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January 27, 2020 18:58
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import bm3d\n", | |
"from skimage.measure import compare_psnr, compare_ssim\n", | |
"\n", | |
"from fastai2.basics import *\n", | |
"from fastprogress import progress_bar" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"data_path = Path('issa_data/data_processed/mydata/test')\n", | |
"\n", | |
"data_hr = data_path/'HRimages'\n", | |
"data_lr = data_path/'LRimages'" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"(Path('issa_data/data_processed/mydata/test/LRimages/04-Ch2-014.tif'),\n", | |
" (256, 256))" | |
] | |
}, | |
"execution_count": 12, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"fn_lr = data_lr.ls()[0]\n", | |
"image_noisy = plt.imread(fn_lr)/255.0\n", | |
"fn_lr, image_noisy.shape" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"(Path('issa_data/data_processed/mydata/test/HRimages/04-Ch2-014.tif'),\n", | |
" (512, 512))" | |
] | |
}, | |
"execution_count": 13, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"fn_hr = data_hr.ls()[0]\n", | |
"image_hr = plt.imread(data_hr.ls()[0])\n", | |
"fn_hr, image_hr.shape" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"(256, 256)" | |
] | |
}, | |
"execution_count": 14, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"from skimage.transform import rescale, resize, downscale_local_mean\n", | |
"image_hr_norm = image_hr/image_hr.max()\n", | |
"image_hr_256 = resize(image_hr_norm, image_noisy.shape, anti_aliasing=True)\n", | |
"image_hr_256.shape" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 30, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def process_hr(img, sz=image_noisy.shape):\n", | |
" norm = img/img.max()\n", | |
" return resize(norm, sz, anti_aliasing=True)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## HR <> LR" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 16, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x7fc792cb4f90>" | |
] | |
}, | |
"execution_count": 16, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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KC5eJBS1qr3huHYDHIl0AD/nOYQzLUPsiFW9IFVC5zNpxGUyoZkLPlW1yLTV1tY+0xAykyyeMW1nV0Smf/D806fYW1/ZSWk9dMBSlMCJIqjFBgAmwE8upEEYJog06UIiYXKw0oT2+9/UpR69GDG632BwkBKOM9n7I4fcn3NsMuPlvDdtffoqMCvsvnNWDnU0e/tgNjj8O0bGw82ZG8PQYXbi2PIxbkswxgZxJeBOlMbmKYUyKHo2bWyFWdTr7TqQLXM96qRLLMAWvWhTLVYlxq1gqmpZdVTJoMuGbgqfl9oyxakOa2I9b9QErNbTbsNlH726gWxHh/oDOgxFog+7GNjgr2G9nDjShwwECO/mNG4+kLihLOBtfMMmITg3jHSHZavHBT8WEP/uE//ZHfo34zoC0VTPJlJDc3CRtC/GhEJ9AONLWrFpQIUwRWCzFbZgjfy7L7C7Mgn9Ek3tYe+45rZHEcF4noarJVbdSX2RVWLT6Nx3rZVJhZTR+R6ET06ev3uDgUx0GLwqSwa1/PaH9/iHSjhyKL6CMdUDybXg8wYGSYgwYyLohwSTLpQhfprOfYVRI2g347B95k//mxd/gK+M7TB50ufkktf4Ebmt1HqcTGF+PyTq2mfa+pnP3FDMaYUr3SUQwfg+F1vO4g1dtwFkznCViHSb3Zb93l9nGCrQ+jKGoKkC1qFdVp/i7GAtwGS0T9av6XabOnJd5XJQKerXZ3eLBD3cZfnbEretHbMQTHhy9zAvvg4wTiOyeBo8rSKoBmYn7kDMAD0DqUFmrRI7VGoJxRjgJSHqKVAfsqRH/y9d/jNv/DDofnOTYhQSB3Q7tKBhpuvcV0VDTf/fUxmxICkFqvdTgcRPPyPw5LyV4JiWO+VxW8IWLPr9VpNWLtnuFtD6MAeYn1iJRr1aXL6Hf53GAKtdbGci8gERyURIh3WqTbNq2TsYtxok1IVI06znXZMsUXFVtZpfsGIJxMSI9MCnGIKl9NuLuxclLASdP9/jizZcZPe5y+2lqsYtOC9Ga6SvXOPhkGwz076d033hC913roSiDEWY6nUkLxZiQuffjzOVZRGZhC1fZHHVezOiy2/4OovViDLDapPXly15/RaaxrO3yKt9UR70KWiSN1J0rWCEAwsMRrf0e0+2YwZMW/XcV178+dtfpQEc32e3kt9iCUWLBRWfiLGIKXo3IIkWQZYgGEwhpWzG6rekAmVFIImSxQndjdCskFGH/020OfjBBBgHtA+W8IX2AWJ1vxTYeFPVMRykbYMbYaE5z7t5GY2MMO1q2H6LJczsvGLnq+3pVdMn9XEnuylVpU3bN5+Un5w82sRtDPcq8rI0m51eptwpGcpljgdwD0psCJY7Re9uM7mxgAqH7/rFdxZXCRAGiNSZU6Dh0jk2zSeetEQgzC4XzfPSgpFGQbIYcvB4wvq5pP1EMPp7wme/6gJNpi/e+cYvX/p8p8VsP7WTvtpEkhdHY/s8DvDoVwO2EtKHiZKYy+DBw7ph4a4xPhuN8GOxmqn9PdlFegH7D/L3fNcb8YJOy6yUxNNX7m6oHq4r9TfGGVS0Zl7Hy1JEK5kKt59cQKg4+FaGm0HkQIomLkegnm6dAwFiw0YjMrBHaYIR8t6NMtcUbImG6FTLeEVQC0ali431N1o54a/caaapoPwxQk8zu9AQkcfERtEECd51+chvnwORVh2IuCD9OhzcUN01h9JmNVTkts1A9p6W0XoxhEVNosqKusupWlT0PI1lU7xmoHuL2CMyOOY9AY4hODNHAoEaJHatzc84nvzFo58+ACIT2nI7VzAJRIB0JkhkrVYSKpA9JzxBMDZ2HhmSwSffQ0H2coobTfO+CKUaTdgxi7hoKDOmMSdKTZyBFKgZzKZW9dM/Dq6Y1wyrWizHA4klWNRHrdMNVpI5V9cuLqg3ldi7Qlskyyxgcg5AwcKJ7xrUvnSJTF5A1Ch2Q6FQJlMUXsGCjFPo3To1AgUoMampdqFVqwEB0khFsKaY7BhM7C0YkBC4XrlGWgfg0dXlOCJ05ANGByyabgaKmkLqueG+KUkKeScthSYuwhXVlDucFxJ8xrQ9jaIr4e+emRUCi/92UlplFq46vw4M0BrDmOtWKkSiCTpvhJ/YwodB97xh1NHCmyRJgG9iNUZJqqzY4nEG0BR8lM0gGkhq3f8Kek9SgpoZoGKJ7GTJVDK8rTv7wCGMEDiM69wO691oEk6k1WxY8FmcWCDfJ09n+jjmJoBBiHqC4WeoM1eUzvaxn1HSxaULrAlYuofXxfFzFnFS2SpynnTovy0USS/GzrO2mVG5vxVVO4hjV7yH9HmZ3i2yrx/0/EnL3zyQMXt2cXafWjgnMEvFIZlDTzB732aXERneSzKASjcpsvIbcAcpNkPhE074b0Xs/4PDzU/7kp79CuzvFxIbR7YzJbsuW9ypEO873d+THReajLuU7KUsu3gXJwJctRmaycRkavsrnkSJyO+4Cy1Xd+3Re+oilnfWRGM5DF/VkrGvnvBhHk/p1303GVSYVoLpduLZLstvLD7cOhPZnxox22/RbsRXnffi2zORYA4AJFLplwUs1de7PBS9HI2ItFN7MGdkNVtFpykv/ZIqJFI8nbX4l+QE670eEfUP7k0d88FObfNc7LqJSFDpfhFk+iNzMmqWWSWSF6/Rh6YrqjZcqivO/EPRWVIiZVmfNXvpsV6XzqAKrmj8vW2oQCzI3pfVhDMWJ4um8QGK5jfNYOZr0cx4qPvhFaksTycRYk55ME1SSkbWt+/KN3xszurtF78MRhIHFEpIUYjervGrgLBH5FmwB0aAjhUqcilFgIpLNlycQdKToPNFE/yZEtGF4Uzh92iUa2W3ZAlZaGU3cNekZRlC0JhSZQckFeo6cCiJGMNrYyNHaBputNL2vgVgOLMesrnqcK7a/fqpElbheJ7otE/uL5YptLBLTFvVVxDia0DImVzf5666rol89mWCGI2ScoqYZpJr48YDNbx4CcPr6FpNbG1ZiAPvEA0F3I6ZbscUTUoOkGpW6pLMeT/CMwVimAJaZ4CwTAIObEcevKibbwtEnYPqZIZ2tMZ3HQrbRtpGn3X6G3EQJ+JiUlMFGmKWkW/ic1CycvI8p8SzoKkT8Z8G8Vhz3+jAGT/4CmkwqX26RtFAusyp3rhJFm2ICVWLtRagCTzFJihmOUKdDgsEUNUlgYiM0P/5sl6d/bsD7Px3nQVVQChMqhrdaDG5HVrzUxoKErs1gbDEHIzPzpJcWyIwDJjWSGtIOTK5pdAzZnTGfeelDXtw5Qgcw3YwgUJg0s4FktJMSdMEhKV/xg9k9KiwOZ6JEF02UPqRbGM4iUF81XcYk/ijwg+9YicFTlY5VxSzqrA/LVuBlq35Ve+V+m6o7z8KSYbQNkz4YIcOxVRlEmOy2OP6E5o/eeZvg46ekW50Zc9AQDTThqKDDhyr3JQjGqZ38qbbffpI6fMK6VCvSXkjWFrZfe0o4hPjNDl+7f5sHxxsMX9BMtwIXN0HPQs/5++mybs9FZlo0ub3qUTJRisjiepdFlzmZV12YrmocC2h9MAZYPNmbrvRV5aokhlUtB1W/V6l3hWSMQSYTjM44/Q8/wdHLIf37mhf/meb/u/s5Whk8+hzEJ2123hgRnE5oPR7S2re7JgFMFIDgQrzbYyrVGBfABRHUxAKFOgpIeyEP/3BE/4cf88+//2/xl1/4D/jtv/5D7Pz1mPBEEDO0jSSOGaBnzMA7PLn7YzKN+HgQGXPPxu6hECA4mzzGqRBmOp25WdfRqr4qZ2/y4vaeFT2jPtdXYqgiv1qvIr5X4Q3FcnWYwiJaJEE0qX/JlG9CcnsZVAbBRKMDIdmAYGJINmDwopB2rFekJDbkmil4TUohXqQJJI/yJEVVw63Y492A0e2UG71T/tiXf56jpMPgjuH0hQjdCgj2TwnvH5y1MBT3SYAFEoMahyXHCCrVCTWLJG3SdN5duoqaMIXzLhbrQOd5jxfQekkMy6i40l/Wg2kK/q2iulTVvch4F9X36drc+PrvnBAOu8RHU/a/p8fk1QlpNya7PcZMFaO3IlqPBUkyTGylAoyBJLMbpTDo2IJ/yVaEpJpwNMtqpeOA8bWY8a4iOhbefHid8Et9fvvWNeKpcPgpg0pjtk86qCODTKbOClHa5+AT0MBMnfASQ3GPhNthmSerKe+szNtcQRpYBFovozoz81VR0z4u2SJzIcYgIu8CJ9jHmRpjflBEdoH/G3gFeBf4M8aYg0YNNrEF+3JNHsxFQMdFY1tqRmwIetaJt2Um1MBK4bcnqydHdA9PQYTe9TaH+xEqgZ/41DfYDMf8/ZPP0zrs0/ngxNZP9czrMcnIOi6oigIdCsrMwL7Bx7oMrylOXgHd1sSHisnjDiGw8zWFmhrGe4JKDO//7Bbdh5vc+Bf7VkIZTTCj8SzEPeSMwI69ACoWzZVFpuGZgy8X1KyIVzlh10WluGK6DFXix40x31/YzvlXgN80xrwO/Kb7vxqtIsovovNiA03abzLGsgl2Wd268nVkHJrvtykrmTkyjSf0vvmEO/845fa/SPnSkxdpqZTWnVOGN0OLKaQ6jxQt2uSxIAF0YH0Zgondop1sRjz+fkXr5x7x5//EP+G7Pvs+OjKY0DC+pm0cx1PNta8mxMcZd378fYb/0QmjO5s8/uFrHPzwC7C1Yd22fSIabfJ4DECOGUge7Vrmytlrnvk/5O7SYWijd61KVWB2U9VwGdNetf81o6tQJX4O+GPu998E/inwl1dq4ZLFooVUxfEbTsqF7S0TZZc5NzUhkdn+Abfl+vQztzAKem8fo04GdN45ABHufek6v/wH1+k8FrqPE7v9Gsja1nVZMssAvHfcdCsk7Qito4ykqzh9MSB5acJPv/BNAN68f4Otd2F8bNPR9x5qWgcp0fEUMfD279wh62jC8ZTuY8Xh6yHqM9fY+t0EBnoWJ85rGD7idZFJmEKimjL+UEqWK4HGVMVkWObvUv79LN69Ju/IR0wXZQwG+MciYoD/3RjzBeCmMeY+gDHmvojcqKooIr8E/BJAm64/WGq9Rtc/rzh3XiawSh9VoOZlWzLcWMTZ8MVleiYIOL0doGNBh1t0HnU4fqVNZz+l/Vj41H/2Bn/2xhf5n779xxn+7ZvsvDHg/o/2GN0wqARUImy/afNRGgUnH1M8/YEhP/+p3+XeeJvf/q3v45f/wY8RnsILb6R0Pzhi8Eqf7nsDAE5e3+D0pZjtbw355P92D8bW2zEWoffOFg9/ZJfRT7/I3leHRN9+YDNHRaHFEZJ0Pl+EsRGccoDRCzPa4QzeWUpcursoxKRrEhB2GT2LMV5QxbkoY/gRY8w9N/l/XUS+2bSiYyJfABvByR2sLlznxLQKxtCk/KL6TSesL1tmEFVjKYqtF2AexhjERUKKBoZR17YZHo/pf2hVgtPXFN+zcZ/3pte49+417hxmnN7pkMWgu5rv/d53UaJ5Y/w6Kmkxuq4YvpjxYy+/w5cOX+KD4y06D4XpBi5AS4oJhKSryHoRaS+k+3BCMEhQxyOYJpgkAVF2O/jhCbtf77D/mQ6nH+uwObqGuvd4lrMyv4WC8Tsry5aGomPTouAsqzy3y8YIrhJzWKXtC47hQhiDMeae+34E/APgh4CHInIbwH0/WrnhZebIqolXV38VU+IqDklVuuiycZWpycu7QOXIpQWwm4yyjI33J/QeaFqHKUYp6yZtDPRSfvPBd/GFr/8I/bdDwpFmuqFIewY0HE3b7MQ2Tdx4Vxi8YNh55YCf3f0y7xzscvLVPSbb0PnBfU5ez5jsREyudzl9QZF1Q0woBIOE4OEhMhi5Vd/x+zTFTCbEH+wjGqY94eQTfbJXb9kI0rm6UNiWTclMWUiGa08Wokn7Q96VelUmfpn0LIHPpnQOLOPcEoOI9ABljDlxv38a+KvAPwR+Efhr7vtXGjZYbW1Y9n+Rvl6nL9a9PKv02+Raim3WWSeWMYWaehIEENlJJbk3s2F8LWZ4QzHejmkdR4x3XLq6u4YPkmvIVBGEMLoW0r+XknYjDj9tePedG7w3vcXN9zTt/ZT2Qcjh4Bp/+cl/TuuDGCL4/j/+Tf7CzX/OXxr+AqPdHt3MsPtGSuvhACHXgmUAACAASURBVEkyZDy1iV/OMGNl4y6cDoiPDeNdxfFuwPB6n9vH23Dv4exe6FnY+TmJQckslFsVGYOEod2ObZb4NCy77+tElyGBnKP+RVSJm8A/cFw9BP6WMebXROSLwC+LyF8E3gf+dKPW6iZ4E0ygvEovM+9V9dWkn/KEr5NMFtU9r8pQqidFZB+nTsQRh58IyNqgI5huKya7hnQvYft3Y7a/FfL0e2H0XROydos7vz6mf08x3gsJxrD9dkb3wxHBKCHtbZBsGrrfarHzZsbgZsBfuPnPOdRdtFaM92xCmOu/e2KDwWR6fqzeTbkICGYZW986IXqpx9NPhYyvge5EqFIshRkAqeacnIziLAipTR4RSuIYBZhUZvEaynlJP2rz4qr91y0o52lrBTo3YzDGfBv4bMXxfeAnz9ZYkc5z0cvKV0kaq2AXi5hHU9WmjhY9+Kpvb6LMJ6BG4hjRIClkfYhOHDYnWGYxBvXygO+59ZAvD15BjM1+3X9f0X2c0XkwRMYpuhvx6HOKn/jxP+C3/9EP0Hkwof1E8d9/6+c4PO3Q/nKXjfc1wdQg43R+3H48WTZLAGRmaoC6+5j+6YT4aJOspQgeHc0S8xbuo8kyF/3ZzMyYWs+Yg1c/PAjppYvAbfV2btc2XJwzb64KTi57B8/j7HTeifwsrCUFWh/PxyrnnmXqxaIH0qTMKupEnRRQHOuiNj0msUwSWdS3+5YwwiQp4kyNfp+AGU+QDIyyCWO33sno/5a1GHzrvwx56U++z2B/l69+eJvwSDHdjHjwwxGTGyn9t0Nu7wcMX+7R+2DIxjvwL//eD3D9zYzJtZhHPxDy8l9N2Xt4BNN9y5RaMYNP32R0bQeAybaw97UJ7a9/iElTK9onmbU6+PyUkwncf0T88DGImsUOcfiCiNjrcRYX48FJKaz8RRNmEMykpuk0lzaKAXJ9rAbVatngtE0ZRNOFZtEzPa8K+hHT+uyVaIoVlBlI8XgTlL8KNCy2W9dv3biKL0eV9FFsuwmDajJ+5+QzD85pzHRKNDAEE2g/NTbvw40OwYMDbnwRvvHmi0wnEa1WQrKdcfCpiM5jkF7K8CWNbgW5WTAaGqabhuENxeBGwPYffsTgpY61NozHmDSDTDPZCjh6TcBA57FGTWYrt765i3S7uWWilrxE4K/H56s0TjIwehZt2ksRZZXCMQgPRhpjZp+St6WE0fkcolahOqaxDFi/KloRgFwfiQHOrqyLVvQmEkQTzKLcd1Mu32SVXxX5bmjJME58zrM2FTJC9++lRIMAldrIzSo1kGW0jjSd9yKCJCLpdWhrGF033Pq3GdONNuEIwtMpvUmGboV0HyYMXmgxeAFUCkeHfXb7yqowYegmp6b9NEW3IuKBZuObB8jJEKM10m7xzp/a4fofbLDxpQeYoxNQOhfrRYMxKXmQ14J6ZIzJHbBmyW3dhNcGUW6vRTk4rNHWxbq4Ddu7UUPONGYRoJo9lkul807+i2IMK/a7PoyhSnRedYLWrfhVE77q9yKppUxNV4KLjL+q/WIZrTGQ520QQFJDFglGDBt3bZZqs7NJOMzY+CBg850x0+2Iwc2AwQvCtKfYfSOje2+EOhygb24x2Y3ovj/g2leEh38oJtkwyAcdtt4ezzEhtKbz9j4vZbu0Hg9h/9CK/oHCRCGTvYz9T4eIvkX/ywZzdJxLBfnKnjndpxCBSXy4eeOcuArYgpSZQT4WxwD8Lk2/t6IY2KUoZQRuG/dVrNJXoRJULVj/XmAMsPzC6/wGlq30VROvWL7pzW6KEVzERl63MpSpmKMzP2bovHNAMN0icUFUdGhjL7bf2ad1L0JGE6JHMZ17LaLBBtNNN1EDBa2YZCNishnQBdp3j2m/usfoRU0wUMQfHtiJ7/cqpMDRKZ2vuXyULvMUmUaSlNbTAB3DweshrSe7hMenQGYna1LMF2GT2ZoSsDqXYStJyXdlwry04Cd/WQQohn7L+5rdMwmj8wOSi1bwJu1VLUzLGMozxB/WhzEsA+iKZeokg1Un9aqgUB0wWTXORe3USQlNpQ73X49Gs6pBYIG8+4+I7t4n8iHPnJi+/zOvk3SFcAyb74yJ33nE7sNDHv30xzh+RTG60UUlXdI2XP+DCcHRANOKCIcQHSqyjnG6fzazBARAZqUWdDY3cc3RMbf/5ZT9T8dkbTj4VJfrh9fgw4duJfcbv1zy2mKgFS9VeJdon21LhbPkNcbMWyd8MBcfLLZgjThDqghQFpjDRUXzVSbuZa78VyChrA/42JTbNhG3V8EWmtCyl2DVl6m4UpTP10kkZTCzVN7oUnzExK7s0m4jUcS0L0y3hMm2kPRDzEaX9IVdNt+b0rtnSNsw3YBkA9r3TmCaoNsx410h2dJk26ldted2ObrfLtGsRfztym4yTefNx7QODMmGYfCCMHx12w27OQPP28xvkbET3ksIWTb7lMO+1QGeRfBSFd6ZuntfpKtctc+LRV3BmNZLYmhKVaZN/70i+lrZbt3/RceK4zgveFl3fpmkYwxgJ6MEOl9Vpddj+uoNwsMx0cD6MgRjQ9JXnH5yh/3vCek8MmRtG/VpcCezyWVChWQZpuXCvQkwdb4Cc5GWstwS4K2JFgx1ZseDQ679q5Dew12OXgk5fC2i+6+CHFgkCp2D0qJrmwGKop0lJihJA2X1wjs9OYtGbtI0ehZy3tcpJtGtomcovjemZzCm9WEMq1AdSFllymwy2cvtlv8vszacR0VpOqZVyK+ghV2KJlKYTsTu7x8wvdHj8PWY45cDu9nqpibZFJLdhM57EWqs0F0r3pskQVKNCcCEhu2vhnbl9ozAMYD8N86CULyOJIP7j+gcHNN6fIPTV/vI1gakmc130WlZK8bBob3+qnwSflJrY8PaO9ViztPSYwxFicExlLnALqKY7fPGXuei/JdVdB7/hLo2rpIu2Md3JmPwVKd+lEX1Zch/U9CnyBCW+UI8S30179+ZMN1ffTqg9eZDMAYzTYg6ETpskXUgHArxoTDd1sjU7ac4FdJMoQ5ObDupJj4y9N8K2f2GSxjjgENTwAjmmEFh8xTOlGrGY9R7D9h62id5YYfpVpwnsum9DXJ8YgO6+rHLbOWfI88cvOTirhmYtz7M3UdtHaUy5/tRMGWaZdJCFTXBs8pUBapfBKBuQhdsd30Yw6ocrs7cWKYm4voqE3gRQFqFO5yXcy9bmc5IQjO7fv7CZxnamwjjCB0pWoeacCRsvD9l7xuGd//jGFIBgXAE8aFgBkM7CQMhHNlYDfHDQW4S9BYEGz1qNiFN2fxXlFxcWLdIBDXqQajs9uz9A7v70oGJhiyfvBKFNk5D3l5REqzADzz46Tdcuf9nMA0PTi57RpcmyVU8x6t4Jy6R1ocx1D2ki0zCupu3KkNo6muwyhia0jI8wx/2TGE6nVuRTJIiUYhSQvjklJ3jCerwBDMegzF88oMtBt99nf1PK+JDw/XfP7VmRyUEDw7oXOvYBLcnA4sFKAEjzkHJWHWhZGHI70Fhd6Rxlge59wB54CwXVaqDNhhtx1xFc9aGIqPIspnaUdyVaTQiIcShlZwcSGnwvxvsxCze+/NMzMswZ6/yDl4CrQ9jKIvpVTdhGRhYx/XL5xYxjGVjuGpaBJ5WYSj+eFGXhsKYtc1WFabIoyf5/gO74ivMwyf0x1NaT66hkozg7mOb2VoUZjym+/UHNm3dcDzT2/NuXVAVT975yfftJ74DDb2L8lxkpizLI1F5y4Y/bn/oPBmNSdL5pLZuDABmLkhsMDOpevBRKWupyTK3NbvCD6RMZdzqvO9BncTwLLCGc9L6MAZYzAwWSQ6LOHAVp64qu2ilv2p9sEjLpJy6Mg5xrzvnw7BLkXk4t2Z9dEw4HkMQWAcmL46L2I1ZgfsfxbP2/LDARn4O1FmVoihJeEtJkUH48mRI7NrObOQmMY7ZiSoAjtm8NKCVtVAYM2MAnrz0UNjtmeefqMOIyvfZ3+vLkAKr6q8isVaN7QppfRhD3QXXMYVFk7xcbtmDuKhoWB5vXZmL4g115yissBXn7LAKmADMNiuqwgYnbWYRnCHHD3I/gmJINZnp8LRa891mdoOVKThg5YwgkLOOSVlmV3PvyJRXygc5kzqKYyioEtaZS83dC4lCew8cU6za3n3mflUtSpc5Gc/zDnwE0sX6MIZFtEjPXua30ORmlqWOuhWiyYty2UBWE4vJMhxGLNgmrdiGb3fHvQQhLgUdOL1/MnFORAVJo2yKZCbGEwRuEjrJQgUQKiSOnYmzNJGL3w7QNC6vZb6pag6f0EhBZcl9Efw4iglx/X8RK4UYjZ4myzNVVb1HVzERL6KOPENaL8bQRJ9bNGmL/1ftt1y3aixNmcyisquOs8lqsYxRAdLvIb2uNS9GYc7gZDSx6sNkYiePF7lLEZCqesiPiUImMvsdqJxZWFNhZhPjegZRFQpeK+cXkeXtgMMglJ65R7udkbmK4aWEqc14JZHNfJ1jD0lqXZ6r7lPVs30WK/MaYwue1ocxNFUNlonw5yVfXwWIkuVJUs/T/iovxGWAnw6UVHEEaYp+8tS2FQTWhJimMyvGov6XMqZsPoJaMt+/RGFJuojmgUqtZwzBk1d5KGAEuWSgcqZDHOXOTno0mjGBufGt8M40udcXndhVC9Ca0fowhiItkhwu40YuApN8bsTL0C/Lk6uq7+K5ZaBXU1OuOydhlOvs2fGpa7e0sajJpFlViptrxwaQMX41dww3X+39twMXvaQiFKwK5e4CddYCEgTz5S97sl2Vleoq3u9LoPVhDFUv4rJyRWo6aRqg0XMg1XlX+aqx1l1XU0yiCuuowFt8ApocF1hkr2/KhJswh/K1zJW1ZtOZ05HzQvR5J3zo92yWgg6YWSMgBy1zrKMk7ah2Cz2e2Gu9TED5zLU0aOs89VYpf5H3sgGtD2PwVLdSL7vZdZNoWbllQOayG7rspi8DR+vaaKoPl/rJzX5w1jxXVW/RKljFiKqoqt3KMh5jsBPdAoIZmMCOWykLMpbyS8xJAl6iKMZ0FHFRrS5g1rtKKeAqaFXVdEVaP8ZQR01evjI1vXGLbvKqQOh5JuB5xnymnrJIfZUDTxOpYBEo2nQ85esuS3DlY0UJrRh7IY7z6Eq5NaHg8u3LmTR10Z3UzJFKCSa9xMnS9Hl8FCrAqs9lBVofxrBsVVqG5tetuuV6TR5gFfOpAuOWTaIqKaRpOyu8aHk2qmIUo0XjuCzcpI6qrrtOzfO/ixukvKejMTbMm09377AICZR19c5VJ2eZOP9VLb6WyyxXR6vgR8+A1ocxLJocxe+qiV7+Xzcpyt+LGFFdm4sklrrJVydVVK3iq6pA0GyX4LL7WyzTBJ85L6OpAWRNMrXfANPEWh289OB9FkJnZi1iQFlm4zqABTmX+SusMr7LoqbMdNH/8yxwq5Qr0fowhjItW2nrJIimXLeJdFFVtko898fLK2Vd/4vaK49n1ReqTE1VhGV9L8NB6iSERQykjrmbzJo8s2yWcUtUDkyaTNs6zqqR56yoYwpVEkodXQZTaMrsm9avauOKJZn1YQyLVnr/v/y7bvUui+jlb89YmtzsOv28Slxe1kbxf901lctU1V/Uf/me1ZVbNuZlZc6s+qqQYDcjBxrLdZswDHAMAPRkkmMKgMUVHFMoSgcm75f59i9TPG+CQy3DpMpjqqKPUIXwtD6MoeoBVqkBTVbVpivdsold9/Ium2hNXpRVXo4mY6qqv4i5rLJy1jFHFeTbo3Nzo1JIYndv4tPMVfXX8OU306lVL3z8BaOtT0Qx6W3Z10GE2V6O0vtTdf1NGUYT6fM7YNI3ofVhDDA/+YsPa5FYvUzkrnr45bbL/ZfrLuuzrt6iiVg1niYrUtOx1ZUpS1PLVjF/Ps/c5DNEBdajsrij0RjreBRFLn9kBsv0/qaM0xQYjM4w3upSVV/ExXWMcqYxC+FWETl62T27LGqqHi6jZwBMrhdjWLZKrrr6lnGAcvlFkkTxIVYxrEUrch0TKE/KuutYtLo2UXcWMaSmDKZwXqIY1e/Z/0ogSa3LuG/bJ9f198NbFkLrtqwnE7eXYYFK1FSNK1+bKBDwjlNzgV4h336dZ6/y27mr0lCJqpZCVpmEy66l7r1apa2mi8cFaL0YQ5mais2+bNUKXr75qwJRi9SGZSL+MpWjqp2qdhet7nXMr24sq4rPYMX3NHWuyMrlfwzn95P4MZQjMkUhCrdOF30simNZVfwWyb0mZ2VmWMfcdmwRF9ylFJ+BgqRTyFg1FzmqEFm6caSnVVSS86odq0iQ56T1YQxNsILisSqQrYr8C1u3Wi9blYqTronKsuhcXd+rUN09avKSrcJoPYn1KpTcs3C2DbuOGeVbp33kZiWoTtv6HhjrtGRjOS7Z17BojHlsRxeJyjGGcgq8nMpp64pU2AZeri/ORGqmC1SXJnQZz76urTJdgvSwPoxh2Y1btnrX1VtUd5mI3uTcIrGwyJSWtdOk74uuCk2uo3zMV3WmQx+7kTCcxWAw2m7dhjyfJkbl8Rx8gJhiENk8VFt5N+QyvAXmJQU1Hycin9AOnCxGiprtuShJNYXcE3Oh43wWbq1dgJgrynV52XQJY1yfTFSe6iZRFaOokygWrGZ52WXni9/Lyi06t2hFXyQqXqTv81L5uv09Lk4u/9s4sTy08Q9yEd27JxfqmzS1TMBPWhGk1ULiaH6S+zpNxrgkVXV1RCs1wxdMYbNWEUDNu7Hqko8XmUeDOi8tArabPusm78WyfhvSUsYgIn9DRB6JyFcLx3ZF5NdF5E33veOOi4j8zyLyloh8WUQ+t/KI6vTzRcfrALa61bpOpSjXrwN5qsZVPl+30jd5CepUo/OoAk2p2GclEysneClklc6yWT6JYjZsf//9uLUuTDbJvRvP0DKVrZjcFqc+lFP0FZsL1HzIOM8g5rqUvEzejlL577q2G1ETLGsRFZ/LRVXPhtREYvg/gZ8pHfsrwG8aY14HftP9B/hZ4HX3+SXgf115RFXAYZGqJIIyIyhOriY3prxSljl0ua86zl0nxRT/r4oFlM8V22oisaxyrNymspYF1W4jrdaZVdhMp5CmmPFkJhWkqY3fmCQz6cHfF58oxm/2yvRcWLnK61xAIoX8EKomia22uS7nQs77T2HLt/S68IlXCHZ3IIps2STJrSkSx0gYVb8TxXvnJA3V7aJ6PVS3O/PxaHZRzcpdMS1lDMaYfwY8LR3+OeBvut9/E/hTheP/l7H0r4FtEbndaCSrrLRVE3DRSlvXl/9d5Mh1D2bZJKxjTkVaxjTK9ZapNHVSVLmv8hjrrqFYTwWodgvpdJB2a5YzAmaTMctsoltPPreF8VGg9Uya8MNKHCPxbszeurDKxClaHpSb2EXA88y9KDCMct4JsEzv9g2mN3pMvusFVK9buCbL3KTXReLIMQdVGItYBupwE9Vqofo9ZKOPdNqz62tKa4JhnBd8vGmMuQ9gjLkvIjfc8ReBDwrl7rpj95e2WAbwmkyq8kReJoYXyxfLNpmATSbforJ15ZpICOVrX3RvyrQQxKtRTURmwV5cvgdgzhSZo/fTqT1QRPt9QJWCOVM8cyjm1lSCDdRU2CpdtUAUxxXa1TzPRZFn39LW41JxljlU+S3k2a4V0u0werGPCYToJJ3hJoDa6NtyQYDa3EAfnyCZSwXoxxpFMyYXRzZ0HVgzZ9IgEO0a0mVbJare8Mq3UkR+Catu0KY7P0kWvRzl403AqrL+XJ6Q5+mnuFpXrdxNx1UuW2ZcVfhJFSNbdg1VzKWWYRRiKhYm1NwLXpx8RYbg/ldFlfb7G8Q7RAXBvMRRdR2F+1C0bkirhbTiPH4laYYByxx8pms/Jo9JlPJdSmCZgtnskbUVJhA6d0eYTgslO5Ak6Ft76DjAuNwa0fsh5uTE5ufwfRTycLC1QbLXJ/rgCSRTF237GTKGuoVApGYmVtN5GcNDEbntpIXbwCN3/C5wp1DuJeBeVQPGmC8AXwDYlF1TOrnaaJZN8PIkW4WxVFEd0LlKe6tM5CJV9VNmJqv2XVFP4ihf0XO1Ya4NPYvPaAoMypv9TJZPmErgzoGXEoUzU2eTsYL1qOz3MK3I7c2wAVtsxiwgm8wkGCXkzkxFM6USpNfFvHST0Qs9EAgmGt2OmL6wQdJXdO+NUYlmutMi7Qao1BAedMGHj4MZ48EyOtOxCXvNYOhUpgU7Pquur+kzrKvTZJFrQOc1V/5D4Bfd718EfqVw/M8568QPA0de5VhKy/T8MuBThTlUgUJV0sJFqAkwWC63Sp/Lrn2ZmtW0zQX1izkbfLaqs22Wc8U5pL8sSRRE9tmqbwFJr2rMeRsuxHJmWalMtw2t2E7EOMLEEdK2UkTO1Pz4i9+OWUgQwI09Jje6pF2Fcf2m/ZjxbsDp7YDTOx3UYEL7/inBVNN6MrFbv2/swq3rcGMP2exDFCPdLqIU6mhAfO8QPRyip8lZFcZTncR2EaZQde6ctFRiEJG/Dfwx4JqI3AX+B+CvAb8sIn8ReB/40674rwJ/AngLGAJ//lyjqhPNF62MVRhCub1FvxfVKfdRNYYqhrRUZK9QFy6KH9RhEAvwhPIxiWO76ieTUkq4CgZS9AsoZqcSn+BWuRT0xqomfnzaJrQxOpgxvkX3ylNkGYB2KzNKYZRCsgzJtNXvM53nqjSKPKaDtFs2CU6/S3Jzk+NXO8QDTefxlPBwjIymEIVERyGbTnVIdruEp1OiowQxBt1tkey0SXsBSU+RtoVrX3yKefAYkhT9+MlqLtR1tIr0V1e27l1tQEsZgzHmF2pO/WRFWQP81yuNwFPVpKuaNHVAYRXjqAImq/osv5Sr4hxNpYi683XqSNVkPi8TqcIY6up4hL/8bhddiuvQf5kHFvPNTSIl4LHw7SWSMqi86HpSDRJgPOifgPGSAMzlypROG+n30Fs9sk6EEUG0of/hlOhoTHAwgNEYk1pzatBqQRRi4gi2u6T9mPBwbNvLMsJhQNoLGF5XhENj20tS9Gg8H2H8PNSUQRap6Xu2Aq2PSzSsrKfPxzospj5vKKLVvYBlBlGlgjSZXMV6i1b2KuZXxwwXtbmMmr50/rz3QSiqEkWmkO9XmMVKmNuHUAD8TGbPCeTteWR/zslpia7sg7RIlmE6kQUBRSB0Y0hdiHpvZgxDpN22qkaqCZ4OkNEE0pTg+jbq4BQzHJ65t3qrZ6UcAwSCTKZImtl2JhnxcUI4Dti4m6AOT9C+31WwIX+8LMWeB2eoa++ctF6MYYmIm/+v08OL5Rehs8V2mq6yy84tEucWSSDLmEJVn8vabDrmMhXvq/MkNOV7XSUp5MwgcM3Y/wYz726sDcgs+7W4a83Nmouel+/H4xGZRqYpuuVMlplBpW5vRBgihTfbjEYwGtmYEi6kvjEGBblzlgTK1tvoY9ox6Xab8HCcb9o03RYMJzlTy1oBvftuY1nRXXpVsf48OMOi97bpe7mE1ocxNBHNy1XOIOU1en3dw6jrs/wQlwE8yx5ulVpT7rOu73JbVeWWjaUpFepWWiKqck4Wz9WZKcvlixKIN10uI5m5J6M1kmYwnBCMEwgUpNbZSqIIs7eNDEaYg6P5d8SrL15iGQxnY9UGMo3e7Nr7kJmc6YT7I6Y3egS9GJVoks2YyXaIaINJIL2+STAcWQZXDi+3irq3yvNr+k6e831YH8bgqU7PrpowVSvmolW7qp9FZaowgDoJpqnaUK7T5DoWMa1F174MLK1boQuMy2arNjPTX5E5FJgBgWUIVRmx55yBipOzaKmQPGrDmXF5ZyZpt+zpNLOifbGQd7FuxTBNcklglmnbg6GzWrl3plK5m7ZMU0wckvZCxnfaiIHehwHBOCVrh5hIE4xSooFitBuiIkO0ERO6seXXsUhlWyQNF8ssegfq3ucmqmIDWh/GUAUAelomYlb99/XOAyzWAZV1VKfe1LVVrrNMQllV3FyGm5TLlsfjEsCAnZSGbBb3oLgXyZePIjupXAapPC+lz0ELuVSQSxTejdnt0AxaLYvkO5dlY8wsaS3Y/sMAkySQTNHj8VkzqlIwmcAxNlakG0uencslqSmOQ4IA2dsh2+4T3H8CwzGnn7zNyZ2QYGQxhsff32H3jSmDWxEY2PudJ4Tfuktvo8/gu28QDFPM8enselRorTp1WbabTNxldVZtU4Rn4eB0+bQIS6gSjcrnl7VTNdHKE3PRBC9TExWi6n9Vv+WyTV6cZXpm3XU0GZ+3FPjvsgrh/htlGUdxP4Rf3fPVuNBHvntRk29iIgxnG6mMCwevNQI2XV0rtvWnibUaTJM8JkS+OalwvbnEEgR58hpuXUdvtEGE4Mkx5umhLZNl0GphwgATKWi3YDKl++GQtN0nmBqSrqAjSHoB0w0bDWpye5P28QBzcEj3rdCaXZ1reL6LMxBMVhNCroouCTSspRXbXh/GUKY6gLH80i/DAHyZZW0vKr+oTJVI35QWiYvLxtFUTG2q3lRRLobLTArIspLloaAieN3dBWcxFXsrfHt2E5XJg76ciarkk8ukmQUMJ9OZDu/HVcQnijk6vUUiCpFej9ErO2QthQ6FdjskOjnFTBPrVt3tYJTCBIr0xhbB6QQyQ3s/QceKYAIbd1NG12KigUFHMN4LiW7toL49ggePLTMyZt70WoxJsYiWPYerZhg1tD6MoUofrgPWFonJdSt0WSqokjj8A64SrxetznXXs+j8orLLGFcTaaHIsJpKQaWVtyoWgU0gq2fMojyOQpbtYj0LZhZ0+izDuN9Ga4sflIA7A9b8mOl5pqDUnNmz8hbFEbK1SXJ7m+lGgGgQY5BsNl7Z2bJu1SKET07Q/Q6TWxt234QShtcD2oeazodjshdaSAZhYshiYXK9S/dBB73vNh470yiQ+zKIkuUCQ93Cdt4FZ1FbK9D6MAaoF+2XXeiim7gMGyi3PBnYxQAAIABJREFUVwckNsElFo25atx17TZhbouoCeNc1IYzJVaChm5SGr9CFsfv8koCkJlccrCRpbO8zNyqKjZgCy7CU66n+/gJeTi2Qp3CJiwJgoIJc5YAV6KI9NoGJhS698eINtaP4cmxjT3ZbjN8/RrRSUL4+AQ5HSKdGAR0JBgl6BgGtxTBpI9KDUlP6D7RBCONSu1znr9HduyiBDNNCiHra2jRe3teCbSKztHW+jCGOkyhrmzd/6oJWlxBi+UXAZbL+iz3tahuuY1VxctVxM1FDKzuPlVRENhV2Z/3k9ExhFlC2WCGF4CVBBzAp3a2Of78HY5fDrj5rweE33x/PrK0H0Nu3Qhmlo9CshqJYxvbwNU108Suzjf2SK73LXYwTu2kDxSm3cIoCE4nhA8P0U9m4URMu2X3OIyndN49hMNjzMmplVrSjOylDTr3R6hJiko2SLuKtKvYeGfAZqpRx0NrBp1O0XPu4tol2rWJd/X4dB5faLoArEJV798l0fowBk9VIn6ZqjAG/3tR2eL/RWJaE/G7DtBcZUI3pWWqUlXZJm0WGWZh9TLGIEWGUKRg3onJr5IWhXfmQdeW3tvk6NWA8TWDCb2XpJ4HN32bxajSrl2JbaATc32XdK+DTDVqmhI8PIQoJNnrkWxGtB+PCR4dYo6OkY0N0uubTPZaZC1Bpdv0fn1/7nnK6RA9GMLBYW4BQRvM8TG9r9zHjCegBHWrhw4U3f2U4O5je9vGY7sbtBh8xt0r8dYc7wq+aAFbRE2ec9U7XyftnoPWizFUrbxl0XyRBaJ4rIp5rDJRl63QTY5VHV+kiizj/HXXtirOUdVX4T7noeGLqoJycROlAEB6gNBHRfL6vxOxJzd6RKeG/l1DeDKBW9eRJwfWpOgBR3FBV7sdTKCQTNvYB2GA7rch1Qxe6ZPFQueJ3chkOi3S6xtk7RA11aijIeZ0YCd3K2J0q81kU6EyQzBhFtDFWTH0YGg3WOXMb/atHz/Jr7f7xiNa1zYJ9k/QxyeujDPJepWoEO/BKOoT6zZ571bBFRa9+5ewGK0XY4DqCV3FeevUjirQrUqlaMpV65jJKqpOE/BvEd5RVXaVNuvGUaVaiFi/BLf7sag25OqCdwH2FoGJXWFFzTJTCza+wd5XhhglDF7uk/QUW9+KCJ4co7d6yHCCTBOya5scfmrDBkrZT3M3bJUaWo+HxMcpJhCCoXUykq0uGAhGKeHTAXIysPp8FCKjCe2nU5CY1tOE+NEpsrOV30tzfDqTEtzuz9n9sIl0fbYt/egJ6vAInemZWiOz6FYWC5kUbqF7XrpCWlhGTQHiZ0TrwxiaYABV0sIq4lpZ9PeMony+CnhctOqW21zU7zIq91mHHzSRgurUnUV9q4LjUTlBi9eZtcojeUgUQRxb/T+OMC5GggwnxB8eoPtthi9vMrwRkLWEznaLVtLj8Hu2aB1lRKcphx9vc/wJCE+FaKCIj1LiwwlqOEWOTgkOYiYv7zLZa6FjITocEz05xoQWeDSbfSQIyG5uE9zbJ377EeH+BmowstfksZGxTZVnMudI5VSg/Do9k/B+GlmGGWXMm1rVPMgaKEzG7L/W1UFplzH8ps+w7tgl0/owhiLViVR1+nvdJCoeqyzjH2bFnotFfVYxgDqMoXxs2TWXfy8bS/n3RchbCGIX08CrDIWJYsFGDSpGel10t83gtU1EQ9YSxjuKrCVc+8qIYJAw2Wsz7SuCMQQTQ+vBAHU6pP9hGzJD2o9Iu0L7MfTvafrfPiU4GgCQ3tgkPB6g+21OX4ytJCE2mEqYdkl3OiQbIeEoI36oSDdbBA8DzOkpMhphVGBdpGPrp1C5Js8Fk5GzUgTkGERudQiUy6Q1wxfs/dFO6ii9T3UMuu65LcPBrpgpwLoyBqie0FDPAPy5umPFbxUwl3CkKWMp0jLRv4nUUW6vzBDrrrnYblUfKzIkCQIbDTq2Nn0zmc7Oe98Dv/IqgVaLoz/6Kg9/SBEfCv27hv79hN63T4hf3ODwtYikHzK6HhMONdtfO0QdOQzApbWP331C8sIu8eGE2791BNMESVJMHDF8/RrHL0cMbwuv/p0h6mTE5jttMIZkM2Z0s4V+qU040rQfT4jeeYgZT4jvPZyFm9vdJL22gZpmVg358An65JQcQwkKm70qt5IX7l1BajLjibVGlPJvmnTBPa97DotUZfdsGkkLVyBBrA9jqJr8VRiBP1+sVyxTPl81cctJVYuTvjw561SWIjWRcJowiKprXEVKWKR6FOsUrlfiGNVqQcttAkoKTKHYro/K7DJYhyNDMIVwBDtvDAgfHjlcoo8OhbSt2PyDRzZeQpZZCcTMbP4mjhjfbDHeDohPO8SHKaIh7QU8/VTI4JUME+k80CvakGzFTDcDWocpaUfRfjwhfHRs3ZELHpkmy+DomNAFXxGdoceTM4FiJPfU9CqSmVefiszBu1fnWazK79Q5J+aiSb7s3a5r4xJofRgD1EsGy9D1KiyieCPrgJ2qSbSM6qSKZfr8omsoH1+mRlSNpapc+drnmIx1GVbdrn3Rk6kL4mpczMRgFvTEtSGt2EZNDoTe2we8fGCDmYQfPs1NfJ23n7Crrltvw/F0htL7WI9+MnZijl4OSTZg51vCZDdivG33IoRD6NwNUFmAjCaYbpvTlzskHaH7OKN999gymUmCORnM/CC2Nu04hiPrYOSDzBYsJnPfzKsCxeS2c0yhGJlKFGdDW10irTrxF6kjF2AY68UYPC3DDzw1Wc3L5+vay2MX1qzQ5bqr9F++tlXr1LVxnnJiczPY+IeRnUh+PF5/vn2DbKtNcDRG7j8C7ZySuh1OPrFB0lVsf/OU8MmpW9FTl3HaYE6HtD84Yvx9e7M+fSQoEfs7Ckn2uqgUNt43bHz7FB0FpK0uaQfah5ruI0N73+6RkChEpQYdCfHhFHl6ZPvyTMflchi/doP4yQD58NFckt05nwl/jBqm4G9ToM6CiF6S8Alu/X37KKnufb3guNaLMVzGpFnWbt2NK+IN5bpVakVR1WmCK1RJQOcFEOvKVUktvi+fLSmOLMDoczoYM9sZGYbQajH4xCZJV9F5EtJ5cuBC52lMp0UWC2kHjl7vkfT7dB9rNn/vvl3BpwkoMNqgQyAM5q/bOT+ZVkzSD9l8L6XzcIQ6GpLd2iLtgEqgdZDS2h+jDge23+GIjW8e0evHhI+O7fXsbtnvJEVvdJle7zDZCtDxBp0kQx48sSqGZ0p+D4ffbFWICem3kp8Jc+8DzxRiVwIua/eSReQ7nNaLMSwS+6v05zpJwp/39crHV5Ew6uoWx1HX1yoSTlNO3xSQLOEmqt2aJZQ12u5N8O7JXswPAtjaAKB1lBEM07noSulWG8mgdWQY3FKoH3/KvZMOG1+LLVNo2VDuut+idaRtMNUwsE5LocvSNBhhWiHjbdtuMG2h+hHTzRDJoPM0o/1wiDoewmSKcSZFdXCM2tcQhugbO0xu9QlPEsLjMVk/JukFjHeV3ecQbNNNM+TJgWUOniEpNbs3Pr29KcSPEJnzhJSgkHvTb8MQsSHrys+kKRa07P1rymAWqaCrtlVB68UYoBpnKFKddaB4vgo3qFu564CjJg+7yUNvKkXU1S/TMtzBSwZ+Y5FfKdM036EocQydCNneRCbT3B8ApZDjARu/e8/6B7RjN4kEJOTw9S4I7Hz9lK2vJhw82Wa7K8j0KXqjw+DVTR7+UEDSN6ipsH3zBv0HKdONgOENxdF3p7z069t07o/ZfnOADhVHr3UYXxNu/asB/W+czp6Hi7Yk7Rbp7R2ydkjrvX1Mp8X+D+zQPsrovPEUMxgSPYQI6L90k9GLPXQoPP38Dba/1kG9/YEN1JqmZ26VT4o7txlLxDIyB2iazPoxmLl8mUvewUXvyXkXpfOU+3cGY1g0kYvHi6J4mZpwzaoJWa67bPVf1HdZdakDAJf1WTf+cv+FPlS7NVvlK3RpiWO4tkN6bYO0F9L59j4ynqLbLUwUECiBTJPtbTC62aH7QYB8OAZj2PuDQybXu+hOSHA4ZPffPrYOPlHI4FWrfqipYDop2cb/396bx2p2ZId9v7rbt761V3aTHJIjjqTRKNpoQ7Ziw0aEOBIMyAacQEZgCYkQ+Q8ZsQ3nD9n+IwICZ4OXwEhiQIaMSIZjYRAr0MCwYckDRYq1j5ThzFDUcMhhk2yy2f26+63fepfKH3XrfvXVq6p73+ue4RvjHeDh3e/eWs6tW3W2OnWOZPyhAKlOKE6fkUSLiOPbEflgwHCvQApI5pLsCI5eGrA9K4hOZgpR4xzF0YtD5rsRNw9GiMmcweOSwd0JLPN6t6POanUyQ0Zjyl7EfCdicWPI4L0UUQeAVWOyGgsVF0asiEKS1O7deUNEpeG/0EDbqUkbQpKtCy6AWnJxCIO9UG1q61oIXThtm9hmlukqjXTpv6s46JJgutTTfeix0vkms1QZzezjynpi37rO0bdsKxvC40LlU9jZ5L0/u8v0VsmtXx0zuL/ggz8xpPyuY3q/vsOzn5nCbI44OCHtJSyu9UnTBHGkHJHkeECUS6WrS+htz1lOM/r355T9hHiR0NsXbL1VkY8kMhZUiSAqJKKSzK5GFEPIjkeM31iq3YZ+huylRIcTNt6dM9iLEZM5YrZg9Poe4mSq3icSkNe7KQdHDN/uUewMEGVGMjGkBCtD1ir8nEEUylIFhJkvVmHZQNkYqjq+guv7hiRFV/k2uAC2ivOmqPv6gYujhqzybapHG/fuKvLZ9Wxbg8/A6KpnlrOloZBqUnM7kWVEoyHRoK+s8blx+q+ur2IfppSjDFHB+IMlg3eOkXlOfmXE7p++x3//Zz7Ng1ciTp7rU/UgXySkk7p/fapSQplFVMNsTaQuexH73yIQ/8ERn7ixB5NEBVZNVLLY7ECSTiqqBE5uC6bXE4phHY9BQu9AMN+JKXZHlLtjFrc2mT6rjlSn9w7ov3ug7BhSKjuFlMiNEWIwULYLIRD9vsKxrBh+uCC9f6RUiKpaUwMaogCrsHKLBXI2p5pMFVGw50Ht0aj/nHPQNbdCc9VX9wLAxZEYTAgZIS2j2ilx3b52tR36bbcd4gY+FceFq6uvkArTpj6IetsxS5uYCCqzsmFQ04eg0kQtoCRBlBXZUaECl9TEIzma8+bb1/i/ht8DAnpHJTd+p6R8NWP07lGTkbq4sc302SHz7YioGDA6URy8GvV4/C0xu6/c51O7H/Lb955ndCemGmbMrmcsNyBeCk5uJSy3BFUPTp4TLLYSegeS3dcLjp5PqGKY3O6THpck85J0UqgIS4VaiDJN1HvlBeTKU7KBOCZ//iqH36S2PJMpbOcl8V60MjSabLCq6sNiEjmbKxtMXvttdPkW9ndtkxrbpMELpmZcHMIQsiWEjIn2/fMMnE8tsLl4iGDZOLWVPw+HaCSTaLXLUDvjyPkCfRw4ytL65J/y1hPjEfmtXRAwv9ZjthszvybYvJOx9asHRI+OuPH/bvF78iX6U0H/g2lzXqGJpRhF9RalYHpDMLuWkB2MSe9XiLykdyD58J0rHE4GzB4MuXIg2f+WEYstQdmHYiQRhaD3WIIUlD0oByCPIZ5XyATKvuDgumB8V7D95TnlMGX+3BZSQJWpVZ0eFyooy1v3kJMZzTZiDIffNOTktoq8lJ7Axt2UWEsEOl4lrBFOWZar5LO+7xWaU10N2E9rMZ/FUB1ikC1wcQhDiOK2idV2eV8Zk7L7jH52GRfRcUkT9r2QzcClXvgkFK0uJIlK6KpjIsiqDqgaQxYhej2iOKJ44QZHLw6RkVIXsvf2ya9tUozqeISRIJtIBo9Leo9ztUCKgt3PPWS4t008nRJ/+GiFQ5Igtzd4/F07DB6WbP/hlMnHVHyE5GiOyAv2X7nG5DYM3k9IX99k8bGKo5fgxu9UDPcq8mFEPoyQsaQYChY7ksGe8h9Ip5KjF1IWO5Jbv7ZUdoFIML8xYLEVKbfrqeL2vce5yu8wTBDPXyc6njfp5ogzlY/yLqSziuEHc9K371NNZ8rusqzfFUUYpJR15OncPxfsueL4Np0WZ9tiPs8CFhEiFusJdE/Znowo1UIZgrvCxSEMPgnApri+wT2P8dHsz9e+S3Jx4eTqrw0nl0qif4tIEYQ4QoyG6p62wOtivQxuXKXKEhU9aFEQHy/YeEcQ5RXxo2Pk0THJ4QnpeIhME6qXd1lsJWy8PSPeO2xiMIqjEwZvLBVuOix7tLKbRDnq3EMUsRwZEZCl5OTZiLInSSaqXFQIkolgdOcE2YtZbCnxHgHDvYrBIxjeXyDyinhRUoxS4nmPqhex//wQGUM+EogKrv/elPh4rgjkdIEoSqIsZfrxHZLNHunjGaKoqLKE4Yc5/Q+OlSv2dKYCstQh1+xIVCKOqfLF2cT7rmroWcu7bFRdQESIqEJKB8FCvSNSNA5qZ4GLQxjaqKmrrE+vb/vYNmV1LWbXR/JxdfvD2vW64FK3vyYdJMbnMbblQB0YEhtjHn/HDqKC/uOC5DgnvfuI5L6KQiSh2b8vr95E5CXpYc4gEkQnc1gsVwFHNP5CKMckcxwWS7a+fEQ5SClGqYqMtFTBVUERA5lIolIQLyX9B4KN9yqikxlVrKSXZA7ppGLjqyeIvETM86b9bLJg92TJ7JkhRy8pxMfvSeZXBPFkiVgUK+NhVSGmc+JFxfxKiijULgdA7+FMuUsXRb2VWa6pEI3BsfmW1mIJ2ZXMMvb3fVK9v2EQVh6KNhVWVrWfSrQKJGP7WIgIEYPSx7qjdHEIQ4j7hhaca1GGjIImtw9Zln312nRQWzXwlWvuRepjaicbnaFJxwYAldkIVltucazyIQz7IKHMhMqSdCNlC0hev9PYFrSt4f0/vUHvkeTa7+6T3j9SIjg0Tj0yEpS7Y/LtHlUq6D+YEx3NVhmpJnPmHxtT9COVlzZXhFkmMdmBpDeMGL1fUfQF2bFk9KFqP5ou2XxbpZCP5jnRdNkYM9XNCMqKaLokWvYZfpggBYzuFxx+IuLoE5uM3p8TH8+R4z7xo2Moc5R/REzR79F/XCJKSTat09KVhvgc/L5GOrmu9oCzSKuuvh1zoknRp+1FnkUu6y3TlWu2Op8CrBzagFP5Q8/qd8FFIgwazAXWZltwLW7fYgz9N8uF2urSfoiTOOwSjZeikY9B52Bo7AlQc8zaF+HqDpNPXKl1d6GCnpYq30E0r92Yr+7y4I9fY35NsPFuRbQAIVHc2uCmctADKamGGScvjCgzSGaSKo2IqnXulY8i4qVkOYqYb8f0HwxJjuZsf3XO5jsR6fGSYqy4ePp4qhZ9UarDVrXjFEnsHbP0pGD7TUG8KIlnBaP3xxw9D9BnsBdR9GP6UiLyEgSkx+rotyilCuce1+7LkQApEMTrQVP0t67D1UV91HFsTD3cM9fM7xeaHyFwSrhRk7lLEQgjZ4eOPAV1kBy7uTojee2otY72KgWfSjF4Ns+Ei0MYfAvMZfwzpYSQamA/N9vx/Q5NDBe4uIyLSNht1pJCExIsz5Uvv1h54pUfv83RN43YeuOEqpcwv5rRf7AgOZgS5er04fDDiigvefSpEfFCEr334couUEB2KBm/N2fn/7nX5G6UoLjI7pjpC1v09+ZEh1O2Xq2liLJEjgccf/s15tsR21+ZkxzO2Hh7Rr6VMduNGDyWiFLp9unepIm3kB1ItfhhLWI0Zb1w82JNbdHxFQGShycke6tvN7474NGnYiUFpxF3vz+m94Jk+eY28QKSiSA7hMVmSjqRlP1teht9kvf2VI7LslJEN4ohX6rw7kbIOpEkiLRc36YMMR3tbt7vNacvdWq65ui35XW6miZGAFkdHk5z9jxX7Y5GKj9nUSLGQ+TBEXKxWAWdrSUIXS8aj6ief4ZqmJLeeUD58NF6MNo4ZvnHvpVoWZEczuBV3yQ+DReHMLQZH136n2tR+qQIn/TRplO2cYU2ScPFIerJuYqtuHL/jcYjGPShLIkPZ2y+CWJZEC8LhtOcaL5EzJcsN2LGd06I7x8gRwNkNKJKhYrBGEUwmXH1332ATGLEyVTleoRGrBTDPsubG4rbThbIfko1zKh6MSKvmF/vMd+OyI4riGB5dcTsesr4vTlXvrgkmheKc0esiKBUxEJGkSICpn4PDUc3I0E3xk7N7UvZEIyNO1MefWqD6Y0IGSeUo4phL2eeSna/JBg8zkmmJYvtVKk/H04ph5lyfJrOVWq7jRHF1Q3SDx7D4dEKF50mT6twtf9H4wYtwD5RubbwRYRIIiO6lX5HK2Zmrtyxm3D8ur/rV6g2hsSPj6j2HiF6PaoXbjK/2ic7XLLczhh9cZWjw5xTTbLe8YjJC2NkDFt3jOlXf+N4Y8jDb+8x2Ksoe/2nSxiEEP8E+LPAAynlp+p7PwX8V8BeXexvSSn/Vf3sbwI/hjqP9l9LKf9Nd3QMeBJjjquNkL7fxcDoqhsymNpta0uxlhK0IWzQR4xHyOMTVXx3i3JDRVMSixJRVpQbfYpBjIwFUd4nPZxzcismnQwZPjhETOfsfnmu7AS3rlBlCTKJyO4+hv3DJqUcKL2Ufo/lc1fY/0Sf/n5FujXg+IUB+UgQFdTqhNLzs4MckZcsnhmwHKs2ksOZ4vJpohYyqIVdlOpAlul1aY5VqSUInWVqpd/LJFLp44rab0IKoqMZ47tj5leUuDx8J+Ho4RWu/4Fk+wv7iLxALHOyNEH2U0ReUg4zZi/uEC8q4mnO9PaQ2ZWIjc2Uwd2hMk4ulzWBXAWhIU2Vw5fG0+DO6v3i1TuZ3o8m4atVFDEaUl3bVi7dRzPEw8dNP3I2hzRh9vErHL6UsvXVAf3HB4hexvTWgMVmTLyoSI/VwS91mtOcWrUjWyyQ8wWD+3PyjRQ5VWdMmtB2Nf5lD/KxoOi3SL4WdJEY/g/gfwV+zrr/D6SUf9e8IYT4JPDDwLcBt4B/K4T4hJSypA3aRHa7jNdSK/3P7HK6TZcKE1rwbUZFly1DLwDtdKQzO+1uM39um94HPcRcpW4vRimLnYThvYUKabaRko+U0S87VBykv68WVXVlk6qfIOuJML85ZLkRsxwLrh2PEMcnoLc8SxVUpdzZ4OCb+hx9HMq7MaLqc/yxiHgG2ZEkO5EMP8zJHkxUHMZewtHzGxRDKPsxiazVhUJHZ4pWBi4pFdHTRrImbNoqxZxMjG+5ZuOpFLHR6kZVkR1JZlcF2XHFjd/NIRL0PjwhOpmuxjyOyK8MyccJi62IoidIZxIpMqY3IgZ7knwjpnppi/T6iHRvirj/qI5QVbeR5zTJcPURbP3MiPqkT1s2YB7llhIxHLD8xDMcvtinSqB3NGLrVVg+s0nZixi+dg85V7sqyQySaX16M8/pP1iQHcVkdw9USPz5vH6/uPFSbTKERRHyZELyxl3SJKFaLBReadIEtJWLBVdeK5AxZEenT5eGoJUwSCl/TQjxQsf2fgj4eSnlAnhbCPEm8EeB32ytaS/mEMc26+iy9u8Qt