{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 数据增强\n", "\n", "前面讲解了几个非常著名的卷积网络的结构,但是单单只靠这些网络并不能取得最好的结果,现实问题往往更加复杂,非常容易出现过拟合的问题,而数据增强的方法是对抗过拟合问题的一个重要方法。\n", "\n", "2012 年 AlexNet 在 ImageNet 上大获全胜,图片增强方法功不可没,因为有了图片增强,使得训练的数据集比实际数据集多了很多'新'样本,减少了过拟合的问题,下面具体解释数据增强的方法。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. 常用的数据增强方法\n", "常用的数据增强方法如下: \n", "1. 对图片进行一定比例缩放 \n", "2. 对图片进行随机位置的截取 \n", "3. 对图片进行随机的水平和竖直翻转 \n", "4. 对图片进行随机角度的旋转 \n", "5. 对图片进行亮度、对比度和颜色的随机变化\n", "\n", "这些方法已经内置在了 `torchvision` 里面,在安装 PyTorch 的时候,可以安装 torchvision库,下面依次展示一下这些数据增强方法" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import sys\n", "sys.path.append('..')\n", "\n", "from PIL import Image\n", "from torchvision import transforms as tfs" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 读入一张图片\n", "im = Image.open('./cat.png')\n", "im" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.1 随机比例放缩\n", "\n", "随机比例缩放主要使用的是 `torchvision.transforms.Resize()` 这个函数,\n", "* 第一个参数可以是一个整数,那么图片会保持现在的宽和高的比例,并将更短的边缩放到这个整数的大小,第一个参数也可以是一个 tuple,那么图片会直接把宽和高缩放到这个大小;\n", "* 第二个参数表示放缩图片使用的方法,比如最邻近法,或者双线性差值等,一般双线性差值能够保留图片更多的信息,所以 pytorch 默认使用的是双线性差值,你可以手动去改这个参数。\n", "\n", "更多的信息可以看看 [torchvision-transforms文档](https://pytorch.org/vision/stable/transforms.html)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "before scale, shape: (224, 224)\n", "after scale, shape: (200, 100)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 比例缩放\n", "print('before scale, shape: {}'.format(im.size))\n", "new_im = tfs.Resize((100, 200))(im)\n", "print('after scale, shape: {}'.format(new_im.size))\n", "new_im" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.2 随机位置截取\n", "随机位置截取能够提取出图片中局部的信息,使得网络接受的输入具有多尺度的特征,所以能够有较好的效果。在 torchvision 中主要有下面两种方式,一个是 `torchvision.transforms.RandomCrop()`,传入的参数就是截取出的图片的长和宽,对图片在随机位置进行截取;第二个是 `torchvision.transforms.CenterCrop()`,同样传入介曲初的图片的大小作为参数,会在图片的中心进行截取" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 随机裁剪出 100 x 100 的区域\n", "random_im1 = tfs.RandomCrop(100)(im)\n", "random_im1" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 随机裁剪出 150 x 100 的区域\n", "random_im2 = tfs.RandomCrop((150, 100))(im)\n", "random_im2" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 中心裁剪出 100 x 100 的区域\n", "center_im = tfs.CenterCrop(100)(im)\n", "center_im" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.3 随机的水平和竖直方向翻转\n", "\n", "对于上面这一张猫的图片,如果将它翻转一下,它仍然是一张猫,但是图片就有了更多的多样性,所以随机翻转也是一种非常有效的手段。在 `torchvision` 中,随机翻转使用的是 `torchvision.transforms.RandomHorizontalFlip()` 和 `torchvision.transforms.RandomVerticalFlip()`" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 随机水平翻转\n", "h_filp = tfs.RandomHorizontalFlip()(im)\n", "h_filp" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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xoBC29gFtvfkWyUkLBBVg3RJWJqTAIbASMBbrHLbeplSCIvd5KFVPAgKLFMJHR4Wkl8RMp1PmiwV5XpAoRRxq1tIObriG29hiPh0zOxwTxzGJkuTOIYOAweamR5xkGaqqiMKQfqzpdBJMGpJnAVHtpykl0YHERRHdQFJUBusccRxzcHBA5DrowQDh8FhNHRBFCQ7BoNNHR6GPtApFrz9CaEVRlXTCkGg4JK+jlghBmS0wQNSJKauKtBMS6qAVBCEEGMjLktJB2uuSdrs451jkGYtsgamxpEJJVBBTWMt0PvMAcOMoHBTWERgLjV9Og9FUKCVRwpHnS9jbqtB9L6YM/iDGkYTOvUzK97VcWATqyHpN4SYYr7rE8ZvRfLYYwM+/XoCQ3pd00GpHcDhZC7issZ926eM0OasmyNP4lVVRYsoKU5Q4Kor5jEB0iJSk3+mQj0YESpAvstoM9L91oddqJk0QOMJaw/TShE6a+DOLIhKtcM6gVIAOAqyAoiqpVgppcYa58ppKWEcovc8ZxjFCRQz6I8I4YhH5dIMKNFbAIsso5xmzsiKozcyiKJACojBAOkuoHFoKQi0xxqFcHU3WmiQK2/pAATglicMQKb1PaoH5oqTEB12yqiQrKkpnMc5SWTC14AurkNK1E13j935fyH5/475g7Pv5dseXC2pteEwA2vWPOIPN8pVUgXW1tjIIIduoqpBHo6bgtVxjbDrjfRHZHsdy/42PCLTmmZQSU/oEudYapRWdXpeqWEMpwTyYtlhSoTRKeb9OCh+0SKIYYwxJEtHpdAikwlnrqwaET6orrTE4Xz0uFEEUUlWWKEo4jA99EMRAYq2PaEYRxikGgz5hGBJFAWVZIrWitAakI8ki5vmcOAoJopCyykmigKCbkhUFQvtIZKgDrLI42STfgzbolBUFpqrQUV0sbA1VZfwEV5dONcDusqx8gEnWt9UdT+PU1/sYiOL74zsbv/8gTCOAxwWveX9MAFdjJgI8mFfcnS9sVrTW1pap9XjIFce/qirCwCvx5TNQr1P/jWvfSjqYz+cY3JEE9WA0QmvpH+6ybAVbS++/KSlIkoRep1tjQ31gJVQanKsLWf26MtAYZ73vFPoaO2tpAx+z2Qxb+sr2OAwJdETlLJ1OglIB4NMDOpBUxlNyZPMF02BMnKRESUiZF6RpTKfTYzodYwXtBLOqnYzx1ymbLyhNhQoiIu1LopyxPvEvABFgSg+Ts1VVo4685aGVxDrvSzZ3qDU3XSN48uj3R3z8748Hjd8nFG01YbqiEet3sIRFOSyrGnDVWZfCeboHH9r0PkfjQlpfLGuMbb7wuTFTYU2FaDhF7nGcSIEKNIlSbcV3WeZ1xtonxQejIVESk3Q7/iEsmzRAncQWdYqiKn3pkPXYUiUk1i2jkVEUocIA6xyVs+gwIopjrHUoHWCsryw3pReyJgoaSEWchBgnsFbjhCSOQ4wDtGV/f58oCugkEVEaURYpQaTp94ZEUdBCyrxQe1oKU1VMJzV6x/oEf6iDOh1ifCGyVKAl41nOoshZZAuqyudWRQO6DjRlZRArEEG7kk5xDpQ6mgf+/vhg4/cPRavhYXdFQVuBbLdAI4AtttOZlTTDilmKoakscs7h6qQ3tk64rzj5jXm0elzSw/ZxzlGaEqUVUe23FYXXFjoIfOAkjom1Iojqeruy8ukIYxF19DbSAc4awnmIq4zPszmfWxPSC2oYRQRhCMr7fUqH6CgEBE4KsrLwFQiVJa1TGf58HGEQUNYcL6KmpTDOUpYhEkuaJMRRQKgDhr0uQRyRpglKC6aTeZtK6HY6BEFANptT5RVVUaDjGCcEFkE2m5OVBc4Yb0JLSbZYMM8zssL7hIil9w5LSgjP0OHALq0Nb6LeW9N9XxO+v/EH7gOuCuC97oWSEuEsvvgWZI0EwXlBVAhK57BVBXUuSyHQNbKk2Y+krqhQ/qbL+nicrdoktxACGfjfaK09A5tWHt2iFEiN1RXGeFMU5wilF0BbGVzlcMpHDyV1bZ/zeTKpAnQU+wCK8+kUIRVahyRIOt2cbFFgjKPf6XpfrMyxdbGtrFMlUnttWpZlW0LU6/V8AW1NuhQES/8uUP7cwjAkCSOPeJnOwfqCYR1ohJIs8pJZNvPaXSuMs8yns7qw1wuflPj6yhXBsi3iyAueFF7rNbC0aoU7ZvX5+L7gvb/x3YmCcg/fb+X9kdzQignqP7s6cLKyrVr4hK15VmrTtBWsmripSTJ7M3ZZSd9UVQAtD8ryeGo0So0W0aFGCI/3FMqXLGkbevpE60iCkEBLqtxXKlhTkYRRbc76qnSDQ4chYRyhgwADtRCCkgpdRyOjxOcM017Xm4pFiDUloVbeLw1065tmmaez0FqTpimuPuc4SdoC3EgpwtAznMWBh5ZNDsdek9d0iw0JlLOCTActk9pkPmc2nqDq+LWltsx1QOXsMnC9IkdSCg+tUwpd+53T2eK+z8v3x4NHiwX9zvzAOg8ogJqyb5kHrH2/ul4P0RTBrmzP54iReMo/Lzh1QrfyAlC6nLIovEZwgJat8EjhfCpCyRYJonRt+miNdg7Msv4vThLieFks68ueHEIogjAgDGOM8X6gLUpMWaDCwGMztSJOkxq/WhfVIigqQxQEtfB5SsFAelSJP9yAcjFHBRHDtQ0Uok3aq55PlFdVwWw2o2KJ1jHOm5X9fp/JfIaUkvX1ddI09VpMKTqdDllWtJqy4fy0lS/i9UEgW3ODStbW1qisYTKdIoRgfX2d7cMJqZKeq0b5ciOD86RQWe6NG+tfSgt0Pen5fRm+r+d+f+MPXAM2n13jJ97jjrVaDIHFIh2YGn9ZlZ7zBOOji2Wx5M/0kKqjlQ6r2/MCr44khn15jae+8HOFPy7VggUcxjrQNRGwUog6xSkD2yJHsD7SGkT+OKRWvkpCaoReamalNEEVEMYJSIUSsq2Q8OZ0hTKSyjqMhEAGyED5NEKgkTqk04EwiEnTlDhKsWGFkJogiHDuKOKkSaW0PDTWkiQJQRh7vlFrCMIQPZuxyDIqqb0PmOdUzgMlDPW1ryAIPPwPoKosUlRthbxSSxP0++M7G38oecAlqn25vUYbCumQOA/KdmCMZ4V2zmJNxXziKflM5YMYtvSze6eTkCSdFizcaDXplhQKAE7SwtKcteA8dkeqxjy2beBGOHDWO0JCCJzxWlXiMLWWcc61EVClBLH2pT9CKS98KkA2NXlSgPNaJQgtSnqhC2u8pnQOIQNkpQmNwAiQKF8NK7X3K8OINOyQpl3iOETr0PtqDcRPeyErs7xlvi7q5LnWGh2F9Pt94qRD5SxFVRInCSoMkeMxKukQzKaIyYSsLDDW52ZXfUDRpCbkCktZZfxE9f3x+xp/aHlAdw/VJ10dcRNLqnlRJ37NCsVeVVWUReYBzsYSRRFNFVWU9I5Ufju34l8KXwZ0NEcllgInRB0AasxnoP7e4rDKEgShJ4VSJVVdQeAr4BWikKBr01mAkz710fCDehC28Xk0tUI41aBimiujHCIIkcZT0VvbJMM1UZjQG/bopT1QoFAILcBAVmZEoWqpCSeTCbPZDOec9zs7KaPRiN6gj9Qh0/kMN5+DVlTOUZQlGJ82KavK5whLg7KCQGnSGIrKoLVAqSXIuyzLVviWGdvvj+9k/IHnAZfrHk1DrA65EmQxpqJqaPLKygdASoMpSkxRopWHq5laOMO4e6wCQrSaCvys3UQq/f5rwZPSm512WQrln6YGhxqirEOH2ufPtECUS3/ZVgqQCCt8baDz9Ig+jCixNZTE2Aof1JUI6U1SWfuwWOOvi1QIqZA6wFXW1zFKRRDF9IZD+sM+3bRLZSuccQglMKUBU3qfzS6YLuZM5jNKUxHGEYPhkF6vx8mTJ4njmLw0LPLMT1I1uCCrSma7h22VRGkNxuZoHGng+1XMs7y+vqL1zV31vc1W/Yc5/hDygEsBvFdkuvHLGshTWZZUpRe2qqpq+nZflCqlJNCyJZgVQhBqDfKo2Xl8NFHSRiOu+pzAUgBXjr/xq9pIK1BJUefuRI1LtWgrqYCy9KBlh0eOiBpxcuR6CYFb0b6u3odxBqE0Ummssx7jGftoZxx1SNOYIIjQpqybphgqHLglx8tisaCoSX4HgwEbG5t0Oh3PiuZcjYXF+6kOhJQtTYVzzhcbBwEpniPGCmqgtmdQWyzyOk9ac8cAoZIUxvL98Z2PP3gfsMnHtcn3Y0dgHTjnS3aqqo14VpWnSmiIYqMoIIoCXyoURUSBr78LQ48oocV8LicKIXxWWdShdn9MXihsHWZXiBbIDfjaN7ekukA15ycQSiCkaU1UVO0v4oHKTqwIr/X+k6FmwW4CQdJRWYsWGqgbrVioLFikr+8Xqu0joWQAwvuuSM9tU5mKojRU1pBncyYzX+1hrCVJEwZrIwajEVEUUdVU9fP5YkkKVZTM53MWdZqjqIXKR2ATrIC88p2dVkuMVgNdEu56Rr4/Pvj4rkdBm4dwiYZe0Rorfp5f2WMJvflYc59U3szx9WaW6eG4LjRVBHXhaBQmdDodkiShNLbVKp5XVPmKBqFrQHet5RqfTy59F+Gcf7EUzmaZF5hVlI1DCItD1ZrMgVAecaNrE03U0CwpakidA2NwNWwO8BhV4bD1RfCQOoMzJVhPvyicp1hUyqcriqKgrIraWqgoioyi9CmH6XTKfDojyzJflxiGJGlKGEcorcmyjGk2Z5bnGCyV8L0f9qdjZrMZcdIhMzm21vZREoFQ2MWcrMjJZnM/WQmPgS2lt0yMhbL6fhriCIj5XhH+e369xBp91zUgiGXZUL1Gy3Ni/V/PmwIChS2LOiIq0UJjXME8y5kcHjCfz+n3OkgJnaTLYDDwM3ZlPDGsDohC1VIlrApLbQSia8ayu0zoOjdphWee9twzy1QENEgWjWs4SUXDvWmQUhPGgaeqr2nnrTMUzqArQ83wQFHOazymz1kKC6JySOlJkLLFHKkk0lmMKSnrxioe7eKhb7gKKQxlVTJfzBiPD2rGbEs2nzGdTj3Bk9b0ej3SbsejX8qCm3e2CeMIAsXkcMrB2CfqdRjQDQbMZjOkFnR7KSoI2gqOssrJlCRJY1QQkGU5+4cHWGfp9FKsE0wnM6JI1cD45UPoyxZrpExl6zYDqqXEaCfrP+5omaWndfei+tQCCZU38mpBrOFG9e+/6xrQ1rGMxjPwEfNaIGs/SDSRSFev5zybmDUeg6nxUbgkDKiK0pPKKkVVljgniOKIMIhqBboUrNWmHsvjkncJn/++hqyppitRHXoXvi5Rrl40oaDVhrVw+np9UNrDuJyHrgnh6gitrZP2TSDY+QCPKTHWoFQ9RZSFr0KvSZOqssQJD06oqHA1nX1ZVRRFwWw2ZjabkGUZANPptPX9Or0uSSelcpbpfE5pKmQUkFUlk9mU8WRMVhQtkkULr5FTIRDap06MpW3o0gABjPPnPGAAouYzzQt0Nm+xokot2dkcPpXRoI6OU4d8zwjgA4ZkeU3aIYSfoWoF9fvWgEcoKI6tB8uL3AQhhPRNBprAhnBe+1hn6rZgfsaMo4hA+BKiQAoUjjxfEFhLkkRoJSlNhdAaahNJrgRj7hVcWj22pV9TR0mFj6I63D0fjOPba9IqTWmOrJ8xAXW/BF8wrOt1jHO1qdmkXhylKqmM93WLoiCrG61IKamEAzR5VVKWOXnpc3yTyYTDw0MWtQDOpnPKsiQMY5Kkg9YheebZzJrGn4vFgtlsTll6HGuSJB4P2pAAK+/HGmMoTN5yhsZxTKoDZosFztGatQ2NYRlFdcGuD241QbRms4014uq87vHnRwjxvdP/7x5zyfHwVBuI8x9AyO9GHnC5d9FsfOW3YgX3SW2i0i6zbStqJ5zHeNZNIUSgqTCYSiMAUxVeE0kfqJFC4FZs6dVjWhXCBwmgED6R3UQsbVNhwdEZ+rgAImrBNRZpDZWtywScweKr4I01HtRd89E4a7GVxRhLbgp8M5iCosopiqpu9ywRWiArTS4dpfUNOhe55/ScTCaMx2PyuulmWRmP7lESoRSlMVRlAUhUGPiqeuMFTzXNOQPPDGcFxJ3Ud2FaFCxy3/+isgYVBKRBgHEg87wNCjloG34mSVJ3EV5S/2eZ34ar00GepnD5jKxOkj7t9MdcAJdhhvdepX1ea2VV04t8V/KAq+u0793R3wv/ZgVZ7x90aY033/AcLtSmqbMVrqoIpCSbzTBFQdLtIoWmyjMCKYi7Pf/w1XCzu46BZQ/y+5nP3iKQWGoulaYq3h5jaV49l3qikXUg1BpQFozPooOwCGt9b0RjqaoCU5i6jtHVpLwleen5SStTYirr0xFCgqoBBMIhlCLLMmYL329iPJ0wnU89+EAoCmMJdISuBcsJSeWMx9RW/nprHSB11EZ4y7rm0VjnCaaKiqIyHtvpBFLqNu9XVWUbFQbaHhdSQhSl4GwdMfbXJ8+XvSL8PVmWLy2Jo+T3vPnZDC981IG55gvplYlW3408IG0Q5vjvhFimJWjgaND2oXPG+AfW1A9EVWCKnGwxI5vNKAsfkPA0Eh7trxsiYBsTBgFFfYbHtd7xY76XAPo8nzedGryno8knHjOZ2nOTS4oGIMDnAZ310Dmsb3PmSXq90JWLjMUsqwt9vak3n2fM51MW2bw1Fb0JXEdstWrRNPO5TzXMFnNms1nbU1CHEVleoqIYGQUYBIWpWn+xrBFClbUYR9vuepHnCOGLlWeLOXle+jxinXYoqoqi8F2Bg7o3ha3TKGXpg1aeQiPyUVxrPZVFTfJrazibXKG1AFr6w1Uw/B/r8QDt55p4oJSe1tGDIEEH6ChBB8F3wwc8qgXvMkGP/W0RK8ZAVeHKHJfXGMZsTr6Yky9mZIs5ZZ7VrboqtAqpqoKyKOgPBpgwYj4ZkwxG2NqsWX09aGJZhat5aFmd+6vTIo3p3KYmjpugeBp+Yw0Yj8wxeYGzBQhf/Q4WU5TMDg/Y3dlvfTUhBPP5gslsRpYvcM5QmvoBrqsgwtinEkpjmM1mteabsZhnFMYDFCKlKJwhRZIXFfnBgb++eDNxtvB+YlVVVHVBbVVVFHXT0DAMmU6nPg9ZN5VpS6yMR/fEdQW8XTFpwiBoTfCGJr9p+NJEOhvcqAeH14D3umJllUX7e2KsxpiWoZFWQNvopxQgAwhjojqN9l2Lgh5f715O6ZGqhNpck3UvhXwxYzYZk83n5NmMfJFRljmLbObzT8LUuFBbNxuJmOUF50brCKXuEr57m5tHJ5ElSNzdQ1D9OvfrvNueU2WwRe57S+QLnC1ROJzwEdMqy1mMpxzsbLMofLMWHUQsFhmz2ZTxbIxxdVOXwj/AOgzp9gcknQ5CCGYLrwEns7mnoMD56K/1ObsKGM+9dqysIY5jnBNMZjP29/e9Tyc0YRzVGtGXeikdMh6PcTVLWl77gBbXarimEWhDiNyUUpk64BKFwRFqem9VCKRYEg0317u5P6vPwvf0aP2W2hQQClRAEEaEaYcoTR+sAe/lV61+57kq8VUGdXDCC2B9odt2W8uL3V5850mTFtMpOzs7FNmCxWzG3u4dqsKjYbSEfL5AhzGdTqc1SdNORdJL2d3dpTsc+qLVWrCjKGqbYq6ez5EqiZUHQAhRd/2RbV9C6plfa18c2yBtmiil0Jo8n7dsa4v5lHwx91HPQKLwSfN8kfnmntmcvd19rPDRRevqmjpbtkEY31M+wwnIipJeWVIYQ6ffYzpfMM9yKusrGqJOl9k8Y15ULIwXjizLamD6lDwvOZz4ZHt/OGBjNGT/8IDr168zXF9j1B9w7cpbfnKrqhbi1pi/RWUozRLepkPfW74sfcvqKIqIwrAV2sViQZIkHBxMcM5x/twJZrMZQRAwHk/p9Xqsra2xs7PDbDYDPPKmMWn/2I7jc8gxTYgKvC2qA6K0gwoTZBgRpR06/f7714AP0nzv9btVKNORl7Vcu3ENBayvbfLtb73A7vZtOknMZDKhLHOSKPIUgU602MXGnAmCAON8K+am30FjEt0vKPNBzuleY/VcrDU1i3eFrUqcqTzg2gF4fNl0PGFyOGY6nZLlc0rjWNSolcpZVKApqpKsKFjkudeCziJUAEGACgP2Dg7Zn0zJS+/bWedIehWVcYznc3SdNmg0ka+M8Al6rTVOKHb399je28UKmM8XLBYZlTGYRU5pPdbWUFN+VEd9au9PVke0WFP8m2WL9noDJElNNhV4gc2yjG43JUkS5vP5kSDNH3vhe+Dw9aGu5rDNK4PWjk4QEqdd0v7g/fmA7+tBvk8e8Ph3jQNumgAMnkbi7TfeJIo8q9cbb7zB+trIO+rC9yUQwpcamcpS5KWvBA9zwm7QCmCSJAghWj8kDMN7phIeNBpN7sfdmruZPLx5WoOjm85AwkdksRZnSopszmw+YbHw/CtZUdRIHkEQxURaUhpHXpZkRc48KzyZr1xgtSKmw62dXXb3D7BCMp/P0UFAp6zIi5LS+KaizcRUVRWz2YzZrMA66AUK62B3b4+D8ZwkDpjOFhRlRZrEFFVBZWvoH/60lVoKXxCqNmDik/PL/oPOObIsa81KIXzXX18uJuvJoGJjYwOlAnZ3dz2xsJTfMyboXU9UY2F5ELLPf9amp9C+MDtOuyS9Hmm3h7xf1HD183Lb988Zvp/lR8uG/OvchYfY3t6h0+8zX+SUxrF54iS3bt9hMBi1YXGtNUFNuyeUj6QVNapjlZJ99eautl6733Edfwjudy1Wj3/1HFofsmbAds74vIT1AqkaSkTh+UOdc+RV7WfFQT3BeESKccKzoVWGRZEzywsOZ3Nu3d5mPJuTFyXzwmCEojLeTEUHzIqMg/Eh+9Mx4+mE8aLAOAhiRafb84n4+RzwVe1l6SeowlRe+OxqiGXZ/88YQ5FXNTi+OlJ5kWVZTeRb9zasS6yiKCKKorYXYRR5n9EDwuc+eruy7vfKECwrbnz003nTs6b2V0lMp9un2x/S6w9IOl1UGNWgjJWH7X4h+w9izj1IEJvhnOPW7W0ee/xJrLXt7JllGY899gR7+wcUZYVDEIQR3W6f/nBEtz8k6fSIko4v41kRuqMmon3P/d/vHO9lFbzXWGXfFrBsVmIqAq3Q9auhHVRKoUNFEEe18Pn6QSc8RZVBkBtLVpQcjqcczjKMEFipkIEiSFJK53s3zLOCRVYwz8o6n2cx1jfzTDod4k7K/viQykEQBeSVT8AHYURRVB4J1OATm3yV9LWOPu1g2qQ6+LKrojDYyiAcBMGyK1Nz7Y0xHB4eUpYVo9EIYwzT6RSg7czU+NJ/3IcUshW8ew4BBBE6jAiimDCKibpdkrRLlHbefx6w3d5x4VoBY99r+V0J+SP7UVgL7169xvmHLnJVvMNsNmN9E25cv8HmxhYAnU7CcLjGYDSkNxjR6/WIkw665mNRgiP5pdWk8Wo/82a/q9HP+56fEHeZSavXp43oWYPSEh1pnNUI431CzDLX1firSkmCQBHJGF2jSkrry4psvU+UxlWel0aUhlmegxTESQcnJGGcknZ7VNZRGsdkNiEvC6Re9j4UwtMbKuUbvMyzsq7qV0CJlN6fzoq8LffyQ3mMa41rbRY1lsXx3J2feHSr1RpNWVUV8/mcOI5I05TDw8MWuyqEaH2/JkL6x3kcn/w9zAxQvtxMJSlBknrOWOm7UCVpl/5wjW63+2Af8H4+lH9/t/l2PA94fPmqI++k9HR+YciVK9fYXN8i0gHf+uYLnDx5kiBUdLtdkiRhOFij3xvS7fZJ0g5p2kGFATIO24cNaHNNQtwfZ3g/4Tu+jj//u4/f/765+GXLQCaMzwWayrbRX2srwkiTdFIyW2EDTSic13rOURlXs2ZLhA5Q2iGMRwZV1pFXJUnHC93hZIYO/Ww6Ho99o0wlidMUXT8IZpGjA0kUx0RxzP7eodfKDvKiIqz9s6zIV05M1phe2onRUIKgheStgq69n7hEGDWCebxX4MbGBtPp1Kc66olotSLieyEP6N0P5/12/PPiibw0TimSTkqY9ojSHlGnT384ZG1tjfX1dTq9/hES5PeMgh5fr37n+/Qh23599QoN2Hv5nRRY4RteCnytjhCSwWCArE2Y27dv45zjwx/+MFtbXvs1eScdeGxjGAekvS790ZC1jXXiOG5rAxsOzDiOl4W6H+C8/Bk1XZ4as6Jhq5V1qkW1LykVVkik0qggROkYITXWKSpE3ZktIIhSP2l0+nT7A/q9IXHS8doO4XsTaoXSISoM0EG0NGmtI40T4jDCmRKJIBACUxbYqmLQ67M27NPtpv58nSXQim4npd/rMZnOiBMfkayqik4nIQx1G7jyT42FmopfSdmyfcOSer5pVd32oFeqpuHAd1pqaB5rQVRKsba2xu7uLmVd8Nto0YbK/4/GkPd4sfL3vYe11vOo0gReNE5GEESIMMHqmDDp0h2uM1pbZ31zg/X1EcN+l04aooVcyUTUGmxVkx0J86yYZ/Xuj+hA22pTv0ziiWmdM1iDr/lTIWgwJVRuxs7Onmft0oq333qDnZ0Dzp87w6VLl7h6xefyNjfXWd/aBKGwUqAihYg0BQapFVXt60mtQQjy2sQRSvnvAFdHNh1Hc4BKLtuqLR8ggbMNWMDnAp1zvvjXNlFBSRh1fGchcgwKwgjpQKNA5NjKgJI4YTEuwAnPbm0E4DKMLRjP5l7gdIixFWEoCEPf9y/Pcx46c4aiKBlPJ6x3Urr9LqLKWE9CrEywStDpdn13o+mcOPJUHRceOsdrr76Blr7XfBQrytKwyHwOTiowtvIuSs3sVlnv20ntrRvrfNDG96rwwZswCtFakuclxlQs5iVRFHpWAOGYTX2LtSeffJLXX38dax1ay1r4vCCutsv+n3Z4dvV2rFo7tQAq6e+3bfpyLXWP34IUGOP8tnQIOsKFMbo7IO72iNMend6AtY0NNjbXWFtbYzQaMOx3SdL4aIfc9xr3Xi6x4ihUy3fcwbObCQ/XatnCrKhxcbKGanmy2DdffYleJ+GRRx7htZdf5pVXXuHyhYd45pln2N3dxgkP8t08dZrh+gZWCubZAoOj1+3XEUbZmrf3Ou4HBZGOnS0Njsg1RQ6Omq/Jn2AT7aoApzToAGGcj19oizAO5yocCic0QkeEkcN5iUCGEUKFLArnyZjqfGZVmzJtlFdrbGx933kp6fS6gPefZBggw5DcVty6NSFNImQOjz32GLdvb7OYTYgTjXUVZe79TKVkHSGuXfcCtASUwJaeGsRVd+eXPXTNC+pikVOWFTJQSLkMdBljyLKc06dPsb+/j7WWMFw2Dm32uzoeADT6QxpNrKI56+VBNiVqx1dvVrE4jzlRCoIIGXfRSZfOcI1Of8RgtE6332NzfYPN9RFrowHDQZdBt+dpJuE7j3ACbQ8Ge5/l7XfC1wKuwr6cFNy6c4sLFy7wxmuvcPvWDR5//HHeeftNXnnlFbrdLidPn2KxWGCR7cyp44goCjzV3yo9/T0Lcu+PA23QOO81GoFgxcRqMLhCCJxnL0LrEAxgQBkDBqwTIDU6iIjTDiqKkGGAjnydX5LliCAGfNlOURSU1rTHZoyhqPtPpN2Ob8DS7bZ1dzqOyKoKVeacOnWCw8NDqsrS7/V444036HQSqsqSVyVKQRIGpHFClmVYC1oLwsib7VZQ+2/WC8WKsSOELxNrjqssKhB1EEY3Jqqpo84wGo1488032yCYF8Da4lBiJXX0R0L6uCuWUVtvzTK3Wtl37PG2DQWAClBRSBBHxN0OvUGf/mDIxuZmK4Aba0OGgx69bkI3SYkCfXc94L3ev/fyo9/dLwgjhPCzhpO1P7j8/ubtW2RlwWI245133mVra4tOnPDyyy/zkeTDDNfXiOKURZFzcHDA2tYm/X7f+501DOu4BrzXsd5T8z1AABuhEw1+dXWbAiprEDU0jcrglEIFYVOVhI4TQi3paE0lfA+JIAkorSHOM4Iwxhiv/YqioDBLVIlzHjVTVb4yIY5jer0eZemrF3zNJFDmrK2tAbC1dZJr166hpCRNUyaTGZ04odsJaoyoYzKZYC2EOiCNOr5Koi47qufKpgEuznlAg1CSrD6W1REEXsPN53OUUgyHQxaLRd02Dawtjmi5ZmLx1/U9L/0fwlgtV6+Jju+1Dp56q21aI9qvIQ5BalSUEKVdok6XtN+jPxwwGA0YjPr0ej36gy7dbkoa+z6NumZyuKcJ+kG14L2WO7irK/UR35K6gYlzXLt2jarMEdby5jtvM19MeOzhy4zWBhwcjOkP1+j3+6TCYSwtor60hkCHR/ZxPMVwP4Fs1luNw61WlzhBG0hqttsKY63xpfC5OK0kSLBCYoQvjEX7lESUpkgXIsuYSnjSJBVrtDXIMALpaf9UliFzjapD+U1ZUpwkLBYLVJ6RJJ6Maj6fM13McWXZJvoPdvdYGw7ZWl/jlVdeAqDIc9I0JU3TFhV0OJlRVYZAwdraGsJKZrNZnUIwrcZztQQGge9BUVnDeDzGGtdY4VRliY6SuhKipN+PWFtb49q1a567p6ha4dNathFT80eKzn5lUm2F7e7hn91mVqJONQhkmCKCgKTbo9MfkXQH9IbrbGxtMVrfYH3N00OOhkP63Q6dOCIKNIFWhPqYBmx2dK/3918u2mO66zdSeAbletYQztWJZ6+6LY6DgwPCJGY6nbKYTwmkYHf/kKs3rvPo5YdJ0xRTl+T010foIKKwvoLC999773G84qH5bvXve43mt8dfvojX990TUvtooCjqdEKExBP6tsxrYYUSBqU1KgzAeGaxIFgiZo7UyuFD/XEct0zbTWuypq7PAdMsI+12GI/HnDhxgitXrjDePyCfL4g7Kf3ekKTjgeqz2QysJUl85PjUqVPs3N5eOUd/znaFcn5U0xvm04kXvmOj8e+kpE3GZ1lBp5NQFF5bKiXaiKu/D83kKP7ICON7Cl+j/WApfIGGIMQqiY4iwk6HdDCgPxzRH67V0c5NhoM1OmnKoNuhk8YkQVA3TK3BG0d29F3WgsCR8HQznPMcKZWzbJzYYr5YECYxg+GQ6Wzme911Ur7xzW+TdDq1xrNkiwb6JNA6IAyiI7m5e72a/TV/HyR8lmNcHnUAyQrwpbaubV7iqSskQmmE1lipsFKBDlBhhAgjCEJkEKKiGB1EyCBE6AAhPUN2Q4HRCLVUCtFQLCrfTEUIXwaEkszzjIPJmPF4zGKxYDoZY6qSM6dPUZUFV955l6qqiKKA9eGAThIRBqqmxnD0ux3Onj7J6ZNb9LtdT/MYBSRJRBzrNsCtA+j2YoajPnmxYDw+8JejCRoL6PY65HmOMYZ+3/e5v3XrFrBs7NlEQJuW4o0ZL8T7mwD/oEejQlYTEKujfRaE8i/po91h0iHp9Qk7XZLBiN7aBqP1DUbrm6ytr7O25iOevV6vTZNFQYiWCi08K7sS90l2fCcRUenuvdy5+oFt/uJaW9pZQZimXH70MfKiYO/wgEuXHkFqxbtXr/PIY49y48YNpFb0hoMW4BuGIVLrFlv4Xq97CdwH1YCrY1ULGpwnNFLac1MIDy5wSiGCABGEGCGxUvlIaf1yUvmXUBhj2wBGs78WrKBVax42QZJZXeM3mUzI85xOp8Ph4SHD4ZB33nkHKSXrozVObp1oj9eWFbaq2tzcmVOnGfYHWFuhA0WSJC3gQddBlTAM6fV6RFHkj6HwxxfHPn8nJAwGA4qixFpHv99HKcVstqDf7x6pnG8gbVVlW5PUuT8qEdD7j+bwrPB57gZULcOIMEoJ0y6jzZOMNjdZ2zrhX+ubrK2t0x+uMRgM6KSpNztDTRDWmGYt0cq3epMPeoAf+HrASbgaNdFQybsavaHDABVobt6+Rdzt8NgTj9MfDtje20Vq/6AcTif0hyOqyjIej30lt9ZtcxMdBsuE9X2in3JFm6yu25p6Ap/jMhWlqdoAgalfUnqyIYvzNH/17yfzGXEco1RAURrKyqKjmDBJQQoq4ZBRiIxCJtmcTq/LLMvJCt9aLE46jMfT1i8uypJFTTWRpik6DNrKARlo9vb2MMYwnkzY3dtjtLbmAyLG8pEPfZjZZMpsMmV9bcRg2McYw+mTpxj2e4ShJo5DTp3Y5NyZU0gsD507h60MQRDw9DNPYUzFYNDnqaee5OLFsyRJzMmTJ5jPZ+R5RhAJVADzeY7SsLY2Issy4tjTQ25sbDCZTABqSJxrm6U20U4hqL97YOzrD2006ZjjwweC6yh25CPVCBBhiFPe0kl6fZJun05/jd5gneHaJpsnT3Li1Bk21tZIkoReb6n9AqkIlW6pOXznre/CaELycHfgxZ9lTdZbF3tqrb3whAGD0ZBvvfQyeWX41Kc/y8lTp5jOFy0Llww0MtAorevWXMqbiU1J0/FjeQ/t/UFMnvddLlOjYuqd+8acygMCrBS+F30U1b0EPTGS1ro13abzJat14wPOFnMWi4VPC+DY29tjbW2tjixahsMhd+7cYTQasbm5yWw8IY1iNjc3GY/HKCG59PDDJEnCQw89RJkXhDrg4sWL3Lhxg49+9KN8+9vfppumXDj/EK+//jrnz5/nscceYzKZYIzh1KlTxHHcmlJV5eh0UqJYYSpI05TdO3ssFjmf+MSzXLlyhcNDL4B7ewcMBr2Vifr4PfKvRtv+URirrsfyrycKM0L4JHsUEyRdorRPMhjR7Q1Je/5vt9cn7fRI4g5JXVYXKE0gldd2UniTUxytU9XHD+Q7GcfTDx6W035BkwdESZ+JEAJpNEEUsshzLly8yO3r15hMDnnk8iW2Tmywd+cOqiZi8lpMHzNtl9nQ9wokLddfBmNWBcujHFb64Xlm0CUqpol4NtsRPnrblBDJY7lNUVdE+AoDD2jWYUBeloRx1DJYZzUD9ng8pszzZW/4qmqFIEziVltLpTD1pBOGIZ1Oh7W1NZ98r0l014Z9yiz3+dMTJ7ACDg/HGGN45plH2dm+Q6A0d27dRkvRdk06ODjg4qVLbX4xiiIGgwFBELRphzSNWl9PDHzdHwIefvgC3W6XnZ09AHq9DpOJ9+N9uqNpUNOkOHxZVuvjVv/TArIbbEXzRPhOVrBEyfggG0ojw4i41yeII7r9Ab3RBt3RJml/wNpwg9FgjUG3T5p0iUOfbgiV9EIoJbruUyKFQyGX7fl+P+O98oitH9ae7NIf9CfrGK2vYZxFBpqDgwNefuU1uv0+H/7ox3wVdm0jOIFn92oTvsu6suP7Xt3/6rgrGCSWZUvHAzSr369+d3f94NEZra2SqPM8lTWAY5FnR451Op1Slr5JymQyaenl8zxnPp8zyxYtQVKapr4VWxi2lBAf/vCH231tbGz4YzOWy5cvc+rUKYwxbIzWeOuttzh54gQ4x7e//W1OnTrFa6+9xsWLFzk42OOtt97gzJkzVFXF66+/XkOlRu2k0viazT46nQ6f/OQnmU6nXH70YT728Y/w/PPPEwSK9fURSin6/S6TyQQhfOVDg4A5nqt9EN/OH8ZozGEhWDL8rQgf2vt8yzxfn6g3IO4MiDt9+sM11obrDIdrDHt9ut0uaZKQhBFhEBCqJuUg0VL5UMHq8/LdOpEHRUhX0fKlNZ4Ooa4gz6sSHQYM10ZkRc6bb77JZDLhkUceodPpkSSdFlztt8ORG7m63/vt+/irGS2SvwkQNQEWZ1cQ7u6u6OhqOsJXxS+p7REW4xylMVjho72esHaBMSWz2YS9vR3G4wOfVM8zZrMZ87lnuV6tLiirikXmc4BK+Wu1efIEJ8+cpixLD0goffmPc44wUKSJL4r1bd1Kzp8/xwsvvMCg32c46LG1uc7h/gHbt+8wmUzo9Tpcv3GVg8M9BsMe1lVUVcFkckhZ5nQ6CcaUnDp1gq2tDYJAsX+wy6VLlzg4OODgYMxwOPQtBGpmgizzwIEmzbBKGdJc96Yw+I/CcKzkfpWsA2YBKkwJo7StZog6TWVDjzjpMeytMegO6Hf6dJIu3bhDGnjtF6ugbgFwN2Nf85x+VzTg+9KC9xACK2AymTAcDkEonBBcuHABpQLevXoFpKTT6ZCmnlMkDCOkvLu+734m6PFl9xPA43Vu99KAzferf1f3tfqbZqKpjNdWvpo8Zzr17bYPDw/Z39+vi1aXvChNKY/Wuu2BCDCbzTh16hRZlhEE3pfb29sjSRLOnDnDzs4OxhgGgwHj8RiAE1tbjMdjNjc3yecLOp0OTz75ZFsz+OKLLwIQxzFXr17l2rVrdLtd9vf3uXbtGuPxmBs3bpDVwr+7u8vFixdZX1/n9ddfZzQa0el0+N3f/V3Onj2N1prpdEoYhi3pUhzHwJIPdPU5sPaPAhKGZR6iKeQTCqEChA4RcUwQxwRJ2tJI9Acj+oN1usMRveGIQX9Iv9unk3RIo9QHW7QmVCGBlr79nVhpAtvsVhxDwnxXzuUegujqAEzdtwypFViBCgMCU7G1tcW1d9+i3+8jeyl7d7bZ2ljnxPoaL7/8Cs888YSPoNbcMUL4PFlTsd0AAR7kB95L+NoHghX/kKVp6mpfzwlabNZxE1QKB85gXeU5QqEVvsZcnM+nlEVBlmVsndhgNplQ5Iu2tbSuex5qrT1RU+hLsOI4Rkjpr42UTKdT1tfXEUKwvb3N4488WuNFMySQRAFVXrQFsQf7+/R6Pa5du8ZDZ8+xNlrjyvVrvPjiixSlD/zkec7ewb73z6XkypUrviFnlrX+INCWh+3t7bG3t8cjjz/GzZs3ybLKB2R2d1usblmWNQ61aikphBBtLrAJzPxREECxmmB3zuf5lEIHEeiAIIyJkpQo7dIZjBisrRN3e3QHQzY3thgMRnTjhF7aI4liQh0QKup8nz9BAXUPStuGXK3wheN/IGGo1fSEdPVLSnSdCmhq/IIoxErJ6fPnUUHIbF7Q6w/J8pLb2/ucPn2WyXTGbL5YYhAb01MeE4R6v8erue7117mapd81BZX41mGO9v39kvaNKWqaZWIpsMb55puVtVjjqIwly3Pm84ysNhOl0G3zEylpaf/StCYzEqoVyDCKSJKED3/4w+zt7ZFlGRsbG9y5cweA8w+d5cqVK0itWeQl4+mc/miNoqh47fU3OBxPkFIxyzKu37yNE4pvf+sl9g8O2NjcZGdvl93dXbTWDAYDptMph4dzOmmPw/0FoY7QMmA6nfPsx36AnZ093njjLXSYsL62xcsvv8KTTz3BjRs3qKqKJEl8z8E4bt+HdcH1qvtgW9r/78LD9h2MJX6rlofjL6VB+1wuoUYEITqJiNKEbq/HYDBgNBiyNhzSTxM6iUe4hIEmkF7bKeG81rN1i4Ljx9CYoE0hbaOpWo2lpK9lO/b9XevVCAEnVwpVWb4CFSKc9FpPaLQM0DIgDGPSbs8jR4KY/sYWndEaWWXJDURxF6kiLBqhPIJEqQAUWAwWgxN1LwZr2yYoWHffz54uXqCl9EJmDJFSmKpEK4mSgvlsirOGTpJ6ATUWU1YYB1GSUlSGrChJuz0WZQVSMpnNyEtDEMUYB+PZnEVR4pCMJ3PCKGU6mREEESdPnmTnzjbdJCVfLFgbjtBSEwYxQkiCIKIqDSdPnUaFIafPneNwOuXW9h3OX7zAZOJ5Ny8/fIHDw0OcgPF0hghCrt68zc7+mOu3trlxa4d5YfjSV75BVSnSbo/nnv86127c5Oz5hyiNJSsL8tKyvr4OBrZvHdCJQ6q8prBAMhvPeeqJZ7hxfZs337hCljs++akf4u2rt8hyx+3tXVQQ+p4U1hGnHSyC0lSsbazT6XVrvtMZcRrRG6Q4wFhHECmGaz1U4B/8KNEEkW4FIU4jWkZ3ASrQqGC5HLkqwXcX1koVtO9X5cufm08BuIom6ee/DAQuEBAH0IlIN0ckawN66yP6wwFxEjLqdTmxNmCQhPQ6IUmiiCNBrB1pJOjGAXGg0UoSByGh1ighkG4ZhHJIrBPvXwPeL7/WCPC9lvtr5BnBljPOqskofVm+DqiMI4g6rG+cZLS+hbGOm7e3MdbDmEy1jJ5KrQgCTViTxba5R+uWGo2jGs451y5f/SuEb30mrPOdjtoqgBUNK1fSF3VU19YmtVDaLxe+OUtlHJUDg2cAiDtdgjAk7fZY39rEWojjlLiTMhwOKUrD2vpmS0cfBAEXHr5Ed9AnSRIGg0GLdAlDz2Q9nU45ffo0+/v7vHPlCqVxvPra6wgpefHlVzicTAmjhBe//TIXL11CKMU3XviWB7KHHkuKkhweFjx07jTr6+vcuLHNsJ+yPlrj8HDKyfURWgac2Nyil/Z49+13mBxOSZIOUmi+/a2X0GFMmnrUy/jwsPU/0zRtMauz2azV6E0Vh1SQdAI63ZSyKgijgChuyJqqVj1li/yImdr41w96JlfXPz7q2Obyc91I1cupaCW0lDWbgw4QgfZlRp2YbtohSSKSMPDolkAQaUGgIdTSk3ApSSB9+sHj9O8mhv5APuCDIpwPWt583zzULSKmPqgojKHnhSDPc0xVEUtJmCRtjwLjLNo5z0K1ElEqXeVnltbJrfvRtyBxiXXWC4z/AmgaJzpUnWMsG3o+IWtiIucxoHhaRO/XmTrp3lAS+oQ7UmAq34q6MJXPDwoNwqN1qqogimM2t7YYz6YeVBBI+sM1Or0RJ06e5M6dO/S7XSpTsLm5iRWW0ciH9be3t9kYjfjqV7/KxsYGZ0+d5lsvfJvBcMjVq9dxAiaTKdvb22jtS45ee/UNLl++zPr6Oi+99BLgePPNN9s0w3PPfZOtrQ5nzp7ihRdeYDgIWR8OiKKIyxfOsZjNOXPqFFGaUJY529vbgOWH/sRneOEbz1PMp3TTDW7duoEpS8IootPptKS9zpmWqKnxI5v6wDiO0YFqU0phGOKsL7oWQhCGEmMcpjra3dLZpQ/VPsQtKVKDtllylnrptau3fQmqxi9WtUQKoXBKgQ5RQUwQp6gkbgNiaZrS7fg0Q7fbJU27dWCwxneuRHmllD42AGCb59L6blfHUnMP1IDvJ8L5oOXHpf74d1F989Jup61wyEtDXpSeu7KyLSrE1RQClfNttpw7GoW8V97ufi8fMxEIrVpWadHmHJeFsUJ6AqWGe7TBZaK84FbOYnA1u5lvKabCABkFSB2CVMSdlNH6OuPJBBFqgiihvzbi7IWH0HGEU5JOv8eZc+dwQmANrK+vc+3aNba2tviN3/gNlFKcPn2aa1evEscxr7zyClVVcf36dZxzzOcZYRjy1ltv0ev1+PjHP87rr7/Ozs42YRiyt7/PhQvnmc1mGAuffPYHmBzs001iyqzgkUsPc3Jrk7LIeOLxR33lRBgym46xpuKpJx9nbTjg5W9/k04npSpy31K7jtw2lIMNOxpAFEVtdDiKIobDIcPhsE3yd7vdlpC5+ds+H6vOWjMalXgsun2/Z3b1u9W0lasT7pXxoA4nZd21KCbudOn2+vR7Q8IgJopiojDxnKdJTBwvX0opAq3RTSfmFQuqSVM1+1ZCtutJ0URH3+f4TrXgcaE7/krTFPAPdBzHnDhxgo2tTZyAOzvbntA1y8jKoqVAX80pOnG0SuFIxYLgnq/VdSprkTU5krGuNTeryjMaGwtC+9ZfpXU4qbDOvxdKUlQlpeMI6FqFEUHs208FUYiOI9JBjzBNWFRFzXLWYTBaQ4YapwTDtRE6DNioQdRKKWbTBeP9A15/5VXm0zkPX3iY7Tt3yGZzbFlx/do1ysrQ6faYzOZceuSy7wexmPO//A/+V1y5dpVvvvAt0jjh9s1bfOjpJ9FSce3KVT7+kcdI4gicZW005OKFswwHPcJAMeh16XUS0iRC4dAOLp49xcc+9Ay/8su/CA5skTMdH5DU928+m7VY0DiOPfNalrVCKYRoy6mstQRBwMbGBpubm14jak2apkRRVEdTzdLF8BG2ow+c8x2Hj5uZriZH9iVP9ggGuNmYo+lSiweDygBU5DVfmBJGCVGUEEWefS+JO3VaKEKrcIU8KyAOQoJA17yv8m6B8wwkK898o5V9MdsDTdD3Cu+/Vw5u9f1xjbcK3WrBz8Zi8hxKA0Kxvr7OcNAjm05974S8RGmN0KpupOJayjxPqXeUavD4fo4vB2+OlMYSRR7U7YSP1jbtumSgMZWtiaW8hgvq86hqEEFR+do9oSQq0GjrXQkdhN5sLUuUDoniiKz0TTF1nKDCCK0li8WCwWjEaH2dyeEhWZGTl77XxCuvvMLh/i5vvfUWTz75JPP5nJ3bdzh16hS/+Zu/yWBtxJWbN7l46WFu3LjF4eEh8/mcH/mRH+Hw8JAvfvGLSAHj2YKtjQFPPfUUX/rSFzh37gznzp9lcnjAsN9jNpnw+OOPMx6P0cCzH/0Q+3sHPPXEY0ynU6qq4id/4sd4+ZXXuHNrh5Mn1nx/icyRZXOohavX69UVETMWi8URDRAEPg/Y8IOO1oZsbW21qRhT2SPNb5xzrekq67TTajmTtbbVhvfKNTe/W83Tts+Gkp6rSChfFK2lZ7WrwfRRlBLohECH9PtD0m6XbrdPmqYt416j8aMoQklRYz5VK3TC1Rqc4xOEj8A3jBAfKA/4nWjBVUE47gMCZFmBFr6Ys1gsmEzGUJX045hhf8SeNb6lsrOey7KmzNNS11g6hXsPH1DJmshSCFasfxrkZ1mWxEmCVAFO+DbYlbUUxhJHCuscWmqv9YwjrqkIqzq1UmG91lMBMgxQnhMNISSubmyp4pAgiZnMZxCoZZJdSiKpiLs9nDHoMOf69evMplPKPOPOnTtMDg/5gY9/gts3ryOcY2vrBNev36DX67O/d0C326dyMBqt88477/Dwxcs8fPEy/+Jf/DyHkzmjXoeDyYxPfOITHB4eEkURTz/9NGWRkyQJpsx5+KknGY/HhFpx+sw5X9I0HPlEujWcPrlFr5Py/Ne+yon1HkkUoqWfPKwThElCr9cjCAJmjSZ0jjiJKAqPiGkACUBboV8URQtGaJ4JpRS9Xg9f86nbhx1ka9o2Zm7jMzb+V1VVlHndDg2fo/Ua0bVkE1L4OkytNU5pgjhGBCFBnBDFKUHSIep0SdIeOk7o9/v0ugNG/RGj/oh+r0OaJMRB2KbVlFzS0nsN18jBUvgk1gvdsSDfd5SIf1D06V5asRHC1e/8zOhNEiEtnU4XhWBycMiN23eYjQ955qknfNpAUTeCFGide8Y1KYl0sKSRWBHw4/u51zE6J70mq9Mu3r+TGFd5zstmVpWixrAuHWiftPedTxvtJwONrPs74AQlDh1FaK1IuymTwwPipEMSNw+V9ysXecb44JBOkrC9u4swFuFga2ODE+sbAJw6eYbpbNwCok+fPs2v/P/+DT/w2c/y8muvkoQJFy5c4JmnP8S3vvUtDg8PCbVkPJnx1OOPcvLkSb74xd/l2Wc/xnQ2YWN9hClzhr2Eqio5f/Y0b7/9Nr1uyvnz5/n857/A008/zXR8yIWHL/Hrv/E5qqLiyY89xrUbN73mHvQ5eeosd3Z8PtGs5GqT1FfdN2ZpIziDwYD19XXKquDKlStkmfdbldStAA4GA4RQbb7UI4Jk3YvCQ/WaLktNEMcTBVvKHJbIFu/ne3Ozjg0ogVQBOggRYUAQdz3IOk1I0g5x2ifu9UjSHmEUkcYeidXrdOl1Pb1HGsVLHLJwCAtOWCwWJSQGkCy1cPvMWQ9Ityta8C5KimY8yLE9mk64/3fN53t1xGkE0MPSJIX1lOphEjNYG9HpJLz97rusj4Zsbq7TqRtWVs6i6gsPtMzYrg6U+L7xnn1rnnkYVmkqsjzzfQRrRq5er0dWFkxmcx+xMxalFZPZgo2NDbIiR+ig9QXjNAUhyYqCNPE1exaHjuJamH0ARjqJrTz/izWmrn+MWeQFQgV0ewOm07EHLg8H7O3tefM2ijg8nNCJQkxZ0esOUFKyv7NN2u2ys7PDaGNEX0qee+45Hn/qSd599136gxEvv/gSP/3TP818kfFbv/slTm2uM51OOXdmi263y9V3r/CZT30aHUjOnD7F3s4d4jhmbkqy2Yw8jhn0e2xurPHFL3yeRy8/wmw2I00i3n37LQ4PD3nq6UdZLGYkScSlRy/x1tvv8sYbb1DWHYIBX9EvRN3ExdcLegidF6xut+vbp019RX+TstDKB1+WxL1J2+dxb2+vJhX2/SF3d3dxzrG2toauu/xOxwcUuYf1NakGY0Drhp3OQ8wckso5lFCEQULc7REmiTcxu33Sbo847RAlKTqIOLF1iqTTYTTo0e/4yGccBR7ho3w+2Vtlta/ZMDZZEM5RR/pW+IVcS0Xa5CLvKTT3G++VZni/v13VVKtCq2RQs0xrdBAAlqCIsQjyyhAbRxxptI6Qsg5rB/qubTafG5OniW42YfFm3bwqQQqyoqAfhhjne6xLrbzwoXDCA7OXNWJ191sl8fxECpxfx7eEsDi3pGsvihKpFLPFAicUQRTjhCJNux6YXbeRds6zlSVJQjfpUGUL318+y3nooYu8/fabpD2fc8vLgslsyq29PU6cOctvf/73+A//g38fYwz/7Od+no999Bneev1NlFLs7+/zEz/5Y8ynM6SC+XxGmkacOXOKrz33FbpJwtmzZ9m+c8ebpjXAezgc8tWvfpXeYMjrb7zB5voGlfCV72fO9Xj11de5ffs24Gd5V0+Aq1FoUUeLe70e/b7nM71z507dFttrtzNnznigeubLtJoGPa5uYGqtbWkzmqarzTr9fp9XX3+95dQJI8BUgEPVz0FWOB/+p0LqwJufQUyn1yfp9Un7fcIoIe326fUG9PoDTwDWGxLFMcPhGkkS0ev1SNLI00poiZaiFkBDY3J669NbL6sOz+qQbmmYOsEH5wV90OcPLMhOQu2sN+aGNWHd9EQgrEMq0fYwT3VMEIVga20npKeAb+BNTcCkdtiVUiyK0jdHCeWyaiAMyfMSpCbPcoQKMBZsURGEMbN5Rrfbw1lLaSyVBeUEPjiq/frOejbwOqRmraGJDVgkDkcYxiRJhyJfeG1fw8/COgCDkjXOVbOYztkYrZFEMUUQspjNiTuat99+Gx2F7G9vc+6h8zz3/PPsHByiw4A3336Ln/gzf5qiMvyzf/bzfOjpJ3j+69/iJ/7Uj/L5z3+ez/7QD7G5uck3r98gTjSnT5ygyDNu3/S40ir39YM4x9WrVxn0Bpw+fZpXXnmFfr/Prdu3OXHiBLNFgU4iDg8PufbqqwSBh8nNsilCLLsHLwl4l1HuJgk/mUwYH3qgdm+QsLm52fajXxVcYwxl6YmnkiTh9OnTWAvXrl2jLEtOnjxJGIYcHByglIc1KuGrP8psQVHk2LoKX8qalUFrdBiiooQ46dAZDOn2B3QHw7b7cq83YDgcMRgOGQzWiTtp224tjuOaxcybl8J5LadaJdLkKJf+X12tWv9/nN7XC+oDeUHfy6x8L+F7P37gXWau8hXzQejJlmwVoIREON880idnHS506NrUabbTRM9Wm0c2id+iKNrAR1MkGgQBeVEgA4/N9IQ7grKqSMKE8XhCtz/wD0QtzMZZaDrFalVznCw79kqh2xbXDVY0qM2p2WRKEIQIpckWM2SoKUuDro/T1f0VBoMBpihRwvN65osZxhhuX9/mQx95hi986UtcuXaVyhoeffRJisJDyf7ZP/3nbGwMuH79Oh/9yDNkWcbHP/5xfuzHfoz/z//354kCzaMnLnufK5KMZ75f4Llz57h27Rqf/cxnuHLlCpPDiWcikJLb23d8Aa7UbO9epZ9ExHVZlAoDDg8PMd7huet+N/dCa81sNiPL5hS5N8fSji/4jeOYd999l263S6/bbxkBvF8YM6wbmfhKi3lbiJwkia+lzDLW19c9bXxlKIs5hXBI5ajywmvP0Pdg1EFEkKToOCWIux5gHackSYcgiuh0ei2BUrfTIY0j4iAi1CGBlIRCENQaSwkIpEArgXMe+ynFMiKPEPdkhmi0onT3iIK+Hy12v4DG+/39vZbbBviMRAhf+e0CRyDAaUmgBM5UqPqBbppyqlgShiGVWSmo9Rv3Alm/PO7QYqxFC4+cMFVFWWvUOIzqyKdBaEWZF0T4/hI+qa4p88KnJqxP0Jua8TorijbULmWAE66deZ1rAjiuLawNg7iN2AVBUD9IOVnd8DLWAYEKmM4nlFlGr9Ph5vUDhFacPHWKt9+9yng+5c0r1/jrf+Ovcmd3h8Goz6/+6q9igd5gyKDre7Hn8wU/8RM/wVe+8hXCMKTbSTnY3eXRRy5hbcW777zF6dOn2dzc5Pz587z62utMJhMunL/IW2+9hZSa9fVNlAy4duM6jzzyCDuH+5SlYWNji69+7etkhaUyIPXRNE+bB1PKd3GqNVwYqbbqYzKZsL+/34bym3rHsuY67fd9wl5rzbVr1yiKipMnTxJFEfv7++R5ztbWFkVRscjnFPMFtm76EgWKKigpTUFWVkil0XFEmMQEUYqOI5+fDQN0GNbcLTXIuj+k2/FFtUGg6SQxQR25VloihOe6CULPQlAW5miKUtRpKbHUfLDKEHE0LfFAXtD3Mknfbx7w+OejPuBSO9o2hO8FBadwOgBb1JFBX9zq20Grtrat2d7x+r0mNO19saKlbvC9zTMqZ1sfY5Yt2hm4KAqf4DcGrVVbRKyO8dBkWYGzAid9NbpxlqrynKWmjpgm3R7OVIR1/wdTM4PNpgtAIlEsZnOy2ZzuxoYP7VfLrrSLxYKsKFBBxdvvvsM7V6/wH/8n/1vu7O9yOJ7y4kuvsbNzyOnTW3z0ox/lV3/5V3j4J3+Spz7xSXZ2dnjhhRf4Ez/4GYSpyLIZUkquX7/JxsYGFy5cAOC5557j1q3bnDt3jjfeeKNGeaTs7e9DoOiPhj7gZC137txhfzqmNL7UqJqXdyXD2/tpLWVRobQkDHXLametRQee8/TixYv+mbD+ejeVMlL6qOdsNmM0GhGGvrawKApfKVL32+v3h0znE2ZSkC0cpiwxZY6zFaXxHQ+pJwRdc7IGUeK5W2qi4263y3A4ZH193Qtg2iEMYwIt6+PRhEqDAuEMFgtW4IxBSOepKakLdMRdhTrvOY6kId6P8Nzv84N+f7/1pJZejbu6sab12sNzqzR8lvieeda2pDZtUrauxADAebxgOwOHgU8II5jnBQbfaddmOdOF77VeVN45n03nPi/mLPPMC0dRVOgwpbJLEqii8g6/RayExRVCeO1YVr5lV6C1n0HTlMPDfeI4Jsvn2LykrEqm8xlxFDAZj9nbO2C8v0esA/a3d0nj2Pd5n0w81+adO/TXB+zs7fLDP/KjWCF54ZvfZnt7m5vXb/GJT32cUydO8sILL/CRj3yMj3zkY7z20osopXj88ce5fv06n/jYRwHDSy9+Cynhs5/+JFeuvMuLNZxtfbhOUVScOnOa8XjM62+8wXC4xmjUIytKvv71Fyid9Y1BC8NoNOLajV2UEhifl2luLrAsLvbCF6JUU5hcEscxo9GItbW1NnqNEG3Oz4fuRZui8JovYXt7m7IsGY1GAOwfHvoml6EiCTSLecxiNmMxg6rMfTObTowREhkEreURRRFpt0OnN2gjs6P+gGGvT7/b8/5eEKCFj9yrmsdFCHDOlxc5Y6kwKB1xj2qje4x7r6Tr57a1T8XKRXy/33/H6wFK1HRvrk5TCAXW82sKa3GiwlYhuAqlHFr6h72sDMaUhIlC1r7laofcBoLU5JKKokCIZV/yPM8R9YwstabI6hSFsRSmAjyfieIowsKYEiH8+9L4B8qZEidUC/DWOiStMYNlXjCfzkjjEFOU2LJAS1gYQxx2ef3WLe7cvMHuzg6R0ly/eo2Hzp3n8PCA3d1dummHT3/2M/zcL/wP/Pk//+cZbqzzn//dv0teQL+f8GN/6k8jhM+HRjrgp/69v8jNmzfp9Xq88srLdJKUy488TNJN+Nyv/RpPPf0EJ7c2+a3P/w7GGIbDIYPBAAwtP83nPvc5/spf/uu+Ov7GDa5ev8bJ02d49+oVDsZjkk7KG29fJ04DX61SWR/z97Onv1a2yYM5cAYlQ2TgKRqiKELVD/c7b71Nv99nc3OT4XBAFHlN57chWFtb4+DggKmcs7GxgZSSvQNP5XH69Fmm0zlaBgRdTwwcKK9TrAAVFeggoHQChELV/SPDMCSOArppTL+ber8yjQhChVSirnJyOKplCVPTCl1I/7wpkFLVFqXzSgPrP7+PQKSsRVIiRF2GsfzrW4z5z0J6WvTj6zk4st79/jbrOWi/F0q27M+BgEhAUL9C2aALArQOEDJABzEqShE6xYoIS4DQCTrqMpsvCKOYoqwIoxghFePJFB2EbX/5oqyIk5Rbt+/Q9JsvK0NZVixmGbquU8SAQtHr9JmOJzVqX5IvZkynY8JQMx4fEIYaayum0zHWlfRHA+aLKUU5R0vBxtoIUxZEgWZ/Z5uzJ09x+9oNOlGMdBYtwORzhCu5ee0q77z9FmfPnuG3Pv/bCCVwCowSJIMeH/6Bj/Nf/7f/Dz716c+ydfI0/9l/+nc5c/I0pzZH/I2/+tc4sb7B1toacRTyF//Cn2c2HnP75jVu37rO1uaIc+dP8eEPP8Uv/MIvsL61yakzZ/jnP/8LvPPuVfYPxugg4PrN61SuYjKf8Oqrr/I3/+bf5OWXX659QUmv1+Pq9WvoMOL8hYtIHZJ2QhZZ6QMrKkDHad2WmbbttXD+QcsXJeODGZPDOUkUcerECYSDF7/1bdbXhpw/d4atzXUElvl4zGR/n/nhBFt4/7jb6XDm1GkPcctLdBixceoURWlYX9tg0B0S6AStYobrW1y49AgXH32cUxcu0tnYQCUJmbXMioyiyrGuwFQ5eTZDK0EShfQ6qff3tMWRI2SJCgVhrFChAGlxwmNMpfJldsKBtBZpLRqHoiVSp6nubip5rPVBRFv5lykttrToNkFYFze6xierv77n8pXvV/+K91h+r9+3dXq1CdPSAdYzoKlLgXztHlisjzbh+28jHHGcsrOzw+bmJtPpFGsta2trbG9v0+v1Wq6SpvK8cfIbfy/P5y0gPKgjplmWkc3mmLJiMZt7Bm7neyvYytSR1QyH4dSps+zs3mE0GlIUBf1Oh4O9HbY2TxLpACkEN69d5czpk1x59x1CDVtbG5w9c4pf//V/y/7eLsPhkKvvvNsyV7/82qvs7+zy5DNP849+5r/i0qOP8OlPf5r/xd/8W/y7f+4n6Q0HDLr+3F78xjf5yZ/8SZxzvj7whs+LXb78MG+++SYf+9hH+Nmf/Vkefvgizjl+5md+hnPnzrFYLKic5fbt26xveJLf7e1tPv6Rj/NvfvXX6Hb76Chkni0oKstotE5Wlbxz5Srb+3uU1UrDyqqkcsvSHw/NchgDzsD6WoeiKDhx4gSPPfYE165d4+r2Nk88/ijOOXZ27mBLz9w9ORzT7XbZPLmFlIooThBa8c4779Ab9KmqijjxJvrDj1xm5+YOaRLTSXtklWeSq2yJ0Zq+Dth++y2MhSTpEKUJne6ApONZywLt4YL+SbOev1Or2oKSdQcjixBLPVWbeD6vLHzBNkhwDf1ikwM9qgVXYxNtDATQsjEG3WpubiXQ0rxvTfzl+2Z5+/7Y3yPbus/vffBlic5sD1BYj8PUqm52WWvVpu5L1rwiSG+PFyW28uVCwkGZF8yY0uv1MGVFVhMTTQ7HHreoloKZpQmVqQgChakKpvMZ1lUoJZhMDlksZkRRSJbPCSPNoN/1uMogQAmHLQu6wxFV4BEsSkASh0wODom0Yn88Y3y4x+bmOlWRMej1eeHrX+PtN94kjmMm00NsZXj08sO8/dYb3Lpzm2eeeppbN67xzNNP8rf/N/8Rf///9vf4i3/uxzhz+iRREjM+8AWw/8f/w3/Ov/7X/5r5Yuo7DccxWZaxs7PDZz7zGT7367/Opz7p/b1vf/vbDAYDdnZ2cM5x6vQJLl9+mMPDQ7705a/woz/6o6xtbDHaWMcYH901RcmJEye4fvMWr731JvMsZzLx4IG4m5Dl9X1bQcKEgfZ1dtawPhq2QO00Tbl27Qo3b94kjWMUgv2DA06c2GQxnyKl5MSJExhj2N/f5+zZc+RFyd7ONknS4fz589y6s8NgMGAtDMjzvCUszvOcKIo8paKw7B7ssrNTcuLEKao6VyK0QskQ4Rxl7oNyk8NDjz9NEtI4ImgqGpzBGZ8/9GkG0bojQggEvtDbOodw5v7PeGMNHBO8FjDeRDLvFdk8HuV8PxHS4+P9/l4IT4DrVkzYlmOzxmkijlY3SASmrFhfX2dvb69FqO/s7NDv931Esc75Nfva3t5u+0s0OcHmBrbU9Q5feJmmlHkO1tGrcaprgyG9Xg/poBMn3Lx5k2F/QJlnaByTwwNOnzxBNp2wfecW+zvbPHT+HIGAYb+LrUq++Lu/w9e+9hxnz5ziW9/8Bt20Q7/b47mvfJWdO9v8jX//r/PRD3+Ed956m7/y03+Z/+Zn/mtCHfDMU09z7sxZZpMpSRTz+OOP83M/93MtuLksS27cuMH+/j4nT57k937v9zh79ixf+MIX+NKXvsRsNuPixUstV8uZ0+ewFj73ud/kz/yZP8OlS5f4x//d/5vTZ8/4qGEQYozjxRdf5Nad21RVxeHhnDAUnDq1SZZlqMCjS1C+ANmjQCyhViSJh5I1nKK3b9+mm3Z4/PHHSZKE1157jeGwz+3bt5HSd0ve29ujKAqGwyHb23eYzyY8/NAFTp88xTvvvMP58+d9KkNIBt0eQRQitfJVRUojVcOp4/tdPPTQQ5w5fZrRYEggA4pFxuRwzPhgj8nhmIO9ffZ3dznY22c6nlBkOc5UrfksagGTxrW8QThTFxSaJdTsGAroXq97rfe+kDDvd53vSBCV9NFL5xBSsIwWyTqc62jwc7JGvNCYqsITvmopPO7EVD7/V5VIHKFWzKcTkihEOIutSsYH+9jTp+h1UmxVkg77CAn5bAHOopQkinxuSEqPbukkMb1OSpYv6HZSbFkyn019ZK/I6aabPjdVzel2vGmzOz4EVzEadJFUzGcTnv+9K6ytD/nC5z9Pv9/n7bfeYD6dcfXdd9BScri/x//6P/yb/MDHP8Y/+of/kE9/8hNs377J+mjIyce2SOOIL3z+txFKsTYcsr19mwsXHuYLX/gCp06dwlpLGkdcuHCB2WTKM089zetvvEpVVTz99DNcvnyJb3/723Q6PT75yU8zn8/5zd/+Cv/eT/00Z849xM/8zM/woz/6p3jtjbfYXNvg9s423/rWi6xvbtTJ9ILLlx+isIZbt26Tpinz2QJqOB7Wc+eUpb9mg56fxG5ev8qHPvQhTp06xVe/+lXu7O7w2KNP8KlP/AAvfPPrnD51gsPDMfv7+5w/c96nhcYTLlx6mNlsznh8wKNPPMnaxoh5NqeyhrW1Dd568x0GgyFx2mE47LMocg4PDyhKT6V44cLDHBwcIFHYUlCWhkIUYCyVKylVTrHIWIRzpuMDpmlMEgVEga+Od80/5yP1xzoQIUTNauaWqanVbikNQuYI4GQVC81KHvCDIFrut+xe44G/d8tgjgCsaLIqAD6/Jmva3CZviDM456kmkihkb2+v5U5xzjEajTg4OKDX6zEej1vC2Nls1jZbaYhke2kHGUgODnwUT0lJFAekaerhY0rT63W8GeIskQ7Yu3Ob6eGYbjdla2ONIl+gpWKaT3j4/KNs37mJyTNGvS7CGl7+5jd567VXGI1GvPrSS1y98g79fp8vfeV5PvzkZYSpuHVrl//y7/891tc3+Xv/1/8LH/rQRyiKjF/5pV/m5MktTFnx5d/9POtrGxwe7nOwt08YR/z2b36Os+cvsARAzzg4OODhhx/m3Xff5c033+Sv//W/zmw2Y3t7m9dff50f+IEfIIoiXn39NR566CKXLl3iH/7Df8THP/5xptMpFy4+zHQy4ZVXX+ehixc4nEw5efosm85y7cYNwFfr37q9jc9BeBiWkBJZ35Nhv8eJGkD/6KOXWRuO2NnZYW1tjWeffRatQ770lS/R6SQcHh6ytrbhiaryks3NTR46f9FHrpOUtc0Ndm7fob82IkkS7GLBa6+8ytnz5xCqTl0oRYjzjW0KTZz4SbSqKp96CH3Ob5JMfaOfvPIUIvmC+dixK3xEXiKQ1uK6XUyNvJHUjUttjXBp2NAlnl+ojuJ7iIvECevL5DA14VOdNxQW4SQW46P+wqLl+xS897X82N+73t/j98vZ4Wi9VPPGGoNqTlhYRJ309gWZBqdCqjKnLDTOeuhZGCgfBKgK4ijwxDjCIYVjNOx7gVEj+v0uSgmiUBMqSRQoIq0Igoh+r4OpSs80HYYUWYkUnnl6Z3sPKRyd1Cdr88WCbpySaIUrC7LpBGEd1bzk3bffoigK1vpdZuMDfu3f/DI3btxgL0k4f2LI1tqIt99+i//yv/j7HBzs80//u3/M5voa+7vbbG/fIY1Dzp89wy/+4i/x4z/+Y5w+fYZ/+S//R5555kPcvn2bT3/609y4cQNTFVy78g6PPPIIf/KHf5jt7dusjwb8tb/21/jyl7+MtZavfOUrSKl4+ulneO5rX2NzY4uNjQ3+1S/+Ep/+zGc5ODhgfW2Dd69e4+q7V3j8yacQQtAbrXHr1h22d3cQQvrC36ykP+gxHk/bMLeSkIQh3bTDsN/3pnlZcubUSaaTCWdOneTf+ZM/wm/8