{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Intensity projections\n", "clEsperanto brings some intensity projections which are also available with numpy. Let's see how numpy performs in comparison with our OpenCL stuff. When doing similar comparisons with ImageJ, we saw more performance benefits when GPU-accelerating 3D operations compared to 2D operations. https://clij.github.io/clij-benchmarking/benchmarking_operations_jmh\n", "\n", "**Note:** benchmarking results vary heavily depending on image size, kernel size, used operations, parameters and used hardware. Use this notebook to adapt it to your use-case scenario and benchmark on your target hardware. If you have different scenarios or use-cases, you are very welcome to submit your notebook as pull-request!" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pyclesperanto_prototype as cle\n", "import numpy as np\n", "import time\n", "import cupy as cp\n", "\n", "# to measure kernel execution duration properly, we need to set this flag. It will slow down exection of workflows a bit though\n", "cle.set_wait_for_kernel_finish(True)\n", "\n", "# selet a GPU with the following in the name. This will fallback to any other GPU if none with this name is found\n", "cle.select_device('RTX')" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(120, 160, 160)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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nTvTzlVdeISKiJ598EojBZDJBb8N6ourqavjA1NXV0fLly4mooGhesWIFEanI5d577wUy9Hg81NLSgvFy31jvdPDgQYzR7/cD0cgEZ1VVVRgPuwA4nU7M17JlyxRdzdDQEBEVdC58g8/NzWFdWV+VzWbRp/HxcTrnnHOIiOi2226D20EwGFT8k/7lX/6FiAjjPnbsGJTWDocDbTgcDijk0+k02ti5cyft37+fiAhzIN0kJLKRITPSPC7dOhZLcCeV7XLvZTIZfJZBtospiaUS2WAwKBEAjKzkmZJRBu8K5XIxLJShD9LKdDoHJqLTR6wXu5MvFlkumYPo26LWpsXcyrmN4tgvqfDL5/MKw5JOYdKRka1W0knxU5/6FNphhvSb3/wG76moqIBVKBaL0VVXXUVERBdeeCEREf3gBz/A7/bt24dDKf1GEokEDtJ73/teCgQCRER0+eWXo58dHR1ERNTU1ER33HEHERH9/d//vaJEb2trI6JCrBaLHy6X65T4MbPZDKZdU1MDBhOPxzHX4XAYYwyHwxB9+LDW1tZCfJHxaMFgEExo2bJlOIDT09OKhZCJRUifz4d3tLe3U29vLxEVRMv/+I//IKLCvmHxlJlNOByG1a6pqYkeeeQRzC9b9qqrqyHKSkX5Qw89REQFy5i0cMnPUunLa2az2TAPxZkKeL0Ws0jJtuVFJ/1+FksTcrpYLslH2Oes5MdTohKVaEnRkkM8i3lNEi2OKE7nDs4klYvFnF+aoxdDLzLXi1TeLeZm7nA4EHUt+y9zAkvTpDQlM7JJJBLwF4lGo0AmLBpdc8011NPTQ0SFG5vd++12OzU3NxMRUV9fH61Zs4aIiG688UbcvmzaHh0dxfvy+Tx8bS699FJ4FxsMBqAmr9dL3/nOd4iIIJYdPnwYpuuamhpat24dERXEDF4Dv9+P+ZXIxWKxKGlaiQo3KN/Yc3NzmD8pPqVSKYh/LpcLKIaVsDabDYhn1apVuLFHRkagAK6pqQFy6evro9dee01pY82aNfDpqa+vB+JxuVxAfdPT01hTj8cDMY0RzMc//nEErra2ttKuXbuIiOhv//ZvYdavqKig4eFhIiqEjbAIxmb4eDyOOU+lUhB1bTabgtK430RqMrNiZW9xCMRiqJ9ocfSymN+b/F56rRfnPuLv3hWilhSv5GcpYxqNRuUQF+tiZIJyKY9K5lIcuS2TcXFb0jGK6XSOgsXOicVJxOTiy8WSLv3yPW1tbXDG4wN3+PBh6DR2795NH/jAB4iIqKenB6LR7t27oYuJx+PoH+soOB6LiOi6664Dg+nu7gYj+/znPw/mVF9fj1AF7v/ExATm12KxoP8+nw8MYW5uDgd+fn4eeotQKHRK1sPKykr8rrKyEuKO3++HlaysrAwHN5FIYB74d2azGXqf8vJyHP7+/n5EoTc3N4Ox+/1+2r17NxERNTQ04LsnnniCiIjOPPNMMHmTyYQ5GB0dhX6rsrISujW+SGw2Gyx0n//856m7u5uICrorFmv/z//5P+hHJpOBv9CXvvQlIlLFnpmZGfrZz35GROpel/qeVCqlMAIWW6WYtFiCfJkyRF7EZrMZl8NimR2KfdlkNgRJpej0EpWoREuOlhziWSzYUqKIYkvVYsrl04VdMBV7aha3UZy7R/ZpMa9piZAkKlosWNVqtQLGS0W42WymSy+9lIgKUdfs3/H8888TUUFR+pGPfATPsj/Mjh07MLbp6Wkofru6uuCpyzfylVdeCbHmqaeeol/84hdEVEADrAAuKyvDjTsxMQGxgPtsNBohBnZ1deHdbrcb8N9qtUL0sVgsGGM0GsXNz8rWVCqFtmXSLa/XC0SWSqVwk/v9fryHvY7l/iAizE19fT0QT2trK3IANTc34xmem5qaGiVinfvZ09Oj+PrwM7t27aLt27cTEcGSyGtGVEA/vIdvvPFGuu6664iogMhYpHv22WfhY8UBpw0NDfCILi8vh7L93nvvBUqTSmTp/bxYjiiZbE6KYnLPFmctKJYiioOgF0vQt1ie8hOoaumLWkajUbFYLZYpTmrjZRKvYlOe/E3x74qTmxdn85MRv1KeTiQSi4paklFJcz87qUnzp8PhgKgoTbif+9znlKRa7G4v5eZbbrkFz3IbIyMj0M/8zd/8DWD1RRddhHfefvvtRET0k5/8BObs6upq6FlCoRDEFha5iAoiEzv68bOTk5OYD8nk7XY7RDSHw4G5bGtrgzm9srIS/eNDGY/HIQJOT0/joJlMJqxTNBqF2NXS0qLU/SIqiHm/+c1v8A4Zm8TjNRqNYHAdHR3029/+lohOxuclEgkwFavVCp2L1N9JsXbLli3o6+OPP44542eTySS9/PLLREQQO4mILr74YvqTP/kTIirsIWZWn/nMZ4ioIH4xY3rPe95D69evJ6KC5Y7F0HvuuQfMX4pMxVkU+e+8LtLhT1qHZRxY8aVMpObvTiaTi7qiSBGNrWAlUatEJSrRkqIlh3iKcygTneoYJRNf8c0vFWyLBbFJaCmTIMlnipEQk6y0IGEkPy8rPhYnLePvJNrim9Jms9GnP/1pIlItGL29vRAF2Henp6eHjh8/TkQFMeDKK68kIqLt27fjNmppaQEy+PnPfw5RhKO8GxsbkRZ0cHAQokc0GoWSNRwOAy1NTU0BAbFyN5PJoJ9EJ50TpRLZZDJBZAqFQhDjWltbgZb4WafTqYRJ8BoFg0EghZdffhmoaNeuXVRbW0tEJxOZuVwuvCOZTOLdra2tEPlkrmiPxwNEySJfMpkE6nO5XJibXC4HBf+xY8dgxXvhhReorq6OiAiR801NTcoaSd8jRkVGoxHrtXr1avrzP/9zIiIonHft2gX09uKLLwJxnnvuuVij6upq+tWvfkVEBYfP3yUm8TuZ5F6W0fOn830rbpeIFrVSyu9NJhNyny8sLPzXilqapjUS0R1EVE1EOhH9WNf172ma5iOie4iohYiGiOhaXdfn3qQteC7zJMkse/Jgy7QBUqY9XRa2xcZX7H1ZTDIyXkLS4jQbMo2CFImK02EUW9TY/PrZz34W8D8UCilZDNkUK/MKcwT5Jz/5SWzUCy+8kL75zW8SUSExFpu9r7/+emwK1lfs3LlTMUFLVwMWLebm5ujss88mooIVh3Uk3De32w1RR66LNO9Go1GIHNXV1WAELpcLTJf739zcDNHC7/fTxMQEPjMjsFqtSDfhdrvRp8XyKa9Zswa/C4VCi6Ym6ejowPcsvthsNuVCYDIajRDBent7sd86OzvxTjbNezweWCPvuecexNB5PB7q7+8nokJMm0yuxv34whe+QEREN998Mzyb77nnHvrWt76F/nN6k1WrVsGUv2fPHujqbDYb5p1VBbIKL9HJvWgymbCO0k2k2HGX6NTS18UOt0wydQ0znrfDgTBHRF/RdX0lEZ1JRJ/XNG0lEd1CRM/out5BRM+c+HeJSlSiEoH+y0QtTdMeJqJ/OfHfObquT2qaVktEz+u6vvxNfotEYKeLl5Ia+N9ViVGildPl95Fty3gYmRNFcn0ZByadsSQ6kwro4qoVFosFt/573vMeiE+vvfYabr9Dhw4B0USjUfh38Hx88IMfpK985StEVHDRZ2e4HTt20NNPP01EBQUl387PPvsskI6MWue5c7lcSpQ8i3ZtbW1QyA4NDUGEYeuWrB/udrsVUYbnIBKJYA7cbjfmbGZmBmEGUvnMcyPF6Hw+j+8zmQzWTubHYVFB5mGuq6ujPXv2EFHBUsWIMhKJQMQZGxuDb5O0MHJ7dXV1mLOKigrF4sdoRBYt5Pmora1FGzt37oRYtn79eohMO3bsgLh74MAB+CTx3z/ykY/AWNDZ2QmL2T333IP1vPHGG7HO9fX1iKT/7W9/C2W1zHskYweLk9QRnVo9VpYV4nWRluLF4sCK802zMed0iOe/hPFomtZCRC8S0WoiGtF13Xvie42I5vjfRb+5iYhuOvHPM/h7GaMknfwWizeRzETKsZJ5FceQ8PcyuE30Cb+XmfwkLRaMWuwJzQxMWtxYR3HTTTdBb9LT04ON5/V6kehc0zS64ooriIjowx/+MBEVxDk+JE899RT0N5dffjkO8xNPPIG4IYPBgDFIxiPhMYtXQ0ND6LPD4YD3czQahSOdZM78rDysPp8PMD8cDuOQy1JBZWVl0LPIkjws4kjLEot2/Fm+h9/Ph6y3txce3q+99pqSxoL7oWkaRLqysjI4+sk4MWb24XBYSXLPjLi2thZMJhaLYZ8xY4rFYtCFxWIxMIq9e/fSRz/6USIiuuWWWzC2F154AU6IHKsVj8fheFhbW0s/+tGPiKiwV5gJ/eIXv8Az69atU/Ywx5Lx3DgcDuwx6W0vHWdlOetiXSj/XWZ1lMHP0plX7ndOr/G2WbU0TXMR0QNE9EVd15VqbXrhNC7K2XRd/7Gu6xt1Xd/4VvtQohKV6N1FbwnxaJpmJqJfE9ETuq5/+8R3x+gPFLVYKUWk+rjwv/mZxZJjLSY6SVhYnOV/sTSiUoksS80slpZSzltxVc5ivwqLxYL4m3379iEFxRVXXAGx4JlnnsF7Pvaxj8Fqxb4gRATfk0AgQJ///OeJqGBp4e/NZjOUjrOzsxi7TEzGN5TJZALiCQaDyvywNWlhYQEiHSORhYUFtCcL/qVSKYRr1NXVIb6JURdRweojY92ICqIMPzM+Pg5L0cjICNBvNptFtPsrr7wCaxZbeaRvFKMMogLS47ZbWlrgkOhwOIBMGB3Z7XYgtrm5OVin4vE4lLBr1qzBM5OTk1BuM51//vmYgxdffBHzv337dsxHf38/jAv/83/+TyAdNiK88sormHOTyUTvfe97iaiAbFnp/8///M/085//nIgKqKipqQmfOY7un/7pnzA+FrukOCStv7quK+V3ZKgS0alhQxIpybMoYxDftioTJ8SonxLREWY6J+gRIvrYic8fI6KH/9B3lKhEJfrvSW/FnL6NiHYQUQ8R8XX5P4hoFxHdS0RNRDRMBXN66E3a0olUEzqRmuVeZr5fLCCTqdi/hmVyiZ4kQik2CfLvpA5IRsDLCGG+tWWtLPZhIDrp7fupT30KcvbQ0BBCGZ5++mmYia1WK912221EVDAlsy8H61iGh4eR/Csej+N3RCeTdMmwhWQyqQQVEhENDAwgGjoSieD2drvdQADj4+OIdmdkQUQwB69ZswbzMTk5iWcqKysxB1I/Z7VaFSU8rx0rXmdmZpBMLBgMQudSrMvjNmw2G/yI+Ibt7e2Fb8/hw4fx25qaGiRDs9lsSrloRnD8Ppn1QNM06GFeffVVjHdmZgb70Gaz4bdSMctjkbqQ8fFxhLLMzMzAR8hoNCJZGO+32tpaFDI8duwY+nzRRRfRn/3ZnxFRYV+xnvBLX/oS+rd27VoozXlu/uEf/kEp7ChdPPh7i8WyaJCozA+1WAFJedaKi/7xnL4rQiakmCLFpOKkRVJ8khPG3y1mGSsuBCjdxYsjb4v9bmS1CH6fzLksob7FYsFGlBtlx44dRFSogsAJoubm5sCcvvnNb8IZ7ze/+Q0UoZzr+OabbwYzkofP4XAovhnMDCORCKxCrIgMhUJQqqbTaTCeUCiE3yUSCcDubDaLz8w429raYJXRNA0Han5+Hod/cnISlpaamhpscJ/Ph3liEU0m7pLhCRUVFRij1WoFMw8GgxAnWXwJBALKZmcRsqOjA32S1qljx45hPMyUKyoqsIdcLpfit8SK/OPHj0O8mpqaglKcaW5uDnulra0NTEge+LGxMVgILRYLxFpWMn/0ox+lAwcOEFHhAmJlcTabxTp++MMfBoNJp9NwQgyFQjBK8DpPTU3RD37wAyIqnAEpDknrL5M02EhVgQz7kZUxZCYImSSPfYNKicBKVKISLRlaUojnxGd8L30EFnPpPl0+EL69pYhGRIoimrl2cWE+ItWXQUbdShdx6Sou00V6vV665ppriOikufq5556j66+/nogKSj/uq8/ng2fq7OwsTOEHDx5EKV/2+XnllVdgInW5XEADTU1NypzxM7lc7hTTdXl5OVBVKBRCnplDhw5hfjs6OoAkZN1zRjbd3d2ImDcYDIqfDJOmafBLmZycVEIp+P2M0pLJJAoP2mw2iI1WqxX9kAGoCwsLUBLzeu3Zswd/D4fDuIWvu+46zM3s7CzGq+s6RFUOndi2bRtcHpLJJNBMIBBAG4cPH4bS2Wg0QjyVOZB4j0kEZbVa0bbL5cK+ePzxxzEfrER++OGHgWyy2SwQ0be//W28b9OmTZj3++67Dwjpc5/7HEz/7GJhs9mA7u666y6laoU0NEilM+9lnlNZFlyW0pbKZZ5XopPuJe+a6HQZkVxcdkaKV/L7xaLTpdwpQypOJ3ZJRzp+12L5knO5HA6RTM8h33nDDTfgM7vjE50sMRONRummmwruS3/xF3+BVAfHjh0DBP/Rj36EeCkWa1KpFDaEzWZDX6X/ktvthv5A0zRYffgANDU1YdOHw2GIBb29vWB63d3dmI+NGzeeUplS6kLuvvtutFFZWQl9j9frRVhDPB5XxDvuNx/WlpYWHK5EIgGGajabcdAsFgsYmcwcwGP1eDwIMclkMjhc1157rXIwWIzr6urCvLFVqaurC4d2amoKIppkqNLR8uDBg8hlzTQ1NQXr1NDQEOZMVlx1u93oX1tbG/YKt1tWVoZL5+KLL8baBQIBfK/rOp111llEVGCYvFd6enro1ltvJSKCmHfeeedBJdDf34/xGo1G7OV4PL6ooy0zJpmFUzIpmamTSNWXctaHUnR6iUpUoiVDSwrxFPvWSKuW5KYS0RQHARaPZ7EEXadL+1jscUykIh7pqSlL1iwsLADFSKjPz77yyito+8/+7M/ogx/8IBEVknzxMw8++CA8ly+44AIU45MWPL6FpTJV0zSIUgMDA5ib9vZ2hDMwZJZ5ZpqbmzHOmZkZJQiTkUZnZyfEE0Yte/bswZz39/fj88GDB+GD4/f78c5QKIQx5HI55WYnUvPnEJ20BNrtdiXvDiuUpVKUxz08PAw0MzQ0BKX6+eefryiX+RlZzoWRWSAQoPPPPx9/Z+W+pmkIaJ2ZmcF4eX2IToqh0kP8zjvvRMCrz+dDqEVDQwOeW7FiBfYQi06y3PPjjz+OoFPpJX7XXXfh+U9/+tPYT83NzVDqc86fzZs3Q3SrqqqCaD85OamE9PA+lEHA0gImJQBp/ZPW5uJcWL/LqmVa7Mv/W1SchGixFBT8HP+fJ0xat2R4/mK1rYprFxUzL1k+RIZAEJESkc6H64ILLsBiJRIJxFx973vfI6KC6PHwwwV3pnQ6jc0RDodRV2n//v2IZh4ZGQHD400ajUYV0Y3HWFlZiWekDkdWI2W9j8fjUepT8Zx2dnbCXB4MBjGnzc3NmBt2zGtpacHfE4kEDldNTQ1ET7/fj7br6upwuKuqqsDUuE8yjq25uRniZjgchp4im81CzLRarRBnWAc0NjYGUWZgYADzsXv3btq0aRMRFfaFtMawnoj7OTo6qsSGydAHHqPMUNjU1ARGJsV5Zmg2mw2OfUNDQ6jnbjabwbSkJZDfPTo6CjHpyiuvpJ/85CdERHTrrbdCnNy6dSu9+OKLRET0wx/+ECK13W6HeZ7HHQ6HMcZ0Oo0QnKeeeopef/11IlLT0UQiESXRGxOvucPhWNTlQTruFid9X4xKolaJSlSid5yWlKglNebSyU9arxZzVCJSubOs+Xy6SFoZHsHPSH8GKR7IoEhZfZERysqVK2FZ6OzshL8N/+673/0uUlju3r0bN8FTTz1Fv/zlL4mo4JjHKEBa1fg2k8rliooK9GN2dha3pdFohJ9JNBrFzc9K366uLrjUp1IpJSSBEQ87LBIVnNZ4zlgB3NvbC3FN0zR64IEHiKiAZviZ5uZmZR0ZGVgsFiiVuR8jIyP4e1VVFdCMpmkQFTdu3Agk1N7ejndyCIHH48FYA4EAxJpkMon5CAaDyGXc2NiI+eWbfNeuXUBYLS0tGHc0GlUslowop6enIVry/pmbm8O+eumll4ASzWYzlMFutxu+WbquYz6YTCYTkNXy5cvxjl/+8pdQIlutVqDIxx9/HEjzggsuABrhxGOXXnop9lV7ezv6b7PZ6N/+7d8wFqbF1AwyPTCPh/++WPiS/PyusGoVlxaWYpIcoMypy5MgrV6LxZgU52eWCeOLzekOh0PR38hYLX6fzWZDnlypV3jiiScQKc3xMm1tbbBqPfbYY/BM7enpgf7g2LFjgNjSpCl1Smx2Li8vh+6lr6+P3njjDfSJHcsaGxuhL+HD7PF4wITa29thGjYYDNjse/bsgX4jm83iwHBbfr8fhyWXy+GQP/bYYzgYfX19OPBbtmxB7JHb7cb7pSgjPcP53fF4HA5/lZWVihf2q6++in4TqQzyyJEj0Lm4XC68u7OzEwfQarUqFjOiQpVV1pXIi85ms2GuJycn8Tur1Yr3s74lHo9DjBoaGsLB3b59u1KnjUXtsbExpMBgBjMxMUHPPPMMERWcTVkUy2azqNp61VVXgcm//vrrWAMWH4kIe+wf//EfYcmKxWIQwSTz/c53vqOY04szMlgsllMqlPJYZNJ5+Tw725asWiUqUYmWDC0pxFNc7VM6DS6WV3axyhEy1kRy72KF8u+KJjebzUBE8Xhc0ejzzfr5z38eiMHv9wPa5nI5lD1hHxzOeUxUsGQxBE+lUkAo0jFuZGQE4gzD4GAwSBdccAERFW5Hnpvy8nIgnqmpKaCOiYkJ3EbSMY7nbnJykpYtW0ZEBX8YHuPRo0eBSsbGxnDb8/9XrFihJOBice2FF15A2+Pj4+i/jO2ZnZ2FdYotUrJAYz6fV3yBmBoaGoA0otEolKwcU+b3+/H34nxIEvXy82NjY3ie0cLhw4exh8477zwlYRrHRVVXVyOtaltbG9AZP+twOJB5oK+vD2imu7sb/knRaBTKW4PBoPiF8VhZaf7YY49BnJSi88MPP6xE8TM6zufz9Md//MdEdNKB8KyzzoLD58svv4yxrF27Fqjp8ccfBwrTdR3olpGclACkukF+Li4X9a4StYrLBReH5zPJAE9pfeLfMUkTukwYL5mQyWTCZpdmdRnLJVNksNXAYrHAgeyf//mfsQllhkSZTPv9738/ERWsBrx5W1paYEK32Ww4rDKVBDuwyXy65513HiC4ruvY1FL/RXRSPOJDfvDgQYgbc3NzmLPy8nJF/8XzsGfPHohavBY+nw9iY3d3N9qbnp6GF7BM7lVfXw8TusFgUOK5eP6ZqblcLoxRJoGX1N7ejlQhbOKvqKjAGq5fvx6M3efzYT9VV1dDRJT5ppnp7d27F0z+zDPPVMpJ8/6T74nH4zjw7HiYSqXoqaeewhywDrCiogJ7qKysDHo06UwoS/nwRbFjxw78vb29Xcm8yAxu+fLlcIWIxWLYe5x47OjRo9gfX/3qV5Gfu6GhAaK7xWKhr3/960SkZtmU1mN+t1RZFFcpZcaYTqfhpFuK1SpRiUq0ZGhJ+fFIRa/ksjIdIz/HVBzaINNSSIc/qZmXOZU1TQOn5nfI2BRZBqSqqkqxxrDL/vj4+KKxXzIEgxW8y5YtQ3uMfLj/jEASiQSQDj/r9XqBXF544QWk1pDpRKVvUTwehyjIPkZHjhwB4qipqQFaGR0dhe/RoUOH8Pw111yDNBpsVdJ1Hagvm80i1KK8vBw3dUdHB1BbLpdDEi+bzYZ5Z7+WUCiEfsRiMaCH+fl5Ja6MP6dSKVj6WEyqqqpCoT0ZXpFIJCBSTU1N4XYOhULwsZER5jLOivtvNpuVig08H5OTk1gj/t2+ffuA2M4++2y04XQ6sUYLCwuwrk1NTQHV8V4wGo3op8/nAxrctWsX5pGIIMaNjIxg7Dt27FB8mHhO/+iP/oiICr5H/LuBgQGIdE6nE6IZR8kTqVZjaQCQhhzpA8cIkA1Av0uaWlKMR4pD0vmvOE2FZEIyLL+YpLgmdUZSr1CcO4bo1ITyPLlXXHEFZOELLriAvv/97xNRgSlwe5FI5JTSxQaDAdaOkZERRX/BB8Pn8+Fw2e12LBpvpHw+D9FidHQU5u+GhgYcHlkSJpfLAYJzf84++2yIc8lkEtafZ555Boc4kUggtYLJZALzYvE0FothnmRl1cnJSdq4cSN+xwwwEAhAl2A2myFiyRIyLIp1d3dDxHn11VexF/x+v+K0Js3bvG7MLGOxGN4djUZhKZyYmFCYOF9UbH1jXRvPOTNDt9sNZmI0GiGOJZNJWN34u+PHj4Oh2e12jNvtdmOMkUgE/ZuensZ4+dnh4WHsiWw2q9RBYzFv69atuPSqq6vRv9raWoiTvPaXXHIJLgeXy4Vg5c9//vNo76qrroL+8MiRI0p+a6KCbm6xKAJ5vkwmE9YrnU4r6U4Wo5KoVaISlegdpyWFeGQpmeIKERLqSeUr02Ju69IVPJfL4ZaVCjTJtReriiihdiKRwM00ODgIpZ3b7VZSVvCNwEhJ5iDu6urC32UahTPOOGNRZSq/W9YsX79+PUItDhw4AMTT3t4OMWTv3r24ORk55nI53Lbl5eVQBm/atAmWorPOOgvjam1txW3OiGLt2rW4EcfGxnCbXnPNNfheOgq63W6IGcFgEH3lig69vb0Id5AR8xUVFUBH/f39yFg4ODh4SkG5XC4HsScUCkFs9Hq9GKOMupYOmowoZAzS/Pw81rOurk4RqXhufD4fxE/Om202m2FtkijMYrHAQpROpyEGrVixAqiC0Uc6nUaIxhtvvIH1b2pqwp49cOAA3jMwMIB5sNvtGDsjbBmKs3v3bljJ3ve+90EJH4/HFZTF88vpNKTRQib/4ueJ1KoVXCzwd4laJcRTohKV6B2nJWVOl1UmZO0r/jfRqRHs0rtZPkekBq5JM7Hk4FarFZ+lvkjWEbrxxhuJqKCvYL3Cb3/7W5irJyYm8LzZbFbStHLfWBk8OTkJZCCVfZFIBHqU8vJyjIf7ZLVacQMRnVQ6Hzp0CLfOOeecA0QxOTkJkytXNfB4PFC8So9hWUfK7/djTiORCJ7hW7i6uhqoZNeuXfA92rp1KxBKLBbDTe5wODCGbDZ7ipdtT0+P4nbAiEzmj/Z4PEBQx48fR59YPzM/P6+USeY1isfjis8M+xA1NjYqinyigqcx69Bqa2uBUMxmM9oIBoNY8wMHDijlpYkKfkKc0CsWi8EQMTU1BdTU19cHBXU6ncYYWGfX3NxMd955JxEVlOaso7JYLFjPjo4O6HVcLhfQ2dNPPw09Ib/PZDLRpZdeivnivUxE9Nd//ddEVAhJYSQ3MjICdwU5dzIvkfTZkTl7pLf/m+XjWVKilgyzL47Vkk5+0udEimbFz56u4F9xSguZNoLo5GYkKmw8hqSTk5OAsvPz80rtaclsuB1euM7OTrju+/1+OLKtXLkS4y0rK8NYpqamlLgxIrXiZjwex98vvPBCxC5lMhklIyAfLj5wUpSTyl0iUpzGZOIw3uDM3EKhEMTNjo4ObMijR4+izaqqKogOMlfv6Ogo5obzGMsa3iaTCSKE1+vFu+PxOJhXd3e3YnkhKqwbr8v09LRSdZRFDqPRiPkjOukDJEve8JzOzc2BeRmNRohUR44cQZ9isZiSSJ77wXPu9/vBTGS8n8PhwJq7XC6MixnQkSNHIPasWbNGiRRn5f2ePXswT1NTU/itzB7JyvLBwUHEDn7iE5+gz372s0RE9JWvfAXzfujQIcQS1tTUwOGQ50PWeC8u/idzncuYRimOLUYlUatEJSrRO05LCvFIczoRKT490jVblgsuLlNTXPJGZtKX5VYlBy/OoywRzMUXXwzx4IEHHoBLel1dnRJJzc+z1ybRyZwza9euhZLWZDJB2Tc0NITbSvoWmc1mmLEZag8PDyslRngsUlHucDhw44XDYdxorDjesmUL2qirq1MUpXJuZHIqmRWAqHCr8lika/zKlSvhjj89PY0wjrKyMoiI8rbkPttsNiCyRCIBxDYxMQHxNBaLKeVoWEHK8yt9oIxGI77v7u6GX9DExATEPx4zt8djYTFVulOMjY1h7F1dXeh3PB6H6Vwq7xmhzMzMAO2lUimYv1esWIGxeL1e7CFGiPPz8xDRWltbgSinp6cxT8WuBjz2rq4ujJ3XfsOGDcjdEwwGsZ9qamogGlssFiVqndEv90mGFclkZ/F4fFHDDAdhFwebSnrLjEfTNCMRvU5E47quv1/TtFYiupuIKojoDSL6qK7rp++BoOKaWTJHsoRuMtHXYlVAeTKKRS35vdxwxQnjLRYLJriiogIu7t/4xjeQjEumM5C11mWlzcsvv5yICgdfwnHpus+Ln8/nIcJIRsAwX4p2dXV1sBRFo1FFxmeHs46ODiW/MlHhMLCYFw6HsalbW1vBNMxmMzZhNBpF/3g+XC4XGM+BAwdwsF988UX0ubq6ms4991yMi0Wc2dlZzJMseSOdK7mv0WgUYpLcxNFoFGNnaB8MBvGdXH+r1QrmsG3bNoik+Xweh4ud7w4dOoS+SVEhm83icqipqUE/MpkM+s2MwmAwYG1lpH0gEIAoo2ka2hsYGMDcsHVw69atOPAWiwVrJEvumEwmXIY+n0+p8soiJDNIaZX97W9/S1dddRURFaLXOVHd17/+dVjaVq9eDQdHjnCXvnPpdFpRayyWrkY6Ap+O/itErT8joiPi3/9ARN/RdX0ZEc0R0af+C95RohKV6L8RvSXEo2laAxFdRkR/R0RfPlHW+DwiYtX57UT0P4noB79PexLSyRAHXdeVYFApShWHTBRXkJABb9I3R3Lq4qKAJpMJCGV4eBjfB4NBoA4pQsgo+draWiggWWkti9DV1NTgRmOEQ1S4SfjW7uvrw29Z+blmzRqM67HHHsMt+8Ybb8CV3mKxKG71bMHiW72/v18pXcMKyHg8DpSTSCRw2/f395+ivH/11Vfxjssvvxy3d19fH+ZMihypVAoijKyvzWihsbFRyYPE4p/MOdTf34/fdXR04IZncW7VqlVQONfX10OccDgcUOqnUiklzSn7O3Hd+bq6Onj7hsNhzF13dzfQYDKZBFLKZrN4D+8DGcgrxZBzzjkHa+dyuSBGp1IpICi2hoXDYXgzz83NoY0jR45gDrZu3QrEEw6HIZ42Njai3zw3c3Nz2GeTk5N4dywWAwpbuXIl5j2RSCBrASuZZdXc4mR9MveVTC1cXPqmmN6qqPVdIvoLIio78e8KIgrrus6Z2ceIqH6R35GmaTcR0U3yO5ngXcZnSQuX1CtYLJZTwipOl+w9n88rzEseEmZC0hrGEz09PY1E7i+//DI2LG9Gfjcf1kQigTQYL730EhEVTKTMsDKZjBJ3xG73BoMBVhC/34/n+e9EJ9MUSJf+zZs34/BLq1ZTUxPakC7199xzDxEVDgCLO7lcToHrfEjcbjfmlRknHwoiNWOj1+tVEvIzdN+wYQNEM5fLpRxAnkdmDk6nEwxp7dq1OGhr165VdCDS6ZKoICbxgaurq1OsWszAh4aGYAk688wzIYbys8uWLUM4jNVqBcMfHR0Fg56dnYVbgclkOiVcJxAIQISvr6/HWKenp8FE6+vrFWYi48qICiEw/DsZe7dixQq0kUgksK+XL18OcXxmZgbzyqEz5eXlYJCRSASZMv/4j/+YfvWrXxFRwWmU10tG4EuRlfskzyjRSXFXVuRlXe3bknNZ07T3E1FQ1/U3/pDf67r+Y13XN+q6vvEP7UOJSlSidye9FcRzFhFdoWnapURkIyI3EX2PiLyapplOoJ4GIhr/fRuUyqripGASjSym3GKSHFlyXekjJBOESUWjrOzAFpVDhw7BR+Tv/u7vFNdxfrfT6cQtEYlEAG0ZDsfjcbzv0KFDuLHr6upwo7lcLtxo+Xz+lNScsvJBQ0MDSpZIh7p0Oo3wg0AgAFTE1NraCoXn9u3boUydmJgAojGZTAgjqK6uBlphcbO2thbIwGw2I6o5FotBpEomk0BQgUBAyWck54SooKRnhzopviSTSSXRlozYlkplosLa8jui0SiQzfHjx4FAKisrgdZsNhtQgrRuccT8Qw89hD7l83kofv1+P96j6zpQryytw5H74XAYit6VK1cCgWSzWSiUk8kkkI4swyOdG3m/tba2Kk6N/PyhQ4ewBsPDw9hnbNi4++67sQ/MZjPe19fXR6+99hrmhte5t7cXe4vPBYthRGpiN1mNVBb3M5lMb6pc/oMZj67rtxLRrUREmqadQ0R/ruv6hzVNu4+IrqaCZetjRPTw79umHIjZbD4lZ7J87kQfTjH3SoYlHQyls5N8xmw2YyPwho5GozjkqVSKbr/9diJSk2y73W7Fw5e9g/1+PxwOmdrb22EZa29vBxxOJBLoXyqVgmwdDAYRi8VyeD6fV3InS8dDybB4Y0nYzc8+88wzyI4oywI3NzeDCY2OjiriCfeJD1c6nYaOZ9++fdCLSOe5ZDJJO3fuJKLCpmZL2sDAABgcM5jDhw8jsVhjY6MC12WeZ5kvmeeSrS8mkwnt7t27FwwwHA5DNOLDxPPB88RWr4GBAXz3gQ98gHbs2EFEBabBe2F+fh4MMJ/PK5n/iApry+9zOBxg4GVlZUqkNzNDFtt5DXjdWPxqamrCZSgjxGdnZ5UKrsyAKyoqMJfc52QyiX2wZcsWOG6+/PLLyE7g8/ngrezxeDDX7PF81113oZ/FsY1ShyrVIW8WEfF2OBD+JRUUzX1U0Pn89G14R4lKVKJ3MS2pWC2r1aoopBbL5yG16lKTLquLSpduaZWRToPSOVEq0fg7FrXOO+88cPze3l4lxouRktPpxC32pS99CVn9+Ra2Wq14d3NzM8QQl8uF2yqTyeDWGx4ehqKZIb/L5YJ4kkgkgAzr6+tx08zOzirF9jgCnEVFm82G209WlhgbGwO6yOVyWIPjx4/j/Xxj79u3Dwrv6upqWMkGBwfhGPnEE09gvD09PXi/1Wo9pXqGzWaDiLN3717coLW1tUAg1dXVShIv7hOPL51OAyV4vV787qWXXgKyam5uBnoIh8MYu8wnw5+HhoaUnNGMhOfn54GmhoeHYYliC1JzczP6KZO8eTweiEOyPrzH4wHi4nw9JpMJvkDBYBDoMxKJoE9DQ0NKeAqPy+Fw0NNPP42+EBVQPDuQrlixAoUlrVYr8knt2LEDa3T33Xcj3S3v9e9973vY6/KMytTDci4zmQzO4bsiVkumJpBmbhmAJpmGFMWKU1Es9lnKo/J3bGViGVoekI6ODpij5+bm4MQlE4TV1dWBUchcxjIXsnSo47YDgQAOTGNjoxJoKutpERUOlHRClB60Mt0HW7h0XQdkZqai67qSTF2mrmAG0tLSAitTS0sLDpCcD3bsk3qnfD4Pi0l1dTWsJC0tLWAQbrcbehbWfySTSXriiSeIqOCIx5bAlpYWmH6DwaCSX5kPN++PVCoFMbSiogLzfs455+BZuS4yPQjvG7/fD5N8TU2NYi1lUdZqtaLt6elp9E8Gs7LDpc/nAwM0GAyo2un3+6GDyufzeJ51TmVlZRiLxWKBTsxqteJ98/PzEJOSySTmVHqa89zU1tZi/hsaGuDwOT09TXfffTcRFZwG2T0jFAphzZlZ8hiIVH2rLAUtVRmcdK9USbREJSrRkqIlhXiISPHdYQ4q45iKHQuZZFqMxaxeqVRKicjmNiwWC6AqQ+oVK1ag+oPdbsf3drtd0fDz95qmKcpDma6UqACTZTVNJplXOBAIAMbn83n4kUifChaTjh49ilvYZrPhGaPRiHeHw2EluRNRAUnxO2ZnZ/H3QCAAhHXgwAFlrnnOeE6np6cB4w8fPox5bGhogKjq8Xhwq3d3d0PhGggEgJa2bNlCRAUFKqPIeDyOyh1HjhxRRFKedzm//LuamhoovCcnJ6Hcr6urU/yxeK51XVfqpBMV9gePpbq6Gm2UlZXh2Ww2i/lraWkBamKSznq9vb3Yv/v371cqOrA1zGazAWVLCyTPv9frRRsyhksm66qoqFAyLfC8ssXK4XCgz5lMBufEbrcDCX384x9X8kMz4mKDicPhwB6S+cidTqcSbiQtvqlUqpQIrEQlKtHSoiWlXJb1jmTkuZQVixO/ywTuRGruE+mFK5XS0hdImgT5d5s3b4bSd+fOnfSxj32MiArlYmWkNbfndDpRYaGsrOyUWkmhUAiy9bp164BcwuEwZHs2WxOpkc+sh3E4HOhfOByGzsVsNit5U/gWjsVi0B/wzSX1Sx0dHUptb6Z0Oo1A2M7OTtyEnIRq06ZNQEHLli3Db4eHh6GHkQhwbGwMSCOZTOL2ZT2CTLYvKz6k02mguqNHj2JcDzzwAPrEa2iz2YDYEomEkq712muvJaICAmEUdv/999OVV16J/hEV1pBRRyqVgrJVhsw4nU6gxJGREcWkzX1mstvt2Cuvvvoq0EpZWZnicyR9y3gOJCrmscqsB+Xl5UB9Mu3r2NgY5pJ1drlcDn0+ePCg4jbBSNnn89Ftt92G+eU9wlkAvv71ryt5lbh/uq5jzFK60DQNGRROV1drSYlaxe7YkuEsVhxe+uNIhsVKPbPZrDCvxZKCWa1WJRcvkZrv9/7770eUbmVlJZhKWVkZmJrU9E9MTEBEYIZw7bXXok+zs7M42DabDQo8TdPAZGSskKzhzQdDhmjwpiIqbHYWa5xOJw4/z2l1dTWc/6anpzHe6upqwGvpj5HNZsE0vvrVrxJR4TCz6JHL5aDwrK+vhzhUX18PhupyuSDOzM/P48CwyLVp0yaIHvPz81CUlpWV4fDU1taija985StIbMXKbFntorm5GRais88+GyJzVVUVmIxMR8EirQxrKCsrwzxGIhEYF8LhMPaFrK7J85VIJMA8FxYWcFg3bdqEtRgeHgaT9Pl8GCMzJlnFVobArFixAozM5XJhDSSDk5crj7WpqQnGhd27d9NnPvMZIipYIZlBX3fddXTxxRcTUcEhkWu3854uLy9XClzK9DGy2i8zzxMMpyRqlahEJVpatKQQjwwylDdvccIvyWWZFvNclonFiutoS9OqLHPM/2dx6F/+5V+UpFAM+cPhsAL5WczgqgZEJ4MYQ6EQ3uHz+eDunkgkgITsdrui8OSbmsWkY8eOYVxlZWVABhKVzM3NQfEr03cyNB4cHFRqkHPbIyMjeKa+vh5invTEZeV4KpUCWvH7/bjJTSYTxMWpqSnMUygUUjxk2aOZlcETExOYO7nORqNx0UKFc3Nz8ObmdsfHx4EcAoEA/Guk2C0DHc8++2yIejLBmVRg8/6oqKjAHNTX18Ntor29HSIOo5KKigpFUc5ktVrR/02bNil1wXgPcT+npqawT10ulyK+MNqSic9krmun03mK4WVychL96+rqAhrMZDJ4d2dnJ/aQx+PBPDEqDIVCQJxOpxN/l5EBMt+VxWIhg8EA6WAxWlKM53Ru18UJvaT4JB0HiU5Nm8Ek66jL56W+hw/l4OAgfehDHyKiQkF7XiDpt2AymbBYMjK3vr4eMj9vgqqqKiXDH/89k8lgQ0qfGGm14sVzOBzYCFVVVQqT5LbXrl0LfxGPxwOmJovoMexOp9PQY9ntdny/ceNGHLRMJgMmxAfJZrMpeYp5jH19ffTzn/+ciArwXiZG47CK5uZmPM/fTU1NQT/W1dWFvsqNnE6noZ+JRCIQS5gBbty4Ef4/zz77LBhWS0sLHAh7e3sVK5TUqXF/ZDE+7ofZbMbvpCogEolgbVi8cjqdWIuhoSHsj02bNmFOs9ks1nZkZATiCf89l8thj3V0dODdBw4cUMrv8H7btWsXmL9UJ/Clk8lkIKJv2rQJ897W1oZLcnh4GEy3paUF42FRXFqvQqGQUviSmZAsGZTJZMhsNpdErRKVqERLi5YU4jGbzYr4JKNdZb5h6VVaHAVb7NsjxTf5WaaGZG7OSGRiYgIZ/QOBAKKTY7EYILH0CUqn07iZZmdnlWRcRKr/RzwehxLZaDQClUgF3qpVq4BGZFE+VszG43HFz4dFlUAgoCArvrX5dpcKaqKTIQfXX3893tPf3w9RwOVyKZYmbpcDDScmJgDdR0dHYbl744030Kfq6mrcpjt37lQsUUQFcZQDGycmJiDKXH755YofD/d7dnYWNzyjhUgkAmX8hz70IaCzQ4cOIddxQ0MDvLpZbCQ6mawtn88jqFMqZN1uN/ZHNBpVLFms1GXkE4/HsZ7ZbBb7aWRkBN9L7+KZmRklgR2PlcVlk8kE9BYKhSAyzc3NYf3D4bAiavN4eO76+/uBFrPZLPpRX18PZLVr1y6EWgSDQSA/JpmQTAZvy0gDWUiTlc4yD3MxLSnGI52QpGu2lP2JTm64RCKhZEYjUhlPLpdTXL1lyg0mi8WCwyoz+TEkfeKJJ3AQjUYjNrXT6YSehUUgosJG5YVjhpXJZGBNcjgc+HsgEMBGicfjihNXMWQOBAJw6V+/fj0Oj9vtxuGqqKiAA9nevXvRP2a409PT+J3dbsezZWVlSgZFtlR5vV5EyXNbR48ehXOawWDAYV5YWMAhYXMqUYHByGyE7GDH8zg9PY3Yq7m5OcR7EZ0UEevr6xUxib9nkeXIkSPQp01PT2POKisrkZStr69PSZbOzJBFtI6ODrRHRIoIwQxahq2YTCZYhWSCLhkpzmOUaSdGRkaQfJ3rlROdvBx8Ph/WIpvNQmdkNpsxv0NDQ2CMXq8XYprP58O+kZky+Wwkk0nsyfr6ejwbCoUQJjM6OorxMnNzu92K5Yznxul0KtH6MrleMpks1U4vUYlKtLRoSSEemeK02O9GKpoZoUhlsUzsJQv+SeWtrLnN74nH47ixpML5xz/+MRGdvF2J1CqhCwsLSgAl54hpbW2FYx7f7gMDA/DdYI0/UeE24tt5dHRUqT4g8zUTFRCPLKfC/Q+FQoo4xgglmUxCJGWI7vP5cFO+8cYbGEtDQ4PiIMbK3nw+D1GLb1UZCuDxeIBQpZI7nU5DzJiensY6rVq1CmIBi2hNTU1ABk1NTRDXDh06BCTU2NgIFObz+YACGO36/X4gGFn6Jx6PA6nJ0jTXX389RDe2MO7evRt/Lysrw/xOTExgXWREv/TXkr47vE/Ly8sxliNHjmDeV65cqTgkMqrgNTSbzViLgYEBZR5Z1DabzajXbrPZMIa+vj6Ii4xEVq1ahfnSdR3Kdpl3SdM0IKS2tjagH36fz+cDUpZ5p6PRKOZGWm5lIPfpaEkxHpmCIJVKYfFl2RsiUuJDpAmPSM2hLK1Q2WwWEyZL0KRSKcXKQFTQI7BcLJ24ZPL4RCKBhfH7/dh8uVxOia8hKmwqfresS+RwOKDvaWxsxGeLxaJYVYgKG4U3TSqVwqY+duwYNoX0hL7ssssUHQP3nyGzTGL+85//nK644goiKhxEKWYw8+J37NmzBwfDbrfjoDU0NCgmah7vvn37IO5IZ8c1a9bgWWYO27dvBwNfv3495m9gYADzls1mIRLzWF5//XUw+2XLlqHCZyaTwTzW1tai3zMzM2B2zAhramrwd9YzERWYA39fbLkp9ljOZDIQh7xeLxjgwsKCkmWA3QCkwyTT4OCg4gHNc5pOpyHSBwIBRWTlea2oqMB4pF6S506WwHY4HDgn8XgcF4Fk0MyMmpubIc5Lq7LFYsG+KC8vV84J0an5zyWVRK0SlahE7zgtuVgtviVkbtfiNKgyslzmVGaS1SplPXSZq0SKcZyflpFBY2MjFJG/+c1vlHrZ/LtMJgOUVVlZie9lLBOjEokAnE4n/p5IJHCLSQdCt9uNeZBxOwyBKyoqlGh8ptraWnryySeJqIDCGErLqGueg2w2i5vw0KFDQAz/+3//byXCXToOEhVCSNgKlUwmYWHK5/O4bZ1OJ9Dbxo0bsQZutxt9YrFxdnYWYqjVaoUIEQqFoEz3+/0Yp9/vxw3P5VecTid8UqqqqoCmLr74YogyExMTWAOz2Yw2GAX09PRATKmpqVGqwPJYUqkU5iOXy8GRkX8XDoch9kxOTkIUa25uhkK+o6MDCKqsrAwoQUbXy5AVie65IGF7ezva+8pXvgIL4vT0NBwpeQ0ffvhhiM4ulwt/3717txLXx/v9nnvuQXzb5s2bsRZcBiiZTCrOvNKBkJGaxWIhTdMolUq9O2K1ir2Si8sTE6nxKJlMZtH4K/k7KaLxAUilUooFiZ/niRsaGoLncDweV7Lm8e/Ky8uxaWV10FQqhc8Mh00mEzaC9H6urKwEnJXjTCQS2OB8cOx2O3QespaSwWDABnn22WeVHM28ybg/NTU1sK4YjUaIk6tWrYKsvmvXLtq6dSsRFQ4BMwW2yt18881w3Nu/fz8O3fT0NBi3y+VCgKHRaESfhoeHTzGFx2IxWFEOHDigpKDgOZicnET+X13XobPgQ261WiHqzs3NQc/lcDhgOWptbYUIVV9fDybODM1sNmOuJycnESS6Z88eiEORSESpbsv9kInYWCfX3t6O/h8+fBhrns1mYYGLRCJgTrKKLYuBUofywgsv0Pnnn4854O+Hh4fx/vLycnzPolZtbS0uDZvNhrE4nU7oxZqamrDHa2trsUa8FtKbWaaRkRlAs9msYoV+JyqJlqhEJSrRf4qWlKglRSfpX0N0UlElRQ+JkBi1SChY3IZMMcAIpK6uDrBbRhAzdG9paVHQDJP0W5A+LC6XC0pH7nNra6tSTJBFEqPRqCiMZbULWcmU+8ZwfO/evUAr09PTipVJIga+dVg0am5uVhzVWJzw+Xz47HA4gPykjwijgbKyMiUtAiMvv98P+K/rOsIaAoEAfFQWFhaATBhRvvzyy1DuT0xMYA0kMhgfH8eNXF9fr0RbExXEKxkrJ8MaWOx6z3veoyhyWbTkeLXh4WEguSNHjqCI3+TkJEoGRSIRxSLFayqLOTLKkQ6mVVVVmPfR0VFat24d1ot/y+hJJiEzGAxYz2g0inm3WCyKLxs7HMbjcSUfMs8ppzTp6urCeh07dgyIXdM0oNxf/vKXEIMZ9bndbrr33nuJ6FQ/OV6LfD6vWHw5i8TpRK0S4ilRiUr0jtNbrZ3uJaKfENFqItKJ6JNEdIyI7iGiFiIaIqJrdV2fW7wFlWSdLKmfkfobKVfm8/lTkltLGTSdTiue0HxDZTIZ3CSdnZ3IXcLyeW1tLcyYk5OTShiCDLKUmfe5j7W1tdB7cHE3GXYgXenl2LLZLG4rGR0tyx0z8qqrq8MNKQvE6bqu+Gbwbcr5ZAKBABCFxWJRFLysG5iengZ6CIfDSv1yHgu3IetMyZrfmqYBPVRVVSmFD9k1nxHi+eefj7plDQ0NSkpP/p30P5KFCllp+tprr8HT3GQyQfcTDoehrL722mvpW9/6FhEVTPmXXHIJEZ1EK2vWrEFtqYWFBeT66erqAnrJ5/NKGA+jUamk5bWWhg3plW6z2TCXdXV1mAdGlEeOHMF3sVgM8yhLOtfV1aHu1/LlyzFPMhkb6w5DoRD22/z8PPRH5eXl2Kfd3d1A0I8//jhddNFFRHTS2CKRsnQXkRVJpP8c18d7O2unf4+Ifqvr+tWaplmIyEFE/4OIntF1/Ruapt1CRLdQodbWm5IclKxfTnTSMiNjuUwm0ymMR1I+n1dc7XnSHQ6HUtBPOiISnVotUYY1SCdE/l02mwVz2rt3L9z+eTMZDAZ81jQNCkWZ7W9hYQEQWyoEpbMhz4fRaIQ1TFoT7HY7Npys5iitNRzT1NPTA2V1IBCAb0lDQ4MypzxnPL6amhrM3czMDESS3t5eMIfly5cr68Xz19PTA0uVjF3jv1ssFhwSh8OBi0BeDhaLRSnYR1RIDcFiXnV1Ncbb2NgIBvLAAw/QjTfeiHezYlXm9eZ2161bh/QdExMTGG9VVRXeGQwGlURwvFYy1IXFroaGBpSY6ezshNgok4XJiq08dzU1Ncg2IBW2IyMjiCWUCm+z2XyKqGcwGGAgmJ6exn4aHx9XYrx47912220Qu+RlLtN3yLAb3ivpdFrZN28Wq/VWaqd7iOi9dKJgn67rGV3Xw0T0ASK6/cRjtxPRB//Qd5SoRCX670lvBfG0EtE0Ef1M07R1RPQGEf0ZEVXrus5xBgEiqj7N708hKSYx1yRSxSSp0IpEIqfUPZcKZRlcGo/HcbvJ6O7Z2VncpnyL7N69WxHnZM4fvqGKb15+vry8HKZahvwyCDOdTkNEePLJJ4F+pHnbZrPBHMoIJZFI4La12WxQiEuz5f79+xXfIRmoSaS6KHR0dCBYsaWlRcmZw/NRX18PkY5N4hMTE5g7GR4iPWF1XVeK9LEII8sqs9LaZrNhbUOhkGJW5rGk02mIi48//riSLpaogC7YdWF4eBiIYW5uDqKHRIbpdFqpHMLPsvj1d3/3d3hHKBTCHisvL1ci1VlUZbFn06ZNig8Zi8Czs7NweXC73UBhMppdehXzfnvssceAKLPZrJJ4Tka18xrEYjEoy/nvMzMzQJF2ux37LRgMwks8HA5jX1x66aXw2ZEhIdKwwvMuVR0yX7rMk3U6eiuMx0RE3UT0BV3Xd2ma9j0qiFUgXdd1tlgVk6ZpNxHRTfI7GetSPBBZ9mYxF3bJmGSxNl5YyZBMJtMpBd2ITsrqkUgEm6q/v18RcWQFUt7gDocDfZKig0yzwPqZaDSKw7d27VrFD4LbdrvdSmQzUSEOhxmC2+3GJqypqaFNmzYRUYFhsp5l2bJl0FMxk6qvr4fOwOVynZIAjeeXLVLxeBzPMLxub29Xqp/KuCg+2Bs2bIBItXnzZuRIfv7552GBYWYYCATAHGTs19DQkHJ42MpYU1OjWGa4DXYCNZlMOCSZTAYiqUx/YjQaMR5ew97eXlwkbW1t6Mc555wDMWhgYEAROVlcY8vZwMAAdGW5XA57SNM07A+ZPH5ychLrK8OD+H0TExNg+EQn9X02mw2WSpmjeXx8HIxHWkj53el0GvvDbrdDvJbpSI4fP44qurx/JYORVll+B8+7THnyZjqet2LVGiOiMV3Xd5349/1UYERTmqbVEhGd+H9wsR/ruv5jXdc36rq+8S30oUQlKtG7kP5gxKPrekDTtFFN05brun6MiM4nosMn/vsYEX3jxP8f/n3blOVqZDpRopPIREaq878lFXtQMqfOZDKKb4UsdseigwzOY1HA4/EAfUiUI31YJFksFiAeGVgno5b5ppyYmECf6urqIC7Mzs5CtOB319XV4TYdHx+HAvDo0aO4+WXk9t69ewHTpZcwKxqTySS8iz0eD5BQMplEwGBbWxv6xzf9a6+9BpHQ7XbjlguFQrgJy8vLlbI3fDuzW74cV1NTE55NJpOYm4aGBqDV48ePK7XduVY5r63D4YC3cl1dHWC+tCC+9NJLGO/c3BzaY/R2xhln0KOPPorveB/KfEIyr04ul1MCJHl8suwQ/13TNCUDgvQ653xA73//+9Eui9czMzNAuW1tbUAgLpcLfUqn04qljdE5z29zczPGaDKZ8NnpdEIhb7PZMAan0wkkJKPaZXYIPieytLhUjXAQtsx4UExv1ar1BSK684RFa4CIPkEFFHWvpmmfIqJhIrr2P9Og1BPwZxkVLkPuM5kMNpCUQXkyZOkaWb+JiBQzO0N91ks8/vjjim6IyWq1LpqSQ1ozFhYWlOqURIWaVAyZm5ubscgtLS1KLBSLBblcDhtrscTw69atw0HzeDw48BUVFbCS+f1+MBBmsjMzM3jWbDZDZ+T1eqFjkKkkQqEQ5Hyeh9raWsUZjpnb7Ows5nd4eBiH68CBA3AgPHjwIJirrE8mHRlZvBoYGMC7fT4f+j0zM6OEABAVDgvPzcjICBjjhRdeSA899BARFZgD1wrftm0bmBO3cdddd2H+a2pqFOsQh54kk0kcOpnUjC+pxsZGJSsh93nNmjW4HIhIcXNgPZZkYjy+zs5OMLoDBw4oYhKvKTMSokLKDV5zWbaH18XlckHMHx0dxflaWFjAGJubmzHvLN7KjIRSDystuw6HA6LX225O13V9HxEtJiqd/1baLVGJSvTfm5ZUkKjMoSyrP0h0IasPEJ10lJKWJ5nTh7+XoQAOhwO3bGVlJSwb3FZjY6OCRKRPD4sF0q8ikUgoyKs4QK6+vh5Wo/7+ftyUlZWVsJ7IAmjRaBTiGrdbXV2tFNJjkaS7u1sp9MZjD4VCuDkZfUhnvoWFBSgULRYLRLtcLocb7cCBA1A0c1sjIyOKAx/n9JEK1Lm5OSg8vV4v5t3pdOLGZStPX18flLNerxf5cwYGBuCgJ6Pd29vbsR4shkSjUfRf5qR56KGHsKatra3o065du7AvGDlUV1ejnz09PUAX/f39QHXJZFL5nteGEd3MzAzmVzpazszM4D2Tk5Pov7SGMsrQNE2pasJtDw4O4nuZjMvv98M69cQTT9Af//EfExEp1jKZ4pTH6PP5EJISCAQgViUSCYjdMhxJ+grxGO12u1KsUZ4N6Qu3GC0pxiOtV8UlUVmOtdvtOBgy8pw3UnEbPBmyiLwsB+vxePA9M6CVK1ci493U1JTiNCgd46RnrXTc40PK7x4bG8PvbDYbvGntdjtMoZIJ1dTU4FAxU+ns7IQZPplMYtPI/Lvl5eXQD4RCIcBthvPz8/OA1G63G3qicDiM/jc1NSmOjMwImHktLCwgZiyVSuEdMpdwV1fXKeIQUcEkz8yT+7l9+3YwrLGxMTzf1taGdWlqaoKFLhAI4KBJJ8Srr76aiAoiBD97ySWX4PDs2bMH7dXW1mJNedzj4+NgqKFQCIx/YGBAqerKzERm6pPlbWTifWki5/3W1tYGcSibzYIRsLhWV1eniJ7c/7a2Nohd1dXVuGCGhoYwZ+vXr0cWAWbwMgmZ9MgPh8PoazabxX7zeDz0nve8h4gITpTpdFrR9fE8yiyXRqNRSa5Xik4vUYlKtORoSSEeTdMWrQrB/yYqcGeGcDKafbHa6sVu21JZzTB+2bJlcNZji091dTUin91uN24gqfSVolEikVA4v0x5SURKhLzD4YDfTSAQgKUiGAwqRfr4lmJL0Pj4OG6xdDqNv8uwEiJCJLXVaqVXX32ViAgOfJs2bVLiafhG9vl8uJF7e3uVXMayvApR4TbjW3hubg5K597eXohMP/vZz4Cm6uvrgaDi8bjiwEhUQJSs1J+ZmVFyFck69bx2q1evprPOOouIiJ566ikiUmPNfvrTn9IHPvABzAcjFFnWp7q6GvuCx8WiK1EBXTACaGhogJhcWVkJP6SamhqIJzK+kJGL3W5XkAajumQyqVSHZRGLx93X1wfkK32+ZCxUJpOBUnl6ehoiWFtbG5554oknMH7es7K0zuTkJN45Pz+v+KoxsmIx+swzz8Tfs9msUrVCVnnhOU2lUqfsy2JacoxHTq5MJM5UHJbPh5snv7ikhvTalcxLmh1l9jeigmjClUTvuusuvFOWb5Ximkyz4fF4wCz4YJvNZohD4XAYFo6ysjIwu2XLltEzzzyDcfGYpdmfrS6dnZ2L5pW2WCwQpSorK6Ef4I0eiUSwqbLZLMYidVChUAgMxOl04gCy3sRgMMA5cN++fUrQKR/EFStWYFMnk0kcwIqKCoh90qzL82EymeAFvH79emxwp9OJPo2Pj4PZ/cmf/AkRFeKw2BR+9dVX4zAfOnQIQakWiwVrnslkMF4Wo2w2G5hQPp9Hn2WJ5a6uLjDR4eFhxLqx+OLz+dA3u92uJBArLpPNa8SMRea5ZiYYjUYVyyOPKxwOKwdelpjh/cLPOp1O9Cmfz2MfSofa1tZW7JtUKgURi3WRMzMzeF86ncbvinOay2T00tS+GJVErRKVqETvOC0pxCN9dySysVgsivgkfWmKo9YlJD1d2waDAc+/9tprQDcyERjD+XXr1uGGT6VSCoLiPjkcDtwq3d3diChmhFVbW4sbQ1pDxsfHcUsEAgHcfr29vVAk/+pXvyKiAiLiBFIzMzMQD7u7u3GbLlu2DDddKBRCX9lC19raCkXoCy+8gBttfn5eqc7KfZKRz+y0J/MfOxwOrEVZWRme+cd//Eegs1gspqTj5DzJ3d3dRFRw3GNkcM8990D5PDw8jLQitbW12A88R9weUcEYwInFent7oXhvbW1FP0KhEJDE8ePHYVVjC044HIb/TzQaBRKVddT37t2LtXM4HEA6/GwwGITflclkwrr4fD7MWU1NDYwLK1euRNu8bl6vF2iwqalJyaLA6+jxeBTnVWnRlWVtiAq+U7zms7OzilKdEfHLL7+M9jRNQ6FHDnWRFisZhZ7L5ZT4MZkvXRpzFqMS4ilRiUr0jtOSQjzFZYoXy8EjvSXT6bSiVCZSSx/LelxS6SwL8+VyOaU4GlEB5bBZsqqqii688EIiUmuFy2TZsVgMN8yxY8eg3+Dbp62tDeZ5v9+v+AWxTJ5IJKBXcLlc0DfwrVRfX6+UE2bdhNFoxG01NDSENmQ6VkZPU1NTQHVXXHEF5Prp6WnogV544QXMr8lkgveqLE/Lepjm5mbcjrOzs/TVr36ViAroiPVm+/btU6LqpX8PUQEBsn5G0zQomo8dO0ZXXnklxiUT5/O4+Ibt7e1VMgvccccdRER01VVXIeL8G9/4BlCny+WCrobH2tHRgbWVOZx0XVcCORmpHThwAPPKuq3y8nKsucx3k81moSfKZDJY8+HhYaBLRjmyhPFjjz0G5F1ZWamE9vDYHQ6HklaXzwojvVQqBRQ2Pz+v+MnxmamurobHO/+b6KThwmazYSyBQEAxUMgoAl5bli7ezkRg/6Wk67oS7i8niUlavqRItZgYJclutyu+PpIJsSVCpnLg2Bq3241D5/V6IQrIahHV1dU4aNJxjxdCVhlIp9NgFNlsFge+pqZm0aqWfOCqqqqw0S0WC915551EVIDD3N6WLVswJ9u2bVOqYPC4ZTUG3mAy3YPJZKK77rqLiAoMix3z2EKWyWTou9/9LhEVDhev1/T0ND377LNEVLDEcVbB2tpaHJJcLof5WywxWiKRUEIz2LK4ceNG/E6KM3xRrV27FgenoaEBIp/0cVm1ahXEKqKTe4ff3dPTAybQ2toK8TqXyyk1xHketm7dCssoW+hkrJnZbIboFolEsIfn5+fxjMvlUuad54NF0/b2dvQpn8+DWVZVVYF5xWIxxc+sOFtDa2urchnxvk6lUrB2yn5wH/gZniNmjC6XS6nkKuMbJROyWCxKGFMxlUStEpWoRO84LSnEYzQaT0lDSqRGhcuIc6fTCa66WJEx6Qsk8y/LlKiZTAa3LJuOa2pqcHOMjo4CdcjIYbPZDK/XTCYD0aiqqgq3Kd9s2WwWIk4gEMCtMzs7i7CFgYEBpe4X33SsUDSbzYriks3LL7/8MhDF888/j/699tprSp4dosLtx+bloaEhuvjii4mogFxkUCqLRv39/YDYrEC98sorcfs9++yzGPeKFSsw7ueee04RT2T+aF6ve+65B32SSm6O6Pd4PLhZ5+bm4FMicw+zaFRRUYFxh8NhKOFHR0cx12eccQY8jRsbGzFnbFaX3tFDQ0MIFZEIu6+vDz5YkUgEtz2LwFarFQjW4/FgLD6fD++R9c7e+973noIAM5kM/t7Y2KikHGUEuH37dsxZJBJRTPG8X7iN8vJyzKNcC4/Hg/0kK5yEQiHMA5+paDSK9RwbG1POKK95cRD2m1WvWVKMR1bnXFhYUGRXXnzJeBKJhOKbQ6QyG6PRqIgZTDLcYWFhAe/kRVuzZg0O7f3336/45bC409jYCHjf39+P98uwBEl8QDs7O6GjkA54NTU1eMbn86EvDNcHBwfhbCgzCRqNRsXHhpmdhMfMIKemptBPh8NB9913HxEVxAZ2cKusrIRepKqqCn3icIiHH34Y1qT6+nowqb6+PrQtK6sePXoUa1BZWakky+d+MvPNZDI4UNPT09Albdu2DTq0XC53SmT26OioksmRqaenB+WDDAYDKmTee++9WEeZbIwPf01NjZLZkn2PPB4PGNJzzz2Htpkpe71eXF4vvvgiLpt4PI7PQ0NDSLSVTqfhkMiHfWFhAe+WMWhDQ0MQwaxWK8Ror9cLP6jx8XEl2T//X15ALJaPjY1B1K6urlZyRRf7wsm8zSMjI6cUwOT3yNQZb0YlUatEJSrRO05LCvEUezsyHJYpTmXuG2mdksX6JDqSIRPcntvtVhI2cXssBhw+fBg3r8fjAURfvny5ktyIkUsulwPsl6IeiwTSUzqfz+O2Kisrw+0RCoXgCZtIJPAMo6e5uTmlNrnMfSJvGhaZZFpK7o8sfStzy/T29gJ5JZNJoJh8Po/8wJw0atmyZbj9ZFHDw4cPA0U0NDQAsVVWVgKFSd8TXrcnn3wS4snmzZuB6nK5HL5/4oknEAYxOzsLiyPf5HV1dUohQ0YXJpMJolZfX5/i7cvvYUQRDodp+/btRET0zDPPQFyrqqpC/9vb26GcX7lyJVA0r9HQ0BCslxs2bABSzuVyioWL10N6HfO6zM7OKrXrZeklRmTJZBLjnZubQz/q6uoUny2iAoJiNJVKpYCIDAYDkJyMko/FYnTVVVcREdG//uu/4lnZZz4DxWoRWQZqMQOPpCXFeGRYA9FJ+VHGh0jLjNzIMh5KundLy5g0CS9mEpQR5szIli1bhkksKyvDM7quK4yRoX4gEIBYwHK9ruvYKOXl5RARli1bho21bds2mK6DwSDezwcnHA4raTHkRpX9Y6qvr8fh4rZisZhS+5sPWn9/Pzbk5OQknn/sscfA1NgcPDY2hu/8fj9+JyPP9+/fr/SP9S+6rsPMy/N1/vnnI7Lc5XLhkCQSCTCYY8eOKfoGFv94DcvKynAwnE4nRBV5kdlsNojGXq8XY2RGsW3bNoi1VqtVqWjLl1dNTQ2YjNfrRfZAzmy4b98+6M0kU5bJzqRov7CwgP3E78tms5ivwcFBXAjz8/PY94cPH8ZcV1dXK3PNkfuyFjozI15Dbo/3niweYLFYlHQjRIXzwP2XF69kLtLxlGO1fhfzKYlaJSpRid5xWlKIp1iptVj4hNFoPCW7PZGa7lQGscmcPtK1nNFSRUUFbh1ZMI1py5YtaE9GiAeDQTj3zc3N4T3BYBCWD8417HQ68b6GhgZYaIaGhpS8tjLBmXQ/JyrcSgy1JycnAf8rKiqAImShQlmKh29K6Vsi/WTkjVZXV6dU5mBUwQjB7XbjZpufn4di+LzzzsMzmUwGYqtMx1lVVQWExL+75pprMNYdO3bAlyoWi0HcXbVqFebM7XbDGsO/k2sxMzMDEW10dBQR7Bs3bsT8pVIpiFg8/xdccAGU5suWLcOcVVdXQ9yU1tCJiQmsuax6IpE393Nubg7rz/NPVNhvxcaRpqYmPOt0OrEuss8VFRVAXlNTU1AS+/1+uuCCC4jo5LmYmprCPKZSKaAjaZWdm5vD3stkMkCjPC6DwQD0LP3kipP18Zpz+MS7xoFQWq90XccGlwmtiyEcD5zhdTKZVEzrvACpVEopI8ttx+NxJWk4kZo8aXp6GrE/6XQa7TU1NQGe9vX1AW4Hg0GYUTlXrYz9MZvN6N/c3BzEshdffBEHpra2VonS57HwYZCMMRwOYz6i0SjgvSxfIyuNchsypUE8Hsf8zc/Pg7GfffbZ+MzMIxqNwpQvnSFzuRzijjweD/oxODiIFBkvv/wyDiOPVdd1bGqHw6FYzNgpc3Z2VvH25TZkWRx2+Fu5ciXmp7u7GxfS5OQk5v3ss89Ge/zuo0ePYlwPPfQQ1m56ehqH1WQyKWWE+cBzG21tbWCQ3d3dcGSsr6/H/CYSCeViZPGYmUAwGFRERdZX9fX1wWFReuGnUim8s6mpSYmdIipcXLyX/H6/wkD48qqtrVVyJ7P4KePHZJkgZiiapimxi1L3+mY6npKoVaISlegdpyWFeKSil4gUS5aEgnxTJ5NJcHhWwtlsNnD4SCQCjizDMaLRqJK/hz/z76SyraamBpCzubkZELeiogLKz1WrVilWLXZt5xvZYDDg3fv27VPqocuSMCzGVVdXQxThpFDDw8NQPpvNZsVaxygml8tBdJD5jPimlxUeDxw4gHFVVFQoc82I7WMf+xiQCSORdDqtzN0111xDRESf+cxnUJv81VdfhcPZzMwMvfLKK5jX4pSYuq6jz3I+GhoacMvabDag0oqKCuQUYvSRy+WghOfSKkQFhMKK2v3799Oll15KRGqpGF7nvXv3YlyXXnop0MqyZcsg4kxMTED0kWIjv+OVV16Bwl6GzhiNRvS1t7cXcypzU8sUvYxQZW4eg8Gg+EAxCisvLwdCCYfDmHe2ihqNRoQEEZ1E9VarFcpjGfFfX19PL7zwAhGddIBNp9NKKlUmTdOUFLfSd0gq6BejJcV4ZDVCWcYmm81i0qWOx2w2Y+C8MePxuBKsxrDW4/EoJmiZZJshIv9d13U4iq1YsQIJulpaWsAI3njjDUBfmet4YGAA7TGT6uzsVKqK8meZf9nj8YBRvfLKKxAz+MD7/X7A8UgkggMqyztbLBaMfXJyEsyEN4Db7QZDkyVxJROT4umdd94JixO/e/Xq1Th8119/PfpZWVkJXUgqlQJzqKurgzvCpk2bMB4OAE2n02AaDocDv5MJ0zo7O2GanpmZwXjkQZSpJFjsCofDOKB1dXV4zz333EMf/ehHSdLY2BjmY3Z2FoxAVuo0mUywumWzWVwwLKJJNw2r1aqIusxc+TkiVSe0WC7viYkJ9MNkMim15ZjC4TDcMPx+P8QubqOrqwu6xkAgAMZkMpmUemu8ZyORCERILsnk8XgUU7m8yLhPsg4e63eKdbaS3pKopWnalzRNO6Rp2kFN0+7SNM2maVqrpmm7NE3r0zTtnhM1t0pUohKVCPQHIx5N0+qJ6GYiWqnrelLTtHuJ6HoiupSIvqPr+t2apv2QiD5FRD/4fdqUJWNk5Ll0WjIajadUD5XPy3I0ZrNZSaHBYoa8jaanp5V0kESFcAi2TIVCIdy8F198MRDKG2+8gbYTiQS4+7Jly5CUipGEVIhXVVXh1gkGg4qibteuQjXoTCajKBKJCqk62C8okUgoFgN+Jp1OA6bX1NQA0rOIFo/HMTd2ux3jlT5O4XAYYxkYGKCf//znRER07rnnYtx8e+/fvx/KcV3XAd1lmoXiuuyM6vg2XbZsGT344INEVEACDOkDgQDWQIp/1dXVmHcWISoqKnAjy8RjUtleW1sLBLplyxak92TRKJVKIU/xxz/+cfgKBQIBKMfvvPNOKJ3r6uqwD3kvdXd3Y3+YTCZY6FKpFOZB13WsQXl5OcYgk2vJYnys4J2fnwe6DwQCEP/Kysqw94PBIFA7594+fvw4rFp79uzBu0OhkFLUkMfw5JNPAuHJyrV8/lhkJFLDmoqrwrzdsVomIrJrmpYlIgcRTRLReUR044m/305E/5N+T8ZDpCZtl6KCDPyUuXN5sPyd2+1WAkq5PZmEfX5+HrJufX09NhNDzDPOOAOQ+qWXXkJu38HBQcQsmc1m6CDY6kWkijgM7Z1Op2Jd4U1tt9thtZBOg2eddRYCD3nB9+/fr9TukvmSWRaXlq/6+nolloZ/xwcgn89DrPF6vWAanZ2d0JeFQiGIVT/84Q+JqMC0OUbJ7/eDQebzeWzUWCwGz9/p6WnM68jICMbL1rAjR47A4jc9PY1DJFM8JJNJiLIHDx6EuMvzH4lEIPKZTCYwfpvNhn0jSyLn83lYxvigTk1NQQcUCoUw1263GzqqqqoqJbaKD6t0ieA58Pv9mDteV+6fNMPznuTLKJPJoE/Hjh0D8zKZTOiTy+XC76qqqnD4A4EAGLusJyaT+vOc6roO7+axsTHM3+DgIOaX1Q0HDhxQ9HrMcGVC+3Q6rYinvyslBtFbELV0XR8non8iohEqMJwIEb1BRGFd1znuYYyI6v/Qd5SoRCX670lvRdQqJ6IPEFErEYWJ6D4iuvg/8fubiOgm+V2xHw9/NhqNuL2lYxyRGpbP/5cKPglhZQQu38KdnZ24TfnmzWazigWJ37Fz507FuY7bW7duHfoaiUQQ3c0314svvohMfS+//DKcyILBIKxhRqMRt9HevXuVAno8bhZDjEYj4HMymVQqO/I8bd26FeIOw3lpEcxms7jRpO/O1NQUEJmMBGf0JvsUDAZx20ajUdzIMhaKb3IiNSZI+v+w8rmyshJr19HRoVjoWJne0tKC25T7ZjAYMEa/3w/05na7lWRdjML279+PfrMYXVdXB6TndDoV51We0+7ubiDR+fl5KLxZYV5XV4c9lMlksIfWrVuHJGRNTU3YQ/wczx/PAYtrLpcLc1pZWalkKWTklU6ngazMZjP2BbdrMBgguhkMBrRhNpshvubzeYhmK1euhEjPiJINEkwSzUjlt0wEVlxaqpjeiqh1AREN6ro+TUSkadqDRHQWEXk1TTOdQD0NRDS+2I91Xf8xEf34xG/fPI6+RCUq0X8beiuMZ4SIztQ0zUFESSI6n4heJ6LniOhqIrqbiD5GRA//ZxqVilKZ+1fW7JEmPKnP4b/L2tMyFaSsjsB6ihUrVuCGZwTzxBNP4Ga47LLLEFogfW02bdqE9zz33HN03nnnEVHBB4RTgHKazPXr16NiQkdHB9DA3r17YZKV+p6JiYlTCtEZjUYgJa/XC5Oxz+fDszU1NZi/2tpa+t73vkdEpJjeZe4hvoVtNpvic8JzKZNIsU4sEokoZlLWH1RXVyve4Py7hoYGvN9sNkNZyrqIY8eOAX3mcjnoGkZGRvB9NptVMgTIaGvuv6wDLs26MvSE58zpdKJtWZeN99urr76KaPhHH30UeZbz+TxCMyQi530QCoUwvqeeeore//73Yyz8nlQqpVRJYbTNiGdmZgZ6Ilmuu6ysDL/r7u7Gvsnn89DJ9PT0YN6lZzOvud1uxxhl3p25uTnasGEDERV81R577DEiIuSxjkQiQF6ZTAZ9kr46uq4rtd3fNuWyruu7NE27n4j2EFGOiPZSAcE8RkR3a5r29RPf/fT3bVOmeJDF86SjkhSZzGbzKWEB0uJlsViUTIMM49va2pSsd8xkOAdtJpNBsqby8nL8zuv1YuH6+voAtW+88UYstKwOym2MjY0hxcAXv/hFKDb37NlDf/RHf0RERI8//jg2SHV1NcbBPiKDg4NIOv/000/j4MZiMQXSMrx/4IEH8FtmrNPT09goJpNJySUto6dZrJqenkZfZYIxqWhkUSocDsOhsqamBocnGAyi3y+99BLEPz60Pp8PjGnv3r14T0dHB6KkrVYrfFW8Xi/ew0zK7/djDux2O8ShqqoqzGkikcAatbe3K2k0iAqWGx53d3c3xK6VK1dij83Pz0M09ng8SjI5ogLzYJ8Zk8kEpjw7O4sxNjY2Yg/FYjHMJYtf4XAYz8oQFyJCGouhoSH0o6OjQ0klU5yPXFZIDQaDeE9ZWRnGmM1msS6rV69G22zNGxoawhxYLBYl2T7v02w2qzD5tzVWS9f124jotqKvB4ho81tpt0QlKtF/b1pSnstGo1ERtWTyIebgkotKZSnf3twOUeGGkmVwGU6uXLlScTNnxMN+HldeeSVul0wmAxHi6NGjSgE4NkfLKhNHjx7FLfq+972PiIguueQS3ITf/OY3gQD+5m/+hj7/+c8TkZru1Ofz4QaSynEu7jc+Pg4/DrvdTs899xwREd1yyy108803E1EhMp5h9wc/+EEiKiBHHrfVasXtJ32jLBYLbkmbzYY2pOKQ+1lVVYU2qqurFfTJYsbTTz+N8AOPx4Pn2cNWlglqbW0FQpXu/4FAAOihsrISxfhYdIpEImhj1apViu8OK0ifeOIJeCu/9NJLEFsZOTqdTvTf5XKhKKP0Bs9ms0CPRqMRyIDN0oFAAOt2/fXXY4yVlZV4j8ViAdIoKys7xQAgRaPOzk4o4T0eDxDZ4cOH0YYM2pSFL1mEk7mrbTYb5n9oaEgpushI+eqrrwbKYinC4/EorhncJ6nK8Hq96JOUSk5HS47x8EBknR6ZW1lWL5Ru2YtVF5WVFcvLy2HVyGQygPGxWAxaf3a4CwQC+CyTbA8PD2NyFxYWoCeYnZ1VRBEud8JWI5ldUNM05DomOukDVFNTA3Gyvb1difolKhwuZr6rVq2iX//610RU2LwMfYeHh+n/+//+PyIiuvXWW7GBeNOn02lYgqSl0OFwKBHzPC6ZLoHfHQqF8D5ZtiUYDGKNGhsb4aA3PT2tZATkMfLf165dq9R34vE6HA5Fl8SH7ujRo+grr5vFYoHoFI/H0Y/h4WGlciYfru3bt4NpMEOrqanBobVYLGDswWAQ/ZidnYX4MTY2hkPMjPXCCy+EjsfhcMAHZ8+ePTj8XV1dmPd4PK7kFScqiNbS34jXy2q1Ys86HA5YoWTcXnV1tZKPnMfColssFsMYk8kkLH7Lly/Hhfq1r30N8ypDKmRpKJk1QoqhTEajsVTepkQlKtHSoyWFeKSHsoxIdrvduNEWFhaAbpxOJ25I/k4qnI1GI26u2tpaPDszMwNEYTAYcIOytcRsNoOrLywsQPE6MzMDUUDespqmKZUBmGRiL76VtmzZAmh+1113Kek45U3N3/PNZTabIXrE43H62te+RkSFgEe+Zb/97W8rhQNZwcuevJ/5zGfggZxIJADHk8kk0JHL5VJ8poqTscnif16vF+KmyWQCUnK5XLjtpGVGKlkZ8Xzxi19E/2ZnZzGPbW1tUBLX1tbiPUQnPYX52cHBQYRgBINB3L6rV6/G79xuN0SzkZER5E/iNXI4HOhzf38/5o77RVTYCyzWEhHESfYFslqtEMUaGhrg5d7U1ARkNTg4CFFqxYoVEO8ZlaZSKSDzY8eOwVDR0tKCdZ6YmFDyh/P+lAYZ3jcOh0NJQsdjDIfDQO8y2d2BAwdgzZLRAjKPufSvYwRVHCYh9/5itKQYjxyU1JhLE67ZbFZSXTAcZEgqE1B3d3crFSvZMUrGwFRUVCBk4v777yeiwgIxE6qtrYX16uDBg4rOQ25OPqxOpxMOZSwetLe3wyls//79cP76xCc+gY2VSCSga5qZmYEIxuLB/Pw8Nlg8HqdbbrmFiIg+/OEPYzOtX78eYpw0dfIcuVwu+vjHP05EhQh4FlmPHj2quBRIfQ6LVbxJpVtCJBLB/K5btw5MN5PJQH+wbt06bPy5uTnMCR+MI0eOYO6sViusaKOjo4r1R7oEsClZmrZZh1ZWVgYRZ2hoCL9LpVLYN+Pj43Cek0nNZP0pmauZmZoUtTds2AAdDrcbCATo05/+NBER7dq1C+J1MpnEfMzPz0MEP3LkCOaG+9nU1KTk5GYRyGw2wznx+PHj+Hz06FHMmYyd4r0yPT2tpL3g/k9PT+Odq1atwnocO3bslEq4PAbuh0x3wUw0l8vhspYqjtNRSdQqUYlK9I6T9vsU33rbO3HCc9lmsyk5R2RNaCabzQYRx2q1KsGhRAXIyjBaOjJlMhnclJOTk3C62rJlCz300ENEdPKWaGtrg9jQ3t4O57UXX3wR0NhgMCiVP1nEkSV1+CZcs2YNLFyapkGxWVNTg37v2rULEFcW3mO04nA4MB8vvPCCEiTI/d64cSNuvO9///u4pVikikQitG3bNiIiOuecc4Bc7rvvPrz7/vvvxw0ZDodxE7KYFwqFMK4zzjgDIsLg4CDmxu/3Q8S5+OKLgaY0TcNn7vOBAwfoW9/6FhEVEBlH6NvtdiDKubk5iB8yR420evItHYlE6N5778X8Mwqrr6+HQnb58uVYAyaz2Qw05vV60c9oNIq1KC8vB8oKhUL06KOPElEhqJeogLoZoaRSKaWf/L5sNov96/V6sX9loDKLdk6nU3H+Y9Q/Pz+P9Q8EAkBNra2tiuKXSLV0yRxCP/vZz/Dsj370I/i1ffOb3wQi479/+9vfxvzKTAv5fF4JwZH5sxg16rquZn47QUtK1NI0Tak/xAOU5l4pgtntdiw6W5JkNcdoNIoJi0ajaNvr9SKdQywWA9PgA1dTU6PI08ykjh8/js0eCAQUpypeaFkriWnv3r0Qv973vvdB72Q0GnFA29vbseEsFgsOOotaDQ0NOKyrVq1C/zo7O6FjmJychJixfPlyfM8b0+fzIanZ0aNH6dZbbyWiwsbiDXneeefBirdjxw6US+F3u91uzPXc3BzEE6/XC2/wY8eOQbQYHBxE2w6HA5uax9XU1ES33347ERVKzEhdjUxMznNjNpsVfQ/RScZKpOpC1q9fD5HqQx/6EPqxb98+iEE8N+3t7cgZLbNSNjQ0YD+53W64I8RiMawz7xtZnXNmZgb7tK6uDuZyr9er6JX4YpQWUmYC+XxeybnN85FKpRSTPD9vMBiwl/n/c3NzOAPl5eV01113oR+8jrt27cJlPTY2plRtJSowMemuIqMBZEkoWbbnzQBNSdQqUYlK9I7TkkI8BoMBnFzGwsh8yW63G3FR8iZhxbHT6cQtkc1mwamnp6dxMzY1NSkF+GTNbyLVp0ZWZ6yursZNbTQa0fbs7CwU0DJim29CTdMg9jz44INAPIlEQskPzE6Lfr8ftyU7JhoMBiV/Ds/NkSNH8H1VVRV+V11dDeTCN5FMcRmPx+HzY7FY6Nvf/jYRFeKU2FeluroaIiLPc29vL0SICy64AMimsrISfiG1tbVQkL7++utAD2vXroVoyWJDVVUVFOy/+tWvIFL5fD7MjRRPamtrsXaMYK1WK9BMT08PRL4jR45ASZ/JZGCAKC8vh0jEcy7zybjdbrRhNBrxjMlkwjxks1nEc7FYFolElEqtLJbFYjH0n5XxRIW9x/1ja9nWrVvRnsViAaIwGAxoo7GxEWva09MDPylZ6UOWJWIx76c//SmkiGQySe95z3uIqODMyXuWzx8RYV/JklEyH082m8V7pM+V3W6nXC73O1OfLinGYzKZcDDS6bSS1J1l4LPOOguTIFM4ME1OTmJzx2Ix5AHO5XLQY+RyOVitHn30UTAW3mwrVqxQ4pj4kL/3ve/Fu1l0IlJTRrS1tcFqxb9LJpNoO5FIwBoic9ZWVFTAfGyz2bAR2Nu6pqYGjHP58uU42NFoFBuouroaIlEwGFTESaICRJcmUmYaLpcL2fd++MMfYs4qKysxTtblLFu2DEGEXV1d0JsEAgEc/t7eXhyG9vZ2HPhgMIjPzDSOHz8OxuT3+yHafeELX8DcJBIJxRrGB4LXqL6+Hu329/fDzO71evG7gYEBXA6RSATiCYuKbW1tuBy4XDNR4ZDzXpFBlhs3bsQh59+tW7dOCY5l8/2yZcuUkkesO+no6MAFx/t4eHhY8Qbn9Zyfn4d+Tjrr2e12rG8mk8G8s+e1tMRKh1uz2Ywz9f3vfx8MxOv14iKWJbpl8j3pKS3j1RZLV3M6KolaJSpRid5xWlKIZ35+Xsm5zMq7hoYGoJV4PA5lX3NzM2CfjGTm20/TNNwAbrdbyYXMt0Y8HkfbfNtaLBaIDdIh0e12ozZ2Z2cnbq6pqSko6mQKD74BZD7i6elp3G6//vWv0f9QKITbQyrWWbTr6+tDG3feeacC3bk9mWZhdnYWNx2LkPLGi0ajEFnS6TQc+rZu3QoF75o1azBPrNzt7Oykr3/960RE9Pd///f03e9+l4gKFh3pZCbFP0aJi8X7tLe3A9kEg0Ggxa6uLrxzeHgYa2Cz2SDO8C28f/9+vKO5uRl7wWw24+bfsGED+qTrOkRYRqK7du3CvpEpQjOZDBD0wMAA1vnpp5+GQljGvO3YsQP9Z1+bgwcPAp1Jq6bX64USmPegzWbDO4hOhszU1taif729vUCimzdvVsQxdlTk1Cwejwf7MJVKYb/V1NQADf7yl7+Eha67uxtn5sc//jHmQIbOyPSpPO/F6Kfkx1OiEpVoydGSQjwOh0MJ9uQb7ayzzsLNFIlEwPmluVwmBpe3I8uaIyMjSn1q5s4tLS1I2MWm+VAopEQtS38dvjFaWlqU2kWygBojE+5/MBjEu2VJ2U9/+tOKqzojpWAwCLTC7dpsNvSD5X6iAnKQaV/5cy6XU5SzRGpA7NTUFG68SCQChOdyueAFbLVaESzL+oVAIIAb+yMf+Qgi5p966in68pe/TESFIExGGuFwWPH2ZhTDybWOHj0K5BWPx5U5kyk9pfKTld+si0qn09DrjI+PQ3dVU1OjlLbmfdHQ0KBE4BOpQcnS/2dhYQFrINFKfX29knCfiGj37t3IwTQ4OAhUkkqlgEqi0SjGOD8/j/6xviUWi2ENvV4v5t9sNqMfAwMDiumanx8bG0PFDql/kmEN/OymTZuwzj09PdDbrFq1CghJFk6UJcT5DEiFvEx1ajAY3tbUp287sdggNekejweHR9ZJZ0sRK26JCgvOcJfopIu9wWDA58rKSigdmdmYTCYo1mQmxIWFBYg1UoRIJpOA/7LovUwrwJt+YmICBz4QCODZbdu2AeLywSE6GQeUzWZhuausrMRGTiaTynzIygbMlLmfbW1tSkoDVlBXVVWhr/l8HvA/lUoh1IM37x/90R+h6sL4+Di9973vJaJCGohPfvKTRER0xx13QCn+xhtvAMZv2LCB7r77biIiKMSTySREloqKCjDfcDiMy6a2thbWlvb2diXdBFFBBGaGEA6H4ctERGComqbhPUePHsVnPvgGgwHzdeDAATBGh8MBsba9vR1WLaPRiPViq1xjYyOcTT0eD5TSRKT4J/Hem5qawp7jfSWj8tPpNJiN2WzGuw0GA9b01VdfxcWZy+UgEnEoiEwZous6xrtixQq64447iIjos5/9LD38cCFR6OzsLPayTMkio/xlJRg+G6lUSil182ZUErVKVKISveO0pBCPzPdrMBigZAsGg4pHKMM7n8+HSG8ZRMhcPRaLAblEo1HcmhIZ6LqOm5NvehlZa7PZAGvz+bzi8co3SSgUAiKQSjtub3JyEt+de+658CGRwXZ+v1+5Wfkz34gHDhyA+GIymZRa8TLiWLrMyxSxRAXoLPOxSC9xGRjIopHZbMYYGH08/PDDEAvm5+dhWtc0jc4//3wiKkTd85x+7nOfA1J7+umnlRpkRAWUw2hFpguVheoCgQCQazgcBhJmdCHFxoWFBQRNHj16FOjHaDQCJdpsNuwR/m7VqlVAKCtXrgS6mJ+fRxvZbBbIcGZmBmvEnu0mkwlI75lnnoHI0tLSAhRQW1uLdclmsxg7r0UkEsEaPvPMMxAF5+fnsQacuYBIjap3uVzYn9yuzJaQz+eRDM3n89Hf/u3fot98jnw+n1J7jedOli2WxTP5rMjAUA5lkqFOxbSkGA/RyfiQbDaLSYvH4xh4fX09ssdVVlYCFjJUTSaTCAt44403lLIzvNlkUbr3vve9gMp8mDOZDCbN4XDgdzabDaJCe3s75Hkp9waDQWyM559/Hr9jWX3Hjh3QCaxcuRLMKx6Pg0lKawdv3g0bNgDaj42NQYaPRqPYZLJ298LCAjYt939ubg7zW19fjzkrLy/HXMtk+i6XS4mLIyocZm6vtrYWFp/9+/cjIZbX64WV5otf/CJEsCeffBLzxH4tMom51WrF97Jsi0wqZbVa0VeZ+oEPic1mQz9aW1uVdB/MMKPRKCyYPBa73Y65k6kkTCaTkrOarWFVVVXI/cz7p7u7G/5QwWAQIrwsPDk7O4t1Pn78OHyGWJ9SUVGBfWi1WhVrEq9FdXW1kmSL31NRUQGrGl9Ysh59Op3GHBw4cIC+9KUvERHR7bffjrmurq7GRcFrZTAYlFQzvD/cbreSC13GamWz2bevdnqJSlSiEv0htKSi02Vu10wmA1f1uro6cPUVK1ZA9JG5YTgieXh4GLdYKBRCe9IyIpOJeb1e+vCHP0xEJzn81NQU4PDs7CxCD0KhEPxMdF3HzVRZWYnbyGazQZvPN40UIR0OB0rdXHTRRUBsTqcTN/XIyAhuWW5X1g+Px+OYD6fTifEODAwoFglGBqx8ttvtSoAlo6poNApkIINwZSkTRkr5fB7o7fzzz4fYs3fvXviOyARsXV1dgP979uxRQgOICqEufKtXVFRAmX722WcDXRAR0F48HlfyCzHxGHfu3En/8R//QUREl19+OSw3X/va14BMJiYmFARHVAjn4L9bLBbsK7/fDzFEhnQkEgnMCXucm0wmIKmZmRns38rKSiiU5fzfe++9p/gkJZNJtCtLElssFnzv9/uxzn6/H6hpbGwMcyJT1TJde+21QDx79+6lG28sVBr//ve/j4KTJpMJ7bHfWyqVwnzIAFCDwaCoJaTqIJ/P87NLPzo9kUhgARwOB+Rsn88H2T8YDOLAhEIhQEu2BMmETjK7oK7rgM8y3UAgEMBm4M1dXV0NeToQCGBCZWa9fD4PyDk0NITFyOfzSuZEopNpAogKi8ii4LPPPotxtbS0oH8GgwFj4Pd5vV4FavPmkCWBZCoROZe8ScvLyxVzO1Mul1OsWsyUPR4P+sdMrLW1FSKOx+NBmEQul4Nz5c6dO3EY6+vr0cYll1yCw83WsvLycoiNsVgM1qTp6WmIpN3d3Up+YF5r1ouk02n83Wq14rBOTk7Spz71KSIq6DzkRcBissyzLEVT1ve0trbiQqiqqgKjOH78OMRJXpdQKKTo6XgNm5qasP5VVVX0gx/8gIgK+40PtKwuyjqWVCoFXVlDQwMumHg8jjk4cOAA2tA0DeskE+PJS5svis2bNyMFSSQSwQVTVVWFeeJ2TSaTYpJnkjGUZWVl2Gfy8jodvamopWnav2uaFtQ07aD4zqdp2lOapvWe+H/5ie81TdP+j6ZpfZqmHdA0rfvN2i9RiUr0/x79PojnP4joX4joDvHdLUT0jK7r39A07ZYT//5LIrqEiDpO/LeFiH5w4v+/FzkcDoXzM3ft6emBX4JUvEYiEYhPMjeKrOfNkDoejwOqEpGiIJNR60QFxScrfcfHx3ET2mw23CSjo6Pg8Pl8XoH/3BdZZVMqytkCE4/HFesK35ALCwsYO78vnU4DiUjLjgy1ICLFqsXzxEjqyJEjQEGyLIrZbAZScjqd8O+RvhmMvGTKzNHRUdxsGzduxDMS8r/++ut4ZygUgt/Pv//7v2P+eR5jsRhEI6/XC0tWLBZDG8ePHwei4TXSNA3KUWnJ1HWdfvvb3xJRQeSTeYrZb4WtpclkUslvzGv+2GOPQVSUxQ5ramro8ccfxzoSFfYv+2XFYjGIm01NTejrfffdhzW12+1ALmzBnZqaUtKg8trJNdq5c6dSSkYmnpNpa4kKCOZP//RPiahQFkcGA7Ny3Gq1KmlOZTgR91M6B0qExXsomUzinZqm/U6LFtHvwXh0XX9R07SWoq8/QETnnPh8OxE9TwXG8wEiukMv9OZVTdO8mqbV6ro++WbvIVIPsNlsVrKesdPY0aNHwZzsdjsmTIbq80GUznDSa7eiogKilNVqRXIq3hDbt2+nn/3sZ0RUOGhsTr3sssvwu3A4rFhoWOQIh8NYDIbJs7OzysGR4hUvYiqVgrUun88rdaT476wbGh0dxfcGg0GpQsnincViwYGW1SR5TmOxGJiUw+GAaKHrupLiQ9bbIlLLGk9PT9NFF11ERAWdAesJzjjjDBySnp4eOAt+6UtfwsFl/Y2Mm9u2bRv19/cTUUFXx0zh4MGDYLRVVVXKGhAV4rP4sLa2tmKdH3nkEeWSkgmueI1kGaHLLruMiAp6JxZDpPhiMpnohRdewHtYvJMmaz5w27dvh9j4T//0T3iGmSZRwVLJ1Wt5Trdu3YqL68ILL8R87Ny5E+4DmqahnY0bNyrljPk8sNX2kksuoaeeeoqICsyB1+vJJ5+EWLhq1SqIkDINjGQqMhuoPF/S0Vaa3N+M/lCrVrVgJgEiqj7xuZ6IRsVzYye+O4U0TbtJ07TXNU17/Q/sQ4lKVKJ3Kf1eVq0TiOfXuq6vPvHvsK7rXvH3OV3XyzVN+zURfUPX9ZdOfP8MEf2lruu/k7mwVctqtSr+Aos5Kum6rqQZ5Wf45orFYkpKUua+mzdvVkQmvi0vvPBC3JDsD6PrOrh3IpFQ8imzwru/vx8owe/3450OhwO3Ovdtbm4OCCWTyeCGdzgcioWOEdfx48eV+uVEhVuERQ+3261ETPNYuru7YXGS6Sr5//v374dlrLe3FyjSaDRinqanp2G5k+KfTH3Jz65evZquuuoqfMcI5fXXXwdqslqtEGsuvfRS3OBsAZuengYSWbFiBea6v78fa7B9+3b0o7m5GXMifZ34FvZ4PJjHhx56CFam8847D5Ylo9GItZP+MNxeWVkZygBJZFNfX4+1Gxsbo02bNhHRSbFmcnISc7dp0yYokWUysb6+Piila2pqMB+8p9euXQu0cuedd6KfUvRctWoV9tvU1BTm3WAwIN6Q5+uOO+7A2Zmfn4fvjtfrpX/7t3/DvDPCfu6555DeVYptLHLruq44YjJJPx7+/HZYtaZYhNI0rZaIgie+HyeiRvFcw4nvfi8q1vFIS4tMYMQigtFoxITIw8wTkEwmseBVVVUQZSwWCzZvJpNBMB+bVlOpFMST2tpaMA1ZYnd0dBTwPhqNKjoGJl7wWCyGzelyuSAvL1++HM6Gy5YtgzihaRrECdYBnXfeeUr2QO6Tpmk4PG63W6l/xdYi/q65uVlJms6b+vDhw5iDRCKBg1ZTU6PUOeO5YaYyMjKCDUtESlAgM/EtW7bAW/nP/uzPcPj5HZs3b0ZGyT179mCdly9fjiDQ8vJyiBCDg4Mwb8uYLXkIpCWOvalra2uRLsPv94Phy1plsjwLf5/L5eCZPDw8jP3m9Xqhj+J1u+SSS9DPb37zm5inmZkZpQoo77OJiQkwXd5Lx44dQ6CnxWIBs5mZmcF6xeNxMBaHwwGd3JVXXgmGziJcWVkZ1vaWW27BPty/fz/maWFhAWPo7+9XYsWI1OBSCQ4ymQw+y7gtTdPwntPRHypqPUJEHzvx+WNE9LD4/o9OWLfOJKLI76vfKVGJSvT/Dr0p4tE07S4qKJIrNU0bI6LbiOgbRHSvpmmfIqJhIrr2xOOPE9GlRNRHRAki+sR/pjMyFoaIFEcl5qyy6J+MTpdtMAKw2Wxow263AwH4fD6IQRMTE1DC8i04OjqKW0761PT29kLESSQSQFlNTU1Qsk1NTZ0SB9TZ2ak4JLJoF41GcbPOzc2hDRmrxbemyWQCqkokEorFQcb+sCjldDoxRlYWSkVuPp9XIvd5vMlkEknBhoaGcNNxG3a7HdaffD6P9iwWCyw6Uhzu6elBP9LpNP35n/85EZ10+Ozr61MqEjDSs1gsiGnbs2cPUqxaLBYFwRXPnUwr4Xa74YNz9tlnQzR6+umnIZLyPBuNRrx7//79EDdWrlyJNhYWFmDhktHpF154IREVFLa/+c1viKggajEi83q92BMLCwvYQ2effTYcKhn5+nw+iK/Sz8vtduM9sqxMNBqF9ez+++/HOvG4GhoaUPwxlUoBiTz44IOwFJeVldGvf/1rIlLPFJ85melApkGVEf1EJxGvpmmK789i9PtYtW44zZ/OX+RZnYg+/2ZtlqhEJfp/m5aU53IqlYJiMJFILBqYJhXGFovllCz3mqaBY8vif7K868LCAuTi559/HuZylrcrKipwg1ZUVOD2c7vd9Itf/IKICromaVbksIt0Oo0CgXzr+/1+3N65XA7yvs/now9+8IMYO+s/JicngerYz6OhoQH6JaKTCs1nn30WN+/jjz8OWb2iooI+8YlPKG0Eg0HoEqReJJVKQW8yPDwMU3d7ezvMyoy2kskkUFo6nYYu4dxzz8WN5/F4lDXied+/fz8SirFi0+fzQVfS0tKCeQqFQljbp556CuZjaRaXqUyl9zabhnfv3g00IPVsMlcO3/rhcBh6p0AggHkaHByEj83ExAQUv7W1tUApv/zlLzGPrFM6fvw43B8kkpfBqHfddRd8x7j0sdFoxH6Lx+OIdl++fDl+Z7fboVD2er0wl5vNZqzX5z73OSIqKPR5ThOJBN15551EVDBEMJKfmppCnXeik8YDnn9ZUUXqYKVezWAwKPW23iwnz5JiPAaDQdmwzGxkNQZpgZFiBv/dZDIpvhnMeJqbmxF1u7CwAFh9xhlnnBIWsLCwgM1WXV0NEWJ2dlYRSbg9k8mEzX7s2DG8n/0rDh8+TH/5l39JRGqpm+XLl8Pq0tjYCBFmcnISG59JJjjTdR1w3e/3g/Gcc845UOpOTk7CgsHKXU3TwLzcbjcOnd/vV3xjOK3E2NgY0ihwSo5HHnkE819fXw/F5bnnngtmWVZWBhEskUiA8eTzeUUEICoYBXieNE2DKHPkyBHFH4T7d95550HpzGMxmUx4NpvNgtHmcjm0HY1GMb9XXXUVvfTSS0RE9L/+1/8iooK4zHtIVviU+7CrqwuMVmYTkDXZmTo7O7GH7rvvPvj0OJ1OMK+WlhYwO655f/bZZ+PvVVVVYLhSnMxmsxC1H3zwQazXgQMH0A4zFZPJhIvu5ZdfhojpcrnQ7+9///uYy0QiAQU5MxLJbKRqY2FhQcmzzevMv/1dFvNSdHqJSlSid5yWVHS6zM0ifXRkukWj0QiOLIv+sZJL13XFZZ5vwuuvvx6iUTAYhP9EY2MjEAijiDPPPBMIZu/evfCpcblc9PTTTxPRySRURIVczYxobrzxRiAQRlDr1q2DYnB6ehqKxtnZWdxcspxxNpvF7SF9Jhi+ulwuRHFv27YNaGDdunUYS2VlJT355JNEdBJ5DQwMYE4bGhro8ssvJ6KCuZpv3ra2NqCb+vp63Px86z/44INAOUajEWiwrq4Oxf/S6TREgcnJSZipy8vLgS75HX/6p39Kf/EXf4H54OBNg8GAQFMZZPne974XKIARjNPphDixevVqrP8//MM/KMGtLIa0tLQAcckkarxuTU1NCOQtKysDGmhsbFR8xDjkgFHE7OwsUM/ZZ58N1wWv14t1CQaDmOuhoSH653/+ZyIi1ODavXs33lFeXo7f+Xw+iLiHDh3CuyXS+Kd/+iegPVZZ3HvvvUiNunXrVqCjSCSCcJLh4WHF65jPjDRa8BxIw4E0+sjfWa1WPJfP55d+dHoymVTgmgyZkKIUk5SdWTQxm82AmRaLBUxKJvuWTmaDg4OQszl0oqysDNHTx48fh/9PVVUVfDCam5vBJL/85S+jKmd7eztEsM9+9rNEVNjozCjKy8shKmzYsAFt9Pf3g/G1tbUpibaJCjoKhr6pVAr+SblcDnPz2GOPKdUrpWMeUWGT3n///URUOPjc9nXXXYdnRkZGFH8iZtZ8mN/3vveBeQwPDwOuV1RUKJHW3KdwOKzAeP7Mlr1f/OIXOAzvf//7sXYzMzN4p8ViAXOtqKiAEyevW39/P8TGiYkJMJVkMom1s1qtEDlnZmbAkGQCMd4r5513Hj3wwANEVGCu3I+dO3fC+S8SieBg8li6u7vRp2AwqFRN5X0zMjKCZ7785S+DwXEKitWrV2PfS98it9sNMe/IkSOw0JlMJjgq7t69GxcF57kOBAJIQdLR0QH90V133aVkWpD+WnymuC1d1xXrlUwQJi1Z3AYzoZKoVaISlWhJ0ZJCPFK57HK5kMRIFqKTgXBGoxFIR+bakflMGKp2dXVBRPB4PFDWNjY2KtUWiAq3NFuvrr76asDXZDKp+DNwX+fn53ELhMNh+tjHPoa+EBWUy3xzLSws4PtAIADF39jYGCB7JBIBquB+SgvC9PQ0LCbDw8OYA4vFAr+f+++/nzZv3kxEJ29ko9FIf/3Xf01EBZjPt+yuXbuUInJs5Tt06BDmlcWQuro6iKGBQADr4vP5YPmy2WyY09WrV6ONvXv3QgRjke/pp58G0hwcHASaWblypRKBz+LJSy+9BOUroxbpL1JWVgbxVEaTJxIJxVOX38+3en9/P2qh33rrrfAbWrt2reLnxdYwq9UKRMkIq6GhAWNta2vD/n3uuecg7p5zzjmw7D333HN4ntuQ+bt1XUf/Hn74YczNtm3bMPZ77rkHaCqbzUKs4ve1tLTA32l2dhYWuHw+r1iNeX9J9CM9l7kfqVRKOaPcV6vVqvjgGQyGd1ftdKZQKKQwFZ4Mu92OjSVTUDCzkXWEZHR6MplUNh4f0Hw+T2effTYRnRTXnnzyScBhWUqmt7cXB2dubg5Q8oEHHsAkb9++He2wubWxsRH9fO211/DuBx98EDDY7/fDiWvdunVgFrx5LRYLTJ4dHR3QkVRVVSkuCMwYzznnHGxI7ufExAR0Ux//+McRjf2Tn/wETLm+vh6WtoaGBjwv431YrJEOhnv27KEbbii4fDU1NcFEbjQaMQa73Y7EXJzV0ev10j333ENEBTGVme/CwgJ0GsFgECb+8fFx6MuY2fv9fujKzGYz9B9+v1+pDy8tMNLqRkR08cUXg1n+6Z/+Kfr/zDPPQFzr6uqCE+qFF14IfR9brCYmJsC0n3jiCTgTLl++nP7qr/4KcyPLF/FcMgUCAYieMzMziHOz2+2wMD7//PNYc1lHvaenB9Y6Zoputxvi3DPPPIMzJrNiSgaRSqUWdVFhkUpm8pS6V8mw8vm84uKwGJVErRKVqETvOC0pxCM140ajEbe3yWQC900mk4ozE3NfhsNEJ5FLLpeDWFNZWXlKQClRwSLFNxpbRgYHB+FPYjaboRgeGhpSnOf4dvP5fEqNa7a2MHzu7++HGBIOh3EzeL1eIJvp6Wk4i23ZsgUWB1npkkUPp9MJSE1EUDTqug6RKZFIAFmx70xZWRlurh/+8IeIZL7uuuvotttuQ58YJUrnOQ7FqK6uxo189tlnI6Cxrq4OqERGp/f29mIeOjo6EI7BomdZWRl8o0KhEMa7YsUKKJpbW1shkhoMBiAonnMZQS4LNB4/fhzr+Oqrr0Lk2LlzJ0QHRitXXXUVqqJWVFTQBRdcQEREV1xxBVBENpuFeDIyMkLXXXcdEZ20rnV0dCAkZMOGDRAhb731Vuw9j8dD3/72t4moUOSP0bn0U5NiDasVbrrpJvrXf/1X9J/F5IGBAczl888/D6sg77dnn30WCNZgMCi+cSw+Z7NZID8pMsnyNtKqzPtJ5qaWoRa6riu+VYvRkmI8mUwGFoRUKqVkPZNmXZ4En8+HCZOHi0WqqqoqeJK+/vrrmJjx8XG0sWLFCjAthpiapiF51be+9S28I5PJKKZEFkOWLVsGz1+j0XhKLaqpqSn8rqKiAr+rq6uD3B6Px5FjeP/+/UqSb6ICs+FN09/fDwY4MDAAs/OWLVvgNb1q1SoceIbluq5jnsLhMEQ7k8kEJjQxMaFU12QmzXqdvr4+WOK6urqQZ/nIkSNgKp2dnVg7v98PM/bQ0BDGy5U1+/v7cVieeuopuuKKK/Bufub48eNgPDIpFVuNYrEYLptYLIa1CAaD0PFUVFRATGpsbMTz/O777rsPvwsEAtgrAwMD2E9OpxMJ0s1mM8bIJvQnnngCJY3+7d/+DXO6detW+ta3vkVEhYTxH//4x4mosObMIFhU1HUdDHdychJxW7t27YL1an5+XtkXXDpaOpby/9mKSVRgNsykZAYGmbe7WJ9DVNgfUmyS9dikwy+vSzabpUwmUxK1SlSiEi0tWlKIRxZuMxqNSryHzPXCN66E5lKxxbeVz+cD3N29ezeQSygUgj/GwMAAFHx86xARbmabzQYEE4/HgY5WrFiBNJIyR3I6nVYQElHhFuEbKBgM4pbo7u6G9SEYDOJGrq6uxq3Ct62mafDd6e/vx23S2dkJC8fk5CTQzaFDh/B+RjCNjY2A1w0NDUADr732GtKWJhIJ3MINDQ1QArOFTCo/pQOZxWKByCSj4MvKyoBWOjo6YFVhJfP73vc+zGk8HgcKO3bsGBwSV61aBVSxb98+jJF9ncxmM0TWqakpIMMzzjgDPlXr169HZY41a9YATbFIazQa6ZJLLiGigrWJRRlpwGhvb1cU9Zz7ho0TjzzyCPZhV1cXRM9gMEiXXnop5k/Wc+e1KXYYJSqgnGuvvRZj5ffwfBIRffvb30b/zjjjDLTNyFdKCE6nU/GNY2QTj8eV3FIsdfBYZN4dm82mWPlk1ZLfp2Y605JiPNlsFpNBdFLGNJvNSn0sWctHOoARFRaQD5ysuFlfXw+GtH//fjCkaDSqlBshKsjnDLsdDgd0CpqmYVFuvPFGHK6qqiqYvUOhEJiFlIV5gZYtWwaRbnx8HM+Ul5dDHzE0NAQnQ5konTfy8uXLIdY0NTUpToask3nxxRdxAGWNJf5cXV2tOFqyVWvdunUIOqyqqoIOhMXGuro6tBuPx8Gw4vE4rDhr166F1+5zzz0HHdmNN95I3/nOd/B+osKmlsnTeN6np6cRd3TbbbeBcROdzF7IjGJ2dhZrns1mlUqzLLI++uijOPypVAqHlxmMw+GApXDv3r04XJs3b6ZXXnmFiAoiDjPOFStW0N///d8T0clE7WNjY2CAV155JZxQo9EoGO0Xv/hFiDgyVzNfbhMTE5jrLVu2gHH+9V//NZwCt23bRo888gjWhcd16NAhJKCXSeKlEy1/TiQSOA/S6VaeH6lv5XOWyWSUWC5uQ+