{ "cells": [ { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "import sys\n", "\n", "sys.path.insert(0, '/apps/pytorch/2.1.1-py312-cu122-mpi/lib/python3.12/site-packages')" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "import torch\n", "from torchvision.io import decode_image\n", "import transformers\n", "import urllib.request\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from torchvision.transforms import v2" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# Device:\n", "if torch.backends.mps.is_available():\n", " device = torch.device('mps')\n", "elif torch.cuda.is_available():\n", " device = torch.device('cuda')\n", "else:\n", " device = torch.device('cpu')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Load model:\n", "ckpt_name = 'aehrc/cxrmate-rrg24'\n", "tokenizer = transformers.AutoTokenizer.from_pretrained(ckpt_name)\n", "model = transformers.AutoModel.from_pretrained(ckpt_name, trust_remote_code=True).to(device=device)\n", "model.eval()\n", "\n", "transforms = v2.Compose(\n", " [\n", " v2.PILToTensor(),\n", " v2.Grayscale(num_output_channels=3),\n", " v2.Resize(size=model.config.encoder.image_size, antialias=True),\n", " v2.CenterCrop(size=[model.config.encoder.image_size]*2),\n", " v2.ToDtype(torch.float32, scale=True),\n", " v2.Normalize(mean=model.config.encoder.image_mean, std=model.config.encoder.image_std),\n", " ]\n", ")\n", " " ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/scratch3/nic261/environments/cxrmate2-virga-venv/lib/python3.12/site-packages/numpy/core/getlimits.py:549: UserWarning: The value of the smallest subnormal for type is zero.\n", " setattr(self, word, getattr(machar, word).flat[0])\n", "/scratch3/nic261/environments/cxrmate2-virga-venv/lib/python3.12/site-packages/numpy/core/getlimits.py:89: UserWarning: The value of the smallest subnormal for type is zero.\n", " return self._float_to_str(self.smallest_subnormal)\n" ] }, { "data": { "image/png": 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O1u4LtJZViZfn4Pn5+aArls/kV6Z1YLfRsbmtLXupXA3sHk+BzNeVcPlWLUfGllv9hpcMpsclbpX/TwHjezv9915fA/8ICBUEe6x1nWK7E5ua0ibvAeqP9NV9arTB/6urq3V5eblub2/XWi/3Ddo5Of1I38vGffO723MfPR9mr5Njn+qYZOUt5rTBLQhb4+5f00z8588R0Vqvd+0VQD3HZekcrwOBlDh1TdveKPL4+HjUnln15FztwAo0BkW+G3i7NlZwt6O08/I10+eu9Tk6oU4zfhMj/y+4t68G5KlvloX13mlVg7z7UcCv/Knz06dPh9tE+nAD99HX+v5L5sBj2IqW6QcA7TVtHm7Ab95oZH3w2GzLnWf67v6X2HquqHNKlXtuDIbOYNVnuF9eWsHO3htc/Kfdx+iyBR5/NUI61Wad6tY5f7XU8UzRjtuoE3nrz/XYAboOp3VwJj7H33Gw/LExYrfbrf/23/7bUfRhEHT02CjS59uAfb5lbZlNjtv1ehwYadND/j85uBrtdLP9BPKUGqJ3pHYzieu1k7RD47tTjsyF1289X/xGNPPp06ejqNaOxLIs0PN5v98fAS0pRZ4W4+hhmhtHliZKBSKuLWgZpJkvHPfU38rWDnhKQVYGjfDdhjdV0b4zCgYSpwzpv6PA3hZEvy4vL9fl5eXRk4S8YxJZGyDq/C0Ht2Fdurq6OoC69dAgTzanBMV6SpsmJo34Sxr9mz/7O32fyHDPt/6bHEwE1teaULwHj9b6fyFitJA8mWWZH6mvAqPY6W79fupan2Ol7LVbN69fXFys6+vrVxtRcG5mR3ZgXt/BoZU9lUlNY6nDQmHc38qK9r2TFCUlVdSNGwZHt+3Iw3V3HWbqr6MbG0nvveLaboCYyEXnaAJh65X7Y0fGWBsJNiJ0OpL/Zal2+B2fZevdvfz3uD59+nR0ywPXO13dSKa247XOEpaSjTJ/y606ZcIBCDXqdB845ttPCuSUPsVmK4KqA3ZEZWBu8Xx6DJbXBPxEfX4QArZvfXXd3bjG2mbtyPUZsH1fMNc5+4AunJ2drevr60NdEKCvX78eotbK3bpcGylYtmz59wkkacvZAMu3BAm9R37uU+3Sm9umtfxT5Z8OjEwwLOv8/Hzd3NwctjX3pm+U3Mfs2FEmOwAr3FZUU8XyI51gT41wpomCmXu9AYW7urpat7e3h9sDDGIYJqD4+Ph4kFH7bEUomHgMHdMENJOzp95Pnz4dmKvlWAc3AbLnrSkLy2ytl4iq0SfXco7XAArkTt8VXN3eVjTBMYwKGdtBVk96zP2iXvSHc9EHP3uzGzd2u93RI/YaJTvi6KPukJXXF51iLcB5DCVO9BewwbHz8AJ0Ffl3/a5ywiYdoXVnpGU3Aa/1dtJvFxMPk1EiNebLDtLzMKVqrUuMqYTC/XRqm3n0s1hNUkyGkC1z9/nz5/Xw8HAAqsqKuryEQbsFXdq2fIgeHV3tdrv1xx9/rB8/fhxF0ROJbgaEuXC6nVJCRvEcdVnAIFgd4//Pny/PJnZ/TbgYs7MeE0F9q/zTgNEDvLq6Wv/1v/7X9e///u/rt99+W//b//a/rdvb26OJtEMr84ZVmynbQU0D7k2eHDN77VMr7AzsnGpEZra0f3l5uX7//fd1fX39ilHt9/uD8jGORkj8VgBwBNc0TfP9jnCqmMiLNatGiJ63zknZu/vL90Y0gIPTuiUaFMbV9Y2CHTrh9jk2bYyxTJC1P9uB1mE3pWfWThRnpzTNx+RoHA1YrzpnvqbEqGTS2/+td41CWwwSzDE20ueAtnQTkZ0a7bvuiaSZfE6s33PuN1y4HpNbky+Pz+eboLYtz5eBzn7JD2F3Hbvdy0Pa/UQc6z1kuL5jrXWwyZ8/f667u7ujh5VvkTW37cxT59cEzM8Mxt7+9re/vSJn1kmDn2XbpQnbDD6a+bI/8Biqn9X7kkf7hgI089LMhNt4Lzj+09cYz8/P18PDw/rjjz/W7e3tUbRoY7ZwLYhGgRiCnS7tkSaocCvIGkqP/fjx44g1l00VOM7Pz9ft7e367bffxrr9SDP3yfXZkXQMJghlrXaGXuOpw0ExvcOU9u3UfJ9hSYnByH02A3SUPj06jD7ZyA34Hp/BqLLy2NAzf3dbrac6UXZcIyoJ8Nx0/hyZnJ39+XCBvsbJ53Lc46EOP/qstmCnWYftOu08ai+Wo/XVn7fGBSmwcyw5a99PPXWkYGEnVzDzvZ+e47XWASAdaVeuE6G2LGpH1amSRztv7Kk2v9Y6ZJvoA+uTAD9LMdTPg8tLONvP9m3S4ZKT3e7PZ97+y7/8y7q8vFz/9//9fx/5uer+RLIMVN1zYMJtX9JolN9LaD0O+xkHNiZzzUyUmDKmLZLY8g8DRitZndv19fX6X//X//WQtmNBeGJCdqoc82Bh6wjEg7Wz4XxvQOiklJnyG6+acUjeByVbCa6urtbnz58PztnpKY9t+t9jW+Cz1rx1uyDtPmLUXssoC66DLhDaKM1IvSvMLNCfa5QTMaHPu93r7fx+Xx+p7rOzswNpwdkxtzYGGwf9N9skrc+Yp9Say2SoyK5raSYZa71shyfqsa1wrXWFa7z+23XGOlhHwMyJ9cdElL5N4Fh9tb75uGXkiK6gRaq3+kO/fb7Bj+8F5G7GMTB7vMy9MwzIrfcQTsSNczw/HlMBoBHkWuuI2Ph32kUeJt9+IPzZ2dlht7GjMdfV8U8ZCOva+fn5ur6+PhCpy8vL9b/8L//Lenh4WF+/fj3IZctWDdD2S1P2qRFlSWj76HEWiElP7/f7g0yIqp0qd+RovbTs31P+6REjn798+bI+f/58JHAbCyBm9DdDsmFibC6OgOwoHx8fX6UZCoRmFs/Pz4d0yPPz82G3mFNMnrxPnz6tz58/HwD45ubmMFmOKhij+1ZQrsLRV3/ummNlMoEXjhXngIFsOUM7UadCqdMpEcZg0jFFHTi1OiIbnncAuv6CPm153cul8+oxNXrEgCofz59lzfX+j1OqE7eDZXw4Ns95AdzfLXuPA7n46TzeeVjZGUAhe3UkllGdr/VlrXV4/VTn0+MugewYPJfNrlgOday2Aeu++2PAdQTpOTWAWsfszD3PJkOWiwmo+2l51DF3j4JlQyG7xuu+rN+WH4RoreNdsvQdXeD79fX1urq6Wo+Pj+v79+/r6upq/cu//Mv6+fPn+vbt28GvcZ31kjacsm7AUVl4vpFp9ZOCDlhvbT/Y6devX9f/+X/+n0fv25z8a3HoveWfvsa41vHWc/++1unHYNlo+M1RCr95g8Nax+nYKWI0EDRCqwMAINdaB6Bli/Xz8/P67bff1pcvX9bT09O6urpanz59Wg8PDwcFpVhhqct9qgPZSgNMYF5D4bymTS37RpZ1VgVHG3DnzI7DY/NcOMqf2Judc1OP7kdfH2XZlsVOEWTb47MjgwKUoy/LsMDFd3YXOuvhuTMj72frJk6ia4rIyE5grZcNTI5aHWmYbDSCqcNGfwzETWMVsOzoHCWaPPjB8S6QEUeyrsvfSzTtsK3b1SFk0HXC2oWBzCTBhMkkGcLjCNE6Qf/64PSmdhmTbdH226jUgYV1iHogTfapa6318PCwbm5u1ufPn9fXr1/Xz58/12+//XYAGWdTvJuzu/Gtz7Z//87nEhxn+04BJedbny4vL9fXr1/Xt2/fDnWXdNROP1r+6btSmWAGZEU12J1SaL4bGDnOLjqEZpCExdcpeAJsbH2aAuebeZ2f//kkC0CQKBjw5xxHjWZLdpIGxiobRtZowoo/OVyuvbm5eZUipE1HLTYayxh5lRU31dE5s4MEcGw0jr4LApPu4JTdN+ba9/dxfsHKTs5tNBVlWSL7bsyZSJXZKePyfFt36Y8jU5M4z6PlbVk5ImvEUQdbIuA0pK+r87cMfQ5z1405lZ+JmEGoZAR9sI4DHgZ86xR9oS1HF5VDnaxJlnWDnaD0vdG703EGQ5ZcrH9NYU/6XEJIn3su88WGmcfHx8PDHNY6fvVbI+a1XoiC7Rc9eHh4WJ8/f15fvnxZd3d36+npaV1fX68vX74c1jaZv/rhaSy2MUhhyaTnj7/6rkmH7e9NskqEtwiTfdR7y18GxrfCUkcPa63122+/rX/7t3975VgQohWS65hwGxoKg0LUiB2pWaDub6Ms+lPjNlPGyHyvIu+n2+/3hzU8P2eRtjxJ7lPbsVK0b+63ZVzm6Oh8SkOttV6BnuXhtchGNPzZUbuPJhudZz9vFMfSfhksLIM6a8uNqJi5sQPoHFpu7ed+vz+kIi2T6d66zon1w6nNrQyB//x6I5epLQOA58zgiX00a2I5GsjWenE2XAfB828GBQM359ghmlh0WWQiKDg6iEAJVUmUx2Id9xjqYD99+rSurq6O+k2f/KJjRxuds7XWYccp6UbS0vv98bJNiab3KaBX+IvKwHNN3dym8PDwcBirfYQjPAiGbc310+/Hx8f122+/refn53V/f3+41ezh4eEAjtWVyqXzwZxYv217jhQnAunxuz3b5OXl5ZGdu27qmeznI+UvA2MHUMQval9dXR2YjweFMbneKkcH5sgOFkvh3iCUwmxurXl3VSOTTpyZCakYdtbiSEgTc67fW7jWOnrkks8r2FH8m8+1zBmHd5vawdBOneButzvato2yeR3G82jn6P7V8Vp+dVZ1OHZQZnbWJ8bh6zuPTjNeXFysz58/r+vr60MbjMk6YdlV9u63Ze+opuQNGfv9jHX+OEna7VKAr0GuOGpvPDJB63o8dXt8ZfW1PcvE5IK2bYPW58rCztB1cd7E3t0HR6C9l7JEigIJsG7UvqmfnebOOKC7XT6x7lcv1lqvSBn3RPvcZgBoswBjEmG7rY4hT47jT6a2nJ0wKJI9w1f9+PHjcOM/NrPf79f9/f3hb2uJoaTZumkyavJWvaxd2Y5LWhkfxN/PgS3Z4prqy0fKu4HRr0/xJPC/fx7Q9fX1enh4ODy6CvCarukkT+34mPP+TBDGZIXvBFZ4degTKKPct7e3h4lZ6wWorbSkjXnck6O09mdiOHZqBuuW8/OXxz51Dcn1l9m5P466JkC08rmvOBU7Sztzfy6weizTuqOzB+4Dx/nv1Bbyhl1fXl4eduB505AdbR2u5djI2OPHkeEgiRhq9B5T57DOu/PsOhg7a9mk9AssdVgGMAOi5Wud47NlTl+sv54j68CWj7A+ed7957l05sBz4d8bYVmGBWKWWfo0IfsO5t82Ux2snOxjuI6x+Nay3W53tL7arIjBoBG05wlCfn9/vx4eHg598jqs/ZgfnMF5jWL/9V//dX379u0QjZpg89LlKeKnTvprXbS8ms2o3EoWrJMOCsCMT58+rdvb20N9U/mrgEh5NzD+H//H/3EkIJTLC/T+w2k5XUEuu0rddSwruR33xAi5HgEy4WaqNhg7kEYojlw5Rp9wtH5KDEwLo3OfWYP0ZDqd6L5vAWP/6LfTpvTLddTY13qJFjBOwML9sEHhgBox9P6wtV6YqR0CrN87JZ0apTAmrw3jPJBFQcZG7nkCnJ6fXx57xViIFqb729w36jMpoPDs0K7X2HAdgVi/7UTc32YBJmdvQIF0VUd9jufSgFb7MQAYQMvAp8/OZpRUNi1qQLOO+sHn1h8fsw44eqQuCEKjDuum6yfbw29TRsV2jNy4xg8C4Xw/fABfN6XSGYs3SfmcBgVNfSMDMiNnZ2dHb+mwLpvo2fbtv3e73fr27dv613/91/X777+vP/7449BX+z6vv1pOJc3WE4r9RAmIz5mAzBEyc+G+WJ+ntv+e8m5g/N//9//9oOzd7VSWSkFheUSab3qtIPykBP8GI/d9LGVsXoecwnIKSrXWcQrWjm1i0qxPEIkwxtvb2yPWyXqD8/2A1lrraPyNdGmrqS+Ocx5rnHXkk0Ob5NgXueJcGLujEK5DNozLAGeH9/z8fHQPaJn9FDk6EphYZpm75791eaxsMPj58+cRoP348eMovVqj3PqMc0HPmDvPU/XILNt1Ygv0307HETHzTdSBDrHrGUdRotHSKKKgYeI46ZQddG2U7zgsX+c5ddvMyeQLCqb0rbZT4mtbsf627ZIOj8Of0V3IjmXSLE8zDBOR6zybwNNH+zcDOrpHG9gyURMpT/rebJxJsAkQ9vAf//Ef67/+1/+6vnz5sr59+7Y+ffq0rq+v193d3fr06dP6+vXrq4yO9d7y9PcpfYxtOMJ1MIWcbTvdn+BocwuQ/97ybmB0ugQhe7Kcnlpr3n0HMBmsGNQEto0mWqyoRK513pzn/06jTHWadXZNkbHc3t6uz58/H5jvxHismGutIxbp1NFk3Gsdb/mGaXpzjAHJzmiKrLr+6DaQN/IwYHA9hIBI0HNjxsy4+kodG/vk+DxuR45bjqbZBcv8+fnP59YyNw8PDwcwvLm5ObQxpdQm/XExOHh+PB6vZZUx2zFjM013el6ZDzuY+/v7Q99hzQYx94VSwkcfOLc2598r/6bBuN7j8v2+bqcRUtOpE5jaVhrlUr/bpl/e7FICtRXloBeulzmxv/F8mgh3fp1F81q36/EaJePnGjIfBUzO8ZJNQcYZleqwb3v6+vXrury8XP/6r/+69vv9uru7W2utw2Mud7vd4TF1foCE07+11WYU+H0KftBxR4CeI+bPmQFSvCV0/6jybmC8vr4+fLZiTkzHzr6lEYCLFRsQmYTr+lHIOrYCg52ZUz4GAfpL/X7ItsHj6upqffny5TBZTjkWYDBQjxmCcHl5eTQWmLQVyzLjJadNmRUgbBzTOqCVFhlQX9PhBiunSil8NyjwMGT0gzYNBE2r2mj62fPlYwUvO56Hh4eD4SJXs1QDPvo2pfLtDHvM8vY5dcYTy7ZsOha333ORMU7T6SZHGLUTA76dl+Xb9JiJbzeXMO63QNT98gt7d7vdIdU+AblJgv3AFGEVaEw6GKfHyO9O808k2cCMfjW917VB/9Y5tdxqg5CEnjstWzAGL2eRVeuOcsuTMU1E948//lhnZ2fr3/7t39bFxcX6448/DqT+999/X5eXl+tvf/vbK19Hn1zss+tHbEMOnCr3LbLk+Zww5B9V3g2MjTDWesm31xjLWj35ax2nO+vU/d+K00n2n42qzNB9BgRI79lRul5+Y5ODI63ffvvtcO/i9+/fD0wNgECZ6Mf0hIgSCmQGEOP8UH76w292vK7H66FlpgXagoTnoaycdTs7F+bIETCOzvdB+c0NXmOa6kJG1Gdj8hhMJKqbHhPzQXFbXmsiAqvz6bzV2U+Owc7bv3mu6Qv9KNuuUzf79zxUL5B3WbeL59Wk0Q7PMrcNN5vjNtwv+rbWOnpbhNdC+3qmOkhk0PM4bruffJJJSeVhefa4bZR++HtJtO17knP1ZCJLBjbO6fsZfY1Bh2zQzc3N4ZqJuBicAE9n6R4fHw/g+F/+y39ZX758Wd+/fz9E0Dzd6+rqan3//v3oSTuOaj1O5sXzN+kNtsp9mgbB+meuq17/o8uHgBFBW/ms+DVuOzAvluO4mZiyLDNZO7rJ2fj7VOgv/UfZYExNd5ydvTz7tCmTs7Oz9eXLl3V2dra+fft2lCJkQgGn7uK1YjYSpJ92MH4XosHCgOF+URoF+5jXGSaG3ggMxzRtWMJZWKG9E883RbfPHq8Bx87CpMB1+Xc7Hm848e/OICBHIpe1XnZb95YhkwTrdWXEvNjIOz/tlw27KUczexMfR0MUrvv+/ftRvz0OZFCCVwdde2P+DdAlHgbwyQF3PB272/fvrre/45BxuNgv7VrHqd8RlmVUoCnAWWewH98fTH9ITTodOAGjQcuAwH15FxcXh/F5XbC61yCF8y4uLg62WNl1XCXG+PJ///d/X2dnZ+v3339fZ2d/rl8SWd/e3h7GeXd3d9jFStvV0ZIl67TJkaNCE1Ifm2yx+v6PLB+OGA2M/s2OGGfRSA6lx4mudbx+gpDM5qYNPq7XSg3r3FJy+jaxeIyqhs0xsyaYmd/1BfjQP/rVHWN2VlZ2y8egUOX2eoYZn8mFr3VKx2uBkwOFOBQQq9yeUztPs1iuI/Kmfae8m+KyfJBh9auG0fQZMn1+fj6KnP0UGzNx5tdrxd5sYVmZSLlfncP20Xpn+TVCYX62NtRYd6eMhxm6CYN1wFF7++XfHCV5PcoZCjt625tBgWjCuley5L5sEba2VVArEcQ2e9w76ekLesqYSmTdRtfhTWpM7A2qdvCVO7rX9UfkZ2JHf7m+wMAa+qdPn46erVrAobD3gfHz/29/+9va7Xbr8+fP6/b2dt3f3x+Ci8vLy/Xbb7+t6+vr9f3791dLJp4jSKijQObRhKpAaLlZD6wPfuflP6O8Gxg9MP7Wev1Q46Z+7MyM/h50wcwT2ZvHy8IMjFUkDNNMEcFjrAY+0lIoCeO6vLxct7e3B0b3xx9/rPv7+6M+2/l4HE1hOr1B/8sG7fAZO2Oz8yfqbf02UPphmdj5mHiYybF2WoZtZXQqD4XnHlVS1u6vt8n7v9m+57fkofPu734Or881oUAWlsnj4+NBHwDHzov7QqGfk3Fa/0vCGnW1Ls8N55cUFAhoa0qdtf2CqPtruytZ8rXMs8dJPfzu9SEDrn0I55uI0Tfqsf4wVq7rjnP3seQCXSWrMa3dmQxYphT08/n5+bBTvf7J8wXo4Qesz+0roMMLrClb6WvLxnPqjYJejpmIsP0MfUVmX79+Pfi++qObm5vDLv2Hh4ejhwF0Wc1ZpJIEz791v7+b8BGEWBc8tn9UeTcwemF4v9+/eoYeTLcAZme627285duRhg3ewjDTtyPgO3X6uG+yxhDM8q20CBolJ1VAvbBLnnJ/d3d3AEUUvCkJrnWxk3UKqL+vdfyST/rn/tgQ7BjruKh3ckxcS/+5xkpMvW5nMk7AxPctTlGn6zBIeF6qC0R9pDub0m3fu7baTVcu+/3LPY8mdOgbDqHkwG23HyWHHmMdr+eitzF1t6mdmAkbDr5la95qKy5tx9faVp3R6JhNsLpxgmLd8nxTbwHdxyw/A48BmD98DKDje6EBEG9AMQnHj2Ef7j+6BDF1RA6wcR8jaUdHzZYf47HfRO8meZgwWga2ceaPx1Wye5PbfuoHOtfUyUNJGKfl6b56zguGk19sFszrzz7uOomomW/X+88AxbU++Eg4BOyozABYBsc107l2apMBObqheOJbt4GFYjDnN9/H56ejkDYwu4J9XVxcrK9fv67/+I//OKzn+PYHALhOkT7aydWB1HFiSHZSdRKNrJAjsvLvKFIJhuXmOej89HevL5NONmv0+h3ne648FpwKDh4jxyExP07lVVY2aqdF+1vlb5368ePHuru7W7vd7vBEI5+/1jpat3EUhS4YiM12PYclFp63kh1k4CxGdYrPBlBHW8i4WRW3U6C080KW9If/BiH07ezs7OjBDo0ekDV9en5+PrrBv+SJvtRh4rQbiTA2R4SuqxmiKWJ1mxCergvavsg2IBd2sKO7Nzc3h9QmEVbHW1KAHjsbVDudCCV9RiaAfyNL6x/zzLggoNTte2a9dus2AGHX674agB0tmghO5GgiWLRPXf/M8m5gLHOb2KfXCz1wrp+ipF5jJ3zKeGssEysu4zY7hAnxDFc/+/Tp6ekAildXV+vr16/r//q//q+DIbi/ZWruo/tTZsb/Mm4M2mkg19EUqRXZZKR1OI3pP4+BYiZHFOh3+Hl8gCMOkQX5AqtZLnVMWQPrEnU6UoaJc8zyYF7KSmkXXaNfJiWPj49H99j6TfAeq4mK5V7HQZtNA9V2kI2jfNsKeuoIdr/fH/T2+fn56NFgFJMr66Z11f2wzEzmAORu6KheToA/ZYQsI8+NnwbjcXOd9cu7L7Fxpz63HKftj+u77IB+NgpyneiGSRC+Bb2yzjob5QeZ1A57L6JlTB+6aRD5M08m6Vzr+w8919UJP7wEXXt4eFjPzy/Pg3a9fj2c34ri30uU0YkS8eme7vok64WzgP+M8m5gdJrKkVEZJaUOoOzHxoIiNA9t5beSmtVRPMkGDJyWnebV1dW6vr5et7e3hyfK73a7gxLw5Iezs7N1d3e3/va3vx3ui+vCPW0iG6cdvP5AaZ85v1FMI7sCvJXc0ZaZFRGQmbpBGUaIoj48PBwW1HnUFE7ebTpqsgy6loACT+kvF+tBmb7HYibr+XUGw5mIaUODU6CV9Y8fP9b9/f3RPbuds66Hm0w1cvG63VrHwO21I6drPVauJWo0ALHujb46deVSUlki0ZSwwcbzYMCobiIjOzbqtxM0IaJOR3HWM2TImu9+vz+89cHO1jbh6wuCyBNgKjEky0Cdkx5ONmibN/ky6frx48f69u3b4Uk1nGcdon2uMyCW5KE/JcaAG9G79a63f1EfPmgKYPgMwKGDXIPOIV8Dq+XlCN9jcDuTXU263IzaP6t8+Mk3dmo2gMmx2whtYHw3yME6mlpy6G7Q9HlmuhYWIEgbfP/y5cv68uXLkXPyOgM33v/xxx/r+/fvh/SpHXPTU14UtiP2WNdaR/f8oKhm3ShrGf3EEie232jGda31EqX1Rnzff+gIcusGZveJVFQNyoBXOTTywKEgD0d3nOPND9YPA4ifgORrPU+VlR02ES96wO+sFyEb97WkwPIxkHg+7Dj53QCLrEnNeR73+/3Rq8XKuK1fBoxJbxz1uH7P7URiPcZuzvHY/Oe5dx2M3TsYbfcUO/qSJNo1iXEk5HT8NDd1xPTJ46GuRlbogkmu55Cx3d3dHemSSS3Zq8mHub4tAoD+liCiy1dXV0fkzeM0QWu2ztHy09PTur29PWrL1/H97Ozs6DGgJoImfCVWJpbFDsuL36b19X9UeTcw+lFadUZ0EhZjRthJmKLI/tYIqM4ZIXpCqM/Myw6ACPHq6uqwq8pG7Xd8rfXnJh7WzVAOP5LI6TwrqZ2vHc00TgzCkbgNbCoFyCq2FbH9g4H7had9X5qV0I6ihAXlBWQBEnSAsdU52wDc/0bPlt2WPjmNheE+PT0dvVJrrXVwjC6dD+SDLJCjo3+/HQG9KUh0rihm9f69INHrql92pPSt62yONjxXEzC6vQkUS3A8b81+oDPo3lb6ru1hawDhRI7pJ3Nq0PKcup+eo4mklhgYcCEd9mvU4Y081Mf+hTpzz7PXMvFrloN9gkngRJLt9wwmPs/zwTsY8Wdcc6qUZBGpf/nyZV1eXh7dM1kihZxubm6O/DEp8SkL4zF3XdN2Yv3/Z5UP3a5hh7vW68gIRm2hN4qalNTsjeNnZ2dHN8lPTsdGsrVIfnl5eXhT9fRuPoO6nawfXICCsbZRsLeM6IsdvYHRClyHbUa0NWbOM9u00rJZaK2XCKhRoo3TTpU5LCtFllzD+Si5FRRwgjx4Pnq9dccAaRmYGdYROALpWpHfh+mNAnZ+U338ZsBHHyyjzstEHExWHL14Lgv2Zuw40/Pz8wORM4N33SYH0/wZuDxm+jhFgQWfOuemT0sEPIfuE6TM+mcSxbw1csSmXJf1yH6kyz7eLEf9BvCfP38evSTg7OzscPM9bdEn2zCgaSLn8XtPA/o/7b9Y6+WWI/Y4OJvkN3Z4zu1DPVeu3+ldbJZ2nf1y8bzaz/Ls4f/yX/7Lur6+PopSqQ+CycZG/BApVZ5dbB3tnFv/p9+tw/+M8m5g9AQX3NZ6fUvC1OGyx07olM4wK/MxipUVRQUQYV5Ed2XEXTNkYmGw3TzgP79Jwxs0WBOxonjsHgPnFKyndCPtOuVoAPWLO1HEb9++HUVAOAAU3UZVQ6+s3F87V0d5u93u8Hi1tY4fRsBcGbCs/IzVjpI5st55nkrW7HzsPBkzTs9Rl9ck7WS9I8/yd6RQlktb3qQFeJVMmdV7TmH2lj3pN/rhugD+gpY/Gyysc+hFiSnF82f7Rl5dO8QWXbac5mTTgIHrZI5pq76njtPfaZdHpqFTjlBol7q94cc+yf6FsXreLUO33X4yl/ZBXaayzXnvAn1ytsCysm0WfOn7zc3NOjs7O3oAAH6svqf+gjZ4JNxvv/129HKFtdZhw2LJhsEV3+lNfXxmA1KjZQMmOlgy8o8sH4oY1zreUUnn3FFvirFTcSrCToGB+d6tAoPZAvUWiH1PEZNjZcLAcQS83NdRHhPkXVwFAkcLZbwYHmOaUoB2gI2gTQJqkPwBAigbRo5D9g5RP2/R7L7RjRXPhd8tbxj2Wi8vQe16oNMpnEt93qjg85vOqnPhu/vZlDltmERwzRRlcn7Bj/MeHh4Ouu3shdPfzZC4n3aIzCPRQJ8m44h2igCo1xvJLOfqim2S4yWmlcMECD6n53vjSsfKn3+342Pc9Adb9H1ttvmCXufOJMu7JdFTbqVoREI9lhfz4Cd0Ib8tvWzp2Cwzz7nTtV6/rI1CTnwu8mI8trXOL+313sNm2pxNIuXp5Rn6cnd3t87Ozo6WpQy2jcadaewaq33I+fnLQxgcGBUEnfnpmP8R5cO3a9QA/TtC7gJpJ8KG4EjFQFWj7KDt5LvOiRF2RyWOhTUoP9KtaRuXGlGNwg7K/cSB0SdSYlayXtM6LUN/tsITHZKe8ny5zwVZfvM5yKFtILvuvqwDdfq4JMcO22077VVwog0zbhMOG0gdZxf+OcfO14wdQOPapmDdJ9o36DIWNh50baqAsdax4+R6Z0BM/miTz9NtA/5rtqXzv6Uj1kU7JOwEGXajhskHDtvn2rYsu/oSt+v6TSC29Nfzjf2xUcnpROZ28mG+D9IkYQJm97k2Zt9iHTOZ7nUGUY/bumcS6YdfeLmj/bL80FEAqPcml8zahzv74fdAmvCSdXP6F9JuEt3Ax2uu1n0v2ThAKDD+I8uHIsYanQdhJuNop+BUtuvB4li5zuyuBrDWy+0OTpXaeClWovPz8wOAeAImR+7r3Qfk0cjGr7GhGAC907H1W/FtJF7/dKR4f3+/Hh8f193d3bq7uzvazUf/LCdHt2W+brepIWRu8PcceoOG1zbtqAxQZuCWkY3Scz45dzsP1gFLribdss46knHkwdisixi0N99YFz1XHOd63+y+1jpKo22RTEdK1j9/Z45NBp1StV5zTeVR3e75vs6ycoZlilqrF0RxPdfXWI6d72YROO555jrbi2VWgmYSVID0b/ZBtnn3cwLLRt0UE6KSHOuNddrFpIpIi+Mls9YxjnnZ4tOnT0dzw2fa9bgKQtTvW5w4h0dE0pb1wOuLzWB5vPSN23kcSfN7o8jq7t9T3g