{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 3D Spherical Harmonic Plots\n", "\n", "This example demonstrates how to generate a simple 3-dimensional plot of the data in an `SHGrid` class instance. We start by generating a set of spherical harmonic coefficients that is zero, whith the exception of a single harmonic:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "%matplotlib inline\n", "from __future__ import print_function # only necessary if using Python 2.x\n", "import numpy as np\n", "from pyshtools import SHCoeffs\n", "\n", "lmax = 30\n", "coeffs = SHCoeffs.from_zeros(lmax)\n", "coeffs.set_coeffs(values=[1], ls=[10], ms=[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To plot the data, we first expand it on a grid, and then use the method `plot3d()`:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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ZGT3zxLKeeXJF5ugLmwAA7pPgQZ8AAODes9bKmDg8fNkzJ3TyWFuffWVbYegqA0XeZNfw\n+7+vRhyATLZDeBonmoHRb//SszpzYk7jyMq/r2cGADgKggYAPAJe+dV/J2MUhw1j9NZzi7p4dlGv\nXenqhc9vK4xcriypav+KexMyquYhzIzLJWmh7estjy3p3U8fkzFGkXPZc9q+9HmtPHnxnpwnAOD2\nsY8GADwCfvQ7fr/6Vy6r6XkKPE8Nz8hPZjgC42lta6DnX93Uzt5Y43H86764QtV0P0d+z42y2ym5\nqvrjkt9PoxF4OndyTu+8uKJTx+YkYxTaKN5PwzmF1mlkrVa+9Lfp/d/3Awc8EgCgRoe+A8WMBgA8\nArZfv6S2701ttOclswFnjs/p3Op5GUnb3aFubQ716pVdhZFTrx9m91NdZuUqL71TjcDo9PGOTq+2\n9dipjk4cm5N1TtYlm/a5eGZGyRtlaUnY2ic/Uds5AADuHkEDAB4BviZlU1nQMEkjuHOSF3/ueUar\ny22dXJnTF12My5PC0KrbG+vmek/b3ZEk6eqtngLfaDCMZO3tnUuz4SmKnE6utBQ0PLWbvh4/vaBW\nw9eZEx0F/iS0OOcmjepJuLBu0q+RXuYZI0XhjEcEADwIBA0A+AKXbwSPB+yazAbM3Jhvckm76avd\n9HVqpR0P6CX5ZnI755wiKw2GYxkZWScNhpHaTV8y8fWdViDPk5oNPws4KZf0WUiKZy2OVNJrsueR\nPi/P1DerAgC4ewQNAPgCZq3VZz/8y3EjeHJZNjuQk78sf91Rhu7GGDUCo2bQnNzHYm5WQvGMQz5Q\nVIkDRjzr4nJlUU7J7Vw6KyPJucmGgUl68ozRlU9+Qmeffbf8gD9vAPCg0QwOAA+x3bVb+vSHf0kb\nl19Xf3dH3bVb6m1vaNjdVTQcyjgrb2zV8Tw1fV8Nz1NgJN/z5CluBDfGKEhWpPLTlakUD9yNJD8t\nq9IkhORnNKT0NpMgkW8ePyxopJfHZVK5cq6ETf78RMlFkXXxLIqLr4mShvCxtVofj7XtIjkZ+e22\n5paWNX/8hJbPntfqhSd0+m3v0GPvfJfmj63W8w0AgEfXoe9FETQA4E1ub2tDl577uK48/2mtvfaq\ndq5fVW9rQ3Y4TFsrCpxzCpoNNZoNNVpN9a9vai5IQkbFilPGGDWSOwqyUDHp5/CS8JEGjXyZ0lGC\nhnKX50NFVQmVZJKG72LQSEOIk2RtPJtRtfJU31rtLLUVDscaD0eKwii7n8LjOSdnjBZOndHKucd1\n+m1v14Uv+VI98Z73qtmeu43vDgA8sggaAPCwiMJQr33iY3rlo7+may88r+2rb2i0u10IE/mSokar\nqeZcS61OO/4419bcQkdBq5EMquMbvvSvP6qW76nh+wqMUeAZBUljeGDilaiCGUHDM5OyqvwsRnpZ\noeRKSRmTpvfdSC+PV4zSoUEj/do5J2eUBQ2blEw5p3hGwzlZKZvRGEaR5t/3bO41jRQORxoNR/I8\nT7vrWxr3Bhr2BorGYeH1zM7B89VcWJQfBDr19Dv0nt/7rbr4276SciwAKCJoAMCb0Xg40Kf/zS/p\nY//8JxQOBtrfXJcbj4oDXsUD4KDVUHt+TnMLHS0cX1Kr05Yf+PI8Lzs2HbgXZwvi+3rlw7+hpu8l\nZVNxeGh4njxj5Ju4hMoz8SxFWiblm/i+09kMo2K5VLG5/PCgoeS6dAWpWQvi2txfmvR5ycSzFlK8\nQd9kViNegcoqLqcaW6uhtep85RcV7jN9LcuhwkaRRv2hhr2BRr2BojDS/taOwuF46rycc/Lbc1o5\n95jOPPNFeuorv1oXf9tXKGg2K54FADwSCBoA8Gawe+umfvOXP6TPf/Q/aeO1VxT19gvv6Ke/YJud\nlpZPrMhvNNRe6GhucS57J708UD5wE7xk5qC/09O1jz2vppcEDS8ugWr4flwCpThcxGHDZMEiHzSq\nVpqaBA2ThYv8zMudBo10tiJ9vklEyMqpbDKrkZZPOTlFzimyTqGLw0bwnqfltxq51+LgP1/OxrMm\nqSiMNNjb13Cvr+FeT4O9vsLhKLuvwkyMMTr19Dv11Pt+u579ht+rxdUTBz4WAHwBIWgAwIOwfeO6\nfvVH/2+99O//jexoKCVLzObDgvGM5hbn1VlaUGd5QZ3l+UmoUDFUTEmSxKzf8unjvP7xF2V39gqN\n4J4xCjwvK4+abgTPz2iYLEDcl6CRbco3+ZPjNCmXssl11ikpo4qDRr5PIzq5rM5bH5u8Dk6Tlatm\nvFblP3Dp7UzypKIoLsHqrm1psLuvfrc3SUTJ6+Gck9dsafXJi3rLl79P7/4936zl02crHxMAvgAQ\nNADgfojCUJ/5N7+i3/rlD+nmi5+RHQ6mm56NUWdpXsfOntTcYkfNdmsqfKTijgQz89d4IbDMOCfn\npBc//BuaS8um8itOGSM/WVnKT8JEvunbS4KGbyZB4r4GjfQLKZu5kGavPJUPGkNJi1/xrkLJ1GEh\n47Bj8h+NMbLWatDtabC7p/7uvobd3vTMSRIGzz37pfqSb/p9evvXfiArdwOALwAEDQC4V/a2NvSz\nf/V/1s2XXlTU78kz0+VNjXZTC8eWtHBsSfPHluT53tSgdlZUqCNsfO5f/4baSdDw8ytOGaOgNKOR\nlU5JMkmTeH6WIw0YXvygUz0atxM04udXHTqsKweNyYxDPmhIUpg2hDunyEmjKNLQWi2879nDS6YO\nCRlHvb0Uh8X+dle9rV31NncUjcOK/UCMVh67oLd/7Qf03m/9drUXlw68fwB4kyNoAECd+t1d/dqP\n/Yg++//+igaba5VLtbY6bR07f0rLJ47JC3ylvz6nBrPZjnPVA/O0EfqwsGHiO6885JUPfyxrBPcr\nVpySlC1tm99DIw0X6SpU+VmM/H4a9ypoZM8/vSx5sbKSqSSMlFeeCpOG8LmveFf1C5Z73e4mZMTH\n5I4rhYrhfl+9zR31Nnc17g+mbmutkzxP7/mWP6Cv+iN/Qu2FhUMfDwDeZAgaAHC3Bntd/bsf/r/0\nyq//B/XXb1aGi+ZcW0snj2n51HE151q5QaekXHlRWRwUzF2FDUmS58ufW5A3tyi/E3/s90d69Uf+\nYdYI7nvxrEXjkKVtDw8ak+dzT4NG/ALEl1X0aTgnWWcLK0+F1mrsnJb/+HfJjXqKupuyva5svys3\n2I/3z6gxZLjc86+6DxtGslGkvbUt7a9vaTwYlV6TeDnflcee0Jd963+pL/7Gb6G8CsDDgqABAHfq\n5qsv68M/+Ld17VOfkJeMovODX8/3tXL2hOaPLWp+JS6DqdobIg0b8fXTj5PuH2GOGDZMa07+wor8\n+RV5C8sKlo7La84lsxpGzlpJ0ud+7qfU++THCytOGWPU9LwsMHi5JvCqzfr8Q4KGl3tCRwkaheel\nw2Y00qOqg4bNBvvTDeHN93+95t/9nuRxJ8sA20FPzoaKttcUbq/J7m/LjSYzDkcOGXJJC8bBQaW8\nQeGgu6/9tS3tb+7IRXbqOBmjpbPn9TV//M/pbV/9Ow49FwB4gA4NGuw+BAA51lo99/M/o4/80x9R\nf/2WJGUhQ4p/q7bm57Ry9qSWTh+fvSpUenx2fdpQPD27kdXyOyNnXHGQ7jfUWD4uf2lVzTNPygQN\nmSBeujUNFMZL+j5cvEyrSd4Rt14gL5m9yJc9xc8jHtSaOEEc/tdC+b8os1q570w+bOSH+cZMmsPL\nx00fPTnGKFm+1xRnBowx8tqd+LVqL6hx9qIkyY6Hsntbiva2ZUdDhetXpLBqL43JIx4WMvL7mqSP\nLUmthY5aCx0tnDmh0d6+ujc2FA6GhZ+T7vUr+tD/9he0eOqMvvqPfZfe8Tu//oBXDwDevJjRAADF\nq0Z98C/+eV3+xEezd/bLFk8e09LpVS2sLMpZly19Kk2X4cwahB5UShUvjzqnxtkn5bc6CpZPyOss\nxkHE2njknYaCAwJOGhtef+UVbf+TH85WnGqk+2V4nvxyI7iUhJLJ0rZGcchKB+/p7EW+R6OOGY38\n5+kkxmRAX9pLQ8pmMtKm8SjXEJ7uEH7qL/5ljcbh1OvrnK0MCdnmgMnntt+V3VlXtLuhaHdDbjzK\ntaQfbRaj6hhXOt4Yo/52V3s31jXs7k8db4xRozOvL/3W79BXfOcfpawKwJsJpVMAcBBrrX71R35I\nH//JfyLZqLJ0ZuH4sk48cU6t+bnCIHJWWCi/iz3rekkynpG/tKrg2BkFq2flz09WIvJmvWOee6d8\n6jpNGrqv31rT7s9+UPbGNQVJaVS24lRyTHlpW6PqXcHz5VJ+IVzcedAonLuOGDSS0ikpt8StJn0X\noXVqvO0dWvkvvlP73d3CY1hrsyVnq1678vfeWZvNFtlwrPH6FUXrV2W7W1O3PUgWYFQdQtLrBzt7\n6q1vq7+1U/0COemZr/sGfd3/+JcJHADeDAgaADDLRz/44/qPP/pDcqNh5QBwbmlBJ548p7nF+dL1\nxXe2p96pP2x2w/MVnDiv1oW3y293ZPwgG9Rmt09ud2BpVnXSyXo1bm1squn7Wv+xfyi3tZkFjXQP\njeLStocFjcnzuJdBI30K5Xf+43F2/Hl5idv8ylPmxCmd+bN/QcPRSHu7kwF7VZAoXzcrBNi48zvZ\n9M+TC8eKtm4o3LypaPtWFlAPm8WY9djZc07uY9TtaeeN6xr34t6R9H6zGY52R+//775bz1BSBeDB\nImgAQNm1F57Xj3/XH5HnrIrFOzG/EejUxcfVnJ/LNtUrmwwsJ43cs4+RZDw1Vs8oOPG4GifOynh+\nrgF4RhO5qsNGYa+OA85tbWNL7VZLjSDQ1r/6GQ1ffP6ApW3TZvTJZn3xTMd0uLgXQaNw/sqFjSxo\nFPfSyK/6lG7at/jb36/lr/8mWec0HA61s7WZvR4HBYmjhIzyydsoSg9SuHk9nunYWdekF6dYJjUz\nhLjpY5yNm//7G9vavXpLLoymbidJS2fO6xv/yvfp9NPvOOwlBYB7gaABAClrrX7pb/11vfArPy+p\nurRp8cQxnbz4WDa7cDt9F/ExxevN3IKa594qf35ZwfIJybnsvtPbp0HjtsPGjH4N55yiyGp7t6t2\nq6Vms6kgCDS6eUNb//zH5Pa68ktL2+aDxmSzvupyqQcRNKTZS9wG5x/Tyf/8D6px/jFFUaTxONRo\nNNL25kb2ehw2m1HFHnRdWoalXInVeKhw/arGt67IDbqHlGlNPp8VJG0SMHav3NBgs1gGljtYp556\nh7797/8jyqkA3G8EDQCQpMufek4/87/894r6+5WDO7/Z0IknzmnxxLGp62+30VuSGifOqnH2rQpW\nTmaN3Cb3b/q21TMbqap+jdwJTV20293XOAyzoOEHgXzfVyMINPj8y9r5tx/W+NoVBYoHw0E68ZJf\n2jZ3Pvc1aLisJWEqaEhJM7jnqfXERZ34tm9X89xjstYpDENFUaQwjIPG1uaGnLWHzmZUn0Mym1F1\nXXKflbcZj6QgiJvIr78mu7teerzJ57MCRvlrY4x6G9vqvnEjnu0ov1jGqL2wpD/4wz+uxZOnK88Z\nAO4BggYA/MoPfL8+/aGfmjmIb8y1dPaZiwqa8bKx6VEzA8GM62WMglMX1Dj1uPzFeOnb8uzFrLCR\ndSnMCBvpzEb5fLLzKF13a21DjWZTrWZTjUZDQaMhz/PUCAJ5vhe/+z0caP9jH9Xg9c9r9NILuabv\n+L7yq2+l4SIurbq3QUMq7Q5uTNwj0QjUeuIt6jzzxVr5mt8pNRqKkv4Ia52iKA0akUajkXZ2djQe\nDlTsAJnc72ElU5XXHRQynC0cZzxPtr+n8dVXFW1cj8+jYpajKmCUH9c6p/F+T3tXb2m8P73TuBQ/\nxa/+E39eX/Zt31F9PQDUi6AB4NH2i3/zr+mzvzy7VKq9OK8z73hSxvNU3vH7dgJHcOK8mk88I6+d\nNo4nJUgzbntQo7fxZtxmxrlUlVBdvX5T8/PzajYaWdDwfV++5ykIAhnPKPB9eZ6XLHcrDa5c1t5H\nfl3j9Vsar92S6e9PzWjc26BhpNyshTfXkb+8rOWv/Go1zj2mzjveKeP5srlZishGstYqiqystbJ2\nUjq1v7+v/v5e5SNZaysvryNklB/HjsdSFCp840XZ7VuF25XvZ1aYTI+0UaSdV95Q2J8RNpzT6bc9\no2//+/8itlbfAAAgAElEQVS4+noAqA9BA8Cj64P/w5/RG8/9hqTqkNE5vqSVc6fUmp87PExU3Idz\nTv7icTXOP6Vg9WwhPBwUKA4NGxWzGkdaicoYRc6pF0rdjbUsaARBoEazKT8JFVnQCOIN/dLLJMn3\ng8lz2N3WeH1Nw8uvq/+55+W32hpdfUN2d0dKBup3GzRMq6XG6gm58Vidt79TrQtPyjSbmv+iL1Gw\nuFiYeXBJTVU8g2GzoOGcUxhGcs4WZjR6vZ6urW9roWkK5V6zSqbqDhnpTEt+5ina3VR4+QW5frdw\nXGVZV+nrNAg7a2eHjeSxnvzyr9I3f+8PVJ4XANSEoAHg0fS3v+4/kxeNpi5Pf5E12i2de/apyoH7\n1EA+V+6SBQ7jqXHh7Wqce2pyuTc9g5G/z6q+j7sJG8457YfSzsjpej+eBRi6+DZPe1uaa7ezRvB0\nRsMzRkEjiMNFbkbDS849HzTS8GGMiTfuy5+vjRTt7Sna3IgH0PtdjW/cUOP4cdnxWKOrV9Q+f0HG\nMxrduqHW+Qvy5+dlBwM1T59RsLwsb64jr9HInlv5uaYfyyEjDRqSFEZhLmi4bEZjPB6r3+/rl1+O\nG8LnfGmxIXV8qe05LTdUaJ6e9GTMKLNKgkb5e2jd9N4caS9GVWmWtVa2vy+7fVPRtVcKj1SevZhV\nZuUkhft97V29qag/1JTkft76Vb9D3/hX/+b09QBQD4IGgEfPP/1zf0I3PvPcAaVJns49+5SCZjMr\nU6p6V3nmTMT8stpPvkv+8onKGYyq26aX3U3YcM5pe+S0NpBG1qg7nmxel3sQSdI7gh21Wq14RiOZ\n1UiDRdCIw8RBQSP+3M/Ouxw0yv+k4sA9XSK3/Pzzje+FJV1nBA1J2exFGjQkKUqWlw2jePfv/IzG\neBwqDEMNBgP94ufWcvdps2ZsT9JSQ1ppGS01jOY8W/k9uJOQYcsN2yoGpixQ9HYVvfZpuWEv/jp3\n7FFmOKLBSLsvXcpuO3X2zun8O9+tb/3BH546HwCowaFBI7gfZwEA98t/+Mf/j6791ifkebN//608\ndkpOxcFuVQDID3bTY7yVU2q9/b2S8WSdyzayqxowFwaLuYFiPozMOj6evTAaWqvtkdHW0GlrNNms\nTqrem6Fq9sWoOHg9LAxNXzb9MFWqBsh1Kb9W2eUyuR02Js/LJCVh5aOzHhBJ22On7XEaQKxWm9Jq\n29NKM95F/bCQUXn5jJCR7wnJflbmFmQuPCN34zW57ubUz+L0DEf2FOMg2G6qfXpVg5sbM//aX/3s\np/T8L/xLvev3fPOMIwDg3iFoAPiCcem5j+sjP/L3FAR+4fL80M9vNrRwerVweVqSJE2Hhvzn/olz\nar3ty7LjJBXCxuQBp0OFZoSKqrAxtk7rQ6cbPav9SFK2IaDJ7j8OSdPhREYKorFMIzfbcMjgf1Y4\nuJfB4SCzZtor99hOskP6+qSN+FLSpG+kMFfGVJyBSMKEs5KcNkbSxigOBB3facF3eqxj1PTLJVYH\nhIzKGY7pHo60vMrMr8i7+G7Z1z4tJUvhzurPmHz7J2VljaUFjTZ344bzqdcm/iH5t3/ne3Tq7c/o\n5FNPV76uAHCvsLsPgC8IO2u39M++64/J9ytKdnL/lpKQUR4kptX5+dKWSciQ/NVzajz5bLwnRk5a\n21/Y3C1t2i01HZsDLo+s1a1+pM9uhfroutWrXaf9dAtsTfZfSO8/HYlWhZdFN6gsbSrP3Ex/Xn3d\nm0VVOdHkY/66yfNebvu5Y6p6KdKN9ybP3zmnvZHVjb7TJzasXtgOtTm0iqw9MGS4XMhIA4YtNZHn\nL598U430xDvlOkvxz9GM5z15nOzHQl6rqeaxpXj/k+Q5FP4znmSMfuq/+UPqJTulA8D9QtAA8NAb\nDQb6wW/6gBoNf+YxTpIz0s71NQ33ejMCxSRw2Fwg8DoLalz8YslLBq25wWM+PNjSfeYbl6sud85p\nZJ0u71t9bMPpc7tOG8N8CDHZu9Jx2MgNQWf1n8ioo7H8XNmQ0fSGf1W3np0t3nwBJAtPpR3Z44Ax\nCVWPL7WKr2eOS1eLKoeP/K7fkrZGTq/sRPrkxlhX9iKFuZBn7SRkmFLIKDeDl38W8o9rt9fk9nem\nnufkZ6gUNpPbG2PUWFmcXDTj9XK+0T/6fV8vG4YzjgCA+hE0ADz0/s7v/h3yPRPPZuSnL8wkYCQt\nGXJRpCiKKgNF4V3q/L9mRzaKioHE2un6/Yqwkd1f6fJh5PTyTqjnN0O9vmcLg9fyjMdkQFoaaRbe\n0Z9omslO5Nnty6VaM2Y2qhUHy/czbFTN2BRfm+Lx5ZmZlbnGpGRqxv3mL8tmrArfO2lkrQaR0xs9\np0+sR3ptN1R/bKe+11X9GNWzGElDdxTvA2IWV6VGa3Ie5dmLqnN1TtForL1XLx/ckmmMIkm+Z/RD\nX/e+Aw4EgHoRNAA81P7Zf/unZIcDBcbIeFVL1eaLYmJBq5l97pyqQ0fueLt9Uy4KFZWCRb5ZOH2w\ndGYjqiiZcc5pbK1e60b6xIbVzYG0F8YnUXiXuyps5O6n8OQqwkbge5UlU2kPh0qvx+Q1q264vh/u\nJLyYpISsGECKMxqttF9nZsnURLksbvrYSV/OWj/Sb26EutwNFSUN4LPCRH52I19WVwgkfiBz4Z2y\nnZVDw0Xh52ocTrZRNzP+pa+VMQok/ccf/P5DXlkAqAdBA8BD6yM/8U/02kd/PW7GPmCVqZSRkef7\n8gI/N2DLDdpUETokmeWTMs22pGIYkSZhw0bR1Lv9tjQovNm3em490s1+RVvzEcJGer6HlVB5nje1\nweAkSlQ3p1fdVWFGpMLdzmyUG+GnGuiP8DjTK2kVLyuvPJUFh3K/xmEhoxQuxzY+32t9p+fWx7rV\nG0/Kom5zdiMLI+1FyXilx58dOiUVd0mc+SLFs3pp+Hr+535aO1cuH347ALhLBA0AD61//w9+UL4x\nk0F19sbu5L/8JZLkIqvxoLiRXzaQcxWhwzn5554qBIt887cpDVanGn+d0yiM9MKO1SvduCdjbGcM\nHMthI39uyg/MD57t8HIbB06FhXTAOetFrVA9+1Eso7qf5VQHP1axJGy6gdxOHVc1kD8oZBTCaTJ7\n9cpOpJd3IsX9+5OSqMLPTRowNOn/mOrbWD4h12jNDha5881+BqWjfT+N5Bsjzxj95H/1bUe5BQDc\nFYIGgIfSp37hZ2VHobxkMOllA+hy07OZGiiP9/qFY/JDuqrQoWY7N0icHFdebapqdqM7snpuI1J3\nFGWlPdntS8EkuWLGoDfXC1ARNtLPR6NRcfCfhJPyDIcqA8KDbfo+6mC58GWpPKzYFB7PaKTftwP7\nMqbK3Iq9GoX+DRUvs8ltt0ZOL26N1R1GhfOb/l7PntlwC6vSaDB9jvlwocnPbNjdL7w0FVVTkop/\n7L0kbPz77/9LU68HANSJoAHgofRL3/fXsl9gvinmggM5p9HuXjEkVJTvZJ8vrsp5QXJTNzNwVM1u\n7A4jPb9tNXZOIxu/m35QiMifY9VxmYrm8DSA3NjY1hu7o9zAuzijMWt524Mue5DigXr8ef41mH2e\nxXKsSzsj7Y/sJDyUA4UtllEVQsbUcbMuS3o3rNXuyOqzW6H2kkbxqjCRznbkZzaiXGCZnEcxWJR/\nxJ1zCvf7OkgaOJzijbPS2SzPGL3xkV878LYAcLfYsA/AQ+fTv/IheckAzDeSZGSck4ts3KuRDqql\n/GbKmdHuvkZ7PTUXOpWb9jlNBu6uuyFr43eoy2VDaYmSc042vjCbYXHOaSEwCmQ1dMk77c4pPtKb\nuq/y/St5frNKlVLWWu32Q13f6unKxr7m3J6299u6uLqQvQaFj9lrMwkeVfd7WCB5UNKdwIv9J+ll\n8VfSZEbjX7+6rRsbPV27saXzxzt68tSiFpOVqCpnKG47ZEz3YlhJr+2Gevuyn/x8JiGhdFyccW0u\nbpg4WLTmZQZ7U8+93M9iewOpN8jtd34wPykvtEnYGOz2NNrfV3N+/gi3BoDbR9AA8ND51M/9pKR4\nuU5p8ga/Z52cdTKBVwgbVXo3N+XPtbMN/qreLTbJFa6/J9dZmhqQp4PGtOE4DRzx7Zz2QmkYKd7R\n2suFlzsMG/mB5tb+SJdudvXqzW686FByzFuXpch5+tBL2/q2Z09J5ZmNRFV2OEqguJPQURVkZt33\ndD9K1ht/wA0lZ9NIOTnwx39rXZGMlubbenUU6ZUbXb1yo6u5pqeldkNvO7uo4wut7LGOFDKyEqj4\n8cohI50hO9XxJiEjf0x+hqIwg6E40PZ2s5BR1SifP4/xtVv5l2BKeptG8tFLApmnOAz5nqdf+4G/\nrq/9S99XcWsAuHsEDQAPne7Nm1Ob0HnGTGYvqqYxcoyRxrt7Gtza1Fy2U/hkYGaS+4o5RdtrMnOL\n2SxG/qNk4n0QcoN5a602hk6v70suGfy6OFuUwkZc2DK5bPL4k4efhI3BKNSlW3u6sT3QWndYHFa7\nuPzHeJ6MkXbGVh98flO//10ntdT2pu63llmKO7iP+LV1U700R78DFUbdVX0XN/fH+vnPbWpnEEoy\nCoLin7reIFRvEOrGdl+L7UAXTs7r8eNzauY2fKyatSiGjuqQkR5zrRdpuRnvg+Hnv53SpEQq+d5O\n7sPJ7a5lsx+zOOcUrm/LRdHMY+IzjEPGgucrck7pUsAmPVdJmy/85oH3AQB3g6AB4KEz2t+X5xVD\nhnIrKZm0x8HzsvL7quzRu7Eur9lQ89jS1OA1HzzszddkVx+TCRrZwLY4mzHZGyEdwO+NnUZR+nVS\n3DPJFtlgL34U78Cwsdsb6XNXd3R5o1cYf7pCr0Z8e+P7yWth1A+tfuIzG3r2zIK+6ollNYLpndPv\nJnyUjz4k393Bgcnj5Mq7rK0egBtjNI6s/u3nt/SbN/fk8uGvYuYotdsf65Xru3r+jS1dODGvp84s\nar4V5FaXMpUzG+VG/vIx/dDp0m6oi0u5/p7S8VMhZTSUtm/JlI4ri3a6ijZzu4jPmPIxkjrGS37C\nJJc7zJMUxU9k6nYAUBeCBoCHTuB7St/LTWc1TPZ1PIiyLgkKaS/0jPvq3diQM0at5aSnIZ3NyA/o\nrdP4xmsKzj0lL21BTz6Uy6ckaXdkdbMf30dWf2+8SbhIRn6TkqhcKVUubOwNQn368paubvbUCDxZ\nmwaXSbCQybf7OhkF8WyBmZQsfWatrxc3h/qyc4t6z7lFzTWLv/oP7s+Y8cJVuJM5itsON6UxtTFG\n/ZHVv7u0o8/e2tcojJLnn3wfjZExk9K2cjO45DQYxz9Nl9f2dXOrp1NLbT11dkHzrXIvR3VAyDfv\n55cf3h3HTd55B82C6ObnpSg8sN8i2tlTeGOj+ILkP07uWO38/zeSIJ42l8sY+VLl/iEAUBeCBoCH\njt+If3VNbdamSfDwnGStkztwQzMjOxpr//XrcudPqrW6UvkOsmwk3bqkaG5eOn5WccvF7MBhjFEY\nRYXzK4QJJT0FM/o2wjDSC9d2dH1roL1BKEkah+kSrZoZNjq+jT9PZjTyr0vkpI9f7+kTNwZ6bLml\nr7ywrNW5QEudICsBu1/u9NHy35txZPW59b4+erWr691RMqM0fa9G8evVavgaDMel+yp+r51zGoys\nLq/v642NfT19ZlFPnpxX4E96ZGaGhPRrN1lKdxQ6bQ+Mllv5ZnM3dVvnnOz2LXl729OzRLnjo+2u\n3Hb3SK/VnPG04HkKSz/PaVDLgvl9/L4DePQQNAA8dIJm3N7qld7FncoU6bSGn77rL80a5vaurins\nD9U5d2r6jtIG3kvPyxlP/sqpSbAoBA6jKIq0O3CTN86TEq44GuT6MqSslMp4k7Cxsz/Wf3ppTb1R\nvv4+X/7jZoaN5babHJa8k19sxI4/Xu2O9dMvbMoYo6dW53R6oaUnVlp6fCWomGF4cAPRfGP4OLK6\n1h2pO4z062/s6ubeWPGUUXkgnZuRSsumjNGp4wu6fH0rd7+FWrmp+7HW6eUbu7q8vqf3XlzV4lww\nM2TkZzHK13nGJXc/I2A4J3U35N14ZWbzt7NW9uaGXLcXP8fS9WVtGS0kM2yBMYpKJXmenNIKtPZi\n54B7AoC7Q9AA8FDp727LbwYKfL8wMIuzRHFQHCTv7IdWslll0+yB83hnT3vDsdrnTipoNydX5Ab5\n0aXPyF14p/xjp2WMUWTjUp04cDgZz2ihYeRsFAcMk5SnFM4tKaVKA0wU3+7Sra5+89KmfGNyYSI5\n3unQsNEOJGNyq1kVQsdkB/V8mHhtZ6zXdsb6yLV9+d6OTnQCXVhu662rc/KN0enFpjpe8TZRMkr1\n7nAnJmMmDdGemV5ed28UyVqnz28N9PrOSBu9sa7uDidLEZfKffI9HJN85ybPWUbHV+KgcVjImPxM\nOUVW6o8iPXdpXW87taAzxzqVpVL5WYzydZG1sjadxSoGDOectHVT3tqlyW1Kr5UbjBRduyWFxcbv\ncmxOb9eWtFAO4JIKt07ChjNGrU5L/a0NzR1bFQDUjaAB4KFy+bmPyg98NeeaGvaGktIJiNIO4JJM\nUlXUcFIYOUWeZjYdGEmKrKL9vvZfvqzmiRW1Th+X8bziu90uUnTp04p6u/LPXJTv+5JRIXA462Ss\nzZYxNemIvDy7YSaFK/v9sT5zeUvOKSt3mR02ytfHw03fzy3rm/Vu5J/kwbMT1jmt9UKt93t67mY/\na6RuBZ5W2oFW2r7eeryjfujUaXh68lhbo8jJ94yW20HcO2OdfCM1A6PQxoEo8OIZiUFos+dzbW+s\nYWi10PT00uZA3aFVP7S62R1pbKt3PS8+lXQjv/J1pvg0Tdyv0mgERwwZpQZvZ9XtRXru0pbebZ3O\nrrSnrs8+zwcJa9XwpIXAqw4Y1kprl+VtX5+Ehfy5WCu3uSvt7knR7D6K/FzVouep4/kaW1v8/0LS\njxGlM0TJ69JZ6sgzRt0rrxE0ANwTBA0AD5Vrn3lORtLC8SUNe2tTy9ymPBXfhfclGSuFnssaY7Ny\nkorHGa1va7y9q+bpE2qsLEzCQurW6wq3bspe/BJ5rTn5vi+neB+Pju/p5JzRzUFSG2VtMrthJrMb\nLu7RiMOCp04r0Op8U9d3BvE5JQGiGCY0M2zYKJS8RtYInd5HfgZjaoWp/NczZnqMpFEUB5C1XqRX\ntsPJa+zl+gXKj1Fa6Sl/HvHX09Mh+U0Tq8/koIKhZKCeHGaMJ6d05SlPxvMURWEcDOODDw0ZcsVS\nqYX2ZBatahaj/G8pUHbdZBd6yQ325V1/SRr1JzMw+cfd3Zdb385WhDKlY8p8Sct+kP1Bb3jeVBO6\npGz/jNTC8UVJ0u7V13Xq2ffOuHcAuHN3OPENAA/GzZeelzFGQauh9kI727Qvzy8NoqV4sNb0pI6M\ngmRMWfGef1FkNbp2S/3Xrirc3cuWNM3+jfqyL31U0c3XNR6PFEWRrLWKbKTjTSdfVs7Z+N1pa2Wj\nKNvwLf+vPxzr5evbur7dywbAk4Fv/K755N37ZACcfB2Ohtq+cUs3X3ktWeY3Dg3Zu+Ol/oz8ZTOf\n+x22ZdyPHcTz7/pXbWSYPfepyRyjzStr2tvcVRRGM0NGNktRnqlwToNRpHFkp2Yx0u+jtTb5GbFq\nGqsLC74ia5PyKSs7DmXXLst7/VPSqJ97/LgnxO7uy71xQ+7WZuWys0bTP7NtY3Tc8+MywdzrXw7f\naSBPL104vqh2py1jjLY+9+kDXnEAuHPMaAB4qAy7u/GynM5p4diidvqjwkDTyzVb56XlVZLUUlyz\nPnLS1EJFZvq9c9sfanD5hrxWU81Tx+UvdnKrR1m5G69Kt15XdOaivONn5fu+2p6np5eMnt+ycsbI\n2Ny7+Da+zLNWxvPUCDy9eGV7MvjNVqKKz2QyuzEpC7JRqO7Gtvo78axCZy7IejHKswvlHojyjuQz\nZzwqlO/rgUhnhAoXFQNGfonbdFajvXxM/e0t9bs9zS3MqbM8X8ijVbMY2eM4p9+8tKmvfNuqvMZk\nqeLpf1bGOZ1fjEOGjeKQot11eeuvTy1f65yT9nrS1q40GuuoGjJa8n21PE9hqVQqfY3iZZ6Lr5Nv\njLxmoGOnjmW32bn86pEfFwBuB0EDwEPFhqGCpBeh0Wpo5eyqtq6tS5q8a1tW9U6wpzhwWCeNkrG5\nyx1TNZS2w5EGV27Ia7cULC0oWFmU8ZPwEI1lrr0ku3FV9tQTMksn1AwCfelxo4+vR/J8X85FyY7i\ncSCwyWDw+Te2NI5sFigmyyYl+z9oMjHhnDTc72nn5kauKdrJbzSVtT6bSV9IcYndUkgofF5+xfKH\nHSVY5F+9wxx+XBYcSp8f9TZZWsytPOUFzexU+92+xsOx5hbn1Oq0CiGjvN+GkhmPMHLa7A51crGZ\n7GtiCwHDOSdjnb74RCBnnaJxJNfdlL92ScaG+VOVi2zcf7G9e2APRpknadH3NWcm/TiB52X9F9lr\nEb8g2YIDeSunVuT5XvZaHbgCNADcBYIGgIeKV+iVMGp2Wlo+taLu+q68GWNRz0wPlo3iQVvTGLXk\nNHLSKL3iIE5y/aHG/aHGtzbkLS4oOLYkb64Vj/v6e9Lrz0t+oOjYWXmnn9R7jjf0W5uhQuVnDuJ3\nxYejscLQJjMY8QNkMx/OTc1u7G1sadDtFVZeCgJPg7GbzGjEu2hUzz4U+jLKr8ghDjzkdkertxNM\nco8yFTpM8hK53NeTndoLZ2d8tZaOabgbL3MbjkJ1N7oKx6HmFlqT+87NYuRLqiSnrf2Bzq60FEVR\ndpm1cSmbL6t3HQsUjUYyu+vytq5J4Sh7tnJOGgyl7n48i3F4diqc/7znqW08BV5x9wunOGCXZy+q\nXq/Vx0+qszQv63IzZaPR0U8EAG4DQQPAQ6WxtCTtdZOlWuPL5pbmpdBqf2tv6ng/6VuokkYWI6Om\npKakkXMaq1hSlb05Xr4DJ9ndPY1296TAl9dpKzhxTF6zIYVjae2yos1ripZP6Z2r53U56mg7igd/\nnhcP9ALP0yiMsgFuvERr+k6+stkN54z2N3fV29nLnVV8nfEbMsbT9Vt7evz88aR8Knf+VStQFa47\nwD0okyqXK03NuhzxfmauRhV/ln1tjNHLlzZlPE9eozl1m/5uXzaMNL88l95x+giTx0hmLJy1Go1D\n+Z7JZjFsZHW6LZ02fbmrV+XvbxUfYDSW9val7r5MZCerTOXL9GaEDl/Sgu9r3vPlGTM1c5E+U5f7\nWH49fM8oiqxWz5/Q/PLC9Ov2oEvhAHzBImgAeKgEnXlFe5PVjrLm1tUl+Y1Au7e2S9e5yhWVPJUG\n48nHpowCxQO2kVy2/8BBQzEnyYRWdren0W5PptmQvzQvb6Ej03Iym9dkN6/pMUnnl07qtcWL6gXz\ncRmVrJbnAl3ftElPgZOpKJnq7XRzISP3ejRMvKGFMbp0ZUfHVha0vNyYnHE2iK/o2ZjRk/HAezAq\nzCyfqhpda/IcBsNQe3t9Xb66IxlPxvPVWj6u4c5m4fhhbyTP9zQ338zusKqc6vhCS55JGr8jq3k7\n1FvduvyrNyUXTY4djaX9vszOnoyzhaBa+dEUA0fDGC14vjqlEjg/mbmYChTJMVVBRE5aPX9CC8cW\nK1++zukz07cBgBoQNAA8VForx9W7dUNScfBvjNHCyoIazUCb1zYq+zKyYzW7Lt0oLqeSkdryFDqn\nkeJ/ZfHgcfqO7GgcL0+6vi35nry5tsxSR/58R2ZnTW/ZWZM6i9rrnNDNuTO6eGpBr1zfUWjjM3Au\nDh1pw3E0jrS/2Z16HMnJeE2lm/QZ4+lTL97Uu54+reXlBTUbfi40TDd83777G0BmhYuqy4uXxekj\njJxev7qj115fk0y8lrDxPHlBo/oB3WRFqal+DecUeEaLbU/t0Z4es9ua270x6b2wThoMZPYHUq+f\nzVxMzkc6rFbKkzTne5r34iV4G8abesXT5vaq16WqhMrzPZ18/KRa8+1sN/ACI82dfezA8wKAO0XQ\nAPBQOX7ugvovvzB1eToga3XaOnnhtPY3djTcH1Tex/TwLXdd8k5/eoRvjOacNCejoZxCOY1L8aJ8\nb4WvIyu335Pb78lKMnNtmfm2TH+ozv6uLprXJElvPbOqj+wv65O7LYUuHmi6pEfDeHHj+3hYXJXI\n871sNkMm3pncOaPnX1rX6ZMjXXjsmJaacalQVcAoh5AqxdtV73/xoFRt2uec02AUypP0qedvaG2j\nq3QHifh4I+P5CjoLCnvFGaJGO8j6MgoBQ1ZfsbSvZzv7aq6/kj6QNBxJg5FMsqleucSu4hVPri+O\n+FvGaD43ezHpy6l4zrnHqJrVcFJcKmWdWvNtnXr8pPxGIGvd1C3SRbpOPvvlFY8EAHePoAHgofKO\n93+DbvzGryrq92e+Ox80Ax07e1x7G13tbRVnAjxp5rg6numoaJFOLmtKmvd8Rc5plPwLy3dSdac5\nrj+Q6w8kbcf322zItJrylvp6X+uWvmrBk/N8rXlL+uxoRb/Vm5c1nhrt5lTQMJ5XmM3Idho3RrfW\n97S+3dfFJ05o9fi8lhYn7+JPN4gfcMIPkcEwVCPw9PLnN3Tjxo7GYTTp2chWoPIkY+X503/+Rr2R\n2vMNNRXp7fMjPd0Z6VzQlxl0ZayVdscyg6HMYBgHDBWH7ge1t5d/qprGaM6LA4afLsObv690GbQZ\n9zWrTCq9j5XTK1o5uZI9//LsX9wPJDWXVrT85NMzzhoA7g5BA8BDZfX8E+o88RbtvfjZwuXlwbPn\neVo+taLOckdbN7Y0HozkeWbmylRSHDIOGiwGyfW+MWoboznF+xSkoaMQA2b3oGecczLDkdxwpGg3\neXe9Eci0WzrR3tbXtG/oa+abCtuLurXc1ueXPX1209Mbe/EDGJObzXAuXV4rm3WwVnr10oZeu7Kt\nC+eP69yZRTVbTTUqmsMnfRuHnPQ9lg6Cb+f4MLIaDiM9/7mbWt/ci1fxylblSlalMp7kkiWEjVdY\nGkwCT/YAACAASURBVPixead3HY/0ns4tNd1IslZmNJbZHMsMRzKDkRQm/RfZvRY/5q+r+hkyktqe\np47nac7z4nCRm7WoOt4YVZc7afZKU61OSyfOnZDfLpWHzehlaZ89r87xU9UPAgB3iaAB4KHieZ6C\nY8fldzrSsLo0Kq/RaurkhVPq7exr1O1r1B9WHndYEdGsRl7PGLWMUSspc4rkNE6CR1RxP6mZQ+lx\nKDcO5br72UWe7+vMXEtnmg29b6UhnWpIjUA7jWN6eTCv13stXeo1k+V5k9CRzHRI8Zj70pUtXbqy\npeXljs6dXlKz1dC508tyzmk8tmq1JiVRszflmxFO7oO0JyF9zO3dgVpNX1dv7OrylU3t90aT5u20\n5CxdFjjpeQkU6d1z63rKW9Oxpa46Lg4QZjSW2RvI7MYBQ2FUGJeXS6JmKYeOhuKduztBoHay+lXh\nfg4JVbNKpPLn5PueosjKD3ytnlvV/PJ8PNth7dT5l28fHDuu1vnHS0tGA0B9CBoAHkJG8xeeVO/l\nF5OvKo4oraI0v7KgheV57W92tbfZnWqm9bI9KGY8opnsyj19NknZlaTAeGrJyXhxacs4bSZ3TlaH\n1fDPEEXxvgsly43rem/g672+L3XaUuBLjUA2CHQ9OK3P9ld0Y9TSzXBOVvFsx+7uQLvdoWQ8Xbq8\nrePHOgoCXxefWFUQ+Fn3yf0KEZUbCeak1xljFIZWa+tdbWz1dPX6jgajsGKg7nQh2NLj3o5Oel2t\naF/zw101w4EURTLbocw4lBlPAsXMc5vx+SwNY9T2vOxfYIwGUaRGbt+LqvucFTWy1agOKKFqNAMt\nLc1r+eRyFhgqG+jLXweBlp75IqmihAwA6sJvGAAPnaDVlk6clAnH2n/t1SMPiH3f1/KpY1pcXVJ3\ns6u9jV055xQEvtysGhUdbZDpGW8SRHJLkXrJbIcz8b4JkUv26nBO4yPs2HbgY4/D+J9UCCKepPP+\nVZ1vBFIjiAeqraYUBJLvKQyaer35mG65JW1vNLUTtfQf31iT157TydVFHVvpKPA9LS/Pqd32Cq9v\nuhFeHe+Cz9rt2zmn/mCsKLLa2NzX2ua+droDjXt7WjEDPeGv651uU/P+QPPhvprhQK1oIBNGcXgI\nIykMZaIoa9KWigP6qtd1VhlTXn52oGWSXgvfVztXDpVfTKDleQd/l+9wVsN4RssnlrW0uiQT+Ld1\nn5I0f+EJ+Z15BcurBx4HAHeDoAHgoXPs7AVtvvGK2ucfV9jraXzrxpFmCtIBs+f7Wj65osXjS9rb\n3NVor69wNLutu7TlxPT1kmYV16TN2cY5eTLxu97GZe/kh5JGzsbBI/n6qKU6Bw6MIytFo6xp2ez3\ns6uakt6mq3rKmHjVqsCTrJMLAmndjy/z4l4G6/sa+y2Ng7ai5pw8G8o1WtpfPCNvrqPQa8o12/Lb\n83JBQ84LZOxYrtGO94+wVp7ikiY7HsuFY80NthTudxW5QM3RnvzR/v/P3pvHSpLk932fiMijznf2\nPT33zO5ydymal2RKtAgSNkAaNESCAClQNmSasGHYoABRhmDY8EVRpgEZtg6LgkyTgETCpCjZIkUZ\nsClZoJaHdk3uUuIe3J2dmd2Z6ft6R515RIT/yKMyq7Kq8s1073RPxwd4Xe9VZUZEZtV7/fvG70LO\np3jpDC+N8XWEMBqRptl1CJElY2uTeSVMloMhlmzpTULiLCJiJXmarORxIGUmLqQkyL0ssTF4FZF5\nVi9QW6+G5ymSRKM8xd6FPXYOdrKqY0Ba6RJfnrdUArfoAg7QvfocvZc/jLWW3r7Lz3A4HI8OJzQc\nDscTx/Mf+ybuv/1lhBAMX/0wU2tI799bHNDS1pNKsnN+D3Vhj9nplNGDEck8rh0jiqzcTeO0yPyu\nh2aJfGyBD3goELaseJXmeR5p/pU05Hu0MZwXF7DmJWuzsCydj56kMKsf4+Vf3aVz9/iDlfFqa1ra\nhn83QVjLu/nrxiiOezciYplACDwh6EuJFJkw9Iv8Cpt3ThGLef1tCfRlrsjmY7Z5ILqDLvvDHoO9\nwbsOaRNAeOUqOx/9epI0xVpL//yVdzWWw+FwtMEJDYfD8cSxf+kZoIjfl/Rf/Qgzvkiciw1BmQ9c\nssk0k1LS3xvQ3xuQzGPGx2Mmx+Otxmsxbhu7b3P+x2KFmfjIupMjFrkLhfdDWwMI5tagcyGyKel8\nMfJ62oqWbUZ6TUZtiQo7S3L1WZKw2xynyASCL2UpJAIh8UT9fbJLH6Ll97DwVm261PKYDUJinVdD\nKsnOwQ7DgyFBJ1ypMFU9f9mb03Rk98pVhh//hvJnC67ilMPheKQ4oeFwOJ44pJRlroAQFuEpdj7+\nR5i8+Qazd96CJg/DGkN/+Vm/E7B/6YC9C/vMpzNmR2Pmaxr/Fee3McBbGdY1o7a+usL7EQiFENAX\ni7h8m4uNwgOircXazDOiAZ0nom+ce8vrbY9py0MJD2s4TpGVIVa5Z6L+VRET+ecn91E0fzxaKMg2\nhXg3VY9aTCUIOwHzeUR/p8/O4Q69Ya8mNM/C8sp7L7xE56VXEXlJXCFEFtbmKk45HI5HiBMaDofj\niSRr2lzkOmSG2uDlV/D6fZKb19DjetfnzMvRUN1ojS0ppKA37LGzO0Cnmtl4xuRkwny8iC3a1pej\nOkWbXfl2YqRhZ11kHpCizwc2C8Oq9i+3udjQuSgx1qLJ8kYSa9D5/CY/zuRGeFWgtFnfw0Lmc0kh\nUGTXWHyvKt/LXFSoynHlegvjXNQ7uRcdscXS88tsEwdnOWajV0NAd9Bj93CHsN9BLSd3sxBHy2zU\nHyLrgr77Dd9IeOEiaWryxufZSVoFW1bucDgc7w0nNBwOxxOJ6PSxycLoL0RE59Jlgn6fyWtfRE8n\ny2etjsMaAVJ5TXmKwd6Awd4Ao00mOk4nKEspPNYZ4WLNvI3X1OaYLbvsZfI5q2KkMNKBslt21uNv\n1bCtUu6AkzWQs9gy36EQNtX8B08IEmsbS7mWz+UVmzS5qBCiFBebrrHsp5F7IWoCgvr7sH4c286b\nUhEqm2gjNgA83yPNq4RJJenv9hnsDugNe0iVeenWhUdtmlywKmKEEHiDIfvf9C2obq/yui29gebg\nmbPN5XA4HGdEnMEde8a/fg6Hw/Ho+NynPsGtz/8uvudlRpVSSJkZhFJmRuvs2ttM3nwDLCgBotLP\noEDmu+NNtuSm1wCEhWQeMR/PmI5mK4nk2RisGP1NyC3GLCzyQdokA69e6bp5Wx2Wzb9l3jLMaTm3\n4SGM23aZbY+1S0Jo03HbhEbb/xz7u3280GewOyDshSvXvU1o6IYSzHb5vHzM/ssfInzhRaRSpfdP\n68w/lWqNMYbz3/a97O3ttVy9w+FwrLD1z6jzaDgcjieSr/uWP8H1L30OnwQo+jtQVgeSnkf/+RcJ\nz19k9MUvIJIYO1/NtWiT3LwOqQTdQTerCHQJtNZEkzmz8ZzZaIrneVx99RnSOGU+nRNNI+JZRDSL\nan07NnlVzrSgs453JtoJoeybNtLqbDO3FRCtE8NbVHoqjtuWW9Hphvgdn9OjcW3MoBPQG/bKz4hU\nm3tqtF1T7RzqQie8eImdr/sYotPFlGVvbc3jYaxFe6ETGQ6H45HjhIbD4XgiUUoRDS4Qjq4B9WCY\nqq3m9XrsfeM3k967y+zNN9DzWd1ofQ9KY/llpRS9nT69nT5wiEmzelBe4NH3+/R3+6UQSqKEaDpn\nPpkTTyN0orcm/G4LKyqxLY9jtTrXxkEfcobGmUZ8yNO/G4+GlJKwFxL2QjrdkE6/gx/65b0W6g5S\nSrqDLp1+B6VWQ9LOmtRdZV2Ilgo7CM9j92NfT3B4rhTd9XkX8wtgtuPK2jocjkePExoOh+OJZf/y\nsySTmygW3oyC6o6+EILOxUt0L14munOL8ZuvY2azRajPBovzvTgFlKfKddQrSgmCToAf+nR6Hbq9\nTla+NkmJZhHJPCGex8RRTDJPSuP04Xoozma3P+y5HxVtPTmF4GvMq5GCIAwIOtkXAvp7A8JOUM5R\njFHlwtVHVyp2RTiQvX+q26X3yocIrlxdWs9ys75FWn/c3aN//uojW6vD4XAUOKHhcDieWD72kQ/z\nL25fZzC6thLbvrxTb61FKUX30hU6Fy8zv50JDoXBxqu5FW14r8Z3ITiK7/3Ax/M9GGbGbrHuNEkZ\nH41QSpHGCWmckuSPTTvk7dfVuu3f2XgE5akehc7xPEXQDQg7YSb8Oj5hN8zeg5xCuJhK9+2m+1s0\n83ukCLBWILB4O7sMX/0QwcVLABhTFxZNvw8WMEIx37vK1z/rPBoOh+PR45LBHQ7HE4cxht/+tX/A\n537/U1z61n+LXjqle3oN31OlEaiUrHXjFgh8r763Yq1FP7jH7J23SI6PWA5O8aTYaLT7anMPApnn\nKmxs1geoFr0MTKLxgmz91fF0qknihCRKMo/IaIYQAp1q0jRFp3rtX+8iubwNZxVVrcKSyjU8/JAs\nz1f4vocX+PiBh+d72WP+s8o/K/NpRNANsJaymEDjmFv+ryyExrb/KLdVlTLGrB3D29nF+gGDV17F\nPzgsvTLG2JX1pXrRxtFaS5pmQmkyvMykc8hnf+VnuXDhAt/9oz+OF7gytw6H412x9Y+3ExoOh+OJ\n4XO//c/4xK/+Mt7eOdRgDyEEO899mE6nSzi+Qz85ojDZpRQoKWtGbOD5K2MqlR2jp1Nm199hdv0d\nbJpiyYTEpr+iD0toVAXR2uPyCljrsPmWdTKP6Q46tde0NuhUo5OUNEnRiSZNUtIoRkqJ0Sb7Mqb2\n/fL8Z+FhCQ0hBVLKzMNjswRr5SmUr1CexPNU9rOnUH4mIKw2eL5Xa3ZXeLiW5zItQ62+FkKjKDu7\nKESb3x/fp/vMs3SuPova2V05T2u9ElpVFRrGZBWnZrvPMO2eYz6d8MZnfgtrDGZ8hK8TvuP7f5ir\nH/n6Lat3OByOGk5oOByOJ5s3P/sZfv3v/jTW7+Ltn0d1+rU4/M7eeQbnL6OEZDC5SRCflsarv9T4\nzFfeilEppURWPBfWaKI7d5i+8zaMT8oeEct/TQXgPUZCozrephK4hdFtjSEI1kfPWmuxxmKMYXo6\nJewGYCvGsLFl2dRM5OSd2qVAeR5plJQ9Hqiup/ocgvlsTn+nn4lClb0XhbBY7lo9HU3p7/Rq18G6\n6235P1bb/9gehtCoioh1GCmxaQpCEF64RO/Z5wkvXIQ8HKpphDTVtZ+ttehcKFrAGJj2zjPfuUKq\nU6699gVGd2/U157M0Ud32N/Z4d/8kR+jv7u/ZaUOh8PhhIbD4XgCMWnKJ//xP+D3/umvERxewt87\nj/D8lURfA0Qy4OpLH8b3fISA/uwuweQeAIFfN6Q9qVaMVyEEXkMnZgAZx0R3bjG7dYP09ASo7DLT\nTmhsEwdtxEh5XKsk5/bhSKplEw2danx/VZRU//8oGwCWuSXNa1smTVKCYNXTtG6uTeFN9RNaHNK+\n5NYjFRpVIRtcvoK/f0j3yjPIIKwdp41uPH9ZaBhryxAsAUy755gMrmCBNE35l//inxOSLnVLz5sy\npgnm+A765B6vfNO38e0/+CMrvzMOh8OR44SGw+F4cpicHvPPfuFnePv1PyQ4dxk52G9OvAXmImBK\niBWCV56/ShiEi4Tq6QM6J9cIPK9mRyqpVgx2IcDzmnf2PSlLI0vP58zv3GJ+6wbJ8RF+twtxtPF6\n3g+hUdjhD1NowNlzKdqX17WtPDWL6l0tF/A1FhrFMZuK5i66mlcQAv/gkO7lK4QXLyE73bWtNFKj\nV56rNuIr12AtOhc+s/3nmQZ7uZcjy9v5zU/+LtIa+iKm2yA4ADAGc3IXfXwHD8H3/8WfZHj46Kpq\nORyOJxInNBwOx+PPO1/6PP/3z/114mhOcHgZtXe+9noZ1gREeEwIMVk8DgDPXrnEsNfLvBO+h5QS\nFU8YTm4idVz+JZRCruRtAI279ZAlaTcZ+DqKSI/ukdy5RXT/PuQG4HKIlWohDh6FR6ON4Q5OaLQV\nGm3/n9wkNIrPhrezSzIZE168ROfSZcLzF5H+wqNTFQ3LY2u7+poxplZxylow1pBKn8nhq2i/i05T\nAJI04c7JmC989nN56BpILH0iOkuCo3ZNkxP0g5vs7e7zb/zQj3Lu+Zda3Q+Hw/GBxwkNh8PxeGKM\n4Z/8nZ/m9d//JAiJv38B7+AiiFUhYIEExZgQLdRK7dpBf8DVS+dQMksKlrmYUFbTH9/Cj07KqkK+\nWhUVXqVaVZV1QgMKT4jCGkNyekJ8/x7R3TskJ8fl+jwpt3Z6buP1KI5zQuPJERoWFp2+hcDf2yc4\nd57gwgX83X3EmnCkswiNwntRCI1CzMw6e0x2n8cKmb2us2aQSZrwO//yi6TT0+og2WcVzZAIn1Wv\nSVbdymCObmOObhOEXb79B/8Dnvv4N7a6Lw6H4wOLExoOh+Px49P/zz/id371f0f5Pmr3EP/gCqhm\nYz9FMhEdYprzKCD74/ShF54tw6eKPghCSDzPw5uf0Dl5B2VS/DWVp5ri0KVYrVxVxfcbOj9rTXz0\ngPj+Xex4Qnz/7tp1F3O0MbTblMAFJzQWJ7Sb+2EKDZTKusFLib9/QHjuPMHhOYL9A4RSi8T5DTQJ\njVJQLF1UtbStBaz0me49xzzYKa9Lp2nm9bCGOEn5rU/+brNlkN+LkIQhMUqsrtNaCzrF3LuOnRxj\nreWPfOf38k3f8/3t7o/D4fig4YSGw+F4fHjtd3+b3/ilnyNNY2R/h+DcM4hgUYq11tkbmOEzISx/\nbkIby/XTGS+98BwfPr9bCo1iLN/PewQYTXB6g2EygqUAl6LE7bJxLITAV+sFjuetFyGQ5YSQezyS\n4yPi4yOS4weY+byYAM/zQadrx1iM1U5oyA0Vp1bHPIvQOIORn4eDtcECba5sUQr3DANvO+QhCQ3Z\n6WTC4vxF1HAHf2+9x2K5bPDyPNUwqOrzFttYGjfVGmsF850rRMNLGOrNBdMkyY9LefP+hE/8zqd4\nZqezpTSzpUdCn5jlj0iZND4bY+5fx0YzbJry8T/53XzLn/rTG8Z0OBwfQJzQcDgc7z/XihyM+RQh\nBf7hM3j7F1aqSBVoBKd0SMX68qsA4yjlq0cTEmN57pkr/PEXL6CkLIWGEAKlvJq3IrAR3dEd/Oi0\nNF6XS9xWCdYkisN2oSFFs6fExBHJyTHx8REySYhu38JUE8tF1oitJoac0HgEQoON/01Ww5+83T2S\n4yNkt0dwcIC/u4+/t4e/u4/MG9618VhsEhpNjfeKcZdL2xbfzYIdZrvPYb2wEkplyrmKsKnRPOI3\nX7/NF7/wBXwpeH6vSz9YFdHVz46HZo85Sqy/Ljs+Rt+9hrCaTqfPd/3Ij3Hu+Zc33gOHw/GBwQkN\nh8Px/nHnrTf4h3/9L2N0tqsqO338iy8g/GBtNakIjxG5l2ONVZkaw7WTGUezpHzu3ME+H3v2Is/u\n9TPhkHsppFzkbMAiTEqlc8LTm/jz0yyGfk2J201CQ6nVXg9VpGj2lNSOyftFmCQhHY9IRyPS8SnJ\n6Snp6BQbxwilkMXu+9acj0ckNM4gHp4UoVE7bOneyrCDNxziD3dQgwHe3iHeYFBL3K6NU1SUepdC\no+xvsub8orRt8WrS2WO+c4VYdevH5cIi63Viyp9/79oxX3rjK9y5c4fibl7ZCTnfa/5dzBeFELDL\nnFCs9upYTJpgb38VO59irOXicy/znf/+nyPs9zfeC4fD8cTjhIbD4fjaY4zh7/8P/wUPbl9DSIm1\n4B9eRu1fBJoNYQucii4xXvlzo7fDWN68P2aS6Nquv1SK55+9ykuHQy4PO5U8jTw8KUcIUasyJZMZ\n4egO3XSUvb40n78mdwQyobFJSLQVGpuOMUlMMhoh45hkdIqeTkgnE/R0ik3i+sFCIGnX6RraCw2R\nj/3ECo3ipOX/76REeB7B+Yv4wyHeIPtS/QGyIjDbNNprIzQ2eTy2CY0kr2wW988TDS+jvU7Ne1GM\noSsdwYv8jPvTmD+4ecJn/+BfkeYVqIoL6geSF/Z660OpcoHbI2ZA3Hj/yzU/uIE9yXKSjLF8+I99\nB9/6fX/G9eFwOD64OKHhcDi+ttx68zX+0f/yUxibGTzCD/EvPo/sZLubKxWlrMUAp6JHgtpoSSba\n8Mb9MfN0dVd4NIv4+g+/gucFfPhcn3PDTjmX5/m1eX1/tUN4gCaY3sef3EPaRbOzai+NZTJvxHqR\nkHXz3hJetUVoFHgNuSJWa/RsSjqdoqdT9HRCfPd2Ju7SBBPHoFerCCEEwtrWze8eB6FRGXpVhDb+\nPyaQnS6q18PrD1DdLqrbQ3W7yG4P1e0hNojIZZryI6q0CZvaLjRs7VKKz6CRPpPOHvHOZaxahGkZ\nY2oCpyo8rLWkScKDWcpnb52idcqnP/OZTFwWk+TXHirJKwc9/C2fh0BodpkjN5gDdnKCvfs2wuZr\n04Zv/O4f4GPf9W9vHNvhcDyROKHhcDi+Nhhj+I1f+F/50qd/CyFlFtMfdAieeQXUqmFfnofgiC4a\nuVFkRKnm9XtjklqybF5ZRxuu3RvxJ7/lo3iejyclH7+8yyD0yjyNqjHveasdwstcDmvwZscE47t4\nyQTpBaisa8cKW4UGArUhmRxyMbJhjHJ9G6pfLa+pllSfpug4wkQRJppjoggdRejJGH16gup0MUmC\nTWNsmmZfDeKkVSWrPPxICFF/L235T/Np2y+qWAT+YIjsdFBBiAxDZBAigyB7DLNH4QfINeF5Vdbl\nCDXxMISGyVwWa18vKk4VR6TBkHh4gSjcxYhVOVZ6J6gLjeL7B+M5n70zIU1T0jTl137jU1zZ8fG9\n1bFCJXj1sJ+VZG6+QBDgYTgUszJJvDGnJI2xd6/BbJS9buGFj38z3/7v/sdrr93hcDyROKHhcDge\nPfeuv82v/rWfJE2yhGYhBKLTx7/yUmNfjIIEwTG9rAbUBoNvFmvePpkxS3Q5VhE2Za3l+r0xsTH8\n0Y+/wrDfQ0pFx/f4uotDer4sRcRynkZ1Xcu5HAAymRNGx3Rn95F5jHx1lUJkomUTXkPfjiqZENq+\np/9uhca2MZuw1mJ1ik1STJpgc3GiwgCMwRoDJssBwBY/m6zXwnyOSWL8QVZiNVtK/v4WYi//smmK\n0SnBcBfheUhPIZSH8LzKo8r7OBQCptWlta469bCEBmyvKFV9bCLVBqMC4sEFov65WoL38nnLYVJQ\nz884miX8wc0TtMn6aNx6cMonf//z+AouDZuF/1axkU2MJ+piY/kai74b9uZXsLnYEELQ7Q35nj/3\nX9Pd2V0/vsPheJJwQsPhcDxa/uH/+N9w+503kXmfACEEsr+Ld+l5YL3RqxEc02/cqYWF0WKs5cv3\nJ43hUgA3H4yYxdlrLz57mRcvH2Y5GULgex4vH3Q41w835mkUz3kNPTYyIaBQ8Zhgdow/fYA0aSk6\nmnppVNkuNNjq9YCigtV2o7jwkLShbSWrYtxWDQMrx7fBWtsqhv+DKDQWoVEece+QWbiHDocrorsa\nIlWMsSk/4+4k5ou3T0m0wdhMaHzyS9e4ffMGGMNeV7LbUbUQtGL8QaB4YbeLt0n8bhAb9eu1cOsr\n2Nl48Zy1fPsP/Yc8/6/90fXjOxyOJwUnNBwOx6PjF/+7v8Dp8T1gYbCo/Quo/YsIuTCel40ZCxzT\nI92SkwHw9vGUB5XqUlUm84Q7J7PMYJSSwc4O3/zKFfw8bEZ52c7t1Z2Q5w4GtaZzTXkaZc+NJbxq\npSFrUfEUf3aEP71PqBZ/GpuuRMnteQDbvCKQN/ZrYZAXIqONAf20C42z8J6FBmAsYLMwvNTrkPQO\nSbr76KBflrBtYtlzsS4/I9WaNx7MuDGK0Glaqzz1W394jZN7t9HGgLVc2fHw1YpLAoTgoOvx3G69\nmlUxT4Egy9nYZ772V7gQFtzOxEbhmbLWcunFD/OdP/rnXaK4w/Fk44SGw+F4+Bhj+Ht/6S8yOrlX\nPicEiO4Q/8rLleea/waNCJjZYKvIuDeJuHY6X3m+MFhuPpgwT3TW+M736fZ6PHNul6vndhFCopQq\nG6edG3R4KU94zbwXq3kanvIaG61Vx6lhLYGNCeIR3uwELx4jKt0OBA9XaLQx9ovu2U+O0KCVB+b9\nFBptq06thDfljwKwCKLOHmk4JOnuYbzOyrlre2g0CJjl/IzTecKX7o4ZxVn4lMnFiU5TjsYzPvv2\nPUZH90njCIQglHBhsD4c7+X9LsNwszcOLH0SduRiI6ApxKsQG8wn5XNCCPRoxA//zz/vxIbD8eTi\nhIbD4Xi4pEnCL/3Ef8Z0cgJQGrVWeQTPfgS2GNZzFKf0NsyQ/alJtOFL9yZoy0qVHIAo0Vy/P85K\nlAJBGBKEIX4Q8I0vXqwJDZF7AzwleW6vy6VBmPXSUHVDSymFaMgpkXmeQNN11bqKW4MXjfGiEd78\nBJVM8eTCa7PurjzVQoN2ieZPgtAoPBKFsEiDHmlnj7SzQxoM1pQUyFgOjyrn3ZCfYfI8pZvjmDfu\njYn1IhHc5uMlScLvvXGbKEkZHz8gTeJyvMtDj0BlCfz1gC6LJyRfd77fogSy5ZyY44u6GKrmawCg\nNfbGa6slmWdzfuiv/JwTGw7Hk4kTGg6H4+ExG4/5xZ/4cbSuGwtCSLxnXkGEvY0GpgGOGvIyqv0w\nCqP81iji1jhiHbePp0xiXZZeDcMQPwyRyuMjzxyw0+tmAqMiElTeG2EYKF466LHbC1evo6FBn5Cr\nyeMFRcO9pteESQmnR3gmQiUzvHi64vEAVgRPE1mpXCc0HiehUfNYWEvs90k7u7mwGC6qZcFaj0XB\ncnhU9Zx1+RmnUcqX708ZxRqdezgKkVF4QV67fp/bJ1OMMUxPj4nn80xKWMNuKNnrqmLg/GIWN/hS\n3+fioDmcsLIglDCcF+tDqMrxoynceiMTNnZx/zwLP/CXftqJDYfjycMJDYfD8XCIZ1N+9i/8VAD0\n1QAAIABJREFUCH6vt5JEKw+v4u2dWzlnOTdjJgLGLUKmjLV8/vYo82Y0YK3lrfuTfNwiFMon7HYR\nUuIpxUefPU8n8PAr+RXVXAsBXN3vc3UnxKtUamqVp7F0jZs8EkJURIq1yGSGF49R0QQvHiHTKEu8\n3eL1aC802ouCswiNtkbgWYVG22PPIjQy4dp+/jbjFfv1mbcCtNdFh0PSoE/q99B+F7ulsMGmHhrr\n8jua8jNO5wlvH8+4PYkX5y816rPWMotTPv3m7fL12WRENJ2WHgwlDM/sNH+uAZSAj5+vbB4svU/F\n9UgsfZEyEPHyEKvcvw6ni5DLQnCEfofv+6/+Jyc2HI4nCyc0HA7He8cYw9/6j36AYHd3NayoN8C7\n/EqZNwHNhqMF7tneWmOsyv1JxPVRvEiOLcbLk1W1Mbx9b1KZK/Mq9AZ9EBKpFKHn8dGrh4Thop9C\nkRxert3zUFJwaRBwdZgJDn9N/4Xlc6ssV7CqUvTxWIvRhPMTlE1QOkbFU1Q6Q9h6TwUpRCth4ITG\nexMay94mC2jpkXT3SYM+Ohig/S6I9t6KTUKjTX5G8VpqLO+cRLxzPFn0k8lDtmylUZ9OU1Jj+YO3\n7zGdx6XQGB0/QCdFPkUm0q8MxMbwqFcOugyCLaF91iIFXBQzMj1dDcRaui5r4PpriHQhkoq/HZ6V\n/MBP/vTmuRwOx+OEExoOh+O983N//kfQcuHFWGxwCtSllxDd4VZjcY7HKZ2NxxSDv/lgymmUlsJi\nmSjR3Dia5vkUUPyt6w2HmfdAKoQU9EOfD185xPdUGUYlM0scWOReIARSwOVBwIVhj508CbYmSjbk\naXje5ryUprK5VQqPRzmGtQidoNIZKplmXpBoTGCT2l/11daF2aW1FQVtPCTVNbbhkQkNcvHwHoVG\n0z2DrMRs6nUxQQ/td9BeF+N30dLf6oGDzRWnNr2+KQ+jaPA3TzRvncy5NY4xFrReatS3VIEqjhM+\n+859JlFSCpAkjhgdPwBE3v8kO/7SQBIUb21ls6DgoKN4bm+1AlUTh2JOKOold7NhK55Na2F6Anff\nWrleIQR+Yvj+n/rbreZzOBzvO1v/OG4rKeFwOJ5y/q+/9t+jhSELUVo8L4QAv4Ps7WwfRMAcP99E\nrQzSEBcOME914/MFxlqkVBS7ssWxxpgyRwEEkyjlrftjXr64m8doWKxYmKA2FzKCrPTo9VHM7UnK\nxWGXy8OAQeBlc+VhT+vWs8mTU7y+yZheeV0IrBeQegFpZ9HcTEmJMBqpI2Ra/Zqj0gip48U9ZXV3\n6OEFEz0cztLHoo2Holp8tfLJyF4TEq0CjBdivA5WeVhLVl7W74Js3rUv8i8eFSL/3FYpPnP3JzG3\nRnPuTpLy2pbXIoQow7qstURJyheuHzGNNdU7kCZp+bOQMhunmLfyHhQhfsXz07TltVvLDFUTGsvv\nbSHqGezD6B5E09rvjrWWWFo++Xf+Jv/6n/1P283rcDgea5zQcDgca/nUr/wi1974PF4efrSSm7F7\nvsFIrnybn2OBuKlnRlOIlbUkDckZonL8wujMH/Pd9iRJ8mTuxbhHk4gv3Tji1Ut7CGHwKs3xbCEi\nKmhruT2JuT2JGQSKS4OAC/2sI7a3prHemYXEGV8vjwNQHlp56KDfNBBCxwQmQmAROkXqGGESpE4Q\naYw0CdIkiHX5Ag3PnV2gtDxjTYjdWUY0QmKlh5E+VgUgwFpB2t3DeAFGhRgvwMrV/+5qRQjeA9uE\nSBuhUpZ8NZZb45ib44jjWVITjoVYXhk794hoY3nt1gnj+WrfmWSp2pMApJJr3vDFXUlM5bPZsDFg\nK8+lQmIsa5v41a6jtwfRFJmLnjKESkq++tn/jwu/81Fe+uPfuWUgh8PxuOOEhsPhaOQLn/h/+cw/\n/mWC/b3yuZox7AXIbh9RaRDXtLMvhMDYLI+iDamx9HzFNO+PkVHfn/b9RRhP2d9CCIzWaJ3iL4Uq\njaOUz19/wIcu7TFcar63TNUoHMea1x/M+MrRjHN9n2f2BuyEXkNIyLbwH9taTLwnhMB6IanaVD44\nx2g8EyMBYTXC6MVj/j1GI0yK0Al+Osd4QeYrsDYXKgZhAbJQHAHZowBbV5wsCr9SybkxWCGxKsBK\nlX95IGT2vZBYobBSItOINByACnJR4efHNiQot8352H6XHinWWnQuFI7nKTdGMXenWXhUfkD9eBpy\nHvJxxvOEL944yvrK5GS/e5Y0idFpghASaxdeDEOm0QsvRmNlrVqs2eodq4qQBA8rEoTYnLOSeTX2\n4PhmfYz8e9vr8alf+FsML1zm/CsfWT+Ow+F47HE5Gg6HY4V4PuWn/71/h8GzzyBUPf8gkwwCOdxH\nXny+3XhWcrSxd8bC2IhTzRfuTraOeeNoRmIoXB3l81Ip+sNFOJeqiA4pBC9fPuDcsFMa/rIhyVup\n5sRvqTy6vuKw53O+5zOsiI4gWJ+HUas8tQaltjf2K/qBbGPbXGcdrxizFWIhPLdRvAdnyudoMebD\nFBptvRWbKko1PQohGEcp75zMuTeNmaerfShsQ15HVoWqko+Rau4cT/jKnVFettZiTbUCVcLp0RHG\n5OdZSrHhCbgyWM76qXsver7i1cN2ORoA58UMXywS1S31TYjKBcKtNxDxdOW6hRDYJCG+eYs/9Vd+\nlsHh+dbzOxyOrykuGdzhcJydv/HD343qhHTOHZbPFQKjMBrkwSXE/sVWRmKKJEFxasNaYmg1HKrA\nWstnb48Wu7orZIFTd8cxk3ip94AQCCHLxn1CyLJ3RoFUPvv9kBcvDPFkJjSqCeIAUjYnfktZ7xAe\nKsG5XsD5vk+v4xMquaYvhGjsz1EfW2415os1bbvnTmh8bYXGtopT2hhk/ntzNEu5O024OynExfqK\nU81CY9EvIzWW124cc+90unTe4vdifHpCNKsa81kPC4ml71n2O+vvwmHX4+pOpxg4e9xy086JOYHY\nkBhfER+c3kU8uLHGk2KxR0ek4wl/+n/7FVf21uF4PHHJ4A6H42z8vf/yx7Bpir9zLs9hkCuVhLJE\n8PWNvJaP960hEJYx4aJ86BpjUAhB15NMkqqxUjVes13XQcerC43KOuMoQkqJHyyvMTviaBJx+lbM\nc4d9DnZ6BL639NdyOZW4eDYPG8rXHmnL9VHE9VFE11fs9wIOuj77XQ9fycrudfN9Whn/axFe9RjM\n+ThQS3peQ5uNuKbd+qrXIjWWm6cRR/OU+9Ok1hsmSwRfE763Tnzkz984mvLVeyNSXTfqRR6mZq0l\niWPi+XxpjYKOZzm/QWAU7OYeuzKJO1tEMdHSzxAInQu9DYMWxRisBZl5Dovf6pVE934fOZny6Z//\nm3zrn/2xret1OByPH05oOByOkk/9H7/A7S//IV6vh+f5SKnWGqLC7yyER/HchjwNAA9Dwpaa/MCV\nnS7z1HDtNMoTIGqzANDxJKEniFKLEIs8jYL5bIaQEl9WQpIq1