLZu7g6dyc19cjfyqWbn7145N4JW19jiubtfto1Lfloj\ncw15l9r0tWfO3dz6+qmTPM2ev74ba+49jN7LudeSZi3z3GneF57xjvffF7zWtb6bbcNHMrwkAKwN\nQT5wmsZ+x9VT4DoOuN29CqLdJbNGgJgN+MNykblD6lxBItk/TlcH8VYUKsxUFIWKyURFUWhSFMfL\nUZp43zTYbxT24uPXj2hberfauFBYmB3nx0yTkJ+9yWQ2XxSFJiFNeuy0cFlEeYiPW8T7m1WXhKO8\n1u+Tu88epbumZamyLHVUlpqGx9F0Opsv3VWWZbVP2L+sjxG2T6dTTadTHU6nOjw81OHRkQ4PD/X0\n8HA2PTo6qo47naoMz1nnI31f489GtiCX+SzMYZx8AFuIIB/AdtuyO5zGVw9mgX+m9j6tyY9r9NP5\nxiME0hYC8npdGvTPXc1QpiASltNCRqNgkwaz0TFzBZsivXKRST8TBbiNoF86Dt7Th+avOsyOUQf9\nIXAvy3IW9KfzLsnNpKgwk17BSK+INa6AlOVsvURgDmD3EOQDQA9zNbQAAGwhOt4CAAAAI0OQDwAA\nAIwMQT4AAAAwMgT5AAAAwMgQ5AMAAAAjQ5APAAAAjAxDaAJoyoybnt4IqGtb61j2yRjjjDsOAMD6\nEOQDaMoF6bkAHQAAbC2a6wAAAAAjQ5APAAAAjAxBPgAAADAyBPkAAADAyBDkAwAAACNDkA8AAACM\nDEE+AAAAMDKMkw8AADB2Zsc3MqxveljfzLDeFt3cME0raf4+KvVyfS8V9/lt0TxOF0E+AADA2LUF\n4BgtgvzTkitBR/O57a2iErHn5ik9AwAAnGkE+aeFEjSAZcUVAQNIf3sAAONHkA9sQnzlJixLmmsT\nmU27JtkrP7Sv3AwqAgAAJ0SQD/TREpxLLQF6ki5uklWnt6gDlJnNrcvt39bpyd2rwDw8Guvi9Mn+\nc+LgvivdaVn1vHfJFGCkDRZicrX3yevq2jZ66Xu0aNuG3sOlC+/L6PgeUtjech3fZz4PLTp+56UF\nv399fh92/Tz1QJAP9LHoRxbHTvonl/nBj/ebGxWi7TmDhaNBdDWp6/pTGPCPd+WCTMu5zp6vZD67\nf1IInT2KIj/f8hxmpqKeFoUm9WMy0V5RaG8y0WQyma2bFIWKaJ/4vXVpVngtw3RalirdVZZlNR+m\ncRoP709a8PWwn9f7TaeaTqcqw3S2HKWZKzxneHwe3SWzxudg6b5X8fuQ2ad3iNhVAFkmP8n3o1Fp\nQH+webmrcVyh67agconz1h9B/i7rare7yVq+zI87P/pn0Nj/5FqCpDo4zW5LDtFaiMgEVGkgdara\nfmtWrI1sLLas30kdn/nZ4unlBjh7BmgK2/ab1CjY70iBliB/l3UFTFv8ocOa9e20mQnUevUNqNMt\nUbjLBarb/iOZ1eMqg9ReE7+WoviifhRpbVmStu9znVSvmu22bMxmduxzBPQ1cKd8aWTfH3d5/Ptc\n/waaSe7tFS0LjilV53yWPvfbnp6/of5bFzk8bN1EkL+Lum5okcwvOxznomBsJwOxs6pvbXn9viZN\nI2pzTTuON3Qvhx/U+sdVin4ko3Vboavt5zLa+jz0OUTmmADQsC1XQ4ccFnxIC2Iaj7eX5ankpbFq\nvc84hyB/F3W1HQZW1dIe8lQ+W6f1J9DR0bixeApZAYCdRRyyEwjygV3Up6Nlsr5TW+e6pKZaGvjq\nTuYyZ1sn0Hp5bjSizOtMRy4qQofRuhNoUXf4rDt9TiYqwvq682euA2jaWXfWwTPT0bORfvZyo1ql\naL/SverkmXQKnXUSXdDxs9EBNuk0m1uWMpeP49dQP2edF3d53Rk1ymPnCE7rxNUObKMFtdxpc750\nu6T571Gmhpor7liEIB8nlgsm24KLuUA0mpfmO7bkAs65QOI0ftQWtHM+9R/blg5+o/l5z73326JH\ne/zOwlXbcZJ92wouOXEhoPU7s2xBLfeZzxx74bE6mhcuc67S5oeLfmM6f2uk/G9Kfd7Swlq8Pn29\nudfacq57/T50Ncdc8PuZ1fGb2dpHpit/Q2j5rFeTTH+WaLmh63d5wW/2WlHLjS1BkH9a+v6onUbz\nhYH+xN29ek3R8dx9/o8pzEsdrzFTe0HNRYeuc9vnvEu9Pg9n+rynhY5tK4RsGwKefjhf806zTTd2\n15D/h7vk6dPWTQT5K9o7f37TWVgPCx0i06k014myYVN/TFGzg1ZjDkYJCDamrYa5sa3rcryULTBU\nk47C9pg/zzgbtvlK3Rh0/SeO+fdjlf/D0wryN3TeCfJXdNRRclpaejmyxz6z/U5yNaAOTNwbw0u1\nfRS3svZ22/KTygR1Qx+/q+lIrvZC6vmZ62Hu1eWaiIzkakxr07KxGLrZSF/JZ2LhZ6tPE6KzYoW2\n4bM0Qet5j+ZzwVVu37lPSO7zs+g3K9ekK7d/S3OtzmY/0Weq7e7h9frZ61v352vL3sPRfZ/G9noS\nBPkr6moXu1Ytf2Arf0xb2vou7JyXPZTll3sEml1tKLOBYi793EFb/vRbalFXtsRnom1400Vtk9f9\necudz7ZmUrk/gpM47Uumo//TGgpXiXbflr2Hbvlmq3N9K6L1dVqpI3DNNPOUVx3Zm8kWvPquJovx\nfFQp1vrb1XEVb9Ew12nFTW6/Pv+vredq0X/rksF+239FY79d+53NVKBVk+7z3nq4zPEHQ3Od4Y3m\nknnXl3hZ6Q939GVIO8C11To0s5T84EQBZ64j26CBeipXOzJwrWa2wJL8QHo8nm/XH2VRzM57Yz4t\ntCX5m6upqkdPcW+OsJLUcOXynztHjVFw4uVM2qwFtVnZdPVrqzJ5nNeodi59XbmRYrahti73uhbW\naCo5//Fx2mpIM3/MuVrMtg6pG/ldzASA22JnA5xY5ve9dfQmHX+3pY7fwuR3u60Soa3jsnL76vj7\nHc/PVYad1nsxxH/rLmn5HvYJhGOb/O60DSaSK4Qu3Yqi5X87u0/u974LQf7w/u8XXlicqKUWIRu4\n9vwx6hqFZrb/gmOchsZrW0bmQ18PfVjPLxVUZ/4scgFena71Emz6Hi77OrC4JiRdv+bsZL8TLVcm\nlgoG2l5fNN+aNs1X15WUsK2Mtu2kthrHHucqTTe3qmPbnEwFwcIaydM497kC3xAVCm3ntaX2V8p/\nZxqFvrJs/H5uLKAeQo/zLi1x7lsqoObOS/qf3aXt/2gbznOf15HK/Jaawjkuiu60p6mOHTb1/Csg\nyF/R//nuu8WJcsFLS+3lsqXB+sNVb8mObDNL3BG0dPyw9/ohi55rrqCR1s5s4se/o4Y0njZK5C3S\nfG9FW+C2Wv0wzQYF0XJDruap4z1b+g8mrbWLrkrsXCAQ6fxeR/OL/pTqtI3zGe1Tf862saZ6JS2f\nh60KWFbVp+C3itxvaUfabJrc93iXz/lQuirLxqKrNnnZGulaWpEWptWkZwG5q0C0ipbYq7HYsS13\nvLb0