{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "import warnings\n", "warnings.filterwarnings('ignore')\n", "import kornia\n", "import torch\n", "from PIL import Image\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from kornia.feature import *\n", "from kornia.geometry import *\n", "\n", "def visualize_LAF(img, LAF, img_idx = 0):\n", " x, y = kornia.feature.laf.get_laf_pts_to_draw(LAF, img_idx)\n", " plt.figure()\n", " plt.imshow(kornia.utils.tensor_to_image(img[img_idx]))\n", " plt.plot(x, y, 'r')\n", " plt.show()\n", " return\n", "\n", "img = Image.open('img/siemens.png')\n", "# Image with synthetic pattern from SFOP paper: \n", "# http://www.ipb.uni-bonn.de/data-software/sfop-keypoint-detector/\n", "\n", "timg = kornia.utils.image_to_tensor(np.array(img), keepdim=False).float() / 255. / 255. \n", "#Yes, it is not a typo. \n", "#This specific image somehow has [0, 255**2] range\n", "\n", "plt.imshow(kornia.utils.tensor_to_image(timg[0]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Kornia has a module ScaleSpaceDetector for local feature extraction.\n", "It consists of several modules, each one is tunable and differentiable:\n", "\n", "1. Scale pyramid\n", "2. Responce (aka \"cornerness\")\n", "3. Soft non-maxima-suppression\n", "4. Affine shape detector\n", "5. Orientation detector\n", "\n", "The output is two tensors: with responces and with local affine frames (LAFs). You can feed LAFs to extract_patches function to then describe the corresponding patches" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ScaleSpaceDetector(num_features=50, mr_size=6.0, scale_pyr=ScalePyramid(n_levels=3, init_sigma=1.6, min_size=10, border=4, sigma_step=1.2599210498948732double_image=False), resp=CornerHarris(k=tensor(0.0500), grads_mode=sobel), nms=ConvSoftArgmax3d(kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1), temperature=tensor(1.), normalized_coordinates=False, eps=1e-08, strict_maxima_bonus=0.0, output_value=True), ori=PassLAF(), aff=PassLAF())\n" ] }, { "data": { "image/png": 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E2Cr6+LgiYV5NOBMucYvXZrtX4dj/3KX54RG1v5zgTL68yYQVhakJUFDrB7h9zXGdlmHGge7pGW7+Zk3xFQn78z5VFdI1JU5614itpGtKAHlZWZERZ8MlXKFZcAYAeSk4sh7dZCbDo4b0bSEPGlMwWZJuEgqbZpVJE0laCtzibTPKAMKmHNMzRUYZcxdbybI6oJuBvwPj5lnSNEj1TJEDU0AjqGdBZ6XQYyNuEEvFVjzLqrdLx5RYdvaZVxMGxuV0ocdHR7Ocjw5xWYaUZcgxZ4/1eI66GqOwVGQMxPSMx57xuT9sMu/082BwxNkjsA7P9rfYTEo5cL+jK4ysQ1OmgPqiGlL3J/RMkZIM84AbW5mvrydzPGUyjl/50AqdpEpZhkjSSHtrYQspLHWZcDGusqMreTTf0RXKMszLgSlrYqzMd8/LcYPT/hX2dImSDPMs4UIWXHwZ01TDHDxLa+QyFTnhuLvPn49vxJcxq26H2DpEVuHLmPWwRcvtoa3EEzrDXwKqIgSgIDTr8Rxr7i5nozRDWo8WaDk9zodLvKD0Jdq6lNalVrKdzLLidvMg2dUzzGcL/UK0wC2FLR4Mlznu7dAzJZ7rX+O+sJHhEmm5MjYF+sbniLNHXxdY2BxiHhE4PUOhHyMmMCl7FGdD4jlFeIvD5doc2kpW3V0WVcSudnkkXuDEbpu5Xxpx+L09ZAiTlkP/JT69m32cmkUkFobQ3q2xqroMZnx0DULHZWnQR95tqH9hgrttsMDkhEvnpWUmN3t4NxouHZ2l4CZsxHOsedfYTBpoK5l3+gQZzeqh8UVCQWg6ppQzFp7Q3OZ16RnJejxHUw2pyIjtjKmqyAk6C/wKm1H6KZDYSarcXNjCwxBlwXZRDbmmZzJMokhf+zy7eIntpJIzGSPr5fjNNOtJF366sS2pAevxXM68NNWQgSnS1TOsee0s2xpRk5ptnZYMCktbV1lxeoyNm2cXntB5VjHFTvrG55R3lY4pURYpvrOjK9zitdlKqn+NwZtS0L6Ms8xWs5HM8opjZ5/w2vzbMo6nROA4capo3/HBowTWpSlH1GTIIFtErjB0dJl5NWI7qeUlQUuNORMuseJ22dMzGe1XoGdKnHR3GRiXmozZ1DMpQi6SlDZ09ng4XsAXMfNqQEdXiKxi2elxPjrEvEoptGWnz9lwidsKWzlKvxk3aaghK84BF5NG/vpVZx+JZc/4ebnRy3ZUX8T5TW2qEW1dzb93YLxcn7KgBoysl79+StNNz+EKnday8XxO89UzxgHgSHcP80FB4+NjDj14gOp/9fsaHVJcO11h564K8TdJtsJZbv/Plzn6nn0wlsuvqnPtjhqHNnrUPh1SeThERv/r80X7gtHNHv0X+ExeUeDCkSbVDB+IUaw6+5yPFvPS7Hx0iIoMqKsRZRFxPjpESYY5GFmSIctqSEcX6ZpyXkLWZUDP+Klew0pazoDtpIYrkjy4BMajrkY05ZgImWIEeoZn+5ceF9xTiUCMKwxdUwTSjOh0YZuzUQtfxJRkmJbLIswBzGlg6ZgSHilD2Mzwi40knU/TbLHlDBgbl42s/FgrtFkPW6y43bRsJC1vprR8XY3zcvZitEBDDanKgHuDVe4oXmRPz1CXY/rGZ2CKfMeN9z7he/WUDhxPu7Vgf/mDR2jKCW09w8AUc1ESwLzTZ2B86nKMKzQehq4pPa7eH2U4w3QHCrJUraMrOT4xrTmPu50clZ/SldNzTHUD09f7QrOVVPP6f15NiKzEF4aLSS2l3pwuOxkrY6zM8JN0V9uI56jLMVUZ5PqEqggZWRc/o9NckRBbhyVnnxUVcn+UptlTWg/gfHSI4+4OI+uxFdX55vGjfH5zgZvv3mLu/SMqj6Tis/6qx/g5Hr1biuzPlqm7Y/pJkZIJcRxDTUU8PJ5j4eqAYw8doO6O8Toa7aVlhwwtV7+jgjwCtfdNKF5IsBJ6X1ekd2sRdZtl71iRSDss/P6Awx/o4RxYkhJMbvKIfYUzNpTPR6jQEs4pOq8oM4oK3Pi+XYS2hM90iSeC6pkIgMEtBdqvm+HcXUtUvDArCVKAMWUmUrB6W1eyrCLI9RMt1ccVhvuCI7ScAyBlfY45Q2ILn5qssurt0lIjLsYNGmrIwPg50zTVvBgrCaz71/Qr0+xVZgwIQFNOMjYsYmwceqaYBqNM6BVYl8txk6Ya0soo+BW3y0Y8T8vp4YuYnimxrA44H7VYdXdzhlBh8g3OF4aOKeTzPdVtTPBFwlZS57l+h8BaQgufDY5SliFrboeOLrPi9DkbtajLMZfjBqve7pOKcTwlAsfaqaL9fz5wnJIMuRgtsOa16WQ78/SmAsyrESPr4GFo6yoSQ12N6egKCstKRl9KLNcycPRcsMyzixfzGlcjMkBuREXGbCZVRqZAyzlgO5nNAKs4DyojU8gDAkBdTvIgEZiUGgusm0+6m70u6/GXhWydpMptha28Rp5+hml5VJchF+JmrkupZxRtYFOA1xcxdTlm+EiBxT8asHL/HsWzMcXd5G+9nplYlMfM9b82wqaid0uJ+BmCwv0J838+/rIatShQE0vvNp/Lr2ngfLNhpzHDetjiRdEjNP/zkOq7J5BYrrx0lt6riuzcWSbxUsisLEPsGBY/MaD2hwGtjw+IZyQH315EPaKZ/UzA/jcW+exPrPJ1d1/B+92Y2iMBw1WPB350md4ri6y4BwRW8WC4xJ3FDc7Fc5RFxIVogePeTl6WtJN6Xt6WZYgvEnqmSFlE9I1PR1dpOT1GppCzWlNgfLrBbCV1jrvdXPRVz5inuhozL8d0TCkHPm/x2jwYtThd2EZh2coYonmV4jJTkHv673k1QQIxgpKwfCFsseTs59nAVjLLwPiseW3KIqYmY/aMl7I8Mia2ilXngK0sc56WVPOqz2bcZM27lupDslJt1d3NAOCIPV2indS4uXCVgfG4c/XCE16bT+nAceJU0b7/Iw0uJg3acZ2mM2TJ2WcjnmPZ2c9Yin6eZbSTGhU1eZyqb8oELDv7lEVMQWgOMgEZgJ/Rlj1dwiCZVwNiq4hQOcKtM6XpRjzHghrkmIYvYjbjJncWr/KJ8eE8CxhZL5+4jYwCDIxLU40oiYRtXaEuJ6xHi2hkpu1IUf3tZDZlQJx9lp0+HV1GCpPuRrrEuXCZ1zpn6f224IY/2KX4UIIVMDxWQGlDaSMmnJV07izj9zWVe0MKA41xIZpVCMDZN6jYklQF+3eW2P6mGhSgujPBPWuYPTum9EicyuRnJLoiKV1NMwzjwqM/1eSR71zEVZqRKfCMT15h4U0DCnsx299W48wPHebGE3tsJtWchbkcN6mrEUecvUygVaXxyJBT79im+ZEx4xWXrRfWufF3OgxuLvDZX1/FmTPU/iTgpl+8xsy5iJ0XzvDIWxZ4tDmfYj/GJSYVaS2oIVKkoF9DRtwdHGXV7TyOnTBW0jVlmnLEjq6w7PRo6youOqegmzIFsCOrWHV32ctwjinb1TWptkRnlL5B0s70M76M8zJKCsP5cIkFp8+86udUd1vXHnfuJeeAji7njNljmZWRKVBXY9pJjaoMaKgxxgq6JtWtTMHxKcM1MgXGtsCq02WUsXgNNaSnSzTViJ4p5mzbNIheThq89h+mHH3qBo6n3Vqwb/vDNSKrUtGRKdBSfQLr4IuEHT2T14xTMHS6oDu6gotm2ekjsYytk+MIU6XpuXCZJWcfg8xrwgfDZVYztWVKV5VTgU9W095ZvMo9YZO6HOepZl2G9LJypinHXIjncUWS30xP6FQ/QhocxqZAXY7Z0ZU8o4mswhOayKqMhkx7FaaUcN/4eEHCjb/TYfXXu3i7hv7pAjsvm8EO4Ybf3EMNLcYDFf31a6l9CNZctm+us3BryAUqzH16zPKf9RDGsvGqJjs/OsPu4gzP/8EvUf1kyN7NPrMPBQgLSVnw6Hc3WDg7pPaZkO6dJc78wjKrb9/n+Ht2GZ10efA/HWL8dC+XUU/v1+VkluNul3uDFU77V9iIGwxMkWYWVCd/6fGyn/4ipcsxO3fN0PzzIZMFjy/+wSE6jQq9uMTL3v0Q9Z8fYjzJxn9pcPCiIoF1cIWmp1PcyCCpyzFLzoRzUTPPICJUji+5ImGg0wVVlmEuqZ+yMmUR0dVlWs7gcbR/U45oqICBcfPysG/8HLCNUGzGTRSGNe8aFRmzHjdZdfY5Gy4BaWk9pd89kapPW04vZ7+mc7uhAs6Gh1h29qnJkL2sLKurMR46p/OnwL6LTulZ7xpbyWyu8ZgKyxSWo84+27pCU47Z0rWcZi7L8J8eOHrTKd/+4gdXacoxo0wSPFX/pTXnkIqI2dYVXKHzejWl8QK2klRzMeXeF9WQ9XgOT2h2kgpVFaRCpgw0m2YQU7CtrWt5eTJFq6clUdeUaKkhJaG5J1zmhLvDRtJkydmnp0t5qdLTJW4rbHE2OkRZhpzydjkXNXOEfGQ9RqbAcbeT7TiTHEBddfZzCbPzec2z3nQZ71HN7p0l9l9QpP5AwOwfj3FCmzb3NSTuQVqHXHtGle6LS6iiIdx3Ke3HlB8OWXhwgNs3WAHtO6qMX+BQuhqz8N4hCBje5FG7P2TnxWUW/nTE/rOLbHzfLIfePaD1yQHBEYedb5rh8G8foF2BOzGc+4FFHv6xRQqFNIsLrJsGezlGCZODx9OAMk3/9/RMGmBFhB4JTr75Givv6bH33CLVeycMT/pc+N05rnmphqa5keD98IDqQwEP/Iclrn5njc24ycnCdo5xAJRFwsg6xFalilAR0TMl1twuBQGfnqzkbFVZRDn4rDCZ2jalNiFVeo6s97jsMzBuztxNN4UFNaRrSvk5p+WnK5Kc6u0bP2dH1qMFlp39nBEsZxL1igwIrEPPlDjl7bIepypPX2hcDJeyNoApYzQyBWKruN2/QjsTq3kYHokXctUqpL077SQFTgfGzxTGqZjyVcfvf8Jr8ykdOG48VbK//qHl/GJMF2tsZb5IV1TIJyZHaTk9KjLgXLicN7tNy46+8dlOZjnpXeWRaJFld5+mHFMQmkGGGaTCmStciJsYZHZzgjy9vdndZWCdfLGvOvt8dnIDp/y04XdPz1CREzbi+Ux23KWbCbRW3R4dXaSjq7nadIrRHHYm3BcusObuEiPZy/o5npmdd5QoFt86ZPXX9hgveex8Z5m5j4+p/FWILgvk2DJZchjPeczdP+bq86tcfEuTcMnNJrzDvOrnkzgwDscf3UN9WDP/4SGlL8VEc4rN19ZY+MiQyqMRSVngjCzdV5d46OcWmfVTvYn7mYTbf3KT8uWYuCJxBgZdlfzJ+56GvkGw4qQahnomMAJyGfZ0YZ4JjrLidnPE/6TXZkfPEKPQRvDM39xk5S094pscnIcTdu8qc/YdS1RUmDYWDhTHXr/Lwp+P6N5Voj/vUz4XMbMfovoGd2SIi5K4pjCzgt6JEsmtAv92wcaJCkfdgI+Nj7Hk7OfAdoTKRX9TTGpKpU+ZuY1kljsKXdbjlE5VwuRM37Us273RDbg/quZ41bI6oG8LbERzrHq76VzSM6mMXaes1zRwlUWUZiOZTiQtr3sMjI8UJgftl9Qg1/4sO33Wsz6cUkb5B9bNWaW6nDDKJOdTUWRPl1j10pJ6StX/kytVjp0q2/d8eI71aJF5p58HDYCuKeU7zFSHEViXrp7hiLNHScZcjOeYV6loZkp5lkWU34hppjEwfj7pW85BnmZPy4vYOmmDmCllKeMoE3pFORW25sTcH6UTqK1rj+tSnWYQJRHm6TTAoppwNkqVfxUZ0NXlnPMfmCKLcY+b/2WbuT8d035lBbsrOHR3n3BJceGuOU7+j2sMThQo7Ce4+4bz/3aB+159lBVvLw9kXT2DwnLc7QCwpWt5HT3SHq17Bhz7b7ssfGaYZi2zisK+Ji5LPv17N1C8OcHDsJGkQG1v1+fbX3mGwjXN+ISLcy0hmXVYf988ThMOspLtfHiIm/0tBsbHRedgdSpSmskBy2nZ6QvNZlKnpfrwB5bb33CFyUmH4vmE9bfNMXqNj/kSVN4fsvThfcobKQisPcH+rSWiBQU1oGyJRg61QYDoWMoPRbj9NAuLDisOvqXItW+d4UsnFmg5B7RUyGZSwhU6bzASko4AACAASURBVKePrcrxhSmbURYRdTkhsA5dk2IS83LMINu1Y6vYSmY54e6wpWu58nXaLhFYl1XngM2kmksAKjKgk1RzXEQj2IybeYNciq/IXNE71fsc93bo6plc+VyRE8a2wG1em83s+LQ35rjbybOdaaa+7Ozji4SSTFiPm/8ES5Vbffs7H1rEz4DM9XieipywpAbsGZ/YOilvLdPmqboc56zFY6nXeyY3sFZo54vSzVrOfaHpZb0hJ71rbCZ1KnKS6UR0PqmnsuxUYj5mPVoA4HRhm/W4ybwa4AvNZyc3cLKwTUdX850jsC7P8/f5YlRgSY05F89ljMi003SOuhqxHrZYcvepq3GqLxkm3PY9W1TuD9l7VYnanwWQwKM/0WD7OTWe89oNdBnkEKwr+OSv3UjlGSEj6+UTHMi7PlNmZpL3tMQZQ1OXY4pxxKmXbFO6HCEtBC0HE4MbGS7+1hz7zywyL0MejhqceEOHGz/QYfs1VQ69r0+w6uBtJoxOFXjkdxeo+TFdU2A7mUViWHZ6bCV1lp0esVX0TImjzj5jm9KV0zR8YLyM5k64EM9z6jeucPLndggWHdTQ0Hu2z9wnxiDg2rMq9F7qs/ShPjMPhPz5b6zB8wQ7usJxt0NXl3PQFGs5vH1A8XMR6oOWo5/ZQyRw8EKfB16/xOB0kTW3y73h8mN26hR/mjJa82rCuWiRU16bM+ESrkhYzpi66RyZ3kdX6Fw+MJWO3xuscrKwnQu51twOW0k1ByzT+ZZw3+QGltx95p1+ztZNN7mtuMHJwnbOoExFhlIYWmqEtiKXvvsi5kxwlGV3j9u9XT4XtnKAdloSbcQpwGys5EU3PPyE1+bfFjieEmbF2krausrAeFkjUarUvCc4kqkoR7mAqqX6lB9zo3vGZz1q0dZVThausuL0M4S5nDIoVubNbqvuLu0s/WtkfSgb8VyejUSkN2lkvdyn4w5/m8AqunqGjq5wIW5y3NvJgdeKDGgndQAejSUdXeVcPMeqs88x54DAOmwmDeadPq7QPLt4kaoMWHWGVJMJT/vha8x8MaL3Ep/m+8cMT3qc/eMWve8tctu/2UYYgxpZbE3wud8/yv6pMr5Icim5n4mMUkOgVDi2Hi1SkQEbUdqSLzH0jY99l2DmUoT1BcGCQ6GdkLQUyazkxu/vMF73uKaLLH6oz40f6HD5x+qceesK6786R2EzYXLUo3pfyOFf7PFgtEBFxCw5+5l2Jr0nW0mdmgypyzGhVZlOJQX5FDbt3jUlKjItEzqvK3P1NRX8awnuyND85JjtH6nyF3cf5553HWX9exZp/3adYNXl+W+8gDlIGxJjq2hntX/afdsjOaq4/9tWOPtbS/zyXzyfnTdWKJ6JufPbL/J1P3KJ9tUUGHdF2lQZoVAiVVjOqwkX4wZ1OeZs1KLl9FKMRpcz6bbDRjyXYx7tpMZWUmXF6eebzgmvTVlELDv7tNQBsZWMbYHAOmgrkcIwMgVO+Zs0p8IvYajLCcamGeothSs57dzMMtatZJaqCOkZj21dYSuZJTAum3GT4961rOQiK3FSUVjawpAK1eKsJeLJHE+JjOPkrQX7Wx86xHp2w7biWZbdfXq6nEvCv76wT1vDxaRBWUSPMzRxs47WFafHVqa2nKrqpnqLqZhqyo8rzONYkmmWUhYRG/EcDTVkIQOcHgiXaTkHOXvSM6W8L6Jnirl6ccry9HSZZWefRzJLgOPuPmejFoFxOem1U/Wh9jn5Ezu0/mDA5HaH4n0Jl147y/BnfTzXErxDcuqt2wRzDlJb7vm9I5jjIjeISRdOmjlNQdpThW3uCY6mSkpnP9eIGCROmHDXN57DjgVOZPjMR1cpPZRw+v/cZNJ08caauKL4k186ySv+jy8yWXX5s/fchO8kHHf30X+gOfmvOsSHJc624XN/eJTOLSkLkXaeBjllOGW8xqaQMwJTlW3anTzHKX+TsoiJPiE5/ZNXKFzTWBfQcO8nVugdSXGutp6hLCLsGcFzX3ORa6+e4dxbl1JsQkxwrxgaXxwTbjjonqI6GCMsRBWHnZkK84t9Sg9FLL57iC5Jdt9c4QsvW0mVqDJI+3Yyg5+pbqKlhnRNkZYaEVjFdlJjze2mJkQiyZmw3OvElHIGRYoUX6jKgB1dYUEN8pKxJGM6usyqc8DZqJVeKxE/Tl/SUiM+NT7OKX8zN/QZWY+mHFOTMZ8LUqubJXc/sxXwaakhHV2mndRy24apUHKqdH2yM46nROC48VTJ/uoHV2gntdwHYpqqTVWCsXU4Hx5irdDObQWrMqBnSmzFs9xS2MrZkZIMM057mE5OJGeDFdYK7Zz6nPLpt3m7XEmKuaR7CnROaeGpS9g4q4XTEmrMJyfHqKtxLoGf6hhGppB3Yk71II/tml1y9rlvssoLP/IQT/vxHfZv8Zl9MKD9E1X++PufRtMdsdrpcvOdV0lmFc6+4XPvWuXyMxqPo31b6oCR9fJdpaUOcg3DY0FAjaCTVLn1vZs8/afbAGz/TI3o+4vcPVlh9cwuz3rdJeKypNBNiBoO3m7CZz66SvOmkO2kkrMEK+/Y59Tbt0kqgtENBS58YI7LukFVBgTW5Zi7l8q+9Qyr7h7GCs6EKzTUMPX9yHQ4aSfpAeaXHL7hF9YZrHnsf3+JlZ/sYQVcePU8vF3x8fGJPG0vyRD7s5Ln/NqjXHxDg9bDY7xPRzi9L6vcjANJLbMO7BvkY+hqXRRoR+ANDA997wLhz7i0TTXXdaQZ5Jh2UmFBDRllxy4nDZad/dxisC4DzkeLuUq5ndRTVzC3mwfPeTXi3mCF495Ofn+mDmQ7upLNq+HjNrfteDbXB017dGIkvUwhO5Waz6sJG0kta5AL8tJpXo1ywHo9bKUZudOnk1RZcbscdcYcOXz1Ca/Np3R37NTl66R3NW1ZNj7L6gBXmBRI0mVckXBn6RFiq2iogLsnN1D1rlKRE+ad9BjAjq5QyVSEKeU6ztWfPV3iiJO2eX9ufCNfX/oSX4yaBNbN/A8CerrMSe8arjCpSCtro99OZillC/eSdVhxuwxMkZ2kghI2Vy+2nB4dXUWZtFtzbApshg3mNwfceuUKSV/yss37OfLfDkhmJbMPBlz+jjqPvq7JcbeTouX/fYTQUNjRbP7rOv1n+mDSkm5BDQisy6KasGd0vvtFKMZZM9/0mkYogkwVu/yeHqYAgyWfM9+1jI4ka941gjscHvz1Fk//7qvEDYl/NWHnG8qIGwUdXcxFaQbJ+g/Ns/KZPSr3hdQeCJh8wqP1jQd5L1BHpwY0XoZl1GXIqcKVFIuwTm612I09Wj8zZPW39xi/3OfcL8yz5TSRdz/K0kf73PDhDnf/+2OcLl8itooVZ8jkmmA2HmEFHHvbHmFDce2bZmifqrH/9BJ7N5R5WqPNwBbY0RUG2ueZ9jLuhkE+oJk9O8H/eIw3MDztnTsMP+Gx9Ss16reEdLSTZYspZiIzH1Y3o+jXsxb+2CrcbG6tOD3OhsucKmylgKYasRHXc7vCI+4eQM7ctOMmL5zp8xeBpuXtUBYJ3exaBSb1I5n24Ew3G1dotuNZKmpCVYWMUFyIZ1HCsKMruQuawuJmKmpjJQe6xHLW8j/KwOkvRk2OPIlr9imRcaydKtp3f3iBninm5clz/JD7IzITEo8TmbQW4Jgz5r5ojoEucoe/yUbmdBRkxrZTZd0UKKrKgG5mpTZ1iJoCp4F1c+l4ulPuspXU874HD0NFxjwYLVDOFmUlcyarq1FO5U5Zlql3Q/tLZY58dJ+FvxxS+mKEO/w79N+krMHoaR7jW10WfneIFenPn3nvDcwXRoysm8vwl5x9PEze79LN7PN8EXMha+C7w0/dGs+EC5y8eo2Td6ZuV/e/bYnRqwt5dgIpsDr70RGnX78FQFKV/MknTjLbnOQeGUvOgDPhEmtXr3HbXVtgYHSywF/+/rHU7JlULzDNhJpyTDdjKYD82mgkSz9zwIl3dui9rsTGv5nlop5PmahHBC/75nMIC2f+6zLrL1vk6fE2zbcPmfsfI0RsOTjpUz8XcN97lujdMZPJrevMqz6DzNxpqpSc+tE25ZjAOmxETZ5+9gqH33xA48wEK+Dqt1U5968PEc2le+i8GhBYh46uUpGTjKkb5sDp1FYByCn3qRfHOCsrFIaOrmZOdsW8oW7N7bIR13MZwFTspfjy3JiC3J7QrDi9vHmyo6ssOfs5VqQRLKkBD8cLSAxHnP1cF1KXYy4njVwzNK8GbCYNXn38r57w2nxKg6OJVbR1lWPOAWtZ6/jHxjXOhcuc9K7Rcg4yY5aU8rw/alKRAW7W0u6LmKYMqYqQm92AuhpTEmGeJq44/ZymnLZFA7STGnUZ0HIGOf26Hi1y3O2yGTfp6AqBdbgQz+ZBxhWaskhoOT1Ws54DKQwPhss07YDK+0LWXr7DN37jOmtv20WOLJuvnOVLP9vk87+0wvmfTvl47cN4weXRX2zw2beu0v3eMrJoWXjXEBmDiiz6mYqZJM2kpi3iLZXu8Fu6ln+/cWbCvKMr3F7YxBUJG8kM2qYmzPLDaQ0dHlL0X5nuyIFN3av6mTKx+7wypK5zuH3Dje/spHaHme/l+Wg+9YRYanDphxs4gaV2JmD5fC+3wLvNa+fA7VQkdTlpsKMrzKs+HV3l8G/0OPHODu1/UeHuN93Appllxdmj5Qxwb9LsvaSEFXDyj3a5455L3PCSXeb/3yHbL6/yoY+d4vzvLRJVFYv/3ygFsTOcq67GuWuXRrDq7mYenU7qzSEMq16XK89o8sD7l7n/B5cQFg59oM8L7lrn8If3WFK9fHOatudPtSkD41ISIRvxHJ2kykY0l1L/SS21Asxc4aYS8jW3Q5D5f7Qyf5GLcSOTlA/ZiOdZdnpp6ZzhbGmZG+Ty9s2kzrmolTvApZtYkL/PZlJj1enmATKljydEKBbUgIaMaKl+3hD4ZI6nRODwZcxAF3k4bhJbydcX2jTVkNv9y/Sy6HshnmczbhIYL+OvU93+RpwyGutxk74t0NaZE1Y2cZtqyHrczNyvUu/Mm9xJXraMjcvYuAyMz5JKLQjXMwprqt+oqzELakhTprtZCqiN8YVOHxFgNbd/6BLPevElTr9hiyiUPPjjLdb/4xzB7Q61hyas/t97POtHNjn55jSAqQBKOzE3vH6PZ/3UBoVPJ0yOuMRzEishqktmf2PMHXduMvPLE4pRystfiBeIUJx0dzMH61T4Ne1juJTMMjBFOkmVu4Oj6S78mQkW2H91iZH0aWaitPnMGNpYycKfDBAmbbVPfMHx3+pyaTcN0Bcysdv5KDVQuvQ9s0RViRXQ/PCIni5nMuqUHdvOjJbKIsppQYCTn7/K8Tfv0n5phe5Pz+ReoB1dwc8wps+//AaEBfcTIavf1SV2FH/13mX23z5DuOrS8Svs31Vk8c8GuKHmztKF1HdVpMDmMXcvxx1UVupW5IRK1pGa+ppG7LxxhvXXziM0TCout/7Lq8z9qyGTwMutIafu4BvxXNpRm4HiZRlya2GLzSR1NO9nC3NgfDbiObaTWQbGyzaa1CXfJW0zmFosrma6C1doqjL4cpu/TQPUNONddvZzsVqQUes3e4O8JJyW85B2d49M6klzo9unYwps6VrGYj25rMpXDRxCiN8QQuwIIb74mGMNIcSfCiHWs79ns+NCCPFfs0c/PiCEuP3v8yFC69ByDlhyDrh7vMa5ODNlyezkIqs4VbjKvNOnrkbU1ZglNUgngQzZiOcpZY9UOJe1Ej/b38q7J6cp4VTM9bmwSSepsqXT9ynJmNOFTcrS8Fy/g7apAq+feTmkVv9pWTCv0sa6kXXZTKrMXA245XvaPPMnNolLis2fqnFwyufEr+yw9qZd6r8/wXM1u981Q/eN6YS0AnZeNMOn3nGMe39uhZ0fqDCa86h/bEJhxyAMjE+4bP90lcnTHU68dZfjL++gzhiOuzsYK7kQz7KVzOamw6e8/RTXsIqT3lWaapgJgGLqZyYIYPLKQq72LGWgYCcDP1sf7RMdVnzp55s4gcUZGO780JeyDsyd3OTXE5p2cZbN75tFWGj84YgVZ5eRddkzfmoQbGUmv07BUF/GzE3GHH/jLuGqw/m3L4ISuWBuJ6mwEdfxRUzh+SFWggrhyitqPPJH8/S/rkg3Y8V8EbP7LWWcoWHhkwP2tJ9+j0xtfC4TEa6HrVxqPTIFNrPu0bauZam+4gv/9ijD2zyK/Yjd15U5/P4Dbv++TQqDON90NCLN2oThhLuTO2x1TdZ0JmJOeVeRwtBQYxbUgGPeDpeTBitOP1/USqQYxEYyi8JyJjhKbJ1MBqBoqhEuOhNupWLGqdhxKWP0NIKqCLknbOb3D8iAdz/3R+2ZEl+MmsRWsawOkJi82fPJGn+fjOO3gLu+4tibgI9ba9eAj2c/A7wMWMv+/ADwy3+fD1EUMTKLzLcXH81289SE52I8B8Ce9nNvzxWnx8PxQgqCZXXtdjzLRjyXuWInfGj4tLw3ZF71WXWivLSpyICThe2snnVxSaP2uajJ/VHqyD1tjlrNIj9AW1dZj9PnqrhCoz5iefE3n6d6X8DmD9Xot4qs/OwBix8bcPXFNc7/5gKfvu84H3nX0+n8uyoHKq2NjYKN/9Cgd1eJzj+b4Z43HOX8O1tc+PEmAElVUNxIWHpzn6jnsvVjVVRP85zXbFD9xYBuUmZBDXOuviRDLiXF/JECG9k1A5jdG+H1DVFV8ZnVVYxNGaaxKbCnZzhZuIpnEhqfn7DzohlGzyuw98wSxoGVD+9n8vpGqvQk9SOdd/psvyaVUpfaCQeXS/luV1djWk4vNRxSffrGpyknzP3HAd6W5uGfX6A+k/p3rrq7NNSQZXefljPgICxy+se2cjsA/SrJwE+Fe1M8Ziue5fKzm+ii4PDne7hCp6a9VtIzBY65uzmTUBZR1lE7yDGgqdPbstNnzh/wwH9aQoyBTXjw7S0qXwh59ndtsDTusZXMZos7fYRD15RoyjF7mUo3fcTFDBVpGJsC69FC3sNywt1hM6myndSoZ878A+Nzu5e2SZwsbOdZwPR8voyz8jjNHtNHeNRS8aKu0lJp49rt3m7+XYIsUE8b6frGZ8XZy/1cLjymJHoyx1cNHNbavwD2vuLwtwLvzP79TuBVjzn+2zYdnwXqQohDX+09NILAuGwns1m952QO0+lTqDq6yoPhMrd5KZMx/f3pZFhxejy3uMlKhk0EWQbjCU3XlNiMm9wXNmipUeqWnQGp03E2OpQb/qRK0rQDEmAjo4iPOeO8Bp0XI2q/GvD8H11n91iZ/ZeXOPwrByze22fzDTU+/5dH2X57lbPPO8y+Kqfy5KRK8wNjrIC97yiTLGeKR8jNeOtfSEuKS/+iwdlPL7H+ljmKexHL/6VPeKvLzgtnePrbrvKMn9rkWlBh3umznBknl2Qq9GrKtNZPLQUT1E66CoNjDhUndZG6o/goN7n9XNm6v17GGRtGt3oMbJGrP1pBJlA5E1LfHmfZmkaTGikrLP5KQnBTCigWHkg1DCYzsvGzjuGjTroBtNdnaL5rxOV/Psujz5hjM6nTzno4ejrFnIyB0/9uk8b/nLB/Z4rd7D5api6DjOqcUBIJp/0rJI5keLOHPJupLbOHQ6W4VDm7Lv08o0mfixLkWpuplR5AcKPH5uvrzP3xiOGqx32/cpja+oQbfniPYhLR1z4NNSTIRFSjrLEv7X5OKfaLyUxOfe8kFRoybX5bc9NNZzupALCsDrg7WCKwLmvuAeWMcdFW0stk4kHmxTF9rMMxbycPEp+aHKOl+mzqQtY1m5YvU+rVFTrrBM4eEoXhuNshtoodXflqy/AJjX8oxrForb0KkP29kB3/mx7/uPzVThYYj7FNDWKrMmBkPTQifZCNLuXlyX1Raql2LjzESa9NXY5ZVEPaSYXz0Wz+qAOF5XRhm8gq1twD1grttGzRZS7GcxibGum0M0fzhcyEpZ49r6OdPVKgp8uURcTFaIFNne6Q7aSGeovhaW+5xvC5BWYOQubfO2L/zhKXv71O5d6Qk9+9w6k7r/Ktz76fl77gQW76lmucfu0VaufS1vXLz58lMOlO1s7sECsyYOYLqYvX3ktL7KoZHvxnS3z8T2/i4TcuUP9UQPPeMZdfVufG39vljh+5RBg62eceE2ePYzzsJChM5lWi8a6mvR4Ha37uNTGyHmejWVqqT0FoDp9LZdWTp6f6lvHzPcJWei2rn0qNb6fS6mmD1v/1ktfy7v3nAbD1S4u87vd+kH+//nI+Nz7OyHo01JBLSSqEuvm/XwVH8PkfWk0ntk69PctZW3hsHSq/HHDoPQMefX2DjX+eLuq59WGm2lR0TSn1a0kqrLldereUqJ0L6EQpa1aX41Tsl/UfbSWp0VNgXbaSKuvRIrFVXP7/uXvP8LjOOu//c586vaqMJMtSpMh2XNKckEBIgWRZEkioIaEHQsuydPLfAEuW3QAbWFqWpSzlWZZn6QtZSgqEEmpCTIIdx7YcuciSJY00mtH0curz4j5zAtf/2XrlRa7nvLEvW5dm5sw597l/v9/3+/k6OVq+xi5jnUG1xZKTRbxOx84qjN5Wx7zUY+Fvc+R+1Wb3Xy9IHIKdDYxxGi5KoOuQJcgucyWMkRhSG0wbawEZLsKi01+4ukEzOkZEsVDwOGanQlxAQauGWp/+SL7vc4oE3pphtcl5kXkWnVwI7elf6yU3FWhIEizZ2fB3RRSpYSq6aaYDYdjjdTzeOo7/Uvwj/HF2bGFMXqR9Avig2mC2NyKl5gFwFUWOylCD7AgvRkbp8FBPKun6AqNpvUTdN1kMMkv29uT2cUhtBHp/SbTuj7z6GPpRtcYv29M8JXqMfT251g1qdYkKZCNEzF3x1UWMz22wdF6KkQca4efJ/aJN+r4OnRmd3pDC2ilJjISD3nVRaj7p+ceaU7tvOElz2qB5pcnxZ+dpTsknSHTdwtOALVDQGhyzB0iaHco3xOk8Q2PTW2uM311l7ZkJhu5usvUv1zj2oTxlTwquluxsCFVWhceMXia+GIxDN6cZ1YKegKdLQ1dQNyeXZad+aXMaw5Nj6cxVbU79XJnxvRXqLzFDSO6w2mRPVyoCzqxJotSO+QW23HYcTIOfazv5OTsRjouXijHQq/Pl2U/y3dxuPvnBq9n83sNcM/gAXc9gyUlR9WKMz1aY/tg6S5en2feWMfJLUrGbKnVZ81PBVCMa1v1FN05is85Ee4Nt7SJLulxo+iNOCVZqYwQlaEw4GMJl3h4IpxKzVpZpXZZih9Q81vUeMx9Zp33A4NgLBhDHPCY+U6V0aYL8n7RCdkdSONQ8PWRdFF1plJvU1wMVZzvUv1TdGGuORCgoSGn5vB1HVzpYgZ9nUitjoTCo9Fh0EzxqD8lFUDjEVZuGJ2FRZeHgoQRwoA3anhmUQXJXt783xrheJiZ6zOiPIRuqbowzjCLHnDS7/jt38n9y/E8XjlUhxIjv+ytBKdKPovovxz/+YXbsttNNf0pfp+TG0XE5ZslktjlrKOSK6khZOcCUXuE3nVOoKt3AJ9EJx6zl4M+qJ/NFBpU2c8EF0/KNIBcj+kdqwP6U5tzoPDZKEGkYDWIK8xTUOstulvyPmuh/tYGdFYz+to4A2ts0jl01QOXJcRpbTTbHa+HWuf86MaXH4G1Npj9eZu05cRbOynHqXSWGb2tQ+ESD1csTHPizAkoPegWNpO5QcfuMVZlYV5iu8rOvDXPhO45QuLtB72yNyX+t4IwLNt4S56Hu5vCm6GfIFt04W6wWAHeWdvLr55+L0uiCELzhB3fS8KJ0hcNAvYlrCrLRDmUvzg6jSPNZEcTnIPHbHsu2FL8ZwmU1CGMSXYumIsfAebuOn4iBoYPvg+3gayq+oXHx8n5UfL438CTiB1dZf26ET6Wu4NZ7vornC5pdkzNuXMLNKhz/QI5t5jq9ZPD8cQjUsRG6nhHKs1U8Ilm5IDY3TEbzNQ72RkKTX15phaVm36g2qLbCfNeKG2NMq3PAGgrp+KsvTTL9iXV639YYvLlF5W0Jsj/rsP3dRR46ZxPdpE7DM5h1hmUEg/BwhQ2+QkSxwsS2RgAb7oODbU1aAyb1dWatkTCnd6dR5qQT5cHuBLsjJ/htdzwsSwAWnT5vpsOgJjGBSaVDQWtSdNLSVGhJilxM6YXiSVV4fL85ze7ICWatAjm1yWJw3zyex/+0VPke8Mrg768EvvsH//6KYLpyPlDrlzT/0eH6Cu0gYLgS8DwLWo2M2mJaL5FXWowHTUrpeYgGmSFyrLpo5xlTa4wGGbD9Jl1KPDae7EcI9sVaOaUrkXTBrF/am2WerCq8UPMfETYLTpbcySbnvGUBfNA2fOwRlZ9/f5of/WA7GzfE2LdtM8IUMiEuMMtN6iUsX5XJXPvl1nP5WRk6r9R56GubOfDbEQ78WYHcL9s8/cojCKCVM3B9wbDaoZ/dogtHfqZ4m+9+/Ex+f+045kMO7R06058os/HbeOilGdVqISnq1fe9iju+sBuAN37l5+Q6ssEpehb5ALijC5dYw8JJKWEMQMMzWNiaw1fAKEoPTDzsD8iyCsdhwi7jAwmvh5eKgu8jOj2E7YBpoK5Wefn6ryipCVaMLF4ihohGELZDwzNYcxOc+80TJGYt1j+YYvOgLCebrhFeF/3vBwi9IA0vSi8l/82uynzfiGJzbnSewcB0lgzyYvr+obIXDRL0DJk13BsNJ0wqHuvJJOtPjbPth6vM2xk6us7DHx5Dr7gUPtFgSG2wFPRFpvWSVIQGxjUVn7FAQ6IIP2ys1wOMw1ggzuqrigH2WQMkFYtt5jJpxWa7ucKyk+UpkVJobZCQpF5IoMurTfJKJ9TNnG0uhp6VqhdlMBAkbjOXMYMpylMiDQzcx93k9p/uOIQQXwMuAQaEECeBvwJuBb4phLgeWACuDn78TuAK5/XOswAAIABJREFU4AjQBl71X3kTqvCwkKMjK5h0ABSdDKomVXIt12BGL3N/d4IdxjJJTSoak2onpClZQfNu0ckRp8e8k2dck33dBSdLQZMRkBHfZl9PJtrnFTm2lEpSJ2A1iNAgBpB5sM2F1x1FtXx8FdozOr/91iRKwqcgasz2RthhLoWKwr7icE9nikGtwbSxirokv+zyjjhxIeMum0MGc28tcOz6AbZ+usiWL66TebTN4l0ZDl9WYFyryBrVyXBB9ChlL0raaNP7oOBYY4CpO9axs4Kn3nSE/XcV0CNw0zNeiuj0wLbZkqjSRp7LAbeFXm9CahB6Fjc8/FI+vPM7tFyTHcoK/RjBvtsybXboDaqYqy6u9xhFvi9x9hMxzJL8TCo+SttCNDvY43nUlgW+T17tEvVtjmqDiGYbP5PANw2OXyupVa2Oychna6yem+Sui7YzbpdxfYXYhlTo9iLy8sypTUpOisFA6KQqHpYrP1dWb9NCej9KgbS9HgjixvVyOIb0gkzVSBBHMRPkxh61Bxlw6pwyt447pGDc63LmTSfpJXSUhE97h8Hmr2zQuUzDOw+aagRdeCGWod+PWHQy1L0IOb8ZEu0bRFl0MsSFRU5t43pKSKJLKpZk4AZcUQWPNSfFPqsT6jbUIBrE9QUGMjvlQG8TY3qFRSfHuFYJs4jansm8NSiVqEKyRZJqh593M2SUNmnx78Ot/yfHf7pw+L7/4n/nvy79v/ysD7zxv/smXF8Jx0Wer5ASPZbcdMgRmO2NssNc4pcdGULsItjbHQ9Q97KkIHAD9vkUffZByU1SdNKhm7XkJtmql4mIIkU3RdHJsMtcYdmRduWM2kLFZ1RtSxbDV2H3Xy6geGAnFEjDfV86BSUOti9T1zOqzK7op471KVzbzSUiik1G6WJsOHgqeAUpY696Oigwra+h5D023hmBL4JvCM58wzLijYJNN3kcc3UyaoslJ8UuY4OM0uWYPUDnIwbZtRapvR1iGzb1J6X5aORCRMLBjxiQiiOabU6a+fA8x90u6+0uqCpjN/tY31YZ0zYoJxPkqm3GtDKDaouGZ9D2TOyCSmTVZXajwFh2I3ADx9CVHigKeI9JpUW1gZfPoK9U8Q0d0e2xtSOr1HUzja9riHYP4Xrc9vLP0/INzr/9OMaqx8mPpNlmrHDUHuLcyALsk9eCv1mWLLavSlK5b2DgEhc2hZbcPVWTUXJKl3knG0Yl9D0n/czWeWuAMyMnKTtxVEV6b5xjChN3bjD9w3Uys22UPwg62/TtGk5cQWt74Wh4+8vXcA1BdUeU8jPjcIVJbLNN0U7LaVZQMs/2RthmrpBWbEyxIYlqwgnNaoNqQ5rcRJeSk6QbCMWm9TW2GMUQvj2oNrBdjZwqy1VFSI9MXm3KyYqTIxZMr/rohIj+GGazEUCWVOEzptaYswfY8d+9Mf+D4wmhHNWER9FNhyo3RfiyJHFSZJQOF8bm0IVDTm0GYb8RdpknwxJjQqujCA9F+GFHX/olWvSR8X3zV05tMmdnqXpRmVGql0JaU8szcX2FGb3MshNl9GNVzn33Am5UwU4o6E2Pwx8dIlHoyS9SWCHvVE5pMiF9qeSkQpJ5RnHkhanBqNZk3skzptUZV5uUvThzVgHhBuq/Uw3Wr45zxqeW4C01fl/fHD599ltZZq1hXF+haUR48+rL6dryyXth4xAJxcHXNfx4BNHp4Sdi4dMXwMABRcGPmoieE279Y9kequ0z2GtScWOB0K2Bm5DvqeBJTUPLNySt20khrMfuNA+BH48ifB9flQuKr2tMu7KUqWmy/+Fm42A7TOpyihP7qkXrdIO582QDe8YosuwkGdgn+zL6jIyHrIZp9tJmUPZidKryAWGlZNp9I0yNl7vOMbVGPHjKnhk5ScmNkxEtvLsVLnjhEZ789HlGP1JD010OXVfgyKcGePinBeyUwslrMty/f5L75ib5yu/OoXJJFDumUH5FDNX22PK3JS688Bgz16wx8et1dumrzNuDksav1cgoFvusArUA2SevCznVygegJSCk9OeD62C70cANUueqrszCPdgbQRduYI/ohaR8ObXKhiKxSDCOL7lJSl6MhhchpXbZZqyw5KbxHudb/QmxcPQC2fSSnQsyWqWgJql02NsblyIXlKDv0UYRHmU3zi5zhYJWZb81FAJ78oGkWG4PZbOwb82XQTyx8IY5P3qcpcCKP9sbpaBVpQrRjTJ6W52xv6+zfkEMveWhNz1WXpWkeb5JPChpiq7E2fe//O1Gka6ny9pWL7PNWJHYe9fEB3whOOFkJWjIM1l2Y2GS2HokiQ8YJZf7/naSR948Qv47bZ5988Ns09fCxmAkkFZX3Thr6SG+MngBABHf5Tm9A+D7KPW2vIEdl1UtFY61FAV8U0e0u4ieFahOVdbG5IxfOSqt5d2AFO8E4+2KkOloUg0akeSqZBQh5MLSJBC2BbkqKArCdpjsrOEDjqoh6i209QY4DrPWIGPzVbKHOhSvSjAdCJqWnSwuAm2P3HE8OjFIQW0zEyD0Gp7BkpPho1c8j9l/2ExDi1BNxmRgs9qRTmRHIhCqXpSqZ7Jo5zlmDzD0ywY7rljl4huOoJU9lt6T5t5fnsqR7wxx7KYBxJUaJyYG6G7XSR+W05mkZhPPWCy8JIfe9li/IMFD39vMiV8McOzGHMq8x+5XniT5nBan712U0GovxrydCc1+03pZEsOQU52iG2PJTbPsJGXea7CjkNR1EQJ9+spVgNneCJN6RebA+grDaoe80glhxkmlQ0r0QrZqX8fR53Wo+GzV+/OLx+d4Yiwcni5t9eYyo2qDdrDVH1JlvkofR9/2TH7bPlU2zFCZC3oQY4FiTk5g9BBNV/2DiMX+LN1GDYliemAZTyqWLCnUNpu1CgPfajJ9W5niCxMYiotngpVXeOBtkzS8CEftfLg7sQJsYV/W3P89JTfFrDVCJoC4eEIgXD/0NSQVS/ZwhIeOSxcD3wSz5DCm1LDernHs7XlG/62O9mE73Hbn1SY5tcmgWmfhyhwPZLcC4ALPqu1F8T38VhsvHQPfpz2QpSvkrmRLewWEwK/Kbf7ND1wldRK75AKhPezTDfwUEWGjOHLJGabBuCYZom3PpOikURoddN9BAGUtgXDkzS66FsJ28LJJ0l4HH4HoWHiZJL6usfCyKWlKvFPuKjauiIfeou3GKrlyi/RcFx+Ind5jyU0wH5jDkorFTfueD8Cp3SJHzAJfvPIZ3PrsF0mGitJhUiuHWpOqF2Oys8Yl73mUM165TLRrceSjeX73k83sf/Uo1ZFYmKVS8eQO1RpQUTak27fkxkkpXTYujGInFQbukBJ0a1LjwBtG2XvvJhY/mCG11uH0a5Y56wMLnOauEAnqnpKTouTGZaSHYhNRrLBXlFS6YSxkPxbjMaOcEzZfR/UNIorNwd4I806etNJjzs6iC485q0ArcPK2fAmtdoOFp0856++0l58gArDH9YgGqfBxYXHCkdLxSOAHSSnd8ITrwuGKxAHpWgzs2o0gfSuiBLmeboI1N0E6SF8b16qU3CSer8jENrVOwzOYtwdoexot77FG2qKdp/mgycy7S5SeGqd0Y4LEr3soPVh5fYpcshU6Uvtqvb7zMa82w3SulOixNdgl9MVmJEHYkO/KRl8xmO+PaxXyagvLV2nlTBQHEkctHu6N8fANo8xfnePUT5UZubPBgp2X8Q6KTds3+fj1nw/PoQrkvDY77SIiYqI0ugjHRV2rUVXlez67dRzR6uBNj+HrGls+1CGndlnZlMZOKUw+0lfeSuWsWZKLbjNusqe7OWwE9p9sui8Xi/lkAT9qonQt/GQMLxYB3yfhyIUDQ0NptkFVuOV1X6btmxgPuDS2mawMpxlUGwFZzUC9A4QP3XGNfdrm0Loux7IGk+/tkbEaTHdWWYgPgqpAaYPPXvUsXv7pt1H3zSCtXWPbo2s86YoFst9qM/u6Yb77/TNYf0GCliINa3m1STkIwioGC309FcGou2HAtIvAjLg0LzCJ7pHnY9FJMaVV6Jka975wK7/94SmsvzzOKf9UYebyEo25qMQIaHXGA3Wv7atMaZUgANvlQG80KHXlLqvvcM2pbYpuioImF+u4kBMwCfGucSKY7BTdOFPGWjj67U8O5bTMIR/Q7I5ZQ1jBzvHxPJ4QC4chHCa0x8JnZoy1kG4VC1ZvKVaSVDDJG5WuzD+khDU8g5TSRRUec3aWBScXhO3ILzyvNpm1RmTKl9pkzU2QV5ssOhm6nk7OaXDhTUfoDmisfTqF8iNQPHCSgoWX5ELgT0rpyqdU8DTshyn1jUdVL8qxgLWpCJ+4sNgYiiGA9OFO0ORqBaQpg5ZvSOr6brnVd+/y2R1ZJK5aHL5liOYZBqN/WeWc5jEAUqInu/Nqm/oW+SSpKxE84KLKfry0bIzi+/hRk7IiewRn9U4S11zUlQpeOoavq9zfmSCiODSeahL/cY9JpSRDg7QakVXZ0O1oRghCWnOT8nwKQcSX380jxhjYDtgOYqOOsr6BWFojgjzvvqKAEIh6KxiFNxg40KR3uoaO/N514YDvM/31NXwBJy/OcKa5GCxWsmfxtkPXIHo2l5X3ouFRdU18U4fBLLgem786z4cufjZ/c/2r2fqbElNXl/BdwS++eSrLN6XZlVohGTQSdxjFMOdEDezqg1qddtREa3nMGMVgqx9lzUmwsTVK8kQPs2xj9xT2WyNS8KVVWYukWLoly2//9wRK1edPrznI0O/rVN04+60CucD92vB1CmqdopMmrzXp+lqoubGQKueqF2FKqzBnDbHqJuQYV21SdhPk1C7nmBXGtVo4TMgo7aD/0Q76bvIBWnQT3F7bzbmRxTCQ6vE8nhALh+Vr/KaXoxxshff3xkIPQ8WNcbaxHmLiK67Ev9u+wtnmIpPaBtVAVXjUHqIaqELHtVqwi5GNyn5i/KReourGmdFrRBQZzFRQ68SVHjs/uUz0iMOeD07SS2nkf9nEF7B4VYYlM0tcWCzbcsV3EYxqGyHOr+zFQyVmRumQV1phN10RHsqpsj0/tq9G3YvQ8o2wcdkHubTOk72Cse/W6foqJSfFaLTBQx8aR216bHpvjYIqt/j9+vVlN/wQgBU1hQKc0z6Ob2j4sYicrngeazH5nk1cnlfeA6aBUpcNutPNJWJKjweecQrmuov/G8Go1mBzuYLa9nFSkjqWUrpMG2tB76lL3m+h+fJ9H9Gl40DYDt5AFj+XhuEBOkIHfITngeOCoaPgEV2x0SseYpdCP+PkbHON5E96JGcthA/tq6TOI6V0aXgGMcVh8A0dfFPnLFdOa+bVHKJngyvfR/8zX/TwfQy/rMaj2WGO/tsAsXMsFuwcGcVj1U1Q0Bp0gxyekpui4UmDYASLwkoVV4NT/3ydp180y3N27uM5W/YzdZsc61907jH+9LRZrtn6IM/cdYDzLzvOU2+ew/imjT7t8MC/TuClBU952XHO+N0i55hFap7JkNpk2cmyFuxKgcCgVw+CybsUXZPxoOnZfyD2PTAAP21t4aAdl3krqKREj4LWYFovYSHhzQtOFttXsH2Ny5IHmLPzzPUK4cPz8TqeEAuHIRzySisgLTWY1uUFuuYmcRE8ZA2EbISyF6fr6zxqD9HwdfZ0J8grbc40lwO4TpmU0uWYk2MtyAMtaLWQz1F0MozrZe5tS6doXwRkrDhs+mKNE8/PsnxhGguFzIMdhA/1KyMMqQ0G1Q6jukQPFp0MBh4lJ8WkXmFGL9PyTJbsHAtONiSM5QOC9dq5sn5N/qDLJVHJ0ex6khy15GRZtPMc3C39gKmjPZp7DZJqhyUnxep0mmNvzFO4q8HGHpOFIBzb9jV2mlJft26m8YBhp05yaUX2Gjo9UFXcYGJjo/Cc2oPENQdUBaXR5oA1StWNseOKMnZcYfTbNdqehnJPYI7bLnECcjrUC9W2T+8eRiD9BCvxATnF0TWUVkfuPpCaBwHg+XjZBL4pe0zaqvzdJ0eSbDNKDKoN9nXzjN5WxzUFrWGdjd1RGdnpxSg6Gfb2RkERpKpldrYWAPBEfyfTBF0DIdjqrHFT+S6OGIO8x7iGd1x3HUnFZkzfYNk1qHsR5qwhWr5Uoo5qG2SW2uz6+yUuuOw4+Ts76C2fkTvqRJZchO3TGdZozsg+UWPSoHZaBCuronV8kscsCl9rsP3GVc5+yhJnvHORpRekaY9pTLy+QvmQZGwsBVmyGVV6asbUGg0vEvIz9MBXUwp6IKnATKgLF88XpJQuZ0YWQp1R0UnjIoKYzUiYO5sKcnv6yXRTeoWLY3Nhaf94HU+IhcPxVab0bkiDlnqKdjCzbjKpbbAr4IvqyFW6oNXCNLej9iDVYB6uCCkYq7pxSVIKsk9sX2NckzsLL8iq0IXDjF7mqD1I9jMdFM9n6a0Z8moTo+YSKbs4UcHS7iwTWp2jthyvWr7Kop2j7MWYMtY42Bvh/s4EKaUrEflBQ2ooKIP2dKbInR00aff1uHthgiUnS1zp0fNVNmsVKS3e3qQ7reGrcPpnl8krcneRVDocf9UA3YzGtn9YDcOkIsJmzZFliK1ozJuDCGBK1GTtbztSaxFMP3Q8Yp7F61d+jK/LulcPfBwH1BxL12QY+34Na15h7LtyZFp+SkzCgjTZG0oqHWqNGC9Y+Y2cFCHkuMbQwTTwm225aFVqVM0kIpjpKM0uuB6DagO/Kt9PJNvnlEY486tLZPd3UHs+x145QFy1w/enCo/PvOlq/FiE57gHMYPeiq9rUt7e7SE6PQatGn994ptsKDH+6pRr6fR8fF3jbRe8iNd997VUPbkYqUIu+PnFJoV3NjjvafNsuq1K9IR8TceE4+/MsO+eEb594Cz23jfOsa9KctvJ6zIcvWuQB3+3mV8fOoVHvlPg+Gty2MPyVkrut5j+aBmz6KA6HltesYZZsaVMHZ9+dlA/Z8VGZcZYpR3oj2RAdYOIsEM/TP889MVi0kJfk9d9kDgYhqQLO4h7aBAXFg91N1HxIo+7cvQJsXC4KNzZOoWcYlH3IqEpqK/bP2AV2NPdTCpwALY8U0bc6dLhuM1YDWXnbU+n5EhepFToSfL4LnOJA9YQEwGseMpYY84qsN8qsL2+wqnfWOfk8zMkJywKahPnpLyxulMaZ0QqVDxZRuTVJm3fDCMhq64sjcb0DZacbAD/0ZBJYDEG1QYTRon7hsex0grCg4vvORzWne9+9iuICIfN2gb7e5uYfXYBXMjf3UY9GCTMoZJMdTnxmhzZn3WYmG2GU5aGH2DhXI9DegGAEb+ObxqP+UeC46g5TFfo/En9Ec5fP4SwHT56y0tIKh1pQ39DFE8TzHxkjdQeufht7I6HUBpdyKS2ia+WSftdBOABXsyQoq9WB2/TkFy0VJVj0WEEoCpS3+F9tssxa4hYU94M3ZQcs8cWehRurWPnFOysQunlidBmvmTnKKg1okfLJOwOz117gN9HAuxuoyU/30AWXJe3F+8k4XZpaVFqRPCjJn5Ux48YbP1ChbiwGFTrDDk1zv34POdcusjmf6sgFLm4LT0zhRsVlF+U4PifDdGZMZiJlqh6MbS0/JmBVptH7SF04bKuJTm0a5Sl92S459fbOPwvQ7TPlteJ4oHW9okVbbZdt0pMdMmoLapeJMRNLtg5xgN2SdfXOBbwPCpuJERi9hXR/UlgLBi7qgE0OaV2Q8dzRNgsOVnySodFO89E8J2V3QQHrNHH9Z59QiwcRtDoO+GkQq7DHzZ0xrQN4sGiUtBqMl5RlUAWKTOWT5FZqyCxekYxRLrFhYWHQkS47DDWWAz4GiU3yWWxY0zp66Tu7KBYPnOvGKTrKawuxMnfLaclog38eYdN11d50ttPMH5zle2fWGbnD1fJnZQBUedHj8v4SK3KmFYNF5OC2mTJyZBR28xEShy7fABfwKZ/rPHj9e188pLLEM02L/vHt3F/Z4pJfR39xQ6+Dq4O2963iup5NFwZ3HzkxQN4OujflpGCObUZPtFRBbNReXFMdEvgeYhuL2ySAtyZ3EHMt9lQoryteBcFvcvAr1eoejHm7EHagwarL02S+4F8OvVyCt1zNDZrFdqefCJGVyym/75EV2jYKIBAmZflkpeIoTTasteQTnBUHZANYa+D6PT4wCm3k1ObBCp42pbBYKfFrjctS0pVxWP+tTmsmBT25dQ208YqivAQnR7XF39CxLe5cyRg56bi8rMJwRX1fZzVWWA+OojqufLzez7qchk/YjJ7kyxbUwe67LpqhclPV+jkdBQHGudFOHRPgaV3ZFA7PqvbU6E1vRSIzzYs2Y8qKfGQgdLXaDS8KLrict+5U/zsa1s4+NVhemPyfDlxhfwjbc579gmiqzLxXnqzTIY06QvyfCUAUkmPSixwhPfhSH2PDRCCt5ecbLj7PmoN0/WMsMe2t7eJGWONw4ExLq82/wiI/HgcT4iFw/OF9GUE9Vs/LRyg6CYYVdtkgqZgH9cPkA86yg92J6i7EXThylGnm3rMwYgImmBR9lsFVOHJRC5hcdDKMm/nSH6/S3PEYPvXVzjjSUtcduGjTH8ywNuvOAz8vkls2SK+t8f49zfY8uk1Rm6osvuik5x2dpH0/9dm5Dc11nsycKig1YKFbDhMHVt20pSuTEie5rLHm5/6Y/nZs0k2f2eVXZFFLF+lNhzl6AsHER6k93TZ+b+Xg1GzQzxnUbswSuwHFoNKLXSAAmy5cIk5YxiAYasGmoofj4ZlCsBccjM/Tmwn5XXRPIdb5r9OUncl5Eb0KLppqi8Puu8+lK+Io2hy0VlwsmREj7PevYpq+UR8h6Ya7HayaUTPQilXQdcQtSai2mBOkSSyoU4VP2qGTT4nJb/b+EaPTX++QewRG1dXaZxmcvA6+R0t2nkiwiWvtHnfWZdxdneByxv7+Xb6HFatWP/CQdRbJOjx6o1f8ZCxidXATo6qyqlSKo7wfW46925G76mz84UrRNZt7JSC0XY5/IFBHv7yCA9snmTyAVmeVc6IhR6XgtqUUZYb8saNZOS1N6g2mHeywU5MJtUPaQ1m9DIP7D6F390xzvHX5dA6Hp4OkYMO5z73BOYhi4JWpaDWGdckwWxSX2e7UWZU22BUldb9lm/IuAOUQPvhSJiRYocZtP2yJaO2iAQhMhFhB8R3g4Ja/4Mc5McCwh+P4wmxcCjCpxvwEiXRq86U1gwZoQftAaqubIp6gejKwGVUc4goNnmtyTZzJTCrOSh4pJVeiGsraLXQlagLly36mhTG9OD0L54k90CHxIrFwLdbrJ6T4thf51i7KuAZXBal9uIYC5fkqF4bY/Ydw6x8Is2+fxjl4C1DtJ5qMvaDKme9/CQveNrvGftSDb/rhyKkPr3a8lUi59ssqSlcBKc6JeLCRlmvIRyXW17wcrq+joXKxp9FQIHesMrYh2tMH5LKyUmtyaFnFoit2Fh7dclgDTr0PoJGQlK1NMWXN1Wnh5eOP0ZE8X0+M3E5G0qMlhZhyK5xy/Gvkau0w3Of/2QLhASrKCUfw3dJB1kf2hdtjHt7uDGFo8YgPQJ9QL2Jl47L0shx8TNJ/ESMqieBTGN2BTcbxwsiEdspeRMWPtEk/dMuzW0GWtvj+EdypKNdprQaObXJve0Z7m1vJZ/UeGv1J5ww8vxL5sl4MaN/4eBHTZ5b+R1x3+LzA0+TJZqqICxbfvZShXd871956jfmmHr9OvaoitpxsRIaB24fZu0lSZKqdGPHftCjN6lRmZHxoV1PZ39vlFU3wWRDlriVZJykYnGgNxqwaSMs2vmAD9Nmf2+EuGJxmFGO3DTIff94Cr4iZMnWcDn9RStkft1hzU0w72RDcn7RNSm5SSpehIavERcWKdELoT0ugnknH4ZBDfb7dUG4ed/pLDNfZA9szU2wRV9j2c4yHmTgPm737OP62/6HRx/7tuYmKbsJ5uw8664eJLtJK/fZ5jIRYYcAFLmLUJjS14kJWXrUvQgppRtyI3ThhNvCjNKm7Mg4wQU7A98SPP3SR5n62woCOHzdIMffkSffaDPx0Q2GvidvyPwP2gx9qMHOzy4z/KEGO95bZOzNNc7482W2fqiEUvI4+KYChz44RGOzyfD76lxw8XG2fHOVuOiGEvf3PPJcbr7sar42dknYKHtd41dyGgColTonLNnsqowmWHpTGnPVxYsKTnt1kcniOstOlPRTZRkx+ch6OJoF0PB4/798HUCqOH0fvx00xLyAN+l5tByND49eSc5psqTnmOytccrzykSPW4z9dIPh7zTxDKhvNin8sEnyM132WyOM/ajG5C0V2mM6asPjk0PPCBckETERbdkTEZaNL0T4tHeFQtrrMrV0LMQFbhpu4QNDv2uyflac5CGLhfdkOLJ1GM9XeKg3StWLcUH0KL984Vn8zdrtxN0uHxq8AiuZRKwHHFhNJeZbPHd9D7+KncrxxAjCcRGehxePoqxW6J59CgP/2mTnX62wsTuKvujQPcWg8t00v5+YICIcftOeJr7eI3Ffj7VnxUmqcjpxpil3BAt2jsasLFW6UxrLTpoLo/NM6hUigZmx5ZkU3TTnRiRLdIe5xFyvQPXpMfZ+cwxPA6UL3QGNHa8pMri/QT+dreimAt5GlyVH7oLn7QFmrQLbzSUM4Qapg0V2GEWSisVsb5QpvcK4VmHZkVKBPpd1X28MXbicaVZZcxPsiixi+/8PelVUPGaMVTZrEuMXUx5zx5bcOHmlzWE7L+3Dvhli4vb2NgGPZaUUtEaQCdpBEZJVKt2p7RAQu7Ec5bI3PMr5N87THtJZv0Ruzbd8ucTM+9dRVjxKVyY4eYW8yPe/YYT7D05w19x2fnJwhj33j/PA9zZz6NZh1p6XwKy47Lp1hW3vWUPoPo+8p0BnQmfru0qcdd0Sw8UaH3vFtYz/RQ9cj58lTgu37M/YeJgLmodlE6/Z4q4XnR/2dko3JGlKk7YzAAAgAElEQVTuNGR7og1nXrdEa9ngxFAOK6eSe6TDspMM/SQRxaFRk393fSGnKQNZWaqowc6g00PUm+w3N/GxwhWcYq9zSC/gVATnPO8EO96xQi+vovZg+bY0G1dFmfnwOhfcOsemN2/QndSILdnMX5/jsJsBLbh8XNmD8KPBTkAVgdFNxQlEe3+SPkxM9BjeVyN/bYAqHNQY+H2L46/KcfAVowGN22FaLzGkNjhWzXHziW8x2S3xgdQzOB4ZRrQ6iIh8HdHucVHtIAm/x7cy5wXjZwVfUVAaLYhGeNe1/8wZ715i4+woiSM9emM6v/vyOPtzQ5xuLlFyk0wa68z8Swnhwfxz8gEQKs6eXl4GPCkWif0WrilQZnxpJgsIXGnFJh706Ea1DYquGcZKjhtlCmqd1Z1pFt6bRfHA6LlYeYWd16+QWWyHk5B+6t9TIktU3AS7zOUQhTioykXGRrC/N0rVizCpl4IYSJsLo1IY2N/d5oKexn4rhYdCQW3T+gPG7uNxPCEWDgWfeXuANTdJy5e5KXqg4Z8Mxk45tRm6YeNKj116mx3GMtVA2CWj+oYou3GW3HToIJQp3zEJnL3P4KIrjhL9lcXJV6ch5jNwbwdfgdUbkjx41ya+fsduZt8/TPl5simWLneY1wdACIyoi1tQEKdD51qDE7fk+N3d49z/owkefdMgiTmLnR8oovoui69Nk32wzekXrnDu0iH5BI4YeG2LRqBvWFfjvLN0N1tbJ/FHhhD1Fh+75HIJcdFVfv6hLQgb3LyCVnS4+IVHGJxr0Nhuoh+SRj0tqMUbrgmPyAWppKfkTsayEbYrx6UAhoY3lIVOl5+ld/K5gUs4015m1c4gLB+t7mOUXU5enuHgrlF+e+sknW0a41+s40fAWHGp7Yhw8h0Z/FQCnKDh5vsS4uP60iXryIVE2ZCJdPNanufP3s+Tb57nKVcfR+u4WAWVaMlh+coUh989JI1aShc3GKEPrTc49RkbnN46wcfGr2TPzDn4raDx2p8UOS6X1A9xUs/yqMjhp+KyRHNcfEPnTf98J5e+5TCtKQOt6iJUePhLoxh5j4wib6ak0uGUVpmBL7VYemaa8dPaHLWGZF4OUvV7prnM0MN1GqeZoAmG1Ca2r2L5KsecNFVPohXbnhkEPbuMao1AdyTH98svSWMnFYyiS3kqgXDhtNevIiyfpcCtHRE2J51ogCE0Qgp6n00KPAaYUmzKnsmcnafkRokIh6IjH3bz9qCUy/sKBVXKCPpZMY/fPfsEOITwAyxajYzSCQxGKYpumvk/YGn0DWK2r3HCkU/RPuw3Ihwm9fUguq/LeIBb+2nrNBQ8/O8pXHrdLH4W5p+XY+yfa8TmHNqTGrVdJrPvHMY+TWWzscFcr0BjWL5Wbq79R8HRQCiwqbgJGf4zo3P0LUN8/6e7OP7XWcyTLpu+UONH6g5Keopb5r/OpZ1D+KaBl45jCR0PyLotGlqUv178Fpu8DdxCFlSFdx16ngxJ2lHnd5/ejLnsYM/ouC6c/aKTmJZNpCJr4F6w4/ARJPdKD8mJ2LB0wboerK4/dqI96ZzF98HzuD1xFh9LP40tvSJqF6y4XHhGflxl581LnPmBRaKzDlZOQav5IOBXH5nCMTT8mAlK0Hg1DTB0fE2RjdFW5zFeh+/jCAXhQvorHdaeHadyShyzKG+EEy/JYageRScjRXqezsSD65z63BJTa6v89cCV/NTYgtK2IJ+RuwpP1khxxWFX9yQ/H9gpd1a+L9+TonDyymHO/csTKJZHc7dB8pjF/o+O0p2Qhko5uZAGx/inu2gND96uMWdLObi8Ftvk1C7HT6ZJP9SldLHM2qn7Jip+mNUjr0mVciARb3gRKm6EqUAuUHETtFST8nPi+CqM/bLG0jVpErMWWz+9yhZjlbiwmLcHiCkSe1n24izaeVKiF05WKm6EXKB1AhgMMIkAOdVml7lMJphEyR2KTEi0+X/Uq2IimzpFJ828PcCgWiepdNiqr7Fo5//IJrwUEKeP2oNYwdhWhtBEmbcHONtcRMXjoe4m4kqPTUaZc+5Y5slvPk5rm4GnwfTXy5SfH+cX90zjJhTUnMwB7YtpZswiuU2yx2EedYhgMRqQ0EtuknGtRtWLUlDrbDdkAnzX1xmK19l4ZYJ9PxnlrsyZXN54BMOzeTRS4MbF7/Osk79BdG3wpUhtXUuhOzbC8/j4oS9y+uJBcFyG3+4EmTERtIs9ih9OE9lnI4YE9c0miQds9FWPTknFCYRDPV9nYK+8iFaMDGJJJsb5o4OPnWhdw4+aEDFxs3GSnTp/2plFAXwV9JZP9U8iVC+KMvPVEoWvNGnnNJSujxMRCMvnslceZupn63IBCg7flAuqaPfwYxG0qM551glurP2YmG+z1V6jMy4v3tyPOww+2OTgXw7hGILxu2VS2XmRZeKdHme8/yTbr1nFURVunHgpe1IzUjoPUrbe6YavO+5IuNDvvBH8jPTs+EKAENw+8rcM3tti7qVDDH+jyZGrB/j1eTPEhRU+0R+1h4jss9n0+SrrL4hz8NQBCTsWVpjPOm9nmLyrgvDhkT8dQw04LH0W6qKdD5Pj+iS5vju766vMWUPygeakWL1Exk50pzXGvlVj9YoEmz+9QexgjwUnR05t0vZkU31KqwReHY2M2g4nKl4Qp+D5CstuLAwXf6hXkOlxnsx1SSpdGm6Uqhsjr7RC3ODjdTwhFg6px0hxprlGQatKB2hAMRrU6uGXNKbVmTRK5Prsi2AH0A9mUoUXugd3mcu4vsL2Pcvk3lGjtctAX3bRV332fGEzP/vgVk7J11FbPvVYhLzaCiz3DVQ8jqby2GkFveHRejjCfmuETKBcPeFkSSpdCY5BQcULc0qrXpS/es41fN+fBiDtdhjrlTlkjvDGjZ9xbud4oKsQ3Fx4PhoeTTVCU4nwweK/cpn1KFSqfPZZl2P5KiU3yfzzcjz6mUHMIw6xhs36zhjChfMvOcEZX5K+jaTXIb5fjuSu+rf7EKYhmRntHn5/Z+B5iGoD39A5dekoH63czoy9xp7YKSguNGcMsvd0yf2kgxOH2k6DaMVBa/uoXclZVTo+k9dX+Pz85xl26mh4XF75PVdXH+DNpXv45PyX+M6hv+N9xds5t3UUF8ED41OomSDRzPb4zTemmL1ulM6lJgPfazFQqVP/lODip80x8k8Nll6e5qXmn3EkPioXDSEQXUsufKmEFH4BI70KLoKjuQlEvSV7LZ5HYXKDTR+rUj49xtDhOk5WoflekzMjJ1hyMpTduBSz2W0231ihN6Dxq3dPU3YTYVTGuCYl/Z4nKHyrTus0neHT6mHejy5cbF+T/QThhSDspGITU3rUfTNwbVvShKa2EafLr2H16Un0DZdmwcRNKIx9rEZebTKjr4fcVw/BkpsOVNAx5u0BdLyQlZpUusQDgVjVjRETPVq+NHnuDZzMg1qdQa3OkpNlTH0sWOzxOJ4QC0fP14iJHtXA5p5RumFjqJ/1CbCnO0FBbdL1dQ5aBY5ZQ+QVqRyNiR7bjVUZoYBcjOInemx//SqdYZ3IEQvfFDz87RGOXjzIoFbncDWL5woGDzY55bVlLvnTOc48d4knb5vn2VsOoLY8fODCG+bY/YEFsre3UBZ9xrUqtq/S9TUqrpyTb9bkRfyqH74GLBt0uah9cfxSmlqM6d4qRTXFuxdvD1f/E+lR/mbkuQw6DTzgqDnEO1bv4n2dn5BVu7zr717DGUaZoptm7U+T/PjLW1E6PvkDbTwdGk8zSX9D1sG5PS0UF6wBhZPJPH4yhlJrIVwP0Q6e0q6HiEe4duN+/v7kv5D0ujwSGePc9nGKZobknIUbkZ1/vQXpRyy6wxrz78uw8NYMzmkabkxeMpvcWpiF8Zbi3by68ksurB2iIUxuzz2Jj+b/hG8NPhkFeNLiMaj6FP88CR6c9ndFtnsrHD5/kMiGw+6LTrLz1hVaWwx+8Y1pfnfzBD0jKns01QasVeTi0e5CrYEIehwjNFgw8tgdBz8ZA12ju0tAzSe67FC+Mkb2V11Kr01yvzGNG0CkG16UZSvDGTcuETtsM/vBYQr5Wtgrm+2NcHdrguu/9zqmfrpOarbHvldtCv1HR+0hik6anNokotgBH0VCgY/ZOR7qTNIN4Nu7jHUm9XVcBLXBCNawil1UWbw8y+ZvbrDw4gyDP2mxbXadw/ZQ4MlSiQg3EHh1pMBMOPSCBeuYNRRkxGSZswoSzB2gDrq+zvnRY1TdWJjwJhWrj6879r8CKx4HvgwUkArjz/m+f5sQIgd8A5gE5oEX+b6/ISQW6jYktLgNXOf7/kP/2euowiMSSJrbnhzP7jCWWXLTTGkVap7JdnOJOXtQiqEC/qJ0vTrYqLi+YNHJyX6J3+KCdx0Bz8eoO1jDGvd/bZKFVJ7Tflhk6o4S2Z91ULu+hMYIi9aMQSNjQga6qkb+/hbph3roJZepr5VQvwSnUsY/02TuihSrz0lyND3EuF5m1hphm7HCD664jat6b2PyFqmmrBLnrduu58OHv8SwVcNRVFJuF5ANxb2F03iPcjU3L/8bMcvi9sxurqjt4wuzn+H21XM59LoUU3nZp1DP9Zm9Z5ipZ68TP2mjHPQ5+ZoU41+oo1Zk3a/VPC69/hDnXDzP1//1yVTNJIPBRfXM+n52l+5g2KmzrGdIOW3O7kjDGK7HwhvSNIiy9SureDpY4yrmgsPk+6q0Rg2sM1Qar4hSHE9xz/t38cbyT0m7nVB63kNl2G0wUd1P3n1sVFzfZjL3nkFoCLjUp/CjJpnTg3MvABfu+adtDD69Sdsx+PS1z0eYUvnpOy4iHgXXxR3KoJYFbsyFNUjbbY7pgxJOpCgorQ6njRQxyw7V0yMMPdDEySoce1kwHREWhiJv/qlbS4zcUeeBGyeoPS0CHpxprrHsRNkeWeK6O17P9luPoVUFnQkN93nQDez/24yVMEx6b3eCMyMnpL4o2LFmIu2Qj7q3N4SHQlLpSED1uMlQqcHDN4+y+c4NFBWslIr7SZ/IP9jBQ0mh6MaIKNLj0ndgP9wbY1tgaowLhzUXthkrxALQj4sihZKehFtVvSibtUrg4Xp8S5X/Sq6KA7zD9/2HhBBJ4EEhxD3Adcj82FuFEDch82P/gj/Ojz0PmR973n/0An5gSssrMkSn7Ec4P3KCsmfK7SICRXhBGvk693em2GYuhySwqheVWRpBoxTA/6JHek+PblZFV3z2fn6MqV+UedKnThBfsLHyCisvTBE7YmEsOjz6U+nzcBE0Aiu8V9RIP3kN1YHVW1IcOmOIXb8s4n4XtnywxPTH1pl8SZnmG6JEBm0sVGxf4VNX/hN/X3wG3CqjCJpNj/dOXssnjn4Jw3fCrFo3GUFbWOMRbZi3bbmO9899hauqD3F3+nSyTouXlX9Na7fB2quSLD87RWlXAiutsumUKp4iUDWP8S9Imld/61h6UpxoyWXi8xXe5dzxR+f5ilaYG86ILUeie6KT3JvezlRzhau+so/NjRqrlyU4eGMBZ0YlWrXI/bDN8K8axPdbZO/qsJkqT2Lhj363Agx4LTzv/7+NTc322P3yk/J7EWBlVYwNl/XdMR69YZCnvOYEp/58jUMXjZBUOgjbRam18FIxlERMTlFURVroLRu1I3eVEc+iaUrRmehZ3Pjj7xN9sYVig3W1zsDfNDn5igxH9SEKinSjFq0UF/3dHJu+WGPlZUnaN2hklI5Mmg90Pi/5/p+x7R+rPJs5Tu2u8uHOFWzyS5yhLlEJgsirXpQprRaqOKteJIzK7D+8RrUGlq0yrtU4aBUY18t0kjrxosfKTJaNJxUp/LDOylVJNn9rg7VOnP3GKDPGaliGV4M8mZjWI+OrsvwRNjYe24wSy06SBSvHdnOFeTsX5hCt2Umm9RIlNxmU3//XXLT/8fFfoZyvAP24x4YQ4hAy1vE5yNgEkPmx9yIXjjA/FrhfCJHphzf9e69hBBORNTfBkNokr7Q5EBh+JvV1yl6UKa1JxdPIKE6YCeL5SpCzkgzhxBHhUC7HmPp4md6QKseLf5Nh52uKJE/0aJ2u89C7NzH/tDyDRoPRf6gx/dEyrZoGKUHRke7YRTuPWvDInN0ie6BN5lNNxE8HeWjbGN3X6Awfq7PtH9cY++ca/lfqRN5i8eCrJqjo0oT3gYu+KUMkDB3f0Ck7Cu+dfjGfmPunIBfUZ3B9jY2oHC8umkn+fNMreF35Xp5V28eCmedzw5eytbPMU770KKf8rzKtcYPuBRqph7qsPSnB0fcPUPhejVM/9Fi0b6JiYY+qlIYStB6OMrVRCv/v16mtZK0G27vLrCtxZpPjTLeK3Fi8ExuF6jOjHH3jAHtnJthhnqTmxignEyy8YIDJa9clNavRQJmH77x2NxNeldOcVX6UOZ2GEWNdxKnoSYY2iuQ1i0SvxdnWIjtfNM/SBVlaSZP8qQ3aMYOZf1hj/OM13P9VoXhNgsl/rrD2zCQv5TXMVCv4EVM2YBVF2uZNQ7pvoya+K8VYEc+W+gQhWP+EzHPVinIHWXJiDNkNVp6VJKLYFJ000Z7N5e86QPaODgdeOkLlfRG6vkHViTMWlJ/vPeeZXBN5kL9Y+R5xr8cD5gQ/M06Fy7Yw9YvbJb8liNnYHwSH9cn6VTdGJejPyShG6bs64WQpaFUO9sYYTdeIPOowpm1w/IoBzn7fImuvTTLxL/+Hu/OOkqys1/Xz7VQ5dFWn6Z6enJgAQxIEFRCUJBkRAbMCiiAiBjCgYvYcSSoYMQPnICoZSSJBkFHCDEzu6encXV3V1RV37fTdP77dpZ5z7znedVl3sc5ei7VmumeG7ura3/6F932fMomHXHpPngvnFolwPqHiJRM47ZVsKpSXz8PCin6SSS+lYgj8iCIBSA1TKF2Mwqm+srb6/yuSmxBiCbA/8Az/gR8rhPjv+LH/cHD8PQKyp08nLjwmUXODjNZCFwG2b7bJ63ZgoouAQDbaAqp5q3DZT7QRkLY0OfgnQxi1AKMG0/slWfTpMs1FBs/8cDETR6SxtACkGsia63yWU8TdbGK/VqEI4lqLjZFRhrwOps9O0vmJOvqoJPU9h+kPWWS1BsZKyfZ/6Wb0wg7e+C/bWfqNEpkHmmz6xmKyKxuMujkOZIzRYxOIR5Slfk/F5Kf513H+zB+QwBmVTfyg4whEpYaQknosyreSR/DH9BouKDzK+VMPMxTt4nsLj+X49z1N9jGb1L0t9LpkwaNVFhxe5T9eia0ubJ1PIK/9w+cOr2xv/7orqBOpDbEt1s+tmcN5MruGd3/nAVKaTdptkhAuVaFI7/MReqvNIqWshbufznP51TwnJb8NiW3aXF0FJE8XKSQyTJsGpC2eba3gY5+8E1P4pGngopMVNps/vBC3X2fpp0q0BjVanQbrL5vgNakCpbk6WHk1RPZ9iFihga6uZOQl9XoGgO65yFiEr665A1saxAsOfkLQ83SVep+F3B+ivsu+W0ZZ+vEisUGPbVd0M/i+HLqgLcX2Ebz13otZk58hMT1Czm/QFCbXZ45UmyjgC0e/lS8+/G9UQ5u6QmHo5HUVGtwITHY4PQRoLLOmVaqcXlM4BM1mbWQM0wvARAU/Hd9CfgHyU3VqXRbZB5uUTom3AUz1IBJqWwTTfoq0ZpPTawy6nUx7adWW6OrAUtGVJvHQarHEDL1WwmXQ6aakN1jyX93c/5fXPz0cFUIkgV8Dl0opK//VH/3ffOw/1UlSyu9LKQ+SUh6UyRsUQnNSXVrhpkKyMTrKEnOGfBjXp8hZkkVGiazmsM3pxUew3JwmpSmQTb5WpffmCoEFfkzQ/UKN8Xem+et9C5k+KoUVcjWyWoNl5gwz61NIAWs2TbYNdlnNoRjEKHhptp/US3PAxMlo7Hf9CPr2gHoQae/yjaU+u2/sZNv13aSGWxx1xg6ST9isjijgz0cOfIAdF/Spcruzg992HIQT7tXfMvMX0rpL0JNDJuPKY2GabEqt4Px9LuRr3W9BBJIPD9/LoqvKSKBylFpNvvDRPp69YhFeqL2QwPaPdrH3Wx08d20fOy/OM31okob4m2JwS2wh38+9gS8uOIV37vsRzlp+CZ9d/nZ+n1hH3Te56mvvoeQnWRtRkfrzr6kpPEWCDyIMuZ0KPCUlMmqquMCRSfX9CYGIRJTF3vUQzRZz3xbtNHXlNk2HcXgVXjx1IU/dthSZ0IgWPGJTDl/Z/Uui+ZSiwYEKAUrH0Ro2fncWrWa3BWBNLUISlxse/Cldep3WrKFSy2IaiRcc6gdbUICDvzTEPm+dQrMlz/2sn+oFUbK6ogDaUme3m+fUOz/Cmu/MoumCs+rPAfDznjdQtDKIQBKk1M/ninM/EOJE1eB+nkMDENdcllvTLLOm2230vIV+Logoz8mcRjNtqq1cl0ZzqUn0RY/WQQaZzQrkNC/yGnS6iWstfKm1h+/zQ9klZqF9qBwa24MmlPp6uVmkLi12Ot2U/DgFP80B0dF26/NKXf9UxSGEMFGHxi+llHeEH/5/5sfOX/Oov5Rm0wgi7HS6SWgtykGUvNbEFj6m8MnrdSa9FC46036KPlOFwPYZTYa8JHHRIvdAA7OmBkG+KXnq20vR3hIw6PSwTh+nLk2KfpIDItM8ZffT3zVL7eAI6XtsEpcoZEBUeARSa7M8qxfH6P5EBT8hOOhjw+y8vZO5WJw6ptqVCwfnZJ2XD+pl5XsKHPTeYbZdopyqUeFx69uu4+3yI6z40STSl9SMKDmvTkR6HDH3MnfX1qgbMak2A6JSA13nsegKHutfxUqvwBGVl3nd47vocdVabd9rxwkMgeaqM1kAS39ewpjzWewqQ5YfF2x/cw+/fmYjfx7YDzfQ1dpS16CuI6QPXoBwPWQiRs8jE2ifDBjxsoogrzlMeuqp1xWZoBGoN19ea6ivs+UhE1G0Zgw/HkEEgfKKeD5BRwrRdPjiyt8wYFQYdHPtjBVT+FRkhOVmkc0b+qjeFWXZtTMs+36RxRT54Z4f8IXFZ7Ez0qMUqV4ATRt90kMmY4im+vm2pM7SjdM801rCEnOGzpdVhSUtQWzcozoGB79hBM2RDJ2d4y8fX0Qm06TuRVhkzIbJcDEuu/OdrPleAcN1uHT6AdY4SpuzJbUYKaIIR2ltZMTCnJzjPS+8i5/t9xN2u11glIlWHHgpID1mk91eJzLl4Xq6GrjHI7BM4izTaSyxyFVq1NMK25DQWrTWG+SfrTN2boZl95UYK2YJMhqrzWkOjQ0y5OXRCOgWNQaMMokwvb+BYrZUgmgbqF4OYirIW2v9HZ3QZdDNsdL8W8v6Slz/zFZFAD8Ctkopv/V3n5rnx36N/8yP/bAQ4lbUUPS/5cfqBGywKjxl9+BIvb1LL/lJdALswCSttygHMbr1GsUgjo+K3nOFjoniTOz0k3TfXlXljQ67bumifoBFwUmzzhpnyMtjhtTvXW46FMu47DyhmwM+P4K5zad/bZlJP81+1gyjXoyE8Bg8I0vs1haxbQ7ZbU0WXjRH5fsx6npExd6HA9k/5Vaw51edHP7hQfa5RlUcs0GcuPC4+W3f4Z2xD7H6xhk8odIRJIKjii9y1/ID1AtRmgPDQHakEbajwEnNFjtSC9kRW8At9YO5bfompt6QJlWxST3r4EdAb4EXEYwenUVkJeUVMYL9BONLMtRFlCdfuwgx14JYBJmItSP+pKGrBK1YRKk8Q8jS/AE+4mXbAG+HFnmtSVRziAhf5XygckZl1EKfqyOrdWR3DlFvok2VIKZCjSb9hAo0MlxedhPUpUXBS7PT7+XA6F7KRgzrszrveeD9fHTqfva3h7lh8GaGrRyPWit5sXMVu2M57FgCaWhQVb1+MZph2eCUEms1BdlHVes6n87e9dcak6enmPhQhuKSBJ2iRr9e4/lWH5HwpjrvjotY+ZMykbTOVVvu4IDmXh7q2MAxs5vRKnXoWhCGFNntiIKln7TRLvU54f6X0J/yiE77/8f3dif/aGeXgJkLOPw7uxg7MYO91qTjzibGUvUAWD00xd6NubaOQ7nFy4x5aRoyQp8x264e8uE8sCIjbSf55tZCBswiq805/tpS04PukAf8Sl7/TMVxOPAOYLMQ4vnwY1fyCvNjn22pm/qgyCSDXrIdeAJKlz/sdagowFCP32VUwurAZdBTUfbOiE73szUEsOPKLvbs39muHIa8fDsmPqspJd60pgQ06ZNs/K8Ilv+0wPQ30rjS4LHm4jYQZ4fXQ+VrcY4+aTuNlSZ9f6jgX6nxxBdXkIk0QxBylH0jI5TNOLt/nMc81SO73aZzsMYOv5t6EOGWU27gbO3DcKkkQGAgWduaIN+cpSQSyM4O5Mws0tSRVhzRdJC6htR1tGaLExpb0F2QSyD1I4fqOovUSw47f9DJzjf2hFgAXSE1hU8UD13aLLjHYeItAqEJhWKUsl3uC8dFGjpitgIRlbYOKs8zrrXUhomAl+1+NkaHVVamNFXWh+uplkLTVYxfNqVu7HiUoCuDXqxS9uMsNmYZ9HJUA0dtk6TGSmuaES9LTnfZ5vTyucveT8od5spl53Lk5HNcVnqQBW6ZdznPQO0ZAmDMylHSEizw1FxinTOCNg7HHvsSqb0txH+4f3fc3EXzyEg7WCkqXMZIktKaVKXJeXdcxKofzLCiOcHlO+9loV3kmvybKMY7OGZ2M7LVQurqsBBAj1PmrZVNHDW7hcSFDlIolENgQnVthNqGCBMbMtirDPLxOjNeAlkQLHipQn5zndgml9iMh1EKWHpdkWXXFakvUDd0UURZBNglg+eaSyhYJdZZ4wx7HRT8BP1GhSGvA4sAhEuDiEr6DyFjUeHSb1RYY00w5CoFbF6vkdWaFPxU++H2Sl3/zFblCf73cwt4hfixEoEbisD2enHVnkidLqMSSn/Vjr3km5giYLebpzc8baf9ZNsVeMwVWxGAFxNsPU+209kAACAASURBVLeXCF5IyfKIixYpLaBLrxNIwbDX0T4YRrNZus6u0vurCpMXp4gvaJEymvhSEdxXWVOMLe1g8xX9bPz8KPb+JgO3lzl29mX23JCjGou2E6kB9Jhk8+cW8Ppz99B30xxTZ6dIddpMehl+e/J1uJ/RkXOCohYjHzRY407xROd6tHINmUqgFcrIjrRqKaREK5aJBg6nz21i0kjT/6MK5fVRsltsRs/OMHZMFgLajNyyHw8n6XVKfpyP9D7Ep7reAZW60kbEIqoFCKsFaeqQz4LrhavFWHv4N4+gWBOZoBiE+abSQGoawjRCJqwNtQbEY2C7iHoTvWEjEzEOiY7QCNvQ+TfvpJeh4CcoeGkGhcPayASpTaMQjYAQPLLitYyM5Plk4V4WebNsSixlt9HJQneWjFQhRADafHB3GnZe0EV+a42OPzZp5Q1ikx7bl/SSDtScxgpPlahwKckkF/z+3Wz89ghn1zZxVuEpynqczy46i7/mV3FwSQ2RRTyOVqqS01p8Yupu1tujYUCzuh3+HF1K/psVdhzRw8pMCVvqzPohRFoHW1ro+0iefO0K1kXGif3aYf3HJtlzTp6+h8tEp3yiM+o1WX+VqlAjcx77RMdCLGScRcZsCFsyKHpJTPw27rERmOS1ZtuvNekn6dVrHBAdpREYRITPuJ9qa0NeyetVoRwFiAtlJx/zOtCQIeZQSW0DqTHoqqHaS04veb2GKQIqUlmYE8Lh4IeH6HxalYXDJ3awPl5ow292uorivcSYw5UadWmGduMak34GS/g88b4VSCHoulYJl1xpkNfr9LZB0jqD53Wy7d09RJ9z2XtMBx2PNlhyVolgt2CzPYAdmDhSGYvIqpdWtwMWfq7c3r/bUicbbyB1wWPptUhgXX0EUbeR8agypmnqwGBiui2zPqv1AtnApter8HRyBZmtijC2+4tq67TSLLLEnGmngg0YFcqhYKkaWFAo4ffllezcU9F6uJ4KFraVPkK0HK4cPJ1qEGOn00MjiNBvzJLV1CZrwCiHkX41hN1SrY3rEaTjargbtdTAVAhoOUwfluMZe4BJP9muFJ9tLmubGfvC4KVJL4XMJFVrVm2gzTUYjPZw0coP8G+5Q9i/PsRbqi+wN9rFFxaewbmLLuSpPUvZvqMXPyEI1mi88NEBGl0RpA7zKXkyKtqbjQGjTFRzKflJrrz7TD79qXu5efiHvL3wJI9EVnJh/7t43s0jHA+KoTzb8zjG3s5NIzezrz1KgIYAKnqMC5a+j893nsxvjzoQJ2bgIyiGAcRx0aIYJNpZoAdGleckd3+TVrfO8BezbPrjIl76ag9BJrwBwo5m6Y1Flk7OtNPs5tvysh+n35ylIZXhLUAJzuZphLY0KfsJtjk9mOHhD4S+rjw73Pml5ytzvSoODg+Nbr1Gr1FmY2ScQugOXGKWyOoNlpkVKkGUnG6zLjSV/aGxsi1FF3MBA58u48XVk6B4XJLBMD6+GoYfN4II9TBEuBrEGDBKTPpJuvQKOb1B0Kex+91dDNxeZulTM5jCI6W5vOT0tkFMG6xJqp+zmD0xxuKHZim9OUZquMkRJ+7i2F9sISFViJAdWGTCZK7h4zvou7dC933VEODUiUBiaD63vu9ABLChOdq2vvv5lDpAmi3o7wXH5ZTyJs6eVeX6o7FVHFQbZLfZw47vdOMYBr16nT80ViiSnF7HEj4lP9p+wvfqDa5+9j706bIK9/V95W4VAj/cYIiGjYxY6BersjelN9tv/IaMhMQ8i7zWYGerV+VvxCPh9sRBRiNtvgmaQKaTfPfK69s/4+VmgUBqrLQmqQZRin6inT1y7fEnKQOb66m/a5kEmQRuIPhx/g18OP9W/qr3c07pT/x813f42Ybvs+LBWcqBxeSb0sTvcxQ1LiVUFRK+q9ONZhu2PNOKs9+fSsy9K8Gzl32J80uPsTfezccXvI1/XXEmNSOGzGWUszc0zL2n8hQfK9yPrVsIoCVM9lhdDFmdDMs00nV56KyDKPlJRry0ioMIVczqsNUw8Zn0k0RrLj2PVSickKRMgqZp4Z5jMvs5lUxn1NVrFxn2WH/cBJF7FGQdYNztUEZOP0GfMavwo6GHZdxLkdBaLDFLTHpqExYAOb1B6+/a1jXW1Ct6z74qDg5T+NRDbkrBj6nVXWBR8NWpPS/bLfmK21oO4m3laDmIs/hHs1hFHy+lvp3R9VmyWhNXGu3A16zWpBRi/VaGKytT+JSDOINuJwUvhXe5Tmu5wdJPlkhXbSbn9SFhbOGQl2Gn18vUDRkGz8mTv79J7ZAoE4ekWfSlMvsfN0bPnXOs1Seoh8Oo6psj1FZbrP6XaXpFmfzfBQxf9u77kUDereLnEkrs5Hiq6pCSjTPb+eboLXxw8iEC4JHMeo5q7uDF2ACfWHoeF11zCSnN5ll7EQfHhkhpTbUqDqJtVouOZMxPMuLlwA+Qho5MxtVGJBlDL9UgCAg60u0BqRmyS+edohoBvlTwpEk/zbrImIIrzdaU/yXkxgbpGMJ2kdEIwlFP95TeDGFZXdSlpfAESHoNRWZ3pK7yUS0zPNQCtNkKWrmmWjVNYygzwJfWnMsFS97LvcetJ/OETff5ZQ7ad4TM802sOZ/1nxknMuYiAohNqh5m8S1FDvjSMGvPnOQNG3fRcU6JU556nmcTS7l8wdu4ov9tbE4uQszVlAbF9fBzaZJlJfHfYI8yZHXS5VZx0HikYx0NM6ok7sm4au+k5N+Pf21bc5HSHOzAIqfZ2MHfWqTU71rojqR8UpSCl1apd14WP6w0Nn9SKZcl0Oo22PjhMQ786SgDoVFtW2sBGyPjPFFf3X4g2NKkz6iS1ZpMeikGzCLlIM7T9mKlKXG76darFP3k/3/l6P+PqxUmaPsIFusNxv240vZLDRf1hl1nTarAFK3V5q/4CLqrFbpurlE4PkHHE038KMS61Aub02vkQ5HYkNdBl14lJxrsdPNMeym6DcWeSOkVVpvT7HC7cL4p2O+t4yz5cImxH2fYJhfwuQdOZ/1Xhhi9qYMr197PoMzT9eUKpb4EB35rmEiPx4sf7GPpQ0UO/Ogo9essKq9ToqFA1xi9NMuaD06Tvstm4pRMe2I0Es1zQGqEmO2g1RwCyyBfK/G62jbeWNvKPvVRbKFem4KR4Zi5Lfw+uY4bMkfiNQO6Hh0l+Jx6ipdC3sv8kKwaKLTkmNeh8kz0CqNnLKbv0RKi6agKIx4lSEbRajZavanQkU5ITg9UmrctFbtVJ2gfutucLqWtqDTU8DYRRdRttJlZgs4OtGodaRrh6lUxbbpFlbjmUvATxLUWjUBxYf5l8FhSzRYklKlNJmII18PPp9BqdjuURyuW2ZvspOu7FQaDLtzHIfOkTWpzCzkMA7/+z+7PZd8v4ccEc/tE+dnBhzGyZwF/YQF2JoPWsNXBFASqRbIdMHS6S1Ocb/8ZgCkzyyJnhu8sPYF37X0YPxAgQXgeolhGZlLsPaObn33g2rZNwZY6y80C436KXqPKkJvDaekc+t0hyhujbFq3pL2JK/sJWhMaUkBsgXrPVhdHyey2mVsfpeuLVeYKEfzLNdZEJpj04+wX26sUpAGhYS80xWkueVFvUw3nmbJKfV2g+D8RARnT3HamQSlQHNao5mIJH0fqrDKnGfPSal7R6m0HvJaDOKt/VcKsBUxckkazA/yUTkNGGPFyNIII25we6tKgS6+y2R5gxMuiEdBvztKrK8txVPhERaAIcPt2s/3L3fQ8XqX30xVSWoPTvvY8d03cyPEf2smPj3odWa3BkNfF8IU5tv66B+KCfW8cp7o8wp4rc9AFC36hVsr7XD1F7qE6TrfGxm+N8dodExiNAOGD9bILUYh6LuelH+H6l77HL3fcwEVTDxJ1bP4SXURUKslwVLpcnX4T31p8Cp5pqbVqMs4XTzqHgp8iqzWxhI8lfJ5vLWxDqfqNWYp+gnIQ57pLbkI0Q+mxaUClpm5+TSB1DW22iqjUuWL36aw11VO3EkRphJ4hE5/nW31KNzCnZkGi3kSbnkVGI6rUD9SMZuLNC0KmaasNE4qGepxqEKUYJBRO8nw1IxENW1UsLQd8H328qNqXEO1ANMJF991Ln95gJ534RxkMXtnJpl8tYvSbWQCGz1cDg8HTckhg+oIEdz2/ntec9SVum3wdTzVytFIpRJhYhuMiYxZBNkGQTRFv1bl67HbinjIF9rhlvrrgZO5mTRvDIIVAGgZEI1xyz11c/77vtV/fQKqtnykCqkGMITdHWrM58K69pMZbTH8kxfJIgeXmNHmtwUprmtgWj+ZyE2+bQWDAPb/YQPO1FumXbcaPSLPixhl6f1bBkfo/8F9HXLWFLPwdhT6luW3tRpdRYYlZbs+Wyn78Fb1nXxUVhye1dspXMYiTEA5lP05Ca5HVG0RC8ZeOZMAqYuEz4uZZY01h/sZh9jUx9LXqMe7rQhHfwhJxXoJb9BNhIEqDqPDIaQ6FQOn648LnZbeTJcYsPoKRszrQRyUrv13g+Qd0xPzPxtCRsThffO3xeMsWcNUvb2bbhgWU7omx/Lslem6uot8vGTm6g7FLUqy6voiX08j+wcYqqh628/hi+/s+5ZTN7V+f/cLT/GVgCbdOHMh4rJOT557jQHuYAPh9ch0/6TmKOSPerhTmdR44Lt8+9VQu/92/Uw0FQIq10c2q0Cw1YMyx0+0kZzTY9tksa75aVTdlJkUQjyANDa3eQs6UoCtP7IOSkd8nyWo2y7UiGpKXnd6Qb9MiGkKng0wCrWlDNILWsFX1Mqdk4V+/7Adt7uukl+X1sQk2O2kVsScj+FLjgtsuYIW3F9FSxDmtElY9nsoNwdCV1sTz+dCDD5DVGjzb6m+X6vMD58lTUmS+26Tz7jqBDvWeKNXlUdgluOyud7P6+j0AyLyCU6OJ9jZJuD4IgVEq8+nSfQy4JXZY3ax1Jvl15yE8EV+l2pgwYUx4Hgv2r/KhX/6+7XhdaZSpDWnIF2HZMwU6djZYPDmDVfHR/ACzEhAY0HN1hfwP6/hrBd5rTCbXJchuaTB2SJb+l+aorYqQ7mry2HeXc9hZe+jeVGHyNSn2vXoMf6Fg6o0Z9rMqbHFSLA/B7Gr42a0GpIFJXq+DBgN6jao0WGlNqShG/T/bE/5frldFxQFghgwUU/gsNpptIxEoheCQ29l2wfboTQbMIukdNomdDtMnpgjC+n+ePK4TtHMglYxdp9+YZcTNY0uDET/JM40VLDNqvOD0sswosdvNtzMMCpcl+N5bX8cJcy/yoekHAVjcmFaDxZ4c5sgMX3n9W8jpNbSI4LGLVzL1VBcjl2bofW6OVderA8KJ6tQ/FGPqG2kkUD3Worwiih8VvPztLpwuVapOfyrFPgdNcLS+g8tnHmCVO82okeG9Kz/EdQvfQsXVFdQ5m0TqOrI0q2IBLROtXGXM7aBLr+CGfFL1mvoMuZ3teMFqYPGT1/1YrU/DdaxoOmhNVw07F/ch/EDNPgioBha73TytcDU+H91oS6PdqvgLOkHTkLNziKkSOC7aXL0dbqNwnnUeby4grzXo0Zv0GXNYwmfZbbMEHWlEw8bvTKsZjxdAy4GIpdoHTYNytU2Oz4fBOamwBcpqTWzd5LmvLiQ26dFKGww8XaK0f5zIUz5rvzeOzGWQYYwhQaBySctVhOsrx62UnNZ8kQPsYe5O78faUDn6ZGQFQHuGI02DzvU14ppDSjTpeL7B0i8V6TuwwPo3TLDhwxMs+fksmadbpIZamDVfqZjDoikz2CL/ZIPuH9Tp+0CZAw4bIzLlE5nxiG+yqe9noiNZmiuz+yd5ZEwjXW1SXJlk30+Okyo22e7GwmSyTpYZJXr1OVJaUxnhtBYpzVU/O2mQEB62NEhpNpkQS/pKXa+Kg0MTkiE3hyt1Rat3OqgG0Tb2rhia17Jak6jw2Ol24EqdybuVz6RxgtJPSE1AizYB3RQBveHNZAcWw16uzVgpeGlSepNdbpqxkECvMj7U/3MyyHLHtiO5Lvl6ljiqbB+wpxGup4aCQiCzKb7+xpO54PqLsQOT4VSMwqVpnvjTcjZfrQDS8d0OHVfX6PlEBQGkHnDI7rLRbcnaDxewCgFCQv9n5ojd06JDqhbg3zpew/tXX8SUG0HYrb/F89VtJe2OxRCppMIu5lL86rzjqAcR1liTlP240p54WdZYE1RkhA3WdAjK9tvbjyClWoN5/sp8GyNa6iaNCo9uvaqo8aJFKdTMDHs5tT42DbS6rbYhnR3I3jxBPguB4sokxDx8qEZUc9jtdrHXS7PT6SarNRCNVtjaCPSZipLd6wLKFYJklCARA8/n/Kf+xKSXpVev0KXXyWt1SoFFbwhuzmk25sEBE+9PE5v1yD5v8x3jaDLNJvs7o6q6yio1rnBchONCNIJoKfHb4rHdvHP2SZ5OLufwxi6mDLXpCGIWMmKGKElYf8IgFg7+jOCgE0dYf9oki348i1VQgU/FdXGGP5Xh6dsWs2NrDy98rh/hw+Dlnfxx5woeem4VT/1iCTsu7aS64m9Kzr6n5jCakPiLS+bxBjudHNM9aQa/lCe+1cN/DWg1yeqrpigH8TDd3Gan28lkqC79+ypbZZ/qbHZ6VXCxH2fqf2JYsS+1MHhEqQyjmks9iFANLEp+El8qq3JFRrBDfUU1iLHy5SnqSy1EdzhtTIBRCSg7McohGnLST6vy3ai0Yc0HRCZZaU235bsHRofY63VQDnF/lvC54YK3oc1WuG/R67gjq5CDJ1S3cFHxYTosT5XRuiBIx+n//Qy3HX84ZT/OtJ8kYnnYB6oucM/X8jz+zDIe++EKJo4Iq4791Jtm64e7kTr4ERh9dxqjGSAsGLwxzxWfels7uWvewyJNAxmx2n3/vGtTm62h1Vtce/JpTIZICFuaod8nTtmPUwhXeJoI+MCjjyETMbRSVW1ZNKG0HLqmfj1bCcOZDWVoQ0GSB8wiZT/Bxsg46HrbiCZjEYQfoFUaaHM1lakqNTQRoCPZ5vSQEA4rrWmFqbCmuPqYM9ST3PMVvkGItv9FJFQ1o1XrfOLeO1htTpPXa9jSoBGY5HQbWxq82BpQhi63k2KQYNNHFlHdoL7eI+/bQVWLcsTcS+qgMHR1CMTDA8n1lGLWcflg4ylsYTIbSZPzavwmtT+AamNcj0vv/A1RzSU+7ZB5uUXHDpvoHtUutbI6L368j7ufWM/jv1vB+IVZ9EMklScjbLxqlOKRcV58fz+NIEKmw8Y53OCvFy1m9pEOKossmn0GoSufxF6Hw9+9h8PPGqR3RwXveJPCyQl6bqmx9x05uu+r0//HcmjsVN6TZeZMO/1rPpu3GsRoBJFQ9NgkqzdYb/0PbVVcqXbf434KOzDpN8oMezkWh331Smuaba2+cNWYJaU1SWxx8PdV38KQ10GtI4Lmg7Fb0muUKYYT/AFjji6tgYVPl17l/voqFXoSpiKprEhV7s27OCNjc+CrUnbcygHwUqSP46ubuXn3TVww9SC91Rm0quKiBqkY1x11LJ96+XQ0EWCGKqSUcMn2tvDfqLH7HEWT33JlH/fuXkftzRbCB82BhT+pUDguxQsP9vH8mwb45hk/Z/d7Fv5tIGcZyn3quOpms0xEtaHIafEoouUSxNSmwkINlYt+UiEiwi1UQmvRCNR8AddT318g1Q1rt5QgzFM29t4QRzGfOm8KTw3eNIeCH1OH1/yfF4IgHm1DmIJ8WhnIwjDdvF4jrrXY5vS0eb8yVMXKeAQ/k1A3ca2hvg4/UJJ2Xa3bp/wkRT8ZemZ0Rrw0Q24Xy60pTNRAuF+fIx23OfL0z9ASBsfPvcAL8QGOmHuZTq+i2h/LVO2QlPi9HYhmi3XNEfZv7OV3mf05uvgiD8X3YSyiRHTFgzt45z1/oNUw0eyA/vvmEI7K+5Am7Px0Fw/+cR/mPhQl0efQrVcZ9zqYfTzBxktGqe9j8cIN/SyMzrbl+4HUWGdNMvOQQXrYYfe5nRBAef8oCPCjgvQOm31PGkO/1mPr5T1IHYyyh91nsPK6acpeXBnsAFdqREMEZUKon43iz7ZCsZhByU/yhN3zit6vr4qDQw8TsVKaQ15rtG9oVxqMeBkGjAau1JQXJJThiookMuGza2UXg24nrjRorlRH97oXx5Q92VA5kuN+iu1uN8UgEcba1wnQ6NPne+doO9dxt9vNZ370TrWqA/WGDkv7ZzpW84Guc/hDYjVvaWzhp4M3cc3oLzitvImVM0OIziS9n5J8/ri30wofIyNeBldq6sBbqSbcK345zX7njnLQKSoVq9Wh8/Rdi/nTtUvp6FQIy5xe49Z3XsP2i/vQag2lazB0RMtBxiy1xYhF8Bbm1dzFNNBsj6+fdpaCbYc97Yibp0uv46MYG6ZQITJBJq5QjaaBqNTVvxf+mwjB26//GKBmT/Ewuq7sx+nVVaKCcFQORpCKQWlOtRyuB57PzJd9Sn4SFz0ksZvtlTrAM43laquj62jFimp3NE1VU5qGTMQIogaffejXLDNn1IDXLCqPSRBlMmzBlAFM4SKLQZz33HkhXbc1uCF/NBpwSG03QkreWnxGDZM1ra121WcqBB1Jzin/mZKeIB200Am4tff1KgME+Nx5v6KnMMcxZ21DdyFICDQf3A6NZ36/lM3v6ac/NUdOs6kEUSb9DH2/K3PMe7fi9Ws88f3lxFMOBT/FSqMWblw8in6UVdcXaPabLBiqgAkz30vz0n29VNZFMWqS1gKDNddMs/bjk4yc2sHA7+YYe3uG1PMOa/80Tl6vscQsUZcWk36aMT9DTrfRkfQbSqncq88xYBZDb9b/QHZsgAjZEZoqjwPF0VQDuhjjXkztp6XFIqPEi61+CEOvzC6PPmNW6TAOUadq/A6PST9NS+ptu36XXmGZUUJrBGTHGmzYPsbs41Eiz7v0D5XpmKuhy4ABs0jfH+vqJoiqbAkZEstEy2W8o59ru4/jnft9hB8mX4seBJxfeoxvj/2C3z73VW4Y/DFfGLudrtPVD+rAK4YZeH+JQ8/Yw5knqujVrjsbdEw1aC1RQ8vt7+shsa+HJXwGQ1bo/Prsh6d+n22X9Kl2xXGREUtVOa7aRBgTs2qI6IeEdtfnc59/HwU/TVZrsNwsUA65HHHhtaPlLrvlVqSuq/lJLAK+j1YsqyrG9Vj445cwhUcjMMlqNjudXrr1Gk83lyvlYmca4fnKX9PfRRBRT3MZNfnymt/gSJ16oDJLNAImvQwvOb306hUeO229qpqCoI0+EK6nDkVdA10jfZ1CHc6DiUp+kl69Qb8+R78x2waLj/spSn6S8+/8AKtungNN8HBsDTuMLhAK9nVifTMLtbBUN3Q1IBWCvmaJA+y93Nn7Go6pbOGxxGoOvmcb7/rGkwC4ezQOP3OQyF4XKUCrSxqLTBprTLxeZX2f9pNktYCU22T918Y49GNDVA6M8uRty5jriof4hAybnQ5SutrCZB9sknzeYeatcTp+06BwdpI9nR0Ey3SeuGUZU5ekiI14NFaZ5P7SoOuZGgQQbzrY3Qbpn7XoM6qUgyhdf3cojHsKgzq/DvYRNIIIPWHI1St5vSrWsSJUEjYCtVraEBljxMuG2YsGO5weTkoMUw4CnrIXc0pyhM1zqp8Lshrjntoo2PuqAWL3piorqzOUsxFSkzadDzSI/cUhttklPuQCYwCs5B8zCpp5gy2NhVym38ZItJPfZA9STtLI30JQZMxCBlBqutze/wZ+3TqU7oayMa9sTrLULZBvVdq5GUZFYo35tLKCobPyLP1VieqpUf78mQHeePBOAOb2jZGmhY9gmVFht9PDm+I7QiGczfdP+QHnax9g9ben1M0ZKiplPAJNBzShsAcdaUS1Qe6+HWhXKV1KPXza+1Jju9vdTo1P6c7fXLKmaoMIJDSa+As6EUGGMa+DNdYUk16KDaHf4vDYLoa8PPrYjDKlgRKUSdXy4EuscH1e8FMMu3kFx0aBrce8rDr0Qiyl8Hw1ZzF0QFdSe8/nvJ4/4YYbLkv4ZLUGDzdWkdXroZ283mYFn/ebD7D6xyWVPVqpIZNxbswdxb9O/xtTZoYF7hzXD/+cyxedy+5IN0Emjla1ObLwAgAlP0pCOiy7cZp4rMmEn2EFM6z6TAEvruHmdPRRj5mjE0QrHl542zRC5snsn2H/j4+RG2ww/vY0ztUxpCboFXNMehkOiA5TCh2s2qxkn89M0Vhjkni4hZ/S2HNRjnJo+lsbmeDFS/tYtnCGpVeWqC6JkJxqIU1I3ulQPjFK/y/LPF7KU0qqgKRNjWUcFB8MPVUGg26EVLhIqAYxBr0cfcbsK3rPvioODheDSU+JJXqNMiNetm2sKgdx8kaNR5q99Bpl1lgTvODE6GqpJ8isFadXn6MSRJnZJ4Wb1jArAakrG/RNz5LepEp2p1+nsd5k+rQk5d445WScvo4yhh2QqHg0ZzTi2xw676pzYHMIrQYnzT7HH+KrqBvqkJKmjlaz21AgmUogLZPpIMe02c0fO9YTRA30Uo0gEUNGDYTtoVXrfOCuR8npNfrvmqNmWHT+roHuKNBRef8YQaDSx152ejg0Nsiglwnxlx1ENZfvn/QDPqC9n32unUJGLXWD1aXq2WtNJSOv1AlyKTTge0ceycf/eL8CTJlFHm8sp8uoKFs7gp1uF5f+7g6uPfEUZXAL6WhBTw4hJaJus8Sc4Xl7If3mrGLHoKMRkNKa6pBqtlQl5HrImKVg0EkVLjNv6z40NkjBT1AK5xT3HLEGkVQVXJCMhxsjS802LBMpBBfecx+2NBUBXm/QCCKUgzj9YRxewUvTFZlgm7OACx84nX2+MxHOS6LITAqkZMvSddxR3Y8zmy/wVHwFhzV2ccPen/B4cjW/4giGmzHeUN/JluQiNjqjOB06uw7pxPN1FtXUKl0aUOuJkN9Rx48LGgMWxhY1Bxt3O9i4dZjUdS0GHilTCfdVJgAAIABJREFUW2Cx5+d5thy2ABO/DYCOCqWWBah4Md7wxd1Ysz6FE6N0/6TOi9ctIOjSiQYOKXzcED25+fR+GnGL9RdPMHdolPQmm9Roi7FlGXqdGv0Pl8mc2aLkxzkq+TK2VKli1fbK3MSWattS9JOMh7yhV+p6VRwcSOg3KhT8RFsrUPDT5PQaBS/NgFnEFQYJ4bZdf15CPbH67DJb/QVYwmdAL9JYbZJ+tkX/vRWaK3SGLuug/pYI+grBNqeLddY0424WH8EgnSolPTRcfevyc0j1TXJx8SGOqm5lPJrjbdVN7YzTmBuKnALl+Zjf7/vdGYUoBLSGKre1WgPqSpEZZJN874y3IE2d+2tfIIhL1tw4idRh7tgoNSvGUm0WO+RmFPxEezYx6HSzxJohpTX51vG/5DL9XNZctQvZkVFzhmgk3BjMg4tcgo4kWqnK1884m6/+5mYm/QS9ZhkTBRGa59XY0lSlu5RIlOKzvV1Jxij5SdK6gniPeVkWGbMUAzXwFLajVrh1Gxmz0KZK6vBy1bAyKlwqQbT9FMzpNQbMIvfGN7ZVmySjylQWsVRqWCLKB393N2nNZpE2S0T4zAUR0FqsNYrUA41SECWrNRh0O/niw6exzzXjYRCRVC2lpiF8H6NQ4ee5wzmoOM4Ge4QX4wtZ3xjlkPpujtixnc3WApY60zz/vn4O+/etTB6WJm65tBzJ4uvV07m6PELXX+s8f20faz+rTGKG65OcCTjxnBfJbGrhZQRbLl1A5b0RxmI5urQKdmDSZ8wx5OawhE+XXsckwLjJJffbBhMnp+j9WZXh4zsYPzGDGxjYgUVUr2OHfGRfE4wcn4MrYMNXJhg/JkXfQ1UW/LSMm9fwn9SZPFVRBRvSIC3+ptNQ69m/HSJR4bY9M6/U9aqYccQ0h7o00ERAt14lobUYcdRke401QT2IMGCUwlwCJSoqp8IDpKy2BZmXGmw8ZYzMs612eMjQWztxL42wd3GeqFAl9Da3k5XhwEgXAcuMEl16hbXWFMldcyAlrtBxhc5ne8/g/N53sDOuNBmnzz7Lm4aeUv6MqJoLyKiFPltXcwYplenLdsLSP1AbC9dHRkyi5QqaA9ZwQGzCQ/gwd3KcJeYMu908RT/BkNMZypEnaQQmS6wZpSvxspjC4+fH38i2q1YQJGPhja5Ke61cDVuAcKibSaJVGm2i2IBRxkWnEqhULmXy89j5rpySeWua0ji0HPXvFSt8e/SN9OpzFP1EG7MJkNeaKh+1pjZKwnbVk14Iigd1tiXmeb1GSrOJixbdeo133PNBtTGpNwnyaSVbn9duSIlotEhrdvj3Y1SlSUpzcKXO861uBr0cOc2mHkS47P5zWX3jnNrsVOoE8YhSnLYcRK0JUuJE43xuyVm4Qqe3NcdeK49EcHdiA72Bqlj3++4Y0YJH51CNBT+eY9VHp0gMqlVr/q9Nym+OEp32MJo+vb+pkHzBITXUQq9KdnyykwcfW8PMRxJMx9P0hkPJSS9DOXydTeFR8uM0f62z+hsFZl8Xo/uBKs0NJlu+sYCs0cQOLDZEJkJKnKHg60GEaS/Fzvf2sOfMPAseqeLGNTK7HJqdJku2lkhoLfZ6HWxuLcSWBtN+Uh3Smk0gNcqhSTSqvbIhPvAqOTj80DE5n0epIzkkvqsN111jFcISW+k56kGEZKc6YeNTDuu+PcFhp+8hVnTZemMX9hoDLyZYdf00s3vV03WnmwkDTVSRlQ2l6FPh9L/kR6HlqJ7fULoCGTEZj3fxUGo9ALNGksvnHuELE3eQblZw+1RMnjR0ZDwKo2proOTMihaPp57O2q5RcijDXeahFk1h0lyi89fDFjHmddCtV0lrNmsiE9SlSTWIUQ7i5MKbzxQeXXoVW5r84IQfsvMdKfxcUikrDV3pPKIWYraiCG7NFjRtvn7MqfTrczQCldewxppSYiF8lhhzfPO0n6t8UNdTLUfIMAlyKfxLO9rJ8X3GHDldhfMWg5iSvkcjBLmU+ju++j6//vnvtecS8/4NpSeJseamslodJ2Jo0+qp7i3qRngBXk+WC++9n2E31z7YSn6SIa8DHckiY5Z+fY5SEOWi29/Pmhtm1CEXsZCehz5bJYiHLZxpqJ9HEDAdJPh858mkApt44FI3Ipygb8E+Xb23yserw9DY47P06hL99/5jDnf29zZrvjKN8CFIC9x+neb+JvfdvZ7xC7PMxpMUvHQ7ZT+rNdgYHQ1vWAdfaiy/tcCBl48wtzpK8q82TrfBX74/QDyplM0rrWkmw5t8PjC73yizyCxhCo/hz2ZxenUESvOT2NPC3OEhbVhszLahTAEa9SDCXOiQjoYYhezfhUy9Uter4uAwCMhpTpiCnVJvUK3VNrKVAys0WqkNyXJrimo8SmORSe+tFfq+VWHihDTP/76f2eOSTH0kjdGUSA+WfbKIHRjK/xKozMbHm8soBxEcqWMKj169QkZrcf59D7Lt06GfITRryVhEaSiA+zr256bMG9i/sZdv7f0FfcVJdUCEeEKRSiKjJkEmrg6edFL17RGTYEkfywLVOxvSJyZdvlM5mm/ufTO9RpkuvUkxSIRGqSxlXzlRG0GEMS9LKVT+mWHpe8tpN7DzvJTaSjgu2C2lhMxlkPP8kY40cnaOK9/8dv5iLyGv1xj3MqQ0m5KfpByoqkNMzKgckIS6iUSzpTI2PbWK7darjHjKSFby41j4qmIolpWztqFcrBjzB/0UdqAGsvMVTkqz1SYF8Lsy7fxOvdxAVBt84dafsMYq0G1UcaTOgFFuhxv7qMS2MT/DeQ9cyMofTqrX2w9U9deVU0Y5L1AoSCnV/CUWQSai7Mgv5Yq+szCNgFSsSTNpsvD2Odykxtih6vva9lAPM4fG8dIaY29OIwVs/0IXWx/u4c9/WYSX1Jg9Jk6xN0EtGiGr1yl4aZZZ09QDi0K45enTGxT8BENuJ5/88bspH5Bk8ZWzNFaZpHbZ1AcivHhbH26XgYUf+k30kEertDL9RoXo3yWWaWnJ+NeybXOk8EHzwZ4wGfRyDHs5htxcuDZXDNvS3ylF5zdTr+T13x4cQoioEOLPQogXhBAvCSG+EH58qRDiGSHETiHEbUIIK/x4JPz9rvDzS/67/4ePYDx8Qxb9JDnNoxBEaASRtgPQlmYbwpTSbKINF7PmE5vw2PnxTnZfmyedV4rJR49cSX0fEyzofKrBwPWzFIMEu51uEiHCz0cjr9fbbs2GNDggMsm1h9/CAScPIpNCReoJgdZU1Y0MAn6X3p8r0ieSDRpct+tmllXGlCjLbimdhe2i2Z76mCbaB5BWa3LSxDMANDSLUbODR1P70PHOCl8+9kwKfiwMfcm0czUmw2AY9cSfVSWwH2fSUyT735/+L+x8T+gVSSeVstTQoDjb3k6IqIoJXG5Nk9UamMKjT2/ho7Hb7cKVBmf84UWErYxr860OEQsRBFiowzshHGypM+Z1YEtTVQkDXUpY1XKQhk6QjhPXWuQ0j5XWVBvT2aXX+eyJ5yl+jOejVZoQU/23cD3wPCb9DJtbC8hqDbr1Gs/bCxVIPKxEu/UqFz/wLva5oawOjHQoIjMNRBAoPcicahllPBpWHFKFJvsBR//xBfY+kMbPacQnHXxLYNYClt2i7ASJvS6dTzfYct4Ceh+vsvOkbqbfmWLPkk6MvEQgSWoelvCIhIlb/cYsgdRYYs0wYJSoBFEeaazgys+fz4NvPoDb//VbnD33LBN6msQ2l+qhUSZuz2L2SZwwS8ZEVdiTXrad3jY/vAZICIcuvcmjh6ymNaCjeTBzmFqtduxqtP1c89qnfnOWhHDaiAVVpXuveB7HP1NxtIA3Sin3AzYCxwkhDgW+DlwjpVwJzALvC//8+4BZKeUK4Jrwz/2Xl8IjqBlHSmsy45vtNqXsJ0hpdpijqZHRWkzYWdZeMoUxq16sbcf1YmO139hZs8nQN/LodUljscHK62bov11Fx21zeqgEKkylS1elYlZrstPpYZujckglkNRbfPU3N3Pp7+6gsUh5F9B1ZCLGSwvXc1nnmXhC5+rineSjLmhaW9sQRA3Ve9eaqt/2fF5f3cb+zWEcNJKBzTU9x+E3HUQ8ioxZfP6sd1ENYqH/Isa6yBgJ4ZLVWvQac+T1Olm9QV6vtVOtRrw0Xz71V2z9eL+ar0iJ1HXoyCAjplp1phKIQHLdqaepYWUQYbubYaU1SVqzlUlKb6p3gibaOg6kRGoa3xg9DlN4SlQWMnvn3anGeIkgn0Z6KnyovDaDRUApzFfRkZjCV63NnMpTlbGIcqdGTFWtBQFXPnkvcdEKczYT7Zg7PRSfAZxz94dYc92Maqfm5zihEU6U5lTMgGUqLUtNKWrRBDKX4cJ77sOVBtv7FvDUb5cyfmYGw5YEOsS2uUig8zM13KyGbgdotqR8SZRevcEys8S0n0QiqAaGSniTJnmtTl1aVEI16DUTb+bm04/nDyftx/2/uoqb9vyQ1fYEDhqdfpWfdLyOrT/tpplSYUhuqFYeD1uxjZFRUnoz9ATF0QhCcVeGcmCxxppg+hhVRTSyag2+4tYCRT9J938QMhb8VEgBsNr3kd+e/L0y1397cEh1zSPBzPA/CbwRuD38+E+BU8NfnxL+nvDzR4eIhf/zFyHUaVgNohwbV/qHgp+mzwidfwT0Gmon/ld7Ia/50h7SD9sMflSd0CvuL4Q3fzfHxocJ0Aj21Rn+YAfxvR6txTr7XzHK6y/cyTEXb+Wwc3dzzHkvkzqzwprzJ8l+qcGG20dIvNBChsNpHy20I9c46pRNALzpXc+pAaLtMJLp4zOdpxDxHb40eAvRzhha01UbleFptZmIKpPUYeWtfHxScVwt/hd37x1mZ1muff/up61eZq3pySSTXuhdULaAIl0IvYOIiCCC2FFEAftGBekKUhQRpIXeUQRECC0QQkImk0ymz5rV29Pu74/7mRX33u+xt34v3/tyfM8/k0zmWLMy89z3c93XdZ6/02dlcifeic+FtmTg+fAQjsfN++3NpQceq9yfmk3Oj7LByQaVmGqcxoSjkAPCDgKQx7n+4JtZf0Yn6Bpa01FHp3pTcTbCaoEK2+Gyr53RuslmxoXDbhuLzQm+c/8dLXyhH8QzaPkSjc+nMYVHLJCMp7WaCpSazKunvetDNo0fi/CTH1wf/B6tli/GkTo/OuJ4ZDLWMtQhhHKlmgbZO4utJ+2ElyCtqc1xsTXeEjaduvIcll76vsqPLVdbuhOtWlcbUCKmNk49UJ/qOqJa55rHfst3H7yDfnOa+UGwVyjl8vhl21DYNgz6Vgp36r0GwvFZcvc4xb3DGAslY16Utbbi1QrAlbrCPuIF77XOL/fYm58cdTzmSQanjj3Hr9ffSNatIBBKbKeHOXfx57iz62OUtQjDXooxN0W3HoC4g5CxmYVdkkF/Qjh06yUyegULH034NOeoTaD9LWWETLzUJOFshUontAa2VCPzSTfJImuCSTfJO83e/zsCMCGEDqwCFgLXABuAgpRyhjM9E/MI/xABKaV0hRBFIAtM/afXbEVAdvSadOhVBt02in6JnJ+kQy8x7UVxUJ6LfnOaCS/BwkcnmPW7EpvPStM4P0TlaYveh4q8e04n24VGeaCygPbhMuIxn+xzKmMltEmdF2c9/d8F0KlLauAlBdQh9J7DxJI4y40ged6Lcckzf+LP1aU8d9AyNke7uLz7cC4fvYfz1j/AzzIHqNFoYOOWIYsjhl/g89PPUtSjWF6NDaFOftu5T/DUtZSAy/VaoUgAN6w4lMsfvK3F1xh220hodRZYEzSkQa+ZZ9hto8/MMeYmyOpVrjn6N5yrncni69R40g9ZgRpTcTxFvkzibclmN0NYOMwJBEEJrU4pAOCKYgVMAy1fQiZjaqHmS1h4JLUmWa3GBqdD9UWiYagrp65sNNHCIbJanWrQfG5IM4hKrCnXraUMZriBO9fzQAtxZtdfWsdPFX+hfEim5jHstnHGw59j6dXjiEQc3zKQnW2I8WlENDCqxSKIwMuj5UrIeASpa1zwxMPENEHBieJRpxyQsRZZE/SbUzT7TdyyQ355hK5H1XNRr6p+m/F8g7lHTTFxaJy5uxZ5ZV4fu4nNuEFEqUTw68+uYPmG9zhOW8e+a+6lv6lu75kDwaQWIypc/pZcxGazvWX8M/HoM3OEhUdGsymYecq+Rc6Lk9ZrLDIqRK06rzbjmMInK+otepdRUq8e36SankZdMvuvedwDNMZkinJgNbCER7dR4I3GbLJGhbRWY/j/ho5DSukBOwoh0sB9wLL/1ZcFH//pCEjgRoAl24VlwQ/RrZcYdK0A0jOKJ3zCqHHSpBdj2+IIS74/TnVHk1UXzqXetOBIj20uGSf8kkOuFuGE6/9O/FW79U0F4OsqJb06J0RyoMnE/nFWXTKbbKyGOe6SeK2JsUrS8XKF2BYbo6CMTJ84eB32MoOxbVWJGNJshr0Uu0U2st9f3iXnxbjgt59j2+tHOXnqr/wltYyX2rdDK9WIyiZnTzzG/oW3eCvSx7b1IWyhc1H/CTSsGFqxojwicdXMa01HmjYC+O4+RwFw4hMvssCcaFHP1tvdLDAnAiRfcJzzIyS1BrcffTWnyC+y8Pa8QuPNuGhrdWR7Gzgutx64Lxc/dQ+DbpY+Qwmq1to99Jk5xg+YQ9djm4Ky31BRAMk4HoKU5jDiRVu+EZo2fmebqjgaqoooBEKtRWaOMS/GmJPm37ccQDTQaGilZqvn47clOPOuh0iKJpomWW93EtZstguNUvMVVPrrD5/Isl8Ot5rUSKkcvcm42hh9H+H7aprSUAzVHz7yO0LCY43dzd8aCnuo6GMOYU2wptnDfGuCcjJEulhnfM8EXY9WcLs1Gkmd2DoHTUJ2VZ3sKtVQ7COHABbcsvXZ9zDf/y83+biZ4K+xJRxVeJUHMrtyVPFVRDCed9sT/PLAQ7ngsYcCfm0bjjTo1otMeAo4rOPzpp0lodVbFcRMJoopPNyCjhcGXekPsROC3seK5A5UPcBZeh4PjdWNPj4S2dDKyAkLlznG9H95v/871780VZFSFlCp9B8B0kKImY3nH2MeWxGQwb+naDlL/teXh8YGu7M1A8/oFTxEqzOvI5VM+nsNtKpk08+yzA7n2SM8hDxex00LtvncOB89c4Do22rT8BKCsbOTvPFwL2uf68LpMYgONxk/Ik77cxU+ecQ6Ol+skF8UY91x3ZR/HmH9C508+dQSpnbcWtbpGz3m3K0CgFLr6mS1CprwmfRUFOUtZ15J9vkc5eUWXxp7nGi1zB71AW4YvJn9Cqt5JrMtS+rDaMCvZh1IIZxQbM5MQjlcG021afi+KuMtE1GpKdJ3Os4d++zGvw8fQEJrYOGjB67bGRKXHljXG9Kk5Ie5/Ziref9UtUnIQklNXZJxNYVwXKRp8P0VJ7f0GabwyeoVYsLm6m9f3RpjarmS6s+YSng3GUCfVSUYV5hAT00vREQ1I2PCYZZepBCcrbvNApEvaMrG7vtKuu96SE3w1Xv+iClc1jmdlH2LHUMjxITNa43ZbHA6OGnluSz95bDaxALSmWgGOTCx8FY3b74EnmR65za+98gdjHlJ1tjdhDW7tXDKXqQFXo5qTYacLKW+MKGCSyWh+gWVHSzciEFhjzB/eWwBf/7JQjYfnaa0c4hxM8V/vrYYad4Mz+a+2A5clj2EU5edx6nLvsQdPR9XXxAQwxACqQn0cmOrYFBqAYnOQQuQlUqwpSqLhGbTYZQCelshyDNukN1YoT7XopnUkQLye0SJv24zGBw3w8Kl4Zt8JLJBEe4CxIL6PX+wArB/JgKyA3CklAUhRAT4JKrh+SxwNHAn/zUC8jTgpeDfnwlCmv7ba8fwFkbcVMBdMNk9JFnVVFtrzo+Req/O3IfyvP+FdoYXpIhJm4F8kvk/nsYoSEAiNZWlseGLWQZOzlCOR1X8gdZg433t9J5RoGNlhc0nZkivqtF/7jSZZTU2fDFL+UCTd5zZLFowhr4juBsFw19L0311CW1MnUC7VlYxbMnb3++hu6tENZiNS0tj3WUd7HLUMHeVrsQc8xkMtfN8aDGHTb+JBN63OnhKX6Se0CFLiZ+EaCWiyWgIP2Sij04jU3G1wAwNGY9S/WKIixsncu7DD9Fn5rDR6TeKjHlR1jRmM9eabKXKF9wo1xz5G75gfpYlP9yg7PbRsEovKiiYkAyb2Ch8QMEPM9fIU5MGw26bmlgYuhK3xSKIepNhL9Xqyie0ujovez5+PIRelUo6LiUNaVDyw6T1GmbAF0XXQVNsC1FrqCNKsULZjyj1qmfioTEcjA+7jSKfefJMll85qkR2tqN6FpUafnsbhAzlFNY0/EQYUa7y43tvJqE5vFDvp9Mo02GUmG9UeLXZ3cqBmUEDONJQupJt1cMhPq6aWo6uk11bZePJWaYWJtAW+vz4mtPV4u9R0yYZDbdQAn4iAj5oxYpqRDd9tEZ9a0pUvYGQqEazZSq9TzhEp15pCenSWq1FqMNXDcxZepEBp53egFZX1sK8Xe9jnjXOstWjjO2TpGuqjDSguaNJ11NVImUbrU1iS61FkX8vSLx3pI4ufIbdNLv9T4vwX7j+mYqjB3hWCPEW8ArwpJTyIeAbwIVCiPdRPYybgq+/CcgGn78Q+Ob/9A0EskXpnnFUvtTUWzd3TNjscN0wbkxj42ezmMLDWOfy0UM3Mv8PUzQ61P7nW4K1Kzt58szlNBJWCze3yW1jKhvl3T90MXFIgv7fTaNrPhu+kkVr+Ox07jA7772Fo654neybFYpOCCEEkycneOfpHqZ3VzeZHdZoe7rOXgduhJckVdcitbrBDj/dwvLzVea2MeGz6bwUbcvKrCi9zqShXL7Xt39CIetqDbWYHBdZq6sb0XYCe3lT3Zy2QvnpUyVFHJtSbJBr9z+Ad5qzcaTOO3YnMeGwQ2QTWb3COrsLU7jsFxkhrDncdvi1rPvGArXwDOU4FYahiOGlGj/Z79MsCG6sYqAVWWRNsP+DbyiAbzbdimn46u1nUA1G4wVfWetFpYaeK6tNw/fZ8F0FCkrrNXyp0aHVuOwzn1HNZE+xO/AlhCzOfel5IFgoRr6lORh22/jsyrNYdkVwJAieN6LRRGbTaNW6UqnGVB8DT3Lxi48w4cXZ4LQR01TEpC81nqn102/klG3BS9IXgKKyegUNn+a26pg39y3V6zHHPbQm3P3wntx48Ke49tgV6i0koqpaMvRWY3em+tFygaAtMOohJZQDiLOmkJAz4VrSMpEhgxXPnIstdYacLGHhqmOKsFt6l6jmMt+cIiZcFlkTzDem2SkySNtYjVDOw9rGxax4aA7Yc9X/QX9HMuYql3DVD1GVJmNuipofYsxNk9VqLeHjB3X9M1OVt6SUO0kpt5dSbiulvDT4/ICUcncp5UIp5TFSqnmElLIR/H1h8O8D//ObkC2no49Gn1FixGkjq6lc1tCoQ/KhBkMnp4llbZIvNtj56C1YFRe3U8MsewxekEZrStLXNdgmtEVJnQPCtoegV6+RTTR545ezef+6dsJjLvN+kcPeXueti3pxl+mkb6mx3RFjzPljHq3s0/bdGsmbG7gh9WMyHB9fA82W7HTiFvbf9j2WHTZOz01FagtMhk9JInyYc02R+EabLecm6XGLbD69jdeWbK82hRkpuhDIgNfpp+MtzwjFshJyJWP4bQlksbw14U0I7j/qY1zx6aOxhEfOV3GZYeHy0cgg3XqJ15rpIIDY4eojfsu735qtmpMzcJyA3eHHo3x9n+MAJSrThWKM7h97V4m/dPU+/VSM+TdvRhc+BS9GVlOuV5mKq00oXwLX4+e73NXiboSFS1PqWJtyauQKQRZJhBMff6E1zp3xzcz8/ZKVx7L0iqGtSXNCbIXv1Jtq3FosI3XBlx59mJsf+Q1h4VKTKtOkz8zRrZdIBApcM9A29Jk5JoPg6wkvQVJrkEo3KG9vEXpNfe/wKvUxZyUVuqAaxCdMF1UfqlxVylzbwW8Pji6GoX5nTVu9Z11XuhloNboxdTTPQzM09FKN7b+rEuG6jaLaaLVaq/nfrRcZdNLEhMuQm6bsWzhoOOi0P6E2pIlYAr2pNtQRXb2PZaVJLOGptD0zhyMNVZlKnQXmBJqQ9Jv/YTbxv319KExuZuBRWWv30G0UWe9kSeh1Cn5IRfg9VENIGDs2SedzZeafNYXTo2MU1EJ+8Y55hHd2qVYibPObUYaXpNl0Upql1jjDrgqRLkuD1c1ZzDLyvP+pDjbs2s6SX4/Td3uBtpUjTOydYPCiNjRLMu/2HOH1LvPuyaFXt56yNA80TyKb4IcFekMydnicyq4hMs/W6P19CSmg3mny3tUdLP/