{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2018-05-22T11:45:51.247003Z", "start_time": "2018-05-22T11:45:50.078725Z" } }, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt # Used for plotting spectrum\n", "import numpy as np\n", "import matplotlib.pylab as pylab # Used for increasing size of plot" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "ExecuteTime": { "end_time": "2018-05-22T12:19:37.028632Z", "start_time": "2018-05-22T12:19:36.644422Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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sJCdPLpuG424YFiGfS/KyDGdFtdZuXMfruqqqTk7ylqrasbV2xSzzzlprbWVV/d8MZowt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\nEfG36nzXRsRB3Z9dZl6SmT/pnjaXmf/kiSTTtvM771hExOYRcXxE3FT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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "pylab.rcParams['figure.figsize'] = 16, 12\n", "pylab.rcParams[\"font.size\"] = \"20\"\n", "\n", "plt.boxplot([[116.6,106.5,111.0,110.6],\n", " [104.5,117.5,111.8,110.6],\n", " [103.1,123.9,129.2,132.2],\n", " [126.8,123.7,129.2,132.5]],0,'',vert=False)\n", "plt.yticks([1, 2, 3, 4], \n", " ['Following sea -ve pitch','Following sea +ve pitch',\n", " 'Head sea -ve pitch','Head sea +ve pitch'])\n", "plt.ylabel('Direction')\n", "plt.xlabel('Distance behind marker p2 [cm]')\n", "plt.axvline(129,ls='--',label='LCG')\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "ExecuteTime": { "end_time": "2018-05-22T12:27:25.750003Z", "start_time": "2018-05-22T12:27:25.424857Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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A6KAwAwAAQAeFGQAAADpY9AsAAIAm/u7Fe/YdoSmFGQAAgCYO2XNq3xGaMiUbAACAJm5a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\nS8J8djV+ZUQs1dlTdkQ8EdgauAf4bRv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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "pylab.rcParams['figure.figsize'] = 16, 12\n", "pylab.rcParams[\"font.size\"] = \"20\"\n", "\n", "plt.scatter([np.mean([116.6,106.5,111.0,110.6]), np.mean([104.5,117.5,111.8,110.6]),\n", " np.mean([103.1,123.9,129.2,132.2]), np.mean([126.8,123.7,129.2,132.5])],\n", " [1,2,3,4]\n", " )\n", "plt.ylabel('Direction')\n", "plt.xlabel('Distance behind marker p2 [cm]')\n", "plt.axvline(129,ls='--',label='LCG')\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "ExecuteTime": { "end_time": "2018-05-22T12:26:20.817094Z", "start_time": "2018-05-22T12:26:20.813327Z" } }, "outputs": [ { "data": { "text/plain": [ "111.17500000000001" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.mean([116.6,106.5,111.0,110.6])" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.boxplot([Run2_z,Run4_z,Run6_z,Run8_z])" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2018-05-22T11:45:52.545096Z", "start_time": "2018-05-22T11:45:52.411455Z" } }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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gbf3KzB3Zlds61eetJdv47bglrN6V5nWsErM19QjDpy6nSY3yvHRza0rpkhAi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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot([np.mean(Run1_x),np.mean(Run3_x),np.mean(Run5_x),np.mean(Run7_x)],'*-')" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2018-05-22T11:45:52.694537Z", "start_time": "2018-05-22T11:45:52.546841Z" } }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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5e2WG13Ea1KLNB7n2mcUUlZTyxp2DuezMdl5HEqkXKgnxy/Cz2nJul1Y8MS+d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\nAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot([np.mean(Run2_x),np.mean(Run4_x),np.mean(Run6_x),np.mean(Run8_x)],'*-')" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2018-05-22T11:45:52.863537Z", "start_time": "2018-05-22T11:45:52.697008Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Cmd2QkwE120LUI8YEJVnky6nIRVEhrHTxSgYfrvmdBdtP4u/jyfjuETzUvpbz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\nCAl0IYRwEf8P3Qdj2BQfQpIAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot([np.mean(Run1_z),np.mean(Run3_z),np.mean(Run5_z),np.mean(Run7_z)],'*-',label='head')\n", "plt.plot([np.mean(Run2_z),np.mean(Run4_z),np.mean(Run6_z),np.mean(Run8_z)],'o-',label='following')\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2018-05-22T11:45:53.035672Z", "start_time": "2018-05-22T11:45:52.865819Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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DpGfk8u9dhYjA+AFxPDZ5CJcP7qHbLKoOpUlAqQ6ybV8p6etzWZq1j9Lj1SREh/LwFWdz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\npXzY/wf/TIq3NTbX+QAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot([np.mean(Run1_x),np.mean(Run3_x),np.mean(Run5_x),np.mean(Run7_x)],'*-',label='head')\n", "plt.plot([-np.mean(Run2_x),-np.mean(Run4_x),-np.mean(Run6_x),-np.mean(Run8_x)],'o-',label='following')\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "ExecuteTime": { "end_time": "2018-05-22T11:45:53.247645Z", "start_time": "2018-05-22T11:45:53.037433Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Wf99ZsRJODMzMrE/47bGr9Ri3MmpODLI+9u9g9XH8CyLi77Wu38zMzHpeTYmBpDOB00j9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\njBoZ6R9QbwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "pylab.rcParams['figure.figsize'] = 16, 12\n", "pylab.rcParams[\"font.size\"] = \"20\"\n", "\n", "plt.boxplot([[-np.mean(Run2_x)/10,-np.mean(Run4_x)/10,-np.mean(Run6_x)/10,-np.mean(Run8_x)/10],\n", " [np.mean(Run1_x)/10,np.mean(Run3_x)/10,np.mean(Run5_x)/10,np.mean(Run7_x)/10]],0,'',vert=False)\n", "plt.yticks([1, 2], ['Following sea','Head sea'])\n", "plt.ylabel('Direction')\n", "plt.xlabel('Distance behind marker p2 [cm]')\n", "plt.axvline(129,ls='--',label='LCG')\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 19, "metadata": { "ExecuteTime": { "end_time": "2018-05-22T11:45:53.545582Z", "start_time": "2018-05-22T11:45:53.249885Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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AAFvGzJHb3UMubQYAAIANJ1wBAAAYDZELAADAaIhcAAAARkPkAgAAMBoiFwAAgNEQuQAA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\nJGlimORKkiRJkibG/wcMXnOQURS47AAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "pylab.rcParams['figure.figsize'] = 16, 12\n", "pylab.rcParams[\"font.size\"] = \"20\"\n", "\n", "plt.boxplot([[np.mean(Run1_z)/10,np.mean(Run3_z)/10,np.mean(Run5_z)/10,np.mean(Run7_z)/10],\n", " [np.mean(Run2_z)/10,np.mean(Run4_z)/10,np.mean(Run6_z)/10,np.mean(Run8_z)/10]],0,'')\n", "plt.xticks([1, 2], ['Head sea', 'Following sea'])\n", "plt.xlabel('Direction')\n", "plt.ylabel('Distance above marker p2 [cm]')" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "ExecuteTime": { "end_time": "2018-05-22T11:45:53.904875Z", "start_time": "2018-05-22T11:45:53.547198Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Sup0ad6KK1/EY6Psf+HQ8vPDnDQ/0liRJUoW66qqrCMMwtinD4JpXKfHkLoAHj4alc+G4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\nGqlqancQnPMu7PP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9z7W4SpK0KbUbR+eeX/gx/OFqWDQLHjwK7ukT/T1aXEZ/J0uSKlRp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\n0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hMLPANTVwAA4GyGNxmuWiVqafS20Tp17pTVcQAUIsM0TaszXFdoaKgZHh5udYxcMbOy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\nGkraIelhwzD63HRqAAAAAIBTu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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(Run2_z,'-*',label='2')\n", "plt.plot(Run4_z,'-*',label='4')\n", "plt.plot(Run6_z,'-*',label='6')\n", "plt.plot(Run8_z,'-*',label='8')\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "ExecuteTime": { "end_time": "2018-05-22T11:45:54.281746Z", "start_time": "2018-05-22T11:45:53.906837Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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6f/z5NidBOClzexQXHaWzJ3NZgd0o2RgSl8Ol2vZa7W/db3cUACFuxZYard1R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j5qRwHgs52f8cHWD+gd2ZsVA1fwXrf3CPMNQ6fV8X7399WOJ0SNsPDgQqyKlQFN5Wxsh5gaDJP8\nYNscQAHDF7Y/Tw1WO5kQQogLkCJb2FfncWAuh5Qv1E5yTSxWhTkbD9MpMoAWobWv6DkT4ibg6+7L\npORJWBWrgxOqy1pRQfmOnS6zHvvjHR8zbds07oi6g9dueg03rRsajYbekb1JOZ4ix3gJ4QRWxcpP\nB3+iU0gnwmpffImNqIKeU0Fz1pFobl4Qcw88sUu9TEIIIS5KimxhX0HR0PR2SPkMTNVvnfKav05w\npKCMEVcwin2av6c/T3d8mp05O/l+//eOC+cCynbsQDGZXKLI/mj7R8zYPoM7G9/Jqze+ipvW7cy1\nxMhErIqVFRmy6ZkQjrbx6EayS7IZEC2j2HZnroRfJsCyp22zxdDYlmVZKsCjNvjWu2wTQgghnE+K\nbGF/8eOgNAd2Vr+Cc9aGDOr7edKz5dW9cOkT1Yf40Hg+2PoBx0uPOyid+owGA2g0eMd2UC2DoijM\n2D6DmTtm0q9xP6Z0mYJOqzvnnsZ1GtPUvynL0peplFKImmN+6nzqeNQ5sx+CsJPCI7ZNzlI+gy7j\noUEcxI2Ch1ZD7Egokc3PhBDCVUmRLewvsiuExNiO81IUtdNcsQMnitlwKI/74xvhpru6/zU0Gg0v\nxb+ExWrh9U2vOyih+soMBjyaNUPn56dK/4qiMH37dD7e8TH9m/Rnyo3nF9inJUYmsiNnB9kl2U5O\nKUTNkVeWx9qstfRt3Bd33cU3ihRX6dBa+KSr7bSOQV9Dr6lw77fQ513b79c+78KQuWqnFEIIcRFS\nZAv702gg/jHI3Q8HV6ud5orN3pCBu5uWIR3Dr+n5Yb5hjG03ll+zfmXN4TV2Tqc+xWTCuG27alPF\nFUVh2rZpfLrzUwY0HcCkLpPQai7+I+z2iNsBWJ6+3FkRhahxFh1ahNlqlrOx7cVqhd/fgjn9wScI\nxqyFlv3UTiWEEOIqSZEtHKPV3eAbCsnT1U5yRQqNJhZszaZf2/oE+Fz7aMywlsNoHtCc1za9RnFl\nsR0Tqq98zx6UsjJVimxFUXh/6/t8vutz7om+h5fjX75kgQ22Nz3aBLaRKeNCOIiiKCxIXUD74PZE\n1YlSO071V1YA8+61HdPVegA8tAYCm6qdSgghxDWQIls4hps73DAG0n6D466/++mPW7IoM1mu6Niu\nS3HTujExfiK55bl8sPUD+4RzEUaDAQDvjs4tshVF4d0t7/Ll7i8Z3GwwL3Z+8bIF9mkJkQnsL9hP\n2qk0B6cUouYxnDCQUZQhx3bZw7Ed8MktcHAN9H4LBnwOHrXUTiWEEOIaSZEtHCduJOh9IHmm2kku\nyWJV+Dr5MB0j/GndoOprjVsHtmZo86F8v/97tp3cZoeErsGYYsA9Kgq3unWd1qeiKLxleItZe2Yx\npNkQXuj0whUX2GCbMq5Bw7IMGc0Wwt4WpC7AV+9Lr4heakep3rZ9A1/0AosJRi6FTmNsy66EEEJU\nW1JkC8fx8of298OuH6HomNppLuq3/SfJzDdWeRT7bOPbjyfUJ5TJGyZjspjs1q5aFIsF45YtTp0q\nrigKb6a8yZy9c7ivxX083+l5NFf5wjPYO5iOIR1Znr4cpRptwieEqyusKGTV4VUkRiXi5ealdpzq\nyVQOix6Hn8dB2A3w8O+2z0IIIao9KbKFY3V+BKxm2xEkLmrWhgxCantye6sQu7Xprffmxc4vcqjw\nEF/u/tJu7aqlYv9+rCUlTpsqrigK/9v8P7756xvub3E/z3Z89qoL7NMSIhPIKMrgr/y/7JxSiJpr\nSdoSKiwVDIyWDc+uSUEGfNkLts6Gm/8DDyyEWkFqpxJCCGEnUmQLxwqIghZ9IOULqCxVO815Dp4s\n4Y/UXO7vHI7+Ko/tupyuDbuSEJHAJzs/Ib0w3a5tO9uZ9dhOGMlWFIVXN73Kt/u+ZVjLYTzT8Zlr\nLrABeob3xE3jJruMC2EniqKQlJpEq7qtaB7QXO041U/qKtv66/wMGPId9HgZLnIUoRBCiOpJimzh\nePGPQfkp2P6t2knO83VyBu46LUNuuLZjuy7n2RuexdPNkynJU7AqVof04QzGlBT0DRuiDw11aD9W\nxcrUjVP5fv/3jGw1kglxE6pUYAPU8axDfP14lmUsq9b/BkK4il25u0gtSGVAtGx4dlWsFlj7Gsy9\nB/zC4OHfoHmi2qmEEEI4gBTZwvHCOkGDONg40/Yiw0UUlZuYv+UIfdqGEljLwyF9BHoF8p/Y/2A4\nYWDhwYUO6cPRFEXBmGJw+Ci2VbHyysZX+OHAD4xqPYqnYp+qcoF9Wu/I3hwvPc72k9vt0p4QNVlS\nahJebl4kRkqBeMVK82DuQFj3BrS9Fx5caZvpJYQQ4rokRbZwPI0G4sdBfhrsd51dnucbjmCstDCy\nS6RD++nftD+x9WJ52/A2uWW5Du3LESoPHcJy6hTeHTs6rA+rYmVK8hTmH5jP6JjRPNnhSbsV2AC3\nht+Kh85DzswWoopKTaUsS19G78je+Oh91I5TPWRvgU9vgYz10PcDuGsmuHurnUoIIYQDSZEtnKPF\nneAXDskz1E4CgNWq8HVyBh3C6xDTsOrHdl2KVqPl5fiXKTeX8+bmNx3alyM4+nxsq2Jl4oaJJKUm\n8XCbhxnffrxdC2wAH70PXRt2ZeXhlZitZru2LURNsjR9KWXmMjkb+0ooChi+hC8TAA2MWgGxI+R4\nLiGEqAGkyBbOoXODzmMhc4PtXX2VrTuQQ0aefY/tupQovyjGtBnDsoxl/H7kd6f0aS/GzSm4BQej\nDwuze9sWq4WX/nyJhQcXMrbtWB5r/5jdC+zTEiMTyS/PZ/PxzQ5pX4iaIOlAEk39mxITGKN2FNdW\naYSFY2HJUxDZFR5eBw06qJ1KCCGEk0iRLZyn/f3gUdslRrNnbcgg2NeD3q0du5HX2R5s/SCN/Roz\ndeNUjCaj0/qtCkVRMBps67HtXfyeLrAXHVrEo+0e5dF2j9q1/X+7qcFN+Oh9ZMq4ENdoX/4+9uTt\nYUDTAQ57M+y6kHcIvugJO+ZBt//C0B/BO0DtVEIIIZxIimzhPJ61IXY47FkIp7JUi5GWU8K6Aznc\n16kR7m7O+19Ar9MzsctEjpUeY/r26U7rtypMWVmYT57E+wb7rsc2W8288OcLLE5bzGPtHmNs27F2\nbf9CPN086RHegzWH11BpqXR4f0Jcb+YfmI+71p0+UX3UjuK69v0Cn3aDomy4bz50ew608lJLCCFq\nGvnJL5zrhodtnzd9rFqEr5MPo9dpuLeT/ac/X0774PYMih7E3L/msid3j9P7v1rGFPufj222mnl+\n/fP8kvYLT3R4gofbPmy3ti8nISKBYlMx67PXO61PIa4HZeYylqYtpWdET/w8HLuPRbVkMcPqSTBv\nqG3X8DHroOltaqcSQgihEimyhXPVCYNW/WHr11Be5PTuSyrMzN9yhDtiQgn29XR6/wBPxj5JXc+6\nTEqe5PKbcBlTUtD5++PeuLFd2jNbzfz3j/+yLH0ZT3Z4kodiHrJLu1eqc/3O1PGoI1PGhbhKKzNW\nUmwqlg3PLqTkJMy5C9a/Z9vYbNQK8G+kdiohhBAqkiJbOF/8OKgoshXaTpa05QglFWZG3OjYY7su\nxdfdl+c7Pc++/H18s/cb1XJcCXuuxzZZTTz7+7Msz1jOf2L/w4MxD9oh4dXRa/X0atSLdUfWVZt1\n8UK4gqTUJCJqRxBXzzGnDFRbmZvgk65wJAX6zbQd0aVX5w1cIYQQrkOKbOF8DTpAoxttU8YtzhvJ\ntVoVZidn0DasDu3C6jit3wvpEd6D7mHdmbF9BlnF6q1PvxTTsWOYjhyxy9FdpwvslYdXMiFuAiNa\nj6h6wGuUEJlAmbmM37J+Uy2DENXJoVOH2HZyG3c3vVs2PDtNUWDjxzArEdw84cFV0P4+tVMJIYRw\nEVJkC3XEj4PCLPjrZ6d1+cfBXNJyShnRRf1pfBqNhuc7PY9Wo2XqxqkoiqJ2pPOcOR+7iuuxTRYT\nE36bwKrDq3im4zMMbzXcHvGuWWy9WIK9glmWIVPGhbgSSalJuGnduLPxnWpHcQ0VJZD0ICx/Fpr0\nhDG/QWgbtVMJIYRwIVJkC3VE94aAxrBhum1EwAlmb8ggsJYHiTHOO7brUkJ8QniiwxNsOLqBX9J/\nUTvOeYwpBrS+vng0a3bNbZgsJv5v3f/xa9avPHfDczzQ8gE7Jrw2Wo2W2yNvZ332egorCtWOI+yh\n+Dh81RuKT6id5LpTaalk8aHFdA/rTl2vumrHUV/OAfi8B+z5CXq8DEO+BS91Z0YJIYRwPVJkC3Vo\ntRD/KBzdCpkbHd5dRm4pa/efZGincDzcdA7v70oNbjaYNoFteHPzm5wqP6V2nHMYDQa8O3RAo7u2\nv69KSyVP/fYUv2X9xvOdnue+Fq4zlTIxMhGz1cyvmb+qHUXYw7o3bT9H1r2hdpLrzprMNZyqOMXA\npgPVjqK+PQvhs+5QmgsP/AQ3/0eO5xJCCHFB8ttBqKftUPDyh2THnxn9dfJhdBoN93UKd3hfV0On\n1TGxy0SKK4t52/C22nHOMOflUZmWds3rsSssFTy59knWHVnHS51f4t7m99o5YdW0qtuKMN8wlqYv\nVTuKqIqpwTDJDwxfgGK1fZ7kB68Eq53supF0IIkGtRrQuX5ntaOox2KCFS/Aj8MhuAU8/DtEdVM7\nlRBCCBcmRbZQj7s3xD0I+36BvEMO66a0wsyPhiwSY0KpV9v1dn2N9o9mZOuR/HzoZzYec/yo/pWo\nyvnYFZYKnlj7BH9k/8HL8S8zqNkge8erMo1GQ0JEApuPbya3LFftOOJajTOAb/3zH7dUwDvNYVYf\nWPwkJM+AAyshP82pmy1Wd1lFWWw6von+Tfqj1dTQlwvFx2F2X9ubwTc8DCOWgl8DtVMJIYRwcW5q\nBxA13A2jYcM0207jiW85pIsF27IprjAzvEuEQ9q3hzFtxrAiYwVTkqew4M4FeLqp+2aA0WBA4+WF\nZ6tWV/W8cnM5T6x9guSjyUyKn8SAaNc9UzcxMpHPdn3GyoyVDG0xVO044mpZTLDyeSg+CmjAzR3M\nldC4O0TcBLkHIS/Vtnb27KUYOnfwj4TAplC3ie0jsCnUbQo+sub4bEmpSWg1Wu5qcpfaUdSR8Sf8\nOAIqS2DAFxAjU+aFEEJcGSmyhbp8QyDmHtj2DXT7L3gH2LX5E4VlvPrLXpqH+NIh3HU3p/F08+Tl\n+Jd5aOVDfLLzE57