{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Measuring Transcription Rate in *Drosophila* embryos" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "(c) 2016 Griffin Chure. This work is licensed under a [Creative Commons Attribution License CC-BY 4.0](https://creativecommons.org/licenses/by/4.0/). All code contained herein is licensed under an [MIT license](https://opensource.org/licenses/MIT)." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import glob\n", "import skimage.io\n", "import skimage.filters\n", "import skimage.morphology\n", "\n", "# The following line is for use in this notebook only and should not be used in \n", "# a script\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These data come from [Garcia et al. 2013](http://www.sciencedirect.com/science/article/pii/S0960982213011135) and were generously made available by Hernan Garcia directly. In this exercise, we will measure the rate of transcription in a nuclear cycle 14 of a developing *Drosophila melanogaster* embryo. Specificially, we are watching the beginning and end of transcription of the [Hunchback](https://en.wikipedia.org/wiki/Drosophila_embryogenesis#Maternal_effect_genes) morphogen. This was done in a particularly clever way by using the MS2 system to tag the 5' and 3' ends of the mRNA in *separate embryos*. In this experimental systems, fluorescent puncta appear when that region of the mRNA is properly transcribed. By watching the appearance of the relevant spots, we can make a measurement of the rate of transcription and investigate whether the timing makes sense, given the time in between nuclear divisions." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Developing an image processing pipeline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Before we can reach any quantitative biological conclusions, we first need to establish some way of measuring the number of spots in each image. Since we will have a (relatively) large image set, it is imperative that we perform this procedure without requiring any manual intervention. To begin, let's take a look at a few representative images and come up with a segmentation scheme. \n", "\n", "\n", "
\n", "I need to add an explanation of what `glob.glob` does. It will get all of the strings of files and directories given a specific search pattern. In this case, it gets all file names in `./data/garcia_et_al_2013/5.tif`.\n", "
" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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184tShvrYUG7E+E5CfGtJMK8kIGhFfraL8l5I9aohnFYS6LwHo9GzAp/FuH5K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R0suftZfilIg1VYPHV9Cb+UpXwdx1IgfE9mBMsMZmMk69j3sb141W3YvEBvbqyU1UtLadmsDWyt\no4cDnO1NoakqhUnaXOXxpLWpEHzfzhPZrJdQzwcsvm2ai7CsVTXje39KJ2HzQkKAWqaVSbLLmUNe\n0Ll1Lq9r+uE21j+0M7h169af6TdyeHjoAf8H8Esf7VL4eFa+K+ZwVimsq1r+vUAyslEaspsbOK37\npy4N3rwSOmZt8U8TbOgSnCyotru44wxVGaobO1hfSybyGJwnFxTP7+KklWy0mURWNoGDf5FiHYWu\nDE3srnQGTl6LG2obcFN3PNxFiXU19dDDn9WUGxH+KCdKS1TRULdOpU3kUnVcOg8SKRzPxQzfnstp\nfXApJ/dnstHrrBYxW+RI5xE41EOZN1QbHbyTGflWq+ydpmQ314kezan7oQyzNyOC00x8nCJPvJ3K\nBievyfY6dO7OaHohxUaIPy5keBZ66FJmLU9zubm8fosbhmJdUa412Lhh45se45ct/lQTrGdUWQeb\nuETfC5l/qsD+ZIb73oAmtHgXLuVmjVUuNjQo49A5soQXMl9QrqUcQHQBKFhcdVZwSXLVMHlFMXzD\nEp8axi84pFfMyqsnemHC9P6AwSNFtg2br5dUHZ/BvYqy7zA+FEuLqqPIthTGs4TnivW3C1CQ7Ab0\nHtVMbnq4iUBFTq4Ixor85Yz+NyNmzxusY7Hdmhe2Rtzeion/OCa9YsivVEQPPPrvOiRXLd5jl3Io\ncML8GYPxLZvf06hGvIu8xDJ9xqWOoIkswYUolf2FpYqkuIpDrSLZcfFaTZI/fcrU0nQ5M+gK3NNC\nOMvQFhUGchI3FgJvFTQjD8aTmUCWSxHQzqUTqLWrITF1LZu6NcLaGfRluOy5Yh/hOJd8e5DNvGX7\n2J11il1h6kS3pGjZyUxM6kDmGotUBsnWCoMok1jLpfMqtBYYS3hHa+l4FsllUQN0vyf/37RZBIkc\nJlUcSpEoWzhs0Je/28Jg6xqblcIWau0yVL8nM5XBADtdrBTSzub6arCuHI0dT6V4+B9e5D8KtfQX\nDg8Pzw4PD5vDw8MGsaXo/ajbfdxLHCuFyVPHmmoYUm5dsnBwFG7WYByNP5ZgbGdWCIafNjSDULKG\newFWtT47SqGsxb93TrIfYqOAZnuNbNsXnDyt0bmISLypDJibniiIdVaL7TMyEFa1oe548n+FDKKN\n5xA9WoBl5RSqigbT9VGNMKJAzOfS/Zi64zF8e07dl8doHQ0Gqp7QQxfPdKnWZEjtZg2Lg4h8wxcd\nQl6jakN5ZbBKfGs2ukSP5i0mq1t7CkW5EVINQikEaSW6iH6Al9RYR2wrvIVgzs5MDOvqQYgqmh/6\n/vx5Vve+uIZGRw4UmuSKIjzVhGdQPekwfEfhzhz8qSV6NyCZRux/6ginULz6E+/hn7k0kaX/lofx\nLOmOYPfpniW6FaAauHhFkW1qdGuBvXipYPiOYv+3pMsbv+Dgz2DtDaGPAqjfXcMfO8xvGJSB80/6\nLK5ZRp/wKLviCFqsW5xSrKGNA50jw+nnAuZXfZxCAm2CqcVbsBrsG8/i3guZPWtYe0OBhc47AXe/\nfYC3UCSv5LBV0Lkj+pfZC/K6uymoPdlodakYvq3FwjqWLmH6nBTWqm/Z/IGhXIPt7xq8hWFy2JrT\nrbVFqbJ4iQzYew+f8vu6tENoJFrSdqI2ECYWy4nlqT2WZLAlO4ayEhVtmsmwd1k4ANvv8uRrVzn/\n6jPUB5uiSWga2Nu+zEROs9YELxWYqTGCteeFKJPb+xp/csj9f8Xlf/5f/gdmn9+X0/iyK1gK1FKh\njto8F2ZTFIoAzfMubSnaQmGrCjtP2oFvgN5Y+0DRa1k+1kpKm+9LVzSerhxVAczFaPWa0UJVKoqE\nQluWsL1x+fpOF9h5CwPVdTtLcOS1tsJcIgovZzc/ZH2Uo91/DHwS+D+BrwF/CzGu+xe6/FEuyl4g\nfpiQXengzcVuwJ/UqLwG35FjgKNwsxrT9WkiF2+UYX2X6XMdBu8tBOrRoBc5phdhuzH923OM76Ka\nhmBUUezEYoPdbvROIallzjynjjqiNI5a3rIS/6Fy6BId59SxR7EZEIxK6n4o/P/QEavoQFTMOq9J\nrob0bi8oN0LCs4ImdFcdxPyZDk5liY5zsp2QYFIRjCUyEy2bTHRWyf3OS6Gzupq642CWfGqtMKHL\n4sUh8XFBHcnFEd4bUe8MsJ4DbkNwlov1RuCIaG2SU3elpc+v9Fq4rcIGT1ep+vhvCKaqKyh70Hli\ncTOX+adz1LmPrjWDd2TwGZ0ozr9csflNl/Q5xcX/fYXeT53z+pMr0iHMNIsD2W2NC3WsGLxrSa7K\nJlqtN2y8oZk+K3OC/X/qYlxLsq0xrYX09KZG13LaB+g9bFC1Q/QOVB1JS3MTmRWMPmVQlaJ7TxOO\nLYt9hTdXWG3Z+0aKVZBeCUl2NfmmonfPku5Z4hMRyVU9y41Xn3B3fYu4n1PN+ji5QDjMPcLHDspA\n1bMM39TUHcXiZoM6kVNp94EMmcfPeeRbFn8iDKxcw8brlukzDlXX8PhnG/TMpfNYkW9It+DNFF5q\ncHPL2TXN0c5TViC3a8nJF2O2NpZythBOflFAG4WJJ8wgcQ1tFcd1I92BsSJM64VMXqvQC4fG67Dm\nOfh1gz29ECGeao3ZOvFKVUxVCQd/aV3dFqH+nYxw7PNzb/2nbD2U7AClP6DmrRuhs47G4Am7yF6M\nBUoqykvvpUg6cDOdoTe6ModbGtsNe5ALHLXyKjJWNvFu9zI4pq5l029zj1fPf2lU52hU3WBH4l9k\nsxy9sS4b/3QmAr2WQmqrCqU1ute9HIp/yPoobKLprVu3jgHn1q1bya1bt36RjxiA/XEuq5VEWua1\nDIxHJe68oPfmBboyJM9Km+VNCxmQKkW+FeKNWvZF1dC73zoTLlWFriMuo3F7Um/Vxbqx+BPRHjh5\njTvJxSso8Nr8YsHPl2H2y3jL+FEqVggXKf5Ygu+bQMzk3KSmHkTotECXtTyeOwvQ4GaN6ASmudhY\nDwI6j3KwyCyhtJQ9j3LgU3c8mtgnujsmuSJU17rr4Z3McBclwUWxwuJBBGm996aiaPY0TtaweLn1\nmHcFC00OYqquRxM4YmVhLdbVjF/sirHfaYYJnR/JTvix31PTCgAriz+D+Q1FsWbpfS/EuZJSf2HO\n+PMVxVCRXDP0thdM/+WE/Ssj9n/2PtN312lqh6ZjRGB1NSE816jrKeG5iMeskmIdHrsUA0V8ZOk+\nasiHmmKg2Hgzp3Ms7qi6FvWzbT8lk+ccweI3NOmOYnZTQmiyKw3BmYNdqzA+jF6WjTk+tnQfl4xe\njDCBw2JP03vU0L9ruHjNEp1osi1hLu194Yg77+7C1CN92MO44ku0/V25NtODmmTf4E0V4y+WeHNL\n/x2H6Fge3OwncxYHinTfEp4pFs/VNAH4Y+mAsj1D974mfOiz9V2oOhBMRMw3f6Vk8qzD6NDBnyi8\n2dN9X5dLdaIVrm1Hk9WJG9MI5AGYRAzlqFq4ROtVTrBtmvbkm6MnCTquUbs5xbpYpSwhG+V5sjEv\nPZA+6NZZSu6ADTyZWQDe3WM633vA7q/eQd+6v7K+tnVzqZouK8ldCHyBY6JQCkFrp7FUBgPopf0G\nCAU0CiV8Jm3pndasmE0qisSCOs/FDrvNXF4+tmWWgQ1ERGc9V+y9W/Gb7rfW2VnWUnSV0F/zQmYi\nrU24rS4hqB+2PkoxaA4PD/868PDw8PC/Pjw8/DeB6x/hdh/ramIPNxPqI43FSUqqQUi93sFZlHiL\nhnwr4Py1HsZzMK7Cm9fUPbGVLjYjjO8we75HudOVKut7mKhlIBmDsyjQIwFSm9CVgaxS6OlCRFup\naBWc0QKdlvI1oFPhABvfkSFyK0bDGIKzFJ1XbQiNoVmL0dOUph+0nYjFnWSEZwJDOdNc0skUxI8S\noicinAsuCty8WTGV8mtDhm9OcZMa/8lM2EWuCNPi+60dRWXIdztU6zHxE8lUKNY9Ovfm1B2XKnaZ\nP9/HSwxO3hDen9CEUiDdpCI6r1dF0j+eU65/uCXuj7tu/CPZhBbXYH7Doj85xVsosl1L8J0ucVgw\n+L5PeGHRuSLPPVzX8PjuJu9/55qowUc+zqAk2zGoN3pkew3OOx2MD3Vs6Tyx0imE0iXMnoOjn2oN\n5BoYvRTS+EoGyS44lTCblsufWnoPa5rQsvaOZePNhrU3NMP3DGriEV5Ydv5IVNDh1JDs+jShErV3\naZldd5k+p7Gu0EyLg5J80zDLA4Izl94dTeeRpukYVA3HX9IEpw7DN1ysZ3A+N+G/+fKvMPpUQ/iz\npxSvtY60I4GhNv7EUg5FkewtoI6FvRSca2afLfAnkhfhzyHbEV1D/we+BOGE4oP0tENlV9DOdC5Q\nkLXCpqkkaF42rxzSTDY3a1anbFuW2MUCm8n/SVCNwC2Db4T0vx7ROTJCAmk1BstsYlvXogiOQ1Ht\nBr5QLJsGzkcrvN5sr8ntGoPaXJeNP/AvhVstNKQWqUBcnt/aU3iXiuRlfkHTCMVUaykEedEG3zet\npXZxyeoJ/FU+tN7akEwEa+VxTmXfsZ5oHFReYrsxzBPJQejEMr9rrS3Y2ZSOYFk8m0bymBeJvJ5h\nsILPftj6KMXgF4BHwH+CWFf/28B/9GNcCx/LcvIad16h8xrraZrYEzqnguRGF2Us8aOE3mNR8DqV\nEcpo7NJ0ffxJgXEVvXupqIvXI3DFXKrpBTRd+WP7HdxJQRM6FLtdCYh5dlvmBR2BTkw/FtaRL5t+\nPQyFNpot9QpCIV2G0NuWFucsCgmecRzciwR3klKuRyyeG6xC7+thuJpFWK/F+IcudcdF1ZbwyVzE\nYXk7hK4NzSAi3RWVcHiSYdtZhE4Ksg1HDPLmBcFZSnBRUq1H+OOCuqPpPEjFhiOvMd2AYs0l343F\nwwkwgeg6TOhTRx/l8vnoaxlEVO2X6BrK232KdUv8RJEcGCa31ykHchr3Zwp7v4O1CrSlXqtRBtyt\nDM9r6N7XqFdn6EJR3MxJP5NJZ7WtqHtC0QwuFNWwITx1SHcUTSDBNpMXYPqMy+CuAdsmqyFdAkC6\n7eBPBa46/aym6iqKgegCyoHCuKpl6lS4uWVxIGaA+aYimBj670t6We++CNw2v6coaxddwfymIf90\nij9ySA4M9XpFNTAkBxZVaZ7fOOPv/MOf48rNc+a/v405boeXriU5LCgGGuNbeg8N2Zal7hoG70Iw\ntjgnPslVS3JFEX31FLNRcfYZSTtbXJVht7eA6PwpV4MPMl9mi0svorD17a9bn54lVr8cdrZ4uc0L\nbJtlYOsGM5qgqpq9f3KXvV97wPqvvwtnI8xk6WfScvAdB3MxFr3C0vVzCUsFwaobUUcXrVWGWVE5\n7XQmuH5eiO9PO8hVi1R+brnxV5V8/QE2kRrPIM2k8ITBZbpakq2yCZQvsA5Feenimuaia0jzVcFQ\ns4XMXDwXzsctG0rCbZTWKyqumgnl1sYhZtgT1lWarmYNK4vrD1kfpjNYftLP2z8A/8GPfyV8PKvq\n+/ijnPR6X+hz41S6gnlObKxs1l0fN6tJrsV076fkW6HENXoO+ZY4cfrjHKfNQG5iD9VITKV7vsD0\nQslLrhq8abnKWVYtrGMdh2o9xn80otob4iRta2uh6rrEj0cUOzsYV9G5O8UMYqqeT91x8GeSMQxQ\nb3ZF8FXU6LIhflxgXU21EaOLhnI9JDheUG51yDY9OseFzAS0EqsJY8UnSCmaWIbWbi4OoyhFOZAT\nweKFIb1HBaq2NIMQZ1HgTnIWzw9wZwW9d6fYwJNOKnRwFxXBtBE9gdaUPY/44RzruxTbEdHJh1PV\nftz16K8uPdwdolPF7LBGpxrnqxfYh0O8jZzciYiOhAHEQYb+Xo9P/Mw93v3OddxUUZ5GmFJR7Vvc\nN/uowBLcDSm2GqKZouoC11P03Zh8y7LxXQerLd0nEnjTObZMnnfoPWooBho3uxSlXXyuoXvHxZtb\nyjULaNwEqna+0T0ypBsOwaTBKcV+vOoohu/CyedCrv5mQtX3KIYunceaZA/yHTv2mm4AACAASURB\nVGEPdf5gQPcrZ+jCZ6c/507i4XQqtDY0YQOPQnSpeOc3nsfGlotv72AjizeXj2n3rksduaR7LdV1\nT+Om0L8D1hW/o2CkSK8YTA1n72ziX00gCai6EJ3Kz0XHhsXVp1vkVzYIm2uorBBGkVIwaU+/raBL\nzNsC7KCHPT1fwTuqJ/YONs3AGskJni9kw5vNBbvPsktXTmOFUdTrorc2VhsuZSUpZQBnI2zT0qeW\nOQWLRDbqJa/fdcWzKMmwvY5QVgHV0jSV78nPLz1/li6lvodtRXTWdQTqsVY6Dde9zFH22mJ485rM\nFbSWjsl1MANhMtlua2G9NKxrbayVUjLL6HWk8/A9Cb2pKlRVX0ZjtgNz9REg3Q9712ug+jP+LL//\nL3TZ1hraTRu8UU7TC3HPF6i8wj0a03T9FVuj/+YI6yjCkxSdC2c+PE1xk4aLV/uUGxEqqwR31MIo\naoYxJvRw5sVKoOZNcoGTAo9mEGFDV6Ceoah+rbdUWlqCUUG9PSB8NCc6TgUCKir884TO7TH+w7Go\nn4uaquuKRbQVjUI1CET/sKjEP8lRIi7LaoJJLcK1osFJy1XOAar9maTEXVSET1LJYDZWYCbAXYgu\nYZmBXA9D8v0u8eNUNBCB6B1UYySGs+MRnCSY0BPFdy6zkCZ2CS5ynKdsVGd7grmGJ/Kh7r/t0r05\nZXx3DRU3OG90ZfNTwoAxJyH5juH2t64TjBQoy/DGBH+sMVslvfuW4bsQfeaCzj15bw5+4iHNcUTd\nFcro4qpi/oxEbp59VnHxikPnsaSIDd/LxF66Kx+k7W84GEe0BOtvWCn6fRHAzW5opjdc4ouGOtL0\nv3/C6NBldl2z9k7K7jdTTr7QYbHvsfibUxbXDcP3DdvfBn/k4BQwfnOT7F6Px9+4SjDI0doQfLdL\n+GYk2QhTRf58gbtQFNsN8bGi6rXzLg29exZvoVh/XaIs0+s1yVX5t3QsYMMGVYOJDa5r8BZSKNIr\nht5Xj/FSsbN4mmuF2Z+cy6btiKcQVQmD7mUW8XLDOj0XaqVSwthZhttsb/wp502bZRAEKzts8efx\nZbNcpqhVtUBQTYMatveZFa21c1tsWjM61YmFmlpVK1sLLiYyi0hagWUpNhbK9y69gppGCsBSX1BW\nsrm3z8m6ohXAcaRb2BwKbGUaGfCej6WArVxVDfpMYjqZJys1NI4whKjbDGhr5HNbN6I/AJllTOcr\ndfLSDdXW9aXy+YesD9MZPN3jwVNebiKbul6U4CisdiR0PhAIxWolm2lhyA8GZBsu0UWNqi3eOBdK\nZmNYf3OBzoUZYyJX9AaNBWMw3RAbea0OIMJJSqbPdRi+OREfJGslMnKji85qGTiDBNu3/24GDs6i\nQOVt/KbvQd1Q7Q4ABOIKhbpplSir3bSh7jjUoUN0lBBc5NLljDPJE8hrig35ADlphfEdis0If1qi\nypq628VdlHjzSrqZ1qJaqKsG6zgCa2mFriWnQbUq6GV6mXcyozgYinhvnmMHEfXQxSmEKqvy+rL4\nPaU1/E4A/y7CoDGKcg2ad4as3YX5Vyq6X5qRfn2L5FpN/MgFqyg2DP07MH3WUg8b+P46nXPLS3/t\nPnf/4HmSn16gvruBGQge/v47V1h/SxFdWGbXhAnkjyVMpgks9VZJueax9iacvxrRf1Czft4SAxpL\n1YfoBzWnn/XIrlZ0b3s4BXgLyRBOth06pw13/p0r7Hy7QhmZ1ei0pHsU4s8azK8P2cyg7Ig4bO2W\noegrmp0C9yigXG/w3uviLRS6tdAoKvnZ/ncDijXo33LBCg0XZN5x9mVRMJc9RefIUrxSUWxo/KnG\nOpKmpnKHcrNh+IZLOOpRDCxlX+HNNOOv78JLMvx+qqvF3gmCVYwlVYUa9LHTBXatL6fusvXf6Yl7\nqVkGvOxswsVEvH4GPTnBD/uCny/N6kwj0EsLD6m1gfDrdSkn5HZTZmlDscw2htVgV5TI+SW3v6ou\nbS2iqHVR1ZfPR2s5lVsLadbmNBQCOe1uotIcZguxwwYpSIkooFfOpMvN3RgY9OQxltXKO+z/wwJa\nie6QglLVKxsOu4zDXLIHQ1/mHEvX2D9vnsFf1OXkNTqvKXc6NLGPcTX5ToR7viB4ssBtw+lVbfAm\nBdFFLd7ulZHA+5MF7rTA+AL1mNDDvcgotzqUWx2aQUS+GYrFhGYFAXWOxe9IpfkqCzXbCzHRB15o\nR1g5dceVYTKAtZT7A5LnhOXUhPJh1llNMKlkWJyUuKmIvsKTjPBcKJ11V/IKqg1RVzehiz8uUbWc\nTnFkUy8HPsVeX6w1QIa/jkK1nYE/LXGTmnJDQjJUJRnSwXkmorzThXQi7XMphi75dkR+pYeTVUTH\nl7BQMwiFbvoUV3wmj1OXsjlXXQMGZs9ANQtYZAHlawlOKvTP6FQopKNXLMFYoRpFHUmk4/cfXmX2\nHNhbXeLPnbP2jpysbVyL3URf480t628b4hNLdArrbyiUYxncHBNMLZNXDP6oZPJc62DpKFQNi32X\ng9+YM3jDw8lhcU1sn4t1OWUbV7H2tpFs6qwWe/KrPawWB9X+/RpdW/IthZtLVzG/AVd3x3QeKKIn\njrwGXUu+ZZm+UqGMwgQWXUtATnRmKP7qTGAvhD4b33fpPIHZiw3JnsLUSgbHhw3Zy1nrVKoIj10W\nB5b5NXF/LV5LCUfQeyCbRjB+yqKzpbCq02bylqVsglrLCXs6b1PAWsvqLMNWFXpzXbqI5Sm7aVYd\nAOcjgYnKcmUxsUpA81v2z8bwUnNgDMwWAvm0oTgrMVyvK1CO68gwuyja4XOE2lhDrQ9lA24aMbhb\nWkVUrR32MvGvEYW0CgM4PmeZ3awWbaHoxtjB8g0TK2/bFodmb12KyvK+ltoFz730Rmo1CqsZhpLg\nHTttYzm1arOQSxkYJ5m8NksV9lOIvfwLuZzjscA3SSUQzulcoJFtsYe2WuEUDTopqIYB3kxooaox\nQh/13dbETXQDZd+jHkpucDmQzsJbiHCr7gU0HV82VmPRi0JOJ1GIygrCi3Kl3AVav5+a8PGcpuMx\nf76P6Ud4o4zOvQXNRldgnnlB3fXxzhJUZVY+SVXPI7kmqUy6NnizgvCJZCWrWgpa1RfhWRM4qNqK\nvmJaEhzNJIimF4guwmvFZYB1NO7FQqAlTwKA/FGOdRRN5FCvxdSRgy4aioMh0XlJeJ5LcWnsKlRH\nEtPUikr7tNbiilyO/gyKdQtWER9JYhiuZa2bEkYl/RfG/Ic//2vMnpP5jN7KqXoWGzX07ouy1ns3\nxsnktuXvbmK1wp+AmnmUA3EaHX1G2DTZpqJYE5ZN9wchzi+vM72p6d5xKDYD0ivyIfIyQ3SmqEPF\ne3+rI/5EiWXre1DFYg1ddRX5UDO9qXnw0yF15OKmEoQTjmrKnmb6jNBaw3PxWnrta2/T9AxPXt8h\n34L02ZL8Wkl1UIhxnmPpPFQY1zJ7VkRti32N/3t98ityzekKsr2G8adqnERylJ2TgLpr2bl5TvhW\nhDdX1L0GXYlOI9s1jD7T0P2DGFVbxp8AN4PkytOllq5goryQYXEnxga+bFKuA/1uO1T1BDpy5Ht2\nNr8cerZsHIyBXgfV6VwatQU+ajgQEzvflw3bFa+ylW12WQmzaDm8zotVFoBNWnhmaWrneaJyXs4Z\nANYGon/4QDaCrSps68iK614mn5WlnNq1lserJfyK0wux1nYcVCeSQtGJIAxwjseovESVlURwLjfu\nNixHxS0tV4tpJEpdwj7LgXlZyfPsdsUGvIWT1NJP6Ues/98Wg3p/XVTF5yIOqze6FNsR3smM7KAP\nVpTAGItxFFXXwxmn1N0llFPS9H2cvMZJRMHr5DX1WkQwqsSSIauo+2HbQWiari/Mo+0edn9H2BBx\niHc8b0/aS2WoULyqzRhvnNF9f4EqBVZpYg/3/qlw+l2NNyvESXQQUGwEGF/jzSuCkVhnLGcjJnRx\nZtIpqMbgj3IxkquNFAQDydWYfL9PE2qayCHf9AkucuqOfKB0UdMMY7xUgoCqYUi+HXH+6T7uosJ6\nrZfNyVSEc6XBBA7uUrl9sZAOJq1w0nol+ntaS3+gtvTuK9behvKvzHA+O8E78Uh/bZfs1pDJvSG/\nevQaB59/TLZXo+9HVH2D9humhw3dB5bqhXSVDeDPLRevWaYvNTiFYuNNS+fIEpw6nL+mCEcWf8oq\nczjdVaT7DcXQkuw6rL8p7+vsWkvj3RKNwPQFiEaNKJgPJKM5PjVMnxca69JjyXhiTZJtuvRvJ8Rn\nQlJQBnRp+e5vv0i4kxAda6xjie779N/w6f4gxHiw8U0P40PTNTTDWuCo5yoWBxadtYUqsfTuOkQP\nPbypws0UNz/7kDo2ZL++g/PFMdnNEt0VLYSuEaXzdsL8uqWOFdGp2FiopyxAtnHLeKoqcQx1tLB6\nqgo7Wwgk4nvtSbojp952TrAMjxdaZi6n5OmijbJsLSxcV07pSsntXEn4WoXqLO0uqnqlP0CrS+Vz\nGFwqnZesm8CXP+1gltlCiszSSqNskxTjaPXcVAtDiRVG6180X6zwfNXrXhYdpUSlnGSiHShKGWJH\ngVBTl95CSTvP63dgc+1Sp1GWl8PwNg1ODfvyejWN0F1d6ZJsKnnTyv1wmOjD2ER/D2Ec/+1bt26d\n/HNdBR/jSvYjotOSZneALhu8kym66mJDj+A8azn+LuXNNdn8korsmTWMq9B5ifXddlgM9SAg2fOJ\nT8XILt8Mqbou4XEKHjKonhToRYYZtCKTwIEC8puD1fyiiWWzaEJXNvVJIQXheI7pR1Q9H90Y6uvb\neKcLgZtKQ9MJVr5G/lg23iZ0hXoaeOiLgnqzi2ljJuvYw7oyEFeNxXE04duPKZ/dxUkqwsclxZU+\n3ry9n/ySJ29a7yOrFN4oRdUhyno4qcw0mo5Ps9knfDARVkPkSYBO7OGUFXqRoidtW+s83RNkKQga\n0akwWoKJxfl2H+NAUEG2Dd0Xx5R/uM692QGqUaw/tsyfkdup4wCzUZH8jRwKj7pnMa7FW4jtxNob\nCrewnL/WPm4raWPJngxwrQP55xLcNzt07jtYV/QO1Zm8r1VX7KfX3rHoyjB6yWF+xaV73BCMpDso\n1hUHv1UyO/AY3snJtnwmz2qu/H6FU1imL4in1vqtgtEnAowjp3H/t/uYQALpwwtL1VHMXq7xzxyS\nA0lQw0B8x2f6ck3nffE3WnxJTqbZtqLYaHAyEcvVseXo/7qG+7mE8qRD9c4QFVlU5ZJv19Shg5so\nitt93ExR9WUAXUeK7qOnTC0dz+T9CYXjb0cT6HVRfECsZYzg9UvXz8kcusLLZ7nxb6zB6TlsbQhE\nG7Qdh7GX+L/vwSKVDb7XUirniXQMroMNA3H/DHzMMn/5g6Ev1spm235PRSF2fSDYu+eKi6rrykl9\nNsdOLiEaIhGRkeXC9IlDyXXOMhl82wqGfWEHzeaXucqFwGZ2NIGpIwVoOVQf9qVTMFY6Ka2xS5pr\nm1GgwrB97dpuJgovobVlASs/kN/wQ9aHdQZ/H/hf+QtgPfFnrf7r5wJ3uBrVGIprl6q/pchLGUv0\ncI6T1pTDAH9S0Hl/jIklMcxtbaZVY3ELizfK0dOU+MGM4CIHLTnI7iTHhGLxbLUE28+f7WE9Bzer\nqWOHYiOgae0dnLRa5S/TWKqtruQXt3bXxVqAiX3KrQ7FbhdnXpBvieo5240k28BarO8y/mQf05UL\nw/gu3jjDKRrcpGZxo0s9EEgq+dQB1tNkVzvMP7GOrg3+KKPqiSU2yNzDSWv8aUUdOcxeHGJ8h+BM\ncg9UbfAej1BVg+mFbcCNFV3COMH0QtAaMxRxzNN2LlWfl0utGMplmW7rleNocmAwgaX4zroIus6F\nPZR+dSG5Ab5s7Ovf8tHfGhC8EVNtVVhHBq+qEUjp4pMKdyHMmrV34L/66i+Dht4jw+YbFep2THhh\n8eeWcmCJjkXjAFANDFUP6kBx9LUa41uKNcjWNeHYEI3Fs6jqOqy/k5FveKSbms03aqbPhhhP4aWW\n6Kym7AsNdPZyhdsKU/2JJToTR9SqC907Lv5U4SbCYOo8cOnfNWx+21md3ge/Jxti/Llzuvcdmq6h\njsXUr47B3o8xfkstHWu8uUZ1ariWYR0Znn/tr3/r/+XuzYNl2+76vs9ae94995nuPLzpvKf3NPHQ\nZAwWYhBgbChDhrKhwOQPyi6nHIgzkFSo4MSVVOLIJEpiF2VSUKSS2FAmQsQSBDQgCQ1PEnrSm84d\n3n13OveMPXfvea388dvd5wpLVwiuoJRVdeuc292ne/fe3Wut3+87kV3KOPpWg3V46ElnyxaFmUzF\n48cXUdWy1y4Vg7B1bJadAKJzEZKpTktaK1kOZ7aEOrls1fi1i3CaSesnzep2U7ECYpXnYY2R+xcp\nttfGNiJ0PWFKSE2w+h1qgzhjBdBetnbmMqnbtqiCVRSJknith2o0BPC2YiKHNaKpqHMM6DQFgyhq\nTYHniZ9Slq3iMZcCPKX1CmcBZKG5L1NZLc9PUcg5rPOZzcHRioK6zIuW+/XKr+hB40F1w+2dnZ1X\nl//Z3t7+28CbgT8CfmVnZ+chf2K+zuFocQ3VGmUtqjQszsaEBxlZT4LsdWlJzzZr99CKsuFhXE3e\n9clbGn8mPeN4N8Efa3DER8RsycJSxT7hvRmqqtBFJWBy6KLTksbdlORsA+tAdC9Z2VbL33mk6xK+\n46QlVSBmb04hveNgKClk0e581VqKdxN0WlL0QjHFm8guID4opdc/mDN7okfjtVxaNocT2kciUS/W\nGsI4ij2sA42bM8p2QNENCY7S1eJoQhc9SWSHn7eJ7kl8J46SNpbvYtbbQlE9mkpuQb8pzKFYFNJ2\ns43xHNxxQrH2YH/0r3fkV6Q0cBPL4gy4M0X5WEKWOqiZi/f4hGQaoo89dK4oehWdP2iBguzRkvBa\nKJTKM4bTn7BUgU94BONnCjoveBz+JUkIE+YUeAvDe37pRwlymeAHT3mYwDK9JDt09/EJk0aDzit1\nxdeqCK6JtXbjxUCsKlzZxbuppYgVzbsGXViyvk/lKYKJIVmTVL6so3AyhWrqmsED8V0PE0hVMjuv\naL8mrKTw2OItLG5qmVxwyDsQHsH8tGb6ZMGpjziML2va33YIwOCwDU/lhLd9jCtag/JMhh8W5Icx\nzlRjFWSnStz9gPZTx8yLiOKNM973obcRDRTphnwf5mcebvd42UpRrlurZus0saV6dnNNAuNh1V9f\n9d4bsbRalrbTZSUq4MCXiX8Z6tKIT3z+PXcVSEV2EkyDo4WLPxhLf395fEqtnEW5z5MIa+TvolDa\nUFqjAgeSTGIvPf9EcGZq/UMq+QSrSb6etJkvMEkiPkI1RiIAdN0SUkp291EkraalY+p4JhXNUueQ\n5bKYRBFmOJLKo65idKcNYYC5ty/Po9WKHWXzQqzBHzAedNX/+fKX7e3tX0CUyNeAHwLe83V9Gr4B\nIz1bs3KatUtnVondcuTSuDrAKUQz4C5kUcjWfRabHsmpgPj2FG9hKEOFPxZKp3+ckK1HUhIWUvbp\nrJQweSV9+3yrKRbRnQBVGYwveQrW0eQdf+Vh4ywKdGGpIofj10tVkHdcTF3Klg0Pdy4mc1UrpFiP\nSbZCKA3+wZyiVfdPi0ocR2vXx/jWXNo2WpFdWqPsSx6qqtPP8q5LfHNO2Q7wjhe404yy5Qs+AYye\nbIHrUK21VpYbZS9ahfLoaYL1HJJTtRq0FqBZzyGvJ36n1kaUveihA8jtq/Iz6yn8oaLzqkHdDXEG\nHtGeJpkFtJ4PiB8dU8YWp1XIxF5YwqshWBi/LaX7imJ6ziHbKFmctnhDl+6rBeufcgmPLHnX4i4U\n48sOxofpJcPsvKJ5W263riXbTqheaUG3IKsNIqObHqNnDMlpAWGrQJxB3UQm7uFTirSn2P02h+k5\nh7QvGw7j1BVJArNz4kq69kLK+pcKTCAGeJ3XSvyp4BX+VOieg9cpDt+oae4aWjctVQTTZ3L0zGGx\noUkuFhzckINzjj3i6z6qhMYbB+hM8ejZQ4rcJdya8653fYGyaQj2Xc69eZfR1T7Z2YJiGmAiw+J8\nSfO2prFrHz5msMrwdWV37GhpmzhaJsPxTHa7pjph+VQVuttZYQCqTiCzjUgyjucJtralsEWBaUWr\nidzO5lIFDCeysMwX0pMva0pnbXm9Oj5rZSHw6n+uK6+zZCtN58Jwyov6Z47qtOV9VEaAcd+T11dK\nPId63TpVLV0tgur8mRqbSE9oq3U0p83zeoEoTrKgQXQMdR6D2TuQCqrfrbONw5VlBghjyh4P0Vsb\ngh/4vhxLu4nutL/MM+krjQctBvc3hL8b+Ks7Ozv/E/A3kLSzv9DhTSQfwJ1mlJ3ghCLqKapeTNFw\naxqpMIuivZT29TnRfk5ytkm8m4hT47wg74ekWzFlpCm7EcYXH6K8H2J8l3yriXdvAhbytoc7zqgi\nl+heStYPsK7GnxSrGMiiG9C8tRDx19CQd1zcxGA8xeRyiDcW2wzrOVhXoXNxRq3aAYtLbcK9Bfl6\nLK0pV6EXOWUvpmp4HL6pgcoqvEGCLiryrRZFW3r+8d2EfC2kChyx0nA0TlKuRGeNewWLS22pApQi\nX2+Qd0VAV3UikkfWyHoB8d2EqhMxeuOagNR5iTdMsb6magYrlfaSPfWwRhXVVtGl0BuHT2rCI0Xr\nNUXRsdjcIW9BcqWLkykan4koI9A5YCEYQfSyJI2hoHHTJRgp2tchWXPxpyKyincVrZviUVT5EAw0\n/liyl8vYYkJL9GIECi6ePubsO28D0LxrCfYdwj2HogXz89Kuml2QyqJ9HaJjiwks0bFlft4yPevi\nLSzBQDF5RNF/pcJ4kPU9Ro969HYKieq00LxTSQJZQ4BsYf9Yjl+vOPrLBfNzFf6uh2lWpBsSf6kX\ntdVIKVGfZdMyGsqucpyGcBSQTAN+94WnqXolKMtrNzaxDrhRCaXCnWjcqcNiyzK9KIrqb8Qwk4mA\nwJWpg95zYdWEgVg2F6W0SXxPWiu6TjPryAHZohBV77IamC3EPTQIxBFgmW1ADQqnQhGlbsfYRSIY\nwNLuYpk8FgYSUzlPsEcDWUjmyYn753wuE3qvveL929o6Amtq19Vc1MFhnUswW0g1o1XNKrJCbV3r\nnRjfhYFURVG40gfYsvzy3IGsDt6ZztG9br1oGjG1qxlMSin5+1IqDXN4jD0eisBPCd3U5jl2OHrg\n9XnQYnB/G+hgZ2cnAdjZ2Xm4Keh/yuEeTsR0ztV4o7Tuhxfo0qKTAn+U4w2k71bGjtBIA1EMAySn\nIspIk/cCMbGbFDRfnYiYzNVUDR93VqxUtqYR4k4zwsPaPz6rBE+os5fLSMzw5MGW8WMNmeRHBdFB\nhpNU5B2X6KhatZOKluQgmMDBO56jSlH+4ih0bqiafs3aCWqmT8X6Fxeirq4rAusonMygCiPZylrh\njXOso8k2aqpqU14v2JviTUpxW7US8KMLi05L0vWQrO8JaF4arKvpPn+MCaQyKHohzrxY4QjGVSzO\nNx/qNW2/Jl/O3rWCKlSsvViRfcuM+NAQHih6n3OpQvHQ8YcKNMyeKEg2JRu5ebfC+IASFlHRtgQD\ny/BpKy6d44q0r8i7MP3rU9JNgy5lhz95Vq5zFVhOP3rI/LGcKrDcvHKKa6+eAuDw7RVVbEkey6h8\nmeDnFyqcVDG5pEn78nPrU3D4JtEklDHMzgnVs4wto0cdvLkl7Wg2vpBQxprNT03Ye7tD4066wgyW\nzq3+UONNFPFVH3eu0YWi9YrHX/7uL+FspDTu1E6vuWLriUOshu973UtkFzJ+9elf5d9714d5/SN3\noVD0NyZkmxU/+q2fxbYLuu0FOJbyTC6VTtMQHik61x/uV3zJYnF6krhn0xQV+NLWUKqOsgxFxTub\nC89/kawCb9RSPxCF8tglWBwFwtWPwxOFMEC3LTYSvY7gBnVGsgp8EXXBCaMIEbqh6qqiLFcLx7LC\n0J22tJEmM2kDKV2zhQyq0ZBUtspINkNVC8jKEhv6mAtbFOfWhEbq+yvmkGrEQmk9GggwHAYywdeY\nwVJvYPOC6vR67afkS5WU5ieLnKlWeAvGrsB41YjlOGuDOuX7cqwPGA9aDJ7a3t7+32pW0eXt7e0f\nBdje3v6vEeO6v9BhOg3cqfgMqaR2D52mwsUvKnRSSvTjoiAYSg6y8TXpZkBwJE6gzRszVGWJ9pM6\n7MWVtooSuwt3mmEjD39/JopircUyu04E86aFVAmxiwlEvAUCwDXv1CZ0ViytjS89W3deUrQ8/P05\nwb70SVVhKDuRiObSivmFBsbXuKOUsil+SUtrjemlSHyIgOR0A2+Q4t+bYCLJVPZGGcpa3HFCcJiK\n82pReyD1Yowvu62yK31cNylRi4zwIJGWWeCQnomxnsY0AtxJVmsWSpLTMcbTqFlCcDAnvv1gefvX\nO45eL5PG3ls9xtsVw8cdmh9pMD2vURaiY0P/RbF/yPqWxSmLvyd/Mz+jOHhWk3cM0b58yd2ZIv/B\nEb0vKXQBkwseuqqzk42CjYzkbIV+WtguRVOEafeub+Dve1QdsaYO78hOzWkVeGNFfCUQ3cCxxR84\nZGuG5GyFu4DmbUOyoWlfF+A670rucRVZLnwwJxhaxo9o4sMKd5gIvrAZsfXZCrsMvkksk8csnVcL\n0UYst2WX5zTuilfSR/7wGZofj1e7+Hy9YvDZTVDwoRuPQ+bwnv3v4cOHT/BI84iLlw+ZvLjG937L\nl/h/fvMdOAOP7EPreO0MfejjzhXNGw66kjS0hzlMDYauQu1ruwhRIpfyf0+iJnHdGjRuyw478MRS\nIg4xzVgm+Fi4+SqrGT81v55OnTN8PBIG0yKRBaC2q7DWSospvo+FdN+wWSatl0Ysk3+njW63pGVU\nR1KqMDzBOoyVKsPzpZpZWkKAtMA8l1f/Q8UP/fKHePkfbTF6xznYOzwBFpQVKQAAIABJREFUhGth\nm201BAh3nJV2YEnHVY5G7x4KNlGU9cIlYjY7mQpLynFkkVqeW98XMLuqTgRyS+O/B4wHLQb/LsIm\n+hXg7wN/WN++A/ztBz7rn8Mo63QwXRqycx2qho+JfcpYOMd6kVG0XZQxlA1XrBgsBMMCvSiEFeQ5\n+EeyE648We29QSIW0/OCfC1emb1ZV1E2PJLTDapY2kh6UYhobJzhLk5OtK6VvaY2kwOpJOKDHO94\njj/KsYFDsS7Pb2tWlDcVu4xoP8MbpIyf6qBTeV7jaarAobGbUzZ98vUG/kg+fMVmSzKVjSXvSXuo\nagZYzyE908Ib1h+U2t0Ua3HGKZPXdcl6HuVGi7LlE+4vSNdDwr0FzkSsLVAKZ5FTtDyUsXjDBBsH\nAjb7D9eOYu1lqQyyrZLNT0vAu/TPwUkt+29XZF0xj4seG3P6DyvCgbSQWjct8T2FLoW/n5ySPnjy\nSldYYS1xFA0Hhiq0ZKMQO/Zx1xLS3Qburk/RkxV3/TlpT8X9BU4C1ZPCOqnmrmgRcvBm4nBaNgzN\nW2IznXdEuFZGsDijqJoG48Hs7QsadzTz0x7xkaF90xAeJIyf6QqRYZhRBprZmYDZOc3ed5VE+5qD\nb/VINy1521KF4L7QBCXMoParmtGbCqJDmdB0NyffLPGHir/x+PPoRPP80Rmu3dziX199HbcPeqy9\n4ZCP336E5EIBpzIR5z3fxL88lXM9tmJi6H+DRGdVJeKypSq4GcnuHuQ7Np7IAlAUJ4KypW2E56KP\nhvJ9SlLJEE5kYl+6mTKayA5aK9kxL3EBraQVEwbSV58vUHF8YitRP0b3ulBVmOEIM51KG6YRCU0z\nl17+8jltlp8A47VR3TIHAa1hax2V5gSfa/L5yUW0aykDtZqUzWQq1hrzBXZ3H46HIpTrtOV9L5lO\ny/ewjMTUCjud1tVUJJO+VivPJlsUqDiSyE7HkZZckmAGo9Vi/NXGg7yJPvpVbv+1Bz7jfWN7e/sZ\n4H3AP9nZ2fmft7e3zwO/BjjAPeDHd3Z2su3t7b+FWGQb4Jd2dnZ++Ws9d9Hy8IYJap4SLHJMWGcB\nzEvK9RbZekC4n2ACwQ4kJD7EmcgJCQ/r0qoOt5md9elelckvPdWQWM1RJmZk/ViOzIFoV/QBxndl\nBz7LUUmOP89WXj06r3CPZpRrDbJ+gLIykarCkJ06acg684Iq8vCGKVXkocpaRBaLCK3zygSVl8wf\n6WJdyaq1WhEe5lSxS9710YWLP0zBQLYW4I8KRo9HdG6kFE1XUsvcE+DaG6RUbR8VWhp3EoqWhzPP\n0ankSQfHGelWjD8uMF4gQT21Gjtd9yV7enTI8eBDtMInl9f5oVzX46fk43j+g9LLd1KoAoWTicWD\n0Dwt4YEiel+HtAdp3+IPFU5umHcU5XrBOHBp3tJkfUXrVRi8wbL5nCVvKsaPaKpeDrnm/X/1Fzms\nGvw3r/0At4ddisOY7FRJddelaEL311uML0N5JJOZf+BStCzKKvxxnRMw0Hgzy+TJks1PuIweFwfQ\nvGOxriHac5i2fdqvVVSBIm9o+s8PKXt1LnUJk8caLDY03esl/ljRe85jcVo0DToXLcz8XEXjjgMG\nps9kNF8M8I5dks261WFAJw6LR3M+dO8J1GbG0Wt9uufGzBcB7s2QwyOJ/AxmGvCYvD6ncc3H/Xib\n9q2K/cdGuB/8HaL+Mw/1uq5iLz1XFgK/BoKnC6GABmKoqFy3Vs6W9S55KlTS8Qw1qXOM03xlJKeC\nQPyHPFdEaUkqLZaayWFbDZnIXVcqB9cV3CAMxY9omYGcSkUgx+ijwxAdbAh7yFjxA5ovUN02djQR\nUNZ1hJm0XAgWiUz0gS8tnt0DCHw2P5fxnHkDjRLaN4RSKiE8wYkYrcY5llRaAv8EQI4ibOiLF5Pr\noCZ1nGYcryyqMdWJcyrIucsyMebLC1FsF+VDCbf5U43t7e0G8F7g9++7+R8C/8vOzs63I8ykn6of\n9/MISP1O4Ge2t7cfDHsD4cECE8muFmsxoSdBNwqso4hvTSm6AZPHJBe57IqwKznXoNiIJf+47t1b\nV9N7eYYzk5IqujPFG2WYyBU6qqclEyEtKbsh08sNFhfFLsK6muJUi+RCZ7UY5B2fqhOBRVpQWpG3\nhMm0ZBzppcfQ3SEYgzuY48wz8l6ATkqhS65HlN2IaG9BcCS+RVWoSTcivFGGPxKvIbSuMxrEmqO5\nKyE84UFK3guEPorkLpfdQFhN9YfNmxZkm3GdlQDuJMVJBQNxZ3U6W+ySdz3CoxyjS0bTzxCEp1nm\nuT7M6wpQxJoyUEyezZg8Av4Iua4ain6Jk7NKGov3Fd3rFbNzmjKSfAAci1UQHEuVcPajltlZWRyK\nliW64aNyxV/77f+An/4/fpqjf3kevtCmfcXFmTikfdEhpD1FFVlscBKfGQwlLc14ckzJdkoRK/wj\nd5UeVsZQXMgI9jwa9wwbn3LIm9ImjI5K1O197n5HRLKmab06Z/CUksn4LS6DtxZC3VCW6WXRLWRd\nS/PCRMJ33mRQE4+yKRVC3pVjUwcBaiOj9zmP8ac3sQa+89kXUR/sEX62wZvfuYN/do5/cUZ2ISO/\nmKFcMe+bnzccP2rwPvQJ7KmzLLYe8nWt2xOq3q2S5Yze0Cd7dBNzak1CW5YmarX1slIKNtdXEZl2\nvpBePEj/PYqEpVQvMHYwkoXA91Z5yQxGUimUpVQBVSU4BazcPIETLyMjmQZmOhMQdjrDTucnDKPZ\nYkXXpE4wszX7x+a5YA0zYR4tDfnC6wec/xc3OfuBffy7w5UWYaliVmEgvX9XFjQQDMO26v6+tSc2\nFTUuopqN1QK4Gp4n7zUKpY0URSsDPPEr+trMv2+kHUUG/ACwe99t7wR+q/79/cgH6m3Aczs7O+Ma\npP4E8G1f68lVVqFfu4d3d4DVGp0WmMDFBM4qdtI/TIiOSoyj8IYp6bpHfHsmKV09X9xNA0+oof2Q\nfL1B2Qoou5FIwJWijB10ZTCBuxKctW7MCQ9z9ETKQpUbnNys+PxOZiR5rS26BmWkz9u6MsZdlHjT\nnKIfUrQ8TFMykW3gimV2UnvNpIIzOLOMKvKoYhd3khIdZES3p5RNH+tqTOigkgI0WLcGyUsrC2PN\nX65qQ7m855P1PLxxijPJcMcp7vEcVVmKpke6GVP0Y5yklGrDWvJ+iDfJ0ZnYXmRdn/XOuyBuYb1V\nO+GhXNfmXVmgiliR9RTRTkB5KaWKhGHkTyzxDY8yFhFZcKxI+3D8jCP2zLVvvzvVVAE0dw29KwnJ\nmhjbZX2DN1MYzxIeOKxdGlI2LIM3yzmfXZRoSHeB0Et7ivLRFP9QrquuJJ2saFnmZy3t6+DfDIiO\nDc5CnFD9icRk+jdC+i8bZuc1658+ormbg4Iq1Bz/4JN0rxiczLL3bS3iPfE7at+wbHzMIxxYss0K\nb6aYX6o4+5Zd0tST5LW5pnFhgtWWfE3AawATWOxBwPwcFC2Deyvk47//eqHCblme/90n6TYXuJ9s\n0/5CgHPg03hRNietGxqncEh+7N0QxcLOeojXdQkg20UqbRfX5d53l2z+oxvc/nnFne9bq9sr6mTi\nLQppnRiJvFTtpux4C1EjL1W9K2FVEKxSvmzgrfr6kormnIi05qJOFuZO3dp19ImgqxHD4xexTz9K\n/vqLjL/zUfJzfcEEmjUIfHZTQmums9Vr6F5XrDR8/8QltShkQrZWsIIkPTGYW+INUY1BLFXYi0TE\nZ/cFAglddrGKv7SBd9+5re03TA1g1/nKNs+lyspzWeyWr/OA8WCzij/D2NnZKYFye3v7/psbOzs7\nS9nqAXAaOAUc3veY5e0PHL/zxf/qIR3pwx+//9H/7C/6EL7i+IPf/o8f2nO9973vpdfrLf/7UK7r\nv/iHPw7A53/pZ7/8jr/5Zz7crz5+4E/+0Ks/97Nf+0Ffafy3f7o/+zfGv33f7z/05Xe99nf/wZ/s\nOd794Lvfqx7+df2nH5Lvwwf3/9ev/IAfBv77Bx/XN3J88OCf/cW9+NcYH7j1i39ur/UNWwz+BOOr\noVR/IvTqe9/6C+j7+vQAVSvEutL7zjsu8Z05epFjmiHG1ZQtD2dRSp9/lgiA5WrSzQhvLqExqrKU\nkYM/yqV/H7oUTRd/lAu/3tWUTQ9dGLyhhMQk59sYV2F8xSd+4x/w7jf9Fyt1rk4rdGlITkUCEFe2\nDqIvsY6qRW3gH8yxSpGcbxFfPcI2padMacg3GziJRHb6h3P0NCG9vC5uokbC6vOuBP2401zyCQxU\ngcatnUs/8sH/hO999r9c5SwkWwFOYvDrBDfjKEygCfcT8m6ALi3eYIGJfapIqiL/cE6xFpN1PdLb\nz+FWHj/2Yz/20K7rT/y9X+Fjv/Uf8ba/9T8wOyceO5PtEnfsUIUS3NK8BeMnLLpQNF+T0JaqbvcW\nLUMw0BRtS3xXsfZixuycEA0mlzTBWwcEv96l8hXH32Lof0Ezf/cM+1KL/HKK0pbzm0MCp6Tlp9ya\n9Bi8vIaTKa7+3M/y2H/3HmGEJQqr5RjSUxXhnoM3ERqp1dC9ZvDmBlVZ4k9eQfV77PzdUwTHomcY\nP1mBA8Ghw/rzFcdPO7RuiZNq2ZDWTXSgSNcsqlI0di15R5FsiiWHdS29LzqUscJJ4fn3/gxP/vw/\nITlT0t5xWZwR+u3sSalGlLYox2AHAb1HBgxv9GhfdahCmD+d0f+YT9ZX5G1L+OHPQhA+1Ov6d77/\nH/OBG+/h+y/+jOxY203QmnKtgTsScziVZCcunzVn3hbFSbj7MuLRWmnTaEcoplEorBrPE6xBaZSj\nhQ0UhpijYxGvLR9X+/hQVaA0Hzz+Jb7/zN8Dz8P0W4yf6jB8UtN92z7fceo6/+p33sH6Fy39D78m\nKuDJTFhJjXilPCbLT9TDSwdRc6IituMJbK4J3lEH1y9tqXFdUSvXgjzqyget+cDt/5Hv2/jpVU6D\n5C3U9tpxJK/h6BqDqLOelxjJMnBnNpfKqNOE8eyrL8j8+buWzra3t+tZjrNIC2kX2W3wx25/4NDj\n2qTp9j5qkVE1Bex0jxPcWU54mGFCD9MIJAZykmK82nbZGClHrYTaR3dnskjMC9I1D29RkvfEsloX\nFbqylC1vBYSpyop2wdWU7ZDgOCW6O6d5Tbx18vUG7qzAnUn/t2j5RHtJrUyWvr8zzfCO5xhXUTRc\nEZgFDsEww7Riyo6wgXA1/tFcHj9KKdsh2cU1/OMFecfDWeRirV1a/MO5MIYyg3UVbirg71L/kG9E\n5F3BQIwjYS0mcNBphZMZgmOJzgwOF6hymaClyLoeOjekZ1oCMg8lgU1nq7LzoVzXJTvKKSyzyyXB\nwLL1cU3/RYj2NI3bMHi2BKNwp4rR6+UYq9BSNsSQLjyytK/JpDy55HPw9orRtmT7NoKc0ROK8ffO\nCfccZhfAfa4lE/uhj9oPuPOlU+xO2lw53mAyD1GVQhc1SKvBH4lXUHAswPbmHyq2PpMzeaZg/YWS\nrc/m9D5zD29WYnzF9F1PUq63OPUpaYFFA0PnFYc3PPMawTEMnnSI9yyLLcXaSyW6UHRfgc6NkrUX\nLHnXEA4t/sjSfVmhU037FZeiqTAeq0jOYABrn3OYfksqpIe3TIlelbS//sd87MSn95Ki+n/X6b2o\nKZpQRsDUpblbEu9bNp435G0B7R/mdV3mBtjZXARSeYHKC9zr9+DgWFhAy75+3fe31p708mtAmdo2\nQuinzonLqHZOlMWmEuqpFfM6vb6GTVPM0UA2TstJeykIgxXjRh8M6T5/zMX3j+n+XMAXf/Ipnvin\nd+h/9Ja8ZpbX9NIAs6Snag1xJJNxIWaPqlUH1hcnc41KMrmv3TrxJvJ9SXLrtKXllddxoI5zoh1Y\nAr+m9jzyPXQjlr9bnqfaAFDlBcSRYARRKAB3syFU2ul8FeLz1caf92Lwe8CP1L//CPBB4NPAW7a3\nt7vb29tNpP/4sa/1RFWvIf2x9R6S8+tTNjym2x2KdiD98P0xVcPDG2ekp5vE14ZYT6OSnPw+Vg/W\nrnINGrcXNWMnxXiOAMiOwj+uE9As6FwmzrLl4yQFep7hDCYrhoh/MEclhYTIW3CSUiIogSpy8SYF\nNnTJTrfxZgXRvTnJmQY6KXCOpuhZgjPJSTdDqoYAUVUnxDoandcpaO1QTNH6Ed4oJdxbUDUDqsiT\n4J/coFNZeJaOqJWvCQ5TysjBWxjSvpj1qUrot3k3EFC9sjjzgmItRpWG6CDDGyyIX7wHIBVDbdPx\nMK/rre+T8zd8wqFx02V6SZH2NaMnoGzW3PsveXR3IN00BIcOWU98eHQB0Z5l9B0ps/OKsgHjx6F1\nzaVxV4LmRx8+hZMoilFI+kRKfiEn+iuHlC0LpzK5tplitt9kdreNtQrv0Snxs3UEuIVszZCuS45B\n65YhGIvCfO3TLsFxhjcrufvXzmJ8zWLDIb6zIDkT1alyUIaK8dtTbvzfjxIdGaoQhk9b0nXLwbMu\nTiIVxsGbXcpQce7DsuDFh4ZganETqKJa4zC2dF6trUQqi/Gh9fkQf6TY+D9jlIH4us/4cfBGEmTT\nvlWiC8mMCEYQ7jkcP+MRHZeUodh5VyfElIfzfd1YtZ1k4l2kKz69WnoOKSXZAFrBIpHdsu9RnVo7\nsa9OEnlsza0nCkVc5joruqryfZkEl8lkZQnr/VrRLMDqMg3t/qECoZ2qJMM5GKOPJ+jRbKUstlGA\nDXxsKxZ6rDHiYppmQg+tcxAIxITPDEfyGvepiW1DQF21XKzqameZdwzUTKA6IxlkUq9/2lwMMG0p\nKYtmMpX/z+crO/BlRbDMYbBxiPVcWTyaf3rR2Z9pbG9vP7u9vf0R4CeBv1///gvAT2xvb38M6AO/\nWoNQ/ynwO8iH7xd2dna+plOqe29Icab2LvFcgmGGOxeb4KznUqzHYmaVSzC8m1RkZzviMXSui84q\nUAoTiJhMcn/F48cbppIFXBqJpFyUlO3aOTR0qCKxx9a5IduMZRLut3EW8sWsOiH5ZoOi6WLqtDHj\nKvJ+iE4roZmWhuDeRBTOStF88QCrNclj69g4IN+IcBKzMruq6oCaquGhC4t3MMWb5GDFgE4VFdla\nIHqApNZRuBpd2BN77FGOM8vIOw5Oaui8PK4pshDem+HOS9xpRnKxhTKymKRb0SriM9newh7c5l7x\nEZLpVSbFFR7mdQ2eEbl8crrCuJJv4CaW5m0IDxSNu6IxmF6WxC6dQbynaL4mytzklKLxRxFuAr2d\nimivZpcpoCeCr2BkiW+5MPSxhWY0jYRv75eYSBLTnLnGRhXWKM72xvDbtf/P5Rm9lxSNu4rBmw3j\ny0IOiA5yVCWCwGQzoAqFCms16EXB6BHpxs62c4wHWx/wKWJINrRMyIeiMk5PlWJV0VX4E7HHCI5y\ndClmdVlLsfm5imhfzOx0DoOajqtzmF0AJxeR2+BJh8X5ku/6kedo3YQysgy+PWNywcWfCdDtZJZs\n3aALGHWHjK+/n2R6BXPz+Yd6XdWgvtvWNgp+HR7Taghfv9kUEDiXCW3FrTcW597RCc0yFNbNMgkN\nEAfTmp2j/JrmWYozqK2MiNPKGkhe60n1sWyj6Nq6otYxqGUuQlGItUWdlaDiEIYTVJajpgsxiJsn\nEmtZVzAqDGQiH47BdaU1pbUsenXbh+NhvcsXu258TyqVe8e1zYRdJZXh+fV7ltuVUnLOrFnZUOh2\nS85lpy3vpc5eUHWug+21UaOpWGu0GidJaV9lfCMB5M8hbIQ/Pr7nKzz2N4Df+Hpfw9sdS/nlOtha\nUeuPcvKuLAJFP5ZksqxEJwV0QvKujzcVC4iy6eEPUopmgL8/ZXGpy+ysS/9lcW+0vgjVrFIyiRcV\nyrhUtZpYGUvacwn2ZJczuyxUrzJy8CY5ZRzhzgqSrQhlLE5a20fMC6aPtmhdm4g4TEF1vodxNeGd\nKcpagt2ZLNVaYx0H/2AOrrCmslNNilMtnEWJsyiYPdIiPNBUgcItLcWGMIJUHb0Z3ZYvY9H2UCai\neTvFKsjXY2EKTRLSi128SU5ytoE/zOvKwxLdE8aUCTyCvTkm3qLX+0ER2VnL7//Bf768xn/m6zq7\nJbS/9hUHf2o5etbQ2NWUofDxu9cLso5D69W6IlGWyaPSsjGu5dyHcg6+Vbj0ZajIO6L8VV2kDVRB\n2RADvPBIMT/n0js3wOtN2f3iKdSplH/2d36Zn/jUT+FpQ5F4XLt2iks/Kl2Q4k6Do79UoGcu/T/S\nxEclk4suunBJ1yTEpvOqoXutQueGxRlFeq5F72pJuJ/Q/aMWqrLMz2j6OxWVr9h7Z4U7dDnz8Yrp\nwCHtQ3Ro2fjchLIdMLkcMb0keQbz85bk2KUKoXXzyyMqndyy/gWYXtC4CRBC52WXz370WfLLivBQ\noe+FeFNhO40fU3SuWzpXFMHYoIs18u/+IfK+of8lxef++c8+tOu6HKop0ZJkdZjNcCwK4XCZTubK\nZLdMNMvyFcefvMAqDVkmLRio6ZzqhH00m4ultFKw7OlXpl4AHOHaN2NY1JYSSwM9xxEWUhzKBO95\nKE7ianEEn7CLFPod9LKVM5uvzOyU62LbDXlta0VHkWZSoYBkPrea4n/UEot60gzWeqjxVCoe14FY\nvI1Y6gYqgwp8zHQmC08USuXge8I86raFpVTnL9uNvsyJtSuqnS+kbTWZncRzfpXxFwkg/5lGsr2F\nP8pwKkNVl1ll7FG0HKJ7CXkvILw3Ex+eXGhbOikJa3M1nRSY0MUELsmmTxV2ie5OCY/EH93R4n3j\nLqo6W0Az32wS3Uswaz66gNlZ8TXKNxp444zmFZl0db0Tlwxjj/BIDO2qUHaSVdunebMO+64MzizH\nhi5uUYGjKBuBLB7DBSrNandGRbYlmgnrgKo0xUZIeJDQuDEj34hEebvhEu9bnKSkbHjCiW9IVRPf\nGDF/rIc/EYW1k5bMzzcIjwQgxlj8YY57OKVcb4n4reFKZOhgTnG6jXFFMYsWRfbDHO5Mdi69v36X\n3c+cITh0SDZg448yZmd9pudcNp4bMX28zfEzIsDa+kxF68Uj8rMdpucDzv3uiNkjLYyr6F4zpD2N\n+/1HHB22KJoBeRvylngFVe2Sxe9uMbtgcHPIM4ef+NRP0fhMTBlB+LYh1ipu7QuNvnlLM7vg0rmq\nKBqKcqoJB5Z77xYDOApNMPTwZhZ3oYn2pQI8fEtAMGjhLsRqYn5Wsf+tGm+uOPu7lvkpxfiSSzg0\nVKFUM7PLTYpY42SWzc+XZB0HdR3KQAz2nFxiSNO+LIyLU5rGriE8sqTr0pLy5rLwpOuGaE/z1A/v\nsPMb20wvQ+eaOKMGQ8PedxhQlrDOXp48+lAv66qdKIrheGXcpmo9gCpK0QYszdaW9MiikMf0OmLy\nphTWl2wCQLCCtM731Y4Aq/VuW3b/deylkcQ0O5uj0gwaUX3fSaSmOIjmWETHQN2KWfL0VRjAeCJc\n/9rXSPmS40zdRlKZYAa4Tm2tLXiB9VzIc5gnUoUkmbzfspTjiSPRMwDk+UpAtzpny1xl7YhpXqNR\nezn5dZBOfaxKQ1FiDo/RG2twPEL1OtjAl6pmSaX9KuObdjEIv3Sb7OnzYgsxXVD0+niTDG8q3vze\nRFO1xMFTh64AoooV6JmdaqJzg7PIad2Yi7WC1tJuWY8oWmI94E8rgt0Z+WYDVUlwTniYU8YO3Zcm\npKcaNbAboOrJ0Z1k6GlKdr6LN5DcAxR4sxJdCLhbhS4qcKXC8BzxJZpX6KySY6xLuvz8mohISnFg\n9WoFNUrVZnkB7lSyjN2ZQ+jolTGff5xQRR7ppuxOFo90V8I0PU2wUUDz+phiLcabFisrbnfk4h5N\n0Z14haXMn1ir7cCNJL9NMrzxwzU0qy7IF+C1WxvoiyneqyHNO5bJZR+dQ+t2QbbV4OgNms5Vy9r7\nXyJ79jHGb1zHmxnaN1L239Gh8hWziwbTqPCOFfrza6zdgsUWxHs1fjJSZD2P7/3xT/Kvf+MdJKcr\n/Hse+bpm+kiFXsup9lp43RTven3+TguDKOspki3D9FFLuC/+U40rAf7YknUl9D4+gPXnF+x+e4P+\nyxWz0w7WgfkpSV1rjBRVBMPHHZKzFc5CszirsBcW2N2Q2QVN/0W74upMz8vnwZtJ8M3ZD88YPtUk\nPqhBdB+CScX4EY/WLVkQsp4i3jO0X7PceXfJ7i8+Rv40tF+FySOKzjVD1tO0rmoqHxYXSoK1hG4z\n4WGOJZ9/tUvWeiW4sosaJ8iykxwAz5cJPAylYlgmhTUjmM7qaErRFKhQdsrKd1DrfTF967SFReO6\nEnRjnBWYalPpJKiyOlHkep5UBWkm1cgyaCcOUVmO7TRQ47kcn6PBEcW0bcbC3jGVTLTLqM1lPkEj\nguOhHGOrgZot5PZINnuUpTCNPB/WuwKmawc7np7096sKk2arqkD3uoJhzBOx3Egz8U8qK8rHz2B8\nB18p7NFQsImyQlHbd9+vXfgK45s2A1k1YsLrB9IPa0YEe1OKdkDR8oVZlJYYX6/SvqwvecIqkxyB\n8MaxiLRCTxTA+2OpIKxFl5ZgVODNKnENbQtTqQpEhKZKgy4tRS+kaGowUIaOgKpA2Qoottp4oxQT\niU2GMlYWn3GKM8txJynphgjHqoYnpnJpKbnLrQA9z8DRAgZnJYuzoYC9pREH01kmXkRtV6Is2wFY\naV2Fe3MROMUeOi9XTqvxtSHuVJ6j2OpgIhGwuJMMnUsFpCyYyMM0IzHkS0ryfm3HMEhQucGd5isc\n4mGOy78sM1/zZR879IkOxNM/HBjat8QaROeGR/6vY9Z/7wbl6y4xfMLHmxvCgwWqMrgL0O8aoHPF\n2nMuwVDRugGTR6F31TB5FCpf8opVBb/5obfBs2NUNyc/J1TM+K6D82qIO3IohuFqAWneVHhTySMI\nDzWN2w7xgQjFvIlgHFUIwcgyfMLj4NkGjXuWrKWZPGakTRWJeZ0WVU0AAAAgAElEQVQ/teQtizeD\n3hc1m88ZdKZofySic1Wx+VnDYlMzuagZPOnRu1rRebWiCqG/UzLabmJ8GD8mnzlloWg4rL1UUfng\nzi2NXcP+d1QMnnJoXXHxJxVnP5oyP61IL2akPU32zglZ15I8leKOHXilSfG+jYd6XdUyXhJOdtV1\nkpiKQwE3w1B69Ov9EwtrY1btEhWHYgURBNJislZaTKXYXhMGWN+jOr8pE7rrCp3SdeS+te4JRXU6\nl0m9X7uo5jmMJvcr6qU1NJ1DZURcauwJcG2sLFKDUc1KclZgMIGP6TSwoS+sqWaNi6S5gMHWShsn\nqSsazxfcICukrbPEEuqFSjWbqDA4wTMQS20KYR6pi2fFb+nsBoOnYo5fF1Kc6pxkMy8jQ5U6AaW/\nyvimrQzIcqrTfZyjCUU3xElL3EWBTkvUPMV0YvKOi859orszynYoLY/DEut4mFYk3P3QZX6mSfuq\nrSMkK7xhQtGLCO/OKHsRVeSI9mAqcZN538dJDOmaR3SYo/MSf5zj1DGazqKgaPvMz7TwJxXeokQn\npbB2ehFF2605/nJxvb0xptsAYym6Id6gZgbFomfQiwJ3Ych7If4wxTucU3YidFLSvDEVt9JZJpqA\n0BVlciDVQdGSxDWA2ZN9CeOp70cr9KJAVRXWgWw9rsN0hO+tSoOJXKHJKkW2HglrJZTd8NI99WGN\ne2+XRcfJINp1mJ+VtK4DNyAYSIrZ2ksld//KOqc+3WHwlEfRBDdx0WWEcRXxQUn6610Ca6kCsaOw\nGqI9xfgRxdrzhuM3CHbQvWYYbmvsFzq0j2F2QaIzs56lOlXvGnNxEgVo7ZagXbKeKKLdBTzxk6/w\nyv/+pDiUdhS9HUN0VJJ1fKoI3vlTn+TqdIPi1x8n60HvagUWioamdRPCUcXBs5rhM9C4IwrqdE3R\numNo7iqSvsKbg7sw+IOUvNnk6GkXNPRfrlbEgujAstiUtlLWUXReq7j7bsPZ39EYRzCwtF+DzQWc\n+y2XyQVIJiGqY/i3Xv953h8/w9984rN8cXL2oV5XWzNq7GRaM4OyVd4AIH12gCJHZeJNpLQWdk+W\ny2Ra78ptuyEaofscOG2ek7zuApOLHs3diqhcxzkaY+4dCP5Qx0Qqz5N+u6mwKSuVr/I8YRjlhez2\n54lUL4tEYisDyTtQUSQLlDGrwB3bbsBxzdw5GqB6HfRwtqK2UlYSULMEums7bVtXJyQVuhGvUs+U\nqQQX6Z8wsJaBObbdxB4OpBJYms4dHENZog9HHL8jxhl6hKOA3r5EbNKIYDKTRbVe/L7a+KatDFAK\nPUmwvoe/O0YVFXlHdhHlRouiHdB4dYIqKuaXWuiiIjhOSS51WZxvUcX+qkqIjgqqhi9ZAkjcZRk7\n5FsN0g0f42niO8K2qULJDHYXBc2bC5xFKTvpwMHWXkcmcAnvzWjdXBAeijeRsrWFRlER3ZziTTLc\nSUbedSlOdYTSqRTOQjIDTOSKziEryTYjvEmBuyjRi1wqn9JgYo/5xSbWc5huC8XWnWYrCqx/vCAY\nZGJbDYQHGaaO5/T3p6jKiF114FH0Q7xFiTdMoF4ExNJCWmtqqbeIHRHblYZ08+HGXhZtOf+L0xY3\nFS+g9Q/VALsPZcNSxJreK4bRYx7rX8xw55D2FaNHPKbnXZJ1CbFp7BXEB8JKcjNL+5bsqg/eCv0X\nYH6pJFnTZH2xB0/XofUa2FZJdKiwRnHqAx6dL3mM6t33fMth7YWUtRcrgpElGBs+/eolphelGvFm\nkl2w/6yPt7AYB973/ndw9XgD60K6bllsaOZbjoTYNBXTsw6N2wpnoYn3LEVT4eRCA15saFp3KsJR\nhS4M2XpIMDX0rhp6O2JnsfaCVH3d6ynu3DJ4g6GxZ8gbmvYLHuFxQTgsmZ2V9+BPKtwUdr9dkW5Y\nyDRPPHOHzx5fYKsz5dfe9528fLj1UK+rWk76y8nI2BNjOmNP6JRKi/labeaGsdi1rlQJSgkQOhKw\ndenSCUCnRbg3Z+sTAxrXhzgHQ+x4Ii6knicGdkm2onkqz5N2VM1SsstKQqnVQkBRSPby8j2E4o5K\nDRBTVRJ6P5lLtZEXNdZQt4s8VxhN8/mJ71FaC+uK8uR51nq1FYZe0WZVFK0iKgWvqDUMQzHJE0Fd\n7avkuqiWHOfZDzqsfRFaNyQJjjQTG4w6M4Lh5IHX6Zt2Mcgf3azLNFElppsxblqRbcborCTYm5Kv\nN9BpQTAqyLtBHUqviO7O0UXF7JEmuqgkDSwrccZpvUAYwsMUb5zhpAY3kQwDVVSr1o9xNdlaWFtV\nu6I0nsoX06nBaauV+Ar5mip2sZGHTgpZsaslG0SAXG+YYFx9v5BLWkDBiZleFbqYhojRrJLUtfAw\nw7qK+F6CniSU3XBV4ZQtMamrArnMVSROq1XorL6QwXEmpm67E9xRiponmFD0ESZwcBbSEtKL2vxu\nd0G2LpkKy4rjYQ13ITtEfyJMoPUv2NXt/lRuHzytOHiL+BSNHvMJjy3JlqUKJbPATQ1Zx2F+yiPt\nOcT7oglQxuKPwdlI8RJD+xWXvA3ta5r4wOJPZWfvDDySZxdE130m/84UN7UYX44j7SsO3xgy2HYY\nPyGZx70/CPHHiumVHq27Fa2bhnTDMHiTYFTBQGE+08VJLGtfEtpnGUs2g/HABGLT3b0Cx28Q99Oi\nCUlf0385I+tqZqcdho/LRmf/rdI6UsYy33SYXJJJ4e6/X+DPDM3XpGrL+oqNL6a4o4ys6+Km4vmU\n9pyajmwwPjS25ly5s8Xt584ymMfkZwpmg4e7yC9FZywtoK1ZUSyBE8B3ycmv2TrK0bB3KD+txY4m\nMoHWQTDLtDT2DtGDKep4hJrKBKxazdoDqKZiTmfSmgF5rUD8iUDomyquVcG1xbTNcgGcgwDbjE+s\nsQFrreAgWmFbMWYmPP8vazMZIwlszWa90KnanbX+zoymmG5T2EuBL68VBif23ctzUVXY2UwWRCuM\nJ5vlsjAt/ZaSBJtldD59l7UPXMG9ekd0Gcag1vuyaH0NjQF8Ey8G/mtH0O9K37sRCkNmlqNKi8oq\nrOdQNhyKtRj3OCHcm6PzivjmmHwjYnapQTASimkVyYeiXIvAFc1B2ZT8X3+Y48zEdE7Xu3Z3nOGk\nJcH+Ap2UOPO8Tj6qK4vIo2r6uOMU42uCgwRnUUrcpOdILGcvlEl1lJ7sEgDrOehpShk6tF4ZUIWO\nuKgeLbCu5CIDZOsh8c0xZezijlKx3YgDvHsT3GEiymRXYwNnpShVVhgo3iQnP90mOROR9QKmjzSo\nOhHZVoPibB+dlui0xBukLM63JFJ0I8bJKspugH+cQiX23Q9zxPeWTqrgzmD/u4uVO2jzbsX8dRn+\nWBEdaKyG6XcKNuJNFN5MKJMHb6ljICvo7sywSibWtOeQrlviT8fMTjuEA0v3uiHrC6+/jKB5xxAc\na5xrEd4CFveaTC5L/CRAY9cSDi26BNvPCUeW0RNCe+VMyuyMw+SypnNFEd1xOPd7U+J9w+lPpnRf\nLagCRXxQoUvYf5tYXzupBPPkbYU712x80sFJxZ30znf6ZF1N63aJ8RTTcy5bnzasvSRRmbqS6gmg\n86+E1ty4Z+hcX9C+WZGueVz5qSad549WQPP4cY0uLeG+S/s6lC+0UdpSnU+Z3mnT7C8Ib/s8zGHO\nbcovgS872TCUnnY94asoEpwgjkShG/onIjKvdiGtqlUspDka1GlpdS/d91b5BydMomr1mpgaaM7r\nmMqsdgtdZhPM5tjJtLZuqKdEK2lhNi9Qk5l8v3W9g283T7KHDweSHVCJbskuEpn8KyO3ebVOoSxP\nsAxANSL0wfAk3+D8KWllNRvSIlqK4rYk5cymErNpAx+9DN+JImFnLSulsqxN8rQEBXVaor9wHQnL\nWf//aZvIxiHW99B3DlFFhTNNSTdjytihXIuwvkvj2lBQe1dTxR7ZWki+KV+a+F5Wt2GqVbD7soVS\ntgKcpAa6rGVxviEJZI+1mZ+LyNZFUVp2AnC1AL55RdWX1Tfre5JdsNXEneboWULZ8AQHCF0WZyK8\nYYo/FBsNrKXsxdK22YyounFN39T4+3MoShaX27jzEutqnGkqNhONgHB3ShXXYpvAoerGqEVG2Q0p\nmi5V6BLfqyMdfb0CllVpCA8yvEVJ5yURe3kTsay2nkZVFaqqaL6wRxXXIHMmWchlJ8DE8h4f5iga\nqj5/MsH2P+WL5cPnS4bbDhf+pdgoBANpp6jrDZINxelPZTT2K8pI4SSKvClYwfxCzOKUYvjOVERa\nhcKbS6UwvagYbmvSi7lYUw8sB99TsDhXkp0rCI8tNi4JRoqiKYtU3qnbZiV0PxXw5M++gLtQeFOL\n/1KEk1oRhHUUpz+ZMnyqyeSSZvxIwL13+GQ9hZNWMmFfgXRdsTgtyuG8A2svGvy5VBRL76CiCTd/\nGCZPVCRbiqM3asaXPYqGIjqqyHpyztKepog10VGJuzci/s3PUESa/vOae9+1yeSiJjquiO/JudOF\ntKm8qeL153fZ6E+xnmFxs4165sHthK936DsHANjxdAUI20VyYv8c+rIDXgq0RlP5w1rRe381sFTW\nYmqhWa05WCmZg2BFKbVJ8mXsHtVqyoTraOx9/v+qEdcLVCzP73nSeskL4f5rLe0bp6bEFjXtdSkE\no2ZKORo2ajdvV6iuAgpn8j48r8YbnJNKob7fGU5XADNFeSIQm8xOwPbARx8NZRENfMx4UkdcNsQy\n23FWATiUVR3TKbnQKiv+jWS3Pz6+aQFkNV1Qnl/Hcdcpmz7uNFuZsunaBK5Yl4k/OdMQo7WRlGvu\nrMAEDsHBAuM75P0QJ6uwjiLZ8vFHJbouTY2rMY5CJyVRVlHGHt4kk4jM2JGAm1GKSnLJVgDCo5wq\ndEX4VRnwPbzBQqqUaY4/cij6ITr7/9h78xjbsuu877f3mc+5Y9Wt4c09sFndpEiJlEhKViQRZqLB\nFuIAEuAAkmIrChQBthMNceIhUSArQGIngmDJhpI4hq0YyhxbduSYojXEikZKJNXNqaun1/3mmu9w\n7pn33vlj3apHkexHtPncA1MLaLzqW3Xv3ffsc/da6/u+tZbBn1a4yEMZkWyejskEoGmpHlvDL6R3\nkIk9dN1h44D0Vo6Nfdr1DH9eCeGlRTXg4ginFdFxjbdssIlEWcHiVFmAHPiVAeNkyL116LzBDMRh\nuZG8RhgHUq1tobiWEh2uVA4OdPVwM4PywqrStJOK2vjYcvQuTXvXI9l3LK74hHM4+kCHf+LTrbc4\nFXD9T/kMn/PwS8eVX6moJiHKyZzmYAlr/yjk6J2w/knD9AmPzY83dElINLX0Xw4Ax8lTMP7tEBMr\nFu8v2f9Ghcp94gPH8qo4vTaDLlWEM0e5pfi1p59CDy2FUkRHUFxQxIeOZuw4fFfM/AnDlX8uFeDK\n+IRLS7kZ0MWK7J6hd9tRrXmAo0sVJoBqzUO3UjUdHYuENXspIDpxmAjCBdRDQEEzkGZ+ILDT9AnN\n4lrI+uACQ63p35IWG3e/IV7NVnb0b3WcvC2gXXdUG47JxxUv/tLjvP+7nmEYVfw7l3+Hj+fXHuq+\nqlOs/tQRrNotqH5PDsiylt5CSosEdIWHn5pbFnLoJzEKcNMZan3tbM6BOAAjUE5RylzkU4J1pcNX\nvi/cQS+TCP3gWIhlEKlnXqxkqKs20nEkv19NWnOn4zLrBreoBLaJxfG4uhZ10WogPW2Dy+1ZK2uV\nxILfp4mQ1FUtmZFSq4N7xSGUFXZzLPfL0Wp4/WpAzxmM1HWrrGOV7RTl2XwDmva+U1oVmKnTNQb+\nHx3L+UXsrZsZJJE0kZsXhHemEnWHWmAiB97xEn9e4Z+IZjjeL/FqaQXRpb5o9MexzD04rmgGq/TN\nQjitRWVjpZFb/8WFzErwNeFRQdcPBf45rmXC2FZGN+mdDZ7XjaGayOxiG0oTOrTGn9ei0S9awfR7\nAXhq1Q7DEd5brOoQNGpZ4aKQ5JZESdG9HF1Le4iuH2JjH++koEs9Ib/LRiSnRYPpR2djPl3goWpx\nLl5en0lSg5PqrAobpdBlixnGsAoeov2CYNYIzxIK3BQdteAp4TdCj/rC4KHuqbfiDEYvWtBQDzWT\nZyzBUsZWKgv9G4ZLH9aY7ZrBp0I2P2ZRRmAiEykW16RH//yqz+xRD904Dr7aI8jh+CmP5aMtt785\noJrA0Z+sVhyKVCpPv6mSgq4bMf3dABc4lAW1alTnV1Cty/v0rzvCQx/nObxKsbwskE89UgxegHLb\n4U1qulhx8NUBJ0/JZwwKi185ik1PsrRQKpfnH1pKFvGOFXThQ/Ougo2PcaZUsoHwFs0IllcMx08p\nJk9L1nf8lGb4ouXC7zZExx3NxRFH74x58U/7hAuIp5aDrwm49/6A5NCy/imHVysOvk6K2H7t00/y\n3PMX+YlP/En+6S99/UPd11PIxvVWc3s9LQe/UmfwigoCgTOWy/vD6tv2rAL39LAEpNUD4E5mZyM1\nXVHKc7Ym8p5uNZS+KMUR9FdVy0V1FlmfQkJq9dhpczg5dFeDYU5nB4wHUvwZr3iAfobzvfvQDCsZ\naLBqD3HakdQ5cShKSfGZUjK17LSobDUf+jT70bOlTHVbwUmczO4Xna2PcRc3pBfTqXT0rHWHFMeJ\nWmr1JT6FmlZFaadzlV/N3rLOQBUVel5i+wLZeMuG6LCUIfOdpXh8DdV0dOOE9MWTM/LHm1VEB4WM\nwsxbTOLT9UJQyPzhuxUmCwQKiWRGcrOeCF5vHS7wCA4K/FxIaecrgqkcsqeEar0Wkew3ov8fhuSP\n9CgvZgLnGMfyUoLuLLqxLB/tU1xMyK+mNFt9tHE0o4jFuzZoN1LaiUBfqpYaBOtLrUMzDLH9GN05\nmnFIuy0dRWdPDmlGocgI9aq4rb0vw2vXElRjpSuqVkR7wkVgHMHtY/RKotusna7R0MUiU/XnlTSw\nGyd4s4pgVj3UPV3/tKzz5O2a4fUW54G/tHiNIz5yZPcM5bpmfs0jvB6THFhO3u6x+VGIT8TRNz3p\nCVRNnOjyE4FEkn3L9kcbLn1EM3lG1FbmIKZa08wfB+c71F7E4FvvYWIZRhTf9Zk/pnArArnNILut\nKN5fcPRvVETHimCu6VJpry3RN5x8S0WzZjBHEXc+JB1V/UJx919THHyNTzXWZHsde+8L8FpxOO7l\njLbv8HIP/48f4hTEn0g5+Dp493c8S/54J3OK547sjgOnsBFMV8Ry76bDfM8R9z4QEh4uCT51Ha92\nDHZ94V0QKapyUE40+UWZDBcfauqvKlGeQ8WGtgyoLz/cjO8MJ6/bswE1ytNyeDUyxtLFKw1/tDqI\n60bqA+JQ/m1EYkoQyBQwY1YTwjyJ7IerEY/z/OxtVa93No1MzZdndQ2ul55lBQB2vjgbKH829OYU\najGiAlJNi4uD+80ZT2arbqtGXv+0ahmR0qrR8H62AMINTOdSbDfPz3hClaUwHkrFsbFnbbpP30dm\nInvCDyxL1M09uYaramudySxnFwYCd616tbl01ar7dLRm3Yii6kHb9GVv9BtkdjzADGPR/2uNck5a\nTKQhquoI8o52PZNRj2uZZBFLkYZ1wxT/pKBdtZGoNhLS2yV6usQOU6g6XOSdDZb3Fw31eozvoEt9\nnJ+Q3JgRWYuNhYtQNqKcnOq4RYKJA5MIYdclGr9Q2NCj98oSVXXowCM+MDhf0cVCeHuljDr0C5mX\nYNKAaNnSbvZxniKafg6/kQU0Q6mUTq8vKa4Nye6tNlwjoyr3SuqLq55J4wR/WtOOY7rUw6sMNvEx\ngcb3NWZjiGo6rBcQLJqzm9KrpaeSSUPhUYyjeHRAkD94ctJrtWpNYpP1zxj2vjZg8kmB7uqBwnmg\nO022b9GtSEyP3q0IT+Rwyz7VUL3Lp9o0BL+viU4U+SUPZSCcQdNX7H2ThsCQvByS7jmU0+jG0XsF\nmoFMSzv63W107Gh7MoPZ+8AJwW+K5tt99YL5UYI6idClYrHT4mUd/gsJXeI4+HoDoYVOk9zxiY6h\n7UMwlxoG1Sq2PtqSX/AxkSa77Vhe0AxeNgxf1Jy8wxEdarpfmxDlDtXJWM9P7j3JaAaLRx02tmAV\n6R1NMxZ4CaT1RP1LE7LK8dz3j9j8/RE4CHKJ/O98Z0dwO6T/sqP4tgXNyz3e/3XP8dGPP4H/SkxY\nSAsL3cDiyS89IvE12ak4oqrlMJ639w/DMJTHy1oi11VPH1dJN13yJc7zRNPvaSF5FwtcFElEbiws\nRb6NsyilMJc38I7ncpivJKOuFuzcBb70AvK8+2M0fX/VIlufja9UkzXcYikF4N6KN7hxT3r/fF59\nghoOZL2r4i61WArs1bSrTqmxZAKDnsw0qGqBpFa9k5Rp7rfiWLXWP7t0gZDh6jTD2J7Aolhdz+q+\nSui0OV3bytTUxRK3atGB50ndhvfg2P+tmxm0UmEc383RtcgeaVrq9ZhuXRrDKSPdPr2yFR1/Z7CR\nwDftRoauDSYLCGeNdLYMA9phJNLMvMFbVMJBVC1tT2Nij/jOAusr5k+NKa5kMlOglrGX46cF51PW\nyc2JSEdREM5khnLb8ygupXSjGL2K2FXnMInGXxq82hDMa2l0drlHvRaxvJJhEk/qByxCehcd5SSk\n/9ljslsli50x4bShHgVgIbmVo1snhWLNiug1TmCeeU16cyEE+oood55CrxRIylhU2dKsxXT9UDiD\n00E8zuGflDI+9ObJQ93TLpZrdvcbFdEUvMqyuOKxeAxO3iXXyq4ytPioJZwpsruWagInT0T0bziu\n/VNDuLRkdyzRiaNal6rgZqgITjwuftgjOhbsP73jGLzSke5b2oHDRo5mYDHbDd4qUFzs96jeK1++\n6khS8+SWh75UomKDKXwGLzmCpSJeL1n/nYDRH0R4FUy/qsMpaZ9tMsul3zBUax4mVhQTaSzoNBSb\nHrMnAAdX/vgNvu5PP4PTcPQey8GHpPI6vyYV0+ktj/WnZaBPsqcIPyTtteeParpEsXhEsfZJRf/l\nUqqpDwz5IxC/EOE/OafNFO+9eIvknubTv/iknACrYLfctCQHjuSVh9tzyi1Xfbh8adessvR+JW8Y\nCKSjlETbxzMZ4FKUZyog4P5YyhU8orQMdXFN8zljIx2ubvDuHuJmc+zJ9H7Er7Q892QmUs7lfeWQ\nGvZXFb6rjOh0EE4/k+crhZsvYDI+w90/V6rpiuqMH6DrcEackuplsv6yEr5gnstMgdXZwCqrcOXn\ntP9oWnGKq5nQarYi05WSxw+nAk2dVm3XjRDOdSOciJaMizCAocxVUErhTqZwykO8ir1lnUG70ROt\n9aNDulXHUgJfSNNVK2ldSUtm1Up63G30KS9loj6ay4Qv1TnaQUg7iiiuDvAXDcFhIQ6llue7wCNc\nWCGZQ5/0xpz0Xk100pLcWKCNpdgKKa8IgdwMfZmEtmipRwHRSYtfGsqtGK+2BAsjxPUwxMtrnFZk\nL+foRgjwdhihjSW9lRPOWpK9iuVWgK47lhcjlHH404LBs1OcJ9LY+KDGK1vSG0uC44KuHxHMBTo7\nHVQDUq+QP5LhQl/gIS1kpemFmCzERj7VRHqyRPdyaQtetnSJzGBW1tGNE1Re0lwZf8G+fDkWLiQi\n2vgY9O4YukyzvChdScNjjzZR5BekL//L3ystZ5q+YvysxUSK4QsFR+8MpTq6tmR7Ldkdx9YfVPRv\nWtI7inKimb3dEs6kFfbtD/rsvU+vpqQp/EsFwe2Qrudo+474VoC+LvdXMKz5gT/2G9j3LmjLAJf7\n9CZLjr+txC9AKcfRew2zJ41kdzOPLnMke6LiKtc98ksii+0yyXacJ04jmCv8QvHc8xf56P/xbmZv\nl2Z3TEOWTzR0Q8PgnUe0PUexrTCJY/5ky9Hh6p4bOXp3rDihHbj7jRnFtqLNNMFMhvuEvz5k+b6S\np//hOwgXjvprczAizY2OITrSLK4JN/NQ7aIUsTVvu0BxdYCdDFfSUNHXu2sXJcLOUlgborSWwfWr\naJemxQ17Zw3l1NpYIvU4EtJ0JUk9qx1QStRBvi9SVecEPillQpp0Qw3PevW4ZSkS0NVzMEZI6dU8\nYpCiM1XWuJkM4nH5Epcl2EcvS3O8ZSEN9EIZguWctKxwRSnQlqfvzz+ua5GKNq3UOITCibheKtdh\nsRTCmRUnsFhKllNU8plXslyRrq5mKKSxkM0gBXVKSTV3tjoblb7PQ7yKvWWdgTKO4O6c7Plj/FlF\ntZ2CdeiTHNUa/OMlelnhtBY55qySSWPdaqiEr1dDXBopKou09HcZRZh+JCqfODhrXqesjKtUrWH+\n5IhmFAi0M4pZbkeke81Zt9LoSHrQe1VH09dU66G0tc4N4XFDM/TpMk/w2xWEU2+mVBuR9AeyDtXa\nVU2DTEhbe/oEXbUMd+d0vYBulMrYzCQgvCNSwHqSoHNpN4GnRB2UBXSZ3AQm9qRwbmEoLiaEJw31\nJCE6LHGnabhWxIcV7faQbpjg70sVt5+3uFBIa2UsLo4IP/nKQ93TU2mpCRXzqx4nb/eIj2VQzfhZ\nR+9ORziXArPo5Yjk0DF9hyW/pEn3Ld68ZuPpmi4RCWg58aXP/8WQ/LLGa6Qn0OQTiuH1mku/0TL+\nDGx+zBKuhr+0h4lg7BY23rtH23c0EwkuRoOCj548glKO6FZAeOyh/58R/vMp+VVLtZcRzDz8XFNu\nObqhwSSOZujY/k3F0buFU3AaFo+Kw1j/dMcjv2il02ytePQfWukPFTsGzwPaEd0KUbHheH9ANFU8\n/m0vye+cYvLrwhmMPw0mUKR7wk/4pUA+TX8lPd2Q+QXqZkx8JBmRfi6j/6JMWtPGEU1h7VlDkH/h\n3nw5pmbyguH1fbLdQ/TJYqUokslfp71/XL6Ew2OJlvNc+ILT6uVjIVJdUeJOZvJvcX8mAE0LI+nv\nTxicDbd3eSEyzVNFUxqvcHl7v1fPSoXHqVpHaTloT4fQgBVbmVYAACAASURBVBSVnQ6fhzO1jncw\nXRWYSW2Ey4UAV0ksEtVI2nOrvDjD/l1zv103q+tAFN7vdQR/dPhOXeOyRByitffJ4CCQ0b1xKBXH\nIK91Co01Mn+BKIT10ReotL5gn9zn4FPndm7ndm7n9v9Pe8tmBud2bud2buf28OzcGZzbuZ3buZ3b\nuTM4t3M7t3M7t3NncG7ndm7ndm6cO4NzO7dzO7dz49wZnNu5ndu5nRvnzuDczu3czu3ceAv2JtrZ\n2flp4OuR/pr/4e7u7u+/gWv5IPC/A59ePfRJ4G8A/wDwgLvA9+3u7j7cYcEPXtNXAf8Y+Ond3d2/\ntbOzc+WLrWdnZ+d7gB8GLPDf7+7u/t3Xa41fzM739Uuu6Xxfv/y1fJDzfX1Ve0tlBjs7O98CPLG7\nu/sNwA8AP/MGLwngX+zu7n5w9d9fAP4a8Ld3d3e/CXgB+Hdfr4Xs7OxkwM8Cv/o5D3/BelZ/9+PA\nvw58EPiRnZ2dtddrnZ9v5/v6YDvf14dq5/v6KvaWcgbAh4BfBNjd3f0sMN7Z2Xm4TfW/fPsg8E9W\nP/9fyAa+XlYDfwK48yXW8wHg93d3d2e7u7sl8FvAN76O6/x8O9/XB9v5vv6rsw9yvq/AWw8m2gY+\n9jn/f7B67OHO6Xtt9o6dnZ1/AqwBPwFkn5Nm7gMXXq+F7O7udkC3s7PzuQ9/sfVsI9eOz3v8jbLz\nfX2Ane/rQ7XzfX0Ve6s5g8839Qa///PIDfW/AY8Bv84fvaZv9Po+315tPW+Vdb5edr6v/2rsjV7P\n+b4+wN5qMNEdxEue2kWEZHlDbHd39/bu7u7/uru763Z3d18E7iGp8KpvLJf4oyngG2H5F1nP51/H\nN3qd5/v62u18X1+jne/rg+2t5gw+Anw3wM7OznuBO7u7u4s3ajE7Ozvfs7Oz8x+tft4GtoC/B3zX\n6k++C/jwG7S8U/sVvnA9vwe8b2dnZ7Szs9ND8Mf/9w1aH5zv67+Mne/ra7TzfX2wveVaWO/s7PxX\nwDcjEqs/t7u7+/QbuJY+8D8BIyBEUtBPAP8jEAOvAN+/u7v7kOcIvup6vhb4KeARoAVuA98D/P3P\nX8/Ozs53A38Rkfz97O7u7i+8Hmt8NTvf1weu53xfH85azvf1AfaWcwbndm7ndm7n9vDtTUMgv5mK\nU87t4dn5vn5l2vm+fuXZm4IzeJMWp5zbl2nn+/qVaef7+pVpbwpnwFujOOXcXrud7+tXpp3v61eg\nvVlgotdUnPLyZ2+7H/wz/wPecU730sv4165gNobM3t4jv6QxIYyft8we06gO4iOHXwk34rWOLlL4\ntUMZyC96+IUjKBzlRGMD6N2xlOuKwcsdx08F6A5w4FeO9MAwv+JjYtAtpPsWZWXweD1S/OP/4Pv4\nvh/7eaZv0yQHDq+CYlvhVRAuHF0CXg0mgmoig9vDOTgFgxuGLlHoDnTrKNc1k0/Mmb+tT+9GiX+8\nZPnEGsttGZZtfejfNswe8fFqRzR31EOFU+A14DWOYkvTu235hb/+Z/jO/+4f4NXgF470wFKNNc1A\n0b9hyG5VlNsx2c0l9STB+op6pOm/XAFw55tSxs8byjVNM1T0b1jKDc3TP/MjD9I8v6Z9/Y6rP+x+\n7lf/Mv/en/07+NMCNV+CtbjxgPyJEdnLC1zoo09yXBrRTDLavofTinDeoTuLf1RSXutTbPikBx1e\nZXEKTOyRXZ9x94PrTJ4p8coW1VlMEmAjj/DWCd3GgODuCXbUo+tH2FCja0PbD/j5v/X9/Pv/9s9R\nXEyIjltsqDGRJr5bYLKA4CBn8Y514oMarxT+cfF4n94NGfYOYLKALvHQnUO3Fhtokmdu4nop7aUR\nuuyo12P80qCMo5qEhLMObSzevMHbP8ElEapuoW0hCCjesc3P/8yf5Qd+8O/S9APSWzlOKZS1mCxE\nt5ZyOyG9mVNvpiQvHOIWS1xVoTyNyjLaRzZp+wHOg+TmAiz88jM/+fD29eKfdz/3G/8ZP/Qnfgpm\nOcr3cL1UhsRHIW62QGWpDHMPfOwwQx/OZNC978Ogh+oMlBVuPEAtCuxaH1WteF5Pg9awf4zqpdgs\nQU8X2LU+WHCxj3ec4wIfVdXYgyPUlYvge/y3/+ef54f+1N9ELUvsZIjKS5jOUXGM2RqhFxUoBccz\n2p1LBMcF6mSOyxJ5HEBr1DyHJMYFPvWlIX4h95cuW1wg39euFxLcm0Hgo4qK/F0XiPdLvLxe3dcL\n3DxH9TLwPX7u//4xfujf+hlUUWEmQ/SykutgLW5ZoqIQlKJ5ZIPwxiGul2JDH13UzN+1Tn7RY+MT\nJeHNI2g77HTGLy/+/qvu65vFGXy+PbCo4pGnLvGRj/7nr9daXrP9zv/yY2/0Er6offa/+JE3egkP\n3Nef+8h/zCNPbPErv/Wfvl7reU32kd/78Td6Ca9qv/rrf+WNfPsH7+uv/RUeedsWH37ub7xe63lN\n9uHP/pdv9BJe1V7Ptb1ZnMFrLk751vf/BN6tA7pHtujSgLbvUa55mBhMpIiPHV4tkXLvrgEHNlB0\nsaLtKfzCUQ8FJQsKRxdDcUHRjCwusmz+lgcKlHXgIL+i0Q04DUHuUBaqdUV85HAeeJX87uN/50d5\n53/y0wxfMhQbmmpDkd5zNANFOHXk1yC9A34JXQL5NRi8CCZU2BB6tw1+uYokY0V03NEOPOKDBn9a\n0mxktH0frzRU6wGzxzXDFy3WB2Vh/ohGG8juWNpUoQzYEP7wb/8oH/jen8L6ivyyIpxKpmMiCJaA\nk/UES/lsKIhODMWmTzwzKANdrEAprAf5JU265/j9n//Rh7av3/uXf4Hf/Ed/kW//qr8KnQHnaLcG\n1OshunEkd5fUmylOK/xlR9vzCectTkG1GWEChQkVx18Fl/5Fh4k1/lKi7PxyyPCFEjxFOQlxniJY\nGMJZg7dsaNcS2WvjaAcB8V5BPUnQnSM8WPLLf/iTfON3/zckdytM4lNNAqqxIsgd5aZGGVh7tsFf\ndmAdXtlSb6Yo4/DKjuXlhP7zC5qNhPCkptqIqcYeyWFHcmtBs5lRrQd4tUM3kjX4hUEbS9vz8UqL\nbgy6sxJxLmuc5+GSgI/83o/zwW//6yy3A9aemdH1I5ynKDdXmUXnsIEmOqpQrQHA+RpdtrRrKbo1\nmNjHaTnTvarjV37zgQ75Ne3rD/zg3+NXf+Ov8u1P/iXsIEFPlzRXxoT7S9R8iatqVD/DefJ9dFGI\najtU2+GWBSqOcGEAvoeqGlwaQ9uhOoPTCpdG6Ly6//PxAleWqCDArY9QR1O6q5t4r+xhL26g8xKc\nQ1nHP3vhv+Y7Lv0FcA67OUYVNXgeNo3wDmeSibUdLgwks7AW04vwbx5gLq6jZwW2n4IGVRvQYHoR\nwe1jXBpTPDIi3i/Q81KieqUke7g8RNeG4KSkHSd0mU9yawF1gx33UGXLLz/zk3zrB/4a3sEMO0hB\nKfS8wBUl9DPsUO4vlZe4XiJZDaA6gxn3Ua2R6zhbQBBA1/HPbv/sq27qm4UzeM3FKfUkgShEly3L\niwEnOz7KQTNQdCnUQ0W5rrGBoulpTKyoRhrnQZconFZo46gm4NUO5UAZyG5p1j7h0SWgjCOaWZaX\nNMmeI92z6E6cje7k8J29XQ76eqxohvJl0i2cvN3DRAq/kP8P5w4UeKXCJKsvXQM4aPuKckvgrC7R\nzB7zmT3qUw019djHKUU9Drn9rev4yxZlHGiF82D4okU50B1YX9G/afFKWF7UlJviYNIDC8DscU2x\npfCX4JeOtieHJ8DykkI5SA47qjVNsLQ0Q49waakHHl2s6BKNU+IUugxmb/uSVfGvaV/LNUmnl4+P\nqC+PcEmIt2xJ7pagoLjcw1+06NZSrwckd5c4X9H2A7pYUY1l73s3FH5hZK2ZR7EdkBwZmnFIF3t4\njQMnUI0L9Fm67xUdwUlJdFhheiHBvMVftrTrKQDhtKMdBDgtznD2dsfetxjaHvRvGZZbAV3m0/UD\n5m8fUI98orsL2n5AfNRSXs7oUo31NeFJw/DFAr8yVBd66MbiVRJ4oBThosWrDW3qk332gHB/iT+v\n0EVD1xN4AF9jYonn4tsLercaumEk34+1gP71JV3m0fY92p6mXo9p1hOm7xjQDiJsEqygMh9/2RIe\nFcTXD9Fl91D31Z8L1IhSeAczCAPCW1Nc4OF6CYwH2DRGVQ1qsQRPoaqa8rF17JVNUAq1WMqht8gF\nPgQ50KsGfTSHUt5DVa38/XAgjmC+xI0H+LePUHGEXhQwz1HLEjdfLTmJ5SyZLVHLEjyNjX1cX/bd\nBf7qtWtoO7xZicsS9KyQw9Y5bOSDd3oftdSPbdCNU9Ibc1mPseLQANV2hIcF4a1j6AzhzSOi43r1\nHo3AgKvX0kUjjxc1almJQ8pSlJX3NEmAKmv0wRQ7yjCTPnbUw/RCVFWjqhq3NsT1U7prmw/c1DeF\nM9jd3f1t4GM7Ozu/jSgT/tyXek50VGE2hjSTlOxOSzgTDiDdc0ye6YimDq+Rw7xal4/pNY7lReEU\nim1FuHD0b0j2MH3SYRJHuudoM4VuAQXHT/pMnmlBwfKSxkRgI8H8nYbhc4roxGEDOcwBlpct4UI4\ngmDhKDcVzUBRbCnqNUfbg5OnxHFt/KFDdWAjiVRMCMFCOA5tYPaYR3zYkF/yGL7UyZdfQdvzCBeW\ncGGwPiyuaawP8Ymhd8fQu2nZ/HhLOHdUY/n8/hLKTXnteGYJZw40tClEx3IdyolPuHCYUFFsaOE0\ncks90BTbimpN0SWK+AjGu/ah7uvGb+4BkN7MCQ+XuNCnG0bYxCdYdJhY4RUNwbQiOmkxWUjTD4j3\nC5LDDq+BcqKwPjhP4TUOr7LExwbrK2ygiA5L2lST7jfEd3NMoGnWEqJn71BuSRcAZSxNP0A5hy4a\n3MpZmFijjMMvDdkdS/8lTfqyfMGLDY1fWaL9At1Y4qOWYGHY+6Z15teEK6hGHsmdkuXlmIP3ZKjW\n4J+Uwj/EHl2q8UuDv+xQncP5Cq+xLHc2aCcp7VqKCzxsqGnXUkwS4FVycLfjBK82dImP8xTZjSXO\nU+jGEcwlM65HHibWVGua8Kig3E5Xzk3RDkK6UQzW4u2fPNR91UcrKsHT2HEfWlmzykuc52FGKfrw\nRHiQNEFdv409PCa+MUU1HS6JMJcmwg2MBpjtsRysSlHtbOPqGtdLcWmEWctoL69L5nA0hbbFpiHt\nI5vQtKjOoOIIfB8VieOk7UBrXBTi+hnqZI5yTpxVGlE+OgatIAxwSQjGgOdBFFI/toEqavxpiT6c\nnQUW4c0T4QfaDl220LS4yMcFPi5eOXOt6SY9uTT7U2zoCxfSWZx//2h2UYgdphAGEvUPM2waE9yd\n4i1qzOYYlyV4h3N03kBn5b0XSzBW3qtp8Q4fXPz9ZoGJ2N3d/Uuv5e9N5NEOAqaPB6T7lnDhCBeW\ng6/xMZGHDRT1CAbXHUHuWG56dD0oNxx+CTiFXznaVKENDF4U8rjpQ73uQCmiExi9YGj6mmyvI55q\nlpua4oL8LjqR6BoF8bHDrq7m4AVFcmyph4p6TaAa1YFJHdGxIjlwK6LYkV/QpAeW/m2HCRTJkUV3\nAj0VE4/eLcutDyUMX7A0Pc3ickJ6YHEawlmHiTTVWDN8yZBf9EDOU4LCYiK9ypTkBrUhpHcV9Rj8\nQqM7h1dCPRa4K5o6ulhhAygnHmvPtpQTH905TKTI7lgWVzTxkWRS+aUvHUu8ln1VnUAYqm4FJrIQ\nzkvaCwNMpDGBollPUc5RrQdEJx3RUU2znqCMY/2ZBcOXQqr1AKeEhDeRIj6oMYlPMG8oL2Z4raPY\nDBlMK5yvsRq6Kxt4jRWyT2vSWzkAy8cGEq0DXmXxyg4bCwkczSzDlwxB3skX2FMsH+kRTju6xCPI\nO/o3wKstyjqSewVdPySaGbI7Nc7TtKMYE2uSGwuCmU+1lVCtBwQLw3LbJ9vrCOYt4c0j7LjPvT82\non+7Q7eaet0nPpTIsR0ERMc14XFFeVFeo//8DL8UZ1VONMdf35A9G7H+mY788QFOQbC0dKmHV1lO\n3haz9YqiefTBEeRr3VdWETFHU3QY4qIAl8UCOYYe/v4MANe2qMZHrY1Wh7Ev5GyxxMtLXByi8gLV\nE4KYMCA8KuVQzwvMOEPnjUTwzuGG/dWNpTh+R0L9DY9hQ3jkf74NXYtdFwFUe2Ud/7lbsLGGmi5w\nbYt3Ukj2kEQkL1WoqhESt1pF6lWNCwO8ZQuBjws8VODTjWKCO/J5mosjyYq0xo36qLqD6Ry3vQ6d\nhbohuDvFzeaokby2qluwFrUinbEWjBEIzVj5nTHoWY7rp6i2Qy8EarNba9g0xMQ+wSG4ixvol+9A\nnqPGI/lOPcDeNM7gtVp4Z8rBey7i1Y6mp/BamF/1Se9JhCtRv0An1oNmCJNPdeQzD+srqglUQ3EA\n1lf4pSO7JxHwaBfaTKL0pq8lYo9kc8LcYY8kOk4OLctL0H+FM8cCKz4gVjjNSk3kCGeK/stgPUex\npTCxQ7eK+FiUSG2qCApHNVplH4EiWEqW0r8u/zoNyZGlGilMpOiikGhhGV5v6VJNdtegO0c9WH2u\nUBHO7jupcOqoNhTJvkBb1bqsw8SWZqhIDoTXaPsCb82v+mR7lvlVj3Du8BoIcrkGJlQEi4dbvd5t\nyJezG6W4UGMCjVcZVOeID3PCaUC1meC0ItlrUNbhfE019snu1VQbCcndJX7eMHuih9c4/MLSDkJ0\nY6nXY0woTlhpxfSdQ7K7DeGtKfWVMfGtOd0wkWhrEIGD9JUl+ta+XL/DJc0kk8P7sMFbtgLZaFDO\nsfe+jN4tQzPyiQ8aTOShW4tyDhN7tL2UcNaisZjII2gEyuo/e4LpSZSaXp9Rb/dR1tG/7fDzFn9W\nYSYDvKMFa7sJXmXQjXyxm5EctMGiE8w88IgOG4n4Q59gWlFeyNANBHdDlk/WjJ/38QvhHlTnUJ1j\n9lhIcmRpL4zPso2HZW4hjpVhH+Y53dUJ3qxCmQ69OvTtumDc7B3DsgAkQyOJcFmC0xrlBN5TL9+G\n8QjbT9CzJW4k2YZ3nGP7KarRdBfX8JYNzte0g4hqTVFcNqS3PJzvoTqDPpF1+YcrBU/dyuv3ezhj\ncGmMajvMZICe6zNHYCZ9wepbOaS7YYyyDpXGhDeOaS6N8Rc1ft6Ik+gs9XaGX3T4p5+hEWekZ0vc\ntYs451DG4RZLVByhltXZd8E/XqLrTviWpUa1hvbKuigcp4VwLJ2BqkUrhXeUi1IrDHCTMS4JUQvh\nSR5kbwqY6F/Gjj+wzeiFlmjmSI4tTU8OdN1A77YlmopTMBFEC8fwJcv8qi8ksAe9myInbfvyPBw0\nmaZaVxTb6gzLt74c1mZFPieHhmgq2cb0CY1XSeRfjTV2hb+3PUWbiVNQBiZPO3THWRaS7jmiqcJG\njuTA0vYkkwiWFm3A+eIIqom8Xn5F4ZeynsUV2bJoKtlDmyiKDZ9w2qE7mF8NyPY6bKhI963IWhu5\nCcLcER9KVhLOHeEcsluKrY9COFeYEMot4SLSfSHnyomWtWyIZDU+toLPrymi2cN1BmolwfTnFdbT\nKCtOXzeGdpLK4WXkc+OcSEYjLZDMfk499uh6Ic0owkSKcNbhNRavMnhlR3Qo3EM0bfGXlv71Ej9v\naS6N0I3BDGKCvRkuCfAPc3RnsYlP98RFAJqNDK+USB2gWYvxZzXVekiXBkyeqfFLgf3qNZF1Ok9R\njwOio4p6pAXiyXzavke9FhEdljRbPZSxlBcS6gt9mqEvEtTWouuO8nIfF3iYcR8TyWtUmzHlJCC+\nJwenv6ixoSdkc20wsaaeJFRbKeGi5fADBvX4kt6oxAQr+XFraYYB5YbP2mdKrK8wqS8O7mHuaybY\nu1osIYnx92a4VXDltJbodlZI96JBTyCcLMUNMgh8uHUPvRCy2W6OUWtjXByij+a4UDBz1XYQiWPG\nObxpgfM1qmrRjWHt2Y7+ix7BQmCX6oktzNZIFuh7koUUJXZrTSCoWU672ccOM4nWjQFjcZ6Hf/tY\nInZr8ecV3rxG5w0uFAgo2JsLJzXN0VWHnhfELx/jP3cLVTc0G5lAY0dzOciXFd04QS1LVC/FbA6x\no0yWdrhAtR3l5R7e0QKnNaYfn5H93N1HNS3mwprAaM6JE+ilmLUBytj7ooH2wS2X3rLOIFxYnC+k\n53Jb0/UkOk+OjJCiSkjS/q2O6eOCp+NEMTR8qSM5MtQjiYT9yhHNBXpJ9xzRsSNYymFuQkiOHH7t\nWF5UlBOPeqiIZpbNj3eke478iqhKsruri+5BNJOMpRlBtabxl4gj2DfoVjgHP5eDNz50tInCRJp0\nryU6sSgD/Vcs5Yaiy8Sx6Vr4BLWC6nULfu3QxlFuBjQ9TXpgWFzx6d0xtIli9II5I4nL9fuKqGoi\nZGvXg/k1Tdt31OuW9O59EhMFbSbPjU4c9UiRX9ZnRHmx+XBvH73S59MZonsL/LzBDDOaYYg/rcA5\nTKIJcoNXdbTDAL801GOffGdMst9SXIhAK3q3GvxCag+6xBNitxeS3q5oMx8bKvJrCW3//sHnzSvM\nOAPn6Db66HmJf1IQ3D4GwF80+MdL/EVNsRkSTGvqrVSygERjA4He6pHGKw3B0ZJg3pJdz1k8mmEC\nhe7sSqUG8V4hKhZPYZKA6Kih2AzovTgjnDaEezntMMYvDKqzlJcywpMGf14T5OL8TzXs7SimyzyW\n2z7LKyk42efosAILa5/w6P/zjPDDQ4liHWAcXmWIphYbauLDFmUd9Th4qPvq0lh+iEJR5yxLvEPh\nEfSywg5S7LiHGUSYcYbytBxcByeosoYoOqvVUK3B+R62JzCTmueCx/seNg3x7p2gjKWb9FBNh+1F\nBHtzshfnbP9uzuYfLFBVTXhcol9ZYaptRzfp44Z99ExqW5Snz+451RqBehJRObl+iumFzHeG4hQA\ns1Jw0Xa4LKYbJ5j1Pqqs5fOHAeZtl7D9jPBgKZmd1nDvAJfFBPs5zpe91LcOxDmygk6NIb5X0E0E\n9vKOc1GWtYbmPY/L84yjG6foeSHkdxSijMH2EzieyWc6rYt4FXvLwkTFpsfglUZIuUOLX2qcFqWQ\n9cG40yjdo3/TYiI5wIevGJqex8F7FONnxakstz1064inguFn9+QLWw8Voxccyy1NtmfxC4F/woUj\nvyjva31I7zmKCwobrKSqC8fiqsarBVYxEfRvGrpYM33cR7ew9lk5pJcX5YCOjx3Wg+V2IFh+K1DO\n+HlDm2i0EWdlPXUm9TShoh5q6rFieN0wv6bJr/jER47FJU8i+pHGrL6LyaGlnMgak31LlyqWFxT9\nGw5lFM5TKOcERuoJf1FONGHuyC/JOr1aivLqwcOfr2FDuR1tGuECjX8wp7m8RjBvML0IZayQoQrq\n9Zh4r6QdRKT7DcVWhBsISXzyRMjglW5FIlvSl6d0axleXmOTgOiwouuHxAe1QICJz+zxhHArItmr\nacYh2XMS/XXrfXRPLqB/uMB5Gr1/Qt8XMjlYiAOL90pMFqDLjmCmqdcjXOiLgimJSfYbgtTDBKJw\nS++UlBcz+fl2gYl9gYZeKak3M2yksZGHnzfUGzGLaxFe7fD6Acr4BLOapLG0PTm4dWsxUcDgRoO/\naFAOuixgeTWlmGg2/2BBtSlSWbnIjno9ZLnlke0ZnFI4X9GFHtnN5cPd2LsCs7nAl+i6LHHrI8xA\nJJh4GhcF+AcLXCIkLmEgh2vd4bZWhHDbYbMIVXV4h3PM9hjvaCFRexigylayA8B/8S7K9/HKehXY\ntHiHNe2FEb51qHmBq1cDxeY5/nSB8j3M9jre3UNc26KXJWath8lS/CMRNOjZciU3tQyfOQJAtTV+\n2wnJDKiyIahbIabLCo5PUP0+OvTReSGH92IpVFQYoBcl1I1wD/kStib3RQvrffR0ibc3hcDHjHq4\nIMXfn+GiEB3JfeMCLaSxc5JBLEsYD1DzHDfs42ZfunP4WzYziOaWw3dH+LUjv+zRDASuqQeael2h\nW8fgRsvROzUnT90/uGaPBlgf1j8l5O/8moeJIL8qipDeHYM2jnBu2Hi6w0SKwc0O68HoRUNybMkv\nS8Q/3REow3kwesHS9uV9qnXJOHQNwdwRzqWmYf6oSDLjY3sGidhApJ/Flqg8iguKZvU64dytPqtB\ntxJxBoXF+gplJSNwWqL2/IJHdCLkeDRz6E5UTPk1gX8AZm/TcqDUooyqx8IN5N+5oEvloC83FMuL\nwonklzT+UhxbsHA4X+oQ2lQxextn9RAPzVYKim4UoRuDHaQU26EcwFVLtRHj1QavMviFYXlFUmnr\nCVRU9zXJYcfkUyXhokW3jtmjEfnbx6LW6Ud0aUCzFlNsBdjQo5rE+POa5Fj2vdyO0K2