aO0sXzl7ph7k4SXL+3SC/1F2Ia1\nyKaM1mb9AWSi4/Y45s4kS8Tt+ZL9rs9+x2O346EqRlRjn5GHaPA/reIBFob215JlYXE0SziapxzN\nUkaxbvRMVM5u9ay1lijVTOYxr98eMY0yz4Zg9XqttaRJwuT0JBdU5EnyWZbHQUi53sqLtTEE0A8a\nwvmafrYWzxrOe0VvjLWXVafqeav87pXhVkGA9BRvfOKf8vJ3fA8HL7zSYlCHw/E44UKnHA4HAHfe\nfI1f+s//EwB65w7xBoMNXgdQz34EEXQahUUT1sIpITPWd9jOjluM9/r9KePl8KgKqbEYC8ezhFmy\nXPZTIqSkNxhU+lTIPPSpIoKkREjBfr/Ds4f9XHBQ6yhevfB1zfeKMKRGUQZcGIT0Q59BoNjpeAQq\nE0dFKVMhBGpNVasqbY5pG2LV9jg4Q+hUNvD7FjoFZ/jPqmU1qOWfq+FxxlrujCOOZilH83Tl87rO\nO1GOZZtFSNHpu7hH0yjl9dvH3B/NV8c39TnnkwmT8elKxSoL9JVmL1znZbMUJahDKXhuN6Tnb/+8\nAQxEwo5MFuM25Wcs34bZCHX3qyvXUySxW2sxJycwHqON4Yd+xoVQORyPGS50yuFwtOPX/8ZPZcZy\nniDdRM04aSkwCjSVSlHrwjCoC47Lw4Av35+triM/x8+rc54fBNw6jYl1sSZZjjkdj+n2elln77V1\nNwVHk4ijScTBIOTZw0GeEL50fVsM07V9NIA70wQxS8tjQiUYhh47ocdOqBiGXikiTJ4/8LR6JZpo\nKkX8Xsdrm6NRvA+psZzOU05jzWmUMoo000S3CrF6V+sTgtE84e37Y+6Po8Z5qh4cm1eYmo5Hq59V\nIfCFoetLYJ2HRZRmw3O7HfpBvRT0JjqiSFJfeA9rIZTWYkVFeMQzRNzwu13xkkopkZ0OyWiEFIJf\n/4kf57v/27+6cR0Oh+PxwgkNh8PBfHzK0Y1r2c46IHx/xchdRB/lQiCeQdDZYgwvcis8YIcka9y3\nPGjTmULQ8xVdTzJLTSVxvMGYsZYLw4AbJxFWZB6L6rpm0ylBGBJ0FErJ5YlqPz4YRzwYRxwM+zxz\n0Ge3F9SMzXVhSVuNzaUk5UhbomnCvWkWaiWA3V5I11f0fUk/UAwCRcdT5fgWWgSenQ0nZjJhB/Uk\n/jg1GGu5OY5LUTFrqAy1iW1J4k2+l6ySlGE0jXj7/oSTWbx68upJIATz6YTZZJzpBSFrIVtKWM53\nih4XtR2DleH2O15NZEAlzCr3eFSvTWCzr02fpSXhIY9vIaMJdk2qTCk4ggBPSlJjOL3+VW5/8V9x\n8SPfsPF2OByOxwcnNBwOB//8Z/9G5sko/nPPd9ZFZQdyxYhIooaRFsJiOaSqsFN6pEzXhE+tDie4\nutvhjQfTSl+GhtAkIZDWsNP1Gc0NtsHgieMEy4xur19b1zpOZjEn12M6vuLibpcLO108JTHGrA2R\n2pQb0VyNqv76SZTtlldRIisx2g8UfV9xcZB1CPeVqI1XNZazHJPtISZn2Yl/UvI+1lWdMsaWG/ZF\nArKxlmmimcSGSaKZJoZJnHkptD3b/dmwoFZrFkKQasOtkxnXH4yZRqtN99bln6RpwmwyIYnrv5NC\nZmJDCsv5jkWWOd1lfBPW1kWHEPDMMFzzfi88HovXLF00oWp1qfkpBhFNK+MU5Xobjs3/LimR9f34\n0q/9shMaDscThBMaDsdTTprGvP7JTyxEhuchjEb6/sb8CxtNkeMHMDgAIVcEyTqjtE/MlHr37irl\nOPn3/UDx7G6Ht0+ahM0CpRT7Xej5hjsTXS+Pm1ekSpOE8ekJnV4/y8FYazxXksoTzVv3xrxzf8zB\noMPeoMulvX7jvdlojLexwhqMZG1hFGtGuQD5yklUJr+HStDxJF1P0vEVHU/S8zJPUJMYMrbYkd4s\nep4kqte08HotXpunhlliiLRhnhZfmjixjJP1+T9t2SRGGvtHVF5LtUFgeTCJuHU84954fgZjPfus\nJFHE+PQUk5e9XUZKwa5nUaJJf4nKcxaQXOj5GAve1vbexQiwq5J8OfVz1l57NK2lsFdFS/Xy8heB\nTFxbY7j35mut1uVwOB4PnNBwOJ5y/slf/cuISuKmVBKZJ0JvKkEroilEU0Agds5tPH5xHoCgYzVz\nKk3xlnI1litWHfQCZqnh7mR1l3f5+EAJLg897ozTvKGfrBmg1lpmkzGJ7xOGnfJaV9dZx1i4N5pz\nfxJz43jK4aDDuWGHfujXDKr3uvO/7fyqFom0JdKak0gD9XtTeD0CJQnzx+xLlI8dT9KTcms+SLUa\nV812FLWHrWOU3+ePMt+ht8bWxmpMqK8kXyfaEmtDnD8mxhLrrMu2MZaTSDNPs+fXXs/albZnk5BY\nN29x3nie8M79U+6PI+J0U1Wq5nGsMUxGJyTRvFjMipj1heUwNHiyjc4VXOz7XB4Ei/vT4vp2ZN5d\nvuGGliWEl8eJpo0F3OrhicW1Lq5ZCUGaJtz63Ge49PFv2nZBDofjMcAJDYfjKeftT3+y/A9eCgFJ\nsr6kbTXOunjy+DZ2eFDusq+jON4XsEfMPRS6kmuxjQs9vwxz2WTQCiFQWC4OFLcmFm2ax0+TBK01\nHSAIw/LcYrVrDX4hmCea60cTrh9NCD3F4bDDuUEHpSyDjr/23IcVftRmHAu5Ia4ZbzhO5mFyUmS7\n2J4UeEKgiu/zr92OR2oywSVyj4jIz8uKCGTvceBJQk9lSdL5QqrZCEWuibVZ+dRJrInz6mGpsWiT\nCYbFI2hjMECU2lofind7b9rwMMKmlpv5nc5i7o7m3B/NmSUas7HsbTNJEpNGUZaL0eAVKObrKcN+\n0OQ1aL62c12Py4Ng5dhNuRkKTQ+9+de3unmQ3w8vmoDysXrzxkFWAABM/lmz1uIJwR/+2i85oeFw\nPCE4oeFwPOVUIxTK3hFaQ6XyVE1gLFsVOoXxMQwPVsYudqdX8jWAA+bco0vbveXA83j1oM9bJ3OO\n581hItX1SiG4MoRxbDme25XYdiElCJjPpkTRnE6ngx8UgqPVkgCIUs2Nowk3jiaEvse5nS77vZDd\nXpCFe1SvfU3+QMH7mQdhbCFMmg3sd07j9msTZ0sy314aubgvbY9rMd8jqBRVrKGYYxKlzOYx98Zz\n7o8jkkpzve1Cppq7kD3G8xmT0SkmbTbQs4Rry9DT7GxIg1r2xOyEiqs74ea11HIzLMJaznkJKl9n\nq7spBGpyhMw9GlJkvx9mzdlCCDAmExt2se6Tr77eZjaHw/EY4ISGw/EUY9K0DGGoJRYnCVLlcf75\ncxsNuOPb2MH+Is+jkmfRdK4QoKxljzlHdGhM8EZgSxmyeP2FvS43RxG3J5ur8RRzDgLo+oIHM0Oh\nTwqRUYxrjWE2nRLN5wRhiBeE+HJ95/N1xKnh5tGUm8czBDDo+Oz3Q/Z6AcOOzzTW9MLNfSO2G8pN\nQScNRz0hyduPK23CogqPRZHob6zldBpzNI05nsacTqO1XotNoUnZmLYUQ9F0ymw6zntrWBASGvpv\nhNKw5xtUJcF60/UBXOh5XB74tP1cFRyqGJ8ixGnhcWDTzEajjm6tzKSEzPpmLJ9pLUQRAlAya7JZ\nJMSncYwXnP131OFwfG1xQsPheIq5m+8MrnTBTlJULwuFatXMDQvTE+jvbU0GLxACfGvokzCxQb5p\nWhhIhbxYFijZz5eHIYGSvHM6rw/YOI9AARf6ilFkOI5Xgr9KjDFE8zlxEtPt9Ag6CxHU9roKLDCa\nJ3kfhMxQGnRCzu102OkEDDo+UoqaodquQlHD+/UeaC9IzmaIflCp9jg5ncVoYzieZOJiNIvrRQje\nxf2qei/SJCGaTZc6iwuEsFgWYkMJy66v6ar6b08+YOM8UsBzOwF7nVUzYPPH0HIgI0JhVn7lqh7L\nJtGhjm9nFafWnFN0Oa8KDhFFpegrxBxAdHqEd+7ipoU6HI7HACc0HI6nmLc+80mUbDCg43ZhMuUx\nRsO9d8APIey1mzzPCdglRRkY2WDxQgt2Oh7Pyy43R3PiLaHuxTL7oaLfgdPIMo6bd16zcA3LbDph\nNp0QhB2CTgfP87Mu3luuaZ3g0cZyOosZRWl5aC/02On6DDsBO10fX0kCr9gpXycoHk3Iz3aePpGh\njSm7tltrmUYpJ7OE0TzOROQsfvcRWEvCshB8OkmYzybMZxNYk8xe+vuEZCBTdnxTeaVhnmyC8qmO\nEry4FxKodeK8WFQ24OJUy66I6DaIjNUxluZNYkQ8W/spqh5feDMtQByXrwuRFQ6wFubH9+k7oeFw\nPPY4oeFwPMW89anfXBEUnhDYKMLEcWPjPij+028wGW5/FfvMqwi1JkBcVENSFuf3RYonLEcmpJVB\nKwSehL2Ox25nwI1RVDa+W3d81msjM+b2QtgJ4DSuC46ma4qjOXE0RykP6XkMdvcWoWErx2+zvhbf\nWmASpUyilJtkHZKVFAx6HYYdn37o0Q89eqFfisEiVEc97K59rfjgeDSWq04Zk4UAVStbjWYJx9OI\nWZwymieM52m5m74Y573dEWsNIDBGE02nRLMJOl0I0XWhVQJLzzMMPb04dhu5sNnvepzvegRqcwhf\ndeDsMMu+jOmJsykrIQToBP/eVxE6Wdugr3Y8ICyQxFhdL0EshUBbS3R8dKZ1OByO9wcnNByOp5gs\nNGiBqoQx6NMR/rnD2utrBUaBSeHOW9hLLy+Oqxy+KWcjtJpDOefIdDBNptNSMnU15OLqTof9js/b\nJ3OiSsItlWNq5wiBEpSC42humelqT4FVtNYYazm+dxc/CAnCED8MN4iOJjYfk3k9Ek5nddHU8RW9\n0KMfeHR8xaBrGXZ9VKUpX5MXpNW6tiSot13748C6ay3L8opFtSyARBumUVIKvmmcMo1SZnl/jYfS\nsK9hLcVnZj6dMp+M0euSu5e8VwLLQBkGnq68G4vxNtH1BM8OQ3q+qnwu2l2fwnBOxXh5ToZdysnY\niNF4d74KeYWp0jOxXCp5GSEQsxmiEi5V4CnJ6Na1Vmt3OBzvL05oOBxPMf39c/DWm8DCACtLS85m\n2DSFPCm8NWmMOL0DuxfyKji0MmSLnI09OefUhKRFkJIo/9k4Ts+XfOiwy+1Jwt1psth/35J4LbEc\n9mTmYYhhnNBcQrU0zARJHGVdmEeUokN6HkHovcck7Obz5olmnmgekDUtlDJzaXhK0PUz8dEJFB1f\n0fUV3cCjE3gr71vR3K66e3+WElvvV4L5pjk3NSHUxjBPNLNYEyU6b9RnSIzmZBLXqkC963W1SBgv\njjXGEM9nRPMZcRRlORYbT8/yMYS19FXKwCvyQ+rHlGth1fhXAi73fQ679Spy1XPzlTauIBSaQxnX\n5q0K9+L3rFF0WIN39y1EGq3pmVFU1Vo+z0KaIGaZp6+am1GsPb53q3G9Dofj8cIJDYfjKcYr+kew\n8GZU0ScnSK2x+/vIcFP5ywwhQFoNJ3ewSQznr8KW/hrL53eEJRRzRtZnbH3a7qRnXgrBMzsdLvQD\nbk1iHszSrXu2Mi9BK4VgGFiGAcw1jOPsMRu8qL61upZSdAiJHwYEQQc/DFFKrZb1bRmq0pZUW0Y6\nSzhfHUtkPS18RaAUgSfzL5U17Mtf6wQeakMs1iJZPVugMXlXjGoS7xnFR/W+WPKGfflg28Yz1pJq\nQ5xmX4nW+aPB9yRH44hZkgmL9BE37FtH9fqyfhcQz+fZ56TGQryuGvqWjjT0pKYji4aa2+euCo6D\njuLKIMi7gm87eVl0WAak7Mq0fF82nVX17FlrwRjUg2uIeLoxLyO7+uVGkAJ5clpuFBRCpgxxBLr7\n57dcj8PheBxwQsPheIqxRq8VGQBiPgchMPfvIy5eRKwxSMvdzuo402O4FcOFF9mWVJAZJ5UdUwFD\nEroi5ciEpLQ5f7Hb7knB1WHIxX7ArXHMg4a+G9Xd6GUh0FGWbk+QGstJLIg0zeFclTsghCCNE9I4\ngfEIKSV+EOIFAUGQdVuWarvH42F6DTID3AIb+o4IgRAST+ZN+lT+ff7oSYmnBL3Qw1OSOLVlkz5R\nhCLlj1KQJbT7HvMkpXA2ZI8LY7J47IceJ7Ok3qTPmPxx8SWFYBqnJDp77b3yMPpoGGPQaYLnLfKR\nMq+FLkVFEs/RaboQUs2Lqa3FE4aeNPSURlWiBYtPRJvuG/sdxcW+T6hks6dhCz6WfRUTyi3hTctz\nl/kVBu/BNeR83Gq9pbfQWogTrNaIpF6+usjNgOz32yTLos3hcDyOOKHhcDzFzE9PCJRsLG5Tq3hk\nDPr+fdT58ytGsCzFwVLeBWCjKdx8HS69CN6amvelkb/6tGct5+WcsfXyqlSi8npdXKx2MwZfwnO7\nHS72DTfHEceRrhuZ6wRWRbCc62bfR9oyTWGWgrari10WCFmp3CxMZgIIKen0enh+gB+EZVhT9bzM\nKHx4QuMs46TGkhpLlK4JJ1rzPq87+EzX8D6EY22jaqAbY0iTmDSOSeKINI4xJnN39Xd2kUqRRAth\nsTLOlnQIKbIeGF2R0lV2RXRXWTeUFHDY8bjQ9/Eq56x4GjYgsOzKhIGsJGCLM+RjACKJsnApHbcI\nzKrODfL4GBlF6MYDsjLV2lo8KTHJ5j46Dofj8cAJDYfjKWZydK/sulul2KGuEceYkxPU3l7tmE21\niARg0whufBkuvghhb8V7sYnimAEpgbBMrM/cSoRo1+OjeD30JC/sdUmN5d4s4f4sXRtWs45AWoJA\nsB8uRMc0BUP7fiPz6RSYAlmehef7eH6QP/pMJxOi2QSpFJ7no3w/e/R8pFK06Y694ANWJarF/X2v\n3iBrLUanpElaJmhPx6d5o7zGExifHG/8LK8z8D1h6EhDV2p8YWmhfxdjsjDcFXDYVVzoZyFSxZzL\na9iMpSc0eypBLs3fOh8DkNNTvAfv5CVql+be1MzPWuTJCSLKc5CsZVnuCsAKgS8yL1sym2y5JofD\n8TjghIbD8RQTT8ZZV15hamJjRWTk2PEYuh1kp1OL0d9EGVF1+03s3iXYOXcmY1CQeVc61tCVEbEV\nnJqQaEs4VXl+ZUfXV4JL/YBL/YDjecq9WcIkWdO5eYOxVoiOgS8wWCKd5XNk/Twarq3R46GJI00c\nLZoOitzLYbQm1hoqrwEo5RH0+ighkUqhPA+pVpO+89E235gzH3f2XIzHFWstaZKgkxidJvn3CVrX\nvRFCyNJz0UjLEKzMSDd4WHpS05UaTxanVr1yFbGxZcyBLznoeOx1FNZSlkDeto6C4vMYoBnKhK40\nWzcAypeWvRzWok5u443urZW3pVCxK/2/kaMRMk/8LsaXsFJtqvhbIoUgnU+3Xq/D4Xj/cULD4XiK\nOXzhRR689kU8KYnzCjwqC8BvPF75Hjx4AAcHiG53+wRCZF6PYofz+BZMjrHnnoWgs/605qGALH78\nnJoTGcmpDYhbCI6msKq9jsd+12eeau5OEo6jtKw21dZTEsjM2Aol7AYWYzPBEWnBXAu/NduDAAAg\nAElEQVRSm11NKwO9QYwso3VKNJ0sdYrOzlUyEx6F+Ci6mkspEVJ+YETCNqy1WGPQOsWkaVaWWKfo\nNPsyOs16kXjeSpjT6ljbq1IthOzK2XhYAmkIhSYU2S69YnFs9rgqaIvE5+UhfSnY7ygOux5Bnn8h\n8gSO5cIDm8kSzXdkSkea/FrbR7DVvBXJHP/kNiKe115be95ScreYTJCTycpxlmZvUNfLft/1fIbD\n4Xj8cULD4XiKef5b/gQPXvtimWya5WWIZkMfELmBax48QOzuIgeDtWNnBlDd6yEAm8wRN7+M3bsI\nO+dr1o1YPr9x3OwxEIbzcs7MSEbWJ6GpfOd6yrAqJbm6G3KVkFGkOYpSTiO9vinzmnEgi5PvKktX\ngRCWRMPUSFKrSYwshUebsdZhtF49zlq0TrMd+TxHdjbxaoayEBIpM0+IVAopFVJJ/LCLNRYhs6Rw\nIWXm0RJnzLN4RFhrMSZLxddpijEaawzGaIwuHrMvaw1eEBDPthuh20RGMfdZ8DAE0hCQhUVJUfda\niLZ5DpWcHQHsBpKDrscwULXXmwR0dc2r75+lIww7MllJ9G6Tw1EfyuCd3kWN7lYHaZ/LIQRyPssK\nTqx5XUCZAA6UxQlSYxEte4A4HI73Fyc0HI6nmPOvfJSidGWgZHMSZo5cCs2wJydorZE7OysGTzWe\ne5nyuePbMDnBnnsWUfFutDVui8M6EnoiIbKaifWY2bO0za53hN4JFbsdD2Mtp5HmeIPoWC+EFs97\nCnZUsYOdjRNpiI0kNhAbwVkLrba9P8u78dYatDYN4UFj1qbq5u+lEJKg20WnSSZDCxEiWPycH08u\nDDzfrxiyefkpKmEz+Ra6EJI0ibHWYI3NHm1WgahqtPphSBJtrzTURmRU59/EJuNbYvGFIRAGXxiU\nsJm3Ihu8Fg5VfOoX41WzLFZRAnYClX0eQ1V6BduwLDgKb0sHza5KCSoCYyXRvEGsNF77bIR/fAN0\nUk/4Fovf741DWIsajVDTzJOhWX83qj00ut7CZLnybd+1cY0Oh+PxwAkNh+MpZv+5l8rviz4JusFC\nkOvCqcZjjNbI/f1SYJwpd0PHiNuvY/v72N0L6ytTrRlhUUFKEGAIZYy2MLEeU+uhWdfDoznMpPhZ\nCsFuqNjLRcfxPGUUG06jdEuZ2+UZ6rdNiqx0bkeZ8vlYQ2QU2lpSBIkReSLsGpnWMsalfWL0Bosw\nN/YtJgvZOoOxG7cMbRFCtgpRaiMygPYxQGfKE7KloAhE5rUoEq8Lj0Ul4Ic2XqtlY9+X2WduN1AM\nAlnLLXo3CCFQWHoqZaCyMtayDK/afm792nLSGP/4Jmo+atxIKMRm8RY0fl6MwTs+QsRZ1ShLvXRt\n01q8XMgWeShCCi7+MSc0HI4nASc0HI6nmDKROA/RCKVkluqa6VmEVa21TWYzhFKInR2QsvX+vMwC\ntTOjZ3KEmBxhB4fY3fOg/A1nitpOc33nONsNHpIyFClzK5lYnyirpcM6gdE4S0V07Hd8DvIyt7NE\nM4qzr0liGs10uzRG07gFgYQgj5MvXjIWEgOJlSQWEiNIbO79aGlEP+ygJ2tMe+P8DAH/bUTGmcZ8\n12u0SCyesHjC4JM9esJgEXjCloZ33YMHxW9HXXRsRgpB1xMMAsVOIBkEmxs8tvU2gKUrDX2Z0hEL\nYWFtZqCfpVlhcW02TfEnDxDzMSLOvBCbxhCiIr2q4VlJgnf0AMxCrgsyT0iW/L1+zK632DQIDw7X\nFEBwOByPG05oOBxPOeGgTzTKuhcLIeh4ilm6CKKSW2L1pRCI6RRmM9jbw3a7G48X5AZMxRgujx7f\nR4wfYHfOYYfnQHlLZ1Z+2jRHEVaFIRQxqRBEVjGzinStl2OVxa7zYq6ur+h4kgv9AGMt41x0jGPN\nXNuNImN1gvp6C6SAUEFgNZmwyp43CFIDKVm+h7aC1Ai0FXnYW2WgVgZ3ew/JWTwArTlLBvJDGXMh\nJpQwhMKAyJK2PWHLnjDL3gabe3a2lRdeCOBmsdHzJINAMvQl/UAuCiWcwXuxTnD4wtCXmr7UZW6I\naPw4CIrk8a2z6QRvdA81PqIinyvfb1hnOWl+L2ZTvOPjxWtLx1aT4JcZhn7tevde+sjW+R0Ox+OB\nExoOx1POx7/vz/Dpn//b5c9SCEIlibRByc0iQ7AohWutRRwdwWyG3dtr7CIuxPrSucV4YOH0LmJ0\nPxMcg4XgOGsYSTZfFjISiJQdmZJYwWyL6MiMtMxI2uSVkEIwDBTDQJV5KaeRZpoaJolmlpiVfgCL\nSepjNa+/bilKIFDgLwmQYs06Fx8IQWwlJhcgxmZixGRXtHqTngS2rjMTEUpkZWSFzCo8ZbkTJhMS\nDcM06ZKmn7O0ke1ioPRGAH1P0vUlAz8TGNVciyavxVlCpYQQeGR9OMI8rKt6feuGqX1mWCOb0jgT\nGJOj8lrKcwp3RctkbGEt6vQEFUWksFHmN4VQDQMPJQWpXjx/8PFvaTW3w+F4/xFnqDLhSjw4HB9Q\n/s8f+yH0bI5XCUdIjdmYHA6g8pyMFWNFCNjbg4p3Qy55MdoghMp2X/v7mMHhxpK468dYnbEwLptE\nR5MX4yxzVQ1Jay3z1DBJDJPUME00kbatRMaaCc5ycOMpxmZfmszoS6zCIDA2EyEGsBVRUj5fhgi1\n2HVvu9aalZ9JIJk/CpE/5j/7YpG5IkUmKmQuJLLnVocu17NpKWcK81ofetfxBD1P0vUkPV/Q9fKS\nwi0FSjH+Zu+GJRCWrtBlo7+q98W+Cw9ReU0ASYR3eg81a/Y8NJ+7xjSwFjmb4Y1GizfD2pXeGLVT\n8n8KsdEPsjK+AGlRfjsM+Oaf+BlUw0aGw+H4mrP1D47zaDgcDj76vT/IZ//+360950uJtJZkXdWd\ndSKDindjOkUcHCA9deY+1Xm1fYQFxg/wxg8wQS/zcnR3thpUbUKrPAxDYRkITYIgRhFZSWTPHv/9\n/7P35jG3bOld3rOGqj188znnzrdv93Vj08bGDDFGiiFgYiAiDAmCIBQnAhEhKwkIRUqQiJIoUXCk\nCCkhChADYYwMBJAgUSAQYyDEaeNgsBvaNt2mx3tv33vP9I177xrWevPHqqpdtXft8TvTda9HOmdP\ntVatqj1876/eaVVc/SgxDKzmXvW8FyF3wlXumJWeaSlk5RrPx+Kit1zHKnTl5al//K105eSq4UIt\nnuaPF29FFAqpus23z8N8y/b0bdmyrS7ZtM56w51E3JYGel2idmgVQ6sZV6JiaOfeijq5uZka2fqD\n3+/dEAbKM1KOsXaYhbCopWXvKDYUYGZX2JtHqCJHynz77+kK74YqCuzFBbosO9/7TfW2ai2bKEVi\ndCMy2rz87d8ZRUYk8hEiejQikQjee/7af/BbUW5u7moVmu2VImRuwRgFzBbJmCZNQu+Nw0M4OICt\nEjjV6s7k1b5FG/zRXeTwTidxfN9KPW0Dug6TmYkmE8NMNOWaK/m77Ksdgd7UJ6rWXHhhWnhmpVQC\nxAfvR72obY9l2+1X1ThdufYdjnWH92Cn92sXI3rXbaGzfagQphlYFW6NYpho0iacUHbyVEAtnjdu\nja0a6o20Y6h2b6gnW7y3qsiwN4+xk8co3yoAIbv9sZd6cQh4j7m+xkxC1+5VFyHWeTUgFKVIk66Y\nKJ0nPTrgX/ovvn/FqEgk8hyIHo1IJLIZrTWv/4Jv52v/+EeXXkuqSlIz100Q3+ShUICuxsjVFVxf\nw9FREBwrDKBNhlhz9ds79MWHyMWHqMM7yPgYPzgAZfYKeYLukpQKfQeGynOqQu7DrBIdMwlBO2G7\n3UVGO4Z/vj9FahSJVhwPWvMKFF7ISiHzQu48uRMyF+67Pnttl+PfRcDsKnaewrY755NssM6Nojrv\nhoNEk2iwOuRV2FYsVn/I1H7nLiRht8cGYTHQnqEKjf5qr0Xb5N/tbZ1Xl+p8RLzHTC+wN48w+bTz\nHW68DgrUDmKjHmdmM/RsBrPZ+jNT5RqtEhuHqcVq3Vvu9s1f+1u2XFUkEnlRiB6NSCQCBK/G3/r9\nv4PZxRVQezR0Y+A475k6h9V6qzAoq5dDqwSCV+PoCMbjjvXUafy2JSF6qwqyUho/OsaPT5Hh4RML\nNWrW3tisIcE6E00uhlw0xYbchUWRsS3ts9Fn7DqpxEcZOntfF57SC4WTcOulX4x0D2jLxexgWD+N\nalKw05q1gkSBNboRcanRoZyw0SSm6znbxxM2f092GRNK5w61Z6BkQVisn2vXTuUA4j06n6KnFyST\nx6gqvGubJa8rN1stCDOdYG+u0T54XrzvrxzVHVb3Z5mjFRymCVZrvMiS0DCHh/zi/+yPbrHqSCTy\nDNn4UxKFRiQSafjyp3+Qz/zAn6DM8iA0FvpieBFKvzmfIIiUfsO6+SExJgiO0Zi60d8uZl7dYLCv\nio4ojR+fBNEx6Peg3KYRGnQNQy+QS8jxyEWHik9NDa09RMaOyeLSufLdHSMSxEbhgvAovJAomJRC\n6YNYcSIhQbwSJvXj1qTbr50nKzRCTonCqHA/rQSs1eE5q8N9qxSJCR4J0/PZ68ufWGRdsvfmMb2v\nYqoE7kHd7G+hjO5uImXLP8Pi0dkNZnqJnV6hqjycXYXKYj5Oe347CQKj3qjxnshqb0V37nkIldWK\nwzRp3ptFoaETyzd8z+/h7FO/aKf1RyKRp04UGpFIZDf+7vf9Xi6+8i5KZEloQOhgPHOOYs3lTruh\nLC6EHxSdpmhAxgfIaLRlDke/yOibP4gOgxsdI4dnSBq8KLcVGb37E+msyQk4QlWrAk0hCrdN1aYd\nRUYYsltOhFZ6o1EtldioKxkVfn4VWoSqGlWdBD5/3uiQEF60+vs14TnNY9U8HhiF92GjuaAI53Eb\nU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IUNQkMklLYVH269D+VwxaO8w+Q5gqBFUK2/idtWr9otQ6g1dq9R/WJjUbAnWjMwhsRo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f6k6KjMzYV2rqtnrmbZOX9dj1dtrUIOr4S9OmAC43B/YBMN+td753fepU94/66VGF2dffjG5k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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "grid = coeffs.expand()\n", "fig, ax = grid.plot3d(elevation=20, azimuth=30)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's try a somewhat more complicated function. Here we will calculate a random realization of a process whose power spectrum follows a power law with exponent `-2`:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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YiNz7C7/IL188wxd+9/+y9PUSEZGPHgUNEZGPsX/z3a/lp//xP8dhFhujAPrG8uJhzvWy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CZTJpMpyVolMhEhb7UYDgaEcopJEqQYgGz/TGgFqRaK6ZTcqBVVXJUlKM14PKHf684bNYpEEZ9I\nOc/RkayNAipf8r/+ytf5D/7ia2RbShQ3NDQ0NKFTDQ0Nn4nR4JYg0MozfN11WkyCt7Gy0bIuCDZf\n2dNXWqOyNiqJybPrdnpqZyFQiifOMHLbhYaSwK6gpribnJP3TjBpvjOsaid1n4L1MVXWRvfvYR68\ni773NnROkaRFMAmi9JZu5rGN3KEoIeequiKSbL3XZaaTyd73N27lFQO/Xq2Xxuxcjclyku4p+cVr\ntN94j/abv4v8wdukp/dJ+uex0d3a9XZd81AuwwwRSAgbY6naS6JNzEtgyeuw/z4UNtvvEVNK8db9\nU/6rf//f5MvvnHDegzyMUEcUAbitE83j3OOzH08Knl/eMBxN8WHzs6+UIq89EX58hRs8R3Z0WrdG\n8dpJi8zqOu9JFv1HAFcWVHXI3u1gtLgGYKWca5L5emZtxKRoY/ibf/fv7723hoaGLy6NR6OhoeEz\ncf3yCi+Q5/lKeVvRFmfbWDep49YhJK0Ng0spBTYFY6GcRu9AvbtsdHz5IIDh2dRzkUj8h2vmmRDB\nHDDksl5/Ho5jUxN32Z2b76zvCyc6poeGsimqfUJYrv4jEisfBY8SD66gvC1QSlAS+1orkZh6sDTW\nzeUlV8+fr11ArTQjnBl747ovgtIqhrPMjEDF4vu6RCkq7vK/kmj4nKtIKa3nlb4ASn+8VyYKBYVs\nK8O0gmDkcCPDu4SSGWPRxhC2dHPXSmGMxhrNl9v3+a//yp/mP/ubf4/HtxNMeUOVdBG9a9dfuH55\nxdn5GQDjacFoPN0oWRsEzNpUrbVkiaGsHBLAuxKdZNEDV99XZjX3+/lqQ0sRHDFvZxZSF+q/35vB\niJNeB601Rtx2gaoU5B2mocRMpvyTf/mb/JHf/3uPWseGhoYvDo3QaGho+Ew8efIEgCTJcJO1pFZt\ncEkbU41jCNKe6k1KRe+G+ArKKVLnXWTWMC6jASRK87IM9FVGSgxhmedn7KF1spoErpTGJCliEyTU\nybQ7qlWFV604pVQUT8ZGM01pql2Gpsg8vv72drD1/VgRaGHwBefqpPF43qwRxr616P7El1BaR0M5\n+HkvCfG+DtnyW0O3PotH43cCrQ0+7BcRSqnPXWjMwqfKyRhTJ6NbozHGzPNGZuPlOuE//NN/kL/5\nK7/Od55ck1QDvGnhTT5TyBgFpv6qfMnNy2tK0TvC4QQfAmb2eaw/rMGVdFKLlBbnHCCEqgBXYdKM\nbivjvLPaJb3+ITbyI356NGCMwvnoTbm6vuXBWRfDdg/JjCRJQBz/4tvf46fee5eLs/25Jg0NDV8s\nGqHR0NDwmUjSFFTd4dls+SdFaXzSwdvjYriVSSC3UE3BV6TWzoVGQJEocDrBiSWRig7F3jgom+Uk\n2fY+A0oplLFoY2NJWxer8KwkdevtJXvvjN9j9NZhY9Vkgiumu49bwhV1Iv2ecrbLGGswSXwG2hhE\nBDPTJ2v3JyJzwRFcVae9//8HrfUB8zdikINJORICHFFa1nlPWVUok3DSbc9/D6vrt+x1evPhff7M\nH/gKb/7wEd/49CXeC1WYMgzpIp9kaX6Dq+fY/r0dnzdFkCWxKSGWX3YVCqHb7TIcDmuxEd9vGebN\nLneVnYboKdHGoAgkRlP5wGg05pqK83533tV8bVXItSLRABYlwj/59d/kz/6xX9y7lg0NDV8sGqHR\n0NDwmchbbWyd92CSbPsOsVJUOkd8wOjDMfFKKVTaQkKCmi5VLVpO+lCKSqUUxCZuuBK1JSm81T87\natdaaVOHVQniK4KrCMQQsKNkxiExsi5gtjB5eXnMlZAQ8GV53LxqkmRV6M1DrLYQBZgBE8WJXvLq\nHLqHV0FxfM6M9/5gN+/lca14nNr9n7oQPGbLfwpDECrnKKsKtxYqlZtZtd3DK/GT773NeDKlm6d8\n79kNgmLqAp8OwC+UIkCsbFYVqHRNGItE4e0KXKuDFiGUS/k5SqFkVWyc9Dp02i1EhNIFUnug6aTW\nGKNR3lP56GEbT0qK4iX3znpk6dLnRwStoGOYJ4grm/Dh42dbk9obGhq+uDT/GjQ0NHwmjNEYY2tj\nw+IE7JacCW8SggjeC1YrzHqlny0obRk5xWBS0GtlBNRmiVitQeeoJIteA1fME2K10uS9/p08Ekqp\nmHNhEirReKl3xpfefxXUgVAfEWF09eyosVx5uEfEOkmSvlppWyB996so72PFqHJCmIxX+lTctZLX\nsYgIXmJneBcE54VE+VjWtdvdevw6ReEogp3nwqzPczlMzPswFxezvhXb1iw2kDw8f6UUibV8+d03\nqdyHdFLLt55cIyK804dPBkK1FiXlxrckSd2AT0IUGGUspwzgRzeIMWz0olkSG5owFwazIguFC6RG\nb/VOJGlKv9+nKqeUk3Gs9lZ74HwQnl7e0uvknPbac4Has2q+lqouCYxN+Ie/+hv8yV/4ucOL09DQ\n8IWgERoNDQ2fiWIymXdXtjZh4oWOUTF3Yha3DoQ6P0GAKghefPREHDB+B5Mpl8MxQYSTds56/4r5\nmUqBTVA2gRDAlbR7PSx1kquuszmOtYiVYqzauCpWLrIajFJYLYtd3LtY197vdQdU4yGhOtwRXERw\n0+mdr5+kySsLDaU0KrWYNANid3UJASmnSDGJAmQ6jonvCqj7VdzlWiJCEGphIVQ+iozZgh3lldoS\nAmaMwVdSNx0UCDFxeyY8nHO4aay4FNa6b28bExEqUSRH+mCUUpz3e7z7+n0+evycP/DWBd9+es3L\ncck7fcUnA6FYdpgETyhGGKWg2lZVTAjeo81mZS6bWNp5itaKotgMKSx9wEossDBPFM9zenUPD5tk\nVNMJ1iicSuZ9NgAGoymTouT+aZd+ltQhUys3CgLf++QZfzyEo6uDNTQ0/HjTCI2GhobPxGQ8ngsN\nk0RjduyhbRW6Nti8TjYM/CDR8DG1EQ/bvQXXg5hg/nI0IYjQbR0xKa0hzbFZPu8DgCzKy4rScEB0\nVBi8WoRNuQCOaBRaLRui4xDiK9Y3k0UE7z3ee64ffUI5LVYaysmS4Tv7qrzH+ECoKwUdK5ySJNna\n4fsotsX3a43K25C35x3HxTlCMUbaJ3iTgXi0hFhha3ZMfW9x2PjbURUonCyOWm+Yt/J9bMB3jIhR\nKub0LJ+LAi8yX4swmaCzVQW4d2ylqHYUDpgRu247JDioE7RfP+0QvKd0nouTLp9cDfjW45d86TTw\n0Y3HBUiMIjEKHUZMgiZsfV5RMAXv0HVlKaUU7VZKmtj52iVJQlVuClcXhKA0CUKn16Pdbs/v11iL\n0gYJHpu3kckwVk6bnesC17djehddRLaEYtUC7v2PH/GT7761ew0bGhq+MDRCo6Gh4TNRVSXaphAc\nuo7NFmDshI6NIRXeJDvja3wdTpVsCadyzjMpFiE6N+Mp7+RrPRfmV9wcO02zrTvSmlALDhVFx5Z5\njdiRb8Kq6DBKsBqK8ZjcLnZxF+IAkMDjDz9gOLidC4sQFl2qJXjkgx8c1ajvotsiW+oFIhBzSZRC\nVEyYF1Ub9EtzT9IEtTWp9zDHeiaUtWjTw6dtyqSzeEMERUBJfGkJKPGo4KNXQSyx2Or8gjsl0V3T\n0tMtG+vLzfuCgL6jAIt3IwuBJRK9aMEhrpo3zFv5/IjQyVMoKhJr+Km3ckyScjUuePe+8MGLAdeT\nhTBIjDB04GS/2Gi1ctqtpf4e9doZYwgm4LeU4g3e0zo7o9NZVe0igk1TqiI271OtHjK+WWn+0m2l\nTL1Qek831aRrDRQTo/l/v//DRmg0NDQAjdBoaGj4jIhJoY4XtzZdCZca1WLD6fRgEvG2cKqb0Xjt\nYoILQqJWjbhtY2utsXazNO0iJIbaAPbRjlKL0KoKTaWSo8xPL+Cc8OjRY2xd7lTr1dfo+SOunj3d\nOYa8vDpKZCggWwpJUbOXLKorzXJYFgIEglJI6VCt47wvn5n1hVMKwcx7kqybvlJcb/5yB3edvdGx\nBPI278A8D+KuiFCFgBaHeDevKDbz1uwKu+pkCaOimnvBfuJ+j+EnFYV43rvf47dfDLmdiQ0RuhYm\nHooAKx4XoJ0ldPIYjhjf3rw/m9gVQQvRE5X3ztBJuvXWbNqKyeB1bofKe8gkNhNMrSFPbX1N4bYM\npDrQTRflfROjGU2mDEYjep3O1ms0NDR8cWiERkNDw2dCmDVQ03OPxuK9KDaCPs5oXw+nenZ1vfK+\nksDYg0lTklDuNTqzdLshtTLePJ6n3qOuvRxDcoI6Ps58eHuNqyq2pXuHqqD46Ls7hZY4h1xfHXWd\nzJq9ZUpXfkdsxiYh7ry//PgTWie/h869c4J3BFe/6u93Cp3fiSzvjbneJZfjDnk2NYkWirD7nGPy\nP0QEV1VUZUFVTJko4WF3NcFewc65KaVIrSG1htJ5lFIY4Mv3enzn6U0UHve6/PDFkJtJNfdMtK1g\nPIx9HKOTWTpZMs8xERRKHF5tlo9WRE9WWXsFTZKR905RWlOF7fftUfN+N0opxBjIOlCMOOvlq2Fo\nQBng5dTTSTSZUdjaa/Zr3/oev/TzP7t3TRsaGn78aYRGQ0PDZ6KOtsck6VZjzZsMX7nYx6Hu33DI\nqPMiOBd4fHW90glZSSCxlmAshU6wvsAYt1mJCkjTlCAy32ndx7KXYzCe8PzFE5QxJO0+SbuLzTs7\nS6qGELh+sb1alIhQPv1wnh+y9fyrFyuhKftoJfbOSdbLx5okxvQbm6CNhWwpjCgEvIs79ME5fP31\n1YrZ3vGcuySN3+1wpK4QVew7JoRYzneNEDxVUVIWBVW5OsIEqHzsO3H8XIRulnDlovtGKcVJO+O1\nfosntxNEhPeWxUZNL7dcpAmVRB/WSu4KoBCChDr3aAmlYsfyLMfYlCRf5GMI0Rtn55FdwtTDoAh0\nlkLsYqnpDGxClmz/nArCsApYm829NZ8+uyQ0SeENDV94GqHR0NDwmZgn8Gqz0cBMAG9b8asPhCCx\nVv8RVZsur2+ZFOV8FxhABY8188xxnM2ZGI+lRPu4azsbMU2To0TGMuOi5NGL6yhbvKMYXFEOrgCF\naXVI2z2Sdg+91HxwcH0VO21vwd++QKbDre8BSFnC7fXO99fJk8/WPNAuNS5cH0dpjU1TJCSQL96P\n3cdfrVrVsRw7dAiBylVgFdnWtVAbGkcB7RAYuMDszc28nQDEz693jrIoKIvp/Lluv39hWAbOWscb\n0kopWqlFj9W8whXAO+ddbqcV49IhInz5fo8ng4JSNJ12Nu9TU1SOy0GxKatFMDgcq0UXZh3pTd4i\n3QiVEqqgMCre26iCYSlYJWtHAShC3mMkEzpqW2W0KH467RZe+Xk38a//xrf4xd//e49en4aGhh8/\nGqHR0NDwysy7EAPaWMqiJM0WBo1oC2ZRuUlEcM6jdTjo3fjwSfQSlPXub2oNRvzGDmkhlnae44PH\nuCnaTTFa3blp2LSs+OjZS8JSzvqyyeYmQ/xkyOTyMTrJouDI2txcPt86XqgKqhef7L1muHx+dAO8\n3Jo7C6d1bHZEONlawrhJU4IyMZGbVVGwrTP27PfHipM4xub5znucc1TOUVXxq4iQWsvZ6/c2c022\nLORM0FqrkImbzyeE2dzqogNlQTkaUZbl3Lu0t8Rt/C3D0nOabw9n23qfErutn7VTxi5OeHbqz733\nGt97PsToKMTfuCf84HJAuRTRllrDRS/jxWDNPzNLABeHx9Y5MSC2hdgUs+7pIN7m1Am5UVwXwrT+\nUzbrQkMZJIlJ4y+kjWFIrjaF9WtnPazReDTax0pjHz99cXBdGhoafrxphEZDQ8Mrc319PS9DOjPq\nnHPzLtTB5lsNzhCEEBymTpyGVWNuOJ5wPRjNfy6dR7ynYzcNJjczOLXBpx180kaFEh/CimG+zxis\nnOejZ1f1XLcfs/zrUBUMn93w9OMPKUaDaH0rFXMNtIYQCM8/RcqC7enLCuMc7fFkNrn510XriLg7\nL/XXXifHKIV/xWRukySv5pXQJpYnhkVZWmT+AlkRIUopXDHh0fXHKBWfrzEGY6EU0B0AACAASURB\nVE2dHG/q5x5/FoTJZMJ0OomCYqlZ3ozlz1Cok7c3S6tun/6sB8p6qdwoVOpxQ6CcTldU1DFr5QUK\nL+R281ipE/Ql+NhAcinp3KJI7EL0KaVIgNN2xrBYiPfXei0+upmsHJdaw0U343K4Kja0saR5i6Is\nqcQQkk78LO7JZHIBrqYsmgaq2P9mVjZZTIaYJS+JCM/o8DpDErW4nwenPbJk8RmpTErii00x2NDQ\n8IWjERoNDQ2vzOPHTwBQehHf7l30OihtELOlvOwS3ge8D3V38YWH4+Onm14CH8I8hGSZIKzmYihF\nZdK5J8RojVkqnRsPWczJ+cAHTy/x4TijSELg+vlTrp4+WuRWzIxKQIop/tkn4PY338uKChVmgWcL\n425LMBAA790/xxpNEKGsHKUPlM5TOU+5I3RrGZvnB4/ZyvLzm4fELQuimvlaBKZ1SVaRUD9jhxSy\nM1m6KGLDvF1ekOXfHfuclomd6KkbAG6OGfNWDN7fsQKVCMPSk1u9U1isV6KCWAVLIys5FSEI561k\nLjSUUnSzhF5aMSgX4kMpRZYYzrsZV8MCZSxp3q6bKUKJJbDbczVb43EVGEwDZ53VJHIlAbQiJC3Q\nayaCUojA01psGCVc9Du0lz1lSoGA1wkG3+RpNDR8wWmERkNDwyvz0aefomDDkKjKCtvvHx18v5y/\nUZQVj59vVmHSCNkOY9kFIV3KGhdULT6iQIn2o98QHc5VfPDRp1Q6QZnD/xxORgOeffQBrtyeWizT\nCf75p7Gnwj5EyPxqgvg+QaYU89wUrRR5mpDWjQhnu/PVTHjUTeFK51fyAJJXFhpHGolzj4MmagFZ\ne3v7/R0OUdo8/lVyRlKjmLgdycwiJHcVGhILCLvS49YKEhyqRCUCRgUci7XVWtHNLIlRVH4RvvVa\nL2d4OVxZTaUU3XaLTrfHZbFasjjopK53u/0+g8DVyDGpAvlae28RQWlNSFu7n7tSeDSPpM/v6ZT0\nWls+V0oRlMULfPT4GV9687XtYzU0NPzY0wiNhoaGVyKEwM3tgERF42TV8FNgE2aB80eXD3Wej59d\nRjtpfRdYAmMneJNuJH67ICR69Xi/peLUTHSoWnQ8+ehDiiefxusbi8o6qLyNylpgFqFG3jsuH33C\n4Gp3zHkY3RJePNl7jzMSv7sK1dbjt+SbrIeFpdbUFZCW5h0CRRXFh8nzedfnu6COFRpL3NXncFfR\nEELM8Tl6PiJke4SGUgprDEq53eE+dagVElDBMyuDUAKTStNOzMp4B2aEFg9q87metVKe1WFRs7Cv\ni3bKi3GJ1pqs1SbL25j6M3H97Bq/VLp3m8Mn1H+HwzJwPQ7zBO9kLR9nPKnonHf2bhBIXfbLKc3Y\ntDnbd5s25cNGaDQ0fKFphEZDQ8Mr8Z3vfg8AYzar/+hWJ+Zt1DH8M7P6kOAQEZ68vI0hG8Et8nsl\nhppAbBDodRLFRqhAotBYJ8hugSNAWZXcPns8/53yLnZBHt/EWWuDytpcv7zm+uUVog1Yu2F4iwjh\n5hK5Oa4XBkDm/NFJ4ABpctw/1ev3arSmlSraKkF12rRPTuN8fcx5Cd4Rgo8/7/LC/A6Hvczye+6C\nv6PQAFY8XjuPsYaiqsOU6uRtJQGkLkfLLEJsqVmkCKMyrAiNQyilMEtNFpd/f9ZKeD5cVJZSSvGg\n18InHVRdNWx5vVJrmSyFVq3/KYjAtPC89FCsCS1rFt6Qq5uCJDE7RcY8Z1+p2HhRwQ+GcD8T0i23\nbowmtYbHzy+PW5SGhoYfSxqh0dDQ8Ep87/vvRy/ELBZ9ZtQrhWl1N2LSZWZarxlXy1yPJtHQU2pF\nbGjWjHKlCDYDSdCupBK/Yax62VqIaM7NsycbxvWKTyZ4bj/8AVcffLByTNAGZRNIEkQbsmJC8A6n\ndndoXrlGEOw8N+M4kjsYsRvXq+fTPjub/2ysRYzBkK4YzN45pBYewTuC9zv7h+zjd9qj4XwgXUkt\niAnzs8+fqju8L//cTzwjV8bQq9k8JfaAqP9HYjTldALiVyqlLc9RzRL1l+Zehih2rT7+PpQCQ8Cz\n9GwljnHSShlUAaUXxRLOtXC91nQwVuEyq0Jj6T0Brm9Lpg7MlkIKRsc1eHY5ZlJ43nmjv3HM7O9a\nlAK1KkS8CN8fwE+fro1rNHmaxlXSmqubAecnvaPXpqGh4ceHRmg0NDTcmdFoxHgyQSk130GdGWKm\n1d0wtpWqd4NruTEP4V877tHly9WTtIXgY5jJNpQmJDlT8UyCJ1eLSkJBFNsa+UFsxHb9+NO99zi8\nuuLFmsiAKEAoPVJOyYD+kodDAIfgFTil8IBTxK4C9b2mRyRur5Pauzfq25j3WvjVRh8NpbBJgohd\neb9yfqNZXX1GvKXlXAQUpXMUhUfc7D0V4/1ro3/2uxUhui0BfP3r0iEvb4Z4UZyfn+3N/ai/gTo0\nyuoqjjh3F6xdUyl8O2M4Gq/87jDCqAqcZMcKQkGJkCiHl80iBQ+6CaPbRTneWe7EttyLdElAhCUn\nyWjiuLop8V5odbclhwveC09fjHB1Tki7tVBvyxsHQdkdAlrxrFC8XgTOYy76QmQsfS5+5Ve/wZ/7\nE3/kyLVpaGj4caIRGg0NDXfm6//81+bfz0th1rEVs7CpbcwFhwhB1dJDooFVVI7L29HmCcbGkqa7\nxAaAMlwHjUXoak9OwMtuI3Hw4hnBu63vAYyvr3n2/vt7PSIK6NRSZtkoTgArkMnCaxHThgUnwkW7\nBQqqylGWs/4Qu28NIEnsPkfQURyT7A6rayYi6Cxn+8pLHV20av0aBSY4mE73XqcuUhs/OygSlSy8\nEOtXWlsg5xzj8ZiLi/PD97E0XmINLibp7KTX6TAeT1YS6Q+jGJWBfrqeqwSzXI74ivW6dP2HYMUz\nEbMRjmcVGKVYVJ1V2C2iWSlFVguN2HtEqCrFi+uCogyAoM3anOoPUjl1PBpM56FgeWYxWq0JDLM7\nKXzp/n7rVvHzF4HMmhWRESepcSHw7OqaB+enu4dpaGj4saQRGg0NDXfm6up6ZbcVaiO7d8oxmQcx\nbCQaqrNokA/3NPcSpXGyf1whehBuJWEowqn29KnmwmY+3xB4+ejjnYb7dDDgyfe/fzCHImdLSNfs\n/rb8bACjFW+/cW913iI4HyjLirJ0sXTt0quqHGliP5PIgE2PxtGslzhdH3ejotJxBnr9NGLSP6B0\nulNJbRMf4a6laImhUe7AeUopet0uN4PBncYWYgO8VhLvTde+O117fraVVlYKEoR1yauUop0ohtVi\nLdc7ds+YebsEeHpT8uxm+f5i2d75HEUIXhjeTFAIdl51StFtp/NJBWWYicBjbrwIig+Gip95mG4+\nK6VRBP7xr32TP/8n/+jh8RoaGn6saIRGQ0PDnWm12wwHt3PjaWbI2yzDH8jDWCYKDhhNC57fDFbG\nWkGECh1zI3YwaxwIEFBcOYvJ2nSNJ/VTktqcu3n2BF9VW6dXjMc8/u534xwOrcGxhtgSdku+g1KK\nxBoSa2i3osG4HEokIuR5drhk7gGO9WisnfVKbhTZsvt+zFnHiNQZd/M4xHWclQjeh1KKTrvFaDzG\n7Q1zk1pASnypQFE6Tup+FgthsRh325wSPI7VkKsgQseuCg1TewCX10hE0FpR+cAHz8cMJpvS18x7\nfMB4WDIZxoptrfbqNZNE31FgzP7GBbznutjujQpaY0LcVPj02QvefHBvc6yGhoYfW5ouOg0NDXfG\nGEPebtc/1bkZNomhE2ZhKB+zu+1D4HufPMNqTTIP81g/T1BKc1t4JkHV/fE2x17/3W3hqEzOKD3l\nJjlnYjoUk0V41vLR1WTC4+98BwmHS8/u82bs41C8v1JqI19BKUXe75C0cvSWSkvH2tvKvnpC+Z15\nBZ2hXkE43JW7JGv3ut3lq2EIpHhy5ehQ0lcVfV3R0Y5MOSwBS5gLoGOqacWO4DHEaRmtFJ1kM89p\n9gRn9+4D3Ew97z8dMalgM+kk9ucoJhUvn41qkSFoDUqr+YdnMirRyi5yafYw62MiIuDdXAAPKmFY\nho3jwlIZrH/0q98gfEbB3NDQ8KNF49FoaGi4M0opjLFkrRbFZBIr9mR53GFVitzGDs5lqAvc7klk\n/uGTS6ZVTHw1taFdeV8ntq6eVznPwBtGCC0daOvVXWOpvSmzcwoX+0ikVoPSFKZF8tbXOCHgqgpX\nVVRFQfCe7vCKn/3ym4ymJeNpwWhaMpqWTMvNDt/tV9zpf9VkbpOmdOv4dgkBXzlcVeHLCldW+KIi\nrO2+rzuVXsmjoYjVhu7Iq/gz7nrWXYVG9Bxt31vTxLXSava9otPLUdWIajJmpk/mpW31phicUTpP\nfmQ5YojXNCL4dU+EUrSMYrLUztwScKKZuMCkEkofw+4E8H6pKEH9N1AVjuupx5XLnw214uUY3kzj\n+3ue87zylMQk9lnX83U+GTi+dpHOn03l6oR2iRIoz1L+z3/8df7UL/3i0evT0NDwo00jNBoaGu7M\nrORmmmZ450Ci0FjGaEWuBC9QBbYKjuc3Q57frCaAx+ZzFh8C1Vo8/cyYDihGwTAOQksLbR29EIHN\nEqODouJesjS3Vh+lDWmmSbMMut24+zq+QVdT+u2cbiubexZCCIyLilEtPsrRFOXXzcLjeNU8Cwlh\nvnZKa2yWYrN07RjBVxW+qnClw5XlXIAoref9MLblCvyOTPoOiMRE6btIh1fxaBit6SXME7K12h3S\nBHDR7/JsulyBCvb5sUSEsnJ3Ehqz8CnP8vMRJAT6CYxdXUUtBKYVPCvCSq+M0nm8B1nqGxNcYHQz\nIQRIW5sVp4xReBcY3hRIkKXrbs5t7mEM4aDX6aPbiq+ex4aRlYuhivMz6rysynt+5Z/9Gr/0h37u\n6DVqaGj40aURGg0NDXdm2TbLW220EkyymT+hlKor6ICrBccsznxSVPzg8e5mXkZrtFIUZTnfnvdr\nlaIExTjE10xwmDVDelp5SufnYVlKG6R9goyuV+LndbcH17GM63L4ktaabiujnac8AJ5+8pzxeH9F\npV28qkdDQjiYwqC0mguQbPlcEQSF6fbjOCH2yMCHjZ3p9WZ0Cggh9teoj1j7svrzrBJVZkDlyaJH\nRd2vot5Enycvz0LgQv1875KwHrzfEK5zY1mpLUsVn32epQS36aVaObIeM88yrDEHcjVWz3Mh3s+2\nkr3b0FqRExhX1UYeTltBWQWcjyFZw8oSZDW5u6g8zus60TswuplSjGMexrrIiF4MoZgK01G59t7q\nDzL7ZQg7y0SvU3h4Mfac52pJuMTvzZIT8GYw4le/8S1+/md++qhxGxoafnRphEZDQ8OdWa7co5Qi\nzbO94VFKKRIVy3Y6gUnl+fTJM9pWMap2GzFKKcqyQsIiHCUEj9br+QaKSYgvX5bcyxUtq+YG32Ba\ncdFdeDVU9xwZX68OkWZ7vRQzw/HLX3mb8WjMYDDm9mbEdFruOWvzfl6FsKXz+V2uqbRBpwv5sRLr\nLwHxHkJAQuwYLkux94jgq21G6fY5aWOwWmG3tIved/8FlvTBO0ffVwhhNTxMKZSx8bOhdCwZq+uv\nS/kSriqB/UJjmW6vx/X19eEDl6icJ9vi1VBEYWF0DBGcfQUYVI5y7W9IqxguVcq6oFv8WFYe74TR\nzWRDPKyLMAmBYjRC24x1opidXUdiR/S7UD+M918W/IGHSwKnLuVr1ib/6dPnfPv9H/K7f9d7d7tO\nQ0PDjxSN0GhoaLgzyljU0i5v1mrvOXrpPBWFwJMnL0g09FNNJ9HcFJ7CbxquzjnKKhqFgqOVWLzf\nJjTmV6BA84NbR9sGLnIdw09Kx4kPGF0bnJ2zDVEhab51xHW01bz51oOF4eo8w+GYwW0tPm5HFDvE\nx7G73OtI2N/74eD5O7p7x34JBrVjPUWE6bSK3o+V82DfhO4qqESEJNs0fvehtSbpxDC4Y68XG98d\nnxSvlKLb6dxJaEQvgyNL7IqgMEqh9WqRhOUS0d1E83LNoxFEOMsUY1eHN63PD5iWFZePb7frPrWU\nrzGZMB0MsFlrfcKgFNcvR5ydtY6vLrB2vlZCqoXKyZZNB4VaKs87e+877/+QVpby3ttv3u2aDQ0N\nPzI0QqOhoeHO/Mk/+gv83X/wj1EScyOqYkpmk4PdqwejCZ8+v5zbMkopDMJFyzKpArelZ1lvDMeT\n+ffOBybi8AHsnuskRjNVirGH8SiQaLjINK1xyUU3GrPKpoS0DcV4sSOeZkcVWC2KCtVfHGWt4fS0\nx+lpbzFX5xkOovAY3I6i+CgqsnZr25AHWW+Kd2cONl3bcdq/woT3Y8NzltF3TnCvO2zfAWMMnXab\n0Xi89X0FWKMXrzrkL08NVusd/TM2k8k7Cbxca8CuleI01Xw62nz+cwExLXbm0SulEO8Z397iyyh+\n9VJ42rx6VVXx6JOXvPPOGeaIEsB1Ug0AVgupDpj65wDclktd0kViXa314gRKYYzhm9/5Hg/OT+l0\nOoev29DQ8CNHIzQaGhrujDGGP/YLf5Bf+af/DCHG8IdijE7z2KJszZASEa5uhjx7ebMx1jwe3ipy\naxlWgWEZKKoK51ZzMlwIvBhOuehbWonaKmzWe1VUAZ5MAs8mBV/1whu9DKtVDJ8ql4xHrcHYWLJz\nD2XlDgoqaw2nZz1Ozxbio6oc48KRdvq46RQ3meCnU4Lbfz2IoVOvasADrHeevguvknR9V2JFo38F\nZU+FO3k0oPY29HpMJhOSFUGhSIxZMcyXRcW8Fd6Rz81oRW4U0zXPXmIUHasYuSiDZ5895zyjyZRF\n//DVOQMUwwFupUO7iqKztvqD9/x/7L1brGTZed/3W2vta1Wda5/unu6e7ukhOeQMJZEUZYnW3Ypp\nWzEMIwiQAHkz/JYgCAIncGIjSII8BLGROH7NS2zkIXoJ/JAocWzTUBSGIkWKHIkUKc4M59rT09Pd\n51rXfVlrfXnYu26nqs6pOj0akcL+YWqqzqnaa6+1a5+Z77++m7N1gQUH7z844YX71y66GHUYGkRa\nCJUsrRVwNHKV0BBBi0cJWKUIzykipSDWiq/93jf4q3/lL691nRoaGn6yaIRGQ0PDldjqtHn5My/x\nw9der6rgiCBFBkE011hPRPjg6THdwWj1YEwNsk6oSTS8cTZc2vcvt54nQ0ugYSsydCI98UKMexcY\nrbDOzxl5Hnj9pOBxr+B6J+JOskvI+3NeDIkTGPYv92oUJXEUbmT8h2HAThigbtycj533HpvnuCzD\nZRk2z7GjETbLkHHlntqjMU6N2FhzrLNL/WfNx9BfQWl9oUdj3MdE1SFP1f2kabVSIinxtqz7Q9Sp\nB0s8E1Ab+hv07Bgf0w4XhYYXYTeuhIbBU5TCMMspyure6HRSWkmfYTYNWZIyw+W9KqQpSMYnQNcF\nG7wIrigXROS77xxx+84uYTgjxma9F0oIjcdw8T14OHLc3/ZVZa/6hnUotLiJ5wMRtIJICSrQ/OF3\nv8sXPve5ja5ZQ0PDjz+N0GhoaLgyn75/j4ePn1L2u9Nf2gIvHhVElNbywdNjRvn6ybci8Lg7qBPO\nlwQz1T9aDyeZ4zRztCPNVqSJTLXjGxmDW5JA7QQyD0/6BU+V4tP7L9HJj9CDkyp0J2mhhv1L55jn\nldC4EraAcJqPoLQmTFPCdDGsSpyrREhZYI0hTBLElmBL8HYunn5a+GmJ90NdvVnfx+DQqM7D5d3Y\nPwqUrrwQWmmUViiq3InZBnuzBvi4f4QJQrwt689dfh6/odZQStEK4TibfpcKCLXiZsvwoGcZDnNO\nB+crhQnP3Yh4670csTku7yFu+vcmJq7WQDWus26h58pkzl54950jPvXSjQXvRaBk7fVYD/1S2Aun\n36mIUCpdeThUtbhUV69FhKdPnnBycsLe3t76F62hoeHHnkZoNDQ0PBO/8aWf459/5Xfmf+ks3jm6\n3R4d4/FGLU32Pk9hHR+e9XFeSKOArLBLEmDPhWUB/aIKt4qNYivShBds4A8dhBq0CD/KIj598Cmi\nA8GMToh1CCeHk7Kvq3I28sJePZSpLJAgWut4ZQxhq0VktgjbW3PvjStGYS24svJ+jJ9tUYWATZJh\nZo4Zj71uAvUGuRPPEma1aWfwdTnvgTDGYOL4wn4iC78TwQTB2rWqqiZ162T8zKOVohUqMiuTHh9j\nL0WqPalZvEZKKW5c7/DGnzzE2yVFCMQBBsTjbAn6YoH8/oMTDg7aXNtLJ7kXV7nVPxxYru1OBe74\nmhRKEYknVjLxblReSM03vvkt/tpf+fKkT09DQ8NPPo3QaGhoeGZarRRmYsVFhP5wgK7N1N3EkFtP\nt5hvNjZLPyt42pvmTARG005CCusp7MwO7EUlUp2Qjxwaz9Gg5EbbkAR6oa/B0MJWqPAC756MeOmg\nje9cZ9S5zs79V0h6h9jTQ8qTp9jjp1VI2PjcIhRleWmexirElpvv3C8xwscVo4gMsLw0r3iP2BJJ\nO1h0femkao43jYhZuKQiVcfp00FGad3c6S+TA9fanYmBPDt/WfZ6Bi/Cet0qlhzr/ZxHYrwGL1XD\nSF8/jM+J7AjFZknrSmt0sKEHSy3PIZpFa43WuuoZM34EJe+fjqa9TFRVpvlaGvBkuDyfJwoNd+5s\n8eDdc31pRCrvRmCwoy5BZ3/5RGZiFLVW/Mn3H/Gln7tNa2uTSmCVsNIK2pEmDBROmIZKVYtBUOjA\nEMt85rtSiiQK+cY3v8Uv/cUvbXDehoaGH2caodHQ0PDMDAcDdjpViVsRYTga4eqSqGODKTKKg9TQ\nL/ykXOf480f9Eb2sWFqZJg5NVUmqtHU41OUGokcztPDqo4xOpLneCjhoV/0dvAgllYcl0jCyng+6\nOXd2qlj2Li2Snesku9dIX3wZADcaYk8PsSdPKY+f4nonFKUlikIqH8sGu/FlcaXyr1dBaQ1hjJgQ\nqaLlZ96cjD7zq/EuP2RlSV5uZvrPGvBq/ou88FuTWgiWqAVRpRZeVC8FhfOCE6mFhEweTpYLomTc\nK+IKO/TBpkKDeY+YnhUTSqG1nhNkk7+TYLFcr1aKg1ZAfKoIlTBuPRNoRRIookDzxZ+5R/9swMnp\nNPnbBIogsIyyPuItCwufunrQehpC5kX41quP+IUv3mK7c5nYqFYZakU7NqTBWPAJXQt7s5etPl8c\nhqAMUgwXvops2OfBe+9y994Ll5y3oaHhJ4FGaDQ0NDwz5YzHIcvzuZ/HTJK9I00SQLdwZKXn8dmA\noo4ZX2V/a61oxSHWeTIMKVy6W7yTBJwMLf1C6Bcl75yW7Caag5Zhv2UYOlWFWIlwOCzoRIbtJACl\nOPIJN8xoku9g0hYmvUd8q2ooJ87hTp+gVYnKR/j+KQx7MyFXavLvBewVvCHPElakqCpqXfiB+jT1\na6ESa5uf64qlbZXCo3DBmuV/pUp8Pis2SyB/luCsKpHcIH598WVMQBwG86JCQM0kO5y/D4zWhEZR\nngs1TAJNK9R0Qs/AVQIjMNPyucZofu1XXuEb33qdx48HGANRVN1ngS4pqpNVg80IDGP0ksR2hXXC\nN199xJe+eJut9nyH8XoQQJEEmk6kiQK98PZpKewGapKHoZRiJ40IA4OIRsWdSmzIbANQzcN332mE\nRkPDnxMaodHQ0PDMjHdY86IgLy6OZK8MHyE2mrPco42GFcmpC5iAJwNLknvakaYVGfSKEJV2pNGK\nSaiWACeZ5yTzmJOS/ZbhVgp3d2K8CA/OMj4TtQk0WKU59TH7Jl+cA1XuBNduQRxWnZ7HRmQ2RIZd\nZNDFD85gcAbFdIdZxt4PZ2HDHfKrhmpVE95cNPiPKwu8ZqOVPUOp32fBBCG2WH6vLvt+TBjOlb+t\nwt0uPoeIkIYBpSsXfn+QBjzX9jzOF/tzqFo0/NKXPsOrf/QmT56eMT5ZnASUhZsvv2v0pIHgKqwV\nvvmdR3zp527RaUXTBHGgHRnakcasGkMprFQ5Ue2gOudWEhIFZjIHYSw2BqgZAdc7fnrxRWpoaPiJ\noREaDQ0Nz4T3ntIJZWkZZcsN8/NYZfBhyLUdONjdJitKTvsDzgbDScjVMkZUxnlmPZn1HA0taVjt\n9J4XHUopdhLDyWgxZMQJPB04nvSF15/0+dRByt3dlHdPRnzyWhUCNpSAyFvayq20a7PS0kmq3V6l\nFKRtVNqGa7cYp8GKLZFhDxl2YdCtvB9FPic0ZqsMfdQoQK6SSyKy2GXtx4qPd14iQhAnlPloQVAo\nbQiDAB0EGBOgTVDldYiHMlsx4qrzQBoautmiYD9oBewNHI/z5aJz/LsvfuFTvPfu+/zg9ceT96Ik\nwGZdgrS1kWAtref3vvWQX/75O+y0IzqxIQ3VmmMIJyW0A0U7DkjCeZNjkuwetZEyA1eACC4f4L1v\nksIbGv4c0AiNhoaGZ+KNdx+iRRiMLu6TMSbHkBNW5UxrYyUOA27u7XBzb4f+KOOsP6Q3Gi1EDGWE\nC8bvqPSMSs9xLTrakSGty05tJwEno9XeEqUUQxfwhw97/PDxgE9ca5EEepKvceZjYj0iwC81rJwX\nCusIzWKTwsk5ghC1vQ/bVSKuAWxZ4myJclWpWmULsAVSVs94Ny0Lus5FvYwreDTEy1qd0j86Pg4P\nynoeheqj5/JKlMbELeI0R5sAbQymFhSrvntxfuPrp7UiDRfLESul6ESGVqhJjCNbcVuP5/LC/bts\ntRN+/9V3UEoRRYaiN6rC+9YpdzyTy2ICxWtvP+I3fvYerWize2nkFWhNGi43NybXLkrBasj6GAWH\nT55w47nnNjpXQ0PDjx+N0GhoaHgmvv/6myhxGFRdNWiF0QVkBJT1f3ZmjbPZ1500YauV4rynOxhy\n2h8yyquynUMJV+6wCzAsPcPSoxW0wiox1Tk/CRFZugtsArCKrHT84HGfN54O+Js//Rwv7qe0QsOh\ni3kuyFaGLuVlJTQ2QZk64TeMJnOfX4yv+2UUEyHigwDlLcpX/UXOz0RmYd4cBQAAIABJREFU/rXY\nR+PHP3RqY64aRQYLYUcw/g5U1R1eG1Aa0boyylUVqmRcTsD2s878Usadx62fNuFDKaI4IYk9O3FO\nNrw4PyVNEl5+5TPce/42/9tvfx2UYns3Zdg7Jt65fsGRdfUoA3GiCKMqxae0nq9+933+0hfukUSX\nmA6THhyKrSjA68UE9+ULj0l2YoZnj3nv7R81QqOh4c8BjdBoaGi4MoNRxmm3y0GiSZSnEE3JYry6\nACMJsJhLDcTxcUZrdjtt9rY6FKXlSXeA6633nywv0C8c/QKKzNHPHO3UkKbBXG+C8fl0GOPrXIrS\nC7/71hEf9DvsJQHPbyeEWxEHQbFUbHgRCuuJgtU72wtrvPQDVbWocWO/qtFaPk3Plrr9mvdVIm3d\nU0OJB++rhGXxk94UOowq43mGsbG9qqKVcyXi3QZ+hirpNxuNMEGwvPrU+JOrfvcRhGqt6twtIojW\niAT1m6YWEmMxoS4+91WE1zOsZbsVc9zPCMKIKE4IwqoTfWgydmPN4yVCI01itjptttptgsAgIuzt\nbPObv/YK/++338QkIfZxD1/m6JmmkVNhIESxIooqL8YsAoxyy1e/+4Bf//w9oiVel/E4WivaUUgr\nrATGwMtiqdslGKXYacfsvfTTfPDOG1e4ag0NDT9uNEKjoaHhyvzeq98DqVo5KAWJFowImZ8ajULl\niXDojQ2vScnPMODItwC/cVL0tb2YJ2+d0R+UKAVpEtBuBbTSAK1r0aGDyuD0DpTisF9wb89xLMJJ\nZnntSPFr97a5FjoSsehJFdZqLnlpiYJllXkuXteVUYpq932+ZO2CKax0JTIumMOybtgARTZa2UH6\nIvIiQpXrd4KfY2/979Y6R1TnuYhIVerW+6rcrZ/5uX7tRdhvhbS2Os9+/ddljfPITIJ1fRDKBERp\nSMekC3kKYe3taAeKgRWSuBIX250WQRAsiGgR4aWXX2HQ7/P6Bydwc4snDx4Tbt9B1Z64III4hiC8\nuOu5AP1RyVe/94Bf+9xdwjqxeyIwlKITh6ThogejW8LeBX8iu62I7TSq8qzCgOc/+TI/+uPv8Kmf\n/uKl17ChoeHHl0ZoNDQ0XAnnPO8//BCo6vmPDYtQgdbCyCu8UgyJcR/BTvV7PcdZ4YmMJtJCYKYG\n8kWGo9GKm/sJjw4zRGA4sgxHVeOzNDG00kp46CDCzyTuvn+a8YmDKjG8cMLXHw744v2bgJCIJaUk\npZwIj6x0JGHw45s7fQmL3bCvNsazGPHd/mDO87J0JFX9q3Qeyf1ERKw1v485gfz8ChbvVYUKoyp5\nvH5MwtwGGVoXC8eHphIPt3ZipHOwVFzMzaD2FH32c59H5FWGJdi8ZDg4JGofECXm4urH5xDgbFDw\n9e8/5Bc/e5swDC4UGON1npXC7pyQqUK0WpFhv50QnKvOFUQxzhr+5Nvf4JWf+4vrT7ChoeHHikZo\nNDQ0XIlvf/81qh19CM9ZKkZBWwt5a5def/TMIuMs9zwZVYZJ7sbR9EJkIDSqEh56porNufNd2415\ncpzjvGfW+BtljlHmODrJiUJITcZW3aDsaS/n7l5KaKpxB4XlsDdkv5OSqZCMkBNgLDxaZcHtJCL0\nxaQ1XuX0WJzPx7aj/gyIbNaj4qOgLEtErycaPAqvNpujVnwsCe4TL8Xs96w0OgwngkKZAHVB7syy\nkDaR8d+aIlTgg8V8p2UorYmjiFd+6qcZnB7xpJthyxNc/wkS7EO0fgfw7cRwrRPQTgwPPjzmC5+6\nc4HAmOJR9B1smerahEZzrZMsVKKazFkpTBCgOzt87/e/ys986VfXnmNDQ8OPD43QaGhouBLff+11\nRCrjbVk9fqVgd2eb7d19BqMRg9GI4SibyQ1YX3+8furqFnhTBMgdM8IDQiNEWhEaIZwTHnDzWsIH\nT1dXxipKKIaOXr/LVidmqxPz/umIF+tytwDvHvW41jnfVE6RUQmPdtAiMLpKjveWwFuML6sHM5Wk\n5OMxeK96Aqkb4n3cKPEbOFI2n1+1u89HduGrazTdpReoPBImQAUhmAgThKh1k6Fnx16yPkGqwgMK\n/AahetW0NGm7g3jHr/7Mff6P3ojh2YDs5JCg1SHqbK+co9Gw3w7Z7wSEM00CrS3xzqEuSw6vZ39a\nKrZCxbV2TCcOLxdISoE2tPZu8OrXfoef