{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "source": [ "%pylab inline\n", "from numpy import *\n", "from numpy.random import rand, randn, randint\n", "from dPCA import dPCA" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We first build surrogate data to apply dPCA to." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "# number of neurons, time-points and stimuli\n", "N,T,S = 100,250,6\n", "\n", "# noise-level and number of trials in each condition\n", "noise, n_samples = 0.2, 10\n", "\n", "# build two latent factors\n", "zt = (arange(T)/float(T))\n", "zs = (arange(S)/float(S))\n", "\n", "# build trial-by trial data\n", "trialR = noise*randn(n_samples,N,S,T)\n", "trialR += randn(N)[None,:,None,None]*zt[None,None,None,:]\n", "trialR += randn(N)[None,:,None,None]*zs[None,None,:,None]\n", "\n", "# trial-average data\n", "R = mean(trialR,0)\n", "\n", "# center data\n", "R -= mean(R.reshape((N,-1)),1)[:,None,None]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We then instantiate a dPCA model where the two parameter axis are labeled by 's' (stimulus) and 't' (time) respectively. We set regularizer to 'auto' to optimize the regularization parameter when we fit the data." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "You chose to determine the regularization parameter automatically. This can\n", " take substantial time and grows linearly with the number of crossvalidation\n", " folds. The latter can be set by changing self.n_trials (default = 3). Similarly,\n", " use self.protect to set the list of axes that are not supposed to get to get shuffled\n", " (e.g. upon splitting the data into test- and training, time-points should always\n", " be drawn from the same trial, i.e. self.protect = ['t']). This can significantly\n", " speed up the code.\n" ] } ], "source": [ "dpca = dPCA.dPCA(labels='st',regularizer='auto')\n", "dpca.protect = ['t']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now fit the data (R) using the model we just instatiated. Note that we only need trial-to-trial data when we want to optimize over the regularization parameter." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Start optimizing regularization.\n", "Starting trial 1 / 3\n", "Starting trial 2 / 3\n", "Starting trial 3 / 3\n", "Optimized regularization, optimal lambda = 0.000449987958058483\n", "Regularization will be fixed; to compute the optimal parameter again on the next fit, please set opt_regularizer_flag to True.\n" ] } ], "source": [ "Z = dpca.fit_transform(R,trialR)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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Pz+Xpm67hy+ceByB166Yu920YHlyNDe2eb6yvazUPgzYMEj79iI1vvdbpGCuP201dZUW752sryqmvqmz3fE1pKQBlOVne59K2bWbtq8+Rk7S/y3p3JydpH2AGoG0/u8b6OnavXNYqc5+bfIDdny/vU5lCCB+zfuveQFT4Fb8OQEPtNq4Py8VuuBnrPpkPzilCKxspSXvZ896zvq6eEEL0G4/bRW15Wa+3qyjIY8Obr7YKEFzORuqqKrHZAyjKSOe9v9zLp4//HYAD69eQtX8vnz/zH7Z//H6H+6yrKAegPD+PpI1ree3XP6WmvLTVOlpr6qurvNmpzMTdoDWVRQVdvg6P2+0dM+o8iiEVWmvWvPIcmfv2tHq+bYBdkp3Jp48/isvZyPo3XmbL+2+R+vUGKvLzaKippr6qkoRPP2oXaLidTl78+Y2sfuEpACoLmrPASRvWsvyxR8g+kNhl/bpSXVqCy9nY6jnD8JDy9QYMo/NMn6uxgcb6Or589nHe+b/fYRgeijMzQGviZs7motvuZOqiJVSXFKMNg/1frfIGXh6XC2WzcXjntnYT+hVnZpC0YS3VpcU8f9uP+PCRP5ObcoBC6+SAo7aGV35xK5vefs27TUl2JhvefJWdyz/kcML2Duu7/LGHef6nP2pVnrPBwVt/+g1v3PtL8tNSWf/GK97PsbqsBIDSnObxxLkpZva+7XevO/XVVd4gvbG+jpLsTMIio2ioq20X/CZtWMu6/75EXlqKt8z3/nIv65a+iNs6idNSQfpBDm3fIpObCOHvmhKghgSg/ijA1xXoikIz8+xvcPD5/RSPWcQFWSdSE76cbBVO/aoUFlzr6xoKIUT/eOf/7iEkPJyr//Sg+fj+e5iy4BRyk/cz74JLmH7q6e228bhdvH7PL3A7G3E7GynNzuLq+x6kIj8PtOakiy9lz+efUpSRTmBIKPXVVax+8SmGRY1Aa4OC9DS01uxY9gEzzzyHiJGjqCouotYKQCvyc2msq8XweMhLTSZ6zDhykvez6PJvs+6/L5K84StvXTJadGvNTU3ixNPPxjA8fPXq89SUlbL4yu8x/sRZHN7VHLDUV7fPhAHkp6Wy5pVnGT4ihm///s+AGditf/1lPC4nias/58ieBG781zMEhoRQWVjAK7+8lWmnnMblv/o99oAADm3/mrStmzjxjLPxOM1AYuNbr3kDkLLcbPavW41SigWXfstbdtGRwziqq3BYXW9bdkM+nLDNfH3J+5k4d36rOjtqa1jxxD9orK/jhw/+C2WzsfbV57AHBHDuDbcCZgD28l0/wW4PYMT4eGInTuLcH99KbkoSK5/8JwFBQUw/5bR270dm4m4+fOR+RsZPxO1yUllYwKHtW7wnCkZPngZAZOwosg8kcnj3Tla98CTDoqIBCAoN5ZQrvsvX779JXmoyE+bM8+77jd//AoATTj8bR001ealJvPfAvQDc/d5n7Pjkfzhqqtn/1WrOuOZHBAaHtDrBUNZBt9b6qkoydu8EzCzsyPiJGB432z56j9qyUuwBAbzzf78FIGvfHib982lqSs0AtKashMb6OoLDhpGXkgRAbVlzAFpbUU5eahIzlpxJwaGDVBbmM+vs81uV//JdtxAQGMjPXnqL4iOHQWtmnnkOu1Ysozwvx/u+AOQdNAPPkswM4k6cTcqm9d5lRYcPMSwqmqgxY72f8QcP/R9ORz2hwyO4/Fe/Z8Kck9q9fiGE7zVnPiUA9Ud+HYBiDyTw4j+zaFgaK9/IJdoRjtuzGLf+CmeDNPpCiGPHuBNOZP+aL8lPS0UpRf7BZIoyDuFxuagqLmTqKadis9m969dXVfK/B/+E28qm7f1yBQD5B1O8AeTssy9g/9pVuJ2NuBoc7PjkfQyPhxor21SRn0v+wRQ2v/Nf6irLmTh3Pp/840ECgoMBKC/I82Z68lKT2b/2S7IPJDJlwWIOJ+ygsb7OW5+MPQnY7AHYAwPJS02iMP0gw2NiSVz9OQHBwWTt24M9MBB7YBCRo0ZTVVxExu6dHE7YzuW/vpfA4BB2r1xGdtI+8lKSzMxVZgaVhQVEjRlL8sav2L1yGQABQcFUlxTx5I+v5pKf/xqb3Xxf0nduJWn9GuZdeAmlVlfO9B1bKcvLISAouFXgVJqTTW15GW6n08ziKlDKRsGh1FafS9P4VldDA9n7zcxnTvJ+HDXVJG/8CrfTyeKrvse6pS+SZWXzMvbsJH7WXO9nEjdrHtMWnUrBoYNow8BtOAkMCSZpw1qix8Xhtrq95qUmM/2U09BaU1NaQujwCAJDQtj56UdWnbNQyuy4tO3Dd4mdNIVh0SMIHxEDQETsaFwNDrb+720A6iorCIuM4mcvvkljfT1bPnibnKREbwDaMhObtX8vw6JHeINaMLuu7lrxCaMmT6X4yGFSv97I3PMvpsYKCIOHDWs1A7Lb6aQwPY2Uzeu9zxUeTmPTW69RX11FTVkp0xefzuKrvkdZbjYlWUfYteITyvJyvPts+myix4z1dhFvyoBqrfn8mX+TvX8vp12dw64Vn+BscDB2xolEjxnn/ZxcDQ5cDQ4ydu+gPD/P/C2ccyG7Vixj76qVDI+JJWrMWLTW5B9MBsxMMEBZXjZK2dDaYPm/HyEwOJhbnnoFbRhs/d/bOBscXHrn3Wz76D0+f/Y/3Pyf5wkMDkEI4V+aMp8yYs8/+XcAapl42nSi1+RSUQD2wCm4HV9Ra2/EWV1HUMQwX1dPCCH6bNK8Bez5/FPeuf93BIWYB7RN4zgrCvJJ3vAVc867yLv+wa2bKM3J4opf30vK5g2k79wKwJHE3dhsdpTNRkz8RCbMmUfh4UPUV1Wya8WyduXu/+pLAA4nbPd2N3U3Nlrl5tFQW+Ndr6k+O5d/SHVJ68tiuRocjIyfyLDoERzcsglHTbU3WLr2L/8gcfVKakpLyEzczfk33sbaV5/3ZskSPv2IwvQ0juzdRWBwCEGhoXz73gd498/3kLxpHSdfcjkb3niFMVOnExAUzIlnnINSih3LPyBx9UriZ8/DZrcTNWYce778jLkXfIMyqytn8kYzS7vw8m+z67OPvfUtTD/onQSpojCfT//9NzwuF7WV5d4ARCkbNWUlVBUX8uEjf8btcjJ2xonkpSbz4h03ed+n+NnzSNu2mZMuupSMPQls/eBdXFc0B3e7PvuYKScvIi81GZTizlffJThsGK/95mfkpTRPEtUUDDWNrwwKDePb99xPfmoykaPHUFVUiNYGE+edTNa+PZTn5zH55EXe7SNiYwEozjwMSoHWRI02s3fBYWGMmTqdjN0JzDnvIrSGdUtf8G7bUFPNyZdewcEtm7xZ4tUvPUPU6LF8//5HeP8vf2TbR+8x86zzqK0oQykb8bPmUZqdCZjjQlc8+U/v93DhN68kcc0XrHr+yVbfk+mLT2PM1OmMmTqd2vIydq1cxlevvUBjXS2hEZE4qqvITNxFXeVkAOyBgd4TB4e2f032/r0EhYax9YO3CYuMwu10snvlMi64+WcAlOY2jyHd/sn/iBg5iuEjY4mdOJmzfnijOVnTts1cfPsviBg5yrvvA+tWExI+nJKsI0xdtJj0ndu874Ojppovn3+CwwnbmXPeRcw66zwiRsby3gP3sueLz1h85dUIIfyNTELkz4ZEAGqzKa69/1yuf+5Wzth3HbbASbhd+0hasYPgM05i6Z+f4aa/3sHM+BG+rqoQQhyVuFlzsNkDMDxunA4HKIVCMWPJGdRWlLHqxafY9tG7TFt8OgVpqRiGh/ARMUw/9QzsgUGU5WYRGBxK5t5dhEVGERM3gYDAQC6767d43G6eu/U6wOxqeXDLRsIio6ivrvJOslNdUtz6emlK4W5spKaxhMDgEHNyGqUYGT+RA21mWg0KDcPpqCd+9jzCIiK9mUCtDaLHjmf05KlcfNtdaK2pKi4iavQYtn74rje43frBOwSGhHLuDbcy/xuX4XG7CQoJZdK8k9nxyftk7N5BQ10t3/vpw8ROnOwtt7G+jo1vvUZjfT3RY8ez4LIrWf3iUySuWklFYT7jZswk3xrbN23hqRz8egO1FeXExE1oNYZ0z+fLW2XyJs47GaUUESNHsW/tF6x55Tkqiwq48rf3ER49gk8ff5RRk6Yw88xz+PQ/f2ftK8/hcbmYd+GlxM+ex2ePP8qKJ/5BUGgYc8+/iD1frGDp3T+joiCf6LHjCQ4zT5zGz5pDyub13sx2waGDPHXj99GGQdysOdSUlfLBw/fhcbtZcMkVrPvvSwAs+c411JaX4XQ4OPu6m7z1jogdDUBAYBAnnH42SRvWeLuPAkyYM5/tH7/Hy3fd0vyZthA9djynXf1D9nzxKeV5OVQU5HH6964jOGwYZ/3wx3z4yP2sev4JtNaERUURO3EShxO243I2suntpaTv3Mrc8y8mJHw4Z1xzPSmbN+BubGT64tPJTNyN2+VkUouAOXxEDOf9+FY2vbUUt8vJlIWLCQgKZufyD5k4dz4BQcHEzZxNTVkpmYm7+fzZ/zBm6nQu/9XvyUtNZsqCxWx481X2frkCR00NsRMnYw8wD2vmf+Ny9n75GQVpqUxfbHZfX3zl1cTNnMP6N15m9YtPeycemjDnJLIPJJJgZZrjZ88j+0Ci+TsElj/2CLkpBzjnRz9h4WVXmr/XmXMYPWUaGbt3SgAqhB/SMgmRXxsSASiATdlYevMLvHnPKoaNLKesoJGdy1cQvex9btq7nu0vjWDmX+/wdTWFEMc4pZQdSADytNaX99d+g0JCmXX2eVQVFZKTvJ/oseM5/8bbiImfQFBIGJvffZ2iI+mtsngzTjsLpRRTFy5m6sLF7Fz+IRvfeg17YCBzzrsYwBvszD7nQjxuF+fffDsHt2xk9JRpGB4PWfv2EDl6DIbbQ0TsKOqrKqkoyGPqwsXeCWbOvu4m7EGBRMaOISAoyDt+r8lld91NXWUFc869iDwrixcQGITb5SR+1tyW7x1Ro8cAEBYZ2eqyGN/8xe+YunAxAPaAQGu/v2XVC09Smp3FuTfc2ir4BJh55rlsfvd1yvNymHHaWcw+5wLvzKkAJ196BZVFBdRXVRIzYSIT5pxE1v69xM9u7h4LkLj6c4ZFRXPjY8+x9YO3OeH0sxg3YyaF6WnsW/sFmXt3ccLpZzPtlCUA3Pq0eakZrTVhkVEUZx5m7IwTGTVpCqMmTaGquIiUTeuYfurpjJsxk10rllFhZZdbjr+MmzmHxNWfAzD91NM5tH0LYZGR1FVUcOFP7sAeGMi79/+O+qoqZp19AZvfexNXg4MR4+O59q//wG4PIDCkuftn5KjRoBQnnnkucTNnmwHo6OYAdO75F1FbXkpQWBh5qclccPPtDIsawau/+imGx030mHFMOmkBkbGj+OjvDwAQExcPmEH5ku/+gG0fvgPA6CnTiYmbgNYGb//pbkqzM1n4zas450c/QSkFwKR5J5O8aR3n3XQbiatWUltRTmj48Faf4YJLv4WjpoZtH76Ds76ei265g4yE7WTs3kn87HlEjhrjHQMbEzeBq+65n2FR0USOMr9HF9x8O4bHTWbibg5al3BRysbp37+OA+tX425s5MQzzvaWN27GiVz4k5/zyT8f5KQLL2XmmedSVVJERWG+dxxqTNwEIkePpcTqlpubcoDpp57Oosu/3aruE+acxK4Vy3A2OAgKCUUI4UeaMp8yCZFfGjIBKEBQSAA3/et8dj/xcz6vXAwNmcw5XA1A6pEi3B6DALtfT+wrhBj6fgmkABH9veNv3P5LDMPDC7f/mHHTT2TSSQu8yy64+XYMw0Pm3t2kbF5P6tcbGH/CrFbbz1hyJhvfeg2Py0Xcia2XXfLzX3n/njx/IVMWLCZ42DCy9u0hKDiEG558GoCvXnuBioI84k6cTfGRDGrKShg7/QRGT5nm3f5Hjz6Jo7qafWu/oKGulqkLT/UuGzNtBgGBQZx45jmER49gxmlndfhawyLNiWBmn3Mhp1z5XWLGx7dbJ3R4BFf+9r5O36/wETHMWHImqV9vYFhkFPaAAL519x954/e/oLKwgFGTpnLjY89SlJFOaPhwzrnhFhw11eRbE8+0tPiq7xMSHs55N97mfS520hTmnn8xFQX5nPbdH7TbRilF3JRwl68AACAASURBVKy5pG3dxOJvNWfBFl95tTcr5mpswB4QQETsaK74zR/MINEy8aQFjJk2A4XinOtv5sJb7iAsIhKP2+3N5F37139SWZhPSHg4I+MmUFGQR+jwCG+Q11LIsHC+e+8DjJl+gncsZ0z8BO/yyFFjuOTnv263XeSo0VQU5BE91hxHOXxkrHdZTNxE72s94/vXkb5jC6U5WQyPiSFu5hzGTjuBhroaLrzlDuZdeEmrel14yx2cce2PGD5iJGdee0O7cpssuOxbbPvwHWaedZ71mZ5B8qZ1Zpdua8Kg0IhIrnvk3+3GWwYEBXHpHb8BID1hO8v++SBaG4SGD+f6vz1OUGgow0eMbLXNqElTuO2Z5ll9I2JHcdszr/HyXT+hqriIkfETiR49ltKsTGx2Gx63u9V3vMmEufPZufxDlt79c75x+y/bTUwlhPCd5imIJAD1R0MqAAVQQSFMG7uQjbZcvrFjBAlTJ3DevnzCKkrYv2wVJ3/nEl9XUQhxjFJKxQHfBB4GfjMQZdhsdn7w4L8IHtZ+fLvNZmfKglOIHDWa4iOHmbLglFbLI0eNZuyMEylIS2X8zNmdlvGdP/wFMCeNiZ89j8Xf+q532QgrEBw2IoZr//ooiatWtss8jpo0BYCJ89ofcAcGBfP9P/+NyFGjCYuM6rQOYRGRAESPHddh8NlTZ3z/enJTkzjhdDPLFRQSyo2PPUtFfh4jxo0H8AbyYRGRhEVEesdugjk2NCgkhJMvaZ/MtgcEcPFPf9Fl+fMvvozQ8HBv9ratwOAQzr/5dqLHjCN2wqRWy0LDh3Pdw//usNwmUaPHeLPGc86/iKriog6DzyaT5i8EzGD0+r897v2suhI1egxVxUXewDPCurfZA1p14QWImzWX0pwswiKiGBYVzQ8ffqzT/QaGhLTK0HYmNHw4v35nmbcr8hnX/oiSnCzmXvANb3fuGaee3u1kP9MWncpFt97JsGgzaO3t9+qavzxK9v5EhkVFM/f8i4mJn0j6ji2UZGe2OhnUZPwJMwkeNozasjIqC/MlABXCn2gZA+rPhlwAChA5+WzCHM+SPyaOcYWFJE47lbExF6H/8iCOqWMJPUlmyBVCDIjHgXuA4Z2toJS6DbgNYMKECZ2t1qWmgKMzMXETuOk/z3e4bMl3ruHInoR2WZ+OBAQF8f37H2n13NhpM0ApYsbHEzFyFGf98MYe19u7j+kndLtOWKQZgLYNcHorasxYfvrs0lbP2QMCGdkm2GspJn4iNrudoJBQzv3RT/pUfvysua26GXdk3gX9c2K0t/tpmbXuyvQlZxAeM9IbAAaFhhEyLJxh0SNaBcNgfrZ7v/yM2oreX7O2Ky1neI4YOYobHjUnLwoNH05xZgZnXvvjHu1n3oVH/14PHzGS2edcAJiB/KT5C3E66giNjGp16ZYmgcEh/OTJlwkMDiEgMPCoyxVCDAAts+D6syEZgDLxDE7e/R8+OukgN5ScRHE4BAdHURMxEce+/RKACiH6nVLqcqBYa71LKXVuZ+tprV8EXgRYtGjRoP/rm3LyKUw5+ZTuV+zE6CnT+NmLb3ozlANlmNUFt+UYxcESEBhojl+0JqE53s0972LmWmOGm4yeOr3DEyGTTlpAUGgYC6zJeAZa+IgYLrvz7kEpqyNN13DtTNsxrUII/+DtgqulnfdHQzMAHbeAk6ZdzgfFG6iNGEN4RTKGp4z60FgcSUm+rp0Q4th0BvAtpdRlQAgQoZR6U2t9vY/r1e8GOvgEmHbKEmrKy4idNLn7lQfAWT+8EY/b7ZOyh4Lv/OGBDp8Pi4jkrqXvD25lRKeUUpcATwB24GWt9d/bLFfW8suAeuBGrfVua9mrQNOJtTkttnkAuBUosZ76o9Z65QC/FCH6lfcEo2RA/dLQnLHHZmPJ2fcRGhBKxVgF2PA0HsAROpKkddvZmFbS7S6EEKI3tNZ/0FrHaa0nAdcCXx2LwedgCYuM4ozvX9eq6+Vgmjx/IdMWtZ9YRphsNrvPPhvRM9aM3M8AlwKzgB8opWa1We1SYLp1uw14rsWypUBnfZb/o7Web90k+BRDlkxC5J+GZgAKjBk2hm0/3MYJ8ydjC5yCx5lMcXggzsgZpP72el66+SrcDQ5fV1MIIYQQYiAsBtK11hlaayfwLtC2b/SVwOvatA2IUkqNBdBabwTKB7XGQgwSLZMQ+bUhG4CCeW3QiXMnkhOTBtpBnXszaTF11IQGUl3npjJ5s6+rKIQ4Bmmt1/fnNUCFEOIojAdyWjzOtZ7r7ToduVMptU8p9apSqv0MTJgTrimlEpRSCSUl0vNM+BkJQP3akA5AAc6fcB5Tf3wZs064DGWLRBsVKLt5nbXCxO0+rp0QQgghxIDo6Ho8bY+2e7JOW88BU4H5QAHQ4bV2tNYvaq0Xaa0XxcbGdrSKED7T1PVWSwDql4Z8ABoSEMIdC+5k/Hnfwh6yBAVMK3ECkH0w37eVE0IIIYQYGLlAy4udxgFtD3x6sk4rWusirbVHm9OHvoTZ1VeIoaUpASpjQP3SkA9Am8w+exxX/voH/OzGxYwp2wUqhKxSGQMqhBBCiGPSTmC6UmqyUioIc3K05W3WWQ7coExLgCqtdUFXO20aI2r5NnCgPystxGBoHgPq23qIjh0zAajdbmPSvJGEXvR7nKOjsBNMTaONpPSV1DvdFNc0UF9dRU1Zqa+rKoQQQgjRJ1prN3An8CWQAryvtU5SSt2ulLrdWm0lkAGkY2Yzf960vVLqHWArcIJSKlcp9RNr0T+UUvuVUvuA84BfD84rEqI/SRdcfzY0rwPalYBg4mcvITU9nyrl4Mmtz3B4eRjpxXX8JmgZztJKfvusXMNMCCGEEEObdYmUlW2ee77F3xq4o5Ntf9DJ8z/qzzoK4RO63R/CjxwzGdCWwiZMZrjDAUY1ntQA6t1mwFmXnY8qq6eyqNDHNRRCCCGEEEIMBHMIM2hDAlB/1G8BqFLKrpTao5T6rL/2ebSivnc1oVNngwpm7uEAHLEbiQ3aQ5A1JDRj707fVlAIIYQQQggxILRMQuTX+jMD+kvMMQg+Fzh2LN98+mFCw87ArRv58VfnMj50LQAGmoMJW3xcQyGEEEIIIcSAkOuA+rV+CUCVUnHAN4GX+2N//cFuUwwfeyr2oLl4nJmcm3waAI6QWvL3HyAvNaebPQghhBBCCCGGGo3MguvP+isD+jhwD2D00/76xZxz4gkIXQIoPM59KFsk56SFgNZ88cK7vq6eEEIIIYQQor9ZmU/pguuf+hyAKqUuB4q11ru6We82pVSCUiqhpKSkr8X2yPyL4vnZs1cwToVgMyAg9AKyx8/Bbh9PddFemZpZCCGEEEKIY4y3B65MQuSX+iMDegbwLaVUJvAucL5S6s22K2mtX9RaL9JaL4qNje2HYrunlMIeYOPy39xDyISF6PBQcuLmoYJnYniqyE87PCj1EEIIIYQQQgwW3eZe+JM+B6Ba6z9oreO01pOAa4GvtNbX97lm/Wj44lOI/eGtVCoXkQ3x2AOnApC0dpWPayaEEEIIIYToV01dcKW3o186Jq8D2pFTJ48g0x4KgLINQ9nHcGDzHnZ/meXjmgkhhBBCCOHf9uZUcsfbu/EMgW6tWmbB9Wv9GoBqrddrrS/vz332l7joUCrDo7yPbYET0J4i1i9P4Y0tmb6rmBBCCCGEEEfJMDR7cyoHvJzb39jFin0FFNc0DHhZfaUlA+rXjpsMqFKKs0+Jsx5pbAFxgEFAQz5ffLzHl1UTQgghhBDiqDy7Pp2rnvmahMzyAS3HsII5m1IDWk6/kAyoXztuAlCAX11+IsFhNsKGB3Dp1DyU1mjnEc7OOTwkzuYIIYQQQgjRUnJBNQCF1QN7LNvU83ZIxJ9t7oV/Oa4CUKUUI+MiiBwVzvR7/0TciHrczkR0SCwvrX3N19UTQgghhBDiqCgGNjJs6s460OX0C8mA+rXjKgAFOP+GmVxw40yw2bj0gpMIUAYOdwLOtVubV6orky+sEEIIIYSPGYbm5U0ZOJweX1fFb+lBykw2HRkPiQyojAH1a8ddABoxMpTI2DAAhs+/nIUjcjFcR5hQHE/ivo/ZtT8Jz2Mn4tr3gY9rKoQQQghxfEstrOGhFSlsOlTi66r4LcObmRyccoYSCUD903EXgLYy6UwWji5FYaOSFFY9/RRvvf1f7IaTQ7vX+7p2QgghhBDHtaZLfgzF4GewDFYG1DCasooDW05/kMuw+LfjOwANDCH0lB9w+fhsbAHjsVWFcVL1YZyeENi6B6Ouztc1FEIIIYQ4bjUFnkPg0pM+0/zWDPQY0KbyhsCH0dQFdyjU9Th0fAegAGfdzYyYIkaNWEKgbQqlpU7ey74Kz+ZKSp9/3te1E0IIIYQ4bjWFD5IB7dygZUD1UMyA+qb80uxMcpL3+6bwIUAC0OFj4PbNTDnnZGzDL0HZR1HckEf62IlUlsp4AyGEEEIIX2kKejz9lQKtzge3s3/25TcGawyoVdoQCEDx8SRE2z5+n69elURWZyQABYiZyoR5Y1G2EEZyBkoNoyQyhvWH17DyrQQaDnw1RH5tQgghhBDHjn4dymd44JklsPu//bAz/9GcAR3YENQYIt1ay2ob+Wh3rvnAR8fvHpcLj0dmbu6MBKCWMVMjGT15OGGNGwnSw6gPNAjibI5sqiZp6Rtw+CtfV1EIIYQQ4riivWNA+yGQMNzQWAX1ZX3flx/xXh5lkMrx9/G4yQXVHCk153HxVQZUay3Jqy5IAGqx221c/ftTOOeFB1FhgXiopjb6YrRRzZYCzQfPvkJjvUxKJIQQQggxWJqCnX4JegxP6/tjRFOQNeDXAfXja2sW1xfjsT5XrUF5w2UfBaCGx2dlDwUSgLYROzKeJVdfC4B2F+NxrMTpLiUrr5rs1BQf104IIYQQ4vjRrxlQbVj3x1gAat0P/CREVnl+FlfVOmu57KPLWJO9Bmj9XfFVXbXWaH9PFfuQBKAdmHnmyQDEZbxGQF0eyj4SgH37k31ZLSGEEEKI40pz0NMfAagVeDYFoseIwR4D6m/q3fU0ehqpbKgEzIDcmwH1VRdcw/D7sbK+JAFoB8IioxgeNZLc6BAaAhX24AXYlY2iHcm4ncfWWTMhhBBCCH/VnAHtj51Zgeex1gXXuh/wMaDe7tD+FVgZ1ufaFPDpVhlQ35xsGKoZUFdxMY0ZRwa8HAlAO3HC4iU4A+24bW4CA6Zg2EbTWFlF0mdrfF01IYQQQojjQr9eB9Ro6oJ7rGVABzfQ8bP406spADUMUD6+ZulQHQNa8sQT5P3mNwNejgSgnTjx/IsAKD19JA1BddjsIzA85ezbshFKD/m4dkIIIYQQxz5DMqA9NtBdcJv4W1jVdnKk1vXzVRfcoZkBNerrMRz1A16OBKCdGD15Krc89Qp33PAQ1eG1KHs06DoaSmZSumutr6snhBBCCHHM698xoMfoJETWW2MbnPjT72bBNWjdBdfQ2vdjQLX2zRjQ9DVQmX302xt6UK6zIwFoFyJHjWZS5CQWTpuPLSAOgFrPHr78aB9V9S4f104IIYQQ4tjmHQPaHwfF+hi9DIsV6KgBHwVq8rfEXtuAuOVDXwXLhmH4Jvj94GbY8dLRbz9I9ZYAtAdGjozCFjCOkQ2xGK6DVDbGczCvytfVEkIIIYQ4pjVPfNMfOzu2M6CDWOJgF9ildl1wtfaG4r4KQLU2fFO2x2XejpLWRvNY6QEkAWgPhEcHAxARPYnwBmho2EX6o29hvHfzoHxIQgghhBDHo5bdKvvMOLYvwzJYXT79rAdui++IYd2bz5oLfXcZFp+UrTV9OkFgDE7XYQlAeyBmfDjKpjjv0d8RX5uPzXBSWL+fr7/ysP+Dtax8bp+vqyiEEEIIccxpOs/fLwGodxIiPwhAj2yCZXf2y66MQZ7x1d+64La7DEuLAMpXVdWG9k0GVBt9O8FiGDIG1F+Mmx7Fzf88k6jRYYRGD+ekzHy0u5gdVQ3s+7qMI4mlVBYN/IxRQgghhBDHkwGZBdcfuuBmrIc9b/Rr1DhY4Y5PJtfpQtv6GBrfT0Jk+KgLbh8DUK1lDKhfCRkWCEBczDTGVtcRV22ArqO0uhiAI4mlvqyeEEIIIcQxp1+vA9rLy7DsOFLO/csO9L3cDuvSfxMi9et71JPy/Cv+7HAMaHP8eZyNAe1rAGloCUD90aT7/0rgKSG8fmEmyjYCT+NeFC7SduT6umpCCCGEEMcU3Z/dS71jQHsW9G1IK+aNbVn9UHBHdXH3qi5d0m3uB5jfBaBtut7qFhlQnwWgvhoDiu5zF1w9CGOkJQDtpcDx44m9YglRw500hsaiPcWMKF5FcUYabpcfdOkQQgghhDhGNHW97Z/LsPQuA6p1020AAgmjd3Xpcle6dQA20AYr09pTus3rb1U/X14H1BeTXfV1DKg2BuVEhgSgRyFy0TVMCRjNzin7AcgPOIizbhl521N8XDMhhBBCiGNH/16GpXez4DaVOSAxjLcLrrtXm1W88w7u0o6HfflZXDhoDKxJiHT7DKivmNcBHeRCdd9T4drQchkWvzXlXL5x3n9JiYhCGQZaAbjYvuxjSPsS0tf6uIJCCCGEEENf8yRE3R9UZ5XVsTensvMVvJMQ9ewAW/ei7F47ii647ooKCv/yV6pXrQKgpqyUV399O4EN1eYuj9cuuF1kQNtmrw/vKWb1q0mDUCkfjAH1Xo+n8++3UVfX9T4GqeuwBKBHae7YeBz5P6bGHmWdahlGbn4uD7y5lYc2/t7X1RNCCCGEGPKaLzHS/UHxk2vT+e3/ErvYWe8m/unXGXg7rUsvsk1uK2j1mNtUFORTkZ9LcH0ZMHjjHf19FlwNqKa/2wRjX7xwgLQdRQNfJ19chsV7gqXjxbUbNnBw4SLqd+3qfB8SgPq3yNBAIkICWD36HMaecybhahTanUdM3mTetzl9XT0hhBBCiGNGT4JAp8fA6e4ioPNmiHoagDbd+0cGVLfJcOk21zUdrHDH364D2uEsuN5pcH1TJ8MXkxB1k+Gv27EDgPrduzvfhR6cwFkC0D6YEBNGbmgcp373p1xirCTAsOOqX8u48tF46it8XT0hhBBCiCGtN11wDa27zs718tInzdnXHq3eO97gsRdjQL0BaOuASzGA9eywGv4VgXrHgLacBfe4vAxL111wlT3A/MPTxUkayYD6v/joMADGjYgkdmoos/Jq0LqOi7eHsvbNZ9n16r+oSd3OrhXLKMk64uPaCiGEEEIMLb2ahKi7+VO8GaKez4Jrlj2AGdDezILblOlsOzuSbj0Jz0Dzr/CTdtf8NN+erifkGej3qieXYfF4DD75zx4KM6r6q9CmPzpebjfDPu3p4qSHYcgkRP5u8eQRzBkfQWiQndATpjO+vJDQkEvR2mD/2q1sWHOAj57exPrXX2L1i0/7urpCCCGEEP5t5T2Q+bX3YW+6wRrddR/s9WVYBnISot5dk9SqUKv7dl1y+6tu3VbDv0LQttcBNbTuNiusB7gfcU8uw9JY5ybvYAXFWdX9VGjTCQoP+X/6E469e1st7kkGVDdde2iASQDaBzedMZnP7joLAHXevYSPcRDtcBAUejZKhaONGiqqSgAIi4ryZVWFEEIIn9nyYTpfvnTA19UQfiC5LJkdBTs6X2HHi3C4+WoC3i64PQgYtAa7p5H66k4ySt6gr2cH2M3Bb49W751edgeGlpnPtmNAB7sL7uCU01OGbtMFt+XCToLAfrmubBe0YfT4feq3y4U2vQ9ON1UffkTdtm2tFitvBrSL75wxOF2HJQDtLxNOJe7jr5n8nTOxhS7CHrIYdCMep3ltUKOrD1sIIYTwscO7i0nenD8g+85LqyArqWxQMyd1lY24nPK/19+8duA1Htz2YBdrtMnA9CII1Gi+mfQSz916XScr9K4Lbm+C3147mi643gxXm664bcZADjQ/iz+bX3eLrrjNs+B2vI3hGYQuuN28U20nT+p7odb+mk5IuNt8t5oyoF1952QM6NBjix7HuLkTzL8DYq1nDcCGo7qf0utCiONaY72LL186QF1VY7tlVSUOUrYU+KBW/aOh1kVJTo2vq3HM0Vr3qIvX3jU5JHyeedTl1FY0kLDySIdd22rKG3A1eKirHJxZ4rXWvP/ITnZ+dmzPv6CUukQpdVApla6UureD5Uop9aS1fJ9SakGLZa8qpYqVUgfabDNCKbVaKXXIuo/u5zp3Hih1cB3D3k1CBIGGq/MVej0JUes69Cujd8GwuW77QKvlvo7XDKi3qzQt34duxoAORgZ0sKcLbvrdWEmvtmM9vRnQtoFpy11IF9yhafSkCACMgHAAAjwKW+A0qvPyfFktIcQQsn15BocSOr5OWf6hStJ3FZObUt5u2f51uXz1egqNjtb/dNxOD26nh8+eTmTLh+ndlu/p6jIGA8QwNK/8dhPvP7yzV2eDS3NrWtXXMDT5hyq8+3A2uPtvgodOaK17nGnL3FdKfbUZhFWV1A/KAUrajiL+97cEDu8p7nK9qpJ6assb8HQ1Q2IX9q3LZfvyI5Tl17Z63tXowVFjBgWb3ksbsJMka5cms+7NVNxOD5VF9dRXO6korO90/Y6+Z5XF9QOWBe5vSik78AxwKTAL+IFSalab1S4Fplu324DnWixbClzSwa7vBdZqracDa63H/cambN4uk+10GIA2LepZF9yuV+ht0NdyUpueqXe6mf/XVaxL7fr31pdJiJqD19ZjQgckUO6oGn4WgTbPfttiDGg335sB74Lb3YzM0N2ktUdRqBWAN/W6bJcBtZv33WVAZRKioSc4LJCocSEURecz3NFAuFGOnQAaGhrYm1Xm6+oJIYaAhJWZrHo5yfvY4zZY//ZByvJqqSxyAFBd1tBuu4qiOsAMYFe/2rz9Fy8d4IsXD5CbWkFhRhWGodsFPtVlDl745QYObMjl+TvXk9NBgNsbhxKKqC5zdLissqiez55JpKKwzvtcytfNB/3dZck8HoOlv9/MurdSee+hnez6IqvVfj5+bA/pu8yDv91fZPHxv3bjdHQ861/C55kkberbCcINbx/kzfu20lDXReYFMxBb8ew+3ntoB7UVDbz15+0c3lPSp7KbGB1c9LzpcY31OeSmdH55MKfDjaPGhdZQW97+u9UT2cnmd6Yku3UWu6bF/jL2lvDV6ylHtf+8tAo++tcuHDXm96OhzkVlcX2L5ZXkH6rk1Xs28/YD29uV3VJOajnP/mxdq+8gwPo3U1n3ZiqfP7+fT58yJ/CorWigrtLsceBnk68sBtK11hlaayfwLnBlm3WuBF7Xpm1AlFJqLIDWeiPQ0Q/9SuC/1t//Ba7qz0orVOcBaAdH5LpXQWA3K3kDuB5mQL1xXs8/95oGN5X1LnIrOj/5Ye6095MQdTYGVA3y97JVcV8/AR/9dFDLb6vtGNCWs+B2GoAOcBfcnlwHVHcTJB994U1dcNtkQG1263npgntMuvKuhVx9+1kU3HQqL1zowGY0YuBhw6cv+7pqQgg/52xo/odRll+L1pqMPSUkbcxj27IMKq0gs7q0ObjLSS3nvYd3UJpjZp72r88lbUcRVSUOPG6D3FRz/J3HbVBT3sB7D+1g+6cZrco9uK0Qd6OHDe+kAbB3dfZRv4by/DpWvZzEujdSvc/lHazwZioPbMwja38ZHz+22/t6s5Oaj4NbBhUdqS5xUFflJHmTGbTWtHgvygvM9yc9wQxA89IqMAxNRVH7fbqcHhJWZrJzRab3AKDR4ea/f/yafetyu3x9K57dR366GfAkbcqnvtpJwopMwDxILMmuobaidfDT9JnVVzvJT69EG7pdANRQ5yJpUx5pOwp57Z7NHXa1BtqdRHj7gW3s+LS5u2ltRSMv/WojOcnlNNab73HTCYqWqkrqSdtZ2Oo937Mqm6wD7U+YFqRXdhrQ1VU1UpZrfv9Kss376jIHOSnlnW7TGVejh43vHKS2opGULQUYVkb2UEIxBelVrH/7IADr3kzlrfu3UV3mwPAY1FY2erv6Nr8PHZe90fqeF6S3zo7XW5najL0lZCeVk7Ayk//+YQvLn9yLYWjeun8bX7foReCocfqkx4BlPJDT4nGu9Vxv12lrtNa6AMC6H9XRSkqp25