{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Custom generators" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## A familiar example\n", "\n", "Consider the following example which does basic dupin detection using a freud generator,\n", "however, this time we shall read it from a xyz file:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import warnings\n", "\n", "import freud\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import ruptures as rpt\n", "\n", "import dupin as du\n", "\n", "warnings.simplefilter(\"ignore\")\n", "ls = 6\n", "FILENAME = \"../data/lj-sim.xyz\"\n", "steinhardt = freud.order.Steinhardt(l=ls)\n", "nlist_kwargs = {\"num_neighbors\": 12, \"exclude_ii\": True}\n", "pipeline = du.data.freud.FreudDescriptor(\n", " compute=steinhardt, attrs={\"particle_order\": f\"Q{ls}\"}\n", ").pipe(du.data.reduce.NthGreatest((10, 50)))\n", "signal_aggregator = du.data.aggregate.SignalAggregator(pipeline)\n", "with open(FILENAME) as file:\n", " # Read the number of atoms\n", " N = int(file.readline().strip())\n", " # Read the comment line\n", " comment = file.readline().strip()\n", " box_params = float_list = [float(x) for x in comment.split()]\n", "box_params = freud.Box.from_box(box_params)\n", "traj = np.genfromtxt(FILENAME, skip_header=2, invalid_raise=False)[\n", " :, 1:4\n", "].reshape(-1, N, 3)\n", "box = freud.box.Box.cube(L=20)\n", "\n", "for frame_positions in traj:\n", " signal_aggregator.accumulate((box, frame_positions), nlist_kwargs)\n", "lin_regress_cost = du.detect.CostLinearFit()\n", "dynp = rpt.Dynp(custom_cost=lin_regress_cost)\n", "sweep_detector = du.detect.SweepDetector(\n", " dynp, max_change_points=6, tolerance=0.001\n", ")\n", "change_points = sweep_detector.fit(signal_aggregator.to_dataframe())\n", "plt.plot(sweep_detector.costs_)\n", "plt.title(\"Detection of change points\\nusing linear regression cost\")\n", "plt.xlabel(\"Frame\")\n", "plt.ylabel(\"Cost\")\n", "plt.axvline(sweep_detector.opt_n_change_points_, color=\"k\", linestyle=\"--\")\n", "plt.show()\n", "# add change points as vlines\n", "plt.plot(\n", " signal_aggregator.to_dataframe().to_numpy(),\n", " label=signal_aggregator.to_dataframe().columns.to_list(),\n", ")\n", "for change_point in change_points:\n", " plt.axvline(change_point, color=\"k\", linestyle=\"--\", label=\"change point\")\n", "plt.title(\"Results plotted on\\naggregated signal\")\n", "plt.xlabel(\"Frame\")\n", "plt.ylabel(\"reduced order parameters\")\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Custom generator example\n", "Now let's transcribe the above example with a custom generator:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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Xs2jRIq644gp+/vlnS2+q1atXM3nyZEaOHMmXX36J0Wjk9ddfd9jY9MSJE9xyyy0kJibi6enJnj17ePnllzl8+DAffvghAAsWLODee+/lxIkTfPPNN3bXm81mrrnmGjZu3MiMGTMYNmwYZ86c4fnnn2f06NFs374dHx8fAO655x4+/fRTnnjiCS677DL279/P5MmTKSwsrPPfZOnSpTzwwAP84x//4PXXX0er1XL8+HEOHjxY63WLFy/mvvvu47rrruPNN98kPz+fWbNm2fVbs+Wdd96hS5cuFnffc889x/jx4zl16pSlfcfp06dJSkri5ptvJjQ0lLS0NBYuXMjAgQM5ePDgBTV6lUiaHY1ah1oikTQoRqNRMRgMSqdOnZTHHnvMsv/JJ59UNBqNcuDAAbvzr7jiCgVQ1q5dqyiKouTk5CheXl7KTTfdZHfe5s2bFcCuVcLatWsVQBk5cqTducXFxUpoaKhy9dVX2+03mUxK7969lUGDBln2DRw4UImLi1PKy8st+woLC5WwsDCltq8rk8mkVFRUKJ9++qmi0+mUnJwcy7EJEyZUa8ehKKKNBaAsX77cbv+2bdsUQFmwYIGiKIpy6NAhBbD7/BRFUZYsWaIAyh133FHjvBRFUR566CElODi41nPUz0793E0mkxIdHa0MHjzY7rwzZ84oer3e7v2cOnVKAZSePXtaWpwoiqJs3bpVAZQvvviixvsajUalqKhI8fPzU956660a5yORtESkC0wiaUEYjUZeeeUVunXrhqenJx4eHnh6enLs2DEOHTpkOW/9+vX06NGDbt262V0/ZcoUu+0tW7ZQXl7OjTfeaLd/yJAhdm4YW6677jq77U2bNpGTk8Mdd9yB0Wi0vMxmM1deeSXbtm2juLiY4uJitm/fzrXXXounp6flen9/f66++upq99m1axcTJ04kLCwMnU6HXq/n9ttvx2QycfTo0To/q5UrVxIcHMzVV19tN68+ffoQHR1tcUetXbsWgFtvvdXu+htvvNGp2KZBgwaRl5fHlClT+O6778jKyqrzmiNHjpCenl7tc4+Pj2f48OEOr5kwYQI6nc6y3atXLwA791ZRURFPPfUUHTt2xMPDAw8PD/z9/SkuLrZ7PiSS1oB0gUkkLYjHH3+cd955h6eeeopRo0YREhKCVqvl7rvvprS01HJednY2iYmJ1a6Pioqy287Ozna4v6Z9ADExMXbbqvvq+uuvr3HeOTk5aDQaFEVx6l7JycmMGDGCpKQk3nrrLRISEvD29mbr1q08+OCDdu+1JjIyMsjLy7MTW7aoQkX9DKp2Yffw8CAsLKzO+0ydOhWj0ch7773Hddddh9lsZuDAgbz00ks1drWv63M/depUtf1V5+Ll5QVg91nccsst/Pbbbzz33HMMHDiQwMBANBoN48ePd+ozk0haElIASSQtCDXW5pVXXrHbn5WVRXBwsGU7LCzMYVxNenq63bb6o1rTuY6sQFWDldW4krfffrvGTKeoqChLxpgz8/r2228pLi5mxYoVtGvXzrJ/9+7dDsd3RHh4OGFhYaxevdrh8YCAAMD6GaSnpxMbG2s5bjQaLUKlLqZPn8706dMpLi5mw4YNPP/881x11VUcPXrUbv4qdX3u9SE/P5+VK1fy/PPP8/TTT1v2l5eXk5OTU68xJZLmjHSBSSQtCI1GY/nLX+XHH3/k7NmzdvtGjRrF/v37qwXiLl261G578ODBeHl58eWXX9rt37Jli9OZQ8OHDyc4OJiDBw8yYMAAhy9PT0/8/PwYMGAA3377LQaDwXJ9UVERK1eurPY+Abv3qigK7733XrX7e3l5ObRuXHXVVWRnZ2MymRzOSQ0YVzPdlixZYnf9V199hdFodOozUPHz82PcuHH861//wmAwcODAAYfnJSUlER0dzVdffWW3Pzk5mU2bNrl0TxXVwlb1+Xj//fcxmUz1GlMiac5IC5BE0oK46qqr+Pjjj+nSpQu9evVix44dzJs3j7Zt29qd9+ijj/Lhhx8ybtw4Zs+eTVRUFJ9//jmHDx8GQKsVfxuFhoby+OOPM2fOHEJCQpg0aRKpqanMmjWLmJgYy3m14e/vz9tvv80dd9xBTk4O119/PZGRkZw/f549e/Zw/vx5Fi5cCMDs2bOZMGECV1xxBY888ggmk4l58+bh7+9vZ6W47LLL8PT0ZMqUKcyYMYOysjIWLlxIbm5utfv37NmTFStWsHDhQvr3749Wq2XAgAHcfPPNLFmyhPHjx/PII48waNAg9Ho9qamprF27lmuuuYZJkybRtWtXbrvtNubPn49er+fSSy9l//79vP766wQGBtb5/u+55x58fHwYPnw4MTExpKenM2fOHIKCghg4cKDDa7RaLbNmzeK+++7j+uuv58477yQvL8+lz70qgYGBjBw5knnz5hEeHk5CQgLr16/ngw8+sLMOSiSthkYOwpZIJG4kNzdXueuuu5TIyEjF19dXueSSS5SNGzcqo0aNssvYUhRF2b9/v3LppZcq3t7eSmhoqHLXXXcpn3zyiQIoe/bssZxnNpuVl156SWnbtq3i6emp9OrVS1m5cqXSu3dvZdKkSZbz1Myhr7/+2uHc1q9fr0yYMEEJDQ1V9Hq9Ehsbq0yYMKHa+d98843Ss2dPxdPTU4mPj1deffVV5eGHH1ZCQkLszvvhhx+U3r17K97e3kpsbKzy5JNPKj/99FO17KWcnBzl+uuvV4KDgxWNRmOXTVZRUaG8/vrrlnH8/f2VLl26KPfdd59y7Ngxy3nl5eXKP//5TyUyMlLx9vZWhgwZomzevFlp165dnVlgn3zyiTJmzBglKipK8fT0VNq0aaPceOONyt69e6t9dlWzrhYvXqx07NhR8fT0VDp37qx8+OGHyjXXXKP07dvXco6aBTZv3rxq9waU559/3rKdmpqqXHfddUpISIgSEBCgXHnllcr+/furvQ+ZBSZpDchu8BKJxMK9997LF198QXZ2do3BwQCnTp2iS5cuPP/883YF/RqCiooK+vTpQ2xsLL/88kuD3qupk5eXR+fOnbn22mtZvHhxY09HImnWSBeYRNJKmT17Nm3atKF9+/aWOJv333+fZ5991k787Nmzhy+++IJhw4YRGBjIkSNHmDt3LoGBgdx1111un9ddd93FZZddZnEXvfvuuxw6dIi33nrL7fdqyqSnp/Pyyy8zZswYwsLCOHPmDG+++SaFhYU88sgjjT09iaTZIwWQRNJK0ev1zJs3j9TUVIxGI506deKNN96o9uPq5+fH9u3b+eCDD8jLyyMoKIjRo0fz8ssv15gKfyEUFhbyxBNPcP78efR6Pf369WPVqlVceumlbr9XU8bLy4vTp0/zwAMPkJOTg6+vL0OGDOHdd9+le/fujT09iaTZI11gEolEIpFIWh0yDV4ikUgkEkmrQwogiUQikUgkrQ4pgCQSiUQikbQ6ZBC0A8xmM+fOnSMgIKBaWX+JRCKRSCRNE0VRKCwspE2bNnUWDJUCyAHnzp0jLi6usachkUgkEomkHqSkpFSrgF8VKYAcoDZBTElJcarUvaR+FBcX06ZNG0CITj8/v0aekURy4cjnWiJpPAoKCoiLi7P8jteGFEAOUN1egYGBUgA1IDqdzrIeGBgofygkLQL5XEskjY8z4SsyCFoikUgkEkmrQwogiUQikUgkrQ7pApM0Gh4eHtxxxx2WdYmkJSCfa4mkeSBbYTigoKCAoKAg8vPzZQyQRCKRSCTNBFd+v6ULTCKRSCQSSatD2mcljYaiKJSUlADg6+sri05KWgTyuZZImgfSAiRpNEpKSvD398ff39/ygyGRNHfkcy2RNA+kAJJIJBKJRNLqkAJIIpFIJBJJq0MKIIlEIpFIJK0OKYAkEolEIpG0OqQAkkgkEolE0uqQAkgikUgkEsnF5ewOKMxo1CnIOkCSRkOn03H99ddb1iWSloB8riWSWjAZ4Y83YN2r0HEs3PIVNFKtLCmAJI2Gt7c3X3/9dWNPQyJxK/K5lkhqIOckrLgXUreJbU9/MJaB3qdRpiMFkEQikUgkEtcpK4CN/4H0vaD3FUJG7wuefhAYC6GJEJIIIQmw72tYPRMqisErCCa8Dj1vaDTrD0gBJJFIJBKJxBUUBQ79AD/NgMI0165tdwlMeheC4xpmbi4gBZCk0SguLsbf3x+AoqIi/Pz8GnlGEsmFI59rSbPFaAAPz9rPyUuBVU/C0Z/Edmh7GPYPsV5RCoYSKC+A/BTIOQW5p6AsH3Se8LdnYehDoG0asXFSAEkkEolE0ppRFOGe2vY+DH0A/vYc6PTVz9n+IfzynHBjafVwyaMw4gnQe9c+fmmuON/Lv8HeQn2QAkgikUgkktbMH2/AXwvF+p9vQfIWuP5DCGor9hVlwncPwbGfxXb8ULhqPkR2cW58nxC3T9kdSAEkkUgkEklTx2yGnBNw/ggkXAI+we4Zd89S+G22WO93Oxz4DlL+gncvgUmLQDEL8VOSBTovuPQFGPx30Db/MoJSAEkkEolE0hQ5twsOfAvndsK53SK2BqBNX5i+um7XU12c+B2+e1CsD3sYLn8RLnkclk0X9/78Ruu5UT1g8nsQ1e3C7tmEaP4STiKRSCSSlsaBb+D9S+HP+XBqgxA/HpVp5ud2wcrHRFxOfUnfB1/eDmYj9LgeLp0l9ocmwp0/CyuPyrB/wD2/u038KIrCextOcjyzyC3j1RdpAZJIJBKJpCEpTId9y0Tqd1QPURentkyoXUvg+4eE+6njpdB1IsT2g4iucOYP+N9k2PM5xPSGIX+veRwVkxHS90DmocrXQUjdDoZCSBgB1y6wd2l5eMG416D7JLHepu8FfwQq5UYTM1fsY8XOsyz56wyrHhmBr2fjSBEpgCSNhk6nY/z48ZZ1iaQlIJ9riR2KAsvvhtMbrfs8fCCyK8QPEdaX2H7WgoBb34NVT4j1freLYGNbsdR+NFz+Evw8E35+RlhlEkfWfO/DP8Kaf4v4oapE94SbPhMixxHxQ1x9t7WSXVTOff/bwfYzuei0Gu4a0b7RxA+ARlEuxIbWMikoKCAoKIj8/HwCAwMbezoSiUQiaa4c+xWWXCfq4ER2g/OHRfsHW0ISRVVkgA1zxXLw/XDlHMeVkhUFvvk77F0KPqFw7zoIaWd/ztmd8MuzcOZPse0VBG36iDlEdhXLNn2qp7s3EEfSC7nrk22k5pYS4O3Bglv7MaJThNvv48rvtxRADpACSCKRSCQXjNkMi0ZCxj5RAPCKl8FsEgUC0/fCkVXCQlNRYn/dyCdhzL9qbxNRUQofXglpuyG4nbDmaD2EoCnLh2O/iPM8vGHogzD8UfC++L9nBWUV/LQvjRdXHqKo3Ei7MF8+uGMgHSMbpiaQK7/f0gUmkUgkEokj0vYKodLrpvpZSvYvF+LHKxBG/FPs0+ogvKN49ZgMhmI48hPs/UrU3xn5Txj+SN1j632E+2rxaMg7I15V6XUzjH3OWs/nAikoq+DHvWmM7BxBbHDNDUyzi8pZczCD1QfS+fN4FhUmYWcZnBjKu7f1J8SvjmrTFwkpgCSNRnFxMZGRkQBkZmbKlgGSFoF8rpsoJqOoYFxRBsZSsQyKBa8Ax+dnn4CPxotA4R0fw3UfVHcz1YbRAGtfEuvDHwbfUMfnefpBz+vFy1WC4+D+TcLaYzII65LZCIoJEkdBTC/Xx6wBo8nMfZ/uYPPJbLw8tNx1SSL3j+5AgLdVGB5KK2DxhpP8sOccRrPVudQp0p9r+rTh3pEd8PRoOsnnUgBJGpWSkpK6T5JImhnyuW5Ask+ITCaNBjRaQCNETPzQmovzHVopatuYDPb7vQLh1q+rB/tWlMHXdwjxA5C6DRaNgGvega5XOzfPHR9D7mnwj4IhD7jwBl0kIAr6TW248St5Y81RNp/MRqOBcqOZBetO8OW2FB69tBMdIvxZtOEk64+et5zfvU0g43pEc2WPmAZzd10oUgBJJBKJpHlw9Gf44maRHl6VK+aIPlZVURRY+7K9+PHwEeKpvACW3AC3fycysVR+ninq5PiGw82fi2yrs9vhy9tg0H2iYGBNmVMA5UXWYOZRM4SVpxnz68EMFqwTWWT/d3NfvPU65vx0iJPni3nuuwOW87QaGN8zhvtGdqBn26DGmq7TSAEkkUgkkqZP9glYcY8QP+GdwTtIrBuKRWbVn/NhwJ3VqyOfXCvq3uj94NG94BsmrEeGElhyvciS+t8kmLZSBBLvWyaafqKByYshfjDcuVq0i9j0f7B1kci+6ngZJI0TdXqqtqXY/A4Unxed0vvdcZE+oAvDYDRzMK2AbjGBdm6q5OwSHv9qNwDThiVwde82AIxOiuCLrcnM//UYxeVGbhwQxz0j2hMf5tsY068XUgBJJBKJpGljKIYvp4rsprYDYdoq8KgMpDUa4P/6QkEq7P4MBt5tf+3md8Sy31TwC7fu9/SFW74U4id1G3x6LUz8P/ihMgB5xD+h41ixrtMLq0/CCPj+H1CUDvuXiZdGB9E9RIyRoVBYf0pzxXWOuqo3QUxmhXs+3c76o+cJ9fPk2j6xXN+/Le0j/Hjg8x0UlBnpExfMM+O7Wq7R67TcPjSBGwfEYTQr+Hs1Pzkh0+AdINPgLw7FxcX4+wvfcFFRkQwWlbQI5HN9AZTmiewmW/eSWkhw/zLwi4T71kNgG/vr/loEP82A4Hj4x06r6Mg8DAsGAxp4eKewyDi656cTIW2PdV+7S4RbTOfgR91sEoLpyE9wdLWwPjmi3XC4Y2WzaBo6Z9UhFm04WW1/uL8XWUXlhPjqWfnwiFozv5oKMg1eIpFIJM2L9H3w3lhRt6b7NSL1PH6YcDmplpYbPq4ufkBUTN4wD/KShQurzxSxf8sCsewywbH4AeG+mvotfDxBuMp8w+G69x2LHxBp7PFDxOuyWZBzEjIOCouSZwB4+YOnPwTGNgvx893usxbx89bNfQjw9uDr7an8eiiDrKJyNBp46+a+zUL8uIoUQJJGQ6vVMmrUKMu6RNISkM91PflrEZjKxWvnp+IV2BYK08TxK16GhOGOr9X7iEyr32bBH28I8VSaA3uWiuNDH6r93r6hcPv3Qmx1uwYCY5yfd2j7msVVA2AyK+i0tRRIdIF9qfnMWLYXgPtHd+CaPrEA/K1LFLnFBn7an050kBcjO7u/YnNTQLrAHCBdYBKJRHIBnFwPBWeh95TaqxmrlBfC60miTs+VrwpLzIHvoDxfHO95A0x+r/axygrgzR7imhs/Fe6vda9Am36ik7kz82ji/HYogwc/38k//taJB8d0vKCxsorKmfj2H5zLL2NMUgTv3zHQbcKqMZEuMIlEIpE0DhWl8MUUIWZSt8H4/9TtCtq/Qpwf1hEG/12IlXHzRIxN3hkYdG/dAsY7EAbfK1xh6+dBUYbYP/TBFiF+MgvLeHLZXsoqzLy/8ST3jGhf76KC2UXl/P1/OziXX0b7cD/emtK3RYgfV5H2WYlEIpE4h6LAhtdh039rPufkeiFmQKSTf3u/yJCqjZ2fimW/261iRe8N3a8VbSH0TsafDL4f9L6i/URxpnChdbvGuWubMIqiMHP5PnKKRS2j3JIKfj+cUeP5+1LzScmpXozTbFZYujWZv/1nPdvP5BLg5cHi2wcQ6N30M9UaAmkBkjQaxcXFJCQkAHD69GmZLSNpEbTo5/rkWvj9RbHe+UrRz6oqR38Sy5jekL5f1MwxlsLk962p67ZkHBBFBrUewmV2IfiFQf/psKUy9X3wvc0iDb0ulm5L4bfDmXjqtIzpEsHPBzL4ensqV/aoHqv026EM7vpkOwA9YgMZ1yOGcT2iqTAp/OubfWw/I1L0u8YEMve6Xk22SvPFQAogSaOSlZXV2FOQSNxOi3yuFQXWvWbdPrBCVDm2xWyGI6vF+th/g7Ecvp4GB78T7SVu/LR6ocKd/xPLpHHgH3nh8xz2D9j5iRA+zaQIYW2czirmxZUHAZhxZRKjkyL5+UAG646eJ7OwjMgA6+epKApvrDlq2d5/toD9ZwuY9/MRNBrxT+jrqePxyzozbVgCHrrW7QRq3e9eIpFIWgMmI/zxJpz+s/5jnFoPKVus2/uWiV9UW9J2iyKBnv6iaGCXCTDlC9F64tjPsHSKEEIqFWXCQgTuEyuBMfD3P+C+jdUrNDczjCYzj3+1mxKDiaHtw7hzeCIdI/3pGx+Myazw7a6zduevPZLJgXMF+Hrq+PXxUbw6uSejOkfgodWgKHB5tyh+fXwUd49o3+rFD0gLkEQikVwcSnJEjRvPRmgVsOMj+PUF4Wa6/kPX42JsrT+9p8D+5ZB1RGRrRXW3nne00vrTYYy1mGHHS+G25aLn1onf4aupcNNn4vjhlaJqcmAsdPjbBb9NC6GJ7hurEVm47gQ7k/MI8PLg9Rt7o60MVL6hfxy7kvNYtiOVe0a0R6PRoCgK//fbcQBuG9KOjpH+dIz05+ZB8eSXVFBQVkFcaPNpU3ExkBJQIpFIGpr8szC/FywcBkXn6z5fpSgT1vxbNAE1O2gA6gzGcmH9ATAb4evpsPdr18Y4vRGSN4HOU7i2Ol4m9u9fYX/ekcr4n6Tx9vsThou2Ex4+cOwXMQdThTX4ue9tosCgxMLiDSf4T6U7a9Y13e0KEV7VOwYvDy1HM4rYmypKBfxxPIvdKXl4eWi5e4S9AAzy1Uvx4wApgCQSiaSh2fU/0Scq9xQsvcXeDVQbPz4Of74Fn98IC4eKeBljufV4YQYc/lFkZmUdq/neBWchoA30vgUUk2gquusz+/MMJXBmE+SnVh9Dtf70u0NUYu4xWWzvX251g+WnQvpeQAOdLq8+RuII4Q7TecGRH4VF6NR6cX7f25z7PFoQZrOCozJ8ZrPCK6sO8coq0WLj3pHtmdQ31u6cQG89V/aIBmDZDvHv9Xal9WfKoHi7uCBJzTS6AFqwYAGJiYl4e3vTv39/Nm7cWOO569atQ6PRVHsdPmzfiyUvL48HH3yQmJgYvL296dq1K6tWrWrotyKRSCTVMZusgb4aLaRuhe8erB4/U5XUHXDoB3GNZ4DoOfX9QzC/Jyy9VRT9+09nIah+f1E09VSbcKoYDbCx0vpzyWNwzTuiYzqKmMO6V+H3l+CDK+DVePhoHLzVB357UdTzATj9B5z5Q1h/LnlM7EsaJ9LNc0/BuV1in+r+ihtk33TUlg5j4OYlYqyTayv3/U308GrhKIrCqaxiPtl0mrs+3kaPF36m/0u/8sL3B9h/Nh9FUagwmXli2R4WV7ammDmuC8+M74rGQR2j6/u3BUQriw1Hz7P1dA6eOi1/H9Xhor6v5kyjxgB9+eWXPProoyxYsIDhw4ezaNEixo0bx8GDB4mPr/k/xJEjR+wqPEZEWMt0GwwGLrvsMiIjI1m2bBlt27YlJSWFgICABn0vEtfRarUMGDDAsi6RtASqPdcnfhedyr2DRTXjpVNEb6vwTjD66ZoH+m2WWPa6Gca9Cjs+gS0LofCciJ0BQAMRXaAsD/JT4LuHRHyN+oO5e4m4t3+0qLGj1cKEN0Qs0pYFsG6O/T19QkULiY2vw76vYfzrsOn/xLG+t0FQpSXC00+kwR9YIaxAsf2s2V9J42r/gDpdBjd8ImKBzEYxrxZKudHEXydz+PVQBmuPZJKSU2p3vMRg4uNNp/l402mSogII8tGz9XQOOq2G167rZRE5jhjWIZw2Qd6cyy/j4aVChN4woC3RQdL64yyN2gpj8ODB9OvXj4ULF1r2de3alWuvvZY5c+ZUO3/dunWMGTOG3NxcgoODHY757rvvMm/ePA4fPoxe71z9h/LycsrLrWblgoIC4uLiZCsMiURy4Xx5m7DkDP47jHtNCJkfHhbHrvsAel5f/ZqT6+DTa0Crh3/sgJB2Yr/RAIe+Fy6tmD7Qpq+ogHxuF7x/GZgrYNxcGHyfOPft/pCfLNpLDLnfOr6iwPq5IgMrtr/I2EocCSEJYq6rnxb3UNHq4eFdEBxn3XdoJXx5qwhgfvAvmNtB9PF64C+I7FL353L6D9EAddB9zaJpqCv8ciCdb3YJy0yxwWTZr9dpGNAulJGdIxjRKZzzheUs25nKmoMZGIwixstbr+WdW/oxtmtUnfd5/ecj/HetcH15aDWse3I0bUNad6xPs2iFYTAY2LFjB08/bf8X0OWXX86mTZtqvbZv376UlZXRrVs3nn32WcaMGWM59v333zN06FAefPBBvvvuOyIiIrjlllt46qmn0OkcB9nNmTOHWbNmXfibkkgkrY+cU/DReOHKuea/9m0XijKtgcFqmnf/OyD7GGx6G759QDTitM2AUhT4tfL7aMCdVvEDopCgI8HUpi9c/hKsfgp+eRbiBot4nPxk8I+C/tPsz9doYPRT4lWVbhOFq2rdq8LipJig76324gdEdpdXoBBK614V4ickASKSnPnUIOES8WphfLUthRnL91q2IwK8uLRrJGO7RDG0Qxh+XvY/u2O6RJJfUsGP+9LYcjKbacMT6Bcf4tS9ru/f1iKAJveLbfXix1UaTQBlZWVhMpmIirJXuVFRUaSnpzu8JiYmhsWLF9O/f3/Ky8v53//+x9ixY1m3bh0jR44E4OTJk/z+++/ceuutrFq1imPHjvHggw9iNBr597//7XDcmTNn8vjjj1u2VQuQRCKR1MmGecIttfszEf/S36aeze4lws3TdiBEdbPuv3QWZJ8UwcCfXQ/j58HAu8SxQz/AuZ2g94ORTzg/j8H3wakNYsyvp4FSmTXmSisJFa8A0X299xRhjaoqoEAUNOwyAfZ8IdxpAJ3HtYi+W/VlT0oez363H4AbB7Tl1sHt6BkbZElfr4kgXz23DI7nlsGuxUIlhPsxvmc0W07m8NCYTvWed2ul0esAVQ3uUhTFYcAXQFJSEklJ1r8uhg4dSkpKCq+//rpFAJnNZiIjI1m8eDE6nY7+/ftz7tw55s2bV6MA8vLywsvLy03vSOIsJSUldOsmfhQOHjyIr6/860XSzMg5BXuWWrdXP01JRD+6jbwagIMPBeEL1Yv8aXWiHs8PD8PeL0W2V9ZRuGy2CEoGGPqAa5WRNRphgVq0VwQnA/hFiNYQ9SW6h3jVRI/rhABSxVZd8T8tmKyicu7/bAcGo5lLu0bx6uRedQofd/DOLf0wK7TKZqYXSqM5XsPDw9HpdNWsPZmZmdWsQrUxZMgQjh2zpn/GxMTQuXNnO3dX165dSU9Px2AwXPjEJW5DURTOnDnDmTNnHKaDSiRNnj/eFC6i9mMgcRRUlKB8e7/1uc45JTK4uk+qfq3eGyYtgr89J7b/ehcWDBUFBn1CREsHV/ENFXFFmsrvv2EPN2zhxfajxVwBvIKg3bCGu1cTxmgy89DnOy3d1d+4qfdFET8gjAhS/NSPRhNAnp6e9O/fnzVr1tjtX7NmDcOGOf+faNeuXcTEWBvCDR8+nOPHj2O2KRp29OhRYmJi8PR00IhPIpFIVNL2ihYP2SfqTlPPS4Hdn4v10U/DpHeFGEjfa39ez+vAq4aGkxqNcHPd+KkoEphzQuy/5DHwDqrfe4gfDNe9L4KuB91bvzGcRae3VpXudGmLaDxaH15bfZgtJ3Pw89SxaGr/VttdvbnRqC6wxx9/nKlTpzJgwACGDh3K4sWLSU5O5u9//zsgYnPOnj3Lp5+KaqHz588nISGB7t27YzAY+Oyzz1i+fDnLly+3jHn//ffz9ttv88gjj/CPf/yDY8eO8corr/Dwww83ynuUSCTNhP0r4Jv7wFRpKfYJhbYDRPxOn1utKeAqf84XWVcJIyB+iNg38W3436325znT46rbNRDcTsTueAVcuHDpMdlarLCh+dtzlXO+7+Lc7yLy26EMtp3O5e+j2hPs6/gP6GU7Unlvo3A5vn5DbzpFyZIrzYVGFUA33XQT2dnZzJ49m7S0NHr06MGqVato105kPaSlpZGcnGw532Aw8MQTT3D27Fl8fHzo3r07P/74I+PHW8uux8XF8csvv/DYY4/Rq1cvYmNjeeSRR3jqKQfZDhKJRAKw9T1Y9SSgiEymgnOiHs6xX8Rry0K48RORKg7iuNrGYZTNd0vXq6HPLcAisR3VXWRoOUObPiLVXDE3r7YQfuEiA62Fcb6wnAc/30lZhZnV+9N47/YBduLGbFZ489ejvP27yMK6f3QHxvWMqWk4SROkUesANVVcqSMgqT/FxcX4+wvXQFFREX5+fo08I0mrQ1Fg7csikwtgwF0iI8tshPT9kLpNZHel7xNxNeNeg4F3w+qZ8NdCiB8K03+yy3wqzsnAP0y0KSha/w5+Ix9ojHcmuUBeXHmQD/44Zdn29/Jg/k19uLRbFIVlFTz25W5+PZQJwN2XJDJzfFcZi9MEcOX3WwogB0gBdHGQAkjSqJiMIvtq5ydie/QzMGpG9TTuilL4/mHY95XY7nUzHPwWjGVw2wroONbudLvnuqAAP1mFvsEoqzDx6k+HWXMwg7dv6et0/Zy6yCwoY8TctZQbzbx1cx++2JrMlpM5aDRw38gO/Hoog+OZRXh6aHl1ck8m96u5YrPk4tIsCiFKJBqNxpIGX1PpA4mkwfj1eSF+NFqY8J/KHlkO0PvA5MUQ3VNcs7cy7T12gH0Bw0rsnusaiq9KLpzjmYU89PkuDqcXArBo/QkWTR3glrEXrDtBudFM/3YhTOzdhvE9Y3hx5UE+3XyGd9eLQPXoQG8WTe1P77hgt9xTcvGRAkjSaPj6+nLgwIHGnoakJbL3K/jlObjyFVGrpirH1sDm/4r1ye85rq5si0YDwx+GyG6w7E4oz4fRMx0W/ZPPdcOiKApfb0/l+e8PUFphItDbg4IyI2sPnye/tIIgn+oZWEfSC3npx4N46rSE+3sRHuBJuL8XveOCq1mN0vPL+HyriD19/LLOaDQa9DoNs6/pQdeYQF74/gC92gbxzi39iAyUfbeaM1IASSQS95N/VsTVDP67c32hXGHb+7DpvyJ1PKZX9ePGcljzbyhKhxX3inYNnS6zHi9Mh29EpimD7q1b/NjS6VJ4aJto/xDb78Leh8RlyipMPLV8L9/tPgfAJR3DeePG3kz9YCtHMgr5eX86Nw6sXsX/tdWH2Xgsy+GYD4zuwD8vT7LE7yxYdxyD0cygxFCGdQizO3fKoHgm9Y3Fy0MrrdYtgJbVgU4ikTQNVj0BOz6yBhe7kx2fiErHPz/juFbP3i+hME2sm43w5VRI/qty2yxS3UuyIKoHXPai6/cPiJLipxHILTZwy3tb+G73OXRaDTOuTOLTOwcRGejNxD5tAPh+z7lq153JLmbtERGs/OyErvzzss7cPrQdY5IiAOHuuvuTbeSXVnA2r5SlW1MAeOzSzg5FjrdeJ8VPC0FagCSNRklJCQMHDgRg27ZtshVGSyF1BxxZJdbT9rh3bFMFnD8s1k9vhJNr7eNwzCb4Y75Yv/QFOP0nHF8Dn98gsrWO/SJ6W3n4iFYUeve7MORz7X5Sckq446OtnDxfTKC3B+/dPoDB7a3WmYm92zDv5yNsOpFFZkGZnWvqsy1nUBQY1TmCu0e0txv3211neWr5XtYeOc+17/xJx0h/DCYzQ9uHMbSK9UfS8pAWIEmjoSgKBw8e5ODBg7IVRktirU1NmOzjUF7kvrGzj1sLFQL8NtveCnToe1FN2TsYBt4j3GRxg6EsHz69xtpna9xrznctdxH5XLuXA+fyuW7hJk6eL6ZNkDfL7x9mJ34A4kJ96RsfjFmBlXvTLPtLDSa+3CYsOncMa1dt7Gv7xrL8/mG0CfLmVFYxaw5mAPDYZZ0b8B1JmgrSAiSRSNzH6T/hxO+g9RDdzMvzIeOAaM/gDtJFp23Ck0QczrldQvR0u0YIoY1viOOD77O2n7jlS/hoPGQeFNvdJ0G/290zH4nbSM8v45GluygsM+Lv7UGAlwd+Xh78fjiTonIjSVEBfHznQGKCHHe2v6Z3G3Yl5/H9nnPceUkiAN/tPktBmZH4UF9GdXbcWLZHbBDf/+MSHliyk62nchjZOYJBiaEN9j4lTQcpgCQSiXtQFKuFpe9UUS352M/CDeasAMpLFlYeB+nlAGTsE8uES8A3DDbMFffscpVwbaXvBb2vCL5W8QkR9Xo+v1FUWL5qvsPsLUnjYTIrPLJ0F3+dynF4fEj7UBZNHeAww0tlQq82zF55kN0peZzJLiY+1JdPNp8BYOqQdrUWKQz392LJ3YPZfCKbAQnuqSUkafpIASSRSNzDybWQvAl0XjDySREEfexnSHchDmjZnaL68vTV0G5o9eOqBSi6h0hv3/YeZB2FPUthzxfiWP9poiu6LYExcN8GIdK00vN/sTmeWchLPx5iXI9obhoYX+34O2uP89cp0Ux03g29URQoLjdSWG4kwMuDa/q2wcuj9ppKEQFeDO8YzsZjWXy/+xxDOoRxKK0Ab72WGwbUXahQr9MysnNEvd+jpPkhBZBEIrlwbK0/A+4UjUOjK1PU0/bWfJ0t5UVwdodYP7nWsQDKqKyvE9VTdEu/5DGR8v7zM1CWB1o9DH3I8fgajbT8uIHk7BK0Wmgb4lxwd35pBXd/sp3T2SWsO3KetPwyHhnbyZJJtfVUDvN/PQrAi9f2YPwF9NOa2LsNG49l8d2ecxzOEAUSr+0TW2MjU0nrRv4pJJFILpyjq4V40fvCiMfFPrVGT+YhMBpqvlblXGUjUIDkzdWPF2eJ2j5oILKr2DfoXgiIEeIHoPdN1bu2twJ2p+RRajA1+H3+OJbFpW+u5+q3/3DqfmazwqNLd3E6u4QAb/H39vxfj/HC9wcwmxXySgw8snQXZgUm94u94JYSV/SIxtNDy/HMIlbtE8HQU4dWD36WSEAKIEkjotFoaNeuHe3atZN1NZozakNREMHH/pXBpsHthJXGbJO6Xhtnt1vXU7eLlHdb0ivjf0ITrQHOeh/RvwsADQx/tL7vwm1c7Of6q+0pXPvOn9z7v+0NmnW2/XQO93y6HYPRTG5JBVtOZtd5zfzfjrH2yHm8PLR8cc8QZk3sDsAnm8/w2Fe7eXLZXtLyy0gM9+PFa3pc8BwDvfX8LUk8f4oCAxNC6N4m6ILHlbRMpAtM0mj4+vpy+vTpxp6G5EIpyqjslq6FYQ9b92s0wg12eqMITnZUtdmWVBsBVFEiXGdt+1v3WdxfVX4o+06FzMNCGIV3urD34gYu5nNdbjQxf41wH208lsW3u88yqa/7G3PuS81n+kfbKK0w4emhxWA08/vhTMZ0cZxZBbDmYAb/99sxAOZM7kmP2CB6xAYR7Kvnn1/tsVRz9tRpeXtKX/y83PNzNLFPG1YfSAfg9qEJbhlT0jKRFiCJRHJhZB8Xy+D46sHHzsYBKYpVAPlVBqJWdYNlVAZAVxVAOj2MnwtD7ndt3i2AL7elcC6/DDXB6aWVh8grccLd6AJH0guZ+uFfFJYbGZQYyn9u6A3A2iOZNVqcTpwv4rEvdwMwbViCnWvrmj6xvHf7ALz14ufn6XFd6BHrPivN37pE0j7Cj64xgVzRPdpt40paHlIASSSSC0MVQGEOrC+q1Se9DgFUcFbE92h01q7sVQWQbQaYhLIKE//9XXz2z07oRqdIf7KLDbz6kxPuRicoKjfy84F0bvvgL/JKKugdF8yH0wYytmsknh5aUnNLOXG+epFLRVF46PNdFJUbGZQQyr8mdK12zpgukaz8xwjeu30A04cnuGW+Kt56Hb8+NoqV/7gETw/5EyepGfl0SBqN0tJSBg4cyMCBAyktLW3s6Ujqi0UAdax+LEZYC0jfJ/pw1YRq/YnqBh3GivXkLdYqz7YtMKpagJoYF+u5XvJXMpmF5cQG+3DrkHhemdwTgKXbUth22nE9nbo4k13MwnUnmLJ4C31n/8J9/9vB+cJyukQH8Mn0gfh7eeDr6cGQykrMvx/OrDbGlpM5HEorwM9Tx39v7Yte5/hnpmOkP5d1i2qQOCmtVlNr3R+JBKQAkjQiZrOZ7du3s337dsy1/ThKmjbZJ8QyrEP1Y2GdwMMbDEWigWlNqAHQbQdCmz6illBJlnXsrKMimNorULjamjAX47kuMRhZuE4Iz4f+1hEvDx0DE0K5ubIT+jMr9mEwunbvk+eLGPfWRl5bfZjNJ7OpMCnEh/oybVgCS+4ebJdKrjYSXXv4fLVxvtiaDMA1fWOJDHB/rzWJxF1IASSRSC6M2ixAOg+IEpk/pO2ueYzUyvo/sQPAwwtiK4OfVTeY6v6K6i5r+QCfbj5DVpGB+FBfru9vja95elwXwvw8OZZZxHsbT7o05oJ1JygxmEiKCmDWxO6se2I0G2aM4YWJ3Qnz97I7d0xlptW20zkUllmz9XKKDazeLwKQpzgoeCiRNCWkAJJIJFZO/wEr7oPiulOcATAZIafSsuNIAEHdgdAmo1UctR0glvFDxDJ5i1iqLTCauPvrYlBUbmTRemEZe3hsJzsXU7CvJ89eJWJu/u+3Y2ytobVEVVJzS/h211kAXr2uJ3cMSyAh3K/G8xPC/Wgf7ofRrPDHsSzL/hU7UzGYzPSIDaRnW5l+LmnaSAEkaRmYzVCY3tizaP6sfw32LoW9Xzp3ft4Z4Zry8IHAGgoQ1hUInXlQpL17BVkDqeMrq0CrFiBLCnx35+bVgvn4z1PkllTQPtyPa/u0qXb82j6xjE6KoNxo5rb3/+JHm+7oNfHehpMYzQrDO4bRN965XlijK61Aa4+IOCBFUSzurymDpPVH0vSRAkjSMvjtBfhPEpxY29gzad6cPyKWasp5XdjG/9TUYyu6MhA6ba81qNmW1G1iGdvXOkbcQEADOSegKNMmA6ync/NqoexMzuWdteIzf+TSTng4CDDWaDS8e1t/rugehcFk5sHPd/L+xpM1pqyfLyxn6bYUAB4cXYMVzwF/66IKoPMoisL2M7mcOF+Mj17HxN7VhZlE0tSQAkjSMlCziM5satx5NGdK80RRQ3BBAKnxPw4CoFWiuon09pIsKHRgjThrE/+j4hMCkd3E+qHvoTgTuxYYrZBjGYXc+bEoRjiycwRX9apZZHjrdSy4tT/ThiUA8NKPh5j1w0FM5uoi6IM/TlFuNNMnLpihHcKcns/AxBB8PXWcLyznwLkCvvhLWH8m9m5DgHfNXdslkqaCFECSRiU8PJzw8PALH0j9YVV/kCWuk3XMup55WMTm1EVtAdAqeh8I7yzWHcUBqeK17QD7/Woc0Nb3K+/RATxrjktpLMqNJv71zT6+233Wss/Rc200mevdqiI1t4SpH2wlr6SCPnHBvHtbvzrTvHVaDc9f3Y1/jRei8eNNp7n7k21kF5VbzskvqeCzLWcAeGhMR5dS0r08dAzvKN7jt7vO8mNl762bB8W59N4kksZCCiBJo+Hn58f58+c5f/48fn4X8MOmKFBQKYByTrhnck0dZ5qLukrWEeu6qdw5MemMAIKa44DK8kWKO9hbgMAaB3T+kFg20fiftYfPs+SvZB5ZupsvtyU7fK53nMllyJzfGPzKb8z7+TBnsovtxjidVcx/fjnCqHlrGTl3LXNWHWL/2XwURSG7qJzbP9hKekEZHSP9+WjaQHw9nWsbodFouGdke/57S188PbSsPXKeK9/ayIajIn39082nKSo30iU6wOLScgX1mg//FFakLtEB9IkLdnkciaQxkL3AJM2fsnwwVhacyz4hBFFLTpU+/it8MQWueAUG3eP8datmwP5lcN8GCHLQL+r8EfvtjP0Q2aX2MZ0VQNG9RGB12h77/Wd3AoponOofYX9MtQCpRDXN+J8j6YWW9adX7MNbr+OaPtaA8N8PZ/DAkp2UVYi6PO+sPcE7a08wrEMYIzpF8NuhDLafybUbc9GGkyzacJL24X5otRpOZhUTG+zD/+4aRIifJ65yVa82dIjw5+EvdnEss4jbP9zKncMT+WZXKgD3j+6Ath6FA0dX1gNSPWu3DI6XjY0lzQZpAZI0f2yzvwxFImi2JXP8NzAZRGyMs5jNsGcplGTD0Z8dn6NaYjx8xLKuOCBDsWhhAfW3AJ2twf0FEBwHgTZCrYm2wDiSUQBAmyBvFAUe/2oPv1Q24/x6ewr3fLqDsgozY5IieHtKX0Z2jkCjgU0nsnlt9WG2n8lFq4FRncXxhbf2Y3zPaLw8tJzMKuZ4ZhGhfp58etcgYoJ86j3PrjGB/PCPS5g6pB0grDa5JRUkhPnWGk9UGzFBPnSNCQTAW6+1E34SSVNHWoAkjUZpaSnjxo0D4KeffsLHp55f7lUDa7OPQ0DUBc6uCZNTWeAubY/z1q7cU1Ceb73OEaoA6nwFHPzWmnpe1zx8Qqs3Qa2Kmr2VlwyHfoAuV4l5pzoIgLal3VDY97VYb6IuMNUC9PLknvyw+xzLtp7k2vGXE+7vBVfORKv3YnK/WF67rhd6nZare7chNbeEr7ensjsljyHtw5jUN5boIGvV5HE9Yygsq+DXQxlsPZXL7UPb0SHC/4Ln6q3X8eK1PRjZOYIZy/aQW1LBg2M6XlDbiMu7RXEorYCre7UhyEcGP0uaD1IASRoNs9nM+vXrLev1pmr9n5wTkDD8AmbWxFGFR1k+5J6G0MS6rzm3y7ruqCJzRZkYC6DHZCGA0uuwADnr/gKR1ZU4Ek5tgC9vg/Zj4MpXa7cAgXCD7fsavIMgqOkF15ZVmDidXQJAt5hARnQMJ7+wiA+T95ECxF2hcN+o9jx9ZRc711DbEF8eu6xzrWMHeOuZ1Lctk/o6cFdeIJd1i+K3f47m5PkiBiTUIV7r4P7RHYgP9eXKHrLzuqR5IV1gkuaPIwtQS8VssgoVqL29hC22AijjIBjL7Y/nnADFLIRG+9FiX+E5KKmlkrArAgjg5i9gxD9B5wkn18LCoVB8HrR6a7XoqiRNgIA20OvmJhnXdTyzCJNZIchHT2SAFx46La/f0Nty/Kkrk5g5rmuTjIsJ9fO8YPEDwqp0Xf+2+HnJv6clzQspgCTNH9UC5FVZej+7BWeCFZwT8T8qNbmzqmIrgMwVovqyLWoAdHhnIYLUhqO1xQHV1gTVEV7+MPbf8OBfQtgolVa/6B6gr6FpZmAM/PMQjJ/r3D0uMkczhPsrKTrAInI8Paxfq9OGO2Gdk0gkjYIUQJLmj2oBaleZNt2SBVBOlQaXzgggswnO7RbrarsKdVtFrQEUniSWasZVbXFA6jXOWoBUQtvDlM9h6jfQ6XIYOcO165sQavxPl+iARp6JRCJxFSmAJM0fiwCqjPvJOSmynloiqgDyrwzyPrfbcXsJW7KOQUUx6H1FfA9UF05qDaCIyrgUNeC4pjggRYHsegoglQ5/g1u/hi7j63d9E+BIpQWoc5QUQBJJc0MKIEnzR3WBxQ0S8SSmcihIbdw5NRS5lZ3Xk8aB1gNKcyC/jvequr9iekNsf7FeNXbofGUGmFqxWU05r8kFVpIjgrDBeReYG6lvRWV3Iy1AEknzRQogSaPi6+uLr69v/Qew7QIf1Fa4V6DlBkKrFqCIruIFdQdCqwKoTV8hgkC4ttRq0maz1ZqjCqCoSgF0voaWGOrnGxQnWl1cRBZvOEGvWb+wLzX/ot63KvklFaTllwHQqYoF6IKfa4lE0uBIASRpNPz8/CguLqa4uLj+rTBKc0RQLwi3kGqNaK5xQAe/h9cSRLq4I3IqLUCh7aGN2mW9jjigczvFsk0/CEkUQc4mg7XFRH4yGMtA5wUhCWJfSKJwmRnLHLcXcaYJagOx7sh5CsuMfLzp9EW/ty1HM4X1p02Qt139G7c81xKJpMFxWQClpKSQmmo1uW/dupVHH32UxYsXu3ViEolTqPE/fhGg07sugHZ8Auvn1Z7ufTHZ+QmU5sLuL6ofUxR7ARTTR6zXJoBMFZC+T6y36StSyVUrkBoIrbq/wjqCVifWtVprN3ZHbjBXU+DdSHG5sEj9ciCdsgrTRb+/yuF0awaYRCJpfrgsgG655RbWrl0LQHp6Opdddhlbt27lmWeeYfbs2W6foERSK6r7K6CyCFuoKoCccIEZSmDlo7D2JXirtxBC5UUNMk2nMJutndEdubWKMkUws0Yr0tRVAVRbIPT5w8KK4xVodQ9WFU5qAHR4J/tr1TggR4HQjSiAiioFUGG5kXVHzl/0+6scrRRAnaUAkkiaJS4LoP379zNo0CAAvvrqK3r06MGmTZv4/PPP+fjjj909P0kLpqysjAkTJjBhwgTKysrqN4hqAQqIEUv1B9mZrvAF56y1aMoLrEJo8wJhOXGFgnNw8DtRT8dcT6tE9nEoyxPr5w+LXlu2qPE/QW3Bw1Nkamm0UJxZvRq2im0AtLbyv3ubPmKpiiy1BUZEkv21ahyQo1T4RrUAWT/fH/aeu+j3V6kpANotz7VEImlwXC7dWVFRgZeXFwC//vorEydOBKBLly6kpaXVdqlEYofJZGLVqlWW9XpR1QKkusByzwgRo6ulN5HayDO0A4x5Bta+LETGzzOhvBBGP+XcHMry4cMrIe+M2Pbwgahuorpxv6nWzKu6SN1mXVfMwvISP9i6TxVAqiXH01fU7Tl/SIiZwJjqY9oGQKuoFqD0/eIzqpoBphJVQyaY2WxTBLHxXGAAvx3KoLjceNGrECuKUmMKvFuea4lE0uC4bAHq3r077777Lhs3bmTNmjVceeWVAJw7d46wsDC3T1AiqZWCSguAagEKiBHBu4pJiCBnrg2Og57Xw4NbRasGgOO/Ond/RYEfHhXixysI9H5gLIWzO2DHR/DVHc7XJLIVQGBfvRmqCyCwsebUEAd0tjIAOrafdV9IonCJmcqFpSnLpgq0LVGVMUAFZ+1jpApSxbVavbVi9EVCURSKDEIAhfjqKasw8+uhjIs6B4CMgnLySyvQaTV0jLzwJqUSieTi47IAeu2111i0aBGjR49mypQp9O4tAiq///57i2tMIrloVLUAaTTOxwGpFiC1OrJOL3pOgbB6OOPK2r0EDqwQNXmmroCZqfDQDrj+I/AMgPwUa8PPulAFkFqF2RkBVDWg2RZjudV9ZWsB0mqt1x3/VQRdo6keA2TXEsPGDaZ+rqHtrUHTF4kSg8kS7nRdP9Ek9PvdDecGUxSF3w9nkF9q7xI9nF4AQGK4H14eF/czkEgk7sElAaQoComJiZw5c4asrCw+/PBDy7F7772Xd9991+0TlEhqpWoMENhkgtUlgCp/OAPb2F+r94WKkrozybKOwaonxfqYf4mO5lothHcUFZeTxoljB76p+32UF1r7cw26WyyrBkKrRRBDbPpL1ZYJlnFAlAjwCYHgdvbHVAG092uxDI53XM/HURxQVuNngGk1cONA0R1+w7Hz5JUYarus3vxyMIM7P97OtI+2YjZbA80tPcBkBWiJpNnisgDq1KkTGRkZhISE2B1LSEggMjLSrZOTSOrEYgGyFUBOBkJbLEA2Akirs/7op++t+VpjOSybLoRS4igY/mj1c7pPEssD39btBju3S8T9BMVB50rhdP6INStNUSDbgQUouiegEZ3bizKrjwnW9HdbVOGUWSlsqgZAq6ifRdpuOPITfDkVfn5G7GuEGkBqBpifpwedowLoEh1AhUlh9f4agsAvkD0peQDsSs7jm11nLftlCrxE0vxxSQBptVo6depEdnZ2Q81H4ojkLfDeWGuKtERgMooMKKinBUgVQG3t90dXuqBqq6+z5nlRX8c3DCYtsmZY2dLhbyLWpvAcpG6tfS4plcfbDoCAKAhoAyhWEVaaC+WVlY/VYoUgOqyrrquq83UUAK2ixg6pVI3/UVF7gu35Ar64GQ59L6xK0b2g3+21v6cGQM0AU4Oer+4txOv3exrGDXbivLUswqurD1sE2FHZA0wiafa4HAM0d+5cnnzySfbvr6FHkMT97Fsm4kj2LG3smTQtis8Lq4lGB37h1v2qBUi1mNSEIxcYQEwvsVQLCFYlZSv8tVCsX7vQcfYVgN4bkiobfdblBlPFbduBYqmKFjW2R43/CWgjsr/s5qtWhN5tv782ARTaQcQoqdQkgGL7ic8XwC8Shj4Ef/8T/r6xeszQRUAVIP7eQgBNrBRAm09mk1ng/pTzk+dFKQJPDy3nC8t5+/djmMwKxzKEMJI9wCSS5ovLAui2225j69at9O7dGx8fH0JDQ+1ekgagXPy1WWfTy2aGn58fiqKgKEr9Wgao8T/+UfbBuGoQdEGqKHboiIoyKKm0ZFYVQNGqANrruMDg4ZVi2eM66HxF7XNU3WAHv6vZDaYo1gDotpWJBBYBVCliLBWgE6mGo0BoQwlkVra6aNOv2iUiELqXdbsmF1hwPNzxA9y6HB4/BFe8bC2Q2AioMUCqBSgu1Je+8cEoCvy4z71lOIwmM6ezhQB6doLou/bhH6dYdySTcqMZb72W+NDq/b4u+LmWSCQXBZeLZ8yfP9+tE1iwYAHz5s0jLS2N7t27M3/+fEaMGOHw3HXr1jFmzJhq+w8dOkSXLl2q7V+6dClTpkzhmmuu4dtvv3XrvC8qhkozfH5K486jqVE1A0zFNxS8g0VRwZyTjn+wCyutPx4+IkjYlshuwupRki2sREGx9sfVPl2d6hA/AB3GiPT4wjRI+QvaDa1+Tu4pKMkCnadVlKguKosAUuN/HAkg9dzdIv0+46BwmyomYbWpKvAs1/WGM3+K9ZosQAAJw2t5gxeX4soUeH8vq+C9ulcbdiXnsWLnWe4YmoBWq6npcpdIzS2lwqTgrddy2+B2/HYok/VHz/PkMuGW7BwV4LZ7SSSSi4/LAuiOO+5w282//PJLHn30URYsWMDw4cNZtGgR48aN4+DBg8TH11xf5MiRIwQGBlq2IyIiqp1z5swZnnjiiRrFVLOiXKTcSgFUhcIqNYBUNBoRB3R2hwiEdiSAbN1fVQOE9d7CIpJ5UFiBbAVQaZ411ibRiWfLwwu6TIA9nws3mCMBpLq/onuJ88EqarKPQ1mB4xR4FVU0FaTCe3+zP9ZuWPX3Z7mu8h6+4UI0NgMKy6xB0CpX9Y5h7s+H2Xc2n/c2nuS+Ue4JzlbjfxLD/dFqNfz76m5c8eYGcopFxpnMAJNImjf16gZ/4sQJnn32WaZMmUJmpghCXb16NQcOOCiZXwtvvPEGd911F3fffTddu3Zl/vz5xMXFsXDhwlqvi4yMJDo62vLS6ezrcJhMJm699VZmzZpF+/YOfjCaG6oLrCxf/Bi2EMrKyrjhhhu44YYb6tcyoCYLENjEAdUQCJ3vIAPMFtUNllYlE+zMJhF3FNax5murYucGc1BbSHV/xdnU0fKPEBlhaiB0bQLIOwgSR4p1vwiRlTb4fpj4Nlz9Vs3z6ny5cI8Nute599EEUF1g/jaVnyMDvHn+ahGsPe/nI+xMznV4bVG5kcIy51ucqAKofYRwY3WI8Gf68ATL8ZoywC74uZZIJBcFlwXQ+vXr6dmzJ3/99RcrVqygqEh8Sezdu5fnn3/e6XEMBgM7duzg8ssvt9t/+eWXs2nTplqv7du3LzExMYwdO9bSmNWW2bNnExERwV133eXUXMrLyykoKLB7NSlUAQQtKg7IZDKxbNkyli1bVr+WAY5qAKlYiiHWEAitZoAFtXV8PMYmDsgW1f2V4IJlsf1oIVKK0oVrqiqW+J8BVeZgE9vjqAaQLVO/g6dOw5PH4Y7vYdyrIkvLJ7jmefmEwL1rnW/50QSoGgOkcvPAOK7qFYPRrPDwF7uqFS78aV8aQ1/5jcvf3ECFybnK3GoAdIcIa6Xnf4ztRLi/JwC92gY7vO6Cn2uJRHJRcFkAPf3007z00kusWbMGT09Py/4xY8awefNmp8fJysrCZDIRFRVltz8qKor0dMc1PWJiYli8eDHLly9nxYoVJCUlMXbsWDZs2GA5588//+SDDz7gvffec3ouc+bMISgoyPKKi4tz+tqLgm2H8hYkgC6YWi1AdaTC15QBpqKmwlcVQKc3iqVqcXEGD0/ocrVYr5oNVlFqzTZTM8BU1EDoUxtExhs4jgECEdRcNZapBVJUmQavZoGpaDQaXpnck/hQX1JzS3l6+V4URcFgNDPrhwPcv2QnheVG0vLLOJNd7GjoaqgWoA4R1kDmQG89X9wzhLdu7sPAhJb/eUskLRmXBdC+ffuYNGlStf0RERH1qg+kqRKfoChKtX0qSUlJ3HPPPfTr14+hQ4eyYMECJkyYwOuvvw5AYWEht912G++99x7h4eEOx3DEzJkzyc/Pt7xSUppYrI2dBSi58ebR1FAFkKM09LpcYM4KoLzkylYRQHGWtTGoKxYgqNkNdm43mI3gH13p8rJBFUAnfhdL33BhSWrFOHKBqQR663l7Sl/0Og0/7U9n/q/HuGHRZj768zQAfp7CVX48s6jatY5wZAEC6BQVwDV9Ymv8npJIJM0DlwVQcHCww67vu3btIjY21sEVjgkPD0en01Wz9mRmZlazCtXGkCFDOHbsGCBik06fPs3VV1+Nh4cHHh4efPrpp3z//fd4eHhw4oTjysBeXl4EBgbavZoMZhNU2PzFKi1AVmpzgak1akqyhHCpStU+YFXxCbH2wVItNKf/EMvIbiJGxxXajxKZacWZsPE/YKxs3WDr/qr6g6oKIHOlO8dR/E8rQ22EqoqZqvSOC+apK0VG6Fu/HWNPSh5BPno+uGMAV/QQlkK1hk9t5BYbyK4Mdk4Ml6nsEklLxGUBdMstt/DUU0+Rnp6ORqPBbDbz559/8sQTT3D77c5XhvX09KR///6sWbPGbv+aNWsYNmyY0+Ps2rWLmBjxA9ilSxf27dvH7t27La+JEycyZswYdu/e3fRcW85ga/0ByGti1qmLwZ9vweIxUGAjvI3l1jo+jgSQp5+1YnKGg+D8uixAUD0QWo3/ccX9paLTQ//KDMq1L8PCoXBktbVCdFX3F4jMLNtu61IAUVTmOAbIlrsuSWRsF9GWp3dcMD8+fAlju0bRKVIELR9zwgJ0MkucExPkXeu9JBJJ88Xl/9kvv/wy06ZNIzY2FkVR6NatGyaTiVtuuYVnn33WpbEef/xxpk6dyoABAxg6dCiLFy8mOTmZv//974BwTZ09e5ZPP/0UEDWIEhIS6N69OwaDgc8++4zly5ezfPlyALy9venRwz7lOTg4GKDa/maDocqXdWuzABlKYP1c8TlsXQSXviD2F2WIpc6z5tiXyO6Qe1qks7cfZd1vLLe20KjJAgRCAB1eabUAXYgAAhj7vHDN/TZbuOa+uAmotPrYZoDZ0qavcMNBzfE/rYjaXGAqGo2Ghbf1Z2dyLv3iQ/D0EH/ndYoUrixnXGAnanB/SSSSloPLAkiv17NkyRJefPFFdu7cidlspm/fvnTq5HpZ/Jtuuons7Gxmz55NWloaPXr0YNWqVbRrJzpXp6WlkZxsjXkxGAw88cQTnD17Fh8fH7p3786PP/7I+PHjXb53s6GqBai1CaBjv1hF4K7PYPQzIqhYtQYFRNdc5yaqGxz5sboFSHWd6bxEL6+asM0EK0iD7GOARtTWqQ9ancjM6nYtbHwdtiwEk0EUXVRr8lSbQx8RNwTNzgJkMivo3FwosKiGLLCqeHpoGdLe/t+2Y6UAOnG+qM65OQqAlkgkLQuXBdDs2bN54oknaN++vV2NndLSUubNm8e///1vl8Z74IEHeOCBBxwe+/jjj+22Z8yYwYwZM1wav+oYzQ5VAOl9RefxwnNgqhAulWaOr6+vpYyCr2/1lgIAHFhhXS8+LwRN90m1x/+oRHYTy8yD9vtrK4Joi+oCO39ECDEQqekXmm3lHQiXzYb+00Q8UETX6v29VGz7eDUjAbTuSCZ3fbKdVyb14KaBNRc1dRW1EnR93FJxob54emgpN5o5m1tKfFgNnznWAOj29bAAOfVcSySSRsflGKBZs2ZZ/nPbUlJSwqxZs9wyKYkNahXokETh7lHM1h//Zo5Go8HPzw8/Pz/HGTXlhXD0Z7Gutp3Y8bFY1pYCrxJV6fbMPGzfh8sigOoI2g9sAz6hoqXE1sVinzPVn50ltD1c8w4Me6jmc9r0AY0W0DQrAbTkr2RMZoVfD2W6dVy1G3yAt+sCSKfVWFxaxzILaz3XagFyXQDV+VxLJJImgcsCqKY09T179shmqA2BWgPIO8j6g91aAqGPrAZjmShqOH4eoIGT6yD7hHMWoND2ws1VUQx5p637C+qoAq2i0VjdYGr6e+Koms9vCHxC4Np3RVXnZtKuwmA0s+m4yLxLzS1169jOusBqQnWD1RYIXWEyk5wtmui2ly4wiaTF4vS3SEhICBqNBo1GQ+fOne1EkMlkoqioyBK8LHEjqgvMK0DEkOSeajFxQOXl5dx3330ALFq0CC8vL/sT9ovgdnpcByHtoONYOP4r7PzUxgJUiwDSeYieXul7RRyQakFxJgNMJbqXEF0AWg+IH+Lcm3MnvW+6+Pe8ALafzqHYICw1qTkltdb2cgWD0YzBKCx5/p71E0DOBEIn55RgNCv4euqIDvR2+R51PtcSiaRJ4PS3yPz581EUhTvvvJNZs2YRFGQtyObp6UlCQgJDhzpo9Ci5MCwCyB/8Kos7tpBiiEajkU8++QSAd955x/6HojRXiB2AHpPFsv80sW/3EgirDLqvTQABRHWvFEAHoWtlNea62mDYorajANE3y0s2wKyLtUesbq/CciMFpUaCfC88Zk3NAAPw83JcB6gunLEAnchUm6D61avbe63PtUQiaTI4LYDULvCJiYkMHz4cDw9ZG+OiYGsB8q8sENlCLEC1cvhHUQAwoitEdhX7Ol8pKiYXpVtbQ9QWAwQ2gdA2mWB1NUK1Ra0IDfVPf29lrDty3m47JbeEIN8Lr2Ctur+8PLR46OrVx9liATqRWVSjZepklkyBl0haAy5/i4waNYozZ864pRu8xAkMNgJIbZXQGmKA9ldmf/W4zrpPp4d+U+3Pq9MCVCmAMmwywVxxgYV1BH1lHIg7A6BbKKm5JRzLLEKrscbPpOSUuGVsNQOsthpAddEuzA8PrYaiciPpBY47tasWICmAJJKWTaN1g5c4icUCFGh12bR0C1BxtjXuRnV/qfS7HUvxQHDCAtRdLHNOiMajpgprEcW6ssBAxF1d9SZc8jgkSAtQXajWn37xIXRvI6w+7gqEthRBrEcGmIqnh5Z2lenvNbXEUC1AMgBaImnZNFo3eImTqALI09/aFiE/FRSl8ebU0Bz6TqSex/S2dnVXCY6HjpeKdb1f3TE5AdEik0oxi3o+hemAAlq9aC7qDL1vgkufFx3XJbWiCqDRSRHEhfgAwgXmDtRO8H71DIBWUVtiOAqEVhTFsl9agCSSlk2jd4OX1IFtDJDqsqkotnYob4mo7q/ukx0fH3CnWIa1r72QIYjjqhUo86CN+ytGCho3U240semESH8fnRRJXKiwtLjNBeZEGwxnqC0QOqfYQH6paD4rm6BKJC2bRusGL3EStQ6QVwDofcCvsgt5fguNAypMt3Zd715daAOQNA6u+wCuXejcmJY4oAM2NYCcyACTuMS2U7mUGExEBHjRvU0gbSstQO5ygVkbodYvA0ylU5SaCl+9GKLq/ooN9sGnho7zEomkZdBo3eAlTmKbBg8tKhDa19eXzMxMMjMzrS0DTqwFFIjtL2r/OEKjgZ7X22do1YZtSwxniyBKXGZdZfr7qM4RaDQa4kLEv2lqbimKG1y2F1oEUcXWAlR1XpYA6Mj6u78cPtcSiaTJ4bIAevnll4mPjyc2NpaioiK6devGyJEjGTZsmMvd4CVOoLbC8AoUyxYUCK3RaIiIiCAiIsKajnz+kFi26ee+G0VVusAyDrqWASZxiXVHRfzPmKRIAGKCvdFooLTCRHax4YLHd5cLrEOEPxoN5JVUVJuXJQD6AtxfDp9riUTS5Kh3N/jZs2eza9euC+oGL3EC2xggsAmEbv4WIIecPyqWEUnuG1OtI1SUDun7xLozGWASp0nJKeF4ZhE6rYZLOongci8PUUk5Lb+MlJwSwv0vrCBg0QU0QrXFW68jLsSX5Mo5287LHRYgiUTSPKj3N0mHDh3o0KFD3SdKLgyDTQwQ2FiAmr8AKi8v5/HHHwfgjTfeEBVzzx8WB90pgLwChHDMS4bkLWKftAC5FdX60y8+mCAfa9XnuBBfIYByS+kbH3JB93CXBQiEGyw5R9QsGtI+DACzWeFIhviDo8MFWIAcPtcSiaTJ4fI3iaIoLFu2jLVr15KZmYnZtss2sGLFCrdNrtVjLAdTpYnes+XFABmNRhYsWADA3Llz8dKaIfe0OBjRxb03i+wuBJBZZPhIC5B7WV8Z/zO60v2l0jbEh62nRYHEC0XtBO8OAdQp0p/fD2dyPMMaCP3ZX2dIzS3FR6+z1DCqD9WeaymAJJImicsxQI888ghTp07l1KlT+Pv7ExQUZPeSuJFymyyVahag5h8DVI2sY4Ai6vao2W7uQs0EUwmSAshdGE1m/jwuSmCMTrL/d2trSYW/8EwwdwVBgzUQ+vh5YWE9k13MnFXC+jhzfBe39C6TSCRNG5e/ST777DNWrFjB+PHjG2I+EltUAaT3ExWJwRoDVJwJFWWgd71bdZMlqzL+Jzyp7vo+rhJpI4C0Hu4XWK2YtPwySitMeOq0dI0OtDtmTYW/cAuQu9LgwSYTLKMIs1nhya/3UlphYmj7MG4bXEP2oUQiaVG4bAEKCgqiffv2DTEXSVWqBkCDsI7oK1Nr1ZTulkJDxP+oqJlgIPqHaWWNF3dxLk9Yd2KCvat1T7dNhb9Q3NELTEUVQJmF5fzf78fYejoHP08dc6/vVa8O8BKJpPnhsgB64YUXmDVrFqWl7iluJqmFqjWAQFhG1DigFhAIbYdFALk5/gdEU1NdZesWGQDtVs7li++CNkE+1Y7FhYp9Z3NLMZsvrBaQO11gAd56ogOF9XT+r8cAeGZCV0v1aolE0vJx+Zvkhhtu4IsvviAyMpKEhAT0entf+c6dO902uVaPIwsQiDigrCMtIhDaDksKfGf3j63TC9daxj4pgNzMuTzRVb1NcHUBFB3ojU6rwWAyk1lYTnRQ/V227swCA1ERWu0If0nHcG4ZFO+WcSUSSfPA5W+SadOmsWPHDm677TaioqJkoa+GpGoKvEqwagFqQYHQRoPo2A4NYwECEQidsU9mgLmZs5UusNjg6uLGQ6elTbA3KTmlpOSW1CmA3t94kjUHM/hg2sBqQsedWWAg3GAbj2Xh7+XBa9f3kt9lEkkrw+Vvkh9//JGff/6ZSy65pCHmI7GlahVoFWdrAZUXQllBk8148vHx4dSpU2K9NA3MRpHu31ACZdC9UHwe+tzSMOO3Us5WxvfEhlS3AIGIA0rJKSUlp4SBCaE1jlNuNPHmmqMUG0z8eTyLK7pHW44pimKJAXKHCwxgct+2bD6RzaOXdiLWgfWqvtg91z7uG1cikbgXl79J4uLiCAwMrPtEyYWjusA8q1SlDXKyGvT/JsO5XfDYfgiIrv3cRkCr1ZKQkCA2Dn4nlhENkAGm0nYATP2mYcZuxahB0I5cYIDTTVG3nMyh2CCsPJmF5XbHSgwm1LZd7rIA9WwbxOpHR7plLFvsnmuJRNJkcTkI+j//+Q8zZszg9OnTDTAdiR21xQBB7TFAxnI4u10U/ss61jDzcyfnj4hleANkgEkaDEVR6hRAaiZYSk7tqfC/HcqwrGfkl9kdUwOgtRrw1rv8tSWRSCTVcPlPqdtuu42SkhI6dOiAr69vtSDonJwct02u1VNeQwyQKoAKzoLZDFoHPwg5p0CprNJdmttwc7wADAYD//rXvwB4uV8mntAwKfCSBqOg1Gix2jjKAgNoW5kJllJLLSBFUfjtUKZlO6PAsQDy8/Jo8rE6ds/1yy/j6enZyDOSSCSOcFkAzZ8/vwGmIXFITRagwDag0Yk2GYVpjmN8so9b10ubpiitqKjg9ddfB+CFN4dUCqAGCoCWNAipeULUhPl54uPpuLaSM7WADqcXWoKpATKquMDcnQHWkNg91y+8IAWQRNJEcfnb5I477miIeUgcYQmCriKAdHoIbQ/Zx0Q6vEMBZOP2KmmaAsiO7OOgo2FS4CUNRm0p8CpqbZ20/DKMJjMeuuoWS9X9FejtQUGZkcwaLEDNQQBJJJLmwQU500tLSykoKLB7SdxITRYggMhKS0nmYcfXZjV9C5AdpnLw8IZg2YagOWGN/6k5vT3C3wtPDy0ms0JaldgelV8r3V+T+wn3blUXmJoC764MMIlEInFZABUXF/PQQw8RGRmJv78/ISEhdi+JG6mpDhBYXUXnaxBAdhagphkDVI3wTrJFRTOjrgBoAK1WQ9vgmuOAMgvL2J2SB8Atg0WGY25JBWUVJss5zckFJpFImgcuC6AZM2bw+++/s2DBAry8vHj//feZNWsWbdq04dNPP22IObZearMA1SmAmpkFCGQGWDMk1VIEsfZ6N2qNoFQHXeHXHhbWn56xQXSK9MfLQ3wtnbeJAyosd18jVIlEIoF6CKAffviBBQsWcP311+Ph4cGIESN49tlneeWVV1iyZElDzLH1UlMdILAXQEqVHkslOVCSbd1uollg1ZAB0M2Oc04KIDUOyFFXeNX9dWlXUVk+qrJHl60brNiNfcAkEokE6iGAcnJySExMBCAwMNCS9n7JJZewYcMG986utWOxADkoPBneCTRaKMuHwnT7Y7bWH2geQdAgU+CbIc64wMCmFlCVTLCyChN/HMsCYGzXSABLk9KMAqsFSLrAJBKJu3FZALVv395SBLFbt2589dVXgLAMBQcHu3NurRtFqd0F5uElMsGguhtMFUC+YWLZRF1gPj4+7N+3j/3/CMdHjxRAzQyD0Wyp2FxTGwwVtRp01WKIm09kU1phIibIm+5thNCPDPQC7C1A7uwE39D4+Piwf/9+9u/fL1thSCRNGJcF0PTp09mzZw8AM2fOtMQCPfbYYzz55JNun2CrxVAMVLq2HAkgqDkOSK38HDdYLEtzq7vJmgBarZbubYPoHmpAq6b2S5oNGQVlKAp4emgJ86u91o3VBWZvAfq1Mv39b10iLQUOa3OBNQcLkFarpXv37nTv3h2toyKlEomkSeDyt8ljjz1mWR8zZgyHDx9m+/btdOjQgd69e7t1cq0a1fqj0YK+hr8iI7rA4ZUOLECVAqjtQDiySjQZLS8A76CGm299yapsgRHWUdQ3kjQbVDETG+xTZ3XmuEoLUEZlxle7UF+CffX8ftga/6MS5cAC5O5O8BKJROLSt0lFRQWXX345ixYtonNnUbAuPj6e+Pj4Bplcq8bW/VXTj0tEDbWAsk+IZXQv8PABY6mIA2piAshgMPDKnDfgRBnP3NsRWS+3eeFMDSCVUD9P/Dx1FBtMXPvOnwD4euooMZjw0esY2iHMcm6Ugxig5uQCMxgMvPLKKwA888wzshK0RNJEcck+q9fr2b9/f5PvxdMiMNQSAK0S6SATzGyyCqCwDuAbKtabYCZYRUUFsz78iVnrDVQEdWzs6UiAw+kFvPHLEYvLqTaczQAD0Gg0PHtVN/rFBxMRICw8JZU9xC7vHoW33preHhlQKYAKq8cA+TeDNPiKigpmzZrFrFmzqKioaOzpSCSSGnD5z6nbb7+dDz74gFdffbUh5iNRqS0AWiVMzQTLg6IMCIiG/BRRVVnnBcHx4BMimqY20UBoC+GdGnsGEuC1nw6z9sh5YkN8uGlg7Zbdc/nOZYCpTBkUz5RBYsyyChOpuaVkFZXTM9beMhkdVCmA8mUavEQiaThc/jYxGAy8//77rFmzhgEDBuDn52d3/I033nDb5Fo1tdUAUtF7Q0gi5JwQVqCAaGsLjND2oqqyT2V17qZYDdposK7LDLAmwbFMUX385PniOs9VY4CcFUC2eOt1dIz0p2Nk9ec7stJCVGwwUVRuxN/Lo1m5wCQSSfPA5W+T/fv3069fPwCOHj1qd0y6xtyIMxYgEHFAOSdEHFD70dYU+PBKl5LFBdYELUBnt1vXZRHERqfcaLJ0ZD+TXb1gYVVccYG5gp+XBwFeHhSWG8koKMM/wt9iAQqQAkgikbgJl79N1q5d2xDzkFSlvJY+YLZEdoEjP1ozwdQMsLBKAeRTKYCaYjHEEzbPkkwXbnSSs0ssoWRncmoXQIqiWDrBu1sAgagFVHheCKAOEf6yGapEInE78lenqVJeIJbOWIDAKoDUGkBhlTE1TdkCdFKK6abEySyr2+tMdjFKLbWj8koqKK1sVqrG7LgTNRMss6Acg9GMwWQGpACSSCTuo17fJtu2bePrr78mOTkZg8Fgd2zFihVumVirxxUXGEDmIZEJpmaAqUHFTdUCVJgBGQcaexYSG07ZCKASg4msIoMlY6sqqqss3N/LLoPLXajtMNILyuwy0vw8m34WmEQiaR64bAFaunQpw4cP5+DBg3zzzTdUVFRw8OBBfv/9d4KCmladmWaNswIo3CYTLPc0FKSK/WFVY4CaWBD0id/x9oCtT/dl69ateHu734ogcY1TVQKfk3NqDoQ+a4n/aZh/t0ibatBqALS3XouHrukbrb29vdm6dat8riWSJo7L3yavvPIKb775JitXrsTT05O33nqLQ4cOceONN8qCiO7E4GQMkN4HQhLE+uEfxdIn1Cp81CywpuYCO/EbOq2GgZdOYuDAgeh08i/7xsbWAgS1B0JbAqDr6AFWX9Rq0JkF5TY1gJqH+0un0zFw4ED5XEskTRyXBdCJEyeYMGECAF5eXhQXF6PRaHjsscdYvHix2yfYanEmDV5FdYMdXimWtjV1mqILzGyGE7+L9Y5jG3cuEgunsoUA6hYjim86I4DaBDWUALJagGQNIIlE0hC4LIBCQ0MpLBQ/zrGxsezfvx+AvLw8SkrqTp2VOImzLjCwCqDkLWIZZiOAmqILLG03lGRj0AUwb+kG5s2bVy2WzFW+3JbM8Fd/50h6oXvm2MooLKvgfGVn99FJEQAk15IJpmaA1acGkDNY+oEVljU7C5DBYGDevHluea4lEknD4bIAGjFiBGvWrAHgxhtv5JFHHuGee+5hypQpjB3r+l/zCxYsIDExEW9vb/r378/GjRtrPHfdunVoNJpqr8OHrb2w3nvvPUaMGEFISAghISFceumlbN261eV5NTqWLLBaWmGoWGroVGbthNu0lVAtQOUFYGoiZfmP/wZARdxwZjw9kxkzZlxwy4BV+9I5m1fKqn1p7phhq+N0lhA74f5edG8jYvnOZNccA5SaV/8iiM5g2w+suRVBrKioYMaMGW55riUSScPh8jfKf//7X8rKxF9/M2fORK/X88cffzB58mSee+45l8b68ssvefTRR1mwYAHDhw9n0aJFjBs3joMHD9YaT3TkyBECA63CICIiwrK+bt06pkyZwrBhw/D29mbu3LlcfvnlHDhwgNjYWBffbSPibB0gsPYEUwmzFUDBgAZQhBXIP9JNE7wAjv8qlh3GAF+5Zci8EvGX9qG0AreM19o4mSWet/bhfrQL8wXqsgAJAdS2gWKA1Owzg9HM2cqK083FAiSRSJoHLn+jhIaGWta1Wq3lL5368MYbb3DXXXdx9913AzB//nx+/vlnFi5cyJw5c2q8LjIykuDgYIfHlixZYrf93nvvsWzZMn777Tduv/32es3TrRhKwNO37vMsLjAnYoDCOmEROZbtSrQ60QW+LK9pCKDSPEjdJtbbj3bbsHml4i/tQ+lSANVEam4JxzOLGJ1U/RlQA6ATwn2JrxRAWUUGSysKW8qNJou7rKEsQF4eOkL9PMkpNnDivBBnzcUCJJFImgf1yik1mUwsW7aMF198kZdeeonly5djNNbdPdoWg8HAjh07uPzyy+32X3755WzatKnWa/v27UtMTAxjx46tszJ1SUkJFRUVdsKtKuXl5RQUFNi9GoSiTHg1Hj68EtbPhZRtYKrhc3MlBsjT15oJptFCaKL9cd8mFAh9aj0oJgjvDMFxbhs2t1hYgFJySiksk24HRzz8xS6mfbSNTSeyqh1TBVBiuD+B3npCfPWAYzdYemWTUm+91nJeQ6D2BFP7kjWHTvASiaT54LIA2r9/P507d+aOO+7gm2++YcWKFdxxxx106tSJffv2OT1OVlYWJpOJqKgou/1RUVGkp6c7vCYmJobFixezfPlyVqxYQVJSEmPHjmXDhg013ufpp58mNjaWSy+9tMZz5syZQ1BQkOUVF+e+H2Y7kreAuQKSN8Pal+GDS2Fue/h6OhSdt55nMoJRmP2digECaxxQcDx4VCle15RS4Svjf+jgvuwvk1mhoMwqJA/LQOhqFJZVsDslD4D1R85XO37aIoBEc+P4MLFMdpAJdtYm/qch+/+pcUBqhWo/T2kBkkgk7sNlAXT33XfTvXt3UlNT2blzJzt37iQlJYVevXpx7733ujyBql+giqLU+KWalJTEPffcQ79+/Rg6dCgLFixgwoQJvP766w7Pnzt3Ll988QUrVqyotSDZzJkzyc/Pt7xSUlJcfh9O0W0iPLIHrpoPXScK11R5PhxYAbs+tZ5nsPkBdyYNHqxxQLbuL5WmkgqvKFYB1LFmQeoq+aX2Fh8ZB1SdPSn5mCs9pJtOZNsdUxTFIjLaRwjhk1DpBnPUE0yNyWmIHmC2qJlgOZXWPX9vKYAkEon7cPkbZc+ePWzfvp2QkBDLvpCQEF5++WUGDhzo9Djh4eHodLpq1p7MzMxqVqHaGDJkCJ999lm1/a+//jqvvPIKv/76K7169ap1DC8vL7y8HJf8dzshCTBguniZTcIVtv5Vawo7WN1fOi/w8HRu3G7XwoFvoffN1Y81lX5gWUdFpWqdF7QbBhU195pyBTUAWkUKoOrsOGMtg7D/XD75JRUEVbqvsosNFJYZ0WggPlQIn3aVS0e1gBqyCaotajsMFRkELZFI3InLFqCkpCQyMjKq7c/MzKRjx44OrnCMp6cn/fv3t6TUq6xZs4Zhw4Y5Pc6uXbuIiYmx2zdv3jxefPFFVq9ezYABA5we66Kj1UHSlWI95S9RIBBci/9RadMHHtkNPa+vfqypWICO/SKW7YaBpy/e3t6sXbuWtWvXXlDLgNwSewvQwTTpAqvKzmSrAFIU2HzSagVS439ig30sfb0sLjAH7TCOZojPNy7UiWD+CyCyigBqLkHQ7nquJRJJw+LyN8orr7zCww8/zAsvvMCQIUMA2LJlC7Nnz+a1116zCyC2TVV3xOOPP87UqVMZMGAAQ4cOZfHixSQnJ/P3v/8dEK6ps2fP8umnwj00f/58EhIS6N69OwaDgc8++4zly5ezfPlyy5hz587lueee4/PPPychIcFiYfL398ff30l30sUkqifo/aAsX3R0j+rmWgq8MzSVYoiHKitVJ40HRMuA0aNHX/CwqgUowNuDwjIjR9MLMZkVdNqGi09pTpjNikUA9YsPZmdyHptPZHFlj2jA2gNMjf8BLKnwVS1ARpOZP46LIOoh7cMadN5RzVQAueu5lkgkDYvL3yhXXXUVIIogqrE6iiJcGVdffbVlW6PRYDKZah3rpptuIjs7m9mzZ5OWlkaPHj1YtWoV7dq1AyAtLY3k5GTL+QaDgSeeeIKzZ8/i4+ND9+7d+fHHHxk/frzlnAULFmAwGLj+entLyPPPP88LL7zg6ttteHQe0LY/nNoAKVsqBVA9LEC10RSCoAszhJULoMsEtw6dV2kB6t02mO1nciitMHEmu5j2EU1Q8LqB3GIDH/xxihsGtKVdmF+d5x8/X0RhmRFfTx13XpLIzs932cUBncxyIIAqrTvn8koxGM14eghj8Z7UfPJLKwjy0dO7bcM2P1ZjgFRkFphEInEnLgugutLOXeWBBx7ggQcecHjs448/ttt2pubQ6dOn3TSzi0j8UCGAkrfAgDttqkC72QJU0ogWoCM/AgrE9ocgUZCyoqLC0j/u3nvvRa+vX0p1bqUFKNTPk6SoAPak5nMorbDFCqDZKw/yza6zZBcbmDO5Z53nq/E/vdsGM7xDOBoNHMssIrOwjMgA72oZYCAKEfrodZRWmDibV2o5tuGoyCC7pGN4g3dmr2YBaiZZYO56riUSScPi8jfKqFGjGmIerZu4wWKpBkK3RAvQoR/EsuvVll0Gg4GHHnoIgGnTptX7h0LNAgvx1ePrGVgpgAqY0CumjiubHyfOF/Hd7rMAZBaUOXWNKoD6twshxM+TbjGBHDhXwOYT2VzTJ9amBpBVAGk0GuJDfTmSUcjp7GLLsfWVAmhU5wgamnB/L7QaLNlrzcUF5q7nWiKRNCwN+yecxDnaDhQFDPPOQEEaGNwcA9TYQdClucLCBdDl6trPrQeqBSjI15Mu0eIza6mZYP/9/bhFEORUyX6riZ02AghgWAcRu7P5RDZms2LpAt8+3N5iplaEVmsB5RYb2JOaB8DIiyCAdFqNpSUGiBgviUQicRdSADUFvAMhqrtYT9nifguQbRq84p7U82pkHIBld8L5o9WPHf0ZzEaI7GbfqNVNqDFAIb56usaIwPuWKIBsrT9grX5dGznFBkuMT9/4YACGdQgHRD2gc/kixkev0xBbpa9X1VT4P45noSiQFBVAdNDFyW6ydYM1FwuQRCJpHkgB1FSIHyqWyX9ZBZCzRRDrQrUAmQxQUXODy3qjKLDyMdi/HFbcLeob2eLA/eVOVAEU7KunS6UAOpdfVq0+UHNHtf50ihTPRbYTAmhXZfZXx0h/gn1FTamBiaHotBqSc0rYeExkdMWH+lbLmmsXbp8Kb3F/JTW89UclMsAqgGQdIIlE4k5cEkCKonDmzBlKS0sbaj6tF0sc0GabIGgn22DUhacf6CoLKjaEGyx5szXDK20P7PzEesxQbK3+3OUq998byCsVQiDY15MgH72lQN+hi1gPyGRWKDXUnvV4Idhaf/59dTcACsuMVJjMtV6nxv/0q7T+gBASagbX53+JLMvE8Opi29YCpCiKJQD6YsT/qKiZYDqtBi8P+feaRCJxHy4LoE6dOpGamtpQ82m9xIuaSqTvEynj4D4XmEZjtQI1RCD0xjfEMqiyh9pvs61C6/hvoq9ZcDuIrjtjqT7kFldagHxEsGljuMEe/2o3/V9aw5EG6kOmWn8u7RrFsA7hqMaa3DqsXDuqxP+oDO8o3GD7zuYD1hYYtqi1gJJzSjiYVkBmYTk+eh0DEkKqndtQqNWg/Tx1Ddp3TCKRtD5cEkBarZZOnTqRnZ1d98kS1whqKwSEYoIzf4p97hJA0HAd4dP2wvE1Ioh76jcQ1UMEPf82Sxy3dX810A+YNQtMWLm6xVzcQOijGYV8t/scJQYTH/15yu3j21p/Hr20EzqtxuLOUsWfIypMZkvQclUBNLSDfRFD2wwwlTbBPui0GsqNZr7enmq5zsvj4tXjUWOApPtLIpG4G5dtynPnzuXJJ59k//79DTGf1o3qBrNkgbmxjo2zqfCZh+HLqbDxP84FTP85Xyy7T4LwTjB+ntje8YmIZzq6Wmx3nVjtUi8vL1auXMnKlSvr3YvNYDRTVC46wQf7VrEApV8cAfThH1bR893ucxSU1SxK6oOt9adHrHBdhVS+15xa4oAOpRVQVmEmyEdfLcOrX3yIpbghOBZAep3W4k5cvkMIoIvp/gKICRYCKMjXyZ54TQB3PNcSiaThcfnPqttuu42SkhJ69+6Np6cnPj72mSM5OY3cb6o5Ez8E9i+zbrvTAqQKoJosQCYjbHoL1r0qgqUPfQ9Zx2Di26CroY5J9gk48I1Yv+QxsWw3DHreCPu+gqVTRDyTf5RI9a+Ch4cHEyZcWFVo1fqj1UCgt70AOppRhNFkbtCCfVlF5azYJawzIb56cksq+GbnWe4YluCW8TMLyizWn0fGdrLsD/Pz4sT54lpdYLbxP9oqAc7eeh0D2oVYKkK3dyCAQLjBknNKKKwUmRcj/d2Woe3DuPuSRIZ3Cr+o970Q3PFcSySShsdlATR//vwGmIYEsMYBqbgrCBpsUuHzqh/LOADfPgBpu8V23GBI3Q57voCiTLjxU8fWqE1vg2KGjpfZx/dc/iIc+QlKKl2lXa4CbcOIEDXTK8hHb/mRjw/1xc9TR7HBxMmsYjpHuVFIVuGzLWcwGM30jgtmct9Ynv/+AJ9tOcPtQ9u5JWbl+z3nMCtCxPS0aT0R4mft5F4TNcX/qAzrEMamE9n4eers6u3YEm/T8DQ+1JeEsIZtgFoVD52WZ6/qdlHvKZFIWgcuC6A77rijIeYhAVEnxyvQ/a0woOYg6D1L4buHwFwB3kFw5WvQ+2bRuf2rO+DEb/DJVXDL1+Bv89d/YTrsXiLWRzxuP2ZANIx+Gn75l9ju6jj7q6KigiVLxBi33nprvSrm5lpS4K0uEq1WQ1J0ADuT8ziUVtBgAqiswsT/Np8B4O5LEhmVFMGrPx3mWGYR207nMigx9ILvsWKnsP5M6tfWbn+onxoDVLMA2pWcBwh3lyMu6xbNW78dY1BiaI1irZ2N4BnVOUIGIjuBO55riUTS8NTrz/ITJ07w7LPPMmXKFDIzMwFYvXo1Bw4ccOvkWh1anb2ryF11gMBxELSiwJrnhfhJGg8PboU+U0SwcucrYNpKIZzO7YL3x8LqZ2Dre3DsV1j/mnCVxQ0Rbq+qDL4POl4KCSPEywEGg4Hp06czffp0DIb61exRLUBq/I+K6gY72ICB0N/tFv24YoN9GNcjmkBvPdf2bQMIy9CFciS9kINpBeh1Gq7qad/WQw34rikGKC2/lLN5pWg10Dsu2OE5SdEB/Pr4KN6a0rfGOdg2W73Y7q/mijuea4lE0vC4LIDWr19Pz549+euvv1ixYgVFRSJgd+/evTz//PNun2Crw9YN1tAWoLQ9UJQOej+44WNhubGl7QC46xcIjhdtOra8A6uegCXXwfYPxTlq7E9VdHq4bbkQUTXFELkBSxFEH8cCqKFqASmKwvsbRfDztGEJljijWwe3A+Cn/WlkFZVf0D2+qYwtGp0USYiffRCwxQJUQwzQ7krrT5fowForKLcL87PETjlCjQ3S6zTVMsckEomkOeOyAHr66ad56aWXWLNmDZ6e1i/lMWPGsHnzZrdOrlViK4Aa2gJ09Gex7DAGPGrIVgnvBPeuhwlvwNCHIGmCcNXp/YSFp/MV7ptjPVCLIIZUyRLqWpkKf7iBLEAbjmVxLLMIP08dNw2Ks+zvERtE77hgKkyKJXUcILuonIe/2MXQOb9x8FzdczKbFUvw8+S+sdWO12UBOpsnipV2jLywZ6hTVAAzrkzi9Rt6y1R0iUTSonD5G23fvn18/vnn1fZHRETI+kDuoO0gITACY90bOOwoDV5NUa9LxPiGwsC73DcXN6LGAAVVcYGpad+ZheWUVZjw1ru3ds37G08CcNPA+GoWlFsHx7MnJY/Pt57hvpHt+flAOs9+u98SsPzhn6d4/YbetY6/5VQ2afllBHp7MKZLZLXjdVmAMio7xauVlC+EB0a7v3+bRCKRNDYu/8IGBweTlpZWbf+uXbuIja3+l6rERfTecP8muPVr945btSN8YQac2ynWO13u3ntdRKyNUO0tQMG+ekvrBFUMuIujGYVsPJaFVgPThydUO351rzYEenuQklPKDYs2c/+SnZZYIYDV+9Mpq6i9bcY3lcHPE3rFOBRvqgDKKapJAAn3m20zUYlEIpFYcVkA3XLLLTz11FOkp6ej0Wgwm838+eefPPHEE9x+++0NMcfWh0bj/qrJqgusLF80Kz2+Rmy36Vs99qcZUVMQtEajIaayY3lavnsF0J/HRQPREZ0iiAutnhbu46njuv4ia2vHmVx0Wg0PjenIb/8cRWywD0XlRtYezqxx/FKDiZ/2pwMwqW9bh+dYBFANFqD0StEXKQWQRCKROMRlAfTyyy8THx9PbGwsRUVFdOvWjZEjRzJs2DCeffbZhpijxB2oLjAUIYIs7q8rG21K7iDPQRq8SnSlAHK3BehYpgj87xFbc52macMSCPHV0yU6gG8eGMYTVyThrddxdW+RJfbd7nM1XvvroQyKyo20DfFhQA01fNSg6LIKs8MmrJmqC6yG+j4SiUTS2nE5Bkiv17NkyRJmz57Nrl27MJvN9O3bl06dOtV9saTx0OmtNYYK0+HEWrG/Ed1fXl5efPXVV5b1+qDGwFTNAgOICRIuJ3dbgI5liMyyTpE1Z+m1C/Nj678uRV+lCvU1fdrw7voT/H4kk/zSCoIczFvN/rq2T2y1Cs4qfp46PHVaDCYzOSUGYj2tFdkVRZEusEbEHc+1RCJpeOqd1tGhQwc6dOjgzrlIGhqfECGADv0g+o35R0FMn0abjoeHBzfccMMFjVG1EaotqgUo3Y0CSFEUjmYIC1CnqNozrKqKH4Au0QF0jvLnaEYRPx9I58YBcXbHs4rKWX/0PACT+tUcU6fRaAjx05NRUE6uTXwRQGG5kdLKGCMpgC4+7niuJRJJw+OUAHr88cfrPqmSN954o96TkTQwvqGins+eL8R2p8sbrEXFxSK3hhgggOhANQao1G33yyoykF9agUYDHSJcTzHXaDRc0yeWeT8f4fvd56oJoGU7UjGZFXq3Dapz/BBfTzIKyqulwqvur0BvD3w8L17ndolEImlOOCWAdu3aZbe9Y8cOTCYTSUlJABw9ehSdTkf//v3dP0OJ+1DjgHIru5c3cvyP0Wjkm29EM9VJkybh4eGaQbKswkRZhRmoQQA1gAXoWKZwf8WH+tY7tf7qXm2Y9/MRNp3IIrOgzBKovP9sPm+sOQqI9Pq6sARCVxFA6fnS/dWYXOhzLZFILg5O/c9cu3atZf2NN94gICCATz75hJAQ8YOam5vL9OnTGTHCccsDSRPBx6Y3lc4T2o9utKkAlJeXc+ONNwJQVFTk8g+FGgDtodU4LNLXEFlgx1T31wUUGIwP86VvfDC7kvNYuTeNOy9JJL+kgvuX7MBgNDO2SyQ3D4yrc5yaBJC1BpAUQI3BhT7XEonk4uCy/+M///kPc+bMsYgfgJCQEF566SX+85//uHVyEjfjayOAEi5x3OG9GWHr/nLUpFO1AJ0vKqfCZHY4xmurD/Po0l3sTc1z6p6qBajTBTZYvUbNBttzDrNZ4fGvdpOSU0pcqA9v3NinxuBnW2oqhphRqKbAywBciUQiqQmXBVBBQQEZGRnV9mdmZlJY2DB9lyRuwtYC1MzT36H2FHiAcD8vPLQaFAXOF1bvy5VfUsHCdSf4dvc5Jv73T6Z+8BebTmShKEqN93SHBQhgQq82aDWwJyWPZ77Zx2+HM/Hy0LLw1v7VqlrXRE3tMDIrM8CipQVIIpFIasRlATRp0iSmT5/OsmXLSE1NJTU1lWXLlnHXXXcxefLkhpijxF3YWoCaUfXnJX+d4db3t1gyvlTyakmBB9BqNRY3kCM32OnsYkA0+tRpNWw8lsUt7/3FpAWbSM4ucTjm8UxVAF2YBSgiwIvhHcMBWLotBYAXr+1Bj9ggp8eo0QIkXWASiURSJy4LoHfffZcJEyZw22230a5dO9q1a8ett97KuHHjWLBgQUPMUeIu/Ct7SoUnQWhi487FSUxmhdd/PsKfx7NZc9De8phXWrsFCGoPhFYFUN/4ENY9MZqpQ9rh6aFld0oec346VO387KJysosNaDQX3mQU4Jo+1jT3mwfGVcsIq4uQmoKg3dgHTCKRSFoqLkXnmUwmtm3bxksvvcS8efM4ceIEiqLQsWNH/Pz8GmqOEneRNF50dO86sbFn4jT7z+ZbGp4eSbfvol5bCrxKdFDNqfCnsoQASgzzIy7Ulxev7cHEPm244d3N/Hk8C5NZQWcTi6NWgG4b4uOW9PIre0Tz7voThPt78sLE7i5fH1op/HKL7S1jqgtMtsGQSCSSmnFJAOl0Oq644goOHTpEYmIivXr1aqh5SRoCDy+44uXGnoVLbKgsCghwON0+xizf0gi1ZgEUE1hzO4zTlQIoIdwq3vvGBRPg5UFBmZED5/Lp1TbYcuyYm9xfKv5eHvz6+CgURXEYxF0XIX7ifWfbWIDMZoXMQukCk0gkkrpwOT+zZ8+enDx5ksTE5uFCkTRdPD09+eijjyzrjthwzCqAjlQRQFYLUN0uMEcxQKcq43wSw60NTT10WoZ0CGPNwQz+OJ5lJ4COW1pguDd7rj7iByDMT7i4cksMFhGVW2KgwiSCuCNlH7BGwZnnWiKRND4uC6CXX36ZJ554ghdffJH+/ftXc30FBtbcIFIisUWv1zNt2rQajxeUVbAzOc+ynVkoqh6rwb/WLLBaLECV/cAcxgA5sAABDK8UQJuOZ/PA6I6W/dYWGO6xAF0o6vs2mRUKyowE+egtPcDC/T0dtuKQNDx1PdcSiaRp4LIAuvJKkT49ceJEu79c1b9ATabqnaklkvqwqTIOp32EHxUmMyk5pRxOL2BYB5E9ZRFAPrVZgIQVpKoFKLfYYMkqaxdqL4Au6STG33Y6h7IKk6Xis9UF1jTqJ3nrdfh56ig2mMgtNggBpNYACpDuL4lEIqkNlwWQbVVoieRCMBqN/PzzzwBcccUV1Srmrj+aBcCozhGk5JSSklPKkfRCiwBSXWC1xQBFV1qAMgrKMJsVS4HBU5UZYDFB3tUCmjtE+BMZ4EVmYTk7z+QyrGM4ucUGsoqEdaVDExFAIDLBig2l5JQYSMCPjHyZAdbY1PVcSySSpoHL/zNHjRrVEPOQtELKy8u56qqrgOotAxRFsQRAj+wcwc4zufx6KMMuDsiZNPjIAC80GjCaFbKLDURUxsWo7q92Yb7VrtFoNAzvGM43u87yx/EshnUM5/h5Yf2JDfZx2HajsQj18yQ1t5TcykBo1QUmA6Abj9qea4lE0nSo1//MvLw8PvjgAw4dOoRGo6Fbt27ceeedBAU5X8RNIqmNE+eLOZtXiqeHliGJYRSXGwFrJpiiKNZCiLVYgPQ6LRH+wpqTnl9WTQAlhjsu36AKoD9PZANwVA2Ajmo61h+wVoNWM8EyZAaYRCKROIXLUZLbt2+nQ4cOvPnmm+Tk5JCVlcUbb7xBhw4d2LlzZ0PMUdIKUa0/gxND8fHU0SVaBB4fzSjEbFYoMZgs2U4htViAwLYpqrUWkJoBlhBWkwAKA2Bfah75pRVua4HhbizVoCsFUKasAi2RSCRO4bIF6LHHHmPixIm89957FtOu0Wjk7rvv5tFHH2XDhg1un6Sk9bFedX91igCEUPH00FJiMJGSW2IpUOjpocVbX7uOF2Ig31IhGWrOAFOJCfKhfYQfJ88Xs+VktttaYLgbS0f4kqouMBkDJJFIJLVRLwvQU089ZefX9vDwYMaMGWzfvt2tk5O0TsoqTPx1SrieRnYWAshDp6VjhLC+HE4vtGSAhdTQCd6WmCq1gBRFqdMFBjC8Mth60/EsSxf4jk3MBVbVApQuLUASiUTiFC4LoMDAQJKTk6vtT0lJISCgaf11LGmeiPRzM9GB3nS2ERxdYsTzdcRGANWWAq8SXaUWUHaxgcJyIxoNxIdWD4JWUd1gvxzMsFhWmpoLzNoRvgKjyWzJVIuUFiCJRCKpFZcF0E033cRdd93Fl19+SUpKCqmpqSxdupS7776bKVOmNMQcJa2M9UfU7K9wO+uOGgd0JL2QvNK6A6BVYqo0RFWtP22CfCw1fhwxtH04Go3VchQT5E2Ad933u5iEVrbDyC0xkFVkQFFAp9VYqkRLJBKJxDEuxwC9/vrraDQabr/9doxGkZmj1+u5//77efXVV90+QUnLxdPTk//+97+WdRW1/YXq/lJJihZVxg+lFzCkg7DOOCOALB3hK91Dp9UA6PCarT8AQb56esYGsTc1H3BPB3h3Y7UAGSz9ziIDvOyauEouLjU91xKJpGnhsgDy9PTkrbfeYs6cOXbd4H19a/8xkUiqotfrefDBB+32peWXcjSjCK0GLukYbndMtQCdziq2FPyrKwMM7LPAbON/asoAs2V4x3CLAGpqAdBgEwRtK4Bk/E+j4ui5lkgkTY96Nwvy9fWlZ8+e9OrVS4ofidv4eX86AL3jgqsVOIwM8CLYV49Zge1ncgBhpakLNSC4rMJMfmmFpQp0bQHQKmogNGAXj9RUCKkUQPmlFZzNE2n+UbIJqkQikdSJ7JYoaTRMJhPr1q1j3bp1mEwmFEXhi60pAEzqG1vtfI1GY7ECqU1SnbEAeet1lnYZafllLlmABiSE4Okh/ps0tSKIAME+etQwKbVYo8wAa1yqPtcSiaRpImu0SxqNsrIyxowZA4iWAYezyjmSUYi3Xsu1DgQQQJfoQLaczMFgNAO19wGzJTrIh9ySCtJtBZATFiBvvY6XrunBscxC+saFOHWvi4mHTkuQj568kgoOpakCSFqAGpOqz7WfX93PmUQiufhIASRpMnz+l7D+XN2rDYE1ZFslRdvH4QQ5kQYPIg7oUFoB+87mU2wwoa0jBd6WGwfGOXVeYxHq60leSYWlT5q0AEkkEkndSBeYpEmQX1LByr3nALhlcHyN51UVQM5bgIQo2FzZ2ys2xMfi2mruqHFApRXC3SIFkEQikdSNUxag77//3ukBJ06cWO/JSFovP+w5S7nRTJfoAPrEBdd4XucoewFUWyd4W6IrRcGO5FzAufif5kLVOCgpgCQSiaRunBJA1157rd22RqNBURS7bRVXg/4WLFjAvHnzSEtLo3v37syfP58RI0Y4PHfdunUW37othw4dokuXLpbt5cuX89xzz3HixAk6dOjAyy+/zKRJk1yal+Ti8tV24f66dXB8ra0t/L08iA/1JTlH1PJx1QKkxg45kwHWXFCLIarIGCCJRCKpG6d8AGaz2fL65Zdf6NOnDz/99BN5eXnk5+ezatUq+vXrx+rVq126+Zdffsmjjz7Kv/71L3bt2sWIESMYN26cw1Ybthw5coS0tDTLq1OnTpZjmzdv5qabbmLq1Kns2bOHqVOncuONN/LXX3+5NDfJxeVYZjE+eh3X1BD8bIutG8yZNHiw1gJSadeSLEB+VguQp4cIipZIJBJJ7bgcBPHoo4/y1ltvccUVVxAYGEhAQABXXHEFb7zxBg8//LBLY73xxhvcdddd3H333XTt2pX58+cTFxfHwoULa70uMjKS6Ohoy0uns7YzmD9/PpdddhkzZ86kS5cuzJw5k7FjxzJ//nxX36rkInN175gag59tUVPhfT11eHnU3MrClqoCKLGOKtDNiTAbARQd6F1nc1iJRCKR1EMAnThxgqCgoGr7g4KCOH36tNPjGAwGduzYweWXX263//LLL2fTpk21Xtu3b19iYmIYO3Ysa9eutTu2efPmamNeccUVtY5ZXl5OQUGB3UvS8Oj1ema/NIfwv92JRqdjyqCag59tUS1AwS5YOtSGqCotNQZIur8aH71ez9y5c5k7dy56vbTGSSRNFZcF0MCBA3n00UdJS0uz7EtPT+ef//wngwYNcnqcrKwsTCYTUVFRdvujoqJIT093eE1MTAyLFy9m+fLlrFixgqSkJMaOHcuGDRvs5uLKmABz5swhKCjI8oqLa9ppzy0FT09P2o6+Cb+Bk+nWNqzW4GdbhncIJz7Ul3E9Y5y+l7+XBwFeIuRNp9UQ52QKfHMg1MYCJNtgND6enp48+eSTPPnkk7IXmETShHG5DtCHH37IpEmTaNeuHfHx4i/25ORkOnfuzLfffuvyBKqa6xVFqdGEn5SURFJSkmV76NChpKSk8PrrrzNy5Mh6jQkwc+ZMHn/8cct2QUGBFEEXia+3pwJwy6A4p103IX6ebJhRPRi+LqKCvCnMLKJtiA96XctIgQf7GKCoACmAJBKJxBlcFkAdO3Zk7969rFmzhsOHD6MoCt26dePSSy91KfYgPDwcnU5XzTKTmZlZzYJTG0OGDOGzzz6zbEdHR7s8ppeXF15e0nVwsamoMLJv9/+3d+dhUVX/H8DfFxiGGXZkR2BQEVFcEMQUFc3AtMWtbyYqUvZNU1PcLdfcrVyykrL8oaYGlcuXUEs0d3JDSAVFNkURBJV9G2DO7w+cqyPDMmzD8nk9zzzPzL3n3jlzODAfzhqJMhnDIMdBNV9QT1aGOkjIyG9V3V9AxUKIctQFpn7l5eW4du0aAKB3794KYxQJIc1HnVaC5jgOPj4+GDRoEIRCYZ0GXWpra8PNzQ3h4eEKU9TDw8MxcuTIWt8nKioKVlbPu0L69euH8PBwzJkzhz92/Phx9O/fX+U8ksZ1PzMHD3ZV/JyMvvmw0d9PvhZQa5oCDyi2AFkaUguQuhUXF/PDAWgrDEKaL5UDIJlMhrVr1+L777/Ho0ePcOfOHXTo0AHLli2DRCLBlClTan2vuXPnYtKkSXB3d0e/fv2wY8cOpKSkYNq0aQAquqZSU1OxZ88eABUzvCQSCbp16wapVIq9e/fiwIEDOHDgAH/P2bNnY9CgQdi4cSNGjhyJ//3vfzhx4gTOnz+v6kcljexhTiH/XKsJuqTecWuP+Ix8jOld81T7lsRARwtaGhzKZAzm1AVGCCG1ovK3zpo1a7Br1y588cUXCgP8unfvjp9++kmle40bNw5bt27FqlWr0KtXL5w9exZHjx6Fvb09ACAtLU1hTSCpVIr58+ejR48eGDhwIM6fP48jR45gzJgxfJr+/fsjODgYQUFB6NGjB3bt2oWQkBD07dtX1Y9KGllqdnGTvl/fDu1weIYnerQ3atL3bWwcx6GTuR4Emhw6mlNrAyGE1AbHXlzSuRY6deqEH374AUOHDoW+vj7+/fdfdOjQAbdv30a/fv2QlZXVWHltMrm5uTA0NEROTg4MDAzUnZ1Wa8ux65g7oicA6iqoryf5JcguKkVHMz11Z6XNKygogJ5exc+B6jUhTUuV72+Vu8BSU1PRqVOnSsdlMhlKS0tVvR1pwx5mF6k7C61GOz0h2unRAGhCCKktlbvAunXrhnPnzlU6/ttvv8HV1bVBMkXahoc5TdsFRgghhMip3AK0YsUKTJo0CampqZDJZDh48CDi4uKwZ88ehIWFNUYeSSuVlkUtQIQQQtRD5QDorbfeQkhICNatWweO47B8+XL07t0bf/zxB7y9vRsjj6QVYowhLb8Uhp7jMbmfhLYMIK2GQCDAihUr+OeEkOZJ5UHQbQENgm58WQVSuK4OBwDcXv06dAS0WBwhhJD6UeX7W+UxQFeuXMGlS5cqHb906RKuXr2q6u1IG5X6bAC0qZ6Qgh9CCCFNTuUAaMaMGbh//36l46mpqZgxY0aDZIq0fg+yisCYDPrFaYiJiYFMJlN3lghpEDKZDDExMVSvCWnmVB4DFBsbi969e1c67urqitjY2AbJFGn9UrOLwEqlOP2FH1zW0noppPUoKiqCi4sLAKrXhDRnKrcACYVCPHr0qNLxtLQ0aGnVaWsx0gal0gwwQgghaqRyAOTt7Y1PP/0UOTk5/LHs7Gx89tlnNAuM1FpqdmHNiQghhJBGonKTzaZNmzBo0CDY29vzCx9GR0fDwsICP//8c4NnkLROqbQKNCGEEDVSOQCysbHB9evXsW/fPvz7778QiUR4//33MX78eFrzgtQadYERQghRpzoN2tHV1cVHH33U0HkhbUShtAxZhbRvHCGEEPVROQDas2dPtef9/PzqnBnSNsg3QdUX0qB5Qggh6qHyN9Ds2bMVXpeWlqKwsBDa2toQi8UUAJEaPXjW/WXTTg8j5s8HQFsGkNZDIBBgPtVrQpo9lQOgrKysSsfi4+Px8ccfY8GCBQ2SKdK6yQdA25oa4Mv5X6o5N4Q0LG1tbXz5JdVrQpo7lafBK+Po6IgNGzZUah0iRBn5AGgbY5Gac0IIIaStarBBGJqamnj48GFD3Y60YvIWICsDIe7evQsAsLOzg4ZGg8TjhKiVTCZDSkoKAKrXhDRnKgdAoaGhCq8ZY0hLS8O3334LT0/PBssYab3kLUBmIg4ODg4AaMsA0noUFRVRvSakBVA5ABo1apTCa47jYGZmhldffRWbNm1qqHyRVkzeAmRtpKPmnBBCCGmrVA6AaHdjUh+l5TI8yi0GAFgZ0RggQggh6kGd06RJpecUQ8YAbS0NmOoK1Z0dQgghbVStWoDmzp1b6xtu3ry5zpkhrZ98DSBrQx1oaHBqzg0hhJC2qlYBUFRUlMLryMhIlJeXw8nJCQBw584daGpqws3NreFzSFoV+fgfmgJPCCFEnWoVAJ06dYp/vnnzZujr62P37t0wNjYGULE44vvvv4+BAwc2Ti5Jq8GvAUTjfwghhKiRyoOgN23ahOPHj/PBDwAYGxtjzZo18PHxwbx58xo0g6R1Sc0uBADYGImhpaWF6dOnAwC0tGhfMNI6UL0mpGVQ+bczNzcXjx49Qrdu3RSOZ2RkIC8vr8EyRlqnF7vAhEIhvvvuOzXniJCGRfWakJZB5Vlgo0ePxvvvv4/ff/8dDx48wIMHD/D7779jypQpGDNmTGPkkbQi1AVGCCGkOVC5Bej777/H/PnzMXHiRJSWllbcREsLU6ZMoQ0ASbVkMoaH2RVrALU3FoExhsePHwMATE1NwXE0K4y0fFSvCWkZVA6AxGIxtm/fji+//BKJiYlgjKFTp0603Dup0eP8EkjLZdDgAEtDHRQWFsLc3BwAbRlAWg+q14S0DHVeCDEtLQ1paWno3LkzdHV1wRhryHyRVujBs/E/FgY6EGjSGpyEEELUR+VvoSdPnmDo0KHo3LkzRowYgbS0NADAhx9+SDPASLVo/A8hhJDmQuUAaM6cORAIBEhJSYFYLOaPjxs3Dn/++WeDZo60Lg/5TVApACKEEKJeKo8BOn78OP766y+0b99e4bijoyPu3bvXYBkjrU9GXgmAivE/hBBCiDqp3AJUUFCg0PIj9/jxYwiFtLklqZo8ADLXp3pCCCFEvVQOgAYNGoQ9e/bwrzmOg0wmw5dffokhQ4Y0aOZI65KRWzEF3owCIEIIIWqmchfYl19+icGDB+Pq1auQSqVYuHAhYmJi8PTpU1y4cKEx8khaiectQBVdYFpaWpg8eTL/nJDWgOo1IS2Dyr+dXbt2xfXr1xEYGAhNTU0UFBRgzJgxmDFjBqysrBojj6SVkLcAmRtUtAAJhULs2rVLjTkipOFRvSakZVApACotLYWPjw9++OEHfP75542VJ9IKFZSUoUBaDoDGABFCCFE/lQIggUCAmzdv0tLuRGXy7i+RQBN6wopqxxhDYWHF7vBisZjqFWkVqF4T0jKo3AXm5+eHnTt3YsOGDY2RH9JKvdj9Jf9CKCwshJ6eHgDaMoC0Hi2xXjPGUFZWhvLycnVnhZAaCQQCaGpq1vs+KgdAUqkUP/30E8LDw+Hu7l7pl3vz5s31zhRpfWgKPCHNk1QqRVpaGt9qRUhzx3Ec2rdvz/+jUVcqB0A3b95E7969AQB37typlClClHl5BhghRP1kMhmSk5OhqakJa2traGtr099x0qwxxpCZmYkHDx7A0dGxXi1BKgdAp06dqvObkbYrI4/WACKkuZFKpZDJZLC1tVW6wC0hzZGZmRnu3r2L0tLSegVAtCU3aRKZuc9agAwoACKkudHQoK8C0nI0VCsl1XrSJKgLjBBCSHNCARBpEvIuMBoETQghpDlQewC0fft2ODg4QEdHB25ubjh37lytrrtw4QK0tLTQq1evSue2bt0KJycniEQi2NraYs6cOSguLm7gnBNV8C1AL3SBaWpq4p133sE777zTIFMaCWkOqF63bCtXrlT6vUJaH7UGQCEhIQgICMCSJUsQFRWFgQMHYvjw4UhJSan2upycHPj5+WHo0KGVzu3btw+LFy/GihUrcOvWLezcuRMhISH49NNPG+tjkBqUlJUju7AUgGIXmI6ODn777Tf89ttv0NGhrjHSOlC9bhorV64Ex3EKD0tLS/48YwwrV66EtbU1RCIRBg8ejJiYGIV7cByHw4cPN3HOG8/p06fBcRyys7Mb7J53794Fx3GIjo5W6bqnT58iICAAEokE2trasLKywvvvv6/0+z01NRUTJ05Eu3btIBaL0atXL0RGRjbQJ6iaWgOgzZs3Y8qUKfjwww/h7OyMrVu3wtbWFoGBgdVeN3XqVPj6+qJfv36Vzv3zzz/w9PSEr68vJBIJfHx8MH78eFy9erWxPgapQeaz1h+BJgdjsUDNuSGEtBbdunVDWloa/7hx4wZ/7osvvsDmzZvx7bff4sqVK7C0tIS3tzfy8vLUmGPlpFKpurPQoJ4+fYpXXnkFJ06cwPbt25GQkICQkBAkJiaiT58+SEpK4tNmZWXB09MTAoEAx44dQ2xsLDZt2gQjI6NGz6faAiCpVIrIyEj4+PgoHPfx8UFERESV1wUFBSExMRErVqxQen7AgAGIjIzE5cuXAQBJSUk4evQo3njjjSrvWVJSgtzcXIUHaTjy7i8zPSGtMUJIM8cYQ6G0TC0PxphKedXS0oKlpSX/MDMz4z/D1q1bsWTJEowZMwYuLi7YvXs3CgsLsX//fgCARCIBAIwePRocx/Gv5X7++WdIJBIYGhrivffeq3XglJeXhwkTJkBXVxdWVlbYsmULBg8ejICAAD6NRCLBmjVr4O/vD0NDQ/z3v/8FAERERGDQoEH88I1Zs2ahoKCAv27v3r1wd3eHvr4+LC0t4evri4yMDAAVLTVDhgwBABgbG4PjOPj7+/Pl8cUXX6BDhw4QiUTo2bMnfv/9d/6+WVlZmDBhAszMzCASieDo6IigoCAAgIODAwDA1dUVHMdh8ODBNZbBkiVL8PDhQ5w4cQIjRoyAnZ0dBg0ahL/++gsCgQAzZszg027cuBG2trYICgqCh4cHJBIJhg4dio4dO9aqvOtD5XWAGsrjx49RXl4OCwsLheMWFhZIT09Xek18fDwWL16Mc+fOQUtLedbfe+89ZGZmYsCAAfzy7h9//DEWL15cZV7Wr19Pm7s2ooxnU+DNDBS7AwoKClrclgGE1KSl1+ui0nJ0Xf6XWt47dtUwiLVr/7UUHx8Pa2trCIVC9O3bF+vWrUOHDh2QnJyM9PR0hX+whUIhvLy8EBERgalTp+LKlSswNzdHUFAQXn/9dYXxWomJiTh8+DDCwsKQlZWFd999Fxs2bMDatWtrzNPcuXNx4cIFhIaGwsLCAsuXL8e1a9cqjSv68ssvsWzZMixduhQAcOPGDQwbNgyrV6/Gzp07kZmZiZkzZ2LmzJl8MCKVSrF69Wo4OTkhIyMDc+bMgb+/P44ePQpbW1scOHAAY8eORVxcHAwMDCASiQAAS5cuxcGDBxEYGAhHR0ecPXsWEydOhJmZGby8vLBs2TLExsbi2LFjMDU1RUJCAoqKigAAly9fhoeHB06cOIFu3bpBW1u72s8vk8kQHByMCRMmKHRJAoBIJML06dOxdOlSPH36FCYmJggNDcWwYcPwn//8B2fOnIGNjQ2mT5/OB4WNSW0BkNzLLQKMMaWtBOXl5fD19cXnn3+Ozp07V3m/06dPY+3atdi+fTv69u2LhIQEzJ49G1ZWVli2bJnSaz799FPMnTuXf52bmwtbW9s6fiLyskyaAUYIaWB9+/bFnj170LlzZzx69Ahr1qxB//79ERMTw/8Trewf7Hv37gEA31pkZGRU6YtaJpNh165d0NfXBwBMmjQJJ0+erDEAysvLw+7du7F//35+jGpQUBCsra0rpX311Vcxf/58/rWfnx98fX35liJHR0ds27YNXl5eCAwMhI6ODj744AM+fYcOHbBt2zZ4eHggPz8fenp6MDExAQCYm5vzXUgFBQXYvHkz/v77b37YSIcOHXD+/Hn88MMP8PLyQkpKClxdXeHu7g4ACq1h8nJq165dpXJSJjMzE9nZ2XB2dlZ63tnZGYwxJCQkwMPDA0lJSQgMDMTcuXPx2Wef4fLly5g1axaEQiH8/PxqfL/6UFsAZGpqCk1NzUqtPRkZGZUqLVBRsa5evYqoqCjMnDkTQEUlZYxBS0sLx48fx6uvvoply5Zh0qRJ+PDDDwEA3bt3R0FBAT766CMsWbJE6YJfQqEQQiF9OTcW2geMkJZDJNBE7Kphanvv2ho+fDj/vHv37ujXrx86duyI3bt345VXXgFQ+3+wXyaRSPjgBwCsrKz4rqbqJCUlobS0FB4eHvwxQ0NDODk5VUorDzbkIiMjkZCQgH379inkV75dibOzM6KiorBy5UpER0fj6dOnkMlkAICUlBR07dpVaZ5iY2NRXFwMb29vheNSqRSurq4AgI8//hhjx47FtWvX4OPjg1GjRqF///41ft66kHdzyluSZDIZ3N3dsW7dOgAVXW0xMTEIDAxsvQGQtrY23NzcEB4ejtGjR/PHw8PDMXLkyErpDQwMFAa4ARVT6P/++2/8/vvvfD9lYWFhpSBHU1MTjDGV+5dJw5B3gdEiiIQ0fxzHqdQN1Vzo6uqie/fuiI+Px6hRowAA6enpsLKy4tNU9Q/2ywQCxckaHMfxwUZ15N8xygIvZfl9kUwmw9SpUzFr1qxKae3s7FBQUAAfHx/4+Phg7969MDMzQ0pKCoYNG1btIGp5vo8cOQIbGxuFc/J//IcPH4579+7hyJEjOHHiBIYOHYoZM2bgq6++qvEzv8zMzAxGRkaIjY1Vev727dvQ0tLiv7OtrKwqBW/Ozs44cOCAyu+tKrXW8rlz52LSpElwd3dHv379sGPHDqSkpGDatGkAKrqmUlNTsWfPHmhoaMDFxUXhenNzc+jo6Cgcf+utt7B582a4urryXWDLli3D22+/3aLX5Kjtfy4vOheficSMfEzuL1Hr4GN+EUTaBoMQ0khKSkpw69YtDBw4EA4ODrC0tER4eDjfyiGVSnHmzBls3LiRv0YgEKC8vLzB8tCxY0cIBAJcvnyZH0aRm5uL+Ph4eHl5VXtt7969ERMTg06dOik9f+PGDTx+/BgbNmzg7/3y7GZ5q8qLn6lr164QCoVISUmpNg9mZmbw9/eHv78/Bg4ciAULFuCrr75Ses/qaGho4N1338W+ffuwatUqhW6zoqIibN++HaNHj4ahoSEAwNPTE3FxcQr3uHPnDuzt7Wv1fvWh1gBo3LhxePLkCVatWoW0tDS4uLjg6NGj/AdPS0urcU2gly1duhQcx2Hp0qVITU2FmZkZ3nrrrVoNXmuu/hedinm//ovtE3rDp1vNfbBARcAUEByNJwVS9LIzRi9bo8bNZDWoC4wQ0tDmz5+Pt956C3Z2dsjIyMCaNWuQm5uLyZMng+M4BAQEYN26dXB0dISjoyPWrVsHsVgMX19f/h4SiQQnT56Ep6cnhEIhjI2N65UnfX19TJ48GQsWLICJiQnMzc2xYsUKaGho1PhP6KJFi/DKK69gxowZ+O9//wtdXV3cunUL4eHh+Oabb2BnZwdtbW188803mDZtGm7evInVq1cr3MPe3h4cxyEsLAwjRoyASCSCvr4+5s+fjzlz5kAmk2HAgAHIzc1FREQE9PT0MHnyZCxfvhxubm7o1q0bSkpKEBYWxo/hMTc3h0gkwp9//on27dtDR0eHD16qsnbtWpw8eRLe3t744osv4OLiguTkZCxduhQaGhr4+uuv+bRz5sxB//79sW7dOrz77ru4fPkyduzYgR07dtTxp6ACRirJyclhAFhOTo66s8IYY2zYljPMflEY++/uK7W+Ji27iNkvCmP2i8LYvov3GjF3NXNfE87sF4Wx6/ezFY7n5+czAAwAy8/PV1PuCGlYLaleFxUVsdjYWFZUVKTurKhs3LhxzMrKigkEAmZtbc3GjBnDYmJi+PMymYytWLGCWVpaMqFQyAYNGsRu3LihcI/Q0FDWqVMnpqWlxezt7RljjK1YsYL17NlTId2WLVv48zXJzc1lvr6+TCwWM0tLS7Z582bm4eHBFi9ezKext7dnW7ZsqXTt5cuXmbe3N9PT02O6urqsR48ebO3atfz5/fv3M4lEwoRCIevXrx8LDQ1lAFhUVBSfZtWqVczS0pJxHMcmT57Ml8XXX3/NnJycmEAgYGZmZmzYsGHszJkzjDHGVq9ezZydnZlIJGImJiZs5MiRLCkpib/njz/+yGxtbZmGhgbz8vKqVTlkZmayTz75hNna2jJNTU0GgPXv3589efKkUto//viDubi4MKFQyLp06cJ27NhR7b2rq7eqfH9zjNHAmJfl5ubC0NAQOTk5MDAwUGtebqXlYvjXFduDGIsFiFzqDQ2NmruzTsVl4P2gKwAAv372WDXSpYYrGke5jMFxyVHIGHDps6GweGEqfHFxMcaOHQsAOHDgAK2aS1qFllSvi4uLkZyczG9HRBpeQUEBbGxssGnTJkyZMkXd2VGbnTt3Yvr06QgJCeHHaNVVdfVWle/vljfSrY05HJXKP88qLEViZj4cLfSruaJCXPrzRbtup6tv5dMn+SWQMYDjgHa6iutH6Ojo4MiRI2rKGSGNg+p12xYVFYXbt2/Dw8MDOTk5WLVqFQAondzTlkyZMgUmJia4desWhg0bxq9RpE4UADVj5TKGw9EVAZBYWxOF0nJcvvu0VgHQ7bTnq1nHpefVaRB1Q5CP/zHVE0JLU+177xJCSJ1VN90cAD/z6auvvkJcXBw/2/ncuXMwNTVtqmw2OvlCn8ocO3YMAwcOVHruxRnfzQEFQM3YxaQneJRbAkORAL597RB4OhFXkp9iQt+aR8e/2OqTU1SKR7klsDRs+ibuDFoEkRDSSlhbW1e7Kai1tTXs7OyaZCNPdaquDF6eat+cUQDUjB28VtH680YPKwzoZIrA04m4nPy0xuukZTIkZuYDAAx0tJBbXIbb6bnqCYByq54BVlBQAHNz84p0GRktbssAQpShet16aWlpVTlNvS1pLWVAfRLNVJG0HH/eTAMAjHa1gaudEbQ0ODzMKcaDrMJqr016nI/ScgZ9oRYGOlYsYx6npnFAz6fAKw++CgsLUVhY/echpKWhek1I80cBUDN1PDYdBdJytDcWwd3eGGJtLXSzqVh74crd6luBbqdVBDtdrPTRxbJivJC6BkLTIoiEEEKaIwqAmin57K/Rrjb84GUPScUiXZeTs6q9Vh7sOFnqw0ndAVA1XWCEEEKIulAA1Axl5pXgbPxjABUBkFwfScVOv5eTn1R7/e30ihlgXSwN4GxVsQ5CYkY+Sstr3sumocm7wMxoHzBCCCHNCAVAzVDY9YcolzH0tDVCB7Pn0w3lAVBiZgGe5JdUeb28C8zZSh82RiLoamtCWi7D3ccFjZtxJTLlY4CoC4wQQkgzQgFQM3RI3v3Vy1rhuLGuNjpbVAREV+4q7wbLLpQiPbdi3E1nC31oaHDorKZuMMbY8wCIusAIIS3AypUr0atXL3VngzQBCoCamYy8Ylx/kAMNDnirp3Wl8/JWoKoGQsuDnPbGIujrCACAHwjd1DPBsgtLIX3W7WamJADS0NCAl5cXvLy8oKFBVZG0DlSvm8bZs2fx1ltvwdraGhzH4fDhwwrnGWNYuXIlrK2tIRKJMHjwYMTExCikUXZdS3b69GlwHIfs7OwGu+fdu3fBcVy1a/8o8/TpUwQEBEAikUBbWxtWVlZ4//33lW5wnpqaiokTJ6Jdu3YQi8Xo1atXk6ylRL+dzUx6jnzhQB2006scNHg4yMcBVREApT0f/yPnZCFvAcpVek1jkY//MRILINTSrHReJBLh9OnTOH36dLNYFp2QhkD1umkUFBSgZ8+e+Pbbb5We/+KLL7B582Z8++23uHLlCiwtLeHt7Y28PPVtDVQVqVSq7iw0qKdPn+KVV17BiRMnsH37diQkJCAkJASJiYno06cPkpKS+LRZWVnw9PSEQCDAsWPHEBsbi02bNsHIyKjR80kBUDOTyQ8aVt5lJG8BinmYg/ySskrn4x49mwJv+Xy7DKdnwVBdu8COXE/Dm9+cQ7KKY4hoFWhCWiDGAGmBeh4q7M09fPhwrFmzBmPGjFHyERi2bt2KJUuWYMyYMXBxccHu3btRWFiI/fv3AwAkEgmAiu0ZOI7jX8v9/PPPkEgkMDQ0xHvvvVfrwCkvLw8TJkyArq4urKyssGXLFgwePBgBAQF8GolEgjVr1sDf3x+Ghob473//CwCIiIjAoEGDIBKJYGtri1mzZqGg4Pnf3b1798Ld3R36+vqwtLSEr68vMjIyAFS01AwZMgQAYGxsDI7j4O/vz5fHF198gQ4dOkAkEqFnz574/fff+ftmZWVhwoQJMDMzg0gkgqOjI4KCggAADg4OAABXV1dwHIfBgwfXWAZLlizBw4cPceLECYwYMQJ2dnYYNGgQ/vrrLwgEAsyYMYNPu3HjRtja2iIoKAgeHh6QSCQYOnQoOnbsWKvyrg9aCbqZeZwv3ztLW+l5ayMRbIxESM0uwrV7WRjU2Uzh/K0X1gCSkwdDD7KKkF9SBj2haj/2XRHJuJmai/2X7mHJG1Xvg/Oy51PgaQYYIS1GaSGwrnL3e5P47CGgXf+Vs5OTk5Geng4fHx/+mFAohJeXFyIiIjB16lRcuXIF5ubmCAoKwuuvvw5Nzeet1ImJiTh8+DDCwsKQlZWFd999Fxs2bMDatWtrfO+5c+fiwoULCA0NhYWFBZYvX45r165VGlf05ZdfYtmyZVi6dCkA4MaNGxg2bBhWr16NnTt3IjMzEzNnzsTMmTP5YEQqlWL16tVwcnJCRkYG5syZA39/fxw9ehS2trY4cOAAxo4di7i4OBgYGPAtkEuXLsXBgwcRGBgIR0dHnD17FhMnToSZmRm8vLywbNkyxMbG4tixYzA1NUVCQgKKiooAAJcvX4aHhwdOnDiBbt26QVtb+XeTnEwmQ3BwMCZMmABLS0uFcyKRCNOnT8fSpUvx9OlTmJiYIDQ0FMOGDcN//vMfnDlzBjY2Npg+fTofFDYmCoCamZpagACgr4MJDkal4srdpwoBkEzGcEdJC5CxrjYsDIR4lFuCuPQ8uNkb1zo/jDG+5eh8QvXT71+WUcMA6IKCAv6/rrt379KWAaRVoHqtfunp6QAACwsLheMWFha4d+8eAMDMrOJvp5GRUaUvaplMhl27dkFfv+Lv6KRJk3Dy5MkaA6C8vDzs3r0b+/fvx9ChQwEAQUFBsLauHFC++uqrmD9/Pv/az88Pvr6+fEuRo6Mjtm3bBi8vLwQGBkJHRwcffPABn75Dhw7Ytm0bPDw8kJ+fDz09PZiYVPQQmJub811IBQUF2Lx5M/7++2/069ePv/b8+fP44Ycf4OXlhZSUFLi6usLd3R0AFFrD5OXUrl27SuWkTGZmJrKzs+Hs7Kz0vLOzMxhjSEhIgIeHB5KSkhAYGIi5c+fis88+w+XLlzFr1iwIhUL4+fnV+H71QQFQM/M4v6Iv2FTJ+B+5Ps8CoEsvjQO6n1WIQmk5tLU0IGmn+EfXydIAj3IzVQ6A0nKKkVdc0dV2Ky0XT/JLlI5NUkbeBWZWzRT4x48f1zovhLQULbpeC8QVLTHqeu8GJF9EVo4xVumYMhKJhA9+AMDKyorvaqpOUlISSktL4eHhwR8zNDSEk5NTpbTyYEMuMjISCQkJ2Ldvn0J+ZTIZkpOT4ezsjKioKKxcuRLR0dF4+vQpZLKKSSbV7VIfGxuL4uJieHt7KxyXSqVwdXUFAHz88ccYO3Ysrl27Bh8fH4waNQr9+/ev8fPWBXvWzSlvSZLJZHB3d8e6desAVHS1xcTEIDAwkAKgtqY2LUDycUDR97MVAhJ591dnCz1oaSoO7+piqY+zdzIRp+JA6JdnjkUkPlE6O02ZmvYBI4Q0QxzXIN1Q6iRvqUhPT4eVlRV/PCMjo1KrkDICgUDhNcdxfLBRHfmXu7LA62UvtwzKZDJMnToVs2bNqpTWzs4OBQUF8PHxgY+PD/bu3QszMzOkpKRg2LBh1Q6iluf7yJEjlXZqFworvjuGDx+Oe/fu4ciRIzhx4gSGDh2KGTNm4KuvvqrxM7/MzMwMRkZGiI2NVXr+9u3b0NLS4scWWVlZVQrenJ2dceDAAZXfW1U0CLqZqU0A1NFMF50t9CAtkyEgJBrlsopfLvksLycLg0rXyGeC3VJxIPStlwKmCwm1/882k7bBIISogYODAywtLREeHs4fk0qlOHPmjELLhkAgQHl5eYO9b8eOHSEQCHD58mX+WG5uLuLj42u8tnfv3oiJiUGnTp0qPbS1tXH79m08fvwYGzZswMCBA9GlS5dKrVLyVpUXP1PXrl0hFAqRkpJS6b62trZ8OjMzM/j7+2Pv3r3YunUrduzYUeU9q6OhoYF3330X+/fv57si5YqKirB9+3aMHj0ahoYVe1t6enoiLi5OId2dO3dgb29fq/erDwqAmpnng6CrDho4jsO28a7QEWjgXPxjbDtZ8cslb61xfmEAtJzTC2sBKftvpCrye3o8a3W6kFj7AIhmgRFCGkt+fj6io6P59WmSk5MRHR2NlJQUcByHgIAArFu3DocOHcLNmzfh7+8PsVgMX19f/h4SiQQnT55Eeno6srKq32OxNvT19TF58mQsWLAAp06dQkxMDD744ANoaGjU2PW2aNEi/PPPP5gxYwaio6MRHx+P0NBQfPLJJwAqWoG0tbXxzTffICkpCaGhoVi9erXCPezt7cFxHMLCwpCZmYn8/Hzo6+tj/vz5mDNnDnbv3o3ExERERUXhu+++w+7duwEAy5cvx//+9z8kJCQgJiYGYWFh/Bgec3NziEQi/Pnnn3j06BFycnJqLIe1a9fyyw4cO3YM9+/fx9mzZzFs2DBoaGjg66+/5tPOmTMHFy9exLp165CQkID9+/djx44dCjPFGgsFQM1MbVqAgIp1ftaN7g4A2PZ3PM7cyeQHK7+4BpBcJ3M9aGpwyCkqxaPcqrfReJk8AJrYzx5aGhzuPy1CypPCGq9jjD3vAjOgLjBCSMO6evUqXF1d+XEsc+fOhaurK5YvXw4AWLhwIQICAjB9+nS4u7sjNTUVx48fVxjbs2nTJoSHh8PW1pa/T31t3rwZ/fr1w5tvvonXXnsNnp6ecHZ2ho5O9X8He/TogTNnziA+Ph4DBw6Eq6srli1bxnfhmZmZYdeuXfjtt9/QtWtXbNiwoVIXlY2NDT7//HMsXrwYFhYWmDlzJgBg9erVWL58OdavXw9nZ2cMGzYMf/zxB98Npa2tjU8//RQ9evTAoEGDoKmpieDgYACAlpYWtm3bhh9++AHW1tYYOXJkjWVgamqKixcvYsiQIZg6dSocHBzg5eWF8vJyREdHK3RL9unTB4cOHcIvv/wCFxcXrF69Glu3bsWECRNqX+h1xDFVmgPaiNzcXBgaGiInJwcGBpWDicZSXFqOLsv+BABcX+kDAx1BDVcAnx26gf2XUmAsFiC7qBSMAVeWvKY0gHpt8xkkZORj1/t9MNjJvMZ7S8tk6Lr8T5TJGM4vGoK5If/i8t2nWDe6O3z72lV77T+JTzD+x4sQCTQRtdwbOoLKCyEWFBRAT69ia4/8/HyaLUNahZZUr4uLi5GcnAwHB4cav6BJ3RQUFMDGxgabNm3ClClT1J0dtdm5cyemT5+OkJAQjBo1ql73qq7eqvL9TS1AzYi89UdbSwP6tVyrZ/mbXeFiY4Csworgx1RPu8rWIycVt8RIepyPMhmDvlALNkYi9O/UDkDtxgHtjrgLABjd20Zp8ANU9BW7u7vD3d2dtgwgrQbV67YtKioKv/zyCxITE3Ht2jW+JaM2LSet2ZQpUxAcHIxbt27xawypG80Ca0Yyn43/MdMT1mqqJgDoCDQROMENb35zHjlFpUq7v+S6WOjjCNJqvSK0PFBystQHx3EY0MkUW0/EIyLxMWQyBg0N5XlMzS7C8diKwW+T+0mqvL9IJMKVK1dqlRdCWgqq161XddPNAfAzn7766ivExcVBW1sbbm5uOHfuHExNTZsqm41O3sKpzLFjxzBw4ECl50aPHt1YWaoTCoCakcfPWoBMVRw0bGsixrbxrvjs4A2MdbOpMl0vOyMAwPGYdDwtkMJEt/oVPeXT6uUtRz1tjaCrrYmswlLEpuXCxcZQ6XV7L96DjAH9OrTjryWEkJbO2tq62k1Bra2tYWdn1yQbeapTdWXw8lT75owCoGbkxRYgVXl1NsOFxa9Wm8azoylcbAxwMzUX208lYOmb1W9rIV8zqItVRauSQFMDr3Roh5O3M3Ah4bHSAKi4tBzBlyt2+/X3lKj8OQghpLnS0tJCp06d1J0NtWstZUAd1M1IbWeA1ZWGBocFw7oAAPZcvIe0nOr7YePSK2+r0b9TRTPuhUTl22KE/vsQWYWlsDES4TXn6hccKywshEQigUQiQWFhzTPLCGkJqF4T0jJQANSEHmQVYsfZRPzf+WSl5x/zLUDVd03VxyBHU3g4mEBaJsO2kwlVpsspKsXDnIp1fDpbPA+ABjwLgC4nP0FJmeLCWIwx7LpwFwAwqZ89NKsYI/Ri+nv37uHevXsqrU1ESHNG9ZqQloECoCb0MLsY647eRlCE8gCosVuAgIpFFBcOq9iX5ter95H8uEBpOnnrj42RCIai59PxO1vowVRPiOJSGa7dy1a45uq9LMSm5UKopYFx7rYghBBCmisKgJqQpF3FRn+pWUWQllXeV0a+EWpjBkAA4C4xwatdzFEuY9gSfkdpGvn4n5cHMXMcB88qpsPvejb1fVQvGxjXMMCaEEIIUScKgJqQmb4QYm1NyFhFd9jL5C1A1W2D0VDm+XQGUDFmJ/Zh5Q1Sb6crzgB7keezbrCD1x5g/bFb2HUhGYejUvHnzWdT3/tLGinXhBBCSMOgAKgJcRwH+3YVq8LeU7KdRFN0gcl1szbkd3XfdDyu0vnbSgZAyw10NIWWBoeHOcX44UwSVv4Ry2/K6uFggq7WTbd6NiGEvOzu3bvgOK7a6dptgUQiwdatW9WdjWaLpsE3MUk7MW6l5eLuE8WxNwUlZSgqrRhU3BQtQAAw17szjt5Iw8nbGYhIfIz+HStadhhjuFPNvmJWhiIEf/QKIu9lIT23GOk5xUjPLUaRtJwfX0QIIUS9rly5otJWLKdPn8aQIUOQlZUFIyOjxstYM0EBUBOrqgVI3voj1taEbi23wagvB1Nd+HrY4eeL9/DpwRv4c/YgiLQ1kZpdhLySMgg0OXQwU/7L4y4xgfuzHeLriuM4flXV2q58TUhzR/WaNBdmZmbqzkKzRl1gTUw+EPrlFiB+CnwTdH+9aMHrTrAy1MG9J4V8V9jtZytAdzTTg0Cz8aqIWCxGTEwMYmJiIBaLG+19CGlKraVeFxQUVPkoLi6uddqX932qKp2qZDIZNm7ciE6dOkEoFMLOzg5r165VSJOUlIQhQ4ZALBajZ8+e+Oeff/hzT548wfjx49G+fXuIxWJ0794dv/zyi8L1gwcPxqxZs7Bw4UKYmJjA0tISK1euVEhz+/ZtDBgwADo6OujatStOnDgBjuNw+PBhPk1qairGjRsHY2NjtGvXDiNHjsTdu3er/GynT58Gx3E4cuQIevbsCR0dHfTt2xc3btxQSHfgwAF069YNQqEQEokEmzZtUjj/chcYx3H46aefMHr0aIjFYjg6OiI0NBRARbfhkCFDAADGxsbgOA7+/v5V5rE1oACoidXUAtRU3V9yBjoCrBvdHQDwfxeScS0lC3GPqh7/QwhpG/T09Kp8jB07ViGtubl5lWmHDx+ukFYikShNp6pPP/0UGzduxLJlyxAbG4v9+/fDwkJx8dUlS5Zg/vz5iI6ORufOnTF+/HiUlZUBqNhR3M3NDWFhYbh58yY++ugjTJo0CZcuXVK4x+7du6Grq4tLly7hiy++wKpVqxAeHg6gIggbNWoUxGIxLl26hB07dmDJkiUK1xcWFmLIkCHQ09PD2bNncf78eejp6eH111+HVCqt9jMuWLAAX331Fa5cuQJzc3O8/fbbKC0tBQBERkbi3XffxXvvvYcbN25g5cqVWLZsGXbt2lXtPT///HO8++67uH79OkaMGIEJEybg6dOnsLW1xYEDBwAAcXFxSEtLw9dff139D6GlY6SSnJwcBoDl5OQ0+L0fZhcy+0VhrOOnR1hpWTl/fHdEMrNfFMam7rna4O9ZG3OCo5j9ojA2dNNp9tGeK8x+URjbfipBLXkhhDSNoqIiFhsby4qKiiqdA1DlY8SIEQppxWJxlWm9vLwU0pqamipNp4rc3FwmFArZjz/+qPR8cnIyA8B++ukn/lhMTAwDwG7dulXlfUeMGMHmzZvHv/by8mIDBgxQSNOnTx+2aNEixhhjx44dY1paWiwtLY0/Hx4ezgCwQ4cOMcYY27lzJ3NycmIymYxPU1JSwkQiEfvrr7+U5uPUqVMMAAsODuaPPXnyhIlEIhYSEsIYY8zX15d5e3srXLdgwQLWtWtX/rW9vT3bsmUL/xoAW7p0Kf86Pz+fcRzHjh07pvC+WVlZVZZRc1BdvVXl+5vGADUxC30dCLU0UFImw8PsYtg96xJ73IQzwJRZ/lZXnI1/jISMfCRk5ANo/BagwsJC9OnTB0DFYL2W3F1AiFxrqdf5+flVntPU1FR4nZGRUWVaDQ3Fjobqun5q69atWygpKcHQoUOrTdejRw/+uZWVFYCKvHbp0gXl5eXYsGEDQkJCkJqaipKSEpSUlFQaNPziPeT3kX/euLg42NrawtLSkj/v4eGhkD4yMhIJCQnQ11f8e1pcXIzExMRq89+vXz/+uYmJCZycnHDr1i2+DEaOHKmQ3tPTE1u3bkV5eXmln5Gyz6Orqwt9ff1qf36tGQVATUxDg4N9OzHuPMrH3ScFfAAk3wi1qbvA5IzE2lgzqhum7b3GH2vsndwZY4iNjeWfE9IatJZ6rcrsocZKWxWRSFSrdALB81Xs5QPSZbKKRWg3bdqELVu2YOvWrejevTt0dXUREBBQqVvqxXvI7yO/B2OsxoHuMpkMbm5u2LdvX6VzdRmkLH8/Ze9dm/pW3edpa2gMkBo8Hwf0fOBfZl7TrAJdndddrDCie8V/MgY6WrAy1FFbXgghpCqOjo4QiUQ4efJkne9x7tw5jBw5EhMnTkTPnj3RoUMHxMfHq3SPLl26ICUlBY8ePeKPXblyRSFN7969ER8fD3Nzc3Tq1EnhYWhoWO39L168yD/PysrCnTt30KVLxYbWXbt2xfnz5xXSR0REoHPnzlW2/tREW7tiBf/y8vIaUrYOFACpwfOZYM8HQj9vAVLvFhKrRrqgf8d2mOrVkabwEkKaJR0dHSxatAgLFy7Enj17kJiYiIsXL2Lnzp21vkenTp0QHh6OiIgI3Lp1C1OnTkV6erpK+fD29kbHjh0xefJkXL9+HRcuXOAHQcv/fk6YMAGmpqYYOXIkzp07h+TkZJw5cwazZ8/GgwcPqr3/qlWrcPLkSdy8eRP+/v4wNTXFqFGjAADz5s3DyZMnsXr1aty5cwe7d+/Gt99+i/nz56v0GV5kb28PjuMQFhaGzMzMartBWwMKgNRAWQuQuscAyZnqCbH/v69gxpBOas0HIYRUZ9myZZg3bx6WL18OZ2dnjBs3TqWxLMuWLUPv3r0xbNgwDB48GJaWlnxwUVuampo4fPgw8vPz0adPH3z44YdYunQpgIogDahYFuHs2bOws7PDmDFj4OzsjA8++ABFRUUwMKh+1fwNGzZg9uzZcHNzQ1paGkJDQ/lWmt69e+PXX39FcHAwXFxcsHz5cqxatapeU9dtbGzw+eefY/HixbCwsMDMmTPrfK+WgGMtuZO6keTm5sLQ0BA5OTk1VtC6OB//GBN3XkIncz2cmOsFxhiclv0JaZkM5xcNQXvjljloUlUFBQX89Nf8/PwGGRtAiLq1pHpdXFyM5ORkODg48F/YpH4uXLiAAQMGICEhAR07dqzTPdraisyqqq7eqvL9TYOg1cD+WRdYypNClMsY8kvK+N3h1TUImhBCiOoOHToEPT09ODo6IiEhAbNnz4anp2edgx/SdCgAUgNrIxEEmhyk5TJ+Dy0A0NfRgo6gboPXWiKO42Bvb88/J6Q1oHrdtuTl5WHhwoW4f/8+TE1N8dprr1VakZk0TxQAqYGmBgdbEzGSMgtw73EBNDQq/kiqe/xPUxOLxQ2yJgghzQnV67bFz88Pfn5+DXrPwYMHt+glFFoKGgStJpJnA6HvPilU2zYYhBBCSFtFAZCayMcB3XtSoLaNUAkhhJC2Su0B0Pbt2/mR3G5ubjh37lytrrtw4QK0tLTQq1evSueys7MxY8YMWFlZQUdHB87Ozjh69GgD57x+nrcAFfAtQGZtrAWoqKgIffr0QZ8+fSrtGE1IS0X1mpCWQa1jgEJCQhAQEIDt27fD09MTP/zwA4YPH47Y2FjY2dlVeV1OTg78/PwwdOhQhRU4AUAqlcLb2xvm5ub4/fff0b59e9y/f7/SPizq9rwFqBAGOhVLk7e1FiCZTIarV6/yzwlpDaheE9IyqDUA2rx5M6ZMmYIPP/wQALB161b89ddfCAwMxPr166u8burUqfD19eUXoXrR//3f/+Hp06eIiIjg9zyRz8hoTl5sAbJ8tuVEW2sBIoQQQtRFbV1gUqkUkZGR8PHxUTju4+ODiIiIKq8LCgpCYmIiVqxYofR8aGgo+vXrhxkzZsDCwgIuLi5Yt25dtXublJSUIDc3V+HR2GyMRdDU4FBcKkPMw4r3M9VX7zYYhBBCSFuhtgDo8ePHKC8vh4WFhcJxCwuLKvdjiY+Px+LFi7Fv3z5oaSlvvEpKSsLvv/+O8vJyHD16FEuXLsWmTZuwdu3aKvOyfv16GBoa8g9bW9u6f7BaEmhqoL1xxY7Gz8cA0UqshBBSX3fv3gXHcYiOjlZ3VtRKIpFg69at6s5Gs6X2QdAvLxTGGFO6eFh5eTl8fX3x+eefo3PnzlXeTyaTwdzcHDt27ICbmxvee+89LFmyBIGBgVVe8+mnnyInJ4d/3L9/v+4fSAXyPcHk2toYIEIIIY3nypUr+Oijj2qd/vTp0+A4DtnZ2Y2XqWZEbWOATE1NoampWam1JyMjo1KrEFCx2ubVq1cRFRXFb9Amk8nAGIOWlhaOHz+OV199FVZWVhAIBNDUfL6isrOzM9LT0yGVSvmN5F4kFAohFDZ98CFpJ8bZF163U/NO8IQQQloPMzMzdWehWVNbC5C2tjbc3NwQHh6ucDw8PBz9+/evlN7AwAA3btxAdHQ0/5g2bRqcnJwQHR2Nvn37AgA8PT2RkJCgMPvizp07sLKyUhr8qNOLLUDGYgEEmmpvkGtypqamMDU1VXc2CGlQraFeFxQUVPkoLi6uddqXlwKoKp2qZDIZNm7ciE6dOkEoFMLOzq7SUIekpCQMGTIEYrEYPXv2xD///MOfe/LkCcaPH4/27dtDLBaje/fu+OWXXxSuHzx4MGbNmoWFCxfCxMQElpaWWLlypUKa27dvY8CAAdDR0UHXrl1x4sQJcBynMEEnNTUV48aNg7GxMdq1a4eRI0dWu1q4vCXmyJEj6NmzJ3R0dNC3b1/cuHFDId2BAwfQrVs3CIVCSCSSSltwvNwFxnEcfvrpJ4wePRpisRiOjo4IDQ0FUNFtOGTIEACAsbExOI6r187yLQJTo+DgYCYQCNjOnTtZbGwsCwgIYLq6uuzu3buMMcYWL17MJk2aVOX1K1asYD179lQ4lpKSwvT09NjMmTNZXFwcCwsLY+bm5mzNmjW1zldOTg4DwHJycur0uWrrRGw6s18UxuwXhTHvzacb9b0IIeRlRUVFLDY2lhUVFVU6B6DKx4gRIxTSisXiKtN6eXkppDU1NVWaTlULFy5kxsbGbNeuXSwhIYGdO3eO/fjjj4wxxpKTkxkA1qVLFxYWFsbi4uLYO++8w+zt7VlpaSljjLEHDx6wL7/8kkVFRbHExES2bds2pqmpyS5evMi/h5eXFzMwMGArV65kd+7cYbt372Ycx7Hjx48zxhgrLy9nTk5OzNvbm0VHR7Nz584xDw8PBoAdOnSIMcZYQUEBc3R0ZB988AG7fv06i42NZb6+vszJyYmVlJQo/WynTp1iAJizszM7fvw4u379OnvzzTeZRCJhUqmUMcbY1atXmYaGBlu1ahWLi4tjQUFBTCQSsaCgIP4+9vb2bMuWLQo/0/bt27P9+/ez+Ph4NmvWLKanp8eePHnCysrK2IEDBxgAFhcXx9LS0lh2drbKP5emUF29VeX7W60BEGOMfffdd8ze3p5pa2uz3r17szNnzvDnJk+eXOmX50XKAiDGGIuIiGB9+/ZlQqGQdejQga1du5aVlZXVOk9NFQDFP8rjA6DxO/5p1PcihJCXtdQAKDc3lwmFQj7geZk8APrpp5/4YzExMQwAu3XrVpX3HTFiBJs3bx7/2svLiw0YMEAhTZ8+fdiiRYsYY4wdO3aMaWlpsbS0NP58eHi4QgC0c+dO5uTkxGQyGZ+mpKSEiUQi9tdffynNhzwACg4O5o89efKEiUQiFhISwhhjzNfXl3l7eytct2DBAta1a1f+tbIAaOnSpfzr/Px8xnEcO3bsmML7ZmVlVVlGzUFDBUBq3wx1+vTpmD59utJzu3btqvbalStXVmqOBIB+/frh4sWLDZC7xmVrIgLHAYzRAGhCSPOSn59f5bkXx1gCFWM3q6Khodi13xAbxd66dQslJSUYOnRotel69OjBP7eysgJQkdcuXbqgvLwcGzZsQEhICFJTU1FSUoKSkhLo6upWeQ/5feSfNy4uDra2trC0tOTPe3h4KKSPjIxEQkJCpcV4i4uLkZiYWG3++/Xrxz83MTGBk5MTbt26xZfByJEjFdJ7enpi69atKC8vr/QzUvZ5dHV1oa+vX+3PrzVTewDUlgm1NGFtKEJqdlGb3Ai1qKgIw4cPBwAcO3YMIpFIzTkipP5aS71+ORBQR9qq1LZM5YvhAs9nHMvHh27atAlbtmzB1q1b0b17d+jq6iIgIABSqbTKe8jvI78Hq2LW8otkMhnc3Nywb9++SufqMkhZ/n7K3pvVYgf56j5PW0MBkJpJTMVIzS5qky1AMpkMZ86c4Z8T0hpQvW58jo6OEIlEOHnyJL+TgKrOnTuHkSNHYuLEiQAqflbx8fFwdnau9T26dOmClJQUPHr0iJ+9fOXKFYU0vXv3RkhICMzNzWFgYKBSHi9evMhvC5WVlYU7d+6gS5cuAICuXbvi/PnzCukjIiLQuXPnKlt/aiKfKFTdwsGtSdubdtTMjHFtDzsTMbw603RFQgipDR0dHSxatAgLFy7Enj17kJiYiIsXL2Lnzp21vkenTp0QHh6OiIgI3Lp1C1OnTq1yEd6qeHt7o2PHjpg8eTKuX7+OCxcuYMmSJQCet9RMmDABpqamGDlyJM6dO4fk5GScOXMGs2fPxoMHD6q9/6pVq3Dy5EncvHkT/v7+MDU1xahRowAA8+bNw8mTJ7F69WrcuXMHu3fvxrfffov58+er9BleZG9vD47jEBYWhszMzGq7QVsDCoDUbKxbe5xdOATOVqr9Z0AIIW3ZsmXLMG/ePCxfvhzOzs4YN26cSmNZli1bht69e2PYsGEYPHgwLC0t+eCituT7Uebn56NPnz748MMPsXTpUgAVQRoAiMVinD17FnZ2dhgzZgycnZ3xwQcfoKioqMYWoQ0bNmD27Nlwc3NDWloaQkND+Vaa3r1749dff0VwcDBcXFywfPlyrFq1ql5T121sbPD5559j8eLFsLCw4Nfca604VptOwzYmNzcXhoaGyMnJUbnJktReQUEB9PT0AFQMuGyIsQGEqFtLqtfFxcVITk6Gg4MD/4VN6ufChQsYMGAAEhIS0LFjxzrd4/Tp0xgyZAiysrJgZGTUsBlsBaqrt6p8f9MYIEIIIaSODh06BD09PTg6OiIhIQGzZ8+Gp6dnnYMf0nQoACKEEELqKC8vDwsXLsT9+/dhamqK1157rdKKzKR5ogCIqJVYLFZ3FghpcFSv2w4/Pz/4+fk16D0HDx5cqyntpH4oACJqo6urW6c9gAhpzqheE9Iy0CwwQghp46i1gbQkDVVfKQAihJA2Sr4qcGFhoZpzQkjtyVfrruuCj3LUBUbUpri4GGPHjgUAHDhwgKbhklahJdVrTU1NGBkZ8evniMXiGrd2IESdZDIZMjMzIRaLoaVVvxCGAiCiNuXl5Th69Cj/nJDWoKXVa/lGnm11Q0zS8mhoaMDOzq7ewToFQIQQ0oZxHAcrKyuYm5ujtLRU3dkhpEba2trQ0Kj/CB4KgAghhEBTU7PeYyoIaUloEDQhhBBC2hwKgAghhBDS5lAARAghhJA2h8YAKSFfZCk3N1fNOWndXlwtNzc3t0XMmCGkJlSvCVEf+fd2bRZL5BgtAVrJgwcPYGtrq+5sEEIIIaQO7t+/j/bt21ebhgIgJWQyGR4+fAh9ff0GXxQsNzcXtra2uH//PgwMDBr03kQRlXXTobJuOlTWTYfKuuk0VFkzxpCXlwdra+sap8pTF5gSGhoaNUaO9WVgYEC/UE2EyrrpUFk3HSrrpkNl3XQaoqwNDQ1rlY4GQRNCCCGkzaEAiBBCCCFtDgVATUwoFGLFihUQCoXqzkqrR2XddKismw6VddOhsm466ihrGgRNCCGEkDaHWoAIIYQQ0uZQAEQIIYSQNocCIEIIIYS0ORQAEUIIIaTNoQCoCW3fvh0ODg7Q0dGBm5sbzp07p+4stXjr169Hnz59oK+vD3Nzc4waNQpxcXEKaRhjWLlyJaytrSESiTB48GDExMSoKcetx/r168FxHAICAvhjVNYNJzU1FRMnTkS7du0gFovRq1cvREZG8ueprBtGWVkZli5dCgcHB4hEInTo0AGrVq2CTCbj01BZ193Zs2fx1ltvwdraGhzH4fDhwwrna1O2JSUl+OSTT2BqagpdXV28/fbbePDgQf0zx0iTCA4OZgKBgP34448sNjaWzZ49m+nq6rJ79+6pO2st2rBhw1hQUBC7efMmi46OZm+88Qazs7Nj+fn5fJoNGzYwfX19duDAAXbjxg02btw4ZmVlxXJzc9WY85bt8uXLTCKRsB49erDZs2fzx6msG8bTp0+Zvb098/f3Z5cuXWLJycnsxIkTLCEhgU9DZd0w1qxZw9q1a8fCwsJYcnIy++2335ienh7bunUrn4bKuu6OHj3KlixZwg4cOMAAsEOHDimcr03ZTps2jdnY2LDw8HB27do1NmTIENazZ09WVlZWr7xRANREPDw82LRp0xSOdenShS1evFhNOWqdMjIyGAB25swZxhhjMpmMWVpasg0bNvBpiouLmaGhIfv+++/Vlc0WLS8vjzk6OrLw8HDm5eXFB0BU1g1n0aJFbMCAAVWep7JuOG+88Qb74IMPFI6NGTOGTZw4kTFGZd2QXg6AalO22dnZTCAQsODgYD5Namoq09DQYH/++We98kNdYE1AKpUiMjISPj4+Csd9fHwQERGhply1Tjk5OQAAExMTAEBycjLS09MVyl4oFMLLy4vKvo5mzJiBN954A6+99prCcSrrhhMaGgp3d3f85z//gbm5OVxdXfHjjz/y56msG86AAQNw8uRJ3LlzBwDw77//4vz58xgxYgQAKuvGVJuyjYyMRGlpqUIaa2truLi41Lv8aTPUJvD48WOUl5fDwsJC4biFhQXS09PVlKvWhzGGuXPnYsCAAXBxcQEAvnyVlf29e/eaPI8tXXBwMK5du4YrV65UOkdl3XCSkpIQGBiIuXPn4rPPPsPly5cxa9YsCIVC+Pn5UVk3oEWLFiEnJwddunSBpqYmysvLsXbtWowfPx4A1evGVJuyTU9Ph7a2NoyNjSulqe/3JwVATYjjOIXXjLFKx0jdzZw5E9evX8f58+crnaOyr7/79+9j9uzZOH78OHR0dKpMR2VdfzKZDO7u7li3bh0AwNXVFTExMQgMDISfnx+fjsq6/kJCQrB3717s378f3bp1Q3R0NAICAmBtbY3Jkyfz6aisG09dyrYhyp+6wJqAqakpNDU1K0WrGRkZlSJfUjeffPIJQkNDcerUKbRv354/bmlpCQBU9g0gMjISGRkZcHNzg5aWFrS0tHDmzBls27YNWlpafHlSWdeflZUVunbtqnDM2dkZKSkpAKheN6QFCxZg8eLFeO+999C9e3dMmjQJc+bMwfr16wFQWTem2pStpaUlpFIpsrKyqkxTVxQANQFtbW24ubkhPDxc4Xh4eDj69++vply1DowxzJw5EwcPHsTff/8NBwcHhfMODg6wtLRUKHupVIozZ85Q2ato6NChuHHjBqKjo/mHu7s7JkyYgOjoaHTo0IHKuoF4enpWWs7hzp07sLe3B0D1uiEVFhZCQ0Pxq1BTU5OfBk9l3XhqU7Zubm4QCAQKadLS0nDz5s36l3+9hlCTWpNPg9+5cyeLjY1lAQEBTFdXl929e1fdWWvRPv74Y2ZoaMhOnz7N0tLS+EdhYSGfZsOGDczQ0JAdPHiQ3bhxg40fP56msDaQF2eBMUZl3VAuX77MtLS02Nq1a1l8fDzbt28fE4vFbO/evXwaKuuGMXnyZGZjY8NPgz948CAzNTVlCxcu5NNQWdddXl4ei4qKYlFRUQwA27x5M4uKiuKXgKlN2U6bNo21b9+enThxgl27do29+uqrNA2+pfnuu++Yvb0909bWZr179+anapO6A6D0ERQUxKeRyWRsxYoVzNLSkgmFQjZo0CB248YN9WW6FXk5AKKybjh//PEHc3FxYUKhkHXp0oXt2LFD4TyVdcPIzc1ls2fPZnZ2dkxHR4d16NCBLVmyhJWUlPBpqKzr7tSpU0r/Rk+ePJkxVruyLSoqYjNnzmQmJiZMJBKxN998k6WkpNQ7bxxjjNWvDYkQQgghpGWhMUCEEEIIaXMoACKEEEJIm0MBECGEEELaHAqACCGEENLmUABECCGEkDaHAiBCCCGEtDkUABFCCCGkzaEAiBBCCCFtDgVAhBBCCGlzKAAihDR7/v7+4Diu0iMhIUHdWSOEtFBa6s4AIYTUxuuvv46goCCFY2ZmZgqvpVIptLW1mzJbhJAWilqACCEtglAohKWlpcJj6NChmDlzJubOnQtTU1N4e3sDADZv3ozu3btDV1cXtra2mD59OvLz8/l77dq1C0ZGRggLC4OTkxPEYjHeeecdFBQUYPfu3ZBIJDA2NsYnn3yC8vJy/jqpVIqFCxfCxsYGurq66Nu3L06fPt3URUEIaQDUAkQIadF2796Njz/+GBcuXIB8b2cNDQ1s27YNEokEycnJmD59OhYuXIjt27fz1xUWFmLbtm0IDg5GXl4exowZgzFjxsDIyAhHjx5FUlISxo4diwEDBmDcuHEAgPfffx93795FcHAwrK2tcejQIbz++uu4ceMGHB0d1fL5CSF1Q7vBE0KaPX9/f+zduxc6Ojr8seHDhyMzMxM5OTmIioqq9vrffvsNH3/8MR4/fgygogXo/fffR0JCAjp27AgAmDZtGn7++Wc8evQIenp6ACq63SQSCb7//nskJibC0dERDx48gLW1NX/v1157DR4eHli3bl1Df2xCSCOiFiBCSIswZMgQBAYG8q91dXUxfvx4uLu7V0p76tQprFu3DrGxscjNzUVZWRmKi4tRUFAAXV1dAIBYLOaDHwCwsLCARCLhgx/5sYyMDADAtWvXwBhD586dFd6rpKQE7dq1a9DPSghpfBQAEUJaBF1dXXTq1Enp8Rfdu3cPI0aMwLRp07B69WqYmJjg/PnzmDJlCkpLS/l0AoFA4TqO45Qek8lkAACZTAZNTU1ERkZCU1NTId2LQRMhpGWgAIgQ0qpcvXoVZWVl2LRpEzQ0KuZ5/Prrr/W+r6urK8rLy5GRkYGBAwfW+36EEPWiWWCEkFalY8eOKCsrwzfffIOkpCT8/PPP+P777+t9386dO2PChAnw8/PDwYMHkZycjCtXrmDjxo04evRoA+ScENKUKAAihLQqvXr1wubNm7Fx40a4uLhg3759WL9+fYPcOygoCH5+fpg3bx6cnJzw9ttv49KlS7C1tW2Q+xNCmg7NAiOEEEJIm0MtQIQQQghpcygAIoQQQkibQwEQIYQQQtocCoAIIYQQ0uZQAEQIIYSQNocCIEIIIYS0ORQAEUIIIaTNoQCIEEIIIW0OBUCEEEIIaXMoACKEEEJIm0MBECGEEELanP8HRGJUL3Edzu4AAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import warnings\n", "\n", "import freud\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import ruptures as rpt\n", "\n", "import dupin as du\n", "\n", "warnings.simplefilter(\"ignore\")\n", "ls = 6\n", "FILENAME = \"../data/lj-sim.xyz\"\n", "\n", "\n", "def steinhardt_custom_generator(system):\n", " steinhardt = freud.order.Steinhardt(l=ls)\n", " nlist_kwargs = {\"num_neighbors\": 12, \"exclude_ii\": True}\n", " steinhardt.compute(system, neighbors=nlist_kwargs)\n", " return {f\"Q{ls}\": steinhardt.particle_order}\n", "\n", "\n", "pipeline = du.data.base.CustomGenerator(steinhardt_custom_generator).pipe(\n", " du.data.reduce.NthGreatest((10, 50))\n", ")\n", "signal_aggregator = du.data.aggregate.SignalAggregator(pipeline)\n", "with open(FILENAME) as file:\n", " # Read the number of atoms\n", " N = int(file.readline().strip())\n", " # Read the comment line\n", " comment = file.readline().strip()\n", " box_params = float_list = [float(x) for x in comment.split()]\n", "box_params = freud.Box.from_box(box_params)\n", "traj = np.genfromtxt(FILENAME, skip_header=2, invalid_raise=False)[\n", " :, 1:4\n", "].reshape(-1, N, 3)\n", "box = freud.box.Box.cube(L=20)\n", "\n", "for frame_positions in traj:\n", " signal_aggregator.accumulate((box, frame_positions))\n", "lin_regress_cost = du.detect.CostLinearFit()\n", "dynp = rpt.Dynp(custom_cost=lin_regress_cost)\n", "sweep_detector = du.detect.SweepDetector(\n", " dynp, max_change_points=6, tolerance=0.001\n", ")\n", "change_points = sweep_detector.fit(signal_aggregator.to_dataframe())\n", "plt.plot(sweep_detector.costs_)\n", "plt.title(\"Detection of change points\\nusing linear regression cost\")\n", "plt.xlabel(\"Frame\")\n", "plt.ylabel(\"Cost\")\n", "plt.axvline(sweep_detector.opt_n_change_points_, color=\"k\", linestyle=\"--\")\n", "plt.show()\n", "# add change points as vlines\n", "plt.plot(\n", " signal_aggregator.to_dataframe().to_numpy(),\n", " label=signal_aggregator.to_dataframe().columns.to_list(),\n", ")\n", "for change_point in change_points:\n", " plt.axvline(change_point, color=\"k\", linestyle=\"--\", label=\"change point\")\n", "plt.title(\"Results plotted on\\naggregated signal\")\n", "plt.xlabel(\"Frame\")\n", "plt.ylabel(\"reduced order parameters\")\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "They are exactly the same! As is expected. The freud generators are convenience\n", "functions for easier handling of freud data.\n", "\n", "## A More complicated custom generator example\n", "\n", "Now let's try computing two different l's for Steinhardt order parameter using a custom\n", "generator:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import warnings\n", "\n", "import freud\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import ruptures as rpt\n", "\n", "import dupin as du\n", "\n", "warnings.simplefilter(\"ignore\")\n", "ls = [6, 12]\n", "FILENAME = \"../data/lj-sim.xyz\"\n", "\n", "steinhardt = freud.order.Steinhardt(l=ls)\n", "nlist_kwargs = {\"num_neighbors\": 12, \"exclude_ii\": True}\n", "\n", "\n", "def steinhardt_custom_generator(system):\n", " steinhardt = freud.order.Steinhardt(l=ls)\n", " nlist_kwargs = {\"num_neighbors\": 12, \"exclude_ii\": True}\n", " steinhardt.compute(system, neighbors=nlist_kwargs)\n", " keys = [f\"Q{l}\" for l in ls]\n", " properties_dict = {}\n", " for i, key in enumerate(keys):\n", " properties_dict[key] = steinhardt.particle_order.T[i]\n", " return properties_dict\n", "\n", "\n", "pipeline = du.data.base.CustomGenerator(steinhardt_custom_generator).pipe(\n", " du.data.reduce.NthGreatest((10, 50))\n", ")\n", "signal_aggregator = du.data.aggregate.SignalAggregator(pipeline)\n", "with open(FILENAME) as file:\n", " # Read the number of atoms\n", " N = int(file.readline().strip())\n", " # Read the comment line\n", " comment = file.readline().strip()\n", " box_params = float_list = [float(x) for x in comment.split()]\n", "box_params = freud.Box.from_box(box_params)\n", "traj = np.genfromtxt(FILENAME, skip_header=2, invalid_raise=False)[\n", " :, 1:4\n", "].reshape(-1, N, 3)\n", "box = freud.box.Box.cube(L=20)\n", "\n", "for frame_positions in traj:\n", " signal_aggregator.accumulate((box, frame_positions))\n", "lin_regress_cost = du.detect.CostLinearFit()\n", "dynp = rpt.Dynp(custom_cost=lin_regress_cost)\n", "sweep_detector = du.detect.SweepDetector(\n", " dynp, max_change_points=6, tolerance=0.001\n", ")\n", "change_points = sweep_detector.fit(signal_aggregator.to_dataframe())\n", "plt.plot(sweep_detector.costs_)\n", "plt.title(\"Detection of change points\\nusing linear regression cost\")\n", "plt.xlabel(\"Frame\")\n", "plt.ylabel(\"Cost\")\n", "plt.axvline(sweep_detector.opt_n_change_points_, color=\"k\", linestyle=\"--\")\n", "plt.show()\n", "# add change points as vlines\n", "plt.plot(\n", " signal_aggregator.to_dataframe().to_numpy(),\n", " label=signal_aggregator.to_dataframe().columns.to_list(),\n", ")\n", "for change_point in change_points:\n", " plt.axvline(change_point, color=\"k\", linestyle=\"--\", label=\"change point\")\n", "plt.title(\"Results plotted on\\naggregated signal\")\n", "plt.xlabel(\"Frame\")\n", "plt.ylabel(\"reduced order parameters\")\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Minkowski structure metrics using custom generator\n", "A very useful set of order parameter which uses Voronoi weighted Steinhardt order\n", "parameter computation is often referred to as Minkowski order parameters. To compute\n", "Minkowski order parameters the custom generator function is slightly more complicated:\n", "Now lets do a more complicated example: minkowski!" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import warnings\n", "\n", "import freud\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import ruptures as rpt\n", "\n", "import dupin as du\n", "\n", "warnings.simplefilter(\"ignore\")\n", "ls = 6\n", "FILENAME = \"../data/lj-sim.xyz\"\n", "\n", "\n", "# custom generator function\n", "def minkowski_generator(system):\n", " # compute voronoi neighbors and get nlist\n", " vor = freud.locality.Voronoi()\n", " vor.compute(system)\n", " nlist = vor.nlist\n", " # compute steinhardt\n", " steinhardt = freud.order.Steinhardt(l=ls, weighted=True)\n", " steinhardt.compute(system, neighbors=nlist)\n", " return {f\"M{ls}\": steinhardt.particle_order}\n", "\n", "\n", "pipeline = du.data.base.CustomGenerator(minkowski_generator).pipe(\n", " du.data.reduce.NthGreatest((-10, -50))\n", ")\n", "signal_aggregator = du.data.aggregate.SignalAggregator(pipeline)\n", "with open(FILENAME) as file:\n", " # Read the number of atoms\n", " N = int(file.readline().strip())\n", " # Read the comment line\n", " comment = file.readline().strip()\n", " box_params = float_list = [float(x) for x in comment.split()]\n", "box_params = freud.Box.from_box(box_params)\n", "traj = np.genfromtxt(FILENAME, skip_header=2, invalid_raise=False)[\n", " :, 1:4\n", "].reshape(-1, N, 3)\n", "box = freud.box.Box.cube(L=20)\n", "\n", "for frame_positions in traj:\n", " signal_aggregator.accumulate((box, frame_positions))\n", "lin_regress_cost = du.detect.CostLinearFit()\n", "dynp = rpt.Dynp(custom_cost=lin_regress_cost)\n", "sweep_detector = du.detect.SweepDetector(\n", " dynp, max_change_points=6, tolerance=0.001\n", ")\n", "change_points = sweep_detector.fit(signal_aggregator.to_dataframe())\n", "plt.plot(sweep_detector.costs_)\n", "plt.title(\"Detection of change points\\nusing linear regression cost\")\n", "plt.xlabel(\"Frame\")\n", "plt.ylabel(\"Cost\")\n", "plt.axvline(sweep_detector.opt_n_change_points_, color=\"k\", linestyle=\"--\")\n", "plt.show()\n", "# add change points as vlines\n", "plt.plot(\n", " signal_aggregator.to_dataframe().to_numpy(),\n", " label=signal_aggregator.to_dataframe().columns.to_list(),\n", ")\n", "for change_point in change_points:\n", " plt.axvline(change_point, color=\"k\", linestyle=\"--\", label=\"change point\")\n", "plt.title(\"Results plotted on\\naggregated signal\")\n", "plt.xlabel(\"Frame\")\n", "plt.ylabel(\"reduced order parameters\")\n", "plt.legend(loc=\"upper right\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Other packages example\n", "The custom generator function should accept a set of variables that will be used by the\n", "custom generator. In case of freud this is a system tuple containing box and particle\n", "coordinates. Custom generators can be used with other python packages which might\n", "require different sets of variables for computation of order parameters/quantities. " ] } ], "metadata": { "kernelspec": { "display_name": "glotztools", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.4" } }, "nbformat": 4, "nbformat_minor": 2 }