3e1ESobkixs3F3qjk1QKnXgKKpFaClAxjHFze26joqonG+kzWGj3kFBerhAzAvyq0N2vnREsdVj/1ObJHNJvJCkxwXJtCSZlozfLREnM0V8tjc5/NQV5fTz7h7RslCehplk8FDS31uyQ4YopXKAOixI9+fIQaoSvGQJs5uSYiRZ7CT07olVkBczMpJ5LeoymkjE9e6HEGqS58XKEGmPk9HO8MGSxXaPaCmpehFSCKp+iijUuQgZRcye3+D42YRkBum0Ip1IFlu1RFbC6H6OFFAMYxbbKcVwg+Eyh7uTtROoevGJLGtyUVR7j1bP6sS1ot9T7zKbq9OqUCffqZBbG5zc6rHYEaRHknwgKHeGTJ7JqFLB4O4YtsYgYOPdJdmdPSopYb4g+cpdZYhcLKlqaYFI+XNInetDx4fQeJ9MTksUhp1j9Lt31L2FI5ZnAJ7ExvBXhBA/AnwO+BtSyn3gNvBbRpm79b1TIIT4ceDHAfoM/b3YBkd9D9q5u/nM1U5XwhPCTZcLGUvN34bOKjbGVFlCdrhEpjGLqz16jxZkj2f0PixYXh8jhzHJrCCe5MSPjilubHHwTT2u//oxVTxguSEYfpjT21PRlBvOvFiqfIxpysnLu1RJjVcSIw5PGN3bIh8n9PaXFMOY7LBQWZ3ykmhesLg6YHojZfNOzHIrpcxg8GFEepLXNoBo9d52EFWhgqJEZYUEZJqthkDr5HX9teAp1O3FtaQRRaR7U8a112bRj4gXkmKcUYwzorJC5BXJrGTrqxVlP6ZKBfGyIp0KRFUTvncOkGmixO+kNvDmhcq23XyalRWfQZ/y+jZSQHwygcVy9bzfQz53k6qfkLzzgOr6DuVQvZ+M1YGw8d0FUaHuLccRVRqz+faUKomacslJTnQ0Q06njbogF0vljemYd0IYgWZgJcHUZU2vTrOMPDxSbZ9RNT8vYfhHwH8HyPr/3wP+S3CG7ndiJKX8aeCnATbFrmlZUf99C9teeO7G3fe6qCu+vu22fdKD2ZeUypKdJvVWlFpQ0XiEHA/Jr27Uk2RJdDSl34tZXOkhNlIGbz0ie/Vt0ts3KDd6VFlMlCYkd+5z4z1lsOy/fszN16r6BGEdV0g7RWk32aFyLY5KmN7uk42u07/zmPEX7zH6wwTZ77G4NaZKI3r3jhtOLpMRi62Ig5cHPHylQkYlt35hoewL9WGtNdC5J+IYIhBFpQ5AVVJ5ZUaK2yOlKpPW41ZKSCIoKiVNGIFaqSrEfMHoqwccfmqXxaZg+y3lMXnw8oB4KZncjpjvSrbehGu/s6+IY15QbW9w8vIWMoaTb93l6LkEhJIg4rlk4/0B/QcP1Q7Dxljh93gfMRqRf+waVS9GCsHij7xElFekR0tlMBWw2O0xuxLTv/k8G6/eJ98dsNxKKFPROFvJCLLjitEHM9J7B8jjCXEdgVvEMULn+sxztbvDjv5WAAAgAElEQVRh2iq6eClq/xe9nW2Ew9d2CFmdTX0w4VyEQUp5v8FPiH8M/Mv6513gOaPos8AHZ2rctXjX9FDpJhIKsfVyvnZd5XwEyW7fJQX4+hK1n4I2POpTkOMh1faIcqiceYrRkJ4QFMNULR6tg5cl4v4j0umIathfGbDmcxbf8aKyAew9bvInisGA4rlrartuXk+KomTwqOTwhYSoFPT2QY4HMFMRivJrQ2ZXEgaPipXhLy/IHs8ZDyJltKogPY6JJ4tTY9fsQmhOD8otQBvwDLdqoN6qq+vmpeLgoKz2eny19BBFiLygHGYcPxsxvypBKsNsMRJUtQouU8nsWsThJ7cZPBjRe2+faP+IjS8tkUMl9qfHA5abCcVAUGaC5UbEIE3gyg7LG5tEi4JkqiSuaFEQT9QizncGnNzOSLYTkllFtr8kO8yZ78Tq/MfRMcnBWJ1WLSSLHaWS9fdULEtxMl1taYIyHC7zJhuWdOSo6AZ1Oj3qJECs7DwS2Y24BOBchEEI8YyU8l79888DX6qvPwP8n0KIv48yPr4M/M6ZGg8Y7k4NXEiFcC1wn7jvassnBdjPXDaFtTaUL3sjiiKQoz5ilpMC86t9hIRoMifpxcSLUjkh5QWy10OMh8xfuMJyK0FGsPFWhnh/DyHrjNR1pCEiQXVtm6/+hTEv/mJM8ofvKuv5dMrwSx9QJbeZ78TMrqXKS1Ko6ElIEBWI2kFILHMVrHW7RzItGdzPEdWAZK7wUkRo9a7a6NlALS2sftfic00AKKRy3tLjVgHC+C56z742bspIsLg6gD+5z4sbx3z44Hm231K7JQCL3ZT0KKZKYb4jyIcZo/4Vhm/tU20OmDw7VDaTx3PSQ0GVxkpdmtQ+G3FUn9ysE+seHRO//7A+wl6SltcpXu4xeSYimcVcmZbEkxwZw3xDLcbo3XvEaYqUknQ0VONTO5E1QXMqSbVYrLZD4ZwEwZiP+tLMeaHvGd6OwnrWBbpsV/5z4E8BV4UQd4H/FvhTQojvRKkJd4C/rHCVrwkhPg38AVAAP9FpR0J1FF5kuox97RvU0GB3kQ5MnLqoD577OgCriFUwVK7sMH12zPC9Y+KHRwwWajtQHJ2QaDflokDmOWJzg9lLVyASxPNqpajJit5X7iudVCdaERHluEc5VLp2EhlucjUnlxFMnomYX5GUA0m2H/PsZyfILGK+mxHlY5L9mPzakOm1hMHDguRwzvbhXInIJlFoLOC1Eayfqt0/c/uyrNSi11KAVhGSCFlUiEr9UQnL8FjVSWYqRKnE+JN3tnhjPOLZd0uGbx8RHU8gjkkfJPQONpjcVItXHcBS6kh0Mic7yji5nTEYRIgSZAy9vTli/0jZPsqKqFC+GjJNYJlTzearuRjBckOwuCopZoJ8lJDdP2F8t7ab1GnvZa7Oc2i/A5Gm6roo6ohQRni5Nibkm4uuuvqePlLuODAlCyMvRkfosivxFx23fyZQ/u8Af+dMWKiKfpWhrY5rVyAET2p8NPEKGBtF7bzUZEfe3mT2wjbFMKIapERHKKJwPK05y2JlxBNqcmeHS3W+QKdwm82hrJCTOrRZ7WMvsgwkXPvtiOzhtHGhFllKfnuXyY1YSQYlDB4I0hMY3ctJ7x8iI0G02GC5lZFvbLD/iZTRvYreg5laoEmspIVTKphoHJlEKZss1Q1EYiUpVNXqEE9RKeJQWdKFJsKF8t/QfSUHM57/NxnT6ynDDyZE07nCq6wQsznZdE5ysEGVbpFOJcO7U6izWvf3j8ju76igLnGETGPEXOn15Ys3kXFENCtUf4nhQl3vAESHEzbf2SI9idh4P2f4xiN4uE//0UFjNGy2ZuudCaRU6fDKcp0g2HOqbffMJ+066qwRBOfa+UY9XakhtLB9xkCTOHQxSIY+htmmy5bho9hmG7qO9qhbLhGDAfnNLeZXVHo3UdaLoPYtAJoFLjdHVIOUcpAiY0Fxvc/w7UPk/uHpaMcigiimvHWFx982pOwLql5CIgTESr149Cl1lLm/LxnulSqXw9EMMV8oO0gF8aMT+icZ5WYPSIlzSTRVHpGz22PSo1yFStPvq/+iSBk666Sxsu63MT7W5dcIQF1OmGOuoTLa1luEswWDDybIaLwiUMbWnVwuiR7ss/tbc0RRqh2ZolBGyMUSkeeroDXGN5o8PyQ9LokXFdGiVERCGz/rcwrV4wO2frtiK0tVhqvpTC30olCEYNBfqXP5UmXAKi03a9e8Ne+fRYLw3TcTM3dVuwNw8QiDC3zGRv3MBHuR2vd8930U2lXfRb1tyUG7PoOaaGVJ+mjC1iQnevcecplTAdG1K+Qv3SQ5nHP0rdssNiMWO0Jx9r2KdCY5uRWTHQxJHh2oRTYcMvvWm+TjmOHdKckHjxGLkitfmjTp4mRVh1+fLth8t+DgpVQFMnntPszmKzz7PZUJepmrsw/jjN6+ZPSOOvg0vzli7ztSrrwuSPeMHQNzDGuvR4RQlvJqRaBlEikjoxDKJyKJlI1BH+bS3oailj6qSi3uSEWfRgiKqxscfXzA9EbEo09tsfXWmO3feE/Ft6w5tKwkTKZII8Sd9kRcy2BtcO/Nz76BDnhjOmA1El5dvjo8avJ2MuirXZbadlA9nnQ3IHZdnF2liCftJwAXhzC4rP32/RDl9e1YuBa/LV2YdgSfStIiyq3aXAVY0eVFlinD44NHREKs0qcBLJZEs4IqSxjsLZFRj3QqGTzI6b1/iFgs2fjDPuLwRHHBKKba3WC5oZK7xvvKQ07cmxHX21TASrw9PGb46oT+h7s0RjH9XlnK/MWryiPv3SMV5+BwxtZbEdFM4dh7OOPa5wW9/VrNITo9FtoD0h5PWROBomqko8btWI+NznKVpSt7RZqs+khiDr9pyIPvK9m8ecjuYM77n9pm67UxPDpACLVgZZ7DrFwlimnG39Ct9U6ArE8lSiOAS92f0OpAJNThqyRZ7cHLChYqNqSWDE4luHVBF9W1i82q7XlXwtEBLg5hALeKYD5rsx+cReQ3++jatklU7PY0UdABS40+ZKFcfHV4sYZoAHIyIXpXedDFH0L2Xl+pH7P5alvrsE6JBlCWRI+P2fyDAnE0UW3bE0cfSJIVVBGyzBH3HiofgajWheMIORpw8LKKGt1/kBBPgaIk30gR1QBRVJSjlHihfAz0LovJXddUimi14DU+wlx4srad1NIFUu1qiFI2h5GaA1ZpQrnRR8YR8yuCdGtBHFUczvrIw4zlDUEG5FsD8s2U9ChXcSjWwpkZREEaHo6xdjJLmq3exjmrjqPZBMnROwuLxfqugktC6Cr+u+aPb3GfxQ7mtC2cDy4OYfCpACG7gU1NXVKGq47Zn0t6cP0223VS7voYtQtXrQ+XpZp4V3dVFufprJ54+Sp4yWx2KrCG1O6xoAx6JxOYTtc9x6papI9NYlrr/0LA1gZVljbORADFzoDtN5fE04LoZBW4ZXYtIZ0WLHZ7TK/FpFNJf18QHy8QVY6wD0vp8RJCGffy2jBojrMQahdDQ1kbGOt6TZv1e1b9jPn1AVUm6O1Lol8fQTGkP4UrH+Zk91XWquVuxvGzCekkYfcr9S6Jjompdwh0XAt9zkEbbNO0kbCaMPJ6zBeLeneoaOwYTd5LH5xH1H8aC/ksUkVHuDiEwRZDfYveVc+lQrjadbXlo95dB7Ou35zzR3EloD7mbBwiqo/bHn/7dfp7C9KvfICcrnziZVlRm+QwXVgb8baSq9BuUnBqC0o7FWnuJ6s6hkDEwXdeo0yhSgW9o4rRe1MVzLWOo6jfudgeICpJPC1II4G4Gq+HXQe1gM2xr49Zr7k3mwtN1LsTsja62pKdOd5SIkcDFjeGVJmgTAX9g5Lx+yW9BxPl2ViUyqCbZUixg6y3FNUYlKuxFLU3YJNersY7Vmce6PfU2NdqDnmujIs1QVhtL3qMiE9o4GvApdKeBc4iVXSEi0MYNLhEdvuZ79plp/ARAhNcop4O++XDEcA6q6+aMtoyczzU5aqtIfGyUrq1LhNFq+PLIoKoQphdrx3tFavtTOCU40pSH9k2uZ+UzHcEyQwGD0sG9yYqRJppG5AS2c8oB8q1l6Ii3Z+T3MioEohndeyFLFV2Cl0viRuVQp2DEKsdh6pSC662GYiiWq+rx76WppRxMmb6/AYf/ImYeA7P/bIKEhOdzFXWrKJcSUFVRdkTLDeVVEGpYyoY6oKI19WD5lBXHQtimSMXC+UTkudhfwNjrJzz6CycuY3Lt9XV9Z6iXcGEi0MYfKqE/m1/DBeHt+uGdL6QWgCnbAX2YRXzvuveqf+VhOUS8ca7DN+KVhxJc9lax24mpdGmGc9v1YlDj04STv7YC0yvxYhSxVUQFey8seDmZ95uFqCUsoniJDT3r63wy62E4V5JNFduvJtfOWby/JgoL3n4yg79/YrRexOi4/kqXJveYqwXq9D4V4oASqk8HUUl1Q5IqcLB62sAORqQ7w7JN1NkBM/8Rkl2WJC9/UAtWsMuowm3nM/Z/NU32fr1ZPV9srQ5LyJ0CrqsPplYlMj5orEXOLcU26DLYraZll3X1U4XA2WonacMF4cwaDgPBQwZLV1ldDm7P1MSqI9GA2unB0+lQAd1z3YNxiIi9SEXkefI3JAsynL95Jl5tFa3X1YNB9QicgPauamXUVzfYjmOKAYCGQMSRAnHz/fIXisR9RmMVYgx1o44i7xg/OYhoqgQC8XZRS9lsRmxHI9YbgiKQczgfqxyG+Yqo5V2ixZlpXYUzPFdG1up1BZtk4jqcY4j9r9zl/lORFRINu/kCElz6Eo1I5v3pWS1b19WyHKJjphMFCuCUBtYiSLk8USloFsuVweWQglmGnzxz0WXlOpb7HYd+1rXCRm/zwJPQYq4eIQhJDmYgxeyCXS1UTjuNRF7ZaUmoIbKEN1dYnyldiSao7CVhHSdGwvDq85rpPSBjilY682iQuVs3BiTP7PN/FqPMhPEC0l2JJX4v4DpDcHeKxVXP5sqXX/Yp9weqtOaRYUoJWKRK1E9L4h0BiqhUsJNnxtz8K2QHAuufz4nmZTE05pouKIPm4RNiJVUUFUqzFwpGyOjyAvld9DLmF6PSKaSrTs52f5CZb0aCHrv9pT6oROr6HHTOwNNdOVIhbVLEiUhlLWj03xBNZ36pYMQg/Cpp+Z1aAHatq8n5fRdFvxTUi0uDmFwGRH1fxdVdolovkGxVZHQx4Y60Kdu27FYmxwHUTM5RRwhhgNVRYdpy4uVtVtHBYL167V2tVRQW88NLzx9AEtxTKn09utXOPn4NstxRO+opHeQqwM+9anGfDNj75UENgvkoEd+c4uDlwdMb6pQadkRpBNFZPoHJeM3DhATtSsiBxnV1pDpNRWMdX6rpPjDiOGb+wrHXqLsC4tl7YsgGzVCwmrbEVZOTEC5PWZ+c0gyL8keTJCxYHFzzOY7JcP3p8QHKknM8H7G5JmU/JltstlC+X6Y302fEal3HERWqwygbBGzmfI10LsJ5jzxzQ9zLtiL2ad6noU4mO278PExPl95V99tbXSEi0MYTLAXssu+4BoQX1uuNj3qh6wn+Yr7CyNsmd5hsH5LdQRWaMOawUllWSEiRTioU6U1YNsTahwbaUJLEHmuiAMr9UQ+c535sxukxwWjt04Qh7Vv/uaY5a0tALLHc668uoGMMx5/7w2mNxRX3n6zpLevMlHf++MJZQa9g4TeoxGplGqr8NaQ+U5M77Di+udg/5tjisGK485vbVAMIrWY91UIuAZ/7QWp7QfajpGlvP/9W8yvSbL9lJ03VISqve8RXHlVEh/OVBDXJKbMIk6ejdi4I2v7izH2sloRyjrbN2miXJbncyUlaK/I0PxoW/hdOPx5bQI+NaOrShEiSK42hOAbP0UdhEW20M6Cy5bgM1469cMSuVSRh9a8GM0AIqB017JcibSyoppOV2qG1ruThOjqLtXWSAUHPZhQvfu+KmOFBD8FtmRRKQt/tLtLmcYq4tKipNgZIsbKtfn+947IDiW7XzohOphw/bOHyF6GKEquLHNlyKsXjEgSbhXPEs+Vu3Y16nHnL1wjWkLZV4bL278yJXvnIdufW7l3yyxFCjh+Lma2OwbGbL29pPfe/ioDtTGuOkLy5Juv8sW//r/za3P466/9Zyw+vMLu6xOK/ojtPzxGHJ0oD0ag/3AOMiUqqlWkJRFBJEEkROM6PkVRqPBmiwXVbLbet4bz6u6ueefiyD5jeaitEGNrk4Dt8iHJwZ7fHeHiEAYIGwhtaCME+pnJBdqIg92erJBFhSzrrS+9zQXKaKgThBDV3o16+zJaRWauff5FXiJ7KbJXH9fVUoU+LlurI3Zw0VM493oU1zdZ7PQ4uZWQzFNkJIhzSTKruPqqCg2Xb/cpxrv07zyCR/vIKF4/gBUrnAdfeaAMeHlOPOtz43f6HL6YMv2eE5aLhMUXMrJ3gHntAJUkyGGPxXZcR0IquP9KSj7ucT3fUolm8gKxWCq8jVOSvUcLPn2yxafv/xHmv3GV219WZzuu3T9U/gOGNBXf3ePZX6qI9w7Ufb3lGK8OZsn5vK53RnXB9/1tNdYnZZj9dLU5uOZaG55d+g+1fYp4hLs24WIRBvBT+5Bx0SzrskV0NSrZC9GQIhBC2R0a8T9aP5xjORuJNGmSqSojW0Q0WSCOJsqmadopmtRk1UqVMOP7mfiXJcmDI6a3bhAvUcFbT9QWYvz4RInTu1scvdBj+KBQB6ZMPwhQ/v+jgeK0JytjI/MFw9fu8eB7PsZ3377Lqx/eQsaZWoRV1YRdqwYp0xsR0RLSwyWbd2KmNyKOXugzTiN6909WnpzGuCb39vkf/pf/nHgpefYLxyT39lV0o7mEfLkaw7JETqZE7+WrcHXaq7Rurzo4VP4Hbd6I5ve2wV7UdvmQ/m4TD59UclZ9/6yqSZd65zBIXizC0MVQE1rAPrAJgk+/axMdzTaqUtkf6q0LHS14lV1ILQxZi7pioULDVyeTlbSgQ5/p69qzUSKbEOEmLmLQp/rYTcpxRnZQ0HssSSY50eEU9o+QOqbgYczulzIVbFTnUBDSUCFiqs0hUV4o1996PHVgkenzBd+xeZff+tw3039Up5kvCqiDjyQPjug/GjG5JVhc7bHx3oLZldqoGWfEiwHJYqnUCm14rA2Rt/71+6q/OnhJM6ZpZhwdriMOlZUiYnG0doRdzhd1MJXq9PfqMh/Mb+m69oHPcGjOk5DU4WN6Z1m0IYnIfP4EagRcNMKgwWMY7PTbR7lDumEbLm0GISnVDkRUh+42t/HKkupksp7tyAUGsdASg3bWkdNZncJsSDnOkELQ/8p9tejr2ACmz7+czoje/sBIiiswDXEyz4n2DpQXodl/pN535/MxP3Pw/Tz7myXZV/cavV/WGbflZMru/7dPf3+T2dWY4TtH9Pf7nDwrOPhmQA64uj+l6veITqbIXsbi9hbFKGb8u+/QbOeujWG1fq8JQJM2ktLa1mNlSUH1d1j7Zk8CbdKk/azLPHG1p3/b+Nu/uxKEpwQXhzC4KOx5Fq4tFfiMOua9kJ0iVHcNhzo4ZyVXcRgARB0TwPRvcIGWGEBlRepliI0xsp8hHh7A1hgZx2TvPlbbcTpgSLRqXxlEK4SQyELWqIkm4zXQ2EgaoiLWpRKAZ37pnur3eIrUh7o0cZESioLo4T6j+YLo41dU8NP9kqOXEopxxWI3RqYx+9++xfj9IdMbGfufiNi8IxnXyVNkmdMc8ipLJTFQ7z4kCXoLGEAulsjJZP0gk0+VPPVdnkDEDtm2XL99EsVZ2uhSvk1lfgpwcQgDnH45FyV2qRG2KGfeD7Xt6seGEJFwqT5ViTRzHkaCammkNW8O9KzUjlUatFpSiCO1GBaPV0e0Hx2ohWH2XweA0clwG7dqbaOojLDk2skKVj4A5tCPRyxfuEa+mTD6vXfh8f4qcUl9fBvDw1OWFRxPGPz+CciK0cN9Xvpin2o8RMwXiJMpw2tDjp/rMbkluPqlko0vPFCGxKJoJITmGHS+VGpD2lvhnudUj/aRRb4+7iGDob5nfzuf6tlmMNRl2hZe10XZhcOfh5j9eysxuD60eT9kCNL17Gdd9Dv7XhtBsW0UXp2u3sMvV/jocN/6iPapnYiq9hBcatG9bAzJWr1otkitsTATjggtIRhSirZZ6NgQgnglBSQJ+bNXOHhZZXcanR6ZJjTayj28XJ0xq6Ta2SgKxMmkIU5lPwapMm73Hy0Rk5mKLAWKQMasvEHjuEnIK5d544/QEAXrfZ33XFKnhpDtykf47Xquur5yrr67SMBdwMUU2/o9I+G4OIQBVi/se3HfgjTBVce+7mAzcOJjP3fh6iu3hsMqJwAyXkWR1r4S1qnMBqrqNFEwz3A015btgJrD11uoq+PIQiVc6fWYPNvn5DnBxh25Mgq67ACAWtFitf1ZSYNo0MSdmF6LiZeS9ESQPJopW4Xhu6HarK8TdQJTTmdqt8FWG5qxa1kE9nUbMeiqo7vadD1zga9eW13XM9fcCxGvc6oYF4swwOkF5hIPXb/1vTbbgG+wfdTVJcn49Nu2j+PAWZZKx5YiIsrS5jiwjny0CkN2+uOKOGLtcBEYYj843bmrOpiLVjdqO0WVqsjRw71i5XtgivuNulMfYzbtE1G1Uk9KlETU65EsVIi6bH9O9OhAtTMcqGStmuhoFUcI5Hyudht0Nmmf+G9CSBJ0zZnQtw5BiJn4mJBdL0Skukofrn5DuJ5Txbh4hMFlL7CfawgNdGhg7I9mcw9Xv20fIUTZ27iJliLqMG0iSSCtDwLpo9l2CjMRreI7Otut1lOi6wVYxyRoohoBVBW9A9V+/960IShr0Y1qEP0+1bVtxLJQKeXzXBEDTZh6PUS/R7Wzwc6r+8rFeTZX5YSgvL5D/GB/lck5UeHVqokydLbGQrDHzS7rI952+a4Sg6+NLmXbcNL9++ZOF2LxNbI5XBzC0EYQQvU0+BapT91oU1NMvFz19bWP6tvt+SaW1OL+yn4gsmwV7ryJAiVXUoApDdTHxG0wjZ2iFtWbXQwjNqKczhjeOSTbGRI/PloRFBvXOKa6ts3d798mmcHOlzcYfOWB8tPIMhj0qTaHFAPlyizeuYdpiAXZxHloxqGSartVE4W2Se6bI+Y36LKgfFLE2gB6JAD7t2/uuPCzy9iSrI9QhQhh6D3PCReHMNiLx/5vPrOvbfB9KJ9Y51q4IT3Nh4OLWNhthERYKWnOaiyXiCQlGg2UMdLaXWhEeVtdaHJlRquzFtp2IYSyX4CyD2j8oghxb484vcnkkzcZ/ubRadxAuTq/v8czv5nx8NsHPPq2Hpsbt8iOCo6ezyj7sPluwej1PZUDQxssI7HyhPzwITJJEL2esiVMp+p/YXhKmt+n7fvZ4+sab7Nd15i72jPbsct2revrK9SGj6j5iIpd7wlVCA0XhzB04bj6um1h2u3a1zbB8eFg9uFTYVwTzyct+Prw1JNFTjUTRL1eHQKufmaf7mzcq+WaIbKJ0FxHbVJdGFukhn5PWRIdnFC9sEHj7m34VjQ+E/mS5I33uflwi2qjryI5VRVX72eIvFBJXOsgt8TxKmK1JhBCrLY8F8uVB6M95oFxWRvH0Lwx73UR4UP9+cqFiFUI2ha6/SyEa+dy3dG7OIQBwh+1q6jkWvC+Rdnlo9pEKKRzhvBsk3pcIjAoL79BX3H93DgEpYslxieMjbwSmkBYKsdatCmdnl5LD5MpyaxCbI6R+4frNowmNkQEiwU8eET0UDS5GkSkU6/Xdok0WREFcydCh7vXBkyXgdQlNfgkONf/tkXvkiR8qoirT7M/32+babSV993r8g5d4IwSxMUhDD5dzWcL6KICaHBJBrpem+pil/e162rHrmtKHr5yp8alUsRBc1ozcpFdVBrP9H99bbtqm8fItbqxzEkPFpTXt4kmU5jO1lWRyLBl6GSuUp4+pGW+i8a39gqtZvPaoakOzW6Pq09FbCPIdlkfQwktUNc38eHjg5AKE5pfIcnhrPPPhc8Z4fTsuihgi+/6ngYfxbX/zPt2Wdci7aJO2MTKxtGebD48QuWM+81uRdP/eswHoEm3firbsd6RMA9u2fhC4zsRH0w5+dgQdrdXUZUdKoluq3HH1n9xXEsLdYg8rTbocw5FTrXMm+s1HExoW5D2N7bfxzWW+rlrbpnt2tch7txGPLpydtci97Xhe7eQFHIW4sZFkhjauEQbdQxxfFd9+7lZpgvHd+EYovo2Dj4u4cBNLpeQZYgkqQPHxI3/A7Am8gtHUFobmuPL2uPS9Lx88JDFxnWOP3WVzaMTFaausRfUB8Hq8qKqJYYmq3fdTk2I5OTYHY5dlusahC1JhcbKJd25voGPcHfhqC5Vz9VOlznl6rsLXr75bL93qD+XytURLg5hcIHvo/gmhz0IPtXENznM/z7pxJ4QbQs8RPDsD+9TM4AmRHsd/1Ffr4nxemvS6LPh8Ib6ocO5N0lwjMhUMi8Y3S9IJ/WJTTNitVYnqIlLWud1NG0INd5yuVyFV2tbrOaY2OPjKufi0m2E2NW2b2GFpEu7bZ+U6SJmPvCV8zE5129X32ckBiZcbMLgo8q+cq4B7vJR7We+j2237Xpml3NR/BA39PVn5K7UHLhxo24WrlTPtYu1jkYdRUrFMHcZdBwJ7UBl9D36wgfKt6DO1diAlPU2qVilm4tiSAy8l7nySSiMqMyh8feB77u7vq1PUvQtuC5itW8+uXDv+h5t0Ma8uuDqwqeNMDng4hAGHyfQz2zwLSKzrVA/ofIuPMxF3qaqhCQds56PQzgkGFkvetPJSZqcWtsQdE4MjMNW0ihnnpXQYEgCANXh0eqe9pvQ9gMhaDJpVxKqQoWxFyuX5iZUu2sMXZPUtehCBN2u20ZEukgFZnnzeeib++r75rGrTAh80uhZ4Rx1Wo2PQojnhBC/IrDznYkAABvJSURBVIR4XQjxmhDir9b3d4UQvyyE+Er9f6e+L4QQ/1AI8aYQ4gtCiO/uhIm9WPW1ayG76oF7QoUmou+eOSnMSevT2c4qurkkiNDk1qAjJJsp6oz7pl9Ds4AtH4cmhJy+17SxCvFuqhY6O7eIY0Qva4yKsiiU7aM+T1Edn1CdTFb32hae673Ncua377Io7fFyjaGLMIeIuO+b2+25JBXf9/TNH187JrRJzE8RuuxKFMDfkFJ+K/C9wE8IIT4J/CTwWSnly8Bn698APwC8XP/9OPCPOmFiLqzQoLk+ZpuE4RMFfYve14/Zlq8du6xJNMw/Hy62NNHcX0VKFlZEpvXTitX64sdc3NE6sQCklM3fqfcyg8tEolElVLi4Su0+9HoqiIr2XrQJpP3OofuhiW+Pq30d4qahhdZGbHwSZghfs+2u0q7rWZvkeZ66HaGVMEgp70kpf7++PgZeB24DPwT8bF3sZ4E/V1//EPBzUsFvAdtCiGc6YRNa4L6J5BP5Qm3b3MrHCVz92G22cXxXez4OaLe1dm1GWrKkBVOCEI7FX65CyikioWwQIl3tcgjT1Vr3rYlDWapcm/MFUqqcG2LQBxFRHRxSaZuC631dnNc3HjYRdY2RjxC7uKZrToSkTh9+dr/me7lwdIGLgNmSo+u+C3wSr81UfO/SAc7kxyCEeAH4LuC3gRtSynsKJ3kPuF4Xuw28Z1S7W99ra3z9d0hH61rfVglCHMLH1domtk/cs/u2J5KLiLlwbq7N5CnVysXYIgJOsCUE2yFJg5k3wyEOizhuPC3lYqmMjHmAILjeS//WZXxSVkhiC4FL2gz17SMCrv+udzorrmYdG6+Q1NOlbRd0bc+CzsZHIcQY+BfAX5NSHjkTpNRFHfdOYSeE+HGUqkGf4WmRzfdRXKJd04uDYpoD7lrQ5kfqMti2uG3fM/sP9elrz4WLEJzyZkRx/0YSMNLqNdGcdG4LQOfSFLAW8q0JVa//m6B3LLQh0nBWkkWx7kzl+ma+d/aNZ+i+b0zt5642QuPtaqMN1xBnt9sw8TbbceHclTichTi6+ukAnSQGIUSKIgr/TEr5C/Xt+1pFqP8/qO/fBZ4zqj8LfGC3KaX8aSnlK1LKV1J6+qb7/zoyIUTdYviqU/dHapsMob59YrGrnTYRse0DauIgq/WAs7BGINQirvNp1n2KeBUdyq5nOksBK0KhfRxqSUGWKttWtczXM0bbYqzrz/XebaKya9GExsilwpxFHNf1XOqKS2p0lbP7CM1hH+Gyy9qMMCT5uuAcUkOXXQkB/AzwupTy7xuPPgP8aH39o8AvGvd/pN6d+F7gUKscLR2p/23imQ/aPkJoAbskgC6TOCS5+AiT3VfHRWN7NErTPdmI46AXun4uyzocnCUNCCHW/oCGaKwlvElTlTynDt/u3HVwSXqudzLvuxZ9qM468t2Ig6vfs5Q36/iIgOvax0BcUm9okbukjRDOZ1kvLdBFlfg+4C8BXxRCfL6+97eA/xH4tBDix4B3gf+0fvavgB8E3gSmwH/RCRNTjPJRYZdo7vtIIfCJg20qSlv/XRaFD09TBG2TGjSYvgtN0lcHrY/EqQzaph/DWiBZs6tUSQmN6mC6NofUNZ/KZP53QRtRsKUS131fPz6icJZyvvfpol7Y91xj5vv2Z1GdnhK0EgYp5b8Dp90A4D9ylJfAT5wZE9eiPOvC9w12l7ZC+qWvzba+XJzQV858B7NtWB2tNg2QVbRuPzAJhhWeXpeRdaDWNfuQGUhWQ5rAXCWJPXXOwRZtQ0QhRGzt9/VxRXuBdSUsXQltCFzfJiR52mVCUpCLiPkWuut+Fyb4BO9+sTwfNfgWqW/ShThVlzZDRCnE/Vx9+dpzfSTfc7u+44j12kI2vRkNp6X1eAqr8vYJSUDZLGrPRll7LzolBNc3sCewj3OHFntIiuu6MLosNp/aE+