fWIkacn4bEAE+St65tlnF6ZZ5ge4NV36hkcf2rp0O9csRvM13dnah8xxG6va1ifr0hrvukan\nUWMeN4WIa9Cjfdpec+sP7kB/Uq1Be07mRyO9LN2rFnFouR/F9IpRknZOW416Vy1iR37i5zM1z6/H\n6826378h/5janiLznK3avrsdNXU7VwufK5i0FBQ7z90pf6e3QscVgl6v66QFhmXen9z2s2qJQtFO\nfy6l489gXDFYv+4kTqjTraKrL8Vadb2Hye/z0u9inwLDJv77FyDIX9Hf//M/N/fkXX+2PZtCLFV7\ntoFajYVfmjS4bknXVYhI169UK7aiRa+vV0fbtqAizM9mk+VTsyDY6Hr/sueprdlHx3EWWVTbOb/D\nFjb1yBTuc31iuvpmtK1rvSIWLTfWKRPQx8084sqAspSbNSoHFO2bnrWlauBOMbiY+67V5yoKqOau\noi7zWRi6dnNkGk1p4s96/Uj6JGUrvcJ70fb9z36nozRdFXS55rmNz3jbb0b+xS5X4DvtoHrbhCui\n9fcvXj+bjbYt/V1qe+934DtJkL+iYjJZOm2u5jHbEVHNH665Y8wWkm1tAVAmbS5Pc8dp+zGcO8j8\nn30cZMx1xspMF5mr/a1WNpdXdJIfwqWDo0T2hz93taNeF+2TqwnM/Uk0rqTU+7VdPUmOlx4zPu5K\nBYaOz+NSwdpsc3eQv3SAnxSA0vMzF5z3Ccw7/mDb/owb6ePvXRqoK/P9bLGogJcNprMHWmMTvD7B\nSOZ3qO0ut2mwl/staxw68xx98th2Xrs6dXd9F9P/iuzrDG2Ul+301/bba8m5mRsdLX6N6evOBcHp\n/HHi5rrk+9Z2jrIBcXQ8JceL1y5VeZWzxG9L139h7vmy3404v/H5Xza/9X+DJMWDMvS16vcw3jf5\njWr7/mUrBZLftLaCWrq9sW8s95sVr8/9rrfEGLn/hrbP51KFtY68zW1P9luoIw1B/orK6XTTWTib\n2oLEBenTH6W/l6X+YTLJBl+LjtsZHOV+MLZd/Pp9vgmNSfkayWWkP1zben5aApylr6hE6b531z+0\nFNYXae2ovmoAnSsYLCoYRX/MRfKnmwusGwWR9Jjxn2U9TR7KzEsdBYfo/HhZVk2h2gppbcdIzkdb\nkNJV+bLwna2DlEXpcnKBsaT/nE71f61asDqhhYM9LAqc8gedX9Wy/lS0BWJ9tVRuzD5HRaEis322\nmKzLBbr1ZysbVKfHTD8zdSEh+s7959GR/qEougPiBVxqjgSn/Pmby2NSqdFZcIjPSeOg1vzdbis4\nZAr/8ZHSwmh9ntqaHs9VmmT+83K/genx4/SzfAzwPSDI30W5P+yOP3NpyYB4BW3BSPZHYogPb98g\nseWH+v9IOn+SGpAxafmBtaJQkRmSMw2Asj+YybGK+Ji5QFH5gDp3haMe1rMMD3efTeOa0viHM/3D\nyF3SL3KX99PXFE3j11bvOykKPfrb3/RP/+W/NF93/YjOU8hkNYlfb533+A8mpI3TzQ4RbYvPQRnO\nVRmdqzIeGrXtfKXPk/kzK9uGU41eU/JGZmvJ0uftPMaQ6jxYaJvsLlnVZGjp39LM5zUbhLQFFLkC\nVr1f2FbExzDT0++/137dH2zR8Tp+ixvvdVvwnmoLgDPft673sPUcJd+vuf+2452OZzPrFxVuO19b\n8lsz+81JrjbkArfs8aJlqeM/a0HeTsP/J2n59glbKlO4WubzkA3yZyvWHNPkZCoVOnU8