{ "cells": [ { "cell_type": "markdown", "id": "61a62ae2", "metadata": {}, "source": [ "# Dataset Visualizer\n", "\n", "This notebook visualizes a pre-generated dataset of expert demonstrations collected with demos.py\n", "\n", "### Setup\n", "\n", "- Set the root folder environment variable with `export CLIPORT_ROOT=`\n", "- Run `python cliport/demos.py n=10 mode=train task=stack-block-pyramid-seq-seen-colors` to generate a dataset for `train`, `val`, or `test`" ] }, { "cell_type": "code", "execution_count": 1, "id": "4c529fa2", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "pybullet build time: Aug 16 2021 17:58:31\n" ] } ], "source": [ "import os\n", "import sys\n", "import numpy as np\n", "import hydra\n", "\n", "from cliport.dataset import RavensDataset\n", "from cliport.utils import utils\n", "from cliport import tasks\n", "from cliport.environments.environment import Environment\n", "\n", "import torch\n", "\n", "%matplotlib inline\n", "import matplotlib\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "id": "6a78065c", "metadata": {}, "source": [ "### Settings" ] }, { "cell_type": "code", "execution_count": 2, "id": "6aa08d59", "metadata": {}, "outputs": [], "source": [ "### task settings\n", "mode = 'train'\n", "augment = True\n", "\n", "### Uncomment the task you want to generate ###\n", "# task = 'align-rope'\n", "# task = 'assembling-kits-seq-seen-colors'\n", "# task = 'assembling-kits-seq-unseen-colors'\n", "# task = 'assembling-kits-seq-full'\n", "# task = 'packing-shapes'\n", "# task = 'packing-boxes-pairs-seen-colors'\n", "# task = 'packing-boxes-pairs-unseen-colors'\n", "# task = 'packing-boxes-pairs-full'\n", "# task = 'packing-seen-google-objects-seq'\n", "# task = 'packing-unseen-google-objects-seq'\n", "# task = 'packing-seen-google-objects-group'\n", "# task = 'packing-unseen-google-objects-group'\n", "# task = 'put-block-in-bowl-seen-colors'\n", "# task = 'put-block-in-bowl-unseen-colors'\n", "# task = 'put-block-in-bowl-full'\n", "task = 'stack-block-pyramid-seq-seen-colors'\n", "# task = 'stack-block-pyramid-seq-unseen-colors'\n", "# task = 'stack-block-pyramid-seq-full'\n", "# task = 'separating-piles-seen-colors'\n", "# task = 'separating-piles-unseen-colors'\n", "# task = 'separating-piles-full'\n", "# task = 'towers-of-hanoi-seq-seen-colors'\n", "# task = 'towers-of-hanoi-seq-unseen-colors'\n", "# task = 'towers-of-hanoi-seq-full'\n", "\n", "### visualization settings\n", "max_episodes = 1\n", "max_steps = 100" ] }, { "cell_type": "markdown", "id": "62941225", "metadata": {}, "source": [ "### Load configs" ] }, { "cell_type": "code", "execution_count": 3, "id": "73676ada", "metadata": {}, "outputs": [], "source": [ "# Load configs\n", "root_dir = os.environ['CLIPORT_ROOT']\n", "config_file = 'train.yaml' \n", "cfg = utils.load_hydra_config(os.path.join(root_dir, f'cliport/cfg/{config_file}'))\n", "\n", "# Override defaults\n", "cfg['task'] = task\n", "cfg['mode'] = mode\n", "\n", "data_dir = os.path.join(root_dir, 'data')" ] }, { "cell_type": "markdown", "id": "a48693b6", "metadata": {}, "source": [ "### Load dataset" ] }, { "cell_type": "code", "execution_count": 4, "id": "75fea08d", "metadata": {}, "outputs": [], "source": [ "task = tasks.names[cfg['task']]()\n", "task.mode = mode\n", "\n", "ds = RavensDataset(os.path.join(data_dir, f'{cfg[\"task\"]}-{cfg[\"mode\"]}'), cfg, augment=augment)" ] }, { "cell_type": "markdown", "id": "caec9950", "metadata": {}, "source": [ "### Iterate through dataset" ] }, { "cell_type": "code", "execution_count": 5, "id": "11b25625", "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Episode: 1/1000\n", "\n", "Step: 1/8\n" ] }, { "data": { "image/png": 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hM3CBK6iSAlnHDqeuWJKsnW9xCxvbFiWmosaxuQ3dnad1cvgVz/PEg4ex9G6b9r2TjhgqJtygImtb3j6rNFYoVLBF5e0GO8oJuJstbl38Wr556qVMvuYgV639DSd3vtTUAm7ny3N56ZJu1hx4EtSm4Ej8z0u/YCozQEjNCFrZIDxaZEiAEU+w2f1d7Dqtl4nXHeQvjv4Jq9qmxjCPHTqJPmUhNjnrtiZhstdXEWXqv50Q0po0zy2DwWAgJqLNVjGWthkynq3vS03TmXDBVkkjUATNZll98wQ7L+6nJ2HGt9USVWHcNo0fjw5Jc/BQ6H9xqgHpCJ78dJoUJzxJRhFbUSwnGqTtWkFc4ZYbGxclmMIEm88tUgUmzhjmfUvvwr78bu48/yiuf/JkFv6ijd4tE4jrxlkqMEpRq1/U+koF3DTcJiO3sW1S2wZZtm0Qbrb45aKz+O5pv8P4OUO87ciHObX7BVKFsifWyMFRson94euCoswf1REKhNuMAouECcBgpMdAmP8Ct8i8tBLqEqmpJGOr57D13CRnn/sU75nzFF3WBAmx8wTXsmWDZNsWkJhUorxi1Yugagl7TrVZ0bbXiDaDoYkQkZeAP1LVXza6LK1GPEQbwqjd1uhiNDWT2TpfykoaZcXyECH17Dbu23coZ8/dWJ2yGUIxlrZC1PLGqZHnHukXNd4ydcMfWlkb0nZuG2dlQLh5BBvbIYFHPCYWdHDFmgdz1+isng2c9aoNbDx5Md976VQyP5vP3GcnHNfJSiJaVmpts6T6LtblPi9sm+SOfSy7aR/cYnHfolP5yannMnrOMG9d+zAndW3GqmvklRngdWYFXA/V1tLCbQaECrwy8w4dxxYm2NyP3dPB/mMG2PfGEd525L0c1Tk1E8K4pgi6flyz6m7+/vWXs+gXKVIjzvnxxJv63YTbLXacrXz4gluZ1ASTxq3bYJg2rohaBGSALLAe+DZwrerM5tsSkW8CW1X1EzMspqEM4iHa1GI0ayxtM2E8myT3WqtFoyuKKs2vN2knzT1QY4xoK0QOGQUr5TSkId81siCx8y+bsiDlunhZOMEUvGpgqSPcvG1CBFxwHJtnZdt6foL3dW0uuEbL2/byf9fcxtBhnfxsz7E8ffsaFj6aoX3PBLjTa+T2WMrqV8oaV3DM03ChLDVpd9Sy4DPLzpLcNsjSbYNws3D/opO56fTXMnLWCOes3sQ5AxvosiYqK1sjCBFvocLNT63cJEtY2fLWRQg2TSbILOpn22u7WHz+Vt6y5H7mJoYByrLk/+2ZN/PLNUdz38NHsug3Qmp06h2iIthJOPDWIf76qDtIScZ4BxgM1eF3VfWXItIPvBb4MnAGcFVji2WohHiINmNpmzELO4fYtfAQrOERZ0EtGwS2olnXXcnp8p9+XkB29WLW9Kw390CNMe6RhfR0j6OScsasCUHPyAJUcML/C0wOJEj98Su89NulrLh9guSIO3G5J9xCovuFjWNTgaFDu3njeQ84FoUIq0JKMly24DEuedtTPH7ZCm6572QW/lboe2EMMvb0hVu5QU3862cyHq4cwRZMm1WS2wdZ+hPHhXJ773L+64Rj2XmWDTw8vXLUm4A1raRwq4Sw4CRWhDAr5hYZFGy5wDwW2t7G/pPms+P8LBed+BS/1/MyljsHxbhW9ux+zZwNvOqCTXxl2+/Sv2lqKg21BDsBa+bvIotFtsJ8DQZDcVT1AHCTiLwC3C8i/wI8D/wD8GagHfgx8OeqOiYi5wL/A/wn8BfAMPDXqvpdEbkGeAegIvIh4E5V/V13VyeKyBeAQ4CfA+9WVTMGZobEQ7SpMFbnMVmtRl9ygm19bZRlq5ppQ0FtsL2oejOw6LkNgn1ruwHMPVBjHEubaQT5WdgzzFiqn4R7T3vT2AXnQ8tNb+cfayRw6ryXOeyND/GvR57H3Ou66X551LG6ucItFH94f8DuTDLy1gMc0bmz7OtzbPc2jr1wGzteO8B3nj6dnt/0suCxMRLjGbdwZY6zC5ITdjWy1pcr2IqVMZPF2neQeXcdZN464eXqla661CIkf1jYffyLPNFVYr/lCraERXZOL9te10/nubu5YsWd9Lpjj9OaLHB/rIS0JlBxhFrePSCQ0QQTpoPJYKgZqvpbEdkKnANcDRwGnAikgf8F/hb4mJt8MTAfWAacCdwqIg+p6rUi8mrC3SPfDFwMjAP3Au8B/quWxzQbiIVoU8Q8oGfIWNYdP1DFiHCRBBtZnrVtOvsWi+EVQsZOkMGMW6glipA2Y0PyOLx3D4+1L8dKuwEi3Hs7dA5yS6bWiWBlYdvYAKs69vD+o9fxyF8ewrp7jmX5nVk6do2TG1yWc510//sa29n2BBvfluL/HL5uWtdmfmqIPz/xDoaP6+DHW07gwAMLWfTbNO17x52IjkGrX6lok2HU8plSrmArFomyFfGJrpJBSIpNARBmZYsSbP4okW0pRo5awLbXJDnmzBd425yHSFlOh8C4VqfZYKvFxHwbXsTnOux8MrZVtf0YDIZItgNzgWuA41V1EEBE/hFHuH3Ml/ZvVHUCWCciP8URZZ8qkve/qup2N7+bcQShYYbE4qloLG0zZ8L2XUp/YIJq4G80qOZN/hqattR+fflJIsHY6klz/euA6RwpJK2W4xMpglLaXc0v5hLjNk/vXsyp/ZsBOKZnO8dcvJ3HzlrOr59Zw5wHU8x/fBRrwrV+BVwjxxZ18vLvZ3nfqXcCzOjapCTLm1c+Qnal8OwlS7jz4WNY/Guh96VRJJ0tdNcsx00yzNpWLRfJKCqMOhl7ajUBdjlWtkoFmwjZBQPsObWPgxeMcPHhj/G6tiHAsdLX4tmR7cuiksAf5h9g64F+JuaZZ5XBUGOW4eiALuBhXweRQF4v+j5VHfH93gwsLZH3K77vo2WkN5RBLESb05iMRVGalnEveqR/jFktGgvgTvAqkGXKRTJqv0Uj6bkNCBtz/euAbca0FdCXHGd8jkVq2M4JNyjiHgm5cWhI+Dld272TtafuZPTkNm566Vhk3RzmPJembd8k2mYx2Zti5+kJ1rz2Rd4750WyapHVItaSCjmsazeHnXMXe8/s5qbnjqf3193Me3KMxFgabPKDpJQr3EoINLVkaq62aoq5iAiTs5LQcWvOskoFW16UyGSSicMWsuPVHSy9YAsXzH06N0dezZ8XljvFhteXIE7dG9rTzfgq86wyGGqFiJyGI9p+AnwEOEZVt0UknyMi3T7hthJ4yv3eou4O8SQWLWVbZUp0GKbNgUPbWPgkVQkOUpScG01gP2H7jRKObgPC6ukm1TNprn8dUDDukQG6EpOkuyXXWPQER6h7pM+Fy2tk2na0y2lKsvz+6sdJr0qwY7yfR3cto79znLX9uzi3/SAWWtPr0Zcc553H/JaJo5L8cvuRDP9mAYt/O0nb7rH8gCuWFneVDAq3WlvbKqEV3SNLuUb6x54xTcEmgg70sv/4eey4MMMZR73ASZ37AOd9PFEn18TFS/dhJxdipb37yZlQGzEdeQZDLRCRPuA1ONEj/0dVHxeRrwJfFJEPqOouEVkGHKuqt/k2/aSIfBwn4uQbgL9zl+8EDq3jIcxqYvFUVJyQ74aZMTEgvgZW9Xru89BsQU93XkASb79RotFXLrEE5g2wYGDYXP86YCza4YwtUuZscIeEBuc9g7yOB7+YUxFUyzuni9oPcvGKg7nfabu+4vl1S5+D33+Oxy5YznOPr2TJr5Wel4aRrDfGLSDcoOJxbnnWtihmKvJayMqW54pb6nntH29WPFM3fYRgS6XILJ/H1vN6SJ6xjzOXPs7pCSfqaSM6dI6d+wrrLu2m/eEeurfbjC2wGDtzmFet2GI6mAyG6nKziGRwRlmvB77AVGCQj+AEHrlfROYD24CvAJ5oewXYhzMGbhR4n6o+6677GnC9iOwH7lLVK2p/KLOXWLTgbBUms+YBPVNGTxiDG3vg4HDtdhI0QbjWtYJIkiUaIV6D5eAJC+lJbTPXvw6omkAkYWT6pnwGvTs4T7y55G79Mi1tceSY/h0c85od7Di9n99sWs2cuzqY9/QI1lg6X7j5NyrlJllqWa2scbPFylauW2SUYLME6epk5OiFvPw7FseesJnXdm3IZdXIDrOUleV1h23glaW9vHjdERxcm+GSwzY0vFwGQyuhqqtKrB8HPu5+otL8A860AMHlzxMIMhLcn6r+fbllNRQnFk9FRere89yKrFi0j81vWsohN7yCDI/mryw2tiyKkEaRJhJuFoJa5AUqKHcKAE+wSXs728+F1WoZr+g6YBtLWyjalUGthGN1EkAjokdCTrCpOC5c5Vra4sbcthFef9RTjBzRziM7l5O5Zy6LHhonNTjmuIeGBi4p4ibpUrOxba1A0MsgZHluUaVukX7BlptbLYEunseO18xh+MwxTl21icMSkwBMxMwdfTybQmwluT/B/slOOl3rn8FgMBimiMWTWxXSxtJSFQZe+wrPrh2AgwvylndtTZAaArsdhlZnoYRuSx20WPTbLJJlyl1KQbJK58MvosO+QEK+sWxeYyRMvAUbKtaCebQvHjXXvk4ozvxHhnzmLxhCEwPO/Gql8LtHWjA5mmrqc9qeyPCqpS+RvXIzL1w8n02/Xc7i+7N0bx5GM3b5ws0n0ELdJKMsb5XMB9dCrpGhhEUuDbpFliHYpLOTkeOXsP2sJItPeYVje9djuTd3uooBb6rJtgP9tI9D/ybYfOIcDuvf0+giGRqAiFyMM9YqAfy3qn6mwUUyGGJFPEQbQtqO58ukGVm08AAsDCw8fOprVxl57B7sY/z5jinRpo7LmJWBzoSvkeofQ+cbx1YqdDpAZmE/XR0T5trXCVVj0Q6jPZkh22YhOZFCuOU3F+FOcha3VGe6Zc7pqp5BVp63j31ndfLo+tUs+E2CueuHkbF0IOJkaeGWY7a7RoaF5g+zshVziwwTbP6gI551be4Ae89cyJ4Lxzly+TZObnMmwc6o5fQwxJiDe7uZ70Yy3b55HiuO3d/oIhnqjIgkgP8ALgS2Ag+KyE2qur6xJZvdqOpdwPJGl8PgEAvRhkLGWFtihT3Ylt9wFednzm3MshDbduZsixBuofgaKfuP7MGSCXPt64QCEy0iMKrJqr5BHl67mIWP2qgrTyREtWkuTLrTBh5almTN4t0td057UhOcc8KzZI5L8NDLK+l4cC6LHhwjNehzufZcoyOE27StbbPJpbKYW2SZgk3a25g8fAnbz+kiecY+DpnzIivcSbAzTdQZdtSh29k8MAfLUo6bO9hUZTdUjdOBjar6AoCIXAdcjhM0w2AwEBPRpgiZrHlIxwlrYsqaoMiUBSLKgBYWtTI4HYAvrYgwvFxoM9e9bihCpsUERrUYeNVO9h9cxMCmjDumLeJGdwXb8NIEXb/7Cn2p8ZY+p6eufBl7pbDh3AWMPDmXJfdk6NwyhNh2+cJtJkFJotI3m7hzn3+hHgj+ia4hVLAF3SFlTj/7Tl/MjnNtlq3aw2GdU/PYNmMAj6Rlc9j8vbnfzXgMhhmzDNji+70VJ7x8HiJyDXANQILkKd1Wf31K1yokk2iy1DtLkUwWstmZxRsoM3xCS6CgVXLhH2LfHlVdELYuFk9G1ebqFZwVuCY1Fc9bzPudX4NFxLG2QeH4lLAIkl4Dpa2Nifk2lrnudUPVdZUyFLCidz9735DmpSeXMu8xoWN/1hnjlgsn6fxLd1nsOh0WH7OTpT0HZs35PHzuHnjtHnad1suzmxay6F6LgedGsIYdFzxsyhduHlWwtmmchVuxgE8Bt8iyBFtbCl2+iB3nDDDyqlEOW7yFAfd5bN6fhtmCql4LXAvQn5ivZ/Zc1uASNQ+SsGDJQuyejuIJVUm8sg89OFS3Z2xo8KUmQicnscfHq5LXL/WGzVHrYiHawAmdbYgPYvsFm9tmVUhOKGQyTqPCssC2C4UbFAYXCIzZkP4+7AWT5rrXEcfSZhp3UfS3jXHCKZvYfmQ/oz9cQOc+O6+XUS2Y7BMOP+llupKTs/Jczu0YYe4xLzJ5VJINryyg694FLHhijNSu4fKF23Qtb+7zBpjaptwgJo0kaGUrR7D53CGlt4fhk5az/TUJeo7cx4KeLSxCURWykWFO448d6Ia3TAjh2c42YIXv93J3maFatLdjd7eXTGaNpdGR0bp2ik1nX3ESevU6VyVFm4h8HWf2812qeqy7bC7wfWAV8BLwZlXdJ84Z/DJwKc4EfO9R1UdK7UNVyBo3uXjhKTUvcKQr4Ky0QjozlS5MuEF4JDSmKll65XySqay57j7qUdeaOdJhvZjfNcILSxbSftAJvuPVBRWw0rB/vJO27mxN9m1HNMItiVeD1hJl7ZJd2L+/m22v62f80QUsfChD9wv7IesTVpUItwqtbZrJTO2rAupRz6Z2FvF8KyHYJGGhhyxlx1lz2H/qJCuW7Wa55RzrbOwsMMwKHgSOEJHVOGLtrcDbG1uk1kFEoL+3uAeARyZbOj5BDIiV0KtTB2I5lrZvAv8OfNu37KPAHar6GRH5qPv7I8AlwBHu5wycGdULfJLDMBaXGKFC2wFxXCFlyi1ZKR6EzKsMYRUpr6JYFqOL24Fxc93z+SY1rGuqxtJWNgKIoK5jsLq/ExPK/pFO5naOlsigMqLEWpC4iTeAJX0H4bUHOXBmB88+t5CFD8KcJ/Yj4765tkoJN4+wKQCC6VSnBFt2WuL5m9ThnRY6L5t/mV+weWKtvY3J4w5h+1kdJE7ZT3/nK/S61zxr6q6hhVHVjIh8ALgNJ+T/11X16QYXq3WwBO1sK51OFRkdx55Gh1gzUInQi5Mlz6OkaFPVu0VkVWDx5cC57vdvAXfhvOAuB76tzlm5X0QGRGSJqu4ovg+wzQspPqhgeW0hN2qkuNaGtgOulc1zVVLNd1uixI3uNlCGViSchmoTu/dUm1rXNcU0/Mol3auOdVkLb1HV6p3HoItYKbJ+Y3bM3Ml6UpMccexWJo5K8tz2efQ93M6iB4ZIHBjLPSsihVvY+LYIa5um045Ys3VaPa31eKf5CXOLFJ8LJIkEsmQhg6ctYNerlTkr9zEntd8pKzS1C6RHuZ0SfuLYQWGoLap6K3Bro8vRkiTK87KRjA1pM7k9FAq8om3bOlkmpzumbZHvpfUKsMj9Hhb9ZxlQ8ILLiwA0vx81Fpf44Au+EPCSxEoHbsyca5PbAImKnmP5epg72hldouaal8eM6pq/nrUv7J01gTNmSqY/A5LIExWOtc3xCpjpeZxOIzaKuDVuE5bN6uW7yS61ePk1vfDkQpbeM0H7joOQyaIWpYVbEBHIZtHJSed/1q72ZNtVfad1uLNhRgo2QJJJMsesZtu53UweN8pA3yALXRfIZu9cqcb97fUbxu3+NhiaEenowLZKP1dkdAIdHatDiVoLjZF7ZFFUVUUqf6r6IwC1r16umjUN+NjhXhKd+pqPZ2HL6yUv8VAQQfp6yfbYYK55RUynrvnrWe+axdrsjcF6ohagIEwJNnV9JWdyHqsp2MBp3Ma1Ybuofwj7rGH2ndrGgY3zWHKv0vv8ARidAHAjdIYIt6C1zRNs6YzT++lZ+asr3IDqvNP6ZK4Ws7BZ8+ay8Y9XkDzqIB1te+jAOVzbjPEtIDur4oYbDNVHRNC+bkiWeL6oE+rfjnNU3gaiqqHWtnoGbJmuaNvpuYiIyBJgl7t82tF/jNUlRtiCZMm5h8HU9+S+UafxYQdu1FKBA3zjNyaXzUE7smCueTlUra4pJohBucxdeoCdZ85h3mMWqRFnbOdEn7B/rTKvb3Ra57GWj3XPhS6uNaqrLU3X0buYPDLBs9sHmHf/HOY9OUxicLi0cFNFxydcC1vWFznSrubLsrrvNO9CiJUXdET6+zjwmtVsP1/pW7IfS9QMDYjAVsFWIWm15tgag6FeSFcndnuqdMKsgrGy5fAC7JU1ti3m7pE3Ae8GPuP+v9G3/APuTPZnAAfK8v1XTAO+XihTg3TcQCMFTFokJqBgMm3FiSrkxz+ezX9j+yPD+dMCI8s7gIy55uVRtbqmNHeI8HrSlsyy8PC9DC7opu+OLhKTcOC14yycexCofJyR1vG8T8NIVDcSls3i5YPo7wubLuih87ElLHx4gvaX9yEhUSexbXR0zAk84rOu5cRa9VxSqvtOQ3KCTUSwliziwCmL2X4edC8dole0Zcar1YJs1mJiIuWMr7ZskqksiYQd63vbYIgtHe1oKSsbIOksOjFZhwI1B957pqRwq4HHRxTlhPz/Hs4A7fkishX4O5wX2w9E5GpgM/BmN/mtOKGRN+KER76q7JIYV7naYQvWuEVyRJCMkPDmw22HTJeS6c1CYupl2DaYcOZcYirUv/fdTy7MfyAQibsy/7c371DCYmi5Za53CDWva1UMoDFb6O0ZY2JuN93bbbKjSbIDTXD+mkQIzO0fgdeOsOP0djLPL2LhQzZ9T+5B0hkv2suUYMtmw8XaNHo36/VOk1QSWbaYnectYvDMNF39w3SJI+DrKeKbjXQ6QWYykTtHdjZBJp2grSNNMmmsbgYfphqVRETQZKJ0qH9VZDLtPG8NQPNGj3xbxKoLQtIq8P6KS2EsbTUjuT9B2wEhMYkzPsffUTkObfsFuy3J6FIbu8OZTLhtn3Mt/JNrAyTTIKPjqFhg2WBrvnDz8As4fwASEWhvZ7JfzfUOodZ1zYkeac57JYxNtNG536kBHVtTZBZZpre/ynS2T8Kxezl4VILBBxex8tYDJPYcQIeHUVfAqRfa329Zm6Y7Sl3eaZ3tbPmzExk9epyOriE68cRaxTnNOtR2Ra3nFSKKWIqdtbAtcwINhopob8fu7SqdThUG99e8OC2Jasl5RavFjAORVA3zLK4qkhU6diZIjvgmCPbwD0VTSIxD13aL8fnOi9LKkHONzAUhUTfim78Xxh1zUjixdqE1IhcxrbuLTLea690QxIyfqZCxgx30TIKK0LVDGRlvo7PdhEOuBQlR5LR9vCxzWPWVHehkuqh1rV7RuqbDxCIhc/IQbTTvHKSqQjZr4Q8SlkhlseognETcGRJ9kYyhec+lobYUtEEMOSSZgERpK5s1OpnfvpvFhN1P3m+/9a3s8W5VJCaiTRDzMK4eCh07E6SGKBBo/jR+EmPQtc25BlYWwsL+tw3ZjuncErAtp/HkE25QYl4LS5wgJG1qrncDUDVjaCqls2+c/WtSdOwRhg+x6Ura5hzWkOGtfaz94W50bHxKsBUTa3Ua/F0xGavpBUY2k8Ae983t5I1xTk5rQvOKEAtnHj7LEXDiCsVmP6eGKmN0WlEkYaF9PeUlDsYrmOUExVjTjGmrC0puDJVh5lgTQmrYDacN0cLNt06tQKRIyd9OxZdfwQ4l17CKvLEtZ2D+6JJ215RcwQEZqoYZS1MZiYSNtfYgWYVuyxuUnH8Om/mcxsXVU1UY3dbD2n/fi27emm9dayax5tJ2UEmPpUi2N29DyE5b+eMj1XVdrIe1XtSZ487XCei4TDZvXTPUAG9aIp8VxFjcfCQSaEeq9Hg2QIZHsbMRz1XbLj2dU4sQNEAUE2uNGPMWD9EGZoxTFbEyTsj+vDFsEWIN8EUaCSQRQXwPwORooAEi1lTjySfc8guTP1fRZI8Ygd5ATE/19GnFcxcHwZmeTNL+SDdH3bANe8fOAutaUbEW0waaNZFl4OF2hl7VxOGzs1L4nrDrG0Ql1yZSMf18hkiMWItABLWs8OekT3BIOotGWdo8K1LQmtSCIq6UCGvmedqqTqQVx1A5XrR9/1i2qHsqGNbfvxwnTLz3ukyOpD2/FXDdVwqEG0w1uIKTy7almJgjztg4Q91RNWPaDPEinU6w8MYO+m99EjudnhJspaxrcW+gKSz6zQGGV/ZhLx1vdGnKI3hKE0reZJ1esmZ8Vze+b8JQB8KGZ8xmMSedndHj2XznxRoawx5vkudUjfELs7ItaXVs08ZDtKkRbVXFfddS+L7Nxws2EnJf5oX6j3rjedY1T5QFxZtYeWmlrY10t7nWjWQWv79mTBysUvWk1q6TE/s6OOy6LKnfPunOw9aEY9eKYI1Osmxdhs1XJJG4u0lGdMRrIOiINmuk5yYssqE8whrWnlib1YJNBO3rLp2w2ITaUWO1PCtbi7hN+u+hsAm1vd+RIq6O76d4iDZozhdBTJFcyEemYvZHWNNKtkM9/ZVVrGHfpIve5Ld+t0iJqLyuiMvO7yfTZcL9N5JWdPEz1IZaitT0/g7WfH0M66lNTjj/SiJDNktDzFa6XjpI/5PzOHhy84lOAMIiRTZj50WT3DKGCtHiEfxms6VNenvItpVu4ottVzY3m1+ktZBg849hCwq2UtQzknE8RJuxtFUXT6RJtF6D0u9eb31O/01M5keODBNuQXJWN2FsWbdj/TPXuiGoUp8gAgZDETIH2ljzjWjBVkATWtlyqLLwoRGGD+kkO6c1wmnP0jawoQmYzSKtgPa20qH+AZnMoBOThcsTFtLXiz2vj/GlvUjG5sU3JZC00P9cgiXffQadnGxa4VauMCt2TzXiXouFaBNKuPEZKkYtcmJ4pqc2F03Sj4QItyjEiRw5Nj9hrnODMae/Aiq0KNjufFbevFZW0o40PjclVai82f1trPn2+JRga3VUSR4YZ9H9HWx/nTjjxAwGQ3UIRI80TKGJMl4+qsjwWEG7QBIWe3/3aJLv2MmZCzbwt4vuxValy0oB8KndJ/PwPcfB85urX/A64r9vokRcWePaZqd7ZKML0EKIG8LfLnNsWxmob2CmekFIcvuT8O5X72YXC0kmmOgvYpEz1AU17pE1QW1BxxJ5y2xbsOI+lqkSZugWZ6ctDrs+g/XERl9EstnxPOh7foihlQMMHZluzPiq2XGap4d5JLYss3UqAGlLQVuqdLqsQjpduKK9nc4/2MHtx/wQCwHa8+rJ1XN+w+3Hn83c52m6cW3l3gvBcW5Q3BW3XsRGtBkLTBVxfSJV3GFmVZgWTSzQzjZkaCR/IUxZ3KI2BOjsIN1rrnPDMec/khmN4VIKRU229UVyucFKVIUF69pIPfTU1KTZs4mMzaIHRhlb1EmmvzXcJFuGWXYrthr+BnUcGtVxQDo7yXaUMZ4tnUUjokZ2pQpdJj0SgXl8m5Gwe6XckP7+wCSazdbVZzweok0xlrYqIrbkXBqLjWmrBDsJQ2v66d97EMlm861tweiR/mUAljC5bA52CnOdG4lKy4uIhuEJNn+Fs8X5tHBPRblCt/PZDub/9Hk0rFd3lpAcmmDhQx3seK2FGjdJg6EmBCdFnm1RJEUE7e0qb0Lt/UPhE2qPjfPSr45l+PAJ+qyOgtXzrTZ2nZdm3q3t6GRzPNP9FrYwa5v3u6jwt21HqzbQshgP0YYjNAzVQVyPLC9sf5Rwq9SwMLQ8Qeq4ZXQ9uQ0ymcJ52cIG8FgCvd3sPrHTSWKuc2NpxshvNaTq73L/6RV18m/xc16ybTCc5JAb96AjIyUSRu3ACnQIRbhjxx1VejcNMbS8n6Ej6mBta8JTFBtau8rOWprWTTIq9H4Qy3JEx+ABEhNdaMJCu9rRpFX4oFZFJyZCs1FVurYr+22bvpBmXbskWbZ0EGlraxrRFqRYxFGPyHvFtlHLctLW+X6Kj2hrwnoUS2w3OmMgemTB6fUMAwJYbuASSrcv9xyfoq9vJf2P7ESGR52bOmpSbYB5A7zymnlMzDXXOA4YS1sNsQJ+yIJraWtUgepD0XeWDct/Bbp5W0V5iiX5YZSDwi3uCM5zMNAwkKyy8JFxxhe2k+ltouOZbZh3VXOQN7S+tCALWlqaRsRZVnnCzU2jo2Po6JjjwtfZgdXWhnZ1YPe0555J1lja6XyPIDWqDNptrIxY/+Ujr+Ovl16FbJhmZ1ydCM7Z57ekFQs4kndf+M99g8fvxUO0GffIqiFexEhXjOWiRwa8tLwAJQjYCabmbMuzFBSKODsFg2sthpcuYdnPdiEHh50eG594k65OsvN6GVvcxeBRSTKduGN+anbYhnIw18ChVudAQr5nxfn4953Q5o8iWI4QVeje2Ebvumed50NYoyM4z6NPmBUIt7z9N6m1DcdNcs7T7ew+DajH+785T1P8aPHOl3oiIi8BQ0AWyKjqqSIyF/g+sAp4CXizqu6b7j7KdYVrGsoVbjAl3gCGR1BGkAMJrFQSrAQM9CKZrPN89fIMiJG+TSM8OLaaE9u2FGS/zx7jloOnIRPxDrQVvPYlI0QmEuy8ci371yqH/XCcxBOb8jMMnKPI91oNiYdow8zdVTX8DfOACMvdojL1PyfK1LXI+V9MGm0ds1NAwoKkcwuJrwLsfs1SRpZJznpnrm2MMJa22hI8vbYg6aBbiqBWk1eKMto6MmGx4pZBdNx1wSmn0VHMotYKbpKqYAsDz48wsqyH0aXxbvTEEvclJQoaNvl3zfZbv13NEs5T1T2+3x8F7lDVz4jIR93fHymVSXAMUpT1rGmsasWoRLgF0GwWslmwLGTnhNNUVI20HCVefIXPPXwR7zzvK2zOKI9NLGdnup9/++35pHalWHnbBG07XkKD5YlBJMmgdc1/7cPuFwA6O9j8h4fzL1d/jTPa9/HBV13Mpi8eQ/+vnkfHxvOPy42YKSLYs9U90jwQq4/fmiYhA9sKLGtQ9nVIDSkyNuFzhXTNzW0pJuY6gVDMNY0hs/maNOLYtXAcp6LN6VlQod7vfyaBvLw99LTnNaD81rZgumZ3k4xAMjYLHp1k20CKbMdsrpTlI1mQrDhDANxTlu3AWMBah8uBc93v3wLuogzR5idMvAWFWqmAFLFnBsINKDuYho6P0/NQJ8fbf8rC29uYt24r2tnOUYMvOpNxe/nEiHKvZ0Ga9na2vOtwrn3vv3NmO0AH31h5Fxs++3Pe/tm/ZMn/PJW/jTeeDeo+bU0sRJvn0meoLjmhFnJP+S1qouREVrnjziKvV1sKO2GuZyxRjKWt3oS4pIotM5teoFFU8G6SSWHxusHyJ9CekZtk+eWqK8UitKjStm+COetT7DmR2Sc8Kg1rrGBNSMH7yZoQ7Pa43gCGIijwC3HmDPl/qnotsEhVd7jrXwEWhW0oItcA1wB0SLeTWSBiZMuH/Z+pcCvTGrbsf56F7wo6MYldZzfAWhAm4EkkGPydw/jw1TdwZjskxCLrvn/WpDr4/If/H3+757303fIEJBINv7diIdoM1Sf3cosQYt4yb7xbpVhewKDADZzp70DNXWUwTBFm4a600dpkdG1LIFt3FOopX2OjaK9oJW6ScUYE9T8j/ZYAhf5NY4wu7mJsUZMcTzVQsFyXYU1Q2fQHQU8sxXnftHBdalHOVtVtIrIQuF1EnvWvVFWViEkgXYF3LUB/cn5BGr/7W9AtLiytn6a0vFVKBe6LeZEhKwmGEgMXSSjuKgsg3V1sfteh/OMffZPXdw3npUm40dAv6Mzym0/cxR0HzqbjnmdQ99hy4q3O76KSZ1ZEVojInSKyXkSeFpEPusvnisjtIvK8+3+Ou1xE5F9FZKOIPCEiJ5dTELHNp5offw9/WKe+BsezVZi/86IszDjdm5pWfq34qYR61bPcfdHKHztGH6bqmoo7Bkc0fuUs9pnG+Z/7bAYNm/8nQF6vpRXd8pbgurDpRcqkbnXNj0Xo81KyNvOeTJMYl8bXm7rUTSExIVhpp+MvMQ6JMXFEXKltLafq+D8ojsvkDMvkfSQrSMb93ehzFcdPlVDVbe7/XcCPgdOBnSKyBMD9v6t6eyy7XPXeZWmihNJ0hNFMxVQ52zdAsIVFgyyVFmD0hBX8ybtvjhRsHh+Z9zRbL0jlHZvnehvpBVIjyrGJZIAPq+ojItILPCwitwPvIXzQ6CXAEe7nDOAr7v+imHDw9WWm5zvdJWhnOzI6nr+8J2Gu5fSoQz0TzDx5DSAYLEFAmsk9stL6nBG6XzqQv8wfNKRYj20RN8kqUpd3WjmT22IrbQcm6d+QZN/RU8Gbak2jntHWpCOy8vavzp8CYR5AwZl7VMkfj61M/7mmbpm88rj1MtuuRTsRimbZRFW7EYhIN2Cp6pD7/SLg/wNuAt4NfMb9f2OleQetamGubFEh32OL97yMifUq9PndwLKV664Ylq7zwU382/W/y6Xv+Swrk12R2/5stJeFD7n3SvDY62xpKynaXB/jHe73IRF5BlhG9KDRy4Fvq1Mb7heRARFZ4vNVDtkJzTkwfxajCRhaM0Dvhv0wmWZ89Vyy7RajCyxzLadBXeoZVLW31FAmYe+UFr4OyTHB2nPAeQz4X/ARwq1cN8lqBSWpW12DfNfIyETQ/9I4o0s6mZjTujeGKFiZwjGIgntb2ITXFT+Wm9bzTPIJt2mXKVtYJivjRkieZp6GoiwCfuw2opPA/6rqz0XkQeAHInI1sBl4c8mctPD5ERXmPSrsf1MQJYoqGdtWTWEVAwHpv65h7rDeuihUFUlnOPRfn+XCrv/L13//K7ymw1mXVTs3ts1G+eAd7+SodS8URspsABWNPhKRVcBJwANEDxpdBvgndtjqLst7wfkHk6Z655gHXbMhMNnjPDC0vY39h6bIdE+FYjZMn1rVs8ScgdYTC406HpUpV2GLysblxJ0ZWgra9wg6UtmEq9OOJjlDalXXOlJ9UyvCXCODk25nlDnPZdl1ioXdgDHB9TIOqaWOVcxzt/Pc9MUtQ4lLm2dhq2C76AwD/12sjKDJmd1nLfREqCqq+gJwQsjyvcAFVcg/73uUtQ3CO4waPa7N6umGthR64GBZLuYzDkrSZERFBfVT7vVTVZhMs+Yzz/HhZ/6Ef/lEvnDbkB7n8us+zNFfegF7dCwqk0oPYUaU/XoQkR7gh8CHVPWgvyIUGzQahX8waefiFWqecM2FlYb+TaOQtZGsTftBJdNl/EJmSi3rWfvKFWqiR84MK0Mu7Di4VgILso3veKweM3wWW2nyRVcZ1railApKMk1qWdf6O5eoiuSPGveCkoQVWZWOPZP0bu7g4KGVH0uz4Lh/6pQ7Y26cJ+Xdd8HH10zbDZ4nbiAftUGyzMhd1Txp60BejJ9oi5sn3qYVDr7WZLPOc9GykKWLWP8Xc7j81Ee565uns/Q7T5cv3CBWbov1JEqch6UJDUgzmWbBTRt4/7w/5Tt/+kWOaUvy45G5fPr/vYPDv/Y0djoTlWk1il8RZYk2EUnhvNy+q6o/chfv9FxEAoNGtwErfJsvd5dFo5UHbjA0luS4kjwwNZ4tManmGs6QmtczjBV0pkhWkEAUe7EdMaeJxpQpbnj3WL71rEI3yaC1rZib5HTKWOu6FhExsiiq9L04yfi8dib7WrSiypRwy/k2ztDFMXJX6givnGXP3Zed0qld+/aZNxatRmUy1I9iUSOLuVDW3dKWcF4csnwxOz8rPHbSv9Ij7dz75w/xkT3vY+CWp8vPq5RIO2QZG981h8O+d5DEjj3YI6MzKHh9KXZdvHVB4VbOeLdcvpNpVv7PC1y54EOc+9onePLfjmPZjU8Wd4lsgIWznOiRAnwNeEZVv+Bb5Q0ahfxBozcB73Ijbp0JHCjH97/hUZHMp6JPplPYd8Ic0ov6mFzWz/iA1fAyxe5TAaaeNccnF67f/7FxIs7FoHyx+MC0gzjkUUk0yQqoW13zu0UGQ/9HkEjbDDyfJTEpBZES6/Kxa/vx7g+1mIqkirO86vvLQmJcsCbJRat0AqHkl0c9Iem5Xlru71qdj0Zc1yp94kpUoz0sXdAC51FOEJNaIW0pXnzLAu47+bv0SDsAZ7XbXPW3NzF00dFIsjo+0yOH9fGLt3yO1//PPWz88iJk8YKGzztWKf7rEyx7qWtXSozryChrvrKdlz94GHNvWh9Lt9Ny7oSzgD8AnhSRx9xlH8eJ8BM2aPRW4FJgIzAKXFVqBwLGStOEjM2zGJvXmfttruGMqHk9y2tUNxmxaTC4M9YHe+i9Bm8zUu1od527p07EjKxtQaoXTbL2dc1P3rQG7m8R57yHiM+OwTTd2yyGVla0l6Yk1wlSA/IsbP7lGUFTvhWiaMGUElq7Z2VcnmUtQpSFpVQDPUy8RQm6WmIN9LPh/6zgu1d+mST57hrv7ttM9z/ewKe/+xZW/+dz6MTktPcjHR0s/r+bWJ7s5E8HXuSdr36G13z2j0g/cSyH/dcL2MOVjUNuJOVE/wwLVBJcH+oquXcfib37nB9Rbqde2ji6R6rqPRDpnl0waNSNsPX+SgsSm0aZwdAA6lbPmlRYgNMIcwIRNPhhYQFZ8oIiaO5P81HN0ym20Pdi/su/qm6S/nyn6SZZr7rmiTMgeixbEDeCYu+WDBNzUqR7mvSmmi46FcyqWnU9mIVkQcJaPoGEjX7MGMrDHznQ/z9IOZa4qPyLBS6ZCVZ3F+s/sYR1l3yOZYnCkPNJEry1ZzcL3vVVPrbzj1j0vaed/Vc4BYDV18szH1nBXSv/BQtnP31WB4+d/j9sO2WU8/r+klW3pGl//KUZCcNaEAw8EibYokR3OZZX//+ofUeOv67zHG1QYfTImtHEFgCDoalowkmEREEyTmMLATspDR0/pjDVAPc684WmPLfVxpqAxMFxxypm2dV5qRWZu00sgWzEdo3GL9j8y8IaCIFl1qRN34tZBo9KNPRer6twCYorJfxcTTO/XL424fO6NbD+mkdHdShnTFqwMV9JBMmqWlZsm/3nrOLT594QKtj8dFhphlbD4t4e9OBQxQFGRo5fxo9+919D97Ms0cWGN/8n37x4Kde//QJk48sV5V0ryokS6U8bRjWsprm8E4mpfDwBV+c52iAuog2MaDMY6kDT9R67QT5yFkKFxKQz5sROEW0vqSV+65ov/HjTndsakBwVZGTMcTfziamYuknWnJxgC4T991wjVSTyHm4/kKVjT4LxBTUvZuMoVWccb+SZ7SKwvTdeLU6YZ8c0KXLe/OPcosawhY2JKjZOqmqizX3ODdy/jb+7+Up+fMZGvrrqJvqsjoKkwzrBe376IY7695exDw5Vvq/Vy9j+rkkOSWaB8MkHJzTD5568kMP2HYjtNLvluEQW27aSsYolXSobOM1CbESbNMDMaDDMKprMoi3qBg4I7RUHsbRhVog8wZZbUO6GNEZs1hMr4YSy9lnJIoVb3naVu0nGEZWAYPMo1WDwp7WVvi0Z0r1Jsu3VLmFjqUikaKHwKntTK2RfNRxHZ6gzwaGIZVpmS03AXCt3SCDvuWcP7mPNp4cYWbmEN37+7dx2zPUF49puHF7Bqhsz2AcOTmt3L/7+XO45+3P0WZ2h622U/9h/FIu+04m9+wVnYYOmCig2zrCUu2Ml7pCl8iiWrtHz+MVHtJmHqMFQe5qpnnluTGGNLlzrm9XAQ6pgx7lXgGc5qGGcg4ZjWUjCQjOuRayU4PJb24rmG+0mGUtyLrSS9z/PyuYnpKFgTdr0bLUZOsRq/iklNPC/HCTvX+VISAcLpr3RSvitaf4xSqXcIKPWRVlkqtJQD+mo0nQGNm0h9ak1fPgLZ/Plpb/Jrfv84JHc+OkLGHh0w7TfF93blX/edQ5/MPc3HNdWaGl7dNLm5k9cQM+6Z6f2UeGYuXoxEzfWcqyqpURhXhrLmvHUM9MhHqKtySwABkMz4oubEQ9K1XkBO6FYWZl6RkggQIHG7Jii0MD3aK+42lGHHSbH8Lk7Fo43m3VukhGCbWq9sy7MkiTuPd+xL4uVhdEFFuleZjTh84yZ5nu6UpGUOx/TEXqhGZb4HWea4gHXOILBJIKN8ahxTeW4y5Wa462aVpfkIxt44h9O4Lp/3sjvdL3MeQ+9l8VfaKf/sacrv12956plseiHG3j64aN562VncO07v8JZ7fnPzK/uOpfex17BzjZucHAl4wrD1kVd42KBSabrJtlIKxvERbRher4MhroQh3pWSRks98HpuUi6gi0XuTEOxwNT0e5ClocyA5evuCIZmP/kBGTcl38y6VjGAta2Shs6TesmGQg64hdsxcay5cZM+oRLatimd1IZm2MxtrARin+aVHqpvGreJJe4LphzEY3XdxdhbfMIG9+Wl41vu2LTAPiXB7+XpIwxUD13PcdX/vpN/MNRCVZ9fye6Y0v5+UfsU8fGkec2c+gXLD51+1W8+D740xPW8X/mPM/G9ARP/ttxzNkbMoF3A6xtpaxmxa5FFKUiRPrzqnjqCBOIZBbs01B/mqWBUweaMeS/Y1nQqZD/EKvGnZUWJOsGR0lqYWj3KENRFYIsVESNz1XvZuh4ce+UWFENtbblUYa1rXCbgJtkLJkSbLl71i/Ycsm8aSzE6aAIG/yugCqShc5BG7vNYmKgRR9qMajPhuYjyvWt3GiSYflVMs9bWZQRvELTGXpvW0/vbSWqQilBFTK/mGZtko9tZM2fpfjRuRfyyIdX8viPj2bFz59Do8pVY+EWFiGyVNTIcixk5VybcixvRS19DbJMxkK0Cc3ZmDQ0CaYh4NDEbshqgYrmW7RicCySFSTtfrchkXEa33YSNDHlwhlJvYVbjbAmhblPj+S55YgqaiVKW9tm6iYZR6RQrIFPlHlCrVzUfUeK0rnHJtOZiHVwkko6U1rN4myoI5Lf+C42Z1spt8ZSY9mmY+UpoGhnVJniqBIhFbI/HZ+g745nGXxyPiv2PouOTxTfvgrM9Pld7vaVRIkMutMGra1lBbVpwDspFqKtmRuTzU7Uy9W8SFuUJq9nsRJs6ka3DJYlC5ZC1spPG0kLuErO2WCT2nlgakFusLZAwoKMPfV7trhJhlrWvP8+K5zfyib5rpN594X7nkyklY69yujiGLtJapnvFomHtdzQ/IRZ10qJt3LyKkVVOpQqEUeeEKtkG19nGpaFZm3YsatuYeujxpoVc32MWlZqnFuUxazYBNph+ZcsS4M6EeMh2jAP7oYR5bpV31IY6oSpZ9XDmpRwDwF3vF3BuS6izBxXyea8OG0HhP71+wpfYp7VTCxIuFMARDFTN8kYkmdV8xMUbBUgtmN1bhu2SQ8nSPfMvJwzpVSHxFTCkPTxvXxNQbN39swYjbauFbOkeOujGubFXOVmHIgk6LpYSnx5As0v1KYr8oJirxqWvyJM5/yUG3yk2PLgNS8ncmQ5TGebahMb0WYe3vWn2MvWXI4WZda/5euDCqHnungDNzyKYJwRhTnPZZBR18XG//LMuUgCzDI3SV/QkSBT4zI9a2ShlS0/aIl/Y3dTGzoGbbLtTTQVQBNctmajSft5qkpQQJVrbSuWVxTFIglOZ4yb1dPNrktW0//iBKmHno9Ml/d/OhTLI2T8W7WIOj/VHMMWNo1DKeFe7vUvJuLN5Nrm4VN/ipzzJms7GsrE1LMqIkxN3uv3mrAo7vZVrN412Ri3jl3Q/eIBJMriJeIG+VTHTTJLgXCrlAI3yRiiCUEtyRexHj6xBvnukJFpwRHAIjlrWyKttO9XxufG8xwYDDXHs94WEWiQb1kpJ0hJcFxUWETJ4O+KXb0PXc4rn8rw4xM+xwdefBMTH1mN9fSLZedRdfydZjUIPjJtV/iIbcsNNOOlnW6ZwqaPaGTnYWxEm+mFqy9Syqe7mVqOhvIwY0erioprEMJtO3hfSo27K3UNmkS4SRbmPTMOk+mIBOJzyRGwLUgwJdxyySqztjUD2XZhciBF28E0BIvtaw/lj1/Lt7IVs7qKKqpCakTJdAjZzmofgcHQBJR4lhazslXq6lasoV6xxW3xAux/Ochv194EdPH1Q3/IWz79NlIfPQRr0zY0k6mobFWjBmKtlFtj1LkrauWitOCKCuFfbvmK5aOqDXPNj4do09IiwlBlip1uMdejZTGXtap4ljb1CWLHNbL4diUtnhp/T9aerUrbK0PhK/2CC/fFaJEv3Cy7Zd0kVeDAqiQDm5TkaDbveRoWmKSotS2Ytz/Aja20H7AZT1rY8XibGwx1x28JKxX+P7gMose3haX17y9ocSsHSSZ56c2LuPnwzwJdAMyxOvnR2u/zJ1++lE3/tZZ5N693goW0GOWcr2IuqFF5Ba1hxVwgg3mWcomMLHMD5miDuIg2MI3JOmPGs81OjHtkjfC3w8s9x+UIu5gKt8QEDDw3Clk73wVQxLEkBXshPTdJC0ewJSxXlWZjHUxkJmgS0t0WiQm70NrmpQkEK8mzspWwBHhuuYlJpe2AOnO3xXXaOsOsQ0S+DrwB2KWqx7rL5gLfB1YBLwFvVtV94rSMvwxcCowC71HVR0rvJG9/oeKtHGtbOS6SpdIHtwstbjLJgdet4cor17Eq2ZW3rkfa+daqX/Klj7zMz3aeR8f9G2LdMVWKUmPVilknSwUKCbPCRf2OGt8Y5VpZyi0zt31k6WpLbESbaUzWkVKNxYj0os4AeLGVbKr8nmFDjDD1rPZUco6b1FWyf1OW5P7R8hIHLWReJEkRJ6qkKGSzrWVtcwVVusui7aBgZQi/1n6xBiXdIvPuBfd5jEBq1AbcSbdjeL8YZiXfBP4d+LZv2UeBO1T1MyLyUff3R4BLgCPczxnAV9z/xfGPJY6wjkQ13MuJJunPu9j3cse47X3DWt71sVu4pv8lwiqqhfChORt45Z/6efRjJ9P+m+dKnYFYUewclorgGXZ9Ks2/2H+PYvsoJcrzOgZmtXskmMZkHSklkP2rxQYrowXBFixR7GT8WwdeudX0QDuYehY7KqmPcSA1DD0vDZdnIfMLLvd7TrjZCtiudSgBajtBNkqNYwsIt9iikOlyg5IoU66g/oamT6yFZiH+724jxPbcchVvkm5RR7jZSYt0T4zPiWHWoKp3i8iqwOLLgXPd798C7sIRbZcD31an8t8vIgMiskRVd1S4T6DQklJOYJIwgqIibHmxcuRh24zPFc7veg6LDhJikQ1xsZvQNHdtP5xFWw/G7tlfDn4LW5RFLCz9TMWat22Utc2fd5RYC/tdyhpXb2Ih2gRjaasrFVjaxFbHuha4Sa2M5KLkxRZ1Iqx5os2J6NboQjUOUVPPYksRK0ysrpnCnA1prLGI4CN+SgUS8YKT+IWbKKLOWLe8F2NgjFzc8d5pdkoYm5eka1ca8UL4w5TgDYi1UCubG9xGVHMBoiQ7tU5wplWwVOg4YINYZLri/GA2zGIW+YTYK8Ai9/syYIsv3VZ3WYFoE5FrgGsAOqS7oFFdLCJklCUu6ntYYz1M4JW0uLnPvmX/+zyvX/Pn/PayLzDHKowetNce49W/fj9r/vYAunNPwfq4EhRqYetKUa5YKxZIppj4LraPYDnChF6ea2U2O8vHtAWsOIbaUnQ8W0gQBVENXWZliLW1zcooknUrnA1kFbUEO4ETjns2YupZ8xDDa9UxqHTuGJlaEPUyjgrp77e2qU4JN8F5CfqClQjuMk/AeaJPtTmiSbqHP9kvJMcTtB3MTj17Sz1/xBvXlp+X9ywOPsMdsedY3jqzMCYWmY5Z+owzNAWqqiKVd0mp6rXAtQD9yfkKhePZvGX+/77tp+0yV2x8W9j2BaJvdJSj/mkr5y/7I351yn/nCbcJzXDGzz7EUX+zGR0dK+dUxJJyBFo5Vs5g2jDraan/lZTJny7KZTMOxEO0EbPe5Fan2EDZENOZiiDqWNxgytXQyroT58bohvYQWx3RFmjXSVaRLGTbiGW5DYa4YmVhzoYJJJ0tcHnMI7jM++0JrVDhpiCu1S3hpveWJXCsbwlvEtiAi0tM2zf+d9roAmcG7Dzh5iM44bYWiDXCn9teg0an0ifHbHq220z0JxgfsExwEkOc2Om5PYrIEmCXu3wbsMKXbrm7bNpEibdiAUn8y6OEXLFGfJSFDcg9/+wDB1nxoQSXnPeXnPanj/JvS+9jTCd5z4tvYM1/jzelYKtE6JbjahhlnSs1bq2YFTQqr1L7DRV/qg3z/Cgp2kSkA7gbaHfT36Cqfyciq4HrgHnAw8AfqOqkiLTjDDw9BdgLvEVVXypZkiZyfWlmSo+fCdywiuOCE9KpnYt8FsNrFybYcuQaRPEpd73qmekcMUyXnq02qcEiDYqw54En2CKEXJ5wA9ddEtcl0BeZ0vYpjwTO+Ldp+mbXpa4FvUcExuY7x9A25LMYThXKWRQ4JE+sefW2wH0yqkGSFToGs1hpZWy+NXs9Cwxx4ybg3cBn3P83+pZ/QESuwwlAcqCs8Wx5Vai0W2TYsihhUU5wkXLT5eY/c//bu/cy/wd72fTMGq78bC/P713Aks+mSDzzQslDjhOVnKOwsYFRlGNBKzZ+Lfi/nP1NZ10jKMfSNgGcr6rDIpIC7hGRnwF/AXxRVa8Tkf8CrsaJ+HM1sE9VDxeRtwL/DLyl1E5MY7JOFDvPEn0dcmPBvHaZSNH0DcVr4Fiu2Ay6ElkSx3LXpZ7F0eXOEH8Sk9C7eTzS2uPUtWBDJcRFMiQqZN6LNSfeXCtbzgLl64FRxVFuTNda3pC6piKMz7GwMjjTABQJExkUa3nLo3bnz849n55AHJtnhJuhvojI93CCjswXka3A3+GItR+IyNXAZuDNbvJbccL9b8QJ+X9VeTsp2CcQ3tAuNaatyHHk5Rk1Bs5bl9u3bRe6cQdcuq2nX2T8vYtYOTmC7t2X/8jwto8Z/mOOEjSlxo4VE0JhAq+UJS1MlIftpxJRF2V1a7SIKyna1CnhsPsz5X4UOB94u7v8W8Df47zgLne/A9wA/LuIiJY6UtOYrDsF4yKKJnbTeJUj4L4TJwosbO44PVHFTklZkx/Xm7rVsxoQQwHcMsRhgm1R6NucJTEyWcFGPsta0NoWIdyAcPEGruuklze5NNMZa1CvuhYM3gSgCUdAde6FxKSd/xwKuEJ643EjCYiwULdLNE+4xTpwlKGlUNW3Ray6ICStAu+vfCeh+w1dFjY+KUqARYmAUo38PPzPOb8A8/6763T7znCxFiPBFhwzGOVOWuy7f9tS4qccC1pY2rB9BpdPZ6xbAQ0cT13WmDYRSeC4ixwO/AewCdivqhk3iRfpB3xRgFQ1IyIHcNxN9gTyzEUAauscMA2/GFC8Fzcg1srYpmEIKJKLqjY1Fk/iamUDal/PUn1zanfsMT2nTU1MLNnJEejaPuaOMytjA79gy41XKy3cnK8R4i1sN5bF2HHLQ+LLlVPEGte1njmRdcJOwthci669imTIC/TkXW/JFlrZCgR81JQLvnMm6gi31LBNpsMi3R2+icHQrIRZZaKEW9T25VjegvmGWYRC3SLDBFvwe3CbmBG0ShUTRVHLS53jYgLPWx/8Px1XyKiyReUVtqyR1rayRJuqZoETRWQA+DGwdqY7Vl8EoJ45K4JDqQxxpYmuk0q+cNMEsS5/retZ52JTz5qKGFwrsaH/xTQykQ2sKDRXqyWuO3LAwlZMuMFUcBIoEG+RJBKMHreMvUen4LbKj6vWda1r4Qot2gmWhIm+BO0Hskgmf51k7Nyk2XnLo1zXS4g5cc9/+8Es2Y7ErJ72xNBieH3JAUEQJaKixELweymRESXYQvcbFGHluj1Oxz2yyi6VYRa2sOMuZf0Kbl+OQIraNurdUImbY1B8lbKeFuTRoIm1ocLokaq6X0TuBF4FDIhI0u2Z9Ef68aIAbRWRJNCPM3i7WM6hriQGQ1WQqTF5zXCf1a6eEQshYGge2geV9j3j4Sstybe8+etWgUCLEG5QaHULy8+/LpFg9Jgl7D06NWMBUrO6ppSsa9l2yHRapIbtqeeS+gIoRW1fqZizFbEEa1JJjirpbuMjaWgdSokrb53/fzEBUK4LpT8ff7rg/lU1f3ybZZVnFZqO+KqBlS4ozjzKcTUsJXj9aaIsa+WUrRwrX5Q1LngvlOO62chmVDnRIxcAaffl1glciDMQ+07gTTjRtt5NfhSgdwO/cdf/qu7jbEzDtGKC4fxbklL3RQPbMvWqZ3FwtzM0B5KBvpcnCwOMFCHP2uYXZnkZ+4Qb5FvdIFzAQW6cx+jRixk8um3a7qNxqmuT3UJiUkiMa26bYMeSBs9DhWLOE29iK20jNpmOhJkGwNBSFBtvNV1Xyajlpca3hVrcAu6RpfKIC6WEcDHrmyfAwixs/rzCRG8undvZF+USWQ7FhGUp0Rm5vEETa0N5lrYlwLfcMQAW8ANVvUVE1gPXicingUeBr7npvwZ8R0Q2AoPAW8sqSZXv28hw762COmHt1QJNzFxtWGkFdSaf1oQ0VMA0ArVotNhvynpmaF26dtskR9L5Cy0gG5o8X6SFfc+LDBlYD/mWt7C8RRzBdlTbTIMJxaeuCUz2WHRMqjuHZEhvcVRjohwx5wpbtRUSjrUtNaaku2bZA94wawgb4+Zf7lHKVTJqeZh4K+d3sAxxEmzFLFBRAjPM1TG4Lijiwlwjrf4+MkvnkhgaZ2JpH/sPb6NtSLEy8MplE6z6ukX7Q8+XZbULrivneItZ3iLPSZzdI1X1CeCkkOUvAKeHLB8HrqykEKKzQGRVEbEVyWjuvKk7Xmu6IZ0lq7nedMkqZBUVRwyqNTsEXKPvv3rUMzCWNkN5WJPQvX3SEVilGhYB0eVY2wKCLc8d0ucq6duuwLLmJ2ExunYRg2unb2HzqFddK1dUZlOQ7rFoO5At7lZZYEkrQ8xpYDuF1KhNNpVw3hmz4NluaGFyj45wYRZ0e/OnCRMVZe+2DIEWJtaKCbiw8teLSq1WxSxwwXyLiTuA3a9byZ9+9IfsTPdzVMc2LukaYmd2jEE7yVGpFEdZV3PEg+EujlFCMXiNS6ULrgs7J3npY25pqw+mMVkWYivWpF2wTGzBTlRudRNVrIwWDl7HEXB2m5nfx1Ahpi5XTpyqmEL3zizWRDY8jLz4prW2yH92uOIs1E0yzx0yYHUrRsJi9MiF7DuyrWnc+oTKhGW6U0iOC8kxZ3x3gRUNpiXmwvKRDI61rVOcS9Mk59RgiCJqTFKYxSe4nZeuUsod31bKPbORgq0SC1vYGLYwEVfKIha8JiNLhLf1bqNddrmpEyxP9rAcyHriyLbRgGtpkDCBXq41sxyrXFysorERbc0QIKLh2GCl7fDGQFaxbMX2T0hbBpIlcj4gz03SXJsWoVgvfi33aQgnYAGJBQqpEaVz52Rl9d4vyMJcI4Prve+lOoQsi9E1C9i3pi0OLszlM426NtljkToobrj/6I3LdYvMWx8cHphWrJT7jFcj3AxNioQ31vOSlBBF5YxhKzauq5Q7ZHAMmD+PMDFQTxFXiYXNL9ym4w4ZZYVc8ESan43O4YruYaKQzg50bDwy0EqYOCvmDlvKIlos3+kI/GoSG9HWNC/jBiK2O3dPsZd0hedRMl4EksL84jgJtWGGmOsZH2J4LawM9GzPhAcf8Ysx/zK/tc2XJucmWUzQ+fELOnAE2xHzm0+wuVTqwmknBbvNwhrxeVKEDe+rwC0yymonqiTSQsZyhycY4WZoUoKN6KjgGGHpgtuE5VmueCv2u1SZw7atJ0FhGSY8i4mwYNpi7pDBtG2Dk4zbqbx1WbVJiPNA+uPjf80dK85ENrxUMKVB1DULO7awMgaXe+mj3CoBNJstPWSghsRDtDXCAtCMiKBSOOlqDq/XulrnUsRclxaiUpctwyxDoW1ISY1k8l9K4uu9EQFLUdt1kQymC1jSPNdqCYb7z9uvL2/vxZiwGDtsHvuPmPkYtmYi2yEkR3wLooZOFBFzBSItomNYbMXK4hPEEl/hNkuuf0XEyaW6wUS5RwbXRW3r/1+J0ArbLmp/YRa3Um6U5br3TYewsV/FXCGD5fWvC9s2+D1K8Ga6k6xI7QWsnFjzBFtCLBIVTglW7HyFXeswYRa13N247LLUgrg+og1R+AKDiLo3s2sV0wobN6JOfiq4LfqpfM0A9RZFzcd8Cj9iQ8egTfcraYhwl45EZKrDSHz//SLMClkeTGtZTseUJ9gO90WJLPaJK9O4DukuC036LJNRDQQ75OMSOqYt6Ibqu+7eORRbG34fNt01biTmOuQIa2SXcmMrJqwq3XeYlazUOKhiQUnCXBBnSpTFKczKVlS0hJQ5TNQFv0eN7UuOZHhyfEVuWTYQ5OPy3ifYfUr/1AJ7an0xl8hillX/+uD/MDfWqDwaQTwsbcyentSZogIknHEP6qosFVwx5958FZxLFRDLnSzQdnJUXyPMXJfWopmupxPVNLDQLb+dFNPlVCUko3TutWkbsguCHOWwcKxr3kvL+w1TwiJqAm33vz+gUV50SfJF3dihc9l/WPNb2KZTdjsppLuTtB3wTbUQ1VAos4GZ64CTqQ4/r3xig1hT7XGxMRYcQ9MS5uZYSjiVaykrh3LcJYst8y8vVtbpUMpdMWob//6L5RkUfMXGsfnXJ595ie9vO5X3DWwjIY61Las2GbJkVVmUSBY+k3zCjUQisqyRLo4BC2PY8UaVWe3GhhqPjWhrtMmxmfALN2DKWjbNc5ibfNWS3PwTM8nPYJgxihMkJ0pDZBU70Ag1VI5k1ZmPbcx2gxwFei6Dwsnn+hi6LEy4BQkIuFweIoytnsOBQ1OtIcin+fic7LNIjlpYk1ET4nn5h59fdeuF+upHgeeE/7fidta5XhamUhmahbzHUPQEzsWIspJNV7iVM74tyt2wlMCYKeW4PU43OEnYuS+1rYhAezsHxjr47USanx48kTtfWcPcjlGefHg1XTss0r3KqocPlnVMYSLLv0//8ijhFkwblm8jiY1oa+Ye1UbhfxFX7fwZC1vrEnMXlzw033UrbH3THEuMaT+gJMfs4ufaE2DBZd7YtsA4ttB52KJe5D4XybFVAxw4NOUIuma/tkpF4zDyNrVgfF6Szj2KpGfWq5vzwvC+e59cAs0tEHVOuzT9yTfMVopZy4qNr4rKZyZliCpHWP61dMcL5he08BUTW8XG8ZUax1YOqopMTLDobyz+euAaUrtH6Nn6CumuTo5Mb3AiRpaRV1TwlLDjKGb985YFr8d0rJS1IjaibUY0cHbyWDDbj79WtOL8dE1yq4iq2/AtXJezDBurwIxITCjt7oTOTmTaoJVNphrwfpEGPpdICoWbuxwonIfNn877bwljK/s5sDrlWIea5B4tyQyOI9smjM9L0bE3jWQ03Osh5HxHWtlCrNJT9SjwffrFNhjqiqqik5POD9dNDt98XkGRVkxQhAm6mVjcvDy9fPy/w/Iv100vbH0xwgSIf99hZYw67jAXyGLlLEauLLbCC1tJ2vZU2Q4OlZ1PVN7+8gbLHzwHpQSblzYOxEO0KUZ4lIE33sAECakTLXhPNsuce2JHW3v9DctmOZ440n7QBu88R93rloQHJgm4Sar4hJv/f7DjwzMcecsti7EVfRw8JImZEzIfT7i178tgZezwSJIBseb/7h/rrL51ajEVoCR3Hd38muzdMls8Qsw7PwJV7PHxwuW5+9uaGrMvljOUBLdR7wY+ApBEokDcTe1iZsKtHKEYtjy4baWiIUoERlmXoixlxX5XQ9TmhJNlOWPVwlzvK8kn4jxFia9igi1sH41uF8ZDtDF7Hr7TRbLqzKkmgp2qbAJtgyGWFKnzxd31Sm/fUJqgbibGITVqu/M+RoiynCAD8Q7K7xLppbPcdGEWt4Id+17+qQRDh/cxNt+Kb6j5GVCNd1q2TRibn6J9f4bEhO3mGzL3mviF2JRgmwpC4vsUKatGJzE0ENM+qhDv+aRZNKSzI/R0ijjCDhBLciIPmLLi5bwD3HQVukJGWdwqpRxXvVLBT/z5FCtXMLBIuS6QpdIEhTHgnNegcCuTYqKr2FjBYtbC0DRhN1QdiY1oi20DLAZYWdtxkQFQxZrMokmrcDC/wVCKZqlnJZ6LsXbjim3BHESnrGz+ZVM/PGsZ4ccSjByZs6o5y538ios3R7D1MjrfMxXN8KDiSJWOSS2Y7E/SdjDrRPcM5OsXa85vfFO5TE3p4lnZCgRc0MrWitfCYCiFKqgT/CfYLs+rEgUdJlZO5OXmpQxY8nJYhb1T0xmLVUywhQm6UmIxSgRGRYQsx+pXzrhBx3Llnmzv3Hj/y43SaNuOlS5k3+VYGP3LyhHYaixthihE1RlrEhiMLgoymUUTzpw+Bb2uBkMEzdJjq4nCsgZdhJrlWOJGakRJTGjOyuY/j3nj2LzflvOiylnb/C6Rwcx9VrcoNJVg+LAexuZZLXsNheren2rBZK9Fahg3ymdgvXe686xr+YLN7z6ZS+NdfxFjZTMYyiEoWEKseQVV3+eu6fzz/bYCIf8DY/PCKOY+GSY2iomyYD5hacKE20wo2J/vWHP7cV1WS4o3yypanqjxgEGXyqixbwXn01javBdci769Z0CYYMtbn7Wdm70FXYsMNUBpql50TRBeXmMRmDZWxhFtYaH9kSm3xymXyCmTZtBNEjtiLJu3PogImrQYXt3D2Fyrta9fjepapssiOea6y0cJNwl3i8yzsnmrNbBtK18Tg6FR+Nw1oYQlzyNK6CUSeePy1EvrF3k+61OxQCflCLX8Is28W6dgbJmvnKHum57L5DT2U+64vqhgLGHpG00sRBtgXhYhSLrQFSY/AY6LU3zuJ4OhaqhE39pmYH7lSNZxi5RS7h0W4JsizLO2EZgQO2hVK3pJPMG2qpvxOaaXadoIZDssEhM2GhKsJyjWckFJrKnfrV53WsF62wrXSES+DrwB2KWqx7rL/h54L7DbTfZxVb3VXfcx4Gqcp8+fqeptdS90nIgSepmM8ztsm+C4PBzLXU50BKx3eetyuy2vAk03CEkxQRQ5pq6I1bHYfootK+YOGeU+Od3xdtUkPqKtAmaNVc7tvQ47Xudl7Bs/Yqg5reCG2goNGmid46gbCm3DipXRvCAvBefRG8cmgjOhgrNA8blJuuudfHUqgqHfJTJYV5IWwyu7coJtNly/mhyjOg36bLuFlVZHSIddQ8IFW3BSbSAXBGY2XJNmoUWuxTeBfwe+HVj+RVX9vH+BiBwNvBU4BlgK/FJE1qhqiRnmDXmEjcvLZIpb8iBvXB6QizqbE3kBV8bpRI+cSaTJqOkHotaV2ve0BFtMiIdoixAmsx21JDcXVcH5kdbojWsmWuIebYFDMFSGZKFtRElM2kiWwnsgZ0HDFQWCWJpnbYPA+Da/cPMIc4kENGExutwVbLPp/qvR88Jr0NtJcabGCIu06gm3EMGW5xLpG9tmMFQTVb1bRFaVmfxy4DpVnQBeFJGNwOnAb2pVvlmPv87PYFyeBsflJRJTUSCDlr0yx8SV675ZzrpqTGEw3WkXakE8RBuUjBY3W1FLHHcmJde40kQgKpE5d4ZWofHPxPJolg4TheS4kpiwc437sM6HqYZ8fjh/v7VtStCRi6AVEorEl6mgCWF0aSfjA7PPJbJm1hJ/W8sS38ULFiDgHaD563Jfm6XOGVqFD4jIu4CHgA+r6j5gGXC/L81Wd1kBInINcA1AB101LqohxwzH5QVFnrNapqJsRrhAljOJd6n51aLyKha8Jawc0xlbV23iI9rKIQYqtxHkwsh6C/xWtll6TkQbaGlsZjfJ2Xm7VJ8mOY+JSUiNORY20UJXutBxg4LrDqlgB4Qb5FwlgfzwxwWWN2FscQfj/ZZTV5vknMWewLkMhvwvZ/tZ5aXRTPdd61+XrwCfwrkqnwL+BfjDSjJQ1WuBawH6ZG4zXd3ZR5Xmy1O/Jc8Td4lEnjWvHDfJYi6RpQSbiMTiUVK2aBORBE7PyDZVfYOIrAauA+YBDwN/oKqTItKO48N8CrAXeIuqvlRyB7NUfJSNuHPshLkltTC5yX89C4HrmqUCpBKNaXzU8F6tZT0TTK/6bMMTbED+G9L/3RLITi3wwv6HCjd3/jZ1W5cSYUBTS7DbE0z0JkDid9/V/H0GNRMLntD2B5SJGm/rt6rmxriFjGszxIQWvx6qutP7LiJfBW5xf24DVviSLneXGWYbEfPlRbpr5n4XjssTb/oEL33AbTMqsmap6JKNpBKflQ8Cz/h+/zPOgNLDgX04UX9w/+9zl3/RTVcSUfMp9nFOUv64hJb/2M5E4tZkFiudRTJu5Dt3/jpPwMX1M00+WMt61jRoDD/Nhq/cuca7u0yUvM6Hop0fFkzN+SVTzyFxxJkTkVCc75agCQu7LUGmM4EdX1+O2tazOjxbvHMPzvX1C7Tg7+CYNvMxn+l8ZoqILPH9fCPwlPv9JuCtItLudqAcAfx25ns0tCyq+R87i2YyaHrS+UxMYI+OTn1GRrCHh53vw8PYI6Nkh0ec32Pj2BMT6OQkpNNOPtlsnvukZrNT478bSFmiTUSWA68H/tv9LcD5wA1ukm8BV7jfL3d/466/QKozuYP55BpeMShHHT6eQIv6WBm7sdehytS8nmkTfeJIo8/JNM6hWu4nGIjCvYeLNsT8Y6J8wk1dsZYTcJbkoo1pwsJOOe4s6Z5Efc5bhdTtfVavayzh4i0npnORPs3HfGb4qQAR+R5OIJEjRWSriFwNfFZEnhSRJ4DzgD8HUNWngR8A64GfA+83kSMNVcffhrOz+UJvYgJ7fNz5eCJvaMgReMPD2GPjaCbd6CMo2z3yS8BfAb3u73nAflXNuL/9g0aXAVsAVDUjIgfc9Hv8GeYNJm3vp1YNYUOTopTu1bBtxJbcmL+6Upv79UvUsJ61dc+pSm+poXmwU4KVAVDICiKKEt5znhvf5l+e5wqpzgJ7Kn0ePnGY7bBId0pc77cvUeV6BoG61jlQo6JH0wpTktSLuEQCbuVrpqpvC1n8tSLp/wH4h0r2McS+4V/qDc9VWrYmYz4hz5sWI77HWL1HRSXHeEjUipKiTUS8yREfFpFzy9xhSfIGk/Ys0yqeGEOrYInbw6eRETIlnUXb4uuDVS71qGfd81c0Xy1rdImbvE2VTQlWWrEyXvQKNxqtFxkyonMkL4qkbxl44q0wfe67JUwMJGJ57mpVzyC/rvXMWa5xEQaG+GLukRnznKqe2uhC1BIRecgcY/NTrWMsp7V7FnCZiFwKdAB9wJeBARFJur2T/kGj3oDSrSKSBPpxBnDPCPNwM4Rig5Wx0UT9W4hV7iWtTz0z1agyWuB8ZdtdoTY1czagjpU6Z0fzWd5KRHosdt9rQhibnyKbkrieu/q9z+J5/AaDwWBoUkqKNlX9GPAxALdn8i9V9R0icj3wJpyIW+8GbnQ3ucn9/Rt3/a+0jJArRpQZShF1jzi3V/1FWzXv2frVs6oV2dAkqCVk2yA5ofgDiHjCDYtCa5vfLdJTHyXunWy7xcRA0hGJMb3P6lnPpPFT+hgMBoOhhZiJX9lHgOtE5NPAo0z5Kn8N+I47o/0g8NaycotBVBZD8+APkKCWtPL9U916ZpiV2Ekha0MiDaDONACCM42INwubG401Ry5+RUC8hZBtTzA+N4GdjKFPZHmYemYwNB/XNroAdcAcY2tQlWOsSLSp6l3AXe73F4DTQ9KMA1dWoWwGg4M4VgEVyY936kWvazFqWs9aVtsaSmGnQNQXmMQd36aCM6cNTM3X5neV9MSbhLg8imdhS2AnYusSGUrN32dNdC4MhmbEHUfa0phjbA2qdYzxiOAQEsnMYMjDDTmew/fd3DtlosYNebaTbQMULN/4NkGdSUwFSAjim2g7NwTO++nvNLEEOyFM9iZQy9xbQcz5MBgMBkM1iYdoi8K89AweQYtanO6NFrT2GVqXbJvApGKpgOUTbrhuxp5w86pYcMioO8WGMxebhZ2q8wEYDAaDwTALKWty7drjm/CuxhMYGwxVp44TcM+Yak+2aj7N98ERbnbKmePQP/m2WlMTaBeL7aMCmU7LEYAxOJ5Y0ujzYj7mU+1PjBCRi0XkORHZKCIfbXR5pouIfF1EdonIU75lc0XkdhF53v0/x10uIvKv7jE/ISInN67k5SEiK0TkThFZLyJPi8gH3eWtdIwdIvJbEXncPcZPustXi8gD7rF8X0Ta3OXt7u+N7vpV5e4rJqINIhu+5mM+zfox1AxvcuiZfGY7dtIRb2oJmsAJ6OMJt4RMCbcQ8aZJIdNhLMyRqPmYTwt+YoKIJID/AC4BjgbeJiJHN7ZU0+abwMWBZR8F7lDVI4A73N/gHO8R7uca4Ct1KuNMyAAfVtWjgTOB97vXqpWOcQI4X1VPAE4ELhaRM4F/Br6oqocD+4Cr3fRXA/vc5V9005VFfESbwWCoOdUQO3H4mHNRnXOoCWceN03kCzfEJ9wCeFY2pPHHUK17wWAwNBWnAxtV9QVVncSZquPyBpdpWqjq3TiRaf1cDnzL/f4t4Arf8m+rw/0480suqUtBp4mq7lDVR9zvQ8AzwDJa6xhVVYfdnyn3o8D5wA3u8uAxesd+A3CBSHnjbOIzps3MaWMw1B7TyDUEUIFMu5BIg4WCb/JtLHJTAXhRJu02ywntb+6lohhBaTDUjGXAFt/vrcAZDSpLLVikqjvc768Ai9zvYce9DNhBE+C6AZ4EPECLHaNr/X0YOBzHCrwJ2K+qGTeJdxzgO0ZVzYjIAWAesKfUfuIj2gwGg8HQMLLuGDcrrVjufG745nADZ763dLcVaoEzGFqW6bq7myBVhhmiqirS/F1AItID/BD4kKoe9BuWWuEYVTULnCgiA8CPgbW12E8sRJvj5tLU18tgiD2C6f03FEctx13STjoTcVtp1/LmBixJ9yQAcx+VhXmnGcw9UCu2ASt8v5e7y1qFnSKyRFV3uK6Bu9zlTXncIpLCEWzfVdUfuYtb6hg9VHW/iNwJvArHtTPpWtv8x+Ed41YRSQL9wN5y8o+FaMvDPOQMzYzpWTW0AJoQMgmBdhDXypYb72YoCyNsDYaa8SBwhIisxmkAvxV4e2OLVFVuAt4NfMb9f6Nv+QdE5Docd9ADPhfDWOKO1foa8IyqfsG3qpWOcQGQdgVbJ3AhTnCRO4E34Yy5DB7ju4HfuOt/pVqe+ImPaDNizdAKxPk+Vsw4JEPFqOWfXbtx5TAYYoMdUREs06tRD9xxQB8AbgMSwNdV9ekGF2taiMj3gHOB+SKyFfg7HCHzAxG5GtgMvNlNfitwKbARGAWuqnuBK+cs4A+AJ0XkMXfZx2mtY1wCfMsd12YBP1DVW0RkPXCdiHwaeBRHvOL+/46IbMQJQvPWcndkRJvBUAuMxa3uhFk2zNgrQ0NQohv2htbFXPO6oaq34jTwmxpVfVvEqgtC0irw/tqWqLqo6j1E+2i0yjE+gRNgJbj8BZxIp8Hl48CV09lXfESbwdBKxLQTYra5bM224zXEB3PvGQwGg6GaxEe0mZD/BkPtiamYNBgMBoPBYDBEEx/RZjAYDAZDq2D6RwwGg8FQReIh2lRNyH+DoQ4Yly2DwWAwGAyG5iMeos1gMBgMhhbBmRPR9JAYDAaDoXrER7SZF5zBUHtMNTMY6oOpawaDwWCoIlLmfG61LYTIEPBco8tRY+YDexpdiBpjjjGfQ1R1QS0LUwkishsYobWvkbkHW4OmrWdg3mktRKsfY6XHF7u6ZjDMJuJiaXtOVU9tdCFqiYg8ZI6x+WnmY1TVBc1c/nJo9eMDc4xNgnmntQCtfoytfnwGQ6thNboABoPBYDAYDAaDwWCIxog2g8FgMBgMBoPBYIgxcRFt1za6AHXAHGNr0OzH2OzlL0WrHx+YY2wGmr385WCOsflp9eMzGFqKWAQiMRgMBoPBYDAYDAZDOHGxtBkMBoPBYDAYDAaDIQQj2gwGg8FgMBgMBoMhxjRctInIxSLynIhsFJGPNro800FEVojInSKyXkSeFpEPusvnisjtIvK8+3+Ou1xE5F/dY35CRE5u7BGUj4gkRORREbnF/b1aRB5wj+X7ItLmLm93f290169qaMHLREQGROQGEXlWRJ4RkVe1wnVshXoGs6eumXrWnNfQ1LP4X6Mgpq61xnU0GGYDDRVtIpIA/gO4BDgaeJuIHN3IMk2TDPBhVT0aOBN4v3scHwXuUNUjgDvc3+Ac7xHu5xrgK/Uv8rT5IPCM7/c/A19U1cOBfcDV7vKrgX3u8i+66ZqBLwM/V9W1wAk4x9rU17GF6hnMnrpm6lmTXUNTz+J/jSIwda01rqPB0PqoasM+wKuA23y/PwZ8rJFlqtJx3QhcCDwHLHGXLcGZcBXg/wFv86XPpYvzB1iO84A/H7gFEGAPkAxeT+A24FXu96SbThp9DCWOrx94MVjOZr+OrVrP3GNpubpm6llzXkNTz+J/jUKOy9S1FriO5mM+s+XTaPfIZcAW3++t7rKmxXWZOAl4AFikqjvcVa8Ai9zvzXrcXwL+CrDd3/OA/aqacX/7jyN3jO76A276OLMa2A18w3WX+W8R6ab5r2OzlLMiWriufQlTz5rxGjZLOSuihesZmLoGrXEdDYZZQaNFW0shIj3AD4EPqepB/zpVVaBp51cQkTcAu1T14UaXpYYkgZOBr6jqScAIU24jQPNfx1ahVeuaqWcOzXwNW4lWrWdg6ppHs19Hg2E20WjRtg1Y4fu93F3WdIhICufl9l1V/ZG7eKeILHHXLwF2ucub8bjPAi4TkZeA63DcSb4MDIhI0k3jP47cMbrr+4G99SzwNNgKbFXVB9zfN+C88Jr9OjZLOcuixeuaqWc07TVslnKWRYvXMzB1rVWuo8Ewa2i0aHsQOMKN1tQGvBW4qcFlqhgREeBrwDOq+gXfqpuAd7vf340zLsBb/i43UtOZwAGfq0IsUdWPqepyVV2Fc51+parvAO4E3uQmCx6jd+xvctPHujdPVV8BtojIke6iC4D1NP91bIl6Bq1f10w9a+praOpZ/K9RDlPXWuM6GgyzikYPqgMuBTYAm4C/bnR5pnkMZ+O4FzwBPOZ+LsXxd78DeB74JTDXTS84UcY2AU8Cpzb6GCo83nOBW9zvhwK/BTYC1wPt7vIO9/dGd/2hjS53mcd2IvCQey1/AsxphevYCvXMPY5ZU9dMPWu+a2jqWfyvUcTxmrrWAtfRfMyn1T+iGuuOIoPBYDAYDAaDwWCY1TTaPdJgMBgMBoPBYDAYDEUwos1gMBgMBoPBYDAYYowRbQaDwWAwGAwGg8EQY4xoMxgMBoPBYDAYDIYYY0SbwWAwGAwGg8FgMMQYI9oMBoPBYDAYDAaDIcYY0WYwGAwGg8FgMBgMMcaINoPBYDAYDAaDwWCIMUa0GQwGg8FgMBgMBkOMMaLNYDAYDAaDwWAwGGKMEW11RkReEpExERkWkVdE5Jsi0lPjfX5TRCbdfQ6KyO0isjaQZomIfFVEtrvpXnC3W+uuXyUi6q4bFpGdIvKfIpIqst9PiciTIpIRkb+v5TEaDH5mSz0TkYUi8j03vwMicq+InFHL4zQYPGZLPXO3uVNEdovIQRF5XEQur+VxGgwGQxAj2hrD76pqD3AicBLwsTrs87PuPpcB24CveStEZB5wH9AFnAP0AicD64ALA/kMuPkcB7wKeH+RfW4E/gr4aZWOwWCohNlQz3qAB4FTgLnAt4Cf1rrhbDD4mA31DOCDwBJV7QOuAf5HRJZU53AMBoOhNEa0NRBVfQW4DedlB4CIfFRENonIkIisF5E3+tZtFpFT3O/vcHsKj3F/Xy0iPyljn2PAD/z7BP4cOAj8gapuUof9qvoNVf23iHx2AbcDRxfZ17dU9WfAUKlyGQy1opXrmaq+oKpfUNUdqppV1WuBNuDIUmU0GKpJK9czN80TqprxfgIpYEWpMhoMBkO1MKKtgYjIcuASHIuUxyac3sF+4JPk9+atA851v78WeAF4je/3ujL22Q28LbDP1wE/VlW7grIvBX4HuL/cbQyGRjCb6pmInIgj2jaWSGowVJXZUM9E5BYRGQceAO4CHip3HwaDwTBTjGhrDD8RkSFgC7AL+Dtvhaper6rbVdVW1e8DzwOnu6vX4bzMwHkR/pPvd6mX3F+KyH4cq9fZwB/41s0HXvF+iMhlIrLf7R39RSCfPW4+24AR4IbyDtlgqDuzqp6JSB/wHeCTqnqgVHqDoUrMmnqmqm/Acbe8FPhFJcLQYDAYZooRbY3hClXtxellXIvzkgFARN4lIo+5L5n9wLG+9euAc9yeygSOW8hZIrIKpyfzsSL7/LyqDgCrgDHy3af2AjnffFW9yU375zi99n7mu+u6gHtx3GEMhjgya+qZiHQCNwP3q+o/FUtrMFSZWVPP3PzSrtv/RSJyWan0BoPBUC2MaGsgqroO+CbweQAROQT4KvABYJ77MnkKEDf9RmAU+D/A3ap6EKdH8RrgnnJ6/VT1ZZwB1V92G3oAdwBXiEjZ94M7luCbwJkiMr9EcoOhYbR6PRORduAnwFbgj8vN22CoJq1ez0JIAoeVuw+DwWCYKUa0NZ4vAReKyAlAN84A590AInIVTs+kn3U4L0HPdeSuwO+SqOrtwHaclyPAF4A5wHdE5DBx6CV/cHcebkPxD3Besnsj0qREpAPnPkuKSIeIJMotp8FQRb5EC9YzcUKU34BjbXi3cdcyNJgv0Zr1bK2IXCIine577Z044+/KLqfBYDDMFCPaGoyq7ga+Dfytqq4H/gX4DbATJwzxvYFN1uH41N8d8btcPgf8lYi0q+oe4ExgHLgHZ5zAY26+fxLYbr+IDLvlexVwmapqxD6+itOYfBvw1+73P4hIazDUjBauZ68G3gBc5G3jfs6psJwGw4xp4XomwN/jjNnbjWPde4uqPlJhOQ0Gg2HaSHR722AwGAwGg8FgMBgMjcZY2gwGg8FgMBgMBoMhxtREtInIxSLynIhsFJGP1mIfBoPB1DWDoR6YemYwGAyGRlN190g30MQG4EKcaGYPAm9z/dsNBkOVMHXNYKg9pp4ZDAaDIQ7UwtJ2OrBRVV9Q1UngOuDyGuzHYJjtmLpmMNQeU88MBoPB0HCSNchzGbDF93srcEYwkYhcgxuit7u7+5QjjjiiBkUxbNmyheHhYQBEJLfc/z1IIpFg5cqV7N+/H9sOjyAuIiQSCVKpFIlEIpefiKCqpNNpent7SSRmb4T/xx57bI+qLqjhLkrWNVPPwlFVXn75ZUZGRvKW++tFKpVi7ty5efe29z+q/gTThqVXVVQV27axbRu/t0Mmk2Hv3r1EeUAUq7elmMm2wXy6u7vp6emhq6uLZDJZtbynQxzqGdSurqkqk5OTjIyMMDw8zNjYWGS6SvKsZrpK8d4T5bJs2TL6+/trUhZDON4zyn+dnnrqqVrXNYPBUIRaiLayUNVrgWsBTjrpJL3zzjsbVZSWxbZt/uzP/oz777+fZDKJZVmICJZl5b7D1AvU+wB88YtfZOfOnTz99NMF+aZSKRYuXEhHRwciQltbG8lkkkQigapiWRZtbW0sWrSI1atXN7xR1yjmzJmzudFlMPUsHFXlM5/5DNdff33e/e8JLBFh6dKlXHnllbmOCa/e+D9eh4WqFtSxYMcGQDabZXJykvHxcUZGRpiYmMgrVzqd5hvf+AYHDhzILYsSi2ECMfi7Wt+D5w7Asiz6+/s55phjOPvssznppJNYsGBBUVFbC+JQz6B6dU1VGR8f54UXXmD9+vXcd999bNiwgfb2dgYGBnJpvP/+7/48gt/9acPSROVTKt9K8eoHOPWhFIsXL+Y73/kOCxcunNb+DNPH64AdHx8nm81y6KGHxqKuGQyzlVqItm3ACt/v5e4yQ41RVbZv387jjz/O2NgY4+PjPP/887S1teWJNQhv6IlIzrJ2zz33MHfuXLZs2UI2m+Xoo4/ONch6enoQETo6Oujs7MyJMv9neHiY559/ntHRUY455hhSqVTdz8cswNS1aSIiLF68OO+317PsrwsTExPYtp0TZIlEIk/A2badE2jZbDb32/vvfQenEyWTyTAxMcHo6GiBYAPHyj1nzhz27duXK5cfr6FczNLnT1Pqe7nbBtN5Zdm3bx/33HMP9957L/39/Rx77LGcc845nHjiicyfP79VLO01r2eeUNu0aRP33XcfDzzwAFu2bGFycrJATNVCqFWyTTWO1atn5fDGN76RBQuMcacRiAipVIpkMhn6vDIYDPWlFqLtQeAIEVmN82J7K/D2GuzH4ENVeeSRR/jkJz/J/v378xpWfjEV9rIPa8T98Ic/zK0Dxz3ltNNOC33R2rZNNptlcHCQXbt2sWvXLoaGhshms+zfv5+1a9dyyimnMG/ePJYtW5YTfYYZY+raDBgYGMizCnlCzasz4+PjjI2NoapkMpmcNdkTbUEB51mZPcEGUw1U7+P1Wkc1gLxGkteo9crirQu6Wc60HlXqpuZtE/Z9//793HPPPdx33305AedZ4ObPn193C1wVqUk9U1UOHjzI008/zUMPPcQTTzzByy+/3BChVmwfYb9nSrAcUXR3d3PppZc2633TEnj1tqOjo9FFMRhmPVUXbaqaEZEPALcBCeDrqlroY2eoKrZt841vfIOdO3fmjTHzyGQyeS6RUFmDzRtPESSbzfL000/z2GOPsWPHjtDG6Pr16/nRj35Ee3s78+fP57TTTuPiiy/m8MMPJ5lsmIdu02Pq2sxYs2YNiUSCbDabJ7w84bZ//3727t3LvHnzckLKsqyceMtmszkLXNjHs76B00j1XCP9jfIwPItdUKz5O2A8gqLOo1IrW7lUYoH79a9/zT333MPAwADHHXccZ599NieeeCLz5s1rKgtcNetZNptlaGiI9evXc++99/LII4+wa9custnsjIRaqfTTFXG1wH+flCKRSBixEBOMcDYYGk9NWsyqeitway3yNoRj23Ze4BCvp9/Da0AGl5fLiy++yNDQUN724+Pj3H777Tz//PNlubtMTEywbds2tm3bxs9//nMuuugirr76avr6+swLYZqYujZ9urq6aG9vZ3R0FHDqSDKZJJPJ5KxiL7zwAj09PaTT6ZybkCfePOGRTCbzhJ/fCuc1xj3Rlk6nyWQykWWanJxk9+7dQH7j3S/WooRacF0pqinmgmXxf9+3bx933313TsD5XSjnzZvXFBa46dYzrxNg9+7dPProo9xzzz1s2rSJ3bt3zyqhNjAwwKtf/WqeffZZtmxxYrp4HhoGg8FgKA9j5mgRBgcH2b59e2S0R6DoulJ4Y+T8bl/33XcfTz31VM5FrJIG4/j4ODfffDN79uzhYx/7GL29vdMum8EwHRYtWsTcuXPzRBs4gXay2SyZTIYXX3yRQw89lO7ubrLZbC6wSDKZzLMSe+u8ugCOddsf5CSTyZDJZIo2jDOZTGhD1ssjzFUyWO/Ksb4VYzpirlwL3ODgIHfffTe//vWvGRgY4Pjjj+ecc87hhBNOYO7cuU1lgSuGqrJ582bWr1/PPffcw9NPP82BAwdCRdZMhFpUPqXW1UOoWZbFmjVruPDCC7nkkktYuHAhH/rQh9i6dWvuHvWCV83k3WQwGAyzBSPaWoTx8XFGR0eLvvy83v7p9Gpns1kmJiZy4mxwcJAHH3ww11vstzKUi6py77338rOf/Ywrr7wy9r3thtYikUjkOgv8gsOzuIkIIyMjPProo5x66qm0t7eTzWbzxJvX+MxkMjnR5jVEPTdl776OEmQeqsqqVav4whe+wO23387Pf/7zXEASfxr/96DrpHcMwW3ChFSl7pPTFXNRv/ft28e6detyAu64447LCbhmscBFsWXLFv7kT/6E8fHxvLDp9RZqYf/D8q8m3d3dnHLKKbz+9a/nrLPOyo1hVlWOPfZYfvvb3xZsE3U/hbn6GwwGw2zFiLYWo5Rog+n5pmez2ZylTUTYtGkTY2NjeeOAvHXBT1gZ/P9/8Ytf8MY3vtFEmDTUlba2Nk499VSeffbZ0PVeJ8SOHTu48847Oeqoo1iyZAltbW058ea5BafT6bxAJeCE74ep+ualL8aKFSs47LDDOOmkk3j729/O3XffzQ033MDLL7+cJ/iCrpNeef3rZ2p9K1fYVZIumL9XtsHBQdatW8fdd9/NnDlzcha4448/viktcGNjY7k5AKst1Ga6rhYkEgmWLVvG6173Ot7whjewcuXKgqleRIQjjzyS9vZ2xsfHS+YpIlx00UXMnTu3JmU2GAz5iIgCR6jqxirm+XHgUFX9oxLpvglsVdVPVGvf5SIi7wH+SFXPrve+K8WIthbCeyGXEm4ztbRZlsXo6GjOyuYPcx4Ua6X25bkR7d69m6VLl1ZcLoNhuogIRx11FCeffDLPPPNMriEZtGABDA8P89BDDzFv3jxOP/10enp6UHUmPW5ra2NiYiIXYdJzm/RElN+lOKrRrKqkUikWLVqU2/fKlSt5xzvewetf/3oeffRRvvvd7/L0008XTK4crPflWt/8ZfPSzMQtspJ0xSxwg4OD3HXXXXkC7uyzz865UDaLBS44MXGrCTWAjo4O1q5dyzve8Q5OPfVU5syZU/TanHPOOVx11VV85zvfYWhoqGi+V1xxBX/2Z3/WdILdEF9E5CVgEZAFhoGfAx9Q1WFfmlOBvwfOAgTYDvwY+Lyq7nMb+F8DvAfxLuBzqvqVGpR3OfDPwMVAB/A08P+p6i3V3tdMCJwTG3gB+ISq3qKq/1ijfb4T+DQwF3gG+H1V3Vok/d8Dfw1MABlgPfBhVf1NLcpXK4xoa1H8IcODTEe4+UVbW1tbzorgn4NKZGrS1EqEmxnPYGgUS5Ys4eSTT+aYY47hwIEDbNmyhZ07dxbUn8WLFzN//nxWrFiRC0ziTQcwOTmJiDA5OZkTbp7LMExZ7Eo1nleuXElPT0/eMhFhzpw5nHfeeZx11lls3LiR733ve9x///25gCUeQetbKTdJEckTev7l5VjSglRj/Jt/maqyd+9e7rzzTu666y7mzp2bs8CtWbOGRYsWxdY674moags1//pi64Lfq4llWcybN4/zzz+fN7zhDaxZs4b29vay3impVIqrrrqKs88+m1tuuYWf/OQnDA0N5ZXVsiw+/vGP84Y3vMEINkMt+F1V/aWILMaJCPsxnMY8IvJq4BfAPwBXq+pOEVkJXA2cANzl5vEbzyojIicBd4vI/ar6aKmdu8LxXFV9qUS6ucA9wJ3AMcAB4Argf0XkD1X1hpBtkqoaHemqtvxGVc8WEQt4P/ADEVmmqvtKbVgpItIDfAN4PfBL4BSgtPkevq+q7xSRFM41/pGINJW1wIi2FmFgYID58+ezdetUR0Oxl3alL/Te3t5cz/Hk5CQvv/xyQX6e1c0v1koJN1Vl0aJFzJ8/v6LyGAzVoLOzE4C+vj7mzZvH4YcfnrtvPaHlBRSBqWiA3ni4Cy64gA0bNvDCCy9w4MCBnAukJ5BUNTctQFR9UFU6Ozs56qijIuuJiNDe3s4xxxzDJz/5SXbt2sVPfvIT7rjjDjZt2lTQ8eHVx2BdDFvm3ya4fLpj3MoVcMH8ii3zBNy6devo6upizZo1nHXWWRXto55Uy2rmX19su7Df1aStrY3jjjuOSy+9lHPOOYcFCxZMKxqxZVkceeSRHHbYYTzzzDM8/vjjuYit4FzzQw891Ag2Q01R1VdE5DbgRN/izwLfUNV/8qV7Gfi7Ivk8KiLPAEcBJUVbBfw5jjXwalX1HvDfc0Xkv4jID1VVXZfGDwAfwmnTrxaRLwO/B/QDzwMfUtVfA4hIAvgIjhBdCGwArlDVLf6di0g7jrB5M9COY238c1XNd/UIoKq2iHwd+FfgMBF5A3C4qr7TzfdsnPN8NDAE/I2qfjOw717gJuBJ4INa+GBTHGvZi+65ebBYmULKmBaRbwH/F5gXXD/d8ycia4F/wxGRu91j+0ElZSuFEW0tQldXF319fTXN32tAvfTSSxw4cCAyrb+B4SeqQXrkkUea+doMDaG7u7tAfHjBDzyhZVlWZNTHuXPncv7557Ny5UoeeOCBnJVucnISmHJ79Ma7+a1u3n5t2+aEE06gq6urrDInEgmWLFnC+973Pt75zndy5513ctttt/Hggw8WzJNYqfWt2PIokVbKMucvRyVWu6hlqsrw8DCPPPIIjzzySOj2cSBMYM3EalaO1a7aiAh9fX1ceOGFvOENb+CYY44hlUpVxT3Vux+9Omc8Lgz1xHU9vAT4lfu7G3gVUNGYKhE5DVgDPFTlIl4I/NAn2Dx+AHzG3edz7rIrgDOYctl8EPj/cKxzHwSuF5FVqjoO/AXwNuBSHMFxPDAasv/PAIfhiNo08L/A3+JYJiMRkSTwRziC8/nAukOAnwHXADcAfcCKQJp5bppfaPT4tkngMRxr3gWqOlisTCFlbAfeA2xR1T0hz7OKz597/9yOc44uAY4DbheRp1R1fSXlK4ZpKRsqIp1Os379+mm9YKMaF6tWrZr2/HEGw0zo7e3NEwNBCxU4Iik4t5qIsH//fgYHB+nu7ubwww9n8eLFPPfcczz22GPs378/N4l2NpsllUqRSCTygpV4c8Edf/zxrFixouKGsIjQ29vLZZddxsUXX8xjjz3GL37xC371q18xODgYKgLKsb4Ftwkun66L5EzWVZI+Lvjvp+By//qwdWHr6yXUwLnnvXD9F154IcuWLau65UtEWL16NU888YR5/hvqyU9c61QPjmDzrGhzAAt4xUsoIp/FERgp4J9U9dPuqjNFZD+QcPP5dwICpQrMB3aELN/hW++Jtn/yCxdV/R9f+n8RkU8ARwKP4wiqv1JVb9vHgzsQ56F7DXC8l6+I/COOcIsSbd45yQAbgTeq6oHA8/vtwC9V9Xvu773ux2MpsA74lqp+LmI/4FizHscZO3e7iFyoqoMi8mmgU1U/HLHdm13L3yTwFPDGsETTOX8i8hbgJVX9hrv8URH5IXAl8Mkix1IRRrQZKmLfvn0MDlbUqVEUEWHt2rVVy89gqITx8XGee+451qxZE2nt9VvFvN+Dg4PccccdnHDCCTnB1dvbyymnnMLatWt58cUXee6559iyZQtjY2NMTk7mgpR4Fry2tjZOOeUUjj766Bk3Wtva2jj99NM59dRTee9738vPf/5zbr75Zl544YWCaQaCjf9qWd+Cy4P7KmddMM8wK14z4FlQ/b/932ci5GrJ3LlzOfXUU7niiis46aST6OzsrNk5tyyLhQsXFixXVXbs2MFxxx1Xk/0aZj1XqDOm7bU4ImQ+sB/YhxNEYwnwLICq/hXwVyLyP+S3l+/XqTFti4DvAf9IiKBx3Rmf8C3qA54QEe8B8aeq+r8h5dzjliXIEt96j6Br41/iuO8txXEl7HOPExzL1qaQfP0sALqAh331X3BEahS5c1KEUvt+PY6F7r+iErgWrauBlaq6Q5yxf78UkdfhBI/5fJH8f+C5aRZjmufvEOAMV7h6JIHvlNpfJRjRZigLr5d19+7dZLPZsgIrlIPnfmYwNIKuri62bdvG9u3bOeWUU1i4cGHB/ei5b6XTafbt28cTTzzBhg0bciHdg2l7eno47rjjOOqoo9i6dStPPPEE27ZtY2xsDNu26ejo4PDDD+eEE04oGW2vUizLYtGiRbzrXe/iTW96E/feey833ngjDz/8cGTUyUqsb8WsctUQcJVa4+JsbWsWoWZZFocccgjnnnsuv/d7v1cTq1oU/kAyfnfhzZs312X/htmLqq4TJ8z853GE3IiIPIAzlunOCvLZ6VpU/oQQ0abOmLgB77eUGYgEJ8DG74nIJwMukm/GEWkb/Lvx5X8O8FfABcDT6owx24cjunC3PQzH0hTFHhxXy2NUdVuJclbCFuD0Iuu/imPxvFVELlbVwpesYw1N4Fg/UdWPisgc4H63zD+bSQFncP62AOtU9cKZ7L8URrS1CIlEgrVr17J+fdVcZ3OISC5QiOcmVq2GRFdXl5mHx9AwOjs76enp4dFHH2Xz5s3Mnz+fuXPnsnjx4pxFDGDnzp3s2bOHPXv2MDExUdb9n0wmOeSQQzjkkEMYHx9n7969tLW10dfXV3a0vekiInR3d3PhhRdy/vnns379em655RbuuOMO9uzZU5C+XOtbUDjV0n2y3PFvcSXO7o/guAYfd9xx/P7v/z6nnnoq/f39dbdknnDCCaRSqVwEVlUn6qoZ42yoE18CXhKRE1T1cZzG+m0isg34uqrucse+rcZx+SvAHYP1Rpxw/NXki8C7gK+JyMdwrIFvxIl0+V6Nfkj04rgo7gaSIvJRHEuRx38DnxKR9TjHdBywTVVzboquUPkq8EUR+YB7HpYBx6rqbTM4pu8CHxeRNwM/wgn0sUJVH/Ol+QCOeLtZRF6vgcAnqjokIj8H/lNErsaxkP4KxzL2GxxdMzmDMk7r/AG3AJ8RkT8ArnPTnggMq+ozMyhPHubJ2CJYlsWCBQtqmr8f7+U608HjAwMDoS4yBkM9EDdS3aOPPsrk5CQ7duzglVde4Zlnnsmt95jOve5t39nZyfLly6tT6Ar3n0wmOf744zn22GN517vexR133MFNN93ECy+8EBp10vvvld0/z1yYlc1rbFfLfbLYds1E2P1STKiF/a42lmWxdOlSLrnkEl73utdx2GGHFUyCXU/Wrl3L3/zN33Ddddfx5JNPcuihh/JHf/RHvOpVr2pIeQyzC1XdLSLfxgke8fuqeo+InI8zzu2jbr3YCtyIM47K41Ui4s3tNgrcgROwoppl2ytOpMV/xplTrN39/weqemORTW/DmX9uAzCCI/787pNfcPP6BY7L37OEj+36CM55uV9E5uMIk6+4+U/3mF4WkUtxrJv/jRPo4xM4QUW8NCoi1wDfBG4UkcvUCQDi553A53DGk3UB9+G4Rn4B+Lq7frpM6/y51+sid/0XcCyCj+MELqkaEocX40knnaR33lm2NdoQwbPPPsvVV1/N8PBw6cQV0NHRwaWXXkpXVxfr16/PRWwr1fAqhYjw+te/nk996lMt6SI5Z86ch1X11EaXw8PUs3C+9rWv8R//8R95YfmD4iToyuZ9Pv/5z3Peeec1rOzTQVU5ePAgDz30ENdffz2PPvpobmLxMIKuk1HL/Muj0kelK3ddGE899VSs6hlAe3u7Llu2LPe7ke6PMDUJ9pVXXsnZZ5/dEKtaFKrKvn37eMc73sEb3/hG3vve98ambIZ84vZOMxhmG8bS1kIcccQRXHPNNVx77bUF422mM5jf26arq4v29naA3Jgf/1xU0+kVF3HmnbrsssvMC9rQUMoZV+Yf5xWHjq6ZICL09/dzwQUXcPbZZ7Nx40auv/561q1bFxpkKGh9K3eMW3C9f/+tbGHz8J+3qHW1xHNrv+CCC7jooos49thjaWtri93zVkRIkyLT1s+WfRNMZGw6UmaONoPBYAhiRFsLkUgkeOc738mrX/1q9u7dm7fumWeeYd++fXR1dXH88ceXtGwNDg7yq1/9Ctu26ezszA1M7+vro6Ojg9FRZ1qP6Qg3L31/fz+HHXZY7BoRhtnFmjVryp4nKniPF5uvsBnwJuxeu3Yt73vf+7jlllu49dZbeemllwqiTkL4tAHB9ZWMfQuuC6abTmdTXGhU0JT29naOPfZYfud3fofzzz+fefPmxd6TYfvBNAfXvJE7d03w7j1DHL5koNFFMjQAEbkY+DJOoIn/VtXPNLhIBkOsMKKtxUgkEhxxxBEcccQRecvPPPPMivLZvn07zzzzTEUN2WAPfBD/2Bjbtlm4cCH9/f0VlctgqDbd3d20t7czOjpaMvy9X1hYltUyQXQSiQSLFy/m6quv5q1vfSvr1q3j5ptvjnSdLBa4pJpj30ptF2erXL3LNjAwwFlnncVb3vIW1qxZQ0dHR9MI3RcH0yS752JPHOS+Z7cb0TYLEZEE8B84k0pvBR4UkZu0ihMTGwzNjhFthlB27dpVceCFsF5xf0MrmN9xxx1nooQZpoUn/FWdyau9wDiJRKJgXFopVq5cyXnnncdPf/rTvPyjhIW3/JhjjuGEE06o3kHFAHGnLLj00kv5nd/5HR5//HF++tOfcuedd5blOunlEUwT5ToZTF/M+ubPKywy42wkmUxy+OGHc9FFF3HxxRcXRD1tFi4+dj6Hzj+dBDZHLu0rvYGhFTkd2KiqLwCIyHXA5TjBNwwGA0a0GSIIzulUKeUMtD/yyCObrnFhaCxeY31ycpKJiYmCjgBPrHV1dZUdFS+RSHD11Vezc+fOXJCdKLz81qxZw6c+9Sn6+lqzgelFnTzllFM46aSTePe7382vfvUrfvKTn7B58+aS47SqaX2LsuR7wn020t/fz5lnnskVV1zBcccdR09PT1M/S7vaEpy40nhdzHKWkR+lbytwRjCRG1nwGvf7KR0dHfUpXRGaqQOpr6uduT2dhD0t0tjszg7RRgIdsRiZSNe9fM1KNptlcnImMw3ksUdVQ8PBG9FmaAipVIpDDjmk0cUwNCEjIyO5+QKDeI350dFRenp6yp4keOXKlXzmM5/h+uuv58Ybb2TXrl0FgUdUlZ6eHt7+9rdz2WWXsXDhwpo0lDOZDNu3b2fBggV0dnZWPf9K8SZffs973sMVV1zBgw8+yI9+9COefPLJ0Ei107G+lRJowW09wRY27q5VSSQSLF26lIsuuojXv/71rF69uiKLctyI231uaA5U9VrgWoCuri5ds2ZNo8oBTG8qmEbRnkzwtnOO5ZyjDsGypp4bI/YE3xm5n++OPsC4phmgi3PuOYGXdw1Bkz5f6s2+fft4+eWXq5Xd5qgVRrQZKmJ0dLQqvQn9/f2sWrVq5gUyzBq8hnqUYPNj23ZOuBVr1Hov3mw2SzKZ5E1vehPnnHMOH/7wh3nllVdyaTy3y4GBAd7ylrfQ29tb9cayqrJt2za+/vWv88ADD7B69WquvPJKzjjjjJpPxl0OIsKcOXO48MILOe+883JRJ++55x527twZuk0x65t/fXB6gKD7Y1A8e66xhxxyCC+++GJVjzNudHV1ccopp3DZZZdx2mmnMTAw0PB7YSZks1mee+45brjhBh544AFWrVrFVVddxYknnmjc5Wc324AVvt/L3WWxpZkEG8D8vi5OOGRhTodlNMuPxx7lv4fvYdB2Io6f134kr9p9JL/Y+zK2KkLzBYFqBOW0S6pBySekiHwdeAOwS1WPdZfNBb4PrAJeAt6sqvvEubJfBi7FmXDwPapa3N/IEDuKjReZnJysSu/26tWr6enpmXE+rYSpa6WppMMgm82SyWQi3SS98XDj4+NkMpmcqFi0aBFHHXVUToj4G5IjIyPs3LmTjo4OUqlUVV5mqsrw8DC33HILN9xwQy7y61NPPcUzzzzD0UcfzZve9CbOOOMM4uAKJCKkUqncxMg7d+7k1ltv5bbbbmPDhg2Rk0p7/71zFoxoGDX2LZjGtm1SqRSnn346hx9+OHfddVel5Y99PbMsi+XLl/O6172Oiy66iCOOOCLXcdCsZLNZNmzYwA033MB9992Xc8F/+umn+cQnPsG5557Lu9/9bhYvXtzUx2mYNg8CR4jIahyx9lbg7Y0tUjjNOKZWgBVLe/nv7K/ZNrifFak53DuxiZezzljl41PL+bPeCzg6sYQfr3+Gyczs8WKoBrERbTizkv878G3fso8Cd6jqZ0Tko+7vjwCXAEe4nzNwZk8v8Ek2xJ/t27fXNP+VK1eaXtVCvompa5F4c/ul0+myOg5UlZGREdrb22lvb8+LXprNZpmYmCCdThe8fEUk51bpWXi8bYeHhxkcHGTBggX09vaW7X4ZRTqd5rHHHuOrX/0qGzduLBA82WyWJ598kvXr13P00Udz5ZVXcvrpp8fG8gawePFirrrqKq688kruu+8+brnlFh74/9t77/i4qjP//33u9JFGXZZlS3IH4wYEG2wMppneaygBkpjAUpIsJSGQgEn4br7ZDbsp+/0l2WwqSUggphMHAgZsY2zHBWMbd8tyb+qaPnPv+f0xc8cjaUZ1RlN036/X2KM7d+6cW075nOc5z7N6NYFAIOH3uroV9WR967pNSklJSQmzZs1i9OjRWCyWgRT9d2RpPbNarUyfPp0rrriCiy++GJfLlfXh+ntDF2svv/wyK1asSLhe2u/38/bbb7NmzRruvPNO5s+fT0FBQcafcYOhQ0oZFkI8BLxDJOT/b6SUn2W4WN3oKf9iNmO3mtl40i6ECke0Vj7y7gKgzlTGQ64LON8WiTHQ2O5h64FGtGi/Z9TBvjFUrvq9jpqllMuEEGO7bL4WOD/6/vfAh0Q6uGuB52XkaV4lhCgRQlRLKQ+nrMQGaUdKSSiUeAFqU1NTShqrqVOnGo1BF4y61jtCCKxWa58D5Ugp8fv9aJoWEzqBQCCpoNCprq7u1a0yGAwOOKy6pmns3buXF198kSVLliStbzrx4m3q1KncdNNNnHnmmVlheYPIfXG5XFxyySVceOGFbN26lb/97W+88847tLa29jtwSfzn8RElS0tLmTdvHmVlZVgslgGJtmyrZ7p1d+7cuVx99dVMnTo1ZVbcTNIXsdaVpqYmfvKTn/Dee+/xxS9+kRkzZmC1WoegtAbZgJRyMbA40+XojVxziwTQisNsUvYRDEYsQnbMzLKN5T9KbsIsTkw+trj9NLu7p3kx6JlssrQloiqu0zoCVEXfJ4r+Mxro1sHFRwCqqakZYDEMhppUrGezWq1MmTIlBaUZFgyqruVbPdNd80KhUL8ayWAwSDAYRFGUPnW4tbW1ve4zkI5bSklraytvvPEGL7/8Mu3t7f36vqqqbNy4sZPlbdasWVlheYMT92fGjBlMmzaNu+66iyVLlvDyyy9z4MCBhPcskeukfqx4ysrKOPfcczsJtsFaOuNIaZ/Wl3KZTCamTJnCddddx7x586ioqMh5qxpEntGdO3fy8ssv89FHH/U7ErGUks2bN/Pkk09yzjnncNddd1FXV5cX1yae+Ei4Xa3KZrO5k7XfIDvIRbfIsC3MsVOO0TK+GQkoCOZYxrMtfIQ7CmZ3Emz+UJgNDUfo8PU8qWnQGSll1ou2GFJKKYTo91McHwHo9NNPz61aYDAoSkpKqKioyHQxco6B1LV8rGcmkwmn04nX6+13Q9lXoaW7hXQVFPEBM0KhEH6/PyaYehtcBYNBVq1axe9+9zvq6+v7Ve6uhMNhNm7cyGeffca0adO4+eabmTlzZtZY3iByDUePHs2dd97J9ddfz+rVq3nxxRfZvHkzXq834XeSDYi6CjZ9UDtA98geSUWfZrPZevx+WVkZ3/nOd5g9ezZOpzMvBuaqqrJr166YWEt2j/tKMBjk/fffZ926ddx2221cfvnlFBfndlqA+Kin4XCYcDic0K1KCIGiKFitVqxWa94J1lwk19wiNZNG40mNNJ7UiGbREBI+56nDgYWAJcxdpjmM8ZUTEGEsZhMC8AVC7DnWSm6cYfYwlOlnBirajuouIkKIauBYdHvORf8x6I6+3icRqZjZHj9+PKWlpYM+zjDBqGsJUBQFm80WS6ydas4880weeugh/vSnP9Hc3IyiKFRXV3PVVVfFrHC662UwGOwxL5yUkl27dvHnP/+ZZcuWpXRGTlVVPv30Uz777DOmTp0as7xZrdasEQK66+RFF13Eeeedx9atW1m0aBErVqygsbEx6fd0oVxaWhoTbGazOfZKsQvhkNSzwsJC5s+fz+23386kSZPyYjCearGm4yosoMDp5FhjI//zP//D0qVLueOOO5gzZ04qLaxpJ36wr7cXvbVZ+rpbn8+Hqqp5I+xzlVwK7y+FpGVsC8emHCPsiPQ1pUeKuMYzg5NtlZ2eo62Ww5QUOigtLKDAYeVom5fG9kj9NZ63vqOqataLtjeAu4EfRP9/PW77Q9FM9mcBbfm+xibX0DQt5uKYbAbP5/MlddsaP348u3fvpqOjY8BlmDp1ak51uhnGqGsJ0N3wLBZLKhNaxigoKODqq69m+vTpfOc738Hr9fLEE08wadKkbp2Zpmm43e7YrLgu3qSUdHR0sGjRIt58801aWlpSXk6dcDjMp59+yubNm5k+fTo33XRTzG0yW9Dv2fTp05k+fTqHDh2KRZ3cvXt3wk6vrKyMefPmUV5eHhNqZrM51nalsB1Jaz2rqqri7LPP5rbbbmPixIl50f7pYu2VV15h+fLlKRNrAKNGVnH9lZfjKixk/6FDfLJxM7t37+Z73/se8+bN484776Suri6rB5b6QD8UCsWiLg9kYKe7dQ90/azB4Mg1C1v7qHYOnREJJOdodjBy40imyCrGjy/vtm8gFOZYSwfH29woQlB/vIM2j7Gerb/oKWiGgr6E/P8zkQXaFUKIA8BCIh3bS0KIBUSSwN0S3X0xkdDIu4iER/5SGsps0A/0cOLbt29n5cqVNDc3s2tXJGrQSSedxOmnn85ZZ51FRUVFbKDZ0NCQNDCCw+Hg3HPPZf369Rw9erTfD2pxcTHnnHOO0fkkwKhr/UMPSpIoAmSqjl9TW0fdSTP4dO1Kmr3hHp9bfd2cPiu+evVqfv/737N79+4ha9BVVWXDhg1s3ry5k9tktlneAEaPHs0999zD5z//eVasWMEbb7zBmjVrYm1PV8Gmi2I93cJAI5sNVT3T3UOvueYarr32WiorK/PGsrZ7925efvnllIs1gJMnTuCKiy/CVRiJHjlh7BiKXS5aWls5dOQo7733Hhs2bOC6667juuuuy6ook3o9D4fDsXW3qYgqN5ySyGcjubSWrehgEUUHiig+UEzRgSIUBEU1VsymxO2lBDRVIww0HG8jqCaO6muQHE3TssfSJqW8LclHFyXYVwIPDrZQBqkhEAiwePFiXnnlFQ4dOtTNLWvfvn2899571NTU8J3vfIfJkyfHOuRk6O5K5513HgcPHmTHjh00Nzf36vJlNpsZOXIks2bNyouAGOnAqGv9x2w243A4Uj5w1DusDn+YfWVzkGdO5ePDJs6cIVGU5J2Zpmns2LGDP/3pT6xbt65bkIGhIhwOx8Tb9OnTufnmmznjjDOyyvIGketcVFTEZZddxkUXXcQrr7zCL37xC4QQMcFms9koLCyMrR3UNI1QKNQpNUN/GIp6ZrfbefbZZzn33HMpKirKiwGQ3jfoljWPx5OW3xECmpub0TQVp8NBY1MzDXv34XQ40DQNRVE4fvw4v/nNb1i6dCn33nsvp512WlrWN/YVfU1LMBiMCbVUDfL19W0GQ0+uWdkABIK6VXWxvx1WE9XFTnprgZrdfho7OgcNyod2ayjIKkubQe4hpaSlpYUf/vCHrF69utdZugMHDvAf//EfLFiwgAkTJuDxeGID4fgHUdO0WMAFi8XCmDFjqK2tpaOjg6amJpqamvD7O5vWnU4nZWVllJaWUlRURElJCUVFRWk5b4PhR7ybZG9h8/uKzWaLrZfaesRLhyhEKS9n7cEgrb4wZQXdB4dSStrb23n33Xd57bXXOrkX6wOuTIm3Tz75hE2bNjFjxgwWLFjA5MmTs849T7ea3nLLLVRXV7N06VKqqqooKirCbDYTDofx+/0oitLtlY2MGTOGK6+8MqcHPe2eAB9v3s++o20AdHS08cHL/4u7Ob1e2IFAxGJ97NhxVE3jeGNTp8iiej+kR6n8zne+w3nnnccXvvAFamtrh+ya631jMBiMWdVSPXCzWCzYbDYjp6nBgHHZrbgcPXtaSOBom49Al4TaGz79FIDTTj01nUXMebLK0maQe6iqyk9/+lNWrFgB9D5Y1AMl/Nu//RsLFiygtbUVk8lEQUFBbOZQ0zTa2tpwuVyxDkSf6S4pKaGkpITx48cnPH7871dUVGTdbL9BbiOEwG63p0y0KYoSe8ZnjBvBHeeG2XjIx/njHbjs3cVOKBRi/fr1/PnPf2bPnj3dBm76IDO+vENNOBxm/fr1bN++nXnz5nHDDTcwfvz4rBJvUkqOHz/O/v37Y2ULBAKxNT0mkyn2v259yFbR1vWe5yLLN+7lT+9uiv0dCvjwhIb2nATEBFp8cKz4axsIBPjHP/7BmjVruP3227n00kvTOjGoBwmJt6qlCr1PjQ+4o283yAy5ZGXriiKgotCO1dxzO69pEl8ojH6qxvPWd/T2wLC0GQyY3bt38+GHHyZMWBtPvP+9Hkzh6NGjaJoWmzW0Wq0xq0NzczNut5vi4uKEx+1LRR8xYsTAT8zAIAH6QMfhcPQ7J1QiQqFQzBWvwGbm3vNqCasa4VCQQJwlWUrJ3r17eeWVV/joo496dBHW10RkWrx5PB7+/ve/s2zZMs477zxuuOEGxo0bl3HxJqWkqakpNtGkW+zNZnNMqMW/4sVbNtLR0YHf78+qFAx9RUpJY2MT67bu7TQQCQd8aGZnZFqeE89zqu/B8aZmtu7cxdjaGqxWayQR/YGD7D90uFvajXhaWlr42c9+FosyeeaZZ6bsuY7PqaaH6k/1IM1sNmO32w2hlkXk0lq2RJgVhVKntVfXyEBIpdntj4X6N569/jGUa04N0ZaHtLa24vF4YjN2iWajdR983a3DYrEQDocJBoO4XC5aWloQQsQi8wkhOHz4MEeOHGHOnDk4nc6kv19eXk44HKatra3Tdk3TsnqgZZC76O51epS2wdB1oKcIgdVswqzYMCkKgUCA9vZ23nrrLRYvXtyvqJD6IEBRlF4nVdKJx+Nh8eLFLF26NCbexo8fnxHLVTgcZs+ePWzevJmmpqZYexRvbdDzssVb3LLZ0hYMBlm3bh1nn312zrR3unD++9//zlt/+xst1jEI+4m8aGG/F2l2IBGgRepYOs7N7fGwYfMWdtY3UFVZQYfbTWNzS59Eop6Y+5lnnuH888/nzjvvZPTo0YMupz6pmQ4XKL3t0qND5srzku/ksljTUVWVo00tWIRGgcOGxWzGajahCAUhiAWfa/EGaPd39lQxnsO+M1SJtcEQbXmLPhsYDoe7DW50/1vdpKt/prt86JHZdIubTktLC4cPH2bFihWceuqpVFRUJBw0dR3E6gJx3759XHRRt7X+BgYpQQiB0+kcVDoKfQCV7DNFUVi1ahUvvvgiO3fuHHDHng0uk3BCvHW1vA2FGNLdStavX8/WrVvp6OjAZDJ1Sp2gi7WuQk1/ZfPAYt26dYwdO5ZRo0ZldTl1sfb222/z1ltvceTIEQBEsRW0E9dYSglCgV7n7VODx+ulfu++2N/9uYaBQIB33nmHTz75hKuuuoprrrkmqYdIb+gWtnStWXE4HFkV3dUgX5CYhaTV7aHD48VqMWM2KRQXOCkvKqDQacekKJgUhePt3th6NuM57D+GaDMYNPqMfnxHo8+qdP1bXzOgW9ZUVcVisSRNsH306FGWLl3K6NGjqauro6SkBLvdHrOi6b+pR9Nqampi586duN1uqqqq0nviBsMW3U1St7j1F5PJhM1mS2gN1jSNXbt28fzzz7Nq1apY9MLBzMZ2tbrp55AJ3G43f/vb31i6dCnnn38+119/fdrFm8fjYe3atWzfvp1AIIDNZosFgYkXa7pYTuQal80DjEAgwNKlS7nhhhuy0k1SSklzczNvv/02b775ZkysxT73NSNco4gXaUILI6Wa1dc9nmPHjvGb3/yGjz76iNtvv51zzjmnX0E99D40XVYXvb/MdP03SEyuW9vsioYg4tEcCIUJhMAbCNLY1oHFbMZhs+ByOjjQciISrPEM9h/DPdIgLXRtgHTBFu+3HQgE8Pv93SpuOBzuZMEIBALU19fT0NCAzWaLRYmMH+T5fD5aWlrweDxomsbUqVMN0WaQdvQ8aaFQKOnsuC7wVFVFURScTmcnYaCjR4V88cUXWbx4Ma2trbHvAzHBNZjOXS+jfsxMdpput5u33nqLDz/8kPPPP58bbriBsWPHplS8SSnxer18/PHHbN++PWYh1a1r8Va1+HDnXa9LLqw3OXjwIBs2bOCss87KmsFQvFh76623OHw4STTIkBc8x5DKiWGC8LcSyXiR+We1P+zYsYPvf//7zJ49mwULFlBbW9vjMx0fwr9rRORUIqXE7/cTCASwWCyxOpAr19UgW5GYoq9un0gIhlWCYRWvP8CxNi8dQUGnyRnj+esXhqXNYNAoihJT/z1ZBOKtcUKImGhLtF+i7Zqm4fP58Pl8NDU19VimadOmZTSXjkH+oz/rDocDu90ee7b1iYP4/eKtw/q2eAKBAKtWreI3v/kN+/btS1iH4r87WPeprsfPFvF2wQUXcP3116dMvPl8PpYtW8bOnTsxm80x61pXN8hEIg2I5erKdsGm88knnzBx4kQqKioyWg5drL3zzju8+eabycVa7AsasqW+2+ZcHdAFg0GWLVvGxo0bueGGG7j22msT5tDT+0SPxzNkM+i6C2YwGMThcAwqebzB4MmFCaHeMAlQFEFPj5Amwa/JyDrVLhTGPfs2c8SN0mW34LSaUDXJ/mZPAkk4PDFEm8Gg0MPy6x1Ob41PfAJJfa1bOpg8ebLRCRmknXghpQ/unU4nXq83JqyklITD4YSz2pqmUV9fz+9///uYK2RvKDaFwloHCLBXW1GsgvatHrz7E7sYJyNbokzquN1u3nzzzU7ibcyYMQMSb7qFbfny5ezatauTZUEXa/GWznhPgK7E5+rKdtxuN8uXL+fqq6/OSL4tPW+nLtYOHTo05GXIJlpbW/ntb3/L0qVLueeeezjjjDOwWq1IKQmFQoRCoW4TnnoAnFSlFekJn89HIBDAZDLFvAaMftOgv1jQUJAkW4MqpURD4Fe79zVj/H5+vefEhM1tFQV4aiqxmEwoiqDZ4+dYhx9/KPvb33Sjr80eKgzRloeMHj0al8uVdE1aJjCbzYwZMybTxTAYhgghMJvNFBQU4Pf7CYVCsaS1XWlubuatt97ipZdewu1293rs2Lo0h6Dq0lKEOc5qp9Bv0db1uNngMgmREPZvvPEGH3zwwYDFm6qqfPzxx+zcuROTydRp7Vq8VSFepOniLP46xLumZvq69JX6+no2b97MqaeeOmRlNsRacqSU7N69m6eeeorzzz+f22+/nXHjxsVEm8ViweFwxCxg8aJuKNCDhbnd7k6RVHPlec8HctnSJgCT6L38YVVDIxJcKH7N8N3Hj7NiYh3XbtkNwFU7G1g8qSb2vSK7lSK7xRBtkNY1r4kwRJtBDD2IQyJ0dzKPx5Pw894oKipi3LhxgymegcGA6Src/H4/qqpSWFgYW/+2fPlyXnjhBXbt2tXv44cDYcIBFWuc+6+1xIIwCaQ6uGAlXc8jk8SLtwsvvJDrr7+eurq6XsWblJJNmzaxbds2FEWJDUTjI9t2FW2JRGu8aMulBNaapvHxxx9TW1tLeXl5Wn9LF2v/+Mc/eOONNzh8+HBOD0DTSTgc5r333mPdunXcdNNNXHXVVZ1cJhVFweFwAJF7aDabh9QVSlXVWJAwfaJJT0mSK89+rpEPrpFmNKx9mE8LoaBKAaJz26oKgTV04jmXSmdrr9mUOxNm6WYoE2sDZGeSG4MBo689G8hDZLVaKSgoSPiZyWTipJNOGnBFnT59Oi6Xa0DfNTBIFXpI//hIp7t37+b//J//w/e///1+C7ZYRych6AkR8ATxtwfwtwfQFA2TdfCdW3wEu2wZUHR0dPD666/zr//6r6xbt67HfaWUNDQ0sHLlSoDY+rV4S1l8QCT9fHVXbVVVCYfDsf/13JL6K1fweDwsW7Ys7daapqYmHn/8cX7xi19w6NChrHhesp2Wlhb+93//l8cff5wVK1bEhFI8QggKCwtxOBxDnh9Qt/i53e6Ym7dxXw0S0zkASbLnRJMQ0JSY92R83/LbESOYuf9ENNnVZ03v9F2zycSIIscQJf/IbsLhsCHaDAZOMBhkz549KR/MCCEYO3YsU6dO7fcgtKKiggULFmRkPYeBQVcURcHlciGl5A9/+AOPPfYYS5cuHXSd8TZ58bcGCHQECXQECXqCxLudDJZsE29Wq5WLLrqI6dOn97if1+tl6dKlMbez+FD+8da1RGIt/hUv1HThNlTuaqmivr6eLVu2pPXelZWVcfPNN1NSUpK238hXtm3bFpvAOXDgQLcUOUIIbDYbLpcrFjCka1oK3bUymdfKYIgXbz6fL22544Y7mW5bB0sAE+2qCXcYghqoErS4fkPKyLboys3Iv3Ft8UGLhS+eNi12vJay4k7HVwQUO2w9BjkZLhjukQaDor29PeYH31dMJhNnnXUW1dXVzJo1Kyau9LDo+gMZDocZN24cc+bM4ZVXXqG5ubnXh3Xs2LE8+eSTzJgxwzCnG2QFoVCINWvW8Ktf/YqGhoaUNLgiLJBJlq91cvGTEiElg1kJkA3r3ZxOJ1//+te56KKLepyM0TSNlStX0tLSgs1mi7lEdhWyAxl85kIQkq7obpI1NTVpc5NUFIX58+czduxYnn32Wfbv35+W38lXAoEA77//Phs2bODmm2/myiuvxOVydXPR1fMKdnXnjR/8KoqSlpQBmqbF1qw7HA6jbzWIQyCRBKUgiJmACoomsaJhM4GQGiYFwiixqJG65Th+MrAtnLhN1j8vdVqxmBQCSfYbLgy1e6Qh2vKI+Ih4s2fP5u233+6T9WDq1Klcf/31mEwm3G537AGsrKxkypQp3X5DHxQ8+OCDNDY2djteSUkJ48eP59RTT+XWW2+lqqrK6FQMMo6maTQ0NPD888+zYsWKlFlphBCgggxEOzQJml+iBSQnWa1cW1wcc2lwCIWPPB283d4+6N/tagUYKhwOB1//+te5+OKLe811tWfPHjZv3hwLpJAonH+uz2r3F7fbzdq1a5k/f35sfVKqURSFSZMmsXDhQp555hkOHDiQlt/JZ5qbm/nlL3/J+++/z1e+8hVOO+00LBZLwnWWidA0Le3uu/qAMdf6VyFEA9BBxNgTllLOFEKUAS8CY4EG4BYpZUumypjbnHgeVCJWtRAmfGEQKFiljKxlI/nzG4oTY/ETE6omCYTCBBO4EOcDwubCVj6GUOshVG9zr/sPtXukIdryCD0Pj9vtZsqUKXR0dLBu3To8Hk/Ch8pmszFx4kTOPffcmOvS7NmzY5/r4dK7hh+XUmKz2RLOjgsheOKJJ7jwwgs7dXAGBplCD8ygJ8iOTxKfSrybgwR2h5EaqG4VLazxOauTywpdKCK+E5X8Izo5MtjGPha9MkkC6lSjW9h6E2wQsVgsX74cKWXCpNnDmc8++4zx48czceLEtF0LIQQTJkzgmWeeySvhZlLAVSAoLlTYd1hNa64oKSU7d+7k29/+NjNnzuQrX/lKr/kK9SiTwWAwp9ZcZoALpJTxs77fApZIKX8ghPhW9O/HM1O0fCMavCn6l08Tse3J2p9gnCdDuy+AJxDC7Q/R5PbhC6k0ugME8ip6pMBcNBJHzak4y8cQbDtC+86lqL7WpN8Y6nD/YIi2vED3cw8EApjNZtra2rDZbJxyyinU1tbS3t7OoUOH8Pl8QMQdctSoUZSVlWG32ykqKsLtdlNcXNxnobVv3z5aW1u7bS8sLGT69Olp8ec3MOgvfr+flStX8utf/zrtg1bNI9E8J3IjapokYFLRpOwk2uosVhyKgi8a/TAV61LiE06nSwQUFxdz//3390mw6YPdpqamWOAXPddVtqQxyCSqqrJ8+XJGjhyZ1gBNunBbuHAh3//+99mzZ0/afiudmE1wxilWpk+0MGqEiTEjI8/Rd37WxqHj6R80hUIhVq5cyebNm7npppu4+uqrKS0tTZiYOxwODzjKcn/Q183lUT26Fjg/+v73wIdkSLQlyw+ZH/QtB2j86b+zaS8d/hBCgCbzM2+gyVVF4fg52EtGIoSCvawGTjqPjt0rCLu7e5TpGKLNoF/oSt/v96NpGhUVFUycOJGGhgaqqqoYN24cqqp2cnuESINvt9tji5rLysqYNGlSnyqjECKpSdjpdOJ0OlN6jgYG/UVKybZt2/jjH//IqlWrMrL+SQiBJ6zSEgxSYDYjAZ8aiYJoonPi3lRY3dIp3EaPHs1TTz3FSSed1KfIeYFAgHXr1qEoSsw10hBsnWlqamLlypXMnz8/rdEIhRBMnDiR//zP/+S5557j448/Tttv9RVFRKLX9RWrBe660kF15YlcZVJKLjvbzm9eT79A0uno6Igl5r777ruZM2dObIJSX2eW7vyoiqLE1tPlcD2SwD+EEBL4HynlL4EqKeXh6OdHgKpEXxRC3AvcC/Rr7b5BZxKlWkkmVlu9wdh7/ZHL4WevG+bCSoomzsVWPBKi61IlYC8djZhwNm07lqL62rp9z7C0GfQbTdPweDyx2XpFUZg4cSKaprFnzx46Ojpi+aj0Bk53F5NSYrFYqKio4NRTT+2zdUxKidfrTfjZmDFjKC4uTviZgUG60V2EX331VV5//fW0uUL2FQ3JAZ8XW9zapVb1hEtXV9fjwVrd4nOXpapTHT16NAsXLuzzpA7A4cOHY1a2eNfIVJYrH9DdJCdMmJDW6yKEoKysjMcff5x///d/z6hws5lNzJk4Ek2T7DjaSqPbT1jt+bmXEprbQ4ysMHeKWDf3VCtvLvNytCkaBy9FkVp7o76+nu9973ucd9553HbbbUyYMAGfz0cwGOz9ywNEz6PadQIkRzlHSnlQCDECeFcIsS3+QymljAq6bkQF3i8BnE5nzpnDdGGUSWteora4a/qVYYEQWIpHUTR+DtbiKuLdRYUQIEzYSmtxjTuL9t0fowXc3Q4x1C7QvYo2IUQt8DyRWQ8J/FJK+ZNki0ZF5Ix/AlwBeIEvSinXp6f4wxspJYFAoNtAT1EUTj75ZOrq6jh8+DBHjhyhqamp0z6FhYWMHDmS0aNHU1xc3O8OoLi4GEVRus0y1NXV5XpnkhGMejZ4QqEQH3zwAX/+858z7gam14Em6HOkyFR1lKm0tA1EsEkpY/nuTCZTLAAJZIdgy6a6Fg6HWbp0KSNHjqSwsDAVh+yR4uLijAo3m9nEuSdVU1cecQkdP6KIZk+AzQeaqD+ePDhPKAzHmsKMqVYJq5IOd5im1iAt7SEsihpz5YofEPcVYdaTC4OlJDIkCjSGTiwASoKqqixZsoT169dzxRVXcPnll1NQUJDSZ1yf7DCbzVgslrxZDyqlPBj9/5gQ4lXgTOCoEKJaSnlYCFENHMtg+dJy3K7tYLyVq68MpmyJRFpPx54+bVq3ffIJYXFgG3ES5sJyhEji7SAE9oqxBJr34TvSaW4hay1tYeBRKeV6IYQLWCeEeBf4IokXjV4OTIq+zgJ+Hv3fIA0kq8BCCJxOJxMmTGD8+PHd9hvsjGRNTQ0lJSXdxKAh2gaMUc8GiKZp1NfX86tf/Yp169ZlTe4uIQQ+ImM/La7+hTgxHoyPypXKgYJ+rMHUxYEINogIkcOHD8cGm11zsmUBWVXXmpubWblyJRdeeGHaoknGowu3H/zgB6xatWrIZtWtZoVzooJNfxZMQlBkt+BQNKTU6JozSieswvFWyead7RxvCsZcK6XU195EAy1ELc19fdaETVB9dRmWQjMIMDlNSFVycFEjwcae2xH9ujU1NfHHP/6Rjz76iFtvvZWZM2diNpsH9Lzb7XasVmvEhTpPrdNCiAJAkVJ2RN9fAnwPeAO4G/hB9P/XM1fK1JPIA2Ig7XRXS1iisZ2+3XBH7xkZ9OI/thN76WgUU/d4DpFrKwm0NxJsP5rwGFkn2qI+xoej7zuEEFuB0SRfNHot8LyMnO0qIUSJPnuS+uIbWCyWXl0y0jFgKigo4PO33sqLL75Ia0sL1113HRUVFZx77rkp/Z3hglHP+o+UktbWVl5++WXeeOMN2lMQRj/VtEnJmz4vR1UVNdq5eqXEHyfS0pEgd7DWttmzZ/PQQw8xevTofh8nEAjQ1tYWW8uWbQOGbKxrmzdvjnlHDAXFxcU8+eSTvPjii/zlL38ZEhcfh8WE3QTBUBirJfJchMIqe482ITUVk4CQqnV6XuLfb9ihMqJE9rgWrr99nWIXmFwKlqITQyFpgqJTnDQub0s6qNYnWeInXfbs2cNzzz3HzJkz+cIXvsDo0aP7tVbRbrdjt9sRQgyJeM8gVcCr0WtqBl6QUr4thFgDvCSEWADsBW7JVAGHykVwIG1joojefTl2f39rOAg+KSXh1gO07VxB0cS5WAtKOls/pUawoxHv/k9Qva0Jv591oi0eIcRY4HRgNckXjY4G4rN5Hohu69TBxS8mramp6W+5DYhUJovFgtVqTasvfSJsNhsTz7gAz1/eoKjSyd1feYAx1RVDWoZ8xahnvRMIBFi9ejW/+tWv2L9//5D64JsUKHEJxo82M2W8he17w6zalLj+qcDyBMl1uw760sFArW2zZ8/mW9/6FiUlJQP63ePHjxMMBnE4HNloZetEuupaUVFRv8oRDodZvnw5N910EzabrZ9nMTBcLhd33303ZrOZP/7xj2kXbr6gSpvHhy8QxGYxU2C3cbSlnTaPj/ino2saC529hzUaW8GsRIKY+ALQ3C7wBwWK0reIeF0xFymEQyrWLlYJxxgbrJRogRNrxeNJVnfjo0xef/31XHzxxRQVFfVYJkVRcDgcwyZFjpSyHjg1wfYm4KKhL1F2YQEUIAgJ01mk+xnp2l53deHMl2c0fsLF37ibcDhE6UnnYHNVRES7puI7thvvoc2E2g+T6G5ktWgTQhQCLwP/KqVs72LiTbpoNBnxi0lPP/30YbLqMfUIIWKDo0Tr2+L3UxQFu92Opmmx8P/9xeFwIITAG5I8v3QHgXEXEbZY2HHUY4i2FGDUs56RUrJjxw5eeOEFPvrooyFrMPUG/rKz7Vww086oShMFDoEQsKU+zNotQcJ9KEq63CGT/VZ/1/gMVrDBiYS/8e5d2Ug661p1dXW/b+7hw4dZu3Ytc+bMGbLrZrFYuOOOO5BS8qc//Smtwi2safhCKhaTgj8YwhsI0uHzRwZNYQ0tzoSW6Px9AVixUWI1K7S4Be0eCEY9GAc8kBQCNRAm2BEEAcGOIFKCFpIIGxANBBlfh/piGe/o6OAPf/hDzGXyjDPOSBrp0Ol0ZqVFejgS3z4PFV6vF4vFgsViwS4EFzkKmG6z8ZbHzeZgeiORdqWnZzAfn8/4fjjcuo/2+lWUnDQPs9VJoOUg7XvXobqPJ514HOrE2tBH0SaEsBDp3P4kpXwlujnZotGDQG3c12ui2wzShB4C2GQyxXK26YNZfV2J1WqNhQN3u7tHwOkL8WGG97e0seeYGywOsDlp9uW8Hsg4Rj1Lju4K+dprr/Hqq69mxBVSSklJYZhJdeZOM/uT6sycMs7Cpl19WwOTDnfIZOhpAHpDCMFZZ501aMGmE5+TLRs7+2ysa1JK1q1bx9ixYxk9enSqD58Ui8XCF77wBYC0CjdNQos3hNNiwqQIBKAIQVCD/W1+1GgX0tM6rr1HBNC358mlKMxyOJlit1MUPaZb0/h1SzOeaB3UAhpqSKNxZzNSPdGHaT5J2N29nvan7kopqa+v5z/+4z+YO3cuN954I2PGjOl0Xno0yGysI8OVdA3Ck91j3SXWLgSXF7q4saiYkRYLI61WftrcSH0K12jbrDBtgondBzTaPZIh7IqyioSeLlISaGygBRNWVzn+I9sIe1tiHye6f5lIJdSX6JEC+DWwVUr5X3EfJVs0+gbwkBDiL0QWa7cNp3U2mUJ3lYTEuUuEELH0AAN50EwmU6xxARg3wsX37jiblz/eSWGBkzMnlA/uBIY5Rj1Ljt/v58MPP2TRokWxqIRDjf7cb60P4faGKSo8kT7DbIJzT7eyeVcooTvLUFrXBoLJZOLWW2/l1ltvTVmi52w8T51srmuBQIClS5dyww03YLfb0/ETCdGF25gxY/jJT35CW1v3nESpoL7JwzF3gCqXjcpCG5oU7G8PEFC7u2Uleob6I26qTGYerxyBNe64YSn50ONmY9RlOdysEm5XOwk2AOmXnbyhBlN39QihGzdu5NJLL+XSSy+loqICp9M5bFwiDSIkuteKoqAAZ9nt3F5cQkV0/DbN4eDxihH8qPE4O0LB3oKZ9oj+7FaWmrj7qgL8QXj/nwGWrg/gG1pjXtaQcN2iVAk27ibUshcZ7v3CZKVoA+YCdwKbhBAbotueJNKxJVo0uphIaORdRMIjfymVBTbonUQNg5QSn8834FlU3S1Sx6QonDethnOnjkbQeU2BwYAw6lkXNE3js88+44UXXmD16tVDaqFKhtcv2X/Ez8Q6E/6Aitev4g9oOG0qJhPdXCQzYV3rDyaTiTvuuIM777wzJYlqpZQcP348BSVLK1ld1w4ePMj69euZM2fOkA7oLRYLF1xwAXa7nR/84Adps2a7A2HcgTD7WrxYFAVv6ETwEb2+WNBQJahdrGrxwq63a1NrNoGUiDhLswmYbnfwqc8XcXkMCUItYbCBREYWoYZB8woUoYBI3WRLS0sLf/nLX1i5ciW333478+fPNwSbAVYhmOtw8uXSMiriRLwJmGiz8bXycp5vbeWfft+ghJumBrj7ynJGjbCgCKiuMFE7UmHVpiBb96h9cu/PF+KXDSQSbjLuYvTkLZKV7pFSyo9I7o/QbdFoNMLWg4Msl0EK0QXbQIOV6LmWEkUjMhmdTkow6tkJZDT5+wsvvMDbb7+N2+3GbDYzbkwdh44cwefrHthjqGhuFxw4EsBiFsS31WqCkHa5INhuv/32lAk2iMw81tfXZ61VEXKjrq1bt44xY8YMqZskRNr0OXPmxHK5pdMNORjW0O0HUkoEEpvQsCsSq5AEpaAtrCDpbH3Tg5T0FhjBDPg1NZbYXkpJWEpqTGakpiEBqUq82wIIc1TYhUEGieXkSPVzLIRg//79/Nd//RcrVqzg7rvvZuLEiVm99nO4ka7IkYmeVxMwz1HAHSXFjLJauwUAUYCT7A7uKIGOFo3PAv03i0kpCYd8zDwFJtZZMEUn2AscCpfOcXLaSVb+/rGfjzYEaOuQnepbPtObVV/fp6eJlaFOrA39jB5pkJuEQiECA6jsOlarNYWlMTBIjL4e88MPP+SPf/wj+/dHAvY5HQ6uvuxiJo4bR1NLM+8vW0F9w17CQ+yaIISgzQPN7TBG6zm4R64Itrvuuitlgg0i7n0dHR0pO95wxe/3s3TpUm688cYhiyapI4Tg7LPPTptwix8gaZqGIsAmNJyKhllEklwDWJEUmDTcqkJXja3XK128JaqLbZpGvduDKiNruMNSoz0U4nCXdkN1SxRFdrP2pWPiIeamGQ6zYsUKNm/ezBVXXMHnP/95iouLDctbhhmqUP86pYqJuQ4HtVYbiWS7EAITMMJsodpkZhsBBtLrVZVbueXSEooKTqSSiASnk1RXmrnzygIm1Zn41ateOrwDPZvcpGu9j9/em1U/W90jDXIYfSA8UEwmUyz4iIFBulBVld27d/PLX/6SDRs2xGawRo6o5JILzmNsXS1CCKoqK7n5uqvZ07CP1//+Dh7v0PYwqgbb9sKpJ0XqVocXjjRp7NindVvUna2CraioiLvuuotrr702pYINwOPx4I3ek2y1tOUKhw4dYtu2bcyYMWPI219duD311FP8/Oc/p76+ftDH7ByZT+KwmJkwooQyh5ldB450c88SApyKRJUSnwaJjKN6Mm29zPEcDqs0BgN4usyG7w11XnuaaMY9HXU3UYCVtrY2/vKXv7BixQoWLFjA7Nmzh1ykGwwNiepwi6byVkc7JkUwp7AQs+y+X0DT+HtbKx95vQMSbIVOhcvPcTB2tLXbMhZdpAZDki314WG3vq3rtY7vs3oTbFJKw9JmkFqklAQCAUKDiD5kuG0YpBMpJY2Njbz22mu89tpreDye2PaaUdXccNUVlJYUd5oNE0BJsYvxY+rYtHXbEJdYUH8Q3lgW4kiz5HiLxBegk6tk8hl6iUVE4huEZeRYaS9tlw7H5XLxzW9+k7lz56ZVCEgpCYVC/Uo3YNAZKSUff/wxNTU1lJcPfaAnIQQzZ87ku9/9Lt/97ncHHASok1iTkhKnjZOrSxhVUoDdEpn5D4VC1B86nigTEjbC+KUZ2cPgKb7MOm2ahltq3WpZIGG4oPQJtt5m7KWU7Nu3j2effZbZs2dz9913M2HCBKPvzWP0Zy0kJWt8XnYHA9yvaVzoKsLMiefEr6os93hY7PHgT/Lc9sZJY0zMPdWGw5a4/mgafLojyJrPQsNqXVtXErlC9uZNk4mJWUO05Sm6YBtoPjY4kQPOGHQZpINAIMCyZct4/vnnY66Q8YTDYXx+Hy61EHM0fLyqqhw5egyv10vNqJFs37WbYApDIvcFtw9Wf9ZzY91ZtEXEmtOkYROSsITWsGlQi8oHwlAINpPJhMlkQlXVmGgzGDhut5tly5ZxxRVXYO2y5mUoEEJQU1PDwoULByTc9AkMs0lhXGUJlYVWRpUUYDEpnc6lrqqcNo+PxjZ37HthVcMblgSkCdlLoKtErk1eqXFc1VCj69cAmqTGgQSJu+PLmmr6mvYiHA7z0UcfsWHDBm6++WauvvpqSktLjf53CEn3Wtx498v4AX+TqvLb5iaKFIXTnAXYFQWvqvK39jYWdbRzXBuYmpJScrRJ5ZPtAc6yCMqKTd2ep0PHQ/z1XS/N7cO3rR5IHZMZSKwNw1y0ZUoppxO90QkEAgQCgUE1QA6HA8iM326qUBTF6PSyDE3T2LZtGy+88AIff/xxwjoohKCppYWGffsJ+AOUl5Vhs1lpbGzCG52IKCospKKslENHj3X7fnbQWaxBxOXLDBSZNdrDSlS4pef51AeLQoiYYDvnnHPSVh/0HJB6exEOhwkGg51ShRj0n/r6el555RVmzpzJuHHjMJuHttuOF27PPPMMu3fv7vU7er9TYLMwtbaSc0+pY8LIUrY0HKKp3dNtf5OicHLtSNy+vbR5/PhVXayZI9WjD89P1yAlYSF4OeAnxIno/fr/XV0i0zVYH0j/43a7+e1vf8vy5cu57bbbmDdvXsrdmA0yQ2cX4c4cDIf5/5oauQ/B55wO/tzUyGKvh+ZBPpcHj6n89g0PG7aHuPEiJ+NrrJhNRCdBJas2BTh4XGMoPD/yCcPSlgF2797N//t//29Q7oPZhqZpKZsBMJvNOe+icdVVV3HZZZcZg8YsQEoZW8OxePHiXgMchMMqu/Y0UFpczKEjRzBHk8frx/IHkjk6DQ16WewWM3aLiTZf57WjJiTFJjUWrUtHiEiQhSKzRms4PfUrXrCNHDmSBx98MK2CDSKTO2vXro21PVJK/H7/sFwTq1/7VAgBTdM4ePAgHR0dHDlyhLPPPhuTydT7F1NIvHB77rnn2LRpU4/n5nJYOWN8NRdOH0t1qQslev8njh6Bx38Af7Bzn6tpEn9IJSTMtIZNoJhggGlk9ITyUkoCvTx36RJsfbWu9cSuXbv4wQ9+wNKlS7n77rsZP378sKtH+UhPz9veUIifNR3nlA4bK70ePAzsWeoaTCcQhFWbgmxrCHHhLDtzT7NTN9LMwWNhPlgbIqwaz1V/0TTNsLQNJaqq8tJLL7Fhw4ZMF6VX+tqhpLLziR/05TLt7e3MmTOHkpKSTBdl2KKvb1q+fDl/+MMfaGho6PN3Dx85RsO+A9TWjAKIDf463B5WrFlLa1v6QpL3RKyeScmZ40YwpqKIg61udh5p5XCbl7CUqJrAHZIUWbu7XwgBNiEpsym0BiUJMgYMmPi6O378eBYuXEhdXV3a17Bt27aNPXv2dNoeCAQIBoPDVrilqj2WUuLxeNi+fTsVFRVMnjw5I66StbW1fP/73+fHP/4xS5Ys6XZ+UkpGl7l48LKZVBYXxOqrTqHDxoRRlWzZewhNk6iaRps3wN7j7ext9uANqWAa/LCkpwAl8WVNx0x5f3LJ9UYoFGLZsmVs2rSJq6++mptuugmXyzXs6lI+0Vu7cCAU4kDUkDCYSfNE48HWDslrH/pYvy3IJbPtbNgR4khTfnmbDRWGe+QQs2vXLj766KNMFyMpXc3o6XDdsFlMXDR9HIoQ7DrSTDCscqTVQ1jVCPcS0jxXOHDgAO+99x433nhjXpxPrqFpGnv27OF///d/WbduXb+t2oFgkLWfbmTvgYOcOvUUykpLaGlp5Z8bPs2YYNORUmNCZTETqooxKQrjK4sZU+6iye1ny6EWdh5uxi8tmMJhCsyd65PDZqWmspSq0iJ2Hmtn84GmlAi3TAg2iISoX7duXbd2StM0PB4PFotlyK1DmUQIETvfVAkDfWZ37dq1VFZWUlFRkZLj9gchBIWFhTz88MMALFmypNP5SSk53NLB3uOtjCguSPj9qlIXR5oL+GzvEeqPtXGkw48vlPqBY6J1bvHb0ynYUl3fWlpa+MMf/sCyZcv4yle+wqxZs7DEJWI2yG7iRbzuwtvT85cK4Z9szKhpsPeQyh8XewmFFdIwtBwWGO6RQ4iqqrz88sux0NTZRDpzxHSltryY686ajFmJVFxNStq8Adq8fn713iccbfPkfKcgpeT1119n/vz5hrVtCJFS0tTUxB/+8AeWLFmC2+0e1LGONTaybOVqakZVs//QIYLBzLk063WzxGlj9sRqTHGzoSZFocLloLbET/0xJRJMQTNhCodwWEwxsVZdVozFHFkUPnVUGYGQyvYjrYMqV3xI8XHjxg2ZYJNSsn79eo4dS7y2MBgM4vP5KCgoyPn2pD/oLnqpasv143R0dLB27VouvvjijAnhgoICHn74YVRV5YMPPoi55QOEVckrq7YxcWQ5pYX2TmIpEAqz91gLH+84xMZ9xwiq6e3j9GuWaA1bqkm3d4qUkoaGBp555hlOPfVUvvKVrzBp0qScX8KQbaR73NWbpW0ovJwk4A+KviwVNUiCpmmGaBsqjh07xurVqzNdjE4MpVjTmTCyFHN0obQQoCAodzkwKQJvYOC53bKNAwcOsH79ei644IJhNWjMBPo6pg8//JDf//73HDlyJGXHDgSD7G7Ym7LjDQ7J6XUV2CymToNCKSVurx+vPwD6uiYU3JqF0cUFTBtTHRNrOooimF5TjjsQ4mBL9yAN/UFRFKZNm8Zjjz02JIIN4Pjx40ndzPXBh8fjwWQyDZugJEKIWMAQfUZ2sO26KRpBVdM0du3axdixYzn55JOH7HrG91GapmEymbjnnntQFIUPPvigkxX9aJuHxet3cvu50wGJNxBk6/5j/HPnIbYcbMQTGNr8RvHXPhcFWzyhUIi1a9eybds2rrzySm655RbKysqGRb3KJ3qzthlkN5kK0DfsRJuUknfeeYe2trZMFwXo3IEMZQVWBEysTtzQH2xqx+0Pki/RhKSUvPHGG8ydO9dIXJpGVFVl27Zt/OY3v2HDhg05HXW0NxRFwesPcKiplUKHHZfDhklRCKkqLW5vpyh1Uko0BI2+iNtxojhwNouJ2RNGsmr3kQELNyklF1xwAY888siQWbU0TWPt2rU9ei3o5XC73QghhsX6Nt09MmZ9CocHLdysVmvs+36/n+XLl1NdXU1xcXFKypwMfSIxGAwSDodRVTXWVzmdTu6//35qa2t5/vnnOwm3Fdv2M62ukmAozIebG9h1tJWQmrlBaromQzO1/tvtdvPiiy/y0UcfsWDBAs4++2zsdvuQliGfGMr0JPqzopgVzGUKaoeG6tNS+hx1tS7HY1hnB08mEmvDMBRtx48fZ/HixZkuBpBe3/reKLRbqSlzEVbVmHuXXskPt7hRNYkywOhd2cjmzZtZu3YtZ599dt4PGIcaKSXHjh3j1Vdf5fXXXx9UbsBcQAiBAEJaJJdUq9tLh9ePw2ohGA4TVlWavcHYWgF9RvW4O8AnDceYNb4Kq6V701vstHHznCm8sGILx9r6L9zOPfdc/vVf/5XCwsJBnmHfkFKyd+9eduzY0eu+iqJgMpliz0a+CzeLxYLZbO7mQTHQgaHZbMZisRAMBmPir7W1lY8//phLLrkkpW6S8f2SpmmEw2FCoVDSSRiTycRVV10F0Em4+UNhfvXeJwTDakbFWjrJhoBdBw8e5N/+7d+YPXs2d9xxB6ecckpe1610ku4cbfEoNkHZ2cU4aq10bPfRvtGD6tUS7jvY39MnD+O9QoxnZHAYom0IkFLy97//Penai6EuC2RGsAEUWM1sbTiExWzC5bBhtZgpLnBgUhS2HWzMSJnSSTgcZtGiRcycOdOwtqUIffb9vffe489//jMHDhzIdJGGDAm0+UKUOiLBAFRNo8PnB8AdVNnXHLE86Z2l/v++Fg8Fh5qZXlsRmyyxWcyMrihhVEUJNouZ4kInP3t7Dcfb+7bmVgjBOeecwwMPPEBBQffgD+lCVVVWr16dNLhMvMto/IAhXrjF75dPuFwuampqYknju1rc+oPJZKKgoCDmlhh/vbdu3cq4ceN6dZOMH4z2FE1R/w2/3084HO7zIDaZcPME8iedTleyQbDpqKrKihUr+PTTT7nmmmu48cYbDZfJftI1UE06jq0fX5o1KuaVUTTRibAISmYoKFaFtrVuVN/gx4Q93XfjmUgNhmgbAhobG/nb3/6W6WJkXLAB1JQVomoaalCL5cw52BhxX9lxKP9EG8CmTZtYv349c+bMyXRRch49Qfbvfvc71q1bl9eukMnY3+IlrGlUuewU2swIIKxJ6hvdhLTEg2RNSrYebsVhMTGtdgQ1I0oZHRVr+n5jKou575KZ/PitVVE35eQoisLcuXOHXLBJKdmyZQsHDx7scT8hRMwVR18HZTKZCAaDqKqK3W4fUALibEdRFM4991yWLFnC0aNHu0UB7mvbbzabY5ZTn8/XbR2MqqosX76cyspKysvLO31X/61QKBRza7RYLFgsltg90cNW62JyIKJSRxduUkpeeOEF/H7/gI6TC2TrM+t2u3nhhRdYuXIlt912GxdccAFmszkryzpc6J7uRWAapWAdaUKxRoIVmRwmiqY4UWyCtg0eQo3pEQSGlS11ZEq0DRvHVikla9euzbiVLRsEm0kRlBcm9n33BEL4gj0/jLla3cPhMO+9996wFBipQkpJc3MzP/vZz3j88cf55z//OWyvZ1iT7G/xsX5/C58dbqfVF+Jgq49mb3frQvysvCZh08EWLDYb46srsFs7h+4WQjCuqoSb5kzBZk7u9maxWLjrrrv46le/GrPE9Mc6Mhjcbjdr1qxJ2o51tULo4i0UCsVyaCmKgs/nIxAIpCRQR7bhcDgYP348DocDs9kccxHVA4r0ht1up7i4OGadVFW1kxBSFAWz2Ux7eztLly7t9JkuxrxeLx6Ph0AgQDgcxufzxV5ut5v29nbcbjd+vz/mejkYTCYTV199NU888QRlZWWDOla2kgsD3j179vDDH/6Qp556ivr6+oyMN4QQvxFCHBNCbI7bViaEeFcIsTP6f2l0uxBC/FQIsUsIsVEI8bkhL/AQYR1hpmpmOY6SyBhMf55MNoXCiQ7KznJhcqV+aJ5NluF8IFPjnmEj2nw+H6+//npGy5ANgg2gyGGl2GFN+Fmz20+4S8IokyIoclgZXVrA58ZUMn9qLS57onAK2c+qVauor6/PdDFyEk3T+PDDD/nqV7/Kyy+/TEdHR6aLlBVoEo67A2w42Ep9U/K1aPEdZiCs8cbaHRxobEsoVhQhOPeUOm49ZxpmU/dm2mKx8IUvfIFrr722U/ABv9+fdvGjT4A1Nzf3uq9+zrplwmQydRKWZrM55o6nC7qhjKCbbiorK6mtrY0JN1209STcrFYrJSUlFBUVoWkaPp8vdm0gcu+Li4spLS3F5XJht9tpaGjgnXfeiQlgXawFg90ttaFQKCbi0nGdTSYTp512Go888gilpaUpP34myaWBbygUYtWqVTz88MP89re/zcRa498Bl3XZ9i1giZRyErAk+jfA5cCk6Ote4OdDVMYY6Wpz4o9rrTZTfl4Rzho7Quk8USeEwGwzUTDOQemcQpTC7H/Ghiv6BGkmGBaiTUrJihUr+rRgPp1lgMwLNgALEq8/gC8Q7DRIklJyvKNzw15kt3DFjDFcc/o4Lp1Wx2l1FdSWFTJlVG7MoirWAixFVSAij7rH4+GVV14ZttahwbJjxw4OHTqUN4PqVNLXS6K7ph1t8/L7Dz+lucPX7XpKKenwBfAGgt0s27pgu+aaa7oFoNA0jUAgkNb709jYyJYtW5J+3lWoKbG0IhHRZjabUVWVYDAYSzSrR0b0+Xydgm3ksoATQuByuSgqKqKmpobi4mKsVms34SaEwGKxUFhYSEVFBeXl5djtdvx+P16vNxat0WQyUV5eTnV1NS6Xi1AohMfjwefz4ff7+eyzz1i9ejVtbW0psZoN9tynT5/Oo48+mjcWt/jnOJdob29nw4YNQ/48SCmXAV1ndq4Ffh99/3vgurjtz8sIq4ASIUT1kBSUzuks0onZacJaZE7qriSlRPOpBA6FkP7cbPeGA5nK0QbDZE2bz+fj5Zdfzrhgyo7Bh8Tv97F2ewOKInDYrNgsZgoddgocNlq8AeCEyd5hBptJdHPTmjCimK2HW2j3ZW8+N2GyUjr1EixFVQSa9uLZv4Fg+xGWLVvGjTfeyMSJEzNdxJxCURTuuusuDh06xNKlSzNdnJxED0iiJ16uP9bKy6s+487zTsNujTTHgbDKxoYjvP3JLhqOtRHfathsNm677baEgk0nEAikLTqjHvAgWYj/RJaIRK6SFoslkmw5EIgJOV3IQMRiGJt9jn6Wa4NliLg4jhgxAp/PR01NDT6fD6/XGxPWUsrY+UHEOuL1evF6vbG1aJqmUVpaSklJCe3t7axZs4Z9+/bR2NgYE766qNuwYQNf+tKXOOusszJ+vXTh9sgjj/DjH/+YxsbcXSudrWvY+sLo0aP51re+NaRrXnugSkp5OPr+CFAVfT8a2B+334HotsN0QQhxLxFrHBZLaj1+0jlGk1LiqfejuATls4oxO060abFARV6VxhVteHb4IfPz+wZJyKQ7/7AQbStXrsy4lS1bZowFYFUkmgRNlXR4/XQAjW1uNAkt4cgjoQ+YpJQcbWnH5bSjxHVadouJU6pLWV1/NDMn0isC19hZWEtGIYSCvXICtvIxBBobcO9bz6uvvsqjjz5q5CvpJw6Hg/vuu4+Ghgb27s2WRNe5RedIYrB652FKCxxcNfNk9h5v5Y0129l5uLmbm3JpaSlf+9rXOO2003oM8a4nONeDfPRGsnap6yBVSsn+/fvZs2dPr8fUfzfemqSXWVGUWEANPZeZHmRDt0Q5HI5IVM5okIxQKNRJ7OZKcAUhBCNGjOD48eMcPXoUk8lEYWEhTqezUzj9QCCA1+vF5/MRDodjgUNcLhcjR46ksbGRxYsXs2/fPgKBExNr+nXWr+e+ffv48Y9/zOOPP85pp52W8WukC7dnn32Wn/70p2zdujWj5RkImb6Gg8HhcPDQQw8xatSoTBelG1JKKYTo96BISvlL4JcATqczJYMqfayTTqSUyLCkbYMHoQlKzijE6jqxnlkNaDSvMQRbLmBY2tJIOBzm/fffN6xsUcwiuU9sUANNkxDXSZmEoN3rx+3143La0aQkEAwTCIWxCA2TEKhZcm46ErAWV+MYNQXdD0EIgTBZcFRNwlpczfrPPqapqYnKysqMljUXqa6u5oEHHuDZZ5/F7XZnujg5S/zEyAef7WVfYzu7j7YkDARUUlLCI488wowZM/o0iNTXNvWUZDveZdvr9WI2R7qDcDiMyWRCUZTYTLYeRGT58uVJffnjLWPQXbDFu01KKTtZ1nTxoaoqoVAoFrjDarVitVo7zUirqorJZOq0ziubMZvNnHLKKXg8Hvbs2YPVasXtdsfWlCmKgt/vR1XV2MtutzNmzBiKi4t59913WbNmTey6JxLi8dfZ4/Hwgx/8gPnz53PbbbcNWd6+ZAghGD16NI899hg//OEP2bZtW0bL0x9yaQ1bVxRF4ZZbbuHMM8/MpvIfFUJUSykPR90f9chwB4HauP1qotvygk6T9iq0bXTjPeqnYnYxhbVONE3i3u3FvT1gCLYcIJOirddpWCGEXQjxTyHEp0KIz4QQ341uHyeEWB2N9vOiEMIa3W6L/r0r+vnYNJ9DUvSw1OvWrctUEbLGwhZBYlOSP2ghKaBLB+UPRx7OIy3t7DnSyJa9h9m67zC7Dh3jcHM7WtacWzyCoLmIlkP1BNytyLjKJaUk0H6UI/t28fbbb2fNvcmleiaEYNasWdxyyy2xAbrBwBFCEAhrbDnYhD/Ufa1laWlpvwSbju5el+gZ1xdSe73emIDw+/2x/FyBQACfz0dHRwcdHR34fD4++eQTjh5NbFlPZE2LF2k68QFJdGGmv0wmE1arNRa0AyIiLn7QbDabsdlsWCwWCgoKcLlcfb4ecWUd8rpmtVqZOXMmo0ePpr29nUAgQDAYxO/309HREYveqCgKNTU1nHnmmZjNZn75y1+yatWqPi1616+RHpXzlVde4cc//nFWTKwoikJVVRXf/OY3OeWUU2Lbs0hMdCOXBRvAmWeeyS233JLSxOsp4A3g7uj7u4HX47bfJSLMBtri3Chznm5rllUIHgpz7L0WOnZ5afmkneaVHWgpyNFmkH70dcaZoC++YQHgQinlqcBpwGXRSvXvwI+klBOBFmBBdP8FQEt0+4+i+2UEVVVZtGhRXueL6RcShKZ2cteMX4Ablp1zeEgpaQ+oBFRJm8dHU7sHfzAUE2oBVZIdkucEEsBWDJYCAt52mg7uoOVwPUG/JzJLH/TR0bAGTVP529/+RlNTU6aLrJNT9UxRlFgeIIPBEz9AjB8klpSU8PDDD3PqqacOaPCou9LFI6UkFAp1CvqRDL2NaGlp4ZNPPulxkiO+/PGirSfxluy9Hs7earV22qbPcOp/D9C9OSN1zWq1MmvWLCoqKmKCVb82NpuNkSNHctpppzFt2jQ2btzIr371K44cOdKviaX46202m/noo4/40Y9+NKTCTf9tu92O0+mkqKiIoqIiCgsLmTBhAk8//TTTp0+PWV+z0UU91wVbXV0djz32WEbXsQkh/gysBE4WQhwQQiwAfgBcLITYCcyP/g2wGKgHdgH/CzyQgSIPOeF2jaNLWmhe3UG4wwiOlitkck1br61lNJqP3uJboi8JXAgsim7vGgVIjw60CLhIZKjl27p1K6tXr87ETwNDF5GoP7jDguaApDWg0eEP4w9pBEJhwtoJ0aYjpSQYVjnuDnY6FyklQVXDE8zCRkaYwFVDLDyTlPjaG2ncu4XWw/W07VmL6j6OAI4cOZI11rZcrGdms5n777+fCRMmDOXP5jXxA8WTTz6Zp556asCCDSLWNn09WNftfY2gKqXkk08+SZrioasLpD4IjxdvvVneur5PJPhMJlMsObQYxBqUTNY1p9PJeeedR2VlJXa7ncLCQkaMGMGECRM4+eSTKSkp4bPPPmPRokW0tbUN5Cdi6Ndt2bJl/PSnP00Y/j+VKIpCYWFhTKDZ7XZsNlvsudBdbkePHs13v/tdrrzyym7usZmm67OaizidTh599NFuydaHGinlbVLKaimlRUpZI6X8tZSySUp5kZRykpRyvpSyObqvlFI+KKWcIKWcLqVcm4HyDvVPAqD5NQhnt9XZ4AR64KesFW0AQgiTEGIDEf/jd4HdQKuUUvfZ0CP9QFwUoOjnbUC31kMIca8QYq0QYm06okqFw2EWLVqUcKZ5KMmqNRdCIE0WVJOVoLDiU+y0SwutqpmWkEJkOVt8kITIQ9nmD+MLa7T7wxzuCLK72c/OJj8t/iwUbUjwt4DsXKmkpuJt2o//SOdQ5W+99VbWWNtyrZ4JISgtLeXhhx8ekJuaQWKEEEyePJlvfOMbTJo0adCdeVdPA901si/oVrbdu3cnLWu8W2Rv1ra+WN66WjmSWT0URRnwhEGm6poQguLi4phwKy8vp6qqioqKCmw2G4cOHWLRokWDFlhdr9mHH37IBx98kNKBhm4NdTgcuFwuXC5XNwtisrJVVlby1a9+lauvvjprLG7JrN25hBCCL33pS0yfPj1nzyETZHLiNh+eu+FGpnK0QR9Fm5RSlVKeRmRx6JnA5MH+sJTyl1LKmVLKmRUVFYM9XDcOHDjAmjVrUn7cvpIN1pseESL6UkAxIxUzoktnq/8f0iS7Gr3sbvZx1B2kIxDuFtkuWxBSA/dBZONW8DUhZUQ0S6lB+wFQQ532P3LkCB9//HFW3K9crGdCCKZMmcKXv/zlbFs7kbNMmTKFp59+mpEjR6bkePE50aB/i6hVVWXt2rU9iohEQi2RIEtkxeg6UEn2dzLBNnXq1D6dR1cyWdd04TZjxoyYNUoIQSgUYvHixTQ1NaVssk+/5qFQiBdffHHAbpK6MLfZbLG1hLpFzWazdRJrfcVut3P//fdz1VVXdbPIDiX5YF3TufDCC2PX0yA70N24e5rEMMgtMpnnt181W0rZCnwAzCGS/FCPQhAf6ScWBSj6eTEwpKYMKSVvv/120lxCQ1mOXKG3wZOaI6cipQQpkUE3snk3smknMtAO3kY0b0TEdb0vf//737Nq3WOu1DMdRVG4/PLLueSSS4wOaJCccsopPPXUU9TW1uJ0OlN23HiPg76uBZNSsm/fPg4cOJDw80RukQOxpiWaae5p9lkXbFOmTBn0REGm6poQkYiKNTU1aJqGqqrs2rWL7du3D+aw3Yhv6xoaGvjwww/73C8pihJz4SwqKsLlcuFwOLBarbGUC4MVOna7nQceeICrrroqIxaHfLJyTJo0iXvuuQeHw5Hpohj0EUNc5yZZbWkTQlQKIUqi7x3AxcBWIh3dTdHdukYB0qMD3QS8L4dYvRw+fJh33nlnKH8yIek+bYcQpKKbEUIwZpSF6goTitLzEXOhcztx3SOukrJxO7JtH9A9AAvAjh07WLlyZaZdJHKunsWjz5pPnjxog8WwRFEUzjnnHBYuXBizsJnN5pRF59RD6euukX2x5ASDQT755JOE+yZzi9TPpauIixdXPblNxh8rXYItW+qayWRiwoQJ2Gw2gsEga9asSbj+cLDEW1hfe+21pGsTE9HVgpaOtl8XbrfffnssP1+63SXjrR/Z3p/1haKiIh5++OGUWecNUktv7sL58AwOJ7JatAHVwAdCiI3AGuBdKeVbwOPAI0KIXUT8+38d3f/XQHl0+yPAt1Jf7ORIKXnzzTdpaWkZyp9NG8kGNrVWK8+NruHLZeUUxeVASuTemOxYesdltSh86ZoCvv/VEh6+w8XJY81YzLoH5Ylj5UInl3CwJ1XQwp32iSdLoozmVD1LhMvl4tFHH6WkpCTTRckphBBceeWVfPvb32bkyJGdnk+r1Zqy39Gf777UXyklO3bs6LEd7dqWxFvdElnburq/JaqrvQm28ePHp8LCljV1zWazMWHCBILBIPv370eI1CT5jZ+cip+kamhoYPHixX1KRaNpGh6Ph46ODtxudyxFQToW4dvtdhYsWMBXv/pV7HZ7pwmAwbpMdu3vuk4a5Domk4l77rmHU045JS/OJxMM1XWLn9AyrGwncDrs2O02CgsKGFFRzqiRVYwaWcXUySfjKsxcBNRkZNI9stdpXCnlRuD0BNvriawF6LrdD9ycktINgGyxsqWCRJ2KEII5Tif3l1VQa7Ewze5gqsPJz5sbqY9bt9LXmVEhBGfPsDFtggWLWXDOaVZmTbXScDDMkjV+PvokgC8g+3SsbCH+3LtaCeIHkPFs376dVatWcf7552fkPHOtniVCCMGECRO4//77+Y//+I+MNmy5ghCCq666igceeKCbW5MQAqvVSiAQSMm1VFUVv9/fpwF3R0cHGzduTFrmeIGWKJBEMlfJrta4ZNa1dFjYdLKtrpWVlVFTU5Py2Vt97WKngExS8tJLLzF58mRqa2spLi6O3b9E6N8Nh8Ox8gUCAaxWKxaLpcfv9hdFUbjssssA+O///m98Pl+sDPozER/FOJnATdZv5iuXXnopl19+eV6fY64T/7ym02qdixS7XJw3dw4lxUXYbDacDjsmxYREYjaZ+WjVP1m5NnO5lrtis9ky6pWVV1JfSsmKFStobm7OdFFSSvxAZq6zgG9VVlFntUYGQkIw0+HghyNHcbnLhZLE7SjZq9AhuOEiBxbziYbEbhVMHmfhC1c4KC/OzRnJrrOrPVkgITKgfeedd7Ir2mcOIoTgwgsv5JZbbsm5Z2ao0S1siQRbPAUFBVgslpT8pt/v7zGirpSSYDDIunXrYoPmrmVOJNQSibNk1vmulpPeBJsQIlUWtqxEF6Snn95NRw4I3Yqmi7aubVpzczN/+MMfOHDgAHv27MHr9fZrEKJpGn6/H6/Xm/L2UhduDz30EHa7HUge6Kar9SyZJS2f26HTTz+de+65J2Xtw3CkL1bnwR5fZzg8k/2loMDJ6OqRjK2rpbpqBMVFRRQWFuAqLIxY3wxLWyfySrS53W4WL16c6WKkjVNtdr5ZOYLiLgMXIQRlJhNXOwoo6GdjcMkcO7VV3QdCmibZvNNDY1tui5jeBoTxbNiwgW3btg1h6fITi8XC7bffzhlnnJHpomQtdrud2267jQcffLBHwaYLpFS6SfZEOBxm27Zt7Nmzp8cyJbOiJbOmxe/X03ESCTY9SmQ+CjYdi8XC5z//eQoKCgY1oNMHoKqqJhVtAJs2bWLLli34fD7279/fb+EGkYFLOlLq6IGNHn30Uaqqqrp93ttE5HBhxIgRPPDAA5SWlma6KHlBuoTbcHomB4LH6yMQjU6cqD7HWyezAY/Hk/Vr2nICKSUffvghDQ0NmS5Kyip/1wfVoaoc8XpQu8wMSSk54POxpbWF/sxJCCQFtiDHW4KEw1on15OW9hAHjwbIF8NTXzp0v9/Pyy+/nNEKmS+4XC4efPBBRowYkemiZB12u50HH3ywX5HeLBZLyoKSJENKyaFDh9i6dWuvwUcSCbX4V7zA6jqg7uuAe7gINp3x48czfvz4AQ1Q4q0F8WItmSUsGAzyj3/8A7/fTygU4uDBgwOaPU6XlUJRFObPn893v/tdqqurU378XMdms/HlL3+ZiRMnZtWA1qAzhitkH5AScw/te1VlBY6o1T0bUFXVcI9MBW63m1dffTVrwuynMs+Ozj41zKetraxpbsIfXaugSsmW9nbWNjehalq/RJvNGlmfsGpDCyvWt9Bw0IfPr6JJqN/v5ViLJDzMliWtXLmSHTt2ZLoYecHYsWO5//77sdlsgzpOoqAK2VLP+4su2K688sp+L0Qf7HXsCSklra2t7N27N2F0wd7cIqHzInv9s94SbCcb1Aw3wQaRgBK6dbo/g7z4yTZVVWNWNv3/ZOzZs4cVK1YgpSQQCHDkyJF+16tQKJSWiJcQuQYnn3wyTz/9tCHc4hBCcPnll3PxxRcbYsAg59GkRiCY3GLvcNizKmhLOgIx9YfsuRKDQErJ0qVLe3TpyQcCEkJSss/rZdnxYzQGAmxua2VLextBTcMLtPXzWRICpISW9hCfbmtn2Zom1m1u5fDxAJ/tUcjRsfGA8fl8LFq0yAiikQKEEMybN4/rrruu34OLrgItYjWQYLIiTFaEyL2my2azDViwCSEwm81pEW56GoCNGzcO2C0yWdTIgQq28ePHDyvBBpHzvuiiiyguLo79nYxE9aM3waYoSrdtGzZsiCVOP378eL9zm+rPTroQQjB58uSUJpvPdaZMmcI999wzrOqGQf6ht13+QIDWto6kQshmjQQnyRbC4bAh2gZLOBxmyZIlOTv73leakXymqYSkpC0UYnnjcXZ0dKBJiQd4Vw3TRN+vgarBkSYIh4mJM19A49CxAPuPwrFmICWZ4HKLdevWcfTo0UwXIy8wmUzcddddnHvuuf3+rrNmBqXTLqds+hWUz7iSitOuoWr2HVSeeSsmV265XRYXF/PQQw8NSLDpKIqCw+FIqZuklJKOjg4+/vhjDhw4QCgU6rZPMrfI3qJGdv1+MhfIrvuOHz+eadOmDctB6ahRo5g/f37C2dyuVuZEAUd04dZXF57m5mY6OjpiAWj62+4JIWIBQ9KFLtwWLlzI2LFj0/pb2c7o0aN5/PHHKSjIvuAMuYphrRx64l25/f5AbOKo60RUZD0bZNM4NNPukeldJDEESCn59NNP2bx5c6aLAqRnPVvsAZeSFarKMUVjjsVMoYzs4wXeU8Mc6udvB0Pw4SeCUpfkpFoYWw12K2gSNu9R0GT2VJShpK2tjcWLF7NgwQKjQU8BBQUF3Hvvvezdu5e9e/f26TsSgb2sDkfl+G6fhYN+ZEE1eJo65d/LVqqqqnj66ac55ZRTUuLmYbfbcbvdKShZxL3tk08+4ejRo0nzFCZbx6Z/1lXUJbO2xR8vkYgTQjBu3LhhZ2GLR1EUbr75ZlasWBHL26Yvxo8n0eAm3sLWdf9EVjaILKo/cOAAdrudlpaWfkch1H833estdeH2n//5n/zgBz9gzZo1af29bMThcHDfffdRW1tr9Es5gnGfkqO3UYqi4PP72bv/AMFgEK/Pj8frpamlBalJAsEgre1tGS7tCQz3yEESCoX461//mnCGOFOk44bGOmhgu6byVjDIQalFLGzhEIe0/v3miRlaaGoTrNwMbyyHNVthyx4RtbINX/7+978b1rYUMnr0aP7lX/6lTzPEUkoUkwVLYXnCz8NBP1ic4KxIdTFTzsiRI1m4cCFTpkxJiWDT3SRTIWr0BNpNTU34fL4ec14le3UVcfHf6U8uNl2wTZ8+Pe0CINsZMWIEDz/8MEVFRZ1cHhNZ0/SXnkct0SxwItGnU1hYiN1up6Ojg1GjRg0odPxQDUyFEJSVlfHEE08wa9asIfnNbEFRFG644Qbmzp1rCIE0kY7rmu/eX4NBv96apvHxmrW89Pqb/PX1t3ht8dssWfYR6z/dxIbNn7Ft5y6CwewY36fbHbwv5Lxo27RpE5988kmmi9GJVFbUZIEXGqXk78EgbwUD7FdVZD/cIhMHchB4/ILN9YJ12wVqnkSNHChNTU289dZbRqObIoQQnHXWWdx00019EhwmuwvF6uy2XUqJpkYacGHJbhehqqoqnnrqKU455ZSUDwhSEdylubmZhoYGNE3rl1tkT1Eju27reqyeBNtwdYnsihCCWbNm8fTTT1NcXBwTZLooSyTWwuFwQkuaLqaTtWNWq5VgMEhFRUWP4i4ZdvvQBgmIF24zZ84cst/NNJ/73Oe44447jPrRhVAoRGNjI62trbjdbnw+H8FgkFAo1Km+6NaRRM93vLuxwdARf719Pj8ej5dgNKhRpl0QeyLT8Q5yekpTt7Lp/rD5ipQSYQJHjR3/kQBaIPIw+wH/AHNY9Fwhhle+m2S8/fbbXH311QlzBRn0H0VRuOOOOzh06BDvvvtuj/uanSUIJfEAJehzRzrgkCcdxUwJY8aM4Zvf/CZTpkxJeV0SQmCxWDCZTAPuQDRNY9euXbGBf7Lf6WkdWyJrW6IgIz0JNkVRGDt2LNOmTRv2FrZ49EmOhQsX8u///u/s37+/21q23qKoKorS6z7Tpk3D5XJx7NgxysrK+h31WH8ehprS0lKefPJJnnvuOVavXp3xgVQ6qaur4/HHH+9zepDhRDgc5uDBg5226QnWdY+ERK+un8Xnl4TEVreBPOfGOCo5A5kkyjTZYGnL6V7y4MGDWbOWDVKbsya+spssJkrPdFF6hgvfQT/HPmgh2Bx5cOLXlqT6d4c7TU1NrFmzhiuvvNK4LinCarVy3333UV9fz+7du5PuZymsQAglYX3S1GijqWbnZM0ZZ5zBE088QXl5edqeGyEENput39H+INJOHTx4kCNHjsQG9omOHy/K4gc1ydwje3Ol7CrYLBYL06ZNo66uzrAgJEAXbv/93//N008/zaZNmzpZDHq6b9B72pmCggJqa2txuVyUlZURDAYpKSnpc/nMZvOA3ClTgW5xe/rpp3n++ed58cUX81K4OZ1OHn744Zgl1KB3dDfingbXXSeWIDKW6irq4sWd/rneHiYSe11/wyAx/RFs2ZZcO9PtTM6KNk3TeO2111K2ID8bEUKAAmVnFVF6RiHCJHDW2am5YQTHlrbgrQ+AHFjjEO/SEj8A6DqwGs5IKXn11Vc5//zzKSwszHRx8oby8nK+9rWv8dRTT9He3t7tcyEEir2IoN8DUqKGg7HwplJK1FAQpArB7LO0nXHGGTz55JOUlZWltR7p1raBzFYGg0HWr1/fTYzFH1u3qvVkUYsPPBL/vb4KthkzZlBXV2e0Nz0ghGD06NE8++yzPPnkk2zZsqWTBS3+3scHJukLp59+OnV1dZSUlCCEoLm5mQkTJvTpu4qipD1qZF+w2+188YtfBMg74aYoCnfddRczZsww6kiKSTTpoapqj7ERErmAxwu4eKGnv+JFXnz72ZPYMzhBtgk23XUzk+SsaNu/fz/vv/9+povRjVSbewvG2Sn5XESwQXSwVmSm+rJyWjd4aFnTgQz17zdTZfofDuzZs4fly5dz2WWXGdcoRQghmD59OnfeeSe/+MUvEjaCnn2foJkcCFPnmXwpJRabAzXgRsrsWnj5uc99jieffJLy8sQBVFKNEAKr1UogkDwxaVeklHz22Wc0NTUxcuRIrFZrNytXT+vYErlH9tfCZjabDcHWD4QQjBo1im9/+9t8+9vfpr6+PmHo//5w0kknceqpp1JZWYmiKHi9Xmw2W58sbUIInE4nZrM5K+6f1Wrli1/8IlJKXnrppYwPqlLFvHnzuOaaawwrdJbQ30kRoJNI6/rqKvLi3/fkaq6/Hw5k23kKITLevuSkaNM0jVdffTXhLH2mSKVrpI5znJ0RF5WgmBOILLOgcIqdjnoPoSODe4iyrWJkE5qm8fLLL3Puueca1rYUoigK11xzDdu3b0+YY1H1NhFs3I11xMlRa5KGHmtHMZkxCQ0tS8L9CyFigq2srGzIflePJNhXpJQcPXqUzZs3R5Ka+v04HA4KCgpob2+PzWp2nQ3uy5q13kScjtls5tRTTzUE2wCw2Wzce++9/M///E8sCfpA+pxTTjmFCy+8kLFjx6IoCh6Ph3379jFv3rxe74miKBQUFGRsLVsyrFYrX/rSlwD461//mvF1J4Nl3Lhx3HvvvTid3YMx5QpCiN8AVwHHpJTTotueAb4CHI/u9qSUcnH0syeABYAKfE1K+c6QFzrF6JaZ/g704101+7IuL96qp5PIgyLb0D1F4vuJeK+v+P+zAZfLlfF1eDkp2g4fPpyVVrZUIhRwnGRBsXWPzCWlJOwL07SrGc2aH7OK2Ux9fT0rV65k/vz5WdWA5Do2m42vfe1r7N+/n+3bt3f7PHh8JzIcAKEggx60OHdIqYWhHxFT04XJZOLGG2/kC1/4AkVFRUP2u1JKAoFAnwenehLtpUuXxgI36Ws/nE5nLIpgV7fHRK++RJE0BFvqsVqtVFRUcN9993USbjq9DSYURWHixInMmzeP6upqbDYb4XCYhoYGamtrqaqq6vG+KIqC0+nMOsGmowu3cePG8dOf/jRnl064XC6+8Y1vUF1dnemiDJbfAf8PeL7L9h9JKZ+L3yCEmALcCkwFRgHvCSFOklIOywGO3jb35q6p/6+/T7QmL1HQla7/91Sf0+3m35O4zLZ2pr29PePpxXJOtEkpWbFiRVZZ2VKNEAIktDV0oJrClIwpxmQ5UbHUoErjzmZC3jAYnhNpR9M03n//fc4///yMLbzPV1wuF4899hiPPfYYbW1dEmhqIUJNyYOVZBqTycTNN9/Ml7/8ZaxW65D/fn86D7/fz8cff0xHR0dsWyAQIBQK4XA4KC4uprGxsdfw/sn+h+6DiPgOV1EUJk2aZAi2ASKEoKCgAEVRqKio4K677uLXv/41Bw4c6LRfMuFWUFDA7NmzmTJlCrW1tdjtdjRNY9++fTidTmbOnNlj6H6bzYbdbk84yMomrFYrF198MTabjR/+8Ic5J9wUReErX/kKkydPzurr3BeklMuEEGP7uPu1wF+klAFgjxBiF3AmsDJd5ct1EqUq6M2il2iSrWsAlq7umvF9QiIPjIGSi893MBg0LG39pbW1lTfeeCPTxUhISvOzAVo7eBt9hLwhyieWYXGakaqkdV87IW8YKUH6UvaTBj2wbt06Nm3axOc+97lMFyWvEEIwYcIE/uVf/oXnnnsu4/7ifUVRFG666aaMCTboe6fX2trKihUrOHr0KDabDSEEwWCQQCCAx+OJRQ/0eDyEw+Fu69d6WsfWtSxdE2rr20aMGMG4ceNysqPOFgoLC3E6nXg8Hmpra/mXf/kXXnvtNTZu3NhpXaPeDymKQklJCVOnTmXcuHHU1NRQWVmJ2WwmHA6zd+9eQqEQF154Yae8f/FrbvT1NbkUOEEIwbx585BS8txzz+WUcLv00ku59NJLhzT3XQZ4SAhxF7AWeFRK2QKMBlbF7XMgus0ghQwkkEaydXk9WfW6rsvTj5Oo78glsmF8klOiTUrJe++91y0vRz4iEGgtEq0CgjLMsa2NlNQV4W8L4G30ISVozaAd7/1YBoMnGAzy17/+lenTpxvWthSjKAoXXXQR9fX1LFq0KOMzWb2hKAo333wzCxYsyJhgg0jkPI+n5wiaqqqyY8eOmGCzWq2xztXtdhMOh/H5fBQXF1NVVcWRI0cAElrUBhLWX1EUysvLGTdu3KATgg93hBCMHDmSPXv2oGkaI0eO5Etf+hL19fV8+umntLW1xdZW22w2Ro4cyciRIyktLaW4uBibzRYLOrJz507MZjMXXXQRlZWVmEwmwuEwdrs9FpVU/81cRAjBeeedB5Azwm3GjBksWLAg3+vJz4FnicxLPwv8J/Dl/hxACHEvcG/qi2aQiFSvy+sahKWr+Es2Idj1fSbIhrWyOSXa2traeP3117NuUJeO8kgpkT5JcIvEMk6BUpXm3a3Rz0C2gNpAZMnuMMJqseBw2LFaLBxvah7S3163bh2bN2/mtNNOy3jjkW9YrVbuvvtudu7cyYYNGzJdnKQUFhZy9913c+2112ZUsAkRCflvs9mSumxIKWloaOCzzz6L5dSyWq1YrVZsNhuapuH3+/F4PBQUFFBUVEQ4HKalpSWpEOuPYBNCUFpayqhRo6isrDTqzCARQlBYWMiIESNi4tput3PKKadQWVnJsWPHUBQlsqGSyQAAGfJJREFUFt1u1KhRFBUVxRb7h0IhDh8+zP79+6mtreX888+nuLi4UwCAXJ4F74pucXM4HPzsZz9j7969mS5SUsrLy3nooYeoqKjIdFHSipTyqP5eCPG/wFvRPw8CtXG71kS3JTrGL4FfRo+RXYNBgxj9XZen/59MzCXKmRf/vidS0aZlS7vYZ9EmhDARMWcflFJeJYQYB/wFKAfWAXdKKYNCCBuRhadnAE3A56WUDYMtqJSSZcuWZa2VrT9hYHsj1olqEoIQ3KlhrhWYqwAl4hIZ3guo2fEQpZPiIhe1o0dRUVZG1YhKykpKKCwsoLWtjef/sohAcOgSLAeDQV577TVOPfXUtFXgTNezTFJQUMDXv/51vvGNb9DY2Jjp4nSjoKCARx55hPPPPz9r3JccDgdSylhwkXg0TWPLli0AMcFmNpuxWq0oioLVauXYsWP4fD7cbjdlZWWxJL5tbW29rmPr+oq/JoqiUFRUREVFBbW1tVkXtjxX65kQghEjRuDz+WJ1RE+SfvLJJ9PW1kYwGGTkyJGx7wSDQQ4fPsyBAwewWq3MnTuX6dOnd5t0yJZBSSpRFIUzzzyTqqoqnnnmGRoaGjJdpG5YrVbuueceJk2alOmipB0hRLWU8nD0z+uBzdH3bwAvCCH+i0ggkknAPzNQRIMhJNm6vET9mU6i/ic+V14id81kaRf6M0mlKAoWiyXjRqP+WNq+DmwF9BBp/04kCtBfhBC/IBKq9efR/1uklBOFELdG9/v8YAsaDAYThgbPR7qlD9AgvFci3WCqEoQbJAQFedjHdsLpcHDVJfMZP3YsitL5ZO02GydPmsDGz7YOaZk2bNjAwYMHqa2t7X3ngZHRepZJhBCMHTuWBx98kO9///sZj9IUTzYKNr2zcTgcmEwmfL7OC1z1CJN6eaWUMdcUIQQ2m41Ro0Zx9OhR3G43JpOJ8vJyRowYgc1m62Rx669gKykpYcSIEZx00kmYzVnp0JGz9UxRFMaOHYvNZmPTpk3YbDbKy8tjro8TJkyIRRbt6Ohg165dCCGYOXMm06ZNo6CgIC8FWjKEEIwZM4aFCxfyzDPPZJ3F7YorruCSSy7Ju3sihPgzcD5QIYQ4ACwEzhdCnEbEPbIBuA9ASvmZEOIlYAsQBh4crpEjDXpmIAaSZOvy4tfuJhJ78X1cOBymtbU19SfUT/rUmwohaoArgX8DHhGR1uVC4PboLr8HniHSyV0bfQ+wCPh/QgghB6m21q5dy+bNm3vfMQ9IdqnUJonaLEHSTcTkG0IIxtXV0trahqqpKErnR1VRFM4643Ns27m7x1mZVNPW1sZrr73Ggw8+mPLBezbUs0yjuzRt27aNl156KSsmaXTBdsEFF2SNYItHt5rpudd0hIhEHPT7/bHPNE2LbVcUBZfLhcVi4ciRIwQCAVpbWykvL6e8vByn00lLS0ssFUB/BJvL5Yqtlco28qGeCSGorq6mvLyco0eP0tjYSGNjIxaLhYaGBjRNQ0qJy+Vi/vz5VFdXx6I/Dkf0CaFnnnkmq4Tb1KlTWbBgQVbWk8EipbwtweZf97D/vxGpkwYGKWWg6/K6umAO5VgzGX2dAv0x8E3AFf27HGiVUuqr8uIj/YwG9gNIKcNCiLbo/p38neIXk9bU1PT444FAgL/+9a9ZEbkl0wgEIs8FG0BRYSFlpSV4vF6ampqpGtF9TczIEZVMnjiBjVuG1tr23nvvcd1116XD2vZjMljPsgWTycQXvvAFDh48yEcffZTRstTV1fHAAw9w5plnZqVg01EUBbvdjqqqMQulyWRizJgxNDdH1n7qlrdQKEQ4HKa0tBSz2