LAIWkg9Fvj6ZMYXHi5xjAEIeJjljkjgbg4hKELJTbvty06+77+QOflIvZHNnGy8XL1Yfbfhqcx8ZWPgYoG7TwchSUZ2FuXRk5M1V60IiAuoiAl1XyxLp248HNJRW3vZI6jvnYt4C7fJsQETBzsOj5C5Vv8vjJduXbXcmafZj3ffHHVCY35GeHiEIa2AQwt5lDdEPdqkyBci6ENF7tvu1+zH9+7rLWxWsgyYuVLsFxaXRkSg5koV4PeajQIiDohWZ9zKEuqoqgNmeaJzYAq4FrsNvgmsV3GbqNNYnSVa/smLtUg9LwNZ1c9n3RwVtHf1b49D339dWGaLXBxArV0HTgNIXHehJD43lY2VK7LhPd9ZN+9U33UbsxaPajqfm/fQAwGNK7MNriS0liwtvMAyrhoqg8+CadtPF3E15S2uhBwu12znk/asCXDkLTgw8ElFZrl7TE569xytRuSSMy6vj5cUpdPEjsDXByJoSu4Bi/0oe3nXaSOUB9mOddkdakbod8BFUpE1inI2n+h3BoQ7xmL2kccDILQqCGGM5MQYpUP0/RL8OHn485tRM713rrsWQhPm2TQlXH4OK6PS7v6CUlLPvHeVdcF9nOXpODDx3d9Rrj4hMEUoULU3FXH9zx0rwsx8RGkUBt2OwHdUSRpXaY6FU+xms2JPv8GlWVYVOqAccISVJxFfVTazGdZVutu0U2uig5cKkQo7eehie3iiiF1xdWe3a/93e2546rvm1euhW+/extBDHH+UFnf2HSRKJ4CUYCLRhjauEobN+tSpw3OUtaeNKGP0SYpgDICunYg1tqpGtdn/ZsSxfVNd2kdZq2WEKTprejDaQ2Zlonlm4yu5672XG37JBK7j7N8U58kYLbZRux87+DCyy57lgUakgy6LPiQxHtGuFiEwbXITL0uNBlcH8bXvgYXJbafhRZ+aPKEpAlHOyJJjKAoLmmihWAYAWLXHJlqr0hZ5OebMCHxPSSG++q0PW8jKGZ9V9+u8Q0RJBOXELEKET3XvfMsyLNIqxpCqskTEIiLY3zUcBZO3zZhQhOiAwcP9teFcodw1JNNiGa7UIdma4KumMTAlX/BhPqUZaM21CrDqQSxthjsInQuDup6xzaVKaSC2OVd4rzdnw8X/dxmIl1EfbN/sx2zr5Bk0aXtNnARMh+hsiEkobrw6QgXS2KAsHoQApf+pwfX9bF9E8g3SX3SRgg/n36qg63oqklCkxMC1tQBKcXKzuBMzhKtDk6BOgZtn3w037ftXXyLxSxrPg9JR2a/bUSijRHYCyfUXuhbdJUkQoyki8pwFm4det7GgLoSj294wgDugXdNxLaJ1DbJu6gbvjZ9asUaAXC3JdJkxdmlXEtma0oJp7JZm2ciDIekU0egXTj7JkdosZwV2kTZEKHxSTIh5hAS6V3EyoePrue6b9/zEYVQP/Z127vY6o2LqJsSxVn66QgXhzC4PmiXxRwS58zn58HHRVhM8PXZct+MlrTmlFQZMReci7w+Aq1VhTaC0AVsCaCNi7eJ0a5J6hvLNjHYxxHbVJtQuVB/LmLkuhd65iI+rjFwSRm+NtoIt0ttCLXfAS4OYTDhLFSuTYT3ic2uyXoWyULXC5U1F7itQmgbANCkcGvaPZ3BWjUhGqNik7PBxEP341NhbLxd7+NSsVyT3UegXZPU149LWnH168LbNfnNaxeHtcu4yvn6cYGPk5vv4mrjnFz8VH0fQXCVBb4xk9p2FeHt3yGuFuonJC52xdGFk4hWEkEkjBiKkeFvYIZ2P83tZZ0ktrEf1CqHucvgxM0nKofuh4hjqO55wEcETK4YkgBdCyLETbtIJm1SYZv04lr0bW211T9LefOeTSjPKy1zkQgDnI+qtpULTeaziFuhj21wOVHHYmw8Dc1s1DpMWiAxrSIGqDbiuMGvydVgRHEK4mcTwDaVyydhdSWgbVzRR3B83NklDdjttBE+F/gWsWvsfBJhSB1ySQyhBX4WVcn3zNfevzeqRIgq2+Cb6L4F4uvP7Ldt8fjAkBaAtRgHayci1wKneohCan0SqdK9rWwJVmYo811CCzPEgV3vYt9z/W4T0119uaQGfe2T/sxntgrRxmF94JNAzd+uvu26vnez23G9ewg335i6nrW9d9N/uJgJF4swgF+0MwejbbH7Jrfv3lnUiIDqIuIYe8uxMS6ubR0aQVaIm2S1crlcHWSyPRRd+PjESheeoQXvUif0fR/nc/XtIxgu3H3P2xaBb4H6FqWrnG/hhRZu13d3vU/oO/nq2Nc+phUixm1SSwAuFmEI6Wr2AHRZzF0paVfO2QVMg6MvTLtWE4y08TIv1g2KJh4uHEOToa1Mg2sLN7b79UklNoHtIgq3SXYuTuiTElz4+ohZaJF2JYQuSceuf1YRPrTwzee+7+vD+ZxwsQhD24B2URHaBsa34H3cyzcJ7QmopQCXUdEKu7Z20jGK1KGmolBxEEIqQNtE0Pddk8w3gX3j2GXsfIvRRTB8XDAkFbYRP998cOEV4vhtkotdL8SFu0oTPmn1LOqIa276CJgQfGOrEvBElK4TtbY/rmuBuCh/oG07inN902jPTAqrs0YJJTXUmZ6afu33sfE56+SzcQ8tCpcq4iOQPjx8fbWpNm1E0V4gPhxDTMNHLMx7bYTCt1hDkoOLCLjw6EIkfITVde+cku/FOSthD6C+Np+Z111ENZ842kUFsbmROaFc9e1M0Gt2hBp0GHed36FWNZqU8XYfoYll4+R6RyE4ZeR0tW230bbgfN+oTYy2pRb7mV3OJeW4CIILf5fU4CJYZxX57e8fIiK+eet6Nxt3F/H1ERf7PX19nwEuDmGwF6Jv4LpQP9fi8XFYnwjquna14SI+kVgle7HDqxkJX9bcmXV7Xbid3aePcwBrTlAuYuCSSOyxONWmZ2G6CEbo2reAXIvPJbn5pBYfJ7fruuqY174yPoKqf/u+oeu+T0Kxn4XKmc/tOr753wIXS5XwiYMu8ciuZ9fx1dXgu2dPuDbOXPct80JJDZkOsiJXRKB2d15LB6ePQ5s7ECGid9aJ3LagQ+ASqX0iaxterjZc3CwkjfjewyfZ+Or4ICS9hIiMi+C4GIrrt6/9s+B1DkmgK1wswhD6sObvkBjcpU0fdBlo32SUFbKoMzkZpx2bZC6RkhBEvROh6zjDqZ0Ff59Yb9cNEdo2rhKSqkIL2S4X6q+LBOf7HwKfROTDxSeV2XVt3Fz1u+AXGnMXrj5C52Oc5yQeF0eVAD/VjOL13+b/Lm2EyrvKhDiWPRGs/szUcTpYq53vQR+ealSIEGfwicM23mcVU7uAr90Qdw+Jv6HJHCrjWwyud9N9diWSvr66lrefm/2fR5TvMk/tMbXH28b9LMyxhotFGHzQFqTEhC4EoyuX8d0PDbasVjkchFgRBO27EK28I085MbkIjj35nIQiWv3Z+Lkmpr3YzAnlWoghEdnuI6TitHE815/9Pi5oIzAhVaqNuIQIhP3NXO36xqrL+4SIcts9G5czEoeLr0qYcI4XXGvb9bFD7Yf6s6WHtXqrBd8ki9HnHnQRO8tT134tTtQki6nb12HgT+1y+CC0UNrUBJ8qEarnwqnrN23Dxy7nUmNMvJ8Uh65lXXV8alKIAJvv0lWS+vdClTDBRYlDYrzrvo/7+uA8RMecYFqF0EZFnY5eCGVX0FGW9Pakq0/fO5n3jEkhkgSRZYgsRWQZ0eYmUb/nDiwbmnjmfZcE4FNlXMQ0NLld0MZ1fX3Z5Vz/bWJi33P120WqMMv5RPcQUfK9g+u3Pb6udlxSVpd38MDFkhhMaBPnu1y7OEYXKcBuJ8R9zOfms0qCMFSFPG/Cu0vbVbrLBDZxqp9FvR5iPFo9i2PEaIgYDaBQcR5lUcAyRy5UCntZFOttOdo9BT7JyGwjVN8GezxdBMi1wLpKCWY/bYva7NP33Fc2xLFtJuZqy4V/qM/Qu7nG9Ang4hKGENgTKUSVfdyvbWLYbfkWqLNOBcTofJNNHgfbp8AFXcV/ESGyjMaRSqeXywuII5WxGhC11NKkqPNFfDLfybcoXRJY1/F3PTPbco2B63mIONm4uRiCq66P8LvmjIuA+97T1U8b/m3t2uDD29deR7g4hKErt4H2yfYkE9XXl0t6sMFoS5YlUZyeJgq6rRYVoQ3fJhiMJggAaYKcL5ShM00VgZBSqTFJguj1iOB00lrf4naNRWjS2c/bJC3X+/nAJ1WcpU3XQm97d9f7+BZ2SDoIqVc+guSTFMz2Xbh2lZoCcHEIQ9cJEqrnG7SQKuGbFOfh6Gvcp3ITBRcOvvcJ4KQTysjlUhGGKEIAUuaIXqaiQMXR+jgkCSKOiKqKarFw4+0SR23Cat/3LVj9PzL8Ntre9Szj3kUt9EmPXSE0L8+ietlzzjXGoT59Ulro/c3n37ASgwltuqcPQiKZq/0ubZh1QmUc3EQWeWuZTrg5iJzIstVzcxu0LJUUISJkVfdVh4iTSJXYpt9DFMXpfBM+dctHIELvUJcRcWz4a0RAx0xY9rt3IQKhReAb05AE6eK2Z5l/LlxcRMGsaxOKNqLsw9vXf0e4mISh7WOdRbrwiX3nwamNoDwJnm34WVy3MSJWlSIKZUlVlqhEtblqRyeuLUskqLgPldrejMYj5DKnms1W+Jr/bSnCh5tr4mriFcdrRUUk1tPrtUHXMQx945BU4iMWIW4bYhBmvdAc9kkwLunB134bnma5c0DrdqUQ4jkhxK8IIV4XQrwmhPir9f2fEkK8L4T4fP33g0advymEeFMI8WUhxJ85F2brSKwPxDlf9kzQhes87b5871VHl14FiI2bSE9aXWlS0cl6q7T+U1ujUl0vc2WcLEvFve0tzTYCEMLV831kZV3bjlhPCm1zwcSp67wxJSgXcTSfm23b9+02XTi0fvtAe+dUE7pAF4mhAP6GlPL3hRAbwO8JIX65fvYPpJR/1ywshPgk8MPAtwG3gH8rhPiElB15RRe9zFU21NZ5uberPxsvE7pyKp/Y53m3taxV+li3rFQeClh3t65zVEgpFREwA8PUuSiUQxTqBGgcqzMePjHV5pZd3r2uo4mCMHdEVi9Sl63Wv5OvbReHtMez7b8NPrXNfm/zd9v8tK9D0KYyh4iZPW/aVOYzEo9WiUFKeU9K+fv19THwOnA7UOWHgJ+XUi6klG8DbwJ/tDNGIW51VrXApZuFwB7sJ1FDXBzWJZLa/bQRH2C17WkZ8+r8lTahWD+zUTUnO88EPvHYBZE7a3cj9WAQOxG5RWzf+HfR/13/QwusrS0XAbEJVVcCapYx/7uuXYymjUH68DwjYzyT56MQ4gXgu4Dfrm/9FSHEF4QQ/0QIsVPfuw28Z1S7i4OQCCF+XAjxOSHE53IW9mO7cHeR0XfvPLpqF3Wiq37omuhmG22irnkeIq4DyOrQ9HX8hzWwpYj6d0McuuBoLlCdL8N1JiOAuyuylYiEW3rQbZrQ5bvbiyS02GzO71MNfP2YC9MlAbrK2+/WNld9bbRJxy74WkkMq/bFGPgXwF+TUh4B/wj4OPCdwD3g7+mijuqnsJJS/rSU8hUp5SspvXbE24jDmbluh4HySS9diYFPRPYtQG8bqwCzIo4UQdC7EFpMl7IhAOrYt6M9vRjTVKkbZXV650TjAw0REM1ZjJWtY83lOoR/06ZfglgjHvbCdo2fa9GZ5UNivYu7uwiGT4Jw4enj7K66XdXNkErTZV6fkyBo6LQrIYRIUUThn0kpf0H1J+8bz/8x8C/rn3eB54zqzwIfdOjk9L02Hcn++F0oa6i/LnDWD2uD/U4u3dJsLklU8Bf9XNsJzKCza6nw6kNbQiAjGpuDToArhFCGyDrOpDpnkdHEjZCSajJVTdXh8FVmrGpdWogEUVLbMspylT1Lv6ZldBTRupTitDuY7x9aAK450UWsDxEIW0VpW1impOQS6134uBZ5CBcXswvh5Gpr7b6/mg1ddiUE8DPA61LKv2/cf8Yo9ueBL9XXnwF+WAjRE0K8CLwM/E4rJq7Bswc/pHOGKPrXGlxShAldOYZNFOJY+SvUcSLVToSRycqyMTSLrDodA6IhCrAWWUqI2jjZ6yGGA6LRUB3CikRDFIwO1vpscKlD4NtSgd6uXJMITOICpyUGcyx8c8E1XvZccKkXwUXTIgGYbXVlPG0L3jV/7bkUklx8BKSNsHSALhLD9wF/CfiiEOLz9b2/BfxFIcR3oujQHeAvq/7la0KITwN/gNrR+IlOOxK+Bf40OHsX6KJ+uOr49MhgeSubtTXZmgVVn5qsZvPVFqOZ0Mbk5lgL0EyDZ+xUmMRBSxFIiZAVUgp1tqI+ym3mxTDzaTbtqwerLN0GnCIGq4ZOEZBTUkNTzyOWu7i0Wc787ZMEzLbsPtpsBiHVxrWQQ0zP9U4uQuYiXj5id565bIGQZ6QkXwsQQuwBE+DhR41LB7jKNwae8I2D6yWeTx9cuH5MSnmtS+ULQRgAhBCfk1K+8lHj0QbfKHjCNw6ul3g+fXhSXC9uoJZLuIRL+MjgkjBcwiVcwim4SIThpz9qBDrCNwqe8I2D6yWeTx+eCNcLY2O4hEu4hIsDF0liuIRLuIQLAh85YRBC/Cf18ew3hRA/+VHjY4MQ4o4Q4ov10fLP1fd2hRC/LIT4Sv1/p62drwFe/0QI8UAI8SXjnhMvoeAf1mP8BSHEd18AXH/q63ZsvzuevhADF2pcvy6hEMyTd1/vPyAG3gJeAjLgVeCTHyVODhzvAFete/8z8JP19U8C/9NHgNefBL4b+FIbXsAPAv8aEMD3Ar99AXD9KeC/cZT9ZD0PesCL9fyIv054PgN8d329AbxR43OhxjWA51Mb049aYvijwJtSyq9KKZfAz6OObV90+CHgZ+vrnwX+3NcbASnlrwGPrds+vH4I+Dmp4LeAbcul/WsKHlx98GTH9p8ApD/EwIUa1wCePjjzmH7UhKHTEe2PGCTwS0KI3xNC/Hh974aU8h6ojwRc/8iwWwcfXhd1nM99bP9rDVaIgQs7rk8zFIIJHzVhcDlzX7Rtku+TUn438APATwgh/uRHjdA54CKO8xMd2/9agiPEgLeo497XDdenHQrBhI+aMJzviPbXEaSUH9T/HwD/N0oEu69Fxvr/g48OwzXw4XXhxllKeV9KWUopK+AfsxJtP1JcXSEGuIDj6guF8LTG9KMmDL8LvCyEeFEIkaFiRX7mI8apASHESKg4lwghRsB/jDpe/hngR+tiPwr84keD4Snw4fUZ4EdqK/r3AodaNP6o4Kkf2386ODlDDHDBxtWH51Md06+HFbXFwvqDKKvqW8Df/qjxsXB7CWXNfRV4TeMHXAE+C3yl/r/7EeD2z1HiYo7iCD/mwwslSv5v9Rh/EXjlAuD6T2tcvlBP3GeM8n+7xvXLwA98HfH8D1Ei9heAz9d/P3jRxjWA51Mb00vPx0u4hEs4BR+1KnEJl3AJFxAuCcMlXMIlnIJLwnAJl3AJp+CSMFzCJVzCKbgkDJdwCZdwCi4JwyVcwiWcgkvCcAmXcAmn4JIwXMIlXMIp+P8B4V+gNgZlOzIAAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.imshow(image_hr_256)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 17, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x7fc7920b6b10>" | |
] | |
}, | |
"execution_count": 17, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.imshow(image_noisy)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 18, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"(24.849123343100906, 0.6502674264734282)" | |
] | |
}, | |
"execution_count": 18, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"compare_psnr(image_noisy, image_hr_256), compare_ssim(image_noisy, image_hr_256)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Thresholding" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 19, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"sigma = 20/255.0 # 30/255 original\n", | |
"denoised_image = bm3d.bm3d((image_noisy), sigma_psd=sigma, stage_arg=bm3d.BM3DStages.HARD_THRESHOLDING)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 20, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x7fc7907fcf90>" | |
] | |
}, | |
"execution_count": 20, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.imshow(denoised_image)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 21, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"(27.61737143563202, 0.7419180759700504)" | |
] | |
}, | |
"execution_count": 21, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"compare_psnr(denoised_image, image_hr_256), compare_ssim(denoised_image, image_hr_256)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Full BM3D" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 22, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"denoised_image = bm3d.bm3d((image_noisy), sigma_psd=sigma, stage_arg=bm3d.BM3DStages.ALL_STAGES)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 23, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x7fc7907e5cd0>" | |
] | |
}, | |
"execution_count": 23, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.imshow(denoised_image)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 25, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"(27.131733215235766, 0.7217077177084048)" | |
] | |
}, | |
"execution_count": 25, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"denoised_image = denoised_image.clip(0,1)\n", | |
"compare_psnr(denoised_image, image_hr_256), compare_ssim(denoised_image, image_hr_256)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Best sigma" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 23, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"results = []\n", | |
"for i in progress_bar(range(0,255,10)):\n", | |
" denoised_image = bm3d.bm3d((image_noisy), sigma_psd=i/255, stage_arg=bm3d.BM3DStages.HARD_THRESHOLDING)\n", | |
" p,s = compare_psnr(denoised_image, image_hr_256), compare_ssim(denoised_image, image_hr_256)\n", | |
" results.append([p,s])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 29, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"array([2, 2])" | |
] | |
}, | |
"execution_count": 29, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"np.array(results[1:]).argmax(axis=0)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 31, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"20" | |
] | |
}, | |
"execution_count": 31, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"list(range(0,255,10))[2]" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Show All" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 46, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x7fc774472f90>" | |
] | |
}, | |
"execution_count": 46, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1440x1440 with 3 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig, (ax1, ax2, ax3) = plt.subplots(1, 3, figsize=(20,20))\n", | |
"ax1.set_title('LR')\n", | |
"ax1.imshow(image_noisy)\n", | |
"ax2.set_title('BM3D')\n", | |
"ax2.imshow(denoised_image)\n", | |
"ax3.set_title('HR')\n", | |
"ax3.imshow(image_hr)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Eval test" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 26, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"pairs = list(zip(get_files(data_lr, extensions=['.tif']), get_files(data_hr, extensions=['.tif'])))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 36, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"sigma = 30/255.0" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 39, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"\n", | |
" <div>\n", | |
" <style>\n", | |
" /* Turns off some styling */\n", | |
" progress {\n", | |
" /* gets rid of default border in Firefox and Opera. */\n", | |
" border: none;\n", | |
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n", | |
" background-size: auto;\n", | |
" }\n", | |
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n", | |
" background: #F44336;\n", | |
" }\n", | |
" </style>\n", | |
" <progress value='62' class='' max='62', style='width:300px; height:20px; vertical-align: middle;'></progress>\n", | |
" 100.00% [62/62 00:50<00:00]\n", | |
" </div>\n", | |
" " | |
], | |
"text/plain": [ | |
"<IPython.core.display.HTML object>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"results = []\n", | |
"bilinear = []\n", | |
"for lr,hr in progress_bar(pairs):\n", | |
" image_noisy = plt.imread(lr)/255.0\n", | |
" denoised_image = bm3d.bm3d((image_noisy), sigma_psd=sigma, stage_arg=bm3d.BM3DStages.HARD_THRESHOLDING)\n", | |
" image_hr = process_hr(plt.imread(hr))\n", | |
" p,s = compare_psnr(denoised_image, image_hr_256), compare_ssim(denoised_image, image_hr_256)\n", | |
" results.append([p,s])\n", | |
" p,s = compare_psnr(image_noisy, image_hr_256), compare_ssim(image_noisy, image_hr_256)\n", | |
" bilinear.append([p,s])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 40, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"(array([17.0584197 , 0.48927316]), array([15.80532615, 0.3597526 ]))" | |
] | |
}, | |
"execution_count": 40, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"np.array(results).mean(axis=0), np.array(bilinear).mean(axis=0)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 38, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"array([17.0584197 , 0.48927316])" | |
] | |
}, | |
"execution_count": 38, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"np.array(results).mean(axis=0)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 35, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"[[27.61737143563202, 0.7419180759700504],\n", | |
" [14.183238916208774, 0.36191865295309017],\n", | |
" [19.298669733205127, 0.5933514762595485],\n", | |
" [19.14956994142338, 0.5869815380889196],\n", | |
" [18.809534923914597, 0.5415504037775494],\n", | |
" [14.755913967861103, 0.37872668233489354],\n", | |
