| | |
| | | "cells": [ |
| | | { |
| | | "cell_type": "code", |
| | | "execution_count": 1, |
| | | "execution_count": 34, |
| | | "metadata": { |
| | | "collapsed": false |
| | | }, |
| | |
| | | }, |
| | | { |
| | | "cell_type": "code", |
| | | "execution_count": 2, |
| | | "execution_count": 35, |
| | | "metadata": { |
| | | "collapsed": false |
| | | }, |
| | |
| | | }, |
| | | { |
| | | "cell_type": "code", |
| | | "execution_count": 52, |
| | | "execution_count": 38, |
| | | "metadata": { |
| | | "collapsed": false |
| | | }, |
| | | "outputs": [ |
| | | { |
| | | "data": { |
| | | "image/png": 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hRX00Qea+i7IHK4/NhRoSGIlVH+vdhshCvd1GUWWa7ofdPI8mozEitQsDL7yT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\n", 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WlrB///7Sdfjgb+YDiVFbRoDp9+SOO4hFAzhaw3D1Bz6QNUaRHnLHupxzGRpQaGMEEUMg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\nzqAsg/c0DfgcI4jolw9OZyk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Nm3HYYYdh06ZN5Wd6eroyUzE1NVXGJPj03kb8wT0HaK+7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\nn9ZkPlwFyZkMjVV4OZoYnMZG9PymTTPo9XqlGwEACwsHYgoJQBED92J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DxYGhyLyZV+Hx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\nSUVORK5CYII=\n", |
| | | "text/plain": [ |
| | | "<matplotlib.figure.Figure at 0x7f5f6036e250>" |
| | | "<matplotlib.figure.Figure at 0x7f5d38058910>" |
| | | ] |
| | | }, |
| | | "metadata": {}, |
| | |
| | | "name": "stdout", |
| | | "output_type": "stream", |
| | | "text": [ |
| | | "yaw, pitch, roll: -5.09618855486 -4.41143007405 29.1049386951\n" |
| | | "yaw, pitch, roll: -30.7471927942 -15.5284828894 -39.0930077712\n" |
| | | ] |
| | | } |
| | | ], |
| | | "source": [ |
| | | "img_name = '/Data/nruiz9/data/facial_landmarks/AFLW/aflw_cropped/0/image20889'\n", |
| | | "img_name = '/Data/nruiz9/data/facial_landmarks/AFLW/aflw_cropped/3/image19788'\n", |
| | | "img_path = os.path.join(img_name + '.jpg')\n", |
| | | "\n", |
| | | "img = cv2.imread(img_path)\n", |
| | |
| | | "yaw = float(annot[1]) * 180 / np.pi\n", |
| | | "pitch = float(annot[2]) * 180 / np.pi\n", |
| | | "roll = float(annot[3]) * 180 / np.pi\n", |
| | | "if yaw < 0:\n", |
| | | " roll *= -1\n", |
| | | "# if yaw < 0:\n", |
| | | "# roll *= -1\n", |
| | | " \n", |
| | | "roll = -roll\n", |
| | | "\n", |
| | | "utils.plot_pose_cube(img, yaw, pitch, roll)\n", |
| | | "\n", |
| | |
| | | }, |
| | | { |
| | | "cell_type": "code", |
| | | "execution_count": null, |
| | | "execution_count": 24, |
| | | "metadata": { |
| | | "collapsed": false |
| | | }, |
| | | "outputs": [], |
| | | "source": [] |
| | | "outputs": [ |
| | | { |
| | | "data": { |
| | | "image/png": 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ghTozm3syvQelP1umIIT93oe4TmR9ET6FEzZt8OFrXjCV+9Jvd/IT+rzSmlQU\nL02eMeWMr7/6GsfjGce7E8paEeUC17WgVMFSKoqY1BfX90t1txwRhG0rscOUfXsy+KIFSlFQYkhK\nOJ5X5MSgA5ATQ3xfAOLqMtr+y9ly9yVPvusU7Rhh3/LBIfKV53VJvIONrs+yS/QwviVHFcSDB+I9\nJF2fZmoWers/IAIBauk7PcVIGiLyz6ObU0SBRF1QU9/70S4p/ThfZ4ZUtEN76T2KSPMmAIQUWZaX\n63gwREbX4mHao8oSjKapPc4AAWpq5VPbs2UKLUoMwAiF2m/vkPAXV3v/AYyLMPp96DjHmvvg3/uL\n+DIUNgxGkUTFKTfjW6kWc6BKWLfqTEGwqXkRQkWQZNfLzEhqemvzgpGVC2cxIi8EpGqGSqJekZjg\n0XoKD2JKzVLOnKyEPOc9QxjmPqD5JdPdE1m31dxnza4SeJ5GT8noOQaPobVmzb/SdPi7HDcGwWN9\ncMs5aOdG34GIhjVoUtzHEDUfI5pyuC5g5wrCxhK5DeSIRHo+hCOyMHxSeCnCGDrMR4xS3D6lA8Pp\nlbrvq1/vas+WKQADvIzPHyqZ8SDC9+b67/ixjWF/1P40euAHP3P3PY1WKbMasxEC54RpmnyhGDGY\nq9J800WArQKbKIoQSqsebHPE7fKEBLMhEAii5uqrCotvAEBUbZchNYOkSSwL/slueZUqqDkj5wzA\nNxyhId+iMclmaLh4Uh7a2y1e6PYF7cYxDDYLRKny++rhJVrgAaLH52bgw9AvEUjqcF5qO09Xid2a\nuhQlQttnIozE1auwNPXExx1QfrS1Wj8RKxAhyNotjBrh1vsiKJHzQDvkZXPavCLDvUUeBsUfegLU\n+Bzi+kyEewjkkfZsmUK4z+wh3L+hdzGI9+Yf7YE8cs3h0Pj8+FT7ETqwHH/ozAl5ItyA8OrVK7z5\n+g2meca0FWxTdkleUZ0BCBRVGVUJFUO1JdHGFGIxVTV7lMIqC6G6bpxCOVDUxDhM2efKg6iYQjy2\nCUzMOMyzReFpECdcylKbN4PRPZYhrntVZbMfvUx8f8Ztl6cLW9HjMSNocf2dGdg/LRcEZpvY1mJq\nl6OS6vq9Ai3RKRCDElCLMYS2N2QQWCjtQYQ03KsPLxh8zGUwSSJDGyrajYbtlgiANMkPV0sUtGd0\nwxzE2NEIv0GU1n8w36e2Z80UPgYZvHe7F9vwcN97+Yc28Tp8d09vRj+JFAATWAk5Z9ze3uLlq1ct\nY04FWJfNJEAzAAAgAElEQVQNpVTUtTbp4vTtuqitt0IwuUsmKRiEKopEgLBC3DjDTiiqQKm2YFcP\nhkKyvDyChUybH73vnnxzewsAqGQuR+YrRN5lf5f+I1y/mJBGMHFvzmRGfflilq+qjTaefYgwBsKt\noeMTeTJI1/OB4bE3418MtXtVdoRI9iRStl2g7B6llbiDmgcn9vRUuNoRjFNh0auI6EaFSMU0Jb++\nF19BMJNgNI60qG9uA7jdgMO+wdCxUO5wPvW00Xe2Z8sU9tDT311wu6cwjXuQ8sEDx+U39vsIc9D9\nUcPyNb0ybCGXVwoJ43n805Tx+vVrMDESZ+Q0gcDglPH27gycNxTZuuTTDmUFntoslhXZIuGJ/a+r\nK2B2aS6u1yqqM4wqnl4sFvCkSpAKbJtFWFLOoLbeeEc8QdyjYa7PPeHe1FPgFX8uru7Y3o0AISRz\nzF7Xo0epHc82vusxEtLsEaMdoa0eNWYQ/e/iFZRaSbM4gWHf1RouQOpGRgUiT7tJ6sE+Ud2lGAFN\nRH23qjYvw/gUgnmeoErYymZIxs+rIkieuEZELU4hzq/bBhA8+alXm7I9M35GqdNE9HcBvAFQARRV\n/WNE9AsA/hqAfxzA3wXwp1X199732t3QeJ85PHFsj36+6A2XBDz+8mAfj/7aOYb2N/d+JxCmecI8\nT9gOMw7b5iHPbtTiBPAZAsLdcjZFwtGEAkDixhxM33RqDabgxrCAyZGxJyAU14kTE6oqWCq2GkTi\n8JcsjsK+S8ikIEpmEB0Ip9kK1A1ejSkOEhedOTcVYpgPUm6cVWOK3LW2g8wXhscxu7O7HztD0AF9\ntPiJgY0H9LcqR9Q8LWONIyaL+xgRQIw/jLR2OQIlDw0H2ea/xI0BNCPmWOAGY9CTej0HQi3VbBwx\nCSOT056KHedLFKRxZEHMvpdkN0I+pX0KpPAnVPXHw+ffAPC/qepfIqLf8M9/4WM6uK+VWntsobxX\ne+S0e1GJDw3m3gWDMDpyHsihd0u2qF68uDXLv1ufVSqqbNjKhlIzFMBpFehaUIqikDZjlw5EHz1I\nEByRMwZygaaotZgBK5iH66RKXXqLw9pagVoLShlhPJASkDBYuGPxRgBVIJJI9vehtF3ZLiZe21x1\nhKUIFIHhtzh+DKnu6kVTWXbPKIjI2ZRLXaJhOzVC+90Od0RiuB/k6KBv6tLVhfFWWvEzihvuvwWD\nal6fMIDGM/fJsaAkKxHvBeERAV5RIh4aZfecOfvnZoQkNLT1vlTxbagPfwrAP+fv/2sA/zs+kilY\nezc1PhhP8I72mGW2Gdae0MK2HFcdfgBw7Tq+KBjIU8aNP8i2o3BKTeJzWnFeBWDCulaspaJWwip6\nsZjhNgX1BCivvTjEGSirXbtV+DHmEG7B7jZTCAm2bWvSx/rQ1pfxk2AM44xSu34QpEFZMst/4wwB\nw6PwSBrmzOc0VJVhgZvAdkjMlxO7Z7xWq0FDX/A59/EpzGbohE8UgUOmVgUjJ2gnXmcQ6szj8sGG\nzYUZO4SijgLaOKhD/9FIGuX22vwoPMdB29bzUStB2VBdmibLbm3G3UFtYnryGgY+nikogP+ViCqA\n/1JVfwDgV1X1H/nv/x+AX/3gi1/o7JdgfiT+D0YJGB4I7j3f9tx2Bq7G5UfwO776orhil2jvqL/h\nRMgAUmLknHFzc8Cr16/w/XXF8XjG27d3ePvmiJubH+HuuGBZNpzPG5Z1w9dvF58naoyhKlCUzPZY\nLfWYvK6fpSTPABOEGUJApYRKFp8Q0N1CeAkQYFnMnjFNFTJVTDoBUFg8XUZEO3bDVkiuNBCPtmub\nPYV33zWko9XpRBssV7dLUMAG9eC2sC3I8OAuiKy/otViDKcosXkZAi0wG5Qh0qaXl1CnxNSsMcko\nsDqHjQBdQkcaNCf2QiseQemRkQIA4mXfmFGLuU45sSO12tENdRsGa2xHT46i7JhaCtDWqqHP6sV2\nau3z8pT2sUzhn1XV3yGiXwHwvxDR/z3+qKpKdBmXaI2Ifh3Ar1/77X/4K3/+I4f19LZnJpdD3cP/\nJzEe6kLpsolDR5Gu0xIl5GQSGqTw3QKRNCFLwuEwAXiBnDOqCI7HBafTguPxjNNpscCmIi16jYhQ\ni3jBVvW0anWpb4QRdgi4602JIeCuPhBBSBF+DwFQq4JZwGRFYEFRDqzvcmRoI0jOF/YApxvxa8wt\nDejKVvTg5ewbtUThV4Lt/eh5BAgERLHhTKg/QbB2j8T+/fBMQSaB2UOVW/Rj9W3bXRUKAmRmFOmw\n38YW9pq9YIk6m+HiFLfRdJen3avU2pCEVLMfRGWr5trVXnEbgw2BAD/e60Yi5qTf44icf2YuSVX9\nHX/9IRH9JoA/DuB3iejXVPUfEdGvAfjhA+f+AMAPfND3aehCLby8pY9BBhfj8OsN6mG7dAzrkb4G\nraYjPlvBhkztW4XV5i+1YiuCUjfLPaCE25sZN4fZrpEsVv7gBUit1kHGNGVILbg9zDjdTLg9TDge\nJpxOG5Zlw+p5EVDLnquVkNwbUWgDRdQcMxJPRiROWGrJd0ZMrkKw0xs7QZnBK4HI1A6I5wd5Ig9R\nl5RNYsp+YsgpWz2aL+A5+ZzZLBlbJIfY7ZrSVZCmRhgHA7ITQcCOwdi5f5ajfcjjDJgNlkckZ9gQ\nTEG3Y4h69rd7NiC2DwMDDQHYsftKz70/VzzcexA2n0AA7SGIQDntDI8tnIr36DO8GAi1gjrbq5Yl\n12whUb36Ke2DmQIRvQTAqvrG3/9JAH8RwN8A8G8B+Ev++j9+aB8DvX3rbURXT2IOw0EaOlwg2KZR\nA56BAACe4VixbFZQZV0LVM0vPU1TS5mFGIyc58lUisRIiVHLhnnKmGf7Ox7P+P6XL3E8rTgdV5yX\nFaWISXC1P4bV9SNVQCpEBbUYc5CkqHBhCw+C4sjvp2b5JnJCCOPkcN+K8LUHenCn3ZB2bf/2iEa+\nuIZb2WwOUdp7R+cukbvrsKsc9lvy4KW98c8JenxmBDApqjgRErmtwJ9x24jWS0BEGLMjkEQG6TlI\nvVdzb8RKrupEglWkjQuq85jhHtqrZ1LC9nggFXtmgKkLirZ5zk5lRhhAGUVKQ2LMbDqD9krUTD8D\npgCzFfymDzID+G9V9X8iot8C8N8T0b8N4O8B+NMf0ccj7cNZxvXAqOuqwzv77Oi4qQTGIHwfZjW2\ncDwejXgX2+HpdF5RK3CYD7g5mD+bp9wt5xrlyhsYxO3Nje+FoDifFiROdozC6zcqsu/dMCVCdiGa\nWZGbdFWUrUCYkJm82rNA1V+j/kIytkakOLAZPNUUBwi0VSqG9mAZi+7zqMfYwcoJCoRW6GPMEnE+\n4d8pWEtjsmajIN//pM97e1Kua1TdP5eo4gS3voedI1KdmXUH7QP+i98dwF4OHsM+nYQU1x1sL/A5\npWCSwSB9/OLh1H3nZ2qECkcfGMZwWa/RPtfBVpBd0BjzsHBnn3sNu4VCpRpjJwuh1vfYOu6DmYKq\n/h0A//SV738C4J//0Ou+5yje8/i9rvWua+sOfu6ZQdiZtEmj60wmvq1VcV5WnM4FgOJ4XLFtgu1G\ncTgQjscjXtzetrJoJnVdH5wycmbknHCzFRxuDhBRfP31HWqpKIcJ27pZUVYAt3NGToSJCTlZyjTQ\nrd+1FkDZKw7RIJHD9WWxDJwMsaRpwpSTp1n3lN3Q+8OfHzhBG9NQZyYd6auG3j/OUtehpcthROal\nRBXnJve7yueamj/X9uTaM4n+ALfpwNKzRcWNgXvXZuwrGS4+cuImAMUZvQ6BUUSwIDT0sOoOIfpG\nLr2OArrXwvvs+4MO9qbOLUPTsXFWm1ezE9h4bPs6q6fJO5Wjx6gw7dfvY+3ZRjR++vbYpDgB66gy\nxPe0O6Z9DjjXFmVbhu0YRYeeqsBWTCJzIgg2LFsBsWDdKk7nFarA7e0Bh3l2K7kGXQHKXvjEHvft\n7S1evLhBcUPjtuS2H8TtYcKUzKaQxjtQy5qUYsU91oWAmoFJQMhd3WBFEidgdTclR66+MZiIqTC/\nObfvY4MVhakQYZXfSVZx6OtUrdLDeiWiAxUAajcedH2hVVhySvGgJy/4Gs9gUDMouJ6oRzq73h/5\nCfE41YuVgBqz6HEJ6jq6gj06MOINApn0OAmfJwJEV6j0qMQIRNKmCvhGNDJUbPYKShGMFBmozIys\nlsHKRFDPdlURzPMBYUcJoRdp3ApFbJbzlPasmcJTb+Oa4H86Y9yH5l4yhuuMArFq+0JvhrLh20YI\nBquZM168vMU0ZVSZsG1vkVLGsqxIHOcZl5+n6eJG1C/DHqykuH1xg3WtWJaCacrNOHczZ8yZkdlC\nYEi9EnAVVABSFVUVsm7YqoAkW8lySWBNILBlW7LtPWk7TMHrOnqAkqK9VzFiDndcMIQYft/IxZqQ\nWeODiJu9wMeKQQoT4s+9Di5BR4u63SMgWts5MZPhPbB+PECrbK3CktkAPBQ5MhppjBIFIoYj0eb6\nhFWniudrjh/LOamiWD3lfasVmcKf1MckXignFlhU0hJV3HAsOGph1+L2AoKpEtAoNW9u7EB4IN9t\nGr4NXsSwKMBDxaZ3tWfNFB5r1yIYd3am+2fgqWzmPiN4rA2dXjknFigRIaWMw+0LcM7IJ8HNreLm\nMOF8/N3GFJisChITIWeX85ZBZQxBBNtWsG5efcc9BYkIlBOggsOccTOb2uBqpS3EYoZOqQoSxebV\no5eQVNq0eTMusukGtcpeYoYu0BajjT0iK8NbgI7E+3yQLWEHwfa7U7JCQeWMcFMSsSOtwRbhqKyp\nHVDMHkdo0je5q86J1S39opZ6XkUxN5tbD96yDVkSlqq2AQ+i5LqpC6UKvn+wE0WB02IMtdRqmatu\nnyhe47J4ubxbiurbff0Z86ht7rZiNgMlYEXxwwhVapu7UDeMedWWrTlNEyZmfJ9emuuSkxknJ0N+\nORmySE8HCt9FptBX2KVt4L7EH2eikefVcx/rL0Jwd6WgxtOp/bP7sqkSBORpwu0LxuvvfR9rFdSf\nvMWyFrx48Qpfv1mxrQte3N6gbDcoRXA8bshTBoGwlYqt2gazy7ri7d0Jd29PeAnBuixY19UWdcpQ\nKEqesFDCqjUsZVBhVCEUTTjcANuyYd08nLkAWgp4E6SlIE/JA6lsF6I/+ktfIrHF8Ccn/M4QqEHc\nLg0Vf/RXvjRCAVrBmM13MFq3nthVI4bCofiv/eIXVuZerWSdeHESUbUt9cJA6G5AVcUvffGixWNU\nkJ0bpe8peQRgL3P/5asbiAZxSjNUqkvnyLsJgyHBGOMvfP9LTNOhFbypqrg7rVg8cKh6AlRxA2Gp\ngl98/cL6qVY8JhBBjL8U80SF8fFXv//KDaDiCMWmOKUJmRmHnC2wSipQK3grSCKo5Q1ezBNezhMO\nU8ZUrfAO1/Be/IwSor7tdl+2d90feB9pHq2f8LSMy/GYQSkOTDaMac8l7KBGNC7ZtlpwPJ2wKWOt\nivMm+Ok3d/jx10e8miru7hZM8wnT4WAEmDKYE6pL9VIFy7ZhWQrOS8FCFW+OG74+VWyLRc+BgLoK\nMivgsDjMc0Z8hLUwTlvCcatu2DNpTWrp3EnJchuqIrHg8PWxeTqaX90m0W0f9kxkmAnRr5qEDxRS\nTQFHKUZsUSeA2nwBv/MjbYjFJGUvNbYLxgkrBhN+9M2xVR4SN7SFdZ+StmtTSkik+OrtCeEBqV7Z\nqCV4jWtL3dXo77/++g2macV5XbEUhRDjzd0Rp20FccJWjdir9sK6W7FyeG1fjirOELqnIpKZerbm\nRQKTakcGZHt0TFDMmfFyznh9yChSUIpAklhl7iRgcc+EYohveHd71kzhXW3ULz+2vfsagTRwj/5b\nVXId3zsIVoWSpd0u5xVLeYNCM45Lxd1acdrO+Oa44aRnTDlhPhwwzRZLmNOEnDOUyYOeKpZl9dcN\na2K8PVYcV6BWBru3pKxiNRhjfhRWq7EqXk4ZKzFqYqwwyVWdCMEEroJU1bwOrEgJ+L1cwFQ9IciD\nmuCvRK1g7JQNYaSU8KO3oYYAUDMfUhgoOVux2GzqT06MxIQ3X3+DdbOq1uSeE2JjjBZQ5cbO2HTV\n5/98OoEnNsmYbBOVeF7GoMQDugw9TDl7QVi3NXiuglRTzcLoV2sv/HpzM0PVKjTXIjidVqxV8fXb\nt7g7nYGUvSDOoOooUMpbUw0CDUUhjLaGtNkGmAlfvz310mqxlmBxBmYIthiSCYoXcwbdzHh9eI15\nusGcPM1bFUmqqZRqdSW/80zhsQIr176+bwN4fybxtCzLwejX3tEe0twDDPZDqRXnZcFyt+FUE378\nkzf4vd97A6jizd0ZMxnhTatiPrjpSFc3lAFbrb7IVtQq2NYVS5pwvDtjOa9QUTAJUrLya4m5b1nv\ndoleyNMSpTQlC/GVLpcEsOg8MS9EVsJpM+Zg1aHJiI9tERtBc6scHW681wlGoL7/YZPC1OsrBMEu\nm7nkvvjea4wByWOtAxWB1GIp5QP8lip4/eX3Won7bbUy+LGLcylG5LUUlLJBVPFLv/wLBvVrh+6x\nO1ep1az2bn+IgdZXr0GUkPKG87LhtBYIMaCERBmq3JCNyDj2CU2guNkp1pmFVqvbhcyQWkCg7Mw3\n7EXMblA024BCMangNts+oet5RWE1rwpgWbHh4Wmenu94kZVrDOFhG8BTMsDezSTeD210aRCf2/Ca\nWkF7XuHVdMq24u5U8MMf/RA/+tFXYFUoVdRESAQPgSZUIUgVkFQAgq0UABakpGqwd+INdV1shyci\nKCqqELSQGy4BhVmwFQKpBNXN4Yw4DB02OnUoa7pxRakWMr3Nk90f236TlQkbmZkuuTEzMWNyacdM\neHl7g1oLpGivLB1ScpjzSKYiAN9IEJIRuI0frgaRhQA7w0JkWorgq/LjxhREqv/s/Vo2EGIPSCbg\nxz/8iakaTQ/1sGDt7lRWM8ayS+u337zxEOWMIoLzsmETwem84LxszdBo9M+IbNfilZC6xDdUkBz5\nJCgyJczJAsXOEt4EgLWCQUiqyLDK269evsQ0ZbzIjDknZBGspyOSKFgVCYYMtNhmQRCAwd99pvBx\n7Rpx37dOfNoWi2tI7rlyTGJzDalsqGXzDWMFIitevXxhFnipKLSiiLkOMwSJFCwFKoohng3btrm+\nadcPqcowqKkR4RZWBSW8PZvEZhLMvucDs407E6Bs5cZlCLhZzidIztDEFgadGezh14EUppwwz2YE\nyznheDohcSf8TBafwWSLmxF9U1NHfnLcjJjQ1RNzF7ptxG05lNSuBbNpfHPc+vEgOF4GQBA1aUtk\n6kjKjB9+dWoIjpKhHs3mip2mbCkiMHdueHD+4Y++MvVMCpICpS7GpKiCk9XAZE5+P9nUqsz46lyQ\nPOiLPYp0mrJvJW+CYMoJc05gAD++W40hwMQKe/wFVwUJoEegpoQ6ZdDBgsqmw4yZFRMxkhKoAufz\navaLYraMewj2kfbsmMKYIUnj6wMqxWMRh/vDP43tYbjaxUCu6TX+DwGZ7cGfqUDLBoJinicwgNPR\ndpSeDhMSKSZWJM7QpDikjJkVpTBk22z3aBFUFdwJQ70sOgDXeQVJzYwmIVHdGFhrbbprgtifbx0V\nKD9KgytHujJQSTGTYk7ATVLMWTFle50zMGfCYWK8up0w54R5yvj7zG1Py0RAdhUjEeEwJSTqm9Aw\nAawCprdNMpMKMneHJBN5HIYMRGNjnjiuZfaEMMpZAKC4fQct4ClUH7PqJ1CiVq4s8kRakpNNLP7Q\nL7w2JAHbROd4SCgKrKWaN0mMKUSkIQHIKWHOa7OZpORMwTfmibyWKWfMc58Ti0VEu+/4i+QmVeAA\nwVw3TFqRDjNuEmMmAkrFeduwnU7mxanuffqu2xSsDZkEF/QWcNdonIbvx2OHuPe44sWF3odJPGTn\nGMCw0X8bsEc4qsnpKSe8uDlgORdMJJgZeHEwl2M5K+Yp4+XtAXMSTPME0AQVxUyCmRVSCMiKpGJb\nwFWBVkHVzSzX3pdAkWBbolVfxPCCIqRAkQ1gQiLLk5jZPA4MdT9EDVu973ycsKlgzoKbKeHFnHBz\nmOxvnnAzz5inhDlnvLy9MenHhGk6W2h2ED3c6eeuCrO+VwvMqRZ+/Ye//9LUBpHmclOvS6Aq7pKU\nxmvDEPcrX9wiEm0V5OXMtKkXETocm6Z8/8XcQpwV4vYDP0c88lDhZdeNu9wmtEKrTIoXc4ISoUgy\nF6RY/YgRpptL1xmWq1cpEaaUjBkkQyZTzshzbvUaIlW6MT9y5ELOvNTK8Se1YK91W4Gq2FSxlYqy\nrLY3abXYlNFx9pT2jJmCtZBW0UYjzf3mBp127sNT8SGoYV/+i/YTHR8GhgCHf9ULbNZScXd3xFdf\nnQAFvvfyBufj1/iFP/SLmHLGyxk4zBMoz1BRTFoxUxDJhCwTkgpK2bCWAqlHlGJ5FVHzoIo2N1xV\ns00gGQBfPdR1YsKcEl5mwpwCNSjIXWkRi08KkAAvbg6Y54zDIeN2AqaJMCdjWBnFFqco6upxCVC8\nfPnK7QJmB6giUKnGDNxYGFWOg0kkt/pDul2huSERRnsyG4n6uURIunohVlOVWhJS5D2E7cITu6RG\nsJAzS/e0RKh121/TC6IwCHo6WmAUYPkHXouCxGpgKJEjBTO2siOAKZ9MvZqyqw2mXsXrlE2VmHJC\nom7ADbWKnLEbUlLIZruLkwjquqEsxYzRW8G6bij+t5w3Ww/VArDkEVq4bM+OKYyL4L3YG/ZM4OnB\nSe/fqFnQL1SW3nt/VbMlvLiZAH2Jbdvw9m6BqqKsBTRlJFT88ve+xBe3jCkz0jSDQMhakWsxIqoK\nOt1hWQVnUpS64cuZsKhgUdt0lkKVRsImlhMhYIgApRYAjNuUMBODa8VEQNIOv6NuSSWLdzDCrYAU\naFFUsh2qLG0pG7ogmIGvVGgpfu8KT1DoVvjmiou/cd5s5upmxlQMVv82zUqNKZgjg5sUr9IlugKg\nZLYRgm2oGwQrAMCMbSmmInhuRsrZ0sTt4ZpK4feeObVqb1GNWdSCpEQVRdWs/WzFXNgrNjEZOpwn\nq48x5WzIgSMojFuCGZN7dIjxxesXXV1yTkg+RyqKDYu5V2VFLYqyVhAU62nBel58d/KC43FB8d3A\nwtv01PbsmEJrD9zE01yHj7cPOf+qPaMNcriexvVdl6NueZ6nhC9e3uKLVwfcnRbc1YrD7Qts6xlM\nii9evUBOivnmBvN0ANUCrhWsjLpWnDzKTVRRWXHDAphXzN17JsQ21barVBEx+wDbJivi9oebKSHN\nFsxjlZSsECuQwB5cU91VScnqRWoiVE4omoBK7k5cwDDj4Zz7Qi/lzm0U2OnDHemhSfBIDqLYlj2F\nV4JaQViiwVsRZc694GyVXsHIAriog8bBBRoegkiHVhBKKZimqemeRM7PaoXUahmhIpjSl6ZOwDwK\nNFbRHrxP8eiJrHzby8Pk85M9noOa54Ha2ogcDSBN2ewefqEIctJqLtltW7GtG7bzGefjGXdvz6Ci\nWI5nnI8LTucN21bsuQOAJ2H9fKgPe03gk153R8of3c9wtd11CFHJtNkbyWowHg4zcs4g3ho7KRWg\nNCNNipQyKDGgyXKPiFGh2GBx+ERAzoRMCkYFSzUDmSi0wnPnzTLPZJGErILECQWAemr0NFtkXIId\n13aPVpe01I2NgNdIqBbGq9X2h7BFDkAZmcxGAlII8m77kUuCtunpRU2ZGXXbGmqIDMzxLwjIrmPI\nYNsK5sPBkQJaUFI8G4XZX2KbNubILmSUUnB7cwBgKCAYhLgbcZqmtvsUMSEhmbE2p2bDMeDTsy3N\nrtxN5HPEF7Axidj3Iayk3TaGzpQQ6pKaCiXmaq1SUMuGUhbUbTE1cjMVYjkvOC0rzueCUmt7fma4\npRag9ZT27JhCk+IyqBGftof9xw9mCP3BkzOEXXAqXXAfBawqM+NwmDFNCcyxsCy/wVRVCyfOzKis\nACu2reC8nnF3XlHWM9bzCXVbME2MeQM2VCSYbjsRo/pWYwkE9aAlVsVMjESEiQg3bKrExGhp1lDb\n3WjdbJdrk36xnZo070YgIHhaNWLHZOpVm0h9k1PujMA2u2EkjygktvmwiEXCtjASDYyCur9/V1Up\nLNAw915swa40oDS4+wFo9hF4/QHxOhJC4cZES0Bre0hQSFq4mzQYvCNVtmAlahqRtsfOMAYAMm9L\nsxVQZ1gEuGfIxygRaGZ2HAuCsnoMUiu2rWDbCo6nMwCgiBWVLUWxlIJzKTiXipN7QpznIMFT4X8u\nvA8BrT4lWrhQG+6D/7Gzd01i6L17qNF5genWo9wCWWTgPCdMkxfs9GODGF/cHDxizysaMXuIc8EG\n4LQVnM9nSFnwap6QM2HOfYcoBYFK759hUXAWfQjMxJiYcZsIh0SYGWYV5yg55uh7q+69sIKl4X1x\ni4HzOUNDxAmUEvJ0wDRZzILW0hKqLPTZYhgSJ0v0aoiBGnIIpkE0Stte4m2c+niUZdNWocrmf8yq\ntJFGhqfxBTIonxJEtL3GeiOfqyj+Gueypxm2kGgfVwCTCGmPMvARG5GY0StOeJLcYHIaV4upC+ie\npEAIHm4t1Qy163LG3dsT3nxzxts7Qwp3p4LjImY7IMakjIlMHWzo5IntWTKF2BwVAByNfqutCZ5H\nv702CBucXn63e91/5JQwzxPmOYMToxa78rIVnNaC1zJbuW5VAAlSgW/uVpyOZ7w5LhbSWhSojPO6\nIMOSl3Kyrd/CoBQlyIgJMycrI+/BMnNif68tn4E88ColxuTjjS3vpdqCV1EIqak25FA4JSTfofpw\nc4N59iKz24I85VapKafUtjxrREyDKgCA5qkxgGA/dLHHZ8DqOC7lzkgUfc+FXjU7Qr6jhkHfBSr2\n1wDtqy8BRvyEKMUebj1tY2MYWoiVEQzT1Km+u1SUnwmjqy0r9c117YY0jIoArCwemncmkqVa0pTp\nJ4MpKgcAACAASURBVG7stArdi1ScSsG5iu0QFsEeYZy1CnNPbs+OKfDARZ8oqwG8v5rhNij/oI8w\nhqeOIEZhV/JncoEVzJc9TRnzPCHnhG01eL6ViuN5w1YJBEt+UpqwbcDd2Yqy/uTNCdt5wQwLe92U\nQImAxEjZfNelELB5yXIik+CczQBIBHYGwhReAkBhab1EEdjkEtxTi1Ottl8E0CIZw4o++73M04Sb\nmxnzlJGnBJ3MzRa2gfDBj/otuQoQbKDZBdrU0jB12oyPQZwx58mJQFUtCYi5BS2JdmlPQfyNuELh\nE4sxYDIvD8WGK25n8arITf9X00Qo1IawMnql5xhbCmOiojGFbl8aF6J9YVeJvnqK9fhHPnFtbRGh\nQLGqYBO12E+x5xviytSI7zhSAAB6hOSvkep1or52VEchPW33/Vsn/fstJMO99GwQmBKmlHAzZ0yZ\nsRABsFoDp2XFViztWVVQVHBeK5bNQqJ/780R6/mEL2bCTQI4KaY5e7ahIAuDKuHr84IM2+gF7l2w\nGHrrP7uuG2m1VgYMiA0rmOARjRZ3wI4imNlqPuaEnM0PfzhYefrDPOEwT5jcA4FkPnmD0j27EmgR\nyN346Lp2W/SAoYg2mTaf7btYHep7TkTVKtX+GnEWToA994EgAfEDYWiXzBH/EMQeyEEx7rbtSCVK\nqjcx7zaTQCvS0UEbGgaG0MBwSHaPQoUFKVn6tfTtAT0GphtfHemwe0Ko04btDSoQkG8Y/MBCvtKe\nLVPo7elk+xTG0DU4unj3/uPquvXDbMsYhG0WaxF9CohYUVUCUAVWkbvgfF5xPq/IZKXFVlGcl9oK\nrCoxCoBVLPowkdiu0d5nYuCQEnImqNqxtpOSgCkhkdVszLCEH/VNbMWpj4MjtLszKdt96sEQDAUc\n5gk3B6spOU/ZAnA85kGpJxOFfm2EhGHzmJDg5OPvqCHmbiyM2+2LQx3CKE4KgzLUYIb267huDwBg\nM7Za9qbZNtSPYSQ3pKobuvdRs8mrOEEjuCoMen4/6vdAaPUgQ/XtqkMIJVeNgpCdAbV7vYjxGGtJ\nhG2GicGo9pkYCYLYX5jheoPv8oULNeyx9vyYQgSutHv4cLJ9Sru88vvGQYw2o2tnBQqOJqWibptZ\nhVXsPSes24rzsuB4PuOQkyEFgW0mWzRymiG1ogDYmDAloIA8uoC8lFsCs+8T6YPiFHq3W8J9AYva\nHggGv03ijE6TFlXH2VUAYwbTNOEwm9pwcNUhwpmD1m3B+ued6W8E/v2113ZEW8DNGk+uMsQNhWBW\nU+uDqZB60ReNLefIUUknWhChltIkpzg6iC3u4u651aNARx7MoFqb7SDQBwCLPPShmYoUhVNxX0qr\nz0OoItD+fTC7CMPW/jzC/sLwSEhOyEmQyVPXHRaF18FWgXiC2dOhwrNiCn/9L/87fQLatxcy+CP4\ngz6Bv3x00tSwbk3WhKJh8f3lvGA7L2ARJBXItiJNtpC3UnFeVxS5BTRqBHpSjyiYM4CErdpmIUUT\nig6RhSmBcnJIbCOwWAUGI1lUYUKr8mMu0EjAcaPasIJDKuVwJaZsNoTDbCW/HB1kRxIdFfQovEvC\nJ7qPFlpAkxdTHYkgTqYBmcX1us0mjufGXEYClzBM+rWDoAG02AzRuiveEtiE3LZFHicRMRUjYukV\nI/3eyHAXKEKx9eG115CC855hzKF+NFsEjNkiEVLO7s4lS0LLjI0AYkOMiTxvQsVrM3zHy7HtrAkP\n0Og1i8Nj5HyfT+6/eT9WcP3o0TYmDcYCdV1xvjvi/NUdlru3qLXid3/6DX777/8Y35zPmF6/wFYU\nWznjJ1+9wTzZZi5FgPNSsC5n0LYCpSARUNeCkhLOC2zTV61IicCkkG1DZqCqANVt+FWwqfmvS7XY\nhESEzJOFAcNqAlI1JhGxBEzmpWCy2P2becY0Tx6vH1vLRVqwhUuPGYqhPsSMGeqgFo04qhBOcQB6\nlSBqqoP9HgQYOr9t8daNd/bSWXEQfmwsSwCKVN9AxyR/QekIRC2btdk7/IqJk+v7FUxeLs1VOkIP\nbR7PIZjNQnyDxzCutjUSDBL9eoqo5TjEKIjVlwx7QsoZBLVYl5wxTxUiE758dWvMwXNU5pks2Mxd\nnIkZ+Id3T1rdz4optK0HdSTZjh0eIsWm24fm8YHS/smqgxuvRpvC7uf2m+ntdd1Qz6slsJwXbMsC\nrBsgFVorEmdI3fDq1Q2+98ULAILzqliXDbptmKRYkdVyxA1tyAeGQvDyZkYqG24SIyFhLYS7taBK\nwioCITbbgVLbBGVqqrXHCQyzyl7hJ/n+lUyei5ES5skKgkbcfujlIfW5vQZhD+gA8Vyc7kdm0SbR\nVIR9hB/3Awcrf1dFQiPoVZ7hfRrcR3PNBtpIKUG17lBRqBw6eCpARkhtTZAFZJmxGLYhTFgHYmw+\nBwgPRHhMmG0buWZN0MYA+0Y2OsQmRAKZDsbK7nkgaKvGlFyFOMwTRAS3tzNuXxxwe5sMXSl5xa2n\nt2fFFMb8gs5zx0XwkdD+E6kOwYBGIddtC9rHLpbVVpcVdVma6rAcT9BiNfQgFtasIGxbxbIVHKZk\n5cNWUzNQC1gEL6aEaWbklPH2eLRyazB7kpDFKKhyg7+2MMPA5/pog5vJirMmK/KRWwZf9oAjO+Yw\nT8gpY8oWlzAWDKHwYrBHBCaH7z4uOPQOPTekcTCCxi5c1Mc53aAYszkuam3XtVpTwcg7twkCazq6\nqIV+e1QlJ/8uPAMww6GItAxJU53MthPdjp4SkO390LQUR02hZgBA7OwEt30002erDt5XTlRwjp2r\nwuugXo07GMy4C3byPUanxMCUDAVOCTc3E16/vnGmYMV6pPbt/d7VnhVTiLazK4yGlnhHuLdUfnbt\nIcYxSDF/gFIq6rpB1hWyrJBtg6wFZVlAyjh4tR12wLyVgmVZobczoAKtm9X4V/M0vMyMTCbR9WZG\nZssCtN4t0YdgBU0ihZlcKjFzi8qDEwFT9yb0dN5I7c04eKxB8ohHHhhCJDeFZ6F/5h0SANyhQWFh\ncPVh2AFrP4N9/sL+QA7LtKkOvfhJqCsBr+GqhQX7eE0EfzKkDvOB5orsEJ76nozU6yKqkMP6ipY7\noYNq0ih/dK92pkzj8Y0ZDMtIAzuMjMzLykXlZw31iy14zNNhKTOULdoyqT0rCyKb8fqL1014Sako\nkYH6hPasmMJ+e4WODO6RoQL6nmGOowHrw9se8g3DudeZ5b4b/NfV/gwxrKhrAdjq8iUfWGJGrVsr\nsZYYnvCkmBJhAoGT2ncMaCUQSTMqecA8iNlcksJtb8lRspBXHyIGpjnbZiK+z0MU/JgnqyI9JXdH\nEnkpOWoMIYgxEEPfiUlb0I6Gcz4myanRiHHH7e0lDnXDGiMk+SACtL8qjKgtTNn6FlEvsuIW/CBS\nItvf0vM3Yq8JQrf055x97pNnR7qKIh7BSOa+1aHOwxggNDIFY2zcjhi0m3vIsq2rCxUixtlclQwz\nIKvFTEw5IWVDlUgMzhM4ZaSUcfPigMx2D7VYDY6ntmfFFICuD9oDB8J9M6A0aw8p9B/YQncc3Ud7\nbeKJqkUwtFqh6wasBSgVunm9AREzbNWKOTPmZLs+TTmjnhfUzeonTEyoDLD0ege3LxhTMncZ3lQj\ndiJAybaUh7kclaxKs4XvRlKSlQMjMXXhZsq4OcxeHcmCkebRo+Dl1KJ8++UfETytefiLuWwIwB5S\nqA6xIaohlYFCQBgnvqs+wVikp5iMfEZcao5qSPPvx16P7koUtehP7cfx4Kkgn7tAFqMer74Yaim+\ngUtBIINYnT18uzOw7jXQgSu4JyLmyI2MUqvXvPDzxvBmD2hiEdvGjwAibs9q87BqTjaeUgUqBM4M\nSoTEfYevp7RnxRTC/dO4aINoewUiFs2OSTzl+g98E5lv6l+1xd0E7f7MsV8d/o0aghBAS/WCBvaq\npZhtIIxNtVrFHWas24bDnLEugNTiefyhKljGXSbg5iZhzv7wZfIdjoAiAMTKnoATSBKoCqzQkM0W\nsZqHAozDlJvRMHtV4Ai9nnwHot0eD0xWzJS7cZFCh/b3TQrG4g9GEO91j/26quD/NATQ53NHlI3Y\nO8LQeEbcowd7aHBkOQ5P6lKADEymB1oNMQ3tuIHIwzgZ3hM/JyUeGCMBw4a0sdJC/ZHGJPqcEZuZ\nYtsKSim+w5SXm29qUvLo0oSyFqznFXXbIFWxbeZVOcxTKwJLCqBaARxs33GX5LVmhLjHm7uNS9+F\nGN6Xg6CrHN1L3BNxKPTX4ZqqArgU0a3Y+62YClFrMwzauVY49ZATjuuKl7cvMWUG1IxCmRNosqrA\nMzMyKeaaLUAFghc3jG1TrBWgSgAnqCSQJrAwiMXKlLNJD0sNNjfiPGfMOWPy2orzbBJnZAhB9MEQ\nqL2/jg7uM4aLNpwXdSbGhxOED79MSMvRGNcjeXziA1GibwMfjoDYLDYMgwovr8bsBjzfOdqJztSL\n2hiCDAypeReCKYy2g6ZCcQvj9luy8m8u7XdT4Sd21YM6E3bmKxLCT9sYrOy+22wSkA+MXBLovAJa\noVWwnhccQTjenUG3B9tQx+0lT23fGaZg7f/n7m1Cbeu69KBnzDnXWnuf8/7Ub+KXpCAoSSOxYSvt\nAht2hGBHk46CwVIotGMjiZ0IoSANjY0EhBJDTCMJhQgGFcUIkoYJQbCTBMSCMvDFqkr46qvvvfee\nvddac45hY/zMufY5595z7vtWeT7X+5579tl77fUz15xjPOPvGU/YC4OceC5o+Wjf8XDxqx/76fGT\n4feAMBy3cAPvKgQAAW0VtFVg37Xnn0h0SQLI6AtFsxcvDSURllIAaeBWkWjRZiqAZqxBUGQyTcFo\n2JBJPc8a8kpAM2daIoCV/9+8XeozKBkJEinJ81SsXqFXMebBRzCGGZMTGh0cgE/I2YAOT4nx29Eb\nn5n7EdyENJMODsO7lh6fCLEoZ4T03ASH3EQejlNTiwWQpDUFHn3oYUjtrp1zUs5L4zfw4/ZEKgr6\nfDy6/mEG+hiw3b3NT6LBSam6AUiKNGpLljkqYIP8yuqkxVEJBE4MMfQ4Txm8TLiUFWlPaMa7AKz4\n8P4CEsFpntVB+f9fofD89kmB8MQ3Qut0wxHPiVRyu9fRgxfDAOpUbA2yV70KRwm1qhnhpBcY4DYA\n4YopE1JbkeqGUwL2ql2PIVoT4c09CAnTsqAkgIjBDwIqCUkSwJqN6L0a1RFv4ocIyUqXmVkrGosK\nhZMlwDgFebAdkdmoISBcm3UUcdCWTwyZCB2EiO5oPhs65vJ/bHOTAPBiIXPgOSrI6Ek+GHwB5ido\nTd+npFyO3NQxGczIcBPLBIE9VG5G/gpByvnAEO3+p8eI6Qk46j6GAUp5QZibPkk63btWp9ixxE0W\nQ0XhY7DkM4smLfOkdO6spucmwIf3V7Vk7wRzmX58fQq3GwE3aluGD47b67kb5cmXt+c/OM0G+5T8\nQdWqUYZ104QkImAzk+Hi6cxWHJOgkNbCerXumPKESQTtcsX5fkGWBuwb9suKJWv7+gwgcY60VhLB\ncsrK5MwENERuAAsBrG1jhQS5aO5ByQUEYJksVXlSinbPO4jS5lGY0DHKED0VbFwOwkAkzDlJgyAY\n/QcxqH1xsUsx6svKF0Mgt9Gmt3Z27hRulcHkTWsxRBXs+ViquDBhW9fO0pRS8FZw0ugLGy8jEUV3\naBCQw9nXS7FzLofx0ls7zj8tRTdPio+Nz9OwfTXBqGQ3GzSr0X0K+2Y+htrQqtGxrQBZtOj+bkbJ\nwFSADx+Ah4cdda/4wQ/e4ZsfPeB8XnB/d8bdef7IWjhub0Yo/Nd/6RcBdMgYGx2Fw7euTfBtlC92\ngscGwqgFuw9BJy6rE2ffVRiYuUAE0FbB245k2st1RK8UNMhvvoWSM6QxMpQAJYmg7Q2MbEVKRuuV\nZtUmohMnWcVRAatwAFBFOi149BjQHxBCIKj/oCODUevdNiAB+PAMInswZGQ3u5w7IIbZUJhD8THC\nQ7GMKOB6oLUQFDIIio4cyDL1FLVRfFZrtQiChkWd6bmbEmz2fM/0c18EYAiByJx8HOnY3jsCAosB\nD1Ppxqx58rNATbc6yFFNjnvIWVFRaZpMte8JNVWtbeAa5CutsXFaZPBpMiQEXKUqV2NtVo5Oh2fy\nqe3NCAXfYriPilk/+4hAeJWwuAUco+HrEj3eokdfJEA1kOUhpL2CzJ9AgEYcWjv4yEbTgVKfIGDB\nBA1ZYleyU2bGdt1QMBkTcwIoI+cJuWivwdYWpCTWMVr5HRUktCCqSZauXKy3QCLCNE1BNe7mwOg8\ndBMirhcEp+05jpeLOznOcs8/oP4nqE9K/apLl56Y04/ZF3/URkgX2SxQ1mf0XpBCnnvQzQhArK8M\nx/VxbchTMYTCvReCNYJp1nwGhhQaN6RsPSCMyTkIYjD4PHxYbkyibjoNk9l8EoPzAQCitNuFJosK\nqFIKcsnY846UCHurep3WQNeb/i7mX9DencDlWtF23a9YufhLtzcjFHr4EYffz0H77+CMGJOjIgd9\nGLujrdw95NIY/PAAWnfkvSFtVc2Hqqmk0hjuNd5bxV73IRtwtMsV9mciVGa0vSKlhNYq1sqYALSk\nXYaYugc7EaFMmutOrJM7M+tEB5BFeXZyKpqIk5wpyYXDkTLdR/tg/6Mr6zApgmQMAB5PMnKzymWF\nT/407jNoT0MVnhotbAvKYbb91w0JhDMR3IWCNsJRrdii0tJscm88Yw5IMr+Bhy1dATRwNKMFzP9g\n5DPO6Iyk1aQQTR0mwrHqC08op5AaXRDe7ktkuScx1u5gFExNUKaMvWTsOeFSd9SdUKWqj6FVJGsm\nIws8Io53H1bsO4O3htWIcV66fZK5jYj+ChH9UyL6B8N7P0VE/zMR/V/2+yeHz/4sEf0qEf2fRPSv\nvPhCxKjYZFiMw6L8zswG4EbiyGA4OPxFV4AHoCCWiKTmQtoqaDPzoTadcCzW7JTMyaTmwrpvuG4V\n11V5E9ZNm3W0pl7xZVk0eWavSE1wKgX384IiCbkpz+KcE4o7yGxyadt1QRWgCtAMqidjStaFnszZ\neDQVDkPipoJ/1mXFYXw6BBj+9v08ZOeL3XcZS4CHZzsSiXQ02NHZWBB0+11ftNwYdVeb2x1x0WK+\nKUFNreqVb61p6nnTNOLjfcVld9ThwkSsV4T93YKh6WZkbsaWzQfCdoynTAlnT/J6kxycl1qPMs0T\nlmXB+XzC+e6kSC8rmY06uHUu5JQwzxPOdzPu7hYsizJysTD2fce+fbcZjX8VwF8G8NeG9/4MgP9F\nRP4CEf0Z+/tPE9EfAfAnAPxRAL8PwN8moj8sIi+uxvjcpS9PSOBn933iRDeWyqDtBlcZax4C7RXY\ndhUIe9WogwkDC56p30BkcNbZ70j+MR1ooSawgKxtuEgDV+0Y3EQ5FSn+6w4siFY+ZtEHybBOkERB\nllpKjqSk6eBDgKEXiyqMjkaioDELezQN3IgB59wsMNvfFkmycuFhGBFJTIPtNvrsow2cSSMR0fZV\nT5gVvnD9kbfWwinYWo39gkzGFnE2ZmwARmNmWtn6NjhvBSDReq41bzTjWtjSzO261PmJQES3Du/I\nRcBgMuofZkra+OfUhbmxQYULoyWw1adsDxeAGdK0a5ewmhmJ1NRIaQYo4e5usRZ8DCKOEOpLtk8K\nBRH5O0T0B2/e/uMAft5e/1cA/lcAf9re/5sisgL4NSL6VQB/DMDfffEV/a5tR19BCAPHzKKmBMXM\n08ywtJlAWBUliCGE5PamHCe9P2Q3HaKvAQyVsCCJFa045BYGE6PtTR9QyoOziEKrE6zcWRMZDW1x\nLEBdY4oUDNw/GgWx+xzt9v4hQTke++IdRy44DeJAtpdFZtShJ+iXPoyP2fwEif6RMIcei0YAiLvF\nHk7GZl23hwYvGnbUq2+NI0W45BJCgbkZcgMaN/URMKEZ8hIIWm2xoNWRa0BeGClnCJxHMllyFPRc\n4YdBLGSQpp37bY/oy19H9ysP/Wbvg9GFAoDoLM45YVkmtH1D3SiiMa3qjrP5kM5EuL87GerW+8r5\n5XTOn+tT+L0i8uv2+jcA/F57/fsB/L1hv+/be482IvoFAL/w0hO+NK7t+356v2ecFQfvZoexUmvU\nMpAJBuzahGVk8A1vor3sBJsZKbUDJPEHn8ynUFn53gmavMKNITnFjh6zjpoDCBKSCQQBaGguMmjV\n0UgSoWhl5468PlIHm0E7SQ3mwTBI3Yna162ftAuXQStq2u9wGth7ovfCqAfHgQC9AS0UpLXW0Lhp\nGDIyElmb38iIElQgaIhRHYbZ8jSa+RFUOHSiVgCaXm4L0lOpmDWKE+MFdP+EyjvtPTmYDcNtxLDA\nFYwjBOrIwBvj4PBMZJhHFGOu6dRAM5MoAWgVyCxIuahgmArO59l6RVTUXcvlX7p9a0ejiAjRa5Io\n43u/DOCXAeA13399PsIrt9EzrDgVUjUxSasdN8tUrEDjMAc8r90Zf8U1ukj0PAyNMSw8FuUTzOjV\nemTwOZJyjCRUwtkxogUPHXZ4aHsNlYswxxV6SNVWrPsRDvJgcATKIBQ6BB4Eha7e6CYNSLgjnerN\nhzJsEhC8SlJ8tJxwwM8fsF/PzEa3HryH0EXMzDDC9mjq0rMaGzwT0lvYE93whKekPg/W8F4zx2Qu\nxZ5nimfWGgc6k8TIOYc/wEuq9aAWyBUOxeDmGnwMnwgFh/yECo2jn0WT06QJtl3wfmW8vzLuqKIK\nI7fJFE/GlJRTQf0qM/ZEmMvvfJ7CbxLR90Tk14noewD+qb3/TwD83LDfH7D33tQ2KrcnP0Q3G8Qy\nFWXfI+zoAqGrgP71gOzwSUAgsaQjLz32xWJCB+L9g6yZAIb0XndmxYKNs9iCVY0r6A4tjgtSk0FN\nSwGsKaqY0nbhoecw7W9w3oXKQevb8QImm/ngmhPhTPMrMK6BJHFekJtZNA53sCT7cTW0SIF2mjn+\nPI9A3M/hg2NCk0wY+3gQEXLJSDmbsGghHFzINfE+XQMiBQJFkGUZijkP3FhhYSRJQxi0L25v9hKm\ngSkEnQe5+5cSkFKONnORDDWYYyKMuu24fPiA7//GD/DD3/oG7775gOt1w3YumHLB3TRDUoFkbRs4\nTRnnZVIyHwGm8vKl/rlC4W8B+LcA/AX7/d8O7/91IvqLUEfjHwLw9z/zHE9u3xVKGEHzKCASCGis\nmYoQYNuAddeik20HVqtlINMyiWCNGHX+E4U2YtMGhYBZZjRu2KeMKSdsBNWw0OgBu1YWC6kRBY+/\nQOPqVVrk9BN0MlcWrLXhuu2o1gykMVu1pABNbWnJuqSz9SZAsg5Q5L0dyBrN2kIT/Sx6IPoEZQET\nBXoBALBVKbILObOVoaXNJEllAHWzJvCKm1v+1vCyN0RBcBeqy4WDK8HDkspW1ILApdlCdV8OiyCV\njCQ9ZVkTkjRa4bkZ3g6u2jkIQEkU1+ao0PtR3kwqm0+33ptuiuowSKh/FQAMFiuoGjSAosUdbd/x\n8O6CH/zWb+Mf/+YP8c2P3uP9j97j/VrxU+cZpynj/rLh/m7G/d1Jm/KcTnovCbj/8gv8xvf/nxev\njU8KBSL6G1Cn4s8Q0fcB/DmoMPgVIvpTAP4xgH/dbuIfEtGvAPhHACqAX3xN5MEH4tsu/Nd+/2gW\nC5xKHez93L2WQXkVnc47pP14TseA6I6kSHMGLFzZXQ8KMxtYzBEoCPgtZl4oFbtOXoaYbZmNiLVF\nqa3Akl7E2Yy7wtHjaFQh2X7NKgk9auLwOxa7OFqhGCOv+YiF7cLCx49uP+tIyk2IgNlxHIR29xuP\na/awJByF+Dj30Cwd/DYK96v34hx8PHEt9rc6DzsqUk3vXTQQptfo1ERS6nx19Qw5FNJdJXGvgzAY\nPvIlb/9rbgcnKKK0PdQqU5RaryseHi549+6C336/4YfvK949MNZKmLCBm/X0IKV1BzNSKSqI9QMs\nd2e8dHtJ9OFPPvPRv/zM/r8E4JdefAVPHwPA04v7JULjRYLl+Lz6S9HiJq5VowqtAZX178aRg0AK\nCw6rm2xBOGRESmAixerUT0IG1X1ydG+Bw3WKCRcmgbCF0xTqFgC1NWy1YatVuRXMVPDcBNekrZlT\nzq7bF38Dawg02fekw3zV8uZtJ4aYKcAhVCSEBxl017qMpL6FcCIOz9RQCLt55M8BAA1FUj4e3sNE\nSJOFamsmqPR4Eb4jRM/JsbSZjDXazQ1xFKYn1DM52BHHZOiSlIbPWKwZzEAv5/6aUcr5Ex72oWGO\n+P3FzZu5R0wQG2cPkeo83LFeN7z7cMUPP6z45v0F3zxccdm0buOhZpQELFvDRLsxeQnKMms2pgmr\ncl4+vh6G7c1lNN6+97mo4fZ4L4paAJqtWFuEGqU2UDWnokgsaBAOD7y/h4NK0AiBVR1igI/SFwGF\n/Wiaz2m8QmMqkcq6u3TRz/basDVLxgn/gWh80hYCw+LvAGqMgbExg9BI/06kNfyezuaLVq0cASfN\nowDBulsf9/Pxgy/GWAg+ML43bCE4KpOA+RG3CKASrlWAzMFnwotZQ4v+/SbGkWB065ZLruPHbnqY\nUPTEAlGOAnaHMRDCIxYuGYW7iJUfj89FlC0bh6LpEPY0vEt2X+JITG/ExpiQGiCUEUnaAkhraHvF\n9bri/cOKd5fN+oo2NBCWYmiJTWjugp2Uxm5bN+RpgjuKJZq0fnp7M0Lhue2ppKTvJAJBfbL1k6Ez\nJu2W8bZbXULjA3fk0Qy2xT3YgqCeYMPcgtjDm48gILa7/BC/adBCzIzK2ooeogzCOnEn7K2hNvO+\nO+U4KYzW/fSqWEwAmPdctSjM/6DXIMbwETyJ9i+lLqBCBDxWjAbn7Z6GZ9N1v/81DLg7UeGCq/9N\nRAcOADcf3KfQGgeSYXikQrrgTjQ4LLsTNqXuh2Dr1UjQfg+qFDxiATMrrKgqdWehyrdx4nSTYZDm\nYgAAIABJREFUpiOCASH0WTNYXBz3hJQwifpqdA0rRR/Xhn3fcbmu+PCwagPivYKhhW33E5Ba016i\nRFHCX3fCtu0oAu0TIcBp+jGrkvznf+5nAXx6sY8S+TV5C6/ZWqvqnGMGtQbed1CrN0UsAlgVXgCD\n0W61jT0f3yR+3avRZ2neuk5gdM1huoWoown3uO97taYgXTc3YffrQbxEl6wE16UWdTNEbKFFlaFA\n+f7gf4uZB+R5SxqJuI0YR7bTuNhDpw/oobvcdPgGxDCYKjIsVtfQ5BGGwW7vodDUU3zt/eQsMPYs\nhIeCJxNaICh/oXD4MER6yDiegaGG4GiARoi84lLvR4a7vhF2w3Sg4Wf8HlnFpqdPZ6OgF38eTSNe\n+7rjcllxuazYV6VeKynhPBd8sRDQEs5TwimrQ9t9I23XRKyctZHNF/Pp0Vx/bnsTQmHUPC4YnhQQ\nBr+Oyr1Pohefa0QJgwLkbQc/rKBtR6oN7boitWbNXAeASFASUIdmsAUEcVNVN8+uq5qH31GCpjOr\nx9+ai3S0ak5JQxGWtEPE4CYQSZjngr1Wm5CkzWstIpFSBrnWC7SuzkIxgdBY2Zs4EYjVHFDBgMgx\nShh+i3qxfajSQLE+ykn/3CGwWkPceSLNz+A5A6OtwNyFxIgYbh+d34PnAAAeIgzDyqIWbN20KcYW\n5hgW9tJ11gYvIaBU8GcfPzcTzK8CUb9MH1OJ5wk3C3xuuXB30zLQlpo+9o8JawBFWwKA1DxKu/YK\nuV5WXC4b9nVD2ysyCGUu+PJU8PWSIJJxP2WcsgVOWZQzwoR6hqLEc56eXxM329sQCjiaCcBxkY+f\nDBn4+vdTs+dwHJ9ofiQ6vB7RhzfgIA9J7ooQhCi8/iDTpALN+DM71VNrk2kkFkHdmzoD1w3X6xXX\nyxXrdcO2KQxs1bzarHw7lDSmXkrSng6kjU+ZG7bNzo8MSjpxVcN1cyOlrGYEoVcr2r36YlI+UUaz\nrkhs+wqZzdykNxwhy/W34Qpz+PjkBlfBWO48LGwBALfpddGO3++IQIZ5YFpcDxxoLKIUbKFXYVTz\nmeTSzSYvZHJqBhZByulQ2OQTxEOffv2eru7Ii+zetNw6xd/He7Drg5uRElJ5DMFGKJQbSDEIGFrj\n4lKZuEG2FXXdsK071lXRZeKGpWQsS8FX5wlfnTNEBHdzwTQgO/fr5GyNfSjhbvoOow+/29utxj9M\nQOp/3+KCj5keLqnjiwdTgLp4cKHADNmUSi1B+QmZKHwH/vAHiBAaw5u3al46qydejK0nJRT/yQkt\nEYS1p4JYlqI6ABVawnoBKtpWWjB1KCflWEha/ZimSYlbSbkXas8pBGCNTQKBPG7q4mxKkYZrC1Lz\nnVKc37fIlRjka9xzIKoRMrkwUb8MD0IhIHyYC/Yum8kzHt8WXzMBDEDvOZ5gh+0yPJPGiiy0qAvd\nnGIfI8MYLhQCqaL7CQZkQLDFZ2af9KHucy5QpO2Hfo/aWl4/UzcMW0hZXdGpVfC+YrsqUtjXXfk/\nW8V5Krg/T/j6ruDruwUC4LwoO5ewGJrUe8y5YCpTdBx/6fbmhMK4uG8FwrBXvPHE83jhdvst01SW\nhNOqOhczJbBBfKfrjQkXpnV/8ABFuaxPHAKQKQUD0lQyWstqUoggV52sSueuyTIpEXJJ5jS0aZ+U\nki0AKvWCK5AV9xiCGRRhv2YTqgKfkBL7jGaDJVqHAJX+Tl8oPlaHITQThbutDxz/9oUd9r5rUAxk\nqQOKc1XtvIxjHcC+7yHkcPBTDKXNQ+l1Y46xUsHAlsiV4jwpGwITsWiHhyIV4YglTd2WTj+ah92J\nEEhhNDl04VoSWGM0WOUjuz9B/QjXhzWo3Ekavjid8eW54MvzhC+/WAAknJZigkrp6VpTBqqSi5VZ\nZyxf3D27Em63tyEUDAI/NiFGwXB0JhyUfbzXJ3kIDekLw/bq01COx0opYWcGWBt+1HVDTdkaomiZ\nMSVCyoRZ0pAg5Ow+mqTkXvhEBDJSkylr96WpZMxrwWQ9H660ghU7okxZuzpPWgufc7FyXPMFiBa9\nMJSUg6z2nnIeUiG6vRT3B0uVEI9oAI0EFdqmHNwdi0QCsSgEESBJutfdxjGYmuLo/rwMSw3jzUPm\no2cQ9vcR6E+aOvwiV0E4Fq/KXIs22GJs3D8nZ4oyjkOAbEE3E7YK+cs86/uWCDaVOeaBMFs/zWLC\nI8d5GxtiJOVynEvBsih9enYW7OwFTejXL9rfM85hfA/qWkmBJlF3rFWbB/G2oe47Pjxc8OFhw/sP\nK9bLDq4NSyn46uszvvpywVdfnfHlF3eqcEr2aLaGpxtjW3fLRs0gytgwmmwf396GUHBt638+XsnP\nfe1JlCD2IEYt+RL4RClrIo+ZC7uZEyXlMCNySshmV0YSkwsj064OMSk4CsTalwkEk8G8pmScpSFT\nRcpJW7YVbRI6TRPKVMJGFwBbawAltaGTJieBXHEbNKXRYWdXZfjWOQcgAmJL0Q4E4UapVTFD7fEk\n/do96hDpAORnGMe+Q3DABaQtCPf8eyWi41xy345D7MBG6kQ0zRq2vNV6uGAK9obhxt0XAXIbHxGR\nuPUpeNpxmA2DL4FIG82mRNaRqudhuKD0ex2VWLIDsN2jO5n1UakvAK2B2greGduHB9TLA9Z1w7uH\nDZfrjstlx7ZXVAbSNON8XvC93/MlAODufMIyTwDUFISosE/UwKRObXUx6n/1OyZZeRvbZ9gIo2w5\nOJYcDjsctfmeUgJltdelZLREqHvF3kRZj5sRk7QE5s6RYEsKRMCUe45BLA6byBmaVssTozWl5ebW\ntGejEXDO04R5nrCcZkzTZBNQF9Fl2zRyINY8dRycAa72pqUdUnuZdewiEjY7md2giTisFdh2P+6s\ngwsNO8AodBzpaYhiiL+PZlY8w25CiCBKhuHyAXQwf7rN0tGPO1W51bjHwZYbnqtde3I/gEkzEaOk\n81wCFaZHgaTndTSYSDNAfVyOmPaJuef3NJDDImaKXmf4blrDtu64XnY8XHa8f9ixrhV137TGImfM\nS8H5VHB/f8Ld/R2muSCTNXoBDG22KPoqSfuAQAinaQFft09ccd/elFA4xntl8KDfPIUnBMQxyWl8\n3987fumRRSukdQBT0e5OJUNKxrptQKtWLASDkYTdujO7FonahoFEJSB9QO+ELEqEMU0NrSrPonZ2\ntm5N1uPxdDphnic34iHQvIS9Nggr9VrviuTaHDFjdXJ7QrGFFrn7a7ybMUTQhlZbet0SOfgeHaFk\n2i/QUNeOPpgRfbEtQoViDtj4bh/7KO82YRbsz+ZuDT0/mCvuSyHJ5huwik7TAo7i0sBRQKTF5a7p\n4UogTEA9bmud6FVNDWW3cpSScq+v6GnUfdKFM9oEYvgPBgQCSxiDGGnMvmO9aHTq8rApQtgqWqvI\nmTCVgvM84+4843w+qelSEhLUL9UTzgiEhEzZzCy9l6kxzI550famhIJufYIeXyH+gtzIheHvkND+\njacECIaHN7xLIJR5xl4b2roD8wTeNu2606oyG5HCsa0aGWpWezIT4f40Y2/ShYQ4X6NfGFlX6KJh\nwaowb5m1Fn6yngzLNOE0zyhT6TBaRBu6iGgzWenOv0Ec2n/2bmgnHQivb3CorSxCvp9OWC+WAmnD\nkdCcFrbso9URCYaFxcPC7NpRAkaP8t3RvjsvNW2Y4lpGlNetNDVfCDC7Xx1/ZKYQhbBSmjMXIiDq\nXnj7GRPh/NhiNGy6S1LUwuZXKdqlO5ccTXtDaY1zS9ALx+L4fQ4HBT+Ukr+1hm1dsa6rhqyvO7bK\nIBLM04LzsuD+tODuvGBZFosoaF9QBgENADVo8rOJURtvAqFdVpQfu1b0pJl1gdriA5t4NPwdj/J2\n36f/fso9oYuiH2dEwvMy60O6rKC5gKYJvG7YN6XLTtIRQUoU4UUP8RVzOmmoW1FE9nk4aKBSNFzE\njbHMM4iUHWcyLr5sxxS3d1k0jMlJqQtF0A4mBEwLH8WEDwKb7jX/HASCxr1CMhZPsv1gQi1R+BRY\nTOCIJzzZWGB8eOQRPDdg9Ayes+zvezVimDuIxerPyK2W0RxwqHEIfQaaPMLJnJ2q3vgVBuEVxwjn\nZI+KRJNZ2zdbw1ZQp2IPWeoCQCjGUezCRxNqNIcoprQArBW5ba/Y14p9261JDaEUI21dZhUKpwXz\nNGt/SPt6pgy2/qJxTUZoC+v5cM37j3Ptwy1C6JI39jh0lcWj+f/MW08Kh3Fn/6hMBcv5hMuHC/I8\noZxmpF1r2tdth1RLTxa19X3SJSLj4DchQQSZi7YDSzg2WCHVcqUUtNYwL9rWy3s05FzMLOnVSQTu\n+QSEAxT1FOabUYtXYgPAtpqTzajWONJqAbXv1ddomp7g1Ildq/p5pZ9H4vMR0fWF1/ft6MAv1eoC\n4/0I83UI0TWtHd57MEh8ZmOUlMNBDCpTnFuP59cY57A8kT5HjsjGn619S4fb+DiDN5H1mbqQ7B5R\n9HOJCUXqqI/IfQqagNWEUJnQWBXJVDLO5xn3X5xwf7fgfDfhdJrDGSoAMrRATKntWfMxuJfaE6ug\nKqUgv1wmvDGhMMBFn2Z0/Ojx7qNK0W9//BzDvv7VAzKxxTmfl+jCM+0VZVc7b9tWtL1C2DPnXGPI\ngBwIUyZ8dZ60I1NGdGryRCIidS5OMmGps+UlFMzTjHnSBiDuxPSyXm/cgoZYWaNT7wBH4AvMtFV8\nhY3F2CG9Q1l38JGVKw/4fRjV8TnI7b9PCd7BwTt+P+C5L8RYRNSV/nAJUffAx/t7KqrUMzzNpADA\n4aPA8J2OUFwQxZwzbUSkhKr+WVyrdOHiJgLiGP0eDg1v7diqFHT/lMhCoYSpJCxLwQJt2rOcZtyd\nFpyWSVvMT5NV3Oq8cG5KFqO712g6agNq1VR2iEA463N/4fa2hIJtLp27bjoiA7pZyqOOAnrmoRz2\n8Ik2mCCxhgLkKhzOGcuyaBWdCYVp3zHtDduu/f22tUbPP0+dJbNbS1aT4eEy4zQXnOeE86J+grlk\nzJnMIZnMs3yKPg1lmpBLsRoGvYlk2rvTsOs1a2FjQtNB03Gz+yGK1XAQk8oNoHebwMquZIhAnYom\nNDiByRqxhrTuY+Sjb7q5IwnjapBBjKhV0p8X+xNw5yDQoxQ2jj1FudvjkQfxxBYkKD5OSTtg+Vyh\nyJcwU8Ieu8+kSD8W5ZjokSMchd3htf8ReGzY7L1wNPYWggkI4Zuy5qac7xY0FpSJQZQwTRPmZcbd\necHpPON8OuE0n5CtCEVAlrIu0XdSfzP2vWGvzaQSg3NPIHvJ9iaFwmHzifhYBWGEyEegQDHBxu2p\nAqvxRdcfErCs1ob5tFirLqA1UWKT95s6JJvSqTlngdO5ZwIuO2MuGeeJcJ4L7s8V98uM86QJMMXg\nepmyoYBsJKA5BCMAc1rJk/fT3WW3gtNdjqOTC1CHnnm+zU4nQiTTMMTo0yS+K+OBY4wcVNvcc2Fh\nGp1GhyEofAj6XR6OJ92VMCITuVEGw/NzJyJLs4xF41IkhfQI9iQXJvpZYjYeB/3HAHwIp0CoYaZR\noJXodG01HE7VRtTNmNFxGWYPumDTPAcdFiGLgOQEmmec7+4gklAX9bfkkjHPmpuwzBMmS7ziNghR\ny51w5bQ3FQbrrvkNyrUgKEm7j710ezNCYdT7w1IH6HZquDjwCXcjo4edb7Mkn/UrjMc2mHh/f8ay\nzFhOCx4+PECdYcqkxCnht390wXrdcLluuG76MH7wzRUw2DqVhC/OC+6mZGhhxvnDji/mhPvTjLtl\nwt0y4TRlfH2eUCxP3cNdAoEYW3FtFXtreNg2XPeGCsIuhN3Ylihr3UOTnuffQvN18wNAeCYJFsYz\nlCBWjOOJMBDdt1lGo8/miAgMY9ZEPel5+DBOaYPuyTz+9HzBJgvNuPOzl3VrWThgdrxlO3YhZYiC\nWxzWsyVH/cBmHnnClKM5DOgIZDTtKXezQAZhY9fp+FWYAaNyY26WFp3N4dhnqQgs5V27VCkFvaIv\nLhlcMuYyYZ4zfuKnM+6/UrOUKIUjO1svS1BCqwLm3a5BhXZtGqbe9optr1i3DeuqbE1amSvYr1s/\nzgu2NyQUnlqtT787bs/Byef27ibuR45sH5VScHd3Ds3kYahUMn7y/RV5KqB3DxBaAQDXrcHN+3UD\n9ibYpozzCdhawtqAWhPWKrjuDetecX9S4UAJ2nYubFeDfsJGNMq9ECjlsE3tZg6jIcM//l8kNIl1\npEpkzi4g514gNboSBKILxY+XRtNO4J2d/RqilgLoTWLsDUct/fs9JdqLj/y3mkHHHANgRA83gt7e\n8QgHD/0vRkSJob+CmwHJTDGBh44H3wBBMwPJw5t9836cMf6Ew7VJPIR+rU5TDyJYK+JY/PNyQiqq\n2cWKVNxM9HnLAJR6kjudvSMFttb1VQl5tr0qz6gI1r1iST+GQuEI/z8tDkY79qOHfWbxdyfVKChu\nv6zhqPP5pM89ESjrz0/+9FdYTgvOdyd8880D3n+4ov7WezSz9wSEvQHvRbDxjq0BW2W0OWNtjNVg\n3rrv+PpuAYtgMs92UIdKi56GDOcR6JmINwYU3Gmo9+Q9I2SY5/aZmQ3O5+jjaSH6KP8GYNTw1H0W\nYff3YKY/ETcoEvXyYkop3vcrdd9AFCzBCVZ00TpRqvdhCHo3ACBtz04E7OsGzwo06RKmAHvs1eG/\nmymHuQFAup9CkYfEvZBdTxhosUi7cOyvTSDY2PZ5Nsw5u2cWQbXXyZ74vCzIlu4VRLV2ABd8BDNT\nDQUSWa2DOcSr9dBsxtYlUWdB2LYfs4xGuvn90u057/Nrvn/8G3AhEWmyIJSScb47abRg0sKmfdsx\nL5OGje7PeHhYcblu2HZrCy/q0xdKqAxcVm1wWtuErTbsU8K2J9wvBd88XHGetFiqkDopkyh+dyjL\nRAPXYO/fEK3tiAahZhEFgiXmSq8WBABStGAN5tRRKfo+YNWSw0PRhYx4w+1ibw8X6ELcv6CNdl2z\n61hyrFs9DFnrtX6CsC7gwkpXcXRRAlDtOIDa42IJWE7PJn7s8CdY6Pig7QWgQVg56hfLyzA05Y5G\nLwjTu/cxjOFBV+g3OKZDtphg3syGuSnvJRIEhKVMwYfA1pBmnKOelMXmJ2Abd49suALwsdOcEw+Z\nt6N0+sT2JoQCgEMuwsu+oL8GcPgdbt0X4Xok54zTSVNOl2VGaxWX+YrrsmI5Tbi7P+H9hws+PKza\npGNv2Gv3+LIwtqoCpzVCrQl7S/jhew0wrXPBUjLmRJgSIQ9NYUCAJIWcSr8mhzLogPOESK7y3AmI\nptL2bosIE+eYHo1YULAzawKT2ea2U4plMBScwQWARiPY+z9AgOaa1O16MYegoT1rg2f9cgNJ0LCw\n/R6jmIl0sYPIIjRarBb7UursTzb2JMmSmWyhkYeUh3EOyG6mhTnyQhCaDyLnXkVarArWgz1RUyIS\nWr/WhnVT5qRApSmhpKK+gibY1t06bEGJZO2ZDHhEr88EO0PTzx8JqOQRsKz1LDb2kfPygu1NCIXX\nyoPDl8iDZN9eONjjx9MHU1RSJm3p/lM/9RO4nC+4PFxxvagg+N73fhrruuO67rheN7z75gO2KlHO\nykayuleGcAM3wjeTooNtqziVhCUTFufbS7BybS3UYqcJQxf8kcTkv6z4keGOrqE6z27SxQNz0wUk\nCUl6pMJZin2lqTvBw7hjAlVHy54E5Q66sNVFC35SIi24EgHCvE1GHdfhssAWIx6beI7g/NEryzJ3\nBiu7vsjPsMXszzXMDEMhzo/QUYnWOXifCyIKUwvoLFd9fvSxR4zw0XyI6TT4RpyfpZmjgCC4SlXS\n2NbZuw5FW/DKhk5S08RSpLcde93V92Rocp4nZFI+jq+//hr/3n//f3x6Adj2JoTC52w3wN91F4DP\nEw6ukzxjj4b3R+BIAJAI5y/uMJ8WnO82XK8rHi5XTW7aK/atYq8NX311xnptuF43+1nRqkYVhBt2\nAT5cNswEtJqxZ8KWgTUR5gyUnLDMBbkg0o19cQRFuk9Us/ETdLEk4yh0bBypvXZTDFg/WgETwxP7\nXCB4SzSH1zoEw8iOEC0ERIq2bH1ByqPF5AseoKgC9IWkvAmeLahODu/8pJdAdgxXzfpcDlGbAUK5\nTyNqHmx8BBgr1sJU4GGcsgsYkWgA5NeQApoPRVXs8H0QwG57EcW1uBmh3bZ0fDeuxunZwuRKqfe2\nIKJIenMzyPkvUyYo9xJZY5xk2bMJy7Jgzq9b5m9DKASMGybPx3c//kHHOfr5Wz/CU8cbnXJECWXW\nLMTl7oS7/R7rdcW2aeZj3RuWueBy2TEvBctcMBXCeq2QRpCmmnPdKh4SgRujJqAWQs0EnhIWaDdh\nhaYUWtoFQjigBu+3+gN0Qgh5m3REfLvbvK6Z1dvt6cwAjOLM+RmMn9IWhgDhcKABVt/WXPRjw7F4\nEKSAm1Y2WpiMuQXJqh8rKNsHI90Fg1iClS5mAXHPg+Bm1Gvoi2N8ln6FY15CKAFyQUbB3h1pxd6y\nTqB0fZIPMrJf5qhCRrnp10vqbyEOmSQQrJV7xyvr9p2hiFHJfVXwRwgX0NRlAibx/BiPVmVoWJNw\nPi/HSNALtrchFDA6ZyTg2EsWedTSCKx1ugOtz9yeUIYyvmE7hd+d9IEsacbP/nM/i+t1xXpdsa47\npikDdNG8hUxIibW7dAWI9aGtly00CkOdf5wSJGVIzppjn9RhGWhl8N7DNZlNuAQv2nHNq7+1Z8iY\nQdhvzjMZCYRGAmKdmA6NJRaqaHquNqZU+5UI3t7tMIaB24foBxDQHVA2ZqWt08/TIIwSKNCLiFKM\n+f0o5FcKMjah4zRrei8p7BuP1mhaeQkTBQAoa0s/N3NGJEAu+AYN72bY7VyR4V+/RZ+DnbPBXycL\nP8PQA0HYCHS48zW4gEzwMLEhJBo4NRUcgCDITOBkkaocxhOmnFHryxOXgDckFHyLB4YXan8Z9hlW\nb0e8rxcPHzvvkGdov/qU+OLLe9zdn9Fqw75XfHPW1l3XDxds14RM2peSd0YSUt5GEOZMWIq2/yol\nIZcEmrQ8NwSC1/DDtHpcC9kYDGExExaeoByOpjGjD4hSagiMZUnNE02FZjRW4ZJTz/5j1jwARw7e\nLMY1rU7SFILLR1IbttiJYO3onNbdbii53e7owhJ/Rk88GxtWHs7t10uOHjIOzkwW6a3uYC3dB+3J\nbFyZOVuFqy7e1qr5TGyJ0bBA7d5U7gVkO0wNYHjPxn3sPUrDMcccD3W7kJXI4/As3RwkIiCn6DqW\nkoC5Pz+nzG+tvirFGXhDQuHWbA3n2LAGnyx++RbnDB+SH+eRGTI8UHI9Pao9P4h7Ixg5AXnJmOeM\n8+mncX864cO797hernj/ownnklDXFRka/r9edkwpYcrajjyT+hImq5FwjoWUMxoQMWkCQRtBjclE\nKhxyaBrq3Z6t9ldaJPdChKKyTqxXAJq2UstGhlqSBIRWByY0606M18ESnpy3MTIPSRfmiNlSoIoG\nBkPajjwmRxlCgCMhsgQpu/ZEpByV1Lrtz2zZenqmnD1Tg4a29S3SuOGLfHjQHlHIxUqSzU+QcwZD\nSW08/wJAhHbViWpamfpsIZ9I6OfSBcpBdMOtAZBAgJSSdQG3JCfyMjUCsz9hIGVBJh2bKWcgay9Q\niJa2szFztV0bEX1Y20EAvmR7G0LBESWeQArD/XwqL+H2k+f27YLn6WM8OYTi8BcRplMNbbNLgOiY\nEgfXIif/meaC02nGjqZCAcrcPFvNQ0kK/7X8WpFDToYcbEF6gVPY62DlOQh+CKsO5GTU8aqduXJU\nPx7MItemzKiVIMmLlxKKefFZGI17mTNXWHRdrCiL9HqnSRvXJDIaNIozhW9B1B/jbdwpWc2fC+fU\nY/0pFU30scY3sOsRkXD0hfalHj505OJavTNe+yRxRKMv09CfQQUERTRDWZfsutH383GL6SFHwdAn\nTH/fzTAClDxWgJR6Crd/2Z8joU9GYSXubTaOShRmeaHu7DBUxUZMGwV7T8/oZ7e3IRRutk9p/89B\nBy+yImxO+UN5fM6uAQ7OG+mJM/7wiQjXhysePjxgu67KBm1cC426Zl/mgnOZglQlAdbAo5O+JmMA\ngk88c0Qli0boEvZr9AWhCzYbYuAMTaEFA+yMYHZAXy3+2laLtkkDEidQMoTRGiozknhLW62XkLlo\ngQ6Mi5KgFZdAIA1/7eNp1jzGhrpRIj0IEcCRiHVkNtPCSQKEBZRNGHqC0qBkXMMfnqg9LLZMQNhi\n0pCkxConq14VQ2cH9PrE/FHFYULDEUmAS63n8FwOYRWgJZVwqNIgWVyI+GvlXdBxYXtcaSiWC4Fg\nbOR7bdjqHl3HX7q9SaHwse01UYrj9166Iz4idQjdhxH4UDWG+OTux4l6gkTYHi7Y3j9gXy9KxkLW\n+EUEU0lKr0XKuzCyRFPqRsvOjK1xdzqaXV1yDs0LmAYRL2rWMcuWzpskAUk6ExJMJ5lAiLwA9IIh\n5wQgqO0utcK9DGCGZO9T4Xb9x56TZ0RaJ+5E8Ea8WvKsS89ZqXNKEKNSB2kxUiKOvo7eEToiDcNC\nsidmDszRj2ArcDAdnaQmoigqfRX52Bh67gWAoKh3p198ZXj+zpPoLey8TgGUjWdT5022RCxNWjDz\nSaxPBbp5mAAzMQTJftiUhJoPHEJu27RSUvMYXp7iDLxBoUDPvP4dO9+rhMuQk94PgH6lwRSgHxmz\nc6CESR1ZZF5mJ01xZGt+MoSLbpiE4v8aJNa4utvx/rcuVMsl1Cu1931xu0aOJqtmXhByMDJFnNv9\nBIAmW9UKrhWZjBZQjNUDhNoqZpnhlRvj2EaGYph/7v/QLUXH7GGcpcM2FxaAOl6Tee2d5RoQZaqy\nc0TEwceNAHfE+vNwJ6Q7Wtm6f3tn7pTSIGi7IPO/hfvx/TiO2rKbA+Ia3u9K+4KCtMvhoHWBAAAg\nAElEQVRVFYsuTBNKTkBtOjJ2HM2AFEVgDjpEUEUpYxwNais+CX9TrRXXbce6amRrXV9O7w68FaHg\nHnAghPjvhkDQU3+7+onjlg7H80kIgvEBJniSkRfUOOuwzrnhOm4RC/WFb/FXwOLx5Pala/nQah1K\nJxbkmMLmhzAtG7DVdh71aYyRvd9cuBiNmAq7AuTe21LkKBDiFnDUqq5FCTQwK3sI0ZvA9oXVw8AG\nueGZm1HhEfuE0xMwv5SAcoqx7m3jTBB73vgw1p6MpcxLEevpSsGf7RA5ABBFSx4+dcQQ+RfQJr8V\nCVIbsO74ia+/xIfLRT9vWjvSmFHsHqJNHjNEWi8JN+EgotmNtTZsteFy3bFuFftlw2W9PjNfn97e\nhlAYtsOg49OL9mPmxEtNjVvv7LcREodFYB7sAy040WFyR/wfgLhGCG5G96QjqghVq1I0kXUnWC9r\nVmGhi35YRJZ7QOTjSRae1MWQjHDWBYxLaPekaxQjxTWpwHNWYxUIzpakDkiD+tEbA4MzbYzj9KzB\n8OpDFD3xKJDM+z9AdG8zRynbAkQfN+709kqrlowroodBxUqZ3fnnIVNpxneYWElSw5wzweT+Dpcj\ncpyznu4dBWzsyKe/X1mwkQA7YU8b5P0DPlwekIgwpYTEglYrppzj2GptqIkA0awWl5jqKHaSlYqH\ndcdl27FeVlyvP45IAc8jg0+VPo9OrOe21/ohXhvCeW4jUn4/h6wpadiLuSHZJJWmOetICWRa0+Pe\nvbCmcxWN6bqjpopGJ2ZeJEikRQM9oclwgnrcB8ARjtIbsCLiUQe/H+1tmTAKEPsxSN+FX7/GRAlN\nmn2uWZT6sZcBuyAcnahdqCVDWmSmgHeacnTpGjgWjujChn2eKHUhYmJG5ZzRmzEjJc2yJJDJv07s\nEg5AE1QCF0IycGAg9vfqxb1V1L3iYduxXpV3o1XGxoI9a+o6S0K7rlj3irkoAiIviWYGoYGa5YZw\n0yY4bA/PmKeaka2se8V1q/jRw4bLuoM5Y0s/jmnOAAIv/w6aDgcH1Lc0GV4ijCLL0CZ0NoeZd0oW\niPIxOvS3hcSmetyGHNOYfT9dDPraIbHa6pYMYwjCnWPZiowSBFntGdM4EotfzY0U53IPvIj01mzo\nCTzevToXZaZ20yMWCPoiGT0xzN0xBvRch47eU5xXDyQBl5MLhqT0at07z93MkF5+LALLThRI6oqk\nFxoRSFq/vnBldKfnqHxkuC83g/xrJpG66QAJ5iXL8MB63XGtgjqd0GhCmc5oaQbqFfN0QhLG+uEC\ntIq70wKuDVUqyHpP8L5HeTUnzXeojbHVhutecdlUAF22istesXHC5bt2NBLRXwHwrwL4pyLyL9p7\n/zGAfwfAP7Pd/iMR+R/ssz8L4E9BfVH/gYj8Ty+6EsdhL1ystzD9/4vt9ryPzRDXwCrN3ZnWJ5Iu\n00ijJfRJNx5PHQ6a8TewpZGx/yTzUIYn3M7RGNq7gcw8iKmvPIPZApme/eb3IHYtIQbIfR4CyZri\n7F1uhEjfy52SPkRACBU3P7rQI79hh9QmFSh1/4K4PSCeiq1ih52N2pmogJ5mfTMvYqylOxVNcsCj\nO4TOrNW7P9GQrakD6oQ3gBdOqb8i2f0cxvAGMbgQUUegoGbBda3Y1g9Y63v87E9/BakN1+sV/PAB\nc06YUgYnsvoX+37dg5dxSoR9r9hqw7o3XHYVBNed8cPrhndbw94a/rff+u6jD38VwF8G8Ndu3v/P\nROQ/Gd8goj8C4E8A+KMAfh+Av01Ef1hE2ksv6Lt1/D2z0eC0egKXvOTsT/khomDKPtPeDhlTKZBp\nArWGumZwzpq+Sp2jXwaGn+5D8ImnYmDKSVmHMJ6LTXP2BeCfJRMMTbTHZXLK8pQANDSvaBzt5Tg/\nVOMxgJws30HNhVw0+5LgxVeav8/k8ss0cDjJTMub6ZFJpx1TNJYzD/uAKFiUkRjdtCC9Yct/sDg/\nJb0Pr7YETDv3yskxGmEgyUK5yoXIaSCzCXQCOEmkJ/8Ek5UtSgknqRYveUdpgo5Fa51bQZ9ZAjOw\nV8ZVdjy0hA/bivdrxbvrjrsM5OsFJzTcTxm87irorXJSE7mUxGcp2XgZG3ZWer8P64armSYPO+Ob\n1pDyBOA7Fgoi8neI6A++8Hh/HMDfFJEVwK8R0a8C+GMA/u5rLuolgsH3ea0QOQKSZ/wVH/n+c2d6\n0m8hnnV4hKw9LGeaMhCCu976RAwfAiEWh5sb6hxLwQzkRTyu7f1YTq8uBOQETV5KCckKaI79ddSH\n4ZEOj+97cjQJjEuSjOuBun/EHYkymlb+nOzYMpyMuokSQg7oPS/JXlsa56OIhiELDw+6eZOot4gT\n8xeIiPYHHUwSoLe274J8MOXCtOqIh1tHC4NBhVGW+OFj7KQjBX8+XBtaU26NxoJ9r3jYGWndVViy\nYK1WJs0caKmyorx7ZvMfqFDYKuNSGWvVUOcuhJynV5Gr+PZtfAr/PhH9mwD+dwD/oYj8EMDvB/D3\nhn2+b+99YuuP9ONL8rh1e/IFQuSJv+mJz+nRXrffo2cFg2+j/elg+mBbO9Yc7NFmyTCSlLWvJxsO\ncDi0cwpTIZF74N3BpyExX3xiiS3OFKRNXzyxKqmjyhqFyHBRbvqELQL3afTBc9ZhR+OaDTjCeTH7\n3O7R3ut5FUpE6vfpPgC23guC4/vu/+jRAIGT23o7N1/AQdAKidCrRzHGJygxrhSfe12F7+DzLBy/\nUWDkgkV8x0dzqiOxgFEAlHim1YpaGfvOyqzFDWnbIaRCo3jKtx2IhVUogNDmGdsuWHfG3vRna4Jq\nDN8AMFMG4eWErb59rlD4zwH8ebvnPw/gPwXwb7/mAET0CwB+AQB+5ie/GD+Ba5RXIYDR/r4917OI\n4LEokCde+Z8KLm7FydPXob4E7t8brkXtV4utW5+CmPSiLqnGbI4uj0dTOMDC0UeASOrIwRcXmfCy\nycg2kXyZMJkp4TcWGn4wIdRDF6Pki2cclliX1kei5E6EcljIqQtFSl2ruokB9AXXjA2JzWfQpWe/\nLhlMA0ATl3JKFknhQB4i4zNGaH3PxAjiFgynAQVvhAt2Z05WOUv6vNi50DrK8Ku8GaYQDPp1AcCQ\n1tB2Rtsa6qb8EhmMVBmU1PfgDWz8tBAMiWmk9O4WPq2incgbhu7akj4yU5/fPksoiMhv+msi+i8A\n/Hf25z8B8HPDrn/A3nvqGL8M4JcB4F/4ud8zjOETMPxVFzc8EDq8/ei98dMRkn7yFC80b2LBDOZD\naDF2HOG5CBJ+BDI6d1DS3Hbp/oLDHQ3OxS4oyAhNLDyXSDvFoedbJqhgUO1KIYiIfHL3fApdJ96x\nesBz4ora+QQ703Bkew8+Fi/fTdYm3fkP+vOSSCjSNcYxznp/XQi4sAlzyswYzwd45AAGrA2eDdvg\nTPTzifT4CtvfaegD4Yszbtx/XAAGrZuNFytb9qEThfkyVNgzsjRk3pG5YdsSGizkSFCnsKWWCx15\nFQQE2XbzR2k5e5OeyRomFL3YlXfYPksoENH3ROTX7c9/DcA/sNd/C8BfJ6K/CHU0/iEAf/9lx9Tf\n8sJFefxyRwOHT0z6f8ypqO+Oov0xQoiX1IHCx4/o18kWGvNsNIGnF0dPOHj9Ox+jAMxWQUhH4WY1\nATBkYOlF4fAjQwmAmSSw+gJf1OSBA029dment2AXkUiEdMdbMsJVb8LWfySIV3WBcTj2fPC6PwEW\n+ydjWura73bM9DsUvpLR5nfoTmUKE8Jp2FUepkikYu6UdONxnF9BolP0zWUQ1HEaWYgNyhFh1aox\nxre4UiVci4QljvMxGCAVmJq2rbULhYACwdo21fLcsBNZzUP3bXirv5LMsQvugt+Ys2JewC2Vz3Pa\nvyQk+TcA/DyAnyGi7wP4cwB+noj+JRuL/xvAv6sPVP4hEf0KgH8EoAL4xddEHj57U2X6xMW/8iCf\nesvO89LDvv/mPbZ1w77u2B4uuLx7p0VQpolbVe7Bfd9j8TUtX9RMSJsQiZQ12Beh6oQUkpTQHWQE\n5RYk1mpCscxAv2YafpTmfUzLhk0q3wM9NGe9ELsvwf0NrnkxwHYxs8iFqC7MJAkiFYCWJyvSkEA7\nrpFDODmMEH8YhixCU1N0cw57X8QyEjWhx304iYawpZsHdvzuIO3RB48Y6DntPt3E4o6gAAxZkf3e\nO6V+nMlQoia0KSkvUBIwkbFZ20NiK6v2aydIoLQkAkqCzXw5YRoThqfmQoF+Z4SCiPzJJ97+Lz+y\n/y8B+KXXXoghsRdtT93ooyV9u8tHD35jvYwj+1Hk4lD3iWuyCd+LVLRzj6SMyXkGqKf7do5V/YwE\nYOmZfSK9Iq8kYwiCTsSSuuMxXGAKHwA2rQJfbOrwq01TbWvT2vtgJnLNpHvrc0kELZjqqMSHKtib\nABRLexZuMW6+8ADpC0YAoJnA89zC1FOPqZsO0kcEiZSNiGCIgdyB2H0f8IUoljtgGpaVvECPyYqG\nvPZBr0PRUCxu9M8jUcsIZoNCbhRE4Q8ZBI//+FwiWC6E3kuxnykRkjRNTfdxRXd4atp4UmE/2G8h\nBOyf/to+E8ZtZ6uXbG8oo/FlpsNz2yfX72uOMwioW1jp79HN2USOnmdAF5my7SjhxbZbA5BSzEk4\n8BJC7UOX+J4D5xp5SKSFWDtXxQu2bKz3QAKsR4txMCT19nOspsH8kj7pRy3jEwtWlg0TPgkIIhgX\nCylQhNolTm2W8sBSJBxNVpTnMWk2JRRqa30Eul1uGs4XoY432eI0ZOOanFJEPaR1YeQIwx2Pji5y\nKfBcAzctYuE6AIEK81SK3ndSkSqxSIex1AGMsfTv9mflY2rZnskqZovmSUw5Yc6CLHW4bOmmEwZz\nzxCPPx5/Bh43GR+gklWJx3Betb0poQA8jQJe/N0n3nvxkAw70s3f48FHIPGxc5HgKKUtzXjbd6UQ\nI8JcnL+IwskIEMCiTV083EgajWjc1MPv/gTxq+mw251xzmKsp9ZogzsTvdzWX1tioQmjQfNaYZVy\nMHgeRL/7HrLUyc4Bq11sBva