2MFjpK7/QlAOXNJDYgUihc07UAGyLXMtlVvt1ud5SOckRlw+U4wPn8/Lzu7u4OjNAOqGmFLYGXnXOciXNaid+en5+PnorhOssEGyF68nHS3G/Irllv8bdckd9EFmw4jqa2HLZ/M3DVuUA8/MzRviS5kQnn7ff7oxS4z53WK52WMikzuBb8CxgGubXWK4fUtCP67HXeKTWJUSNb98c6ZgC0bjW1Z/Jp4tkIxbJkXHZQBcdJz9daRyTA+sOfo24TGtvRFvl1VoJ2TaAtE4P9NF+WHcdLhnCsjuAvLi4OOmoSiUO2nXgeaKPk0n0qATBx8fXogFOU+EmAxoBbh09kPukg47Dd7na7AwBbJ7084qi25Mlydl9YUycbZh1ks5/9mfXIdsFcEdF77CWLjMfH/pHlQ4+EW+uYcXlzizcxmA3BmvmzAVHMRsr0/LsdhDdb1NB3u93RfV4/f/48vFsMw3No7tDeE2AH09SOWaOZ9FrHa6qkOHg8FGMnJTERgT4CjTpZo7m/vz+89sU32drAGU+ZPuO18pV00J5ZPIDdzMHE0nB0NjZkZcfo88/OXh4ybifEmJpqX2u90jl+K9FY63jzmMfqvpVY/fz58+heRtpkfM/Pz0dzVUAAQK0vJj4ml5anyYB/q9ydLqw+TvbluhuhTSTUQGb7ZeyAoslY5823wJjE1rE5auhtRvTdOjZFBR03dUGMayP4pynd6fFM0abl7H6XZLpv7TsRmm3IUZ1vqHdbrq9Rl9fqbMukI+13AGqTQKLHkqspg+E5MBnwbW2dZ3QAzPDSjKNjbIvbQhy1e+7+WeVDN/iXpcFM/NBrHuLtjQ9nZ3/eRwhjaZqz/+u4fK7vIaLYkdrxkOt2m1ZK+lkm7XrtNKwgBq5GWV4zAxT3+/26u7s7Shu670zytHvWkaLvQTz1MtMC9gTgBpbJOTB/Tu2Y+VJsmHW6jRCnCMe6VSOyTmDwjSJMKuijd7+6Ls53ffzGGNGPyu3Hjx9Hz7ysHLjOL5z17mgDGXM+tUd/He11V6LbsIwsZ8vapU4OPbTDbCbFDzAwyLt9RwElmB5T5xkdcJTAddYhvjcjYJ23TnXspLGdtry6unq1rmjZmOC6DyaalpPlzueuTdqWHD0b7OpHkYcBCLk0QjW4eo7dlsmU58i65UzA5Ps7T07H4kscBLjfkBVnfpxN82Y3R7/UY5/ENf/I8iHItVJfX18f3jqBM50cJgrBY9e8AL8V8VHsSNZaR9GpJ9cRK+kI/jeFZQe61uv76mzQ3ghBsfFYmbnWY+CFx7DSKrHH7npxLvSD3Dzj8saHAkDXzexcJuaJonkx2wvknienghxBMy7qNQsuIMJKDaTMs52NdaRrdwYLA43f3MIGKxc7eZOBptto1+ebRNhBlgiZ9CCzEgE7PNh8Aae6xfitqwZn61TnFnLTDIfrow7rHA7N9TnVxtjOzs6OCKizItZzR2fImD5aTw04dqi9qbv+A3mgM44Wu3RSGzMwTITH89K54882QQGIbVOOoqbMyFovGQ7bsGXpYhDzHFGQBcscXnppnRC5Kc3sOu0vOW6/RJ9KPgFOMmlOcTN+UrK2i5I2+7x/NCiu9cEXFXs98fb2dl1fXx+lIT3RHEPp11qH9OZar29wNqjwG7unfFMvgmMtipdysgGFNzxYoF6fshKbPVG3FXWKeKocNm7/XV9fr99++23cyUndBS6fQx/6EG+u7+5ZH/e4JmAq47XjnoyujhaHQD0GY+TocXLc6UM7TYrb4Vo/JYOomjWNSW+8BjhFFJzvqMP/MViKnb+Jk43dGQqze3SueuQ11EbZtQuPzaTGTtN61SixjHpi/q6/v9l5Wgd8jcHOfWacJlD+M9mwo+vtAW4b/+Nj7SvzUyCd5IOueHenQa5ExEBqfS9Im3B1jj1m5sSA7XH7YRn2VZVpgd5tsb9ht9sd/KZJj4GN88/Oztb3798P47QM7LM9F7Q/gSlt2T9x7vRUqrOz48fKIRuTL2PPf1rEiKLyAG6YWH+vARcArq+vR8ExQU47+QZcQNUh+NPTny8Nvru7e/V4IgqCrfPwRgb64Yku+2qUVUOhTSLo6+vro7USZGHW6V2cNmz6DCBans/Pz4eHKRdIavgGw7WOX7TqPqP8jSgbHTkiYlxl8AZbzysydR9976rrM4CbyPSeMsZg0uPIiN89Tr+TDxmajXpMJihue9oE0+PMa9drXBxdNttg2yhYtm92PhOJcx+tK40sCsDu57QhwnNmWVCafkdGnje3hz3YGfPd0b1Jiftph99xmoB6XdREg/54p/NEGAtClYd1gfOtl17WMUHlXM9viYSJe8dhAm7ZQC4NkBRnnOyXeZFC59h9ddbEWQL7Et+wb/0wifFehL6BhPao0+vFjMU6V/twKek/Vd4NjLyFAsZRtmeGXidtZL++vj44pA4IZfL7y3isECBzf3+/vn79engAttc+alAWviexSuw+10mzgWd6on8Z39nZ2aHfzq+7Ld/YT9+8aYP/3rxiRuh1UxtToyQvwtsBTqDHZyuhHYLnshEE6V2newooNhIrZ1mwdYpxuf3e/N0+r7WO5Eqpk0E+PKHDOtKowE6/6a1pkxS2YQfB74AvcvAcuEz61faRl/tbsjYROsvbcvH5TjdXNnVuXldknLWrglyjHesWcjV4QFh937GL+zTpYonUpBc+9+rq6mBfOOFpPCWW7UfHa5u0/6t8TaZsr9MDACwLolPq7PxZfxyAGJjwpwDjbrdb379/f+UvCzzuZwGIevnNEaJ9m+s2AfJj+ey7iPKr2yXnnff3lHcD4++///6KjZvZO+qootBBHAmpTxsTzubm5mZ9+fLlEJnudn++Dur/+X/+n0OkBAupMRZoJ2HYURVE7UC6JmEws9GhmBcXF4cHlTeSsNP04+NIC3idgnQBkSJ9MAHoxE9pIytZI0kzcIqV2ut2lmOVjTGVbCAbj92RgY/zm+eMdpya5BzmxZu7GF83cHhMjNkEwusfZrYeq8ELYIMk+R4rkyBH5gUNrrNRNyLf0jWPi/6jg47iPeeeDztnt1GCZ6BCt0p2O9/V+Ym0WPaOPgA+O0Tkab3H1qwX1pvquNuuPLjOGz8cYTqdWxl6LlxKGn1bGN+Za7+02MXO30+x+vHjxyFgoE+Ms77WkSr6BxkD9NBboi4Tbeo6P//zEXK73e5wmxtyQzbeTOho15/9JKJGnbVhjuErCY4AU+zv7OxlQ6dlZ33+e8qH3q6BYBDGWscpoKK2mZad+KdPn9b9/f1BYWAnX758WZ8/fz48eJZXPt3d3R2MwxGIFdvrkBaSvxtY6PvE8mCsdboFStpF0dnwgVFbJgZE6vULV50/r0OgTjuSkhH648VvxmhDoe+NjryZAudgOSKnpqUsi4JYHYvXW3C4vqZ9MpEiHVW2aYZN32GYziS4XV9DH5lzRxvI3WPxs1Jx9AU0y8YAPgGv5eYxNXqvoy8BdZracuEaywidLZFqlNE1bOs7WR+DmqMYfiN69sMvPE+NfDz+gv0kZ8bmCA+/UJLiYj1jvLY1L6mYFJl4WW7djERxCtl+s/Zk3XA/PC9875uAGm25jY7Zy03Ixxt+fK0jx7XW4YUE1qOLi4uDLljnLVfbSH2Qdbl68Pj4uL59+3bYa8Lj59j0yasDu8dhCpQ+Wj705BsLzc64BgfbsUOyg2YSibJ+//33w+7NHz9+rL/97W/r+/fvh4lw27TvtIuZgsGEvnGuwbmAbbbpdhoxNe11dnZ2eDu3DXet42cCGrgMXjbs6R5Py7hzYcdZAKD/9MPOi3o9Zs61kThScF9KSnCO5+fnR5Gux9AICmOwcdtZ2wE5wrMMqkte8260VOfoCGq3O97cYACn/q4fdu7ouyNKrzO5bUdqlX/rpm3OcdRhsmj9aV3OyFjm1oM6EoNBbaU7y+lLZWtQh6wYuEyEWB7o3Lk+PlsXe6+s9aPkjuvQVy9zNKK0zHt95cG1tn33odkRExnf6ub+mbSZYLe4PRNl/+Zj2HN3fPp+XesD6623t7drv/9zKcs+x/5hq3/4HkeOJgb1Y50L/AYvi7++vj6ANfbR60o8JxJ6qnzodo06Bo5NN1r2sT/uINtxvW651jq8GJi0lhWXNu1gbIxWyinNttbxo7bsICrAAqSLf2OdyulEy6praGXUjI0t1HYmBgGPpeuPjMUysDP3rQmcZ7ZpRTJzBdStvHXyTmtybTdgVeb9PsnXY+811oESHgPwxBZLiCorj5dxmQ1Pu0C96Wet4yfeUC/9dx0FqEm/JkKGXVifaNd63vqYmy2Zl1B6Dkvi0Klutaeu3p/m/pugTPVPbTOmzi9jmmyP/97sY6IBqab/JjMlC9YT5nLStd1ud5RupJ5utvF/fBx9PDs7O2xu9HxaJxyp0x/fKmEZTnqA7tTW2U/hcft1doDjw8PDoR7rjWU99cHknDE5uitBow/0F9LJg02ur6/X//yf//NwlwJj8D2/9Mntvad8CBjttOxMGxE5vWKlYd2QiUQxvn//fnQDexXJAkJIVVAG74ikiuxSEJmc0cToDYpWYBszDMtpuxo6sjLTn9ifHUcBwm1a9tTjx/BtjckOxvX7NVZ10Ja3HdZa61Wqk7luqsupJTZVGJAmfbNjdr/5veM30Dfl2bGYAHiszK/BmrotRxOQiXSURFg+U1SB7J329HxBjuxonTGYwN/zNQGznSYOEx213Ox8aM+EyPrt1BjFxNW/cWx6mMBEptCnRrXe3Tql1VwXOmidcf3VJebEPsF2ig54nru8gW8kw7LWy7IB7dgHeixuhzlniWFajy3YcAxZ077vALA/Ojt7eVXcp0+fDnsoIH+WFf+t91PGqeTJPmwitNZJE4H/8T/+x/of/+N/HNZCSfsy/wQmferae8qHgdHKstZxWsiKZnbNpPJONB5pxg7LpoIMChaGAbKKzGRwLb9NBjixFtdTh1GnenFxcdh9yiQ5/eGowuBgBfWaoiMuP6VnSrl6o06JwcTE6Qug0Y0XFDvjtdbRmpCNkXE5CnUU7If/Wsm9oQiGysK/12aaPuL3Rv78R26Vr50MdeI4cCZTatRyqUFzzPPs3X2WoXUPJ1hAdv2dE+uqz3HUPp1Twmjd9ngL3t4ZaIJZG6w9Wr7MQzeJ0Y7BpX7EOux5sC5NJBZ7IXPjOUB3aseWiTffuBh8JqLmCA2Aoa/UC/EnHVn/5awC+myih9+w3D1ffPZDDEySIA0TSNY30UfW7Djf7bKZ6MuXL0ebIBlP6+ZYQZP/XUN2H2sD1g/kTaYGHOGNIfiV8/Pz9fnz53Vzc3N4lOZ0//RU3g2MvHOr4XLTcux0cjjrh2ejTF1DRHAWmieF3/lvhbejRHhWEjt4O1c7CRtcnQ9Cpp/eiei8Of11tDytG/YWE5QReVhppw0Qdqr0s1GHnSHfzcjNeC3z1ku7yBS5NgqGMPgWGvfDRsiivgkD7LlreQbdzl3Jk3WkY2YsBij65fMYh8fscy0vz7t/d99p00Bc8PccNeJrZGdCaKLiUufr/pQ8ThEF+li5mvA5qmSO7Oymcfg4816ALShPcrb+E+WwPFPCYeJGsXO289/tXj+yErmZZO73+/GWKX4DgNd6uVneQFwSxDj5zVmXEhiPxe9LZIcmbeOvHKx4jl3ffr8/LBl4zdP+jn7udi/PcF3rJSvlebNNmVTQH9qfSgMbn1ubcRCC/wQYkSG3+3nT3HvKu4GRnaIM0p23YhHW4wgsaAT38PBwhN4Ti/Qx2vRxC5HzrLxlq9TRSMnFdRsszRwbKdIP/jNuFN0A4brqmJCPU3FmanUSyNSy4b9v3ZiIAEy794HaUDjPjpE3oaPs0zNo7RCRBVvFYbC0P2UIMOSuE2+Rmkbqjl48fkibU3528F3A9/ybYDGP/jPQlXEjG69/QBS9c7lMlmvoc2+Wt23UBqy/jkJcd/W+QExEz5x2l7SJVx1i+0YpgLqf7Y99g89DBu6nfY11uTbguZ1sjnkwaPuPfmB7Xh6gPQcB9on2IZAJy97zaHJqMO456C6gAGB1f4JJlDMnJQCWW/cTUBdzx9s/sFlnpOrjqBsb6f4Iz3+xwHPl8XAet7Gcnb28txGMeX5+PmQp7ZvfUz70EHELiP82KEeLdhZOo/HYtj4RoXXb8RdIClrtkx2jlaJ1TQbJxPs5qxS2CsMYYVgGJEfGZpRl8QYSR1hEXXXsZpx1QO6j03sYDfWTtsYo3Hbrn4AJMLNRWK69AZ7j1h3rhJ2YAcN18sB0M22Pz0BheZiB4+CtHx4b7XXjBfKoMVb3W7e/G4Rpww7MjtH6ymdH0HbAE5HxmMymPRcFLNuelz+8+arECT0tCaouA5p1bAVLUmHIs/fGuh2Pi/5jj93V6k1KvQUKORfw/SCPKRL2vFU3GhwYxJsuNXkq+fQrv7jn1XPYP+ryU21sj9Yv5tibqPAHyNhPNSvRQkbo5fX19dELixsAYEP29bWd2lyJp8dkAjZlZkx4drvd+vbt22E++lrEU+XdwGhh1SGjHNyM6ZTQ8/Pz0YNrvZbB5DPQRqQVCGViGQjIiupzmnYyQJlZW7kNEjc3N4eNQ2zPR4GdZlxrHZiLjYWxTikiy5RjPq8pLGTt/vn/8/Of753ks28SdoRWRmfZ2+j4o47Hx8cjp970Z+/hRJ44926wWus43ehiOVRuAAXrtO4Pv9MfOyA72a7peKdfgdZ6w5ib0rEem9R4/gwmdRSOvnwjtuVrfe6SgnXE7Zo4+HgjrN1ud3SrjtfNqiMmd/2rk/PYq19ejy658Nwzz07nT1knvluWtgFHLI4Yz85eXrvkue06HbZg/fUcNFPGXHsJxtkLk0n7oAKHZev5Y97xSxCL2qD9BfbGWJzJsS1aRzyfJp3eUIlMTTgtIz84wfKxDk4kwOCHf6SvJV62g4eHh8N+lgY6p8qHgNEdaPoKQTaU7hNFECDfp5QfApgMmnM7wDp5gyUCo/6JiZTFWmmJZtZaR4pI8UT7VgoMoQDTm7GtbN45ZadCu6RxMVSfS/08Lq9OCpKC86ctA1lvO+Cz2TOL8I647EgaeZHzt4FX1p0P5tv3m01z5wjJMvRzFA2K1TnL2O0SSRT4KNNYOG7Hbj2hv46srZOep6aGS0rRQa/hUAfjmwDZjmetl0yQswZ2vNXntV7Wlaq/9KvpN+ugZdJ+2Ek6ynPmyNkDRzzUV4C3zZmYmuDQPzv0EjE7285r/Rtt20awu+oT66N+DrTXuBkrKVAHFfSBefCtItYZp7sbEHC+ZUPfO6cl8/Tt6urq8CQz20j1o7pSnbUvs3+0Llu3q8vWfaeCnfF6b3k3MNowcVjtLB1xOsUKxJMMWF8EfFpPgQFBUZ93TDoN0QlAgBacFYJi9m/FMbPCWXK9nTXnVREAA6cD/Wc25FSPHT0KY4PmOAzXqWrkM61ZMY84gQLMxI4bJXTjTgGaz/Tj58+fR9kGfud8gJEnK5mUNLpqNOBxWT5mr4zRoF1Qn9h1nZKBkd8L6G6v0Zr7Sb3VfbftOqzj1mnblvW+xNG6jFzdzxJD1821jQDcRnXZulCb8Loy0RPH+Y8+e14dqTlKbHRhMuFoyClTZ3dMDJBto7OJ6PS8KTr3uK3vtnFvuHt8fDwAJMsK1T2P2VHUWi8PO/Au+UZb1iOPCRvzuxitz557F2wNv8I8NhVrvbMspjam6NAkAJkXk6yPjqL9CNHq+VZ5NzBa6bxF3cblXLJZyNPT03p4eFjfvn1b379/P4CihcLnXm+FQGh2Vv7NyunrXP/ElhzxmUV6nLRtJ1U2T3+dx/YtKV5vaQRWoDVjROYUrkemRIdmjnVkderIyw5wIg1WurJOOyM7PRMM96fKjc44FUx0aWDzfWlbURq/Nxo2qE7X9Y/jjWC8ucDOyoTKethozbK04yzAOuKe5sPMuvo/gWqjM/fHel2H3nUnX2+y6dIMxQQUE4m2fbAHwbu53afe4oSMOMd+pW1bRsyRSULnm/rqT+yL6J99A3bbJQbk/vPnz1dr5A8PD0e6xz15RJPOWnkcBRkiI/xQgaVyqR14nqdsRHWRm/3ZFev0teeacU3+ufW+BcbV4ZI4AHGtdbhN45TeTuVDj4SzI3BqzEbu1MX379/Xz58/1/39/bq/vz+wIzOBDrjsuGBhxleGUXZWx1AFsMJO0YPz8BPL8SK7DQnHjMF34b9GbznYqfl3pzOdMjXA0I8pWq8TtfGvdXyPm5XNTKwy9LzZ6dvxWPHtUDxfjAXGaqLCdRcXF4f3f9ZZ0be2STu+fcZr2gUgG63BuMBX/XDqy/LoHPi39r8Erucb8HpO7dA6zpg9J5Oe+FqDr3WS8xtlVU8sIwiT06LUDWFmI5sjQjtY6vVGMafKrJe242ltjO8GfX6flidcH7LiPMujsp8cfokxRJDfmFsi5oeHhwMoNuXqiNdr1QYF/DSyq5w8d/TXeu93VHoOmnGgL4A3t01YN5GddaX2OJHJgrX1umSL63wcHMIXv7d8+H2MZt/eUGOFNijs93+mCFB+K3sdRA3BArACe+B1aD6nDrwOZwJD/lBA2sEAGYPfC4ksmFxkUGfQUL7O0VGhldzM2mzMDmCKZgFhG2mjPzu03n5iBj2lxyYAmMDRCmnH6JSXr8Vhem5Ju7Hr2emtAlsdN+kdPwKsQEPf1nrZmWiwtWzrbK1PrsspO5MmrkVGrq+kxASQeibmW7uwrO0wkB065VJn7g0SnrcWdL7Ek7l8fHw8kOJmTgAAP2asjpG+e5NOHblBjf6YVNTPOB3njMV0CxIyYAz1Fe6P56aOv3bjJwjZHxk8TRju7u4OBJEnvPiVfO4z43TGyeegA7Y924X1sXM8RX7InWyPfTxj91wiH/e581SyM43RRM5z7frQM69Xv1U+dIM/Qjk/Pz+EqF3crsP0s+0QcNlpgazA2FQAxQBhg24I73Z8jO+NTthZ60lyn7mX0RuSaP/p6elwO0qVu+t6tOH+mimzBd11MFbkXSW3U3G/JjYMQHZOHh8fD+c4TdpSJ1XWzG8w491ud3CCdj5meVzDWDBo5PDjx4/DTjhu6u6YGKcJDTJ2pIT8DCR+cStM3U7BSwjIrwSs8kHH+vQT5sp1Vz+st5ZRdXlizxNpdN9K1HrcNso8AvgmgdY9y4vXy3kzmCMj1hP9lhnmAb2mMB/TBhPO932FvlWj0a/lY10rweKYU7idA/exc2T/VZnyhgjrY0HHxNVEg4ejfPr0af348ePwOLRe+/j4eAArk2HrTUGQPnKuI1rGZMBiXhw973a7Azb0lhGDmHWqelifXR02gfTc2ZYtU2T39evX9Z7yoTVGhHt/f39YK5zSdtP6RNmD004MigFYOP6PQPz7lkDdJwvXilYHTrrC2/zLTrwOhjwMOt0IU/bXvvp4nUQNqkwY4GAcfpKQ01y0s9Y6cmoAjmVpeVp+ZrSWicduEOq9V2aiPjZFZLyrrsDFdU2z4QwxUF5pxrUea8c0ESD303pKhMFx5O8sAVFeU0O0y/U1ZMtj0uMJ2CpPz7XrsR0V8JrFsbO3DnGs69m07b+fP3+uu7u7A0H0+iE3ZFO/9yGs9fKkmFMpNgMP43KfJx1xf70+2ewIAONsDwTVa3bTPEzyqM3QJn0w4PDf9SE3Z1kou93ukCYkevSL5AEdHvdm0G/kRpu+Tc0+BhLinb70wXrG+c62GcRcbAPWWQcAbqPY4HmtDvt6Y9fUj6l86FmpTBKTYSGvdTypXgurU/TAuM6TUwZRdsNgYRyc49/MgPy762q0Sk6eiTKbgQl5s42ZspXY6cvuhrND9kMPSDdN6UsDI/Jyu/TJjLnOy+wYB7/b7V4xOsvNoI1R+KEFnXuOnUo3Uby+Z2Py01bcfqMnohDezlLHhw56fk1EOFYGXdY8ycXrXDhO11PnRf+dAq5Tt5EzDnTQ9XoclWmJpMfuNhk/Mp2IVB1202yu12vn6DL7C6jPpJF15AIgcwfZ8LpQb/lp1NpIFLC1LtJnp0+tC87q2OHa9n1+ic9E9j1f1EH2pNkMdMRjKrh6vitf5hFy4T4yBhMG6q1eeZw/f75sdOK/CaZ1hj+/WKFZv4kgW2ddF3pXstDzCoCTf/dY31M+tPmGSBEG5TXHDt4D92AsiDKJOgaXrYmYmHPTpgVeHz8I4uL4IbxNvziy6WTTrjcNIDOuX+tlzWi///PZhLxVpOlSy5z/GL7HTVtNpbodrvdnpz28+5LrukkA+RQQy8CJ2qZ5QtZ2iiYY3tRlhkoa3m3i+PwwCUqdP59ptwTN51YGbJm3ntZJUZ/Xv3C+u93uQCCvr69fMejJiB15O8qvndgh1Nl4nmpPvq7rtJYZ/bITNEkxEUR//aDmRoO+d5NUve3JbzGx3hmsnMam3s4Fcuu8GIC8WxQQ4lqv6VtOJVvoySQXrqN+IlCDsueRz45oqOeUzVUfSF9znommd7VWd1yP23Vf+I/dGmSrd7RncJ/KBJCMbZrTyYfTD3TLJKttTN+3yruB8e7u7pAe4XYLA8RaL/njbvgwA+h/f57Yb0uV3MKyMPk8OaK1jjcWeHfh1D8mylGLIzJHN83jW077/f7gPLoOyVicmraCmvVsRVNXV1eH2zcsKxez/N1ud3gifSMnA+1aLxtzzJ7pH44D43PE6rm1g8RhmKUiKz/aCqey1ksa0kBJH/3ggurdxCita2bVTrNV1mbO1iXPkx2n9XSa04nVllnbjiZ23TmuY23/TtmkZWenb0dvPXe60d/5DIE2gZtAhtSq+2bdmMg0OsC1nGu/gGwsU3SFrAlEzE/F8eYr+5GS7MlJO8Lx04OwDwO/58393oo8DajNynReibaZg6enp/Xly5cDWO73L0sLzRbUp1ZX7Neoo5kjR5hdEumLF0xkbAsU+9SJEHj8zsQY6DnX9Z4q7wbGr1+/Hm2IoGNlNhw3cJTJFfQMHGW4lIJaDZ3SXXxc67bs2Pnddbo9R1MGWack7BQ8XiYJJgco+uW3nrDuYLXcrHhOHU336DV6rLJzDs7B43Q0Sd9h9JW9+8W8A7ZrrVcbkLxxwnMDKbEh4Uh5Oarb7vqRna37ZOCpDtF/DLibajjueXF04/pq1H4IAn2zAdcOCmZb9uQxdTy+vnVaDpabdd1t1lEic/rR3aHoP7LHGRMZmhxCfJCB1y59Uz997j2srON2vQ+98b4HA1ll4gjODhv52NYZY0n2JPfqncnABDDI1ISMDIcBpT5tWtv3bUn2L26PHa3O9jVtO5Gyqe/WRe/H4Hqv+xu4yMjUVj1HHa/9uvvG2Jkjv2zZ5KrtvFU+tPmmgrMDMRjaodvQ60hc7wSGFLM1vpthTf8np+j/7qcXq6v8bZNJcWTXzUaORgHEu7u7o40IBgtH3lYuExDLsuA7Ga8X7O34yjL7zEfLxMdQZq41CbBMfvz4cXibdkkDDsBzANHiuAkGc1JGWqBxisykx07OTLPjdHrLRg0wcpz+eg2mcq2uVq8d/U6OB9lY3ywr+mJwLAuebGELiCdSaOJBcX/cptOoXUqo3tFmsyieE9dvcocu2cH6SS3UXXJasuD20NdGNSUwlXXrsy6YDAO6Jl2dE47bf9jH2i953uvoLbPaKv7p/v7+ALp9BF0jf8ZXku5C3yGKJfBE5CbF/NY+Uxp5Wmdq09Zl61v9qNPp7y0fAkYaL+pWQTiv5zC4U+dMv01sxeebAdfBb11LKcga6LmmIGkDncJ8DJQH2LJblHMNjHa8bq8GzX8b0FrrKDqp8XF+0w9msHZcBnszMV9vILfzAfR8vdvsJguKdcay4TrWsu0QaNs77c7Ozg43QHOeb0b2nNIX30fmjIbbMwFxhuDs7OyVwRnoq8MFNsunzhcdLEuedHoCFjsa2psA1v87X2utwxhLKs/Ozg6bxXwzutcRXZC9U/Yml4523N8CUK8hcmRe0FnPY4mg7aRyJ/VJ6XmTnCxbrmHurq6uXslzrXWUOcG+ugmuEablZvtztsM6UP0AEDkH+7i+vj5aS98C/0nfPGaD6yQP98PyY/wmW96w6es8f/YHDtTcV+te07lvlQ9tvilA+DeKFdDHLIwyXgypjqYG6frcD9fHdzsRrpnSao0YvdbodISNzn+OAHa73REYwqK7xd3K2zoNoGWgNQ7fHjBtUnB6ygrqJ+Ib0Hx/YZlj59mprKZt6Qvteq66Xsj53dzD/wIVY6Q/NjobWm+9MdGxXAoUBUGuYXOIx0R/zM7dx67TWUa1p4n5+vwtO7C+G7g6byVbnsumRt+KQNF7ryGWrGzJlt+wDda80EW/labjtO0wT34UGeBqP0JU6LFZn9xvp+pp13MIyeS4lxvoP2BtZ195NPLDP5T8uG7Pve224Lnf7w9vv0Ee2HIjz+fn50Mmi3uzp4jU2RPbRPWN4ya4Pm+aR+s97Vgfq39cN0XMLhOhKS6dKh8Cxg7eHagxeUA2/An0KuAKcHJIKGeFbAOcgND9coqjqSL3ySwOIXu9FbZ0f39/eB6swdBAYdlgaI0k3D7nWiEpKDzyd0qRfvnN5rThaAfFX2sdLcab/ZmF1WlY+TgHwGYcjhgo/O6NNq7XRKUkxrrSCAqHwX9HsZzPPV9EOZxvUuHomeLosgYH8UBGBgnri9cnp2ivc1/dpU9bhG8ipBPIbJUtZs9/HLlfQdYUJ33CyaFPllOJrXWtYNWMgeWLfhPF85v11JFdCS9Eyj4KfXVk4rX3yth6hn6VCHqc2CByM/jSRo9N8z9F0JYh53r8zAWyrQ9h85xlZbJkWzex63y7D+fn56/A33+MwwGNiwMQj7H2Yh00iCO/ZmpOlQ/dxziVsskth74Fbv6NYwWlSQBlATX+Ripur87XQNINHgZfT6CZPw/z/vbt24FF+9FSa728Vsfp1Cpvx7zf74/WCn0NhsNYeDKRI0vqfn5+PjiwOhizaORYlgvrNjhaxjBTG5FvxfD8ed0OuX/69OnV008YC32+vr4+3GNaMlZCZXD0GhRjc+qI4je2MMam5DD+Rn0liVP2wsXOhH41bbeV7q6+mNjUIU12VhJhPfEY+N06T/1dJ6deO/7JOdfO7QvQB9KPXu+3nVp3S35Yc+waKX2b1qw71pIJywjA8JIQvqCkyZ9NgG3b7odLI9vOl1PsjtadxcF+OvfVA/SHp+g4ivfLEBiPM0wFH8vNxw2a1NWIsLo5FWTfOny92+SYCes/PGJ0MRCZtfScdsKRWp14I9I6vm4Q4DyzDDNHK2cFZ2e3BbxNtVjofjrG/f39+uOPP47WEiegt3OwQvnWgzqUOkt2eGEEbHKxbEmhOiXqz3bm1P3w8HD0GLxGscyxnZmNDsNyX6+vrw+AalYL2DMGM2czQ6euvPZTnSqAbOmf2a3vg+R2FeuciU+ZLXNqORQQ/PDlRs4UR50lQ9Ybj8XH3iKVk+75usqT/3a01kuf76itcvJ5lZcdlVN6Jp3endw5dArRtmC9K+AyB+gJtyr4oQwGSezaINTbmZxWxF7sLxpR+cEEzjTsdrujuu0bDFrI1WuEBc0SXNtSzyUNbll5np0NY1nC0fgpcDGxsw370XJdy62eTr7Yc0w9vtZjMeGwX5wwaau8GxgRngHG7KGT2hQTTNPHzazrJOzI6jhQRq5zuxx3BERf3a6ZqRkYY7Vy21BJC3DbBc8t9ETZiApE/mxFnBacUc5ph2jBlvNtaB4z40G5TSgwIpTX9VoZMVTWhEyKcFYYATI7Pz9fd3d3r4iL22FsRMdm19Ytt7XljBxpmFAxRsZggG6KF4dNWwUTf6fNsvCe7zqtA9Ztzm39BUj3ld9sP3baU78Kpv6OjK1D1mF2DXdd0rKyzln3DFxeh/X1zBvtGhSYK3SsztSRpZcCHNHZxgxyTsFaX0r6TXImkLBNuH9+8IX7Tz8BPdu65WDgM5GwTlnmk/6ZmDudannwx9ghvQQDkF1nQqxznEM62b7Z6/2+1iTL5Mf65zHVJ3luqM+/lWy8p3xojdHMvyBZpuRiR8D1Pq+OgWLHtjWgsonWaRA1ezDgehwT4HjMT09P69u3b4dFa/58H5dTTwVMR4ttx2kXWFpvJaD8/PnzkH7k/ILuWsc3andsJiaAqucaJ0R93mTjdTkbKmP3E5G8DrvWy05a+j6xORMFR47e2MBfswYmIB4nYOhMhJ129QRjtl5x3HPrBxp0XukHf307CE5g0t3aAuebQDqtV5B0ffTLc9Y++1zG6GPNALhO2rUtTmTR40FPqBt99bW9Laj3m9IHjpH+IzOAHJgv9BG/gF4yNnSeglMumbH+e5OL/RxjPzWv07tHracF/4Ie/aOPPDi8tuBMGrJwdsA6Ztvx3Hjt0WuJnk/rAgGIyYKBsPpge6QfJjD2Nb1+S9+5tue8VT78omIa7mc7zgrI63ZcMwGof/PnAmmLHbwFZoMxmyIF6ah1asfOZ62X98fd39+vr1+/Ht2GYQfDsaZk7ESc1sQYym5t1Fyz1vFONsbl1zSt9fJIJjsHP4nDLMzMCrk4pWX2Tn/4HQfDuU9PT+tvf/vburq6Wp8/fz56WwUyIrXEMWcSkGFJA4bo5zDSrp2D570kwO15XnG26KlTZWbCjh79GD9+p45JH0vKarw+1w7UgG+9toO2XpVolSRs/XFbTEGU/hjcDfiWred4v9+/upXC+uO0ph23SQPn0YfJRhztMWZ0BMJ6fn6+rq+vX73pZ3rtU/Xdes139IM6iFCt07al+iA7fP73ARpOxzN+p+1L6un3pEfWNwpEwJG36zEo8lSpPhjcc2vd9H+nvQukzJ/9kEmJ7Zxz2j/bmfWyxGlLDlvlQxGjJ4PGGupvXTsxKd+7VEOcnLavbSmTsAKaGdkgOa9huo0MMPnx48f69u3b+uOPP9Yff/xx9P446mm7VrTpwbs4tj7Fw9FmWR2/d0szhkiq1/NkJoVxNhVk58Dc0McJ+Pmt82IwxbH5M/UQLdBfHBr1TDqz1ouhFRjolw2NurpO47Yng+kaWOeLY15zcUTjm/enKKFgzbECYsla58rHTAK3QNLO2HW5QBymtWnOt32u9UIsmFfPh+fH9lWyjJ3xmx0zfWJjCONERznO2P28VhMvryWfn79sWGPODcgFID+YG1kDrM6Q9AEV1lMDOXNvgmvd9q1YnhsTjPoE5mciUtVx5scE3fNqHYU42W5sC32ogq/f7XaHZStnHa1L7pf77XPsZ+x3quP2V87EWC/fUz70