{ "cells": [ { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "\n", "import wot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Notebook 7: Validation by Geodesic Interpolation\n", "\n", "In this notebook we test our ability to interpolate the distribution of cells at held-out time-points. \n", "Intuitively, the developmental process $\\mathbb{P}_t$ traces out a *curve in the space of distributions*.\n", "We sample cells at various time points and obtain noisy samples along this curve.\n", "Optimal transport allows us to connect these noisy samples with straight lines (aka *geodesics*) in the space of distributions. This allows us to interpolate the distribution of cells at intermediate time-points. \n", "We can therefore test the performance of OT by holding out time-points and comparing our interpolation estimate to the real held-out data.\n", "\n", "We begin by initializing an OT Model for the serum time-course using pre-computed growth rates (stored in the file `serum_g.txt` created in Notebook 2). " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "VAR_GENE_DS_PATH = 'data/ExprMatrix.var.genes.h5ad'\n", "LEARNED_GROWTH_SCORES_PATH = 'tmaps/serum_g.txt'\n", "BATCH_PATH = 'data/batches.txt'\n", "CELL_DAYS_PATH = 'data/cell_days.txt'\n", "SERUM_CELL_IDS_PATH = 'data/serum_cell_ids.txt'\n", "\n", "adata = wot.io.read_dataset(VAR_GENE_DS_PATH, obs=[CELL_DAYS_PATH, BATCH_PATH, LEARNED_GROWTH_SCORES_PATH], obs_filter=SERUM_CELL_IDS_PATH)\n", "\n", "ot_model = wot.ot.OTModel(adata, growth_rate_field='g2',growth_iters = 1) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We are now ready to test interpolation over a single interval from day $17$ to $18$. \n", "We set aside the data from day $17.5$, and we estimate the coupling from $17$ to $18$ by computing a transport map. \n", "We then compute an interpolating point cloud of simulated day $17.5$ cells and compare this to the real observations using earth mover's distance. \n", "We also compute the distance betwen batches of real observations at time $17.5$. \n", "This provides an estimate of the baseline noise level. \n", "Finally, we also compute distances between the real point cloud at $17.5$ and several null-estimates different from OT. These include\n", "* an interoplation using a random coupling\n", "* the first point in the interval (day 17.0 cells)\n", "* the last point in the interval (day 18.0 cells)\n", "\n", "The function `compute_validation_summary` returns a table containing all these point-cloud distances." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "interp_summary = wot.ot.compute_validation_summary(ot_model, day_triplets=[(17, 17.5, 18)])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This produces a table `interp_summary` which contains all the distances between point clouds described above. " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "wot.graphics.plot_ot_validation_summary_stats(interp_summary.groupby(['interval_mid', 'name'])['distance'].agg([np.mean, np.std]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now use the `compute_validation_summary` function to check the quality of interpolation at *each* triplet of consecutive time-points $(t_i,t_{i+1},t_{i+2})$. For each triple, we\n", "* hold out the data from time $t_{i+1}$,\n", "* estimate the coupling $\\gamma_{t_i,t_{i+2}}$ connecting time $t_{i}$ to $t_{i+2}$,\n", "* compute an interpolating distribution at time $t_{i+1}$,\n", "* and compare this to the held-out data $\\hat{\\mathbb{P}}_{t_{i+1}}$.\n", "\n", "If the held-out data consists of multiple batches (e.g. $\\hat{\\mathbb{P}}_{t_{i+1}}^{(1)}$ and $\\hat{\\mathbb{P}}_{t_{i+1}}^{(2)}$), then we compare those to each other to estimate the baseline noise level.\n", "\n", "We also compare several null models to the held-out data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compute validation for all triplets in dataset. As this can take several hours. We provide precomputed results for convenience." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# all_triplets_summary = wot.ot.compute_validation_summary(ot_model)\n", "\n", "# # save results\n", "# all_triplets_summary.to_csv('data/serum_validation_summary.txt')\n", "# all_triplets_stats = all_triplets_summary.groupby(['interval_mid', 'name'])['distance'].agg([np.mean, np.std])\n", "# all_triplets_stats.to_csv('data/serum_validation_summary_stats.txt')" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmcAAAJcCAYAAAC8DwN/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nOzde3xU1bnA/d9KCCGAiAhakCikQoAkk0ASQoRcUAipIEUuBQQlUkGhoK9Yi1VRRH3tq2nVeDl8VDxgDyIllOKpcmo5BwiXUDKpoAECFIyIpCEEucQkZGb28/4xyTSXyQWawIDP9/PJh5m9Z6397D0T5slaa69lRASllFJKKeUb/C53AEoppZRS6l80OVNKKaWU8iGanCmllFJK+RBNzpRSSimlfIgmZ0oppZRSPkSTM6WUUkopH6LJmVJK1WGMWWyM+a+qxzcbY0qNMf5NvfYij7XXGJN8seWVUlcfTc6UUj7BGJNmjPnSGFNmjPmnMeY/jDGdq/YtrUqQSo0xlcYYR43nG+rUc5MxxmmM+bGXY6wzxqRfSFwiclREOoqI6987QzDGLDfGvFCn/jAR2fzv1q2UunpocqaUuuyMMY8B/x/wOHAtMAS4BfirMaatiDxUlSB1BP5fYHX1cxH5Sc26RORb4H+Be+scowtwJ7Ci9c9IKaUuniZnSqnLyhjTCXgOmC8i/yMiDhEpAH6GO0GbfhHVrqBOcgZMAfaKyJdVx33dGPONMeasMSbXGJPQQHy9jDFijGlT9by3MWaLMeacMeavQNc6r19T1fJ3xhiTZYwJq9o+G5gG/Kqqxe+/q7YXGGNGVD0ONMa8Zow5XvXzmjEmsGpfsjHmmDHmMWPMCWNMoTHm/ou4NkopH6fJmVLqcrsNaAf8seZGESkFNgAjL6LOdUBXY8ywGtvuBT6o8TwHiAK6AB8Ca4wx7ZpR94dALu6k7HlgRp39G4A+wA3A34GVACLyTtXjl6ta/O7yUvdTuFsNo4BIYDDwdI39P8LdsngT8HPgLWPMdc2IWSl1BdHkTCl1uXUFToqI08u+Quq0TDWHiJQDa4D7AIwxfYBo3IlV9Wv+S0RKRMQpIr8FAoHQxuo1xtwMxAKLROS8iGQB/13n2O+LyDkROQ8sBiKNMdc2M/RpwBIROSEixbhbFGu2ADqq9jtE5FOgtKmYlVJXHk3OlFKX20ncrVxtvOzrXrX/YqwAflbVGnYv8D8icqJ6Z1X34P6q7sfTuFukmkoEewDficj3NbZ9XaNOf2PMb4wxh40xZ4GCql3NTTB71Kyv6nGPGs9L6iSxZUDHZtatlLpCaHKmlLrcsoHzwPiaG40xHYCf4B7cf8FEZCtQAvwU97g1T5dm1fiyhbjHtV0nIp2BM4BpotpC4Lqq2KrdXOPxPVXHG4E72etVfcjqsJqo/zjucXY16z7eRBml1FVGkzOl1GUlImdwd9+9YYxJNcYEGGN64e6WPAb8/t+o/gPcd4F2pnb34zWAEygG2hhjngE6NSPWrwE78Jwxpm3VmLaaY8euwZ1olgDtcd9ZWlMRENLIIVYBTxtjuhljugLPABc9h5pS6sqkyZlS6rITkZeBJ4F04CzwN+Ab4I6qsVsX6wPcrU+r69TzF9wD9w/i7jqsqDpec9wDxAGngGepfZPBB1X1fQvsA3bWKbsMGGCMOW2M+ZOXul/Anfx9AXyJ+4aCF7y8Til1FTMiTbWyK6WUUkqpS0VbzpRSSimlfIgmZ0oppZRSPkSTM6WUUkopH6LJmVJKKaWUD/E26eMVq2vXrtKrV6/LHYZSSimlVJNyc3NPiki3utuvquSsV69e2O32yx2GUkoppVSTjDFfe9uu3ZpKKaWUUj5EkzOllFJKKR+iyZlSSimllA+5qsacKaXUD4nD4eDYsWNUVFRc7lCUUo1o164dPXv2JCAgoFmv1+RMKaWuUMeOHeOaa66hV69eGGMudzhKKS9EhJKSEo4dO0bv3r2bVUa7NZVS6gpVUVHB9ddfr4mZUj7MGMP1119/QS3cmpwppdQVTBMzpXzfhf6eanKmlFJKKeVDdMyZUkpdJe7bMI3T50+3WH2dAzvzwU9WNri/oKCAMWPGkJeX1+w6ly9fTkpKCj169GiJEC/amjVreOaZZ/jRj37EK6+8wgcffEBGRkazyp4+fZoPP/yQuXPntkpsHTt2pLS0tMXrTUtLY8yYMUycOLHF61YtS1vOlFLqKtGSiVlr1Afu5Oz48eMtXu+FWrZsGW+//TabNm0iJibGa2LmdDq9lj19+jRvv/12a4fYIBHBsqzLdnzV+jQ5U0opddGcTiczZszAZrMxceJEysrKAMjNzSUpKYno6GhGjRpFYWEhmZmZ2O12pk2bRlRUFFu2bGH8+PEArF+/nqCgICorK6moqCAkJASAw4cPk5qaSnR0NAkJCeTn5wNQXFzMhAkTiI2NJTY2lu3btwOwePFiZs6cSXJyMiEhIV6TriVLlrBt2zYeeughHn/8cTZv3syYMWM85WfPnk1KSgr33Xcfe/fuZfDgwURFRWGz2Th06BBPPPEEhw8fJioqiscff7xe/ePGjSM6OpqwsDDeeecdz/aOHTvy1FNPERkZyZAhQygqKgLgq6++Ij4+ntjYWBYtWuT1OhcUFNC/f3/mzp3LoEGD+Oabb/jss8+Ij49n0KBBTJo0ydPatmTJEmJjYwkPD2f27NmIyIW/seqy0uRMKaXURTtw4ACzZ8/miy++oFOnTrz99ts4HA7mz59PZmYmubm5zJw5k6eeeoqJEycSExPDypUr2b17N0OHDuXzzz8HYOvWrYSHh5OTk8Pf/vY34uLiAJg9ezZvvPEGubm5pKene7oSH3nkER599FFycnJYu3YtDzzwgCem/Px8/vKXv7Br1y6ee+45HA5HrZifeeYZTxyvvPJKvXPKzc1l/fr1fPjhhyxdupRHHnmE3bt3Y7fb6dmzJ7/5zW/48Y9/zO7du72Wf//998nNzcVut5ORkUFJSQkA33//PUOGDGHPnj0kJiby7rvves5lzpw55OTk8KMf/ajRa33ffffx+eef06FDB1544QU2btzI3//+d2JiYvjd734HwLx588jJySEvL4/y8nL+/Oc/N/v9VL5Bx5wppZS6aMHBwQwdOhSA6dOnk5GRQWpqKnl5eYwcORIAl8tF9+7d65Vt06YNt956K/v372fXrl0sWLCArKwsXC4XCQkJlJaWsmPHDiZNmuQpc/78eQA2btzIvn37PNvPnj3LuXPnABg9ejSBgYEEBgZyww03UFRURM+ePZt9TmPHjiUoKAiA+Ph4XnzxRY4dO8b48ePp06dPk+UzMjJYt24dAN988w2HDh3i+uuvp23btp4WuujoaP76178CsH37dtauXQvAvffey8KFC73We8sttzBkyBAAdu7cyb59+zzXvrKykvj4eAA2bdrEyy+/TFlZGadOnSIsLIy77rqr2eevLj9NzpRSSl20ulMEGGMQEcLCwsjOzm6yfEJCAhs2bCAgIIARI0aQlpaGy+UiPT0dy7Lo3Lkzu3fvrlfOsiyys7M9SVRNgYGBnsf+/v4Njh1rSIcOHTyP77nnHuLi4vjkk08YNWoU7733nqfL1ZvNmzezceNGsrOzad++PcnJyZ75rQICAjzXq25czZlqoWZcIsLIkSNZtWpVrddUVFQwd+5c7HY7wcHBLF68WFeQuAJpt6ZSSqmLdvToUU8StmrVKoYNG0ZoaCjFxcWe7Q6Hg7179wJwzTXXeFq4ABITE3nttdeIj4+nW7dulJSUkJ+fT1hYGJ06daJ3796sWbMGcCcke/bsASAlJYU333zTU4+3BK4lHDlyhJCQEB5++GHGjh3LF198Ue8cajpz5gzXXXcd7du3Jz8/n507dzZ5jKFDh/LRRx8BsHJlw3fH1jRkyBC2b9/OP/7xDwDKyso4ePCgJxHr2rUrpaWlZGZmNqs+5Vs0OVNKqatE58DOl7y+/v37s2LFCmw2G6dOnWLOnDm0bduWzMxMFi5cSGRkJFFRUezYsQNwT+fw0EMPERUVRXl5OXFxcRQVFZGYmAiAzWbDZrN5WpJWrlzJsmXLiIyMJCwsjPXr1wPurkO73Y7NZmPAgAEsXbq0Rc+92urVqwkPDycqKor8/Hzuu+8+rr/+eoYOHUp4eHi9GwJSU1NxOp3YbDYWLVrk6YZszOuvv85bb71FbGwsZ86caVZc3bp1Y/ny5UydOhWbzcaQIUPIz8+nc+fOzJo1i4iICMaNG0dsbOxFnbe6vExr3cVhjAkGPgB+BFjAOyLyujFmNRBa9bLOwGkRifJSvgA4B7gAp4jENHXMmJgYsdvtLXQGSinl2/bv30///v0vdxhKqWbw9vtqjMn1lt+05pgzJ/CYiPzdGHMNkGuM+auITK4R1G+Bxv5MGC4iJ1sxRqWUUkopn9JqyZmIFAKFVY/PGWP2AzcB+wCMu836Z8DtrRWDUkoppdSV5pKMOTPG9AIGAn+rsTkBKBKRQw0UE+AzY0yuMWZ2I3XPNsbYjTH24uLilgpZKaWUUuqyaPXkzBjTEVgL/D8icrbGrqnAKu+lABgqIoOAnwC/MMYkenuRiLwjIjEiEtOtW7cWi1sppZRS6nJo1eTMGBOAOzFbKSJ/rLG9DTAeWN1QWRE5XvXvCWAdMLg1Y1VKKaWU8gWtlpxVjSlbBuwXkd/V2T0CyBeRYw2U7VB1EwHGmA5ACpDXWrFeCXRtNKWUUuqHoTXv1hwK3At8aYypnh3wSRH5FJhCnS5NY0wP4D0RuRO4EVhXNc9NG+BDEfmfVozVpznOOykt/p7rel57wWVFBAsLf+PfCpEppXzJnS9v4tT3lS1WX5cObfn0V8Mb3F9QUMCYMWPIy2v+387Lly8nJSWFHj16tESIF+3OO+/kww8/pHPnhudyu1Sxbt68mfT09EbXwNy9ezfHjx/nzjvvvKC6k5OTSU9PJyamydmofKLe5cuXY7fba00w/EPUmndrbgO8rkchImleth0H7qx6fASIbK3YrjSW08JV6bqosmXOMs6cP0OPjpf3P0KlVOtrycSsNeoD95dveHj4ZU/OPv300yZfczGxOp1O2rRp+a/W6oXXLzQ5u5xcLhf+/towcDF0hYArgLgE50UmZ07LyXnX+RaOSCml3JxOJzNmzMBmszFx4kTKysoAyM3NJSkpiejoaEaNGkVhYSGZmZnY7XamTZtGVFQUW7ZsYfz48QCsX7+eoKAgKisrqaio8KxfefjwYVJTU4mOjiYhIYH8/HwAiouLmTBhArGxscTGxrJ9+3YAFi9ezMyZM0lOTiYkJISMjAyvcffq1YuTJ09SUFBA//79mTVrFmFhYaSkpFBeXl4v1vLycq/nBO5WpCeffJKkpCRef/11zyoICQkJ9O3b19MiVlFRwf33309ERAQDBw5k06ZN9eLatWsXt912GwMHDuS2227jwIEDVFZW8swzz7B69WqioqJYvXo133//PTNnziQ2NpaBAwd6Vk4oLy9nypQp2Gw2Jk+eTHl5udfzX7JkCbGxsYSHhzN79mzP0Jnk5GQWLlzI4MGD6du3L1u3br2genv16sWSJUsYNmwYa9asafD9++///m/i4uIYOHAgI0aMoKioqMHP2A+RJmdXAMuycDkuLjlziQuHq+X/+lVKKYADBw4we/ZsvvjiCzp16sTbb7+Nw+Fg/vz5ZGZmkpuby8yZM3nqqaeYOHEiMTExrFy5kt27dzN06FA+//xzALZu3Up4eDg5OTn87W9/Iy4uDoDZs2fzxhtvkJubS3p6OnPnzgXgkUce4dFHHyUnJ4e1a9fywAMPeGLKz8/nL3/5C7t27eK5557D4XA0eg6HDh3iF7/4BXv37qVz586sXbu2Xqxt2rTxek7VTp8+zZYtW3jssccAd5fvli1b+OSTT3jooYeoqKjgrbfeAuDLL79k1apVzJgxo96i5P369SMrK4vPP/+cJUuW8OSTT9K2bVuWLFnC5MmT2b17N5MnT+bFF1/k9ttvJycnh02bNvH444/z/fff8x//8R+0b9+eL774gqeeeorc3Fyv5zxv3jxycnLIy8ujvLy8Vpeq0+lk165dvPbaazz33HMAza4XoF27dmzbto0pU6Y0+P4NGzaMnTt38vnnnzNlyhRefvnlRt+jH5rWHHOmWojlvPjkzGFV4pSLK6uUUk0JDg5m6NChAEyfPp2MjAxSU1PJy8tj5MiRgLt7q3v37vXKtmnThltvvZX9+/eza9cuFixYQFZWFi6Xi4SEBEpLS9mxYweTJk3ylDl/3t0TsHHjRvbt2+fZfvbsWc9i5KNHjyYwMJDAwEBuuOEGioqK6NmzZ4Pn0Lt3b6Ki3KsIRkdHU1BQUO81Bw4caPScJk+eXOv1P/vZz/Dz86NPnz6EhISQn5/Ptm3bmD9/PuBOwm655RYOHjxYq9yZM2eYMWMGhw4dwhjTYGL52Wef8fHHH5Oeng64W+WOHj1KVlYWDz/8MPCvdUq92bRpEy+//DJlZWWcOnWKsLAw7rrrLgBPa2bNa9Hcemtei8bev2PHjjF58mQKCwuprKykd+/eDdb3Q6TJ2RXA5bAQSxBLMH5eh/E1qNJZidNytlJkSqkfuuoFyms+FxHCwsLIzs5usnxCQgIbNmwgICCAESNGkJaWhsvlIj09Hcuy6Ny5M7t3765XzrIssrOzCQoKqrcvMDDQ89jf3x+ns/H/A+u+3luXXVPn1KFDh1rPG7ouTVm0aBHDhw9n3bp1FBQUkJyc7PV1IsLatWsJDQ2tt6/useuqqKhg7ty52O12goODWbx4ca0WvOrrUffaNVVvtepr0dj7N3/+fBYsWMDYsWPZvHkzixcvblbdPxTarXkFcDktELCsC59Oo9JyYGnLmVKqlRw9etSTsKxatYphw4YRGhpKcXGxZ7vD4WDv3r0AXHPNNZ4WLoDExERee+014uPj6datGyUlJeTn5xMWFkanTp3o3bs3a9asAdwJyZ49ewBISUmpdUeftwTg31Uz1sbOyZs1a9ZgWRaHDx/myJEjhIaGkpiYyMqVKwE4ePAgR48erZdcnTlzhptuuglw35DgLRaAUaNG8cYbb3gSvuru4ZrHyMvL44svvqgXW3Ui1rVrV0pLS8nMzGzyWjSn3roae/9qnueKFSuarOuHRpOzK4BV6UIEuIi5zhwuBy7LpfOkKfUD0KVD20teX//+/VmxYgU2m41Tp04xZ84c2rZtS2ZmJgsXLiQyMpKoqCh27NgB4BksXz3IPi4ujqKiIhIT3YvAVHeZVbfSrFy5kmXLlhEZGUlYWJhn4HtGRgZ2ux2bzcaAAQNYunRpi5573VhdLleD5+RNaGgoSUlJ/OQnP2Hp0qW0a9eOuXPn4nK5iIiIYPLkySxfvrxWqx3Ar371K379618zdOhQXK5//WE9fPhw9u3b57khYNGiRTgcDmw2G+Hh4SxatAiAOXPmUFpais1m4+WXX2bw4Przt3fu3JlZs2YRERHBuHHjiI2NbfJaNKdebxp6/xYvXsykSZNISEiga9euzarrh8RcTV/aMTExYrfbL3cYLa7owEnKviun58DuBAReWE/0F8VfUOk6z8AbB+lcZ0pdZfbv30///v0vdxiqjrS0NMaMGcPEiRMvdyjKh3j7fTXG5IpIvcnitOXsCmA5LYyfQVwXnkg7LSfGGCyxWiEypZRSSrU0vSHgCuByutzJ2QW2crosFyAYdPknpZS6VGqOFVPqYmjLmY8TESyXhZ+fQS7whgCXuJMzQVvOlFJKqSuFJmc+znIJYBDkgpMzp+WsajdDkzOllFLqCqHJmY8Tl4XBnZRdaNekJS7cRUWTM6WUUuoKocmZjxPL3S2JcME3BLjE8iw9L+iYM6WUUupKoDcE+DjLVdUx6WdwOS9sMlmXuNw3A+iYM6V+ED6YkUn56YqmX9hMQZ3bcd+KhqeDKCgoYMyYMeTl5TW7zuXLl5OSkkKPHj1aIsSL1qtXL+x2+wXPsdWa8bfWFBybN28mPT291vqZyrdpy5mPsywLEXFPh3GBE/1XOivdEzmK6CoBSv0AtGRi1hr1gTu5OX78eIvXe6lc7vibWopKXR00OfNxYgkYMH5guS6s9cthVeJv/DEGLJ1KQynVCpxOJzNmzMBmszFx4kTKysoAyM3NJSkpiejoaEaNGkVhYSGZmZnY7XamTZtGVFQUW7Zs8SyyvX79eoKCgqisrKSiooKQkBAADh8+TGpqKtHR0SQkJJCfnw9AcXExEyZMIDY2ltjYWLZv3w64Z56fOXMmycnJhISEkJGR0eQ5jBs3jujoaMLCwnjnnXcA98LmaWlphIeHExERwauvvlov/rprcL777rvExsYSGRnJhAkTPNciLS2Nhx9+mNtuu42QkBDPckkiwrx58xgwYACjR4/mxIkTXuNLTk7mySefJCkpiddff73Bc9+1axe33XYbAwcO5LbbbuPAgQPNfyOVT9FuTR9nOS0Mxt1y5ryw5KzScuBn/DDGD6c4WilCpdQP2YEDB1i2bBlDhw5l5syZvP322zzyyCPMnz+f9evX061bN1avXs1TTz3F+++/z5tvvkl6ejoxMTE4nU7S0tIA2Lp1K+Hh4eTk5OB0OomLiwNg9uzZLF26lD59+vC3v/2NuXPn8n//93888sgjPProowwbNoyjR48yatQo9u/fD0B+fj6bNm3i3LlzhIaGMmfOHAICAho8h/fff58uXbpQXl5ObGwsEyZMoKCggG+//dbTZXv69Gk6d+5cK/66xo8fz6xZswB4+umnWbZsGfPnzwegsLCQbdu2kZ+fz9ixY5k4cSLr1q3jwIEDfPnllxQVFTFgwABmzpzpNcbTp0+zZcsWAO655x6v596vXz+ysrJo06YNGzdu5Mknn2Tt2rUX8a6qy02TMx/nrLQwflStEHCBLWeu8+7kDIPL0jFnSqmWFxwczNChQwGYPn06GRkZpKamkpeXx8iRIwF3K1T37t3rlW3Tpg233nor+/fvZ9euXSxYsICsrCxcLhcJCQmUlpayY8cOJk2a5Clz/vx5ADZu3Mi+ffs828+ePetZGHz06NEEBgYSGBjIDTfcQFFRET179mzwHDIyMli3bh0A33zzDYcOHSI0NJQjR44wf/58Ro8eTUpKSpPXIi8vj6effprTp09TWlrKqFGjPPvGjRuHn58fAwYMoKioCICsrCymTp2Kv78/PXr04Pbbb2+w7smTJ3seN3TuZ86cYcaMGRw6dAhjDA6H/lF+pdLkzMdZThfGzw8uquXMSaB/W4wxuCwdp6CUannVC5TXfC4ihIWFkZ2d3WT5hIQENmzYQEBAACNGjCAtLQ2Xy0V6ejqWZdG5c2d2795dr5xlWWRnZxMUFFRvX83FxP39/Rsdp7V582Y2btxIdnY27du3Jzk5mYqKCq677jr27NnDX/7yF9566y3+8Ic/8P777zd6LmlpafzpT38iMjKS5cuXs3nzZq8x1ZwWqe71a0iHDh08jxs69/nz5zN8+HDWrVtHQUEBycnJzapb+R4dc+bjLId7XU33mLPmjxsTEZyWEz/jh5/xq1otQCmlWtbRo0c9SdiqVasYNmwYoaGhFBcXe7Y7HA727t0LwDXXXONp4QJITEzktddeIz4+nm7dulFSUkJ+fj5hYWF06tSJ3r17s2bNGsD9/9qePXsASElJ4c033/TU4y2Ba44zZ85w3XXX0b59e/Lz89m5cycAJ0+exLIsJkyYwPPPP8/f//53r/HXdO7cObp3747D4WDlypVNHjsxMZGPPvoIl8tFYWEhmzZtalbMDZ37mTNnuOmmmwBdQupKp8mZj3M53OtqGmOwLqBr0j11hoUxBoPBqS1nSl31gjq3u+T19e/fnxUrVmCz2Th16hRz5syhbdu2ZGZmsnDhQiIjI4mKimLHjh2Au3XpoYce8gyoj4uLo6ioiMTERABsNhs2m83TorRy5UqWLVtGZGQkYWFhrF+/HnB3Rdrtdmw2GwMGDGDp0qUXdY6pqak4nU5sNhuLFi1iyJAhAHz77bckJycTFRVFWloaL730ktf4a3r++eeJi4tj5MiR9OvXr8lj33333fTp04eIiAjmzJlDUlJSs2Ju6Nx/9atf8etf/5qhQ4ficukf5FcyczUtiB0TEyN2u/1yh9Giju8twt/fD+NnOP99JcEDmze3znnXefae/JJOgddS6arED3/6Xd/0fxZKqSvH/v376d+//+UOQynVDN5+X40xuSJS7+4SbTnzcZazulvTPY6jucm0y3J51tU0GCz0hgCllFLqSqDJmQ8TS7Bc7uTMvYFmL35uVa0OAOBn/LRbUymllLpCaHLmw6w6iZih+cmZSyzPeprGGF0hQCmllLpCaHLmw8RlUXO9cqH5yVnNljI/4+fu5ryKxhcqpZRSVytNznyY5RKoMQeOMc1PzhwuB/7Gv3Z9Ou5MKaWU8nmanPkwsQRTo7VLqN/V2ZBKy706gIcxVdNrKKWUUsqX6QoBPsyyLKTu5NHN7JqsdFXWSs4Mzb/TUyl1ZSqMGoRVXNxi9fl160b33X9vcH9BQQFjxozxrD/ZHMuXLyclJYUePZo3LZCvWrx4MR07duSXv/xlre1paWmMGTOGiRMnNquegoICduzYwT333NPo63r16oXdbqdr164XHbO6cmjLmQ+TuisCSPNbzpxW7W5NQVvOlLratWRi1hr1gTs5O378eIvX+++4nBO2FhQU8OGHH1624yvfpMmZD7OcFoY6TWfNzK8qq5ZuqlVUkzOlVAtzOp3MmDEDm83GxIkTKSsrAyA3N5ekpCSio6MZNWoUhYWFZGZmYrfbmTZtGlFRUWzZsoXx48cDsH79eoKCgqisrKSiooKQkBAADh8+TGpqKtHR0SQkJJCfnw9AcXExEyZMIDY2ltjYWLZv3w64W7RmzpxJcnIyISEhZGRkeI27Y8eOPPPMM8TFxZGdne01XoB3332X2NhYIiMjmTBhguf8GrNx40YSEhLo27cvf/7znwF3EpaQkMCgQYMYNGiQZ8WEJ554gq1btxIVFcWrr76Ky+Xil7/8JREREdhsNt544w1PvW+88QaDBg0iIiLCcx2+//57Zs6cSRlXZRUAACAASURBVGxsLAMHDvSsoLB3714GDx5MVFQUNpuNQ4cOXcC7qi676olNr4af6OhouZp89+1Z+ebz43Li0Ek5ceikfJ17TEpLvm+ynGVZYv+nXQ6eOiCHvjsoh747KPZ/5si58+cuQdRKqUtl3759tZ4f69GzxX8a89VXXwkg27ZtExGR+++/X1555RWprKyU+Ph4OXHihIiIfPTRR3L//feLiEhSUpLk5OSIiIjD4ZBevXqJiMhjjz0mMTExsm3bNtm8ebNMmTJFRERuv/12OXjwoIiI7Ny5U4YPHy4iIlOnTpWtW7eKiMjXX38t/fr1ExGRZ599VuLj46WiokKKi4ulS5cuUllZWS92QFavXi0i0mi8J0+e9JR56qmnJCMjw3OcV155pV69M2bMkFGjRonL5ZKDBw/KTTfdJOXl5fL9999LeXm5iIgcPHhQqr+vNm3aJKNHj/aUf/vtt2X8+PHicDhERKSkpERERG655RbPsd966y35+c9/LiIiv/71r+X3v/+9iIh899130qdPHyktLZV58+bJf/3Xf4mIyPnz56WsrMzbW6guobq/ryIigF285DM65syHWQ7nvyagpWqmf2fT3ZoucWEQz9p0nvr0bk2lVAsLDg5m6NChAEyfPp2MjAxSU1PJy8tj5MiRgLvbsHv37vXKtmnThltvvZX9+/eza9cuFixYQFZWFi6Xi4SEBEpLS9mxYweTJk3ylDl//jzgbp3at2+fZ/vZs2c9C5KPHj2awMBAAgMDueGGGygqKqJnz561ju3v78+ECRMAOHDgQIPx5uXl8fTTT3P69GlKS0sZNWpUk9fkZz/7GX5+fvTp04eQkBDy8/Pp3bs38+bNY/fu3fj7+3Pw4EGvZTdu3MhDDz1Emzbur+cuXbp49lW3MkZHR/PHP/4RgM8++4yPP/6Y9PR0ACoqKjh69Cjx8fG8+OKLHDt2jPHjx9OnT58m41a+Q5MzH+ZySu3kzA8sV9MJlktcULc7FKM3BCilWlzdPwKNcf9fExYWRnZ2dpPlExIS2LBhAwEBAYwYMYK0tDRcLhfp6elYlkXnzp3ZvXt3vXKWZZGdnU1QUFC9fYGBgZ7H/v7+OJ31V0hp164d/v7ucbmNxZuWlsaf/vQnIiMjWb58OZs3b27ynLxdk1dffZUbb7yRPXv2YFkW7dp5X1RepP4f1nXPq+Y5iQhr164lNDS01mv79+9PXFwcn3zyCaNGjeK9997j9ttvbzJ25Rt0zJkPsxwu/PxrJmfGPTFtE9zratYhoqsEKKVa3NGjRz1JzapVqxg2bBihoaEUFxd7tjscDvbu3QvANddc42nhAkhMTOS1114jPj6ebt26UVJSQn5+PmFhYXTq1InevXuzZs0awJ2I7NmzB4CUlBTefPNNTz3eErjmaizec+fO0b17dxwOBytXrmxWfWvWrMGyLA4fPsyRI0cIDQ3lzJkzdO/eHT8/P37/+997bkKoez1SUlJYunSpJ/k6depUo8caNWoUb7zxhueP788//xyAI0eOEBISwsMPP8zYsWP54osvLuCKqMtNkzMf5nK6arWcYQyuZrac1Ws3M+CytFtTqauZX7dul7y+/v37s2LFCmw2G6dOnWLOnDm0bduWzMxMFi5cSGRkJFFRUZ4B8GlpaTz00ENERUVRXl5OXFwcRUVFJCYmAmCz2bDZbJ7Wo5UrV7Js2TIiIyMJCwvzDHjPyMjAbrdjs9kYMGAAS5cuvejzbCze559/nri4OEaOHEm/fv2aVV9oaChJSUn85Cc/YenSpbRr1465c+eyYsUKhgwZwsGDB+nQoYPnfNu0aUNkZCSvvvoqDzzwADfffDM2m43IyMgm7+RctGgRDocDm81GeHg4ixYtAmD16tWEh4cTFRVFfn4+991330VfH3XpmaupqysmJkbsdvvlDqPFHNtdSNv2AZ4EzVHhJCAogG4/7tJoudPnT3P49D+4NvBaz7Zzlefo0bEHN7b/UavGrJS6dPbv30///v0vdxhKqWbw9vtqjMkVkZi6r9WWMx8llmC5rDpjzkyzxpw5XU4vI84MTku7NZVSSilfp8mZj7JcVr0x/ca45z5risNy4FdnXU1jDJYmZ0oppZTP0+TMR4kl1B3Vb/wM0oxxY5VWZb0JaP2MX9VdnEoppZTyZZqc+SjLJV4G9Rusuks6eeFwVdZaugmquzXr306ulFJKKd+iyZmP8tZCZvwMltNqcr4yp+Xw2nKmY86UUkop36fJmY+yLEG8zUNoqro8G3G+gW5NXSFAKaWU8n26QoCPElf9MWeefZaAfwP7RHBaLvwDvHVrOlo4SqWUT3nlR/B9UcvV1+FGePyfDe4uKChgzJgx5OXlNbvK5cuXk5KSQo8ePVoiQp+RnJxMeno6MTH1ZkX4txQWFjJr1izPAuq+rKCggB07dnDPPfcA7vfabrfXmiy42ogRI1izZg3XXXddi8fRq1cv7HY7Xbt2bdF6Fy9eTMeOHfnlL3/ZovV6oy1nPsrlqD2NRjUDNNar6W0CWqgar6Y3BCh1dWvJxKw16sP9hX38+PEWr/ffUT1bvy/63e9+x6xZsy7Z8bwtddVcBQUFTU6aW+3ee+/l7bffvuhj/bt8+T0HTc58lsvp8r6+mjGNdmu6xMvSTVTdrWm5dH1NpVSLcjqdzJgxA5vNxsSJEykrKwMgNzeXpKQkoqOjGTVqFIWFhWRmZmK325k2bRpRUVFs2bLFs5j3+vXrCQoKorKykoqKCkJCQgA4fPgwqampREdHk5CQQH5+PgDFxcVMmDCB2NhYYmNj2b59O+Bu3Zg5cybJycmEhISQkZHhNe6OHTvyzDPPEBcXR3Z2NkuWLCE2Npbw8HBmz57t+b8yOTmZhQsXMnjwYPr27cvWrVsBKC8vZ8qUKdhsNiZPnkx5ebmn7lWrVhEREUF4eDgLFy6sdcyFCxcSHR3NiBEj2LVrlyfOjz/+2Guca9euJTU1FXAntuPHjyc1NZU+ffrwq1/9qslj1vTpp5/Sr18/hg0bxsMPP8yYMWM812z27NmkpKRw3333UVFRwf33309ERAQDBw5k06ZNANx5552eZaAGDhzIkiVLAPcqBe+99x5PPPEEW7duJSoqildffRWA48ePe4137NixrFq1ymucc+bMISYmhrCwMJ599lnP9l69evHss88yaNAgIiIiPJ+FkpISUlJSGDhwIA8++GCD33N133Nvn1GAd999l9jYWCIjI5kwYYLnM31JichV8xMdHS1Xi5MFp+TYF4Vy4tDJWj9H7cfk/PfnGyz3feX3Yv+nXQ59d7Dej70wR5yW8xKehVKqNe3bt6/2hmdp+Z9GfPXVVwLItm3bRETk/vvvl1deeUUqKyslPj5eTpw4ISIiH330kdx///0iIpKUlCQ5OTkiIuJwOKRXr14iIvLYY49JTEyMbNu2TTZv3ixTpkwREZHbb79dDh48KCIiO3fulOHDh4uIyNSpU2Xr1q0iIvL1119Lv3793Jfg2WclPj5eKioqpLi4WLp06SKVlZX1Ygdk9erVnuclJSWex9OnT5ePP/7YE++CBQtEROSTTz6RO+64Q0REfvvb33rOac+ePeLv7y85OTny7bffSnBwsJw4cUIcDocMHz5c1q1b5znmp59+KiIi48aNk5EjR0plZaXs3r1bIiMj68V45MgRGTRokOf5f/7nf0rv3r3l9OnTUl5eLjfffLMcPXq00WNWKy8vl549e8qRI0dERGTKlCkyevRozzUbNGiQlJWViYhIenq6pKWliYjI/v37JTg4WMrLy+Wll16SN998U86cOSMxMTGSkpIiIiLJycmSn58vmzZt8tTZWLzVbr31Vjl58mS9865+L5xOpyQlJcmePXtEROSWW26RjIwMERF566235Oc//7mIiMyfP1+ee+45ERH585//LIAUFxfXq7fme97YZ7RmTE899ZTnmM8++6y88sor9eptrnq/r+6Y7OIln9ExZz7Kclj4eenWBJBGxvU31K0JgDFYYtWbZkMppS5WcHAwQ4cOBWD69OlkZGSQmppKXl4eI0eOBNxdSN27d69Xtk2bNtx6663s37+fXbt2sWDBArKysnC5XCQkJFBaWsqOHTuYNGmSp8z58+cB2LhxI/v27fNsP3v2rGcB8dGjRxMYGEhgYCA33HADRUVF9OzZs9ax/f39mTBhguf5pk2bePnllykrK+PUqVOEhYVx1113AXha96KjoykoKAAgKyuLhx9+GPjXeqAAOTk5JCcn061qXdJp06aRlZXFuHHjaNu2racVLCIigsDAQAICAoiIiPDUW1NhYaGnnmp33HEH117rXppvwIABfP3115SUlDR4zGr5+fmEhITQu3dvAKZOnco777zj2T927FiCgoIA2LZtG/PnzwegX79+3HLLLRw8eJCEhAQyMjLo3bs3o0eP5q9//StlZWUUFBQQGhrqaXlqKt7g4GAAbrjhBo4fP871119fq8wf/vAH3nnnHZxOJ4WFhezbt89zfWu+F3/84x8970X149GjRzc4jq3me37gwIEGP6N5eXk8/fTTnD59mtLSUkaNGuW1vtakyZmPqrfoebXmdGs20KRrEO3WVEq1qLrDL4wxiAhhYWFkZ2c3WT4hIYENGzYQEBDAiBEjSEtLw+VykZ6ejmVZdO7cmd27d9crZ1kW2dnZnoSipsDAQM9jf39/r+Oo2rVrh7+/+w/ViooK5s6di91uJzg4mMWLF1NRUVGvvrp1eRt60tj/sQEBAZ4yfn5+nnr9/Py8xhgUFFQrjobOrTn/rzf1muqF2Bt7bWxsLHa7nZCQEEaOHMnJkyd59913iY6ObrDext6LioqKeu/fV199RXp6Ojk5OVx33XWkpaVd9HtRV833vLHPaFpaGn/605+IjIxk+fLlbN68ucm6W5qOOfNRVgM3BEDjU2k4XQ4a+owK7pYzpZRqKUePHvV8wa1atYphw4YRGhpKcXGxZ7vD4WDv3r0AXHPNNZ4WLoDExERee+014uPj6datGyUlJeTn5xMWFkanTp3o3bs3a9asAdxfqHv27AEgJSWl1l2A3hK45qr+8u/atSulpaVkZmY2WSYxMZGVK1cC7paW6rFYcXFxbNmyhZMnT+JyuVi1ahVJSUkXFVffvn29tqjV1Zxj9uvXjyNHjnjqW716dbPO7eDBgxw9epTQ0FDatm1LcHAwf/jDHxgyZAgJCQmkp6eTkJAA1H9vGyMi/POf/6RXr161tp89e5YOHTpw7bXXUlRUxIYNG5qsq2a8GzZs4LvvvmuyTGOf0XPnztG9e3ccDoen3ktNkzMf5XJ6T86q+6MbUullXc2aNDlT6irW4cZLXl///v1ZsWIFNpuNU6dOMWfOHNq2bUtmZiYLFy4kMjKSqKgoduzYAbhbJR566CGioqIoLy8nLi6OoqIiEhMTgX91EVa3hKxcuZJly5YRGRlJWFgY69evByAjIwO73Y7NZmPAgAEsXbr0ok+zc+fOzJo1i4iICMaNG0dsbGyTZebMmUNpaSk2m42XX36ZwYMHA9C9e3deeuklhg8fTmRkJIMGDeKnP/3pRcXVoUMHfvzjH/OPf/yj0dc155hBQUG8/fbbpKamMmzYMG688UZPd2Ndc+fOxeVyERERweTJk1m+fLmnxSohIYEbb7yR9u3bk5CQwLFjxzzJmc1mo02bNkRGRnpuCGhIbm4uQ4YMoU2b2h14kZGRDBw4kLCwMGbOnOnpMm/Ms88+S1ZWFoMGDeKzzz7j5ptvbrJMY5/R559/nri4OEaOHEm/fv2arKs1mKupmysmJkbsdvvlDuPfJpbwzefHCbq2Xb195Wcr6HJzZzp27eClJHx99mvOnj9NUED7evvOnD9D6HX96Ni2Y4vHrJS69Pbv30///v0vdxiqFa1bt47c3FxeeOGFf7uu0tJSOnbsiIjwi1/8gj59+vDoo4+2QJQX7pFHHmHs2LHccccdl+X4l4O331djTK6I1JscT1vOfJDlshoc1G+MewmnhjhclY23nOkqAUopdcW4++6763X9Xax3332XqKgowsLCOHPmDA8++GCL1HsxwsPDf1CJ2YXSGwJ8kGVJQ4sDuNfXdDWcYFV6WVezpquppVQppX4IHnjggRap59FHH71sLWV1XcqJda9E2nLmg8QlF99yZlXi79fQ2k7oKgFKKaWUj9PkzAeJZXlf9BwwfmC5vLd+SdW6mg21nBkDLku7NZVSSilfpsmZD7Jcgmmg7cyYhrs1XU20ihnjh4uLXzdNKaWUUq1PkzMfZLmshieSbWTMmctqPPEyGJyWdmsqpZRSvkyTMx/kamQCWnfLmffEzSUN3+XpKavJmVJXsRQgpgV/Uho9WkFBAeHh4RcU4fLlyzl+/PgFlbkSJCcn0xpTORUWFnoWKG/K8ePHmThxIuCelPfTTz/17Fu8eDHp6ektHt+Fam5clZWVJCYmel05oSV07Ng6U0qlpaU1axLjpmhy5oOshpZuwt1yJs6GkjMXDd/nCX7GD2cTrWtKqSvZKR+vzzeTM5fLd/9o/d3vftfsOxt79OjhSQzqJkEt6d9JmJobV9u2bbnjjjsaXcmgNYkI1mUco63JmQ9qaHUAAEzD/5E4LSeN5Gb44dfkuDSllLoQTqeTGTNmYLPZmDhxImVlZYB7BvikpCSio6MZNWoUhYWFZGZmYrfbmTZtGlFRUWzZssWzkPX69esJCgqisrKSiooKQkJCADh8+DCpqalER0eTkJBAfn4+AMXFxUyYMIHY2FhiY2PZvn074G6JmTlzJsnJyYSEhJCRkeE17o4dO/LMM88QFxdHdnY2S5YsITY2lvDwcGbPnu0ZWpKcnMzChQsZPHgwffv2ZevWrQCUl5czZcoUbDYbkydPpry83FP3qlWriIiIIDw8nIULF9Y65sKFC4mOjmbEiBHs2rXLE+fHH3/sNc61a9d6Fku/8847PctEDRw4kCVLlgCwaNEi3nvvPU9LZmVlJc888wyrV68mKirKk+Ds27evyeuybNky+vbtS3JyMrNmzWLevHmAu0VowYIFDB8+nIULF3Lq1CnGjRuHzWZjyJAhnrgiIiI4ffo0IsL111/PBx98AMC9997LZ599dkFxjRs3rsHlk8aNG0d0dDRhYWG1FnDv2LEjTz31FJGRkQwZMoSioiLAvWZnfHw8sbGxLFq0yGudBQUF9O/fn7lz5zJo0CC++eYbPvvsM+Lj4xk0aBCTJk2itLQUoMHPS4upXg7oaviJjo6Wq8GJQ8VyPO+fcuLQSa8/X9uPieWy6pUr/v6E5P4zRw59d9Drz96TebL/5P7LcEZKqdawb9++OluiW+GnYV999ZUAsm3bNhERuf/+++WVV16RyspKiY+PlxMnToiIyEcffST333+/iIgkJSVJTk6OiIg4HA7p1auXiIg89thjEhMTI9u2bZPNmzfLlClTRETk9ttvl4MHD4qIyM6dO2X48OEiIjJ16lTZunWriIh8/fXX0q9fPxERefbZZyU+Pl4qKiqkuLhYunTpIpWVlfViB2T16tWe5