" [17.93063519642342, 0.5054341819871915],\n", | |
" [15.089757090677335, 0.3557681814686347],\n", | |
" [13.461226192130663, 0.32306556164458483],\n", | |
" [14.857486511847128, 0.37137983715156553],\n", | |
" [21.025230736312395, 0.661801996244307],\n", | |
" [17.294261911324078, 0.514324543745945],\n", | |
" [18.49347772460115, 0.5216200213522937],\n", | |
" [14.946880334115383, 0.362551272543265],\n", | |
" [15.226141190630374, 0.37764484247002306],\n", | |
" [17.3162163339895, 0.4929907226718377],\n", | |
" [12.426537236252342, 0.29246984468892084],\n", | |
" [17.874715966378314, 0.44031098746118696],\n", | |
" [13.78790364494222, 0.33222715714899137],\n", | |
" [12.755627252012953, 0.33176811474728024],\n", | |
" [18.474180998095918, 0.5174765641479215],\n", | |
" [14.457635666913431, 0.40171439352308635],\n", | |
" [14.7105086099412, 0.34248225024729706],\n", | |
" [12.452058942302543, 0.2745724463160006],\n", | |
" [16.970564242071916, 0.5390659092593045],\n", | |
" [16.632186917779045, 0.41917667439294115],\n", | |
" [13.64464583480363, 0.3258790544924129],\n", | |
" [17.8844143338179, 0.4384864949263977],\n", | |
" [19.67246697118953, 0.5605138518750412],\n", | |
" [18.547083126805383, 0.5642621295312418],\n", | |
" [12.507744706257322, 0.30449073691781575],\n", | |
" [16.71344666590287, 0.4785698703351811],\n", | |
" [18.846560767400803, 0.5388050498879969],\n", | |
" [12.727564580165593, 0.3077516550654391],\n", | |
" [17.698549541173488, 0.494757743812918],\n", | |
" [15.323191872769675, 0.37029094364918685],\n", | |
" [14.401178089598739, 0.33853391317931114],\n", | |
" [16.11064960030649, 0.49387950330012614],\n", | |
" [18.27974319505357, 0.5599627616854477],\n", | |
" [15.008450295559982, 0.33821045386855736],\n", | |
" [16.86486571837958, 0.507213846721064],\n", | |
" [18.284076089727456, 0.5340425841471966],\n", | |
" [20.941296906254394, 0.5809215965191161],\n", | |
" [18.614225811937793, 0.5175329823615303],\n", | |
" [16.986614400626085, 0.5361992849024608],\n", | |
" [18.43709067351142, 0.5482209891731257],\n", | |
" [12.512448334045363, 0.2741466715252488],\n", | |
" [17.701791042804118, 0.5269226232744811],\n", | |
" [16.359787510664432, 0.44683205242385765],\n", | |
" [19.26434691091675, 0.5583423997450372],\n", | |
" [18.963383977658825, 0.7237813982769602],\n", | |
" [17.75828508225574, 0.5361979809737145],\n", | |
" [16.24615505437533, 0.5675887596896155],\n", | |
" [15.899120989541924, 0.3865890816054404],\n", | |
" [15.65151659551838, 0.40980712807689385],\n", | |
" [17.970507590358604, 0.5231168827915272],\n", | |
" [16.16951241871591, 0.5697107604098609],\n", | |
" [18.824070578340578, 0.593181127887334],\n", | |
" [17.14196363226045, 0.5362422665373445],\n", | |
" [18.143714695813294, 0.501853477750424],\n", | |
" [14.691358131193873, 0.39928165744494953],\n", | |
" [17.290475666221027, 0.5586650103481773]]" | |
] | |
}, | |
"execution_count": 35, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"results" | |
] | |
} | |
], | |
"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": "3.7.5" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} | |
{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import bm3d\n", | |
"from skimage.measure import compare_psnr, compare_ssim\n", | |
"\n", | |
"from fastai2.basics import *\n", | |
"from fastprogress import progress_bar" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"data_path = Path('issa_data/data_processed/mydata/test')\n", | |
"\n", | |
"data_hr = data_path/'HRimages'\n", | |
"data_lr = data_path/'LRimages'" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"(Path('issa_data/data_processed/mydata/test/LRimages/04-Ch2-014.tif'),\n", | |
" (256, 256))" | |
] | |
}, | |
"execution_count": 12, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"fn_lr = data_lr.ls()[0]\n", | |
"image_noisy = plt.imread(fn_lr)/255.0\n", | |
"fn_lr, image_noisy.shape" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"(Path('issa_data/data_processed/mydata/test/HRimages/04-Ch2-014.tif'),\n", | |
" (512, 512))" | |
] | |
}, | |
"execution_count": 13, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"fn_hr = data_hr.ls()[0]\n", | |
"image_hr = plt.imread(data_hr.ls()[0])\n", | |
"fn_hr, image_hr.shape" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"(256, 256)" | |
] | |
}, | |
"execution_count": 14, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"from skimage.transform import rescale, resize, downscale_local_mean\n", | |
"image_hr_norm = image_hr/image_hr.max()\n", | |
"image_hr_256 = resize(image_hr_norm, image_noisy.shape, anti_aliasing=True)\n", | |
"image_hr_256.shape" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 30, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def process_hr(img, sz=image_noisy.shape):\n", | |
" norm = img/img.max()\n", | |
" return resize(norm, sz, anti_aliasing=True)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## HR <> LR" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 16, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x7fc792cb4f90>" | |
] | |
}, | |
"execution_count": 16, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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KC5eJBS1qr3huHYDHIl0AD/nOYQzLUPsiFW9IFVC5zNpxGUyoZkLPlW1yLTV1tY+0xAykyyeMW1nV0Smf/D806fYW1/ZSWk9dMBSlMCJIqjFBgAmwE8upEEYJog06UIiYXKw0oT2+9/UpR69GDG632BwkBKOM9n7I4fcn3NsMuPlvDdtffoqMCvsvnNWDnU0e/tgNjj8O0bGw82ZG8PQYXbi2PIxbkswxgZxJeBOlMbmKYUyKHo2bWyFWdTr7TqQLXM96qRLLMAWvWhTLVYlxq1gqmpZdVTJoMuGbgqfl9oyxakOa2I9b9QErNbTbsNlH726gWxHh/oDOgxFog+7GNjgr2G9nDjShwwECO/mNG4+kLihLOBtfMMmITg3jHSHZavHBT8WEP/uE//ZHfo34zoC0VTPJlJDc3CRtC/GhEJ9AONLWrFpQIUwRWCzFbZgjfy7L7C7Mgn9Ek3tYe+45rZHEcF4noarJVbdSX2RVWLT6Nx3rZVJhZTR+R6ET06ev3uDgUx0GLwqSwa1/PaH9/iHSjhyKL6CMdUDybXg8wYGSYgwYyLohwSTLpQhfprOfYVRI2g347B95k//mxd/gK+M7TB50ufkktf4Ebmt1HqcTGF+PyTq2mfa+pnP3FDMaYUr3SUQwfg+F1vO4g1dtwFkznCViHSb3Zb93l9nGCrQ+jKGoKkC1qFdVp/i7GAtwGS0T9av6XabOnJd5XJQKerXZ3eLBD3cZfnbEretHbMQTHhy9zAvvg4wTiOyeBo8rSKoBmYn7kDMAD0DqUFmrRI7VGoJxRjgJSHqKVAfsqRH/y9d/jNv/DDofnOTYhQSB3Q7tKBhpuvcV0VDTf/fUxmxICkFqvdTgcRPPyPw5LyV4JiWO+VxW8IWLPr9VpNWLtnuFtD6MAeYn1iJRr1aXL6Hf53GAKtdbGci8gERyURIh3WqTbNq2TsYtxok1IVI06znXZMsUXFVtZpfsGIJxMSI9MCnGIKl9NuLuxclLASdP9/jizZcZPe5y+2lqsYtOC9Ga6SvXOPhkGwz076d033hC913roSiDEWY6nUkLxZiQuffjzOVZRGZhC1fZHHVezOiy2/4OovViDLDapPXly15/RaaxrO3yKt9UR70KWiSN1J0rWCEAwsMRrf0e0+2YwZMW/XcV178+dtfpQEc32e3kt9iCUWLBRWfiLGIKXo3IIkWQZYgGEwhpWzG6rekAmVFIImSxQndjdCskFGH/020OfjBBBgHtA+W8IX2AWJ1vxTYeFPVMRykbYMbYaE5z7t5GY2MMO1q2H6LJczsvGLnq+3pVdMn9XEnuylVpU3bN5+Un5w82sRtDPcq8rI0m51eptwpGcpljgdwD0psCJY7Re9uM7mxgAqH7/rFdxZXCRAGiNSZU6Dh0jk2zSeetEQgzC4XzfPSgpFGQbIYcvB4wvq5pP1EMPp7wme/6gJNpi/e+cYvX/p8p8VsP7WTvtpEkhdHY/s8DvDoVwO2EtKHiZKYy+DBw7ph4a4xPhuN8GOxmqn9PdlFegH7D/L3fNcb8YJOy6yUxNNX7m6oHq4r9TfGGVS0Zl7Hy1JEK5kKt59cQKg4+FaGm0HkQIomLkegnm6dAwFiw0YjMrBHaYIR8t6NMtcUbImG6FTLeEVQC0ali431N1o54a/caaapoPwxQk8zu9AQkcfERtEECd51+chvnwORVh2IuCD9OhzcUN01h9JmNVTkts1A9p6W0XoxhEVNosqKusupWlT0PI1lU7xmoHuL2CMyOOY9AY4hODNHAoEaJHatzc84nvzFo58+ACIT2nI7VzAJRIB0JkhkrVYSKpA9JzxBMDZ2HhmSwSffQ0H2coobTfO+CKUaTdgxi7hoKDOmMSdKTZyBFKgZzKZW9dM/Dq6Y1wyrWizHA4klWNRHrdMNVpI5V9cuLqg3ldi7Qlskyyxgcg5AwcKJ7xrUvnSJTF5A1Ch2Q6FQJlMUXsGCjFPo3To1AgUoMampdqFVqwEB0khFsKaY7BhM7C0YkBC4XrlGWgfg0dXlOCJ05ANGByyabgaKmkLqueG+KUkKeScthSYuwhXVlDucFxJ8xrQ9jaIr4e+emRUCi/92UlplFq46vw4M0BrDmOtWKkSiCTpvhJ/YwodB97xh1NHCmyRJgG9iNUZJqqzY4nEG0BR8lM0gGkhq3f8Kek9SgpoZoGKJ7GTJVDK8rTv7wCGMEDiM69wO691oEk6k1WxY8FmcWCDfJ09n+jjmJoBBiHqC4WeoM1eUzvaxn1HSxaULrAlYuofXxfFzFnFS2SpynnTovy0USS/GzrO2mVG5vxVVO4hjV7yH9HmZ3i2yrx/0/EnL3zyQMXt2cXafWjgnMEvFIZlDTzB732aXERneSzKASjcpsvIbcAcpNkPhE074b0Xs/4PDzU/7kp79CuzvFxIbR7YzJbsuW9ypEO873d+THReajLuU7KUsu3gXJwJctRmaycRkavsrnkSJyO+4Cy1Xd+3Re+oilnfWRGM5DF/VkrGvnvBhHk/p1303GVSYVoLpduLZLstvLD7cOhPZnxox22/RbsRXnffi2zORYA4AJFLplwUs1de7PBS9HI2ItFN7MGdkNVtFpykv/ZIqJFI8nbX4l+QE670eEfUP7k0d88FObfNc7LqJSFDpfhFk+iNzMmqWWSWSF6/Rh6YrqjZcqivO/EPRWVIiZVmfNXvpsV6XzqAKrmj8vW2oQCzI3pfVhDMWJ4um8QGK5jfNYOZr0cx4qPvhFaksTycRYk55ME1SSkbWt+/KN3xszurtF78MRhIHFEpIUYjervGrgLBH5FmwB0aAjhUqcilFgIpLNlycQdKToPNFE/yZEtGF4Uzh92iUa2W3ZAlZaGU3cNekZRlC0JhSZQckFeo6cCiJGMNrYyNHaBputNL2vgVgOLMesrnqcK7a/fqpElbheJ7otE/uL5YptLBLTFvVVxDia0DImVzf5666rol89mWCGI2ScoqYZpJr48YDNbx4CcPr6FpNbG1ZiAPvEA0F3I6ZbscUTUoOkGpW6pLMeT/CMwVimAJaZ4CwTAIObEcevKibbwtEnYPqZIZ2tMZ3HQrbRtpGn3X6G3EQJ+JiUlMFGmKWkW/ic1CycvI8p8SzoKkT8Z8G8Vhz3+jAGT/4CmkwqX26RtFAusyp3rhJFm2ICVWLtRagCTzFJihmOUKdDgsEUNUlgYiM0P/5sl6d/bsD7Px3nQVVQChMqhrdaDG5HVrzUxoKErs1gbDEHIzPzpJcWyIwDJjWSGtIOTK5pdAzZnTGfeelDXtw5Qgcw3YwgUJg0s4FktJMSdMEhKV/xg9k9KiwOZ6JEF02UPqRbGM4iUF81XcYk/ijwg+9YicFTlY5VxSzqrA/LVuBlq35Ve+V+m6o7z8KSYbQNkz4YIcOxVRlEmOy2OP6E5o/eeZvg46ekW50Zc9AQDTThqKDDhyr3JQjGqZ38qbbffpI6fMK6VCvSXkjWFrZfe0o4hPjNDl+7f5sHxxsMX9BMtwIXN0HPQs/5++mybs9FZlo0ub3qUTJRisjiepdFlzmZV12YrmocC2h9MAZYPNmbrvRV5aokhlUtB1W/V6l3hWSMQSYTjM44/Q8/wdHLIf37mhf/meb/u/s5Whk8+hzEJ2123hgRnE5oPR7S2re7JgFMFIDgQrzbYyrVGBfABRHUxAKFOgpIeyEP/3BE/4cf88+//2/xl1/4D/jtv/5D7Pz1mPBEEDO0jSSOGaBnzMA7PLn7YzKN+HgQGXPPxu6hECA4mzzGqRBmOp25WdfRqr4qZ2/y4vaeFT2jPtdXYqgiv1qvIr5X4Q3FcnWYwiJaJEE0qX/JlG9CcnsZVAbBRKMDIdmAYGJINmDwopB2rFekJDbkmil4TUohXqQJJI/yJEVVw63Y492A0e2UG71T/tiXf56jpMPgjuH0hQjdCgj2TwnvH5y1MBT3SYAFEoMahyXHCCrVCTWLJG3SdN5duoqaMIXzLhbrQOd5jxfQekkMy6i40l/Wg2kK/q2iulTVvch4F9X36drc+PrvnBAOu8RHU/a/p8fk1QlpNya7PcZMFaO3IlqPBUkyTGylAoyBJLMbpTDo2IJ/yVaEpJpwNMtqpeOA8bWY8a4iOhbefHid8Et9fvvWNeKpcPgpg0pjtk86qCODTKbOClHa5+AT0MBMnfASQ3GPhNthmSerKe+szNtcQRpYBFovozoz81VR0z4u2SJzIcYgIu8CJ9jHmRpjflBEdoH/G3gFeBf4M8aYg0YNNrEF+3JNHsxFQMdFY1tqRmwIetaJt2Um1MBK4bcnqydHdA9PQYTe9TaH+xEqgZ/41DfYDMf8/ZPP0zrs0/ngxNZP9czrMcnIOi6oigIdCsrMwL7Bx7oMrylOXgHd1sSHisnjDiGw8zWFmhrGe4JKDO//7Bbdh5vc+Bf7VkIZTTCj8SzEPeSMwI69ACoWzZVFpuGZgy8X1KyIVzlh10WluGK6DFXix40x31/YzvlXgN80xrwO/Kb7vxqtIsovovNiA03abzLGsgl2Wd268nVkHJrvtykrmTkyjSf0vvmEO/845fa/SPnSkxdpqZTWnVOGN0OLKaQ6jxQt2uSxIAF0YH0Zgondop1sRjz+fkXr5x7x5//EP+G7Pvs+OjKY0DC+pm0cx1PNta8mxMcZd378fYb/0QmjO5s8/uFrHPzwC7C1Yd22fSIabfJ4DECOGUge7Vrmytlrnvk/5O7SYWijd61KVWB2U9VwGdNetf81o6tQJX4O+GPu998E/inwl1dq4ZLFooVUxfEbTsqF7S0TZZc5NzUhkdn+Abfl+vQztzAKem8fo04GdN45ABHufek6v/wH1+k8FrqPE7v9Gsja1nVZMssAvHfcdCsk7Qito4ykqzh9MSB5acJPv/BNAN68f4Otd2F8bNPR9x5qWgcp0fEUMfD279wh62jC8ZTuY8Xh6yHqM9fY+t0EBnoWJ85rGD7idZFJmEKimjL+UEqWK4HGVMVkWObvUv79LN69Ju/IR0wXZQwG+MciYoD/3RjzBeCmMeY+gDHmvojcqKooIr8E/BJAm64/WGq9Rtc/rzh3XiawSh9VoOZlWzLcWMTZ8MVleiYIOL0doGNBh1t0HnU4fqVNZz+l/Vj41H/2Bn/2xhf5n779xxn+7ZvsvDHg/o/2GN0wqARUImy/afNRGgUnH1M8/YEhP/+p3+XeeJvf/q3v45f/wY8RnsILb6R0Pzhi8Eqf7nsDAE5e3+D0pZjtbw355P92D8bW2zEWoffOFg9/ZJfRT7/I3leHRN9+YDNHRaHFEZJ0Pl+EsRGccoDRCzPa4QzeWUpcursoxKRrEhB2GT2LMV5QxbkoY/gRY8w9N/l/XUS+2bSiYyJfABvByR2sLlznxLQKxtCk/KL6TSesL1tmEFVjKYqtF2AexhjERUKKBoZR17YZHo/pf2hVgtPXFN+zcZ/3pte49+417hxmnN7pkMWgu5rv/d53UaJ5Y/w6Kmkxuq4YvpjxYy+/w5cOX+KD4y06D4XpBi5AS4oJhKSryHoRaS+k+3BCMEhQxyOYJpgkAVF2O/jhCbtf77D/mQ6nH+uwObqGuvd4lrMyv4WC8Tsry5aGomPTouAsqzy3y8YIrhJzWKXtC47hQhiDMeae+34E/APgh4CHInIbwH0/WrnhZebIqolXV38VU+IqDklVuuiycZWpycu7QOXIpQWwm4yyjI33J/QeaFqHKUYp6yZtDPRSfvPBd/GFr/8I/bdDwpFmuqFIewY0HE3b7MQ2Tdx4Vxi8YNh55YCf3f0y7xzscvLVPSbb0PnBfU5ez5jsREyudzl9QZF1Q0woBIOE4OEhMhi5Vd/x+zTFTCbEH+wjGqY94eQTfbJXb9kI0rm6UNiWTclMWUiGa08Wokn7Q96VelUmfpn0LIHPpnQOLOPcEoOI9ABljDlxv38a+KvAPwR+Efhr7vtXGjZYbW1Y9n+Rvl6nL9a9PKv02+Raim3WWSeWMYWaehIEENlJJbk3s2F8LWZ4QzHejmkdR4x3XLq6u4YPkmvIVBGEMLoW0r+XknYjDj9tePedG7w3vcXN9zTt/ZT2Qcjh4Bp/+cl/TuuDGCL4/j/+Tf7CzX/OXxr+AqPdHt3MsPtGSuvhACHXgmUAACAASURBVEkyZDy1iV/OMGNl4y6cDoiPDeNdxfFuwPB6n9vH23Dv4exe6FnY+TmJQckslFsVGYOEod2ObZb4NCy77+tElyGBnKP+RVSJm8A/cFw9BP6WMebXROSLwC+LyF8E3gf+dKPW6iZ4E0ygvEovM+9V9dWkn/KEr5NMFtU9r8pQqidFZB+nTsQRh58IyNqgI5huKya7hnQvYft3Y7a/FfL0e2H0XROydos7vz6mf08x3gsJxrD9dkb3wxHBKCHtbZBsGrrfarHzZsbgZsBfuPnPOdRdtFaM92xCmOu/e2KDwWR6fqzeTbkICGYZW986IXqpx9NPhYyvge5EqFIshRkAqeacnIziLAipTR4RSuIYBZhUZvEaynlJP2rz4qr91y0o52lrBTo3YzDGfBv4bMXxfeAnz9ZYkc5z0cvKV0kaq2AXi5hHU9WmjhY9+Kpvb6LMJ6BG4hjRIClkfYhOHDYnWGYxBvXygO+59ZAvD15BjM1+3X9f0X2c0XkwRMYpuhvx6HOKn/jxP+C3/9EP0Hkwof1E8d9/6+c4PO3Q/nKXjfc1wdQg43R+3H48WTZLAGRmaoC6+5j+6YT4aJOspQgeHc0S8xbuo8kyF/3ZzMyYWs+Yg1c/PAjppYvAbfV2btc2XJwzb64KTi57B8/j7HTeifwsrCUFWh/PxyrnnmXqxaIH0qTMKupEnRRQHOuiNj0msUwSWdS3+5YwwiQp4kyNfp+AGU+QDIyyCWO33sno/5a1GHzrvwx56U++z2B/l69+eJvwSDHdjHjwwxGTGyn9t0Nu7wcMX+7R+2DIxjvwL//eD3D9zYzJtZhHPxDy8l9N2Xt4BNN9y5RaMYNP32R0bQeAybaw97UJ7a9/iElTK9onmbU6+PyUkwncf0T88DGImsUOcfiCiNjrcRYX48FJKaz8RRNmEMykpuk0lzaKAXJ9rAbVatngtE0ZRNOFZtEzPa8K+hHT+uyVaIoVlBlI8XgTlL8KNCy2W9dv3biKL0eV9FFsuwmDajJ+5+QzD85pzHRKNDAEE2g/NTbvw40OwYMDbnwRvvHmi0wnEa1WQrKdcfCpiM5jkF7K8CWNbgW5WTAaGqabhuENxeBGwPYffsTgpY61NozHmDSDTDPZCjh6TcBA57FGTWYrt765i3S7uWWilrxE4K/H56s0TjIwehZt2ksRZZXCMQgPRhpjZp+St6WE0fkcolahOqaxDFi/KloRgFwfiQHOrqyLVvQmEkQTzKLcd1Mu32SVXxX5bmjJME58zrM2FTJC9++lRIMAldrIzSo1kGW0jjSd9yKCJCLpdWhrGF033Pq3GdONNuEIwtMpvUmGboV0HyYMXmgxeAFUCkeHfXb7yqowYegmp6b9NEW3IuKBZuObB8jJEKM10m7xzp/a4fofbLDxpQeYoxNQOhfrRYMxKXmQ14J6ZIzJHbBmyW3dhNcGUW6vRTk4rNHWxbq4Ddu7UUPONGYRoJo9lkul807+i2IMK/a7PoyhSnRedYLWrfhVE77q9yKppUxNV4KLjL+q/WIZrTGQ520QQFJDFglGDBt3bZZqs7NJOMzY+CBg850x0+2Iwc2AwQvCtKfYfSOje2+EOhygb24x2Y3ovj/g2leEh38oJtkwyAcdtt4ezzEhtKbz9j4vZbu0Hg9h/9CK/oHCRCGTvYz9T4eIvkX/ywZzdJxLBfnKnjndpxCBSXy4eeOcuArYgpSZQT4WxwD8Lk2/t6IY2KUoZQRuG/dVrNJXoRJULVj/XmAMsPzC6/wGlq30VROvWL7pzW6KEVzERl63MpSpmKMzP2bovHNAMN0icUFUdGhjL7bf2ad1L0JGE6JHMZ17LaLBBtNNN1EDBa2YZCNishnQBdp3j2m/usfoRU0wUMQfHtiJ7/cqpMDRKZ2vuXyULvMUmUaSlNbTAB3DweshrSe7hMenQGYna1LMF2GT2ZoSsDqXYStJyXdlwry04Cd/WQQohn7L+5rdMwmj8wOSi1bwJu1VLUzLGMozxB/WhzEsA+iKZeokg1Un9aqgUB0wWTXORe3USQlNpQ73X49Gs6pBYIG8+4+I7t4n8iHPnJi+/zOvk3SFcAyb74yJ33nE7sNDHv30xzh+RTG60UUlXdI2XP+DCcHRANOKCIcQHSqyjnG6fzazBARAZqUWdDY3cc3RMbf/5ZT9T8dkbTj4VJfrh9fgw4duJfcbv1zy2mKgFS9VeJdon21LhbPkNcbMWyd8MBcfLLZgjThDqghQFpjDRUXzVSbuZa78VyChrA/42JTbNhG3V8EWmtCyl2DVl6m4UpTP10kkZTCzVN7oUnzExK7s0m4jUcS0L0y3hMm2kPRDzEaX9IVdNt+b0rtnSNsw3YBkA9r3TmCaoNsx410h2dJk26ldted2ObrfLtGsRfztym4yTefNx7QODMmGYfCCMHx12w27OQPP28xvkbET3ksIWTb7lMO+1QGeRfBSFd6ZuntfpKtctc+LRV3BmNZLYmhKVaZN/70i+lrZbt3/RceK4zgveFl3fpmkYwxgJ6MEOl9Vpddj+uoNwsMx0cD6MgRjQ9JXnH5yh/3vCek8MmRtG/VpcCezyWVChWQZpuXCvQkwdb4Cc5GWstwS4K2JFgx1ZseDQ679q5Dew12OXgk5fC2i+6+CHFgkCp2D0qJrmwGKop0lJihJA2X1wjs9OYtGbtI0ehZy3tcpJtGtomcovjemZzCm9WEMq1AdSFllymwy2cvtlv8vszacR0VpOqZVyK+ghV2KJlKYTsTu7x8wvdHj8PWY45cDu9nqpibZFJLdhM57EWqs0F0r3pskQVKNCcCEhu2vhnbl9ozAMYD8N86CULyOJIP7j+gcHNN6fIPTV/vI1gakmc130WlZK8bBob3+qnwSflJrY8PaO9ViztPSYwxFicExlLnALqKY7fPGXuei/JdVdB7/hLo2rpIu2Md3JmPwVKd+lEX1Zch/U9CnyBCW+UI8S30179+ZMN1ffTqg9eZDMAYzTYg6ETpskXUgHArxoTDd1sjU7ac4FdJMoQ5ObDupJj4y9N8K2f2GSxjjgENTwAjmmEFh8xTOlGrGY9R7D9h62id5YYfpVpwnsum9DXJ8YgO6+rHLbOWfI88cvOTirhmYtz7M3UdtHaUy5/tRMGWaZdJCFTXBs8pUBapfBKBuQhdsd30Yw6ocrs7cWKYm4voqE3gRQFqFO5yXcy9bmc5IQjO7fv7CZxnamwjjCB0pWoeacCRsvD9l7xuGd//jGFIBgXAE8aFgBkM7CQMhHNlYDfHDQW4S9BYEGz1qNiFN2fxXlFxcWLdIBDXqQajs9uz9A7v70oGJhiyfvBKFNk5D3l5REqzADzz46Tdcuf9nMA0PTi57RpcmyVU8x6t4Jy6R1ocx1D2ki0zCupu3KkNo6muwyhia0jI8wx/2TGE6nVuRTJIiUYhSQvjklJ3jCerwBDMegzF88oMtBt99nf1PK+JDw/XfP7VmRyUEDw7oXOvYBLcnA4sFKAEjzkHJWHWhZGHI70Fhd6Rxlge59wB54CwXVaqDNhhtx1xFc9aGIqPIspnaUdyVaTQiIcShlZwcSGnwvxvsxCze+/NMzMswZ6/yDl4CrQ9jKIvpVTdhGRhYx/XL5xYxjGVjuGpaBJ5WYSj+eFGXhsKYtc1WFabIoyf5/gO74ivMwyf0x1NaT66hkozg7mOb2VoUZjym+/UHNm3dcDzT2/NuXVAVT975yfftJ74DDb2L8lxkpizLI1F5y4Y/bn/oPBmNSdL5pLZuDABmLkhsMDOpevBRKWupyTK3NbvCD6RMZdzqvO9BncTwLLCGc9L6MAZYzAwWSQ6LOHAVp64qu2ilv2p9sEjLpJy6Mg5xrzvnw7BLkXk4t2Z9dEw4HkMQWAcmL46L2I1ZgfsfxbP2/LDARn4O1FmVoihJeEtJkUH48mRI7NrObOQmMY7ZiSoAjtm8NKCVtVAYM2MAnrz0UNjtmeefqMOIyvfZ3+vLkAKr6q8isVaN7QppfRhD3QXXMYVFk7xcbtmDuKhoWB5vXZmL4g115yissBXn7LAKmADMNiuqwgYnbWYRnCHHD3I/gmJINZnp8LRa891mdoOVKThg5YwgkLOOSVlmV3PvyJRXygc5kzqKYyioEtaZS83dC4lCew8cU6za3n3mflUtSpc5Gc/zDnwE0sX6MIZFtEjPXua30ORmlqWOuhWiyYty2UBWE4vJMhxGLNgmrdiGb3fHvQQhLgUdOL1/MnFORAVJo2yKZCbGEwRuEjrJQgUQKiSOnYmzNJGL3w7QNC6vZb6pag6f0EhBZcl9Efw4iglx/X8RK4UYjZ4myzNVVb1HVzERL6KOPENaL8bQRJ9bNGmL/1ftt1y3aixNmcyisquOs8lqsYxRAdLvIb2uNS9GYc7gZDSx6sNkYiePF7lLEZCqesiPiUImMvsdqJxZWFNhZhPjegZRFQpeK+cXkeXtgMMglJ65R7udkbmK4aWEqc14JZHNfJ1jD0lqXZ6r7lPVs30WK/MaYwue1ocxNFUNlonw5yVfXwWIkuVJUs/T/iovxGWAnw6UVHEEaYp+8tS2FQTWhJimMyvGov6XMqZsPoJaMt+/RGFJuojmgUqtZwzBk1d5KGAEuWSgcqZDHOXOTno0mjGBufGt8M40udcXndhVC9Ca0fowhiItkhwu40YuApN8bsTL0C/Lk6uq7+K5ZaBXU1OuOydhlOvs2fGpa7e0sajJpFlViptrxwaQMX41dww3X+39twMXvaQiFKwK5e4CddYCEgTz5S97sl2Vleoq3u9LoPVhDFUv4rJyRWo6aRqg0XMg1XlX+aqx1l1XU0yiCuuowFt8ApocF1hkr2/KhJswh/K1zJW1ZtOZ05HzQvR5J3zo92yWgg6YWSMgBy1zrKMk7ah2Cz2e2Gu9TED5zLU0aOs89VYpf5H3sgGtD2PwVLdSL7vZdZNoWbllQOayG7rspi8DR+vaaKoPl/rJzX5w1jxXVW/RKljFiKqoqt3KMh5jsBPdAoIZmMCOWykLMpbyS8xJAl6iKMZ0FHFRrS5g1rtKKeAqaFXVdEVaP8ZQR01evjI1vXGLbvKqQOh5JuB5xnymnrJIfZUDTxOpYBEo2nQ85esuS3DlY0UJrRh7IY7z6Eq5NaHg8u3LmTR10Z3UzJFKCSa9xMnS9Hl8FCrAqs9lBVofxrBsVVqG5tetuuV6TR5gFfOpAuOWTaIqKaRpOyu8aHk2qmIUo0XjuCzcpI6qrrtOzfO/ixukvKejMTbMm09377AICZR19c5VJ2eZOP9VLb6WyyxXR6vgR8+A1ocxLJocxe+qiV7+Xzcpyt+LGFFdm4sklrrJVydVVK3iq6pA0GyX4LL7WyzTBJ85L6OpAWRNMrXfANPEWh289OB9FkJnZi1iQFlm4zqABTmX+SusMr7LoqbMdNH/8yxwq5Qr0fowhjItW2nrJIimXLeJdFFVtko898fLK2Vd/4vaK49n1ReqTE1VhGV9L8NB6iSERQykjrmbzJo8s2yWcUtUDkyaTNs6zqqR56yoYwpVEkodXQZTaMrsm9avauOKJZn1YQyLVnr/v/y7bvUui+jlb89YmtzsOv28Slxe1kbxf901lctU1V/Uf/me1ZVbNuZlZc6s+qqQYDcjBxrLdZswDHAMAPRkkmMKgMUVHFMoSgcm75f59i9TPG+CQy3DpMpjqqKPUIXwtD6MoeoBVqkBTVbVpivdsold9/Ium2hNXpRVXo4mY6qqv4i5rLJy1jFHFeTbo3Nzo1JIYndv4tPMVfXX8OU306lVL3z8BaOtT0Qx6W3Z10GE2V6O0vtTdf1NGUYT6fM7YNI3ofVhDDA/+YsPa5FYvUzkrnr45bbL/ZfrLuuzrt6iiVg1niYrUtOx1ZUpS1PLVjF/Ps/c5DNEBdajsrij0RjreBRFLn9kBsv0/qaM0xQYjM4w3upSVV/ExXWMcqYxC+FWETl62T27LGqqHi6jZwBMrhdjWLZKrrr6lnGAcvlFkkTxIVYxrEUrch0TKE/KuutYtLo2UXcWMaSmDKZwXqIY1e/Z/0ogSa3LuG/bJ9f198NbFkLrtqwnE7eXYYFK1FSNK1+bKBDwjlNzgV4h336dZ6/y27mr0lCJqpZCVpmEy66l7r1apa2mi8cFaL0YQ5mais2+bNUKXr75qwJRi9SGZSL+MpWjqp2qdhet7nXMr24sq4rPYMX3NHWuyMrlfwzn95P4MZQjMkUhCrdOF30simNZVfwWyb0mZ2VmWMfcdmwRF9ylFJ+BgqRTyFg1FzmqEFm6caSnVVSS86odq0iQ56T1YQxNsILisSqQrYr8C1u3Wi9blYqTronKsuhcXd+rUN09avKSrcJoPYn1KpTcs3C2DbuOGeVbp33kZiWoTtv6HhjrtGRjOS7Z17BojHlsRxeJyjGGcgq8nMpp64pU2AZeri/ORGqmC1SXJnQZz76urTJdgvSwPoxh2Y1btnrX1VtUd5mI3uTcIrGwyJSWtdOk74uuCk2uo3zMV3WmQx+7kTCcxWAw2m7dhjyfJkbl8Rx8gJhiENk8VFt5N+QyvAXmJQU1Hycin9AOnCxGiprtuShJNYXcE3Oh43wWbq1dgJgrynV52XQJY1yfTFSe6iZRFaOokygWrGZ52WXni9/Lyi06t2hFXyQqXqTv81L5uv09Lk4u/9s4sTy08Q9yEd27JxfqmzS1TMBPWhGk1ULiaH6S+zpNxrgkVXV1RCs1wxdMYbNWEUDNu7Hqko8XmUeDOi8tArabPusm78WyfhvSUsYgIn9DRB6JyFcLx3ZF5NdF5E33veOOi4j8zyLyloh8WUQ+t/KI6vTzRcfrALa61bpOpSjXrwN5qsZVPl+30jd5CepUo/OoAk2p2GclEysneClklc6yWT6JYjZsf//9uLUuTDbJvRvP0DKVrZjcFqc+lFP0FZsL1HzIOM8g5rqUvEzejlL577q2G1ETLGsRFZ/LRVXPhtREYvg/gZ8pHfsrwG8aY14HftP9B/hZ4HX3+SXgf115RFXAYZGqJIIyIyhOriY3prxSljl0ua86zl0nxRT/r4oFlM8V22oisaxyrNymspYF1W4jrdaZVdhMp5CmmPFkJhWkqY3fmCQz6cHfF58oxm/2yvRcWLnK61xAIoX8EKomia22uS7nQs77T2HLt/S68IlXCHZ3IIps2STJrSkSx0gYVb8TxXvnJA3V7aJ6PVS3O/PxaHZRzcpdMS1lDMaYfwY8LR3+OeBvut9/E/hTheP/l7H0r4FtEbndaCSrrLRVE3DRSlvXl/9d5Mh1D2bZJKxjTkVaxjTK9ZapNHVSVLmv8hjrrqFYTwWodgvpdJB2a5YzAmaTMctsoltPPreF8VGg9Uya8MNKHCPxbszeurDKxClaHpSb2EXA88y9KDCMct4JsEzv9g2mN3pMvusFVK9buCbL3KTXReLIMQdVGItYBupwE9Vqofo9ZKOPdNqz62tKa4JhnBd8vGmMuQ9gjLkvIjfc8ReBDwrl7rpj95e2WAbwmkyq8kReJoYXyxfLNpmATSbforJ15ZpICOVrX3RvyrQQxKtRTURmwV5cvgdgzhSZo/fTqT1QRPt9QJWCOVM8cyjm1lSCDdRU2CpdtUAUxxXa1TzPRZFn39LW41JxljlU+S3k2a4V0u0werGPCYToJJ3hJoDa6NtyQYDa3EAfnyCZSwXoxxpFMyYXRzZ0HVgzZ9IgEO0a0mVbJare8Mq3UkR+Catu0KY7P0kWvRzl403AqrL+XJ6Q5+mnuFpXrdxNx1UuW2ZcVfhJFSNbdg1VzKWWYRRiKhYm1NwLXpx8RYbg/ldFlfb7G8Q7RAXBvMRRdR2F+1C0bkirhbTiPH4laYYByxx8pms/Jo9JlPJdSmCZgtnskbUVJhA6d0eYTgslO5Ak6Ft76DjAuNwa0fsh5uTE5ufwfRTycLC1QbLXJ/rgCSRTF237GTKGuoVApGYmVtN5GcNDEbntpIXbwCN3/C5wp1DuJeBeVQPGmC8AXwDYlF1TOrnaaJZN8PIkW4WxVFEd0LlKe6tM5CJV9VNmJqv2XVFP4ihf0XO1Ya4NPYvPaAoMypv9TJZPmErgzoGXEoUzU2eTsYL1qOz3MK3I7c2wAVtsxiwgm8wkGCXkzkxFM6USpNfFvHST0Qs9EAgmGt2OmL6wQdJXdO+NUYlmutMi7Qao1BAedMGHj4MZ48EyOtOxCXvNYOhUpgU7Pquur+kzrKvTZJFrQOc1V/5D4Bfd718EfqVw/M8568QPA0de5VhKy/T8MuBThTlUgUJV0sJFqAkwWC63Sp/Lrn2ZmtW0zQX1izkbfLaqs22Wc8U5pL8sSRRE9tmqbwFJr2rMeRsuxHJmWalMtw2t2E7EOMLEEdK2UkTO1Pz4i9+OWUgQwI09Jje6pF2Fcf2m/ZjxbsDp7YDTOx3UYEL7/inBVNN6MrFbv2/swq3rcGMP2exDFCPdLqIU6mhAfO8QPRyip8lZFcZTncR2EaZQde6ctFRiEJG/Dfwx4JqI3AX+B+CvAb8sIn8ReB/40674rwJ/AngLGAJ//lyjqhPNF62MVRhCub1FvxfVKfdRNYYqhrRUZK9QFy6KH9RhEAvwhPIxiWO76ieTUkq4CgZS9AsoZqcSn+BWuRT0xqomfnzaJrQxOpgxvkX3ylNkGYB2KzNKYZRCsgzJtNXvM53nqjSKPKaDtFs2CU6/S3Jzk+NXO8QDTefxlPBwjIymEIVERyGbTnVIdruEp1OiowQxBt1tkey0SXsBSU+RtoVrX3yKefAYkhT9+MlqLtR1tIr0V1e27l1tQEsZgzHmF2pO/WRFWQP81yuNwFPVpKuaNHVAYRXjqAImq/osv5Sr4hxNpYi683XqSNVkPi8TqcIY6up4hL/8bhddiuvQf5kHFvPNTSIl4LHw7SWSMqi86HpSDRJgPOifgPGSAMzlypROG+n30Fs9sk6EEUG0of/hlOhoTHAwgNEYk1pzatBqQRRi4gi2u6T9mPBwbNvLMsJhQNoLGF5XhENj20tS9Gg8H2H8PNSUQRap6Xu2Aq2PSzSsrKfPxzospj5vKKLVvYBlBlGlgjSZXMV6i1b2KuZXxwwXtbmMmr50/rz3QSiqEkWmkO9XmMVKmNuHUAD8TGbPCeTteWR/zslpia7sg7RIlmE6kQUBRSB0Y0hdiHpvZgxDpN22qkaqCZ4OkNEE0pTg+jbq4BQzHJ65t3qrZ6UcAwSCTKZImtl2JhnxcUI4Dti4m6AOT9C+31WwIX+8LMWeB2eoa++ctF6MYYmIm/+v08OL5Rehs8V2mq6yy84tEucWSSDLmEJVn8vabDrmMhXvq/MkNOV7XSUp5MwgcM3Y/wYz726sDcgs+7W4a83Nmouel+/H4xGZRqYpuuVMlplBpW5vRBgihTfbjEYwGtmYEi6kvjEGBblzlgTK1tvoY9ox6Xab8HCcb9o03RYMJzlTy1oBvftuY1nRXXpVsf48OMOi97bpe7mE1ocxNBHNy1XOIOU1en3dw6jrs/wQlwE8yx5ulVpT7rOu73JbVeWWjaUpFepWWiKqck4Wz9WZKcvlixKIN10uI5m5J6M1kmYwnBCMEwgUpNbZSqIIs7eNDEaYg6P5d8SrL15iGQxnY9UGMo3e7Nr7kJmc6YT7I6Y3egS9GJVoks2YyXaIaINJIL2+STAcWQZXDi+3irq3yvNr+k6e831YH8bgqU7PrpowVSvmolW7qp9FZaowgDoJpqnaUK7T5DoWMa1F174MLK1boQuMy2arNjPTX5E5FJgBgWUIVRmx55yBipOzaKmQPGrDmXF5ZyZpt+zpNLOifbGQd7FuxTBNcklglmnbg6GzWrl3plK5m7ZMU0wckvZCxnfaiIHehwHBOCVrh5hIE4xSooFitBuiIkO0ERO6seXXsUhlWyQNF8ssegfq3ucmqmIDWh/GUAUAelomYlb99/XOAyzWAZV1VKfe1LVVrrNMQllV3FyGm5TLlsfjEsCAnZSGbBb3oLgXyZePIjupXAapPC+lz0ELuVSQSxTejdnt0AxaLYvkO5dlY8wsaS3Y/sMAkySQTNHj8VkzqlIwmcAxNlakG0uencslqSmOQ4IA2dsh2+4T3H8CwzGnn7zNyZ2QYGQxhsff32H3jSmDWxEY2PudJ4Tfuktvo8/gu28QDFPM8enselRorTp1WbabTNxldVZtU4Rn4eB0+bQIS6gSjcrnl7VTNdHKE3PRBC9TExWi6n9Vv+WyTV6cZXpm3XU0GZ+3FPjvsgrh/htlGUdxP4Rf3fPVuNBHvntRk29iIgxnG6mMCwevNQI2XV0rtvWnibUaTJM8JkS+OalwvbnEEgR58hpuXUdvtEGE4Mkx5umhLZNl0GphwgATKWi3YDKl++GQtN0nmBqSrqAjSHoB0w0bDWpye5P28QBzcEj3rdCaXZ1reL6LMxBMVhNCroouCTSspRXbXh/GUKY6gLH80i/DAHyZZW0vKr+oTJVI35QWiYvLxtFUTG2q3lRRLobLTArIspLloaAieN3dBWcxFXsrfHt2E5XJg76ciarkk8ukmQUMJ9OZDu/HVcQnijk6vUUiCpFej9ErO2QthQ6FdjskOjnFTBPrVt3tYJTCBIr0xhbB6QQyQ3s/QceKYAIbd1NG12KigUFHMN4LiW7toL49ggePLTMyZt70WoxJsYiWPYerZhg1tD6MoUofrgPWFonJdSt0WSqokjj8A64SrxetznXXs+j8orLLGFcTaaHIsJpKQaWVtyoWgU0gq2fMojyOQpbtYj0LZhZ0+izDuN9Ga4sflIA7A9b8mOl5pqDUnNmz8hbFEbK1SXJ7m+lGgGgQY5BsNl7Z2bJu1SKET07Q/Q6TWxt234QShtcD2oeazodjshdaSAZhYshiYXK9S/dBB73vNh470yiQ+zKIkuUCQ93Cdt4FZ1FbK9D6MAaoF+2XXeiim7gMGyi3PBnYxQAAIABJREFUVwckNsElFo25atx17TZhbouoCeNc1IYzJVaChm5SGr9CFsfv8koCkJlccrCRpbO8zNyqKjZgCy7CU66n+/gJeTi2Qp3CJiwJgoIJc5YAV6KI9NoGJhS698eINtaP4cmxjT3ZbjN8/RrRSUL4+AQ5HSKdGAR0JBgl6BgGtxTBpI9KDUlP6D7RBCONSu1znr9HduyiBDNNCiHra2jRe3teCbSKztHW+jCGOkyhrmzd/6oJWlxBi+UXAZbL+iz3tahuuY1VxctVxM1FDKzuPlVRENhV2Z/3k9ExhFlC2WCGF4CVBBzAp3a2Of78HY5fDrj5rweE33x/PrK0H0Nu3Qhmlo9CshqJYxvbwNU108Suzjf2SK73LXYwTu2kDxSm3cIoCE4nhA8P0U9m4URMu2X3OIyndN49hMNjzMmplVrSjOylDTr3R6hJiko2SLuKtKvYeGfAZqpRx0NrBp1O0XPu4tol2rWJd/X4dB5faLoArEJV798l0fowBk9VIn6ZqjAG/3tR2eL/RWJaE/G7DtBcZUI3pWWqUlXZJm0WGWZh9TLGIEWGUKRg3onJr5IWhXfmQdeW3tvk6NWA8TWDCb2XpJ4HN32bxajSrl2JbaATc32XdK+DTDVqmhI8PIQoJNnrkWxGtB+PCR4dYo6OkY0N0uubTPZaZC1Bpdv0fn1/7nnK6RA9GMLBYW4BQRvM8TG9r9zHjCegBHWrhw4U3f2U4O5je9vGY7sbtBh8xt0r8dYc7wq+aAFbRE2ec9U7XyftnoPWizFUrbxl0XyRBaJ4rIp5rDJRl63QTY5VHV+kiizj/HXXtirOUdVX4T7noeGLqoJycROlAEB6gNBHRfL6vxOxJzd6RKeG/l1DeDKBW9eRJwfWpOgBR3FBV7sdTKCQTNvYB2GA7rch1Qxe6ZPFQueJ3chkOi3S6xtk7RA11aijIeZ0YCd3K2J0q81kU6EyQzBhFtDFWTH0YGg3WOXMb/atHz/Jr7f7xiNa1zYJ9k/QxyeujDPJepWoEO/BKOoT6zZ571bBFRa9+5ewGK0XY4DqCV3FeevUjirQrUqlaMpV65jJKqpOE/BvEd5RVXaVNuvGUaVaiFi/BLf7sag25OqCdwH2FoGJXWFFzTJTCza+wd5XhhglDF7uk/QUW9+KCJ4co7d6yHCCTBOya5scfmrDBkrZT3M3bJUaWo+HxMcpJhCCoXUykq0uGAhGKeHTAXIysPp8FCKjCe2nU5CY1tOE+NEpsrOV30tzfDqTEtzuz9n9sIl0fbYt/egJ6vAInemZWiOz6FYWC5kUbqF7XrpCWlhGTQHiZ0TrwxiaYABV0sIq4lpZ9PeMony+CnhctOqW21zU7zIq91mHHzSRgurUnUV9q4LjUTlBi9eZtcojeUgUQRxb/T+OMC5GggwnxB8eoPtthi9vMrwRkLWEznaLVtLj8Hu2aB1lRKcphx9vc/wJCE+FaKCIj1LiwwlqOEWOTgkOYiYv7zLZa6FjITocEz05xoQWeDSbfSQIyG5uE9zbJ377EeH+BmowstfksZGxTZVnMudI5VSg/Do9k/B+GlmGGWXMm1rVPMgaKEzG7L/W1UFplzH8ps+w7tgl0/owhiLViVR1+nvdJCoeqyzjH2bFnotFfVYxgDqMoXxs2TWXfy8bS/n3RchbCGIX08CrDIWJYsFGDSpGel10t83gtU1EQ9YSxjuKrCVc+8qIYJAw2Wsz7SuCMQQTQ+vBAHU6pP9hGzJD2o9Iu0L7MfTvafrfPiU4GgCQ3tgkPB6g+21OX4ytJCE2mEqYdkl3OiQbIeEoI36oSDdbBA8DzOkpMhphVGBdpGPrp1C5Js8Fk5GzUgTkGERudQiUy6Q1wxfs/dFO6ii9T3UMuu65LcPBrpgpwLoyBqie0FDPAPy5umPFbxUwl3CkKWMp0jLRv4nUUW6vzBDrrrnYblUfKzIkCQIbDTq2Nn0zmc7Oe98Dv/IqgVaLoz/6Kg9/SBEfCv27hv79hN63T4hf3ODwtYikHzK6HhMONdtfO0QdOQzApbWP331C8sIu8eGE2791BNMESVJMHDF8/RrHL0cMbwuv/p0h6mTE5jttMIZkM2Z0s4V+qU040rQfT4jeeYgZT4jvPZyFm9vdJL22gZpmVg358An65JQcQwkKm70qt5IX7l1BajLjibVGlPJvmnTBPa97DotUZfdsGkkLVyBBrA9jqJr8VRiBP1+sVyxTPl81cctJVYuTvjw561SWIjWRcJowiKprXEVKWKR6FOsUrlfiGNVqQcttAkoKTKHYro/K7DJYhyNDMIVwBDtvDAgfHjlcoo8OhbSt2PyDRzZeQpZZCcTMbP4mjhjfbDHeDohPO8SHKaIh7QU8/VTI4JUME+k80CvakGzFTDcDWocpaUfRfjwhfHRs3ZELHpkmy+DomNAFXxGdoceTM4FiJPfU9CqSmVefiszBu1fnWazK79Q5J+aiSb7s3a5r4xJofRgD1EsGy9D1KiyieCPrgJ2qSbSM6qSKZfr8omsoH1+mRlSNpapc+drnmIx1GVbdrn3Rk6kL4mpczMRgFvTEtSGt2EZNDoTe2we8fGCDmYQfPs1NfJ23n7Crrltvw/F0htL7WI9+MnZijl4OSTZg51vCZDdivG33IoRD6NwNUFmAjCaYbpvTlzskHaH7OKN999gymUmCORnM/CC2Nu04hiPrYOSDzBYsJnPfzKsCxeS2c0yhGJlKFGdDW10irTrxF6kjF2AY68UYPC3DDzw1Wc3L5+vay2MX1qzQ5bqr9F++tlXr1LVxnnJiczPY+IeRnUh+PF5/vn2DbKtNcDRG7j8C7ZySuh1OPrFB0lVsf/OU8MmpW9FTl3HaYE6HtD84Yvx9e7M+fSQoEfs7Ckn2uqgUNt43bHz7FB0FpK0uaQfah5ruI0N73+6RkChEpQYdCfHhFHl6ZPvyTMflchi/doP4yQD58NFckt05nwl/jBqm4G9ToM6CiF6S8Alu/X37KKnufb3guNaLMVzGpFnWbt2NK+IN5bpVakVR1WmCK1RJQOcFEOvKVUktvi+fLSmOLMDoczoYM9sZGYbQajH4xCZJV9F5EtJ5cuBC52lMp0UWC2kHjl7vkfT7dB9rNn/vvl3BpwkoMNqgQyAM5q/bOT+ZVkzSD9l8L6XzcIQ6GpLd2iLtgEqgdZDS2h+jDge23+GIjW8e0evHhI+O7fXsbtnvJEVvdJle7zDZCtDxBp0kQx48sSqGZ0p+D4ffbFWICem3kp8Jc+8DzxRiVwIua/eSReQ7nNaLMSwS+6v05zpJwp/39crHV5Ew6uoWx1HX1yoSTlNO3xSQLOEmqt2aJZQ12u5N8O7JXswPAtjaAKB1lBEM07noSulWG8mgdWQY3FKoH3/KvZMOG1+LLVNo2VDuut+idaRtMNUwsE5LocvSNBhhWiHjbdtuMG2h+hHTzRDJoPM0o/1wiDoewmSKcSZFdXCM2tcQhugbO0xu9QlPEsLjMVk/JukFjHeV3ecQbNNNM+TJgWUOniEpNbs3Pr29KcSPEJnzhJSgkHvTb8MQsSHrys+kKRa07P1rymAWqaCrtlVB68UYoBpnKFKddaB4vgo3qFu564CjJg+7yUNvKkXU1S/TMtzBSwZ+Y5FfKdM036EocQydCNneRCbT3B8ApZDjARu/e8/6B7RjN4kEJOTw9S4I7Hz9lK2vJhw82Wa7K8j0KXqjw+DVTR7+UEDSN6ipsH3zBv0HKdONgOENxdF3p7z069t07o/ZfnOADhVHr3UYXxNu/asB/W+czp6Hi7Yk7Rbp7R2ydkjrvX1Mp8X+D+zQPsrovPEUMxgSPYQI6L90k9GLPXQoPP38Dba/1kG9/YEN1JqmZ26VT4o7txlLxDIyB2iazPoxmLl8mUvewUXvyXkXpfOU+3cGY1g0kYvHi6J4mZpwzaoJWa67bPVf1HdZdakDAJf1WTf+cv+FPlS7NVvlK3RpiWO4tkN6bYO0F9L59j4ynqLbLUwUECiBTJPtbTC62aH7QYB8OAZj2PuDQybXu+hOSHA4ZPffPrYOPlHI4FWrfqipYDop2cb/396bx2p2ZId9v7rbt761V3aTHJIjjqTRKNpoQ7Ziw0aEOBIMyAacQEZgCYkQ+Q8ZsQ3nD9n+IwICZ4OXwEhiQIaMSIZjYRAr0MCwYckDRYq1j5ThzFDUcMhhk2yy2f26+63fepfKH3XrfvXVq6p73+ue4RvjHeDh3e/eWs6tW3W2OnWOZPyhAKlOKE6fkUSLiOPbEflgwHCvQApI5pLsCI5eGrA9K4hOZgpR4xzF0YtD5rsRNw9GiMmcweOSwd0JLPN6t6POanUyQ0Zjyl7EfCdicWPI4L0UUQeAVWOyGgsVF0asiEKS1O7deUNEpeG/0EDbqUkbQpKtCy6AWnJxCIO9UG1q61oIXThtm9hmlukqjXTpv6s46JJgutTTfeix0vkms1QZzezjynpi37rO0bdsKxvC40LlU9jZ5L0/u8v0VsmtXx0zuL/ggz8xpPyuY3q/vsOzn5nCbI44OCHtJSyu9UnTBHGkHJHkeECUS6WrS+htz1lOM/r355T9hHiR0NsXbL1VkY8kMhZUiSAqJKKSzK5GFEPIjkeM31iq3YZ+huylRIcTNt6dM9iLEZM5YrZg9Poe4mSq3icSkNe7KQdHDN/uUewMEGVGMjGkBCtD1ir8nEEUylIFhJkvVmHZQNkYqjq+guv7hiRFV/k2uAC2ivOmqPv6gYujhqzybapHG/fuKvLZ9Wxbg8/A6KpnlrOloZBqUnM7kWVEoyHRoK+s8blx+q+ur2IfppSjDFHB+IMlg3eOkXlOfmXE7p++x3//Zz7Ng1ciTp7rU/UgXySkk7p/fapSQplFVMNsTaQuexH73yIQ/8ERn7ixB5NEBVZNVLLY7ECSTiqqBE5uC6bXE4phHY9BQu9AMN+JKXZHlLtjFrc2mT6rjlSn9w7ov3ug7BhSKjuFlMiNEWIwULYLIRD9vsKxrBh+uCC9f6RUiKpaUwMaogCrsHKLBXI2p5pMFVGw50Ht0aj/nHPQNbdCc9VX9wLAxZEYTAgZIS2j2ilx3b52tR36bbcd4gY+FceFq6uvkArTpj6IetsxS5uYCCqzsmFQ04eg0kQtoCRBlBXZUaECl9TEIzma8+bb1/i/ht8DAnpHJTd+p6R8NWP07lGTkbq4sc302SHz7YioGDA6URy8GvV4/C0xu6/c51O7H/Lb955ndCemGmbMrmcsNyBeCk5uJSy3BFUPTp4TLLYSegeS3dcLjp5PqGKY3O6THpck85J0UqgIS4VaiDJN1HvlBeTKU7KBOCZ//iqH36S2PJMpbOcl8V60MjSabLCq6sNiEjmbKxtMXvttdPkW9ndtkxrbpMELpmZcHMIQsiWEjIn2/fMMnE8tsLl4iGDZOLWVPw+HaCSTaLXLUDvjyPkCfRw4ytL65J/y1hPjEfmtXRAwv9ZjthszvybYvJOx9asHRI+OuPH/bvF78iX6U0H/g2lzXqGJpRhF9RalYHpDMLuWkB2MSe9XiLykdyD58J0rHE4GzB4MuXIg2f+WEYstQdmHYiQRhaD3WIIUlD0oByCPIZ5XyATKvuDgumB8V7D95TnlMGX+3BZSQJWpVZ0eFyooy1v3kJMZzTZiDIffNOTktoq8lJ7Axt2UWEsEOl4lrBFOWZar5LO+7xWaU10N2E9rMZ/FUB1ikC1wcQhDiOK2idV2eV8Zk7L7jH52GRfRcUkT9r2QzcClXvgkFK0uJIlK6KpjIsiqDqgaQxYhej2iOKJ44QZHLw6RkVIXsvf2ya9tUozqeISRIJtIBo9Leo9ztUCKgt3PPWS4t008nRJ/+GiFQ5Igtzd4/F07DB6WbP/hlMnHVHyE5GiOyAv2X7nG5DYM3k9IX99k8bGKo5fgxu9UDPcq8mFEPoyQsaQYChY7ksGe8h9Ip5KjF1IWO5Jbv7ZUdoFIML8xYLEVKbfrqeL2vce5yu8wTBDPXyc6njfp5ogzlY/yLqSziuEHc9K371NNZ8rusqzfFUUYpJR15OncPxfsueL4Np0WZ9tiPs8CFhEiFusJdE/Znowo1UIZgrvCxSEMPgnApri+wT2P8dHsz9e+S3Jx4eTqrw0nl0qif4tIEYQ4QoyG6p62wOtivQxuXKXKEhU9aFEQHy/YeEcQ5RXxo2Pk0THJ4QnpeIhME6qXd1lsJWy8PSPeO2xiMIqjEwZvLBVuOix7tLKbRDnq3EMUsRwZEZCl5OTZiLInSSaqXFQIkolgdOcE2YtZbCnxHgHDvYrBIxjeXyDyinhRUoxS4nmPqhex//wQGUM+EogKrv/elPh4rgjkdIEoSqIsZfrxHZLNHunjGaKoqLKE4Yc5/Q+OlSv2dKYCstQh1+xIVCKOqfLF2cT7rmroWcu7bFRdQESIqEJKB8FCvSNSNA5qZ4GLQxjaqKmrrE+vb/vYNmV1LWbXR/JxdfvD2vW64FK3vyYdJMbnMbblQB0YEhtjHn/HDqKC/uOC5DgnvfuI5L6KQiSh2b8vr95E5CXpYc4gEkQnc1gsVwFHNP5CKMckcxwWS7a+fEQ5SClGqYqMtFTBVUERA5lIolIQLyX9B4KN9yqikxlVrKSXZA7ppGLjqyeIvETM86b9bLJg92TJ7JkhRy8pxMfvSeZXBPFkiVgUK+NhVSGmc+JFxfxKiijULgdA7+FMuUsXRb2VWa6pEI3BsfmW1mIJ2ZXMMvb3fVK9v2EQVh6KNhVWVrWfSrQKJGP7WIgIEYPSx7qjdHEIQ4j7hhaca1GGjIImtw9Zln312nRQWzXwlWvuRepjaicbnaFJxwYAldkIVltucazyIQz7IKHMhMqSdCNlC0hev9PYFrSt4f0/vUHvkeTa7+6T3j9SIjg0Tj0yEpS7Y/LtHlUq6D+YEx3NVhmpJnPmHxtT9COVlzZXhFkmMdmBpDeMGL1fUfQF2bFk9KFqP5ou2XxbpZCP5jnRdNkYM9XNCMqKaLokWvYZfpggBYzuFxx+IuLoE5uM3p8TH8+R4z7xo2Moc5R/REzR79F/XCJKSTat09KVhvgc/L5GOrmu9oCzSKuuvh1zoknRp+1FnkUu6y3TlWu2Op8CrBzagFP5Q8/qd8FFIgwazAXWZltwLW7fYgz9N8uF2urSfoiTOOwSjZeikY9B52Bo7AlQc8zaF+HqDpNPXKl1d6GCnpYq30E0r92Yr+7y4I9fY35NsPFuRbQAIVHc2uCmctADKamGGScvjCgzSGaSKo2IqnXulY8i4qVkOYqYb8f0HwxJjuZsf3XO5jsR6fGSYqy4ePp4qhZ9UarDVrXjFEnsHbP0pGD7TUG8KIlnBaP3xxw9D9BnsBdR9GP6UiLyEgSkx+rotyilCuce1+7LkQApEMTrQVP0t67D1UV91HFsTD3cM9fM7xeaHyFwSrhRk7lLEQgjZ4eOPAV1kBy7uTojee2otY72KgWfSjF4Ns+Ei0MYfAvMZfwzpYSQamA/N9vx/Q5NDBe4uIyLSNht1pJCExIsz5Uvv1h54pUfv83RN43YeuOEqpcwv5rRf7AgOZgS5er04fDDiigvefSpEfFCEr334couUEB2KBm/N2fn/7nX5G6UoLjI7pjpC1v09+ZEh1O2Xq2liLJEjgccf/s15tsR21+ZkxzO2Hh7Rr6VMduNGDyWiFLp9unepIm3kB1ItfhhLWI0Zb1w82JNbdHxFQGShycke6tvN7474NGnYiUFpxF3vz+m94Jk+eY28QKSiSA7hMVmSjqRlP1teht9kvf2VI7LslJEN4ohX6rw7kbIOpEkiLRc36YMMR3tbt7vNacvdWq65ui35XW6miZGAFkdHk5z9jxX7Y5GKj9nUSLGQ+TBEXKxWAWdrSUIXS8aj6ief4ZqmJLeeUD58NF6MNo4ZvnHvpVoWZEczuBV3yQ+DReHMLQZH136n2tR+qQIn/TRplO2cYU2ScPFIerJuYqtuHL/jcYjGPShLIkPZ2y+CWJZEC8LhtOcaL5EzJcsN2LGd06I7x8gRwNkNKJKhYrBGEUwmXH1332ATGLEyVTleoRGrBTDPsubG4rbThbIfko1zKh6MSKvmF/vMd+OyI4riGB5dcTsesr4vTlXvrgkmheKc0esiKBUxEJGkSICpn4PDUc3I0E3xk7N7UvZEIyNO1MefWqD6Y0IGSeUo4phL2eeSna/JBg8zkmmJYvtVKk/H04ph5lyfJrOVWq7jRHF1Q3SDx7D4dEKF50mT6twtf9H4wYtwD5RubbwRYRIIiO6lX5HK2Zmrtyxm3D8ur/rV6g2hsSPj6j2HiF6PaoXbjK/2ic7XLLczhh9cZWjw5xTTbLe8YjJC2NkDFt3jOlXf+N4Y8jDb+8x2Ksoe/2nSxiEEP8E+LPAAynlp+p7PwX8V8BeXexvSSn/Vf3sbwI/hjqP9l9LKf9Nd3QMeBJjjquNkL7fxcDoqhsymNpta0uxlhK0IWzQR4xHyOMTVXx3i3JDRVMSixJRVpQbfYpBjIwFUd4nPZxzcismnQwZPjhETOfsfnmu7AS3rlBlCTKJyO4+hv3DJqUcKL2Ufo/lc1fY/0Sf/n5FujXg+IUB+UgQFdTqhNLzs4MckZcsnhmwHKs2ksOZ4vJpohYyqIVdlOpAlul1aY5VqSUInWVqpd/LJFLp44rab0IKoqMZ47tj5leUuDx8J+Ho4RWu/4Fk+wv7iLxALHOyNEH2U0ReUg4zZi/uEC8q4mnO9PaQ2ZWIjc2Uwd2hMk4ulzWBXAWhIU2Vw5fG0+DO6v3i1TuZ3o8m4atVFDEaUl3bVi7dRzPEw8dNP3I2hzRh9vErHL6UsvXVAf3HB4hexvTWgMVmTLyoSI/VwS91mtOcWrUjWyyQ8wWD+3PyjRQ5VWdMmtB2Nf5lD/KxoOi3SL4WdJEY/g/gfwV+zrr/D6SUf9e8IYT4JPDDwLcBt4B/K4T4hJSypA3aRHa7jNdSK/3P7HK6TZcKE1rwbUZFly1DLwDtdKQzO+1uM39um94HPcRcpW4vRimLnYThvYUKabaRko+U0S87VBykv68WVXVlk6qfIOuJML85ZLkRsxwLrh2PEMcnoLc8SxVUpdzZ4OCb+hx9HMq7MaLqc/yxiHgG2ZEkO5EMP8zJHkxUHMZewtHzGxRDKPsxiazVhUJHZ4pWBi4pFdHTRrImbNoqxZxMjG+5ZuOpFLHR6kZVkR1JZlcF2XHFjd/NIRL0PjwhOpmuxjyOyK8MyccJi62IoidIZxIpMqY3IgZ7knwjpnppi/T6iHRvirj/qI5QVbeR5zTJcPURbP3MiPqkT1s2YB7llhIxHLD8xDMcvtinSqB3NGLrVVg+s0nZixi+dg85V7sqyQySaX16M8/pP1iQHcVkdw9USPz5vH6/uPFSbTKERRHyZELyxl3SJKFaLBReadIEtJWLBVdeK5AxZEenT5eGoJUwSCl/TQjxQsf2fgj4eSnlAnhbCPEm8EeB32ytaS/mEMc26+iy9u8Qt3e1ESobkixs3F3qjk1QKnXgKKpFaClAxjHFze26joqonG+kzWGj3kFBerhAzAvyq0N2vnREsdVj/1ObJHNJvJCkxwXJtCSZlozfLREnM0V8tjc5/NQV5fTz7h7RslCehplk8FDS31uyQ4YopXKAOixI9+fIQaoSvGQJs5uSYiRZ7CT07olVkBczMpJ5LeoymkjE9e6HEGqS58XKEGmPk9HO8MGSxXaPaCmpehFSCKp+iijUuQgZRcye3+D42YRkBum0Ip1IFlu1RFbC6H6OFFAMYxbbKcVwg+Eyh7uTtROoevGJLGtyUVR7j1bP6sS1ot9T7zKbq9OqUCffqZBbG5zc6rHYEaRHknwgKHeGTJ7JqFLB4O4YtsYgYOPdJdmdPSopYb4g+cpdZYhcLKlqaYFI+XNInetDx4fQeJ9MTksUhp1j9Lt31L2FI5ZnAJ7ExvBXhBA/AnwO+BtSyn3gNvBbRpm79b1TIIT4ceDHAfoM/b3YBkd9D9q5u/nM1U5XwhPCTZcLGUvN34bOKjbGVFlCdrhEpjGLqz16jxZkj2f0PixYXh8jhzHJrCCe5MSPjilubHHwTT2u//oxVTxguSEYfpjT21PRlBvOvFiqfIxpysnLu1RJjVcSIw5PGN3bIh8n9PaXFMOY7LBQWZ3ykmhesLg6YHojZfNOzHIrpcxg8GFEepLXNoBo9d52EFWhgqJEZYUEZJqthkDr5HX9teAp1O3FtaQRRaR7U8a112bRj4gXkmKcUYwzorJC5BXJrGTrqxVlP6ZKBfGyIp0KRFUTvncOkGmixO+kNvDmhcq23XyalRWfQZ/y+jZSQHwygcVy9bzfQz53k6qfkLzzgOr6DuVQvZ+M1YGw8d0FUaHuLccRVRqz+faUKomacslJTnQ0Q06njbogF0vljemYd0IYgWZgJcHUZU2vTrOMPDxSbZ9RNT8vYfhHwH8HyPr/3wP+S3CG7ndiJKX8aeCnATbFrmlZUf99C9teeO7G3fe6qCu+vu22fdKD2ZeUypKdJvVWlFpQ0XiEHA/Jr27Uk2RJdDSl34tZXOkhNlIGbz0ie/Vt0ts3KDd6VFlMlCYkd+5z4z1lsOy/fszN16r6BGEdV0g7RWk32aFyLY5KmN7uk42u07/zmPEX7zH6wwTZ77G4NaZKI3r3jhtOLpMRi62Ig5cHPHylQkYlt35hoewL9WGtNdC5J+IYIhBFpQ5AVVJ5ZUaK2yOlKpPW41ZKSCIoKiVNGIFaqSrEfMHoqwccfmqXxaZg+y3lMXnw8oB4KZncjpjvSrbehGu/s6+IY15QbW9w8vIWMoaTb93l6LkEhJIg4rlk4/0B/QcP1Q7Dxljh93gfMRqRf+waVS9GCsHij7xElFekR0tlMBWw2O0xuxLTv/k8G6/eJ98dsNxKKFPROFvJCLLjitEHM9J7B8jjCXEdgVvEMULn+sxztbvDjv5WAAAgAElEQVRh2iq6eClq/xe9nW2Ew9d2CFmdTX0w4VyEQUp5v8FPiH8M/Mv6513gOaPos8AHZ2rctXjX9FDpJhIKsfVyvnZd5XwEyW7fJQX4+hK1n4I2POpTkOMh1faIcqiceYrRkJ4QFMNULR6tg5cl4v4j0umIathfGbDmcxbf8aKyAew9bvInisGA4rlrartuXk+KomTwqOTwhYSoFPT2QY4HMFMRivJrQ2ZXEgaPipXhLy/IHs8ZDyJltKogPY6JJ4tTY9fsQmhOD8otQBvwDLdqoN6qq+vmpeLgoKz2eny19BBFiLygHGYcPxsxvypBKsNsMRJUtQouU8nsWsThJ7cZPBjRe2+faP+IjS8tkUMl9qfHA5abCcVAUGaC5UbEIE3gyg7LG5tEi4JkqiSuaFEQT9QizncGnNzOSLYTkllFtr8kO8yZ78Tq/MfRMcnBWJ1WLSSLHaWS9fdULEtxMl1taYIyHC7zJhuWdOSo6AZ1Oj3qJECs7DwS2Y24BOBchEEI8YyU8l79888DX6qvPwP8n0KIv48yPr4M/M6ZGg8Y7k4NXEiFcC1wn7jvassnBdjPXDaFtTaUL3sjiiKQoz5ilpMC86t9hIRoMifpxcSLUjkh5QWy10OMh8xfuMJyK0FGsPFWhnh/DyHrjNR1pCEiQXVtm6/+hTEv/mJM8ofvKuv5dMrwSx9QJbeZ78TMrqXKS1Ko6ElIEBWI2kFILHMVrHW7RzItGdzPEdWAZK7wUkRo9a7a6NlALS2sftfic00AKKRy3tLjVgHC+C56z742bspIsLg6gD+5z4sbx3z44Hm231K7JQCL3ZT0KKZKYb4jyIcZo/4Vhm/tU20OmDw7VDaTx3PSQ0GVxkpdmtQ+G3FUn9ysE+seHRO//7A+wl6SltcpXu4xeSYimcVcmZbEkxwZw3xDLcbo3XvEaYqUknQ0VONTO5E1QXMqSbVYrLZD4ZwEwZiP+tLMeaHvGd6OwnrWBbpsV/5z4E8BV4UQd4H/FvhTQojvRKkJd4C/rHCVrwkhPg38AVAAP9FpR0J1FF5kuox97RvU0GB3kQ5MnLqoD577OgCriFUwVK7sMH12zPC9Y+KHRwwWajtQHJ2QaDflokDmOWJzg9lLVyASxPNqpajJit5X7iudVCdaERHluEc5VLp2EhlucjUnlxFMnomYX5GUA0m2H/PsZyfILGK+mxHlY5L9mPzakOm1hMHDguRwzvbhXInIJlFoLOC1Eayfqt0/c/uyrNSi11KAVhGSCFlUiEr9UQnL8FjVSWYqRKnE+JN3tnhjPOLZd0uGbx8RHU8gjkkfJPQONpjcVItXHcBS6kh0Mic7yji5nTEYRIgSZAy9vTli/0jZPsqKqFC+GjJNYJlTzearuRjBckOwuCopZoJ8lJDdP2F8t7ab1GnvZa7Oc2i/A5Gm6roo6ohQRni5Nibkm4uuuvqePlLuODAlCyMvRkfosivxFx23fyZQ/u8Af+dMWKiKfpWhrY5rVyAET2p8NPEKGBtF7bzUZEfe3mT2wjbFMKIapERHKKJwPK05y2JlxBNqcmeHS3W+QKdwm82hrJCTOrRZ7WMvsgwkXPvtiOzhtHGhFllKfnuXyY1YSQYlDB4I0hMY3ctJ7x8iI0G02GC5lZFvbLD/iZTRvYreg5laoEmspIVTKphoHJlEKZss1Q1EYiUpVNXqEE9RKeJQWdKFJsKF8t/QfSUHM57/NxnT6ynDDyZE07nCq6wQsznZdE5ysEGVbpFOJcO7U6izWvf3j8ju76igLnGETGPEXOn15Ys3kXFENCtUf4nhQl3vAESHEzbf2SI9idh4P2f4xiN4uE//0UFjNGy2ZuudCaRU6fDKcp0g2HOqbffMJ+066qwRBOfa+UY9XakhtLB9xkCTOHQxSIY+htmmy5bho9hmG7qO9qhbLhGDAfnNLeZXVHo3UdaLoPYtAJoFLjdHVIOUcpAiY0Fxvc/w7UPk/uHpaMcigiimvHWFx982pOwLql5CIgTESr149Cl1lLm/LxnulSqXw9EMMV8oO0gF8aMT+icZ5WYPSIlzSTRVHpGz22PSo1yFStPvq/+iSBk666Sxsu63MT7W5dcIQF1OmGOuoTLa1luEswWDDybIaLwiUMbWnVwuiR7ss/tbc0RRqh2ZolBGyMUSkeeroDXGN5o8PyQ9LokXFdGiVERCGz/rcwrV4wO2frtiK0tVhqvpTC30olCEYNBfqXP5UmXAKi03a9e8Ne+fRYLw3TcTM3dVuwNw8QiDC3zGRv3MBHuR2vd8930U2lXfRb1tyUG7PoOaaGVJ+mjC1iQnevcecplTAdG1K+Qv3SQ5nHP0rdssNiMWO0Jx9r2KdCY5uRWTHQxJHh2oRTYcMvvWm+TjmOHdKckHjxGLkitfmjTp4mRVh1+fLth8t+DgpVQFMnntPszmKzz7PZUJepmrsw/jjN6+ZPSOOvg0vzli7ztSrrwuSPeMHQNzDGuvR4RQlvJqRaBlEikjoxDKJyKJlI1BH+bS3oailj6qSi3uSEWfRgiKqxscfXzA9EbEo09tsfXWmO3feE/Ft6w5tKwkTKZII8Sd9kRcy2BtcO/Nz76BDnhjOmA1El5dvjo8avJ2MuirXZbadlA9nnQ3IHZdnF2liCftJwAXhzC4rP32/RDl9e1YuBa/LV2YdgSfStIiyq3aXAVY0eVFlinD44NHREKs0qcBLJZEs4IqSxjsLZFRj3QqGTzI6b1/iFgs2fjDPuLwRHHBKKba3WC5oZK7xvvKQ07cmxHX21TASrw9PGb46oT+h7s0RjH9XlnK/MWryiPv3SMV5+BwxtZbEdFM4dh7OOPa5wW9/VrNITo9FtoD0h5PWROBomqko8btWI+NznKVpSt7RZqs+khiDr9pyIPvK9m8ecjuYM77n9pm67UxPDpACLVgZZ7DrFwlimnG39Ct9U6ArE8lSiOAS92f0OpAJNThqyRZ7cHLChYqNqSWDE4luHVBF9W1i82q7XlXwtEBLg5hALeKYD5rsx+cReQ3++jatklU7PY0UdABS40+ZKFcfHV4sYZoAHIyIXpXedDFH0L2Xl+pH7P5alvrsE6JBlCWRI+P2fyDAnE0UW3bE0cfSJIVVBGyzBH3HiofgajWheMIORpw8LKKGt1/kBBPgaIk30gR1QBRVJSjlHihfAz0LovJXddUimi14DU+wlx4srad1NIFUu1qiFI2h5GaA1ZpQrnRR8YR8yuCdGtBHFUczvrIw4zlDUEG5FsD8s2U9ChXcSjWwpkZREEaHo6xdjJLmq3exjmrjqPZBMnROwuLxfqugktC6Cr+u+aPb3GfxQ7mtC2cDy4OYfCpACG7gU1NXVKGq47Zn0t6cP0223VS7voYtQtXrQ+XpZp4V3dVFufprJ54+Sp4yWx2KrCG1O6xoAx6JxOYTtc9x6papI9NYlrr/0LA1gZVljbORADFzoDtN5fE04LoZBW4ZXYtIZ0WLHZ7TK/FpFNJf18QHy8QVY6wD0vp8RJCGffy2jBojrMQahdDQ1kbGOt6TZv1e1b9jPn1AVUm6O1Lol8fQTGkP4UrH+Zk91XWquVuxvGzCekkYfcr9S6Jjompdwh0XAt9zkEbbNO0kbCaMPJ6zBeLeneoaOwYTd5LH5xH1H8aC/ksUkVHuDiEwRZDfYveVc+lQrjadbXlo95dB7Ou35zzR3EloD7mbBwiqo/bHn/7dfp7C9KvfICcrnziZVlRm+QwXVgb8baSq9BuUnBqC0o7FWnuJ6s6hkDEwXdeo0yhSgW9o4rRe1MVzLWOo6jfudgeICpJPC1II4G4Gq+HXQe1gM2xr49Zr7k3mwtN1LsTsja62pKdOd5SIkcDFjeGVJmgTAX9g5Lx+yW9BxPl2ViUyqCbZUixg6y3FNUYlKuxFLU3YJNersY7Vmce6PfU2NdqDnmujIs1QVhtL3qMiE9o4GvApdKeBc4iVXSEi0MYNLhEdvuZ79plp/ARAhNcop4O++XDEcA6q6+aMtoyczzU5aqtIfGyUrq1LhNFq+PLIoKoQphdrx3tFavtTOCU40pSH9k2uZ+UzHcEyQwGD0sG9yYqRJppG5AS2c8oB8q1l6Ii3Z+T3MioEohndeyFLFV2Cl0viRuVQp2DEKsdh6pSC662GYiiWq+rx76WppRxMmb6/AYf/ImYeA7P/bIKEhOdzFXWrKJcSUFVRdkTLDeVVEGpYyoY6oKI19WD5lBXHQtimSMXC+UTkudhfwNjrJzz6CycuY3Lt9XV9Z6iXcGEi0MYfKqE/m1/DBeHt+uGdL6QWgCnbAX2YRXzvuveqf+VhOUS8ca7DN+KVhxJc9lax24mpdGmGc9v1YlDj04STv7YC0yvxYhSxVUQFey8seDmZ95uFqCUsoniJDT3r63wy62E4V5JNFduvJtfOWby/JgoL3n4yg79/YrRexOi4/kqXJveYqwXq9D4V4oASqk8HUUl1Q5IqcLB62sAORqQ7w7JN1NkBM/8Rkl2WJC9/UAtWsMuowm3nM/Z/NU32fr1ZPV9srQ5LyJ0CrqsPplYlMj5orEXOLcU26DLYraZll3X1U4XA2WonacMF4cwaDgPBQwZLV1ldDm7P1MSqI9GA2unB0+lQAd1z3YNxiIi9SEXkefI3JAsynL95Jl5tFa3X1YNB9QicgPauamXUVzfYjmOKAYCGQMSRAnHz/fIXisR9RmMVYgx1o44i7xg/OYhoqgQC8XZRS9lsRmxHI9YbgiKQczgfqxyG+Yqo5V2ixZlpXYUzPFdG1up1BZtk4jqcY4j9r9zl/lORFRINu/kCElz6Eo1I5v3pWS1b19WyHKJjphMFCuCUBtYiSLk8USloFsuVweWQglmGnzxz0WXlOpb7HYd+1rXCRm/zwJPQYq4eIQhJDmYgxeyCXS1UTjuNRF7ZaUmoIbKEN1dYnyldiSao7CVhHSdGwvDq85rpPSBjilY682iQuVs3BiTP7PN/FqPMhPEC0l2JJX4v4DpDcHeKxVXP5sqXX/Yp9weqtOaRYUoJWKRK1E9L4h0BiqhUsJNnxtz8K2QHAuufz4nmZTE05pouKIPm4RNiJVUUFUqzFwpGyOjyAvld9DLmF6PSKaSrTs52f5CZb0aCHrv9pT6oROr6HHTOwNNdOVIhbVLEiUhlLWj03xBNZ36pYMQg/Cpp+Z1aAHatq8n5fRdFvxTUi0uDmFwGRH1fxdVdolovkGxVZHQx4Y60Kdu27FYmxwHUTM5RRwhhgNVRYdpy4uVtVtHBYL167V2tVRQW88NLzx9AEtxTKn09utXOPn4NstxRO+opHeQqwM+9anGfDNj75UENgvkoEd+c4uDlwdMb6pQadkRpBNFZPoHJeM3DhATtSsiBxnV1pDpNRWMdX6rpPjDiOGb+wrHXqLsC4tl7YsgGzVCwmrbEVZOTEC5PWZ+c0gyL8keTJCxYHFzzOY7JcP3p8QHKknM8H7G5JmU/JltstlC+X6Y302fEal3HERWqwygbBGzmfI10LsJ5jzxzQ9zLtiL2ad6noU4mO278PExPl95V99tbXSEi0MYTLAXssu+4BoQX1uuNj3qh6wn+Yr7CyNsmd5hsH5LdQRWaMOawUllWSEiRTioU6U1YNsTahwbaUJLEHmuiAMr9UQ+c535sxukxwWjt04Qh7Vv/uaY5a0tALLHc668uoGMMx5/7w2mNxRX3n6zpLevMlHf++MJZQa9g4TeoxGplGqr8NaQ+U5M77Di+udg/5tjisGK485vbVAMIrWY91UIuAZ/7QWp7QfajpGlvP/9W8yvSbL9lJ03VISqve8RXHlVEh/OVBDXJKbMIk6ejdi4I2v7izH2sloRyjrbN2miXJbncyUlaK/I0PxoW/hdOPx5bQI+NaOrShEiSK42hOAbP0UdhEW20M6Cy5bgM1469cMSuVSRh9a8GM0AIqB017JcibSyoppOV2qG1ruThOjqLtXWSAUHPZhQvfu+KmOFBD8FtmRRKQt/tLtLmcYq4tKipNgZIsbKtfn+947IDiW7XzohOphw/bOHyF6GKEquLHNlyKsXjEgSbhXPEs+Vu3Y16nHnL1wjWkLZV4bL278yJXvnIdufW7l3yyxFCjh+Lma2OwbGbL29pPfe/ioDtTGuOkLy5Juv8sW//r/za3P466/9Zyw+vMLu6xOK/ojtPzxGHJ0oD0ag/3AOMiUqqlWkJRFBJEEkROM6PkVRqPBmiwXVbLbet4bz6u6ueefiyD5jeaitEGNrk4Dt8iHJwZ7fHeHiEAYIGwhtaCME+pnJBdqIg92erJBFhSzrrS+9zQXKaKgThBDV3o16+zJaRWauff5FXiJ7KbJXH9fVUoU+LlurI3Zw0VM493oU1zdZ7PQ4uZWQzFNkJIhzSTKruPqqCg2Xb/cpxrv07zyCR/vIKF4/gBUrnAdfeaAMeHlOPOtz43f6HL6YMv2eE5aLhMUXMrJ3gHntAJUkyGGPxXZcR0IquP9KSj7ucT3fUolm8gKxWCq8jVOSvUcLPn2yxafv/xHmv3GV219WZzuu3T9U/gOGNBXf3ePZX6qI9w7Ufb3lGK8OZsn5vK53RnXB9/1tNdYnZZj9dLU5uOZaG55d+g+1fYp4hLs24WIRBvBT+5Bx0SzrskV0NSrZC9GQIhBC2R0a8T9aP5xjORuJNGmSqSojW0Q0WSCOJsqmadopmtRk1UqVMOP7mfiXJcmDI6a3bhAvUcFbT9QWYvz4RInTu1scvdBj+KBQB6ZMPwhQ/v+jgeK0JytjI/MFw9fu8eB7PsZ3377Lqx/eQsaZWoRV1YRdqwYp0xsR0RLSwyWbd2KmNyKOXugzTiN6909WnpzGuCb39vkf/pf/nHgpefYLxyT39lV0o7mEfLkaw7JETqZE7+WrcHXaq7Rurzo4VP4Hbd6I5ve2wV7UdvmQ/m4TD59UclZ9/6yqSZd65zBIXizC0MVQE1rAPrAJgk+/axMdzTaqUtkf6q0LHS14lV1ILQxZi7pioULDVyeTlbSgQ5/p69qzUSKbEOEmLmLQp/rYTcpxRnZQ0HssSSY50eEU9o+QOqbgYczulzIVbFTnUBDSUCFiqs0hUV4o1996PHVgkenzBd+xeZff+tw3039Up5kvCqiDjyQPjug/GjG5JVhc7bHx3oLZldqoGWfEiwHJYqnUCm14rA2Rt/71+6q/OnhJM6ZpZhwdriMOlZUiYnG0doRdzhd1MJXq9PfqMh/Mb+m69oHPcGjOk5DU4WN6Z1m0IYnIfP4EagRcNMKgwWMY7PTbR7lDumEbLm0GISnVDkRUh+42t/HKkupksp7tyAUGsdASg3bWkdNZncJsSDnOkELQ/8p9tejr2ACmz7+czoje/sBIiiswDXEyz4n2DpQXodl/pN535/MxP3Pw/Tz7myXZV/cavV/WGbflZMru/7dPf3+T2dWY4TtH9Pf7nDwrOPhmQA64uj+l6veITqbIXsbi9hbFKGb8u+/QbOeujWG1fq8JQJM2ktLa1mNlSUH1d1j7Zk8CbdKk/azLPHG1p3/b+Nu/uxKEpwQXhzC4KOx5Fq4tFfiMOua9kJ0iVHcNhzo4ZyVXcRgARB0TwPRvcIGWGEBlRepliI0xsp8hHh7A1hgZx2TvPlbbcTpgSLRqXxlEK4SQyELWqIkm4zXQ2EgaoiLWpRKAZ37pnur3eIrUh7o0cZESioLo4T6j+YLo41dU8NP9kqOXEopxxWI3RqYx+9++xfj9IdMbGfufiNi8IxnXyVNkmdMc8ipLJTFQ7z4kCXoLGEAulsjJZP0gk0+VPPVdnkDEDtm2XL99EsVZ2uhSvk1lfgpwcQgDnH45FyV2qRG2KGfeD7Xt6seGEJFwqT5ViTRzHkaCammkNW8O9KzUjlUatFpSiCO1GBaPV0e0Hx2ohWH2XweA0clwG7dqbaOojLDk2skKVj4A5tCPRyxfuEa+mTD6vXfh8f4qcUl9fBvDw1OWFRxPGPz+CciK0cN9Xvpin2o8RMwXiJMpw2tDjp/rMbkluPqlko0vPFCGxKJoJITmGHS+VGpD2lvhnudUj/aRRb4+7iGDob5nfzuf6tlmMNRl2hZe10XZhcOfh5j9eysxuD60eT9kCNL17Gdd9Dv7XhtBsW0UXp2u3sMvV/jocN/6iPapnYiq9hBcatG9bAzJWr1otkitsTATjggtIRhSirZZ6NgQgnglBSQJ+bNXOHhZZXcanR6ZJjTayj28XJ0xq6Ta2SgKxMmkIU5lPwapMm73Hy0Rk5mKLAWKQMasvEHjuEnIK5d544/QEAXrfZ33XFKnhpDtykf47Xquur5yrr67SMBdwMUU2/o9I+G4OIQBVi/se3HfgjTBVce+7mAzcOJjP3fh6iu3hsMqJwAyXkWR1r4S1qnMBqrqNFEwz3A015btgJrD11uoq+PIQiVc6fWYPNvn5DnBxh25Mgq67ACAWtFitf1ZSYNo0MSdmF6LiZeS9ESQPJopW4Xhu6HarK8TdQJTTmdqt8FWG5qxa1kE9nUbMeiqo7vadD1zga9eW13XM9fcCxGvc6oYF4swwOkF5hIPXb/1vTbbgG+wfdTVJcn49Nu2j+PAWZZKx5YiIsrS5jiwjny0CkN2+uOKOGLtcBEYYj843bmrOpiLVjdqO0WVqsjRw71i5XtgivuNulMfYzbtE1G1Uk9KlETU65EsVIi6bH9O9OhAtTMcqGStmuhoFUcI5Hyudht0Nmmf+G9CSBJ0zZnQtw5BiJn4mJBdL0Skukofrn5DuJ5Txbh4hMFlL7CfawgNdGhg7I9mcw9Xv20fIUTZ27iJliLqMG0iSSCtDwLpo9l2CjMRreI7Otut1lOi6wVYxyRoohoBVBW9A9V+/960IShr0Y1qEP0+1bVtxLJQKeXzXBEDTZh6PUS/R7Wzwc6r+8rFeTZX5YSgvL5D/GB/lck5UeHVqokydLbGQrDHzS7rI952+a4Sg6+NLmXbcNL9++ZOF2LxNbI5XBzC0EYQQvU0+BapT91oU1NMvFz19bWP6tvt+SaW1OL+yn4gsmwV7ryJAiVXUoApDdTHxG0wjZ2iFtWbXQwjNqKczhjeOSTbGRI/PloRFBvXOKa6ts3d798mmcHOlzcYfOWB8tPIMhj0qTaHFAPlyizeuYdpiAXZxHloxqGSartVE4W2Se6bI+Y36LKgfFLE2gB6JAD7t2/uuPCzy9iSrI9QhQhh6D3PCReHMNiLx/5vPrOvbfB9KJ9Y51q4IT3Nh4OLWNhthERYKWnOaiyXiCQlGg2UMdLaXWhEeVtdaHJlRquzFtp2IYSyX4CyD2j8oghxb484vcnkkzcZ/ubRadxAuTq/v8czv5nx8NsHPPq2Hpsbt8iOCo6ezyj7sPluwej1PZUDQxssI7HyhPzwITJJEL2esiVMp+p/YXhKmt+n7fvZ4+sab7Nd15i72jPbsct2revrK9SGj6j5iIpd7wlVCA0XhzB04bj6um1h2u3a1zbB8eFg9uFTYVwTzyct+Prw1JNFTjUTRL1eHQKufmaf7mzcq+WaIbKJ0FxHbVJdGFukhn5PWRIdnFC9sEHj7m34VjQ+E/mS5I33uflwi2qjryI5VRVX72eIvFBJXOsgt8TxKmK1JhBCrLY8F8uVB6M95oFxWRvH0Lwx73UR4UP9+cqFiFUI2ha6/SyEa+dy3dG7OIQBwh+1q6jkWvC+Rdnlo9pEKKRzhvBsk3pcIjAoL79BX3H93DgEpYslxieMjbwSmkBYKsdatCmdnl5LD5MpyaxCbI6R+4frNowmNkQEiwU8eET0UDS5GkSkU6/Xdok0WREFcydCh7vXBkyXgdQlNfgkONf/tkXvkiR8qoirT7M/32+babSV993