omILtA6H38ocDTI1ZP/3uad+dw7ebZolNd1k5Xd0ZuNrSg9QXGsd7k38448/DrditL8o2eTQPCnIx2/xsFxLMmwMBhoTBrNVANJt2RBRbqLJ3e7l/YsGV8ZnQ6NvjJUxNN2F7Pb7lzRqN2ustdb19fWrMdgJwvY/ffp06K+dotMrTfNizCYejMnRH/2vzprNOpL0Nnenr30ua7U4Z7dZB1LnUBJT9t/zpvOti85KMNbeimOyYrsgErLj4RjyMihOTrZ+AB2zPtt+sA3rktPzdspO7aETfoO8gXGyT/pv3YXAorMU+sk80japZffFxPvp6emQTuwN8IzVMvO8VWcsK8vbJBI5OMKy7TratmysawYT5m6/f4nAeaQcdgnA21e7zd7byiMxLdcCZiNJ+9Mu87jN6VzGUqJxqnxo8w0Dq8F6cteaI0TXw19Bz0Dm3ydmMdXH9zr2tV62gluBzeLcB6cJ2WDjR7pRzIQNtp50p/mYmLbL2gZ9cFTmyKCpCL5b7o52OGYH4PQODt4gzBoFxl8wRCHrmDF6DMZpW5OB3W53eDQVLzP182M7ZnSJev3AAi/mW5eYC/qBrNZahzT6tLbZjIGP+Vz6acfvtj3fjsCniMFO2TrYsUy6jr345m3XYbLEWKY2qMvODP2trpn0uC+TnLAxy83EwoSCeTVhs0O1zN3Xygg5XF1dHTIELSZPBgYTZwMI/fz06dO6vr4+ilQBQjtz1i3R2+7CZDz+m9LY1Gl/aJJleTmLU99Ke8isewfcfsmS+8T5pFbZZMc5j4+PR/hQ+0I29GGKbOmrCYF/s8147ZC+Fhi53g95eE95NzB6IL5vrZ1uhyxoG5OBpAOq4XfC7JR7zQTca63DzioEa/ZghuvJ4r1yZv781nQn/TXTAQy6gw7FsLE4oizYWoG3DAAjX+v4fiuD9NRGIwfWHkhxei59vl/PY6eCDO7u7tbPnz8Pm028FgPBIPrmmEmE58+RxPfv3w8M3L8D/gY86rCTcrTuOmowNjz3qYTNv1MeHx8P94FxvLuLPRdbOn+qlOFP59vm+O5+12mtdbwNHr3hN9ssv6ETrrvA52vbdgkWDgyn67FgByWR9R34KADKJLg26SgO4mZ7X2sd5tFvjnHmgmMGMQCz4OA5o9RXlRSbYFlejV49P5YX2Q1HkpZf++155Br7G88BcjThr+4xBuR7fn5+9O7Z6sWEIf4zsbG/tR45QvZY/+HAaAH6mDvVENwCsgK7TCjf39rWBLTul9vhM0q95QgayXGPIhtsvEEEAOl2bgzFUQOOu6lRjnnTQVNRE6hZWRr1eWwAEWzfRsImhP1+/+rFyo1CKWX+sMPdbne4Z9EpX+SLAdAfG483QzgiqcEytqurq/Xw8PAqFcqYp0iwhlHy4Dny/DBmgw71O704ETrrKNfhQJ0K3wJB20TnoTpfYHH9k50gK/ev2YXOAU4Y0Gh61fLlWDMa1kWvK1pfubfODt9k6enp5ZVQZKksL/sdANHkxHOBnOgbuu+1SusUQMc4uP8V8mgZdX7plzeOTf6qEZDH5vnt9RRvkPG8FvDsUwvoHDfwl8B4Xq2nDpjsFz2HXkLCh7Rf9mWuozKbNvVYnj32kfKhG/wZnJF6cuCNdihbANnJr5JYKD6ndVUh11pHDtnjqOM068eB8pBkwMSOZkpL0W87IKcgXbdz3/5tipIZlyMYxu4oDRnwn1QS4GenZufmefM6jNNaTsVwvdO2PBuW34nQff+TwdRj8lqTx99o5OHh4WBYjfzpBxsxuhbtByl4cZ70nh38tA5RRmvDs2PspqUSxzrpyUlSSoTsoKwf1ret4uv4b7bdZ55y3KTJhM/jb7qP+gEzxspc+nyn8ni8G/0FpLymb5udNoV5LZF+OnI1EDRjYrlCVr0TsylRkyR/RicBT4+9hKj6jv7Zf9oGSnrsKyw7IjmP031vmvjHjx+HNX/rYv2ydQY/YGBnzosDnM93NuQ8PDwc+WvrWYHSODCRRor1y77SY3mrfPgGfzpFB/xbmUfz1hNglqU6KrMQ+J2J4LgVowrDulQdj51DIw9A0E+ycWRYA8J4OIaBrrUOQLTWy64712XW09saGkFzDCPEeDBAlJs1O66B1ToyLDO0bDy3doicX0fSyJp6GJM34SCbOkYrqxlpo1dvovCOR+Rq1o7MnYayPsL60SPrtomTyUcZvR1EdQtgtGNsGrwOYWpjAuQ68qaTXCanX72qg/XYkIUJnv/X6da+2KBh/Xa77SOg5n5hj868QFy7roWP8EP8fZ2zALbVypq+eOPP5Mus8wbQzq3Xw0uqvTGqG4TaHsX2YZ3ijw1BTrWazFKndR2CYvJjm8BObGNNWTIuzvF47IexP9uyCU0zYFs2RzFomgC4XyWhp8qHgLHRiztgAzVKr3X8mCmXDriA0GssjElAViYEX2UvkFqh6Kvz3+2H1xScevGahHeNdbMKzs+OySDRbdqcyy0NVmyDBPdXerOB2wS8HRlMjJMUlXfn2XDs9Cg4oTIyWDQMEYX3w6dt3L6+jqCO4unp6eBQkA9tFgws9zowO0jk0bFWnjVKOxDr2ARWJnmeX0C92QCTB187AWePWa8NrNN5vs2k+ojjsuwAfoNix2v9NBhQpluCLNtuzrJd+c303q1M/RwHOO3MnS0xAfQc4d9MxLlXGLLbTA6y8+YWZMVYkUN9Im1aznb09Vs9TjGoI2/qJXvjR9Q5k2Si2HVLj8820mjcGToDcMHdpIkNfyaOllX9QPW5dlryZ/B/b/kQMDYV5GMwO5TQLMIA447TaX8+ZcAVkOvdUjIr2gQETrXYafvt8zZap30cDXjSzQr9ok7kUWBc6/XzGg3EXtuyowCMzF5764aV2I6sMuA8v/YHw7HM6bNl4r8JDOgzv9M+YM16Z8HPCm3m26gRI+QcO4eOl1RsdcMbeApw1RnPb2VTUCxwGeSmVCp9taPHqfI7KVqDq9uivfa5pMYOaDoP/bbDsrxbP9fanrr+TT3OENkBemyAHyQKm+Q4ulCHa1Div22qsuY6y3QaGzbs8dW34eAhauyC7h4FolA/0MA6sXVvoH0n88BvfkhDdaH+EfDDhjyurq2v9fLMWftl6ipIWpZdXnMwsd/vD+lbdM3jPIUBTc1Pfseyrn28Vd4NjFNa1AIoq1lrfrOAwRUBlOX3eyfC7Xi9iP54jYkJtROaHAmg2DeCe/y+3mPzWlJTwY6+yvBwOAYKR870gTp8ywiRX9NzbpN+0wZjLhPESBivwfD8/PzAzO0YrXDWgWkXIM7CEeJkZPTJQF79wHArT28fN0Gz3vga+mGgNFg7rVMniRxNCKxT3thTBzPZxERSJvLoKGDKzHRO61Q8967X9XhM1g3m2jt/qdNOyhGiCRr9s20Aun4jBpkRzxegSEakBNug5zGa6Ng+6SvXAFCeI/pb4u61a6dx68zpd9f2DXTUWZu3Pdg+nCGZ5hsbtDwmX8bccC67Z7Ht7gi2LVhnPe6mMguO9BH5O0jwM5pLcjwPHPN5rt/EwaTF/bIcTpUPRYw26KZ0GKSLjaDXu06DQKPSCRRdcJLO60/ntS/9DbABePxH27TH5DqqNDuxQzAYOO1K9OcUFgrNpp+1Xh49xpqnoyH6jSz57whoGreVyo7MURQA5zlBoS0T+gP7tPFP4EcfkY3v4XS0VuMmGoT00L5vBSkAed5oj8/Wu94PSb2Wp2VqgOJ/sxR2GpWHdblOfrIVy8/HJ5LTuri+QOtS3e18ta8GcEhPAc8AgWws+/1+f9DzbhDjfEfl1O17pifgdzrYc28nbTKNrjml3cex1RF7iaaEca2XfQqNLgsiRL0PDw9rrXV0G4nl7r4X1CkQOsZq8LGO2D8wNog95NJA5aUOF+uW/wyQE5BOvp6XTTubUnLmz83WIPMSBetN+/1W+fAaI58noPRgpnO3QLKDecvYC5YTqzIIMFlNEdjheaeo6yYNUifHeV5DdFrHxmCAsPNwehAwwkmQevT9gt64U1ZmxTQrc+qtwOf+Mh7fy0UbfsrHfr9f9/f3B0Dy3NE+/bMzRMaeZ0ePHtda66ifNjzqwEGSmrHBAPjWwZIE5Ob7c/ne+8/sYKuvZeIcYzyOnGtLnsOCldtBVydi2dIx14Ysg9ZjPXBdBb8Ckj9bp2gPGTjz4DVCyFbbAMSIWHiEW7Mlk2PGxvgdogO55LVt1lkTQY/TDxdnrrCPs7PXt0ZVPo6gKX5IAO07Xcz4fT+sx1SwgJga/EuMKM3uYUfIyXKb9M3ysqyaLaMvyLSZJuowMfXeA/ezRNdjqi9sf/lc3DlVPgyMFfLU0QkA/X+LLTNI17V1nuu00jTN435Ovzmq85oUdVq5qYdJ8pPxXexQHWH5CRkGQ5Th/v7+KFVaJ24HbYfNsSm94BQXit8IEOX2dnO3yx9gZMBy6tFKb8bvjQw25ulNF9Yx6vPOtq7LsPPVemiZ2Og8j9RlB2MHRR8gFe4n3yewsr4ViOlHDbqOqrbTCNd25u8+1v+VT6+xzVqH6F9t0jrHH3Nd4gPBu7u7O3KegAKZGorlj8743sMSEuu318zsF7jGG1CwXz9NyWOpnCjoMm0542IZlhDbthhnI0mPZ7f7M5pE56+vr4/ux8anMUb7oy1/vKUvkx4w1reAErkVnLjW2RNvXLQe8JvnYgtzqNv96Niq/9N4T5UPPUS8gFfWUba1xbTdaa638HruBK4FPTM3n2tl7XU4XhTdD/TlvEZpZkYAsW+FoF5HAW3bt2jc39+vu7u7Q0TYvnh3GBGmwRzlw3GgaNOmBxxUFdp/3FfUG4UZE2DC9nnfQA2I1Pk7Ure8YccwY0epyI+6/eQOH3fbBg/rgHXEjstM1/rg80uQqNeReLMQ1mdf43F1jJO+tNheprmtfTUS8u+NKAyGBcnerjQ508mhMi++Jxi52S497+1P9dQbRZChyYtJIdea8DlNSP88lrXWkY0wFuRwf39/9Eo4zofoWb4laZVZCZFJi9c87Vu4l5fH05XsIxM/jce/2S+6X/Yf+JrqGUTRMpt0nz47yHAGxdkldAE/R1qZvrqtztPW9/5mPXpv+Us3+NsBTSx2YhZF/zJXOyVPYtdzGhHx3WtPBVNHiwavpifrCKsUdTxc4/PdVxuqFQb27JvtDa4ecyM/j2dyJvxmBl2H6j5ZQfnN4G9DqVOyLAxQfDebrtP1Fnsbl51ggYX5oR+WTQFsWnN0W3UUlvkUfViHHUEyf5AJR7PWKTsw/3eqdSKFlAkES/IMFD7fKevJNj3P1NUNLb6WufStPMwt7bGz29mYZmSqd+6TdboyY4yeQwOtIydHctaD/nd7JhL2N27PQM3v3tHtzWye361sA/X1XNuFAdUPHiHdal+IDnr5ovZrAl/y6g2F1rdGj7VT+w104ezsz2fXepMV/sQE/vz8z93+PtbgyjqyhTklpybr7wXHv7Qr1YKxQ+lvVSqzJP/ua1oXv5nBcI7rYCeV7zta65j5IyAbqNOWVgTO8eYZgxZ94BqnDnmqA+Pwxh5vOLBzr6z4fa3jXXLI0IpjUDJAGuC43qmoySEiswKmUyrIm3PtQCZCYbnu9/vDOs80Lo8X+XgnJP+969i/T+0xP91k4dIotGSqrwein9Rzc3Pz6qHljmLL7N2GN264b3bAvs76bV0sqeF4nwI0MeypTs7F2aIPfbQZn/2AiT5QgvEakLoe1z54LDh7iIivMXh4jrHV6+vrozm0rZtE2gbtiEtkPPfI1zIs+LHcYJAq6djtdkeb+SYfSH3uL8svrIv3IfmTnTa69m74+giPq+O1r6VuF7IFtGl97vhY2+c2OHyESaZt2brn32yvxhc/YOQ95UMRI2Vid3RuYhVV3gKXjdp18d+R3NSXplDLxk6xUZTAiuE8PX10GtXs0/V6d6nrQnl5Txx97LochkcdZlUomSOMpksNSmXaUyrHfW9qhTkxwzKjvbm5OfrdaRFvAljr+M3vXtPhOrfd+cNwb25u1u3t7dF78ZreQx48TMDRssmDnSPA6yicOtENrmNcpNqs04yrAD05wLWOn9VqGRtopt8N+mXRE+BTJ7+7jem8RsPWBfrNJhgTTW9gI43WLIR1snK087Ru1MYgs+iGQdaO/vz8/LBuOWVXqJ/5wi49TwV/y9htYef2E4zHT8Zq1oexmYBZ9z3XnL8Vca61jnwLa+9Ek5D13orlzX+eB/vTSX8mP+85M1EG6AC+5+fnw0NUTCLxb0SNjGeKFt2P+rL6j47jPeXDwNjOFCQs5KZ0+L2GPrEOK18Ny3Wcn58fbhLtxE3G74mz4dqQGy02tUdfSgRcD+9wLCiYsXhtBGW2/DyZ05gcyfnxZ2ZlGB0M3s7e/yfld5oIY5mePYuMOv/Mj9sC9KvwBSKOYSzM8/X19Sv2CzmiPqexOmfui/tr2fHdz8r0mNyOI1pSXIDZFMmWIL7HWE8BWnXE/3vOJIvWi/7SR/68e5Kx7fcvm2KarrTNWO7NatC3KYqwg6Ze649BxmSSenwjuaMg+yUTuUnuJiCWb4k4dVnv0Q36zvm2Bf57A8pETurbnH1Y6yVbRGaKtq+vrw8k9urq6ig6dCahRI86K4/Ok/thPbNte015Ggu2w3msodpHW4+2MMVtFhC5xmu3p8qHXlRchz0x2x7bMkAPyJN7qt06iCmSrMJYOAW4nmcwXOt4c47PRzmYPKdjeH8jUWKjOia7Y3Tob4NsSqcG5Fccla1VmeyM7GTWev3uSMvF/XEdPe459bqWnRvtmC1Xn5gLz3nfAuI+wjL5zMaDApp1xzrr8VRn2m/LrA5u+jwRR8vETr7tTsTOpc58CzRb50QwXWonJYyeKxzZ8/Pzurm5Wff394eXBTvbYXk0AmiauWNoyt2+hT6QNiRb4CiRW5/cb68fe1w9hz50OchzaH2c9jkgRyJH6p7IyqQLky8zYe01PsbTsZhXwJHMC/InU2WAcr2Wd/tSsgJxcmDRtUX7m93uZVPP09PToY8ECiyRORNn2fpzccj9nPRrq3z4RcV0wP+94cAG1Runa7h2tFOqdIsJ27l4A8Bar7fJV1E8+RhcN6jAPrqV207EbJA62FQDKDI2fjfT9EK0Nw7ZEWCYbNfuBHOe2byfslF5GxRxBL79wc7BAGKW7Uc3mf2XJdaoXfeUzkROE0Ggbr8g1XPCuaSMLi4ujtIw01ggNmarGLT77egJXfb4HA16HNXXOjiKdeQUsLXtnlcbm9qanKzl1yjP6UcTGjs8E0TOQ6ceHh4Ouwy51u2ZoLW/BeyJhDMG5o5dmtYtP8TcQOcxOgKmPvfJKUd0pxkaz5UDArc1zeMEjp1710vdznqhd7YH6+N+vz+6FQwS4bVIg23n3H0/BZa0udu9vv/YgIu8mRMDavXE/bJulGBxDud52WmLJJ8qf2mN0cUNOdWy1uvdc1ZMfqf03KbmfL5BcUqL+XtTc3aQtOHUDyzFY7GyGoyZ7Lu7u8OTaVjgb8rWY1zr9boCayJO5TXdVsAwgLIJxTL1+LacSp8mw7oMbTqVRl+alrJScqxjNtngfK/b+UbmRibI6/n5+bAoj/PFYQGY6ERTJo0I3CcbneWNnJBfyUudnsmdZbI1l25z+jzp7Ba4TkTIv/u6KUosuFIXYzeZ7Jj9yDg7ZvSKB9y3H7VXZxJwlMjRDhPds8ytPwCAHSt99m0M9g/YvvvmdBz/ub5z7fG4fooBw3Is8PW/6y1A8lsBsbrY6PTp6Wnd3d0dSI3lPAGy+zCRbeTHOLtnoD4LOa61Du9jXevlhdB8vrq6Otz7StRo4lGAtl0aUOuP3lP+0g3+nujJIeBw3HEDzKTYk9Fs9cN1TiBm52OBITSEXJZsoVNfJ5k2yeXz/FJvH6+T2O1eWCj99gN/m8Jsqskkge8GRsYJsHKu36jh6KwK77lyfWbUpMxMKuw87SRtQFNaw9G6SZQdRY2devpyU6eArKeum+MFvYnZ+/zLy8u137/sZnQd1qcJlMrgO75Jpyew9Fxs2USZc/tih1RwLrma7Nv3pNHGVgRtPeA/OyV5Q0b7h054ziZ9sPO27M/PX57v2WUK6+kkU7dpIKHetY4zX7Yh6nCfbZudd6/V15d6Hj1Oz6EJ46RfU3Hbfgnzjx8/1h9//LGenp4ODw4gE2PSbj+xRcAqR4Mfc2u/AdFBtvaBELCrq6t1fX19AE6nrTuXJir1lQbh+tVT5d3AWOfWYkc3sRZ+c6lC2Hh9ruvu2gz9oV2nUdx3GxSgVoZhlmemQ+qhgPjz58vrb2hnt3t5o71vBWEcZjCNir1zzI7C+fjm8jGYtf58TY9B3s8+JOpz+sL1WPFJt+DUiMTWWuvu7u4wFkeLjiim4vbaPs4Xh+Fi8DJYewfslD62TtmpklrjuPXDelWi4Paty9YdUno+zrm2hzp6O886I7c7te8+FnTd/kQAiM6rix3zNH++3mM2UUG32GV4fv5yr58jz/bN84we26nStu1ieiwg82nZWGdLutZ6ia6cHXBGwcSvt434sXb2YV2f9JwYKNsvz5Xn1VGZ2/J8d0mA7EpBnHe3Emn78XYlfw120Hv6UPJkm7LdN9NHG24LfeH2Dc89+lFSzDh9jmVifX6rfCiV2kY4ViFVeHRoAlQE6IiqUUcLKZqJ3dJWlY7jW2tw/W4lpS8/fvxY379/P3rlU6+vIbFDlcm2saBIZlA1BD9P0sUOpDJzvV5H41idXB+7ZRnwR8qVdCYO1aBYI53YMjvlHPkhJzNLM8G1Xh7DhV5xPp9xStRRFmn5WFds0JxjGbGtnLYMbJP+WAZOpdpJmO3b6dMfkzxAqKShxGZyoP3s73Vi/j+Rmymr4GsAJqcwfbvEbrc7OGHPlUG2cz/ZP+O1fHG0fnoUddI264wlo55TO170zhkej5H+OWVvORaAStRx7PYH6MNa874H99vz72LQrJ5h367T8sGnEeEXTLA1j8H2PdntWutwi0bnunpWncLvsGegYOoAoESu/tF+5D3lw8BYdmJBWLknZZgm02C7lRqoI3Oo74FWkVASnAB/dp5mkp04jrNGwhoiaxhWBE9K+wwjd6SDsfU3j8Fg0Cf70E8MjMjQ4I8zoD+WL/XwlBDfymEHicF0fHZsgMYU/XAdTgQl945d+tY1Un+GzXodseBj2ZtN8pvbK1FAbgZS5D1toWfM1pXOf/toWUx67TKBg4Hd8jkFgJznY/TLOtwxWAcN9o6scDrIke9T/yCWBhXrEnXUZzw/Px9eZEtbHqNl67W7tY4fjIEDZUz031GKHajrN7gQ9XKeo5nOsQEWuXse/Ho8A1bXw1x3ZTvZtHWeaNrrd5OuUJ/XH7vb3VEb1zs1brtzVshr0I5krTsODqjXvt66yVxMWY73gPh7yod3pU4MpgzA7MsG147VWClW1ukcg5odltlX0wb+o45+7xoASnJ3d3cAMRuQd2W6XyjGWusAWAUDxoki07bXejzhbdtyITJca41phyl9a8P1bSeeA/48PgDBDw/nt6YxOA8DsyF5HH5CivUL4Oa1NDbkRgxs8TZpKkh7rqx/TrNb9xxJWw4GhzL4CZgKMu6DdRfSZLLV9SzbnnVoGpfnwt9P/e7++hz/d38LViZHXuNmVyREzanWkij6UFCZlhRMHu0P0DP++x5h+4zq1Frr1ZN9zs7OjpYTnH2gv4CmSSbgwrjsVwy0BnJkYqBEz90nExHPG36P36YNiozVRMF+AfmZ/CGzkhoIlrNhnouJbPn3EiF+MykwOLvYXxpvbD/FpfeWD60xNqKz0DxJZSF8ngTEb1uMG4HQbhelXYedjB9bRGnEYKFRL06Qh3t///79aG3O48AJOzVEPzDEi4uLw/1djMXPcTR4dy3FgMnYu15IX/zw3Yl114FWQW18u93LK4IcVdjgPRcG6jo5jIyx9XmJTe86AkPGTesAxn6yB38YO1E911hv2mc7BWRhPeza6WTwTdc0Nep5rCN2WxMgTfPlaAc7abTQ8z0vdvqTs1vrJSr0NQZWk1fbqAGe79OzgE2GyvYtj0kuBhrLGvutDzKwOOKo77KdGFisf+htbcDnWr7IwMDldbwSX4+lYL/Wy6vhthw9/erGlvrP+nTO82YV+8fJr6z18kAN68eEAe2P66JvJUxc5yWfjtV6WB3mHGc+3lM+dIO/laMK2+81tqnUSZch2gFV+WxEjQwtVECkf1NKhrYeHx/XH3/8sb5//36I8iaAsQEgfINnd/nZkJ22tfOBnWJMZo/IymyZ9csaAPKyQtVBWmb0iToMBmV2dsz0yY7ajolUGMCPkWNMgGaBg3qaNvVaCWySexfNfllP4jwDlHXOhtJoxE6JvlUW/OY+2in4GsvGOmr72eqbv09OqOfWtnxdSajnzvNpG6rDa79KMqiXx4GZWOLoLBtfh45bRh0Pc29QRYcdXdq2TJSenp6O1s2ntBv+hqiPtfX6F8uqgNd5b2RTe6QOj7lyaR3WU9rhQQeeHxNg62CDnQLbVraqwG6fav9WHemYCmI9z4/U65xCIDx31qeJXL6nfOgh4h1Qv1sJpjIN2sY4TaQnrBOz1vFCuRl/Q+mmMJsmAAyIEgEczu8Y/FtTuVusxsbum21r5JQyX6JNG2KZkDeoTP1zCqbOERCl2JCmyIJzJqa41kvE4YgORcZZUod3zbmdMnHfu2hZI7sSAcvB+kNdliPn+AXMHGs6xsbpyGOtdeR86I+jhMp0q9h5ukzXeB5OAWC/ewx2slO77Vv7Xztb6+VtMhC+tdZhndmkiOvt7EwyDDTuJ/Xx2eDnc+xUyebYHupTqJcsRG3PAGA7RX9qS67f+x76O+TPYD+ROo+LAkGsjtGvLf87RYKuFzumfftMA+dEHKuDBWj8bsmZ57uZpfZrq51iw0fKX3ryjRXDfzVKT4qP01GD3ynALHhikG4T4DErW+v4CTNt15NIuocn13STQJWFz67bcqAfbs8L7RhPS5WNPk+bg87Ozg5vIbdzm4C6Rm12aeBu22WpvkF5SllZNvSB/nr9j+sdnXmcjAU26FQpKWXuv9rSx84B/TS56nz1N+unZetrC7iNOF1sIyUaBqMtQ55AzwTSa75buuUxWyfcfs9tdsAyXmu+79HXsQTA8W5UYY471o7Z8+gor5EUOl6fhN6hRyZEHasJMzs2vSZIH6jPdo7uAp7osf2NN+I1W0H9BcUpEKDvJp+23wYAU5DhdkxE7aM6d/TDGSzrmvXF+mNCQnE79fm2ZetDcaXrta7jPRlMlw+/j3EyuIIex1rc0Z43RTA+b4uJFGDdRxuG+7nW8SPd2BRwf39/AEWDg53EWq9vhvY5MMsCPik/zvMantcLMZICj9OcjfxIVdbJOV1Vg27UQb9sdDYqO3KTDculci9o7vf7I8NFRo7y7GxsgI0iIRdeV7SDqbO087Mu2IE4o2AwtxPekhvO0RHQpM9my66v5NDOrTI+ZUfdrOPr7SAm5zm17WONJO20GtmYAF5fXx+iNPTH5GCt1xtapjYqo4lg0C7p2tqk25rkjgz5D6m0LVbOABzgxO+2VUdd9VW2hYKM58a/My4DGfrkermmZG26xcE+tsRr8vH0kfr90JSSrfZ5iparb9ZBxlG/g6z8EICC4ET83ioffoi4G1rrNYD5dyZpa/DtNN+3QHXLcVhhJsMhGjS4oBi8BcNbyQ2MU4RgZfX6hBXPEWKdEXXi1EkpTvW4TbdnwzOYTTl4/+7I00bJb2XYa60jhTfZMMvz702DsI7DNYA5wO0o0bvheJDw9+/fD7fJ3NzcHBm859lrlXY2ZdaMfSJ6E5Goc+p/E4pGwtRlomQQakTavjSrUDAqIbIDKOjSdtOdyLCfC8Ku30BYgogcdruXlChpxWYevH2/Ed6Ws/d5JTsTwTbYODJzFgld9CvsDIwluvSNW6RMBpgPy4jzTYwc8ZoIek3P+jzNpYlY9RmiZuAsQFA/aWMDL+f7v/0E/ZiInlPaBSnrisl+dbL+thmnkjLrZ7Nr1uv3lA8BoztZwdn5VgjtUJW6ytziQXP9KaN1vWsdMxu2Yj8//7lBgwcdez1gq5RhtX9Oi+AU1lqHiK5O2SkbDGytdQCBgrIjJzNtA5uZuZ3Lbrc7Wn+0glNwVgCh1zu2GKzTqt41Zr0A8HAwjYjryGwszB/kgfVJy/fnz5+H+7SIyg18dqwFp5KrpuibQvf1fnYjzgG52uHboTvd5/+TXtmpTHZ1ikRunTfVWfl7/JaDz7dz5HiJB/OGTJsF8TXojx2+nR62ZT3wfPC5Thv9wMb8dhrruevyZo6mVTleoKbPa62jcZYoGCDdpvXn8fHxcO8w57nf9pc8Cs9z5nGQVXG/nRI1uHJ+idrk290WQQd11Iaslx6/CWJ9gXXE104E1WSkpHlq+z3lL6VSp05vMc7p2HR9U311wG3b5/hY++EnYdi4SJ36lode73p6jp23/zjPjqSpHgPTBDhOzdAmisN9gU7PYJCOoPzSXCsx7N33lAGmjtosM89/nY7lD1iYuXuLvlmf9WNii3bGW9GN54Ldj3YydbL8Vr20oyuLd7TfKJB0XSMDs3TLvuDc8pZdVc8nB+DfJ0eGvNd6fVuJnWWzHJ0Hkwii0O5kZh5665TrL8mzfN1/R/zoUqOJzpXHzvW2EY/N65v0174BGRmsPb+Wo4HV0Wfn3ZkFR1x+vJ2dvR86MWUDCgyeA8uY6Ni2MkWWHittWvcsX+aEuQIgbU+Wj23B5Get4/uDJ3CdgNs+1vpgnfinASMdY6AFKjrVc/3ZwqC4Ln/uJFUYbquDN1u1cwQQeu/hWsdrh2XKdTZbBkzbMDwXO1tHMfxG373eYuf18+fPw4tHAXhy6yghNyI/PT0d7p30OqafiuP0ZtszKFmujLUOz7KzIQGW/GcThp0KxtMNR9adMuCCHzrlFHgjGd+k7bmqwbt/1sXqpZk68qjhd23HujARsTqdyZ4mY29Uy7UmKZbr1O5bxNB9qz2a3JpskAlxtGxwmm4FqJ2jG346k6OE6qdB5ezseJexZVzC5SgVmWIbfHc77jfnoZcGasuo9m4/Zhuy/jB/6BU23GjUKVWvvVsXfB4ZNKdc67M9F7Yr+3HmtvNDm7ZF11uf73nzufW/tZHKFplMuvze8ne9j9FlK6LjNzrr4rUXC39C9wk4J+FQB4JxvwAH31dlI2j/qKtpDbO3/X5/FCV1IqkbRuU1Pve7IEyx4p2fnx9exlqDq9Gyw3Z6WbLny8yTz2bTjYb6u+Vk50idRLZTdIzs+N2bHBgv7XpHah8N1+LULfX4qTjWp0b6HacJkolM5Wgn080Obq92ZFn1f0mn9cV1WP4tneO267FPfbIN2wadHi0ZQl/9stmJxU9tW05TZGvZlsisdfxu0sk/eG1v0rXKv0TKmRrXayCa2q9Trzy31sRMsogkvWZvHbAu+kXE1TtnPMg+nYpGt/QBILPf8jimCJ05QpaVi5dHqGeKjrm2fvsUEZnsY6t8aI3RjRfxTzXc3+owGgpznGs70BrDVqEOFJkUKvcQelINHrRn9rbW66ew7HYvaxpdczHQdc3B6TcMif8ohNdQnAbx7Qk4FqeG+U67ngMrb9l/wYDPTg/asXlM6IdlyTWeO6d2OMb5vUWEsWLsvrbO0Y7OKZ3qaG9lwMAalZk0NPU66ZgdTZ9paweBPCaQLDBaPlt6XeC07k3nT87ZqU/rldNZtc+SiNqNgc+bb6x3dmyUCfxYN2+adCsz1fFXzpwzpXw9Z7Q/baBrRMp/zvXLtjsn9g19TKJBuvPn6AvSMWVFAE+TCn9nTCWX3R/RuaktlUDU36HvtR9H+05V1yZL3hgHZMsZOesxdUx28JHy4fcxFtS2OmJW6XM72KkNzutkOHKa2GAnDoO08+3Oz7WOn1laBnx+fr5ubm6OAGyt9cpY13phOR3DlMbAgRv4MEqUl++kQ3/+/Lm+f/9+ONdrhU4j0m8YJyzXT4PxHLnPVUy+I1dHQhg119lJlgzAYjFE30ric6ordjo2tBKkGtYExNU/Rwnuy+QU3JdGxR5/+2JwqJ42dVQbaRvtf/Wf36e+VSf9eXLi7iPtbQFQwcckxE7cuuHU41qnb/FxPzw/tMu1vVcXG2vk6bF2HdSZga4T8zvyYG4L0tyjPPky98P6Un1uVOxI1X+W8dnZ2VGkOLUDuHhZgfNLmB0UeHzWJx875ZM9p9PxZgWsE/VFzbgZzKdsj8f03vLhNUYGRoN2JvxGqTE1wqgh+nqEZSWp86kR26FXuQwi020JDet9kysTZQCy43R/thzWWsfAOS1021Fi2IAir7ryDlr3t47eETDGbaVxGoRiWdZhO6VTprrWOnL8Tk97EwAy2O12R+/DrKyQJbtNLy7+fEg474Yk/dMsRllmnU6Nw/NvfaHvlpP1dkrv0N+CqJ2jd6tOY35PqVOaSu2pMvH4Coh2TiYLXGO5mYzVB0xOvk4LvWKJw6SG8+i366V/3lTCuX4TB8XX1384mrdcbC9+AHlBesvfeY2xulgZmyR7ba6REgSDtmnDywUAZHXSyxLup7/zhCKPtbrka7eADr/izVYmpyVRPV6fWV2ljfrNlo+CoctffvKNP08dcKcNctP1TI4FTVRBsZE54rExN/fPBHmNq04FRbVg3YZvXzDItC2PseOmXUcO7j+gzJgBYNK+pEoBd65hjHZSLma5JgNb82rZWwaN0O3sy4qJ0n2u04jecTvd1G8jNgh3/gs8ZcmOLqt71RsbeiO7ri/7Okr7Wj02cXP2YCq9fnJC/V7nbMK6VTyekte2ZcAqu68tm7Cgq503zq0NEYG5/RJwj3nKdnjXJY+g81i95mkwKiksQKIX9UsmOk6VlzgXGK1rax0/SxnZsLOzaV7qoO9N41tWfgzjRBBcmsLkXM91CeGk89VRZ45K3Cfd5bPrKum0nnB+sw6u8y0y2fKXXlQ8HbNibTnbiYHUwVFX65tYh8/jOtcBIPjB4Y0s2r+1jt8oXUdoJ2enbkUzSLiwbrbW8fsMAUEeNgBgOJfuSNVKBpBOztbKUuDxPHHPpCMd/8dAJwJi59T5nRjqz58vL242cWmaq/pBKtURIwy6ete5pa06fBfPcZ/iv98fvyrIpKcyq2FbBjbSU6DV8ddm3ioFkVNtTEy89mHyM/XRv9lurq6ujl60bUfMuLpxrU6tutoxeHmkmYxe49/YjMX48Q+uz+cXRFwnNsW7TS3DaTy0M2U1GJedv5dCOO6lFoDR/metF0Lr9T7qN8A6PewljrW2b53gdxNSX2MAtYwqy/bVkWb9rOVoAtIU7ERe/+nAODlfJs8TPIGPnUjBkHNat0ERZeC67oAqgzE4ThFenRqfYboTG9qSg8fYeqeJA/h4NqvBEXl60jnmdQH/Vva11vHuMjtzrveYnBLDcUxGC8nwOHAKGG/nD2U3MagjcD+Zb79SyobDfNAPb3iBOZekWEYdlw3V0QLjmlL01eVpHJ435msLUKpD07Hp2kkPm31pO9XfaS62ooaJtDYTYx+ALiF/Pw7OBMr9cXQKqaN4cxqOvETG2RQ7aUdl1EUGo/7Cc1h5enyuFwJZ+/d4OH/KgJkcur76Fc8zIFl7tQ2XYLhvnjP7B/e3BK36aeJU3bLduK76o6m4j+2b+13b6jlu/73lL7+o2J3vpFmgNQAL0eyjytPBMcHOWzeycd1T+hAnNQG2I5g6uMnJTKk/zvXGg93uZWcdt07wZItGS1xjwwJIutmnfZ7SxJYv55ZA1KB9bRmY2/OcT+OoI7eSTyDtdDLOwrrVvsGczaA9n2sdvzyWYwXHpmWdLSDSYU57zvRW9DLqOhiXiRhUbls2USc0ObGprYk5bxHGt+yZ33BM3VnMf+5lLPDYaXqe0QvW1O3YrAu2ZX53Kpdold+p1wANMKIPvhfPfbO9lBgw1qYZTZy4lnF77d3rpaRO6Rd2dXb251OdrKtOn7JbHRl4Q86kb/Wt6Dz9mIBx0qP6GH8uafIc2/YgKLUD9684UwLSNrbs4r3lQ7drOG1lI3grzeBOTobDQFGArkU0x+66p88ofBkJ7dgx2kBtqE0hvBKc0ov02UZEuzzrk00zTrU4ZcMfY3VkhuyddvJxOxQDJ+cDrtzX5/F4nM/Pz2NKxjtPud7rg66H6IDzkQnnY8gGGqeYTHgMQq7PjqxpGTtq2q1RlET1OLJ+C0AnnWr/CgBOOVn/bROUkhgfq15OzqBj9bklSZafz3M9PcdAaRms9RLRmbihz77XsNG6QbNr1QUky7V9Y3zeEds/243vn2O+J7JJv0t+n5+fDxvK6uPqnIn0vG5JXYDZfn+8Hup6q2dOkfpGfYOcCYN9hPWvgQbHSnpchzMm9bX1vyU+jXAnwsN5np+Cn2Vduduntj+nyl9eY/QE06jLZGBVbhcLydd40X5KU7gvBhyvFXjyzALfAmwbbbdf91z6CUslwmPDjFM6AK9BlNsxShRwEL4PzEpeuXW+agAoOXNn9lmDdT+QB4/OcnrLBmKH5X5RD7uCbQw1MhOji4uLdXNzs25ubg5bzM0yiXi7jgUIeyzd+ES/aAs524As7wmQrJM4JqetfC363PmyXm2BpNurXDvnk4312KT7rqN9azH5dHS81uuNUF5LLyhNwGOnSr+dbmyGqY6Sz9bVraUUPnsJYL/fH71c2z6u11VWky/xmLret9YLibAN2Je1HhNEokbkMT3dqUTCx5oRKxkoSe6cTX67hGry6y6OHCtf6rBvaHq5QO86bHtbujyVvxQxukzM24PpsbIKnzsxUTvc6Vr6ZmPy48+aZpwAzxFeGamL26dfZmh+2ozfHlGjnfrEbz7XkWsZk+fCjsm/w7wYY3cWmiRwvdM6tMf6IIyW43b+/DYxNwOiHZSdg4HeTuLq6mrd3t6u29vbwzk2IEdh1ifGOWUzeh59bP9wkIyRsZutV28mckFdba964TKRyZ5XB+25NemYbHOr/qnPJaNnZ2ev0tNdJ0OezDv/kY/TZ+1PdcSPHuy8lQgwHhNqdKaAXJtsSrPzUWBpRI+eTDJHr9EdCC/fvSnHywLe9dr/thWDYiO++temN7dSwPYz3lXu86f/BcZGq8hqS8491vbcBv2t3VoXnPF6b/nQGmPBaGIg7nidwXQukzuBQuusAXmwBhw7Oc5xlFhwKIt1fTjXrQV0FOXx8fHweiQzVn5z1OU+Wlb9wxk7lWHHarArayeKslzNuNw+uzxRQCusAcgPL/eGF89jHSQOAGeNoXPMzsuljBjQbTSy1svDEuzcPMeWmcHcuufnx05z0m35TfcXEK3nJnju/8SOazuWh+e3kaOvdduO+H19S22Vc+1kXAz8fb9iQZf+Yy/evNWxW54lN51jz29BiZSkb/r3NZWhx1hZT7a59TjCjsHyaraDjId3n7MmTjH4moTSBjfrOztiWXkeGXN953tLx1RSMBECy7P2WCCr3bod+y8TY/unqU7XNYHuVvnLqVQb7iTgCs2Cm4zZE2/lntrw5DZ9VoBca70yohourKICb1tMHAoIE+YWC7PStV5SJCj/Wi9P7Hff/JqpMlwAyw9EN7h50puGQW7sGDVZoAAq19fXR9d6/gBoDJDfmh62TL2eatbp82i74Ogb+q+uro7uxarjsBM1aOCEDZQGKK71WDr/di4lUsxnSUdTp3a8E0GsI9n6bQKogmsdEI54Kxsz1W9d8ny2HeaPc53ycx3YyrTGtUX2PLcc57PXiyzTynutdaTv7AloGt9ripw/pRc9bs9527VeV+dsU06VIqs+q9RycHvOVBElGhTb74mo8N3jLYBOpb7c9U++tfZg+U3zwBxPumnw7Hiqe/xv+vUUmXH5u9YYJ8bKbx5YFdiCYgB2LhWezzMAWPlQ+m5acb/71Bs798nhlK3haPb7P9ck/vjjj8OtFja6TurEoiw/AxpgCNudwMMTXBDnWMeEI6INM3JeUcV5dQQ+7/Lycl1fXx89aMDOzQ8F987dtdaR8tvA/DBjmC+AeHt7ewBkdt45EwCIut+T3hS86oyZb5MWO4cJIExUOj91ZpaBdWur1Pm4Ts9vz2PerIcF5+rjBNyNSAsUBjHrYzMzUx30z2t3k1y6was273Yta/pu267cqI858eYx60GBkLZKuDhmUtG+TbJlTE2BTsX+D73vc3nbhq+dSnViSnladmu9AJf3cLit6kXb4H/3TFjHDPTMjx8LOQF3baCB2SnZtvylJ99MxyfBbhmkv1fBUVAcJcXOepoIv2TX0af76I0V/l9DcDtMHEbALlM/Xs7pU7fvh5UzLu+StAHVMPyMV09wlXKaD+quU6mC25E8PDwcRVOVu5+ID0A5ErdM/WfQNEM1OH/69Olog43fhHF9fX1YZ4T1A8qkc5mjre3pfGZ803pY2XVlOQEQnxsNmZ3WIC0Ly2YLyEpwfO3Ellt/S9udZOWxVVextbVebN06775ZJxwdch1rjUTfniMIYudjIsTupzMUJRBef698cLi2e/+5Tc5tlOb+2pa7Ht0MRuuaCBbHHBS0GFymuZzOry8tcepvnr+1Xt/+5Ln2NZalo3TOAezsnywH/+8cbfUVmRdv3lP+MjCWkVQIpya3jK/XWJFs6JOgiKxqfGVLbqvFTAaHjXOmXu6pur+/P6Q9Sak5cnIdTuUAiP1eY0S2Bpb2kXM60ZaBHQzFAOzxrvWSUvVOVYMy13BfGTL2OW6/hmD5WJlxtGdnZ4fUqdcu9/v94c0hjtjLxqd0jY2zzNXnVpbV1QlsPc91+Mh6cl6k7Bj7li62H2XwkxOcwLRj2mqT+Z/arpywOeuIS4kX51VO1EUdjbQ6J96UYie5JbP2vWvIvsaEyeTG6WjG45S5xztF2ZOfs65OEXDJOcf72LdpDjs2xrdVtsCituIx+b9lMp3n+WsE5z6UZLTvvtaPg+uL0bnG7RSE31M+/HaNU53fAp0JEP17jX6t2fH7mg7ULKXpgCpao0+zQgyEqOjh4WE9PDys79+/Hz2uDYOmj33DRcG6fesOThuZjYjfCrpOFTD+OpimMRlbt8/b2UEKuPbTp0+HBzM3mqMNz7MZoWVdJcXQrUOXl5fr9vb2yEjcFu1Qps0ydiRNdRkYTFxcZ9Os7l/vESsBcF9wUo7wC84Gd5Mmy9LF3wv8PlanQF093237OpeCqXX6VMbFc1AgtG2jV2QBLBtHWN3p6/5OGSDLa2v81Od7Vid/wXxXXz1Ot915LZCXmHoDXWVlYIY0GoisD15i8LyZjBS4utwxgVt1yxm5LZ1irPzv3PSa4kR9uAt6ZV/nYt0ARE/hyVQ+vCuVTtp5lUW8BaCt0wppJXRaxOdNyuVrPYFbkeSWwGFla611f39/WEdsJGSl415FnG2L2/FE0be11hGYlFU61edz28bkwJClgcwyo61ukoAVX15eHkW33njEeJDDfr8/pI+ZI9/MjYwBV8gBRIe1Ro6j2AUUO2PqsvO04+takMfeqHxyYtYbExPr+nR99azOmfOtHyVK0zVbxj2Bnc+f7MVtT3X5t2YxprE0eptki425fd+K5D4z985kTKnl9plzrHuWm+3Uulcw7pi2ZDz9Rh2NpPrf8zNFj84omfRN7b/X8U/9Yb4ok7+c2qhs2r/aia+vL/V+hRKsqf/+bQL3CVsmIJ3Kh187VbY2Cdmswtfx21rzUxYcDbUNFKwMn1ScwdGT0AlxxOS+ESGenf35rNRv376tu7u7w9obfV7rxYALbp6k3iri85ED91tinIzbtzfA6ABD6uj9TY2OrGxm2t5o4B1j9PPTp0/r6urqwMi4wd5988MGqLe3brg/nSOvM661jiIxGDQg59Su55H2fe+Wz7WOWc+QqftDmcjSZGwT+HmuJ8fQ+ifHaNbvc3x9HWLPdf0FLutF+9R+rvV6s5Tnd6351VUt1kPmrOTQIOQ5QZa+XYe1fc6xTaHTZG86Hupse85ebPmcrbm3rC1j6pxA32MzCZ2Asc/+NYk9BYKd1wm43P9+Lqh5ju1j+d2ZrslfV2adv469fWr2Bn2ayJf7ZBK8paNT+dAN/gawGnCNo5977sRYrSwdwMS01zre2bSVurTwUEKE6hQN7z38+vXr+vbt29Fboi1oZMD/SdgFdoNxmZKVpAzKsjUDdjoDR9P3nwE2de5m/f5udn5+fr4eHh6OHJfTyN4ZhvEyjt5T9fDw8MrQr66uDmPnjRllxUTudXyefz9k3GOkX7RBnY54zV5POT5kahuovCYALjvdYqu1nwmc21fKBLQt1bUJDKdrfG2jFM/FlsOxHAz8zk4YOM7Ozo7uiTwVKXBOU4HT+CYSY7thbPiDtucxnOpLdWlactgaT6+hXT/tyTrn9rbmjTYqCwOFU6zd7EQ9W3ppeVMqI5MPSv0P1/HXTI7b8Tz4FhzXP5E8y/Q95d3AaAFZABaaFWwCRQtgWpvyAN4C1l5jcHGZHB1G4S3avPKJ55pSrw3Pgu2YSxx6Th/5xriZXEAH4Pa1sGBf7/HV+fQm+hINrpnYK9dZdjBWG+1aa93d3a3n5+dD+tNMHT3geshB20ZOfhwb4y7gO/rt+hMgamNkbO13585j9bE6CoOywbsbBwogLnVoEzGZQLBksuDo36axTe1N/XVWxLo+pdloY8vWTUaen5+PUuSTY3b/sYX+Zlk4vWs7NCCZwGPPax2vXU+yMqk1wbKT3wJu6rete2OP22lWw6lT75S1PLfKNKeTvvl82+Q0h63X9VhGE1HwWCf7sy502cz+ojZtW2FOPbfTWKtDb5W/tPlmcsweqAfRCeoE1DFZsDXWrfNgDU7v2ZjNUFDs6+vrw4313759O6wldl3C99CgrLy81qlB12+221TNlCqz8+caMyGMoxt2nOakHt7CXfDvfYVOJ8Hi6SdKzBqjGRpj4z7Dh4eHV+uYfrEyQO3XTdFP2mDLPvPhCJRzPH5HsX3wgNvg2upJDZAxTddMjsKy8U3Z6IkdpOvYsp86TTN6291WacTU+guqrW8rJepjlJLQKULxd85n/njThh9YMZ1vX2Eba6q1KTb7I6dvOY5toD9vydbAZV2cgoCSMPutAgPH3CdSr21zreOHldfHeD46X1sEqsWpxurvVl2V+6QDPmZ/bvDkHPuhLWJHvfgqlkUKth3newGR8m5gLCv2BBWoOH+K3rZYhhWXgXCuhet8vAFvmnQUyfUhUMDix48f6+vXr4e04VrHux3Nihmz333mtUCMkbrpDylZHtOGfFwnMqVN+uuojw0rBrGrq6tXDt+Gg/IgD9rujjLm6+np6ei+QdKcvge0/UA5iYoBuLVenmKDQ+Rc7l1zapW1Tebg58+fRylW6xT3ufpxdozfO/cAczvXycDLWi0v6xPzg/x+/nx5PF4NfgLVOq/qbdveMmg7+46n0V0J2zSuydHymXEVgCfZbPW5fXXEaBI9RfGc39uHPLZeU7nat9jxWjYl81NE6LX9js0P857maZK3QboE0/0o2Ln/Het7wKx98e9vybYZQd/qVVCabMA+smt/th0veZUoWX4NzNy3U2B5qvxdN/hbsbZ+n9C+bIhzm5pxuz23DsD1898CpF0iCxw5Lwf2JpeyTBwgv7uPpxSi1zo96L47EnVqA4e/3+8Pa2lej6Offu+cU41WZOTXjUJO2wBm3iF6c3Ozrq6uDi9UZpw8XNsK7Bu97fDslGxI/MbYuquU883u9/uXNx5wnjfSeMcj7RN92sGjIyZ4BtCu0drYHDU1FXYq1WUdLZOegOY97NfOfPqdcwyKU1uW++RYfC6ljmrLJtt32qtTtyzdBwhbN7Q55e/oy+0429ExYmsmT/YZjvwM0JVFdz9XhpW7jzV1al8ygeJEbEpopiDB8znN5aRTnGP5TkSOceCvWm/70jE4wOK77axBiv0pf80+FBQ73rfKu4GxCj8ZhZViMqit7xMDo43pvCp378njt64/IFQAEQfIcdp0NNpUiSe5zzYEOGtkroO1uKZsmzrb7/dHKUIMyKkaR1DUYaWxYthBdE4nZ0Wq8+rqanNnGXPB7SqOKh3Rskba573a4AwEPcZY6JMjQhOEydk5+m/9kwPwXPCoPMu7az4G7er/Kd3eAruJTGwV9LtrcY04PMeNigtOPl5HY53zNdbvqUwOmHlg7iaH72tM7AA5A2V9gUHLc8d5/m0CrUZ/E0nZ8nETONq2rEcGX8blerf0x7brtvnsOdoiNluydjHguB37wi1ScKrYJxXQJ/JWX9bABN/QNk6N7VT5cMRYYU/KME3q1vnT8Sq8GUQd2MRQm/qxYrLz1LccXF5eHozKac+uHdIHs1crh79XYQEOGxxRF322QZ+dvTwJxnK3o3cUa2CsIzKAsNmnQOf30bFOCYjiKAAL14lMIRnekk87pFfdN4NNdWX67ttMXAfjmHYT4iC4vjq0ZWiVH/U39WUAKmkqiTB49q8681ZpdDYx8snBlOBtRQ9TXd3EsgUQHaf7Ukc4zWPHaAJpMtQogrodSeBLfJO8iVujVhMd60mXY9DvtdYRmJl8UD996jq+x2IfxThL3KwjW3OF7E+da9lPoGr5THrmeXV9jPOtUpuonFk+cUBRMsC5lrP1s7q99flU+Uv3MU4T04FMLKPn2pjM4qdwvBPS9JcncUp3YGR+4wN1nJ+fHzbjGGQajVEfqZ06BIOjDfH8/PwAcAYUUoiM20DnFx1baRrB0t5kDKQsp/PocxXF/VtrHT0TtgA06YWJDQ6V496VSJTAeqY3z3RzxOS0GrlZPwxuzB0kpFE3/6fo0d8b4U5t+4+2rcMU97Eg4WPOdrienjud17lxH6ov7Z+vmeZ3+p3+9hzmeUpXcs1aL3sSuMbve6QOr4tbHw0ktpNmi/hjKaKyM+Hr9bYL6yO7oT1e6nVESl+tt9bFAju/216mOdqa8+n3kpaSAl8Dka7vqCzfIlkTQevv3W9h/+nvzUzYHqnL//+e8mFgdKe2jMmKVnaxxWbM8DpxdUYFtk4wBobSdVNIN9p4wimOzAqSdXhmK55IGxDGiCGxPsKDBeib1zi748pytsHynSf0IMfJYXp3rN+LVybJeHsjPNEkj43j+/X19eHcm5ubtd/vj27Exjk6DcZ1rC+yEafp7c4PxnR5eflK3vzu+aneNdqYdHb6K+DW6XqtqQ5jspdToNjSuujz5NhOOYatNk1WJ5A1EWh/OF5br/wme60MqcspRW9KKfA4C4E+E52hh4zLILzbvX6gv/vDf69Zl3RVZzxu26cB0qSzv09+qPX6M/1da3529VYdE7nh81YWguK+d962wPut7xCE9mfCAet3gbHkdvLV7wXND60xnjK+Lce6ldaZhIDhMFjfUG5lm4Q2rXPQNoDjqI8x9XqvoWB0jRwbPZp91jkbDIgon56eDoDot8IbZHmHovtuB+w2YFaWfdMf7stutztaE+z8IRtH776X6/7+/tVn6vYN2k4NcWvJ1dXVOjs7O0TE08abLUCxnE0aCkQlXyVhNqBGfjU6F4PQ9NfzqL/OwPaxde3kcOr8JhA65Zim37YcVWUxtWHnXBu3r5gcMdd1M5p11098cR8cjTnawA78NCTqtO50Hc+ysQ56/vx7Ab3yRCf98BDbaOesctvyrxP4Tjq6Nb/93Lny8clnt36KZTT54S0wqlybPi5Yux3bFXrQ5a2C4kfKX44YO5EewFaxQrqjVm7qsWI6BeGJs6E4ten0BufxRgzaI8LCQbt9djF2ezhtNZ/Nf6I9s03fbmAZ0S/W9hjn5eXl0Y3yvd3AitHdWdfX12utF+bsNs24XTfGCqCZgfPEGhTPTuHnz5+Hh6szVhwZMmBNleu5bcOyIx3l2zUsC8Zg8DNxcfEcmSh4YxVjm1Ku1ueexzlluE6FWUepizIBtEtBcEvX3Y/Jibbt/lZnaHnW0U5E2G0XcAwWTgm2jx4LRLQPlaiTbGREf7HH/X5/lObv+h3FvsV9MNCUQG/pCOebtExpUOuS24QQWiYlao48O37ba/Vra64nvXDx9c7GeB7q7+2D7MunNupPp7koMXZ71Vv3aYugdT7fUz78EPGp2KjK2vm9dUzOo2kG19u1rzLuKhXrSt4xaUNrWqeK7nQhjnUrgrJR9B2B1OdbGQAhjNBPbqEdv+PR6yiOfL3Zhd/WWgdQ8YYVOz0Dqg1uWtc0qLIhicVxzyebHHiJMaDIzlReOnx2dna4LaTvYTS4Ni1pILOT3lp36A3k/X0LwKYIobsF3R//2Ramum0L7o+LHbNtweOYGLHrsyPxPE2Os05oqq+/de6R02STExmoja/18rYZ5tS6x3GnPt0/+x3rT2U12XllXF2bCEQJ0HSsc2GZ2Z9NpaBYmfG/BL0Zha35nuZ3+m5Qadtu41SQtHWN+zeNjbYhBSbslesW5hhsuz/jrfKhG/zrgLYExO/txGRQZVVbx62YTqU13WrDYj2RfjRqcxtWWLb++vVL3hiDPHD8XsNgjH6TvfuP4+MPYHOkRN88XveR437rBePjSTj+DflQL/33GmzZ71rrVaTlPgCQyNNRKms7jIHrkSsO7PLy8tWN/WutV0/fmW6qrp7UQMooJ2fpa/lep9n1ra0nk1j/q+cTEGyVOsTqacnAlv1M102OxRHIJI+pv1t1napnrWMf4jkq0+ezwabLGdRjksfvvqa3T3mOLW/7BL7bftzPzr+zKR5vx+r2DYw9PvnVicAU7LYCE+uD+7VlU9PcV88mYLK9Qcwtt/aj3zsu+9NmEKbxTPKacOo95S/d4L/FWC3MLaHWWDtAX9/06TR4O2sAifsE+V/mtd/vj0BrrfXKgGifuomC3Bc7Wzb31MlinHyn3rVeXrIJiNcI7Wg83qaPGlU1HVOj5LPvwzQg0DeneQE/3pvHfYnIlHO+fft22IFr53t3d7fWermt5eLiYn358mXd3NwcRcgQCmRLtGnn42jfjslkouOvI29U1z+TDf5PkeYk68kefMz/rdMtPXdyDFM97Z91yG31+q3PU5uTM+tYTMqcbek5Jpz87miq9mtb7ZxP+tGxVNcLiiaolSPXT8TJ/Z/8IOubJuhvgZPtd2v+J1/b9tt3jr0FWFv24lKZ047to/VuAZTny0HANNapn+iZx/zWEt9UPvQQ8YKTlWAysh5z5MMgvEGDY2u9XgOqktjRU7d3nnKLwVrrlSFZ0XxOnaLBh9+6YcXK7YjL6detSIXIywbeV+ZYns6/T4ZN29fX1wdgsSNhTAZkQM79IBomJbnWy25WHrDOE4Oq+B0r/SNaZE55lNvNzc26vb19FY1XLt6cw9gB0CltU1B0P70RivM7N9TVFD7nOGrYSonZRt5TrKMezxa4bvW/ZXI0TZFNxGFKPb2HFHcjBfq61uv0bu1+coIFQdqwE+S767PPqpM3uE0Ov/1qHdiJNw+13/V/JVdTYOD7HSfZui7kST8dgXoT4QTAU33178h1kkfH5evqvzxebNZzU0A1yahs8af241zXrGYBspmYU+XDm286IA9k61wbZo1wazdSBW8h9QkXCOzx8fEQ2RkMDKb8OedskPB4PClELU7h8rnj93UGGQB7Gqsd+G738oSeiSX6fkDG7rSnoyuTBPfdSmMQ8tj3+/3hDRrMB3UQMXrnHdcVeA14jqAtI6d263ybci54AbzWF+tMHZJTVjW8Aii7bS3/ls7hRAo9Hp87gWdJaNsyaG05/xLI9t/XOWMw/V4Hbrm3buqxftkxcaxyantdP/N5tGHyWRm3v87u2M5cf0tTedWRZims0840lHRUVyqz9t/Xbs1nyU+vsVxsG1tjP6W/U/G5Exg7aJiIbIkR1yBjP/KydZfcVAYlUe8pH37tVFkRpceroJPDmIzRCjgZPZ/53/sTextCmSNO1uA5sei11tG70NZ6AQUcODtdC2yMZb/fH9243tSrZepUkmXi9T8cWN+yQYoTwGH8yMUPNaBNR5P0F9nQhgEWkHh+fj7cB+oHidNnUq4UbwCq87MSk44yMBosDYiWD7tjmRenXmnDEX93KzoqKqDaadWZeY639Hyr9JopcvD/ybFONug6W09tx9mHAs90PmVy9B5HiSYyX+t4F+PUXo9NaXF/5jo/K7jRiOewsu+xyq3p3KZLC5CdA+vrBN7V5ame1uk6CgaTbOqPWtfWPL/32ATSW2SN79Nasz+DA5aJib/3lUxte9xrHb+79hS4u3wIGNsBf68z8OS0jul8O6u3DLvn9EZ4/3k7uG+cd8RogHR0UYPCUQM0TsmVkXiXHg/fdvRhY6CNAu35+cvbI3DibFohSrq/vz9Eyk0tMUZAx0+y4D9OpTfT+/5L7jVc6+VtGAYVO7o6weneom48sHP0+mJfw8P4XCfRa6MNvk/Pmq0jKcNl3r0jtbpHHVPaa9Lh2oDtYwsYrCdTGqjXbAF2+1Ewnmy6tjk5lBKF1lPwndooAHbsBZG2734544Au2U47hhKMCRipzxmGzon1dwKEzo31x9dPdtG+di7d7wmkeq1lN10/6WLPm+aoft4ydDau8z7Je6qr+ug+NRM5gaaX095T3g2MfaRTDcJCrKJssSArm+ux4pXheQ0SZ+nUZpXQx/lzmtKTgiMk9Xl/f7/u7+8PbXp34tnZ68dc4YAtF/o3pW68q7PXE7Xd3t4eomIM/fv374cIkWe/Ngp22tB/dQLMg1MPJgGeW6Izy7jrSIzBt7r4HlPkxi0ljQQBPzN/z5vTst7cQbuOjL2BZr/fH+5PdX+dmqmuuW8u7i/n1S4mUufvll+jsLbTOZtSbm6/qWHrl68vCDNuy/6Uk7Sut4+WiX+njS1nPTmvOjw7Vc+1/Q1t+BaP7hx9K2L0OL123j/Pq4HZf12qsTzr5wo8BS5+M7FvndO4Kmt/LvGwrvj6KR255eftN0zIG3lvjbe+2b6tfndqt+vZ7wXFtf7iDf5bzKSl4NhzvWA8XTcZjpUex9tUKJ8dObhNO1gUvzvL3AcvZDtl0wcBUL8dj8/jWjtDTxr9cJ/2+z+fLnN3d3cEho7yTA5MHCxfnjrTtcfdbvfqHsq1XtbXPMf0y9uwkSdvoujtDNyk7/sKeT7qly9f1u3t7aH+3rpi4zQweh3HDnq/f3kDB3qALHzOFOH58+TsfU4zCe7PBCxuq4x4csZbnydHOxl87aZRiB3xluOoXFvvqetozyl0QIr++LjTZXZ49Q+VlUlkZVIZN7IvUeVYHe4WWE7ybT98bvWn83VKDy1vy87rsJ6LAumpUiAvaTIYV6aVyaSrJUYeB1ks6rXfqAxNiPq75WDdLuH4CDh+6HaNCZ1Pne/Pb7GW3W6+aX6LrRggAAlHC223Sm62X5DCAXvyek+ilZTPtE9qz2tbTCZAZNAlXeeHEQA05+fnh6iV8+nzt2/fDptOGi3Tl+fnPzcl+RmkgJtBpBsNGjHakZB+nZgmQGnlh1gYoGDgrA3SJ89Jjd/zOulI2SzXPz4+Hl7obH0rg2/0ZlmXObuN6pOdyaTnb22OaN1Tuz22ZWNrvQbG1rnlvOrcJkCfvk+2675Y3s5WGJi2QNHHDaxrHa9nU8j+lJC0zslOt4C/dRT8to7XX7TOAmLJB/Zcm5x0Z+oTpQHLVEoIkGF97FT3Vr0GMmcUDM5bpTJzsLLWrHMmaFvB1lb5UMRYFvHea7aOl8Hx3dGI2YIjQafpGjVaSBgL17MW57Uy2rQDcJrOt36YrTQV48k2END/RlO+1hFh+8EaH1EewASYoGjI0eNpf87Ozg7pVwDXIEh71Pf4+PgqMnNU6QeRGzysI6RPG0kzPwCYI84afZ1Go+7JwHyf5tY6lglHHz3oKOOUHncDUufW+t3shusuANXGphQz502Of5qXRotNtTYa3nL8bWPr2DR/ExB4bCUhnmOPY631yl5MOn29fY3l3/5s+bctkCzpqNxc/yTbgkP9SmXldnpsv39ZPljr9XsyT5GZrX7b3/Ve087vJDOfY1/UsXUuThXX0eNrzZHiWzrc8pdeO7XV2VPnnoriDH6Tw/AEWdiTgHysfTo///P1UnYknqQ6UKcM7UD4rWuHax2/n22tF8ZqEPNOyka8vi1krZf3JNI/17Hf7w8vEvYY3Ufq9XsoDa4ek9foHCkjUwAUkGY+TEwqR8uaNdXuNkW+EAAbepXdBjg5fPd1K1LCyKt/0/dJrpO+b4HhZKBNpfn3gmOdxRbbL0nzZ0dkU5+9zsp57UtBsrZXx2MyxndvYrKdO/3c+1cn0Hcb7WfJiet3v0454wkst8rUr0aDp5zyBHZurz6v8rIcPP76v0mWW3PqfjhLNoG27WqygWnc1FubmwiN+8X4nBXgf9Po1v0JhN8qH3q7RstksD2+JTw67Bu3txhDwRBBeQsvdZ6dnR2ezlKlbMoOsOt9dxaqQcsA7g08NjzOOTv787FIADHncguFQQ6A9Rog/3nmaFMFVj4ABVn7tVqMi92rPO8UZ2jGjVxsQE5v088vX76s79+/HxSUXbGdl27eYa6vr6/Xzc3N0dsTpt2uLtWhLd2zs7CR2+F609RutxvTwjXWpugmgme2XuDysaaerePV+6kdy6H6t8Wmp760zgnI6eMp5zcdb/0FSfeDuknvN6rmc6N+6i9ItP/t3xbwuE9bgPaWY8Wn8Lkko+D2HuCts/exgnzb4Di+jONbdbWegu80zpKgZnIqtxJeE4pJVgX+tV5elDDVV19xSr5b5S+/XYNiQ33v+Wu9HuwWm13r9X1PjlA41xFZi1N0GJjBznWbAJTJ2VicugTE6IdTcaQsidgAEIPrw8PD0XvfaMPvJ+Rdi0R7HsfV1dVRpOqI1CBvMCcNirwAS24F8Xpf/5AzY3Eq1sTFUSGAdHFxsW5vb9ft7e3h1VvIajLOyelO4GVDZX68k81z2h2MdbzWSea54MDvjWbaN+up9a/9rx0V/N1/6nL9TS37/KYRt0pBw07F5HM6t050amvLSVlnSn5cV9ukXz7m9W3LqXVMAOo+vkUC6hs8d1vkyuOljwa3LR+6BdBbpKr9qp5O4+r4tvSysmm7k15M817wou0Crs/zOVO/rQvOME3p7rfKX3pWao+9B5XbcZyh7xPz+qDrtfPyJpsthec4zgKHvN/vjx483jFVgDhzjtEuTp9Irdv19/s/1zK/fv16eITa8/OfN8YDan5vIZtudrvd4fmhyIfI7uHh4bAOaWfRNcEaqM+186f9pj3dJsDsm/3Pzs7Ww8PD0U7bKh+lTtz1XV5eHoCRSNlrGNP8eN23INU+lAhZV+w8C+iTHlk3rPfVvS4D1JlMzqGOoUSspecY/Ldsp32dHOm0ruexdSmhcphKbaK6aXuqU50ApW1OY6Pu94AAxycyPQGEj3dsk9wnMHkLJH28/d4aw5aMqsv2Zf791DxOfXK/fcvOlvy2xoTs8S3tX+eO87Hb2htp1rXW4bOB9j04RfnLr516bwNcy3+nGSpor2+1XYTSWy0Mmq23tw8ASvTHa4jUx/V+YAC/AQxNFfL5+fnPh2UDgL3P0I9n86undrvX91v5LRnfvn1b//Ef/3H0FBwABZl+/fr1KK3G0+29juhr7ZCaQkbWbPDxK6HoI+DidGhB2/cdcc8iwAg4Mkdszmkazfpj4HNEYF1g/mwMju4wFOsOxakcp5m3jLwOkePOGnQtk98LBl27cd9rCx3bZGsdl23MpY7Z7U827vN73L/3f/tdQmHdpf2Sms5T217rOH1PW9My0BZYTTLqHDfqrw6easf9o4631q/bj37e+r6ln1P9HkPP2dKLabz1JafGUYLR7yXAzejU97v+/k3k51T5UCrVbH0a6Bab9OeGu07RTMqKoLr71MLhsw2M++cQih+N5vSaQdD95d4+T7SNlz6wfgdoPT09Hb6vdfzQbsuJ/gIWV1dXh/59//79MNkAo2+s97osY/M9gN3ZSdRsAzRwTeCxZUj0HflAFLz71rpAO8jdEa71wgBi2RoUbSzWHxzOfr8/AlifX/Dp56aNq8/V9/bfcvRaY/W5UZfJEWOqzdgOWr/P3QIL/9Zt7mXntbutZY7qRWXuuhiX7ahzsNWXZmNs99MuyWkc1YM61hb7lcqDfhYUeo3n1XpaEO5cVs4Fnun36nfPqWx9rD6pvm4at+ubCGKB1H0pkJ0irT7fNs//kmjLest2TwG2y4eAcSunTbFApnMMYGu9fjagBWKj6U5MfnNKzNEGQGOhOm1T9uDJR7CE9Tj1tY63//N2Ca/l7Xa7Q1qUCS6b9VriFuBy/Vrr6PVOngffruGXGru+OpimDbeiBNonbcoc3N7eHoAHcNzv90ePZLPD6uabPlDAIF/DIA3CnNTJUf+U4izZ6uauRhyATfV2cgjWY3+mDj9bdzJyO5sJCLbK5KQnB/Seulqnx8pn6m2Kvs6t7W2tl5kMTkDnPni9uXLy+RSvrZ/yPa2LcdhOJ3/U6y3zkoD6wEmvLA9/9+dT89dz3yqV93vqqhwsO68BTn1+C9B9TQOPtbbvu5361P5NffXx95YP38f4HlDc+t0Maq35kXD9X+M9Nbizs7NDenGt4xfoAkjeJmwHTv0dq9fa2Ezzxx9/HKJCOzuDKEaKszRLpm5SifTVzoMdpF5X864y72blu1M8dtQUIjbG7j5Sv19BxTqgo2xkut/vDzJ1tIXMrBN2eCZDBRTG4TTzFmAV6At01EUd6Nz0ouE6yBok89torrp+6rvvpd3S5S4jcF71/5SzsO6+VVxHz2cOm6ayLKY2mJuOb5JZIweKdaRLHfw3WZrIEX1xf5uuxWbdly15bo1lC4Qnf+d+bRGa95QJ5LfqKKmYwMPj2CI8PX+LtBiQfN7U/9qgM1iuc8uuHGRZl2hvymBNUfVUPgSMjmomgJrY1ha4eR0GYdg5dfI8aP9G1OQ2+tzUbriZjMC3L+x2LzsoP336dLRW+O3bt8MOUUCFNruW58iU2yRw1FYoRzjdkHB29mdaGMUhegQUvbvWzMtycsrp06dPR2BJP/wwbtr5+fPnESnwOuhutzvaQOQ5Zyzu21rHbyshpQr4OxVr4GqGoboIyNsQradmn9TnyNSpQrPWslHri41sSj/VJjwmp/FPkcICYv+/5VR7rOx+a53VxSSr0S/1FDBq01t+wk6rMnOmwLowtdn5neTnOryDnHqcedrybxPAdc7qxJu1oXT+p74bUKYxbf2vHD3X7uM0L+3Xll5ZzyfAdIBQ/ah8TH5L+rhmGgfXtw1fj0+fUrFvlQ9HjO6sO1p2zV/TBU7z+ZwyiMnRT4boP4MRxxCMgdHHzXCZIE8Y7fuVVnXQNiyv9RGFGVCcBgWE+H2/f7nfEUAnrev6GQttmDVZIVHSKRVJtNf3Q5Y8cC6AzNqtn80KQCIXr9M5ImQjj3fRTvcvAuDMI+d6nhlPSYZLU7GORKjH6c+y4LXWkT7RX5ONOohGOJNTr/GfAsrpd7Ny24+vK0kpsE2AUmfpTMpWJFu5TU7eY28fXXeJ8dQn113HOJEF11NAbj+bwTJRcnsTSZh2hdOG26wMp+9bstz6vwUoDgCqO52fqbg/JpRcP+lt/bTHUNKxdQ1tGWOmiBCbdiBi2ZuEUtep8br8pfsYJ0bF8aK6CwOZtubyu/+7Tm/g4BwLsCzL/SwYVmF2u90RuPlt9ff390e7TJ+fX57vyPc+vQaA8++kZAugHlMdp1/OCVB6bGu9GKsB1cBOVOZxW05ON/ceMNZRLd+np6fDOABWGx67VL3uaWDcIib97u3YdUBO1RnA61SbMm0EMqV2DcTWpTpt62xTee7f1m64yVGVOFonDLZ1giWDWymkLbs8Zct1UpP9nKrHx9/jlCb5nvIn/N9qYwIMn+OxTRGIHWpBqv2qLDrHW+f2PPu0gvfUhnXfv7k0Jb5VtsbA94lUFLRs9/w+gbKzNd0BPrU1ESX8de9tn/q7RVCm8uGHiFtgdKyI3vMpNXqOlX25Dtqj2FHsdrujN1ysdfykdQvKa4Q1EjOPtdbRC355AbIdYx+pxq5QR4nelEN/Hc0RDVLabzugtV7A0RHbpGAoilPVPqcA6fSxDY0++V2S5+fnr14K63YnB+J+eNdnnb/bmJgo5205AesR1/bPemWH7/Fa3yaH7HmeSnV2MuRTzLX9ZaxbwDaNfatP2OmWs/a5vW7LCU82OoHl5FzfKhN4vOfct86ZdoJODnmtY8JVAjSlEyf5nOq7Zdy+NCN3alxtxz55mptTOt5zp/bdnvvbdX/7Po/JNmjdbTax9lzw5LdGo/ibgvZ7CcKHI8YtxaZj0xZqrvMgiuCTo3FU0LSRBea26zDbD6dImSg7ZN7BSArSE+zNKX76DKWpOjOmOhcrUHfXety+pqlBb/6hr44WfR11emfvKUbl+XD050jfsunGG/rvNUoekce7GH0PZCNBijetTGNoaqyy5bj/Gim+BRQlC5bNBExe85z02rpQWbpen791bGqja0p1CFvjdfvWN7ddclxdbfvTtb7+VB/eArsteWzVN42ZvnustntnS+q8DYxv+b2tPvHd8pzShqfGXzv2ODzGU/Kcru981Z6aWrXcDIRT8OM6SqarG23LfeHcZpnWen+UPJW//D7GGgbHpzWfCfnXOt65yXm+jmOOaHCIViIzkoJG7yNEWbiOCAxQvLu7Ozg20oTUATB2/a33RfIb/fB7Ei8uLo4epebxc53X1Pb7l6e4uH4+cz59wUFNr76iT34wOfU4Ai0QdzyeJ89JHYrld3Z2dgDCAgH95Jmwjko9VspW5qGAb2NsJE2ddTwfiQQNkn2f53SvoUFkKh0j100AOrHmjmnr2HuiVsvUzm5KOU7/pwh3IjHdGe4+TFGB+12S3P5P8pzG6qjFvm0CmZI/j3er/kl33iIOp0iJP1uv6mM95o7HZUsPkHdTkJbT5I87/+2HP9ceXG99hG27snfAUxm7X2+RLcpfflZqDdTHDRwT4/J5U+RCIc3n3x1+ewOE19Gc6vM9dma05+fn6/b2dq11vJbI9Thng4GZoYt3YfHd28AdQTRlutbxjtaJQNgRGagNYHa6tDltFAIErWhVFu8QpR0zP8/pNNf7/X5dX1+vy8vLQ4R9eXl5eNQdc3pxcbGur6+Pdsp6HCVNjUqaoi1Zq8Pj3DoxG1sN0r/3ux33qeI+114mh906rb+2m1NZlhbrVeU0nfcWaE7nuO6p1LGZRNW+PZapTvuLU9GGddZkY2sMbaOO3OPw8QL5pGPvLVtz1b6cyrhNurYFzFMf+d1Zr9Yxzc3kt+yDvI9gy/9s9cskxntO3J6DpOp4M3ynyt/9EPF2ng6WddkIqlhrzWsIAFEZwlrHgOP6fQ0AiIMHMEnn7fd/Rlbfv38/vH2CJ8l4Byp1OhIyIPTJNt0MYadspuy++32FHj+T6Xv9UIwuOJuhOVKdomgzLYOOn5pTx1kFLiHwMSJEkxDuMTWbNLu10wcorRcGc/ent+w41eW0KeNyHafW3OpUvAPOf37eb0sdies+FTnWdpyOn/4qq9YzObQes1PxeusU8UzyWWuOuH195cAcGcAmAC2xfisK4xzrQ+XXunrd1jhc6rTfo0/vJVRvtd32p/FtAetWG1O/TpGkyWfbttZ6eTDKWutdz1ae2vFYaNf2Yz2a6pn82anyl4HRytbja803CFcIE3t0qUPwwCdgtWFx3513Ozkyub+/P2yiub+/X9+/fz9KMdImYOqcuSPI3e71/XzeTdoJNGh2PdEgMaUsAQ3W65raRf6+VaKvxuqawCQ/drPSrh/6TaEeAMnvUrSTu76+XldXV+vz588HELFs2YTkDTm9LxWnjWwKEpAOn2cQKxgzXsu2+lPj9fmWl6+ZynSd/1N/Ac6lv2057gm4JmBuinQCoglgt757rGXpU9lKxVrP3a8JFCfAn9J+jHdL7m8B4BaYVH9s5+ip56n/T6WyP1JOpVy3/vO5NvFWfzpPp853ve+xj6mPPmeLVDkIM7kr7kwk/lT5y2uMVU5/t4LYce12u6NbFuh0ldwGsqVgCKZKifPt7R1Eic/Pz4dnj7LjFIDsfTBWcNoiRWmhc3yt45e++uky9JHJI8ohQvvx48cR61nreAuz08q+7aEMil2Tl5eX68uXL+vbt29H/Z0cg6PEi4uLw2us6OvV1dW6ubk5nGeZM6bLy8t1dXV1iIYhC58+fVqfP39ev/3222EOaPPq6uqw7mjQ9Kux1lpHD2jwuxS3AKzO1bthvTHH6drq8BTV0gZ98/E67y27od+eixp+Adfn2zHY1uzkLYfqqeuxXtfZVR6+hvGWMNQHTLa9lcbubz5msu153wL+aTyWmeuv7Lb6Nl1rsmn/g4363IkI+fhWmncCjFNg/V5wm8Y3jdHHp9/s2+2re779XnW9YNf+TW33WuRuW2kQQF/fU/7S7RqdmBql2Zuvd155ut4OwU6XQZ1SDhsLgMRE8Foj1hIBRjtwIjC/tJh6JyAoy56iQ4AK0EMeJgeeLN88PrEzfjulfHWUt7e3R6nVqa8XFxfr5ubmKNJ0v3a73dFLlLnOSvbp06d1fX19iNTp/+3t7bq5uTmkUh3JAYp2DqSMzf6bbrMOFMCsa709xDtRXSZ5+sEI1T8bX/sz1d3vnk/rdDeuud0JhLec4EQit86fHOAEilvlvfLs+QXNLWCa5FuSMvkCsiUT0EyA0Hb9/z39mpx3x19A6PUd4+TvpvpOzU/r6PVT/RNgtbie6mNB0sfxcV46sU+pjrdPJnJdRuJ3L628JZ+t8peefEM5pWAeBIMkFVc26YExGDtfopBThTqJmAyICBFgZP2QPnK9HXDByX1c6yWFaHBp1OjPXMekIT/a8kMCDM4FSAN2HdB0fyCvn/Kc4YDZYHR+fn5IeQJKRNAlKQb+9slrCXbyvXfR6UrP+cQQrUuNHBiPyVPXAblVZFrToI0CsGU/RY5T//t9KhMo9m0gHbNtrOmhU+3080RGT13zFiD6Go9rAtYJKApQvabjnfo+tVMCu9XeW2Paaq/H3WZlPaXv2x+OO5LaAtleM9lJ5fJeEjCNbwLntn9Krh6X2zhFiCb7P6UHjVInovxXyocjxkkRO0n+b3Y9LYBW+HUCTUlMxZODYK6vrw8v//3+/fsBFO/v79fz8/MBpPf7/dFGlTpFf++kUrwDtelG58EZjyOq1s81TiUagPjsdU6iLO8gm9YPudZA4c/sHF1rHV6MvNZ61R+OcZ1T0LBCiMLl5eX6/Pnz4baYrv1N9bnf/Fa5O1VqsHK61G012oXUTEZ4Cvx63P2fDNHHCoo15trG5CRoy3qxBXrV06lfp5zHVG+j5ZIG/kqgWp9BtO3VP/i8yem33VMEwqA1jbEyKri21GmfAkKX9tsym3zMpCMFqo73VL/bDz73+gl46Y+vmeRk+3V/p7Sx7fGUnHqvepcauqyyVe9b5S8/Em4yCDu2rqfZyZ8y2LI+jr1VLIT9fn941ua3b9/W8/PLC4SdouO1UQic9hxNln02rYcc/EQUokDXBzB4N6mBzmPlN+QG8Br8WDdk04uJB78ZOEmn2qnz5gzk552gyG+tl9dlbRm9QYH1TXSgz0at8jIfNUID9qQLXWe1rgHMtMf8bBms+zXps0Fx69xTTmQq7rd1dwKet9bUWl/bqSPt3E3g2uNbNt9xTiA0OTvPVx/zOF2LfLq2W5K51nr10uv2YZLV5GNsP9N5lknnaJKPddj+pEBWvS5wuW1fM83VW76z53luql/T57ZhediP+XfPCeeVNHYpq0suJUCTvTgwqfzeKu8Gxkl5p+/uJNfR0YkRTQZnpTEoefJw9BaywQpwenx8PHpxMHVySwZ1k8J0hOcJqAO34zAoAMLc3O4UiSd1UkDq8losO2VxIn7PJADmjTJOA/u2DKd5AcHd7s8dtdxPWKfD+QCbFc0khLdm8B99ODs7e/WapymyKkC6AHTIyw9L4NrqYh2Nz2uq2f8nJ19nbcOfnOF7Sh1a+zD93uspzHmBjvOmsU2gMzm3CUys+wWxU3VMfTExnCKdU+MusBSw/Ge52A5PkQi+V5/stCubttu5dJ89noLcVPcpHZvmtnLaOneas4Jk+zbNQ+s0mFk2lqPHtqWLlZuXTEpYehvadNvcPxwYef3SxFg68LVeP4l+K9XkjlNvQaTMz8DiOhAID7/2K5o4l4jNTy3BKRPpAJJmJQZ2g+laL+lRgHZrTY+1zS5WbxnbWi9PVAEgbm5uDrdp+FrLpxEtQMv7HzlmZWRdkfO4Od/zg9I5mmP8E1li52mjoEZeHkONZIocXY9TqU1j0zfLs0Zu/fTcul7kw/fKznP9FjhuOZjKbqp3utb2MAHqtD5TWUyOyPXVkW8Bd6+bnNB0XcH8VJqO41M/6g/sU7rmOF3j+rdIz9aYJlBhbCUF6PU0tsryFPmarpuI9ta5U5lkRp0T0NvuJ0LAfPZRlB0HdrVFkqsffRqa+9M9Baf87Fb5UMTYaGFSzE5odwX2KeprHbPvKkuZoIHKrIA6iCR5kPfz8/P69OnT0XNO+fM9itTZsN6T5PsimxaZSANyo17fYN/bBmpIu93u8Jg02qiTdxS81nF0Rz+Qv5W88u7TI4hCkVuVkrn0LlZfy438gPkpYJycbVNmBinPS3WrTqi7oGuMk/42ErQO9vrptpn3lFOA6HIqktjqVx13U2Ku1+PeqnuaK/fZ1/vcqc46O84jbV+HOW242wKrLndgt90fUHn5+xZATf+nUh2dyIz/tp6vanlN11W+W3owAdGp/reuCQinY1t1NtquzhUDjCt9aIp1bAJjxupNkMw/bXbvxanybmD04Iu6HmSjuTqzaUKL6tOff2skaZDhzRj8twPd7/dH4NZJ8djsZPkMoK21Drs5AVyzQN9SYeDcyombMbE+tqV89N8y7A3xlq37xblsSoKoOBJb62XdknVRzxugWQfQSI57FHF6XqesXKnDjo3UrNdt7fymFxxbtwxwW/psnZ1Yah1CjapR5QQIpxwy+ubrpxSf9aXz2356DX2rzalfrXsCwi0H6PPK1N8D6s4ITH3Y0usJ3NvHqY5uxniPbD2+Rp8TmNR3ta22sTWfE6BN47b9nQK/qT/vATaurW/f0tkJUF3PRBqo03N5isQUF7zPw7+f0o+t8m5gbKqppYpsZ2XDtwNsCshOyhM+Dar19tzerM+bHdZ6AZem5oiKXbdfa7XlGGm7Th5QBrABI2+YQVYT0BikJzkAzI6wml70+VZs7q+0EX///v1oHLe3t0ePqpsMte0C7FdXV4c0qv9cByTD73R0RNoU6pQyRM49Vp3sYn7ncQKwLYCyLD3n/n2rTEY6kUXXNTmQ1rXVx2ZYJpvj91Mghk1QrPuut3Ph4nT0FutvX+yEXYd/86MRC7Tu03QPcAmE5TXJ034JvfHSxSlC0LmfztlKTXY+PJ9Tf9vn9/RpOj7ppiPdbspz/zx3Xe7pHLmO+grmsP7Hsnx6ejp6uTnzfYoAnioful3Dn6cJxvF3EFZCh7k+d3J4WwpQoG161FGV+8AuTPphx7HW8aOyPCmt0xti3LZlU+dO2wAj/V7r5YZ/3zJicHYa1BEbDylwJGYZAn5rraPIqw7M0ez9/f1hHKxp0h4yAOxJt1oPHMk11eli+Tpa7tx6ziklRHZqlvsUAdY4rGOdtwmkXNxebaHXWa9LoE6d/5EyXVu7msZfQDrlVLeIwFb6uW24+HhJZwlNAbGgVnJDnX7G8Vb/q18FyykjMTnZEtBGLlPp3EyymurovExZggkQT+ncqX62cC47+Lf0Fl9bWbzVlpfdijXOINF2X3xfkvIRUFzrLwDj1v8e23IkZlwW1JTKmuqvIeH8cdr9Mxiv9XIjPmBgRtJ7ZOo0EH4fsebninqicJgohnd30l7XXH1DbIkEsqAelMTj9auePOY6e5MD1w8R8BosYH51dXXYueuUr+fT71905FrG33sizQqr5NMc1OA9Dt+q0XnZMg4cWR28+1jyUf3YMvZJh7fOn+zprTo9vgJvAaGft6IJj28C1/6f6i4ITWnWt+x9ivBPyWQLQNx+f+911RccsT9vzZ37a9n7nFNzvAVqW/riOXLfK5NJl061YTIwAa71zWPnd/+f5Dt9dp/xbwbeicxsEZ1J9z8C/B9aY5yAywa4220/CsgD7rFTg3QbFbAjRBgED9Wu43C65ezsz52Xu93u1Rvp1zq+b85pPJSFt0YQAVJ8Dx/1+VFsBqKJJDRdaPkwDoDr+fn58GSfu7u7MZVjsCIlutvtjp5pavnQF8ZBqnatdfRs07XWIS3NeiVt8MxUbt0oMNZpMB9N8Tmd4nmcnLWv8XqydWCKMpHXlM6ZHIwLumxQ92+TI5qA6xQwbBXrQ9vzvFfOU9/qHDsHtbmt/k56uiWP+oq15hvlp7qbOqyte8z1Rd584T56mWTyWT7uyHRq18S2MnXfqss+fytF2rq41js+Gbe/b+lU5TrZmr9znsc7getUjBNNq06f6bvty9kxY5HvMphwonJ+T/nQDf5bzMO/uyN2Vjji7gzyOXYYVrLenN20idt1WvPs7OzwKilHaPxGZOFo0czQAgUAn5//fLqNHwKw2+2OUpwO82mnhsAzWhlzX8zrdRGUHKB1PWdnZ+v29nb9+PHj8JJl5LTW8fvUSmw8Jz7mjS8cA+AhFLTBGqxl0XnHEOw0mO+tNa+CjfWqIGRZI7O11lGa1/+RpVNtfkdlDa9lC9BqePTtVHkPELoU4Dxeft8C5l7fenqez7HjmX6f2i+JaXuTU2z/W/da25v/JlnbGU+EwqTUbdof9X44365DsWwKglsgV33v8ZKdyrGyhdTark+16b41m1Sb4dxJzyn10VxT2ff62lr929a8ToBXfdrSpbfKu4HREVOF+5aTOMUeEaKByOtsbcN1cy7ABgjagLrmhKB9ywSC9/2LbttATmTk+wEBthpOn3JjA/bah509fSTyIT2KgQKg1M8Yz87O1s3NzVFk7FsuWJyeSInB3H0oQeB31gPdvmUyMWHabUrXketkPK3PZKLOtTrjzRa0WZJVh+31wpY69beczuRcpms+Ut4CplP1bTmI6Rrmugye4u8T2Pb4BLyn+jeR8IkUuS9b4/K8FgDc3tS/Sd8meU16MZEY13mq2GY4vy/z3pKb+2z52L7XOr4dxrZUm/LvXD/p3ASi9pGc00zQBOBv6bd1YQJAZ44+ko6nfGiNccsZNOVSR+VBVEGa/nJ0V4ByG44AcerdvOLz+H2tl5SHb7Z3ZOU6DBjeIOI/QNGgTru0R2GSTDJ6syrHGHMjW8uxG5gAKMsPcCTanZTda4KAnqNYA8uWc5kcgOeY80h51/jt9Ewc6lDqqOwYJz1sX6yvnDNt825xexPB2ypbgPT3lMq9TnDL+Z8CwfZ5yzn5e+usgzrV96nN6bOP+dajgncBg2L7m1L27Rt6PhGhKRXYcU/yaTsTEJQQ9hxHTxMYYFvT/Z9uozr+Xr2cxnrK5iw35mtrXid5loy0ralvbbd9em95NzB6o8UWE2rH1tp+hmCjiUYOOPwWgw5PmzGYcXyaoN7P5zSiWZSdHyDhfq71el2QOupsOdcpBSunz3X0WwOkbwZBAIfIkF2qjfY47pv9ASbLik0zjiwNho+Pj0cg5B22nUvGzXHPt8fo9R3qcWqU442O7ZAhBAZRPtOHXsuckn6q83pLryfdn4x+K+1PqUOYfvPv9HkLGH1u2/ooMNe5W++2HNlHx/XR/lmvJ4c7yca/naq3+relEx3/FBA0C+axbREUF1/X+dySn9cWGxysdXq9ucC8BZzv+XwKdLcIRX2dz8HPWQc9D1MEa/lbBu8tf+kh4h7gpDgVTB21f6MOg8ckoCqgI8GJBRr4qsR2soADKTYDMptU2NDj3H2BdGIpNlpABKCyozZIeBy93WJilGdnZ4d7Bk0YmlImYiYKdJRKHefn5+vm5mZ9/vz5QIT2+/2BfACiNzc3h7l0eseRv+dpSn/t9/sjULaeIBuz42YCmAdv8rFxl2FOrJM+T2lB93XS/becu38/5SDfU6pXjmy79legmtqbnJOv6VgnQrAF2tXRjnO6vmU63795HNNcNAVZsrTWfEO8SV13qLdvEynqeO30fV4Bqv3m/O5N6HxNfZvanjIkbqsy9LVuy8sMk9w7/gL11rzXJqfxTBG353XqE21O2cq3yl96H2P/bzEQOj0JZDLGKYXp+urgDXxbkaI/l50YjL1YfXt7e7gJn0jr/v7+yNBop8+Q7RjL3sx+ABIDlo1zrXWUKnV9Tg9/+/Ztff/+/eh2jQkguJYxszbIb9fX1+vz58/r6urqMB+9xi8aRZYGF4M6YyQT4PVF3zbDeXbmHuMkO0oJiPWoO6A9Zp9XHZ4YaOW4ZWBbTnxypDXYU+DecbTvEwC+5UAnItfr2+e28ZFyqq73AGWd3tTvKUM1tbGV2oRodNNa+2x9NchyXrMX7rNJMOdPTrs6MWVg/ko5BQ4T4PQ4pYA0kRbPQ6Non7dli/7u608BOp+9bGKf/57yods1qmh0lv9WFAtjayKbFitAeiKsFAZH+tWn2VD/lsG7eHMOYGXHxY3u3pxj522ZUIeB3Qpmx1xyMKX9uDXE9zzW4fKddpsi9vqZwQqA4hhv7vjx48dRetGyQPZWNsua85AjQLrb7Q6PmeNeSDZM2YlQX+9ztNIjH4PkKYP2GLwb2NH8VM9ELPw3nTMRQM+R9b160esKfBMw1GGdAoMt0jh9/0eWCRBr3z1W2zgF9iUuPrYVTUwys9Oszk3j8HJHfV370T5YD6r7lRHtNON2Ss7v/X06dgqAt/Rpq+ATSibfqqd6YNJjORSX+iCR1vlePf9wKnVCZIonvWH4ltOog1nr+CZws2OAqGlSIiXfcrHWa1bnSTI4+aZ7OyFHNNPzSxvRGmh4w8daLykRb8YxqNIfj4f3RDq6aaRrZ+s1tqaja5ysIQLyAFZ373oDDoCy1jpElN2w4ujPJMPz6e3kRONcW5Cxs5kABtk4Fd/xem6cmm29k5N2fwqKjQK2iONWve6Dz5+u6fECgAnlewy/Dqok661+rPX6AdcdQ/vT/1OfpvHxvUsitIctNTW41Ufv6q4cmmEw2ewYPN922BMIFizd74ngVhaMpQS/0Y/n7y2SxvcSh7ciqgmc/X3KpkzRna87RdI8l1spaI4ZizzWKdB6q3w4YnQUNA2gjsZC74DKsKwc1OUCYHBbBvU3rWoGyH9POPcc1mBYSzwlSPpWZtIUDud6Q5HTvW6DdTLWE4n62r8tJsqxCVwcCdtpePy+BaUOntRs2bTPd/rJr8kCBH2M60nLVi6+OX9ykDaQnlMH5jmbHG9luEXcKsupHuuGP9tepj5OdjKl7nruZGPU79+7Nl25mCxMYOF2ITSnxn4qQzS1b9ls2f4ph2pbc3/aj4lITNdVxlNafQIkX9O+lgjVH07jdlaq7dTu63d6zmRHLlNKlPNMPLZ8NDY8zZHH1yxW/dUWTkx93hpT+7d1/lvlLz0rlTIJ0MdPlQnd/RlB1pF00BOwWkmc+nN6sKlfAIL6cfaNig3ITrk6elrrJZXI5AN6BnBkZhbLf6dQbVi+FYPxOWKaUslEZqRKC1hs3tkyOMsHEIdckBZtOroRmY85tYJsfKxAxFianahO+Lrq1pbD8vcCUp3FW8y4+juVgvJU3hP5bTm6yTYmIPEYGtlNTtY2PoHo1PdT4NZ6uXbyIe1/7XbLQU7XYyu2Y/sDL2O8Vdd0vAC35aTfKlvnWAZNx07r71v9nojYREr6vfWXKHXM9iHud225vr4yq3+YdGKt47sKvBFwax/IVvnw5pstBmKhbB3bOv/U+oqNwG9vnwTU9jwZRDM+x8zPrMZMBmWjLacY+2QX6m50YAXss1rpK2//2O/36/Ly8vBSY48dhbIi4Rx+/PhxAF/K2dnZYSes+zWlJylEjx4Xfe8zWjkXsGXnrWVm+ToqbP02mrf0zWOZdK7pnurGKVBymXS8ulCds4xb1+Rgpo0bdiY+dwIsH7dDmkCv8prIbKMaSiPRlreivikF13NaJpDsWCeH7D70WvRu6p9l3u9b4DCB53Rex25/Mf3e8U7X1f8V4H3NJBeTDMvBc9l5P0USqjMTUCJ/fOta7wOt2nYjVH7zck6XxiaSslU+BIygdjvTDvbzFmga7Q1UZkKcjzAsRAOZ6+cz38/Pzw+PMrPTKTgVcKaox5GPAaCpXDZ6kPb1rldPXBkq0R3jZu106yn2bnuSNfJcax021XhnqXel+lVYrtNvzGgKmseuOQKt8dE+G6Z2u5e1U651xGm9KHOvU59YsQmJ9a362ev8/xRI+5jH2Ws6B1vOaKuPJg8tkx5Y96aNJMimcnLbzaQUfOzMJuCu46ytV+5dp+8YtwCuMp3KVnsmNZP+vNeBntKpaQxTv0qCTtVRn9jrbDdbbU39nebMbUxEh+9+YEjHW1uxj9vv90eBypbd8Bs+omTFuuPgoaR7Guup8uFHwnnw7Vgbfw+LKprXyez3+8OLhxm4Db+KQb1Wft9O4LodGa51bGhNLwDM/PfkOG3qnbHdMND0m8ERwCCtCoiw6YVIkw09HpffglGD8XkAYVlXQQlQZ86JAq2Yj4+PB5n5pcZdGzXYO+rvtvimV3x9wbJ6xXwZGGzUU1TW6/1/y1GbTLRPBVXXccoBt53ahGXAZx+v3UzndOwmLx1rHWuBrRsppnGdIg8+fgqIKr+2RZ8cOWwBqfvn4wbJrun1/uRT5GSrvek8f6+cthz4pB9bY7afmvxz53Kt42i/pMq6Z5lN47L/cJ+a0qQey7w+uaUEuZuiHGRMevpeQKR8+JFwZZTNx3eSaqRdi5tYnyfPr0BCkAWesuoyjGm9ALABWDxRvu3BfQf4uB4woxhQnOumYIR9qg/XudCu5e0n4jiiderTIM33qR8AmYF9ehaj5703+BIl+njlb9A14aiD9sYdG3Xnj/Mn1rjl0Ku3U/1b1/G70+NTHyob19d5nRyl7WQreijIcWwCx7Z5SlZTf1tPo/C36ii4W+4U2/6WA5vamPpwCmS2QLd+zOP0OHo7zzSHp0rnrMe26tzqN7/19/rSnl89m+xhqmu6rvVSJuCc5rj1OfPHbw1m+Izf6f3f9h/u96m1y63yoUfCTUKfFHBin3VG07mux38WtlOWBrO1XtZreIpL2Y/rrtPzrk+Dr8e7xayI7BpJui4iP4yMCXW02H4yHqcducYg7XVBAID+GFQBquvr63Vzc3PoB31wBGrZFADXWkfHadvF11IMhgY7p49LcPpkGs73OZPRTozVzNT9OeXkrIfVgdZrYCu4bjmgLYCvE/Hvk3HbuZ7S+UlGPtbvE6C53rdkNi1JTHV0HrbG2H617wWZrT5OIDORpIlUv1cOW2UiT6dAcJLbWq83Ok2A73FVZk3VY2/YJ3V4jB8BF66blgM43oed7Pf7I19sWUxzbnLtflZnP0Jk1voLr52iES9ubq0TTAZhYXfgvZeP+xN9I3/TqHVCrCc6xehrPCGO1KpIFjCRY9OrBj0e88bvzqdbMQxE9M2pD8CE69j9ObE8AIx1vrXWCLxcw7sSb25u1qdPn46i1BKYPgPV7RoIJxa4BfJVdqd3GYOjYUebE3lw3yd2aoNDpj5nSilO5I05KgFwKs7p6Tr7yray8f+tUmfa8buegvApx+/6TTB7/QTa7Vfbqzwn0uLjzthgW22roH8KtLbA1eOgfYNC+z61M41lamerTMA3gcepcU3gvlUmgucxU199YMf5XvKylcrkN2cbIcb4g1Njm7IpbpNie/8oKK71wTXGLWPbYjQ1RB+bHGSFCYBMDIv/jnb85vizs7PDU1Ycpq+11sPDwyGC82YQwnPnqtd62XAA4NAf1vz8cIESBSshv5FuXes4MkSufTwc42RstG1j6tNuPB9EdtfX1wfAsxN3VNan69hwqOvy8vJoo86UinRdTeM2xdr0ctPznvOmvKyLW8bP+TZG98djq64WKKdosEZZOWwBkPVjAvaWLQPv+ZNdbp3jeusEe2xy3tOxjs22ZBtvH52y7Pp/23qPs5vG099LKqbf32prq/72f0v+7e9bdb6nLdtlbbnjtW/q2qp1+xQ5sqynrNmpfruf+Kqu+TrL44I++bV39vVb5OKt8qEb/Jva6nohHZ9Ygpm165wmadot6nN9zlovN+xTf9cf6YP7zSYW31BO5EKU2rVGxkDbrH/Sp0ZFtO2doPSTaG23263Hx8e13+8PUZOfMuO1Sibd6UP3levpH8ry6dOn9fnz5/X58+fDODtXTvdSDIpnZ3/e73h5eblub2+PHgpgHYBEeD2Y78jIOuA5w3h9nDmcItTKne/WReRhHXBKeAIv/2bZQ1oAdp9D3zh3SsFZNzk+pZCn9ikefwHG82YSNa0P+totYJiOcb4JrftSuU5EcSpv1cG42t9TAHNqPG3HelZg2Lqu17f9rfP92ySP6vhEYrbmvnVXX7bqpXSjYts4paeTLNxedd9zPvV3q9ieTKinzOWpuTlVPhQx0hkPbGIEW8zz1CR2Pa+G1TU/+gIY2MG0Lpw+oODUGsbddTUiIq6dnpGKI5+MGubj44BJU3IGSsbiezZJ4zEPyMcOnjE1NUKk+Pnz56OImvseGQv9mOaHlC51XF1dvQJG64U3/rARyPXbiOxoDSgFF87H2Tu1iizqKGusNfLJWW85Wct5WmtFTjbwfm75Kwbb87ZIqO2gBLSO8T1g9Vb/pjoLYJxnUPU4prFN9doBvlXqd+qrttYU7cw7lgmkttp+z2+Tn5xksDW2rbYKDlv1mOhMhOGUzlW/fO1a82YmiglbAX+qq8X93dK19vm95UO7Uic2VRCbBnjqHBTd59bRmLE3AvT6mqNE3zfo/sAKnWblfprn5+fDQ60NeK7PEz3dV0N/nZp0Wsj3JHLM94b5lg8KQLDf//nKKoMST8jxm0X8ZJqzsz/fmnF9fX0UnTkKLhDVGK6urtbvv/++vnz5cqjff5a/06eWDfLwfZPdBTuRLr73uJ+Tiux8btOitNPocwJmfqO4XUec1a3qtuXiuvz7ex3fqTIBfq/bSkW5/wWFaVy+hrFtgUVluJXC7pi3HNu0nHOqTLowOf+pjxw3CeqcbQFH/dt7gXOS4XvA9622TulRScI0b+1vMzQFpwmsLau2UXA9RZBKWDqfvsbA+x5y5/JuYJyeZjJ9n447rWMl7X14vna/f9mA40emNUXVG/7Lfvb7/VH7/LFBx5tmDExrHd9+0fSsw3faKMhzDmuX3blapelaJeOkD77BnmiX8yAIAC0bbc7P/3zHIo+De3p6Wvf39+v79+9H66tOoeD8Ofb777+v33///dUNuZbnVgrR37kPtaXA0/KW0dN+AWIy1I84iKZgbZQTiEykzr+5v9P4rD9bIL01fpfqu+1nywFNv5UsvVVsuwVMj8NjLQlyvzrv2F13afvcrWP9v9X3Ld15L7j1t/bno9cXRE7Vf6q8ZxxdlijwbxGAjoH5b5sT2VzreBNlI/jOq49Na9f2B5Rpw85b5UMR4xbKTx3vd0cQZQ6TAAw+FqyjnvbPx707s/cj1gn2iTpr/blBx+lT6ve6YqPBabKdinFqi+jKL9k18Nopdm0WMAMgd7vdAehNBABSgBX5VyYFOKK5i4uLdXt7u/7lX/7laO2vTq197THO9z2VExPnc2/RmBxo06yWrUHS62x1NI1qmVNfW2Coo2+auMTJ29ALDFv2UxA+VSaw9pzSt1P1dHxT+suAb5l3LiqnOi/P4ZYOuE/Ih7WkyXGeKhM4V/6eZ9fdNurzDPBTaR2df+SztTeherBFZCYy2fY9/p6zNXfT+Nd6uXXP/tH1T0TQx+zj2n71uLKb/PhEpPr5PcTO5cNPvnGHt9jepAjUUaT3df7PZy+w+ukrNXr3o33cMkz+swsKBX18fDw8yq1g1ydt2PFSajhm73Wa3oHVjStcS2rUY4U10x+vHzLmu7u7o7dg4ADoCxGcNy55d+/Nzc368uXLOj8/X4+Pj0fnce4E4G0H3fH84VCamp4YYB1vdY65cHvT766jRM19Noh7HrqUYKdNvZQCZQFrAsXW0f57nNP5nNMNW1133mpny6ZdPN9T21sA0HMneTSN2TE3FXsqu7DV/62x1L+1zsqrDne6znVOAO3+1odsyeK9ZZIh/6d5c5+26jLpXOv49roJgNrmFshVBybfWVm1fwVXF4KfjvdU+UvvY5wMfmIN0zWT4VlpGrmZJRocOhn7/f4oDcm1tM81fQyawRcw7LpjmQff21crs1OtHKNOIjbfIrLf7w+g5NQyaVH3x4wSB27ZGHitKPSVdclGNXYMZ2dn6+bm5kBKLi8v137/Z7rX0ajXCe2Mm2o1uJggdH12UnwbjaNOG0M3LNUI61RP6ahlZd0sWzUxcLt1CADtVCyfLaPdshn/7s8G6gl832qjUVnH3v/uv2VbO61sqiPtj/t1yvnWYb8HTKqXJqX8PtVjn9C+tv7KdjpuMKh/ee/ctVRX+vk9YNhr2y/LrnNSf1OfXZ3hXPta93W6rv2bMia2yd529lb50BqjBeROWRgdSJG/zsUCmZTHSM+bInCANcgtpzotFhcwCqxOX5pxMMl9TN1utzu8vokHE9zf3x/JzKDj6BlgAmy8uYPvjvwMpJzXiWc8jUoBI9fhSHi/3x8B3kQgAGHfO1QDmlJvfN8CLNfRNIvnEvk1BTZlIiZ9LUEykaoxOi1LHQb5aX6nCJHPrmMLmCeQnGS6BSZut45kC1imOZgckMdYObdPkw5UTqfa3SIE07icLt4C8/a1G+w6B1OfK4sJ1GnD+tFr+ezovvrR89/j2Cuz6ZqtOXir3smWLPOSYi8NrXV8v6TtB7+01U/XwZgmPaHYlzVSfC/R+PD7GO3QtoCoCtt1JwbS3DoCsLC9qWSt43RsowB+p90JzPlOW35OqgXKvYV1lDaqtV7fxL7b/bneR5TgJ8w4QmMM3qUK4KBABkTSqVYip38N7Nya0pSmlfXx8fFVGtM7Xa+uro6u//nz5+E2jbOzs0NfbYg1+skBl6BM9wNOadTqjMdlsmJdmZyDo+gtx8kxy7f1TjuSC2weQ3Wwur9luJabGbUd6qlULXUgx5K5ljogj9cb01xn9XDq+xZxdXnrN889/e/+gS3HNwG2++jzJsfr833NBBCn2q6zd58nYtcygXFlO31/i+i4n1tEooTAffY5E2E7JdNp7PUpb8kGP9Kgqde9lwh8KJXaUNVlcow4W7M5d65CqpL7PkAbhp1+U512nvSZNg2eOJeHh4fR8RigcbpeC/QCNNHX09PT+v79+6t3FNqpcL5lMsnSEaTTqF6nM6ADhpZn12S9Pkq5uro6gNynT5/W9fX1YSOPXzE1OWw7x+oAc7GVwnA03ntBGRPH+N3X1egNSG6fzyVn1b+tPhac0TsToQIRc8s8F/Qrq+rAJGuXiYyaEPY6H3sr6uRY5cf/rX4X/KfxTD7ilAy2fMx7HXyddkkL11m/prWoAu8EfpNvLEFy+03HFlxaCobtz0Q8tkjWFnl4bznVRsfqY73Wddi3T7Kw/z6ls8YH19Vb4N4qf+lFxdOxU0ypCmDBTTlqOyA/ps11tj9VEp9fp2EwAVA4z06E63nFktOZZc/+7+N9ik/77PHSNzPwOvuu6xH5+dzr6+ujtrzz1Q8z5/5GAPjz58+H+x3XOn7jRR+357+tud86blDp+k4V23MzpW1NmBzBuJ4pc2Bn2LmYQLBjqWObxuh7bLmmbb1lrJNDKRnZYtIey7Rp7K3rLS9HN1tRwpaTLCj079S4PY4tgKpDdVtN67WO2vvUbqPoLfCf0qF19O2jj50qk1+aZDD18x9VTgFS0+JdsprIa/+7zslnnpLRFvBOWPOe8m5gNCOsE9la2/Fa1nSdz3UIDHB1cqfIoqDn36zUjvAeHx+P+kUkt9/vDxtdqMPvQ+S41yLdT7ftaG1afJ4criNg6jOwIuNueKEdoiz3k/57XZRrGOvFxcVhfRSg/PTp0+HPAOnPHkMNf8sheL5OkawyvrVep0Emw9oCtIlRtp6JvJgwuV+u0/V4/m0XJYmn2pzG2GPVc2dQpj5N7W45+VOyXWv7Qc6d71PEg+J2C7Stf6qj2SjLgr5OIOE6sLHq5CkiMAFSswHT3FUPOGb/tXXdJM/2q+f+/9p71yVJblxZl9nqi6RZe97/QdfSqDWtzvND5tWeX7mDjOzW2mP7FMzKKjOCQQIgAAcvwTwFgmcoJSbeR24LPlhIQDjZBJOY5HfafOd+zsHGSQIiujxilAExwLhikuBJARSyZQq+o49ZYHNWAs779+9fANGnRn3kx12jAhm1I2Dx3Yh+AEGaNmMH+u8g6s8BXs+pfZGvjf32228vL/h7XT4S9mTj48ePL9O50qd+XPjnn39+OQPVN9VonZGvgfAv9WH77P8dZDx58Dp97TAlER4caR+0gRPgYcKSPvPZ5uQEHumdjkneTxKHpMvUJttpfHm7rpNUj7fLYE59pCUNlffAlepPgbKVdznIB3nytVl9Z/Cl3xJ8E2h7PJI+ky0mwCLANNk96POat+OAzzppP+w72u8EWtQ9y+gaXxfSEoMDl+KTZCFP1GEDT1F6d9j/7+jSe4w+YvPARsOayrQ1HhlTQnU3WFdGy4w+fPjwsGuUOy81zeVAzPVEKZfTr/f7/WH6VfypHb1Qz0MD/NcodE31tzVRN2xfZ/STeXxkIlD0qWd3GF+3/Mc//vFyGLivZfKotxRwCIqpX7x/fW2WtuAjUMngIM5p12ZnCUT4nQ7VyjhvbG/XDl/LoC3TD1qQ1WdPmqh/d/4UANL0W+I5Ja4nAST5KkfU7ldKqtv0u+vg5Jrf82l0L0ug9rIsQ92rbBqRpWc5k0MdOLUExutlmQQSzit5bP1MW2YSoHqYILDddC0BqS8r+NGVLN+SB/ptalO8ezzk86eguNbFX9dQ42nO2J1YjHDomzI/1ecbSVwJPKGF/DDL8TY/ffq0bre/Rnq///77+vr168uoyKdDZbwOpGmDjU/P3u+vDxB3oBVvCmCaltTza32bEuXZqdSZgonq16jTz1X102zkpOLRwVzTpvq1DdXtgKjj5NxQ0/oi+8T7xoHIA5GPwBV41L7Ksh8JgC3wNR743LTmm9ogTW3uyHlI5IE4bRhIfJOnBA70V/dHfj4JID5z5P3l6/QJWE51m4IhKdU7BUP2L+NJC8RTMpX4ZxK/oxN9Jx/Y9dVuCtj/t37h9RMbb/yLfKnK7UY80z79eZeZM4fNv5/h/dIao2d8reNTFulMESCTMLq31no4E1QjirVyViGwEAjorNB//etfD5stCGQJWAhyklsjGenCj2STHOKdIyKRv6Lgxu6Akw4icPD25ET1qz7fKavRsgOjpk0F2H7ouL+2oba5rpiCezLclgilaR/WI92u9XjCBp/zRE06nDLrpHevcwreLE9KzpzkY9Lj5KPDNLviI5CWRbv9JvnTSID1nQBAa9eXAbzc6UjxBCgSz6lPGUhppw1gUqKbZGf5JNM0Bex8Up5Uzv97InlKbX1Y9Xn8S3JfBcYUC26326tYK1l4OIXHU9WXEi6/p89XkhPS5Z+dEqNph6ADmAf6k2DRPmvE4wrUdQ+eDLa32+1lo43eSZSifUOLQENA4vc5OnLefMpMIKLnvXN1b61vZ6uKX64rymAE0hoZcmOAAPLLly8PoPvzzz8/BEW14wD3f/7P/1n//Oc/1y+//LI+fvz4Mjr0zTUiH0myv3U/ZZ6NGuCkYM8RDtcp9J8jSwKb16NndiMJ1kG+6ey8PslPXpjRuk45hco23B5om2nk1AJb88ednLtEgTo/GY22+wm0XR5O5zd9tb5nWwnMJvslPxO1eJfKeRLF/pjA3XlhQpR8hG2lwcuPGC3KNn3UqDJJFoK115eAXAMBv9+SlokuveCfDMjv+zpRClqnwdPrpvOro9hhfq6pXvH4/fffXwDEX97Xn17X4KK5OszblAy65kDizslkoAUOga8nHPqvDT4+Hfru3btXo0UmH7r/7t27lx8l1prdhw8f1q+//rr++c9/rv/6r/96GSFqA47/3uNaj8fEuc4bECbbSP3MaY9dhpyCQWrP22Vgo73wcAZdT7K2zLlN16S+d74SvwyoSacM9gkIUj2Jd7/uAZAZ9kl7u3ob6JIasO4CWlpHneyG9e3sz+WY+iWBk/f5lBR4uQQMiTz4T2UTCJNHv59mgXjtWYBc63H6k23ukibnl3GQshAwr9LlI+Fa1iRmHcWnhWs3phRkJmdnxqPrPg359etfv60o4HNFSanapSr5Wgbl64sCQ/6qgvNBEnDzYHIBdppGdiP2qVRfi3V93+/3l4O+f/3115fNRRr16aenuAOVACI9+BSu80TjcyBSWd8xSydwG/C+ZxbobbrsXo/bwa4fmr0wwUh2Tj3RhlNQ3AW2BobpO0HRrzNApnp2wd/1oc+ua/XvxO9EJwnx1edaXS6D68efSwHT9bBrl3GCnyc6LZMAWZT4a/bilGa+PF7vkobvBUXym5LrlGy1uprufSZxqmOiy4eIJ0ZI/g6fE0HNA14zMo5SdE8jqrUeA/G///3v9fnz5/pzQAIp/y1C3zFH3pwf/68fNNarEJpu9Gc4IvTv4sPBTfz6qMWnMH3Hq0/9rvXXOpxevfBnxJ8fRK52uKNV1wiK4pf9oT6lnp13yZ4y4pbgMMg7+Hmb5KHxRRnIc2pT5ZiktECSgoZsqAW3FARSnQkUUyLQQJF63gGl67rVvwuQiecrz7f6TgColW2BuT3Pa81WRbsEYOI7gQR9JvGSBhon4C/yGbKkD9rPab+f3Pe9GM0fnE9eU7zliJZ2/rcCYwIHMp4EYoe1uhOljvDAq+lMrRH++eef61//+tfLSTVSpoOUDCBN86otP4qOoxQHNgcul1UjOj+0QKS6te7pz6keB3oHLpfTgdxHhZJL06ca8Xr97gyu69QfKqd20mYRn3Z2PfozdHIH4WbIyYlUzpOlZi8e5Dly8Clj1snvu00j5LWBPvlN310Xk2N7AjVNT7fg3TZtJADcjawaj0kH3m+ndZ2C+qRb93fV6deoox24NVtx/Z4+z3vOcxu1Jf6aX6RyjdgXblsnwJjqP7ENzn4xUWVS7OV8jZ1447q6kow99bqGM+jMtyDADk4BJzlDAiY3bI5K//u///sFVHykpkO8RT6SYcbEKUCOegRSekFeRJCZpqXu9/vLr3D49KrWKwV0a307FPfLly8Px7n5Jqiff/75ZWrUN+z4qy5+OIHrlaMfvhTs/FMePZ/6Vp9ptPrP/uSCOR0iBfuUWHj2Scdyp/G+9zo8afLrHBF7P/uzDCp0cIJBS0jYfrrO+1wLpz51XTKybbcD10ML8o2STA38dgmHy+D1uewtYKfrlJMJjbeRyiRQIsAyGTsBS77/Sn6cp2T7lDn5HfVA+ZjAeh3JL93mT0GHbe4ShKTvZAP+mYejtHYmOgZGP32kOaqDwS7DT4aw1mOA5JolA5I2pPi5p6r7dnv9SwLJoB08OK3p6036rDb06xMEFB9BSRZNe3KqVlObWutUHRxJiS/tIr3f7+v3339f9/v95WV9TaF6fwkc05StnvURpsC2kZKCloXRebyvaOxMRlIdrn9vi/blOp0yTJb1UVdz0DRabG1ThhSUG6UgnL4nSoG+1cPEIQXaid9dwCHwT3z6envil0Cd5OMSSLI/lztRAghuvGN/Us4GVH5tAnGvM/FE0G3PM3Y1X03PUn8ntsdnE5Al/2j1TN+ntp1nPx6OMp0C5HftSuX9dC05x1QPsxQRDUOOdb//NS2pX8lQGxpNuVFz5MbpX69bDueB2/nWSQ4OOtoBqw096iS151OvNCCN+NZaLwDo7xp+/fr15X1D/9UGrS1qQ5BGuZJdI021S5nFk+pWvdyEwr6cglbLxl2vfi0lTgwmClZuA230sNbr13fSxjAPqhMwii+Xz3WZEkbWx6lcv+4g7fZ6GphcTuqQ99J3XaPu3UdYX2pfbbf7XieDfAO1FkNO9OC6OHnWy/gyBZNK1jHdO207JVENdCdwTX2Y6nd+kl9PbaR6VD79gg8HNhMvlPmkbY8F9EXq8YcDo2fXFEYMpOu6546QsvApuyawrfVtilRTkSrPYTQd0a/5dGMKzgKXdIafwOe33357WS9UOzrlxqc7nS833p9++unllBltevn06dP65ZdfHo5KU/sCO023Cjypq/v9/rJRxwMQn+NxcDQiB0k3vrRu1wI6+9JH8Rx93e/fXk9xkHPn0/W26C7Q4jXnwYPfFOgTpSTrJFi1gEB5Gog2avpmUpCe0XX6lstF0HyGUoAnH7yWyuz4YH+2dXQ+Q/9noKdtp/JJNto+203fXe8tqDs/qZ/JA/swJZXk4xQc6ZtNT5Sx6UHk8rQZRtcHZSA/KWY1urwrdTIu/U/Bda3+0zW+SUXMM0tb6/HUBD8T9Hb7dk7h7fZtClXfPaNgwPdArXI8w5SgvNZav/3221prvYwQPYhzw8mvv/66brfbw3uTa3071UZgJfl1dJye93NSNZXrv3zhU7YCe9eTAwDXdQVMWsd04HedcQSmZz1wpP8OUvrRZuk4BQ7f4JNGc36tTddzfSeN+F2WdE+k5CaNUJ2aY/p9lvdkZwIxtnkFgH1jFAEgJRu67tOJU7KTQCjp0vuGZb0fqLNd/+wSGNbb9jvs6iGvfi0l+qmOpMfdM07sP5XhWvAESlxaSuuIXldqn2XTlDjbTTaWZEyU9C7iMZ7qD8Zv6mJHT02lps5lp5E5XWPW0rJ+J2bo6lCfR/aRmRshT1jQdCPrEX8+OkojRV3z10E8uIm8szTnfbvd1q+//vpSh6ZM11oPsvgIV+2r0wV0PvWp8u/fv1+fP39+2ZXrsuq+Tw26PlNGLDk8SNJIPcHRcwJWfz1EZQTkLUNNNuZ97PWxrMvkGSY3IlB2r4/tqlyTs9ksyQEh6S85vicuO7DktcSrPntiRhDU82775DvpiJt66A9XgtKkz929JvdpHYlP75/k6wlcGed27Z4QbTTN2Hg84rQmQcP7qvE4xWTniWVb8sElA93f2Xdb9vBrAuiUEPxtwDhNOzVKGSyDGc/M073UYfruG1XWejwizTedqKyf6O5A7UHcjcqD1lqv35cRyCiA6JoCv4+GNMrT+4SShdOsrjPVk0Dl119/fdjMI3K5/OVW8Ukg0mhV9fs0nsp6oqBn3Lg943Reafw+onV+va+1uYuHjHtZ2oHI+SFwnwIKv7t+XR8JGHfkNu8nDJG3adrv1KlpM7Ib9cPtdnt5jScFxFP/TgCutpgQn8pAXq7KnK5f1eNUnj7kNpaAINV7VbZUhyeKHjvlj56geHkC2JRU6TmfTWu8e2xVHZOvpKRhJy9f2HdZPda29X7yuKMftvmGRu0MMGNoBsXAxusCGV8782lXLur7KGyt9bApxjuFR5+Jfw/aa/0VGD9+/PgwRNeuT4KqnvcX5nXqjM5wJYirDbXrIKuApulLbaqR/L7W6oCv8tSNG52DIqcNPbtsfc4+lg54MLuPXt1ZfDrYNz2xLtqC3+f0NO3LEwS23yjd57TZFBAZDNwW27pp2k2o8qKdc6cA5O3Qxr09tx3vrzZtrfp8CSTJlfRzRQZd8zqTvv16ekeV8pJS/cn2Ez9rvf5hZMaxZynJoM8EPOc9XeefynAkt9bj2p4/kxII34zmCWCyHY/zacMO5ZS/eDLvcZbJQsKZKVEmXX6PsQUTF5ZDXs+8qRS/npTCYCYgIripHU75vH///mFK0acG11oPvz14v99fNs34T0EpuGs04+8USh4/FCD9xqFIQOhrjWpD7Wknqo8y/RcvHEikD4Gt2hA//OkiyuRrid6Xvp7LvlMbut5GCJ6weJ/SQDl69CDtWaf/977n1HgKIJ5Ncp2JvMmWVJaglNYcqaMETu7ItGvyywDQwIY+MPkpA3wKbi4ngzvBs5WlXlLATQCVQPQKmLJ+Ttkn/qbvKRCzryh3AtHEh+o8WctzH9N9lvFnvX63NY83fM6/uywpdjSw93rd3xKx35s/Ugcphuha20vQ6p3oqRf8U8aiv5TxpixGymNn0Pk8EGvDzVrfdoxq9Kgs5f379w9noPpoTGCh55PCBIge1P21D+2EFagoSOpQbq39eR2qR2e3MtBRzZR1rQAAZ41JREFUjwJVn57i6NF1o3VF/bTUzz///JA5eRLgOz7dkJrBMMhzbZXJkNrz0StHirQr73Mdej45jdtXAmPx5/2qvvD6k8wui+sotX8StD3IeJKgOlg2tZF49WspOE0BICUXvJ/kTwnLznYmORj8Gx/eDn2HI7Skj6a/Vn4qk/SV+sH5aonMlJg47+Rp12+Jfz471eN8EoCb/F7flEB4PS0pbDqhzWk2LJVJPF6hS2uMajgZsgL4zmHcwNIoI5X1n2KSQu73+8OOJE3juEH6yErrZRqpaWpN39OisOpwAF5rvbxMLyBUIHVA089debbmvy+YEoy11stI8Xa7PcjrZ6Pe73+9u+my+nuQv/zyy0PW9scffzz83qIDum+ukNx+wDgdKK1Lind/3YN1up2oHnckT1Q4Sku2xOlEluEUTlrzSMmbPlN+PXcKiIm3K88x6JO/CZBcHgLZqQyeICR/Z4LGuJDkncCJ9bZyJ7Lv6Jn+4HO0GwJJi5Nel1PzE+r2itwEte+lXR0+ne7+l3zMeWzt+HP++7SuD9/rwNmY5gMndOl1jWQUKRPgep0L4mtAfC4pSNOOPqW31np1fa31ak1rrdeHiGua0k9HcHDQqFLTpX64toOPRoX6Y9v+WsJajz91JNnElwdgb18jUYFq2wn7yy+/vLTpJxR5siK9f/jw4eGgcelU9fn7jMmgPFujXTjocc3J7YEG7f1E23Fd+XeOdhnoCMBpQw/rcGdriUHiZyJPEk4W/hnI6OS8nvyGsqr8lMmnPlZdaRTVnvP/vN4Sar/n97nm788/k6Ak+a7UkeJfS65SIsa6vP0GGm0a2n3nhOfdgKVR6t+pHee3TSH7bBbrn3Tl8Tn5fZPRY9Zpf1/6oWIPaN5YCirJgJtBMnAx6xJAck2u1e/TeWs9/gyJv0bgL9174CJgOSjq+1qPx8A5cPkpNA5OAj6BEk/B0WfKutZ6GDEKqFWfZBaIOhBqCpqgpdG0l3VZJKP3pe9KdR16QsDFb9pJ6nvaTwIFAh1HQayX69y0v2bfyfb8ueaQO7DU/TT152Uary0Ye/upLoIJg3gDiF3wpA4aeE/PM5A6j6cA2BKECXATH6d0ope1Xq+rXm2fNrdWXleb1ndTMseZv9aut+M6ZIz0P13nO9AJyBLPiSe3E5fXdULsSPJP1xJdHjHyL13nM2SMiiLTzLYkvNYN9dkdy3cz+nBe9aVMRgHedzSKp59//vmFf3/BXh0kMNAL996pDpJ+3YFVOtDU5lrr4UeT+XuJmk6V3A7WDgJpbc03AQl4CVwqK159LTL1NbM+BmtPIFQuTY+6w/oUc7MPX69kXRNRT94nTi2QMkiREojx85QNt/pasJho4mUn364+8rbTi8r55wbOLDuVa/X7s+4PXq7Fn50crNvLT4kR20kxMdWd6p1s/SSBmKjpo/UzfanxOdkvZW0JDjcJeiz3jT5NzhM7dbr0usb0WcEtbVZwZjkN6AJxakBri5qm9Fc0mhJVl4KsK80BU8Cld7oICn76jAdUbQDSda1beuakIK/RqWTxKTpmWD51qw08vptVdfhnnYGqQwK4W9VB1ken3OAi0prtx48fX3TtO3Z9Opsn3vgoNmWSfL+TtuH3vT+5m5TOyBELQbrZI9cPdV11MjFjgEoBnJ9TQGiBpwW1JOdEKWj755PAkGRrvsY6d3KQ1zaCmepOOktgw0SAtsk6aZvfS8+C4VQf+3YCoNb2dK/pO7WRePF6JvlPeGx+4XgxzTh4n17t36dGjNPnJoj+OwilrN1fZ+A5pqnu9NqAPvt041rr4VQYnw7UzzG5kgWOzocDpbfDYb5AWTyoPiYIkkcglkZDbnwqw5fufTSpEay++yHjAtGff/75RW4fBfu0jEblrj+S+jLZCDNJl9+BhgA1Oap/busFHmgTT2utCMBsg8DoDqZyLTBcCa674MN2G7ldcVMUy/2o4N+Shavyp+SFdYpS/yT9JzlPkoIWoK/QBNjt+mkbLbl6ho9J1pQMTjY68TH1b2qTPDovnkztklCP02ndfaKnRoykqQPScwK/ttXaX+JXgG9rMylYak1Rn/nqhgCLIxGBge9uVZBxxfoUrYOJ1ye9sLO9o7wdH0362qDK+45Xga1Gl2rDgVH6/fLly/rtt9/Wu3fvXg4rd525LF4P1zLFl4O+5HJA18jY+8R17MT1aM/y2L8ENwZ/16E/6/VxHdnLuBxpNKk22oYC3Xe6AkIuhweBdn+qY6L07HSNwLWTaTdidKCnb50kAORjeqbZetJ14z3FG7cXXpsAY+q71Faqo5XnkgZlY7/tEoCdTexA6TQxUTkfLDFRTkloGjA14NvpPdHTI8aE4s2ICBxyNhfMQSId7ebP6zPBiwqS8+knqVRWIMPXS9b69rqEZyWcStX7gu7cXo664OiUa5BrrZfpTX89xHXto2efUhUPDvpuCPov0PSfoPKg5+U9CXH9+Eh1ZxNerhm5X5umNpNNuU24nv0eg4TI5fZExhOAFuy8Djow+Vzr8Xi+FoSb/k6INp9kT/yR1xTEuLGDvE6Bbld3SjrIa7ItXk+bunZ1e/1pM4nI7YDA7vdTAkwZJ94YM5IuJtDe2eAErs0OUz0eZ8UzE0U+m+T2dnzGymVPtuCJqZfxpbmJhyvg+PSRcMkxdgaqe86oPivofv78+WFdca3HLfc74TiFqalTBUMf8ahjtZ7mG1p8HXKtbxtqBFi+a9N1QWf6+vXryy9hpMDta56qyzcaSY++kUWg7jtC/Yea1b7z72uj/idZP3/+/ADs79+/Xx8/fnzY9ar/AnAHY75o6zyzf1pCkQJmC+gMuG4byXFoHxwFebmUYJ0EGaerGSp5UR3P1pPqa/cbyHkidCX7b8nPSUJF35F9NNCaQDgFfV1XX/t/Bt5JzkkPJPc1gkyqq4FtsgVOU7oeT2wntanvrIPT9PSLFNd3+klLKT56bAnelESRv8Tjji5PpTJbSo27kpvi1no8kd8Bga8AeCBNfKU23r179wIGt9vtBZy4XublfYfo/X5/mO5Nv7Thrzs4Dz4SdTD+8uXL+vz588NxcJou9p2x0o3+BFLMisSDr1GKHwcuTRs7cYSu9Ujx+uHDh5e1SU7zOpC4o/j0KwGYu1w96JK3KeFiQCSoJaIze1JEBzwBwZaZin4UmH0vuLagNPlmq6vdI8CdgmgbZflnxQSVT2345qyJpoSjzVbwGkGHdsP4dgI2Ka46j229OAHFKRi1OnYJgfijnI2oP29XevM45c8kufy+x2nn3ZOehE+ndPn3GClg62gynZzdg6hGLf4TUK6wlD2ljmV7a60XYNEOVH+v737/9lK7AI7ALLDm2hpB1QO3Rqpq888//3w5qu52u728JuJTxjQGBw2e96o6/LuPcpUMrLVeRn6qh1O5msZ1PXii4Mal8t6HktnLOvCKn5QdtuCTbIjEQCZd+W41v5Ycmbykdc8dJftL2S5lZLCf6p/Ay+v9UTStpTpPvJaSt8YfAY1tehsOGH7dk9IE+OSvXXfeU3+lGDfJRjm8XEryGcyn2bEp4WG5E5uhTqe2UgLQ2qVevaxiSJqud/J4qzKeeO8GTFMfTfTdh4i7MfkGFQZ27+gGmC6kvvN9QG+rdagD1i+//LLWWi+vNHBkwBGgRm8CMI7+FPA5FbPW4+sUkk/X/dcw5My+E5XB2F/Q132Bkp/n+tNPP70cP0dj9LVUXdMO3E+fPr189/I+QnQdsQ8EnF7GbcB1wEC5c8CUAPG5NIXkAYxJhLdB+9E9BqcUIBu/Xp7yMZnyYM8REfXk9foo1/ngs3496XqX8Sc5qCv64y6RmIIS+zfxnhLFxJf+u08zKItom43n1q8TEDm/016Iyca4huntpPKTnDv5mw5cltQ+ddz0oM8EMo+l7rv+QxETb66fKSlrmzcbXQLGhMI0aP/ORVUKKMPxXagugEaNSRlp5OYdovVCKcwBznda+hofR29cR1ObGn1xxMuyBD+fKv7w4cPDNKpGd64fPwGHSQNHkOLHdeIAr/rW+msErd91lA44leprtR6QaAsOjtIbwcz5or2wXyWPP+9T7hM54DGQTgGggTWJYHUSVFo7DHZezzNg1upJ9U2gmXhNdTPhmILnCa+pTQ+kuwDp95gk8f3aHW8uT9Jda9fbJr9el/sy7cH5dt9JgZ0JawNwl+lE7nZvrcfk3+P8xCdJ8Zg6oq529unPeN20g5P6SN/9ukYCRi/fnMc/+9QlgdOBx5+TUfj6nGfW2uziIynd8w7QXLV+nULk61D6rvKa7tW6XzJIAYWftSod6JpvbNEapEaV9/v94SABP9xA1/3cQOmIU4gEMQGw5NKUrq8B+sgx9bXzrM8eeAhs/kwDKzq8y5AySpJv9EkbBFpiduo0qVwKImyL9e6mKP05+sopKLKeBo4uA+8nEElBmTIxFrSpLm+bn1OM8MDrsxkpZpzo16kBCT8nnTUbmPhgn6RkKSWCLO9tTaO29JzL0b6TnB/Xv/YotPtJdu9Hj8kpyXf+ucchzaJwA9VVv1nriTXGZMBUQPouQSmsgx7bSX96lhs8RDrlZa1v54umoOt0u90e1gLFk29ecXD59OnTw28fql7f0ervFOo3ITmVKmBc6/EXRLx96qkZi68tCnQFnAQWT0QE8hwFC9h1TeQjSAZBn+5luz4KbQkU+zgFjBZsdtk0+zvVczKacLBJvHo5fnZbT7MpEw8nvE1lrwSHXcJAuZMtEBQdDBovLXnxxIt2w1mSZCcpZjmvlH3qV94nTxyl6HqaTaG+nD+W8eTY5WoJDnnfgb/qIKhMzzsPvmTG8g565NntxOM6Y5/+67PiLNt1fh2Er9LlNUY23q65QXs5X4f0elPQ9zrTWqWPkARgPvrijkn9d1l8k006/iyd9+kd6ADiRuVrkb6hyH+hQ2Dp5R0AHWhU3vX47t27l52jvgPXpyk0Irzdbuv3339/OTbu3//+9/r06dMr/UhWN0C/74CenFh8s89Vl+veR4Rqg3y4gbu9MPiwTtXnQVXP+QjZ5WWQ4sg2BXY+MwFmCqr+mXo8zehbcPTnWEblmDQ1nxY/bTq78cqE2OsjGCR50rPeRgJT3mvtpDonPtj3tMEJqDiaokxpJkHgQD9h0sG2fPbEgaElJQQQt2n2Y7J1LyveeOxkSpY9trVEhnw3oHOeUxxdq2/AS3T5PUZmb1OGou9p3tnBTSM7XXcQas9Kqf7zTOJP5X3kI9CgAlW/Nqp4R6qcn0HKgKuy3hEM8C4v9aepWV9/VDuuuzQ9KYATwL5799fpNgI86ch/nsuTB+7G9QBII2KQUlmOfFKw9zp1T33riUVzRn32dlIwI79ui/6cOwqnazn6YR38nNphH3k5t8/EU5Mhtc1yLSjz/1Rv49vbSnLSf708QX+SRdebTDvy/qPfNJlb3XyuAUtKqpK/NBmnhMd9xW1I+x8oS5KPoOx8TzxMeuH9Jqv6oPlvqos2ldqe9OnlUmJ2Qpd+dsqdmqOC9J3bapld+AYSX0t04ZMCfUOKQFE/uaRA20YK/AUHgZgr2LOeNPUnYPENO94GR6ECVhmyz8enX+5QO+LNdcQg52uVLocfTK5RKdcX1UeeELh8KTMUEexUL0f0KUvU59QPTLhcVurGiY7ZkjfWpzLO565tURs9TcRkwfn1ZGKiBsy8T/DVtSkQe50p0NBO/VnWOwUv9kvqUz7fQJm8+vOMVTseVYZ2Osnp/uF+0eJX0w2/T+34NZfV+eD1XQKQfsGC5O9ZJ2BtAK3rnKqlznzJJYGt7nm9KSGRPIxJLRkjPTViJGP8LJqcliDoIMk6CW4upF5Ed4ATnyonMJTSfDToDinZHKSl4LXWA0jpuycK4jGBjO5xpCkgX+vbaM715i/Cp5+N8ncNfYOOr1lqZDnJRyDRH6dzvP/Iv3ToyYHKEkTdnvTd9cPg0hyWfeh1TuX9evt/CpBsw52zBf8mF+1nrbxuk/ho/BMU2S6DCsFgB76sP8nAuuh35CPx5u0l/ancBPCT3hIlgJnsK/HZeKONeD1tCtqXHaa2TuRM9uHl6LNrrVezO4wl3q/U287mqBMfAKXY1Mj5p63skk7R5bNSmSW4EBxd7QySp8kkpXhdngV4ZuG/iehKYGDRZ3WijI/riGv9ZZh+2oz/19Svjodz8BM/Dphpc4La04Ycny5x4/Opz7XWy7mv/rNWrr90ziynRR1MnT8apgdJAqSPBpORSh6X2fsjTcG6s7GfvP/Yp6yftpTKNKKTexuclkuBzflP+pRuaFNuj05tPcX5pb37dZddbbNeJjA7UOO1BuBJf2lKrQWrVk+qK/HpseokkLKdtV5PfU91JD5dN5Q1jWRZB+MB629yT7I40Vdan3hsJAY4PxwgpPYInpSH7zB6Pe6flMn9S/z6TOcpKK71Ha9rONNs2EHLGfZRRFJMyx58PUrGJEBwELrdvo1wRH7Ki7fFjiQo+SjMAdAzJI7wfArAp3m1AUaA6qDlr5WIB20CSjrWd01/8kBwl0MbchxAOX3pr5Q4MPH9Ra457YBG9SQH08K815fsjHbg/eRl3FGanfJ7Akz175UpUn8+ZcQ7nlKQ4fVJnqkNBjt9nqaWUp8S+BN4JxA+5b2VJYi4PTg/Xr7Jk9Zw0/fEawvSlJWBOcnL/mhg5G3w8P6ULDWa7LAR/c7l9NkzXzLSNfpr40XtcC+Grqt88sXkLyTOELpcJ3QJGBmc9T8FmUmAndP71IqMQIvNBIPGK/lm217G1/I86/W1QZdL5RRIBQC+K5QdqrVAdZS35W3olz04FbnWX6+i/PLLL9UgVVb1aSStV1F033fDigScvt4omQSaBFbq2nlN2Tp59ECSAppvekpOmgKJnqUNpOC9A4BGSXaCYwPytI7ZeG5J5I4IEg2IJ7lSGQ82Pg2aZEm+fwUY/ZlpRiPZQuqLVK61x89ezy5ZaQDKeHAKHG1NLz3fkswJHKf6dF/681mck7jadE4b5GfpzuNO43+SlTODV+gYGNM6AD9PilAdE4M0ZDmgHwROJ1fwZMf5cFpl+bfW44YRltV1Pzv0fr+/jAB9nc9Be61vBw9QJq39SR9+TqnrlCNZye8n5gjk/MQgySN+eGi63/fpXwG8yjsgCRA56hQ1Z/PvBFPx4GfMqqyP+n1K1ttiG1z3Tg5/EhQbaLKc6psyZAYyOi8BJAXTNJqYKCUm5L2N5J3PNnrx2RvK4v/Jy1rPbVZynmQ3utaCekoynI/TNlN9E7BMfjAlYST3F+nME+VmnxNoM5HwdlI5j4Fp2WKt1+fXpr0KEyi6LdJekx0lMF6rr8H7c1eTy6d+durEwGm4dLRk1AIOXfORkYK3AyazAQcfz2gJdN6+PvtISGDIdhUUBGJ63sGLowM3OJ9mZUdpF6nzKsPROa9rrVfvKurEHtYrgOa0jnSjgwr0+5N6xcPXM1z3WtP0DNZ1Tr02x/CAIHBm4jRNr3Da3rNL2hM373iwcZ596t+DsN8/Ce4JJAnYKailtSbKzTbWenzHlv7kyY8Cg0/1N+BPPPIz+WXbBEQG4JYwJFthgHQ/S+DF4JoSBCZq5CUlLI2vFnB3IJxAiW14PW737KNkd+1zaiNdcx0zDnubU3vOUyrLZ7junfpOcnvZBJZJH1cSo6d+XaMpQf+b0nxNy0dUt9tfIxt/j8+f5UHYzTnW+vZCuwKvphN9PbAF67W+KZln+aUjx1xul9EzKB8Z+aYMXxtVGfFPHeooNwHk169f4/myflKP3lF0nu73v0a7AkRO+TLhuN1uL2U1WiQ1IEtO6wGVU7KuS/YRAUv1e6BnuwxuCfQEHJ78JPnSZ7XRgg75oS6S3Czf6qCcqWzjKyWkyY/c3hPgkO/Es49ME19Nt5Nemeik+zti/Uxeds/u2jvhwcu6Tbjvk8e0IdH5Zuy8yhdjqz+Xpk1bEkJ/81N/2HdMXrxObrLx+3xGPHIvBGU/7Zunf3YqGQg3L7BzFUR9WsCfVx0Mpj6N6UqeePPgx1EUA6x48+++i8z55q9Y6NmUAQuguHtUYL/W468ESE6fFpUO9FrKWmv9z//8z/rtt99eeNH7iX7knAK9H4v38ePH9csvv6xffvllffr0KR7ky81NzBAJUP6c9Ob9TTCSjvRZ/LrT0HGmz95f3v8OmAzAaeql2dPkSFcyUK8v+Q511NpXItXKi3xkSJ21NlJdJ0Ax8UHZEqAl//FAzCnlKTE+5Z/2SB5P5U9Eu5vAM8WfBILOZ3qOgMbYNMmx06X7E/2MfUFbmJLWNEhpOkoxZ6Imy6nPPg2MXIRVYD9djJeDO/Cs9W3dba1vozZXyK4TfcTmgNoCotokvyrrx7FplHa73R5ejKfxig+CYsvI9NNYDi46mNdBXaNqTW2KmD19+vTp5VWTz58/v4CPRpHeb9xYo3o0onSjbEH2fv829ZwOg/fyLqfX0QKV21cCFZefAY4OSxmS/siz/6dtT881J2bgOgm8DDhpvX8q79dO2mMCMwXMU1Jd3D7f/CfJl5Kmq9TsJyWAz7bhPOtzkqvVPW3QSp/dLvh5B4zJ/3i/2RPlS+CYbLDNMLltkD/XS9JJGqyQdkDs9BQwJkf0TmgdQcbkKO2arwWxHAMpQYcZiQdY1eeBV89xM4s7jUZuPqriawf3+/3hh5G9o/TTTm4EvgvUZfNNQbq21l8A/eHDh/WPf/zjBfQczPRfG4L8IHFNyYovB0T9+aaiFLzonO4Q3JghgPeyrJdnKnpfJTAWcWqFa82kCSh8ZEznaoCdgkSyucRDC/SJT7+W7jGIk18v5/93RJ1PyUTzdfbfjne/3jZcsfyJPBN/Lkuztau0q2OXEHhfTXVwnb+1m0DM2/FyLXGb9ExAZD+xTY+9Xrfih/sRBzOsN9m/y+PXuJFvosvAmJyYgqYtvSrnf0nZPn2Y2tYoaupEf9fQR0U8M5XO56fF+Iv1DtJrPU7tpKD+/v37l3U5P5rtdrs9/PqHb2ahMfg0rBvdx48f1+fPn18AVdOpIvEqHftUtIBRnyWj95vq4g5fTo+3QJmOYWp21ADMp7zTaH4CAyZLU3uTs34vJeBI4ObJVwIA74/mE4l3fk4Bwfvdadpg1GRtemMbTMD0PJ9JiUcCsqnNiVIA5ecT+h4eprIOCmlvBG02gaL8JyV4Xo9fm/hWfcmWdombY0V6Jg16mEQm8hlC6art4J1shvTD1xidNCLSaGkKlp41+E46rvW5kGnYzSyKa01pmkIdpmnTjx8/vjqX9N27byfh+EYZ/7kqBXUHIn329wF9hCdD85GVynHDUZr6VN08UFgA7eDmh4YT6FznOhTAX0PZ9Zs7gP+slfcDN9y4U5MH1t/61O+lZyaio3iwWWs96JrgyyDl/yd9pSyfzst63Q+8LAGGumi6Jv98duK/PeP/eX33PfWlJ0Dk2/n3TULP0MTDfwLJJq8EdZL7jOu0jcoTD6zPidO2V/hi27S/tkPdR5b+rNf9PX14+Wen0hRXy0R85JCyZP55AHXhfCSVhtYc9Xgbuqb69duIviPRR2lrfVvP49qp7vvJNLrnozvycLv9tbvT199Un+uSuqJsfk/Tuh8/fny1y9fbUeDUaJGbakTsz/THEbjIAS1NSSZgdLBJtpQA1/s9gVHSU8pkOfpnEkRqWWtK1k7Ah3W5HSZfISg3h286O9Vpkz/RpCe/7/8TuKeAdqXN7yWCxX8KUU/pPmODrvv3ZP+prkapT1Od3s/Jfr0c36Nl8sbkscnu/DER97JXE721LgLjFDyScTek952i/ox3NI+P46YaZcs87sc3sDCoN4D1jErg6b+bqBGWvxe21uOL8Sp3vz++iuFtUJdej5dLgZbBltf9EHbf1eojUY0Y/dULGao/o3v+KyAM2N6O97VP/7hBOr8puVIbIu8P2pV/JrhyuzZ1x+ljv9fWGdlv0/UdEeRooySXg86dsmbypf+eeZPXKfhekYlttxkCfW6b4ZKtX+HrahBkvc5XCuDexomOTvhJ/dymtFuSmOpkn6hfyD/tMvHl7Xvbp4mF+6qe5ZIN/bbNDsl+0h6VXVJxQpeB0YXaBbhJAC+31uPagwyTjs9NOWrDgYG/qejTev7nozwqn7thdY3tcqrtRak465SB14nBwmXyRIBA5CDOekT8xRIHR5X1025cPwQw8uwJCO/56xfOm4Ol66Q5ZwuIbfGeOne5b7fH331U20x0Uh2sm/p2nTk/yS+SHzkoUpZmEwzaHHF6UGmBJQXUXVBpQNGSFtdjWmph4CVAOD+t7fR8oxbo11qvliP8mWSjqf3GQ7LnllAl32C9JyDUwI7+02Q7BRyP8wQ0DmhcPj5PXsSrdMGNgWs9btjxNhlnriSvaz1xiDidM133AOPKOTVs1ZHWmiisnhVw+XmkXl7lPEBzc4sbk8qpTq7J+Z+fBuPOT0OgDM5TCqK6L371Cod4n9YNNJpNDqZ6XX7nhZ/Jk8vH5CiBij43Z0hEB+G1lmQR5PxZTt8SGFtbjVf2IYM6deZts26/NyUFiTfOwCSQSDZAOpV16lsCIBOdpGvqjKC41vl5sTuASnpMfF6lHSCzvXTd40KKNydttLppX1536sPJFlv9jNkppiVbIWh7YpASu4QB/qw/d2o3pMtHwrmgfh6nB0gq2MGx1at7aZ1O5TiCUd0czX3+/PnllyX8p638zzfHUD4HUH9fME0N+X/KnMBC/zkNmYKJPnv91LOCYpq6VBs8iJig4GVb/0hnCUh0jX0n8u/OK3XFNsmH33Ojd/2mKVi/5/Ikm058NLBo/U5+nYddcOQ1yk1KQLvW68PL3cbYz0nOVMbbI3jxOxPBpItJByyb6tjRBCbJnlKwPeE7XZ/sdxogXAE/6oRxY9f21B5BcbLbEz+YQNEHMeSZcdFHpQ0wna80FXtCx8DoQVFO51ORk+Om6TbdcyF8rjkBTKrTA/z9fn85Jk1/+oFePw+0jQLFi48oP3z48LKxxdccKaOAwXkWmHg5/0z513p9ckybipAc4iut7aUkQp91Io7WUml0LUnwdzOdpwk8fNp152iJUvAgoFKXk8Mne0qBv5W/Qi3Yp/XZ9px/3wXyBvQ7vUxtT4E8tcNnWl2J91b2lJ6pg6McPuPBtSVdJ3y1Pk3kPp/A+oR2SUEqswPuVNdU3vGiJY0EPya92l3vm/+SHOKFa5bPjBqPgdHX8FwYAYLKJKNJ2St/OknXfY2RQKPPfhC2+NBxbRop+vuOnz59Wr/++uvLqxU+elC7/ucyasNNSgC4icdHK9LLFEhczqQTgmGaXvb3INNmBm71Z5ZP8PZEgyOslEiwb5qsqjvRLjOVQ0xg4HWp33TPndNlZNvkJyV8u4x7AmrnW33p7XBDmNfRAjNtWOTvgrap1vY99SPbpR9NAZa24mVOeEnT4s5DS3JYH0G5JQr0D9pnCvCpr5ou3Aacr1R36rdTYE56aPbanvUBgc/ieX1c0/N+pc71n4A/JUwe430AID5dbzzpTHHg6sjx0nuMCUgkCDtcjs7fFUyvW4h8s4gHLz2r8hq9aD3xjz/+ePnzqVNNl/78888v7yY6D2l9zIHe2/PyonQIN/XjupgCnL6nY/DW+nZwuPPj+hNIMvj6KT6UM4Gg5KIOxIODHB2GGR0pOftkrDR6Xvc63fDTdu+UZVIWBibKkUCRsygtKDTAZH9MazTUAdtT/bSttMzhOqP/pjYnMJ4AplEL1E5J/2x7F+xSjGrAyWv835Iy9umOn2kU2JYCXIYTOtHvSdlk8ynBUD0tcXRwczBNxPpT/GJZ9qnHogTOO7q8xugjNTKZjNYd3kcvFIbZJx3/dvv24rjKaWSoUaIrUCe86NxQ33kp8jVHBwfnRd99KM/ATGUnwHXQcvlUt/Mw6d87m9m0/6Dy/X5/SR6UoHj25NmqA4nk9I07LMs+b0E6OVwKTAn42jqkg1maXZh0R56Y+TLAcbrzJOjtnNbLcaqHuvRnm59NOhQxobuSOScZ9f+ZKaqki5NnUpLR9H3a/glw7+pq9Z32ud/zQUHSbbIFp2f6dZdgpGSi3T9Jjly2U39tYNvIB0Y+cmzJSKLLu1Kd8db5a73eRcZXJvhsYtg3c/hpMxopfv78ef3xxx8vwOIv5utMUH+p3evgXHUbNQiQG48uD39mJ4Gi68UDlgNOCgIq72uKzrPu+zMtm2Im5SNiH2GqjpbItGDsiQVHVBMgUa/Si4hrB67DlCjQwZq9ekKSnHAKVqk/PZFqRF028J6eT3biukk+5vfatn3nKdVDe5uoAdcEPMmudgGSyZPbxI6vxGMaGep/Spaazskvfcufud/vD1PgfzclHSTdU7dTrEp8u84Ue9IvLHl5+rXIv0+zUyneMEGc6BIwpnlaAoyYd0FS5t0EblNa6gwZjnac6gV2HZitzSSfPn162GDDkWo68q1lKRwBTnL4VIgHXNejZ1mqL71LyHp1ao+P5DygSybx4DtWvX2uS3oW6zzxNRSXJ+mKwOS8pSAwTW/61mvaCAOgk55JU5texvtC7Xnf+Ej0hFpAINGxaVMtICf+03fJT503wE+g19pnQtv0ynpS+2nmoRGBpC1feACkTlSGgT61db/fH37XtSUGvOZtTwlf6z8HHSY4U53OQ0tWRcknyQc/qx5PyFOZXdtMANqSSlpXTcmj4p/PRvpo1J850Z/Tdx0iTsb1ncGtMZMAxIOSZxZeRtOn+hHi2+328gO8PmJk4Gk7WdMaDAG6TR0nY+ShAS3D3E1xOWD5T3GxrgTS1Jlf875ROw1Iknwc6ZKfJGviMWXP7XqSh8T+SH3vgNraaGAxBW/yzkTP22n1TE6b9Oz1TiBEWXbXkk2m/tX9E/3QVp3vSS+TDfvnkwTC6yQ4ugz0e9aVgFmf6UeJB9oodZRkTc+259qzE6X+9LpoX2n6PyUczTYaCPOzP8ekI2364Y8y7Pyh0TEwcu1prddBhoHFDSVRMgpu2GEm9vXr428VcvrUpxjTSE/BiiNEypFGemko7obiHbHLiD3jcV15nRNoKuviiDjpmrJwio/30y+GkIckT0saUtBO04wOUM3GfPRKXgiC3qbWX5nwnASZiRqoTIGWQEy9Jh5SQuDlONpvIH9VtqYnX69m2V2dpzwlGxKd9FtKINK9BK7sO//PEXniYUqKm0yUj+A5JSCJz8YTn0t6SvbrgMTEYUpQdsREOdlIwhV/nnpRXT6KvGJ7l9cYp3lddoIz1jqF0xUq74d8+4jGgVPrin6uqf+ChPgQcUMJOz9leT6N60DLna3cWMR6qSPed+Og43gb/l2fXZfOt4M822n9wec5LdXAnqDlgO2O5jaR9J0C4OnaQAps6V57dnKcKfA2/puDJ0oBVNcZRNlP+pm0xsMzGbPqaQFv6rNGri/KdTITsJtiS0s9qV1d283YtCTH77E8QXMCyNau85p4mPyxAWci2jwTWNbNGERqCUNqN013T3y73HqevHDdUuX0C0QE1IkuveCvxlwQGkoyfmd0MkSuRbI+guLtdosvnasDGygRCEm8lkaX6gweKccNGC4nDc7bd0BpC8dexsFY9xzIUvblxui6ltG4XM4v+6/ptD3nwaGt2zR7ch3QiZlYpMDX+GxBJvGuZ+hUE+i1wJKea+RysZ7EUwLBFuyn4EUfTMRd1s4beW22QJ14Zu/lCXxeL5ME2teUCCaeEo+UJ1ECWsYu2irLsL6kB8rWnk/1n4DmZP+67j+Hl/rMfa8BUdLTlNiQBx8occDiunYAZbsTXZpKbYuuFIJGf5rB6hk/2Fpg6O848ods/RrfvyNorfX6va7mAK1MGu2IBzpqMvi06YJ6S/d31z1YEcwpm+Rwp1VfOS/+O5NrPR4DSKdjW973vjgu/sQjd/02wGtG7W2IOGPQRr7U6QQszJInfpPuUzbtumBATuDB+ljX5PgpGO3KtbqTLvmdMiQQ9b5LOmN71MdEjS/nrdlEAtSWtPv9ligkXtjPu/72enYg7jyl6wkA07NetrXl11sSxDYZ85p8qa5pBjLpzg+HP6XLv8eYmPBr+j+BZ6vbsw8hvdYTvU0FZbXnU6767gBEHqeRRKqTI1kHHg+8uyDo9d5ujxkys6+WfboeZFQurw4ZTyficPo4TT0kPRA81Fcp4HHESrDX1J/zpbL+eo7vlp2CcMpup35j0kC5J5qc8cS5G/9uk81m+CyD1An/30tTIJ0CJfln4pDWgFLAPIkpKQY1/Uz9mZYAkqx81m0+gevEa4pVu369Emd3lPrUdcgZJ3+Gz3J3qOpI/Ug9TMDra4Zev9sYkw3ycEJPHSKe5oe9XAK6iSFnnk7lu1I9wKcpTM47c2RGXqhU3Wc5b4cd5mUceNjB/LUP6u8kQJJoZK4X1cEp5STDFFxZVu+QkgRs3i8+SvR6+KpM0kXSgfdBSjxcBk7xuG7dcVjnRClwOd/p844oS+qb5l+UeQLkv5OST/m9VN7/pw0c3wv0J31FX2MAdzv2enYJD0f/KdhTB6yL7Ta6GvBPibaU+nfXT/StlgAk/VPHDaCnPS8niWmjS2uMCRzUGBXIbJ2GwxGFn22Z1rm4nsZRojtZ6lQ6bwJM/0/5SEk26sD1kqbhGJBdnrbRYPrv+vPRYNoIk2RPGTLBJhmsJxi+/nCSRIm/5BwMXMnRSM5/AlFm9L5E0MDa7/GzJx8n1Oo9WaqYMu2/mxpw0/dpS8kfVZbJydQOr5FS/3B9iXVNwd/L+Aa8tfqO6jRDlUAx3U88prIuI32lzZDsEqXp/sS72vH/qotrvf5/WndsvLB/0w7+KaZf9ZHLI8a19tM3ChY7JVEwGVfqZHX+u3fvXo57a4bI0SIDu/PhU47ejrc7jU6aDlqWRNkZ6F0Pu0DI+34kHINCAieVaQvoDiYEXN/hyx949alivXPqbdJpCYItu/b6WYZBIOncg5frKfUjA4+34VO+bO8EXFOwafJ6f01lE7/tmYkoawOLKaNPoEai3pJ9Pgv8P6I8k6vT2Od1tiSUtuPXU7xJ5ZzvdFqOx7zWZ80GU8JNnjzGtFeomDSe9LGDHkGen50vxpAm4yldfsE/ERnlrsqUsWtTzVo54PtGDTcGAWIbQnN9kUbNLMtPd3HwbTuZ3ODbLio+lwyWQEjHIL+NfDTodTSH9tNwfHTndTXA8bL+Wok/q+dl4OpDB213fvJKW/H6poDUMvMJjLz/W2acgMd14klAcvZd/1HOJsMOYKbnfwQlsKOc9FX60A50r/LR7if7Ie9X66C/Jp4YX7zNCVhPbaQlP+l5j1ENcJ+hBuZsN8VMv5/uOe149nutjMcmJvA7ehoYU9DVZxq+Zw8p6DMwasON70R1IPO22vwy66WSPcNY6xFQ1/rm1O1ld8qd7vv3BP7N0VJdNAS/JuLxZQTepHMHh+RszMbStKfqcH36+mLTW5PfN92wTHrPs+lr55zMaE/7zuWgndPm0zPte7MnAe8JnYLxs9R0npKp9mzqvylAPsNfAqtGpwlRA/IGiI2vlBRfAUd+TnJ4sjbFr6uUfIIAeb9/O/It9bP+e/xw/z6JjSmB5n3nT8B4ak/fBYxioAUBMeRC+7Ni2l8z0I8L+69BfPjwYX38+DFuqOEQfnpxnAHZHZSAm4Kd856+s722+adljQ28aHTpPUevg3pn/5Af/vKIgw/b99ctEn/+rinXkd0GuKvX+6iRA5k+SwYCdwti5NevUe/JDrw+t7029Z0SgyZbKpeCQwrUDbyTDhKfJ4F24jMRRyuc1Zh0swOMxFuyzekHABpx/SolbrrPpCXZSdOjl23LQnyOsaARgaOBP9fHd4kPyzIOTT7jfDcwS7GPtjCBJnWTYu0JfRcwTlOJblRURFOKH/WmMn7kWxodyqhEvvZIYNBn8uHPJ7BxXhrRiKUfdx52aNJLA2Hea8aWgNfbaOe4pkBEGagbv+/y+UixOXeSge24ftImjgQI3CZ+uz3+vmbqJwYrOqDTqYOdBnQmMK3NFrzYj7s2VTb5w+5zC7CpvQTGAsfmRw0YJj9oz9O3kl+0NhkPdnbQ4uCkt5QYtucneXnPk1H6TEsS9fkEFN1H3Md2vi2aEivGEvKR5Hf7T+uZjBGnCdIPWWN0RsWM//HdEwWEVNYVp1NtNFpMASRNdSZQaNmM801ZWJfa0kkxyfl8VCtSGb6blwJeCvbM/k6Cbno+ZcLeFjcE0LmSThL/nMJJgN2Ae5KH99yG0mYGT6amgHo1AJ8S7XnnlKnNBGKnzn2Fkr1+r/zpVSHV30aLEx87udXnfEUogeEzOmzJQiubEj8nxj3y24CqtZuSvlQ2Aequjebna70+snKt/DN69PvUdtp4w7qdH4+tjgmckm06bfRDgTFRytru98fNGGutV78DKCNPu0+TglWeBpmCHbPC5JxJmdOUiQfiNrJ1HvwZXW+GeCVApefaaw9p16p007Z/s60dkNLxGzieyOLfp3Y4yvUft271eXvPBs4d/+n+1X5u9Yi+F9QYpL+Hki+mIHkSpCd+veyJ/Ff7NsWC5qvehvPU+FGinAL/BIQJ9BRPppEf602vYLXnKAdnnlhPA31SenaXBLC+5PtOimn/68DYgpI+v3v37mGkpWDlu0J1f63Xh4GnOv1PL5er7gaO6XMLkJJL/9Mahj/j4Oz1MOuf2qXxJUNy0JoCQMqaCeQOWK5bb8vraD8w6s+5o/MEEQHylJikzLfVTx5ZD/tkIrZzuuFlIu70PQGdyXlPgW8XuEm74H5y/aR+T16TbU6AkhIWlvFfUdF3Pp/4PwVn2W8Cy53s/tlt0+s9GYGmuh2ERIyVEwAle5l48frSnodJnhbjEpglnk/0Ql5TUjDR5SPhUuDUvTaNSGC43++vAFEjRgWjjx8/vhwOziDuwY5ATF6bslyWltWmOhJ4uS44ap0y8GbEDr5akxEgcfTl7TIhYBvtNZQE5F7O61XfeT86kLQ6XbZkqC1guu14sOP6yVXDT8GNO6A9aLVgusu2Ra0cbYDPpv5s9st6aSNNjtRGyvKTb3jwov81vtNL96m9yZaTjORnqqvRBL5XQWuSj7rg1PKJvex4Sf2teNL6qMX51Ld8/qQePue+p2ue+DMWNWBf6/Gn0DzWuU+fvrLx1A8VEwB9JODvrrW/tdbLPPAff/zxAoqsP7UtwVMmoPs6S5XZRspS/HMyXJdP9zwQOz9r5fcJdX0KDi2wu7OzDq6x7cjrYptu+NQH2/3y5cvDqzN0CH8nlM6Z7msna5qKdr400qRtuOG3oOtlEzgnsNgF0VNQnGgKGrtM+JQIvrug677j+mKAv9/vD1vgJ1m8bSY76ru1vr3mkwD1lLx8WqpIAX+iZo+tTfKcYsYzsxHJV3l/B+JOCbxavEzt6RptIsWwk3pZf1uHTjas+KHPrf4Tvaz1nVOpycAdGFWG19w4/JfppQhNoTJoJQWn4CZeUnaQMvQ21dbA04O633Onp6NMGZfzkAy/rfVNTtKIbRAck669LDdSOVhxWkh885cufMTp+mqJAfU+ZeAOxnRY6lrXGRgSH1d0fJV2SdiPqL8Bg7fr5R0MrqzNeB1eb0qgJGs6ZKHxeBUk9UxKmna8t++MIbvyJ3Umvp+hq+DoRN+Z7MXbk7834ElxlIk490GkZ508wRbvacDW2tnRMTASPNKUXHrtISnZA6eE81EJXxb3oKmg6kGYQXXKTnStdUTr2ATSu/YoO+ubrhHAdI3ZO+8l3qn/NHdPJ9Bz+mUT6UvPUv8JUBzYXR8ESueDa4fcYUaHEPEUpUlPzl+qK+m+UQqMDZCvBMzvCXCpDSYg5Nf5bjp035UdpUBKOVrSk/q/bZI4WVMnteTvShKZ9JYSmRTwT3i7Qqe8J9tLxI0/1BPrSLaYwLMB6gSQ/qz4SUcvprYli66l/m7JbqNLZ6X6f95L2SBHFy6A1hYdJNd6fA/RwdgdRnXv0D9t1Wdm05xH19LIcAIxdizLOB/Up4++Eo8OSHxfifz5RiEa6g78vX4GP9c7g4XzzAzdMzbxxzpSRp/WC1wG/mDuFITZ136PepjK0eHYzimwOvjpO/UyOXXiIQGq9wnbTzpISZPzkXYj7mRta1vJ/plYeJsE2rT+RHtyn0w6dF6uAmfrF36X/O6blNHL74C2BfnUtseIlHQkm038NL3sEgdeS3pmzKV9ncip/2nqW/s0TmcNvmsqlYpwJ0kCuSETPOUUeqGfDjBNNapuBhpvx797eQKlt5cAJ9VJ4GiARB6SPhkouMsuBWsaGvWmupIs/i5SOjfWZUrgk4yQ7yIlSlOipARkJ7pr9RHw0jPTs8med3w1Hpxa4JmCLgNIqqvJ5Dzzfa9GzRcSELOtBAC7IHuSxCTZUjnOCrTPjFtJpubTiShHCso7G0r6ndqmrqm/FD+fsePUZuJbdTIOiRoQM2bT7tz2mRw1uXY27nQZGFMw4+YTDn2Zjd3v95epL9948eHDh5dfztC9BFBer/+fAq3aTw7OUYevcbK+nXJpYCdgnoCN96l/6Ybz7GynJSjkKyU3KTCoP9LvPrK91Aan5K8AioN7Skz8e6uDB0Kk8i1IpIB6GiB3NCUIrc7Uj15XCohMbtK0+vfIsXuOtp5kSoG7JQCJUoLo150n3X92/fH0GZ/1cL9t7Tcf8jp3fZZkT/HmdN3tKrUERPxMSW6KE8nPqb8UM52m08ucnnpdI40cxBx3pboQa70GTv3/6aef1sePH19GiyIF4bYT0fmbQCcFaQcU1aFOcd4oO5WeXlPw+pJRkE/q00E8Pad2WxCk46d2KXt75ys949NC5KMFGr/nuj4JyuIlrQ2nDNOTK3+2rU2fAp3rsuk2lW8yeblnwKklVPzfRj5XaEoUEqWA25Kbk/qSvtIzLdnTtamv3R7brM/36I5+d/Jc8u8dJf/ns8mGp1j1DL9MdOjvpwkh+zsBYIrXKTE4octrjD6lmRhMANSyeQmqEZrXLcPRi/tr9QOsVZcDNttogO5Bs52pSUpB38untc2kz8mp1Q5fY1EZrsW4DsSDy0bdJDBJRu1te5mWhOh707VvuNJ36oHOxO+uf74u0Pot7Vij3lOwas5IXTYdJn5awuU6n+yPup62tTcQOAGlXZ96ueTj3nfPgInzkNbdPdlxezqRfyc3+8jbSptB6ItcjmhJsrdBnna2RB7X6uvIqR8mvxP5u4Eqk/YHePu0a+pz4pfyJRkZ07wsf96O/PzwXakpA2HwcuK6lP+xXp2Hyvfi0q63ZugM4k2G6S+VPdVNMrgWPFieADEBFjfnJMNhPeSDi/8MshwBMwMjuBK0U+CnvpiYNF168jTtTqMsPlXVfsg1BXjqsvHd7umzAih3b58E6PQ58S7ixoopgUk8+0xB81H3ybah6zTws96k96YDv55iiieGiZ9Ulu15W1xnb0lI8gsF8NNYMpVpoOhtJ/+Y6px0o+8thrV6riRALZZPsibepOf0psTE90TfvflGxpMM1sExTbMqeOmw8GREKXByw0dSbOosD5L6zjrp8K0e6sHvk9JzCewTCK6VX0VIWZmcw4OY/qeAp+c9kDPQJV25TN52AvSm0yngk0/t6Hv37t1DRpjq9Ge5y5ft7IAufXaakhGf3aAsfCYlIa3MCbFPpoTSN775aCjZ6mmAP1233Om+BUzvN572xNjQXi1ReU8gvM7may3I0tbd97yeHfhPdU56SkBwCgZTO67PE4BJsfEqKJ0S7XuyT09yTugYGNMowgGOzpCMyI990/tx3HDTgmabPqXwdGqfcuQv1tOwUtBnYJloykD9+hQAvS6V5Tb3qQ3qrwVJX28TpZ1jKaimQJmAhzy0/mo2o88Ew2lKlEGzvVqyA8ZJx408EE/B6QRo/VoCszRC9+8EttYuQYP6cF9oI9KUyCSagI42kPTQnnVboJ21BLTZJetLYJZ4SSAne5h0MOlm8rGp7A5I/blUR5P1FFTcr/4uUPS21vp2bGXaXJfK7+gSMKbdoXIqH8brmt/zgOFM6rBwOmbKPNL8dRKcI1i/7vzT4NQuNwel4O31puDk9xmQU4aWgh+dWcEpGV4CjfSu41rfXpxNU7K8Tv6aE1Iu1/duFKLnfGdr6sOkqxbspYtW7grgOe0y8amdFjybHbdMPgXzyUbbM0xeROkVnFRnA+0T3TbZ0rUmj/9P/K61HpLKlBAnu6TduH7Tr8AzyZpsPfHciLGw6SD5MH0x8ZEo3W/Az/snIJhAfudPE9Ar+WC8brZ9CtTf9UPF/t8ZpCHe7/eHg8Id3T0A7oI+O/s0CIn4XDK4FqTSd8rsdTdHSHLxOttIsk5yJ8Nl4EtJgPPB/xPIUX+327fROQ8gT8mITztNfZreOeVoh3ykvmY/sR2/nnhO/CW9t+n59DzrngLYVM+OTnzH+Wnr9cm+W6LX6vZ7tP/23u1pu1PSqWsp6La+mmJAo6mfdjHHeUxtpusJtEktpuraDoRO+J6em57ZAXDik/7s9ZzaQqJLm2+8Uk5RedbCQJzQXC/yv3//Pu7i3AUGb3cCuh1oNAW28okXfk5BmHy23VteF7Mf7/CWabOPpmTC+yrV69eTkyYDpExextexEh/UuQCZ+vTyvoYkmac+ukInTnpax2mmSpqy8dMgm3g4DWrJPyZwmvxt12az/+nZFqxTf6Xd2VPsaERbPdVl+nzyzATK3r7H5Kv2NiUJV/i8+kzq39QnUwKz23WfkvAdPQ2MiUmW1z2NEn1Dwvv371/tRD2dj+c9D7we7BlU23O8PoEyO5AOLEprW/p+xWiTcbRgyxHKZCgtWHofNP2lLeE0TD1/v98ffmczHfulOqjzFOR0tBPL+CsgTLTYzyeBqdlL4u+EJvl2dDqK0bWU4JGPkxFVu3bST88kEuyvlECxvDZmpfvkPekvgSTLsM3p/kRXdXLCz/fonP2WYvApj8+Coj93JXFjnOGmNsaoXYJFugyMzVB81yl3nv7555/ry5cvr17s9oXS2+32AJItS2h8XM1OSadgyOs+Fdl4a8+mURLbTHw5CE28iRI4tncxPfs8eR/Tycukd51UNw8S4P3kbCkgJVsREE9rlI3vNgLegdoV3Zxm5TsdTCNj12P6vJMhyUrwcJ52NngSNFP/prXOxFPro4lSwtfa8mearZ60Rf5Pn6EN7OLfLkGYru/sdBoE7WzMy9B+CIoTSLrPt1dU/N4VwBVdWmNkA9xck8prjcmDmNYWk3FNimfdVLLKcUqBwZMBtW2hPw0krJN8ORFI2VYLOGmE5Z8T0DJwsKz3IYOYApOXpXwEEO5qpRO7vslfelVHn1N9lHfaaMN+mxISJ/JyGnhoO80eTgHXn099y7LUuSiteSb/Se0nOZNvpXIn1/z6BLa6rzan5K3xxVc3JEM7bCLRZG/kM13fUQrm6blm24mvFAdP60qnWyWeThIU17vqXmu9GvmnmOTxiLGJcc3rSHsjJvqu9xhdSJErTqPFtdbLC9qaRuWZdc2IJ+dM4MGdpxw5sGMJDF5vy6L031/+9br52etIR2Ixg9L93ftgO6dIRuu8UQ4Cl+vHp8FZNumggXLioxGdR/Yz/WpJk7XRFBRZV6pbfKZA5nW7w07Bi3y5HposTd+tfpZtoD1RC66trfb87lqyWa8zBcGWDKR+dIDbbZY6lfn/Jk3AfgrITMhY3/fKP9Wf+Ezfm5xpgNAOBpnou3alisG0s3Gt1+eiChS14WZy9qndtb4ph7/P6M4u3jQtSCPRfX3nPbXHjMWvSy5mL82JE5FngmMbkTedTIEygWECH30XEHnmldrmuqF+R5Hvv+oe+aY++JlBicC9A4MdTQGFicTUDpOqVNdJ2xMAuvOn9V7a0MQjwfGZwDfpp9l/6/vpea+HwbXxkHhqgZM27H6R2v47qcm9e+ZHgncCsKtAm4gDAdbZEiT3+bUe8YUxT7HL+/aKTn7IiDEJIOb89Qy9yO87CJmleT3pfyKCmF