/eXf2GjNDQ0Nf/Y0QqOhoWFj3nr3Qb1Tr4nNCoNPaUyU\nEChFFIXs7WwjImR5zmCUMRgOyfJi+bEzeBFeO7GXmpUCFK4Kc6KcCo9QKyINe9shHzwZVE3zVhk4\nOsS7krNuRq+fMxhk3N2NCeoqUcPCctgbcW0rRS8Zo7C+amCmDNYYrJlPuDViMd5ixJIXPRJd9d+e\nGKrT0lFL5nheaq3D1Szqq+RmPMv5pkdvsL4r52ZvpjSmyeVqcs5KUJhaTAR1paqwDn2aGdtZtLna\n/2aX6TytFNutGB8kV6okppSivb2Ls44Xntvjwyjg9PAMO+zji5x4d39uvmmkudYO2GnNe05m7803\n3n/CFz71/CWiobrmURBwbStma4MSuarO89q+cYc/+trv8PlGbDQ0/ETRCI2GhoaN+dar361KsKLI\nrFSGlrNznzHxYmMwpRRpkpAmCQd7u3jvGWYZw2FGfziktPNjADzoefIr2L2zwmNQ/y40Qvd0SNxO\n0cYshlnpgLpGL94L2bDg3YdP2N1us7vdITCGd4+6HGyd92pUWO8RzIrcAoVTIU6HiAgjO6CPBgSj\nwCjBUD8rIVBVCNpketog3k4s0HV3yK/SUbwKMfv4UX/K4Vr6nMic9dosqybmvCBonADiMATEW9fr\n4gFrXNNnWM/s3MbfoeiA01IWKoitO1bl4YMgbfPZF27w4Umf23du8PD9J3hbMjp8QrKzx7X9La51\nAtJoyd/IOXqjnKenfW7sbS07M6BIw4B2HGIUnOR+I6ExRinF1rXrPPzBd7jz2SZBvKHhJ4VGaDQ0\nNGxEaS2DXhcdhqAMzloyJyQmBDetNmSS1qVGitaaTqtFp9XiBvtYaxmMMoajEf3hCO8933x8xQpG\nS9i9scOTB4cMT3sEUUjUSohbKToYG1Qa0EBlIG4lCuscR6c9jk97bHVa7O90OOwNOdhaFFKlW+xv\nsZQ5A1ThBJwsO1LQVOJjq5USiatL2DrE27q07WJTuLFjRKnNK30BeH9Fj8azFtO6IFxrk1Cu858d\nf09ubLCL4HylKQWFl6oksqufq2+nruw1wbAdx1Uc0Tpz8B59FbdLjffT4ClvIpyJEG14v/f4wuNg\nPqRLRHCi6nUqnAhFlmGM5uW71zns59y+c50PHj4F8Ty/LcRBRhxUwuFSkSrCmx885dp2GzO+NnVc\nZBIGdOIAM5PD1bOV+I8uq3U7M46yOTrvo/I+1jsO33uTg3ufvPz4hoaGP3MaodHQ0LAR3/zOdwmM\nRsTjvGfUO2HQiUmv7YPVSJkjIui4dflg5wiCgJ2tDjtbHUSEo35G9/vvTZKqYTHMaJPdem00+8/t\ncfjwCFuU2KJkeNrDRCFxKyFqJSipQniUUmzFUwNJgG5/SLc/ZEcyonu32d6eNm9TqqqEtM58/BLP\nzXIUHvCiKCQgSJeUZq17aCAe5V1VolccyjuUVlXeg/hpM79LziiAzTM62Mnws+9NB5gPdKqG9+is\nj2jDeqFes+8rVDjCq2A+bEit0i8KwnoUqSpP+brBna/n7evfV+9DEoYo41GblFmawSzJRVqJUht5\naM43EXQobJDg9bRJZWEdvWxReM8Kei9SJcpL9ZhmMI2npfCuRCvFCzd36eWH6O02z3nhw0eHtNIQ\nEPJBjyhtYeoSwhets3Se954c8eJzB6AUcWjoJCHB0ussHOWeW63lXpnJWrxD571KYMxsYIhSdN/7\nIUlnh87+wcVza2ho+DOnERoNDQ0b8fqP3kSL4L3n9PQpB7t7DEejyjgI4yp2vMwwcfpM1ZWUUvzx\nk2wai64AGe/ySm07yYyBxvidC8OL9m/tcvTB8dyutytKhrXoiBNo7yQohHa8mM8RaEi15+HDhzx6\n9IidnR12d3dJ05TCrucJuEoOxMpwJlXlhIBBzNQorFbnCVgUNTJu+DfOSp+8FhRCGIS48bJXfIWz\nVakmV1JU9fs1r8P8MhTKFZMlXYaIcNzPNupgHgbmyiIDqsIH66JWCI3zgkKoPClOBTgMFkXuIQv8\n3IXw3nPUzyZjeEDVYkqUxnk144m5GLHlpDLW9f0dHh2esbPbYZyCXv1peYrRAB2ERMmi926MVnBn\nOyKlIDSK7TSeK1W75Mpwkgs3UsHM9HCZ3G7FEJP3UOVo6UqUUgSB4dH3vs4Lv/CXidLNNzQaGho+\nPhqh0dDQsDaHxydocSilyIZ9ttttlAJr7WQncpwgO2tILSvxehkiwu+/dzZr+swYXrNlQ6efZ3xG\nVRnS5ytbiQgmMOze2Obk8dnS85aFw44G7O1tLTV4D1rh5Ozee05OTjg5OSGKIvY7LW607pKk6eT9\n8w3XAMRZLgsrO4/363lL5s6zyheg6rCglTnxl1c0mp3LpJpW/biKwNw4zV2Bl/lyxZdxsQF8MVXS\n/obrmglBWxAUSuOoHucVzCgbLqgtrTVHg2zinTmxhpZUpW43vXjOFqAU1sSTEsFKKXb3tvFYtM2n\nHhJbkvW7S70bRsHd3Zg40NXnXUlglucvzSLAceY5SPREYOq8X3kv1vACKaWJ44h3vvmv+dSv/HW0\n2SxnpaGh4eOjERoNDQ1r8y9/53er0AvvKa2n055WVRoOR7Ra6aRpm8tHmKRdpzuf2/1ew8h+/yzn\ncFCytiG5QoQsEyDtnZTjD09g3MJtNkHYa3yZcW8HtgIh91D46bg3WstDSYqiwI9KXvtBlyiOaXc6\ntDsdOp0t4iQBpsLD2c3zTpzbPLFY2KyM8OS4KycxP1uSht7wvJvW4VoeynM5IkIQLD92LABnO6wX\nTlDeguiqAMAKQbFqPLsktE5EOBrkDErh8cBx48Y+V7neUnvTbJDgMXP5EwCOgN29Dr2To5mDKu+G\nCSLCpPobD43i7m5MOG7WKcLJWZf9nW0uYiywT3PhmnQJi/7Ek7UJSimSOOLNb/wrXvrl39z4+IaG\nho+HRmg0NDSsTRpH9PKcbDRke6s9tytfOMdsEEPRP6VV5xQoprX3lci88FiRa/Gt986uVNB1gSUC\nxFnL6PghQdwmSDroIJpY5FIfsptolIJYVz05MgeRMXTi5buniYG43jEvi4LT42NOj4+BKvdkLDxa\n7S1kJpfjslCvyZyvVAlKXa1txJ9BD41KB24WcqWZFAlb7/ObxD7NoJRayM+wzpM7T+mhcJ7CVQKj\n9FUIWhpqdmqBuS4iQlEsGt0iQj93POyWnOae7a3ONPF6g7EBhkWJDVJEByAy9bhNQql22d3ZIjCG\nk8Mn4wsAVJ4QNyjptDvc3+ug1cw9qxTDLKe0ljBYNC3G/63QChINEcJpATevIDLGKKVIAsVrX/3n\nfOZX/80rj9PQ0PCnRyM0Ghoa1ub2czf54VkXpTVazecvZHlJ2YZw3NnZO8phj7C1NbfjyzLhUTdq\nq9MwyK3lW+/3nl1krCAfDEE8Nuthsx46iAiSDiZuA4pbewlj+0sp0CK0A7jVCRDxLOvovBPpleFQ\n1lrOTk85Oz0ljCLu3f9EnaBdP3yV0C1+XAdpyliIjJvobR4+tTnyZ1DeVti8vK3aQIkavZhv4/00\nv2dZeVvrBCtCqDUeTzcvKlHhq/CliybWCq8WzlOW5WRuWiusF45Hlm+9d8xJ5jBas9VenZcgdbWq\nsagSEYa5pZdZ+rkllRHpTEdxY/TEw/jczQM6rSr0aXtvH6UUx0/nq1zFRvPZW9vk1i39Ozjr9TnY\n252ZUCVgglpgBGrc4FAxos3Aj2jL6kaalyEipKHind/7l9z/pb965XEaGhr+dGiERkNDw9psb3VA\nHK10yU6tqkKMnCgiLWiEcnBG2FpWX58Lhcc7Jzlu1a56nRD+LInm+bCOga/P4W1B0T+GwQkmanH3\n4PmFuWoFt1sKhaUUU4XC1HNIDeuV6wTSVquav64SuJchk0pS04pSiDDKC6IoQtfzmT+mTuWVc4az\n0kidV7M2IlfzhDwDClkrdEopVe3CK4W28zka82Vtpx27q/cqL4RSYL1QerAerAjWzz6q988VvuKg\nFax1DUWqJpHhmvfD7HFlWeJrkdcrHEcjx2lmGRaWd4+HKKXY2d5Caz0RSWNB4UUYzQiKflbSzyyD\nwk4cVC/uatLWvDgwxqCN4c5z10ni+dyczs4uKDh+MhUbn3xunygwxGFAVlrsrOIS4eSsVwkNqQo2\nBKry9gVLrp2IcBjskZQ5hvVF5ljsi7XY7jHl6VOK7gmn915i9/kX1x6noaHhT59GaDQ0NKxNmqR0\nkghtAvqjbH6HfezIADKvCBWEWMphl7C1famRNis8uiVc20omJUur56oPgvdVxSvnZVo06TyXiJGs\n318eHiTCrYOIrSV5GDdbQVX2FkWIIxBHSYBX+kJvxnmStHV54sSkktQ8XQcycpTxDkqBQTBUos4o\nP/1ZPEaEQAkaNanuM7NMZisMnZ+3XLWPxjOixGHqLuyzXrOxuDhfMSq2OVnhK++CAlGmTkhX555B\nRPGth6dst5Z3dV+JCGlk1hZqSina0XrejPNiYTDKedwvORq5KgSrGpAHxwOk9rCkacIgK+lmlsEK\nQbGMOx3F9RmRMb5fLYZ7d24uDXdSStHZ3kWhOHryIfudlGvbU29KHBiwbio2lCIrCrJsxHaaklyS\nllL1NNEcmj1uuKOVwna2UpcvMuzZMbZ7jB/2Jp8xWvPW//4/8zN/++8TJpcnpDc0NHw8NEKjoaFh\nbbLRiK1OhyAwRFHIydlseNO8lVMKWKeQ3ilha3ujsJ8Pe/lEKBijVuz712eVqRCZCBMvOO9rkTI/\nM/GewfHJyvE++cI+XmTOGDUKbs3saI+zK2IskdHEJmSxbd5yWu32M5VYVVQGuagAi5oWr11mZAoo\nPB1dUrUirEVJ/aypmsppX4kUraoGgeIvXo3MvZjJL1mxa31+/ss+p5SirUpsqzU9btywbcV9M1Ih\nAyVs4nrZ2EujFMmKRPBV4yfB9CzeV2VqZ++n0nkGhaVfeIalY1A4yrJkmM8XCRAvDArL8SBjlFse\n9YU3Tj/cOBzuektxe2sqhp0XeoXQKzzWeZ7vrDYFlFK0t3dQSnF/a1FQL4gNoOj3SNvJen/vSjEy\nLQYyouOHM2v3k+/ejwbY7hG2e4Lky8OslFIkoeHVf/IP+YV//79a46o0NDR8HDRCo6GhYW1ef/01\nOq0qbCqNI8L9XY7Oulg3LZE5iwAjK8jZGa2tLUJj1hIcD7vZ2nNSqtqxvyg3dlaMvPP911gVYB8E\nmtv76YId/Fw7WNiZHa/hZgwBZRWag8JPypbWJWRniKIYY57tP7sioLytknnX+TwK6w0Xapu5aQqt\n3TvEYTTJn0GkMvxmf5ZxXkmdY+M9gdGVsKsFglaq2q0feybqcKaxl0Kpuu7XuFJZ1GJcdHiVcFk5\n7TWYS15eAxEh0IrgkiRyV1ee0krRCquSrbmtBES/cBMxMSwcg9IthBtphHRJE3elFQ+O+zw9zXg0\nhCCO2ZSdGO7vVF9+vxC6hWdYTsVivEaC/FhsZJEmlcHc70WEODCIdbh6XbYsGWX58hDLJYgIR2aP\nyI6IdHU/2f4ZrneM654ga1ZpU0qxFcJX/tv/nC///f9urWMaGhr+dGmERkNDw9r4c/0fgsBwfX+X\nk26fi8y+Uf+UoRVMEJLGIUkUrBQdufWcZR9t6M5YjAzPznjvB69PfpY6xGq86+69EAYGO9NQL1Dw\n3Ir4/NRUDfyqc0BQG+FKuaozNeCUwaFwaJJWeqWE7nkEZQsI1q1opLBKEcq6fTgUToeXd4RegsGT\n6qsnkg/V+v9Lqq7j+mOLCGbDfgtKKdKw+oKr3Ak1V7kqKx3drKRb50ZIHWaVWYdbw+0wblSXLBEZ\nXoTuqOQ7P3pKz4eE6xrtM56AVliFTD0eCP1yeQL7hZdwJsQvCgNaW21U5pBiuhEwFhtJUK3b+2pN\nh6en3E1uXnrPjf8eRKBnOqQP/hB/dghXLEggItw6iPnKP/xv+PLf/S+vNEZDQ8NHRyM0Ghoa1uLs\n7Ix2e7FDsFaK/e0OuZ7utp43phVAMcDpbfpZQT8rCLQmiQLSKCCYER1P+lcvd3kR3nu+/3t/wGyM\nUbXLTlXWVgTxgjYBAUzExq12uNIY2wnn1zq3ZlWlemuxRPXv9/b2gcXrswlKKTQeJx6WVP1ZhhNN\npNcPuPFreks+atSGQUGbXEEFCz0jxowrep0PcYKqhO5hP5+IiV5e5Uf08plE6Pr7vH+thd+gRYpS\nkCqZeMvGIXuF9XzYy/n91x5xWiqSzlRkyDgxacY7IyK40lMWlrLw2MIRB7DzXJsPBheU5hJZ9HTN\niIs0iWinCa00rv9GPYTXcEcPz61jLDaCcdIPznm6/QE7W52V50YpjDhiKQmxoBT5zU8TdE9QGySH\nn58LwEE75yv/6B/x5b/zd640TkNDw0dDIzQaGhrW4hvf+DrhivgkpRRRnOJ1UJUodZZxsvHYCFPe\nIjZHgrhKQvV+qeh47XAcpz02qD6a2kfv/uANBme9le+Pw3mywrLdTsiyjEB57mzHOLfoYQk1k93u\ni5gVFEHaRmszDTsa5yGM17qmoa0AvMXrcK4Hxyrx4qmixdZtI+H1T0an5XVuDe9lEq4126VdRCis\nJ7OOzHryc4+stBTOT8ICL5vInd2EaINcDqh6SehaNfSzkke9gsfdnONhQZYVPD4rSOsGeM46yqJ6\n2PoxeV3OzlEwRnPns9dQa8xnNoVGKUW7ldBOY9I4Wuhqr5RGjEK1d5DB2bn3qi9jp90CW20WnHS7\ndFrpxJM0EdjiibBEvpyvNqU1krSxn/p5gje+WTU9vAJKKaIopDN4wFf+h3/Ml/+T//hK4zQ0NDw7\njdBoaGhYi4u6KguACevdYI0ydb8J7xBXGQsioIohmBBBzxnFs6JjL1a047DKqRDB1VWmVlaYqge/\nqMpU//SMt7/3w7XWORyV7HRSkiThXifgxsEug+GIbm9epOxEamPPhAkTgvjyEBiZiA+ZVIiiFiWC\n4JzQy+HRICM0alJONdSKqH4daD3TZE7hqiLC+Hqc80bkLH5Jxat1kI2zJp4FRaBkriLRmEkPDC9Y\nqcrVBlrz9mmPrPTk1lFcFtsk47pVl3PQiWjHq/93Os4Rms1RMXi6w5zHvYIPeznDYipmlVIcnww4\nPXEcPTnCFu7CilIzZ0Ipxac+vUecLJ/P3PVSisx6djptWmlMEoWX3s9KKXR7FzcawDkh0EkT7t48\n4OnhIXleIAJHp2fc2N8DpQjEEoklxK68rkppJN3CfvIvELz5LdQVKqCN17i9t8N7//pf8JX/XvPl\n//Q/2nichoaGZ6cRGg0NDWvxmVde4a0fvYG1S3YZTbiwvayUBqOh7kCMt+AdFANItlee5yA1JNFq\nI2mcbDxX+nam2pSX+R4IIsIPXn2T9OAOrsgmj7EAOs8or3oZaK3JqYzxVpoQRSGnZ2dY6zAKOsFm\nicUAekkJ0WVU46rxPwuYELaV5WsPV3toqEaYChAl7IWO2GjakaETGTpxUFUNqpmIkLpM7McpG4AL\nInzmxYQIeKUYOcVJ5uZ6YDgvS4NuRCzHw/Ximsa5E+usfys27CSL+UYiQl46BrllkFmG+fjh0Epw\nVCJo2blHWcH7754harPO4qB48ZO7tDvRZCyYhjY5L7i6f4jzHuuFO7sp13aX97q5CL21jz97Mvl5\nb6vN8zcOAGi32+R55dXI8hxtR7RMVdlsrVUojbR3sZ/4OYI3/2CtRo7iZRJOVvaH5Ecn5EcnHESa\nP/m/f4usP+Bv/Nd/b+N1NjQ0PBuN0GhoaFiL55+/y+GTp2SjAcPRfIlJMdHK3f3xzqnS9WfEczbK\naCfx9P0ZIqNoBYrhEiusSuKGy0xAqT0BXoSnT04RDDowKBMQpJ3K8PJuRnjk+DIHqjCj8ZzGu95K\nKQJjONjfp9vrE7v1q2LNzf8jDEnqxAFJoMnsaiNMqNZQOGEgQm8wWrhyRlV9H6pHUAmQyLBtEqJz\n65w4V5DNelGsidHzXqLqOwTRVSFej6rKCNf3wIfDISdrFA6oelCsH/M/Ll88e/x4XpN7o3TEgaY3\nLHh6MmJYWIZ1c71hbhkt80KIYIzi1kGL4IIwxEcfnGwmMup8h7svbLO7l0x6blSCovIYLl++otzg\nuszOUSUtJEuRfMSNvR1u7u9Ork0rbXGiThHxpFFEbh0RsEkuvlIKOvvYF3+W4O1Xl4oN8R6lNeKF\n/KxLcXRKfnyKL8q5ce5st/nOb/0vDE9P+Xf/8T/YeL0NDQ1XpxEaDQ0Na/PKT/0Uf/xHr7JtDIPR\naJq7YC4PuYCx6DBIUfL2Yc5uK2YnjSZG6ySRM9W817NcdU99UjpV4K03Hs79fvJaG4K4hYlbkx1f\nm4948OiUT9zZBxHKmfCaSQz6VockK1i0Ii+Zk1mvs/QmXG+FPOjma05AIWg41yXcidDNLd3cAtOx\njm/scKt9nVB5jLj6YSevtbcYsQR1L45NkLqkraAQpaukdq0pwy1KAqQWFFInFq+i2MBIXuY9WJjX\n2AMwEzJVFI7eoKA3LOkPC/qD6tl5ob0dzVWhumRwlFLc3E8XRMas56E/KHjyxE/uyXHm92JTRY/3\nFrElWsPOXkqyFXMycKuqNy+lvECorl5KtRaze4PnpM/+9rxHRClotVIGgyFpFFQVpapcb6JN0liU\ngu3r2PufJ3j7D1HIVFw4R3Z8VomLkzNkSR5VNYRidzvl1u0dfv+f/hb9x0/427/1TzZec0NDw9Vo\nhEZDQ8PaxHHM/sF1zo6P2O50yPKcYZbDhr0htiLNo6HlsD/iqD/6h67/AAAgAElEQVRiK43YS2Pi\nMEBE2E8M7/WevcTt8VGPs9PB6g+Mq04xTRZ+8PCIDz9zl1tbIcUS4yUONFEYURRrGvg1+grlYi/C\ne+FGewOhAYgOUGuWDT0ZldzZTuqeIBd/v0o8WhwJjhuRhSAGbWoRoUDpqaBgeX8MEaFvwY7Wt5LL\nNS1qpRS2Fo3LvBPjMKdRXuUOPPqwS3dQMhiWi4a4CEor2lsbiIxqElzfSwiD+aZ3pfWMMssoc2S5\n4+nDY/Aa50q8KxHnqmdvq/LSrnrm3A5/nN6muMKfjL3gGi7Lf1GANgatFSHCfro87KrTbjMaDokC\nMxFN3bKq1LZGDYUpSsHuc7jbL6He/UEdEnVKcdpdW+yLCPfv7PPhB2d877e/wj/45b/Cf/a1f7XB\nJBoaGq5KIzQaGho24oX7L/Lq4SFaQZokmDCmrwP8ih3FZQRakRjIrCBK0R0VdEcFaRiw24rZjStL\n5Fl7Trzx2oONPu/LERDyjd//Ib/+Kz/NtSXRK7kTPvfKKyBCnmfkeU6e5WR5RjYa1Umwi8apXlOM\nTTppX5AkUYkixZ3tmG8/6i8ey2wRq5nfKX1hl/VZTkbr12kVpXFKk+sI39k0r6AeQ1ir98Qs5QUH\nzFabGguJwlZiYpQ7RoUjyy1Z4cgLN+mnUhaOfLiixHIdotTaCtFm+ZczrSRWUwua/e2IJDIMR9X5\ns8wxyh1uZg3eOY7ff2dBRKxDuqqM7CXktZBa9remtcZojdJV2d/zlc1iHCzJiFFKEccx2+32XOln\nEeGshN1w2n9mFVPPhUX1jyHvMzjsMnrz3Y3XWIU+aj7zmef4xodv8uF3f8i3/tlv8/P/9t/YeKyG\nhobNaIRGQ0PDRmit+eRLn+btH70OQBgYWmmnStD2DucczrpJc78xM+X5AdiKDNk5cTIqLaMzi1EK\n5RS5r/p0GK3ndo9nx10lRE5PehwfXZwsPYuIR4oRKE1/YHnn/SPMvWuT3gazZEVJK45I0xZp2jo3\njmCtrQRInlUiJBtR+qrhodJmJteBudeoaZ0jAfBTmbDwWaCbOd580p90vFZQG4TT56pjde1YQLEV\nKLwtiY0iDqey4/xOf2Y9o9KRhh9TqVu1udAonF/4fqzzjApHbl1VYap0DAvLux/0Lt0AV0pR5otF\nAmZ39ltbIcZMhbB4j3dLHvXvxXs6nYTDUvigHC2MPXuO0Vn3SiID1hMayzwUhfVzXgqtqr+1SwW+\nyFKxMHsPbW918MV0zXNiI4LzWm2chA+gRmeo/hFq2J30V2m9/Blcf0Dx+PGlaz2PUoob+x3uv3zA\n299/yv/6t/4DPveb/wZxq3X5wQ0NDVemERoNDQ0bs7u3R6kMoTjGZq9SCmMCjAmgKnqDeF8JD+dw\nzs55PTqh5ulouRfEifCpLc93Dz19O93a17rq6K119TD1TqvRiz0S/vh7m+18+nIm8VkZ3nrrQ24+\nt8+TTLiZqkmMPcAwL0lXlAJVShGGIWEY0unMG39izzhVKSfqozFuSi+cDDZrcCgi9HpDer0hRiva\nsaGdBHTigHYc0I4NW2lAKwo4HBbc3UknVb7Gu9qr8BvmrcyiqL73lWOf81D0CsfTXs6o9GSlIy8r\nYbFsDs75S0WGiExEwly1Ju8pRgPKwQAQ+k/MjIhYb70mSojMxQJCKcXZo/fWGm/JwcTtdKmQmHhY\nZNrXZlxdTETYbYUkSbx83EuYFQpjgaG1JoxijNaUCEUxL67G399pMRUbE3GSD1D9IxicrCxru/XF\nL3D6ta/jut2N5ysifPoTN3jwxhG28Pyjv/bv8Pe++n9uPE5DQ8P6NEKjoaHhSvzs5z/P9/7w1Qt3\nYJXWBFoThFV+QuX18HjnMLakOCmIzDROftZAMlrx2WuaP3rq61h8VZWvRWBFlNasEAmTBBPmOGvX\niuX2+XDu59HI8fiox+++ZfjNl2+yZSzUXplhXnJt84qggJBK8ZEJjSsly4tMvEPOC92RpTtaXur3\n67sJn39hl504YDcN2U0D9tOQrSSc9OiYFSHP0kdDqer7ldogHnspnBcGhWVoPcPSMyzdRFy89fSC\n/JsZ7JoJz0VeeeFsNqIYDigGfcpsNLl/TNRCB9FG6wqTmChdHU42FgeutOT9LibunP/A/M/nhZ5U\nAkycq947JyRW1gyu6azot7EOGpkTGFEUY4JgIiZWhguqykeReUVLMlTvqPJe2IvzjZRSiFJs/8LP\nc/bV/w+fb5YnpZQiiUO+8DO3+YNvv8+TV7/LV//pb/Grf+vf22ichoaG9WmERkNDw5UIw5D96zc5\nOVw/jKHyehiMMYRRRBAUfNDPiQ3ERpEYIdBqYnzFRvFT1zTffVrvVF8SzjErRPZv7JLVaQbiPc5a\n/ORRzod1OYvYc54BpXj73SOiJOY7D8/4C/euEauCCM8wL66UO6KUIhaHFo9Xm3WR/ihRa5778VnG\ng5MR759bqwK24oCdNGAvDdlJQ/aSgL1WiPUJwSZJ0jUiwtB6TjM3ERTD0pGviKfKyvVygkRkIeF5\nob+ErTpsHz94n7x7iqxImFdm84T+zrXduXPOnle84KzHWU/vyQfTXfzJZ2eOmUx+SU6Eh1G3S9ze\nTMAqhDS+WpECofJgnRcYk7GVWto3ZixMIg27iSHIPfnZo7UTu5XW6Chk6+f/Ame/93VYo7iB+CqB\nX5ynOM1wxxnVFRX+2X/4d/niv/XXae/urLnyhoaGTWiERkNDw5W5d+8ux4dPFxMw1mS/FfFBL2dk\nYVTXHzVK5oRHO1S8vK/5wfFmJXU6nWk4iNKaIIogmu5Gi/d4a3HOYgfdyW7wLMUo5/FZFfpxb7/N\nQSfB4YiK5R6AdVAKEkqGXC1c5fxYVzlo3WpJXmCQWdrJvBEpMCmJ++B0vtfGb7x8a6Yj+aTlxfKp\nzLwW4Dhb3mzvPCLCqNygtO2MR8M7hy09tnS4ssonGlMMestFhggsK09c3y/Tf88b2mNvhvceV3p8\nLSy8q8TFLHn3GMSBL9FXEKGDk7ONhQYo0ujiHJzFZolV00wn0I5D0tbq0tazHo2xwAi04loroBXq\nSnAFO0S3PknxwY/Wn7XWBDvbbH3h8/S+8+ryeY/FhRfKs4zyNMP2cxBIJvOtnv+Le5/jf+xunmTe\n0NBwOY3QaGhouDJaa+7dv88bj88mYUWbsN9a3E11AkPLpGFfoIQ4gG3tOC40QTCfiwHLE8KjKCAM\nDeWKnW+lNSaKMET4Yki0tYsvcmw+DZWxdZfwx2cjvvajx/zNz7+A1QHH1tOzitRU4SOzdrvMVHpa\nNi8RoaWuJjTG6x3rutDouZ3yhTWuyCHZhN6oEhre+4WqQ8tw3qNnGhOeK3y1EpH1REb1WRidM9SX\nGcTOVY36+r2MfjfHle7C67VsV30yrvd1WVkB8XVlMZnkQIj4+vjqtTYGHWzTPRqstVnvsn5leNsc\nwnSt6zDL4PiU/edvbXSMwKTcLszfG94LbkZUePH1c3XkzTTgWvviMDKlFMoYxDmMUuylAVuxXvB8\nhHs3kTKnfLp+lTilFNGt52h9+iWGr79RracWM+KFsptRnmXYbr5w/8WBIdBq4ukS5/nh736dl3/9\nF9c+f0NDw3o0QqOhoeGZODg44O0nXcqqnRaKczvVtWGyzEDdXSM+3ArYEvY6IfQLvvfWMUoroiio\nxERkiGtRMWtkArTaEWenqyv9jD/ri7wK64oTdBTjywKXjRDxFKOCpBXz2qMuP7h5xs/c3sWj+IN3\nj7j//C2iMECjMHgMMv8svv55KsKUUsRc7BEZ5yl4X8Xbe6nCVDxMXwucDouFECJZ8sPs77z3jPo5\nJ0flZD4X0T0t6J2NiMOAdiug0wqJ4+nuvnipOoXXyfjOC1cJxlknr3rc8V1rRVY3jfBesNZVnbCt\nxzpfP08HHPYL7BpeqGlp4UrJiQj4ErElHo/N1k9AdoDSAdEaVWer/hhldU1diQTx2uFtY0bd3qQk\n7FLGazvnYgq0ovCC99TCQi6t/qVR3N+6+FueeDDilJYfsZuYC7vJRzfuIUWGPXt68clnUErR+vRL\nyKDP8P0PsL2c8jSj7OaX3lCdOOB0VNYeGkX7YH/t8zY0NKxPIzQaGhqemS++fJ9v/Mk7eFUb++Md\nUgSlZqxdNTVxRKqE7zTQC7vTq9jrRPziZ6/x/XfOeHqWLbwfhaYWINVzGKhpkvmK8C5vC+Zi4ZXC\nRDE6jPBlgTg/CYr5V3/8EDEBL+wk7CSKdx4+4hN37xAYgyhzgXwQtAgGQeMp0YyKguPc42UajjIW\nEOvWbjodFJM+CJsg2pBni3kAyz8sPOjOlwlWClppSCsNaLVC2mlIuxXSSkMy60ii6f9a/LhsLlzo\nEZm1C2cFxZisdPRzy7DwDHLL6x906Q3KtQXKWvhxTwmPuBLGORMKqjblV6+qddHc/LnKTGILVHhx\nPxKl9fxDaQYnXTr7da7B5DrLTFTXfLBaJwm5fWOHYbnZul7YCiZFHGbXMe+p0Gij2e206JSX92QR\nEaI7L+FtgR+crfV5pRSMBoRA7wdPkDXrI4sInTjkdFQCiqKEGy/eXevYhoaGzWiERkNDwzNjtOYL\nL97mO28/QpiGRsikAj61sTYVIJXoEJTSOO8mvSBmGe/sTyKqlSIMNJ//5C4PD0f88EF3LiylKB1F\n6WCmGJFSUIwyTBigjZn8bjyqX9Hheyw4BPDWYcKAwjoengzoF47dpBIc7z58xP3nb1eNzVbu2Co8\nqg4NquawGwiHI0/2DA3QL+rqfBFqw47W89kH1dc4GFadszmaN5I/OM24ttsmDTVxYEhDTRKa6hFo\n0siQhoY40ARmuvvuqHMvCke/cAwLxyB3VcWpwi0IisHIriUyLmR8f02Ssx3e5ssTrpVaX7BMT7D0\nnPWAVcUo8eDPFRcQiw4CtAmq5OeJoDAoU4mKhRK2VPc5avf8zFnuHFF89oWDzULpREgCze12sCgs\ntEZrU4ueqaD0CigvFw7jUsLJ3VcYvf1HSL7oiRTxKKWRokD3TqB7irIlcSuom/utWSCAyqMhIlgH\nTlTTT6Oh4U+JRmg0NDR8JLRbCZ+8scubTy8IL5kRINUz/NInrvM/ff0BpReMAqOrcA6j6mfNzGuZ\nvPf89Ra7nYhvv3ZI4Vbna0RJiDGK4dkAEcEEASYMULXosOfK2p4nMApfl8jVYcDjkz477YSz3PHd\nJwMO0hzr4aUX7qCXnP8inm9pftS7WoM2eAahscEcK2+Eqo28y4/Lcs/xmr09Aq1IQs217RaFh37m\n1vYZuA3WPhsSNSssJk0T67F0YPCrkszH8f8rxIZS896FSQjTrCdNfJXwPX6mbpY3IwRMFNO+dgPv\nPCZK58636vpXvxdc6dbLkxKhlYTcOVizyV+9BqUUL24FVT+VsQBSevLe0uNNiFcGLZeLAKV1JTZe\n+Cmyt/4IseVMh3CH6p1Wj2w0J3yVVrRv7dJ772iNxVelk8dlfUur4ApV0hoaGtajERoNDQ0fGbev\n73HSH3CSrW88tyLDL93f5XffOsEJOAfFJATiYmMy0HD7zi5vvf4Bve6QIAoJooggijDBNCFZB4b2\nbodhd4CztuqtoahLcsrKsyg13f33rkokfno25KXnpzv8hyPL0bvHHOfC5168TSuaj0Uf9zTQ52Ln\nlVKkgeJ6LDzNryYY7KattGv0pAdG3Xr8nKEoIogrcWVRhZZ5h8KjjcbE6STZe2yEzuYFbNK0z3qh\nnztkYDcSP96vbsB3XgiMk4OXCYvzx5koxo76S8dVQVQ1o4SJmNC1l2HZ9atPDlKHYImf9e/NMe7N\noYOQ9v71+rWpjlk7V0NRjAq89wv32uJHFZ+5uz8nuDjnUfRS5byUzmN99TrSipv3di4ffxYRSpMQ\n2/V6nlRiLaZ1/6cYvPEqathHdU9Rwx5qxZcu3tN5fm9toQHQjgKsq74RHV6txG9DQ8PlNEKjoaHh\nI+WVF27z/3zvTaIoXms3FuDnnt/m2+936RebxRFZDyjDC5+5y9GHR7z1/bfxzk/ONxUeIUEUErUi\nsu6gCu9C4UpLmCSId9iixNv585/vNybekw8zusOCnVY0OY8Af/LhCT867rO/v08SGNpRQBpq0tDQ\nCg2tQNOKApJgPuzlRqo5zOzKrthqJrHlvDHrROYMxckxq3aX69yHbFRiR31cmVcx8fXDlSXeFlV+\nwuLBk5AibQJMnGCihCBKCerXSuvKmK/ntG6I1roiY3w/LRNY4utmkH78uupT4Z1QFv7y9AoRTLSY\nFxEkbcL2DkHcBqAcnNYCYPWc596z2eoE7ZnPmyiltbc3FS0igAXCjcq5FcOcpLO8atX4+mmluHuw\nRWkdpa2ERFlX6LLOUzpZKhh/9cX9zUQG1WW/TGiI+Po+V+A92mUELqM4/BB3erl4UFrTfm4XZTTi\nVm9yzPVPcUJZJ1WFFzRUbGhoeDYaodHQ0PCRorXmF1++x//16puIDoiMJjK6isnX053f2f/pB0bz\nlz61z2//YP2KM+e59tw12ttt3vjDNxj2R4gIZV7w/7P35rGWZPd93/d3zqmqu729+73epnsWDkez\nkiJFcZEoyRJDBaIEOw6kwJYTIRGkCHEAA1EswAbiBIkNI4otI4mECFYcJ4AdCIwiKXZsJYJ2Rdto\nNzeRM0PO9ExPb6/ferdazvnlj1P7rbrL6yG7qT4f4PW9r5ZzTtW93f371m+Lw2oYDwPor6+nfRFS\nr4WU8LsSxhgrOFILRMpSMnl2PjOu7w9x8dw6Br7IhQMzI45iHNw7wPbONkJtQNOG8rIAAiVy8SGk\nwhsnsV0HKF1T+gprFFb2pffMMOOtgxHi0OQCwuYZFILCdtoufs+rUDFD0gTHt14/0702OoEZDxGP\nq0//hfLh+89g49wWPF9CKQHlS0gpqp97KRSnXomo6Qk7Z0/XY4M4MRiNI4xP44qgmMsyXhaiXGiQ\nUPD66/B6GxBSlcoKWzFST96eh05iKH9xKePe9nkQlb5rROnnlQC0/BP3cDSpCI285CunwouBJ65s\n4Y395TwMGZ4gPLWzeh4DEUGrDjgsF4IoCwsNqUPIJITQEcgkNp3LGHQuPYbREkIDAEgK9C9uYPjW\n4cy+/O+wASgx4Njg9eOp9W4xw+uvXk7Y4XAshxMaDofjHacbBPh3P/QcfunfvIYvHlqjjIhAQC48\nfJUKEEnwpcSzu3380uf3MT1jOBAAdHodPP+h53H989dx+807ALIcg5R0DZPTE/Q2t2bsTyEE/E4A\n9n3oOIYXmMaHyZqBe2ONg4mBIKDvCfR9gYEvgDjGvXv3sLOzk193GQYwTQymicEBgMRMcfMktjkH\nqyTmpsRTjWiF5nXZmjYuXMLB9ddXOWmhV8AkEaajCUh1qtdNgFISniegPJn+CHiehOcXYVhlMRHH\ntkxtnGgkSTExM9uGeyt6vxZfHkEFPXS