yUlJZ7H06dPl48//tgT74IFC0RE5JNPPpE77rhDRER++9vfes5pz5494u/vLzk5OfLtt99KcHCwnDhxQhwOhwwfPlzWrVvnOeann34qIiLjxo2TkSNHSmVlpezevVsiIyPrxXjkyBEZNGiQ5/lLL70kb775ppw5c0ZiYmIkJSVFRESSk5MlPz9fvvrqKwkLCxMRkf/8z/+UX/ziF56yzbku3377rdxyyy1SUlIilZWVMmzYME8dM2bMkNGjR4vT6RQRkXnz5snixYtFROR///d/PfE/+OCD8uc//1m+/PJLiYmJkQceeEBERG699VY5d+7cBcXldDqla9eu9a5LzferrKxMwsLC5OTJk55rXP3ePf744/L888+LiMhdd90lK1asEBGRN998Uzp06FCvzq+++kqMMZKdnS0iIsXFxZKQkCClpaUiIvKb3/xGnnvuuVrHF6n9eZkxY4asWbPGa8z1f19FALt4yWdareXMGBNsjNlkjNlvjNlrjHmkavtiY8y3xpjdVT93NlA+1RhzwBjzD2PME60Vpy9qtOUMwBgsL4ufN7Wupp/x0xUClFItKjg42LP+4fTp09m2bRsHDhwgLy+PkSNHEhUVxQsvvMCxY8fqlW3Tpg233nor+/fvZ9euXSxYsICsrCy2bt1KQkICpaWl7Nixg0mTJhEVFcWDDz5IYWEhABs3bmTevHlERUUxduxYzp4961l0e/To0QQGBtK1a1duuOEGT+tJTf7+/kyYMMHzfNOmTcTFxREREcH//d//eRbBBjyte9HR0Z6Fw7Oyspg+fTrwr/VAAXJyckhOTqZbt260adOGadOmkZWVBbi76qpbwSIiIkhKSiIgIICIiAivC5wXFhbSrVs3z/OEhASysrLYtm0bo0ePprS0lLKyMgoKCggNDW3yvWrquuzatYukpCS6dOlCQEAAkyZNqrV/0qRJ+Pu7v2O2bdvGvffeC8Dtt99OSUkJZ86c8cSYlZXFnDlz+PLLL/n222/p0qVLg+O8GorL39+ftm3bel1MPSMjw9M69s0333Do0CHPNa4eo1fz/dq+fTtTp04F8MTtzS233MKQIUMA2LlzJ/v27WPo0KFERUWxYsUKvv76a6Dxz0tLaM0VApzAYyLyd2PMNUCuMeavVfteFZEGRyYaY/yBt4CRwDEgxxjzsYjsa8V4fYbLYdGmbcNJFgBemlAdrkr8G1kdwH23puPfDU8ppTyqFyiv+VxECAsLIzs7u8nyCQkJbNiwgYCAAEaMGEFaWhoul4v09HQsy6Jz587s3r27XjnLssjOziYoKKjevupFusH9Be9tjFS7du08iUZFRQVz587FbrcTHBzM4sWLqaioqFdf3brqnjs0vgpLQECAp4yfn5+nXj8/P68xBgUF1YojNjYWu91OSEgII0eO5OTJk7z77rtER0c3eMyamroujcUO7oXYG3utMYbExETeeustjh49yosvvsi6devIzMz0LI5+oXGdP3+edu1qrzO9efNmNm7cSHZ2Nu3btyc5OdlznWpe4+a8X02d48iRI1m1alWt1zT1eWkJrdZyJiKFIvL3qsfngP3ATc0sPhj4h4gcEZFK4CPgp60Tqe9xORq+IaDaxbScGWOwRG8IUEq1nKNHj3qSsFWrVjFs2DBCQ0MpLi72bHc4HJ6WhWuuuaZWS0hiYiKvvfYa8fHxdOvWjZKSEvLz8wkLC6NTp0707t2bNWvWAO4vyz179gCQkpLCm2++6anHWwLXXNVfrF27dqW0tLRZd9slJiZ6xkPl5eV5xlzFxcWxZcsWTp48icvlYtWqVSQlJV1UXH379q3Vota2bVuCg4P5wx/+wJAhQ0hISCA9Pd1r4lP3OjfH4MGD2bJlC9999x1Op5O1a9c2+Nqa579582a6du1Kp06dCA4O5uTJkxw6dIiQkBCGDRtWK8YLiaukpIRu3boREBBQa/uZM2e47rrraN++Pfn5+ezcubPJuoYOHcpHH30E0OA4trqGDBnC9u3b+cc//gFAWVkZBw8evKjPy4W6JDcEGGN6AQOBv1VtmmeM+cIY874x5jovRW4Cvqnx/BgNJHbGmNnGGLsxxl5cXNyCUV8e1XOYNZXhi5fpNByWo+Glm3B3a7qshudQU0pd6bpc8vr69+/PihUrsNlsnDp1ijlz5tC2bVsyMzNZuHAhkZGRREVFsWPHDsA9sPyhhx4iKiqK8vJy4uLiKCoqIjExEfhXF2H1/4ErV65k2bJlREZGEhYWxvr16wF3t5bdbsdmszFgwACWLl160WfZuXNnZs2aRUREBOPGjSM2NrbJMnPmzKG0tBSbzcbLL7/M4MGDAejevTsvvfQSw4cPJzIykkGDBvHTn15c20KHDh348Y9/7EkOwN3SeOONN9K+fXsSEhI4duyY1+Rs+PDh7Nu3r9bA+6bcdNNNPPnkk8TFxTFixAgGDBjAtdde6/W1ixcv9lz/J554ghUrVnj2xcXF0bdvX0+83377LcOGDbvguDZt2sSdd9Yf+ZSamorT6cRms7Fo0SJPN2RjXn/9dd566y1iY2M5c+ZMk68H6NatG8uXL2fq1KmeGx/y8/Mv6vNyoUxrf1EbYzoCW4AXReSPxpgbgZO47yt8HuguIjPrlJkEjBKRB6qe3wsMFpH5jR0rJiZGWmOemUvJ5XBx/It/0u7adg2+pvzseW4M7Upgh7a1tu8p3k1Qm6BGFz4/U3GGqBsH4t9IC5tS6sqwf/9++vfvf7nDUK1o3bp15Obm8sILL1yS45WWltKxY0ecTid33303M2fO5O67774kx65r/PjxvPTSS80aT3cl8Pb7aozJFZGYuq9t1ZYzY0wAsBZYKSJ/BBCRIhFxiYgFvIu7C7OuY0Bwjec9Ad+aGKeVWJYgTbSaGUDqdGtaYuG0nI0mZu7CBkv0pgCllLoS3H333fTq1euSHW/x4sVERUURHh5O7969GTdu3CU7dk2VlZWMGzfuqknMLlSr3RBg3G3Sy4D9IvK7Gtu7i0hh1dO7gTwvxXOAPsaY3sC3wBTgntaK1ZeIy8I0NlkZIEi95Mw9f1nTgx0Not2aSil1BXnggQcu2bF8YRUBcI+vu++++y53GJdNa96tORS4F/jSGFM9UvNJYKoxJgp3t2YB8CCAMaYH8J6I3CkiTmPMPOAvgD/wvoi07H2qPspyNTbH/7/UTbAsy9WM1AwEbTlT6moiIs26C00pdflcaKNIqyVnIrIN7005XtdtEJHjwJ01nn/a0GuvZmIJphlpVt0bAlxi0ejyADVocqbU1aFdu3aUlJRw/fXXa4KmlI8SEUpKSupNCdKY1mw5UxfBclmNro8J7js5Xc7ayzA5xdm81Ew0OVPqatGzZ0+OHTvG1XCnulJXs3bt2tGzZ89mv16TMx/jcriaH95lowAAIABJREFU/AvYGINVt+XMcjWv4cyIrhKg1FUiICCA3r17X+4wlFItTBc+9zFWU0s3AcYPL8mZs9ndGnpDgFJKKeW7NDnzMS6nhV9TyZkxWM7arV/nrfNNT6MBVd2arqZfp5RSSqnLQpMzH+OqbHrpJuNnEFft5MzhcjS6rqanrAGXpd2aSimllK/S5MzHuJrRrYmXljOH5cSvkaWb/lXUDxe6vqZSSinlqzQ58zEXO+as0qps1pJMBoPT0uRMKaWU8lWanPkYl6MZ3Zrm/2fv3WMkW9ezvt/7rbWqurt6pntmz0zPvh8f344vGB/7yIAAI7Ax+BzbYJQLCUFWCCGK/AeWUBRQiKwAiRIiEFIuShyDZBEH2cEQY/ABDjsWyAIMx8Y2xufYh5yz9+w9e093z0zf6rbW+r7vzR+rqrqq69JVNV0z1d7vT9p7z1TV6l67uy7Pei/PI8R4sa1ZzDVz5sSNHWsYhmEYxvpg4myNiCGCMp+VxlBbM2okaJhLnIlY5cwwDMMw1hkTZ2uExvliWMQJqucZmUHDXKkCAA7Xy+E0DMMwDGMdMXG2RsybqwmAMgg/jzHMfVxVOTNxZhiGYRjriomzNULj/PmYwrk48xqQOY9z4giYODMMwzCMdcXE2RoRw3yh51BJuL44q9qU8x0nSBX1ZBiGYRjGWmLibI3QMH+sksiQOIth7kgmESGqLQQYhmEYxrpi4myNiDEy79SZArEnzspYzp2r6cQRYrR8TcMwDMNYU0ycrRGhDHOLLAC0L87m8zgbJmJeZ4ZhGIaxjpg4WyNiOUd0Ux8dqpyFkmSO6KYBIkQ1cWYYhmEY64iJszUi+IibV5wB/eJXEcuFKmeCmjgzDMMwjDXFxNkaMU900wBhEMNUhvlyNYexmTPDMAzDWE9MnK0RYYG2piBEf74QsEjlTLG2pmEYhmGsKybO1ojoFxBnrsrirHI142ILAYqJM8MwDMNYU0ycrQmqSvDztzXFCRqqwPP5M5/6B6ttaxqGYRjGmmLibE3QqKDMb6UhQgixcvtfYIdg8P1s5swwDMMw1hITZ2uCRq1s/+dEpJo5CxoW12YKUS3CyTAMwzDWERNna0IMuog2Q5wQe23NRYtgIli+pmEYhmGsKSbO1oQYFotUEqkWCEL0LDp0JuIImDgzDMMwjHXExNmaoFGRBRqU/YWAMvrFIp+obDh8tPBzwzAMw1hHTJytCRp0wcqZEKNSxmKx6Caq8PO+ga1hGIZhGOtF+qJPwKiIYTGxJE6IPuLLfOHQcxGrnBmGYRjGumKVszVhEY+zAVKFni8qzhyu8kczDMMwDGPtMHG2JsQy4pLFDcsKv3iuZlU5M3FmGIZhGOuIibM1wS+Qq9lHqELPF66c2bamYRiGYawtJs7WhFCGhbcuA4oPuvjMGWI+Z4ZhGIaxppg4WxOij8iCbU2NEcLiMUwi0vNHMwzDMAxj3TBxtibEMuLcYr+OqMvZYThxRBaz7jAMwzAM4/lg4mwNUFVCWHxbMxKrTM7lvunS4s4wDMMwjNVh4mwNqATW4puaIXiWdcQQESImzgzDMAxj3TBxtgbEJebGoNfWXLo1aZUzwzAMw1hHTJytAVWu5uIiy2tcNPN89PvazJlhGIZhrB0mztaAGCK6TFsTj8TFjwNQxCpnhmEYhrGGmDhbAzQsI80gqIclxRm6/LanYRiGYRirw8TZGqBxOVuLQMDFJX+ForYQYBiGYRhriImzNSCEsMyyJl7LpduaYDNnhmEYhrGOmDhbAyoD2mVmzsIztjUtwskwDMMw1g0TZ2vAMqHnUSNRlGXzy0WwfE3DMAzDWENMnK0B0S8nzsQJuqRHmoirKm+GYRiGYawVJs7WgFAGZIlcTRGWjm8SBG/h54ZhGIaxdpg4WwNiGZEFfxM+BlRYunLmxBGjbWsahmEYxrph4mwNCD7gFqycKQEngqouVT0TscqZYRiGYawjJs5eMKpKDIvPnAWNVHHpspQ4cziCbWsahmEYxtph4uwFUwmrxe0wfCyryhm6VL5mVTkzcWYYhmEY64aJsxdMDEuGnseA4GDZypm4Kv7JMAzDMIy1wsTZC0ZDZKnKWShJxCGiLBORKQjBsjUNwzAMY+1IX/QJfNiJQZfpSlLEEhFXtTSXiGESEYItBBiGYRjG2mGVsxeMRl1KXIXoezNnLFU5c+KILBe4bhiGYRjG6jBx9oKJMS4Zeu5xkgDLG9GiSrTWpmEYhmGsFSbOXjDRLy6OokaiKoIgLFV46yFETJwZhmEYxjph4uwFE8qIW9jjLAyqbQqwbISTWOXMMAzDMNYNE2cvmODjcrmavT+LyFLVtz42c2YYhmEY64WJsxdMLMLCuZohxvNW5jPkaypilTPDMAzDWDNMnL1glqmcKedtTXFCXFKcoZg4MwzDMIw1w8TZCyb6ZWbOhgTVM1TOELWFAMMwDMNYM1YmzkTkdRH5GRH5nIj8GxH5k73b/0cR+byI/LKI/G0R2Z1y/Nsi8q9F5BdF5LOrOs8XTfBh4dDzfq4mgDyLOMMqZ4ZhGIaxbqyycuaBP6WqXwP8VuD7ReRrgc8AX6+q3wD8OvBnZnyN362q36iqn1jheb4wVJUY4sLirIy+l6sJyDO0NQE1cWYYhmEYa8XKxJmqfqCqv9D78xnwOeBVVf2HqoPE7X8OvLaqc1h3KlG1uANt2cvVBKplgiXFmQAhhqWONQzDMAxjNTyXmTMR+QjwceDnLtz1x4BPTzlMgX8oIj8vIn9ixtf+EyLyWRH57OHh4VWc7nNDQ0SWSNb00Ve5mvSsNJYVZ+IImDgzDMMwjHVi5eJMRLaBnwB+QFVPh27/r6hanz865dDfrqrfBHwnVUv0Wyc9SFV/SFU/oaqfuHv37hWf/WrRqOgSlbMQ/aBy9iwLAYLgLfzcMAzDMNaKlYozEcmohNmPqurfGrr9+4DvAv6ITnFBVdX3e/89AP428C2rPNcXQQzLSDModahy5gSNy5nJOnHW1jQMwzCMNWOV25oC/FXgc6r6l4du//3Afwl8j6q2pxzbEJEb/T8D3wH8yqrO9UURY1xYVEWtjpEhWScCy8z1i4iJM8MwDMNYM1ZZOfvtwB8Ffk/PDuMXReSTwP8M3AA+07vtfwMQkVdE5Kd7x+4BPysivwT8C+DvqerfX+G5vhA06sL7AMO5moOvA0vlazocXk2cGYZhGMY6ka7qC6vqzzJZevz0hNv6bcxP9v78ReA3r+rc1oXo40gFbK5jppTIlonItMqZYRiGYawflhDwAvFFXCJXM3BxwVPoVeEWxIkjqC0EGIZhGMY6YeLsBRJ9WDhXMxKvrK0pyGgUlGEYhmEYLxwTZy+QWC6eDhA1TmyELt/WtMqZYRiGYawTJs5eIKFcIlczlIiMHvMsbc3I4hujhmEYhmGsDhNnL5AQIm7hXM3yPFezh6JLWWn0Drbwc8MwDMNYI0ycPSdCDDxqPRq5LfrlQs+TsS0CWa6v2Ts2YuLMMAzDMNYFE2fPiTzkPDx7l2ZxBlRtyBgWF2fDuZp9BIh+2XxNtcqZYRiGYawRJs6eE2Us6YaCh833UVXiEjNi/a8zVjlzgoblBZbNnBmGYRjG+mDi7DmRh5zNdIOz4pRm2UTD5K3LywgaxitnAssa/StilTPDMAzDWCNMnD0nOr5D6lI20g0eNh8SQmTR2PNJuZoAiBCXrZwpRItwMgzDMIy1YWXxTcYonbISZ7WkxnH3iKY0kQXbiVXVbPx2cctXzgDixcgBwzAMwzBeGFY5e050QyXOADbSTR6evLewJAoxTD5GnmHmzBYCDMMwDGOtMHH2HPDREzXgerNiG+kGraJF23cW+jpR41iuJjzbzBmAmjgzDMMwjLXBxNlzoIzl2G2Z1njSfbzQpuSkXE3gmbY1hV6YumEYhmEYa4GJs+dAGUtUR1VVTTO6sUvbt+b+OtNyNUVgWX0l4gi2EGAYhmEYa4OJs+dA4YuxQf7olY20zn7rYO7qWTkhVxOojGyjLuVXJgheLfzcMAzDMNYFE2fPgY5vk7hk5LbolVpWoxvyuatnfkKuZh9Fx+bRkr/7j6h/+x9m4+u/jfq3/2GSv/uPxo5z4qytaRiGYRhrhImz50Df42yYfq7mRlqbu3pWTEoHGCDoUOpA8nf/EdkP/iXcBweIKu6DA7If/EtjAs3EmWEYhmGsFybOngOd0CGVUXGmPoITMlcjD11ac1TPwoRczT4CDC9dpn/lh5FuPvqYbk76V374wnGCt5kzwzAMw1gbTJytmBADPvjxtmapgzm0elrnoHVAvKR6VkY/vXImwNDx8uhw8sMu3C4iVjkzDMMwjDXCxNmKKWPJxW0AjYpqb5AfyFyNbujQLJtTv46qTszVPL+fkbam3r87+XEXbnfiCLYQYBiGYRhrg4mzFVPGcsz+YlhE9dlINzls70+tnilKFVM+LY9TR9qa/gf+OFrLRh+xUcf/wB8fuU0Qs9IwDMMwjDXCxNmKKUIxdtskQ/7MZeShmFo9u2wuTERG2prhu74d/0e+t/p+QHz5HuV/86cI3/XtY8dZW9MwDMMw1gcLPl8x3dAZmzfToBMDzDfSDQ5b+2xn27gLD4jTcjX7X1N1TPTp135Vdew3fh3Fj/5PE49z4ohEVHWih5phGIZhGM8Xq5ytmHY5YVNzimFs5jLyWNIszsbum5YOcI6Mt0vPqiqctC/J8FQs/NwwDMMw1gQTZytmksdZJaImS62NtM7BhNmzwOzKmTA+yyZnPXuOThfKWUP/UuV2GoZhGIbxwjFxtkKCBspYzt3WhKp6VkQ/Vj2L8RLxJEL0Mypn5Xj4+vmhapUzwzAMw1gTTJytEB8mC6Lox6OWhtlMN9hv748IJj/L4wwQN6ly1lsuaHfAzx76XyaX0zAMwzCMq8fE2QopYzlRhPXTAaaRupQylpwNVc/KWEzN1QRABB2rnPXamt0c8nz8mPODrXJmGIZhGGuCibMFUFU6J925H1/GkknqLHodGNBOYzPd5KB9MBBNZfRjG5zDiEAMkytnogqnswxuIZrXmWEYhrECfPRm2bQgJs4WQKNy9O4JZWf6/NYwHd8dmzeDXnTTJT/5qnrmOS1Ogdm5mkBViRvb1jzP65ST05nfL85cNzAMwzA+zAQfCeVyAutx5zEnxckVn9FvbEycLUjZLWk+vjykHCZvagJEHy+tnAFsZRuD6tnMXE16lbMLbU05baK9apucTK+cYQsBhmEYxgw6xx1aT9tLHZuHnK6fv+tkmDhbGBGhedie6wqi69sTxZmG2TNnfRJJCRo4yU/weknlTKot0JGbmk24tVP95WyGOAPUxJlhGIYxBd/1+O5yOcxFKCjCrLln4yImzpbksiuIqJFuyElkSltzTjP+zXSDw84BAjNyNasQ9XET2hb60q3q/hniTMDmAQzDMIyplF1PmS/3OVGEnK43cbYIJs6WoLaVcfqoSQzTq039wPOLkUj9dIB52prQr57FqYHoAy5WznxAOl30zu3q7zNSAkSchZ8bhmEYU/F5IBTLV87yaG3NRbBszSVwqSO2Ip3TLo1bWxMfU4ZyMGL/8/uf5ae/+Pc4yo/Yrd/iW9PfzTfd+Oa5v99Wukl+SUlYRHr5mj3h16wqZX1xJp3pLwwnDq/LvegMwzCM39ioKmVeDv68SA5ziIGoEY3VbLO7bBvOAKxytjTZRsrZB82p5q19j7Of3/8sP/5rP8ZRfgTAcX7ET7d+il9u/uLc38tJwmY6WQQOI0P5mv3oprkqZwje2pqGYRjGBKKvukQy9Od5qealQVF8tCLAvJg4W5K0npJ3SopWMfH+3Oc45/jpL/69nt/ZOZ6St44/c+XnpCiDuf7ejJm+tIuKXFo5iybODMMwjAlEHwcTzxf9NC8jxID2pqZNnM2PibNnIM0STh9NHrTv9DY1+xWzi5yE4xWckVSOsgyFnje2YGvz8sqZzZwZhmEYEwj+3AkzXhIFeJFqZEYBtfGZBTBx9gxkmymdky7lhPXiTuiSuYxb9VsTj91Jdq/8fEQmVM4aDXR7C9rTK2ciYtuahmEYxkT6rUzVSqgtQoh+EJQTrHI2NybOngERQRIZM6VVVbq+SyIJn/zop8bsNFIyvm339179CemEytnuDWg0kM70ypkTR7ArGsMwDGMCPvfV550TQrGYOCtigXOORBJyP3kMyBjHxNkzUt+q0TxsjZjS+uhRIiLCN+99gq++9dWD+xpJg081vptv2P7GKz8XhfHK2e5NdLtxaVvTrDQMwzCMSZS5x6UOlwhlvtiFfOELnDgScXTD9M8hYxQTZ8+IuMrCovX0/EnX9zgbZrdetTF/x+1v5Tdt/eaVnc9gW7PZq5zt3ISb29VCwJTNUmtrGoZhGNPwHY9LHC5xhHy+bOk+ec+MPXHppZZQxjkmzq6A+laNs/1zU9oiFiMx4h+0PuDLdj7KTm2HR50PmDseYEGEc/0lp010o179s71VVc7KyVc8ThyRONUWxDAMw/jw4vOAS6oxHp8v2tYsK3EmCXmwtua8mDi7AlzqCGWge1pdFeShOzDa6/ouR/kRLzde5uXtV3iUP2JVHnwK0I9waraqTc0sg+1GVTmbIs76B1v4uWFcLbnvklvgs3GNiSESfBhUzsoFK2dFyElcQuISyljY58ycmDi7IrKNlNNHZ6gqnbJD2lsCeNR6BMD9xsu80niFw/KQKKt5corIuVngWRPd2oQsHaqczXpRCRF70RjGVXJcHHNcnLzo0zCMpYk+Dpo9VTKAzL2xGTQQhlMB1EZo5sXE2RWR1lOKVkHRKun6DomrkrE+aH0AMKicRQJP4pPVnMRwvuZZq/I3q9VgexvJC+hM7/eLWOXMMK6ars8pLPDZuMYMe5z1mZUrPXJsDDB8tDBmym5MxsTZFZLUUk73z+j4LmlPnD1qfUDN1bi1cYtXGq8AcOAfreT7i5OBe7OcNtHGFqRJVTkD5OR0xtFq4swwrpjcd20I2rjWRB+5qM5iOd9nRZUIMDxjreYMMCcmzq6QbDOledSkzMOgjPuo9QH3G/dx4ri7cReHY7/cX80JjFTOmrC1Uf25L87OzmYebgsBhnG1FKGgsEqBcY0JRRgJOhcWqJxpGHUuUPD2epgLE2dXiIgQiBRH50++D1ofcL/xMgBOHXeSu+wXK6qcDYmzauasEmW63agecDI5agpAVYhXeEUTyoBf0A/HMH4joarksaAIthBgXF987nHpqMPAsK/nLIKGkYt+55wZ0c6JibMrJtkUiicl0UfOijOaZZOXe+JMo3Iv2WO/XHFbU7Xa1tzarO7oi7PT2ZWz8cmC5eme5px8MPv7GcZvZLxWsTUhRmvlGNeWslviknOpIIngJ0QWTjw2lCNVt1QS8mht/nkwcXbFlOoRheKk5NHQMgD0xFm6x1k4pR3aV//NBQgKnS4SItqoxFm/ciatGd9TrnbmLJSB5uPWwjlsUM0p2EaPcd3x0SOiiPRnbwzj+lHmYUScucTh8/nen4tY2WgMjnWJWcvMiYmzK6YbumRbNdr7XT5oVuKs39bUAPeSPYCVVM9EepWzXnTTeeWsam/OinAC0CsUZ76M+K6naC1ewn7Sfczj7uGVnYthvAj6w9CK2QcY1xNVrXI1k/Pq1yIRToUvRrKlU0nNiHZOTJxdMbnPyWopsYy8f/w+jbTBjdoN4LytCaxm7sxVM2f90HNt9GfOtgGQ9vQrFoEr/QCJRSCtp7QuhMLPQ+ELjjrHV3YuhvEi8NFXIwbaa3EaxjUj+ogoI61JlzhCMd9nRR6Kc48zqjSaIha2fDYHJs6umCLmpC4hqSe8f/Y+9xv3B09sjUpDttlyjZVVzjQCp4tXzkQc/grFWSgDta2M9kk+9/BonzwUnJVn1goyrjVFzBHnQJRgz2XjGhJ9RC/EDVazzXGujc0ijlbORMQuVubExNkVEjQQNSI4XM1xUOyzV98b3B/LiHOOvdr9lW5s9sWZ9sXZRh11DulMF2dOHIGre8EEH3CpA1W6Z4sNgPpYEKOn42e3YQ1jnem3dJzYhppxPQk+Mi0JOl4yT6yqlLEcmTkDQNQuvOfAxNkVMvyEOwnHFBTcjncHt0WviIO97D4H5cFKTF8VzitnN6t2JiJV9awzq60pV1w5i4iTqrX5ZLHlhyJ6siTjrJhlmmsY6023nyloG2rGNSWUYXILUrh02curnyjsqs8aE2eXYeLsCvHRD8woDorKaPZWfpvQ22yJPoIT9mr38Vry1D9dzYn0Z852bw5u0sYWMqOt6cQRr0icxRBRVUSEtJ7QPc3xc84o9K+2NtMtnnZX9PMxjOdA7rskUgU+W0qAcR0puwGXTK6dXdbWnDbDrGqVs3kwcXaFlKEcXCkclAcA3Evv0T2qWhrqq7X6vWx1SwEiVXQTALs753fc2IaZCwGCvyIvJo1KP7KjP2/XPZtvfbpylFayJKtyCW2zx7iGqCpFLCtxJonlaxrXEp/7ERuNAXq5Ee00Aeaco7BK8qWYOLtC8pjjesOPB+U+N5Mdths36BzmRB+JpSJOuFu7hyArWQpQBc6aaHKeqQk9r7MZM2cicmVDyzEoMmRom22kNA/na20GDeiQsGv7FfjBGcaK8epRqupxIglFLG1Dzbh2+LysZocvMI/XWfVePk4iCV27WLkUE2dXSO67pL3hx4Nin3vZvcofRpXipEoNECdkkvFSdmd1SwFnvXSAWu38xhuNykojTi5FO3FX5mIeQxwILIC0nlK0irm8cYZL4alLOMlPruScDON5EmIYXKBU1WNLCTCuH/6CAW0fl8ql4qzqJI3Ls8Ql1hGZAxNnV0g35CSSEDRwWB5yr3YfgHQjpb3frXIvez/xvez+auw0AJrNKh0gSwe363ajstIoJwskQa7sw0P7EVLDX1+E7snlV0vVOVTHbiQbHOdHVnEwrh0+lqieX6BURrQ2Z2NcH2KIg4LCRarK2ewA8yIWg07SMIlYSsA8rEycicjrIvIzIvI5Efk3IvIne7ffFpHPiMgXev+9NeX47+s95gsi8n2rOs+rImokxICThKf+KQHPvd5smcscsTwfkgfYq93n2B/RjVf7JFV0qHKWnd+xvYV0ulBOfkE5cVdmQhtj5OKaTraZ0pzDkDZo6GszEpdQBm/D1Ma1o4weRqoGemUznYbxPJi1jekSR8hnLwQUIR+30aAnzsyI9lJWWTnzwJ9S1a8Bfivw/SLytcCfBt5S1a8E3ur9fQQRuQ38IPBbgG8BfnCaiFsXfPQDQdLf1LyX3Rvcn9QTQn7+ZNzL7o889uoQpNmq0gHSC5WzzozKmQiReCUvmFBE5II6S7KEslNSdmZfbflQMux5KECrXDxlwDBeJGUscW747dXsA4zrRSwjyORNTXFC8GHmxmZxIR1gcGzva5oR7WxWJs5U9QNV/YXen8+AzwGvAn8A+JHew34E+IMTDv99wGdU9amqHgGfAX7/qs71KvDRD21q7gPC3QvibOP2+QzYXq/ledWtTQE4PYPNTRj+cNhuIKWfnRKAXIn3Wij9xFI4DjonsyuF+YVSeD2tc5wfPfM5GcbzJPfdCx9MShlmX5gYxjoRZxjQQj8pYPrFfBFG0wFGjkUtb/YSnsvMmYh8BPg48HPAnqp+AJWAA+5NOORV4N2hv7/Xu23S1/4TIvJZEfns4eGLC8uutrMqDsp9bqe3yVw28phhwbKT7FCXjatfCnD9ytnmyM263ajO4WS6sasqVyPOfBwJyu1T28w4O2zNrM6VoSAZ+lCrJTVO8pOVGPYaxqrohpxUzivX1camDUEb14dLvSmjEv10L7O+lcxkBB/tYmUWKxdnIrIN/ATwA6o6r+X7JME+8RNdVX9IVT+hqp+4e/fupIc8F7qhOxAVB8X+oDI2DZHKjPbKK2cCrtU6z9Xs07PVkJOzGQdD5ArEWRFwEypnSZoQijCztVnEEjc0p+DEoWBRTsa14uK8TeJsCNq4XpS5x6XTa2dKlXoziWqxK44Epo8cq9qbyzSmsVJxJiIZlTD7UVX9W72b90Xk5d79LwMHEw59D3h96O+vAe+v8lyfldxXV8plLHnqn4zMm01jr7bHfrF/tVWhGJFuXs2cDdGvnHE6XZwJekVtzckbPlBVD9vH0z+kygmlcAGaZfOZz8swngeqSn7heZxIQm72AcY1wnfLyQa0Q4QplbMQ/Yid0kUqI1p7PcxilduaAvxV4HOq+peH7vo7QH/78vuAn5xw+D8AvkNEbvUWAb6jd9sL4wv/+Ev8jf/s/+HTf+5n+PRf+Bke/PzDkftzX10pP/aHKDrY1JzFXnafQnNO/PGVnafr9obnxypnvbbm6WyRcxULAXGGOKttZbQO21O/TxnLsSHSelrnuHt1PyPDWCWV+aaOVA2srWlcN6amA/RwyXSvM69hosfZ4FhxlppxCausnP124I8Cv0dEfrH3zyeB/x74vSLyBeD39v6OiHxCRH4YQFWfAn8e+Je9f/5c77YXwhf+8Zf4J//LPx+43HeOuvyr//tXBgItaqTUEifJ+aZmbQ5xtoKlANeuzlG3Ls6c9SppremO+6pCfMZ1f1UlhMnGhdBbwfaBojXe2owaCRrHxFnN1WgWZ7btZlwLJj1PE5dQmn2AcU1QVXwRJs4O95HE4YvJ78kh+hGfv4ukktI1i6SZpJc/ZDlU9WeZPDsG8G0THv9Z4I8P/f2vAX9tNWe3GP/ir//i2BVCKCP/5tO/zhvf/OqIf9F+uU9Cwu30pZHHK0oZCmpJfXDbvaGMzY9tfe2VnGtfnNGYXDmjM3vuJc642pmHantn1o5PdcXVPu5Q366N3B5imDhZ2K9AdHyHG7Ubz3R+hrFqfCwnT8iq4NWTSTbhTsNYH6KPiDJ1Zgx6RrTd6ZUzZPpnSZUSYOJsFpYQMAfTzFM7R5XQ8eH8zfig2OdOdndsbqoMxZhfV93T/30bAAAgAElEQVTVuZXeZr+8Oq8z15nc1hxsa86w0kCefeZMQ5xZzgbINjNaj9u9gPRzggZkygs6cQlnxYxlBsNYE7yGifZQImrVX+NaEMqIzhBm0GtrTqmcFX6yx1mf/gymVZKns7LK2W8ktu80aB6OC7TNWxvAqJneQbnPmxsfGXtsGUsyl1WzKEOVpfu1l2faaTz+5WMevrVPcVJS28l49dv2uPMNu1MfP2hrbm9f+J/otTXbsytn+oziLAadOQgK1RVXDJG8VbBx47yS6KOfKuvqSZ2j7lNe2X7lmc7PMFbNtNxAVYtwMq4H0cexCL6LuMQRygKNOjZjnMd8ho1GVZFTlKBhxHLGOMcqZ3PwLX/0G0nro0+0JHN83Xd+FQB5yEmcoxu7nIaTicsACiQuHZvp2sv2eOKfTBwWfvzLx7zzUw8pTqr5rOKk5J2fesjjX54+HD8QZzuN0TtqNTTLZlbOBHlmY0CNl1fOoPr5tZ+Ozr9VP5vJwi5LMro+t8BcY+3Jp8TWWISTcV0IPlw2nQJUnctJKQGzDGiHsUrydEyczcFX/q4v41u//7fSuFNVn9J6wsf/3a/njW+ufHFzX10lnMc2TVgGUKgntSp3cohqKUA5LMcdRR6+tU8sR4VOLJWHb01vg7p2VeHTnQnVte2tmTNnIoJ/RnE2z8wZQLaR0XraGXlhD4eeT0JR8zsz1p7cdydWA0TEUgKMa0HZDRfixyajIlWV7QLTcjVHDzZxNgsTZ3Pylb/ry/gPf+gPsvvqTXZevTkQZnD+RDwoJ29q+uippxtsJBtjV879jM1Jrc1+xWze2wGk2RNnN7bH7tPG1szKmRNH4NleLDFEdI7KmThBo5K3zithRZw9p5AlKSe5WWoY6820ylniEnIbgjauAf4SA9o+wuSA9Gm5mqOo5WvOwJq9C7L72k3e/YX3iSFWs1Oq5LGgkTQ4KPepSY3dZLRqVcaC3fotUpehFxz4d9NbZFKbaKdR28kmCrHazvRtL2m3iPU6WquP16+2G7MrZzx75SyUYeaGzzBJLaH1uM3mzWp2rwjjHmfDbCQbHOVHvK5vzP09DON5U4SCzz/+PH//Sz/NUX7ErfotPvnRT/F1L329iTPjWlDOYUALVTfjYuUsxECcYIl0ERGxMZUZWOVsQXZfu0koIyfvV5uDQavAc0E4KPa5l+2NCQcfI1vZFqlLiRc2FJ049rK9iZWzV79tb6xD6DKpbp+Ca7XQjQ00Hb9y15vbl1fOnrWtWUbcDG+cYbJ6Svu4M7jyumxOIXEJZfD2AWesLT56funwX/E3f/3HOcqPADjKj/jxX/sxfunwlyjtuWtcA0I+3atyGJHxjU2vfuK28kWskjwbE2cLsvvaDgBP36naa/0NQ1Vlv9yfaD7rBGpJnVSSiU/afsbmxbXiO9+wS7KVDARaupXw5ne/OnNbU1pt4sYmmkwQOdsN6HRgSuSGIL25r+XxRZiaDjD2/ZyAQtGsrp7KSypn1TlCu5xupGsYL5IQPW89eIvyQqhzGUv+wdt/34w3jbUnhkicsIE5icrrbFSchRgu3diHnp2G5c1OxcTZgmzcrLNxs87TB5U4K6MHhVZs0YntsWWAqAEnCZmkpG5yF3mvdp9O7HAWRnPhy6YntAIv/84q0H3vt7w0U5jBUOUsqY3dp9uNykqjnDyzJvLsq/5Vrub8T6u0nnDWsykp4uUbPrW0NqhIGMa6UUbPSXEy8b7j/Iig8ZkvgAxjlUyaIZuGS4TygkF7NUd2+dxx6lKrnM3AxNmCiAi339zl6ds9cRYKnJNBW/KiOCtjyXbaQERwzk18yg6WAi7MnZ09qETL7ldss/FSRuth61LvGWm10I1NmFSS3u4tBPjJAsyJe+YPjlB63JyVM4C0ntI9y/GFx0d/aeWsntQ5LU6uNizeMK4Ir56d2s7E+27VbwH6zKMDhrFKYhmROc1hXeIIxcXKmZ9Hm1X5mjZzNhUTZ0tw+81dWk/a5M2c3HcrG40pm5pl9GxlledYQlUVurjN2D9mvxi1yGg+aCOpsH03svNSi87DM24c/FMaT36BzaPPUW++Q9Y5ICmOcWULiSXSbBI36kzSLtpfCCimVM6QZ96eCTNCzyd+T6ksedunHSBeOujvxBFjpGvlcGMN8aHk2974djI3urSTuYxPfvRTgJh9gLHWBB/mDvGTRPBFGBnJKWIxlw2HE4cS7fUwBdvWXILbb1atxacPTui+WpBIykG5z5ZrsJ2MW1hspNU2oohQk4yogWTIB2nTbbKT7I4tBTQftNl+dZPUldy8E9j/9Rqtcod6FnGhTeJPkdj3BhNASZonxPQ29cNfJQm7aG2LWNtGs03YbiAxwlkTXro1dp594bMsGnWiW/RlpPWE08MzuD3f40WEZtlkK9ta4iwNY3V0Q87H976JzWyTv/H5/4uokcxl/Htf/e/zzXuf4CQ/sbamsdb43M8/N9y7mI4+kmRV8eGy6KZhlGqUZtrIz4cZq5wtwe5rO4gTnrx9dO5xVhyMtTT7FbLa0PxXltYntuT2ansjbc1QRFofdNh+o4GEDtt71ddqHgi4lJhuErIb+Pouvn6r+m9tFzo5ulGD/Izs9D1q+79Cdvx2dT69CCc5mZxRKSJE4tItwxjiPKbSY6T1lPZpl1DMd71WT+ocd23uzFg/ur5DIgkfv/dNuN7b66vbr/HNe5+oHqC9YHTDWFN818+1qdlH6JuPV+RhdnTTKFrNbRtjmDhbgrSWsPPKDZ6+c4yqoqocTtjU9NGzmWyOXEVkLiVMqE7tZfd5XB4O2oqt99qgsP3GFq5s07grINAcDxI4Jy+RqOjmFtFtETd20PpNpOwNXfbDz0+nB4gLLB1GG4NeGpY7DSXim/O9SGtJjWbZtNkdY+0oYknqUo7