cOJV5FuFvh/iWfitprc6Xvn4eqafWQU8HXsTELNXwE+FA9u1BMq6qBN9XzcSUgu148QhaOUiIrze56rBPc8GD97Pe6SCjV8hgM+RmsKVOp17hHbuXRdYYtxx0A2c0zmbJNWOKMRqkrms19XGmATffmGbSjypK1w0O+tkiOCKoPkfDNxXP1FeEKVGt46fjCNdDNO2WrqHshxnx2vjZFcfT3RhQnfIA8IOUJLQ6Wa2GF5TVntToNYqsuPcCltyojGSKhaoct9LQ0Ms1/EwCUbfxezs45677CAuH95wkm50MMc0OxtfKmNehq/7AQMCVnQkv7zXKLDAncaROzo/xyL7bc9yVatQeRvUAKl4wVQomQH5vB3qxCpYF5Vpw7GioDU3XlIAtZCENnYxXZffqOgCOnXiRtFflU/k3OTCv7PszzXq5ENywhpvRqO9iMrF7goGd20kvUxEXVWmQ1mosMZsMuAZZrcqCRyepLrXIvlHFC4HehNmm6r1N55UKOq3VGHNVpGlGr1D1Q2T0BpNehNj/6dDp/xNXU+pMeAm2C23BCYjmGb3CmJsmrVeZ/UiB8jYh4tUG887xIhhrAAAgAElEQVTJUZ9vYhR97JDO43dsQ6PfIO3VKH7dY/Zgnt0u3USk18b5lMGg0xGYj6xAMSqYcNppJE28b+iUzw4Tu9mm974iXX8p45vgJTV8Haa+k2A4kSC2psmSa6fYcFoGd7nG3CsKWNMuTkyj64EK3Q9UaPbobP5cG5VmiOW3jLHkgkk0IXnp1/MIGw4xVBn9i59ezaSXIKtVufSg41SGyLQ6JyOEEi/NLFhNLV5cD6Fp6s8zo8yxIr887AhEvckPnr2bcS9CyQszy8yz2W1jgTnBgN1JRq9w64prOd09l0W3TUPIUqW3JhCOx/c+cghHPfdWwG9wmGXk+czsF7hN7hNERcYQ+RI7hIaZDtyWY4H8XJvIg67jdaUZ81L0GznesXtVY/TxLcr45vuKG+JJrnz4Jqa9cAuXMMeYRhM+R//hyyz99SjU6shsWlHc4zp6rqxKfV1Dm8hz6YsryXkxsroKHlJp7dEA/KQwkV6A0jOFR07E2c6aYr2TIiZsxgJ7+48PPRaEoL2a4zheVU91zSDq20FSm9ESl+kFlXQnkzFVBQUb4IyRMRzW+MT4a/xbYz3bVTe3RooZr4pEQapqwkAIGLTaMT2XRLxBR6mMOewTGXbJrKyzlAlq8w0aR4QZOjKJNtvnxWaGMSdN/9Ak6VUNNn6pjVm3lSjvGiL9QpNJO8F8pklWGiS1BsNuG4usCYXFRJLVK6x3shS8GAvMiQ90zX4oNg4jQLuHA5x/WlfOVVO4xIsNMm/WGDgzw+Izpmi06TjSIFxq8PIf5jJrUZ60ZlP2TXIiygM/24EjT3+d5V8cY/VPe5hzWK6VwTnmJVlk5khqDYXZR/JKbB6J8xu8c0GTJW9PYDzq03N/kbDt0/WtEl1s1X4suHXrcEgK0GwfO6NjVj1evG4eU9sk6Xy2iLgFwmMOb9/VQ2KhUr3OlOS6UOIcRze4/slbKPs6Z609idQpBaUi9X1Vdfh+awoimjZ+IgwaaOW62jx6O5FCQDTMRQefTPiGAqf2vETZj5AJDFdhzcFBJyxcrjjyVs5Pnsyyq/KqAtBVu1PYDrdcdDjX/OJK1tpdCk9g5rD72rCGi6r5l4qz2u5pAXL7zSnVvI1HlVCs0iSt1UhoDkutUd5ozFHHq0JZ0cRzJRY9MM6Ak2kFJM8Ags5+7AyW3jKp3LbRiOqd6DrSNHA7UxhTZWpLu/jCVXex1u4hodWZ9BIkgtjDDr1EyetkwkswE6s86SXo1ksstcYZcJKEhcP5l3yR7GvTagpUKyKTcXIixlAoy+xmjlXh2XykNkC/KDCW7FTVn6HjZeJqA3M9ZMhACAFCEG1UOHz6FVYUV5Hwm7hBIHVBhEnLBg8kduTQ8puMhNoYI0FC2FzYfbzS7pgGX/n73WQ21Oh6qkz7/VXC77tEBl0iP6+QvrJC4ego1bND7DZ/kMS1DbywYNqNM6+QZ+MnMqRfmCSkqypCi9Kamgy5aTr1soJWC4edrSnGvSIlGfpg1+wH+mr/Ly8jyEAZdNvYKzzCuLfVyWe/pf7c9XIZo+oxvU+cnj+Veec3XZS2jeB4OlExzaCbpdfIo6fyPH7TMvY/Zy07XjBCx2iVNWd10WtUaGgNCr4V6EWy7GCNUfDV5KVbr5HY1WD19kn0mk/vygJ/XrkIbRqMvM/iJ8Yp7R7GXyDYkkoTLjjseewg09tHya6psdM3hhn/YZH5F+WQQH7/CO7OBkNOlllGHsdX3e0xV/UgNHxG3Ag2OhctfITuv5c45eYLmHf7ltaC/sdLZYAoP4lMxRH1Jl57Ar2qxs/Nk0LckDmM79z3+5YVXcOnMxhtx7Qmn/3oX7ilug8L76ygTxZVzyASJvH2JOvtzlbujKdrfPemm/nRihOU/6Zc46+lxXRnikwHAGS/I41WquG3xSkvTlHwo3iuICZs7vn0XghHjZaREgyd49tephFgEZaaU6xqzuLb957I0psnFFfEMlW8RSjwsDRs9KrOkQ//jX5rUlUSmlK8hoXTigUYdDpaDxoFs6kHSe4ak26Cr7x2DPMudcjaEwqqnIggTEP1LtIJXgn309fM4ehqKayY/DsvRxeqnlBAkZfFMiIZb6lTPzH+Gp/PP0fSa9AIltB6q5Pfz96HNbE53Lv6p4zpgU3Bl2Bq4Mqt/Z6mjafpFBdHeXPeHD7+pQFGV0dYcG2O7kdKICB9T419717HmmN6mLdyioET29nmj6NMfiwGAdU/HGwc47FEEDhWDUbODjYNslqdgq+1MmQ/yOtD4Y510FqS29V2GzYaw55ycYZXq/FWbLXDhuOzdN9TZuSEJOP7KTZnv5HHD6zIg45iQSzoyPHiLfMZPSTJrJ8U2fX0Id4e6KFbrzLiqtfv0EsMeXGiQiWmD7ophlyT+UaRiKZk27JPEN7RoeeTFZ65dCkDh7czuX0cOUcwuk0b68/voOe5MkOHpUi/V2fx0ZOIMJSWhdAnJRuCY1JCsxXRLLjpF1nj6MJng9OpYhC1BmHhcf1nruWcp57g64/c25qubO3oB9GNNcXAADCGg5hEIdQCrzX5wSHHUfYtevVyi6ExY2bbM7ae3x15DRtXBFb4AIsoXI+bD9i31VRr+CY6il8qihVkMsaGo7oDd3JdBVFPFoJYBMlnLnuAqGiqgGS9DgV1kyrTnc7nn3yKkh/GDtLTC77FN545jkU/e08pbacLW/GFnt+ixp/7wAPMMvMqdEma+FKjKi3eavaR0OosMXN06CWSWqM1Lp5J67vk8FO45uBDmH+x4rPOhFDNOJ1JKefyYETVKbuXNwCwY2WQHYsblDy+Wkc0PehuR1omKcPmexv+wNemHsMVaqKRsxJ8e/YxfHnhZ1glZm+NjAiapAqJLtVky1RTLRkNtYhd/eYUz9f7sZeZPPWLZbz82Fwm94ijueBkdbb94yjCB8YhnHN557weQnm1YVgzQVFtStdT9UPKXi9F4CbXGHAzdOpl5pv/s2r6X7k+FBvHjG+iWy9hCU/RoFGu1e73C0gBud0j9PytRKPHYOKiBKZwW51k8x/MUDqSETdFOlrj2SsW8/5l7SRWNTnysNdJ3FhjgTvBkJPlBwcdy48POJLzb/scVT9Er15mg9PBm3Z3S+barVcYdtsYdFN0G0UVs6DXW0eO0TOT5OdFmHfL1iPMq1f34e2oExu0SetV0lqTVxpz6TNUY7PfnGIokH33m5NEtSYjThtVabQiIrr0Ct975A4ueuER9vjT2tZUwU+ElavUU+ds6boqoDkR2rqBOC4//OSRfOWTJykrO7BLaJhFZo5evcw6u4u7T/oFay/oUIs1gB5Ly+SnBx5BwY9SkyG69RrvfjGteiKuhwyH2GB3KR6HF5jVArJ5h1HCR2O9k+XQm78OnRnlUI2FueCxh+g3p1vpcmm9xjErv8Ty72+GLiXFpq9HHc1sBzk8xpGP/p1/X/lbYsKm11ChSwvMXKuHsUt4kLRWpxY0gmfyUX9y7il8/xPHcOkhx4NPC+gMtBgr+tBESwzH+BRDwShYCoEEilqEL489SsRtBlCmJviSPr/IVe/dxM72EON6grRb5f74jpzTfwarIv2qL2MarbAr4QQV40zTw/F4/7tRvnz/PXzjvrvoNopBL6/G0pCyNCy1RvEXa2y4vZ1Vl/ZhFNVreSFY8MQU5b0taruGMNb42Emd6qgCPU8sUGn0uvAZdDK8Y/fSaxSZ8OKUvQgNaTLkfrBelQ/FxmEKj2qgJVAk83wrKzb1thLS1D5lkXjXZuNX2omltrIKGlJnzIsx4rSxjTVGyVfMyyEnS4dVZt2JXTz/yAKmd4wx6/IiSz46gbxKkGqWELbD/N9u5ub99uYrnzyJWw/Yh2//9tSWlNuRWovM1JAmrzX7KPgWzabBNs8Ms+Pxw7RtrKN5MHlYFGkKun9fIpeMohd9EqLOpBcjo1cYcSMBPNhqVTmTXlJFDhhF/ADMW/YjOGhKmSoNto1s4ayHH+fCPz+GPqmIVzMSbBEJq1iEio1MRNWT1fUUVKdS47t7ryCqNZn0VEW1yW2j35pivd3J9z5xD++f0g7Qqj5ErYEnNfqNHB6CH33ibmS5iiiWEU2bHcObKPuWMhGmY61Np9+cJhOoT+f9QU1GRLmGsN0AkhSl37Dx0TjtibNY9rMh5dptKFqXqDUU+i8c4vNvvMk2oWGG3SRRrcmYm2htgIq0rqqZgh9h0G1DE5JbjzmAqw46hMjANH483PL+YDu47QnwPMXrcFxkPKrUtLqOCIcZsDrxELyRnI8AasKg3S1zXv4Z/FQcihW2LQ7w84FbCEuHgh4l7de5vOcIbkh+DLu+FbyM5+HHVKXhR0MgIDO7woLdx+lZXuRHu9zX2kC7dRWWNOhkWNvsCUbZhloLhLD2cvEN8CyB3gSpQ/x5m2W/GyG22mZ0WYrZ7xZpZnUWzcm3cJCLAjPferuTpNZgh9AwGb2i8n4/wOtD0eNwpUZSaxBGhQltdtvYxprglcl57LNxPc2kRvr+BuW5IRqHG2xwtsKMZ6qVncNbmPQiCoLiq7PwRKDzj86VvHTLPBa9Nk7nVRWO/dUqjuI1prUYf4ku4ql5ezDUNLHTcebeNcqq3CL2Lb3NRQeepCYbjsu2Px3gy+NPYz7jkH68gVX0qPcabLg8S8eDFRIv2wwcnWXBXVNMnRlDc2C8kkaL+oHQauvxS6XK14KcDY+SH2azl2GX8BCrm7106OUWxbvsh0kEuLzPP/U0s4wCx973JZZcqxYohr41WiASUpEHngpsIl/k+/scCb7k8888A0AU6DBKhP0w5x3+CL+MHsSSGxUh3Otu4/qDDuDsRx8nrdfI6BXWf2UhC3+XBw3uKezGLrGNdBtFtLIa51aXtDPmJrCEx5n3n8WS5jDUm+C6nHT/M1T9EGgw4IT54v2fYdn141s1DraD25tBqzl8Z+UdLDLrDDjhwCAXwUEP2KiKCDbDMQX4woOfZemVI2rDs4JjnKah5SvqmOep5q0xWVKMjnCo5QNC08BVY9RGMsHgRDth32ZcT9Djlflzejn7FtYwOv4cLySXcunG+8nrihcT8ly+mT2cdxMLWsKviY918MNv/UblE1cKsAPscvJatJ9INCQSgYEXLOhuOvQSA47qgWxnTbDJTdKlV5j0o1SlRXU0xMLTFGHdbdeJv6dI9qM7Jph3SR6pQ/1MA+txj/J2YSZluEWLG/FUNb7ALPGO3RsEk8WZ9f9HyrmPIOfHMPFooKILNzhtHPzsW2iepJ6xSL/dZMMPsgzSTr+eI+dH8aTGmJ/Ckxrrm93sFRlg3IsHY7qQIlFJnUQww57cLcHIbWnu3X0nPiUGWDH5d46qvM5Rq1/HFjojRpqyEWG7ugpK+tHQncT9Bl3NAskV6qlXExbPRxbxl8wCHjj+4/z65Kvx52gsOnUSc7kLPthvqR+rtGFWokjBD7HB7mSb0Ai9us0rzU7F3LBGKMkQOmpzWd3sZY/wEONehA1OJ6ZwWR4abp3fC36EnBfjF4fdRvcKhRm45pSj0ctNaKjzu1auq/yVSAh/breC5kjJdcccwZKb1nF828uKImbUMPG47dPXcirnsOTX+Vb49PWHHMR3H7uLpaEql624k9uv3xscl7dOX8a/3bMWR+otq/53r7yJhjRJigaLb87jdqXRK00uWHlfC5Cb0WusuP8Clv5quNXHwPXw21O4CYsb774ODVjrxCn7YXQki6wJpj01ak1qDTwUn+PKTxwIrsfS0JhqdqZiSk0asVpWfXxlLJP1OiIeU83kwFzXYrKGo4h6E22ywN/Sizl+8kWubd+X86ae4aOFd3k1Pp8TJ1/g8KlXqGoWTQyyboUTf3QGZx7zAgewhrDmMORk2S40TFpzmfZMpgP7umEH/Ye6wJj0kTVIvlSnM10i1ueTT4ZYa3dTDJrXq+0eZhl5QjmXPc7ahDXtMr5dip5Xirzxo16W3jhB+/tVqv0msUGHpmcQGywz9jkFdZpRoya0OttYE5R9s9UsrQrnA1eOfig2Dk1Iqn6oRX9q1x3W2G1YD3p4EUGk5OKbguKhEcLCYZ3TiY6kwyjh+DoaGvtF32e13YklPDQkHXqdITdJwYsF6WUFFQ6kSQYjXdytpVnB37m1bS+GtRQLyTO7OkFc2q33FapXyJsx1me34X0ty/pUH5vKFnYyiWja9Nw3xsWPnYReb3C7cSPv3TIHazef7Bo1w+/P5EAos94Ca0JxNH1FAM+ayrOQ1uoMeyk8NBZZ47znZBWLwSiw3CyyyY2Q0JoU/RDzjSLTvtWKEoxpTb78uz+S8+LccdDeygcDOH3tGMU6eq6M15ZAnyriZeKsP3oW38uexo/vvolJP4oV+EkeXXEFhzS/yuLrhpVKUlfVGkBYc5CVKmTSaNNl+o08q5u9iveJ6inNbGyiUMaoKt5nt1FWQBrhc9SdX2bxHwqBDkV5YJCS3W99kzlWjufr81lqjdKh1Ri025ljTjPkppUEWzTJ+TGuOfAg1evBVmyPAA4tak315wBjIOwahBXxnbaUUslGTLRSHRkAnpGyhTGUbUmeLy7kJF7AFJIGBk3NZKfKAA3NJObbMMunfajCU9ct5dRP/o0MZUam2/B9weK2Ud5ozEablix4epKdnx8CYOcr1MMnOubAmHpw7XrSUOve6pxt0bVNick9E9QPsEh31pAbBNt/dgRz1KUyN0zv34ts+X6aqWMT/H2PCHsePUho3MXXYe6teXwNagdbpAM3LUHfb72TbSExB532lv/rg7zEP+E/+//8WrZ9SF63co6SmCOZ9KMwDf+2+/s05uuEBzzyH48ycHM7OpJcsKvrSDThU/CiwYbht0xEM83SmHDJ+RHWNGaxPDyMI3WuOOgIMo0id2y6nqt6DuRRY4l6Enm+4kZEQgrbP9NLKFXV9KEeeEk0TS0cIaDRxM+mOWf8cQ6cfI2bej7JOSOPUxUmR8/7EgjByC/CXL3dHYByAlsoipQ6w6da7sjVzdksssYU4AVBTDit/2u/USTnh1jb7GGBNbHVKi4cCn6Usheh4EW5f2xHtBMcRDSi/BOappqppqG8Mk0bWSjylVV/ZYlZ5JlaPx+JbGJ1s4evP3IiS68aU+IwX/KNp+7HlxoNaXLlESsQTZtvPn4vvtT46cFH4icjnPH7lXTqZX566FEqFCoR49uP3c2LtUV8PLaW41eex7Jfjm4FGgdxCKc98WeyeoUlZpEpz2zFLvhSY22zh0WhMb7xw7PoenoYaZkI28FrT6roxngUrRwgCabyyI6MCrsOANEyrMRbMhJSH+PB0ciXLSizn4qr14hFkKbOrzb/ht6OHPXFBm3P1PATGtaY31Jp+hbY7QZmxUMv/cc1IzVUMxbwTNAdKM23SAzYNDs16rNDmBWPNZd0Y+cN5gxN0/ZOA+tNh9CQh9SguDhMfKiJ1MGJG0SmHNZe0cnoIenWMa3z3hI7fHWUwuIQqXVNvDbBS6v6yehNpv0wg04HCa3eIsUPu6rvN+yqY9GB89f8y2tTCLFKSrnrf/78h6LicAJY64bgaTvpJVm2ahTNg/E5Keatn6a2t0VDGuqMaJRaCfeTXqI1XbGlSVRzsWniS40uvc4ap520VqPfmqLsh+nQywEJW299fxlR2SQz0wsxXVTxj5pQcJtA9OP1ZNBzZdyuOMa4ExjIDLRihVci8zlcvkLBUa/bEGYLZNzzNYfLoycrV2cAnxnbr5Nfff0auoOpgSN1+mdyUo1S0NDMktErlP0w79hqFr9NaIRGIEnOaA3GvbjKUA0VWG93csqsv7Hjy1uY9GJccv6ZxAYKiFqjFR+ApiHSKX6+/2FITXD2o4+38nSvOvQWzhOns/TGPOQK/ODEUzn39j/RqZcRAcV8hiwFIOoO/eaUqjhcD5mM88l7XmPSS7JzZJDjH/kiS24q4KXjaLaLaDQ55bmX6TenqEqLmLB530liB4HYOpKbpj7K8KFRRGI3OqJ5tWlU68hkDK0YYA1B6SOkhGRcidTClvLzmEaATIwqjKKUMFVQMKNoBGyHwk1hfrT4Tjq0Gj6CYsPC+GmT+E02etHHqAJVVb3pzUAqboM55VH5qMXYNkmsSZfu58tERlz8iKDZZ1Bts4i7NpFXHJIDqiILT/iYpQYyDO0bKzQOtmi2h3nankO3UUS+LNn2u+Ok1wYhX4AUHmtu68TZ02KuKPFas5e0UaNrVQWpQWqdigAx8hLrjz61E4xWAgCALXVV1eoVBt22Fnrzg7w+FBuHUol6qluPRrdRIPV2HSnAmK1ulHJczb73jgww6KZooLrQHUGX3ZHKTbvW7iCrV/DQmPbVzZnz4iwwc2xwsuomNw1wAxqK46qNxNCh0UQmYvizO9RNGmSbynAIYTvoubJCAzZcZKmMSCXxk1GkELyfUxVOu2njI2jqyhA1oxTUpootvQVA97OTXP7XE5V71HbIfayXqy77VStEZ+aq+SEWmTlWB533qrTIajXW2t00jBJprU7OixEO8H79+hRr7S504XPZVTfSrVc54YdfpfPlIrgO/tgEWldHi3Fx/acP4ah7n6fDKBHTmjx9xL+zv/NVFt/goG8cY9JNEtOa+GELzfPpNgqstbtUsrxQeoFcMNL0UhG2DQ8x6SW58JGTWXrDtHrih0z8qMWlD92LjmyxMRtCTQI04fOt9UeROMvFT8fRwmW8VAx9sqCap9GQEpsFkxEAd1YGY9MEXm8W3d3KmvAycbRG4I3ZtBlm98BdJqf2vkS/OUVUc6j5JsVmhOpLDj0PF1n6xChmyUcKMEseXhS0GoysSDDrvjJOh4416UEYUs82ib0xhZGX1GYbjP40xdpPdxIKuYSFS3ulyZxtJ3j/wizzf5HDSeu4mkak5DD/O9PIS2D8Iwnm7TdFcrLOrN8XMSo+blxgVCReQmAVfbqur7J2ToyRrhR7hEcY22jS+acy+aMitN1Tx45plBeG2eGqYZ47fBHZaBU/OJI0pAk+dOoVNrttlP0wS63/GHf6v3t9KDYOCy+IA5hkVaOPfmuK7jUlqgssHFe9RaPqMekmW9LtHawppjyTDU4Hy60xhrxYa+Mp+5FWkhYocYyHoFMvU/bDqoR3tpabXk9GRTsGoit9dBpcF6+nHa1SV2Ww6yIzKdWZrzagPYMMgDcYOkURZsJMsm1+IxqSkK9S0YWm4UVDiExCiaZiEfxEGD1fRYaUu1JGQmSfH+b7ex2GTCdUk69Wx+/OkvuBw43Lf8cCc5LNbhtpvcaEF1dPaWFjCh9LeJT/IT1sqTVOVRqKnu3FuOSrt9IZaDj+eOBeqrEZ5MH4UYt7Pr0XaBqfffAJ1kiTPx11JUea57PsSp+7T92f03/3EJ/744PctOIgTr/7XG465joIWbz7FRXyfdOh+8PkFF945AkmvSSXPHgMy3451CKRX/bI7xnzkgzYnfSZatTbETA3L/7MmRiFBnHbRZrK/yLTqi8jU3GMyZIS44Ut9bOqN5BtCfRcBSJhJQ0PmBdDh3Vz9RevJSwcRtw25ptTQRxEnTE3TUOaOIMaPb8uscfDg+h5iR3TGd0/SemwMM2iwS4Xqt6EBHoeKjO2f4KXfjKfvW4ZIHtjgBjMB3GZCY18MUx42mFjewf95hROAK2NxF3lwE/rVPrCUIB3Lu9h7m+maX+6QvcLgUhOAyEhtyBK/WshXt2tj93u2ETPT4rsccAm3vzRLLYcFGbhN6bwLUHBi5Dx61hln+lDImQvr7Ho3gn8U9VDRUkAki3LQadexhQeY16MpR/gmv1QbBxNqbPInCKt+egBuFiOgj3HIFOvIzVo/2uNnc/YQsG3CAuP15qqdE/rVcaDAKAuvcgmt425Rp6hoHcQFg5VaVHzTYbdNkacgL04U/J6PtrmcUQsGmgkBLJpI2IR9HwZWW+ocOWQunGFL5GmjiiWIarOzrJSg3SCMS3BHFeJwcLSacF/tZFJhKnk3QihqpmmjdA1/FQUfaqkmnjBGV5aJiIcQitWab/Q5CL/hK2KRENn6qPdnPGNlZjCYzqIUHCkTs6L0amXmfRijLkpdgsPkXNi6MJvjTHPe+pxTOFyzh1nsfDGIfR8FT8aRqvWuXm/vVn6wCj7p97hxwf9gW+K41n2s2FuO3Rfvvn4vUztmmHRTRPMOr6Cn4xyx0HXcu47J9AlfH78xuOMuCm+8sjJLL6tgAxb1Oek+OrVt1OVVmvEvM7u4vuvHMbSiybx2+JYxSnwJV53G/rQhMIRDo0jO7NgO/jJqJoUCaEaodEImu3iXW/z2b7ng8Wqs97uxhQezj9MFwadDHOMPBucDoxNHstvHKXz3jJCg9wBUbYcmmZi7wQVS/l7wthUfmYRG7Upb2eSXO3g7yHYqWMco1eg2RK7QwMdrDGf2Ls2y38wDj+AHXu3UFoYJj83OBL8TSJ8COU8zFoVo+Sz8/FDGDXZEhhKAb4h0G1JxHR4uTGPhFFn6PQ2xvZJsPjCCXb94hCTB8ToeKnKwGezzL8px3sndDLviRyZF2tM7xRh9vUF7jl6J6KGovb3mnkavklaa1Dww1R9iz7jg1WOfiiao0u2D8sbVva14LYeGnvuvZHRXVLEKk1Sr9cxKpL3Xu1iPKEQcKCo6DNNRkcq6E/Zi9BvTqkIBC9JWq8StZvMW5dHe91l4KkO+laVydhlsl6VptBxhYErNMp6mCk9wXqrk7fb5rPBTzPR3oNWa4Ku4SXDGKN5deRwPdXdL9dUw1RKLt5yDzvXN+FKjZhscsiyb0LTaRnVZDiEDBlo02V1ZAlAOX5GxScKVykxMfTWEcrPJBCjOUjFFc0rFW9NNETg1JzYdxbf+/Zvg+wTMyDDSya8BGNumm1CW1raiBlk3WY3Q1av8Pn7P8fCO6tolUar+euHTC6+53aqfoizHzuDZVeMcf6Tj9CpV/jm0Wdw3h/v4ZoDD+KKp37PVz96NBg6pz35F7755MJXt6AAACAASURBVPEs/F0DI1fh+JV/ZpvQiAoc8k0s4XHGI59j6ZUTymBnGmozLJQgk1JHC0NXR6JKvZWLK2wHPxUjdGWOC2Y/GUB9A8p3gATIatUWUX1GrNehl3mn2cueoxuJ/6pO7/0lpA6jJySZPFsFj+v4THqqcdhv5JiqRNlvt3UKnYAATeKFdYY/nWTebXmq+1q8c3UXsZiL+6ZAe1DS87cSmfeq/LMpi82sTnVXi6GPt/HavnOJxG32uH8jXdeUiY455HaIMnBeO+n9m1TqJos/O0HsBZtGl4Hue3hRnU2PZ9F/7jH/5ineuHgWO18yzF2/34XOvYro+K0pl40Kx15kjTPkZjhywev/8tr8UDdHkbDIqDDkOQE/00ArSbSUjzHiU+0O0bamTvNhjfSJDdKay6CrILoK3OLwjq20EduFhin4Yea4BaJP2Cx8ZIKup8vowZS1H8UwCITICOmDkIQ9m5RXZzZ5dqxv5pii4jRsHsvwbHQpz3XvyNh4BL8tgTaWA9NUgU2RkGKEpuI4mkHYd3g91s/O1UGi0qZqKF0Bvmz5SWQsEqglA4xgSTFGGZuE2d1qU4ooObFWaUAsoj6XiCrzm5RB2LSHH7XofGwj1/z1YGQ0tNXTki+x9oo+Hvv4r2hIHXzIybjKVhFWKzHu6sN/i3mECn26+ugjwffRp0tcdtQpXHzP7dx+8HWc1jyHK/f+BKf9+SXQNGbpRWRYRQ0SsvjRM3ey4v4LWHxrGX26xMXP3g8ol+qEm1DHo1iEpfak8mvo+laYciQM5VorSmLTYSmuPu3OVlDzgJuh38i3lKQZvcaYm2gFEHlSa/Ut0lqTIVeN7Kt1iz1/McDi30zgm4Itp6V4+8xeRBf0GUUKTpQ5Rp61bpxFoTEmvDjp5+oYdcn6z2dZdEMOu1dDK3jMuy3P8EFJRn6VYpPsIO1X6dixSmMHjY1kqRBn9XudbFsYZvr9KHMey0NGknmsTrPToJqwiDgOD/9+O+Z2KrpXzouR8usktDrvntiDd7yJdrdD5zUVdjtzMxMfiVM7L0FojYsT1wiPu8gQPHPLIvJ6lNmH5Fl44xRhz8UPwZ5PbmDtnl3qOIZOw7eUA1mkMIVPv5H7QJfsh2LjcNHZ5Kqy3wrwdL4uMHwfT9eQEcgtibLw11PcffguHJQcZNqLYwYy2uFAqt2hl3g718O+d60jc0OF5Xk16hI+eCFB7eMW94zuyemrn+Pn3Qfz1bFH+GtiKT+dswJRqhILwaLKMNs3hvh4ZS29bpE+e5rT7Bc5rfAif4st5I7KLqyPz1ZPzIajMlSDymNeQ00b3ifDzgziNZU6UdQairdhOwG+X6BNFxEJxYeQpup1iEwamSsgTFN5UDJxtFIdvy2GVqojSopTiibUdMT10JuOAslErEAQpajpGrD08iJf/t5JqqeDkpbnd0hz9sX3snN4M5NeDE8qmM4svci37r2Dtc1eYlqT3x37KX5w0LHIiMXP776NL2uncsuKFO2/HmLYS6HlS3z9wi9wwzO/5LA/XciS3+b50gP3B7GNLt864nQVtm1oiKivzHJh5XsRvsTLxNnuxnfYP/l26z6Iac1WJETNN4ORtOrj6MJXm50Xpd8sMO2FmQ7CiIbcdBABkFRckTcctv3aKJH3XbYck2LdVzrp7a0wXk+xWBtn3Iu3JN4HxN5nU+Dj6Hs6T7NNx0mqn5c14gdTDkgONHh9ZA6z+vJowm/FNsaEA7qge0mRv9qL+Miem3jw6B3oM3N89G8DTHwkTnTcwS8KUlklN3+jOZsF5gS9Rp6w8GhIHWEKcifG2XRUlu47iyz+ySQdJ1fww4LmXB3jPR/RhN71BapLQtjb6tTnGKSfr1P8twgdT5VZffGs1oSq2yzxSmMuS61RBgK+zQd5/dMbR5Ct8iowLKU8VAgxDwUqzgCvAadIKW0hRAi4DdgFyAHHSSkH/7vX9gMnUFVagc29jJvSiJUcakmTtsEaG8/PsOzcCbZ/YohHDprHzuHNdOseg65Fh1ajoRks+OMUn/zZexh5n5nhRG2pyYaz25n+ZAwi8M6R84DntuY1BMcFTIOqFLyeXsjr+mJuq3+MOU6OQ/Kvc2BlNQY+O9c28pHq+7xUXcjVfQczFUkHXpEaSdNltpOnrIXxY2HcqkYjEkNU6vhtcXXcSCeQQqBPFPFmd6IXKqrSQHE1EQISMeRMb6RmI8pVtGCT8DMJtEpD2c91TfE4PA8/lUAvVPBjEfTJgtpIwmrDcrvT6OWmYmMAmVenuPuAPbjL+piKNNipg5MueZgRrclekY2UzWliwuZb9/2B76xfQeLsKtcfdAD3PfVLjstfyAWd9zJgd9Jc3E3ilS0csvLLLLmtwAUP3AvAdy4/k47HBhAZL+Cpqr6Q15Xm3377Kh+Lv8eI08by0CjTwYiw1yiz1u6g4Zl0G0UmvQQ2OuUgeW5mUlCQMfrNKWq+0eJPKBq+hac1mKwm6L96miW/GafRafD2Ld1s3jtL1Q/huRoLrAmimgM+zDGmGfNSrZzVbr1IanWd4s4RetaUqfcamHkPvS6p9lmENzt86rh3WXVTH7WlKjRJFz6T0qAkK6S1Bt1GgWEvzs7hzYy4KTQhCQsXQ3h4KMHepJdQeTheim69yEDQxJ30Q4ozYjUIL/PwdRA66HVJ9D2XNd/tZM6jRba5aAxzF5+RWSk275Rh3os5Rs5M0fZkHXKSQipKWq+x1u6hwygx5qXYzhr7Z5f5P339KxXH+cC7QAAaaEVA3imEuB4V/Xgd/xABKYQ4Pvi64/67FxaBkKvsRWj4JnONPI2kCdMQ6nURecnGT7XTt7jA8p+PwafAl4KcJ1RjbDDFv31nPZm/1nE61KJr9hls+kYbQ/u24aCeXrNEERFMU6Sx1d/nx8NogZ2bclUt8LDFxsxcru6ayx/q+3LC0HMcUnqDshZil9pGblh3Azd07MdTxkLQNE6ffg4NybDVRtKuUTHCiukQjyDqNsIykf8Pd+8dXVd1rv3+5mq7F2lrS7Jk2XIv4EDogRB6772lh3ZoSeghlZSTBEIxCQmQQICQBAKh93JCqKEXA27Yli1LlrS1t3Yvq837x1zanHznjPvlO4N7L+OuMTyMjSxtba31zjnf93l+D6AFiketUm/3PtQuQlG0Rbmmehy2gvISsgLXpYc0dVUQyrXAFKYatvpUwCVtttTup95UsYiej543lHU9HlVHpXKtXVRkKk7HC5t45KidkabB3QGFXMajrDw3xS/2vpPsM2UcqfPNr57N3A0jnB07lcGHmxx141Nc9dQh3HDwzTy7+xKuPfhwRK1BV2SMld+aw72HL2eT24ElPGypU/dDZI0ySdECc4pVdg/9xhQVP8Kom8APdAhr7V56jSKO1JlrFFgfOInTWp1Nbme7rxUWDrbUSWg2Fa1FfH2To898i9hah7HjE4x9J8loTO1ENPwgtrHeDrAadjsVYClAIsqaJLbOJn9ojMS9LQxPBTx/cHkPS342gRPRkHXY6diNDH8rzT+On8NgKN/+HOsDPY0nNT5wOrADo6RE4EqdCEqol9FqeAgSmgoZHzCUSrboxdjVGEL+ymP2dWqMK30PzRIIHxZdmeP9C2ew9IMxOi+q8Y/fD9K3TRHrAY/mTPW14u/ZjOyqAtbnmRPk/Rhh4bAuGAgs+D942P9317+a5DYTOAT4CYpsLlARkCcHH3Ib8ANU4Tgi+G9QEZC/EkKIfyUioS8I8S34YTKDOunXGgx/Jk1nro5dMhj6YSdbnzhG9udVVn+/R8nOX6uw2+kbkC1Js9MglHcpnB3j1bNnEY44IAU1L0S/oZB6RkWNy6YzLtA1cH38VBRNCMWENA1Ftgo+phBLcv3sQ/lb9VOcP/IwA3aBgh7jgvHHWJbYmufiCzmo9h4tobMh0sOs2gQjZoeajgQWeAy9reGQLRsR7HJkyMJPhNFKdfUwR0Lt448MmWDoaMUKstFAm3ZhGnr746YbtdMxAtNFCIAOlWUrURZz6Ruq2JSryFQCUaqquMdc4Z+PTa7H0p+McvPV+wVxjTYho0BjQZbTD3mSG8z9+MWLBzL7cY8X91zIPsn32f+x90hoTfKemuKMeIqXkgkQkAoc7fFsfRE7Rta3fSybnAzzrHG2C40x6irFr46KwFzrdAU3oPqtW6+gCZ8FRp6cF6EmLCq+xay3J1l0ag4hYPi2DtZ9LkPOTTKoT+Ih0IPGaU2qgKZmEITU9E004RPVXGprdYQEbQFENqlO5weX9LDx812MbNvBbpesI7bKwe7WGPzuFOnHGng/ifParChJrcmYnSJqtFhqTVGXReq+gUBio7xSEtWP8RDK+IfCSOQCynnv+2U6v1um470GrW6d0IRHdQeLFVf2MeR3sc8lq9jmh6MUDojQ/USVHR/YSG5RnMVM0GOo1ztzXYHSHmFG3DQZvUpCa+JInZybZFloOvbo47n+1R3HtcDFQCL4c4aPMQKyq88i5yWo+aG2xbyydZjeBytMDajtbOK9FpN7xBn9cpJZtxbJ7R0nWrZZdMEEtUyIEA6alKy5q5v4Lhq6oxB9ab2GLnw2uZ34UuMLP3oGvgj7n/8WXAwL9trCz667BYBVdi9pvU5Ua6mVEejSHd5sdbPYyjHkpKm4IcYuStD7YJni1mH2f+899mm9T33AIDrsMuubW1j0sxzDx6b5+Y9uZcjppN8oYgYU8RG3g1lBsrkfAIx0ZHtVnmtNkBAOo16CohdjwMyraL8AoT9NuurXSwy5mbYeYpPbyUJzghEv1QYHDxhlPrB76NVLRDWHMVclhq0LPD1pvU5Wr1CTVrsbn9BsxoIewHR26/utmewWWccD5W35j1N2Qp4mwYcjf/EUj3/ps7xqL0OrNJSoLLD9owUFLTiKIaWaQIVMnhTbqXug0QrEeJ7amTXtj/og05EDlqnUtmEV6zA9wRL1JtI0+GxpJRflHmfCSPGdOSex5RIglUC4nhKRTUwFPaAgo+U/2wUAfJ9bmy22l1vYns3c8qPP8X0eYEqLcv7Tp8MtE5Dp4JfFIid2v8eJEy/iohF7yUbfa5Jwups/xHdngxtXu8CeDGIsh0jEuX3yJlY+0kfGr5GQLW449GA1XTN09b1Gw/z6pzeTWN4g+/cafgh8DYyyz4bvdLL6i900NYsercyaO7LYF+vMfLCEm9GY88tJhn69EIDhRpiUDk7BULseNIp+FBOP9XY3i0NbWOdkWPYvPuz/yvWvBDIdCkxIKd8QQuw5/df/zYf+jyMg52wdlxlNjdh8qbHJ6cRfKlhAjl6p5s9L3t/Cqs/1suGiTlIvN9jmjBH0lqS4OEJqqEkja/DGLbPw5wnGmgrsEhbKvRjVWm1bsRvY8KOBPFfHZ43TTVqrt6XsWa1OwQ8z5qbxgno3HOj9yyGLVb+Yy6f7h5nzmwJuTKDXJNNBWV5aw6z7VLaO0AwaVXkvRn8wR19oTrQDeaJai6ZvBsyKOIPmJGNuimYQaJQ1VGqaLXViuq38OIHKthiwRcPCDUA3OXp0h7zvEA58CqbwyOplbHTKrsoVLfpRYppNLIiOmJb7hzUnsPkXiQmb0x86jUU/XotIJpCREG/8fjb7p9/nt+fEOW3nZ3n6/M/y66mDmF+bpDa/g58v/yM1aTFolNjvwQtY8rNhvO4ONVqt1JAdyTZMp/3L8/AzSRVOBeq41WipHdp0kFHwZ2E7Cg40vZuKRzmy8CqnTzzFqnAfl3ccQslIgad0NNI0FG0mGG1jGioBrtZUU62Sst+LWgNhWSSa6n5Y2FL9gOdjC6DpgauQBW4kyh1yR56eMZ/j7XfYL/8OAti9uJI9ix+wwczwdO+neaXqMtKVUa9TAKZBotki5jaZXx+lX1TYVE+wW20te0+sou/oKXz9o4dk4isJRs9I0jvDw7EVXT5Gi1DY49VfDGINrKP7+ioGPju+vEndRxUXL6mRqtRpym6yeoWCFyej11gaX816N04s8G59XNe/suPYDThcCHEwEEb1OK4liIAMdh3/XQTk5n81AtIQHmNeClO4zDbK2FLH3MHFTQh4Hkpbh+l4okH4LActJnn+7PkccN5KpAGxMZtWp0Hur2m6e+rkvEgbDx8TCh6jBcPXISdLvzcFjBGfxsW7kthYi4ZvEtFssqEKjaSOGVbBvU1pkNbrihPiddKtV1lt92Gd59D7ZJnIOpfqdhaxN218CzrW1pECSp8N0fLNdhMv58VIBwHPpnAJC4e8H8ORBgmtwaA5SadeJ6vXeKM5wOLQFj5o9bPAGmPE7Winv0/zOaJtuHNn2+8yHCAUmwFNzJcaWb2u/CyaGnU70qDXKBIWLmNekgemtmP1OUsQrq9s9aUqGDqLxRYmDl/I7d+7inEvzpV7H8KlZ53C0mvW89zAThxz25PsHl3Lce43WX7iLfzgmC+il2o0b/K54aBbSB+qeCO9RqktM//e+aeSeGdMyfANXcF8bOXd8cOGkvQ3mkpt25tBL5TbRK1pziqaQNQafMl5kxNzL/FidD4/m3MM7lRN7XC6M4rcVa2jt2y8bEqxQzSBaDnqyCaUyE9mVDETpSpmWK13O5fXAvBGRq3mZDOKL2Ia+KkYY5Me14V24865O7Nf7X32mnqffrvAHCfPacNPcxoKhVkw42SdCgcW32nf51cM/5mIdNRxmI9W2NoCizWH9FA93qLcFaHpWyTlKL16mXV+lpybxDQ9EkaTv39jITv2bWD2t6fIXKMKrtlwcSI6bk2hGV+oLeKzsdVtK8KQ3fX/vq1eSvkt4FsAwY7jQinlKUKIu/mYIiBlIEGOCYfhILU7Y7bI7Zeg/8kS+X+Lk/p5k8YGgykjzhHfe4dWn0ZozMcseqz6925aWZOck1ChNEaBih9mxEsrsK7UKLoRdnlnPe6D6seV/a7aAfQ9WqHv0ff+62vSwOnUqH/aorxzGHs3k9SSJjkZY3t3A586fYTIOpfytiGSb7aCoCbo/WOF/A4xOvpbjLiKJzqd9fFuq5951gQ5L6lIW4FBbMxLkvOi7TQvUGnv0yE688wcTalWn7BQsKOcl8DEa0f+acLHCiyaw06GpaEtDDmdwRleCeRW2TPY0MryyqnboY/m1cNYqmJ443gD3e1V3o+HufrBW8j5Uda7nfzypONYc3GUew++lnNfOY/4hyX6zSluyO3J/N+NcHbsK1x/9++57pDDCJ3pca15JBc//FcyepViMD4ddjs558q72sefih/h2ktPIvn2ONI00McqiqMRKHj1qYqKXsimVP+nobJiSUQ5rPA6J+Zf4tHkp7i+a188RyJCFn48osx4QdYJLVtFT5gGIsik8dMJNcHq7lRCPE2FPjWaaiczGOxYLEtRzGQkpJrJLQetVFNHHstkot7kD317cXvfXswrj7KstJ5ltU0sdsZJeXW6nf+q1IxItViNGUk+CPXz4g5bse93X6c0J8KgWSQsPUzfxwsgVavsGWT0ahsvOWDm6TWKrD8pS3pFk/SdKhTbjugYVZ9SPEJar3NoYgUFT1Hweo0K86yJTxQB7BLgTiHEj4G3+OcIyD8EEZAF4MT/7YsI0IGOMIIOus0Ku5fFh21hxr1lalH1Mhf8dYL4+5vRWpKN+2WYf/ckdqfG0gvHWK11s83BNivsDnJeQrlHzTrWKgf/Do2Fj41jTfoffU31nuPFBVPbRpAWSDT0uk9sSwtrzMea9LGeapJ+ShniqrNNknvU6XyxTmSjw6oruvnw8Cx77ruW+Gab2lYmsfcd3GMFI24SXfgBjFjBdhda48w0lG8io1fp0W1eb/XSZ0ypLntAarLRsfCI6k0cqTCC0/mn/XqZfKB1mGsWiGk+b7cUJm6T10FGrwZ9EYtv3fJlBu8cUWa9eFTlr6bjaHYzCLy2kekEuB5ascaZjz5OUmsGYUadXH/wIUjLZM3pUX59wK18+7NHcenfb+PXe+7DMmuM3x63N2c89TQ3HHwgZ1lf5mcP3Ulaq7N8v4O5ct/D1PubjnPRPXe2EQBjbopZZoF+Y4qf/OJGfKkFaXsaOj5feOFUFn99AyKVQIbMdubMdDr9LuXVnJF/ln9E53F9x174jhLGoWkqOMn38ZNR8CQyHm7HT047oNt0NNdTI+1qDTyfWnCanp61pUa3IGcMBpGdmmpWC6H+PaheiaM4r0OkGUptx4Md27f1NUhJzJIYFly85h5SfoM30vM5PPcaX5l1GtI0WHVCF9vPWYkpXNY7ncEu0iER/Hkra5QJL46FxzahEVY73dhSxxIem89Pk7qzgQA6H65jlj16Oqu8Ys+loNdZZE6QNcrUfTXK/v8U5COlfBaVVk8Q7bjTf/MxTeC4/5PPKyAYxykmp+epLfem3TqYOy9P5k91cgfGmHlzCa0Jm7+WZN7vJxk7KcHI15Ms+lqOrc4YZ+zoBN63O6knQ3SvKpO9rkL/EyXFS5Bqe2gv0gmt9lj/3Q7m/miKwj5R1i3voldvkfMs3mgO0m2UsX2NhZsniD3eou/+Mok1LWKbHGK3qwT0yb1ijO2SZJE1iel5ysm7Rf0ee8am54IKRlgy5sVxpEHei7N3ZCOrnSQ13yKh6ZR8naxepuKH6dMreGi82xpgnjVO0Y+i+z4JralWn9YM+s0pht00plBKz5IfYtgNc+uW3WiemvxoeiMEotFidmTyIxevZaCFLKV2FUI1F2t1Vl7YzTX7/alduCqB8vKW/fZACIc1Z2T506HX88MDjoOIgvbIZIwhN4W0TLr1Chc/fj9XHHAE32qdxINHX8NFTz/ET0/5PFrTRS/VuHq/w8D3WXtmP7cf/ys2BeRtTfgU/ShR0aLXqOBIjR/s9CDdr1UIC4cVzQH6zCkcqXPd905g50ef59LKI3xodfPTwaNxzRDC8dTOAUDX8BOxttZFgArRDlLZ2opVwOuIoVfriEQcaRoUK0HAuYiSlg0yfl35kmIR5WButJCJCNj+R41V10Or1pUxsVoP2tw+fiKCNDTKQqAXqni6joOhzIugMmQcl565k5jCZdAoMewmVa9JOKx1sgwYBaWMNiqMBojJtFYnrTWw0ZjMxqjOs0iss8m8olbBYmeIQXOSTU4nw0J5tYBgMf54exyfCFixK7WALalYFOGAXrQsUuTVMwdJrm7hLhNoTWjO0Em81cLu1ll9aTeVngjP3L2QVed00/NAhf32X8XeJ61ih0OG6X22jK+pY8fYSQnefH4m73xrJgDZDrX7COGx1u5l1I2o5p6pMjxmmVNsmtVJ+d/