RSCUqphJKSnp9IsakuDj11m8wevZ0Ft5sVrP273B6W3v1zclO6nhiruftvt0V7eYwebmP0fhKitkFVu1lwB6sLbstAP38v5HYxqdQgaPt+tAroOnlTBn4W3J5cGqe/x4A2ZUCb7tuceA2wAtAuvnODdf3SgAEv4TgUHh3Mguh5xEXP4J3XcqgPqsXugPK8zyks/xkjPY2kX3QxcU89RfhZZ/q6ukIIP2EY2ptpAdi3NoeclArvAXzm/lKGjwgBoLq0gZLsGkpyaijLq/UGn4A3CZB1oJRREyPwuJoPkGsrG6GiEVeDh1O/NQWlzKka8tIqW9WlKKsaw2Ngs9twuzzsXZ1DXVUjZ18zA2Uzt8k/VInHbRA/c0SrbZM2mxnFpjPM5fl1fPKfPUw+aSSX3j6XI4nmwaqjxkVhRhUTZsVQnFXN2GmRFKRXUVlUT1luLfXVTk779lTvftN2FHJweyGh4UGtyrMFNh/QluebQVbmgVL2rcuhONPMxlUW1jF6UgQpWwooy68lZlw4aTsK8bgM6iobKcmuYdTECPavy6G2vJGElUeYefpYAoPt5oQWSjXXY2chmftKydxXysQ5MQSHBRA/awRJm/I49copbP7gEMmb8hk1KYKAQBsj48JRNoWrxcmF3VbWtm1wdmBjHtuXZWCzKwyPZs1rySy8ZCLjT4j21kFrzSf/3k1YRBCX3DaXRoebqmIHe9dkM++8OEKHB1F0pApXo8f8LKzvQ1FGNU6Hm8BgO/U1ToZFBrP14wwO727dVTBpUz5FmdVMnBMDmAGz1pqP/rUbgG/eMY9Jc0e22iY31cyuhoQH8Bce5AAAIABJREFUUpJtjjfd9vFhDu8t4fRvT6OthM8ziY0fTnFWNaMmRlCcVc34GdHs+yoHe6CNtB1FpO8uxlHjouhIFW6X4Q30MvaUUF/tpCzP/M5vfv8QZ35vOtrQ3oP/Jo11bpI25TFhdgzDR4RQXeZg3RupVFonJFoG+B6XQVVxPZGxoTTWu2moc7HDOlFTnl/HjuUZVJU42Ls6m1O/NRnDo3njvq3YA2x88455jJkS2e51DjDVwXNtjxx7ss5R0Vq/CLwIsGjRol7ts9suuC2qqHsRBLY8cNaGgbK1CXatbGODU1OWm01ZbjZxM+d0Uc+m+56/vOYAtLtsbF+64LaebEa1yQAOuJbFaKMf+5AenbavW2taTELkmwxo88zEBmZv+fba9KDuuzazIrftgtuUAW3XNbclY3DGgEoAOoBGhgfjqZ9CScQ+xjggIiOcBx6+hBtOvZbhLs3Gx9dw4aIlBIXKxyDE8e7jx3aTf6iSEeOGARAaEUTy1wUom8IeYGPBJRPZ9UUmNVbX2/xDlbz/yE4AgsM6bkOy9pfhcbX5R2I9rClvoCyvjujRYWx45yD5h1oHoI11bg5uL2Tm6ePYuzqb7cvN7NrUk2OJO3EE+emVfPyYGZCcfPEEgkLsLLpsMoahObi9EAC3Ffg2ZSWPJJZyaGcR1aUNnHH1NL7+MJ2iI9XEjA+ntqKRky6IpySrhsrCeg7tKsJZ72bxFZOx2RUJKzNbZfhaqq8yu2RqrSnNqSV+1gga61xseu+Qd53ygjpcTg+Ja7Mpy6sjINiOu9H8J6yUWbeRceEkrs0lanQYlUX17F+fy7SFo/j4sd3EzRxBTnI5F9w4s1UX06wDZUyaN5LZZ44jPaGYjL0lpFmvvzjTDMRKc2tbdQFWNkVZnvme1LToSq21JjfVzAQ3HRzlplaQm1rBtIWjOPH0sdRVNBIWEWRm7pSZ/Q4INA8q3E6DxLU5LLlqKqVWNjJzXxnDY0JQyvw83rx/K9MWjOLAxjwu+9k8b/fctsoL6vC4DY4klvLlSweInTDcu2z3F1nY7TYSPs/k/BtmEhkbSmlODfYAG9MXjiJlSwEet0FOSgWGW3N4TzE2u+Lbv11A+q5iEtfksH1ZBqP/n733DrDjqq/Hz515bfuudrWSVt2yZFlusi33go0NhpjEFNuAKc43YL4EAoFAAoEfX3AgBEIwxgkJEMBAcAjGBBcw7g33omL1vqq70vb+3pu59/7+uGXulLfvrbyrta17EvuVKffOvFk8Z875nM/iehzabYQjkd2hG1tVN7pRKt0p40FDz4FhfY/Uvr4HJ5wzO3YMqbQD32N47LatOPXSeVhyZise+8UWjAwUccob5mLz0x04uL0fD/9sE05/80J4eQpGOc575xLMXdaEH3/mj+AcOO2y+Vj38D5t9U5lHPzPPzyP6oYMvAKFV6Do7RiZDgK6H8B84/M8ANEC1krWieIQIWQO57xD2nXLFDNODA5xxgkhYuFXTMymaJJUv1hEOpcrsX9uvpTEkfQBrVg1nXA9KoIJs7AFV9eAHiUeyDhw23N78Lt1Hfhlw6uAgKrfM9QPdPwfYKprQJn2b5deh082A1XnQYcQRWtAZQiRrQF9fcNxCD55wRXY2RpYU87flMbL99yFzUuvwe6ZF2Pbk+3TN0ELC4tXDZadPQtAoOBd8eGTUNuUxelvXoAbvnsxzn7bYiw7W9xkp7Php6nKYgkANY1ZAMD8E5uwf1sfdq/rQl1zLnTzrrB7XRc2PHEAm5/uwHErZ2LBSULxWnxaC+YsacBTv9mB/IiH9vU9aJ5Xi2x1CpueEgEyL/0hqLtc9/A+rHtkPzjj6DkwjMKIDzfl6FrCga7A3vnIz7fATTtYfu4cNM2qxuH2QU3UZi1uQENrNba/dAijA0X4HsPhPUN49Bdb8Pw9u3HCubNxyqXzAAB1M3K45H0noHluDXoPDuP2r7+ALc90ID/iYfGpLbj686tw0kVtqGnIoLYpi9X378V/ffFpTfz8AsWMthqsuLANMxfW4+D2fhxqH0J+xMM5f3YcFp3SjBfvbcfaB/diuK+ALU93YHSwiAf+cyP2buzF8nNnI1sjiH/b0ka0LW1EtiYlQ3AYLrxmqT5mk3ymsi7mnxiEig73FcAow3P37MIPP/UEDmwNHgRc8r4TcMN3LsaJF8zBjtWH8dxdu/DEr7bhuXt2obYpC3Dg7pvX4oEfCRthw8wqvPzYfuRHPPQcGEYq7YD6DP2HRrHiwjZc9amVyA97WP/4AXAOPPCTjejtFMuiYD7Hlmc68OCPRS2xIt1nvGUhOnYO4O5b1uLg9n7s2ySsut37hzGjrQZty5rgewzr5TwAYXOta85h9uKGEFE0yWfb0kYQQlDTEFa3Tfgew9wTxLnr2jeE4d482pY2gjMeq+N9y0dOxiXvX64/71rXhTtvWoP8iIe3fvQUXPzeEzBzYR32b+nDlmc68et/egHP3LkTANC6sB65mjTqWwR5WX7eHE3AV75pAfwiw0DXmLbvfuBr5+HE8+eUnPcU4gUASwkhiwkhGQDvAXB3ZJ27AXxQpuGeC2BA2WvHwd0Arpfvrwdw12ROeqI1oBNJwTXX8IoJ9nV5461uwHkZ4sQqJKomqFa+ODoH8jjjqw9ix+Hh+IpHoIAGttEIcdEK6NEBB8e2ziFsODggFdDyI288OIC8NzVtkeIhRAApYW9VZpZXhQV3ihTQUhZcotqwjBM0x+Xv+eMnd+PfHysfWniksAR0ivFXF52LFctP15+76uswUqzCwQbxRziwpX2aZmZhYfFqwkkXzcWqP1mkP7fMr8P7v3Yeznv7ErjyqeXKy+cjlXGw6BRBFOctb0LzXKGYNs6qRqYqheNXtSJXk8ZZVy4G8zk6dg5g2VmzsODkZsxd1ghAPBxrXViHHS8dxgv37sb8E5vwlo+crIlR0+waXPTuZSiM+Fj38D4cah/EcStnYumqWdi1tguUMnTvG9JqLaNct1Dp2CEI1LJzZmF0sIidaw7jcPsQqhsyOPGCOaA+w9JVrcjVpoUC1j6IjX88KKyq82vROKtaK5oA8NJ97dj8VAdWXj4fl11/IhasEHbfGW01OOmiuZg5v07bkR/5uag5nXO8IDOXvG85rv+nC5CrTQMIFLWG1io0zanBe750Ni59/3LMWlyPw3uHsHdjD0DEeb3w2qVgjGP94wfQMr8WV9xwMq75/CpNqloX1WOeJENtxzfCcR0sO3u2tjuf/Ia5aJhZpUmMQkNLDi3zAzWx/9Ao7rxpDV78fbtWZFtlmnrb0kZkqlJYdHILwAUJpB5D975hnHbZfFwqCdZwn7jRvujdy+DlKTY/1YHu/cNYdGqLHr+uOYd5y2dg8WmiRdiJF8yBl6fwCxQt82rx9r85HVfccDJOfeM8TbYeu20rauRDEAConZHF6W9agNaFdVh5uRDVeg6MYMPj+3Fo9yBa5tdiwUkz4KYdPHVH+MZlxQWC5Na3VCGKa/5+Fd7+6dPxwX88D9d+8Wy0LqrX13V9Sw6Ns6r1ujPn16KmIYO9G3vAKMfxZ4rrfd/mPu25c1MOjls5E3OWBIrkcG8BnHG882/P1L+bmktDaxVmLa7HgW19OOMtC7XNffZxDahuyKC5rQZ/9tcr8eHvXKxtyQr1M6tQ31IVsmgfLXDOfQB/BeB+AJsB3M4530gI+Sgh5KNytXsB7AKwA8B/AviY2p4Q8ksAzwA4gRCynxDyIbnoGwDeRAjZDuBN8vOkwSFOaaaUoIAGNtjy+zZv9v0kAqotivFa08T96TkciQLKcaB/DL0jRezrTahrZxMPIYr1AR2v9nEKwbk8N1x9GH/cgVEPV97yJD7763VTMp94CFHQBzSqzqoSkilPwWUVEFC17mRbcNVr1IKrFNCoMmpCnpev3rMR/3zf1kmaWBzW+znFIITgsxd9AT/+9YfD3/viye9AQjCGhYXFsYkZc8RNdyrjIJNzYze1zW21uOHmN+DwnkFsf/EwVl6+AO3ru9FzYAQXv3sZWhfXw3UJTr98AaobMqidkcVIXwErLmpDfXMVvALFD//6cTS0VuG402fi2TtFfdvZf3ocAOgb/cZZ1Zi5oA6zFtfjxXvbAQALTpqBwe4xbHjiAA5s6cPoYBErL1+A5+/ZBUpFIM76x/ZjpL+A2qYs2o5vxOanOnDfD4Q617a0ESsvW4ADW/tw2mWC0Mw/cQa2PNOJPRt6cNG7lyGdcXHWlYtQGPVQ25TFod2D2LO+BzUNGZwt61XbljbCTTtonidaXVU3ZPX5WXRqC069dB5a5DJA3Gy0Hd+I7n3DmHN8AwYOj+HaL5wFRoO6zlkL67D+0f14+dH9aF1Qh1xNGrmaNM57+xI8+evtWHL6TBx/pshhWXRKM9rX96B1YT3qW6qQH/HQskCMd+HVx2PWonqksy7clIO3feI0uCkH9/7Hy8jkUji4vR91zVV6fqrOs2PnAN74weWYt1zUkZ72xvno2DGAptnielBEX8FJEZxw7mxU1WYw0DWK1ffvheMQzF8xA83zarH1uU4M9eRx0kVtaJhZhZfu24O6ZkGqzvmz41BVn8F5bz8OW5/rBPM5mubUYO4yQcqOP7MVjHH8x8ceBQBcdv2JcFMO1jywFzPni3Nzzd+fBQDYt7kXG54IlMeWebXI5FJoXViHjh0DOPH8ORgdLGLPhh6cfLHIvclWpZCtSaEwIp7Mp7IuZs6vA3EIapvEHK/5/CqseXAvnv7NDiw7ezbO+bPj8N83Poe+jhHUNuXQPK9OPCyAUH2PX9WKDY+LWtdsTQrVdRkQh6CmKbg2AKBpdjUaWwMyWyuXz13WhEuuOwFjwx6q6wMF9sJrl6Iw6oM4BLmatN4HENh7Zx9Xj+kE5/xeCJJpfvd94z0H8PES2763xPc9AC6bxGnGoPo1JgwuX00L7gQUUGMVr1CagHKuFNAyNs0JkF8FGuK2YWtoeOd++LUS8PCE1Py12lf5nl4RGOfgXP4mFdSAUjnPx7a+stTvTU8eRLYmhSWnh3OxeOQ8c8OBG/2Jxf/ux5PgJxPmdXVoVz/cdCbRoj/pKbhRBTSSgqvHiYYTmZDEWXTrnboHa5aAHgVU1dXFvmsZ2QDOlmEwkxguZ2FhcQxCEY2ahmxJRcVxCGYvbsANN1+MTC6FVNrB3o09aF1Uh6ysJ09lhEX33KuWYKhnDPXNQulJZ13katNonFWNxacKAjpnSYP+D+PcZU046aI2rbCedtl8PPCjjTjpojbMWliv97/5GeHga11Uh7knNIH6IjVvyzOi9nHZObNQOyOs/NXPrMKMthp84Gvn6++WnjULuZo0hnrz2gbaPLcWV31KuEb2b+3Dwe39OP6MVqTlMWVyKVzz+VVapVKEoa45hys/dmriOTvvnUuw8k0LkK1OoTDqI5ML/6dPKY7FMR+LV87U35/6xnlonFWtlWMAePMNJ2PvBnG+CSEhRcxxnZDFVJGdaz6/Coxy/Pgzf0TTrGrMlArorMX12sa5/Lw5IITg3KtE6NJxpwfzqJ9ZpQnPigvmoGlOjQ5iap4ryGxNUxaOQ7Do5GZdq7hgRTMyVSns3dSrf+MZbTW45LoTAABzjmvAgW39mlTp43AIlp87G+mqFOYuawKlDLUzsrGwqcbWam1pBqCJ9YXXLMWWpztw/ruOB2McxTEayjqYu7QJbtrB9hcOobmtRisSJtTfgjq+plnVgoDOyGLmglpNQOuac7jw6qXw8hS5mjS6DwyjplGcG9d1cMUNJ6OqLo07b1oTUy/V31jT7GoQh4TIJwBU1WZigVfV9RlkqlKYvbgeS85sxazF00tAX4twiFP6hjshBTcoe6zEgmsqoAntnLSCWJn3cSL2XwUzBTdSshmZCx1nYTJ4RLlVnwljgDMJRGakG/jWEuDt/wGsvK70PCBJqJhEWQLKOUc9IxjOT4BsJ2D94/tR05iNE1DN5MzPyb+x+k/rVIYQceM3/e1Nq0FIGh///huT1gy9TMLI4kWpr1GiqYYbJ4RIX1OTOa0EWAJ6FJCpqsZJb7gcM+bNxx9vuxUAMJhmKLKHkR39U3gHDqDrllsw+8Yb4UQL5i0sLI4ZNLaKG2FVxzkeFImae0JTiNSZSApmueS6E1DXnEPTnGqsunIRFp8apJmmsy4ueV9QN7d01SwsOrVFk7+G1mqkMo5ucdIyT1hTOedIpR0MdI2hr3MUsxbXwy+G/wOXwDFACNF1p0mYd0KTtkuaUKQEAKplzWBzRCU0kUq7qJsRENgoTFVMWUvV/KKkJZ1xseSMiT04dFwHjgu882/PRF1zDrmaNK644WRkq1O4+7trsfz8OeNaOB2HoGlODbr2DuH8q5fqBwFAcC4UIV94Sgteum8PFp3SrK20137hrMT9Lj9/DkAQI14AcNmfr9DvXdfBB//x/NgcG+R5m31cPVZcOBdzlgii3rqwHq0LA2IWPedv/egpAESQUNvxjUjC/BNn4JL3nYDFp4nrU6nztY2illTVINfNyMFNO7j8/4j5egUKs8uHUq7f8n9Pxtyl4WvptDfOR3HMx0kXletKEoAQgkvfvxz1LbnQMVpUDiK1lWQkKKAT6ANqcg1/HAUUFSqgR2JtNUnruCm6LDyXCncut4naOyepDUuvbM/14k9iBDT0AIAH7ttKCGixQPEXg1k8WD1+r+RyEEPFDzJJASWRZQpHw4JbrrY4WE++TtZcIgpoLO1WEdNyIUSQvWWnsLLAEtCjAEII3vKxT8H3PKy5/w5gfw+GcxkAI+DebvQ+4mLgrrvReO21qD7zzOmeroWFxTTBTTuYtag+RLAmGyZ5Okdab8eDIp+AIEJVtRkM9ebRNKcG2ep0aN2m2TXaNqpaZpz51oVglOPkN1R+kz8RqNCaGW1Hfs6IQ/DOvz0TNQ0ZnSg7FTCTZI8/sxWcc7z1o6fESG4S2o5vBGM8RD4BQcwch2g76ezF9TjrykVYlvDwIYrl587B8nMrC89JIsiNs4SyPn9F8xGF8Fz9+VVw3dJKv0kM5xzfgMwTKTTOqkK2Oo1LP7Ac+zb3arVfIRrQpRBVTADRMuaidy+b8LwVqbU4MhBCKlBAk2pAy9+km+uMH0JUWX1epOtJRTBDiIJ01qSdH0EbFkWwjBYf8k3pcSYC9fQmYU7UOFccXNaBckGgyxAuv0iRBkEVe2WMhvNk6yyLEHJm2J+jJ0WHEE2hAspCqvY441QmxFeOSI1zvNZTDjRuG5bAgjuVsAT0KCKVTmP5e96G/i99DztywsrEvJ144HcHsQrA7ff/C9638ufo3LoFW556HJd/+OPTEmxgYWExfbjq0yvhJMmFrxIsObMVax/cizd/6KRx13NTDv7y3y8FIcnkZbJQ3yII2CutxTMDa44WCCE4zrD8jofz3rUk8YbJTTm48NqlOtiIOETX9E41WhfWgxDoYKiJIp2pnOwvOqUFH77pIn0trbigTQcbWby2QEASa0C9YgGO58EFQnfkE0miDSmg41lwK0koNcaO9pcdD9QgQWqrxHG0BXcCttRoeJJ8IUeQ1puIICI2tsg8B2IaUuGtpAaUqlrVVwbOx1cuk0KIomrkUQkhCu17nPlOdniUbsPCQAnB7T178NYnHsGKi4X9l1eggOq64ikOtLIE9CijZcVK/OpMhiX7xWdOuzHCqpFPuTiwbTN+/W9fQ2vtbLz80H246Lo/R65m6pQQCwuLVx+mUoGbDJz79uNw5lsW6lCW8XA0iHRtUxbXf+MCVNWVn89rGa7rACUujVMumXd0JyPRPLcWH/r2RTElfKpgH8i+PlCqBvSWD7wLc5ctw3sEA9XfB7k7ldSABvAL+YQVKEYOZ0BnTGEKLgtI0LhtHhXxnJQ+oGzC80yEUkATCKW5b66mUCEBVdtO6C+YUXGOUkZJCueJQ5l9QDt3bAu1+UkOIZpaAsom2Edz8hRQpZADxZT4D8aTv/ovTUD1QCUU0F2rX8C22gyWdE+p+xaAbcNy1LG0cSlaThYBG005BylnHkZJAc8e34bc2Dx0PP0SDm7dBAAY6umezqlaWFhYxOC6TkXk82iiuj5jyck04WiRT4vXD8az4B7Ytk28OeIUXA4qb22TLLjc97H3sWYM7iKhfY+3P/FadmiNcAjROPWr2t878T6gPBamNEl9QIl8ypVwwKYCyjmH+r9Q5GwJsMi2FeGJbwE/flPoK86Tw4O0BbdvFLd98W+A/VsDC2k0hEhxbGM/67rWYX3X+srmVQFCqus4x6sXTXIKLhiDo9R7z6i7VddPCYL822/eiK0NorRiqhVQS0CPMjJuBn9/zT+jdfESvPXjX8C80fnIVV+JsUzwH/HuvSJcYaj7lcVVW1hYWFhYWFi8mjB+CJHEEfcBBagkUUkWXO55ACNBC86K27BM3ILLeXCU47ZhqTCwJrSu5lYRu+QUKqAhAiqHCiy4449L/UABHfMqJNwD+4HBg6GvzLra0PeqNrbgy9e8ye7CKycooO+/9/247t7Sqb8TRXiOR7EGNFIjDADU92LLYbRn6TkwjOfu2RXbk60BfR2iqrYOH/jGdwEAzYUfozN3HuZ2APtlGKB6cjJoCaiFhYWFhYXF6wiEkJBFMooxP4VnvR6cOtaD5qrmCfVKZJwLAsq95BRcqfwwxoUEU3EblrJDR4cIWXATt9c1oJNnwX3lCqiWB2OLogqoVngrseCygID2jXqozlRAP9S+I18lKaA8QsA5Z0YNaEQB1WWuU0ewSimMsfV0au/kK6AKtOgZi1noFQDu+OaL8IsMh+aG09CtAvo6x9y6Ubj+GAbmfhiZ+utDy4a6D0/TrCwsLCwsLCwsJh8OnHEV0MPFanwqvw137rgTwMRIIEeggHoJBFT3Raww/OWVKaBlCAabeAhR0Ac0XMOqyMIrqWscee550OGR8P4NhFJw5bFxtW45AmqEEPWNJIRDJYHTODkvp4CaDxhKnPujUQPKJykF1y9SdOwcmMjA4oUyPapvKqA6pCi45vyi2ObTv1oX2tVUK6CWgE4z6k5ZjraOp+BlGtAwMgSQoB/dgxt+h7583zTOzsLCwsLCwsJi8lAqhEihu1gNBqDIBFHhnMPJdoBWYFUNpeB6CURHt2FJ2CBxfxNXqBSxSff3ouVPL8aJPe2TF0LEwvOJWnCPlDKwYhF7/+Iv0P/7h+WcEkKIzLJG+S+uLbhlUnB1b0mgb7RSAhq39nJWpgZUK6E0CNEpUQOatJ/JQsUEVKEEGd7x0mH89l9eQn64wv6p0dpgQBz/QzcCI93BOLT83xKZWv5pCeh0o/Wzn8HZ71yOi97g4YL934SLnF5W7BnCZx7/zDTOzsLCwsLCwsJiEkGQaMHNVosewn1FEYJCJVnsLG5CzXHfxSE8VHbXnHMQ2eIl0YIra98qJZbjWmhLQFlVW7aLUJs/3f1UsuKr7ZIT7wMahMkowqUI2AR2Ze616AGUgqtzVqYPKDPrW4/AglsRWLy/KEdyH1Be6rwgfk6UAjqlFtwKf4hypbvFPAXngFes8BoxLNrcyOXLP/5d8B2PGApofH/RGL+YAjrWD3gJydJHCEtApxlOdTVmf+iDOPW9V6Dlb76B2jFhfyBOI2YOZnHlvzyDrlFbC2phYWFhYWHx2kc5Cy6Vd86KpA76hwAAo9hTdt8c0OmfflIKrlJAK6wr1fbfCZAV3bdUjQWCxJLAIwkhivQBVTWgiix4Xftw1798DdSfQG9RwFCGIxbf0NBhUqdtyRO04A7nK5wbZ3F1mCf/FjzqZeXMIFDJNaCvBgtuuQchiiRXrNZqBZTBpJTf23Y+1q/dFvxOR0JAv7kQ+MmbK5tHBbAE9FWEqlVnoWlI/A8tSbcBjIHWfgDr7/kvjK2fvHhoCwsLCwsLC4vpQKk2LEEvR3Er7HNF0FTLlEotuJKMJYYQ+cZ6EyCgE+AqLCKbMlKimu5IakBN0pfw2T+4CzteeBZjQ4Oh7br3D2P/lt7S+6WRQKQKU3DFNpUooOKVIKykjosEYjs05mNoLK6g6mtHnXODAEaVTiL7U0+pBZdXRkA1by65H7FktDCKbX3bKhhYqerxRXt2HQza+FSguidacDvWJXx5ZLAE9FWE9Ny5aHHSqKd5VKVnAwAONS9A7qZH0X7NtdM8OwuLYxuEkPmEkEcJIZsJIRsJIX893XOysLCweK2hdBsWSR7kJ6oVREe+licMjHM4GEcB1bVvOiO1zP7kWhMJIdIiZUCoE0OMjiQFN9LHkevayogyGpFcV9/Xjid+tX2cSctzTUsroOEQIuPXqKQNi5onAFpB/aGcTGweIwUffcMJ7XUiinC4N2lUAZ16Cy6rMAU32KCUAipe/7DzPrz/3vePmx4ttxD/pmELLgCkXCf4nfwKCGgSi51EWAL6KgIhBEtOPBmX7O3EydnV4svCPuyf+wYAwAsHn5vG2VlYHPPwAXyGc34igHMBfJwQsmKa52RhYWHxmkKpNixaOETYghuoRJUpoCqQZ9O+Hnzl7o3hFSTRCkony9WATlwBpZzDBcVp3b8X+yAkmeceSQhR5JwokAgBYxGLJfU52DjETxHPQ2ONKLJcRRbcMOnj45JQswbUl+/HihQ3PbAVhVJkSPRcCX1FADgxsyjAECfgSsGLpeAeDQU0dMGI90OPPYaxdWEFMTiHJfYjF4wURzHmj5UnoBEl2EQq5QTKeYIFN9P0TOhzqfM3WbAE9FWGmgsugD9IMeORl5DxKFBYjcN1OXAQ/PzBr5Z9ymRhYTE14Jx3cM5Xy/dDADYDmDu9s7KwsLB4bcEhyTWgijypJb62pkoFtMI+oMrw2t03hJ8+3R5eQVtN9ajj7k8NWbFtFIJszSXdWDi0Vo6QoICaCtkr6QOq9xOuJYwqoIwlh/eYcyhkGvBEzyo8OPDp8googh6n0ZYwibs3CKg6F8/u7sEtj+zA2r39JeeUNI8k4hLsFmZqAAAgAElEQVS14IZqQEv0AZ3SGlBz3nKYrm9/Gz0/ubXE+slzYZEa0PIENPgtont0U4ECarZhUci2PBj6rM7fVJ0mS0BfZWh897ux8Ge3ggCoKnookjEU8vdh47w2DOzdCf7I10CHh8Hyk5dEZWFhMTEQQhYBOB1AzJZACPkIIeRFQsiLXV02QMzCwsLCBIGq6Yzc2WqlUyynShlUNaAVNhlx5E24m6SyKuJWag4RBDWgE7Hgcrhg+ngSa0DNus8JKKDRkKBYGxZdAxneJ+d8XP2CUwrmpAAAvf6CROLnG4qh2eM0ID2lyVEQQkS0ApqXya7FUspsgrJKEA/LAcy5RKy4iD9iUAR0SlNwzRpUwxYbfdhQLgVXLVDqdcUKKOWInqmU6wTHnHjOw+ura4pO0XmyBPRVBkIIqs85F7WXXorjegZB5p0GJ7UQHY1VqB5y0LvtXuz70Idx6Ov/NN1TtbA4JkEIqQXwGwCf4pwPRpdzzn/IOV/FOV81c+bMoz9BCwsLi1cxdA1elBpEelnq3o6KLKI8UTNv5F2eEO5DVQhRpQQUFa0XGoJzOIZdmJMEBdQknRUooJxzvP3Ot+N5WYoVrXkkEUIaVUB5OQWUUkArXk7inMxj4CYvrISAKgWUA1SS0TFPElB/PAIa3q+w4CasGmFynAVKePRcaAvuUWvDEqjWPEr8ylxfauoTVUBXj9WivzobWpRyiUFQE1Jwo7Zu+UoZR37TJhSH3fHHniBSk7o3i0nDvH/7V7SN5cHbh7DhWz+B5+9BW/8CtI9sQc3WPKjjIu9R5NKTe0FYWFiUBiEkDUE+b+Oc/+90z8fCwsLitQZi1Hg6JKATipCqGtDAglu5AsoM8ucmKIvRNizlypp0DeiEOqWIICTtliUkPoypgFZAQCmn2DmwE4cLi9EGxPpdkogaGa0B5aycAsoCEgsnkUyaShjjSRbcCggoAitv3hPrlyagZiKvuNclfHwFNNoXNQlHpQ9oQhsWzljsQgrmXWo/6vrjofXHGRgA8HKhDrMawlQ9lXKDgRIIqBM5sVoB5RyHP/c55Pw6tJ1Twi59BLAK6KsUxHXh1tbg9MUzQNxGAEATux67d5yDHXU5bO7ci2/8Ycs0z9LC4tgBEf/V+jGAzZzzm6Z7PhYWFhavRSjSGb2Z1i0iFHHTxKZyAso51wQllWRtVWmvxvrjgem5HIECaliKY+OYpLMCC64i41TV7kVqP6N1mNEUVtEpZfwaUD0dGGmp5iqhGlCzD2gwB7+3F35fX2xbbhJQZcGVCmihnAIq59af7wchvCIF1BnxsdhLrh3WNaBTGkKUcEyMxVsJleOT6vf0FRksc60YroFoCi4x7MxJCmgU6qEGpRwsXwCnSdT/yPGKCahtTTC1mFGTwYGaBgBAbmQX+kfeiK1zZqC9qQbbDk7ekwgLC4uyuADABwC8kRCyVv7zJ9M9KQsLC4vXEkrWgCoFVN7n6j6g0EV75XdurJOogCoCWrEFd+JBLEzVgGrlNqEG1DyWChVQsW+1riLryTWgUYIhFNDSB2GuLwhofE40IurpvRlzOvi5z6Pzxn9I2DYgoDoFt5wFN9KT9ItPfRGE+OMqoIp4p0aMXqFlAn4mG/nhYfR2HEgaMHYhletHqzk44+OuZ2wR7DNyphhjATFWadDGj0p4mBKaCijK1BAfCSZDAbWtCaYY7nnHAQCqhzZjmOwBCEEhnYKze+00z8zC4tgB5/xJzjnhnJ/KOV8p/7l3uudlYWFh8VpCqRrQoK5RhhCxCFmsJISIjU9AEVFVC14eV915FXb170rcXTmCkASq6g8NC26M7IQsuAm1qgAe/+VWrHt4HwBDAZWvvIQFN0rEguPg4/N3SoN+q5yUteBGU3C7vUU4uGMAdHAAbHAgtm0QQhSQqYJSQEuGEIXV3f58PwgnMeLS13kQflH0BiXBpKBJurHufRs6sPXQkPg+QQH95COfxC2rb0meT4X4xRc+hXtv+ZZ5IOLfnMe93PrBQfK+or9zJTWg+gyQ6CIKdItesOqBg++NY1VW/XSVdfjVRkBta4Kpx/+75iyQTA6DbWnQwkY0j6aR8Xws378WhzYfnO7pWVhYWFhYWFhUBLMG1IQmoPJzsHwCFlxjnRT3MQu94RVouNXLiDeMXQO7sHNgZ+L+JqKAbn22A/2HRkE54MIkAiS+fciCm0wCNjx+AE/+WhAGj3lys7AFl0frL2PtWYLF4yugTHtTS9WAmhZcxk3bK8Over6D396yBZBhRzsOD+HwYNCtIbEPaNkQIhp69bkPAgLHsDRT38dP/voj6P7143IqJmlVTwCC/d/23F4UJOliCaRu18AutA+2J8+nQgwc6oweSDCP6DWv35RQaXUK7sQsuGLfEQX08Fbg5TvEMkVAi2bAU3h9Rz/MQNkU5SPBpNaA2tYEU4NcOoWWOXMwOnAYgI9qsgyNowVUszye+v4T0z09CwsLCwsLC4uKoGtAY8mwYQKqLLiBAlqBBVeSDTeThQuGr6ZuDQ8RteCWUZaCetTyd9+P3rYVm546qEOINO9IsuBOMIQoUEAVKSthwdWkIaENy7gpuL6RNpycghtSQE0LbqjnpbBrXn7TEzj76w8DAP7yFy/pXp/hGtByIURhcm3+RurnUMpnfldnaIH5IMJ8v2JOvaZZioBS41gZZ6HPE8GLnS/iK09/JelA1IDx3yBSRhuDOgX6Zy9bNBr8jlEF1NzU88A5h18MjpXENgDO6F+DjQ/eM7EUrgoxaQTUtiaYWixZdS5SmQyq2Uz0zLoUadSBsz4c6Hkad9z1EA53dU3JBWJhYWFhYWFhMVkgZRRNFlFIdVJohSFEAJDKihYU1XwssvNwCi6Td/jeAMftX38BIwOF8OpmH9DiKDAWD9jRY0v1LxZCRBJCiEwlq4yqteXpJ9Czb6+Yh7LgRkKHgpYj6jWhDcs4p4+z8goo5WFSp46pSDPBSkIuC21338ZO7Do8LObJAwI6pkOIShx/5Bh95gfXjlIEfaEMEzfyUIMHFlzzsvEZ1+1G1D58o10P46y8ylgCz3Y8i99s/03J5YkW3EgtbxT6+qvYgmvUgJKIAkpS4Z+GUnjF5GPlENfUBX3PYu2vf4besd44o32FmBQCalsTTD0uuPZ9+OTPf4OLeRcY8dHbehkAoOjtwqbbv4+6768E1t42zbO0sLCwsLCwsCgNXQMa6itpkhsBXQOqVaNKQojENqlMNnFxZ/9IaAzljS30AF17h9B/aDS0viIAnAN45KvAL95Vemgh/oEyQUADJSqpDYvZBzS5BlThkVt/gO2PPgbATMGNKqARtTASQsQq6AOq58uTQ4jMOlZmKKD9hUBUipIsjzKIr+IW3HylIUTylXGmVTr1u1BPhg1JAqrPi/G4wry2fKPeNEkB5ZyHCOlEUJIc6qcdCW1YyiigR1YDmkwUY3XBvh+y4EYb3BBjUpR6rz4Lrm1NcPRACMGJv7oL21o3gGUX6u8LVaN4OkuBzvXTODsLCwsLCwsLi/GhLLgMpqUyXrumiIBar5IgILUbVxLQ6Dbr90oFMxJspG7so2FBmvpyDox0i39KjS1triIFN2BoHCRu4Q0R0IS0XpOQU6rDhzSJ0OE14c+x79U+4sJkeDmlhgKaTGB889xwruta+71Zoe9NpXpX14icd0BAqZzbRC24lNOYAup7MnzIcfT4wTaagoaOQVtwE+oqKacxolYpyir0ZgptsFF43tF96qcxkniP8xDmvvb7sG6oPdg2FkIUDhLivg+/YFhwjd9dKKABCAeer5uLl/uM3/oVYjIUUNua4CjCcV0cv2Iu4NTp72rzaby4/UR8feOL2D2wexpnZ2FhYWFhYWFRGkltWP73pf36fUD6whZclLvBR6AEumlpC43c2DuROlOuQ3vU5wgBVeIVx7gsjsuiSM5lH1AS3OwzktSGZfwQImqkkzLGQFXtqlYFw6RcHbfuGznBGlBOKbjuz1pKQQur1GqsvuJsAEB1fSrWakQlzprbKhFSK6AlU3DDIUSUBQRUq5eyBhQpRUDNGcp3ppJnEFClhvqGAs05P2ILbml10lCrE9KJxWuJLZXyScsroN996bv4ZeeTRs10vA1LiIB6XsiCe/oOYyEBHGMsAuBQpgYdY/Ulx58oJiMF17YmOMr4wGXvAiEEzfM+BDe9HBmPIjVYg5FtDA+0PzDd07OwsLCwsLCwSESSBffv7lin30ctuAERrbwPqJvNibGiBFSrqeE5KNWLRVpzhGrweDzFNDppzrkMIWJGnakDxjmKg4NYffO3wcYGgR0PG4PECY/ZHkPsU5GwcA2oetUUVyu5STWg4xB4xhCkDSdTg1ANqLGrIb9ZzIFA+5CzKQe5tl/irp2/0scARBXQcim44WMKWWUlMdPtV3QNaPShRfg684zflyaQOoYjrwEtfX4DCy6PXD9JNuHQcqYvothco6CcgjJasg0LYxF7bsSCe7zRVCM6G8IFoZ1MF+6kpuBaHB00tFahviWHRactQ+NwUBDfPFCDZ/ZsxUjhyPzrFhYWFhYWFhZTCa1ilSCUIQvuwbVwtEJViQVXrKMtuAz4s397El++awM454ECqu2x4Rq7kb4u/OF7N8GXtYWhEKKQrTMyLg/2w3jQwkIeMDgH1v7D/8OjzzyKg9+8Hnjgi8bGCQTUIAacsYAg6xRcYF/vqNF2xFDZAJ32q8BkCFFJohNSQN3EdcwUXGaE3TDu6GPnUiXOpV2kG9bh+aGfhA6RAFAcMAghqtSCG6/fVBZcXQPKjW0TCiwpY5qCUT+w9gbHdeQpuGXrMymN9/OJTzG8WCmgFRBQEaBk1B5HFFBuFu5CKKC+FxyrE2KsRP+tiGWC0JZSx48EloC+BkEIwbv+bhUuePdyLD1ltv6eE4K2h+bgF/dtn8bZWVhYWFhYWFgkI6kNC0lQ15g3BvzwDVjV/3vxfUX6i7ihDmpAgZf3D+Bnz+wB54YCqm7SdZiP2Pr5u36ITU88gs4dW8Uc9I0/AM4wUiAYOBzt8xjmOpRzuGBagmKyb6XXJ1qR0L7D4Y0TQohMYsA5A5MkaWBE9NYsFD284VuPoqNfpPySSJ1skgIqDzwZlCIaQhM9wMxoR+h4g4AmdS4h+oByFqulZVqpJZUroNEQImqSckVAZQiRQ9RA8jCTD9SsAaUJFtxXkoJbuj6ztAU3EK5LPdjQOw/2UWoUaR8urYBG7OURBTROCM2/T6mATmISriWgr1FU12eQzrqYd801AABOUgBcNB96EqP3P46vP30jeh/8kogNt7CwsLCwsLB4FaBcGxZFESgV6laLt18vKQsVQiRrQM37dZaggAahPUoBFeQwV1snF4cV0O+vXYwffeLD8TmbCqi04OplMgVX1W/yVCa8cVLPTS9ZAe0bFW1iPJ+BcSDvCfJEImpfVAHlmkiPp4COQy62P4grHrwCLRgAAGQ79+PUDU+KbdVhMC4tuGG7rlgoXhwAvpRAVQhRpQqoSb50DahSQFNStU0IITKDf2iIgMp9RBXQo2rBjVyPEbCIBTc6t7yfx5g/ppdRHli/4wpoQghRiT6gnERCiNR8kqd5RLAE9DWO2mbhvR+uSSNT/z4ADO7gATzx9B24e92tGNt03/RO0MLCwsLCwsJCIqkG1KwuU++05VIHB0nFqljE9uef1usPP/UUDn7xi3JVsY6jQ4iCcTnCwSrm+kyuWBgZCC/X6/HSLAEm7+E4/Rc3o623O0QEGDdUySgBTbBVhi24XJMoNX+lBqpzqC2/pRRQHiYyMRg1oIkY6YLDfdQTkWp72lc/iavu/7Hcd2DBVX1AaUwBVfMM3lceQiSJYmINqGrDQkLrild13QTwaAIBZRO34BbzcdW6XAhRNKApPLly1u5wb1yFC355Ac657Ry5By7/ZlT7H7FObU1Obht+5MM9P1Tz7LDw729acIl071oF1EKjboYgoN0No3DcFsCtB8Ug/r//XYa5vz8Lu5/64zTP0MLCwsLCwsJCQBHQUjfsUQIaTcHd+dJzuPvbX8fA4UMAgNFnn8PAnXeJfesQosCCq8A410phEEIk9xxLvzWUTyjeMA4BVbV6noeFq5/Agu5DenUiu1LqxN1UOrxxYggR1fMQllYq9xUOGVL7DFJwI7WiaggWPp7Y/P0yCqi0qSpl1y0IK7ATIm/yt2IsMg7VHNshRLdzGdMW3BKETz+AUGFUPLZIKaAk0gc0/OQheE8NYq5IvNn3sxIF9MDWPvznp57Avi29oe/L1YCGLLiHtwBj/aGS1cRt1PHo0t/w71dkxVAroSQL7hvPOQlNmdF4DWixqOtggYgCavxbzF1acG0NqIVCpqoal/3FX+It7/1ztJ7Ri/0zesHoIaw99SPYdsIn8PS68/CjF24NedwtLCwsLCwsLKYDDlTYTSkFVFpwYwQ0UEABgPpC/eKMyhrGwIrqpOMElHt5pCS5CJRNReQiKbEh4mmGEJVAhMgSHtgdCRfBRNoKmsqGt02sAQ2PFdRQhomnHi+igMb7gIatxjGwcjWg4rylIhJqlnqxGtCoAuo4I3jzjqfEeyJssD0H9iFfFMdd0oKre5zGk311/WYkhChoa2IooMbv6jMOojhdggIqVMTxCWjnbqGS79sUJqCV9AHV19BPrwSe/ffguok+GOjaBnz/InB5jYOpv4nSc2Oc4fjfUjzSuUR+I7YhMngp+vCB58dCCmj41w+HEBF5hZU5wgnBEtDXAVZecSXedtY1ePuHrsLM42YDbBjgPqqG16PgtOB/n/oD1na+NN3TtLCwsLCwsDjGkWTBNVFKAdVKj6qlDCUEBWohEFhwTc6Y+dElOI3skutG2rBwDvCRYA6RVFndB7QEzBpQQFhi1RiObBCqya4bUUATSAXVFtww+XIiZEydExKZb5yAqnmWmD9lOgU3EfKcu6KpjFZLM8wPBzopxdYYpwp9mDvUJbcnqOrZg5/+zV9ixeAmAOO1YQkTUHgMXKqVijwGFlyVght+WBGFb1hwdR3pBFJwxzZsRCotxvILEZW5AgsuV3bj4jBQGAr+BjgARtH35E2AlwcOrQc6XwYviByX4PcrTQEZZ3CLwLahmWJd5