1 { 2 "metadata": { 3 "kernelspec": { 4 "display_name": "Python 2", 5 "language": "python", 6 "name": "python2" 7 }, 8 "language_info": { 9 "codemirror_mode": { 10 "name": "ipython", 11 "version": 2 12 }, 13 "file_extension": ".py", 14 "mimetype": "text/x-python", 15 "name": "python", 16 "nbconvert_exporter": "python", 17 "pygments_lexer": "ipython2", 18 "version": "2.7.6" 19 }, 20 "name": "", 21 "toc": { 22 "toc_cell": false, 23 "toc_number_sections": true, 24 "toc_threshold": 6, 25 "toc_window_display": false 26 } 27 }, 28 "nbformat": 3, 29 "nbformat_minor": 0, 30 "worksheets": [ 31 { 32 "cells": [ 33 { 34 "cell_type": "code", 35 "collapsed": false, 36 "input": [ 37 "import sys,os\n", 38 "import tempfile\n", 39 "import shutil\n", 40 "sys.path.append(\"..\")\n", 41 "%matplotlib inline\n", 42 "import trappy\n", 43 "trace_thermal = \"./trace.txt\"\n", 44 "trace_sched = \"../tests/trace_sched.txt\"\n", 45 "TEMP_BASE = \"/tmp\"" 46 ], 47 "language": "python", 48 "metadata": {}, 49 "outputs": [], 50 "prompt_number": 1 51 }, 52 { 53 "cell_type": "code", 54 "collapsed": false, 55 "input": [ 56 "def setup_thermal():\n", 57 " tDir = tempfile.mkdtemp(dir=\"/tmp\", prefix=\"trappy_doc\", suffix = \".tempDir\")\n", 58 " shutil.copyfile(trace_thermal, os.path.join(tDir, \"trace.txt\"))\n", 59 " return tDir\n", 60 "\n", 61 "def setup_sched():\n", 62 " tDir = tempfile.mkdtemp(dir=\"/tmp\", prefix=\"trappy_doc\", suffix = \".tempDir\")\n", 63 " shutil.copyfile(trace_sched, os.path.join(tDir, \"trace.txt\"))\n", 64 " return tDir" 65 ], 66 "language": "python", 67 "metadata": {}, 68 "outputs": [], 69 "prompt_number": 2 70 }, 71 { 72 "cell_type": "code", 73 "collapsed": false, 74 "input": [ 75 "temp_thermal_location = setup_thermal()\n", 76 "trace1 = trappy.FTrace(temp_thermal_location)\n", 77 "trace2 = trappy.FTrace(temp_thermal_location)\n", 78 "trace2.thermal.data_frame[\"temp\"] = trace1.thermal.data_frame[\"temp\"] * 2\n", 79 "trace2.cpu_out_power.data_frame[\"power\"] = trace1.cpu_out_power.data_frame[\"power\"] * 2" 80 ], 81 "language": "python", 82 "metadata": {}, 83 "outputs": [], 84 "prompt_number": 3 85 }, 86 { 87 "cell_type": "heading", 88 "level": 1, 89 "metadata": {}, 90 "source": [ 91 "Usage of Signals" 92 ] 93 }, 94 { 95 "cell_type": "markdown", 96 "metadata": {}, 97 "source": [ 98 "A signal is a string which represents a combination of a TRAPpy event and a column. The format of the signal is, \"event_name:column\". e.g, thermal:temp. \n", 99 "\n", 100 "The Plotter API can accept either a list of signals as an input or a combination of templates and columns. Here is an example on how to use signals:\n", 101 "\n" 102 ] 103 }, 104 { 105 "cell_type": "code", 106 "collapsed": false, 107 "input": [ 108 "l = trappy.LinePlot(trace1, signals=[\"thermal:temp\"])\n", 109 "l.view()" 110 ], 111 "language": "python", 112 "metadata": {}, 113 "outputs": [ 114 { 115 "metadata": {}, 116 "output_type": "display_data", 117 "png": 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tWgV9+sCKFTBmDLRrF3VFklQ8TjkF/vlPmDkTBgwI+220avXtO+iZRbyn2bQp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\nQGFhocaMGaOioiIVFRWpTZs27nVXAMm4vO2oUaMUFRWlESN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L/oz8AgB8iYYdAOBToaGh\nOnLkCI0P/IrL5dKRI0cUGhpqdSkAgArk/wHRLDT+vIScFAAAAABJRU5ErkJggg==\n", 118 "text": [ 119 "<matplotlib.figure.Figure at 0x7fb40a3c7bd0>" 120 ] 121 } 122 ], 123 "prompt_number": 4 124 }, 125 { 126 "cell_type": "markdown", 127 "metadata": {}, 128 "source": [ 129 "Use an additional parameter to specify the color of the line in rgb: \"event_name:column:color\". The color is specified as a comma separated of rgb values, from 0 to 255 or from 0x0 to 0xff. E.g. 0xff,0x0,0x0 is red and 100,40,32 is brown. Similar to the example above, to plot the temperature in purple and the previous temperature in green you can do:" 130 ] 131 }, 132 { 133 "cell_type": "code", 134 "collapsed": false, 135 "input": [ 136 "trappy.LinePlot(trace1, signals=[\"thermal:temp:118,95,151\", \"thermal:temp_prev:0,0xa9,0x60\"]).view()" 137 ], 138 "language": "python", 139 "metadata": {}, 140 "outputs": [ 141 { 142 "metadata": {}, 143 "output_type": "display_data", 144 "png": 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YuXIlo0aNKr+rlWrtepeRSM2i+pDSqDbkv+VdLmTh3PUMH9sTFzcni+tj6uFo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NFlwQAOHz6sXbt2KSIiQi+88IKk2h/fvXr1cnBlMIKSkhIlJSWppqZGFotFQ4cOVY8ePRxdFgzI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\ngg==\n", 145 "text": [ 146 "<matplotlib.figure.Figure at 0x7f1c2c12d9d0>" 147 ] 148 } 149 ], 150 "prompt_number": 5 151 }, 152 { 153 "cell_type": "heading", 154 "level": 1, 155 "metadata": {}, 156 "source": [ 157 "Limiting axes to focus on a given region" 158 ] 159 }, 160 { 161 "cell_type": "markdown", 162 "metadata": {}, 163 "source": [ 164 "It is possible to set the limits of the X and Y axes by means of the `xlim` and `ylim` parameters:" 165 ] 166 }, 167 { 168 "cell_type": "code", 169 "collapsed": false, 170 "input": [ 171 "l = trappy.LinePlot(trace1, signals=[\"thermal:temp\"], xlim=(2, 3), ylim=(69000, 70000))\n", 172 "l.view()" 173 ], 174 "language": "python", 175 "metadata": {}, 176 "outputs": [ 177 { 178 "metadata": {}, 179 "output_type": "display_data", 180 "png": 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P4YB7+OGHc8EFF/T3NgAAADgc9fQk69fvuZTvWL/8cnLMMc1SvmtB33V93HHJ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\ngg==\n", 181 "text": [ 182 "<matplotlib.figure.Figure at 0x7fb409ebbd90>" 183 ] 184 } 185 ], 186 "prompt_number": 6 187 }, 188 { 189 "cell_type": "heading", 190 "level": 1, 191 "metadata": {}, 192 "source": [ 193 "No Pivot Simple" 194 ] 195 }, 196 { 197 "cell_type": "code", 198 "collapsed": false, 199 "input": [ 200 "l = trappy.LinePlot(trace1, trappy.thermal.Thermal, column=\"temp\")\n", 201 "l.view()" 202 ], 203 "language": "python", 204 "metadata": {}, 205 "outputs": [ 206 { 207 "metadata": {}, 208 "output_type": "display_data", 209 "png": 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tWgV9+sCKFTBmDLRrF3VFklQ8TjkF/vlPmDkTBgwI+220avXtO+iZRbyn2bQp\nvPlmeHPzxz+G8ePhF78o1vJV9jjDLklSWbVjRzgfffRo+MMfoG9f588llS2xWHKWs8+ZEza7a9Uq\njBT94AcH/5hKa57DLkmSvl8sFjaTO/nkcDb622/DwIE265LKnmTNnrdsCUuWQMWK4W77zJnJeVyV\neTbsSjvOCykes6FEykw+Vq6EDh3CUtCHHgozmsccE3VVKa3MZEMHxHxorypV4MEHw2tr16583LEj\nfPVV1FWplLNhlySpLNi+PeyM3Lw5tGkD77wDP/tZ1FVJUvpp1w6WLKHctm1hJ/nXXou6IpVizrBL\nkpTuVqyAc86BM86Ae++Fo4+OuiJJKhueeSac/3755WFneUeP9B/OsEuSJFi/Htq3h1tvhSlTbNYl\nqSR17BhWNL3/PuTkwMUXw5/+BB9/HHVlKiVs2JV2nCVTPGZDiaRlPrZuhXPPhauugiuuiLqaUist\ns6GkMR+KZ282Dj883Gl/6y1o2xZmzIBGjcJZ7336wIsvOuuuuGzYJUlKR7t2wa9/HWbWBw2KuhpJ\n0jHHwJVXwhNPwMaN8OijcMQRYVTpyCPhrLPg7rtDY19YGHW1ShHOsEuSlG5iMfjtb+HLL2HqVMjK\niroiSVIi27bB7Nnh7vuMGfD552Fj0J//PNyVz8mJukIlmTPskiSVVYMGhePbpkyxWZek0qBKlXDk\n5gMPwPLl8OaboWH/5z/D8vlTT4WRI0MjrzLFhl1px1kyxWM2lEja5GPMmDAr+be/QaVKUVeTFtIm\nGyoW5kPxHFQ2jj0WunWDv/4VPv0U7rkH3ngD6taFCy+Ev/8d8vOTVqtSlw27JEnp4tln4a67wh2Z\nGjWirkaSlAxZWeFu+2OPwZo1YZn8XXeFmfgbboB33426QhUjZ9glSUoH8+bBBReEZv3UU6OuRpJU\n3FasgMmT4ZFHQvN+xRXQuTP88IdRV6YicIZdkqSyYvnysCP8o4/arEtSWVGvXthV/qOP4LbbYNYs\nOOGEcNb79OlQUBB1hUoCG3alHWfJFI/ZUCKlNh/r14ez1ocNg3btoq4mLZXabKhEmA/FU2LZKFcO\n2reHJ5+EVaugRQu46SY47riwCeknn5RMHSoWNuySJJVWW7eGZv3qq+Hyy6OuRpIUterV4brrYNEi\n+Mc/YPt2+PGP4Y47wp+L2+7d8M474e8nJYUz7JIklUa7doUjgOrWhbFjISMj6ookSalo9WoYMADm\nzw+rsX4pw8+NAAAgAElEQVTzm+T/nfHllzBxIowYAeXLh9Vf1atD/frf/XDGHih6T1uuBGqRJEnJ\nFIuF434qV4bRo23WJUnxHX98OB7u1Vehb99wnvuIEXD66Qf/2B9/HB7v4YehbVt4+mk47TQoLAw7\n2r/7bvh47bXQ0L/7bjhz/vsa+Zo1D76eNGTDrrSTm5tL69atoy5DKchsKJFSlY9Bg2DlSpg5Mxz3\no2JVqrKhEmc+FE/KZePMM8NZ7o88Ah07wllnwdChkJOz/4/1zjtw//3hPPjLL4c33wxvDOyRmRk2\nwDvhhLAabI9YLDT5y5eH5v3tt+Hxx2HZsrCMvmJFOOSQon1UrBia/wkTDvp/mlRmwy5JUmkybhw8\n80w4xq1SpairkSSVJpmZ0LUrXHhh2GH+lFOgVy/o33/ff6fEYvDSS3DffaHB7tULHnhg/5a4Z2SE\nI+iOOSacJ//Nx87Ph7y8fX/s3Pn1nwsLD+h/htLEGXZJkkqL5cuhZUt4/XWoUyfqaiRJpd2aNWG+\n/bXXwt32iy8OTf037doFf/lLuKMO8Pvfh++rUKHk600jSZ1h3759O+PGjWPt2rVkZGTQs2dPKlSo\nwIQJE8jLy6NmzZr06tWLihUr7v2Zzz//nH79+tGpUyfOO+88AFatWsXYsWPZvXs3jRs3pmvXrgDk\n5+czevRoVq1aRdWqVenbty81atQ4gKctSVKays8Pd0UGD7ZZlyQlx3HHwRNPwNy5Yb591Kgw3968\nOWzZAuPHhxn1k08Od9bbtnXflBJWpGPdJk2aROPGjRk+fDj33nsvRx99NOPGjePSSy/l3nvvpVmz\nZkybNu1bP/PII4/QuHHjb31u4sSJ9OjRgwceeID169ezePFiAGbNmkWVKlUYOXIkHTp04LHHHkvS\n01NZ5HmoisdsKJGUz8f990PVqnDNNVFXUuakfDYUKfOheEpVNlq0gAULoGdP+PWvQ2Neu3ZY+v7i\nizBjRljCbrNe4vbZsG/fvp0VK1bQpk0bALKysqhUqRIbNmygXr16ADRs2JAFCxbs/ZmFCxdy+OGH\nc8wxx+z93JYtW9ixYwd169YFoGXLlixcuHDv97dq1QqA5s2bs3Tp0iQ9PUmS0sCyZeHOxsMP+48l\nSVLxyMwMG8i99x506QJLloQN6k45JerKyrR9NuwbN26katWqjB07lgEDBjB+/Hjy8vLIyclh0aJF\nAMyfP59NmzYBsHPnTp5//nkuuugivjkev3nzZrKzs/deZ2dns3nz5u98LTMzk8qVK7Nt27bkPUuV\nKSm1G6dSitlQIimbjz1L4YcMCUsXVeJSNhtKCeZD8ZTabFSpEv7eOZDd45V0+2zYCwsL+fDDD2nX\nrh3Dhg3jkEMOYdq0afTs2ZPp06dz4403snPnTsqVC+PwTz31FB06dOCQQw454KKKsg/eN5eY5Obm\neu2111577XVaXq/q0SPswHv11SlRj9dee+211157ffDXRbXPXeK3bNnCzTffzOjRowFYsWIFzz33\nHAMHDtz7PevXr2f06NEMGTKEW2+9de/d9q+++orMzEw6derE6aefzu23387w4cMBmDdvHu+++y5X\nX301Q4YMoVOnTpx44okUFhbSvXt3Jk6cGLcmd4lXIrm5KXbmpVKG2VAiKZmPpUvDOblvvgnHHht1\nNWVWSmZDKcN8KB6zoUSStkt8tWrVyM7OZt26ddSqVYulS5eSk5PD1q1bOeywwygsLGTq1Km0bdsW\ngNtvv33vzz711FMceuihtGvXDoBKlSqxcuVK6tSpw5w5c2jfvj0ATZs2Zfbs2Zx44onMnz+fBg0a\nHNCTliQpbezeHZYkDh1qsy5JUhlVpHPYV69ezfjx48nPz+eII47g2muvJTc3l+nTp5ORkUGzZs24\n5JJLvvNzexr2bx7rNmbMmL3Hul1xxRUA7N69m1GjRrF69WqqVq1K7969Ofzww+PW4x12SVLau/PO\ncMzOP/7hRnOSJKWZova0RWrYU40NuyQprS1ZAmefDW+/7aY/kiSloaL2tEU6h10qTfZnEweVLWZD\niaRMPnbvDsfq3HOPzXqKSJlsKCWZD8VjNpQMNuySJKWSu+6CWrXC/LokSSrTXBIvSVKqWLwYfv7z\nsBT+6KOjrkaSJBUTl8RLklSa7NoVlsLfe6/NuiRJAmzYlYacF1I8ZkOJRJ6PIUPC8W2//W20deg7\nIs+GUpr5UDxmQ8mwz3PYJUlSMXvrLXjwwbAk3iPcJEnSfzjDLklSlPLy4LTToH9/uOyyqKuRJEkl\nwBl2SZJKg8GD4YQT4NJLo65EkiSlGBt2pR3nhRSP2VAikeRj0SKYMAHGjXMpfArztUOJmA/FYzaU\nDDbskiRF4eOPw1nrw4fDUUdFXY0kSUpBzrBLklSSFiwITfqMGXDddXDHHd5dlySpjClqT+su8ZIk\nFbfdu+GZZ2DECPj0U+jVC8aPhx/8IOrKJElSCnNJvNKO80KKx2wokWLJx+bNMGwY1K4djm0bMAA+\n+AD69LFZL0V87VAi5kPxmA0lg3fYJUlKthUr4IEH4Ikn4Je/hOefh8aNo65KkiSVMs6wS5KUDLFY\nmEsfMQLefht69AgfRx4ZdWWSJCnFOMMuSVJxKyyEZctg1qwwk16+PPTtC88+CxUrRl2dJEkq5Zxh\nV9pxXkjxmA0lUqR8FBSEu+cjRsAFF8Dhh0PHjrB0KYwZA4sXh6PabNbTiq8dSsR8KB6zoWTwDrsk\nSfHk58Nbb8GcOTB7NsydG5a4t2oFnTrB6NFw9NFRVylJktKUM+ySJO1RUBDOSZ89O3zMnw/HHhsa\n9FatoGVLOOKIqKuUJEmlnDPskiTtjwULoGdP2LULfvYzuOYaeOwxqFEj6sokSVIZ5Qy70o7zQorH\nbOh7bd4MPXqQd+650K9fmEffM6Nusy587VBi5kPxmA0lgw27JKlsKiyESZOgfn0oV46Ff/4zXHop\nZGREXZkkSRLgDLskqSxasgSuvTYsf3/wQWjSJOqKJElSGVLUntY77JKksuPLL+H3vw8z6pddFjaV\ns1mXJEkpyoZdacd5IcVjNsqwWAyeeiosf9+8Gf7v/8KmcllZe7/FfCges6FEzIfiMRtKBneJlySl\ntw8+gN/9DtatgylT4Mwzo65IkiSpSJxhlySlpx074O67YcwYuPFG6NULypePuipJkiTPYZcklVH5\n+eH89Ntvh6ZNYfFiyMmJuipJkqT95gy70o7zQorHbKS5wkJ44gk4+eRwXNsjj4S59SI26+ZD8ZgN\nJWI+FI/ZUDJ4h12SVLrFYjBtGtxyC1SuHJbAn32256lLkqRSzxl2SVLpFIvB9OmhUd+9G+68Ezp0\nsFGXJEkpzxl2SVL6ys2Fm28OR7TdcQd07AiZTnlJkqT04r9ulHacF1I8ZiMNzJ8PP/sZXHUV9OgB\nS5fChRcmpVk3H4rHbCgR86F4zIaSwYZdkpT63n4bzjsPOneG3/wGli+HSy+FrKyoK5MkSSo2zrBL\nklLXli3Qpw/MmAGDBsHVV8Mhh0RdlSRJ0kEpak/rHXZJUmqaORNOOQUqVYL334ff/c5mXZIklSk2\n7Eo7zgspHrNRSmzfDr17w+WXw/jxMHYsVKlS7L/WfCges6FEzIfiMRtKBht2SVLqWLgQTj0VNm6E\nJUvgnHOirkiSJCkyzrBLkqK35xz1Bx+EkSPDxnKSJElpynPYJUmlw/LlcNllULMmLF4MtWpFXZEk\nSVJKcEm80o7zQorHbKSYwkIYMQLOPDOcq/7ii5E26+ZD8ZgNJWI+FI/ZUDJ4h12SVPI++gi6doWd\nO+H116Fu3agrkiRJSjnOsEuSSk4sBo88An/4A/z+99C/P2RlRV2VJElSiXKGXZKUWnbsgEsvhQ8+\ngJdfDmesS5IkKS5n2JV2nBdSPGYjQvn5Yef38uXD0W0p2KybD8VjNpSI+VA8ZkPJ4B12SVLxisWg\nR48wr/7UU1ChQtQVSZIklQrOsEuSitdNN8FLL8GsWVClStTVSJIkRc4ZdklS9EaOhKefhrlzbdYl\nSZL2kzPsSjvOCykes1HCnngC7r0XZsyAmjWjrmafzIfiMRtKxHwoHrOhZPAOuyQp+V56CXr3DrvB\nH3dc1NVIkiSVSs6wS5KSa+FC6NABnnkGWrSIuhpJkqSUU9Se1iXxkqTkef99OP98mDjRZl2SJOkg\n2bAr7TgvpHjMRjFbtw7atYM77wxNeyljPhSP2VAi5kPxmA0lgw27JOngbdkC55wD3btDt25RVyNJ\nkpQWnGGXJB2cHTvCnfVTT4XhwyEjI+qKJEmSUpoz7JKk4pefD5dcAjk58L//a7MuSZKURDbsSjvO\nCykes5FksRj07Anbt8PkyZBZuv9KMR+Kx2woEfOheMyGksFz2CVJB+aWW+Cdd2DWLKhQIepqJEmS\n0o4z7JKk/VNQAEOGwOOPw9y5ULNm1BVJkiSVKkXtab3DLkkquo8/ht/+Nsyuz5xpsy5JklSMSvfA\nofQ9nBdSPGbjID3zDDRpAmefDa+8EjaaSyPmQ/GYDSViPhSP2VAyeIddkpTYV19Bv37w8sswbRo0\nbx51RZIkSWWCM+ySpPjefhsuvhiaNYPRo+Gww6KuSJIkqdTzHHZJ0oErLAznqv/852E3+EcesVmX\nJEkqYTbsSjvOCykes1FE69dD+/bw9NPwxhvQpUvUFZUI86F4zIYSMR+Kx2woGYo0w759+3bGjRvH\n2rVrycjIoGfPnlSoUIEJEyaQl5dHzZo16dWrFxUrVmTJkiVMmTKFgoICypUrR5cuXWjQoAEAq1at\nYuzYsezevZvGjRvTtWtXAPLz8xk9ejSrVq2iatWq9O3blxo1ahTbk5YkxfH3v8PVV0P37uHOejm3\nOpEkSYpKkWbYx4wZQ/369WnTpg0FBQXk5eUxePBgLr/8curVq0dubi6ffvopnTt3ZvXq1VSrVo1q\n1aqxdu1ahgwZwrhx4wAYNGgQV155JXXr1mXo0KG0b9+eRo0aMWPGDD766COuuuoqXnvtNd544w36\n9OkTtx5n2CUpyXbsgP79Q8P+2GPQokXUFUmSJKWtpM2wb9++nRUrVtCmTRsAsrKyqFSpEhs2bKBe\nvXoANGzYkAULFgBw/PHHU61aNQCOOeYYdu/eTX5+Plu2bGHHjh3UrVsXgJYtW7Jw4UIAFi5cSKtW\nrQBo3rw5S5cu3d/nK0k6UEuXwmmnwWefweLFNuuSJEkpYp8N+8aNG6latSpjx45lwIABjB8/nry8\nPHJycli0aBEA8+fPZ9OmTd/52ddff50TTjiBcuXKsXnzZrKzs/d+LTs7m82bNwN862uZmZlUrlyZ\nbdu2JeUJquxxXkjxmI3vsXgxtGkDf/gDPPEE/OcN17LIfCges6FEzIfiMRtKhn027IWFhXz44Ye0\na9eOYcOGccghhzBt2jR69uzJ9OnTufHGG9m5cyfl/mvOce3atUyZMoXu3bvvd1Gl8KQ5SSp9vvgC\nLroIRo2Crl0hIyPqiiRJkvQN+2zYq1evTnZ2NnXq1AHCkvVVq1ZRq1YtbrrpJoYOHcpPf/pTjjzy\nyL0/s2nTJu677z5+97vfcfjhh+99nG/ehd+0aRPVq1f/ztcKCwvZsWMHVapUSVjXN9+xys3N9dpr\nvimV6vE6da5bt26dUvVEeh2LQbdufFK/PrlHHRV9PSlwbT68jnfdunXrlKrH69S6Nh9ex7v+plSo\nx+vUui6qIm06d+utt3LNNddQq1YtnnrqKfLy8jj//PM57LDDKCwsZOzYsTRo0IDWrVvz1Vdfcdtt\nt3HRRRfRrFmzbz3OTTfdxBVXXEGdOnW4++679246N336dNauXctVV13FvHnzWLhwoZvOSVJxeuCB\ncLb6vHlQsWLU1UiSJJUpSdt0DuCKK65g1KhR9O/fnzVr1tCxY0fmzp1L79696devH9WrV9/77uL0\n6dP59NNPmTp1KjfccAMDBgxg69atAHTr1o0HH3yQ3r17c+SRR9KoUSMAzjrrLLZu3UqvXr148cUX\nueSSSw7waUv7946Vyhaz8R+vvw5DhsBTT9msf4P5UDxmQ4mYD8VjNpQMRTpg9/jjj2fo0KHf+ty5\n557Lueee+53v7dixIx07dvzex6lduzb333//dz5fvnx5+vXrV5RSJEkHY9Mm6NwZJkyA2rWjrkaS\nJEkJFGlJfKpxSbwkHYDCQjjvPKhfH+67L+pqJEmSyqykLomXJKWBYcNg61b4rxVTkiRJSk027Eo7\nzgspnjKdjdxcGDkynLVevnzU1aSkMp0PJWQ2lIj5UDxmQ8lgwy5J6W7DBujSBf78Z8jJiboaSZIk\nFZEz7JKUzgoKoG1bOPNMuP32qKuRJEkSzrBLkgBuvRUyM+GPf4y6EkmSJO0nG3alHeeFFE+Zy8Y/\n/gGTJ8Pjj0NWVtTVpLwylw8VmdlQIuZD8ZgNJUORzmGXJJUya9fCFVfAk0/CEUdEXY0kSZIOgDPs\nkpRudu2CVq3gV7+CAQOirkaSJEn/xRl2SSqtdu2Cp5+G116DLVv2/+cHDoQaNaB//+TXJkmSpBJj\nw66047yQ4ikV2fjss7Cr+333QZ8+cMwxcPTR4XN9+sBDD8HcufDvf3//zz/7bPj485/DZnMqslKR\nD0XCbCgR86F4zIaSwRl2SUoVS5bAL38Zzky/447QcBcWhnn0d98NH6+/Dn/6U/hz5cpw8slQv374\nqFULrrkG/v53qF496mcjSZKkg+QMuySlgmeeCc32qFHwm9/s+/tjMfj449C4L1sW/rt8OVx1Vdhs\nTpIkSSmrqD2td9glKUqFhTB4MDz8MPzzn9CkSdF+LiMjLJc/5hho1654a5QkSVIkHHBU2nFeSPGk\nXDa2bYNOnWD6dHjjjaI36yoWKZcPpQyzoUTMh+IxG0oGG3ZJisLq1fDTn0LVqvDKK3DkkVFXJEmS\npBTjDLsklbRXXw131gcMgN69w/J2SZIklRnOsEtSKnroIbjlFnj0Ufj5z6OuRpIkSSnMJfFKO84L\nKZ5Is7F7N/zudzB8eDhH3WY95fjaoXjMhhIxH4rHbCgZvMMuScXt88/DEvhDDw3nqP/gB1FXJEmS\npFLAGXZJKk7vvAMXXAAXXQR33QVZWVFXJEmSpIg5wy5JUXr3XRgyBGbMCMvgL7006ookSZJUyjjD\nrrTjvJDiKZFsLFkSlr+3aQMNG8K//mWzXkr42qF4zIYSMR+Kx2woGWzYJSkZ3n4bOnaEdu2gWbPQ\nqA8cCIcdFnVlkiRJKqWcYZekg7FwIQweDG++CTfcAFdfDZUqRV2VJEmSUlhRe1rvsEvSgZg/H849\n9+u76v/6F/TubbMuSZKkpLFhV9pxXkjxJCUbr74KbdvCxRfDL38JK1fCdddBxYoH/9iKlK8disds\nKBHzoXjMhpLBXeIlqSg++AC6d4ePPoKbboLLLoPy5aOuSpIkSWnMGXZJ2pePPoIzz4Q+feD666Gc\n73VKkiTpwHkOuyQlw8aNYQl8nz7Qt2/U1UiSJKkMcYZdacd5IcWz39n44gs45xzo3NlmvQzwtUPx\nmA0lYj4Uj9lQMtiwS9L32b4dzjsPWrSA22+PuhpJkiSVQc6wS9J/27Ur7ABfsyZMngyZvrcpSZKk\n5PEcdkk6EAUFYQf4ChXg4Ydt1iVJkhQZ/yWqtOO8kOLZZzZiMejZEz77DP76V49tK2N87VA8ZkOJ\nmA/FYzaUDO4SL0l7DBwIixfDzJlQsWLU1UiSJKmMc4ZdkgDuvhsefRTmzIHs7KirkSRJUhrzHHZJ\nKqpx42DCBHj1VZt1SZIkpQxn2JV2nBdSPN+bjb/8Be68E2bMgFq1SrwmpQ5fOxSP2VAi5kPxmA0l\ng3fYJZVdL7wAffqEmfU6daKuRpIkSfoWZ9gllU1z5sCFF8Lf/gannx51NZIkSSpDPIddkuJ5883Q\nrP/lLzbrkiRJSlk27Eo7zgspntzcXFi3Dn7xCxg/Hlypo2/wtUPxmA0lYj4Uj9lQMtiwSyozMgoK\n4OKLoWdPuOCCqMuRJEmSEnKGXVLZceON8NZb8I9/QKbvV0qSJCkansMuSd/0wgvw2GOhYbdZlyRJ\nUingv1qVdpwX0nesWQNXXslbN9wANWtGXY1SlK8disdsKBHzoXjMhpLBhl1Setu1Czp1gv792dqw\nYdTVSJIkSUXmDLuk9NanD6xeDc8+CxkZUVcjSZIkOcMuSTz9NDz/fDh33WZdkiRJpYxL4pV2nBcS\nACtXwrXXwpNPwg9/CJgNJWY+FI/ZUCLmQ/GYDSWDDbuk9LNjB1x4Idx2GzRtGnU1kiRJ0gFxhl1S\n+uneHb78EqZMcSm8JEmSUo4z7JLKpkcfhdmzYdEim3VJkiSVai6JV9pxXqgMW7YM+vULm81Vrfqd\nL5sNJWI+FI/ZUCLmQ/GYDSWDDbuk9LBtG1x0EdxzD3jeuiRJktKAM+ySSr9YDC67DCpUgD/9Kepq\nJEmSpIScYZdUdkyYAO+8AwsWRF2JJEmSlDQuiVfacV6ojHn7bbjppjC3XqlSwm81G0rEfCges6FE\nzIfiMRtKBht2SaXXli1hbn30aPjRj6KuRpIkSUoqZ9gllT67dsHDD8Odd0KXLmGjOUmSJKmUcIZd\nUvopKIApU+DWW+Gkk2DaNGjaNOqqJEmSpGLhknilHeeF0lAsBs8+Cz/+MYwfD5MmwT//ud/NutlQ\nIuZD8ZgNJWI+FI/ZUDJ4h11S6orF4OWXw6Zyu3fDvfdC+/aQkRF1ZZIkSVKxc4ZdUmqaPx8GDYJ1\n62DwYLjwQsh0UZAkSZJKv6L2tP7rV1JqWbIEzj8ffvMbuOwyWLYMOnWyWZckSVKZU6Ql8du3b2fc\nuHGsXbuWjIwMevbsSYUKFZgwYQJ5eXnUrFmTXr16UbFiRQCeffZZXnnlFbKysujatSunnHIKAKtW\nrWLs2LHs3r2bxo0b07VrVwDy8/MZPXo0q1atomrVqvTt25caNWoUzzNW2svNzaV169ZRl5F8u3aF\nu815efv+2LXr6z8XFsIZZ0Dz5pCVFfWziO+DD8Jmcq+8AjfeCE8+Cf95TUmWtM2GksJ8KB6zoUTM\nh+IxG0qGIjXskyZNonHjxvTr14+CggLy8vIYPHgwl19+OfXq1SM3N5dp06bRuXNnPv74Y+bPn8/w\n4cPZtGkTgwcPZuTIkWRkZDBx4kR69OhB3bp1GTp0KIsXL6ZRo0bMmjWLKlWqMHLkSF577TUee+wx\n+vTpU9zPXSoddu6EiRPh7rvD7HbFinDIIUX/KCiAa6+FTz4J89/nnQft2kG1alE/s+Dtt8OxbC+9\nBH37wkMPQZUqUVclSZIkRW6fDfv27dtZsWIF1113HQBZWVlUqlSJDRs2UK9ePQAaNmzI888/T+fO\nnVm0aBFnnHEGWVlZHH744Rx11FGsXLmSmjVrsmPHDurWrQtAy5YtWbhwIY0aNWLhwoV06tQJgObN\nm/Pwww8X1/NVGZA272R+s1E/9VR47rmDO8Lso4/g73+HP/8ZrroKTjstNO/nnReOSCtJsVi4kz5s\nWFjyvqdRr1q1WH9t2mRDxcJ8KB6zoUTMh+IxG0qGfTbsGzdupGrVqowdO5Y1a9ZQu3ZtunbtSk5O\nDosWLaJp06bMnz+fTZs2AbB582ZO+sY//qtXr87mzZvJysoiOzt77+ezs7PZvHnz3p/Z87XMzEwq\nV67Mtm3bqOJdNpVFO3fChAmhmT311HDWeJMmB/+4xx4b7rRfey189RXMnBka+PvuC3e0f/GL0Ly3\naAHlyx/87/s+BQXheLZhw2DbNujfH7p0CSsBJEmSJH3LPhv2wsJCPvzwQ7p160adOnWYPHky06ZN\no2fPnkyaNImpU6fSpEkTypVL3glxRdm4/pszIXvOOPTaa4ARI0bQqFGjlKmnyNfNm8OECeTdcQdf\nnnQSNf7TqOfm5kJx5P388+H888mdNYsqH3xA0w0b4IYb2L1iBf9u2pTDr7wS2rcn9//+76B/X+au\nXbRcvRruu48vypdn7cUX02DQIMjMLNH/vff8uaR+n9el69p8eB3ves/nUqUer1Pres/nUqUer1Pn\nevHixXvHfFOhHq9T77pIYvvw73//O3bdddftvV6+fHls6NCh3/qedevWxQYNGhSLxWKxZ599Nvbs\ns8/u/dqdd94Ze//992P//ve/Y3369Nn7+blz58Yeeuihb31PLBaLFRQUxLp165awppdffnlfZasM\ne+WVV6IuYf9s3x6LPfBALFarVix2/vmx2KJF0dazbl0sNnFiLParX8ViVarEYscfH4t16BCL9e8f\ni02eHIstXBiLbdtWtMfasiUWGzo0FjvqqFjs3HNjsdmzY7HCwuKtP4FSlw2VKPOheMyGEjEfisds\nKJGi9rSZ+2roq1WrRnZ2NuvWrQNg6dKl5OTksHXrViDcgZ86dSpt27YFoGnTprz22mvk5+ezceNG\nNmzYQN26dalWrRqVKlVi5cqVxGIx5syZw2mnnbb3Z2bPng3A/PnzadCgQdHfcZD+y553rlLejh0w\nciTUrQuzZsHf/pa85e8H46ijoFu3sHR9yxaYMSPMvP/gB1//uWZN/r+9O4+Ook7XOP50QghkMyRA\nCCRsgWERhSCrXlBUQBFF5RgZkIEoqKAoroCieEVBxEGQJYggwhUVkWEVrqIOsrnAyBImiYhhCQYI\ny2VLQkjSff+osQWhOkE7XdXJ93NOn6S6O9Vv9zzH4e2q91dq0MA4hX7ECGMufssW41R7yVjN/tln\npYYNjRn1zz6TPv1U6tzZWDjPIn6TDViCfMAM2YAn5ANmyAa8weFylXz++d69e/X222+rqKhIMTEx\nGjp0qNauXavPPvtMDodD7dq1U9++fd3PX7Jkib766itVqlTposu6TZ8+3X1Zt+TkZElSYWGhpk6d\nqr179yo8PFyPP/64atasaVpPaS8yD9hSVpa0aJH0978bC7+9+KIxq+5PioqkPXuMZvzf/5bS0oyf\nu+9ef1MAACAASURBVHZJMTHSyZPGNdSffFKqV8/qagEAAABbKW1PW6qG3W5o2OHJ2rVr7fWNptNp\nHH1escK4HTgg9ehhrIyemGh1dd5VVCRlZkrVq0tRUVZXcxHbZQO2Qj5ghmzAE/IBM2QDnpS2p/Xe\nSnEAfpOba1xXfOVK41TwatWMVdinTZM6dpQCA62usGxUquT7S8QBAAAA5RRH2AFvycoyGvQVK6T1\n66V27Ywm/fbbpYQEq6sDAAAAYBMcYQfKmsslbdtmLM62YoW0f790663SgAHSBx9IkZFWVwgAAADA\nj5W4Sjzgby7ruoZ/RGam9MorUvPm0t13G6u9T5kiHT4svf++dO+9NOs2VebZgF8jHzBDNuAJ+YAZ\nsgFv4Ag7UBpHjkgffywtWCD99JOUlCTNni1de62llykDAAAAUH4xww6Yyc01rou+YIG0caOxsnu/\nflK3blJQkNXVAQAAAPBTzLADf0RhofTFF0aTvnKlcQS9b19p4UIpLMzq6gAAAABUIMywo9y57Hkh\nl0v69ltp2DApLk56+WWpQwdp1y5p1Srpvvto1ssJZsngCfmAGbIBT8gHzJANeANH2FFx/fijcST9\ngw+M64f36ydt2sQl2AAAAADYAjPsuDxHj0pnzkj161tdyR9z6JD00UdGo37ggNSnj3EEvXVrFo8D\nAAAA4BPMsMO70tOlyZONldIrV5ZiY6XevY1b8+ZWV+fZ6dPGtdIXLJC+/1664w5p3DipSxfjyDoA\nAAAA2BAz7DDnchkLsPXoYTS3deoYp5FnZ0tvvWUcbe/eXWrWTBo9Wtq61fgbi61du9ZYPG7lSumv\nfzXm0hctkpKTpV9+kebNk7p2pVmvgJglgyfkA2bIBjwhHzBDNuANdCy4WEGB9OGH0qRJktMpPfmk\n9I9/SFWq/Paczp2N2+TJ0ubN0uLF0j33GM//9ch7u3ZSgJe+Ezp3Tjp1yridPPnb75e4r1l6urRj\nh/SXvxinu0+dKlWv7p06AAAAAMBHmGHHb44ckWbOlGbMkFq2NBr1rl1LP9vtchmN8uLFxu3kSenu\nu41bp05SYKDxvKIi6dgx4/Vycoyfv95+v330qNGIFxdLV1whRURceLvUfRERxus1bFh2nxUAAAAA\n/EHMsKP0zp9P791bWrNGatHi8vfjcBiNfsuWxqXRMjKMxv3JJ41T0aOijIb81CmpWjWpRg3jVrPm\nb7+3aHHhfdHRUmSkFBzMonAAAAAAKhQa9opswwZp/HhpyxZpyBCjwY6J8d7+mzaVnn/euO3bJ+Xm\nGk14VNRvR9vLwNq1a3XDDTeU2f7hv8gGPCEfMEM24An5gBmyAW+gYa+oZs40joKPHWscBT9/Pr0s\n1KtXtvsHAAAAgHKGGfaKxuWSXnrJuMTZZ59JCQlWVwQAAAAAFQoz7LhYUZFx6vvWrdKmTcacOAAA\nAADAlrgOe0WRl2es1r5/v7R2bblu1rnmJcyQDXhCPmCGbMAT8gEzZAPeQMNeERw7Jt18s3EJtBUr\npLAwqysCAAAAAJSAGfbybt8+6ZZbpDvuMFaED+A7GgAAAACwUml7Wrq38iw1Vfqv/5IeekiaMIFm\nHQAAAAD8CB1cefX118Zp8BMnSsOHW12NTzEvBDNkA56QD5ghG/CEfMAM2YA3sEp8ebR4sbEa/Ecf\nSTfeaHU1AAAAAIA/gBn28mb6dGncOOnTT6VWrayuBgAAAADwO1yHvaJxuaTRo6VPPpE2bJAaNLC6\nIgAAAADAn8AMe3lQWCg98ID0xRc062JeCObIBjwhHzBDNuAJ+YAZsgFv4Ai7v8vNlZKSjCPsX30l\nhYZaXREAAAAAwAuYYfdnaWnSffdJLVtKs2ZJQUFWVwQAAAAAKAHXYS/PnE5p0iTp+uuN1eDffZdm\nHQAAAADKGRp2f7N3r3GptqVLpe++kwYPlhwOq6uyFeaFYIZswBPyATNkA56QD5ghG/AGGnZ/4XJJ\nc+ZIbdtKPXtK//yn1LCh1VUBAAAAAMoIM+z+4NAh40j6L79I8+dLLVpYXREAAAAA4A9ihr28+OQT\nqVUr4/bttzTrAAAAAFBB0LDb1f/9n7EC/HPPGfPqY8dKlStbXZVfYF4IZsgGPCEfMEM24An5gBmy\nAW+gYbejzz+Xrr5aqlZN2rZN6tDB6ooAAAAAAD7GDLud5OZKzzwjrVxpXKrt5putrggAAAAA4GXM\nsPubn34y5tTPnJF27KBZBwAAAIAKjobdDs6cke66S3r8cWMV+MhIqyvya8wLwQzZgCfkA2bIBjwh\nHzBDNuANNOxWc7mMS7a1ayc98ojV1QAAAAAAbIIZdqu99Zb03nvSxo1S1apWVwMAAAAAKGOl7Wkr\n+aAWmNm4UXr1VeP66jTrAAAAAIDzcEq8VQ4dku691zi63qCB1dWUK8wLwQzZgCfkA2bIBjwhHzBD\nNuANNOxWKCw0mvVBg6Rbb7W6GgAAAACADTHDboWnnpLS043rrQfwnQkAAAAAVCTMsNvVokXSP/4h\n/etfNOsAAAAAAFN0jL6Uni4NHSotXixFRVldTbnFvBDMkA14Qj5ghmzAE/IBM2QD3kDD7iunT0t3\n3y1NmCC1bm11NQAAAAAAm2OG3RdcLikpSapWTZo1y+pqAAAAAAAWYobdTt58U9qzR/qf/7G6EgAA\nAACAn+CU+LK2bp30+uvG3HqVKlZXUyEwLwQzZAOekA+YIRvwhHzADNmAN9Cwl6XsbKlPH2n+fKle\nPaurAQAAAAD4EWbYy0phodSli3TLLdLo0VZXAwAAAACwidL2tBxhLyvPPGMsMvfcc1ZXAgAAAADw\nQzTsZeHDD6UVK4xT4QP4iH2NeSGYIRvwhHzADNmAJ+QDZsgGvIFV4r0tM1N67DFpzRrjCDsAAAAA\nAH8AM+ze5HRKN9wg9eolPfWU1dUAAAAAAGyIGXYrTJ5s/Bw+3No6AAAAAAB+j4bdW9LTpXHjpLlz\npcBAq6up0JgXghmyAU/IB8yQDXhCPmCGbMAbaNi9obBQ+tvfpFdekRISrK4GAAAAAFAOMMPuDWPH\nShs2SP/7v5LDYXU1AAAAAAAbK21Pyyrxf9YPP0hTpxo/adYBAAAAAF7CKfF/RkGBcSr8pElSXJzV\n1eA/mBeCGbIBT8gHzJANeEI+YIZswBto2P+MF1+U/vIXqV8/qysBAAAAAJQzpZphz8vL08yZM5WV\nlSWHw6EhQ4bI4XBozpw5Ki4uVmBgoAYNGqSEhAQVFhZqxowZysrKktPpVOfOnXXnnXdKkjIzMzVj\nxgwVFhYqMTFRAwcOlCQVFRVp2rRpyszMVHh4uJ544glVr17dtB5bzLBv2iT17i1t3y7VrGltLQAA\nAAAAv+HV67DPnTtXiYmJevPNNzVx4kTVqVNHCxYsUJ8+ffT6668rKSlJ77//viRp48aNkqQ33nhD\nr732mtasWaOjR49KkmbPnq2HH35YU6ZM0cGDB7Vt2zZJ0ldffaWwsDC99dZbuu2229z7sq3cXGnA\nAGn6dJp1AAAAAECZKLFhz8vLU0ZGhrp06SJJCgwMVEhIiCIjI5WXlydJys3NVbVq1SRJkZGRKigo\nkNPpVEFBgYKCglS1alWdOHFC+fn5atSokSSpc+fO2rx5syRp8+bNuv766yVJHTp0UGpqqvffqTeN\nGCF16CDdfbfVleASmBeCGbIBT8gHzJANeEI+YIZswBtKXCU+JydH4eHhmjFjhvbt26eGDRsqOTlZ\n/fr10wsvvKD58+dLksaOHStJatWqldavX68HH3xQ586d04ABAxQaGqrMzExFR0e79xsdHa3jx49L\nko4fP+5+LCAgQKGhoTpz5ozCwsK8/ob/tC++kJYtk3bssLoSAAAAAEA5VuIRdqfTqT179qh79+6a\nMGGCgoODtWTJEqWkpCg5OVkpKSkaMGCAUlJSJEnr1q3TuXPnNGvWLE2bNk0rVqxQTk7OZRVVmkvD\nn/+N1dq1a32zffKkdP/92j5smNZu3+7712e7VNu/3meXeti2z/YNN9xgq3rYttc2+WDbbPuGG26w\nVT1s22ubfLBttn0+O9TDtr22S6vERedOnDih0aNHa9q0aZKkjIwMLV26VOnp6Zo3b577eQMHDtR7\n772n2bNnq0mTJurUqZMkKSUlRYmJiWratKn++7//W2+++aYkY9Y9LS1NgwcP1quvvqqkpCQ1btxY\nTqdTDz74oGbPnm1ak2WLzg0cKFWtKv3nywkAAAAAAC6X1xadi4yMVHR0tLKzsyVJqampiouLU61a\ntZSWlua+LzY2VpJUu3Zt9wz62bNn9dNPP6lOnTqKjIxUSEiIdu/eLZfLpXXr1qlt27aSpDZt2ujr\nr7+WJH3zzTdq0aLFH3jLZWzZMmn9emniRKsrQQku5xsrVCxkA56QD5ghG/CEfMAM2YA3lDjDLknJ\nycmaOnWqioqKFBMTo6FDh6pjx46aM2eOioqKFBQUpAcffFCS1LVrV6WkpOipp56SJN14442Kj4+X\nJD3wwAOaPn26+7JurVq1cj9n6tSpeuyxxxQeHq7HH3+8LN7rH3fkiDRkiLRwoWTHuXoAAAAAQLlT\nquuw241PT4l3uaR77pHq15feeMM3rwkAAAAAKLdK29OW6gi7LfXsKSUkSI0aGT8TEqQGDaTKlb37\nOh9+KKWlSXa/NjwAAAAAoFzx34Z98GDp55+l9HRp5Urj96wsKTb24ka+USPjCLkkFRRIZ88aP0u6\n5edLo0dLq1ZJVapY+nZRemvX/rZiK3A+sgFPyAfMkA14Qj5ghmzAG/y3Ye/V6+L7Cgul/fuN5n33\nbuPnpk3G7/v2SQ6HFBx8ebdJk6Q2bXz//gAAAAAAFRoz7AAAAAAA+JDXLusGAAAAAAB8j4Yd5Q7X\nvIQZsgFPyAfMkA14Qj5ghmzAG2jYAQAAAACwIWbYAQAAAADwIWbYAQAAAADwYzTsKHeYF4IZsgFP\nyAfMkA14Qj5ghmzAG2jYAQAAAACwIWbYAQAAAADwIWbYAQAAAADwYzTsKHeYF4IZsgFPyAfMkA14\nQj5ghmzAG2jYAQAAAACwIWbYAQAAAADwIWbYAQAAAADwYzTsKHeYF4IZsgFPyAfMkA14Qj5ghmzA\nG2jYAQAAAACwIWbYAQAAAADwIWbYAQAAAADwYzTsKHeYF4IZsgFPyAfMkA14Qj5ghmzAG2jYAQAA\nAACwIWbYAQAAAADwIWbYAQAAAADwYzTsKHeYF4IZsgFPyAfMkA14Qj5ghmzAG2jYAQAAAACwIWbY\nAQAAAADwIWbYAQAAAADwYzTsKHeYF4IZsgFPyAfMkA14Qj5ghmzAG2jYAQAAAACwIWbYAQAAAADw\nIWbYAQAAAADwYzTsKHeYF4IZsgFPyAfMkA14Qj5ghmzAG2jYAQAAAACwIWbYAQAAAADwIWbYAQAA\nAADwYzTsKHeYF4IZsgFPyAfMkA14Qj5ghmzAG2jYAQAAAACwIWbYAQAAAADwIWbYAQAAAADwYzTs\nKHeYF4IZsgFPyAfMkA14Qj5ghmzAG2jYAQAAAACwIWbYAQAAAADwIWbYAQAAAADwYzTsKHeYF4IZ\nsgFPyAfMkA14Qj5ghmzAG2jYAQAAAACwIWbYAQAAAADwIWbYAQAAAADwYzTsKHeYF4IZsgFPyAfM\nkA14Qj5ghmzAG2jYAQAAAACwIWbYAQAAAADwIWbYAQAAAADwYzTsKHeYF4IZsgFPyAfMkA14Qj5g\nhmzAG2jYAQAAAACwIWbYAQAAAADwIWbYAQAAAADwYzTsKHeYF4IZsgFPyAfMkA14Qj5ghmzAG2jY\nAQAAAACwIWbYAQAAAADwIWbYAQAAAADwYzTsKHeYF4IZsgFPyAfMkA14Qj5ghmzAG2jYAQAAAACw\nIWbYAQAAAADwIWbYAQAAAADwYzTsKHeYF4IZsgFPyAfMkA14Qj5ghmzAGyqV5kl5eXmaOXOmsrKy\n5HA4NGTIEDkcDs2ZM0fFxcUKDAzUoEGDlJCQIEnat2+f3nnnHeXn5ysgIEDjx49XpUqVlJmZqRkz\nZqiwsFCJiYkaOHCgJKmoqEjTpk1TZmamwsPD9cQTT6h69epl9qYBAAAAALC7Us2wT58+Xc2bN1eX\nLl1UXFysgoICTZw4UXfeeadatmyprVu3avny5RozZoycTqdGjBihYcOGqW7dujpz5oxCQ0PlcDj0\n3HPP6f7771ejRo00fvx43XrrrWrVqpU+//xz7d+/X4MGDdKmTZv0/fffa/jw4ab1MMMOAAAAAPBX\nXpthz8vLU0ZGhrp06SJJCgwMVEhIiCIjI5WXlydJys3NVbVq1SRJ27dvV7169VS3bl1JUlhYmBwO\nh06cOKH8/Hw1atRIktS5c2dt3rxZkrR582Zdf/31kqQOHTooNTX1ct8vAAAAAADlSokNe05OjsLD\nwzVjxgyNGDFCb7/9ts6dO6d+/fpp/vz5GjJkiBYsWKC+fftKkg4ePChJevXVVzVy5EgtX75cknT8\n+HFFR0e79xsdHa3jx49f9FhAQIBCQ0N15swZ775TVBjMC8EM2YAn5ANmyAY8IR8wQzbgDSXOsDud\nTu3Zs0cPPPCAEhIS9N5772nJkiXatWuXkpOT1a5dO3377bdKSUnRCy+8oOLiYv34448aP368Kleu\nrJdfflkNGzZUSEhIqYsqzZXmvvzyy1LvDxUP+YAZsgFPyAfMkA14Qj5ghmzgzyqxYY+KilJ0dLR7\nQbkOHTpo6dKl2r17t1544QX3fTNnzpRkHDlv1qyZwsLCJEmJiYnas2ePOnXqpGPHjrn3e+zYMUVF\nRblf49dtp9Op/Px8999fCvPrAAAAAIDyrsRT4iMjIxUdHa3s7GxJUmpqquLi4lSrVi2lpaW574uN\njZUktWzZUvv379e5c+dUXFystLQ0xcfHKzIyUiEhIdq9e7dcLpfWrVuntm3bSpLatGmjr7/+WpL0\nzTffqEWLFmXyZgEAAAAA8BelWiV+7969evvtt1VUVKSYmBgNHTpUBw8e1Jw5c1RUVKSgoCANGjRI\nDRo0kCRt2LBBS5YskcPhUOvWrd3z7ZmZmZo+fbr7sm7JycmSpMLCQk2dOlV79+5VeHi4Hn/8cdWs\nWbMM3zYAAAAAAPZWqoYdAAAAAAD4VomnxAMAAAAAAN+jYQcAAAAAwIZKXCXebrZt26b33ntPLpdL\nXbp00Z133ml1SbCJlJQU/fDDD7riiiv0xhtvWF0ObOTYsWOaNm2aTp48KYfDoZtuukk9evSwuizY\nQGFhocaMGaOioiIVFRWpTZs27nVXAMm4vO2oUaMUFRWlESNGWF0ObOSRRx5RSEiIHA6HAgMDNX78\neKtLgo3k5eVp5syZysrKksPh0JAhQ9S4cWOry4LFsrOzNXnyZDkcDrlcLh0+fFj33nuvx3+X+lXD\n7nQ6NWfOHL344ouqVq2aRo0apbZt26pOnTpWlwYb6NKli2699VZNmzbN6lJgM4GBgRowYIDq16+v\ns2fPasSIEWrZsiX/7YCCgoI0ZswYBQcHy+l06oUXXlBGRoaaNm1qdWmwiVWrVqlOnTrKz8+3uhTY\njMPh0JgxYzxeihgV19y5c5WYmKgnn3xSxcXFKigosLok2EDt2rX1+uuvSzJ62yFDhqhdu3Ye/8av\nTonfvXu3YmNjVaNGDVWqVEnXXXedNm/ebHVZsImmTZsqNDTU6jJgQ5GRkapfv74kqUqVKqpTp46O\nHz9ubVGwjeDgYEnG0Xan08k/vuF27Ngxbd26VTfddJPVpcCGXC6XWLsZl5KXl6eMjAx16dJFknHg\nICQkxOKqYDepqamKiYlR9erVPT7Pr46wHz9+XNHR0e7tqKgo7d6928KKAPibnJwc7du3j9PS4OZ0\nOjVy5EgdPnxYXbt2VVxcnNUlwSbmzZun/v37Ky8vz+pSYEMOh0OvvPKKAgICdNNNN+nmm2+2uiTY\nRE5OjsLDwzVjxgzt27dPDRs2VHJysipXrmx1abCRTZs26brrrivxeX51hB0A/oyzZ89q0qRJGjhw\noKpUqWJ1ObCJgIAAvf7660pJSVF6errS0tKsLgk28OuaKPXr1+dIKi5p7NixmjBhgkaNGqXPPvtM\nGRkZVpcEm3A6ndqzZ4+6d++uCRMmKDg4WEuXLrW6LNhIUVGRtmzZoo4dO5b4XL9q2KOionT06FH3\n9vHjxxUVFWVhRQD8RXFxsf7+97+rc+fOatu2rdXlwIZCQkKUmJion3/+2epSYAMZGRnasmWLHn30\nUU2ZMkX//ve/WSMFF6hWrZokKSIiQu3ateOsT7hFRUUpOjpaCQkJkqQOHTooMzPT4qpgJ9u2bVPD\nhg0VERFR4nP9qmFv1KiRDh06pCNHjqioqEgbN25UmzZtrC4LNsJREJhJSUlRXFwcq8PjAqdOnXKf\n7nzu3Dmlpqa61ztAxda3b1+lpKRo2rRpGj58uFq0aKFHH33U6rJgEwUFBTp79qwk4+ytHTt2KD4+\n3uKqYBeRkZGKjo5Wdna2JGNWmXErnG/Dhg2lOh1e8rMZ9oCAAD3wwAN65ZVX5HK5dOONNxJ+uE2Z\nMkVpaWk6ffq0hgwZoqSkJPdiH6jYMjIytH79etWtW1fPPvusHA6H/vrXv6pVq1ZWlwaLnThxQtOn\nT3d/2depUyddddVVVpcFwOZOnjypiRMnyuFwqLi4WJ06dVLLli2tLgs2kpycrKlTp6qoqEgxMTEa\nOnSo1SXBJgoKCpSamqqHHnqoVM93uDgcCQAAAACA7fjVKfEAAAAAAFQUNOwAAAAAANgQDTsAAAAA\nADZEww4AAAAAgA3RsAMAAAAAYEM07AAAAAAA2BANOwAAAAAANkTDDgAAAACADdGwAwAAAABgQzTs\nAAAAAADYEA07AAAAAAA2RMMOAAAAAIAN0bADAAAAAGBDNOwAAAAAANgQDTsAAAAAADZEww4AAAAA\ngA3RsAMAAAAAYEM07AAAAAAA2BANOwAAAAAANkTDDgAAAACADdGwAwAAAABgQzTsAAAAAADYEA07\nAAAAAAA2RMMOAAAAAIAN0bADAAAAAGBDNOwAAAAAANgQDTsAAAAAADZEww4AAAAAgA3RsAMAAAAA\nYEM07AAAAAAA2BANOwAAAAAANkTDDgAAAACADdGwAwAAAABgQzTsAAAAAADYEA07AAAAAAA2RMMO\nAAAAAIAN0bADAAAAAGBDNOwAAAAAANgQDTsAAAAAADZEww4AAAAAgA1VsroAAEDFk5+frwMHDlhd\nBnBZ4uLiVLVqVavLAABUIA6Xy+WyuggAQMWRn5+vPXv2KD4+XgEBnOgF/+B0OpWVlaUGDRrQtAMA\nfIZ/KQEAfOrAgQM06/A7AQEBio+P58wQAIBP8a8lAIDP0azDH5FbAICv8f88AAAAAADYEA07AAAA\nAAA2RMMOAEAF0KRJE23YsMHqMi5p0KBBGj9+vNVlAABgOzTsAAD8R61atRQbG6vY2FhFRESoRo0a\n7vs+/vhjS2v78ssvlZiYqJiYGPXs2dPj4mflqQH+5z//qSuvvNLqMgAAsAQNOwAA/3Ho0CEdPHhQ\nBw8eVN26dfXJJ5+470tKSrro+cXFxT6pKycnR/3799fYsWO1f/9+XXXVVUpOTvbJa/+er97z+RwO\nh89fEwAAO6BhBwDgElwul1wu1wX3vfzyyxowYICSk5NVu3ZtLVy4UN9//71uvPFGxcXFqXHjxnrm\nmWcuaGp37typ22+/XXXr1lWjRo00ZcoU9/4nTpyoq6++WvXr11dycrJOnjx5yVqWLVumq6++Wj17\n9lRwcLCef/55bd26VXv27Lnoue+8844WL16sN954Q7Gxserbt6/7sW3btql9+/aKi4vT/fffr8LC\nQvdjn376qTp27Ki4uDh169ZNaWlp7seaNGmiKVOmqH379oqJiXHf99Zbb6ldu3aKjY3VsGHDdPjw\nYfXq1Uu1a9fWXXfdpVOnTrnf63333aeEhATFx8erR48e+vHHH0v83+DUqVNKSkpSVlaW+0yHo0eP\nevzsMjMzFR4ergULFqhJkyaqW7eu5s6dq82bN6t9+/aKj4/Xs88+636NefPmqXv37nriiSdUp04d\ntWnTRuvWrSuxNgAAfIGGHQCAy7By5Ur16dNH2dnZ6t27t4KCgjRx4kRlZWXpiy++0BdffKE5c+ZI\nMhrOO+64Q7fddpt+/vlnbdu2TZ06dZIkTZ06VZ9//rnWrFmjXbt2KTQ0VE8//fQlXzM9PV1XXXWV\nezssLEz16tVTenq6JOmjjz5y73fw4MHq3bu3nn76aR08eFAffPCB+++WLFmilStXKjU1VVu3btWH\nH34oSfrXv/6lxx57TCkpKcrKytLf/vY39enTR0VFRe6/Xbx4sZYtW6ZffvnFfd+KFSu0evVq/fDD\nD1q2bJnuuecejRs3Tnv37lV+fr5mzZrlfm6PHj2Umpqqn3/+Wc2bN9fgwYMv+V6dTqfi4uK0ZcsW\nRURE6OOPP1Z8fLz7TIfq1auX6rPbunWrdu7cqdmzZ+uZZ57RpEmTtHr1an333Xf66KOP9N1337mf\n+91336lp06bav3+/nn32WfXr18/9ZQMAAFaiYQcA2E5oWJhXbmWhY8eO6t69uyQpODhYiYmJuuaa\na+RwOFSvXj0lJye7F3dbtWqV6tatq4cfflhBQUEKCwtT69atJUnvvvuuXnrpJcXExKhy5coaOXKk\nlixZcsnXzM3NVURExAX3RURE6MyZM5KkPn36aP369SXW/sgjj6hGjRqqVq2abrnlFu3YsUOSNHfu\nXA0ePFitWrWSw+HQfffdJ8lo5M//21q1aik4ONh939ChQxUdHa3Y2Fhde+21at++va688kpVrlxZ\nt99+u7Zv3y7JOKW9b9++CgkJcb/XrVu3Kj8//6IaAwICdODAAbVp08b0fZT02TkcDo0cOVJBQUHq\n1q2bgoOD1bdvX0VFRal27dq69tpr3bVJUmxsrB566CEFBgYqKSlJ9erV0+eff17i5wkAQFmr2a3S\nwAAAA6VJREFUZHUBAAD8Xu5/GlE7iouLu2B7165deu6559wNaHFxsbvZPHDggBo0aHDJ/WRlZSkp\nKUkBAcZ35y6XSwEBAcrJyVHNmjUveG5oaKhOnz59wX0nT55U2GV+KXH+fqtWraoTJ064a1m0aJGm\nT5/urqWwsFDZ2dnu59euXfui/dWoUcP9e5UqVS7Yf5UqVZSbmyvJOGr+4osvatmyZTp+/LgcDocc\nDoeOHTt20edZGp4+u19Vr179glp+X+uvtUlSnTp1Ltj/r0f0AQCwGkfYAQC4DL9fAO2xxx7TlVde\nqZ07dyo7O1vPP/+8e/Y9Li5OmZmZl9xPXFycli9frqysLGVlZenAgQOXbNYlqVmzZu6j4ZJxqv2+\nffvUrFmzUtVYkri4OI0aNeqCWg4fPqy77rrrD+/zfAsWLNCaNWu0evVq/fLLL9q+ffsl1wi4lEu9\n7uV8dqVx/mn+kvFFS61atf7QvgAA8CYadgAA/oQzZ84oIiJCVatWVUZGht599133Yz169NCBAwc0\na9YsnTt3TqdPn3afZn7//fdrzJgx7suz5eTkaNWqVZd8jV69emnnzp369NNPVVBQoHHjxumaa64x\nPXpfs2ZN7d27t9TvYeDAgZo1a5Z++OEH93tavXr1JU9Z/yPOnDmj4OBgRUZGKjc3Vy+99FKpvwCo\nWbOmjh075j79Xyr5syvNFwHnO3TokGbNmqXi4mItWrRIe/fuVdeuXS9rHwAAlAUadgAALqG0DeW4\nceP0/vvvKzY2VsOHD1fv3r3dj0VERGj58uVaunSpGjZsqMTERG3cuFGSNGzYMHXr1k09e/ZU7dq1\n1a1bN3fD/Hs1a9bU/PnzNXr0aMXHx2vnzp2aO3eu+/EPPvhA1157rXt7wIAB2rFjh+rWrav+/fuX\n+H7atm2ryZMna/jw4YqPj1fr1q21cOFCj5/F7+/ztP/+/furVq1aaty4sdq3b39Brb//W6fTqVq1\namnz5s2SpObNm6tXr15q3ry54uPjdfTo0RI/u5Jq+/12+/btlZ6ervj4eL322mtasGCBrrjiCtP3\nAwCArzhcl/s1NAAAf8JPP/10yXlowArz5s3TwoULTc9u+L3s7Gw1bty4jKsCAMDAEXYAAAAAAGyI\nhh0AAAAAABvilHgAgE9xSjz8GafEAwB8iSPsAAAAAADYEA07AMCnOLEL/oz8AgB8iYYdAOBToaGh\nOnLkCI0P/IrL5dKRI0cUGhpqdSkAgArk/wHRLDT+vIScFAAAAABJRU5ErkJggg==\n", 210 "text": [ 211 "<matplotlib.figure.Figure at 0x7fb409dfcf90>" 212 ] 213 } 214 ], 215 "prompt_number": 7 216 }, 217 { 218 "cell_type": "heading", 219 "level": 1, 220 "metadata": {}, 221 "source": [ 222 "No Pivot Multi Trace" 223 ] 224 }, 225 { 226 "cell_type": "code", 227 "collapsed": false, 228 "input": [ 229 "l = trappy.LinePlot([trace1, trace2], trappy.thermal.Thermal, column=\"temp\")\n", 230 "l.view()" 231 ], 232 "language": "python", 233 "metadata": {}, 234 "outputs": [ 235 { 236 "metadata": {}, 237 "output_type": "display_data", 238 "png": 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89NJL6enpyebNm3Pbbbdl27ZtSZLR0dG88MIL2bBhQx5//PE8//zzOXny5KV9FwAAAGCG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\nKABgqv8D0Ro/jcAlSNQAAAAASUVORK5CYII=\n", 239 "text": [ 240 "<matplotlib.figure.Figure at 0x7fb409d24250>" 241 ] 242 } 243 ], 244 "prompt_number": 8 245 }, 246 { 247 "cell_type": "heading", 248 "level": 1, 249 "metadata": {}, 250 "source": [ 251 "No Pivot Mutiple Columns and Traces" 252 ] 253 }, 254 { 255 "cell_type": "code", 256 "collapsed": false, 257 "input": [ 258 "l = trappy.LinePlot([trace1, trace2], [trappy.thermal.Thermal,trappy.thermal.ThermalGovernor], column=[\"temp\", \"power_range\"])\n", 259 "l.view()" 260 ], 261 "language": "python", 262 "metadata": {}, 263 "outputs": [ 264 { 265 "metadata": {}, 266 "output_type": "display_data", 267 "png": 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BHS4AAAA0hlm9D3vVuCQeAACARlXX92EHAAAA5paCnaajX4giskEZ+aCIbFBGPigiG9SD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\naU6dOjXf0wAqTsEOzKhWq7kUHgDqyP+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K2O3s7FCr1dJLCV815vrUrWtlZcWcOXN4//33\n6du3L9evX5eutDemjYiICDIyMjAzM2PlypW4u7tL+1ipVBITE8OKFSswNzfH0tKSzZs3U1XVch+h\nEQShZdOqbuqlDUEQ/nNycnKa9KygILwpkZGRxMbGvvQqryC0FJcvX2b06NEUFxe/6640q8rKSjp3\n7syVK1c0nsn/r/Lx8WHgwIEaf0HZWIWFhVhYWLyBXgmC0FqIK+yCIAiCIAjNJDk5mSdPnlBcXExI\nSAguLi7vuktCMzt79iw3btygurqatLQ00tLSxH4WBOGNEQm7IAiCIAhCI61cuRITExNkMpnGZ8qU\nKQCEh4djZmbGoEGD0NfXZ+3ate+4x2/G67zgr7nl5eU9t0+efX8Tz44XFRXh5OSETCYjODiYLVu2\nYGlp2ezbEQRBAHFLvCAIjSBuiRcEQRCE5iduiRcEoSHiCrsgCIIgCIIgCIIgtEAiYRcEQRAEQRAE\nQRCEFkgk7IIgNEhXVxe1Wv2uuyEIgiAIrYZarUZXV/ddd0MQhBbu/wDTX9tdYVeM0wAAAABJRU5E\nrkJggg==\n", 268 "text": [ 269 "<matplotlib.figure.Figure at 0x7fb409d1d2d0>" 270 ] 271 } 272 ], 273 "prompt_number": 9 274 }, 275 { 276 "cell_type": "heading", 277 "level": 1, 278 "metadata": {}, 279 "source": [ 280 "No Pivot With Filters" 281 ] 282 }, 283 { 284 "cell_type": "code", 285 "collapsed": false, 286 "input": [ 287 "l = trappy.LinePlot([trace1, trace2], [trappy.cpu_power.CpuOutPower], column=\"power\", filters={\"cdev_state\": [0]})\n", 288 "l.view()" 289 ], 290 "language": "python", 291 "metadata": {}, 292 "outputs": [ 293 { 294 "metadata": {}, 295 "output_type": "display_data", 296 "png": 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MzpR7s3jSlItORGvK2zPOSMRaeePQDKsJu0OE3UiGM7jcz8bBwcHs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Pln+oxyiEg57xd65fnecO0ZFdRb7ynX6Ovs7yX4rbY/VusZ1tBrlQbNC71Zj0PzMTWkXF0TDSnX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\nY3rDO3kNAV1JWi0ebBIrZcPn2Ktj7CwV7JXvOZ8HS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80cqhsarLVQmpdi5047j9LnZo+w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Gkz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\nmDAh08NQFCUL+P8DUz2Ws5NIpQAAAABJRU5ErkJggg==\n", 297 "text": [ 298 "<matplotlib.figure.Figure at 0x7fb409be3450>" 299 ] 300 } 301 ], 302 "prompt_number": 10 303 }, 304 { 305 "cell_type": "heading", 306 "level": 1, 307 "metadata": {}, 308 "source": [ 309 "Pivoted Data" 310 ] 311 }, 312 { 313 "cell_type": "code", 314 "collapsed": false, 315 "input": [ 316 "l = trappy.LinePlot(trace1, trappy.thermal.Thermal, column=\"temp\", pivot=\"thermal_zone\")\n", 317 "l.view()" 318 ], 319 "language": "python", 320 "metadata": {}, 321 "outputs": [ 322 { 323 "metadata": {}, 324 "output_type": "display_data", 325 "png": 