Zc/n2oJGqVqEQlesdpSSEeu90OKCjLr8gcyLKImNS28y2cTqcV6xUjpc7OTtweH/7wh3GrHDhwAGIVQ8WLLroIVhyZ7MhkMiEkwWazAdns378fyGRiYkIpXk9UuDk4FqepqQnobGpqCs+kUincYpdccgkQD6OZ6upqvGN4eBhiTWdnJ55tbGzErbh582alZjpRAfGweGW324EuOjs7lSqbrDDevXs35p2Rw0MPPQSLTzweBxr0eDxAYR/60Idw41ZUVGC827ZtQ5rTr371q5gPtrpwzW0m9ncZGBgA2tu7dy/WSyI26TTK7TkcDiDUmpoarLkMAeC+JZNJIK9YLKb4XfH89fT0wPnv05/+NMJMGFUbDAb4blVWVgL9tLS0oKwP0Un02NXVBUMDr3NNTQ38bi6//HL0/9e//jV8vh555BEosc8880z4+uzcuRN7mJGtVADLGu4ulwvjkhVBZRiE9OeR4RCyQgeLhhaLBW2z46N0KCymEuIpUYlK9I7TkkI8xQpkGTHLKCabzSpIojhpEREp3Jv9XTo6OoAAstksFJOJRAJ6DOmdy6WRY7EYuPrq1auBNMbHx3FryrpU6XQaNwLfZitXroTiOpVKwWyu6zqQhtlsVhTejKz4JpyZmYFX7yWXXIJb3WazwdQ9NDSEm9Xr9UJJzHPj9/uVW4j75HK5cNvPzc1hfm02G8bAyl232w3P4La2NqyZRGSHDh3CGHfv3g2E9JWvfAW6JDb1d3d3A8F0dnYC2QwNDWGNfvrTn0LR7PF4cKtL3xLWz3R1dWFdstks5kC6WWzYsAF6LF7zcDgM1LxmzRq0kUwmEez7ox/9iK6++mr0lYl1NjabTXEj4M9/9Vd/BR8iGQYxMTEB3Q57TR86dAi6q0gkAt+uZ599Fojnueeeg3I8kUhgj7tcLkUXQ1TYj4wGpTEgHo8rUgR/n81mFUMNESnoRfrUpVIpJYKd27NarZRMJn+nOX1JMR6ik4dEToYMxZf+E0aj8ZT8sNLBSdM0HJjvfOc7gPlmsxlOZqyIJDoZqxUMBpWKlmxZaG5uVnyBOCXE9PQ0Frqvrw/tsLJ6ZmYGzobhcBgRwkQnFYyrVq2CZWFmZgYwncUJosWL8WUyGVjlenp6sGkmJiagwGUGMz8/jwPj8/nAYF5//XWIUjJDotFohAWL58Nutysbjw+RNAzs3r0bTHTlypVQzm7evBkHicWoWCyG/m3YsAHvKSsrU0RtnktZvUDmeObDNTU1BWXv0NAQnp+amsKcSsdTnoP169cjev1rX/sa1uvTn/40fGnYYZCJGQ4/e/z4cSjVc7kc9t7Q0BBCcFwuFz4vLCygf8x4JiYmYGm79tprYaX62te+BpFq165d9JnPfIaICkyZmVcqlTqlFrs01ui6rjjaygRtfIEXVwrlv/O+0jRNcWrl85rJZJSif29m4SqJWiUqUYnecVpSiEdy0Hw+r6QwlblBpChV7KuSSqVges3lcoDaPp8PibFuuOEGBToyDOagynQ6jdv0iiuuQDT0yMgI+sQKRe43K65XrVoFszIHM8pKCpOTk7R9+3YiKiAvWXqZfXo6OjqUSHoeH4sk+XweSuJsNqt45LIIdtFFF6E6At/0RIQEaHa7XTH38w2Zz+ehdJbBjDynTqdTgdSMwjKZDD6/8cYbECGlt/QjjzyC5GOMCj0eD/4+OTkJsfeNN97A97lcDsgvmUxiblixLZFvLBYDimltbUWt8IqKCiCUrq4utMdru2LFCszvhz/8Ybxbopy+vj6ItcePH4e4yGsxNzcH5GAymeB31dTUhP2ZyWSA3nhv8vNEBaU0u2ZccskleIc0Zpx77rkYSzgcVhA+71uZGI/PiMFgwPmSRhNd1/G99EmTymKmhYUFRQUiQz3etTmXiUhxu+YBZzIZMB4ZcR6Px5VyM/x7OWhe8Lq6OvrkJz9JRIXNyxDW4XDgGX6H2+2mj3zkI3g3b/R4PI7DODMzo0BSPgQyaTb7m6xatQpQ2ufzoaSJzKkbiUSwaYLBIEQwFr9MJhPe4ff7lbzT0jGSdSsTExPQE7EfTUNDA/ocCoVw0DweDw6UyWTC3BgMhlMsE2VlZTg4oVAI1j+v16tAd2byNpsN8/7oo48ivIOZ8iOPPAK9zvT0NOY3HA5DhOnv71d8X3hc3P+Ojg5FH8Fzs7CwoFitZO7s66+/nohOxllVVFTAmuTz+aBTeuGFF6BbW7ZsGf3kJz8hogIzkf5HRAVxlP2a0uk01jCdTuNZt9uNuR4ZGQFz4n1z8803gynW1dVhHs855xzMncfjwYGXIS5SpyXzMzPlcjkwIbvdruhHJcNkknuMxeHi5F9S98oMSRbgPB29qailadq/a5oW1DTtoPjum5qmHdU07YCmaQ9pmuYVf7tV07Q+TdOOaZp20Zu1X6ISlej/Pfp9EM9/ENG/ENEd4runiOhWXddzmqb9AxHdSkR/qWnaSiK6nohWEVEdET2taVqnruunD1M9DRUrkeVnvoVlQJ1EHzJHCCOGrq4ucOdIJAIIOzY2hluPlbFGoxEooqKiAn9fu3YtrDy1tbWAxLlcDvDearXiBufb+8ILL4QLu1QMp1IpWMP4N0QFfwxGLoy2tmzZgu/Gx8chguVyOdxuRCdFokgkgtuPFeiMGnhuONDU5XKhvbm5OSggq6qqME+yiBuvhRQbgsEg3ieLJ2azWbr55puJqBAhzn3l2uRXXXUV8vFs3LgR45WipcVigV9QZWUlxsjz39LSokRUS8Qr55rFu8OHD8NCxN7FzzzzDJTIL7/8MpDG4cOHoWz/5Cc/CcV1TU0NUCz/v6OjA3vF7/fjs9VqxT5sa2vDOjidTvyWRT6bzQYRqK+vDxJAIBCANfGyyy7D3JjN5kVRjBSjWYyKxWI4A1KtIa3GUpXB50j6xplMJqw/593h75m4+sRbSgSm6/qLmqa1FH33pPjnq0R09YnPHyCiu3VdTxPRoKZpfUS0mYh2vtl7mKT1igeTSqVOKRBPpFZU5MmSSeKlNay8vByLUVdXd0rqCqKTFiS73Y7whdHRUbxjcnISFqSDBw8CSvv9fohMe/bsgRmYdUeDg4OwDjU3N+NQapoGRiYTe/v9fmxwtoC98cYb2GAjIyNwXtu8eTM2oc/nwwb3er1KfSZ+H48xHA4jMlvmDy4rK8PBmJiYgAVG6ij48/j4OObjlVdeAWOcnJyEk9wXvvAFpIq4/vrr4dIv68rz54GBAUXc5DWvrKxU9AzMCLhvmUwGzPXgwYOKpZKZVG9vLw5CY2MjxsA6nMnJSRz49evXI6I+EolgPX/84x/jnddffz1Efnac5AyGRAXHVN5vhw8fhjXxt7/9LeLfbDYb3s+H2e124+/f/e53IcoePnwYay6zMsjUFNJKxvMYCoUU3Yu0TsmzxgxLxjoWm9W5n7wWUpSVTIgt0r9Lz/NfYdX6JBH95sTneiIaFX8bO/HdKaRp2k2apr2uadrr/wV9KFGJSvQuorekXNY07a+IKEdEd/5nf6vr+o+J6Mcn2sF1JqsXSk7N3NlmsymJwJjLMiqR1hUJPWUVhEAgAHTx0ksvKdUlTvQHUdI+nw8Jwo4fP448PevWrYNoZrfbocC12+0Qu84991y0y32emJhAn3t6euDX4vV6ccOsXr36FKVjQ0OD4svC71uzZg3GbrVacctGIhHckAzRLRYLxupwODAHsVgMYmF5eTlQwsTEBERBRmwjIyOY37POOou+8Y1voA1GALKa6549e6CoP3z4sFJ6iKjgMMf9cDqdUKBWVVVh/aPRKBKOsVWM6KSII9OaVldXAymHw2H4a8mCiDLCnsNUcrkcfehDHyIiottvvx3rxciYSM0t9LWvfQ1WSN43CwsL2Cuzs7NKsUP2ZRobG4NyuaGhAaIeP3v33XfT3XffTUSFUj68dt3d3ejz0NCQ8k6WAGw2G/a7DPqUFXQleuHzIP1uTpeyVKIZ3m+ywm9xNVcZFb8Y/cGMR9O0jxPR+4nofP3kG8aJqFE81nDiu/9Mu0SkQjcZ9SqtLBaLBdBysQTZ2WwWG+j2229HWddIJKJ4e3IcFVs6QqEQxKiqqioc+LKyMmwgt9sNUaW2thai2dGjRxUZnaiwYdkiFQwGAfN9Pp+iC5GVKdm0z16/o6OjaKOhoQGi3a9//WuYyzs6OpT3cD+4XZPJBDGqrq4Om9pqtYLZyPK+FRUVEJlkBj0WNwKBAPQms7OzWAOZ2uGpp56CVaixsVFh0ESFrAG8hjMzM4oTpzS5M5OPxWIYl3QpYCbg9Xpx6HRdh7ibSqXQr/LycjzDYmp9fT2SdVVWVsJ07fP5lGTu7K7wj//4j3AsZUfBI0eO4NloNAod2ve+9z0whI6ODjgZulwu7BEWD6XHfnt7O9wLRkZGsCeludpgMIAJJRIJxQWFSL3AZUoLeU6kvieXy6EN/p20jMn8y9LJt1hP9LbEammadjER/QURXaHrekL86REiul7TNKumaa1E1EFEr/0h7yhRiUr035feFPFomnYXEZ1DRJWapo0R0W1UsGJZieipExzvVV3XP6vr+iFN0+4losNUEME+/5+1aMk8r1IRxpxVxoqk02mF4/L/WdSRBelisRiqNl588cVKMim+OdmScd555wHBWCwW3ACyzM7s7CxQ0zXXXAOEEo/HIQLwjefz+XCzrlmzRqlTzjdrQ0MDbufa2tpTcrZYLBbA/IaGBkRBr1q1Cs/Ozc0p1TgYGTBakKhqbm5O8fng20/TNCijfT4fbkIWIWpqalBdwWg0QjluNpuB5MxmM8SJubk5IKuVK1ciDol9Zp588kkoQmtra9HnyspKxd+FqyZomoYbnpW+MmVuIBBAPF04HIYIabfblZAUXjtGd7JmeH9/P1CkzWaD+Gc0GuF/dOjQIbr33nuxHkRqlYn/8T/+B/p8+eWXQ6S64YYbgJCkiMhR76+99hoSzDmdTqz/1NQU0Kys7V5WVqYgoWJLkqysm0wmFQddRpoy44PZbFaMEcXtytw88nyd7vvT0e9j1bphka9/+jue/zsi+rs3a/d0JK1TDAtPl2DIZDIpXpT8e/6dyWTCAqXTaUzuI488gty5fX19OLgMDdPptCLH8oGS8rTZbAZDevXVV5FwfXx8HBuRxYlHH30UugaZaHxychLBfmNjY0p5WT7o/DuDwaB4sXLcWUdHB5iXdOLL5XIQLVici8VigPSpVAoH2+FwYPPOzMzAoiYtY8xY33jjDehyDAYD5iAajSqOhTJ/NTPJtrY2pPBgZtjY2AhT+bJly7B22WwWcVuZTAbM2uPxgFGxxUcGDpeVlYF5zc7OKmID7xW3240gYO6nzWbDWGWifIfDAU/uAwcOgFlfccUV0MvwfLz88stwPPzkJz+J/fSrX/0KIlNPT4+S35jb++Y3v0lEBWbDfRobG4NHvNfrhX5r3759Sq5jXsdoNIq2uU+RSAT7zWQyganYbDYlid5iFUFlao1i72Ui1eOZn+P3vJmOpxSrVaISlegdpyUXMsEkHZmKtfHS8UnGihAVbkdZ4I5vUKvVqijL2J/kjDPOgHKZo5N/9atfoVKn2WzG7SEL1Unl9/79+3FzdXV1ASHxu9evXw9ob7PZoDS12+1AKwcPHgSiOXjwIHIcy0hgVijLqp+pVEqp183vTKfTiMti/5q6ujqIFpWVlfi+p6dn0fQW4+PjQCaMInbt2gXoHgqFgLBkVUmv14s1GBkZgWixZs0auuWWW4iIUNHU6XSifMz8/DxSkcqwAKPRiFt9YGAAKJHFoYmJCcyNz+dDyIdUmtpsNiWpmRQRiQoIkdsbHh7G2qZSKazRxMQEkND09DT6x/2/6KKLIFKtWrUKiNNkMimWVkbCg4ODmCdW7qdSKYjqO3bsgEVwx44dQD8DAwOodOp0OrGmUjHN7zMYDEr6ExnWwCRL0xCdtGAtFofFzoFEqgokm80q1jOZpG8xKiGeEpWoRO84LTnEIz0opXJLypXSs1IqlflZmeh6sUz5+Xwet9jIyIjivUxUQCgyYRX/rqurC16z8/PzSupN9p/5zW9+Qx/84AeJ6CSCqq2tVZKR8w1UWVkJ/VJZWRn0H7LMrUzQxTqghYUF3Gh1dXVAWLquA+VMT08rRe6ICnL/YjW6HQ4HEEB7ezvQ27Jly4Bu2AxeV1cHfYvZbEb/jEajEkjIayT9cfr6+uBHxHMnXf4dDgfQDKMkogIaYCQnUYxEQTyuw4cPA6XV1dVBIWu1WjEP0WgU72H3iNHRUaCOrVu3Yp1zuRzQVHd3N5TiF1xwgZL2lahgWOA5v+CCC+gXv/gFERW8yxm5Tk9PKxVEWJfHZnWXy0V33HEH+sSIZ9u2bRjvl7/8Zei0GhoaoH+rqKhQEvETqXoYqQOSmQWKCyzIkCP+O68hv5fbloGm0swuU6QuRkuO8cgIZ8ko5GdZAocXnZWjMiuhz+fD98W5mrm9ffv2wdLCzObqq68G5D/jjDOgHM3n8/Crue+++xS3dT4YNTU1cKFnRkF0snDcL37xCyWHM0P3c845B+8/cOAAGAEfIllXXCYeGx4exmZzOp3YLIFAAAeGN2wgEFDKlPCG6+/vB6MbHBxEEUR+F9HJbIqhUAjK3bq6Osx1IpFQ/D1YXDCZTJiHYDAIxsOMrKenB8xNioqJRALWxoWFBUVsZZ8d2S6Lm7FYTLFkMsm5yeVyEIl4LLJKwsjICA5zbW0tmNC6devQ1x07diBKng92ZWUl3lFWVgbRaNOmTbhgFhYWwJz4N0QnjQgulwsF//7mb/4GDEmm1nC73Vi7mpoafJZ7XyY644tYhlek02kltEg6CPIYuA05N5qmKWk2pDgm8z0Xq0eKqSRqlahEJXrHackhHla8xeNxpX6PTLEoRa3i/COxWAw3QCwWU7w2JTKQpnpOmMW38aOPPorb9Mknn4Rvhrw1L7jgAvizXHbZZYDMY2NjQAkMxcvKyoA6tm3bBnhPdBJib926VUnAxYpfFtdsNhvEKI/Hg5CKoaEhxd+FUVhnZ6eSd5foZC5cfpZv2fr6eiURmEyuxvPOZuKHHnoISGJoaAjz6/P5cLPa7XblxuXnh4eH4e3LtdrXr1+vmMX55q2trcU8OhwOuAREIhGILYxWRkdHMcZEIoFI/3Q6DQSwceNGiEnpdBrokRXD69atw3plMhnsBYvFAjeBY8eOAYHOzc3BYMB75QMf+AByPz/33HOKYl6KQPx9NBpFOtOvfe1rRFQomc1iY3V1tZIdQEaFyyRe0mNcSgxEagUJifqlCV26I2SzWZxB+T5Z1pjXSNa3k6jpzXx4iJYg45E+OFK84sHIjWyz2TB4uRDSGY4XRTqZJZNJLJB07Wbr1djYGPxydF0H7G5sbMQzbrcb1qkXX3wRKRWOHj2qJF8nKhxsqXe65ppriKjgSs+WlFdffRWMoLu7G+NlF/36+nowWZlbVzq4Wa1WRTzhAyqzBMq0GbyxLBYL+jE2NgYxZNu2bRAzWK/T1tYG/VhdXZ2SWJ3HGAqFcHDHxsYUCxenf+DD7Ha76YYbCq5iDz/8MBjFsWPH4FA5MjKiVGKVyfJ5XCzWaJoGMU/6MpWXl0PszuVyKOHDsVjl5eVgPD6fTymRxJdDW1sbRESHw4E9wvtn+/bt9POf/5yICilUWLzK5XKLJnTL5/NYAy5X8/zzz2MNo9EoGG5ra6sSFc6X7+TkJPZkJpM5RecZjUYVkUpmvJRMSDr/SX8c/h1fRlInJ8MkeDw8Xhk3thiVRK0SlahE7zgtOcQjlWPSD4KpuLJBMbSUcFJaw6Q/g8FgwI0rA9n4pqmvr4cib9u2bYDDx48fR7nYXbt2AZ2ZzWZEs3/0ox+FK71Mpcpig91ux41x+eWX4ya8++67YdWqra1FnhvO39zV1YX+NzY2Qjypq6uDmLd+/XoFDTLiYdFjdnYWt9+xY8dw+/X09CiR+TynbrcbKJHd/7PZLG7Y0dFRxXOcwwmmp6cV5Tj3O5vNIuyDo/IPHz5Mf/mXf0lERI8//jjanpubA9qy2+0QZyoqKjB/3LeqqirM74YNG4DIeAz8LD/f29sLsZXzXz/yyCNAx9dddx3aqK2txfdPPPEE9oXNZgMaYbQ1OzuLcT/00ENIffupT30KCLWqqgooMRAIQLxmUaelpQUK52uvvRbr9eCDDwJ1DgwMoN8bNmyAuCiT4MkIABad5ufnlbLgMtxIimbSi5mflWVzFvNo1jRN8a8r9nYupiXHeGSJjMWqIcoyKnKiF4tkz+fzSgIr3tQmk0mpKskbUkJFtjA1Nzcr5UN4g8vEZOl0GpvFarWi36yHka7x9fX1aG9hYQHPvv/971fMnsx02cJksVggikWjUWxUu90OHZTD4YAYsrCwgMPFBzWRSAD+z87OQn9QXl4O5lBRUYFEVI2NjZgHFh/PO+881A9fWFgAo1uzZo1SpVQ63TFZLBaINpwyhA8qUYEJ8CFet24dnpUWHY/Hg7VjprKwsIB1cbvdYBRTU1N4JplMYh5aWlrQP16L97///bCM3XTTTUheVlVVBZP2888/j37IueH0Iz/4wQ8QGvH4448rjpgcqpJMJhXXEHlREBWYCuufOH6LSI3Pe/DBBxd14uM5JlITrcnQCOnWIS8NabUqzkCYSqXwnTTDy/gsfo7beLM66iVRq0QlKtE7TksO8fCtn0wmFe7NHFQqnXO5nKJZJ1K5cD6fx+2Xy+UUN3KGkw0NDYCifKvn83mgFZvNhj7Nz8/jFqivr0f4hM1mww0eiUSgTGVlq8PhgCgTj8dhjTlw4AB9/etfJ6JCwUFGN8888wxQjKxQyuN2uVxwwDty5Ajyu2Sz2VP8mohOpgqtrKxEG1arFXNaV1eHuf7/2/vy4Liucs/f6Va3dqu1Wi1ZtmRbxntI7MROHIcQSAgxtkMKSB4QXhIISw1UYKii4KUqFEVB8YBiMslM8pIMnoRlAkOAxEXAJIEXZ7cdB8uWLcuyLWuXpZbd3dpaLanv/HH7+/k7svQc/CxZg+9X5XLr9u2z3XO/8/v2V199lad2U1OTVZMecH1+pG29jtI+ADz//POcu/6t4zissCE5jxcsWMDgTL/fzzY6OjqIJDZu3GiFwci4RYk8b948y7Ija62dRmOxGMXrRCJBtCflbwoLC4lyioqKaDiIx+O48847AbgOlZKz6fjx49wv0u6xY8e4Py6//HILNYuflM/nsyLi5X4Jg8nOziZ6086Xp0+fZj9lZWWcY09Pj4X6BU1p51shXfoHOBMSkZGRQSQ0MXGYjEmrJDQ6kvZ0Qb9AIMC2p6JZx3h01K3e1AJxh4aGeE9mZqYVli+/1+KatKEZ1MS8slqvALjihrw4vb29VjVPsTJdddVV3PjLly+nvL9mzRqKKtKevPgyzmeeeYbj+P73vw/AhdXSXllZGfVHMo6JpWXFMjI+Ps60E+9973spnjQ3N3PcsmFDoRB1ChPnJS/G/PnzuZkaGhoohoqnb3V1NRl4fX09mXZGRgZfqGAwSNGysLDQgv3CtERs6O/vZyL80tJSyxInjHhgYMDKFb1lyxYAoMgXi8WsUsCydmNjY2QO5eXldPg7evQodu/ezbWWdkVvFo/H6T7ws5/9jExq9erVfKF0TSyxdNXW1uLee+8FAHzta1+jK8Tx48dpQh8aGiJz3bt3L8U7YcSvvfYamYrf77eYjTCkzMxMrrVOWaE9+bWoI2PWB0UgELCsgnpv6Rp2Qvow14UVpG1dVkhXe52KPFHLI488mnGadYhHoxzh2sFg8KwyNoDNWbWbt4aFcnpr9FNYWGiJAqKQlfaMMUQOusKFdgRsa2uzyspIezU1NZZSEXAVsuILUlBQwHCM3NxcWpwGBgZ4oi1cuNCyPsj3QkePHuW8fD4fEVVBQQFP+0QiwZNVlLGVlZVWLJeIaCdOnOCY+/v7iWiysrL4W/ndihUriI60VSY/P58K1J07d3