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| {
| "cells": [
| {
| "cell_type": "code",
| "execution_count": 1,
| "metadata": {
| "collapsed": false
| },
| "outputs": [],
| "source": [
| "%matplotlib inline\n",
| "import numpy as np\n",
| "import torch\n",
| "from torch.utils.serialization import load_lua\n",
| "import os\n",
| "import scipy.io as sio\n",
| "import cv2\n",
| "import math\n",
| "from matplotlib import pyplot as plt\n",
| "import imp\n",
| "\n",
| "utils = imp.load_source('utils', '../code/utils.py')"
| ]
| },
| {
| "cell_type": "code",
| "execution_count": 8,
| "metadata": {
| "collapsed": false
| },
| "outputs": [],
| "source": [
| "TRAIN_DATA_DIR = '/Data/nruiz9/data/facial_landmarks/AFLW/aflw_cropped_loose/'"
| ]
| },
| {
| "cell_type": "code",
| "execution_count": 15,
| "metadata": {
| "collapsed": false
| },
| "outputs": [
| {
| "data": {
| "image/png": 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EyImEoDKCylj648DhcGDRLCBllAQ3TTNJKCKlLF6Hc5jKorUmzfRg70ay0iijia4EEIVW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DEVIpwaJsIwMJkNU1OLaIutmLU1VS1ksM1mRUyyPVEmgY471Srfj6QpCGlpDOIWZS2qMqSs8ClR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\nbEYh8AAAAABJRU5ErkJggg==\n",
| "text/plain": [
| "<matplotlib.figure.Figure at 0x7f8149702710>"
| ]
| },
| "metadata": {},
| "output_type": "display_data"
| },
| {
| "name": "stdout",
| "output_type": "stream",
| "text": [
| "yaw, pitch, roll: 34.1363292452 -14.3877593357 3.34715938909\n"
| ]
| }
| ],
| "source": [
| "img_name = '/Data/nruiz9/data/facial_landmarks/AFLW/aflw_cropped_loose/2/image01131'\n",
| "img_path = os.path.join(img_name + '.jpg')\n",
| "\n",
| "img = cv2.imread(img_path)\n",
| "\n",
| "annot_file = open(img_name + '.txt')\n",
| "annot = annot_file.readline().strip('\\n').split(' ')\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",
| " \n",
| "roll = -roll\n",
| "\n",
| "utils.plot_pose_cube(img, yaw, pitch, roll, size=100)\n",
| "\n",
| "img = cv2.cvtColor(img, cv2.COLOR_RGB2BGR)\n",
| "\n",
| "plt.imshow(img)\n",
| "plt.show()\n",
| "print 'yaw, pitch, roll: ', yaw, pitch, roll"
| ]
| },
| {
| "cell_type": "code",
| "execution_count": 24,
| "metadata": {
| "collapsed": false
| },
| "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",
| "metadata": {
| "collapsed": true
| },
| "source": []
| }
| ],
| "metadata": {
| "anaconda-cloud": {},
| "kernelspec": {
| "display_name": "Python [default]",
| "language": "python",
| "name": "python2"
| },
| "language_info": {
| "codemirror_mode": {
| "name": "ipython",
| "version": 2
| },
| "file_extension": ".py",
| "mimetype": "text/x-python",
| "name": "python",
| "nbconvert_exporter": "python",
| "pygments_lexer": "ipython2",
| "version": "2.7.12"
| }
| },
| "nbformat": 4,
| "nbformat_minor": 1
| }
|
|