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@bpinaya
Last active November 16, 2018 14:40
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{
"cells": [
{
"cell_type": "code",
"execution_count": 82,
"metadata": {},
"outputs": [],
"source": [
"# Some imports\n",
"import torch\n",
"import torchvision\n",
"from torchvision import datasets, transforms\n",
"from torchvision.utils import make_grid\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import PIL.Image as Image"
]
},
{
"cell_type": "code",
"execution_count": 83,
"metadata": {},
"outputs": [],
"source": [
"# Plotting function\n",
"%matplotlib inline\n",
"def show(img):\n",
" npimg = img.numpy()\n",
" plt.imshow(np.transpose(npimg, (1,2,0)), interpolation='nearest')\n"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Using downloaded and verified file: /tmp/pascal-voc/VOCtrainval_03-May-2010.tar\n"
]
}
],
"source": [
"# Transform applied on input and target\n",
"transform = transforms.Compose([transforms.CenterCrop(300), transforms.ToTensor()])\n",
"\n",
"# VOCSegmentation Dataset, 2010, already downloaded\n",
"dataset_segmentation = datasets.VOCSegmentation(root='/tmp/pascal-voc', year='2010', download=True, \n",
" transform=transform, target_transform=transform)\n",
"# Dataloader\n",
"trainloader = torch.utils.data.DataLoader(dataset_segmentation, batch_size=4, shuffle=True)\n"
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {},
"outputs": [
{
"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": [
"# Images\n",
"images, labels = iter(trainloader).next()\n",
"show(torchvision.utils.make_grid(images, padding=20))"
]
},
{
"cell_type": "code",
"execution_count": 81,
"metadata": {},
"outputs": [
{
"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": [
"# Labels loaded in RGB, used for visualization only, load in 3 channels instead of 1\n",
"show(torchvision.utils.make_grid(labels, padding=20))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Different years are also supported from 2007 to 2012"
]
},
{
"cell_type": "code",
"execution_count": 84,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
" 0%| | 0.00/460M [00:00<?, ?B/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Downloading http://host.robots.ox.ac.uk/pascal/VOC/voc2007/VOCtrainval_06-Nov-2007.tar to /tmp/pascal-voc/VOCtrainval_06-Nov-2007.tar\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"460MB [00:40, 28.9MB/s] "
]
}
],
"source": [
"dataset_segmentation_2007 = datasets.VOCSegmentation(root='/tmp/pascal-voc', year='2007', download=True,\n",
" transform=transform, target_transform=transform)"
]
},
{
"cell_type": "code",
"execution_count": 85,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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EQUXu1pZoHfBv9VrCOODA7DHGai029cDgCVWBpjbqO4D3dpRdQW6HSCTW5qM+hSeu14iTBImkvX5bFXgkxHGM1oLQhnhZVVDWlgCr2mur3iSyESpJCQYCLTps37SFqWaPe0NDkFp82aObelyZkqgaUZRgvEMo9VhQd2a10rPWrlZ2RWGJ8Tzj7HPR8TFmhkOGvZRd557Nvr0Pg4Vjx1O8TGg2mzx6YB7fzzhpfIrhcAEhqwzKAHlZYK074TjOLXWZOXKADSddRj1p452gFTVIizlq+XG6us30RMzc8cNcfd527jfQ7d7Eo0d7mFIwVY/wKdTqE2RFn1oSMRgMkFJSqydoqTBFiReCOEpwpiQyElzEwDh27jqdudljdDrLtBp1nvvs52NdSlLTSCwEluPH57ntzrsYZuWqJDI/v8jSUlqtKw0CXVUVs0PAgbc0mmP0+8ujSlmCD4hG8iVU469UlQiVRnDrLTdx6wNdzjrjTIbZAipo8d7f+e/83M+8io997lZ+6toLuftre2nviE44lmmaUqtVkqO1Hq0l1lZEqFSAtX4k01WVXFnmq9WzUoo0tdTrdawxFHmOVgohBHmWoQNJnpVYa1leXsY7g/e+0umFwhjDunXrWO52Maao5rKW5HmKMYOKT4RkvjtgYqpFuedf6WWewbDN7Lxl4xWnsoAiUB4LOG9QUoIHrQSR1ngPUikGaYYpBUmo0FFEZ5BXlZn0tOMm+4/1+bv3fpAZu8zWiRqf+8dP8vI3vpG+zTBZhHGedevWgX+aEj0+HDVALYgQ50dkjQeZV1k2VWPGGAVIlAgqjdUbhFOUwlbEL6tJgPSrUpD0IGOFWiEnCUSOYeo5sK9DHIytyifVRFjJqhVIgTMShMB7iVYKY6sJ6NQoGBiDJMK4EuccUSCRuio1hQePHQUtNZKaFIWpPl/CqJKpAp0xBc54pH4sA0dJnPdANQHUvyHdbNq+leNzS/SCGBvAeGmRUYAafK+7VusAY0rUaNGsQPiqKSxGAdaNehhKjRrUUoCSeFdl4ULI1feUZUmZG4p8yKYtW9gz8wiRbHHWSXDn3oxizhFHbbRMULpEhBFZPqya2lrhvVsNYlVAWpH0xOjvSr6K2mPYbo/TzzuLC2t1anGMEIJrnn0ZxhhEFFDklcYvZFUdpP1eVSVYKMtsteILw/CE4yhyg3KWuNHEqYjLnv0arrv2KlqbE8ba61l/0jZe+/zLeeb2Du/+/b/gjM1TnLmpxpEjD/NDL345d95xM82kiRaGKBgiRY1Wo4lUVRPcGs9Sd5Fut8vS0jxGStpJnRdeeQXEktn5w+w/tJ/Z2VnSNMe4kiw1DAYZeVaiRNV4dfhR9rsyXxg1ZS3SaZAe5wqUlFjv0CqgKAzeK4JAgVA4L3BOEmg76ldV8y7Nltm+eTunn3IywUSdA4fuw2QZ3Z7hpddewGy/w9bTJ9j7wGH+y9ve+rhzst1uE0XRaqVWq9VwztHr9VAqoCzzqo+U50RRFRCjKEIpNeqHQa/Xq7L4qAomRVHgvWd5eRmtQgRQ5PnodwWkIEszlFIcO3YMvEeOdPtIhqRFRj2uYU3OQrfH/D03sDcvKERCaQw/9stv5r577yQPAhwS4S2BEIRKIhWYUuCkxZoCkQ4x3hAHmrFWg15/kTARKClw+RCSFkv5IqLp0HVBPPBkvZSrX3gqj9x1E1svupJhLycMI7rdLmHwNNXoF+arRkytHhNFIc4ZwkjjfYl3dZRS5LlhMEjJ0wIA54Y473ECxlo1VBJUgQFGmYparRLUqNwSapQJuyobT7OCtC8owsVVsvOi0t9X/r8STTRKPEaUKzq+FyvZoARZIHylu2dZhtCjJq9zq0FMoh77Pzv6OWR1T05aFGLVYeOFQuJW70Ow4jz6d5xT7Rpx6hFSknQzxIQmDkJKyff870qDzFq3WjZ776g2OwuMcehQ4Y0dEbHG4UfymcAz6p+w0jgdNcgREIUcX+6jpGLm4VmOHJygHC4iGi0kfaQvWN9IUEG9yu5MQZYJ2h7AYa1D62TVdbFCPmVZVj0TFBMbN4/eaxmaIVqH2HxAnufoVFYV3qjKyIUEAWmRVw1AVd175eQ5cdA81pvnR657JT/346/ikvM20ti4HoYOopI87RIFe/j2LR+BUPP+vSmzj97EYPkQbpiz58EH+YdHlrh53zEOEeJ1jJnZt/o9KkdUJWXEcZ0kikHC3MI8n7r+nxlYRxKGlUSAxNsqAD8WdAOEqDxawSgAS1lVgXleorVECoUVDqTEW4lHIJ3Buoww0jTHIzatm0aEmt7ygH6vRz+3qFFGXznSIqI45LMf/weufOUb2H+4zrA4Ti+3XPef3sbb/stb2fflG/jxa17M1KZTH3dKdjqd1fEOgqBKkkbfxdpqjYVhiJRy1Z2z0rANRuYJu/pbCrrdLklSafxKKur1Bt1ul1qtRhQmZPmQfn+ZVrNOr9fDWks+TAmCCC8F3fkFgiBg0JulGPYQR3ZjbYLyCmErQ4aWAUG8nhCJ1AqBI9KKQFfOOyc8gVREQUh/qYN1JUEQE8Qhsa2Cl6ckUgplwekIa+HXfvcd/NNfvp91p26kKHJOvfhqFnsD8jQlkYo4Dv/9Nf7v4ClL9GefsoukpqoF0LaEYYxAo1VIFAkECmNhsTNEFJZ2u431gtvvepA9Dx0gDww60iglwRqc8khWLJOG0o5sit4gUXghccKQG4N1YNOqU+9YId1RBuk8gRK4EckK7/FCYVX1wwNIJxFCIl3V3EEJCmcJV2QYJyqZQ1SWzMoiCtIHVf9ACKhakhUR+CpcOWdQEqS0I41x1Cwa2TcfD8ORLhlIyfiubZhBjsWSLvWIomjUzK4yZ2ctgaoWUtWIqqaItRapxepCE4DJC1QUjyxufiTbWDziewOIKymGA0RcpzOw5KElUcvEzRbnnrGZO++YoZCWli44fGQfQijSNGVybPNq6R6G3z3ZHUJU97XyuvceKSoZqhbF5GVR2WydRwmJ05LSVfcmVIiwVbAwtiQKJc5KrKm+Q1mWJxzHLdOnMXdkide96U10+0fZvv1M5hf7pOmAXlowGUlSHyBZZjIa4xM/O03tVR/nF97wegoBYtPlnNOKmeseJu8brn7eWTR9wR995Ho2btxOIKC5fRPOeJRwCBdwV16y0OmhvKfMDVKrymigPB5HgMJLj0RhlcAaTSg1/UEXLRWNZoPJhmS8ZRFRghyE9Hsle5cXedbmjTywMAe6Dj4h9xkH5hYr669JiYI6kXKUKgRXVTvGSVQQctLmdahgig3TGe3GOA/cdyvved+7ef41L+b4jf9Ib3CMz335zsedk1JKEA6pWK3CJQJnPEJVv2mR50hVSS1lWVWaYRCQpjneV/MQJMvLfeqNBCUkeZbhTE5v0Mc6yWCYUZTzNBsxS0uLdLsKaw1KhVhvydJFjK2jyiX80iE2aYHv9EApArVIL82RdpwlVeACy5mnbEbohFCUoAJKUyCFI1ISEWqaeYlTFiho1TejVEZvfp440UjpSbQm0IrSWByCRj3mWH+RMy6+gk7vIHHq6HUPEsabUTWJlCHeC5LkxFXmE8VTluh/+odfTC1WCBUjdIDQlVUtimtINN4L8qKgNDlBENAMQvq5Y0tjHbNHCwZ2hpp3GOORqiJRPDgqV4uUEj/KXL2sXDNCCFwe4dwCSmjs+AVseOUvkE/VWfr4rQiglF2sryFMrwoB3oKvvPuuzBHSVvZLl6PEqFMuHMJ7ypFzxnmBCgOMqVwpYuQI0qPv5SnwpcPJYLRfYOTblxLrShS+slOqqpEkbEX2dP/nCceygSaanKbf61AMCrCWMRHTbDqEh6IYgtBorWmqgLDVYjEbUAN0IOn3hsRRiCkyCAyx2ogpj2JUG/AEQSWZacCMsqwV8k2SBJQhUgHzRV7tc4hqkLdYsPPccs/DXPOcs7n7/ocZn2wSiBZOeayCudk5NtZahPVqDJQeuWyEWvVbV2P4WHNWysf2MDhX2VHDlT0X1lGvT5NnKbnv0S8F5VKBxFPmHbIipdvtMhwOTziO7XFNP5/lpB1b8AeGzByaR2lLEilMAaLVIF88Rmg1uVrkOf9N8YJPPIO/ePOzee2f9nFJwSxNpk/fxt3fuJM7lwx/8rf/gz/7xo0IA+s3bOTAow9yxq5zUWFAaSrZQusU7xz475Xamo2IdnucehIghCDtpMzP9xmkKdPjLS593k/ym7/6n2G6wb67P8nXb7iPr3z6sxwuQFnHn/3pX/LS17+ObDggjpbxskm7DlHcQKtNeDIefOQoKIczFmMME+umeejAYcaDNv/5hy7jgz/1anadeSHv/9DHeXDPQRb2HqLnPGc/6xwOfnX/465vU+YYWznInCkI44gorhGFYdV3CoNRNWxotsbo9bs4W0kxeVGsBodBPyWJY4b9weo+C+MssQ6gNLjSYfKMY8Ml6tKDKZjtDMi9pV0uM2WXGAjLXQ/NIOMW7a1TTOkO9XAd1mtO1pI9A88mF2LmB5xy5gX4qKpCpChRFrSWhATkKmPQChlXCV61yM08iXc0WgneegJVaQEy0CwNh+BDvKi+06f+8Qauet4Wgskm4uA9cM5JkFdVvykF/bL3H2DP78dTluhPP20HIggpfID0EVIrwiBBhRHGVdlZ4gw6ABlAogS13LLu6CPouEANK7mhKv081liEktXmJyReVFJOpUpIwCGVpiwKhNKEVpI2drFEwuDgcUS0DkzJL157KoOlFCPsqBSrSM1YqsqhNEgRIzyUMl+1eDpnMDockbYCIXBej2QZiRcS4zyFLfCAKRW33X8UkAgZ4lBVpeA9ftQ3EE5WlYYOkOrxI75xlma9jR5k5PNdxPomR8ucTpFXtkIVoITClIZ77/gWYxu284Vb9xAEEVILFjsdkqROEChioVhOv0mrFfLyl1yGoz4iXPN9VYVSqnLQDEtqXmHKHCmhUIKrrxij7jOGdgtSHmB6QpAudRgOOuR5RhhWNkKpWK0WnKssdCueemBUxj/WS/luV44aNXKNcWjnGIqIk2o9fvcvPsqLrriKj3zpc0yKOsN8wLrNm5mbm6NRa9BfPvGiGiwvsWXLBr592y00Wk2kVPT6C0RRhC0K8mXNeG2M3DpSY4gnIu4ptnL+2+7kxrdvYnjaz/DeL36TZqI5/eydlMMuL7nwKtbFO1g0Q5ZnDlC4HBdZtCzZ/+A+1o+3GWs0mZ4c49v37EYQVH7xUKPQdPsDBsuw66wLeM0bf4YPfuC3+PxH/oLPf+mrfPx//TPXvvhPeOc7f4rTLm5z6fOeyS/+xpXs+fYNfHr5/+Hn3/M+zrv4UpZ7c1x8/mVs2baB3tDSXV7GCfi7D32aYZYTRgpvSqTUHD6wn7womQ0D3v2u9/HKV/00S27IHTffwYP338tX//ZD/PI7foP3vec30CJ73DmpReV+K/OCKIpxxtNb7pBrhURQjORKKTVLS0uoQFXVmdII6VCyChJxopC+RGiFMeWo6nYMTMEg7RMEkizzzCzOEed9avkc68cb7D84z+5OiVGCQAiUShgMHErX8WGDnC61aDOdsy7hTa96Ndf/zZ/jTUoSVaqClwpFhpKSMARBBiphItV0LBwRGTuP7yXcsZOEhFLn6EBSq8X0M0MrGENFktlOl3ZS50decgnLg3kSYRi6iJbNWXaeRrteVaCj+f5/i6cs0Yc6QuiQQMcYqZFCo7RGBQLlBYHTgEQHlWdeycoF0q7VCIWtHBtCVTqxqKyOwGhjUaVvV1YtRlpm1Uy01lZZri5RYy02LXeZSia4Oc4gtZwy8TCP9mcxpkUv6xKEijwrueyy57Jn9x2osMSu7q51VWVgS4QQRKLKvKIootr6UjVwlaq0Sq/hjF3nVBtmXMyWZgIIEFXzp8CNCBWEczgDpYdOkVMGAQ88zkETnQjcfIfU5kzKpJKarEWpYLXx6ky1sLqDPqdMNogCRSpz4kLTTCp7I8az4DMuOW0jWnTwsv593vbHGqcefKWhh1pTi0MGnQ5SQlRa9h8YcOxohwue0UYgOXx4memxcdLMVlmsUmRpiljR+ZVaPQLVWksUhuR5FThAjuy1bpXcV+ySUAWGIRD4AYdmPNc+5wI++qVvUjrXzPZoAAAgAElEQVRFriR5e5qJDZs4vLDI8eEQHUcw/H75Zt+hPTgvOWnrKSwudCjMEnEyThCFxHWHkpV01I5i0AodKkIhGFu3kR/+64R/ecMf8coLXsWXbz7GgXSBZ0zvItgV8MDuBzjnlK2EjQke2X+Qe/ccYtvW9TzvBVdy1533YY1mYryF954wVCOJrUQ6jwgVy4s97r7rXn71t59NZ+kwxw4WHD54kAuedQ76BZ/mK595Dn9/x2X83psPocTzufLSF3HDl/dw0nk5n/3I1yiV4/h8h19581tQQZdmfYK3vP3dXH3NC/jG5x+hLEsirSidI64pirzk7Msuw7VzusOjfPmLN7D9589h1+nn8pV1kr2LfU4+fSvDTp/DR2dOOCfT4RClNdYYcirDQigFURTgjEXi8UJjSodSId6Oeie28ljneY6WAaZwBGFEnpdYqoBvrcWUDuFjyqWMfmcvZ5Qls4NF9swX7Jur9g94XSB8iBWG0npKHLW6RpgMJ2PM0gxbxq9hsjaG1pKa7RPVA+J4AhUmCDvAD0u0CgiDBmPSUHvn+6F9OZcCRz7/frYVHUS7IBpt5PKUtOoBpcgwVjE5Oc3x7gJpOmR6wzjDuS6nXHAhe3WILgqKIqNWr9MddJ4IbT4unrJEn4smSRwitKKuJUqHSKkr2UWB4DHvuBca50zVsAtivNJ4J7BuROBURtmqtBcj+9iKrmxAVKZGpUKszSo7nxEY2+ah/ZaH3AFU6rCBZue2Z3LyyYK8LAhURTBZbvnC129haX4OX/bZtv1kLn/ms+mmVTmZDnpk2RA38uk7V2mO3imKvLKNKVeVnHfffw/eW7IiZSwsV7NU7wVlXowyWyjSjIEpSYTkxVc+DyUj3v6JE4+lmO8x14zZKEN8q4ZNcybrdQ4vDigLC6JES411BiEUx+fmuPDCXbSadVxYXW9FjukfPcDU5Ca+/M3DnHFpThS0vmdn4yihQsqKkIfDIWOTm7BliZcG56HWqHFsfo5AN9n30DHml3JqdUhiRU0XWFtSFAVJMyEMNYZR03VUmitYtd4pJcjzcmT/qzL5sswJgmh196SU0HSegR6jWRzmpvtmmWjltPqSWZPTKD17dj9IpONqN+Lj2CvXTWwgjAS9Xg+jhsQmJpweIzaOQqwYAgAd87Nv/mW++Pl/5pSTL+C888/n9/7w13j5Xxd88mc+xuv/+MNc9pMHuPRFz+FDH/hrTt26gcnNp3Ho2AwXX34FB48s8u2bvsCeh/czPtFgvajTHXZwg4JcFOBroBwX/dhW9Ljj53/8r5gcnMlbX3EyvaMl99x0PQf23sfNty8yVtvNp1+7jbf/v9+iN/cO/v4be7j76x/nnW/8Vd7+2U9x7s71/Npv/i7DtEtpJVYkjG3YzNT6k3nBi17KzV/4StUAFgolHLaQnH/hOcx7xQ5d59H7H0AvHubGP/8Vdl31Gi654AouvORybv/Sjew82Twu0V9x1SU0VEzuK/lQUBHhtg0tOr0+RRCilObw7HHGx8cp0wzlKm3f5JISg8GiggDhLYWJaciSvErhqOka1//Vr2ODcTrHO8xmDjOSajWOAZ66hOEwR/k6177uR3n4rll8fQndbVKXAa12zuFHH+WLX/w85599Nvvu3c14sgURDpHNgHavRhmkTEQJuVAMsNRam1nnPKUUTL34VRz/l79nXS2EUFJahTYZuREEsaIu2hR5TphoLnrONez98pfY/6jh/bNf4Y/O3Mn8zvMpC8dg2P03XXVPBE9Zou9ZT1Z66kqhGR0foCWIACE9UujKYuigMNWZJVaUWAGljfFCftfZGQ5wq1urK5teVf4JoVCjs3KsK8jzAhCULsT5GmdOdNi7OMCrCdA5j9QzxgcBraSBMYYwrghs9r6vMnPp69nSfZRTd53CKaechZWjjVzeEymNV5UroqogBHL1/B0x2shVabDOOTyV5XIlS9ErttCRK2HFYrZizVRK8fa3/swJx7K72OWsnaezvP9RakGAjQXDfEhms+qzgwBnqkUQS4ksNc2xGg/cvRepLM5BGET0ej3OOP8c8qWUiaDAlQ2MMKtHE1RkW2VcSgnUaGPLYJhRjIJeo51Qii55OcEgWaJPjXCqxbBYYqZv2GEqOatqwEmkqtw9ZTkKetZWOxmVGj2fr44BUGV6WuGcIQgUZVkRsAoSIgYcnFtmqp1y517LC664hKP7dvOdY1AIC0VOTWt8eeIyWRCQDkviOObYo8eJm552ME1edilcg0AJtIJAGn7vd36NfGD59re/zT/8o+KkdZtZ7C5x1R9H3L7xD7n1w+/hTW9+N7tve4DLL30mhw/tY2K5z776YabXb+LaH/8JDh98hAP372Gx7jldTuGAyEX0VIlWgqlT18NUyc0fvIO7P/oW5mZyzti2kWSqxbt/8S0sLR5k546Cuf4r+PAvDSiaOVesvwj33A005BSv+6lns7czzsc++AFMI+FFL7+Oe295lF1nwxknbyM1Q0pTNURXXC7NRkQxHBBtOp/lICFdPsLWC57FbOc481/9FJt2XsTkhjE+9A//xEsuHnvc9f2rv/47jNfaLKUDbFjjrJMm2b37HtS6bZjlLjpOGHT6KClJajW0tkw3YzaONTmydJRaGLB5Ypq0s4wsLEp7SNos+YCffP0bECqmSDParsvElGNcr+eO2Q5uuWAyUZy79Ww+e+tNnDWxgR0nbyHPqrW4b+YI5yYRRXacZrNJK676BIeyJvlCThE6funHXsZHr1tHaD1RpFFJVZ87G+HYTuVn8uA3EqzfgZXHsTInrE/CwIOURGVJ6B0Dclpe8p4//F3OuHgnNz70Zf72z7/GDV97FzunXkZrsEjpSpZ63SfInCfGU5bo25EEBdLmiCBEjyQOOdohVm2iqc5/saLAy+qMkkBalM9G9rMqEKxo9d6JSo8fHZ3gnUcFK7YuQRCEWFNl/oOwg6zV+dOXbOL9D/S44WvzGO/ZXrbQoUeyQGNyO2hNVHpKn3D68e8gh5JN7XVQEwSjnaeVa8aDMEghCWSAE4BUI1eNxFNtCxfCY8tq0hVFyWAwqJxHtZhenhIIwSAdUJYlU1NTAFjrufueex53LE/ZcTLLx48gSkNWpKgoJshTnBWYsqzkK6XBCYRyxK0AoyImztyCKEs0ln5R8JxLtzPsDhjUJT6qI3wPZ0NMaVcrFUbf2TmHLR21pIGIBNImnOb6ZOtjpJM4v0wc1gBHEKaE4ThlbjDHHsCKgLoMQEkElaMojKLKERSG32XDK0cVjsXaxzzw3tuRbu9XnRnG2dFxGQpnIybXjXPk0EEWugFf+si7ePVvfAjv+tTrTXrdIXMPP/h947ht2w6WljoYm1JTAtIYn/fQokWoHF4IcusYpiWlLchLgRv2kKHjQG+JUjWph11e+Es38KbPfZ3h0jT/+nOecv2jnHTmszjlBT8C99zP8OHPUGuMgzTY8mz2D2osm2k+d7bijpse4qZ7DuHEFG7G8IrJ67j2Pa+A972FXMV8+mNf5Lc/8N/5nQ98hDe/9pVc+4JLOHfTm/CJpJQOnwIK/vSDf8vP/fx/ZetFb6R9kqLWyfj033yS8ZM38vBDezjnjJBHb7meRqOG84KyrPowOQHR2DSn79jBFz7xYXadcRrdcpm69JROs3x0L4vzAw7VH+SrN93Gsy65+IRzUvQKegyRUYRfnuXYrKQMxgn6XdqBYqwRkAnBhskxhkay2Olx9HiPh2c6tNo1XJGzb2aGoiio1WIK6UFaJiZbXP+pT/OaV/0EGYp1gaJ27tXsmGxw5QUvZBgYBm/5dT7QXcZhGUs71NTp3HHnfUQiYXrDGLY8Sls2CVzAzkuvYf6BL9M+5WV8aemD/O2bn0cwt4yUGwlaCTLQoCxxmFCYlEJA7AXaA6JkfNtpcPAoqjWF9wEiyAlVgMrLyiWmwVnPy194De/5o29y7fmXcuOXrmddOYn1leGgsBYZPE2PQGjUDD7UKBlUEo0feYVldRrlyqmOwGrTTkhTHQlgC4Srsl4Fq84V58B7U2X23715SmrAYWzlFcdDzSacedYZvObWDrFqUNSGiLAgdA6jI4ybRpQe6QoKk1Of2syujZs5vtRjYl3EjfuPc9F0a/XcF+UFtVatcs6MDiuLRThy4VTZsFAS5y1JFFXHG0SeuBagpcIJQyOJcc4x1moD4EcuHiHhGc94xuOOZSfvIcoSn+eYhXkmpzcQNeswNxw1hR1qdDSDEAEzMzNMbm7iMCBgc0szXCiqIBTUkMM+WWeADmPAVWRqVqyVlU6tlETo6tCqRnMTuw8dY2igqSJS6XFOUToLSEIJXmQYb9Aio1EfQ2iLtwHCmpEkVJ0JtGrh9JUldPUsIFh9rrLPBThnRzurq36JEBqhFMcXF+j0u0wHTWQU8PUbv8A5u6Y5bLfTcD3CRoP9JyD6fn+ZmcOPsnPnTi56yZWsz7o0pqZoRZ4gyolCSTty1Bggy02024beoOCBh5f5+r8e4GVnBIxvizHdOTpykgtafR46NiRYOMzh+z/F7k9ez6nrPZPrAsTbFkgKOH7bZxmf+zAb6jO885r3ov/gHMrPvBBdHmFPp0O0VbNhfAcTG9bRzS3SeKRMmBpr8eaz9zF3+9/RnN7I1PYJvHHkHUOed/iVN/0Sby0Css4NhBuu4/JnXsA3vvMVznHnsWXjJtoI4jBlOBzQaI7hnKReDyjyHjOLHrNvD8OjB7m7c5ytl14JaUY7nsI163z2c//EFc+8jjf82usfd06+9Lpr6WQpE1GTsB7Q62d0u0ts3riJKKqhvWCYZ/isIArruLBKwHqdLk5VG/j2PPQgxxcXKW1J7/gMH/jNd/HP37kHpRK0rOZgoEKmTnk52y6yHNj9CGE9YNOLDQdufCk/8YuXM/O/Pkq3c4jJ8XMRwhImhiI3FKIkUYojx46Szx/k9j/9JboLA5ZMQpBYlp1A1xOCVoT0JbZMSYKElT18UHUCRa0BdghiB64skdZBWYDQpB584YnqDYp/3cNbN57GOT/7SvqTk2S1NuncUURtDNIlYnPig/aeKJ6yRF+d3KYA9T2uC62CKhuHVceLcxLnPNZXOq0Y+cC9qaKhUBWZr+zmrLbvrxw1XB1z6oVCeI9xHi0kxmu+s28BbAdyT2wF4RjUo5w8GSMIJXku8FbQiptc/cKrOHi4z/oN0+x+sEfPHmV/tmPVA96s1el0OoRBQBAohJLEYbX1euW+tBUIrzBUxyhrKVBCoMVKL6I6FoEVW6gXeCEwzqKjx3fdjNVq9GcXiBsNbFH5x2VYbfSojv9VuNGu3CzL2LJxM812k6PdIYqUex8+TNJehxYaZXvML/UpVLUz0DgHYoXkqxM3haoOBwuDCJSiGPTZsa7aNDUlY1JVZ7nbZ2JigrIs6fcH1FvNardqOqQeTqKVx+seuUsRol1JMyPL5mO7Yll9vPK3UhohPFIE1SFfpkRJhaRyAAkFl11xKd0v34eKctJ5w0mbT2Lw0P3M3fYd7uossWHDiXchGuOYmlyHMyXFg7eya0vKJz6R86NXgwhCHNVBcUuRoh06Ds2EPDqbURq49NSIRdMjWS4wDtbXLdlwnvXTWylsRlmmNGLLfObIjzo++o5recbgAM//b/dgk2vIrMbNHqbzjd+iFdVwrZ1sq5fUxE08+PEfI0kXWBRXceZ1b0Ou38TykQcJl/tkC88gFQJFg8mNk4RbYjr9AbPfupnp8YSsdj5//FuvZXp6G5+9dyeP3P1Nrv/Mv0AQs6XVoDCKLPfoSOGNJ5OacTfgvhs+hZQGZ3PqOiILJGWg2LlhG0cGEUfnb+fFv/DLfOZ9P3vCsUyzgroKycohZT9ECcF4e4zBYECv11v9TZ2DUFikrZKGOI5xpWeYZew8/UzODkOEFXzrtq/yuU9+lLuXNTOLS7zxp99AI2iShAGD/BFq+Qa2nbyeblexNISa6zA83GeDlNy2/y523zzLVdddwVi9hpkvMdIz5yJu++h78anHy5hIB7iwIKTGfJGyccsYrq7xhUDnDnJFXxwmYDMeW9kn5AxSRDCYQ2HBGEShyaxg6FPKwlOPJOmzzmPLMy9kqDezMJxleyOmH8cMGGKVol57mu6MtUISSDfKcqsDyIR32NIQhB6PQiBAeOoeSilwOkGIAG8s1njK0iG0QEuBMxYnKysjCpT31Tn1NkAEFmSC9inWCOJQU6gYZMHpzSEPHjNYUWOirmnWLSreQBh5dFSdoCfKAevaEeH/5u69oyyr6rzvzw4n3Fi5OueGBpogkhQDKqBgQh0xO8iY42NOzDOGccwzj2MeJ6g4BhR1RhQVBZSggISmm9jdNNB0rOpKN56ww/vHOVXdCj3j47veNa539+pV3afuuvfWrnN/+xe+QTbIfIqwirGwxv5t99DLBUneI+l0SZ3A5ClJ3qGfpLieYEYZ+rNd2qZLklmSLMXkjrSfkWeQmRxjBd4YChB6WclYA8qDU5DnXPof3zrsXs522tQ2LCd+cIZ03zTR6qW005zUHWSXqlIJMggUMzPT2HgEpQOuv+5Gqs06Y3aGZMUoVlcZqKXEwuGQ6HLeMA9v9CX8U5VEl2aziQkbhKFB1UJcRyJ9wvhIA1wGGBqhIHCOZLZdtKZm7qMdR2R5xIawihUHM/Z5fHwR7H//tQ9VuDTGFPwJKcmyDBkVfWbtHL7bJwg8QTCCVHvZvOl28n1zpOkcj1u3lAdmu4+4j4sXjzMxMYFQmkk/yhX7U854zlJ27L2P4RC8y0m7HajHTJLT6vYhqCEFSGHpZDCThQSRJuo6hMjpJTM0pSOXKfQliZKknR7HhlfS/Mtv8caz1/K+S67ine//GJ/97GcYe8rHmGwb1G1fZWRgF3MTW6nrFmLJWsL8diYuO5uuO5Ur3ZOZ3PIC5uKddOf2sHjt42lMSG7deSsH9txPRea0U8dovcro8BhL1yznN99/Px/81hq++LNX8bSjjmDFEY9mVtVpSMf2LXcT1KoMN0aZ3LMDqYrsVTtF1c+RMoDJEu7as41Fq1axb3+Vc856zGGt5QrZh9LbQXqsNb/nsVCoFxZt1iQxhGGIUop2t0OoA7x3OGfo9y1COsZHBpHJFFZ6FjUHuPfOuxgYGgTfJx6qkPcdoYuY2b+XZkVx7uPP4NZb/o7HBIJWZRlHHbGe4zaexp57rmDIV7nzgd0ktkPVV+lpT5UcKQDhyJVkcjpHrJcoZzHWI62GLEHf8Q3EuqeCXwTtrbh9t+Cchl4PrWLwNVLvcRYSY3FBlb2djOOeeBaJVxxz+nEcdfILsOEAf/+ut1ILFZUwom+zPzp2PtL6sw3089RnVQoECQk9k6FDj9I1rBFoqVBYjM9wPqRuLJGSWD0v1FVA/IphrESJAkpYcFgN0icIWcN7T+BnQCgCIdG5w0lNzVi+9brjOOmjd4HRDNYck92QajXHqQBJQfdPjaNeHaMxENHutqnXKggpmRsbAttjcHCQA1MtxocHmW7NEQYBw/VR9vcnWF9fShZKKs5h8BhnQSqck0S6KNc8Eq01xvmy/VRUN05IqlYzZ3o0mof/VfbbHfp3t9lw5HrkyAAmy+lbhU97qKAIoqYcdubW44xh2UCTidYkTzvtSCb2zdGpxAgCYhnS056h8XrxHkqGMF4UhwUFe9g6Q6A0j3nsicigaFEFSpMkSaEZXuoU4RXWFWii3BZD0DTJscaAsyQiQjhbtOScwwlRVGhQqC36gjxWqPvNcxYKnX4o2nVRHGBcRigUc0Jz/wOTzOWGSjJFriLWr1/PN6/+CXL5EhICaEqYfPjw697t20jTPgONButO2MjwvT/j/s0PAZJfJI40qZJnlmSyy9NPjOh1IYwN+JxmqMDA5HRKc7iCQlCvQmj6TFtB2pMYGePSOajGNHLB0MUv4AXnnsmdD07z9rf/Fbv372eyF9F+YJode9fwkvNfy+cvOJagMcBI7U6WLa0z1jyREx4b8KydX+POMy/B/ex84nCI3119DYuiYrivwgpaK7QKyG2b9vRubn1oJ+e95rP85yVv56eX/4jK1HaettTzvBWKu3e36C6KePWrXsPZr/8GLusTVJs4m9F3jgP7p/HNEbRwVE1A8tAka554PD0eWe4ZIAglzs7P2hxg0VotJAjee4JAL1SuzoIp4c9eaeJKFVVq9BjriIOYWNZRiWP5ihUsWraU2kATPdujeiBnf20vi5c9itqiHpu+vJXL/bWE+7cxtWKUtu8wLqaQWy+n1j6ACy1HrllEf7ZDP8vpd7rkqca5gn1tHRzYu598WhE0apCBMTk66xHvmYXKQ7g4R3bamIkecXM5edqGuEbSt3RSQ6+f0RXFTFBGJSnUppzypLOoNGr0q3Xu3n0vp609ijw19JL+nxZIy/XfBnohxL8BzwQmvPfHlteGgUuA1cADwAu89zOiSKf+EXg60ANe4b2/9U99cwXG26NED0ODd3/0M9yz9XqQnocenGTF6DDjozVunkwYXrSOq7/4GXQo8KQH8d1eFkn8vOKl80ghOPLo07nwL19LLe4SRGPcf+v1nHjGGTRyQ6+xkjXjJxGsqvPO304yPlTjwIRnUQPGVh6H0iVUMwwRKFxPkBBQVYKRoWF6SUItbtKUD+H1cjrdFuMjVWI1RzUMqA8Og8tYNLwU35+lkw/QkzH9Xo+hRhXhEpTyZK7AuReBVKEUpSlJMWTOvaMbCmQaIYP6YfdxyYYNCA8tLCYAn3apGoEp0UY4h5K6YPm6oufe7iaIIMSkMSJKqfVhJs2pec3UzBx79nXQWuJciWGnMEmY75kbY8htIS/hSgawNVmhL2NT8jwlDgOcKyqAKI4gLSQiwsgjRFhox5bPl2XZAoRTaV1qGEkKc5Yc7+XC73weR6+1Xmj7FYJsxbV+mpC0WvQGIgIR0unPMtczPEHlXNebpVJ5ZKVAYzJUidO+9bc38dhahotqRNYzvrTP7FyPoTHF7E7FbOZBa3qpIQwkec/SczGDeFKTcV+vD8EIuzPFUMUy6rtUxRzDww1WDSqMTphRksEDV7H08pNY/rgLqBz5AggG4NRVbDx5iLk9W9jbG+Nb1+5ipFlldKjJyuh6Ljn/C6x/7mvZvfVsrr91E795zgDLV9QI4kI2IO3tJZSCel0BAa8769G8/uyVnPDOd8ONX+WM5gA7fvJWUrOPaORYqGkIFRe+5kqstjQb48way2AlRrVnuW/HPRx5wqmAI0nnqMRr+PX3/olv33HLYe/JOA6J4yq9Xg/hIdAHXeKUKhMbYwo1We+RkaYqw8J1qp8u/I7DUJM7wcDAAN29e5idatOa7TM8PMLg+Di9uX3sbu/iF1+7hbe94xg6s33EZMbTHzuDX7wCGQhO2jtHP9nF9Vu6DNRrLB+xoC1xRVFtRoTjA/i8j9eSehjSjQIO7HkA2xpB9UAKhaSPNwqz+RaCx53JPT/7FWuPXY7t9OgGGZXqEO1Wggjq+LCOzbqkxoOXhGHA6iPX8riXnk8eTpL3NRWm+cq/f4MT3/tBFIpq7f97CYSvAZ8HLj7k2nuBK733HxdCvLf8/3uAc4Ejyr+nAV8qv/5fL6V0oeECSBdghWdyYg8DBEg0jZFRFoWasVzTVVVGh5ZTp4gNuQoW3GSKG+Kgicd8mX/v3Zt441+9kuOOHGH7jod46rLlXPav/0qlNc2t+TIIFpNNOTZlgtnpLugqq4eHCtkBCoEx7/NCFsHlONEjSyJE1GNkdA1Cd6iLjYBBDtfxPsB5w2hTgcgKpIiR9CsNBkyEJcUEgixP8DYFqYEcTAEd1M6Cmp/y+AW6f2A8RDFJ9si0fQBriowZ68hlkTk5qQl1mVHJEG8LFUGvJEmrQyOIuWd6gsmdezl17TruUdMsHojpdxzVqMYpjzoOmxrQBXJIHjIUnd/3+fZK4As/gIXrXhd8B2fBFfDJJCmgnt45pKoArmAvl+5dhypqzgfv+T69LvXvnTv42ENVDrMsQ2pBFBSs0gOzsyxduhQ7N4nA4Iwlw/MrnyCMY//cI+/lxmPWs33Hg6ACpBQgQmy3Ry+uEfoBBqttOn1HKCPaiUMIT+5yhClgvJFW9POEB3s1fr69j6K18B611ghT4X+f3ua+AJpZwF5hCpEsHVHZ9h0G4m/iK44Va4+iuvgMZrd8nTcdH/Dp848mPu5EWPVoyCz3XP8N/uqskKljzuLRi67niCd+guefGvDYykN8+86Yc//qg+zcm9LuPMC61ibOWtFi+x13sONVzyQnQTpBKAVOKqh8H9fzeGd4wao6O7c6bptrEE7l5GaOa9+7nkb+IE/ecgxHzd7CVddfi5I1hO5i0nsQ4qhH3Muk36U1Nw1S4E2h7QTzLbdg4VAXlO5tQmJyhReWmq7SmUvo5n1qA4re9BxEltHY0JE1dNZiYt8k8eAQk/2Mcx93Mt1fX8r33vsyTHOQu6MBKnf/EqkV0goCO4QKPM5A5OZIhSGSg+Shx2aOVAu0ijC5oe8dQaSY1I72hCWIDaHOELKOD7q4RoXrL9vPo9c/ins23UhzaC3N7hRzicc6SWUopJMaZpIM54u2dHt2Dn3/jfR7txG6tbz/lZZvXLKHPUvWkbkOkWqS5IdnGf8x678N9N77a4QQq//g8nnAk8p/fx34FUWgPw+42BefwBuEEINCiCXe+73/1+9MlJZ5KJIgwDvPROcAi3ON9Z7IF2zOnhMoGSLsXNHL9RqcwqNwwiJ8gHQ9oIIMg8KbNdDUqdIY7eHShHy2w1S4GyrjxNWIpJtAHiNzR3/3HnANvPSsWTSIRpALh/AWJdQC+zPStZItU8WkbUwqUKq9gPEWwqBLsg86LFoRFYkSDVSgQUqGDwmWSkisKNQH54OcLoNlZh1xEBYZT2rYtm8XN6eTh93KS773H2RJwfTUqpCsjXFoWSuVG1kw9aioADUyRBbAksFh0jThgHOIKUd7xFUxyMoAACAASURBVCBcTtLP2HrfThavWU7gCzcsKSXCWtw8fVWW2bgvdN7xoIOwKL9Nhg6CAg8vC30fLQ9+uD2F8Yd3xfcRthR+mzeiObRPf1CETEqHlHpB3XDBz8B7kB5vPcbBQHOE+3bv5LjRJlOdOXpzfZYNjzLZSUm140gpubP38J7o3t3TVAJNoGOyLGOi79CBxuWSbmeWSqzxpjjo+qXCp5QheZYTR5o0h1xW+Pn9GcqCpXBMmn+PqU350I0BHzjRI0YtWilyUwrtSfCyQaORsXPXNjYuOpEDiaTVdxyY2sTXP3U3/775S+QGmjEsUTA+Ak9//LVc97cv4Hvf/Aa7pyKecsY5iN4sa1aMUXMb2XzJv2PjAJflREGGFWBzT6g8TjoyCQgYyaG6Yh1HL+nzm8mtKD3AU09cwW93tBiQis+MfYVrZyyXOU9NhCgB48vOOew9WYjmSYRXeF1AhAtPWI2xGYE4qGMvkEgliaMKme0jTcClV28j8Cnnn3MsSTWhLmFmLsMbWDS2mEgHxEFMMtPi3y56JY14kP19DUnCaL1GoDShssjIk7sOaxcfSa2Wk7a7dHFY1yMINS7N8a5wpnOidKQyhvrAILNZTqAFOrN4MU2EYW7qAdbc9S9cO3kurruHwV5EPFYnzRxOCab3TUBYJaoMMtvuYIBKc5Tnv+jVLN64kQf2bGf12hP46tefwFNfcQs9kRKYjCj6n1GvXDQfvL33e4UQ4+X1ZcBDhzxuV3ntYYFeCPEa4DWHewGb9UsCjsD4QnX9in/9Km/88PtJMqgEGmkMXacYyg2f/PB7cbpOmnVJTQpWIWzh+SoJqBhHnDlCJKGw5E1Pljh2djssGlzMjlaLQZEynWp0CFQqNIfmuOxdp/Hki3aQqITRZrVsGCgUpQeZFDgEq9asLUxF5jNL71BCLrQxoBispmkfk/oCzmgLr0uAVqe90G6w1jLQaOIFzM60cM4xMDBAHEXMzs5incNaz6AI6WrPwMAApyz8Ch6+vAnQSqN1SOpSrBXkImAkFqVEQx/nHToosuB0tkW7NkPLz7FicBgTW0Z9E4RFhTXiQDM6XCsOG++wZXCjzMiDMnNGSERZASEOasurUulTIjCuoLZbXxzKQhTKpPPcBudcaRijsE6A8xQ+jyxUZ4V+eRHsvbekWYYUB+WdnSveo/AZcdWz98A+BI49cwfIXYObtmzDd9sMeYEVgsPlTg/svJux0eXohmHiwF7GhhvEto2wOXP7FdPOYAXIPGG8VgNnUQTgJdbHZKbNPVMeaQWhBKJKGfAKYlcQOUIEn73N8p7HC3KlC9a29KR9izN9PIZKGLDjrmvptXKcTpnJQ55z/BxnHAmnPeZs1p1yNDIZJWnfRR5obvrNTWRJgyxqM+xzLJptW+5gpDFATQl84ZtHqoFc0O56hpvlwLOvqTSW8ZIrJomv3UqgmkS2ibUZP7xhhit+Z/j5RUdx5+ZNbJ2rsO2+e6nENXye4vqH12dJ+lmpA2Vw+IUEZ/6AnteW984RV6oYk5OkB5BCc9/EPRyfTPOmz36Kr3/uI7Tau8BU2bh+gJVNxb59U/SylKBSZXBwkLE4ZShczpGrPDMeKv02lYEGqUnx/S6BVvSyhF4eEw/vIu9GVKojeJOTeF8ICQZxYd0oBQiFFQEd4wmNJHTgA0XHNanL/WwJ1pJI6Cae4coAM1nBTwGNrkZMz3ZxwiCkBC3QOuTlL7mQf/jxN4nlEt7z0fuZTBQt0+JvP/GP/MPbP4D9MzMeeSSH6kc8irz3XwG+AiDmbYMOWbt23FEYGktJGAyggogKEUMrV0N/tjix4ypSBDC0jEqgmd1zHw/t2IVpBQTWUu1LSFpUNVQbAWODIUONKp1Wm7kHt3HXwBIGHDTWjNISz+LMZ53BP37lC3zr69/mzBf9DbWVy3ntL6dgiYFpwWizYOPKUrLVe48rcd3d0pfSO9CBplqpEMo/MPAoM1CDR1M4N+l50pQUpcVhKd6lFMqAXMHCczjnWLJkSbmBEiM8Qdmr/6+WE6ZQfixljZ11qCig0+0V5iHm4PAbaxgeWcLYkmUk0wHWZvipKTCSu7fsYf2G9bTTnOnJDpkM0D4vzTv8gtdtcWCF5MaUVc5BY5R5PRrrir65lAf9fpUWBUzWut9r18x7gc5XR/6QvRRCYMvDZf5ALYxiDprGSykRyuFsTBgOcu6ZZ3D1pluh2yZvpVy1pY1WakFeWTzSXQz86spLedlL34/SEOBYcdQJDLgJtFGsc5ZuktNLO7T7PTqpx+Ye5VJyLL3ZHksGqsxmPZSHrNJgIARjCrelwYEm3X4PoyQHhKBPk8BNF/y+0kIziBxB4UqDMlXCepXI18mDLpgqzSBn8+9+wc2b7+Lz20+gMjzOe9dspuFbdDsduglM3nY1+oFtOC94gD5LBVhhsB5C75AyJssTkpSCqNOo85rL9hBLS1WNk9g+ysb06aEHHM5XedzH7+AzZ8Mbnlzn9nds5J8vGOUVX20zNXv4Qr7X6yF1EbzmGezzrVVrPGBxzlONK/R6XZzz6EAwOTHL/u3QEH32b7+Bu3bn9KZ7fPZrX+bab32MtjWccvzxCJczOj7GVg9SSHr7LL/dcxs+b7A2zli+YTVEHiuq3D/Voj29n+e86tXMtUImrp/AeYv1jnojZrbXwVOYkOdlgqZrg2Q+w2ceKxU+12jfpy0aLAr3cNk1D3LOy1/M9IEZXKapN+uYzGGTPvWBJq12Hysh66dIMc1xR62mdvkouw/s5cTTn8e+W26lHmh8GKOjYaT8n8no98+3ZIQQS4CJ8vouYMUhj1sO7PlTXuBvv3AJoYiIKxqtBVQqjNRihjYsJ6gsQUpJpVKjGteQ9Spf/dq/I2zGlddtwu2f5f0ffSrHHr+O4eoaAi3pN6poqYh0jTio0PRDPOuCV7CoOcrOiQcZHbPEdHjZ+c/i5ru30DcBZleH/fRJejngqVckXpVmf7KQJ1ZCFro7FF3GxHqkLFo7UgYHA40QxQe8lHtFCXIhsF5QCaPCxxJfZLnGgLRUhV4o6+eDvcJjPPR6bWadQeaWxcOjGHF4QkWkYXh4kKVLl7JovEK9XqfRGCCQhnx+sGVLSeewgrEpB6b2snS4hsklKhjB1prkmUULS9brFn1/00eEIciSeSwoDTCK4HvoKrJrh5ISZy2iHKYJocAXvdi8RFsIft8xy1O0lqwvB75QmkOHZU9XLcgwAATyoCHL/GHsfYr1GucCpEiY2D/HeNNTqTawnUkGRgcXdM+lUkz1H+4b+9CuD3DldRs584wbGF01xvat2xjSHTpzir29OeZakpWrVzO2/AQufPFrOfUJa9l4zCq0HUbovYDGMIVmGmdSUj+DVp5AjgJLgZBPffwHvPv97+bqXV3OWDfOeDZDyxn2tUPa7ZTlvkreVNQnHJkeJh8ZYHG+DxPXcEJQCyW9aIw3vuhc7t5zH7vCxRyRanbs3Et/VFOZniXcO0ugQQuY1kExDJcgjScaMeyfARlbAgUfvnyO5ePDtKZa9EKNSArBvyCvQJ5RiRRpZvj4tZKXHm2pVDyjvQ7VzNKJY1xymPtShOBYGLJ7UaishmGIN91CjiOIsXlCZiyxVPh+h+mHDvC8l5zME077FPft3M7H//UkPvSOt7Ptwf1kdFAyoFIPcUoxEA+gpUdSZ3ZQce4z3sC99/6WqX6F71x9MysWV5ntdLjwvJeyrH4/4ZINyOxnBL05vA7IvceSUxOKVmpoqJDUt8mM44rfJRz3pJi+h1oqSasO7T2hqTKd7mX1+OmEk5audQw3CzVOHUaEYUw3NdRqNXpZRlSr0M8yAqWYnnIsHR/jxl/+gseccAqbH9xG32bYWgdh/mcy+h8BFwAfL7/+5yHX3ySE+A7FEHbuT+rPAz+9ZkcZ5ApNEyUdYeR5z9+8opi2BzXCOCaqhYQK3vPlS1k2NEi+fy+jeFZuOJLZXDE79xChFKS7U4QWOOVphCE+ilh/3Ilc89ObedNrH8sl37mD2x6osfHYp9NutUBW6M0B/SrYQmkviH2BECDHCvV7mTalC069qg4akvvS3LtcVglM7gkjTVySugDCUrgsd4VDjfSCLHW4msfrMmgBfl6VEQk6QCQGlMQoh/Dq4ZtYrpe85FyyrNBol3lRS5gkLdpLWpRtD1UG4RyJYnzpcma6XZRJ2dW2TO+4m/1T08wd6LJxzQoyAdqrBey8kGWLxFLYPs5XCBxkrCpVtHbm5wHFOqgyiXBF5WEOZi/FQakKOeXy55fikN47RdGghEKVj5s/JA7N+r2PiX2KCxKuu+U+GpEi6zhM0Gd4ZBDnPAGSOC7Yy9B62D4+95kf4Xvfu5tvf/OtnHzyCcAk4LBMgp8hS3vk+W00G3Wy3n3k9ha6B2awLqPT8WRJinU9Hrz/fpYvXYIxHZyV5NZQr9cJa2t402sdb3nPj4nEo3npEYtpHDWI7k6zbmUdbaoob+hmbfKsz/S04d4tcFMC7QRmFNAHU72HJycreMrJJ3HNNffz422TNMYlTW2JIomm6MGHWhLonChSOGuJtcAFhnoThoYGyJM+HkdrrktmFdiMQGmcSQmjgCRJSfNpgjhmtpUgk2m6HhLV5R3njPChX04d9p7M8n5hYCN8aQTuURK6vcIMBxS+VJwdVB6bK+7a9iBPf94ptHuePGkRK/iH936ed/7Fi4nDGSaUp9Koc++99+KsIY5rWO8JRI2OqvOFy3eybJXhsfU6LzrzSWy9fy+rRh1t22Lvvhl+/sN/5skbl+FcH6k90lpsbhgZHKI7vY9MaB7MVzDYmqZa0eSdPrVqjVTn6Ly411PXo+YUP77mSu6dvZ+Np59BO3EsGqvR7nbQDoQMSE3RaiyQRYIoinn50x/L5bf8gnCgwtW//gXDK5YhdMi7P/RhPv+//+6we/nHrD8GXvltisHrqBBiF/ABigD/XSHEK4GdwPnlwy+ngFZup4BXXvinvjElBViLlIbcJBg8cy1oNGqkuSUMqkRRRL1SARkyvX8GOTnLIqdYtnoxmUkRKkDi6HR6XPyz68kZwuct3vyyc1hcqWD6ksTBXbu3k65cz7Ne+AHuuf0qhG7gXciZy+aorhnjsp8OEYRdGrU6wrMAI5wPIoeWnfMyuUhVerpSELvK5b3HGIuI4kImoESmOCXQap7w4wmULkkhbqFNBKWoWVaapQPC+QUbw8OuzBFLjckLEhGA9IVcgbVF9uxKaddeLgi84+c/+im5UHgHucmIdIBwAWHc5L79U1SiKlaA8hJrTdn2KLR6hHcgwB2SzBU/KyAEuSkQKYU+jSg1dgpzZZcDojRQn+/BRxR2bmIeG58XENP5IC4MqMIYXqvioJnfN2MK42atFQZF0FVE6R4qKiBFcM5pJ/GDy35BHCqWL1/OxMQBqtVH1hXxwV5e9LLHAgaTf5Lde25lbiLH0aPXniNPDEk6S6ffp58YQt9EBJOkaY2hkWG275pmQHWpjKxnTE0xOriU1HX49ZWFSuUxG9rccuNmNFdDfQn/dO1LsYuex8Dsat71/GfzqCOGSLpzZH1Fks/iBsbZeeMEK8YgDCAKIReQOLj1P7/FbT+9hPXL6ixShumWwwvoS49WECmIlKNSVSQdy9BwnUwKNAm6ItnfLSoaoyMwGdHIErJem8TmSJHTbAwxNzeNUg2CmqGXC7AeZ0LSROEigzMR8PDKCMC2W+goIgqq6PLwn5qeZv369YU/QlmlhTpACk8YR6w7WiFFwIjvkbliWnaMuI2xuWP51xt+yfI4oj09ic9gaGAQlKDgBFpWLGvwqDWruL23lW/dfCNnrF5DG0N9oMJNN97Gc05exbf/7Qc8/qOfQA5sJcfjBUgdMD3XIggGOfppr6PzwB5uv/4S9MBYoWTKDFVRwfqAnIzIOyZWHcuy1Xs4MC0xvS6zrb00G8MEUQ3nBWEY0U+Swm2UQmQxTVNe/eoL+M9NN3H6UcPMHr2c227YSlivklQqhCPN/zJe/nfrj0HdvPgw3zrzER7rgTf+v3pH5Wo0AvCiIAnZwlRAypQgjkA74qhKFIQFY05osDDgBdrC4nVNvC+RGEia9QavP/+Z+Dwhw2GdJOv3mZ3ZDim09gXsbS+j4vcTVeosXzQOzSaNY1Zy6/YpqHWoRKLsuXu81MgysM7ry4dhSG5tqZEuqdVqyHnjk5K85SiHTVi6/V5JmS+0axLriKQmMwahBEIq4lLAa/51yj1eGNrWVYjFEPiit324JUtv2Kg0UZ5/DgBrDSBRuhhoBjIiCgaZ6R2glc+hrGegUWV0yVIGBwdZuXQJIyODpEkHKQ14TxgEJL0Ebx1eiVJbyCOVWAjYpbcO1huULMgnYXDQg9f7or/uHahIY0xeDKuEwxhZwDTnh7xeE4QBWZYhhCzaZ25esMyVdoyqYG7qsDicTcEVyFXEuS98Cd3MIXWI9IY3v20D+BQhPN1uH601t/7D1x+2j8KsJGc7OpRYzuNjf/dFqixi//ROHtje46Edntk2VIIGH/pkzsplI9x5z0ou/spubtj8ck7oH+B3N/+S5z77teyZyFk6tgwIWbsmIcsTlNzI6kdt5OR1A/zi6lP47bU/pDp6N6c/+f289GNPZMPxr+DTL3whjcEBpmY1r/nYY3j9px/g+NP2k4Qpuq1BKozsoHwdb6ZopUewZmSO6YltVFRE4CICCkZnJAIarsBxT/Ylxlo6acyeA47EGfr9lDRvUxsYK+65QKBUSNLv0+l0EKI4bJM5i/OKu2Qd2e8j84TUj3DTtT/g1Cc8LEwAML50CUNDQxjnCeKCzT6yZIyZmRnGRxeRpilxKethpENrj6YKNqMXWbLOPrbctom//OQlmG6fC5/+VH722Y+hHVCBfqdHtVJHa00gNYN7Uho1hd82wZ6te2huPAkz+yDHP/lEfrnzSiKd846zHkP7rito+hGyfB9hGGNsSqUW0+obPnHxF7h901288QknIBs9XCComxqpTQhCTWQCTC1kxdR+nrlkLVf3e2T1Go1ggHavT6VaxXhH1oNKo0m73cY5Q1SpYq1l6oH7ueQfTsP1p3jR+3czuGiQDUvX0ZPw0ne87Y8NnY+4/myZsWc8YQWtuYRde7r005RqrUarYwhVoU0fBiE6CEAXujFVCYHz9IRk1ZHDTM+16HS7ZL0Um2SIsAiW1UqFsWoTO7SYZz/7RVx7xQc55+xjuebinEajwZ779/Kf3/sJLlzNTftr0G+hianEGRUdF8bLQhVyw+VANYgjgjKTF6VaohRFiwQpsPOEnRISSOku6xzkxoIFco/X89rcFHK8f2AdNx/sdRQWmu9hgDcUGv3/jebRQovlD9AoQRCQZfnCoHPV6ScBMc9buRS8xkjK6qJgoAqfMzM7SRRFOCeQwpPkOV4qhC5+qHm/2XntG+cK+0bvXMGaFYUNXCHhSQGbNGW/XkKeFTBJU5a3mhznHSZ34Iv6KE16CwgemxfIlaK1A3FcxRhz0N/WF5aIJstRYcBkZw7tBeRigVSVGQfC4aUnt4+8mUYZlH8BsAvt+/z9V/4Fj6Kpz8NXKkQ2J6gNkLkpxpZs5P4D2/jop1Pe9zfvQ9WP4JJ/+zjveMeP+dn3v8hZz3kr1l2H85CkhVF2bjtIO8otm7+PSe7k7PO/AGlESs7GkwJw23jP979Gzga6Ex9jeOQ0pBsi9W9mWArS0KBUo0Am4QnccrbduYX7gxoyAyM8SrUKXoZWxKGlUtWEFUk/6RLqEG/6JP2IRjUmrjSJ5C50OErS2UtQUyhTaEa1Wq3iHrAKJQqC0U/uSECn4EC5XXzrqMNTaMaWLibL88JDwnva7TaDg4OMLhonzzIGhxq0222kh0pU5cBEmxVrMnwWErkev7n+an5w2c95xnnPZc61GcmgWiu8jKdbkzQaDaxxeAdZN+WAshzYcReNFZp3Pvk0bHszTzkatl39IxpmMd/9zX5ggmCmyxlrNxCYCnlmcM6QJJ5eK+Gx423WrRrn9smM9p6QJ67o09aaio+Lz3vNYTPLnJphz5LFNHrLWSwiBptDxHFUDJ2FQukQIRRxHC+0bxv1AXZN9dm/fQfVqiQKd5LkTTbfu5m4NoKX0WH38o9Zf7aB/qlnnMCO3VPUhreQ+kGOP2IlCZKg3iTMA7TWRIEiCiO6oUYZ6AtIhWO4lrBl871YJxDCoaUmcoquS5Fqlq16P3FvhiUnN+hlbfzQAEl/ioqrMzZQI2/WCfdWObBpPyrrY6kxOBQgVY63IUIZnNBIQYFgER4rJHEYLwiO5XmOkgXmdt7TVGqP0AKFRgmJ8Yao1PoovFszZKjJTA5S0fABovwDkDnxe/jwWAd4UaCA7CMCnoo1j145FHM+H+QXhpiyOLpUHBJkGROZpWIlKEdGadunAhJnyw9nUclIBMmBHtZaOt0+DkWWZYWFYAmnzNKCa5Bbi7EZJjULpiB5ntPKcpR3ZHlOaizaSnKTLuxjn6AcwhblvETgseTWoEVQIJjKQzRJevz9RRceYtjicdbhRYAThVl4RZdG41KQGYfEoUUIeKSSf6C5cnDt3/k9liy5jm6iqNfGCdwaQnkyNr+ZS7/7Ey54xRfI9QT/+KknINObGBt7LP38Lp71pIx//8pHWd18ND+89OOc89y/5jfXvZMnnvF6pJ+hXnkGQg6T5scSqZux1ZCw9iqS7GdM7LyZW269gkpVM1xfyh2brufsv3gXsqK57sqLuXl7h5c9Z5Itt8Omu0Dr7kLbSulpVqwY49hjj2XL7ZtJ05xGc5Ddu3fT7WV0ezliTlCrefq9Dt56zjplBakL+O1tOzAyZPmqdYyNLWPb3bOozNA2Oc3mYqIR2LN3J5UIcitwprTTcxCoCg7LWU974mHvyd5cF6c8zguS3BJX63STTjnvCUimpxd4FZ08xSuNYIxMKu7ZNkW/1eXIRx2HVXPIVgu54WiyxGCqOQ0xTFiv0+u2kVhm5QTtmftxWrBstsmdZhpnCnc6YUPGgmk6WZfFw4OMLV5GSo1KPWHztn3EUZ2d+yap6EHkXJN4OGI4zbA+xckhAu8waKzQRN4X/sO+yd6HZli1dgOzk3vxg3WGM4PUMWFUIU1TgkKbsPg8O+j0+zQDx9/8M8zM3EVcGeMDF5zA4OIjeMPHvkk9+v+p8YgTOVo5RhYtZtXYGOvWLGPlhnOYMwfwtrqgCtmsV1msQ17yxpfzo3+6FGv6uMFB3NQUzgmUKJoGfXJS7RmwEpd7rJ2idv2dfPmVz2Du83fxoajNr195Gjsn+pzxyg9z9e6Ir74w4ILvK+gahurRwoDRYwv9jVKUSeoQh6XdbREFIVIWFO6szGyV9GgdgjPl/yWVKC4glWVAAkqZtiIge1MEsqAkFgEEyiO9IJ/XYxeF6JulkBE47F66g65PUuoS4iiY91eVsjDO9t5TQZLh+eYPf8MFL3sFWdpDSEWnl2ASg6dEDfXAZhlGeLJkDlkSxyxlf7ycG+S5xfh53XiPNb7QqclFCVkTQIi1Dk+AlIW3bxAWksyViiQoRG3KNk9USFAzL0NdQlZNhhAacQjTdn62IXUxHPelL4CgkGSWUqGEwDmBJycIgqK9kz/cRhDgt9f8Eq08cVxlZGSAdWtPZWjsTmQ14S/+4kU854XnMiBOJW7cy/Ne3KDKr/g/X3wVK46TvPjYF3LnQ9/mpp/egE5P4uTHX0TCMLHYxS3Xv4Rm9QjGVpxHtOglCL+D7dv+ll1b93H0cY/juc/7PD/6yb+w8dSjWH3sO3ncqW+lHmzmm9+9kOlrtvHt70KuQWlJbnLGx8Y56aQTiYIqzWYThOLJZ66g3++zeNl4gfCYnubAxCRCRtQGmvg8J+31SUIP/YQTTl/K7gd24TPH1rs3sXrdCvbsniR0faYm9iEV1CqjdPuzxGGddWtXomREai1pMosn4ylnns2ttz6yAooMA/q9jEsvvZyXv/wCvvTlL/G6116Il0kBPPAFnFFIiS4TlS2bt7JqzfHYrqFx7Om4e39LyBBT0zsYzSWdfg+fJPQTxeTkJJVKBYsgCpsMrBznmLBBZiFUBq0dwhr6vRShEoxaijDQMX0aqkvPOo5Zt5rQ5Gwca5B5hfWGQMUcmE2IoiHyap9q19H1jkjmCGJMYNFZjxe98rX84p4WjV6O6CUkoaJSiwtnOe+LViPgyAmDGCFDZOj5x7deSG5HecuHX82q45/KT355OQ3dWIAO/6nrzzbQz7YnmE0PoPIq/XyKtRteQtv0qUUxNssxxlANJNUIKvUG77zotfzTP32DRUoTq5Jh6kUZADyYnFAr0ihEp4Jjt6YMrIGmG6S15ybO/djfce11v+bRooL+8YdwzQ+yL1oG0TboWVYtGip0W7BIr0ojkSJ7NcZQ1xH1emOBvSqlJJcHWy/KO4z3hXmK8BhjyJxFlL3zUGmEdZjcUlEB+SPY2TnnkEqUrQqLFQ6pJLn0vzfw/cN1EOJZlPTz/z60nbMARyyfJggC+mlKmhrGxgeoDzS57777SmSNPVgJlMJifWMwNiPSUXFYYRcG1cqWiBzpCMIC9ZGWcwsjylaPFEWlAOALE3A8RYVkD2bn83pFppz0pmWF45whKk1kcltIVktZVAA4t6CyOX+oLrR9ysN0wWvU9A872H7+i69EBV1+ceXF/Ms3PsdRa7dw6olPxMo+xx+fUV+ylp67h9tu+TRf+PRlfPyfj+I5T/VMPnCAqfQ2vveFexlaAu969+cIK5/ife/5CPHo8Zz4mK9h9QaQd7F78kvc9psbqZkutZEelYGzyINFPPu8/8Pmu8+jt/96btv0Ni582av48Q9/zVW/PoYrfvVOqnIDS1aew/JlywFIkoyt92znlltu4YGdD9JPU4IoxFpLNa6wfMU6jDFEUQXrJNa6guEdCqwveBxJkrB25dF8+pNvI+/ey189/xmMrl3Bm17/BG5ANQAAIABJREFUEYKggtIOi2diYporr7iSBx/YhUUwODCM95L3vu9/HfaeDJRg167dvPDFFzA8XuHlf3k+Q8MDTE5NI0WE8KB06T/gHALPiiWD7Nh8M+NRwOXX3s4LH7+GZm2Iicm9bBS6sJNNuoTRGJ/53Gd565vfUlSuYZUsz+kHCS7PCVxGJwMVxXgBeVLF+JSurOPqy1lRm0TOtcjzhHZSENR0pFBa0hioUBlqcvXv5li+xhBbRagUWlToipyq99yll7Dth1/llPPeytbbWrSzDlE4XCQveLSSdLpzeAFJ5lCBIJSSbn+SSlCHqMUn3nwRczsO8OqzX8Odmz7KbbfffNi9/GPWn22g172YmAZv/8iXOLA/59YtV3Lk+mPwXlEdHinp5ZpMKmQnoq8d9+3dzGhc4/P//FbSxCyYXxvnicIqfSzNLuy+dTsjScS9TzidZPcMydpjSK5/gKvuvItPvvNDDLzpDTzv7R/mizcdSaWekbYUy0arCC/w3uIJULIImkp4wjAsUCMUpdg8rHC+Ty+EKFh1XmCsQSqNjjSaot+5kLkrh/CexOZQBslDl6BwxcrzHKkD0iQhigICGTwMt37oMsYsyAIcvFYSs0qoYhiGZFmRNUgpEc7T6/XA5Ty0fVvZU3d447F5XqhdlgE/yzKyUv2yZf1C4IXi0LNlTWJdUdlkpmD2KlUEV+ny4itFC2t+WFz0+e1B+CWl/nwhJLFwvcjoc6IwLPez7PczH8xtacB+UBhNq4PPMf9683OKw2X03v+UuU7GWU95Dmc/+SISnxDrSfZsu5xrrvkWjz/9JIZXtdl48qt41AkXsW3Pxcw9dAUtfYBOZYI79p/JyY2b2biigho6nXe843N8/LM/Y7ymEVzGVVf/B1P3tli06hhqyyNsNsfW27/L8cfu4stfvpgb7m7xzYs/wcplH+SlL7Oc+oQncfxjRjl+/TP5+lfvJhXfRckALwLSPMMog3QQV+sMNUbwxqLjCkmSkPcc1kPea1OrVtGxZqY1h3IDPO8vnsP6I5Yhijk5L33RbTgsN9y8mat/egMXvuqNrFi1HJvVEKpP2s9pNptoFaN1SKfXRSnNX1/0t/zvi97yiHsprGXNuiXcfueNNAfOYNdDkyxbsoo4rGC8A++xJTFRS0GaCrbv3MbYotXMbL+fNzz/iVx5/a8439UwLsc7x/Rsi1AKprOcN7/lLeS2kJgQaQ8lNL/dci/7dk/jul1CWcMLze/6kie+7fPofTuoNwcYChQi/TFGaEJVmK+LLEEEAS7P6c62qQ8uY/jc8/AHLkHIFCEtIoRKLiCqszGf4Tfb9nDVddcxlM8xOL6GKIrIsoy4UqPda6MDgfeaKK6R5Q5BToCiK0PipIeuK4aqQySmxQVPO487f3Z4gbg/Zv3ZBvrEz/CGt3yWnbum2LTpFgaGx7jp9p9SCR5Do7qXEx71qIJZiSKvzBJlddrW05pLeN2rv8JFH3w61lqiSGFcYfZw/+1385QjTyE/cSMfu/rXPHfHLpIDO6hVmuzXD+GV5atXXc7jxPPouf30f3oG/fSTBMuW06zFBanJF+W+UEWGOM/YNFJyoNMu3KCcIwxDnLHEoQZXBJx52Ng8HvzQlZcZauYNBk9mDRD/Pha8AGMRBBFCCBphhRKYgvgvyLFB6UCvVFGBQEFsKlob88Jf5uCwt9SUme8ldnttJAUscr7P70oP0fnWk/ByYQgI4OdLAxkg8IWcsYMsF+hAojWkaR+NRwYVPDneGYRwhdiZFOApg/rBgD6Pdvq9A1UqjM1+D+Ka+wwhwJXwygKh4xckcJGKNE0XCF5wEMpa2A8+fN1zz2aajWFE9luqzS1IEeNZxdL1z+K5R7wZXIt+60pU9XKEOosPf7TGrjsjGtVRbrrqXp5/zl76yTgr13l2Tu9mUT3jov/1Vt70vr9k193/xk3X1Pjrj38T2f0l7/vIu1g6EkE94bZb76A64FkatMHsZ9nog9y+CY5cfTsXvu5NeLWet73Xc/ut+/nc136BtDWkD/HeYXwfiyPp59TqFbwTHLl+LVJqHtx2P88496k885nnloxkSxgoQOAdXH/9DXzn0ksZHBwkimp4J8nynKM2HEuaZ9QGQ6KoUZq0K/rdPioQBEGl2Of/AvEb1iL8TMqtN2zm2COP5eqrfsXRRy0rbD7nW5jzsGKv8DLh0aecxPRUm/qR60inUuoeTDAJgcJJj6HC6rGQmck+3/nBj3jZs8/DSUUoQlqZYdveNtm0wzSGCaVgyfAiViWC1XmPU849gergMJt+sw3bbZP7nFhKMjrIIMYa+/8w995hllVV3v9n7xNvqls5dVfnbuhGMjSZBkERUUEQG8QxBxjDjI5ZDKNiGgOKYo7oS06CAoIgocnQGeicKueqm07ae//+OLeqcaQd/c3zPq/ree5zb1dXV9fZ99y1117rG5DaQ2YdjIKhvb2Mm0k6Cw6xdEEpjOUQx1UMNn77fPp276R1QQ9TSmNNl2lsbGBsdJh8oQgihU9jEpqaWqjVQhIsZBRhHAtXSG655S72bHieWqVKd5vHvskDr+f/FP+0if7cd36RnaMjTI8NEQIbt2wmZwWU3HWccPJFJCoBAxKFCFy0TBCRAKPYNx7y6c/cyJe+cD6xjrCx2fngJuYcfzQtxx/MTdc+wzsuupSzTlvF935zJZYp8rUvfJd71tzLk0/+nif+fCvnvOmtfHbel3jzm9/FVPIOZLCcTbv3kss20JLzsZyArLEoRwKnuZmcUikDU2lcaVHwPIwnU+NxUoCJisPUy1RpjLFTFIRWqdiZZaGMxpcusVFQtw6bZcUamVYOJq1IpW1RURE5L5v2M1+i1bM/dB1GWRdIs+R+Q+96L92yJMqkEEiTGBzLIU5CHMtDq9T+ECCKwvR7AG00YWIwCpTWKa4dG42L1CViCxKviG8CJkqKm+58mExrM7VaQqVmk2uIyRrFu973TiY2PIN0QkqJBUTIJIWNhk4FR7mY+pBb1e0DjSBl5FIfUM/8Tjo1p5k5UaT2hDaOY6HiBFtaIC0MGsfxSJKkXunX3Yxcl/gA5uCbN2zGGEVbSyutLQWKTXNwM304nkfWjcgVV0C+EVsuxuhBCl4TQRJw5MGvYdHSVq656nGOO66TJ5/YyaathufXxnQ2O/zxhp/x6nOOoeP8kMmhJ3hgzW846dhV3PPnP9DVeihlUcF1Jpm7At7//v/k6OPgrFcdxNe+8QxNXY9w7uuWEtnbOfzIVfz0yBYeeTzg0TX78LOglWCgt4/Xv+1sjj/++Ho3LD09pTwDGBoY4Uc/+hHCkhQbmgnDeLZYmdO9CK1T9JLrusRhBdf1qYYBjusTBFVUnBrEZ7NZpG0RRTXy+XzKkThAOLZHJuPz3ssuRiead737IozQ9ZarAZPyJoQAW0psyycIp4kCjznNjYRGcvjhR1ALY+Y0tuIJj0JDEwt6GthZ7mdwsJ+pWg3H9kksF8ck1MKYq/7Pb4lJ9ZWGx8d4eHMvj657hGeHV+AlEs8XHFTMQamMjiOMlvhCUbHAtxLsIEvNqZFM70Q1ayq2QiYay0ubp47jkMSaI1eeyEM/vZaWgw7i4HwBpEFKG9+3aGxpJU5UKtGMRRSGRGENIR2E0WT9LGufeIF7bv8dLY05LOmlBkP/i/inTfSTYyUcYZNpaubwjMNer4rrdBHjE4XhLLpFCJNWjS9WfrQchiYHma7YNOWa+MVPH+T9bz+Du5/Zxd7tk2TaF3HUsk4e/OHVzJ2GxmUBX/zqanKNEW9807f5ysfexto/3sXHnh9mUbtLedfXuPzzJczco0AOpRLCJgJtuPpfD2JVp49FUmdUSlKJ3dl0CPVKNE4UWiUp2UekZh2u79fZnpK43tfWBvxsZrZCBdKSvd7BUEphKz0LV0zbEAfG0SfJ/k1AKQMzmHVjsCwXQdonVzPCZlqhjZpta8wOUuMErVMz7nSjSDejROu6ubmFJkELD+O5+Pl23vnuS1l+3Cux/QylqsFXsPo1J3DnPU9SNoJE+Hznq79lOknobLU59fAusrkMngyIVQZfeSj2S0C8uGqfuYYXP78YYZRaRjpQHxDHKsHzPOJYoVSMZc1ILdgkUYzj+WAsbOulPxbrntmOIaGQ76Ox2EJj8yCZvEsmJ/GyHTTkN9Hd1omwI4qFIjt27GLT9g3ccN3T3Hl7xHvfW6BvYidDO1tY2Jih8bRmospTHHvscqykRq08xZ1/+CTSWswb33UJx56ymofu/xqHLLuUTXs+xeQYzOsBx4XRUZ/XnQOT488j7ARLvZ2INSRMcPIxB3PyCZ0Yc2RaGYuYsN6W6x3o5/vf/xGem01ZwGh8P4vlFl7EWNa0tbVQqdQQwlAuV8l4FklUJYoiXNfFcRx0oig2NFCtVrEsi1wmQxyHWLZDaWKS1Iv5pWN/ARPhel7q+SyYPemK2fvTIkhisD0830XaMdPBJIYM27Zs4bBDTiUWBuNBvtjAQtvlqMMO4en1W5BofNtiQlXwLRuSmCCOsDwLqSxMEiClYPmSZnTSxzNP/IEPvPcz2M85xEaAbeFZgprVQHk04IVE43kDFCY7mRgaQxayVG1Ba6aFcmkM38unQn6Oxb6Nz+GNOtjBNBNTzTQ3p5wY1/MZGRkBaeowV5swrKJ1gg4N2tJs2TzIw/f8nhMPWURbLsPw+DTjscUTOw64nP9j/NMmeoVCJRFSGdyWeRzdtYCBwXEyokRQnsC20g+7xmBJL02WdQ9UrQSxVnzm8p/xuc9fzNvf81baWxs581gYq4Qcv+pYLv/IVTRbER9592nct22EYrKHLesz9G5/F8ccsoynGOSLl76KfDnhiXueY+nKdq64W1HTPoIEk+SxCCn6LnGY4GUkbr2nnlbnKSBewOxzoDWRUuQaCwghcMSMBndaDUuj0yQjBFLr1NRa/mWSm2lXxyohiuP9Qml/Yyov6gYjpv5BcmwXRKoeiRAkSbpZqESTJBrLkQgpU7ckExDHcV2lUs8OY029hxolcd3URZAojeP4VJOEyaEBbrv/McbyDl0tWcb2DpGx27j74fuJxsd496c+x6tPWMFpZ51DtVAgkRa2Ddc8tp3rrrmBJ35+efoexw7KimavM4VWiv3CY8b8xYYoRMptkLaDTtKhvW3bCDuttlJCmz1bGKQoCIXtpj38dDD70tVTNdJYwmZiKqY0PcHYeBlDiOdaNDb3Y7tV+hvnks2V8fKG3r37uOv3ZU46vsjZbxSMj5YYf6KHkcowDa15Ov1GMnNaWLduL12dg6x6xbls2LCBNY8+yKknHcPCpcdw0cW/pqb2seLoLYTVe/j6F/6LpvZ+9vXvpljopLl1L0H5Fp5++lOcvOq92PoUlLMPHSsc5zG+/V83IGQ7ttNNnJSZmi7T0thMPp9HYDE2NoF0BBnHTQeFtottu0xOThPHMa5rk836gEzVT0OFMRYmiWluamKyNE4+kyUMw1RxUkgs28Jy9AFbYABxEmK0BKzZ929mA08VSzXScgALT4JGYiUuxWzEnj1jGEcwZ04XOgnpHZ7kiJpm2UGHMjbyAuuf30KpmlCqhFSjGN8E6Niis3sOwvNQfkIu8TCB4tRTXsGVV32VhsEJzpg/n6i8G7tBUhmv0tzSjBVM86ctQ+yLHXKeyyHdR7J2xwsc3uIwMjVEt9/C7qTGnDoZsVytgeUy1dLO8UfWGJ4OaV6QA6MJwpggjPH9LDpWKJ0ywKu1kOaWFsJKBS00P/zBrzhueSMHdfaQzXh0TTWzY9v/L8mw2ZD/87f8v4nR6V7iIEYjqUy8wFj/bowlqaHQOkjFjoIKKgxRSUAcVYjDMrXqFGFQIglqjE8Nc/orzuQPf1zDUSddxK6pCr/83sPcu+cYvFw3btN8Pvnjh1nz4Fak49DmVpgarPDMA/fz/J+Gae1cwrxjWjj5gpX84juf5rILT0TLCGVLpKgRWxmEiXCicsqCrT+MMVgifS0Ms1+3HBthWWjE7PB2RgAsUgm6PizVcZJa6f230KQtIC/jIy1rtqpVZv/A86VCm2TWFUvUh5Ez8gRhUEUrRZzUmaJSziJaXtyD31/ZA0iUMrOtn5k/S2lTsSUPP/wMtz87gd1dZJlV4bktQ5hCltCFV531cgotORYfdDC/+tkvqMoChSDhX193PntKAd3tOd5wwcX8+Kk+fDtD1ZHoOsHsxegg2O9R++KY3YTqzzNeo0kYzc4nIG3RvPjvbTdLoVBAa00UvbRQ8YOPt/OL6yqMji9manKU0ZFehscrDIxrdu+aZu/uSZ5/YT1PP7OBdes2snHdJGed0UkQ+EwNOjzwK5+ymOKB66uUw0GqsSDXkGFOTyPTkcU3rvgRGzbt4RWvOYaBfWWee+4xgvhOHn34F1SDW8g2HMZxL1/Bv33sdkqTNru257j/qV5uuvoGOuZ28a0vvZs/P3EyFh04joVRjfz7R9/D+//jEGqVXhJTxfNySOFSmq6QJAmZjEctLONlJVKm1y4dSZJEZLM+tu2TJCkT27YlOIowCbEsQa1WojJdIUki4jgkigKUDrElmDhKB/gHCGmnVbwUihmPgZn3DSRCa6ROkMoQo1Gqip3JE2qL7gXzGZ8YYHR0nB27d/Avb347iVC87IjDCaaqNBZ8mhpcBvr2IGyLsBaxN7I54viXc9d9d/Pgzbfx0NP3c/czT/LJ972NZM8wTbJKoaebYW1R1TZxGJCxHLR0aJVljslOc7g0hLvX0+h7rJ0yhFYzsePS6KYJvBbEaetSKdTYNrbtXstU7FAd6icMqmAUbsZFZjyq2lDViiCOaG1qpaZjtBBMV6t89BP/QU/e4/HHX6ChsYfFixdzxIruA67l3xP/tBV91pYkahxbOaBcYhEhotRcQ5sIDRhZr+RU3Z0oMXXYoEBqC6M97r1rHb/6zc2s3fQcb3zT17j2/ns556QuVp90H0lzhfz0MO9702vobm9m41gFozVRVdIW9vPTV3+KfSKili3Q4Rje8po8P7zOpoqFEeAoRSkJibNFknI1RW3UMfQAWqZYf1um6os2Et920sRft9DTRpMYnbZE0BBHqcmEUmTkfuijZsYqb79Ectp2kTi2ovw3UDdSpINhy7LRIjVaVkoRxyrF94sZ9IuA+u9qUPXKShCphBQIkSZXZdKHZSSYEonKYWwfKRLufmQtu0ehqwj7JqAyPkZX50Gcf+5F/OjO66lOViiLeZx99DxOO+azKAX9K2x+cvXPiFVAf6/g7WecypcffIIv3r2WL525mJKXJamFRNrgixoxHkapVITNpJPoGV6AqXMbVJyKRUmYFVILggDXTWn1SqXeAXEUorC58YbbecOF5yFJEPqlbdvWPfufqHAxmcZX4Lt58jnDyNgUhx7cyMoj+tBKYklDJgPNLpz2ysMZHKiwbt0uivmllIa38Nh3LV53UYEbbx8l2TvK6sugNJVn6XwLZMDChR34rsODT97Lhz/wST546Qc5aOlCamNzOeFVVTLWUvYO7ePr3/0Wt153NXf/LmFbe5G+G2/mY5/8MvfeeRWPP/Y2jj/uQ6mvsVmAUQv56CeOZcPza3n0oX2Ug5AkiqgFFQQFpJRUq1UcL4PQVtreQxKGKuWzeC5YkulSFde2iMIA6fqzffnp6WmKxSK1Wlj3U4jJZrOpf/ABIqpFxEnaJhLSzIIadL2SFwhQIZYVoGSGzZv2cdddD/Dm1aczWaoxf14njpejr3+IoFrGxJqengXcV5miOl5BkOH6m2/hwkNawPF5+asv5L++ehVL2+cw4EPy57UsXHUkC70J2jthYT7Hy7L9RH1DOMYQGYsdvf04lmRJZyuqMBfLFQjLZlffGCtf+Xq2PXQdOVlAKJdAVXEcG0hF9Ry3GX/UY2BkF4UjexBujijQ5C2XqcootpfHRoKOmKyO4kiXSimFXiIjMoV2Lr74BNZtWE+70HTOn/+PJ9EX54D/1b/+vxgqkUjhEYWk1HQURscYHZOoCKVjdBKhkwijIpKoBjquv66SqIgoHmdkrEpLx3xefsZrOeKoY1l86HGsL3ez+qonefundvHWr/yOrJjE83IokSC1oinn0DYNRZ3gZduxpEsp28CPfv0VYkugyaTDPyc14pCWQXoOxpbg2iiRJnlpW4RxRFyHHNpC4lipfEFQi6hWAhINRkiUlTpIoQ1JFOM7f5lsZo62RsxANy0cz8PI1FHeUn+LUKFnteKllARBUFfNqzN2rf2aPUmSoOJkdjOJ4zht3dQlfGdaN1onRCqiahpJ5xARl77zUvbsibnx19/j+ZGIII4ZbFnKr2+6g/seuobM3u10tGXI1rbz/CP3s+ywk4hUwMKnhii3ehAXSaTgxjWPclBzBdt1+OLvd1KbLmOkwJEKjfuXuP/6I0lm5CXS9XEcp+5lu//aZkxeYL8khDYW37zyGmq4fO+H16AtH+G+9BCxUlMkDPLIIyfT3d3NyiPO5KRjF/HEU//JJ798Lue9rYtMsYNK7NK7HYZ6R7jj1u00NEss2Y9sacQtVGjp6uLC87p5zyc/SLHlC/T3+0zVWihkGpmcKPPoA+uxyXD6qndzxqtWsvrNq5kK17HhoV20dtjs3nw/Qud47YWf4p0f+1cu/+qXOfH4f+HKKx/iled9i6mhdRjZj4l2gtmDYym0GOLgFQUuOP8URFhEihjHaWDG5AOgMl0ijmuMDvdjuQJIJUdyvkdYrRDWKmnhYttUq2VmjIF8P4tSBqVidJxQq9UQViqTcKCIVSrcR71Ym7UOFAJhIqyMx1Obh7nv0SpPrB3k1BOO5a0XvR5FDqMF2ZxDVKtSqZSZrIT4mRyBlsTYLFm2mARD99x56QwrrvH0Hb/h9ce1s6RxjGwyALkxdjz8R5p9F3uiyr494/zxoed5dkcvidEE0qa9PU9zczPdPXO4fqiLqSVvInDaOOzVq1lxzKl0LV9JRUdoWar//jFYkjBKaI4mmHv2cob2xBhiLvvyv2LNK/DY+qe47+G76cy5qEoF202vR5UTfE/jeBq7ocBdT+9ifM96uosF2guNOOp/V5P/01b0M05B6XDNwhhRvxEMtkhFxRKtZm+SlPAS13GGGiUVkc6Q+K0E0kIiieOE0M1TKveDMMhwK1m3QEwLu3b0pwM7W9Axdy6j0XqkKxFZD4cKIChPlwjtdNgqlcARgrzvIrQh0ql5gpaiDlNzERocy0Wa/QqTUqS4eSHAMGN6DTKBEIXnOggj0tekPU4h0l76jNyvEIJEx0RRjO/lsLWL+BuJfqZSCuM41c6fkTs2qfxxGIZgJJWghphR3DQz8stiVkYAJImOUxhlfdipHA3awfeLdJ/0Gn51+71c9LqLKTiCKIlJdJaDj+qhPOUSdM8jnJI42Qa2bN/HcSWDa3vsybVgR4pQl3FdxYWnnM6nv/NDTjruEHqny5RlgYKpIY1KT0L1k84MxDJlUu43MJlhw5r6BqtgdoaRqiLq+n1jkc/m6W5roDI0jG0M02PTFJpeWr0ylzkYGGTl0Z9m06Zh+nYYtm9/BXfe/T1u+tkmfnvLb/jq5RexdEmO6lQ77Z0uhUKGSrWGrDlc+KF2WnJHM1jbzs1X9PPZq+/nwrf8B5V33skPrlzNZCXHWGmS9uZWKqVJFi6FXdvH6N13LZVphxWvKbJn+1Z+9cvH6eppoth8CE/88S4Ont/M0ad+lFNOtyCBs84b59E7L+bYs05CyFbAReoytvFoa+nhLZc+x4++K0lclyhKtW+y2SyCEM/LEEa19MQXpkP3aq2M67o0NRcIgoDWtlaGBkewbZtKpYSUdsolEYJERdi2m6JynAMjRdKha53UaJJZaKvWqQlKWK4xNridxnyOicGA627YyhtXX0h7RzPDoxP4nkVDIUff4Fhdxjyp60lJWhsaCGrb6e7pIRrfiGMVmNPSTkUl5FubOK4pwLWhMeNSRhBFklCHRKFCKE2gJFIJstksQeQQxVVyDTkG8s3M1wETw71MTSfkc0XcKRuCKlgWgjqrWrqMWA006SKvv+RQTj79ZK6dn+fLX76C08+6gO996xbExCgLlhzBYce8POWvWDaOlqhIY+VrfOs732DLdd+nEtq4DQ65/P9Oj/6ftqIfnyxTrUS4Tpapqam6C01d47wOHJd1RodOFBiV9rh1+tqOQZsaUjlYgaCqM8RK4lSnWPPwWmTVJih0c87LD0eYKcLYhSghihPKMeBaEEFVKyI0wooIwrTKtnSY+lyGMrVcEy5ZYeMkBjvWuAqSUpUgiUhIiIwiwZAIQ2J0Cs5BI2wL23WwhMQW9eSapMlMvojp+uJBoyStgGxp4bveLCKmWikdcC2jKJqFy80kwplqPo5jXNub/fm6rpcwg15JWzzxLBs27c3vr4hztTKYmMve/SaE38rS1uf46Bc+yERYotiVxXINy7uOZDgGS8NUDeTCU7j4c98AK0HWEuwoQakKd9xzLasWN/KGt1zI0sUL8At5gpzFj+9Zi2UURtgzOmizv+9++Wb4wAc+MHutMyeQmQQ/Qz2f2QyklGx+djO/vPr7NDuaOX7AgoLgwdvv4Kk/PXSAlYzBLMaYCNvKMH+ZxapXTvGaV3yABSvO4X3vvYhiA9RqIWe/IeD2P/YjRA0VOyxd3kNGtfGLz67lt5/ejVPMs2LFSj582fv58Q/PpmPeKK84fxnFZslzmxWbN/dx+Wc/yLZt+3hh/W5ca5qnHnuU3bv38trz57P+qS3cffO97Nq5nXvvfISBndfw+JrvEuj1wEOccM5/sXfrLkZGplMWt55PoucTm0Haii/jlJMWo8UkmUwmlZfQgqBSBXTawhFOSji0BW1tbUxNTVGtBGT9HHGYUKmWMMQgFNmcS61WwRhBPteQznlqIXWH5JeMWpSkxKgXRXpCcJDS5q4719DbO8GW7SOMjNQYGqqwbOkh9O/dR1sxh5AGP+sh2snIAAAgAElEQVTR3tmO77tk8zk8J7XF7EKD9nl8/SOEZU3g5gi1RZYEOyOx3CwV4TBcNQxECWPJBCpOEDrEyghiR1FF4Njg2za2bbPy4KWcNU/yshWLyWiH93/4Q8xfsYTYQMkUSGIBcQVjOcgkZssTT/DU88/w/fd+GN0/wHmv+gA663P4kQv45qc/zkkPucy79mHu+8HPOayzi4zTBDbYGQdfuGzp3cozwxHjtWnWbO1leGL4ACv598U/baJPq0iH8elR4kgyMjzG6HiMLSL29I3T26/Y1zdJb38Fz4nRSXWW1i+0oWIJLOHyulMXc/UXjyEafZChbX9k18bfE9UMC531tFUfJS9C+kdTQwC7royoKWEcG8/3CeSMxZ2mpbmI0Gn7RGswniDjObiOqqs3pjepZVk4joMtU+VEYTSS1PJPC0gQGMfDkhIHGyEsPNvDsVxcy8YojaVMip2vJ3mJxtFgmZTQZFkW2A6WAEcoutu6DriWjpOiklSyH6Eyk7yxbKIowvMyOK4/SxiyhZxN9DOPGUXItHWT4s5rfiOJsuhY+Qbuf+geDjnn/Xzm279FyiybN+xhbLRMlSpRHCL0FJoqTYvb8bWLiiwqTkTIFLXI47XnvJ1bn97KqZe8j8hy2bYjpL2tmYkwJCtiLCGoSv8vIJUzcEClFHfcccfs8T+trNK1m+EMzDCDbdsGLdj+3BYyBgpWRDafxXcNHgnTI0MvuY616BmU2Y42DnHYSaXiYtudOJnDueKKi/nS126nfS4ctDjhlhvH6co7FAvtFJ1mxqcHKIfTVFWFhrzHqlNXcONt61h58olcffUkP/mZz2mnvJLPf3U1p5yVZd8YfP5z1zPe55PPZdg3MM3QcEwlhB27exkZmeDhx5/kuJcvIhGKvoFBHn/6KW76+bVs3/4Au7Z8m5auHkrTIaNDz9E/dD22dPiP97+Z7175DladvoQkKlCplsjkfGpBhZa2ZkZGh8j6Lq3NDUgRk8mk5KeFCxeC0IRhyNDQEHPnzqVarWIM+L6P67q4rs3Y2BhSSvxspq4x9NJRyLp1vPz+U6tSaQvuhutvpVaLcewMUro4tiJf8Ln2uuuQtk+CIIoNpekaQRBjSYlrO0xOTiOkTaNnaMyELCy0ExLg6BImnqRGBtvK4botyGwG7Vg0ZVvJh1lkbSr1Pi5N4MQCL4FabGOyDfSN11g1v5nDD52HnWni1smAbD7L6Mg+NDUsk4AdEokMMglItGa5yXFqlOEbB5/MGz57KT+/7xdcsOocvvuhr3LiMXNpzE8zN9fCyud3cd3q99JmVzBJQpgIolqY6k75eTZteo7l8zKEMvMPZtC/jH/aRO87PghFGEI+U0XJ9IZzBGQdibYSFnZn0JahFimE5RDHIeiERIXkQwUiQkea1Zd8lad+cwWP3vxNnrjrJ7jRBJcdPs4nDtvIyNB6vvOR1yGsEGyXjLbZtXU3cRASBrU6tFAhLYuOjg5m9NMtRxKrGKFC0KouGAaWtV+6QIgUfuj7KcNVx5okjFI5hCStOoUt0AKMLWcrbtu2yWQyf1GxAkTCEJsUo68FOBapIbkt67iUl44Zn9ZZ+r9tY1lO2sc2M/BLQxTWMApinUDdKDxRCttIjFIoncJd0QnCKIRRWGFILZ5G+hkevP8BwqkIP6iRJDZecyuerYiSGJ2E1OI8YQI9HQshUyPQCUlNESYWxoSUpsewyVOJakxVyxgvJBNb5Hyb/moD0hi8JJxVr5QWCGkw2DjSqksOp2zl9PRT16ivI4UgReWkg9ocmfESbV0+y1+W49Wv6uZ1r1/J8Scs5cTlL/2hcjiPb339GiwZYXs78XPzUOZ4KpNDhDqgqeVYfvbDm/nM129ifKCbNT/P8Phva/zphiEcp4jtCaJcQOg2cMknv8369WNs2jjEvIMMX73iJp549CB2bd3Ia1fP4SMfbiapTkK2wGNPROzYPsHmnZvYvnkX0YhHFHpkMoa44jEyvJFbrruT5qKmrBW7tuzg1jsf5Qc//zkiGCYc34pSMZufvpovXvFGLnvbJVz55c/jIXEsC6PSBF4ulynk8lRKZYYHByk2FZmcnCQIAiYmJlIpCUfiZz2GBgbJZ3ME1ZDpyRLlUgmjNc0tjfXToAFzYO3sWLkoDZhkto0jhCCTydDZ2YnnWWSyNtmsi9Eurt1AQ0MDURSTaE0