2LkJ1+vm2mVflA8sKDWaYOAJahIYdTkB5hIi6iKe1cQmw\nLiKDlozuCkoJxNPpjLjQXIixS+fXsTFY7Qk+AXj3+X4leX9ZsrXEXg9+PAZ0AqWtqBBJCGLd2M+R\nhIC/ewnjVz4Ljhfn/LAx6F/ezoVGuacGJQwkGmSy6yFcP7FV64gIZjxbwc7hcLwzOKHhcDi+bHzs\npafwubfu4DdfuQUWNmk01AahNkDNdpBE+PDjG/iXf3wbYclwbrVtuWm//a1/fhe9oyPcefUVCOVD\nKA/S8yG8AEJ6gBCYnp6gu77RODQJggo8SKXBRqNwBxQGZ15Vh4HTyOA0smsOJKHvJwjju7h04Xzl\nqXxm/JSNcCUIe2sebp7Ymv6riA1mxtaah9sHzZWz5qGCDjrrm5gcH+bXVB8baSUmZpuQa70pohBv\ny66VgSTWSGINoBqWJT2F7iDGnIiXCpnx+I5RyqcgoaA6/QWhXARSPjhZIuE9raRU7m9BAlZw+QRV\napYnBv6s0MjX1xxCJZWA51ux5gXKdsLOxEVDHstaz8fFJRLAZ5YA4LkLa+lyyuGQAGZkQuqRSnvn\nCIE0kV6gc3rTVtlaFiIEl65i+sbiruEkBNaubOH2y/aeW3FhQLUHF8yMg2mCUfpvDAF44du+cfk1\nORyOlXBCw+FwfFl59sou9jYG+Lk/fAUastWI08wYdBU+8bW7+L9evoVxuHwFoia2r70LAOHGn/7+\nzD4SEkL5UE89C3+zORyEKE2aFrYrti2dacXGvATdUDPCicbBZIJX9m9A+h10fYWuL9HzZfpq8zW8\ntMu5Lwm7A4Xbw6S1elYjDGwO2oUGG5OGIJXKyCYJ4ukU0XgEHUVgnSCZjuyxbHJhUbFSmYG0OC/J\nVLQpK9xmhMeqJWBJINHNDR1bL3vVilM1AcepIWxvTumzTKspzbsGAiBUAL2M0Mjm0zGCXheeR5BK\n1Ix1uy6pJKSnoONaN5b8nsYg4cPvKHi+ghdICDnb1ZuIoGe8ggwlJZ64vFXck8oU7feemSEFYSOQ\ntiCAoKLcNADQbJPOJgGiO+tgkisJDSJCcOXxuUIjv37Aei0iDYTtcxAR3ki9GQLA+z7xbfiBn/6f\nll6Tw+FYDSc0HA7Hl53ttR6+76Mv4pO//RmMuPSEH0XOQcZ618O/88GL+PmXb2K0QrnTxnmvPQUQ\n4cafvFzZzkZDRxPcefXTeOIDX58nMJfXIQTn9qkQAkxpmVssn+QM1jidRDgeJ41P/6UgmzCeCpCu\nJxEmjFgb+MqGFikpIBtCVqz3A9gY+DNrT6II8XSKeDpBEk7T91Mk4RSm1mvA663BJBHi4ZHd0GR0\nlsKmWMdIdIysWQlJBaGCVHwEIOkV1YywWDAt2l/P6WC2eRmV/aXjKq9Ic9hzMUGll7ZSsQI8rxQr\nEUgqQMiioV+2SxCUpyB9BeWlP76HJI6hPFHpB9N0nUEvwPh4tu2j1/Gwfn4dOtF5xa96WFd9rHou\n1O5WDyQE4ixvB6jeIxR/J8vbAGAjkAjU/ZeADQfn0T15e6VzZNCBd24P8f7tyvYi74JBUQxECeKT\nCXiOyACAWBvcHkVQBHzdX/x2/Ec/81MrX4fD4VgeJzQcDsdXBCUF/upHX8RP/uIf4vpQI1A2TyNI\nf7xSwnA/kPhLH7iAf/EHt3EymdNve96T53Ss7atPgtng7T/9g5ljbOfvBFIpGEMoh0cJytoNFgad\nUApGawjl50/F54UQEQEdkWBsmmP0dVredRjq/HomwxBaG5QNYSLAUwKesgnWXvYjJTQD0WSEwzff\nRBxOkUxD65GYc8/ysK8kgo5CJNNJ8eS8fE/r11WrbgUArBNonUCHVnic3t6CTgykkhAy/Unfz5aA\n5Xw8NjyTAG4SjSROoBMNHWvo9HejTUVMzLlYCOXB768QLrSUJ4mhOj0okUBlosIvGkLWRZYnfGBB\nHwkigtfxQafjisdmbXuAwXY/nddDNG3/+zC7TLahW3GC3loP4xVzeTLCZePa5kGEsL+LzsnbLRKv\nGTYGweXHEe/frnqC4gQIY1C6NjaM6eH83BnDjOunITwivPSJb3Miw+H4CuCEhsPh+IryQx9/P/7x\nL/0RPn23moBJgE0Qz8WHxL/1nnP4ud+5iSSrmpT2QzDp49YsHt3arFytvlQ6RvX3MLjwOIYNVZbC\n0Qi9zQ37gNpQfo6w3feqaySCVAqn4wSdXtd6O8AQxBBg+3vNihJgSCTQkOmD+XYzi4jQ6QcYnUwr\n4T7MQBSb1qRv5UkE/R7GR7WKO5nXKPMExBF0PIWOQ+io1AGbOQ0hqhvDXHubVYSimXCkDJ1EiCaT\nxvAyEgJCiooAgbD3JYmSVEwkuahoYqXu3ER5Y8ZVzllqXOFhsN1r9FI0f8aZkJ2P3w0QjqZQvsLW\nhQ0oXxXiCwypBHSywPBPPxsTJ0jCCOf3NlcKTasT6SK/6H5g5SPubsGfzFaGaoUI/s55iG4P+vQE\nFCVA1CC2CAiP24UGpzkj+8MQz37rR/ADP/+/nOEKHA7Hqjih4XA4vuL84MfeNyM2GECYGISJwWnp\n2K97ZgO/98e3cXi8esJzmbXLzyCeDBGe7Fe2T4en6G1uWBEh0yfpmjGvXUAcToFg0GJ4cdohnFMR\nAjAb6MQgTghCEIS0ryRmOyoLQej0PEzHcRE2VKbBoLVVpPYQDocYHR2lwsJAR6HtlZG+zhi6FbFQ\nlJXN95XnK9vJ2b7s/PKx1bz56nTGQBtTyUOIpto2vVuGVfM/gNzLsNzwpYU3CCnpSUjPT8OjPBCF\nIF7sYSAAvET+ChEh6AXwAom17UG+rbxfeouFBoORTKZ5X5itrbWFa5yHYdtc0ZP3KTSMwbS/O1do\n2LyiNEzOGCD9/uJkBBq1V4ciIoTHc/YLwlGYYPe9L+KHfuGf39d1OByO5XFCw+FwPBB+8GPvw0/9\n0h/jU3fnhzt4nsSHv+4i/uhTd3DzzvjM8xERtp54D+5+9reg48IgmZ6czBhzQglAeoBuMM4BmHg6\n5+ku2bRpJusfYACQmEwijE8aDKE06TwTHtn7OJwgHNv5iSg3vurv7e/WJibPQzQ8ho4mtqN3E3Vx\nYC+68FSgLBrKidQtT+RrxnNWOWvpJ+BLlG0t52k0eTTmeomWFTH5OPZmZmJCegrSUzOhX9aDppYS\nGiACgeaGtEkpMBh00e0FGI7GMHOOVZ5A0uLdklIgGk9zD1Sn48MP7r/zdZgYeGcob1uGhIDubiBR\nHahkWgmXY2YgiYE4BMchOIqAUuNIDhc/aMg8GgxGlrJOHoEkIdKMW90t/M3/7+dXbjrocDjOjhMa\nDofjgfEDH/ta/J1P/gYOYmkrPJUoJ4tLQfi6l3bxmS8c4IvXTxaOm8f/oy4gPGy/6324+7nfzreP\nDu7BGFMY7YBtjid9sPBsbL2J7Y8dHZxEtuTrEkZyRqfvYTqKYBJTfVLOgNHWi1JmejrG5OR46fGz\n65ZBF/H4uL5jNtypNem7JUcj357e17rHIz0mPL5j76XyIOw1dJgAACAASURBVKQHIRWE8hoN/iyU\nrEmUsDEwOgHrGCaJYXQCEgLGaHvf88TlzLtSfc+wzfWE54FK3wNuFEvF26Dno7u2s1gkEQFQbc6b\nhjnS8LSSgJBSoD/oYtDvoNMNChFFwMnpsHGYXAgns93OPV+hP+jg3r1MZBKUtJ41Lq20VnNqmdXj\nYBxhELwzJkO8fRXy5ueAeAqOI3AUAkk01+PDyXxBl0xjmLS3CgmC8ARIFgUEXr9xih+++btOZDgc\nX2Gc0HA4HA+U//p7vgl/7Sd+AfuxhCdt93AlCUoQpMh+B5QQeO7pbQS+xGdfOahW1WHbq4DTV3DW\nLdsA2XY2aY6HQbC+h/A4q2JDuPHpT+Hy8y8CoiHWnhQgFJg7gEkAEwGsoaMI0g9WSmztbwQ4PViu\nOZjf7a0sNIgInc3ziE4PYOJwOXEBzHo5mkRE5u1gqv5uT8g9Isl0hOHtLzXMZas1CakgpAdSClIF\n6GzuIYmmMDoGJwmMtqICLU/0ZdCDkEv815V9L/TmSpXLPN9bPheBBGyR1CWSpVOvkRACg0EH/UEX\nnY5fO8TO2wl8nJw2DVKgPIEkMvln1+0HCCqeCwagEUcx+qrdu1T2EHH9tdA9OB6F6O10V/q+5yfX\nEMoH331r6SG4JV8HKNZvogSkUoFRemjBzLhxb4If+NRvQPl+2zAOh+PLhBMaDofjgfM/fN+34K/+\n5K8gYg8xUb2nWwXqe9jaBG68dqPVGF1EsLGDeHxouzYDmByf4OjGW9i8dAXUUsaTiGw4lfTAbBCN\nxhDJKk9H7bhSAeF4CiIBIVXeyC0jCxMiISA9HzpdY+GlKcZqMh6JBGTQLUKnlhIXDBhTjJ/nWpTz\nFKjykv/C6SuV11c/FwAYrGNoHUPDhrgIL0ASRyslGS8vAgjSX60DNgCboL4szGDhgUxzWI+UEspX\n8HzPhmIpCUUG3dQz0HYtQgj4nocobv6LYIsSSLBhGA0M1rpQnh3TmCzMzECQRqKB6TRCt9venTx/\nP7OzuM5X90f4xsc3G8dYmaALDHaA4b2lDjfJ7H3IvWDMgGGcvn0EGciZY8ahxsf/yU9g/dKFd2Tp\nDodjNZzQcDgcD5ztQRc/8vHn8N/+8hewKJSDGdi7uotoGuLuW3fPNB8RobtzGaNbX8q33XvzTfQ2\nd+D1OpALjE0iAYJGMjrBaCzTJ7/LG8vxeIrxvbetl4UEhFKQUtmn/GmokVDWMNWRQTwZgVnnXabZ\npO/zbTr13GgYrcG6JcxkxnNREmpZfkL5MXY5LyN7m0XgzHg9auKkEoZF1duThjkRrVgRCmjP6WhI\nmhde0OydmYNYOQ9BQnmFmFC+gud58PxCRFZ6gegERPN9LMyMTuC3Co1srI2NAbQxlXCgLJ9dUJJf\n8vFw3Co0loIIb59GmMQaXe8Mn1kNNgZ07srSQiMLm6rk5zDbJprppqaKU8zAxjd/G574+Lfc75Id\nDscZcULD4XA8FHzrS0/g1z73Fl6+uTi0iIjw2LsfQzSNcLy/XHhRvRuzCnqQQQ86tAnmbAwO3nwD\n5596GsyAX3sgX9jfxThKAWuDBKOxhO2D11RqyVrnZRtJdfsYXHwSk4ObSKYj6CiEodnkbTYGo3ur\nNTgDbNIt61QV1A3wuheoZIjn3pQsbyLdXlAKE6oIlvSPPGm8SKouHVBaoP3D6BhIyknWRVhWde40\nAV5IGxqHNNciv7dFyBenYVxetw82BkmUJe7bZHtQ2q+FBOoeBaHaO9c3kobWnbu0CaVmu3QXhxXC\ni6TAMj01gsAHhqPG/Z3Ax872Bjwlcede9fsvBUFQXPrYGMcnI1w4v7X8dTXAAL50MMFzeyv0JGmB\nhACfuwp6/U+XmztrMpkJtlpneDaM6HTWq3RnzPj+n/wH971eh8NxdpzQcDgcDw3/1Xd/Az7+o/8S\nwu8CyB6Mt4cyPfnCk/jcy5/FdDxrZGQ5GmwMYPRszoYxEEEvbzQHAMODffTP7aG7vobRWKSVhgAi\nzh/wU9ovwz6Rt+97XY3plBDHhCSOwTqxXged2IRmk3oa0m1sNIzRYK1hdAQTh5CdPqTy87UTEUgI\nqKCHJFyh2laWJC0IyBut1UKaspub5TGAgbxjONsCvSTSkqzFZ5CLj5IgQNZ0j6nwdsx+Ws1L1Rra\nLHdtlOZ26Gh+lbKMZDq0ncqXSOomIuxcexxeZ/VQKwAwxgCYFS5Nc7FZTshIKeEphbiUBD3odbCz\ntYFe6p3QDY30uoHMu9qnk+LkdLR8FbC2pYPxyr3xOyI0AIC8AFg/D5w0eyUruSNRaL0aTXn8zAhP\np3mTwyzp3Xgevu9zv/GOrNXhcJwdJzQcDsdDgxAC//cPfwf+2o/9a7w1qYawlEVH+f2lp6/ilZf/\nBElkK0FlieHLQACE14WJC+P1zmt/hsdeej+kjqCpv7xxJgCTnOD4+p9hcrhESFc9Cff0EGCG6nQh\ngx5UZwAhFbzuwAqNtmpQKARAYZyVci7qwgLF038bY6MAowHo1OhOKzolU5uTQpSWIRVAWjgUFW9H\nOXejPldprXPWvxwrntPgsWgkDUMK+r2zG+K8wnlEdsolDh0M+jg6OsbG+gA7m2vw/WqZWilFURoW\nQKAEOp5Ex/cwCYuwK2MYk9EIvUEmErjyssznwSC8sj+GYYa4D8GSj2cM6NxjM0IjE0ScxEA0BUch\nolu3GkVGujCER1lZWwBE0BL48E/8OJRyJo7D8aBxdd4cDsdDRcfz8Mm/+V34uov2qW1mRDFbg8kY\nhtaMJDFIEgNSPq6++BzYJKm3YLUEcRn0Kr+z1rj7xVfAOlzZ8PT769h79gO4+OJH0NnYmT0gC/1g\nBhPlPyAChASkQjwZY3p4C8O3X8XpzdcQnu5DKGtg2tyM1CuSxLbMbmL7DbCObd8BHafCoSQyUgGG\nNGQIQtrXer4Ds835sL/YPiJGl8bg4rV8TTklUZFdV76LmkVH7b60suJnIVbonxH0VxCUDZh5664z\nb57SOEII9HtdvOuJy7i4uz0jMjI8JQEwlAC6vrT5HZ3qsetdCQqHuDSQuDiQ2O0p7HQlNrsSa4FE\nTwGBABTNF0ChZrxxMK54C22u0Cp1vSwkBHjnsSJkD7Df6+kI+ngfPDwCR1MADD2e34hvejyx6UGS\nYBTh/Ee+CbsfeN/Ka3I4HO88Tu47HI6HDiEEfvw//jj+/v/xW/j5T+8j67fQRmdtgCvPP4c3P/Xp\npcbn2tN1Ur412NN9k+MDDO/ewuDKFuq9Muq5Hvn2tO+D0RqQHjauPove6ARxFGJ45w2YaLqUsUxS\n2R4JZKs0JeP0yTQJoJQ8XclhqBh6XH1STYT8mVIlp6LF6M+3CQBpDxGSVpxwNmeaF8GlzuYzVaba\nLrCWFV4/b07yNgMg5tLltc9Hqr1JXRECZgn6vfsKLVrVzjYgyNq1CyIo34dSCkqpNMvFZO0fW1FS\nIEkIg46Xeze6voLtvc3wpMDuRoBpFCOajnF+c3GXcGaGYUAzoA3bV2YQA9NwAl9LK5CB1MMFK5rT\n7xXncYZlj9fsvSXlAVsXwW+/av9+NBQxYGNgps1VvbLPbHoygVF2XlIBPvjf/f2F1+hwOL4yOKHh\ncDgeWv7Wd38Drp77FP77X/kiSM43Atd3z2Pn2lXce+N6o9GYJTrneRvgPMyKOU3xLp23/6VX0D3/\nOFSnD8DG4ZukyLew1Z3S90Y3W5tCQQUSaxeexPGbn2u3SCvVmQhQPpCE1UZzuVdCtnsGSBRjlA34\npjK16XYGCq9F+VhBgElzMFiXWkWU5sgFh517ZTO9ybAvJTGX4SQBZKndXrr2fAuXzmGAhEo7wBdz\nVIRhqRJWHMZIwgjSs5WiKsdlCd5t6y0ds2hfnutCEgI6FxZSyuZGcgsUDDOj1+1AUfG9tYnkXlq0\ngHBpq2NDnZjxxs172FkfzDTHrENEkARIAJDV78vtYQTv3OIu3ZV1FiMjv5tk1x9Nh+BJc3NCANCT\n5vyrrLRtHMZIwPb7yoz3/93/BtL1y3A4Hhqc0HA4HA813/sXXsTH3vM4/uHP/B7+3z+9gYnxrKFE\n1vOR5WsQEdb3LuPk9i1Mjo9yUWHFRCk3oQXruag+Pb71md/DxtXnVw7Hqo5LUH4H3c09TA5v2nj+\nzHbLjeNazAqRzY8oG6mVUUt5FtlT47oRXBcjLV4MAgNSgU32NNnke5Amg+dig2QRgsWiNo9JHSFq\n1jNw3/kZdg2tZXsbD89CvEq5MC1fgc7aGpiBJCrGzypF2aT8TCTYylWzIra+0tK0pc8n27Te8eB7\ny/z3WxNbtUpgJASkEJA14UBE6HR8rAeEwCs+pyjRuH1wgovnNpaYuwEiHISMUDOCBcK/clpxBUVv\ncrahgKLbnlzOhqEnNmyqkhyujU2EZ0YyjfPwq80X3ovL3/otq12Tw+H4suKEhsPheOjZ217Dj/7g\nx/CjAP7w82/jH/3sy/j9Lx4hFrZ5Xjm8aefJF3F66zoOr39htUmyJGgUYTXx6ATTg5sINveWHqZe\n4pSZoeMwbaBXFxTA3FS5VqO85LGYJzDqXozKtnJSOPInxBAyvQZKRQUwKzYYIA1A1sZEKjhqidhN\noVFt17ho/5cB6c2GWeUeMABoqEabCZGgo6A8Cc68SRlNXgNmCEHLiYw8N6nqrSAhC9FDBHBzFa6r\nuxswUa2iFzOu3z7A7tYa5Mr9QgpujTWurb0T5gNBdNqFBgmCHqWJ3ibNH6pV2kqixHq2CPjI//iP\n3oE1ORyOdxInNBwOx1cV73/mEv7Z3/pLMMbgf/7Xf4i/989/C+T3ofxOHvayduEqVKeH/Vc/ZZvZ\nlaiHuVQNYgGq9TgY3n4d3mATJP3mkJpcUBiYOIJOIpg4gkki6DgC6xgmiaHjEHW/xErUcxfqnoyS\nZ2GuFyPro1EWKtk1lwxaAID0rVfIJOl5pbyCXGzUDOxFLBIWdcqVtOrnz/OULClQhFIzeTjLkAmR\nOErgBd5y8xHQUe1zlb9TmhkeARACIg2Xa8ohMZXvtxWI24MA610PN25Narn6BG0Mbuwf4ere9lLX\nOXsJjLeHyTsiNEgIUK9ZaGT3IhlPkIRx4/fEingDAnDuQx+C1+/f95ocDsc7ixMaDofjqxIhBH7w\nOz+A9z9zAX/n//wdGAO8/todHO6fgqSE9Ds4//RLuPvKnxYNv9AQgjRjwFDFqwEAp299AetXn7ch\nGsakYsJ6KTJxMS+sh1aogNQ+SIuwaD/BvuQeB66+rwuWjLKgYbZGuPDSXI4E4AQ2ej8Nq6JM2GQh\nOkteT1mwVK6xflxW9SophXKV1pwLrOr9WVY85BW9uKlB4WIG650VksgJQUNjP2aGNoxEGySGoY2B\nLwlB1184tjEmv5cdT+L8Rg++sl6pfreL4XjW4/H23SNc2F6D3+DJWQSDcGOU3FfyfBnRrSan5xWo\nkhgmipCczumzwoCONRjAh3/MeTMcjocRJzQcDsdXNe9/+jF84qW38XN//CauPbWH06G2ZXC1AUDY\nfOJFTA9vITzeh0niheOBCFQKsmdmJOEYR298CkIqQHjpYffxFB8lw7a+v5wYXt43b76y0T7Pi1FM\n2JDD0RCKVRIdNpfDAxuZio3y/LZKVpo+XNybORWkZkK4ysfnw2bz1Ktblc6r60QGOluXIPzAemMW\nEE9GOHjzSxicv5I2aOQ8J2OZpPD+Wqd6TCmUrP4dkWTXHyaFoMjERZ2tfnep75gxBiQI59a6WOt6\nlXPWBr1GoWGYsX9wgkt75RLMLfezYQ1TDRyGjO3OOyA0PN/mCCUxKBXyHIWAMdDTaP7JZIXGk3/l\nr0DId0DMOxyOdxxaof710gc6HA7Hg+D1O0f4z//XX8cffuY24lDPGGrR+Bgnb79mw5iWqRSUJhNX\njUuC8HwIv7tSyE0STm2vj7LBuhBuFxhNHoF8zcXas3CaPNmiJgJsDkJkxYSo5VywwYxoAYoKWHVD\nngCIwJboLW+k9LXmLQE3JD8UV257guTDFIKLmiprlejtPgFqquLUBhE2rz43a9iTFQuCkCaBZwIE\nEFJAeQKXnzgHMNuqZCatTpb2e+Hsvbav6xsdqDmhU/bCGV1fYmet27K76FIPANHpIc6td6Faci5u\n3bmHMKoK7EBJvPfx83js/BaICIYBhi1pa7j2agx0/nvacZwIH9zr4In1OcZ9lt9SLjzQ8pkMf/df\nwZwcgOPIVheDzcmIT0aY3Jjf/PLu6/fwrf/iFyFccz6H40Gw8L8y9zfT4XD8ueHx3U38zI/8RUSJ\nxjf+yP+OmzdHlf1+bwP9c5dxfP1zIKmKalKp5ZYn3QKzgoA5Dxcx0RR6OoHIymimhlp2XG7kZ6Ex\nxtintWT/yV3aG5JphNIaKuKiLDJmhFMmAgQgRE14lMZlYz0UnHoQhAQg03tgF5ElPhdzEdLH/un1\nZnkf6bz1ULFyyJa1xpEvgtASMlVaK+pvGbaHRzpGXXCsGNIjmiplpXMys80F17V7TYSNc13cu3Oy\n1Bxr68FikQEAZHtiFJ6bqudHkO25QWTfb231W/+nZ2YM+j2E0XE+hiclXrp2Dr6S0EmMvY32ZOxW\nmCFNCDk8KIX0ibS3BpU8Y6JoSAkCm+JYlLYLL0AyqYVIEWDCdo9G9nfx3Ac+4ESGw/EQ4/52OhyO\nP3f4SuLlH/v38cP/9Jfxs7/2RSRR8eS8s34ep+rVNEk8M9gJEKLUUyJ9kk+luv+lF2YGCbLduUUW\nrlI6JncIZEa8BmeGsVwhLj6z9pcSF2WBIwCIUm6GKRmuNSpeCbZ5GNBgIfP+Gky2k3hujOfrKXsW\nGBUxwEWvA7ABtCk8GFmFJiHS9dWud2Zd6dqyg9JrsZeri3C3NIdj1dwBMae5XyNEWNvqwA/m/xea\n3YNuz4Ofdu1uW1smbI0BOp7MxUSmwwjUrMdAoPKNryyT0O91cHh8CmM0pBB46eo5dNKqV/dOJ9hZ\n60Gt4v2xA+MUnr3XmXhlc+ZSB8n+zca110OnsvvHzIA20FrjhR/+22ec1eFwfCU4e307h8PheMj5\nh//ht+E3/sH3oNcTYKPzClT+YAsAbKlQoYpQnyxUSHiAUAApkPBAQtnthnKBwpw1q9MzlawySAiQ\n9K1FrCOwjkp5BytQFxeV32sGPKWJ2pnIWGXsYmMqOLJfbYdwNi3XKiSQemtgTBFapWMgCW1ololR\nCeXKy8GK4gl3eXs2zUxomJndzlkjRpsYvExuRhnpdxYfVKI78NDpFUnknIZH6ThBHMaIJhHCcYR4\nGkMQoHyFOGFECWMaGUwjg0loMA4NxlOD0dRgHDLGoT0mUARPAkoAUljPRWsE3RLrXe93IciKjF5Q\niCoGcDBsLo+7CA2JCPefF8HMMGHzGvQ0KpLDjQG0hgkjcBjBxDG0DOCvn7EniMPh+IrgPBoOh+PP\nNY+d38Dn/8kP4pO/+Wn83X/2m7h7+xidzfOQQQ+Tozt5tSgbHlQ1nJhNkeDLSHsjiFInbQIMgxYl\nomZGO2sgHucegix0qD3Xg1IjvhYexAYwbD0C5RCmYuXVYdq8GdlYLbkOs8dq5L00mhDKPpKPJjbf\nox5yNZda6JMAUK7kVVljLXG5NIeQCslkbO/pMlOTgPAnGN55s/2YdG4SAsFgAxMOMDkZI++KPoeL\nT+0iaU9FmcEw5no+6uvieYIyHef89jqubnUx6Mx2zL53OsbOoAu5qlcDjCF7CGiFi2vATCczYjL3\n7kQxWJvUMzh7jYOnX7ivuR0Ox5cfJzQcDscjwfd89AV81we/Bn/9p34Bf/Bnt3B8bwjV6SI8OUR4\nelA6spS8mj9lL+2NJ4XnI/UesA5bxQJnnbQrlBKpc89I6Ul/3rMj9Sxk68iOAQFlcVPPZ2hcR3U/\nlUXLKqFGzCg62JVi8jNSg7UcDYXM6M/DonT1mhrnL4VpleeuHFsPpyJQHpq2WASAGSTtubahYrY5\nDZjLQ8UEgv46vO7A5ugktqcI1a+9Rn+jC787a9wvQjOglvxIZgKWSvfIVxLrXR8bPR/JZNzojTIM\nHI6mOLfWW22RbIXGDqarnVdDj4elIYtwu/jgBBy1V4kjIux9/BP3NbfD4fjy44SGw+F4ZOj6Cv/4\nhz6B7/x7P43uIIB5bAtvfkZDeh6mJwcVY7MVkiia1yUAFCrlVmdYYMjn2oEKI96EYG/QXia2HD41\nz1uR7yfrhSlVebL5KLUnxfVxmkTAjKFvE7NnBAeb1AuUhULVPBImroZ6LfKqtN2LbK508STVYkdG\nWhGJiCCDXn6f2WjbxT2ewsQRwAZC+ZB+F9N4imh4ACE9COmBlLLvVfp73SNAwObe+qKVNKINQzV1\nFm+keu96gcJ618da4MMrJZ8bKaGT5rC9uydjbPe7EEvPCYAEToyH+4meYqNhprZgQx4iFScAM8J7\nx/NORaKB7fe8/+yTOxyOrwhOaDgcjkcKJQX+s+/6AP6LT/4OhBC49uK7cHz7Ht767Ak0GHpRrw0S\nVSN/kaG1Sr5AmsxshUQqYoqBGvIV5hjnM4nii9aRCoZlbc1yknomtBoEBxvbY4Oy+1YXKpyk81YF\nB1FLinM9Mb4sXjidpzx/qQpY9p7T34XnIxoe2OaL0TTNn7HKT/gdqKAPoTyr0xLb5V2jJaeBBEQq\nPi4/9ww6gx78jgc2WT2yBs9Ddj01dENfjeL40lhE8KXEhk9Y6/joBx5kg1hgZsg5QsMw43A0bS2p\n20ZMChEL+LRaTkwOEZLx0H4eJi0YAMAkGsmc3BFmhty5eLY5HQ7HVxQnNBwOxyPHx7/2afxvv/op\nvHrXhm1s7O3A8DO4/coXkYRTJHFcSSjOehcwmzTfomT0sUab2lihT1FBOaRpkTekjYpRmm9ccA5K\n4U0rCI6ypyH37MyWt2XWaV5Kw9LaBMeiOUvjZ6FY8XSMOJym45cESXYeMwBT5M3M5LfYSlgmDhHF\nofVieAFU0Ifq9CGkas6hYAMTRxAE7F49P7NkWzyg/J7yRPK6EJlGGj3f3kNJDEUEJeyPFLCvlCaL\nE7CzRHM/0ZaDkd67sJRIko1Epa8BpRtSKQkiQEqBxCio+BS5wKRSn5NUFLWtjUiAkxhIktJHxYiP\nho3HF+cRBs+/d+4xDofj4cAJDYfD8UjyX/57H8V/8OO/kPX/xsbuNob7xxge7AMAtNapd4OLSkrA\njAHMOgFJvyWB94xPegEsZek3GdxNp7Ya7VwY6blgAGyp2vn5B61ryQRHk7clC6dKvRUNz95rgmPJ\nObN5ZVZquHRdWf5KPY+l0uujdHy2Mk63E82Kjk4fKhhAyNmStRu75W7b5aWWy9M2ex3srWP4Eri6\nJtJqU4s/A8Np1/EWiAiy3msivV4lJS5ur2N7rY8ra80ekTbYGJihB300v6leaSEoCxJmRvjmlyof\nCxEhOj6tLbV6j5mBa9/9vUuv0+FwPDic0HA4HI8k7758Hk/v9vGFOyN4Augoxm1PYrC1idM7t0BK\nwCQGrOtVdepGe5qwLdLE8LJRtFRFp8y4zcamfOvShn6bwEj3tZZ7bRIgc5OvF2wvn18RHi0eiNbw\noVRwkEIlcb5tvHxOWbouLqqDEVnx1MTMGrKxZgUHgEJ0nDaLjo29c7ZB44pVnAohQrg31isZ/NoY\nyHqTxMbxKfeySSlwYWsDO2v9PDdjqhn9FeYlIaD72y2isYFc9FnxkJwe51XfMkycIBmHlfGytWc/\ng2/6DlfW1uH4KsEJDYfD8cjyne+9hn/665+GJMCknZ+l59vwD2Yo5SGeERpNWLHBWYfkcouiilFM\nqDbTS/eZcDanYqHIyAzhOSKjcmwLS5ZRPbt3o+wlqI6TrYpa5rC3SKVDZXkmpjizfI7wADDYJNWw\nKaFmxVNl9lL+SmUNdcFRzklpEh0dBP01qMC3ImPVe1ZikjDGsUHPW0ascHNORwO+7yOOIlzYWse5\n9X41nIoZ08Sgv9ScJaQHE6xBhqeLj60RHxXV3jKBnoynabPCVHDX8m1i8vD4937/ynM5HI4HgxMa\nDofjkWVvez0POcmNXiKooINkOoFo7I8xz6hj5L0msh4YpSZ0rV2h7cSVoRkC1OYNKJ+5yJYlsrE1\nM5MuME5b8yBWgOo3t/mwLAdm3hxFnxOZJ3ODC28HZU/0c+/HAo9LuZO7rnlM2o6rLrqyVhNPce2Z\nF3Hl0g4MAbEhxJrBmceKsdL9uztKcG1zidK4DCQtQqPsXRNE2Bz0sLu209wzgwjTmIHV8sEBNtD9\n7ZWFBhEhSYVG5mXRiUZ486A9nwTAY9/3n8zd73A4Hi6c0HA4HI8sF7aL8qPlxG0vFRpEBOl50HGp\nEtWyCd4kQMJbfFzlnMIwp9yrUZsvs1VXMvyXXPPCdZ1xnLrgyChdA5e2FWFjs14QuyuL9RdFWVSd\nACCQKHmKsnGWvVdNno8lBYfyfbzra1+CkAICNlG7I63Gy0SHya50kehgxp1hvJzQIEJimkPLfCUR\n+D58JeFLgb6kudNqWNGyfGldgEHQvS3g4I2lzwEAPRlDh9NsEOutuHdsq081zcMM3trD7jd8y0rz\nOByOB4sTGg6H45Hl0nYR5122oVXQyd8LqaDjCNVcCiCvoNT6cLWWrzGX+thnC7mpU6l6VTe276ci\nViqgKC8ZWwpnWub8eetCOVOlJfo/P7/kJaqImdKYWY+NhtCnpddaOa8uOOybJ156Hsr3a0PY6lBS\nAB1FMMy56NBZda+WnJODiYE2vESuBsOkFayEEAh8D4HnwfcURGncruClLnuaMAb+CnkaRODOGlh6\nIL2gNHS2YmbEh/dygQEArA3iw3avCDPw9N/420uvy+FwPBw4oeFwOB5Z1vvdkolfGL9CKcigC4Dg\nKQ86mth+EAC4HraRpwvURMWyYoEkyOuD41ER9tNalal83rwn4vZkIgE2Og05qouBBcJgURiTfWc9\nL6WwpcaSvnXvQN3gb0gKZ+YiHGpmAaVeGYUrpDpONal7zAAAIABJREFUZf2lnI5VRUdrCFkhOHau\nXUN3fSO/9jZxKYgQSCCQVhjEBog1kDSIDsPAwUTjfL/033RtvZIIge+h53vYHnQhhZidmxmSGHLJ\nXJxJYjDwVwxNIuvVUKd3asNxvubKuoxBeLhfiAxmxAfHMyF+5fvJO5fQv3JttXU5HI4HjhMaDofj\nkcaThEgXZr3yFXrrPYAUktgmgkejY8TjEwCzjgASEmx0bhS3eTEqwoFE1VgGQH4fHE9sBatlvA3z\nqjnl+QwAUfpEP/XA5PkNBNimgPdJRVwJzJb0peJaszwUk3qIyustGaX55YBAQs3OU7/mcnWphTSI\njmVoudcXn3kG7/rQBwEAh6cTdHyFjq8ghJjr0SIi+BLwU9GRGBtilZgsr8PmaWRCgwgIPM+O7ykE\nnoJM51BSQDXmE9mrDaiUB9N0LaXt0VkrMm/sAanQMDoBJwk4iWGS2L7XSeW9HtpeGcwMaIP4cFgV\nFmx7jBhjwIbx5Pf/p2dcmMPheJA4oeFwOB5pMqHRCSTOXzufG4bqZJoLDdXp50KjEZklKFPpqb3I\nlYXdQ4AQ1WOyvWm4j+3HoW2ewirhU7nBLqzAmJNTkec3CKQGrSkM9fuolFSML8DSL81VW2pezrT2\nFL/Bu1Hv8j07WNkz0XjAgtXWs9RLImSOMZ6xdu5cLjKy0yZhgkmYwPckOr6Cp2Z7bcwOSfAk4Ek7\nhmbAE4Q1X2J3o49AKSjZ4K1IzxW17dl82hhIMDq+lx+bX236R/51TZs0Khish/fSu1EPaaOZkLHs\nDgozxemN18FJqaFlA8wME4aVbdHhqe3Joa1HLBMXGZqBrWeeax3T4XA8vDih4XA4Hmke2+rheJrg\n3CDAzaNpbud6vsIU1iBSnf7cMQgCHI9Afq9kKIvUeEsNxLq4yIzsvGRragSqLjga5cZiYzhOPfSH\nCCDVaBxzGt7UaOwSgUiCSdh1ZIJjlc7gTfej6el//j4L4aLSK6rXkoXUkCiqUZXWPDNmfa1NOSBz\nRVR1XtCCvh0AhOfh3NMv4nj/EOs7mzPXHcUaUWz7YXQCD4EnZ45pXAkRVOaBkBKDTjD3eAC50Mi+\nK1GiMY0iXFjvYbO3+PwKDEgzp6Rzm4aQEqLThx4ezR2eiHKhwczQcYLxnUNw3OxdY2ZgfXuZlTsc\njocQVyPO4XA80nzjs9ewt9GBlAJeKf9C+UUoivSCPPSoESLAaJvHkRnLegomgJue1jOsUc8ataCq\ndPIOkISAMbbELQojsmL4ZiFSwqsaw/mxJhUZyPMnsh97fjYM2dAv6dl8i/tNGm86lzWgI8DERZhU\ndjPqXddLuRVc3lbPgWky2rPQsJJ4mxEebVTCzsr9TmbPPf/08+hsbCIxPg73x5iMYpgsj6d0nDaM\n0STC4ekE47D5mOa1LNZ6WThU5r0YhRH2T0YYT0M8vrO2usjArBdj6fOMgb+9u9SxJooAAEkYYzqa\ntoqMjP6T7z7TmhwOx4PHCQ2Hw/FI8zXXLiIz6TxVGFnKKxy+RATpd+qnpqQ9MvweKB5ZgZCFByUT\na1gDhQFsErCJwSaxwiQzunPjm3Ojn1NxQOkPsuORGsOkqgKobLzr2Br3QoGUB/I6adJ2ZojPkgsO\n5QMyKITHWciuV8f2HhgNriejc+33yjXY0KlZb9ASc7Y9di+LtbLYaRp+RnQU6/D7a9i+9pQN7UqH\nm4xjHO5PMDwJofWsmGAGpmGCw9MpTkchkkTPHLMsZbEYJQkOh2PcPR5iNI2gpMC79zYQqDN+bmkh\ngrOcp7b2Fh5m4tgmg09CRNNoocggIpz7wEfOsiKHw/EQ4EKnHA7HI83TVy6B8AdgEAIlMQqtAeiV\nPBokCJuPvQunt28gngyho7Aw8CmNc1cBOB6nxqixT+8BQMdgZStYAQQSWUhVmiuRT5KFEmVzKpsc\nLryG8Kn03KYwIh0j95LUumKTkAAJsE7AaUI2pxWBynMQkG5XgFBFArnRVjBklYRa7inr2HopsvPK\nXhg2VjAJgSI/pXb9jPkepMZJqyLDPu1fNudkwTHlz4oZbAyi4SmCtfWZkLRwmiCcJvA8gU7Pgx+o\nmWOiRCNKNKSIK2FVdqrS5zVziXYcYxjTOEac6PyzS0DQhvDU9ho6vgdtTM2R0xCC10KDj20hRARv\nbRPk+eA4ah6XGXo6RTiaIokTK5ii+ULDMGP3Qx9dcTUOh+NhwQkNh8PxSKOUwFrg4SSM4avCuBVS\noLuxBpCACgKbdKsURvt3MTk5gI6mM2M1G2gMJGMAEvD7xRFLGHzkdW15WpMgqyKVeTg4C63Jn9Jr\nVLpiy9o/73kIlgE4LnISjLGeBpJ52giBQaUwMmvMwgqXvJQtp2NlidhUGPvCs0nhueFfC43Kw6VK\n8UFcvidlYVIPp2qjKjJmxphXtar8qS1KiCdCPJ3i9Zd/C49/w7dDKoKURT5NZsjHsUF8HELKCJ2e\nh6CTVY8qxs7CqsZTIPBstSops3GQ3tJi7DBOEMYxEm0giGAgkDDBoBBCm72gUoWKmWGYYbIKTpVL\nbxYfeTfzM+Bt7SK689bMdmYGDGN6eIyk5MXguL33BjMjhoTstHkTHQ7Hw44TGg6H45Hn0vY6Tm7e\ngywZ1+e31nBucwNfvH6cb+tubCIajcBGY3QYzsb7S88a40D6RJ7yJ/MzjeVaYGOskZ8a8CSk9RAk\nQzAp6zlhbb0NaTI5mxhAGmaUVbaqDFrkbMwkVpcSpUmoPFwLOkFRycpWs8rFRxZ2ZMKZvAnbO0ED\npIoKV3kHb5OKpibDnqtig9mWDabSnOV1z1zfbOiVvffp+IzimJqXRwY9+3Q9LcFayRlp+bykH4AZ\nSGJGEgNCMKQkCMnZ7AARtGaMTiOMh1ZwdLpeKcWG8mmmUYJplMBTtlqV70l4QiDRGtM4QZR6AAwT\nICSikrjI8CXBk1VPkG0aSLCbZS4u2sQHAGgmSDpDSJcxM0IjD/E6OUF0fIJ4XFScIqIZj0Zd/IwO\nZgW9w+H46sEJDYfD8cjz1KVd/NnNA6z3A5xEBue31uB7NuTlrZuniGJreBIR1vcu4OD6FJ3BJqan\nh3aAPG2iAwhRGMczcHFwGyYCc5ETQCSs4Q4AnABRAgTrYB2lhrAASa9luszILuctNBiQxeNzO19l\neVmeAkoek1LE08xQZMWK0XZt6fiU5juwoUKolD0hdbFBhNbgrJm8Bq6941LoVWbVczFX6d6QVOl1\nE0h5ECrNjclFR7PBrYJu5XdjAGMYiAEp7Y+QhZeDGZiMYkxGMYKOQrenIBtK3yaJxjDRePdeHxcH\nAvdORhhOYwzDGEIqnN9ab70nax2/eV+JbK66+GAAbGzuhxcNredKqkqOTmsDvmxsIeBt7QKw3wEA\niIcjRMfHYK0b81FMFBchYdpgOowQjmKEwwjROIa+n/JnDofjgeOEhsPheOR57okr+MU/+QJeuLQB\nFXQRm+Kp6oXzA1x/u+ihIZRC/9wuhnfvQIYTG0KVP6IW83XEzBPyajJ0UVnK5Lvtg/hSuVECqKU5\nW3FMyaA2tY7gZ0g+htHNXgQ2tnxu41P/dD8Jm8he9ujMhEmJ2nnASlkCVIgXQnaJ9eukyosVHUjz\nVqpzEQmQ8iGUn/Z3iGf6Q8igPZxHa/tDZCBlGlolCtGR53H4Et2eV8kHevxcD89e6CNONG4dDREl\n1gslpMDVC5tz78Fa0CI4F5Dl5UASRBLCG+3n+zgNw2OR5utIBRZppTNZzQFiZgjlwd86h9GN64iO\njmzyd7a/1BuDmWESjdM7Q4SpuEims/kaAozDV7+IrXc9eaZrczgcDxYnNBwOxyPP5lof3/7ep/GZ\nN+/gmhF49d4k33d+u4sbt06hS0bS+u45dNcGuPdWF9OjO9DRBCZJoIIuknA8ZyZueH+GEBVu6InR\nNEfJA9G8hvuhWD9nnpCmY1hbj0hTGFLF44LmHI2Fy6iGVDGbqkaZmbckOIRMxUR73wgSAlIEYOUD\nqeggIgRrmy3jV6dOEkaSZKFVgFJFVScyBhwmkDC4vLuGy5s+Ep3g9tGotgjC+c31IrSvJW/FS1WW\n1XFn8wR4yaTyO6WVw0jP5lJYPSiqQkRIJMNTTO/erd0LztfNzNBRjPHNexgeTBCdNiePZ7z+r34B\nW3/jr5/pehwOx4PFCQ2Hw+EA8MEX3o037xzg4sDHG4fT3KshpcDWZhf7B2MIKeB3Awgh4Pke2Bgc\nCYFoeGhzK4iQhKOZsQthwKWfJuZsLxvkTfsrGmZOw7V6Fah3CE6Tuxt9G6xBmdgok+eHANUQqvr+\nRWut3Zt8zFreRt0w7/QRrO8AbBBPRtBR1ciuLpUAKSGlBEAQSkIqCaN1aepankkJY6zu8xTh61/Y\nwyDL1Uh7nYAZoTYAF4nY2ShKKfS7ge3sQbaAgSzlXkgiSDAUDBQ0NBM47QGySrUpGDMjNOZhb7EB\nkggEKxaYeW7VKWZGMgkxvn0ANgaqq+YKDWbG7d97GYATGg7HVyNOaDgcDgcAIQS+4yNfi0/+6su4\nutXBayWvxpULAwxDm6RdNtj6WxswxuBgOoSpGVdZBFX+1DdLDp/nUWgSEvUk6Eric7YN1e3l0rfL\nzJGecv9wWrFodjBmXYSWAQ0iopRDQWTFkkEpHG2B6Mi8GeVk8Pp1lT0oRJBB1+4WEn5/HabTRzw5\nhYlDLMJEIZQnAS/NcTBpcnWL8CAAnUDhI++7gk5Q/a+38RNhtlW7mNHv+bjQ9xaIBcJplFixQQBD\nw7CtTKUZQEl4tI5DBJXcZ/J1Gj41OzSBDSMejjG5W3QP97qLw72Gr752f2tyOBwPDNewz+FwOFIG\nvS4+/OwTuLQWQAlrjAkiXNkZ4NlrW40G2trOFlSnlBhMIjWZ00pNpEAibay30JhvMjlbhEEmLkxW\n1rYsMhbMUcppKC28Zfuq1LwIlV2mmB9oEA0NHo+sPG45DGxm7Fr4VWPIGGa8HCroVtYgpEQw2ESw\nvgOh5iVWl/JpYI1oIQWUJ+F3fPgdD55vk70p/R51Ogofef/lGZHRSlbxS0gkZl6oXEFigChtFkgA\nJBgeNDqkESCGxzEUTPqdKcKYynOu4tFoggFI1XyN06NhRWQQEVRv/v0gIpjhCDqaH17lcDgeTpzQ\ncDgcjhLPPnkVlzZ6uLLZQdeX2Nvswfckru72EXjN/2Sun7Px+rbHhQEordZDYrUQpUUeDcCOl8Xh\nrJxvwcj/2U9L1uav9dClhWJjgWemNdSrZfz895pHojKfScPCamKIKH/6v5RISp0uym8WE0IqBGtb\nCNa2G5/O2+W2iBmUhYeC3/HR7fl477O72OgvrgrVRKiX/5yHUXPY3HzhUVyLSKaN1aFWoXzP8vK2\np2NM949mjpW+XCjABYA3f+037mtNDofjweCEhsPhcNT49g+9B89sB7iy2YNMn0hLQXjmymxp0W5H\nYvfiNgCATQJgXn7EAup9LuzG2u9tVZ7y3Wi13NIqSyQ8kFD2PUlbZYlKnpCsv0Y+f82AZ56rMyqz\nNwmlsvekUo2q5A1Z5JVBWWxxbR8wd4Epa7uXsXHhCkTLE3ihPARr2/AHW9YrVbqecgWlRRgGPCmw\nt9nFxc0O1rseZH57F48Ta17O+GduFRp1qsIjga+n6EyP4I/ugZMkny/Lq1gWAiA8lZ8LANHJCPFp\nc5EEIoLqzvdqMDPe/KVfWXoNDofj4cEJDYfD4ajh+z7+8jd/Pa6uV59AX9zuYq1kFA36HgYDH731\nAQDAxFMIEoBJzvZUOM+zKBnL9SfnrT06ilPaN5w1EcMg9yZkxn1ZFDRg9U6bd4SQ5QzMiI10zSSW\nKdWaiaD6PSKItt4iJYyOoYIONi9eRTDIROTs9UjPR7C+Db+/YftuNF7TfDJvhpICGz0PF7e62F0P\n0Ouo4lNpGZMBLOXUIMLJ9GxCVwiB9f1XQOEUNBkCp0fg4QkwHQNxBNbLiQ8SAqS8fH98PIKeRDBJ\n87qYeak8jRu/+dtnui6Hw/FgcULD4XA4Guj3uvjE17+A3W7R44CI8K5LaxCCsL7mo5uKDiEEhCCY\nyCbSkonPaNKXjHc2qHSzLhYxf4iZ/VR7nXvyEsdY455yz0l7Nay5YoNKYqN8XHq9KuguyJOoL6s6\nvuquzYxZxyS2ZCsJgcHOLtZ2L9q+Gk3XQgTpdxCs76C3s4e13QsQ9f9B54iP9VrYFBEh8CR2BgEu\nbXexPfDhq/b/krPci0VEhpGs4G0B0pC/eIrg5HZ1h9FAHFmxMTq14mN0CoRTIInBpZCrsvBQQQAw\nEB0NYdLO36Zt/QyoTrNHw3BWOpkwvLXfeIzD4Xi4cVWnHA6Ho4XdnU382y89gZ/+/dcQGWtg7212\nsLvTmXnCrJMkDZ1CWs51NanR+IS4MQ9AVL0AS/HOlrK1MAhUVGNtWRMB4LYkcyKUy7nmZzCDhIQK\nFNjzkYTT/N62raScBC6UDxV04a/tIJkOEQ2PGntlZEIjw+/2sXnpGob37iCejBqvyVZPAnQ0webu\nAGwYSWKQxBo61kgiXU55yC9zMOepvSBCP1DoBwqJNhiHGsNpnH7HbGmBMDHoeQsaNaachhpbC8KR\nKusD0L/3OmiJcDPoxP6kMIm0Fbpt5gcpoXwf0eEpOEtMJ2r1aIAAr+dVqmFF2mAcaYxDjUls359O\nY0yHQ3QGg6Wvy+FwPHic0HA4HI45PPfUNbxw/Tb+6OYpCIRzXYFzfQ+3h4WRaoyplEQVBBAMZG8D\nJGxZW0pLi0bDw5aZ2oy8miFezqVYikp911VOXHL0FcVG8970bRZKVZQRJiHhdfswOoGOpqlgYMzc\nhNLYfn8zzTkheL11qO4adDhGNDqufE4mScBsKs0GhZRYO38B4egUo4O7rV4Kk3WPFwTPl5Xu3saw\nFR2JgWLg8k5v1vvRgpIC6z2Bta5ClBiMwgTTWCNZ4aObJtUKXVx6D2rI8WGNztFby09QOdfYclcl\n0fbW7/5BLjIyjC6ERrm3hwk14sMpXrkzxiTSGMem0hyzgPDZX/x1vO8vf+Js63Q4HA8EJzQcDodj\nAd/zF74eb/7sr4IAKEHYHfgVoaGTBDou9R9gDTM9hOz0AREURjMVgmOGuYZk2RifZ7FSy/svL7nY\nSOEGLVSIjdrSiAAWsDkgqVARs/81CalAnT5YJ9DRJL2Hs4JDeD6k36nOTQTV6UN1+tBRiGh0BB2O\nZzwa5eM7g3V4QRfD/VtIotm+GqzbcyGEIIhAwQvSDb7AmidxGmfJ64s/myy0Kki9GFc3O3hys5Pr\nOevs4KIFJAMMBjMwUEAHMbj0uWTv7bHG6icSYAK6w7sQrOf32FgCNgbDO/sY3rxV3c4Mk+i8l0Yy\niqGHMfQwAqcKan8YYVHE1+d/5bec0HA4vspwQsPhcDiW4KPPXMHvvnIDAHB+4AMoOoBPh0OwLjoj\ng9Mu4Se34G1fTe3n1IATshJ6UtBkZTVsyxv/zeMsxmJbWdnlxqM88KbdkM5yNjgLCcqERSY2yIoN\nqTwIqWBq94mIQMoDSQWTRNBRubmcnd3vb9W2Vdci/QBdf88mgqtyx/bZNUvPw/qFK5ieHGF8dK+y\nz9Tjo+YgibAeKAx8WxVqGJuVfEsERqjtWqtFxZrvM7OBmteBPk2tAScQoyMEd/4MkApkjPXw5OOs\nLjxu/ZtPl9aRnm8M4sPQiotx3LisricxmlMxi8F4648/tdJaHA7Hg8clgzscDscSvP/ZpyBSC6nv\nS3RKibuCgKCTPUUvl4HVQDyuGGttycaLqxiVk7rnhVmdhXp41Rwjde4olP9ZjNVwXCYuyuFUpeRw\noQKQVJB+UPLgcOV86QXweusgqfL7K7wOZO5GwNx7KqSHtY11PP2uHcg5cU1EhO7GFjYuPlYpg8tL\nCw1GNw2rEqnguND3sOaJpT8t5lo41AIMaOHXiY0BRRN07nwBgggkJcjzIPwA8HwrPKSsFg6eMygz\nY/8LryIejfN8HAIgjMH4+hGi22PoUbPIAJDfo3nce+36wmMcDsfDhRMaDofDsQRSCDy5t4XMUtob\nFMm9XV/gpW/+MK4++zT6m7Z5X5arQCa0HaKlTDe3/bPbFE41WxaWsj4UTczroTEzR2bYyznhWFn1\nq1K53QVQ/rg8f2zefBwJFA0Nq2JDdgb2bBJQfpBWn2rI/SCC1+lDBT0ANjejuvz56x2djrG+HuDZ\nZ8+h21L5KEP5QVoGd2OZoYs1AghU1YheWXAQYRIvLzRsA8N22BgQa3RufQ7UkCRPmfBQJeGhFEiq\nRuHBzEimU+x/4VUrMJghmCFTsTHZH83Mgdo4nZZmmPmaQJgensw9xuFwPHw4oeFwOBxL8qHnn8rf\nn0vLlW73fUgwhBS49NTjuPqe9+Dicy9i89IV+P0+VNCFGR/AC7rwur2Z/IGM5u1N/SfuB1H8rNS1\nvN6rYgkrm8pio+0QKoWCFWJDekFlbUJKSL/T7A1iBhsN6XchvdU6b4+HtolcECh8zdecw85282eT\nr1cIDHbOY+vKYzh39TJ6noCYubzZz8xXzfdgFcExWcGjAQC6NazKhjN1bn4OIpnNPWmCiGxzR6Vm\nhEeWXL7/hddAcQLBjHJwXzKJkUyac2HyNcGGTi2EGbc+/9pSa3Y4HA8HLkfD4XA4lmR7fQ1bvQCH\n4xB7az6+5tI6dvoBfu3GDZAQ1ohTPrauXMXWlasAgKO7Qwzv3EA8ugdvfQ/BQCEYbM0OzgbhyR2E\nJ/dm92UsEgZz8oxJSHBj5/EVyBKws6TuReTHlfqDNJWLhUDR5ZusB4PIJmun2224lA82BiaJSsng\nALOG39+YmV51+tBxuzGttUE4CRF0AwhBuHZtE/3+GNffPMG8mylkgOmY8fzldRDZzt2TSGMSa1s5\nKbKvmotE7XlkgmNeDke0Um8Mhql5k/KwJzaQR29DhMPKvlVyMaxAlGAY6CjB27/zMsa3bs/cLTa8\n0JuRsUzoFAB85v/5ZVx45qnFBzocjocCJzQcDodjBd7zxGX82me+hI4iXNvsYKxt32yBZoNSSA/r\nFx9HPB5iMg7x/7P35kGWZXl93+ecc9e35lpVWVVd1d3Vy0x3z8rAIFYTAwKEbAsFQsY2dlhgRxAg\nY9lhO4yQbfASQUgWCkfYGIUhZIUiJCOFbQESCJhBLMPAMMxMz9A9PT3VW62ZVbm99a7nHP9x35r5\nXmZWNzDV0+cz8SYz73rufa/rne/9LV8pq3QlIb25Sbc1JfHqBYLGKsn+Xcp0wPHUo1Mmg0smizKI\nkH5EORxPoN8iM5P8UxlHNqxdLoJmxcbo6TlUfhjWaKyePhEXUiL9EGt0JURElWI1Z+4nBLWNy/i1\nOr3tmycOr98dEETBpCPY5maduObzyiv7lKf0lE2zklrsE3iCwJO0mffKKLQhLwyPblSpXaf5n8wJ\njsLQz/XkLhsLpbF4x0Mox7GjiMa449TYw6RIIE+I+vcQfjBtXGBMJTaYbn8W4dG/u832H/whOssX\nrhdSkOydLjSkEGeKaFgsr3z8U3zkR/+TU7d1OBwPBy51yuFwOB6AZx+/zLm6z8VmQDtUdAfDSjwA\nJ5k3+7UG9dXVKi3I6gXT9Gpip/yQ+rmr1DYuzxc2wwOkOk2PqaIGKohnuist4M1EOY6N5ZRjjAXH\nuAj82OoqjWpWMAghkMpD+lHVrWt0nvFyFURYo/HiqYmbFzdpXXmWsL1Jrd3mkefeRRAvT4nq94bH\nipwb9YBn3r1Jvb7cZA8gTU9OCfKVpBEpar5io+YTjhsInHK/pRC0AlWlVAVqIgCGpa5SxUavZVgq\noTHZrkgh6UCRESSHk/5g05QoH+kH4PmnFoFbYzBas/2Hf8Tt3/74UpEBoLOSor98/Sy1M0Y0Xvn4\nH55pO4fD8XDghIbD4XA8AEopvvrpqyglaQWS3f3eZJ02Jz/pV0oS1Gr4cQNOcLoWQhDU27QffQ9C\nzU52l5neLTiGVHi1FtI7ebL8lpirsTiDCBKCcOU8XtxaslqgwlqV+390uRccKwofF4Mr5YGQ1M5d\npXHxyYlAM8YSt5pcff9zbD52ZWSeOM+gN1z49N73FU8/tc65zZloxBGSdPl7OMba6nPhK8laLWCj\n5k87lj2A4DhX87jUCGmEPvXAI/YVvgS1yLNEiOpaywyGnUpoAFhDkHaWnm+8n1DeUuGh85zXf/XX\nObz+6qnXrhfUZtgZoTT7CjwJnCyiBILh/vLxOxyOhw+XOuVwOBwPyLUrl7l+4w41BZ3+cJJqcrRe\nd9GESSmwfgBSooty2iZ1wWTXC2PWHn8f+698ZuSIzQnz+ZkJuB/ORDHmBnTGK3xA5mo2Tpk8S0W0\ncYl80CDZv3tse6k86huX0UVG2rmPnfHSEFIh/QhryrnlXq1F/dzV+fQpBFZPn9yvbp2nub7G/ddv\n0Nvdn2y1TGiM93vkkTb1esDrbxyO3s/ptskpEY0x5Ux9ha8kq7WA0lj6WVkVeZ8hperaWkwrPrnY\n3VqLsaCNwSZ9dJ7MriRIp9GMszBpQ0zlcWLynNu/+uuILCM8JYXLGMurn7hJmRajgnEmP4UQo07G\n0+WlMRR6prHyETNCRr//+R/74TOP3+FwfPlxQsPhcDjeBM8+cZXPvvw6w6QqNrbWjlKnTp6ASQFC\nWJTykMrDWkORpEv386I6q4+/j4NXP1s5ax9jnBJVvWTUQHkP1n3pT4Tx2CwIz5+rq1hE0FhFBTHD\n3ZuYcppeI0SVQqP8kNr6JYpBh3xwOLNeIJSPlQpTZPitDeqbjywUC+ZIAbUX+Gw9dY2VC+fYeeV1\n8iRl0BueemlrazFR5HH9lX2KUZtZISDJziA0RpPoo3hSsBL7NI2ln5cMT3ENv9w6uSNWdSqBEqCk\nIs2ntRHjwnk/6WCNRZylzuPosaXk/sc/AXmOPCWFzxrL3su7ZN2zdbWy1vKlQU5+QuqhxYJSfPeP\n/+iDDNvhcHyZcalTDofD8Sa4fOE8sa/IirJvj29CAAAgAElEQVQqZn6AYIFSI48NQHkecbuF8hc9\n96kO6sdNVh59L359lfFEVAhJUF+hfu4qK4+9l/bV5/Dqq0tFxrJ0FKl8wvYm8dpF/PrK/JP1N1m7\nUT9/lXj90nJzwnE9ShDRuHANvzbtGDW7jxCCoLFCbf3ikWhFdf0qiKlvXFoakTBLxj+bTpXnJbpc\n7kg9plbzeebdmzSb1TishSQ5PXUKqqLwZSgpaEc+5+oBNX9ahzLBWuq+pBWerYYBwOgSU8w41esS\nBgfozh4mG2K0nqw7qdZjOgRL5wsvkW5vn/H8hu0X7p15vBq4fYY0tGf/rY/gee75qMPxdsL9F+tw\nOBxvkueefAwrPoVgSSH4kjlcrVUD6ZP0E4osR0pJ3GxgIo/hYWd+/9EcOqi3aUVNTKnx6228qD43\nwc56+2duUSq9gKCxStBoo4IYrMHkCUGthW2fo0h65IMDdJacfrAl+LUmXlQjOdgZdbsac6S9rZTU\nNi6T9xsk+3cW1lFILyBe26rG1TtgfGOlF5wgZo5YfxxhNp1KDxNUq7F84xGeJ3nyiTXu3O2xvT1g\nmBanpj0BlPr0yfxYcDQDy6DQ9PNxqpzgkXZ05vfWWotOZwrc82FVo2EMOhmgkyrSIVTliSGCEBVG\no/bH01SzyfGMIe90Ofjs82c+/86L99D56eJtvP3tpOQMt4jv/3s/caZjOhyOhwcnNBwOh+NNcq+X\nTyZleoHPwVxjWiGorbVpbq7hhwFFliN2DrA2Jk8zdGHwwpjWpkdvd3/hk+YgbiKD2uKJ7VJ37+n5\ng9YGUWtt4qQ9GefMqYSUBPU2Qb1NmWdk3fuUaf9NRTeEVNTWL1LW2yR7d6Z1JgsIGiuoMMbqJa1S\nhSCotfDCGll3F52neFGd6V0+2aBuGV7g843PXiazls/eOjxVOAghuHSxxWorJvQ9NusBaanJtaUw\nVY3EUR7Eak9KQTP0qAdq5AZuudSadh+b/Vwsui4hBDobgtGQ9auf1Z5z21ldopMSkgElTFzAq1c0\n8YUBuP87vwsL0r+OYq2lzDT3vrj7AFcMN0419LNsvucpNq5ceqDjOhyOLz9OaDgcDseb5Fd+/3OT\n36tC8PkceyEgbjcIajGNtRWkN3367ocBfhRQpDlhHKFVSpoYgjCgfX6D7v29Y/Nde8Ij+kWRgDHK\nD1i9+hRZr7d4gyUiwgsjao+9F1MWJAd3TxULy/CiOo2ta6Sde4yy7RfKAuWHNLe28GOPdFiyqGZB\nKo9o5TzNtRp4AQJJWWh0qTGlOVaXcYaAA71M875H2qzEPr/zyi7G2FNLpmuNqpvXey80Rh2TKrSx\n5NqQ6+nPmi8R1mDFuLPSYpEwd51CUA8UVxqSmByKqjBbzLQItna0bEZkWmvQ/YMqkvEA2LJAlwV6\nWBn5Cc9HBCHp9j2yvX2QEiHFxG9kbt+Zz8/dz29jzuhibqxlJyvJTjEjFAi+96f+5gNdj8PheDhw\nQsPhcDjeJO96ZJNf+/wbFNocKwT3lOS5Jy+TeTXudrKFE9dau0EnrTogKT8ksglFWdVttM9vUmQl\nRTYzsT9h1iyWRDQa5y6xcvlxEGKp0Fg+ra7OJT2f+uYVauuXSA/vMdy9NSrgfgA3aSmJVy8QN2tk\ng+yEmhHJ6tYKWVJwuNPFLMipEVKwevHc4muxFl0adKExuqTSXydYpgPdpDL+u7xa4zufvcBvfvEe\nw3yR18lxDpOcc81pobaSglgq4iNdhdcjiZCStLQkpWHsBbg84mJpeoKNaGKjN99+6dgVVaKj7O4v\nFhkPGJCyZYHJMwY3b5MP0vmVI7Eh5OglKhFS5prd63uja5of4aJIjBSCG6fUuVgsXrvBB77zWx7s\nAhwOx0OBKwZ3OByON8l3/bn387XXNucCAlIKnrl2kb/0ka/i2ScucWWjtnSO54c+fjSakQqB8gOU\nHBvSKeorNaLGjGnfiRGN+VoFL4w5/+4Psnb1KaTyTp5ontXkWyritS3WnvwQzYtPEjTXZyIpZxMd\n8coq5554FC842d8jqgWcu7JG1BgXgU8HKdXyry4hBJ6vCGsBcbPGex5dI/BOLqTupeWkk9JKHPAX\nntviXONsnbsOh2czpCst+FLQDCTnah7nY0k7EIRqQfG9tUgEj7bU2WszjMbkKfn+3WVbnOk4swgp\nKQeLRIutjPtKjc5LijQj6ye88puvISyje3lEBo3FycyyVBu6pcYu/V/F+//ydzzw2B0Ox8OBi2g4\nHA7Hm0QpyYVmyDNXNvnDL93n8Uc2ec9Tj1CLppPU9XpA6EmyJekkKxsrDDtdsrSkzC1BILBCUBYW\now3tzSZ+6NPb65+cOjUT0WhdfJT21tUj6VQPrjRO8pdoXHiM1uWnsNaS9fZJD3dI97fReXpiPYcA\nvCDg3LVH2XvjFtlwecG5VJK1C22SXsrhvd7ksPKENLGjtOoBX//sBV54Y597h+nCqFAvLeauNfQU\nH3n3BT5944CXdpakm42u5eCU+oIKS6EtzGgrJQV1Kaj7VQpRpiEtDakGKwSX6wJfnByJmRuLlGS7\n27wZQXESxSKhcfTcQnD3j++TD6b3YtmoDVXb4evDnJtJecKWIOsRP/QL/zsf+AsfebBBOxyOhwYn\nNBwOh+Mt8MTlC5Ts8Pi1D1WRgyMIIbiyHvOlncGxdavNmI12nb39gMNuH2MsRV/R7w8hkJS5wRpL\nrRXhB4rD+/2FYxACwnpM4/wV6hvnCGvN4xv9aXn1SUnU3iBqb2CvPEOZDigHu5SFXiw4xmkzSrHx\n2BUO7mwzPDjZ7TluRgSxz+FOjywpkOrsrV6thcCTvP/xde7sD3nxjQOsnb8dvQXpO1IIPnR1jZVa\nwB+8trewssRizxbRsCe3uJVCEHsQe1XnJ20tm14JVmK1rQSjEAu7QkHVGUpnQ3Sy+PPxVigHJ3ce\ns9bSudWje+fkcxtrEVRtbK8Pcooln8dxHOO93/Od/PA//t9cO1uH422O+y/Y4XA43gJ/7r1P89LN\nbZQuMHJxqsvl1XmhEfqKC+stoqD6J3h9rU2vPwQMYbOOzjO0kgyNpSw1vq/wI5+1rTa5CRFS4vkK\nL1B4gYccFekG9dqJLV2XsjQC8WDGbkII/LhB+9wq1mh6Ozsk3eUiQgjB6sUL+GFIZ7sqFF+G8hRr\nF9sMuyn5GTwXxozrjIUQXFqvs9oIef6VvaouY0T3BIfvJzYbtCOP33z5PoU2R0Yo2B+cwZROiBOF\nxvymggCDNMWkXZUFEFWNhxUKO/p9EpkRgvzgiMeFtVWqndFIo5F5ijVmrpvUaWlZVht0uvz6jLEU\nw4KdF/eWH2NUg9IpDS/1cnpL7oPFIhAEa21+9Bd/nnd9/VefODaHw/H2wAkNh8PheAu0G/Wq6LhI\nsUG8cJt66NGMfPpZweZKg5XGvC+ClJKNjRV27u2DkDRbEbsHCY1WwHCoQVT/VCtP0oy9yvtiwSRR\nKUlpNIsEwul9lBbw4AbS07F4HiuXLlFbW6Vz9y5llrFISAghaG6s4QU+ezfvnDwcIai3Yy6c87AS\nUjM64glF8kdN+2qhx4fffY5X7nR5dbsHWNLCUGqDt6T2Y7MZ8V3PbfGbL+9weCT60c1KjLWnumWX\n5vRWu9WlWAJxVM5QiQZtEFTnH4sPKyRkA7zDHYTRCGsQRoM1c2+fKQr2nn8BrxbjNep4jQZ+s36i\n8CiGi9OmJtsDtz+zgz2ha5QGXuim7GR64WdQIEb1GIIP/+D38oM/+1MPlBrncDgebpzQcDgcjrfI\nhfUV7nWGJ054v+HJDboF7A3LhVP+Zr1GN+ySZCVWBbRrJamFuKZQUpGP3Kt1kaGO+GCMUZ6gXPZw\n/kSd8eAi5OQ9pmlGQVxj47HHSTqHdHd2FrZHhcqt+9zjV5dObmcJI58PPLlJXhq2D1Nu7yUkeTWx\nPjquRcEaKQRPXmqz0Y54/tU9ssLQz0pWassLwOuhx3c8s8XvvbrLjYNpOpG1VTF5+2ibqaPjALQF\n7xTxJgBfnB79GIsPYQ363ht4p7azFWAt5WBYFXjv3AdA1WL8ZgOvUcdv1BFqatxXDtNj4shogykt\nutAcvtHB5hp/5FouxFRM5cZys5/zpW426bAllihX4Xv8t5/6Ja6+99lTr9vhcLy9cELD4XA43iIf\nevpxfuWTn0eUGdYLj4mNdj2mHoUIIchKw439IXc66dykWArB1XMrvHZnl8x6RKEiFJJOWtKoeVjr\nc9BLsWWOtWZhO1vlSZaFIaRSSOUhhJ36IUiBFIIyh3w4xB4zZXsLIY3ZowhBbWWVqNkiYHkqThBH\nPHZ5hUEpSMvlUmY8EQ48yZWNGo+sx3SHJbf3E3Y62UhcVGLnaERjltVGyDc8e4EXbxzQSQrasX+y\nuZ+SfOMTm7xwtztn7neY5KcKDajqNLwTnMwBEAL/ASz+rDXYweHpGy65LD1M0MNkXng06niNOsnO\nLvmgwOiqZbApq5ohqy39Oz10pvECNRpHJTCS0vDyYcqNfr7QvHAy7tGn/9pHvo7/6lf/kavFcDi+\nQnH/ZTscDsdb5KlHL/OJF66zV4yExghfKdZadbyZ4uXQkzyxWefKasz1+33SoiT0BL4EqBPqAa/s\npuSlJPJA1QO6ac7maos49NnrDNF5Vrk3H5kUq0mr1JmIQiBptkIadZ/isebCibQuS4zWJL0B3d1D\nuvcOKNLsLeiM5WLn8Uc26QwK9rqLi6jjKORrHl/n828ccGtvcSHy0fmrEIJ23add93nqomHnMOPW\nXsIg06hTrsFTkvc+tk7TV6MowenO4M9dHJn7Xd9F26og/Opa/eQTAeUpxnRjzio0rBmJjDOYKJ61\nTe5EeNzbZfcLt8n60xCZtRadafp3etiRv8lYYAxLw8uHGTf7+anxsXFh/Xf8rR/hr/zkf3mmcTkc\njrcnTmg4HA7HnwDf/53fxD/7rU9xo6gmdK1aRCMK51rMjp/EW1s9ib7SDii0RycrqvanQK3e4Emj\nuUPAYT9laz2m0Al5URJ4inNrdfqZJbEGT3mMnaYtgC+RShBHPq12SLMZEoyeOBtj6ZzQQUgIQa3d\npNZucuHaI2TDlMOdfQadDOV5lGV5xPF5+YR8as52fL2UkkfO19HGctg/nuclROVF8v7H1mjX+rxw\ns8NRw70TghR4SnJpPebSekxeaGpelbJ0Gu++0KAZerx2mKLt6W1lx+Z+v339/glbzbS3EqC1qQqy\nZ83sjtxDYQ0KM5mMnygQhMD290++sJltH5S8N/95Kfo5/Z0BsyUkRgo+szPgzqDAMi3qXobFInyP\nH/nnP8f7nQmfw/EVjxMaDofD8SeAlJLv+eYP8U8/+UV83yPwPEoDpdWUppp+WQRFUWJ0Wfko+AIv\n9PBMTuL7dNMCP4zI+l0ur9UYpjl5aXhkLebWYU7g1xBAMxJstetV0eyRCWRyoYldMNF70HlmWIs4\n99ilSSE6VALClJqyKMmGOZaq65UQojKmrv4PXxSkSUme62MRAikqUXN1q4G+1VvYWrYar+DxC02a\nNZ9PfWkPbaalxMtcxY8S+IrH12v00pztXnZitMKXgthXPLkW8/phSnoGdbJSC/g3n9tiI1ZcWxFo\nW4kabUY/rUBbO1ne8gy+HlYF21iEtQhM9XO0TJoCIQ0oDyt9rPIRavY9MMwKENs7ONO9eFCKJJ8T\nlsl+QnqQIn0JSiKUYH9Y8OkbXfLS4Imqw1d1FbNMRZvFEp9b5yf+6F+yfnnrT2XcDofj4cIJDYfD\n4fgTQkrJX/3adz/wfsYY/s9/9ftEyuPACNIopkyHPL5R52YnJfRDtloBndxMIiR5lhLGtWOSQjCa\niL+JJ9inIYRA+R7K9/CjaDSHXFDY7UkazYAkKekcJMyWfownyFIIHr/U5PqtLoN0eerPZivim587\nzx+8vEs/nem4dEakgKfPNdlshHzxXo98iYAYd5zyleTaWsztbsZhdoaUJCkpLfMO3/NbTH6zZQHD\nkz1DhCkRZTK3p0WA8kF5COVjpQdeAOkQTHm2drUP8HmwxpJ1psXlaZqTFxrVnBbL39hLeOF2b/QR\nECiYpKlZW4lCAxgrJolg59/7Ln7yj/6lq8dwON5BuB5yDofD8WVGSskPfvvXIm3JqkgIohogaNV8\nIlU9vfY9ybVzNc63IwRQZIuLquWfvL5YyGnzViEEtZrP+a0m9ca4UNoyW8MupeDapRZRcPJXUS30\n+MZnznFhJRod5uxSY7zlWi3gqx9Z5UIjXHgMNRd1EVxuhVxoBKNNTz5fcZbcLIBTCsGttcfiAUAV\n/dA5Ih8ikg5ysIfo3EW/8DvY/W3oHUA6wBb5THqenSvuP2uNBoCQgqxbiZ0sK8i7lXO6tRZrLS/e\n6fHHI5GxcH9RNRnwhCCQglDC+tUt/ufnf82JDIfjHYYTGg6Hw/EQIKXk+77pg0jpcVEOiFWVbnNl\nNUZrA1iyvGCzFfHkVot6qCjz/NgkWIrF0YwHmWhOOWUCfYZDSilYWY3ZPF/H99Wx/H2lBE8+0iLw\nTv468pTkQ0+s8/Sl1oPojLltPSV5+nyT92y18I94ZqgjCk0IwWbN59F2WHlknHDSExpkzR/zVH8I\nizxDvMYag+7uYwddyFMYdqGzC3t34N4N7N5d6O3PiY+x6BiLhdPIeglpVpAeZpP9tIVPvd7h9d2T\n3cLnxjqqd/nP/tU/OvM+DofjKwcnNBwOh+MhoVmLWJUFUgjOxRJtBVGgON8IAEGWF5Whmye5ulFn\nIxaoOXM3+2f8j/oi5woW9kwKAsXm+TrN8PhTfU9JnnykhX9KiyghBE9dbPGBR1dG4otToxtHvbyh\nim58zZXV0X2tjnFUaIxphh5PrMWjsS0+11kDGgAsaEs8WYVAnEEECCkx228sXmktFBkMe9Ddg707\n2O036H3m0+T7XcreEJ1k6Lw41s54LEJ0UZL0M/SgxPMVUlWtkD/56gH3umdwQp8dqxB83Y/8B2w9\n/cQD7edwOL4ycDFMh8PheIj4rm/