UqmDA6RfWANlZONDoeCnUIWXBJ+KEQJkWnOVgG1SEDaTeM9l3wMANAz+gv00D/AL7yMU3aksGXb73Fw+GCZPVhYWFhYWFhYTB2SQoiSa0DDNYBa0WIRkqXTUoPWG0kKKOnfE5NwTALAaX/s+6DLyfgKKDfXgyCK6rtAAZXzdo0aUCc9rgU3OGaW+FnXhkZrQKMhRBGCHAMNiGQi5BwdMHw1dSscIsbNGAoo40isc3SdIU1uHQJkhgUZnVkUr2UJqBz7nHW18EZFr3tP2nb7OmXNrhtONTZ/+GgIUXBIksQaCrQI8gnO3e0v7sO+XkECR1evQfvVV6PwnKg/9oolCGjUyhzygRukmvkhBXTj1jtx8c5b8bvnvwNQX38PBPbYcduwRB86qN+TURDwWA0o6+sE9TmYtx/FkT+EyClHtIcusX1ALcZH27ITMXvJUsybOwde2oE/+hBauwZx5/P34W2/fRu6x7qne4oWFhYWFhYWxygSa0BN96uy4EZqPxG1n0ZJFaUBIctk5BhikQMGQgvBGFoeUqoqB+d5YxKGMqpexyOg934uNBehesrjVTWgSgElhgLqZhL3G1hwwzZR3UbGUH3VGOJz+BwpsMj6sflTFidOoR0IQpQCxTvcJ6F8rBnmBUSHy6CbyBgZMqQVU4f74JJcMdlvtHwIEQPnHFUFB2BCpVYK6IbH9opVZBsWooc2DaOmBZfBUX1oExRQ1coEAIbyHv7ujpfxFz99AQDgHTggtjskUpnNoCgxivwtYufRIMOc4eDnPoeBXRmAGVc4B/ZJkeiR3vUAU/ZydY2L9cYjoA4Nn3d1iRNGhQLKOUJ/Z0N9YD4D9XaCFTfr86JAQvsiNoTIYnzkamvxvq9/Bx/6xk04fO0Z4FUnAgDOepnDYx7Wd62f5hlaWFhYWFhYHKvQfUBLKaCKT6p6TcVvSMQWq0gWDQJ7VI1koICKjbMQtYIqTTS48TdJbJyc6fDYchbcl+8AAAyMCuLgcMOCG1VAzVvvVCa5BrSoLLbidawg262YllzOkeoRbWNUCBEppYBGiEwMjIYU0GHaHKmJDQiwBxfKrZujxdDxcE5iKmuGDAJwwNkIGjv/FXP3PgMAoMRByiEVWHCFKimSWKVq6TNQysAhz52cujsmHjxkCiapDHbpM655NiuTgtsxkNfboDCMnvtF0vKwJ5TyUgqoDkRS44dXwvBjj2O0KyXOqXH9NaSqAAAD3ghAFQGVh8ec0BhJcCKXkR6XMaGARjZlhQIo4+DSem6GEG2bPQMrRtcF+yIEIATMhhBZVIK3nnQRumfOAwAs35dC7SjHxp6N0zwrCwsLCwsLi2MV2oIbCjkJoC24jEbW48iPeNixulN+DKt+YEwTMJIOK6A5SUD1GGqXeaGKitq8uG2zYgVUHsGa9h4AUqlU5AFcpIgmqZNuZlwLrtLIRgpFvS91rOd2bkTdlpdD38fIuT4ehJbH5h9RQH/W9SO8/Oj+YAVJkl0weEiBOGI/OVqE+euZ7WoUAc/wYXDigDNhZc0Wh8UuiYP6qnRiCNHo6jXoWad3CsaZJEiSgFIuSDoPXyNuXjx4SHvG72mGECXUgJopuGYI0cF+0V9zdn0OGDmM4qhwEKpfq1QNKInV0oYtuCINl+OfhrdiZ/8uvSgnKVm/P6LPtw4OKtGGxYQTCa5SqrPvAw6RjzI4QGTPVJ4vgPlM5MYAcIxpDlRlUU8HYvuyFlyLinD5wsuxeP4KgOQwVN2MVQccbOjeMN3TsrCwsLCwsDhGQQjB0v0c/rMvGt8a5K9kCi7Hs3ftwgHZ/kITOdUTkzJdY0fclCR+Yl85SEVJqatFcROe2iQIQO0Wg2wZY+r7f8ZDRGak4GOkYEpOYpwaCNWMGAookbZUFUCzvdPoNepmkRhC5IWP3fMpwIEm9g4M1c6DzxiW5jchn04BMHo2HmkKbkINaMeOoCZWnVeXSAIqV81SD4xHFFBNxMRYaRSlguaG9s/goKEqnaiA7rnuOhx+Ma0mD5/5wl6reoL6DH6RAkoBLQqySEJtWJTiHBwzZVxbTXmCAgrAIKDit5zTkBPjqjpMefBe1IKrfgOntErIGRNWcQ78d/EAvrv6u3JbgMtx+/1RgPkY9LI41H4fOKcgWrkvTQFTfnhc7ojfZf3BRSBQvw1AsuK8skIB1Ofg0tYcqgElJHQ1UEelDFsF1KICuI6L045bAuLUo2vGIlzYXoeN+58CL45O99QsLCwsLCwsjkEQEPzjf1EUPvlF4zuTgAoEFtyAVCS21wilparCSwcuCdJYc6QY3rnaYyhJ17Scqq+5sThYftKX78dJX77fWF3cTtdD3F854Hi56b3IZxsFATXm2zVk1JqmSiigRS1ZyheGnF+DOrwBa0/7BEYJQyN60FsrbJvRGtC93cP47K/XxfqZjpeCi4hy58hgH/jFsALKXS2XZVkRJpXgILFzmWZUrhPePyUuarJuaQuumi+jQgGVIwCiBtQvUkCpl727YSzW1mUgTLo9xgILbkINqPhebKsU0Jl1WYh0X7VvmYIbteAqe3T8KPS7rsE8OGNGDXLgBmDyHPf7owD1sHekEUO968HZoF5vvDYsjhepAZWv/WO1QgHlBACBIwkoLxTAaEBAQ31Ak1JwAazLZnHzSzeXnMNEYAno6xyzF9aDOPXgbBDuwIkoenVY+4ffTfe0LCwsLCwsLI5BOOO1+zBAtd1Q3QgzuE5gw9StSFSIDTVq6kDgEg4mlaMqSKutuuFX99rKppjNwCQKishVZMHlHEPEAecczshaDFRlwJ167Kx/M3qbToQDLkOOVCsVY1s3k6iAKguuDh3i3GhHE6+zjPYB3dszjDte2i9r/HhAzMbpAxpVQF0HQOcG4OtzgN6d4jttwRXrZKkX2o6DhB4SAECK+jIFNzw2Iw6q0i6K1Me23m3J85K1t6IGlED3gqUMfjFoy+Lrhq3GhpH0ZEAooGq26lxEFVBlyT04IFVVQgAj1Vh1K/HyyRZcL3aZBON351wMpF39TTAXgEsCWuQUYJ4kjADgl60B5ZwjTSPqJFGk1QEhXNRvcgCOA+JysHwRfmEM0Pb00im41FHBYARFFrazHyksAX2dY+HJzRic1wrOBjGYcnH1Iy144rf7sPqq/4PB7i4cbt9VficWFhYWFhYWFpMAgriNjxjcJFBAIyogOJxUQGTM2k/x2SCJhCDlMH0Tr2tA9TgRIhqx2EYcreOHEDGKv25tBcDh5bficH1NQCwcN2jDoltqMDxQXYU3zW+D75ZqwyJtrAFzDJRgQsAiZI5EJswZA+EM+bGxkOpZsgbUp7EUXMcFij17AOaD9+8T30VqQLO0GCagmmiHFVCekLDLiINc2oVbuwVX33M1Do0ciq9DiUFAjfPjM3gFClWR6UkbcCCWx39LIFwDyhNqQAGg9bAHv6dHK6CKUAcPL6QC6oV/N31ux0kT3jOrFrsaa4IWPUY9NDPDqKgPGjTy1KxXjXHTA1tx/a3P6tUZZ0j5yeFHjDuyL60c0yFwXA5eKKAwNqjXDz0YIQTmb6gsuOCAO0nU0RLQ1zkIIWiZNweAj77MQThIwR97FOvTs3H/v96M337jK9M9RQsLCwsLC4tjBPE2FUBYfQzbDQPOyOGmSIQVAjyhDyiPWHCzxAsNE+GhAI1acMOW1XH7gDIf3W5Kb8+NHTOSEvV34EGLGM7xjy0z0JlKoT8VJ6Ccc23vdIzv9HIQ0AiRVOm4Zh/QK7oewg8+9G5NtJh/GAe3bYrP/6Ebwbt3xhVQF9jWIUKVRseEtdgFgw8XiutkmR9JwZX/MthihtJkBRSCgBKnAA6OUT9eHsYpATgFZZgwZp4AACAASURBVIqAiuOMWnApDwiSOCHx3xKoTAH91g/y2PUnV+oUXKV+BwqorAEtEUIUJ9vGb0eknTWQ4PUUuTkPZtbkUhB5fOpv4pZHduDxbQFh379lA2b2i+CtFAn/3TDuyhAiIo+BCAW0UISXDwioqYAyEg4GY7rNDUl8gHQksAT0GMBVV12BVNMyEKcJ2foPgjgz0JNqx55t2zHc14v88PB0T9HCwsLCwsJigiCEvIUQspUQsoMQ8vmE5YQQcotc/jIh5Ixy2xJCvkIIOUAIWSv/+ZPJnHOSBTepBpRJ0yknHHO7Oe74Vj9oT7deI1BA5WdKdTsSEIIUiSugmovoEjxi7COYQ7GzQ35d3oLLqQfPIFicEK0mCQWUyZAZ8WXBWYirn/kqTts+A56bjllw33THm/DY7sfDZ4PzoEaPOLEwGidiweWcYemIsM0qolUc+gXuveUrYFHF9cmbgDX/Ha8BdTi4L4m7LyzMKULhIYX2jKgjzNAiuBFCxIijWKj+Lk0pDmcOgvsdof0TcFSl3eC8maQ6JcKVOEXEgitVS5WCC5UWLOegnjgYKqx5rnwWNBJR4yXVVdKBARweVLZthH57rYCW6AMaz+kJxmeEYLh2Ng5UnynOgaHYmgroqD+mFVDO/SCEyDxHJFj/jhu/iJN3NwAAUkQRYTW6EwrkguPASXHwKAENTZyEa0AlAa0rzEBqx4zoAR4RLAE9BjBvfhuu+ez/Q7bhz0GcejSPVYPzIRAqnjb17Nk9zTO0sLCwsLCwmAgIIS6A7wF4K4AVAN5LCFkRWe2tAJbKfz4C4D8q3PY7nPOV8p97J3XeCQrK7JB9MFhOAYADZ+wQN8Pejm2A2QsTCBREowUIIwQuYVoZyyXUuYmPKmiHhYgKL4r1wyFEyQTU9/NhFRCBystIStofg7mNuSegOHQ7Tt9eh1Gaiimgh0YP6R6TZtCStmuCBO051GFELbhGH1BKw/M+uG1L7BhEmWhcAeW+bP9CJQEFhw8XBRloG6sB5YrwmgSUYSDTDeq1h+cMjlza0SysvScQQ0gmIw/bsOAax8cYg1ekugaUaQtunHSCmQTUVEDl+TEIqGOsW6SqDliMG7XgRqEV0Og1ZoqxBBjLNeGl2R/XZ0EdlqmA9nkjQQ0oDxRQPjyC4n6R2ExIciBRyolfpw5BUANKpAKaL4QIaKgVUiyESIyf9arh9FQljjtRWAJ6jKDt+Ea85SMno774Mmb17hFfyqttxz/cOH0Ts7CwsLCwsDgSnA1gB+d8F+e8COB/AFwVWecqAD/nAs8CaCSEzKlw2ylBkgX3krGUfm9SK0oEmZAZLEJNjChmOliHBaoX47IGlCUroFp4UgNFSBP3/eBrKCKaXD9Z8MckOdSFfVpNYk5K14DqJFoA4KK+sJiKE1AAcFk6PEPOoW/aCIkpoDoFN0rOjffEbQMA7HjhWbznh8/gy3cZbfkkMTHhOByg4rw5ioASJizAioCyKAElMQtuWs8lTIwczkIK6Id//gL29coU4bRsFUIJwBgYY3KXUgH1wwqo1jX1sMHvFWrDQrnpTRXfGee/qhDMjyrrctSCaxzv0wee1u8ZZzi542JkisG1HJkUOCGaNIcd3xzMqEXto6OJIUTV/3M/9n7wevF1CQJKYtepUDPV/ojjiBrQYhFj+R5jEuEwqVoElmiqW8uw8UpcJwRLQI8hLDmjFUv+ciGePycf+r73UAf4iz8F1tw2PROzsLCwsLCwmCjmAthnfN4vv6tknXLb/pW07P6EENKUNDgh5COEkBcJIS92dXVVPOkkBdQN1TgGoCAA4Tp5lAhPpvig+4BKtZAyLWsxJnpWKspTVaINy6jTiKpiXZyAUhqyO+bW9OP7a/4+8Xjy3mjIHspBgtpN4sJRCbaaiDlQZKzgOACn8IqFUDlUKoGAKguuUEDDc3BU6qsKOiqM6GXUE8SGELHPzh3b8OyuXvzsGSFGPNz/CezPnBlXQA0CSuRrmjCkQfWZSlMvpP6CQ9a6BhNMaYIXJqBCARVMdmZfFu/e/TA6+4bkjmWrEBlC5HM/REBZtA2LMX7wJqwKA8Dyzq1w1fUivzYV0Jrw7bFcT+5L7c44TR+//xNYfWi1Xu/C9nfBKdErkwPS8i3GqyvMMEKIoFNwAWDIz4Op82oooGRoBHRA9pElkWPX40RVfsAhXPYBJWEFtGAqoAYBJUAKhoruOKH9TQYsAT3GcP5Z78CX/vkRECcHQDwZ6qutw7888A/AXR/DYPdhjA4OlNmLhYWFhYWFxTRj/DSf8dcZb9v/ALAEwEoAHQC+nTQ45/yHnPNVnPNVM2fOrGzGSK4BLXUzSiG4YaCABgRUWx6NPqCBBZMZvQ/NFFxloxSvBdTj4l3vBiJiEvNpKD01s3cMlKcRBWUcRX80dARiCNk2w0nJuRqKrXHqx4gLMIr//uJn8L0PvUd/n0hADQU0moILSOVLEdDB7uBYPEVUFHkziAtj2J6/AF3p5UJtNg7a270LKApGphRQl3CkiQ9XnvIM9UrUgAZkM6PswBELM+EcWZlq3DSURkthEMVhQUAdZcGVIURMW5ClakmZtClTua/w6Qo9TDBO1Smd24I6YbnAN4hftVJA5fhAYL/WFlzjt87QHPryfWI91TIn1gk0sIWLj2K8mSMLAjYbqQFl3A/KWUHhqHPMaGCvLqGAshgBJjqESHyUNaBFDzwh+EmMSULXKdUhRBwOiV97RwJLQI9BEEKQrZkFAHBTi9BXk8LY9iWgHPjll/4WD/3n96Z5hhYWFhYWFhZlsB/AfOPzPAAHK1yn5Lac80Occ8oFs/tPCLvupIEk9KI0b0a5cQPNCAHjTCugoaRbtR9Zq8d9X5MLBsA1gldiIUTBaEixlJyTacH1YnWWJjnLwEMGHvIejSmggNHfkbhw4GH16L8bFtzg+Aop0Qe0e297aKwUUwQo2gtVkYPxCag7FBBQ36d6SwDwPIOAcgqGFBgHNrQOghU360WD9z0M8tjLAACHBQpoBp4OWcrItFYCQ1XkHMQgKSlawoILhpTrgCAgkFTZhdOSuCsFlIUVUMoY/LGCtrPqTNlQ709l1Q7GdaiRLpuggFYX5JfV1cEpQsSCa3hQ0zQX1PtGiC2MPQAy/RYAIObcMjI3VI86VvT0FpRRXdcK7sPhQinmlIL7PqrSbskaUBZ7tiQsuL440+L/ZR9Q7o+AIxU6H4DgxUkEFIhlVR0xLAE9RtHUthjEqUOx5XI4mRWoHs3ipeFWDPf2YP+WjSV7RVlYWFhYWFi8KvACgKWEkMWEkAyA9wC4O7LO3QA+KNNwzwUwwDnvGG9bWSOq8A4AGzCJIH78xjkpBRcQt+qcBDWggnQafT+BoA8o43o/jDE4RgpuNmLBjVZQgvIQceCUxmyu5lbrsjfgxexHUfAZxjxZA6pbwMgbfQgFNJXpxAH/STBNdAwCygEYylf393+AD91HAwIq91lV8CMpuHEQw4Lr+EExI42c7/7Rfrg1W8X8fB8cLhgIfJeDM2ED5mwQG2a0o6dPfHYlAXUJQxo+VM5NVlpwHUmqkkOIdNFlbL6uQ5AjBU1Adb1qWoUQiX8xHq4BZT7gP/UDKDIXLe4NqZCa3HK4zOh3qr83LLjqtBkEVB+O3rdJQDNwiSSHIfJrIlkBFb+x+M5nDPesDRzxPvMMJdNQQH0K+D5qs25pC26CAtrvOuh2XBx03VANKKcjgCuP1SDWnIT+HMC0BZfBie7+CGEJ6DGKd/7dx/Hn374FS645CU35HAiAJw8sBQCMDQ5g4HC8IbCFhYWFhYXFqwNcyD9/BeB+AJsB3M4530gI+Sgh5KNytXsB7AKwA0LN/Nh428pt/pkQsp4Q8jKASwF8ejLn7RSMWrfiEIYKQ6UtuDpNVnxmBrlRyhb3CnKZYcHlHG6CBTdJASUgiTWgUQXUJFBVpIh6Mobda19C5+72SA2okYLrpEJ1fgKGBTdUGwocvvlmXLGGC2KTCVq7VOd9o7I0sHuacAwCGpq1DFRSqmnXaAeqF9wqlkk1VLcxUSFGVNhKd0TITAoMGQQW3LQMIXJ070l1HgwCypKtqY3+AOjPP48vsP/W50QRUJ5WbVgIwKhswxKQPMoYfB+ItrBJtOCq4CLGkGbUUEA5sPMR+AfX6HWrZQ0or84F25foAwoADnfiCmji44GglybXtmFHXxuMhm3LlPlGsBIF0QqoWKch40zAggsMuwSEE/Q6rqgBTXEUi0WAF8EUATUVUJCQkhqot2F1+5UgGtVkcYwgV1uFXG0V3lBXj7X7XkDPQhecOyDVjeCj/dj70O1ofN8np3uaFhYWFhYWFiUgW6TcG/nu+8Z7DuDj0e1KbSu//8AkTzMExwtunM//5flwiIPr+Zf0/a+pMGnzpuYMBgFVxK1/r/hMaaCAQgSvqF6K1SRcA8qcoJ7T8fI43P00nMxJ+jvu+YlkVb/jQjB67JZ/BACQi0lkLVVr6oKw6PbBfopi4vozdQhSjCPFMhhLDyNVgszE6wyB04oE1X3F2BLqh2tAHWacX01OSWgdFVg0GLFzpglHmtPAgks9UDhwYBBQxkIpuNqCG6kBXTqyEx6AkZ5mkHo5H6mW7uwrYD4CC65uw2LUgPo8C10DKvcZbkdjvhcKaIrRwEPKAbzwY9DBTUBWfKVqQHkuaDUiLjOzDYt5TkhAIhPs0uZnrSJKBdThTkiRJ2boD/P1tcoRWHDV71WbBkg+WJ+4rq4NTbLguuCCwEOEEDkuR161mUnl4BbFevpvq6QFl1sLrsXkYGZdFvXFXv25OvMOACk898jO6ZuUhYWFhYWFxesSjlHrBkAGzCTDJ0LBCiy4QEBA5asv9lfYsROLBw/KZQwuCUjD4W0F/Hb/maAc8N0cdix5uxyBw/XHwEHBWRDAyBmN11kaRDFKMUI1oIRou6xQQKMbBVvnOQu1YaGOA0YcuDyFgjsWWpcYylZS0Oryoov4zADqhZUyTR5Tjk7I5ZAKm2ZEUokkBD/fdTpGfEFIXVkDqkOImA/OCVziye2Vd7O8BVcfCyNBDagkUQPKWSuSkUAZ1RZc5negMHAYHsvEj9c4x8Fb8c6jHG5UMaWeIHsSioDSKqWAigTjQ/sO6GvJPAoCErLgigcDycfJNHMTCcumAsoZh2Nsl6e+fngCTuHIPwAu7dQOpWEF1FDRkyroUmBwOBEjOA6IyzEmt6EpFUoaIKaASvLMJ1EBtQTUAjM++7c4oa8Lpx7goKQJxG3CcIEBeZuGa2FhYWFhYTF5IMXghv/89nfgrL1/ArOq0byBVroXDdWAhi24qliz/6e34vK9L+qvHMLkTbTYZtdQNXwQFLINxmyS9FaA0yCFlCQQx1irC1M9ArTKxokbIo5iuamA8hCx9R0C5oj6R88thOYUapOBOHLci5NmAFQSdF0fKudTl01pCy6LKKDmfroKtegrCkUwhXANaJp6gFkDmkBAU1r5LEFAhdwm5irX9RXhYSIFl3Iq1+HwRh5A3+aH4PFs0s6M4wjs2IChgMJYhRbhF6tRU2gEEIQQcQIQMLTn3ofL9v07bvvXn6ATDcExSpCIBZcRhjgDjNSAQthtRV1nYM8mgVSOoXzBGMdUQOX8fYOASmvyrjkj6K/xgvYtwSx10JNS7h2XI58S69FU1lgL+viRpIBybmtALSYPS6+7Gq0/uRm5wi6kxzaDOHXgdAj+jqeAkW6AeuV3YmFhYWFh8TpH369ux/Afn5zuabym4XjBPcXswcWYNbwoQufM2jOAE64VP8aNFFxdlCeth/k8HN2ahUoLrhMmtwCom0WIaGkbpEFA/aAGNKM3L60ylbp5Z05KE9jwLAQKjIVCiFhVDtQ1CWgwoIvANpxE5bLRXjJqXT9sDVUWXNch2p4bJ9ThEZT6l1IhREpFlSm4Zg0o5xyG7xgppYDyUgTUVAKlKueomsckC64PTovwedAqRZ3j4DV+nfiMaQLKVbUq9eFu+id8YPWNAII+oIwyVEOc/zO67wVnHJ6sWgwRUKMnqyag5Sy44gh1b081R4eY1xcNK6DcgcMc+FScF/g+iAwhUg8D+uqKGM0lBRMRMOJoCy4nDkiKY0S2mvHTcQUUJHw9sCmoAbUE1AIAcPa88zDyprNx0XP/hub+feB8GN1P3gd8awnwyFene3oWFhavExT3H5juKUwZCtu3Y/ippypenw4MYNc734n2914H72C0e8bRQ2HXLgw/Wfm8pwJ9//M/KO7bV37FBIyuXoPhxx+f5BnFUdx/AJ1f/jL23XDDlI/1eoZTNGrX4MBhboj+mLe3FARp0IAkhiy4QfotAMA32lhwDhcihMiJEEfqRK2bcYLEKdUfs1rBNJZHKXOoDYuRgktScLhoPcNDCphAXgbc6Hk3Ncr5AV4qH1qWdgzFL0GFcjgS/ZeUhmtAFX8oUgbmqbpBJ7SOej3BG5XLJWkFQ8boA5qWbU1cXQOq+oAG83BpeJ9RcKMmlcp1FQFlFABnMmBKzISDgzMGzyCgxlOExLEYpVIBZaGlnIYJm7LgMkZRA8FGxyAImgr34ZFLZ82efvlWWXCTbcFmeJFqraLVcS4UV30eOAX1Asuuw12c3HkxttV/UH7lawXU0XZvlAQjDhxOwDkwWqRwXI7+mhyIMwO+W54KmgTU9gG1mHS88WOimL5mbAjgeexf0ykWbH9oGmdlYWEBAAP3/A50YGpt8d6hw1Pagml09RrsvPxyjDz/fOLyYns7Bu666zXbBurQN/8ZBz/z2dj8Czt3wu/pia2f37QJhU2bMbZmDUZffPFoTTOGrpu/iwOf/vS0nXc6OIjOr9yIXVe+7Yi233Pdddj3fz9afsVXiN6f/Qz/P3vnHS9JVab/76mq7ts3zZ0cGRjCDBkkiIAiQUWCGRWM64JrTpgVVzGt4eeaVhSzuOIKupgQBxUQRQEJAsMAE5mc78zc2Le7q875/XFCnaruvjPI4MxqPZ+P3tvdVadOna471FPP8z4vQNDT495TStH/ne8y9tBDT/jx/1EgvBpQoXS9Y+amPdMHVP/PKm6ZNiy27s2SirjhQog6H11OICSJEhkFVCqBDD3iopRnsc1bcPUHHW7T1gqeORN3Dtq+achKECIURL446Y2TjwxKosDNrx7W8NelREpAmxVLCHO9SN2Y+RAis76NWDYroO7fAGm2lZm3O0ytZ2rBTVCEBLYGVJgQIt+C6/rZtO9bmW/D4s4zEbDiFhqP3pqqzEqClDRkydvQ/my24PavW8NXLr6I0eERolxQkJKtCaiSkm6hCeiYsfqma5RVQJWZvFQSNZ4CmlEVdXST20Jla0ClShjdYVrRqJiAkO76RBpBt9k9cW1Y3N+G5xTwIYQgEaFRQI2tPVAMdHYgopkkwXjXtR07fQgTFCFEBfY0yvvtR/TSl7Notr7Q7hybx1W9vWCeRBUoUOCJx/Afb2Nw4Y2oet2911i/ng3veQ87f/rTJ+SYI3fcyY4fXcPy009n+Kab3PuWkDQ2bmTHj64Zl6A0Nm8m3rFj/OMYdXDk9ttbfr7pYx9nw/vez8YPXkZt+XIA1r7+DWz6j//YrfOor17t1i0ZHGRw4cK/G6lSjQaj995LsnMn8Zat6ftSsvpVr2bzJ5vPob5unfu9sWHjHpnHyO23kwwOPqZ9xh55BDk0RLw5235LKZXe5AOyWv2b1lPWaiRDQ20/b2zUDztVvb7LaygPXzVVceu+eHsCql5n4Oc/1y+kTOvKdu5ky2c/2/ahSoFm+AQ0UAGhjHKfz3S/x+ibZhdSs3aNq09UzmJp27E0nDI452fXujYsIkNAsxZc8MVEzyTrWXBbKqC5O/1MQJA3qhQRAkWU+Lwl/be9ZsiZbYPSSKRnwR3L1GJGwiOg7RTQlgQ0S/wyCmjst0/x9jdrGpi/f6uAdpq5ZxRQJQhtDagJ5PFTcG0IUav6VD14MwEV7iGDgAd/grztS2ZemlgqlRCrlICK3M/8OjTGqlSHhjwF1MwptzZdY8rNo5sqkBJQZwL2htatcdK+tK0tuObcvOJJpWIXQqSUojFyL0HsKaAkHmHVcwxlmJ5hHCOMAiqkvdZaXxcgkCrUdmEzuxFRol4KCaJZJIG5Bsap7UxF6sKCW+AJwiEf/RB3H3YoAKV4MmsfPJIb7isRb1sNl/fBst/u5RkWKPCPi7ElS1n7pjex/h3vYMt//qd7v75e21Z3ZdNMBgep3n//bh1r53U/pbZ8OaP33MOa17yGTZdfDmiVEmDw179m6cmnEG/dyvarvs+myy+nMY5FcvnpZ7D86aePe0yr8lXv/WvLz+trdDuFgV/8grVvfBOjd93F8K23suP7/73L86kuWsSKZ5/DkpOeQmP9ejZ99GOsf8eljC1a5LaprVjB0O9/716ve8elbPjgZfqY1/+K6qIHAWhs2aJvZu28Vq/mkeOOp/rgYtph7KGHUKParlZbuiQ95rLlJNu3M3LnnU3krbFuPYQhQV9f2++2vmoVgzc0dcpoQrxtG42NG1lz8SVs/95VxDt2sP7d72mrzDkCNTxCw6z72MMPOxLXWL+e5aefwdYvfAHQ5HP5GWey4wdX73Iubk7bt1NdtIhHX/BClp/1jPbbbUrJ99CNv3HzG77tT4z85S8sfcrJ1FevJhkednMbXLhQb+89MGls2sya17+eTR9rLhuRtZom1EnC9quuIhke2e3zAE3s5eAgXSefjBwdRRqS3zCW8vJ++z2m8f6ZIWo5BVSWMnf1QqZEKxGaPgbu47Q3ppKSJXdu4ub9P6Br2xqxa8MRNBoEQiEJCLzgGYnIEVDl8QVfAZUoYG51HU/ZdmPz5+SJiHBvaLXIhOgEIUJJIqm3AlAqJaB1Qy4SQ9wSmaQW3CBNwRVAKFLlthUFEG0+ccE1uRrQRqJcQm4ch5lt7M9QWXVP71MxdZH2+7B9NW0NKEKvgyX9SolUAR23BtTMVUqSRIIh2zLRn8T4DwEUSJkhoKBbsJRqNpin+VhxEqchRE5MzRLQTtutR0p6rAKKVUBNaI/3UM63XqcKaE7FdQqoT7k0AT1+OaCGaAzdTOeAp/wr6Smu+t/kUEUgtJ4vWlhwlVBtSX7iknr19dmPVlKDcIZTQFup6u4cLBkuQogKPFEQQnDWk54MwGg4RudoiYd3dLHw86at2KKf7MXZFSjwj40tn/kMYW8vnSecwPCtf3DvW3KSJymq0cjUHG7+9GdYdeFFjNxxBwBbv/pVHr3gxRnStfWKK9jyuc+x8YMfZONHLmfb164knDyZvgteBGjCkwwOsv7SdyIHBhh76CFG770XgOr9DzTNefDG3zC48EY3n8bmLax5/etTtQhN6GS9TvW++yAIqD7wgH69WBO6wYU3suL859BYt47p734X097+dhpr17Lli19yY0hD7tph9J579BzGxtj86U8z+KtfATD02/Sh2ZbP/j/Wv+NSVL1Ofc0ahhYuZPBXv2JsyVI2vPe9bP3CF5D1OivPO59tV36dlS98ESN33En1/vtR1Sojt+nwmeqiRay5+GJktZoe/6673O+1pUub3k/6+6k/+mhmzo21aynNmkV5v/1obNQkrLF5M1uvuMIR4P5vf4f1735Py/Mf/uMfqS5ahEoSVj7v+ax905tBKaqLH2TL//scg9dfz9o3v8Wpio3NW9jy+S+w83+vY+nJpzByxx3UlqVzXffGN7HqwosAWP+e9xJv2cL2713F5s98lm1fu5JkYICB63/ZNI/a8uU8esGL9cOKH1zNpo9/guqiB1lzyWtZdeFF1B99FDk0hGo0qK9dS2N9tg7YnjukDyGGFi5k7Wtfy7q3vJVkYIDVr3o1S098MvHWrTz6ogtY/45LkWNjjN6VWpdH77yTkVv/wPAf/5gZv7p4MUuOfRID113HyB13sPlTn2bw15rU766iO/jrhQS9vUy84ILMnBvrtYpdKgjobkM0UqU6wFpws7jgNsmcbbaiLlXI9I1wqnzu3DzKWGkicdSJTFLiEyQJodmprLyQH6uAerWCqbjjhxDVEf3Lee6mXzG7uhylsom0MtemQht9fVU1DSEKlFFA3eCeu6VWYmvjQBJDTmKlqFY00ewaGcXbi8ireVSiFQvI1l7akBuZ5C246R51o0ZLJ3G1s+BaAqrnnrXgeim4IshacFXo1NLx2rC4/qxSseiWdQwf+EoAVpl+pNkGOBKlsgS0Z+RgTnr0VKKGb7HNPfBrJITKKqz6s52LxzLb2LkqmdBlakBr5jj2+x5tVL09hDuvWhwjW9qMLQH13kkGKcWKE5drNRcgkOl8JdJTJO3n9u9EaAuufd+qx2mobg4Cadrs2Os2tvRPVJwCOh6KGtACfxdceMqZAMiGtsAhOli+arl+uFfpa79jgQIF/mYoKanedx8Tzj2X3rPOpL5qFfG2bUBKPOOcTXPndT9l7SWvZWyJVtxGDfFc//Z3sOPaa9n+7e8wtngxGy/7ENuvvppt3/wm2/7rK/R/69sAVO+5h5HbbmPKJZcw+5OfpPfccxi9+25Wv+KV7hhjS5c6Fa16//0MLlzIxo9cDmj74/q3v53173iH237rl77EyK1/YNAoWUM338Ly089g/dvejqrVmHDeeahqlbWvfz2rLngx1QcXs+1rX6O+Qvcerhx9DJXDD3PzC6dNBaC2YiUAw3/6U4bAyNFR1l16KYO/+CXRjBmU581j6Le/I+jro+vJT2bwN7/Ryle9zshdd6HGxtjw/g+w4uxn63Wv1Vj9qleBlIzedRe1ZcuQw8PsuPpqag8/zOCNC6kZ4lh9QBPw/m9/h5E/305tyRLk2BjJ8DAjf/4z5UMOJpo5030foAmo6OoCtIq243/+h/q6dSRDQ9TXr6O0336UZs923/G2K77Ktv/6igvVGVu6BKRk7JFH3Jjbv//fbPvmN1n3trez4f0foL5yJcn27dQeflgf8y93MXDdZsLjVwAAIABJREFUdfScdRbxxo0M/uIXer/vfJv+b3yDjZddhhwYYO2b3kz1vqxiPrZ4MfGOHVTvuw9RqaAaDbZ/97v0f+Mb+vP7HyDeqi3G9dWrUXHM0O9+x9jixax/17vZ/IlPsOPaa1n1kpdQe/hhwimT3di1FStY/apXs/6d73Lv1desobZyJUQRpblzaWzcwPAf/8iW//y8/n6N0hhv2aLP7d6/ulroxvr11FetouNQ7drp/+Y39ftr1zobsopj1r/t7QAM3vBrquZBRW3pMkbvvZclx59Abdky/f0uWuQeGFi1tP/b32HD+97H0E030fvMZ1I+YH99DPO32FhXENDHiqwCKowF17+pVVz4R8mHf5gQC20bTEmTpzRKRcMEGt1/zJu4+bhPpuPGsUsV7fQInyIfQuQTFY9g9q9k8vfPoBp2mmMNZwmqSlVBex6OGIuU1ray4PoKqFw5n59v/yjSKqBK8ugMrbhN2zHszU0Q4BNQWiBLumyNYdzIhRB5hL5et/bL1iFEtm+mJV8dOQtuKCWKgFD4FlyVWnBVQCib1zczayUyCujwjhoq6kaKgGXGjpxk6IoCJTPrD4rDt52bW4sskiTxWsLozzf9IdvlwZFlqeixBFRmCaj/0Mr/3ldsG0aJVmUAhoB6xZONkZ/Tt+V+c52Y78UbN1HSI3221tOomCJAJJ4F15J30U7/FEhhEnyV0A8vhPfZblhw08/2HAFtfuxU4J8esyfNpd4B5dpOEB1MaRxAf7SUFUOTOWRoI8R1uOub8OTXQtSiD1OBAgUeMxobNiBHR+lYsICOBfMBGL33XiacfXaqgG7cSLxjB+ve+lbkwCDCxKjXli4jNDbOiS99KbXly9n04Y8AMOG5z2Xwl79k88c/4Y7VsWABE1/6UnZcfTXdT30qk//1NQBUFixg6NcLqQ0OMvdb32Ld297G4PW/0vUmlQrV+++n+te/MrZ4MdPe8ma2fPazTecxcN11AIw98jBDN9/Mhve+D5Ri+Pe/J5o2jZmXf4SxBx9k9HZNljddfjk1j7BVjjwSVU3VvkkvexnbvvxfrHnNa5jy2kvY+pUr6D7lFPb/liYbo3ffzdCvtR2z5xnPoDRzJvVVq+h77nOpHHkkGz/wAQZ/dQPR9GnOImstrRNf+lJ2XnstcnCQyrHHMHb/Awz87/8CurYPtF24fOCB+vf77ycZGHB1stu+diXDt91G0NODGh1l0itfSf3RRxn58+00Nm6ket99DP32t0x86UsYvf0OXQcqJR0LFlBfswY1NsbEl7yYoKuL4T/9iWTnTgYMWdx53U/pOessasv0g8CxBxfTdfzxbP/+f7PZq4mtr1jB9u9/P/MdqGoVgoCZl3+EtevWsfW/vsLwH/5IOHGi26bzhBOo3nMPO37wA4K+PqQXcLXzmmtASqZccgnbrrjCvR/09CCHhxn8zW8QpRKbPvwRolmz3Lijf/kLpdmzmfeTHzN86x+Ipk6lcuQRDN9yCxsv+xCbP/Vp4k2biDdvJtm5k21fu9IF+0SzZ1GaM4fRP9/uvs8Jz30utSVL6DrxBHb88H/09eXVQddXr6G+Zg2TX/5yakuXUl+1CtHZiapWGXv4EbqfchJjixe7Bxa1ZcucslxbsoSBuIGqVtnxo2uoHH4YGz/07wDM/uxn2PLFLxJ0drkHIwATzj2H0qxZ+lp44H66Tz2F+rp1hH19hF4wUYHxIRo+AQ0NAfVajrgbcq3xZEKIhGfB3byYePE9wKkMTtB/o04BldLVqnVkFFBhaix9EuE+TadQH0MkdWphBz3JCEoOI4SfuipyBMgjoAiwlscgJFDShBBZBpoSUCFDGqri7JmJUox0likB0/tHGe5J5xmqXRHQbP2hUCGImLiW7QOq10f/bNQtcXQjmx/SHNPUgKpsDaj9PkJjFQ2EF2ak7FwAFRHZVn5tLLgy7kIobYlPEklsVEwZlAgTfV143yAohZIKlZPQdCCQfx5ZohQnklBmFVCZyzjxFdBuoZXOukrJm/6ZO6Y51zhJkG1INmQVUIDS2FZgNnatfAIqSTwLrqkBtfMQgVZAg5gjN55GVzUB1msC2oZEWgVUoV0AdukEYrdCiIo2LAX+LhBCcMp5LwZAUmd77ygimMwNG49lycoO1JKFcOMHYXmRjlugwJ6CtW12LJhP55FHIioVRu/8C3J0lNgQ0GTHDoZ+9zuqd99DbdkyxoyFtbZyBYPmpn3SK17O/t/+FuV58wgmTGDGB94PJWNViiI6Dj2Ug37xcya/8hUcdMOvmPmhyxDmyWz5oIPNHBbQ87SnUp47V5PDIGDii17I2KJF7pjbr7qKod/+jsqRR7pzmPHhf3e/xxs2su5Nb6a8//7M+PcPATDxogsJe3qY/bnP0XP66VSOOYaxBx8knDqVg67/Jft99auEPd1E06YRTpmi93mRtgbLkRG2funLkCSM3HabCyka/WtaT1qaPZves89GlEpMfMlL6Hvec6kcfTSbP/UpBn/5SwhDounTAdj/+1cx62MfZc4Xv8CsT3+KA666ClGpsPNnqXXYfi9jRvlM+vvp/9a3HIkZvvVWgkrF2Ut7Tn860972VtTYGMuf+SzWX/pOKkcdxYz3vIf9v/sduk85BcKQ2tKlqDH9dD3o6aU0ezZqdJSd1/0UNTZG96mnMnzrrVTvvdeR5oGf/Yyhm29m6xVX0H3qqZQPOZjuU08h6O1l54/T0ojIEKTuk0+mNH06vc98BnJ4mJE//YnB32hVGiGYedkHoVSisX49vWedxQE//CEzPqS/p+3f06Rw0kUXIrq6KB+ir4veZ59N5cgj6b/y62z62MfpOvFEkm3bnPIK0Hn88USTJzPxhS+g57SnEU2eTO8zdP3n6J13Es2YAUqx+VOfduQToDR9BqWZM526OflfXs2sj32Ug37xc6a/973M+fKXqBx7DMOenXz0zjuh0dAPbMzN27S3vhXQSu6WL36RLZ/TtdRT3/Qm4i1bGDVhQbUlSxi++Ra9ttdfz/Yf/hDRoR+obnjf+4k3bMyQz6Cvj+6TT3bXZf+VX2fTJz5BY936Qv18jBA1z4KrBKEq4St9Fo0oDX7JWnCNLXTRdcRVn7im1lSRJC79tk+m9b6JsjWg/k7mR6YNi55jLdItOJC+GmmUVI8BZUKIRHoeLUOIVErAlRIoAipmrJHyRKSpAS01xvBJcWjagejjt2AaSmXYkTAaU2Os3rSpUIKz1txDdfkaM15WAbWkytpClVNA9XpbohYohVKCAE9J9Sy4itDVkdpzefWB9xD3pUFTSqbEOo5jYqPKyqBEZC6VJDM/rYBm26GoTF/NVu1o4jhuUkDz10LgCKh0Fty6yiugrR88INT4CqjIUi6tFqeKvs/rpFJNIUQZBTROQCQcvP1Y5u7QjiEZ0KYGVCA9m7sEn4ESWwW0xZ7pECkBDYsa0AJPJE59/ksJS2Vun/gUbtjvQEo9z6EhFb9+aBp33LQeBdy37s97e5oFCvzDwBHQ+QsQ5TLdT30qgwsXsvzMsxj58+0Q6f+ADC28EdHZyeR/+Re3785rrmXL5z5H18kn07FgAUFnJ/t/9zsc8L3vEk2eTN955zLhvHOZ87nPMdMjiSJXR9R96in0nnsO+31Vq17l/bXdsPPYY5n6xjdmtu3/1rcJJ05k1qe0GicqFSZdeCG9z3oWveec47ab8+UvM+nlL2fOl7/ElEsu0eMddSRzv34lM977HjqPPZYDvvddOg45hN6zznT7dR51FOWDD6Y0cyaVo44inDIFUSpROeYYRKXCli98EaUU1b/ep0lBFNH33OfQ/ZSTWHD3XVQOXYAIQ2Z++N9J+vvZ+eOfMOHZz6b3nGdTOeIIup6sa90nnHMOE1/wAoJKha7jj3OED9BkVSkaGzbQc+aZIAT93/o2HfPnU543z6zZqfQ9//mEfX10HX88lSOOYN7//JApr30tMz70IQ747+8TdHdTmj2b/b/9LQ76pa6h7H7a0wgmTKDnjDMcaRy8cSFBdzczL/8IKMXGf/+wW9uxhx5i3ZvejBwYYOob38BB113H3CuvZMolF6dr9qQnMe0tb