YK6LE4FgucRgRhFXixKAM1IKYgfExDnvZkVSiMmGgcd0sD+wt88s1m9lUjPnxNU+zbsywYMsuvnLXI2wMFvLNe55l05xLuG9rBVHIU1SKSnWC+YfOg+wArUmWF6pFWifW8e7zV7KioREnyWNcjZ142FZdWdZV0Am3bdpO0u3ylU9eyXXfvI4T3nA63/3NN3hi9ffZnK+wde8Aa5rHObR5Lhv//csIN8GoBOkIPGU4emkzZ73iNNY+P8mObZv/sQT63+KfNtHHSQ1IaG1rpFxV+DYYbPr6pwnCHGFNYlk2QtdSydokxBIaXVdKjNAQewQ64b67fkhgKRpb22jM5+ia4zCWd5G6yh/WlXBkhq65zVSUIRYKd8oBkw7yVAplx3E8Fs5fgFAKreKUmSsFvpRYWs4mei3quvfZLFnHo5grpBSqRKUDZJPUh5wRNRUSoYlJSGQ6lxC2hbDr7JH/FsYSRDpBS0EQR8RJiGu5JAikOTDCYUa1cgYVMYueUamNW4qU2K8pM6MMGkVRyuhVCUkSYyHSa9Ap01ZrjSBEVAapJRLK/djSZ2hkJ7fd+TM+cck5hNKrnwJioiiiUi3xh+9+gcvftZqkPESSRIRRRJSE2MLmwT/cyavndXLukT0M7drJU1s2kbMBrwVlUgmIF+vpp88JsYrqSo37e/dRFM22/GaGs0KItNK3JtnQAHnTwj1rJvjV7WM88ugYT60dZu3e5pdcR21X+fDHfgT6EJIELLZhqRi30UfaJ5BMryNxD2Xntg285a3tbGkLWXjOacw/fDlN1kEM7pmi2V7A8pctptQ3ztvf8VkefuQFmgp5vvOd1ax98vOM9/XQt06Ty/scd0bI6y4ElVTYvdVHBG2UI5fByRJrHnyMt1/yL9x9+72MDAzT4Heye3uFkaEd3HHX01Qn29jzbCd/fvw+rrjyVu67c4h7H5jktzffynW33MJTT+/EskAlCdVKmcnxCeIwmnVPy2ZzxHGC72XJZrOzm2cqhObR1paakWSzWYrFIu3t7di2JA5DMAqjNa2tL72OAErVlU4xs1DdVPsoRumI+Qu6WbpsPosW99A1p4E4qXH99bexaMGhqaxFXVgDmRBWa8RRDa0hk8uRJQTp87Prfgn4JJYmDkaYLFeolWucvuxEvO4sj9x5L1u9VorFBt7eatHa3k3REtiNLq6TpSRDRofHyC94PTs3rmPrxrUUpjex2PY559Qz2fn8MwgnRCQxsW3QSqBQFMM2OjY0cXJ7FxuHBrnp+ptYcMar+P43f8rNj6znxp4MJ648l0rOpXO3zySGS275IZPlatq+jWLyxVayOQ8Z1Fh+6CJW/dtn/uek+Tfi77ES7AF+DXSSQrl/bIz5jhCiGbgeWADsBt5ojJkQaa/hO6SWglXgbcaYl9Yq/Rvh2wGFbBOOKCPsEtlE09DaiBdCUkhQJQ1Gc0hPI1NBhKEuZUtqQqFNhOP6zO3oYUxOovQ8JoNBCtkyZ1gbcIJ+MnZCJprG9TKURseRxkI7gtr2abIyC8JCWMySs1JoXpQKb4kIsClNDEIcYLz9MsaenWrRGJnuEkG1hiQ18LAsC6OqqcepbWGqIRKNZTRagpAChEShsOtvz2wCVqlyozQp1h5nhij0Yg/Wv44oisjlCi/Cw2s8z0MIM4vASQ2aJZ7rkiTVFxGx1KzsQJLUoYsqmRULUyrCyjlMhTUG+vaQiy2CfIE3nv9WjjjiCMJ4EhXVrVaMTaICmj2PnY89zcjkJI15g0ahjEUYVrn+ez/g+l9eA8WYljnz+fQ3fspkpQrhJMZN/uqUY4yhhsKSgsHBQbAEjuNQrVZnVTqVUkRBwNLFi9jX14vWmpwscHzeYjycZCQAfIsjmhpxp7fzUO9Li4pMj99DS+NqsKs48lQwYyjuwmEeIKnIg8mxmyVLX07PwiUcdso6jlz0Ebrnd/Pc8B66FyxjsjDNeH8f2s6Sz3Zy7TXreMNFp5PNRfzp/gGeWbcHFbXx8cvPp9iwhW985T6E10pkGU4687MsnFfgpz/5Op7l8JnP/YaOjg66u1fwwnPrGd+jcTMBc+Ydz0RpH/OXukyP1lg0dw6lcD2+18GS7qXs3TXJ4ce1s/KEoxkY3EtLc9qDb2xsJKjVaCgWufPOOymXShQaGpjT3UESxeSKDZQnJ3F9P5U7qFRwHJskidi5czfz5s2lpbWT/v5eXCeVQj5Q3H7bLZxx1quwHA+NxrUtgmpAElskgc2eoT1YVsTEaIVL33sBg8N7mKocRntXJ729HlMqRiQJtuOiLIvh4WGkW0AbiZMtsLing8HJmMZ8Hs+1MdLHEyWmdJUPfvQzCEsSFYt8/eGHaPRsxqYGMcImrIaceebpTGx4hsZMjNVokQlHqOzt47oNV7DotJfz25vu5re/vRvbga+961iyOiZxBUZksUiYTCKSVzezaYdFyZVko5j7rv8Gy1ecwF13PMLgxE4ebpHc2gQfMUXst5zGw1vX0eDlSRJNLD12PfB7DjvqaOS8Y+hs8VFe4R9LoP8t/h7UTQL8hzHmWSFEAXhGCHEv8DbgT8aYrwohPgF8Avg4cDawtP44DvhB/fkfikotQjJJwWtjaccyppISKlD4eZ/J0QGEl6NStonssO4c5KV9cg3oiEQ0kA8UU5HAbTkbO1Nguq9Gy5J2asO9NLUux4Q1LhKP8I5P/Ja3vX0+RjloSyF9IBLIBBxborTGxBHFxjmY1iehlINKAg2CR8Y8WqenWFKwaHQyFJRB2IrESRBWltDziaSFqkMnTWIwSQ10DSM8HGOQWmEZcKMQ4QhCmSM2CQW/QGgbPJkHT6ayClJSiyo4wiKjHaKojBKCvSMHHtY4jkcQVGeZoOnQNXnRIDOteKO6VK2UYj+muS5wlsIx7VnUz0zVbCvNwHCVrONwwcVvZWD3VsS8uQwOGWp+Q+qRmUR11FGKX3//lb8Ev5G8nKJsAqROfV5tT/LFG29BoolNQpQoSkmAiQ2+p7FMTFw3QX/xxpYzFiIOOeOEk3lu2xaMrp9KHJcoCtJNOpNh3759KYpICGICLCFpSGKOPqidyclJijJhSmnOW+Rz/abaX61j37b7EPOeo2XOO4hNE47Jg/1uYCNjo4/R0jqNNociGcCjiZVHvhu4mXvuOY9PfGYtu7bvJUwMrS1ZfLeViYkdrN2wjY9/5Coc10JbLiNDwyQ65omnJOvWTdE73MD5r/8oXtYmn9W0d8zlXZd9Gd+H2276Nhde8Da++e2PM7AzT1v3Phg39CwYZPfWYaptTfi5MTo7uunbM00cVtmzcxDjKs5c9R1ImmlrCdizZw9HHnkkfX19hGHI8PAwq1atIuP7ZLJZdu7cie/7LFqwgLGBQdq7OmlsbGTvnn08/exagiCgqalIsdjA1OQ4rS1NBEHwN4uPV5x5No89/jRnrDoVrWNs22bD04+T9Ww6shU68g0IL0P3HMEtd6zB9Qz/+aV/Y+PaRxkdnsD2/VS0LfEIgyrliXGaOnK4+SyFXIagXKO5qY0wSWjUDnFDSHk6Zl57lmMWZalZDiMh7ByN2TZQ4l9+v4aDli9GObB2826O8CQ/uWcjrYuWc/ifbqWtqZXaZMSffvU93nxiDyrj4eSaENLD0g2opIKQEdqA8CaJawkrehZw+8YaasdupqdcHtn3J15z9kns6W3h2sdu5dL3XMSuPZtZuLSdwUBTtD1cX3P3TddzwmFzeXq0Sk/zFAsWHMb45L5/NIX+Rfw9nrEDwED9dUkI8TwwBziX1DQc4FfAn0kT/bnAr+v+sY8LIRqFEF31n/P3h/GoaYt4bJox3Y+dL1KeTI2GW1oa6B8Imb+gExWWcTMOQRhiu3UPUmPIyJAgm+J0e/IxLwQRSxY3UK0O01wIGBtx6N3+Jw7qauflx8+nNe8zXlHEocEvSOSkg7QtHFtiYkNChd1PPc3af53HltEKUbGTZFrSqySbRy0e7nMYqU2xvTRGZXQKt5aQCEV3wWNJc4GFnS10dbfQWMzTkslRsBrJuAqHGF9E2CbCFHxQ4GiBsjxquoo0kpoBVdOpRr1K1R0dIRnTDo6sEdUimrpaD7iUs5h5o+uqkqmUglIJ0rHRiX7Rh9ImSTS+pUlMhBV5kNRlhpVC1TXrpZSQpJV4c0c3majEHx/czPJVZ9EwPc2ojjiyZxHjoxvojbJkrSJKVxBhgLYUIhyhats4lmFKaPJWjJ9p44df+E8+d+W/89S2Mq1Zn2x5kKFKhmZZopJYOETEwpqV9hFCIJDUHMlz+3Zha02CwkhRh7FaGKUwVkpyE4AlDJbM8PxAzLLWPOWpMgVbs+G557G1Re4ASDbPVgwMD6BrP6O44HSQZ2ExAfogGpsTSuV7sKXAyTaA3YzNM6BPZPlRGZ596DZyLQ1YfoZcoZmrv/NFXnfBuUgr9SOIVcxI/z727NnH+OQIGauJts75nPe6j5OoaSYGSkxOFnnw/scIVUJnWzdu7hhu+t2TzJ93Dr7/J+bPeS9rHruBhx8QOL5hujLIKae/kj/fu41KMEBX65G09DicesqHGJkoMa+rn93bq7S1tvO72+9gcmqChYsW4ToWuXwDtVqNlccei9GacmmaQjbL/Zs28so53ezes4dqtUpPTw++69Da1sL4+DjLliyjvb2dBx78M+Vy+YD3ZMYWHL9yJc9tep5lhyzittvvJAlcxoaHUK7hZQfP44W1G2lrbWa6orjqqqsoRhqvqulq72S6WgZLzerNB2GM4+Uw0iLb2EJTJstYeQrR1caQiWmIJDnPUOmboLZoIWt37aLNlZwyZwE1SzI8kDAyFuG5ZYS1gt7+W5i7YDmL2lrJt7Wig4iGdo94R5aOzrlMTg/RYBVwTEjgTCESC4QhjiXCNvhWM+HaLbgTAYe+9lysp/9AZ9dxrHlwPfOa85z96tW0dR/MiSefze7n1lLTEcWWAkpLjutpQXQeylGHHUTe6mRX704Wr1jyD6XP/x7/EI5eCLEAOBJ4AuiYSd7GmAEhRHv92+YAL95+eutf+4tEL4R4D/CeA/1fheYWgolpqq5kTmMLgXbQKCzL4FkCnCyTE9MUcxDX9UyMjlBJiqWvSvBLBYreOP2jW+kQHm51kuv/YHHeGTa33vQY//ae91IaepYtExHHezm0iPAsn+LSDsbXhigHXDvNDkWpWbx0Pjf++R6OfNkynOkyRb+FnBdyaItPg+8Rxh6VsBnP6oQwoanBw0bgIvGkTUZCmA2YxjBZi+hLCuyZUGwZg+f2TbFlcgxZTnCqJZxMTJPlsaK1mSULmlnY2UaHn6VQ8ChmJRYhni8RpkBjY8S20oERDrZt13usBte1CcN4FiURa4Ow0z4pwtovogaphg1TaeI0IEjSWUBdq00iUFqhwiaaiy4XXfpOmjIJ7zvzTL6/5gHeeNSRHPXaM3jt2y4jiUpIkaOcq5ENshidvmdxoimiYaLKtT/5ECOqg0JpktGdfcxfuZShoRp5O6KqBLGV2q7NmKzsb+Gkm9TBS5dx3913pQNmbWZRN8KyUn6AELO6/FrCa995ES3CYue2DWzeuo+LLr6I39xwHf27Xrp1Mzqa5+Sz30X/9uuY2v0gDV3D2NnVWFIjzCEU8vOBe4EcMQVizic2f0boJvbV1uAzwe9/t4NPXn4V/XvuZ7w0wIL5i/D8HJZlMT4xQi6XY3y6RO/uTbR1dCMNNLcU2bljH11zO6mWSixbdhDV2gReaLNt+y46euYQJCvY2b+HxUtPYMu2rTTlltE3OMCnP3U/xcYs0s4wNjXO6PRxjI8+ytJlyxgeLFFsTElB8+b3MFfPIZfLYZKYju5OmhpbGR0boxJUeGbdM7R1tHLMscdSrkzT1dnOQO8AGd+nVqug44iGXJ6h4UEGBvuZ2z2Hjo6OA96TlppgdLTMkuXzyfo+UQiahBVHz0Noj63bX0D6PhUTE4gqdqh58p7fITuLWJ4kDmO0icllc+SzBRQGx7GIpso89uQ2ul2H7iaf6VKNbuPjtApcR3DWyS+jf0+JplwbRx+1lHBshKJ2GERyfHeWYNtG5uUljucyf04XHZ7ELxQYnOrj0Q07eXJkgqN6JC2L+3j8th6WNrhIJ6BmFFK4CKnQShAyin1wK8ljfQS1MS55y2V0dy7hE5cfjDYxC9q6GKmUmRitkG1sIJoY5cHf3cUhcxMOXf0pJrc/QE62MO+gg7n9R1cw9UjTAdfy74m/O9ELIfLAzcC/G2OmD+TCAy9pdfRXk0JjzI+BH9d/9l/9vQ4rKJFAaKFVagVnOw5BHCDsDL5lmC5VyfkAkkRFSKGRJOSyOWpTBpkP6LIzDOcbeWHjGIcuLLD7uV+we8Fr8LMO+3Y8T7E4RlZopqsBWkeIxMJtyYKsoVyNZ0EiFUWnyLanb+M3P7+D/+MqhJQgBaFvYSUuwq/LHNg2lufjZ3K0+E10tzbRXMjS3tZCW2MrvitoaGyh0NhF1iQcns1x+HyXWneGxtwKdHUfHcUepsYSmgo5mqSHzGqqYYAloawDhqM8AybPzuEaO0cNjw2FjIwNHvC9249XTjVpZnReUiVKg0pSkxbbcVJZA5len9aaSOdQsoRUIbFwEUmd2JJyldEmwXFGueCwdj7y+63c9bPfs/oLP2ZJo8NZbz2Pk157CUVbMBqFeFaMNSUwrkFpMEkqKQwxNSfDkw89woeu/B413YxTLDO89hHczhP4/GXn4hsNSmIkaQvsRRBLpTU6ialWSukMxOyXiRAylY2YIaalQz+H8vQUTb6DSARLjziR+zdcy7d/czPveNMF6Cjiiu9e81fruHHnFio3foDHn9zBWecdTWPtWea09lHouoBELMJVoMUbQf4IyUIsmtBWO6gR3GgAI3qY1345N1zzOb52xYOIzDCDfbupxoqpuMz00BgIn8nJlGlZrpVxLZfJqQKe7zE0NMzcrlZGh/eB7TGelDn5tFWUSmXyuSJZx2Y6qLKyuRujEp5/3qaxPU+pVKIyUWO6WmJ05CnyhZNSUECsaG5sZ+sLm+ju6ebZZzbQ1tZBruDSJeYxNtzH0PgUHW1dXLz6EjzPpaGQo7e3l8FIYVmCIFFsemYtyxYvoL1nIYcsXcBDjzwKaEaHD9y6cbwcc7pb0UpSrUWEUYVCLoKaRWNbG689+yTuu+chLnv3m7GMTzC0nbLtsHuklyNallJs7GBktJdqEpD1PTqKWVwV0ZV1KI+NsbyjBTIGVwuEowlljVcsa6WpsZ1MvIUlmTaMrtAflRH5LOFYwonHHUvflhcYKo9y8qGH0dLYTE1oRqdGeH7vINvLkra2Bfx/3L13mF1Xeaj/rrXb6WX6jKaod0suso2rsImxDRhIaMExnRCHFkJCCySES0mDhBASchNCHnpzbIrBBWMbjLFsy5Ks3mZUps+cOf2c3fe6f+wj2QlSLrl57nP5/dY/mmdmNM+ZdfZ8a61vfd/7fu1bsxRzq/n6V/+OQ//0JhzHJpUodk7FCoGiIIusf927+NH4+6iGRaqVFunELN2jI/QmB2kpQaSlEGIaxw357hfv4OarVnAyGGBNOMvI9bfwT297D8t7TAaSCTz7vwGj55cM9EIIgzjIf1UpdWfn0/NnUjJCiEHgTJJ4Chh51n8fBv7L6LVM2qC3J4cXxH/I+ApCl5RmsLhQpberi7lZF6kViPwmhhAIIfGEJHJDlB5nHHZNzXD1pSv46//5dS7Z8ho2bx1FRhEpS1Juz3PZpuUY1l5C38AMq/gI/LZOlIBkNkeuW9AqhfQZGod2PU7DLiNsjUjzQT3Tvq0kHZBZp5BJaMxisd+wcSPJqo0DTE/PoocGBhl0EYCuo4QGpolhJjASSfK5AgMDAwz2DTLSP0h/zzJyfWkWlpoUDUHKyiMtQY/UGE2kuXlM8s4RA18UuPyD557LKIrQOmRA2SFZxm3vsXM2xtPGgdMPApzAiwNoEJDRQ7befCsLZR9NBkRSxhYjKVgoV8h3pZibm2XzZQW++Zd/ihAuVuMAk+vez9abbuOev/gQ297+fh793Kd4we3vRk8auE68mz/T4LauJ83TMy1+/8vfJhN67Cl5/PiLf8+Nb3onu+79Cl2yRjPUMCOfMEqhhPMM5jZ+PjvVRPFF/LMvbMMwJIxCLCuu/jE6FUYaGkEISioCu4IeWMzXF2k2m/T1d59zHhulEieVR6G3QGNew1JJFvTvUPYfY6z/L1HWCoRfQsjfwo1+iib7kOzDMMcIoqPoqsSWK/6Ir3zhn3nwyZ8xNrCRmlfBb0ZIzyXXEyN/L75wFZZloJsGhXwXzWabwcFB0qkEYWiQy3YTRh5P7N7Nj378Y/L5DPOLc1jC4vTMNKEf4No2mqnheyHpbIarr9nOoUOH6B0cJJXPcvcPf8iLXvwSag2bbL7IzPQc27dv59ixcfK5HD09PRw7OkO71SAKQ4rFIrVqmUp5ActK0t/fy+HDhxkcG+GVt/4WU5OnyPV0sWf3ftat20C91mBpqXLev2/fcWPVZqShGSbbLrmMDRu6yCZSKKmh65I1q19LpNp0FYokwiTLL7+Ol15xIV/+54/S2zOICCM8PySVyeIKnXo7fi66i3mW7AoFo4hNhIwiMlqRBw7sZ9PQSnL5PP25LCdn5zFEils3FLk6u4FkWGHONLn5kivIJhMEVoCwQ06eLPH1h3dh9vSTScReg5n5EjfccAOfv209nufEqVBiWY+uWew6eZLWX/4pL7zqRh758c8xVtzC3NQMay4Ez3NIJfG029UAACAASURBVJKkcanrRe778p1cd8kAXmoVr77x5XzkHW/n0nU51g8k0JXL0aPTrFy57L8aQv/d+GWqbgTwL8AhpdRfP+tL3wNeB/x559/vPuvzbxdCfIP4Erb2X87PA4Tg2m1CBUroaBKKRYszUC83qNI7mMXzm1haDLFSUqEL4vIuFGbY4PFHHmbXz5/m2uds44/+x9e4587PUC6d4EtfmebEqTLhZf2kLIHdbiKljx65cbNGRmLlFUmtTWAGpPQmdrOK6/iAjxJndHUdDL2ITUpwxtTkI4QNyuSml6/mhlvW0pUc5s8//G2On6jGMmpkzJTvLBZSKBalzkRHRKJEhKUbBEIngyK0zJiroxtgmliBjpsQeFaWgeL5j3ZxN/EZJ2qENCSaqRGGcSCkgwpotRsxZzyKKKRMKo6k6UNgtwlcG8fz0RMJPvTJv2DixCFCFVFuOqxcMUhppsKf/8mHGSjmKHommuVSPT7NdW/6fT7xnrfSm5d87O0f5E/+7nPMLByme2iErF3F1iV3PrKftVkb+i7FjQJ6DMVr33o7xRUb+Ma7Xxmzu3HjrljlEOESigSa0IiISHoenoLx6QWiwD9L3RRCYOoGSsWLmehwXTRN4KsIhIZEYGoJal6LQjrPF799z1nO/n8cX/rGNL/7mrU4qsFiuUrTrdDdTtE/VOWk/XFGV/wJyiyisYTFdTScb5I1riDUTqPLjTj+ESxN51VvfAO3vf53eM97/oKdj3cTpJpUyh5mEnr6B/C8Np7SGMwMUanU0AyTY+MTKCeg3GqAFBiaThCqTuObx8TxE6xfvYZiscjYyCjDwyMEjkM2m8UwLVauWc2vv+RlTJ06zUUXXcSq5atYv3YdIKlUKnHgPnCQdes2cHJygqf37sH1GnR1ddNsNmnWqhw7doxCMcfo8uXkiwW6e3sQYcDExAkSCYvTp04wNjrMwYMHqVar9PSc/95IkzEkz9J0wiCgp6cPQw/RdZ8QLbYvCQdN6rSemuTQqT3Uhws8/uid9HalCdtN8maOOgH12hKe5zE8ugzXC2hZWV757o8yOXuEd/3eW1G2QQWPV12wCWmFtPWIuWaVumNTabi0/CTFMY01L30b6qE76UkBqSShLSgvTfGVh3ah9/QxMDRI6HvMLc3ElTxaROBHKHTcINZPmqZFGMHw8DCn5k8zO7PAC97+Zj76wY/xh+9/D3pbQE6nkahDVWf52BA9hk0uNcqPvvczWuM/4/JNPWimjwg8qu2AwmA/hvmfiYX+9+OX2dFfBbwG2CeE2NP53B8RB/hvCSHeBJwGXtH52g+JSyuPE5dXvuH/6JWJMIaWEWFJg1arhWVZWFaSRmMRQ8Tyj5Sh4Qti8FkUJ49DFRLpEAaA7zG76DHbnqIwkOa3/+CP0TxB06tihCbv+eQJMskWYZjE1CSe6+CFGpgBetJkIKEj63FOvOU6uH4AQiCIkPJMS30c4IGYH6+ejS3wsKstnnzoMINjc6QKNm7bRkPhahGygzEWMt6BRkrFdfSAoTQqMsSMNErCRZIk1FWsKNQNfBWRkBGakMx658/Rn7mM1eUZs9QZ7o4ec2M6libLsggDhSYNdC3G94ZRiO+4hGFIMpnixW+5nYWlGewQVoyu5omvf42BQp7hDev5jde+kZ9/7ysETsQSiuquxxh6yS18/GOfZN5z+Mz7P4adTXPwoXGGtW6aO37I1a9+FxsuW8vSxDFUMkGf16bZbvKt79/BwgMvRdOzcZpHddSCQpAyC5QQYA6TTAeo2QmEF7Jl3Xp+dv/9Z7t/zyCXZSd1o4kzzWwRSmgx2bKDRWg32+SXDdLukB3PNZ53xTLe9oEP8Jcf+idmy+OMaKM0mhbdfhJDa9KsfYZs1ztA5oEq2cRVwDIk0xCdJmF0AWWkt54jE3fxpjcWWFzU6BrYSq1cIQo1NM3ANBI4bkAiISlXp8maBuvXb8SUSRy3xaZNmzh16hQDAwNohsXiYpnffNltZAtZPN+nWa2QyeeoV5pomsbw8BDd3d3s2bOHrq4eHMdj7dq11KtlUpkM1fIC6eQgqWSS09OnEZEgaeiMDK1H6BpRNEO70WT16rUsXzWKYViMH5sgmUgxPz3FocOHyReyrF29jsmpUyQSCS6//HLuuOuO8z6TdrOBli/gByEISbNZx7R68AMPQQi6EfOsfI3QCJB2C/1wBb0vh14UeJ5LMlNEtzTK5UUsy2Jmfomdxxf