L8PT09VJbqZFviRLlp0yYixDfeeIM5re+9917OKxQKWdUuHnzwQQCg/1I8Hie6aG9v57z9fr+lhBfSFinJs9zd3U0UCZwJn9EVLnTd+/379xO9ye+i0SgtdCKqS3/yHLOzs7mHi4uLsXPnTgDA17/+dQCulU+ey8DAAPMv33HHHZxXMBikBNDS0sK2deiOVjHo0jRC2pKllcFaPSHz1gYdfV2jH42apK//SNyadYxHL47Q2NiYBR1lEfTEhDkMDg6yjUAgQCaUl5dHS1EkEqGeJZlM8gGIhaWgoICMrrS0lBsrIyOD0Fybkjds2MD4m6amJnzsY261HxGjXnvtNWzcuJHfa8c4GUd9fb2Vb1jPAXAftk6KLr/r6OhgCo+uri5mTuzr66NeRES4QCBAy1NZWRn7a2xspFgYCARoCRodHSWjlU3f2NhIhpBKpSi+5OTkWMxR+h4ZGbGCSqUfEVm3bt3KNb3zzjvJzAcHBxlrNjAwQMa9e/fus+qFDQwMWDmS5XpZWRkZzqFDh7hHBgYG2LaMrauri8//1ltv5VqPj49TLGtoaOAzb29v5zrJGsRiMT5bHTg8PDzMvn0+H59tS0vLWTXCGhsbWXPsjjvu4FqPjIyQia5fv56HVEFBAUUc7e2vVRDS3/DwsPW9MBCd0mRkZOQsC/HY2Jj1rk2VZ1l+p031U5EnannkkUczTrMO8egyNrpsx2S1sXWCIvlfO+hpl+3MzExLBJPTaHx8nKe5WKny8/OpDDxw4AAh5Nq1a3li9Pf3k9sPDQ1RGbl7924qRcXp7k9/+hMRSjweZ99f+tKXrCoD2iVeEIOcyDpsROcj1haJSCRCkSgjI4OinoQvRKNRKmGzsrKIEoaHh63KqTK+RYsWsX/xIUqlUjy9CwsLrc/iMNfd3U1RQFc61Yp8odbWVqKL7u5u9iP+PDIvGavP56MoKH2UlJRwzMeOHaPzZXNzM8XoUChEhLdjxw4+X4nTGx8fJ7qor69njfT29nY6aC5duhTPPvss10+cGgUZFBQU0JlvxYoVRMGO4xCl9ff3cxzBYJDjk1QYkUiEaVDj8TgRlE73Mjg4aKX01dHi8jzkXp0sLzc3l/emUinuXy0laN84IWMMkaPehxrlaP8f7ac0Fc06xqNJa9c17NO6mInmdK330ea+/v5+KxBOKCMjg2KVbCQdd1RYWGh59cq9o6OjfADvf//7+dvCwkLqL2RsFRUVDFC87bbb2EZ9fT31JbW1tXxg+fn5dOgTysvLI7xOJBJ80RYuXMixjoyMUDelPYllHNp7u6+vj8xQNj9gl0DJzc2laCaM7qc//SnFlMzMTEvGlzGVl5dbm05eulAoZOmPZExybcWKFRRrGxoayPSSySQ3/pIlS7gXhFnm5OTwuXd1dXH82dnZFFV7e3spEpWXl/MesRo1Nzdbjp1iNn/qqafITF566SW2cerUKVrmxOK3atUqWrUeeughvPjiiwBcq6e8/HrPFhQUUNckzOj48eNksgUFBUyn0tPTwz1WX19PnVY0GrWcJGX95Hnpsj46XlGXM9ZVRSeLvdIVSnXJKJ/PN6njrr4+FXmilkceeTTjNGsRj46SnVg6Q1t05CTRYQ/6FNbiiw7zl9MtGAzylND+DqJoXLVqleVoJad6JBIhl3/xxRcJ+5uamigmCGILBoNUeHZ2dnJ80WiU1+PxOBHI6dOnecJLH36/nyebPq3i8TjFhtraWn4eHByk6CgWlmAwyBCGUChkVV2QcUSjUfoFxeNxbNiwAYDrFCjj0KECoiTeuHEjrTw6xCUYDFqhKDr0BXCrbojz5cGDB4l+Tpw4QWSgRZLGxkY+DxmzVqTrCPLi4mIimlWrVlH0ueyyyyhiCSWTSYp5zc3NRGk33HADY/VuvfVWItT7778fP/zhDwGcEamzsrJYWkeXidGouqSkhOPfuHEjRTdxIHzrrbcodj3yyCPWGMUa2tHRwXk1NDQQ8WoxSZ6FtuylUimOw+fzWShGOw3KXpa9npmZaWWJFAQVCASsZGGTGX2monMiHmPMNmNMjzGmfpLvvm6McYwxJem/jTHmIWPMUWPMfmPMFeccgUceeXTJ0btBPE8C+B8AfqYvGmOqANwEoFVd/jDc6qG1ANYBeDT9/3mRnMhaXgwEAuS4ubm5vEcrjrVsqoPp5J7i4mJ+jkQiVODJvceOHaMOQCf2ys3N5emRk5PDU3Z4eJgoZ/HixVbkNeDqAESG37lzJ78/deqUpdeRAM7c3FzK0aLnKC8v5ymmKxUcOnTIQlaiKJf0kwAsfx5dF0xOto6ODuoPurq66DNTVFTE+lO63K2c5Lm5ucyvs2fPHsu7VRBoJBLhb1OpFPVDclI2NjbinnvuAeDmMhLT/+LFiy0/Hhl3aWkpT21Zj3g8Tl1Ub28v+9uwYYNVtE6XPBZ0Kcr9rVu3MpyjtraWcwwGg7jvvvsAuGZs8W5et26dVRpa2tX5qrWLgs6iIHv22LFjnJeg2dzcXK7RE088QZ3Rrl276N/T2tpKT+eWlhZrfXU9M5m37GuNSuR+wH3P5HcjIyNW7iu5phPxab3qZGlQtQf1VPRuCvq9YoypnuSr/wa3jPFz6tpWAD9L11J/yxgTMsaEHcfpOlc/E0lr3XW4gLaMJBKJswr6aTdu4AzzyszMJAM7deqU5RQobQtkLS8vt2JrtLZemJ7P5+NGyMrKsvxMZFOIgi8Wi/He1atXE/IfO3aMokwqlaI4MTg4SMaoxQ1dPVI2+NKlS8kkKysrrcqkMgfZNJFIBOvWreN6aGYo/dx0001UhEej0bPKr3R1ddFqVFxczIRaf/zjH/nCtLW1cZ38fj+fwdy5cy0FubQhDPr06dPc9No69corrzBuq6amhmstSv/y8nJmA7zxxhutyq/ST1NTEx0Z8/LyKHLqbJXia7Vnzx4y1Lq6Ot5bWlpKC+Fzzz1H8UjKI336058mAw8Gg1a0tmbcwjArKiqogBaLYDwe516RbIaAG++lMy/Ks9PR6ZmZmVY4EeDuPV3hVTv/aYWwTuauYxoBd9/rjBDa0KPTcOhSN9Pix2OM2Qqgw3GcuglfVQJoU3+3p69N1sbnjTFvG2Penux7jzzy6B+X/m7lsjEmB8C/wBWzzpscx3kcwOPpNs+yvemM+cFg0EI2OrmXcNbJytjoGs6JRMIq7ib3x+NxKpLF67ejo4OndzQaJVc/cOAAT5rS0lJs374dgHuSy2lUXl5OxCDj6OzstPxkJCL92Wefxe9+9zsArlgjJ2h1dTVRjJz0nZ2dVu4TUaymUimaZHt7e4kSWltbOQdBBhotDg4OMjLb5/MRnTmOQ1FmZGSEFThk7UpLS4kuDh8+zFO5pKSEYpJOJ6ufXSKR4LMTVHrq1CmKjcYYos6CggL6JJWXl/N5DQ8P8xlonxVBZKlUiu21tbXxXr/fzzUtKCjg2gh62r9/P5W6n/3sZ6lgD4VCHHNpaSmDM9va2vgcJfFbR0eHlctZkK/P56MYrVOwhkIhywcLcBHHU089BcB1vZDxzZ07l8hr/vz5RCU6U4E2oGgUpCPVdeFL7Q+nJQqdHlV+N5nvnHwn667Rj9/vv+AhE4sA1ACoS09oHoB3jDFXAegAUKXunZe+dl4kcFEzGw0t9WQnk6H1db/fbzlPaV8gIdEpjI+PM8/y0qVL2Z6uE51IJFg/KxKJUCfQ29tLvw4RnZqammhZGh8fZ07jZcuW4bHHHuM9wshef/11wm15obR4JdcAd+PJC1VbW0uxpbKykhtSV/KUazqhVjwe5+fXXnuNm/rkyZMU3cRS1NbWRivg1VdfbYUWCBzPzs4msztx4gSfY29vL9uWOYyNjVGPpF/E3t5evmjl5eVWiIAwV3m2R44cYRqRVCpFnZamBQsW8P6GhgbqeCRco7e3F1/+8pcBAB/+8IfJTGKxGMcajUa5TrfddhtFWdmbOTk5nN8LL7zA/fH000/T2lhUVGSJXbJ/JWf3o48+yvit5cuXY+3atRyH5HPWoQrhcJhMS6sZJnvptfin4690MYXh4WEyIV3FdrJE7hkZGVP665yrrtbfLWo5jnPAcZwyx3GqHcephitOXeE4TjeA7QA+k7ZurQcQOx/9jkceefSPTedEPMaYpwFcD6DEGNMO4NuO4/x0itv/COAWAEcBDAG4+3wHppFLMpkkd/b7/ZYFSzi/cHid6CiZTFru4jqHrM7ZI+3JyVVRUUGlaldXFxWGNTU1PHn37NljeYeKWKBFAREbEokEIXNGRgbRT29vL6/X1tay+kRRURF+85vfAACVj6tXr6Z4kJ2dzVNOJ/yqq6vjHNrb262oZcA92eSUTiaTFP9qa2utgEax8i1fvpzhAmK1y8vL47xXrVpFMTUzM5OIcd68eURIY2NjVmkUXatcSKdPFUQRDof5vEpKSvi87rnnHrYh+yMajfLe4eFhPouWlhYioc7OTt4fCoVo4RJUFQ6HuR5DQ0P4xje+AcDNnSzzjUajRAE/+MEP8NWvfhXAGTQ4d+5cVhbJy8uj2NXe3k6PZx3ImZeXRwQhonNFRQVFtM2bN1PUBlwREHBzMWt0qcOGdPUUuSYoR5MuwKeVxDokSd4LrbLQEoJGNRMlkXMpl9+NVeufzvF9tfrsAPgv52rz3ZCWK/Vi+Hw+yvDxeNyKjgXcF0A2kM6yp61a2iSoF1VeZm1iLy0tpYjT2NhIaH799dfTtJpMJi2nRrkuTGr58uWE61VVVdzIfX19FLvq6+sJ/9esWYPNmzcDALPfvfHGG2RGbW1tdKU/deoUGdyGDRsoIg4NDdHcK2vQ3d3NF/HgwYPcHMePH6d1qqmpiXqg5uZmJsGS/9vb2+kkd+zYMTJDbYkbGhriM0omk7xeUFBgJY4CbBNveXk5X8C33nqLItPw8DDXobOzk+MT8aWyspKhIkuWLKH419bWxs95eXnUQSWTSR4mYkKvqanhOvX19VFMvuWWW3D77bcDcB0IZU1ra2vx29/+FsAZ5n/ttddSlF29ejXF3mAwaMU6yWedc1snQJMx6aTzhYWF1B1WVVVxT2pzuSYZh06W5ziOpe/R0em6BpvW90zsY3x83NKhCk3FnKYiL2TCI488mnGatSETmjtrCDk2NkZonpeXZ9UhF9LVKbQ1RLi63++3KpYKmpJTZ3R0lHBdkI/0IYGBgUDAylUj0P3FF1/kySlu7dFolCeorr5ZWVlJBWRZWRmv//rXv+bpLAjlmmuuwY9//GMAbt12Of38fj9P75MnT7LPyy+/nEpgOf1isRhRnfZPuu6667hmixcv5sk1Z84cK98O4KJBEanWrVvHeRUXF1OJHQwGiToLCgoshbJ2qpP2JOxi06ZNVEpXVVXRErRlyxYrKZWO7gbcE1ZEnJ///OdEgCtXrrT8hQSZ1NTUWJUSAFdBLdduvvlmItRAIMBkXCtXruR+iMVi3E+yvq2trQwtuf322/mM1qxZY4k7Yoiorq7mvhHroM4OEAqF2EZFRQXX6dZbb+X+1FU1HMchuhQkKmsoz0Lny5Z79XuSmZnJfThZ6lNtuNHR6T6fz1I8T/x7Is1axgPAYhRa1JKXYHh42HImBOxk4NnZ2ZYXptbryAOZM2cOHay0t6osfnt7O1/snJwctqGtSU1NTXzpKisruXFkQ6ZSKb5wuvzs0NAQX8ChoSG+0B/5yEeo65C8wq+++iruuusuAC78/8xnPgMA2LZtG9vW4+7r6+PGEmYUj8etssriobxkyRLqKV5++WU88MADAFzRTBi0vOQLFy6kOKcj9IuLiylu6lK6oVCI4+vt7aX4JGtdVlZmOUvKi1FcXMz0IqFQiOsucwHO6NB+8Ytf8HepVIr3tLe3c77t7e3MNrhr1y4eMtqUL+Lk3r17WSX0yiuvxMMPPwzAPUC0R7ZkjxQ93IIFC+hguH//fu7DwsJCHiRFRUVkrroAgTDOoqIivszaujl//nwmltu2bZuVhUH2YXV1NddhMo/iaDTKddSlirW4O1k9LO0RrR17x8bGrKRgE0sa/0fkiVoeeeTRjNOsRTy6VIeO/ZiYglHXTBfSFSS034LOy6z9SHSlS7mm84xIiMPJkyd5uhQXF1uRudKGVsTJ78LhMJWBOhdMMpmk2DA4OMgTt7u7mxD8u9/9LgD3BBW3+uuuu44Wk/vuu48+J9u3b6eCurq6mohATrPXX3+d4uGCBQuwevVq9q2V41r0lJNYxhYOhy3Eo2uTS9+jo6NWhLN24xfFu7b8yZjq6uo47/7+foqZx48f5/rt3LmTYxHlvfYzkfEA7uksSueVK1fSAqetpDJOHW7Q2NhI/5kHHniAhfV+8pOf4KMf/SjXV56jrOO+ffv47IuLi4kGrrnmGjz55JMAXBFSUPrIyAjnLiLt8ePHiVrefPNNVtSY6HelYwZlv8fj8bPeB5/PZ0WnawlAqyn0+zPRN07nEBobG7Pa0NV5dWzl/3flbYSMMVa2Oj0p7Qioa/wAdnBkIpHgxhoeHiZc1GZMHXsijEcHxWkY6vP5eD0ajVq6GtksOhhVTPKRSIQPoq2tjXodgd+Aa0oWCB4IBOiNrMvLyAYvKSnhA6+srMRXvvIVAK5eQdIstLa28qWTOlkPP/wwXn75ZQCuOCHXh4eH+QJocWffvn0ct4w1Ho9bgai6JI/O7aytVrLBFy5cyJdVJ7uS/lauXElzf25uLn83MDBAT2LAjd0CzjBD7cDp9/v5uaKigsxmy5YtFIc7OzspjonO5u233+aYFy1aRKa2bds2lq2+6qqr+MxzcnJ4j1jX4vE4RbiDBw/S0bGqqooWriuuuIJt9Pf3W0GsgCv6y7654YYb8Pjjj3OcmzZt4rykvZKSEmv/TmxPW3MDgQD7Hh4ethiLUDKZtGKxhDQI0Ae0NqFrmiyToSZP1PLII49mnGYt4tExITppEXAGAmZlZVkRwIBdVF4nEPP7/RYcF8WaVoRKG9nZ2VZslYgs+hQOBoNWzmWBs7rOtHbgk9M0Go1i165dHKuIfLFYDFdddRUAV5wRsUXunTt3Ln2IxsfH+X1jYyOR4dq1a/GFL3yBfYtIJBHpR44c4Thzc3OJPjo7Ozm+6upqq9a6WK0EiRw5coRiXkVFBdesrq6O4sKhQ4cspbOMr7OzkwhO+4JIJPjo6CitMW+88Qbb279/P9FbQUHBWRkJWltbOaaxsTEiKMdxrFAAIS2Oyfzq6uq4P+bOncs2Tpw4wRiusrIyphzVycd0PmhRBu/Zs4fOfwcPHuSe6O3t5e9SqRTFcUmVsmzZMqtah4TfrF+/nigtmUxyTbVPWiKRsMIxZD0mrpeMVf7WIRg6nkunudBKae3fM1khTa0mmYo8xOORRx7NOM1axKNd7XU+E+3To02CuvKAnFaBQMDy1xHurNM3AnZ6UcBOij06OkqdRk9PD/Uw8XjcMkfKCTQxAhhwTwC5V9fpGhoa4me/3882dN0sOYUrKip44g0ODjIN5tKlS3l97969lrey9C/hDkeOHOEJm5+fbwX+SaT6mjVrqADOy8vjXARtGWOoGK6vr6cS9sCBA1YktTZjy7zy8vLOMveuXr0a73vf+wC4yEX6C4fD1JX19fUR0XR2dhIRyAlbWFhIvxaNsKLRqFVnXYeIiOuCuEo4jsNQFp/Px/CVd955h+uRSCSwY8cOAK6XsrQnbgm6oGJNTQ0zD+zduxff/va3AQA/+tGPqKsrKioiApXQjfz8fM7vL3/5C+6++26ul8yro6ODSK6mpoZrGQgEzqqwokMjJiYCk/cokUhYkegTPZOnKo2cSqUsZKPTDGsXmMlo1jKeiflcNekXemKW+0QiQeagX2ztOj48PGzFcAmJSKVFOJ/Px40QCAR4j1Z8O45jWcZEfNKimzju6ZIwjuOw/+PHj7NK5YEDB6iwlBCCOXPmkMGMjIywiN/8+fPxwgsvcA1EKb18+XJuamFSg4ODdHDbtGkTlaPPP/88FbUVFRXWmslc5CUrLS0lE8jOzqY/1NDQENddR3TrjHbd3d1cNxGj1q5dy3GMjo5afjIStW6MoVUrEolwX8g458yZY73Akt5kYGCA63vixAk+j3A4THFHxlxUVMRnODIyQhGnubmZc6+oqLCi+CdmD+zt7WV74XCYYtwNN9xAphaPx8m8Nm/ezL0sflQ1NTVkqM3NzVQii6IacHM8SyWTSCRihacIyTWd51orkbV/jy6RpJ0QJ0tFEwgELMOMjtWSe3Q996nIE7U88sijGadZi3h0YKj+nJuba5lOBXLKNV0jOyMjg6fHxERFQtr7Wf7XolFubi5PW51kbGKIhs5Jq8smA+5JKG0bY3hSZ2VlWSZZafPAgQMMzRAInEwmiUruuusuniiHDx/mKVtRUWGdoHJiiWi0ePFiy3NYkNLixYsthbh4XG/YsIH3i7jR19fHE95xHJb3jUaj7Lu4uNjyJ9FGAkESIroNDg6yvVAoxGdUWlpK/yRd/zsYDPKkFiQaDAb5u9raWprQq6qqiKyGhobYdywWOysQsqysjOJOIpFgezoXUF9fH0Wzw4cP0xQvHswFBQV0Z4hGo0StLS0t+P3vfw8A+NSnPoXvfOc7AFwFuqBfQbbhcBgvvfSStUaAba4OBoPcTxP9Z3SIEGBXmdDF/XSAaiKRsNQXQlrk0h7K2rQ+WXS6DiSdimYt49GOSlpfoRcJwFmF77STlC4xorPijY+PW7XW5UWTB5Gfn2+9OJPltNXZDyORCJmMbltbJ2RMvb29ls+MMLhTp05ZjlmycQTmP/fccxRx/H4/LSY5OTksr5JIJPi766+/nvE/Iub97W9/48asrq6mxSwcDnPDtbS0WCVoRG8juiGfz8cXsb+/n2Kc1slFIhFLFyYva1FREa03Wl+h5y1tV1VVMT1EU1MTRQsJZZD7ZT3E6lVaWmol9RfxtLOzk893fHz8LN1gZWWlFfEtIuQnP/lJMoJTp04xTUhNTQ3XTBw7t27dysRuDz30EEUtXTP+Ax/4AK+3tbWRaekYKtnr69evP0vkBtw9oRP5yzimqlmu9Tc6rkv/Tjt56mh2+V+HScgemlh2St/viVoeeeTRrKNZi3i0okwnFtLwTmvodXEyobGxMatEh87dI/fNmTOHqEIrswXBaAV2Tk4OUUwqlbIKDmpfIEFQcqprBJORkWGdQDoSWU7qwcFBnnByQqVSKSogDx48yGDEW265xfInEXh+5MgRKjTFQqYL5un8vE1NTQwF2LdvH8MW9u3bR78VUXJ+6EMfYhuvvPIK+87IyLC8twVp6vzWfr+f8xVUGA6HKcZVVFTwWUSjUeb9iUajRChHjhyhYl1CKkZGRjh+XdXi9OnTnPvu3buJaIqKioho5GTOz8+npcvn89Fvqa2tjahv3bp1HH9RURH73L9/PwDX10mey6pVq/DMM88AAD74wQ/SP+mvf/0rld8+n4/e1IJsotEoxxyLxYhyBwYGuCffeecdjq+zs9PyppZ9poM6ddmhydQNGtHIGgKwfNa0glpbr+R3OhpdROMLnXN5xkgzGJ3GQBZtcHDwrChjzaR0KgK9IZPJpBV2IaSTRk0m2g0PD/NF0wxOp4HQoplYVPr7+62IemkjFotRh6JlZ212lg05MDDAazk5OYT8Dz74IDfv/PnzaaoNhUIMiZBkY7FYjCJaMBhETU0N5ygxWXoD5uTkcJ7C0FKpFPbs2QPAfeFlTAMDA2RYp0+ftrLsiZgRCoUsyyHg6kdkfH19fZZFUj5nZWVRT3X55ZdTVyPrlZ2dbYlX0kc4HGY/fr+fujWdfVFe8ry8POqatBXyzTffJAPXGRw/8YlPsB85JHJzc2lCb2pqIpMqKysjo+vv7+fz//jHP85YPJlTcXExdU3d3d1se9u2bfjc5z4HwN1DsscWLVpkMQpZd2H8OmRCO/lp3ZA+RHUkuq5ZJ/3pyrBa56lL2mgRbCryRC2PPPJoxmnWIh6NKORkOdd9EykzM9OqrKjz+2j/HznlBaGMj49b5VkEOWn385GREav6xGTjEDSQlZXF73We2szMTIpliUSCqE37wUgb2uGvv7+fY/X7/bT+LFu2jMGU1157LU9Wgfka+jY0NLCczv79+2lFW7ZsGdFFJBKh1UqQ2Z49e4iwZKyA658kKCErK8uC4PIMTp48SeQnfff39xNN1dXVUfGqUWcqleJpHwgEKPrImi5dupT9RSIROvTt3LmTfjdXXnklfZzKy8vZjyARx3E479bWVj7/wsJC3HjjjQBccVNEqYqKCirWtSVOi1F6vcWJs7S0lEjOGEPUKX3HYjGu0bFjx9iHTol69913M0eQRnU6XEhIK/1TqZQ1Jq1CkOv5+fl8ppNFp4tzoMxRSOfpORfaAWYx47kQNDIycpbz4USainHpNAD6oehFFVirIacW6bR1QF6iwsJCwnyd/FxbzHJycqzk5YCrU9D6JV2pU2B1S0sLxZqRkRGKBZJArLGxkVYe7R29Y8cO6lMGBwfpBTw6OmqV6AHcl1KvwWRlUUZGRiz9l4w1GAyy6qZYulavXo3rrrsOgKuHEbGmp6eHc1+4cCHH3dTURMaiDwEZcyQSoT6qsbGRDPzJJ59kPxs2bLCi46UtmZfeE2VlZRQtly1bRifP3Nxc/lbrtsS6Fo/HyUxGR0fp4X3o0CGKu9u2baPlUUTq4uJiK2mcHDBf/OIXWW9rdHSUovaKFStwzTXXALBLE+m8zjIvfYhqC1gikaD+SMcuTpXBYTJ9z8SMg9qLejLyRC2PPPJoxukfGvH8Z0i4t0ZMYhURmgpNySklJ15PTw9P3p6eHqtgmhb/tP+R9hcCXJd/7aSoQxmkv76+Pp5Whw8f5ukm/jDJZNKK4hbEtn79ejQ0NABwRR9xjLvssssoumkUpK1/Mg6d3yWRSBApaX8sn89HsUDShebn51MECofDnKPP5+P1pUuXUrzz+/30q5G1Kysro59RRkYGf9ff30/UV1NTY1VvELFQO0iKlUyXBlq5ciVRzI4dO4hWdBkdQYvj4+P0y+nr68PnP/95AMCvfvUrZghobW3lvmhqarJy8wDAe97zHoqhXV1deOSRRyAkxoJoNMoQir6+PhoUpBCgJo1CtNOgVgZrq6vOoaMdDCeGJglpZKv7PJe45TGeaSARfbRz48TMeIDtYAicsfToapgC44uKiphoKzs7mxs1mUxSh+M4Dq9r0e173/seAHcjS1kcncRp3bp1FCGWLFnCl6elpYUWJ20ZEYaVkZHBeemsfkVFRWRC/f39FnQXJikWpj//+c9kdHfeeSevBwIBrkEikaClR3s3y6Y/evQo7+3r67Oc5OTlCYVCVooPuS7/FxcXc71isRi9xLUeJpFI0HL32GOPUfyUa2VlZRx/Tk4OxZ3NmzdzHe+77z7mtB4fH6czqbS1bNkyy+In1q7CwkKu4z333IM333wTAPDEE0/gppvcauI6I6AW4adKL6NjsbTaQNZPW7KEUqnUpGkxtDVXxC4vEZhHHnk0q8icKxv8jAzCmF4AgwAiF2kIJRep74vVr9f3pdX3xep3geM4pZN9MSsYDwAYY952HGftpdT3pThnr+9La59NRZ6o5ZFHHs04eYzHI488mnGaTYzn8Uuw70txzl7fl06/U9Ks0fF45JFHlw7NJsTjkUceXSLkMR6PPPJoxumiMx5jzM3GmEZjzFFjzDenua8qY8y/G2MOGWMOGmPuS18vMsa8aIxpSv9fOI1j8Btj/maM+UP67xpjzK70/H9tjAmeq43z7DdkjHnGGHPYGNNgjLl6JuZtjPlaeq3rjTFPG2OypmvOxphtxpgeY0y9ujbpHI1LD6XHsN8Yc8U09P2j9HrvN8b83hgTUt99K913ozHmQxe6b/Xd140xjjGmJP33BZ33eZNk2LsY/wD4ARwDsBBAEEAdgOXT2F8YwBXpz/kAjgBYDuCHAL6Zvv5NAP86jWP4rwD+D4A/pP/+vwDuSH/+NwBfmqZ+nwLwufTnIIDQdM8bQCWAZgDZaq53TdecAVwH4AoA9erapHMEcAuAPwEwANYD2DUNfd8EICP9+V9V38vTez0TQE36HfBfyL7T16sA/BlAC4CS6Zj3eY/5YnSqFuZqAH9Wf38LwLdmsP/nANwIoBFAOH0tDKBxmvqbB+AvAG4A8If0w4+ozWmtxwXstyDNAMyE69M67zTjaQNQBDcu8A8APjSdcwZQPeHln3SOAB4D8E+T3Xeh+p7w3UcB/DL92drnaeZw9YXuG8AzAC4DcEIxngs+7/P5d7FFLdmYQu3pa9NOxphqAJcD2AVgruM4XemvugHMnaZuHwTwDQASulsMIOo4jmRnmq751wDoBfC/02Le/zLG5GKa5+04TgeAHwNoBdAFIAZgL2ZmzkJTzXGm9949cJHGjPRtjNkKoMNxnLoJX120d07TxWY8F4WMMXkAfgvgq47jxPV3jnsMXHAfA2PMRwD0OI6z90K3/S4oAy4Uf9RxnMvhxsVZ+rTpmHdan7IVLuOrAJAL4OYL2cffQ9P1bM9Fxpj7AYwB+OUM9ZcD4F8APDAT/Z0PXWzG0wFXDhWal742bWSMCcBlOr90HOd36csnjTHh9PdhAD3T0PUGAFuMMScA/AquuPXfAYSMMZKeZLrm3w6g3XGcXem/n4HLiKZ73h8E0Ow4Tq/jOKMAfgd3HWZizkJTzXFG9p4x5i4AHwHwqTTjm4m+F8Fl9nXp/TYPwDvGmPIZ6Ptd0cVmPHsA1KatHEEAdwDYPl2dGTdhyE8BNDiO8xP11XYA/5z+/M9wdT8XlBzH+ZbjOPMcx6mGO8+/Oo7zKQD/DuBj09x3N4A2Y8x70pc+AOAQpn/erQDWG2Ny0msv/U77nBVNNcftAD6TtvKsBxBTItkFIWPMzXBF6y2O4wypr7YDuMMYk2mMqQFQC2D3herXcZwDjuOUOY5Tnd5v7XCNKt2YgXm/20Fe1H9wtexH4Gr275/mvq6FC7X3A9iX/ncLXF3LXwA0AXgJQNE0j+N6nLFqLYS76Y4C+A2AzGnq870A3k7P/VkAhTMxbwDfAXAYQD2An8O15EzLnAE8DVeXNAr3ZfvsVHOEq9j/n+l9dwDA2mno+yhcfYrstX9T99+f7rsRwIcvdN8Tvj+BM8rlCzrv8/3nhUx45JFHM04XW9TyyCOPLkHyGI9HHnk04+QxHo888mjGyWM8Hnnk0YyTx3g88sijGSeP8XjkkUczTh7j8cgjj2ac/h/a8iptrTk90wAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# test data\n", "from skimage.io import imread, imshow\n", "\n", "raw_image = imread('../data/Haase_MRT_tfl3d1.tif')\n", "\n", "print(raw_image.shape)\n", "\n", "# our test data is 3D but we show just a slice for visualisation purposes\n", "imshow(raw_image[60])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Maximum intensity projection in Z" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "clEsperanto maximum_intensity projection(Z) duration: 0.015002727508544922\n", "clEsperanto maximum_intensity projection(Z) duration: 0.0010001659393310547\n", "clEsperanto maximum_intensity projection(Z) duration: 0.0010001659393310547\n", "clEsperanto maximum_intensity projection(Z) duration: 0.0010006427764892578\n", "clEsperanto maximum_intensity projection(Z) duration: 0.0010004043579101562\n", "clEsperanto maximum_intensity projection(Z) duration: 0.0\n", "clEsperanto maximum_intensity projection(Z) duration: 0.0\n", "clEsperanto maximum_intensity projection(Z) duration: 0.0010004043579101562\n", "clEsperanto maximum_intensity projection(Z) duration: 0.0\n", "clEsperanto maximum_intensity projection(Z) duration: 0.0\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# maximum projection with clesperanto\n", "result_image = None\n", "\n", "test_image = cle.push(raw_image)\n", "\n", "for i in range(0, 10):\n", " start_time = time.time()\n", " result_image = cle.maximum_z_projection(test_image, result_image)\n", " print(\"clEsperanto maximum_intensity projection(Z) duration: \" + str(time.time() - start_time))\n", "\n", "cle.imshow(result_image)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "cupy maximum_intensity projection(Z) duration: 0.13910126686096191\n", "cupy maximum_intensity projection(Z) duration: 0.0010001659393310547\n", "cupy maximum_intensity projection(Z) duration: 0.0010006427764892578\n", "cupy maximum_intensity projection(Z) duration: 0.0009999275207519531\n", "cupy maximum_intensity projection(Z) duration: 0.0\n", "cupy maximum_intensity projection(Z) duration: 0.0\n", "cupy maximum_intensity projection(Z) duration: 0.0010001659393310547\n", "cupy maximum_intensity projection(Z) duration: 0.0\n", "cupy maximum_intensity projection(Z) duration: 0.0\n", "cupy maximum_intensity projection(Z) duration: 0.0\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# maximum projection with cupy\n", "result_image = None\n", "\n", "test_image = cp.asarray(raw_image)\n", "\n", "for i in range(0, 10):\n", " start_time = time.time()\n", " result_image = cp.max(test_image, axis=0, out=result_image)\n", " cp.cuda.stream.get_current_stream().synchronize() # we need to wait here to measure time properly\n", " print(\"cupy maximum_intensity projection(Z) duration: \" + str(time.time() - start_time))\n", "\n", "cle.imshow(result_image)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Numpy maximum_intensity projection(Z) duration: 0.0019998550415039062\n", "Numpy maximum_intensity projection(Z) duration: 0.0030014514923095703\n", "Numpy maximum_intensity projection(Z) duration: 0.0020008087158203125\n", "Numpy maximum_intensity projection(Z) duration: 0.0019998550415039062\n", "Numpy maximum_intensity projection(Z) duration: 0.002000570297241211\n", "Numpy maximum_intensity projection(Z) duration: 0.0019998550415039062\n", "Numpy maximum_intensity projection(Z) duration: 0.002001047134399414\n", "Numpy maximum_intensity projection(Z) duration: 0.007001399993896484\n", "Numpy maximum_intensity projection(Z) duration: 0.002000570297241211\n", "Numpy maximum_intensity projection(Z) duration: 0.0020008087158203125\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# maximum projection with numpy\n", "result_image = None\n", "\n", "test_image = np.asarray(raw_image)\n", "\n", "for i in range(0, 10):\n", " start_time = time.time()\n", " result_image = np.max(test_image, axis=0, out=result_image)\n", " print(\"Numpy maximum_intensity projection(Z) duration: \" + str(time.time() - start_time))\n", " \n", "imshow(result_image)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Maximum intensity projection in X" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "clEsperanto maximum_intensity projection(X) duration: 0.17185473442077637\n", "clEsperanto maximum_intensity projection(X) duration: 0.0020008087158203125\n", "clEsperanto maximum_intensity projection(X) duration: 0.0009999275207519531\n", "clEsperanto maximum_intensity projection(X) duration: 0.0010004043579101562\n", "clEsperanto maximum_intensity projection(X) duration: 0.0010001659393310547\n", "clEsperanto maximum_intensity projection(X) duration: 0.0010001659393310547\n", "clEsperanto maximum_intensity projection(X) duration: 0.0020003318786621094\n", "clEsperanto maximum_intensity projection(X) duration: 0.0010006427764892578\n", "clEsperanto maximum_intensity projection(X) duration: 0.0009999275207519531\n", "clEsperanto maximum_intensity projection(X) duration: 0.0010001659393310547\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# maximum projection with clesperanto\n", "result_image = None\n", "\n", "test_image = cle.push(raw_image)\n", "\n", "for i in range(0, 10):\n", " start_time = time.time()\n", " result_image = cle.maximum_x_projection(test_image, result_image)\n", " print(\"clEsperanto maximum_intensity projection(X) duration: \" + str(time.time() - start_time))\n", "\n", "cle.imshow(result_image)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Numpy maximum_intensity projection(X) duration: 0.0030002593994140625\n", "Numpy maximum_intensity projection(X) duration: 0.00800180435180664\n", "Numpy maximum_intensity projection(X) duration: 0.00601506233215332\n", "Numpy maximum_intensity projection(X) duration: 0.0029916763305664062\n", "Numpy maximum_intensity projection(X) duration: 0.002001047134399414\n", "Numpy maximum_intensity projection(X) duration: 0.0019998550415039062\n", "Numpy maximum_intensity projection(X) duration: 0.0020003318786621094\n", "Numpy maximum_intensity projection(X) duration: 0.002000570297241211\n", "Numpy maximum_intensity projection(X) duration: 0.002000570297241211\n", "Numpy maximum_intensity projection(X) duration: 0.0020012855529785156\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# maximum projection with numpy\n", "result_image = None\n", "\n", "test_image = np.asarray(raw_image)\n", "\n", "for i in range(0, 10):\n", " start_time = time.time()\n", " result_image = np.max(test_image, axis=2, out=result_image)\n", " print(\"Numpy maximum_intensity projection(X) duration: \" + str(time.time() - start_time))\n", " \n", "imshow(result_image)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 4 }