CfHBxL60FBkIGRc4UZJ6rsfs+H9J7bonQFo/JPaKECj6ju6VIrLOJ/NlmnZNpjyLnmROMeyZprUG/OYUVKAanR3OrnW4qfpjtw0MMGiUWmJMqSsBTwJ7FATTZFC7/vuEQbj1sP35w3Be59sBDaZyTUfL1wP8iag01Cm7aiLDib+oTUypWsm4jWg4brkpx9j9e5I4Db2C7kIIHLbbGufVrh3HzIfsCsPKbfVx+6N3YqCmA9rumIop7qqD5iTDn/PQcNKE4GItuyHHYI98grTX49p9u54A/voQMKTCSbDSZ//scP9z/WL7/x1MAhULI6oqQ7kiNMS/JbpGh9sq7KBgh7hge5pdnLucX5kMwEx5/aismF3cjWq6if6F6IDJkqR1BsCsQLUc9pI2WCu8OJjHS0NGqLbzuYGTuegzHe5BA1Yiwycwwnykl7TcNFXDt+2jluoq8rDdpze5U2SyxiIITgdrZRJU5UR/No9U/YqHiq/cIaNPLLpz3VDuao8+oBHYLkwGj0LZeTCfUhcVH6IBpzq4MImwrOyl7AmMquLvbqNCtV9vGNvW5PuLPfBzXJ0JyLoNIQHWuy1II1Hf/0ZjNzCMK1G80yd6kGkGhnEd4i8fwj9M04hb9Wpm1Wi8DF5ZYM7OL+d/Pk3ldNSj1lmRktxSFK6MM93Qqh+aQ+jzr3QjbUKLgR9g1vJEVARXaQWfAzBMpOuz4RIHoHTYdKxrUZ5oMXd1JdZHJ7O8USbzVotmhk3ikiReG2IiNFBBtNinsEGHuDXlKJ4VJmqrqq5AkjbJUfQ/VqNSp+BGldXBSLAiN0ZQGz9ZnMc+aQBc+37n6q8x4RiH90RSvM2wArSoiYqkbuVBR1nPLRIaVXH2a8u13pdSotFbHn9HJNffcRF0arLV72M6apODrrHeUD+Rbux2NGSmBZbLyvCxXH3gHpnD5+b5HIsMa5858hLMe/zKLJ9agI1l/TJIFv9yA/i2f7z1yJ5cfeQpLrhrnGPvrXHPo7ewZXc3Sh0ZYvv8h+NlO5bOxTOb8aYwr/3A40jQ48YFn2T0yxLAXJ6E1GXaTDDldLLDGKHhxBsw86xtpdjl3COkK3v79TJYNbGaPa5a33a9lGaLgxbnkzaOZf/EUslSGbEbFNtoO+J4S2Omams5U69CRRB/Lq16I55NsVBGArklWR/rZsbpO8T8atnovhVCGxFQMUW8RGgp6RNNpewFpTHgSPx6FdBzcQBMt5Ud6G0A2m5BOBtqiThxpUPTVw+9LjTE/yTbWJEUn0h7JO0GxmGP6vNJUPBPpqJ3P6NwUC1/NMefmAtVjhsnNTfBuq5+tQqNKWRuYP3f8GJ/ZT0ThsIRLn1Ei58VwMPCkRky4DJo5mtJk7U+6+NQJW2hlNMyijzRh41FpfDRW2T3MsyZI31dn9ncLuJ0asuyjORJc6H+xROepdcKfcdA+JaGpzrJR1LYxqzcYtkPMmCySWtnEfsdg5ptTpF9qoLlQmRNi5Io0Hx6ZQTPVijB1d5QZv6sw74pJdTL2ILrWpfi5MB3PNXn127PY6Seb4C6B9gWlJ8FQUJ5evUxKc3iz1Ycp3DaU974tn0Y/J0DcBVoI4XrMiASJ79GwiiBsBU0u00Ar1wPDm6Xs+SOTkFJO22lgsXA89N83ObbnHdL6y2x0O4hqLXaNDPOBo5asqw47Rk0vIur8U6m/8gAAIABJREFU/+EXMtxw0O+o+BFuPO5oNFnjG489RL9RZvFviohknCGniztOuo4f3HoiPznoeE558G986e4nuP2QPVnwxyrf0L7IlQf9ibRe47hHX2LAzHPVoUcHP3ATaTuIls2dR+3FnZrGxK6d/PzSmzCFx1xrgtlGnZofouJHmHdTjtSKJs8vn4c538X2gsgFs6Ck3fjYUueunX5L828Gsw2VYDYaaIN++v0v0vmPMZVha7sfMUlDlioOLZe+vOJwdNslHkhtx/7uu8yZGGJDZrbalbRsVfh8/6NxcSQGQUaLTMbUTi8WQaspQDSapnQpXgBKFkKdl3u6wPWY8BL0G1N4aPhSw5Y6Sa2JJnw+sDvaI/zp9Lyo1uKVZpKKH6GfAtGNgfDrjRL1+SZW3mPuBXn8v2qYlkdNWm2G6/8vCWDTXpWMVud9u4/twxtZ5XSR0WoqwauicjlD+aC56UH/DWVCFygxVOevasy9Ok9pQZjEUJPWgMHfb15AVQ+z6IkxZj1RYN4fJtE+4hCz4GLlFozd32Tx/f+s5a/OtdjwlQz1w01YpvG+M4M9I6O81OwhoTVAF9idOsIH1wLdBjcsSP6jhWdBdl2FyqIQc+7P8+EXsqT1WpvdaQqfYS/Oz9ceQNdFQa8hFkH3leRdmgYyHEKrfSSoElIqDUK91Y6GlKahVjpQRWN02rFrtJWnnb+b4OK+x/9JZp3VlRit5itz27UHHYaolpGJmNppfD3Ffftfyya3g5ybULoHQ1eOS6nD6ASkkyy2xqn4FpQqkFbmMl34uN1JjGKDJVds4rLqKfzyhN+xwBojJhyOv+/v/OWIz6nvYTqlLh5FyxfpeazKla+fSHFpght+vJzXW71ERYv563LMv26CkYNS9B1VY63TQbdepSxDVHyLtFbHRqdbqLxUhWUAS/jkA23M5T+8ue2m1ZFccvkZZP4xgZ+KqUlJsUSk04QcWNLDlQIPwefqaxjqGGgreiUo9IEQmCGNwfVvMy/ukvQbxKeahKVDs2BQDcUoaRGGwt2sl72qiExLmQRK4FZT79d0U3g60nLCS6iwJrcrSOJTEaWO1BVvBHXkiL7kYJbV9xT90ObDr3dhz9PZ6txxMr+tsebUHjJ6lV6jhIdgx/DGj/WZ/UQUDlA6hwVmKajAgqxeISw8TFGm6+EaTkLgJnUiIy6VXSzm/LJAYrZLvNpkydUTFD8TJvlqk/K2YYZv7qAeD6EhqZwa5q1TBzAcj+TaJol7W8y5uUD+oAiZx9QRZPT4FLWkRW5+Arm1JJNWDaiiFwUP9oyM8nxDBR4XvRh9L0yx+LJxSp8OEf3QQfo+0oL6gEHsA4f+h0tsOq2D+dfkeW9zH9948AwGHssjTR1tqgK+JEtwLg5yW0S9qdgbDRvhBapJx1XNvbClSGNSfiSYskzlR0knVASCruMXpsgdMMDll95P07dI6zXebs5kllmgJi3ybrzt+/jhoScF+agGMmKhVZusPiPLHfv9GlCJazfstDNkJH4iGrA+DJiRRdoOeT+iYiLDIWShhC5U/u/yP/2G8w/9KsSjzLttgrOsU7nrWOVbyRplrnziDwy7aa477HDVrMwXVXOx0UKfqpB5qcq391HWJufXDvdccCN+UuOtHwxQbanIi+ldRlhzyAWrcVavtR2rHzrJtvK1GcjMC16chNag4kf49+/fBMCYm6bihekzp3jjN7PhKijqUXZobuTdyAB71FZzu7MHzowOjEKNfllmj7H32LW2ljnNCcW9CH6MttCpaxZR38aS/wlliCpCrtAZsgIJfbGMTH3EEQEYMAqYwichXMa9CDHNbv8/U3iEg19Fz6PXnKT3kTJuVMOo+wgJw4d0kF1QY/KRGDOvLqLvLjG38hQ604+1I1Y/rusTUTi8IMWs5ofI6FVW2TPIuQmWhYdJ+3VmPF1m4sAE8VUtrJyHtdKlsm2IzCVlMn6Z1i4m8XdbtBYYrP19lrFYik5tOqFeCcuWRSYpbm1QngzDzbD6yF52fWwDQ2d2kj8lxpibptcoqiQtaVL0oyo8CY+3W2nmmTmVOft6lU+dO4IzWyc8oWIb3r+hjyXnjDM1EaNuenRXKzx32xLm8wJrjpjBzIGCMp75PrLZwu/Log2PKVWmaSi/jKGr8Z6mqRUuHlXU8EBNKUOmChwK2KWiXEOmE/ixEKLpcuajjwfA35cxhUsNjzE3HTRV1Wrlod7nX+57AEK0kJGQ6n/oGqvO7eX6w35PWLgU/QhXHHQUdEkoVrjsyfsAcKRCDvqJGDq+spRrGqTi/OrII7nwgbtZ73Zy+UN/4Af7n4BwPRb+doLjrPO45dCbiGotVtkKN3jBw/fyi2NOUP4a12vno4hSBW9GF8LzOOXkV0jnm/yk+1BmdeQYNHIMu2kyWo11TjdNx2THyFD7Psp7MeoyRFR8NEFQ8GvlB5luLpvCw8Jj0MxR00Ok9TpH9CihlnO8YNe71rDxkg76f1pk0ZwcHW+v5sTiKywOVKXvR2fyl85dWBPvZ4MdYyqSxkZXTmdDx3RsOvQW8yc2MF8UOH7yZSLS4cDyCnzgM9YEr9jKrIdUQKJpS8KYnyCsOSo8W2ptTVJMrzHkpAEY3tzBdg8MkzsgTu+DFWp9JrW5ITxfo/Yjk21fGeGgb7/H83+Zz5gWYaE5Qd3/eOMRPhGFQwY8UFvqKjVeG6Fuqod35IMOdqwOo30G4g+0GD62g94XykQ+aCkajwSxysWJ67x7Sx+NhMVcrcBGt4OE1iAqWoG/Q5DzYqRk85++dlTYTKCszjkvwYjTycLAhtz0TXJ+knlmjlebczj4mRX0f7NIs8vAzPvUPIvvJ49hzU9nszi8np+N3c2HkV667QrHlt5gwkyyuDWmWKO+D8k4Mh1XDtlMB/40DUzXFJjH9ZCxcBA0reHP6ESr23hxhcvDcdXqXG+qm1TT+MIfHyOmtUjr9fYEZjpDQ62wYTJaHVP43HHpocRXFRCa0jWIYgWvu4M1X4vz0KHXkPNi6EiKflQdQbo6EOFQO9B73Emr877jss7uJq3X8TIJtFoLrdZok9nW291KSBYNgRAsuWaU05pncNXRt7WPOENOF5ffdxt/Le7Ie0fNgk1TkO0E00Sr1Omwq5xUeJnnOpbyfPZTiL2ryFiEMx95DCBw0BoUvChprcHbrZn0GiUWmRPUg+S3ohdVUn5jiteas+kzpgKTm4kdbPljWouYcDFS6gg4dVCEznvrpNY0cbo1rvr7rRhNSWO2yasnz+ayyS9hPl76SBcyHcNQKAXydokjBePhDiZmJHkJOLjwFmHfYWWkj20am/j+pntYH+5mw3900L1fFUdqJIQLmirOGa1BHsi5ySCQ3KEmDTK6ctYuuWUMzZVoM9Txp3BAlAGjSN03cbp0nv/OfPa7YBXzH5ogf2wM+/+B4eknYhyrEsyjwdYzQtEPk9JUtua2q1XTqho20RzQdodX/zILLNVo8hMCqyiZXBSHuGBFc4CY5rPIzGMKj0FTReCtdTL/bShN0f+oaRQTNmFhK2+LrvQaHoIN1QzWcSazzp5iXKYwtkgm6wku7DyZtTINUrIqMcDvOvdg6/pmKnqIpNfARTDfnlDS6nBIHQlKgTRaSnVetky8LhXwpAKFlHpTWgZ6oaoUjxpKJxC4YFd+s5dLH7uH0+9/hJjWYsTpaE9oPmgpr2FvMOZsSpO3WwNcvNsxxD+YVA28afBvOsH645LcfYiihNWkxYQX57cH7IuIqAK28qJ+Cl6ctFbnwbP2bhPhZ5kFuvUKM361Ue0YYhE+f+/ZDBol5loT/ODhOxCuj2ioB2vBrZOcf/+XqPgWZuC5GXK6OCr1Buc/8wiiI6VeUzwCpsExlTcwpcdt8c8onEAsgoyGuOHgA/nRXkdy2iOnYkudoh9ljdPNLLNATGux1uliLMAB9huK9jbsKgWxFTBJs1qdpGgF4+AGTakzElPWc0cYFI6Lkr63gTnhYzQlW76Y4PWnZ7L5ax18/dJ7uey5hzjxoec4/cHH+PpTj1K6WmXSTjdAhReMbqcpZ0KFWn8Y68MWBld0H4yp+exz6mrmXFQgVWkx6kWp+2qxrEmDZLDgFf0IY14q6JEZzBipMfCnIhOHxEndr85JlZ1VMn1NWgw7GdJH16hsFaL3VxXCnouF/0/3+cdxfSJ2HKbwaPomBeLtBKpxL86AUUZ+AG5EIIIQnBUL+5jxTBGjKqnMt0h8aOOGBTNfKNJ5QJ3wT21W7a4aaAUvTsVXU4il5iTv2L3owTzcJID/opgeTd+k3yjzlee+wsLf2Og1G1yPBfY4529+iDn220xqMfqcIm9FZ/OzGYcx2deLmVfjXbcrwSNsz2cba9m6vpmaMOlzVPEJSYdmOq4ajQFfQ/g+Ykr1LbRgzKpV62qsGg2jb84pHkfYQh8vIlNxvvHAvQH5zGuzJIecLrYKjdCp14kJm35jioTWxEYjKlpce9BhKmtE1NROJZ1AGhpaqcbKC2bwyGFXUQik7mmtzk8OPA40H4EKqPrZgXe2KeFmrqbGu8UqPXqV1U43X8q+yBXGMWilKot+3eSNw/sD2E6IL9/3OLceui9oOqJaZ+HvcpwcOos7D/sVW1ljDLkd7ejPS56+n7of4pf7HkBSdzl06i2eTSxhJNEdFFkP6i1VVIHFv8xx45V7g2lw2MOvBal0Lt16hdlGg/Eg5Gk6Y3j60pGMe/G2vX2VnWWxlcMZCHQOr0D0aRskOF0a1YxF12M13jmvn2ymjCk8Kn6YvaNDrHZUQ/MnC+4n/KTKtZ1+QC3h8b0bvkj/U//JphX4bv5mzGXtExm++cenWHLTGH3Pu2y8KYW5zKbPmGr7kfqMKUbdDgaMgoIbeRqLLpzAMwSepREaV/fyxu4upuwYab3OXGuCvBdn+DybpWeM496v0ThaEfA/zusTseMQQqpv2pwMiE9KaTnixYnmbZxuncSU2kqaGZulvxpjavsIlY4wTlLDjWrgQ7jisM2Xt7DtKSNE/9Fqg3m79QovNWcDtO3y3QHw9u4N23P1PoewfK8DuOiQL7N4eQO91GDQneQ7W+7nl+t/T69TxEUjisN1qT25rOcYpoYLmBOBYtH1MEoNcFyuS+2NhsSSHlVdibvS9bJagVoOoqkmI6JSVxqCcAgqKikOUH6NehMMQ2EGY2HO//vj/OjhP+CgK4K1NAlrDnkvRkxrBaI5FV49FKy4Q04X1xx7nNIgBGBlNA1aNlqlwdrT+7nygD+z3u2kKU3W2L0MGMrPwUQeaeis+1I3s4wCtUA2L2oNNYUwdFYH2bZlP6zoYppA1upc8sJxFLw4Ua2lgpwcN9jlhEATLLl2nJMeOJe1TpZevUxaq6ssHV1N0M5/5hGOyb2MJV3uTO+sHrbASUtgeRKO2yaiyZDJg59bzI3HHsbaVi81abHC7qApFdDGQ1AJ3MhDTpamNOkJmqkAvUaJum/QnGlgxzSW3DiG6ftsuTCJOelT2SmEMeWz5HsT9Gq1wCPkMlXTSNfqdNIgqqmYSj+gfGX0Kp16lR+feSsX3nc34aSDEfYoLVbMEz+T5oszX2Tk4hQv3DMXDZ/dT1qH96xGIUAaxITLm41Bmr5Jj26zQ6jAoj+P0/1ylTXHd9N3T5nKVha+KUgsbbDAUiHk6+1uBs0iI/ukKC4Os+T6cRKyRc6LfazP7CdixyECxVxac1lsjVPwohS9KGm9Rn0qhJnwqRcNfAtmPlQiNOaRO9Vi5o9LrPlOltGjUiy5eZzOW6voQPcbZXpPLFNbYjFyZIrcwXEyfVVsqTPipllAjlsv3Jnv8xizHq2xxSpTSyTQKgU+W17Fns21bN3YjIuGj8CQPo+nt+HO/s8xKeKIQgltzoCCA9eaUKwg4lFkyGLUyLLezDDfmeTFyGz2rK7hU94oT/sJRSjPFRR8WErVL2go5D9OsN0NNALffuY+RWnX6tSkxTpHTUR0fBZYY+S8BL1GhYpvMewmGTDKNKVC7y0/9hg1wamrGIY28yISQrgea86cwW+PubEtDnKkwS6R9Zxx+OmI0iT0ZsE0uOWk6yn7YfqNMk/VlqjdUL2BiITbHJCmNJFJJYQShsHiq6ton1OGu6LUOe6xl7nr+L0RTQc0HS8VY+HvinwzfDK37X8TRS9KRq8y6iYIC4d6LsRRzhvkDo0zvLZbFdJaUyliGy2kpqmdmOOqImaZyL4s2niBJ/eYx1OJbfDSca6472b13jgZ1YsJxp7lIKB5sTXV9hIVpU7m2Rpm3ce3BM/cs4jIgI2+xmfgjhKFbaPMfrRAbVeLma08obKHZgfZKhq4CZ1Gj0l9awt7mU5ppzDuUp2KCBMWDqZQVoQDlr2J8ZbPEX95Puhl1CluG+Fvf1nArqdt4DOnbuCFX82jul+YFa0+Bq1J0lqdl5r9bPfaJhb9OEdhpwiL7hunNUfHTwiqiywaloUmVfBYQmuQ8yKkjSYbz+lkm3NG4UHJwNEfbzzCJ6JwSAS9eomKr1PxLTTh02sWyblJdqxvRCYE8ZqNE9eZ/dsppj4dIfZyCyer8eGJWcyox9Slcd76aj/b/XGExF/rRDZ5RFfaLFyZY+FPc7QyOvVBi2mvz0H2KgCOmnyVr7n/gSs0QtIlsLUAUDIi/K3rU9wf/hS5VBbheIhKTe0SfB+tqPJFBAm8dExJjH2fV9OLmJ+bxAzs/AdOvMZTi7dVkufOVNvrMC0oklYY0bJZeUGCa3a/kz5jSvEntQamcIkBCaPZ5ov0GkUSWpNVdg/LrC280+rHDAKHlx95FMJz0PJl1csIKzcnLaWA/ODSGdxz4HI8BH16i7oUDDlpLj7ma+i5KWQq0eaZemgBPUvjrh8fSEdtHSIRQ2qC91szmWXmyXtxtrtrNW8eOx8RCKV04bcbcstCm0nc8yg3fvkojGIDNNBKVZb+uMJXa2dyx1HXExYunnBpeiaL7xzDrPtsPjfF2fMf4bqTj0Mv1tuJetLUEb6P1vDUez/dR+lMqUmTrqFtnuBbux0Nmsbaswb43Qm/wcKj1yjRo1cp+GGKvkHFi6Drkux7FT597jDNLoNIzqXLKWP8UeEWkJB5q47UlDo4v1OUoW0ShDscNMOnWbKYUa3S2ijIPFfFulf9zOuDJp2H1Hn9qFn4UvXjdCERSAasPANGmVUB4ax/oMTQPRnmnJxn129s4OU/DcI2tI9Z8z6cYM7peVqzDKJjNkLAC9fMZa/j1rLu81mGnQyLrS3MMydYY/cwaBYoeFG8A8FZaDD/pkneO3LGx/rMfiIKh4GPHQiMcl4SDZ+k1iRm2BAFs+KRsxJk6jVEwWPTaR0s/OEEW76awotodGo1Cl6Y/myFD87roXJ2COs9nzlPT9L7Sonoew6hvEco32h/zZ3qGwDocVUlNqV6Desj3awIz+Qfsfm817sAHB+t0lA6CggalypAWUbDSskphAp1slTT0fZVYdiqPgLAIm+SRLVIJZZSRqdGE5mMK2Rgw6Hw6Q6u+uGvyXlJoqJF0VP0JhU+raEJn7TWpO6bZAMvjxewN15qzKXXLHLZ188kvmIMYbSU9iMeUZEMwoeJAnSmWHleN7cdcGPbbbvejdP0TVa3+tCqLWSrhexIohUr7PHYGvW+CI8xL0nHOwXFTQ0CubcNb6TgKUDMvon3eSO8FW4ihJEr84ujj+c79/2RQbPIKjtLxQ/jRQyMnIteqioil66x8Hd5TjbP4tcH38rWVp6mX6f/oSLjOyYoLYiChPP+dDdPFJfx4SnqqKkXyqpRGrYURd1S+SxS0xB6oM7MdiAD9e28P0/x85uOoH4TXD7vAXJ+lBXNAQatHGm9zsJ8joFT87gdOi/9aC77fHUNnz5sBKMuKQ2GGT01QtcjNfSyjztLp/P1OvUjLVac0E9CawSM1BIDRpG/txbSn5+i8291Mg/XmP2bArNuKIAOUhM0gpGoIw1WOV306yXebfUr52oYtvw2yR7HfsjOp23k8fuWwgDMeqvEjK9N4YcFOGCO+6z7cxep1U00BzYcrIrGhJcgo1dZaI3jTIsNNZfxk2LMvLyEt1bA7I/zmf0EXG4guZ1WxflojLkpOvUqMikwRnwiHS1EEzwDwr6N5sLkoTFF7tJarHYy7RAmHZ+BbfJUtw3zut/BgF6iMa6zfryLuWMT9D1Z5i5/B87+63M8m1zC9pX1vBydy7XZA/FSqheglWqIUiCsSkZVYLSu4yciiKYKC0IXateg6wjTDMDELRJuEweNtK8KlYFk1/o6njSWqV5GoAg968/3MmgW8KUgJDzSWouxoPlpoSYPOS+BIw1WNAfI6FVqfojdo+uo+4aywOsm1x90MDGrpJqIno80dLUyuz5SV8avNV/L8tQRVzLkphgwiqx1sgwaeYoyyqMnfAatWoZEXB2VLJMl4REyWoP37V51Y09jAINEuTE3pVgRqEInmi3MYGIjHKUZeba+oH3ev+7mX3HRfqfgZ5JK5BaoW5dcsZmz5Fd47qhfkFhtE//QZuyHCdU3cOJsGxqlN/Mitcde4+e7HqCOc17QBwoyWjANZW5zPYQQ6vuPKo0Kvo8fixA5z+PnzSOQYYsLHr6XuUaJuq+RuLiOUfHZfEmKz168Tt2QGjx351xe3Gohn42vYfxrCRZ8JUdsrU1zocHAZUUaQyabL0q3AUyO1JhnTfJiej7bnrSRyslhVo920//bEoO/LyCQJF5RU5aE1mgDl3qNEmHNUfGYPQVeu2UWux6xgc9dtpapk6PM/OYUTqeG1vAxyoL3/jCDdZ/qZp+rVtGcaWBt77DO6SarqwVF4R8dVrRSzLUmmDo4Rv8PS3Q+1IB9P75n9hPRHJWBxHeT28k21hhR0WJpaAt1GYIOgZ73cdPqpVZ3CdH1coPqTIvGMoOKH+GV5gBh4RDTWiy2thDWHCVOAvJenPedHgrZKCwB6wDByz+by96XqBX13fBMfCFoRuL40bDa+touNAK9h+eh5cv46Thep5qMiHIVrVpXYixdR4bNNojYj0dJ+g1KerQd+jSuJ9i5tg4/Gmbu7Zu49KG7+Pbjdwe4fNW0yvlR8n6kDeqZ8BLU/RBLzUmWWuPsHl2LJnwGzDyjboKQ8Lji0GO49bD9ENMPkq4rJ6eUaLmiKgK2w8oL+7jqqNtYYfdS8SOMuEkWmDnyfpQb990HrdbAzyTxYxFEsUL+M70sMCcJC4/F1jhZvdw+VolyFVo2mSCnIylaqs8RaDakriOmyvxs48HsFN5A1iizwJyk6If4xmMPqYcZFAFMV2PWxdfn2PPuC0k+rOI+xw9MKBC1UebFxiCO1Flvd3P+i0/z70/dqYpBKh4oaxUTA8dFpuIBXNlRhT5gbwhb5fgqmb7OlSecxDl7fZ6HjtiNnmerlOaFmX15kVa3weozshhVSa6SYklklLV2L+u6eth0T4bqZ0JEVrk0B3QW3pRj5xM2Yq5zgxhOn3VOll0i66j5IYp+BKPP561vz8JNC9Ch+90amg2J95rBblLgo5Fzk+wcHmLMS5KfE2fj19OkX2gy56wCboeGNe7hxA2ev3se2s6Cpe+NknqxychJaSoyQkxrEdYcogHVLR8Q5et+iGJ3mMkd4sx+tNBuLn8c1yeicIAkq9foDpLnrQCJB7BhXgaz5OOG1IPZ6DHR3/Fwt9dpYlH2wwyak0EIs8qJTWsqmHnIzahwGqOEI3UGzQLDbpJ+vUSL/2QzFgIqNUQ1uKldD8IqoY2QpYxLlYYqKq4HkTB+MoqfTavjRuUjGzvA3NYEQ9EeanoYW+i8n5jFtsmNfP3++9g/vYKiFw3Gnw169SpFP4KFRzaIvyz74Xbu7bgXIedFqPgWSa2JLnw04XPh7sfjhy0F3g2MV8rUFpjgwiFEy2HlhVnuP2w5Gb3KAjMXTJmqAaJfKVSlrqGV6ypc29D5yQ9/G0xbdEbdFBk9aEKGQ8rTEtDWm1KNPAfNSdX8nDaCWSbiixrFoBD6AakCFItCRizlYNVQRVcIFl25Ae1OjfGdk5QyMTo1W0WC6nWimkOnXiXvxQkJj2MefEl9n1KqQtVQmTSiaSMrVdU3arbUFGl0QkVppqKq8I0XEE0XK25w7rsP0hQGyQ9arDhvBi/eO4/cN+O0+nT2veEDZukFBsw8WaPMilAf62/tYuTiFNa4hxsThD9w2PWQ9QxcO4VTFNR8i6IfIaPX2opVU6ijrBcSjByYAgk7Hr+Jjidr1PwQttRZFtpCwQ/jO4Kt7h9lxs0Vpt0toTGP0cNTjDzaSW2u8ud0La/hpjXeOGkWvbo6Qlt4rHa66dSrpDWbxeYk2SBw2jtCI/qhA+/9V9Ld//T6RBxVPHSKfhhN+LzZ6iNrlOnWKwr48umAqzikHgjRhMiYy1uLZ1EIwqZr0lJCqIDwPeYr/0KvpgKYLXzCwqHoh5XXRK9Qn+YTNG1Fp07HQQ/k3iELmkozMKM8zrzaKP12noGRKTrdGpqhga7R0EzG3TDDVoah/rkMFQ1sHWbbeV6LzGGhMYLm+8TPqBD9uUNnoUqzy2wjAKd7DUNOFzuGN5Lzo1h4FGScmKa2nmucbpZZWxh2U/QZJS7d/xT1Glst9EmlVpSBSlOrNZV0OxBdrTwvzeV73kvRD6swYr1Op14lpamC9KM9jkCYLZyeFObmPDIeobJYFWwTj2E3zXahArv87VwWJlptg5eMhsh78XZxK3pRho/sYeDeLaqQSglS8ofcrhzd9ToV4ZAPUtcufuIBrjjwSOjvRQyPQ28X+D7z5BSD+Um+NetYDtDeZoXdTcGLs0dkPRvdJL1Gibebs6lI1ee59snb+EdjNnce9jlVsAKql4hEVO9J0xRNPJ1UaMLRPDIZV2pY3+crm58mIVvUhclls0/k3WcGkX/X+Pq991E9O0bm22W0ByW1Q0LMM/M4us6Qn2H4jA5m7RtlzmUFkq+38MOCBdflcG8WzDt1imeNLkxQAAAgAElEQVSPmEdtVoiY1iKhNclojXbhDM1WcY2NRSaLz5yAH4D4io4sStIPNtjxxk2Eh128sGgrT6aOiPDWVQNKnIiD/zdB199qrLygG5GAqHDp1KttceOo20FTr1L3Q9R8FQuydr8uur9XRvvLX2DZx8M6/0QUjkiAlXOkzlJrjLVOFzGthSU8RhbH6DMLJN5W+ovwenUECS21yepl1ZzSS3TqTUzhkRAOYZFXYUB49OpVxgIfzKBZwNc1xr04UYKjiGUFaj/FWkjkJ/mM9yGfm3qHrZsjRPhvWI3/6181gNLfASjkohj47HDyhyR+00QA0cHAlrtWkMy2KMooulQs0LRms9jagoZkzE2R1urt0GhQnfWNbgcjTgfL9zkQrGC72ZFUSW5SBkclBYsRjgpvXnlumuX73EFSa1L0onTrFVbY3WoHIDVlcotLRLWBOR70R8o1vvzvzwPQa1RY73Sx1omw5HuTbQ7FtHp1sZXDkRojbpKMXuPWf7uW7zzxJfSJEjKkZOlbPp8l8aR6nxWUuclau4cLHn+Aq/c4ENnVoTQghsF2TeXeXP9aL1+990weOPYaAB6tLWHb8MaAjmUz5iqy1YrWDJJ6k0ufuJefHn4iWr2pEvMaSriH5+F3xtFzJRVc3dOppmBmlNnVUQ6feh1b6Hxz4BQ2xvvBdhCexrUnHItRa3J16Ha2+sEWtF0lxS4l2welLl4zZwbGPeA+L+hfXqTr9Tp6XZJaXuOI5e/iLtIZOTxOcYco9tY6WvCz9FDN26E7Opl5apEl35+gfrtJZMhBeGq0C0p4tuGcDiJP2GSfrRGu2Jgpl1YpxPaXbaI0P8zGr6npWsEPY+HRRKNXL9GjN1jrdFD0osy1JlRKXU+Zyg5hUo8/Dj/60f/oGf1fr381kGkIqAAe4EopdxBCdAJ3AYPAEHC8lHIqCGtaDhwM1IEvSynf/L/7/D6QEA7v2N1U9DpbWRNUglW5pkUofTZC4nVVOJKr1e92Rk1g+oLYg4pvUvSijEmznQpWkxZNz8STaqy4otWvmJ5Sp+ymgU3BK5D/F3fvHWVXWe//v57dzj79nDnTk0kmmUyYJITeq1KlqRQL5QooICDFq1z06lURu4KKIFWkiCgKgkhVEKQqJQgkIXWSzGQm086cXnd5fn88ew667vd39S75/Rbru9fKSjJr1syZM3t/nuf5fN7v15tEtcAX1v+SA2qbMJH4qHNcVZisjvTxltHFWrOb0Xg31QZobTFSs9PsJGYZKo2yS3WEfi9Lm19FAktueFsxOFZPsTMTWHmHKU+xSO1gFZ5LWI9oDiusCfJ+CEcaTHiqiFjC40uXfZzEqvGWP2WuWMzJ10WpolbTABm47pJerjr8bhJanQ69QtG3adPr9Bo1NjpJ1gSydMX9CNa2IL+221Qy7XE32XJsyog6juEFQJxkjAkvioUXkMwMNQ3Ll1Xzs+Eo857jkvciSqQWeIE04eNJTbl882VkOoGo1FjanGKHkSQfTzH4swIfEP/OVe+/i75g5DtozjCmOSwwclSkqY6gepEJL8FFDzzADdvfi7jAVMekgPSlFWuqmTo5gzB0aDRJGB7fGv0VGvCD3uMY8RNqjBsk4OnjZfxYhO/PP57rhn9K7bAIzipBxVCq06TWoCs0Tl1q1A42eWa/QTJvlRl4dIbMAxXCO1yM9R4Lv1dgIYW/o5l33aSO4it2mUAE9T+yWS2ETlRj5tgo647tJnSQg2do+IsF8z5cpPvxEh2nSbwvZ7GnXP7y436qVohOUaYuDZoo6X23XmDaV6a9aS9BybdbjfCe3fMkb3sDmk21WP6L1/+mx/FeKeVufxN5/3ngSSnlIPBk8H+AY1Bpc4OowKUb/tEXdqTObBD26iHI+iHWNbtb5/2J4+JYJR8vpKaLAJGUo2IGNBWtNxdj4KM4E3Oq0YimNP/9Ro7dQtsV49HM0x4095KmQ8xv8J7qBg6sbUILmlZPxlfwha6TOKX943x50an8MrEPr/XvwmwoST0ao9oUjEc7uP7rB6C95rB+fSfPPL8YNybwYuo1zrWiDv8vpRlxsia6UMFHcyaxqGjSaxRY2+ghH4Br8n6ErBsjpdX49imnEt+Qx0/FIFBo+umEmuxEbKU+DUKGZNRm/cW9/OCEO1ud+5JvYQmPR8orWNvMsNIqct8ph7bCiWQQViTDISautUlpVXr1Et16kawXpeRbSnSlq89VP4iLhYq0yPsRzCCOQhbLypwXhCrJqM03vnYmGa1KybeJaA36zRks4XHBvb9VXy+gai1xp9moZRDVBtLUWXrDJJ955IxW8/Dl+gK6jQJZP8KEm1J5sAhGnAw6ki8vfJBvPnJXyzeDaeDHbeVKTsRVfyYZ47IdD5P2quT1MH9iIbLpKNix46o+TjyKqDUYCXdyc++R7FvaRGnvON88/EQuuON8NjrtjHsRVjX6mHCT9Jp5aissRi5v45Xn+/jznxby+nW97DgzRnMfk8qC//6QVrtNpldGmTguhtMlcGIaa/7Qzerv9OIeqjEhUuT9CKG9Hap9JvMfziOurjDvwQI7/j1BZq8abXqZKS9GXGsGO+sCplABTKDMe440GHVTCs+4UldFY82af/Jx/5+vf+Wo8gHgPcG/70BBjD8XfPzOIBLhz0KIlBCiR0q54//tC2lIKkGlNIVapSJagw6tii81Nh/ewU76FMKHeruBPeNSM/VWY2jCT5L1YqT0Ch16kYqvQoH/NoRmwoupTr2uNB8ZoXon/zb9dABLVivKrB7lMx0fYqK7T722qdzbsJ0AtS+jNt964HZG3LSSGQvFTljwV+WhyX4lRtuVZfyEQC9IPKGp0OobRnhxz0V0rKi0jmZzgJk2vaxiDvDp1gvcfPz7uM8/AL2WD7wmQonHWnyOPH5HSk0WTEPRyM9K8OPjb2uBh20cNja6GbCmOCCykbwX4ayjz0ZUquro4QQjzILaKXxm6e+Ja81Wr0WtXHG0mRxEwooR0nQglyeiOfQJ5aEo+TbTbgIRstAqDSUTN3RE3SHz4iTN4OHvt3OsaXYzFMijz3/4UW46+GASlqS7mefhjt3AMpU3Jxxi2Q938Fl5Bj86/nYWG7NM+8r9CzDPyKEjmWfOouEz7qbR8LnziTt4pdHGtQe/F00kVOPY9dB8nyOKq9m3vEktDLHl+OmEOqLMFvA706po2UGDeSbHQ22701PPcXL2L2Rdi1/fdRA33XkEMmLz0d/8ER+NjNZAR6oME83B6TOpLzDZcHQ3Kb1CXKszdOYkRt7nmd8MEtEa+FItiBm9jDtSpPuoWeZ/Kc/0zTEcTKUPaXTjmRqdx1bovzmL9gxsOTnDjk/F8XyttZN7s9HLYmuKujSJB+7kaS/OcmuSqm+w1c2wUMsxsjzFPPLw6quw++7/wmM/98z+c5cEfi+EeDWIbgTomisGwd+dwcdbEZDB9bfxkK1LCHGeEOIVIcQrxZxLVGvQaxRavoJBc4Zhtw0PQSjpUlhuIxyo7KtqXehx9cCVfCXr7Ten6daVCWnUyahfojQo+TbrGr0tcOu0FyU7G2XeRUGyW0TRxRx0NlpdjJlppswkou6oyMF4tMWblIbOFx/7NRfc+1smPAWLUT6OOlXXouOHZcoDFt6rEi8sWPOfij2h19VrFVnJQR8cxv55s9XMqvghtjptAQ1KYAmPr733gypAqFzF62lDmoYaFVdqYBoqBiBsK35FMF1Yd1E7t55wM3GthodGQquT0uqstEepSAtH6jyY20MFLmmaekh0vQUHEk2XIWsHOhId9VoyWoNpN6HUpJ6nJjiWCT2dVH2TirRYbM5iCwdNKJrXXGoaoHoubuBINYpsDnYHjtSY8uJ06iUKB/azpKEKySa7u2VTB6BWZ+ntRS5+7EzGvTgdWpWSH8bWmsS1ZiuBr9/M02cot+6wa9FrFDjzTy8GlDE1bUp7VT6Z+xNbzHZ0JC+nVOCScD2lw2m4rdGt1DVIqEjHn6QP5qnUCj5e/jPn5p+BILD7lye+l1uOOpy61NnsdGBrisoOKh2wz8zSoVcYd9N4aDTR6dBLOFKnTa8yaM5Q8sOsnt/BxsvaaX+yyrwHC3ToJdY1ellpj5IQNeysgyahutKk/J0Q8806Y24aPSCcRbQGFkogODfa79BLrG12oQlJW2BGLC+wIJFQheMduP7ZwnGglHIP1DHkU0KIQ/6Hz/2nIyCllHtJKfeKpU3G3DTDTnsrP2Sbm8aTGoNmgahoMnVQXCVgBfuWxbdl8Tw1EvQDQM1cAvnR0U28We+jGCSbp/Qqz1YHFAF6rMRhH9lAbJWqzlbRRwLjeoK6bqlVNQhaluEQolgmfVeeyx+9nyt+fw9R4QSBvrVg1VPW5/TDVWIbmgx/sJ2OhyuUzoxQcVUR3PIlNanQHIm7WGPoC1MsvCqLLn0s4QXZsh7fOOFUvn3KqQriU60jfR8tX0E0HbR8Ca87rUhhieAB9X3wJesvms+1x94BwKraIvJeBE34+FIw68WYpxdwpMHwqb3K5zGndShVWn6b8x98mKwXJRsU7oofYtoLc/MVJyGKZfx4tNW3wFfMjqhokvct8oEL1bi1po4/po6XDIOh40fDfP3E08loFbqNAhXfoktvttD9d//gapb4CuO4yUvgB9mwgCqOlTpD10xz3m/PZdyLt7J245qKC1C/94Sik0Ew6taYZ+T4/O/v58KnngBd55TKKsJ+k1WxfgA2e0l1PCmVVbZMMAlqFUfTUKNlz+eq1JHc370vJ2Vf4osj9xHz60hL0c8ve//Z3HHIfnzlgnNYEVJKYR3JX+sLGXVTjAVJ8VIKpr04HXqFCTfObHBv2prDljPbKa0MsfD7OQoNm8Mi6/FLGksum6H33iISmHhPnDWyh2FXZe9068VWrGneD/NmYx59RpE97O2tALBhp528F6HPmCUr47DHHu9Y4finjipSyvHg7ykhxP2oPJXJuSOIEKIHmAo+fS4Ccu7623jI/+MloJVqttnpoD8QH024cf5cn6fO3YuVLbh9lbrhklvqrLg9x/NnRYkIJYCZE041JOxpbw1S3aqsa3p0h0rUt+os/dAUoupT7bGIbW+y7cQ0Cx7IgWG0lJd+Msb44W187+Jb6NTLZAMa2FannXClwbJXJulYXcN5Q7LX8AjmrIce2P5Xfl/9qPazDXaSE0gBoq5qaWFnm/QbdWZ3D7Pihgna82XK345ia4JPHPYRhFNFD2jlCAFtyYD+ZSGEgz4ZiLrmUPu6zluXd3L9MSo0u88oEolsYmOzG4B5Vpm87zDhJbj2qGNAF4o2Vqqo3YFltrbnc/qOegDBiWpK2JV6alg5dW31R6tZ0HSCbBdDyd+lhi4kn5n/e77LieD76DOKvC5AZZEAW512bM1huxsOdoc+426YQ967mvyvwxS7utFmCshGU5kGAyo5us7Qj8Y5TzuXq4+7C1OoDJyMXmHCSxAVTSrSUrsR4fBmYz6LrSl8qRHX6nzm9vs5dP9NPBlfQWezyA49QdkIq/eiM6N2YZYJlZrqGwVEci8VQ58p4IVD3Bg7gikvwiem/8Ty+jjX5A7ipY6VKiPWDhHeXuK7x5yIcD0K12tcPvAYca2u7kOpjrMprcqsF2HaS2BrWSKiwawXo9fKsemSdnY/d4zdHppgsivCPp/bhj3uMPbpJB0Ploi85bDUnGLETdNtFMj7YerSbO1UVaSo2ql168Xgnq213o+UXoWhIbj33n/mkf+H1z/ccQghokKI+Ny/gaOA1bwd9Qj/PQLyY0Jd+wGF/6m/AbSgLnPHjrhwWtsuX2r4aBRXqDel1qkGldUFJtHvltA2SRVrEIBoBs0ZRt2EarJ6MdY10zjoZKfD7HzWDkTDpzpoEd2hdhzG3sHqFigQGxmLM+77A9dfeh225rDZ6UC4ksIDEY66eC3H7LuWgXNmiP+ogr3dZWZFjEabCRrkdrUREsr7WpTjNun1NYSEJd/KIoHawQZTh0RJv1Zj/KgEXb8o88fjduXsk85XHMq/MaP5iYgSlDWaKmgoGlbW9XBIjRx9n/UXtPPACdeQ9yI0pU5FGky4yUB+rKBIcxGQ+D4yrEbPMhpukcawTD7321/ho7Gm2UtEc4JQ64gSLwUQY326gD5TVK+nWG75aEzhE9UatOll9fmG/nb+SE31mGQkxJXv+zALjFl2C43Ta9R4ozGPMTdBm14nVa5R0kJvQ4y6Mi0gjoxF5m5Ehn44zmceOSNQv6aU2EqrBIxa1d8ac9IMWTvoCManE26SgTtVQ/b2H+1LxikxEUqr40ku8B8Z6sgmE1G8dBQaTaVHqQbIRkNHNJrcn9mXS3b6BHk9zFeLj3Pl+L0sG1uv3k9Dw4/bSF0jcZHkxoMO4swnzyXvR9CExJ1r9LtJBswpNQF0FdbSlxrlwy0qAybpL5dYccYEWPCnewbZeGkHjT6T2FRDHYmC3tjcZQuHih9qkcxmA+FjPJio5QOBXlPqkE5DLveOKEj/maNKF/CcEOJ14CXgYSnlY8C3gSOFEBuBI4P/AzwCDAObgFuAC//RN3ClTr85g4cgodUZD/wZlvCwNYXCyy2J4FmC8gGqgBgFF9fW2ffCrbh5jW69HORyJIloDaIBQq8qQxiOz66fHCcy1iS/R4Tkaw2yX4wDKFI30DVQon+XKeb3TgeuVI8d1STzf5Vj/yO2cMSn12G/6lA6NcwLP+/n0deX8+bve5jcPUF0a5PNJ7STXFNn+pgof717HlO/TFDPGIwfkaAyYOKFBb0/LtP+fIVGxqD7qSIv2f2cu/r3HDbzulr5XA/ZbOKlAj0CqHHlbEE5a+2QsuG7Hm9d1sOjJ17doltl9DJ1qasbKNgtmMIjIRp8+30nq+CguoO0DGXKK1aVCc5x6dArNINwpFkvgi9VHu2Em1Kj1XCodcSZ8+VUpEU16M/Midkcaahi4flqQhFVxx4tX0Y0mjTRebPRw4QXIqHX6dTLTHthKEBiZU0VNUN/2zUchClJWx0hpaGz7JoJ/uPxU+k3Z4Ojkprq+FIhAt4T2aS+T7OHNr1Kt56n+8ESkwcm+M/DHmNBX5ayFlJN7kxKpdaH1C7Ki9uKuub56BM5RKGk5Py1QIVq6AybnVzaezo/TR3I0voEP5y6h2+uu53Dd7xKrKIa7sJxEabJsh8UuPaIo/EDS0VKr9Jr5ujQ1U4gY5ShAomH6uz0iWmimx30imT6o1E2PNaJv5eg7ptUkyZmQYWg95v5Vh9QRypfk/DQ8IlrAaRKuFR9RQWLa3WmvDgLjFlVODwPyuV/4rH/n69/WDiklMNSyl2DPyuklN8IPp6VUh4upRwM/p4NPi6llJ+SUg5IKVdKKV/5R98jIhwyAQIPoDtQws0Rudv0MpopKe9qEVvnkN83jFWQFHYNER+ps/L8cQo1i3oAGbbw0YQkpakMzaU3TtL+aoXR09N0PFVh/QWdvHmMalzONSkl4KITEU26jQKNP5t84Lg32P+LW/BTGn++cSEPPrsL667oIL9flEisiXxUsOc3RsjtZ9P/RJb6EpON3+lgTbOPiTUxwpMuHAD2uMv2k9L88ZlBcqdH0bM+woGh5g7W2r1cvO1hOuo59WBm0mjj05AvqQJSKCtrfHAGxzR467JuHjvh+2x1UsS1Onk/QskPY6EyXKLCoeqHyHpRvnDcvykUQNMJoh/VQyCDVXbdpztY0+zGEh4JrU4kKDodeomrv3SaMu5V6y1zmx9TrE0TL9ChGK0mcURr0PvLGTXenM2rZq4v8RMRZCzCWb87P6CJJek1cuT9MKNOBqPgIxOCrz30M1UownMj5kAPIoTaIWmaEp/dmOeDv7uUujRZaOSY9WJMeAl0JG82u7GFE9gMNKzXPaLbm2w7Nk3WD2MVPZYdP8b5Dz2iAEOpOKJYVuDmuoPwJX48DK4Ldgi3I6Fya6IqRlIUK7i6yT39h3Hm0MXcvPBo5vsFLp98hPveuoofjPyM02uvsG9zK/Pz4ySoY3oemifpytUwN3tUf6+x4Noc+31yC8fuu4adL95BcnWN0fOT+AZUUhY5K8yI06ZYIgkNrajYJxudjCK8CwU0rvoh2gJpgSOhL0AueAhG3TZ0fMXzJdhxAOTz/7sq8X+43hXK0brU0YAF5ixxrc5EgLwfcdvoNgrM08tMeBFmjokxcGWWzd/NkP5LjY5nqmQPipB5rspO501RuCnKsNZJUYZYrJepanUqq02WXTfOjqPidD1YorQiRO2zJv50EKP3d71ciecLFl2ZpfO2MtV5Fi/e3M/MYWqyMjfCrfghBv4wxZJPz1AetIhudHDiOmt/2g1xwYCcpP3hClKDWthAr0nC75d48zVOf/FC2vvyfDr3BHuVtzC/mcWQPp+eeIz/av+AmqZE1fZcSKnk08E4GCFY/6kevnfk3axtdtEbPDS2cOjQS+T9MH1mFk2oY8SEm4Qd08judqXmbDiqpxEK1LKVGncfc31wNAnjITCR9BoFRt0UqdVqFI0Q+IkwWs1B2zaBTCv/SkqvtgjqOpJ1jR7+reN5vi0/BKmEcrE2HTWRqdQYus6B4yCjlxluKl+Fh0ao6NJYpG5Fvy2uAD0hC3IFvHlt6DMlxGQR2d0BuaL6WldMc07jPK7/4K3EtRrrGr0MWFNKXCYVSasqHHZ+cgypg38MDBplPEPgTGvs/cAIBx1/My/eOUiUJnpFUpEGpVCMmVKUTUY7W2pxZCmEH1GOX1GtIyN2kJbnUTNC/KY4n/sHLuDY8htcvONx2rwqp04+11L+AqAIDqR2r7No7k4TUFlkMX1yjPzxYZx9DDxdI76mQeaJKpX/DGOHdjDtxVnozCINRTLbyZwKeCLK71T3TTXiRWPMi9GhKW3QhD+XMaOxe6jCX+qJtwtHLgd9f9uG/N9f74rCIQSsavTiSJ0x0uwW2k7Jt1hgzJLUGjxbW8yQtYPm8SbyaxAdadJo1/FiGpnnqtSXG7Q/XyH0IZf9bxtmS1uGba5PybM54MvDOEmdWMrFKrhs/3kax9DpCKp0LOjuN6WB7krC65tYL/tM/luMV/+jj+5EmUFtlq1OiqJvM+XF2f+uYRZcmaPcHyI60qCRMVh/RyflnhB13yTvhdnvkS3M7Bsl9lSTRrvBmVddAnnFFM1aSb44cDpf2/Bz9q5twUWwZ2ULB7WP8Kw2iNsWQas6iO2TiERcNe58n7cu6+C2I2+mTa/iS8Gr9YUtpafSEigtiy1d9rO3cckBH0YkDQiOD/i+MqhJGTQdNdY1e1geGlNZsAEQd9RVXBCVhWojdR09q1SPMpNGOC4R4TLpxeg1SphI1npx9gtvY9hpU5LvQqAKbTrK/h4NIxwXB5WX220UqEiLjF7GKHrMJiI4Uuff77uXa448Vk03knH0mZIKo9J11dxNJ9Qj2ZZi6U1TfDJ6Nlcd/ktW2qMtfKIpPDr0ompCvu5SXGxj/cHHfKSMPeHSs6MET6pM4aMSb1CLW5Qmw8TcOrFSHVOqZq6HYEOhl2dCAzybXsFMJKkS3YplPuCvY2VlhK8t/BCy6bDV6gDgB13vY53MsNidoVuWOfr8v9L1XIn21RW2XZAmlPIY605SX2GyxpzXOr7UfRPd82nbq0zfD/NsmO2gPVUio1Xw8xp+UqiAcmky7SVYbM6w1Wljb3uUzcFOvUOrsqrR1yLdp8wqeT/Cekc1vv+ucPyL17vCHavjk9IrRAJp8mYn05LR+gg6jCJZP8qmTDu5Q8P03l2g8v4Q4RGH7RclCL3l4nRpxDY2WXTMDDs9qdLe+1+aIfVqnYkz40Tvr7H+lC5qyyx1fvdUjyMXNGENxyO2poFZ8dlwXTubr+zAjnmMeUmGnTYSWp1wrskBnx5m4Vdz1BaYxLY1KC8J8cA9u2EvVfoHW3MYenqS+JYmlUMtOp8o86C7O2K6qCqkEErAVahwVfpI6sKkqqmUsPPHfo/WaKJvm1Rc0rncFWDdxV3cddSNCvvv20x4CfqtaUabGbqNAmOeinMcc9Jsddq5+IiPqaZdWNndheOq9PWS2jXJiM2Zf3iG3UKjlALVbtG3WWhU8aSmztG5ogqu9v1WvwJdQ2qCUTeJh2DYaePZWj8deomSb6Lhqwd9TkglpYIXBQrV604+EVtz6NArrLRUX8uTGho+axrziGoNPv74U8hwCD+pnLjaTEER4mdLb+ewohLnl/1wlsue/gjTXpxpL8o8I48t1DFq+eQ47S+ViW+us+d/jJJaX6PZqVNeZLHhyU5e3zSPZ1Yt4eU/LWB0fZJTl1zECcs/z+lDl3BF70nc07YfpnT5ZP4Z7tpyA1eM3sviSBm/M8386jQrqttxU+GgEL8dMN0IhVnTvZQ/pley48wk627t4v7nd6NwdoTCSRFG9sqgxX12s0foNXOBg1gj70XZNNSJkNC7Pq8WAz9KqOBSTxqMuWlmvRi7WhNMuPEg9kNX+Amg1NIV1Rgwp1TzGo+U1vz7QKb/n5qj/59fVd/CkYbiU7jKy1H3FZn51Xof3XqRqGiy0pph+8UpQrMe1ZiJbwmiEw6v3TafpmeqQ56UDJw3w/6XDbPoe7O4XRr6pERIaF6ks9VNs8HpxAtCfOd2HJHtTYQjKQ9Z/OmIIUbcttbrs/0mXQ8Wee/RG+h7LEezTSOyzWHsI0levHsR6Z6KwtP7IUpeiIEfzVBfaLD6vsU0pMF96b1bYz5RrStvRMiiFE7wYGI34n6dbWaGjFvmgpkn1VHF0JWAqlxl3cU9/OyE6/HQyGgVXq8plNOYk+aAyOZgVp/H1poMWFPcOHooIlBvypAJ9YZqLoZMaE+pB9rzGbImKcoQ026CCTfJkJXjL/XeAEWQh2QsaExqKhzKNBClamtakvei5L0I/dZMMPp06DMK4Aa8DCFajcc5CLNw/VZOyEYnSd23EEmJVfRaMuluI09+lwzaVK4VEylqTQUJajoKdwDo5bgUfCsAACAASURBVAZ+LMTyb0xw8WNnUvLDlHybNTPd7H7FKEsPnUJrQGGXMG/c18Nfnl1A/TALe9ZlclGUtW4vGa1Kf7D7+ejvnqHRHSfr2/w5sZQ72w/m4t4z+MSic7mr62BW1Lfz4zU387WNPyciVaEwd+Tx4xHwApByo6kwBYUKVzz+S3ThtwDZG5xO1judLWVvXZrKPSs1uvUiy60JunZRk57YxgZNdAaNGRIb63iLlY1CHUsIjokGef/tACpbeAxYkyS0OhVpYeGhC5+NTkZFRsztNOZ2Hv/C9a4oHIbwA1hxjYxexsRjuZUj79stlkZEa/DXRieFPcLMHBSl664SlVNsUvfXCHc6bP59O7MnR7GzHq4lyPy2Svg1l3q3Ts9vChQ/EGaqVwFx5/4AyKbiQWoOVIZCeAmNjKGmFE5To/P+MnseNcLApVm0ulQuRlvjrTs72fGtJF5UZ9xNYwfNxe6HS8RXN/h1bk+O2biKR9K7k4+kFNVcV6BdP2jI+TGb33QdgIfGqsRiGsLg+PIb7OGMgpR4HUnW/ccCfnHitdjCJSqatOl1FlrTaPisCI3zZmMelvBY2+ih5IXx0DD+ParQhqaumqGBnwXHReo6fjLKofe+zpuNedR9k8XWFCm9ytPVfgbMaSbcJJ/bcIqa4ORLLcetjNqtY0fej9BhFOk1c0y7CWzhstHJ4KCx9aQ2tHJVFRrHVT+3rqvRatPhv844F0fqZLQqg9YUjaSBXvRbOaeONLj+29eozzd01cQ0DTB03J600p8EDA59IoeMRdjpxgKXPXgGiadrfOC411lwd47p96le0exhESJ1h8TjDWbNMEbBp+svZSJSNRE3O2m69TK72dv50i23ccmjDyPKVWQkhLRMxkWCn2u7cNb8T/DT+P4sr41xSGkdId8BAVojmFaBWhxcj5GP9FHybSp+iBE3TVRrsMCYpc+YxUGFSytYtM6I26YKuB9ha1ItWOFik1kvRnZ7GCvrsW1ZW8u3k/fVRKvum7Rpdawg8mPYaSeu1Sn6Np7UmPCSlHylmclolf/7CgfAcmuSV+v9rRHqNjdC1Q/RqZcxgzdGKQ9DvPy5BeglSX1Kp542WHjZLGuNbl77znye/90iSofZCF9NSqKvO+g10F71mH9bjuymGDZNQpqaEvQ8pIRllV6LatTCdwXzn82xx+UjHL7neva9bCuJUVXRvYTGW1d08tYfu5k8OMFmR51rh6wdrHPayU+FGfhclg2hbg6obaagR/hF5gDVoJxLSJdSZcPGo+BDPhxnVbifgwvreDi8MwBf2H4/HfU8G86KcOsJKue05NtMe3FG3QRRrUG/mQ9GfJVAK+DTa+b49tEnBcaboGjMCcoA4UvEjilEpc7O4VEGzCkGzRxVP8SEm6TfmmHMSzJoTZC80FeRCmG7BTgSTbela+jUS8rO7Ztkg6kGQIfmcttZ1yrR2hxsJzhuiWIlODZ5mMJjxE0z6qYgCXpBMuXFg2mB2gV+8fF71fc2dISUiHoTY3RGScLnbABBIp3WdPj2lfew18dH0RqS0s4h2p9Wr3vg+1mWnD7DrheOs+hO5Vpeeuo0x+22hsGTp9j56+OEnm/iu2qU6SH4ynO/ZfPnrZbVQCZilNNt/DqzH+cNnU9RDxOWDldO3k/Yb7YIcAig3uBr596JIw18NOYZ+VaEgpLcK5HdhJsi60UDwaNayKLhJl5IEC02iWs1ut5QvaXizmGlx4GW3aHbKLDe6VQucGnSa+RaC5iPpgydRlZ5oIT/jhaOd0Vz1BbqId7H3hKIV2oKv+YpEZItHMbcNJbw6DNmWbdTD5s/lWHwhzMMn5Nh8U+yHHjjZlZduoDuXco8dd1OHH3YGkQTQnkHvQ7xrU2WfW2KZUzhmaKFImxbpW6u2HiT6GQTPNjn7G0tO7Svw8TBCbInRJg8Jk7OiGNrTfCVOK3ih0hpVbq1As3Dw8QadZ5P78QJs6v4au+JlKwodKqRpkTN+GU0rEakmoZwXP4UH2LfqWGG27oRVTB9l0/YT3Lykc+p9PJW+LCLIw1s4TDr2a1kczvQMWT9yNvNyHAIKYRC62mBOQ0QkYhSOwbX681ujgjP8EJdD7rxSTURaDoQMpGG2qGg0VrdRbFE3o8QCbCBQ6FxLDw1AvRCvFrvV6rMQg1ZryNSyVZMg6jW0XU1+bCEx5iTphq3SI3XcII8nSFrmrrUKXkKykNgifejYYShK71LPKJG1aZBIqnz7fU/YZGrpOt6QSLmS6b2jtHzVInhS9vILYuQMqrgQN9/5CktCuHsZWC86dPziyL6bZJGh87k8XEKZ0WI9zvcvM/P8B4VXL3PocieTkSljtuVYjZXoShs0lTZozTM94bv5O7YPgB4iQhOR0/rvQFaJDTVW0uwR2iCtc1MoJuJtR7ylFYjpTWRYahWlRK28/EybkojtzJCyHcxhUvJC9Oml4loDZqBUXLQzDLhRYOde52i72MHxXnAzDLlxlTh0HWIxf7lZ/ZdseNwEcx6NpqQdOhFuvUyUa2hxoRelIofolMvUfFDjLpt9JvTrP1kD/ndbBbeNcvIe1IsuDbPwodmebm+kKHSBNERh+F/a8OJGeTeY/Pqf/Wx44g41W4DqUNo2vvvL8QHqUN1hcnMJ2O8dN1C/vjyUiZuSzLxwSRdkSq2pqTDFT/E3vYoca3GWa+cxcY953NgeQPPJpdxwuwq/hBdxgtdK1U/I2CSCk+xLURd4fz9uI20LV6KLwEgI2tMG3HeWtDLe9Zu4OAHtilhl2/+XdGoSIs2vU5CqzPrxZj1Iox5Sa4+5oNKJJYrBkwKFegsKjXc9njgFHW5+vc/a63q3XqBcU+JiDwE3UZB3fCmoYRckRB6oaLAx3/jI5njoFgBWHnEbSPrxch7EfYLb1a4vJ52RFLtRFRfxWsVjyuP/hAdeond7BG0pETL++wRGmWP0BTDThuzgRr28kd+o45LlRpapYYMWXiZODQdwlGdj+Wf5+drfsgiN8uYmeKG+MFc13Y493TsQ2JK/YyLr5llz/O3M3DOLAMXzGKVfdrerGH9xaU+aLDpC+289vV5ZPeMMv+uAsccsYbU5yuMb02R96Jc8crjjB/ZBjOzaFVHFTJd4Xm+tPhUeps5PpV/St1DnuTKn93ayquZu1e8gBGz0Mjx10ZncE+X6TCK7GRmAz2MwVYngV6SeDGNUKNJ5A8NthyZod0uqeIj1JEupVdVgr3m0GcUleNbqwWEfJ9Ovaz8RFqDMTehQOC5nNptiH89uf5dseOYa1T6Up1vt7oR+o0cnqGk0+NuGl3U6Dby1KVJyQ8TDzXYckuG5SdO0PtGkdIuFrtdvh3R5aM7qijU+kzsGZeJQ+PYH/eYOTfBa+4Ceo0CoR81WXb1FM/d3c++F24jf0wYfRhAsuGeTqLCpeqbJEWdCS9BRGuwOcifrQf8z+dr/dxz7EFcOPVHTiu9yF/iSzgkv5Y3wvO5tvMo5a6N2AjHa9nYRUXtcPyQiVasgZSU4knGzRRLGpO8tmwBB1fWk9/TJnZVhfYTKiQiLuNepGW931zvJKMpteecGOh7R5yATATHoSCGUGu6raOKka+2QqsnvRhterWFFJzwVJRh3TMp+jadekkdrRxXKUw9TzFFodUYnQ6mUiutGbYGxiuAqHBUpkrTQQ98NhiKC+rHImjZvNq1OAqs22fk2dqTYZ9smXLOoJoCLcA8LzByTHgJvvHc/XzhyI+qouh5iIrHno0RPr3jEToctZV/Oj6E6bl8ovwCVsmj/pTBxnmdrGSc8aPj5A6I0IiZmFWPrrVFOn9Rwax7dD1cwvyFj9SgvG+IDZ/pIDrSoPfeIqc++DKbvtDOho90cssl12Bd4vPFg09SE6aggK7S5/H5BafxvW13qXvu1AYegn5zFh2lDZnzOYGSiA+YWba6aYoyxKBZYNwNs5OZZdSLEa02ER6IpKT74SJGRTJzQpS41mTcDWMGOzsVWKawE39t9DJgTjPqprCFQ0PqVKRabCp+qAU/Yv16WDSnJPnXrnfFjmMOwNucI3f5ISrSIKUpGnSbXqbkh1v4ubo0qUuTLekOXr99HvhgjvlUOk1Wnr2D2G/UzR1CFZCR5W1MejGyfpi4VmN7LsmSW2fIHhYhdICPEIKSHsYSLhoSX2qqceWbKrjIKOAHI8oBcxoPwbpGD7887iBOKr7Cp0t/YmO4i91KWxi30lzZeyLNSBC5ZxqIXBEtV2qh/nBc+mrTHFldy4U7HufqjbeTciscUFrPEWvWYA+7hLa6hCY9Bk+donmLJL6qTtVR9vg+M8u6Zg8OahT3QnUQWSorFEAuiKVsnbkVI1TkS8hwiI1ntpP3I8ps5SYwhatS3DWVdj93HhYNB+F6yrvRdCBfbOXaYillqY5k3A0TFU10JLZwCQmPamC28hMq9V7kikqZWanhZ1IASNPg4hdOY9hpJ727mpLUX7eY9uIktDqbm5206w5NqZP1I3jtcUTTwXSaXDryO74xcg+Gr36/OSPCe0rrWNbcwaOJXbms8xROXnQJX9FOBGBmeZy1p82j7cMuY6elmP12nNouJqbj88RfduLZRwbY9qk0cgKGvjNFx1MVRi5MkVsZYacvTrPfWVspTIdpovGFZ34XeH601vu7IdTFXen9Afj6ww+yudFB1TcZcxOBLL8dW1O5vkmtEcB1Sky4SZ6tLaRNr1OSBlU/RHpKLSxuRrDzDTuoLDMpHGBT8i269SK25jBoFpj1YvQbarKT0cuUfLvFgZ0K2DMZrYIufN5ozMOTAlatgj33fEee2XdF4ZBSBT9X/RC2cBkwp1WTNGA+dGjV1srqS40+QzW42vQys4uivPDLRRACO+tR6zHofaCIZwvIqVUh3N9sMSnatDpD905i5n3WXtTNtBfHD9yFjcCa7SGY9qLkfRVFWZc6tnCYZ+RwpM4d7z2Qp44a4sLxxzl3+mk2hToZqE0ybHdy2bKzKSXSiNkC1OpqdBi2kRGb3uIEp5Ve4qbJu7j1rev57OjvOKLyFlLCWGcaTUhmDo0igMKuNk5cI/J6k2Vfm2S3k8c58IBh+r+SpfpyqDWOS2lVnvjgrvh9yhGL67XiAOYuLVtUTU5f8uNTfkKHruIiO4xikNVrtj53t9A4n/3aBa0VVc8F7I9IWEUj6OqWmQNAv1AdDLD8SeVQlaYyVN1cV/qNZBzZlsRL2IoEPyedt0yGvl6gKXWMXdTWef7aHHGtRhOdAWuK7W6YATNLXKtzyV2/Ipab5huj93BMeTXPRZaQ8lTBKWk23207itOHLuXGzHtZ3bEUH0FNDzFuphj7YwZd+Iy6ypk66iV5/oLF2KMuS383RXZplKcv2okX/rCIx25bTm2+yaJrcoTGHTadk6Ht5SqHfGgT7rAKOvrcfb+kfaES3vnJCORLrI0qJWZyVZ097x9RjdDAuQqQ0SpMeXGGgzH/uJsmpSlw1aiboORbtOllxJvB+z4pCW3x2HBxZ+toUQn6Fy/U+ojrNR4oD9KhV/Ck1tJAzRHyQfUOFxuzONIgvM2BQkFZ69+B611RODQhW6j4ijSpSwMLr+UmtIVPRi9jC7UClXyFuBt3FIErNtTkzft7KCy2iW1x8MICvS5Z/FNVYERS/eJSWo3XG/Po+22e/Eqb/K7KeqwhWyQuHw1HGq1+QrehVvAxN82nbj2fr554BovDFX409UveX32TCTPJksYUfw4t4j97PkypYYDrt2IVEIJ5WonLdjzET7bdyunZ58kbEX7ceSTnzD+bUxZ8ihO+ewn+mRLhQ+7DSmi15vx5rLmyB82HrTelWX1NN4U9wnTdU+Kkj/6Vw05bx4I/z/C9I05AuB5aMH2QkcBT4UuYySkwTTyCzBXIX6+cxmNuumW5VqHLISrSYnloB6NugsybJeVlCfQfXjqq+iNzmgzPb9nvj46tYW2zm5RWJSEaVAOS2+ULHlO9lkYTUWtgTBVV0Wk0oRSwUqt1rvrmabwSmU91vklydZ2U1qAUsCrWNOaR90NU/RDWjMsdyZ+xrD7Ok/HlHFDdhASu7z6KC+afxVOplSrN3veRloEfV8SyjeEe9lg7wmde+DDrGr3MM3LkvSg7DktS2dWk7zt5FhVnSOlV6lhwiGT1r7p56rZBNCkZuDVL7SgLPe+zzykjaKsltnAQqOd546dN6Eiz/QRVEApDIZZ9c4LaqBlYASpk9DITXrKFjcx6MRabM9iaev/zXpStjkq8S62u4YYEC2+fZXZ5mMb7dGxN7cIB8kH2bUarsJu9jYo06Av6UvUgKU4TPhVpEdFcZn2bbjNPdLU6av7fteNAHVeiWiMAyCSY8JJYQuV9vhlwFDXhM88o0pQ6dWkyaE0GFCQXvQu2/ybNlvPb0GsSX4PIaBMJ2Le4VIomWS/K4vEpQm+6jB2XwpEGXhAsXZcmRnC2Tmm1VlhOybeYcJPcevB+7HfPBn7z+ne4duNPWdDM4iJIulWuaz+Cr3d/gIZU7E8tm4dGk1BIcGH+aW7eeBMHFdZxf2YfPrb4Ai5f/DEeslewPdnDW5fO44ETrsFLql9FQaj+RFelwBuHzMcLCVIvNii+P8zqG3p54qWd+MsXFxLa5rLXGdv5xo576TCUY1alxiuYML6P7GlHVoOsmM4MVy/9tSJ76WXG3DRVP0RUuEy4STY3uxh1lWlOK9WV2czzIVdEqzZbI11MA5mIMuElMfFY1+yi28gz5cUpSsUBnfViavwHLWMavq90JQ0H4lElKTcN2l/KktHLVHe2sN9UwrBdLZUJMhQaR0ciq5K9z1HRAS/O34nDS2vRgGu638eD7Xvj15XoCtdDhiyVEVOqIcpV3gr30uUUOPxz6/nWwx8kEqTJOxi8+M3FGEWP8BdV43naTWBrDroAeajgiYeGKH4sQux3DUqLbHwLDjxnGLmdFrn81v3v4LzfPsJlhz4IwI7zEggX9v/+FvqMKhNunHgQIxHX6vQZeXSU4tOROnVfgZfrvklUNIk918CN6eh5yfrvdlIXVjBFUwl/Ka3OAnO2tZNJaU1G3SQ6c1CoIhY+pvCoS73laWlbXVGQ4p13fkee2XdF4dACFugcmESNplTgbkI0GDRnyHoxhpudVAK7/YjThhnsRDyp3sScFabxhRDFvUJIS6AF9+7OV+/gkIM3sfRHUwzdNwNA4dgwg+Y0elAsEloDEcTgbHY66NBLqrfi2aTfqvDzo+/g5k03E5XNFp80p0c5v/9sHmrbAy8VU1bykIVMxVmpzXDTups4LreK3yV256yes/lJx3vJukoC7rUnWffJNm7+wC3kfRvD81vvBUAtazH04gTNBTqRX9fp/0KWZZ/fwdIfTTGvlmfdxV38Kr0PQ/Vxbtx8C8fU1qiCIWUQQKTyVURYIQdFo8lWp526bwUNs9mWi3JvexsLzCzdepGIUNMPGQ2rrNjedqW/MA1ktd4ifO0bmlARlIEjOaVVmXCT5L0oE26ytfoBSvoesdEKFaUoDTJo/WgYUVAcj9JKi9hIk95CjT9W+8l6Uaa9BJ4Hu146RnpNlfqgwSHb36IiLNZYPTye2EUdyQLNiJ9JvC2ndj1kIsZzUYUIPNjbytIbJzn9V5fgIVgZ2k5keZPtl6ZY+ugUB923mQFrKhAHumjCpy1R4cUvL2T1Vd2k36zi2wKj6rPLx8eQwVCu6NvB7k0dDWsdIbae0cb8h/K8ubaDqNZgq9NORxA29tfGfHoD7QxAZ0CTszWHxkaD2LomdtZl+MJ2JodUQRh30/SaOcbdNFudNlbV+gEF+daRdOplosJRTVM/RBNNFSWpk/eiqii93lCZKu8A4Vzdp++Cy5E6G5udSjmqVcloyrdiC4c/1xZTCLari60ppgOR0FJrkllPHTXGvTgRzWWlWWVts4vpeQkabTobTu5oKfStos/ia7Kkrq3g69B+Twn/KZ9wTu1KHKl2Hr4v6J3MYT7q0/uVAkcetI5DT9hM2x2VVvr8mJ0hq0d5Lb6YKS2BKFffhtc4LsfOvMK3xn6Fp2lc3vtRbug5iny6A1FvKL5ntc7GM+PccvwtpDS1I4jMqobu0p8o/ubel42wz0XbCG90sSo+mceqJJ6u03d3jvnfL7D7f43x4dxL6FKdoy/Z8RiXjfwWYRtvw36kxGtP4CejfObJh9k1NEafqVb4Dr3GZkc18dY1u0hpVerS4GNf/azSSQQKUa1QUQ9k04FUHBpNtMlZxj2LJjoZvUy3XmTcTTPPyLVwCHVpUrg9itOTQoYtBc1xPdXj8NTuA12ApvHNg49n64EZAIoPaywwZyn5Sqtg3+LR/mSV8lKLyGqHiQ/EiMomdyf3VSIzVwGX/Xi09TNTqyt5eqPJdDzDmmgfhxbWghAM3j7DeQ+eS94PYwqPNef2knuPTfcXC6SerjDqZCjKEL7U2Op0YAmP3MkRtt/ZhjXt4bRpRIebGFNvH20XGwUiWpD3ozXZdE4HviXY9+YteGj0mzMttCFARqux1WkPvCiRFohnzxtGkUBx7xDFi1WvQkcyaE4z7SYoegpwfGh0ndoheQn+2ugl74cpyhB5L8qYm25NHnUkUa2BN6MRf7kB73vfO/bMvivGsQJJSlfmq6IMKY5nEKK0R3grftD8yXsRPKmRD8aNAF16mVE3RMk3GXdtuvUCMglGwcfbU8B9sOb2LuIvN+j6bYnQdg/Ng6U/nvm719B559twk/aDtvy311gYsskfG6b/+zkej+3MBwqvKV+CoasHStMQhTJn1V7mIzMv8FJsgG+1H0stFFHbfqEeElFrsuH8Xn7+/utYYtaZmZb0/2SWzC3q54+sUTfgyL8nGT0kw7xinv4zZ3nmOwPUDzfRkfhNyQPH7M8SP8vS/Ah7V7cQ9xscUVrDHqu38tV5J7E+1A2mgVZRcQNzkQKlwHq/ptnJ3qExht1kMOtPY2tNOl6a/fvRseeplDTLVA5bQCbjxDUHx9NJGQWGnXYWW1Pk/QgrrHEmvAQaPl9e8jt+mPsgolRV8nHTgKlZxBy/VJPK7u9LxC6SxgKd/l/PMtsWpbeQp29blvk3FWi2acTXNRk+J03qpTrFoRCrav2qEMdstDIKdKRrquglYmqq1HTQynX+EF3Op6ceZ8+ZdbzaPsTQNeOc75zHrafcgDQEw9e1s+QjM+x60TjNm00m9lPq3D1Co0z7atK0ap/51K7XGfz4NI1eg/CoixQwaE5T8E0qbpQBZrDw6eouM3lKnK57S+hX+NRjBlHhMOKmGbQmyPpheo0cbXq1lSGb+6ND/IE6XlTwyk/66A1VmHBMdrXKrHVUwcjoBABuhQ3sN7JENJcJL0rVD3FoeAerGiksPCKiQd4PExENljw5heYBH/7wO/bMvit2HEJARqsG4UQ6m5uddOilgGqlJiu2cEho9b9rknboJUZdpcfPelHiWp0Rt43JvgRWxUdLqht9u9tG6fIIL/xBzbB3nBBn26dSTB0epbzsv2/dcivDlI4Nseaz3Txyxwpefr2Ppx9aSvETqnEp/OAMpOsKWFNX6WGnNVbxkZkXeCS9G1cs/DDVlBo9+m1xZMhARmzWn9/O1SfdQbFi43+zzNIDp2i/vkwjqVOfr7P5tA58C8oXRgjv7vDWrgo4tP/WccygYXzd+49je6STp8M7cdPCYzmv72wuGDiHV+KLSXsVrhn5GV+afJDORh5Ra1BdmFB9BD/EoDWBI/XgmKGUr7ZQDNGoUI1MLV9WK7emIWMR/KitVJq+r5qd9UYLz+gEztY5KPKEl2CxOUtUayjOpRDIRlONhGcLqgg1HaRtIJoui2qTnFH6M90nlDHHPGKvNTnk/M0c+LlhFlxfQPPAmlXv9+Kf5Gh7o4ae97nmfT9nsTOjKO0xW4nLimUVF+G4iEIZry2B1ARPdO3OtB7jtNoqpG0iLZPBr6/hrEc/SVyrMWq38cItiyj3htjn7K10/VZlrk77yvYwFnA+c4dGWPONHsKjLr4OSJgqR6hIswXTmfDiTLhx1h/bjV6XtD1RJSoc8n5YJQlKjbqvdgSzXoS8H6LxgM6hn9iEkLDuqi7yUaXstIXDeidEW9Aj0YJjvClcBs1pijLERiejfCvSZJNjY2sOE57ipag85jILHp6lPmC8Y/GP8C4pHCY+/w937x0lWVXuf3/2SZWrq7u6Ok739ISePDCCI5JBMBBUwAiiF7xmwfQzXBW8pus1I6IIRkTFcEFFBQFRRJCcB4aJPT3Tqbqrq7tCVzph7/ePfbrw/tb7rutad/5gvWetWaShprrqnGfv/Tzf7+dbUzYpQ8cGbI8eohpmyTpo9ehyc6gQpOky6xwXLQCaKZkyGtTDxlzWXMLZpldtyw+FRM8WmQ2S1Ev6XFnb7nDow13s/H4/M7d38cTBFdy6fzOPjQ/x+/1beOTmYR799hDT7+2g6+QlxuM5FoIk5dB+vv5fp0N7N5DrQlkmL1t8gjfP3cNt5mq+mT0d6QX6AQwDoUXDZffbOvnuq77HxifyHHf2GH1XVymcluCPt2zElIraiyN0Pluntt7hkJHBFpL+TAVlQ2lBRx5c9+qXaRWmr41nRr2J35fhgNHJ5akzuab3dACOqezRvY/aDt731Z/rDr+ljxQ6Oa5FVdm64+93sMHR+hSU0keAelNTsAwDc76sk87cECMYcRgwq6E6Uod5x0VLC7+AhSBK3s9QlxHdEE3Gtc8lnaTLaLHGL/D2Q7fz493f4juT1/PGuXtRewX5s7WorHBBgn0f0keXwIHaSovHvj1A6Wz9+dMjGP1+gavHf8QPnv0O50zeh+0YqFyX7qfYFqrRwGi6qGgEz7D4ZceL2NyY5NjZMJCoL8eGzx7gLb99D56y6B+scsfPN1I6Osax/+cA/Z+v0Ok2MMKoiEKQoqlsCq9PcfC8Ti3SAvp/XiUhPPxQxBgLFzj1IkWt1yF5i175a8phzOtm3Oumz6pi/4f/pAAAIABJREFUCkmnW2f4i4sc8/6DYEDtRQ6NMxxSRoOmMukNi1FdWcwFKRLC1cHqMsKUn6YUxMmF4VkZo07ObDDtdZJrg6A7cOZ8Oh5sMnNW+rAoRpevf6pwhKFKNwohdgkhnhVCHCuE6BJC/EkIsTf8a2f4e4UQ4ptCiH1CiKeEEP/j4NgPHZHPuH0EymDAEhhCUgriVGQ0FF0Z7GitwBY+O1v9PNjKUlMOp8THqasIObPSdlzKzQJlQGyPT2PEouOJJrbwWVXTXoZMp0+AEY4hLaZDTmlFRdrNQ4CqjOnGllXhqOihNrtjhb2A26HdpqLpsq50kPfP3s6Yk+Oq1ec+h7pzPa12nF1g1wdyXHHWjznq2inWvW4O05Pc8qMtHPhmN9Gkj1MMKGxMkHm6wcLmhM58lREea63ETZtYZcmU36mzUFxPczJCFao1taBZG51pfpc4khs6jsFCUXTSvG/uT5z47n1QU2SNOjmzQpe5REL47A3T8jY4eca8Lp1eX2+0G4yqq0N7a6KOjgOwLZAKUW+yIKNhTIFL3k+12bC28KkphyG7SFS5bCmNc3HpXr546AZu3HMFPzt0Ld+auYHXzd5Pr9QPhglsdPP03qJT2nM31Fj79dB34kLioM9R752m45Ym0gFvk8mzn+5h16dyLMaSvLv4F67bfw3nFh9EJHRurUinUBEbo7yEUa5xe8/RHIjkuLR4J6lGyPXo6mD9d+b42O8voC5tRnJFdl7Xx/gFXaz/wRyjZ8zR9ehS2+6/ECSZC1LUPx1BmXoaOHrtHJNLHXSFBjQnBD0bpqJ5kkX/4xUMArZHikSFx4CtFbYbnpph9VnzrLx2kdpKvet95vK+tlmwJKPsDQtNU1n0WWUKQQoXLUTMmjXSRpMxt4d8kMZVJoVAH0MnvCzTvlYDx/7gIhRMnpX5Zx71f/r6Z3ccVwK3KaU2AEcCz3IYIyD90DY/Ys+TNZc44GkTVI9Z1ZkpMk7GrHFU9FAomtGZGlmjwU43yzGRPLYIyPsZ/fDHbBa2x0nc5tI82aHv7xWaFQsVTiYnHV0ANBPBZLW9gKdMMkaTTDh3H3e1RFiGaPtpvwMr7JwbQC6qOZW21+JDi3fSEhYr3CJeRxLRdJ8TXTVb7P7Yan50+nc56lOTZL+0xORZGR784wjTx2YIEGy7Mw+AmdJcitopOqskKnyG7CJ+3CTS8PnhaSeBGVLK0wkt52409cTDNBDVOkFXkh+PvJSHk2vIeRUOXpqh964qLzz/EGJOUpMRTVrz06wIitRmI4zNdtOlqlz82EUIK8wTCXUWEVPSRZNEtYKKR/SRQCn6zHqI5I/pY084RUkIl8akw+Dny2w5foavjf+EcxceIdOq4QmtZj1kdnCbPcrTzkB7l9ISJhUZQ0b++6pY3hbh8W8OMvPVDoKEwO2wiN3usunyOUa/NE//cfNc03saB0nzruk/8c2d32elpx20xmIV5bogBJ5h8bWeV5Dxa7yrpAPCkQrh+az78hhv+eUlPNocwYjAY58d5v7rRzCaihe9foLj3jbGlqenQvepx75EN/WcgwDsgmTkj8W2sCtAtPtxla1RnGLAaKHCmBdlpbVI9qklRt46z6bzZonUfQ5c2kXioMvEezLMbkq3ldEFP43EYNSZbff0KqFDeoMzo/tIQrLamcNAYgqJi85THg2T8tzAoO8XVWobHbzRw9vO/B9fTQiRBk4CLgJQSrmAK4Q4bBGQvjLauPg1zhwVFWG/20OAwTonjy18Cn66HQ+no/VcpsJz9kSgpy5Zc4m0aFFTNvNnJln/73OMvbuLzh/X6fxzA8LkO1UVVGWUQWuRca+bEXteJ8D5Gd2sUgYjzjyeMhkI1aI1GaFHaMhKRUbpocoLXrKf82+3GfGK3J3eyHGV3YiWjlnAMqHeYN/7V/OjV13NmkuLDN1aYuLdGR74wCqawiFnVMgYLezftahtsgkeNvHiBosnxzSEV0bJGA2iSx5/+fNGyKg270E5+u9lNoNR1eNSbEtrMPyAb2ZO5Zr69XQ91OCh7wzxwvdNsulleVa+aIHEXhdzRmI1/zsJ6nH+g7rpEGAQky5R5be1LaAfiqoZ5aCTw/qMS21zhuhpLSrJKENWGTmp6PpWnRffeAAU5E9Oc+i9GWa+0s1LKjtRQAuToaDMcFB+7vvHoGzGGYv00H9hkeHvl3S8uQEdT7TY+IVZdl3YS/9Smen3J1l4W4KOR5uo3ylW3FLmXcU/83RsBT+NHMtZ1Se56tD1fG/gdH4f2QLppHYlN132O73ckDuBNxfuYdzs4sbOF7WRhmt/kOeLyVfyvTO/z4C1SP2ECHf/cS2D15fZ8MNZsufUqW6L0Ht2lbkzk6iUQOX1E9Tx+yaL79aLkQqZp2mjyd71vaxigfm7bEYb80R+75J+rIXXYfDMB/uIHuez8qIF3K0Wd799HTHpkzVqJITLaKRIXVpaG6OMthRfk9ailIIEW515drmdVGWMjFmjKW1yZoUAoS35d1RI7HHZe2U3uXD4cLiuf6YMrQYKwI+EEEcCjwLv5/+KgBRC/E8RkP+fhWO5dzFsL1CTEQatCnmzwRq7QE05bf/EBnueiIAFaZEQfrhlW2o3hwZCi3nRj/P0ywZY99k5vB0mrT6TkRuLPHniIJvJ45SD0ANTxxCSXa1+hu0FskYNWwTUlEPBT7PGLvD3xlpGnTybnDz7a/rc3WMuaf1HE17vPcadXUcwb6egIjAWQ0Sg6/HZ+39PVATYn/EYurXEno91I95rYbsBWWMRV5k0dpuknnA58P5OVv9ontJLY5SdBJ60dH6GUrAoWOoKoTahYc6oNjSCcKmuR6XRSJjsJqDRZD7awaFLO9l45Swv2D+F2VKYrQD7rgaFE5Oo0wXNlElkPiD1RIv4Lpeo6xMJfGSYlgZQsFPsSq1gzOzGNhSd9TKr3QIrf7LAKneBwBaUTo5hZhWp3zUwfJh5TZqJlZ2s/nuBzZ+aZYuaJQCWzBiZoEFD2DwRX8mT0SEc5ZEwJT2NRdY086y4tqQT+4DSyigTb+pk5W0LbPuqTkmreQ4pM+D+I1Zz5PYpfv2RVRz7mzEGvrXAlrlJ7o2P4uDznuk76MuV+X7PS5BeoKdfjs3P/aMZSs/zr4v3UFBR/mq9QBd522LDdxZ5h/92rjj7eprKZnMmj3upxe639sLPFKt+W2TV5xdY9fkFlmUqwofhexaJrdR9tf67ywzOVWkUBJFHtNjjyH/TIV2L62NMfryDx14/zOraPP3nlgk6BA9/d5jh5AJD5hLTQZwpvxNb+JioMObAImNW2tGcy6zWnW62rQFZBnovg6PrgUn/lRXqq2wefNlqVsr/PkX8317/TOGwgKOAS5VSDwohruS5Y8n/2/VPRUCGGbTvAOgfNNkamcJE0VQa75c1l4gLv93kGbYWKAS653BMdIIn3T5q0qHP8rX4RsJCEGfAqlIMkgz3LTD5ygxrfznPwbd3svqqBSp74kgL+uar7JQD7HU1xm3EmafPrFGSjrbtW0Uyzhx1aYeZIXrb2BFqLgIECoGzO8DwFYmbKhRfl0QJ2iyMvRd1UwhSrPnFHOt/WKB0UZx7Lx5lQ5AnY+pj1oSfYcVVJby4geVLnErA3otyzPkpeiztxfFmTT2eNmK6YFTqmgHq2NrtaluQiGnBU0hEHwzKnF98nA3fnNUffAv2fjmLYSpWf2SBlrAQxwnS32jR9WQdL21QPCfBdXceD8CIV2Rja4a+oEzGq3HiwrMcD5TNOFNmht3RPqxPuHhRk9yDNTpvqmO4EEQFU6ekyf21ykC+gp8QCAVPOYP0yzJdfo1fpF7Iz0ZOwzW1wlPZluaJVhsoQ7Cqluc70z9BAJlDTTo/P8PcixMcekOM4V+W2PDVOXa1eum6pIqHwWBykf0X5jBfH3DouF7OX3iAihnj3tR6zis8SFejzJfWvhZVdxHFEioa4euJk+nyqnykdCfRhM3tkY3tUfOGq/J8UL2F7776exSCBIaQRBMGpX+Ns/PiAcz9AZv/Ms2ab89jeiEuUEHPT3S/pu/71fY93uzXR7PiiXHmPp2iZ73JHbURNu6fZvVb54m0fB68fiWrVtSZCCLscHtwRMD26CHGvYwmyRt1hqwS+SBJXekJWJ9ZoRhoL0xU+Ez5GRLCDdWi2s+y+q4iqV0uB6/oJGL55P3D2+P4ZwrHJDCplHow/Ocb0YXjfxUBqZT6LvBdgLVb4yrvp7RYBYNBsxxOSBS/XVrNBakxdnsGe91eRux5HmwOsdqZI1BZ7ZoVHl1mnb1uD01l44iA/V4P5iUBK35XIqgaNDstXvb9Z1laF8HcoVeClNHQZ0Izz7SfYsiqcJ/bjYFGGZoojo4epBZCYJevxSBOp6yTHmuy/1XdtEYsjnrtHsQ1GgK8651dfO/s75Ieb7D2c/NUT46w47JetlmT4Q8P+70sA+Ml+v9QofDWJL03VMmfkmLPpj62Rw/xYHOEI50iV59/Kicyxv7MCv1whQg9lNKO17TOXlHxKE6txoVLD/Ga+QfwhMX0v6ZZzMbZ8qU83gqT/IszyP0Go1fPw5+hPmgz/tFO/MAgd1uNjyzcAYArTA7a3ey3clTjcWwlWd+Yojeokg4arPNmcf5Nf4YyNOEuHBsl80iTFX8q48cE0yemGbinwuTpHWy8c4a8k+GDw+exJ9YPLhDVZDBRb2q3qZTIjhRDFd089DoFVllx8D0d9P3XEj0P6K12/cUOG6+cJXWgSemrCVIRF5smC5Eo2YfLvP/kC/lw/haOre7hnuQopyztYmHP7/le96n6/SbjeIHkUyPn84nxG/nA1K282nmIqHR569DbkB0J1l87z9vtt3HVGT9m0NAg6EGzrEfMG1scGO2m7zcV0vtazL86Rva3DYrnxqmvc6htcXi8dyU9PWXcpMUrNu7E32KybyRH2a9yzINjjL6ngErAfTesJrrR46Afa0vItfrTYSFIkjBa7SO5h86y0bk3FqaQ5P0MWafets17ygrBPnW6rqxRX2mz68xe1tgF5oL/PbznH6//sXAopfJCiAkhxHql1G7gNGBn+Otf0Alu/3cE5CVCiF8Ax/DPRECiyJo1TfAO4kzLTuJGi5qqM2wXedJ1SBkuOavCXJBqjxUHrUV6zQYSyIcq0j6ryrTfwYCzyNyqNPPnJFjzs3n2vznH6A8LzB2XJPN0HU8apK0mUcPTdnIhyQdxBuxFrT9AN0YNoegS2m04YutVRQiF0QhNaRfFMZHUZQTDlux6ZxdfOeMGgkCw7qMFpC2Y/nKGPqdBTVnUpWZeZEWVjZfNEiQErYqJXZI8e2kf26KT7PW6iQqPUx94N59c+jMA+1IDqJkKIh6DRgu/v1PnzNo6nnCtX+Aj0zez0i1yW2or0T/Xkd0mCbdJcLUg85smrQM1Vv+4iDJAWVA90mH46yUMX7FwZJzvdZ7E493rmAhSeNGoTnqTUvtNDMGQKvG+g39ga32CxY1ROg40UYHA8BRd9zeRUZg+L0XPrTUG7qkQ9AlW3Fnm8cwq/qPrbJasWJiKpqHNqiOpx7u2icwkMWpNjqgfAmD8jV2s+eEC5jjcf/cqNnwqT9+NS0Se8ph8dQcrbi4Tn3PZ84MeqnFNyxqwyvzt9duY/PMAl++6gROX9vKs08d59SfJN3P8dvh4jIo+4jV9xadHXs8lM7dzZukJXEwGrTpTCxI8jw1XKS6VF/GNM6+nzyqzy+1jxJ5nr5cLk/70DuXAud10/3aCyF6fO7+8kUFrEcOXVEScqHQxPKjbNmvceXq+WKX7xzUa6y0e/sEw/cM19npZ7SYGBq0STWVRlVFSZiOMuuxs9zakMnRwWRiElTWX+FNtE5uiU5SCBEN2kTVWhdbNgvTTLZ7+ch+5SI2poEMzRw/j9c9OVS4FfiaEeArYBnyBwxkBic7zMMPu8IC9GI7ATDJGnZThUpW675A2mtgiaCtIn3T7eKI1QIC2PMvQt5L3O0gIl8JlKfy0Qf9DJbwtFtmnajglycq9xXBy4ZExdep5MUhyXHSKwbCHkTEa1KXNhK+jBx5vaTFWoAzsRoCfEHCkwkTREWaVXvfKa8iaSyR/49L5SIPdl/ewpztHPogz7nVRkVFMIen+SY3UAy1mz08x9F9lDvxLFuuoAC+cJhlCsvoTSxxZOcDBSDfNloBA9zdUKo41pceVouFyTGUPXx27nkTQ4hMj53Nl9nScnGS1XeGQ2c38aXF6b67wgk9O0dhqM/nSDoQLPbfVmLygg/1/y3Hiyz/PTbkXc0Bm8P0w0sA0tFy8XIVAMtmM8dGhC/hZx4vIPNsEDxqrLQRQPDJOYBsM/LKKuSTxkgIzr3B7Td777ddQkxpcrNJaNarSCU32CiRGXWfhylSUVYF2NLdOszj03gwrbi0TvcvnoTdo8Z7bbbHi5jIHX9FJ50MN1r1/DnyFgaQqHb5+ybW0mopP517Fnzq2sNHNM2ZleXvhL6zJh4rgMBFPVRt809zOjsggFpKr932PNy/8naTQprzbzvkaWXOJlPBImQ3mghSBMsiG3zXA4pG6KRqd8NngzFKTEUbseQwk6XBcnphoMfSyRbLX1zh4USc7fttPdqjJhK9Hr895tPTRQ4sh9Zq+bL2f9jt5tDnCDrePcbe7nbh3THw/G+x5RuwCTWljFSVr/71AcUucyGtVm+j/j9T+w3H9U4VDKfWEUuqFSqkjlFLnKKUWD2cEJKCFXUaTahBrZ5cOWZXwv2kNfsrUX0RdRtoIP1v4jDpz/81UBdBjVhmyKkxlOpj5XIbk0x7F9VFEU6GAFX9YfO61RMCgtYgpJLOBww63j6qM6fl4SKQuBGmdvwl0eA2MlqIxaNNleiF7QSGEbmY1fYujvjPB4oYYM69J02dWdESjCJAYDD+7yLovFVg4Nkb3LTXKK6Ps+7AG7ORDZ/CPX3YynbLO1uYk9yZGdSpaOqUBxK7OKRGNFmdVnuTy4i0ctLq4ZO1beSwyzJfv/hW2CNjhdrMiWCByKMB0obg9hjPjM3R7mdZGCxTsfnMvs0NJhv9rEtF0CToT+uGOhTm1gcJb1dce0aZbVU6p7yFI6v5FYrfHnvd18+RvVvDYPSuoDdigwFpSNHIW9lzArV/+FinT07mw9aa21YcSfECDjip1zPkKWU9rOS77yBuYeVcHpc0xjvrUBMO2bu7tfnsPxVfHWXnbIqWjonTd2WD1Z4pkTe0zAXjHLbcTSLii5xU8GB1hxF+ghcWH5u/A8j2tYm26GhPQ281stJOCkeD++BouWHqY6/LXcdXpP2J+X5QJL0vO1IDhUhCnzypR+4cFqjtTw00ZmHXdi4samliXXGoyfIO+x3p+U4Oo4qEbVvL3T6ylFbWRCGzh02UutfkZdWmz38uxy+1jtT3fBvfYIiBlNNgQmSYuWhwRmWLa6yQuNILggeZKcmYDiUH0kw3spYDCFSl2qRwZo86gVWLEPrzN0eeFctQiICo8yjKi2QPKoaYcAiV05iWwPTKFp3QozWp7gaKfbBuqSjKKxMAUsk0e3+X2kw+JVu7ZDmMXZum7aYnCKzQoZ+AnFaKyRZdZZ5fb2yapR0XQzuVMGQ0WgiQ1pdV8htDNsPRcU3f+c4KJIEnKaGKz/P97jP5xjvgBj72X9GAbmo2w7PbtnS6z8qIFmh0W5oLCLEnuvWItoZueDfY8n7rmLSjb4oTKbkwUd+eOQHbE9WTANPToVUpOre7k0pnbeDi1lo/1v54SMWQqSjFMc/cCkw0fnSXzmL4xOx9p4EuTx362goevGyaICDZenderkWGgUnEN7oF29CN+gD1b1r0Vz+P9c3eQ86vU0zZ+zMDrN1n1wwU6dtdxbglITHvIuEBFIFbwKb88SmpXi89M/5pIo9GGJish9I4mYqMyKVS5inJsEn6TlrBoxpMsmgn2frUbqxLQ890aMgLdB2rs/noPY+/K0vlIk8WtUQZ/WmHFrRq3kPczukf1EwdpWnxh+Dz2OT1YSEabef61cBfsn9DN5XpD76wMgTRNvtj7St65/h00zrBZe808J7zkAGec+zTNKxvY9wTklirk/Ux7hwDwVGsQL2ciPBjdOUv0JwEnvXsPp27fy/BXNOzn2Q/3sP+OHPHjfFJmg3EvRyF0/wJtD1av2SBtNHWymzK1YtVPU5XRNuzYDEl5I/Y8jghYbS0wZBcpSYd1t83Sf2uV+Q8kKY1GGTTLSHTezTLq8XBdz4vCAbS1+Mv80axRI2FIPGUSKIODYSzhqJMnHyTYEJnBEJKEcNu5KwCD1iJd5hLbowfDxPUOCkGMhy9bydxpSXpurbG02cGuSY58/zTTXpp19hzTficJ4dIMz5uZUC04YhXZ1RogCHdBAN5MyEjt1OSyqowyHyRRSpAxGvT+okpjxCJxlksp0BVhyu+ke3aJ0YsK2E2fWn+E9N4mj39ziDUvLLbxeyXpsOLWAmatzjmLj7An2sdEI6YJ41Gd/4pUbDXm+GDhdp6MD/OF7jNpdGTANDhwbhoHDR8+7ooxOn/XYOlYrUz0siYP/2GY5nE2zZzN3GtTDNxapr9eQhmirRhdjjFQUQfRbGnRF3CyPc1x9X0UzSTJeZedP+jlrl+OohKCrRdPs/5bc3gZA+EpHrlxmL3nd5O5rUl5a4z1jWk+WroDEXN0ypvrtZujolKDnqwG/iDxDAtlGLznvjdRWJdm7NJuBm6t0OyzSOxoUSHG/o9kGf+XTjp3NHEHDLovqzBSLrDZmSZhtLh81R9QtoXrwZd7zmzjCl5a3Ym9dlB7VtJJzfFQAALZkeDUPzzKnm/18PjfB9n18R6EqRj+SolXXryDs47eySuPf4rjXzFGbI+PUHDWOU8Tm9DFcPSV87z4UwdIPuUy/eY0+fOSSBNKb4uRl2kMFCmjyaC1yFyQIrUcxmSVMYWkGsKjTCSFIEUxSJAwWmwKdwtaTZ1gV6tfH5vQiXpNaVOejTF8+SLVIyL89eJR+swWc0GSjFFnl5trP1eH63reFI5ec4mM4WoLsnTCeEGtpOuzqswFKTJmnTG3h4zRxFMmpSBOh9HS9mHh6jGV1GfOQpCg12ywNTJNPuhgfWyOR74xTHl7lOQzLtKB7K11tnxsGunpIGlb6ExU0Db7AMEut4/tsbGQsqSLijWrUAbUnIg+01qL9FsVhIDqrEPqwRaTZ3dSQLsWs0aD7O4qR583QWzaJeg2yT25xL4vdVM7zdEJ5EJiILn8FReA53OSNcmgX+Ln2eNCqpePCLShq7Na5JPjNzFtZfjM2jfiCQujVAUhuPb8aznkdzH651n6vlOlsiVC8n6X2qCNTAkiHT4dRotNdpnJV3VgtOC2jx2j08hAj3ijesohwsxZ5dikWjXeM3UbRStBv19m51f6mNmeoTHgsP9H3ViLkviMp5u8l/QxtiHHrs/1Mv2xNF2P1Nm9ppfjl/bw2vIjz0VSBlKn2ecyugmLfoaVUmDAhi8ukTHqPPP2fipbIkRmAtJPNYj5LkWZYvzyLgovT2BPS8yKZPQ/5nV4tjJIGU0++NubULbFlJXh1rgG2CRxOevQfSHUWWrXb1M3bP/91z9hnT2nd58DBvddtJbf33gkO5/o49Efr2D3R3JUTo60A7IBgn6BH9f3xSPfXMHdd63h4fuH2HtZL7G8T2Odwz5DYx33et0UQtFiT8hsrSld1DNGnap02szd5WvAKocFRd+XGbNG1tJN+lKQIGp4dAQNTvjIGNZSwL6vdjMQLTHuJ3FEwFyQakOyDuf1vCgcURGw2+vBRrHX7WXU0V9eRUaJCt0wXI4C2BSZoSod9rs9DFolDvqdVGSUmnLajINCkKIio5SlTVU6YWUXBHGDx69bwdhZWYww6nP4phJrLyzQO62VjDvcfgIEhlBkjAarnTmqMspskNSCLICGLhwSQdpoUpUOFRkBFD23VRES6q+ywmjGeZr/ZXLiG/ZDS6GSBuasZPKHnUy9VlOpbQKm/U6+cvGFKNsi0mpy4dRfGXNyPCj7wQilMX6AUa7x3srfiEmXzw+eQ004bXYGQtBl1smUa6z4RJlav0366Rb7z+umeaqNVZJtgMzDYSpeq9/k1Xc/gFGtaz9KPNqOcXBXdGk4EPDq+pOkZZOsX+Pm9AtovNrRKDwhmdnQQTOrH6ZWxmTmXekQIdhg6t0ZDnysi437Z5mwMlxYuIdhr0jQpaFDWCEVDHTDUmjx2bKtv9dskIq0ePjKYZQDVgP6b9W9L8eUPPilERqDNn7CYOB3ZfrGKjrxLNDj/ZN/vQMMg0etQf0RIji7/ARGvqh7HfUm1e0xUjkt/vt7Yy2FIEVJxljtzLE1MkU+nUaebFB8T5Kxr3Sz79ocpTfH8LIGhR+lafTZCMA906JjdYupoIuhconUg00mTtGms2m/k1IQJ2suUZMRDCHJ+x2hdkknsvWZdWpKE/RTRpO6itBUJolQqzHm9oSWAau9k817adZeViDxN5fdn+1lcW1Ce1XCIOqE0WLEWjzsytHnReFoKZOjInkKMsKoM8tE6KysyhglGaUkY7jKDIExHRSDZGh3zrQDewE2Ofm2vTlhtNjl9mml3XIMn3BJxlyeumKAyfd1hLwvSD/R5CVn7Sb+E4+sqOpgIl/fPInQbp4xGpSlttXbTQkGKAQrrQr7vR4ECqUEiYc93AGTxjqH6KzHpnfMsv3Dh5BxgbMoCRKCv92whgeOX4UTFgwd01cmOV/i2LkdvKN8N4N+ie8OvQy/v1uvjo4NpsEJS7s5obqbn3Qcy6TZybIiXCzVedOv72RHa5Atn58hsugRm/MonRBl7otJSqkYZkUyZJbbdvEaUUonx9jkzoAQWlxWb6IMgag1sIs1ZMwmrlzOmX+IhmEzbWX4Ye8pFIMEWaOOTUB9zCY+rVdEeylATumg8ACDca+be9+6lsU3xxnyS/jC5EPzd2BWm7p4LI/LPC65AAAgAElEQVR7HRtVqdLEIio9Xchqdd55/nuJGy2mh7p45HvDKGDks0XSrQa2CBjIVHjii4M4ZYkyofOqGjmzSinQyLwTEruRiZj+/AALxVBQYiTWQASKf//LjRzbPYYh9IKzjG1Y9odM+x00lcZO7vd6Qh7qczuOpjKJLngoAwxLscvt1XqkP4ARQOHsJH1WlVEnr5MIlUOPWW0LtjJGgwFLfyfjfgdZo05RJsgYTVJhTsryDiVnVajLCCNWEUcE2nx59QS5X9XYd2k3829IYAufnKWNjIaQjIRq6lLo7D5c1/OicMjwWDLudWv8v1ViwKoyZBdpSpuU0WSDUyAfpOkKJebbooeQGAxYVQwkWaNBOYwyHDTL5P0MXWEojSlkOyWsphzSVosDH8yy8xt6vGq0ABOO/tQEx59xgNW3zJOhxkiYZbrcOF3O+7D8AGXofz8RJFljzxERAUIoenZWqY3aZD9d52UveZbOu+rImMCZD5i8uIPHbl1BY2uk7bdZZk5+7iXn0pmf5NOzN3NG+SluSR/Jk60sQilkzAapMCtL/Ev5AQ44OW7qPka/p1qjHczcZ5VYf2CawZvLeCmTZs7m6W/349sGiZSHEcCBpQyeMkmZDUbsBcpbYqSDBr1eOWR22rpRGkKPzUKZl809RlK5xKTHt3On4wYGhSBNt6kDgtb/UZuqvB4DDNj6nWmyRo0hcwlTSEacefb9e5adkX6EkqxvznBsbS/GZEHjAZYxAZ0dlIR23Q56C9DZgVVq0FS2RiccE2H2uBT2omT7JQexZUBJxug9uUnhtQlQ0Pf7KoVprfWxhVZMXva7G/TrA0tGBAWcXHiKr93yI5xQ7KfQTcoTYhO4ymwnCBpI5vxUOxE+Z9Z0dowy8ZXBzlo/9kJAEDPaoq0oLoO/LFNaE8Pe5NEMm7Y95lLbpJkP0ow6c5RkjGm/g4UgyZTXyQON1XjKIu+nwoUzTl1qMHRTaqC0LSQj9jw9N1ZZ940CM69JU/lQVMOYhE/OrDFklbX/K4jzaGuQhcMsAHteFA4D1e4aBwhyho8XNnO8cKpSkg5GKLTa4OQpyTh9ZpkHGitDB22svc0b93W83vKWryn1tjoXBjxp1qZB9ZwoBz4Y5miGaeORQz4jly5w5InTOF9qYT3r40mDkowxEBLPpSPaK/3y8cUIJAQQHfPpuKfJ2h8XQOpVZ+KFndzxq43c/4k1DKV0KHBCuOz3smxw8rz3gQtACHK23rKXzTjfXXWGDi5yfYymzmw9qbmXFd4CP+0/CRUo/TAobXb7xh0/JlAGo9+e10l1pYAH/2MVk/EubBFQrkSRFjgxv+1nGPO6yW/W3fa1/rwewbY83YRtum2E4CnuPjwMnomv4JHsemQ6zhp7jgebA9giYPBvZRQw+YYMO8/vp/fXVZYOOBTCvlFT2dzjrudrK8/BUJKGsLmgcC90pvWOI8yAEVIxHdEj1dGgoKMllOJLp59DNlxBn7h8BQC5v9bovKxOIGGn182hSzoRCoSE1bcXyPsZ8n6GbZFpbYk/Ti8SB2MaJ3n20JNMhzb1zpB0r1XJA+37JhXuZpcjGvuskqaMY9BQNgaKdQdnMQLwsoZemGSE7rtqpJ5uUXxnnAm/m4UgGQKd9SRQByolqEoHV5m44Y570F5kNKKd0gtBki5ziQ3OLPkg3cYAPtwYoShjDN5VZuPHZymfEOXQf2bY5fVjorQBTkbZ6fYxas9TkxH6rDK2eC4u4/A8s8+DSwElGdd6DGWzw+1kb4iLtwkYMlvtuDtt5dapZk1lM2wvtHcCdggxzhh1EkYLFxOHAFNINjmz5P4hdMhEsrM1yDPvHWDqnDRWDfad201lnV5ZYtM+w99eZMsr8mzfdoitr56i9990H8QsB5iuovOeOi942wTbTp2g53tLGs8GGBKCqMHUGRnu+80Ih67PYBwtyZg1Hmv1kDG0uW55pLf+P+skhcsHF/4EwK87t+OWW2Fgs4kolhBS8ZrKo4zbWe6LrkUt1VDJmFZexvVZePVMkczvGwgJU+d2IF4iGbQWcZB0VBt4KZN0uMsByHsdfEO9FIAuuQSLFVQ6gbHUBNdDxqP0qBobGtPYSH6WO1HTz5QK4yJLTLsZIjt8BDB2Rjez70yhTMHqHy4QFQF9ZoVxN0fKaLLjRWv4Wc9JxJTH2tYcRzUOojKpMDzawevr4Mn0CAAnNfahlhumsQgJ4dGUNnKdQfHsONKGlTcssvl9eTq9JQ6u6Gb23BRKQO53S2yNTHFUZDqkpi/xb6/7NQCdL9ffYXyPx5KrdzcLMoYKSfc5qxKSwU2qymbIKjFkFzUnxqziKZNpv5O40E2y7r/oo3H1BdqdnRVVhq4s4Q6ZLJ4bb5P7SzKOxKAUJCgEKXKmdkZnzDrbInN4CgqhIMxVZtvP1AxJd64ydSGJTNP/izJDb1+gtsHhvm+tYsrowhCSrZEZasrBISBrLlGQcUbsEjmjTuYfRGuH43qeFA4diFSVusPsCM1MBB2b8GCrjyeaK1gIkpRkvI0ZHLCq7Hd7NO5emRT8NNujhzCE1LNyP91md5goZgN93iyGyPgRe54Ak9s+u4XmcQ5rbp5n4Y0J7v3rKvZ/LEvx5Dhu2sCuSHI7anT/Xn/40bK+oaNzPt1/qRMf98OfQ19T706z54leKlfFmdua1pGVRrMtAivJOA6SnFklQLD0KsFXD91AdxhnuCgjbfu88CWqq4Oh8hRrW3Pc2vkC/K6EFoO1PES9SX1Y7xrcm02E0u+j+qEo014nhSDNuJ/FnguQWUEl3HI3lc3W6AStT2pVbKpVh66O9tFBpROIIODo0l4AZu0Uj8swpqJSJ8AgwGAoX8RsKlpZk+zmOq1em+nTOlj5xyJlN8Iut58NkWls4fPlz13Db/uPZdGI4SM4tfQ0Mu60JxxWqcGemG5iHlU7QDRq6capUnw9/1KyZo0uc4lH3rMSJFQ3OQzcWuGIC2eILLrse2MOoaDriToLpSgSDcR50k2yJHVfQqYMGoMWhg+1XVE8ZdIZmhdryiEhXO2TMur0mS2q0mnrNuSyn0QZIaFOMfAbXYiCYy1G7SKbbpile0eNQ+/PEHEkKaOhjy/Ca1PYBs0yUcNjyk+zECR5otXDo61BAjT7JRsGSi9HcxSDBBmzTsmPserrRdZ/vEDjRIeHblhJJK2flR6zyn0Nra5NGS7PtAbZ1RoA4OHmMKnlacBhup4XhaOlbPJ+B56yMFFM+Z3aUGRoWMxqe56joxPPnTmDJFUZoy4ttkYnwh2EImdVGPO72NUaIGPWyIXKU0NIpkJ6U97XsuEgVO45IiARa/HDK48lf2KaNZ8s0v+LKo9dPMyz1/Vx86Pb+NPD67nvthHu/sEadr2ph/njdePs2Tf2su833fz1z2uZe0eS5Z7Z3KkpKhGHJ8Oz5YBVDlepVvtIVlM2dRlh6QmHO7//RQajC1zRE1KoDYGqNTSkJ1zh/0/lLyjg3shqrNmy7kV4Piri8NErrkcqwcjviigB+fPSTAxmyFkV4qLFJmeW1M4WlQ0xPGWywVlkkzNL3s8QSEFD2CRU6CHxfLBMZCICUrHJm0EBf41v0BMWT+fRpkWLtGjRMaXFZXKTSSFIUJFRqq90sIsS4z5tJKzKGMMhb7MlTW7KakLZ8ZXdRBfKWhRmGCjLYNxL0MLEUQHH+gf1z+/5zF/UQzFIUAriyPUGlQ8kSe10KbwjQeIpl1PesI98JkWzSxfP6DMBE36aMbeHqPCY9LTk2lMm1S26eA7kF4gbHkvSQYTH5XyQpil1mNG4n6QSNhWzRo2SjNBn6jiHiOEhfEVivz5e7j2ym9a4oO8/K+RPSnHg3Cx/ra+jKmPUZOQ5DVAYOhYVHlmz1n79NXaBbZFJnYa33IQXAWvsIgmjhd8y2PaRKVZcVWbmDSn2fj+Hm7AwhGSToxWqA9YiCeFSkhG2x8ZIGw0CJdgWnWwf/Q/X9bwoHMlQLecqk7kghS002u+Zlj7PLgRxpsKcU4nRbjLt93I4aGWmISRSGeS9jF7hCPCUST7QyrtluEraaGr3rNtLVcaIG7pab88dYNf3epm/IMGaa+Y55YI99IzrbWgxk6QyGiM41WTh8wnGPqjpYJnTW0xuy+CsDohaqh3pgSuoywhxo8WmyBQLge7HZM0ah7wuclYFy5MkrnA5+XX7wVI88KtVvOnXDwGgvHA8GXHa6s2+oIInTBY8TfuSiYguHkIwaJaZm0qS3K0xcfMXJ8JVMYYpJJWCjTMV0DzCpCpjPNHqIR8kyJpLYAhsFeBZIcW80dQ5r6UaKMWWxgQCuNdeBbPziEAiOxLkgzQlGSMaip9m1unm27bINJxmEkQFI3cV6bPKGEhWWhWm/E6MepNbctvxMIhLl43GvAYQzS5gFEq4ruT++BoCBG+Y+zsqpSciwvWoyhiDlgbVPPKOAcqbI3T8qsnYV7qwiwGveuPTVI7URaHvyRJR4bEpMkVU+KRNXeAsESC36Nt+88QMXYZP2mjhKxNbBJrhaZXIBwkGzSV6zCUKfjocn2bY0RpoHzGNcCxfW2WRGG4y8J4y0hRM/meGkkxydHS8HR5mhPnIyzoNL1SGLifQ64hSveNYhkfZQjLhZ2hOWqx9yzx9v6ly4ENdXH/5sRSMJFHDw1Mm84HNJqfa9lwFaLFiymywIKMhRjA4rM/s86JwKPSDNu13ss6e0w1Ot5seS0t8l/sBy3TzcT9LRxgVmA+0SGz56DJkaxVmwmix3i5TDWLtOMdUmNBmCMmgvUDcaJEJfQL7vRy+ZXDvZ1Yz8Y1OuvbXWfuKAid/Zy9UYNzLtcOHZtenkRFo3KuTuIoywXwQa5NIqov65tUel1RIZNJb4COcSTrvqbPp3DzHXDXO9CvS3HTTUUQ2+swEeqU5/bLdtLYOtycbNpJU0MBHA3kxDKSt4TPB1U1cDMST+s+uDdg4WxR1FaHP1NGAifv1NtV/gdUe5cnQJOhYCgtJrYmWskcclPFcoHLWW8JHMJZegUjEkYkYxmKVuNEiZTRJHNCvXdoYIyrCaAcrQ3lzjPSOBnUZaRPVt0amwPVoVlo8ltTb6vXlSX08ikb0r0yKu7NbMVGMuPN8Yf/PYFajAL/0hTcx5acp+kkMG/LfyaAMGPpamUe+O0Szw6LnrvA4+YiviWUy2rasg85Tnd6oewn1MYeyNFmUMQyh2uFHyxDmpjKZCjroC3eMNemEWMAEdjlAuICEyqtirLikQufOOgeuzHKgJ8fWUNk8bC2yxp5rIyhThtvGQkplkAkRjNraYNNlanRg1qgz5mbp+HmDl5y5l9yOJR7+yjBPv3eArbGptsK0qWyeag2yw02z2nLDmElJSca0QCycDpX+QVR2OK7nSeEAO+RrTgUduMrk6OiENvpYJdKiFU5ctB9lyFpgQUYZdfJtl+CEl2Wvl8URQTt79JFWH1sj09RkhKdaQ5RknACDtNAy3qjwmPAzTIUBwDUZYXOkwI5XDnD7Hzdx6JROer5e5bWnPM5Lv/0MqWk9VycO+RPTrPhjiYyoMeV1tXmkAL3VChmj0Y51KAUJyg2H5O0t1p03x5FvmcaZD9h9TY49V/aSyGnGwlK4bbVFwKXX/pJ33fwHJl/Zy6riQQzAN0xNGAPsmUXwfD468kccJEc8MYkC8q9MU1UOfWY57AfVyN1Sxc8ZjG3rwsUgZTRYaWkydkrpXlI1ldFHBj9ABDpYyqzVcVTAopkgiEXBMHTifCaJifYF1WthzyRph5m7+mGQRwiSO10mmp0ECE2Zl7YWqkUc7opvAGCbe0iHKkmp+zqNFo9EVlI0tH5hc32CSK6jHRdZlbF2k1yNGDxw7Qj2XMDRn5tk4vpOJt6ogTW9f1ti5d9L+t7wuzBDL5GvDNIZ/TP7TYO9Xg5bBBgoxr0cRuiK1g3NCBtCuXfO1MKyprI5LjJO8tFQiWmA9UxA711VZj+XZuG0ODXpUA0b0PvD19/v9oRELzvsc+lFoiqjTHmdbf3RtJ/CRLI0ZXPK2/Zw/GVj1DY7PPbHFXivNUmFC92Elw1FYxU8ZTFqlxnzHYashbZ84KjIBE1lESAo/v9xHKsQ+oYQHgnhsi0yRyFIkPdT7X7AsgU+a9SY8jMEYXjy8nx6tTOHidIZpjJKoAy6zCWm/DSjTp4NEa0tkMpgv5djp9dNKvzzhmx9Q47YC+zyuvXobaDCk99ewWN/GGTxuBhrripy4oljnPGGpznyR5O0tpg4swHBgyYbItO0pI0QEMQEqT0tOoRL9IDH6lvmOfnjuzlm+0G2vDOPPRew5/M5/nLXKI0zIu0+C0AsbGCZSEasIp6y+OmlX+fij98HgI+J6kjq1PhAcujLutcSIIg8ricb4iTaRr+40WKoWaPrrjrzZySwLX2cCzCYDWK857p3sWZuHICJWDfC9XRqG4BhEDf1+5oTCT35iOrQaeFqfYRUBmb43iPo3UZNWTSVzfS6DsyGYuP8NCUZp6lspvxO9nwqBY0mfkwXyZFqXu+sDEO/vu/jWQ7/1XUMJoqICrho8k5tugM+960LcUQQbvMVwdEmj149hLU/YM0b59l3cTdSAEoxfOECL7hsgvRCgyAc6yeET7cRmhWNJnHRIilcbKEbmQBNZZEwWpRknP1eZ1vhOWAtkjWXMH/ltQVvXtYkd2edZz/cy59etxETxRpnTpsMlU66M1HtRTFnNoiLFgnh6mM5ASPOPJmweS49iP7U5/hXHCDzUJPpz3Sw74Yc5krNuq2HI+6o4VFXFvkgzfbYOON+sn1vF4IUdqjGToTB185hPqo8L5LcpNLqToMkW505xn1dDHrMJfJBmrjRwlUmjzVGeHFsTHeYQ/luU+nKHhUeg/ZSm3FwyOtic2SavNTh1csu2B6zyiYnT1VpzkZdRRiyFvDMGp7S9LFDfidR4eGIgPENOeauTlMbi7Dttglytywx/HntelTAi986Tm2dQ/pJvQIFEej9ZRV10xJrqloYFaQElZdHOXhmF88e00d/vEzVj1EIAlZbZabRpjrTeO7LnQo6wuhAk2xFy4UT2SaNoTTxxQp+fyffOvJn9JpLtJRJdE7fyNObNbNkLoTbzlwXY6ipmDsn2TYEAsQNj1U/nWKN1FyPcTeJTOsENwK9+lu+LgYNJ45MRDAXlsC2kHGHE2MzTPg2KqSSB3UtmqrKqNaJZPXPUluIkFjhkjNrFIIEX3/RL7km8XI6W/pIkZAt3eS1TETTRaUSmoXhbOAd3AXAqyuP8VDHKI+zhsGbJ+j7gJ5kjHm671U+JcY9N6zh+LePccJrx8AEv8Pg0LkZRn64QN9vK1RP0oVqTiaYWsxwMkWWrAimkDSUhaX0CFOHeyXZ7Mwx7ndQkxE2ODMUZQKbgNHJIis+WyJwwHDBWgh49CtDFM5LklINjfEzWmyPzLHX11PAuVCR6qAbtsvTtT6rrI9yosU9i6O89o7HyHyrTuyQR+mYKOWvJHl0YAWGlKRpYgrZzug1QiNcQrhM+BlGrEUm/Aw94aRumWVTDBfcfMiUOVzX86JwCGDILuIpk7K09dnPaDDuaxhrWrSoGi2OTkyxy+tm1NYZFZ4y6Qt3FRNBlmz0YLvhBHoldkSALXz2hmNbV5lMhNyE5Wul5dH0LJqhuhRod7aXQT/VkRgTl3RSvjTOvkM5Nu6aYej7i2QearJsYQGQSYE1J5k9J87c1g4y21rMrE0wZXRhC5/15pw+ewcxRv4f7t48PLKzPPP+nfOec+rUqlKVSqpWtbrVUstuuq1207axWWwStgSbLclkJXyQMCQkELJBAgwZkoFJmCSTBUjgCyQTwhZIvgFCWAJZIARiY7y2W25bbrW6q6UuqVSl2uvs5/vjfevYJPMl4bt8TXxN/YNVqFvqU+e87/M+z33/bnOPh/wyV5stHvLLpAKf4zSSn7vpyybsTEcuHLGm8Yu/90FWzBbn/WnyusND/iwZzWW1ExKmNI6UxzzkmxT1EZu9Mt/zh/ew9/Qs3zhxhFPUMXWfTXeGbSAejXnG4CGaRp6RIWnfsWmgaRG4HmFOVjSzfoeFi4+wbc+A76O5GeqBiRMb7B7Ms0yL0vqIr/tHWDT3ZNZKdooT7BDsy+u66+VVPq2JFkbMDOUkwESJ2FRFo40cYsvEjXVczSQd+7SMLG/Z+iQ/L17KRTeNrkkhYC+yaYc5TqXqNE4WWP/ELAs/s0/+LhejH3Hh5WVaP5Bh+t0OS5+SR47pr4+w87Kycw6aqtINiWJZ9UpspC35s36ZFauRCPbmO11mf7iL7kTovtw4Hv7wLOvXzTKr9RnFshrI6w47oUyfzxpthrEcq55KbbPmzSXfI4hxvRDjz0J+7L1/T2orpHcyxcW3Vug8K00zKrAoWjixIauNOIWphWSVsXPe6HPOq7Bsthgq/0rF6CX/jkPGPk4sJy+TCePj9XpCLBwQUxVDGmGWYWyS0V2ZT6G5mFrIw/4sVaPLeWXc2Q7ySXc6RJdQVzGiGaaT0eyx1BU6YSaRncug5SGmFrHhl6joI3biHP1I5wFPpnRVhOxMTxau3TCXBA1VDEmZ3gqnyNVcSkdi7rnhIDffvIGYhs8/coxZY0ju7xyu+pEmm8+cYfS8FG0tk/weUayzFU4lArVIHacuBjJQ56BQvM1YsOVPc51dpxOlSLnSC2FoUvtxxqtiq3TyiuhJCrwXE9kaZ7xpfKQa8boPXyS1F/LZ3z7K8dQWnShNI5hK4DGZrMlSY5e6mE7cqVocS1NdFGEMZRV1yN9nydllqziPZgjQSUKbq8vyhiw8OGbBbDGMLcw45EBOVgVPinb4+/AoC6bEE6yk5NFkvqGs4iCrmGwK/dKOzNd1XOLpAn5DYBGQC8aMhM1vjz/IPR8/mFSZclMIk3/XsJqi93GLp6xcQvfg2561zvp3zzJ4vcX9Nxzg2v90hdJDI3hY3XbDmJTn0Y1SzGl9dT3lIu3EBjrSqhChU2p0OfI9e1hXZKs1NCHICUY3pbiKXVrK21IRfTa8WUpiQM3o4cSCguZiGW36kSnFXZrD4L4Uxz63w8onXPI7Lr0np3jw7VUaN+exhazcFowOdzuH5GIQyuu95tT4juxD3OdVIZDXoBHmsDWfkhhgKp6MqQV46HgI6t4sNWP/cX1inxA9Dl2L+dJohU1vRlGaPbaCIotmJym5olg2prKaJ3X7CkpcFUOaYT6hP2V0l1aUTZSmbcVn3A3z6GpRKeoj1v0Zzro1asZ+4k1ohrIx1QpzXArkAyjPnrLMdWKTJaONrfms+VO4BZNLP1Uk9zcuxz+zw8P+LL1n2ARFndpnu3ixYN2tcsjYT0rFycJ2PHUFD5F0/Q8Z+2yr75kRIyJ0zvtl6n6ZuKChRfJIl9d9ivqIkhhgqRu7JBxZtmlIYhQh4brOyu822XlOjgM3d9SUwGQ1tU3V6PPyj7yWm6KLaEAjUwLHldVGbyjT3ytFBulHG2oZleNCFKGNXOZFX9LODsiHuHDOYV6MCGOdc94BzL5ciFpZm2NWI9HZjKIUj7zFTtRyMUCrg94doWXSxFFEeGBGJtZpEKdBn4FM2cUYhdzwPReJ7yMJPXpW+iLD2KIkBiybTZyxhRbB8JDFI99bYeUTu5x85jaLH5ZHsp1bc0RZebw68d4dnnfjOWbv7hOOdQJP0AqzWFpIUXdZCFuk/irgGT/xCNc+fZvUlZAwoxEZGvvPyoAm793J1CavyynSgtlS/hop7Zej6wz+gzo3/u4FnvGcDb79xetU39fDOya45wM11v7nHJ1vS+NgMYpScgHyZygpNy2ArXvckL7Amj9DRfTI645CJkpPi637FDSXeUMu2lGss2QMpKbpf3euiqZpVwMfe8xbS8B/Bv5Evb8IbALfF8fxvqZpGjL57VZgBLwijuO7/8WfARxLbVPQ5HThjHuAqtGhHhRYMHo0wqxsGJpt+pGFqfQey2aTelBITFDD2KLpF9S8PJRaCs0lq7tkNZ9+bOJHMlzpkLHPMavJ3c5BFswWgpiMGLKuVucJecyJhZoWCBaNLluK+GVrIaYWce8rFih9fkT1rT2OP/UKwaxg5/l5Dnyyy93NBRZnm5haxKp1hX5s0gtshQuQ47hOmFVBwiFXmzIP90pY4GnpC5xxD1AUI7TJ8TSGNW+OJXOPDX+GVpBjwWyx4Zc4SgNi2PaneaZ5ieybetJ49Ws5LKLEQRyiMYpMjr5/i+dv3UGARk9PgxBoYZiIwLQgxCnliJC7yyG/nXhXsEzuc2sScbCYIjQ17EbIlY000YJOzdhnuz3FCk0uZ0uIMGJWDKgZHVphlg/d9H58Mw1jNcGeLiTcjwd/qcJ7bvkgjWCKzI0u+HDv+w/y5B+sM66ZGKOIm3/wPGu/XqV6W5eNQOannnEWOGTsM3OuL//OBXjkbbM8+OoqN35sk8LHZeOz+plB4opu3JZj6rJL5j4fCHnRk+/HnxP4aYHRD7mmEaCFEGsQC2hdlWFmbcTa784xdeeYac1hW1VwIKdh/chmQYwwOl3Wv1Jk8cE9qg90KZxxyNU9Yh1GT7U486oDBM/XCUryPotikRyLJ7L2q81dLgbTLJst7nIWqIg+64pWt6VEZUKLWDL36KujVWR0yeguVTFgGBtsBDnCWOde9yCPX+T0v41y/hASUIymaQLYAj7BoxGQ79A07Y3q61/kmyMgb0RGQN74L/2MMNaS82SIxqnUNlsqZLoRZtn0ZqiZ+4SRTjMoyNLNT9MRsnxbNOQ5sCLGhEro1YkstnwZbHOVtcNumGNWDBjFKXwEu2EOEcmznxObrDkHmTf36Uc2rShLXneIYp1RnJKhN5rPXW5NahKQu+woTjGf2mfzN0usvuAKB1/Z4faPLFJ/2TQv+tP7ufYDW3ztZ5cp6mNaCrqyYu6x7s/QCAsqQMqXsBUitsI8R9gjRuOcV6GodomtUpEFOuihrLTwdzMAACAASURBVJa+NlpmwWqxbO1iaz5bwTRhSscYRJgEmG8eULxnzKV3TXOlXGDXl43SS34ZnYiq0eeE2GPVu0JXl0nv/qEKRntInMsQaxr63j56T+BoBpk4wBKyD6GFMXEYURQjTCLmLYfek2ym7x8z95k+mdcEOLFBfkdOQeYPdNjTcjTCguxLqSrL9mUzNwK23mHyp6f+kHV/hprRoRnmWbJ2CVQkQGO1wMa7Z1j5sSb9pRTOlMnJn7rCzuf7PPIrFbaL0zwtvcFGUGLuG/LotLWoGpuHd9h4/QyF00OueeUug4MWucsekQEHPjP4pvtQODHiYkCKIFF+xEBkaAQ5nZm1Ef3rU1QvDil9SP7ZE+/dZthJcbjfJt0L8DqCQt3Brj86nu/XUrirBtuvmsK71eCewiFqxj6X/BLXaXV0Yi6Gea6xWvz1qMaiuUdRH9GObFphDi8WPCuzySO+dIc3gimus+s4sayQolijERST6WAvsKkaXep+mQWzRYT+uB9VvtUex7OB83EcX3w8IyD92OBU6jL9yJJc0TBHQaWf1/0yy9YurTDHrOhTFgM6YYaauZ+EzEzEXee8A5y2L7Hpl7A1n1W7TjPMc9atccq+RE8F2uR1h1aY5Wqzyx3OPMtmk6XUjjTQhTlqoiszaGOTkhhIToM+oqDm5ptBmTDWKYqhhB0fDdl59xQHXtXhlp85z13vPUjzthy1P+kw/8o2W8WiVK1qLs0og6UgRZW4j6nJbn6ITj+UR6IZfcCU5XHOn5Fz+2tUXe9DUR+zatc56x5k2drB1gKWzSbxtIbYj7n5t9eZ/eiQh3+ygvUSQcvJUTW69CObE6nLOLFJPzR5U/nP2d9PMx6kwDCkLiQIpazc0MGQkZI7qSJHnD2q/V0oRFKHcaVJXh+zEZSoiD72LQbx/TD/Z13ue3WOvOExfXaENydwZwzyONT9Mp04Q9XosmT20G8ewxfkUeT3T36YO51DzBp9zrrznExtMYxNdCJi5PFu+1lTxH8IR1+zh1/Q2H95mspHhpS+OuL8j87w4A8f4Ei5xdJfyaqte4MMK29FaQkviuQ1tIcesQabLyuz9eYCXsegtD9iasNh/3SaC2aZGz57kdl3DkjvBIwPm1h7AdZ+iFfQsR/0yX/jUZrW4d/YJ7Q0gimdcErHKIQMVlM8/P2zpE/5/OPyEukZX8YmaBHtMEcFyUc9mdrirFeVYjdzj51QHrl2w7zCLXhUjQ5b/jT3eTPK6W1zMrVFUwWgF8UIU4s4Zu1IlKBfTtATRSHlBzLz9t93HPsDwEfVfz9uEZBpXc7RJzp9UwtwMJP082ZYYMncoxPZNIIp5k0Z/lt5zOipE2W4Ob2BF+vKH7JPVgsQopeY3Cr6iO0wTxjpZHWX7VDS0iWwx6MkRjT1McPYZEEMuBjrMs/WbNGPLKqix3lfVgIT3ckwShHFGvd+W40r/znPdb9cZ/UnrrD22jme/vkLnHhbg913TnExmGYYB/IDfYxbsRVmlYZkD0+FMg9ii4EiPdXEgPAwRCZovsTdy1FehzCWgdxhrFM7kMLeCKi+Z0D3u9Ks/WyVcjBUzAdbSfANlowunY+ZlO8Y8Y1fOsTJP97imus3ecN//0u5aBr7dCLZ0H3EnePca2c48uU9ataA/ZtqFB7uo9VkuWwSYmshjVsLVN/dJ7vpU/zCGO9Wk9IDI8arJnkFoa4YvUSl2w5NqiNZTQU5PYHm2JrPidS2arw+umPLc7zN6OYUfFzjyI+0mPrImPr3FylsORz7rV2OvL9F60UZ8vcqQdtJm1GYSvoAGaWRmWy8558/Q8Ua4ldCHinOcTK1RfFjY2770zXSWz7OtQYXXzLNwY920EK4+z0L1J87jR8bWKHPVH9E6lLIg8sHKOakNuN0qsPFwGQrKFIWAy5GJZ4krqgejMOmX0zu6TWnxnF7K4k5NbWITb/ErOizFUxTNbpJ5k9ByA1rAtI+71dYNpuc86oUxYh1xYTpqTwWqUYNJWRIC2mHGSLt0Sni4/H6Ny8cmqZZwIuAN/1r3/q/eO9fjICcmxeqjxFTEgMWDZmLmdVdmWMhhtSDIhUh3aNnnAW+LfMwHfVwDWMLk5A7nQUqRi8ZPXWiFHndY/iYaUYYy0Wj7pe5NrXFSPNkiLTo0wyz5MUYPzZoRilKQs7MnVgwjC08pL8gq3nYwieve/ixwcP+LKvWFfgReEQrs/zLLZ60u8PlH5li4X1ddm/NsftteTBgxWzhxIJz3hy2LgHFMj2+SF4FP6UIeMCvyXJT6VKOzDSxdkNOWVtsBPLIMRk1t50MuX35wAyPmFz+jSIF3cXWAkz10GU1jzkxYNzQOPm2LbrX2+y9LIP/x7L3senPsGI1cGIZGLVk7bJk7TJ7ugdfhgPDDm//2fcxNTemGealhFp35c53dUx32SZ32eXIu9pcOjlN5hGfsy8u041SeAilIdFphAUWjA6Ftvy39o9KbmtRSAp8UfdwHsPYjNGwdR8rlq7i9EmdT3z6Wp79X89x+EMdhscs7n9zldm7BlQ/0pfuYA1qv9+jt2pTuHbMI6VZRkPpvI50cCsG5Uyf1J8FpO+HF9x1hvRZ+WC1b0hTf8UUlS8NOPx/77N3fYYLv16mfqicSPgzpkvHzNAoZsjjktFcRnGKNT+LH4skWQ3khEwgJ3lObLJiNtkKCjw3u8ZmUE6+ZzuQ0vZmmGfFkgJIW/OT0WtR9ySblkixSWJWrB0cld6ma1FynSYKVV2LEnfvvyc68PnA3XEc76ivd1T0I/9/IyBVVsv1UyWDguaS0V1GUYpNFX3QDApq3CSzSda9Kk5scnNmXTZJtTDhjEbonLYvY2s+C0aHCF02RCMLJzIxCWV1gI4fGxxPXWEnzCnqmLxRw1gnjHUyuptMQVasHVqqLHQik1XrCiEa571Z+pFFUR8jiLG1iO0wz4WXzfAPv7/M9MNjZv98QHfe5ugb91jcapHXx9SDAuf9Msethhz/qglJUYwSEreLdAk7Kru2FeZwFwy0EC5+fZqq6JHVXXbDPNr98J3ffY7smnzQrHZIF9WF10LqwRRV0ZMLn6NT+6kOuhtz+TeKjHSblBYxiGxWU5cl8yI2KegOoyhFM8wTXPXoLbL0h3uJgGwrmGYYpaj7ZcpizP4PpRFuTHrNx/oV+bvkXiz9InLUXiCvpOKNIE9qS5bO/vU6x6ydJD2vHhSSCiRGQ1dwGl2LMLWAi0GG+dkO9//OQb7ye0vo44iTv9oge8nFz0sP6qhqsPzFJk9560WOvWSXF9zyAE973aa84SNI7wScfsE2T3r9Lkf/rEkvbXP2DVXu/7UDWOmIq/7rHpk1n/veUuMbHzmEuSw3tF5kKzyC1FSUxYAFs8Ws0ge1w1yiPyrqLsfMPebEowSzBaOdaIvO+xWWlJx906skuEOTkA1/hnn1dVEfY2oBXxkvkdfHWFqIrkWccWvUg1IyTdwOppPJmdyIphU1P0NGd/9d3bE/yKPHFJBRjy9X//1PIyD/L02+buLfEAHpxQZbocSntUIpnV0y96gYPRqBjK9rhVlOWNvcaG+qEiygqHuJ5kOmXUk9hqPiEjqR1HVMxF4+EopyyS9hElESI06l6tSMfVJKWDNRowotYhSZzAkPW/eZF30idLaVnPeE8sC0Ions+8p4UXXV04jvjLjvU/OMahZT2w7WIOTGl13AaIcMYzlui9Bohnk8hGzYxoKaGqOZhNi6R1kMkx6IV5MPxeJnWpz15mnv5njyb9R5+ndvELfhkXeWiTQwuxGFOxy8WNCJUonzssyAhTe0mb5jzMZ/K7FzuEBVdAlijazusBUU2Q1zSpw0pqd0BK4ud85Yg8MfbHP2yjwZ3U0coovmHh46d3/vYYIZHa+os/jXbborKS4tSB7K5KZthFlMLWRhr4OhmCaXr5pmzT2gwpTlAygUtNpQgKas5tEMCiwZbYaR7D15sSC8Veehv53jgd+sYjQjUl05GHXnTc6/rsyd7zrIP/7WIo+8sUxoyUI4FlD/T0Xu+q0al99T5B/feITsos9V793l5JuuYJ0NeOgXZnngHw6w/8o0jm7RDGUlUTX6iXlM5u44WET04hTLZpOq6CZN4LNelTudBdb8GYZRKslQ8WNdHclt6kERU4u4OXM+uT+LYkRF9Liooh9bYTZhx7SUXsOJTCqix4rZTDadiVx+cn1s3ZNRkrqDrfmk/j16HJqmZZAxjz/+mLffAXxc07RXApeA71XvfxY5in0EOY79kX/9B8iHxdJCwljjkl8iRCOMZRXRj8wk7crSIjZc2U45nrrCVeYuZ735bwKmlHWXzcBOYvRMLaCgO5SEQz8yWbT22AlzZHSXZpjnmLlHM0xT1F3OeXMILWLLn8ZO+YxiBycyuajybNthjnnR5yF/lmutBnVlY160pGlu1Wpwl1tjdqXP5p/PcPr9l1h41z72VsD1z65zz+/UGD7NYisoyByXyFRVx4hAreMZXQKSJSmqz2Gjx8CwmbbHLH98lwwe1Y/3MMYR2981xZffuEKpPKT84SHFOx1m3zfg8k3TCRjmolPm+rdfZOYvRnzj5w5hfFeEFwhaYY7VeBtBnNC3ZfUUsGy2aEVpCrG87noM8TjmO951lou/WmLRaLGrOv7DMI+eiTj3H+e45h1yjzDGEZ4j6FgZ+pqPE1ky6kIM0f/g0f6FdTwgo7usGD53uHIKZqlw5UhVHL3IZjV1hXZoK/dnjI9ORR/h6zq959rEv6kTWhGRBZktj2NvayY/IxIkdDYthLnf63Ow10GL4CAd/Cmd1vOy9F5gM3hGii29yJLRxkLmnvQim6zu0gjy+Ihkyrbpz1A1uhIiFclNqyq65HUvaV6e92ZZSTVYNAas+7KKXTLaCZ9DHlV1xRrJUhU9OkrHMYlOGMYWFdGnF9l0okyySGwFBTkxEQPOevKZqBn7XApKlFWF1FD9lsc7ye3ftHDEcTwCyv/kvRZyyvJPvzcGXvOt/BIWgdpdZRUQxVriF3EUU8MkRBcjqaMQ0r1YFSFrXp6q0ZGj20D6O7ZCObu+xe7z0f4hqmaHmugmmo8Jh/Gce4Cq0WVTkawzupzOHLf2k+bqdpBXPZYSFa3PSPNxY6kFOePNKuCQtOtHsc7tzuFkN7JTPq3X5rj0fdMc/qV9Fv5qn6e8os7J2jbtl2S5eGMJY1UQTEkITimS59Aw1pKbxXBC9tdMrl5vowUxIoCDH+iw/cIpzrx6nuqJPpVQ9n72XpRj+g6H2S8NqDzQZ/34HAV3zLN/7hyzXxiw9soqxutCtlUaWVZVDr0oTUl3aIU5ykKaCAu6ZKMasdz1nXmBuR9x6KMdBrdZNJ4mJ1qWFmIR0opyNF6e40nv1NDHMdnLPqu/sM32O4s0ogKrqSvSp7FjcvrDjeSz3whnmRED6qFOVfQSK3xBd5KFQ2gR7dBOhH+CmCWzTT0o4McG1779MukdHy2G7V8tcua7aoRXNA6c7bLyziZTZx0iU4ZjO1VB9B0pzufzZJ/ksXMiR+tgFlsEVMWQXmhjRiHtSMY/zpv7akOTjXJb9ynoDkXdJW/tyEzjsEDN2E/6YI46MlRFj7IhPSrr/pRalH0uKje2h6ClGvPNsEBFyN5czeixGUwTxnqiXbJUrvKkaTxUqYc1MaAVpVg2W5zz5uhFNqdS24kWajJRmxy3H6/XE0JyLpmjaRaNLjpwh7uArkWK4yDkUSXKKq3HrqQokeJutySPKipNbVb0E9JWWQz5O6egyjjJrJB5FFkl05b07bI+TvolTiwQWsSakm1n1YTB1AKK+ohmmOdaq8V6kOMG+xKjyGA3zCXlqxObFMWQmugm/gJ0h045Q/1dZZa/usN1r6lj7YQceE+P+d+TN8rgoIVTNUl15ZFq8efbZD7mYbcD8hccJlVmZMBgxSK97fH1Nywyd7BHM8yyYPToRyZXvnOKpV/ZQ4vh0Ds69N+S4tQbtpl6cMz2L0/x8A/PUo4HVEUPU4s450mAb1kMeDCqsmy2yGghDU1yHmpGh4oK/2mdylL7bI9gWmf5F1rsfzpLsSxl+VVD8jmyX3URo5hYA/dJBrOfHjIspej8Z1uW6FGKq9+5g+7ESQf9Rnubr4fzmFqXrBaAKuUFsYycQKL6emqidlP6Iu3QZtMvEqGz/De71P6si1/ScTMGX7t1CTOOMKs+xQ+PmTrr0DluM/Wgw30fn2f8FJNOmFEA4W7S7B5GKepxIYkVzeseJTFgyRjwiC9hxYvWXmIf8GOdh/3ZZPEtCYcSDqPIoKXumZYCajuxyZY/TUE4kjdLpPCEY3zlaF2xGjSCKSrCoxMZLBlt3Fgkk5ZGWKDulbF1n+dkNrjbzeFHgvORnD6WxYCqITECt48Pcyx1RS6ycUxZH3G/W3tcn9knhOQ8RuNqs8uXRkephzlutOvJCp7XfErCSWS3bZWzmdVdKqLPghjQCbMJDrCoj/CRUwpTQVt9dW7OKHDsJC5BEsJytCKJpJPhTwZFIce3daUTARI69bqyL8uzqkkzLNAMCiybTUwtoKwPGcZmElZdEk7iM9i9pcDtf7nI6LiSRT/F5OJrivSvtbHMACOMkp9nxiH6UsylV0/zN++6mvptU7hlk7vfswChxi1vXWfTKyOIWfPmaIZ5usU0rZflIIDKPw645YXnyey43PHeRc6/vMyi2SZEEtt1YqpGJ7n+lwJ5POzHBn5sJD2ivclOVYUrtxbQehFmM+Tkq7bRnAgfwSgyGXdMrnpzk+6SzUOvq5B6MKB1bYYjH2hz1U83GTmCxTv3OPTBDmFKw5uRt94gkoK9KNbJaCGtKJNEHoIc0dmaz4q5z7HUFRphlkY4hdAirllrsPzTezizArMd8chbZljJNMkGDte/6RJH37PH4FqT4prD5qtLXLluKgmkqhi9BNu37lVlNaGwjiBZpWUFl66IoSSlq/iDsu7SijKcSm1TE12utRrc685TDwq0IgnDrvtlJWCckgCn1FbC+igoC/1QTeSOWTs0gik1pZIksI2ghKlFnFAA78PGPlWzy6K5x+UgzSFjnyWjzYq5L5uqWqimNt1EfdoMCo8mxYnHF1b8hKg4APqRTs2UzMR2ZCWxjs0oQzMoJDb3rWCaU6nLnPfLksuhzpiL5l6CY3PCHEKLKIuhjDUQfe52F7jJvgipbdYcKQibSNOdWGARseHPkNHkqDavjxGK0WAq/oPkTmbQidhUXesFs0VRd2gEeVatKwgtZtMvKhjtNLDPtaktALbDPMERwec/doKDf9DhKb93gYP3ddl+aYHb37LIkVqXM16ViujRDKVl3I8NKqJH9h980GJyRz0uvKHM0bft8YxPnee+76nJ+EoRcNDvMJgyqajht6bBV9+3RHxKp6SP5NFL8Ry6UYqKGBMjA7Fqxn4iwFtQjs5mUKDMo2O8jf9SpnLHgCCrkbvHZfanBjjvNtkTWZ7xqxewGiHn/58Zhqcs2lcylD8+4vJzpzj4l12mtsbojZigqGF0YvafnMLac6gHUyosfJZeJJ2dO6oCmFQls2LATpjG1gI2/Gm8WLBwqUX1FfsEeYHVCth+cYHN58xwcHufp77+AoWvuTSel6f6hT4bt81w+08vckxIBXEk07Q4YclBoKmFcsSuNo5GMMWStcsZ92DCdCmKEcetPpuBxe3OYapGR6l7R5hxlAQ5zYsR9TDH8dQWWYUZqIpB4ke6FEijZtWQlcgho40TS6Tj5Bg2Oaa2lHkvq7useVVqxj5n3RplYyBpdgqatGjJhVZOUR7d+PL6mBWzy9fGC+TF+HF9Xp8QC4euxfSVUtBUs+eW+oCropsAUWzNl6lXYZYVcw9XLRSn7cvUgwJVMaAeFKkZ+4+ehY0uQpPJbo1QCpuKYsScGHOfV2XFbFL3yyyaexy3dmiHtprMmNj4DONUMpUJ0fBiwawYMaW7rPsz6JFJU3Xcu8rqvWLu85XxIjXzUZnvuj8jFzN9BDZEr4Mv3vYknvzeOrUPdJn/UI/OM9Mcuy2m92yb1akG/cjkvF+hH6VxYwM79tkKpxi+wiD3RY+Db+mwdzDD1exgf9rnwF/1MNsR46pBuhEQ2xo3vv4i3/jzQ2wWSspmbbIb5KmZ++RjT0YXxgYhulTBKmBvP0xzg10n0B7NdI3KGve/fZ7TP3GZ7okUtS92MX80pHTjkOmPj9j4yRLxacGmVyF4u2BlZ5eDX+yyf6vN1OcdtAhiHRrPzSGE/HvDWCIGJsjHCFk5VoweERoaMZtKt2JrPsesBsE3NE792BZRqBHH4M0afO3NS8x/vMupX9sCP6b3QluGM92Y5f5fnydvOpz15lk2dxMGaCtKsenPUDP2CdHYDKYxkQlpnTCjwD1y4fRjwZonMZATufhV1g69yOZsMCWPE0ERWwuo+2WOWVfYDKapiH6y8BR1T/Xt5Mh0FKUYQfJvK4qhHDvH0vMy6YnYmq8cyRlWUg1Z+WgeJUM2+53IpGyM8TWRJLZldGll2PALalLTf1yf2SfEwiG19lMUFKOgGRY4bu3wldEyphYkM/SSOWJdNSR3VLhNVcjzvR8bdKJUIrfdDWVkQCOU51ZJGA+kMi82OOPNMm/sqw9V6gxaoXTUTgJ6/djgsLHPdphP0IIr5h7bYZ5WkGVW9DlojNkOUzSCPO0wxzGrwX1elarRTWb+XiRFQSEaD/uSC9KJMlSPdvnaO5bIv8Zh/gM9lj7XpPzFEZGA8YpJ55o05tGQuAgzXxhgdiKe/uk6w30NfSkkvhee/ENbaECQ1ug92+bhH5jDvU7nhhfXMZsBdt3n9I/XOffBWS5RYt7YZ96QJKw7ncMcifew1M5oa77sGUUaoS4bvU+KpQQnRAYOOd/h8tAvVLj615tsP7PAga/0mP3qgPEzTXZfn6Phy+Odaxrc9d5DnHzTZQ58UvZJghQYLuQueIQ5WU9MixGuJseTjUiKoLKaj4eOUOPYipB+omFoEX5S47o31wlmdQJDx9oNWH9thdv+41nSZ3z2rsvg1wQH/qLP9vMLfPpXT5IyAg5pbfKmk+gahAr3mihlF4yOZIMgZf2OIpnJrz1aUYpLXolDZhsAJ7bI6x6tKMuiuUcjmOJ0aps73RrHrCs01T2z4c0meEs/DqgZPdb9itQSWS3WvDI+gqrRSY5D88Z+4sgeRSlmRV/FfDjUgyJeLDjvzxLSlKHnZod73fkEDDSJVlgx96gHU8wb3f9TIyAlS7QTZdgMptWFM8mLMRWlnzhmNWmG8kOqCNmMmze6eOjc6xzCU8Kkifz8kNGmJEaSNG7tEKGzFRRlzoe1k8B+CrqTBPlOWJYTiI9OlCSMbymI7XaYl5GU5h67YZ5/GC9IEZqCpXjqklqalGNPGJG9OMV5v8JN9hZFfcwJazeB1UaHNfbfmuaef6zx5Y8e5cKPl/HnBLN/N2D1HducfOM2Zkc+RKWf6bLwKx1KnxjRP5oissHPajzw/iq7v1/EekZIbOvc/t+OIPoxg8UU2W94HH3pHuXOUGbThBk6UYola1dSv2OdRWOfqsLclfVR4guaXNdOlE0azVs/XmTzpSXmv9yDSI47U7cHzP3RgD03z9PsbbKahxbHGMGjomHDhfbz0ogwZkpJw6c+NEa7ADXRTXoDuyobOEZDQy7g0+0hz3ndw9zw85cYX2Xio5O+6KOVdI7/l13oxmz8ZInMvs+Bv+hz8VXTnH1XldXiFofMtowCJUoA1RUxphFMyU3K3EtGrVVDhi6VVJrbVlDkrDdLO8zx9PQmR03pMzmW2mZT5RFPHu51f1pl9Uhd0aZfIaO7rFq7jKJU0jNrqdiFr4wPJ/ehIGZTHZVlAJnPvNFPeLkFTap0h6oqrIhewl/NaNL8WPfLHDb2GSlOTT82GcUpznlzSW/n8Xo9ISoOQ427nMjEFEESf7dsNmVgLlHSla8o6/tErt0IpjhlX6If2Wz6FU6lLuPEcjy67s2qUV6Oq81dmgqjdtarktXdRxkV1i5/OzrKcWuHDZW/YaoIBdmt7ipSuSRQbwfTtDWfmtFRcX6ZRAy0G+a4PtXgG24VkJkugogQHVvzWfela/NMmOPm9AbNMM0oTtFSrBHzpoCNG2f4WnCUE+YWZ1vzHBh2ONTax3nAgFugm8swLJiMdJvF+h7HXrHD6o82uO83arRekGHdrbJ6qs7dv3aI699wifZT0kzd63D6P1zijvcvkj/qsunPJNcgQqOh3MgAG96sxOWFOYqqxzGj99mKimwEsxwT25CXC4IG7N9o4+kmR97e5vs++Q32fiZHe3WKp/3UJvmvuzRvyVL5+yFBQaP0hTHbLygQmJB/2OeqP2px1R+1GF9tMnXNmOwpj+5iCooauhNDGLP4S3sc+tQ+YhwzOmqQWfMSXUZ/2qT1gwVmHhlz5L1tvKrgrg8c5KGnHmBBSC7GktnjdkdmsR429mXjMdGK6JzxZonQWTDabPrySLfmVVk098jqrorRGNFQCfH9KJ0YHm0tTKI7JoT0qtHlvvFhnpV9kM2gTDeSlbH8sxYLZkv131xKYoQd+YnkvxkW+NvxYcoKylMxerTDHB7SGT6R5s+KAb1YYge/5tQoiwGnUpcp6hFdfUQjnKIX2uwFBQ5be4n24/F6aXH8z2wk/9tfR1Zz8Z98eo6qGPHV8aKC0erJiGoi/tr0Z1g095gTA3bCnNLi29REl3vdBRbNvWTOPclHvX28zCn7Ig3FgpQCm3QCP5al3l5iNjtuNbjbXaBm7JPXnQTfJ3NDpSS4GRbUg5VlVvkGNhTkeLKDOLFJTXRpRRklfHLpRAYb/gzXpxq0I4NRZNIIJc9hQQzYDjMMoxQLRpdRbCTl7lYwTVEMk9/X1n2iWMeLBT4CrQW3vHqdwt0uOy/JcfGtJUZF2U3P/Y7H9b97iSu35KncPwQnZv8Xc3zy+09iGwHf/ey7cW4weei/zynGSYtGfkqpgAAAHoVJREFUmOO01edvx1We8/cbTL+yw/Yr89z15sOkH/F4+hsvkL7HZ+P7y3B1zJG3t3HmBOdfOMuRz+2RrfvEQiXKfXuKqb92ab44y71vq3Hte7cp//EQfSRHsg/9/AyBZjB3Z5/8GYdU+19WOMbI7N5LPzBF50SW+a/0mP1sX7730mnueM0RFkt7OLHJuluVzWvlOaoqZe4EFXi/W2PZ2sVXx5LJUa0TZpIR54SKv6smKo2gyIq1m6TYn041uNuVDe2tYJoTViPxmdhakPhRKopGrmsRFnLacrW5Sz82E3ZoiKaamlIxWjWkf2qSqdwJs99kj98Kpjlm7bCpNE+Tv2Oiaeqohe5ESh43bzh88Vt+NjVNuyuO4+v/2ftPhIVjaTUb/8/PlNgOphKoja86zY8+LB4V0acRTHHC2mVdTT6Kusum6lRPxmmTnJVOlOGwsU9fVQnzxj7rXpW8PmbZbLGlDGTLpjwaNcICh4191v2ZhE5dEg4byqaf1x3uchZZNJsUdCeB/WQVJXvdk6O1fmRha4EMLNJ8WRaHGVUux1xtttgIphID30Qa34kytIIcVbNDVvOSkKlQ5ZpOWCMTu/+28otUjQ4rcYfubxusvneLYFrQ/tks973kALtiihPvvsLpd9XpXG+jZWDq7x36p1M8+HNznHjjFZynmHz5169iwWgrOrdBXh+zaHbg8z7HfmyP+g8VEdMR1ff1iLMaX/ulZZovzJLRPcy7Im584wVyGx6jqkGmERCmNIQr7y1nxuDC95YIniyYvsanHmZZffkVchvSsernNNqns1hTAaIXY54LSe8EErhjwNaLCszcMSS9FdK9JoV7yGD6q2PMbkRY0Nj5/jxbryrSmZFj706YSfpUFTGkEch+1yR+czK1qoqJjkM2nUEeGXqq3zPpGYRorFo9vjSe55i1w5p7gOOpK2S1gJbKAwIpylo2d2mEU+T1scpHkWltlhYqz4igGRbY8qdZtev4sUge+H6Upip6nPXmOZW6jKlF3O0cTEBBNaPHOW+OqtFJfueyPpSiMxW7EKKx6VUk+8Vq0AzzVEUPJza4efH8t/xsPqEXjqOrmfgP/mJBBi4h2PansZWKsxNmyepu8qBM2BtbwTRPs7dY8+SHZmkhu6EciU6OJG0liY7Qk4bT5EMaRimlBZEiHFOpE20toBenEhiuIJbiH6XgG0Ypdbb0kupC4vskU7QixtzrzpPV3eQGPGY12fSLFMWI7WBaPpSKJnbOnWfRbCYjtL6Ct9SMfVpRllaQ4zq7TitKs+1PkxdjBartsumXsNT8fqI6HNxn84xfOU/+HpfxAYP6K6e58MIyub/zeOpbNghnNS7fVqT6qT7p3YAoBbsn83z1fyxzorDDl0Yr1Mx20thd/dBlFt/aITA0RBjTekGGu95yiIPVHg/5s1Tokr/dZe5/DDjwN73EBh0WwOjB3ukMqX5I7ryLFv2vPv1v/eXOCnpPs2ncVqB9c4ZS2qEZZpkTA/qxSUV3udOV5btc1ENFPksxJwaseVXlPemqxmib836FQ0abVpSlqI8wtTDxoTiRSVkMyWgBbXUkrhn7lMQo2ezkju8nnNptf5ob7LrEPCji2wQ2NbHXHzL26URpNv0ZnpXZoBlabAVS2DYRHRaVA3mieC6KYTIUcGJD3j9WM+nLlcSAfmQrwWKBBaNNP7KZN/ocW/hnXtN/9fWEXjiWV7Pxuz51hIzuJvjAjkqkr/tl/FhQMXqUdQktaSgS+aS8HKrmlIcgUoYqW/N5kuVxhyOrigWjy32utKpPvAeTD/usJx/eluKTrli7rLkHMLWQ41YDVyV6TcxNEbrMY9Vi1gPZyJsYkCSFSXawJyXw5HzpKxJ1XoyVbkCOzCTa0Ess7UUxUizVNFnNl+NqpbGwNZ9LgezDVI0uNTHgq+NFCsLB1AIafpHV1CX0L2scfVeT0l0jYh1aN2bxr9Yp/9UI60rIzn/Ikj+iY/9WHz2EIKfReE6BneMFitaQuKlx8G+62Ofk0W+8ZHDP7x/EvipAvxBhPxBQvnNI/nMudisgLGi0fiiL39eY/2gfItn/cOYNLj+viHYyxksJ6ILdDZj53ID8/R7brygQLOhczk9TCXvoD8RU7+2TfshHV5aW5ndkcG8yaR3McuH4DOX5QeKgLeojVUU6dMIMT0tv0I5s6R8yBrRDKdzbCoocs5qseXOPWeRlHuwEEgXQCKdYMOTkpB6UZHRGLGhFWSqKs3rem+VZmUe4z6sm1cAoSqErRKOpBWz500ToCnIds2B0WPcrrJhN+pGlIiWnkgmbHxuJz+W8ChZrhTlWLCnPb4b55HsqQvbwOpHFuldNKoua6HLeryQu2pIY4cTymTC18P+8o8rKajp+36cPKs9DVpGOZOmVVzGKk2yIRXMPWwskTDg2WE1dYc2boxXkqBi9JFdiUhnk9bEMr1EAnUmgdS+yWTT35AeueiULRodOZLPhzbJk7eIoOW/V6GJrIZt+SY5ZNZ81r5o0aDthJjEReUj+wjcHZ0sQcl4fU9IddtTC58UiKS87KstV6kD2JPhHibX82EBokQT2qLEuyLn+JHKgqI+ZEx6P+HKhNLVAioketDj6uSYzfzkkf0GW74/9xCciqyCrIUYx2mP+z1D5Oybf48wbGPshxlh+U2hrtL89w+VnFCldHjL/oR5mP2LnRTm+9LqruOb+bcp/OWT2HwbonvozWQ1/Wse+rGz1ZZ3I0DBbYbJQeDOC/q02G7eWEE+JacRTZHSXij5KtDtbQRFb8xnFKU6nGpzzZJXaDArJdawZHTb9GQkRTuhvY7KKEG9rIXc6hymJgWoUy8rRiU36kU1ZH/KwkuVfZ0vE30SrMzkKLRkjvubMUzP2MbWQVphNcJNVtahMehD9KM2i0eJ+t4YTW1KbpHvJ/T55FcWITX+GZbOpok3H1INMslE2lQO3F0nKmSBG12JMIjaCEg2/yEqqQVF36ES2aqoOee6Rc9/ys/n/tXA8IaYqMVqyKDSDAo4uO89SthskgqwFs0Ve9zjrVdVINWTdL6vIyIt4SPqXqQUya1b3WDb32Qrl+GvywC0YHbaCAvcqBeBEft7XR0l1YxHiayJ5yiY4QkEskXlGjyiWkxJd6Q0m5bBUCcpdy55g6tXZ1o8NLvkljqWuYMc6U7pLN0phG9IfoSuuR0eJ1Z6bfYh+ZCYl86PeGVnFTKz8IRoP+VPJEcNWqXb9o2nsn/N56GfmCJs6h9da5M64GOsh5ftGpBUbMzJ03Gs1xssW4zkDxhqiH1O46JC70yNMa7RuzGKUQoIVQT1XZKo5YubzY069ZQsthv3np7n42mlGx1PEgUb9yDQXX1ymHPTRHwT7AZ/Mukeu6xLHDumtgP4Jm/SBmHrZxj0hiE4K1g/M0I8ynLYvc86r0AkzVI2ILimmdJe2qug6CsPYDKX5LYuLrXvJgrylxIC9yGbJ3KOuEgC/Oj5KzdxnGKW4Ob2RIBrbShtkIelmphZyTPUyznpVivqIshhyKtXhblfm5HQiWVVMPpeq0acRQFkf0QyzeLFIrO2SMudTEA4FnEQMZms+viYSNm07zHGTvcU5T1Ytl5wSNZVEf9AYK9p+l4uBZJzc684zUsZN8ZhtoRlmKesjhNH5pvcfj9cTouI4upqJP/GZEudUWM2qtcvd7rwiHUWJxRyktqITZVQVIKcLW8F00jwdRanEJOXFgqwS32Q1ye7Y8GYTvYauHIdSnGMkrtasFiQGMKFFZDQ3wbFNTEmTDn1ZHzOMDSwV9DsR+1TFMOlrgNSXtMIcx6wmo8hA1+LEej3Reky65xIIM+K8P5sg4Tb9Clc9JivXjwXzok89mJK5H6qZWw9Kquk6oCRGlPSANU+OCSN0irrUtkSxTkb32d+yyf+Fx7HPNcjdJ5uVkQHdo2nGFYt8c0z+nEdka+w+NYfYiymvD+WoFBgtm4xemOLsbVXMoyFTuivxjLGe9IJWrT02/EJiCa+IIW3V8c/oLnnN54x3gILuJGFFRd2joa7P5AFrBgUJ31WltxMb5HWPNfcAeTFOBFyT+EaZelZMNoctBbuZKEL7yjgnE/PM5PebF336KqajGaaTHX4YpXiavc0ohvO+NEKW9aE6jsqG/CTyYnKsnVC8irqbkOQmlaylhUmjXAaMGcyJAV11D3fCLBWjl2xYkywbJzI5Zu3TiYyE8FXUx3RUCl3V6CY/o2Z0MLWI7WCKW5ce+JafzSd0xWGqUJmiGCqthJ4cJ7K6y2Ygy7ZJRbFo7smFRMnXymJAXncYxha7YZ5j1k7iP+nFqcTgNhnJ6VqUlIbygpOckQUxVdNl2Wxyl3OYVbuujjnyRp6IfSbHKpCLx0TRJ48Wgu0gj6WFiSalE2WUyM0iinUu+aVEC9CLU2x4s6ymLqvIBLl7TQC3tu5zyGwRorEdTLNgtOnEada8KjfY26x5ZfUQFFk2d9kN83KR9GdoaC4+ghVTMkhkYJIUJ62mtpiad3F+3OCRn5hlfFkg7oGpB8ZMnRuTabtJtKTuxKR3fbTpmL2XZhlck6KzatM5kiEvXHqhTRjqCU5xy5fk8W6Uoh2ayTFhshNPCNyCmIvBNJYmCW0rVleh72QVWNZHDGOTdphLQNUROtdYLe7zCoToStQ1SmwGk+ycvO7hiwG+wuvdnL5IPchQFSM6kcW80acV5pIgpknPqWz16AcSPFQVQ+bFiH5sYBIlPa2M7lLV+whipnhUyQxQFb1E4i1l/AHD2EhodRWjhx/JOIR+bCRj/1nRT46xZX3EOVcegSZTorI+ohOlqRk9GmGKKJbXW0QxprIzJItsWKBqdBL7wILZelyf2SdExbG0mo0/8OlqMjN/2J/lkNEmo/u0wwwlMeKMCk/K6G7SEJrszFO6y0ZQoqiPkpEnyKNDTXST0OqK6BPFOg3FH22pY01WuWZrRod6UEoqj0mV40QWWd1NjiQLqtpYVxqPCRvVRyQkqwlHZPK7nE61qQcm694cFaPHMEpxwtqlGUpNyYr6YM/70xy39nnIn2LB6NGJpBx70gCezOlleFScSOIFsWKKuDSDQjLvn5y724pjctra425vhgWjQ1+ZCU2FZ5xMnIDk75uMwidfX23usq16TglYWqXg9SM76SuBFEpVRC+ZNkwafkUxTH7W5DO/FExTMzrYWsi97kEWzSbNUMYBTB6GUZRi05thJdVIkIoF3eGw0eOiGq1PRtjD2EpygAu6JKJN9EAZXeILs7pLiC7NkWrUndF9tlVm7CSeYgLDKeqjZLQqTY8jznnVpIJN+kqKgSv5GbIKKutjzriSniZl9XJB7qiFxY8F5zzJh5F+qAmI2/imynliwjuVqtOKMlTEMGGCTNini0aLkpBiw6zmJffB49kcfUJIzg3C5GzZidKSRhVb9CNLIt+DYmIAmrgFI8UGbUVZmqrDbmohK2aLoi5NPTemZEL4MEpR1odUdBkpmdFkNTP5IAQxlhKMTYDGk054WR9SFgMyumR8OLFJO7JpRtIsFynK1oLRTf7cZjBNJ0onZ1svFnx6sIwfC5asXZkpqruc9WYV4VruSMPYoCyGXA7SNIMCnchKGsMT/02oqq6yPiSj+iNFfYwXiyRzo2p0GMby2k2S6yfd/3qYoh+mJZ5ARQROFrieGgVPwMZyl74im29EDKPUYzxCktS+6VVYNPZZc2sJbFo2jLPMG/uUdIeMLtXAvcjGVGzXS4qXKXmisXowDBmgbDbJqgpl25+WO66CSq/adYlnJGbRbJPRXephjjm1wExo9TINPpeIrkaxlFzrWkQ9KCYkMQvZgF9Q6uCJsGvCtvBjQ8WH9uXXSrszjKSFYHJ0mAgPJxL9WaX8rIqhCpuWjmlLC1n3qmwFBc55cwyjFJ0ojYfgVKpORfTlRhZbdKJMko8riJVyuk9JDLjXlfKFNfcAWc2nKrpSK6Kmks3QSo7AusJHPp6vJ8TC4SnE3+SsJh9EqcSrioGS9sqQ6azuktfH7IZ52cBUjc3J/7ZDm0Y4ha2FPOSnE3ZHiMZ2mKGoMPkTtuOKtZtwPIaxqUZk8vy75h5g059JLroTG5xK7UrJseayoHahOTHGVfyDjKJST2DDrTDHIWOfVbvOpj+T9GSymqdKb8mUjGKNTb/EvJDGKVPdYDICQk+w91nNQyeiF9mJZL4ZSkqZIOaYtUNe98hqnjSlRSZVo5/simecBVZT24lno+6X6YcypLimiFG7YZ56MMUhY58vjedZMDrYup9oRQQxZ71ZdC3ilH2Jjoo9nNC7SmIkR8PBFDthDluTuSH9KE1NMUBOWA3yYkxNdNlQzcmK8iZ1ogweejKVaIYFmmFeBRW5yc4fxZK61g5z33RUGCnIs637CY8lo7l4yLiAMNbJq+rCUZ/55KUje1ohOmV9KCc4/rQUVqnfczeUx9CiGCZOXjmJkd6RqujRijL0Izvh45bEgDDW0YlYNJs0FE6graT+FRWXsenPKOGY3PxmRZ8Va0cJD6VAT2gRx1NbFHWXRXOP3TDHbphPgMlAcm/0IpvtYDoxDD5eryfEwpFSUwIvFrTUKtsIs1SNLo0wRz+y+X/bO7vYOK4qjv/OfOyuvbGztvOxWcex0xJaUqK2KQ9pCwLxIaBC8NIHKiT6UIkXJApCQq144hEJ0YKEKhCIB4QAUSqoKkSF2iKe6FeImiZtSeqmdZy4dtZee2N7v2YuD+fM1C2hrdu4uxvNX1qt584kvsd35sw95/7v/xwMl9Ml1sh57AuWmLclzpK3TiVYou0CtltIUY2TEOBCqqOZrD7EeEy3dlEO6hxr7KUoLcuKq4J0MluYCKtUwiWdxoom3KbbwwyZkvXrkU7VF+Mcg16H6/KzHF2f0lkLQhvftvgHaRLuRHOcWjTIfDSk9UktRKnFA5SDZR5fnyQkMgewzoSvyu/JXoeGOdnkhmuZMHM9LjAX6Vus7TwK0lGeR6gSiAudYca8NW4qvMqcbSKbbu9QKrvXphzUqfgtfLRK25i/SssqgNXiPDmiN8kLKH2/yWynlNL3FzrDRmLT0C62/MNMZ5DZzgjjwRIznVGuDpdYiIqERLRsD4/e6D4L0RCHchd0M56VTbgud46KSeDNWQnOuc52VpyuYE0F1fQNfaq1G61dEnEwXDWHtJq+DNZiU883/ZWEsXm0OZEKCiflMpN8TWL3wfwsOaI0N1WzOrMFaac1hROat1YYXCJ2wlON/ZwyPY3Eud1QOKsz42BFX1KtMquW9E6Kfk23djEXbacaFfnE4CliJzo2nm5WPNEqU4sHdQYmKqo0ZZsvR31Vqlc+x0VK3htFpC4HesJxKMGpYCsXbWJ0w5sWnNZ4+emmbqefCBZVjt52zCrJKmBI2pS8dU5akZpEGTsnMbt9zTg3XMiZdonJYMmWU4WiLYGWvDXWYlWr3mk0cK3qplPgM52xdNp7rKG7GmvxoGkwRJxpl9QZ+GsWfqg4TDUuGmegrSSiYIWp3AK7/Dpt55EjTuP4NWOz1uJB5kyM6GRb97Icb+5NM+VrLs/B/PlUGSuHVoarRwMmyKNOZLq1i6K0eLk9wph/kblomJaFVitxgVqkIkllXzVOTra3pwLPs50SOSvAnYQ0CbEtKSPxj7Up3QQWDaRJyslgiYIxKZOEZTXaxpC3zq0FfQBX7e84HqywYIncWjzITKdkJSQGrayCyux54oid2MpXso9jmcVoG/V4QAsT2Ru7Ei6lyl6Pr1dSZ3GiqTOnalxkKrfAkNfmQLjAkNfgcH6G63LntJK8r7mvYWnyr/X9VIIlykGNxUhr8IKu8qy6kE8OnE9zZTt9l7KEd/stFWXG8VpnhCMD05bA19luIlC88T4pB7U0p1OPC6rR4WkI4luxpmqyv8rl0pCoYJwUMIJhPMi+YImjjb3MtkdYdTmK0uKUhayX7Zm9rP/be4RD32IL0RATgU5zE4HYpHqVLiWu25tFy/rV45BKsMyLzUrqsQ/nz3GqWTbClWqWLseh5SwWWYiGmelst30nk4DuBm3hW6Iv4GhjX0rh/evF68hZgmunv0IjVj7JRFBj0shYDRPyKQfLlIPlNxW/SfQrh72G3SDLlCzUOtacYMXlmetspxrrxqipoEo5WOZQTjPzPo5F20lbDuoWzinV+ej6FOds9lL0mhzKn0tl/yL07ZQwURsmlNQwWcOkJshEWE2X/kCJY2V/ldgkBpOEYi3S5PK85Vza+NxUmKHi1zXXY5wWUMZlIvUY29JwwWvzz0aOkrdGPc6x075Lnv7bkrdmNOrQHkRNDg57DRajQeajbRrje1ZE3GtyTThPKB0OF86mSmk5IsaDGsca+9JEY4QwbrOcIa9BKBHHW2XOdEaY62iVvVBixoMl0/1UOnc51LCqbDmOIa+dSvTt9NeZ7uQYteX2o01dVTvZ2s3ptuanXjLtlbnOkOnG5OzltYOFaIh6pCHvXGe71rSJw1T5TX/vMqsuly7Vlo1Jna7eBMvp9oTkXjsQVqnFA5T8NSbCaupoqp1tl/WZ7QnHAVCLitSjAY63djAVLLN7Q5Gi55oTVOwhLUorVRXXimIaYybMzaeb41ybP8eQt84thXPU4xxnOmOmvTDEVLighLI4pBzWGPLWuTY3pxn79k6qtnyaPGTXD7xKJainjMKc1TmpxXmmO6N8OJznTHuHhQi6sU7fjn66FV/rZ0QpP2GmM0o9HuBQ/izDomK3B8IqK3EhTWYebY6mMWooHf7VmKRhZKKW8yl5axwZmKYWD9pMbIXjzQqV4I3CPgVpM9Me41hjMk26xc5LV2m0KHeUcg5Ck85bi4NUlSphUe4znYep8IIWI/JWqcYDTJtWaSgd1lyepvUNMGlG5T/kiFIZhKI5mBZ+Wv+3Hg+YmNK2lPBXMxHpnRZO6e/Qv/FqnOfVzgj1eIBarG/gnVb8KJRYtVyMsBXhpUSrhFgXOY9aVMSXmJbzme0MU/bXGPMvMm6ErgNhlRyaTJ2L1Bmcae/AI+Z4cw+x89JEa9s0Ziv2EK/FeQalmTrQFUvOjvkXuSo3z6DX5Pr8bColeKJVAeDqcJ6SbYdIch1FaduCgYa8kVP9mnPtEcpBTVe30LD1hAkHJfT3orRYjLZxqLCxKuv7R08sx4pIHXip2/3YIuwALm9Ri95AZlf/4b3YNumc+584pycIYMBLl1orvhIgIs9cibZldvUfLqdtPROqZMiQoX+QOY4MGTJsGr3iOH7R7Q5sIa5U2zK7+g+XzbaeSI5myJChv9ArM44MGTL0ETLHkSFDhk2j645DRL4gIi+JyGkRuafb/dkMRGRCRJ4QkRdE5ISI3G3toyLydxE5Zd8j1i4i8lOz9TkROdxdC94eIuKLyL9F5BE73i8iT5pdfxCRnLXn7fi0nZ/qZr/fCSJSEpEHReRFG7ubr4QxE5Hv2H34vIj8TkQKWzVmXXUcIuIDPwO+CBwE7hCRg93s0ybRAb7rnPsIcAT4pvX/HuAx59wB4DE7BrXzgH2+ATzwwXd5U7gbeGHD8Q+B+8yuJeAua78LWHLOfQi4z67rZfwE+Jtz7lrgetTGvh4zERkHvgV8zDn3UcAHvspWjZlzrmsf4Gbg0Q3H9wL3drNP79OevwCfQ1mwe6xtD0pwA/g5cMeG69Preu0D7EUfoE8Dj6C6xheA4K1jBzwK3Gw/B3addNuG/2PXMPDKW/vX72MGjAMzwKiNwSPA57dqzLodqiTGJjhrbX0Hm+rdCDwJ7HbOnQew7112WT/Zez/wPUiFHMaAmnPOtMjf1PfULju/bNf3Iq4CFoBfWxj2SxEp0udj5pybBX4EvAacR8fgWbZozLrtOOQSbX23Piwi24A/Ad92zq283aWXaOs5e0XkS8C8c+7Zjc2XuNS9i3O9hgA4DDzgnLsRWOWNsORS6AvbLCfzFWA/UAGKaJj1VlyWMeu24zgLTGw43gtsvtxUFyEiIeo0fuuce8iaXxeRPXZ+DzBv7f1i763Al0XkDPB7NFy5HyiJSLK/aWPfU7vs/HZg8YPs8CZwFjjrnHvSjh9EHUm/j9lngVeccwvOuTbwEHALWzRm3XYcTwMHLPObQ5M5D3e5T+8aIiLAr4AXnHM/3nDqYeBO+/lONPeRtH/dMvVHgOVketxLcM7d65zb65ybQsfkcefc14AngNvtsrfaldh7u13fc29lAOfcHDAjItdY02eAk/T5mKEhyhERGbT7MrFra8asB5I6twH/AV4Gvt/t/myy7x9Hp3fPAcfscxsaKz4GnLLvUbte0FWkl4HjaAa863a8g42fAh6xn68CngJOA38E8tZesOPTdv6qbvf7HWy6AXjGxu3PwMiVMGbAD4AXgeeB3wD5rRqzjHKeIUOGTaPboUqGDBn6EJnjyJAhw6aROY4MGTJsGpnjyJAhw6aROY4MGTJsGpnjyJAhw6aROY4MGTJsGv8FYi/GDTrEqxsAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Lets detect Harris corners\n", "n_feats = 50\n", "mr_size = 6.0 \n", "nms = kornia.geometry.ConvSoftArgmax3d(kernel_size=(3,3,3), # nms windows size (scale, height, width)\n", " stride=(1,1,1), # stride (scale, height, width)\n", " padding=(1, 1, 1)) # nms windows size (scale, height, width)\n", "harris = kornia.feature.responses.CornerHarris(0.05)\n", "\n", "harris_local_detector = ScaleSpaceDetector(n_feats, \n", " resp_module=harris,\n", " nms_module=nms,\n", " mr_size=mr_size)\n", "print (harris_local_detector)\n", "lafs, resps = harris_local_detector(timg)\n", "visualize_LAF(timg,lafs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can see that there are lots of paired detections. \n", "That is because softargmax output (almost) same locations for nearby points.\n", "To emulate classical non-maxima suppression, we could add \"bonus\" to responces, which are local maxima.\n", "Thus, first detector would output all local maxima and only then the rest of points." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Lets detect Harris corners w/o duplicates\n", "n_feats = 50\n", "mr_size = 6.0 \n", "nms = kornia.geometry.ConvSoftArgmax3d(kernel_size=(3,3,3), # nms windows size (scale, height, width)\n", " stride=(1,1,1), # stride (scale, height, width)\n", " padding=(1, 1, 1),\n", " strict_maxima_bonus=10.) # nms windows size (scale, height, width)\n", "\n", "harris_local_detector = ScaleSpaceDetector(n_feats, \n", " resp_module=harris,\n", " nms_module=nms,\n", " mr_size=mr_size)\n", "\n", "lafs, resps = harris_local_detector(timg)\n", "visualize_LAF(timg,lafs)\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we are much better. But what about symmetrical responce functions, like Hessian or Difference of Gaussians,\n", "where both minima and maxima are equally good points?\n", "In that case we could pass **minima_are_also_good** flag to the ScaleSpaceDetector." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "resp = kornia.feature.responses.BlobHessian()\n", "\n", "hessian_local_detector = ScaleSpaceDetector(n_feats, \n", " resp_module=resp,\n", " nms_module=nms,\n", " mr_size=mr_size, minima_are_also_good=True)\n", "lafs, resps = hessian_local_detector(timg)\n", "visualize_LAF(timg,lafs)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Now Shi-Tomasi\n", "gftt_local_detector = ScaleSpaceDetector(n_feats, \n", " resp_module=kornia.feature.CornerGFTT(),\n", " nms_module=nms,\n", " mr_size=mr_size, minima_are_also_good=False)\n", "\n", "lafs, resps = gftt_local_detector(timg)\n", "visualize_LAF(timg,lafs)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# What about Harris-Affine features?\n", "harris_affine_local_detector = ScaleSpaceDetector(n_feats, \n", " resp_module=kornia.feature.CornerHarris(0.05),\n", " nms_module=nms,\n", " mr_size=mr_size,\n", " aff_module=kornia.feature.LAFAffineShapeEstimator(patch_size=19),\n", " minima_are_also_good=False)\n", "lafs, resps = harris_affine_local_detector(timg)\n", "visualize_LAF(timg,lafs)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Now lets also detect feature orientation\n", "harris_affine_local_detector = ScaleSpaceDetector(n_feats, \n", " resp_module=kornia.feature.CornerHarris(0.05),\n", " nms_module=nms,\n", " mr_size=mr_size,\n", " aff_module=kornia.feature.LAFAffineShapeEstimator(patch_size=19),\n", " ori_module=kornia.feature.LAFOrienter(patch_size=19))\n", "\n", "lafs, resps = harris_affine_local_detector(timg)\n", "visualize_LAF(timg,lafs)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "torch.Size([1, 50, 128])\n", "tensor([0.0825, 0.0127, 0.0190, 0.0117, 0.2476, 0.0145, 0.0135, 0.0149, 0.2476,\n", " 0.0098, 0.0492, 0.2046, 0.2476, 0.0324, 0.1899, 0.1524, 0.0130, 0.0096,\n", " 0.0136, 0.0116, 0.0143, 0.0137, 0.0106, 0.0149, 0.0106, 0.0060, 0.0537,\n", " 0.1639, 0.0147, 0.0097, 0.2127, 0.1845, 0.0088, 0.0187, 0.0108, 0.0152,\n", " 0.0119, 0.0144, 0.0191, 0.0114, 0.0079, 0.0095, 0.0119, 0.0122, 0.0071,\n", " 0.0070, 0.0129, 0.0150, 0.0111, 0.0241, 0.0152, 0.0217, 0.0111, 0.0217,\n", " 0.0151, 0.0221, 0.0098, 0.0213, 0.0246, 0.0237, 0.0071, 0.0174, 0.0155,\n", " 0.0224, 0.0129, 0.0172, 0.0170, 0.0160, 0.0084, 0.1562, 0.0650, 0.0167,\n", " 0.0067, 0.2476, 0.1090, 0.0083, 0.0050, 0.2476, 0.0427, 0.0162, 0.0132,\n", " 0.0099, 0.0127, 0.0104, 0.0072, 0.1049, 0.0563, 0.0108, 0.0066, 0.1619,\n", " 0.0517, 0.0093, 0.0038, 0.1700, 0.0157, 0.0058, 0.0728, 0.0194, 0.0145,\n", " 0.0200, 0.0343, 0.1202, 0.1914, 0.0324, 0.0058, 0.0221, 0.1540, 0.1101,\n", " 0.0067, 0.0105, 0.0134, 0.0180, 0.0949, 0.0283, 0.0177, 0.0267, 0.1562,\n", " 0.0725, 0.2303, 0.0405, 0.1614, 0.0208, 0.2255, 0.2365, 0.1372, 0.0114,\n", " 0.0121, 0.0230], grad_fn=)\n" ] } ], "source": [ "#Lets describe patches with SIFT descriptor\n", "descriptor = kornia.SIFTDescriptor(32)\n", "\n", "patches = kornia.feature.extract_patches_from_pyramid(timg, lafs)\n", "B, N, CH, H, W = patches.size()\n", "# Descriptor accepts standard tensor [B, CH, H, W], while patches are [B, N, CH, H, W] shape\n", "# So we need to reshape a bit :) \n", "descs = descriptor(patches.view(B * N, CH, H, W)).view(B, N, -1)\n", "print (descs.shape)\n", "print (descs[0, 0])" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.4" } }, "nbformat": 4, "nbformat_minor": 2 }