51De/gmzWuPyqG/nQxz/L1OkZ3v+n7+HJD/0Na1/zfHbsfJLu3gFWjC2nu6uPE5Nl9N48VgCbNnyEiAYnDjzO/l1PsOzKm6j82w5yMqJeKdNqe2gyIKEl6RnM0lYhqLhwQ6AIvQCEpDsSGLe8gYl7H+f04Qkuuvg5vP71b+XpnbtwrToHP/9ZLrt8G+980z2s75Yszs9ww/WrEMkcUV1nYvoEGS1At1JU601mWr9YBfZfGb9M1c3POHfeHeB55/h+Bbztv/WqgMgNsZJJhIqINB09pREJRdMLkIkCkQBds/B8D6kUuoxlI4QKTUgkknbVY/tzVrFs9WZS6Tzv/cSf0axDMZtBBh5Carzqlpt54Ef3odlN0CCjSxqmh5vyEYBeD8hqEVoUEfg2Uvhx5/ZZHvqZWvYYABZFcReaAFSkg7CZnWljpgIaTZf9e2awPYFOvFiEKs71xwtELMTAC5AIXM1HF5KLn7uJ0qlZDh2Z4Qvf/Aveffv/oLZU4eCJ+9m2+RbsIMs/fv/d3Hbd+//TOT0jv46Ig79AQ0hBoEKUABUESKGfbSzyfZ9ISOx2i8BXXHX981kx2IdIZsh4LotLM7z01a9kZnGe+YnTrFy/np/fM0RdlrCmJhi85fXkkgGmAUVjhCte/ToSqQxP7B5n81U3sZBfQaALMFtcvX0z+56aZzozxmdffiEFyyWUSQR2vJh25lchKDXKiHcc4oYrXNQpl0f+dDtCg69+6Ysk0qmzNf5nUzgd/+wz5aQCXcai9xjUBsl8hnqrStsLGB1YxvHGyV+Yv0xxLXff/UFufFWR3/vtBV790hSWsYpTJ9sML0uQzSSpz3yE4eGPEgkDGcZuUGQRJY8hSAICoZVZt/rXCfRNvPAVP6A2vZHWcg27XmZZ91pa7jTC0HFsxfZrr2NiYgJdt1i1YpTpqRkadYdkOoulp1m3fiPRepiZmSGTNNA0yU8O7OOC7otIp3SUCqjVauzeu5srr7ySmck5XLvNwsIC2XyelhPS1b2MesPnOVc9l30Hd5PLZAldD9d2uP+hH/Hca6/G1HNEIUxMnKRYLOI7NvVKFVdZFIopVq4dJVIaSk+AZ7NYXuLGm1/Apz/zt+d8FtN5k3okUUKgaxpNp4ShrSQKXULhohG/N2Fks/mWlxBtGOfk5ElmTs+wZFcpdg9Tcx3sWoMTRw5TGBzFbfv8010/5cldO+i2klRaTbpOTjF0aIJD7/s0G9/5BsZPT7L5khtjS5ZlUWo5pAs5TCOBHbi4kUKQYnjD81lx4Uu4+forSKcMugrZjjO5FTeZiSaakyTeyAe4CopmglYyj6ou8Fiyi+uH0pQHNnHv8QP4y1ZDRaBm9pDoX0+YTPHEFx7jhc+J6OsbJdmzDrdZo1IpgWYzOmwS2ga16hKZpM4tb/sY7/ryD/8Po+mvML1S6hqhlOB7+K4HIsIPPKLQizvgrCRRZKMDSjOIZNwIZAhB0jDwA49q7STHfvIkD/50FyuWDzOSsegZzmM7dRKkufribSxNT3DRmn4WZyYwOobtJBK0EPyIgIiMjIFcKc2g0JWgP5vBVknKtUX6it3YbkgQhERCp69P0Gy4nK66mEGAZ8NTeyY5sN/F9+PmJk1A1AkyiBCBRuSDkP7Z3LMQAgJFIBU/uW9nPCkq5C2/9QEcN0TX4NIrX4DdFoSiwcl7/+w/nc8wDAmJFyIl1dlu2DB8Rt4Rs8BjUYnZIRsalkXouSil0d3dze7Dp+jr7ae8VMMyDEqlCWw/QFMR2XSO+dkjdCck733fm7BLDjuOTHOkNoA0DN71GzewLB9w0/f/jqhaZ3dyG4eO7eel22/g6Mw8Kf04n33TW0jkNPTIIlRNokhHwLOEKBEEkpuXzaDtOUZeKQhCdC3uDTirRQwiQo2OG9VAhXHfgGEYZ3sKAIRm8K3v/BtKT0HgkEokmJo+d6bxla9NcuKQxy03zvPW1w+ydttWHv35A4yNXUJXd4t2Ewq9K0DsBzaCtkgYNdEYIWIcKCMoIrQaKAOdNi++fB0q3ct3v+Xi51KUSxMMDixjcrpEsZjH1Ayk0jA1ybGjE+RyGVzXJ5/rwUxYHD9+HMOy6OvpYWZuASl1lq/aSMv28VyP9evX0t2Tp1wu8dhjj7F5wxbS6STJdIpSuUoioZg8NUvbdSgtzTIzM8WKsREMw6Jt26xatQLdTKCEz+LSDNlsnoWFBRqNBj09fbitJgPLVuN4AZlsgmIqxfjsDJ7bYt+B/ed/Hn0XJRVo8Zanq9iDrhs0GnU0SxGGEUEQu2qP7n0I6WUpiTYy0SJUWRaWZpAGSDIcnZ3kmsFh5k8ewTt6nN4Nqwkcl/5l6xh6w5sQRw/Qv3wVk/UGnudhe01azjMi+FQqhW3baFp8olJhRNuL+PWX30y7VSOdStF2Ahw3Vinmchl8NBaqZTy3SEIAbkAZiWzOEQYZ2rksh3ZJnE1FWj9scUtqic/80W20zCaXTO3kwq412M8tUHeGSAYpnEaZ0PMxfclSXTGxMMcHP/kP/PM37uPWVz6fpPq/3zD1/2QofNq1NqYhCIRA100sK4UfhqjQJ+wEw1CFKBXExibPJ2NYZEREK1RYCVh/+WYu7Rrh9Ikj9KR1rn3ORXznOz/kxa+8mfu/+0MuuXgL3QOjlGYmiHzF6NgIxw9PYgqJ1CS+H2IKjYQesmgLLNFHFOmEniKf6UUQX3T6ehJL81i7MsHplmCqavHcLRtpHZ9jx6MHkcropAS8uNxPxDo8pVTMjSEWpgAQKUQnh3mmwQlAYGE7PigdXwka0zE6QUPnbz97/rfSkIIwFAS+jdJMRAeBgJIIxFlphxACXYS4kY8ferHzVlO0qiWaSucTH/lj3vjeD3PPoz9h5cqVpHJxt62OYO70KdKZJOmwiowSWJFBoqh40ZUrGVy9ng9/6l8pOy7TszNUfl6i2axTqVSYn5/now/dzc/u/AKZlIQoRCCwhUBKCyljL/Az+XZFsSfNA3/yIhKJJIKQDetXM3l6+iwvP8Y6KwxNnoWxCRWhS7AsA9cVGIaG7wl0GTG3WEeYAVLX8dvOvyOHPnu85CU/Zvq0y0Vbetl00e+wNHUHH/rAB3nkgd24jZCy0cZMR8j2Y2RTG0EFCBESRSeRYogomkeIBBE1InkAQ63DVj/n8ONPoCW2IOVWpmcO0tM7hqlJLrxgCw888DBdhW56+4qcnJxlcXGRrq4esqk8iYRE6iYH9u2jWloim09h6pJW5DG7OMNVl19NELRZWorYsP4ixsfHeXrfAV79qlfw4IMPsHP3Ltav3sj4+DgrV65k7dq1HDp0qFN+myCTz9FoN/jcP/4TG9avZ3Cwl4HeAbq6ulgoLVKtV9i2dRvFXJJ77nkIfVCy6PgUikWGR4bI5Yv89Xl29GfYNmEUESFIp3OUy2USukYUBc/4fENQmk1g2RRScOqYQ7ZbQ4oEQahImCFBwyHbN8SFl12Lp0x826HVrtOYnYvhdvksSijcwGfF6Ai1VoNsNhsv/HpMgE2nU7hujGe2jCQXb1jOypVDMVdKaSRTadrtNiBpNpuEkURL6LTcEDOlQRqiqA6GSWC7mLt9ei+pce93f8BfJQRT+n6im3+Xg5O76e/diBAtdBx0XzExc4B2O6Liulz6/BvZcsHFXJcw+ds/+DgNrcy3ZsvM23vOM4+/3PiVDfRoEj2dRkownDah00bqOl67TcIySZoWrVYTRUgYKIyEhabpeATYUqFSBvWTp1jctY8Hl3agA+kCTB56mhdcdyX7H72fG668mIkTR3DndQrJNFs2b+LBBx7DMOLLyyD0MRVYQMYHoQIGMzrC0DAMj+6+PIHvUKnaJPyAthNw8FgNrx0yimLq+CkGcnl8P8IPIlKpJL7v43kxckAzDXSp4XoO+WyWSrWBUmAYMW7BtuMGsWfSEA7dfWnCMKRW9ZGhQSgDhBeyGJ2/wiGKzsiYLZR6ZgcviEFgjtvudMRKAhWhayaJRALL8AkiRbNVJqEbDGZDvv+5D2BKwfh9dtxpS4QKIfJDkCZ+1MJpS6ykga7HqYr5mWnefusLUH4AgU9Xfw9Oq02xWGRubh5QjI70xmyaIEB2SiSfef3xSeusai4ISVsmURiiIo/xE5OYhoHQQkTwH04oZ4QWKiJUAt8PsawkfuSjZMxuKRS7qTTb5PJ55p15dOPcfxbvfDPs2dOHIW/mrnuXyFpXc++OQ1x/6SxdvZKw3kdPXxHTsIiiJlJkQCwiRYogOoSupVGhi6YlwN+EEgaF/uu4tF+hPfIklWrI2rXrWbVyDa2lJocPH2XlyuWYZgLT1LFtm82bt1AqlXDcJq12SD6fpb+/l0wqTU/PAI1GA4lBId3PqanTDPYN4To+e/fuZ/PmzXT35Hns0Z9h6gbXXHkN6WyeLRddSL1apl5e5OKLt+HZbY4dHed5z1+N5zlcf/31ZDIZkgkT1/Wp1GvopsGq0eUc3PNTnn5qgm1XXM1PHrifi6++hlqtgZKzjIwuP/8zGUqEDlEY4CMZHhri2JG9rFn+DIU1ZikJAiJML4nUApp+A83W0AxBpAQfeN+fMTNdwg4i6qUlWkELS7ModPfQaoJbrjPUP4JXbZAqpPFNSYYCruuSSMSWLMdxCCKJF4QIDbZs2cLGtSM06mXS+S7KSxVK5UU2bdrE3qd3o0m4cO0GanaFcjNAMwW9mS4Wmy6FYg+PB+tQ4X7Kc3Msy2rsXbecrHTxTu/iRZs28I3v/5i1Y1n2fn8nv3/flxmY1sgV+5ApRWlykWbNoJDs5rI3vpDh3DL2nDhKYX8C+Mb/Nmyeb/zKBvrQ84lkhKabtEJB0sogNY20NPGEZKltY5ppNBSW5RAJhQBMJEYQIUSAFykyI92MeQts3raW2cVFaksL7Do5jRSw4/GfY9sRhYzAUordj+2gO2PScgPCIEKPN7RYQYQVgiY8ehIekZkmCkG0qmhRRI+l4ScEXUmJ79ep+BF1u8nK5AqS6QSaIQh8RbvtAApNi7tTfdfDQ8U4ZD+Im5KEIAgigsAhm03TaLTOzokQGre8dDuvvu0W3vXWv+Tw/hMQdNqF1Plv5aWURMoBDCI/wDCMmG+jSWzbxjD1s4uJYei4rkcymUSpKrrQ8VSI8gNCTaBcD7uzWPihi7LbCKGdlW4Hro/oBGrdjPP9ukzEsui0RSJdRDcM+rqKaJrGhoF+kiJAWhmkYZA0DFTgn+XyCCFwPZuoUyEUBAG20zqLZZBSoiJBq9XCNDTmZqfRdf2sNekMe18TGt3FIkopFhcXkWZ8eR2omCJaKBTQdR3LsnBd/5zzeGTitWQHwAhTJHIZhoaK7N9/kIlDazk983Wef8M78FigVc/Q1W2AcpDEZE4tWENLfwhLa6GzFmHUEeQ4Mn4Hy3tvYus1K3CrBR7+s0NIlScMWjSbgm2Xr2f3nr3U621uuvn5PPzjh1m1ahWXXXYxx4+eoGU3MQyDQqFAubaEnpBc9dzL+dH9D9PfP8TU9Byb1m+i1WoQRi7FYhGJoru7ly984Qu88rbfpG3XueCCDTx4//1MzMwjwoAXvvCFlEtzMdQrm6Cnp4vQU8zPztBy4mdy/8IeNq1fw9XbryEymrz+zbdz5Oh+LrhwE9VGnX17z4+4Mo0kdc9DamdQGzqVSoVoRX+Myoi30vE3+yY1r8ltr/0tXve77+ae736T0bHLKOSHcW3oHeglUCbJUJA2e9E0F78NGSNL14oCMlBM+g16lnwCqTNfK7Nu3Tp0QzI8PEqj0WZmvsq6NSPc8tJXcMPzt1Oplmi3ani2Qz6tI7JFJqdOnVUlzi+WsPIGthuQtPI0SwFvfd//5PBPG2y/8BQLv/lrFPY+St9bf5NdP7yHrpG1TDSq7Hrqad796X/kO9du44KrruOhO3ciDYsX3HgjvjLpWznGff92J8+95nJWjV1G5eApto+8hMeXvv5LRs5zj1/ZQC8ME10IQuGTtxJEUUDgOYQqIhAamaSE0Kddd9ESAa4fxuCuUCeSOkoIvBOTLJya54bLruLxpx6lroHwYCgHxd4x9u09xWCPpJjPs7hYQTOBSGFEsnPsjuNnEoUwwMIipWtoCQ0Zdmq3owAlFEEkOuS/PANOgBvmuOiCDcicwcN3P0U9sM+2jUVR52LUkGzeuIFytcZiqY6RVGRSKarlMiBoNFoUu7KUl+qgBP3dWU5MTHL66AzHD56gk/uJQW7hObrSOsM0skRRAAjQJGGn2SnsEAmjKMIwDFzXxSdEirjs881vegOVpkM6nWL37t1c+pzLMbVYUhIHdojCWBodRi5Si3+uEILQ83HaMVfbbTVxHZ9ms4XdalNvN3FdB9u2mZlboNFoYtttPNeOFYUds5jv+1iGiRf4ZxHO8ZBogrPNUarz8bOpls+weuLGqSAMKZUWzl5IQ0QYgVCK7u4i46fnOv0Ez3Dr/+NouFX6c324gUtXusDCwgJjYyOUSmUs93Ymx3/GEzuO8Za3vwulqqBMhPARJAnNp0izGkUKpRxElCPSFGtWvZWdP/lrRGoFp458lmVjb6Nem6VUqXPR1hEmT88yMzVLKpHgrjvuYs2aNezYsYNDB/azbsNG1q9fz88f3UGz3iKdTrO4UGJ++pH449kqoe+zc+dOnnvdtXzlK19i88ZNCCFwPJ83v+W3eeQnD7Nl66VMnprB931WL1/By1/+chYXlpgvLdJ2PAw9wcnx06xaOYyVsjB0iWnqbFy/mmPjk6xZM8TinMuxQ/uoV8s8VqrgRIplg+cXWivNI7BthMigaVCp1JienmXr5nVIzSCZSJBIJ1DABRuu4gN/+GEOPr0PAwMvcklaD9FsQL0VMDC0jLe/9w9Yt+IC3KjK9HSZ0dHloDTe8ttvZd+e/RSKaXTdRUoHLYhwAx/LsiDw0eUZnHWAkDr1ZiNOxRoGSoW0Wx62W8dVMXqkS+r0JOq0WpJWPYG+/DouecUfEvUPsGHQ4/QDFS5eswF36zXsveuLbLj6N2jbIb9202Yev/sRxn+8l1fd+TgHpg5xweXbmJlfIBQhtu3RPLXEDb9+E+MPHGLDS1exfmiAI3fvwKucn077ywzx7CPy/6txrs7Y733vvQgFSUNHGRoRKpaBR2GM2UXitJtYuka3FlGtN7HSGYQeIQgJZY6Hv/hJLhhazdRkiQMT81z7gnU0yh7VxhxLszYrxpaz68mTFHOwfftzeOShHViawPEUijiIREFENpL0BhF75ACNjpwj1AWWrmEYCsuQdGUSGMn4SFmqtZht2Mwt+RQGhnnkwQPxzvxZ3cRS6oSEbL/+UhQBQQiWNDly8ASzs/Nn5qUjU5FIFOlMklC2WbV8OXufPvHvcAVCcV4Z86bBXn795TfQbJWJ0AmD+Oeefe9lHPTPcOt1AaeWfHY8HjOwlQrROohaw0oShA6BH+H7IUaHW3+Gfik7gT5SASoSZy99n83CR0QEYcf0JGKefBT4Z4PzGXRBPAcaKgwQnW7XUCkiCZoSZ39fKWNgXBiGmLrkbW9+WacTNr5sCzwXTVdEniQIHdLpLOl8gS986U4mJ6uEpkfSSuGHAUEQYVkGS4u/SF78h7//O06fnCeRDhgYGGB+rky1Uue667czO3mKcvMh+otlXviia+gduASERVw8axCJ46BSoLpALBGJGrq6BjiCIyQJ0ng+/MtnfoyZG2FxqcYNz3sRR44cwbZtCoUu0kmDubk51qxZx9GjR5lfXCSRSKHrku5inqHhUSpLS+zfvZvNF22l1rCZmT1JNptnxegK6vU6Tttm+/btPLV7F8VCN7MzU/Qu62dhZh6v5ZLr7UUpRa1WQ0rJ1NRJLrroUvbv38vG9avp6emjshTPTduxMfQkK1eu5Hd+53bu+s43eNftb+N1v/NGAinRlMWLX/rCcz6T77r9FezcfRzHcSikUojIRQUhQkma7RbpbI7wWafUIIjI5XR0kkjNwzDMTrpRZ6npUC8n2XF0B8MDG+nuiZ9Vz/MQSmLKWCQvBOiik25U6uzdFIAXxEJ0xw9A6rFrQcQLv+M4tNt1dD2BRFBvlxnM5eg1TC7clOUPP/cQvekk3d3dqL2LtDanyZlZWsLFnBUsTowzdOUKZiYWERN1jh/cw09+9hNeeelNDL3zRnw/QejWafglRnJr+PxH3stxoVEZP8HadT383u1/htAkiZHMuabyKaXUtnNO8rPGr+6O3orz15GKCDwnrudVsQVKj1zCSJI2dETUpuEptISJEhDbDFzagc/Y4AjjPzlAYCVZv3yI+QNTlBs+piUg1JFK0t8jSCcN9u7aTcKILzYTGvh+iFAxWjgVhuQDyPSlqOuSKFIkQ4GSCsePsB2feiiQdTCjuIwy0BLkRMix3cdQKiSVMgmU7LT8nyE5RvT1FMlm49TH4kKTufk5QMQoZGJEgZSCKArpy+ukrR68pTqjPSmCMOIMi0wpxXzdPedcJrWQb3zzAV5682X4IkQ3dAK/0zka+YhOiahhGAg0/NBDN2SMcvV9VBTgKRUvsK7Nra95OfV6k298/dvoZqbjZ42hCEI3gQih9Hj1kXF9sdS0uMKiU7qZMGL2+NkTEbGyqu14cdljGJ49sZw5YQgEiVSSdCJJsVAgk83S3dVFOp2kpyeuQvF9r3Ph6sYIB89Dlzph6JCwkogoROoWH/jw32Om0gS00MI8i4tLZPMZQJ13Rz8/O0V3XwYVJanVagAUL9psXgAAIABJREFUijlOnz5Bd2oIXb+Bnv576Rm6BEHceez7Bo3GKXLpHnQrAJEGEkhW0BQTLOy7C2klWT72m2jRCUbXdLN7j8PI2Abm5uao1Wq4rovtehw9fIixkRG6ihW6+vpB6vT19XHy5EkEBp/42MfYvHkz119/Pe12k4u3rmVm6jAaObr7hjg6fhpLE+zc9RSLS0u4vo/UNaqlCqVSiVQmh92os1gqsWJsJZ7n4XguXT1FXnjLi2jUqhw7dgLCgFQ2w8x8mWI2zcFDe3n/+9/D7Ow8g2NjDPYMkcmkODZx4rx/308+cRjD0MiZOhE2I8t6aTfaBJEglUnStB1MQyeRMPGDKHZAeBJMhaEZsWUq1JCRiSlsmmKJscFedD2D6xi0mk3SqSyaJhFagGYYuI6P17mnMQwDz4+eub+SQewkVooo8KnV6wwtG6Ner2LbsRc3Jr5KcoO9NJw0nqqRbyQZHunF8SKUcpBbc0gkFbtKo1RjINuHsHUe+9yPaCcF22+9kdzWIa556014jgJfkElpVESCH3zlHqzml3nZe98FTYVeTPDTBx6kYtlw4r+nEvyVDfQZ3YrbiU2TUHjIIMIQEtt1kZqPjEKE75OwEtRx0aUGuOhoCJUAoVE9cor0oM6652zFi0IWFkJWFroplZqMjnRRXfSY9CTL1/agqTRHjh5DhRECSEmIgggjikgDHlBz2qTTOSxNYRVztFwPFfhktAyB5xMiqNgeLS+gFZaQRoKjUxXQAAWa6MSvTlWHJgV3f+9BenvzLOvv5fTUfPw1ETdQCWQn6ESMjvUysqyLggixMknm50r4Xixs8P2QIIzOG+gbbgUrs4J/vWc3r7rpAhKmIgziXfeZmvlEIoHdbMWnJilxmlW2XLCBvoFe8vk8g4ODdHf1UkgkOHx8H31dRd7xu7ez7TlX0KjXWVxcpF6vMz8zTblcptlqUK3UqNVqVCptHNvDj0JGRkZ4dMfjvOENb2DHzx9DEJFUkDINNE2jJ5WMjVvPEn2HUYSQsUJRKUUQhTQqZaanJ8lmswgBrlPl9jf/FqFwqFYdjISFQBIFfodaqeF5Hr7y+dTf/COeJnnRzdu5+zv3Ylg2qVSKTCZDu93kfKfctrNIy2lRWqywdetFVMtlhoYGSCdMTtaPY7a6eePr3olPC6kMInTq1ZDu/BYwj0BwKworbvzSIKm+yvIL3oHkCZxaiy9+7W958XUfYH5WsTR9lBVj16IJEeOBKxWuuPxy5mcXqJTLCKkzOzuLrpv4TsCnPvVpbrjuKvpGRsh2dTM7P8+hw+Nkc114vsvp8aMM9hQwUib1WpNly8Y4eeo0qZQkcASFfBfSjMjmMqRyaWzXIfQ9hgYGmZqaQoVQq1WwG03uvPMOXvaKl7N85VpOHjvJyFgf9Xqdg3uP0zvay+79ezAwccP/hHXTycErYVC0LIxAkDYs2u02lcjHzKRiX7GKUMom8sE0E+iGju86GJogk7FoNVscnl2iqzjAom0z1FWgVF5ibM0qXDt2LURuG9fzUELhuB4BAiENfM8nCmOuk0DEdicpCUMfUzcol8v4nsNtr7mVr371DhRxmbF0BGEAZrabF1y1gc996KNsWZtn/bUvoGf9SpKBSZIkbpegun+RqX1HeOLEw1xyzQ20ppZgWYomGgcf/hHrr7mWtl3jbz/8L1w6vJonxvcyvus+onA9VY6yccOVFArdOH3/P03d3PvAh/FU2BF1uJhCQ1MaoVC4QidyWyRCBcJCixwUPkJz0GTc/q6Hvez92r+yOLFAIZFmaOMYByeWSIhFWp7CTKQZGkrh+w3qZY90Oo2VMJibWiJwQYtk7GeNIrKhoMuTPNG/junAYZoGf/WP/4BumVQWF/jiZ/6ew08fIxIGY8vXMDY6SLW2gF9ZpFY3EaZOWmQ4Xmmxa+de5Bkfqwgh0mKZuYREIgnCwA+dWBIu40tFpRSjo12sXDHIkKWBEVGvuXgttxP4ACQP7T11zvnd2qMRpAsUhy/g4vVFUC5hoIGIm6aiKCIIPSzLIvAjvMDFSKRZKrsszMaBu9Foomsmm7ZuZcWalQgtrnIaHx9nx44dqCDeBQcq6tQjxyefWKEYs20CBdlslt942Sv40Y8fYG4m5p8bZvwaRMcBq0uQeixi9zyfbCqNEIL5hTnSydQzqkapkUwmkaagO9/D4f0H2L59G2OjQ6RSqfh4LmKlYyxskSgj4JOf+hqBoXHV5Rfi+y6VlmL82ATF7hyGobFUrdGutX