o8ISqeYwGA97t26HR66/4OWXmMp749Qk2HtvI5C6T6d+0vwMTVl0T/yY0qdOE\nZenLpMiubixmSHoI/loMwa0gvDPEjQTDV1BywrZW9mylebaCO+8g5J71+cAKsJr+uc/L/+/CuykE\n/v25bhMIiKpxZx+brCYWHlxI1wZdqedTT+04zqUosOFDWD0JAiJh+CLbNHEhhBDiCkmRLdTX+VHY\nPhe2fHX+i+Mqev6n3ZSbrPh7u7v8+a6dQjvRr3E/Zu2eRUJEAs0Crn1X76qwFBZSsX8/vuMfu+Ln\nlJnLGP/reDYf28wrN75Cvyb9HJjQfhIjE5m2bRpHS45Sv9YFph0L12O1wE8Pw96F0OtV6HLW92mf\ndy/8HJ+6to/wf60rtpihMPOfUe/TxXfaWtjx7Vk3aqBO+IVHv2vXBxf/2XItfs/6nbzyPJeejeIQ\n5UXw86O2N3Ba3An9ZoBnbbVTCSGEqGakyBbqC2kNUd1h06cQP9427bOKmr24jAqz9cyfk9PyiHju\nFzzctOyf2rvK7TvKhLgJ/JH9B1OSp/B176/RaZ2/E7pxy1ZQlCtej200GRn/63hSjqfw6k2v0rdx\nXwcntJ+EiASmbZvG8ozljGo9Su044nKsFlj4KOyeD7dNOrfAvhY6N9sodUAU0OvcaxXFtr0izox+\n/12EH04GU+k/9+m9oW7jv0e/zyrC6zap1sXZ/NT5BHsFc1ODm9SO4jwn9sL390NBBvSaCvGPXZdv\noAghhHA8KbKFa+jyGHwzAHYnQbuq70T9xzPdeXzeNjam5QPgqddye6sQXrjDtSqLSjkAACAASURB\nVKf81fGswzMdn+G5P55j3v55qhx7ZTQY0Oj1eLVte/l7TUbGrRnH1pNbee3m1+gT1ccJCe0nrHYY\nMYExLE+XItvlWa2w6HHYOQ9ufRFuesqx/Xn4Qv12to+zKQoUH/tn2vnpIvzoVtvouvLPm3vUCvl7\n1LvJuUV4nUa2At9FHS89zp/ZfzK6zWjctK6b0652/gCLn7D9uw9fDBE3qp1ICCFENVZDfnsKl9e4\nBwS1sO0C3HZIlUcP/Lz17MkuAsDDTUuF2YqvhxvBvq6/rjIxMpHFhxYzbes0eoT3IMQnxKn9Gw0G\nPNu2Qevhcen7TEbGrh7L9pztvH7T6yRGJTopoX0lRCTwluEt0gvTifSLVDuOuBCrFZY8Cdu/gVue\ng65Pq5dFo7FNEa9dH6JuOfeauQLy022j3rmpf4+Ep8LeRVCW/899Wr1trW/dprZR8NNTzwObgndd\n1UdPf0r9CYC7m96tag6nMFfCiuch5TMI7wL3fGXbK0QIIYSoAimyhWvQaCB+HCx6DNLXVfkM0i/X\nZ1BcYebW5sFM6NWMbzdnklNcbpeojqbRaHix84v0/7k/r258lWm3TnPaenJLSSnle/ZQd/RDl7yv\n1FTKo6sfZUfODt64+Q0SIhOcks8REiITeNvwNsvTlzO23Vi144h/UxRYOgG2zrbt2dDtObUTXZyb\nBwQ3t338mzH/3Knnp4vwg6vAUvnPfZ5+5089D2wKAY3P33yt+DjMHwkDZ4GvfTYns1gtLDi4gPj6\n8TSodZ0fVVV4BH4YDtkG29Tw2yaB7so3exRCCCEuRops4Tpi7oE1k22j2VHdrrmZY4VlfPhrKr1a\n1uPTYbZ1xVPvam2fjE7S0Lch49qN450t77A6czU9G/V0Sr9l27eDxYJ3XMeL3lNSWcLY1WPZlbuL\nN7q+we0Rtzslm6MEewcTFxLH0vSlPNL2EZffIK9GURRY/hwYvoAbn4BbX1J9lPeaeQeA9w0QdsO5\nj1stcCrz3KnneamQtg52fHfWjRqoE3bW7udN4eBq2xrxdf+DPu/ZJeaGoxs4Xnqcp+NUnC3gDIfW\nQtKDtpHse2ZDqxp6TJkQQgiHkCJbuA69J9wwBta+Cjn7Iejadtd+bek+LFaFl/q0tHNA57q/5f0s\nTV/K65tep1NoJ2q7O34TJaMhBXQ6vNu3u+D14spiHln9CHtz9/LWLW85rfh3tISIBF7Z+Ar78vfR\noq5rr9uvMRQFVr4Imz6GzuPgtsnVt8C+FK3ONnU8IBKa/uv/p4oSyD90/vrvQ5+ce5/hS9uHVgeD\nvrGtI/cNvaa/r6TUJAI8A+ge1r0KX5QLs1ph/Tvw66u23zGDv7G9YSGEEELYkVbtAEKcI24UuHna\nRrOvQfKhPBbvOMrYbo0JC/DGdPIkGfc/gDknx85BHc9N68bELhPJK8/j/S3vO6VPY4oBz1at0Pr4\nnHetuLKYR1bZCuy3b3n7uimwAXo26ombxo1lGcvUjiLAVmCvngjJ0+GGh+H2V6/PAvtyPGpBaFuI\nGWibJj/gc3h4HfzfPmjeB3R/75ug0YFHbVsBOe9eeLcFvB0Nc++xFZP7foHCbNvf6yXkluWyLmsd\n/Rr3Q389TpsuK4B5Q+HXqdB6ADy0RgpsIYQQDiFFtnAtPoHQ9l7YMQ9Krq4wNlmsTFq0h4b+Xjxy\nS2MAcj6cTtmWLeTMmOmItA7Xqm4r7m9xPz8e+JGtJ7Y6tC9reTnlO3de8Oiuosoixqwcw978vbzT\n7R16NOrh0CzO5u/pT+f6nVmevhzr2btDC+dTFFsR9OcHEPcg9H6jZhbYl1I7FHyCwWqyvSmJYltu\n83w2jFoJvd+EJrfZ1hz/8batsHyvJbzdFL4ZaPv7/WvJeYX3woMLMSvm63PDs2M74dNutin2vd+y\nvWHhUUvtVEIIIa5TMl1cuJ7Oj8KWryDlc+j+3yt+2pzkw+w/UcynD8SSEReLUlFx5tqpefM4NW8e\nGg8Pmu/Y7ojUDjOu3ThWH17N5OTJ/Nj3R9x1VT9H/ELKdu5EMZnw7nhukV1YUciYVWNILUjlvW7v\n0S2sm0P6V1tiZCLPr3+enTk7aRd84enywgnWvWErDDsMh8S3pcC+mNKTEDsS4kaC4SsoOQHuPhDe\nyfZxWqURTuyGo9vh2Hbb50Nr/jlqzCcIQtthDW3LgpzVxNWNIaJ2I3W+JkfZNhd++T/wCoCRS89f\nFy+EEELYmRTZwvUERUN0gq3IvulJ0Htd9ik5xRW8t+oAt0QH0bNlPcyrVpL9xJOUbdt25h6fLl2o\n/8b/HJncIbz13rzQ+QXGrRnHF7u/YGxbx+yAbTQYQKPBu0OHM48VVhQyeuVoDp46yPvd36drw64O\n6dsVdA/rjofOg6XpS6XIVsvvb8Fvr0O7+6HP+6CVyVYXNWTuP//d592L3+fubSsqzy4sL1B4p2Sv\nJyskiEezDsDeJrZ13aHt/vns17D6veFhKodlz9h2po/sCgO+hFpBaqcSQghRA0iRLVxT/GMwuw/s\n/B5iR1z29jeW76PcbGFi35ZoNBrcAgKoOHgQAI27O0plJaXJyZRu2oxfnzscHN7+ujbsSu+I3ny2\n8zNuj7idKL8ou/dhTEnBo1kzdH5+AJwqP8XoVaNJO5XGB90/4OaGN9u9T1dSy70WXRt2ZUXGCp7p\n+AxuWvnx6FTr37NNY24zBO6cJgW2I12g8E767T/Uzv6Tnjc/Csd324rvQ++BYrHd4B1oWx9ev331\nKLwLDsMPw2xfx83/ge4v2DaGE0IIIZxAXkUK1xRxE4S0geSZ0H7YJV9wbzlcwPwtRxjbrTFRQbY1\ndoVLlmAtLsbnxhsJfnoC+XPmULzmV45OmIDpyBHqPjym2h3V9MwNz/Dn0T+ZvGEyXyV8hVZjvyJE\nqaykbNt26gwcCEBBeQGjV44mvTCdabdO48YGN9qtL1fWO7I3qw6vIuV4CvH149WOU3NsmA6rJ0Hr\ngXDXTCmGnKygvIDVWWsZ1GwQHjecNVPGVPZPwX161Hv92YV33XNHu+u3A78w9Qvv1FWQ9JBtvfmQ\n76B5orp5hBBC1DhSZAvXpNFAl/GwYLRto5roXhe8zWJVmLhoNyG1PXmsexMAFJOJ3Bkz8WjRgrDP\nPkWj1VL/1VexTqzk2AsvkvP++1RmZRI6aRIaffXZQTfQK5AJcRN4ecPLLEhdwMDogXZru3zvXpTy\ncrw7diS/PJ+HVj5EZlEmH/b4kC71u9itH1d3c4Ob8dH7sCx9mRTZzrLxY1j5ArS8C/p/IgW2ChYf\nWozJajp/wzO9F4R1tH2cZiqDE3vg6La/i+8dsP79fxXebf8puuu3d17hbbXY1vSvexPqtYbBX0OA\n/Wf9CCGEEJcjRbZwXa36w6q/j/G5SJE9LyWT3dlFfHhve3w8bN/OpxYuxJSVRcOZM9GcNQKudXen\n/ptv4B4WRu7MmZiOHqXhBx+gq+3486ft5a4md7E4bTHvGt7lloa3EORtn/WFRoMBgIrWUYxZ8SBH\nio8wvcd0Ood2tkv71YWnmye3ht3K6szVvNj5RYdtMif+tvkzWP4stOhr2+1ZJ7+SnE1RFJJSk2gT\n2IZo/+jLP0HvBQ3jbB+nmcr/Lry3/lN4b5gGVrPtulfA+Wu864Tbt/A25ttGrw+tgbZD4Y53bNPi\nhRBCCBXIKxrhunR66PSw7bzcYzshtM05lwtKK3lrxX46RwXQp00oANbKSnI/+gjPNm2o1b3beU1q\nNBqCHh+PPiyMYy+/TMbQoYR/8gn6Bg2c8RVVmUaj4eXOLzNg0QDeSHmDt2952y7tlqakoItsxOiU\nCWSXZDO9x3Q6hXa6/BOvQwmRCSxOW8yf2X/SPby72nGuX4avYOkEiO5t25DqejyXuRrYnrOdtMI0\nJneZfO2N6D2hYazt47TThfexbf9MNf934R3a9tziu06jayu8s7fAD8NtO6z3/cC2M73aU9aFEELU\naFJkC9cWO9w29W/jTOj/8TmX3l65n+JyM5PvbH1mffWp+fMxHz1G6OQpl1xzXaf/XehDQzkyfjzp\ng4cQ9tFMvGJiHPql2EuEXwRj2oxh+vbp9I3qyy1ht1SpPcViwbhlC8mt3DhaamXmbTPpGNLx8k+8\nTsXXj8fPw49lGcukyHaUrXNgyZPQtBcMmg1uMmNALfMPzMfbzZuEiAT7Nnyxwvvk31PNzxTeH55V\nePv/s7na5Qrv4uMwfyQ0vR3Wvgq1QmDUCmjQ4fx7hRBCCCeTIlu4Ni9/6PAApHwBPSZCbduI9e7s\nQr7dnMnILpE0C/EFwFpeTt7Hn+DVoQM+N11+oy6fzp2ImPcdWWMe5vADw2jw9lv43nabQ78cexnV\nehTLM5YzddNU4kLi8NH7XHNbx3dsRCkpZVuoJzN7fEZcSNzln3Qd02v19GzUk1/SfsFoMuKtlymn\ndrX9O1g0HhrfCoPmgJuH2olqrKLKIlZmrKRP4z7O+T7Xe0KDWNvHaWcK77PO8b5Q4X32VHP/CFj7\nGhzeYPtochvc/Rl4Bzj+axBCCCGugJyRIlxfp0dsm+ps/gQAq1Xh5Z93U9fHnSd7Nj1zW8G8eZhP\nniTo8ceveOdwj8aNifh+Hh7R0RwZ/zh5s2ahKIpDvgx70uv0TIyfyInSE0zfNv2a2zlReoKv5z4H\nwMj73qzxBfZpiZGJlJnL+P3I72pHub7s/BEWjrWdWTzkW1vRJVSzNG0p5ZZyBja13yaKV+104d3x\nQbjzQ3jkD3j+KIxeC33egxZ32tZbJ8+AH0fAtHYwuY7t7OvTDq6Gd5ur9iUIIYQQ/yZFtnB9AZHQ\nvA8YvoSKEhZsy2Zr5ime692C2p62dZxWo5G8zz7Hu3NnfDpf3Vpit8BAGs2ehW/Pnpz83xuceGUq\nitnsiK/ErtoFt2NQs0HM/Wsuu3J2XfXzj5ceZ9SKUTQ4dApraBDtY3o6IGX11CG4A8FewSxNX6p2\nlOvH7iT4aYzteL5759k20BKqOb3hWfOA5rSs21LtOOdy87BN+44bZTsz/ZE/4PlsW+F92yTwj4TT\nRxi6eUHMPfDE1f8MFEIIIRxFimxRPXQZD+WFlBnm8L9lf9EhvA53t/9ns7L8uXOx5OUR9Pjj19S8\n1suLBu+/R8CoURR8+y1Hxj2GtbTUXukd5okOTxDkFcTk5MmYrKYrft7pAjuvLJcOxzzx73yTA1NW\nPzqtjl4RvVifvZ6iyiK141R/e3+GpNEQ1tlWYMuuz6rbm7eXffn7GNB0wBXP/FHV6cL7pqcg6u+9\nEtw8wVIBHrXBt566+YQQQoizSJEtqoewG6BhR8p+/5CC0nKm9GuNVmt7YWgpKSH/8y/wuflmvDu0\nv+YuNFot9Z55mpCJL1Pyxx9kPPAAphMn7fUVOISvuy/Pd3qe/QX7mbN3zhU951jJMUYuH0lBeQGf\nNp2IprAE7ziZJv5viZGJmKwm1hxeo3aU6m3fLzB/lO3Ip/t+AI9aaicSwPzU+XjqPLkj6g61o1y9\n0pMQOxIeWm37XHJC7URCCCHEOaTIFtXG0ZYPElCRzeRmh2ndwO/M4/lff42lsJCgx8fbpR//e+8l\n7OOPMGUcJmPwYMr37bNLu47So1EPeoT3YOb2mWQVZV3y3qMlRxm5YiSFFYV82vNTwg4VAuDdUYrs\nf2sd2JqGtRqyLH2Z2lGqr/3LbUcrhbaD++aDh6/aiQRgNBlZmraUXhG98HWvhv8mQ+ZCn3chJMb2\nechctRMJIYQQ55AiW1QLiqLw9K5wsglisGnRmccthYXkfzWLWrfeatcjuGp17Uqjb+eConB46H2U\n/PGH3dp2hP/e8F/ctG5M2Tjlohu3HSk+wsjlIymqLOKzXp8RExSDMcWAW3Aw+rAwJyd2fRqNht6R\nvdl0fBN5ZXlqx6l+UlfDDw9ASGu4Pwk8a6udSPxtecZyjGYjA6NV3PBMCCGEuI5JkS2qhV92HePP\n9FMcbT4SffYmOLIFgLxZs7AWF9ttFPtsns2bE/HD9+gbNSLrkbEUzPve7n3YSz2fejzZ4Uk2HtvI\nkrQl513PKs5i1IpRlJhK+LzX57QKbIWiKBgNBrw7dqweazJVkBCZgFWxsvLwSrWjVC+H1sK8oRDU\nHO5fAF511E4kzpJ0IIkovyjaBbVTO4oQQghxXZIiW7i80gozr/7yF63q16ZDv/Hg4QfJ0zEXFFAw\n+2t8b78dz+aOOb5FX68ejebMweemGzk+aRIn3noLxWp1SF9VNajZINoGteXNlDcpKC8483hWka3A\nNpqNfN7r8zM7CZsyMzGfPClTxS8h2j+aJnWasDx9udpRqo/03+G7IRDYFIb9LGcXu5gDBQfYmbuz\n+mx4JoQQQlRDUmQLlzdj7UGOFZYzpV8rdF61IXY47P2Z/BnvYS0rI+ixcQ7tX1fLh7AZM/Afei/5\nX3xJ9pNPYS0vd2if10Kr0TIxfiIllSVM3TiVEctHsP3kdkasGEG5uZwven1Bi7otztxvNBgAZNOz\ny+gd2ZutJ7dyrOSY2lFcX8af8O1g2xFLUmC7pAWpC9Br9fRt3FftKEIIIcR1S4ps4dLSckr47I80\nBnRoSGyjv1+wd3oEc7mO/O8XUPuOO/Bo2tThOTRubtR76SWCn32W4lWryBw+AnOe663TberflJGt\nR7Ly8Eq2ntjK6JWjMVlMfN7rc5oFNDvnXmOKAZ2/P+6NG6uUtnpIiEgAYEXGCpWTuLjMjTD3HvBr\nCMMXgU+g2onEv1RYKlh8aDG3hd+Gv6e/2nGEEEKI65YU2cJlKYrC5MV78XTT8WzvswpEvwbknohB\nMZsJHD3MaXk0Gg11R46gwbQPKN+/n4zBQ6hIS3Na/1ci9ptYPtv1GQAKCuWWcgoqChi6dOh59xoN\nBrzj4mTK6GWE1w6ndd3WLE1fqnYU15WVAt8MhNqhMHwx1ApWO5G4gFWHV1FUWcSA6AFqRxFCCCGu\na1JkC5e1+q+TrDuQw5M9own29TzzuOn4cU6l5OIXUYZH3m9Oz1W7Z08afT0ba1kZGUPupXTTZqdn\nuJjldy8nMTIRd607AO46d+6IvIMVA84dhTUdO4bpyBFZj32FEiIT+Cv/LzIKM9SO4nqyt8A3d9tG\nrocvBt8QtROJi0g6kESYbxgdQzqqHUUIIYS4rkmRLVxSucnClCV7iK5Xi2Hxjc65lvvJJyiKQmCv\nZrDxY7CYnZ7Pq00bIr7/HregIDIfeohTCxc6PcOFBHkH4aP3wWQ14a5zx2Qx4ePuQ6DXuVN3ZT32\n1UmISECDhmUZcmb2OY5uhzn9wcsfRiyB2vXVTiQuIqMwA8MJA3c3vRutRn71CyGEEI4kv2mFS/pk\nXRpZ+WVMurMVet0/36am7GxOzU+izoABuCc+BUVHYK86Ba57wwZEfPct3rGxHHvuv+R8OP2iZ1Q7\nU355PoOaDeLbxG8Z1GzQBc94NqYY0Pr64tGs2QVaEP9Wz6ceHep1YFn6Mpf4N3YJx3fB1/1su/2P\nWGJbiy1c1oLUBbhp3LiryV1qRxFCCCGue25qBxDi37Lyjcz87SB92oTSpfG5I7A5H32EBgh85GGo\nVw/qNoHk6dB6AKiwtlhXuzbhn37CsYmTyJ0xA9ORLEJeeQWtu7vTs5z2fvf3z/z3i51fvOA9xpQU\nvDt0QKPTOStWtZcYmcgrG1/hQMGB8zaRq3FO7IHZd4K7j22TszrhaicSl2CymPj50M/cEnbLebNa\nhBBCCGF/MpItXM7UX/ai1Wh44Y4W5zxeefgwhT8tpM7gwehDQ0Grhc6PwtFtkJmsUlrQuLsT+tqr\nBD3xOIU/LyLrwYewnDqlWp7LMefmUpmeLuuxr1LPRj3RaXSyAdrJfbYC283DtgY7IFLtROIy1mat\nJb88nwFNZcMzIYQQwhmkyBYuZd2BHFbsOcH4Hk0I9fM651ruzJlo3NyoO2b0Pw+2vRe8AiB5hpOT\nnkuj0RA4diz133qLsu3bybh3KJWZmapmuhijYQsA3h1l86Or4e/pT+f6nVmevrzmThnPOQCz+4JW\nB8OXQF05/q06SEpNItQnlC71u6gdRQghhKgRpMgWLqPSbGXyoj1EBvrw4E3njo5VpKVRuHgJ/kOH\nog8+63ggd2/o+CDs+wXyDjk58fn8+vYh/KsvseTnkzF4CMZt29SOdB6jwYDGywvPli3VjlLtJEYm\ncrT0KDtydqgdxfnyDtkKbBTbCHZgE7UTiSuQXZJN8tFk+jfpj04ry0OEEEIIZ5AiW7iML/9MJy23\nlIl9W+Lhdu6Lwdzp09F4elJ39EPnP7HjaNDpYeNMJyW9NO+4OBrN+w6try+ZI0ZStHy52pHOYUxJ\nwbt9OzR6vdpRqp1bw27FXevOsvQatst4frqtwLaabAV2UA1fk16NLEhdgEajoX/T/mpHEUIIIWoM\nKbKFSzheWM60Nan0bFmPbs2Cz7lWvv8ARUuXEXD//bgFBJz/ZN96EDMIts0FY76TEl+aR2QkEd/P\nw7NlS7KffIq8zz93iSnGllOnqDhwAC85uuua1HKvRdeGXVmRsQKL1aJ2HOcoOGwrsE1GGLYIgltc\n/jnCJZitZhamLuTG+jcS4iPnlwshhBDOIkW2cAmvLf0Ls1Xh5T7nT2HOnf4h2lq1qDtq5MUbiB8H\n5jIwfOnAlFfHzd+f8FlfUTuxNyfffofjEyehmJ1/pvfZjFu3gaLgI+uxr1lCZAJ55XmknEhRO4rj\nncqC2X2gogiG/QwhrdVOJK7C+uz1nCw7yYBo2fBMCCGEcCYpsoXqNqblsWjHUcbe0piwAO9zrpXt\n3kPxqtUEjBiBrk6dizdSryU0vhU2fwrmCgcnvnJaDw/qv/02dceM4dQPP5D1yFgsJSWq5TEaDGj0\nejzbtFEtQ3V3S8Nb8HbzZnm6ay0DsLvCbNsIdlkhPLAQQtuqnUhcpaQDSQR6BdK1YVe1owghhBA1\nihTZQlVmi5WJP++hob8XY7udv1NxzofT0Pr5ETB82OUbi38MSk7A7iQHJL12Gq2W4P97ipBXplCa\nnMzhofdhOnZMlSzGlBQ827ZB6+GhSv/XA083T24Nv5VVh1dhspjUjuMYRcdsBXZpLjywABp0UDuR\nuEonSk/we/bv9GvcD71W9l8QQgghnEmKbKGqORsPs/9EMS/1aYmn/tzNzozbtlG67nfqjhqFztf3\n8o01vhWCW9qO83KB9c//5n/PPYR9+gmmo0fJGDSYsj17nNq/paSU8r178Zb12FXWO7I3RZVFbDi6\nQe0o9ld8Ar6+0/aG1f1J0FC+X6qjhQcXYlWscja2EEIIoQIpsoVqcooreHflAbpGB9GrZb3zrud+\n+CG6gAAC7r/vyhrUaGxrs0/shrTf7BvWTmrdeCONvp0LejcOPzCM4rVrndZ32fbtYLHI+dh2EB8a\nj5+HH0vTl6odxb5KcmwFduERuO9HCO+kdiJxDayKlZ8O/kSnkE6E1Q5TO44QQghR40iRLVTz5vJ9\nlJstTOzbEo1Gc841Y0oKpRuSqfvQQ2h9fK680Zh7wCfYNprtojyjo4mYNw+PyEiOjHuM/G/mOqVf\nY0oK6HR4t2vnlP6uZ3qdntvCb2Nt1lrKzGVqx7GP0jz4up9tN/GhP0CjLmonEtdo49GNZJdky4Zn\nQgghhEqkyBaq2JpZwI9bjvDgTVE0Dqp1zjVFUcj5YBq6oED87x1ydQ27ecANY+DgKji5z46J7Usf\nHEyjOV9Tq1s3TkydyonXX0exOPZIKKPBgGerVlf3poW4qMTIRMrMZaw7sk7tKFVnzIc5/SD/EAyd\nB5E3q51IVMH81PnU8ahDj/AeakcRQgghaiQpsoXTWawKE3/eQ73aHoy/tcl5143JyRgNBgLHPIzW\ny+vqO4gbBW5ekDzdDmkdR+vtTcMPp+E/7AHyZ3/NkcefwGo0OqQva3k55Tt34t1R1tfaS2y9WIK8\ngliWtkztKFVTVgBz7oKc/TBkLkR1UzuRqIK8sjzWZq2lb+O+uOvc1Y4jhBBC1EhSZAun+z4li13Z\nhbxwR0t8PNzOuXZ6FNstJIQ6g+65tg586kK7e2HnD1By0g6JHUej0xHy/PPUe+EFStau5fCw4Zhz\ncuzeT9nOnSgmk2x6Zkc6rY7bI27nj+w/KK4sVjvOtSkvhDl3w4m9MHguNLlN7USiihYdWoTZamZg\n04FqRxFCCCFqLCmyhVMVlFby5op9dIoMoG+b0POul/7+O2U7dhD4yCNVO2aq8ziwVMD69+Gr3rYd\nk11YwAP303D6dCoOHSJ98GAqUlPt2r4xJQU0Grw7yFFM9tQ7sjcmq4k1mWvUjnL1yovgmwFwfCcM\nngPRvdROJKpIURQWpC6gfXB7oupEqR1HCCGEqLGkyBZO9c6q/RSXm5l0Z6vzNjs7PYqtb9CAOnf3\nr1pHgU0gujekfA6ZybDujaq15wS+t3an0Zw5KCYTGfcOpXSD/Y6HMhoMeDRrhs7Pz25tCogJjKFB\nrQYsT1+udpSrU1ECc++B7K1wzyxo1lvtRMIODCcMZBRlyLFdQgghhMqkyBZOszu7kG83ZfJA50a0\nCK193vXi1asp37uXwHHj0LhXcS3h1GA4sMw2mq0oYPgCJvnZHndhXq1bEfn99+jr1ydzzMOcSkqq\ncptKZSVl27bL0V0OoNFo6B3Zm43HNpJfnq92nCtTWQrfDoIjKTDwC2jRV+1Ewk4WpC7AV+9LrwiZ\nlSCEEEKoSYps4RSKojBx0R78vd15qmf0+detVnKnfYh7RAR+d9rhRf8TO6H1QNCc/hbXQnhnGL+t\n6m07mL5+fRp9OxefTp049sKLnHzvfRSr9ZrbK9uzB6W8XNZjO0hCRAIWxcKqjFVqR7m8SiN8N8Q2\nu+PuT6FVFWeMCJdRWFHIqsOrSIxKxMvtGjaMFEIIIYTdSJEtnOKnbdlsOVzAs72b4+elP+968fLl\nVKSm2kax3dwu0MJV8g0Bj9qAAlo3wAqZG+HLBNsZ2uVFVe/DgXS1ahH2FXex8gAAIABJREFU8UfU\nuece8j75hKMTnsZaUXFNbRkNBgC842LtGVH8Ldo/msZ+jVmavlTtKJdmKod5QyH9D7jrY4iRjbGu\nJ0vSllBhqWBgtPy7CiGEEGqTIls4XHG5ideW7qNdWB0Gdmh43nXFYiFn+gzcmzSmdqId14aWnoTY\nUTDmN4h7EBrEgV9DWPE8vNsSVrwABYft15+dafR6QqZMJug//0fR0qVkjhyFuaDgqtsxGgy4N26M\nW926DkgpNBoNCZEJbD25leOlx9WOc2HmCvj+PkhbC/2mQ9vBaicSdqQoCkmpSbSq24rmAc3VjiOE\nEELUeFJkC4f7YHUqeaUVTOnXCq1Wc971oiVLqExLI+ix8Wh0Ovt1PGQu9HkXQmJsn0evgVHLYPRa\naJYAmz6Gae3gh+GQlWK/fu1Io9EQOHo0Dd5/j/Ldu8kYMoTKjIwrfr5isVC2ZatMFXewxMhEAFZk\nrFA5yQWYK+GHYXBwNfT9ANrfr3YiYWe7cneRWpDKgGjZ8EwIIYRwBVJkC4c6cKKYrzZkMKRjOG0a\n1jnvumIykTNjJh7Nm+Pbq6dzQjXoAAM+hyd2QJfxttG9L26Dz3vCnp/AYnZOjqtQOyGB8NmzsBYV\nkzF4CMYtW67oeeX79mEtKZEi28HCa4fTqm4r15sybjHB/JFwYDnc8Q7EjlA7kXCApNQkvNy8zrzZ\nI4QQQgh1SZEtHEZRFCYt2kMtDzeevr3ZBe8p/PlnTJmZBD0+Ho3Wyd+Ofg2h5xR4ai/0fgtKc+DH\nETCtvUuu2/Zu356I7+eh8/cnc8RICpf8ctnnlJ1ej91RimxH6x3Zm715ezlc5CJLECxmSHoQ9i2B\n3m9Cx4fUTiQcoNRUyrL0ZfSO7I2P3kftOEIIIYRAimzhQEt3HWfDoTwm3N6MAJ/zj+RSKivJnfkR\nnjEx1OreXYWEf/OoBZ3GwPgtMHgu1An7Z9328uddat22e3g4EfO+w6ttW45OmEDuxx+jKMpF7zca\nDOjDwtCHhDgxZc10e8T/s3ffcVXW/R/HX182IigI7gEu1LIsTRvmXrjSUrOytL3Ttr/qTm3Xfdet\nliM1vetu251pDtwrt+bIbYriFkRFRZFx/f44aGiCqOec68B5Px8PHgfOucYbjyUfPt/RFoBpCdNs\nToKjwJ7wGGycCG3fg0aP251IXGRqwlROZZ7S3tgiIiIeREW2uETamUzembKROuXCuLdh5Ysec/R/\n/yNj3z5HF