6Zj/iFMevWrAOh7wQsome+RRoPu05/OgT/7qV6DY4/Va3D++XQdfxyTX/kKSnPnkuzcSXnePKJp05h75deYe+WVzPzIh5ly8cVMvvhfibdupTx3Lvt99Qr3XQfdOtSi64Tj85d2Rnmd9ra3IioVBn7+c8oHH8ysT30KgHjrVqJZ5qY0ipj+rncRdGr7Y1CpMOHss+k4+BA93/PORXR2Mmxqcu13ATDpla8gmjmT/q9/nf4rv87oXXcRTplC7zPTEKTeZz+bZGCAePNmJr70pciBAWoPPcyU17+OylFHgVJMe/vb3PZT/u21zPrYxxDlMiII6H76aQAM/OR/qS1bVhDQxwibgquE7iAZZSy46Q15I4JE6Bvm9OY8VUClCIhVlkDYzYIkcVbBiWrYff6w3C+ngPpUzlOgEn1TXjcW0GYLblYBFT4R8UaVgSagJa8G1Lfg6r1CAnPO2ycc6AhoGFezY3oEy1fTUuUsVwNqbJexI6DpZ09b+SLOGagyerd+uJaS45wFl6wC2qHqKKUV0HpotwxSBdQq1Gbtp6hhE8AETumDTA2rkpEj8ImUHgGNXPuarEZnVNDMe8qoka3XAuA9P77fU0D1zySsZLZxCqhKLbgNaesnzfrnrdfG6i2EcgrorMEyvz8um9kg8+k9omSIXVaVBfC1VGUtuGYei478N86QhwIJQgWZEKK2NaDmWhBKkCAzFtwksOr17kA5a/vjRWHBLdAS5c4u3vb9HyNvWsGKbY8Sb17E1NES23iQ+x86kqF5k3jX+l/wnU0v4Mkzn7y3p1ugwP951JYuozRnDmGPvpGfcO65mZYo0aRJxFu3MvKnP9F54glMfcubiaZPZ+QvOnglnDaV/b7yFUcqS7NmObvg7M98ZrfmEPb2sp9JPYWUVHQ/7alE06ax/3e+zcjttzO48EYaa9cy8/KP0DF/PkFfH6Xp0xFhyH7/9WXi/n6GTEppeb85+nzOPrvpeF0nnsi8a37Uci4zP/4xlLlRPeDqHyCEoPrgYkozZzB4ww1s+dx/surCixh74AEmveIVzDQqK0DQkd6Udh59NL1nn83QTTcx9a1v0WRFyibyDdD15Ccz8ufbNQnbvp0pr3sd2668kmTbNnpOPx3R0cHQwoX0veAFjN59N/VVq+h80rFMetWrSC59h7NEd8yfz/RL39E0PkDHQQdywNU/oHLYYW59bSuRsfsfoOukkyjvvz8Tzj1XBykFAbM+8QlGjEVXjo7SeeKJbv6TX/MadlxzLZMuuoipr38dgAvKAf0Q4ZDf3MiK886nvnIlHfMOpGJqJic85zkkIyN0n/wUt/3UN7yegeuvZ8J55+nv/qST9Dgve5n+ecABxFu20vusZxFOmMCUf30N1Xvvpe+FL2TbV75C14kntjxvi95nPxtRLlNbuZKJF7yYcEIvG4HKEUe467U87wC3lj4mv/pVEAhmfuAD1C66yNmTy/PmcdD1v0Q1GgTlMrM+/jHWv+vddJ54AtW776H37GfRcfjhzPjQh+h80pNQjTpDN95I+YADmPH+96EaDQZ++lMmnHMu5Tlz2P6Dq5l88cUM3vgbaitWMPXNbyaopDeq+3/jG4zecw+rX/FK4s2bKc8tCOhjQdaCK8h26rTKYUg9SggViJ2nESYPAWOZECJJiZjsdaJMCmsgE4S5Ue4jVUA3MY1ZYYe7qc8SFS/qJpHpeIBSw04VtHu1rwEVuBRcESJMCFG6c7YmFXM2+rwVGKtvFI+lYwJKpnZRn8AJpbx1aVZA41ozAT1064lsndvFtMbNENh187cxFlyTEptJwbX1oyUoJzSFEAmZzqOXOpGsZMYUArqTnWkzGi8FN5GSLYO6Z7KvgMYZZqVDiGTmvZwCqiuH8REgXR9QS1XzCmhaAyrpMim4SU4F9omaT3oFyqTg6vrbeimbPizz/80RZXclg+Ox5h3pJc9aC67+/ndMPhyASElDQM0+aZZTE5QqAzWteKLwz3p32rB4Izny/nhRENACbREEIe981gKUms9/lB7mqR9/hD8eNo+x0WU8+PD5TOq+l9s33F4Q0AIF9gDkyAgdhx3mXveeeQZBTw/dp5zC2EMPMfWNb3A1ap1HHknY28uUSy52LT/6nvc8R173FEqzjZ3zKZqgdJ96Kt2nnkrv2WdTW76CCUb96nve8wh7e91+0ZQpTLv0Urqf9tS//djGKgspoew6/jhAk65461aqDy4mmjGD3mc9c9yxZn3i40z5t3+jw9RyErbubWxV0crhhzPrk58g6O5mwrnnsO2rX6PnrDPpPvkpqFqNvhe9kLi/H265hc5jjiEolwm8+e4KXSeckHldnjuXjgULqC1dqhU4YPp730Pl8MPomD+fntNPp+855wP6ybxPnoNKhUNuvqklofbRcegC6itXUpo717036aILmXTRhZntJl5wQYbA5iGiiCmmZhg0cTzkpt+hkoSe00+nY/78lvvN+fx/Em/bRtjTQ99zn5v57KBf/oJo1iyqxk7dcUjrMSqHHcbsT+ha5nCSDjcK+voIJ08mMtZYgJ7TTmP+729BlMvEmzcTTp6MEILJr3yF22beNT+icvjhiHKZWZ/8BFNf/zrK8+bRcdCB9D3/+YAm47XlKzLk06Lz+OPpPeccRBAw8aKL2q5XgRYwhEgoQaCy1k+rCcZRF41wiEbtCKKNlzBV3A78IFMDGsuopQIqMBZco8L1Si9BWggTQpQS0FRd9ahFYm/6zc25HCbbhiWfgpvXUVMFNEARJcojszVvP/vTtsJIUKIMskYkY/w5KZkSKp8spL/makBNgmzD9V31qZM+Xj1JoOTrwM6PbM7fUiT9eZmaE0nrUboWNoQI9/3ojSKVtn1Jody66vNKQ5GSRLJjZICIXmRQopTomeYDh1AyJ9npbz5rks5CqPS4At1mJ26jgCKlU0CVzK6BaHrwIO0LlHuIYYk4bi1bEdCMhde34KK868uGEGUpW29SIVAhoQ0hCtqHECnZiWAIlCDBrxUVu2fB9UcrQogK/L0ghOCyF7+DH/3sf+garjOKThF84R+ns6zzD3D823YxQoECBXaFuV+/EuX1Fwu6uzno+l8STp5MYNUgIdh42YfofmpK7HrOOIOBn/+CiRe8eI/Pacob3kDXSSc1qVqdRx9N59FHu9czL/tg075WjXsiIKKIGR/4wG5vH06YQOfRR+1yu8oxxxD29VE5/DBHqKMpUzLq6tyvfRWAnqefxug9d1Px1uHxoPeZz6C2dKmbZ2nGDKa89rVN27Uimrsin5AGTD1Rap0Iw3HX2CqqrWBJq1VAO+YfssvjdR53HKN/+QszL/tgy/MPTPJwac6c1vsb+zGACIKMjdfN2bOS5yGEYL8vfqHt5wXaQ9TTOjnRRED160api0Y0RGAIZqhsAn9q0Y0bIbEXzNOo3sbKGZMQUiES6dqw9Ki01UYgApKoArToA+tbbM2/xdaC2kRAFchMzWFKjDWpsG0uAiKVZNuw+K06Ul+ueZmggg5EUidMfEIpdLsSu7mvgGYG88mBaWFSyya9auhzaSQJcfV2Gm49cgqoyiqgHarm/L+1kt3aU0AJ9LmYtS8pRZjr8iEgq6J5vyaJRMWWUJUoxZp+ZRVQzHeVVeKECrQNNaPk+sdVrieptS0nURsLrpQuhEjmCKivrAYJxCvWwslw6NqIno0/c9vkaxzzBFSIspaDbWsYrw1LoqT3wMI8DDEKeJDUkWGZSXGXTjSWVm0fR8VUXea8IUamJZ0I4vCxEdCwTZjUY0VRA1pgtyFf+HQmVNN/yCUJB/y2ynV3Xb3bvdQKFCjQHiLI/pNcmjkzJZ9odWrBHbfTfdpp7r3ec87h0Pv+SsdBB+7x+QTlMt0nn7zHx91XEZTLHHTDr5hsalXHQ/fJJ3PgNde0VMf+FvS96AK6T386XU/QenedfDJBby8dhx3+hIy/J1CeN49JL38Zfeefv8ttp77xDRxy6+/pe97z/g4zK7BHUfNrIPNRpr4CKpyl0SqMGQU0ziqgydhfzLaabFiS0+URUEQuhEj5CqgfQmSDXzwCqrIKaNKmBlS7cdPPpophbcF1b7W6gbckINbKmGoQJdIRU827/RrQNiFEHmxqb9xoVkBt4FIjlsRjtzMiH3DbnHbbeyk1hgBczaQd2taAgiag9qRC4YUQKUnUo9tGlVBeH1A7L0Xgr7VURIkhy0kChoAmQYlyjGnFkyeginQd9dqLvAKaXw+lHHmyx4/bhBChFN0mcEklWQuur3bPX12FX9zKxmXLOOURP6U49Cy1vjU7czTzyCB7jZfQKqU7Z9sn1FhwKzXd13li3E2gQjdnGTTXveqBBcgu+yJn1RVIp14379oKYg/VgBYEtMBu47TTL+Gnp+n/cHSruXR2notA8MD3HuGR9cv38uwKFPjnQDhxYkbxEULsMRJUQCueQYv6wyca5f3msP/Xv040adITMn7Xccdx6F1/oTRj963Cf2+IKGLmhz/cUo3MI6hUKM2Y8cRPqsAeh+hI/76CfC8NgzjqNCm49mbXqDwe0UtkSEM1t4KzYS822KdTepZXIUzwjH+jnlX9QPejhFQBRY2SqRGF5hCijJPSzFclKBERKs/m6tlPA0dqrAU3BsooajkFFFSSmhZbWXAVkowJ0xDQxO8D6h5yGgIqc2RCKUrxiPvcEtC0D2jWgmtJVaYGVEF5km6z1dKCqyD0SYyKmbvTJLlu3Y4afFT/HpSo1GFDFLEuyho2tejhq+aq+WFGjowFyHFDiIRKs4CRkm5yCqhNsfWu2c6qHucnn75d1+8a7Jw4n6O32FKG1IIbeCqnnoMXQmSWpESAjjOy6yZRSjkCGsV6XhPrvcbGbuumWyugoWogLAFV2t7rhxDFYWz2byck5WppCwW0wN8bc6cexjfe+DNmHrIAcer5yMp8QNA3WOXWL/6PS40rUKBAgQIFChRohfD9b+GHp+vbz9YWXEUj6qIRoS2VeEqplxqayOYUXB822qjstT1BBEb1ct5XTynzi/CsUpZ+prx2LkqJTBuWkvT2F9qKquQwtZ1fYbDUx9zhFxn1Fnyi6+oJbZ2gHNRrYBRQn1DKNiFEKZnIqn7KKqD1NOVUuL6XhoCSbxviPKhAcwpuWdUdy6lHqdU4TcG156NfVxrKheRYBAIC5d8vJpSsArriLuS236BUggxK9FThgtkzuaE712dXKU+RDu3ZkSWdWaIUKIkNohXKEtD0+gnjbJ1ptwkhSi24Zl8RkIi8r1jg5ynXOyYybfSwzCYyEFk1WNk52zXXP0pAIkROMY1dH1BLhPsavQReCFEpbk0MK2qYINH5EALhWhtZJLusAc0T0D3jeCwIaIHHhMlTZvKKT36ep77gVIZ7N1FSZWT9EUbW/oXf/fxGvnbj4sKOW6BAgQIFChRoiUAEul4Nr1LO3Tf4FlyQ1oKrbJ1b4EhZkojHTEAn1Ou6DYsXPCRaeA9tCm7WKjqU/k5WAa14dYfKmoDlCJAwWJnN9NqZNEqdZmufgKYjBtEBQB0xth5FnShJvG1FhoBmLLhBOkaGRgR6bZLYkCWlUgJqCFis8sJBrgbUWnCxSmfaf7NeSgln6BRQPb61aXbVfbUNN1YpR3xDqwwmqV1YBzhB76i/TukoLpVY6LrTbJqyfy4aOtTJquPm/E0NqIw3MW2ndy1JRTeWgKbzNieJNATUn1dWfRRe+q9VQLMxSSilg5xcH1A9QIRAf/PegCpxbVhUoIlob70HoUI3h3f+NGmpgJblMIGz4GoF1Lfg6jYswTgpuPk04T0jNhUEtMDfhKPmTeb9H3sOc4JN7r37rvlvjnvPv7B9+9A4exYoUKBAgQIF/lnxu4c2m5vdVne8+j0dQgTfnthr3k3zYu0Nu1ZAfbt81jq/sX4kABVPreqMk5wFV3l9NFOomu4dGmSCidJ+ovka0J4kJX/67QBr2bU9GFWb81VK6ZrVaBZBOBNR34wSsa4BdaQWVNKmDUumttS34FoC2t6Cm+TPXWUJaNWwm0wKrbQKqCZJSjUIXA2otRTr11215vMWCEpkg5GEJboybV0iTQ/WZ9w9ixf9IRcmlrHg+qnm7RXQkkzSOk5DvJOwA6Vq1Id+yNl3eZZ+JZsVUKM8CgJHQP2zyhK4gLBFi6AskVbIMEjnqWwNqK57Ve4VQOwsuNKQ/FAFBKQW3Ekj0CoHt0MNI7y/E4lILxohSIQm5k1hxe7UmtvZ7AkUBLTA346uyUyfYf6YgymEDDE88SDW/PGOvTyxAgUKFChQoMC+iLtW7TSJna2IQ5qAGoepBTftq5mGECVJgHQ36LiaR4sVDR3W5ts947BkFCSvFq8VATWkLUCiTMMIpVIC+uPVR/O/a9ME7B6/pBFh0mDzBLQZfv9QQQCiE5Ru5xHJLKFMEj+EyBvDFYFmFVCVV0BRoLIW3LgpGMez4CpBfxgiUBkCmnghRMtn9FEfutbVgDpLrplHV+rYzUw4ypMY2xvV1aQqYqP0TRhtVrk10fLrg3ftvAtV4hYrcBbcCsmYbv+UmadU9Jga0MSG/HgpuE4B9eeUcUUL71OvBlRBx8RLCYM5gESW0msxrQElVUBF5MawBNQqoIEKECp0FlzdD7b5vMty2LtIdMCRD6eAtl3DbNuyPdUHtCCgBR4XDjl8fzpkjXKHblb+0CFn0f+ne/fyrAoUKFCgQIEC+yKiIDCBKendsrv1FQKFMmmqqfXW1oD6IUQ78zVvOTLliGPsEdAo332wtS7pLKdKokJtX/QtuKNJlux2y2wKrjJBMgDS2l5btQuSXg2gCLB9NBWSKPZTcAUybp2Cm/6aJ6Da8uvnc6iGteAaBdDtbIl8VgEVCgKhMqtkCWg9grG1UX9NAAAgAElEQVRShJJDXg1olqx01lrQGu979SZmDpuS5ZHOEm2h0npX4T2UaE+iIFKJ973q48RhBzJeD8Bgt98eSNFhVFrXzlOkBNSlM6cXbu7IrQio3l4IYUKrFKJUoqkGVEGCrQE1pFNJrwbU2JyV0A8wnIW39bl3yCEs3RPKHC2TgpuAGMeCm1NAw8KCW2BfwKyjn8KUecuYMFYCQmS8ge1rY9Yv3bG3p1agQIECBQoU2MdQjkz7iRYKqHBqVsA02eGF9FjLYEo2tuZvYVW+36UeP/Huy62qllHMWty3p91PlFFWSyDblxd1eSFECmHqEm24S9juMFbvNa8C944SiQmV8UKIkl0R0JwF1xDQJPEUUDeXlBSlx/ZnKRHogBtfAW0Aa0NNDOOOIxmcsD8gXV3gQHmIzRO6EAqmDx1AZ3USW6c+qemsZU5Vs6FFJGm96mhH/mFBHvkQIn/+zQhlqoA6C25UQWH7bPo1l9K1lpFmatLZi8WuLbiZhw1ZBdSff1DuwPUBtRZcpZyeLHwF1NaAmr+bgIBAhW7+gWqhNgOlxARbmXlmrxJ7LsJzG+TPLPt3JooU3AL7BI59GROOOx8VVRDRTGS8ka0TT+Vnn/8rjXrClqEx1u0Y3duzLFCgQIECBQrsA4iC0Fhw20guSn+2oNHtbn4DR8xSpTGUOYKi8omu+kY9lumtbhxa4uPVgGb2se1TBL/u7mKwc6s+usi3bsmiO8mn0no1oE4Bbd4vUAFpmqsmoAKQIqGUJGQJqFkDJTMERwQ++fJrQCNAIJPU1ooj/dYebImUVeH8sYRTQK399MPTpvDO6dP0JuUjqFYmg5IIJJKEDV0buOfAWQgFL3rwnVD9LJtmPjlzzkoIo1p67+XSd0FRK5dp5Hiq297vAyp8C+44CqhMm7EG0taAVtyDgompwxohFaG1eqv02rOPSWRTL0xBJP1jpw8TLKRVPkmt16JUSlVb8yNSCmkVYkdAJaGtAfUsuLqNkd5xpEO1JJGBamRqqBOyU9PXwHiVndkvoWjDUmDfQM90znvZV5h32iyCcBYy2YSS2jf/6Dcu4+mfvYWnfeaWvTzJAgUKFChQoMC+gFIYGguufwvq14AqTVKkdKqQ8BQcS1ICY0kUMjaEJEtArQU39mShOMgTH+WRLnt8/dZHpk5GUy9hCGh7dHm1nK4G1JI8pzq2YKDefr5tU1s8s4QykVnyaBGINuRLhEDgWXC1suxOEJBurCwRVaZHpTDjWwX0+p5uAlsTKWyAjkQIhVSp2JA3Q+cmRjPsoF7okygx0NViUzdmqxCi9uQoUnHat9Sz4LrEX0PwEwHVMOTO8gT92rt+tAoatEzBDdsd2ll40+0D035FRJ4FVwoCpQiV8o6ZElBnQzcEVCih3zPnMtjV2oCsVJKx0TZZcANNQNspoHkLblEDWmCfgRCCp7/umax+1goEiilrv0WQ1Hno9xGNmm4APTSWt8YUKFCgQIECBf7ZUI6sAtoqhCi14AZSesTTDyEylkVzc15uDGHJ59z+Gmc8tNpsaxVQj0BkWpboH9nqvdTym2jqacKB2rd7AehSgSN1tgbUWXBF4N7PI5AJSpqSJWFUM6VVKU1NU7IZOAturr+lVUCVVzMKaPISIOuWGLZQQF0araeSom2WwqS2ChRKCaQKqDRSApoE1voqaaCQyWZ3ZKEgFvWW87WrmnnPceiULCsRMdBNa2T6gOYV0Nayaegpd4HyFFC7xoacxiE8cvR/cEP/x1FKJwBHRkXWKqafgpsqi81KeosQokxrFQmlCD8FV2AUULud/b6879XWgOoQovTvodpBS24vzMME+yrBr+m1NaD5GlYfYe5VQUAL7EMQQnDxOe+lMbOD/s4qfTsfor/7GF604X6mJoJF6wf29hQLFChQoECBAnsZpcAGnrRSwlK7o1AqrQG17+sKPP2OUUBL9SFX/1mJFV2NOPN5WgNaJskTUFROoAvcp4lTrAKCXMJuHmokRslBN0f9P2tzbX+r3bvtLupDP0qPbUhQkzUWwNoy1XgKaM4GKoJMgq0ga0FW1DJjCfe+tuAGxoLbUCW+s+V7vObu/6Acm96ZgVWjJTWhUMlWADprDUNcA3prN9A78Gj2pIVoymMSHvG181NBmYGudsk46Tng9YbVRK31encFyijTWjXX5xA5ImtXLg5BJjuYNjSd2Kx5lFg7tVZA7XeQEQ0z11FzCJGvgAplVOYo9GpA9R6Bkk4BFZ4Cmg5tA4WsBdfsL8dRQJ3y3fw4QArzoKftUudrQIsQogL7GI6edjSvuuR91EoRg+LPjHVO5aDKibxgpMz9awsCWqBAgQIFCvyzoxwGRgFtYcEVloAGCKmcAuqU0IwCqsnUjC33UKr1A7BtyrHcd8ybgbT9ibMzBhVkk81QZRVQe3wlSJwCGCB2QUC3bBogrt1jxtDqq1A2GdaQymBXoTq2BlSlNYbezX6gxrfgqhwB1XWWXm2f8tVBo87mgpuUVdqUseAaUjSYTKOmdE/WjsSk6wbpd1EXChVrAhoZ63SoIqIkQZiyrPQg0MR2cv1HrQI63Mb5rFCublQQZmtX2xD+SMXusKX6kDmHKF0LTwGtD/+EeOwuBsxDjHJsFVB9xIkj+nWl4cf5eGgTQuQIqDlXFXktgZQm/KGSjij7NaB5OAXUENhQtaoBFbq3qiiZ89XXg/Ie7Nga0LbIreeOoWqbDR8bCgJaYI9izjEncfi0YUZElbixliSAiXGNh5Zt39tTK1CgQIECBQrsZZTCsAUBtTA1oGhLa+BulK2NVdfOaWgyNWX7Qxyw5gYAGh1TGe2cnvncdmsRlJFNYTt5BJmPA6ktlwHjk0epVGq5RRgCXTNz1mMmQZtEHXfmWjVTKJJxFFCVC4FJFdBcCq6x4Doy41tw3Rh5PcwfSxtGhSCjooay2Q5dA5Aj5n3Bwet7SRpriOIYVDaIcqWcTZ6AigzxtXMtGcWxFbwQIvIPMtpYcMWoO25QH9NbB6FRCNNE4DgEZA1UjUXDzwSgbBVQUwPqrNFuuX21HrIKqEYS4K5n7ZqWqNCz4Eo9ciSlVwrbIrXZHUFfmXb/QLayeWsCKoKJKGCsVM5eJUo6tbsdRG49twyOtN32saAgoAX2OM467VBKUUxt9DpqA1+jPvxjNi/dTj3fs6tAgQIFChQo8E+F3QkhQgidtun6RXp9QF2PFFMLJxuOWKqgnNZc2tRQF/xSatE+o10IkSUKmkgEbUiNHsHaeM0chFVwdQ2ko1RifBKrvP6QrSy4KcFJW5WAX5OnFdBZR5zGgs0xIugEj6D45Ey1IeKpldWELylNiloRUCnSXqdjgSJN1oUTl0ymMfwTojhGkVXMbpRPcQJhyi9zCqiKUaKUaTeTW610H5Fvw9JeAXXXXMOqkikBVD4BNTTtwaHnAVCOUwIqECgbQuTNJ18DKqya7teAWmutwpC/0Dtn/QgiVJLEKaD5BwatVkLX/oZtnqkolSBECB0hY6WyqVE2wwupVdNxbOL59QxlmwM9RhQEtMAeR+WcD3PKhRexftoAKIVKtnHslhv55Du/zE9+vmRvT69AgQIFChQosJdQikKm1S/ggaNen77p7mk9C65SXmiLDWVJCZUNGQqTemqtFeXU/ugsuPqzgBLKtWpRuZ8WQeZdoQSIYHwCKqx1Na0l9AmocrbitkN4c9EEXCeTkiEegUtQsn0rDQG15640KQtLXUwcM9ZljyTqN/JBRu0UUD2XMTqoijLSowuR60eZ2j9rkFGALcIkQTKWOcZd6lDulEcAULcMVGW/D5FUNQFtp4COE0KUb/Hi5uKlJLtaU5GmFds2K43AJhNLlNLfoSOggU3BzRPCfC1xswXXV0CFuV7qynugovSZhEp6fWgj89E4Ao6Spna0jQJqvpegI6RaKusgLsdCrR66+xbcsOnc/zYUBLTAnkffHI4+99VsPbyf6dXVoKAytpQJm3/Hsl+vSWsMChQoUKBAgQL/VKiEIZPjMxjtnuW9m1VAFYaAugRb34JrQ12sAlo3bUtABR3Ocqp/Bi6ESAe22JrHNukxrgbU7qMV0FC2Z4/CcA9njRXWgtvw5tzKRJmFMrZX2llwXZCMbUNjCahPJhX9Y9u92kGBb2t1dkrf6urPIWPNDRhUPSSEGQU0sATUqwGtCeVsqX5/16iREIssAe2sNTh460Z9lCYFVCNMRkFEGeKbRTsLrqR9Cm7syHEmSMf7XQmIQ23z1sp2joBaC26LNiw5U3Hmp1IKGQgC5b8rWbdjDF8BDZQ23ToSL9pbcP1zFmbf1iFE5nopR9RLpYwFV+yGBbdJAaUIISqwD6NSCtl/bAK/PAmme37xrrifB19xMf3f/d7em1yBAgUKFChQYK+gFI13s2tvvLUylCqgKalUjoDq98LEt+BWUguu1pPcyKEKQNVzD8Gzd+0u7EgJoqRElJT0u+Mkf6YNOJT7f02gjeK2m6mhyliPtQJqScmuFdA0Zki/XrFzCcKEzmAsni6gyLVh2T0FVCiFECLj1HUKqKc81rx5+Vw9jGOSMJu0O2VkJ52JsSdbp2l+HrKKEuVxLLgejTIW3PR7baOAqtg9YBAZS2tKWqUQ1CJr6VWg9NyzBDRNOE6RrQEVGQKqsG2CAjO3QOrxEyWcuimMKhkqhXQLk/++Wq+FQNeAlpN8apMJIQJKZU1mZeAyh2lN4vPItWEpUnAL7OvYWno+D8+FitzEmaYvF/Fqhlb2U733nr07uQIFChQoUKDA3x2lsFUtpCUTmtQoQ0DDXA0ovgJqVDChYmfBVUGHpzgGGftgJO2+SXo8cim4hjgkccD7f/VyemuTgAChdqeXubUGC1QQgdvHKoO72F1YJUo6BdQnZo7UOAXU/MyEEEFXTaSJuya0SSvEfkCPNIQtr5n5YUDCuYKlp5AFMsBS30wIkWqtgDaCrAJaiROcBujykfIKaBUlonFCiNLzFY4I+9dQMyKFO27nRBNCZK3ThrAvOuJidkx/jp2UZ8FN+4Dq66GZEOZTcDMk1TyMcBZcbzv/OwiVrgpN/QDmexzXOSh1ra6C3tqUpllJM48oSkk23rWk3HXXBnkLbtEHtMC+jjn7nUNJdfDZl5a498WT6RlrkNTuZ0fvXBqbt+zt6RUoUKBAgQIF/s4oh61uPbMW3FqHQEg/BdeSSv+GXRFQwxomwSqgqUKXJngKQjuWapBVlPyb+3RugxMOMtsJAlPPOT70mHFUYXDCPNJ2Kbt7w25IH5C0qgF1s80poLltVSCQgVFAlVG5RG4UJamMbWuagfLWFhFoci4Cr20HTN4h+PWxBxvFLm3DYn/3VcswTojDLMGvNOqOTMsceXazTEYNKWxHUyTNNaDjK6ARgSPHfftZZ55ZO0NAt08+lJGJp5slUIAhoCYF975j3gjRdKdup6qnf63q84zFMLjQrEZm+8AVeYrMdxxJodup2Acv47RhcVCpAtqKgMbmwUAUGgJqFFAdp2QexowTQiSaLLgFAS2wj+PDzz2K8+afzwnzTuXw1/4HgdiCkkOs64sZWb9xb0+vQIECBQoUKPB3RrmlAqohXApuLoTI3iCLwKOLCiFM0I8trgs63La2BtSOHBjCplQ9TZlVbcJjBETJmDeXGlHlFMrJOLfNLkzG/mwmkSma6xQ1sdSExBLQbK2inWiOgOZInFDC9UAVZjxlLauepXPSjoeb5pBNdQ2cBdc/g94hf8FsDWg6L18BDZI4Z6MVdDVq2O/FKaB5C65qPIYUXK/NjD3nzHYaoUqVPpGpmwWB7fPqq+M2hCggSqT3OQiZ+06VItuCMyARg24ONvzKWnDTEKR0DgCh1JpnGjTbhoBmbLBpDWhPfRJ5JOZYpcD5nfUDBZHWgOZJZhbZa/WRaeeOs+3uY1ddcQsU+JsRhQEff+pHEUIw2hjllsk1pgzNYjjcTGNnPx/5zdW8t6Of7qPOhykH7+3pFihQoECBAgWeYHRE4yugmloYC65jKLb1h6eAKoWM1/PgnKmechehTL2dQmjCpfT+kburr9NWAXXkFcK4hkK3Iwlkg6jzFPZf/zBLp+xsc2b5ukqbimvTYX20IFbCKqCKOLBk0ldAfXtsqqJZMmVrCQOZWnCFUihU2v8UW8MombRzCas6s1NQ+GNFCKVIAhhuhI6iOU3aqqtoBbTTzMe3zQYyyVmPBV1xamdOgtb2TyETEKU2vWKzc8X0jG22E6cVmGBSYs2xAtfKJquAKpV4tmdTAyrK7uGF3d7WBPvj5/uAxgwS2S2MHdv1AZXNJB5aKaCW/OXOTSXuM2VVegWhLGe3EwJp5hoSECYSKbwaUGXV8d234Mqop/22jwGFAlrgCYXtg9RV6mL+cWcxtdoFxPx5wVxW3fpVum/5d7jpo3t3kgUKFChQoECBvwta14BaZBXQVM0KiHsCVk8P8G2i1cHfsGZqH3Gg6xuFCHIhRKly6voXyhq+jbf5+BphMqaVLc+CW+oavxbPHzPttdkicVa0SGp1Cp0iaRFClM7MKqCGpDq11NhCSS24ZjSXEqzXU7dP6R18tMUcvF+E1p+3lkdptCxgFS5hterNy0eQxE0EtLOhVUWwBLTFyCoGQvLdNbNzTcw4lgYaWuUvs7fmgRLYEKIgZ49OQ5sk/veoVB0hOox6inu4EUi7v7WGqxyhEiRiwH1uCagwxNJZcDMUFkKp9cZ8G5a8ii5k2lLG9mwNJASq+W+ro6rnWhkIKSVJRqEWLqBq9/uA7iniuEfGEUKcI4RYIoRYLoR4/54Ys8A/Hp7/zDczeWSIsHwMY+WII1dN5Z7h53PfI1OpDu9OfUWBAgUKFChQ4P8yyqG5aZcjKDls3s3ekKchRGkNqBAYcumTR1t3qFy9XEsC6tso5ZjHUlQugdULLUosUQ0ITEuVvgOr45xZntRmbZtZqtV8+y2UdKE0zoLrhxDlrL1WRXMkywu68RVQlPLUQkNAke6c2p+D/g7GgrglDRTe9tsNWRUqR8OSOEciBV2NhttbtiWgUtut21pwARIyCcSZmlB/jvZdkSqgrs2NVUC1cqjiTShpFW4Jqg6i7Mi+W2P32o6eTcFFCCSeBdel4NoaUO+BgEcuQwWRVPQOd5hxshZcJceQyY40Ydl8ptdeOIuvNxFmb9P7dm4qUUq0zVsZJVwr7OPXgOYtuMG438nu43ETUCFECFwBnAscAbxMCHHE4x23wD8eygceSNfoZkrdz6SjciZhnPDnHc/kTxuew+Kblu/t6RUoUKBAgQIFnmCUI31TXRv4OrWBb2Q/dDe3mi4EnoIpBK5VhYZXDerbCE2dqE7BtcqWIJK2fs8nka1rQJUQWgE19kZhQ4jGvVHPEtA0BTXJfa7PrxlW0VMkoVU1PXLirMX6vTBnwU3toSkBDQxJl3iKnbDptT6JyZ6DVcUCpCb3rVJYPQvusCudzSpwoWq24FaShqs5bKeAutYoarz1toQ9p4D6BNSbt2ihgCpXS6nn3Ri9kfrQj8z5KUdAlTCEEGul3VUQj0BSpVkB1WROtLHghlIQDvZw9NLJZhjzUMVanYd/Sn3wuyDj3P7CbJsnhyK1c8vAKaBuWVSS2nHbnkpOAR03kXf3sScU0JOA5UqplUpX6/4IeP4eGLfAPxiCSoVJ+5sC6cpRKBGws3EtgrVsWbKCX1/xeQa2bNq7kyxQYBwUbo8CBQoUeHwoRyFK5pXEvAIagCKTLCqEtZA222eVVezsaxGgEAhh+yIGRIkloLVML9As/0xvi0OrgApBaPpW5o2WrZFTQJVEyZHskVoQ2TRwSNEImgloR66ti7MUC2tVtvsIlwQsTJsRJZoV0NbhSP7aBgTEqMCsbG77wCOgdi4iZy0WMmv5RAgqjZojgs5qnIOusRTjK6DKKKBuG7sevsXUOzTCqeOiyYKbq5004ylVR1BmpGeOfsdXQG2rGrutd7SJO5aDGnWKNp49GiD0QoiUd12EUhDuOBaAsphJEE7LnJtKTIBn4tUhq0STblXKnbFGI7QEVLg0X18B1dfGeCm4OQV0PLL6GLAnCOgcYK33ep15LwMhxOuEEHcLIe7eunXrHjhsgf+LmP99/bRTEPLUJWvorCWMDN/EyqV38NAfbmbhtT8hkXvm6UqBAnsShdujQIECBR4/OoIAGa/OvesRUAUIoVNwMwRUEai8Bdf+lq9jCzQJCyp2Z0dAUXkLrn/P4RtLLdkNPLvq7t02K8/2quR2agNfBzXiPm+VOipI3PuxiO1A7vOytV06C64XdiRwyb6B0sQttd3KVI0V+hx02E7Lmac/RUCglG5xo3Ak3M1X4UhpkNgVyyqggYpz1mPdhsWuc1sF1Fhwx1tv5Sy4+RrQILNVemSBMEmwQU41TpXy7BFsCJFuyZP2dg2k1OQ+y3AdDl/6IxRVN45yymkuBdf2ITUIpHCXZtj5NJz91Vp2g8nmZX9ungKCVgRUENp6VRlQjq0Fl+w8HosC2lQ3/bdhTxDQVrNump1S6htKqROVUidOmzatxS4F/hkQdnby8sufwplTb2Gou8YR67cTNLZTG3oQgFvvWcL1D2zYy7MsUKAlCrdHgQIFCjxOdEQBsmEJqL3B9rcwkS7Ks+CCdhl6VX8+Octn5Dily1knA6LEqFCynrOUZklKZgyl1aHHSkB9QtQazSFEwlPUkhYpuB3YOWQtuNKsi/IUUE0TpCZWSrKt095XWQtujMwJh/4LZ8FVyiigijDXC1V4c+lIbE1jjoDKOKdiWgJqLbhtrKwu9Ge8tjembU2TBbeNAqoClOlBG+Tt0S0JqDQhRGUGJxwIInT2bV1/K72lU7lvW6GUb8G1Cqj+3kNfTfZt1lIQCP2gIokmeGdg1jfULkIpt3vHSoy6W6aZknnth6SgFEuEENSTUP8tKYkSu6oBzccr7RnsCQK6Dpjrvd4PKBhEgbaYNLObBR//KO/6t4jvvulQ6OwkiPYnkBFH1pax7uZrkPZJZYEC+w4Kt0eBAgUKPE6UA4WSo+ZVYurwrIUzrcEUSitCDkInfabIE9D0llYGhuA5Cy6UEkPgVC03Rk4Btfk7IsTW11kCKh8DAVW0IVfQ8oa/L0nDeeIgaxGFZgXU2l7TJcoqoLiAJcndc2505ycI0Mm4NhAnO+/0p27tYccPcgqo3lTPrzex+2WJnHA1hu4dbQA255+ErdcotciOt965ECJHQFNyn1e3rQIqRN6C20xAFWkN6MCEA00fF70GoVVAva0z81doC679zCqntg+oTTAW2esvkAIrzgoRku9xah9cSJlacJVTi1vVgEIp1gFNUlkFFLbIDvT3q0OIxu8Dmieg+44CehcwXwhxoNAm6ouAX+yBcQv8AyMKIn774t/y6Wf9F/0HdVLufSGzhsuMJRFjd97Myr/evbenWKBAHoXbo0CBAvsUdlWXLjS+bD5/QAhx/K72FUJMFkL8VgixzPxs7m7/ONAR2hAcgwwh9FJvUZl6MyXCXK/FXB2nyG6r3zIEVMWESQOIELKRseBmIVACVk239YLK2Hct+drd22Y5PgFtMU4g47Q2MmwmoCWjgFql0ylb2NWy/UGFqYGVdI+uphL3M9xpLZumBtQjhtn/sDVbcJUJIWpSQL3em2Vrwc0ROa2AZvZCIaiFWpk+cFNrsUG4lNnxFVDpqca2JYxvwc2emwBLQEPTQ9PV3baoAVUmqEmUaJR7IUhQhkiGUiKFr7yrzHkKFHgKqKJhlipw+5sPyFpw8QaNSK+TbG/ZRA14E7UhRK0tuIFUuh+sCl0N6NKgCyXQNbotVio7RK6ud5cBTLuHx01Ala7IfQtwI/AwcK1SavHjHbfAPz5mds/koKkT6C7PJhZ1RGk/99nWtWv24swKFGiJwu1RoECBfQa7WZd+LjDf/O91wNd2Y9/3AzcppeYDN5nXewzl0K/jhKT+CDL2/yk1lkAFKO/mN8jHn/gKqN8zFJcCmyqgMWnfyCRrwc0oWXqMew8JaIQhaQ1oMwHtEpPZf5tPBLLImzKzaEVAraUUGq4PaDpGSaWkVKhUiZIC8Go+nQVXSIRqaCKVqfXTDwBaK6D+3HXvVK2AqiYF1N+v5IZvVkCbyI0QNEJN+A7Z0E4B9fuWtoNV73I21TZtWAQBBOaco1J2n5YWXNsKx1yDgXRKpiaQ2W/YDyFKFVChv0MVEyqcohlIa8nN1YCqgDQvKkzPwF0H9kO/hY62iStRzjyESc/aBlGldlx9eQnvIcJj6AO6hzy4e6QPqFLqBqXUAqXUwUqpT+6JMQv8c0AIwUHzT6DatYaRCYfT01hPo5Tw6PIVe3tqBQrkUbg9ChQosC9hd+rSnw98X2ncAUwUQszaxb7PB64yv18FvGBPTlr3AU1v3ePq70nqD7jX+tPAhBB5t6lBkAqXkBnDpnpaSNO+wldAk0Dpm3qVbz+Sq94z04vdPAVBYtXH9BgVNYVJo2NtzlI2jZuBaK4BDWXsziG14HohRKQWXKFSEVcTxCwB1QqoQgibD+zNRWgSboU2f01TSmVrQDW5B9UUQuTXLpZdl5eskthOAY0DTfjatvTI9MlsvY0iMV9Wtpg1ayfNPVywIUQl84BivBAi95kZP0ywrWsiUwOaqUfOKKAg5Bj2akY1NGF3BNRTQJXEtoHRIUR2oJCeYftgJhuapDIqpNTn3KoNi9BKtSaawj000NZ2odOGRXqOo1Hzddm8LvuOBbdAgceF4096OmFpA9Xuuczb2mDrhDrr1zy8t6dVoEAGhdujQIEC+xh2py693Tbj7TtDKbURwPyc3urgf2u9eymw9ZEtpBTnwBXmpR9CJDKpuL7+pEmS91lgLbg2hEgilSZVO7vSmlP7WX4cASSuZYcgbBFCJInac0ylkKK9VbFVzV2YpGqhtK0zvLlFjjhLQ7eVN3vhyEmAScEVEiXs1r7hNkTF/Wzv7tTbtwkhUiLUop9RQFtbcM3cnSRW7XMAACAASURBVGrXkdkmkLkUXBGAEMS2T2kbMiM8Ahq264zgknyFe61ftSFRQTd/PegS/Wtow5IsyWzVhiVbh6o8C24pSQhz9cPZZVSZXqGKWK+lmWuo/AcMCoIuPW49dJejkJIZ675nhstbsrMhRkoEyKD5HGzbIoEyddVGAVXmU0OE7dx3VprHULl65X2pBrRAgceFQ+fOYN4p54Eos/zILxMGEwi29PON/3w31ZHhvT29AgUcCrdHgQIF9iHsTl16u212q6Z9PPyt9e5CKaMYdbb61Iytw4AyhFOE+bt895vMhRDZGlDXhgVASIQIaUR5AuoTWf2zIhWJUcvWTFyib9iVZHkpJViS0jgG0fENuK1uv8txqoBKIUkEGbUpsoRIJShRRhrVTgmMndbUgMo0BVcgHZHWEASdTwJVZ+X0ifqdzFKkCqhAECjFhFEdvjPII0hPPfZrASMbQpQjcpb4pK9tZa9RAtsqoJYoibResgkyt/7jE1C/JtcpoOOGENntDQGNGvg9WIPxQojwib2vgBoLsA0hMvZYEfQCUBkrGQU05LCHP8aWvi1awbQtfVoRUGPBlWHrGlB9fP3Ax37XVmW1JFklOwDY0YKANo24r9SAFiiwJ3Du048lCCRhUmPO8P9n773j7ajq9f/3WjN779PSK0lIQggpJCF0lF5FKUZpig2u9SL4U7lY0St6i16xYr2igoj6RcqFSFVqQi8JLQmBNNJ7cnL63jNr/f5Ys9as2Xufk4BoKPP4krP3njUza2bPyZlnnufzfI4AoO3xF7j9hp/u5pnlyJEjR44cr0vsSl16b2P6WndDYtMl+bnxNZxzcjOsU3tsvSFC0hP0R2qvrUd1DajfhgWRqX+zNaD+PmIUJkU0ztLDzHYMNx/QMBiVFLutG7A0uXFXPNLU5E0gqEpCzUyOvvl8LXUNKqkCqlFEgdmnxahNNkgoRskSm4btb47Vke+0BlILYQsRUUJkVauGMRD0cwS711acIqAUweGLzHbb5Ep0tDo9Ao+IuHRimVVA629XsKVhQLLv+juX7rh3ooB6pC49fl8lz6yQbj+w7X/6CiFyvmKz9bCCTgi4jBOLtUcyM2ZfndZZ+gTUtpWxNaBobazSid25scuq6uba6i5YpTl9+FC7N6uA1iOgiQU3eRAQOAKanClHQM2v+NbGekpwFq8VccwJaI7XBVoGlTj/8+M5/JGvMbx1GyAJlWTVvQ+je336lSNHjhw5crxlsSt16bOBjyRpuG8DWhNbbV/rzgbOS16fB9zyms5am9YgyFoF1HIJJYrM3fc/2WPrwd7CPmpAkzrI9L1tw+IrlkYpSolFusQiRBMgGNw8glhaNdKSNJVJWO27d6K1Gdcfo+vUgBYqFbdNLWLiIEs0GrvKyZYVQkjiJElWo5MTl03BVbYGVAgv2EaghSE/9vh8ElgJNStGisSKXKtSZkJ9vHszW7KqRS0BrdEGhUQlxy97JZfOWNyHAmqVbKua1yqgfs2uX7MqyjuS5daCm+1fmm6f9DsJYveZVNoRfP/Q0pfa2VzNfiKvPQ4Eyp4wq05KAi1o6AqTUNsAqRRK2t1UKZ8irQM1bVgCYlmoE9pkCbD5PoWnLINwSmzQdAyFuEhbqfY86Opgo1wBzfFmQ+M+E5ly52w2n308cuAnGBjvTdyt+NWX/8xHLr2OnijvDZojR44cOXJA73XpQoh/FUL8azLsdmAZsAS4Evh0X+sm63wHOEkI8RJwUvL+NYeopzoliGUDcVCiVOnvPtOy+ua4dwKaKqCptTLWJoRI1wQEecpYkqZbFEWUtGRQJ8RX47cF0X0qoNlwl2qIOuS1UE4tuBpFJLN1luv2ODzZcQwELpnXhhDhtSHRQiY1oGb90N0+CZBmP/VScDME37ay6eUQfQXUtdWUdVTtzDkwIUSWgO80hEiLJPCnzhBip+QBTFx6Q7KH3qiN9z13bcnup68QIvudBBq/BY7IqNxZTTJKrplC1EmpZxvoCoFO6ymlsmTZWHCN6CJo7PYV0BglQElqCWjmtVVA6/cBtfXCGSt0ct4CZRKhg+Ik9uqcRFz3ehV9vHv1qEf5c+TYbSiOGc2oyZoHH15I88CZ0L6ErvWL+MCajTw99wBoCzn09L1cs+ocOXLkyJHjrQqt9e0Ykul/9kvvtQYu3NV1k8+3ACe8tjP1d5AooH38HXd9PP3QHyF77QOqqgloHYUxslZVna0B9WsDRTKvUIboRCHU1s2KQvrEUQS93oxrVytZf4SuQ5LCyLd0KmJJ1Tzt69ioiEnojOESwiliUps6Sy0UVvoMlEt3QogKvilXar8kWCMEiS1UJPqib1dOhQDh9RJ1eT1125n4sFZpS0B7G6Xdq14VUK0y5LipYy2wB0L7CmgKVXmJ7m0/JShOQlZs+xw78T4UUFsDGqRWWOEeYtQ/ABUYC24YddNcXkPXgIHJd2AV0Ci7HSEoxoJCJUAVQIgAqTRKQneoaXQScz0Cah5ImOuhngJKooCmNaBSm+9BuHNolqvenjZktpgroDnepHjXjJFMnDqESnEsYTAKVVnC6pFTeeLa3/PEbcvYuKJtd08xR44cOXLkyPFqoO3Ne+8puFoEqGijR+SMqpm9P07JUHUblthTS2VxCo1iT2IZ0NbQSk9YdQ/hK3nJDoY0DHH70omdUmudseDqGkuwv80oGbPrD8uFVknPxvo1oNn5BkSBsTArYQmtVwMpBEooWgMz3yBO59HT7wm0Ts9BdZiOwNp6Zc0xar//pEdGU7Gwnqpdq4C6diQ7ScFF03sNKJGjyIB7YCD9MKqaa6xMXH7em7C12dYLLsr2FVUmicpYfbWqSoOtqsqU5pqxerbWPXUVUK3tfiQl88SBuBIDIUIro4AKzMMEf76QHoP2akB7uSDrK6Bm3VClo+J6rDB9NpGsu3OSuivICWiO1x2aiiFnnbKPedMwDa1aaY0fpKd9PnF5Ic/PXbN7J5gjR44cOXLkeHXQytWk1VmY/FdRbvsjcXlhukgGWQXUI6e6KgU38voZFptPoUkPpSICdjRsJZI9bj8GXi2jqZxkZNMIGnWqgNoaUHRWAe0dOyGgdSy4QiuPgMfE0tKaKgZgFa+wyTv2tMWGSGoNNRqVpAOFngKqBs0FvS09ZpUlUqkyLTLbNUhbsfgWXCtS1rOyZh24iQK6qwR0JwqoX2epMvPuG2Kf44nLLxJ1PZR80td3mVwH7plGlMzPU0C9787ORfrT1j2EtmepVgS+pTapAR3abs5JVIlBBARKJQnH1qab1n26de1PEaBkwQtvys7dpeBirxGzTGhl2puiTcse2YcF116zOQHN8WbGiL36M6TfdoLiVBoqgO4EQlTlIZbOe20D+XLkyJEjR44c/yRYCy6CYv/zEaJfusw5BitmjO5xi4yt1rOk6oq3LJuC6xNQgCAuU5YCJY0dVVepVxZSmHlprZ1apVwNqEJmiErvNaDaKaC93azXJ6C+Alou2LnZsUk9Z6WVUFVQiQKa1r9WW3C1s1SGiQIqEBR1lJl3hgSmztckTbdK5VU93ptUjVP2wUA9AlpHAVUuDbb++bHmZq37SMElTo4jDYuCLP3slSqd+E0qHbeaER6JrQshEaqcWHABXUn2mxJQIWK6PPFXSfvQQjsrtVVAhdZOATXfmbnmggx3DBAqVUCz/T/tXL1tiIA4KBCImHpI+4Ca9y6ESKtkv4nZuq/TgL2Gcgtujjc5Zh14L6OHXMvNR66jqdzK1DXrUZUOyp2t7Ni8jR2bciKaI0eOHDlyvJFgku3NDa8MBiPlgHShuwG2FkxPZRNBVc/KlIBWhxD1FLNEKIgrVIQ01sgaAppVQFMCmob02Do5vy2MlkGvN+xD191qthz0UgNaL0FXK2cB1sQ8Py5JMK0ioKWeDRTLncRJirDp9iGcMiWQpkZUKOLAElC7DUGROGMfFTUWXDtnia+ambFlb2g9slNbSymrCChCEhWGokvjGdDZXWcbu1gDSrYG1H5fu2J6Vv4xC3aSKyJo6N6ESs6lefChq0bEmWtBCeHqW6Pk1IfKBj+pKgJq7M5SZdX1IKkB9RVQQzqT/q9aoRMirJ0CWv2d+DWg6fYtARU6zhDQuO5pcNXCZouvjQCaE9Acr180vuPzvHd/zbUfvQE5fCYt3UniW7yNqz/7Ua686KPJL1+OHDly5MiR440AHac33dVBMikSBdFX2WQB/7ZVZNRRkVHa2hqzRChQFSpSEgtDQLMCqEdAba2d1imh0NpZcDN9SUVAT1j/HmRTYwdNPWXisJfb7GoCKhpNIIyXqvrgvhJ3npLPwFqCY2cBrqkBTdqwaKHoKiYENHErH9h8IyUqmXPuq5CGx1spUSRE2bc9+wQ0tUDbdUUdW3I9BVSLEmrAUZTi3u215lj6qgGlvgXXY4K1NaAWu67iDdy+hEkv/swRUHRkzkumDYu1lSfvpHYWXEtAA8/SbNufoBUahUBmalcFxoJr6j9Jr1GtSFvGeGFaCQENqP1OzE+rgOqqpYqhXeb3UYtURbbQyf8yW8vbsOR402PI3nDONYwYuBcdp36c+QeMAkDHm6hE5snnol9XtzzLkSNHjhw5crxeoZVKkmdFpo4wWWoHJe/T5ZWgKfM+U19ZpWC1VxHQMCoTBcKFw1QxUPcqILZ3/I7ICAzX0CgCXwEVAZVeeklEYcCobW1VNXs+0vnKwiQaBl6QIaAaxZJRbkSyQ0tABUEcuWO2CcB+j0ctTKJpZ9IVpbnHjB1SWEWROGO7zVpw/ZpTmZxjn4B6qnMN2RHUtRZnyLa1SpuQpOpz4UZ56l42pbd6HN552HUFtPfvpRaDt75AGLWmBJRKktLsq6gqs9+0dyxEiQoeYAm9RiY1mZrI1WdKX0IVAVKbPqDVFlxXZ6sV1oarCY0CWmPB9RXQqi6hSQruOSu7KWjz3VXXgGamZBXQ3o3Nrwg5Ac3xhsDk8SO4fsiZCK2Je55zn899aCvRtm19rJkjR44cOXLkeL1Axab3oKhDQNMbXpvwGdMTdAFQCZpJVcB6N8Hp3XJ7Y1aJK0RloqQGVCprbXUzcq+CJIRIK00sUsuhrQENVGrt1SKg0kd2TTGK6V1pEzWvBQqZHJdEghBsHFBlwdUKJZL+jbY9SLJGui+JxlhwO0pmaWN3ertvFFCPdFc5ycKMBVeS6avZhwVXVAVB2bnVKqDm2GqUtcyKqe1UOvtoLWWpp4D6++uNKhkbeF/BQ94+MDWdSloLboSWVQRU68zbDAG1FlyngKpEwW4A1Y21WQshU2WUgEDZBFyN9i24joBG6Rx6teAmi6tScO2naMXQzd4VVnWKs+cvDyHK8RbE/mMHsprhNJQUWm1xn/cEMS9/7+eoOEap+r94OXLkyJEjR47XB9IaUJmofincPbLXJqMcdIFWlGVLevO7EwLaVkVAG8oJARXa64lp4VtwY0CgtCaSDclWU9W0WgGNerHgmgFQCaJeFnrKoiVOWrkU02zdZEpARWINDuKKWz+2NllXA5qk4ApNe2NCQMvJPoQ2NaC+ApqpsdQe4TTbiaVHFZTXhqWe3VPUIaCiioAmdulUAa2HVN3ri4D6x+FykHQtua/ZuoprbdC9QGjTk1XZ71pHJhArsxujXsviDBZOm2YIaFJbaVXFUKcKqNAKIRrRusscq5BoBGFsH7BIpDYE1JSGpoqwrQFFR+nviQiJ61hw05Oj0FS3DRJ0lmJatpiHF0Y1rzpnwhybQa6A5ngLYtSABob3K7EjHAhAT/NYAHS8nbWLNnDTdy7jnt/8YndOMUeOHDly5MixE+jYqltGDcr2mUxDeMwLhRIxQdxNeScKqP9RRw0BrdATBsR1LLi+HTNIbrZVrAiDrAJqLLi+AhpSCXs3fEqt6SysY+a6JiRVoUiqDkkSsSPgQVqA6llYDQFRiKSNhxlTkQFkwoIkKqkBtQS0wRJQEirn14D6fVAz8zEpuJFMz6VQvdeASu+/bkhVbS7O0iu83pb1FFDlyJXUSR1snfpSS4mg2oLrq8O1iKKejJ0YoDTgUwyo1PYxFUp7RBCgXGvBtWm6QibtTKzSniIgDSEyPK8BdDe2DYsWfuBS4Aio+Z2wabkgkhpQ4YUhaRGgggKyhoDac6KTc+/PWdLarGnaGqSjqn6vlNCe4mkV0LwGNMdbCEII9t9zIHe1HIEuTqV/4b1AERVvZUulH2sXL2Lj8qW7e5o5cuTIkSNHjj6gbQ9FIRAoipX2dKHjXanlUAtNGHdSCVpILYd1NuwpbV3F2hCinjBNwa2akXtlLIwCFSkXcii0bcOikTpIdy4CKkFvFMeMV0IyeuNz2WI6SJJH7W1/QpbC2LFombE7egpoYqWUKlUqYxFUqXkSLSUKRVtCQIsVj4iQrfusDvlJ6wANUYwC34Lr14BmXWemhUyWJGrhHYv7zNaA9m7BFV59o1ES+1JARXbeni23N3R1ttVuSza7Njg+JCaNNi7aXpyGgFadteRIkv6rAgJn3TYIrf3YXleihNbWgmvOSegaqkp3TFra82GXFZJjj3FWdREmIUS9WHC1zuQbW7Q2KRp22DnVUUD9bThLeq6A5niLYdb+o2mZtD/99pyFEAEybETp9WzrN5pKTzdtW7fsfCM5cuTIkSNHjt0GFacWXLSiX9sqtyytC7ThKgotFEHcRTlowd2Eyzo3wZkavCwBlapCTyFIrJF91IBaBVQp16pDalwKbqBCHOEh4KXRvRMdgXb9LqtH1bv51oGqUUBFZrRRo0yLD+VISiSryJlNrxWaHU0JAY2qFFCPdMqqNidpraBMLLgpqdS+6lmjgNaGBVVbcIW1HgtfAa0DrUmTcPuy4NqjqlZA+67v7O4wBDRoOJTp6/xk43rKuunlGTsLbjequgY0eThgjk0nCqi/FTMfq4ACCNGAVokFN6mLtQQ07UGbqJCkinBqwa146n0SQlRti/Yf6Hh9QJOldBfs+kkKrhT4D3KEhsZKVqkOFz5bc45eDXICmuMNg1P324O/fOZIgm7zyzC82I5WW2hrbAKgY/s24qi3eoscOXLkyJEjx+6GjhU2+bO6BjS9Q05DiDSaMOqiR6YKaL22jb6+I6oIiIzL9IQmBTfQvRNQSQxCoGJfAU0tuKYNS0J0ZMgD0/u4jdYk7VGgmpihvRpQu70gdqOlZ8F16qZWdHfcTCyDhED6xCurgKqE6LQlBLRgk3BEQkIzKbhVBNSRZkNkYy8ZVdN7DWhR6IRsZslwJsQIgRaBqQF1il59C65m5xZc4el6dxyczrvuNj1cPf/XZtvBcFo8V3G5UKsgCm0tuDaEyFpwvelaC25Cw40C6l2RopjYc9NrT4iSseB6NaBOjU6+cy2S/zsbbmrB1cReDWiQ1ID2EUJE9XUviAKf5PuqtEFDWdOvyx6jMJdjlLUuv1rkBDTHGw4tg00wwF5NLyPiGB2tMwu0pmP71t04sxw5cuTIkSNHX1AuhKi2BtS98UKInAVXpjWgvTQPTTdTRUADVaGcWHDN9j3S5dtRbQhRrFBWgUMT2BAiTwE1VKdvBdQqWT41Tn+kSiOADhU28EUiGLijQEN3asFVaisqXm2Wa4WQA+guhVSaFP7tvAkgMiE/KjDhRGGcWnBNH0rfgltFQN2mTLjRmO0KEYwwy3yC4xRQQ4iKXgqvGwI1IURKJgSqDwVUVIUQieo0Xn8Hdq+JtVrodA61fUDN+7VbViRvi4mV1WDpXnUsuEkIkZYJudU9hFFnHQuurcdUaQiRZ7ettAxHJSFEZiYlDIm3yqkkiLPn0LRh0RlLsrXgaqKkDhSggJIhK+XousdLQuKrf20qgdf31j6dqLpareVWJNeDTkSfvxc5Ac3xhsNpF87k7I81M/IdHwNAdKVtWRa//NpYA3LkyJEjR44crz10nCWgPouIGpebMY7omJ6hYZRYcO3NcJ2714wCqqsUUFWhJxTEzs3qkx/fghshgDhSbl/WSqmF7QPqWVT7uI1OVSdcDaglY5mkVue7TS24EsF7HhyVEF/zoY7TMiOpFEI28dKUPYma0zFuXkKivHpPG3qUhhD1oYDak5uEEDXEkmK/D5hlnuqpPfUNoET2vdlWNUkXKFlAQJ81oEY+9lNwg7rjpGG4AJlj7J3eGPLmamJFET/VdVvQXLOGteAqBEKX6de6mHEr/0YY+Mqw/aaNymgtuKkCWjJpxUnds9l3Kd0Hkt+cFLqWOFKnFlxzqejUbusIaOzIs0jasJSr+6i47derAU0VULRm89AZHLPhwKoRKQE1cwfd0FB3H68UOQHN8YZDy6ASww85jGFHnQtARezAPoH7v0f+wPf/upjHl+dKaI4cOXLkyPF6g1YmzdUoMlUpuIUddpD7qYUmjDpRouBqRMVOFFCpa2tAy6FnMeyDgIJARbHbV9onU9UqoH1aPTUqUWLdGiJdt9qCq0JdJwUXdLw++ennXJg5hzpIUmp9QmtTcO28tbP0ioQoOaun1hkymkwyeWFsoUqEZt4aVMbimZDRRAktuRKorAIqM08LBFFQQArddw0ommwbFkuds+c78EKIXLiUp4DWQGQJKKKE0DGTF/+JBSNuo0OWalfRhlBqQGhFobwFqWOKmQRk7VRGa8GVngVXiBIxCiWkI3RS+PuSxGGYpBtDIbb2aq8G1AUdpQpoqkJL4qBUY8B1M9C61pYsRKqAoqkU+zN1x15kzrG26qtVkwW6sbHmHL0a5AQ0xxsWLYOGuNfNythDtq/czP13vsSvbnlhd00rR47XFOs71lOOyzsf+E9EZ6WTzV2bd/c0cuTI8QaE6QOa1ICSrQFVVTWgmtgpoMnaQH0F1PdE1lhw4zI9hbSOT2Ru1T01MCFVcZQqs9auqm0Krgu7qR+Mk241teDam3rhfqb/dQTUay0ptaA7qUcMSgeZ7antbtudScpvoCSRyM5DJ7WbaZ9NjUiUMSGybViEBllF5v0QIoREJyFEUldbcFObNEBDRzldz23LP85kdGAV0F0NIcJTVbPnW3i1sGZ+RpMWot44XP1kRgHVitHrHmTV0KeJ69UWa00sSBJiY5cKHPjpwO4hhmllokVyjp3I20CUJBg7BRSv5YsQBKrgHgYIz4JrFdDqFFx0hLAEVJjvKu7luYxIEpmrE2zLYbJNZR+2ZEl+RgG15z5XQHO81SGEYMzU6QAcs+FhIGTU1jGc1NnAHhtemyLpHDl2JzoqHbz75ndzzcJrXtF6v3nuN7z/1vf/g2YFlz95Oeffef4/bPtvNehqBSJHjjcx4sgSl8SC613/6as0hEgJRRh1ZkbsLISongJqCKjdjE9+/BpQo4DGcao4pWmmVQqoEFkrbQ1qU3BFhpBaO67Zf08QIETsjiVQgqWjFWFDaosUwlhEi3FCTrVMUmqr2rB4KbPmZ7YG1CqgVhHNzDpjwRUoEbixdnAkQqpDiJpae9x66RkQmTYsQmvioIBk5xbcTAhRQoar4SuggRIeWUu/o3QbeAqoPcaSs7bGUhDXUdZlYsHVCApoKkFCyL2LUAubggugaiy4QjQQ6ziTgiuF33NUEtYhoDaEyPRFtQQ0ubaFF0KUjI/o5W+JVkn9aQpBqoCKKuuvG6NJj0sIWqIBtIybWH8frxA5Ac3xhsZ7v/wNHhl/LBMOWktBN9PYvgXVeT+Dt+a1oDne+Hhqw1N0RV0s2LzgFa337KZnWbBlAW3l2l5nrwXmbZjHyzteZkd5xz9k+68Wmzo38bUHv/aqjvuKeVfwt5f/9g+YVd9Y0bqCw/54GE9vfPqfvu/XM2IVc8OLN1CJ84eJbzao2CpAsiYFtzYkSIHQFCqd6XtA1iWgKWRVDajQMZUQYquA6vrqW2rBTRVQa8HVQhHqgrcnUaO0Vu20pkY0rQElZdHJ9jsKJca2PJrsUxDGgijwyBQQBntx8NqVTF63BXRMoANTW1hlwdVCokkVUJ98CA39Oi3hyBL35LASmBpXnYQGpdxMEIsQ37oM0NBWTpZmFdBsGxargBoLbu8aqGfBVTaIybct22Pxw5RM/WXatiVFajM2pK9UsbSqkB6HkER12vsIG0IEBKik7Q0Ib6z2iKMWtlWON1fZQIxCC5kqoDoloBoIVIjtLmq/k9SCm54PZ8HVaQ2oPd64fgiup4BmP61YBVT7+81ai6X3ve/RvSdj3nZc/Z28QuQENMcbGsWGRvbfbz9KAyJG6D1B9xD3PI1uncNV576Xl+756+6eYo4crxqPr3scgCXbl7yi9dZ1mGTo5a3LWdG6gkVbFu3Sekorbl92OxVlbvpjFbN46+LMmM5KJ8tbTVDIsu3LXtG8Xmu0l9sz6uHXHvoatyy9hYfXPlx3vNaaF7a+wJzVczKfV+IKVy24ij8u+mPm81jF/Oa537C1eytKK+5ZeQ8rd6x8TY/hobUP0RV1ccOLNzB/43yOve5YtnVve033satY1baKJdte2bX2j8K8jfP45iPfrPmudifmrJ7DE+uf2N3TeMNDuVpBAVUE1CpQqdUzRvVhwRWqljAASVhQCgH0FHVaF6nr36kbApoNIQqsGJv6KZOfsobo+jDtMxKyYmswpW/FTVVJgI6ggYbQ2GxDZcJ74iBVLwGEaGRwZw+hMpZMqQN6gsYs6UNg+mymPlvXI1NAoV3SXE5rQGvU5IwFV7iWIykRCeuGLzVEEUJFVNuBMwQ3UUAFhtDXs+jaNe1DCNeGxdWBpsgooNqLE6rr0QZhFdBIgCgghHDXmpKSqM5UrAKqhECgqQSpnTndsGfBBZeCm573ElFCQJ21mxKIBhBFKI4yFlx7fdsQImvB1b4F117bsbOSi+Q7imrcNOlDDtP+RmeWOQtuvXWwFtwYe+6FjjPK79+DnIDmeMPja+87FoDRwzso9juXQvNpaN3FVlVh7u9/ydbuPJAoxxsTj683BHRl20q6o+4+xyqt3LW+oXMDAMtal3HOWD4ERAAAIABJREFUredwzq3n1BDJenhy/ZN8ae6XeGDVAwDc+NKNnPWXs1i6fakbs2jrIncj5hPjbz7yTS598FLOvfVcfv70z93n5bhMpCJ+v/D3dRXTrqiL5zY9V/P5ztBebufEG07k5iU3u+1Y4lnvd/5bj3yLM2afwdl/OZsL77mQzkqnI9rLdywnUhHPb37efQawYMsCfjTvR9zw4g3ct/I+Pnff5zj1/07l5R0vv+L59ob5G+cDcPfKu/mvR/+LLd1beGrDU6+KCD6y9pFX/O/ds5ue5Q+L/gDAV+d+lYvuvQitNZs6N9Ha07rL21m4ZSHvveW9fHXuVzPn0MfirYtZsGXX1Pz1HSZ4ZWXbStcOoxp3LL+DHzz5g12e46vFstZlLN66mMufuJyfzv8p3VE3kTJEZe7quXk99CuEsjKNsG1Y0ptimyPjCGISQuQUUBfgYt4WVP1rox4xLBdSJbC3W+gAhe0Dam/4XU6LV+dnf1ZbfX0oQZ0Qomwgj/mvOabWQhNRQiRs386oioBKCh7XUUSqgY0t48n23rQKaFq7qhLVLiaguDlwSli9KlbtSJPZTmeDCZ1J01BDr040Rag0UkUISqm9topgCjSxDF29puqNhXhtR2wbFkuIfcu23w9VKtPnFU8BbenZTD9aGdrW6eYOEEYpsXZhSFJSqTMf4Sy4IFHEgTQVzH5/VO1fG0kKrsaRVUQDFdv71hJQISgN+ATNg89GF/sTqjAloJ4Cqm0IkUsdTlNw0xAiMz6uVojdT3PtV8LmzNJyGLvltWthssIsybehYa8N/8wJaI43AcIiNA1l4HCNDIcTFCdRaDmLYgzbu0v8+sYrd/cMc+TYJfzno//JL57+BQAbOjawaOsipg6eitLKqY694RfP/IJ33vhO1nesdyTknpX30JUoBx++48Pc9NJNfW5j0VajlK5sMyrffavuA+CB1Q+4MdYOHMowQ0xvePEGZi+dzfNbnud/n/1fLn3wUuaunsux1x3LJQ9cwnef+C63LbuNzV2bufTBS9nQYUjy1c9fzQdv/6A7vjXta7jkgUv4zuPf6XOuL257kY5KB3PXzOX/Xvo/vjr3q27ZuvZ1mbGLty7m+hevzxDmM2efyaybZ7Fs+zJHzrvjbu5ZeQ89sallemGrCTN7dN2jPLb+Mbfuc5uf45oF16C0YkXrCm588UbAEKLP3vtZp9pd8sAlfP2hr/d6DFpr5m2Yx6jmUXRUOli8zczj18/9mrP/cjZburbUjO8NHZUOPvm3T3LGLWf0er4+dPuHHLGzuPj+i/nO49/hjuV38MymZ1jTvoYVO1Zw/PXH85E7PsKmzk10OvtjilhlFaR7V97Lku1L+Muyv/Di1hfrzuGyhy/jM/d8pleCqrXmz4v/zLbubY7U3bH8Dg669iD3ewHmuj7/zvP54pwvctWCq+puL1LRLtXWrmpbxb/d/2992sln3TyLs/5yFqvbV7O6bTWn3HQKH7vrY+wo7+DCey7kmgWvrEb7rY44Tm2D1VbYtKrQfm7SaAuVjuR9cvOe3L2Gcbq+by+UqpaA9hQUSvZhmU02IoTIhBCFXghRdqxE0DsB1bLWgptVj6w6ZX60FvoRJ+Nt385qAipEwStZ1cS6REX3OMUs2YuxznohRBbrwtEUN4eOIAqt05OZ7sRt56vnhawf2i8Za7dXrYAW0j3riKbScawbZv7tMqE7aUsYkyibhhCpvsiMbTGiNUHDoYSNh2FIv3ekmRpQiAJ4dIqZu/ksYqxal57BhLyFSjiV1FqVC0E/YlUvBVcR2RTc5JyaIKJ6dcQiseAaBdTZdUUJJawCmtpehSggJMSiQqCK7qy6ECIXfqTdPLMpuPZ3yVzXvRgCQBsC2t4yJvNxJUiVcO+IM69SBVQwf2+dK6A5cmQwdBLNI9JU3KAwlrhxClq3UX6ojZ7O2huoHDleT4hVzOyls7l12a2AUcQA/nXmvwLw0vaXaCu38eW5X2ZV26rMulu6tvC7Bb+jK+ri2oXXus/vX3U/AsHv3vk7Jg+azPee+B6dlU5e2vZSXdXGEq7Vbavpirqc3fCHT/2QXz7zS2IVM2+jIUyTBk1iyfYlbO/e7kjNtCHT+O3Jv2VU8yhmL53Nvz3wb7RV2rhn5T1u+3NWz2H20tl84LYPUIkr3L/6fjTaKZn/8/j/cNeKu/jDoj9wzYJr+N2C32Xm+MymZ9jctZmXtr0EGDLy7w//O3evvJtP7/9pxvYby6q2Vdy38j7uefkelFb8+rlf1xzr6vbVrGpbxaxbZvHVB7/qWgV84YEv8LOnfwYY0gbw9ManmbN6DqNbTJPvPy36E5c/eTkvbnuR7z/1fS575DK2dG3h9wt/z72r7uXz932ete1ruWvFXdy85GZH1nriHq5+/mqe2vAUAHPXzGVT1ybOn34+Y7wbgwVbFhDpiBU7VmTm/IOnfsAHb/8grT2tjlxV4gqRitz52NK9xVmuK3GFG1+8kdaeVm5ZcgvPbHqGH8/7sdted9TNpq5NAHxxzhfdDfZP5/8UMMrfh27/EJc/eXlmHstbl3Pcn4/juheu4+mNT6O1ZsGWBTSGRimxDzLAqNF3rbiL5zc/zwtbX2BT1ybmrEpttRs7N7qHJEu2L+E/Hv0Pbl5yMxs7N7ptRSri58/83F2fN790szuHAGva1mTmt717O++66V388KkfsjNcv/h6/vryX7n6+asBuPvlu/nCA19g5Y6VPLjmwczvWqQiNnZtZFPXJuZtnMetS29Fo1nWunut6G802BpQGZcplVsdcVRorwYvScHVMYVYUahYC26iSiY3wRkC6u2jvgIaOdWrNwgM/6qngGpRrYBKvnDgF3s/TkGquLocl1ST8kYCsLkwyIUW2TYclToE1E5DCIXUkorqySqrwqTguvl6zHxe8SAKWwI2DdBuUY0CKtPjE0jisAm0IlC2f2XopftCacBHmVlJlF4VEeoCsbQpxonmZ4XARAENCttMDaiJrK09eSK1YUutCQpjCQoTzNYydZ++GmoU0HIhVUCFhlDrVNVNyFsQpxZoe54O7n8RHduOrJmKUWCN2dUmBlcCmZm2q7cVwim7UkMUJtebaCCIRcaCawm9ALSMCHVIkRg0SEzSrBLmQUbWgitRwhDS6hrQmock3gxNoJT/wESgpCIKgV7WE9qvqRW8NErXPK94tcgJaI43Bz7w/2g56UIAZFLXLYv7AtC45Wnu//6HYcvS3tbOkWO3Y3nrcrqiLla2rWRHeQd3rbiLiQMncvSYo2kMG1mweQGzl87mtmW31ZCy3z7/W3riHoY1DuN3C82ygaWBAJw24TQOHHEglxxyCW2VNi598FLO+cs5vPvmd/PUhqf49XO/drWc9gZ/Tfsanlj/BD1xD9OHmKTpnz39M25achOPrnuUI0YfwYHDD+SJ9U9w1HVHcebsMwH44NQPcsjIQ7j9jNv55H6fdMTCYtGWRU6F3Ni1kasXXM3CLQsJRcjspbPpjrp5dN2j9C/2Bwzx/d9n/tfZHbuiLj5218f49N2fZuHWhYCxHg9uGMydZ97JBTMvYI+WPbh75d38f/f9f3zu/s9x3h3nceeKO5k5bGZmLg1BA9eeci3nTDrHbeeEsScAhoSAUU4bggYqqsKa9jWcPP5kwDwMAHh47cPMXT0XMHbpRVsWceqEUxFCZBTcRVsX0RP3cP4d5/P9p77P+Xeez59e+BOfv+/zTBk8hdMmnMbZk8+uuSb8etPOSidXL7iaZzc9yzce/gafufczXPbwZRzz52O48J4LMxbrbzz8Db74wBf55iPf5LJHLuOz932Wu1bcRShCbl12qyPW8zbMQ2nFp2d+2q07umU0f305rZ1f27GWOavmOMK7rHUZP3/652zr2cZ/PvaffPiOD3PrsltZuGUhJ407iZZCC3euuJOrnr+KWMX892P/zSUPXMK5t51LlNjF7MOG1p5W3nPzexwptsR1yfYljhgDNIVNADyz8RnAPBg4fNThfPuobwPUuAP+49H/YH3Heq5acBXvveW9/Pb53wLmulZa0Vnp5Krnr6Kz0klnkq76t5f/xvqO9Xz+/s9z54o7OefWc7jg7gu4demtNd+LxY/m/aju/nP0DZWk4I7c+BTTFl7tpWyStsFwN9aKcRtUjQJqnY1hxoKbMoLqGlCAcjGuIqC1t8ACq4DGaG2U9SC2CmhKMuzoCS29J4IqiSOUbo8y1biqFdDt4UAqVgF1Ftw4Q9CELiCsbCg0UodEupw5Fi1MqxirOmqPgL4sxiB7BO2NdhM6YyV1UzOzRWhBHDYRRp2ZJNlMdq5oIg6MtVOqCOk5EmyNp6+4KhkiMRbhJDeoBuajyB5mZnIyY8FV7vyIJAVXo9PPgDD2tMpEATWJuVkFtFhoIdK1LUaE1kgFsTBaLhgFNEtAPQWUVAF12xANDOi0irBi7r6CbS3pGkpWCFSBRq0YpY6hgPkbqGSqgKbBXIFrCZPacvsmoCb0SdY8gFFCEYepLdiOtsedjDKfCYES6jVTQHv3DuTI8UZCwwCah5kEtsEjm3mo+14m9oyCdrP4gc0beWrupXzy5J8ytHHobpxojhz18fyW593rS+6/hPkb5/PFQ75IKENmDJ3B/I3zXU3obctu4+KDLqap0MTGzo1ct/g6Tp9wOmP7j+Un838CwPeO+R6xjnn7Hm8HYOawmZww9gTuXnk3UwdPZV3HOq6YdwXzNs7jx/N+zKMfeNTdSK9uW80zm54hEAE/PO6H3L/qfmYvnc23HvkWAEeOPpKDRx7MPSvvYV3HOmdf3KN5D8A85X/P3u/hV8/+irMmncW69nUorXhiwxM0ho1MGzINpRVXzL8CgDMnncl1i6/jL8v+QlfUxUUHX8TlT15OpCPaKm08t/k5nt30LCt2rKAn7mHR1kUs3raYQaVBbOvZxqy9Zzl1clTzKABGNI3gX6b/iyOCnzngM3z8rx83+9vnTN426m3MHDaTfQfvy/2r7+fk8SfzxUO+yNXPX833n/o+6zvW8+K2F5k1cRYDSwN5YPUDnLHPGVyz8BpHrH/93K+JdUwgAq5deC2Rjjhlr1MIRcgtS29x3+c1C64BYb7j/z7yv/nRUz/iinlXUFZlLjv8MvoV+3HulHNpKbRw27LbmLdxHgB3rriTVW2r+MwBn+H+VfcDMHXwVOasNoRweNNw2sptPLz2YYY2DqVfsR9fO+xrfGnulxyZG9MyxqmFF+5/Ib957jdcu/BavnXEt5i7Zi6loMS/TP8XZk2cRVfUxfqO9fzm+d+wtn0ta9qNsrixayPLWpdx27LbuPI5U9Jw6oRTaQgauPGlG7li/hVs7d7KjKEzWNO+hsfWPcZj6x5jY+dG5qyew8SBE92DhyNHH8nTm4xqev2L19NWaTP1tQd+zim3L217yampACePP5kHVj/As5uf5aTuk1jbsZZzp5zL0WOOBkwN73Ecx7ce+RbFoMi9q+6ludBMR6WDJduX8POnf84Dqx5g3sZ5XLj/hazYsYLblt1GS7HFqcwrdqzIPDToSAiPJa/VmDlsJs9sMoR4dftqynGZYlCsOzZHFrYGVMYxUkcZAlIvhKhUUQQqJtA9xMlNeBDUKqD+dqotuLGAOKygM5/X3kgLYf796t6xGDAPddKcFqtY2dt1Qdxb40VIVKpEGayngAphauyEIRc9xUaiZPxUOZxOtiUppb4CWvTYlEIqSaR6qo5FZCy42qOLZSXYJkegRLs7A7LqPKRkzSigSjZRjLrY3GzV4NDYP8GsLQTt0jwkktoSUPs9isRumyquShYRWjCIgL672FgLbvbYOhqgmOzeDyGS2p5zY2G1S0Kd1rVaAiq1SNKD02tNBKGzzPqQWiEVVLR2NZqVICDbscRTx0WqgLpZiwZKFZlYlzU/mRVwznxNQ7eZgRIRgQpRgUCIEjYpV1lC7aXggjThRKjMZ+DXotrZuCc65prwLehJAFMciLoPAYTWqQU3CYHSIg8hypGjBo0tBWQg6DeokX/97CzOu+zdTCxPQYbjCNsaef7p5/jVvF/wwtYXOP3/TmdT56adbzRHjn8Snt/8PKXA1J88su4RTtnrFD409UOAudldtNWoh+/e+920V9q5a8VdAIb4qIhPzfwUH5jyAbe9A4YfwOGjDs9E4P/ouB9x79n38qdT/8T0odMd0QG49MFLiXXMhAETWNuxlmc2PsM+g/ZhZPNI3j/l/Xzr8G+5sYftcRj9i/255l3XcP60893ne7Ts4V7v2X9Prn7n1Vx80MX88qRfcsY+ZxCpiHkb5zF58GQu3P9C+hX68fmDPs9pE04DDFEryiJnTTqL5kIalvDAqgf43pPf44YXb6AhaODde78bpRUnjjuRbx/1bT6+38fd2BHNIwA4ZOQhfHDqB7ll1i1875jvcejIQx2pec/E9/DO8e8EoBAU+NtZf+OLhxgr3dtHGcL+ib9+gs6ok4NGHMRFB1zE9adfz7j+4xjcMNjtq63cxrQh05g8eDLPbn4WgWD/4fuz//D93ZjhTcO5Y8Ud3LH8Ds7b9zxO3/t0Dh55MO2VdpoLzUwZNAWAxrCRcyafw9j+Y926D699mCufu5KnNjzFFfOvYHTLaC464CIqqkKkI9Z2rHVjZy+dzeRBk3nXXu/i5yf8nD+d+idOGncSPzn+J/zixF9w7J7Hcs7kc5g1cRa3LbuN1p5WHlr7EAePOJiGsIFRLaPYe+DeHDH6CH578m8z3zcYsn3lc1dy2oTT+Prbvs5XDv0Klx1+GZcedqmzYM8cNpOWgnmsP77/eK5ddC1dURcXH3Sx286xY45le892Fm5ZyDULrqExbGRtx1oO+cMhXLvI2MeXtS5jQ+cGwsQuNmPYDKYPnc7spbP53H2fA2Da0Gn0L/ZnaONQVrSuYM7qOVz/4vX8YdEfiFTEJQdfAhhFNxAB6zrWMX3IdH717K+4bdltgKlnXtG6ghlDZwBpzbOP7ribLx3yJSC9mSsFJc6bdp77TGn1mqcjv5lh+4CmNM5AQ5pCam+ktaKQkMyi6sC1YZG27q++BTeosuD2FAAZZW/A6xHQRAH1kVpwU5XLQKKyrTAzyKTg2jUdEfLTYRVCK3qKJSqJLjRCmX//oiDGn6ck8LiORuqAOC5nj0XY9No0BdeiRxnbahykimT18aYBQ0YB1bKJsNKRtIQxFtxsP1PokkY5NApo5G3LjLFhQ0IrtAwRWrKPbuy1BnRT/yairjnJHrIEtBLWDyESSpjtCUVqwdUEyg9WSutVLS2350lLSVRPFdeKQEFZpynKsRSZVkB+CJFGo6sUUGQDCFg/oJGoMc7sV6CNBVcV0NIos1Z9tCm4uq4FtwcZW5dRcry9hHKJxIKbVUCNohmFqS3Yfg4Jga6y4Cot67ZAejXIFdAcbxoIKRg3fQijJw9i3yF7AjDkyMksf3YtA9tXcOl1iis7buAa1cWKHSt4dtOznDDuhN086xw5DBZsXsB+w/ZzdZffePs33I2BT2j+/e3/znObn+O/Hvsv7l91P/euupeTx5/Mnv3MNf+zE37Gw2sf7lWNGdY0DIDJgybz4JoHEQj2Hrg396y8h0GlQbxv8vv49uPf5rH1j3H2pNQWOnHQRB58/4Ns7trsyOHI5pGcOO5Erl5wNVJIhjcNz+zroBEHudcHjkibqe89YG+O2fMYHjr3IfP0vGyexq/YsYJDRx5KU6GJaUOmsaptFXs078ENL92QbnPkQVx62KV0Vjp55/h3cugeh9Y9zqmDpwIwYeAEJgycABgysmT7EqfUWkivnmnSoEm8a6938eymZ/ncgZ9zRNVicMNgV58IcOK4E2krt7Fwy0LOmXwO/Yv92W/YfoC5cbr9jNtpK7dRkAUGlAa483L78tvZf9j+BFWhKKNajIIbitBZVi+69yIiFfHbk3/LxIETM8t8TB86HSEER405CoAfHGsSYicOmsiRo01t0+l7n851i6/j+hevZ3nrcmdBroYlwgNKAxjffzy3LruVhqCBrxz2FWeRBqNeNxeaGdE0gqlDpvKp/T5FU6GJb7z9G1x0z0Usa13GYXscxk3vvonOqNORyg/d8SHQ8OPjf8yF91yY2XdP3MOa9jUcv+fxvLzjZY4YdQSbuzYzZ/Uc5m+cTykose8QU2Ixvv94lm5fynObn3Oqp0Bw8viT2dS1iZnDZjJtyDTnFvjEXz/BEaOOYGnrUh5d9ygbOjdw1qSzWN66nPZKOwePOJgnNzzp5jKgNIAzJ53JtYuupSALbOzcyLj+4zhy9JH0L/Zn5rCZzF0zl+U7ljNx0GvToP3NDlcDqlMSZF7g1YDa6zvG3hwXdKezS4bJXXDYS+pKdTptOQQhK66npdthFQTUWFIPHDQdmJdacBPqLISgKosre5xSOwtuNQHVrq9lolBqRaXQSEUFgCZOWtWUqwio8AJ/kIaARqqSGaOTxNijOzsYNOY4tJjvlvUoQaBMX0sw3FTKagLqdmCURNlEIWpH23weYSy0Bubfr7IjQIkCarNtTDFnhmwpUUAgKQhDTOu5cLc1N3rvssnBsSctSk/xC5Tpa6m9dYQWhNpLV/bPnyPaMVoIZBAQ1WnfIhMSG9sTpk17Fe33ARWWzmZDiFIY2/KOxhID6E7OjV1fgzAWXB3I5Jx5CqjtA+pbcKWmSy5j2toX2TGqv/dAoC8CKkEWsp/uxIJrFFCrwgu6Nx+XW3Bz5KiHUy7YL/N+4gmHMG/Bw8RC8OzkWUzaPILfvXADFM1T9hPICWiO1wd+cOwPaK+0E8iAlkILTYUmt2z/4fvTXGjm4oMuphSUOGufs7j8ycu5d9W9AHx43w+7sUePOdpZE/vCpEGTANiz3558ev9Pc/H9FzNr4iymDJ7ixlhlyGJAaYAjURb7DNwHMEpfIfPHLYvhTcO57O2Xcdkjlzliam/GWootjGweyfqO9Rw88mAALn3bpaa1ypqHnVJ70f4XcdzY42gqNPHD4+oHzHxwygfprHTWrakc0zKGFTtWOBJeD0IIvnv0d3tdbhXQUIZEKuL4scczqnkU75/8fqcA7z1gb5oLzQwsDaQUlCg1ZpMVDxl5CJAl6BYzhs6gMWykGBRp7WmlIAt0VDq4YOYFjtgePPJglmxf4oKkbnvvbWzq2uRId1+YPmQ6gxsGu7rLI0YfUXfc8KbhNAQNTBw4ka8c+hXed+v7OHXCqRnyCVCQBU7f+/R0/sNm8N1h5vxd+Y4rae1ppRgU2WeQuU4qsakPi1TEhftfyNFjjuazB36WKYOncNXzV3Hk6CP5wVOGOB8w/AB+fLyZ59mTzkYgOHXCqQQicA9BDhl5CL94xiTkfvPwb/K9J7/HmJYx9Cv244KZF2TmOrplNLefcTsAv3r2V86uvteAvdh3yL48vv5xjh97vCOg5087nzP3OZPGsNHU9iJY1rqM8f3H0xg2cvOsmynIAkddd1ReB/oKYAmoH8Ji4ficu9lO208UtaeA0ncIUZBYbTeNuIXj79lAuQCIMlq04MitkDXMR4jamsj9Bu1LF/MyIUQuKmknBLTaguvtyHtjCGi52EC5KwAiR0CjsJqAhqjhmh8dETBDFQwBjctk+l4KY/UcoiqcP+kcbsIjoHFCQIOUEIoq0mU7swqRKKCiiUJlA6rBHkSYKszJupXk56h1D5lWLCPThwpGaUveao2WBaROCOgucBlfARVV6xgF3LPgyoSwuUaxRvGttuACaQ2oUAhplL24ngVXKQKliUT6TSiZ7W/qP5wgqQH1A5KEENx0eMDgjjQFVwl7/RsFNIgaDQEVaTq0Frg+oM4qLGRCTGOk6rGzNOOrLbievcCEEAVujnYOlVBmU3CTxUJTQ0BjXcoJaI4cu4Lh02cwtnAXS4G1pRcI1QD2e3lfntzrMZa9MJvu8R+ioX/jTreTI8c/Gr59tRr9i/155NxHHGE7a9JZRDri1L1OpRyX2bP/nq94f5MHT3Y/Txh7Al9/29d5x7h3MKA0gM8e+FluWXKLs6P2haZCE3v223OXaqvPnHQmp0w4JVPfZzFx4ERDQEcYAjphgFEtBYIr5l9BU9jEJ/b7REatrIeBDQP5wiFfqLvs2D2PpaXYstNt9AVLQD889cMcNeYoN0//+wtkwNGjjyaU9f/E7jVgL352ws/qEtAjRx/JQ+c+xIOrH+R/nvgfTp1wKrcsuYWP7PsRN+aHx/6Q9ko7J91wEsMahzG2/9iMdbcvBDLgoBEH8beX/8aRo49kfP/xdcdJITljnzPYZ9A+TB48metOu44x/cbUHdsbQhkypHFI5rNCUODoMUdTjst8YsYnAPj4jI+7Y7dp0Eu2L8msO7RxqEuE9vHR6R/lzhV30lnp5PQJpzOwNJB+xX47ndvb93g7P5n/EwSCaUOmMW3oNB5f/zgHjziYfsV+tJXbmDJ4CuMHjAdMDXE17IOMG06/wTkQcuwcsSOgyQd1akA9KurIaFF3urG2LjDotQ+o+d3bMHQuA7d1sX6QUUCRIam62osCWn2DXTEPTZQou1FWJezLgquEcH1Aa5YlN/RAkmaqiIqNlLvM/KKKOf4oUC5MCKDQv0T0Ts1joyUzFgtkJSCuUkChCElgThA2ZUKIuiJNEMfmPOtEfe5LAdUCMCFETvETIYFO24tAqoCOXvdwshHzAFVLQ26UTJNflTAWXAS99wH1UdU7dfygvdjesdrM0K8BVSJVC+350ICWrl6zvbAWGzNkSakSCoIAKURNaJTdiHQKqPkkFiJzyl3LJy8FN6h66LCtRTCkXZqaXze5ZDOyQqgKqEBgam99BdSOtde6RElTXevbpc08skQ4PW1JDWiGgBoF1FhwvaFW4UcnFlyFqwGl6tnJ34GcgOZ4U0OGASd++EiGffb/sXyPgWzgIaa8BJOWjGHCtkauvu9BTui5iYn/ewWi0Lt6kyPH7oZ/U9RUaOKj0z/6d21vXP8NjA1dAAAgAElEQVRxDG8azqEjD0UKyTmTUyvmx2d83JGCXcEXDv4CDWFtemA91COfYJS/ZzY+41Q+iymDpzCkYQh7Ddjr7yKOYAjwmZPO/Lu2MahhEGBqXK2SWQ/fPaZ3FRXoU6UuyALHjT2O48Yeh9aaC2ZekCGzLcUWWootDG4YzLj+417hEcAFMy9gcMNgLj7o4tqbbQ9fOewr7rV9YPFa4KfHmzYv9fYdyIA/nPIH/vjCHzlmz2N2uq2G0KQZd1W6KAQFjh97/C7NYcawGcx53xxKQYmmQhPv2fs9lOMykwZNYnijCXeqtpT3htfy3LwVoJWtAU0VILMgrQHVPgFNXhf3mAhrTAJ1szZELWPB9UOIEoWuLDRRAD0hIMuJBbE7GVW/BlRWq2BJzWpMjxvliEjUVwiRVwPqCIpfR+pZcFFEhRLlRLmNrAIaaE95haAoCFps1D8ILRMlzq8BLQISiSIMGzJBP2UlDQENNERGNbTHm1CabA0oAVo0UKh0uiAhggKhK+q0BLT6XCZ1lYFMLKv28I0CampP9S4poLqKgJaK6d+awFPApRJJbaStWTTjYy2cqrtywP1Mak0eljo7tIKgkKir1X9jpLPgRukqRgH1hvoKqBBpDeiwHZ2sH1hMloDAJ5fmHPVrCNgQRKAKkCigto5WSVJ1ssqCK5WnBtvJ9EJABYZwmxpot5LpxRr4mj5uuW/BtdeYotay/WqRE9Acb3o0H3Yoqw84mnc3/ZG7Vn6E9QMnErbdyIoBXZTibjYtWM3Y1asp7bXX7p5qjhz/NIQy5K9n/vXvJnUAx4097u/exsdmfIwz9jnDBTFZSCH5wbE/yIQS7U5YBXRYY+823tcSQghXN1mNzxzwmVc1j30G7cPX3va1v3dqrxp9kV4wD1heyQOQ/sX+NdbgXYF9mACmVvjLh34ZMPbjpa1LGdk08hVvM8fOYVNwLSlLb4f9ECJfAU0IaJiqQLqOAqockYpTAio1lQDKBRCiUlMDVw0hqG1LElkFtMcNcjptHwTUhBAFdfekhEca1QaGbnoCKQ+nJ7ktjxMFNA40SqTnQmiFlCEQIwITtmRIqK01FQgZYsy6MUGhKUMtIgKCOCYKIIwSC24yj1jGhEqmVYRCUooaEUjCqMOplbpQQFbMuGoF1MK9kxKtVFoDqhVaFBBEyCRgp14NaPY8ZgmoDFJVOVDKzT/QIq2Z9PqvlnSqFFaC9Fzaqk0lFCIIkCL9zN8faILk4YhTvqWE0P9ble0Rq4RRZw9Zvo4/HttCc7JMeOlEtgZUCiBJwa2uARXCa03kWceV0FXzNccrdXYevknYEM4Q/zdOo6CgsxZcu0VNUiuskOGeiGCoOa7XSAHNU3BzvOkhCgVWn/NpDm66ksXTDkc2TGbcliYQGhVvoatxGJXVa3a+oRw53mQIZLBTMvDPQikoMbK5/g3/gSMOfN2oTEMajC30n0VA+8JZk87aJZUwxyuDtdb2VSuc49XD1oDiQoiSBRoq7o3fXsW8LoRpEIsVPv0+oOubTO/jSMauBrRbQBRAORSeAmoh6r4W1QpoYsGNZaqAWuUpjrJtUlK1Sic9HHurAU1DiLY3rEF134BAuhTcilVdpUZn0mwUQWCOoViUNBdMPWVKOAI0AokkHDmdICxlLLgKiYiVC/IRGkfoHMH0SE1jxaRaF6KuVAEtGoXVbMCQsJ5sTxJXV6plkLHgSq1BhGbOwhC1mnPjwQ9rwh5hmH6HUmfPv5lGqoCqyiD6RylxrHi+WC0EihgtSQioSCRO/1hk2gcU7RTQOJDQkD708vuAShICmlykdpmpGpVObfSDmZwFt1jK1IDO7OlOvz+dtr4x35/I2KUBtHtwU22rxesD6p0voRCBtS37o80DoigwDw0Kze8gbDgQBQR5G5YcOXYdew9roUyBxiP2ReiY9gHTAdBqhyGga3ICmiNHjp3jqDFHcd6+5zFp8KTdPZUc/yAcPupwjhlzzC7bynO8MihVTTJTJbRi70p1HQtuIVVAlVVAvT6cytbfidi0KwF6Bo81FtwCScCQ7yaQNa8FGhlUE1Bz4x/XqQGNK1V9OnVKtJSvgFYpTMpbZ+E4zTc/GBJISTkZn9aAatb3W5Jun5ggIdFSQlGEhvIkpEDa10IiJp1EGBQyFtwYEgXUEtA0hMgSTM/USmPF1FOHlQ5HInWpkCqMvSqgyU4DCUozQqUKKEBBFU0b1GwpZQYiGMjKoZ92CugwuYgdkioFVGeKEq0F1ynCOkBp6RTQyGvhgkgsqAJEGDplz5Beuw8BKMI40R+lQGiNEsJZac06HslMjsuWzDpqqi0BzSqgoBE2BbdQxK8BDTzVVeuKPerkuxCJkm7OuNmHF7CFd24TtVRVWXClDpChqmvBHdreBaLLfWcAqk6boleLnIDmeEtg6h7mSdV+4wczZJBi40hjGdSqla7mnIDmyJFj1zC0cSiXHHJJn4m/Od7YOHXCqfz0hJ/u7mm8aeFScO1NuwtMFUTu5jar+gEUC2mtnRVRA6U8+6C5bdfeuj26zNrBgrVJnpWWaXuq7I20JVRkCOigLo10BDRVQF0/yGoCardmFdCqNiwWWqSk0RI/KQKngEZRTCAUCLh7n9+k29fKEVAhhbHfapnOn8CEzSARUhCIIFUuSU9VFKQWTZEQOmcv9RTQhsiYRwtRZ1pvWCy6I3px2HOU976GHp09QpuUqqVEa81wsgQUzPlXsncFVCARQjoCOiZ8hB4pCMLQG5M9/8pGtzqF1tDRUvIdlgseaUx6pWohEFK660EJW1eLIYNWAU0+kkqjZJay+bWXaQ1oVuk000lbnmgvBVeICqEuoIIg0wdUotna3zz4iHvmuX2Y2lBjLfZ7uYoqC27Gimv7gLpFgjAuEoZxXQ/0xA3b6GjelvnONLkFN0eOV4TJI/tx1+eO5sSpw9nryH0QIkDLJnqCNXS1jKR95UrWLF60u6eZI0eOHDlyvKnhLLhWFfOW2Zt8P4TI2gqtAipkYHOBCDxl0Vgqszf8PaqH/35/wJ+ONSRLCl8R9PYsUgU0KFj1q8CMLcLVgKYENCVrURUBtXuW2oxROgmgqVJAI88KaQliIAPKSZ/KONaESe1nJqhHxwRhss0ApJYZC65EJkEzJiwmkEFGAZXJmygw+xVauxwAq3AqgUk/TQgKgFSVtP9mKa197GzohsYtdFdRbKuAailRSjlC6p8HIXXfFlwhjWHVqa2KLtlA04C0drv6vJq6W18V1WglOODlDcx8eQNtjRVvbKqAEoZujhGm9UqyB2wNaIwGKczDhSBVKe1+7HiZtIqxfW7T61EkCmmtAoow89KB6RdqSZ+UsHZYN41NLbiHMkIl14xR4t0DHBXXIaD+/KoVUNjWtJ7y2IhCox/nnC7f3F9kFVDBa9aGJSegOd4ymDyyH0IIprxtDyYcMAwGCypqOx2FwTy0Ygl//uZXqHR373xDOXLkyJEjR45XBaWzKbhkSKR9UWvBHTEoZsioJmQQMGmcUeaaeyrYm3+FCcbxQ3u64+zfdCkK4NpO1LPg4hFQgZQCXa5XA2r2WU1AC0rRL1LMWLXRWHCVIWvDOkuAZNTo0QDsKDW79bRTQCWRFzgWyrQVB4As7I3QMdIpoCBUgJ+CK5Fp3WkSYOYTckv6UwKaKqB2Pwrh7KNB0s5GJIouAA1FSOygPWGM0AGVqnYzPgHVWmHLaqX3vToLbq81oMZIGwu7bc3tw0/m+H/5pDdG45//2hRcE1hVjBWjt7cTedPUwoTwKInrA2q2Id3x2yMJkjYsWiQEVGSlW0cmrfIr0jYszp6bWHBdkJZXAyqlUTlVUDCE24YQJb8iQ4cMJ2w8hpH9xxoCKs13pxIFFMxDAkt6RR3lXVsF1KnXT9Jd6KA4uEyhqZaACq3ZPCCrWityApojx6tG/6GNvOtTMxi251hk3I0KGmiVChVHbFq5fHdPL0eOHDly5HjTosaCW3dUNvkVoFiCPacOIAgDDpjUjzM2LqQUZVNNXQpqgh6VqpZgbK7aWWzrW3DDMGEpQpik1nJigaxnwY1sj0Q7V80xO8qM2GEsq0obAtpckTQM+hxN/fsn20rTSH0CahVQgNAqZQImtk2l0HwaQscMC5o4YPgBDGjsj1AiY8GVrtejmVa1AmrJShSQkBjtQpf8GlB7CkOVkF0dpwpoQ8nVI5YLCq2lSyB2+7EkJUnBDWS1RZTEElqrYqaLZRUBVZSDEsXGJu946oQQiSwBVd4JiIOUEGphbLBKCAgDR6y2hoNpjOz3YD5rbbJtdQSB0sTSKKMpUuVRJhZcNyeRbsn0VbXnOVsDCqDCEn4NaCG5vMMAwoaDGN48zJBm46l1hBhA6shr95P9rQoDQUMhTFJws1iteg9b29FUXetKti3r34GcgOZ4y2L0mH0olSO6t/2EnqL5VXj6/gd286xy5MiRI0eONy+0Cw5KiKh3H+9e+nVniaIppETFCikDhAwJq6QzY8HVmRrQiEpmjBQhhNn6OP+1kIFXAyoRoUQnKbhRnRTcqOzbMM2xWIKrZEpAnaVy6EQAukVai2oJSigkZZ0S0IJNvxWCQAuECBA6puH/Z++94+2oyvXx511rZu/TS5Jz0nsBkgAhCaGFKl2UoogICigoglcR9aJX77Vf/V68lnvF+sOGoqgoKEUQLkUQlN5DbyGQhPTk1D2zfn+8q83s2eecJAcOZT2fT9h7T31nzYTMs57nfd+ojF8c8Qu0N7S5HFBjcSWPgFJ1DqhR1BKhK9ACEJJJiTIWXLg8RZFGdnh6SoaAlgAwKe+NE6QpaUuxg8sBJahUWQWUvKrFQnAuoyjmnyBi9TEVZkKgekMmXNUKKIlWHsNEZTqMJNIr6qNzQFPi+244222t+6BzS72N4dmlKf7rnd6khOIc0AwB9fKQiShjm66y4Oaq4HLZoz49XqVMDmhcMbmg+vmhCkBcVVgoPhL360y0AmpHNzeWQCxFpg+o2fRrlfcgGbNDdmPwcFdEUEADAoYdk2bsqL+Zf6AIj/3tGWxc8RzwzK3AI38eqdACAgICAgLekEgtCfHaUFTBKZt9hogJiTRJ2DIqZBUhSUCowBV3SZElhwCglIQyFlxfufQIqFOPOJ/PKKAVbZME+QpoguyrtAI8S6shoIZQi1Kd3srZZq1CRkCfb8GlahUYlAJS52UKAqVewRxkc0BtESJRzfCzCmjeguvyF40F9/nzP4Qtpih0uewsuHEKlQpURJaAkjIEVCJNKlYBFZkiRKZfJopBbAU2lmJVyHtyCqjOAZXlXdEYzUL7lgqUvjBZl6Cr7JRepa3UqSBQ5FqSKfJHlLBmNmFdM9l9uAiRgE9AnQBM3J/TJ6BehVwBR1yV9/wLo4CKbA5onBhrNT8LYvJikJSoSAWRkq7GC0hUQGkF0trbyR7bjLXyJif88dyiGoFyc9XI/mnnqWxZzuWAhjYsAQHbiR322hePvlVh9cTdIMsLIKIpSPoexBVnnY2v/N+ngGv+baRDDAgICAgIeEPBElCVJaKArwolgLaj9ktDQAlpmnAbDpIeT+R9nooT/Lmxzx7DEFEfSSK8HFDfm2pYoPDciwQhqUoBJQzQhgXg1iPgl/U+NOgQOZZRE6aifepMpLIhe34AUhB6fQuu94aesalGTGqFFIAiLkKkCaHwXuuFYDXOr/YrPAtud7mCuv7EKqDOgkuW20utgO48Ywl2GM2T9hSXPAtuBWkqPJus3s9UlNXEM46qLbhCEPfgHKAKbr0idOveyw1lgX85aFZ2G5Vi1NqH7W+ugssFlEqyDRKsgDaO78GcY1bikrf+ArEu4pTIFBXZxxZcIV0OKMgbb6F9vQxFBKm0bdeb4CDPgmuItdvHfalVhEhoe7fK5YD2NPE2Yxtuw15NP0drZz2oJUFFppCps+AKqkCmFcSJnrQwKqZXBZfq6iGnTrcTDl7JrNwUEO/zu91m2z6gdnzdobcbgYAGvGlBRJg77xDcP2UZ4oaDIOJpAIAXywr9t5TQv3EFkCYDHyQgICAgICBgyLBVcK2tsMaGxGSsogkoW3ATCGEU0Ozm3QJ4MVKOgBYooJVaBNQsEcJTRoUuQmQU0MGLEEHBElBFAi82dgIA2jY8ge7SOuyw5y44+LyvIaXY7udyQMm2YQGAWPq0wJB2AqTuAyq1AqoElOrTkXlkWLhdDKQm/xUJ3LRgJXZ4aY1rwyLcmQwBMzmg45rH4ZAZh/F5oxjQ5+uJE6SJQCWXAxpLc+94eSmqVkBHNZV0H9DaOaBjUoHH554GAGipj/CJQ3fIbgNg1lOX29+2Ci6YKAlwESLS+ZuzOxegFDOBX976OO6Y/xduZyNdDii3NrFBIEOVSCugNLAF1x9z86wQgLKUcHzULE+tBTcVTECXN3Xgxs9egK5OfgdtjFdgYdNlWLi7QtN7VqMilSagTOAFKqC0H3FasWOnz2IHSgEozdmR//4gS4yjTO9bPXmgRJUFV0EFC25AwHDgrAVn4Tun/CdO+uKeeGT/l5B2vB/1mICWzY14BBGw6cWRDjEgICAgIOANA2UrdRqi4L3IZ0TJLAFVacoENDIKaNbKqGCIX7bKqI9KQoMQUGfFJCKoKLYKaEouXceQiqQ/BZFLLCTAWmBTitAVcy5hXOlGT/MayFhASn3lXsVUgBXBPrjcUF8B7XzvW/U1EiCNAkq6sio5BdS3FXu9OA2kJhOJAPojBaFQUITIKYBGARVe/02KYnCzEqCvlCBJBZKcBfeIqUxWK1YB1UWevCq4UlKmDYvK63A5opM7hdvO+54K5Y5DrO2lnCiJStQICGEVwIVTFqJ5fD9ULEBxbCdCTG9NPoSAyimgQikkeQLqVcEVOQXUbUdoLkUQIquAch9QR0BBnPHZO36SraQLZXJxBRriBiRCQabCVsGVVIFIK4itaOL5uvU5lNKTP7lxve7cA6xF2t83JVmogIY+oAEBw4CSLGF2+2y0jW3AQXvvgRdbn0Zf0wKACI8+14nnL7kY6A+tWQICAgICAoYDSZK14PoENEtB+KW737Qj2bTZU0CFYx6GOFgCmi/y4tBfEVxSFID/Chz7OaAa5YYS6kSvI6B2c4n2fk6ITCopooZDMXVNF++v4Jijzuc0+ZGkzxsJypAta4QkoB/SEvPIS44UkVFGyeWASq4kRBkLrq+A6muSbpnJEeQcUH1sIUFC2Cq3iSpowyLIWnVluQSSnfo4ihXQnAW3s4Erq1Y02SnFukqv5yojoRU8Mw45YkO5cquiFmPx7MmpS63VOZcK0JyrUmrRx+ED7T15H0ghcfXBrej8109Zwpt6eZogYZ8rjrGGAur3AUUNBVQRVApnwfWKEBFYXU8gbTXnWApIW7DIFEGSaIqbUNHMtCKEteCSqiBOjAJqR9X+VkohTZQdVzvxkbGde3ErYgKK7PgGBTQgYJhx/JzjMWlOiiiazT2fnm1Hzw9+DFxyEm677Ek8fOuKkQ4xICAgICDgdQ2rgKpqC26GMmoFNNEKaLJpI1TickDz+1iiMIAFt7/iKaDei3Q9dfMiKa0iWN9chpDSWnBttdr6vVEa3QaALbgynoKmXv3irxSUMMomE7bVTWP4OqVPQJ1ddlT9KACcN9mL2BFQz4JrYmIFNGvBFUrAFG0SXj9Oe3neAEeeBdeSJCmx6xkn4dEpmwFkLbgydedqam9HFJdQbmjCjZ1vx/pxSwEC+hNCkiOLhltZBVQT0Kji2uIITUANgayaLsgfs0a1Ip8OKcopoEpXwSWgEjfpa5H6M0JEEVZMqkfDokUZC67wLLVVBFQprXDWsOCKHJn2copVCvS2TAbgtWFRLgc0FREUCaQgRIJcMSdzX4VAY9zoCKgU2oKbaAU0a8G1czSaLyeV1Cnjep0gkR1Eaw2XSERWtQ45oAEBrwCICB87+r2oE11Q5dlYMaoTXX2N6L3vRtx3/XO4/4blIx1iQEBAQEDA6xoqzSpAfp/BQguuaQ+ycRMXITJ5mublPKeAYhAF1FTB9fMlyzoHj8jl6JEQQBxZBdQqRtFY9Dc0QgjSRYgcmfYtuBAc/6pmJqDlhM8RCVP0hQ/4qSX/iquPuxqkc0DNC75vwTWkSYG8IkQmrzJCVL8vNoxbjCbhqpkaBVR5BNTmgAqvVYggjN91Z3TVMXlJQFVVcEkQZi/ZG6d/90LE9Y24vy7GZQt/BQBIU1llwTWHdgqoJn2qkokvFYBMDMHP3q80zbV2qcFY0kwblmwOKAFadVSoxFoB1WMpIwkppLUt2yJE5Fql8HPmE1ABqYpyQP0+oEKvN8fz7nYK9DZPyVwvU1yeAEnAOaApcVEqe25THZmkJqBmIoFbtsTUA5H2eQTUWcLNp0pZAXUFt5w6mrc7c6iiyoILqrZGbysCAQ0I8CBbx2LP1l+jrb8JCj24b/YBuH3TTCT9Ci8v34ze7srgBwkICAgICAgoRGr6gKoEKakBFBUmCr2RVkpbmnUOaAQIad/5bQ6otRY6BSyPjALqty8xL+zStWERQoBkZBVQn1T0UgkkyfYBdTmDcExGE+jlbeMBAI3dW/iqpE8LgIZSIyY1T4IgoA9RoQWX/CIxngIKcJ4miQasnn5otuKticNjbpFnwbXtX4REJCKPyOscSJVmckBJCDS2tdt8TgOlZHUbFn2siv6MY01kFRAJY71mBbTctwkAsu1iAKRpTgH1TtHS0Ym11Knj9fYRysmvOgdUy81ISs36ejXhjCJEIoLUB7YKKAQorZEDqtuwJJQjZp4Fl1ue+IG7L6nXE9UztoJ0gasUEQBCQoRSJOzOSplJDbbgJr4FFwoHtn4Pk569qqAIkYuBc0BVlQIqc/Zpd84iAjpM8icCAQ0IyIIIcyc/g7esvQiRKuHl8ircu0WXHgew8qkNIxtfQEBAQMCbHkQ0ioj+SkSP68/2GtsdTkSPEtETRPTpwfYnomlE1E1E9+o/Pxju2FPb05KtjH6OmU8mSL+irm9SeOLjb8eY0093OaAkreuxlgJa1N+jt0KguDoH1NlVhVOPhGBCaiyi3rt3P0oQkpBUDAFN7AUomVWtLp1/OC7e4WA8s9tSAM6Ca170jVIpBaFfRTYnNvZ4gclNVRBA3KBD1bZWTRLZ0unbdrPHB4AyjHXTy2kVArGIM2PPGm1qFVDhHSOWOWKoJCp5wmMsuPqnUUAJQF2c2LgGygFNVfaYvgL6gf+5EC+KaXo/X6HMK6BswSXh54BqBVQy+TQKqHkGMpV5i3JAtQKaLZpk7ij3jvWLELEqm3IOaAJAGuXeqedCcA5xahRQECIhAEM8KVuEyFhw+yIJmSp0xk+i3LOmtgJK0DmgqSWnZeVizvJKN0GS5PqAFk3qbCsCAQ0IyEGMmo7mPQExYRYUFCp9a1HpvRMpFFY8sX6kwwsICAgICPg0gOuVUrMBXK9/Z0BEEsAFAI4AMBfAiUQ0dwj7P6mUWqD/nDncgavUKVSpoGxVTY80kiUgCuuWzgOVSkiThEmhkFCpUXL401oxswJjBmnqFyEqUEBJOAVUSlDs2qL4BKmPShlSJvyept26cKHgYkFdIsZFOx0OquPCRVJkG48YQlAfS/Qhti/mkU9ALekjoLFDx8fnj1K25M4Z35KJ0bZh8QhjnaneKzzNTpBWQP2xz04M+IWMYpkd2FQVWXB5m4o+Rlwy46gsARXWRa0t1rkJA0KegGbVXSWqb7DpA2qPoBSQ8rIkZgXU5YBKTGudhmkt0/g3uefJ9gElQqr8G0GQqdIZtx4x83JARa4Ni7tCfvatNdrmgCYQ6EOKFImKoYgV0EgSUhjibiY1dBEiY0sXhEgX9UpIoKT7gOYVUNIKaFJxFlxDQLuTbr+OE2zCKIlMRWAdyLAhENCAgDz2/QTq3vlNnPjFL0G2nASKJiLtugMNW57HMzc/MtLRBQQEBAQEHA3g5/r7zwEcU7DNEgBPKKWeUtwo8jd6v6Hu/4rAEFAFJiB1bX1unbedy9FUVqVK04Srv5JjUGnCxWWULSJTWwGFktnkSg3rms0poJCOgKYEzGm5GDs3XMEE1CNifg4oXlyl9491zMZSS/aTCYp3HgD1JZm14HpFiEwFWgUAjaaoEe8fJ0x037d0OtrqXbz2OjwCWhauCBFLhAoQkhVQn7wqBVDqHcutyyugCrKqCu6Wa6/l8xgLbinWxwXqSp66SO425Ry3GDc2y3Zo0amZ38LmuA6kgGoyTUBabtGndRbccxedi+8c9B19PB2HlwNKOQU0Ja46q4iyyqBy10SUbcNiSDb3a/XO444KSUC/7EWquA1LQlyEaF4X8M6NmzDKbCw4BzTxng1HQCW3YVGu0q29b7YKritCdFB3F47rK2Nq81RbGMyONQBlWgt5RYiGrQcLAgENCKjGpMWo3/U4jGmtQ7xgHJpUJ1J0I+65H+s2Rlh72Z9GOsKAgICAgDc3xiqlXgQA/dlZsM1EAM97v5frZYPtP52I7iGim4ho31oBENEHiehOIrpz9erVQw48tS+7nEs3alaXd1D3VVhG5F6a0yTVbVg8BdTkfpqdxVAJqKMAvgKaseBGWQK6Y9Pl2K/lQvRRKWNttSqRAuSqtXohE8NEGQJqSEHOgksmF1QTUH1YQ1hnUp0jkUpUKaCxVkBLJYEo8mIyB/IJqP6s+HzRKKD+IgVbHEqRG3+gmoBCRUhyFYK677uPz6OvvbG+hPGljWjp7kVdmZf19kmkwt61XO9MoLVF4rp6NzlB0/bMntZWevUIotcHlLRdlsm0ywG1Flzv3vIweAqorSkkXP4lXA4oAPT3e8+tN3pSiAyZV8STIkIfx1inbREilUDAEVBFEimxklrqH4XPr1nnWp+QQEmWbBEiAIg1AS2VIkxqiph0i2oFFCkybVia0xRfoHZIL5/a7aDsuGb0+qCABgS8Ojj7rMV499dPBwDcNfFZpLKE56+8bYSjCggICM9WpncAACAASURBVAh4o4OIriOiBwv+HD343nyIgmUFrCyDFwFMUUrtBuBcABcTUUvRhkqpHymlFiulFnd0dAwxJKcIsgW3dg6o7WmplFVD06TCRYi8HFDkCWjOgutXu10yrcPmgBojJYCs6qm3F0LY3p0AE4ky8T598C24ylaNJQBdsyfq/XUf0NTkdLo4FJ9Un9sooBFXwbUKKOGWl/vwm/r5Xg4oqi24iesL6iuVQvjXxChrUpl4jl7SCmimArFy+aQqVxyoyoJboICy6KesBbdcF+P4CQ9g9JYe1LMTGV09UaYNi+uXqXT8IqO45dNMHZHzYjGSp7k2MAElUlBxox0n/swSUDvJQeQs1VU5oMLe66Rvi90+04aFcgRUf0ZKF4+KshZcUimEUuiXPUh1zm0CfjzOST6Gz/WfhpWlqfqieZwrvgKqKxu3NddhdMkovlnyaPqAJomzABOUe648BZT03xjz9yYUIQoIGCG0TJmKabstweQXe5D0PoLnl3dj3x+ciR/ddstIhxYQEBAQ8AaFUupgpdT8gj+XA1hJROMBQH+uKjjEcgCTvd+TAJiG1oX7K6V6lVJr9Pe7ADwJYM7wXpdW1qCLENV4pyXlETxjwU10GxYhrWTmrLeG0PFehqCUZMke83NHznfJlZ61MLbqZG0LriJA6hf1fs+C67sS1zYDT555qA4gZ8HNE1CP6AKsgFa8Pp5xRGgliToZe0osAQ2jeT9NpIwCKqMsAbWEzVMsS+SKENmxEqIgB1R5hXjyBDRLHVJQlQJqdjPUJSqVENenGH/sTIzbez4fJzYFf/SYiBwBlTKjMouc/dNcPzIW3KwCSirVBBRQungTeTmgmeOZ+Q4SGQtuonwVXEDq+1npZQKa6FYo+ihVRYiMLThCZOMC8jmgQL/ohdKTCQnxcdaLVvwyOQTKEHx9UysFFlwSpmetyowbn5OLMaUVV4SIyB0vOy1lLMh6u2DBDQgYObz93POwoSlCf88t2NIwGcc+cATuufmekQ4rICAgIODNiT8BOEV/PwXA5QXb3AFgNhFNJ6ISgHfr/WruT0QdungRiGgGgNkAnhrOwG0RIqC6Cm7GgmsWOgVUJQkTBxKuCq7IKaB6R6kJSiQcgaiLyxBW1XTKTntJF3sRrieiKLDgml++BZe8a+iLgC7dNgY5BVT6RMkfEOEsuKygGcsugLapQNvUbB/QXBsWkwMqY5FRCU18PtHaYxLbUK0FlxRICNTJOsxonelC8senSgHNUodEZYm6Pb++ShnHIB1z26KxmL10Kg47Yz4W7NqdJaDm3J4CKrx83TypGtfWkIkWALrLCZI+VojH1I/WFlzwSUz/VH0fZF4BNc+YV4SIKNuGpVc22PgqfZsBCD3x4RUhElRowY2g75vJXc30AQX6ZC9Uytsk2oIr7eSKK0IEIJMDaiy4FMdQPT2c1itc1WG+Dv6WeG1YiAcVgOdK0FdC3j5+EaK8Cr09CAQ0IGAIiEtlTD94KZBuwqqWBpT6gdGrWkc6rICAgICANye+DuAQInocwCH6N4hoAhFdBQBKqQqAjwC4BsAjAH6rlHpooP0B7AfgfiK6D8DvAZyplFo7nIGr1OQWZhUwvdZ+E16uqLVHpqlrw2JkppwFt1LmnopSVtsLIxE5RdBTdpp0lVYSrgouCWnVMhOvyCignpKk3DbdaY/en8nEcbtNRF0scNxuE+2xPApgCVF9nFXkIimA918NHPRZq/Ipb7ScBVcroJJQ7miw6221VY/EzWvWCprhM1oBlULiO2/5jttX21b5mootuP++QuGM9RuQQEDGMfIwu8WlsiXj0ArzrEWdkJEpQmQqumb34/GvrYBOHdOkV7jlGxsrUCkT8jpNOEkpkFBII9O+RiugVTmg/Jlq5dTEmyKXA6rX9fduAaiUuQZDQIuKEBkLrsnnzRbcYgsurAJqno3sM15owfUIaNrdrTfP0TtDQPtTu46g7PFyNYhApGwV6owCOowW3Oopi4CAgEIcePCx+O2fbwG6rgQAdPTuiW986ec45sx3YFZn0whHFxAQEBDwZoG2yb6lYPkKAEd6v68CcNVW7H8pgEuHNdgcjNiioDgHtKhYEPRLva6e4ooQmTYswiN9JheQt+lt3ggAEH38wt9VccViYhEXFyHyLbh+ddpcGxZDRfq9NixCeCoeKfRUevX+vO+0MY1Y9uUjMtdmKIA5JwA0lo1FU8ca+WTTs+DaZcaCqxXQSKDUEgMvIHMcJlxMItZeeCEkPAVURpZ5+a07/BzQfCaxUUB37ia8q3cD/gUCslRAQE0uazlLQL0LgN/qU+VyQEkQpF9UKUdAp3Wympt4KYqbGvodsTMtRLSkR3E9L5bFRYisNZZqK6CKhC1CVOnbAlAMoOILoGwX92I1q2xPVU2qU8/iLJQpQlSCALCqoQ2pUpBWLc0poJ4q3dyqJzw0AZ29ch36d5mL9S8v86zEHIhKFcgbU3M8n4HaSSHbGNUvQhQsuAEBrzqmjZmJJxdORtxwGEhOQKX3fsy97mr86q8PjHRoAQEBAQEBrwsYBRQ0sAU3rvQCEOiT3RDGFJpUWNls7LBtImBz6jQBbWUCmm6ufsWNRGQLC5kiRDJJM6onfAturg1L5CmghhyRp4ApArpS0wdUWy4L3tlZwDL782d9KdufNFPRNpevyPEZC26ZK9UKQhx5hZXMiTNtZxQghO2hSfWtthBNtqovbBXcWhZc03c1gYAsFVhwjQJaLlvbcNYjTNk2LOZ26tVSSpfnCTdOBjM0Ae33CGgiPWVRcH9WUsAmNKCnYwEvHiQHNM2UrRJIUCMPuHcLCCXmt34OqBCZ68zngFZVwdUW3H7ZC+rnbXpFxATUVr/Vsep9Z7bNREW31Jn8tmnAjkeB4hhIEsxYvR7No6boMUPmE3DqqJ8DWqWAQtm/jL9dapamKEj13WYEAhoQMEQQEb50wpchy/PQFM8CVBee6Ugx+qarce91z6GvpzLSIQYEBAQEBLymYSyxY+tHo1WlmZdj/z1Ypv2QST+2lNZ6RYhSJmM7vg2qNVsZ1BCivpbNNc8di9iROcVK5agt3WgqxRBI0dQQ1WzDosi9NPdTGXGdJhSejTgF0JOz4OaJE5BTQE0RoioLrkcII9MHtMCCm5ZsAZ848izM5jq8ayAFwPstW1shW3V/TI80CaU8L2yxBdcnoHFclAOqryMuOQU0s4HUalux1ZeERBT7Cmh29zEtXE63rbGUWe6JkdZKe2F6BFSZnWqGAOar4AqPrVFqVFiB1G/zArJFiPp7NrECSv4QEQSJjAXW5IDmFVD/ajkHtMfaXlOC7hmas+Dqz9+97Xdo0r1iSu/6EfDuXzEB1ZBm0qFlkt7NG0f7PPoWXF/lZHJq/s79fa4hyqkbo2FAIKABAVuBjgmtiMsSk/aZj77meeiOupF0Jbj190/g9huXjXR4AQEBAQEBr2mYPqBtda1oVCmE9yq+e0+P/c4qHLxquECa6iJEQjgHrX5RHtPMhCRt7K157khEtg0LiXY0RIux4NlVaKsv4Zwdb0Vbs0dAKdeGBc6C20cxyg0mb9QdXxHQlfA1CFltSzWQ8ImVqYJrbKo6Vl/9M/msupUIH98poNB9IeO4WgH1lT4CgP5+Xk4CU372U4w+88N6pa+AelVwayqg7rOhiICa/qflsiU6mYaT+XYlOW4jhMgooPkcUKPc1peLx5mIQAmPR0rC2lmpVh9Q3x2sHy4igdTvA0qEuJLoS0lApCcZ3Fkh8wRU/1dYAppVQLnjpkK/7M3so6C8IkSmCi5/xjJGrPNAyw38TGQJqFFMs7Zuvn5v+kMfz9yWPtEDR41NnOaepcNZBHf7CCgRnU9Ey4jofiL6IxG1DVdgAQGvRUgpcPxnFuOAE/fDqgktENFEJOmLAIDf33IF/v7C30c4woCAgICAgNculFWXpK4g6/CJtevtd1K6h6NCrg0LvzRP+t4FaDv+eCQxK2BfPW4XLPvy4ZCi2q5qwAqoefVNUCfnIE5TQAhnSfQsuH51VxKONlaojFK9sVRmLbjdFaOAclxFopFQbkW1BZcRRQXkq360W+blgCpDQCNH8KzqlbfvmiqzEIjHjYNsanTXa/YFPAU0u3ucK6KTQKCxXD3m9X3sCovLZWtHLiKgzoKbU0ClROSpwlWtRXJ9Tsd1rMzEBSKIhGMwbU0Arw9olI2ZcgSclwnAJ6AglPykUyrlGusSF07KKaAAIPVxbF6nchuQzgF15wHS1G2bL0IEAJEwBFS3lykgoFYN9q/NL0JkCK4O5t6J16O7fjn3CDVVgY1VmNKqSYDtwfYqoH8FMF8ptQuAxwB8ZvtDCgh4baN9XCMampvQNrUJIpoClaxC+8t3YMpLEX77wHUjHV5AQEBAQMBrFlKwgsQVZ121VQCZ70Kx4VQo1xpFJYklDnU77IDxX/6SfaEuxRJ1sUR7uR3Lll6Dt5+zoOrcsYitAgqVuDo7hjCQI5l5Cy5yFVnLxoLrF5whYG1dBX+bR1g1fSdeP1QLbslrtYKcAlrw4u8U0DqrUvoWXMtZCtRJoNoa7Kt2YggKqPIU0Ka6ahWyuaePr8OvgpvpKSnZ7oniKrhSiGwebH4MdLwxCZz9pX/FtEnP6bjM9o5IpkRWvbNVcGtZcGFiIoAESLlrS+EUUN4wzlmUCWPKrWiua7FLFPGhjAVXFiqgbMF15+HrsLckV4QIAGKhEFEKGWkVtuSsyDKXT5xVQL1lxoKrJ4XW1b8EFW3iv3fm/pK5XvXaseAqpa7VZb4B4HZwk+OAgDcF5s+dBRFzovcq+jto043YePu96O5LBtkzICAgICDgzYmp47mriyBWHRPlv/g7xP09IKUQVwgvXnwdNq19GYmngNp9yPR15OXnLTkPX3rnpzF5x1E4eaeTceauZ9ptZaa1ilfp1SwT0ilEQmRe6oWXxyiIUKr31DlPxdusuvG/b5fomjCz6ppsHN4aWwXXs+AKpM5GCUca/B6qUUkT70qdqWqEuOST+RoWXHsNWQqQVQC9yYAcU8jngKYgNBUooGN33hUA0LNliytClPrkTTDp1KfZUlcBypFtdcMKqF+EKHcCy7AF6pqbq8bZLyWUkrATBeb+VllwfZKmmIASEdLUxaTAwxHbRjqlTF4ugXDshP1x1m4fscuMnVYoQ3wNscsS0CoF1C9CJGT2E0AkgZL0FG9PATWTDqZQl0/ezX3PWHBtRWluOkPkqaOmku5ryYKbw/sBXF1rJRF9kIjuJKI7V69ePYynDQgYGRy4YC/cNeNOpC1bkOgZ3RnPpDjli1/H06trF0EICAgICAh4s4Kr4ComguTapwAAdjzKfh21bhkIwPQXG7H5wadw628uYgU0Zym1hEJ/Npea0V7XDoDJ6Mk7nZzdvq0BL4/pRNx0tGtTIXyFyVlwRX29dx6PyBFQbuAX/sTjVIqA7n7uxRjRwBZc1+4la8GtIEIkUkew4JQwX2uL9fYC0lNA/dYy+vg1FNA8Ac3ngGIQBdQvQtRYUAV37Nx5AID1L63wckB9AiqhyNG3Z8Z3oenDB1myJ4REybMlC5kdSKvkSQHIks0l9i24BlkL7uAKKKAAiiFkCSki1Fklla+9bBXJnAJKhCiOEesepIBTQEWqLbgyS+wUBEgp9IuezD5KqZpFiAAublyOigmotPecMh98CHMMrwhRaq4vhdTOA+MdtgoovcpFiIjoOiJ6sODP0d42nwVQAfCrWsdRSv1IKbVYKbW4o6NjeKIPCBhBjKofhQOWNuMXS1/Gpfu9gCjaEfXdCp9s+g5euOeakQ4vICAgICDgNYdUKSYLQoBIZRWkA10ml0xT5gFGaUsSV4TIgyEicVRMtCRltxcksHrsOAg5ykk/1p8p3Tu7kBANPgHNtgQxCmil4myknAPajbIsOwJYoIEWFSEq6ZzPLpQRUQpscWKNVSc9rhP5OaNGAfWcsIarRLEjQz7yccUlt51QCkSmEE92v6IiRKaHqY/RYzr5ejas93JAvQsoN/FYW/VNQdSVXQkcKXHCkine9RRbcEECELG9GpXjbIBWQO0t1gS0KgfU+65SlJqOQ1PnnqhAWAJqnlWfgFblgJKsilUQIdYTEub8/n4HdHdjSecsFy+4X65rw1JNQDubKxjnFdyiUkERIntt1XZu8o6n7PWlkGD7NRl1lJwCOoz8c3ACqpQ6WCk1v+DP5XxRdAqAowCcpDJ1fAMC3vh47x7n4ZS+8WhPxqC1AgAJ7nnxJKxdtnKkQwsICAgICHjNQaX8IkuiQAHN5OHxS6pfgChNkowSCTgCl1fIDKqspkWmWO9F37yskxAQusALH99T4wi2CFF/xbfgAl2VLiagA7ytZ3JAc/F1oY4V0NWusr614Hqv2caCC8ASUF/UM6T12DnHFceQO29cV4f6Zt2SRdnwalpwDRIl0FRAQMtNzZi1+55428c/7XJAfQvu5D2gGkc78g54BaJYgd51arsXb248PQsupEdATV6vtz3ngOYsuAMpoEpBROMRlRqRQKJsFFC9umSekYIiRJAiU4QoJaA5bsTo0hh93moFtKyAc3Y+1p0e2oJrFdBqC+7+M3tw5CxvksJXQEumbY95lr3rtH1AVZUFNyVNQAkQtgiRXwX3NZIDSkSHAzgPwNuVUl3DE1JAwOsHstyEJfv/Cg+tOAeTo80AYmx5eT0ev+0WLF+2HC8//yxuveQihLmZgICAgIAAJlGkFVCQe0kGsqTBFCEySCpcckRWKaCmNcXQrKZE5OW1mQqfthqR5aJCCJBnwV0yfg+c1/J1fKjvHAgilDUBTb2iqIqARCUoy7IlD2nBv//MF53V10cX6lgBzVxj9Yu/r4CSzFmJvX2mtE+v2pevufqYoybqvpHKFYeinAXX7JfqnpVJDQWU4hhHf/JzmLPnUpcDmqmCS1CluoxyKYS0CqaQEmKAIkSGrFKOgLoqUtkc0LJWmIWQAFFmrIB8EaLUnrMfEuW0lgJaQnY+gxXQDOMjPo5xH5uJjNSI2vqCm9pcvnEKhVR5MWUs4nDffWXTzwE1ucsFZNwn+ea4VgGlFHLUDKxFmz12alvSpI4QDwO2Nwf0uwCaAfyViO4loh8MQ0wBAa8rLJk+CqftMw077D0do7sUVLIaSDfizp9fjAdvvA63/+ESbF63ZqTDDAgICAgIGHEYBRRCVltwq3pROlT6uaoqybyllreKcrZDg7wFl7j0KnIL9adrw0JCQNQ7BfQze30Wj9XtgmvSJdqC67VosTmCujWGLFv+kxQRUP+kOSKYQCAWCdA0zl1jvnWHWWaK0NhqqbJqnzzRsuvzOaAA2se7WqJUow2LgStCJAqLEPmEqDAHFIASlPGicuVVk9sZ2YqxxRfgKaCNHUAn55y6HFC36cn7zEBnS50ORUJKWV0FOJMCqvNQCUggqy24tpVJgQVXiExFo5T4mUsT3tK011F2T/38ehZaBSaFAymg0ETantkb7yhXUTlThCjTBzSbXJxSiqjcjF4q2/67TgFVhZMW24rtrYI7Syk1WSm1QP85c/C9AgLeWKiLJT7/tnkYf9KHUBq9BYn+B2HFEw/h0QduAwB8/hc3BhU0ICAgIOBNj1QBAgpjPvxhjNm5C2nmpXYABbSPCWg+B1RYS+XQiBYroPqlWmWVUCbFHgH1ckBBhJLpIelZcP2ojXpXF9VZYlz0T78fUV7ZS0kgnrIYOPsf3jYm3NzBIlMx1sVfFZRHQOWoURj3zW/oGKrHa9SEiQCAnlIEw0oKeCrH6RchqqGAWhT1AdWxufxZpe+NWSVq2qozgUkBRGXQkefzcUzlV2/X+ZOdlTculxHXeffVnM93gttrJ1Q8C25iCaipWFzdhgVSVJN+AlLdPzQS1TmgHEDkJhqs8Gnl4Ow1m2X+5Io33nF9HWR5V5QbptnrsLtl+oBmixApSiGFhCKv9VHGgpsPetsxnFVwAwLe1JBtbVj5L0fiosOeR7lhLLrFBmx8bjkA4MnHl+GF9d0jHGFAQEBAQMDIwiigjXssQeOEJGPBzVTrVPzTkK5KpR+A6+Not7MEtFgBHTgHNKfykSOgIpcDSkLYQkFEsBZcH8ZWyTmgellazUCFgmVI+eu5vX0J9jnp/UB9mzt3QREiAIg18WtrbLPx23PkyQuAliOOQNPhh2aP6WH0JC760xdJR+BqMAU1GAGNfAJakAMKVkANf1NaKbRFhGR1MZ/M8W0/S3NPsuQtY0f2no2FRx6NY8/7fPXxvPEY84c/mYVIvCJENgfUHC+fA0qkc5uzOaBETgEVVX1AjZIbobGdC0HtN6cD71o82bae7Sp3AA1jhmzBjcolxA1vQamOVXR/FM35/T6g5hFVSNE8dSLWNU3UzWE8pZZeQ31AAwICspjaMhUA8MD4BEAFQjcePnBTBXffFwoTBQQEBAS8uaGUcuSGpFXSAEcmAE8BNepTvyagOautIZ61CGi11bI6BxTwFUTfguspZULYCrCilgVXh1+WZVvBtIB/6iq4hkBl43uxbjwm7TgvG3MNItao4+ts6jAbVu3j5/xRFFnls8iCO23BQizcfW/suGKNlwNaeGpLQNmCO5gCqtfnFdDctXNMmpgPZL8FshZc5CcWcof2yGhjWzsmzNmx+nDeDr6du185BbSi2W2Dvh4SeSWVCWgmz1IT0KSSZo7tnjw3UdDUxgT0fXtPQ10srQX38QnHAh+9O3MdEFExARUCUvdPNc8eeUqyiPzYjDXatWGZctA+eGDmEZaAsmM9QVBAAwJew9h34r44ZOohOPG9H8gsV+l6PHfF8yMUVcD2gojOJ6JlRHQ/Ef2RiNoG3ysgICAgII80VbZnI4TIWHCzrTBUhlRYAppTDGd0Nul9t+Lt2HpmzXm9IkRe7iR5OaAggbE6j/CxlZsgvRf5vAWXc0C1Qljgwb27XHF7eXHf+MkDcO3H96va3lozc2zWVMI1hMMnKHY8fNISeQpvAQUQQmLJPgeirpJ4Ft6qzQAMwYLr5TTa8rw5AqoEZavg+kWoRPGEgjuBV4TI29eNkPdc1ShQ5cMnV+bUpVjgoLkTUKcrTZnhH1uux5Lj/hVCdlgl055TyMyYm3pTRgGtroJr7lOERk1Ae7sqOib9LEYxUNeaC7hYASUpncqqhzszrtJkICu7v9lOUYqGqAHCs+ACfDndiF87OaABAQFZdDR04JsHfBMH7LQvlOR/uEi0QiXrQJsrWHv937D24otHOMqAbcBfAcxXSu0C4DEAnxlk+4CAgICAAmQUUBE51gZkyJhQWUJqihDlc0AbyvrFu0axnTxYZcspnwUKqMjlgJIU+PQRO2LprDF45yJXrMff3RYhispeDmg1Ab29roI7y4k+j7ueaWMaMWdsc9X2uVoxFlGs1V9Dhj2Lpmsd6SugsSX1NcmEtbQOlgPqquA2lSNMuuC7mPjtb7vDFCmgOQsuhMhYcAUJl/9Yo6+rCzNLsM112dI+ftyDqanIKqBSOlJ79MIp1oKb2HkTgfbxMzPn02tY/fROroiyRYg0GXZU3BHQJm3B7d7Up8PmdYWpsCQy9mo73lFkc2etAurnARsbOWD3V14RrfqonsdCZZ+bl1T7sCqgg08JBAQEbBNmvutcPPuHKwAIJL33Iq28hH988aeYtmo52k88cVhnkgJeWSilrvV+3g7gnSMVS0BAQMDrGSrNWnCTTPsL77tSkHX1QMIv44MVIcr306wFp7l5qZ/CfXEKqKyy4LaWY/zy9D0yxxvV4VqARDrvsU7WwXQvKWrDkolnCG/1tXNATf6rTXys3scbL9LVXwlUaMHVO+pDuUI8RchWwY3Q/Ja3AABeMIcZQhEilan8oyCcNj64AmpIVRW5rCbY+crJRfBfyQzxE4IAkiiZKrgeu3XPcCYokIgyY6YoO4a2Cq7JATVET0RYfOQ0dG/ux057j8/EUdj+JG/B1a1XKIqcApp/0OFZmwlOAbWTAAka4gYIQdm2NIKQJjXi2EYEBTQg4BXCscfsiZaxh0HGswCk6Nt0CR4eV0ZPJJGsXTvS4QVsO94P4OpaK4nog0R0JxHduXr16lqbBQQEBLwpkSrfgiuzfUC9F9xJ3zgfdbNm2d8V3Qc03zeTclbMwcCFblxrCcDLkSPpFEIhQJ4KVzRp/MH/2R9Hv3e8PU5jzHbgsixb22xRDiif2Z1n0JhtG5a8BTengHqkzRYh8ommzj8kqk1AXXEfZD4LtgRgLLiDtWExFtx8ESJh82edBVeTvxptdbxAdXw1LLiZirFbp4BmxoC8IkSJjp/I3RPf9Gv6i/oWXHdJAABZlQNqApAoN8Q4+NS5KDfEmZhEIQEtbsNCUkJGxrJtLt9TdyPPgptTQBWMAgruZwq3v6KttLkPgkBAAwJeQRz/md2xW+s6NPb0A+CciudGt6Dv2WdHOrSAHIjoOiJ6sODP0d42nwVQAfCrWsdRSv1IKbVYKbW4o6Pj1Qg9ICAg4HUD2wcUYAU025TEfmved18IreoAngKas2YaApcnprWQeYk2bVjMrkLal/Gq4xUcPy5JyFhaG2ljqRFAtg1LURVcgK2ZVfHUgCUQ+S4shoCaHFCSiNCbuaZsESJNbCCqivZ4J9Nxmd/Fm/kKaGOpqAqut8yMXWEOqP6OnAV3EAW0tgVX31MvN3NoOaAeSbPknXM6LQFVFbvcitJ2N28SwLfgInuPYz1Z4EbCKaB5OAtuwb2acSAw6xD7c2ALrk+uPQuuzQE1FtzE5oD61ngShBQIFtyAgNcLmkfVYeHJ+6H3rJ/hoTnvRG/6IF5o78ddt9yHUVPKAAHzRs8b/EABrziUUgcPtJ6ITgFwFIC3qNDUNSAgIGCbUFcWaC6xkkQigiqyjQKQMsqQQJsDWtWGxRCRrXk7zv4v3Io9JKE0ScpbfWupaCSlJVGNJVZAU+UqhhZZcJlYGAK6FQpobrkpQiQ8odR+pwAAIABJREFUC269XI9NyVhnv8xZcPmcA1lwswS0Vi9OW4RIiUKFLqOAmnPlckBJCPh+aD8mGiQH1F6XrUxs2oYYZdm34A5FAfW+2/xZAOSq4CpNQElQwcSBPq+UmYPllUNp+4A65ZdPWn29Ayqge52VPbtRQAssuJk8YBuL1wfUWnB9BdSdU1gCOnwMNBDQgIBXGA0Ld8NPz56Jnf85HV2V1RD9m3DDDbfj0ubvIBUJHjjlgZEOMWAQENHhAM4DsL9Sqmuk4wkICAh4veIti0YBT93PP4SwxWwAZHPVIpl5cVa6Emk+n2+rFdBMDmheARWFL+28oJZiKO0bfJMmoKu6VmF8XNuCK8gvljMUAsqf+bnPuMCCe3T75/HkHn9EXaMmJBmbpm4fMkAOqCVug1hw/Sq4hcfJENBsuw97DOFuuSKV6QM65Cq45tNl9GbW88GGkgPqk0TP1kuEutQQ0H57DqeAKn1OZwVXmXuqcgqoJn12kbngIgVUfw6B+GWq4OaqJmeeAX+CIWfBjWQEKWTVBAW9AgQ0WHADAl4FlMaMwdrGtWimyQCA0fUTcOSyD41wVAFbge8CaAbwVyK6l4h+MNIBBQQEBLwuoVIvwVDm2rC411Iho2oVEl4RFfNbuBf/oUCQgCu9qj93OhKQZWD+O6xNNH+8WlZZkqJKAX1py0teDmg1A+VepNVKXS3UKkJUlQO6wxFoPfgDWHjUXLeRP4b6uyBR2/prx9PkxxZvZuK/8LQlxTEXKaCqoAqupwRuTR9QO27m+nJDlGnpsz0KqHAKKIwFVwh7gnzOKVG2DUv+zKZycVUf0IKBHrAIUQ4Ua7t6JO3YFPUBtfmtXszGD7zHhN05ZoLrA6o3S6n2ZMS2IBDQgIBXAZ9Z8mmsStpQrswGACRxGeM3zkKUlNC1YfkIRxcwGJRSs5RSk5VSC/SfM0c6poCAgIDXJ7z+KiIqVEBJMEEqsqdWKWM5JWwwMPnLLeuYAfz7KmDUDKsaDVVRhXAW3OYSt1A5bNphzoJbIIFKIi8HdAjkqGYOqK6Cq4vOoHUScMB5GaaQb8PC56TCPqB6B72N+VnMOgxx2nnS6OLjZHJA9T0raMNS31tBIlL0lFLOATWrBrPgWqJsCFWeEHpxb0UOqCBHflkBdTmghKIcUBsxf+SV+xxxM21YnAVX8JgXPG8DWnBzcApo5CmgJtwCBdTvA6qv7yv7fgUAE14/R1gIgoIKCmhAwOsNs0dPw311HXgxLgPUiCRdC6kkxm6ehj984aO4+eKfjXSIAQEBAQEBrzxU6pQXITME1Lz0Sv2SXqyAZsmE0GrUQMV8Dp16KP5tj3/zlmiV01hwI6fW2SI2Q7X0SpfHGEcl3HnynTh959NdEaICC64UhA1RK1rHTRhSEaLBquCKaIix2gqoA4yXbUFizl28mb1vtXJjsxIkf1ZVwSWM6urBHfOeQ18p5ckBm3s6CGmkbIB5AuqTtqEpoGQ/yU4O8PGNAirMc1OYA2oIcYEC6tt7I4JSZIsQKUWF9ls/pq2y4EYRYl2VeObcJnMg/pC5axPZHFA7pLnJn7HTW7E6UqENS0DA6xFtrWVc0ZiAojFQlReg0goOv3sKVq7oxbP33T3S4QUEBAQEBLzy8AkoSaQ+wzEkwBClIlUob8GV0aD5gv99wH/jxB1P5GPCV0A12Sx5BDTdOgLq20gJhLIs6xw6Xl1swQWWNe+A479+wZBOYR2sueWGaMghE1BN7EkMkAPqqX+orYCmA1hHq2DuT64Krhmkfr3aV2WNAjppx3Y0tZcL4jQW3Gy8hQrokHJATUhO3SRdBbdsFdB+c3IIrTqnVgElt49fBddTQEmQzi8lOIGxNgF1FtxBw/eq4ErIWOCMb+2HvQ4Zw9dkjhML77lWVffOjCkXIXInPfQD83BXQxKq4AYEvB4xprmMp17egr6JAvEzG9C34YdQ6AVAWPP8s0jTZPCk+4CAgICAgNczMgqoyBA0QyLMv4VFNljp5xYC2PmgQ9ExddqQT88EweT06WXeMW0V3KEqoL7F1XtDHygH1ChbQy2oToNacIdIluXgRYiseieMFXlgC+5QyJ1lYDkLbldbHSoCWG+FOlHVH/Xoc3YbMM7qIkT6lFupgPp9T7MKqES9mZTwzj11/mjU7deGyq19AOq9SZXcuTMh2y6zSK0Fd3AFdCjWVzOJYlrOlOoj9JleqnqsIo+AZnJAvfjM+UjlxnMQl8HWIiigAQGvEjqaeQbvpDPOxNi6TZp8MpIkwcbVq0cqtICAgICAgFcH844D9tQtJESExHtFtwQ0qm3BbWhpzfxu7RyLHfbad8inL1RA/XzDWlVwa0G6PqD+C73rA1q9y09O3R3H7jYRLXVx9coC1CIgpqCNzQEdBOY6iaiKsHlbZc5Zi6cOVDynCs3j+fOgz2UWr54xCh/4mMSaFl895HVyiDmgeQuwuxXbmgNKlh2RIEAI7NHTg8PXE5INmgwTj315VrO1DFtqqfcxIE8BFZJsj81MEaIaJN5Wwd2qHFDvWDkVW8a54lP5lkbSjUF+gkIQggIaEPB6xJJpo7B2cx8mzZyL4xf1Y/mGHlz2YJ1d//Lzz6Dt+auByXsAY+cOcKSAgICAgIDXKXY6yn0vt2ATvM5WhgTI2hbc+hwB3Vrwi7VRtPRngQJqzj3tN79G11131Twe+RZc/91+AAvuoqntWDS1fcgxGwKx13EzM8u3VgG1OaAD9AG1RX1E9nceqUvWHPzEcT3whQ3V5wKhu44yvy2BLJh8yOxryFWVBddc17bmgPoKKNtpJYD3rSFckNSZkwMA9p45Bu7JKFYWiZT3XBt7r8iK2YNYcIdUhKjEVXD9yRTnKDAKqPSurdqCaycdqHrSg0np8DHQQEADAl4lnLL3NJyy9zQAQPmsGzETQOuXLkfP86vQ23U1brn6dxj18K/RMHM06r4SeoMGBFRh5cNA4xigqXOkI3nj48n/A+ragIkLRzqSgDcyjvke/uNrN+Ld+E1msSlAk09LkVGEuFyH7YXKtWHJElBjPeVz1y9YgPoFC2ofTEqnmmaIh7Hgbne4AICzf3BQ1bLmUXUAAY1t1TmShTDKMmrngLrqsvqnrEFArUy47alDeUsnt8jJTkLURK5KklN0TQ6vR0Dr6geNxWyezQF1x5dO87X3eVJboy1aZQkoUYbwktczlIsXAb0rj0L/llk6WjGsRYgy1YfNGOp7KKO8BbfYtsxVcKvJaaiCGxDwekdUAqIS9jx4b1B5J4CasPbxLrx0TyuWX9M/+P4Bby48+hege91IRzF86N0E/P271SX5B4JSwC+OBm74z1curuHEc/8Anv/nyJ2/0gtc9Slg44vbsG8f8LtTgb98etjDCgjIoHUSVsMpgeblWNYoQlSqb9juPLSi/bMW3K2sgitcH1Df1SotAR0mBlqA0ROb8P7/WorRE5sG3G7fFeuw+1MrbH7gQPl88bhxqN9tN6QdfF+K1LdYkitCNFSrcgGq8ja9mIQcxJ5sJidkloAW9QGNOsYMHoun/lkrsCBA93ZdoUaBXF8Tt49jpTou1BwTIZjE9a9fgqRvtI63dg7o1vUBrbbgRmPHovOTn0DjIp5I9C24vlLb0pEl6KLAok2o4qvbhUBAAwJGENN35f8pyng6VO9LeHn0TmyLeAX/wQp4HeHys4E7LgR+fQJw039t3b6VPqB3c+31a54E+rYUr+vvAf75460jiFuDZVcC134WePbvxetX3As8dk12WdcaYMsqYMPzr0xMBi8/UXtctgY/ORS48JDtP8624sX7gX/+CHjkT9nlj/8V+N5eA1/j0zcDPRuAF+4G+rvd8k0rixPa3mz444f57+X654bnWQmwMC+9RgGtJqCDK1lDOYfKWXB91cgooEMmut4Lv6+AmtBfSQIKAPXNpUG3aUuAjk3doNgrQlSDAojGRkz79cWgMWx1LrLgXnPOfthjxujtUj8BVOcZ+i15BrHNOqtw3oJbTYxFeXCF2BXVdeRSEAGjZ+LJAy7Auf1neUWIyMbr7m6xsugXNRIyr9MCUKKmjXmrihB5bVjcuQmjTz8doqkFABchcoqxswa/41OLcMy5rtgTX15+cmBoRHioCAQ0IGAE0dhaxvTJKcav3wSgH892TsPGCqHrhWVQ4UXvzY3eTcA9vwSuPJd/P3TZ1r38/+XTwI8PLJ7MSFPgfxcCFx7GRPWys4G7L3LbLrsCuOqTwHO3bf91FGH9c/y56uHi9dd/Cfj9+5kIG6x+lD83rQQ2rwaSV8ApUOkDvrsIuOjYrd9300rgxfuql697ZrvD2iZsXM6fqx7JLr/5GzzuLz9We9+HL+PPtB948gYel7VPAd/eGbjmM69MvK8G+nuAy84C7v/ttk/ybVoJ3HcxcN9vgB8sBf72TeCazwLP3Dq8sb5ZYdMKZebToDQEK+XgpyDky8n6ZNP+2ztUAuopoP5xxjQx6ZnUvv0xbzeMSmjGdYA2LAa2IE2BBXdGRxNmdDQPLf9zoHPYmrCGaLmY8tWOq5C34ObasBDlvwxyuBzZ4z6ZvG7TzKOwEY0g2zDTi9exUhtHpjKyF4ItQgTY4kUKGFYFFAXFmyoVfqarihDp4BtaSpg4xzkR9pvTgYN2HJc5hlFvhwuBgAYEjDAOPKoD8x+/HgJ1WF16FuviJnz/E5/CXVdehp4t/UMu0x7wBsO6Z7O/N60Anv/H4Pvd8f8Bvz6RSeTLjwErH2Qls+KqLmOTtmWufIAVsnt/CfzpI8DDl/Py1cv4c/1Wqo0rHwI2rmB19WdHAQ9eWrydIaArHyxe/9IDQN9m4Pt7Ab9+D5MfQ5g2vgB8YxZbRA3SlAl0z8bBY+xex+e/9Azgio9n172sSe7z/8iS36Hgt+8FfrgfsHlVdt8nrq8dx1fHuzEfDigFLLuK1csNL/AyQ9wBHtfnb+fva550y//xQyb8Bi/cBUzZm7//5kTgr/8B3HQ+kPSyMr76UZ4E+PFBwK3/w+Nf6QPu+RXwl38D/vIZIKlUx7fumex5B0Olj+/rljW1t9n0ErBqWe31W9aw3XvlwzxBcO+vgD+cAVz/RV6/eTVw/ZeLJzRWPsSKscGjf+GxAIDl/+RxfupG4Lbv1n6WA7YKTikqVkDj+oZhOYdTn6r/fVXedkM9HoiqlK99Z3fgx+9bjHMOnrM94Q4LrDI7BAuugbAKY43tSGy3AkqUJZ5+TINaoM36vAXXlqXV5G3M6CHF4oin+zTfIzMWttiUi9dWs/VrH+Wq4JbqzfPs8kHNdPJAOaDb0ge0qHhT0q8JaCRsQSK/OFIe79trGs49ZMfMMj83djgQihAFBIwwos5OCACTumbgucbncc80nnV6+M+/xJ3XtOHQ03fGjAUdIxtkwKsPXznrnMeK1g1fBU75My8r+pfgsWuBq/4VUJ519h8/AB7+EzBjf+CEX/IL17qn3fpLPwDEDUDSx4rnvGOcarZhefb4PRv5hX/FPcCDvwd2ejuw8L1u/fc1aWkaC2xeCbz8OLDDkYAsZWfKjY125UPASw8C91wEHPafwFM3MLnZsorXr32KyeLmlVwdGgC61/LnsiuY+AgBPPd3JtDX/BvQNgU46lvA5CXufLf+D/DoVcBpVwNXnwfcf4lbN+cIvu65R2cV2ceuBubllNANy4FrPwcc/v+A5rHZdS/oWoi3XQAsfJ9b/vRNwO4fQBVWPQL0dzGRPut2oGOH6m2eupFJ3THf4+/P/xM44NN8z7rWAM0T+HoP+ixvf/0XgVu+BSw6je8pAKx+hO85EdtGozqg0gOs9Z6Bf/4IWPME8NZvAvVtTPKnLQVaJvB9vueXHOsu7+YJi9suAKbty9f8wl1Az3q26t7+Pb7XSR8wcRGw8zuz1/PHM4G0Apx+XfW1rnkSqG8HLv8IcMB5wPhd+bm48lxAloHTrgImLdZjejNPbhxxPvCnj/JYftwr3Hbxu/nvwFHfAn5yBLDhOc7j2uUEXj99fx6nSUt4YuNv3wCm78fnf/xaYN9P8Hhd90Ummh++jeP+9QnVcZv7PnpW9bqAIWHO2CZAP46uDUsNBXSYLLimb0rh+7RWQLcq11RKrXRl9zlk7tji7V9tmKrCvgV3EAWUiUoCWYv9UG3r6FCRqTarmIhOXrMRz49uGXoV3FwRojWlLmxolxjdDqwFEI0aGgG1RZf0LZy+6xiMn8E2ZEMEb564K9678k7MPPUUb0f+6GvfhKNOnmsr57o4gfomJodCOFKbbcMyDH1ApWQ1PqpNQAfrA5o5XlWBqKHFMVQEAhoQMMKIxnAeaPuWdXhp7DGobPwlUlJYu64fqnw5nrwLmLGguvpdwBsUST9w6elMzgxmHgiMmg5c+Qngd6ewLfKUP/NL9V//Hdj7o6zG/PoEoHMuE8WNy4H2aUweAOCRPwM/fxuTwkm787JxuwAv3Q9M3ZvzRY2F1Khmfr7lhuXAL45hUihLQKWbcwQXvpdVvD6vlcLmlcChX+U8z7/9N3D7D4DjfgSUGpnYGGV11SNMqh+9iknRXT9zx5i8B1BuAabuxZbc3k3VY/Xk/wGzD3Zx925kYvWrdwLv+R0rvGPn8xgBrDq+cHf2GH/8EJPaFfcAnTsx2YnqgCeuYxI3dR+grAt83P9b4KE/8vg3dgB7fwT4x4+AU69w+bL/+KEjI7LE11rpA35yGDB2HnDUt1mFMAqlSoELlgDv+S0wS+eMPnsLk5/GMcBjf+H7ddP/A7pe5nF/6I86eAKiMrDnh5kg3fItNy4TFrhrXn4H8Pf/4WdgwclM9NdqJXLNk0w+Aa187snPUssE4Mjz+fdVn+T1+3yMXzgfvJTjjhuA+cfxPQaAhacwif3+3mxNnf8ON1FS6eOxj8r8gn/t5zjGXd7FMf6vV223YRRw9HeB+37Nv1vGA788jgnl3GP578HLj/FL21M3MOFd9Qg/X11rePIAAH7+diafB3+Brcd3Xsj396Tf8Zjf/F9Agy5O8sBv3d+VyXvwWL9wF8f2y+OALV6f5nE7s5rMN5A/xsxGwLbh2o/vj/8+4Xz+YVQrWwU3lwM6HBZcIq9yaXVag80P3YqXbRICDVGM5tGvzcliSzp8C+5gJkjNY2q2AMkRrW2BiUGSRAUVCAjMX74a814YQl90q4C61jIA0CdSPL1TI+rr2YkSjR41tFhyZO+wM+bbdYaAbig349bPXYAlU6Z4e2pCGSvssAcLCJkKvCDU6Txd4ZF55e8/DH1AAa2CFlhwzTNdaoiyk9cD3L/888E5sUMKY0gIBDQgYIRhbBMNW16CiDoQt5+N0torsUk8DfQ/iftv/gUOPu2AoTfFDnh944b/dDl45RbghIuAsTuzMvX0zc6yuexKftl+9ComKbucwMTp9Ov5Bfy524EF7+FCP11rWeV5+mbe95E/sXXq1CuA677Aitk9FwH3XsxK1tqneLsNy5n4lZvZprjxBVbq1j/HjeRv/x4TvsvOyhar2e1kJmf3/JJJUVph6+Kax4GjL+DjNk9gW/GjV/E+d/3MKacA8J5LWJFa9wwT0JcfBRpG8zUbXPwuHp8X7+dG5x+6mYvCfH9v4KeHM0kqez0D1z/L5Grh+4A5hwO/eY9TVF+4i4nMuJ25zctDl3H8e3wYWHoO2zZNUaee9fzn2v8Aejdo4qyAI78B/PXzrMYCrAKufw64++fAirv5j5DA277DsQD8AqBSJkiXnMz3cOIi4IU7vWfiKxw3ANznqbdQTNxv/gYwQReQWPg+4O5f8D03audFxwF9m/hcS87gc5t7vOwKd7jldwBtU/l78wT+nKknvzrncn/ihaewjfWei9im+9ZvMclfcS8TPRkxIb7iHLaljtuZcyTv/gVbeJNe4Lr/AG6/gI87/51MmH2sfZrtvS/cBRzyJWDuMcDvT2Ob8EFPM/nsnMt2c4Pv7cmfOx8PRPXA3Lc7pXvBycBTNzFZHT2LSfDSjwN//pjb35BPgCeANr/kfvvK+Bk38N+Br03i+wbwOLdMQsD2wxUhqlUFd7hyQDUKMlxUmrVZDglS4q0T52DiYW/dzuheIZhxjJwCOhjBloNZcHd6G1A/NHJXC0UWXAIL1INOANh2MbxdWepCQ2kMQUDaw/8mydGDV8DlGLKfPnwCWEUGi3JNcxZco4D6KVVDUUDlViigAL9PmkrHPmYu7MSa5Zux8PBpuO/aB3Vcygu+GnmFvK0+RnvD4AWvhorwRhsQ8BrAtEt+g/kX8QsZUQlbWlw1MvS8jGfuu7vGngFvKKy4B7j12+63iIAZBwCNo5m4vONC/jNqBvDM31gJK7fyi/BTN7FqVWpg5enI85mU7HW2sx4CwA76BancBNS1sqo0fhe2PPZtZkKoElbvnrwe+K+ZTGYf+iMT2jP+D/jIHcCsg/k4//dl3s/Yfs95ADjqO/pcRzD5BJh8Akwakl4mqNP25WVxI38uOAnY8SgmP/W6IEL7NGDGgcDExUxeAVbePvk4q07Xfxl48V5Wc5s6WSne75M8Js3jmSDufgbvt/oxtve2TQHGeJbX3U5m9fTZW3kspuzF1wQwebz9+0zeV9zNBOdj93MMvZoU3vZd/tzpbUy+DCYsZEJ92wV8zH3OYbL64KVMTBvGAP++hi2hy/8JgDiOp25wx1h4isttnXuMsycDQPt0HrPbLwD+cDrfz/3P4+P0beLt9zyLFcRTrwI+8SirjqOms/K54l7gxq8DU5eyzfvxv7JlF+BnCeBnbae3sfoJsLV5yl78fcwsbim154eB437IyiXA9xDEBHDFPZw32uvl5/79f9335f/k89a1MTGfvCcrwC/cxcRx4fuA9qnAuy/mY97wVaB1Mtt4x+zA1+zjgd8Bi04BdtPW8M55QFMHq/yAUyoXnOxensst7v4BWfLpo9zKf09KjcAB/wbsebYeo5nb1YoiwIMhAaZfZU4ZKjc0bv8piGwfUCpgoJYkbIXaQ0JAlOLX7ESxVUANAaXBLbi2JU6ta5q+H3BgdVGyeMoUNO6/39DiyhUfysQ0yFhagqr3Gdc4Du+Y8EVUNs+FIEKyhicXo9HblgPqIxoKARXFBBTkKhX3drnceJeHPIAFdyuKEAGagBZYcKUU2OvYWSjXRwP2Ac0cK7fuV2fsgY++ZficHq/NvykBAW8y1O+6K1rmTMHMhZ1o3qUdcTQeABDV7QMAuPnmf6KShKq4b2g8dRNwyfvY2vl+3YLEqHMGMua8utmHct5i91pgv0/wuk0rgJaJxccePYtfnhs7WM0DnKJmMEFbIK/8JCtI5mU86QV+/W7+XHQaENczOencidc/eCkfF2AFs22KLXSBHY7kz5LXo27FPfw5agbwvsuBjz/EFmOA1bZ3XcQk1sfJfwDOuJ7VNLNvUyew9FwmTKuXMXE0WHouk8T3XsbfD9D9LJ/5G3+2TWViK2J+eVns5WguOIlttwAre/3d2UmByXswITI5qQCrsh07Ac3jgF1PdMvbpzIBX/c0TyS85T9Yubvl20xA26bwi4o5387HOyUzquPPJR/kHNJRMzk/12DX9wBv/W8m5Xt/lJeN2QFoncTqLsAW3sO/xhMG0/bhMTPX1fUy8NMjmIS98yfAghNZdb3kZN7GEFAizh3e9d3u96Ff5e9zj0YhmjqAiQuZaP7oAH528jjsa/yc/e5UVptnHwIsOpXHCWBy/vb/dRMRzeN4zFXKpLzUyLmz5zzgCOTo2cDO7wIO/QoTzvZpwI56wsWSZl0QRkb8TO3ybvd3Yq+PMLk1kCV3/qn7APOOdla5/T8FLD5NHzPkfw4XjOqYV0DHTJmG+Qcegj2Pe/f2n6OgCm4W26aAUoH18TUDM56G2FO+Gmo1bBGigiq4A2HWtddgyg9/OKRt8wpohoAORfUTIlOhZ2bTQkBFEESorGW3jByiBdc/ZB6NZXdvq8lgtXTqT0QIOAW0t8sVOxtSFVzaOgI6+vQPoOXIIwfcxvUBVVtloe5srsuMw/biNfy3JSDgzYfDPzgfT67ahE89vhKTcSoOe+ZWPNLeiMr1l+PSeTvghIPfMtIhBrwSUIqVRBkxGZi0mMnk7qcXbz91by4uNHUpkydTmdOQhjyEABafyi/qExfxstmHZbcZO5fJzj9/BBzwmWzV3O51rN6NczkxaB7PpLZ3AxO8m87Prgf4XAd/gYnW79/PSuz9v2ViMGEhv8y3TmLFbNXDrK4Jgaq5UfOPeaMmUKOm8+f847gA0SNXOEUW4BeXdm0lPfjz/FluBZ65hb+3TeWxHj2T/wEev8DtO2kxV3CdezTbbx+9konUgpM413SOHrfp+7FSOX4BK7Bv/QYv98lIs1fGftQMvt7dT3etdQyBm30I5yMuOoUt0yvu4VzKF+9lwnrE+aww+y1V9jyT1TgAOPiLQF0LMEPbZff4INuw/fP7WHQq26mfv4OVy+axwN7/whbjm77O29R6lgBg0iLgc6vYyloLe/8L58dO24e3G7cLE/XLP8LXMucwoGMOcOdPeVJjqR4TM7ExY//qN8FdT+Cc5d1O4t9CsALauRPnTJ91G0/SGJx9h3uxm7Q7T6rsdJRbP2oGX39/Nz+PU/bk8d7wPBeaahzDivXKh4BTr6x+IW6bwkr42J1rj0PAkBDX1WPaLrtV54Bq4lRuaMRhZ36s5v7bjgIF1BQh2oqEt/KsWSjPmDFsUQ07LJnURHSAPqAGk1om4nE8gUkD/b9gu8PKEs+MPXoo5EiIrOrstVBpPuAArL3wJ2g+8MAhxqKfvQLi61tPq9ZbIbaWAkqob+b/L1X6nJCQ6R9aqw+o6Tc6RAvu6A8UFLzLITuxMoxJnVuJQEADAl5jmD6mCTvtNxHvWjwZ9//uYYi7utEvu9H9g/Nwzbg/4+DZoyCH0FQ54HUEIuD4n3GOY6xznM6t0SMTYGXxuB9zFdq4zuVGDvSicMiX3PdPPs55nXkc9jVWz6b2d233AAAgAElEQVTvx4V2AOC0v7CKN21pdcydO3Ge3y4n8Au8UaIMhOBcO6VnWucczqpdqen/b+++49wor4WP/x5J23tv3uaGK7gsNrYxzVTTCQQILSQkgSRwuSEhBNJuCrmkkjfJDb2EQCBADIQSijG499671+tdb/V6e5Oe94+RRturViOtz/fzWavszOjsjDTWmfOUjl/mp91s/PTFEWo0Vx3jvhBjDzGabV75x77Xjc8xBiXy3AcjObY5jDi/9qlRwQUjOf3i34z7mdONxHfG7UY/XI+z7nFX2fKNAWna758H9hpzaHoGGgIj2QFjXy35pXG8PAl11gx4qNCo6qWfblRzx1zgTbQAsHm3AR0rdTYbnPM97+MxFxh9FdMmd78vHGEd3w8eExZ6E9CQPvra9ZZ8gjGCcOdRhAE+/7VxcSNxtHEBoP2FA3An1cqo8nc2806YfF3H4wDGe6yutGPyCcb7xSMk3KjkdickwluFz5ppVMpn3G40Z49OM5o9d/cF0BEGdy83LsaIIbnvxdcBcLYZFaLOFVB7N80KB8umbN5BiLqbhsV8rv9fzvNeedkHkQ0f5UlwHO7RWPsxD2h0mNHcOTY8ttflhhQXnqTPOziS+bt+7P7ku+8mer733Ovtx6mIPPNMJu7e1cOaXbVftzO7TRFiV7Q6dddBmbprgttuGzYF4dFd+0563oNGH9Du5zwdyDyg/WU2wVX0bycPE0lAhQgwNpvil9caV9SPXjGT0i211Ie6qCedXY8+gq6M4ey//DfRY/OsDVT4VtwABjGxhxijh5rrZrsT0B6a4HbmaYrZZbsOGOtO7sZfDA8XG0lRTxb8yGjKGxZjJFE9Uar7ZGQw7nhncOvFjTISUHuYN9E87TLv7z2V4c5CwmHefd08H2FUzKDrlCyexy5vfx8zeQyLhqv+bMyvmdpunjXPfg4J9w7801lYtBF7c523aWhPejsePUk/ve9lhurMrxpNW3v64pOYD99ebySnnSnVNfmEjsdxqObdZ3y2Qt3T2OTP73357uIUQ+Cu+Jh9QD0DzfguAVW07wPaDXcCOpAKaMAzm+B692NfTXA9TW8H2gR3ILzNQTs2xTUe9F0BTfn2tzpuz9zOwGOxtauedichMpSy2ma67g5P5toueW5/H28F1GN2fiLXnJZO1auH+jUIUXdV2cHyvK+N/s+SgAohupGflMeyuBpS3fPaT6hv5UD+1ZT8dgPzrjjI+CtkehYBxGcbzTV93VSqt+QTulZFA1n6FKNZ6ozb/DdgTLS7CWx4XMeEccJCuHejtxI7EIljjL6/w3HlWim49inv6K7DYe69fS9jZZ/KkAhvE2/hd2afQLMCatzafdi/smPi1XMFdEB9QAOcmei16wPaVxNcs/nnMCbinRPPDsdmEOc4zyqDma+yr3XNBLTzvKh9NsGF8MiOCehr35hD/clmXugjAfUeg/7/HX3xzpuKVECFEN2bnDSZOfPncOCNNwBoCjUGJmlt03z0bxeZM44TndlDPy9x6ohzJzLD2Fcn6M3/rtFfNtaPzSVDwo3kM3F01//oB1s5u+hn0NrQ93KDdcaNfS8jxDDxJCCd5wH1dQWUfjTBHUH1T7MC6hkgrj9NcNPyYpl+cQ7po+N6XW4ouiSgDC0B9eSAA5nD1ftyCqV6TkDj3Ulk52qk+Vodkk7v/VudYd1W070x9twH1FNt9WkT3CEm+b4iCagQAe7yK2/ivUNVHNy8jQZKcFQ9QXxtE7VxIZTuuk8SUGEM5mIL8c7hKLoKCYcQC/rqpU31DqzjC9ln+m5bQgQaT6XOnTDZzFtfloC8/e8UeJMzN7MPaIBOqTIYZr+/EONr/zenfZP4sG6as7fjCLUz97rhbY1gXnDotg/oIJLIITTBNdZTvTbBhQ6D7pqvCh3jVe0Wmo+3v3xiprdVkWdxrem5Ca7dMxXOMDTB7WMe0OEmCagQAS4kPJxrHvwOf7r1flqc5bSpBo7HArqZfZs2MfqCc0DrgJ1/TPjBtFsgZ653HkYROG5bNKCh7oU4lXkroB0HIbLZfdgEF9Xue7c2k13zGc8ouBZWh3zOk4C6/9aLci+yMhqTr5vgemdEGdyxs/VSAU2IMhLQFmenqnl3gxB1qIYa+/zrfzy3Q3Nmm7u8GWWv6jEBvWRSGk0tTlKifTfwZIem5Rb+3yT/KwoRJKLDy7o8d2DjRhY/+1f+/I1beH3P6xZEJQKCPcSogorA4wj1zosqhI8opRKVUh8rpfa5b7sdlUopdalSao9Sar9S6qF2z9+glNqhlHIppQo6rfMD9/J7lFKXdN3q8PMMQuRNQIdpFFw0dOpfqvUITEA9FTkf7kdf6DwNS4d+qYO4qO5JHgd7PV4p1eO6Ce4muNX1LZ1XMm5sPVRvzzNGKA8Js2MP8S4TFhnChddGc2XCz3tMQFNjw/naOaN9+l4c7DygviYJqBBBYvr5CcQ31TIveyfRza2E2PJobqtmy8fv01JTy2NLf2F1iEIIIfzjIWCx1nocsNj9uAOllB34C3AZMAm4WSk1yf3r7cB1wNJO60wCbgImA5cC/+fejt8om80cdMhsgjtsfUC9A/OY3L8aSQmostnB4Qi4v8kcdKpTIur+5cC312m7A2VTPY8462mCe6KhtfsXtXefPKteBus77YwIouwneuwDOhwCZRoWSUCFCBLTZl7O7dM3c1Z0JblxeSQ4c1DK2ywjuyKThuEcnEQIIUSguBp40X3/ReCabpaZBezXWh/UWrcAr7rXQ2u9S2u9p4ftvqq1btZaHwL2u7fjN5fc/V9MPs+YH9asgPpwHlDlnoDCuN9NE1xPBXQkdWux2bom2gHA101wPYdsaH1Au185Ndb4vtXm6jhKuFlRVD00we3tfeRJuHuogA4HMwFt968VRtCnS4gRbvylhNzyJnzvANPuvQdnWAO2+OuZVFQOwNkHLqGqscriIIUQQvhBmta6BMB9293kvlnA0XaPi9zP9abf6yilvq6UWq+UWl9eXt7vwPsy+dwFJKQbI3p7Kp++rICiANW+CW7nPqBmCdR3r2kxZbN1SbQDQZcKKD00Y+3v9syEdrAVUNVj8nr51Azuu2AsD1x0WvevbeuhettbLFYkoB2a4EoCKoToi80G4y6EqGTSC6bRNKkeh0ohqdH4GDtaGym99kveEfyEEEIELaXUJ0qp7d38XN3fTXTzXF//QfR7Ha31U1rrAq11QUpKSj9DGhjbsFVA2zfB7ThHozlC7kgaPMxu79LXNRB4Es5um+AOwlDmAfWs39O6DruN71x8GnGd5vT0jtzcKXn2bKe3v8nTut2CBNT9yG+v29kI+nQJcWpZEFMCwI7xF4CKQruqOehIZsnv/9fiyIQQQgyV1vpCrfWUbn7eBkqVUhkA7tuuo9QZ1cvsdo9HAcV9vOxg1hk2ZhNcn/cB9dzv2gR3xmVXAZCY2VexOIjYVGA2we00DYtSCkfm4KfL8jaHHdz6RgV0YCt75wHttF77vpY9ruypgFrQB1QGIRJCDMZY1x60/SQN8QtQtjhcbccpjG9h09oVUgUVQoiR7R3gDvf9O4C3u1lmHTBOKZWvlArFGFzonX5s9yalVJhSKh8YB6z1UcwDZus0H6hPtqls6HZNcDsnoBPmnsMDr71LREysz17TaspmD+gmuO2b4ub941Wyn35qcNtz3w6lAjrQVT0XNDr3GTYf99oE15O8WtAEVwYhEkIMhpp6LfmO3QA4bC60q9L8XdWWzVaFJYQQYvj9L3CRUmofcJH7MUqpTKXU+wBa6zbg28CHwC7gn1rrHe7lrlVKFQFzgPeUUh+619kB/BPYCfwH+JbW2unXv6ydYZkHVLUbBRcCsmmqz9kDexAiTwXUho2QtFSi588f1PbMaVj8WQH1dBnuPNiQOSJSYA1CFBoZZdzanJZWQAPv3SiE6J9zH+KsvDKSttbz4toJZJTZiW1Oxtm8hQNPPknSX5+wOkIhhBDDQGtdCSzo5vliYGG7x+8D73ez3CJgUQ/b/iXwS58FOwTeBNS3X5TN9FN3rYCORErZAjLR7jz67VCniRlqH1CbGvgcop5pfXpMQANsEKLcKWdw69kO4iubkD6gQoiBs9lIyk/nrKvHMPqcK/jgjOM0ZjUCsLekHue+JRYHKIQQQgzecIyC234eUEU384COQLaYGOwxMVaH0UWXCuhQByHy3A66Ce4QKqCdLpL0K6m2aBqWtJt+DWMugLx5fnvdziQBFWIEuHb6KE7a29iV/SGoMEoj2njrT6tB+oIKIYQIUt5RcH3bBNf7P6MrICuDvpb6wHfI+uPjVofRRZdpWIY8Cu5Qm+AOvHpqJqCdY+9PBdRzYcWPgxABkDIeblsEIRH+fd12JAEVYgQYmxpNTEg85Q4HjWF14KqlsGI3rooDVocmhBBCDIqneaxtoO0ie9smyps1aE6JJriOpCRCR42yOowuvPN2+ub4Dr0Jbs/zgPb4mp5BiDo3Ew/QPqCBQhJQIUaIuXljKQmDDeNLiWl24HJWsuHJ5ziyXgYkEkIIEXyGrwLqaYKrT4kmuIHKk3jOy5zH7ZNuJzUydUjb846CO9h4Bt4E16Z7GAXXnAc0sJrgBgpJQIUYIS4ecxZOXBxOb+O0kpMALN22lc9+8l2LIxNCCCEGbvjmAW0/Cu7Ir4AGKk/1MCs6i++d+b0hV0JtQxzMyJiGZYDrut9KXar0nsp6b9uzhwLK0qawVpEEVIgRYmbaTADaHIrkk8fN5yuiw9n4zpvUV5+wKjQhhBBiwIZjHlClFNrMCTQRkyf7bNtigMwioW9GY7WiCa6th3lAPU1ve/3bIuLhtn/B1BsG9qIjgCSgQowQqZGp5MTkEOGIoP66G4l0zMQRcxMOp2bJy8+z9OXnrQ5RCCGE6DfvNCzDUwGNvfBCUu6/32fbFgNjc6chykfTgQx9HtBBDELkue30HlVGObXvDYy5AMKiB/SaI8Gp1+hYiBHs2nHXUlhTyIybfsx9j/6TLx6PIsk+nxq9gv3bN1FZW0xSVPrAJ7oSQggh/MychsXnCajBkZwsfUAt5Kv5P70bNG5sg8xAbUoNfB5QTxPczu9Rmy3ov2s9ft7jhNhDhmXb8qkTYgS5a+pd5v3HblzAivfepratAFtdE01V63nlZxdz73X3wJxvWRilEEII0bfoxEQSMjJJGpXjs212GITIR3mPGBxPn09fVUC984AObv202HDSYsMH9po9DEKEzRb0b7AFuQuGbduSgAoxQp07PoXahmwO7wFXxFioXU/YkTNw7X4XmySgQgghAlxYZBRfefwpn25TodDeyRt9um0xOL5vgju47T1/55nYB1g9Nd9K3YyC67PK7ggU3LVhIUSvpo2ZzMq8t/h44nuAjYaQRNYdKaOlsQ4A3dZmbYBCCCGEHxlJgSdrsDSUU5456q2vWuCagxANbv3wEDshnefz7O9rj8AK6HCSBFSIESwrOov92Ws5lLwde0w1zrZDLD80kZLfzKV19xr2FJxJ/apVVocphBBC+EX7apukB9byHAubj9IRc3t+TPw8TXBtnRNXuySgvZEEVIgRTCnFny/4M7+Z/WPuyqskxjUGmmpZtD+NineeQTc1UbdsudVhCiGEEH7Rvg+oZKDWMvuA+ihR81Q+/dn01RyESHUeBTf4ByEaTrJnhBjhZmXM4tIJNxD98DbGJo0mNOYGnM1hbN1+GICmrVutDVAIIYTwE4Xyzj8pGWhA8NlxGGIT3CG8JKrzi0oT3F5JAirEqcJmY+xNF2BzZIJyUFVn9P9s3LEDV329xcEJIYQQ/iEV0MDg+wqoFU1w3be2ztOwyCBEvZEEVIhTSNb8ycTYK7DZMzkels2m/LE0trawZ2YBjbt2WR2eEEIIMayMpEemYQkEvq5Ae7bmzwqohzmgkicWJRXQ3kgCKsQpxG638cVfXkhCTSEuVxUlsZpdeeMBWPzRkxZHJ4QQQgwvRfs+oJIgWEmZFUsfDULk3p5f+4C6enhNm/QB7Y3sGSFOMeHxidjzvRMtH49LpjJ+DDu2fM7JxkYLIxNCCCGGl1Lt+4AKK3kqoL6bB9Rz68cE1PPa9s5NcKUC2htJQIU4BU279dvmfVdbCXtHLyC+WvPylqUWRiWEEEIMr44VUGtjOdWZfUB9dCCGOg/ooF7TMwqurXMTXBniqjeSgApxChozYToAx/NjUGhOOBdTFzKK8g/24GxzWRydEEIIMUzaZQVSoLKW8nEpWlkwCJG3NXfneUDt0gS3F7JnhDgFRcbG8Z1X/82UL36VlVNqUPYMAOKPtFK8rxqtNW0tToujFEIIIXxLodDKZT4S1jH7bPqqAmpu1yebG9Br2roZBVeucPTMJwmoUuq7SimtlEr2xfaEEMNPKcUXp5zPVueXCQmbDyoC7Sxn5+olPHn3XTz/4BJamtqsDlMIIYTwmQ4D3kh+YClfDxpkZQW0axNcGYSoN0PeM0qpbOAioHDo4Qgh/Cki1M6k5PEcUE5s9hRcznJWr3iL+upSmuqOc6KkweoQhRBCCJ9p3wdUClTWsrnTEJuPGmSagxD5Me/zzgPa6UVtNrnA0QtfHKI/AA9iXgMQQgSTGbkJLI2NJKG2Cu2sIL6mGQCXs4qK/WU0bt1qcYRCCCGE7/lzug7Rlc8roFhZAe3aBLdLv1BhGtKeUUpdBRzTWm/px7JfV0qtV0qtLy8vH8rLCiF8qCA3karwaNKoA5y0KaPqqZ2VFH24hiO33Y5ubbU2SCGEEMIHjGRHaiaBwNfjxHryTr/OA6qN91LnuUyVkmlYetNnAqqU+kQptb2bn6uBR4Af9+eFtNZPaa0LtNYFKSkpQ41bCOEjF05K5aHLJjD57HPbPavQrlJKj59ENzfTWlJiWXxCCCGErxiDEJkPhIV8PgiRBdOw1F6czeG0eiJSkzr+QuYB7VWfCajW+kKt9ZTOP8BBIB/YopQ6DIwCNiql0oc3ZCGEL4U57Nx97hjSrv8C4xiPPayAmJZInM4KGsNGUZgymvVvvmx1mEIIIcSQGX1AXe77wkqexDOYm+C6UqL4bGYFdoejYyx2m38z4SAz6Ca4WuttWutUrXWe1joPKAJmaK2P+yw6IYTfhI0ezYKrWjgzqZzUE8dQziZa7SHszBnHqtUraKqvszpEIYQQYkg6joIrCYKVPMfCVxXQzPhwxqREMS412ifb6w/vyLudUipl83kT45FEescKIUxRaSnMi/s7ic0NoCB3/zNol9Fnu3jPLoujE0IIIYZIgVYyCm4g6ZK8DVJ8ZCiLHziPcWkxPtlef/SYRNtkGpbe+GzPuCuhFb7anhDCAgm5AKRGRYLW1MU2oV0nAShau9jKyIQQQogha58oSAJqLV8lnlby/A1d/habkjdYL4L/yAshfGfKF+CaJ4jMn0RMUwslYZ5ThI116z4El9PS8IQQQoihMBJQbT4S1vF1H1Ar9PQ3KCV9QHsjCagQwissBqbdTEhGBon1TeZk3XbHGFobI/hghQxGJIQQIngppbyTsEh+YClf9wG1Qs8VUOkD2htJQIUQXYRkZpJXXs3EgjkQkYEKySLEaWP/08V88MQbHNt7wuoQhRBCiAEzpmGRPqABwTNvZxAnamYC2jmlkia4vXL0vYgQ4lQTf/0XGJeVRcGVV1D3wntUfbyTNqCleTU7P9vA8YNpfPmxs4O62YwQQohTj/H/lu5zOTH8PElbMH+X6L0JrtT5eiJ7RgjRhSM5mbgrrwDgssvnkF+02v2bNtCN1JRvZOfqLdYFKIQQQgxC+z6gwZz4jASe/R/Mx6GnJriOtDQcqalWhBQUpAIqhOhVTEoiKa2lQLz5XFvDx/zn8Y+ZPOdd6wITQgghBqhDH1BhKbMCOhKa4HZKQNMe/B7a5bIipKAgFVAhRJ+SJ4wntK3rCLjbjhyxIBohhBBicBQKlFRAA0FUaJRxGxJlcSRD1zmJVqGh2MLDLYom8EkCKoToU+zllxMdafwH0RpSZz7/9+dfhA8fgYOfWxWaEEII0W8KGQU3UMxOn82rV7xKbmyu1aEMWo+j4Ipeyd4SQvQp/gtfIGPO2cS0OlmwvZTC9DIAoisTOLnmL7DkUYsjFEIIIfrWfhAiKYBaSynF5KTJVocxJJKADo7sLSFEv5z/5a8xp7Ke6Ca4ZlULALH1oSxNmU/rsQ3oplqLIxRCCCF6Z1RApReo8I2RMJCSFSQBFUL0S1hkFNn33kf4xeeSWN8KQFv9v6l+38WM3Ax+t/QHULwJmuv62FLwUkp9VymllVLJVscihBBi4JSSPqDCdzwDKXWZB1T0SvaWEKLf4q+/nvz/9wTxc+aaz5VFKs7bmMzSDevg6QWw4o8WRjh8lFLZwEVAodWxiKF5e/Mxnl1+aEjb2Hy0mnv+voGm1q6DcwUap0vz+d5ytJaqjxAd+oAKMUTSBHdwZG8JIQYs61ePktDi/eKddzyKgr3RoJ1waMQOSPQH4EFkBvOAM9DE6k+f7ufxj/fidA3+UP7mw918sP04izYdG/Q2/OXfW4q547m1PLfisNWhmH701nb+smS/1WEMidaa+1/dxIr9FVaHIgagQx9Q+RYshkia4A6OfPSEEAPmSEnh9r+/QcSoG83nohoiWdc2ibZjG6Cl3sLofE8pdRVwTGu9pR/Lfl0ptV4ptb68vHzAr3WysZXGlqFV1cpqm9hWdJLSmiYOlo/cJtEAJScbmfKTD1m2r3/7uqymif1lddQ2t7Hn+OD7LVc3GM3QX1x52OeVRZdLc9K9fV84UtkAwN9W+T7WwdBa89LqI/zmwz2sdCdvdc1t5D30Hm9vNhL6HcUncQ3hAsFQbCs6yTPLDgLG57Gstqnb5YpPNvHW5mL+s/24P8MTPqCV570lSYMYGrMCKinVgMjeEkIMiiMqijt+cA1KRYCKATT/Pnkxf4uJYOuqj2hpC64JmJVSnyiltnfzczXwCPDj/mxHa/2U1rpAa12QkpIy4DhueWY1j7y1DTASkZ++s4MNR070us47W4o585efUN/cBsBjH+zhhidXMvvRxVzwu94r0k2tTu58fi2bCnt/DadLU9M0uKRIa82SPWW8sqZwwE1W39tawgfbSnr8/ZLd5dS3OPl4ZykA1Q0t/OLdnXywraRLslXd0ML/fXbAfLz+SJV5//cf7+X9Xl6nvfrmNnYfryUuIoTdx2vNBO/5FYf479c29/tv68k/1hVyxs8+Yn9ZHeW1zewv6/0iwrJ95Ryp7Pmiz373RYgjlQ3sKK4xnx9KMup0af6++ggr91cMeDtV9S3m/dfWHwVgy9FqAJ5edpBFm4q4/P8t599bi7us2+Z0cbSqAadLU1bTfWII8NamY2w/dtJ83NTq5Jsvb2DNwco+47vzhbX84r1dHKtu5ItPrGLWLxd3+zfuLjH25dETDX1uUwSO9vM1StFKDJXZB1TK6QMie0sIMWhRyTFcfc3NzDjzSkARf6KS7SW5rH/pCV5fvNHq8AZEa32h1npK5x/gIJAPbFFKHQZGARuVUum+jqGhpY0dxTWscH+pX32okhdWHua5dv0V65vb+O2Hezokg/f9YxPltc3scn8h3lh4gqZW7wWANmfHiwFV9S1mIrjlaDVL9pSzbF/vicTfVh3m3F8vodXpori6ka1F1f36m1wuzcOLtnHn8+t4eNE2PnInit3ZcOSEWXny+NYrG7nn5Y0UVnb9kt/c5mT5fqPyufaQkUx+sP04zyw/xD0vb+T9bR0rUz9+ewcvrDxMZKid9NhwPttTjsulKa9t5k+f7uORRdu4/q8refyTvea+6K6Z7paiapwuzb0XjAXgwTe3ctuza3hnSzFvbT7GiXYJVnsr9lfw9uZj1LkvFLTX1Opk0aYiXC7NhzuMfXTXi+uY86vFLPzjMg70UMluc7r42t/W8/uP93b7e4B9pbWMTY0GYJs7KXvsP7uZ/+sl5t/31NID3Pn8Whpa2qhvbutwoaClzdXlPbTqQCU/fGs7X3pmDasO9J3UtVdY1dDh/kNvbuXxT4z4M+IiePyTfQDsKK6huqGF2qZWXl1biNaaP326n/m/XsLFf/icWY8u5rZn13SplL6+/ij3v7aZB9/YCsCmwhN8sL2E97cd58anVrPyQO9NZtvc21u8q5Q9pUaVfEvRyS7L7XZX0Nv/Pf6ilEpUSn2slNrnvk3oYblLlVJ7lFL7lVIPtXv+BqXUDqWUSylV0O75PKVUo1Jqs/vnCX/8Pf5kUzYZBVf4jDTBHRxJQIUQQzLmpus47zs3E98WjW49TNaRBE7UhlD91rsU7+tfkhLItNbbtNapWus8rXUeUATM0Fr7vN3d7uO1aA2lNc3sLa3jBXefvWX7ys0E4Lcf7eHPS/bz5oYiKuua+e7rWzqsf6K+hUMVHathR0800uZ08cnOUtYdrmLhH5fxs3d3ArDeXV3dfuwkBb/4hCV7yrqNbfuxGk40tHL8ZBPfemUjtz27FqdLc7SqgaNVDazcX9ElKW1qdfKTd3bwj7VH+dr8fAD2HK/pbvMA/HHxPn7x3i4Ou+NvXyl7fHHHBKustomZP/+E97cdx2FT7kpkPTuLa4gMtTMhPYZH399FU6uTpXvLeeCfW/hkVylpsWE8/+UzuW5GFp/uLuPqv6zgu69vQWs40dDKxsITPP7JPl5dd5SKumbGPPw+L6850uG1P99bjsOmuGFmNsnRoaw9VMWyfRVsOVqN1rDmUNeErKXNxW3PruG/Xt3MXz/r2vfx4X9t479f28Ly/RUUuROaw5UNfGHGKMJCbPz0nR389bMD5vF+eulB/rWxiH1ldTS1uth+7CQvrTrM/rKOzYrbnC4OltdzwYRUYsId/GNtITc+uYq/fnaAohONvLqukN99tIenlh5kyZ5yFv5xGbMfXcwXn1xFq9OF06W54HefMf6HH/BWu/6u7SvmnZOzd7YUc+njS/n3lmJONp73asIAABlNSURBVHatmnsSthk58ewuqeXVdUdZd9jY3s7iGrOivGjTMWb8/GO+/comHvrXNjYcOcGbG4vMbVw3I4tl+yq6VEo9CWxlfTNlNU1c/8QqHvinsd8SIkP40tNrWLq3+ybbWms812E+3lmK3WZ8qXxvazF7S2vNSvP+sloz8S460WhFc+GHgMVa63HAYvfjDpRSduAvwGXAJOBmpdQk96+3A9cBS7vZ9gGt9TT3z93DEr2FjAqozAMqfEMGIRoch9UBCCGCn1KKSZddz9rlR2i1l6Oat9FSV0fzyRog3urwgoangglwyePG98JxqdHsK6vjzhfW4bAp84v6oYp63t5czBsbisx19hyvJSshAoC7zx3DwfI6PtpZylV/Ws68scn8Z4c3Z3570zF+ePlE1h82KofL91fQ0OLk0fd2cc64FOw2RVOrk2X7KpgzJokidzPD19cfZVOhkWjuKD7JVX9e0eFvuGNOLlFhDm49K5ebnlpNYVUDXz07n4cXTuSzPeWsPVTFo+/v4stz89hRXMO541MIddhobHGy2t088o0NRcwdm2QmPLHhDjYfrebWZ9Ywf1wy3zh3DK+sKTQrifctGMfvP97Lub/5DIBZ+Yl856Lx3PTUap78/CDL95eb++2JW2cye3QSs/ITyU6M5Lnlh/h8bzk2BX+4cRqjk6O5/7VNfLD9OBlx4QA8smg7XyzIpqaxlb8sOcA/1hYyb2wycZEhzMpPNCutnhxk5YFKLp2S0WG/HKmsN3+//nDH5s5Hqxr4l/tvXXuoioMV9Txw0XiunZHFqIRIkqJDeeLzA5TVNHOgvI6LJ6Xxy/d3AfDr608H4EB5PT96ewfnjk/hxa/MMrd9uLKBFqeL8WkxTMmMY9XBSiJD7SRFhVJZ38Kv/2NU02PCHMSGO8hOjCQnKYqle8u5+6UNXDolnaITjQD84ZO9XHVGJjabYvPRasamRtPY4mRnSQ07ik9y7yubsNsUNU2tlNU2c+8/NqEULJiQyv/dMpNQh/EFzVPNnjsmmY2FHS9aHKs2Xsvzvgcj4Qf45/qjFJ1o5IeXT+SK0zNJjQljZ3ENf/3sAFeenglAi9PFsepGokLtlNY08+q6o2aV99rpWTx67VSm//wjluwpY3xaDNuPnWRMajSrDlRy45nZHK1q4GRjK0rBmoNV5rqLNhWzaFMxOYkRvPK1s7jw9968raXNRVltM+nu94ufXA2c577/IvAZ8P1Oy8wC9mutDwIopV51r7dTa73L/Zw/Yg0oHf7mU/DvF74lfUAHRxJQIYRPnP6ly9nx4Z9oTrqIpuZitLOSxsK3oeBeq0PzKXcV1OcWbSri8U/2ERVqp949CNGzdxQwMzeB+b9ewrJ9FYxLjSYjLtzdBPYkdU1tRITYeflrs/nV+7vYfbwGu01hU/DtC8ZS3dDCRztLqW1u49PdHSub9S1OPth23Oxf2uB+zX1ldSzadIzrZ47izY1FPLJoO/GRIdjdX9SeXnaI6DAHdc1tvLKm64w0L646glLw0uoj1Da18X+3zOCyKekopRifHsN7W0tYd/gEL606QmOrk3Gp0bz2jTlsOVpNS5uLpKhQ3tlSzJ/bjZB6/cxsnl95iIPl9TS3OUmPC+f5FYc5/7QUnr9zFlprxqfF8L3Xt1Db3MakjFjOGp3E5VMz+IO7aWdiVCh2m+Ks0UmA8SX05lk5XDs9ix+9tZ0ZuQlcPS0LgPnjUnh1XSHzxiSZMSzeVcqB8nqeW2E0h1441WiBffOsHMIcdj7dXcbJxlYy48LN5sAul8ZmUzhd2mzKWZCbwNaik7Q5XTjsNirrmrnuryuJDXdQ09TGP9Ya+3RGbgKjEiIBmJQZi0tjbuP+dv1MOzd//XxvOQfK6wi12/hsbznL9xnV2jPzEsxE7pbZOXzl7Hzm/OpTs0JZ09TG9y+dwD3njQGMPrHPLz/EYvf75kdXTOLn7+5k+f4K5o9LZvPRas6fkMrJxlZ2Fp9kye4yDlbUkxYbRmlNM8/cXkBkqJ3P9pbz1NKDPPr+Ln50xSTaXC4KqxpIjQljXFq0Gfe8sUkUVjVwtMpIQC+enMa+sjpsypvY/3N9kXvfZ5jJ3jXTs/jfD3Zz67NrcNhtPLxwAgBXnJ7Ja+uP8vuP9zI6OYqzxiTxpVk5RITamZ6dwPMrDvP31UdodXorl5/vLTObP191RiZvbzYqq18sGGW+dmV9szlQEsCFE1P5ZFcZR080+DsBTdNalwBorUuUUqndLJMFHG33uAiY3Y9t5yulNgE1wA+11su6W0gp9XXg6wA5OTkDid1yTY4GbEktJGZGWR2KCHKePsWn4sWcoZAEVAjhE1GR4Vz9zL28/r3PcKhc2pxbKC0+waS+VxXA31Ydoby2mZm5Cdxz7hjS48KZkhUHwJqHF2BTivAQOwC/eHcnf1t9hJrGVuaMSWJGTgIT0mN5afUR1h85wQ0zRxEd5iDCvTwYlSGPWXmJHK6s5+llB6lpajMTylC7jfHp0fzmw92sPlhJo7sfYHW7EVkbW52cMz6FkupGXl3X/rstJEWFcue8PFJjwnnwza3Mzk9k4VRvJfC0tBjeowSbMvpvfv2c0byw4jAPvrGV2HAHUaF2bpuTazahNOPNTzATv61FJ7n/tc2clhbDDxZOBIz/+C+dks7fVh1m5YFK8pKMxO1/rp7M8v0VnGxs5e1vzSM2IsSswnmEh9j5zQ1ndHhu/rhkXlh5mDc2FBHmsKE1bCysZqM7Wb9kcppZ4Zw/LoX541L46gvrWLavgstPz+CFlYf5wb+28dq6QgpyEzlUWU95bTNKwfUzR7H+yDZ2FNfwya5SwkPslNc28/rdc3jiswMs3l1GZKidM7K9LQdOS4vpEF9Di5PLT8/gva0lLNp0jNykSI5UNpCbFElhVQMvrDjMvzYWmRcy7r1gLLlJUVx5egb/3lLMTbNySIsJJzzE1qGvcH5ypHn/OxeN57S0GL71ykYmZ8Zy61k5/PbDPby1+RgPL9pGZX0L03PiKatp5pNdpWwsrCYnMZKX75rN2kNVLJiYilKKuWOTaXNqnltxiLc2H2NSRixtTk1OYiTZicbrxUWE8Pevzuax/+zhic8PEOawcdGkdP6y5AA/uXIy6w5XUVrTxLrDJ7h8agaZ8RFmnLPzEwGj6gwwx32B4fLTM8wBjq6bkcW3LxhnrnNmfiKrDlYSYrfx6LWTeXNjEasPVpnJJ8DlUzPMBPSGgmz2lNZRerKJ4zVNfP/NbcSGO1j/w4soOtHAJ7vKKKxs4My8RHxJKfUJ0F1f80f6u4lunuurrXAJkKO1rlRKzQTeUkpN1lp3aTuvtX4KeAqgoKAgaDpVKqVw2luJ/FIpmWOlhY4YGmmCOziSgAohfCYlLpxwew2tjhRocZI570qrQwoar39jDp/vLScnMZJxnRKOyNCOp+qpo+JoaXNxsKKeK84wmh5eOiWdFfsryEmK5CdXTgYw+6+199gXpjIhPZanlx3k3a3GqK8XTUpj0aZjZCVE8IPLJnLLM2vMpr1nZMezraia9l3cJmbEcNUZmfz47e24tDaTmDfvmUtechRaa5qdLs4em9zhtT1NWm+ZncuDl55GTHgIqTFh/OI9oznpl+fmdUi8LpiQyh1z88hN9CZGze7RlX9z/RmM77SfHl44kW+8tIEFE9MASI4OY/n3z+doVaOZ7PTH7NFJhDps7Cur4/RRcSil+GxPGfvL6rhvwTi+c9H4Luvcf+F4Lj89A6Wg1al5bV0h49Ni2FJUbcacFBXKPPc++f3He/l8bzl2myI23MHMnAQy4o39c/nUDKLDvMc8LzmKULuNFqeLUIeNMLuNH10+iffcx++2s3L5aGcp10zL4pnlB83k84lbZxIWYmO++zUvnpzOvl9eRojd+KKUmxhlVlUB8pO9FUmAy6akc+HENM47LYUwh52po+J4Z3MxbS7NPeeN4ZppWaw8UInW8OnuMi6elEZ2u8TS4wcLJ7C9+CRrD1Wx8kAlNgVfO2c0Oe7lxqdFo5QiJSYMgKyECKZlx/PpA+cyOiWaO+bmsWhTEesOn+C+BeM6bHtKVlyHVgO/+2gPYFSQL5qURlZ8BPecN7bDOrPcieJd80dzQ0E2NxRkc/tza1m6t5y8pEjaXJpzxqfgsCnaXJqs+Aj+/tVZaGDB7z6nvLaZK8/IJNRhIyshApuC8rrmHt5Ng6e1vrCn3ymlSpVSGe7qZwbQXeftIiC73eNRQNehhTu+ZjPQ7L6/QSl1ABgPrB9o/IEqwhHB2PixjI4bbXUoYgSQBHRwJAEVQvhUfFo49UVGFeJISQWnTbc4oCDhsNvMxKkv553mbW031V0lnTc2mU+/e16XZbPiIzhW3Uh0mIOUmDBuPNNoKjcrP5F3t5aQHB3KmXmJLNp0jOzESOaNTWbH/1zC+b/9jLLaZmbnJ9LS5mJXidG81+nSTMqI5eppWVwzLZOGVien//QjwkNsZuKhlOK2s3K7xHLF6ZkcrKjnnvPGEBMeAsBX5uXz+d5yVuyv4M55eYQ5vFXbr8zL5+xxybhcmogQO2EhNqobWkmKCmVyZmyX7U/JimPFQxd0eC4mPIRJmSH92q8e0WEOFkxI5YPtx8lJjCQxKpS/rTIGIrp0cveDH08dFcfUUXHm1B8uDXfMzWPumCR2FNfwzZc3UlHXwqiECCZmxJrNYZ0uzZl5idhsisumZPD31YV85ez8DtsOsdsYnRLF7uO1/Onm6diVIj0unLykSBpanHx5bh53zTe+TK88UMHB8npsCs4dn0JEqL3LtjxykyLZU1pLfGQI1Q2t5CZ1TBxtNsUzd5gDpDI9O561h6oID7Fx/4XjCHPYmTsmyWwmOyGj6zHxvOYrd82moq6Fsx/7FDAuNiRFhRIfGcLkTOM9nBwdChjvWYDRKd6E+JppWVw4Mc1837Tf9lmjk9hbVsvYlGiW7DGS+ugwB0/fXkB35o1N4o275zAjxztw7DXTMtlUeII37plLUlQoSinGpESzv7yO1JgwHO799uKdsyirbTIvJIQ57Oz6+aUd3rd+8g5wB/C/7tu3u1lmHTBOKZUPHANuAr7U20aVUilAldbaqZQaDYzDGAl8xAixhbDo6kVWhyFGCLMJrswpOyCSgAohfCpn2niKS47QEjKRantM3yuIAYuLCGHp987n2eUHmTc2qddl/3P/fFwuYxTZ+IhQ83lPc8GC3ETS44zKU7Z7AKOoMAfnn5bKa+uPMjkzlvrmNnaV1DAlK44tR6uZ5E40HHYbsXYboxIijH6i3VRc24sItfP9Syd0eM5mUzx1WwGFVQ3kJhnVU09C5OkjaLMp7l0wlqz4CL7/5lbOGZ+CrY/XGqqFUzP4YPtxtMZMdvOTo5jUTeLb3tjUaDMhm5YdT25SFNkJkUzKiOWmWdkopbh9Ti4/+Nc2cyCgWe5mpPPGJnPg0YXd7sczRsXT0OLkknYJ8Dv3nk2o3WYmR2D0F313awljU6O7JJ+dTcyIZc2hKq6ZlsXqg5VmE++eTHNXp2fmJpgJV1SYgzEpxoBBY1J67k/nsNtIjwvnrvmjCXXYyIgz3mtv3D2HlGij8uupgI5KiOiyvlKqS/Lp8dj1p9PU6qSp1cWSPb3Pe+vZVkGn5rLXTs/iitMzOzTRnpGbgEZ32b+T6PgesCD5BCPx/KdS6qtAIXADgFIqE3hGa71Qa92mlPo28CFgB57TWu9wL3ct8CcgBXhPKbVZa30JcA7wM6VUG+AE7tZaV3V+cSGEQSqggyMJqBDCp5LHJKNUMVnzb+Hs2adZHc6IlZMUyf9cPaXP5Txf2j3Ncj1OS4th/rhkrpmeRVqskQDktGs6ecUZGSzafIwZOQnkJ0fhdGlSY8I4VF5HfnLHROOBi8d36G86UBGhdk5LNy5WKKWYkB7DzuIaUt0JCcA33c0oM+MjOjTJHS6XTE7n1rNy+PLcfGIjHBTkJvCr66b2uV54iJ2cxEjKapvNJsI2m+L9/5pvLnPNtCwW7yrjrvn5/Gf7ca6dnmX+rqck/pErJlLfaf7Q2G4SMk81cYr7tjf3nDeGm2flkBgVSmuneT67Mz0nAaUwq38ej11/Og/8cwtzxyT3sKbXQ5d1vAAxNtV7kSrVTEAHdnyTo73vkydvm0lCZGgvS3dPKUWoo+O+/9EVE2lscfawhrW01pXAgm6eLwYWtnv8PvB+N8stArqUAbXWbwJv+jRYIUYwmQd0cCQBFUL4VPKoGGw2xexp6R0GCxGBxWZTvPRVY0DMplYnl01JZ8FEb9Pe+eNS2PqTiwkPsZOdGMnpo+JpbHFy46ycDhUhgGunj/JpbF8/ZzRFJxq7/Q/d1wO99CTUYeMX13gTzjfumdvvdS+cmEZ1Y2uPyWREqN1s2uoZlbcvseEh3SacnU3JjCXUbmNGbkKfy4aH2EmPMy4cdB6cqTvpceG8ec9cswLuMSMngSXdNP8eqOzESLPP6WBd0kMT6cGIDHV06X8thBDtxYfFE2YPI8Ih33cGQmnt/4HLCgoK9Pr1I6Y/uxCik5qKRqITwwfcTFIptUFr3X3HrSAk5zphhaNVDWTEhXe5UCACh5zrhBgZ2lxtlDeUkxGd0ffCp6CeznVyaU8I4XOxyXIlUAirDGTEXyGEEIPnsDkk+RwEuTwqhBBCCCGEEMIvJAEVQgghhBBCCOEXkoAKIYQQQgghhPALSUCFEEIIIYQQQviFJKBCCCGEEEIIIfxCElAhhBBCCCGEEH4hCagQQgghhBBCCL+QBFQIIYQQQgghhF9IAiqEEEIIIYQQwi8kARVCCCGEEEII4ReSgAohhBBCCCGE8AtJQIUQQgghhBBC+IUkoEIIIYQQQggh/EISUCGEEEIIIYQQfiEJqBBCCCGEEEIIv1Baa/+/qFLlwJEBrJIMVAxTOP4g8VtL4rfWQOLP1VqnDGcw/iTnuqAj8VvrVIpfznWnzrEORBK/tU6l+Ls911mSgA6UUmq91rrA6jgGS+K3lsRvrWCP35+CfV9J/NaS+K0V7PH7U7DvK4nfWhK/tXwRvzTBFUIIIYQQQgjhF5KACiGEEEIIIYTwi2BJQJ+yOoAhkvitJfFbK9jj96dg31cSv7UkfmsFe/z+FOz7SuK3lsRvrSHHHxR9QIUQQgghhBBCBL9gqYAKIYQQQgghhAhykoAKIYQQQgghhPCLgE5AlVKXKqX2KKX2K6Uesjqe/lBKHVZKbVNKbVZKrXc/l6iU+lgptc99m2B1nB5KqeeUUmVKqe3tnusxXqXUD9zHY49S6hJrovbqIf6fKqWOuY/BZqXUwna/C7T4s5VSS5RSu5RSO5RS/+V+PiiOQS/xB80xCARyrht+cq6zlpzrrD8GgSLYznfBdq6D4D7fybnO8v3vn3Od1jogfwA7cAAYDYQCW4BJVsfVj7gPA8mdnvs18JD7/kPAY1bH2S62c4AZwPa+4gUmuY9DGJDvPj72AIz/p8B3u1k2EOPPAGa478cAe91xBsUx6CX+oDkGVv/Iuc5v8cq5ztr45Vx3ip/r3Psl6M53wXauc8cUtOc7OddZvv/9cq4L5AroLGC/1vqg1roFeBW42uKYButq4EX3/ReBayyMpQOt9VKgqtPTPcV7NfCq1rpZa30I2I9xnCzTQ/w9CcT4S7TWG933a4FdQBZBcgx6ib8nARV/gJBznR/Iuc7y+OVcJ+c6GDnnu4A910Fwn+/kXGf5/vfLuS6QE9As4Gi7x0X0vgMChQY+UkptUEp93f1cmta6BIwDC6RaFl3/9BRvMB2TbyultrqbcniaOQR0/EqpPGA6sIYgPAad4ocgPAYWCdZ9Iue6wBB0nzM5153SgnG/jIRzHQThZ62ToPucybmuZ4GcgKpunguGOWPmaa1nAJcB31JKnWN1QD4ULMfkr8AYYBpQAvzO/XzAxq+UigbeBO7XWtf0tmg3z1n+N3QTf9AdAwsF6z6Rc531gu5zJue6U14w7peRfK6D4DgmQfc5k3Nd7wI5AS0Csts9HgUUWxRLv2mti923ZcAijDJ0qVIqA8B9W2ZdhP3SU7xBcUy01qVaa6fW2gU8jbcpQEDGr5QKwfiQv6y1/pf76aA5Bt3FH2zHwGJBuU/kXGe9YPucybnO+mMQAIJuv4yQcx0E0Wets2D7nMm5ru/4AzkBXQeMU0rlK6VCgZuAdyyOqVdKqSilVIznPnAxsB0j7jvci90BvG1NhP3WU7zvADcppcKUUvnAOGCtBfH1yvMBd7sW4xhAAMavlFLAs8AurfXv2/0qKI5BT/EH0zEIAHKus05QfM56EkyfMznXWX8MAkRQne9G0LkOguSz1p1g+pzJua6f8fc1SpGVP8BCjNGXDgCPWB1PP+IdjTES1BZghydmIAlYDOxz3yZaHWu7mP+BUUpvxbiK8dXe4gUecR+PPcBlARr/S8A2YKv7g5ERwPGfjdFUYSuw2f2zMFiOQS/xB80xCIQfOdf5JWY511kbv5zrLD4GgfITTOe7YDzXueML2vOdnOss3/9+Odcp94pCCCGEEEIIIcSwCuQmuEIIIYQQQgghRhBJQIUQQgghhBBC+IUkoEIIIYQQQggh/EISUCGEEEIIIYQQfiEJqBBCCCGEEEIIv5AEVAghhBBCCCGEX0gCKoQQQgghhBDCL/4/+KYWcTlmeXkAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "time = arange(T)\n", "\n", "figure(figsize=(16,7))\n", "subplot(131)\n", "\n", "for s in range(S):\n", " plot(time,Z['t'][0,s])\n", "\n", "title('1st time component')\n", " \n", "subplot(132)\n", "\n", "for s in range(S):\n", " plot(time,Z['s'][0,s])\n", " \n", "title('1st stimulus component')\n", " \n", "subplot(133)\n", "\n", "for s in range(S):\n", " plot(time,Z['st'][0,s])\n", " \n", "title('1st mixing component')\n", "show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The 1st mixing component looks merely like noise. But to be sure, we can run a significance analysis:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Compute score of data: . . . . . . . . . . Finished.\n", "Compute score of shuffled data: 9 / 10 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . " ] } ], "source": [ "significance_masks = dpca.significance_analysis(R, trialR, n_shuffles=10, n_splits=10, n_consecutive=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can highlight the significant parts of the demixed components with a black bar underneath. Note that there is no significant analysis time, since there are no classes to compute the significance over." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "time = arange(T)\n", "\n", "figure(figsize=(16,7))\n", "subplot(131)\n", "\n", "for s in range(S):\n", " plot(time,Z['t'][0,s])\n", "\n", "title('1st time component')\n", " \n", "subplot(132)\n", "\n", "for s in range(S):\n", " plot(time,Z['s'][0,s])\n", "\n", "imshow(significance_masks['s'][0][None,:],extent=[0,250,amin(Z['s'])-1,amin(Z['s'])-0.5],aspect='auto',cmap='gray_r',vmin=0,vmax=1)\n", "ylim([amin(Z['s'])-1,amax(Z['s'])+1])\n", "\n", "title('1st stimulus component')\n", " \n", "subplot(133)\n", "\n", "for s in range(S):\n", " plot(time,Z['st'][0,s])\n", "\n", "dZ = amax(Z['st'])-amin(Z['st'])\n", "imshow(significance_masks['st'][0][None,:],extent=[0,250,amin(Z['st'])-dZ/10.,amin(Z['st'])-dZ/5.],aspect='auto',cmap='gray_r',vmin=0,vmax=1)\n", "ylim([amin(Z['st'])-dZ/10.,amax(Z['st'])+dZ/10.])\n", " \n", "title('1st mixing component')\n", "show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.4" } }, "nbformat": 4, "nbformat_minor": 4 }