5hHpV6gk9+/KdMzi6wdl2elh1QrbQY7l/GxMTP+NDHX0Q+04/ABDGO52o07JMUMi8BcTFK20MYZjDC1bQqnyHbvwZFAtFYQZCdR+NJfnDHIaYWLqRcXmB4aICJ06coFruxWw6b1m/gwOEDBKGHITXOuLcTiQRhqDDMBLo06C4U8XyHlu1SLZdYu3oNi6UygQLfsbnggq3s2/c01UaddRvW0mi06O3pZ2Z2CrsZctFFF3Dq9ATLhvtZmClh6DqFQoYdO56g3nDYsnkzA8uK5LuKHNh9jHa7TS6Xo7u7m6f2Poki5LZX38od3/4OH/iTPzrnM7n9sgsI/PjCvDuTQdcU/X19tFot6raH6/pomkYQePHv5/nolontOqRTORr1CpomEEaCAycWsb2QdrNB3+AAkR9ipRKMjqzAdV1a7ToAdrNFuVxCiJj19Gxdp2np1CrVsylGFbQ4tOvfeMObPsmju3cSCokIA4xcHlwXQ09y5YUX8Dd/8RFyA6vIdaVotWPBTxAEmLrB/OIChWKRp+96kPxwH/aJCqPXXEYmtKnUZnANyeDQCsyuLO7sIp6VJ5s1mT9xmG/f80NuuHQrTz95gHqtwXWvuZU1q1eeayp/qdTNr2ygv+++P+7URCtMIIgCwshHouHgkhQ67dDB8kMMEcOsNEPGBEsFZZVm5jOfITQ0zLRFvieBI+Iqk1bbZGgoy6F9J8hkwLbBJK5EUUjwFEYQk+8sFWHZYPnwb4VRXKnYO9lCSwguvGoVlw328dATT9NwWniuwK75OA2dumsTtnwaCkxd582//zb+/q8+BZFOgoBQh8DXGR4oIoRgarZ0th3/TO5dEfNvctk0ph7iRhIhI668aDW64+A4HqrDhCcUPLj/3Efl64oGTnoZYW+aKy7eTKRaKCVQnkJqPkpq+L6L0kzwO1e1keD+B3cQSolUEhFJQhVx0ZYLGFuzinyxi5bt8PCDP0KXsU/XaTdxXTveOZ+Rj0eKUDOI0LBSaXRdJ2OaZNKpWKyuawRBhO06VJstSuUKC6U6rVaLSMVprowWIVR84SoRSC1CRiY+AUnNIApa+CJJ1FHSSdPlNbfdim4ITK2jSQxqTJ6qUBwd5fOfv5tUJkEun8F3HaLAo9EO8HyHRMLEddrYzi9iEN7/ju185BMvpzyeZmDLGJXyNMWuQbyggWkk8YM2msgjpUHduZuc9TGUMAnEPgyG8NmJztUIlvCVpDH3PsaP1Lj0uf9Ko7WDyfEd7Hx8Nz29tzI7V0Poibjk1HdJJZI0Wy59/T0cPLg/TqNpOrmkScJM0nIDAq/JypWrueSibezevZvZuTm6e2IJiKFbJJNxPv3Q4QOUS0sIabJi9Ri27SKEhhfY2K02SsUnvHa7yab1mzh9+jTVRpPS0hJrVq+m3WiRy1sooeE0WzQaDa644grGT0wwMXEcgN7+QZrNJu/+wz845zN59aWboHNnk5Q6phXbwCwriRfEDlnbjtv+paZhWjqGYVCr1RCaRiaVwPVD/DDiiX0n8SKFqcXvv2UmsVJJfF/jhhtfwMEDT9FqNHFcOz4BO/bZCi5d1+PNhhFLCALfxTRNZNTgqfu+wOj2t5OihaYZhKFPRk8y0N/DnqPHmDx5lGxuAF+LUG5IPlekVqujabFpTtc0FsuLFHJF0hjYgQeVJmq4C6lsklJn9vAMA1GWyT37GX3eJTRzAsPSMbQs9VYdSwlOP3UvwxdfT6HvnOyg/2/n6KWmdeqpBW4YInWdSJmoSKGFEtcyEM0IP6GQMgKlEYYBZiTQ0DF0ncxwntakT2XKYWbWYWDFEIvzEGrz7DheIgzB8yCT1mKQGTHHXA8UZgRWqEgSHzPTgcJIaNSsAabnHgNL4/R9u7jyY+/nOcs2Eag2pvCplBrs3zvLsq48Xj5BcSRP2krwvL511N92K0HboVqtUy/ZHD18mJn5EkSx//I/rrmCuIKk0WiQSSZYOZKn5Uoe2XGUtWsHUF4bPZToOhj6+Y/J1dCiVT5JUlvJ/ff+iBt/bSua7KKttRBaIi6FFCFKSCKpiFQEUtHdlWep3MKLFBEBoVLs3LefobVrKNVqLJVKTE7PopRiZmGR0PdBWBiahqZpZ92i+XwWocBt20xPT3NiqYTWSV+ZhoYgLqckjC9fM8InY0DYuYD1o0SMaOhUz/gKdD3iuuu201swuePux3nVK1/Nlz7/aX7vbbfheALT1FEdr2184Zbixw/dT91/Ck1LUW+Usd12zPCxUgRBC12DSHkk04lzBvpPfPqdBAgKWxoo0SRXKMQVPwxCmEWGEbMzTQZXHCZlbQf5A6Koho4FahFDHQZs0JIYaoni4Lu5dHAlEY/SKJX5wffu4tbXv4ZHHhb0L1/L8YMH6e2K3ayLi/P09A8wNDzKUq1Oq2nHBijTYM2aNdx//wN09xVZqtT4wX33U8zlWb16NcdPTDAxMcGywX6WDQ5w+NhhHNtjeGSMpfIifX19LC1V8PyQZSMDlBYWWVgoMzQYVxNNTZ5CagrfC0gmkyQSCTzbYeeTe2i0bXryRRYXSzz5xB62bbuEsbEV8WZFM8hkcud9JiPHwzR0NAVGwoIoNsiaSRO7XEM3E4RhSCqTRPkeyovtZJYRn/Tcho1hJkDFpaJDwyM8vXsnQmgEXkgUNkFo/OA730DKuErsTEku8O88yUqpzmIYE1AdxyGZ0En2ZLntJTdwx133ICNFKwjRNJfnkeIHpyapzjUImvPkC10EIqTZaNBsNunt7cUPfYSUdBe6SaYTiFaI77Y5fHAX25bfSKMEflaje9kQc7Pz9L9wGz97Yi+rNw5iJHS6M4qw3mL34YNce/mLmbVr/4Xo+YvjVzbQI87cMgqSMsYfWFGIAFxNYrQchKWjtVqIwCFSApmUYIAnInShEU2VCWsSx4ro6xtk7epBhpfNMjvVw9JciXQWRodX4buLXHrNZex87EmalSaGAk0pTBVLTiQCz1fU08vQi32su/gy/uavXssTj51m/65dXPO6m2jXNUTSIx8qRq9QhCoi9COeOt7NwWaJbx7dRf6YBzOnadSm0LUk2593OU8++jROK6BUKnfYK8+AtiQRCAiVRsP12X1sFhRI3eB/tffmYXZc1bn3b++aztjzPLfm0bI8G8sYPIFHDDiOwYADJoRAGHMJhCQfCQkJhHyXhABhso1JiBmMwdhgPGODZcuSZc1qSa1u9TyfPnOdU9O+f9RRI0AiNvcmkvX0+zz9nDq7qqW9alet3nvttd6378AUHV31FOeLzM5OcQLCRQCyokRdvcBXo7i2ZOfeYTQ1jCYDHKfEynUbKvFJI5xFC0HEsrj4ovO5+9s/oqahgYJdJiF1SuUyv3joUWzbJpuZx9CskNvHK6MDQuYA8JTCzwuGUxOhgElFlSoQAZYMhU4UYNtlylIiAkUQgKlruL7AC0BWXkZk6HQ1w0BJiXJcTF/x6CNP8kdvux4zIjCjGkIP+YU0PaQ/VkotZOwYOlx//eXc/+DPcYIUMWlhGApfKgIvg9JC6mVNaijv+JWxQkaQlFG+jqc8dAm+O4NuaCjiKGnS0J1GBg14QQvIWTTZBuQJRBbPu5KxI59n25YB+vuG+MgnHkXXfk4xN0dLd8CrXn0ZD96/D5wIc7OTNDY1Eo/FMU0TT/iUilnGhgaImRpaMkp2epLeM8/iiaee4KJNZzM0OExDQz3ZbB6nnKN/ME2iKsnKlStxSnly+QxF2+Xiiy9icGiMSLyGmYlp0uk0ET3CjqEjtLW3Y+dz7Nuzk4bGOpKJBF3dbbjOIWwnz9TUBGW7wFlnns1sKkWyqYZXt3Vy+FA/Ttmmo6uLZ57Zwrlnncf4+NgJn0kzauF5fkg3UMwTj0QxNIn0FZZlkC8WMIwwSUG3YgQBDM/MMjefxldhnU08EaNg2ygl2TE3je87YYgwnCFhmgaaENjFkMvd9330yuQR5Yf8SSiEYEFeUxMShKSQzvPqV76BzjNWIS2Nsy9fj+5N0NrQSkPTOmaG5vnqv3yeT/7tXyMDDcMoh5XtKqBYLGJKCHQdH0Uxb6PrkqxbpH1ZL/lMlvqWOmZnZhF1NSRkE74pSFZDc3sHQmjc+Zl/4cZ3vZsV55zLqJNix2M7X7TrPB5OWUcvhRm+TJpO0RWYlhXuvJdsqoRBTjpYSsNOJtBLOkJo+MJFF2EsNubFaNl0FsWd03T4CWbcfh6/f4J4MkqyuorG6ji5nMvQocPU12o88egT+GUfXckw2yaQmChMXyHRcEoB2x77BS3LVjIxOMPNN3yCqAoox8psfmKGxkSUsck5yokB1r3Kpqf7TJa1rOBPLrmW+rq1fORDjzE+N4V0NWIqyTvfcxuf+se/R3iCctGt5Ln/ssDHNM0wpdQP0KVGU4PF6tYukgmYLhfZumeEA32jGAJqqk1002Bi6jfjygB1UZ0q3SNXMijaRbKZAm21CWxXYRhJdCNCyXcgqIh+B+EMSJMBb37b6/nBPfdTyrkUK7TMzuxsSCOr6TgVelbfVwgpUZZeeaEsHNcN0yNV6NSlIcMagsBHiAoPvgyotiwisTjS1JicnkIzDXzHwQ8crEQUN18OU01dH10IAs3Ex8dzNcyIhfJ1AldQnahGyABd6uAHWGYEIcEu5PH8GPW1GkIU0QMfS3iYgY+mga5r6L5LLBYN9wiE5OfHmUB5NCPJonvLcNU8mB7IJKiV+MEQumxFyUEITExRhiANhQN4sWu4986buOm2p+ld8ocU9IBNm/aj6xb/9rWP847fv4XcpMm2rYc4Y0MvL+wskU4Xw9l2aoqS7VC2bWYnJojVVYMwuPGaa/nh/T9kfHSMjpZWCDR6li+lkHfRTEVTXTXzc2lKbpmezi78wKWjp5uB/iH2HziMY5dIpdLsmDrCRZuupGzPsbx3OVPz49TU1y1wvoxMTHNocBgzqsil4cDBvdx22y2kprN0VSeZmR2jf18fuVyOuoZGRgYnqYrUMDs3gcfxn8ejiBgGhgDd0tFNHdMwcP2wJkZoOjv2HsLRImFGlwjQZSUTDx9pxil7oBuJ8I+BDpGISalYxNAFuhZHMwUrV6xj+9bNFXZW81fqJI7WWIRpvaHspGlEaGkMuO9rX+eObz/KhnOrWbIxywc3nUt6bpJMawtvv/H9RA7McMnZ6/nO3Xfz2htuIG9nqGtppb2tA5w8c2OzRKst+vv7WLVuKSJQVNVUE21s4Wuf/yy3vP2PyRZsqg2ToAyTYwN0rN9IICLYuQzX3fIGSrKIN15m93d/wrLLL/odPWmIU9bRe4GqMCt6RHSfwPcJAoVmGBREAIGiRBhmQQqUcjHw0f0wpyUlA/xn+5nqz5KKSpq64lxz1XpKbpGxuRnsQok153QwOZGhqaWWmng9btHh4At7sHxFhLAiVokwpTNVAiEMBo+MAjoRPUb7imU0NzfiFmz6+g4SEBDM15DauorsDskOd4DvOJ/jyMgwAYqIaVFdW0Prml6+9rU7aGno5H0f/iA7dz7Pls1PEotJTE2ntamOjuYORDzBv33pDgwRoVBSvDA8iqYLDClorK6lPunhBNBZY9GYlCd09HNenPQMRKMaVl2CRJWB4fs8c2AGKTzqWmpIVMVRgYcwDLyyja6ZOJ5PKTXHay69iIbmLu5/ZDOt3Z08/dSTWGY8zFXX9TCmr4V7Czo+nghwlYtuarhOCYGBVIDjYOgCr7KEPvqS5R2PXDkVOnMlcX0B0kRK8FyQhsLXFJYPQRCjLIpoCmTUY/Oz+1FBCR8HJcMYbZhzKkM2Uy8MSQlZwlOSd7/jVkrlKZLV7QwMHKHv4AEGBwcpOQrLDzAtSVyPH/c+9j37Wdad98ds23If52x6BT4N6FoOz93C1O6HaF/7Pr7xjX/lvGU3su6ypWjqfB7f/veI3C7yMo4SNpBhTbfJL376MC2dEeKRVhx7GSOjfXS3nUE8HmFgcIiIWUuhFKDJKL5jUyyUqG9rwy7kMDTB9390L1XJBuYzs1RVJ9nXt5/Gxkb27NvHihWrqKrqIGpWMTRyBKdsMzoyiVMOaG6qY+0lr+LOO2+nti5OMrmebHqOQq5IIX2E9qVdjA4fwXFKxGMRetp7mJufJVkVZd/MIJvOP5eRwTHm0vOg6WhKkplPUXayNDYlUQpsr8R8TlDInzjcELUMPMdF0zWUp1DCQYtbFB2PRE09jz/9HAVPIFS452YYFgiB0gRSaCSqarHtAlJKYrqO43tQyY/3fR+BT6lQZs2aNWzfunkhbPMrtSe/diyEoFy2+cEPHuDw3n38wZ++ll/cfy+GXc23/+MZeka3sewtl3PPA3fz1Vs/glkOmD97FTI/T/WSpdQkavnxf9zBORdcyv0/upO3vOvdGNYUOb+bqBZDl2XsosMffODP8PbuY/+hAcT5G9HMGB0dHYwc6Mfv6kALDHJlH+GXmH1mB/snBokeODG3/4vBKevohdAq0m8AEiEFhlD4Koy7mlE9JPxCoBsWnlNGCAhUgCElypRE6yNsWNvFrucP46U1HrhnMyvaqyhRZs2SMxg4PEDZdhhOjTIejKApiAQCzVOIIEC4ISGYsAEFZiKJaVnkcyVWLlvKTGqOzMwMXtkBX1HI5SiWi/itzRw+fAgzliSTnqW+vpH16zcQj0R56tHHicVivOltb+dbd97FX/2vj4SiHwWb9evXky+VycxN8fyOYcpOkQ++71188677QEp0Ec5EfDe8BxKJKQOK5SLlWOSE9zLhZckSUJzzwRAcmJ/FVtDb1kBHdyt1tU14fgmpJEGluEkIQeD7GJEogVsiV8pTrohta5qG5zsoERJS+ZVNUAhwlImuaUgCAj9AYKHrsuLEIRI1KRRLCCFoaGigrq6G3bv3Ypn6wkomETEWsiFC0jQDz9ewNImK+7RGlhKJVKHX2qRn87S0tCHQMKQBgUAz9F9W/FpWhSgNNKktxGiz2SzNzY00NtZz3jlnk6irp5jJ4eEifcmuL/8mr4hr5XjsiY8xPbaSiZk5rn7DrThuHk0t499/+GHOSum88rIPIP0ZtOAifFK8+sJ/wTXv49W8B9//BU/c/y9suuwjnHnhCpSX55JNZ3Nw6B7aWlcTi/Ty3HOzJKrqOWfjWezYvQPl+WQzGVpaWrj+htfxiycepZgt4hsmVXEdQ69lw7qNHDq0n0Le5vxzzyWdTjE7k6K1pYGmumrydhErppOen+Pw4UMcOHyEWLKKgPB5amisoqmplcamKp7evJ14NMLGDWeRzWYZGD1CXUMttc3NNKQyzM+nyRTT9HYuJ5uZp+wWaW1tomfpBRzYd4Bsboi2jiUoJKb47TrGMqTyI5aMkM077N8zzFwqi2aZOMJCyjKaclDCQhpmWDzou3hBQHEmRe+yXsrFIvlcDnwPrVLkqFQYttN1nYMHD/6S6A4WJhdHi/iOtqmwCAcpDQYHh8iXXA4/tpdrkuewvGeCP73rP/BnC3zKqebhbV+jEKtn0t7G3j1PseXue3nfJz/Beddfy8z4JJNTB3jDWz/Ag7d/kZ4lGziceoS1F15Df98EjYkiw2OjzO15hi3bD1KYeoEb3vthUtkoxA0ihiJ1YAK9uolISy1sUtxy1WUMP77/pbrQX73f/1e//d8ITVER5VCUlUKTCqnCTJRwY85Hahqu74XxtspsTiLwUUQDk9mt0xwpTVNfm6BjQzct7XVU1dZQW1/HT37yKIELVRGBBkglwBdoXoDmKXRDQ3d9KCmCgoPmwYbzz6L/yCBSmAwODlIo2SjPJxKJUCqV8FG0tLQQj8a4+KJX8syTT3P5K17D4NAALzy3DbtcIllTzcHD/fzr//85CoUCkYiJ47h87ON/yVR2mkceepSuxlY2rTuDg32HeeSRp6murUUon3gsFGDRNIPU7ByFgo0uBclonGhNG7+mv76AlGfh+g5m0qSgBSRjSVqlYPn6lWx+diuFksPSzqZQJLzsE4ggFELRwuWt0DRMU0dWxDwAHMfhvPPPp1gsMTAw8CtCH1FTErg2juvjC42gomAlpUQ3DBrq4szMzIDymZmepqW5kVgsRl1dHYloDJRPLpejWCwyOTlJNm9j41MtImSmAl71vz7Os499hdnnMjS2N3Jo/y5ee/X1QDgzK3suplZJwVShDVLKUA1IikqFboDnVf6Q6DqaJvHwEZrE0Mzj3sf8yAYuu+bDpAKfKmmifA1DbEUZ43zwr79FJNDx9TUohoEJJgc/zVz2HJZ3TUFtBqWVmZgr80//8Cfc+MZrcQNobnB58N4XWL2uiTe+5Sy+e+8WdKubnzz0Y5rqG3nnO/6Q73//+6xZt5ZdzzxP77JVVNfV07d7F4cOD7J+/XoefvwxlvQuJ1cYxxsLqK9rwTADtm3fSm42R7KpGcPSiUUFVdUJdBngemWqqmsxLBg4PMHlV1zM8Og0hqkjpM/e/fuIRROYUiF8jbGhCSJGgGNp6LrB3NwcLc31zM1KkslqDvYfor6pnnw5R7nkkcukqas/8WZsNpMnYhm0tjZT8BRPbduOZcVJJBLYdmGBmlrIUIHKMIww1RjQNIP29h4u3nQJjz8aCs2ETv7oRlX4jEop6ezsZssx0pLwS12CX4ZtggpDqoYmDT7z6X/iLz/xFprEUnbc9kWufOVr+KvGJdyeOoQxOct5Tb2c//ab+Mk9j9N+1XJ6z6vjP27/e8694mp9uoDfAAAgAElEQVTe+N7bUK7D4MgoHglK2ii9S9+Mm1UsX9GNM6fRWVVLzxvWoTftpHBglMf+9ce0tRk89/jz1Ooms/os5/V20igbuO8/foKfL5ONzr4ov3kivBgpwQjwFCGJow7co5T6hBCil5BOrQ7YDrxVKeUIISzgm8DZwBzw+0qpIy+1Y5qmoQhz4k0FkkqKnQA9AL/sEEgBUkPhIDUBAQuc0o4SpMvQLqJk0z47ntpJVNNJBUcYNDRqAzAsE6fgYAoDncpL7woMJdHzPoYNuhQ4tkAGAX37DoChWLpkKXsP9IV8LI6L67r0LO2hubmZF7a9wIHMfBhL1CWbt/0szOSRFhJFfn6ewC5hWwGGgOuuex1TM9N8466vMzM9j2lFmZ+eZufz2ymUbIQeo72lDi2Q7O3bz2WXX8n09DRdvcvZtft51qxZR8Eu0Td84gehs06RzpuMez5nnP1KhiYm6dB9fvHwZl5x9dVI4ROPQ8kphBugXjnkd3fBkBq20vF8DfyAUJVQIDWDffv6FrJajqapqUAjV3LQpYbrQ4BAKY+qqips2yaVSqHrJlLXeNWrL+Pee+9ZyCwaGhrCdX0kEI1YxGIxOjq7idVU4dou8wWbc4tpjC//Oec1d7NvQxuJOZ/4mWvJFrJkCnn6Bg5z/vkXMj05QXU8jut7CE2vsCqE/VQY+IDv+Qv8Nvv29LFi6RJydh7vBJWxzV02ee87iGwzfuPrOLL/H8hOHuDcV6xmcPduknUOHUvOxHMTPPnkz9i9NcflN3iMDG+n3ekl1lDLxVdewtJ9eykHHezf+QjBWZ00NZ7J5OxOfvrgHGMzjXS36Vxw4SaGBw7zox//EM1UQInh2VFyZRtjZIjx0Slq4tXYuTSN9dUQuLiBwfzMBCW/zIplS0nW1BKP1TKfnqOquoFyJXMGR2BGLJqbGxkaGiE1Pcpz23ZQLJRZsXQJdinHwOExXD9HVSKC74Y8OvNFRdl2qG2ooZAvh/szUpDLpXEKNoenU1jRBFPTo9RW1SO930KdnaxhYHya7Yd3o2th5oyvAubmZ5GE6Z0R08J13VAGMvDx/XDPJ1AwNTnO3GyW6blZ4paF7ZTwg3C/KAgc0KL4fsDw8OhCcgNQWSmKigxoGAIOJ4dBpa7R5pwLL6feSNLfN8B0ywzzE0N06/VctzRGX2aQ99zxaf6/t36Us9uXkzk4zFeefpjamib+5qNv5oMfuwupK2qrG3jFjTehmzrzfcNEsch58zSvquO+T3wSy54gF3jUXriGzEiRkcM2VU012LvHWH3RUh54/FFec9MbWXF5N6PjI5zbfSmf2vnCS3WjC3gxM/oycKlSKl8RCf+FEOJB4MPA55RS3xZCfBm4Dfi3yue8UmqZEOJm4DPA77/UjgkpccuKqGGFRFe+T1RouCqgKAOIho5T+j6+LxBKR8qKlKDvo0cttDk4550XMy3TPP74C0RWWszuK9I9qGHEXNIZB8OCaFUETRVRboAe6MiSj6k08HyEp1C+wjU1RHGWeUxSL+zBSphUVSVoWrYCpRR2Ocvo+BhCF2iBoGgXOOOMM7Edm0LeZm5uDumDputgRli9ajVLVy1jx47tTE1PkIwliUTMsBRbgjQ0utuXkYzF2bHteZpb27n4lZeSz+ZQrsPT218gYsTJFzyccon25nr6Dx057r0cS/mkSg4N1XH6tm2huS7G/vlZXCPKTx/8ERvWr+XAWB89S1bS0tmCjh7y2hgmjzzxOImaBqpqW3DwFkjBXM9HN6KUS1mi0UiFcdMDP48wDIpepR5A+SF/vhu+hFLXcByPWCyG53ksXbqUzs7OBd4Sx3EoZjPk83nK5TL5fJ50IU2sxiSKxlhrnHHLJJMbZmyzjfDBsjQcZRBP1lEoKQ4PHKGuOhGu9gCkhq4JdJ8FVsyjcopCk4AinU2x5flZ1q1bQ1AJ7/w67NR6IqpMSZunMPEC+/rKzA/lMaJNzE/vYsf2SS69qpXq2jx1LQW6lilWLp9kZPgK7vzek9xwtYFtF9i1+3nWbVxForab8YFq3vmnG3jHDe/jhS1XknXnWN75avKpNK1N9cQS1eRzJYp5QbkQUDbLJBL1mBGNaCLC0MQYkUgEM3CIS8GSVSsYHR1nangU3dKxkgn6DvXR0tLE6OgIy3qXsfbCdQwNDDI+OIoZMWnvWkk0GiVpCfoHB+jt7qS+vgY/cInHk+SyBXxPIKVOa0MLwgSiJSZnZ5C+RtkLN8uNiEXEUixfto70fIHGxroTvt+7Dw4iEUStcPMfKVCeoqGhAaEgl8