9v8fa622/n4Qu2O8ODUv+ZtL/8817zt5XYnBMC3ZEkqjf2CsM6dSBo8hP2vv4F15szf\njrOys0lbsVJDxd2kbEhZbix9I9MSpuX7iw+Xy86CX56E9f9zjNS45Wn7sohLJaUl8a8V/yKmRAx1\nI+vaHUdERERyqMgWlxg290/2HzvNW3dcg+9FFjvLTk8neeTnBN9wAyGNG9uQ8BLOzdteB7c+lzNv\nuzWMaeUR87Z9AgIo/+GHRD79NMd+/pnExx4nK/X84e1ntm8n6+hRFdlu1D6mPTuO7WDrka3uv/nx\nAzA2Dn56GP74EVr8A27r6/4c4jYfLP+AtMw0SgaW9IxfVIqIiAjghiLbGONvjOlrjBlnjFljjDlj\njLGMMXlOEDTG3GaM+cgYs8IYk2SMSTfGJBhjxhhjqudzXrAxZpAxZosx5rQx5pAx5kdjTO18zqlo\njBlrjNmXc5+dxpjBxpjwq/3evVVC8klGL0jgzhsr0CA64qLHHP3hBzIPHiSqb1/P/uGwRAVoPSjX\nvO1kj5m3bYwh6tlnKPf++6StWsXOe+/lzJ69515P03xst2sd3Rpf42vPkPF5H0LiYtg4AZq9Bk1e\ncn8GcYv6X9en7pd1mbFrBgCrD62m7pd1qf91fZuTiYiICIBx9bBGY0xJ4OzmvgeBM0Al4FHLssbk\ncc4BIApYDKwCMoFbgFuBk0Bry7KWXHBOIDAbuA1YCczJuU/3nHu2sCxr2QXnVMu5R2lgIrAZaAg0\nB7YAt1mWdbgg32eDBg2slTlFjTezLIsH/7OClTuPMOelppQODfrbMdlpafzZug2B1atT5cv/uD/k\n1cjOcqzUvGQY7FoEAaFw4wOOOa/hVWyLdXLpMvY89xwmIIBKI4bjV6YMCXd0AV9faixc4Nm/yChi\nnpj5BDtTdzLtzmnu+XN/p7RjH+wL+QXCG4dcf39xu6S0JN5e+jZzd88FIMg3iJaVW/LSTS8RGRxp\nczoREZGiyxizyrKsS3aw3DFcPA1oD5S3LKssMLYA5/wbqGRZ1u2WZfWzLOsly7JuA14HQoBRFznn\nBRwF9k9AI8uyXrUs616gG1AMGGuMufD7HY6jwH7OsqwulmX1tyyrRc79Y4F3L/u79XKzNx1i3pYk\n+rWqcdECG+DIt9+SdfgwUX2fc3M6J/DxhVodPG7edsjNjYj+7lt8goLYdf8D7H/tNbKOHMGnWDEV\n2G4WFxPH3hN7WZe8zj037LsOanf+62u/YKjbHfr+4Z77i9tFFYs6t4p9gE8A6VnphASEqMAWERHx\nEC4vsi3LOmNZ1jTLsvZfxjkfWpa17yIvfQicAq41xpQ6+6RxVBFP5Hz5imVZ2bmuNRFYCNQBmuY6\npxrQBtgJDLvgPgNwdMzvN8ZoT5QCOp2RxaDJG6hRuji9b42+6DFZJ05yeMwXhDRuTLEbb3RvQGfz\nsHnbgdWqkXnoENbp05z8bREAGYmJbKpVm83X13NrFm/WonILAnwCiE+Id88NQ8tC8jbH574BkJUO\ngWEQWsY99xe323diHwnHEqhWohrfdviWHrE9OHyqQIOuRERExA0K28JnFo6h4wBZuZ6vBlQGtlqW\nlXCR885OkGyR67mze0bNyF2UA1iWdRxYhKMDfvPVhvYWoxbsYHfKKQZ1vgZ/34v/1Try36/IOnqU\nqOeedXM6F8pv3vbiz+D0MbdFqTZrJqFx7SBnz3ETGEhYp45UnzXTbRm8XWhAKLdXvJ34nfFkZWdd\n+oSrlbIDkjZDZCw8OgfqPwgnDrr+vmKb0X+Mxs/Hj5GtRxIbEcsbN7/B4OaD7Y4lIiIiOQpbkd0d\nCAWWWpZ1NNfzsTmPeS3pm9PmoeZVniN52J2SxrC5f9LhunLcWv3iQxazUlM5PO4/FG/enODrrnNz\nQjfIvd92z28d+23PeB0+ucZt+237ly6Nb4kSYFmYgACsM2fwCSmOX1SUy+8tf2kX047kU8msOrjK\n9Teb/Tb4B0PvSVC2LnT8BHp+4/r7ii32ndjHL9t+4c4ad1I2pKzdcUREROQiCk2RbYyJAT7F0cl+\n4YKXS+Q85tUyPPt8yas858JMjxljVhpjViYlJeV1mFd4d8omfIzh9fZ5LuROyn/+Q3ZqatHqYl9M\n7nnbj82D2Lhc87YfcPm87czkw5Ts2ZPoH3+gZM+eZCYnu/R+8ndNKzalmF8xpiZMde2N9q6CDT87\n9sIOVcHlDUatG4Uxhkfq5rlBh4iIiNjMryAHGWN2ApezdPI3lmX1uqJEF79/aRxDvqOApy9cWdwu\nlmWNImcRtgYNGrh2mXYPtmBrEvEbDvBy21jKlwy+6DGZR46Q8uVXhLZpQ1DtvAvxIqf8DXDXaGg1\nEJaPglXjYONEqHiTozCq1Ql8C/SfYYFV+uzTc5+XG/CmU68tBRPsF0zzys2ZuWsmrzd6HX9ff+ff\nxLJg5gAoVsqxJoAUeXtP7GXinxPpVrObutgiIiIerKCd7O04trQq6MfFFi27IjkF9hwcw7v7WpY1\n/CKHne06l7jIa7mfzz3E/ErOkQucycxm4K8biC5VjEduj8nzuJSxY8lOSyPq2WfcmM6D5J633f5f\nkHbYtnnb4h5x0XGknkllyX4X/U7wz1mwcyE0fRWCwlxzD/Eoo9eNVhdbRESkEChQC82yrJauDnIx\nxphyOPa+roWjg32xAhschT3kPX+6Rs5j7vnXV3KOXGDcogR2JJ1k3IM3Eejne9FjMpOTSfn6G8I6\ndCCwRo2LHuM1AotDw0ehwUN/7bc943WY94FH7LctznNr+VsJCwhjasJUmlRs4tyLZ2c5utjhMY6F\nzqTI23N8DxP/nEj32O6UCdHK8SIiIp7MY+dkG2MqAvNxFNhP5FNgg6PTngjUzJm7faG4nMc5uZ6b\nm/PY5sL9s40xoTj23E4Dll5BfK9w4Nhphs7eRqvaZWgeWzrP4w6PHoOVnk7k00+5MZ2Hs3netrie\nv68/rau0Zm7iXE5lnnLuxdf9AIc2QMt/gF+Ac68tHmn0H6PxMT48fO3DdkcRERGRS/DIItsYUwVY\ngGNrrody5j7nybIsCxiZ8+VHuYtmY8wdwO3ARhxF+9lztgMzgGjg6QsuOQgIAf5rWdbJq/pmirD3\np20iI9vizY518jwm4+BBjnz3HSXuuIPAmLyHk3u1s/O2z+23Pe+v/bbX/+z2/bbFeeJi4kjLTGPB\nngXOu2jGaZjzruPvTZ2uzruueKzdx3cz6c9JdKvZTV1sERGRQsC5Ky7lwRjTH0dHGqBezuODxpjG\nOZ//ZlnWmFynzMNR/K4Coo0xAy9y2f9YlrUz19efAB2BbsAyY8xsHHtnd8fRkX7owv2wgaeAxcBQ\nY0xLYBPQCMce2luB1y/rG/Uiy3YcZuKafTzXojqVSxXL87jDn3+OlZ2tLnZBnJ233eRlWPsdLB0O\nPz0IJSpBoyfgxvshKK8lBMQTNSjTgMjgSOIT4mkb3dY5F13+OaTuga4jzu2HLkXbmD/GOLrYddXF\nFhERKQzcUmQD7YCmFzx3a87HWbmL7Oicx/o5HxczD9h59gvLstKNMa2B/sA9wPNAKvALMMCyrI0X\nXsCyrO3GmAbAWzkZ2wP7gSHAIMuyjlz6W/M+mVnZDJi0gQolg3myWfU8j8vYu5cj43+i5J13ElCx\nohsTFnLnzduefsG87ftz5m1H251SCsDXx5e20W0Zv2U8x88cJzQg9OoumJYCCz+G6q0hxsnzvMUj\n7T6+m4l/TqRnrZ6ULpb3tBwRERHxHG4psi3LanaZx5srvE8a8GbOR0HP2Q1o5aDL8PXSXWw+cJyR\nvW4kOODii50BJI8ciQEin3zCfeGKEh9fqNXe8bFvNSwZ7tgGbNlIqN0JbnkGKjW0O6VcQlxMHN9s\n+oa5u+fSuVrnq7vYb5/A6VTHlnDiFUavG42fj5/mYouIiBQiGmsolyX5RDofz9zK7TUiaXtN3vu0\nnklM5OjPEyjZowf+5cq5MWERdXbedr8/4La+f83bHt1S87Y93HWR11GheAWmJky9ugsd3Q3LRsH1\n90DZa50TTjza7tTdTNo+ie41uxNVLMruOCIiIlJAKrLlsnwUv5lTZ7IY0OkajMl7wEHysOEYPz9K\nPf6YG9N5gbDyji7m2f22T6U45m0PrXf+ftvHD8C4ODh+0M60AhhjaBfdjqX7lpJyOuXKLzT3Xcdj\n89ecE0w83qg/RuHn48dD1z5kdxQRERG5DCqypcBWJx7hx5V7eLhxDNVLF8/zuPQdOzj266+E33MP\n/qU1h9Alzs7bfmYl9PwOSlZxzNv+5BqI/z+Y8QYkLoX5H9qdVHAMGc+yspi1a9aVXeDAH7D2e8d8\n/JKVnBtOPFJiaiK/bv9VXWwREZFCSEW2FEh2tsWASRsoHRrIsy1r5Hts8mfDMEFBlHr0ETel82Jn\n520/OAUemw8ZJx2rkv8xHqxsWPkFDCwB7+iXHXaqGV6TqiWqXvmQ8VkDHSvL3/6CU3OJ5xq1Tl1s\nERGRwkpFthTIjyt3s27PMV7vUJvigXmvl3d661ZSp00jolcv/EqVcmNCoXw9eGET1OoAPjnvkY8f\n1O0Off+wN5uXM8bQLqYdvx/8nQMnD1zeyTvmw5+z4PYXITjcNQHFoySmJjJ5x2R6xPZQF1tERKQQ\nUpEtl3Q07Qwfxm+mYXQEna8vn++xyZ9+hk9ICKUe0oLttggtCyFlHF1s4wvZmZB5BkLL2J3M67WP\naY+FxfSd0wt+UnY2zHzTsVd6Q61v4C0+X/c5/j7+6mKLiIgUUiqy5ZI+mbmVY6cyGHRH/oudndqw\ngeMzZxLRuze+JUu6MaGc5+QhqP8g9JkMfsGwYy5kZdidyutVCatCnVJ1iE+IL/hJG36G/Wug+evg\nH+S6cOIxdqXuOtfFjgyOtDuOiIiIXAEV2ZKvDfuO8fXSXTxwSzS1y4Xle2zy0E/xKVGCiD693ZRO\nLqrnN9DxE6hyK9z5OaSnwpJhdqcSIC46jvWH15OYmnjpgzPPwJy3ocy1cF0P14cTjzBq3SgCfAJ4\n8FqNBhIRESms8p5cK17PsiwGTNxAeLEAnm9dM99jT61Zw4n584nq1w/f0FA3JZRLqt0ZanWEee9D\n7U5Qqprdibxau5h2fLzqY6YlTOPx6x/P/+CVY+HITrjvf44F7qTI23lsJ5N3TOb+2veriy0iIvlK\nT08nJSWF48ePk5WVZXecQsnX15fQ0FAiIiIIDAx06rVVZEueflmzl5W7jvDRXddRItg/32OThn6K\nb3g4Eff3clM6KRBjoP0/YVgjmNwPHpjkeE5sUTakLDeWvpH4nfH5F9mnU2HBRxDTBKq3dF9AsdXZ\nLnafa/vYHUVERDxYeno6iYmJhIeHEx0djb+/f75TOuXvLMsiIyOD1NRUEhMTqVy5slMLbQ0Xl4s6\nfjqD96Zu5vpKJelWv2K+x6atXMnJxYsp9cgj+ISEuCmhFFhYeWg9CBIWwJpv7E7j9eJi4vjz6J9s\nPbI174MWDYG0w9D6Lf1SxEskHEtgSsIUetbqqS62iIjkKyUlhfDwcCIjIwkICFCBfQWMMQQEBBAZ\nGUl4eDgpKSlOvb6KbLmoobO3kXwinbc6X4OPT97/4VqWRdKQofhGRRJ+7z1uTCiX5cY+UPlWmP46\nHD9odxqv1rpKa3yNb94LoKXud8yhv/YuKH+De8OJbUatG0WgbyB9ruljdxQREfFwx48fJyws/7WS\npODCwsI4fvy4U6+pIlv+ZtvB44xbtJOeN1Xi+kr5rxKetnQpaStWEPnoY/gEB7spoVw2Hx/oNAQy\n0iD+VbvTeLVSwaVoVK4R0xKmYVnW3w+Y975j67UW/3B/OLFFwrEEpiZMpWdsT0oFl7I7joiIeLis\nrCz8/fOfyikF5+/v7/R57Sqy5TyWZTHw1w2EBPrxcttalzw2achQ/MqWpeTdWv3Y40XVhCavwIYJ\nsGWa3Wm8WlxMHHtO7GF98vrzX0jaAqv/Czc9DBEx9oQTt/t83ecE+gbS+xrtzCAiIgWjIeLO44o/\nSxXZcp5p6w+w6M/DvNSmJhEhAfkee3LhQk6tWUPkE0/g4+QV+cRFbusLpevAlBcdi2uJLVpUboG/\njz9TE6ae/8KsQeAfAk1etieYuN2OYzuYljCNnrXUxRYRESkqVGTLOWlnMnln8kbqlAvj3kZV8j3W\nsiyShn6Kf4UKlLyzq5sSylXzC4DOn0LqPpj9lt1pvFZYQBi3V7id6Tunk5WdMzwpcSlsmQKN+0KI\nFr7yFp+v/VxzsUVERIoYFdlyzvC529l37DRv3XENvvksdgZwYs4cTq9fT+RTT2EC8u94i4ep2AAa\nPQ4rxjgKO7FFXEwcSaeS+P3Q72BZMOMfULws3PyU3dHETXJ3sSOCIuyOIyIiIk6iIlsA2Jl8klEL\ndnDnDRVoEJ3/D3tWdjZJQ4YSUKUKJe7o7KaE4lQt3oASFWHSc5CZbncar9SkYhOC/YIdQ8Y3T4Y9\ny6H5/0GAtsHzFiPXjiTIL0hdbBERkStw+PBhxowZQ9euXalevTrBwcGUKFGCxo0b88UXX5CdnW1b\nNhXZAsBbkzcS4OdD/7j8FzsDOD59OulbtxL5zNMYPz83pBOnCwyFjv+G5C2w8BO703ilYv7FaFap\nGTN3ziRj1kCIrAn1etkdS9xkx9EdxCfEc0+te9TFFhERuQLjx4/n0UcfZdmyZTRq1Ih+/fpx1113\nsX79eh555BF69Ohx8Z1c3EBFtjB700HmbD5Ev1Y1KB0WlO+xVlYWSZ8NI6B6NcLat3dTQnGJGq2h\nbndY+DEc2mx3Gq/UPqY9x84cY0naHmg1EHz1SytvoS62iIjI1alZsyaTJk1iz549fPPNN7z//vuM\nHTuWzZs3U6lSJf73v//x888/25JNRbaXO52RxaBfN1K9dHF63xp9yeNTp0zhzPbtRD3zDMbX1/UB\nxbXafeDoak96FmwcUuOtbousR2i2RXzpKhCrX1p5i+1HtxO/M557a91LeFC43XFEREQKpRYtWtCp\nUyd8fM4vacuWLcsTTzwBwLx582xIpiLb641esIPElDQGdb4Gf9/8/zpYmZkkDRtGYGwsoW3auCmh\nuFRIJLR9zzEfeOUXdqfxOv7LR9H65Elm+2dzOktz473FyLUjCfYL1r7YIiLi8Q6lnqbH50s4dPy0\n3VEui7+/PwB+Nk1tVZHtxfYcSWPYvD9pX7cst1W/9JZBxyZOJGNXIlHPPYvx0V+dIuP6nlC1Ocwa\nCMf22J3Ge5xIgkVDiIuoS1pWOgv3LrQ7kbjBn0f+ZPrO6dxbW11sERHxfENnb2PFzhSGztpmd5QC\ny8zM5KuvvgKgXbt2tmTQBEAv9u6UTQC83qHOJY+1zpwhedhwgq69luItWrg6mriTMdBpMAy/Baa8\nCPd873hOXGvBR5Bxiptaf0SpOU8wLWEarau0tjuVuNjIdTld7DrqYouIiPMN+nUDG/elXvV1lu9M\nIfeaYV8vS+TrZYkYAw0vsRPRpdQpH8aATtdcZcK89e/fn/Xr19O+fXvatm3rsvvkR+1IL7VwWxLT\n1h/gmebVqVAy+JLHH/35ZzL27SOq73MYFWBFT3g0NH8dtsbDhgl2pyn6Dm+HlWPhxgfwjapF2+i2\nzN89nxNnTtidTFxo25FtzNg5g/tq30fJoJJ2xxEREclTvYolKRUSgE/Oj/0+BkqFBFCvomf/+zV0\n6FA+/vhjatWqxX//+1/bcqiT7YXOZGYzcNIGqpQqxiO3V73k8dnp6SSPGEnwDTcQ0rixGxKKLRo9\nAet/gmmvQNVmUEzbCrnMnLfBNwCa9QcgLiaObzd/y9zdc+lUrZPN4cRVRq4dSTH/YjxQ5wG7o4iI\nSBHlzA7x6xP+4NvliQT6+XAmK5u4a8vyTte6Tru+s3322Wf07duXOnXqMHv2bCIi7PtZVp1sL/Sf\nxQlsTzrJgE51CPK/9ArhR3/4kcyDB9XFLup8/aDzp5CWAjP+YXeaomvvKsdogVuegdCyAFwfdT3l\nQ8ozNWGqzeHEVbYd2caMXTO4t9a96mKLiEihkHwinfsaVWHCU7dxX6MqJJ3w3EVaBw8ezLPPPsu1\n117L3LlzKVu2rK151Mn2MgdTTzNk1jZa1ipNi1plLnl89qlTJI8aRbGGDQm5+WY3JBRbla0Ltz0H\nv/0b6naDas3tTlS0WBbMHADFIh1/zjmMMbSLacdXG77iyOkjWhCrCBqxdgQh/iFaUVxERAqNz+9v\ncO7zd7pca2OS/H344Yf079+fevXqMXPmTCIjL72gs6upk+1l3p+6iYwsizc7XXqxM4Aj335LVnIy\nUX2fu/TBUjQ0fRUiqsLkfnAmze40Rcu2mbBzoePPODD0vJfiYuLItDKZuWumTeHEVbYe2crMXTO5\nr/Z9lAgsYXccERGRIuPtt9+mf//+1K9fn9mzZ3tEgQ3qZHuVZTsO88uafTzbojpVSoVc8visEyc5\nPHoMIbfdRrH69d2QUDyCfzB0GgJfdoL5H0Drt+xOVDRkZ8GsARAeA/X7/O3l2PBYYkrEEL8znh6x\nPdyfT1xm5NqRFPcvrrnYIiIiTvTll1/y5ptv4uvry+23387QoUP/dkx0dDR9+vRxezYV2V5i35E0\n+oxbQdmwIJ5qVr1A5xz5+r9kHT2qLrY3imkCNz4Aiz+Da+6E8vXsTlT4rf0eDm2EbuPAL+BvLxtj\niIuOY8TaERw8eZAyIZeeziGeb0vKFmbumsnj1z2uLraIiIgTJSQkAJCVlcXgwYMvekzTpk1tKbI1\nXNxL9P1hDacysqhZpjjBAZde7CwrNZXDY8dRvFkzgq+7zg0JxeO0fgtCImHSs5CVaXeawi3jFMx9\nF8rfCNd0zfOwdjHtsLCYvnO6G8OJK53tYt9f5367o4iIiBQpAwcOxLKsfD/mzZtnSzYV2UVc7BvT\niO4/hRU7jwCwYFsy0f2nEPvGtHzPS/nPl2SnphL13LPuiCmeKDgc4j6CA+tg6TC70xRuyz6H1L2O\nX1zks0J/TIkYakfUJn5nvBvDiatsSdnCrMRZ9KrTS11sERERL6Iiu4hb+EpzmtSM5OyP9UH+PtxR\nrzwLX8171ejMI0dI+fJLQlu3JqhOwRZIkyKqzh0Q2wHmvgeHt9udpnBKS4HfPoEabSDm9kseHhcT\nxx/Jf7A7dbcbwokrjVw7klD/UHrV7mV3FBEREXEjFdlFXOmwICqFFwMDgX4+pGdmExroR+nQoDzP\nSRk7juy0NCKffcaNScUjGQMd/gW+ATD5eccWVHJ5Fn4Mp1Oh1cACHd4uuh2AutmF3OaUzepii4iI\neCkV2V7gcjaSzzx8mJSvvyasfXuCatZ0Y0rxWGHlHQViwnxY863daQqXo4mwfBTUuxfKXFOgU8oV\nL8cNpW9gasJUF4cTVzrXxa6jLraIiIi30eriXuByNpI/PHoMVno6kU8/7epYUpjUfxD+GA/TX4Ma\nraF4absTFQ5z3gXjA81fu6zT4mLieG/Ze2w7so0a4TVcFE5cZXPKZmYnzuap658iLCDM7jgiIiLi\nZupkyzkZBw9x5LvvKNG5M4FVY+yOI57Exwc6DYWMNJj2qt1pCocDf8C6H6DR41Ci4mWd2rpKa3yM\nD9MS8l+gUDzTiDUjCPUP5b4699kdRURERGygIlvOOfz551hZWUQ+/ZTdUcQTRdWEJi/Dhp9hi4q/\nS5o5AIJKQOPnL/vUyOBIGpVtRPzOeCzNgy9UNh3exJzdc7j/mvsbyN7ZAAAgAElEQVTVxRYREfFS\nKrIFgIx9+zg6fjwlu3YloFIlu+OIp7qtH0TVhikvOhbzkovbMQ+2z4YmLzm2QrsCcTFx7D6+mw2H\nNzg3m7jUiLUjCA3QiuIiIiLeTEW2AJA8YiQAkU8+YXMS8Wh+AdD5U0jdB3PetjuNZ8rOhplvQolK\ncNOjV3yZllVa4u/jrwXQCpGNhzcyd/dcHqjzAKEBoXbHEREREZuoyBbO7N7N0QkTKNm9O/7ly9sd\nRzxdpZsc84yXj4bEZXan8Twbfob9a6HFG+Cf91Z5lxIWEEbjCo2ZnjCdbCvbiQHFVc52se+rrbnY\nIiIi3kxFtpA8bDjG15dSjz9udxQpLFq8AWEVYNKzkJn3lnBeJzMdZr8FZepC3R5Xfbm4mDgOnTrE\nqoOrnBBOXGnD4Q3M2z2P3nV6q4stIiLi5VRke7n0HQkcmzSJ8J498S+jbZmkgAJDoeMnkLwFfvu3\n3Wk8x8qxcHQXtB7oWJH9KjWt2JRgv2DiE+KvPpu41Mg1IwkLCFMXW0RERFRke7vkYcMwgYGUeuzK\n546Kl6rZFq7tBgv+BYc2253GfqePwfyPIKYpVGvplEsW8y9Gs4rNmLFrBhnZGU65pjjfhuQNzNsz\nj97X9KZ4QHG744iIiIjNVGR7sdNbt5I6dSoRvXrhV6qU3XGkMGr3AQQWh1+fcyz45c0WDYFTKdB6\nEBjjtMvGxcRxNP0oy/Zr/runGrF2BGEBYdxb6167o4iIiIgHUJHtxZI/G4ZPsWJEPPSg3VGksCoe\nBW3fh93LYOUXdqexT+o+WDLc0dkvf4NTL31bhdsIDQhlWoL2JvdE65PXM3/PfHWxRUREPMDXX3+N\nMQZjDGPGjLEth4psL3V640aOz5hBRO/e+IVf2T6+IgBc3xOqNodZg+DYHrvT2GPe+5CdCS3/4fRL\nB/gG0KpyK2YnzuZ05mmnX1+uzoi1IygRWEJdbBEREZvt3r2bZ555huLF7f+lt4psL5U09FN8wsKI\n6NPb7ihS2BkDHf/tKDKnvAiWZXci9zq0GVZ/DTc9AuHRLrlFXEwcJzNO8tve31xyfbkyfyT9wYI9\nC+hdR11sERERO1mWxYMPPkipUqV44okn7I6jItsbnVq7lhPz5lHqoQfxDQuzO44UBREx0OJ12BoP\nGybYnca9Zg+CgOLQ5GWX3eKmsjcRERTB1ISpLruHXL5zXeza6mKLiIjYaejQocyZM4dx48YREhJi\ndxwV2d4oaein+JYsSXiv++2OIkVJoyehXD2Y9gqkpdidxj12LYEtU+G2vhDiusUD/Xz8aBvdlgV7\nFnAy46TL7iMFty5pHQv3LqTPNX0I8bf/H3MRERGXOH4AxsXB8YN2J8nTpk2b6N+/P3379qVJkyZ2\nxwFUZHudtFWrOLloEaUefQTf4vrBUJzI1w86f+oosGc6f26yx7Esx/cZWg5ufsrlt4uLiSM9K505\niXNcfi+5tBFrR1AysCT31LrH7igiIiKuM/8jSFwK8z+0O8lFZWZmcv/991O5cmXee+89u+Oc42d3\nAHGvpCFD8Y2MJPxeDW8UFyh3Hdz2HPz2b6jbHao2szuR62z6FfasgE5DIaCYy293fdT1lAspR/zO\neDpV6+Ty+0ne1iWt47e9v9H3xr7qYouIiGeZ1h8O/HH110lcdP46Oyu/cHwYA5Vvu7prl60LcR9c\n3TVyvPXWW6xevZrffvuN4OBgp1zTGdTJ9iInly4lbflyIh97FB8P+ksoRUzTVyGiKvzaD86k2Z3G\nNbIyHHOxI2Oh3n1uuaWP8aFddDsW713M0dNH3XJPubjha4dTMrCkVhQXEZGiq/xNUCwKTE65aHwg\nJAoq3GRvrlyWLVvGe++9x4svvsgtt9xid5zzqJPtJSzLImnIUPzKlKHk3XfbHUeKMv9g6DQEvuwE\n8z+A1m/Zncj5fv8KDv8JPb9zDJN3k7iYOMZtGMfMxJl0r9ndbfeVv6xNWsuivYvod2M/ivm7fgSD\niIjIZXFShxiAX5+H3/8DfkGQdQZqd4aOnzjv+lchMzOTBx54gJo1a/L222/bHedv1Mn2EqmTJ3Nq\n9WrCe/XCJzDQ7jhS1MU0gRvuh8Wfwf61dqdxrvQTMO8DqHwLxMa59da1ImoRHRZNfEK8W+8rfxmx\nZgThgeGaiy0iIkXfyUNQ/0F4ZJbj8YTnLH524sQJtm7dyqZNmwgKCsIYc+5j0KBBADz66KMYY+jX\nr5/b86mT7QUsy+Lg+47famXsTrQ5jXiNNm/D1ukw6Vl4ZI5bO74utWSY4x+dnt845iW5kTGGuJg4\nRq4dyaG0Q5QuVtqt9/d2aw6tYdG+RTxf/3l1sUVEpOjr+c1fn3tIB/uswMBAHn744Yu+9vvvv7N6\n9WoaN25MbGysLUPJi8hPvZKXzdfXw0pPP/f10R/Hc/TH8ZjAQGqtXWNjMinygsOh/T9hfG9YOtyx\nIFphdyIJFg+F2p2gUkNbIrSLaceItSOYsXMGver0siWDtxqx1tHF7hnb0+4oIiIiXi04OJgxY8Zc\n9LWBAweyevVqevfuzSOPPOLmZA4aLl7EVZs5g9AOHcDfHwATFERYp45UnzXT5mTiFercAbHtYe57\nkLLD7jRXb/6HkHEKWg6wLULVElWpFVGLaQnTbMvgjdYcWsPifYt58NoH1cUWERGRfKnILuL8S5fG\nN7Q4ZGZiAgOx0tPxCSmOX1SU3dHEGxgD7f8FPn6O1cZzbwVR2BzeDqvGQf3eEFnD1ihxMXGsS17H\nnuN7bM3hTYavGU5EUAR3x2rhSBEREcmfimwvkJl8mJI9exL9w/eU7NmTzORkuyOJNylRAVoPhIT5\nsOZbu9NcudlvgW8gNO1vdxLaRbcDIH6nFkBzh9WHVrNk/xIevEZdbBEREU83cOBALMuybag4aE62\nV6j02afnPi834E0bk4jXqv8QrBsP01+DGq2heCFbsGvPKtj4i2MP8NAydqehfPHy1Iuqx7SEaTxS\n175/QLzF2S52j9gedkcRERGRQkCdbBFxPR8f6DwUMtIg3v5O8GWxLJj5JoREwa3P2p3mnLiYOLYe\n2cr2o9vtjlKk/X7wd5buX8pD1z6kLraIiIgUiIpsEXGPqFi4/SVY/z/YUoiGOW+bAbt+c3SxA0Pt\nTnNOm+g2+BgfpiZMtTtKkTZ8raOL3b1md7ujiIiISCGhIltE3Kfx8xBVG6a8AOnH7U5zadlZMGsg\nRFSF+n3sTnOeyOBIGpZtSHxCPFZhXlDOg606uIpl+5epiy0iIiKXRUW2iLiPX4Bj2HjqPsdCYp5u\n7XdwaCO0fBN8/e1O8zdxMXEkHk9k4+GNdkcpkkasGUGpoFKaiy0iIiKXRUW2iLhXpYbQ8DFYPhp2\nL7c7Td4yTjn2965QH+p0sTvNRbWs3BI/Hz/tme0CKw+sZNkBRxc72C/Y7jgiIiJSiKjIFhH3a/kP\nCKsAk56FzDN2p7m4ZSMhdS+0fsux37cHKhFYgsblGxO/M55sK9vuOEXKiLWOLnb3WM3FFhERkcuj\nIltE3C8wFDp+Akmb4bd/253m79JSYOG/oUZbiG5sd5p8xcXEcTDtIKsPrbY7SpGx4sAKlh9YzsN1\nH1YXW0RERC6bimwRsUfNtnDtXbDgn3Bos91pzrfwYzhzHFoNtDvJJTWr1Ixgv2ANGXeiEWtHEBkc\nqRXFRURE5IqoyBYR+7T7EAKLw6/PQbaHDHc+sguWj4Lr74UydexOc0nF/IvRtGJTZuycQUZ2ht1x\nCr0VB1aw4sAKHr72YYL8guyOIyIiIoWQimwRsU/xKGj7HuxeBiu/sDuNw9x3wfhA89fsTlJgcTFx\nHEk/wt2/3k3yqWS74xRqI9aOICo4im41u9kdRURERAopFdkiYq/r74GqzWDWIDi2194s+9fBuh+h\n0RNQooK9WS5D4wqN8Tf+bDu6jRFrR9gdp9A618Wuqy62iIiIXDkV2SJiL2Og42DIzoQpL4Jl2Zdl\n1gAILgmNn7cvw2Wq/3V96n9dnwzLMVT8xy0/UvfLutT/ur7NyQqf4WuGExUcxV017rI7ioiIiBRi\nKrJFxH4RMY7h2VunwcZf7MmwfS5snwO3v+QotAuJ+DvjaR/TnkDfwHPPhQWE8c8m/7QxVeGzfP9y\nVh5cqS62iIiIXDUV2SLiGW5+CspdD1Nfdmyh5U7Z2TDzTShRGRo+6t57X6WoYlGE+IdwJusMAb4B\nGAwZWRn0nduXVxa8woGTB+yO6PEsy2L42uGaiy0iIlIIzZ49m65du1K2bFkCAwMpX748bdu2ZerU\nqbZlUpEtIp7B1w86f+oosGf+w733Xv8/OLAOWrwBfoGXPt7DpJxOoUdsD75t/y09YnvQqFwjHr/u\ncWbvmk3nXzozat0o0rPS7Y7psZYfWM6qg6t4uO7D540IEBEREc/2yiuv0KpVK1auXEnnzp158cUX\n6dChA0lJScybN8+2XMayc/5jEdKgQQNr5cqVdscQKfxmDoBFg+GBSVC1qevvl5kOnzWAoBLw2ALw\nKTq/e9xzfA8fr/yYWYmzqFC8Ai83eJkWlVtgjLE7msewLIs+8X3Yc3wPU++aqiJbREQ83qZNm6hd\nu7bdMWw3evRoHnvsMXr37s2oUaMICAg47/WMjAz8/f0LdK2C/pkaY1ZZltXgUscVnZ8mRaRoaNYf\nwmPg176Qccr191vxBRxNhFaDilSBDVAxtCL/bv5vRrcZTbBfMP3m9eOxmY+x/eh2u6N5jGUHlvH7\nod/VxRYRESlE0tPTef3116lcufJFC2ygwAW2KxStnyhFpPDzD4ZOQ+BIAsz7wLX3On0MFvzTsYVY\n9ZauvZeNbi53M+M7jef/Gv4fGw5v4K5Jd/HB8g84ln7M7mi2siyLEWtGULpYae6qqRXFRURELpSU\nlkSf+D4kn0q2O8p5Zs6cSVJSEnfeeSc+Pj5MmTKFDz/8kCFDhrBkyRK74+FndwARkb+p2hRu6AWL\nP4Vr73QsiOYKvw2GUymOLnYR5+fjx7217yUuJo7PVn/Gd5u/Y8qOKTx7w7PcVeMufH187Y7odkv3\nL+X3Q7/zWqPX1MUWERG5iJHrRvL7wd8ZsXYE/7jZzWvm5GPFihUABAUFccMNN7B+/frzXm/SpAk/\n/fQTUVFRdsTTnGxn0ZxsESdLS4FhjSCsHDwyx7EwmjOl7oOhN0LtjnDXGOdeuxDYnLKZD5Z/wKqD\nq6gVUYv+DftTv4z37K1tWRa943uz98Rept05jQDfvw8zExER8UT5zR/+cPmHbE7ZfNX3WHVwFRZ/\nrxMN5qp/XqgVUYtXG756Vdd48sknGTlyJL6+vtSpU4fhw4dTr149EhISeOmll5gxYwZNmzYt8OJn\nmpMtIt6hWAS0/wj2r4Wlw51//bnvgZXlWFHcC9WKqMW4tuP4Z5N/cjT9KH3i+/DKfO/Z8mvJ/iWs\nPrSaR+s+qgJbRETkAnUj6xIRGIHBsViqwRARFMF1kdfZnMwhOzsbAD8/PyZNmkTjxo0pXrw4devW\nZcKECVSsWJH58+fbNnRcw8VFxHPV6QKx7R0Fce1OEBHjnOse2gxrvoFGT0B4tHOuWQgZY2gX046m\nlZoydv1Yxq0fx7w983j42ofpfU1vgvyC7I7oEmfnYpcpVoY7a9xpdxwRERGnudoOcW5vLXmLn7b+\nRIBvABlZGbSq0spjhoyXLFkSgBtuuIHo6OjzXitWrBht27bliy++YPny5dxyyy1uz6dOtoh4LmOg\n/b/Axw8m9wNnTW+ZNRACQqHJy865XiEX7BfM0/WeZmKXiTSu0JjP1nxGl4ldmLVrFkVxStGSfUtY\nk7RGXWwREZF8pJxOoUdsD75t/y09Yntw+NRhuyOdExsbC/xVbF8oPDwcgFOn3LBTzUWoky0inq1E\nBWg1AKa+BGu/g3r3Xt31di2GrdOg5QDHkHQ5p0LxCnzS7BOW71/O+8vf5/l5z9OobCNebfgqNcJr\n2B3PKSzLYvja4ZQNKUvXGl3tjiMiIuKxBjcffO7zN272rOl1LVu2xBjDxo0byc7OxueCbVjPLoQW\nE+OkUZCXSZ1sEfF8DR6GSo0g/v/gxKErv45lwcw3IbQ83Pyk8/IVMQ3LNWR8p/G81ug1NqVsovuv\n3Xlv2XtFYsuvxfsWszZprbrYIiIihViVKlXo1KkTiYmJDBky5LzXZsyYwfTp0ylZsiTt2rWzJZ+K\nbBHxfD4+0GkoZKRBfP8rv86mSbBnBTR/zbEft+TJz8ePe2rdw5SuU+hWsxs/bPmBjhM68uOWH8nK\nzrI73hU5r4tdXV1sERGRwmzYsGFUqlSJF154gVatWvHyyy/TrVs32rdvj6+vL2PGjKFEiRK2ZFOR\nLSKFQ+lacPtLsP5/sHX65Z+flQGzBkFU7asfcu5FSgaV5I2b3+DHjj9SvWR13l76NndPvpuVBwrf\nloWL9y1mXdI6Hq37KP6+/nbHERERkatQsWJFVq1axTPPPMO2bdsYMmQI8+bNo1OnTixatIi77rrL\ntmzaJ9tJtE+2iBtknoHPb4f0E/D0UggMLfi5K8bAlBfhnh8g1p6hQ4WdZVlM3zWdj1d+zIGTB2gX\n3Y4XG7xI2ZCydke7JMuy6DW1F0mnkpjSdYqKbBERKbQKuqezFJz2yRYR7+UXAJ0/hdS9MPvtgp+X\nfgLmfQhVboOabV2Xr4gzxtAuuh2TukziyeufZO7uuXSa0IkRa0dwOvO03fHytWjfItYlr+PR69TF\nFhEREddSkS0ihUulhtDwUVg+CnYvL9g5Sz6Dk4eg9VuObcHkqgT7BfNUvaeY1GUSTSo2Yfia4dzx\nyx3M2DnDI7f8siyL4WuGUz6kPF2qdbE7joiIiBRxKrJFpPBp+SaElYdJzzqGkOfnxCFYNBTq3AEV\nLzm6Ry5D+eLl+bjZx4xtO5aQgBBenP8ij8x4hK1Httod7Ty/7f2NP5L/UBdbRERE3EJFtogUPoGh\n0OETSNoMv/07/2PnfwhZ6Y59scUlbip7Ez92/JHXG73OliNb6P5rd95d+q5HbPmVu4t9R7U77I4j\nIiIiXkBFtogUTrHt4Jo7YeG/IGnLxY85vB1W/Qfq94FS1dyZzuv4+fjRs1ZPJneZTPea3flx6490\nmNCBHzb/YOuWXwv3LmT94fU8dt1j6mKLiIiIW6jIFpHCK+5D8C8Gk56D7Oy/vz57EPgFQdNX3Z/N\nS+Xe8qtmeE3eWfYOPSb3YMWBFW7PcraLXaF4BTpX7+z2+4uIiIh3UpEtIoVX8dLQ9j3YvRRWjT3/\ntT0rYeNEuPVZx3HiVrERsXzR5gs+bvoxx88c56HpD/HivBfZd2Kf2zIs3LuQDYc3OLrYPupii4iI\niHuoyBaRwq3evRDTFGYOhGN7Hc9ZFsx8E0JKwy3P2BrPmxljaBPdholdJvLU9U+xYM8COv/SmRFr\nRnAq85RL7527i92pWieX3ktEREQkNxXZIlK4GQOdBkN2Jkx9yVFgb50OuxZBs1chsLjdCb1esF8w\nT9Z7kkldJtGsUjOGr3Vs+TV953SXbfm1YM8CNhzewOPXPa4utoiIiLiVimwRKfwiqkLz/4MtU2Hl\nWPipD4RHw4297U4muZQrXo5/Nf0XY9uOJTQglJfmv8TDMx5mS0oeC9ddIcuyGL52OBWLV6RjtY5O\nvbaIiIjIpajIFpGi4eanoex1MOVFyDjlKLy1mrRHuqnsTfzQ8QfeaPQGW49spcfkHryz9B2Onj7q\nlOvP3zOfjYc3ai62iIiI2EJFtogUDe+XhwPrgJzhx9vnwMAS8I4WPfNEfj5+3F3rbqZ0ncLdsXcz\nfut4Ov7Ske83f09mduYVX/fsXGx1sUVERMQuKrJFpGjouw6u7Q6+gY6v/YKhbnfo+4e9uSRfJQJL\n8Fqj1xjfaTyx4bG8u+zdq9rya97ueWxK2cTj12sutoiIiNhDRbaIFA2hZSEwFLIzHHtjZ6VDYBiE\nlrE7mRRAzfCajGkzhk+afcLJMyd5aPpDvDDvhcva8suyLEasHUGl0Ep0rKoutoiIiNhDRbaIFB0n\nD0H9B+GRWY7HEwftTiSXwRhD6yqtmdhlIk/Xe5qFexbS+ZfODFszrEBbfs3dPZdNKZt47LrH8PPx\nc0NiERERsdOUKVNo06YNFStWJDg4mKpVq9K9e3eWLFliay7jqu1TvE2DBg2slStX2h1DRKTI2H9i\nP5+s+oT4nfGUDSnLiw1epG2Vthhj/nasZVn0mNyDkxknmdRlkopsEREpsjZt2kTt2rXtjmG7V199\nlY8++ohSpUrRpUsXIiMj+fPPP5k0aRKZmZl89dVX9OrVq0DXKuifqTFmlWVZDS55nIps51CRLSLi\nGisPrOSD5R+w5cgWGpRpQP+G/YmNiD3vmNmJs+k3tx/v3PYOd1S/w6akIiIirqciGw4cOECFChWI\niopi3bp1lC7910K3c+fOpUWLFsTExLBjx44CXc/ZRbaGi4uIiEdrULYBP3T8gX/c/A/+PPrn37b8\nOnTyEP+38P+oEFKBDlU72JxWREREXG3Xrl1kZ2fTqFGj8wpsgObNmxMaGkpSUpJN6VRki4hIIeDr\n40uP2B5M7jqZnrE9+WnrT3SY0IFvN33LG4ve4FTmKSqEVtAwcRERESfKOHSInb3uJ9PGgvViatSo\nQUBAAMuXLyc5Ofm81xYsWMDx48dp1aqVTek0XNxpNFxcRMR9th3Zxl2T7sLi7/+GBfgGsKrXKhtS\niYiIuJ47h4vvHziIoz/8QMm776bcwAFuuWdBDR48mBdeeIHIyEi6dOlCqVKl2L59O5MmTaJJkyZ8\n/fXXf+ty58XZw8X1K38RESl0aoTXYFa3Wby84GVWH1qNhUWQbxAtK7fkpZtesjueiIiILQ689x7p\nmzZf9XXSVq6EXM3Yo99/z9HvvwdjKNbgkjVmvgJr16Lsa69dbUT69etHdHQ0Dz30EKNHjz73fPXq\n1enTp0+BC2xX0HBxEREplEqHlKZayWqAo3udnpVOSEAIkcGRNicTEREp3IKvuw7fiAjwySkXfXzw\njYgg+Prr7Q2Wy0cffUS3bt3o06cP27dv5+TJk6xatYqqVaty33338corr9iWTcPFnUTDxUVE3K/f\n3H5EBkfSvWZ3xm8dT/KpZAY3H2x3LBEREZdx13Dx/QMHcvSHHzEBAVhnznjUkPF58+bRvHlzunbt\nys8//3zea2lpadSsWZP9+/ezbds2qlatesnrabi4iIhIjtwF9Rs3v2FjEhERkaIlM/kwJXv2JPzu\nHhz54UePWvxs8uTJgGMl8QsVK1aMhg0bMmHCBFavXl2gItvZVGSLiIiIiIjIeSp99um5z8sNeNPG\nJH+Xnp4OkOc2XWefDwgIcFum3DQnW0RERERERAqN22+/HYBRo0axd+/e816bNm0aixYtIigoiFtv\nvdWOeOpki4iIiIiISOHRrVs3WrVqxaxZs6hduzZdu3albNmybNq0icmTJ2NZFh988AGlSpWyJZ+K\nbBERERERESk0fHx8mDp1KsOGDeP7779nwoQJpKWlERERQfv27Xnuuedo06aNbflUZIuIiIiIiEih\n4u/vT79+/ejXr5/dUf5Gc7JFREREREREnERFtoiIiIiIiIiTqMgWERERERERcRIV2SIiIiIiIiJO\noiJbRERERERExElUZIuIiIiIiIg4iYpsERERERERESdRkS0iIiIiIlKIWJZld4QiwxV/liqyRURE\nRERECglfX18yMjLsjlFkZGRk4Ovr69RrurzINsb4G2P6GmPGGWPWGGPOGGMsY8wj+ZzTxBjzX2PM\nemPMYWPMaWNMgjFmkjGmZT7nBRtjBhljtuScc8gY