xm/wxS9+mU9/9jPcuHGNp594EiEERZZzcusE3W6X2XRMnHS4cOEiV29cZzweIwPNzu4+W6dP8cQTj9EbDJnOc6bzGYt5RhSFrK+v+xKvxYLDgwm9tEMgAiJVkkaxbw8tBOPxhKKomE3G5Is5ZZ6BNWgpSMOAOAwJVEMvKGtipYbDRfh/zucFHY0s+masPj5ocPjPNc4L4zyYRAjXLpfHBeJ+wnU/QfxOxnE8qI94rtrLXm2Lml7AOYNwtr4Y/oWrcNaQLWb0eh3u3LnTtlOeTseMRiMmk8Oa1Ja61kx4JrIi8xQYUYA1ZQ0tUoShJow03TSm10nQgYfCJXEItiKsb44rCwadlK21EeO9PYQzRKHi3JmTXL/2Lt0wQFQF27eu00tCttYGdGLNP/qv/htuX7/GQ2dOcfbkiVrQdvmzP/Hj3Lx2jX/xc/+Mh86eJVSSr375y7iq5JPPPss3v/48P/iZz3Dm5AnefO01PvqhZ4iDgI21NZ77yu9x/fp1sI4f/MEf5Nlnn23JczudDl/60pc4c+YM8/mcqqr4O3/n76CU4sKFC3zkIx8hK3IuXniYzc0T/PAP/0n2D8fcurPDJz7zWdY3NzkYj3n19de4ftOzZDc9LQDGB5O6rrGeDK2PUgdK1PfIcOrkFndu3+LU1gl2d3b4L//BPyAIAv73/+l/Rr6Y88ily74D09ATUN25c4fxeIxwMD7c5xvPP89sPOHE5hYKwac//WkevnCBYb/PnTu3WCzmNeZXteVLDZqpKdrNsoysJhoGX/wdhxFJFFIVBfliUSfwZ1RFgXOGQEmSKK45Pj3+s2W5ridzKRwCi3Q1SKQRMGs8BWb9+T2X/8633nTHBeNBfuAHWX68f8PxoRq0uGhSEHZFEH0cWzfmd1VR5QWu8hdSS6iK0ufVjGOxmDEarTObTRgO19jd3aYoKp544jGuXLmGUgJfWZ1z9ux5vv2yjwruH+yytXmSXr9DVVp2du/w0PmL7O7vcLB3yCKfszZcJ05Cbt28w2R6SLfTJwgVWguEM1y6+DBf++pzbK6PUA6+9cI3efZjH+f61SvcuHGD/9P/+e/x9Ice863IhGUyntEfdDl38jRRHPDQ+YucPXeaf/trn0MHkmc//gmKMmMxz1lkMzY3TjCdjbEGrKtYX9vkcDohKw1/7i/8BZ5/7jm6/T6z2YxvfvObfOJTn2xLf6bTKVev3+RTn/oU3X6PW7dutYWyxllOnD5Ftih4++23cc4xXPNBrVdeeYUoirh+82bb/UjrpurBo1eMcfR6PXCGYjFnbTTkwvmzPjcZapSSPPnU47z2yuvkRcFP/dRPUTnLb/zbz1Faw5mzZ7l2/Srbtz1x1MkTp1lbWyOQAaU1xEmHIAqJ0pQgDKkcZHlOUZVUFgbDDcq6ZXlDb2GtRQvV8tJ4youyfa7m8zn7+/u+lZv0CfYkSTzj3NmznD9/nlMnTtDt+vrTpoC6gdcpQVvfaozx+fLaBG1MzFWT09Um6PHvkffRgO8lXN/p8geNo5URS9IaTIU1Fa6qwFQesoZPfIq6OsGDeX19WFFkde+9su5vHrC/v0+v16mZz4q618E2SRSA8D3T4yREKenNXAGVKcizBVrCoNMh1JIyyxDOoIXA5BllljEfH/Kxj3yY7Tu3GPZS+mnKb33u3/JDn/kUs8N95uN9Pv+bv04vho1hj8Xs0GNDA8Fo0Gd9bcizH/4wa/0e//hnf5ZYK/6jv/W3OHNii3def51PfvxjbI1GvPHKy2zfuMFkf4/PfuITbAwHXHroPD/02c/y3/+Tf0Kappiy5M3XX+eZZ54hX2TM53PyPOfrX/86cRzz9a9/nW9+85vcueN5ZSrrCOOU27e2+cY3volQmo9+/FlmiwXPPf88QRJze3vb1+/VcQZ/DesGOTiGgx7TyYT5dM7G+hrrowFRoEnjkDgKuXjhPPu7e3z46af4C3/+z/LO22/zi//yX7G7u0snTtjb3fH5036fjY0NlBBs377Nzs4OwjoCrTFlxWw84fDggMV0hql8lFJL2bIExIFn4Fb4EramtvDMmTNsbGwQR0lbISOlpNvtsr6+3nYH7vV6bS+LvMjI88xbSlXRwh6trcCaI5FNKaXXgrUVIJxpPwust+JsBbZqlzefrSnR8gF5uuPffdDlDwKmimPo8DroibN+djDGs3kIZ3G28iFhW39XmwDWeMLXfr/PbFYQaIk1Zc3lmHB4sMfp06cZH+77fgX9Ljdv3qTb75FXBZ1OQhpFKCXIqgqJJZvNmI4PiIOENInBeZ8yjWOU9GiGKAm59PAjvPvO27z4wgtsra/RP3OKpx57FKqc/Z1bRFpSLGb8wLMf4fVXXyZNUrqdlOGZ0wwGA5545DLXr1/j7Nlz/O/+k/+Y+XzBKy+/xK1bt/nQM0/zhd/9Hb74xS/wIz/yJzl37iyXLl1msZjzja9/jSefeor/4b//p/w7P/4TnDhxgt/76lfQ2rd5u3Hjhm/g0umidchisfClRzdu8slPfpKdnV2UUnS7fabzGT/8I3+SII54/vnneemVl4nTlJ3dPe7s7FAU1vs1yvs+DbGQdDA5nLC1vuZ5MI1l2B+wNhzR7Xa4eOE8rjJMxwcc7O+yf7DLKy+/Bkry9FNP0uv3ee7rz5MkCf1ht4aoKYLhwCfOk5j+cI28qCiqCisgjHxVg9KejXuRl0xmU/YODjHWkkQJw/6QIPCQw5u3buGc5xXqh0OsNb4LlSmoFiWLbI4jJqg088WMvX2BkBaFoyiG9LpdnDPYuoBYONCBBLfEiTbmt8NgG43n/GSOk4ha84laEwpMzXFqH1wPeJeg/T6W32s0iU3pwNQzh+fMsLX5WWPs3NLWdnjKeU+Y5Fm4dnZ2WmBtr9erKyYMURTVM/iS57MpAk2iiLyYk6Z9dCDrdmCeayRbzFjM5vS2umipfDUFgjSJqMoca3LSuMfB7h7Xb1zh4YfOk0Yhb7zyMo8+fIE3X3uNJFD8tz/7/+LmreucOHkSZyueePwRnJDs7u6SbG1y59YtfuSHfpjTJ0/ya7/+64Ras7O3x2c+9Sl+8Zd/mRvXrvHX/spfZdDrMRiNMHnOv/of/yVbGxv81m/+Jp/49A/yzNNP8wu/8AvsHxzwzDMf4o233qQqCnq9Ht9+6eW2rm5vb49Lly5x9erVulHMKdK0Q2cw4MWXXuG5579KnpUgHQcHB75HYdUAH6ibiQiUsm3kPYkjdnf32Bz1OXnqBJ0k5uEL5+mkCc9/9TlwhvPnz3Pnzh22t7fZ3DxBfzDg1vUbvPLKK6xvbHDj9i3y+YLHHnuMfrfP/v4+ZVmytbXF/u6eb4OARChFVVc1CKFAWM9GjefbDOOQUX9AnKZUlc/vXr58mdlsxuGh70Y1nU6YL6Yta1u310PXNaRZNvdaDotCkOVz5jNfI+gj6dJ3PmqJoiyRWpqmx+lW/N9awfiIDXX23j/D7gPUA/5BCF+T7PS5Ede+Fx4Ig3D4Mh5bgbW+e6kzCGOwleeEzG1FnueURU5QO+L+YjZUD9BJEybjQ7SSEGgW8xmDfq8F5vY6CY3ZizWEWuFMRaAk3TSpe0xUhNoDwYtsTpHlSAa88/ZbnD9/lk4Uopzl2ltvcPuWxZYLvvWtlxG24MyJLaQU/PS/+xcpq4obt+8ghODJx5/gsUuXqaqC//s/+C/42LMf5/FHH+Gtd97ml/71v2KRLfjLf+mnOHv+HIf7B9y5dYOvf+15JJZrV97lIx/6MJcfeZhf+ZVfYmNjjbSb8LWvPUecJqRpyqSmB3ziiSdwTrBY5G0w4tTps3T6PV586RVu3rnNq6+8zv7hHt3+ACssh9MZtjQEcdj2orcGpJJIqXDW4CxkWU4UKvI8JwxDHn/0UXa3d/jGu+/Q7SRsbW0wGvZxtmJtbciJE76NtqkKPvbhD/HujWv88A9+FomHm+UzL4hlYXjhhRdQOqQ78O2flawbfgKyKgFJUXqKihNbWwipKbKC2WLu6SKd4NbNO96dqHJUGNAfDRluDFFKIYTj+pXrvhvUwnerEg6m0zGTySFJknD29Gl6vQ6DwcDzwYQRiasIbOAnowCk88J1v4h/83k1S9C0WXhgPeAHFbQPnCdsJg3BslLC2fqEfKTJWE/7jq2QNaGSMyXWGHZ3dgkTD3USwt+g2WzWlp1kWUYcx+zv79PpdAiCgPl87isA8InrRks2PJJRFOGMpd/vo6WkqtE0Wvvi3EBpwq6PpF2+fJnbN68ylYJYay5dvMBzX/4Ss4N9nvu9L/Pk44/5DrNbm8RJzIuvvMxLr73On/jBH8Y5w7VrVxj0+vzQD/0Qzz77LL/2a7/GtWvX2N7e5m//7b/tgyDXr/Pmm2+2vJtvvPQSjz/+OE898QSvvPQy+XzBsNfHBCFPPfkkDvit3/kdXn/zTT72sWcZDoe88tobnDhxgp2dHT7xiU/gkHzx936PK1evc+vODqfPnuHcxYf4ynPP4UxFf23I+OCgze9Z54HFotZ8Svg8bE1Yx2OPXub0yRO8+OK3SIKAxx69TBQFzGcTJpMJZ8+eZTAYkC08TeH58xfY3Nri9Lmz7OztIoTg2WefpVjkvPPOO1gDjz/yKNdv3WbY69MbjqBGS4nAFzUbHINB7MlylaY03uoRDgIZ1JoTpIqxQFEumE6nHIz3mUwPyfOcTtJFlJ6ftigKbFViTNnWkHbT2JuwtZaUwhFUqm6wIsht5suVjjXebLRhY3mtLj/Cm/Olb719VxT0D0v4AKQ1PvEuGoiO1zYepF2hcbiywBUF1pTIyoCtqApfsHprZ5f+cNCW1Qjhe+f5Is7QtwSre+s1AlgUhW/7XCxQgaQ/7HHrxk2iKGI+n3sBrEubwroMJVDaR8/qPngNUqbTSXjzjde49NB5pgcHKAy/+ku/iM0yqiLHOcfJkyc5d+Eh7mzvcPXmLcrK8tkf+mGPZewN2Nu5w9bWFr/+679Ot9tlsVjwl/7SX2ojmK+//jrr6+t8+ctfbm/qyZMn2Tx1mjv7E57+yEc9hf2pk2gd8k/+6T9l//CQj3zsY0ync+7sbIPUHB4e8sSTT/sQvan4rc9/nvMPXcI4wZtvv8WtW7dq08Pfm7DXpVgskNLnVYV1LfdOWEcZN9aGbG5u+HSOgEcuXeT01hY4g8QxGngwhBCCWbZgNl1w8eJFLl56mHm2wCKZzWZtuVg+z1ksFnQ6XTY3TrCzf0C31yOIE4qyxDhHkHiG7cpZhr0h87mPFlfOEoWerc7h2wZMZzPKKmcymzGe7DOZTSmq3KeetK+C8YXPM98mfL4AIE19OVmgNcPhkI3RsKWsaKB/CuHbkknRAvxXBXA1UNOUyB1ffk9e0D+siKj03G21sNWdiZzBNf6es7iqxBUFpioQxmPvnFnWna2PRiQdj6WUCJI4IQhC4jipI1eOqip9d10EgdIkvdiTwVqHRGFKy2y2wDlBVVnC0PscYeRbqSVpRCA9w9jN27eJQ2+W7e3skKQRzzz9JK4sGVcld25eY33Q5/wTj3Pj2lWm4wMuXjjLb/32b3Hh0mWuv/sOP/5n/xxvvf4aP/iDP8jVN99mfTDi53/un3P58mUefvhhwtizb+VKc/XdK3TTHt/4xjf503/6x7HWslgsWF9f55svvcxjjz3Gzh0fwk+jmOef/wbnzp7lJ3/yJ/n6Cy+wv7/LaDTCOM/JOZvNuHHrJi+//DI/8qf+FFeu3eKFb7zgi3JPbLG7vwPOEScJ2WTqb1QAcRh6OseyQgFhpImDgH4vZTY+5NSJTS5ffpg0iTk83Gc+m/i2bqdOtGiUQbfHQ2fPsXnyBKEOKFVJnHqEyu3bt7l69SoKxfnz59nc3MI4x6YOUFpTGE+ibKQgqv1AaS1vvPH/J+2/gyTNz/tO8PP69D6zvK/uajs9pscPBoPBYGAIQ1KkQNFJ5FInS+nuQnt/3EVc3O5F3Ep7kk5B3kor8kAdRbPUrggRIIABQGK8n+nuad/V5W16717/3h+/rJqewUDU7mVERVV352RPZ77P+3vM9/l814lFosSTKUJGREC6fDEc12SVwSAYmYTG0Q0FWZVod1wGgx4DLyARSyIHYg3Nsx1arRbD4XCEDBGojCOz0t5wQDQaJza6AciSxFg6g6Oo6KqGqvrHXdGj3VRVVYXvhKKI0ko5sjQXMjVV+aRguaeY/MQ53keKzXu1bdJHvv/VD3Hiua4NvjuydRJzNd+zCXyXbqPJ1Ng4tikz6HXQFBXbtWi3uti2zeTkJP3BgFJvgKwoLC4uEo8m0JUwelinXmkxMTEBko9jDolHYiiyTNfpENXCgMTV968xHPYZn5rECIeYmJii1qiTTMaxbRc38Oj3+qxubHL3zir333eB6alZrKHJieUFuo0WznBIIZPmcOsuz3z6KbrNBq7ZZWF2gm984xtcuP8BHLNPLpuhUjrEMMK0alXsXo/3rnzA/afPcu7cOWKxmLDubnSolMtcOH8/tVqDaDSOoYWo1RvIssLO3iHLSysUpmapthrgB3TbXYoH+zx48SEmxgrUJifJZNLYrkdhfILVjU1eefV1JqanePb551nf2ubtSx8QjsRIphJiNui6KIYxcv4VAKXxsQK+5zDo9ohmEkTCYVRVJROPM+z2eOKxi8zMzFAqlbhz4zquazNeGGN8fJxQyBAg3hEkKZ1MYagq5qCHriisrd4VJ6HvU8hlKIxPEoslsEybTq+LpBgEjoduhImlkwyH5qiJFozgwGKrXdd16vUGh6WSSC3jMeLJBCEjwtbuNrFYDNcTYop0MkG33cJ3fPpuh0gkMtqkEV1hD4l+v8/AMkkh4fhNBgOTUEgXIu/oiJgdidJv9YhFosQiIVRZAT9AU2RhVa1pRFOCCi4rEqoqGkk+whLBdZ3/9d4QH338F+3i/+TXBgJfSM0CCSTfE5vUgSNOO88jn05h9XuEdINhAKVikbGxMTpNEViB65GMxKg2GiC7WJaQHEmSRKfTIxKJifmPZeE4njD0cBz6rQ6dfo/J6SmcoUnYiFDIFgQXFAld1eh0eiTjCXZ3t9EUlUceeYSVEydwbbE5cebMGQLLxPZ8FmfnuHP7OlPj42iyxPUPrhCLRmjUynz9619ncWmZ23fXkCQNXdW4+OBD1Cp17r//QabGJlEUhcLYGGtrGwSyRDqT4cSp00SjUYqlKpbtMDW7gGpE2D88YHZuCTUkXFsTXpJKuYQsyzzyyCMsLCxQqVXp97tMTs1gBx6241MqHbK0tES6kOPVV19na28fJBkv5FCt9vB9l1giSa/TZmBaPPTQfVhDE8+xMB2PXDYp9Jq2STad4IHzF4jrOuVSiXfefpPBQCwkJ+OJEQs0ga7KlMtl5mZmGR8fp9Vu0mm3cV2X9Y0NFC1EIpUkk8uKQPCgXq9i2QJpEU+GQRbNtUCWRDqsKCiKdqzvbbfFOtfAHBLSVRLJ0VxvRE8bL+TodrtIBETCBuFwivnpGbrdLjsbe8RiCRqNGq1Gk3a3czzYd1wXn+bICkGkmCFNJxaLkUzEiIUjpGIpIqGucMnVDUKaSjQcRpFkdFXFtexR/SjjAoHviIUB38cPfNS/Ooj+S06zv2LY9xMfgtspKxJiDdxFGtWEkiQTyAGyJOHh02o3UBWFTrNFNCR82SRJQlElAjw8z2Xl5GlS6SzFYhGn2yefz2MYGtFoFM8RszDXdTEHA3q9HgOzx3DYZ2lpQTRwbBNltKWv+j7mcMjQDwgrCrZtYfYgl0mLTfdmi+JBkclsmng0ys3r19jaWCWXjHP53beYm5qk02oRi4qLcXn5JO9evoqsaqycOsPeQZl0Ok04nsAtVfACqHY6+IaOZdsY8TixTJpvfvOb7O0f8vkvfZGuZdG1LGaXl0klM6DIvPX2OywsLKDrujhh0kmR7iWTfPnLX6bRbLOzt8v3vvsdDsolwrEkt9ZWGQ5tMpkUA9Ni2Gmjh8Mga/TabebnpxnLF9hcX8NxHJLxGL5r07ctZsYnWVicx7Is1lZvI7k+uWyWM2fOEIlEMAej06wgVCW1SoXz5y8wHPbZ2NokmYizsrKCJEkkkklqDeHy67uCAxoyIsRiMUKeqHVlVRWejZJ0bBEncBW+4L4IG+MPB+BSMFJOiblxKhknGgvT7bTwR1K0QFOZHJujrmqMPzKBputsbGywd3iA23SRlCOIlECXCDt1QW+LhMLHlmumabJR3SSkinQ1EYuTSyXJZbJEQiFBST/Co6iiiXNEbocjH/n/v+q5j6Lm/7c8As9DUkZdtdFgXZIkFFki8AN67TbpVIrtjU3GcnkURaFYLHJieYW9/R38IHX8hqiyTKVc5ODgAD0kPA5KpRKyApqs4DoW9WqVVruBY1rCgjsImJ6epNNu0+12SedyOP0+VrdLPpUSd/UgwPN94uEwiUiESrVEq9WkUMgQNQw2bt+hWa/Qqje4eP4cU2M5tjbXCQI4e/Yc1XqN/+6f/T9xPZhdWqJabZIbn+C+Cw9QrZQhHKLb63Pp/UtcfPhh7juxjO/Df/jmN5mYmObhp54mnc1jOTZx16XeaTMxt8B7773HqVOnyGaz9LpdgkCYeg6HfXoDAcC9dfMmV65d5f777yO5l+HW3bvgB1RrdfSQTjKRwHNs7MGQVCrB+VMncCyTg50dYpEwJ5fPE49HyWczJOIxPNuhXC7T63cIGyE8yTletpVlmWQyObIQCNjZ2eFgb49arUY8HmV5eZn5uVl2d3dZW1sjHImSTKaIJxMYhkGn06FcEcqYdLZAYXyMfn+I4wn1iGO7DLq9Y0dme2jiODaJWJxIOIyiCOmZLIGmKkQNg3LxkMFgQKfREA0RVSVsGDimSVjXiIRjwr/RMEjG4nSjXVx/xLcJh8VGhe8Jts9gQL/TFcoYzyFwPXKZPPiBMFyNxuh3U+JGb1uk+kkKYzlh5OKLBo3nCYrckZ2CKv0Vp9df9eficbT1+7+2BkQ0Q5CRJPl44VF4uHu4rosiy3imjYLE4f4BmiKkSclEjE1LYCbi8SiyplIul6k3m4yNjxNPpY9Px36/j66oH6Flh+JxVEMllU5Qr1XAD5gZHycWjdKoVtE8n8b+IS+88AIPXnyA8ckJBq0W1qiLFouGyWVSvPPSKzx0/iwHaoDVbRPSdIp7u+xu7/H888+zubXF6to6m1u7PPXpZ/j6L/wyewcl6u0Od9a3UBSJUl1Q057+3OeIRuPc3drFMAy+8NWvMjkzy8HhIWoozOrtLaampphYmGd3/5DxqWmmp2dwLZN4IoEfiFOkVKpQa1TZOzwglUrx5S9/mVt3VqlUKqzd3SYATi4vUCwWadVqhHSNRDgkFoaHJuagSzoeY3FxHkPTCXyPYbeHNLJbUxWJqcI4sViMIBDWZK4jpFpqXEXVNUEk6A/5/Be/yNraGvFomFAoxOrdNQaDAdNTMziei6Qo1Go1XNcnGo2ysLCAqqq0uwMODg7IZHIw8gH0XBvPEXYCiqoiSZDPpI/9CD3fgcDDNR16voc56FEtlTg8PCQSi438CVVCqkK9XCKbzZOIRQgkhfn5WUIRg3qzSaVWFXbbimjo9Ho9Go0Gg8EAe2gSeL7wfJdlhpZ5HHBVVaVcEoGcS6fJJFOcWF4URICIyNpkReAydV1I56RLt7b+sxH2v6YG/KvE2j/22oEProMxQhhInosGaArY/SHDboeooXO4f0DYMLh69SrjY5NE4jGSySStEc5g72Cf6elZQtEIpuUwMzPLYChOONd1adVFZy8cDiEfgVVlBde1iaWTHBzsM5bNEdE1Wo02sZCBZ9r81m//K1760Yv80q/8MidOn6LRbZLN5Vg6dZK+ZXKwvc3j585xuL3NzRvXuHDhPg529+i0m8xOz3DpymUODg7IjU/y4COPclisks6Pcev2GrnxCR559DH+/Hvf4dHHHxNptyJz/doN7nvg/pEHwzTvvX+ZQqHAtZs3xGLt+QsEeBh6mEa9iuIFdJotDMPAtk2GA7EPGI1HhFefabG3v8/2/j5//t3vYDkBqUya1fUdMqkEzVaHkCaaV7IC9WqNM2dO8fBDD2GaA+Zn52h3WtQrVbFjGYuI58oym5ubZHPC/CWdFK633V6bfr9PNBwhm81+uJEClMtFbFtYcGuKSqlSxrRdYon4yIMhLEDKR1bgskK32xcnkizmfOZgiKoJLqhlD8mlkljWkF5vQL/fFSJxfIaWw2DYo9PucVjcZ3HpBLlchmg0TjIZx/dhcnqGsYlpZEXD8QIsx6bebHDj1i3u3LlDb9DHssR4w3EcXMs+Hn8FI3Hs/uEh/X4fxxoiBWAoMiHDIJdMkc1kWJidIRaNkkkmSKdSxGIRouHI8ShDlf4KqOF/2Wn2v/0EPCJFKwRIkoymyGhSgOP52IMhTr9PvVoml8kS0jVi0TDhsEG70SSZTmGaJq+99gpf+crXyI+PEYmC73uUy8Xju0y9XkeWJGQ5Qziko4/axp7n0O00yWXT4HvcvrmKO7AZy2bA8ageHHD/mTP0Gg3qxSLTC7PkpyYwhwO6vS7xSJjXXn0ZQ5JwLZs3Xn2NRDxOuVzmP/7Hb3LfffeRn5jigQcvsrW9z/0PXCRQdIrVDjOzC/zwL1/ks899Hsf32N3aJhSNML+0TDZfoNfrsbG5TSaTw/fh7NnzdDodhkOLeDzK1tYOuqYwOzE18kSwcF2XiYkJgcxQBYez2ely8+ZN3nz7bbLpDHokzt31NdEA8zyS0TCJaIR2vcb8wiyf/8zPi9a57fLA+fvY3t6mWq2QiMVZXlrANi2soUk2m+bppz6FJKt0+z3RDOl2Rv584mbiE6AoYs7W6XQIR+NMTycpFosMBgNOnz6NpGgMzCGmKdQoiiI8GQeDnmj7R2IggaEpaJoiRPiKYHz6nkqlVMTzXTzXRyIgpGsiExiaeJbF/u42jmPTadTJJGJoMQhrGtlsjkQiQafZRA+H8XwY2pZosEkBfuDS7bbF9SlJSIqKiwAFt1ot+t0upm2jGTqWY+OMNnQcVwzwdUWAh6vVKuZwiBz4hAyDWCR8jJDUFPWv7oL+52s8/7/4tPukh4yP5zi4gUwQ+Eiui6IqAmXX79FrNWnWa/iex+HuHhPj42TTGZrtFr7noSmiWeO5LoVCAccc0jct0uk0uWwWJNFOlhWJsBEiGgkh+YInKhsaIUOnUiszVsixtnqH3c0tFmfnuPbBFZQAvvDcc9y9e5fTKyvMn1gCFTqNOnokTDaZwMikyOo6G7du0e91yeVyXL16lUq1yhe++CWanTanTp9F0kJ4vsTc8govvfI6J1ZO0e72eejiY5hDF8t1WDl5llK1wvz8PIeHRSYnJ4lGowwGA65c/YBut8szzzyD7bq0Wi3y2Rxj+Twvv/gSKyeXWVxZpNmso8iwu7tLIMHk5Dhh3WBjfZ1CLk92rMD65pbo0CkSrW6fVEhI/RZn51iYnScWjrC8tITr2ty6cVOMEdIZUsk4vuvhWjaJWAwFhY2NDfxAIpaIA0L+p0gy+XyeeCJ6TCdot9sUCgUikQjVchnHcYRl2uEBEgrhaIRQKILnCaG0bdsoqk42lUZRVJBlwuEoyBJDRRV8BN/HCjxSCVF/GpqOaVu0Gk2K5RKVwyL1ZoPxXI5IJCJOMNOiXi7TrtcJFlz2dnY5cfocYd3ADYQUMT4xRi6XY25ujnJNEARMy6Ld7opVskAY+4RzORRNY2iZaCEDezgQN8LhYGTw6uJ44rM17jEW1UbdVEUW3Afp/au3P6KEOQYejaQz96LYf3KK6f/EPz+mSH1MAXD89/g+EUMH1xHpqCQx6HSoHhzQb7ewB316nS6FQgHDMIRBiiJjmQ5GOISkgB42eOi5z3Fw8zahaAzP94UCpFJhcnISgEQsjmUPCVyHUEj49sUiBvVWnVw6xR/9+z/g937ndwlslyceeYQvfu55zp05i+d59Ic9JE1FDRtUGnUmZicp16p0mg0+/fAjvPjC97l+/QYzMzPU63Vm5ueYn1vE8Xw0I8zeYYmZuQVkPcyt1TWS6SynTp8lEolimiZjk5PUS2VCkTCe53FYLpHL5cTf3e8f078K42OYpkmpVKLZbDIY9IlFokRjYbY3NpFlaDXrI66NQSwR55vf/I+Yjk2r3aVYLnNYqtDsdpBllVAoxNL0LOPjBc6eOcPi4jyaptHrdIVYPRzGsk06nQ7uiCImFlwHxGIxChPjyJqO5YibQjgcZnF+TqAGK1U8z2NsPC90lkMT+BCQdQTCikRix0u0qqpihIVIIvAlIrGocMWybYIAhpZFu9nEHNkM+K7L1MQEkiwoZwNziO96NNstLr33Pu++/x6hUIh8Ps/y8jLnzp1jdlo4AOu6TmFsAj0WZ2gL4bZPgBYJoYfCOL4nlDt9IdqulGvcvn2btbU1Wq0WgSuWyCvNKgNT1IByIIjcvuOSikbJZbIUMmkm82MszEwzPjZGNpEgGomI5QPPQz0atN+rTwN+jPf/yY9Pfs69XMRP4iF+iGcLcGwTWwIl8NElGUNVsQmw+j1atSru0MJ1HHA9bN8knkpyWCpiGGEkfBbmFzgsFqHdJhaLEI5FKZUqQn+ZyxGNRun3uyiqRD6ZBc+lVDzk1vUbdHttUok4kxNj9NodQeYq5Lh48SKnzpyhPxwQBMIXQgtGWkAFzP4AOYDpyUnq9Tp6OMxBqch99z9IMp3lsFRke6/IX/v5v45uROi7Adv7RQpj4yTTac6cO0skJvCA4/lx7L5JtVoXvnSxKLFwjIgRwTRNBt0e5+6/n1atxnvvvMt4voCmqfiWgyqrwuIMmJiY4NatG8xOz3D+vrN897vfYW1tjc3NTSYmJjB0nUatxmGlSTyqceG+CywsLNBrNVlcWGB+fpZUKiU6erJy7PqUTqdJp9M4tiv8HFQDT/LxbAfbcynXamTzedLp9HHDotVqHdPqLMsS/J2JiPC4r1VElzOdJpfLUS5XRQPF84SaJyYYouZQbJ9srm8QSBDSxc2302rj+i4hPQQENBu142vVtoXr7u3bt6lUKmRSaer1OnVqhBSNyfwYZ06sCG5sucLNGzcIJ1KE4wnBflE0hn0xorI8D8d1yWbzVBt1TNM8Xtq1bZt6pU5vKBZ7h5aJ7zposoKmysJbIxJBM4Rzrxv4dAd9tHoddzgkHosR1sX2vqpIo1Pp3pFCMBJF33NyiYD5CTXekRrmnsA7+lmRj54r2Pri+R8G5xFizrNtbNdFU1WcgYk9GGL1BkQjEewgIPA8ouEw+UyWmzdvkiuIVCGdTrN3sEvp8ABz5P9g28KRNZVKMBj0jp13qtUqCmIpc21tjR/+4AWymRQPP/gA8ViMX/2lXyafz3FieRktEqI96BEOG6SMBJIi43guiWiMkGHQ7/dRJJX9/UPeefd9vvLVnyaeTFOpVHBRKExM0+oNSKohnABa3S5PPvMsQ8vGch2sZpNkUtiJxaMJotE4hcI4QRDQarRpN1tYlsV4YYLD7T263TaGKk4nzdBJJRN4vk8kHse2LS699w5BIFxjX3jhBarVKg8++CAHB3vYrkOrWyWbzTI1M8PM3BzxZApraPLUU0+RTAise7sttuQjkQjayKmoNxiSSMRIZyI4jiWcf1UJKQSO55LK5EGRGQ77OI6DaoQojE8QDYfI5XK4tiM0tO0Wtm0TDkeJxcQmQq1WE+ME26bX6yFJEvGR77vnechSwInlRZBFCWE5NrVKnf6whyprBIHH4eHh8eaL4zjs7++zublJvTFEH4m4LGnI7vYOtmnhWDYPPPAAE2NjpLM5+o5NoKi4tolp90CViSUSZPN5wtEo/YFJ0rZxC+KGNOwNKe4XRYdeUYhHBPDLtUR6ehSAwuTVZnd/D8/zxIKyJnwv+72eILO5Luq9nMLjePov7WYe6zj5yIl3789HBOqPv34wYmLIyCiqhOwJYxbXsuj3egI8225j9XrMzMzgWTbVfhlJUShkc4yNjZNICPmUJEnUajWq1Sq5fJdEOkMikcIPhOe469nUaj3KhwdEI2FCIR1FFTOZhelZnn3608zMzAhvOseiXq9jBR4nzp5mc3Nd7AC6LrVqQ9ilBQGVwyKHrovZG5BMZ/EkmfXNLRKppPAcj8WoNlvsl2vcd+EBMoVxkCVkTSWsqaiaweFhkVQkzcHhIaurq/T7/WMu5pmzpygUCvT7fVzXZmVlhQvnz9Fvt6lUymiqihEK0ep22djYwHMDpmemRQc0GuXzn/88L774Ig8//DCVSoVEIsXc3By6caQ8KZBOpzmzcoput0ujXgdJIhwKEY3FCHyfXr8/unXK2I6Dbbt4XoAuqYRCEXRFYjjCxwsRQFr49fk+7WaDvb09YpEojuNg27YgFTgC4Kso0ggFET32/AM+om7xPO/4ZB32B6P0u0i7LTYZBoMBs7Pi5BZdYPu48Xa4t0+73RYmpyNY8cHBAW+89hqdVosnn3yS+x+8iOa52L7YEVU0DVU3kFSVZr3O/v4+8WRyJDrPEAqFhGZ05MhbazYw7SERScJCNF88T6SutmMh+zBZyGO7YnbaqNWJahrpRJJMOk08EkX64OrN4KN2YR/9ujd4flKN9/Ea8N6fj/L7o9c5SnmPfs+zHdLxGDoQmCZ2t8fexgar165RPjygfHDA1772NQbdHps720STCT77+c+RymTx8TEdk1qrhqRotFodMtkcE9NTxGIiOFOpFLdv36bX7mAYGtlMGte1Wb97l3ajzvmTp5iZmubP//xb3Fi9zbOf/SzLp1fwfQ89ZBybfCoENKo1ZCR6nQ71cpVEKkkul+PO3VUuXbnCV77yNba2d5A1naXlZVw/IJHKsLi0TLvdxXIdUqkMW9vbSJLEtWs32dstcufOXcrlMlNTU4zlc8fo+/39fSx7yNNPP00sFsM0h0xNTZFIJNBkhYnpKTqdLuubG8zPzmIN+zRqVdqdJrNTU0xOTvLmO2+KC1vX0MMhhEmJSjabI5sfw+wP6PQHuJaNFjII6wamY2P2B5iOTTqRpFgp02q10HWdZCKNEdLw3ADXs3E8+zh9DIVC+K448frdLoPBgFxOUMqCI8da5cPOtyRJlIuVYwddx3HQNKEe0WQB2DqqAY9clLq9NsPhcHSqdmk0GsTiSYGRtG3Ko7lfr90R19wIT6EgHe9/SpJELptldnGBxz/1KdSQjh4KEYqE0YwwgaLQ6Q1o9bo4noeqGSiKWG8LGRG63S5Xrlzh8uXL3L57eyQrc0eOUGKVSYCcZFKxKNFwhLhhENJ1kuEw+WyOycKYsE74SV3Oj6efn/zwRffyJ5x+R4F2ZFV1dPIdpRi+5xHSRSO23+/Tq9fpN5rUq2XMwRAFiYgRol6poqoqY2NjWJ6LIsk0a3XGZyaRNZmIGUZWNXK5HOFoDFkSigjf9+l0OjiOWD9RNQVVlUnEUpxeOYkmyWQiceqVKrdv38bxHJZPrzB3+hTVSgnTNonEo9TrdbLJFPmJcezegFqpTC6d4f6HHmT3cJ/3P7jKM595lun5eXYOS5w6c5ZUKoWkaKQzWSr1GkEgoWgqvX6fb3/723Q6HdrdHndXt0ikMqycFWi+G3duAXD27Gkee+oJtrc3KVbKlK5/gGmaPPbIozz55JPE41G6/R6O5/LAAw8w6PXp9TvE40kUVaJWq/PDH/6Qhx97WNhthQwi8RjZbJ5wJEKt0WB7c13QdY5KAVVlaFvH/NRMNovnuqiaQTgSGxlc6ti+P4IcwcT4FO2OQH2YpsmgJ9LYRCJBIpEgCD78/AWxWoiUjwIrlUqh60ImeASK0nWdRFR49l27du3YE/Bo4H6kunFdF9dNURw1pTzPo9Nuc3h4iGMGRCKqEHaoKhEjRCKREKdzu02z0aDVbuMEAfmxAhNTk0STCfRQBDWko2iCMWRZNqquYTuBICu4AbFYjJWVFWFA2m3R6fWwbFGLe57wnvRdR3gxlooU0lli42Mkk0ny6RSZVBrdGN3c5Y946Y6KP6TRus9HlTCfVANKILR4x7XfR09CRZYJfEGxBqHtlCSEmyw+iiJsu/qdLq1mE6vdEe1e30eWJCYnJqiUi9x///2MTYxTaTSp1WocFkvE0gliKeHj7SMJH4gAOt224MWCIF8pCtFkEtMSTrSpREK40w4H7O/vk4zF+bVf+6/IjBdI5DJsrN/FdGxy42MMTZN2r0skEkGyXWzbIQjE3bTbavPSK68RS6V47KmnePmV13jsiceJJ9PcurPKgxcfZm9vj2g8gaIovPnWW9y6dYu33nmLdqvFYbFKPJVnbWeXm3dv4TgOrbqADG/tbYuTZNBlbm6Oz3z60+TzeT64eZV3r7zHY489xoX7HmCyMC5MM+sNTp85yb//xr/j7totfuUXf4lYLMbi/DyaYeAT0DeH1Go1dMMAWRZNEidAkmUURRvdySWM0MgbPRKmWiqTSKXJ5gvCHdhxhVY2JqRUg0HveIcyk8mQTqZEh9IXnVHXto6DbDAY0KhXGQxEWhiLxQRcOSw2+EOhEGa/R61W4/aNmwyHQzLZlAhgN3xMoJYkSaimJEmk6SPK2dEIQ9M0PNvGslzk0WHQtcWitkBJQCwqiGetRp14Mo6u62TTGSKxOIEi4wRgeT7RaAw9ZGDZPvV6XTg0DYfIssrc3BxLS0tsb29TLg+O0RS9Xo9hv4eMRDqVwAt8Wp02iiQTNnTG8gWyWQEtlm5evxF8nF9//I/kk9PKe3/PG81Pjn5fAiSU4z8PhULHDBbg+A3wvADPsRj0+oQ1Fd+0cfp9gn6f8u4ud2/coHJ4iKpIRKNR/sYv/SKu71NuiAtobWOT+flZLtx/nl6vQ39oEYnF6Q+HDG0H1dCPCVi9Xo94PEo0bKDJ0jGiPhoOE1JDhIwwmqGjR8O0h30cPMLxGPVmg1AoRK1WYyJXoFGpguvjmha4HqVyBUsOiKXSoo4JRTl58iRDyyYaS9BstTEMg3Klxt7BPn/50ou8+OKLHB6UxN0vFKJnu5iWw8T4OKoEvU6ffF7Quqr1CvFUko2NDbr9PitLC/zcz/wMIU1nY22dwPOIRWL8xm/8BuVikfW7dwg8l2Q8Tr/fZayQZ35+XiygahrRVIIAmW6/hxv4hCNRhkMLVdHFDMtxkGUhQu50etTrAtwUHuH5zHsMUCRJptft0GnV6LSaxzbTpmmK5ySTOI597O/XarVEqqqJa6Pb7dLpdJibmT+2rG61WjDaaj+auQ0GA5B8EtEkkWgIzw0EnNmXGJhDOv2eWGI2bTY3NykWi7iu2Iq3bZt2u4024gY5tk0sFkPTNMz+QAjNM0KLmiuMMT07w9KJZeaXT5DN59HCYfpDC0lWkDUdRdawXY9Wq0W5JJRBnu9w9eoV1tfXCSTBhSnXyrQbTSREUyYWjpBPp5go5FmanWdpbp5cJkvY0FEDzxHzOElCkj+0FvZGzBWh9/swQH3fFyfaiNupGjq+P/pvPLFUK49Yi5IkYY/eSMkfpbTuqDvqy6iyjhGX6LUaGIFMLpNm8/CQaqnI3Vu3CPBIZTIEmsTQtzHCIfYP93BdVyAHJQmr2qBxWMRyHUITkxTSKfqqw9C1iYbDbO9scv78WdrNBoo3BMej32iQT6coVYpUHFhaOUW3V0PqixuLpilsba8Tj8exOiqqbRGYJp1WG9O0GBuf5M6dO3zhy1/hW9/7Dg+cO0e302H55Gm2V+8yMT5JpVSiMDnN3u4ef/7n3+X2nVUuXfuAja0dND3E0PKQcIiOQEvFRgPPttB9RYw/FBlPhsjEOLPnz5BMJrl15Sr/4rf+NT//5a+xODnPwd4OEPDCC99BkWVOnVimXq7w0o9e5P4L54lH45gDE1mV8X1oNtuiaeI6KCEdX5Vx/YBITD/mZBayhZH/XUA+lyGRSNDr9TAtoX8NgoCd7U0OS0XazQbpeIxkPEbgKWIWRoChqQSex/ra6nFtqOu62EC/p/47wgOa/QGqJJNJpo7RgUdbD6ZpsrOzRaW8haYpSJIieLHIuK5NPBFlq1xkaIkdQT0Uwu4O6A1Nup0+9XoLVVXRFAUClVqrixyArgq33EqxTKNaZ9DuYfUHHG7v8tbLrzEzP8fJU6eZmZ1Fj0QxYip6WCGiG+iSQmD7BL5Po9EgEk7gOlBriOXnmck58qkclj3EsSzy6RTz01MszEwzNzVNJpVCQkCgpOuX3wvuHbwDHwm2oxPrJ7FjAinAC0YI7kAYPUiShIwyqvlEI0cO5FGgq8e1YOC79AdtVHzCkormebSKJZrlMm+99hrvvvc2G1tbOMDk9BiRSAhV1Tl9eoXlxRPENI2JZIZWo8HANJF1jUDT8CQIp+Kks1kSqTiaqrA4P8362m0CS0CSDvZ3yY9PUO0NiedyuJaNhE/UCKHrKs16A9d1mZ2dZ3t3h539EqFYnFgigaTpHJQrnDt/ATVsEI/HMVSNaDhCt91FQULTDA4Oirz59rvcuHWL7/7gh/RMi6HtUG01icVTGNEwg0B0CL2hRWC7aIH4LHxFwpd8bFk0uc49+CD5ZJrd22uUtnY4Nb3AL/2Nn2d1cxXXt7hw7jw3rl5jamycdrPFIw8/hGmazMzMiFpODijWKvQdi2gygWaoDEyLTDKDomiEjRD+SGVjmxZh3Tg+1RqNBrVmg6E1Al1JEpqmCYq4pqPIooYPArEke9Q0qVar2CM62xHPxnVdJEkiPNo0uHrlGolojEwmQywWw7bt45uB4ziMj48f13utVuv49TzP4/BwH8ceUCwWqdTqVBsdqvUWtgu6oSNJMn3TQpZkVFlMy5QgQJFkQT2XFeLhEIOe6KSPj48zOzdDOp1GUTU8AjLZPLmxAuNTs6TzeWKJDOFYFD0cQZJlDg9L7BcPuXr1KpvbGyM3LkFZj0ZC9DptkXZmM0yNFUhGY+ALD5KQpiJdu/TucQB+UhAeNU/ufc69gBnHcz4SmEeOnFJw1O1kFIAiaJV7AtD3fcJhA8scYHV6NIsl3G4Hq9vlYGeb73znz4V5IwHNTgdXYPfJZRJcOHeB8VwWt9dnamKCZDpLo9vm5t01irUKsWSCiekJFpfm6fd7PPzQAxT3d0jHY6wsLfDO22+SyRdIz8yhR6KkE0kc2wRXbGFoiozZH6AogtB89cZtsmMFvEDCAyZnZpldXCKZyVKr1QiHI0RC4WNam+v6fO973+cvf/QSd9fWuXbrNtFkir5t0+r3WVo6gaSpbB7s4Lk22C6S56ON3kYfCZcAFJCjIaHPdD0WJ6bJhmKUd/ZwbYt//H/8TQaDHu+98y4/89M/zc0PPqDXanNq5QSZTIbp6Wk6/R69YR9PBtXQiSTi5MfHyBXy2KbN9va20MfqOpVSGWkkIfNdkZbarjP67uIFPoEsNiBi4Qi+baMqEo1GY1RaeDQajePPOBqNUigU0HWdWq1Go9E4HvLbtk08GhOMmdH44KhLfgTV2traYjAYjN5Tl2azeYzHd0yL69cui/FDKIyshuj1B/RMB88Hy/U40nEJ13nQAVWShZ2ZJCG5AkOvqqK5k80IgUAkGhXbDraNpoeIJOPkJyaZm19iamaOaCxBIEEymcYjoNPp0Gw3sCyLdq9Nr9dDlcD1HHzbwtBUYiED13botzsYmk4mm/6oFvSTOqJHb8iPjx5+XFYmie7K6Ao6qhfvqQ3vfd7o191+T8xqFJlkOkUQDrPTaGDZQvhabLeZSadJhMWipo/oRjmWoClvHpao1Ko02h0q9RrdoUkgS/gSvH/lfWZmp3j6ySfpd3ukU1m6rRpvvfUOqUSK8bFJ2qZNu28Sj8TxHR/btBn0u6TiCWq1GiE9jO061KsVANL5HKdXTjMzN0fPtOi1W0gBNOsN4rOzI96kxOVLH/Dam29x9eZNbtxdZWJ8mp5l0er3mZ9fIJ5M0DMHeK474kVKyJIszD3Eu4uETzgax/Jd7E4HAmi1WoQyMmbg0Rq0+f0/+AMefOh+tnd3eOmll6iXSsSjUVrtLqVSiVq9jmlbpHMZVs6dIV8oMHAsHNdl0BajAsc0sUf4xlgkIsTHAViWyaA3QDM0YpEoyDC0bHqDHu1Gk4ZXxTWHpFMpms3mccZ0dHrJskyn0zkmjB2h7+fn549JdFMnp0QN3x/S63UIAmlEN3dwXZt0OkutVqHfH+L7Ls1mm3a7iarqRMMG9913P91WG9N2sV0P1/OxbBfTdgkAQ1Fw7pFTIklImgqBh+f5OAiqm2GEjwf5zWaTmdlZpqenBWM28JEB1xxi9joMOi0BBvN9NFV03CvVKv1+n1AsxHguS2R2hkQiLgQKloVjmbimRa/TRZEkNEXHCIVRVWkUYAHHfM57Ig1d0+755QgqOnKE8SWO7GI+DNjRne8Iia0GEoEsjZQxH9rHB6MT0XaFat+TVJDFlnQ6m2FvaxPfcZmMxFhZWKDRFsoQ23FoDYbcuHaN1ds3cW0HRZUYmjZN18cFYoqEEdHRJZWwbtDtdnnttdeYLOSJhQyG/R7RcITt7R0adoBiGEyNTyH70Gi0aNSqeFmbTqtLN2jR7vZFrRONohKQikXxrCGyH9Btd8gUxmBEjPa8gNW7a3z3Bz/ktbfeYmtnh3QmSyQZZ3e9giwrxDMpOoM+9VZj5KAqyFkKILvuKPgAJKzhEM9zkUIa0VCYcqVMrVpmYXqWeDLC6s4OgeSTTqW4dPkyc1PTrJw+TbVUZmJigvHxcfSQgaQq9Ns9DMMgl8/jBT71VpPXX3+dqakJDCNMpznE0EL0zcFIFePjmA6+JLwgHM/Gdjxsz8ZxPLHOFY4cK2kA4V6byXw4t+t2CYKARqNBvV4/pp9lMhmCIOD27ZvYjkngSxghYSOmajLJUBxNV1i7u4GmC1WTaQ1QVZXZuUks06F0eEitLKRtsUSKqZkxlk+uMLRsqs0W5UqNSq2OZIkbDoygSLKEHyj4PiQjYaxhn1anSygsQEvdXo9KuYiqSMzOzjJeyJHO5jHCIVRdQw4sUtEsqXSWWqOFoSqkkzHChkoAOIMh9V6PXkc0pzRFRUbBtoSQQZE1+gMRtMcn4E/Sfn6SpvPo18IrTRpNLUZzv8D/yCl3NIg/PgH5MM31fZ98NoOuKjiDPuV6DTWZJJmM023VsfsdQqpCLh4jIivcvHmTznBAWJHxLIvy0EcFlhdnyI/a8RvbOzheQC4eZ3y8QEg3IAiYnpzGsx0q5RqWOaDZaDA9N4+RHWO/VOb99y6xMDNDPp9nspCnXWuwt7NDLBahVCpx/4MXmZ6dYe+gSGl/D1U3mFpYpNcRypt4NEaj0aLV7vLiy6/y/uXLbO3tY/o+n370US5/cA3H81k5ewY/CGj3urTaLfA8OKKYHysBA0A4DPm+J6ZDjkvP64AEiXSC1FiGzbt3Cekq69t7SMBTDz/EAw8+xNr6BrLv8fDDD7O2tkZqlFbpus6w12e91aJYKnFYKrK0tMDExASdTod6q4kUDfBsB7MvOKnD/gB/JN/zCNBDBtl4+jjgrn7wAd5oBihJErFYjEgkQjQqhOau6x7XhwsLCwJ2NEKCTExM4Dn2yJdDGXU/h/T6jhCTx2JMTo1zcHDATnGHVquFJEmMjY1RKBRYXJwnm0ixsbbO/t4eq6treH6AGg6jqDpDS6ASj69hwAl8/JG/gxT4mK7NMBBQ6IikouoyZr9Pp9NB0xQSiRiapoxMXh0hNJChLkkMel2mZ+cwQiH65pBKpUKj1WTQHSBrKoloBHtgEkokCMdi6IqKl0ziua54bruF6o7uDEfB9vE08ZO2Ie4lpfmS8HG4N/jE3Xz0OrIA7OKPLqqR4b14wQCz10UNXJKZJEYwTkxT6dg91ldvgmMyPzlHIWygJRLUd7ZoDwfHqoqsAvc99gh9y2bv8IDDw0OGPiTCqqCnmRYhVWfr7jpmt4tlmhiqgoTP+t01EqvrZKcXyI6NszA7RywWp1KqIgUOshdw6uQK+/u7HO4fEItECRsa9qCP5LkEjky73iDwPPqdLrKqYdoOb7zxBu+89y67+4c4rk9hbIp6q0et2UIJhUhms9iugzxihODfQyYGvNHpJyEQd4au0zVNcAOiyTBDhjSbHbb2dlAMHcn1iSAReD4nT57iiSee4M3XXucf/cN/gDkYoBkhguBDAYRjOdiWRTqWJHsmg+PZ7O/tUK1WaTdbI1vmDz/3wPWQNXVkgimPoMkevie6jvfddx++J5owiqIwHA6p15q0msLxdmxsTGw2hEcb6arBoG9SLlVpNpv0+11CIZ10Ok0ymRTSxSCg2WpRH9mO1xsNItEoc/PzQivbalEqlwl8nxMziyiSysTk7IgDOqDeEadfp9sWNtu+izcKQN8LhEHm6Brv2jYKoCLhBeDbNr4v/v22JWR2zUYN3xOmrvFEClyHXquJ5bi88tKLTM3MMjYxLm48ho47tOj0ulTMIT4B1rBPJBwbdYA1/EBCklUi0Tjq0Rv98TWk4yaL4/xYA+beRow1WkS89wQNxAT/uBD/6MNHpGsSMj4hQ6Vr9jAkAzkaxht2GPaaeMMOn33yYbLhCAYemajBfUtzGLJPzxwycB3GFhYxzSGNdotGq4nlQkiBsKETeC69bgddlgmHdHzbwRoMqXfFxraMKKBlWWZ9fZ2drS2effpJTp04wfz0PHdu3uLWrVscHuzR7XRot1rs7eyyd3CIoiicPX8fyXiUQPVQJIVWo006X+DV199k/7BIrdnClxUWT67w6muvgQS5qUk6nQ75sYIA+yoqPo4Y3UjKKPxkAryRbRYMhibJRIR2d0C/M0QPq9iuy8DqE9EMZmdniekhhv0BX//617l65TLjU5NUanVUWeKVV17hscceY2Ji4pinkkwm8YOARrNO3+wzMPsUcnlmJibZ2drGNE2mxicIh8OkUikhNg584bbk2PiI+a/r+sSiCTqdDqlU6li7WqvVjq+RnZ0dotGoSMU0jUwmw+OPP47rutQbVSQpoFwuiq2CEe/06PmO4xzLxxzHOW7G5PN5QqEQvU6fgWkTioTJZPNE4jF6/QF7pUMURcNyHRrNNr5/7PkjAjEIUGQJRZKI6WEkVyh7ukMh4NY1eZQ2t8FbE9skmspQU/Fsh54hhNWBKuNZJof7OxzsbYu6NBFHQsZ2HVRVZ2p6Gs9xsWULQxcqIEVRyOfz5HI51EgofCwVEvpMAUkCMRdUZeW49vN9Dx/vwyaMJLpq91J/pdFM8IgDqeuihlRk+dhz3fd8VEUjEgqh4WEHLslckrVLd1mcmaCtBhTSUU7OT1LZ2GJuYZFISCO+PMf950/Rs012yiXqlsN6tYEe0il2huSjMq7tYw0HZJJi4OrbFg4em6UihUIB3/fpdrucPHmSXq9HpVjB9gPOnTlDIiEaLzMTBe6urhIJhVEl+XhofHBwwNzcPKZpsrq6yglZod6zyeTH0DSNF154Ad8PKFWqDBybRx9/iqFlgSQTS6UIh6IQyNhDh1ajid8fkkgksYdDTNsmGokQDoWoN6pEY1F6/Q66ptLrDEgmwrS7QzRFwgampqaoFcsoijCOOX36NMlkkv39Q5544glisRi/9Vu/xU9/9Ws8/vij1GoCdvTAgxcYDAZcunSJcrWMpEpohuDpaIpyXDeGdeNY8FwulwnHhOq/Wq/hBQHReAzLssjnwsiyGDlcunT5eBCvjLYp7rvvAltbW+zs7NLv98VmQCQyOu0U/MDGsobHYg3TNIXNtKqORg2H2PYIiNTvj/SiGvF4nFgkzqDdJx5P0huYNDfXsT2XcCTCzMwUiUyaq9duUGs2cNyRyaYiYbsBru8LPqntInkuR70P2QctCAiFQ4RDOtGQQavdJBwyRo0pC83QyWWyoKromsrpM6eIx+PoWoh2u02n0yORSjLoD+m2mkTjCZA9WvUGgaQc77WapimoaMoIn/bxgfsRwOiTRNpH6ahl2yNeozgRFT4q4D7K7Y8Q3UfbEUEglDCuOUBXZIa1MqqCaL67QxbnJtFwOL04i+pYaI5EUlPoDrvomsp4PoPVbBHqqWxt7TBfiOJYNt2+T0iHsWyGRCLG4f4BpYOSsIlOCYDP9PS02Alrtuj1etQaTfrtFmdXlpmdmuLVV1/lZ3/2Zxn2e/zz//4SlmUJkvRnPkOxXGbpxDKapvHKK69x+r4HaTabXLt1m7sb2xwcluh0+yiyzmBosntYRNZ1vEBkE7ZpYuRyRENh2gFovoKux/DcHpZl0x8M0MIRWt0uiqrgywo+Lp3OUMzbug6yKtLEk8sniMshPvXo44yNjbG3t8fk5CSVcoX19XV+/dd/nfvvu4BhGGxsbJDL5ajX66yuror6anoSx3dQNJl4NEY0HKbbFjeafqeLoijs7u5Sq9UoTIxz7tw50uk0Wzs7rK7dpdFoEY1cJxQKMzExwfS02MbY398nFAoxNzfH1tYWpmkeA3SDIDj24Wu1mrieSS6XQZZVGo0axWKZIAjIZvMjOrUANWUyObGb6Xg4jkW3K9AQsbAQCgwHQyzXoVqtUq3VUBSVdDbD0uI8sXqCUrlKt9/HcUcNLkXCJ8AccYgMRUVXJVRJFAIDc8hwOGQYUlFliVTiw/93AXfS8UeigauXLwEy09PTdLt91tbWSKeyjE1OsLd/wNzcHGOTUyApDK0elq0TjyXJZFKoR8FylGZ+RPEy+v5J9eG9X4okI0sfpqWKoggbsSBAVRThhYYw8jBUBc8Tu1uu56L5PolYhF6/TTQWRpJ9VE3i1MoS9a1tzF6PiWSKiK7S7g9QJQk1pNJodiiVDtjdOSDwfMyBQyxi8PM/9TTtRh08n1alwsLMNGdOnuDw8JCBaRGKRNjZ2+XmrW3yEylUWaFl+SwupHnpxR/hDof8jZ//OV5++WVSiTgT01P84JXLPPfMRS5d+YCZhUWMaIlYYsjlK1eodwaoRoS/eOUVLA+2tnfxfQhFotiORyQapzMY4nkB0VAUWQoYtLv4tqDB2T2TWCyGruj0nSFyOIIRD6PHIvSbdTzbQlVlVCTBqbQ9fAeWZhcp7R+wdPY02VSG8fwYIT3Ezs4OX3j+82xvb3Pq1ClqjTq5XI5Agm6/R73ZwA8kHrr4CP1+l3g6QafXptNqUy5VqY3gS5FQiEwmS7vdpdPpUTwsI0sq+bECuVyBhaVlstksN2/cxvcD+v0+pVKJmZkZLly4QK1W49atW/i+TzKZpFAofDjUr9WO+S/bu0UOS0Uy6Rwzs1NEI3H6gy7rG1t4vkPIiFCu1qjV23i+QzyWJJVOICsatu0yPTWLXm9SLpdRPY+Z2Vkmp6aO9wJbXRtNB1nVMQwdXBfH9fE8cEc2ZC4BvudieqABUQVh2mqIa9f1HFrtDoqqEQ6HyWZVZEUTPYHAG3lLDKnXKgz6wmveMgfUyyXCmkbguJi9Loqqi9Q38LGGfYZmF/WoLfzxAfuRG8zHa7iPd0sVTf3Ek5GPzPsEcOlovckPXJB8FBkiYeG7hqygahqm5RCORokl4hxaFmFdEW3tkU7ci0Q4aNbZKx0iKTIzs9Po0TiVUpl2vca1K5cZdnucP3OKB86fpVQqcbi7TSIlivxqq0EmkyGVllCMEK9dXyelQy6dZmK8wN/6pV9hY/UOvW4bEnGef/559g+KmLaF7fr8z//x+5w+O0+33yMUiXPjzjqpbIGtrR3kUIhmp0thfBLTD5A1ndOnF4W/QzqNbbsYimhQZeNJzHqX8aTQIDbNPpduXsEHAsPgC194nm//2X8C28bpdoU4HYgZGkPL4dzJUxzc3SSkaPiOy3i+wJtvvsnP/exfE2j2aFRgIiJhrt64TqPW4Ox9Z8Hzj9O5Sr3GpWtXyGRTJOMpook40WicCXNIpVJja2uLSDjGgxcv4vvQ6jSp1BvCXajTx/d9pqamOfJcbDabvPHGG1SrVWEZNjbGpz71Ka5fv86dO3fEGpWmCfyDL5pMCwtLrK/f5fr1m2xsbJBIpJBl0PUQsViEitVAUYRnh++7pFIZpqcnSSRSJJJp1jc3RQanq0SUKLERbSwIAjq9Lrreo9Mb0BvYyLIY8EuqQiCJsskeDlEk4TGoyAFK4OMGAb2hydCETCqBJEkMLBunWiNiRLBdCCSNRCLB5PQEqiYfl3HxqE8mnca2RPc3Fo3iey7dVgtJVVE1DVlTcTwf0xygCrPAAM/z8T+meJEk4SDzSSOIoxow8Ef7EpKoIYUPYXC8RaHI4vRUJRl8F2ekrlEUBU0PoUoqnU4PRQ3R6w9xXItoOkNrYNG3LC6cOUen2iKiG0QSaVYPD/hgbZWm56Clksyn8wyGJo9+6fPMTU3ywre/QyRs8Pijj9BqNIiFDJaXFtjZ3afZ63Dq1CkOSkWuXL3OxMwsTz20QrFcZmZ2is9++tP8v/7Vv2BlaZGJsXGa7QaSIvPZzz3HN/7d7/PZ554HXefdy7fI5hL4ksXeQZls3ySVStEemNiWS6EwxtZ+EUXWOHPmLD/83gvoikatVCafSZOYmCQXj+N3LRRb4tknP8Pjn/sM//L/8z/w59/9T/Q7HaaWFvn63/pV7l69zrt/+SN8AgxJJqJHkJwu2ViKZ5/6NI89eJFmrY5nO5w6cZLJsQl++MMfEshiE2R5eZlcPs/S0hLNVotatcz8/Dy1ZoMrV66ysDSP6wUcHBbpdtoQSMSjESQkEqkM/f4Aw/UZmha1ZotBf4imG8zMZIknE6iyQq83GOlzsywtnTi2xgZ4+eVX8TyPTCZDLpfDcRxM0z4eqGfzOR599HGSyRTVaoV2u4OmqTiOS6NRJx5PYBjCbAcC+v0Bm5vbqKpGKBLh1KlTxJMpwoZOqVTi7TffYH19nZmZKb70pS/RaDR579IVbq1t4/qA5+F6AW4QICGTT2WEIZDt4jomnh8waoGgyDL9gUksGkbVdGRFwQskWp0ulu0RjTUZOhb9fhddFXWppqoMe306HTHGqVerI9RIDElRcQIB5Q2HImhhHVXTtB9LOe9NPe+Vov3YF0IXGIxOvKPt+E8KVkkWY4ij15cksSgZ+Bq9oU00EcZFRlF0kpksA9dD0sN4KHSHJplUjoHrcuvuGoFmMLu0yJ29HT518SJ/9Ed/xFgmRWVnG4WAv/6zP8OdW7fIJBKENY39wyLpVIzCeJ5Ss00QBNx///10hn36psWZUycZ9nu89/47/NzP/Sye4xI2ND744AO2dnYxbZvDYpkbq7dZXDrB+1dvkcxkGRuf5LBUo1KpMWaEqdfrODj0BmKjOzkc8vDFR1H0MM16i3g4RCKaoFGrkYzGWZ5borZXw3cDHrjwIP/63/xb1P9rkpvba7x9+TLPPfsZ3n/rHYxkihgyvWaNYXfAZ595ltsf3ODsmVMkIzG+8PXPCZNSz+VHP/oRu7u7LK+c4Od+7ueo1Kr8yZ/8CZIUMDs7y9zCPKqmUSwWmZiaZHxiiv6gi6ZohEIhOq021XoDTVZIJhKARLvTZWhbGHoI23Hp9nu0u13UWpVmvXW8lW5ZwjNjbGwMRVHodrvcd999QsHk+2xsbHD37l08zxvtBPoosjbSf8iEQmEUWSdfyDJWmMAIabz37iV6/Q625ZJMxclmCiD5yJKKFjIo1xvcuruG5ztMT0zy9Gee4fTp07z11hv89r/+PcK6OCgWpseYnl/CCIVpNLu0e2Ln8fbt60iIMYSuCE8QTZHRZQlVkQhpOpFofJT9BSiqhqzouH6A6/ncunUL8ImGI7iuS9QIkUqlsEeYyCPIleu66KEQeiSEoRkYuoauqUirly4F9wbLvTXgRwLoJwWhcjTL9z8WnCPraXmEpjg6/iXx2gKNF0JxBLdTCUt4/pBEVCWVCPOt3/kd6mtrnMmPE3J9NFSKtRrbjRqp+Vmi0+McVmtIwIWzZ/jun32bhflZJgt5Dnd3uXD+HNVqVQh/ozH2SyUcJCrtLnc31jGiUcKxOEPb4eDggJ/64peQpYBmrU4qGWd7Y5Mvf/nLBIHE1s4O3/j9P0RSNTxA1g30cISnP/UMP/qLH3Hj5m18RaHjeTjIhKNZmv0B6XyB3/vG/5dvfOMbfOdbf0Yhk2V2cpJBp0kiEuX04gonp5aJp3KUrC6//Jt/m7LX47sv/5A//A9/jOL77L39DnNLJ6hv7+AOupycWmB5fp4rly7xf/on/zV/95/811x+6SUUVeKgKFgloUiYZz77GV566SXefPstZmdnmV+co9vtim6nppFOp5mamhCpWr+HY1r4nke/KyjQni2G4amRzEwaodTrzQbtTkfs9jUaDPr9Y3PTeDyOZVk0Gg10XWd8fJylpaXjIX04HD4WZne7Xba3t6k3GiMMh0sqlRC06kSMdDpLJpPic5/7PNVqmUajhSQFxGIJDEPD98H2bCzPZWiZVKtlqpUKVr9Pv99nd2tzRDDrMDk9w/j4JEPHZ3dvn/2DMt3hkICAC2fOEouGSSWSREIauB69Tpteq8lg0GM4GAjPC9PE9yCfzWKEo/i+j2FoOK5JJKQTj8aoVqtEdI2FhQUcy8Yd7SYeidcjsShGNIIeMlBVHRSQbr37bnDUnbwXF3E0lvg4Ne3jJ9vR4quo8z5MXxVZBKJoJzvCzDAcRjfU49fHU/AtBGLA7BKOqGTTMWJqwP/yjW9QXl3l7MQk9E3efuNNHM/l4lNP0vFdHEPjaz/3s/yPv/3bhHWDr//8X2Nvb49cKkUoFOL27ZucOHECyxGYut3DQ5LZHPulMnuHRSZmZjgoFYlEYnSaLZaWlgg8MWPa29lhdnaWd955h6UTK1iOzSuvvcEH12+xuHyCt2+u8dgD52m2Wjz16U/z7e+9wG6ljiLLKKE4nYGJg4yihfhv/pv/lpmZGf7R3/8H9LpdZicmWZ6fIx6KYGghvvr5r/HZ57/Az/1Xv8rihTM88cXP8NLbr7FX2uf1b30LJJnPPPUkL33nexTiCf4Pf+/v8z/9wb+nVqny/rvvgh9QLBapVst0u10eevgi+/v77B4ITwbN0JmZmWEw6GGEQ+SzOYbDIeVyme2dTXK5HL7vCvvqQR9F0VAIqNUaFIsHBIFEoZDj/PkLpHNphpZNIhHDcX1u3b6B54idyyOkRCQSEatioznetWs3ME3zeNBeqVRoNBpMTEywtLxMLCbmiI1GY2RzHSKQJFqNBpVRs2Z+fp6FhYWRT7tKOCw8BVVdQ9JlTFsQD0K6Rr/dYX9/j0G/TygUwvM86rUG7126zBtvvYfp+tx37jwPXHyUQqFANGRQqZTY3Fhjfe0upYND7JEHoiGD50MqauB7YBgG87OzqIo4NCx7yOTkGOVKkVQiiaEJ1pAcgDU0mZ6eFr6L2Sy5XA5ZVegO+jiuKyR7uSyq7TojTeaHA/cPTzcZRVV/LOjufRiS/GOnphRAIObtDAcmkgySruMhMbSEwl5RFMK6iiT5eJbL5NTYiKnogxbi9bcvMZPN0NND3L2zSpBKMZ3LkinkGA8b3F1b5y/+w//MFx9/kjurt1i/cQtV13jn9tusnD2DGgpTajaZmp2l63nkZqbJZPNcvXOX+aVF8WHLChFJJj89jdvvoxthdFlhLD+OquhMjM/Q7Qx54KEHCdAZmh6KqnOykKe4s8d2o4UdfpuDbgtHgYHnozg9wrEYTq+P57h865v/gd/9nW/wxS98jm/+6Z/R7ffYPShx/uxZDutNvvvum0QXF/nDb/4p71y5hOVbnJicZ//uGtF4hkwiTiqZZOXUKfZ3NjFxaFk9fucPvkFuZpzXXn6F4WBAsVJkZWWFzb0dSqUSyXSKazeuc+rUSVZWTvDiiy+ynF1maXGevb09VEXi8Ycvsre7zdbWJtNz43zwwRVqzTL5fI7Tp05y3/kz3L59h0uX3mf1zh3mF+dZOXkKc5ig2+mxODeHaQ7Y3d0lHovyzW++gO/D4uIiAZDPi9NsYmIMWVWo1+v4eFx44D4ODg7odrvIssrM3AJnzt03Kk/AtC3wAyKxKN1ul/39fRr1Fp4vkcnnMF2f6v4hvUGfeEagL9KJBLKskx2bJD82gW2a9PuC3bK6scm1G7f42s98lV/55b9JqVLhvUtXuLt+m/fee4dqtYrnOki+8CWJJSL4toNjOkQM0fFUZJidnkYK4HBvVyA70gla9RrTkxMc7O+zsLBAIpFgZ2eH+dlZ1tbWyGQyhCJhrOIhji8gU9mRVrbX6SJdfevN4CelmCDSxqPHx3cCQYBnPs77vPe56qiJc2RIcbRweURMCzyXaDRK4IsOoRGJ4LUa/Mt/+k8JbJO4ptAoHfLkQxdp1yuUdne5cPYsvU6Xiw8/yK1bt5icnuCgWEaLhDAiUaLJBM1ul/agx+LJFdGRVVR2dnbQQxF2dnbo9/t0mi1mp2Zo1urCO960yWbzIEtksnmi8SSKolJvNtja2ePV194QOApd4+1Ll0nnMlR9m8NGD0URsk4AzdBwLIdINEE+P8Zv/sN/xBNPfppf//Vf5+bt24zlx5mcmEYPhfn6r/waii5Oi8XFeeKJCH/+599ibf02EHDzxgf84l//eb7xb/8Ng26HLz7/LIVsln/23/1Ttre2eOPl1wTYKp1mcnJSLJ/qAr3fbjeJRCLcvHGDqakpUqkEt2/fFvVdMsmrr7zEhXPnOH1KkNF83ycWj7O3t4ckSSJ1VBX29/ep1WqUy2VSmTSLi4sMBgOGwyGxWAQjpNHudrEsi2q1zhtvvEFhbALXdXnkkUc4ceIE9WaTZrPJ/v4+sViMmZkZiodltvf2GR+bBAQzZ3JyUqw01Vuohk4ikWBmZoYzZ84xNj5Ot9tlb2+P4XBIOBrBl3yarTpyABNjY0RjYcrFErdu3WBvb4933nqLar3Ob/7mP6YwPsZf/sWLtLsdtncP2NjaxPV8kukY7WaPkC4cjhrNDhFFJpNOEtgu9U6Xh06tkMtkeP/td9F0QeYrl0tMzU5RrhSZmppifHycjY0Nnn76aS5fvsz4+DiZTIbt7W0SiQSpVIrd3V0Azpw5Qz6fR7r29lvBx4Pm3u/37gh+0ncp+PC//bhw+yjwjr4fyZGOHsLoXsxiDF1F8j2a5TLJSIi3X32Vf/h3/j6FZIRTS/OcWV5mKp8jGY3QbdZ5+OJFNjbW6Ha75Ap5kFVOnF5BUlSK1QpuAOMzU5TrDYxwiFQyw+r6GgsLi2xtbeF5HrVyhWw6R6NWp1AocDhKSSVZptnpomoGQQDTs7PcXr2L4/pEIjFkTeWVV17hxuoq1UGPeneIrI70sZKMH0gMXQcJFRf4pV/6FX7+r/8iQ9vi13/tNxj0ulx46CIzcwvYDvziL/6imIu6Dnt7O9y+c5NOt8n63VWsYZf5uVmuXX4PazBgaXaav/j+9xnPF7h96waX3r1ENBzhmWeeEeYo3S6dTotL778vXKBCIWrlEktLS9y+fVMID0arM7Ozs0yOjREJhymVSjz88MMsnzjBwcGB4Ju6LnuHB9i2fYyWb3Xax6fX+Pg4nicWite3Nrn//vuZmZlhdXWV+YUlyuUytVoNRVE4deYMzWaTiYkJKpUK/+FP/hdyuRylag3TcpiamiYajdJut5lbWOCBBx5CURTm5uZwfY9qpU6pIurXqakpwuHwiEWjoekKpVKJG9euUa2UkAOo1sqsr6+TiMV59rnP0usOeO3NNyiWKpi2xXBo4wLKyK1oYnycUqmE73gkYlG63T4xXcdQVB6++CCGqvH6q68xPTGJOewLXwdNplqvMjs7TS6XY319XZQu71/jS5//DFNTU1y9evXYGrzT6Rx3gzVNEz2RewPwk065n9SEOX6uH/xYoMKH88Kj4b4sy/eoCD4MQtcTGr+xXBZ70KfdqDO5MAeWxd/9+s9T3NnhU48/QlTTsHt9Hn7wPhxzSK1cYXFxgavXr6GHDJ597jlanTa7h4ecv3Afth/QHZrCY25ojWpRn93dXWFX7Ah/8dBoCTQWi7G5sc341CQLC0v4gUSxUqbZaHH67Dlu3V4lmogzOztPOBKheHjIG++8w7XVVTZ2dikWywwdG0mS8SQwfR8fGQ+ZSCzOufvu57d++3+gVK3wta9+DcUwUBSVTDLPpz/1DLV6Bc9zKBaLmFafQbdDtXjAc597FkNXufHBJb70/Oe4cO4cf+cf/SZWtcarr75KJBRGkiRWTpyiUi2NFlY73Lx5m4lCHsuy6PU6pJJJrly5TKEwxsrKSSrFMt1uh2wmQyqV4sQJIVb4wQ9/KEjYo3pOUpXjDfdQKEQqk0ZRFA4OhPhdUURnOxwT/M94PE4mk0HTxWc9MTHB22+/jY8gpamqyv7+PtFInN5wwOTUHFrIAC8gGo+zvLxMOp3Gshx8Aur1OqFwmCCQjmltsWQCQ9WwbZtoVLhEOY5DNBImcB3KpRKNRo0gCEjG4rz4ysvcvbuO5/tcuXmHAPj0U5/ixs2bAr2YSbKze4AM5NMpms0W+XQafJ+zp0/z1BNP8s/+5b9gNp+n1+nStkxmMjkOGzXOLs3x1FNP0Gg0uHz5MrFYjGeffZbx8XG++c1vHhPgisUi6XSa++67T/gglsvMzs5+mIL+pAA82l7+pCCUJKHCv7f5cm/gBkFwvLYCH/qiHaWlnuehh3RURcFQFSrlIlNjBbyhiWbo4Jj8P/7P/xd2N9eYyGb56k99gTvXr3P+9CkOD/a4desWv/y3/iavv/kGFy5cIJlO0R2aGJEw3d4AIxohnkzB6MOLx5Pcvn2bqakpOh1B36pXawJ36NgcHpRIZtLEYgnS2Qx3Vu+yvHyS/cNDMpkcpm1x+tRZjEiYve0dYskk7753iRs3b/PWu++xs7tL2zFxAVUxUMJh2v0BRiTCYNDn/kce45//q3/F+uYm//xf/gvWb95BlXVUScV2TLLZjNAaqtBu1knEYji2yanlJZ589CJ/72//bU4un6DdrLO5tk4opB9T3zRZw3GskQBe2HvlcxkODw/Z3t5CDuChiw/g2B6vvvYyf/nDHwlq2uIily9fJplMcv78eRLJJGfOnKFYLApPinyOtbU1hsMhs7OzuL7H2toaADMzM7z66ssoisLiiWWKxeJxDbi7t0coFGJ7e4d0Ok21XuPw8JD7LzwoTpyJCZZXTmK6Yhn5oQceIplOcfPmTQzDYGZmjmqtRiaTYWt3h263Ty6XI5fLISkyMmIrX5Mg8Ea7foFPv9eh3WhimgNkWeZ/+uM/5sbNm+ztHdDoDzl3+hRnzp9jd+eAeDKBbgikiK6HqFRKnFpZIRQK8c7rbzI9M0lIN/iTP/pjgVEMPCbSWWKxGI5p8dlnn8E2ezSbDf7y1Tf5yuc/y6//+q/zrW99i+9///vcf//9jI+Pc+fOHQCy2eyxoDyVEnZu0pU3Xg9+Uop5dILdG5w/9pzROs0npapHAXykNZVG7dgj9IDneYSjQgweDulsr69RyGRHy64emalxdi5fYePuKi//8AUmCnmee+YZzH6PXDbNYDBge3+PqZlpTNOk2WkzOTOLquuEIlEa7RYSMlMzs/R6PeyhI9j+pliHSabi/OWLLzM5OYmsKmiaQTQapdlqMTs7R73VpNlogywxPT2LpCicPHmK/nCANTQxRyaU1Wqdq9dusLq+xvXbt7m7sY6nqsiajhaOUG40kHUNVBXf8/nt3/m3SLLKt/7Tn/HaD3+ENLqJDQZiCVZVROdYxudLz32OpcV5/sbP/zVmJyfIZ3O89ebrvP/OuywvLrG4uEg0HsFzfGLxCL1ej4ODfXw/oNNscnh4SCisE4/HiYYjvPzyy5w7d4aVldO89dZbXLlyFV0XQ+yLFy+ytLxMp9MhHo8zOzvLflH4312/fp1Wq8XM3CwnTpwA4MaNG3zqU0/Sbrc5LJfwPO/YaLM3El7v7u6xu7vLY088LjbGjQgnTpyg1+uRSGeQNJ1YPI5l2QCMjY0hKTK97gBJVQQ5bW6OiYkpXN8TbM5Rse27Hv12C12WuHXrFq++/DK2OeDEiROoisT6+jqSJGEYBt1OH0mROXff/URiUe7cXqPd6+J6AR9cu4qh6fzUT/0U9XqdO7dvcvGBB8lms1y7epVMJsXU1BTdVhtJknjxpR8xPTmF59rockAiGuWnf/qn+fznP8+TTz5JPp/np3/6p1lfX6fb7R4LyI+yycnJSSIRsWcqXX79tf9sE+ZIkvaTTsgP99k+GqRHgXsEVT2COx21kY/+hyzHOg7A4sEeIUVjbmYSSZap7e4QNXReefEvOLGwwMt/+RdcOHuGQb+HNRhy4f7z3N3cIJKIC3BrJExubJzdvT2y2RyZbJ67d+9SKIxjWRbNeoupqSm2NjZpNFrk81kyuTxD0xRYgXodwzAYmibZbB7H96iUaywuLtJui1pzbGwMJInc5DQHW5t4XoCs6lSrVWqNOu9d+YCXX3+dWr1Jo9Ol0qyjGCHhP2eaTMzOUNzfY3Jukac//RQJI8yVS5e5c+cOljkkHDaE8cvUBNGQgWMO+de/9Vtk00lcy+S9t9/h7bfe4G/9yq+SSCTI5/MMbZNhb4DrOmxtbVGuFImEY3TazVEdNSNwEL7P8vIyqipzcFCkVCqxt3/Ic889T7lc5vLly8iKaNCsrKwIBUs+R7/fZ2dnR2Q1krgmFhYWiMViHBwcYBjGsRvvsUvS0jJTU1PHN+C33n6XcDhMoVBgMBggSQpayGDguETjMXIj+/FOp4Mb+GiqQM1nMhkSqSRBINHr9QiFQiRSKRqNBpt31xi0Wrz9+mvcvHmTdDLB7Ow0gedzeLBHpVIhn88TjceYnJjmiaee5P33L/OHf/zHxOPCuuCwXOHM2fP8ja//Av1+n729PZ75zNOENJ0f/OAFkklBP282m7iOxR//8R/z9a9/HYBWo44hBVy47xzT09P8k3/yT3jooYc4ffo0q6urbG5uIsvy8RhmZWVFKKbaghljGAbS+6++EtwbdB/fB/xJc8Cj3zuSnn08AI+2KAQN2TgmYgHHaag4OiGdybC1sUb5sEg+lyGsqRiKQixqoBKwevMm+9tbpONxysUDzp09TbfVZmysgKSr3N1Y59HHHqPRaGK7DrGE8Hav1ZukjzSYmk5YD9PpdOl3e8dNoUa3TbfXI5VKcXh4yMzMHNlCnkqlwv5B8ZhrmU5nmV9YIBQKkU6n2d3dI53LMjRdVEOn0WwSBAGb2zu89d67VCpVDitVVu+s0ei26feHyIpG3xoSCoWFHjLwCeka4/kCpjWg3+1hWyYQ8OXPf5Fo2OC5Z5/lZ7/6FdbXVmnVG/S6bZ56/AmSi0tsvP02A3NAt9slmUyiKAql8iHRaJTF+YURSRo2NjZYu3uXnZ0dstk0+/v7DHt9Alnhuc8+z2tvvEk6LTKKxEg4nclk0DSNvjk8ppAlk0lanTarq6tYlkWr1eLhhx8W6IlBn3g8znA4JBqNUiyVsSyLWq3G7OwsM7PzDIdi7ejkyZNcuXKVaqNOKl/ACIdoNgU3dG5xQWzvayGy2SyyqlAul7EsMbra3d/n6tWrdLtdCpksKwsLOMMBmqzg+S63b97grbfeotWsk81maTabZLNZzp49z2GxSLXeYGVlBdP22N3d5R//7/8J5y9c4PrVq+zu73Pm1CmazSbdbpsnnniCS5feo1gscuvWLb75zW/y3/7f/29MT0/zh3/4h6QSCf76z3yVZrXCH/7hHzIzM0Mul+PatWs4jkOpVCKdTqOqKk8//TTJZJJ33nmHSCTCxMQEN27cECnox4Pn413Qo2D7+BeIMcRRwCmK8qHj7SgALcs6Xkc6Wq7UNO24OWM5AvZaPNyn22ozMV4gEtLxHYdsKsmg0wbP4doHlykf7PPow4+gKoKCbdsmoUiYoWViOWIBUg8ZBJIywpb7DIdDdC2E74j5I76Ea9sjIluYarOB43vHzYO33nyHdDbD5OQkm1s7QscXidDpdJiemyUSiZJICNK1JMuUGi2cEd3ZMAz6prgwDw+K7O7uIkkKu7v7vPDCC2xv7WIHNolokk6/Ixyp8D/iNSUBP/fVr/Dcs58lHo1y7sxp2q0WCgHxaIwT952luX/A3o5YE2p1Wpw9e5Z0Jkmj0RCmNp0OpdIhjUYDQ9d58MEH2bi7yvXr18nn87RaLUxryNPPfIZXXn6DRCrNo48+ynA4xPNFo6rRaGAYBol0CkmSmJmZod1uk8lljwfvyaRwu+10OgSyEFp4rs/q6ipe4DM7O0smIwb/SAoPPfQQ29ti4XdsbAzbc2n2+pi2xeTkFMvLy3gIfoymCtL2B9eucufOHXK5ApVKhcXlZVzXJR6Pk44neOe119jd3CCk6TiuzVtvvI6mqpw+eYKNjQ0+9alPsXLmNEEgcf3GDUG+DgKq9RaPP/44r77yJidPrfCDF74PssRnP/MsyXSK4bDPm2++ydbWBo1Gg6985Ss8/fTT/MVf/oDbt2/zUz/1Uzz37LPg2Lz71pvHmx+O4xw7AEejUSKRCI899hhjY2P83u/9HmNjY3zuc5/j3XffFWTsowD8xA4nf4UWVBK2UfCh2cq9u4RHKedxsCrKcfv1SHkzYkJRqVQY9rqkUwkiRgjPtQkZOrGQhppK0t/b43f/7b/h7Okz3HfhnJjhzU5TqtaIJxIkk0lQBAW70+1j2zbICtbQIhKJoMgaUiDjOc7I+sshGo8Iboih4Dk+qq5Qq9SJRKNks1larRbdbpdYLIaii1UUz/OZnJwknU5zZ32N8cUFqk3hjWBoOr43UhI5HrZpUq/XmRyf4oNLl3nrrbe4fv0mtUqV/eo+ES1K3+njAOdXVgiHQzz56GOsrJzgc599DlmSqFeqpJMp0ukkh4eHHBb3sYeCtbK5ucnp06cE06Xb4urVq9SrNeHZnhaGJZl0mh/96Eek4jHOnDnD5uYmGxsbpDMpYokkga8gqxqtloBeffqZZ7h48SLvvvsu165dO/bGm5oSVtgLS4tkMhk8zzs+0XRdx3RsxsfHMYcWtm1zUDwkEokwNTVDJBJhe2ePUqmEYRiYpkk0GiWdy3Lq/H3s7u8Ri8VJJBICWyhBIp6i1+uxt7dHYXyMhYWl0QmeJRqPE4vF6DZbdGo16uUS2xub/Ps/+H1mp6eYmZ7m/Xfe5ld/9VfJ5/PYts2Va9cxQiF8JNF1n5hmY2MDWVK5du0Gc3NzPPvsszz00EN8//vf4w/+4A/46k9/hempKT773HP0ez1W1+5QOiwSS8Q5e/oMtUqZf//vfg9d+XEz26Ml4t/4jd9AlmV+//d/n8985jOcPn2ab3/722QyouH2kUH8JwXi0Yt+Eo7i3jngJ52QH0cWHp2oR42Yo2D0HIEgtG0TQxdGGgQenuuQSSZoNeuoEtiWyQ+//wNsc8Df/LVf43B/F8fxPmzsaCqKqiIpKrKkEMgSvXYP0xSvH3igygquZaOqGpl8ll5/gBYxaDda9IZ9oqEIveHgGJeeTqe5efMmkUiEBx98UFheDYecPHkSJWxQG/QxPYdIOEbYMOh3e2IdKCxMGC+/+x79bp+FuXkUReH73/0+hiaaUG+89SaTC1MMrAGZZIZf/dVfJmKEkKSAWrnC3MzscRF/ZNt1eHjI6dOniUajXLv+Af0RDqLRaLC9vU0orDMxMUHg+TSbTcrlIlevXqXZaJBIJEjGoiSTSXRdp9MfEI3EufjIoySTSWzbZmd393gT/umnn+b23VUqFWGdLcvCI/HI1w84DjgUmWKxeFw7xhJi9pVJ5wiHw8zOz1GpVND10LHjbzgaZb9c5Iknn2R19S6XLl1iZWWFRCrJ4UGJSDzGiRMnRmAv8EdK/3K5TKfToXhwyPmVFS698zaNao0HH3qAt954nVKxyM989StcunRJ+IgcHoKi0my12Ds4FMP9uUVSqRSLc4vMz8/z6KOCGiAWlzMsLCwwt7jAoNtjdX0Ve2gysEwa1Rq5sTzWcMif/umfIgf+cae/2WxSKpVQVZVz585x//33MxgM+OCDD5ifnyccDrO1tUUoFGIwGLC5uYl0/Z23P3ICfvznj3dBP/5wbefHAvdelqg9shO+N0iP6i9d11FlWfAkj5aBPQfD0AgZGrZpYQ0HZOdmcBo1auUSY4UCP/jB93nz9Tf4az/3M8zPzB/7Gri+L2y4jBDy6DQyDINqtU65XEbyIRYR3uW6apArCECSh0Cg9/t9EokEpZLwbtjd3R1tOXfFgHhujlKpRDabZWlpiexYgY3iIWpIJ5lMo8oKg57o/qmSgELJIFxXOz00WSESEkToYb9Ps91GMiSisRie63JwcMDkWIFkPAG+T7FYZGxsTIwEHIf5RUEVU3SNq1ev8/bbb/KzX/0Kd2/f5u7du0iSwP05rsWwLwxTOp0OoZDO4cEBrusKUG9TgHMff+pTTE7N4HkBpVIJgGwux8LCwvEQPRKPCQVMKiXUMNUKsixz/vx5kRnIouS49MEV0ehqNjl37hy265FIJBj0TXGByhLlcpmZmTn29vbY2trivvvvp1Sv0mq3SSVSnDy1cpzup1IZVk6dotVqMbBMZFnl7NmzrK2t8Z3vfZdsOsPFBx5kZ3ODK++9i2maXHrvXWanpzh37hwvfO87QnVl2RyWSySSaVKZNI899gSLy8scHpYpFAqsLJ8gGo3ywQfXCAKPxx9/nMnJSXq9HjvbQiurqiqvvvoqvV6XL33pSzSbTb73ve+RTMZxHYfNzU0ODg5QFEWAm+LiNI/H4+zu7nLy5Mnjm6eiKKKh47qcP38e6ca77/xnT8CjWu3jp9zRrzVF/cQ///gA/+g0PUppVVXF0DRkBBU5Ho0AMBz20TWFaDg0wlbYI4pxgD0Urjq9Xo+XXnyR3d0dLl54kLEx4ZaLIjO0TFwvEOp9WWNgWgQjypWuGsiyTLfdxhraROMRYgkhBj5y0VVVlWZTGLfcvn1bpErp9LG4e29vD10Xxi8PPfoInqLgjTY+HMtGllUymQwA1VJZ0LJ9n1Kpgms7FAoFyuUy1apwrJUCYd7o2iKVm5maEoucEfH3drt9TMui0W5RGBf2bIEErVaHZDJO+XCPW9eu0+12WV5exjAMPvjgCt1WmxMnl+j3+2xvb+NYNrlchnQ6TSGfH9VnGbq9AVeuXAWEM26j2aTRaPDEE09w5swZLNchGo0yPj5OsVik1Wmj6zq5XI7bt2/TbnXE8u3kBKVSibGxCba2tpBVRdChFZ3333+f+cUlzpw5g2marKys4Ps+rU6HWCLOwDLFRn8kQr1eH2EN45QqZUHgjsepVGqAoK+1uh10RaVarbK3vUXgibJC01QUKRCYwoNdfN/HNi2ee/5zxGNJjHCIvb0D7q6v8+hjT/LQQw9x5/ZtttbX+PSnP8PDDz9Et9M5vkaPboKvvfYaw+GQv/m3foWX/vJH/O7v/i6PPvoozWaTeqvJ2Pgk0Wj0WLwwMTFxDB62bZuZmRkuX76MYRgsLy9jmibz8/MsLi5+qIT5SSeg43yInr/3BDzWiv6EADx6fBxzcS+FTZEkDE0nGYsTChtijmSLYXLI0NB1lX5XzKSa9Rq5fEbYZSVihFIp/uLb38buD8nncmSzWULhMIpuoOk6yAq267O2LlgoyaToRrm2R7vdxndEIY8i0+kI88mjtRPP8xjL59nb22MwGBAOh7l79w7PPvssjUaDO3fusL6+zvNf/AJD0yaZSZNKpTBNk15/SDKZHHnLiQZUtVrFCEdG61gS5arwRZc8l2uXL5FNJnBdnxNLywwGA+ZmZoVA2PPY2dtnYXERRdewfJdOf0BvMMDxXGamJ4moKo455PDggGq1SigUIhqNgicAW3/6p3/K9s4m0bCYvy0sLHD+/FnSqRTbW7uks7njDfmrV6/SHsmlHnvsMUqlEssrJ6nVapimSa1WExTyRoNTp06haRrjYxOkUinqrSaxWIxarTGyPbOZnp7GMh3C4TDuaFzVaDQYGxujXq8TBAGF8XGa7Ra+HzA1NUUmk6HebNJud4lGo/T7Yn5n6GEkRaZer3P9+nWhrNINPNdG0xSy6TSaonCwt8MHH3xAp91kbm6ObDbL+sYGg4HJ5Mw0mXSORCqJpOhsrq3j2Cb/4O/+PUKhEO+++y7NRoOxsQL5bI6DgwPWV+8yNPs888wzvPryK0LUvjhPtVql0WoRTWYIJNHZz2QyzM7Okk6n6ff7VKtVOp0Oa2trPP/887Tbgsj3zDPPsLW1xc2bN398DviTAvAnzQmPpGifdHpKksTHF3yPAtXzPPB94qEI2UwGzxOGjeGQyKd93yUaDROKRWlXqyTzWcyuQANOT09zeHhIPpWhW28SeB4D08R2HUKRGLFEHM+HTr/HYGgSj8eRZZUgkAiHxEoLQYCqyqMUTdCsDMPA7Auft2gsjKqqx4V/s94YpSPysTBZ00RjJ5vPMTc3RygSptZoYLsOiUSKUDSCOaJobe/tsr6xwdLJE3R6ghY9Mz5JSjd4/cUXxbwpKxZRV2/fZmpyhkQ6Rb3REjRmXaPSrGO6LnrIYGxigkjIoHpwwNKcQOKvr68DEA4bbKyvc+nS+0SjUWKxGNlUmqXlBeLxODdu3KBcLDE3N8fe3gELCwuC1OV5HBaLbGxssLy8zOnTp7m7sX4sAUskhB/CxsYGp0+fZnZ2ls2NLVKpFNnC2EhtJNKuVlvYjQVBQDgcRtWFIeXh4SFjY2OcO3dOfM6IhkUuJ6yc9/f3j8cQ77z/Hg888ACNRoNbt+7wp9/8Jg8++CC/8Au/wOnTp9nc3OTNN16j02nRrNd5443XmZud5hd+4RfAc6nX6xwcHNDr9Th//gKmY+O5guh2684anu3wd/53v0G/2+HlF18il8vxxGOPs7CwwPrqXf7O3/3b5LM5vvjFz/Mnf/In9LtdFhYW6LZbnD59mm5/QHtoo4fDTE5OMjExgWkKZ2Pf98lmhWpmbm6OSETcgJPJJKurq7z//vtC6vfuyy8F/7kA+njd9/FTUJU/ZMccf91DylYUBd/1jhsyiqIgjTYiXNchGo6Qy6QY9PrY1pDxfAEJMT5IJOL0+30isfDxB+O7HpqiMOibuJZJ4LiEdBXXden0eri+RzgaJxyNiDuTFhJ8yEYTPxCKlngqSaPeolKpgOSzuLjI3vbOMbHNsWwcxxJaPUni+vXrOJbF2NgYmUyKDz74gLAhUuSJ/DiNWp1wNMLEzDR6yGBoWTiAJMtYjo3p2CwsLlKslNnd3cd2hB/gxuodlqemWb91C9u2WV5aYjgQDYp4PI6kqERjMcq1OlNzswSKRGcwoDPok8nkKB0eENUUVEnUukdi5tu3b9NpCqHBysoKqWSSa9eucePqNQqFPMlkknKpJLzhGw3Gx8e5efMmZ8+e5dy5c9TqddbX18lkMkSjURJpUf8dDba9wCeVSLKzt0skHCWREKe/G/hEjBDhWJRmU8xX0+k0mUyGdruLqmssLy9z586d42Zeo9HgxMqKqJUtIdrY2dulWq4wPTPH5uYmL736CsvLJ1lYWOBTn/oUq3fvsrW5iW2bnDx5Escasre3KyjlyRilUonbN67j+z6PPvooFy9eZH19k36/z8zcAoPBAD0UYmbEs7n2wRUeeuBBTo1qzj/6gz/k93//93nogQt89rOfxdAEB3Q4HKIbYtPk8PCQZqvD3MmTaIZx3O+4l2WqqCoHBwfcf//9bG5uAlAoFITf5MQEp06dQnr/1Zd/4jbEJ/388ee4I3CvdE9n9CgAj04+GQl9NHoIXA/bHKWZYR3Xt1BkCc+00YKATCJJyNCONahD20LRDNrdDulkBtdy8N2AvZ19FClgrJAlFg7R7XZRNZmBadLttQUiwbYxImFy+TFqjSbt/oCpmVlkTafWFGlnvzcU/FJVHS18ylhDk0G/LzACiixw6r0+mqaxfGKR1dVVBt0etmlxanmF4kGJAIhnUkzPz9EZ9tkvlnjgoYe4c3dVzNJGXuW2adOs1YWV8v4+Vr/H9OQ4hmFw/eo1stk08/PzdHpdlldOUhibIJJI0u728CSIJpPU2x3GxyfZ3FxnPJvGNYdUq1VM08QemkKwHInSqFfZ2dnBUDVOnVxhMBhQPDigUChgDU2uX79Kq9lkMOij67qQrYVCfPZzz5FIJNje3ubu3bucXFlhenqafr/P/v4+rW4H33GxPY9Ws8PY2ARTU1NCW6lqyKPteRRRfszPz5PJZOgPhGjgaCF4f3+fBx98kGQ6hee4xBJJhsMh1XqdfDaLrIrtjnQ2w97ugbARdxyanTaHe/s4jkM6k+DE0jKhsM6br73O4eEhrVaL82fPcf78eba3t7l8+fJoNzGBYRhcvHiRdDpLvdnAMm2iiThh3SASifBnf/ZnvPbqqzz++OM89+yznFxaFqMRz6NYLAqHYUXFcRxRUgUIBugojddCgqfabreRVYUHHniASqVCYWyMUCjE2uYGCwsLXLhwgY2NjU8OwHt/vreZ8vGHJEmoR/S00XN9RrUeIgA1WQiw5UCks7InBNq6quLhYHsD8D20QMIAdGS00TDf8318WcHxXLr9IYYRwbVcWo02jXIdQ9OJxjR6/S54LouLiyD51OtVCoUCoWgYRVNRdYNA1rA8H8vzMF0PP5AEVDiQP1KXCuS6R2jESNnb3RaqEFkR/nSWqPEODg5IxRNM5Se4fvUGrV6XUDTCM5/7LJVGnc5gSGYsj2XbItC7gsYd2C6e65IIx3Fti9dffYkf/PCFY+2gLMOpU6d48sknWN/aJJZKUapUmZtfJJZK07csqrUG8ZSoM3qtGouzM0SjUeHD0BPdVl3V2N3dJZvJcLi3T6Mm7JWTMWHH3G61MAyNmelJwrrOtZs3mJmZAeCb3/wmQ8tkfHyc559/ntXVVaq1GtlsloWFBSYnJ1EUhXa7QyyRot0WQWWapqDQHR4iqwqFQoH5pUWuXr16XJvu7e+Tz+c5e/Ystm0TCgnFy7GjkqodD/pXV1dh9L6PjU9SrVYZGxtjdnaW1dVVpqYn2N/d5Yd/8X0qxRKTk5PkcjnOnDlDIZenWq0Kud3eHqlkUizDZrNkMhl6vR6u57GweIJqQ0CtisUiP/zhDxkfH+exRx9lZWWFv/jBD3lllJ7OTE2zsLDA1NQUw+GQ5eVlgiBgYA453D+g0WqiqiqOL66ndDYj6vJwmAceeACPQASwrtPriXHVRwLwk4Lw41rQe4MSOKam+UcD+FHg+aNTUJMVwuEwvuPS6/XQkEmPCubBoEPPbNOsltACiUwsQUQ3SI/wdfVWk0BRcPyAQFIAhbAeplFrovgyiUQM2xriuCamKfzB69Uy4bDBydOnRPobBPRtk2QqRzguFnU9SSaRTAOysEAe/Zscx8G2hgRBQCIsFC+1alk0ESxbLIPubvPoo4/y1ltvUcjmCJyAZDxOuV7joFzi5NmzxJIJ4ukMveEAebQBYg0tDE3DM20Goy6nHAQM+l3+x3/9/yYRE+l2sShOqFg8yszsLE8+/TSVRpNsrsDQsplfXsZ2fUrlKoWxHK45YH1tlW63y6lTp4iGwjSbTQr/P9L+K0qu+8zyRH/HxwnvMiI9MhPeE4agFUVRlC2VSqVSua4p06a6umvW9J2u22v6oV/uQ3ffWdVz70yt7nLTo1J5lZNEiqITJXoSIADCmwSQQHoTaSLDm2Pvw//EQQICKdWdWCtWBiIiAxGR5zuf2fvbO99HLptl8uo1VldXMTQdyfPZLJdZWlqiWq2Sz2eR8Gj2bJ7bbbZv3046nebD8+coFoucO3eOarWKHnjAZ/vyjIyMoOs6y8srDA4Mo2kCXF9bW6PWqGOaJplMRsAtVjfwjBcsEU3XyeVyRKNRLMtiYGBAUL+aDVKpFJubooRGlkmn03ieL3p4RWNwcBDDMMJ+3fMdGrUal69cRFVVHnnkEWbvTLO+vh6yeXbt2EkmI6qKXC6HGqxSbW5usnPXLubml0TgSxJf//rX+fKXv8zBgwepVCq89tprrCwtc+TIESGHr4n5RCwWQ1EUzp8/H7Cf2viOSyItyA+ltVU2NjYwIhGeeuopMvkcV65cEVv02SzVYLAoyzLSmbfeuAeGuP/21t29+zffhfxgUG72nhSoZKOIGt+1RE2M69HtdjFklWg0Cp5Ho1GhWl1jYeY2EVmlL5PBVDQKhYLAnSqbzC8vo5sRovE0zXaHYl8R3/EpZAskYnEwVOHO1Gpw8eJ5Pnj/JJ7kMTIyguO5HH34OK7noagRJE3DlWWMSBRJ0eja1o/0vb0MKLuBZZgshgT1SpVoNMr83Ay7d+/m7Nmz9GVztOttjhw5wmJpmfXKJpbrURjopzA4RNsWPYFhGPiuTzwex+1arJdW8VyXTqtFzNBpNWrcvjXFm2++GXIQp2fuCHEfx8X2XD73+S/iIuEjMzwyih+4RW3fPsb66krIMvF9n3azhdXtsjS/wPnz59mzazefePwJzp49y6uvvMLjjz/Oo48+ytLSAmurK8Ri0XBYoes66bTA5HrTPHmL0tlSaQXf9wMBJouzZ84xODgsKo5IBD0iSjnXdUX/nojT39/P2toaMzMzaLp+DxYWC4wwI1Ez2CDP0+12WVhaYn5+nmazRTKZ5NbUnRBmaTabPPbYY1SqZVzbJt+X5datW0xOTuLZDruDlSJd12nUBJNpZWWF27dvMzI8zCOPPBJsbLS5ePESy8vLqKpKPp/n/PnzDA4OMj8/z9raGk8//bTA8nbsRA0stqPRKNevXxdEa6vLoUOHiMViLC4uoqoqu/fsEcT0eo2pqSm63S6maVKpVSkWi7iuy8mTJ8nm83cD8OOC8EGB17soPZA9+B1JEQJPkipWkLqtttABRayF6JIimBaNBt1Og1Z9neX5WSKySjqWwLMd+rIZ+ocG6TgWs8srpHM5jHicleVV+otDxKMJhvuHAh6qT7tZx0zE8ewOly5c5OrVq1SrYo1o7/797NyzFxefzUqVTKFALJ4UFDRFwfXvQiOqqqJrQkq/WakJZr7dJZlM4lo2yWSS5aUFTFOQqXVFJRlP0Wg0KG2skx8oks5mWFhZJp0XfnKaaiApMp1Wm3gshuxL1Ks1cD0a9Rpv/uA11lfXOH70IRbnF6jVKnTabWxbWDXPzs7xta99jROPPEZ5s0om34duRIjFEsiazOTNSdLpZAijAKiKgiYrwkxmfp7vv/wK8XicYqHAxto6sViMvr4+fN9lYvsY+/btY2VlhU6nQzKV4tatW1y/fp1KpUIqGMDE43EGR4bRdT3UdfU8j0JfP6XSmhBJDjLj+vo6ji+mgBsbG3S7Xbbv2MH27dtDC2s96JVu3LhBLpcL2TzT07NsbGzg+uKE9ebbbzM2NsZTn3iaoaGh8Liq1Wq0Wg327t7F5OSkyPKGQT6b4/r163S7XUZGRrA6HS5fvoymaTz66KOYRoRbt26Fjr7DwyN84oknOXXqlCCt354KrdzGx8fRdZ219XVWSyVOnDgBwNWrV9k2NoamaezZs4epqSk8T5z0u90uN6ZuCRWB/iIAY2NjlEolOpbF7Owsi4uLnDhxgoGhQaTTb77uf1Tg3X950EbE1h5QkiQI1NBQRGC6lh0MM8SQQ/GgWq1S3dzE6jbxrQa3r1/Dqjfp78sz0FegUCig6TobtQpGIkEil8GVFFbXy+TSOfryBXKpLBISGBFo1EBR6LaazM3N8d577/Hyyy8zt7jAr//T3+Cnv/wzpPM5SusbxBMpVF3ovyQSCRqtZrDH5gR2YGJLo1mpCT86PAGsuwJO6bSbGIY4y8/NzTFYHGRubg41YuDLEtt37eT61E0K/YNYjk0qnRVcyVZbLJAqGlang2PZrK+WmBge5i/+7M/ptBrs37+fS+fPcebMGfr7+jh86BBXLl+lUCjw+S/+FIVCgY3NKq12l6GhYZZWS+zZt4dyrSyccyMR7E5XlPqKSrVaxbXEicYP+LkTY2KNSHg2CMm9b/zp15mYmMAwDFbX1nj88cdxHIf33nuPdrcjCAOqILgXCgV27NiBaZo0Gg368gOsra3R6rSF45Ms+LiW6wTbGEEl1LMqUFUikQipTDrsKS9evMjc3BylkpAfbAcZY+fOnTz8yCNMT09z5fI1IaMxPhZmwlqtwu1bt1CDYUeP5ujaDtVqleeee45YQLAI9Wh9sTB86NAhbNtmbmaO69evhy3IvgP7mZqa4sknn2R5RVQWQ0NDbN++ndmFeZaXl0mlUnS7XdrdDnbXIpVJoykq84sLARmhyK5duzBjMfA8zl24ELZyQ0OCdD63ME+1WhUB+HHZ70FQxNbnSMHtXgD2JqC9HlDy/GBjOzB5CTYUGrUa7UaVyuoCC9O36dRqjA4MsW/XbpLJOJVmnfVKleLICIppUGl1UHWDVCJNf76IoUWIx+NgORCsNjWqZXzf5+atW3znO99hubRCYaCfL//Mz3L8+HE8SabT7dK1HRot0espmhJuZ7iui+8JwSiva9PpCFXkTqdDRNOxLItOu0kulxP2WhsbYRkVi8cpldepN1pkCnk0w8T1PSHwlM3iexKaEgyXHIdut8vS7DyGLBHVDF59+UWOHDnC2soym+sb3Lp5A0PVOHbsGOfOnaPbsahW64yPbycSjWOaJjv27iaajpPKiB2zzc1NZKRwyPDOm28xPDQk1KNjcaEuVi4zNTXF5uYmjz56gkQqSbHYxw9/+EMURSEajfLyyy/jeC4HDx6kv78/XMy9cuUK2VyOvXv3hutKy8trjIyMCNpZqxXa1S0vLzM1NUWxv5/jx4/TarXY3NxkbGI8fDyZTIpgTKVw8Xnrrbe4PTVNIpGg0+lguw7JZIpjx46BrBKPx6lWq1y5ciVY6oYdO3bw4bmz1Go1MVmPRNi3ew87duxgfX2dt998C9M0aTabDA8PMzYq+LXLy8vM3JnG7tocPXpULAtHIkzs2E6xWGRmdjbEiLWIweLiIvmCMIxxXZfR0VHmFhbYMTHB9OwsVqdDvlAIyQSlUonzFy8IB+V8jmazGW7M+L5POi3I5mEA3hNUWwJuqznLgwKyF4BScKbrBWBvCip5vsh8CFkI33JQFIVOq0W1vMal0+9hqjIJwyCXShM3o0IQ1eqix+Ns37uXlmOxGgisxqIJ8tk8uJDsH4BanXZT+BQ4nrC3evF7L/PXf/s3pDJp5pcW+eQnP8kv/OIvC/BXlpBV0ddubGywWRU7g2K9SfjDO46D4gWf2RcWWeOj25BlmTu3b5HL5UJK1e3bt0kFTJC+YoFXXn2Npz/zaW5PzzI2Mc7q6irFgX48tydQLLRVdE1jbaVEu1olFYvznW/9A6lEgoP791He2MDpdLg1eQPXdnjnnXd45JFHURSFQl8/hmFy7do1jFgcW/HQohFiZpT+/v4w62SSojS2ul1WVlbotjuhFALAxYsXmZmZoThQ4LOffZZ9+/Zx69YtbNtmeHSEWq0WEs+XVwVksGPHDp7+1KfEtsPiIvl8gVgsgWmaoTeE5Tqk02mhdOf7zMzOBgu4ErFEXJwoG41wSzwWiwmL6ZRwOfI90aosLi/hOA6Dg0NijN8/SCQSYefOndi2zfPPP08ikWB9fZVozAzXfzaDvcxkLM5jjz0mBoOOy+uvv47ripOK77qYpnB00lWddkC+qDfFwq8ZjXLnzh2MqMielVqwQGua4ffS399PNB4TXGhZothXQNW10E6tJzlhmibJgO7YO+moqhqKF0vv/+D7H7uQe38A9rC9EOMLeJ1K0KAii7UMy3WEWUVUfMGqJCZhTruL7/tYnQ6VjVWmrpwnFY0w2j9IRFWYvTNNtVpldHyM7Xt34yoK8WwaW1JwfEins6STaVzbo9vq4ruOsIi6eJnTp09z49ZNzp+7yNLaCsViP5qhs7i4yKefeZav/+k3AJAVEYCuZ+N5LtPT0yGBttNuijOL7VKr1chl09y5cwer3RHb3E2hBtaTYa83GuEZXI8YvPPeu+zatxfDjIneL1SFjgXeAUYI2MqeT6tWJ2roTE/dYn11jUI2w+kPPuDAnj2sl1awuxaxWIznv/NdHnroCPl8nunpWeKxJJm+HAsbq0xO3eLAgQOCClZaZWBggHg8jmVZ7N61i7m5OXbu3CloXZLEuXPneOqpp7hx4wZ/9Ed/gGVZfPnLX2bnzp2ks5mQmD08Oko8HheisrLM3MI85bKgmhmGIVbILDskWaiqGk7OeytikiSxtrbGZrUCBEM9RQ4PzmvXrtFqtchmRaleWl3HMAwKhQKO4/D+qQ/43Oc+x+3b08TjcdLZDLFYjM9+9rOsra1RqZRpt9uUy2Wi0SjXrl3jzp071Ks1ugF54vFHHyWfz7O8vEypVKJeraFpGsV8H/g+S0tLqKrK8PCwEPP1PMFHTSZCAWBZlukGJqFdWywYKJoqZDklIY/Rse6azoDgH0d0I/AMrIV7sT2MW1VVpJM/fO1jJSnuxwPvz5YRwxAjZscJYYitU9CeYaehCh5kt9Gi0+lQr1ZZXV5g+vol9u3czkBfgXq5gtu12LZthFgqzfL6KrmhAdA1FNNEN0wMI4quRfBdsLpdSkvLXLhwjm899zwXLl4WDHjXQzcjjI1vxzDEAe95HpFIhL/+67/Gch3ymSyVahnP86jVqiFO1e2IUglbbIA36lVarRYKEkNDQ5RWlsJeIxKJ0AxgDBSZbD7H4vJSYGCZBFkW/79jA+K2phrhvqQsSTQ2q2iSTK26ya3J6+zbtZOZ6TvUNjYpb6xRLW+Sz+YwDJN2u82dqTs8/uQTDBQH8SSZutOl1mpy8+ZNoeUSjSFJEtFoVIzdVVX0cIDrefTl80iyzIdnz/KLv/iLXLt2hbNnz7K6uorneSRSopT0JeHF3pOU0AzhUttut0PWjeu6jI5P4HleuE3i+8JDz4hExIb+ygo7du2kr69PSCY2G6E6QqVSCYc2lmWFJ8disRiyemRVo1qtcvTocc6fP89yaYVkMsnNmzd57LHH6HbbDAwMhL3n4cOHeeutt1hdKYkTvypA85hpMjY2xuDgoDiWPZ9UKsXo0DBra2vU6/XQu17RhXR/JCoYWFqwuSPLsmgrICQbtNtt0XoFPWTvJNODXjxHVGXCrFYXWW9rsjv1+g9+rC7o1gDs3Rd6AQa9kxU4nPY0QxRdWPG6lrj/QQG4trKI12kQVWVSsTiGomEoKplMGjUSodqskx3qp2nbJDJZktkcrgOSJ+E5LpVKhfPnz/P973+fF19+hXq3y/jIKKl0FkU3SKZSoozGx3NcNjc3OXHiBL/3R3/E0p0pstk0MtBqNSmXxYpOMiEAbavZFn88qwPAwuyckH2QIZFI4HkeV65cYXz7OLIsY7kO8UQC04yyui42HRqtltCc6XZxHE+I5gawjusLJ6nN9U10VSOTSvD6a99nYnQEBbhzawpdlXnt1VeYm5nhyz/9FbFvt3MPl69cxfc8fubnvoZimvQPD4WusTMzM1y/fh3TFHhgNBrFtm36+woousatyRsMjY6wa/sOrl+/zti4IA/3AlDTNNrtNrPzQlPFjEXD4Ut/fz+1ZiP03IjFYly+fJXx8XH2BKP3zUolfK1YLEYilQzLslyhj1gsFiqDxeNxjEgEVVVpt9usrKxQrQrYoK+/GFQkXWzbplKrI0kS4+PjLC8vc+bsWfr7+5EkYXy6uLjIww8/jGVZpFIpoqbJxMQE58+fFz27ZXP58mWmpqbEFDibw3VdatVN8vk8/f394ZZLJCo0i2qNBtlsNowBx3PpdrvCCCdgwvSyY4/fLElCeEwJKj5NE/KJnuOG4mRbl9fvCcCtwde7fJQwb++21e0Gm+2BTXUw/fSCl9FkATvIfrA13w085R2HSnmDvnSc5fkZZMcjm0zQbVt0Wg3S+T6KQ4P4hkqt2yVf7CedzWFZHhIKtUqFS5cu8dxzz3HyzCkWF5cZGhll2/gElu1SWt8Qe3y1BqOjwziWS/9AgXajyc///M/xP//O77CxuoJp6OCJ4LRtm4gh+hLfcpieniYWjQi58TtikdLqCsZHT2DWMA2Bc5XFQCaTzuL6HoVCgbWNdaLxJLbr4HuCedMTo7IsC8uycBwPyfMZGuzn7TdeJ2pE6M9nWVteoVLeYGVJqFL3FwZ44YUX+MxnPkc+n+fO7WnOnvuQJ595Bl9SyOVyHDx4UJAcAtrf1NQUly5dYtv4GDISC0uLbKytYzk2Dx06LA7OTIpnn31WyFtUKty8eZNypUIikWB4eJh8oY8PP/xQbPYPDpLJ5+45Ed+5M0OlUiEWi7Fnzx76BwYEoSEQ40KWxBZ7MoHjOCEuahhiNWxmdjYU6RI7omJZtVKvCXzZE/KHtYZQZisUCjz88MOUVlc5efIkDx0TA5S4KWytq9Uqc3NzFPr6aDab7NmzJ1zv0jSNxcVFAXNYopx0fNGz9srsnqFobybQK9t70/2tig++76MFFu29DNjbd5URrVg8Hsex7DA76kGrFsq29ErQjwrA+3vDXjYMbaYdMVRRgz+6FPD/HF+8SVMXLIneGB/bFV8+0KzXkHDoNGpYjRatWhW7ZZHNpRkcGkGPmdiKhCPLpPN5ItEYriOhKRo3r0/y3HPP8Z3vPc/04hKJWJQdu3biobJSWmOtvEmr0wYkoqaJYzlIMhw5dJBOu8l//I//kc888ymq5Q1UWQo39OfnZoT3eVpIig8OFOl0OszPzDI0NIQs+dy6dYuxsTEB8K6uMDw8zMbGRvhdRRNxEvEkHat7l56HjKwqqIqOiwjATqdDOp1lfX2dTDJBaWUJp9OlL5+hsVnlpe99l4P797G4sIBlWRw9epQ/+9O/4ODBg+zevZdavYHl+SArVKtVbFtM9Hrskp5ldKPdorYpFltT8QSRWJT333mX7du3c/XyFYYHBlldXeXQoUMkMwKPK5fLxBJx3nvvPVRVpTDQTzqdFoRkXWffvn3s3buXTrfL3Nxc2DdGo1FBTHbsEC/s6+sjmUmL/bzAF6QnVaKqKpVKhbW1NSFx4fmB5H2c0dFR2p1u4LwkRv+v/eAHaJrG5z//ebHtsLLM4cOHQw+JiYkJEQiOG272VyoV8rkcExMTQp5EUfBdT8AAitgxdBwnlNnQdT00Ew0FprkbA2EsyFLYcoUB6IoeUPIRlZRlIW3ZBlJlMXUPrd/fe+3Vj9UF3RqEDwrAiGGIjNYD6XtbSlJAZUOUCD0YAtsVWweOQ6VSprK5RrfTxm9buFaXmBFhbGRUKI7ZFnoygWaaROIJ/MA/EE/i7Tfe5Bvf+AZnL5+n0WmyY/duBodGuDk1w9z8IsgynYBr2G40iMZieI6DIsuMDA7guBbf+bu/48BDh+lWNmk2m2QyGebnZiiVSmwfHRNfHuKLW5ybx3Vd8rkM5XIZ0zSpVquYMTPsB5NJMcmTJAnfg0Q6JUB+WcLzJRzfA2TkAJeyXAdNjwhxXRkk32V9ZZl4NEouleS177/Cqffe59/9u3/Hc889x+DgIEePHsdxHE6+/wHPPPNp3n7/JIZhMjw8TLlcxrZtcjmRpca2T1AOqGc9icBbt24J45S8EEsayBfottpcuXKFSCTC9l07hYfBwjyzs7Ps2LFDrInFY6HCl+M41Ot11tfXGRwaYnR0lGQyGWroRCKRsGc0DIOZmRnK1QqpVEps/7sukUhELATX68iyHLJnZheE4nZvSplKZ3Bdl0qlxsMPP8xKqcS3vvUtJiYmOH78OJeuXiGVSjE7O8uePXtQA1L90vyCyDi6TiqVQlUUVldXhbBUNks+m8PxXCQFKvUaUSOAQ1w3WKyWQzV3AN/1wszeKz8BIRKsCozPdV0kP5Dy9ERJ2qzXRcYPZEhCAevg9aR3v//Kxw5hegG3VeNl6wtpwQqPG6RlL/AFJBCqwfVCIF6WZXzLEXV7t8vm5ga1WoXyxhoRWaU/nydpxjB0nYhpgqYQS6eJpOJIagRfVoibMerVBi9+90X++m/+hmu3r+GrEkeOHiOZyfLOex+wtLRMJJ7Ashw81yVimnTbLeJRE6vTxbLaxCIGjz/6CN/8sz8jWyywGmy6Vyrz5gAAdv1JREFUa6pMqVQiHyzwzs/NMDw8jCYrTE5O4tjC/y6RSATAs8Tm5gaHDx+h0+kIZTHXxXU9zGiUeqtJJGoK263gxNT7g9muT70hFn5tp4vn2GyuraIpMkP9RdrNOs8//zzbx8c4fvwEGxtCam95eZmF+SU8JB458Tg3pm6LXT3fD2yek8Tjcaampjhw4ACNZpNLly7heR779u1DUmSy6Qwvv/wyh/btZ2hgkL6+PmZnZ2m3hQxhKpPGNE0uXrwo1LojBvF4XGyox+PohhFquwjZfyGa26P39cq3aqPO4KCAENbX1+laVsh86U0DNzY2wn7Jk4TPoB5wPmVZZMti/yB37twJbcr+5m/+hlwuxxNPfYL3Tr4fOvIW8n2Uy2WOHTuGbduYuiGgCc9jYGAAM/DB6On9+CpUazWU4CTgOA64XiilWV4XWrERXawceUGmBNGeuRLh9LfnEK2qKnIQkIokhm+6ooalq+d52EEFpG6Vnr8/+/UCsScl0XtuT9dTVVW6HTGk6PWA8pbk6XtCdhzPx8FFcl28gHHiBmC9bkboKxZImDFSsTg4wsZa8hw820W2ukgdA1/20A0TKSpkKxqNGooqkYjF8WQwDBPHFWaTvQzseTb4MjFDx2rUqdeEjIOi+rS7XV57803++Bvf4H/5d79DKpejUauTTqQwq41wKLN95w4hsIpELBkjkxykWq3QajXZv3cXs7OzOFaHZDbN0oWLIRgc0VTqlTJLCwukMznSuSy6EREluuvgedC1Lex2BzMSwe5a+K5NsVjEsbqslNbIZdM89fQzvPrqq+zec4CNcoW1zQrbtm2jXGuiawazC/MUCnk6nQ6mGWHX9gk6nY4YHvgTLCzMkc1mOXzoANFolB/+8IccOHSQqVur/NIv/jztRpsL584zNDQUavVM3blNNBrlwIEDQkS2LfRlPE+cTH1Atyy63S6lNWHikkql6OvrAxsWlpcwVI3BkWGcJY/FxcWwt8rlcuFgQtd1QR4Iln17W+SO42AGTKPR0W0sLS3hui7bd4xz+9YdNEPlqz/7s5w8dYoPzpzmySefZH19XVQSkhz2591WWwyn4nEc32dtbY2BYr8wmomY+BJICuRSKUwziq5rdNtdPM9FkWUhfxh4ESYTMXRFZH8ngF56uLesCSJILytqshIOZTRFDHYq5U3m5uZYWFhgbW2NjY0NUQK/9fKL/v3434/Leg/iif44Hmn4msEfURh0OthWB8+xUGXBwjA0PTxLSIpgxPckCRJpMdVsN5r88R//d86fv8j0nTksSeLxp5/i5uwsJ8+fFdm43UZSNXRPwlBUZN8T6mP5PlY21sgUcsKEo6/At//2Wxzctxe31UFxXeq1Cul4nHJ5HUUTxi2dbovNjQ3wXYYHBrl26SKqIpHP5zl39iwnjh+nvL7B2Mgo777zDoV8X+gO+977Jznx6GOkMjmq9RpmLMFGpUIqk6PlOFTrNfL5PPVqjYiph6Ku8XicWCzGmTNnME2TXbt2YQVYlBBEkqlXKyzOzQt7tVaLkeFhVldX6XQ67Nmzh9XVVaFgPTfPjRs3+OpXv8rkrZuMDg2zUdkEX6Zc2aS/v19ILU5OMre4QLFYZGhoiGg0SrvbEVPBWg1VVcnmBLPDtl2xtb++CRCC747noiliHtAbbkSjUeG8G5C05+bmhMp4AFf1hjK953a7XZaWljh37hy/+qu/SqlUIpFMMjI0QrPdZK20xsj4NianbpPMpEkFep/ddgcFiXg8TjKRoFaroauCvdLtdsVepqGD69HptjDNCNFoBEVSabUbZDN59IjG+koJXVNwLBvPc2jWa1Q3y0i+TzIeI2IYOK6L7Xp0LIv5eXGSGRoaot1osri4iKZpPPfc88Tj8bC8nZmZYXJyknK5LHrhjwu8XpTf//iDLr1Avf/2j5SxgKwoyIqChErE0LC7bRGUvofliQypBkORjtUVYKgm47tikqSoEvFEBF1VcLs2uVyBkf5hVsub2K12wEP1iBk6brtLt9NAlzSGCoPMrS6RSCVFMGk6a5tVvv3iixw9ehS7baGqMgMDQ8zenqJrd1EsiXQui+xaJFJJJDzqjSqmEaFaKdM2TeEnf+5D0vEYi75LfzZNVFO4deUSngcjfXmaAbtlZXWNZDaHbpisryyTKRax2h1qmxVs26ZRrwvhX1mjVm1gRuMcOHiYGzdu0Gx1SGUzoKisbWxgqAqS53Lo8EFuXJ9kdmYaWRIwyeydO2iyzKFDh3j//fd59JFHWFle4u233mR4eJgfvPZ9Dh0+zI7duxmyhzl96gOudto8/vjjDI4Mc/HceVqtFoVCgZXVEpIkkQpUsyuVCpXNTXL5PLZtk83nQpJ2b/LXC9huMCW3LCvEELOBQaXrumwE/XePkmZZFsvLy+G/P/OZz/Dtb3+bvXv30t/fj+fY4Pvs2bWThZVlxraN4HoenVabVruB4iuYUYNWs0llc5N0UrymoWoYsTjdbhera2GaJvm+YVYWFvjw8iUK+T50XefsyQ+obG7QaDRo1qpMXr+GZ3VxHYuooVMs9JGImZTX15ifn6febLF3/37ymTytboe3anXmFhfA9dmxexePHznAzdtT3Ll6CVlVySWTHDuwl7VSidX1ddQH9Xu9AUtvSvWgYLs/8/VGtPffflCm7E2AZMkHx8Z31Xs26Le+ZrfbJZFIhIBqj0GQzwu9ScUHQ5JIGAYxVQXHA9dDklTazQ6ZWILd+3cxee06S6urKEqUeCLHiU8+w1vvvoNTq/L2229TKpUoprN06/VwSGDGTNbXV8X7lxDivJrKxsoqqUyWeq2G4zhks1kmr1+l22yg+BDRNSTZZ3Fhjkgkyug2QTgeHh2lXKtTHBpGUmTeOfU+B44cQ9UNzp8/z6c//WlKpVLoizc/P0+z3ggHLLVajWKxSN2qBpPBBK4ldDn3HdjPuQvnmZiYYHV1lceefEIQhoOebnFxkaeeeirEwR566CE8z2NtpcTOPbt55OFjnD1/jgvnPyRimvQX+8gFngiPP/oIS0tCT3NjY4Nao84Tjz3O9Owc0WgUz/PodlpUq1W63S5+oSCU6nIZ6vU60WhEKIaZQhdGkXWGhwZYW1+nOChggl7v3HvujWvXOXnyJCMjIwLuURXWVpYZGhxko1wmk07z2S/+FLdnppE1lWQ8Sl8uTbfdpVqtYNlCDrFeFWJRaApOgNPJsujzJ29cE3YHpRJvvvFDpqamaNTq+L6LqWns2jHBnh3jKL6HbXWxOi0MTSUZizCY38nBPTvZ2BA22quzN9EiBnvGt7N7fJD10jpdu4Nd22A4m2Q4laRji7W2StdirJBl78QI6v0qZltvfxQjZutaUi9DflTw9bLhgzBE3/dpt1oQEKC34ixOwKy5X+a+N3Hs7+8nmUiQT6eQbBer0SIZiRJXdGzfA0XGsR1wJI4fe5hPPPk0f/ZXf03LsVheq/Bf/vm/pjg0yisvvwDAiy+8xL/65/8MR9Yob1QYHBplfb2Erkeo15sgQ6vZxgisrJJmjG5fk0Ztk4huUMjlWV5cYmJ0hPpmBckV6ymnTwvNyrHRYU6f+xDFMLh4+RJf+vKXmZ2eYWh0nEYwQHjnnXfYv1+w8XcEDkQrKys0Gg1GR0dZXl4OR9vpdJqoGWFxfQ2r06ZSqfBTP/VTPPft7zA+Ps7MzAx9fX0hB3dleZkDBw6E6l3tdpv5+XkuX7rCO++8w64dOzm4bz+Li4tcunQJ3/cZHBmmr6+PW5M3BLWt3aGQE/3m3/71NxnfsZ2VUgkXiUIuT7Yvj2sJEvt6aRXdjOA7LlJMwlDF321tpcR6a53tY+OYkQib6xtEE3GSyWSIxeZyOY4dOxZSyxRZ5trVq6QTSc6cPIWu65TLZd58802e+ORT3Lo9hd212Lt3L8PDw2xuin6r3RACyo7jUq/X2dzcpFoROjiLi4ssrywSMVQeOX6MiYkJEokY66trTN+6xc3Ja2yszLNrYoLhwX6KuRxSRKXZqNEsbyBHTRIxk7ji09+fYySToFKv0VhbouvYpMwExW3bqJY3UUwNUzdx8akbCuu62BJSdFkMYbZeesGxVZD3QZns/kB80CWcDAVZr/eaPXlC3xM8TskTr2V7NrIsC0EbWUZCwYzEkFCE5LsLsq4iSyoD/UMMFvtZzy6xXtqgW6uRS6QY7R9kabUEkkIbKBT60Y0Ev/DL/wNHHv8kv/JP/yk4cHN6kV//Z7/F3Mws2G2+//3v8yu/8PPEIhE6jTp4HrVajVg0TmWzRq4vS6djYZs+yXQGyXJIxFOsriwSjQj3p55PBnjMzk7z1Cc+weT1q6yvr4ptidIyH164SMe20SMR1tdXOX3mFMmU4Dd+8P5FarUKDz30EKulZUZGRmh3mly5eol8IUdfX45SaZlCoYBt22ysr5PP5znzwSmOHj1KrVbj0595lhdeeIGHjx0P6WH9/f0sLi5y9do1IoZBu92mr69P2GJvHw9K3xqzM9MUi0U+/cynRPloWZSWlhjbPsGbb76JYRj8yq/8Cn2FPAN9feT7CnQ9j1q9jixJ2J02jXody7aRPRdZFkQNx7FQZJl0JoPn2jSqFaqVMq7jUCjmqdaFSlw8HqXdbFJaXsRzXFLJOM986pP4jsuFCxewLYvK5gbtlkUyEaPbbHDq3be4c+cOpVKJ9956nUL/AJqmCbaK5fLmm68zPDxKLBaj3W6jqhrJZJIBv0i702BpcZZv/OnXGRoYZHRkmMFigWefeYrHjh/m5rUrrC7N4zQqtLJpsqkk8WgERZbpVjepry4zNlxEdloonkM+pmGkotieS6fZYXNpmv5CgUarRbdSw5MgrijomShWW4h1/UgG3Eo/e1ApeX/A3f+792fCXha7/z7XFdLzhiFcTXsjfDmYpvaYEb3pm+d5oZ+EZVkUi0V27tzJncs3KJfWqJY3iGezJMwItt3BRcHUY1RqLXLFIpN3Zth7+DD/+3/7A174wWv85d9+i/dPn2ZxcZmEJmFmFObuzLFnYgdRI8rKyiqpVAbbc3GadRRFwzRjuK5PJBGl3ijjOB5mJIqmydSrNfoKOVZXV8kk4pyZmmLb6CjHjx/nwsWLVGub2I44GF3X5ebkNbL9Q3znH77FV7728yGDY2RsG1euXOHgwYOcO3eOw0ceYn5+nls3bzI4NMTVq4L6JTbKLVZWqgwODoaTxmKxyO7du2m3xf7hBx98wJEjRygUCvi+kAis1+v09fUxNDTEjeuTmKYpzFIsi9npGcbHx8lnc5z58KxQQbNsfvFrP883v/lN/uv/8Xt89ee/RrPZpN68gxmLE08KvRWAeMARbTabTN8RW+w9T78eFU/XNNbX10GSWCgtU6nVwvemByP9erXG2koJVVVZXlri2rVrpBJJjh49ysLCAr7jcnvmNrIqk82liWgD3Lg5xe1bN+kr9jM0NEQkEqVQHOLWzZv4vsSBAwcoFIqsBRbd4+PjDA70sTifF8B5t8Pi7Az19RK5VJLD+3ZTzqdxWk3cbodObROTJMlkCjObRsHHbjUwNIlIgAwoigqodCVotVq0qxV0RcE0tUCWw0HGIxY3UNUY8kf1gFvpNg8K0q0B9VFZ8f7BTO/1er+rKAqKqqLoGpKq4Eng+ELQyZPAlwWe2HVsfFlCixh4EtRbTdK5LHv272HH7h309ReEIphlkY4nMZUI4GNbLrv37OXQ0Ye5eG2S/+9//X0m9h9gx94DxNI5Tp09z/TsTGC/bHLq1KkQ4+k58ADE43G6XYtYPIllOXQ6FpKi4QZ6JZFIBMMw6OvrE0RuwIxG+OEPfyD6ikaDwcFBbNvmF37hFwQzCJ/xiW14nsc777xDX18fly5dor+vwP/6n/4zCwsLgmhw+gyDg4O0222uXrnCxvo6pz/4gI2NjXDYMb5jO+VqhWqjztmzZ7Esi5tTt7hy7SrLqyVe/v6rQrc0EsHzfXbt3s07775LtVrlmWeeZmFuhvMfnsFzLNrNOpcuXWB1dYXBwX7u3Jni8qULrCwv8k9+5ZfYtXsH77/7Nroq49oOK4tLTN28weWLF5i8dpX11RK6qjA00M/O7RP4roOMj6aIia3vOsTMCO1mA3yXYrGPAwf3cfjgfrLpJI7VxTR09u/dzSef/gRj20awOm0K+RzV8gZ/8aff4N233iQeM3no0EEGC33EIwaS7xE1dHLZNNl0CtdzWF1doVQqcfihgxQHi3znu9/hm9/8a0wzwkMPHRYDteomEUOjVd9kZXkep9tmdXmeD0+9w53JKxi+Qz4ZY2xogLGBftIRHbpNvE4L1XfIJmMYmoqMj+R7yPgkYlEK+Rz5bIZUMi6WvH0XXVPIptP05XKYhoEtBlT3QgsPCsCPKi9/0qx4/+v2gk9V9dAzsKel2AM1HccJWeSO44T4I0C73UaLRhkaGebhRx9h+76dGKaBokgMDAjVrKgWxcLh6o2bXJqc5F/89r/iyKOPMnn7Dq6iEEulSGcy5PN5xka3USlvcurUqVCiPpFIsLxcEhsC8RT1ZhM9oNXVa02i0XhI3rVtm3yhiBmNoygKXcdm/74D3Lh1k5deeolms8mf/cVfMDExxsBAka/+3Fe4dec2zWad/fv3cfbyVXzfp1gscunSJcbHxzl9+jT79u3jd3/3d3Fth75AqTuVSvG9732P+fl5HMehawnJBYCzZ89y+fJlnn/+earVKqdOnWLv3r2MjY2FY3/TNFleXqZarfLiiy8yOzvLvn37iEaFLszQ0BAjIyOsr6/TarU4cOAAY2NjnDx5kg8++ICDBw9SLBY5e/Ysi4uLIZBeKontg263y/y8gDzm5uZYWloKSj+VWq1Gs9kMK5lMJsPi4iJvv/027777LvW6UMPudDqhBODm5iaf/exn2TkhxKIePn6cw4cO8e1vf5u5mVmGBvuJRgxipkk+nw3EohaF+6wisbKyxO3btzEMIwDnu/zhH/4h3/jGN2i1GuyYmGC4v8jRhw6zf9cOJM9iqC/HiYcOYSoSiutgSJA0NDIxk0wiSioWJaHrRAMc07IsNM1AkhTq9TobGxs0Gi1RIZkmqVSKVDKDhFB4K5fL4SK39NbLL/oPyk5beW8Pynw/yX1bbz8omCXAtbqi39sC+Pemr4qihOpaRkB5A0IuoexDq17jzKkznD1zjkq9juvBYmmdqzduMb28gqybPPulL/PMT/0UkUSaW7OzXLt5i6mZGcorCwyYElHJQUfG8GVefv4F2vUaZkSn3mxgezaNZhMjaqCrKq1GE1PTSESidFs1VldmieoqmiKxtDCPoagsLy7QagiZvb/5628KTz1VZ3zXDtodi2y+j9d++AZGLMbg8AQz8/OcOHGCGzduMDM7y8GDB0Nvu7/85l/z6KOP8uyzzzI5OUk9IBpMT0/z7LPP8vDxY5w9e5aJCQHA/97v/V44fOnv7+fixYv863/9r0nGE6TTac6ePUuxWGRhdo7Lly5hGhGGh4Xc3ptvvonneWzfuYN8ADFIkkQylWJ+fp5oNCrUsGdn2LZtG61WC8t2iCUTLC8vo+s6O3bsCI1IZFlmbGwspK8VCgVhLqMoTE9Ps7FZZmjbKM9+9jM89+3vMDU1Fbop5zIZQWjQDTY2Nij2FbAsi6uXLpNMJoU3xbWraJpCxNRptJrUm00sx2V1bY1as0UimSSXyyOpCrFogoGBAVzb5q033+HypUvEIgbJqEI6HmWov8jY8BD92TQ6Hq1KmWalzHB/Ec33MRQZXdUwNDUQlxaTcSMeAVlGUbbwOyUJ37+rAK9pGrKkhmQWwRt1BdXxhy88/0CDzvsB9/9/A2/r5f6hjQR4thUaVG4N0q2gbDweD0m+PbZ5j9DqOBZTU3e4cv4y09Mz1KoNml2Hcq3BRq3OqQsX6R8bZ2TnblxFZmZxhXKliuv7SE6brOKwa7ifW1dv8NC+fTz/99+iViljdbqouhCXbXc66KbIzt1mC11RiRoGdrtBvbLG8vwMffkcczN3aFRqrK4skU2n+P5rr6BKKlevX2dgaJB6q8muvfsYHh3jv/7+n7Bz7zgjIzuIJZNCj2TfPn73v/wXdu/eTaVS4Wd/9md59+T7oU7m0NAQmiHex+LiIp1OB01V+M3f/E3+w3/4DzzzzDOMj4/zV3/1VzRrdY4ePSpcbptNnnz8CVRV5emnn+aFF17Asx1Onz5NKnCDGhkZESdBzxOmKqpKo9Fg+66dPPXUU1y6dIlCoUAml2VxcZGnn36ahYUFNjYr3Llzh7GxMWHvHehlqqrKwsJCaFa5fft2IpFIyPnUdZ2r169x8eoVarUan/zkJ8Pj5s0336TVaIhJd1x4AcqyTCzYeLh58ybr6+tMbBujXtukUCjQsbrMLS7Q6nbwZYXy5iYra6vk832CMiiJwDENA6vTpVQq0ahskovpJGIR8okE6USUdDRCJmaSS8ZJmDp2s4kmSSiSjK6qaIoaVmk+EpFMEl+V0WQNZBk1YHlJnoSLj2vZwjYPReiFukGLZXvCVLZX3j3I/29rsPRu3w+2Pwh+2Hp7KwyxNSi39pc9TdFe4IkPB06wZ2g7Do7r3nVqkiQk18XBR9F1BraN0OnaNFttmo02muSQisVQVJXjxw5TsxwatXUsZKxmlbguC4Ku7+I0VtmsbLC2UeLQoV/AtrtYnXZgdyajRQwk2Q/fM/h4vrBDc31IJNOsGhFm5xY5feYc6Xicbrsj+raORbfdoFxpUxySuX5jBS2aoDA4RL4/xdTtaXbuPEDcjBItxOnr6+PEww9z+vRpFFVlYmKC/+33fp/HHz4iHHvv3AnB8Z5Bp6Ip3L5zh2PHj/PD119n2+gojz76KN/61rd48ftv8tRjYpx//uIFkskkpVKJ48ePC56lprK8sMTkjZusVy6Hg5hyucyOnTtJ5/M0W23+7u//AUlVKNdq7GAH0XiCP/3zv2BkZIS9+w+QSKV55ZVXAEgmk3zvpZfZs2cPn/vc51hZXWNgaBjb9SjNLzA2NgaAYaocP36CHTt388orr/Bf/tf/wiOPPIJti4HcxsYG1Uo9LEufeOIJVM3g7PkLRCIRRsbGuTJ5jXwqw+3pGXxZotO12ahUsWwHzYwwODTM2bNX0DTQNBl8n7gZZXhwiGJfjoSm0q1tINtdJFtHshVcy8c3ZHxbRdYlUskYKmKpoJflepZsnqzQ9SR8X8XzZRRZxZeEKoSk9I59Xcw3PAnPdfDxxMKC5CHJCvLWoPmojYeP6u9+3ADm/t2pHwnC4Dlbuab+lvt6/WGvH+x2u3fXoFyxadxxbPSoyeDIMDv37GJs2wjJqInTadOoVBjI5SimkwwX+9gzPsqx/bs5vn8XOwaKxBVQPJ8rly5TzOf55FNP0qxX6VrC57zbbeM4Fn5veusHmw2eh+UIPmDXcTj+6WcpV2qcPHUazxceB+cvXmZ4dAzbdSgOCLegZEZjubTChUtXOPbwcWybuzzH7dtZWlpi//79DA8Ph76KqajO1NQUO3fupFKpMHlnHoBisRj0XxWef/55nnzySdptsdVw+vRp/v2///ckYiqnT3/I2bNnKZfLd7GwwKVHVVWMWJSR8Qnq7Q6LpVUsz8dMJKm2Wly4epV3Tp1iaGyM6zdv8dwL3+P2zKzYxG+1uX7zFnemp1leWeFLX/oSxx9+mImJCZ765Cf54IMP+Gf//J8zOzvLmbNnmZ2dJd8ndgvvTE8zPT3NmbNnKa2s8Fu/9Vv85//8n8nlcliWxfsffBhulbStLtNzs7z06iuc/vAsNh5rlTLTC3Pk+weotlqsrG7gehJD28bZNrYdM5Gk0Wozu7RAIhuhY4FliWn8xkaTG9dvsji/gOt0KKQTpCIGUU0hGdEppJNkYiay51DdLONZXWxbLOB2u11anS6trkXLcuk4Ph3Hp207WK6H5fk4vo8jgSdJeLIKioonK3iSjIOEi4QryfiyAqqG9Nrz3/G3ZsD7Afetytg/rsR80HN6W8K9+vj+4PaCjfnecEa+rx9MJpP3QBM9322AjmMjm2LNQ3V8rHqT0swi169c58qVK8yurFC3LVxdIZHNYcRiOMGgYHVplZs3J9molPDx+be//T/yL3/jN4hrBu1Wk3g0TrPdxIhF0aKR4HsQy7Ou4yC7Ppqqkk4mWF9dYXV5hVMn3+dv/+rPyaSTPH7iBGfOfEB/oUi72+H6rZuouoEHbFQq7D2wn/n5RUqLa3zta18jn88Ti8V4/4NTjI6O8sYbb/DEE0/Q6rT5h394jl/91V+mVqvxN995kaOHdnP06FHK5TLPf/dVJAmOHj3A8PAwH3zwAfMrm/z6L3+VbDbLn/zJn2AYBuOj28J+7Omnn+bWjZtM3rjJ3gMHyeULvP7mG1y4cEEII/k+6ZxQPdvYENsAu3bvJpFIcPHiRZ599lm279rJ+++8y53bt3n44YfxbIfCQD/FfB+tbodYxGRmfo7vPf9djKhQFj/40GFGh4aJxKI0a8JpaHhwKOwLz549i6przMzM8MoPXkdTJQ4dPszVq1epdWySMYN4MhHu68WjMWRbnIyj8TjReAwlohKJx1gvb3DhwjmisQjzsysoEqRiBt1mF1wYKGQppmI8NLENxemiSRAzNNIJk1Qsgqmr6LJgXamSDIrIg0giqFTNQNJ0HFXGVwI7BVVF6WVAHzwkfFco4/kudC0L3/OEj0pQ4UlvvPjCj0hSbM1mWwPn4wLvowL0/sC6//VtywqB+N6ll+F6Oi69i6YJEDWVSglqmu/hRwSz3nAhhopdazF9S2yC356dY7a0jCV5NC2bdldk0Wp5k/XlEi23ja/J/MzXfpb/17//D0QNA92XWCutUqtUSWczROIxYukkiiLh+h66pGBbFr7lYAZmoXFTbDN8cPI9/tvv/e/4rs3u7RMMDg4wOzODoqrMLi0wOz/P/kOHqNRrlNbWMSMxGrUmh/YfoNPp8Bu/8Rs8/70XBN0sWDCVVYVUKoWmaYyMjPDy919F0zTy+TxPPfUUL738Mm+fPEdMh0984kmmpqYYGRnhzXfP8Mtf+2k2NjaYmZlh1/Yd3Lp1i+PHj5NOpxkaGOT1N95kYXWdRx57AsdxWNtYZ35+PpCGqBJPJRkeHubGjRuMjIxQbzRYWVmlv79ANBrli1/8Irdv3OTK5YscOHAgVMCuVoWOzrZt2+jr6+Pll18OFdl6Eg8jIyNUNsqMDo+we9cuNF3nypUrvH/qJF/84hdZKq1w9sMPmVtcYOfuXdRqNWbmhINV17Zpdzz6Mkm2j4xhdWw838eRXGw8zJhJPJlEUSVu3bpBdXODbtNHBWIG9GXSZFJpTN9lT3+ebEQnHosQURVUycXUVTKJOMlYNFAX0JFVHWQZV1KRZBVFiyBpKq4qwT3Ht7yl8rsbP55LuEfYiwPHcQQXtHfwb1VAux8b/Cii9Y/rAe8PxPtfX1EUJPXua4tNCU9ggJLAAHu9n+U6IUYYj8eRNRXbssH1sTs2LbuL6cFIXxFnYgeGrFIur7NW3WR2+hab1SoqEq1uBwXYNzTKEz/zeT79hc8wPDxEs1bFa3ep1ypUqpvoEQ1fBd02cF0hyKPqGo5j4dhincZ2hGlmLGKgRQwOHn6I+ek7rKyus/fAftw706yurjIyPMrVG7cFbat/gI7js7i4yHBxiJmZmXC4sGfnLq5evcrA8FAoWPSZTz/LnZnp0EIsk8kwNzdHtVpl7969XL8xycDAAFeuXeX4UbEH99Of/xRnzpzh4YcfZmFhgcuXL/OFL3yBlZUVXFdIcPQPDVLpOLz59tuhZVez2SSX78N2PTYrVVbLFUZHhihXq/T19ZHJCeXpZDLJ//Hf/oADu3dy7PgJLl++zPTMHI8++iitdpfJ8xf58NJVhoqCvC1JEs1Wh75CvxBQaraJxpNcvHiZ13/wBseOHWP7zh088shj/MEf/BHbd+4kGo0TiUQ59+EF9h3YzzPPfpYLly6ysLCEGTfYqNSIGetInoQaMTBjUdrNKtdu3saXYHAwh6xAob8fu92mVatjyEJNvdNqIONRLctEU3FS0QgRQ0NFRpE8nG6HtuThaAaa7iHrPpKi4wK+ArJvowCaqoHkg+QjyRL4Pr7viWpJkpBlUBQZTwYkBdfdgp8jIb350vf8+8H2rRDERwHw9wfgR2XAB122whteIFvQm8DZloXtOLDldRVF7Fc5XaGcFY/HyaYzGPEoTbtL1Iig2B5es0NaN0hGY5TLZW7PTPNHf/J/MbeyxMVr1/CAXCpJsypEgH/2F3+er/7T/4F6t43s+YwPjrC2vMLUzVsBGTtKJBYlF9hfe57wv+t2WtgdO3TB1RQVCY8P3j+JJsELzz3Hd7/7Il/+0mc4cuQIf/mXf86xEw/z3sn3SWSyOJ7LgUOHePetd2lWGvQXi2Ewf/rZTwUyftXws+ZyOU6cOMHv/+EfEI8nOX78eNCjdjGiJqc++OAudrm0hKZpHNi7j1KpRF9fH7dv36bVaDI8PBju/I2OjnJ5chLLkbh285ZQCW80OHvpMhFd4HTNjoUZi9BodkLvj2wmSXmzBoCuSqi+hOV65JJJPDwqtQY+iANdkejaLpoiocoq0XiUymaVg4cOsH18O5lsmsP7DvD8d74Tclcfe+IJCv1F/usf/D4LK6vEY2IrorS+hqprnHj0USJRk8uXL1NaLuF2HEw1Qtvp4CHR19+HrChsbK5jOzauDeMjfWQScWTHRZc8cGwSkSi7hgYw201iqkQyHiWVjJKIRzENFUUCyfPRzQh6xEQzokiqhouOL8nCa0RXsRyxfaMrPTsG9Z648D0pOH6lkN/cS0iO4yD94IVv/1hl7I97vCdB8Y+BI+4JRn9L6SsR1M5CNs73fWTE2aLbalOtVGhUa6iyQj6XI5vLIRsKqiqjKQqGohE349hdizt37nDj1k1e/sH3hUqaorC8WmJjdY18Ps8zT3+Kx598gmgmQ9eyGB8bQ0HiwrnzwqK6WBQOQoW+kPzc+/LS6SR216FrtUPZ84imsrywyFuvv0E2meDP/+xPWVqY5zd/8zfZKK9RqVToWhYnP3ifYyceptPpcPPmFIVMkambtygUCuw7sFdAH3ioEY2FhQUuXbrEv/gX/4JUMk0mmeHMmQ+xuw6PPfYY+Vwft+dmhIisYXDz5k1c1+Whhx6i2xXUvnQ6yfj4OFcuXWJm5g779+8XGjSZFH39AyyVyhw5eoLJmze4dPUKtXqdmcV5KrUqm/UG0XicWqOOZfmYpkqn5aDrMpblIQNmRKPdsZEAVZVIxlPUmzVs2xOLu4qC5bpIgGH0eiSfdDJDNpdmqNDPZ5/9DO+88w5vvv0WrVabJ596kuHhYVrdDnemp7ly5QptS3BLNUOlr6+P8XHh9ru5us6tmzcpV+q4gKqLk7VYxI1Sr1YxJITynhklG42QjkaJ6joxXB4aHyZlqMTjUcyogaYJmEHWhMeJ7Tooqo6iRZBVDR8dWdVQNQNZU3HwQfaRUUJjIlHh3bVsADGU2Tpg7OHdYQD+JIH3oPv9++Lr/sd/kgAE6K3S35+NrZZYBvUsm9XlFeZn56hVq8QNk2Q6gaIrIItl0FwuRzKZwnLsQPVacB51Xcf3JZqtVrA5LjRUhHhRlUwmIxSQK5Xwcd/3BRk78CnPBMBwj5HT0zup14VK8ubaKqlkkpuTN1iYnuUH33+Fbz3/Pb7yhWc5dOgQG+U14okEV69f4fz58zzy+GMszi0yfWuWE8eOMz03jaorDA71k81n8WWf1dXVEO/ctX0XxUI/58+e58hDx9hY3WDnnj1Yrkez3SabE2JKvuPy1ltv8dnPfoZYLMY7777F3r17kXxPZJlCLti5WwJJJZMrsrpW5vDRI7z17jtMz81y885tsoUCiUya6blZ6g0hnLu+vk637eD7UCzmKJU2AIhEVDTNQFVlfF+iVqvheRCN6rRaFooCsqzgOILmp2kyqqojeS6PnDjB6NAwt2/fxrZtSutrrK+v43oe/f39jI+PI2sqt2/fZn5xQTgSdYTA1qGD+2k3m9RqNTqdLsgSXcuh3RIqDYYmo8uyGLAoEkldJxuNkkvGycTjpA2FSLdJNh4l35clnU0RjZrImoqkCL0XSdGQFRVZjaAoGkiqgCPUSBCAQopTkoJlgxBNEIHYUwf0t/SG9xBOflwPd39w3X+//2Me/7EX/96f9w9jeqAn3C2NW60W68slXN9hrbJOMp1i165dpDIZorEECV2jODCEacbEtBXwfSn88I4vlKtagSVyNBoNBw+jo6MoikKpVAqDr9FohAwNRVGEnF1AJUoE+2QJM0q91qRYLJKJJ7lx/Sp7tm/jzJkzgtq1scH+AwdothucOXOGtbU19u7dy/rKevh/daw209PTGKbBRmUjhGL6+vo4ffo0+/cdYGRkhBdffJFPP/1pSqUVYpk0YwGn1HYchocGsVybd95/j89//vMcOXKEmzdvcuDAPk48+gi3p24yMTHB6Ogoa6sbeL5Cu93hjR+8xoknHiOZitOx2qRyeerNBpoE8YhBtVJGwmPv7u1MTt5mrbTB0ECe5eV1HMvB6jhIEiTiUVKJKFbXRsJHVwBJKEdLviBf+K6HZXfwfDhz5gyxiEk8HqdcLqNpGgMDA1SrVZaWlpidXQAFIhED04jQtS00TRzkly9fJWZGgg2aiFj0lmxRRfkOuqSgK6ADuiyhSD6y5KPKElFTIxWPEXMNMjEhHx+NRjEMgdshB3YLmiaWxxUNWdZBkgV+1xu6BJmOALsOSSViNrMlAfV+yoCwcfd87y4O+FE43v2Y3kc99pM8/nHXXsl5P3aoR4xQzi4ajTIyMiIkAZMJOh2LdruLHolQ6Osn11cUdsNmDMMw0XQdKfjjmKaJauh3TWMQ6tbxeJxms0mz2QwDqqfZ2XsMRM3ebrfFRnXwuOcJCfNms0nP71yWZZLpFKPjYxw5eoyOZfPeyfeRZZXp6WnGxibYtWtXaPm1e/duVtZWA7+BQYr9g0zdus3UlADdLcthauoOQ4PDTE3dAUlhYGCAS5cuMTA0yPsnT/L6W28KK+5igdPnP2TXnt0cOHSQyclJXN9nz5494V7l4OAgmibK2263y+DAAA8fPUrUNCktLGF1unziiSfpz+c4cvghdk/sQMXHsywO7N6L02kzVMyQNHV8y2HPrgmGhwcwDQXfBwlfbLHoQog5l82gKDK+D4oCuhacTCWIRlQ6bYt33303hEA0TdhS27bN8NAQ2WwK3LsSf922OPENDAxgaCpO1xKKArUa9VoNWZLIZdMUs3kScRNNkoioMlFNw9Q1IqqMqclEdY1YRGP79u0MDA2SSCaRVR1PkkCW0I0IZjwu/Ax1Q0xCFUU4Lgdc1l62u9/OwZfvG2Len6S2VIfyxwVc78B7UGCF97viiuffc+3d/+OuvcALX+u+/6cnA+f7fihlVywWKRaLZPvyjI1vZ+/+A2zftZtUOoskizGx60Gl3kA1RO2OrCDJCppuEDGjxBJJEskUrW6Hzc1NDMMgnU7TarWwbZt4PB7W67FYDF3XaQUlLBASAarVOoODw7RarVDta3FxkZ07dwpP8sAspfdZarUaX/7yV4hoYqk0mUyyY8eOcHR/4MABAfg226iaQSqdYX5O+J4DXLhwgUcff4zpuVkWFhY4cPgQb779Fv/96/+dZDrJT3/5y7z17ju0rTaZXJpWpy3kPSIGuhlhbn6R1bUNxid2ALC6usKO7eM8+6lPMdBfZNfEBI1KheH+fi6d+5AjBw/wb//N/8Szn3wKq9Ukl0oxNjwMrgO+i2t3iUYM+nIZUgkDXZVRJMikEowOD5FJJRgoFijkEkQjGhFdJRGLEI2oON27RAvbtpmZmWF5eTk8thYWFohGoxw/foTRoeGAwJ3Ac1yWFhaJxWLhyVaVhBlsp9nAbnfw7A6SbaN6LposETc18sk4+XSCbCpOOhElFo2gKFL49xQOyQ6u4yFJCoqsoWkGiqwF5ajAo1Hk0H4vZG7JvascZjsfUXoSXH1Jwd+KuSsy0qvP/f3H9oD3wwn33/643/2o597ze/cNYYDQ5tr3fRzLRpUVdEXF9zy6rTaV8iaVzU0azSZtx2Ji+/ZQKNcwTCKxaKhR4rk+lmOH/n+aZiAFile2ZVEJhHkzmYyY/DWbofxeqVSiVquRTqcDFsVGuHrUbDZDha+IbqAGTrqGplNaWULyfM6fO8v/53d/l9HRUfbs3ommaeT6suzZs4cLF84xPT1Lf76f8+cvokeEanP/oDixnDr9AX19OVIBEdqxXB46eIjlxRX6+/vZNjLGlevXOHj8GCvrq1y9eoWJiQm+9tWfQ5IkTr7/Lrquk4jGOHToEKul5fCkMj8zS19fH0eOHOHlF15mamqKX/uNX2dhaZHnX3iRRCqJGY/x6c9+hjfeeJNGq4Wiqdy6dQurYxOLxRgfH2e9vIFiRLBdofrVaDWRfGh12jRqdTx8+nJ5kukUdtdiZbWE57jEkwlajSZzCwsUC/3ML66QiAn1sXgqGWwTNDBNk063G3JBfd8XGyi+R6veCHYexd9aRqJrtbE7XRRJImoomJqC5vskowbFdIpCJklfMkEuGSOTiBM1DFK6gabK6LoaykVKioyiaSiajh6JCEAdGRQlCEYVfBkXX0zH7xlEBrVneBGPSyhhPHncTWA/tge8v6f7cX3eP7YPlNjyf/Xu9H187mrSqLKChBRS13o2yvFEAleS0c0ozU4XFwm966B3umKrXlMxzZj48iRFNNOKhotP27LpBKVjJCI0H3sGIT32fk/3MhKJCOZ6UGK0223qgXhSNCIEeot9fWLSKXXI5/NUNgSfcve+vZw+fZpjx0Uvtnf/Hq5cucJjjz1Bs9kmm84SjUaIJeLYts25c5f53BefJRqNsrGxycDAENFonOHtIywsLJGIxVleXmbbyCh9hRyXr17m+tRNstksy6slfuff/Vv+zb/5N6i6OGtHYlHOXbzA8MAgsbiQfXA8qDfbvPPOe3zpp7/In/7pn/KNP/m/+OznPsfhg/up1GrUmw2e+9Y/sH37TlKJBJZjU8hmkSSZpaUlpm/fwozFsF2XZruF3e0wUCwwNroNPWIIyy8JLl24iIxPNGIwMjQoTqYRA8eyKRQKzC8sMTRQIJvNcufOHSRVZmxsG64rbOH27dvLnTt3hG24LFPZLJPN5+gfH2N1dY1ux0ZG9HcxPYKnqMieS8xQiUd0EhGNlBmhkIkzmM/Sl0qRjkcxIzqGrJIwIxi6LlTZgom27bkiCUgKviQTikZ4Er5Cr7kTx+1W5Yj7As8PnMIk0fmKultSkPzAwEgW+fFHAu1BAfSgXvEf8/gDg88XWIvk+cgCy/yR39V1Hdt1aDQatNoCc4kl4sQTCWEhlYgLUaBALyYaFewFzdBJJBK0O50wkH3fFzLttRqd4P50Ok0kEgl3DxOJhJB72BATvlQqFSp49dagelIPvb6wUChQKpVIp7NimLBZJZXNCDXnE4/geR4nPzjDI488wqlTpykUCkxPT3P44CF8CX7113+Nq1evcvT4MbbvnODDcxdIJTOiArA9ioUBJElibmEBzdAZGRnh+vXrHDhwgHw+LzC8ao2N1TXa7S7PP/883W6X69evh0oCvu/z2muvsbCwwLGHj7NtfIzF5WWuX7/OiRMnBHvmzTepbgrX2UePP8zeHbuobVZwbBsFiYmxcTzH5fDBQwwNDFIpl5EBTVExDAPJh3K5zMLcvBDbDaaei/PCOTaVSApxXCNCoVDgqSef4LOfe1aU6obBrl27GBsbC5URHn30UZrNJhMTE6H3YV9fH3bXYm1tjcHBAQaKfUQCdTzF98nGYhTSSbJRk7imMJTLUsymKKST5JNxcqkEyUSMeMRA1wKWVzBA6S2BK6qOZpgYkSieL+ECri+JYER+4OT/Ho5z8Dq9ePCCoUv43KCclWUZ6aVv/c3H4oA/rgTtwQgf9fhHacuEz/XuBpwn/Sis0cPZJCcgdAe/47seru9RaTTRIkZoqKHIYmpqmELBudEMnHCDIUTbssMF0VQ8RqfZQJWlkI+YTqext2pvKko4cOllv0qlEsrtjQ6P0ul0yKSSQlDWNOi02iiqRHl9g/fff5eFuVn+/u//nqef+gQrS0v8p//0nzjzwWkht7C8zO7duymVSrx/6iStjsXcwnxwsmhQKPSTzWZJJ5KsLC3jWB2++MUvsrpSYvLmDX72l36B9z84xeT168zMzJBKpVhbW+fw4UPhCcLzPB5/9DGOHTvGq6++RiqVYnBwkBPHjtKp1Xj77beJRCIMDAwwMzOHL8GtW7fYd+AAiUSKsYlxrl+/LrRO2l0mJyeJRE0arSaVWoPp2RkOHjzIyMgIZ86cCS2kZ2bE3qCiKNy+fRvTNEmn09TrwgFJj0QY2rYND+GYe/PmTSzLYnh4mP5CIRxwzM+LgO6JQTcaDTY3N+m0LfLZHCoS+C6y56J4HoYqEdMUTF1hqC9DKhohn07Rl0mRiJpoih96PcTNOIou6GY+wcxDkoXfpa7j+pKYH0gSvhSYD0kSchC0vqLcV4IG01E/8A30vMDYRQnLaGfLwnsYgPcHz/094Ec+7n60svaPC0DZvzucBe6ehbbcGdJ2XO/e57vBEEhRaXZEkCWTSVLJ9F0dGXyi0Tiu54WNr+cR2ijriozse7SbjXDqGQnoWL7vk8lkQiig9z00m02q1SqO44gpalRk4Hw2AwjmSqsl9ulq1U1KpRJv/PAHvPX2m9y+eYsvf+mnGB0e5pmnP8XVq1fZtUtQz7q2hev7uD58/etf5+BDh7ly5Qq+B5/7/GeZvTMtlKc9l/nZWT777GeoNxssllb4ys99lT/8wz9kamoqzNilUol4MhF+nkp5k8cff5y9e/dz8tQpJiYmGBkepraxwf69u2m1Wnzzm9/ksceeYHZ2lmQyydzcHMjiJPHVr/0cVyevs762wTPPfprvfOc7woxVkhkaGuLDDz+k0Wjx2c8+y5UrVzhw4ACHDx+mVqtRqVTIZDLMzs4K/70gIPuKRRqdDiPbthGNRimVSmxubgbmKW5oajk0NIRpmqytrYW7iq1Gk1JpFcWDTCJBJpnAUCRkzyWqyeSTCXKpOFFNIhHVySVTZNJJ4lEdXdXQlICNJYtWRVMNMUTxBQVS1TVkVcf1EYEXTEd7vE8QWc77kYV1WTxvSwCKE4kabtVsHWKqWwPsgTjfT/D41izG/cHo36u6tvXiAfJ941o/uBEOZHoTWNcDpHB7XuoJR6kiiDqdDi0JMazh7sqSoenirOX7eK6LLKtEDSElYXWF/kjPgkqSpBCS6C0A90jhWy+yLFgShmEIDqWi4oo1RXxJmLD4nouqaeTyeQaGBgMrMmi1Oty6eZuHjx1naGiI+flZjh59iLWNMleuXSNfKPLZz3yOl159hePHj/Peeyf58Ow50gnhs7drx3ay2SzXrl0RagGays3Ll/lffuff8tu//ds4Voe1zU10LUJ1s0I3KK9lReP8hUssLZcYmxjn4uXLpFIpVjbWiMyadFpt9h88jBlLcHt6ls3NTcbHx9k+No6m6Vw4f5GHjh3ley+9zMuvfJ9PPfMsf/nNv6bdsVhcLpHP91Ho1+jaLn3FAZ5/6QdcvX6Dw4cPU6lUuHTlGrquiy13VWfHrj2slzd48sknWS6VhAZqsxlq8iRiMQqFAiffe59GrS4MfYKDWdM0NEVlpH8AxfdIR6Ok43F0RUb1bFTJJx3ViOkyxXSaaEQjGYsSM1QMTcfQAncmWcJ2xHHoSSBLioAWZBVZ0pFlHd/zBDQRXMXEU2B5IXlEkn/k2O9lCimYfHrBXZKk4PV2AmVJ4ID/d3A+aQt+d3/A/iT4X68HfNDr3Y8JepII0LDmVmQ6bVHuRU0TgGp1k8pGGdeyiUQidK0OeD5K70vCQ1VEIHueg2V3w5Upy7JCm6+eEDCIEbVlWeEgQNO0uxZTnn+Xq+qIbNlpC+MNTxIKbp4vMTY+gaZJpNNpKpUK77//PvF4nKNHj3Jt8jrzi4vs2bMHz/U5cPgQu3fvpVqts2PHDubmFlBVgSPatssv/ZN/gqprLC8vk02lmbpxE8l2+Y1f+VWalRrjw6OkEklS8QSarARSEB3yhT42NsuslTeoN5v8/h9/g2anyxvvvo0WjRJNpYhETca3T2A5NlevXecHP/gBR48d44OzZ/jzv/wr/uVv/Rb7Dh7g3ZOnOHjoIazgO7l5e5bbt2/zymtvUCgU+OrP/BRT0/M899z3iEaj7N69m3Q6HWbAoaEhVlZW+IM/+D9ZWFhg27ZtpNNplpeXmZyc5NatW9y5c4fdu3cTiUQCTNSi02qzVloT3h14mIqC73SxO21imsy2gX4O7drBnu3jTAz2M5DPUsxlyaZiRCMRdFUOCRWypCIHt6UwyBR8WVw9H1AUsT6kyHehBkTwiGrtbgYME0jvSAtOyFun/B737d9+92//8p4e8P4S8v4e8P7HlS3J4cfxRh90UYNTRS+47r7x4HZvmTeAK1QpsHcKAlSUezIKCu1AJVrTjHussBKJlPD+Dv4HVVVxHY+u1cFqixUlVVVDnC6RSFAoFELphJ5/XM96uOeQKssyTtvCNGOYcVO4s2ZSrK+vI8tgmiarpWXmZ2a5MXmN5//h2zz26CNkU2nefust/uW//BccPLifrm1RrTexbZul5VXaVpcDBw7x2//j/yQ4ke0GigR2t0M6meKXfukX0FWZi+cvgG2xbds27ty5w9d+/uf54Ztv0W63WVxaYXF5iXq7g+U6tNpt6s0G1ZaHBzz7qcfYtWsX3/nWt1FUGV3ReOKJJ8Dz+fmf+xpf//rXWVsTRpaqoTM8OsI/fPclsukEBw8dIpoQbkxnP/xQ+O/l8wE1r87K2gafe/YZnnrqKb7+9a9zZ3aeI4cEi6fT6YSg+q69O1ldX+f7P3gVq+vzxS8+y8jICKdOneLKxetoGgwNCGclVRZ20I1aDSuwnUuYETTbJiJDwoySz6QYzmcpZFIkowa6DAkzQsRQAmdi4TdiGAaSogknL0ULBiKqYLX4IvgkWcWXZRRVD49FX5JAFomgF3c+Snjc9kpQPyhBw4sclKb0hjJbVAOf/5u/+L81hFG8jw+4j92KQPSBvaATH+jeAJQkQSHD88MADN4Yvu/iu3YIcne73XucaCVJbAhEA8A2pLUpdy2F65VqaMTY44L2APUe37PVaolyNjAQ6Xa7AldEwmrbwuE1IsRg84U+VldLgCBtb6yv0mq1uH75Et/5u38gFjX56S/+FL/7//5fefTxR/ilX/oljhx7iMmbU0LiIp7key+/ghSw6v/wD/+IQqGPdCpBsdjHB+99wO7d43zly1/CUDWqq6ukYgk2qxXS2Qw7d+/l5VdfIZ5Mc/XGdVKZHF3Pod5ocOHqZXwk4qkkd2ZKjA7niMViRDSdjY0NTCPCM08/HUwvZXzX48KFC4yNb2fXnt288NKLbJQr1FtNcoGtc6VSYWFhgaGhYdrtFolEEvC5du060ajJpz71DHNzsywsLLJW3iRuRti+fQJFUdmsbjI6Pkqr02RpcZFSaY1kMs7Q0BBO12JhYUHQyjyPaETQxTRFCSfe2XicKB7ZqEkyFiWqSqieS0SBTCxKImYKwD1iohiiSlFUFSMeRdUMHN9D1QKxL0lDkgRYjqQFZaeCoup3j0/Zx5OCmYck1olCKlrvWJXuDmHg7nHsBzd6wde7yPeXhL2g+zh2zEexYu6/ftxjvWuPmPpR196lB146jhMyJ2xbAOyubeM5Dr7rIuEh+S52t029XsV1bRr1KvVaBcvqiKB1bFyrC64T9nM9xybDMILM2gqIv51wlN+DI3qLlb0JrSg/vfA+3/fp2BZdx0YLesxisUginSKVSnHp0iUOHxYW0c1mk2vXrt3NHisrfPGLX6RYLNJqdejrK7C5uRmeiKJRnTt3pnnvvfdoNpsMFvqRXJdkNIbbtXn3zbfwHJdOq0Uuk2V5eZnjx48TiZgceegotVqbpaUSCjC7sMG1G3NsVGu0uzZd2+HNt9+l3mgRjyXpHxjip7/8FV577Yd897vfIxZNsLC6RiqdYWhkhHqziarr9BWLXL1xE8fzuD55kyvXriMrGtVmm++/9kMarRaNZptcNk3EjDF58yaW7RKJmJw5c4Zut8uuXbvYs2cXmqaFRpqqqpLJZEL+79bs2aw3qFUruI6FLPnEDJVkLEo6HiOViJNJJcilU8iej4SHsoWLKQeEalkKxJW25IjesG6rknvvsvX497bEgwDbxTV8bpBEejHibpl+ivvExt2P4ID/WJzP8b3QjtrF/0cFn+d59/7+1uANppxb6W1bg9ZxHFzLptFo4HleaDHt+z6u7SD5EFFFj2a1O7TqDdyuUGDzPQ8vCHBBRfLCfi8SiYQ0M1VVQ+NHTQvEgz2PriMCUFYVJMlHkUH2A71TSRJ+iN0OdqdLs95A9mF2dpYvfOELrK2tUSqVKPQXAZmV1RKXrlwLJTdS2Qxra2s8+eSTqKrKJz7xCdLpNJdv3ubq1esUh4awHFheK3P6w3O0LItcsci1mzdIpjOhVo0UnAiOHj3KrckbfOrpT/Lko4/y+ImjbOsvUsjGUIBiLsHc/CrZbJZcLsfCwgLT09P88I3X+Zu/+1tqjSb/9v/5O5TW1ihXNhkZGGBhYZG33nmP1dVV1tfKyJLKkUOHWV4qCRErRaXrCDpfo9vh1u1pJFVhtVxhfbOCrOpcvHaVWrNBNp9jbW2N65OTbJTLKKqKj0zHcvCQmZlfpTgwyN79wtei0WqRyWToHxwITkounW6DZquO49gYhkYiFkVTVFzLFkrcuo6mGqiKHsBRWhB4sphy+lI4YyAQg+4Fou/7uD3ytLQF1/N72F7AhOmVnL58b/n5MQkNQPrWX//px6LmWzVh7r9spZH1dBKl+17tngkpPwo7qJqQcbvnTW0htrYajXvvC8B62Qcfl0jEwPdd3IC5YncdNFnBNE1M06TVFJ7fsaTACVVdw+7BCkEpKkkSjiMmqbbjoKqqsFnWNBrtDoZhYFsOesQgm85w8fIlcpks2XSK+mYZz7VJpVJhL+n7Puvr6+RyOTbWRAl6/uyHPPzww7z4ve/x+uuv85lnPk2jUafWbPDQQw8RjUZJZdIUBwaxbZcdu3ayvFTiD/7oD1lZWWF+XmCDPWtsz4Nto4PENJXf/Ke/Rl9fHxcuXCKRSPDtb3+br371q8wvLrC5ucnu3bup1Wrs27cP1/G5cOEC77//Ppbv0vU95hdX8TzIZKIM9vfjeR7ra2W0iEGnY3Ho0CGiAR92dmGRc+fO4bh+ONnzgL17dpEvFqhU62SzWXxZ4uTJk3QtUbHg+6iKkOdzPRvfl5AkF1kBWQNVFRnH8+9iZqqsoEhikdXQdJLxKHgu3XaHmGlQzKZR7Qa5mEkhnSGbTJCOmMQNjZiqEpFlQRPUZDQ9gqJr4m+uqILLKSmoun6XQI2CpKjB4EQBSRaVlxhfhuA6AdnaR8ZDDQNRknxCHJAt7dOWQLz/9sej5BCWfA+62q5zNyv5d3/2bntb8LePujbbbVqdtlA423Ltttt0Az+5nse2rmp3z2jBT8/zaAY7Ya7rkk4kBZula7G0sIgsSVjdLrVNoUjcqNVxA7U1BSksMcELfRt68EMjCH7PE8277/u0Ou2QSNvqdpAkH1WVw9/vtlu4toUigWtbdJotRoeG0VSVV195hXw+z65du3j1B69RHBxkZWWFbrfLwsICuq4zefUasgyT164zPDLIM09/ikwmI0RyFQ1kFQ8ZC1hbL1OuV3nh1Vd5+9Qpyo0a8XSK0Ylx3njrTfbs2YOh6SwtLNJptLh8/iJ2q8mTj5zg57780+wYHaW/r48vfv7TFLJxXNumulkJfSWy2SzJZJzV1VVURWFubg7fsXnssceIRwxiEQFeK8D87BzTU7cplUq89vobnD9/ns9/4QscOnRIZCtZxnY9PAk0w0TX9OCkeveAdH0v/On5AUylauH2Qa8t6ZWGverEcm2aHUEPLFc2KW9ssrlZpVyt0Wy2aTU7wqeh3abb7fm8uziOi+9J4fWeiyzhS2Ku6Utbqr9wIHN3bnE3jO4OWj4q4O6vIO/BAR90uR8Du//i3J/h7s+A8sdnwK1aMbIsi20p/+4mhsD/hIQh3M2ovu+D5NFut4hEdGKBq2qlUsH3feLRGENDQ1QqVSzLwqeJ5Vr4vk/EN4WCVc+nMMAWVVVFkgkl8IWhiHBX1VQdyYd6vR72g81mk4jko2l35fTtYMewZyITi8UwDIM9e/dSbwjr656kfb1eZ3V5hdVV4YY7PzvDyMg2lhcXGBocpry+RjqV4Ge/8mV8z+HUmfPkMil0NcdCaY1aq0M+m2Bqaopuu8PBgwe5dOkS6XSa8W3bmJycFNvwV66QTqaYmppCCbDc8fFxtm/fTrpep9psEDF0UqkknuvSaDbJZnNcunKDdFyjIpXptprsP3QQWZY5++F5IoZGoVjkxtRtLA8cx6bTaSOpKv19WRrtFv/wrW/TXxTT5Fw2jYSCG+h+Oo4NEoJn6YLve2IJFkGvDDBvfF94x6vBDl4kYhCNmMRMA1OVSesyCV0iahjENI2oqhJVNeKBTbhCT7VaQ5ZVMe2UFZFlez28rCD7AQjv+3cx5vs50VuHk54EQYnq89EauR8XjPATBOCPgxE89z57s/terms79z5+72+jamq4otHbj9qKOfYI0ltxwrsv5gVE6Q6tZhMZSTjsBOz4HmfTdV1kRcGwRQPvS6K0lhWFeABV+L6QMVD8u2wFTdOQZDkcrjiOQ7PZDAO01WqhGpow3+h93uCsrChibO7aNnNzc5imKdxq33uPYrHIs88+y9raGulMkoius7y4SCKREMMfSSKfy7KwsEguneK9UycxjQhPf+IxANbW1oQVmuxTLZdptx3y2Rw3btzg05/+NC+99BL79+6lUCiQTolp7sLCAvF4nKWlJY4ePcprr71GLJWkODRIt9vmwN59VCoVGo0G8/Ml9u/bRzqZol6v40sweWOabrfLtm3bKOayDPTlmZlf4KknHuf8pctUqnUatTpt26V3REhAvVYJeyzXsnE9QSfUFI1kKs5GuUq4yeqBonghwbl3LCmKgiZL4u9rRMhns0QjBrJro/oWiqygKhqaKiQldE1H1wx0TcPUDRRVCnt4FBVfkZGUAGrY8vf2xFwT2ffD49QlGJhIUnifCMZeID2YMcbW5z7gZ+8i/7h9vUDw6SOvAY8AyRfX3r/l4CpaWBd8cfWDq+S5IRTguzaeY+E5llAccyw8x8ZzbORgqtm74geTToQmSbVSpttphR7zpmngeQ7VajUwtLTxgv/Ltm2azTqNhiBj9wKv02yFi7cS0Gm3xWqRYQhFZKTwrGZ3LUwjEpbhXcfFcX18X0LTDBzPp2PZSJKCZTkk0hkkVcNxPFzXZ9fuvZx45DGiZpx2u82XvvQlqptl8tkM5fVVJN+l1agRj0ZIp5Lomsrxo0cY6i8S1TQeO36cE8ePEYtGSJom+XyeiA43bkzR6XR48YUX+OLnP89bb73F5OQkH3zwAY8++ii1Rp2ubRFPJnnnvfc4evw48XicuZkZhgb7GewvMjI0yOc+8yxfePYpNldX2TYyTCaVJJNO8YXPPU0sYrAwO4Njd1lcmGOgL4/n2nzi8cfYvWsCWYHBgRzFQpaIoTDYn8M0dJxuF6tj4XqC/a9J4Lk2m+UqwV7r/Uctru1gWTae7eIFBIce1GRZgujQaDSC0lFIw6uqCEJF0RDygAG30wXH9rAdDycoPR3HCymG9wxWgkx4t1S8i4mFj/+Yzu2jEIEHIQc/NgNuhQIefPHv+XHfvXe9Ae97XPZF72C7dtjchtl2a5l535vvDX62mn3GYjESMUGG7p3FJV8OsEBRGjq2TdN1kbodIhGh72FKUgiq9wYyfjDkUQLGi+87AYdUvA9ZFkDuZrUS9iW2bWMHRGHf9+l2uyTjwtosm81SqVSE2Wa7TTKZZPfu3Vy9fIVDhw7xxGOPc+Hchzz77LPcuHGDibFxrt+YpFQqMRIoZA8MDJBPZTh15jTr62vsmpigL5PlhRe+S18ui2tb9Pf3c/78VRIxjffee4+jR4+yuLiIaUQ4ffo0X/rSl3jppZewuxaJRII33niDr/3Cz6NpCqqucfrUByiSz+L8LA8dOkStUmF9tcSOie2srJbYXN8gm05h6EUa7RZJM4amyHSaLfr7+5kYG2V1dZXy+gYj20bpy2VYLq3RabWRFSHNFzEMNFmQ27sdCw8wDeGh0BtJyLKM60m4nguujW87eK5BRFHRNQXZF/gkrqB1mWaUaEQnGo0SjRhEFAVVkkUZKUl0bBvFc1F9DUUCVJBdGUV5MN4dZsKg3+uVnr5/l3omBc/zuUtO/qgS88fd/hEc8CfF+O7fiO/9m+B699/+PXIT91PPfF/wPD3HxbUdXFvgeXgeUnAm3Hr1HPfuNr3vMzw8DMDi4jzLy4s4jkM8GkNXZTqtBr7jBl7pLTrd9hYcsUun0xKUJknC1A28oETVNI2IYeAFAxlVVcPPpes6uq7TbXcwddHrCZswK+wput0usqqgGTpra4I2pRo6hYF+dF0cLMdPPMxnPvMZyuUyjz7yCEuLizzxxBM0GjUOHzzAjevXcCzhU9FtN9E1hUMH9nH0oUNIvksiGuXXf/VXmLlzhxPHjxMzTfbuHufgwYO89dZJVldK/Pqv/lq4yX/27Fm2b9+O5dgcOXaUyZs3ee6551hfX2d5aYH9+/bw9Cc/Ab5LaXmJndsn2NxYY3VliQP79tJf6ENTZDbW16hVNjl4YD8jQ4OslpZ55ZWXcByLn/u5n2X79nFmZ+dYXl6k1WqQzaZJxmMoskSz0aZSa9DuWCRiJiOD/eGKl6bowXcbIaKJQJUkRZCafR9FUYnFxApaj1OajqcAGXwF11fwXBnblXBc6LoeXddDVjRkVeyBSkEP2OsHFVkTtDOxUSiGMeFxL653g6W32R4EqXT39oMGLB8FO9x/n/Q33/g/PzYF/rgMiXdvhrw/Ofd2wsLHt76c1Jt63X1DMvfCEPcEb5D9eiCprEhUKmUUTYysPcfBaguAXkZkX8cWAWF7LqZpEosn0HqW0ppKvd5keGSERCJBrVbDcTxS2Qy6rtNut4nGEoHlsSWC1/PIZDLcuHGDXCaNY3eRg0FBPB5nZnqaZrPJzp07abfb6KoW9oOqqtJptlBVlXK5TCIe5eKHZzh0cD9/93d/xyc/+UligRPU/Pw8AwMD7Nq1i6WlJUwzhizL3Lp1K9wIWFtbY3p6GssRvFfHcUin09RqNaZu3iKdTjM2NkatJqzS3nrrLQ4fPhzKenzrW3/PoYMH6XTuqljLqsLk5CTHj53gzIdnBYvf9xnfvh3TNGk229y5c4dbt24xMDTI9t27+fDiBcrlMsXhQfK5gtjfbDXpdDqsrpfZ2NigVm0DEFFFlnNsB9uHaFTFC/5Wqm6gBuVjj2RhGlEURSJhRknGY8SjJhFD9HamopBPxEnoOnEzQszQMRSFiCphKgoRTQbPRQ0m7uF0RxHkC1nRQFO2kKyDXT1JcM38YBIkqtxgJSk4Pn25Jzt4t///SQcv9wxh3PuGJPdfesyOrb+89d8yvb4vGCUHP3+k5Axf4O59d3kEPp7v4Xseouy+yz73grGzIssowfa8a1t0HQfbs3EcS+A1ni8gBUe8quOIfs22bZLpFIovppnrG2v09RfJ5bPcmrqNqgo/+lawHW+aBvVKlVgyQTKZxHUEkVtVhb+bKstsrK2RCeTim40amUyGTqdDaX0DVTPIZE0c2wNfpt2xhLRCxyISkbE9gYehqFi2S//AEKpmoKg67Y6Fbri89NIrfO3nflbAJvU6jm0zOXOVsbExxraNcPXqVfBdtm8fB+D69es8euIRpqenabfb5LM5Mg+n+eCDDwBhaCopMgcOHeTchYtYNvzP/49/xWc+91kunr+A41oMDg+xWa1QqVTo6+vjhRe/x969e6lUarS73VBEykPi2MPHOXDoIG++8zYXL14MDVSnp6dZWlwRS9IINlGt0SISieA7fojndTodZFlipFikXNnEti0cz0fTTSEZomhkcjEyqRSdVhffdzFklVg0QjoZJxGLYWgaCsLtyFRVUd6qEqos+JrIMo4voWkqPj625+E7bgBtKIJmJotStofxSb4UnuQlRRRvsqKJ47QncyaLBV2pN6n3Px7nuz9u7r/KPwlb5aNTqfsjQfljM+aWi+RDt9sJqV0y99mYBT2XJElInh824j0/+W5L7AH27u+dNdlSFsfjcRq1OrgetVqNvr4+TN3g5MmTFPqECWW1WqXT6QQbEgE9zrLFBNC/T0g1eH8hLc6+S0EzTTMUcALCDYpGoxE6OwFhtlRVlWw2i+u6PPLIY7z22mvs378fTdN4+aVX6XQ6vP7660xOTrK6uorjOGxubpLJZMReYqVCPpvjiSee4N1332XPnj20220+/PBDarUaR48eDT3hp6enkSSJQ4cOsHPHCH/8x3/MkSPHGBgapGtZLC4toRsGRiTC4tIKX/nKV3DxmdixA1+CcmWTjtXl9u3bfPv555i8dZNPfepTDI+OYBgG1XqNlVKN5VKJtY118Zntu9+ZFjEEnKBrYQbWdZ1oIkE8kSSZyBCJxVH1aMBU0fBQyfcVyWYKxBJJND0Cso6s6BhmlEQyjeeB64PtuHRd6Dg+luPTcVzatoPt+Viehxvgir4kfP08X0Bonv+A0lEi7Eu3srrcgLUVtmYuPxInPwkTrLfi5nkeQj7s48Pk3n8Gb1QKIsj17s2AvczXw+3wejjeg19dlRUkWaz0yFtGuq7rhr2i5/u47l0Kmm0LRyXHc9FkDS+gpdm20IT0kXBtL3yeruusrq2wY9cubMfh0qVLDI2OsLy8DJLK5uYm0WhUcD/bFl1bTEBd10VVRDA5toPnukJrJQhA27bvYQopioIckcG2BXAvic9Xr9fFH4W7J6hoNEq7UafcaDA2MkJfweHJT3ySl1/5Pl/8qZ/mvXffpWs5rG9s0mq1mBgb58bkLY4cPSzkOeoNJm/dZPeuvYyMjOA5Lq1GU8j1BQvJm5ubZHJZao06o2PbAvchnaGhIXxJ4r/9wR/w9KeeIhKLcvr0adqWzejoKLemZ9i2fQeHDh9hfn4RRTdodTp0HZfB4RG6rsuH587z1rvv8vhjTyJJCtFonLjl0e5alEpV8YXIEIuZuD6oioakqriuh5EwiZlRWp02xf5BLEcYmSBL2Jb4Xm3Hx+q6GPk4cgTwXVRJwlA1FMVAVgxUTUd2JZCFV5+PcCRyfFcwbwDZ9YQWqCQHRVVgFeYL+qCMEmQ0cWhLPf6mJ8pVP7jflwTvx/eVYO8TJOnu0O5uePxo5uv9fFAy+4mB+Ac+T/LuyYIPjLTg93uBee/r+JhRI3w8PNO4rigXgoNcTEP9MAv1Pogig2uL/s61bDzHRfbB9X3srhNgiELpbNee3XQ6He7MzBFLxGnW6nQdm0Q8GWKFkiRR2azh+z7ZbDbUfxGBHwxk0LY44Uihp/xW3f8ewVvXdQxNDxW+dF2nvUWd20UMJjYqFYrFAQYHB/nhD3+IZVl88Qs/xdTtWwwPj3Lt2hVKwdJqIpFgeGSQfD5PfGEB3xcmL2NjYziOw/DwMHdmpllYWKDZbLK4uEi9XieXyzE8PMyla7dZXp/kU08+zJ2Zaf7hW89x+OghFCNCuVZn3Iiwa+8e/vjP/46jB3fxxBNPsHPXLm7dnuLMuXNIkkQsFiOVy5LIZPn+D1/HiESIJuJkclnUZoNqXWClqUxarHLZLhHDJBKJ0G61xN9O1dEMSCVzdF0Px3GxXQcJG0nWiUZimNE4tgNR0yBuRonoGpoEiiyhaBq+JAvrcMlDVWRkWUKRPGRJ6JhJkoft+yiShCwryIGgUo+A7fqSgM96K3G+D74nJq349BbDxbRTCqef4oDtDWweHGwPum/rYDOca/z5f/u9j43A3kH1QEBe8pDx2drw9f7DHmAubwFVfd+/90OI/+GerQi2aIMCYirq3wtH9N6PJ3lYTldgfQFcIgUirnY3yFiqyui2bfiSzI0bN9AMg0RKqIOlsjkUWciqG4aBaZqsbwhJhL379xGNRul0hAuS4wlhp1gsFpK1xQck6PEEeVvyhQ2VGdg1m6bJxsYGyXgCVVWFWFEwyOm0m5SWlolGIyRiSXI5QTk7eeo9RodGMU3xGouLC9yYnKRer1Kv1vi1X/s1evbdVy9fpr+/H1VV2b5zJ7dv36ZcLmPGoiwtLRFPJtjY2ODvv/Uttm3bFpp0eoieWTXFZ8eXmZpdQQL+yS99hes3bzA3KwI+nU7TbLeoVGpIkoRt2+i6zujImHDp1cVrOK7L6voatVZXGLSYwk6u1eqQzWbJJFPUajXwfHK5PsxYFF/SsD0P1/GxPV/AC4pCKp4MZRSTiQTZdIZ41ESXJIEDSxK6DAag+B6KJDKkKnsIsp6P7NtICF1QVbmrZt27KhIoatDy9KCtgHHjB/0ecsD1DIYwHoRcUHG8PxjK2Hrfg1CFf3QGDGNuayBKHooi34OF3CWiivtCHNELU+A9b9RxrLDk9DxhgLmVHhb2Xg948xAEoOfg996nE0hPSDKqrjM4OIiuaXx47gKKJiZWqysl+gcH2NjYRNF0MplcWK721M+63W5wsIkhkMddafve51QUhXa3HcrWRyIRvAD26Kln93YQe5saPY0WgIgZI55Mk4xHWVxcJJvP0Wp12L1rL2dPn+bw4cN4HgwODpGMJ1kpLfPGD1/n1Vdfpa+vj6GhIfr7+6nXhdnlWqkUiishS5TLZdrtNvv378eXJM6dOxe6I9UadbZNjDO/tMzS6ho7d+5k2LUpl8ucOnuGPXv2slgq0bQ6lOfmWSsL1yPTEGcdy6pTaTRpNTogib7WjEWJp1KYiWDDBR/LdrEdR0yUzTiqKoYwlmWRSmdxkHFcwHeQfR9UCVUz8GUFy/VIxFPoRkQMQ6RAm1MSS9W6IqM4NrLnilJQFj2eJ4Hku7iAIqt4EniyghSA7aJ2CWYqnhyO5gUtMvB4R1RSin8XBwyDb8ux/lEl59bg691+0FxF/XFcz48KQPFTDECQ7v5H8n01sWPZ976Z+96U1IMxgiAL32wAX/i9srP3AZy7VtYeLrZrCzA/uA9HfHkxMxqqmr311lsU+/tpddqsrq4yOjrK+vq6YKf4Iks3GkKYSQtk7B3LxpZk/GDBUkUW5e3WBjoIrq2Dox4wD6Iz7lHpHM8N/SR6BHBd10mmUziWTf/gMCur68g+xBJJduzaQ7lSwXddbLsr9DYNjUcff4z33nuPSqXGmTMf8qu/8sucP38ey7JIJpMce/hhbt++zezsLKZpsm/7BM1mkyNHjjA/P08sEcdZEOXe/Pw8Xd9H0w3W1jdIpVJEY3Gu3JilWm+Fko/F/iwDQzar62u0222sroOPRbXeIRZoqgrFMo2IGUNSFRqNBtVajXg8iaobSEh0bYdoJIqiGUiyiifJpFJZHE9gqaINVJE1PTyOzFgcTdeCwYxyFx5AGMEgy8I63JNwfQTXtTdE8SUUScaXxfEjAsmF