th23Y4W9c0CsXcgoaCEYnS2FyPFoGm+ibmZifwA3dBMhMUiUSCufQ08/NzvxTyOepbhFpw+H6FOVOrqMYJGeEbd95NW8f1tEdquPrvP8hsvI7n7r8XHhoiKju4492fRdMVM0GJJ3fPkd3YQ3RFlA9c91Fq6w3snI3VGEfTDMp5he1tZWw+w2XXXUop28qG4ix5oRBKUNyyjx3pEc562/VYiQhNPSuZ3jfEyk3ncqhvP499bzPdnV1MpLe+VBf6K3gxUoIKyFe+GpUfBVwKvLnSfhfw14SO/nWVY4B7gC8IIYR6iZVZju9hRWK4noNdKhOxDEq+ixKhaAdBqCgVxl4NhKKSjy4QCHKyTH1DjG1Fm+vWn4N861r2f/9B4sN5RL6MX4bunjhd9Z2MbB3CDSoqRb6PJTSEH8b1pBLohAURJV2hpMGSJR0Mjgxh521SMykMw8AuhnSxKElTcwNnbVzKwYMHsR2b2tpaGhsb0Qyd/kMHMKTGjp3PMTB4kPe+973s2ruHLVu2UFNbRSaTCascIxHGDh+iu7ub888/l2LBYc+u3WRS80ghUH7AurN6aKxL8MzTe9ifP3F+pR+RVBkRUsUS7/vQh/jKF79IlYjglos0ReIM7dqPLWBifC9LV+fYsGF5SIsQjVNV24IhPZzcFFrgYegSQxq40ic9P4NlmNiZAr4IKQowIvieQBMKXZcEQfiH+mhRiqEZ4aawZbD52adxnBKHDhxB6GWKtkM8GqOutorG+mqS1XEiEYuorli5ciW+7xGLWkg9itTAdwOEdLj7nqd485vfzB1f+gwbVy9Dt0w0BEJSmRFKPB+cwMXzLYyIRNnhy+45LppmUF/bSG9vN2W7SJnjO/pi9RTDA2tA34xTKrN07WuJbbRIz0eg6rWYWUXGHsNTU2hGLzXtE/z1J7dy+SVRXnd5PYcPHyJfsOkbbSKR2Ep1dTNX3XQFDz/wAB/71F38yR99mVdsehUzs5N0tHeTmklRWx/SC+Tyc/T01FMue6RS42QyGbq6m0mlDJySwjPzNLU1UlWdwB/xSOUyrG5ehu0GXH7lFRw+cJCVK1djmiZH+g9xqH+AppoO2lvr2LXrEFe+5jKe2/xzdF1nanIGIRXzqQxjI+NIodPZ3YVlRlFOQKFoU1uTpJAr4isX27FJJBJYiShK+di2jYfN2NTICZ/JiGnheQGBEgR4RAwDTRoVxtEwhp/P5yu00eUFZx1WOZfwXEFmrsz01DjKcyv03qGjl1Ijm80Si0TIZrO/UYi48F74IeeNUgqpm5XVqUe+bPPRD3yN+7/xKTZnR1jb1EbjuSuwfzZP/qZL2HjPY2xe2UVbOsHZhSnmPZ2fjRT48hPf4y87ehkZGMCKOFQ3LEGPJuk582JaXSgV4L6/+gweBWIlhQOYJVgX7yT6nZ3sMh1WXnEh+aSGPzNK3+Q011x1JnpPjO7eVfztA0+9FBf6K3hRMXoRrnOeB5YBXwQOA2ml1NE3YhRorxy3AyMASilPCJEB6oGXHGQqe2XKTgkZNQlUKDt2lKlQVUjBtIpKjUSgSR0Cn0BJIoEgGCxyRWQJ6ZTLuDfA63/v9aTOmWIgMcnspzejHSow2X8ASygsBdJV+AIkHmYly9YnQAowLY0zL17N6HwGFQiWLlnJzMwUmew8RTuLIbWQOteUzM5OksnOUMjbRCIxZLViYiLMKY7pOrFYjFhTAwGKf/vil2hpa6W9pZnR0VEMqZHLFVi7ajWl7iWUCnn6+vqIRgyy6SwCxRlnrCcej7N583MhN49QBNKvENP/JtwSlAMfF52fPvYzSi5oyiVh6ZTtEjFTY7ZYoMaymJyc5MyNy5CapFCyKy+OUdkYz7Fr315yxXApH9MFvpBEDZ2yW0YpH79ko5lx0tkCUT1KMpGg7NgYmo5haMTjcRI1tURiccr5FJecfwHdS1YRiWsMjUzRVN/AyMAhMvMp6hvqwk0zPRqqAUkd1wvQvSJmIoomQrlJTRoLSlxBEFQqnAW6ERZt+b4PQuG6ZYTrIaS2QMTm+/4C3XGpGGYtNdYefyZ64NknCNb5IFLknRKJWIynt2xn3+Hvsqr9HDz5DNX9FxKv0hgbivPQN3+G1iC4f2SSWMc6LriojVLR5E1vuoT+Hf209kT45N9+gicel7jONhKxHjLZOdauO4NiIUt9SxOu59HS2k42m2V+3qVoZ2ltbmPVinqyszY9nU3k8vP0dHaz5ZntKCmorW+gvrGRuWyKUtGnXCpSV1fHgcP9rFu9hlKuwCWvvoz9+0cYOHiEhqoEjzz6Y+pqammI1jB0ZJyO7nYi8RrOPmMdfX195AthBexcLkNLYwtCQcn2MGIWCVlNIpHAdwMC02A2VSI1l0K5x+deAirhvoqcozJDfYeKMw8qRSFHx+VoeG0hM8ZVzE4OMjJyGAIn5K2XYmH8JaEGs5Qavu8u/DvH/t+maaJrglIhz5IlS+hd3kF6Ls/Q4SkiiSj1G1pIrTS5fuP7eecf3srXvnk7//kvW7lv3y/wjozxly0X8SfNU9SsXYd9aJraGETNOUbnjvCLp3Zx2y03UTIMfOWRL+XoiLaTLs0x9MJWOkUWR1iIIIwWOJok6wpa0cg/tJVykKO6FGedlqUkiujP6uz1fvewDbxIR6/CXY4zhRA1wA+A1ce7rPJ5vGqT35jNCyHeBbzrRP9nuMT2MTWJ63oVRy8p+y7GUZ1TJVEEIDwCX+CryqxSGeieyZLrzuInX72LtU1tnLd8DTv3fYcZYePOl0n6IA0QnsJUIf2tCLO9UQFoCFwVAAKpQBBj4MgcMhalrhasqGLZ+pW0dzRimjqaaXDkyDC5jEMhW0YFEtOIUcjZ7Nm5K2RRNCSarlEs2RTLJVABUhiMjYwSKA/PczGNsHBk+/ZtOLaDEYniuQHFYonVK1dQU5vk+W3P4ToB0lf4aHgBJOMWufzxXyy7XMbTTSQaB3ftwggCMHQcH5SmSAQ+kWiUwHJ57dVXkMvNY5omkXiM9St6eGFfP3sPDqAbEVZ29OLlcyzp7cD1ygjhk5mdJt4Qpbq2hp7u5dz/0GZe98ab+NlTT5KwoqBJCDwMTUdohLF+XxEzDXB9dj6/D1fZ/PjHD/Kn738/miZo7+ygVCqhCChk57Ei5i/DRr7C8BUIieeLBdEU1w15671KNsmxmRa+H54zjXDJ7lToGYTQ8AJFKjVLZ1MjvoTnn9ly/PfAWMPe3Q+TiMWZz7VSKB9huO95TCPGL579Li2tnTS0juCOmWiWonn1Uuo6HIKglq6GFs5ZfyH1DV3c/8B9bN/ez569Q2zd4aPrdbS11dHU1MJVr3ktrmezv28e1/MpFotk0mWk8BFBia7OVsbGJxaUyvxRjxuuu5Ynn3yStt5eZsfCc2MDR4jVJfE8h7m5PL7QcVwo2TbKUczOzmKXU7hBiWisipiI4Ts+ZjJGrDpGanYSS8QYHT9ATW0t0zNzVFdHeNVF5zE6OcXw8DgTMzMEyiQzP8DqNeeRSo9hSR0pTRJmwNkXboJPHf/9FpokEAIRCKQMx8TzfIQI9WIDXAKlYWgha6llWZRKDp5XDkM5noOmGQQB6FLn3e9+P/Pzs9x7310EfgxNVyENR+AghSKQGhEpyQUlNCvBFectY3biMI//7B/h8B6+/4/7GVuuc8V7zmX1mjgPfD/NtWf/IX+0oYYPvvFmPv2Ga3jTVRsYGK1mvifDxLzD6y9Yy4+G+llRVUPfxF7mxComRye57vc3MV+eJJbsQgQG7XVtfPQdb+PN734PujNJkKgBxyYIFCWhkJ7C1gA/rKexNItskMfQLDTCimEhT1z5/mLwkrJulFJpIcTPgAuAGiGEXpnVdwDjlctGgU5gVAihA9XAb5B7K6W+CnwVjs91gyyjgoDAD7NiqOh/agTHzLQV0lcIzHCXXoS0vqbU0YXFs49tZ31zOxkDpve/AEWHtqpazO4oc7kcrVV1TOw/GP4RARCyQoQVhmscFFIJIkKiWTqp6QKOl2FSmpgxnUhkGs0YwHVdiqUyaFCTiNDcUINuGJR0nZalSdZccDVr1q6imJljeGCEiakMk1OzBL7EKyewc1mmJsYpFvPoWoBmeOimwC5A0orR1NlEQ0OSPXt2U9pfQooYCgcCC8/0+er/fj1RWcNb3/Ol446bZpk4lZBUlWkQlIvYXoAyo5iewrcEZdflLVddRa6cIxarQqDjOy7TM3nOO2cNGzau4OdP7mVp1zKyo4fpaExSlWxhIuPi2T5XvuZy8oUCnp3D1CWGYaFJA02GLzRoobh3AKYRARGgR6J84ev3UFebJDWf49ZbbiCdnkRokmw6g2maWFY0nK0pheeWCYSJLjRs26a2OkbezoUsh65bmcH56JaOqYX7Akdn+pppELgBXqmEoZmYRpiFEyCwyw6eH/Lh277D1PjUce/j9NhBntlzhJuuX4Wr0pjGz4klTGqbAmrr2kgm28hlU9g5wdvf934amn7Enm2zZOYdLt+0ji996Q6mJ2cw9CbqmiLcffch4lWdJKoddFlHbWMDT21+hoaGRjzfIJstkkz4RKMxUnMZahrrGRqdZnT4CGesPwtdU+AHPPL4Y1RVVZEtzLP+rDOYnJxGCQ1NN5nLTRC3TPS4RaAcyl4OK6KTz80R0QL0WBNF26OYz3DmGWdQtDOkp2epqa3lrE1nMHhonNnZkNV16Mg0uaLD6JEhWhuaiMRN5mYnWbvuAtL5OZZ0LePI8BidnfXk0gUODhz+Lc4kLEw8GlYJQyssFDMJLJqbEqRSs1iWWeGlkVQlq5lLpYgnqzAMg0KuiIfgc1/6WywzSdyqx2UeMBBEwhRb5VJUPrarceGaTqqGD/KNL1xObOxs3Ge/zdgdw7zx9y6C6Wl4JEOwyeaaapcPvftmPruyjaoVKX4uL0avW8WS1FbKrs3SG69h4uE7eVtbmenkE7z5mjfw1GAvG9ZsQI81oJUCMqk88ajPD767mXf8xUcxtCombEFSz6OLkLLcMIyFzX9ZmZj4sMC9c5QvX/yWVNUXgxeTddMIuBUnHwUuJ9xgfQK4kTDz5lbgvsqv/Kjy/ZnK+cdfanwewHfDBwFFmH2jFBqKoJIjq0kZFsPgI32FlDri6K58EDBlF7B8mDwyhjAEBjo5zyWVzqMjsDTJgdFpBOBpIeOCOMp2WInnSSSEyTzUb1yNs2Mfwg/wdNB9yOQKC+IWplQEQCZdZHYijR9AxATTiBGJxHhEbSWdySM0hSdcahpraW5NUt+kE+vt5qxL17Nq2VKSCSjkM+zaMYAKEgwd6Gd2fJJnN+8HTAQCHxchAu7+xs08vjPF577wAyzrxHn0uibpMExKQLpQIJAmbTHJnO1gC0lVoIgpScEvowUS3wuIRBWlUkBNVYz8TAoRq8VVhBWp5YCnnngWQ1bimr7kzi98g1ve+SZKwsd2nTBG7rkMDB3GVxqaJhZS2ZSAdWduxLNtaqsFF286h67OVr79ne/w5je9icCvXIsgNz2NWZPEc8pEDB1N+QjNIJPLEo1UUbIVUoOqqqqFdDkRhAVWngqQmgxpaAPwHR9Ns0KB+SBc6qtAMXB4mEQ8iUtAxJBccc2VPP3P3/iN+3jDuy7kdVNLKZeiXHdGD+nRNXzm0w9jWVBVVWLjec2Mj9STnd/P809tZ/OjA7hBgXJg8lef+AYNDT579uTYc2CGwID2lgaqIxYNDXVEYgGmHqPsZZAKIrqgtq6OyYk5aqobMaw8IlBMjQ2zfvUqDOmRzxaxnTJdXV30HTxAHJ36VzQwsH8PS9csZ2xogtr6KuI1CQqpHA2xunBDtWsJ40eGkZ6FS46hw0dYu3Ylw7ND1FgJ1mxYyeR4hn27DtHT00PEEvQd3M+adSuxyz6pqhR61KA+ZhG3TOziLLq0GDxyGNPU6e1cSX9pL6Vy7oTP5NHCpmOzYcKDoCIRafKNb97JLW97E4WsjaZrIV+S46HJKKYpqa2tImrVEGDT1LgGqQU8u3kbmhbBV2na2htJxCKkis0knTne8+bLee/GGHX7DZzPFKBzmlyshp4PW5SeLeHuNHAam3nhX5czsKSR/doEz976SbZt3U5baiuZZb3EEnsYSMzz7dvfy8Y1bQx59djWrfztZzbTvqFE3k0SL9j85+3/Sk9rFQMDaf7gT/4Mp1SggGDeVrgWOLqHQuEHIQd+mJqsMCrpvyXXRQodqYX8W2Giye+OFzOjbwXuqsTpJfBdpdQDQoh9wLeFEH8HvADcXrn+duDfhRD9hDP5m3+nnvlhymQgFIETssxpMgypeAKU8pAi5DQBHeUHGLqJEqFCfMRNUPDDnWPNVTi4xAQYQkNTCi1QRKVWUSYSlAS4BJQUFSWrAI0wZm+aEYpddQw8MccPf/xdPvpnf8n0/spsRUpQCj2Q+FJQ01jPO9/3bm77o9tY0t6DUoqenp5QLSsmw1zgcpnZoTHsyQiReAzdipAr+nwvew+e51HX2ET3kqVctGkZ373zPzEBgURpLoGno0yHG6+9mC/c/lPe96Gbuek1f4NuFtl06V8f91ZaQpAvOaR9F8OM4Lo+LY1NFKdTzDllin5AezSOFBpK+ghDkrdLYQViIko24yAI0KREugVkIIjpVRTsIkiDWNzAztuIIHxZgyDAdz10KbBMHb/ymB2V9jMqm6UBgtdeeRXdPS3Y2QLzKZ+cXSKGh6vHMZ0irmESLZdDamdp4AqdiApIJKoolspEK3JzR+OwmqbhKg/d9YgYlZJ3z0fJcLYYqKNC6xLLNPF8h3POOQfHLVK2izi+i/Dkce/jFz7+JEvWa2SGB4k/1kFf33aSyVYaGpp5/rkxtj45Tcuyg3iuzcTEPUxPzuGUa5HRGWpq4xwZLnP2RWvpHx0iWZ1gSW8nzU2t9HR1USzYuHaRjRvOZHZ6grnMLD4uTc3VTM+MYxoNBIFPR2sbhh5lLj2LoVsYlkkqPY9lRKhprGHbM1txiTDcnyLeVEVmOo2uwrBmWQcvl6Fk5xgZGUSL6AR+gtWr1lO2i6TTDhN+gWojoL2lkcl0gX1794ZC2lYNc2mbkYF+6loayNklapI1ZNwC525Yy76Dh1i+dCVzs2kikXAldnQ2enxIwmmDQhdyIU1X4VeK9QJ0o5nPf/F23n7LzaHyWcQil7Oxy2luvf5jjIyP8dNHv8WalauYnBln5cq1dHT0YloKRMAf3PY2/vAdt/HU4w/y2PM/ZXrIpqr5CO5cLdFMGnvbGHVfvhnufJjchgg/1/4Xf/fwj7noojV4AzEuXVvHZz/7eWK5NLecoaH1NLDnwSma27rpWt7Aeivg8PQY+eIUr3vX22huaWB88Hk61nTT1NbKxdeez8HP/jtPPvBTlKaj1xZoj5Uo6UHIL2SYRHSNiG4gg3BW67qhrKeSWlgvFASoIDhWdO13wovJutkFbDxO+wBw3nHaS8Dv/d91CzK5OaqiEaTS8XHBFfhKYggQRsjhLpUbxs+DUjj7dwVuAI5TIrbyHJQhUR5oBMSEIKkEGj6uDKs0BWFefkBAgMQRkiIBpSBAIHEIcHSNZDLB6tdeheu7vP6a63jra96AEsEvl5yEgnFOGFnENAw85eK4RZLxkLlRKkE0HsE0TaLxBIYeBT9A6RqOq2EEDslIDcoz0Io6o/sO8L2DB8OZaIUULCwVV1Q7EC0O8M4brmLisQO86kNXc9Xrrz/xzfQDsrqBqTQ838UQkmJ2Ds0vA4KC1EiWS+zeuouzL9z4y01YoZN3CygRoPk+Ip1ix6OPEQiNogJXBRgGBJpCWhpf+dodXHvDVdi2g2bIBSpYpYcx2KO7N2F82aFULLK/7xC9S7vYsWsrb3nL7yGVwrQi6JrJ1s3P4MUaSUYSFPIZDBHQ1dWBFjGprU6gVQphwipqubAZ5wd+uDF8zEarLnU0YYAAKQXlsmS+VKK2Lk46O0PM0tEERKwkD93/yHFvYy54lrtvd7niBoexwQyuG2Fyskg2vZvJURdlbWZ6dxTlBqw/M8PMXDUTqQyqXI9UAfsHc+w+dIBYrIrurmY6mmpoqK8hZiXo6ugim89yZHgIu+xiVFeRy5Swi1NEo1Hmc5O0RGpoa2+mWLRpaGxFyoBCwcYuZTHjBtlcjkSkCSsaMDZ2iGq3hcD1SM2MsGTlUizfJ9ZaS2ZulvbebvSyQkYi+PjYvktVAtx8gLJ0Cl5AjebjGAY18Tjz+Tzp2TmWr1lGJBpnfi7F+OgwsWgVOw/101nfyNz4LAWnQN+BfaTT6TBEd6JHEoUb+AvZMgLwvVD+0ZcSuzTLjTdczic+8Z8YWg1rz+zGkk0U5tNU1zVx33e+AI1V/PDHj2DovXz2777E5/75Jj7+Z5/jW9/9Ogd2D+K5Ufb376Rz+e9hfu8nqLY2tg7dwHjqmxzc3M+SFRto/vjDrN90PuktI5yZ+Uc+0l7NN7/5D6xp8Jk+mOafa7rw/qaaDWs38uO77qHYvIJzetv5+k8e40upNdz+9b/g+aGDzIyUWH3u6/ByJQZH+kl2LKWp5Vyixu0sX9JOoqqTsUSKRETRUAyIGTplL2S4dJRHPp9FRaNEDYuo56H5obKcK0AzdMonSPl9sThl+egXsYhFLGIR/yVeFB/98deoi1jEIhaxiNMGi45+EYtYxCJOcyw6+lGpQV0AAAWLSURBVEUsYhGLOM2x6OgXsYhFLOI0x6lCU5wHDpzsTvw/RAO/A+XDKYrTyRY4vew5nWyB08ue/ylbul/MRaeKoz/wYnaOXy4QQmw7Xew5nWyB08ue08kWOL3sOdVsWQzdLGIRi1jEaY5FR7+IRSxiEac5ThVH/9WT3YH/xzid7DmdbIHTy57TyRY4vew5pWw5JSpjF7GIRSxiEf99OFVm9ItYxCIWsYj/Jiw6+kUsYhGLOM1x0h29EOK1QogDQoh+IcTHTnZ//isIITqFEE8IIfYLIfYKIT5Qaa8TQjwihDhU+ayttAshxOcr9u0SQpx1ci34TQghNCHEC0KIByrfe4UQWyq2fEcIYVbarcr3/sr5npPZ7+NBCFEjhLhHCNFXGaMLX65jI4T4UOUZ2yOEuFsIEXk5jY0Q4g4hxLQQYs8xbS95LIQQt1auPySEuPVk2FLpx/Hs+WzlWdslhPhBRYXv6Lk/r9hzQAjxmmPa/+d93rEKL//TP4BGqD+7BDCBncCak9mnF9HnVuCsynESOAisAf4R+Fil/WPAZyrHVwMPEpL0XgBsOdk2HMemDwP/CTxQ+f5d4ObK8ZeBP64cvwf4cuX4ZuA7J7vvx7HlLuCdlWMTqHk5jg2h9vIgED1mTP7g5TQ2wCuBs4A9x7S9pLEA6oCBymdt5bj2FLLnSkCvHH/mGHvWVPyZBfRW/Jx2snzeyX4QLgQeOub7nwN/frIf0Jdow33AFYSVva2VtlbCIjCArwBvOub6hetOhR9CGcjHgEuBByov2uwxD+/CGAEPARdWjvXKdeJk23CMLVUV5yh+rf1lNzYVRz9ScXB6ZWxe83IbG6Dn1xzjSxoL4E3AV45p/5XrTrY9v3bu9cC3Kse/4suOjs/J8nknO3Rz9GE+itFK28sCleXxRmAL0KyUmgCofDZVLjvVbfxn4M8IFRMB6oG0CrWA4Vf7u2BL5Xymcv2pgiXADHBnJRT1dSFEnJfh2CilxoB/AoaBCcJ7/Twv37E5ipc6FqfsGB0H7yBclcApZs/JdvTHE8h6WeR7CiESwPeBDyqlsr/t0uO0nRI2CiGuBaaVUs8f23ycS9WLOHcqQCdcWv+bUmojUCAMD5wIp6w9ldj16wiX/W1AHLjqOJe+XMbmv8KJ+v+ysEsI8ReAB3zraNNxLjtp9pxsRz8KdB7zvQMYP0l9edEQQhiETv5bSql7K81TQojWyvlWYLrSfirbeBFwvRDiCKHI+6WEM/waIcRRHqRj+7tgS+V8NaEu8KmCUWBUKbWl8v0eQsf/chyby4FBpdSMUsoF7gVewct3bI7ipY7FqTxGQLhZDFwL3KIq8RhOMXtOtqPfCiyvZBKYhJtIPzrJffqtEEIIQgH0/Uqp/33MqR8BRzMCbiWM3R9tf1slq+ACIHN06XqyoZT6c6VUh1Kqh/DeP66UugV4Arixctmv23LUxhsr158ysyul1CQwIoRYWWm6DNjHy3BsCEM2FwghYpVn7qgtL8uxOQYvdSweAq4UQtRWVjlXVtpOCQghXgt8FLheKVU85tSPgJsr2VC9wHLgOU6WzztZmxrHbEZcTZi5chj4i5PdnxfR302ES61dwI7Kz9WE8dDHgEOVz7rK9QL4YsW+3cA5J9uGE9j1Kn6ZdbOE8KHsB74HWJX2SOV7f+X8kpPd7+PYcSawrTI+PyTM1HhZjg3wN0AfsAf4d8IMjpfN2AB3E+4vuIQz2dt+l7EgjH33V37eforZ008Ycz/qC758zPV/UbHnAHDVMe3/4z5vkQJhEYtYxCJOc5zs0M0iFrGIRSzivxmLjn4Ri1jEIk5zLDr6RSxiEYs4zbHo6BexiEUs4jTHoqNfxCIWsYjTHIuOfhGLWMQiTnMsOvpFLGIRizjN8X8A2kjykh/FdHUAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"trainloader = torch.utils.data.DataLoader(dataset_segmentation_2007, batch_size=4, shuffle=True)\n",
"images, labels = iter(trainloader).next()\n",
"show(torchvision.utils.make_grid(images, padding=20))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.6"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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