3AbKFY3Dbe1oCgr3ukVsAICouXQMKa38HN6sSpWCA1gauNejXaq3a\ndzOcf34Nyotp/k3zyaQg/PWIhy9s/36XoSE1OmJwZyj1JKnxdlm8DY8JfPPlTKWgFsFcBK0BZdBG\nBMsUNVnj0ScjbouwMsXoHNeNZ7F+TjgSeINC4aWhyDFx6ZHjEYOt9dQ5Hp3Tv/PEeXz/j+xzu7/v\nO58W7PuO2hqm0wl3X32Jy/sHXNYVwoxT0dRghYoUDVz8wTOz8jISYSZPxDEbmsVbPMIBJ5EuMpIh\n0sGsXH6w5iNQBJN8AXvZMbl5kixs2LMWfGmLAI2G95tq+UzOc6iZjiK9kAjmG2jNmI2StpD3KEkx\nO3wqJdK1W7NaBHdiotdUaBmzXQ9pdqb31jzwDgBDrgIAIky5xELKET5F+B9acEM05Wc0ZyGgYU92\nuJUIrfZSaCc30eY6OmIuVMLhyNzrMSAH5i4BW1ZkR6rwx0qeQdFNKN884EiQUB7uSwjf1euth7cn\nFIAOb28X/CgsxsSlj22DCXZ84/FZn93hNabJeDnTVDAtE2pVdDAvCwAgTwV1q7haqSzlFEiBTDtK\nRCI0CpHR/Re62Nx930Oa4lrEvhnOqUTIkoa4P0zB6/mcdMRASt/FUbEtbq2WpIDjzWGykjnBMx+P\nQt0OPNjqAEXTEte2eXBwZivFHk0yvQ81FZS9SB2qOWUL3xqYlps8BVEvvZPGQpTNqBOuuobXe6lN\n2YoATcZiE5r9TtzjP+RvYAgXju+TJ4/ptxWZkXJwloRSCLkQcjVHqPRFPWCAeM9/pzgvLJrkwhPx\nPBVpEv6bX/utF8za4/ZGhILDsJt3bxb8k6nErz7Tc9vnH/PRYewkxTpWK8z1DD2AUsY0M/Z901z2\nrcZ33Y4ksspG02iZk0FTip8hcGU4U1Ngw5tu+yVylmO1Fdyx1xjhn2himhkKyavZ/BoizEgwViKr\n8tSxFIPaeipmaz5jgyBeoxCLSALFjI1afGPuHabJj29MymNWYc4pFl+EHoe/e0bnIOqdtg2WhTlo\nVkCrSseUZ82+bIFG9Zid69ALojxKEmiFevJT3/q8pQwkKBlvzgk5E3JW9q3E/ZmFMBiFg1lb6hRG\n+Bf8fSLl5Mw5oUCP/TnbGxEKuo0Ovo/v9zR6eGqfA7rwfz5jrF6DFmJnAqZpwvlOQJli0SMlcBPc\nf/kV6l7xzTfv1CYWifZwOaVeXQegZI6JR+gogBCG53B+s18PsDMhiSAjWVt7gBJ3WsAhLp/QORFY\nmup3gRKcQvcj0UUci4B0zFWLWzzfEEaYIgTDM70ce6zjUFBi7lO5oVQTwZAVBQIi/j8uSEdOjjT6\nA7HQqtnqYYO4D2M4MllUozU3ZY2W3u8Xdu8CK8aSg8BwZAU7zQj73UnqNHzuQMw9n+0wjcg0vj/P\n7IIAUL8QTFAkQsndXzFnbRn3OdubEgrA48V8QAvDYhsMA3So9dEjx0Ge8lu8RE68SpbYtVJOmE8L\nyjRhmmdspw3XB+07CQbqXnG57mBecb1c0GqDJEKxSsR5KhABSkqW965/a+PTvqDipAR4wNu1yDi5\ntNGrEiHnlMBJF5tAlITViUPsqBrb1zBikJjyMTQGs/+9KUtKxnFo2tcddmzZX9OcAUuIGgVhCAY/\nvwkCN4h0fYqZOb2Yq7UWTFRsSIcsGuMJROPDIx8nG6NjTYMc3suWDOUoRL38jtr0O+57OOR7ONYZ\nnZO+nN08IOPnJBcOXpzWzayE4SvoSEHgBDeCnAilJExT1n4h84Qv7+9wfz6/ZsbG9uaEgm9P+gpk\n+G0puSIE+kjn6VEA0PGDeEnodvjLBMzLti6/tNz4lE6Y5xnL6YT1suIH2466rljXTZvTXiu2bQcT\nMJWCUrLavlJMKHjjForjHmf7MNPt5G5aqEbRz9WplTDJIGBIm7uwmEZETyBSU1wbv8IdmMPpXDv7\nsIaZ1IGvpgwbekjJ2KddoLgzzd9z7ei+EztXAh0WupsfYcf7d8cVL24meEiU+7MeTAOPVniAj8Am\nBCUcr+5IJEL4HaKmg244IA4Por8kkgPKcxSQAROMjmQMHbjT2MaguPAUiSrVkhPmuWCeJ8xTxrLM\n+Mmv73/8kYL7FD4WfZDbP1wx2mDr259a1J82Am73+DZCYpRjSIScivV1SHg3z3jf3qFuO6o1pd3X\nigagZkHODXVXL3ihhHZnnnJSurVMohmLgar6xYaZMWoZ+zAqJXNCZvOyE7RCkzUmv7cWazYW8/hc\nbOIK1GcxEB8f+At4EBIuTJyazmF2AD/BQD3fC5oc7fOwoKRpZWFrjH3fNeri0N81rQmLlLKKfZG4\nUBd4vebFdTNsXiUQNbhwjBClrtTutJVxzkocW9HROAccORznF0GRWyJCSYqmus8GRoMngRYmUiXI\n0n0SKggmzMuEeS44zTO++PKM6ZXdpn17M0LhOVgP4BH8i0E2xNC92sDj4tjb7z8tNF4awnyJgDg4\nuRyROBomGMnmjru7E7b7e/x2+RHq2kAsQDM0UAFODVLVdi0grPcn3C9TQFttF0+hYR4hB4P1oa/d\nBk1qAiSChRAH25Q0dJlz7hEQ6mPoWrmx2cWgoQ+Fa2TnRPD9pcPdYRAjDdfvh8fCKYRgOUo6TwhT\nTgduTTW6WIgx9UIpEW/lrtEc9+p75MTP0TNE+tmICGy08eEjEC9xV9TgNo1Y2TtcYJkAAbrvwSnz\nxKYEG9cjLDTs0RfqFwCB5askdzIS5pyRrIqyTNpecFkmLMscv0/LjC+/uMNnUCkAeFNCoW+xjj6x\nAsclEO3l6Inl/cJoxUGcDMjvNdsjs4eOhxFRlt592wARLFPBeZmxX1YU6OIXkPEYAoyGuiVsWSMU\n296QKaNBO0CTsC6IRIeTduQ0YBV7mczZliCWN2DmQSawZJgX0Qp/AI9NugOua/wUIdRuunTTRp2q\nDGmCngjUzYOckrEum/AYbBJPy+6Pw2G0xAQZoxI+tq5j3SQ8zIZuNeh5rYhLpAu98GVA2/dBbhym\nHtkYrALzoKqQvomoaAFYj474llwI2OVlq2Z1gQRScyJBEV2yqMJpmpBTwrbvai7MRQXCadbf84R5\nngCvj/mM7c0JhadcCbr5Kh2kKQ4v/AiP3vuYSBim1FEOyOPvPUIf42c+4fsbiCU5GNzXyxWXd++x\nfrhiv+54+OYDvvlnGkueCKA5ozSgMgciAGvu/uWyYUqEqWRkEuTQcvbfTYl1z70fIXO3TwNCD6Pg\niyoZPyFErGdF9wOQQdjbyE78+MIgc/glq2QcYby4fNFKTWnteKyhFFlNgF5qrbF6WzjJUA1GoRDD\nrc/gQPBqyUTD3TpicZzgxwlhYbkK2WyxTrHm99iRzDEUKjEPQoHZYtfQYW+4YxgGycwxrzzNiVAm\n9S+VnHGatcVg2TKWecLkQsGQwjxPmKaCnCd87vbGhII/0mPOQp98o5kwAMub1Svo2gg4LuCnog6H\nCRJ/96OFhvnIlT9CCI+EhlJ5beuKVpuG8bYNvF7wM1+eFUGcZ+yVsdaKddux1oYqCE5EPY4VDuV+\n3BEuNfZEHQ6HoacgawhPQ4GVzT8h1opMejJSaD9SLVWb9LJnUdagueQYLDa04uPooqayChT2Kd+s\nN2XS8GZi1ayNzQSAwnznXJymGQAi8WgUHECnRnPyl+I9EkwrO619a95iLgfnQ/LuUqPUJgp+R+/r\nKVCuRWHNSgQr1Xo2geemR+Qx2KE8hFmS9o1QS4MMIWkOy8IFJITWBNtaLTdCaz5K0W7jigSm6D6+\nLBNSTljXDfM8a4Jc/EyaBp6cgOczoC7enFAAPoXZ6eb37Ve6dul56Ydd3aH0UZNCnnz56o1w6FAt\ntqAi999CZ6fzCWTOqb0x5towTQVl27FVJ1dt2Dbl9M9JyUpKTmiiKbPJzV4xsg2HuITwiHcIO8Ta\nR0EMWCTCNbKPmSUwOXqw1651nWiFza7XMJqiCm4NyVKGYeLBSWApJXWqtgqCCodatVXaVCY4YknW\nmwHUIwma6ERIkuGckIlSD4HC7Xu7hpTB0PoRiJHIPrdoBqdjoC1HbT6npKNDMVipvoIxNNmRjl+P\nJ26VDMike01bxVQykgmvUrIJgBnLaQqTYJ4nzEux72edI1NBsdYBbma44P1MmfDWhMKn7+Jji/lZ\nJ+UTnx3eH153sP152xgJ0EUmx9uyRRfaA4JSjJ9AGJOo5z9PpD9b1fJmFrRWse0bSiGUKaOwZsEp\n7HReJTMIBEEIq30O+11pkpJNaFtovrA83NctHukQ2WCJ+xHEQnliERGnLQs+MsX90BJnL4f2vIIu\njFpEOiQcc+5EjWEzglgX9M7hoDUFQCnFag302kDoRVE2KrVWDeFNk91r196AZWQ27QRdd+2qNOYu\nZMtX8AY6imCG+QNHTY43XZDYfVBHYaUUNa1AmKeK0zKBm2Z0qlCYsJxmnE4TlnnGvMyY5wllypHu\nrdGHHM5UD5cC3rT28+bwGxIKn0AIL3QWjvvfOqGeOs5j2P+q03zk/P1QPc6s0LClBLG4dsoJydKL\nIRpqnFICUlHInhLWbdcQIQi1mfddXQ32o5OTvHROBrKQ8Dcgsg7dt3CorBv2Bgz+Ovowc4Sak6oO\nGlL6txtriNTL+8JG9wExh6RHTgKdDJmbvujdnFGIbk5KsoWcU5ybH6FBP07XyjCnIwsje/IXbAFH\noBbRydqPwq3FZ+FkBIWg3Fu13poq8Bzl+D1p0ReiaY5HP0K4sFg5NOHuNEfUJBsKOJ0WnE4qDCbz\nFVByhq0peBko/BI9AazW17WKG7c3JBR8616DV3/zZoI8V0H51PZt6ilur8GOOBwbcD9JLhmUE7zE\nUfkax2vQiEIhtY89J59tTTVm7K2hGnNvboIkDKcgTUAnRzUl1vV+ZzgG6WRtY9hRb+AgGFkaRLSS\nU6BhPNBQJ0D9Tmtj5NCSqqmSed/H8fHiHYimCfvno/D0fR05ELRaVC+tBKJjFxwh6NwT4KDdBYRF\nVYbn3JjV6z+YAd3/4gzXihZaa1GbISKQREFjpyaLdAZrjKZaR2kiPSXZKxlLSqiVUQsbRV7GNBec\nlgXzaVYHY1HzIMwn8kzIER10ga9+i4x/4y/9j0/M0E9vb1AofP723MJ+iXD4WNLUa88Xx8RgV5pN\nnKI7M4FKBs0z9us2kKKSTSJCysBkQgEk2MUdZw21NbSWUG1yZUHA1hRRBz2/OBw37oHDuKB70ZMl\nzxABqBztyagMdOnWSUk8M/DGq6/pxUnj6+5gNFtKCU8EDO1V0bhFIhMPC883raIcej74wjXEoXAd\nSCSW9NQzBL0/JuCCQ7pfx37cAemmE7MYmVNHWYQebbC8SXSC2f6ao2Cqm0XqYxAQafhzZN0m0jLw\nnBLuzgta5UCSk/kTpln7NqRMwWXh3w+LZBDK8VzFC7o+b3tjQuHbYfcnaxpesdA/JTheJzRcY8K0\nkxY2l1JQpglcGXvaQDlHn8Y+nexfEyJlmrSIqSmtWhPB1hiFBXAqcDZaNgimklWrula2+gFzcsSJ\nDuYNEZLo8QCdsALW5n/iC8AmISN8BE6v5gs4WtFBrPZBBYcvCDcdRNS3EGSz7L4FZ3Pqvh03BXxI\na2v9bwDgBDEGJ6IeQTBLCuLHcG6GWMhivhUVLhpBoDC/3JBgZgyuA0Tz2kHZOOV75E6IRATAzQaT\nZep2AYWjGQJgojAntbTaunAlFa5eA2ES3NJS3B+Ebsq5nB6E62u3NyQUHO69XmO/ZPudOOZz25hB\n2UGsPuCcC/7f9r4lZrbtKO+rtXb3OfdyndgGYhzbCiZyBmQCKGIShCJFCoGJkwyQRRQZhOIMUAIK\nEZgwYYJEkGCQSRITkpAIgixBBFODQFGi8JZ52JaDeURgXWxjHHPP4/+791qVQQITvIoAACAASURB\nVNVXtXb/3f/z3Pv3uel19J/u3s+1115Vq+qr12q9QpsbVg/W0K7YPj03X3pVYGclh1hqs6rV8ugo\nJ2NmCm4qaGpJPa3molpqNFVMhasKQ6atR+lQQ9dbzTBkKBQlVY/Bwag3tT4J/fTTE1Vy1npEofcX\nCpEaaH4EEMFNkwG8ukQRDMhUqT70EyAD0ggrbK5/WUE9Jj7xKAZX0WzYMtmtQgcmleeMkH1r1sfm\nFWs4Bq13zJHfLp8p3r1SogBQKZGleK9UJRkmvposilVKgIa1ul8Hh5TrCxCZshbbB1BWoQuJ66bt\niJgC39fdiPd6Jse7Xfva1zeaHuQfcXR5hdWqYa4bM9eJxMquynRpSKISoHj9SQYmma+BQrysvE0K\nC48u3QC0mBypdIZaEcTZPeEoRhVLItciVM2C4gCFmTw76FouAU5mKnjGBZh+3iOJS2QgUsYNeLET\ndwFurQc4R+ZAZqWNzNYGJ3CIHFl0ydWa70scyNPhesbA7NMwC1pRFLObTQvMpdlUlIHg2R8DYPy5\n6Mw0MByu4khMKZeHfCUCc4oarQcxtQYMZKQNjvzIwJTiUEg4t/RxxhExhdE09CzaLnM4pBrc9p77\nPBrH75qzdflCi2C1Xlttgq5QKahPn2J+eo55SwciQ6VrrW5OVMcheuTum3vH080WWwG2tWAlglUV\nrKuBglYZPhFpgnGlFMt54Ip3iNLg6mzid63V9HCR1E+9ICuzG8H7JZJRi22ejcjF8kJyrLbzNghQ\nIsoRANSdmkz6mUoN56GIWfQVnjhe324j9mKqZoq05LQ98jQaVtAhXSHSLOLUzSkinjQFKdGwYGxz\n1UQAzPMcREbCZ8j07LUrKHFBmYTX71HF81aosVARoBSUWjxNXIqSgrHi1TCn+I/Pw4pdylOd/XEq\nUleCYjW9DpjCq9UuwwleDSa02GZ3AZCrCPlDrQWr9Qq9d6werD3lekefJQqz0HvOVp60IbhEb5O+\nGsjYxFKizT2zLNlKyFU8V85OdQDLyd7Vaw50eijSVMi4h51n0+X5o5hcaHaLe/SYtFyVa6FCrFHQ\nJc7BIHZDPQeiBi7AgRTGTzg9dJdIJPrhkkHLVZyA5WgGHT06lUcGGGH9MMbZQ2/voQoZ42iqcbaM\n4zFKFM6AC3OqckJQ45RkAompcCZRUtI4nhLL8s2kOnObdkRMQYIDilxfVL9sxb63NkoKCM0T48ZS\nCupqwtQa6mrC6sHadNV567H6agg6qzxJiv4AkKuWlZYTB5+KGhBZVC3ApjpwtmMWBFcvKgCDDg54\nqnZIhjK7zEunn0Toc8z7sE2RiUqodtCK3hhP3TJnZAE9BdVrx2ja9l2FkkDbiLckE2E0g4U++lCz\nzzBmx2StudIi1RNo+Clo6+F/xfUaPkapYXGcEh/hVfdauwTGwC7Mz5Rk49LBbP13kbRYDX3nw4QF\nidqGWsas27YjYgrZkjlcbkq8rg/Ca99yOoW0wJUg1EEj1Lk3dFXMzVx85+agliJ1c1/dZyVa7sAa\ni8CIB9gUwxrM2YiictaOyHwItLEnvmCbE9cg0yhVMM9Z5CRciEOkTUZC9+2lr0aKtLXS69HMkNpm\n65dFAHnQlCTxlCR6qtCqXmHax4fiO8vXh0pA4uSgFzFcYlhViQ2EE5jjNUyuEs8calQ+TmuKNptp\nWB03ATxXYpXB+uE1JDyOOREYYhOWbXuhPkgJlYmenOlRisiumxKEsy2aXclgb9mOhimoLoOguG38\nZLuMWbyaQOONmzMADCAUd4iYI9NqtUKdpvgrZcLcLPuzaEbXOXnx7PjsvsJt/ZqsNUjzIQbCJcE0\nX5Xm7iqL+rVax9ZzRYrfcKaEoal+sOw74AzcDw5MQlNqGJWo7lIMJRQp1VF/F42dSAtstWwU3wET\nE4Qp05HP0g1nGUOzmZ25lEI9C0BBlyXDaqoLpjI3RSk9JDV/OCRjzqQrc2vorQ0h7n58EUvf3tVy\ncVLXm1tIc/BU+KxY1dVqSppWNGJr/qwyqJ/F/FgiVQDZnMAkJKRvxW3b0TAFIN8/gAsMYnncs5EQ\nbuKwdKV79IWLU38FOJEWOqJYpBxggS7zPKPNa8zbhnlunsSDYqGtDLJA99kvA58KzM1YxHRbrlzE\nD7rrqKHbEgHVzJQUCVAhnoDV6l2q+H0cK2Al7eLnp2MPAnQjo6AfAtT9C7zPtHyMcQwdlsOACV3n\nuXHABrWGer/dsQw6P30QoiiLA4t2ZAuGxTfH2Aj2W121ad0wnCiP5xLK3HqModVwGBYuj760Z7No\nUAoplA1G0DkklsAQhuI3kuqRs8uFL0txxoAhuYtdi2N/t0XxKJgCFwQJ+Zq/r/9gV1kZDt77ltjF\nofsDKaL6GjMogLsnmbSwfrDGdm6Ytx3TuqGcb7DZbKGNlX7gurY50Vh16gS4BECDoKlAtGBuXlyk\n0DcByZTocjv0ldeylbeh0MW6taipUFjtWs1XwVKmS4Jfg6qgAIQef2KT2FZUz1rkRGFenDKYbR0g\n8yQv4HM7rkCTJRldKRVNFfN2RqnV62ukNDD3OSTQWibMgwrUhuNGfMRMtOpp0FKdWvoiuLXCHaDE\nzzPBxJKbiHg5+VFKdGYZSpxIqHbJRVISFP4nSytE0grnlsZ5BChX69dFPoUBWOHgaII2+z7ZDn2/\ncQ9uIDnsOzc7Ee8XqUPwl44nQSBYr1fYbjbYTjVi47ebim3r6XYMXxVzSiFWETXRnUTTPHBHxLIq\njcap0fbfPB8Br+MwRIjZJJzeFc3Vk64m8k7FVQ6uVpIAGeAxDyBouMxKlHkY/V2XNLWRJ7RBhUEg\n/ktppOvsaoR1YKz30EMKcGlEWjgoMbcEx5HZn4oINputvZepWom/4Z7JHDq22zkkHe3NmXeJtGu1\nWE6EAnjNyAlmJXSpb7hmKTRlSqibPj1SUqSviL96jeSXCNVwrDp1l3ZETCFbcsJx25Kr79u3225D\n4M/SmpE0fLjPChhTWK/wtG6iurEIwje/UnQWGSRGjVXDdHVbnWl9gHk+o0nWKjAg0dUJTRu7Lhzp\nDVtojEVwVcM0BdOXxRlQd9CT4m/CqvR0pIQyhHLrEnizgKwWwkbxcevu6MSq23ldiuvqz2GmBnX1\nhIx9jKMobvqcWwKh42rMYrfdJRpVhfjza77EHK+u6ItXKgGEUrIp4kRK/V87oJY9aTWtvExeHWI0\nUwUydNi9HYuBssIcj35/cnBKb+O87b1js9lcc5ZebEfJFAKE9S/7gMXrrOrPgsAPAZdX3l93PrHD\nGhJg8Nj4mkQ11BpQpX3N4/nVC5OoQotCSzeHGNcxaxH0ainObHKWIDamKifGgZjgTP2W/VRKD0Pf\nA5MQNYIdH0U7a8Va+jW1FTx89JlD0omf2aHTt8H+m2EZmYwhmTMT723AoQZzAwzzMF8FczbqvaPU\nalgImFbO8InWEwdQf4dUR0QK0DQK3pRmGZE0RkOwnWeTULoXvVGWu3PGKkbU5qpcPZ2aBT1VKW4t\nYgWspRpBrjJaDggajvMwj0cwBN8Y30UE7/m3HzowMa9uR8kU2EbCu8o8eVMGcZu+XLUt+hCUpLmC\nxEH2n+0i6qDQbmawgm5+B+JipQKsjLR1Ex6j8kwUFtTegVrQPf/C1ArExU0T4zMFGdAH1N+xgXlG\nm1tUjgrCUViPXDoQF39VYf0d0vvQdAZ4aDAyMrN5lanuFhXGGkzVff0lxe7WrB9kVjNVGu2Rqr2W\nGtGe8zyjThMAxfnGcghMsCKxXZmGzVbr1ke3ZcsETQBVigVkbbeWIHeu6d3I8bB8CY4buBTXPfXZ\nmr7pLpUVsVgMWoOIugg8GMpjHSJAa5CG0nFJgK5QL+M1MmbOP2JFOvwerUO3aUfEFGLp3Lt3xBMu\n23+fbZQqopeX8qKl/juWUEN3BxodjwMAVjP2DD9FoGpMQAHI3DFX03G3sNL1Ye6D50gEcQgDxSgR\ncPSsyGqPXAu2OBcLtBoBk1Fs9epM1lHrc6hIYitqMpsBuNOOLjpUXHblyDNNiZTM0aiW3zDWb2dc\nzcX/FqnfEjugE9KivqQuTcRdFTrbM89zC2yDWZuY4s2kAwRzI+Md3zclmkJmBLqZj3MhpbCF1BAH\nDj4gcEYxMI9xoeRpfB/Poh0NU0h6TuawD0DcBzSy3TdjWPQXh/nB4LsWq2MLP3sFfGWdakGXHnqu\nMQRdZCc240B3hiFpuy8CtIa5VQfB1FcwWZgeTd11JlPKMPpLyccmvoLJSUnAUSRm1GmD+HqoBZaU\nkLUdmrs5lyBuNMcVQlemQ1K3EnOqfr0SoKqNSJ7Tu7k104dAVYGaTI/viNciyNhmByF7gq/2bDYv\nWY+C74ExHAUAakGdaly7eHxDpEgrBIolCH7gRwZwDo5L4upIdLiMb2QpnS4dxRCA6ebs7MDMu147\nCqZwiIwPEfltCP+1YBb7rCIXsZBlfwzoymSufWAQk3v29WIT0kTbHWlEkzhtVXN93SWAbZsxFasm\nxNUnfRLcsuCRi+IrpPj1RZiZqQNSHN3uCXLSuuDP0eYZ8TZDztVUMWDu07w+zY+q6rkiJZgNR5Gx\nG3xWUWOK1P0FcNBRQ8QOT0f4OLj/hqOlIV0UB257Nx8EKNCbmkNXSca9yxB676hiAU+oiAAnG9/l\nfF54Ivp3Mql8Zvpq0EcBfj0+4fCMO/Ns8Z33fP2oD2y7RJRE8Dy2Xf8Jn5cIxyZxByE1sb64eL9e\nTT5hFa1bzgBG+jVkZF5KDG4nbx2tSaw+pkcbUZj7s0MdTiQGdBcUegoOqyLcEae3DhFzpgr36Uoz\nYk7UqAoFhHed74Q0N2l287oEkOXRtHvB3OH6QnxDXa8GKD1KZ9Fac4tubXb8I6tHRQLY4iHWrosR\nE7DksZZnoXUNtWE7z5amrZpCw1RrPK87M6pTEjDhhNE/hdxnQbDBFCQZQikGJzJFXTCWPer0FdrB\nruRw23YlSxGRd4jIL4jIR0XkIyLy7b79zSLyIRH5Xf9803DO94jIJ0Tk4yLyddfvzuUPNOqju3+7\nx7xWbSH2XcK4Rg+1EXmGesoz+OSC6aKryVK4T9XAqqkWVAe1cjWhbo0Uf7uLzz0nc+tDCrIAKRHx\nDxCEmCsiQVS9sWJzaMbDKpgBbDHew6pIpoWBeQWWQCmlmejemkbfW1d3vzbTavNPYgQWNNY81Hl8\npiRcE1CsH/SBolrV3CGLORVb64s/wxJovkQcF3EScc7F3JLqzCzqVQ5/NC9aYBNyvMbzQamvI7Jq\nD4x/MdY782+cg8bQbt+uIynMAL5TVX9DRN4A4NdF5EMAvhnAz6vqD4jI+wG8H8B3i8iXA3gPgL8O\n4C8D+DkR+WuqdwjbwsXB2Ld/4VV4B3zhKkvHvuOvauPViDcIgM3ZOc6ePMG82eLs8VOcPXkyFBvx\n9VHMPm/1ElzkhbDg4gJ0Uyjm2Ux5qApBsRJxvbiPkDvMyHAOMQtFgJ1M0Gr3S62cY8OchOL5Fbq7\n+VqHyZjzd3ORm/ckgJeShh3KvAal1iCIcBKCWgm6wX8CHe7BWeJZRiYE99NIAmMglBWrac0YzNx6\nMliFg6rJgMgYR2yiTtVjVipqAcxilHgCvSIlxIkSQV4dbgImcOrplGLJGCSPmEMO3VDFGhfAQ4vk\nbdqVTEFVXwbwsn9/RUQ+BuBtAN4N4G/5YT8G4BcBfLdv/0lVPQfwByLyCQBfDeB/XXGnvb92yW1X\nHN/p68Fj9vkZ7Ns+Hn+Twb2OmkOXGY1VN8+xF91zPRZBmczOzRXufGPmMiluCVBjLUUU07QCF6EH\nq5Wb+OyYaVoFGKiAE5z6Ct3TfRcmPteSlY9St89VUQYiq7UsVugFwj8Oheoi8zNHgkNMcI9YAUFN\ndbCR+Qyz8hWgaP4cHVMdxHtesxtOYvU5jfC6dvRmrtrNpaHeLaUdBilh8gI2FPsF8JTqtgpPU8Fq\nVSPb8lQEAgvPZqo6jin9EOJaHgWpQKhcxUfEJwBy6ci503u3RaCUYW4OEhk8ZuOW1abZbnS2iHwp\ngK8E8MsA3uIMAwD+BMBb/PvbAPzScNof+7ZLmx7gArubLwB3+0+7VjtEwDfltNc9XnZ6yRUew1+C\nfL7JE3dCTaUQEUjrmEk0QpG8Q7pRXVdziaaGSyQdLrYHtfv9imcKbr4ij6smxWpD1muI0IBimiYQ\nS1BNFtK7Wu6CYBLuqMQ+abo9wyWW5laVFgwqw7VB6aIoQFBUBEUlLANNLIirRRCVM6au8CiE8I/o\nvaPN6ipAqggJJCqgLTIoB+NyE2cpxhAerFdYr6oxhyIQVI90tWzVzFRdPCScs4BzprukFZINBn1+\nl6EOc4axH7LYn5TwqksK0UeRlwD8FIDvUNU/3xHVVSjrXv967wPwPgD4oje+tPeYxYPv2Xfo2H2q\nw+5K/qyAy4vWhcPSSWz3/kI1ypZ3D7Ch1D5WL6CmMFUBYOBfgaKLOz75ddTT+fTW0SDoYiXaIkux\nSw7dS9LTYkGsw4jXfB7Y81pLuPQGo3JCX4qsQ+ATeKvM+CzG3YwBuKqiUWNBY8XnmDH9OzEPlIq+\nmR1TMVF8ni0pTZ0mbLbmgGVQC4OmBBCFivsxEB9oBiz2ZsdEDIjm3OmqqGr5JLjmG5FncRcmWDVJ\noUSNSHNOMmyolAKp1aWDMSLSpInwpVCOr1IAJOaY2wJuRayi+V0DOG7b18AkKSIrGEP4cVX9ad/8\nKRF5q6q+LCJvBfBp3/5JAO8YTn+7b1s0Vf0AgA8AwF99xxdHQpqRI46f0ZcLndvT4UvY0yGi3ctI\n9py/e7tDXHkp/GGRiYkyg/qyTo83OJG6gcsmC/V77VhVd6ntgMAqS7WiaL2ABUwEgs3cULvVJDSV\nw9K+MwaA9nQmgQ07JFwdgJWuW+QxjDErDmTZzB2HLMq/wRkOzW2DlaO12WMrkvhG3wDmkGy9ef5F\nUwemqZMCgK7hst1aQ+nu6+GqgyVK6e6mbBLW7LkPqDKoYxIsdWdRjgbqQjtqFUzVK0NLSTXBGcCL\nL3iNx6miVsGDlZFSHcakd0WdVsEIShkYg+MGBQlQW/wIQvpTF9fCIgN4XUzOEHdm8nsy8/V6vd47\nJ6/brmN9EAA/CuBjqvrDw66fBfBe//5eAD8zbH+PiDwQkXcCeBeAX7luh2T3U/bT/QB0D2e4Rn4L\nKWDBIHCYr1y27+LBeoC75cYls0i0wadJfkqJrL9WS1Ai81LUO/BrdEWUMwtrAKi3I0ydIwEzv0Hk\nApCc3MGwBwaYK1d6KqZoTLWIq1yaCqkp9QHka32wANAK0ejohNjfW1oCXL1GV8F227DZNmznHn9z\n43U6tnOz0PTWMc+8j2vgIo41IKQclmGjJFCqSQjVmUSdBOu1VYFmiXgWfa1TRa1TVI62Wo811QgZ\nMjA5zqKwRcMqgu9IYDuTh+qG+WsoBQR/7zY7Hz95ct0ZurddR1L4mwD+EYDfFpEP+7Z/CeAHAHxQ\nRL4VwP8B8I02IfQjIvJBAB+FWS6+7baWB3/Wq47Y+XaN696QaexTY660hvBee86OF00934mRKL8q\nwUZglDnqVKFNApwCGlpRK84Co3YVgcImvTS3JsBWSMYk2KqCsNfxUXgnTi4AA5aQ5rG0PgyT3JlE\n6uVwVYTjZcwGce5o8sv8Bl0lCKYN4yIE0cS+WSyFH+PFWXrXqJIVIdLdJYI2MD++j4AsUvwuRbCq\nHv5ci0sKgmkqWK+c6IW1Ie0iBBIXUoC/v3EfB2pcJwKY9X2ROpbc048ZlyxW4SY+pH48n+MuNR+A\n61kf/gcO09zfPnDO9wP4/ut2YhycaEEQd2/7zJXA1cxBd75f1Zt8eSneLM7buYjhBXGG6+QSK6xf\n1EEk9tlzLlagdQ9CKoBWmxwyEA3Aoqkmcpt4Lp5F2Vcr7wsrOgVwuFidUuf1LU7Q3RymyCicwQWR\nFcsr4LzA57hE1mSLzlyeL9zXFapzYBJMRqKSPaOvwqxDmjYXhVRdkmissM3cEXwPJmoyTYGI+4RM\n1VS1VcU02Tb6jaxWE6pXCK813ZG1G26hwtrfnL4uziZ9282FTD8TpixpgCbinAMcdxl+iukfrnLY\ntiKC1er2CVaAo/RoHNuSip4NixiuvgdHyPsOwCVSkD90HSyOXfZ7v0whAPritzjIR4DOLuPSg1+J\nzEMgqJVWBfeGHFcd70V4DcIlABUU7x5ZmMIBz9DJcmWmD4KFBo8BOvbcvQ2ibiCSYJKlXMmAACNH\nnwGeN/pZyMB0ACO6No5DgJGUKAazavLPEL9bN0E1cQ51tdSYH025FubsGIKXb6PKME3ueyBWG5hR\nncGkxTEET5VluSck+sJiL2RIMZKSBK3DhLOxdVVueK/VzcmCHCsyGRFjtHX1GpokX7W2j2r2Ls0X\nCTMQcT+JnPS6KsJhxnCok3dkTQdEDhJfY27GOI6TR2ERtOKZegpKsQzJ4gTWC3MT9vS9hXnScaBc\nYwHVlOb+DlRJ6G5LFSJFUfUEL8ZY0hvSALzMlyBuNtRIXkKmUYuiaIVVcWVadP/fAVVTH2y7QuPZ\nWAujpRIdAGXTTJXG3akRjKHJywjDWkmR6kzBUulPlaCiMYXVVNz/wK5dvTCsgNWdPJ9FagghVSW4\nWMhvBwGgo6P4e2kxfKEwCrEdyZh2SnG7kq//JnZxl3YcTAG74ik3+qccJsWFWLbYfnmo9e6xbMHN\nY8OVp9/OvDmCScpQ3xFXMOIT93ijuU4Ad17xmH3PFdCrpyDvVhhGqAp48Vmpqc90NQGE92Kug1Kq\nWyQkZiX11xZuxBoBSYZ92KHFnXFCVeAqHuNrTKUUSkAUsnswAY5L1rSMLiMqK9BaoJ54ldiBxt0h\nXkWaPJXekCzqCh+75JVmFpwKsJqM2I3HkZGUIYW74QkxTrH6I8ZsV1W1d5XxHf6Ydr3Cal0+J4T5\nF1wyE5PsdM8UG92jecFpWnk26tu3o2EKwB7iXKwlQ7uwQfd+PXT9S70O9zCR0QMj8KLDt7l2o3+B\n2c57IPQChBOOVNqz+wBcsS9pIShSUEsF4CnTfVmiyc2KtTqhaNYpsH44a/CJTTdiXrx3ix5MHX1p\nveAg0QLBfAZ0HgqMAe7uXCzYKNH1HE9KGFFxingDzadIQkvmwdWf2KnfU6i7JzGXIkHQ4fOgpjpM\ntVjlbscQSgFKhWfGYu7F4uZc4ywcxQUjcE/IWpJBkIHEvHZprWsfHJvYd8QxKdmN71sW3+PhYSn5\n26sNNN5vs0nGQRoAXGvBzXEplY4Sw41X9WdB/Zdck6vqAmwDJ4N68QMTNVnhiPttYjArkqkJBRbx\nmACXIdrS1XVTQ/jpcZcrl0K9cGzvVAksdPtCbIAzsOTOAkiqGvlMPVSV1IEBIJO4xvnD2PA8EZo7\nh3e+YNCF5RX9eFOpSE1jBjizLCCwPwKu5pbAoDMJINEwADpz8dbpbFY969RIsHYvGcT+RcK6fMpQ\nH4yZL+cYLRiI0cpr6EKSDTUQw2J1Dcn4qnZkTCFksEv2j43mu0vOuI1o/8yvNTqhGiHOc8OTVx7h\n7MlTPHrlEQB3GJpnP8VBpEE0Xb7wMHzZJPfycSrpFbgcSZr6YMxBBOb36MeqojgvaZZDxHVd8xlo\nLX0MmNp8vIOUFXpgDuk6DA+5HldMBbyfXmg1mBP1RIncjoORLv6PWpjeBTLHcYEgYcdY+qUFGpID\nGaM4bsAsVZNLBrWIWyAqWDy2eHo1SyEnqQUBkVYumAAxHcm/XZoNj03fYYzL1QYCu078UCSYm6+V\njwgIUOvkYe23b0fGFC4jvKW4Og6NDchgDoztKR1c5b14nf5cNJteZFIXOod8YSRwhbnvhtNOVzx+\n9Bjbc8vAW90ZprWWk7AU8+7zFYgk0NTU7NYtUWlXRZ2qeRfSGQeC7Xbr2ZHNI3HrAISI+OrXoI6W\nl1IsOlBNZZiH2AaqMqrm0iulYG4NbbsNQHA0/Yk/75KKuwNwpqa0uUXmJ2ZQppWAjMLMpNb/jI9I\niSAySy2yGBE7KCEZEKUPhgBjvpNHOobbsgOLhRIB3M3Zmbp5T3qeReZ8GwQnMvF00/Z7g2Niz9DU\nPQid6cQ8owQHeH0MSjlknDk21DYAQRsCxm7bjo4p3KiNLyLm4cXsR7vtNiv+XrFsR0whQ997dYp6\n/ga5aivSm45YgELCsy/WPwcUoWqBQb7iEigTF4+LJkHkA9s1mJfREqOa/4JI5k+wiSxevfpibgGi\n2t0tAR02YefWAqNgGvUYBGoZxA/U3tFqGvEDT4LqSVPHQUtMwQizu4oTqogTCM2CVA3IgCIOwf+q\nH1fAWpx2Dk2O05A8ZVyt+bqZxFaREgufiRiJEbBdJFKzI9UnHZhmwTA2fB4uHprqTggkMjy9LE9Q\nAFOtd5aOn0+mIDJE3A2j6G3AyG4kFexrh3Q0vfDl4j7Z2Znbd4hU3azmB9EqQL8CuMjP5Kemy7pL\nMFekVCZiJY8VayF8uwdhawGeAYCUGvUEIgmJSyEzTYugLRyAJ5Cl38FM6wWA1CwoqXiuA19xVRWY\nW4wt604Yk0t1xj7zPGAQt537hku4EzEds0QcPPRsVUDHqkyAWGwJ1YMy/IkoVqsJU0gWxaWKnD/G\nREzNEO9H+lbsvHn1aFCqaAPeAF+8UprjJEnc4AJjV19O+E6DA8XbsSLF8y5zvVk7Dqaw4HgXdlxs\nzwBMedYtQbTrHQtI1HeAqwONICODpKR49SRKFMtJl6OQcQ+cqIu7aapQgdqrQiNZKmL4KbSbSuLO\nPwNTKJ5sFS7hwFUMM0GOTkQjCJcgKnMnKs2GI3qsCgYFdehQxZqORyQGDRwiRGrNaSSauRwEZgVQ\nJeE7lhAJVakalZAmqIaB7h4lU9cXr+NQ4OqT18WUquEO3t0Hw4q9ZGXwBD7