N0H+rkk/\nxGp+QJeurZO6a2MyP14brWHpK/kyN/5AzDSZTnXu3LnWkn012/Ennhwv3da2f+78LluzKZ3+e1Ce\npCDU9flK5vu8prYf4W1xIGn6t7+t5+DL/ujXyQd86q04711/4i2FzUVam2glVwmkU/j+ZV5fNamm\nh2Wpv9dXkZcsNAyeJyW/g9G5bzvnbU1cWoP6kwTnbb+pIV01WVwQbaRb9//hSY/TcY7mtmS+H2am\nYiEUvCoAAAkpSURBVDrVZG9vblunlvO6iYJ723/zXMVUy+euVUuBrvW/LNlX0nKF4zWdK4L8Fe2d\nP7984mVrQJZ5kzM1BFsR4mR+lLtqxJb+ETmpTA1iXRt8dHg4Wy/tWCEGm9Xxmbay1GQyOf3Peq0j\nWEl/a6Tm597SQKt+1Fd1wrSen12ZKYrOGti0HXh8ZaPxXEn6hS81fo3pa86emmbQ5mXzpm9lWaqc\nTo+vekRXjtquEg1uQbA5K3if5u/WghrSuQqOKF3+cBYvLFWD31jO/K6ngf5cZUlIU03WdL4WVC61\nBZ2519vI57KvMRdfpHmr11t1FUtmzd8FC51Xw/xSrzd93/toi2l6xketzWVW0fI5XnT1uu04Rc/P\ne+//jP/9v1s32Vp/rEbKzDhpAAAA2Dh3z5YKCPIBAACAkSkWJwEAAACwSwjyAQAAgJEhyAcAAABG\nhtF1cKaY2U1Jr7n7a5vOC8bDzK5Iek3SvqRLkh5KesPdv91oxrDzzOxFSb+MVl2S9La7f72hLGGk\nzOyWpAfu/sWm84JhEORj9MzseUnvqhrCvA7CgEGEAP+qu78ZrXtH0iMzu0igj1WFz9bF5LN1TdI9\nM7tKoI+hmNm+pPck3dx0XjAcmutg9Nz9W3f/dfijfLjp/GB0rrn7B/GK8Fl7LOmD/C7AUm5Leite\nEWpZD8I2YCivqfpcYUQI8gHgZP67mb2SWf9HSddPOzMYlU8lfZZZb5KenHJeMFLh6lDuc4YdR3Md\nADgZl3Qxs/6xquZhwErc/WNJH8frQhOe5yV9uJFMYVRCM519d3+07J2msTsI8gHgBNz9QsumlyU9\nOM28YNxCQPa+pFvu/udN5wej8Gra3BDjQZAPAOtxXdL/2HQmsPvCCDvXJd2Q9Lq7/2nDWcIIhM/V\nV5vOB9aHNvkAMDAze1fSX9z93zedF+w+d//a3X/n7r+QdNXM3tt0njAKLzFC07gR5APAgEKb6Vck\nXdt0XjA+7v47SdcJ9HESZvYrmumMH0E+AAzrHUnX3f27TWcEo/WxpFubzgR2k5nVN+zLbj7NvGC9\naJMPAAMxs49UdYr8ZtN5wW4LnWzvqfo8pXcg/VtI8zM64GIF11Q1+3o1Wb8v6baZ3ZD0WRjdCTuM\nIB8ABhDucvtvcYBvZi/S5hUruqRqaNbnM9t+FKbc3A+9hWY6c011zOyWpPfc/ZPTzxXWgeY6AHBC\nZvYrSf8zU6vKzbCwEne/L+m3LQHXFUn3aBIGoAs1+QBwAmZ2XdJlSU/M7KfRpguqxsoHVvVZ2kEy\nfN5+ruozBwztR4uTYFcQ5ONMCCNRXJL0kqTnzexTVZe679CcAqsK7aY/7Uhy57TygvFx9y/M7HH4\n/TpQ1Wb6BUmX6feBoYTP10uq7t79bmiT/4a7P9psznBS5u6bzgMAAACAAdEmHwAAABgZgnwAAABg\nZAjyAQAAgJEhyAcAAABGhiAfAAAAGBmCfAAAAGBkCPIBAACAkSHIBwAAAEaGIB8Azjgzu2NmpZld\n23RelmFml0J+f7LCvk/M7JXhcwUA24UgHwDOiCg4/ijZ5NFjF9yVdMfdv1lh39clfTBsdgBg+xDk\nA8DZ4cm0dkfSq5LunW52+jOzm5JelPTGKvu7+wfhOO8MmS8A2DYE+QBwdlhupbt/7e6fuPu3p52h\nFbwl6TN3/+4Ex3hfVY0+AIwWQT4AnAFm9pmkv4TFV0OznbfDtnfTNvlm9npY96KZ3TSze2H5SVwL\nHtrzPwnbvmpr725m183ss5CuM23Ha7iiqhb/TmbbJTO7a2YPwvEfmNl7ZvZ85lB3wj6/6vP8ALBL\nCPIB4Gx4T1UNtiQ9kPSupM+SNLk2+b+W9JGkMqR/XtLrZvaRmd2TdFPS/xuOeUXSXTN7MT6Amb0u\n6VNJ10K6OG3aP6DL7TD9PDn+FVUFmFdCPu9J2pd0S5kmSO7+SNJBdDwAGB2CfAA4A9z9Y1WBvSTd\nd/e33P1PS+z6r5Kuu/vL7v7Pkm6E9TclPSfporv/s7v/k6Q/hm2/rHc2s0uS3pH0JBznn0Lay5Ie\nSrrZo0b/uqQHmaY69eu6GY7/srv/SFVh4FLL8b9QVdAAgFEiyAeAsyPbJn+B9+PCgLt/IelbVbX+\nt5OAu25GczFaVwfgbyTHeaSqs2+cpj3jZvvhuPczm1+qDumfJOvfDXl6ktnny3DcnRg2FAD6IsgH\nAHTJjbjzWJIyVwJywfSVKqn/Id3g7l+rKjBcnNtr3qUwfZjZ9jdJZmbvxG3w3f0Ld/+vLVcs6uMs\n89wAsHP2Np0BAMBWe3zC/S9KOjCzrtp6M7OfLBj3vg7yH2S23VbVX+B1Vf0Fvg7LH4aCRM5BmF7u\neE4A2FkE+QCAtQhNbKSqE+xvWpItexOuC20b3P0LM7usKth/RdLPVI3C87qZ3Zd0LTM8aF142RcA\njBDNdQAAa+HudW35A3cvWh6T8PhmweE6ryi4+yN3fzN06r2gKuB/qDCKT2aXutBwkNkGADuPIB8A\nsE6PdNzUZo6Z3VpyvPq6DX2jeY2ZPR/G9J+NoOPu37r7B+7+07Aq17m2rsHPNf8BgJ1HkA8AWKf3\nVLW5fy/dYGa3wvbrSxynDvLTAoOpGqLzg8zx60A+V1vf1ZEXAHYeQT4AnD1Xw51sc3eDXdZSw3G6\n++9UBdm3zOxTM3sl3P32XVUBvkt6Y4njHKgKyK9m1t+XtF/fRTccP74R1vua93K1+1L3CgCAnUPH\nWwA4I9z9oZkdqKrFvqdqHPm3lO/82tUhdtnOsrWrqka7ua5mrf0TSa8u0R6/9rmqwsJzyfj8r4bj\np+3vXdIdd38rc6wryo+5DwCjYO59fqcBALss1N6/Jul5SZ+7+59P8blfVBXw76u6626vWvSw/z1V\nBYOPM9uvqRqyc19Vrf/9XAEi3IX3L5Ju5cbvB4AxIMgHAOwMM/tK0mN3/8UJjvGupP/m7pPhcgYA\n24U2+QCAXfK2pOsn7E9wS9JvB8oPAGwlgnwAwM4IzXTuq+pP0FvokFuqKiwAwGjRXAcAsFPM7KKq\n8e0v9ei0W+/7WNK/uvsn68gbAGwLgnwAAABgZGiuAwAAAIwMQT4AAAAwMgT5AAAAwMgQ5AMAAAAj\nQ5APAAAAjAxBPgAAADAy/z+lcv+Kpz82KwAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 12 } ], "metadata": {} } ] }