RwLUnH48OFYYJOysjIKCwspKCjA4/HQ0dERO26ytW4Wi4WysjIcDgdOp5OysrJsFQk/JsX1DIa+runW0rq6Ompra2P9Y3z0yHwUAwNFF27f+973+MUvfsHKlZmNJj9q1CgeffRRCgsLM1qOHMcNdE/ymV9UkKC9yTOy8hwHIvR6oD/nOCbZB72KNiGEntF+nRDi/D7+YK/ELyY9/fTTk85aSimz2srWzZUxzeTTQvEeEaCf5bHGRkZUVnQ7byEEZ838HNt2Db217fXXX+eBBx5I2UA+0/Us23C5XNx3333s3buX/fv3Z6QMuktVroSqj7es6Ra38ePHs2fPHlpbW2PnoGka7e3tBAIBKioqMJvNFBQUMH78eA4ePIjH40HTNIqKinC5XJSUlFBcXEwwGMTv9xMKhWKWHD3AicPhwOFwoCgKUkpGjx6dlSI3XfUMMlvXhBDZ6oaaVeiukk8++STPPfccy5Yty4g13+FwcO+99+ZM25LFbJdSzsx0IdKJEGKtcY65T6rOsS+96lzgGiFEA5GF2hcCPwFKhBB6LxEf6ScWBSj6eTGRBdwDQtM03nzzzawItZmMVDb68W5IXcnGQVC6aO9w09oWSaDe2tpGW1v3ZOpCCEaOqOTkiROGuni8//77MQtGishoPctGampquO+++3A6nUP+23V1dTz99NM5N6jSrS96Pja73c5pp52WcEAfCAQ4fPgwjY2NhMNhrFYrEyZMoLS0FL/fT2trK42NjXg8HqSUOBwOysrKGDlyJKNGjaKmpobq6moqKytj1oJgMEhdXV02r5sy6pkBLpeLxx57jHPPPXfIf1tRFK699lrmzZuXrXXEwMAgS+lVBUgpn5BS1kgpxwK3Au9LKe8APgBuiu52N/B69P0b0b+Jfv7+YPz/d+/ezaZNmwb69bSSjhm6rm5H8dvj/893pJQca2yKWTIPHDoUCyEbDocjbpPNzRw8dBizaejFbEtLS0pnaTNdz7IRIQRnn302N91005BOWNTV1fHMM88wfvz4nKxviqLgcDgoLCyMrX066aSTEp6LpmkcO3aMffv24ff7MZvN1NbWUldXB4DH46G5uZnGxkZaWlpwu92xIBehUIhAIIDP56O1tZVAIMCYMWMoLS3N2utm1DMDHZfLxTe+8Q3mzZs3pL972mmncddddw2rSVgDA4PUMBh/iseBvwgh/g/wCScWmP4a+IMQYhfQTKRjHBCqqvLKK6/0mkA2k6Sz/xbR/DrJhFy+09jcTK2vmgKnk7b2DnbvacDn8+H3BwgEg0ip4fb42LJ955CXTUrJa6+9xkUXXURxcXE6fyrt9SybURSFO+64g0OHDvHee++l/femTZvGww8/nHMWtq6IaL4bu91OIBBgxowZtLe3J02Z0tbWRn19fUx0VVRUUFRUxNGjR2lra8Pj8RAIBDCZTFgslk4RKcPhMC6XK9cjEw7rejZc0YWb0+lkyZIlaY9YW1dXx+OPP54R74E85ZeZLsAQYJxjfpCSc+yXaJNSfgh8GH1fD5yZYB8/cHMKysbu3btZvnx5Kg6Vc3S1rOXoQGjASCkJhkIcb2zCWetAVVUOHT7SaZ9QOEz93n1Dmqstnv3797NkyRKuv/76lN6foa5n2Y7NZuPee+9lz5497N69O22/M2/ePB577DFcLlde1DfdVVIIgaZpzJo1i2AwyPHjxxPu7/F4aGhoQFEUiouLsVgs1NTUUFpaSktLC16vN2Zhi2+XiouLmTlzZs4JNqOeGcAJV8m6ujp++9vfpk24FRQU8LWvfY0RI0ak5fjDkeg60rzGOMf8IFXnmLX2eVVVefXVV7PaypZuhquFTXeJlFJy6OgxgqEQUkpCoRAer4/G5hbq9+5jy/YdNLW0ZLScr732Gu3t3dfbGaSWyspKHnjgAYqKinrfeQCcc845PPbYYxQVFeVVfRNCYLVacblcFBUVMXfuXCorK5Pu7/V6qa+vp62tLRYm2el0UlVVFQsx73K5sNvt2Gw2nE4nM2bMyDnBZmAQj9ls5pZbbuGLX/xiWgK6KIrCbbfdxumnn27UEwMDgwGTteGmjh07xooVKzJdjF4xljekB/26+vx+tu3cjaZpuL3eWAjWZMFahpr9+/ezbt06LrzwwkwXJa8RQnD66adz++2386tf/SqlgYnOOeccvvnNb6ZNEGYa3VVSDxYyd+5cVq1axdGjRxO2X16vlz179iCEiF0TXfwpioLFYomlDZg8eTIVFd0juxoY5Bpms5nPfz6SN/13v/tdSi1uc+fO5YYbbjBSMBgYGAyKrLS0SSl57733hp0Fwxj4nCB+kXZjczPNra0Eg8FOuYiyQTBLKXnrrbcIBAKZLkreoygK119/PXPnzk3J8UwmE+eee25eCzYd3WLvcDgoKSnhvPPO4+STT07a5ng8Hvbt24fb7UbTNAKBQLc6N2rUKEaNGmW0WwZ5gy7c7r77bux2e0qOWVtby/3332+sY0sxQojLhBDbhRC7hBDfynR5BooQ4jdCiGNCiM1x28qEEO8KIXZG/y+NbhdCiJ9Gz3mjEOJzmSt53xBC1AohPhBCbBFCfCaE+Hp0ez6do10I8U8hxKfRc/xudPs4IcTq6Lm8KISwRrfbon/vin4+tq+/lZWirbGxkbfeeivTxegRKSWapqX8uMYAqG/XIBsEm86mTZtYv359VpUpX7HZbDzyyCOcfPLJgzqO2Wzmi1/8It/+9rfzXrDFYzabcTqdFBcXc8YZZzBr1iwsFkvCZ7e9vT2WcFtRFFRVjUVwtdlsjB8/3oiAZ5B3mM1mbrvtNr773e9SWlo6qGMVFhbyxBNPUF1dnaLSGQAIIUzA/wdcDkwBbhNCTMlsqQbM74DLumz7FrBESjkJWBL9GyLnOyn6uhf4+RCVcTCEgUellFOA2cCD0XuVT+cYAC6UUp4KnAZcJoSYDfw78CMp5USgBVgQ3X8B0BLd/qPofn0i63pcKSVvv/02R48ezXRRhhxDsJ2gL2v5ssXaFgqF+Otf/5r2yGMGEYqKinjkkUcGHLXTbDZz1113cdttt6VsNj2XENFEzEVFRcyYMYP58+dTVlbWbT8pJc3NzTQ1NREIBNA0Db/fj6qqjBs3DpvNloHSGxikH5PJxJlnnskTTzxBSUnJgI6hKAr33HMPkydPNvr21HMmsEtKWS+lDBLJuXhthss0IKSUy4hEpo3nWuD30fe/B66L2/68jLCKSH7JrJ4RkFIellKuj77vALYCo8mvc5RSSnf0T0v0JYnkAV0U3d71HPVzXwRcJPrYSGSdaGtqasp6K1u6yAYBkk30RbRlCxs3bmT9+vWZLsawQAjBpEmTuPfee/sdNEAXbLfffntaAg7kCkIIFEXBZrMxbtw4rrvuOqZPn47JZOpUr8LhMK2trbjd7tikRHFxMSUlJcZA1CCvEUIwa9YsnnzyyQEJt0suuYTLLrvMsEanh9HA/ri/D0S35QtVUsrD0fdHgKro+5w+76gb4OnAavLsHIUQJiHEBuAY8C6wG2iVUuoL8OPPI3aO0c/bgPK+/E5WtSZSStasWTMsrWxgWNoSkSvCLRwO8+6776bFZdagO4qiMH/+fK688so+1xu73W4ItgQIIXA6nZxzzjlceeWVjB07tlPAhEAggMfjwefz4XQ6mTZt2rC0UBoMP3Th9sQTT1BRUdHn702ZMoUvf/nLRj0xGDQyMsjJjoHOIBBCFAIvA/8qpewUsCIfzlFKqUopTwNqiFiCJ6fjd7JKtPl8Pt54441MF6NPpFosGIKtO11dJONTIGRjOoTVq1dTX1+f6WIMG2w2G1/5yleYNm1ar/uWlJSwcOFC7rjjDkOwJUFRFGpqarj88su58sormTx5MkVFRZhMJkKhEDabjSlTphjXz2BYIYTgzDPP5Ec/+hGTJ/c+DistLeXhhx/uMbWGwaA5CNTG/V0T3ZYvHNVdAqP/H4tuz8nzFkJYiAi2P0kpX4luzqtz1JFStgIfAHOIuHbqHWb8ecTOMfp5MdDUl+NnjWiTUrJy5Up27NiR6aL0SrZYd4YLenj/bBdtbrebV1991bC2DSEFBQU88sgjCddk6RQXF/Otb32L2bNnGyG3e0FPD1BbW8uFF17IjTfeyLXXXsvFF1/MnDlzjHxsBsMSIQQ1NTU8/fTTPQZBMpvN3HvvvUycONGoJ+llDTApGp3PCtwK5MaMf994A7g7+v5u4PW47XdFIyzOBtriXAyzkuharV8DW6WU/xX3UT6dY6UQoiT63gFcTGTt3gfATdHdup6jfu43Ae/LPgqLrBFtfr+fRYsWxUK6GxjACQtktgs2naVLl7Jnz55MF2PYIIRg7NixPPTQQ1gslm6fFxcX88QTT3DWWWdl5fOSzehuk2VlZZSWlmKxWIxraDBsEUJQXV3NwoULkwq3K6+8kosvvtioJ2kmug7oIeAdIoPjl6SUn2W2VANDCPFnYCVwshDigBBiAfAD4GIhxE5gfvRvgMVAPbAL+F/ggQwUub/MBe4ELhRCbIi+riC/zrEa+EAIsZHIhMK7Usq3gMeBR4QQu4isWft1dP9fA+XR7Y9wInJmr2SNn8vKlSvZvn17povRZwxr29CRSx2gbm175JFHMl2UYYMQgnnz5rFt2zZeeuml2HbdwmYINgMDg1SgC7enn36a733ve53GLFOnTuXLX/6y4T48REgpFxMZ4Oc0Usrbknx0UYJ9JfBgekuUWqSUHwHJOuB8OceNRAKsdN1eT2R9W9ftfuDmgfxWVljapJQsWbIkJ9zK0pWfzSB/WLVqFc3NXSP4GqQTs9nMHXfcwZw5cwA46aST+L//9/8ye/ZsQ7AZGBikDCEEo0aN4tlnn+XSSy+NCbmvf/3rwyrno4GBwdCTFVNCqqpisVg466yzMl2UPhEKhVIq3IQQhutRHiGEYO/evZkuxrCjuLiYBx54AJPJxP3338+oUaOMOmVgYJByhBCMGDGCr3/969jtdk499VQmTZpktDcGBgZpJStEm9lsZuHChZkuRp9QVZWOjo6UukdarVacTqfR4BsYDJKamhoWLlyI2Ww26pOBgUFacTqdfPWrX40FyzIwMDBIJ1kh2iB31i2lo3GWUg5pYI14wZkr193AoC/oVmsDAwODocBYw2ZgYDBUZMWatlxBSkkwGEx5EJJMNPo+ny8t52JgYGBgYGBgYGBgkFqMKaJ+ko48T+FwOOXH7AlVVQkEAkBkfZ7D4TDyVxkYGBgYGBgYGBhkKSIbLC1CiA4gd+L9D4wKoDHThUgzxjl2ZoyUsjKdhekPQojjgIf8vkfGM5gf5Gw9A6NPyyPy/Rz7e35ZV9cMDIYT2WJp2y6lnJnpQqQTIcRa4xxzn1w+RyllZS6Xvy/k+/mBcY45gtGn5QH5fo75fn4GBvmGsabNwMDAwMDAwMDAwMAgizFEm4GBgYGBgYGBgYGBQRaTLaLtl5kuwBBgnGN+kOvnmOvl7418Pz8wzjEXyPXy9wXjHHOffD8/A4O8IisCkRgYGBgYGBgYGBgYGBgkJlssbQYGBgYGBgYGBgYGBgYJMESbgYGBgYGBgYGBgYFBFpNx0SaEuEwIsV0IsUsI8a1Ml2cgCCFqhRAfCCG2CCE+E0J8Pbq9TAjxrhBiZ/T/0uh2IYT4afScNwohPpfZM+g7QgiTEOITIcRb0b/HCSFWR8/lRSGENbrdFv17V/TzsRkteB8RQpQIIRYJIbYJIbYKIebkw33Mh3oGw6euGfUsN++hUc+y/x51xahr+XEfDQyGAxkVbUIIE/D/AZcDU4DbhBBTMlmmARIGHpVSTgFmAw9Gz+NbwBIp5SRgSfRviJzvpOjrXuDnQ1/kAfN1YGvc3/8O/EhKORFoARZEty8AWqLbfxTdLxf4CfC2lHIycCqRc83p+5hH9QyGT10z6lmO3UOjnmX/PUqCUdfy4z4aGOQ/UsqMvYA5wDtxfz8BPJHJMqXovF4HLga2A9XRbdVEEq4C/A9wW9z+sf2y+QXUEGngLwTeAgTQCJi73k/gHWBO9L05up/I9Dn0cn7FwJ6u5cz1+5iv9Sx6LnlX14x6lpv30Khn2X+PEpyXUdfy4D4aL+M1XF6Zdo8cDeyP+/tAdFvOEnWZOB1YDVRJKQ9HPzoCVEXf5+p5/xj4JqBF/y4HWqWU4ejf8ecRO8fo523R/bOZccBx4LdRd5lfCSEKyP37mCvl7Bd5XNd+jFHPcvEe5ko5+0Ue1zMw6hrkx300MBgWZFq05RVCiELgZeBfpZTt8Z9JKSWQs/kVhBBXAceklOsyXZY0YgY+B/xcSnk64OGE2wiQ+/cxX8jXumbUswi5fA/ziXytZ2DUNZ1cv48GBsOJTIu2g0Bt3N810W05hxDCQqRz+5OU8pXo5qNCiOro59XAsej2XDzvucA1QogG4C9E3El+ApQIIczRfeLPI3aO0c+LgaahLPAAOAAckFKujv69iEiHl+v3MVfK2SfyvK4Z9YycvYe5Us4+kef1DIy6li/30cBg2JBp0bYGmBSN1mQFbgXeyHCZ+o0QQgC/BrZKKf8r7qM3gLuj7+8msi5A335XNFLTbKAtzlUhK5FSPiGlrJFSjiVyn96XUt4BfADcFN2t6znq535TdP+sns2TUh4B9gshTo5uugjYQu7fx7yoZ5D/dc2oZzl9D416lv33KIZR1/LjPhoYDCsyvagOuALYAewGvp3p8gzwHM4h4l6wEdgQfV1BxN99CbATeA8oi+4viEQZ2w1sAmZm+hz6eb7nA29F348H/gnsAv4K2KLb7dG/d0U/H5/pcvfx3E4D1kbv5WtAaT7cx3yoZ9HzGDZ1zahnuXcPjXqW/fcoyfkadS0P7qPxMl75/hJSZvVEkYGBgYGBgYGBgYGBwbAm0+6RBgYGBgYGBgYGBgYGBj1giDYDAwMDAwMDAwMDA4MsxhBtBgYGBgYGBgYGBgYGWYwh2gwMDAwMDAwMDAwMDLIYQ7QZGBgYGBgYGBgYGBhkMYZoMzAwMDAwMDAwMDAwyGIM0WZgYGBgYGBgYGBgYJDF/P9Eya38pmOwDwAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Language Goal: put the brown block on the lightest brown block\n", "Step Reward: 0\n", "Total Reward: 0\n", "\n", "Step: 2/8\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Language Goal: put the green block on the middle brown block\n", "Step Reward: 0.16666666666666666\n", "Total Reward: 0.16666666666666666\n", "\n", "Step: 3/8\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Language Goal: put the red block on the darkest brown block\n", "Step Reward: 0.16666666666666666\n", "Total Reward: 0.3333333333333333\n", "\n", "Step: 4/8\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Language Goal: put the red block on the darkest brown block\n", "Step Reward: 0.0\n", "Total Reward: 0.3333333333333333\n", "\n", "Step: 5/8\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Language Goal: put the blue block on the brown and green blocks\n", "Step Reward: 0.16666666666666669\n", "Total Reward: 0.5\n", "\n", "Step: 6/8\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Language Goal: put the gray block on the green and red blocks\n", "Step Reward: 0.16666666666666663\n", "Total Reward: 0.6666666666666666\n", "\n", "Step: 7/8\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Language Goal: put the yellow block on the blue and gray blocks\n", "Step Reward: 0.16666666666666663\n", "Total Reward: 0.8333333333333333\n", "\n", "Step: 8/8\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Language Goal: done stacking block pyramid.\n", "Step Reward: 0.16666666666666663\n", "Total Reward: 0.9999999999999999\n", "Done, Total Reward: 0.9999999999999999\n", "\n", "\n", "Dataset Statistics: \n", "Color Mean: [0.61303802 0.61201705 0.61082985], Std: [0.00764521 0.0077408 0.00799113]\n", "Depth Mean: 1.142882227897644, Std: 0.013715719804167747\n", "Total Image-Action Pairs: 7\n" ] } ], "source": [ "color_sums = []\n", "depth_sums = []\n", "\n", "total_images = 0\n", "\n", "for i in range(0, min(max_episodes, ds.n_episodes)):\n", " print(f'\\n\\nEpisode: {i + 1}/{ds.n_episodes}')\n", " episode, seed = ds.load(i)\n", " \n", " total_images += len(episode)-1\n", " \n", " total_reward = 0\n", " for step in range(min(max_steps, len(episode))):\n", " print(f\"\\nStep: {step+1}/{len(episode)}\")\n", " obs, act, reward, info = episode[step]\n", " \n", " total_reward += reward\n", " batch = ds[i]\n", " \n", " num_images = len(obs['color'])\n", " fig, axs = plt.subplots(2, num_images+1, figsize=(15, 6))\n", " for n in range(num_images):\n", " axs[1, n].imshow(obs['color'][n])\n", " axs[1, n].set_title(f'Raw RGB {n+1}')\n", " \n", " axs[0, n].imshow(obs['depth'][n])\n", " axs[0, n].set_title(f'Raw Depth {n+1}')\n", " \n", " color_sums.append(np.mean(obs['color'][0], axis=(0,1)) / 255.0)\n", " depth_sums.append(np.mean(obs['depth'][0], axis=(0,1)))\n", " \n", " cam_config = None\n", " if b'camera_info' in info:\n", " cam_config = ds.get_cam_config(info[b'camera_info'])\n", " \n", " img_depth = ds.get_image(obs, cam_config=cam_config)\n", " img_tensor = torch.from_numpy(img_depth)\n", " img = np.uint8(img_tensor.detach().cpu().numpy())\n", " img = img.transpose(1,0,2)\n", " \n", " if step < len(episode)-1 and episode[step]:\n", " batch = ds.process_sample(episode[step], augment=augment)\n", " else:\n", " batch = ds.process_goal(episode[step], perturb_params=None)\n", " \n", " img_sample = batch['img']\n", " img_sample = torch.from_numpy(img_sample)\n", " color = np.uint8(img_sample.detach().cpu().numpy())[:,:,:3]\n", " color = color.transpose(1,0,2)\n", " depth = np.array(img_sample.detach().cpu().numpy())[:,:,3]\n", " depth = depth.transpose(1,0)\n", " \n", " axs[0, num_images].imshow(depth)\n", " axs[0, num_images].set_title('Depth')\n", " \n", " axs[1,num_images].imshow(color)\n", " axs[1,num_images].set_title('RGB + Oracle Pick & Place')\n", " \n", " if act and step < len(episode)-1:\n", " p0 = batch['p0']\n", " p1 = batch['p1']\n", " p0_theta = batch['p0_theta']\n", " p1_theta = batch['p1_theta'] + p0_theta\n", " \n", " pick = p0\n", " place = p1\n", " \n", " line_len = 30\n", " pick0 = (pick[0] + line_len/2.0 * np.sin(p0_theta), pick[1] + line_len/2.0 * np.cos(p0_theta))\n", " pick1 = (pick[0] - line_len/2.0 * np.sin(p0_theta), pick[1] - line_len/2.0 * np.cos(p0_theta))\n", " axs[1,num_images].plot((pick1[0], pick0[0]), (pick1[1], pick0[1]), color='r', linewidth=2)\n", " \n", " place0 = (place[0] + line_len/2.0 * np.sin(p1_theta), place[1] + line_len/2.0 * np.cos(p1_theta))\n", " place1 = (place[0] - line_len/2.0 * np.sin(p1_theta), place[1] - line_len/2.0 * np.cos(p1_theta))\n", " axs[1,num_images].plot((place1[0], place0[0]), (place1[1], place0[1]), color='g', linewidth=2)\n", " \n", " c_pick = plt.Circle(pick, 3, color='r', fill=False)\n", " c_place = plt.Circle(place, 3, color='g', fill=False)\n", "\n", " axs[1,num_images].add_patch(c_pick)\n", " axs[1,num_images].add_patch(c_place)\n", " \n", " plt.show()\n", " \n", " print(f\"Language Goal: {batch['lang_goal']}\")\n", " print(f\"Step Reward: {reward}\")\n", " print(f\"Total Reward: {total_reward}\")\n", "\n", " print(f\"Done, Total Reward: {total_reward}\")\n", "\n", "print(\"\\n\\nDataset Statistics: \")\n", "print(f\"Color Mean: {np.mean(color_sums, axis=0)}, Std: {np.std(color_sums, axis=0)}\")\n", "print(f\"Depth Mean: {np.mean(depth_sums, axis=0)}, Std: {np.std(depth_sums, axis=0)}\")\n", "print(f\"Total Image-Action Pairs: {total_images}\")" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.8.9" } }, "nbformat": 4, "nbformat_minor": 5 }