+MP/3R/8A4SssVY3AWj1gpRFz/X6PLC8Ig8rvoR0rHmnU0FbQ\nzTTdpKSXVdGPqQiYTqCXT5UfhFE3JEDKquBaSYGSVfRCCsGFmmJvUIzGMkUIwdMXatw8zOgcqcsI\n/EpsGH1Sz6KKS2s1vvaxc9w8THh5t8+wMEsLvZfN2z0ledf5FpuNnC/e653YBjfyJE+s1bhxmDBY\nEL7Q9myu30B10/SS9rVCIE5pbWuNwXQPsMng9HNR1VvoPKfz8hsLfFIAKRBKIT2FGL0Ge30oDEHk\nYYwlyTUfe3GXQaaRQiBH13raNVtrybB830//92caq8Ph+MrDCQ2Hw+F4iKhFEXUyDoXick2ym2qK\nsmSjHfPkuSa3uxlhMDWHK8qSwPdZr3ms1zyMtewllsJAWlqGuWZYGIxlOjkExo1IHwQpoFkLacUB\ncag46KcLt1NS8shKyO6g5F6/mBMBnpQ8thbzhZ0Bma46KI0JA8XV1dqpfhYW8KTgsbUaj67GbPcz\nvnR/wF5SHBNTpwUI1usBX31llbv9govN5c7gnhQ8thpzp5+zv6BTVmnBP8vtPCGiASys0RgzLvI3\nO0uiGQtPJzj44hKRAWAs1pSUeYEuDQd3u5SD6j4aU31+Pva5+wxzPd4cg0DYUQcxFouscUH4f/P7\n/7zqjuZwON6ROKHhcDgcDxlPPnqFT71+j3qg2Uk0Qlu0MazEAdZCf2YuWhQlYTCdIEshuND0UEpN\nW6BaS6Et9wchWWFIC80w1wyyshIiWkwm9UJUhdHj6ESmLc04YKUREQfTY2ItcaBIcz0zNZ76Rggh\n2Gz4RL7k1mE2cugWk/a2T27WeHFngDHzgmK9EfLU+SbPbw8ozLwQmZxl5vqFEGw1I7aaEYdJwfW9\nAbdmXNftGWI4vpIMDQidVy1lWVzTIoTgUjMk9iS3e/mcGCoNI9PF5VhrlxaETybrWk+Smm1luALj\nugpr0d19TDKYe2+XRRWsMSR7HdLd5Z2uxvv3Own97f7k/TPW0s9KPva5+6TFcZFiGbfvZWGUQwhB\ndOUC177mAyffFIfD8RWNExoOh8PxkPGBZ9/Fl16/SV9IHm0F3O7nFKVG+oLVWsCFMGQ/1RwkBaXW\nGGORMzUGxpi57j5CCAJPsNWOqkn6kYlpWhrS0uDNiJMxe72cQVZO97EWBHgSNuo+1BTGCnJtyLWl\nKA3GTiemzVDx+HrEjYOM0kwnxaEnubYe86UjhcWeFMSe5INbDT5zt0++QGwsEw8rsc+HLq/w3HnN\nq/tDXt0fEnryzGlNERqBYUiwtHUvwFrsEyrJ6510IqAq1+8zhDSORDQmE/MyRwwOMGIUfaISFyYd\nUva76GEPW4zd1GUVUaB6jX+vatbnW90evnzj2BDszC9aGw7uVFGM8ViMtfSSko99/j7ZApFxlKNR\nDixoLP/rK793+v1wOBxf0Tih4XA4HA8hnqgmrpESnK8HdMuS0K/+yRbWcrkdc64Rst1LycuCwPfn\nnnIvnVwvWOYriV5SRl4LFYNcM56e+rJ6iXGOkpRIwFOK2mifrciwPywmqVGhJ3l8PWL7SCFxK/K4\n3A651ZkuHxdlx77igxebfOZu71iK1WnpUJGveOZ8k3dv1hECumlxah2FwKJE9bNORmJ9DGqp2KgH\nI3O/g5TMWApz5tZTo2sYCQxdQG8X0gEqjKvUKCBJEnRnF1HklQgxes5Xw1qwAjRiJC4sEjF6WaSF\n/vY+ZZZjx9cgRp4coz+LrKT3+gHCVPfdmOotLUrDRz93n7w8XWTMYqlSyAyWH//0v3ApUw6HwwkN\nh8PheBh59xOP8+L11xiUcK4R0N1PJ5PkvCioxRGhp7i6WmdYGPolZKOJItZijEEdcQ5fVgw+mvpy\n7Im8tUS+JPZldTzs5HBKCiJfIa2hl88XYwshuNQKuHFYRTEQAiUFj69HSOa7Up1r+Azzkv1ET447\nJvIkH9xq8tntHslMEfZZ29sKIWhHikfaIfvDgu1+RmlYWP/hi+m1SaAmCjIshfWWplIFSnJtLaKb\nFjRtAsXISG8mamFH0R0h5MhBvarCqATGHiRdBOBFNawQZEh0UVKWGhu3IB77a4DQJUIXiLKAshIg\nOkkp+gPKNEdnOWWaYbSedI/KhMSUGr07wCYF5GbuXZaMXd2rYv4v3ujw0q0u5Vl79s5gsRjgh37p\n53j0A8898P4Oh+MrDyc0HA6H4yHk3U89wcvXX8UgMMZyuRlwaOxkol5qjaeqfP+aL2nXqtqCQWHo\npiWZMUgpq3aps5PkBZNsIY6IkNE2nqyiEe2NkINBgbGCKPQIfa9y0raWSKckpeFONyefKAiBJ+Fy\nO+BGJ5/UYfhK8uhqxM1ORqFN1WVJCK6uxSQ7A5LS4Mn5rlOhJ/nAVpPn7/YZjJ6wn6XuYnIpVDUE\nG/WA9ZrPflKy3cuqCMToOq21BEdKJwQQUeJhSAiWRkOUlKyFktb+G9N7KD2M8rFegFEBVgUYr/op\nywx9cHciMKwFGUYUKsCPYqJJFGCVssgoBgOGN65TDAdQltiywBQFwhxxLfdAKp+g5pP3E7KDHjov\nELlGv34AdnHpv7EWKQQ7+wmff+2QJNMoIWj6VTpYpi3HS98X3WeLxvLMd38bX/UXv/UMezgcjncC\nTmg4HA7HQ4qxFl8ICq2pBz5YRX/UQaooSpSUk8mv1hrP82iF1SsvDX0t0FTdp47FKxY4Y5dV+QWh\nJwmUqFq+CoGvfLZWAtIFmTQWiD3JY6shu8OSvWQ6AQ6U5HIr4GanMo1TI8forWbAzU426aIkheCJ\njao4fPaaZo/z/q0Gz2/36RfmgQz7ZhFCsF7zWYs9DtOSu72MXFeRjGhJlo+HoU7G0PqVS8nR7krG\nEBe9yb0VAKZEmRKK+foTay1FlmKyabeuQki85iqBPFq7YRB5jvjS89SLbGSYZynRFOLI5H/U4ano\nJ6QHPUxegAVRlmSv7zO2Wjlav2GtJc00n3v1gJ2D4x3EPFmJTW0rwVGccN9LLNpX/Ogv/OzyjRwO\nxzsOJzQcDofjIeXRrQ227++yl1eTwxVfcnmtyZ3OkF5WEEfhZFtzpH1p4EnWfDlxoy6MJS0tnUxj\nAM9TVbegUReomrYMS4OvxGguLfClIPDUpEA4PVqHIMQkQCKF4Fzdpxko8iKfLI88ycWmz+1eMUmL\nCpTkfCNgu5/PjfeJjdpSPwtfSd6/1eRz232SB3HIW7CpEILV2Gcl8uhkJbvdlKZnlkYtJJa6yMnw\nKfDmthNSEub9Mw1FCIEuisnfGkl9/RzI+YJ1ay2mc0Dxxc+ALif7ekrgKUkU+JXwMJai1JR5wcH1\nW9i8QBiLGnWo6t/oYmbqLKpuUFPB8fKtHi/f6lYRpxNQQlDzqs9AbiA38zGlAsN3/NgP873/0399\npvvgcDjeOTih4XA4HA8p73v/B7j9a7/Bim8ojYGyRGC5staglxbsZxqlpjk/ZpwuNekQZRhXYARK\nEqiqC1RhBVVi/nxK1RrQzUq0BX8kRMbrpBD4svLnmN1nWhVeEfuSK/WQe4NskjJVDxTn6/O+HY1A\nsRIpDmeM+xqhohUsLyD2pOB9Fxq8eP9sZnWnIYRgJfJZCRTeYBeNWtptqkqlKlDWkOLPCYOw6J3p\nfMYYrJn6UTQbNWzaxyof7QWgqq9kvXuX8vrnTyxGGQsPJQU7L72OSLJpsbi1pHsJeuR9MR6r1oZB\nL2fQyzjspPRyQyxgyOlGjuM6kUgJQgmFhUxbjCf56dufon1u40z3wOFwvLNwQsPhcDgeUqSUWF1S\nCxQH2lS+FllOHEc0I5+Vuof0Q9KiJClKhlkJR7pHWaMRUk0mrQLwsRRCMevyrZTEU5Uo6BdmUnwt\nBTSigEboESuBtYa0tCSlYVgYeoMCq+frBZQUXKz73OpPn963I+9YX6v12CctDOlMV6lHV0I0gt6S\nwgAlBe+7UCfPM4KJf8gJ7tRL18wgJX3/u/YAACAASURBVNLk+PmAwm+gvXhpAbiPRo7rNhCoMq3S\npE6hKs6uIjjGQqPRmIxc6AKhC4xQ6GRA+aXPnaklr7WW/vYexSCdW6YzTbqfTMRFv5vR6+fc3h+S\n6Sr1DgS+EDR9yVpQdYsalIZBOfajZzRWi6rXaJ7fYOXqZbaefZIrH3ov177ha1i/evnU63Y4HO9s\nnNBwOByOh5hnHrvCq7fvEAoDwiNNM2q1GACtSzw/oBH6NKMAmqAtlFZQGkNpLIU25LoSEpN0H0AZ\n0FRO3XJcgD1avxIKmqEkDjxi35vsZ0aeHY1A0hhVT4vYcPMw4SCbFxv1QLEWGfZnIhabjYBQVSaA\n1ekEF5ohNzopZuSx4StJIAQWS3/J/N2XknetKrTVdArBfiExiDNNzpdRtY+1BEUPUybkfgPrhQuP\nqUYtcItCEyUHk+V2JgJxdJ9x2pRhKjLm1gOyzDn4xO9idYFXj1FRsPBY43OZUtO5sXNs3XCnjzaW\ne3e77B4k7OeGg0LTLcy8a/roL4tAeIqfeuE3OHz1Bi/88m8QX7zAh//D72H10tZpt87hcDiW4oSG\nw+FwPMRce+Y5vnjzNk1V4vkeB4WkKAo8rxIARZ4RxbXJ9lKAJ8CTUw+Isb/BbLrU2Gsj0dU6JQS1\nsBIWnhSUhklr2gliHP+YWSQlV1oBql+wm5ST8wFs1nwGhSErqw5TSsBK5LE7LNBm2tlqqxFwu5cT\neFMxVPOqlKxFYmNcx6EErAWWFV/TKwX7hajSwhZ01joNYacnkrYkzA/ROqTwm7CgCBxrCPM+3r3r\n5EIgpKpeSlV1Mcqb1MeM73epSxr14yJjvH5w/WVMWkUnisM+pZJ4jRgVV7U4s4JDCMHha3ew2swd\nI9kd0ttP+Pwr+9wYFAyX1LPMigyAf+fv/DjnnrrGuaeu8dR3fMsZ75rD4XCcjBMaDofD8ZATYjBI\nPFtyIQ44zPKJ87cxGl2WyJGrt6AqXjaIuXQpT1QdqMbTTl8JPOXRFAKDmOw/RooFbXAR2GPz96pF\n7eVmgBRwbzidsAshuNQMeO0wm3SdAsFaLWB3kGNG0YLYV2zU/GOmd8vExtGCcSmg7VtanmWoLfu5\nILFTz4qzcLRdrAA8naF0RunXKb36JJ3KGoMwJf7Ol6ppurVYXWJ1CdNsMay1SOVhRuNo1BtYYxFy\n/gKsMegkYfj6a/PLtaHoDCh6CV49wqtFkyyxrDtgcP9wcp8ByrTk5ov3+cSNHr1Co5dc/azIsFg2\nr13l23/0B854pxwOh+PsOKHhcDgcDznf+G98C7/1279NXpa0A581mZObEM/zKC3kRUakplGNSmwY\nrJB4SqJk9RKAGbWTnX3abizHvBKqufCRprgnRAkqURFWDtPldLYdKMnFRsDtfj7qOmXxpGQ19tlP\nZmo4QrXQXbvmVZPhwcwAlVw8DiGg7lnqniXVhv3SozaulT8pymHtqHB+wTEBvxigypTCb2C8CCHA\nu/sS6GJuKj8pxh7dj6IsKTv7RCPPjKLeQq5souJ6JVZG74GQkv6LfwxmiRO3MZS9IWU/QdVCVBSy\n98Wb5IMcUxpMYciGOc9/9h5f2EupKl4E4yqc2YSpoyJDIPjP/8X/tfi8DofD8RZxQsPhcDgecoIw\nop53KMIWSV5QCwNiUlrNNaBKcSqEIYrrKCVRo5oLg6hakdpZ7wQoRmlT44m3FCBtVfg7NrCrxIqY\nLFuGFfPJVBfqAd1hVe8wphkqVopxF6tRpyZP0goV3VFthxCCCzVBWZaVEeHMOeteNabhKOigBKfW\nY0QKLsoCmR4ihiVl0KAIqrqLynfCIsYO3kafUE5eIa0mzDuUaQcGXVS6vNNUoS1pv4fNE2omnxzb\nDLqYQRcdxqj2BrK5ghCC7N4O+e79U0YAWIsepGx/9jV6O53J4qSX89E/2mY/OxqVqd4bAXPRjXG6\nlEDw9f/R93Lx6Wunn9vhcDjeBGK2eO0U3qRFksPhcDjeKsYY/vVHfw1PCtq1uEo5qtWpNZuTbaQf\n4kX1+f0sZMZO27baSngUc1LAIqylROKNXMKlGAkYU60vTGXoV+oqAWssXoQukGUxp0UimzPIy5Hf\nxaiQfCRY1mJ/zi/iMClIR3UEl+uSViAoRIAR82LD2iqFKtGwGSu26upEoTHGG+yiiuH0fkifMqhX\n3aWCGgiJKFLiw9fP8jZURnp3XzsWfRjrsUGhyTt7k5Sqhs2XihgrPVS9RefFl9BJcqYuU72dDrvX\ntyeF53v3h/zaZ++NanCW7Dd6pw3TjlIWix/H/P3+S0i5vKWww+FwnMCp/wi7iIbD4XC8DZBSUs8O\nsV5AWnjEQUCaDPECHz8IK1O9IqOEidiw1iKBUFaRDWk1ShiUqISFlBI1Y6dhMdOn/FST6ipyMB1H\nPhzQtz772qNk1HnqyFeNEIKVAPKUSdG3FIJVVcKMB4UQgpXYZ3eQUxpLpCrjv4CCAtAzX1FCCBpe\nNWFWDzAvPlp7IU1BkB4SpIdYBIUfQ55itUYoNZfSdBRrLaLfmRMZsw/rdrsDZNJDKoW1Fs+a5SLD\nWihzdn7rExSDBL8e4dfjUb3+gi5TxpInGXuv7kzOef2VQz7xyuGJ1z9NlRqnU1mq0Qu+7+/+LScy\nHA7HnyououFwOBxvE4wxfPKf/n2Cxipqbasy5wPa6xuI0e8IgfRDVBCjTIE0BcoUgAU/mjueld6R\nSa2osvZnIg4w/+RepwME1RP8oVXs5hJd6rlUppiCgJLSwr2k8m0QQrAVlHhK0Cea86nQxnJ/kPPM\n6jRKYYESj1L682O2FiUl5xv+qelTAEH39jGxcfR4Zn8Hc3gf4gbU21BvV6LDzgsvrIXt17GjGpRK\n3OWYdEi30HRu3pq2g7WWyJb4LK67sNZy8OJrpHvTFCiEwK9F+I0IxPz7YI3l5qdfRWclWht+74/v\n89r2NFIzrreYO8eMyJjdpnFunb/+iz/HtQ9/4MR753A4HKfgIhoOh8PxlYKUEq/WxCYd/ENNrb2K\nEYq8c5+g0SYUBolGZRrpB8gZYWGh6owkp5N5YQ0WeaYUpClVQbcQUBeamhrSy3N2RetYwbUvBWuh\nZC8bm/9ZFFAnY8DUo0JJwVrsUaVk2Un3LJ8SYSyF8CfCRAiBMYbB4R610MdGDZgRR8c4QWQwOqbN\nR4Z3Sb967d7BxnVotLH1NkJWEQox7IEuMUWGTRN0OgRdYoFBIfBmQy1CoJYUmAN0X7szLzIArKUY\nJBTDBK8WEdRjxMj/ZPuLt8gGGS+90eEz1zuTdwKmJftjITErOuzsNkLyrX/jB/jev/03XSTD4XD8\nmeAiGg6Hw/E243f+8c/QigKiKKTVbgOgPJ+w0Zp7Ei6CGFQwfTIuBNaP53Od1HzEAKEmvy6KaJgs\nmevQZMscM+ySo7gn2mgUsSgJKCfnPcwM/RIeicpJa9ocRSLCuWNLTJVeJdXcco0kF8FcFGQzvYvC\ngJAQNSFuIZQ3H+UwmrB7+9T7WbzxEsx0yjpyQ0aRjhb63k10Z39OvFgglQF7N29RW1khXmljjcWk\nKSvRvI/GWBEM7+7RuX7zxDGNv5u9OGTQSfiFf/Z57nXy5dvP/W7nBQZw7l2P8zd+9R+yefWRE8/r\ncDgcD4CLaDgcDsdXGu/++m/j5d/7dZQUdDsdWu02uixIex3CZgtGUQqbJ4hAYFVVgC1Gfg8ob2rc\nZ8yxNJ2JUBFi4tg9QUis0TPLqp8Bmi17wH1aWDH/tLwdCHKtmV0aoLE2JxXBdKGFyKRo61HIqbBQ\nGAKbk4+29XRWiYzqAiDpQNLBhnWI2+CPoiX25GhGtbs+QWSMBpX0sP1D9OHusbUCGBYGWxR4UYg1\nBlNqhtdfx/gK6XtIT01eOi/pvnqrijwsSP0aL9OF5tZr+/zrT9xkdzgrbGbcxydRi6MpUtNlyvP4\nK3/3x/m2v/7XTr0XDofD8SeNExoOh8PxNmPjyhPE9RYvfPT/oS4E/W6XRquF0SVZr0PYaIOUgMVm\nA2TUrMQFIHSOnXENHyfaTJlvh3uMo4tntlNYztPhsIwQfjCziWA9kmhjUEwn1yElxgpyPCwQiKrN\nrGdLlNbkwscof2T2ZwhtRmE96nqwuD4jG0A2wPoRIm4hTSUgqmiCXVjkbbP0tNtd1XHkx7ezgBaK\n4Z1b1fX7AdYYDj7/EjUBWmt0mk+OobOCZPcQLEglpwJkJuUqTwry9hbmG/48nT/4LBfsS5Sf/CyD\nQUZu7cgTQ4yEhK2cyD1VeTNai9WmKmgHzj99jR//5C9SazWPDt3hcDj+THCpUw6Hw/E2xRjDl37p\n57FZgtdoU2u1kdaAtQSNJiLPqvqDIsNIhTAGrEaXBVZ6yKiOiGqolQuIuImMq3qH+YLw+UJvW+aY\nIp/+bTSmfzA3Lpv0yIRPVtucS3fCWjydYsW0LsQCQ+tTSp8WKS0xnx6khSKXAaN2TKi8R5APUEoi\nR/UmR0WHtRZb5Njdm8ggRIY1VBijotqoyNtO6klMdw+ze/fUe1109idF4JPzAD0R0HntNVQY0r50\nkf3nX4I0oRHP1MdYi85LkvuHE7f22XVCCLSForbGV/0f/8DVTzgcjrcLp6ZOOaHhcDgcb3OKpM+N\nX/x5VNYnjONJ0bQKwmlalPImheDWGoyu0nGstdg8A0CEddTGJbzzjyJq7dHRzRGhUWDKqTfEQqGR\n9rDpkDKokzS25szxgt5dTNgAFUzTt4BSKFpkeAvM+CxQIBG6wMv7c99sQohKcEg5maBbrTH3b4A+\n6ncOwvNRUQ0ZxqggwuzdxSb9EztYWaMpDnZHv1uErArS06xk794u1hiCWo1yv0vR6VGPQnxPTe6v\nKUqG9w8rU5PxMUffvYNexv5+wrf/xkfxwuj4yR0Oh+PhxQkNh8PheKeQ7t7ljf/vZ6nX6/hBVeMw\nnrwKIbD+tPjazEzCTZFXPhJCgDGIIgM/Qp27irr0JKLRZmZHbJFN/rTWYHr7c+MYCw0hoPQiho2L\nkyhG1LkJWMqoDV40Y+JhWS33QXpo6WOlP+dSLqxBlcnIXbw6ry5KTFmgiwKtC4TyCMIA0ztAlfkk\n2jG+/umYq2XF/bvYZIAKI7woRkUxapTyNRYU1lp0OkQPKifwvD8k7fTJ+kO0FBR+lZKmOwmkKUJA\na2SoaK2t6jV2DuYiGVob+t2Uw1tdensJf/W155Gey2R2OBxvO5zQcDgcjnca2x//FdJXPkMUxwil\nqsgGIJQHXtVlymiNMaYyC9clthwJD2sRs/UIukQoD7V1DXnpSURj5YjQsJje3tz5bdrHpoOJhtAy\nYNC6BEISdW+NWrGCDlvYoIa1Ft8UtE1vegwqF28jfaxQeFkPaXXV8cnoyuOiLCZO53a8D5ANB5Rp\nipASJQVKSjwlpiLFGIqdW5hkyFGEVKhoKjyk55Pe32F4f4+s28fqacetLPQxQjC4eY/QrzxJosAn\n9DyEFAwP+vTvHGByjTVV694iKzncGYCBNCv51l/+J6y/59k38zY7HA7HlxsnNBwOh+Odyv7zH6f7\n6Y8Rt9sTsYEfTqII46iGNQZbzNRGZMn028PoeeFRX0E++hxy5RwiqlVdlvpHIxrzQgOqWotShciZ\nmg8L6KCBDRvE5YCaXVKYXWTzLWWtRWh9zCNj/H2W3n6NfNgnN3YSSDBFgQhrxK0WoruPLPNTDf+s\nteT9hPywf2y5UZIiDBjcug9pTtiIsdbSqsWkhwM6dw7JOwloO9lHl4bBYVYJjtJw6S//23zd//I/\nLD2/w+FwPOQ4oeFwOBzvdHZ+91fofOo3iddWidc3ECPRoctiMjkf12kAkKdVCpUQVYQjm3GgNgab\n54BAbl5CPvI0NFpVp6NxxGCB0ACqAu10iG6uV14Z485Xyicq+ijPR/jBfMqTNdg8nSk+N5XA0NMW\nu7PpUdn2TcreIQDGWjIz7apljaHIMmxZIgVEvkcw0/HpaHpVmeaku0dM9ca3KPAY3DskvX9Ifb2F\nkJKsk6D3hxRJXtVj5GZyLKMtg8MUYyzaWDr9jL+289JZ3j6Hw+F4WHFCw+FwOBxQpkO+8Pd+DD3o\ns3LtGvULF0CMJu6AybOpWChzKMuJ0CAbTou/rcVm2fyxtcC7+BjyypPIKK6ERjY49g1k8xTRO8AK\nga6tYGuVwaDKhvjpNG1K+AHCC6pjDfvYIsWWZdXtylpEniCw4PkIL0B4PlYqyl6HorN3XDBYKOy0\nyNyUJUWaTuomQk8SeApPyoloWVRbMTkm0OknDO/u4fke8UqDZH9IeucQpUbHyDSMzmmtpX+QYbTB\nWtjpJPx7n/stmlsX3tqb6nA4HF9enNBwOBwOx5TX/snPsP/pT2BKw/oz76JxaauqHzBlVRAOVbem\nsph+g6SDk4XGMK3WC4HcvIi88hTSq0TM2LvCGlOlYA2mEQKrfEy9jZf2Z4q8R9EJgCKfcyEHEEWG\nMPPdpKy1lMOUdH8fv1WfMyAco8fRDTs2IjSYoqDMssm2SgpCKfEEJPcPMWWVmnX0WElRcvj6NgBR\nq04xLOi+tkscB9X4CwPaTtzAewcJ1lQRlnuDkv/41udcC1uHw/GVgBMaDofD4Zjnjf/3H3Dvd34d\nnRXIKGLraz5I0Khhi5FPhNGIuZqNIWLmu8Kk87UUOsnmnvzbosT6Id7WJeTWZeS4PiTpw3Cm4Nta\n0CUq6VWpVJ4PXgBBBGVZpUhJMWmNiy6hSCeiZHwMqzX9m7erQm0p8JsNVDTjOD4et7YMB0O0sZis\nwOQ5ZZ6j0xybFZWw0GZhFGN8Ll2UFCMTPoRASY/9V3ap14IqE8yCTatokNGGg70h/WFJWmjMxYv8\n0Gc/dtrb43A4HG8XnNBwOBwOx3G+8DP/I90XP4/OS8o0Y/N9z7L6+JVpO9nZAvA8rbpPjSb4Ok3n\nvl0WCQ1T6mmUY20D7+pjCF0iRsXgUH1DiWxYtdMd72tt1VUqO7IM0HmJiqKqDW0YTNYNbm+jj4gf\nFYd4zXp1nlHNh84KDl56nfSwh1Vy3kxwNNZZjqZgjUXGOAVLSMnhqwf4niQMPayFtJOS9guGg5z9\nfk4+8s44901fx/f/8j887W1xOByOtxNOaDgcDodjMZ/6736Ecvce+WCI0YZ4ZY2tD78PPw4RM6Z8\nFDmUUzdwk80LC51m82Z0s0JjvMxaKA0yjpHtFrLdRtVixLCLGNUxTLZNk2NRhaKfYMtplymhJDKK\nKPOCcpgs7B4llMRr1FBRSP/WPTqv3Jq0p7WA9WQlLhZ1nhqlX01ETqkpkgxTGkxSUiQF+aBK4arX\nA4q05N4bHYqsGuOgNGSj+pdr3/fd/KWf/dvL3wiHw+F4e+KEhsPhcDgWY4zhj/6Lf598kFImKTov\nsYVl68PvY+2xrWnnqbKohMZ4v3zG4A8wWV4Ji3GdxQKhMV5+zB1bSGQYIMMA1YhHc36LnOkGVaY5\nJs05SnLQIzvs4zdigvbx2gxrLWVW0Lt1H5Mdb2drAaskSHE8ujEeH6IqDL/XQycltqic0kttsYDv\nS5LDjIPtwWS/oTakI0Hz9A/8u/zFn/7Js7wdDofD8XbDCQ2Hw+FwLGd4b5vnf+I/Je8NMNpQdqsU\npNUnHuXC+57AiwKE0XPpTaYosGU5IzQKzMzfVYeo04WG0WYuSvH/t3dvIZLldwHHf+ecqu6Znp7Z\nnSTuxUQ2JuSCGNw1i4gE2UREd4kmZoMQWEGCD0pEkIiihKASNE++BUMI5CEoQoIEVLwgQZ8EIcEX\nBYkgRJCdXXd7trvrdm5/H071bSZsZnZ/q8zy+cDAVHdXV3XVw+lv/28REf16E2UYo5o10VzaiWbv\nUoz9EPP9vdOTuquqivXN41gfnNupqq5i5779mF05Own9+NmDOPz2c1HGKVxml2enn7vwvKoqyuxs\nKtXJY/TrLlbPLaJfXIycfhhjGKcpZoc3FrFZdHFyvV0PYyyHMUpE/PBv/Ep84NOfvOP3AuAeIzQA\neHnP/cs34luf+0z06010x9P0oNKNUdZjPPTed8aDj70jmuFlQqPtYuzuIDTa/nRKVCll2u2qv3gQ\nX79cX7g9tn0Mmy6iqmK2fznm1/ZijIj2cHn7CEUpUe/Mop7vxOLGQWwObzn5u4qYX55HVd++K9Xp\n6EZTx9gNsbxxHN3Rxd21SikxloiuH2P54jpWhydTyKY4aUuJ5VCiH0u85xO/GE9+9lN38S4A3HOE\nBgDf3b//6Zfi2b/+SoztEP1ymmY03Jz+kj+/by/e/v5HY++N+xFRIsZxGsHY3vf20Bim27c8Rmm7\n0yvJtFvUeLZmYnt72JyNHpRSojteXbzPWGJ5sI7ZlZ2YX70Us+2WslVVRbtsY3WwiHbRRj2ro9mZ\npl/dGhXNbhOzndmFx5lGMPpYvriM1QurqJoqqll9YQrXWEocHaxj8eJ6+7yr048vhjF2f+Dd8cSn\nfj3e9dQHXuG7AHBPERoA3Jl/+OVnIo5fiO6laVShP2ynaUxRxXDUxnxvNx74obfGg48+EnVVYhzG\nqJs6xq6/EBalH6ZpUrcom+7C7eHcVKpp9KI7PbuilBJj18ewPrtPKSVWL00jLqeaKurLO7FZtNMa\nk/OjHFVEs9NEM6tvG/2oZ3XMLs2m08SPNnH838exuXlx56qT71E1dZRZFYc319Eu+5MnE+u6iXc+\n8/Px45/5zZjv7d3NSw3weiA0ALgz4zjGP37i4zHc+K8YuzHKuo9xNf3iPyy7KP1269u6iuuPPBB7\nD1yNa4+8MS7dv3caFmXcjlLcsvYiYgqNsg2Lqq6iX7dRxpOtYqtoj1fbIJhGIbrj1enXl1KiXXbR\nrfrT29MoRheb42kUpJrVUe/UUc2bqOqz61/VVNHMp9GJMpbo1310qz6Gdohh3Ue/PIuZW6diRUQs\nV30sV910NkYpcf1HH48nv/y5uHz9/qyXHuBeJDQAuHND18bXf+HpiMVxlH6M4Wj6JXxshyjrbTyU\nEtGeXRKa3Xlcfeha1LMmdvZ3Y/f6Xly+/3Jsbi4j6oh63sTO3m6snj+aIqREzPbmsXr+eBsSJZpL\ns2gP11HVVTQ7dTS7TfSrLma7TdTzOoZujPXhZvvw02OvXtpEv5nC42QRd98O0bd9jNvrX6m26y+q\nEnWpol/2Z1Ox4uwq2TRVNLM66vrclrZDiaNFG30/Le5+w+OPxVN/9oXYvf/aa/XyA9xLhAYAd2f5\nwv/E1z/2czGf1zEeTusqyjDGuDibNlTacnaFGUtUw8VLxHc6mqKuz9Y7nJ/KdOu0pohpR6qTz0VE\nDKVEM2+i2aljtjeP9bKLcShR1RF1U0W7HmK5aKPf7vr08NMfjp/9489eeMzueBHf/pu/j//8ytfi\n4J+/EUM/Rh3TxW0s2+dRVzFrqmiHEvWbvy/e/pGn4j2/9ExcfsP1V/x6ArxOCQ0A7t7m8Cj+7mNP\nx3y5jLEbI0qJ8ejceol2jOrkqlBKVP2dh8Z3CovT73uyK9W5bXD7bohxmA71KxGxOff/rpTot//e\n9MT74iNf/eKFuADgNSM0AHhlutUq/vZDPxPNctomdjhuI07WYXdjlGEbDK8yNG69PY7T9KpSSoxj\niWF7SN4YEZvtQvB+u53s1R98d/z0n3w+7nvLw3k/OAB3QmgA8Mp1m0189SefivuGZZT1EGO3Xf3Q\nlyk0Iu46NM47uQadn0ZVxnL68W6zXYw+ljjqhyh1Hd/75E/Ej/3B78TVN4sLgP9HQgOAV+8//uKv\n4l9/7/ejabcLwocScT4uTgJk63xonIxYvFxoTPepYhzHaPvp5O3+yn7sfv9b49o73hY/8tu/FvsP\nP5j7QwHwaggNAHIcP3sj/vynPhz73SZ26iqiu/vQOD9NaizTKdoHqy6ahx6Itzzxvnj8t3419h8S\nFAD3AKEBQK52sYh/+t0/jBe+9pcxq6qoqypiu2D85ELR1Ldff467MRb9EGNdx5X3PhYf/OIfxf73\nvOn/9skDkEVoAPDaaReL+OYXvhz/9vkvRXdwGO1Yoo6I/Z0mnl91Ua7sxXhpN97/6U/Gox/9YOw4\nQRvg9UJoAAAA6b5raNhsHAAASCc0AACAdEIDAABIJzQAAIB0QgMAAEgnNAAAgHRCAwAASCc0AACA\ndEIDAABIJzQAAIB0QgMAAEgnNAAAgHRCAwAASCc0AACAdEIDAABIJzQAAIB0QgMAAEgnNAAAgHRC\nAwAASCc0AACAdEIDAABIJzQAAIB0QgMAAEgnNAAAgHRCAwAASCc0AACAdEIDAABIJzQAAIB0QgMA\nAEgnNAAAgHRCAwAASCc0AACAdEIDAABIJzQAAIB0QgMAAEgnNAAAgHRCAwAASCc0AACAdEIDAABI\nJzQAAIB0QgMAAEgnNAAAgHRCAwAASCc0AACAdEIDAABIJzQAAIB0QgMAAEgnNAAAgHRCAwAASCc0\nAACAdEIDAABIJzQAAIB0QgMAAEgnNAAAgHRCAwAASCc0AACAdEIDAABIJzQAAIB0QgMAAEgnNAAA\ngHRCAwAASCc0AACAdEIDAABIJzQAAIB0QgMAAEgnNAAAgHRCAwAASCc0AACAdEIDAABIJzQAAIB0\nQgMAAEgnNAAAgHRCAwAASCc0AACAdEIDAABIJzQAAIB0QgMAAEgnNAAAgHRCAwAASCc0AACAdEID\nAABIJzQAAIB0QgMAAEgnNAAAgHRCAwAASCc0AACAdEIDAABIJzQAAIB0QgMAAEgnNAAAgHRCAwAA\nSCc0AACAdEIDAABIJzQAAIB0QgMAAEgnNAAAgHRCAwAASCc0AACAdEIDAABIJzQAAIB0QgMAAEgn\nNAAAgHRCAwAASCc0AACAdEIDAABIJzQAAIB0QgMAAEgnNAAAgHRCAwAASCc0AACAdEIDAABIJzQA\nAIB0QgMAAEgnNAAAgHRCAwAASCc0AACAdEIDAABIJzQAAIB0QgMAAEgnNAAAgHRCAwAASCc0AACA\ndEIDAABIJzQAAIB0QgMAAEgnuEiWBwAAAoBJREFUNAAAgHRCAwAASCc0AACAdEIDAABIJzQAAIB0\nQgMAAEgnNAAAgHRCAwAASCc0AACAdEIDAABIJzQAAIB0QgMAAEgnNAAAgHRCAwAASCc0AACAdEID\nAABIJzQAAIB0QgMAAEgnNAAAgHRCAwAASCc0AACAdEIDAABIJzQAAIB0QgMAAEgnNAAAgHRCAwAA\nSCc0AACAdEIDAABIJzQAAIB0QgMAAEgnNAAAgHRCAwAASCc0AACAdEIDAABIJzQAAIB0QgMAAEgn\nNAAAgHRCAwAASCc0AACAdEIDAABIJzQAAIB0QgMAAEgnNAAAgHRCAwAASCc0AACAdEIDAABIJzQA\nAIB0QgMAAEgnNAAAgHRCAwAASCc0AACAdEIDAABIJzQAAIB0QgMAAEgnNAAAgHRCAwAASCc0AACA\ndEIDAABIJzQAAIB0QgMAAEgnNAAAgHRCAwAASCc0AACAdEIDAABIJzQAAIB0QgMAAEgnNAAAgHRC\nAwAASCc0AACAdEIDAABIJzQAAIB0QgMAAEgnNAAAgHRCAwAASCc0AACAdEIDAABIJzQAAIB0QgMA\nAEgnNAAAgHRCAwAASCc0AACAdEIDAABIJzQAAIB0QgMAAEgnNAAAgHRCAwAASCc0AACAdEIDAABI\nJzQAAIB0QgMAAEgnNAAAgHRCAwAASCc0AACAdEIDAABIJzQAAIB0QgMAAEgnNAAAgHRCAwAASCc0\nAACAdEIDAABIJzQAAIB0QgMAAEgnNAAAgHRCAwAASDe7i6+tXrNnAQAAvK4Y0QAAANIJDQAAIJ3Q\nAAAA0gkNAAAgndAAAADSCQ0AACCd0AAAANIJDQAAIJ3QAAAA0v0vh0BT8Fkc07kAAAAASUVORK5C\nYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ldata = 30\n", "degrees = np.arange(ldata+1, dtype=float)\n", "degrees[0] = np.inf\n", "\n", "power = degrees**(-2)\n", "\n", "coeffs2 = SHCoeffs.from_random(power)\n", "grid2 = coeffs2.expand()\n", "fig, ax = grid2.plot3d(elevation=20, azimuth=30)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "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": 0 }