86MxpnY+51Q0xow1xuwzxqQbY3YaYwYbY8Kv\n9nsXERERERFxptDQUFJTU+2OUWSkpqYSGhrq1Gv6OfVqFxcCDM75/CBwAKh0iXNa5HwsA+YAJ4HK\nQGegkzHmHcuy/pH7BGNMIDATuA1YCQzJuU93oIMxpoVlWcsuOKcasBgoDUwENgMNgb5AO2PMbZZl\nHb6Sb1pERERERMTZIiIiSExMBCAsLAx/f3+MMTanKlwsyyIjI4PU1FSOHDlC5cqVnXp9dxTZaUB7\nYI1lWfuNMQOBAZc45wPLsgZe+KQxpgLwO/CaMWa4ZVn7c738Ao4C+yfgbsuysnPO+QH4BRhrjKl7\n9vkcw3EU2M9ZlvVprvt8AjwPvAs8cTnfrIiIiIiIiKsEBgZSuXJlUlJS2LlzJ1lZWXZHKpR8fX0J\nDQ2lcuXKBAYGOvXaLi+yLcs6A0y7zHNO5/H8XmPMYqALUBXYD2Acv7o5Wwy/kruQtixrojFmIXA7\n0BSYm3NONaANsBMYdsGtBgCPAfcbY160LOvk5eQXERERERFxlcDAQMqVK0e5cuXsjiIXUagWPjPG\nlAYaAenAllwvVcMxnHyrZVkJFzn1bJHfItdzzXMeZ1zQ3cayrOPAIqAYcLMToouIiIiIiIgXcMdw\n8StmjGkAdMSRsyLQCSgBPGtZVnKuQ2NzHrfmcaltOY81L/OcNjnnzL685CIiIiIiIuKNPLrIBhpw\n/vzt48CDlmX994LjSuQ8HsvjOmefL3mV55zHGPMYjmHlTp8sLyIiIiIiIoVPgYaL52xrZV3Gx9fO\nCGdZ1kjLsgwQDNQBxgFfGWNGOuP6V8uyrFGWZTWwLKtBVFSU3XFERERERETEZgXtZG8HLroYWR72\nXUGWPOUshLYJ6JuzVdfjxphZlmX9lHPI2a5ziYte4K/nj+Z67krOEREREREREclTgYpsy7JaujrI\nZZgGPA40w7FdF/y1CFrNi50A1Mh5zD3/+krOEREREREREclToVpdPEeFnMfMXM9tBxKBmsaYmIuc\nE5fzOCfXc3NzHtsYY877czDGhOLYczsNWHrViUVERERERMQreGSRbYxpmMfz1YDXcr6ccvZ5y7Is\n4Ow87Y9yF83GmDtw7JG9EZif65ztwAwgGnj6glsNAkKA//QN47EAAAnrSURBVGqPbBERERERESko\n46hPXXwTY/oDtXK+rAdcDyzmr621frMsa0yu448Ch4DVwG4cw9qrAe1yPv/UsqznLrhHII5O9a3A\nShzbblUGugNngBaWZS274JxqOTlKAxNxzPtuhGMP7a3ArZZlHS7g95gE7CrIsTaKBJIveZQUFXq/\nvY/ec++j99z76D33PnrPvY/ec89VxbKsS6547a4iex7QNJ9DvrQsq0+u45/DsUd1XSAK8AUOAsuA\nMZZlTc/jPsWA/sA9OArsVGAeMMCyrI15nFMJeAtHAV8K2A9MAAZZlnWkoN9jYWCMWWlZVgO7c4h7\n6P32PnrPvY/ec++j99z76D33PnrPCz+37JNtWVazyzx+KDD0Cu6TBryZ81HQc3YDD17uvURERERE\nREQu5JFzskVEREREREQKIxXZ3mWU3QHErfR+ex+9595H77n30XvuffSeex+954WcW+Zki4iIiIiI\niHgDdbJFREREREREnERFtoiIiIiIiIiTqMgu4owxFY0xY40x+4wx6caYncaYwcaYcLuziXMZY0oZ\nYx4xxkwwxvxpjDlljDlmjPnNGPOwMUb/vXsBY0wvY4yV8/GI3XnENYwxLXP+Wz+Q8//2fcaY6caY\n9nZnE+czxnQwxswwxuzJ+X/7DmPMeGPMLXZnkytjjOlmjPnUGLPQGJOa8//sry9xzq3GmKnGmJSc\nvwfrjDH9jDG+7sotV+5y3nNjTA1jzKvGmDnGmN3GmDPGmIPGmInGmObuzi6Xzy1beIk9jDHVgMVA\naWAisBloCPQF2hljbrMs67CNEcW5ugMjcOz1PhdIBMoAdwJjgDhjTHdLCzEUWcaYSsBnwAmguM1x\nxEWMMR8BLwN7gElAMhAF1AeaAVNtCydOZ4z5EHgFOAz8guP9rg7c8f/t3WusXFUZxvH/iwKVivUD\nISSK0BIpqFHxAlqUQpGqBAsGolW5JhY1mrYCQqKi4iXWRJFKvEXAYq222iJCJFKkLRVvjVqNBiOF\ntiQlNFKPl2o5YO3jh3eNToYzjee4Z+852+eXTHZmrcnJm+wze9a7rsC5EXGhpP0mZzaUPgi8iHxe\n7wCO29+HI+JsYA0wCqwCRoA3AJ8FTibbADbcxnPPPwa8GbiPfKaPADOBecC8iFhUjjy2IeWNz1os\nIu4E5gILJV3fVX4t8F7gy5Le2VR8Vq2ImANMBb4naV9X+RHAJuBI4DxJaxoK0QYoIgK4C5gO3AJc\nASyQdEOjgVmlImIBuevszcClkp7oqT9Q0j8aCc4qV57fDwOPAi+U9IeuutOAdcA2STMaCtEmqNy/\nHcADwGyyc3yFpPPH+OwzyuemASdL+nkpn0L+D7wSeIuklTWFbxMwznt+MfBrSZt7ymeTv/UCjpb0\nyKDjtonx9NGWKqPYc4HtwOd7qj8M/B24ICKm1hyaDYikdZJu706wS/lO4Evl7am1B2Z1WQjMAS4h\nv9/WMhFxMPAJcpbKkxJsACfYrXMU2Vb7WXeCDSBpPbCbnMVgk4yk9ZK2/Jezy84j7/PKToJd/sYo\nOToK8K4BhGkVGs89l7SsN8Eu5fcAG4CDgFnVR2lVcZLdXp31GmvHSLp2Az8CDgFeUXdg1ohOw3tv\no1HYQETE8cASYKmkjU3HYwNzBtnQvgXYV9bpXhURi7w2t7W2AE8AJ0bEYd0VEXEKcCjwgyYCs1rN\nKdfvj1G3EdgDzCodcdZ+btNNAl6T3V4zy/X+PvVbyJHuY4G7a4nIGhERTwUuLG/H+oG2Sazc3+Xk\n6Ob7Gw7HBuvl5ToKbAZe0F0ZERvJJSGP1h2YDYakkYi4CrgWuC8ibiXXZh9Drs28C3hHgyFaPfq2\n6STtjYhtwPOBGcDv6gzM6hURRwGnkx0r7lQfYk6y22tauf6lT32n/Jk1xGLNWkI2xu+QdGfTwVjl\nPgScALxK0mNNB2MDdXi5vo/cDOfVwK/IdfifJjtOv42XhbSKpOsiYjtwE7Cgq+oBYFnvNHJrJbfp\nrLNkaAVwMHClpD81HJLth6eLm7VYRCwELid3lr+g4XCsYhFxEjl6/RlJP2k6Hhu4zm/2XmCepHsl\n/U3Sb4A3khvqzPbU8XaJiCuB1cAycgR7KrmT/FZgRdlt3sxarBzTtpzcSX4V2bFqQ8xJdnt1ejWn\n9anvlP+5hlisARHxHmApOeJ1mqSRhkOyCpVp4l8jpw9e3XA4Vo/O83qzpO3dFZL2AJ2ZKifWGZQN\nTkScCnwKuE3SZZK2Stoj6Zdkx8rDwOUR4d3F281tuv9jJcH+OnlM27eA830c6/Bzkt1evy/XY/vU\nP7dc+63ZtkksIhYD1wO/JRPsnQ2HZNV7Ovn9Ph4YjQh1XuQJAgBfKWXXNRalVanzXO/XkO5MHXxa\nDbFYPc4q1/W9FaVjZRPZljuhzqCsdn3bdKXDdTo5w2VrnUHZ4EXEgcA3gfnAN4C3SvKGZ5OA12S3\nV+cHeW5EHNBzbvKh5HSTPcBPmwjOBqdskrOEXKt5hqRdDYdkg/E4cGOfupeQje57ycaZp5K3w93k\n2ajP632uF52N0LbVG5YNUGe36H7HdHXKn3Scm7XKOuBtwOvIhKvbKeRpMRslPV53YDY4EXEQOXJ9\nNjlz7ZIxnvs2pDyS3VKSHgTWAkcD7+6pvoZc07Vcks/TbZGIuJpMsH8BnO4Eu70kPSbp7WO9gNvK\nx24uZauajNWqIekh4HbgOcCi7rqImAu8lhzl9ikC7fHDcr00Ip7VXRERryc7zEeBH9cdmNVqNbAL\nmB8RL+sURsQU4OPl7RebCMwGo2xy9h0ywb4RJ9iTTnhKf3tFxDHkD+/hwHfJYx1OIs/Qvh+YJemP\nzUVoVYqIi8iNcf5JThUfaxfS7ZKW1RiWNSAiPkJOGV8g6YaGw7EKRcSzyef6keTI9mZyqug55Cj3\nfElrmovQqhQRB5Br7V8D7CYb3TvJZSJnAQEslrS0sSBtQiLiHPJ7C3AE2Um2lf90rOySdEXP51eT\nnSorgRHyGLeZpfxNXqc73MZzzyPiq8DFZOfKF8jne68NkjYMMGT7H3i6eItJerD0eH6UnGJ0JvAI\nuRnWNd76v3Wml+tTgMV9PnMPmYib2SQkaUdEvJQ8um0eOVX0r+QI9yclbWoyPquWpH0RcSY5I20+\nudnZIWSCdQfwOUlrGwzRJu7FwEU9ZTPKC+Ah4N9JtqRbI2I28AHgXGAKeYzbZeT/gRPs4Teee95p\n0x1GPu/72VBVcFYtj2SbmZmZmZmZVcRrss3MzMzMzMwq4iTbzMzMzMzMrCJOss3MzMzMzMwq4iTb\nzMzMzMzMrCJOss3MzMzMzMwq4iTbzMzMzMzMrCJOss3MzMzMzMwq4iTbzMzMzMzMrCJOss3MzMzM\nzMwq4iTbzMzMzMzMrCL/AhAhll9hiB1JAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(Run2_x,'-*',label='2')\n", "plt.plot(Run4_x,'-*',label='4')\n", "plt.plot(Run6_x,'-*',label='6')\n", "plt.plot(Run8_x,'-*',label='8')\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "ExecuteTime": { "end_time": "2018-05-22T11:45:54.596210Z", "start_time": "2018-05-22T11:45:54.283343Z" } }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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xZmXTvz57wmtRkp6T1CBpkuM4a5pef0TSZ5KuN8bMdBxn7jlk91mvrs7XR1sO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\nKC+3uu7lr3Qgr1jzRvZRbHSk60ghzxiz3Fqbcbb9au3IKwAAAAAEm4g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mjDF/kPSAPO+H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\nHFas+9ouAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot([np.mean(Run2_z),np.mean(Run4_z),np.mean(Run1_z),np.mean(Run6_z),np.mean(Run8_z),np.mean(Run3_z),np.mean(Run5_z),np.mean(Run7_z)],'*-')" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "ExecuteTime": { "end_time": "2018-05-22T11:45:54.907416Z", "start_time": "2018-05-22T11:45:54.597846Z" } }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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AcKSwvEprNh/U54d1U+fEGNdxQs7gbolalZGm2oBVemaudh8vcR0JAABEOAoyADiyMrdA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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot([np.abs(np.mean(Run2_x)),np.abs(np.mean(Run4_x)),np.abs(np.mean(Run6_x)),np.abs(np.mean(Run8_x))],'*-')" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "ExecuteTime": { "end_time": "2018-05-22T11:45:55.215136Z", "start_time": "2018-05-22T11:45:54.909006Z" } }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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HgmMUZAAAAAAh5Vhuvu5/b7k++mmnru/cQE/d0F4xkeGuY8EPUJABAAAAhIztmcc1Mtmj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\nU2NMhFyvGHeR9Kmk20+vYjrDn5IK53LbnXJ9qFeK+/vj7ss1kjZKqmO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