r8g5d4IwSxMUhDD5dzWcL6KICaHBJBrpem+pil/e162rHrmtKHr5yp8alUsRBc1ozcpFdVBrP9H99bbtqm8fItbqxzEkPFpTXt4kmU5jO1lWRyLBl6GSuUp4+pGW+i8a39gqtZvPaoakOzW6Pq09FbCPIdlkfQwktUNc38eHjg5AKE5pfIcnhrPPPhc8Z4fTsuihgi+/6ngYfxbX/zPt2Wdci7aJO2MTKxtGebD48QuWM+81uRdP/eswHoEm3firbsd6RMA9u2fhC4zsRH0w5+dgQdrdXUZUdKoluq3HH1n9xXEsLdYg8rTbocw5FTrXMm+s1HExoW5D2N7bfxzWW+rlrbpnt2tch7txGPLpydtci97Xhe7eQFHIW4sZFkhjauEQbdQxxfFd9+7lZpgvHd+EYovo2Dj4u4cBNLpeQZYgkqQPHxI3/A7Am8gtHUFobmuPL2uPS9Lx88JDFxnWOP3WVzaMTFaausRfUB8Hq8qKqJYYmq3fdTk2I5OTYHY5dlusahC1JhcbKJd25voGPcHfhqC5Vz9VOlznl6rsLXr75bL93qD+XytURLg5hcIHvo/gmhz0IPtXENznM/z7pxJ4QbQs8RPDsD+9TM4AmRHsd/1Ffr4nxemvS6LPh8Ib6ocO5N0lwjMhUMi8Y3S9IJ/WJTTNitVYnqIlLWud1NG0INd5yuVyFV2tbrOaY2OPjKufi0m2E2NW2b2GFpEu7bZ+U6SJmPvCV8zE5129X32ckBiZcbMLgo8q+cq4B7vJR7We+j2237Xpml3NR/BA39PVn5K7UHLhxo24WrlTPtYu1jkYdRUrFMHcZdBwJ7UBl9D36wgfKt6DO1diAlPU2qVilm4tiSAy8l7nySSiMqMyh8feB77u7vq1PUvQtuC5itW8+uXDv+h5t0Ma8uuDqwqeNMDng4hAGHyfQz2zwLSKzrVA/ofIuPMxF3qaqhCQds56PQzgkGFkvetPJSZqcWtsQdE4MjMNW0ihnnpXQYEgCANXh0eqe9pvQ9gMhaDJpVxKqQoWxFyuX5iZUu2sMXZPUtehCBN2u20ZEukgFZnnzeeib++r75rGrTAh80uhZ4Rx1Wo2PQojnhBC/IrDznYkAABvJSURBVIR4XQjxmhDir9b3d4UQvyyE+Er9f6e+L4QQ/1AI8aYQ4gtCiO/uhIm9WPW1ayG76oF7QoUmou+eOSnMSevT2c4qurkkiNDk1qAjJJsp6oz7pl9Ds4AtH4cmhJy+17SxCvFuqhY6O7eIY0Qva4yKsiiU7aM+T1Edn1CdTFb32hae673Ncua377Io7fFyjaGLMIeIuO+b2+25JBXf9/TNH187JrRJzE8RuuxKFMDfkFJ+K/C9wE8IIT4J/CTwWSnly8Bn698APwC8XP/9OPCPOmFiLqzQoLk+ZpuE4RMFfYve14/Zlq8du6xJNMw/Hy62NNHcX0VKFlZEpvXTitX64sdc3NE6sQCklM3fqfcyg8tEolElVLi4Su0+9HoqiIr2XrQJpP3OofuhiW+Pq30d4qahhdZGbHwSZghfs+2u0q7rWZvkeZ66HaGVMEgp70kpf7++PgZeB24DPwT8bF3sZ4E/V1//EPBzUsFvAdtCiGc6YRNa4L6J5BP5Qm3b3MrHCVz92G22cXxXez4OaLe1dm1GWrKkBVOCEI7FX65CyikioWwQIl3tcgjT1Vr3rYlDWapcm/MFUqqcG2LQBxFRHRxSaZuC631dnNc3HjYRdY2RjxC7uKZrToSkTh9+dr/me7lwdIGLgNmSo+u+C3wSr81UfO/SAc7kxyCEeAH4LuC3gRtSynsKJ3kPuF4Xuw28Z1S7W99ra3z9d0hH61rfVglCHMLH1domtk/cs/u2J5KLiLlwbq7N5CnVysXYIgJOsCUE2yFJg5k3wyEOizhuPC3lYqmMjHmAILjeS//WZXxSVkhiC4FL2gz17SMCrv+udzorrmYdG6+Q1NOlbRd0bc+CzsZHIcQY+BfAX5NSHjkTpNRFHfdOYSeE+HGUqkGf4WmRzfdRXKJd04uDYpoD7lrQ5kfqMti2uG3fM/sP9elrz4WLEJzyZkRx/0YSMNLqNdGcdG4LQOfSFLAW8q0JVa//m6B3LLQh0nBWkkWx7kzl+ma+d/aNZ+i+b0zt5642QuPtaqMN1xBnt9sw8TbbceHclTichTi6+ukAnSQGIUSKIgr/TEr5C/Xt+1pFqP8/qO/fBZ4zqj8LfGC3KaX8aSnlK1LKV1J6+qb7/zoyIUTdYviqU/dHapsMob59YrGrnTYRse0DauIgq/WAs7BGINQirvNp1n2KeBUdyq5nOksBK0KhfRxqSUGWKttWtczXM0bbYqzrz/XebaKya9GExsilwpxFHNf1XOqKS2p0lbP7CM1hH+Gyy9qMMCT5uuAcUkOXXQkB/AzwupTy7xuPPgP8aH39o8AvGvd/pN6d+F7gUKscLR2p/23imQ/aPkJoAbskgC6TOCS5+AiT3VfHRWN7NErTPdmI46AXun4uyzocnCUNCCHW/oCGaKwlvElTlTynDt/u3HVwSXqudzLvuxZ9qM468t2Ig6vfs5Q36/iIgOvax0BcUm9okbukjRDOZ1kvLdBFlfg+4C8BXxRCfL6+97eA/xH4tBDix4B3gf+0fvavgB8E3gSmwH/RCRNTjPJRYZdo7vtIIfCJg20qSlv/XRaFD09TBG2TGjSYvgtN0lcHrY/EqQzaph/DWiBZs6tUSQmN6mC6NofUNZ/KZP53QRtRsKUS131fPz6icJZyvvfpol7Y91xj5vv2Z1GdnhK0EgYp5b8Dp90A4D9ylJfAT5wZE9eiPOvC9w12l7ZC+qWvzba+XJzQV858B7NtWB2tNg2QVbRuPzAJhhWeXpeRdaDWNfuQGUhWQ5rAXCWJPXXOwRZtQ0QhRGzt9/VxRXuBdSUsXQltCFzfJiR52mVCUpCLiPkWuut+Fyb4BO9+sTwfNfgWqW/ShThVlzZDRCnE/Vx9+dpzfSTfc7u+44j12kI2vRkNp6X1eAqr8vYJSUDZLGrPRll7LzolBNc3sCewj3OHFntIiuu6MLosNp/aE+LAIWkg9Fvj6ZMYXHi5xjAEIeJjljkjgbg4hKELJTbvty06+77+QOflIvZHNnGy8XL1Yfbfhqcx8ZWPgYoG7TwchSUZ2FuXRk5M1V60IiAuoiAl1XyxLp248HNJRW3vZI6jvnYt4C7fJsQETBzsOj5C5Vv8vjJduXbXcmafZj3ffHHVCY35GeHiEIa2AQwt5lDdEPdqkyBci6ENF7tvu1+zH9+7rLWxWsgyYuVLsFxaXRkSg5koV4PeajQIiDohWZ9zKEuqoqgNmeaJzYAq4FrsNvgmsV3GbqNNYnSVa/smLtUg9LwNZ1c9n3RwVtHf1b49D339dWGaLXBxArV0HTgNIXHehJD43lY2VK7LhPd9ZN+9U33UbsxaPajqfm/fQAwGNK7MNriS0liwtvMAyrhoqg8+CadtPF3E15S2uhBwu12znk/asCXDkLTgw8ElFZrl7TE569xytRuSSMy6vj5cUpdPEjsDXByJoSu4Bi/0oe3nXaSOUB9mOddkdakbod8BFUpE1inI2n+h3BoQ7xmL2kccDILQqCGGM5MQYpUP0/RL8OHn485tRM713rrsWQhPm2TQlXH4OK6PS7v6CUlLPvHeVdcF9nOXpODDx3d9Rrj4hMEUoULU3FXH9zx0rwsx8RGkUBt2OwHdUSRpXaY6FU+xms2JPv8GlWVYVOqAccISVJxFfVTazGdZVutu0U2uig5cKkQo7eehie3iiiF1xdWe3a/93e2546rvm1euhW+/extBDHH+UFnf2HSRKJ4CUYCLRhjauEobN+tSpw3OUtaeNKGP0SYpgDICunYg1tqpGtdn/ZsSxfVNd2kdZq2WEKTprejDaQ2Zlonlm4yu5672XG37JBK7j7N8U58kYLbZRux87+DCyy57lgUakgy6LPiQxHtGuFiEwbXITL0uNBlcH8bXvgYXJbafhRZ+aPKEpAlHOyJJjKAoLmmihWAYAWLXHJlqr0hZ5OebMCHxPSSG++q0PW8jKGZ9V9+u8Q0RJBOXELEKET3XvfMsyLNIqxpCqskTEIiLY3zUcBZO3zZhQhOiAwcP9teFcodw1JNNiGa7UIdma4KumMTAlX/BhPqUZaM21CrDqQSxthjsInQuDup6xzaVKaSC2OVd4rzdnw8X/dxmIl1EfbN/sx2zr5Bk0aXtNnARMh+hsiEkobrw6QgXS2KAsHoQApf+pwfX9bF9E8g3SX3SRgg/n36qg63oqklCkxMC1tQBKcXKzuBMzhKtDk6BOgZtn3w037ftXXyLxSxrPg9JR2a/bUSijRHYCyfUXuhbdJUkQoyki8pwFm4det7GgLoSj294wgDugXdNxLaJ1DbJu6gbvjZ9asUaAXC3JdJkxdmlXEtma0oJp7JZm2ciDIekU0egXTj7JkdosZwV2kTZEKHxSTIh5hAS6V3EyoePrue6b9/zEYVQP/Z127vY6o2LqJsSxVn66QgXhzC4PmiXxRwS58zn58HHRVhM8PXZct+MlrTmlFQZMReci7w+Aq1VhTaC0AVsCaCNi7eJ0a5J6hvLNjHYxxHbVJtQuVB/LmLkuhd65iI+rjFwSRm+NtoIt0ttCLXfAS4OYTDhLFSuTYT3ic2uyXoWyULXC5U1F7itQmgbANCkcGvaPZ3BWjUhGqNik7PBxEP341NhbLxd7+NSsVyT3UegXZPU149LWnH168LbNfnNaxeHtcu4yvn6cYGPk5vv4mrjnFz8VH0fQXCVBb4xk9p2FeHt3yGuFuonJC52xdGFk4hWEkEkjBiKkeFvYIZ2P83tZZ0ktrEf1CqHucvgxM0nKofuh4hjqO55wEcETK4YkgBdCyLETbtIJm1SYZv04lr0bW211T9LefOeTSjPKy1zkQgDnI+qtpULTeaziFuhj21wOVHHYmw8Dc1s1DpMWiAxrSIGqDbiuMGvydVgRHEK4mcTwDaVyydhdSWgbVzRR3B83NklDdjttBE+F/gWsWvsfBJhSB1ySQyhBX4WVcn3zNfevzeqRIgq2+Cb6L4F4uvP7Ldt8fjAkBaAtRgHayci1wKneohCan0SqdK9rWwJVmYo811CCzPEgV3vYt9z/W4T0119uaQGfe2T/sxntgrRxmF94JNAzd+uvu26vnez23G9ewg335i6nrW9d9N/uJgJF4swgF+0MwejbbH7Jrfv3lnUiIDqIuIYe8uxMS6ubR0aQVaIm2S1crlcHWSyPRRd+PjESheeoQXvUif0fR/nc/XtIxgu3H3P2xaBb4H6FqWrnG/hhRZu13d3vU/oO/nq2Nc+phUixm1SSwAuFmEI6Wr2AHRZzF0paVfO2QVMg6MvTLtWE4y08TIv1g2KJh4uHEOToa1Mg2sLN7b79UklNoHtIgq3SXYuTuiTElz4+ohZaJF2JYQuSceuf1YRPrTwzee+7+vD+ZxwsQhD24B2URHaBsa34H3cyzcJ7QmopQCXUdEKu7Z20jGK1KGmolBxEEIqQNtE0Pddk8w3gX3j2GXsfIvRRTB8XDAkFbYRP998cOEV4vhtkotdL8SFu0oTPmn1LOqIa276CJgQfGOrEvBElK4TtbY/rmuBuCh/oG07inN902jPTAqrs0YJJTXUmZ6afu33sfE56+SzcQ8tCpcq4iOQPjx8fbWpNm1E0V4gPhxDTMNHLMx7bYTCt1hDkoOLCLjw6EIkfITVde+cku/FOSthD6C+Np+Z111ENZ842kUFsbmROaFc9e1M0Gt2hBp0GHed36FWNZqU8XYfoYll4+R6RyE4ZeR0tW230bbgfN+oTYy2pRb7mV3OJeW4CIILf5fU4CJYZxX57e8fIiK+eet6Nxt3F/H1ERf7PX19nwEuDmGwF6Jv4LpQP9fi8XFYnwjquna14SI+kVgle7HDqxkJX9bcmXV7Xbid3aePcwBrTlAuYuCSSOyxONWmZ2G6CEbo2reAXIvPJbn5pBYfJ7fruuqY174yPoKqf/u+oeu+T0Kxn4XKmc/tOr753wIXS5XwiYMu8ciuZ9fx1dXgu2dPuDbOXPct80JJDZkOsiJXRKB2d15LB6ePQ5s7ECGid9aJ3LagQ+ASqX0iaxterjZc3CwkjfjewyfZ+Or4ICS9hIiMi+C4GIrrt6/9s+B1DkmgK1wswhD6sObvkBjcpU0fdBlo32SUFbKoMzkZpx2bZC6RkhBEvROh6zjDqZ0Ff59Yb9cNEdo2rhKSqkIL2S4X6q+LBOf7HwKfROTDxSeV2XVt3Fz1u+AXGnMXrj5C52Oc5yQeF0eVAD/VjOL13+b/Lm2EyrvKhDiWPRGs/szUcTpYq53vQR+ealSIEGfwicM23mcVU7uAr90Qdw+Jv6HJHCrjWwyud9N9diWSvr66lrefm/2fR5TvMk/tMbXH28b9LMyxhotFGHzQFqTEhC4EoyuX8d0PDbasVjkchFgRBO27EK28I085MbkIjj35nIQiWv3Z+Lkmpr3YzAnlWoghEdnuI6TitHE815/9Pi5oIzAhVaqNuIQIhP3NXO36xqrL+4SIcts9G5czEoeLr0qYcI4XXGvb9bFD7Yf6s6WHtXqrBd8ki9HnHnQRO8tT134tTtQki6nb12HgT+1y+CC0UNrUBJ8qEarnwqnrN23Dxy7nUmNMvJ8Uh65lXXV8alKIAJvv0lWS+vdClTDBRYlDYrzrvo/7+uA8RMecYFqF0EZFnY5eCGVX0FGW9Pakq0/fO5n3jEkhkgSRZYgsRWQZ0eYmUb/nDiwbmnjmfZcE4FNlXMQ0NLld0MZ1fX3Z5Vz/bWJi33P120WqMMv5RPcQUfK9g+u3Pb6udlxSVpd38MDFkhhMaBPnu1y7OEYXKcBuJ8R9zOfms0qCMFSFPG/Cu0vbVbrLBDZxqp9FvR5iPFo9i2PEaIgYDaBQcR5lUcAyRy5UCntZFOttOdo9BT7JyGwjVN8GezxdBMi1wLpKCWY/bYva7NP33Fc2xLFtJuZqy4V/qM/Qu7nG9Ang4hKGENgTKUSVfdyvbWLYbfkWqLNOBcTofJNNHgfbp8AFXcV/ESGyjMaRSqeXywuII5WxGhC11NKkqPNFfDLfybcoXRJY1/F3PTPbco2B63mIONm4uRiCq66P8LvmjIuA+97T1U8b/m3t2uDD29deR7g4hKErt4H2yfYkE9XXl0t6sMFoS5YlUZyeJgq6rRYVoQ3fJhiMJggAaYKcL5ShM00VgZBSqTFJguj1iOB00lrf4naNRWjS2c/bJC3X+/nAJ1WcpU3XQm97d9f7+BZ2SDoIqVc+guSTFMz2Xbh2lZoCcHEIQ9cJEqrnG7SQKuGbFOfh6Gvcp3ITBRcOvvcJ4KQTysjlUhGGKEIAUuaIXqaiQMXR+jgkCSKOiKqKarFw4+0SR23Cat/3LVj9PzL8Ntre9Szj3kUt9EmPXSE0L8+ietlzzjXGoT59Ulro/c3n37ASgwltuqcPQiKZq/0ubZh1QmUc3EQWeWuZTrg5iJzIstVzcxu0LJUUISJkVfdVh4iTSJXYpt9DFMXpfBM+dctHIELvUJcRcWz4a0RAx0xY9rt3IQKhReAb05AE6eK2Z5l/LlxcRMGsaxOKNqLsw9vXf0e4mISh7WOdRbrwiX3nwamNoDwJnm34WVy3MSJWlSIKZUlVlqhEtblqRyeuLUskqLgPldrejMYj5DKnms1W+Jr/bSnCh5tr4mriFcdrRUUk1tPrtUHXMQx945BU4iMWIW4bYhBmvdAc9kkwLunB134bnma5c0DrdqUQ4jkhxK8IIV4XQrwmhPir9f2fEkK8L4T4fP33g0advymEeFMI8WUhxJ85F2brSKwPxDlf9kzQhes87b5871VHl14FiI2bSE9aXWlS0cl6q7T+U1ujUl0vc2WcLEvFve0tzTYCEMLV831kZV3bjlhPCm1zwcSp67wxJSgXcTSfm23b9+02XTi0fvtAe+dUE7pAF4mhAP6GlPL3hRAbwO8JIX65fvYPpJR/1ywshPgk8MPAtwG3gH8rhPiElB15RRe9zFU21NZ5uberPxsvE7pyKp/Y53m3taxV+li3rFQeClh3t65zVEgpFREwA8PUuSiUQxTqBGgcqzMePjHV5pZd3r2uo4mCMHdEVi9Sl63Wv5OvbReHtMez7b8NPrXNfm/zd9v8tK9D0KYyh4iZPW/aVOYzEo9WiUFKeU9K+fv19THwOnA7UOWHgJ+XUi6klG8DbwJ/tDNGIW51VrXApZuFwB7sJ1FDXBzWJZLa/bQRH2C17WkZ8+r8lTahWD+zUTUnO88EPvHYBZE7a3cj9WAQOxG5RWzf+HfR/13/QwusrS0XAbEJVVcCapYx/7uuXYymjUH68DwjYzyT56MQ4gXgu4Dfrm/9FSHEF4QQ/0QIsVPfuw28Z1S7i4OQCCF+XAjxOSHE53IW9mO7cHeR0XfvPLpqF3Wiq37omuhmG22irnkeIq4DyOrQ9HX8hzWwpYj6d0McuuBoLlCdL8N1JiOAuyuylYiEW3rQbZrQ5bvbiyS02GzO71MNfP2YC9MlAbrK2+/WNld9bbRJxy74WkkMq/bFGPgXwF+TUh4B/wj4OPCdwD3g7+mijuqnsJJS/rSU8hUp5SspvXbE24jDmbluh4HySS9diYFPRPYtQG8bqwCzIo4UQdC7EFpMl7IhAOrYt6M9vRjTVKkbZXV650TjAw0REM1ZjJWtY83lOoR/06ZfglgjHvbCdo2fa9GZ5UNivYu7uwiGT4Jw4enj7K66XdXNkErTZV6fkyBo6LQrIYRIUUThn0kpf0H1J+8bz/8x8C/rn3eB54zqzwIfdOjk9L02Hcn++F0oa6i/LnDWD2uD/U4u3dJsLklU8Bf9XNsJzKCza6nw6kNbQiAjGpuDToArhFCGyDrOpDpnkdHEjZCSajJVTdXh8FVmrGpdWogEUVLbMspylT1Lv6ZldBTRupTitDuY7x9aAK450UWsDxEIW0VpW1impOQS6134uBZ5CBcXswvh5Gpr7b6/mg1ddiUE8DPA61LKv2/cf8Yo9ueBL9XXnwF+WAjRE0K8CLwM/E4rJq7Bswc/pHOGKPrXGlxShAldOYZNFOJY+SvUcSLVToSRycqyMTSLrDodA6IhCrAWWUqI2jjZ6yGGA6LRUB3CikRDFIwO1vpscKlD4NtSgd6uXJMITOICpyUGcyx8c8E1XvZccKkXwUXTIgGYbXVlPG0L3jV/7bkUklx8BKSNsHSALhLD9wF/CfiiEOLz9b2/BfxFIcR3oujQHeAvq/7la0KITwN/gNrR+IlOOxK+Bf40OHsX6KJ+uOr49MhgeSubtTXZmgVVn5qsZvPVFqOZ0Mbk5lgL0EyDZ+xUmMRBSxFIiZAVUgp1tqI+ym3mxTDzaTbtqwerLN0GnCIGq4ZOEZBTUkNTzyOWu7i0Wc787ZMEzLbsPtpsBiHVxrWQQ0zP9U4uQuYiXj5id565bIGQZ6QkXwsQQuwBE+DhR41LB7jKNwae8I2D6yWeTx9cuH5MSnmtS+ULQRgAhBCfk1K+8lHj0QbfKHjCNw6ul3g+fXhSXC9uoJZLuIRL+MjgkjBcwiVcwim4SIThpz9qBDrCNwqe8I2D6yWeTx+eCNcLY2O4hEu4hIsDF0liuIRLuIQLAh85YRBC/Cf18ew3hRA/+VHjY4MQ4o4Q4ov10fLP1fd2hRC/LIT4Sv1/p62drwFe/0QI8UAI8SXjnhMvoeAf1mP8BSHEd18AXH/q63ZsvzuevhADF2pcvy6hEMyTd1/vPyAG3gJeAjLgVeCTHyVODhzvAFete/8z8JP19U8C/9NHgNefBL4b+FIbXsAPAv8aEMD3Ar99AXD9KeC/cZT9ZD0PesCL9fyIv054PgN8d329AbxR43OhxjWA51Mb049aYvijwJtSyq9KKZfAz6OObV90+CHgZ+vrnwX+3NcbASnlrwGPrds+vH4I+Dmp4LeAbcul/WsKHlx98GTH9p8ApD/EwIUa1wCePjjzmH7UhKHTEe2PGCTwS0KI3xNC/Hh974aU8h6ojwRc/8iwWwcfXhd1nM99bP9rDVaIgQs7rk8zFIIJHzVhcDlzX7Rtku+TUn438APATwgh/uRHjdA54CKO8xMd2/9agiPEgLeo497XDdenHQrBhI+aMJzviPbXEaSUH9T/HwD/N0oEu69Fxvr/g48OwzXw4XXhxllKeV9KWUopK+AfsxJtP1JcXSEGuIDj6guF8LTG9KMmDL8LvCyEeFEIkaFiRX7mI8apASHESKg4lwghRsB/jDpe/hngR+tiPwr84keD4Snw4fUZ4EdqK/r3AodaNP6o4Kkf2386ODlDDHDBxtWH51Md06+HFbXFwvqDKKvqW8Df/qjxsXB7CWXNfRV4TeMHXAE+C3yl/r/7EeD2z1HiYo7iCD/mwwslSv5v9Rh/EXjlAuD6T2tcvlBP3GeM8n+7xvXLwA98HfH8D1Ei9heAz9d/P3jRxjWA51Mb00vPx0u4hEs4BR+1KnEJl3AJFxAuCcMlXMIlnIJLwnAJl3AJp+CSMFzCJVzCKbgkDJdwCZdwCi4JwyVcwiWcgkvCcAmXcAmn4JIwXMIlXMIp+P8B4V+gNgZlOzIAAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.imshow(image_hr_256)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 17, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x7fc7920b6b10>" | |
] | |
}, | |
"execution_count": 17, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.imshow(image_noisy)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 18, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"(24.849123343100906, 0.6502674264734282)" | |
] | |
}, | |
"execution_count": 18, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"compare_psnr(image_noisy, image_hr_256), compare_ssim(image_noisy, image_hr_256)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Thresholding" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 19, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"sigma = 20/255.0 # 30/255 original\n", | |
"denoised_image = bm3d.bm3d((image_noisy), sigma_psd=sigma, stage_arg=bm3d.BM3DStages.HARD_THRESHOLDING)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 20, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x7fc7907fcf90>" | |
] | |
}, | |
"execution_count": 20, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.imshow(denoised_image)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 21, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"(27.61737143563202, 0.7419180759700504)" | |
] | |
}, | |
"execution_count": 21, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"compare_psnr(denoised_image, image_hr_256), compare_ssim(denoised_image, image_hr_256)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Full BM3D" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 22, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"denoised_image = bm3d.bm3d((image_noisy), sigma_psd=sigma, stage_arg=bm3d.BM3DStages.ALL_STAGES)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 23, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x7fc7907e5cd0>" | |
] | |
}, | |
"execution_count": 23, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.imshow(denoised_image)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 25, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"(27.131733215235766, 0.7217077177084048)" | |
] | |
}, | |
"execution_count": 25, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"denoised_image = denoised_image.clip(0,1)\n", | |
"compare_psnr(denoised_image, image_hr_256), compare_ssim(denoised_image, image_hr_256)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Best sigma" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 23, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"results = []\n", | |
"for i in progress_bar(range(0,255,10)):\n", | |
" denoised_image = bm3d.bm3d((image_noisy), sigma_psd=i/255, stage_arg=bm3d.BM3DStages.HARD_THRESHOLDING)\n", | |
" p,s = compare_psnr(denoised_image, image_hr_256), compare_ssim(denoised_image, image_hr_256)\n", | |
" results.append([p,s])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 29, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"array([2, 2])" | |
] | |
}, | |
"execution_count": 29, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"np.array(results[1:]).argmax(axis=0)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 31, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"20" | |
] | |
}, | |
"execution_count": 31, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"list(range(0,255,10))[2]" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Show All" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 46, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x7fc774472f90>" | |
] | |
}, | |
"execution_count": 46, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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