TbYwWhOChSmk3p/m4\nmFBlCOWqDEuPj8VdA6KOgymA73jUBXZJ7LarfbqSji0n7L5r34zpaHxKEF3CnAAAFXtJREFU/H95\nlyRLrsNSo3f1ilA2q10cFlSr2oCigvWUiTqyKCw80lBdpNVFtKJ5xtlv2q8zTRvdDiUm4VQsVJqS\njPrwkAmNZkRjLAYYMpCnO2Gb6uG6LZlCX6ZZN6Io7ChcJKK24X0dLBojGOkqivkjsPhN6ucWJ+Hk\n5irASJw1zIkDexW738pzIki80UGNj+sD47xhJmkytRHsTUmNUk3Oc4bIw4VC9tGuPkTQ+jtaUIiM\nc09R64R5nvHNH/jFPZPu+u04mML4wgFclwHsky0ObV3cTne/jyqG7hxzBYMIHe+iurC3L0FoEsTN\nM7mSmtOSexZWF2VRPLLPhAfTLIYEIJouwRq1WXuEJptakSu/hS175h/4iuM+EvB4/yAXd2DiNoiH\nLXeFxbrZs2y3lkBVSg8mQCIOXEA1HIhsfdbQv3vXyChlx40qhZIrLTg8LQ8hDXkaNJAAlYg+iXW0\nhPDaVCGsqlNXRV0sFjw+LQuIa7gExn7KkvCjQvfwzkNS4HkDr1v4ImD0RxhnlMa94b/psHXX/IzA\nsTAFAIcZweUMYpdjc6sOIiRF6MuuvWRKds51WuiRsl++ScYgsWpB05lmql4noNYQ2QGYeRAuCisJ\nujiWgCEy0OjEyrybKMsS7pb9KH0fIBI+BgQ0NZYcQfe8hSTG5Z/hHuF+rQkC0rsrpAR6P+4wX3rq\nSuBAdm+RWC/dX8NLvoNESN0mCRGgfs+YAmduQ/9yWfVVtuS5BthmP4TDoGpl+CSRgJCmiD1QfRvE\n+9HZLgidgWeqHr2akgdguRSWEyYtaMPMXMyqQa5Z4l2CfB93bEfEFNhuqybc9Dr79t9gQDlBB0As\nF5fltUdBlbcWWKw+dUIF0NS90dRcljmBzA1XMLUKhsU1hgLDE5V0WwVbVy+1NhRT7bp4MsYtkGiL\n+zb0rp5I1KUO8Wnq+7SbVCC7SxcQuQ5ZqSr8FAbRWRUeBp0FZneJC8QiHISzVdvOTQtDmu/M6mI5\nJeOaflFz2qLTEsvakTMlwbrwHdczqcYzPw0MlQzKJJz0PQhmoAp0VvwGypjPgoVs7A0isy95CzVu\nHN/Bv0U4j5xJ+DOkt6hkXMQd29ExhbtYC64b6+B34lm3uxevMuh/3HMddiQimKYJq9XKxNahrmBr\nNoksQEjd9RbuRONMobOIi4Q1AZBwNOq9ofmkY86CeHJiEX1Qetjp7hGSPu+UK7QQmzECpMoXrsgc\nCxKV6lJS4MQVk0jgqooVtsp4i9QQxMvOLCUWYFDthERUAEmLi4GFJdSDsM4MxMZ9lo06AV6FAmXy\ny3vtTerz8a4z8Mj8GFJ9MBPkMAM4hu4/QQ/JlHCwkLzGSbLwjuSNRy4BxHsyyQeYbkk7Yzs6pgDc\njTHsuxYwzIeLR+CmjGHhB7Hn28HzhhVFgczsI8Wy9EwrnG9nbGezCmgtkWCkK7DZbD0rkGd47s1W\nH7WMQgYm9gD0VJv7+qtLIAiJwBc1X3R6TLbViia8zHfAVd7ciFmr0YK3SmWdR3owZi4DitzEbUya\nsshDK6qiEV0YVa8HUJItMkZR8vexpC6fXM1AR0pXrSu0CNZe2EUjEgyRuyFVBPssUtwBS5bi/c5a\ns4g9EKCKqYAiNL/SVZvX5yoevY/3QVVmeA0hFcTYYVeqYLc0ttU63dlxCThSpgAs9aXrMog8ZzdC\ncjSPXaU2yM7nvvuM19Gd7dfqKgDFNFW8+OJDPHzxIebesW1WBOV8c275EXtHm2eIAC+98ADzZhMi\n8twsUjGLwFJsR/gpVPF6iQNRjuoExVyAyV0BFCTR24C59MIMwlmoBLCchPxeakGbe4xehy5TRjhe\nAEwuOtM701K7qwd98XpTrYAYzuEPaUxNjVHWMoGSTq0TWB+SmZ/4arZzloGTMkSWdo0AJ0AgzggE\n6ShGMyUA6x/L76mZVUO1cHUHHvVI06YIM1CJMyMLCFN64HJe6ijpjvMx5246PenwW0Pq6Nu7+ygA\nR8QULgtY2lUJrsMkDjod3VE92bP10vvt2zcGz0zThAcPH2CeGzbbLTbbGefnHWfnG8tW7NjCk7ON\nOTB52LThCJkSPbwfVWNl7ZHQZLAEOGOAMxHWMGy+FG9bhiNTHKdIb3OVQr09R+s9HHpUcx1k6/Fe\nOVSpaJlzVsZqBEcVE+U7hqAtVyeYIIaieinpe8EVurVmx5T0uRicpuN4CDwpSiZ+YTcLRfvhfrvr\nxLh8pNAgIFYwSpFkLuklOegCmgTODNuJY8QsWi6Ui2327up6hWm6O0kfDVNg2xu6vEOMIwM5RIy7\n9HsTRhB62gFp4WYSQd5/tNEL4CXQZmy3M843W5xvZjw9m3E+zzjbbN2TUMJMCe3ofQtOQ/WO0C+B\nxOqBlZawJL5n51WRIKCrBVEpuvXAIHyUo/9E5zlG3R2WVrWGmdQGpkC1hZoEQnNkUgvsAaiWsD7f\npQho0RC4kxRxDuIZMImhqPn75+PpInS4rlZolqkWradJla820tz73XoHah1AzRhtmjg5ZgkI0tK1\nGKMRf9g3IZwD8VDx+WZSSc6TBVMd5g4XAA1fEKBtn43KfXRMYV87tLo/C/PL/vvt3bqz/TDD4PHL\n7bp8DhEDhqYJL7ywxnaesZ1nbDYNm9mYRJ+Z6ZjZlg1ABGRA72mWpAuxqRBzV6yn9EC0ueP1D1ix\n2e3u6oj5WM8xoRZ3AiqIBCcBkPnzzl1RwSAhs8TNkW6dkkE3fV9NVahFLHFKV6hk4lYBGaipMUkk\nNJ/afSNuImQA5Io/jLmldm9Qd2sGBFLTNwL0PXBGqQVoc0eZxOJN/FEj4pLMgmO3o+ur0GLBeJSS\nplPKB97HSvLek0FlVH0X8yqwCVdnKN5AcH5+fuE6t2nPBVMA9jOGyySFHYF9mOTj+bvH6MCRL15l\ntz8InXz/9Q6pDQsxsBQ8ePgAL8wz5jajdcW2zdhsZ2xbx+Zsi83codXMka3Ty685E8iVkysPj8Ns\nPgcQq/rE7rWoCN2g2lw08orUXvwlr2vXKB6YwdVQPNGIlIIqxaIu1VbPc9drSykBQpZSrQhLa5im\nCd1jH2op2DqeQMcmbc3yFTjhRml1nwOiKRFYrQY7dkx1Hy7Sg6zSGoviAFCxMnYu2QgAFUXvozsy\nQoWgi1q4Xbv5tjr/tOStgNBzrNDXgfkS3FIyFuUpmmHRoDfrcG+XIEIqCFUBcY14OOI6r1frw6G2\nyxgulRS4S/Ln7nDpYqMOq9q1e2RgkywZwlUMZZe5PXy4RqY5d/djKajTCuXRU+jjc5ydbQCU0PdT\nhPR+sP/+22i4gFFW88z0YfCkqkuLNkX50TEnAER15gLzQyhiq58CkK7o4qpKZyUmHw9FlIOjXd8i\nQBHrq7pJkCuszXtb0Zn2jM80mi3NcmNof1N35W4NI+pPUd5MvnDQzzrWe8c0TXYMVSUhzpE5K62T\nHg4ubi1BPt++xWocWSvtl5GSxr792jv+IzF34r6LiwaTXjAFZ3wCT9jyDNrRMIVDxH4z34Pdiy5u\nsLNTL3KJ/azjihtc3E9E/6p+c2+dKh48XKP1Fsi/lIIyVf+b8PRsg/OtF19VeuOl5GHZiuz37NmL\nX1itg/hnT0FGQtGY0GYStYrGHds+ODKREF3SItaioCpj41U8HXJH4gRBwAr35kvQr1MS8EGwPA7u\n/MuydQ5cig+o+XC4BYTX0yRieP85HpQqqrstowOdUo6zJHpYNnUrQ61orWP9cO1u5vZs0zSZxARB\nrRNWdQJNota94qZiu95UJwcVLbGrESxwsbKis2Cn87RqpESizHnBCSPM6a4eFZNX6vP8+nJzvoyA\n9uEJu0zkcgnCiQcjyQty1mHYT058rV6Duu611Q5cZCUilqv/xRetX1JsgpZq5rLVeo1XHp3h/POP\nPeDJislS/FUAvTsgJ4jUaSJz6MRjVubohdpEZS2FyMvYU1QNezkSMDMbe05U86uwFZ9RkOZuLO6c\nRN8BCi7qYdo9Yh1s5ZVIKAL3iJyqpPYXWIYNdkQyFo7j4C7tEoZ4vzvjRZCMKkbD/Rdas9qRVnre\n4E9ekbUgIQ5wDkVwtHeomPk0pEZZBjdlrB/fvKapE/Ycc7+YTyIXRX8PlA4IQPr/Om+xWq3wLf/5\nl3DXdhRM4Q8++af4h9/97w/u/4kf/McXtu0S/sgYFl5s2GEg/CIXnTxk98u1mIMLhdc4Vnc+x1aK\nYL1eBTg1TVOkAVuvV3j8xW9EU+DsfIvz8/OoxwiuwO7eLKD4bubFDNhZiE2I1Oaj3s2V3RmHMQIN\nQuLEZA4TFlmBusZNM6ZSGumg70CTWOB89eexmnCdqtfJ9OrOlFRcsS5ix3WvhNWdsCZnSGWQnkCR\nXeG6vmMCnUxQQhWDC+D2iGNwE5zQS8Q8UIS3kfc+u/QVHoiUIkrNiTHEe/BtMIgtOjnODBl/a3zw\nLQoBB5c25ocvYLNIAHv7dhRM4ar2Td/1Izc+Z2Qke60XWi4yBk6I0T/3knYn1WbnvkZsBev1GlOt\nePBgjRcePDCG8PQMZxsDBM/Otnh6dobNZouz8xmz10hsc4M4gFjCl0EW3Cqj7iQIky2sFyNn5DaP\nwAsgAU5oflxiAaOFhqv5ML8FADyeAVPcX5XELAvhTQFoS525WjGs7KcDlaUbDlO982QOwqHl8yk9\nGc3yQ/WhCDGHAmGm6UA9nNA9zftovgwPxQFnILHaeHimac2xXoCJw7tZoAvJhZ2TCi8eDlyglOjH\nVVVszza7M+tW7blgCrdpt2EkN20f/OF/klLJNZgDp1Pf4U8ihgOsVmvUpig6Yb2e8KYXX8Kb3vAi\nai144eGf4C++YWXFUjcNrak5Gjmir6qYlXUZG/7wjz9reqeaqZBqh/Ys7EqFIJz/xAnOHyXFZLdM\nOEBoSV09NbmaZ6bA/SPIADSlD0ojVXK1hs5pKdARuxgkPGTyVQGwQsYgGLF1qyXhEZ5wD0NxZthV\nLehssJjYpywWiVK9PuRkKluob/5pQWgZTg5nLsWfb3IQdnzTkXQVVM3IlBErfhGxACp1f4NBPTLC\nzzwRoDTiz7MAikUwzWdY3zFhK9vrlim8Fu0b//m/u9V5P/FDF9WhurIy7YqCAnOi0S5AN4zh7V/y\nhfjSd34JtBsIWGTC+ZMtWmt4crbFo0eP8OjRIzx8+BCf+exnzMXYJ9g8N/SOSNW+Od9gs53x+Il5\nTTalG/Ow6gNwAT5W1NDDqc+6oBWxEqObslMPfQ8Am+P2xf4LnCGyxXPltW+M2yDBFUrMZDBqeQ+2\ns1kdSqcnIou+aEgoiyAlwNWCUd2w76UUq7URCWAHkIDMiiHYsWsIdmJ6twANc0xpIRKhwoIFYVMq\niTHycVpso/QBmDTjz9HLGts7FoFhOzGFe2jf9J03l2I++IPfgrY9c4IsmCZAV4qHX/AQb3pJUf7S\nmzH3v2BZoPWN+J+/9vv47Gf/zCoOPbT065/7v3+Oz3/u8/j851+BiGBevYizszN0FJQyuYhs6LUS\n0Q8vwJyEmY0VGD0OuxMhwVab06kSkEDoLUgMgwQa0JmrBrRihAeo8wcZ1Acjnk49wE5XzVgCfxZ1\nAmNkZC3F8zRWK/ZSSmTDimK2UPeGRACpxq0EUhgXUVLycCkG4LNpJHwZP8KleaR2MgCqW9Ao00fr\njuHAWYfCBsyT6q5eQql3D4YCTkzhuWnf+F3/8UbH//S//mY8Pd9gvXqA2Vfj87MZj5+c4VOf+gw+\n+9nP4Y8+J3j55U/h8688Rq0rTNMKj155grpao23TxXqqBatVxWazAdAxlWIBRarhsUc9HKB+LIMq\n7aKu5icWqLoMAKckIxiWUoUDqCFG5D4ZJW8g3J8liFRB82IkZGUo807yVgBIiKMEnhBZmd1hi2qW\nVM+zyWfms3k/U2LjIaOaBNBiEZwXg1TDoCl/NjI253xuhjbVrG8zWO6u7cQUXqftH/yz/3Sr8971\n9reglhXm7VNst80ItNoqT4/B1jve+NIb8PjxY2zmLR6s1ujQDM5qzcFOxeTxDtM0ebg0XE3JUGEp\nqZKMurnG/xKEkd8l9jZVFE1vR4KRWaEJIepbIJUs7hEALMtPh12R50oS+CD4m+Q0qBl+I0oJ1Iho\noTEpCc4TWD4vLTYMLKON1bCYZuqbmNRS4vrItPddsSpP0J+N9gB5teIHbtQJkc8AeAzgT++7Lzds\nX4RTn1+r9jz2+9j6/FdU9YuvOugomAIAiMivqerfuO9+3KSd+vzateex389jn4EDUZ2ndmqn9v9v\nOzGFUzu1U1u0Y2IKH7jvDtyinfr82rXnsd/PY5+PB1M4tVM7teNoxyQpnNqpndoRtHtnCiLyd0Xk\n4yLyCRF5/33357ImIn8oIr8tIh8WkV/zbW8WkQ+JyO/655vuuY//QUQ+LSK/M2w72EcR+R4f+4+L\nyNcdUZ+/T0Q+6WP9YRH5hiPr8ztE5BdE5KMi8hER+XbfftRjfa2WCR1e+z8AFcDvAfgyAGsAvwng\ny++zT1f09w8BfNHOth8E8H7//n4A/+qe+/i1AL4KwO9c1UcAX+5j/gDAO/1d1CPp8/cB+Bd7jj2W\nPr8VwFf59zcA+N/et6Me6+v83bek8NUAPqGqv6+qGwA/CeDd99ynm7Z3A/gx//5jAP7ePfYFqvrf\nAfzZzuZDfXw3gJ9U1XNV/QMAn4C9k9e0HejzoXYsfX5ZVX/Dv78C4GMA3oYjH+vrtPtmCm8D8EfD\n7z/2bcfaFMDPicivi8j7fNtbVPVl//4nAN5yP127tB3q47GP/z8Vkd9y9YJi+NH1WUS+FMBXAvhl\nPL9jHe2+mcLz1r5GVb8CwNcD+DYR+dpxp5qceNTmnOehj97+DUyt/AoALwP4ofvtzv4mIi8B+CkA\n36Gqfz7ue47GetHumyl8EsA7ht9v921H2VT1k/75aQD/DSb+fUpE3goA/vnp++vhwXaoj0c7/qr6\nKVVtavncfgQpah9Nn0VkBWMIP66qP+2bn7ux3m33zRR+FcC7ROSdIrIG8B4AP3vPfdrbROQLROQN\n/A7g7wD4HVh/3+uHvRfAz9xPDy9th/r4swDeIyIPROSdAN4F4FfuoX8XGgnL29+HjTVwJH0WC438\nUQAfU9UfHnY9d2N9od030gngG2DI7e8B+N777s8l/fwyGHr8mwA+wr4C+EIAPw/gdwH8HIA333M/\n/ytM3N7C9NZvvayPAL7Xx/7jAL7+iPr8XwD8NoDfghHUW4+sz18DUw1+C8CH/e8bjn2sr/N38mg8\ntVM7tUW7b/Xh1E7t1I6snZjCqZ3aqS3aiSmc2qmd2qKdmMKpndqpLdqJKZzaqZ3aop2Ywqmd2qkt\n2okpnNqpndqinZjCqZ3aqS3a/wNJ1YqyCMiGGQAAAABJRU5ErkJggg==\n", |
| | | "text/plain": [ |
| | | "<matplotlib.figure.Figure at 0x7f5d3371c8d0>" |
| | | ] |
| | | }, |
| | | "metadata": {}, |
| | | "output_type": "display_data" |
| | | }, |
| | | { |
| | | "name": "stdout", |
| | | "output_type": "stream", |
| | | "text": [ |
| | | "yaw, pitch, roll: 80.6477250021 -2.70457134999 0.534743034\n" |
| | | ] |
| | | } |
| | | ], |
| | | "source": [ |
| | | "from PIL import Image\n", |
| | | "from PIL import ImageFilter\n", |
| | | "\n", |
| | | "img_name = '/Data/nruiz9/data/facial_landmarks/AFLW/aflw_cropped/2/image12234'\n", |
| | | "img_path = os.path.join(img_name + '.jpg')\n", |
| | | "\n", |
| | | "img = Image.open(img_path)\n", |
| | | "img = img.filter(ImageFilter.BLUR)\n", |
| | | "\n", |
| | | "img = img.rotate(-4)\n", |
| | | "\n", |
| | | "plt.imshow(img)\n", |
| | | "plt.show()\n", |
| | | "print 'yaw, pitch, roll: ', yaw, pitch, roll" |
| | | ] |
| | | }, |
| | | { |
| | | "cell_type": "raw", |