juTCg2+gL\nXLTCll0SSYXs+kgIPefQRYvTiuWVDK/osJGPjT3CaUOznhDvFXiNQ9dGeIux1AxYfwWDzYV8Vg50\n2dGMQrqeCCC61EM5KDZ84mODXznC4wqv6DBZQDsMCXJxRspYouOW5YVAlEG9gHoc4BeW5MhiYp/0\nhWOcFolw1/MIZx39Wx1e7fDzhi7RxIfVH1GyPAxTw1WnitUBp3o9IVrvTsVBfG4lb2vuCwmqVqSb\ndYOqG9HgRxIwtNsj9ElOuzWkeHIL049QxtBcHAknkKW4YU8O187A6gAObx5JtFw3qH5vtSwlVdFN\ngzfNccaiBn0hiO8cEbx0D5UXeDf3pfI3L9F1R7vREzVQGKzW2NJtDFBNKzUgcYQb9FBZhosCqarO\nEjiaSg1EUYoqyVpRRAU+bK7TjRJu/Jsy7764nOKyGNdPcYlIY20ayDqqWq6hVviHUqPgwgAz7sOo\nj+3HdFc3RZYbR+I0H2BvWWegW4Fz2kSx9pmG+Eiwd20guy2ZQH4xID6E8WfuSzXDmWDm9UgOuGgq\n/4Vz4QmKDY/FFY/5VZ/jJ32sL/p33QmJ2/SkwChYjKgrUAAAIABJREFUQDgTTiDdt1hPitEA+jct\n0dxhQ6klsL7ITHu3HIPrlumO6PvLdalfKDY1yYHFebK+MBfooOnL3xWTFXk9lxYVh+/WzK/6HL7T\npx7JwWxDwAnk1PQVugHrweBFh7+SeQe58BHFBUc9kkwku2vxfm+ASR3FBeE2QGS4XSpZTTh16FZe\nOz6Rz6o7kZw+1D29LsObgt97Fn00RzUdw0/s06yF1Bsp6c0cE3mY2KPcDKnGmnIjgBV3EM0tbc+j\nGQRYX7B1ZYQj8IqOej1kcTUkPK7o3aylRcXzxzTjmOzZQ/zcEE47/FxqGfypkG52KJg3+8dgLDYN\n6HohJg3RjSi64sOGth9iIk1wUtGMhbRuh7HUhQDxzRl+6QhyucjJS8c4peiG4vya9VgO5L2a9KZA\nTHSWdF8Kx6qxdx8rRuTVp4VaXRrQpR7pfkcz8ulij/RuKTLTWxXFxZjqkTF+2ZHsVXJ/jXzCkwbd\nWrxlQzjvqCYxJnnIgMEq8GH/EFVUuDwnvDOFztBtDIS0P1rIgd2tiNtZTrfek2KrMMCs97HjAeVW\nRDtJ8ZY1qjMEezPJpGclzVaf4KQE38MMM+EjBn3cYgEHJ9DPMJOB1CL43pmaCFZ4+tYEmyWoLMEO\nM1zk0z6yhd0c017bwG6OwVnaqxO841wiccAmcgCbYYZ/MJfMwRjJApJQlERtJ2qpWQ4XNrCzOW7n\nGvbihjimKELlBTYK8PKaaiLfrWLdQy9KXBRIDUJZ4+/Psde2cPnyrBjNRQF2OqPdGqALyXj0rMDf\nm2LXR+JoV9zNq9lbFiYq1wUGye7U3Pj2mOhI4Js2FWKzHgqfICSjEJ4oOcTiQwcIDIOSXj3RsdQp\nOA/CnLMvcNtTqA6G11vqUUCwaFlejHCe/K3zBTpaXtJ4q0P35CnN4EVH/6ahHmiCAlBS6RzODJOn\nNcttD6eFFFbG0aWKpg/xEdQjDRbaAXSFqHZsoMgvSSQfLCQqz+6seiVd8/FLIVbrNSHNlRWOYv6o\nOmsWoDroUghykZJ2saiWTATZTanK7jIYvCyFdsFC1mdiqMeW7LamKU/7rFiKTe/hbuqGREPuHY/h\nXtnDHR2jrlzEhFoO/CzEL1qcUgzuLjh837oUc20EJPstNhClUHJ7SXG5JzDOKnvpMh+/tIwOatBS\nnes0RP0Yv+jY/+Ytxi9UtKmPiT28xlJsjxl89r7mvnrPNZxCnEzn8HMhEaODguWjfYK5ZBeH7x0y\n/myxqnJuMHHM7ImU5CgknDbSd2gzohmtk9xdYuOAckvksfFxi6462nFMdGuKmudEwSbNOGJwvaId\nhGdwRJv5+KVZfT6BOpuBBC7OV5TbMeXYo00TwtycPUcHmuiko9wIWDySMHxuQXF1gI3kdYPj8uHu\n6woLV0kiGvtoDaoGN8iEsPe0ROvOofQqPg18/Jfu4rbWBL5sDapp6X/qUA7WJMKsC4ZuA42NQ6Ld\nO2cwkXZSmWvXB6goQBUV5AVe1chBDKhVMRlKSSZhLHq+hK5Dz9QZHwBI9tYa2FiTXkKeRtWtBAyd\nwQylRsVlsfztosA1DVopcTDGYq5t4U0LqT3oZRjn0CvVkKsqVJLgHc7A99j+nQH8MKx/Mpfr8spd\nbNOg18YQ+Ohljb16Ab0o6DYG6KbD29oQJZhW2F6CDX38aSHFiWs9vOP8wdv0sPb79bZsr6OY+JSb\nIf3rkB50HL3DZ3jdYgJFO0AOztwxf/T/4+5NfizL8jyvzznnzve+0Z5Nbj7E7JFZnVXVVUWBAKkR\njRCCDWyQALFCgiUS6v8BgQRC4h8AesmCFQuQkHqErq6sMTMj0iIjwodwN7fp2ZvvfM9h8bv2vFhk\nVFbJulH2lULubuFmft90zvl9RznFByvH8FXD+pmPqeWk3WQyEaw+g/HPoRorCaqbiTntXlN/+zci\nooVFNwZTQDnrFUFGcHecbCogp/E2ljdpF0JrFFiRjq6f+Ux+IRJQf+sE8nFQTuTXZiDxFaZx+LlE\nZ9QjhS1EQQSgrMBg9UCxeWwIl3bPlZjCAXI/2duO9TNDfCvfVxw7vFx8BF0okFX+CAYvHF2kaAb3\n7m2N8yGoIX9ksZFFdYrsjYTTeTvH+EuB5R7ysj023w4C/LND1G4AnsHfyBu8Hvl4eYe3a8g/HBGu\nLV1swEEXa6LrChsamnHE+qnH0R9vMZVPcRiQvKtoY8PmgxhTO9I3suCVRzFdqMkuW+Y/iDj6gzWb\nT2WRSS4ruiyk7M1o/rIS1VEs04h3u8FFAfVBQjhvqEc+0XVB+s7QDnz8dY31tZzOLxshiiNDm/Uc\n1XXJ8vMBTiuyt7WQikqBUfirUlQtB2Ns7BHeFqIMWtSyGVgnWvweYvF2Hc3QMPjFmvogEV5l7DF6\nWaFaMRd2oaFJNVEpi1y46ghvCzYfD+h8SC8b/HVNOwgf9HXtxgLH0MdMUNUQhXA9p3tyglntUMst\n3dFYVFOxT5CXuJMD9HIr4W3DDDsZ7B8vyIGtGUeEtwXtKKQdPyJ8dSdwSNvtg+ZUWWEHKW4mk4BO\nIlGjxbJxiAegVwx5Rk7wZSVf7+MplDF0oxizKrCxj3l7jT07klO772GWuUw9cSjqntkIXTWw3qF3\nMmF61328xbaAKER99Vp4A89DTUZQy8TSTTPGfyTktjNaXNfjIXacYZ1DVQ3NLJOFP5Tp1MwFJjJz\nJxJtrUAr2kmCf7miejbdk9K/7Pq1hYnqzGADMdPoFt78mxobwO5YTpHZ6z7fJ1BMzt0+T+jVv2dE\njeMkwdTfiXt48KJXAS3E/GVKt88dkmRRkaJuHxm8QnwDOEhuOpJrR/bW7iEW3cmUES0syY0lvrEC\nu0QC5zSJxFdYX07dbdQrn15bkktHOVUsPtd4paOcIveykMeTXFvKGfuNwysRU5mSjCG/j79AyWNX\nVqYjgOy7Hta6dJjC4e0gWClMJcoTL3fUI5HhxleyoXk7hUpb/uN//f/m3d/uqEbyGKyvKI4elkS+\nx+Z1bdE3S1Re0swS/G2Dv6zkNcsbqmmI9dSeAI5vGrpQ06YeqpMNdvaTgst/JaM49AnvWrrQ4O1a\nvMIRzRvqcUg5i4iucsJFg2odBz8r2Xw6IP2uILou6CIjKaI72fXMthI8XYENDPXZBJuIhLQZeMSX\nOTb2KA49qrFHPQr2xLD1FX7eCjdQO6KrAutrBq9Kxudb8hPhMJR16HWBWeyEQ6kb/IuVxA5YRI1k\nHc4oyllEm/akuy/y5/zJgOLIx5Qd8VVFMfNpMok0Ua1jeL6iGRjqkYf1FKvPMpHm5o5q4okCJ3zY\nia886WMd+pRNwkAkkOOh5ARZix2k6K0YtEzV7TkZO0pRYYCLwveGq7zCvLtF7UrCV3P0coduLP5N\nTnMy6lNGl+hdhVpt2Pz2qSSX3q4xlwtYbeTv3B/8+7wgVVQycXx4gpuOaCcJLgppDiXewXszB+vE\n5TsZCQfgGVEZ9QSwHQrEpJqO/IOREOGewe12wl+ASEDbDp2l6ANxN7vbO5lYfA9ztdzDgf7FnXAb\n1kqUhrXYJCB4u5Dnq2nRZSvPZxjgPINZ7DB3O/zXt5itRGiEX1+/52Z+2efvQV/1f45XkyiS626v\n/T/7e47BK8fgTcfmmZyyTSG5Q9VYyNLdI8Xkp+IlqMaK9TP5um5EatlkCjT7uOvyQIxe9UiJo9cX\no9b9IlweOppUIhv8nah97u/NGSimmnKs2Tzts5H60Lr7F1pZgW5Ux3uvROWox3Dw0446FbdyNVVU\nQ4VTQngPv5Voam8niqcmEWNdF8l96EY2uPlv9oqE/qDnjGL4yorxqofE7jeOcOHITxThnWL1iSbs\neQIbwO9//JL/8+3n/Fu/9QX1DwuKmXgYBq8fljO4d6rquqM9O6D4wSm66qgmEkmhO4cuG4JFRbgU\nGaRuHG0ikJtXdPh3OcGywuQ1R39UEC5brK+wgRYjW6gIrmXx0I1Y9U0uZLPzFPFNLSduo2ljQz00\n+GvBYG0o99cmEgmimw6d13irQvimswRddQQbi6kt4W2Blzey6FhoI4N/V+7J7/JQVFPFo5joTrwQ\nquuligcD1NsbuFuiiorg7YL4xYJ6FLB7HKEchHeVSESBZmCI7lr8XfteYqsU8U1DsJY8q+B2Jwuf\nlo00WNbE181+s8pe5RRnGV34sMvC7W/1mTzrLZQVLgxoT8awkihyFwbo24WQrF+/wdyshHz1jURZ\neB50HerqTpzeF1e4ssTFAc3pGFXWskgv1iLMaDtUHItyyTmyf/JSfmYYyHtsmEmg3WLd39cOF/nY\nyRCbBDil9ps8WjwcwYtr7HiAWok0Fc9QPj+V788rmXaQ11lVkleUvJSAOZdGqPEIABdKjIYrCvA8\n7I0okjg9kkjxzU5C9gp5z90T7N1sKI9NKdksdrnwAHUjEdfToXAP/XRRn41oTycixc1i7HQgj/97\nrl/bzcArxQUbrB27E8P6qZz4lZMMnjbqnbKRYvdIlDBdJKf7+x6CeuQwZZ/Vc+toBiJNvU/7TN9Z\nqqkYyFYfG5pUEaxEdROsHMNvRZpajxSbM+kUAFg+h8GbluJIDG3JpSNYOaqJBSfmqvTC0fk955Aq\nrKfwc6RH4VvH5rGkpuKgyXrH704mlS4Scrg8lM3Oz2Xq6QKBjXQjWUPJO4Xz5H4BqrF4DQZvxGMh\np2TxDzSZbGC6hjYVBVF14PC2ij/+B8+5eTvmx//LbxF8EROu5D7v/QsPdane4Wk9jXLgbxv0tiZ5\nucS/2RHMC7Yfj2iGAcVhQDPwMUVHeFcRLlqagU/xZEibBSx+Y7iPiLifFqynMbWjPM0IbnNMJSob\n5xv8jTiKrREIxuzkSRv9fEWXymLWpT46rylnPqp1tIlPN4zInw4J5yXZl3Oqg5DsxYbouqIZR+SP\nYlYf+fh5i/MUqx8IBBVfV6QvN+iq6wUJDe1AuhXKp2OBLVyvatnl1GcTymdjnKcxjWyKuPfclqkc\n/rpGl51MS1c11YGPt6rYPQrx5ztUUYtXI1TY0OA8TX7iszsNiOYNuyd9Imz+sPjfo78vJ2KXJZJQ\nuiswtyLlVG+vBa7xffRyKxn9zok6p7Wi0e862OxQSSwL/ekR9tOn6G2J//oWF4d4dztclmDWpcQ3\nRIEkjR5OYTwUXuBe6nm7QN8s9/wCnkHfbdCrLXpbCc7uHNYT7k6VDW6UofPy/c95d034dgVGUz0Z\nS5eBZzCrHe00pUv7n217rkEp3MmhwF6BD9OxPE5j9iofNZ2A5+FOj+iOJgC0R0M5PGqN8wx6Lfd2\n3/9gs0T+3Xe3uGFGczbl7ncO9jJ32o78g7GY75a/JtlEf52rjSWFdPdY4W8k+M0rZYOI55btqcGU\njvhKNPNtLKO0lztWH2kOfmppUnEWt4mimlqSC0U5U/t00uyNwD/BpqNJNMFW/n5xpPq4CtOTyKA7\nWRyTd4rtqUd841h9IoohU8HRH0pAXrjq7yWUfCSnxehljUwLdz+C4ddCcCsnpHKbChzkb9x+AglW\niDEsETgonlvyI70vt2n6tdr1r3I9sUS3imooJ/82lqmhHkHyTuIxkhuLbsWkN/kS8mMIF4p25WNK\nh6kU9VCI6Pj6YTeDfYRy0aCv7rDHU1RViw1/UwI+prJEFxtM2Sc3BkbiJpre5u+E7AvXHWiFv27Y\nnUUi79xYwkWDri13vzlm+LLEhoZq4jH4eoOLPMLrHV0aYiOfYNPQZSHFTD7YXWTY/WjK8BcbbOAR\nbCqJf5gLXFV+MMFft1RHCV0/hcS3Nf5aS/zEuhWJ8MRHWUfU68O9XUebegQ3BTbxib+bi/Htdo6X\npbQ/eIquO0zVsfo0JbrrqA4TrKcwZW901FAcx+J61grdWMLbmvogYvAypx3FoBX5acjwfCPy3cYS\nzTuiazll+suS6jDBW1UP+rreE942iyGLMTdLSfG8L7h59Q6ytC+38QWj70+4qm7oHh+iX1/htjlU\nIgAw60i+32ghqJVCrba4JMINM4Fu6lbiILb9qb2UQDsVR/L7ewK55zCcZ2C+wH74CKzFvxKzFs7h\ndjndsxOMtVBW4EtOkqsbwj6aWhVV70AWUly1HcTh/uvq8gZ3dCD3lMvXiA5QZY2NJKLbJRH6dkH7\nwTEA/uWKdjZAlw312Qh/ntNlY1EytR3Ktbg4wI5TzHyDso7soubmtyN0HXD692rSLy4lhG+Uff/L\n9LCv+j/fK563pJcdpoTB645g7bj+PUVxqCimmi4WqGfyi4ZqpKkHEukczy1+Ltn/AOuPZVGcfKHo\nIkUbg67ktNWGQszujj383LJ+qqnGosCppnIiH7y2pO/ce1/AQuIbrAejr9/LTP3C4u0c+aGhPOgD\n7pYWfyepo/mJbBDxpSI/FSwfK+onUwJa1FBOKeEoGuENTNX7CvroCK+SnoL8xPWPQ56vyc/EWOY8\nUUnVQyHAx7+Qn2U92VhMJU1onS+Pxd852WxHokIyFUQ3ak+YP9TVTeXNagODPZ7SpQF2KCqb/JMp\n5npFdFOy/WyM88WUNf9hRD7zBCZoHeHFFlN1xBfFPrcnua5Jv9vR+bIo67xh+LpENx3l1CO+qilP\nUsx8S/FkwO5JTJf2IWRAuBAyKLzcoZyY49rUI3+cUR5GuECz/SAVwrhvQAtWDf5Osn8k6E9jSoGs\n4utKYioOBL/bnfo0mWH3QUY5C6ifTLDXtyg/wF4L7qvrDlU0DL/NCe7KXob8Pl4gfbUlvsyJ3m3x\nt614FUIjIoZIkkx13uDlluo4wZr7RjxL/iRl/XFKeZQQXe6wycM6kP1vLwFxD5s7kV6ilEyCxqCS\nWIxoeYkLfUnlHKSopZCiWCudBscHsrEcHkjs9O2dfI8xApWcTPau5DYLcFqjVzu6wxEujUUa6nsy\nbfQQC8jEYgexKHCenaDXBXpT7u8TJFLDXMzpJgNpWzMaN0xRvVLI3k8wvvRCuDSiORnjAmlu60Yx\n7vGxxE3frgQeS0LxGTiHenWBykuBrhIhqqGHC51MJ8HbFXpT4H83x603qFwC9FReoV9fYbMI73KJ\nt6wYvO5wWnor7v8NZ/4F5QyKQ83l7/sUM4O/FgLW6ftFSvDwzWcNuoNyIhNCcSwj8uaJkVTLVkxU\n8bWS6OpEES4t4VJO087A+lOJZKgmit2Rx+iFjPXRrcBEXSjSUi93++gGZwSmCVeOYNtPFmtHOTK0\niRLieiv3Ww00tieus7cOL5eF/+iPWsqDvngngepAfub8dzpJ7ZxodCMksDMip21jet+BpgsUsz+V\nGO/7SaKNhRgHgRcG31nClRjemoGifNSyOxPIqDgQQv6+NOcejuhCgZJ0IzzHQ15tHw3RDgJs5GF9\nTTOKBMbZSW1fF4pZyhpFcLXl4IuSwZuaLpaFrz2IJV9nEODlndRb9tnv9cijyTRdFlBNBJIZfrWm\nPAyoxobmeEg4rwjWHdYocexWAu8A1MepJJA6IVuDlUwZnS+mN+vLlKEbRzP0yI88Ns8iulBO/+Vh\nJPBSbETxlkoYn184MYCdL8i+uMX/6Sv0IIPf/BQ++4D6MCV/ktEcJlSTcN+90YWa6EJG/2YSUY9D\nqqNUFFaImkh3TqaOiyUA/rrZb1o2MFRjj2JqCJcd1djglEJXDxxUl4oaS29zSSrNYlHJhD6uaXBt\nKzp7o2kPh5h3t/Dta9wwE7XMWuSbei6PQXVWTsWDAUxHAts4J5BOv8CbXYPqOpqzqZTDJDIp0LTi\nZRgP9h0ILFbC62hoh6FETSch6q73EfT+BHs0QVcNarEG35dfmz4gMPYFdrKSDaTeXKGcEz6hJ/3b\nLKA5GUveEn1HQS+TLX//U5l8fO//a8QDIcKr99PNfZgenpEKzarBPjnaO5lV05G93HL6Dxbo6wUu\nCugOsr1A45ddv7abQXItOTpNplg9t9z9wBOTVtgvoLEieeXjbWXjaDJFdKv2p/dg40jfiuErubas\nP5aJockUw9ctXQjR0smCWskCX84k478eyliuOkklLQ8UTfpeaml9+f8oqDNNkyh2p6JC0b0JbfVJ\nv5HE95yBqH7SK3E5FweGgy8k1dJ6ivFXlmqsmPxESnPKmcBiXSiqpTaUMDt/4xi8cFRjIZd134UM\nMunUI0UxE4dxncl9xTeW5Mpy8GODaqEeiyu6TVSfqS/wSzV1+zhsf+e4/c2HVZ3s4zzWNW3iiys2\nMYKfA3z8hDaVRV13juLJkC4yvYRTEdyVgvMCuurw1lXfQ9viv1vilbbPATKk365pMo/6ICFYtlLm\nMwmwocGUHc4Idr59luL1kRNtbPAKS3kYkVzXoIXXuF9828Tgb+REpitLelEzeCU4s+4sXt7RxRpv\n1zJ4sWP41YY2M32PhWb5m1MJKJtNcVkiOLFSdJEWKKqxhAtZXOLXK7xdS30k05RTClNJKJ/1FeGi\nIf0ux/Q+hOKjA/BkOqkngajNYpG9Dl/K8zf6akP+LMUGD+wfMf3Pa1pcGqOajvZwIAvebILyfSF2\n4wjz02/BGPThgZz8fU/azfJC+IbxSODEphGYZb5ArbfYQYq57QnbLBFZZ9tJ3EVZyUZAH49+ewe3\nC5kUADUcoJzDLHYiTVVKTtRxRPXsAGWtdAtf3cHVLa6qcdudxGYgHKBeyUan8lL6EKJI+Ise6tJl\nI3HWCtqTsdyPMaKaMobo1RJGWZ+xFGKT3i+R1zithVAP/Pc8B8jGmkR9+mkum1v/XJuLOarpsAdj\nMapdLkXF9D3Xr+1msPpQ3sjWBzdoqUci54yvJTVy9KrF30AXv58AwqXEOd+3fDUp++TP2Z+JZjtY\nO4qpYfRtx+2PFGXv8FUt+2jpYCUbQNXXHgZLKaO/x+aDjUwF1VA2CVNJS5pXiLvY38Loaxi97DCV\nuKnTK0sbw/ITj/xQ/AnFVDaxYC09A+Hq/cY0fOkINtKe5rTIZHUtP3/3SBFsIL5ztKmi6ZvV2lg2\nLN31zmhfUY/FryAtYX315use2gigmsDN35Tvy17LRKCccAbH//T7UxD/qpdueiVNX+DTxT7+rqVL\nQ2nfco745RJ/LQu9l3eE85J6IhES1UFEPfTIj0OqWUCXBRRnGcVpzPJ3jwlvSkY/E9ne9pMRycs1\nXawJrnfElwXBUmSc3qbCVBZvWzP84m4v35RJQwja4jDAGk15GEnxTmgoDj3il0v5wKdGjGBVi79p\naDKPauITXVW0A596EmIjD3/TkX67Jlg3jP/8TjJ3JiLFtL5GWQktlLYsRz0KwNO8+XdmbJ/G1GO5\nN9endYqKzuJfrPaLeniV428bMWcFwl1g5X3XhgpvWxNf7OiSANW+524e7LqVoD98T6SQmx3e9Vpw\n/flSIqr71jH19JFsDPcn4cDH1TWczFDDTKIlNju6sxkuDmg/fYwrClEjRQH1LMUOY4qnI5kSqpru\ndCau47dXlJ8eo4YDmk8fvS/daVpx/w6FQKdz6E1J/UTivG0SiKeks3AwkZN/GMiE0vsC1K4Q13If\nuU3XoVZb1CYHo2UKaOX9rapOFvv5QniCOBBuQmtcGqGrZt9w5owSifFyjd4V4joe9xuptei8RF/d\n9fxEJO7tyxuB0QBlLS4KsOPsX9wIa4mQEGVQ9mVAsFRES0u0FNfp9sRgKsf463ZvLusCMXD5W8je\ndPu6yGqi+pA7UeR0IWwfGaJbIZKPf9wRbBzDl1KiU4/AK8XUVk0U1YGcsqtJDycM5OcFG0d20bH8\nTO9rGa0nPgSnBCJyRrD47SNDsBUndHHiKA7lXk0lsdLWl0lEN8KP6Fb8CKaQhb0aawkaixXphWx8\n178nJPe9CzdYyyaVvHNEc1E2Db+VLKN4bonmlvStTA/rpwZ/J5NPetErjdp+ConkTfrQi8Y9FOVf\nrvbEaHC5kT6A1Kc6TukmiUwGPfzTRR7BXUn69QI/bwnWLaOf3oGDzZNQzH2bjuy7guowwsV+DyfW\nlKcZTaJxcR9y5hz14zH1JMLkDc0oJP9wjKnkQ9wMevhlZBh+uWR36vdTmpTpDF+U2GEMDokvSbS0\nkW0rnJZAumbo420a8iMxrjWZoZ6l4h0IPOqnU/l9Kh/m6jglnJc9XKUxtaU8ihh/2/YHAXkNdOfQ\ndYfzlEhzj2RqalOP/FlKMwyoRwHlUYi3KIhuCrCOcNNRzSKqmZjvlJP+5oe83JmU5bg0ltNtJwuf\nakX6CcB0LCf9Wk70zjnB4K9uUb4v/EEtxjClNfrlO/Rii39xh3v2SAxteUn4+g5zMSf56cV+ugIk\nFuKjx0Tf3tCNM4IX13tnNNZSP52hL+d97aTwFP7lBjPfYu62Ig/NEtR6i4pC7C6HupHmNhBX8Hwt\nkNVyLfBXH8HtQiHFXeDh3W6latXK86KWG/RiI+8bJRuRQE9y3+K8blFxRDfOUFG0V0XZyQC3+Quh\ngs7J6f/oAPICdbdCrXeSZrrYYPtJ5pddv7abgfWEAI3upG3KBtK8dfdDTX6k8QqBUZpUE9+0pJfS\nIHZ/wt8+EqloNZY/FzPxHyx+KIsjqs8c8mHxWR/3oPsFX0n+UBfJAmkKgX6Sd30GzZ3ry+YVxYHh\n8M9alL0PkIM6U0RLt4+JCHpnsdNq30bm9/Bek0E9ErWRM9Ck0q9cHEgqapvA9lSzfSqae3/XS0UT\n+TmjFx3zH71ftE0t01E9lA7oNhG/xfqZoTjUlDMJ2VNWpoJqKljsfcLp8lNRIlkDmycPCye0aQ+3\nzKTopJr6tOOEehRgipZgUbH+KCG6qSiejjDbCv96Q36WiHyutoQXa7ph1GdGtbSJlBOZVUEXSMy0\nqSz12Ce62BDfNiJVfTqgSzx0bQkWJdtnCd6mJljUe/gqflegrMPfWWzkkV3UJBeldGzHmt2jkGYY\niEu4rwu1gaZ4lGGKjvI4phoL+RzPBWv2t1J6j+4ziioprunSABsYuWdP70t0dG3x1y3ZV0s52Uf3\n6bxibvNWFWbXoPOG4kgeY7CUfytY1URXFeU70S1DAAAgAElEQVSZnBLbVPgXUR/Ja+6v2wd3IOsb\nwfq7QSgLba8AUpscdzyV3zet/DkOoGlQQYBKU1QQ4MpS8nU8TxZZa3FnR0IEGyO4+GIljuGikpO5\nkqIfOxthFhv0OpdJwDnhJHTfHIYEEPrXG9xkuPe63EdHg3wu1btbgXTinnx+cirT2q5ENR3dYR9n\nXZRwMJGe4rykG6WoXUn1eCQLchphVoXc06YQ4ny1Rm8rbBLuV2Tbd0o0s34aKivMckv+G6diUms7\nga0OJ3LfIHxBv2na2USUWYEvhHPgo/6SoLpfW2np4E3H+gOz/0BEt67PppGRuckUybWQutXIo02k\nq7g5hOFri7KiOXdGNo7iyJFcQLgQwtjLHXd/QzH8Wk7DxVTL6asBvwWvsHg7TTOE9K2QtHUf67w9\n03i5LPzlTCIIvEJgGpxATOVM5LD3/EKbyD17u/7fm2nCflNpMoGI7uOnTSX8xu5E79vQZn8qpLLT\nsiHUo/tiHs3oK3nOnAF/aWlig6nk3wOY/rxj/kNJPe0iRdt3QEc3YBoI1pbFDySryCxg/RHYwBJf\nPXCfQX8Cr2Yh4V0ti/5pRHxVkT+KiS9LBi8K8keRkMihh3aOwU+uhXQzGpsEQrJaR3Hg4ZWSyIl1\nRLc19TggfrtFDyPaUYyuOhafJ4y/KigPQ4qZx+CFPJfhKpTNYS42/uI0loDEeU1xmoKC8nEoaaKr\nVly9vqZ4FhOsOuKLnbhvLQSLEhYQxP6+7LzN/J5f6CgPAzpfzI1ORQTLGq9XM5XHIfnMiNv9bc76\n44woNkTzZv93lh97WD9FddL73CaG7HXJ4kdjomVHdFVQzfqOZ+tYPR+QvqtpI0N0W+4VR83QI7wp\nH/R1JZLNRTUdqrNUHx4SfnMtKqGLG1SW4rY7VByjLm5wdYMaGIlhmMgiq3tyVXmZwDqrnfQJh7LI\nKRLc20uIY5F8Zono+28XdE+OMO/uZFKgt+8EPtz2uVNay/eMB9RPJuiqw6xLiXJ4fQttS/foEL0t\nRLr6+gJ1PJMAvOgAtSvRG4erGyG087KHZlL0cge+RI53R2P0tsSFHqqs6KYZOgroshDv9TUq9CST\n7Hgo/ALgX2+kfrNpYDIk+epGJgDP4NpOzGltJxWYfWuc6qxkMfVTl4sE0nL3Brdfcv3aTgbFVBNf\nSy9weaCxnpzYkytLuBA8/f4E7JSShNNUlEYoyC5a6kwx+aolXFria9lIdCfqIGXh6MeWYGvZPtLE\nc4upILkSNVF+aPbO3fJAYJTyQO4tvpWWsnokFZNdqHqXstt/TzSXhf6eXxi+dEQ3IgldfC6wULBz\n5Cea3SPF8jNRD+lWNqT8SGI47rsQto80bQLLT3X/b0tBTzVRxHf3IWWKcmz20lJrZPLYPDaMv7GE\nG+FdmozevyFmt+Kw90oUfWzGKzj4cyGnH/LSPUykWjFVKeuIbmra1MNf9yfY1vZF9500WXXyAXBx\nQP7BCBt6mMpiA8XgdSm+gl1FN4pRrZUDw91GYJdA3v7JdcfiBzHRTYWfW9rUY/hKlEL+sqQ87aOO\n/0J8QT0QUnf4osBUjmZgMJWlSTVeaWkTLdEKhSV+u6EZReiiwXma6r6qclVjSouuO8qRwSsl0VQ3\nFlN1qKbD29b4647x15UoiFKfcCVx2Lrq9nLBoz8pJABvYnCeInuxoZ4EBFuLv5L4DdVavG2znwS6\nQGAns8hBgSlanBIV1UNetucM7klO/zbHrdYyEURRn8fUT5nTsWwAvoctSuishNc1LW6zk2iHfiIQ\nfX4fVRH4qMFAFvwwEJNaXook9M1NH+MgxTr2rlcl9R3Jqm5w40GvOLKYVSGQzt1OFt0swdyuUHVD\ndZyhHp+ICuiDM7nnXuWEs3uoxo4S9MtL1GZHfZRJZMa2pBv0xTeHI/FBeFoyi0YD9M0SPV+K8us+\nsM8z8jzFsWwyRgvc1jSowO8jOzIhvJvewe6cQFOBL/HYF1eSiZT+CwoTxfen541UXKq+BnH+Izl1\n1wNZjFUHNpQTujNyqi7Hms2ZR3bZsfrAE6indzS3sWL8TcPiB5JztD0z6BZWH0sfwe1va6oDMY/p\nRgjd+wkgvr7PQ4LhC1HoBBtL9rajHinyI4m/cEZJN/KxeCJMKUqf4kgxfNWRfYcY1j6UULijP2lp\nY8fuTMxzNpTF2noC3zglgXzDVxZTyqSRveoX1Rp2J/JB83K3f76Sa0u4EjLbaWk7K6YyPd2XyWev\n5b5UX4jiPOE3ulC8GM3gYV9TbymGCFNZ1p8MyE9jvHVJm2i62FAehaKNryzbJ5HkAx2l5B9NqGbS\nHXAfv5z97JZm4OMvRYuty4biJCL72Q3lp8fsnkh0hPM18dsdR/94TnUQkLzJ8XYt+ZGPDTT1NN4T\n27q2+3L76K6lzXyKYzn1VgOZUpOLElNYojtx9NZjj92HQ7xtTXOY0kWGcNlQj7yed4HNRynD1xWm\n6GhSbx8xYQPD8nlGNfHwFwXxVdE/Px3+bY5u7d6roBpLOK+l7e/tTroWGicwVGuxvqiYMIrwtiB5\nJyS5bi3dJMEpxfKzhHBe7YUQD3Wpp1IbakcJbjrCZgH2s6ey4HnmfSDfJKM5Hu6JWP3sbB/bgO9h\nnx5Rn41RVS2L4igT1ZBnhHwdSNw1dYN9eiyneK1wzonCaNNPF6dHsmjfF8RXNVxc74PcnJEYDFXW\n8nfWW3E0ZwnRy7lAMUrtpaGcHoqq58mJwEt9wQxHU979Bx9Jp8ZvHGKjQKDNy54sLxvUd1cSzdGr\nivB6aWmfmNoOZeNzTSOy1R7+cieHPcdg+0iKSp6D++rLVvKd7ChFnZ3Iz/tL4ih+6cv+/Pnzp9/3\njefn569/xffCP5OrzjS6gTZUdL60eFUjzeQLqAegnCNYyamvnBramH3OULAR7L3pHczlWNEMBVZR\nnRTgBMu+eOZKWs+c0Qxf2D5nSP5eGyu2TxxeLoS21yf/FocKf9sTe1m/Yez1/uLgtYFsAqoPGV1+\nokmuJK303iQWrIRnyGeG+EYMX9tHRjKBnEhmg7Vje6YIl47diUwLXST1nvXIMfzm/c+rR4pgq7j8\nd2vin0eYWgjiJutJ6KnAQ1107y2QX+M7R34oz1UXigQ2WLN/vA91NRMhTYN5ThdmOE+x+3BAdCUm\nLedrwdZjiavYPQrIvqv2MMf60wGDl7IhlM8mxK/FpdnNhuhdxeB8QfV0ir8o6UKBDLrQ0B7F+BuP\n5KKHUpxj+pMVNurD5mI5M9lAYypRDplaDGVRbWkyj2jRUY2MBOhd5eSPU8K7pq/c1NjYwxqNri1t\nLNEl5VGIKfpJp2ixmU+baPxNJ6U7RYdpILprsLFPOYsI7yrwNeVZJu70foMojiNWHxkGrztsIFET\nXaSI3uXUBwmmtuweRwzPV7STGG9V0aUBXSSVico6Zn94R3WckTxw01k7lNfV3G1xRouLt+3E1NV2\nqNVGOnsnI65+P2bwOmD0Z7dyuo/jvgktwFzM0VkihrS62cM86h7H76ER13biTViucaczdNXQZbHA\nSXcbyAvc4XQff4Ix2I/P0LsKXbYyKUSBkPitpTlMCN4sxaMAEgi33Qm8VfTyUaXAhFJo/xeC9Ra/\n1aGzhtn/ERGMQoKrGjuIBJbTCYwTzO1GVFODhHaaSmFSHxZoIym/YTyE9RaWFe3xkOCbS5HpllJo\no3eFENatJLaqphWyvWll06gd7dHoe1+n75sM/jHwj/pfXwB/BvwUeAn8X3+td8UDXp0vuHl5II1R\n1VBTD4VUrkdyYrY+3P5IPqjWlykhmjs2TxW7x5JvpBykV5b0wpJeOGY/lVAvZSG7kGrKxXNNk8hm\n0oVSEhPfONbPW6K5LKDxrZTPg0wK8dwyfN1SHkgyqalFgXOfkhrNHeVMIJ/yQBHfOnaPFbtj07eR\nCYRUHmiKQ4FkVp9AfGNpEslPamP2tZteLhNJuJRN0N9CeKeoe7c0CHxlGsfoDyLpQriUhagei9Et\n/7BBWVFJFTNRMpUzxe5Ykz8SCW18LSU964/A2z2sAzk/FvikOMtoU0090MINRIbNBxGbJyHOaMJl\nQ/qmxM/llN4lHqZsSd9W1OOQLjRCsmkt6o+ffSMfZKXw1xW6rEm+XdBkvmDstWyueluK0ugqxylF\ncRxJwUx/BcuGcuZjqo566NEmBlNKOJyp5bkM7yq6LMCUIk3185bkbSlS1EDTpoZ6oGkyTTSviW5L\nTGWFu9q1xFc1wUq+775XoZr4NJkvp3ajUY2lTSWFtYt7yGnTcvRHJcm7SjYDIyU5XRZiA01wtRMz\nXeRj8pb6IBZi1Dq8dSnZTZFHMM/3hTkPdd3nPDmj+4pG874wyDkhO42hHvvsHlu2jwx2EEn+TuBj\nhwnV4xH2eArrLXpXCGRyPMWdzmhPxnKabjuJXTg9gK6je3aMXu2wB0O6LBAOwTlUIMF43eFYbmGQ\n7H0I7SjEjhK6g0yc8IlP+OVb2SDeXspm4xmU58lmBhK4FwbSY9CfvlVP5g5PNgwHBU0KpmxRVSPu\nZl/vX0uXxdJl3bR4t1txv9/K9GB6SbXaFbi6RhmN/4sLgYmsEz6gqqkfT1Hz5T5ED89AGNDNhvt7\nNovv3+R/6WRwfn7+BOD58+f/A/A/n5+f/0n/538Z+E/+Om+Kh7yKI0W4cXg7weyn5y3hRtPEimjh\n9tWR0/OO/NAQrIRDaFOFDUQhs/zUEN45Vh8ZNj+smfzYp0nNXi1UzCTnZ/aTjt2RYf6biuhWPAdt\nrBj+whPT153ICHW/bqhOsPtgrRl/LR0ATQrVFAZ/3uGU1HQOv3U440guJEcpWMrjCtaOzTONv5Up\nRzdCMKdvYPtEoyuBvlTHXj1076huMkU1ETLcK+Rk3/n3PgPwSpHggiiLdAvxtWbzsSU79xl/07J+\n6omUtHPoWsj04Tf0IXkKb+cYvJRJ4yGvyR/2BeVOIiD8lSxsNjAMvyloBz66aqnjkGbqkb7coqyl\nPkhoDiNsINBdsGzQdUd1khLVDe0np3ibSjaHezfoQUr0bsvuwxHxux27pxmxVtJONonAiXoIRIYK\nUI98gmVLcRz2bW+KNvWxXv/v9hWW9SzC1JZmGKI7SzULGfxiTTsIKU6ks7mN3iuxgrtazG55Q3Ea\nyUSRyPvQ33T4q4pqFuOMYvMsJH3XEN41VNNg7y6vJh7pm5LyOKQNNcl1jQ08tmcBg9cVeJr4zQYb\nScy3v5aaxuoko56lBMuKdiAbR/Rq+aCvq+odzXaU0IwiwrcrqYXUGt12QI1qWpKvF3z+ZYtNIoGC\ndrkkjBpD9PN32MkQhhntQYZZFRLaBqhUcpfe10/2KaZlQ/nRjPzvLJmvPCb/+4yDH/eBiEbvi2VU\nWaN6zjx4t5YsrLKVn991PRndwidPsc6J09cYicGYjlBVg9rmNI8meFUtm8P0ANXFHP13Unbj3d3g\n+spOlmu8JETX4oZWZdWrfSzN0RD/ZruvxTW3G+lzSGJUJjEderkRd/ZmJ4Y9ENd4/3u32sDRAS7y\n0esCO0wkpND7fvXfr3IE+J37jQDg/Pz8D4Af/ipvgn+W1+hbKWVP5l2v1JFwtdt/ybL6WFrHVAvl\nSO9VM+VM4iYGL2D0DWRvJI4hmjuGfx7QRYpiKqdwPxd4RZJEpTt4fN4bz/qF2Ns5Jl91YGHz4fus\nHmegGViSS8vukZCc5QFEN47Nmcf6Y3EK+7ks5LtjeZH8netlqkJgSy2lTBLlzFH82xuKQ4mniG7k\nNF+NFdsnskjXI0kmzV71+Uu7vq6yX/yLI0U1Un1xj/gudo9kE4vfiTJp9cxDWeFQ8sMeiksl8rs4\nVJi+Uc1UjmrysJOBHchpcf3Mo40N5XGMtyrxdg1d7OEvK6qDSJy2lWX92YBmGtMmhuimFNPgoqaL\nDF0fZ+ESSezs0oDdBxnNOMKFnhScK5Eet8OQ5G2OrlpMZQkuN3i7Rk5unaXtHcb3dZWmFC7IlJYu\n1HSRpH/eR1hEt2Xfr2AweSueh0+H4qNw0MYe/rpB1ZblZymqs5hSQtXiy1IqN4tOCN6yox6H8v4O\nDOPznciqR56k9q7knoZfrihOIrpAk15UeH03cnzbirjCisJk/elAuJZRQDNNJOm0s0Jmauk8uG/t\neqjrPhDOXC4I5jntQYpZ7dArgY1U3dBNBtgk7BvEaunt7fODXGjoTqeyWvmeuGm1EKl2mMiCupWN\n263WkldUS6NccLXj33/85/ytD79h/tuOdpwIBJRE7+9vm+N8T8xjTYu5XmIjUSo1j6bCdWSJCBaq\nlm6aCV+x2sLNncRqhAH+q5uewLWykVS1xJzXrchGgeKTGe54ills6AahPOZIYrxd4OOtSrhb7Yue\nVFnD4VQI7pEQwG6UCd+iFLQyOXjXK5onB2Ky+/QxeNL5rdoOlVc0JyOZPr7n+lWoIvv8+fP/GoGM\nLPCvAtH3f8s/+6ucCk7ubzpUZ9idSKzC6d+Hctp3Eb+VU241heIIpl9Iqqe/Eb9BfiSa+e2ZYvIL\ny+axpouFaN6cGeL5/SKqCVaipLGBtIWhhERef6QZvhCvwX1Ug27B32huf9sxPheFULD5C3LXlcJp\nh7NCOq8/hehaUQdS3bn8DOJrWP2gJbw1pG8d1d8oicOaYlbjliH1SOApU8HoF/L4ht8KL2E9WH1k\n6GKRh973M4haSfKJiiOFt1Ok7yzrDzSmEKgLID8yxH0tZhdIeuvg0rI9kwwjU4qc9+QPHjjDptfz\nD79rCeeVuG3rBt20tMcxXRjRploUN7UlWjjaSFJDt88SonkDSuFtatHlI2N/NcnIvrwj7ZvEVF6x\n+/yQ9MUK3bl9zWM7jPBWBfkHY9pEM/hmQzsIKQ/kxLV5GpJcNdhAIMdi5tPGAv01sWKwa6niEKyo\nglYfhARLOYnrVqo3B1+vaceR5CfFhsGbiuI0JrquUE0n/obCES5qshcbqqOE4KYAItYfBIy/6vDK\nTiCiyOy9Kqpp8Xcd4XVOOwhpM1/UQcYnmJfUhylh0zH5f95SfHpEeLmjPYjJT2P8TUv7aIC3FYi0\nGX4/0fhXvfS2J2ZHGXpT7NvBlHP7Rd3craV/IIlwkS9ppp639wKoWk7qLgwknycUB68eZDQnYzyj\nRdVzeCAQUttKVHWa8L/9N38b6ylO1xazqXo/Q/i+jtOTTCYs+0gHpxXtOEHXUh7jlBJXsFbCR9wt\ncZ4HxzOBccpSFulGcpZcIiopva1RndRimpe3hL0irT0aSVlOT37bLGTz+YjBz1e0z8/wr3p3dJ9T\nZCOPLgnwNhXklaiEhpkQz53FZiH+2zvcaNAXIxmCby7pzmbSaeDJ+/77rl9lM/gPgf8S+C+Qt94X\n/df+f73avnPAGR+vgCqC3akmubL9qRe8SvT0poRoI18zlUQ01COBX4KtZfKVLIDJteDxXaj23QRt\nqCTD6FiMYN5OTu3V6L5KU7iJNnX46z7hsBPJ5/Cd3Gd20bE5M9ge478nec3GYRqFt1VEdzIplBPF\n4BU44zj4I4NpBL+384DyZzHTuTigrY/EHnTidPZyUVFlbzrmP9KEC4G6Nk81bSqLbD0Wia0zMHgl\nZTrrD7SooJxMJBJZ4bj+XYW/kTIef+copgJFDd50NKnGaSHaH/K67w0Ib0q61KdNDdXTSV8fqojm\nLdFlLp0ADsZfrMifDKgOQoJ1J9lAjcWmPtXEo840w1eSYNrOMrrQiMPWDEi/XUInRsR2EJI/iiT4\nL/UIljXogOJRSvJqTZDJx2T4QrAE62vqoeb69x1/6/d/xh9ePMX8wxHXv5cyetFKwF1jRdLrHMnr\nNe0o6kneMdPzsofCapqBj9NKVFA91Ld5YojfNrKoJxo1lbPX6Fsps1l8HDH9YofaOfIz+X+b3ziQ\n0EMvlQiP0MjzsW6pjmK6SOOejNiczZj9yQoXeXiriqgTzkC1FpuGlIcR0fXDKgNcb+Si7aAoccNM\noJGy2ncUON9DGfnM6dVOjFR1A8Zg1qVIQscZ7TjCv1sJ6Xx0AIs13nyLajvqz8/wL4WM5m4lhqy6\nYfonC5mMNjmuqmGQotqObtyftKcjCcLLK6rPHxFcbUV+W/dEtFLYadr3XNR0BzGmzyFy373DPn+G\nG0ZSRWoDVBzIKVypnh+QA4E7GKOspR3HtJmPLgfC4SxzuiRg9ON3uNWGYJPtpbauD65TTYe3LkUY\nMMskD6loxJ28zdHWyvNZN7JJNC32YIwNDKbpCL54gwr+mmqi++v8/Pz6+fPn/z3w4fn5+Y+fP3+u\nz8/PH7ji6q9+BUshf9cfyMKXXVhWH4mRTFk4/OMdi88FdkjeSV5Pk4mUL7qT7H6Qhbs4ksXN1EIS\nB1sJfsOBVznKqSZcCFyjGyF/dSvZRijogDZxe6K2HkmRzurAYQOLKSVraPSNpR7IabxJZeH1Coe/\nEUK4PBC+oEklZjq96DuHC8fgG0M9kYW/C+T/V2OImz5yu3XgFMtPDONzSxfC5qn4A3Znav88mFp6\nEuqBEMTWyIa1eeYIVrrPSpIpw3p90mklZrRo7mgjTTHrm96mD/ua3kMb9/HRcdlJl/CqZvlJSnxb\nU54kjL9Y02YBm0+HZK9yNh8kqE4R3NVSPO5p0rcFw3VJfZTRjEO8XYu/qVGFpFm20xT/5TXhbUY1\nk45k/3bL9rMJnlH4fTx0Nwjxc5mAmoE4lJV1pO9qgmXIm90Y8w9HDL7r8AqLKYQ4rg7FGNemHl2U\n9dCbJb1ymLzFOMf2WUq4aNG+wssbWYjvauIrS/40xdt1eLmlCzTrZx4HPy1wniLYWJph0MNIfYTH\ntsN6iiYzBMua6tQQ3zR4q4ImGxCsWvzbHMiESG0txdMBwaKmHcUUxwHDn8xJ393tidWHulRevv/1\nPk65j3MgEphENa3ENVeNLNx3KzGrdbYvc1+h8gp/V6Lu4SEL7nAsE4NnCL5bQN7j+YcTmSqUQm1z\nuukQbR0q8GVx3RViCAOZQoyhOR4R/PQ7mI3x76TTuDmbonMpWVK9msi7Xktkte/BIMHMN3QHA5pB\ngHIO64ukNbwSR7XzjbzvlhvsZIhZV+hC+CWdN6i2w7/dSn7QOEPdrvatZKrtUG0nuH9eiWHO9Oa5\nopaNajbCaY2dDSSyJJev610lOV8OvNmEevL98N9fyhk8f/78PwL+CfA/9V/6H58/f/6f/ZXfEQ98\ntamYxAavpa3s+ncVyTtptBq+all/HFMPFcltRzVRjL+xosOvxFQ2eG1xCsqJyDPTK5kKTC0jv19I\n8mkbKtJLyTHqQkX+yLL6RBHfWOqJKHFUC+l3mvhKFt3oxhFfKsZfKsZfiBrIVJIiWhz2GUkDqeFs\nUim4CVeW8E4WYD+XjKLtE009gPXHcn+jr3s+pJL/7xWS59OkMs3YQKaBNnnffbz+SNRGAOHG7mGN\n4kihnOPwz1uaTPKHksu+n+FNR5PKRGN9kcEGa0e07AjXHUnfj+w/rAKRzYdyUqsmPm0WyEIaaupx\nwMk/WtLGHuG8ZPdBRpd4BOuO3eOEYN0RX2xRzlFPQskyij3qo0zUQnlLPfLpEk+Cu0If58mHqDoI\n8HKLP99h05BwLpxDM+z7DOx7XsTftGzPArpIs30UcPinltXffcz0ywavsDSpoRkaqsOIemD6k74j\nWAiH4G8a6W0uGsnM7xxeLtBMcSykdZOJnDVc9sFyfXz25Kua5WcxTeYRbOS96+8kbgPA2zT4245w\n2VKPAkZfruTnng3QjaWa+nSDEG/bUJ5m1Mcp0VWObjq8VcHoDy+wA4E2quPkYV/YHo5xu17n33ao\nLIXHJ6Lx78PeusQTg59SuNEA53vYNMa8vZWKyGFMezSk6esc72EmO87EQex77zONnBMlWVEJ1Nj7\nEdwuh/lCJoS1ZL7YyUCiQd7MsY+PZPFebbHDBP9igVntUE1Le5DiQg+bSKw6Vb3frFTVEF5Kc52p\nOuLXK3Qt8FKXeDSzBDdMyT8c0szk+W0niSSiDhOZKvJK+hdOp/uYa7feiFfCKHneqhrVWGm6Mxrn\ne7TDSHqhiwZvUaBfX4uyqWoIr7YCcxlF8M3l975MvwqB/F8BvwXc9H/+O8B//ld/Rzzsda93rwf9\npvACdo96CGcsevv00nL3uRCiTazwSjGCSWqnyCStJ8Uy/k7iovNDiZouJ9JmZn2BT7w+f+jwj8D6\njsXnGn+t8DaKLmZfuQn99LCwQtj2IXimkhN5sBEfQrh0ZN85rJG00M1TTT2WzaE47CeYG8f0vAOn\nuPmb9y1tkjbqF47ply1dJBuY+B16AluJ2zi+dUzO3Z5A7nw5Va4+1sQ3vbv4wBDdSi2n6WXXdSrw\nyvZMqkSjuSw+daYlhyeAgy8aotuHJZCTK8E0pfnL0Aw94jc7dOfYfDKgSaUv2BQWk7fSE1BYvLJj\n+cMR1jdsnvpYo/Hned9t3MnGsWrIjwK2n0rdYPBqTpeFJBcFTSaLlV7uxNz1zS3x2y31oahU7ktu\ncI7Jl1uCVUt5oIluakbflPjrmnBeMfh2SzhvJNl201HMfLaPAkkDddLt7F+uRP5nNLpyFCcR0U1J\nG4kvwF+3hIuKJvP6Wk5NfLHFyxuGr2q6oA83HEr0tanlta2ngSwaWtrxytMMb9cIIT4vyb5ZS/ZS\nI3lJ1lOURwld7KPeSXZNl/q4Ybo32T3YdW/u0gq3zbGDGFeUslAnMVQ1Zr4heDUnvC6wWUw3imln\nA5xv6E5nNE9m4gFoLf6bOd0gojzN0OtcWsOGkhyq0gSiUHqNxwPR3jsJf6NuaD86RWVSSmMfHwJy\nwnZJSDcbob5+LQF6w5R2GMnzMhVsXsht8SGYu7UU1PSNajaSAD6zraRq9KMxNuiBl86hK+Grktcb\n/EVBl/p4Nxtc4ElAXt9fbNNY+gvuXc1T6Yo2840Q31Eor1Mo/6m6wZ/vcKGHXu2oj1Ls4yORyvbJ\nqV0WoO82Is39nutX4QxW5+fn+fPnz3O3XKAAACAASURBVAE4Pz8vnj9//tcKInj+/Pm/AfyvwM/6\nL/0E+G+BvwsY4B3wn56fn//lvXtOohY2n3Qc/lPN4vcahj8LaCMxj8W56JWTK+kath5YIz4Ep8Vw\nBnLqzb6z5DPJsbmfOPJTxfTLjmqgCTYd+aFHemlpI8XwG9kQ1p844sv3EFIxlVNcsHV4pSW+6XsK\nTF9feSfYvJfD7b/WMPoziQy2nngAdmcy3bSJ3IOfW+5+YEjfyGbTJqJgagaK1YcafydqH38H459D\nMxRfAQ7KQ5lO/G3fp4xwKl7hOP5xQzU0Ahllsrg4/ReMZr0Rzqn3vgbdsY8+CHaO7YlHet096Oua\nH/UZ7q3DX1cyGQwD/HVNcGcpj+J97o6pOrxceILWGfzCsjsLOfwDKVbPnw5JvttgY5ELW0+Rvi2x\ngaF4lNE8HzE8X+E8zeDn/y97bxZrW7bed/3GGLOfq1+7P22dqrq76t7r3rElHEKCiEiU5IUICSlE\nEQgk+8EICAoPfkl4IeYhESgEhJAiCEEEHhCxRIwSlDiJ4osd29e+Xe1qTtWp0+x+r372cwwevrnX\nuZDc41P2uYQHD+no7HbtufdcazTf9////jNRiij5+cWjne2uPKjbLdNnczcivqyxnmLy7VK+xleE\nXeO63Imp+vI3DuY10YtaMNWfnuEdTNFn17LjjUXzHs5Kykkop5tVi2pdp0LyaGJplPvrlnosJ4L4\n+QaTedQDH2Uh2w/xsm7ithDOSxbvJoJQOTRMalk0y/1kS4EFiC4l9yE7ivByhUpjqv2BqKt2Evzv\nir18E/f2tuyk4ljknxczHEj05HggWIlUtPbC1zGYlaAo6r0+urF417KLN3MJg/HO53gXivrORFzd\npyvceo27eyjlnMCHS8FgOGPEB+CcPE5R4pxDfy69EZUVqFqmwva9h1CKo9e/3qCqmno4JLpa4le1\nBMlM5B4C0tRd5OL2HcTU/YB6YOh9tMDGvlBri05o0dFanW/wL9dSypmvxcSWxlK6WnSEyi7cppn2\n8G5EPXWLw/Yv110PpY/tR+hljqocze4AfykyYnW6EP9Gl2Fhp4OtFPd7jdc5GVwdHx//GSA+Pj7+\n0ePj45/n5SnhdzJ+6eTk5A92/34W+E+A//Lk5ORfBD4G/u3XeZDec4u/dhz8I5FLTn/ZZ/BZSxtB\n0ZVidO1YvK2IbyzRXCby9EwMRrcu297zFmUh2MiLKlg6rn7cMvmO1GCHnwkTJj1rCBdScmpDJbGW\nO7XIWhM5OdxSSzdHsoP2ckc1Umzuifqm6osBrZgqeicB/act1VCopKaEvX8iJjVdd9A7JdkJ0iAW\nIxpKrjtYSoCNauTEke+LGsLLZEKPLhXrhy2r+xp/LdfVeyEIinJoKEcKL7dE83abc9DEInm9RXmb\nyhFfS6no9iRmva6vspGF5E3e19uSiMkaqlGAlwl332m1LSEpJ3+DchqhKyvo6lVNE2riy5rNWwOq\ncUh0kZMf9cgPItJnGTaQJq1qrJRrrmvapNu1LzeihXeSaaErYQs1iWZx3N86kL3Cku/6eEVLMC9B\nQfxshc4qSWCbl4SzhugiR2c1xVFCk3q4RmSj7d1dbC9ElbUwgHYESLdlTjUOb9MQXuV4uSXbk91+\n3fdoYkV+J2X5KMbLWoJViymtOJKhc8nLc773eMXkA1msFu8kXc6BYEbyfWleVpOA5FQax9l7+wRP\nriTQZ5ZTD/4paunv6t6aMwGkufUaN5P0MEaDjvtvRYI5W26pmnotkDg7iAlezLsksUDKTc7R7Egp\nyQ4SzKYiuM5RG5nY9fUc5qLEUV2uskpi9DpD5SU27bhGUYi61d13TVoXSaqavphhhwlqLaqn8Okc\nF4fUd0aSF1DUtGnwsj4PeMsCvcwJz9ekHy+p9lJ0VuHfZFsIoBBbFWYhO3lVS/KaK8Rhj9bbk0x7\nIKAz72olv4e1kuvQNdvtqI9ei3IsfzTB9WJ0ITkIeplD0jmu8wpnFG0vfGmS+x7jdRaDnwZ+H9AH\n/lsgBv6d1/i+1x1/EPhb3du/APwrr/NNoq+XJ3+4kN10viM75XDm2Oxrei/kyVWMBF/gjITZm0pe\nGH4uCIcmVmwOZKccLlr2vqYkU3iqyfYD0XX3JdvWeVICmn6rZfoPAsKFFcPRxuJ1xpXBZ63wezpS\najCTvkA5oWscAw5u3hNS6PgDaT5v9g1tJJGYTSpsJGU72J6RRUBXkO9KQzd9IaUd1UrWQtsF3Csr\nC8zkG5reM7st/yTnJflEeg66husv+9y87+Gv5XFuJ+PNkRKswsyxOfCIb+Tryy4Ap4kU5UBty2Jv\n6r6mZ3KhTeqJQ7jvgxbnqr/psCBdopeXN2yOQppJSjkJ6T/JCE9X9D5e4C9FAhgsKnTpKPYiSSBT\nSJpZYITd31p5sR5OaCYp1b4A6fyLFf3v3DD49pz+kwJddz2X65r+443UbFcFurJUeynNOJF+RNlS\n9z3yo5hmGBKd55LC9uBAWDWtJGK1w5jiTg8vb6n7PjZQLO+J4sa7XpPdSQhmFf1PN3jrmug8p/ck\nI7wpxSkcaPxlRRtqysnLF/jsvRjlID9MyfZ8nIHJb86oBoY66bT+RUu2F2B9JUqToiH5+ufgScJb\n2wvxZ78ttfQL3dtbxLLq9WBnLOlbpTRk1UbUOoSBoK6tFd5Op5ZpJz102XRyVFHoeJ+cUt2diPnL\nue33tO89ECXRaIDqOP/ucE/iJDt4m/7k6XZStNOuUV43cH4JTYsdxNgd6UlIWcaXJvR8JR6MLnio\njT0Wx30W7w2pd1OaUUy926Pth9BFsrY9QVKYrEKvxSXsAk9S5yy041QkqJOhhO9U0jy308EWR6Fa\n+d2oG8mKjgLpe/mG4u1dTFbjr+Qk06YhLvDkmkHKc85R7ERbgumrhnKv8UVvanRHzr+K7CYmwF8A\n/sbJycle9/m3gb9+cnLyL/w2D/X/3UX/3vjthnpT9/XxZ5fu0cPd7/Pl/t54zaHgzbxmP/vwzD38\n0sH3/YJ/b7zW+J7YgFeB6p7yikn35OTklSC77zE+Qp5M/zPwCPh7/69reG2+wfGf/8s4A71nLy+x\nDV4aqtJTCbhXVk4OTkst/Oz3W+7+HTlF1D3R5RcTLWyfUDKIo8uC9b2YpNupViOfxVse4dwRzVpm\nX/IIltJ81pU4joOV5Cl/4y//B/zov/uXuvhJyTW4TT27/HFx+pouUB770vfguvLP8r2WvX8s6oFi\nKv2N5EzKOYKJ6L7WSfhM76kjXFpxC1ciBY2vpc4fzS3FSJNeNPyDX/hz/Pi/9ZcYfF6yvB9KKSju\nQnAuHOWwi9eMFXT5zl7uuuB1MdjFF1ImujWx4eA3/uv/8I3d15/51/4K/8ev/wX+yFd/TsiTw4Tb\nPNrsMCZ9llGNQ9kVR55gIG6x17XFbGps4nP5Iwn7v7zABp5gqi3out