/jC5+7Udqpc4nevXv3cJ4gQUbgtstCCdB01kTtOvXAbMqD6gRODsgcUbmueDIP2259mECk6V56PAncKchNZVV/S45c5iQHk4sE4q3f+Zn1pkTM7yf7YFK0Ax9va8frRFM/ko+UOLKO9pz/dx9uu9tTotvam+SifLs+TYDSAIG0S6J3/LYkZAKkRNNM0BXevT0HMyZmjIMtdjHB5+s9lH83+0a6tPkmjTacCb+mk22kCB4SrjpTJ7MT0n0nBk8KL6UJiF1Byei5o9Sf9/aaflQ/5U0bdVp9up7A1dv0qc7k9BOoq34aJ3Wp7IuJgxur6vBXMhLosH7nw3Wc9Hu7vV6f5rOu6ynouo35X+IzPd/qTTLRBlz/rV4Hd/KkZ6Z3DEXTKTSTrKfU/IjxoQGh85P4SwFP/ey/Vcqgl8DQ/VJE+297JVJ7iW/XSZP3JDjTH70+lyf5Y+qD07YZkxgvki2m+hOgkZ8UGwmAa+Xd9ikGpXZdl1fo0ojRR3gtYPgoQ8zwRX4K4NcSYDRl+r0GpGnzTwKn1A6BQ3++q9LLkhfKkjK0JGsDTNZ1Mj0w3XfgTYGJunKemOH5M1yXdCd3XXm5tV6/HuJl+J28esD0tk6D/S6BaNeb3lJfiXZJAAMeKfXFM6CW6vR6d7Yz2WqS4f3796+C3lR/44H+2ORofPi9dH3aUd34TN+ZLJyQ2y+D+zP1se4rz04y72yTMZHg6D7hh4B42Z39eZvEpZSAXqFLv8dIZ0/GOQGjM+/rfv48g1vbPOM0KZAjrZZJTnUQVOloBBFvK2U5rpskAx0gOadPtZ6+tNrkEsBNp41McrGsg8EzC9/kz797G6qXI4j2Y6S02ZSUsC3SFAjTs9KvTzfzZ9Ra8Kd8bO9ZvTZ+mVScPttsobUz8b0DlhRgU3xw/XnyNyUcToxN8rXEp9r9XlDcUdKDXz+RKyUOV+g0sWGbk/2mBKDpL/lu4meabTmhp95jnDqbwKhAkASmA9J46aRpFECQI/l0oCtfG0oIlJIhZfoMyElHqeMT0BH00xqjb3x5JvPdEZ+bZCVoqgy/q5zOv/V+8aSH9uSJkuuNuwbZHhOulmUnSkHC+2ha323ytwz/FHwSuDQwfjb4PhNAd2VOAPs0i08A4993/LcE6iooMBbRV6e6Tttq8vD5aRnnhKZkZ7Kv1t6JTvnZn+G77vS9XQK01uvNneTnSsJAujSVyuwwBTIXTkHdd4765pvkWOlVAX12cPD1QicpM/HWZCIP/K6OJE8e1BM4JaOhHM0YyIPL9OXLl4e2va0EHn7f204A5OBGg9NzfOUk9ZH6v9XT+BMR8Jglqgzr8D7Xr2skZ2FbTix/GsRb/TtgS47Ne0yMJlBMyd4UfKfkiDp1u5mCPe2cvKYkt4GY9zdtkwmm32Ni5e15nPHZF5ZLuqK/OH8TkJBnUdr3MOmhrRvvQGwCvNS/7Hun02Qs2XaKby2pbTuGT+K6g2ayt4me+tmpZIhCb0dxAWOalhDzPlJoJ6LwcwInGrwrVjw7NfDx9l22BGZejjQBLvloAZIgdfLKhso2w6GhJ/BOumGf+87iBLKu9/s9/yoBZRZxo1YLRJTHy6dEhby3PvV2kt2SGDRZh7ebQDfppTnxzt4YCKbnJpuZ9Ef+aBfue/xFdecx8e11p/a58WpaRkignvjnM62u6b7Xn2xJvKdndnZF3hu5PTW78rqmOOD18blkN7sEkj7idbU13fTO98Rvi6WKP+25RJemUtN/VzKBkQ7DjIzriX7PP+8yF+cl7VjUs9MI02Vpht2eOVX2jpLzedsJ5JPedvKwPZX19lMQYWLk4K3y/qsafIdxCoJ+n6/YJDA5obRRh4A76cfp2WDAPkjA7tQCwKnMXk8aUTeZJh74TOrTdH8ilmsJG5MTXxphP05tXR05nPoQn2n9RVvzhNcHDztAaz6a2tklanyG309s7sQPWDcTsMlPGqDqPsuRN9Z7uh/j6TVGD4wpqxATDJgpC08ByoGTQOCvD6zVpxbEA+sm7ZyAa1gE6pNs5gq1RMBf3dD3xA/lusKPRnvsiykx4gYgZsj3+/1lzdFf4/E22UbKsptxN/thXWqDm8BagE/yp75uIL7W4+8BtjJNlgSau0TsdnucQmqAw7YmW06BK/HqgWqtvOlFOk+BMCUsDhxOTLJTYJ7AiXpKdJr0XgGGSY87kNmBOoFmB7ANNHn9RKar4NjsvCVH3s7Eg55LA54r9NQL/szYfLpMW28JailbSVlUUlJyKPKS6vNnU4bpC8DOU3Nivz+BcUoU2n+1laYTSFMQSUadsusTSkmLy9NAQ/c5jarr1AtHb6n/vLy358DZyk+8ps+pjSl4pL47ycpTMticNwF28gHaREogpzoIblNbOz68PpHP3CRKyZT8z/3V626AkgLiDghaP6RyCdRYNrXbdDkBkq5JD20TnFN695P1Jf0luSd7mGxomgZtvKSX+3e+pGeFO/f7456W5MMndBkYvSExIkDU9JkYTtvMk3E14VPQJBGgEnC54yQjFKWpXZaVvHTkKZjrvoNUK5scXNd9PU/A0mSaDLIRA2xyisT/rl6NmrhOzSCYAg5BKwUBJgOUPYFQChoq42ukLvuJzviKSgNX8pJ0znKUh/yRj7QprPlTupYAvOlgCurt+cleG/g1Xtl2qyuBZ5te2yUtiW/ysaOUwHm9ft8B50rcYb0t9ibgo13t6t+B2vTcVP+pPr0sZdnx5HT55Btmoff7Xz/z016k3xmwM0sg1HW1ecJjC0LJsQSgaeow1ce2UhCeeEvO2AJPcmzSFATYZqqX7bq+CMKeCDRQaXJLz+SNIJKcOMnv5Tmt7COTlJkmmpK2HfkzJ9O+qT/47FR+4sETJtcvQX5HU/I48ZbsLSUl7Tv7IfHQAjTpBNBZLtV3u91eHVo/+RBpsm35hX/XMwmQ1toDYkq8WL7pr+lzt8FJz04zdxM1O5riV0uavA6PY2l2cKJLwMj3E5NRyZCmrcsuZBOKwrXOTGA6ZTdszw0/GU8i30l7quxd8E8BtCUWk2GfJCNTHSybsi5/fqcn/0yDT2CbynvbCbi8rtYfBMqkCx5LdeLY9AEGtBMbafbadE+51sqzHZ6MUI+ndCqD8zIlGK1tD2JeF+v278mndslQAhwCUoopu6Cfvp+8t+lJEXWc9Jhk9c9Tstx8eiK3q2n5SO14crbW4zGY03PihT7a+BZvSU7Wq7JX6PJ7jCJ3Pt8K60CWsqBELei155PA6ZWP1M7uf3Ikyi8jmQAoZW1NroloHIm/lg1OQZafmWFNCUuSUeSOkNaECGKTbLqmctzg45mgl+dUKOt2HSV9pjWaJPNJYpKCY+OFMjuPBODWLv2EU9aprcQn+6UlG3qer+NcsXE+twvcp8GQPKa+bfVOPDq12aZdAkJbSIDAdltskg7a+8fpGX5OPO34TzE9xYjWvrfDEZ3HC+ro69evL8sz/mxqm/XubFF06Ui49jkhvQtO4VwhBDZXSgryfFXAldOyi9TeBNQuh4OgG+DOIV3WCVAaDyk4tvtuQNRZ+57ac73qmp9atNbj2bMt4HKEn/S0u7bTn7fX6mq69XpbHyYQZ7n2ygCBjG2Tj8TnlJS0OlOw8qUPl4l88NWaxCfbTHbc/HySj+21ZIHXxIPbYUqIaKeNl/aeIdufgv0k9w5ETj+ntXnG4EaTX7A91tv02JIX7ppnebfFZJOTfnR4R5uZ3Nnvji6NGFMntekCBg9mAs5o2p2YHK6BA4NXc9LkOF5PC0bky9ccduBKPvT/pLPY/klbLCNjnkbSrMO/u97bUVgEcK6DNJ5Yz8SL2m8HNuxkIb/N3shPS7Ao80kfNX4YAE6ceEpw+CrDRNNGoe8h+RpnIFrSkHSXkgEG0tvtdVI8kccMjwnTcg2Jr00l/76ixxbYWzLSnm3xxu9PgOPtpjJ+PCXBLAHzlBAlMGzkcZubytwGvA3OGl31y8sjRjVKUHJqWYxfPzGmFrROMvJ03RU41e3/p86bMrTm/OS/kevqZL228XrFICbjTpuUuIY16XN3LRGd8yQj5vPtj0T7a0G7JUup7CldLe9tpaCQAmILhl6HJ6i79aRT4ovsHj94FBvJdb5LUE4pgcZ0stXEF5+5mlSk5MrvtaSLuqDfp3KtXVLzubXOzoh1eXjtFAinNgjGznOzkQmrGl0CRqG1G7Zn8TL63fbndm8HsifPTVmTd5jfpzHwWfGQXixvgD7JecWhWxBPWVuitO6QSPfbaTUOkLruJ9Qk450yxxM5p3KtX9szCcRS8CEv0+i32Y074kmQTbaY2pvkO7mX7JQ23PS0kyG1RV3RFh2Q0qslE8Ane9R3b/8E7KZ+2yUazYamoN34aYltA4Ldq19Tv7UyCeClA28v8UrwpuysIz3b4i/1kZYxms2eDiycnn7B/36/P7zM3zYscIoivb9G5rntncbnnTJth2+ZFp2lBXUGi9ONKYkPynNC7tjJYbhL2NtKmynIT5KDG1zaTmTuJOXa7Q6MxEdyiLQQ77pj/ZomPn3lwfufwSzZEwEkXfPA3yjx33Tncid5yAN3/bYgQZ2n8uKJ8kyB0K/xs5ej7aUg2Pqe9U/2O02lpTbZvyTn108zaqCVSP0kv+Lar/OSElr6pseltnmlUXoHegJsEvtu2gSX9My6/H/TbeKJANkSFpU9pctnpfLzxLSUo89k3Du2OciOlx3IJFBJfPK68zvtQP3fohQwpbtkgO6AJ+R94wc/M2nw/uL9XUBnOdXp//W5rQV7ApUcgnbq+mk8UP50j//d2RiEWj0N9FpAUjl3ciahjdfp2k8//fRqpucksPv9Kxn4tMtX16fDQE74cv487iRwb4ky21QZTlWzrz3JaPaQ+p6xqfE+xdgrPp6SDY/PbXdn+t+I+tAzE35QB6mPUnnJnn5/9Yp9Jrr8gj+Z8o6hIaeXwZOhp+m7BIyqg6POCeCcd68/OUfrPGZq/zcoOexkbFMGmJ5JiQvJnShNK/u9k6RG7bSM1PlKfczEqjl0+2UPyuzXUhkPHuRtt16209GUrbfRU+KXWTJ10YJiCuTkg22f+ELjv9Wf5DwFxUQtJqR7Tf8nfKYRygSOrS7ZK/lKfnJVP6m/mBwlm0z/Gc8pg+RImy8TEFIu1sU/+aLKaFnHEz4OcFJbjZ6aSk2dTAamDHAyyCkwU8ATh6bxTs458XiFJuUnwzvpMOfJM0QmJR4EFahvt9fvdzb5XEf6zG3aKbBfMTqWTQ5JPpPNNGCjDK6Hq9QShGSDSabJlsjjFJh3ryRMdtv6Ji1ptCB8Up/zzN2Dbeu+80/7cvlTGypLnpjAp/jC9qf7bDM9exIz/L7P8niQpyypfsp5GkfaAQoteaAep+cS4LHN1Ja32cC2xQbnyQdXJzNEO7q0+aaBUvuclEkBGLCUaXjwbUGD/LVyUlTi7YrCTgM/6/dMi/eZNIja2l7LvJI8LeGYnDkFGvaFr+NQJ76tegpqXg9lcF4S6HjwJnA2UG3Oz/Y8GUjTcO4DbOsEVNI6kRNfHSDtkkzVMdk6/c2vOYixj5iYpQCu77sX6dPyhOvPZeCMEp8RpQMgWhtJ/hY/mgzOn7fP/k+6bADQ/M8/M8k4SShaEsY6aF+cCdklTNID+W0JvPPkRPtJ/eM2/ueffz5sBmzlTmP45fcY2x8bFwNpk4Y7tT/HaaqJj6kzWbaNsNJOuB1QTo555Rk3Ohne1Gm7gOvlJuf2wN8Ch8p5ne78KUDy+Wn6OTlt6kN+TsGI7Sc6CXbJbhof+pveDU2BJ9m2A6E++4hUvCQQngK221UKwF5nAtuWpXsd5Id+KXmoQw+2jBUEzaa3RoxF6T7rmsonuzgps+M1+TP5OAEh1sV+877xHz9IbaX2ElBOvHmsoN8k/psd+bXUFkfb/EWNq3ZDeurXNdzwmQ0lkGnA4Pdo0HRgz4am7CGBNINPCuSTc1ylFLhalsogmMqfkgem2+328EKut9c2pFCGdC0BXgtGzain9lLfnPB3Ao7sF16j3Ux1tuSsyaIyHDloI4xf53vCzX8SILFP0vMs52WY0DY+WhDTfz3TRq/05bUe35WlX5z4ZwuGzQ8dqCnP1ViQAv0VYr/tyiWZmi1KLm1ScZCc1sS9nSv6mBKnK/qhPYmog6nOZ0Hyu17XaFmniIzTEInuLdidZG2itn23AdBUf8tqGl3NbFVWgH1iNDvjYkBkoHP+GDi9H9g/BEU9P+3YPZWpGXhyht0zp21dAb1WZqpnkomJBP2AIJl4I8C3Min7nsCf7TfwSzrw+tzXSVx/ZF0p4XgGcKa+YWJBWZMN7Pr6Cp+pf1jf5A9p2pikxIQ8um8z4Wh+dirblVjafIM+0nTE2El5GVevvM94DIxqkMehTU4mBiehvIyY1jl4/qsXKWOcpvL4nWDs95NjpO+nNGXrjbd0j1l9C0TeFvXK+f5k+M34Gbi09su5/NSPboyprimpavKpPmagDGJ+zUfNrU9SkCQfrr/JaSdQZdsEAyYayTZPndv5m16qTvo+kSMlBuKfMmn9x8unNacTkGQbOx9LPJ7YHeVtcaXpye1k4oE25YDX+trlnhKfxCtBtM2gsc4GvqQGfEnepI/Eg64l3/H/X79+Xe/fv3+xkd2O2ImeGjEmap0xMcROkeN/+PDh5bmd0Xsbycm8bv33ehk0GVx3bV4BzsRbc+wEHuQ9/Z+cIAU0B88WiJw4Ze4jC8qYbKDtqCQR0Lxs05eXSQ5/Yk/cqUmd76jZlvTc6mFbLaC6vBPYPXPNqflBA8TJX9LrNGs9/iJH2myh/ycvsF/xw/9tavaa+phypDIsy/8nvLg/pjaf0WfjPSWuLOd8OU+7WacpAVWdyX529NQL/i2DuBJAWF6K89HitMvrhKbn2PnMlvl/kqsFC2/HQYcL2FNWPmWMCTRbWf+eppVpxA4wTm5kbX2CdbX7DhgNtJseku4SgBL0d/b5TIK3q0u6atP5LdE5pZYRUzdXfZM6bs+nEYA/v7OTdN2fpy1e1c9/Ck3+mg7NOAEEJmEnxKRj19YJNZte6/V5uVNZffc4lcDR/Zp6TbHJZT2hp0eMGqr6FOuVhtfKQ3z9tfeekuPTgVJAZl3c+ZbA5tnMKQU61xWpBZ5mMLtM2ctQbgZRJgQpAWLd7X0or5e7Rv03OyfHSP3vZXYg4jLt9JlIz3LkeBqMk65FXLdLoO7fv8f2UpLRiHZPHpo/sTzJY0Oqw+3o/fv3r3SSAimTTMr9n05Jn0wKT/ve67lyOldLZHTvKrUESv9904+XdR+fkt9EHFwk/okFV2R76nWNxlA6Dil1ABn1ut6/f19fo3Cj4guybG+XSdEQE6gmoGTdzp/XnbL3CZT8udPMMQFlKiPyOfcGxtQPk53d8VNu8H6t6bvJ58+0qd7Er+rk2qrL2T4naklFsvMGytNO3tReksvvnySgJzIm0EllTtvhNa6Xsb6kvym5bfY+laMPJ/3r2nRCkn/2Xe4tviS5vK7Wz1wXc39LtpV8xK8nHztNKE7sgTFK8qb1UelOMuxed3Kfav2o797f/uqGBiS7fiI99UPFSQhnUNeSwU7TeLu2FHTT+hODb3rv7jRzSLxNQOL1NzDze+JvymaaA0xBY0ctAUj8e7tT4pEc3fuGBtnWkigb9eX3vW7X0wSAp7rhNeqC35NtpQCWdHjCU7LFlExNfE/1k5JMU52nidXEZwpap/bsn6cEa9LjaRLhn6+M0BLfTV4eFrCzoVOQS22RUp0ngNKe28Vbgt90j8CY5EjJlQPjxAvp8lRqCkLJUVNgmJCeitgBawM7tt0McAroa71+kT3xc4VSx/r1FDh2/J5Q64NdctJk8M9TsEx9zXsc1a2VA0KaQUjrTbSBKZlplGy3Zcnpueboz9L39r+IPkXd8Lvv4r46a5D4/1H6OGlL7aWAmvx4t3O7HUgw+QD5cToBmvQifeP/WZrsdIpVLWbu2qCP+IEO3laTL80CJX60T+V7fPGpEWMDRS83ObLKSIBptx6JjpaA2L+n03SSQp23dFqIfz7NoPx72j7M7DzJwfZbG4mmDJ2yNKfjVI7Xdeq01B+BsyU5XrfXz1cavD+nfttRAsXp2QbKfu17gxiDkcBqR95uex1oIk1D0ReuBJldcsJ16B8JnslWd0kBP/vz0/f03C6RmZIr3WcSO/nfxNtEqW93/ynHzs4dCAmMLQFw/loc12e2P/nw6T6Yp06+YWOJgaSsZlAnWVgyCldwo6njE6in3UxTXX49jYp0va0VMANKOpv4ZdkpaUnXkrwtCXLeE7mTpMMbWr+SbwYByplOReEL8Qlck/wpYHq5JhOJB0skHljfCSWwb4mDl+f3UyIIy3ZpV02/ur8LQB4UG0AlPdHHnK80s9P8f9dHTicg10CK9j/ZYWrXf/vx2QTFn0lA4jQlUQmgWS71W4ptrIsxneXaZkznL/Ey2cNEl1/XoOOwzOQQVEJ66dc7z8vqfzvBheVa+1Pm6M+2l4inul0PqZOTbpIBTW3sQK8BLOtw3tIpGo3XCUT8erIN2lACxR2wtz5u+mhTKpN+vExK3Pye6uEpQSxDJ20OfiLXjlJgmuRs98jjyesSU7u327cNF+zHq4E+gU4qM/nTFb2kPt09o3vcrMO2k53JdnVv9+s4Ox5cVzvdX+kLj/nOK5MQAlxrl36abPF2e/0Kh1/jjNJa16b/1/oBL/jvAGN6jn9SYsvMaUzpHTVXOgM8laUyfpoPDZ7GmuRNnakOEjmgpyB5qr+W7SVQZJ10zgYCDDR0Zho9+Ui8ndx3kGF7J/qhbF7fVcdIvLV1zel9q2RzP5JaInLyTKLUVwzc2vXXEo2TpOwZaokH4wafcb6eaXuy8aR/JteJl2nfAoHsCl2VLx24wZh3tf70DJPLJvtU55TYMub++eefL6fgOFCf0tPAmARLIHIaEBRgdo7uGVh6n448NMMlf01GypLkSIbMdgmE/H+in1aWdbP+JFfbcOCynr5QPWXPKWDtwPGZgKC2W6B5pj7nzf84Omz6bgFgSvh21JIEJl07eRKAnPSjP/8M317PM8l0ujYlTkkOxopnbWPqiwbQ7XqLk1d1lAYEE5HXq4lEi7etjLdBf9K9lFAwxrLO5IOMx1d0+dTmm+bYaXSWyk0Mcrsys0yOBJwnKooOnECrgXsCw6ZcZkTkoQE0v3u7dKQdyHlZry/JPW12ok69fk4vN5r6nnw0wGwBa8qwPXA33U963SVM6V76nBLEJMMusXQ+W/sqwz7ye3w+JXAkBqF0MkvSwc4uPKhRd8232vM7AGi2dRLwWz28zl/mSACYdE0wSMlystcTvqYyOyCfkoVTcElJ1lSvx/MmL99F1K/StDa9jhPcIR0D45cvXx6CpJiVQClAcNcZyQ2bRiVB06HEKjMdjuwGxiCVHLkFK1/3TADUgiA7YRoNE/wn8EzXXU/kLcma+oW8p8DlPPq7pA4oE98pMXE++ZKyP3fi4GvlX6OYeEiy0X6cR/I/gV6zwYlOyk16nmwl8eNt+vfkBwTVK9T6viUWEy/kvwVE3UtBuiU/qT6vk77hicOUOFN2Xks21XbUT5Rs2dv0VxkSn/7cdFJXinUNzMh3Ss54bJw/wyUp5yHZrj+/G6w1+q5dqWxsanjqiOlkkCmT8mf9ejP6xkMrTwNOi7unYEZnvZK9JN7TNvpTp5n4nbKsxrf64qefflo//fTTw0aB1E4Dil1G2RzN+/CZwJ0Cmr5Lz36kXZKLz1HOKzTp4BlQIj3D099FO32dyv13y5Rsi0A3xR2CTEpkv6ePm/wOIN+ro53v7n4l6Cr5c9wnkAYnfk3LbVMCNdGlXan+p2t8D/FqByRw5H03vDba8GvkW+VYvrWTnuduquYk/twueD5DqR+czx1Rn9OzbKfxnUCK+kmfmXjIDk6y+Qmwnxl1JZp+8WFX77MA1gLvj6rzP4mm0ZKXOQXFk37f0eSzjEMpIWvHWTp/iecfTQTtH9VOiwUOTuzHZ/pn0nOqN/0RHK/o4NIaowJXYihl86fvFxJsU9CeRghT3c1I+d3L3W5/TSP8+eefD6PEdFD6FPwTeOv7Kbn8DaiUnEw7L5PBJv0lQDvJ+hJPqb7puQmEp372NtrnE2LZdNZnKpuSteTAz/LR2kv3dj5xwksDKP98GuR27U33k6+yPJdaTpLWv5N2+mc/JD1PSSXtm8+SvjcJZ18TfBrPJ4l3a7O143WlEbfz0ng8pUs/VMw1ttR4el+nZYYC2XTUj55LR4S5EtJ355U8pMXyXUDjFKrXNwXM6dpkOAmYUraUDj1uDjXx5LrfHb/GvnVZ0joq+z4FhBSInU6CZyvTwJF9yASk2dY0opjufy+1rDf190kAYLC5CqYTH3y28UM/bPW4H07PUaapH9tzzvMUQ9bqeyuSryZwYXnGUvlU4vckOVEd1Bt5ovxtQMO2VV/6MYcku3+fAF7ttGSXeyQYn1tidAUcn35dwxVDUNPnkzr8/1TG6z+tm2XZKcnhCIDeLkGaRp50kYy3GdG7d+9enXQxAZ3eJ2vBMRmIZNPoV9cSSJCS0fm1Kbi2cieBnfy0oJIOqJd8LpevG+5syW3Gfz7pBKB2sjR9taCeyl65rnvJLlpQO2l7sj9d4/UdYLHe04DGvt/x7mVPk5qWaPnnZud+PSWfqY40pT+B/gnvCbB29aRfqUjv7no9u9ie7HBKcFI/eQyj3uTjye4nujyVKmY1deeKToHppN72DBW7EyopLGULXqdvcyeYEixo/Glx94rsyZkmIHS6cl4m62nJhQPnrn0vwzNgqUMa5ZXkqbXN+ljnSVC82n6S5UcTZWl+8SP5aEF20mXb2fgMTQnyVZ9SPZOO/Fo6QWWi06TFeW91tsScn/3+1TWzdq5wGiAwxiebSBtgGkBfSTp3iRFjSgNkypLi9Aldfo9xCkBXg05SyvRzLr6YetoW+aZRtJ2mBEN9JoA6MOyCcuO3GafLcGpkfN8sgTkNjPpJ+kq8UDfJmRjk6ZxNzqmPyYPkdv5Fadcy+ZuCHft1ympJk+OyzaaTxI//n8p4m0ln7ZkdUPln2obfc3+Z2puIvJz4Qfqs79TFs3QFHCc+3W/Jpz+v7zxSb2rDy3GJhPUmP/f/az0OHvyZps/Jnltbspu0bOd884fPCfjpZKET/xI99brG/f5tfUudKma4ESQFt5QJpODjtAsELXASdEXOpxumZNJmG9aXAr3X3wBqR57BNr2lZ5KhJt25rK3O2+32cDweZU/Pncg2Batd+anMFBgSzymb9Lr4fQLKpOerfE/XWr30F5eHcv+d1GzPeeKUNfuLScFJm0xEUwB3H3S+GAOajTBQk5pdqPy05pbKt3tsi8n7CcBTZpfL22F88LZPTsBKz11N3tJnleX75O/fv3+l5xZDKeMJPXWIuEAjgZqX8edSPV42Zfwt8E3GyoPIOfRXOT/v0Y3Mp4P9OoOn19c6NT2T7iUdprZc/lTn6asOvMY2XS4aKQ94oHPukpqTrO0kKZieTTaU6mp1TwGr2WST60cDFe3xNAM+oaa71AYDdyvTkkrK4nWkdj3oNTD0z3/++efLGZmcJVkrr6UnfZL/pnde9/NzU10uE3mgPD+KGNNOeZr4SwmFx3POACa97dpNSRCTqvQ6ncsqezilSyNGOr/vKk1IPHXulWybHUnyrbtyhikrdUU2UJB8KTN2/ifDSkGBMqQRQKKTINhANvHWrkv+03NSr1KTYwoSz7TRvtPJvqf+vyN4ndD/drtTAuH/m08nINyNPpiwpbgzPZteFyIofA8lf25JvceUBkzf06e7ZHMCnxNgepan9LmVuVqvHwzu8d/9++vXry8gnQ6+n+ip1zVoaC0LmJhJiiNIpUXpNkKh8Tl/JyMW8Zp44rF1bvQcYTJo+vMiDw4chZyCbMta+RzbZXnyonK+O7ZR43tqs/Exlf0RIKbP6ZSlK3VNwPqjg8uOflSQv9rm9D2Vd1+egIBAmHwp+WhKWht4psTxig4buDCepWnP9PyPAEX/n2Kz2mg/uvA9NpRkk47fvXu3/WWL0z6gnm632/ry5UttN73C4Qn/jp56XUOMtKO/UgBJQTiBWQPdBm5en79flBxYdQjMfG1UbZC/xCuJHUa5m0Pze8okkyO5Ifi1dswUgwGz2QnUmg7Igz/D63wu9enEU5It6cHbS2ckMlDs6mnXkiyp/Al47tqfqCVRjXZBKG1YYP3JDpKPe3utnD5fAShOzck22BfkwRNYjSSYKFFWtpmmB+nvbr++xtnin/O7A6mpvwn2SQdtKtHjX1qfOz3Nx9t1MFYbScbku+mzytJeUpwhn+rvKwnIMTD6KTBubElp+t4OrE0G0AzjNNtoo9PJ0NyARRxRTEGUgEOekhGc6GK6N32f7jU97vTTyrd+ajqbHKmBT3qmBd61VhzZpyA0ydHAesdzk2uyx1MwYz1X63D+WuKSeGwJnMqkZJb3WoLXiABMXtP3xKPAK70fOB0akgItjxZruqOt8/tOXv9/JY45L8nmSNyEp9khTz7b7v/mew5Kqus06XOZT/hP5O2SF5f5tO7Lr2uocoFiAhL/7IbJDklbclNmussQppPtRXrON6g0Q+YzIk8E0n2XpbXP+k+d5qRDUwBhxnoaoL6HUoDU57TRKjncLhhOTuRJCbPMVieBdCrb2vp/mdImkqa/XV/6M7pP32+UzmVm4pUSo+bjJ8Tn00AgyeUjyzZA8Db4/xmAmMjBz6+lX05yffpMnPNNu29g6fX9nURwbPdP6GlgVMf5+yR0ioTWbrA7RafAmgzbldECasriUlsE4QRkLWvydtL3K5nvSbbZ6iJ/P9rBTvlgsOJ90XTU11Q/v6fpsZPzY1kfg9IusPvn/1cBkr54Yufe/61O3VcSvQOENJLyfkzr+Qzy0+lOidqPJExyJZBPr4ZNOppA51linYznia/E54nsJ+WdDz5zhTjg4q/hXKWnz0pVlqHGE1g5gvMdQjkCn3Hi6wctE2SnMsOZ2pgoGQTXunZA6v93oxIvk3jZ8b4DbW/jat1eLoEA+8Cvpz5pzrhLFrwsr3N9xAPR7XaLayy6P22Q8rKUtY0CWh8+Q1ds9r7uL5++NexMqMT98eZ9rdv99vL9vvp6EINYk2uyl1d8Y5SVbJIJdOqH5JeJp9MkdQdc3J/Acml3t4Oz2zR11cCi2aS+tzrcFz02q1yKmw7kKSk4TWKnJJJ1sF897rMu8sL2Ey6d0O3+vzmceKM3eqM3eqM3+g+n/YGbb/RGb/RGb/RG/z+iN2B8ozd6ozd6ozcyegPGN3qjN3qjN3ojozdgfKM3eqM3eqM3MnoDxjd6ozd6ozd6I6M3YHyjN3qjN3qjNzJ6A8Y3eqM3eqM3eiOjN2B8ozd6ozd6ozcyegPGN3qjN3qjN3ojo/8PrDor3CuB9q8AAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Get example CXR:\n", "url = 'https://upload.wikimedia.org/wikipedia/commons/5/57/Left-sided_Pleural_Effusion.jpg'\n", "with urllib.request.urlopen(url) as url:\n", " image = url.read()\n", "image = bytearray(image)\n", "image = torch.frombuffer(image, dtype=torch.uint8)\n", "image = decode_image(image)\n", "image_np = image.numpy()\n", "image_np = (image_np / np.max(image_np) * 255).astype(np.uint8)\n", "plt.imshow(image_np.transpose(1, 2, 0), cmap='gray')\n", "plt.axis('off')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# Beam search:\n", "image = transforms(image).to(device=device)\n", "output_ids = model.generate(\n", " pixel_values=image.unsqueeze(0).unsqueeze(0),\n", " max_length=512,\n", " bad_words_ids=[[tokenizer.convert_tokens_to_ids('[NF]')], [tokenizer.convert_tokens_to_ids('[NI]')]],\n", " num_beams=4,\n", " use_cache=True,\n", ")\n", "\n", "# Findings and impression sections:\n", "findings, impression = model.split_and_decode_sections(output_ids, tokenizer)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'The cardiomediastinal silhouette and pulmonary vasculature are within normal limits. There is a large left pleural effusion. Underlying consolidation cannot be excluded. No pneumothorax is identified.'" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "findings[0]" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'1. Large left pleural effusion. Underlying pneumonia cannot be excluded. 2. Underlying pulmonary vascularity.'" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "impression[0]" ] } ], "metadata": { "kernelspec": { "display_name": "cxrmate2-virga-venv", "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": "3.12.0" } }, "nbformat": 4, "nbformat_minor": 2 }