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KFdi+fXsML1PFif1CisbcUF7MD0WzoXt3OPPMcIqz9D+ifnaULAn/+EfYRjF5\ncqHGpMTg7xXFwn572HNycli1ahW9e/emQYMGPP3000ybNo2+ffsyadIkpk6dysknn0zJkuGpdu/e\nzZdffsmIESMoXbo0w4YNo379+pQvXz7fQeVnp7m0tDTat2+f+3fAY48BWLhwYULF47HHHnvscdE9\nrp6WxtFLlsDUqQkRj8eJd7xH1Oe/9hqccQbztm9n+7HHxj1ejwvveOHChQkVj8eJd5wf++1h37p1\nK0OGDGHs2LEApKen89prrzF48ODc56xfv56xY8cyfPhwZs2axcKFC7n++usBmDp1KqVLl+b000/n\nrrvu4uGHHwbgk08+YenSpVxzzTUMHz6c7t27c8wxx5CTk8O1117LxIkTo8ZkD7skSSpw69bBySfD\nP/8JrVrFOxoVZVOmwC23hIvQ1agR72gkJYCY9bBXrlyZqlWr8t133wGwePFi6tSpw7Zt24BwBH7q\n1Kl06tQJgBNPPJFvvvmGXbt2sXv3bpYuXUrdunWpXLky5cuXZ8WKFQRBwIcffsgpp5wCQMuWLZk5\ncyYQTq9v2rTpwV21JElSLOTkQM+ecOONFus6dBdcAJdeChdeCFlZ8Y5GUhGy34IdoFevXjz66KPc\neuutrFmzhm7duvHxxx/Tv39/brrpJqpUqZI7vF+hQgXOOeccbrvtNgYNGkSDBg1o3rw5AL179+bx\nxx+nf//+1KxZM/f+jh07sm3bNvr168f06dO55JJLCuZqVSwcyBQTFS/mhvJifmgvo0dDRgYMHmxu\nKE/5zo9hwyA1NVw9XsWCnx2KhXztw16vXj1GjBix131nn302Z5999q8+v02bNrRp02af++vXr8+D\nDz64z/2lSpXiJj+8JElSIvjiCxgxIpy+XDJf/1SS9q9ECXjhhXDGxt/+BlddFe+IJBUB+dqHPdHY\nwy5JkgrEzp3QsiXceitceWW8o1EySk+Htm3h9dehdet4RyMpTmLWwy5JklRsDB4MjRvDFVfEOxIl\nq0aNwhH2Cy6A/79GlCRFY8GupGO/kKIxN5QX80O8/TZMnQrjx0Mkknu3uaG8HFR+nHMO9OkD558P\nmZkxj0mJwc8OxYIFuyRJ0g8/hD3FTz8NVarEOxoVB3fcAUcdFRbvW7fGOxpJCcoedkmSVLwFQTjS\nWb8+PPBAvKNRcbJ7d7hq/Lvvwr/+BUcfHe+IJBUSe9glSZLyY9Ik+PprGD483pGouClRAh55JJwe\n/7vfwZxMMae6AAAgAElEQVQ58Y5IUoKxYFfSsV9I0Zgbyov5UUytWAGDBsHkyVCmzK8+xdxQXmKS\nHzfeCE8+GU6PnzLl0M+nhOBnh2LBgl2SJBVP2dlw2WUwdCg0aRLvaFTcnXNOuPDhwIFw331hq4ak\nYs8edkmSVDzdeSfMng1vvgkpjmEoQXz7bVi8n3wyPP44lCoV74gkFQB72CVJkqKZPTvcvm3SJIt1\nJZbateGjj2DjRujSxRXkpWLO31BKOvYLKRpzQ3kxP4qRn36Cyy8PRy9r1drv080N5aVA8qNiRXjt\ntbBV47TTYNWq2L+HCpyfHYoFC3ZJklR87N4Nl1wCnTrBeefFOxopuj0ryPftG64g/+mn8Y5IUhzY\nwy5JkoqPAQPg3/8O+9btDVZR8cYb0LMnjBsHF14Y72gkxUB+a9qShRCLJElS/D32GMyYEfavW6yr\nKOnaFd55B849N9yKcPBgiETiHZWkQuCUeCUd+4UUjbmhvJgfSW76dLjnnnCksnLlA3qpuaG8FFp+\nNG8eftn08stw6aXw1VeF8746aH52KBYs2CVJUnJbtCicTjx1KtSvH+9opINXuzZ8+GGYx23awB/+\nAO+9557tUhKzh12SJCWv9euhdWsYORIuuije0Uixk5EBL7wAo0eH0+MHDAhH3suWjXdkkvLBfdgl\nSVLxtmNH2PN7zTUW60o+5crB1VfD4sXw0EPwyitw1FHwl7+EX1RJSgoW7Eo69gspGnNDeTE/kkxO\nTrjX+vHHwx13HNKpzA3lJe75EYmE2xS+8UY4Xf6HH6BxY7jySliwIL6xFXNxzw0lBQt2SZKUfG67\nLSxcJkxwNW0VH8cdF2799vXX0KRJOMOkXTt47TXYvTve0Uk6CPawS5Kk5DJhAtx/P3z6KVStGu9o\npPjJygqnyo8eDRs3wpAh4QKMKY7ZSfFmD7skSSp+3n0Xhg4NpwdbrKu4K1UKevQIt4N7/nl46ilo\n1Qo++STekUnKJwt2JR37hRSNuaG8mB9JYNkyuOQS+Mc/4NhjY3Zac0N5KTL5cdpp8PHHcNNN4SKM\nl1wCa9cW7HtmZxfs+RNckckNJTQLdkmSVPRt2gRdu8IDD4Q9u5L2FYmEhXp6OjRsCM2bw7Bh4Y4K\nsbJ2bfj/4UknhSvZt2gBffvCs8/CV1+5Z7x0gOxhlyRJRdvOndCxI5xxBtx9d7yjkYqO1avh//4P\n5syBUaPgwgsPbpHGH36AKVNg8mRYsgS6dYOLL4bf/jbcdm727HBNidmz4aefoHXr/95atYLf/Cbm\nlyYluvzWtBbskiSp6MrJgUsvDUftJk92MS3pYMycCf37Q6VK8Mgj4aj4/vz0E0ybFv5/98kncPbZ\nYZHeuTOUKRP9devXh18Q7Cni58+HevX+W8D/9rfhtnTu7qAk56JzKrbsF1I05obyYn4UQbt2hdu3\nrV4NkyYVWLFubigvSZEf7dqFhfNll0GXLnDttWGbyf/KzAy3iOvRA+rUCdeLuOwy+PZb+Pvfw23k\n8irWAY44Av70Jxg5Mvyi4D//CafLn3RSuI98165h0b9+fcFcayFKitxQ3FmwS5KkomXt2nAl+KOO\nCouMadPCXllJB69EibBQT0+HihXDfdwfeggyMsLdF3r3Dovt0aPD9pOVK+Gf/wx74itWPPj3LVUq\nLNavvz4s3FesCEfZW7QIzy8Vc06JlyRJiS8I4P334bHHwlG5Sy8NF7I6/vh4RyYlp/R0GDgQ3nsP\nTjghLMx79IDatQvn/T/+OBy937OYpF/KKcnkt6YtWQixSJIkHZytW8NRt3HjoHRp+POfw+NDGdGT\ntH+NGsH06bBlC1StWvjv36YNLFwYfjHXsmU45f6EEwo/DinOnBKvpGO/kKIxN5QX8yPBfPEFXHcd\nHH10uDjVhAn/va+Qi3VzQ3lJ6vyIROJTrO9RuXK4qN2gQeE0/DFjitS2cEmdGyo0FuySJCkx7NoV\njqK1aRNOg61TB5YtC+87/XRXjZaKo0gErrgi/OLu+efDz4aNG+MdlVRo7GGXJEnx9eOPMHYsPPoo\nNG0aLj517rlQ0s49Sb+QlQV33hnuCvHUU+GK9lIR5bZukiQpsW3ZAn/9KzRoAF9+GS4q9+670K2b\nxbqkfZUqBcOHh9Pkr7sOBgyAnTvjHZVUoCzYlXTsF1I05obyYn4Uou+/D/dPP+aYcP/mOXPCheQa\nN453ZL/K3FBezI84aN8+XJBu3To49VRYsiTeEf0qc0OxYMEuSZIKx/r1cPPNcNxx4erv8+fDxInh\nCLskHYgqVeDll6Ffv7CAf/RRyM6Od1RSzNnDLkmSCta6dTByJLzwAlx+Odx6a7ignCTFwldfhVPk\nN26EESPCNTBcpFIJzh52SZIUX6tXQ58+4d7JZcvC0qXwyCMW65Ji69hjwzUwHngAhgwJd5WYPTve\nUUkxYcGupGO/kKIxN5QX8yNGgiBcQO6qq+Dkk8Npq19+CaNGQc2a8Y7uoJgbyov5kSAiETj77LC3\n/eqroUePcAHLL7+MW0jmhmLBJVglSVJ0QRD2m3//PWzaFP6Z199/+AEOOwz69oXly8OCXZIKS4kS\n0LNnWLA/+ii0aQPnnx/uSHHEEYd+/u++g1Wr4LTTnHavQmEPuyRJ2teaNeECca+/DuXLQ/XqUKNG\n+Oee2y+P9/y9WjUoUybe0UtSaMsWuPfecO/2P/85XEMjNTX/r//uO5g5E9LSwtv334dfSjZqBBMm\nQK1aBRW5klx+a1pH2CVJ0n/t3Bn2gY4eDf37wzPPQIUK8Y5Kkg5OlSrhZ9qNN8LQoeF2kkOGwLXX\nQunS+z7/fwv0H36Atm3Dleivvx6aNYPdu+Gee6BFi3Bdjh49HG1XgbGHXUnHfiFFY24oL+YH8MYb\n0LQpfP45zJsX/uPWYt3cUJ7MjyLiqKPg2Wdhxgz417+gcWP4xz/g22/h738PV5k/7riwIH/ppfDx\nl14KR9RffTX8AvPEEyElBUqVgrvuCj8zhw0LC/YfftjnLc0NxYIj7JIkFXcrV8KAAZCeDo89Bp07\nxzsiSSoYJ54Ib70F770HgwaF6220a7f3CHpKPsc0W7aE+fPDLzdPOAGeeAL+8IcCDV/Fjz3skiQV\nVxkZ4f7oY8fCLbfAwIH2n0sqXoIgNtPZP/wwXOyuXbuwpeg3vzn0cyqpuQ+7JEn6dUEQLibXpEm4\nN/qCBTB4sMW6pOInVr3nbdvCokVQtmw42v7ee7E5r4o9C3YlHfuFFI25obwUm/xYsQK6dg2ngj75\nZNijWbduvKNKaMUmN3RQzA/lqlgRHn88/Gzt2ZN13brBzz/HOyoVcRbskiQVBzt2hCsjt24NHTrA\nF1/AmWfGOypJSj6dO8OiRZTcvj1cSX7WrHhHpCLMHnZJkpJdejqcdRacdhqMGgW1a8c7IkkqHl55\nJdz//corw5XlbT3S/2cPuyRJgvXroUsX+OtfYfJki3VJKkzduoUzmr76CurUgYsvhr/9Ddati3dk\nKiIs2JV07CVTNOaG8pKU+bFtG5x9Nlx9NfTqFe9oiqykzA3FjPmhaHJzo0aNcKT988+hUyd4+21o\n3jzc633AAJg+3V53RWXBLklSMtq1C84/P+xZv/32eEcjSapbF666Cl58ETZtgueeg8MPD1uVataE\njh3hvvvCwj4nJ97RKkHYwy5JUrIJArjiCvjpJ5g6FUqUiHdEkqS8bN8OM2eGo+9vvw0//BAuDPr7\n34ej8nXqxDtCxZg97JIkFVe33x5u3zZ5ssW6JBUFFSuGW24+8ggsWwbz54cF+1tvhdPnTzoJxowJ\nC3kVKxbsSjr2kikac0N5SZr8eOyxsFfyn/+E8uXjHU1SSJrcUIEwPxTNIeXGkUdC797wj3/Axo1w\n//3w2WfQsCFccAH861+QnR2zWJW4LNglSUoWr74K994bjshUqxbvaCRJsVCiRDja/vzzsGZNOE3+\n3nvDnvj/+z9YujTeEaoA2cMuSVIy+OQTOO+8sFg/6aR4RyNJKmjp6fD00/Dss2Hx3qsX9OgBhx0W\n78iUD/awS5JUXCxbFq4I/9xzFuuSVFw0ahSuKv/NN3DnnfD++3D00eFe7zNmwO7d8Y5QMWDBrqRj\nL5miMTeUlyKbH+vXh3utjxwJnTvHO5qkVGRzQ4XC/FA0hZYbJUtCly7w0kuwciW0aQN33AFHHRUu\nQvrtt4UThwqEBbskSUXVtm1hsX7NNXDllfGORpIUb1WqwJ//DPPmwZtvwo4dcMIJMGxY+PeClpUF\nX3wR/n5STNjDLklSUbRrV7gFUMOGMG4cRCLxjkiSlIhWr4ZBg2D27HA21kUXxf53xk8/wcSJMHo0\nlCoVzv6qUgUaN973Zo89kP+atmQhxCJJkmIpCMLtfipUgLFjLdYlSdHVqxduD/fRRzBwYLif++jR\ncOqph37udevC8z31FHTqBFOmwCmnQE5OuKL90qXhbdassKBfujTcc/7XCvnq1Q89niRkwa6kk5aW\nRvv27eMdhhKQuaG8FKn8uP12WLEC3nsv3O5HBapI5YYKnfmhaBIuN04/PdzL/dlnoVs36NgRRoyA\nOnUO/FxffAEPPhjuB3/llTB/fvjFwB4pKeECeEcfHc4G2yMIwiJ/2bKweF+wAF54AZYsCafRly0L\nZcrk71a2bFj8T5hwyD+aRGbBLklSUTJ+PLzySriNW/ny8Y5GklSUpKRAz55wwQXhCvMnngj9+sGt\nt+7/d0oQwDvvwAMPhAV2v37wyCMHNsU9Egm3oKtbN9xP/pfnzs6GzMz933bu/O/fc3IO6sdQlNjD\nLklSUbFsGbRtC59+Cg0axDsaSVJRt2ZN2N8+a1Y42n7xxWFR/0u7dsHf/x6OqAPcfHP4vNKlCz/e\nJBLTHvYdO3Ywfvx41q5dSyQSoW/fvpQuXZoJEyaQmZlJ9erV6devH2XLls19zQ8//MBNN91E9+7d\nOeeccwBYuXIl48aNIysrixYtWtCzZ08AsrOzGTt2LCtXriQ1NZWBAwdSrVq1g7hsSZKSVHZ2OCpy\n990W65Kk2DjqKHjxRfj447C//dFHw/721q1h61Z44omwR71Jk3BkvVMn100pZPna1m3SpEm0aNGC\nhx9+mFGjRlG7dm3Gjx/PZZddxqhRo2jVqhXTpk3b6zXPPvssLVq02Ou+iRMn0qdPHx555BHWr1/P\nwoULAXj//fepWLEiY8aMoWvXrjz//PMxujwVR+6HqmjMDeUl4fPjwQchNRWuuy7ekRQ7CZ8biivz\nQ9EUqdxo0wbmzIG+feH888PCvH79cOr79Onw9tvhFHaL9UK334J9x44dpKen06FDBwBKlChB+fLl\n2bBhA40aNQKgWbNmzJkzJ/c1c+fOpUaNGtStWzf3vq1bt5KRkUHDhg0BaNu2LXPnzs19frt27QBo\n3bo1ixcvjtHlSZKUBJYsCUc2nnrKfyxJkgpGSkq4gNyXX8Kll8KiReECdSeeGO/IirX9FuybNm0i\nNTWVcePGMWjQIJ544gkyMzOpU6cO8+bNA2D27Nls3rwZgJ07d/L6669z4YUX8sv2+C1btlC1atXc\n46pVq7Jly5Z9HktJSaFChQps3749dlepYiWhVuNUQjE3lJeEzY89U+GHDw+nLqrQJWxuKCGYH4qm\nyOZGxYrh752DWT1eMbffgj0nJ4dVq1bRuXNnRo4cSZkyZZg2bRp9+/ZlxowZ3HbbbezcuZOSJcN2\n+JdffpmuXbtSpkyZgw4qP+vg/XKKSVpamscee+yxxx4n5fHKPn3CFXivuSYh4vHYY4899thjjw/9\nOL/2u0r81q1bGTJkCGPHjgUgPT2d1157jcGDB+c+Z/369YwdO5bhw4fz17/+NXe0/eeffyYlJYXu\n3btz6qmnctddd/Hwww8D8Mknn7B06VKuueYahg8fTvfu3TnmmGPIycnh2muvZeLEiVFjcpV45SUt\nLcH2vFTCMDeUl4TMj8WLw31y58+HI4+MdzTFVkLmhhKG+aFozA3lJWarxFeuXJmqVavy3XffUatW\nLRYvXkydOnXYtm0blSpVIicnh6lTp9KpUycA7rrrrtzXvvzyy5QrV47OnTsDUL58eVasWEGDBg34\n8MMP6dKlCwAtW7Zk5syZHHPMMcyePZumTZse1EVLkpQ0srLCKYkjRlisS5JUTOVrH/bVq1fzxBNP\nkJ2dzeGHH871119PWloaM2bMIBKJ0KpVKy655JJ9XrenYP/ltm6PPfZY7rZuvXr1AiArK4tHH32U\n1atXk5qaSv/+/alRo0bUeBxhlyQlvXvuCbfZefNNF5qTJCnJ5LemzVfBnmgs2CVJSW3RIjjjDFiw\nwEV/JElKQvmtafO1D7tUlBzIIg4qXswN5SVh8iMrK9xW5/77LdYTRMLkhhKS+aFozA3FggW7JEmJ\n5N57oVatsH9dkiQVa06JlyQpUSxcCL//fTgVvnbteEcjSZIKiFPiJUkqSnbtCqfCjxplsS5JkgAL\ndiUh+4UUjbmhvMQ9P4YPD7dvu+KK+MahfcQ9N5TQzA9FY24oFva7D7skSSpgn38Ojz8eTol3CzdJ\nkvT/2cMuSVI8ZWbCKafArbfC5ZfHOxpJklQI7GGXJKkouPtuOPpouOyyeEciSZISjAW7ko79QorG\n3FBe4pIf8+bBhAkwfrxT4ROYnx3Ki/mhaMwNxYIFuyRJ8bBuXbjX+sMPwxFHxDsaSZKUgOxhlySp\nMM2ZExbpb78Nf/4zDBvm6LokScVMfmtaV4mXJKmgZWXBK6/A6NGwcSP06wdPPAG/+U28I5MkSQnM\nKfFKOvYLKRpzQ3kpkPzYsgVGjoT69cNt2wYNguXLYcAAi/UixM8O5cX8UDTmhmLBEXZJkmItPR0e\neQRefBH++Ed4/XVo0SLeUUmSpCLGHnZJkmIhCMK+9NGjYcEC6NMnvNWsGe/IJElSgrGHXZKkgpaT\nA0uWwPvvhz3ppUrBwIHw6qtQtmy8o5MkSUWcPexKOvYLKRpzQ3nJV37s3h2Ono8eDeedBzVqQLdu\nsHgxPPYYLFwYbtVmsZ5U/OxQXswPRWNuKBYcYZckKZrsbPj8c/jwQ5g5Ez7+OJzi3q4ddO8OY8dC\n7drxjlKSJCUpe9glSdpj9+5wn/SZM8Pb7Nlw5JFhgd6uHbRtC4cfHu8oJUlSEWcPuyRJB2LOHOjb\nF3btgjPPhOuug+efh2rV4h2ZJEkqpuxhV9KxX0jRmBv6VVu2QJ8+ZJ59Ntx0U9iPvqdH3WJd+Nmh\nvJkfisbcUCxYsEuSiqecHJg0CRo3hpIlmfvMM3DZZRCJxDsySZIkwB52SVJxtGgRXH99OP398cfh\n5JPjHZEkSSpG8lvTOsIuSSo+fvoJbr457FG//PJwUTmLdUmSlKAs2JV07BdSNOZGMRYE8PLL4fT3\nLVvg3/8OF5UrUSL3KeaHojE3lBfzQ9GYG4oFV4mXJCW35cvhhhvgu+9g8mQ4/fR4RyRJkpQv9rBL\nkpJTRgbcdx889hjcdhv06welSsU7KkmSJPdhlyQVU9nZ4f7pd90FLVvCwoVQp068o5IkSTpg9rAr\n6dgvpGjMjSSXkwMvvghNmoTbtT37bNi3ns9i3fxQNOaG8mJ+KBpzQ7HgCLskqWgLApg2DYYOhQoV\nwinwZ5zhfuqSJKnIs4ddklQ0BQHMmBEW6llZcM890LWrhbokSUp49rBLkpJXWhoMGRJu0TZsGHTr\nBil2eUmSpOTiv26UdOwXUjTmRhKYPRvOPBOuvhr69IHFi+GCC2JSrJsfisbcUF7MD0VjbigWLNgl\nSYlvwQI45xzo0QMuugiWLYPLLoMSJeIdmSRJUoGxh12SlLi2boUBA+Dtt+H22+Gaa6BMmXhHJUmS\ndEjyW9M6wi5JSkzvvQcnngjly8NXX8ENN1isS5KkYsWCXUnHfiFFY24UETt2QP/+cOWV8MQTMG4c\nVKxY4G9rfigac0N5MT8UjbmhWLBglyQljrlz4aSTYNMmWLQIzjor3hFJkiTFjT3skqT427OP+uOP\nw5gx4cJykiRJScp92CVJRcOyZXD55VC9OixcCLVqxTsiSZKkhOCUeCUd+4UUjbmRYHJyYPRoOP30\ncF/16dPjWqybH4rG3FBezA9FY24oFhxhlyQVvm++gZ49YedO+PRTaNgw3hFJkiQlHHvYJUmFJwjg\n2Wfhllvg5pvh1luhRIl4RyVJklSo7GGXJCWWjAy47DJYvhzefTfcY12SJElR2cOupGO/kKIxN+Io\nOztc+b1UqXDrtgQs1s0PRWNuKC/mh6IxNxQLjrBLkgpWEECfPmG/+ssvQ+nS8Y5IkiSpSLCHXZJU\nsO64A955B95/HypWjHc0kiRJcWcPuyQp/saMgSlT4OOPLdYlSZIOkD3sSjr2Cykac6OQvfgijBoF\nb78N1avHO5r9Mj8UjbmhvJgfisbcUCw4wi5Jir133oH+/cPV4I86Kt7RSJIkFUn2sEuSYmvuXOja\nFV55Bdq0iXc0kiRJCSe/Na1T4iVJsfPVV3DuuTBxosW6JEnSIbJgV9KxX0jRmBsF7LvvoHNnuOee\nsGgvYswPRWNuKC/mh6IxNxQLFuySpEO3dSucdRZcey307h3vaCRJkpKCPeySpEOTkRGOrJ90Ejz8\nMEQi8Y5IkiQpodnDLkkqeNnZcMklUKcOPPSQxbokSVIMWbAr6dgvpGjMjRgLAujbF3bsgKefhpSi\n/SvF/FA05obyYn4oGnNDseA+7JKkgzN0KHzxBbz/PpQuHe9oJEmSko497JKkA7N7NwwfDi+8AB9/\nDNWrxzsiSZKkIiW/Na0j7JKk/Fu3Dq64Iuxdf+89i3VJkqQCVLQbDqVfYb+QojE3DtErr8DJJ8MZ\nZ8AHH4QLzSUR80PRmBvKi/mhaMwNxYIj7JKkvP38M9x0E7z7LkybBq1bxzsiSZKkYsEedklSdAsW\nwMUXQ6tWMHYsVKoU74gkSZKKPPdhlyQdvJyccF/13/8+XA3+2Wct1iVJkgqZBbuSjv1CisbcyKf1\n66FLF5gyBT77DC69NN4RFQrzQ9GYG8qL+aFozA3FQr562Hfs2MH48eNZu3YtkUiEvn37Urp0aSZM\nmEBmZibVq1enX79+lC1blkWLFjF58mR2795NyZIlufTSS2natCkAK1euZNy4cWRlZdGiRQt69uwJ\nQHZ2NmPHjmXlypWkpqYycOBAqlWrVmAXLUmK4l//gmuugWuvDUfWS7rUiSRJUrzkq4f9scceo3Hj\nxnTo0IHdu3eTmZnJ3XffzZVXXkmjRo1IS0tj48aN9OjRg9WrV1O5cmUqV67M2rVrGT58OOPHjwfg\n9ttv56qrrqJhw4aMGDGCLl260Lx5c95++22++eYbrr76ambNmsVnn33GgAEDosZjD7skxVhGBtx6\na1iwP/88tGkT74gkSZKSVsx62Hfs2EF6ejodOnQAoESJEpQvX54NGzbQqFEjAJo1a8acOXMAqFev\nHpUrVwagbt26ZGVlkZ2dzdatW8nIyKBhw4YAtG3blrlz5wIwd+5c2rVrB0Dr1q1ZvHjxgV6vJOlg\nLV4Mp5wC338PCxdarEuSJCWI/RbsmzZtIjU1lXHjxjFo0CCeeOIJMjMzqVOnDvPmzQNg9uzZbN68\neZ/Xfvrppxx99NGULFmSLVu2ULVq1dzHqlatypYtWwD2eiwlJYUKFSqwffv2mFygih/7hRSNufEr\nFi6EDh3gllvgxRfh/3/hWhyZH4rG3FBezA9FY24oFvZbsOfk5LBq1So6d+7MyJEjKVOmDNOmTaNv\n377MmDGD2267jZ07d1Lyf/oc165dy+TJk7n22msPOKgiuNOcJBU9P/4IF14Ijz4KPXtCJBLviCRJ\nkvQL+y3Yq1SpQtWqVWnQoAEQTllfuXIltWrV4o477mDEiBH87ne/o2bNmrmv2bx5Mw888AA33HAD\nNWrUyD3PL0fhN2/eTJUqVfZ5LCcnh4yMDCpWrJhnXL/8xiotLc1jj/mlRIrH48Q5bt++fULFE9fj\nIIDevfm2cWPSjjgi/vEkwLH54XG04/bt2ydUPB4n1rH54XG0419KhHg8Tqzj/MrXonN//etfue66\n66hVqxYvv/wymZmZnHvuuVSqVImcnBzGjRtH06ZNad++PT///DN33nknF154Ia1atdrrPHfccQe9\nevWiQYMG3HfffbmLzs2YMYO1a9dy9dVX88knnzB37lwXnZOkgvTII+He6p98AmXLxjsaSZKkYiVm\ni84B9OrVi0cffZRbb72VNWvW0K1bNz7++GP69+/PTTfdRJUqVXK/XZwxYwYbN25k6tSp/N///R+D\nBg1i27ZtAPTu3ZvHH3+c/v37U7NmTZo3bw5Ax44d2bZtG/369WP69OlccsklB3nZ0oF9Y6Xixdz4\n/z79FIYPh5dftlj/BfND0Zgbyov5oWjMDcVCvjbYrVevHiNGjNjrvrPPPpuzzz57n+d269aNbt26\n/ep56tevz4MPPrjP/aVKleKmm27KTyiSpEOxeTP06AETJkD9+vGORpIkSXnI15T4ROOUeEk6CDk5\ncM450LgxPPBAvKORJEkqtmI6JV6SlARGjoRt2+B/ZkxJkiQpMVmwK+nYL6RoinVupKXBmDHhXuul\nSsU7moRUrPNDeTI3lBfzQ9GYG4oFC3ZJSnYbNsCll8Izz0CdOvGORpIkSflkD7skJbPdu6FTJzj9\ndLjrrnhHI0mSJOxhlyQB/PWvkJICf/lLvCORJEnSAbJgV9KxX0jRFLvcePNNePppeOEFKFEi3tEk\nvGKXH8o3c0N5MT8UjbmhWMjXPuySpCJm7Vro1QteegkOPzze0UiSJOkg2MMuSclm1y5o1w7+9CcY\nNCje0UiSJOl/2MMuSUXVrl0wZQrMmgVbtx746wcPhmrV4NZbYx+bJEmSCo0Fu5KO/UKKpkjkxvff\nh6u6P/AADBgAdetC7drhfQMGwJNPwscfw3/+8+uvf/XV8PbMM+Fic8q3IpEfigtzQ3kxPxSNuaFY\nsGHx9JkAACAASURBVIddkhLFokXwxz+Ge6YPGxYW3Dk5YT/60qXh7dNP4W9/C/9eoQI0aQKNG4e3\nWrXguuvgX/+CKlXifTWSJEk6RPawS1IieOWVsNh+9FG46KL9Pz8IYN26sHBfsiT8c9kyuPrqcLE5\nSZIkJaz81rSOsEtSPOXkwN13w1NPwVtvwckn5+91kUg4Xb5uXejcuWBjlCRJUlzY4KikY7+Qokm4\n3Ni+Hbp3hxkz4LPP8l+s6/+1d+fhUdVnH8bvSWQRCAbCFgiogBWtCiibtlKxVSvFvaKivoBbC1ZF\nW/e1oqJiVWQVQdSKa3kRcXndERRqoYJggSqGJRgRhYJCELLM+8epoyhnEnTInCT357rmImcymXnO\n+L1injm/55xdInL5UGSYDSVjPhTGbCgVbNglKR1WrICf/QyysuCNN6BFi3RXJEmSpIhxhl2SKtus\nWcGR9SuvhEsuCZa3S5IkqcZwhl2Somj8eLj+evjrX+Hoo9NdjSRJkiLMJfGqdpwXUpi0ZqO4GP7w\nB7jnnuA66jbrkePvDoUxG0rGfCiM2VAqeIRdkna1zz8PlsDvvntwHfU99kh3RZIkSaoCnGGXpF3p\nvffgpJPg1FPhttsgMzPdFUmSJCnNnGGXpHRavBhuvRVefjlYBn/WWemuSJIkSVWMM+yqdpwXUphK\nycbChcHy91694MAD4aOPbNarCH93KIzZUDLmQ2HMhlLBhl2SUmH+fDj5ZDjmGOjWLWjUr7oKGjZM\nd2WSJEmqopxhl6QfY+5cGDoU/vlPuOIKOP98qFcv3VVJkiQpwira03qEXZJ+iDlzoHfvb46qf/QR\nXHKJzbokSZJSxoZd1Y7zQgqTkmzMmgVHHQVnnAEnnADLlsGFF0Lduj/+uZVW/u5QGLOhZMyHwpgN\npYJniZekivjwQ7jgAli1Cq69Fs4+G2rVSndVkiRJqsacYZek8qxaBYcfDkOGwEUXwW5+1ilJkqQf\nzuuwS1IqrF0bLIEfMgQuvTTd1UiSJKkGcYZd1Y7zQgqz09nYuBF+/Ws47TSb9RrA3x0KYzaUjPlQ\nGLOhVLBhl6QdKSqCPn3g5z+HP/853dVIkiSpBnKGXZK+a9u24AzwTZvCQw9Bhp9tSpIkKXW8Drsk\n/RClpcEZ4GvXhokTbdYlSZKUNv4lqmrHeSGFKTcb8TgMGgSffQZPPull22oYf3cojNlQMuZDYcyG\nUsGzxEvS1666ChYsgNdeg7p1012NJEmSajhn2CUJ4Pbb4a9/hZkzIScn3dVIkiSpGvM67JJUUePG\nwQMPwKxZNuuSJEmKDGfYVe04L6QwO8zG44/DLbfAyy9Dy5aVXpOiw98dCmM2lIz5UBizoVTwCLuk\nmuv552HIkGBmvV27dFcjSZIkbccZdkk108yZ8NvfwvTp0L17uquRJElSDeJ12CUpzD//GTTrjz9u\nsy5JkqTIsmFXteO8kMLMmDEDCgvhuOPg/vvBlTr6Fn93KIzZUDLmQ2HMhlLBhl1SjRErLYUzzoBB\ng+Ckk9JdjiRJkpSUM+ySao6rr4Z334UXX4QMP6+UJElSengddkn6tuefh0cfDRp2m3VJkiRVAf7V\nqmrHeSF9z8qVcM45vHvFFdC0abqrUUT5u0NhzIaSMR8KYzaUCjbskqq3bdugb1+4/HK+OPDAdFcj\nSZIkVZgz7JKqtyFDYMUKmDoVYrF0VyNJkiQ5wy5J/O1v8OyzwXXXbdYlSZJUxbgkXtWO80ICYNky\nGDwYnnoKGjUCzIaSMx8KYzaUjPlQGLOhVLBhl1T9bNkCv/0t3HQTdOmS7mokSZKkH8QZdknVzwUX\nwJdfwmOPuRRekiRJkeMMu6Sa6a9/hTffhHnzbNYlSZJUpbkkXtWO80I12L/+BZddFpxsLivre982\nG0rGfCiM2VAy5kNhzIZSwYZdUvWwaROceirceSd4vXVJkiRVA86wS6r64nE4+2yoXRsefDDd1UiS\nJElJOcMuqeZ44AF47z145510VyJJkiSljEviVe04L1TDzJ8P114bzK3Xq5f0oWZDyZgPhTEbSsZ8\nKIzZUCrYsEuqujZsCObWR42CffdNdzWSJElSSjnDLqnq2bYNJk6EW26BM88MTjQnSZIkVRHOsEuq\nfkpL4bHH4MYb4Sc/gWnToEuXdFclSZIk7RIuiVe147xQNRSPw9SpcNBBcP/9MGkS/N//7XSzbjaU\njPlQGLOhZMyHwpgNpYJH2CVFVzwOr74anFSuuBiGD4djj4VYLN2VSZIkSbucM+ySomnOHLjmGigs\nhKFD4be/hQwXBUmSJKnqq2hP61+/kqJl4UI4/ng4/XQ4+2z417+gb1+bdUmSJNU4FVoSX1RUxLhx\n4ygoKCAWizFo0CBq167NAw88wNatW2natCkXX3wxdevWBWDq1Km88cYbZGZmMmDAADp27AhAfn4+\nY8aMobi4mM6dOzNgwAAASkpKGDVqFPn5+WRlZXHppZfSpEmTXbPHqvZmzJjBEUccke4yUm/btuBo\n89at5d+2bfvm67IyOOww6NEDMjPTvRfhPvwwOJncG2/A1VfDU0/Bf3+npEq1zYZSwnwojNlQMuZD\nYcyGUqFCDfukSZPo3Lkzl112GaWlpWzdupWhQ4fSv39/OnTowIwZM5g2bRqnnXYaq1evZs6cOdxz\nzz2sW7eOoUOHct999xGLxZgwYQK///3vad++PcOGDWPBggV06tSJ119/nQYNGnDfffcxe/ZsHn30\nUYYMGbKr912qGr76CiZMgNtvD2a369aFOnUqfisthcGD4eOPg/nvPn3gmGMgOzvdexaYPz+4LNsr\nr8Cll8L48dCgQbqrkiRJktKu3Ia9qKiIpUuXcuGFFwKQmZlJvXr1WLNmDR06dADgwAMP5Nlnn+W0\n005j3rx5HHbYYWRmZtKsWTNyc3NZtmwZTZs2ZcuWLbRv3x6Anj17MnfuXDp16sTcuXPp27cvAD16\n9GDixIm7an9VA1SbTzK/3agffDA888yPu4TZqlXw3HPw8MNw3nnQtWvQvPfpE1wirTLF48GR9Dvu\nCJa8f92oZ2Xt0petNtnQLmE+FMZsKBnzoTBmQ6lQbsO+du1asrKyGDNmDCtXrqRt27YMGDCAvLw8\n5s2bR5cuXZgzZw7r1q0DYP369fzkW3/8N27cmPXr15OZmUlOTk7i/pycHNavX5/4ma+/l5GRQf36\n9dm0aRMNPMqmmuirr+CBB4Jm9uCDg2uNH3LIj3/eNm2CI+2DB8PmzfDaa0EDf9ddwRHt444Lmvef\n/xxq1frxr7cjpaXB5dnuuAM2bYLLL4czzwxWAkiSJEnaTrkNe1lZGcuXL+fcc8+lXbt2PPTQQ0yb\nNo1BgwYxadIkpkyZwiGHHMJuu6XuCnEVOXH9t2dCvr7GodtuA9x777106tQpMvVUeLtHD3jgAbbe\nfDNf/uQnNPlvoz5jxgzYFXk//ng4/nhmvP46DT78kC5r1sAVV1C8dCn/6dKFZuecA8cey4z33//R\nr5exbRs9V6yAu+5iY61aFJxxBgdccw1kZFTq+/3115X1em5XrW3z4XbY9tf3RaUet6O1/fV9UanH\n7ehsL1iwIDHmG4V63I7edoXEy/Gf//wnfuGFFya2lyxZEh82bNh2jyksLIxfc8018Xg8Hp86dWp8\n6tSpie/dcsst8Q8++CD+n//8Jz5kyJDE/W+99VZ8/Pjx2z0mHo/HS0tL4+eee27Sml599dXyylYN\n9sYbb6S7hJ1TVBSPjxgRj7dsGY8ff3w8Pm9eeuspLIzHJ0yIx088MR5v0CAe32uvePw3v4nHL788\nHn/ooXh87tx4fNOmij3Xhg3x+LBh8Xhubjzeu3c8/uab8XhZ2a6tP4kqlw1VKvOhMGZDyZgPhTEb\nSqaiPW1GeQ19dnY2OTk5FBYWArBo0SLy8vL44osvgOAI/JQpUzjqqKMA6NKlC7Nnz6akpIS1a9ey\nZs0a2rdvT3Z2NvXq1WPZsmXE43FmzpxJ165dEz/z5ptvAjBnzhwOOOCAin/iIH3H159cRd6WLXDf\nfdC+Pbz+Okyfnrrl7z9Gbi6ce26wdH3DBnj55WDmfY89vvm6aVPYe+9gCf2VVwZz8fPmBUvtITib\n/RVXQNu2wYz6Sy/B889Dz57BifPSpMpkQ2lhPhTGbCgZ86EwZkOpEIvHy19/vmLFCu6//35KSkpo\n3rw5gwcPZsaMGbz00kvEYjG6detGv379Eo+fOnUqr7/+Orvtttv3Lus2evToxGXdBg4cCEBxcTEj\nR45kxYoVZGVlcckll9CsWbPQeip6kXkpkgoK4Omn4S9/CU78dsMNwax6VVJSAsuXB834v/4FixcH\n/37wATRvDhs3BtdQv+wy2HPPdFcrSZIkRUpFe9oKNexRY8OuZGbMmBGtTzTLyoKjz9OnB7fVq6F3\n7+DM6J07p7u61Copgfx8aNIEGjdOdzXfE7lsKFLMh8KYDSVjPhTGbCiZiva0qTtTnKRvbN4cXFf8\nueeCpeCNGgVnYR81Cg49FDIz013hrrHbbpV/iThJkiSpmvIIu5QqBQVBgz59OsyaBd26BU36ccdB\nu3bprk6SJElSRHiEXdrV4nFYsCA4Odv06bBqFRx7LPTvD489BtnZ6a5QkiRJUhVW7lnipapmp65r\n+EPk58Mtt8D++8PJJwdnex8xAj79FB59FE47zWY9onZ5NlSlmQ+FMRtKxnwojNlQKniEXaqIzz6D\np56CyZPhww+hb1+YMAEOOyytlymTJEmSVH05wy6F2bw5uC765Mnw9tvBmd3PPBOOPhpq1Up3dZIk\nSZKqKGfYpR+iuBhefTVo0p97LjiC3q8fPPkkNGiQ7uokSZIk1SDOsKva2el5oXgc/v53uOgiyMuD\nm2+GHj3ggw/ghRfgrLNs1qsJZ8mUjPlQGLOhZMyHwpgNpYJH2FVz/fvfwZH0xx4Lrh9+5pkwe7aX\nYJMkSZIUCc6wa+d8/jls2gR77ZXuSn6YNWvgiSeCRn31ajj99OAI+sEHe/I4SZIkSZXCGXal1pIl\ncO+9wZnSa9eG3Fw45ZTgtv/+6a4uuS+/DK6VPnky/OMfcPzxcNtt0KtXcGRdkiRJkiLIGXaFi8eD\nE7D17h00t61aBcvICwvhvvuCo+3HHAP77QfXXQfz5wc/k2YzZswITh733HNwxhnBXPrTT8PAgfDx\nx/Dww3DUUTbrNZCzZErGfCiM2VAy5kNhzIZSwY5F37d1Kzz+ONx9N5SVwWWXwf/+L9St+81jevYM\nbvfeC3PnwpQpcOqpweO/PvLerRtkpOgzoW3b4IsvgtvGjd98vYP79luyBBYuhJ/8JFjuPnIkNGmS\nmjokSZIkqZI4w65vfPYZjBsHY8ZAx45Bo37UURWf7Y7Hg0Z5ypTgtnEjnHxycDv8cMjMDB5XUgLr\n1gWvt3Zt8O/Xt+9uf/550IiXlsIee0DDhtvfdnRfw4bB67Vtu+veK0mSJEn6gZxhV8V9ez79lFPg\nlVfggAN2/nlisaDR79gxuDTa0qVB437ZZcFS9MaNg4b8iy+gUSNo2jS4NWv2zdcHHLD9fTk5kJ0N\ndep4UjhJkiRJNYoNe0321lswbBjMmweDBgUNdvPmqXv+Dh3g2muD28qVsHlz0IQ3bvzN0fZdYMaM\nGRxxxBG77PlVdZkNJWM+FMZsKBnzoTBmQ6lgw15TjRsXHAUfOjQ4Cv7t+fRdYc89d+3zS5IkSVI1\n4wx7TROPw003BZc4e+klaNcu3RVJkiRJUo3iDLu+r6QkWPo+fz7Mnh3MiUuSJEmSIsnrsNcURUXB\n2dpXrYIZM6p1s+41LxXGbCgZ86EwZkPJmA+FMRtKBRv2mmDdOvjVr4JLoE2fDg0apLsiSZIkSVI5\nnGGv7lauhF//Go4/PjgjfIaf0UiSJElSOlW0p7V7q84WLYKf/xx+9zu44w6bdUmSJEmqQuzgqqs3\n3wyWwQ8fDkOGpLuaSuW8kMKYDSVjPhTGbCgZ86EwZkOp4Fniq6MpU4KzwT/xBBx5ZLqrkSRJkiT9\nAM6wVzejR8Ntt8Hzz0OnTumuRpIkSZL0HV6HvaaJx+G66+Bvf4O33oK99053RZIkSZKkH8EZ9uqg\nuBjOPRdefdVmHeeFFM5sKBnzoTBmQ8mYD4UxG0oFj7BXdZs3Q9++wRH211+H+vXTXZEkSZIkKQWc\nYa/KFi+Gs86Cjh1h/HioVSvdFUmSJEmSyuF12KuzsjK4+274xS+Cs8E/+KDNuiRJkiRVMzbsVc2K\nFcGl2p55Bt55B84/H2KxdFcVKc4LKYzZUDLmQ2HMhpIxHwpjNpQKNuxVRTwOEydC167Qpw+88Qa0\nbZvuqiRJkiRJu4gz7FXBmjXBkfSPP4ZHHoEDDkh3RZIkSZKkH8gZ9urib3+DTp2C29//brMuSZIk\nSTWEDXtU/ec/wRngr7kmmFcfOhRq1053VVWC80IKYzaUjPlQGLOhZMyHwpgNpYINexS9/DIcdBA0\nagQLFkCPHumuSJIkSZJUyZxhj5LNm+Hyy+G554JLtf3qV+muSJIkSZKUYs6wVzUffhjMqW/aBAsX\n2qxLkiRJUg1nwx4FmzbBSSfBJZcEZ4HPzk53RVWa80IKYzaUjPlQGLOhZMyHwpgNpYINe7rF48El\n27p1gwsvTHc1kiRJkqSIcIY93e67Dx56CN5+G3bfPd3VSJIkSZJ2sYr2tLtVQi0K8/bbcOutwfXV\nbdYlSZIkSd/ikvh0WbMGTjstOLq+997prqZacV5IYcyGkjEfCmM2lIz5UBizoVSwYU+H4uKgWT/v\nPDj22HRXI0mSJEmKIGfY0+GPf4QlS4LrrWf4mYkkSZIk1STOsEfV00/D//4v/POfNuuSJEmSpFB2\njJVpyRIYPBimTIHGjdNdTbXlvJDCmA0lYz4UxmwoGfOhMGZDqWDDXlm+/BJOPhnuuAMOPjjd1UiS\nJEmSIs4Z9soQj0PfvtCoEYwfn+5qJEmSJElp5Ax7lNxzDyxfDn/9a7orkSRJkiRVES6J39VmzoQ7\n7wzm1uvWTXc1NYLzQgpjNpSM+VAYs6FkzIfCmA2lgg37rlRYCKefDo88Anvume5qJEmSJElViDPs\nu0pxMfTqBb/+NVx3XbqrkSRJkiRFREV7Wo+w7yqXXx6cZO6aa9JdiSRJkiSpCrJh3xUefxymTw+W\nwmf4Flc254UUxmwoGfOhMGZDyZgPhTEbSgXPEp9q+flw8cXwyivBEXZJkiRJkn4AZ9hTqawMjjgC\nTjgB/vjHdFcjSZIkSYogZ9jT4d57g3+HDElvHZIkSZKkKs+GPVWWLIHbboNJkyAzM93V1GjOCymM\n2VAy5kNhzIaSMR8KYzaUCjbsqVBcDP/zP3DLLdCuXbqrkSRJkiRVA86wp8LQofDWW/B//wexWLqr\nkSRJkiRFWEV7Ws8S/2O9+y6MHBn8a7MuSZIkSUoRl8T/GFu3Bkvh774b8vLSXY3+y3khhTEbSsZ8\nKIzZUDLmQ2HMhlLBhv3HuOEG+MlP4Mwz012JJEmSJKmaqdAMe1FREePGjaOgoIBYLMagQYOIxWJM\nnDiR0tJSMjMzOe+882jXrh3FxcWMGTOGgoICysrK6NmzJyeeeCIA+fn5jBkzhuLiYjp37syAAQMA\nKCkpYdSoUeTn55OVlcWll15KkyZNQuuJxAz77Nlwyinw3nvQrFl6a5EkSZIkVRkpvQ77pEmT6Ny5\nM/fccw/Dhw+nVatWTJ48mdNPP50777yTvn378uijjwLw9ttvA3DXXXdx++2388orr/D5558DMGHC\nBH7/+98zYsQIPvnkExYsWADA66+/ToMGDbjvvvv4zW9+k3iuyNq8Gfr3h9GjbdYlSZIkSbtEuQ17\nUVERS5cupVevXgBkZmZSr149srOzKSoqAmDz5s00atQIgOzsbLZu3UpZWRlbt26lVq1a7L777mzY\nsIEtW7bQvn17AHr27MncuXMBmDt3Lr/4xS8A6NGjB4sWLUr9nqbSlVdCjx5w8snprkQ74LyQwpgN\nJWM+FMZsKBnzoTBmQ6lQ7lni165dS1ZWFmPGjGHlypW0bduWgQMHcuaZZ3L99dfzyCOPADB06FAA\nOnXqxKxZs7jgggvYtm0b/fv3p379+uTn55OTk5N43pycHNavXw/A+vXrE9/LyMigfv36bNq0iQYN\nGqR8h3+0V1+FadNg4cJ0VyJJkiRJqsbKPcJeVlbG8uXLOeaYY7jjjjuoU6cOU6dOZezYsQwcOJCx\nY8fSv39/xo4dC8DMmTPZtm0b48ePZ9SoUUyfPp21a9fuVFEVuTT8tz+xmjFjRuVsb9wI55zDexdd\nxIz33qv813e7Qttf3xeVetyOzvYRRxwRqXrcjta2+XA7bPuII46IVD1uR2vbfLgdtv1tUajH7Wht\nV1S5J53bsGED1113HaNGjQJg6dKlPPPMMyxZsoSHH3448bgBAwbw0EMPMWHCBPbdd18OP/xwAMaO\nHUvnzp3p0KEDf/7zn7nnnnuAYNZ98eLFnH/++dx666307duXffbZh7KyMi644AImTJgQWlPaTjo3\nYADsvjv898MJSZIkSZJ2VspOOpednU1OTg6FhYUALFq0iLy8PFq0aMHixYsT9+Xm5gLQsmXLxAz6\nV199xYcffkirVq3Izs6mXr16LFu2jHg8zsyZM+natSsAXbp04c033wRgzpw5HHDAAT9gl3exadNg\n1iwYPjzdlagcO/OJlWoWs6FkzIfCmA0lYz4UxmwoFcqdYQcYOHAgI0eOpKSkhObNmzN48GAOPfRQ\nJk6cSElJCbVq1eKCCy4A4KijjmLs2LH88Y9/BODII4+kdevWAJx77rmMHj06cVm3Tp06JR4zcuRI\nLr74YrKysrjkkkt2xb7+cJ99BoMGwZNPQhTn6iVJkiRJ1U6FrsMeNZW6JD4eh1NPhb32grvuqpzX\nlCRJkiRVWxXtaSt0hD2S+vSBdu2gffvg33btYO+9oXbt1L7O44/D4sUQ9WvDS5IkSZKqlarbsJ9/\nPnz0ESxZAs89F3xdUAC5ud9v5Nu3D46QA2zdCl99Ffxb3m3LFrjuOnjhBahbN627q4qbMeObM7ZK\n32Y2lIz5UBizoWTMh8KYDaVC1W3YTzjh+/cVF8OqVUHzvmxZ8O/s2cHXK1dCLAZ16uzc7e67oUuX\nyt8/SZIkSVKN5gy7JEmSJEmVKGWXdZMkSZIkSZXPhl3Vjte8VBizoWTMh8KYDSVjPhTGbCgVbNgl\nSZIkSYogZ9glSZIkSapEzrBLkiRJklSF2bCr2nFeSGHMhpIxHwpjNpSM+VAYs6FUsGGXJEmSJCmC\nnGGXJEmSJKkSOcMuSZIkSVIVZsOuasd5IYUxG0rGfCiM2VAy5kNhzIZSwYZdkiRJkqQIcoZdkiRJ\nkqRK5Ay7JEmSJElVmA27qh3nhRTGbCgZ86EwZkPJmA+FMRtKBRt2SZIkSZIiyBl2SZIkSZIqkTPs\nkiRJkiRVYTbsqnacF1IYs6FkzIfCmA0lYz4UxmwoFWzYJUmSJEmKIGfYJUmSJEmqRM6wS5IkSZJU\nhdmwq9pxXkhhzIaSMR8KYzaUjPlQGLOhVLBhlyRJkiQpgpxhlyRJkiSpEjnDLkmSJElSFWbDrmrH\neSGFMRtKxnwojNlQMuZDYcyGUsGGXZIkSZKkCHKGXZIkSZKkSuQMuyRJkiRJVZgNu6od54UUxmwo\nGfOhMGZDyZgPhTEbSgUbdkmSJEmSIsgZdkmSJEmSKpEz7JIkSZIkVWE27Kp2nBdSGLOhZMyHwpgN\nJWM+FMZsKBVs2CVJkiRJiiBn2CVJkiRJqkTOsEuSJEmSVIXZsKvacV5IYcyGkjEfCmM2lIz5UBiz\noVSwYZckSZIkKYKcYZckSZIkqRI5wy5JkiRJUhVmw65qx3khhTEbSsZ8KIzZUDLmQ2HMhlLBhl2S\nJEmSpAhyhl2SJEmSpErkDLskSZIkSVWYDbuqHeeFFMZsKBnzoTBmQ8mYD4UxG0oFG3ZJkiRJkiLI\nGXZJkiRJkiqRM+ySJEmSJFVhNuyqdpwXUhizoWTMh8KYDSVjPhTGbCgVbNglSZIkSYogZ9glSZIk\nSapEzrBLkiRJklSF2bCr2nFeSGHMhpIxHwpjNpSM+VAYs6FUsGGXJEmSJCmCnGGXJEmSJKkSOcMu\nSZIkSVIVZsOuasd5IYUxG0rGfCiM2VAy5kNhzIZSwYZdkiRJkqQIcoZdkiRJkqRK5Ay7JEmSJElV\nmA27qh3nhRTGbCgZ86EwZkPJmA+FMRtKhd0q8qCioiLGjRtHQUEBsViMQYMGEYvFmDhxIqWlpWRm\nZnLeeefRrl07AFauXMkDDzzAli1byMjIYNiwYey2227k5+czZswYiouL6dy5MwMGDACgpKSEUaNG\nkZ+fT1ZWFpdeeilNmjTZZTstSZIkSVLUVWiGffTo0ey///706tWL0tJStm7dyvDhwznxxBPp2LEj\n8+fP59lnn+XGG2+krKyMK6+8kosuuog2bdqwadMm6tevTywW45prruGcc86hffv2DBs2jGOPPZZO\nnTrx8ssvs2rVKs477zxmz57NP/7xD4YMGRJajzPskiRJkqSqKmUz7EVFRSxdupRevXoBkJmZSb16\n9cjOzqaoqAiAzZs306hRIwDee+899txzT9q0aQNAgwYNiMVibNiwgS1bttC+fXsAevbsydy5cwGY\nO3cuv/jFLwDo0aMHixYt2tn9lSRJkiSpWim3YV+7di1ZWVmMGTOGK6+8kvvvv59t27Zx5pln8sgj\njzBo0CAmT55Mv379APjkk08AuPXWW7nqqqt49tlnAVi/fj05OTmJ583JyWH9+vXf+15GRgb169dn\n06ZNqd1T1RjOCymM2VAy5kNhzIaSMR8KYzaUCuXOsJeVlbF8+XLOPfdc2rVrx0MPPcTUqVP54IMP\nGDhwIN26dePvf/87Y8eO5frrr6e0tJR///vfDBs2jNq1a3PzzTfTtm1b6tWrV+GiKnKluddemRAD\nQgAAEGdJREFUe63Cz6eax3wojNlQMuZDYcyGkjEfCmM29GOV27A3btyYnJycxAnlevTowTPPPMOy\nZcu4/vrrE/eNGzcOCI6c77fffjRo0ACAzp07s3z5cg4//HDWrVuXeN5169bRuHHjxGt8vV1WVsaW\nLVsSP78jzq9LkiRJkqq7cpfEZ2dnk5OTQ2FhIQCLFi0iLy+PFi1asHjx4sR9ubm5AHTs2JFVq1ax\nbds2SktLWbx4Ma1btyY7O5t69eqxbNky4vE4M2fOpGvXrgB06dKFN998E4A5c+ZwwAEH7JKdlSRJ\nkiSpqqjQWeJXrFjB/fffT0lJCc2bN2fw4MF88sknTJw4kZKSEmrVqsV5553H3nvvDcBbb73F1KlT\nicViHHzwwYn59vz8fEaPHp24rNvAgQMBKC4uZuTIkaxYsYKsrCwuueQSmjVrtgt3W5IkSZKkaKtQ\nwy5JkiRJkipXuUviJUmSJElS5bNhlyRJkiQpgso9S3zULFiwgIceeoh4PE6vXr048cQT012SImLs\n2LG8++677LHHHtx1113pLkcRsm7dOkaNGsXGjRuJxWL88pe/pHfv3ukuSxFQXFzMjTfeSElJCSUl\nJXTp0iVx3hUJgsvbXn311TRu3Jgrr7wy3eUoQi688ELq1atHLBYjMzOTYcOGpbskRUhRURHjxo2j\noKCAWCzGoEGD2GeffdJdltKssLCQe++9l1gsRjwe59NPP+W0005L+ndplWrYy8rKmDhxIjfccAON\nGjXi6quvpmvXrrRq1SrdpSkCevXqxbHHHsuoUaPSXYoiJjMzk/79+7PXXnvx1VdfceWVV9KxY0d/\nd4hatWpx4403UqdOHcrKyrj++utZunQpHTp0SHdpiogXXniBVq1asWXLlnSXooiJxWLceOONSS9F\nrJpr0qRJdO7cmcsuu4zS0lK2bt2a7pIUAS1btuTOO+8Egt520KBBdOvWLenPVKkl8cuWLSM3N5em\nTZuy22678bOf/Yy5c+emuyxFRIcOHahfv366y1AEZWdns9deewFQt25dWrVqxfr169NblCKjTp06\nQHC0vayszD++lbBu3Trmz5/PL3/5y3SXogiKx+N47mbtSFFREUuXLqVXr15AcOCgXr16aa5KUbNo\n0SKaN29OkyZNkj6uSh1hX79+PTk5OYntxo0bs2zZsjRWJKmqWbt2LStXrnRZmhLKysq46qqr+PTT\nTznqqKPIy8tLd0mKiIcffpizzz6boqKidJeiCIrFYtxyyy1kZGTwy1/+kl/96lfpLkkRsXbtWrKy\nshgzZgwrV66kbdu2DBw4kNq1a6e7NEXI7Nmz+dnPflbu46rUEXZJ+jG++uor7r77bgYMGEDdunXT\nXY4iIiMjgzvvvJOxY8eyZMkSFi9enO6SFAFfnxNlr7328kiqdmjo0KHccccdXH311bz00kssXbo0\n3SUpIsrKyli+fDnHHHMMd9xxB3Xq1OGZZ55Jd1mKkJKSEubNm8ehhx5a7mOrVMPeuHFjPv/888T2\n+vXrady4cRorklRVlJaW8pe//IWePXvStWvXdJejCKpXrx6dO3fmo48+SncpioClS5cyb948/vCH\nPzBixAj+9a9/eY4UbadRo0YANGzYkG7durnqUwmNGzcmJyeHdu3aAdCjRw/y8/PTXJWiZMGCBbRt\n25aGDRuW+9gq1bC3b9+eNWvW8Nlnn1FSUsLbb79Nly5d0l2WIsSjIAozduxY8vLyPDu8tvPFF18k\nljtv27aNRYsWJc53oJqtX79+jB07llGjRjFkyBAOOOAA/vCHP6S7LEXE1q1b+eqrr4Bg9dbChQtp\n3bp1mqtSVGRnZ5OTk0NhYSEQzCo7bqVve+uttyq0HB6q2Ax7RkYG5557LrfccgvxeJwjjzzS8Cth\nxIgRLF68mC+//JJBgwbRt2/fxMk+VLMtXbqUWbNm0aZNG6644gpisRhnnHEGnTp1SndpSrMNGzYw\nevToxId9hx9+OAceeGC6y5IUcRs3bmT48OHEYjFKS0s5/PDD6dixY7rLUoQMHDiQkSNHUlJSQvPm\nzRk8eHC6S1JEbN26lUWLFvG73/2uQo+PxT0cKUmSJElS5FSpJfGSJEmSJNUUNuySJEmSJEWQDbsk\nSZIkSRFkwy5JkiRJUgTZsEuSJEmSFEE27JIkSZIkRZANuyRJkiRJEWTDLkmSJElSBNmwS5IkSZIU\nQTbskiRJkiRFkA27JEmSJEkRZMMuSZIkSVIE2bBLkiRJkhRBNuySJEmSJEWQDbskSZIkSRFkwy5J\nkiRJUgTZsEuSJEmSFEE27JIkSZIkRZANuyRJkiRJEWTDLkmSJElSBNmwS5IkSZIUQTbskiRJkiRF\nkA27JEmSJEkRZMMuSZIkSVIE2bBLkiRJkhRBNuySJEmSJEWQDbskSZIkSRFkwy5JkiRJUgTZsEuS\nJEmSFEE27JIkSZIkRZANuyRJkiRJEWTDLkmSJElSBNmwS5IkSZIUQTbskiRJkiRFkA27JEmSJEkR\nZMMuSZIkSVIE2bBLkiRJkhRBNuySJEmSJEWQDbskSZIkSRFkwy5JkiRJUgTtlu4CJEk1z5YtW1i9\nenW6y5B2Sl5eHrvvvnu6y5Ak1SCxeDweT3cRkqSaY8uWLSxfvpzWrVuTkeFCL1UNZWVlFBQUsPfe\ne9u0S5IqjX8pSZIq1erVq23WVeVkZGTQunVrV4ZIkiqVfy1JkiqdzbqqInMrSaps/p9HkiRJkqQI\nsmGXJEmSJCmCbNglSaoB9t13X9566610l7FD5513HsOGDUt3GZIkRY4NuyRJ/9WiRQtyc3PJzc2l\nYcOGNG3aNHHfU089ldbaXnvtNTp37kzz5s3p06dP0pOfVacG+I033uCnP/1pusuQJCktbNglSfqv\nNWvW8Mknn/DJJ5/Qpk0b/va3vyXu69u37/ceX1paWil1rV27lrPPPpuhQ4eyatUqDjzwQAYOHFgp\nr/1dlbXP3xaLxSr9NSVJigIbdkmSdiAejxOPx7e77+abb6Z///4MHDiQli1b8uSTT/KPf/yDI488\nkry8PPbZZx8uv/zy7Zra999/n+OOO442bdrQvn17RowYkXj+4cOHc9BBB7HXXnsxcOBANm7cuMNa\npk2bxkEHHUSfPn2oU6cO1157LfPnz2f58uXfe+wDDzzAlClTuOuuu8jNzaVfv36J7y1YsIDu3buT\nl5fHOeecQ3FxceJ7zz//PIceeih5eXkcffTRLF68OPG9fffdlxEjRtC9e3eaN2+euO++++6jW7du\n5ObmctFFF/Hpp59ywgkn0LJlS0466SS++OKLxL6eddZZtGvXjtatW9O7d2/+/e9/l/vf4IsvvqBv\n374UFBQkVjp8/vnnSd+7/Px8srKymDx5Mvvuuy9t2rRh0qRJzJ07l+7du9O6dWuuuOKKxGs8/PDD\nHHPMMVx66aW0atWKLl26MHPmzHJrkySpMtiwS5K0E5577jlOP/10CgsLOeWUU6hVqxbDhw+noKCA\nV199lVdffZWJEycCQcN5/PHH85vf/IaPPvqIBQsWcPjhhwMwcuRIXn75ZV555RU++OAD6tevz5/+\n9KcdvuaSJUs48MADE9sNGjRgzz33ZMmSJQA88cQTiec9//zzOeWUU/jTn/7EJ598wmOPPZb4ualT\np/Lcc8+xaNEi5s+fz+OPPw7AP//5Ty6++GLGjh1LQUEB//M//8Ppp59OSUlJ4menTJnCtGnT+Pjj\njxP3TZ8+nRdffJF3332XadOmceqpp3LbbbexYsUKtmzZwvjx4xOP7d27N4sWLeKjjz5i//335/zz\nz9/hvpaVlZGXl8e8efNo2LAhTz31FK1bt06sdGjSpEmF3rv58+fz/vvvM2HCBC6//HLuvvtuXnzx\nRd555x2eeOIJ3nnnncRj33nnHTp06MCqVau44oorOPPMMxMfNkiSlE427JKkyKnfoEFKbrvCoYce\nyjHHHANAnTp16Ny5M4cccgixWIw999yTgQMHJk7u9sILL9CmTRt+//vfU6tWLRo0aMDBBx8MwIMP\nPshNN91E8+bNqV27NldddRVTp07d4Wtu3ryZhg0bbndfw4YN2bRpEwCnn346s2bNKrf2Cy+8kKZN\nm9KoUSN+/etfs3DhQgAmTZrE+eefT6dOnYjFYpx11llA0Mh/+2dbtGhBnTp1EvcNHjyYnJwccnNz\nOeyww+jevTs//elPqV27NscddxzvvfceECxp79evH/Xq1Uvs6/z589myZcv3aszIyGD16tV06dIl\ndD/Ke+9isRhXXXUVtWrV4uijj6ZOnTr069ePxo0b07JlSw477LBEbQC5ubn87ne/IzMzk759+7Ln\nnnvy8ssvl/t+SpK0q+2W7gIkSfquzf9tRKMoLy9vu+0PPviAa665JtGAlpaWJprN1atXs/fee+/w\neQoKCujbty8ZGcFn5/F4nIyMDNauXUuzZs22e2z9+vX58ssvt7tv48aNNNjJDyW+/by77747GzZs\nSNTy9NNPM3r06EQtxcXFFBYWJh7fsmXL7z1f06ZNE1/XrVt3u+evW7cumzdvBoKj5jfccAPTpk1j\n/fr1xGIxYrEY69at+977WRHJ3ruvNWnSZLtavlvr17UBtGrVarvn//qIviRJ6eYRdkmSdsJ3T4B2\n8cUX89Of/pT333+fwsJCrr322sTse15eHvn5+Tt8nry8PJ599lkKCgooKChg9erVO2zWAfbbb7/E\n0XAIltqvXLmS/fbbr0I1licvL4+rr756u1o+/fRTTjrppB/8nN82efJkXnnlFV588UU+/vhj3nvv\nvR2eI2BHdvS6O/PeVcS3l/lD8EFLixYtftBzSZKUSjbskiT9CJs2baJhw4bsvvvuLF26lAcffDDx\nvd69e7N69WrGjx/Ptm3b+PLLLxPLzM855xxuvPHGxOXZ1q5dywsvvLDD1zjhhBN4//33ef7559m6\ndSu33XYbhxxySOjR+2bNmrFixYoK78OAAQMYP3487777bmKfXnzxxR0uWf8hNm3aRJ06dcjOzmbz\n5s3cdNNNFf4AoFmzZqxbty6x/B/Kf+8q8kHAt61Zs4bx48dTWlrK008/zYoVKzjqqKN26jkkSdoV\nbNglSdqBijaUt912G48++ii5ubkMGTKEU045JfG9hg0b8uyzz/LMM8/Qtm1bOnfuzNtvvw3ARRdd\nxNFHH02fPn1o2bIlRx99dKJh/q5mzZrxyCOPcN1119G6dWvef/99Jk2alPj+Y489xmGHHZbY7t+/\nPwsXLqRNmzacffbZ5e5P165duffeexkyZAitW7fm4IMP5sknn0z6Xnz3vmTPf/bZZ9OiRQv22Wcf\nunfvvl2t3/3ZsrIyWrRowdy5cwHYf//9OeGEE9h///1p3bo1n3/+ebnvXXm1fXe7e/fuLFmyhNat\nW3P77bczefJk9thjj9D9kSSpssTiO/sxtCRJP8KHH364w3loKR0efvhhnnzyydDVDd9VWFjIPvvs\ns4urkiQp4BF2SZIkSZIiyIZdkiRJkqQIckm8JKlSuSReVZlL4iVJlckj7JIkSZIkRZANuySpUrmw\nS1WZ+ZUkVSYbdklSpapfvz6fffaZjY+qlHg8zmeffUb9+vXTXYokqQb5f/Bm9XrXae6wAAAAAElF\nTkSuQmCC\n", 326 "text": [ 327 "<matplotlib.figure.Figure at 0x7fb409b30f50>" 328 ] 329 } 330 ], 331 "prompt_number": 11 332 }, 333 { 334 "cell_type": "heading", 335 "level": 1, 336 "metadata": {}, 337 "source": [ 338 "Pivoted Multi Trace Data" 339 ] 340 }, 341 { 342 "cell_type": "code", 343 "collapsed": false, 344 "input": [ 345 "l = trappy.LinePlot([trace1, trace2], trappy.cpu_power.CpuOutPower, column=\"power\", pivot=\"cpus\")\n", 346 "l.view()" 347 ], 348 "language": "python", 349 "metadata": {}, 350 "outputs": [ 351 { 352 "metadata": {}, 353 "output_type": "display_data", 354 "png": 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z4eBdcDEeD1dRRQfgvOPodmfLfrElB9iVJVKN3jvdvHkza9eupXfv3syYMQOX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355 "text": [ 356 "<matplotlib.figure.Figure at 0x7fb4099c0650>" 357 ] 358 } 359 ], 360 "prompt_number": 12 361 }, 362 { 363 "cell_type": "heading", 364 "level": 1, 365 "metadata": {}, 366 "source": [ 367 "Labelling Pivots" 368 ] 369 }, 370 { 371 "cell_type": "markdown", 372 "metadata": {}, 373 "source": [ 374 "A dictionary at that maps pivot values into possibly useful labels can be provided" 375 ] 376 }, 377 { 378 "cell_type": "code", 379 "collapsed": false, 380 "input": [ 381 "map_label = {\n", 382 " \"00000000,00000006\" : \"A57\",\n", 383 " \"00000000,00000039\" : \"A53\",\n", 384 "}\n", 385 " \n", 386 "l = trappy.LinePlot([trace1, trace2],\n", 387 " trappy.cpu_power.CpuOutPower,\n", 388 " column=\"power\",\n", 389 " pivot=\"cpus\",\n", 390 " map_label=map_label)\n", 391 "l.view()" 392 ], 393 "language": "python", 394 "metadata": {}, 395 "outputs": [ 396 { 397 "metadata": {}, 398 "output_type": "display_data", 399 "png": 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b8E8Q5HaCvEwKZzedczsJM5oGtpNKVjefh6qLW6Z9IyISexrjI9JN8vHiAOs1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\nnS5DpML8fw1FeQJlXVCYAAAAAElFTkSuQmCC\n", 400 "text": [ 401 "<matplotlib.figure.Figure at 0x7fb40988ab10>" 402 ] 403 } 404 ], 405 "prompt_number": 13 406 }, 407 { 408 "cell_type": "markdown", 409 "metadata": {}, 410 "source": [ 411 "`xlim` can be used to limit the X axes to focus on a given range for both plots:" 412 ] 413 }, 414 { 415 "cell_type": "code", 416 "collapsed": false, 417 "input": [ 418 "l = trappy.LinePlot([trace1, trace2],\n", 419 " trappy.cpu_power.CpuOutPower,\n", 420 " column=\"power\",\n", 421 " pivot=\"cpus\",\n", 422 " map_label=map_label,\n", 423 " xlim=(3.5,5.5))\n", 424 "l.view()" 425 ], 426 "language": "python", 427 "metadata": {}, 428 "outputs": [ 429 { 430 "metadata": {}, 431 "output_type": "display_data", 432 "png": 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UQSIip0O7xdCePXtYtWoVe/fuxbIssrOzmTRpEgAvvvgiGzZswOfz8dWvfpWpU6cCUFpa\nSnl5ObZtk5uby6hRowDYsWMHa9asIRgMkpGRQW5urrkjk3bpXgvzlLF5ylh6qq2H7g/6DjY/xo99\njALEwuI7+JmITR4tfI1mniKWC7qosSOEw1JCrCDEEmKYiY3lskJIc9ws5WueMna3dosh27aZPn06\ngwcPpqmpiR/84AeMGjWKxsZGtm7dyrJly7Btm88++wyAnTt3smXLFgoLC9mzZw/3338/jzzyCJZl\nUVJSwuzZs0lPT2fJkiVUV1czevRo4wcpIiLiJk8RYi5BfkIs12O3+/iBWLxALCWEuYxm/i9+5h6n\ngOqoGlrJpYW+WFQRx5fVOS8iHtTumS8xMZHBgwcDEB8fz8CBAwkEAmzYsIHJkydj2wdP4n379gWg\nqqqK8ePHY9s2KSkppKamUltbS2NjIwcOHCA9PR2ArKwsKisrDR2WdIR6WM1TxuYpY+lJgjjcSQv3\nE6KcuA4VQodZWMzCTyVxvEgr/0wLfzqFe4nCOCwlSBbN/Dt+fk+sqwshzXGzlK95ytjdTurs19DQ\nwIcffsjQoUOpq6ujpqaGBQsWsGjRInbs2AFAIBCgf//+ka9JSkoiEAgQCARITk6O7E9OTiYQCHTR\nYYiIiLjbbhyuooU/4vAmcVx4igXIYHyUEcsN2Iyjmf8gRGsH/xbQH2nlUpp5gVYqiWM2fte1xYmI\nnE4dPhM3NTWxYsUKcnNziY+PJxwO8/nnn1NQUMDUqVNZsWKFkQEeWU1XVFRouwu3D+9zy3iicftI\nbhhPNG4f7sV2y3iidVs6ZxutjKWZcfj4DbF8qZMFiA+LO/CzmTj+HyGuoIW/nOAqURiHQkJcQjNT\n8VNGLOe6+GrQkXS/hVnK1zxl7G6W4zjtvp0UDod58MEHycjIiCyesGTJEq677jpGjBgBwB133EFB\nQQFlZQdX+p48eTIABQUF5OTkMGDAABYtWkRhYSEAr7/+OjU1NcyaNeu4z1tWVkZ2dnbnjlBERDrF\n7efi4uJitm3bRr9+/Vi2bBkA69atY+vWrfj9fs4880xuu+02EhISgK5d5Kcj2awjRD5B1hDLt06i\nLa6jwjgsJ8TS4yyCUEsrMwgC8AQxpPeQIkhEpKM68zrVoTNicXExaWlpkUIIYOzYsWzfvh2Ajz76\niFAoRJ8+fcjMzGTz5s2EQiEaGhqor68nPT2dxMREEhISqK2txXEcNm7cyNixY09p0NI19K6vecrY\nPGUsEydOZMGCBW32jRw5kuXLl7N06VJSU1NZv3490HaRn/nz51NSUsLh9wQPL/JTVFREXV0d1dXV\nnRpXCIfv08J9hHiFOCOFEICNxTxiKCeOYkL8Ky3swqEVh/8gxNdo5npsXiW2RxZCmuNmKV/zlLG7\ntbua3Pvvv8+mTZsYNGgQ8+bNw7IsbrzxRi677DKKi4uZO3cuMTEx3H777QCkpaUxbtw48vPz8fv9\n5OXlYVkH36GaOXMmq1evjrzrppXkRESks4YPH87u3bvb7Bs5cmTk46FDh/KHP/wBOP4iPwMGDDjm\nIj+n+jr1CQ7fpoUY4E3iSDoN9+VciI83iOMBQmTQxHlYWFhsJo5hPbAIEhE5HdothoYPH86zzz57\nzM9973vfO+b+KVOmMGXKlKP2DxkyhOXLl5/kEMUU9bCap4zNU8bSnvLyci655BLg4CI/w4YNi3zu\n8CI/tm2f8iI/PyHE7CNeTt869PeDbsBmcSeXvz5ZMVjcSwzXYvMOrUzDPq3Pb4LmuFnK1zxl7G56\nq0hERKLWc889h23bXHrppcae48HPP2M2LbTgcHfNu0xs2c9D+FlCDJsqXu2WhS++io9c/N32/NrW\ntra1fbq3T1WHFlDoLm6/abenq6io0LsVhilj85SxeT3hXLx7924eeuihyAIKcPBno6ysjHvuuYeY\nmBiAyL1DXbHIDxzMZmz25Uyjhe2HlrcuJZaReq+xy2iOm6V8zVPG5hlfQEFERMTNHMfhyPf2qqur\nef7555k3b16kEAKMLPLTF4tSYll06A+iqhASEek5dGVIREROyO3n4qKiImpqati3bx/9+vUjJyeH\n0tLSyCqncHARhby8PODg0tqvvPIKfr//qKW1j1zkZ8aMGe0+t9uzERHxgs6ci9tdQEFERMTN5syZ\nc9S+iRMnHvfxWuRHREQO07V8D+uKm87kxJSxecpYJLppjpulfM1Txu6mYkhERERERDxJxZCHaWUT\n85SxecpYJLppjpulfM1Txu6mYkhERERERDxJxZCHqYfVPGVsnjIWiW6a42YpX/OUsbupGBIRERER\nEU9SMeRh6mE1Txmbp4xFopvmuFnK1zxl7G4qhkRERERExJNUDHmYeljNU8bmKWOR6KY5bpbyNU8Z\nu5uKIRERERER8SQVQx6mHlbzlLF5ylgkummOm6V8zVPG7qZiSEREREREPEnFkIeph9U8ZWyeMhaJ\nbprjZilf85Sxu6kYEhERERERT1Ix5GHqYTVPGZunjEWim+a4WcrXPGXsbiqGRERERETEk1QMeZh6\nWM1TxuYpY5HopjlulvI1Txm7m4ohERERERHxJBVDHqYeVvOUsXnKWCS6aY6bpXzNU8bupmJIRERE\nREQ8ScWQh6mH1TxlbJ4yFolumuNmKV/zlLG79YhiaC8OLxMmhNPdQxERERERkSjh7+4BtOcbNPMq\nraRhcQbwJLFc2DNqONdTD6t5ytg8ZSwS3TTHzVK+5iljd3N9VZGDzV+JZztxzMbPRJopIEhQV4lE\nRERERKQTXF8MfQc//bCwsMjDz1bi2EQrX6OZd2nt7uH1aOphNU8Zm6eMRaKb5rhZytc8Zexuri+G\n/tEgfLxILLfh53KauV9XiURERERE5BT0uGIIwMJiJn62EcdmWvknmnlbV4lOmnpYzVPG5iljkeim\nOW6W8jVPGbtbjyyGDjsHHy8Qy/fwcwXN/FhXiUREREREpIN6dDEEB68SzcDPW8TzBq1cTDPVukrU\nIephNU8Zm6eMRaKb5rhZytc8Zexu7S6tvWfPHlatWsXevXuxLIvs7GwmTZoU+fyvf/1r1q1bx+OP\nP07v3r0BKC0tpby8HNu2yc3NZdSoUQDs2LGDNWvWEAwGycjIIDc3t8sOJA2L3xLLzwhzJc18Fz8/\nwk8sVpc9h4iIiIiIRI92rwzZts306dNZsWIFBQUFvPTSS+zatQs4WCi988479O/fP/L4nTt3smXL\nFgoLC5k/fz4lJSU4zsHWtZKSEmbPnk1RURF1dXVUV1d36cFYWOTip5p4Kg9dJXpLV4mOSz2s5ilj\n85SxSHTTHDdL+ZqnjN2t3WIoMTGRwYMHAxAfH8/AgQMJBAIA/OxnP2PatGltHl9VVcX48eOxbZuU\nlBRSU1Opra2lsbGRAwcOkJ6eDkBWVhaVlZVdfDgHDcTiN8Tyffz8C83cQ5CWU7yXqBWHD2nl94RZ\nRYg7aOFfaCaPFj7R/UkiIiIiIj3WSd0z1NDQwIcffsjQoUOpqqoiOTmZQYMGtXlMIBBoc6UoKSmJ\nQCBAIBAgOTk5sj85OTlSVJlgYXHToatEb9FKJs1sO8FVok9x+AOtPEWIuwnyLZoZRRO9aWI8zSwh\nxHZaORcfd+CnL3ARTTxDCKeHFkXqYTVPGZunjEWim+a4WcrXPGXsbu3eM3RYU1MTK1asIDc3F5/P\nR2lpKXfffbfJsQEHf4AOX148/MN0stvPXzaBdYTJbtnPNXUNXP/lc/mAVirqPmLnGfHUJ/blAJC6\n73PO+eIAWWeexTex2Ve1jbQDTUz656yjvv+/YpO+tZL5w4fwdK/eFBNLbcWrpzS+7to+3KbolvFE\n43Z1dbWrxhON24e5ZTzRui0iIhKNLOfwDT0nEA6HefDBB8nIyGDSpEn89a9/5f777ycuLg7HcQgE\nAiQlJfHAAw9QXl4OwOTJkwEoKCggJyeHAQMGsGjRIgoLCwF4/fXXqampYdasWcd93rKyMrKzs7vi\nOAGow+EuguzFYRgW5+PjfCyG4SOVg1eTTlYLDksIsYoQi4lhFjY+LdogIlGkq8/F0UTZiIh0v86c\nizt0Zai4uJi0tLTIKnKDBg3isccei3z+u9/9Lg899BC9e/cmMzOTRx55hGuuuYZAIEB9fT3p6elY\nlkVCQgK1tbWcd955bNy4kauvvvqUBn2qUrF4mtgu/Z6xWNxLDP+GzUxa+AVhHiOGoT1/1XIRERER\nkajW7m/s77//Pps2bWL79u3MmzePH/zgB0etAmdZf78SkpaWxrhx48jPz2fJkiXk5eVFPj9z5kyK\ni4uZM2cOZ511FqNHj+7iw+k+F+DjdeKYjM04mnmYICGX30v0j21G0vWUsXnKWCS6aY6bpXzNU8bu\n1u6VoeHDh/Pss8+e8DGrVq1qsz1lyhSmTJly1OOGDBnC8uXLT3KIPYeNxZ34uQ4fNxPkWZp5nFhG\n6yqRiJxGIRw+xOFPOHyAwwe08hcc4oEvYR36xz/89+8fJ3LwfCYiIhLtOryAgnTcufjYQCxPEuYq\nmpmFn4X4iXfZLxe6Mdo8ZWyeVzN2cNgF/InWQwWPE/n4LzicicUwLIYeui/ySiyacfiUg6tnfgr8\nmdbIx0f+9zOgNwcLoyRgafcdpohn5/jponzNU8bupmLIEAuLGfj5Ojbfo4XRNFNCDJdid/fQRKQH\n2YvDe4eKnD8dusrzAQ61OPQBhuE7VPBYXIKfYVich8UZnXjzJXyoIDpcIDV21cGIiIi4jPq3DEvF\n4r+I4wFi+DYt3E4L+1xyL5F6WM1TxuZFW8YtOLxKmLsJ8k80kUYT+QQpo5U44HpsfkosdcRTzxls\nJI7HieUHxPBNbC7E16lCCA62yH0JiyH4GNMDXiaKi4uZNWsWd911V2TfG2+8wdy5c/n2t7/Njh07\n2jy+tLSUO+64g/z8fN5+++3I/h07dnDXXXcxZ84cnnzyydM1fGlHtM1xt1G+5iljd3P/q1yU+CY2\n24nnAHAhzbxAuLuHJCIu4By68rOSEP9KM/1p4i6CtAIPEsMnxPMH4vk5sdxDDDfgZww++rqs7bY7\nTZw4kQULFrTZN2jQIO666y5GjBjRZv/OnTvZsmULhYWFzJ8/n5KSEg7/hYmSkhJmz55NUVERdXV1\nRy0WJCIi0UdtcqfRl7B4nFheJszNBBlPmBXEkNJNv9Soh9U8ZWxeT8y4HoeXCfN7WnmZMLFYXImP\nXPw8hY9kFTonZfjw4ezevbvNvrPPPvuYj62qqmL8+PHYtk1KSgqpqanU1tYyYMAADhw4QHp6OgBZ\nWVlUVlZG1aqnPVVPnOM9ifI1Txm7m64MdYMrsHmXOM7C4kKaWEOIsEta50Sk632Bw+8IM5cgI2ni\nKzTxHGG+ho9XiWMHcawllm9hqxAyLBAI0L9//8h2UlISgUCAQCBAcnJyZH9ycjKBQKA7higiIqeR\niqFu0guLZcTwCnE8Q5h/opk3aT2tY1APq3nK2LzuzrgZhz04/IVWttPKFsJsIMxzhFlCkMtpJoUm\nHiBEIrCWWHYTz3PEcSt+0vFhqQDq0Y78GayoqNB2F2+vXLnSVeOJtm3la3778D63jCdat0+V5Rxu\nlnahsrIysrOzu3sYxjk4rCPMPIJ8A5sHiDkt7w5XVFTo0q1hyti8rs74CxweJUw9Dvtx2AeR/+7D\nYT+02ecAfYA+WPT+h4+/jMUV2EzAR58eXPD0hHPx7t27eeihh1i2bFmb/YsWLWLatGkMGTIEgPXr\n1wMwefJkAAoKCsjJyWHAgAEsWrSIwsJCAF5//XVqamqYNWvWCZ+3J2TT0+k8apbyNU8Zm9eZc7Hu\nGXIBC4tp+LkWm4UEuYAmCohhBjY+g79AaWKap4zN68qMt9PKt2nhfCwuxsc5+OgD9MY6VOT8/ePD\n/43rwUVONHEch468t5eZmckjjzzCNddcQyAQoL6+nvT0dCzLIiEhgdraWs477zw2btzI1VdffRpG\nLu3RedQs5WueMnY3FUMukojFfxDLDFq5jRYeJ8waYhitbkYRoxwcSgjzI4IsJYbp2Gpd60GKioqo\nqalh37593HrrreTk5NCrVy+eeOIJPvvsMx588EEGDx7Mj370I9LS0hg3bhz5+fn4/X7y8vKwrIP/\nr2fOnMn9m21kAAAgAElEQVTq1asJBoNkZGRo8QQREQ9QMeRCX8XHZuL4KWH+hWa+jc39xNCvi385\n02Vb85SxeZ3NeC8ONxPkfVrZRBzD9eZDjzNnzpxj7r/44ouPuX/KlClMmTLlqP1Dhgxh+fLlXTo2\n6TydR81SvuYpY3fTq75L+bDIw08N8TQBX6GJpwnhaNU5kS7zJq1k0Ex/4A0VQiIiIp6jV36XS8Zi\nLbE8RxzLCXE5LdR00apzepfCPGVs3qlk3IrDMoJcQzNLiWE1sZyhtjgRV9J51Czla54ydjcVQz3E\n1/BRSRzXYzOBZuYRZL+uEomctN04XEMLvyLMm4fmlIiIiHiTiqEexMbidvxsJ556HEbQzH8RPuXW\nua5Ym11OTBmbdzIZlxMmgyZG4WMjcQzWKVDE9XQeNUv5mqeM3U2/CfRAZ2LxFLGsI4ZFBLmKFl7u\nRFEkEu1CONxDkKm08FNiWUIMMWqLExER8TytJteDZWGzDR9PEub7BAkCt+PnJuwO/YFH9bCap4zN\nay/jv9HKVILEAduI5ywVQSI9is6jZilf85Sxu+nKUA8Xg8Us/LxNHI8SQwVhvkwT36OFP3bRQgsi\nPdXzhMmkmavx8RKxKoRERESkDRVDUcLCIgubXxLHO8TTD4ssmrmKZn5NmPAxWujUw2qeMjbvWBk3\n4zCHFu4gSCmxzCcGnwohkR5J51GzlK95ytjdVAxFoTQsFhPDX4lnGjaLCTKUZpYRJKD7iiTK/YlW\nxtPM33DYRhzjtVqciIiIHIeKoSgWh8U0/PyBeJ4hlndwOI8mZtHC27Sqh/U0UMbmXXbZZbTg8FvC\n5NLCOJqZiZ9fEUuSrgaJ9Hg6j5qlfM1Txu6mYsgjLsbHU8TyR+IZjMW/0kwWzfwnIYK6WiQ9UDMO\nvyHMdFo4iyaWECIDH28Tz234sVQIiYiISDtUDHlMChYLiOEvxJP93h9ZQ5jBNHE/QT5RUdTl1Cfc\ntZpx+DVhbqKFVJp4iBB9//S/vEs8rxHHHPwMVBEkElV0HjVL+ZqnjN1NxZBH+bGYsDtABXH8jjj+\nisP5NHE3QT5VUSQu0oTD84SZdugK0FJCjMXHduLZRBzX7/pYBZCIiIicEhVDHna4h/UifDxGLFuJ\nox6HoYeuFH2moqjT1Cd8appw+G/CfOfQFaDlhPgnfLxHPBuJ43v4OftQAaSMRaKb5rhZytc8Zexu\nKoYkYjA+SohlC3F8cKgoepggn6soktPgcAE09dAVoEJCjMNHDfG8Shy3H1EAiYiIiHQFFUMedrwe\n1qH4+DmxlBNHFQ7pNFFEiCYVRSdNfcLt+wyHeQRJPVQAjcfH/xBPBXF8Fz+p7RRAylgkummOm6V8\nzVPG7qZiSI5rBD7+k1heJI4ywgylmZ8QokVFkXSBVhx+SojzaeITHLafRAEkIiIi0hVUDHlYR3tY\nR+PjeeL4FbGUEuZ8mnmCECEVRe1Sn/CxbSHMP9FMCWGeJ46fEnvKiyAoY5HopjlulvI1Txm7m4oh\n6bCL8fEScfycGH5GmBE08/8IEVZRJB20C4dptPAtWpiDn9eJZaxOQyIiItJN9FuIh51qD+ul2JQT\nSzExrCLMKJr5FWFaVRQdRX3CBzXh8ABBRtHEICzeJ57vdNEfRlXGItFNc9ws5WueMnY3f3cPQHom\nC4tsbC7Hx4u0spAgi4F7iCG9i+736A0kY9Hn0PNJz+Pg8N+0MpcgI7F4kziG6D0YERERcQkVQx7W\nFT2sFhaTsLkaH+tpZQUhGrvgCpED7Af24NAMJHGwMErCIvnQx8kn+DgJiHVBAeXlPuH3aGUOQepw\neJQYrsA28jxezljECzTHzVK+5iljd1MxJF3CwmIKNlMM/MLbjEOAg4XRwX9///gT4I+0EviH/QHg\nDOAcLG7Bz0xsermgOPKCT3G4lyDPEGYhMdyKjV/Zi4iIiAu1Wwzt2bOHVatWsXfvXizL4oorruDq\nq69m3bp1bN26Fb/fz5lnnsltt91GQkICAKWlpZSXl2PbNrm5uYwaNQqAHTt2sGbNGoLBIBkZGeTm\n5ho9ODmxioqKHvFuRRwWqXBSyy07OHwGbD90tWoxQW7Fz/fw0/80/mLeUzLuCmEc1hLmPoJ8E5sa\n4k9L1l7KWMSLNMfNUr7mKWN3a7d537Ztpk+fzooVKygoKOB3v/sdu3btYuTIkSxfvpylS5eSmprK\n+vXrAdi5cydbtmyhsLCQ+fPnU1JSguMcbJsqKSlh9uzZFBUVUVdXR3V1tdmjE8+ysOiHxSXY/Io4\nXiOOOhyG0cTttPBnWrt7iFGlgjBfpZlnCbOBOIqJPa1Fp4iIiMipaLcYSkxMZPDgwQDEx8czcOBA\nAoEAI0eOxOc7+OVDhw5lz549AFRVVTF+/Hhs2yYlJYXU1FRqa2tpbGzkwIEDpKenA5CVlUVlZaWh\nw5KO8NK7FMPwsZZY3iOePliMpZn/QwtvGS6Koj3jt2nlWzQznSB3E0M5sYw6zQskRHvGIl6nOW6W\n8jVPGbvbSf3W0tDQwIcffsjQoUPb7C8vLycjIwOAQCBA//79I59LSkoiEAgQCARITk6O7E9OTiYQ\nCHRm7CInLRWLJcSwg3jGYHEtzfwLzZQRxtHS4B1Sh8PyQ8tkf4MWMvDxP8TxLWyt+iciIiI9SoeL\noaamJlasWEFubi7x8fGR/c899xy2bXPppZcaGeCRa7NXVFRouwu3V65c6arxnM7tvliMqXidJ159\nkxuw+R5Bhu/7hHvfe4fQoaKoK55v5cqVrjjezm4fwOGemnf42p46RtDEezjMqH6PJyre4EfEkIDV\nbeM7vM9NeUXjtkh30c+hWcrXPGXsbpZz+IaeEwiHwzz44INkZGQwadKkyP6KigrKysq45557iImJ\nAYjcOzR58mQACgoKyMnJYcCAASxatIjCwkIAXn/9dWpqapg1a9Zxn7esrIzs7OxTPzo5oYoK3dB3\nWCsOv6GVhwlRh8Nd+MnF5oxOXunoyRk7OLxGK08R5leEGYuPmw6tGJjgoitAPTnjnkLn4uNTNuZp\njpulfM1TxuZ15lzcoStDxcXFpKWltSmEqquref7555k3b16kEALIzMxk8+bNhEIhGhoaqK+vJz09\nncTERBISEqitrcVxHDZu3MjYsWNPadDSNTQx/86HxTeweY04niKG3xHmXJpYTJBAJ9rnemLG/0sr\n9xHkPJqZTZChWLxLPC8Rx1T8riqEoGdmLCIdpzlulvI1Txm7W7tLa7///vts2rSJQYMGMW/ePCzL\n4oYbbuCJJ54gFAqxePFi4OAiCnl5eaSlpTFu3Djy8/Px+/3k5eVhWQd/eZo5cyarV6+OLK09evRo\ns0cncgouwea/sfkfWllKiHSa+BY22fjIwuYslxUDXaERh/8kzFOE+ROt3IjNfxFLBpbuAxIREZGo\n1aE2ue6i9gOzdNm2Y3bh8AwhXqWV12hlABZZ+JiAjyx8DDrBBVY3ZxzEYcOhNriXCHMlPm7Cz9fx\nEdODCiA3ZxwtdC4+PmVjnua4WcrXPGVsXmfOxe1eGRLxuoFYzCWGuRy8t+hdHF6llfWE+T5Beh1R\nHE3AxxAXXk1xcNiBw1s4vEUrb9FKJa0MPXQfUDExJLlszCIiIiKmqRjyML1LcfJ8WIzCYhQ+7sCP\ng8P7h4qjl2llIUEAJmAfLJAuy8LBOa3FUQiH/zmi6HkLh2pa6YPFV7HIwMct+FmLj7QoKID0cywS\n3TTHzVK+5iljd1MxJNIJFhZfweIr+JjN36/AvEorr9LKQ4T4HIesQ/cbfQWLPlj0gUP/LHrDKbel\nHcDhnTaFTyvv4XDOoaInA4tJ2GTgo38UFD4iIiIiXUnFkIeph7XrWVich8V5+Ph3DmY85LIsNh4q\njv4bh/047AP2QeRjP22LoyMLpt6Rjw/+1wK2HyqAduAwPFL4HGx5G4WP3h4qfPRzLBLdNMfNUr7m\nKWN3UzEkYtggfHwHH985zucdHJpoWxztO/Tf/Ud8vA+HRiAETMTH9/FzARaxHip8RERERLqSiiEP\n07sU5nUkYwuLM4AzgBQVNidNP8ci0U1z3Czla54ydrcO/dFVERERERGRaKNiyMMqKiq6ewhRTxmb\np4xFopvmuFnK1zxl7G5qkxMRkR6tuLiYbdu20a9fP5YtWwbA/v37WblyJbt37yYlJYX8/HwSEhIA\nKC0tpby8HNu2yc3NZdSoUQDs2LGDNWvWEAwGycjIIDc3t7sOSUREThNdGfIw9bCap4zNU8YyceJE\nFixY0Gbf+vXrueiiiygqKuKCCy6gtLQUgJ07d7JlyxYKCwuZP38+JSUlOI4DQElJCbNnz6aoqIi6\nujqqq6tP+7HI0TTHzVK+5iljd1MxJCIiPdrw4cPp1atXm31VVVVMmDABOPiLSGVlZWT/+PHjsW2b\nlJQUUlNTqa2tpbGxkQMHDpCeng5AVlZW5GtERCR6qRjyMPWwmqeMzVPGcix79+4lMTERgMTERPbu\n3QtAIBCgf//+kcclJSURCAQIBAIkJydH9icnJxMIBE7voOWYNMfNUr7mKWN3UzEkIiJRz7LMLVt/\n5C86FRUV2u7i7SPbFd0wnmjbVr7ajpbtU2U5h5ulXaisrIzs7OzuHoaIiKf1hHPx7t27eeihhyIL\nKOTn53PvvfeSmJhIY2MjixYtorCwkPXr1wMwefJkAAoKCsjJyWHAgAGRxwC8/vrr1NTUMGvWrBM+\nb0/IRkQk2nXmXKwrQyIi0uM5jsOR7+2NGTMm8o5hRUUFmZmZAGRmZrJ582ZCoRANDQ3U19eTnp5O\nYmIiCQkJ1NbW4jgOGzduZOzYsd1xKCIichqpGPKwrri0KCemjM1TxlJUVMTChQupq6vj1ltvpby8\nnMmTJ/Puu+8yZ84ctm/fHrkSlJaWxrhx48jPz2fJkiXk5eVFWuhmzpxJcXExc+bM4ayzzmL06NHd\neVhyiOa4WcrXPGXsbvo7QyIi0qPNmTPnmPsXLlx4zP1TpkxhypQpR+0fMmQIy5cv79KxiYiIu+nK\nkIdp3XvzlLF5ylgkummOm6V8zVPG7qZiSEREREREPEnFkIeph9U8ZWyeMhaJbprjZilf85Sxu6kY\nEhERERERT1Ix5GHqYTVPGZunjEWim+a4WcrXPGXsbiqGRERERETEk1QMeZh6WM1TxuYpY5Hopjlu\nlvI1Txm7m4ohERERERHxJBVDHqYeVvOUsXnKWCS6aY6bpXzNU8bupmJIREREREQ8ScWQh6mH1Txl\nbJ4yFolumuNmKV/zlLG7qRgSERERERFPUjHkYephNU8Zm6eMRaKb5rhZytc8ZexuKoZERERERMST\nVAx5mHpYzVPG5iljkeimOW6W8jVPGbubiiEREREREfEkFUMeph5W85SxecpYJLppjpulfM1Txu6m\nYkhERERERDyp3WJoz549LFq0iO9///vMnTuXF154AYD9+/ezePFi5syZQ0FBAV988UXka0pLS7nj\njjvIz8/n7bffjuzfsWMHd911F3PmzOHJJ5/s+qORk6IeVvOUsXnKWCS6aY6bpXzNU8bu1m4xZNs2\n06dPZ8WKFRQUFPDSSy+xa9cu1q9fz0UXXURRUREXXHABpaWlAOzcuZMtW7ZQWFjI/PnzKSkpwXEc\nAEpKSpg9ezZFRUXU1dVRXV1t9uhERERERESOo91iKDExkcGDBwMQHx/PwIED2bNnD1VVVUyYMAE4\n2AtZWVkJQFVVFePHj8e2bVJSUkhNTaW2tpbGxkYOHDhAeno6AFlZWZGvke6hHlbzlLF5ylgkummO\nm6V8zVPG7nZS9ww1NDTw4YcfMmzYMPbu3UtiYiJwsGDau3cvAIFAgP79+0e+JikpiUAgQCAQIDk5\nObI/OTmZQCDQFccgIiIiIiJy0jpcDDU1NbFixQpyc3OJj48/6vOWZXXpwA47ss+yoqJC2124vXLl\nSleNJxq3V65c6arxROP24X1uGU+0bot0F/0cmqV8zVPGLud0QCgUchYvXuz89re/jey78847nU8/\n/dRxHMf59NNPnTvvvNNxHMcpLS11SktLI49bvHix88EHH7R5jOM4zmuvveasXbv2hM/78ssvd2R4\ncorKy8u7ewhRTxmbp4zN07n4+JSNeZrjZilf85SxeZ05F3foylBxcTFpaWlMmjQpsm/MmDFt3pHN\nzMwEIDMzk82bNxMKhWhoaKC+vp709HQSExNJSEigtrYWx3HYuHEjY8eO7frqTjpMPazmKWPzlLFI\ndNMcN0v5mqeM3c3f3gPef/99Nm3axKBBg5g3bx6WZXHjjTcyefJkCgsLKS8vZ8CAAeTn5wOQlpbG\nuHHjyM/Px+/3k5eXF2mhmzlzJqtXryYYDJKRkcHo0aPNHp2IiIiIiMhxWI5zaN1rFyorKyM7O7u7\nhxG1Kioq9G6FYcrYPGVsns7Fx6dszNMcN0v5mqeMzevMufikVpMTERERERGJFiqGPEzvUpinjM1T\nxiLRTXPcLOVrnjJ2NxVDIiIiIiLiSSqGPEzr3punjM1TxiLRTXPcLOVrnjJ2NxVDIiIiIiLiSSqG\nPEw9rOYpY/OUsUh00xw3S/map4zdTcWQiIiIiIh4koohD1MPq3nK2DxlLBLdNMfNUr7mKWN3UzEk\nIiIiIiKepGLIw9TDap4yNk8Zi0Q3zXGzlK95ytjdVAyJiIiIiIgnqRjyMPWwmqeMzVPGItFNc9ws\n5WueMnY3f3cPQERExJQXXniBsrIyALKzs5k0aRL79+9n5cqV7N69m5SUFPLz80lISACgtLSU8vJy\nbNsmNzeXUaNGdefwRUTEMF0Z8jD1sJqnjM1TxnI8f/vb33jllVd48MEHWbp0Kdu2baO+vp7169dz\n0UUXUVRUxAUXXEBpaSkAO3fuZMuWLRQWFjJ//nxKSkpwHKebj0I0x81SvuYpY3dTMSQiIlFp165d\npKenExMTg8/n4ytf+QpvvvkmW7duZcKECcDBX1IqKysBqKqqYvz48di2TUpKCqmpqdTW1nbnIYiI\niGEqhjxMPazmKWPzlLEczznnnMP777/P/v37aW5u5q233uKTTz6hsbGRxMREABITE9m7dy8AgUCA\n/v37R74+KSmJQCDQLWOXv9McN0v5mqeM3U3FkIiIRKWBAwdy3XXXsXjxYpYsWcLgwYPx+Y5+2bMs\nq1PPc+QvOhUVFdru4u3q6mpXjSfatpWvtqNl+1RZjosbosvKysjOzu7uYYiIeFq0nIt/8YtfkJyc\nzIsvvsi9995LYmIijY2NLFq0iMLCQtavXw/A5MmTASgoKCAnJ4ehQ4ce93tGSzYiIj1ZZ87FujIk\nIiJR67PPPgPgk08+4c033+TSSy9lzJgxkXcTKyoqyMzMBCAzM5PNmzcTCoVoaGigvr6e9PT07hq6\niIicBiqGPKwrLi3KiSlj85SxnMjy5cuZO3cuDz/8MHl5eSQkJDB58mTeffdd5syZw/bt2yNXgtLS\n0hg3bhz5+fksWbKEvLy8TrfQSedpjpulfM1Txu6mvzMkIiJRa9GiRUft6927NwsXLjzm46dMmcKU\nKVNMD0tERFxCV4Y8TOvem6eMzVPGItFNc9ws5WueMnY3FUMiIiIiIuJJKoY8TD2s5ilj85SxSHTT\nHDdL+ZqnjN1NxZCIiIiIiHiSiiEPUw+recrYPGUsEt00x81SvuYpY3dTMSQiIiIiIp6kYsjD1MNq\nnjI2TxmLRDfNcbOUr3nK2N1UDImIiIiIiCepGPIw9bCap4zNU8Yi0U1z3Czla54ydjcVQyIiIiIi\n4kkqhjxMPazmKWPzlLFIdNMcN0v5mqeM3U3FkIiIiIiIeJKKIQ9TD6t5ytg8ZSwS3TTHzVK+5ilj\nd/O394Di4mK2bdtGv379WLZsGQC1tbU8/vjjhMNhbNsmLy+P8847D4DS0lLKy8uxbZvc3FxGjRoF\nwI4dO1izZg3BYJCMjAxyc3PNHZWIiIiIiEg72r0yNHHiRBYsWNBm39NPP80NN9zAww8/TE5ODuvW\nrQNg586dbNmyhcLCQubPn09JSQmO4wBQUlLC7NmzKSoqoq6ujurqagOHIydDPazmKWPzlLFIdNMc\nN0v5mqeM3a3dYmj48OH06tWrzb7ExES++OILAD7//HO+9KUvAVBVVcX48eOxbZuUlBRSU1Opra2l\nsbGRAwcOkJ6eDkBWVhaVlZVdfSwiIiIiIiId1m6b3LFMnTqVhQsX8tRTTwFw//33AxAIBBg2bFjk\ncUlJSQQCAWzbJjk5ObI/OTmZQCDQmXFLF1APq3nK2DxlLBLdNMfNUr7mKWN3O6UFFIqLi5kxYwbF\nxcVMnz6d4uLirh5XxJGXFisqKrStbW1rW9vdsC0iIhKVnA5oaGhw5s6dG9m+6aab2nx++vTpjuM4\nTmlpqVNaWhrZv3jxYueDDz5wPv30U+fOO++M7H/ttdectWvXtvu8L7/8ckeGJ6eovLy8u4cQ9ZSx\necrYPJ2Lj0/ZmKc5bpbyNU8Zm9eZc3GHrgw5jhNZCAHgrLPOoqamBoB3332X1NRUADIzM9m8eTOh\nUIiGhgbq6+tJT08nMTGRhIQEamtrcRyHjRs3MnbsWAOlnYiIiIiISMdYzpFVzjEUFRVRU1PDvn37\n6NevHzk5OXz5y1+mpKSEUChETEwMeXl5nHvuucDBpbVfeeUV/H7/UUtrr169OrK09owZM9odXFlZ\nGdnZ2V1wmCIicqp0Lj4+ZSMi0v06cy5utxjqTnqRERHpfjoXH5+yERHpfp05F5/SAgoSHXRztHnK\n2DxlLBLdNMfNUr7mKWN3UzEkIiIiIiKepGLIw7TuvXnK2DxlLBLdNMfNUr7mKWN3UzEkIiIiIiKe\npGLIw9TDap4yNk8Zi0Q3zXGzlK95ytjdVAyJiIiIiIgnqRjyMPWwmqeMzVPGItFNc9ws5WueMnY3\nFUMiIiIiIuJJKoY8TD2s5ilj85SxSHTTHDdL+ZqnjN1NxZCIiIiIiHiSiiEPUw+recrYPGUsEt00\nx81SvuYpY3dTMSQiIiIiIp6kYsjD1MNqnjI2TxmLRDfNcbOUr3nK2N1UDImIiIiIiCepGPIw9bCa\np4zNU8Yi0U1z3Czla54ydjcVQyIiIiIi4kkqhjxMPazmKWPzlLFIdNMcN0v5mqeM3U3FkIiIiIiI\neJK/uwcg3Uc9rOYpY/OUsZxIaWkpmzZtwufzMWjQIG677TaamppYuXIlu3fvJiUlhfz8fBISEiKP\nLy8vx7ZtcnNzGTVqVDcfgWiOm6V8zVPG7qYrQyIiEpV2795NWVkZDz/8MMuWLSMcDvPaa6+xfv16\nLrroIoqKirjgggsoLS0FYOfOnWzZsoXCwkLmz59PSUkJjuN081GIiIhJKoY8TD2s5ilj85SxHM8Z\nZ5yB3++nqamJcDhMS0sLSUlJVFVVMWHCBODgO7aVlZUAVFVVMX78eGzbJiUlhdTUVGpra7vzEATN\ncdOUr3nK2N3UJiciIlGpd+/eXHPNNdx2223ExcUxcuRIRo4cyd69e0lMTAQgMTGRvXv3AhAIBBg2\nbFjk65OSkggEAt0ydhEROT10ZcjD1MNqnjI2TxnL8Xz88cf89re/Zc2aNTz66KM0NzezadOmox5n\nWVannufId30rKiq03cXbR3LDeKJt+0huGE80bh9+nXLLeKJ1+1RZjosbosvKysjOzu7uYYiIeFpP\nPRdv3ryZd955h9mzZwOwceNGPvjgA9577z3uvfdeEhMTaWxsZNGiRRQWFrJ+/XoAJk+eDEBBQQE5\nOTkMHTr0uM/RU7MREYkmnTkX68qQh3VFNS0npozNU8ZyPGeffTZ/+tOfaGlpwXEc3n33XdLS0hgz\nZkzk56aiooLMzEwAMjMz2bx5M6FQiIaGBurr60lPT+/GIxDQHDdN+ZqnjN1N9wyJiEhUGjx4MBMm\nTOCHP/whPp+PwYMHc8UVV9DU1ERhYSHl5eUMGDCA/Px8ANLS0hg3bhz5+fn4/X7y8vI63UInIiLu\npjY5ERE5IZ2Lj0/ZiIh0P7XJiYiIiIiInCQVQx6mHlbzlLF5ylgkummOm6V8zVPG7qZiSERERERE\nPEnFkIfp77OYp4zNU8Yi0U1z3Czla54ydjcVQyIiIiIi4kkqhjxMPazmKWPzlLFIdNMcN0v5mqeM\n3U3FkIiIiIiIeJKKIQ9TD6t5ytg8ZSwS3TTHzVK+5iljd/O394Di4mK2bdtGv379WLZsWWT/iy++\nyIYNG/D5fHz1q19l6tSpAJSWllJeXo5t2+Tm5jJq1CgAduzYwZo1awgGg2RkZJCbm2vmiERERERE\nRDqg3StDEydOZMGCBW32vffee2zdupVly5axfPlyrr32WgB27tzJli1bKCwsZP78+ZSUlOA4DgAl\nJSXMnj2boqIi6urqqK6uNnA4cjLUw2qeMjZPGYtEN81xs5SvecrY3dothoYPH06vXr3a7NuwYQOT\nJ0/Gtm0A+vbtC0BVVRXjx4/Htm1SUlJITU2ltraWxsZGDhw4QHp6OgBZWVlUVlZ29bGIiIiIiIh0\nWLttcsdSV1dHTU0Nv/jFL4iNjWXatGkMGTKEQCDAsGHDIo9LSkoiEAhg2zbJycmR/cnJyQQCgc6P\nXjpFPazmKWPzlLFIdNMcN0v5mqeM3e2UFlAIh8N8/vnnFBQUMHXqVFasWNHV44o48tJiRUWFtrWt\nbW1ruxu2RUREopLz/9u797goy/z/4+9hUAwUEARFkcy0PCuJ5tk1ayvLTWojv5WlW/vbrDTZtoNZ\nXzNPeSii1HbLjlt929oNO2y7bSnksU1SK0U3yVJIFIRATRSB+f1xL6OEHAQuZpj79Xw85gH3PcPM\nNW/ua+75zH3d19RBbm6u695773UvL1iwwLVjxw738rRp01yHDx92paSkuFJSUtzr582b5/rmm29c\nP/74o2vGjBnu9evXr3c999xztT7uJ598UpfmoZ5SU1M93QSfR8bmkbF5vBZXj2zMo4+bRb7mkbF5\nDeUNNeQAACAASURBVHktrtORIZfL5Z4IQZIGDRqk7du3S5L279+v0tJStWnTRnFxcdq4caNKS0uV\nm5urAwcOqFu3bgoNDVVgYKAyMzPlcrm0du1aDRo0yEx1BwAAAAB14HCdXuWcQXJysjIyMnTkyBGF\nhIQoISFBo0aN0ooVK/T999+rRYsWuuWWW9SrVy9J1tTaa9askb+/f5WptZcvX+6eWnvKlCm1Nm71\n6tUaO3ZsIzxNAEB98VpcPbIBAM9ryGtxrRMo3HPPPWdcP23atDOuj4+PV3x8fJX1Xbt21RNPPHGW\nzQMAAAAAM+o1gQJ8AydHm0fG5pEx4Nvo42aRr3lk7N0ohgAAAADYEsWQjTHvvXlkbB4ZA76NPm4W\n+ZpHxt6NYggAAACALVEM2RhjWM0jY/PIGPBt9HGzyNc8MvZuFEMAAAAAbIliyMYYw2oeGZtHxoBv\no4+bRb7mkbF3oxgCAAAAYEsUQzbGGFbzyNg8MgZ8G33cLPI1j4y9G8UQAAAAAFuiGLIxxrCaR8bm\nkTHg2+jjZpGveWTs3SiGAAAAANgSxZCNMYbVPDI2j4wB30YfN4t8zSNj70YxBAAAAMCWKIZsjDGs\n5pGxeWQM+Db6uFnkax4ZezeKIQAAAAC2RDFkY4xhNY+MzSNjwLfRx80iX/PI2LtRDAEAAACwJYoh\nG2MMq3lkbB4ZA76NPm4W+ZpHxt6NYggAAACALVEM2RhjWM0jY/PIGPBt9HGzyNc8MvZuFEMAAAAA\nbIliyMYYw2oeGZtHxoBvo4+bRb7mkbF38/d0AwAAMGH//v166qmn5HA45HK5dPDgQd1www0aNWqU\nnnrqKeXl5SkyMlKJiYkKDAyUJKWkpCg1NVVOp1OTJ09W//79PfwsAAAmcWTIxhjDah4Zm0fGqE7H\njh21ePFiLVq0SI8//rhatWqlwYMHa9WqVerbt6+Sk5PVu3dvpaSkSJKys7O1adMmJSUlaebMmVq5\ncqVcLpeHnwXo42aRr3lk7N0ohgAAPu/rr79W+/bt1a5dO6Wnp2v06NGSrOErmzdvliSlp6dr2LBh\ncjqdioyMVFRUlDIzMz3ZbACAYRRDNsYYVvPI2DwyRl1s3LhRI0aMkCQVFRUpNDRUkhQaGqqioiJJ\nUkFBgdq1a+f+m7CwMBUUFDR9Y1EJfdws8jWPjL0bxRAAwKeVlpYqPT1dQ4YMOeP1DoejQfd/+hCY\ntLQ0lllmmWWWPbBcXw6XFw+IXr16tcaOHevpZvistLQ0Pq0wjIzNI2PzmvtrcXp6uj766CPNmjVL\nkpSYmKjZs2crNDRUhYWFmjNnjpKSkrRq1SpJ0oQJEyRJ8+fPV0JCgrp3717tfTf3bJoD+rhZ5Gse\nGZvXkNdijgwBAHza+vXrNXz4cPfywIED3Z8mpqWlKS4uTpIUFxenjRs3qrS0VLm5uTpw4IC6devm\niSYDAJoIU2vbGJ9SmEfG5pExanLixAl9/fXX+t3vfudeN2HCBCUlJSk1NVURERFKTEyUJEVHR2vo\n0KFKTEyUv7+/br/99gYPoUPD0cfNIl/zyNi7UQwBAHxWQECAXnjhhUrrWrdurUceeeSMt4+Pj1d8\nfHxTNA0A4AUYJmdjjXHSGWpGxuaRMeDb6ONmka95ZOzdKIYAAAAA2FKtw+SeffZZbdmyRSEhIVq6\ndGml695//3299tpreuGFF9S6dWtJUkpKilJTU+V0OjV58mT1799fkrRnzx6tWLFCJ0+eVGxsrCZP\nntz4zwZnhTGs5pGxeWQM+Db6uFnkax4Ze7dajwyNGTPGPR3p6fLz8/XVV19V+oK67Oxsbdq0SUlJ\nSZo5c6ZWrlypipm7V65cqTvuuEPJycnKycnRtm3bGvFpAAAAAMDZqbUY6tGjh4KCgqqsf+WVVzRp\n0qRK69LT0zVs2DA5nU5FRkYqKipKmZmZKiwsVHFxsXuK0lGjRmnz5s2N9BRQX4xhNY+MzSNjwLfR\nx80iX/PI2LvV65yh9PR0hYeHKyYmptL6goKCSkeKwsLCVFBQoIKCAoWHh7vXh4eHq6CgoJ5NBgAA\nAICGO+tiqKSkRCkpKUpISDDRnipOr6bT0tJYbsTlinXe0h5fXD6dN7THF5crxmJ7S3t8dRnwFM63\nMIt8zSNj7+ZwVZzUU4O8vDwtWrRIS5cu1b59+zR37lwFBATI5XKpoKBAYWFhWrBggVJTUyVZX2gn\nSfPnz1dCQoIiIiI0Z84cJSUlSZI2bNigjIwM/fa3v63xcVevXq2xY8c29DkCABqA1+LqkQ0AeF5D\nXovrdGTI5XK5J0KIiYnR888/r2XLlmn58uUKCwvTokWLFBISori4OG3cuFGlpaXKzc3VgQMH1K1b\nN4WGhiowMFCZmZlyuVxau3atBg0aVK8Go/Hwqa95ZGweGQO+jT5uFvmaR8berdaptZOTk5WRkaEj\nR45o6tSpSkhI0JgxY9zXOxwO9+/R0dEaOnSoEhMT5e/vr9tvv919/W233ably5e7p9YeMGCAgacD\nAAAAAHVTp2FynsLwAwDwPF6Lq0c2AOB5xofJAQAAAICvoRiyMcawmkfG5pEx4Nvo42aRr3lk7N0o\nhgAAAADYEsWQjTHvvXlkbB4ZA76NPm4W+ZpHxt6NYggAAACALVEM2RhjWM0jY/PIGPBt9HGzyNc8\nMvZuFEMAAAAAbIliyMYYw2oeGZtHxoBvo4+bRb7mkbF3oxgCAAAAYEsUQzbGGFbzyNg8MgZ8G33c\nLPI1j4y9G8UQAAAAAFuiGLIxxrCaR8bmkTHg2+jjZpGveWTs3SiGAAAAANgSxZCNMYbVPDI2j4wB\n30YfN4t8zSNj70YxBAAAAMCWKIZsjDGs5pGxeWQM+Db6uFnkax4ZezeKIQAAAAC2RDFkY4xhNY+M\nzSNjwLfRx80iX/PI2LtRDAEAAACwJYohG2MMq3lkbB4ZA76NPm4W+ZpHxt6NYggAAACALVEM2Rhj\nWM0jY/PIGPBt9HGzyNc8MvZuFEMAAAAAbIliyMYYw2oeGZtHxoBvo4+bRb7mkbF3oxgCAAAAYEsU\nQzbGGFbzyNg8MgZ8G33cLPI1j4y9m7+nGwAAACSdOCGtWiWtXCm1bCklJEgTJkghIU3bDpdL+uor\n6a23pPffl44cadrH/5mLjx+XWrXyaBt8GfmaR8ZNYOXKev8pxZCNMYbVPDI2j4zR7O3eLT3/vPTK\nK1LfvtJvfyuVlVnFyPTp0i9+Id1wgzR+vNSmjZk2uFzS9u3WY771llWYJSRIzz0ntW9v5jHr6ByP\nPrrvI1/zyLgJ7NlT7z+lGAIAoKmVlEgpKVaxsX27dOut0vr1Uvfup25z441SUZH07rvS669LU6dK\nl11mFSlXXSUFBTW8HTt2nCqAfvrJuu8//1kaNEhyOBp+/wDQFBpQDHHOkI0xhtU8MjaPjFGTY8eO\n6cknn1RiYqJ+//vfa/fu3Tp69KjmzZune+65R/Pnz9exY8fct09JSdH06dOVmJioL7/8svEblJkp\nPfCA1LmzVQj9v/8n7dsnLV5cuRCqEBIi3XKL9Pe/S999J115pfTCC1KnTtLEiVZBdfz42bVh507p\nscekPn2kK66whsG99JK0d6+0dKk0eLBXFUL0cbPI1zwy9m4UQwAAn/XSSy8pNjZWSUlJWrJkiTp1\n6qRVq1apb9++Sk5OVu/evZWSkiJJys7O1qZNm5SUlKSZM2dq5cqVcrlcDW9ESYl15OXSS6Xhw60h\naevWSatXW8PfAgLqdj9hYdJtt0kffWQNrRszRnrmGSkqSpo0yTq/58SJM//tf/4jzZsn9etntaOg\nwCrG9u6VnnxSGjLEqwogAGgqFEM2xrkW5pGxeWSM6hw7dky7du3SmDFjJElOp1OBgYFKT0/X6NGj\nJVnbz+bNmyVJ6enpGjZsmJxOpyIjIxUVFaXMzMz6N+D0o0B//KN1LlDFUaALLmjYk4uIkH73O2nN\nGutIz8UXW/cbFSVNmSL985/Srl3SggXSgAFW4ZSbK61YIWVlSU89JQ0bJvl5/9sA+rhZ5GseGXs3\n7z9naMsWa0zzvn3S6NHN5sUbAOBZubm5atOmjVasWKG9e/eqa9eumjx5soqKihQaGipJCg0NVVFR\nkSSpoKBAF5xWpISFhamgoKD2B1qyRJo82SpQSkqsc3yee0768kvrXKB16xpe/NSkQwfp7rutyw8/\nSG+/Lc2ZY+034+Olp5+2jkg5nebaAADNlPdXFbfeao2VLiiQ7rzT+oRt+nRr51Je7unWNWuMYTWP\njM0jY1SnvLxc3333nS6//HItWrRIAQEBWrVqVZXbORo4PCxnzRqr2Bk/XiUdOujHhQut4WxZWUq7\n6iql7d/vvm1aWlqlbbbRl3fvVtqAAdKmTdIPPyjt179WWnm5uxAy/vgGlp966imvao+vLZOv+eWK\ndd7SHl9dri+Hq5YB0c8++6y2bNmikJAQLV26VJL02muv6YsvvpC/v7/at2+vO++8U4GBgZKsk09T\nU1PldDo1efJk9e/fX5K0Z88erVixQidPnlRsbKwmT55ca+NWr16tsWPHVl65a5f1qdfbb0uHDknX\nXSddfz2fetVDWloah24NI2PzyNi8M74WNwOFhYV6+OGHtWzZMknSrl27tGrVKh08eFCzZ89WaGio\nCgsLNWfOHCUlJbkLpQkTJkiS5s+fr4SEBHU/08QG/+XO5scfrXN2hgwxexTIhujjZpGveWRsXkP2\nU7UeGRozZoxmzZpVaV2/fv30xBNPaMmSJYqKinLvQGo6+XTlypW64447lJycrJycHG3btq1eDVaP\nHtIjj1hfCJeaan3/wbRp1hGju++WPv3U+n4G1IqOaR4Zm0fGqE5oaKjCw8O1/79HZr7++mtFR0dr\n4MCBlT6pjYuLkyTFxcVp48aNKi0tVW5urg4cOKBu3brV7cHatrVmfaMQanT0cbPI1zwy9m61njPU\no0cP5eXlVVrXr18/9+/du3fXv//9b0nVn3waERGh4uJi905l1KhR2rx5swYMGNCw1l94ofTww9bl\nP/+xjhZNn26dJHrttdb3JYwYwREjALCpKVOm6JlnnlFpaal7JEN5ebmSkpKUmpqqiIgIJSYmSpKi\no6M1dOhQJSYmyt/fX7fffnuDh9ABALxbgydQSE1N1fDhwyVVf/Kp0+lUeHi4e314eHjdTko9G6cX\nRt98YxVG99wjHTxoFUbXXy+NHFl7YVRcLOXnW5dDh079/vPlsDDrxNQrrmicL77zAA7bmkfG5pEx\natKlSxctXLiwyvpHHnnkjLePj49XfHy86WbhLNDHzSJf88jYuzWoGHrnnXfkdDo1YsSIxmpPFadv\nQBXDGuq0PGuW0oYP1zlZWbo4K0tKTFTJ3r3KGzlSnfr3l/Lzlbtzp1oUFaltebmUn6+yvDw5ysrk\n166d1K6dfnQ6VRocrIiePaXwcGWWlOhkdLR6TpwoZWWp4PHHFXzrrfK//HLp2mu1LiREZa1b16+9\nHliuGKroLe3xxeVt27Z5VXt8cbmCt7THV5cBAPBFtU6gIEl5eXlatGiRewIFydpRrl69Wv/7v/+r\nFi1aSFK1J59GRES4T1CVpA0bNigjI0O//e1va3zcRj9pd/du69u6jx2TwsOtS7t2lX8PCjq7L54r\nKJDee0/629+s85VGjrQmdbjmGus+AaCZa64TKDQFsgEAz2vIa3Gdjgy5XK5K38K9bds2vffee5oz\nZ467EJKsk0+ffvppXX311SooKHCffOpwOBQYGKjMzEydf/75Wrt2ra688sp6NbhBuneX7r+/ce8z\nLMz6fonJk6XDh6UPP7QKo8REadAga4hefLz1RXgA0NhcLuno0VNDeAsKKg/vrVguLJT8/aVWraRz\nzjm7nwAA+Khai6Hk5GRlZGToyJEjmjp1qhISEpSSkqLS0lLNmzdPkjWJwu23317jyae33Xabli9f\n7p5au8GTJ3ij4GBp4kTrcuyY9NFHVmE0a5bUu7d1xOjaa6Vzz/V0SyUxhrUpkLF5PplxebmUkyPt\n2WNdDhyoudhp0eLUEe7wcOtDmorfzz1Xio21ZjsrK7POizx+vOrPH3888/riYmsGT8BDfLKPexHy\nNY+MvVutxdA999xTZd2YMWOqvX11J5927dpVTzzxxFk2rxkLDLSOCMXHSydOSGvWWIXRggXWm5Pr\nrrMuTMMK2FNxsfTdd6cKnm+/PfXzu++kkBCpa1frEhVlFTbdu1ctdsLCzB+9Wb3a7P0DAOAhdTpn\nyFN8cix2aam0dq1VGKWkWG94xo+XfvUraehQpgEHfEVZmXXk5ueFTsXPQ4esD0bOP98qeE7/ed55\nUuvWnn4Gbj75WtxIyAYAPM/4OUNoRP7+0iWXWJdnnpG2bLEmYJg2TcrOlsaNswqjX/5SatPG060F\n7KW8XEpLs/rk4cNSSYl1ZLekpO6/Vyy7XFJoaOUiZ8QI6dZbreXoaD78AADAwyiGPMnPT4qLsy6P\nPSbt2yd98IH0/PPSlCnSsGHWUaPx46WYmEZ/eMawmkfG5jVKxrt2SX/+s3UJD5duuEHq109q2VIK\nCLB+VlxOX67pOqfz7GamBHBGvI6aRb7mkbF3oxjyJjEx0p13WpcjR6R//cv6hPrRR6VOnawjRuPH\nSwMHWoUUgPrLz5fefFN69VUpK0u66Sbrw4h+/TzdMgAA0EQohrxVmzanJlkoK5M2bZLef1+65Rap\nqEi6+mqrOBo71pr+th74lMI8MjbvrDIuKbGmv3/1VWtSk3HjrKOyY8daQ1gBeB1eR80iX/PI2Lux\n928OnE7rXIMRI6RFi6wvj33/femJJ6Qbb5RGj7aG1A0ebA25CwnxdIsB7+FySenp0iuvSH/5izXN\n/S23SC+/bE2HDwAAbIuxVs1R9+7S738vpaZK339vvbHLzz81nK5XL+tLYFessN4ElpSc8W7S0tKa\nsNH2RMbmVZtxVpa0cKHVH268UWrfXvr8c2uChN/8hkIIaCZ4HTWLfM0jY+/GkaHmLixMuv566yJZ\nU3fv2GG96fv3v6U//tGaxrdfP+vIUcWlWzfPthtobKWlUmam9Nln0muvSVu3Wv3ixRelIUOYzAAA\nAFTB9wzZwdGj1hTeFQXS559bEzScXhwNHixFRnq6pUDtTp60ip4dO6SMDOuyY4e1rlMnacAAaeJE\n67w6019GahO8FlePbADA8/ieIdSsdWtp1CjrUuHAAWnzZqswevpp6/fISGnMGOs7kH7xC4ojeFZJ\nSeWip+Lnt99a39HTu7c1BG78eOmBB6QePeo9mQgAALAnzhm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433 "text": [ 434 "<matplotlib.figure.Figure at 0x7fb408533850>" 435 ] 436 } 437 ], 438 "prompt_number": 14 439 }, 440 { 441 "cell_type": "markdown", 442 "metadata": {}, 443 "source": [ 444 "`color` can be used to specify different colors for the lines. For instance, to make the lines dark grey and dark blue you can do:" 445 ] 446 }, 447 { 448 "cell_type": "code", 449 "collapsed": false, 450 "input": [ 451 "trappy.LinePlot([trace1, trace2],\n", 452 " trappy.cpu_power.CpuOutPower,\n", 453 " column=\"power\",\n", 454 " pivot=\"cpus\",\n", 455 " map_label=map_label,\n", 456 " colors=[[69, 69, 69], [0, 0, 0xc8]],\n", 457 " ).view()" 458 ], 459 "language": "python", 460 "metadata": {}, 461 "outputs": [ 462 { 463 "metadata": {}, 464 "output_type": "display_data", 465 "png": 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XX/+mdClEREREJAnVjtlhX+iG5+uvf8PLL5/H8ePd4OnJdjiR0nguto7bhohIedU5F/Nf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\noEaNGnKXQVRl/heyc7yaBWY++QAAAABJRU5ErkJggg==\n", 466 "text": [ 467 "<matplotlib.figure.Figure at 0x7fb6b614cb50>" 468 ] 469 } 470 ], 471 "prompt_number": 15 472 }, 473 { 474 "cell_type": "heading", 475 "level": 1, 476 "metadata": {}, 477 "source": [ 478 "Pivoted Data Multiple Traces and Columns" 479 ] 480 }, 481 { 482 "cell_type": "code", 483 "collapsed": false, 484 "input": [ 485 "l = trappy.LinePlot([trace1, trace2],\n", 486 " [trappy.cpu_power.CpuInPower, trappy.cpu_power.CpuOutPower],\n", 487 " column=[\"dynamic_power\", \"power\"],\n", 488 " pivot=\"cpus\")\n", 489 "l.view()" 490 ], 491 "language": "python", 492 "metadata": {}, 493 "outputs": [ 494 { 495 "metadata": {}, 496 "output_type": "display_data", 497 "png": 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qVSQnJwMwbty48KdjzflwOJFYuAsfn2EYTTWvEE+iih8RERGRVu20a3y8Xi8T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xEcHIzJkycbjjt79ix69+6N4OBghISE4LXXXjOUWXo2//vf/9C6dWsEBgbirbfewuXLl9GvXz9D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\nIYQQkgcSiQSCwSBEIlGmi0Ly1E81ArcVh/dXjAAAAABJRU5ErkJggg==\n", 498 "text": [ 499 "<matplotlib.figure.Figure at 0x7fb409a5d4d0>" 500 ] 501 } 502 ], 503 "prompt_number": 16 504 }, 505 { 506 "cell_type": "heading", 507 "level": 1, 508 "metadata": {}, 509 "source": [ 510 "Pivoted Data with filters" 511 ] 512 }, 513 { 514 "cell_type": "code", 515 "collapsed": false, 516 "input": [ 517 "l = trappy.LinePlot(trace1, trappy.cpu_power.CpuInPower, column=[\"dynamic_power\", \"load1\"],\n", 518 " filters={\"cdev_state\": [1, 0]}, pivot=\"cpus\")\n", 519 "l.view()" 520 ], 521 "language": "python", 522 "metadata": {}, 523 "outputs": [ 524 { 525 "metadata": {}, 526 "output_type": "display_data", 527 "png": 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SlHPjCJxkC+F8FM/X6mqgTx9+v5owgf87c4aLHRvjpGvPKbbYxo7KSu6FBMzl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\nCCGESAsS3AghhBBCCCHSgjPZDRAiID8/n61btya7GUIIIYRIgFKK8uXLU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7+FblCdO3em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\nN3hCErVlcgAA+NDMyPZ2BqADBeIay9MHZBYAAAAASUVORK5CYII=\n", 528 "text": [ 529 "<matplotlib.figure.Figure at 0x7fb409ebb350>" 530 ] 531 } 532 ], 533 "prompt_number": 17 534 }, 535 { 536 "cell_type": "markdown", 537 "metadata": {}, 538 "source": [ 539 "Here is the same plot using signals:" 540 ] 541 }, 542 { 543 "cell_type": "code", 544 "collapsed": false, 545 "input": [ 546 "l = trappy.LinePlot(trace1, signals=[\"cpu_in_power:dynamic_power\", \"cpu_in_power:load1\"],\n", 547 " filters={\"cdev_state\": [1, 0]}, pivot=\"cpus\")\n", 548 "l.view()" 549 ], 550 "language": "python", 551 "metadata": {}, 552 "outputs": [ 553 { 554 "metadata": {}, 555 "output_type": "display_data", 556 "png": 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SlHPjCJxkC+F8FM/X6mqgTx9+v5owgf87c4aLHRvjpGvPKbbYxo7KSu6FBMzl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\nCCGESAsS3AghhBBCCCHSgjPZDRAiID8/n61btya7GUIIIYRIgFKK8uXLU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557 "text": [ 558 "<matplotlib.figure.Figure at 0x7fb40850ff10>" 559 ] 560 } 561 ], 562 "prompt_number": 18 563 }, 564 { 565 "cell_type": "heading", 566 "level": 1, 567 "metadata": {}, 568 "source": [ 569 "Permute Multi Trace with Multi Columns" 570 ] 571 }, 572 { 573 "cell_type": "markdown", 574 "metadata": {}, 575 "source": [ 576 "The permute parameter allows to plot all the permutations of the specified traces with the specified columns. Each figure will plot the values of each column for those traces. Hence, with N traces and M columns, you will get M figures each displaying N traces." 577 ] 578 }, 579 { 580 "cell_type": "code", 581 "collapsed": false, 582 "input": [ 583 "l = trappy.LinePlot([trace1, trace2], trappy.thermal.Thermal, column=[\"temp\", \"temp_prev\"], permute=True)\n", 584 "l.view()" 585 ], 586 "language": "python", 587 "metadata": {}, 588 "outputs": [ 589 { 590 "metadata": {}, 591 "output_type": "display_data", 592 "png": 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ZzaYxmrZksSUHHMwSCMCLLx5huJyfe4kJT8WOVa1a7LzggjI9RKm4uDAKh83Z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