4G+ODzKyCHxkJEkOj1GBLwZlpheA8kHbIfWCHDE5/bgecGuwPWi4qXr+x8MQnu/eV34GB5sP+GA5Fj4evV0kyYMewOD7/j2DlfsDUPKCg1USE1BfIpxebs2I93w438fvbVv09g8DWlFPKU3XNDQ9QjyR4oevv87g4CDr5Q1UVSefz7OxWRZB4UPCjKNoKv+/vs60t9Ljyu+/qnq2u3Jpsjd2W8soki1L1jhBHCS23zsGZvKx8jKZt/kYRjBAEARyAGcysTA2xnIkS1aj1U2x2d3cL+/2LFWVF6eqnktKTgMEu0k2eXlvnTrLfzmL0wUXl7Oght8lAq+b2Rg8zsV99hYQk+Ao1G2ahnXYH5HnuciY2laMmsLwaDKZoDND5ywZPvmXnp6+JisMZVFwcnbGaDKmHAin9dWrV7x4ecwHH3zAzu4uw9GI+fU1n3/+Of/p7/6OX/7yl/zXv/97fv7zn+OA4XgkRr3Hx/z617/mZz/7Ga9OTphOp7Rtyy9+8QteHb/kD5//X3ResFzXHB8f09aSsX/y4x9wfHyMt447u7s0XQvOsru9xSIvuJxdkRlFVVXMZwuKYGrbti26aZgMdtjbnzDZukNeDSiLiuVSfFh37+ylnrmothhO9oIFhLiWV1VFUcgQqQvry6uyoCoHDKpCVEROyBhtZ8myEIxKiPxWebQ2eO9QPsdpgblsmjEodGiZOgQGdF6hlYi+tZddfj4MWKx3cpy1GEMr3+9+cMqjgiTCO5Imz7MBTYQhp3fu22/eo/7Lf/6P6YR77xNQnjLaXyCbRtJ0ymZOgXLiHux78D1KqGLEEyRM6VawdQhGT+cl4NLXIv1cBJmvr68BWUXWtlIuDauR4HGLBbP5taxfPjhgvW54+vQp14sFu7u7nF9eMBiMsHjKquLq6orJZML773/Ibz/5Jx7ef8C6EanKj//6XzIej1mv1zx48ICizIMrV4dzXegZHK31DIbjVF6uViKrihkhKuadc4Hlr1MwR59S7y3Nap28R2MpXRQFZZnTrOu00Xa9XpNrw/n5uVjj7+7wP/77f+PTf/4DH3zwQSpx//W/+Umy14grq3/yk5+kjUNX19fc29/n9ekpi9Wai9kVSimePHmCtZYfffQR1lqOjl9gjOH+wUN8Z5kt5lhreX54yOnJCXd29zg9PWcwGGGyAl1UlKMxVmU4r8mrMQ7IimGqLHbv7LG1tcVqteLs7IJ7B98jr2TIUpalqB4M5NqQaUPX1timxjUtWiHUubDPgbal1A6DDN+08ijvMMqjsKE3JL3XyODOoFDBlTrTAJuyOdEKKi2ZNpooiTxJ/p9A1RL4LlnOy7lXTskZSfEU+r+Y+YKYO2VAf8s28HY6vV2gxoyU3LptDNAQNPF9sAb0rp+SSkbrS0ixCvB4nJQITt473weg85br+QxjDKOxbCI6fvmCqqp4+PAh56cXHB0dk2UZb73xdhg+HHN2cZHoYK8vzphOt1kslz28UORs7ezw5Z+fsFqtOD2/oG1bhgMJ6D//+Ql37txJARUzIIjESh6ew2Qq9bDe+6Rdi/1rhCzii2EIa7m1lmWSVlFrj8oUZVaCc1K2asmOcs6ETLBjdqWXDg5dddswGE34m//wt/zqV7/i7bff5s233+Ljjz9OFL22bXn16hW/+c1vqKpKXKiD7YO1lt3tHVYLsd94+/EbrJua+eUV18sFo2pAaxvmlxc8fPiQ7e0p5+fn/KuPfkTXydamez/8IW1rZYuuyRiMdyAr8DpnMN5i3XmyvBLJj8khG5APthlO9xntPMCjMXmGUzkdYq6ltCELF1RuMqzJaM1aHOi0VFreOilHg2QpYnwaDcpiPFgEWEdpmYoiuJ/SYLzCqQ4by1SvsNIlhlbIhzVnvbZDhjAh4cRWDC3/zwuJRG1OOF1/lmNl5zt7IwNmtwPudg93O/A2sSwgCRljgLERYEBQSGyUj044nHKcPZ3tbvz/TRAToOtkCNLULbMrAcZHwQz3xYsXnLw65cGDAx48eID1jqdPZSe7MjmTrSlKGdq293EBxdnFBQcHB/I9Xr3EedFXzJcr3vqrd1nWDcevX1EOB8xXa7kRM02Wxy03/S2olMLZfjjTZzYf9IRZKqnj7xkHPelSChkxLpQhMEsAiqpk3dSUpZRnzbpmGLSPs8sLHj9+jFGeg4MD5vM5JycnrNdr/vjHP/Lo0SMuLy8xxiTT3nfeeYednR1OT0/FMWAtE8qyLJnP58zm14GS14nv6HCfs7Mznh8e8d577/HRR2/w5ZOveHV6xrvf/wHOG5brlmK+wDrQxZC6g6wasrO3z3xZY4oSfIZXsphTZznD8YSJMTStFSHurc1Y8fXPMgPG4MPz2PvIdkSVglPS+/Wtj5KJzLfSB+FS96BAO4XXIVBR8u+wXMU7GdJsBmA871IB2cDKFgMrAvZ4O/hcOBe4fsrvNgNwc8giQXIzwHSK9G9PdQRaCI2ri2l2I8O5HqLovz5kA0DhZR88380oABlq5HlO2/aW8mVZCs/w9Wu+9/gtJltTTs5OefbsGc459u7epbWO50ffJFe0s/NzxtMpq3qdbOeff/MCvCbPjdClvE97G0BcsNdrsaQAJSY+eiO7e0XX9uVLDKpNgXF0XINeGRIXvwA09UpWbOd5msJmWYZWomecTqfh/4s2MnrgxDJ8X2l+/0+f8NOf/pRPP/2Uzz//nPfee4/Dw0OOj485OztLW4LX6zWHh4d89NFH7O/vC3G8vUy7MLxCVnErWLcNXejDHz464Pj4mM+++BPvOk9ZVJRFJQp3b8irATvFCKs0y6ZjPluiVEZRDhjoQlY8mxK0SdulYjaZbElf2tYNzneJfbK2gdFUFTKQcz7mJ7RWYSoaYItQqWlceK+xdGmuENX14RCjUcHxWiANvBerjJDF8KTezhEA9zCd30g9IhhQghmmyyOdfWk7rLUQ5HAR2/Yb5/wmE8b3noVp7GL6tUqbb5Ke5TdL00zXqyHA4Z1PE0HRDG7wSJ0N1t1dmFj1IPwNoFIpZpfiCjacjGmahhevXgq+99abbI23ef36NS9fvmRV1xRFxeVMmCdlWdLUbUBAJFgWiwX3Hz7i4uqaq+sZWhUUec7sWgjUp2cXPP36uZjZLtes65ZB28qLo0iYkShRdMDEKrKsIJKInQOtDXlukIQv1uRFUYZLZYUL1Lr5sl9zNp/Psa1NK7Ln8zmTscLoHK0UzkHTWbzSDEZjAC7aloePHmHynHe/L5PTk7Mz/sV77/Hpp5/igPPLS6qqQivF02fP2NrZYWdnh+Vyyf7+HoeHhzw7/JrJZMLe3h4YzWK+5Opqxp07e1xeXlGWFbQtT5485e79ezx+402OX52hsxynDF5rdF4wLnO8GUJWovKS7fEIrwxai8XfYDBgOBym/rgoisD1BecyVJiG27bB+TBld6EsVCR/Fu2RSaq1ocQM3E3lgleN7m0tlAuloycoaeNxl+QSkqfHo5E+UuwrA/F6Y7ASIQy86nc/sFl2SkDjg3Oa7YTR5Rw+wGW+s+lrvp0BbwVggh1uSYgCiQ66Tu4eb29mr43SUzJh7PPi95CSrAsB+Jc4qEDieLatuFxNp9MkXfnjZ58JJFAUTKqS+XzJyatzyrJkZ3eX5XLF69MTDh4+ZraY09iOg8eP+P3v/jmoHFrG0x3mVzPu3L3Hb//3P2K9mDR1DubzJcWgYlx36CwjNxqMQnspW9rOUhRsNPG9nYHWOuGLUXYTgexUntqbCg+/4callEq2+fFjsYeN5e54OuHdd9/l66+/Zjqd8uGHH/L8+XO01rLD7/SUy8vLpJRwTsr0WTC4dc7x+I3vgVY8++aQrw+fc//BAx4+OuCzP31O28mwqW0d1UD4q6fnl6iLa8bTHZwuWdQt1/MlWeHZ29/h7vZdGicBMp5u0zmHd0p68rxMLCHR/gVQPfBnI96bZRqXW7ET9Bblc5QPmcQ7unCujDFSZLkQoD5kwvD6yKQhkKeVQA9eS2GmvUw1iXpEH1KeDuyYTl5XpUNZqzfiQ4VAdiJAkPgIZzzFSGB0YXuXv412JfWAN3q+GITxn51NAXc7C0oA+o0bxacSM/aMyttgBRj7v40MB1jnQwDKm7U3AzAC4t4r6rqlLAdsbW2xXC55GqQ/OjMs1zWN7SjLkvv377NcrTk8OpI1X8qwWNc4r9ja3uXFy9cs1jXjLJe1U2juHzzixfEr5ss1w/GEurWYznJxdY0pRcPnjKLIDFmRkYVBitcCOisvhkMqM+nS6pwTK8M2JM0gb4k4ls4z8jynaZoEkLdaU7cNyiOldiv6RNdJeRr7v/l8jgs8V6tgf196tbfeeou7d+9ydHTEO++8IxkEklh4f3+fxWLB2dkZeZ7z5VdP2NrbY//+A84ur3hxdAxK8/DgMaPJFn/66gnvf/gBV1fXHB4dce/efXRecnpyzqJVjLf38LrAlB5MiSmHjLd3sQ46DFk5IIs6OqUAQ2sdxotIt1s3ohKKC09SuS4+MJGkL1uXRR2Dc7hQkmql8bjgRi3lp/M2TEI1nZKPyZl2AWqQWHKBXia9ZA+toSJQL2UmIeCkL3R9FQRY6zeC7masKG+xTjK4MLy6hGNvTEH74IkpdjMgbcyQG/DADUyvcze8MuJUNQZg17QbjXWXauRITlZG39gYejsDRtB6Op2yv7+PtZbDw0MuLi4CVUihMkOWabq1lJjL1QqT50y2dlg3DXv79zg8POT+wSP27t3nH//Pb3l4/wHX8wVlMWK9bvjxj9/j44//J1tbWwA0bYdfLFBohuMRy1VNludQATpwC1Uv14oHPQ5hIiA/GAzS54AbAxnQiW8aOZbee8l6nqSYKMuS5bX0ftVo1GdGo7k6u2A8HIiIOEw57927x3g85urqirquOTg4QCnFy5cv2d/f74OyyGnqhv/1D/9AlmU8fHjA9l7N188O6TCMJ1usW/jd7//AaDzl4cGbLNYrzk/EWMqUAy7mK+7s32e0fRfnIR+MyIuKPCvRJkOZPEAqsrsjuooLkT2C2KpvQcKwLAs9tbUWp6TikHm5YHp48YjxyIYmFbMnofyUUAwZMP5LylEbEx0a6y2ouDwlAO3S+IGOBC4v8aaiGqY3ErO2t7XYDDzpB4VQomLSidkvDmKwZHbjcNwYvqRWrS8lY9BtErS1CtnN35xi4rrwAONhk2EFSgX7v5ama8mqAU3XJtJ1HN/XdU1d12xvbzOdTgF4/s0hp6enSeGglaLD09RrbBcUFEqEl21jaWyND2Pi0XSLre0dnj0/ZHvnjnA78wEXVzP+/S//lk8++YR13bBfVrx+/ZrxeMp4MqVtLZdXM+4/eMD55RU7O1tyKSlDWeU0bUdlMkyWp+eks3JDozTW+fS52IvmhbhvO+/JqzIFbd1aXOcpiwHWWhbLdbjcNNVojGlbFktxhx4Mx+AthdZ8883ztBH4+NVLDg4O2L93F2U0//an/44vv/wSpRTvfl/2EKL7YJ9Mp+gg7v3dHz7FZAWNhc+++Irp9hZXsyVOgdU1/uySrCipxrLUtBxuY1SOxeB0RjUYYcohVmUUWYnOCrz3tNbRrZbpkEYKV9w6bK3tdaQBwnHeB0cCjXcW6z1YLyOGMP20HlzbSib0wUktQFvGa9nh5zqBHwK8oIlvQjVziLuneM56HIFQoqSKy7RMU5WTDNrTnjfjoqdLfisQrU3xIT2gfMwFMsd39oAgQSUv/SYL5mafmN7fKk2d6wcu1gv4GOterXquZ1mWLIN9Q5ZlLJdLlsslIGD77u5u0uvFN+99mlheLxYyBPAe1wldSCsZDsncUNZXf/3sOe+//z7LVc1iucZaIQM/P3rBD77/Q45fv2I+X4DRXF1dY730JE3nsF3HYlVzfT2n85bRaARGU1jZXqtUDyekKiLAE5teMt/NG5QSRimXSrA4OY0T0zZoCuNwSmudbA3bpsMpkvyoV26IufB0Ok2ZcD6f470Y+zZNw/X1NfPVmtF0SjUch/KxwjmoraV1ntpqGqfQWY43Ja1wd9BZhjMlrVeMxlNMVVGVQ4qBAO5ZXkBYlNpaAcZTf6zigQVrXXAm//a52jxbKI3zXRrCCNcTCKu+dCz/w1m1hKosDMqkJ4yfl1mpUb0Swod+Ee8xofzUMSuHkjQ6P0Q+aQxAzQasFqAU5eOQJThCxNLUuhB8XQhA1wfgDb/N8OC99wlwZCO4NvvGiBv2pWOQ5YSoL6oc1ypcXdM262QJb62lsxZMRmdj9lIMB+O0/st2nvm1BGVkdpRliXeKrrOs1w2mEFMfFQBqZZFVwlb4gCZk4LyoOD55wbJuGI0mLNY1w9GEB48O+PKrr5gv1+RlxXLdkJcVyuQ0ncVZsZmfzZd0XqhkI6PJ8w6sMDZAFn9aG7GrLMASOlQLAXRJzHnZL+e9l55Q9Y299ImaPHiWWitk5liplGUZNv1A20jJO51Omc1mrFYiUF6tVgnHM8bw6NEjjo6OWK1W7O7uYowRudJyybxumex4lM4wRYWtO5zOUblCZSVZ5anGE4ajKVlRURQVRSnSKqUNg+kUk5eU5SAo+4PPipdSMV4ayiO7HbXFudDT4fBhuHT7kldyk/UXO5KJfATfZfKCCtidXHASUEZpOlzgeBpEnNRJvxgD0asw8VSJ00kYrAjsIHFnsYHhZYMTYMx8obJTPSylfJx2RtK3k90VMW5clNq1CR/sgfgbg5ReWBsz1+0st3nbx+h2GzhgDML5YpbStAkgp9JCgNXes2xq8NILDQaDRDubzWbpUEWQOrJKVqtVKm27rpMhiFIBs/R0TqAAlMGu1rz51l/x/OgFi8WKLCsYjiacnJzw/vs/5OzigpfHrxmNRuR5iTOO8XjKupEdgc4La6K1jrpumM3noFVSd8deIP3OMcQ2XNtiRvyugyasmf55TJkgfE0ve7l5AYZPYoxJfqJt26KUqCDi3+P0NZpHRR/UuIvi+GJGjWFQSWb3WUYxnKBNhhmMGOQDJlu7DEdb8rGiZDgSaVXnnaz30plsc1JS7uMcFge2ufH4cV2YhMfDG4S4t/7cHgr2QdgPKhVyUfVGSQhG6CPUEALTBz6yD2wVQu+ohHyhiOwZiCQLwnxCfhX52doLK0vHi9NLJ+kiPBEfow0a2fg6dh3dRuvmu/ZGRZMl7ufGi+xD+vQhom8EZppmBs/8MFmK0R2HDN5blPeYXLxUbHAj8/SUnC6MkQejiQhUreU8+JLEIIsrwrJMZCVxMYqccsl+NgCigQke+kmFyTTloCSvSk6efi28zaJiVTfs3NljNNniiy++wGtDNRrT1J30llnO5ew62EU0aCV7wFdNzeVsRus6TCHDhaI0QtJFSt8I1qYpMiSnZedvXmDOSWbTTuNNUFWkCFapZMqyAqWEwGw7T4sNWGOGtQ2myDGFGM9aazk5P+Ply5dcza9TKb9qamaLOTrPWK6WrJoanQkMfDlfsO48RTVEm5y8GJCVFU5lZGVOXo3IqqFkyXyALobiNGYtzitMvGhc9IFFXg/oF+bYNpxZi44lqZLlKpvbifAqPYfpXN5+UypUZg5Cdt1cc+edDeUnYQTjyWIForyADiGoMq1xIXOKN1F83n3KXLDx3ruASwr+J2KGvuLrgXh5tDHTKScUNNfF/q+9mQFvZ7c+jX73nyRHcr1K3Tq7MWaV6dAogMrOOdnc44K6Qok5TjkQgevp6Smr1SqVT1FDFxdnxiWZ0DNKnPOQ5enJwWi8c3TOolWRJqHffPOCohyQZQVeyX6/H/3orzk6OmK5XDOZTCjyivn1OcZkycsl/myQ3QFN07FYrBITZVSVGA2Q3TCvuk0925QqxcvDOUdnZeOrMTr9rlqpG1hi/H0jDhjhCJAs24Sflec5k8kkkJzPOD4+5vLykoODg2ST3zQNFxcXSXqV5SXVcMhsbfF1C8aSkVNkOVk5FPnQZIusGqKLgTBashKvC7wuyIxHqRa0wSOruXFRntX3xwHsxLlgrKwAxHbQedcz9mPEbcbjRlUgHwjLWfEEOy900PDpFDwhgPDYkBVjtvMu9Hle0D8bpqnKBTVEjxwSySQ6DmG8RQe8T4UMaN1fCsDwOsdkFLd7xex3uweMQbKJ94VP3Hgi4jcC6bGcv7lWzPlOAjE8kBevXqTDkmUZg2DOI4dMcTlbMpvNubq6StPNIkwJhVXiaVtL03Qbizlipgk9krPI+Fh8JKMaQWzrhb61s7vHuu1Q1nLvnghWX7w8phoMQCmarqWoShyeuumoBiOcV2RFLpNbJ71Y7jKsd7RdR921ZLVCe5dK5Bhc8S0Ss53rPWr63q4OG5V6tlEaxoSyNQ/2d0kWZTbK1fC8xuHK3t6emDVdXeGc4+zsjLIs02Prui7Z9SulKKqKonKobokpSnRRgMnJB0OG4wlq3TCebqFMjilKimqE0oVkIGOoyoKuXfSPxwmBUgJQhktd0wUwO6JxpIvEeyv9otsQcnNzx4JL508CK/JwA1EzPA+S7qKANlYjPuWy3nLehHMbTpEIwL2VLt278LUuAPpd6FWjP5FMNJ2zKQBFbOBSqaycu1E1urYhTkZdwAFvlKD/vwDcjOgbJWj4u0Vy/2Z/chvHi6LYONnzXSd2dbMZq9WauvVkWcF4PKYNizviJNQYEyzstKjNnUs3uTGGvCjEDyaOq6XDlt4nF7bFq5MTpttbiIq7QZc577zzDl9+9WeWyyVb052wBUkzmUyo15Jl4+Mpq+JG5jI6busx6fFkqs9S0S1byi6b2C8xK8bsHvWDt6fHacgVfl4xnty4EOPPke8l+yu8E8nWzo74mZ6fnzMajUTlcXqKMcLBjNBOXdeprza5aADzsqIajlAYqsGQyWSCKSWzdt4EvZsMhjrrQvsl8h2lXCj9ArarZL1XDHp5DkAZ0FbwPGwnLMhCp2GL2ngfz2T//jt66JA4XSgfiXnPWwwa77vEepGAkq9VaYwaSmcv30UCKWQ6jwRe+JwKgedTBpReT6aitwJw4zXtZyj2RgaMZ+r/AQ3bW4TLaNIzAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 随机竖直翻转\n", "v_flip = tfs.RandomVerticalFlip()(im)\n", "v_flip" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.4 随机角度旋转\n", "一些角度的旋转仍然是非常有用的数据增强方式,在 `torchvision` 中,使用 `torchvision.transforms.RandomRotation()` 来实现,其中第一个参数就是随机旋转的角度,比如填入 10,那么每次图片就会在 -10 ~ 10 度之间随机旋转" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rot_im = tfs.RandomRotation(45)(im)\n", "rot_im" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.5 亮度、对比度和颜色的变化\n", "除了形状变化外,颜色变化又是另外一种增强方式,其中可以设置亮度变化,对比度变化和颜色变化等,在 torchvision 中主要使用 `torchvision.transforms.ColorJitter()` 来实现的,第一个参数就是亮度的比例,第二个是对比度,第三个是饱和度,第四个是颜色" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 亮度\n", "bright_im = tfs.ColorJitter(brightness=1)(im) # 随机从 0 ~ 2 之间亮度变化,1 表示原图\n", "bright_im" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 对比度\n", "contrast_im = tfs.ColorJitter(contrast=1)(im) # 随机从 0 ~ 2 之间对比度变化,1 表示原图\n", "contrast_im" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 颜色\n", "color_im = tfs.ColorJitter(hue=0.5)(im) # 随机从 -0.5 ~ 0.5 之间对颜色变化\n", "color_im" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.6 组合使用多种方法\n", "\n", "上面讲了几种图片增强的方法,其实这些方法都不是孤立起来用的,可以联合起来用,比如先做随机翻转,然后随机截取,再做对比度增强等等,`torchvision` 里面有个非常方便的函数能够将这些变化合起来,就是 `torchvision.transforms.Compose()`,下面举例说明:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": true }, "outputs": [], "source": [ "im_aug = tfs.Compose([\n", " tfs.Resize(120),\n", " tfs.RandomHorizontalFlip(),\n", " tfs.RandomCrop(96),\n", " tfs.ColorJitter(brightness=0.5, contrast=0.5, hue=0.5)\n", "])" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "nrows = 3\n", "ncols = 3\n", "figsize = (8, 8)\n", "_, figs = plt.subplots(nrows, ncols, figsize=figsize)\n", "for i in range(nrows):\n", " for j in range(ncols):\n", " figs[i][j].imshow(im_aug(im))\n", " figs[i][j].axes.get_xaxis().set_visible(False)\n", " figs[i][j].axes.get_yaxis().set_visible(False)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "可以看到每次做完增强之后的图片都有一些变化,所以这就是前面所讲的增加了一些'新'数据。\n", "\n", "下面使用图像增强进行训练网络,看看具体的提升究竟在什么地方,使用前面讲的 ResNet 进行训练 " ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2017-12-23T05:04:03.407434Z", "start_time": "2017-12-23T05:04:02.920639Z" }, "collapsed": true }, "outputs": [], "source": [ "import numpy as np\n", "import torch\n", "from torch import nn\n", "import torch.nn.functional as F\n", "from torch.autograd import Variable\n", "from torchvision.datasets import CIFAR10\n", "from utils import train, resnet\n", "from torchvision import transforms as tfs" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "ExecuteTime": { "end_time": "2017-12-23T05:04:04.743167Z", "start_time": "2017-12-23T05:04:03.459562Z" }, "collapsed": true }, "outputs": [], "source": [ "# 使用数据增强\n", "def train_tf(x):\n", " im_aug = tfs.Compose([\n", " tfs.Resize(120),\n", " tfs.RandomHorizontalFlip(),\n", " tfs.RandomCrop(96),\n", " tfs.ColorJitter(brightness=0.5, contrast=0.5, hue=0.5),\n", " tfs.ToTensor(),\n", " tfs.Normalize([0.5, 0.5, 0.5], [0.5, 0.5, 0.5])\n", " ])\n", " x = im_aug(x)\n", " return x\n", "\n", "def test_tf(x):\n", " im_aug = tfs.Compose([\n", " tfs.Resize(96),\n", " tfs.ToTensor(),\n", " tfs.Normalize([0.5, 0.5, 0.5], [0.5, 0.5, 0.5])\n", " ])\n", " x = im_aug(x)\n", " return x\n", "\n", "train_set = CIFAR10('../../data', train=True, transform=train_tf)\n", "train_data = torch.utils.data.DataLoader(train_set, batch_size=64, shuffle=True)\n", "test_set = CIFAR10('../../data', train=False, transform=test_tf)\n", "test_data = torch.utils.data.DataLoader(test_set, batch_size=128, shuffle=False)\n", "\n", "net = resnet(3, 10)\n", "optimizer = torch.optim.SGD(net.parameters(), lr=0.01)\n", "criterion = nn.CrossEntropyLoss()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2017-12-23T05:08:51.433955Z", "start_time": "2017-12-23T05:04:04.745540Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 0. Train Loss: 1.846885, Train Acc: 0.323370, Valid Loss: 2.031208, Valid Acc: 0.348101, Time 00:00:27\n", "Epoch 1. Train Loss: 1.421866, Train Acc: 0.493127, Valid Loss: 1.635981, Valid Acc: 0.448675, Time 00:00:28\n", "Epoch 2. Train Loss: 1.213214, Train Acc: 0.571232, Valid Loss: 1.435900, Valid Acc: 0.509494, Time 00:00:27\n", "Epoch 3. Train Loss: 1.068615, Train Acc: 0.624680, Valid Loss: 1.198399, Valid Acc: 0.589695, Time 00:00:27\n", "Epoch 4. Train Loss: 0.966057, Train Acc: 0.665082, Valid Loss: 1.374483, Valid Acc: 0.556566, Time 00:00:27\n", "Epoch 5. Train Loss: 0.881177, Train Acc: 0.693274, Valid Loss: 0.936225, Valid Acc: 0.675138, Time 00:00:28\n", "Epoch 6. Train Loss: 0.817892, Train Acc: 0.716093, Valid Loss: 1.524335, Valid Acc: 0.553006, Time 00:00:27\n", "Epoch 7. Train Loss: 0.775561, Train Acc: 0.729799, Valid Loss: 1.144188, Valid Acc: 0.630439, Time 00:00:28\n", "Epoch 8. Train Loss: 0.728689, Train Acc: 0.746324, Valid Loss: 1.020422, Valid Acc: 0.666634, Time 00:00:28\n", "Epoch 9. Train Loss: 0.691437, Train Acc: 0.759930, Valid Loss: 0.880125, Valid Acc: 0.714893, Time 00:00:28\n" ] } ], "source": [ "train(net, train_data, test_data, 10, optimizer, criterion)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2017-12-23T05:09:22.997927Z", "start_time": "2017-12-23T05:09:21.756986Z" }, "collapsed": true }, "outputs": [], "source": [ "# 不使用数据增强\n", "def data_tf(x):\n", " im_aug = tfs.Compose([\n", " tfs.Resize(96),\n", " tfs.ToTensor(),\n", " tfs.Normalize([0.5, 0.5, 0.5], [0.5, 0.5, 0.5])\n", " ])\n", " x = im_aug(x)\n", " return x\n", "\n", "train_set = CIFAR10('../../data', train=True, transform=data_tf)\n", "train_data = torch.utils.data.DataLoader(train_set, batch_size=64, shuffle=True)\n", "test_set = CIFAR10('../../data', train=False, transform=data_tf)\n", "test_data = torch.utils.data.DataLoader(test_set, batch_size=128, shuffle=False)\n", "\n", "net = resnet(3, 10)\n", "optimizer = torch.optim.SGD(net.parameters(), lr=0.01)\n", "criterion = nn.CrossEntropyLoss()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2017-12-23T05:13:57.898751Z", "start_time": "2017-12-23T05:09:23.000573Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 0. Train Loss: 1.450800, Train Acc: 0.466952, Valid Loss: 1.533483, Valid Acc: 0.471519, Time 00:00:25\n", "Epoch 1. Train Loss: 1.007298, Train Acc: 0.641964, Valid Loss: 1.553861, Valid Acc: 0.483287, Time 00:00:27\n", "Epoch 2. Train Loss: 0.790772, Train Acc: 0.721308, Valid Loss: 1.093117, Valid Acc: 0.623714, Time 00:00:27\n", "Epoch 3. Train Loss: 0.626106, Train Acc: 0.781770, Valid Loss: 1.290194, Valid Acc: 0.579015, Time 00:00:27\n", "Epoch 4. Train Loss: 0.499911, Train Acc: 0.830862, Valid Loss: 0.973577, Valid Acc: 0.680281, Time 00:00:27\n", "Epoch 5. Train Loss: 0.389616, Train Acc: 0.865769, Valid Loss: 1.013823, Valid Acc: 0.685918, Time 00:00:27\n", "Epoch 6. Train Loss: 0.286867, Train Acc: 0.903652, Valid Loss: 0.951596, Valid Acc: 0.708366, Time 00:00:27\n", "Epoch 7. Train Loss: 0.210318, Train Acc: 0.929468, Valid Loss: 1.031382, Valid Acc: 0.706487, Time 00:00:27\n", "Epoch 8. Train Loss: 0.153977, Train Acc: 0.949329, Valid Loss: 2.008988, Valid Acc: 0.548655, Time 00:00:27\n", "Epoch 9. Train Loss: 0.122304, Train Acc: 0.959319, Valid Loss: 1.463229, Valid Acc: 0.673259, Time 00:00:27\n" ] } ], "source": [ "train(net, train_data, test_data, 10, optimizer, criterion)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "从上面可以看出,对于训练集,不做数据增强跑 10 次,准确率已经到了 95%,而使用了数据增强,跑 10 次准确率只有 75%,说明数据增强之后变得更难了。\n", "\n", "而对于测试集,使用数据增强进行训练的时候,准确率会比不使用更高,因为数据增强提高了模型应对于更多的不同数据集的泛化能力,所以有更好的效果。" ] } ], "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": "3.5.4" } }, "nbformat": 4, "nbformat_minor": 2 }