2GyUdnG6ppTPh0TrPTk4Qw\nrTCLnOztMf6qkXD02BM+0sryS//7n+MP/eG/iD8vsJEvaIpFTRsavHVFm8huzGS1KM8SD1qHf7HC\nDhM2dxMGv3lO+WBCNRBPQTY1DD+tcJrtacYscoo7A8KLDcVRH+upLa3Ueprzn0zZ+UaJso5qIF6K\nX/nrf5Y/8Mf+M3TXcwAIZhXLt2Kmv34jvYDdhOX9kORKFC7ZnmHwpGJz6BOsLN5GTtFel5n8d//h\nz93elt/1vf3pP/GX+cWTn+eP3vlZXFGKMujBvoDrQl8UQYmUaLYRkMiJV8orjSAilrkA6vICuzfG\nRoInUZviJaiuQzzbJEBvStn1h8HWgf3d3gas5W8//c/5o4/+LM4zEPiUh30pC0U+6oVUw1UYdqlp\nSsJzfA8XBlz/2JjZV+Ct/1Vq8d7lUjASeYHrS/ym9Q02NATnq62rWM831EdD/A+eC/DuaF/UQ87J\nKWCxgmGfX/zgL/IH/8jPE3/rhZSJRv1tM96lEXq+xiWRJJkVNapsxeDnHO3uEJ1VIo89GuNdSY/i\nF7/zn37P+/SqBvLv/+1u8hcdJycnz4G/2b37yfHx8Rnw+46Pj+OTk5McuAO8eJ3H6j8RlEO+IxP/\n4l2IzwWzHN3I5JaeiePY1NJQi68s9/82bA40yWVL5sw2gWxzKLjo+DSj2I/pPc07SZcm/eCKqr9H\nelpRDaWs4m9k8o+vLflEUYyFZgoyya6mSjIAasfibS2TTSFAOV1LEE9xIH4HpyF9JqWf4bcNYLn+\nAUjOpIaf72nqVOFvwCmpmd8G4SgLlz9kGH7i8HKLn4s7GgV1okjPxa0L4plwSlRS/aeW0kL/c8vV\nD5qt/LQaIvTUsisLRbLY6Uoa2OGNuJjja7udiN/Ufb1N2LKhD6kcsW++2mfyzRXxhQTBt4EmqFsM\nQNTB4kqLTTyR1p0viC8j6lGEPy+ggNW7fcKbGn/dUI26pl7WUDwcdwgGwVvUD0ZE55k4UbvQmXKU\nbDkxy/sB/Q6hbX0l+vOy6fAOslB7oe7KUy1t5JG9MyE6z4iuKoqHU4qpJ+lqPY/eaUMba6KzDBv5\ntKE4X3XrqHZTaWCvatpIfrf8MGL4afMyee28wNvIIhQ/X9GmIVhPsh58Tbhqye/2Jd2tsoQrKyls\ngDMh+Y4vyJLKCf4iFFicKV6qid7Evb31GQDbHGNxxRqZoHvJdoLEgn+1Jr8/JPnwkuz9PQn6uVxJ\nhkAYiDw1rzCtk6B6Kxsu15fNQzOS7Ip6p4fJKmzk412tseM+qoxwNwsYSvMVkOtoLVYLVRbn0IsN\nDPrd30qAh27Qg7KiORzjffiUna817P79cmsQq+6MBS2yFOmpOZuhOwVQvdPDv1pTHg4Iyvolxvpw\nbyt/bXeHmKslaE3bxZ7G3znbykxv8wpcFKDPb6i+dEjw5Bod+uh1LtgMF0vfa5kL70hrdG1xSSi+\nhFeM79kzODk5eXJycvIEOAP+OPAz3fsHwPkrH/V7jOPj4z91fHz8H3VvHwD7wF8D/mT3JX8S+MXX\neSzdyIScnEu9PT5X3W694/r4kjgWzp1kDWtR09wcexIk72QivfmyoUoV/aetTKCDkDo1LN5O0HmD\nySqavQHDkxWruyGrO9LMu5W0FiMlOOpKJnqA9V0noTc7itU9MX7l+47wShq1QdfQTZ+DvxRkhDOy\n028SWLyjGZ3I6WH2A5b+U8lgbsPbE4FwkPpPW3TtSF9IHnKwbKVv0siLI1xaqoGhHMuT6eoHFav7\nwXahaEPF5Y9ooZ52ptPhY7sNrQlvHPGVI5zJ6cHbdKE4oUh6byMX39R99RZyEW0vELdw6+g/ragH\noSh3Yk8mxySgSX2Cyw3x87W4eS9kEm/2h9JczRraJMDGEjpvSosuG5InS0xedzJFh7+oKMcedV/+\nRtndlNU7PZbv9GkSn9E3ZphSdmPjD7JtHvLiLU/0+K3IQ4uRIZg3hBe5LAJHMco5ovOM9Vs96r5H\nMfXIdg3+rBB58KZBtbB6u08bGtpYs3oYb+M5dW1RlcVblSzf6RHMG7zcomtLeF1gQ0PbcZPaXsjl\nj6VCflWK+TuhnCS1oo2EOZS8yNFlQ34Q4a9b0ucF8XlBdJmzOZKFuIk0wdVL1cmbuLd2Lk1j1+34\n3WYjyhalBAKXl+B7mGWFN8up9vuE1wXtzoD48xVmWcoi0OGubxEO1E3XjPW7E4V7aTSzTib4wMMs\nCmwSkh+lEmCjFO2oS0IDXBSyeW9PkB7Xmy322cWhGNSKSiZ8rXD9VBzPw8FWUeSWK2hbzLrCm+fo\n+QpztcCO+lLz11BOfAHuPb5ELzaookSliaCunZMmei75z0Qh5vI2MMfhAh+3yXFJiE1jMeaFAWZZ\nsXl/XxbWJJSTUNPiIg/bl7zvdtKTnIbGSgP7FeN1Gsh/FXgb+EPd+z/KSwPaFx1/C/iXjo+P/yHw\nvwE/A/wc8Ge6j02A/+51HujWBBYuLNVAsXrL0gZgA2kuBysBuYnKAsYf1SL56xLQNgcG60PvcynT\nrA8NppAc3jpWRPOW7H5K2wvI90Pm7/dR1hEsHdVA2Eh1T8LqFz9UoRu2SVjpc0W2L7tvf91lKrtO\nJTSEomviru/JtYGY6JqeNI/T5xJ1qSwMPzDiLyi6cpcSB7TpnNG3TdyDr60pxx7xlSWYN+x8fSXN\n9VlDclFtr6tOFZPvNFR9kZ1Gl9Io1rVgKppYvBX5riifrIH5DzTfFRIk+cd1XxRbb/K+qkL0/Car\naHo+9Tjq8gAErQBglhXOU/LxYdcY6xrL1a5IQHVlqYcBN1+OaHo+Xi4S1GIvptxLaYYh2f1UwmvG\nAemLkjrVmLLFFJbkrMLUkl6WPRhsfQY2lB3k7L2I3a93DeRdkbs6DZsjn81bPaqh5BFbo2mTgHDW\nYANF+qxg/GFJPY6ILkrqxCO8yul9tqGNRKAQLmSB17WljTW6bqlHEcl5hSkaTNawuhtw85Ue87ej\nraKrnIb0nzUEGysTe2ce9NeNKKciTbET0fYCQVSMBPudHQpbv4k0umrpf7KSxucbfM3q8a20VHT7\najSUskyHZnBG04xiiQP1NP68oB6K6krVjahiygq7M8QeTFGbnHq3102SWZdQ1sgiYTRmUaDzGu9y\nhcmEYmpjj+TjG/SqoH7rADPb0HYnA71Yk3wiMtStJ+EWGx350DRy6mitXE/diMb/2fnWeIYxW0R2\nfX9HPn960S0mNcnnG2zi49YbkSE/2u3KTUbiMqMQNV/hikLKZLcY8Q7kx540n3VWSBkqjdFlTbCo\nqHeSjrBqcXGAOb3BXC1lQ9GVitCIw/kV43V8Bu+dnJz81PHx8d8DODk5+a86V/IXHicnJyvgT/wz\nPvWHv+hjZfsa1UI5FJ389DcVxURtK5jr+zD4WMpFbQy68QS49rTFKyym1BRjTXaomH6zwV83FDs+\nm33D5Ds5N1+O2fn6mmI3ouxrUQONFKOPK+pegDOK6MZSDhXxuS9Yh87tHV9ZmlQzf0fTeyq9i/SF\nTPBeIcE6upLAemfkFKMaOPjllvWhkZ3uXL4vmsnPsJ54FoAuzlMz/LQFB9EMZscpyVVDMZKSRd33\nJMynpxk+lh2Q9UVKe/UDHnXf4WcywWe7LxeVViGM+1x6MF7uGP2WR7YvfgbdyCIRPXfbRKw3dV+b\nHXmyVuOI+OkSrKW9PyR+uqQZJzQ9n2Y3pBwYye/t+djQdD0Uh7eqKaciK7Whx/Qbwv6xnsJfSUmn\nGYQSDr9s0EWLLhps4jP4aEV+lGIKUX9El7A5ConXNUW3yJQTn2ChmHwzo5oEmFzKRcGsQle2yxcQ\nbPTg05xyJ8DkwnqqeproAryskWv2NTZ4KZntf7qRPkhg0K2l9TWtr+SkOjCsDw1eJt6TaiiKNC8X\ntzpA8nRNfpRS9wzRrEG34q2oRj7xacb6To/+ZwVmU6MiD2/TkB8kbPYN6XPL5BsLqmnM/N7gZU/o\nTd3bWzdtGHScnUbcv/1U4GpJJL2Wdb4Fs3mbWko1SiSXWAvrHJdGtHsjgmc3W92+fnYp4TK+jytK\ntGdEt99a2tBDebenrBo7TPHP5hKysxZZrh13k+St7v82GyGNUUWN22S46Qidd2linoGr+cudvVYw\nX6F8D7XO8AvBQTRv3xHcRFmJ9r+1uLv7qNmK8LNryAtMVeN2x7jTS9yDQ9TzSzmF5MX2b4a1qMUa\ns9bCeRoPBKFhHX4uGRftzgA9W6NOr3CDHi4J8WaZIDD2J+i5OKpfNV7nZHCLpnQAx8fHKSIv/ec6\ngoUjORf/gL+UibhJRX/vbcDkis0dRf9ZS7BwW0jd+o6hGN/KtsDb0B2jLVWqCReWuu+TXLbkB7Eg\nikN5EUqpRsxI1pdJtBrI6uM8KaVA524+lxPI8pEiWMukUewIuiJYgVdI7yBYdN9TOvKpoRwrlu/K\n+9YXsqqyki1wmx8QLhzDxy3RRSmhPdYx+jgHB73nFaZ0xOcF4byh/7Ta7qp1LfgNU8DgMV0Cm8RX\ntiFUA1g/FBmp9buTjpO3TSnejGAuCJDsUHhKb3LoXJ5q4WVGPUnI3hqhHFvJZ90zOKNIz2vi75wS\nPZljjZKJ7ShF1y3x8w3VOBQH76YiOs+2Es62F7zENAdayKHDkHw/5PqHh0SXBXXfSOPZKMkE8AUj\nARDMxfXsjCK6KGTRTQ0370tzsRoFBDc58XUjUZPmNl+hpPdMGrpNInyjNpCQnsFHK0zlKKeRyJ89\nJY3roYe/7rKQGxh9VBGuLP7Gsr5vKX4ow/oQzmWhryaxZFcEbIOc/LWUx8ppRLC2VKOAehKxeigl\nrPj5hvGHJdY3ZPd6cuqctaSfrd/ofd0mhDknOQXrDe7WDVtWkjORlduFQG1yvNOZLAKdrJLWiilr\nlaNna9xiJbv1MEBpLfJVrXCF9CCa3QHlgylt6ktjdVPikq7p6nvyfbeBNuMYvcplZ1/Vck1xKDty\nz2C/dB91KYuW7WikzbtH22tS67y71nbbrKZt8V7c0A4jCagvOyR6WW/zje3+RBa7F+eoXoq+nEuu\ncd1IwxqB/Km8xPUT2r2RXFPd4AKf+u5UUBjrTIKZ0gjl+9hBLK7swMON+qgnp1CU6IvZK2/T6ywG\n/8vx8fH/CTw6Pj7+L4CvA3/jiz8j3uzI96Qef/2+YfikZvmOIzlzhHNLPYDpt1vGJ+2WA6ScTGi9\nFy2TX78huaiIbyy9F3IsD55cEc1byoHsIkxuhe0y0RRTxexdj3KguPoBH6dfngKChcMGUn4pRzI5\nzr5kaFJFsBS1z+bQdCA46S1AZwybSx9g9Uh2exKz6dj5DQm38XKHV0g5afG25DWkZw3hvEHXbpvS\n1YRqyy9pI0Odas5/IqUceVQjD9f5B8K5xc8cvRfSFyimAqGrRrJYhjeO8Fq8BFVfFjVnoI2l/La5\n1+JvBG09fGzpnb5ZbIG5ktpymwSYrCJ+vsbkLd68FHbMsqH/zStM2bL8yXtkj8Y4o8RA9WRJPQyp\npkIfjc4yyZitW/wXM+JnK7x5gX9TUOwE1D3TnbYUXmYZflJQ9wP8VUs5DWlSw+peKHnD16JZb1JD\n/GKDsq4r0xi83KIsrA+lkXs7KVtPFvHNkU89CCnHPtGspZj6NKlHeJGDhcXxoFOUGcpxgClb6ffM\nGgHkWUf60U3HMbLoyjI6Uez+QsTo42YL91s+CHBK7rG3aYluKry87VAZgrsIr0v8ZcXwozVN6tMM\nO2VWbIifbcj2faLTNfmdVwenf+HxXeYuPCM+gEwar3Z/gl5tZALLS5phTDsZdOExWjwBThK9CLvF\nPC9Rw76UcXxPlESl7OB5cAd8D/98QfB8TvjZtSSrpaE4nfspKitohpE4egH/coNNY1CK/Ct3qB/u\nYwfyAlfrTDhISSxlmoW4f3UuLmdXFLg8x+6Oto1kqlpODErhnS9kR64UZlNho0AWgKo7+QBqPBJP\nQ1WLEa9pXvokIk8WoV4kv2N3snJJKH2vUhYgtc5Rzy+kubzIUKuN+DCen28RHa599ev1dailf+X4\n+Pj/QowmJfBvnJyc/NoXfT686ZHvWXZ+Q3bdAPtfc+jWYQpL75lidccw/LRhc6gZfG5JXhR484Kb\nHx1THPUlIKWywoQJFO3+CH/dEmsJDrGeIp9KPV2dS4/gFtfQ6zIAnIHVQxh+Ij0Bv4uBHDyxqBau\nv6oIZxIU038i5YJgKTjsaqjIA1kAJt9E5GCRwnZlI5OL09fPpNHcpN3HPEUda6nb349pQ0VyXlMN\nfepEzFnxZU0bBlQ9TXresLort7kc6y3Yzt844gtLdqAZf9tRp3JaaWP5Fyzk1GC7RcJpCBa6C2dR\nWF9t8x7e1Kge7Mi9PZCksFsCaJv6223LzU/sMvrWiv7pkma3L3yXyGd1PKL3eIUqa5pRgmpbyrtD\nwtMV1d0JTSKB9aZsiS/KbWCNsqIaqkY+/qqh7nuE10KVxCWYTU32qDMnOWn2xlcV/c8rorlhec9j\n8eWW4NrQJB47X8+wvo+uWpR1DD4tKXYCvKwlOl3DnT7+vKQZhujakpxXbA4DwkVLPpVSZu9zIbHe\nfMXQe+IYPdaoxuEiycQdPq4weUOTeJRTaWKOP8zxZhnlYZ98Txa1YCESXF22JGeVyF0LUQ3pRqS4\nxX4s+JLDhGjW4rQmWNT/1L35XY3vOhm40EfnJbaXvAxyNwZztcT5Ht7lUibZqGsYl9VLlIJz8rn5\nEsoSd7CLzgrawwnm2SUqjlGzJa4ssQe7Ep4T+tKM7UpH9U5CUDfosqG+v7O9Lr1Y4/oJ0ZOZNH27\nj2O7ZLOmRV8taHdHAq5zDrfawN5UrjMrcc9OUQd7gtyoG9qDDqhX1qisoLo3xT95LhLRQQpXc5gM\nsb1QXMOjvpycxoOXjupVAYGPnq2x/QTXxYU6X3oULjSwVuAs7O9QHgiTSg0TUSbtTakOhvhni9/2\nNr0OtVQBt06gANj5Is+D79fY/TUwtSPf0ZQDkeQJuM4w+LSQwJGeZvRxia4lJ1fVDaMP1nhZQ7Eb\nEF6X5FNN70lGsRcLk0VB2dfkE0FM5xPpTeiO2eNlosSJLxzlxDF4TIePeHlaAJnQk9OOHmqkzq8s\noBBYXi2u32ApEZ3zY8DJbtx6qisTKVofwqUjfWGxASweepQDYeJ4haX/VHbNbSjqnjZUXP1gSHzd\nEKwtdaqJb7qYy1weM5w7/LUsDqZ86XBevCsLly7ZwvfW9+SaTfUSxmcqt8VTvNHR8Vji80IQ0gqq\nSbT9uCla+k9LqmmEHcRUQ59mV+R/g195Jsd16/BPZ9gkIHp8BaeXeMuC6GyDPysw6xJdSOOt6Qll\n1CmFycVrUA4kQaqaRlvshWpuMdEN0U0tE7MnKWP+xjE4MZSHNfG1KIucVizeTfFXLbpqCZaiTll8\neYQpLU0vIDsIKMcB67vBNjVt+DhHNw4bGMJZw8HXapLLljoVDXrdNySfdY3BStzOuru29d2I8rCP\nt6rEXb+qt5JYFHhrERHk+yF1N8nNfAAAIABJREFU3+AtSvKDRFDLN6Uo0Iz83t7szeYZtEeCVqBu\n0NfLbe1aNaKCud3d10dD7LgnE91sKZ6Brpxj+7G4dZ+dyU4XUOfXuNUG/eHnuLKSz7dCRK13E+y4\nhx33aA8nUv9fZ3irEtuPMLMN3lx+z9V7E/E7dI3j8r683477siBUNXY6wE4HqLal3h+KW7rLQbjF\nZOjpZFtmIsuh6RLP6gYXhfizbsLPCtR8BXsTKSlZJHozEx4Tl7Ptc/52USDw0RtpjOtVQRt7mOsV\n9TDCxSF2Io8bfesZ3tOrbd6xykuC5zPpMZSvRr69TpnofwD+Y2CKLAo/d3x8/Ne+wHPh+zKEuCmm\nrnKkyPZkggzWsvNpAzlq57sB/Q/nYmCJfFF5hEYojrHsmNcPUzb7HtndBF2JiauNlKiRdCfl7LKG\nTSVNaaeg/5k08db3hBB6Wyaqky4DIJYThWj7hVBaDqVs5W8c5bgjmM4cwVwYRrfEUusr4iu5jmKk\nufmyqJd03WGmn0iDaf5OiPNE2RPNW/yNJT2zlAMpYdxiNUAYSsm5ZCnMj9mWFZSVfoD16DAF4K9l\nQdv/VSkN1akA8G6JqNG12+bvvulxm3jmFPiLSoxFtcWGBl22+OuaphcI1TM05Hf6tLsjmt0B1eEA\nmhYzk0xad29fatV1S7UbC6/oKKUaBrS+6hZeSQ4Tg6Ll5v1Yau0DIxLHWzbRuuq4VoZiIoqhNoLd\n38h4529I+S6cCR6g97yimHq0iUc18GgSTbBoKaZCDo2uaoJFzeBxLtykSLN8K0I3DrMqhHN0mZF+\nMmOz71HshgLa6wXUPU09DElOc5ru2uQ0qCl3IwYfriQ72jdsjgI2d2M291JM0ZK8yCkHhtlXB+ha\nNgv5foT1VYdDMWzeHrzR+6k7fk+z06e+N5XJvqqxvUgmS09KQt5MMgZUVgqbp1PutEOpgavlBjUc\nCO45DLF392DUl534eCiN6STGzRc0iWH+1RGz93ps7iaCieiiIs3pDc4z2xjIwdfPhEVU1bheTHAp\njWszX9Puj7CTPjbyhJD64hKzKaW3UdUwW6JmS5GxjnuyICWx7O6do532hX0US8xofTCUxWnQQy3W\noLWURz2J9nRFAcMe+Tuy/3ZdFCxNS3U03GIlgmcCrwufzaUPoZScpiJhELnFEpfGtAdj2lsV0d1X\nu8BfR0307snJyU/cvtOdFL72BZ4L35fhPDqEr6R8lWP5eD71GDwpOPilK1zgEZ1Bfm8grJNVzvKH\n96XWnvuUY5/+84bwsiC7m+BllnzHo+rJTtlUQghV7UsYXRMraVSvhGyqKyGYbg7V1rglNWOZ5Nd3\nFf0njvSFKJ28jUDxZu8a/KVkFWd7mt5zx/qeGMuUlUm/mGhsAMt3G7ylIX3h6J21bPYM1cCniTTR\njRjqei9avLylHHsMPlrRDEKqoUe2Y0TaijSJy6GiSSB9Jj9DThOSBhfeyNtNIqcZ1cLFj3jEl47B\n04br9z1sIAsgSqS9b3LUg25xvhPSe14Snm24/vEx8VVL1ddEN83LSEbraHoGXXaGqdSX0kdWU767\nT/Bbn2GevkCFIfVXH8rR3zq0dbTGcPkjIfu/WtBGRkpviU/dE2nn+IMKGxh6TwtUa0k/XXXXJ3/T\n5HnGoHNBp2etyGBTTXxViVx01uCsI76E1tcvlUtVg5eHNIl4KKyvIdBE1xXlyKf/tKSYShiKDYyU\nwOKA8UmGfzrHJRHZ/QF1rAnmkO9HhLOmez2orVnMhaIoM4Wl/2mOjQzWKKyvUZ4iXLaENzX5foBq\nHac/ZWgPSlymCP7+m1/h3e3JLquknBIHIpksatphiplLFjIW7CDGzDboVYYdJuhnl3hPa2motq3I\nMOsK1e+jn13IDzBGPtflE6g4phgbrn5I0Q4aeh/5FKOUad0KG+pwIlymZbdTthad19R3JpJk1g/x\nzhfy8ccvBHldRrKAHOyib1ZS27dWmtad2kgVdbfIJdjEx8w2VPfHhJ+f0759KIlydUszitFGy4nC\nM9hxj2Yc413ntI+OMLMN4YXs7OudHsHjc4rjQ4KbrlHdtKJqco52lGA+PUM7R7M/xMtLWKzB6wJ8\nTi/haA/XT+XU8orxOnf+8+Pj4+/WJEXAJ1/gufD9GV3tOts1OAPpqSVYtFhPAkKacYKqxHjkr2q8\ndU15f0L/lz6i99GcJvFRreAWbCzs+PWRD07KPqNPGtpQJvvoxmIKUQeZSnwATaIYfmIJltJ0jW7E\nKwCy258fa8qRov/5bcPYdUA4mYCTsy4XNxSndBtCdNWlpXXxh/3nDU7B6Nse6XMxubWBJrm0BIsK\n64O/sez9ygIvaykm3rau3YaGJtL0XjRb0Jqp4OaHW5rUkR3B5l5XXkpEytpGMtGHN3It1lMMPpWT\nyOxLHm3smH6rpfXl9HN7EnqT9xSg97zk5jji8ifHjD7KCVY10ayVgPsOrb2+E5A8y1DWke13jVel\nhCc/L1H9Hqrfg90JNtBbcmS+K76D8YcNqnV4ecPqXrj1AejaMn83Fodx1dLGvgSuAG2kia4kX7nY\niSgnvoThhIr4quoMXhrdnSCqoYepLbpoaWOPNvYFt3yRYwPJzVjeD9gchNSphtaJYikWzAI3c/Qy\nw7taU90Zkz0c4K9qwmXL4lEgSrdIXsLrI1/KakMPGxrCmbzwnae7dDZ5XRTToCsrSkqastBMapJe\nSXBtCFYt0c2bzba+TQhTRS3u4Voyge0gBk9TPNqRr9FiOGz2BlIWySqYDKXG3rY451C9BDUZ47IM\n1UvAti/xEntTVC/F7k9wWp6b/rXH5q126+chkOAkp9WWkmqHqfQEuvQxc7WS0pUxsDfF9RORh/oe\nPP5cTgVZgYsDqvfvoiYj9HxFfTiQslZZYdZilAuuc5iOJMeibmnGCf7pXKTSByOhlVrwFiWqbjDz\nLh2ty0KQ54nACfUykyrD21OanR4uCkUe60Rx5X12jtvkgs2II2lkd8RctJZF4hXjVWyiv468PBPg\n4+Pj468hRv2fBP7J7/yp8WaG9aTeDqK1LiaKbN+X0kqoaXo+/lmNfzYn+9IuKEXyrVPc3pTswRDl\nwF91yNy8IXsYiSlt2VLd87h+3yNYyg55cyAv3GDhyI4U3lomz/VdCZJXnfzS765n+Kl4A1QrUj/x\nEijaSCZYr5SFoA27WMm6+79wMgn74vCt+oK+qIaSlNb6inwCfqbIJwnpRcvioYf1eoKMaCXER7dQ\nTAyLtzXhtRbsM+JlmP66EXJqIoueso7BYzmFjD6UJLRqIBGhphScRq3kdxk8hjrRpC8kctS84T7j\nLVfHW5T0XvhUfY3OasH+bmpsIPp8pxXDT3KyOwl1ovFKx+ZeQnxesnpvTHxawO4Q86zCxgEmlxKQ\nWRbopk858kTq+3bE8NOCya9dUx6KNLHuedR9UWdt7iWC+NjIZOZvZLKopz7Jkw3ZgxTnadJPlzTj\nWCb/SuIk/WVNsGywnqbp+8zf9jj8RwuyowhThFKfH3qMP8zJ90PSD9fb8tgtTVT1e7jFCvv2HUzR\nSOaCdYQ3teR/e5B8Jrjm0UlGPQyIzwtu3k8IlxZ/bckOAqKbhjYSJIWpAOtoI4OXtZhK0f92wOQ7\nCue1mNy+DrX0i41uYsZ0DKJVgc4q6kmCPy/E8WyMzC4WzKrEpiH6szPc4VRKREWFA9xqjfJ9mIxw\nWoMnclSUQtUNdtxD5RU7f+dT0hd30K2jHPk4I87kNg0ITpfSW+gWqbYf4d+sMKuNcI2GnTu5MRKS\nEwU0ByO8Jxeo8Yj24hL96D7q6TlBORXfQRgQPL6k3Rmi1zlUNeWjKdGTOe04wVzPsWPBU1d3xpii\noU196kGP6PE1dpRSPBwRXuUUB8mWFRV9+zmunxI/vhE+UeQRPVvJNt7TOKdQ0zFtP8I8u6R960AW\nohfncOcAVVWoq4U070f9V96mV5WJ/u53vf03v+vtX+D/B9RQpxV+ZkU62pMdvG4crS9N2yiTEIz1\nO0OCZUM18HCDlHonoe4bouua1b2AaN7SxpGURrSSVC8t8ZGbQ03ddySnsvAUXTN58ETKFrqUMk85\nVFCxNW6VA2k+x5cSSO80pC8kh1k3wAyKHSkjNbFi9h4kp9Kb0C3y13Wyky/HiujKUY4VYeZIzyWQ\nvphoqkzjFWK8m31Zavr9JyKhxcH4A5HK3uIvgrWohkAWDq/ochGGwlVyRuSm/sqxuSelpPUd8SV4\nG+E/BXNFGwj/Sb1ZMdG2GVqPI5QT0936UY9g0Wz1/tbThGdrlu+PqFLN9OtzmlHE+iikHIu7tpoE\nxE/FbKPKGoPskLMHQ3TrCOeNGNF8jdnUlEcD2kDjrSuSJ0viU4/Zl/vEV3J6UB3bSTUOF2hUA9n9\nlOS5NPeq3RRnFOGspomM5CskHVRQK/x1Q3Kpmb/XJz2rRaJ6lpMdSWiNv2xkwbYOk9fSZ5hEBEph\nj8bSp0g86p6hHIQoKzkT4Vm+PfoXeyH93zrHJRGDJx71wMNfN9hQymet1ZiswflyUqj7AssLzzfs\nZw310O9OWT56x3+j9/W2Nq82OfrFORzto29WBJ3jXDUtthcJPvtGHMV6tha0cyZGL4zGTUSX36QB\nZlmKM1lr+Ru0LTbpo/IK1SEdbkst4Wc5FCXNvV1Ua6kP+gRPZ1LqAfznN6JSMiF4Br0usUkoEZRd\nMI+5XtMeTNHrHP3OQ+lDDftQCprav1jR7o/QWYUdpZizGdHzlcAHbzbYu7vyd3BIEzv2UZUlfnJN\n+XBHktAAG3oEswpvJrLX9Y/fJz7LRarcJanR2q4P1gh2ezqQPkg/xSxy8IzIVasaxsMtouM2V/l7\nje+5GJycnPwzLebHx8c+8D8C//3rPRW+PyM/cCinKHYUyYvODetkQm4i8RU0g4j0kyXF3T7RZcnm\nrSHJZ0vizuE4/bUN6y8NsYi71t9Y8j2fJpEXsSkRUqcPF/9qRfxBRHTluPwRTXwhfYW66yVUfbV1\ngzojp4jb08FtyP1tP6BJJL5yfVcMXP4ngJLfJ74SAmk1lNNHsIQmkmvwCjlZOC0u56ovu/joGvZ+\nzbK6a7DGkSxa6kRTDiX+M9uXHadqHabs+gKRnFqw4q5GK7J9vYXfxWfSsI6u5WTSRIpgJhLXwWNH\n3eONLwbhldRwlXWs7niMPpYmbDH1Sc9Kmp4vPP77A9JnOe2jhKYfUkwD/Nxu1TNtoCkOe13zN8H/\n7BzXtKQ3CS4OKe4OJBNh01B3k2uwqOR0cSHYh8GnBdVIsgbyLums7vtEZxucVuS7wZYe622EGNn2\nAqyvqQcB3lom9SbWFFNDsLLE50UXsONYP0hITiWAphp5QIyprdTXrcOUlmoc0sRicvPXrUR85pbw\nIqNNA6pJhIll4k6frFn82AHps1yMeqkm/bzGX2qs0eI1UXLyCZa1BLd7imqaYApx4JusQdfhNtfi\nTY1bzAjWYd+9j14X23r5bYawzuuu5OHQszX1nZHA3AJhLTWTFKcU/tkc1YXlqDjCWSsyz/EAfTUT\nf0IcSuO5F6LzRsJgJj280xnt3hBvJslkzpPXRTvtY27WqHW23UCotqXdHUo85UxoqbqQxDS9WEuv\nIBJsh3+2ELbS9QoXh1uDWzOM8BYdUbVuMbONnCJ8T/wH/Zh2d4g/L1CbApNJHoFe5rhQpub0gyt5\n7E2O7dRNxYMRwXWOfnIG+zvoZYadL1CjvnCeig6ep5TQXp9d4vYnv3NQ3e04Pj7+08fHx5fHx8ft\n8fFxC2RI0M0/1xHeyAmg97nsUOtUShvrO8LxKXYEyLZ6b0jyjef4T69RzpE/6LO+G7B6mLB+d0gd\nK/KJoQ3Z7rjDmcN2i+jt5B2dRARLaZr6K0V0I6H0uhEDnIDw5EVUTBSz97seguoUOiFUfal357ty\nzeMPRFbahvJ1bSAlKV3L4mY92anrBtJTIas2sZyErJF0M6+QEtPFj4qyKpo5rr/iCUiv7silp7Lr\nWN3XhEtLdOMYfWSFTDoVllPV7wx0ofxMr5Aeh9NQTB3lTpcEt5Dwm2jm5Fj/Jkc3B3nzguk3M4qp\nR/qiJJw3lGO/6/1UhLMSrGPwOMMGBn/ZYHJJsAuuC0xhOzKswZtnuMkQFYXi1tzkXWKb9ARsoClH\nPk3PJ7qpWd0PKSeh1OwdeJklOZfJzFvXosKprMDvVoXgSibCOlo9CElPrsA5TNEQPb4mnNX0n5ZE\nFyXmRhYSAalBNZS+lS4d1cij7cpETc+wuSOGN1O6bclA3PCa9aM+bWSIPptt4X5NL2Dwm5dYXzhO\nk9+cUexK76Pui6lMtWJIqwY+wUJ6SeXEw6xLqoFPm3jk05dy1Tc2bjNTfA/z4lpko13dXdUNtjs5\nuNDHBR7tTp/gsytJA1tlqJsF3vkCr6vlqySm/tId2e3uT7bZvq61Ute/noMxeCdPUXVLvS/qqPre\nVMi4He5aX0uJTec17ahHezTttPs+qrHo+QZvUdL2I+xQIHd6vqI9GNMcjiW1rqplwTq7kkUoK3Ba\nY/sR3uVK+Fl1I83yaReX2TmcsZ3SylraaY82CaAR97L6/BQAO5KjvPM91DqnmaT481JOGdOxPH7b\nokdDuLgRjIVSomK6uBJURxRum9uvGq+jJvr3gB8A/ifgjwF/CvjtHQzf59HEEHbualM5THHLtldk\nu5qDf7xClS3D5ze4NKa6M5SmcyI4iWxPb3fw1lOES8vsWJE+d1z/iCW8NkTXovwpdgyjTyxVqvBb\nQCku/oBkLtNhoJ16CZ2LLx1NAuXEEV0pqiHEF47oWibe5FRhaikRebnrkBAiTy0m4iRWjTSRe88s\nxUROAE0ik7tygsfwV4a6J7/D5FuSn5DtywmkGnYlKQflSCaZwWeWOtY0EUS5w1/JycPpzszWV2SH\njt7niuXbsuDWqSy4NhDDWTWQr1+8pbFvtpqA7dKd6kmMyRvJdNgJ0I00+rEywd/u6FQjp4Fy4pM8\nL6gmAeV+gp81tKHBbMpt88wNe5jzOXbUJzpdUxz1qQfSeG4jxfKBz/jDAj+Xfoguavy1NGVvEeD+\n5ZrJ9QabhgRzRzuMKYeGJlb0n9UkLyTMPZiV2NDD7g4EBWIhaGryRxP8ZYUpFKaU3oe3yPEvGvK3\nxpguiL71laAoMiGrqtZ2XgjpGTSxSGw3X5oSzGW3p5yUW9AQn0kqWHSW0aY+/tKJSGJdUo0C0u9c\nbrMiTNFQ7qWEVyWqtfSe8dJ09YaGWncU1C7JiyQWt/BkKNfQSU+xlmI/ITrPaHcGHUpcSb3b98D3\naNMA8/gF3iqVCfL8RtzBRsPOCMqa5r37ki0QyMTrd7kkutspq9Mr6rcPt2wi52kwCj3f4Hqx7KA9\ngx2lqKrBLAqcb9CLjOrhLv75svNHGOrDEbpq0XvTrqkc4iJPTHSewbsWd7VeFZjLBXbUE2ZSGrJ6\nKyV9mqOrBl1IzkQzCgmKiubLDwEwZzPssCflMGuF5dS5kG0vEfPc0QT/fAHDHs0gkg3GfAM7HfKj\naUU2m0SvvE+voyZanJycnAHm5ORkc3Jy8t/wmjnF388R3UijNb4RbHN6IeiJ4act6VnL+mGPZhpz\n81N3WL8/xRpFk4gaJblsmHynZvqtGusryims7mmGH0M5kRdddAm6clsn8/KhwNzaQBqxvQ8D2TXv\n3SIrJHITZEffeyZ8JF2LnFRXsHhbbRcNa2TCzndfRlrWiTSVoxtLGzkWX2Ib5amcZCz7maC7nRaM\ndbAQHLduJIPAlEBHNtWVmMg2R7Lltr5M7tFcvj+5tIKXiOVk45SUh8qR9AbiC8fwE+EQlSNYP3CM\nPm4JltLPaKM3u4PM9joksFZs7ki40K3aQrViHCz2xFehy4bNvZgmMSSnJcVeiL9uxKNhNMGsxHVN\nSdfRMGc/dY/8fp/yoNf9PWRyTT9eMnwsE4YpLVXfUO2kgvLQSsLZQUoVxpAfJpJ/uywYfXvB5Jtr\nsj0PGkszktJBGxp03aJLiw0Vqm5ZH3mYZSkZCH7nBp8mrL4yxVvXoihpHPFlTbCqt0FG1jesH8Tk\n+wHlJOhAhD7JszVNrwvV6a7RLCvM6Q31KKJNBX2hG0vT81FFjSmsSDazinoYCnqjZyh3QrK7Cet7\noUysb3DkX7kjbyglmQB1IyRQY2gHETb2Rce/LsWl7bqcgk2BHfdxw77QQ+tGfs/RAFU1qLykfbCP\n7UuYvFpusL1INhWBj90bi7HttlbuHHpTooIA72r9/yibmOdXMF8KH2gpJSNzvUKvC/TVjHoSyUJh\nHdVdkZE6rfBfzMQ93Hb5DKsMnVVb9LWE3GfCLWokk9j2Y6yvGX79Uk6uRksPoG0JXixRpRBXAVEG\nlXJ6UK3F5YX4FsIAvdqIuUwhzKTW4p3N0YtMVE1Ni9rkYvK7laS+YrzOXW+Pj4//OPD0+Pj4zx8f\nH//rwIMv/Ix4wyNcSKKZrsRkJRLNluiqov94Te/JBtU4ep8XRFfCrO9/uJAmcOMIljVV3+Bljrrn\naBLH8pEYzUYngmFYP5C848UDj+jKbTEM1odg7uh/3srXhohGutsp5/tqGzLvbQSlXfcl3N7PHOFc\nqKD+Wv6/BYuZSk4QTaQIZ4re54r5Vxv8TCb2fE+xui/Mm3yqt2wdpxUv/mXX8YTk1GRKR3Yo9f66\n99JnoGvJYMinmsUjw+x9OUH4K/mdo2vXITTEmVz1RV6qGxie0KGeZREy5ZutLY9+TWIymtjgZZab\n98LOJCi5xzjwNi3euqYehcQXFbpxVCN/W9ooR0bcuYOAajdm+f6QahpT7sSkzwvZEHSM/+TxjCYy\nlEc9/JsC/2ItDu1Zs+U5taEmuy9lBm+R0/ZD0g+uaENNcXeAjX029xNG31phYw9VW5p+sC15NT1D\neFVhNgIQtL1ADGB5i3+TEZytiE8LdGMpd2KywxBvU3eLmMY/X4rcsXJ4GxE39D7PqPuG9aM+Xgf3\nawbRS3NR0xA9vkI3YjqsxiHBrJSTyaKgmsbc/NiUm/fDDpftSD5dYkpL/0mxzUh4U+P23jSHY7ie\n4VYr1HCAXmfodYXOKtokeJkvnAaYvN6mntkkRK8LbBpJqH0/2Qa866ym7Ue4XoIb9qQ2XwjYTi82\nUJS0g7DDOGucb+Tn17KYAPLa3R2hokgUN8ZQ351KyaWssDtjdCVuYl1KWJSqasyqoN3tzG5aQxjQ\nHk5kYcql/+HKCjuIcWlE9XBXFod1sW0Qq1XWJeMFtL2Q8s5QFocOZueSiHp/QH04whmNPdpFLdao\nxQo3W3QZy52MOA6wPTnxYZRURN4+EN/KIKEdv5o59TqLwZ8GngH/PnAE/JvAz36xp8ObH1U3ua7v\n+OQ7Qhs1lSM7DLGBhw09vBtxEjqt6D3J0MuM6TcydC1ft76riRaWwWNBRww+lUnOKciOxBVc9brJ\nctNB5R46ymmnz44EYudljnrAtvEWXUnTWDk5aSjnKKZS9rFGIiQX70pvoQ0kXnJzT/oHupVJOD0V\nUN7OrxqyPU2xKxGf0ZWj6bwBq0eWciKLUHBlhEJay8KxuaMZfiQnjtEHL/9um3uqC7eXiT9YSP3a\n3zj8FazvCx65jeRk1KTyt/YyUSBl+0rQFK38e5OjfCDHWhtIKWz36xvRyzsp1azuB7SRoUl9/GVF\nOfHx1rLbVS3UqUc4a8kPQvJdH9V0DXcFxY5PPfQJb5oua0DRDmO8osXkrez8OrUHQPRsibdu5cTV\nlYls7OPNM6o7QlNd3fWpBwHxWYk5u5YdqZIyX5MY2tgnH8viBBBfNZTjkHBWYwOZmG5+dEqxJ6eJ\nYF7S/2hJm3jM3hOsRXlvTLEf0vt4QTCXxa9NPJG8rlvyHdn12tBsQ9RdL2Hz/p5ELnqKqm+wnia4\nKYSPdZ2TXDREN1Jmc0rR9kPipyua2GCyN+szuKXmKgfZ73sEezsy0RalNGMB/2KFd74Q78f1BlU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LCRRQWg91xyCJwv+cKyw5YJ1cQy4cYzSzVWrO56KAP7X25YH3ss3urknfObXYqoeIp9cQmn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\nmHplm0GwkrbAWMfiLW102Z5HOfbXNhOzt32C0tF2BmzFt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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Define the data directory and display some images.\n", "data_dir = '/media/bill/New_Volume/garcia_et_al_2013/'\n", "\n", "# Scrape all of the file names\n", "spots_5p_glob = glob.glob(data_dir + '5*.tif') # 5' labeled mRNA\n", "spots_3p_glob = glob.glob(data_dir + '3*.tif') # 3' labeled mRNA\n", " \n", "# Load in the images\n", "spots_5p = skimage.io.ImageCollection(data_dir + '5*.tif')\n", "spots_3p = skimage.io.ImageCollection(data_dir + '3*.tif')\n", "\n", "# Show three frames from each.\n", "fig, ax = plt.subplots(2, 3)\n", "choice_images = [1, 101, 201]\n", "for i, im in enumerate(choice_images):\n", " ax[0,i].imshow(spots_5p[im], cmap=plt.cm.viridis)\n", " ax[0,i].set_title('frame {0}'.format(im - 1 ))\n", " ax[1,i].imshow(spots_3p[im], cmap=plt.cm.viridis)\n", " \n", "# Add some labels for clarity.\n", "ax[0,0].set_ylabel(\"5' labeled\")\n", "ax[1,0].set_ylabel(\"3' labeled\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see from the representative images that spots seem to appear somewhere around frame 100 and are substantially brighter than the background. We have two strategies for developing some way of counting the number of puncta.\n", "\n", "1. Apply an absolute threshold value to apply to each image. \n", "2. Compute threshold values from each image and remove incorrectly segmented background.\n", "\n", "Note that there are assumptions about the data lumped into our first strategy. First, this is assuming that all spots will be much brighter than the background, depending on how strictly we impose our threshold. As transcription begins, the puncta may in fact be very dim, and will not be counted. Additionally, this approach assumes that illumination is even across frames and that photobleaching does not occur. While both of theses assumptions may be valid, it is important to mention them specifically. \n", "\n", "To begin, we'll try applying a single threshold value to each frame. Let's first examine frame 200 of the 5' labeled embryo." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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eWtCALx/I0VhvZHpwWrb7Kh8Eur3AnDQShiOlAtB6XQkos7GvHLvZFB6SuFGD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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Show only frame 200 of the 5' case.\n", "plt.imshow(spots_5p[201], cmap=plt.cm.viridis)\n", "plt.title(\"frame 201, 5' labeled mRNA\")\n", "plt.colorbar()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It appears that the background is *much* darker than the brightest spots. However, it is pretty difficult to draw a threshold just from looking at the image. What would be more useful is to look at the **histogram** of the image. In this approach, we can look at the distribution of pixel values and more intelligently choose our threshold value. " ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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wc+ZMrFixAj169MCTTz6Jhx9+GNOmTUN+fj4GDRrU7nHuuece/PWv\nf7U3ESUlJaFPnz6YMGEC/vznP2PevHnYs2ePvbMakNvmLRYLJk2ahHXr1tlvUJKcnIxp06Zh+vTp\nSE9Px2effYZ+/fo5HS8hIQF6vR7Hjh0DAGRkZOCFF17A7373O3Tt2hVDhgzBwoULnYbRujseIHcm\n227S9Omnn2LYsGG+nnL6CeCqpaQoRUVFWL9+Pd54441QlxIQtiuW5557rtP2aTKZcO+992Lbtm28\nOiC3eGVAFEbGjBkDjUbTqZPO1q1bh5kzZzIIqF28MiAiIl4ZEBERw4CIiMAwICIiMAyIiAgMAyIi\nAvD/7bcEf4fDbOUAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Display the histogram of frame 200.\n", "with sns.axes_style('darkgrid'): # So we can see gridlines\n", " hist, bins = skimage.exposure.histogram(spots_5p[201])\n", " plt.fill_between(bins, hist, lw=0.5, alpha=0.5, color='b')\n", " plt.xlabel('pixel value (a.u.)')\n", " plt.ylabel('counts')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "While a majority of the pixels are very dark (seemingly centered around ~600), there is a rather long tail of bright pixels showing up at a little bit before 1000 pixel counts. We can be a bit generous and choose to impose a threshold of 900. Let's see how this works on our image!" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Impose a pixel value threshold.\n", "thresh = 900\n", "plt.imshow(spots_5p[201] > thresh, cmap=plt.cm.Greys_r)\n", "plt.title(\"frame 200, 5' labeled mRNA\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This seems to work pretty well, but there are a few hangups. First, it seems like we are actually catching a few pixels in the background which are not 'real' puncta. Secondly, our spots aren't very circular. Since we are not measuring the diameter of these puncta, we really only care about picking up background pixels.\n", "\n", "There are a few ways in which we can correct for this problem. The first is by only counting segmented objects that meet a required size threshold. To do this in a fair way, we would have to look at the size distribution of a large number of these puncta to have a feeling for what would be a reasonable bound. Another stragegy would be to **filter** the image and remove any super-bright single pixels. We can do this using a median filter. Let's try filtering our image and displaying the resulting segmentation." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/media/bill/New_Volume/anaconda3/lib/python3.6/site-packages/skimage/filters/rank/generic.py:68: UserWarning: Bitdepth of 11 may result in bad rank filter performance due to large number of bins.\n", " \"performance due to large number of bins.\" % bitdepth)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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wmTB3XuZ8FI05i4/5XYsxMXafa6wPsBs0gvAWELnksvvRMXjxxI9RXxQKa6hV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\nXhRz04uQV/VM5luPoZgRFxNna9TFwOUhCuOCtw0oip00kBa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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Filter the image using a square shaped structuring element.\n", "selem = skimage.morphology.square(3)\n", "frame_filt = skimage.filters.median(spots_5p[201], selem=selem)\n", "\n", "# Apply the threshold to the filtered image.\n", "frame_thresh = frame_filt > thresh\n", "\n", "# Display the resulting segmentation mask.\n", "fig, ax = plt.subplots(1, 2)\n", "ax[0].imshow(frame_filt, cmap=plt.cm.viridis)\n", "ax[1].imshow(frame_thresh, cmap=plt.cm.Greys_r)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The median filtering did the trick! Now how many spots are present in this frame? Rather than counting each frame by hand, we can do this using the ``skimage.measure.label`` method packaged in the ``skiamge`` image processing modules. To verify the result, I counted the spots by hand and came up with 16 puncta visible to the naked eye." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "There are 16 computer-visible puncta in this image.\n", "\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Count the number of fluorescent puncta using labeling.\n", "thresh_lab, num_spots = skimage.measure.label(frame_thresh, return_num=True)\n", "\n", "# Print the number of spots and display the segmented image.\n", "print(\"\"\"\n", "There are {0} computer-visible puncta in this image.\n", "\"\"\".format(num_spots))\n", "\n", "plt.imshow(thresh_lab, cmap=plt.cm.Spectral_r)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The computer also came up with 16 spots. Since this seems like a reasonable approach, let's write everything we have done as a function and apply it to the other images we showed at the beginning." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def spot_counter(im, thresh_val):\n", " \"\"\"\n", " Counts the number of bright spots in a given image\n", " \n", " Parameters\n", " ----------\n", " im : 2d-array\n", " Image of interest. \n", " thresh_val : int\n", " Threshold value to apply to the image.\n", " \n", " Returns\n", " -------\n", " im_lab : 2d-array, int\n", " Image with individually labeled objects.\n", " num_spots : int\n", " Number of spots in the supplied image. \n", " \"\"\"\n", " # Apply a median filter to the image.\n", " selem = skimage.morphology.square(3)\n", " im_filt = skimage.filters.median(im, selem)\n", " \n", " # Apply the threshold and label the image.\n", " im_thresh = im_filt > thresh_val\n", " im_lab, num_spots = skimage.measure.label(im_thresh, return_num=True)\n", " return im_lab, num_spots\n", " " ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.6.0" } }, "nbformat": 4, "nbformat_minor": 1 }