zY7x6HG7EONk5NzGqzTDWhTIPc9shAaAQhxwAilguIM4wI9opzCXOROSrROQtEfmV3t+/QUT+7GpPbb25/eYuRw9OQJUTf0yhBfeyeyOPKWPBdm20zVlPakTGRcVe7T6RyOPyEICzB5VdxPZrWyS+TVLP2LoNZ/vThdPAw2yjhvauZNQlSKzEmfbEGafNqV9DVZ6pcjbXJOgE3IaQP5mvoiAiqCodb5YaxnqR+y5OHI/b1ev4tRuvczK0wJJIQuFNnBnrS5UOMH/dRoHoh2bO5olu6iEI3iLNJjLvb+D/AP4MUAKo6i8Df3hVJ3UduP3mLqEIdB+Xg2WAKifznKjKZro5clvqamNGtMPH9ufOmg9abO5tkG44ktBGXcqNe9Dcn17Zkp77v27W0P73kATpb8T0K2dn08UZApHlxJkGRZZqbAIJxG4k5PNVw5xznBbTK4CG8byp/J0qZ/TDTiXOvuLWVxA10iqrzetEzHjTWF80KqGcz4C2j7hqKQAgaiTMkQ7QJ3GJef9NYd7fwJaq/osLt32oa5H9pYDuw5yDXmj53QuVsyrsvD5y0zQj2tvpSySklRltUJrvdbjxxhaivrLPEMf2nlC0oWhNPidp9Stn9fMZAJFqLTqGwcwZrekpAYIuXzmLcemWaKlVXEhxNt/TaiPZ4Mjmzow1wsdyYL75uHNIzdV4/cYbAIPWprmiG+tM5XG22AV25XVWvW+HwYLafCSS2Ob9FOYVZ49F5Mvp/dRF5N8BPljZWV0DGi9tkW4ldB8WHBT77CS7bLiNwf1Bqw2Ui1soiUsmPnUTSbhXu8d+8Yj2fpdYRLZf30JCjqL4oNzoab+z/QlfgOHKWX3ED00BiR5uNEYeN42lZ858XPR1PcAHT7aR0n0y3ws1SzK6vkNpJXFjTagGm6vXzmH7kJc277Bbry7iTvLKmNa8nYx1Jvowt8dZH5c4Qk+cVfNj838IJJLYDOYU5hVn3w/878DHROQh8APAf76ys7oGiAhbr27QfphzUO5zr3Zh3iz4sXkzqJ6M0y4s9rL7PCoe0Xy3N2/2xhYuFvhY0nHvsHX/CYjSnDZ31uqJs8YmY9v60aON3szZjHzNauZsuUF7X8S5/G0mUaonzVJCV/Gdeb+/0La5M2NNqCwyqg+mw84hdzfvslOvDGmPe5UzJ65q/dgyi7GGBB8XnhqWRPC9cZQQ/ULX54lLKIJVziYx1yepqn5RVb8duAt8TFV/h6q+vdIzuwZsvFojf1xw1Dwes9Hw0dPomc8Ok0gy9cJir3afVmxy9M4JtZsZ9d1aVTkTjyQ5XXfM9t2C9tMOtcYhSdYGOX+T7y8E6PYWGoZbk1L5oTV6bc1LKmeLvzx7x5UeWWTLZwgfPc45xEFxNl81LE0STvPJUTmG8bwpQ4H0EgCedJ9wd+suN7IbCDKonAEgz272bBirIJRh4e6Hc24Qfu4XvLC3i5XpzLut+d+JyK6qtlT1TERuichfWPXJrTNePRuvVP5lNx/vci8bXQYQGZ83q24XUkknVqf2svugPfPZNyoh5XyL4MDhEDbJXvKcvF8jSTpsbD9ia/ddNrYfkdbOcN3eMNqNxmjKkyqohzRBNzbOtzonIMLSM2ehjAtFNw3jY2VcmGwkdB/nc7VWN5INjvLjpduwhnGV5CEncSlH+RFRI3c375K4hJu1myN5m4KaK7qxlviuX7j7IU5Qrapuy2xeKmLefxOY97fwnao6MOtR1SPgk6s5peuBD56NV+qAcuvgzkhbU3vbjpkbDx+Hyk4jTDSivc9ms4E24UZPnCVlC58EUEcC3LjvKdsJTw9rhLJBLDcQ56ltPyYLh2jiSG4VCDn9/qlIb+YMoLE5u635DAsBwYeF0wGg2moNGhEcLnXEMhLmaG0mLqGMBYUNWBtrQLdnvnnYs9G4s3kXgJ36zkjlTLVyRTeMdcN3Ay5d7gI7hkge57fROEcXrrh9GJhXnCUiMigDicgmMF4W+hAR1JPUHOGOZ/fwJe5kdwf3+eDZyrZxUwxZM1cjTijjNpIGLx++DsD2Gw1QxYUO0UXoxT1t71VXGPtfSmgX1YyLxoxYbKFnEbYyardbbN16n9rG2yTpE3AB6Xkr6Y3GzIUAQSae21w/kwVzNftEwugcngghn1MgKrRKmzszXjx9Z/TDTm97e6svznZHjGhF5mv/nB206JzaPI7x/CjzxdIBhollpPDFQga0FZY3O4l5fwv/J/CWiPwnIvLHgM8AP7K601p/ilAiAq17p9w+vEuq51uZRSzYnpH7WEtqhAlGtAD3D1/F1zyb9+qI+spKw3mI1a9q606JOKV4UuekFWh3h75OK4fNGiE08MUWMSSktSOS+hkShlICZrY1Bb+EOFOt/HGWEmdxdMtTRAjlfOKsltYGw9aG8SLpm28+7jymntTZzqqFoIuVMyeO3F9e7c1bBfmpVYWN54dfUpxVEU6RPMyfq3l+rFLaBvMY8y4E/EXgvwW+Bvg64M/3bvvQkoduFXh+5wPSIqP75PzJpQobyebUY7MkI06Zk7r56BZHdw+JEpFQEFQRCYOcPpfC5kue9n5GPXOcdAKtnkCTVg6bGSQpoGhMiLEOSUR6HwZ6Y7uqnE35/k4cYYlh5cr0VgZBuItwMQhaEiHOKc7qSZ2T4njpVqxhXAUhBkIMlQFt+5C7m/cGr4Wd+g7d0B0IskQc+RwbamWnpNs0cWY8H4KPPUvNxd/DlerivIiLV84Sl5JHe55fZO4oeFX9NPDpFZ7LtSIPOZHAw5ce8BV8Pa332mzerTq9IlVFZxrTnry+7UmeZjz5pgOelE94RVOUcd+Yxl7J0y9sIAr1zHHWCSiw26uc4RwQ+bnjh/zk/q/ztOxyK/2XfFK/l9+23YB33wcfIBv/9QuyVP8/BkWW3fLUONLWFAdxzhD0attH6fouWzOqlYaxSrx6+u7SjzuHvHHzjcF9O7We11lxzL10D+eSS73OVJWyW1ZjBiEu3WoyjHmJfvkLXJc4ym5JmZVsZdMLE5OojGhNnF1k3m3NPyQiXxCRExE5FZEzETld9cmtM3nIOQpPae6cQB2a71VzTz56aq5GKtN17zRx1vc3O9o7ZL981LPRGHdcbuwVhNxRnCY4oNYTaLGZo1sZiPDz3Uf86MNf4WlZXaEf+RY//ms/xuOkXVXOysnbMU7cUmvNGuLAHX1RxipnThZ6oxAYxOMYxovA9/ydfPQ87T4dLAMAQ15nVWszlfRScRZ9RBRACYUNSxurZxkD2j4uEfLucgIrkcSWuiYw7+XYXwS+R1V3VPWmqt5Q1ZurPLF1JmggauSwPASBzVdrNN+r5rjKWLJduzHz+IupAX3OHrQRB6d3jtkvHuF8Cy8wqXIG0NrPgOqXWM8ctLr4rGppfrrzRYoLrb4ylnzBf1DNnJWTW5ciMiaW5iEGXfqFXXmcnf8/ipu/rQlVa/PYopyMF4iPHgWedJ6gKHcniLOTISPaPBYzLWBCGVER4DwaxzBWSfARXTLhxSWOorucHcYqI82KUFzbkZd5xdm+qn5upWdyjehvlhyU+ySk7Lx2k85Bl5AHggY2LynrOkkm1piaD9psvbLJ7c3b7JePSHyHkATQ0Urb5kseSXQgzqD6RbpOga9nnLYjR1N6+CdZWVXO8sn3C0JYwnMmhuVf2FXVYeip6EC9zu1fVktqnJVnZmS4IE0Ljr8yylAiKI87ozYaMCzOqspZfxZtlhFt8AFUkUQomjYsbawen/ulZoahEmd5t2CRXM3Bsb1uzTJFgct47+zda/s+N684+6yI/JiI/Ae9FucfEpE/tNIzW2P6V8n7xT53s7vcfL1RWTq8X1XP6m62y4gTIblgRBvLSOv9DjfeaLCX3R9UzmISUEbFmUuqrc3Wwbk4wwdc7mGrRjsP3GDKzNuNXqTU2eQ2YLUQsPiVRgxxmdclUH2wJUMbPv03CA3zfUERQVXpWJTT3JSx5MHZuyZor4g8dnGScNgTZ30bDagqu5vp5mhKAMz82YeicmpPa4ktBRjPBd/1uHS52UZxgveBpYtUcvV2GlEjR/kxzWs68jLvb+Im0Aa+A/ju3j/ftaqTWneqq2R6mZp7NF6tKmXNd1sk4shcNvsLAJnLRkRQ6/0OGpTtN7bYq93nNJzQiZ0quknHZ9Qa90pa+9lg6VI6vavrzYwsFdIJv9rMZXzV6x+vHn8yeWSwWghY/EWyrI0GVEJBLqxfKyz0QnfO0Syu54vwRVCEgk7ZstDhK6Lrc1KX8rhzyFa6NRbdtlPbGfE6Q5n5YeS7niStTJnLtq8ufgxjhZTd8EyLJyF6dMmlglmpGWcHLfIlqsdd3yXEktNrarU017amqv7Hqz6R60QRCwotOAun3Mv2SLdSNl6qcfZum1fT+3OVhmtJjbZvAZWQaz7ohZ2/vsWeq3I6348n3BNwE/qFjb2Sg3/dID9O2LgVcO2eVcZmxj/NH3BEl4/XX+HXykPaseRmUud7PvJdvNEJwE8gJ82JhS4nrvIdW5C4pAEtVC/qNBl/Klb5oPO9WdSTOk/zp9zfvn/5gw2KkNP2HYpQsJkutl1ljFMO0gEej7Q0++zUd0YinBCd2cYpOiUucYOqsM8DtS3b2DRWh889aX1RA9lzSvVIWO45qkxPzWg9aRHKOvXt6Q4Ik+jbXbXKNiGGJZILXizzbmtuiMj3i8j/KiJ/rf/Pqk9uXen2NjUB7tUqIdV4bYvWww6NdD47h8rr7FwEnT1os3GnTtZI2cteBuB9PZnaKRwsBfRam9KuriyebMLP5G/zNe4Of+DmV/PH7n4LAJ+6/WV84qWvg0bviv50SuVMhEhceIjSP0OuZql+rHIGsMgIQi2p0fEdyiWy3T6MtMo2ThydcrohsVFRdj15a/aVe7dnQHvYORhpafapUgKG8zWZabxZXmgx9YOlDWMVaKx8yp6lcuZDiYtLDh6jFBPeu2OIFK2SzvHirf3T4owsyUCg46/f+9y8v4m/DtwHfh/wj4HXgOs5ZXcF5L7L47KaLbmXVeJs+/UtQjsS5zQYqSf1gQDSqDTfbQ3Czm8kN9iSDT7Qs6nmFBu3R5cCpFc5+38bJ2xKxqfqX4ko3KlvciOp8cXucZU2sF19D2lOn88SWDhMfOl0AI2oKjL2f6o9Y9sFsLmzuWkWZ2xlWzTLD+3LeG6aj1u0nkx/XgWtDGh99BznxyObmn126jucFedLK06SqcabMURCcf5B6VJnSwHGSgk+suQuwACvJRqW+yKJJORx3Ji57HpwUHZLQrnYfOxpfkItqeFwtPz1G3mZV5x9har+10BLVX8E+BTwm1Z3WutL1IiPnsPykLrU2UmqTazGa725s/fmEweJJIN5sc5hTujGQdi5iHA/2eWD2GTar8glsHW3HBJn1Zv3w63IH9z8ahouA63alK/Xb1bizOfodq9yNiv8XGXhylksI5Islw4w+U1hMa8zgDRJOck/1PZ7c6GqtH2brXTrWr5pPU80Kq3Hbcr29Iqsjx6RykYDmCrOFOW0qJ6fqUsp/GTBFS98UKa1hO6ZLQUYqyP6sOw+14BAQPxy4mza62H4dVd05u+KlKGkCAWpS6klNU6v4efCvOKs/1M5FpGvB3aAj6zkjNacqNUWVX8ZoD9flt1JcJlw9M58T4JEkoF92WDe7I3zlugrcpNH2kJnlIkbe9XGpio8bVY+X1+5cZuvzF7qnyzOwau1HQ7LLs3u0UCcyQxxhkBkMWEUfMC5xUviIU5+UxAnxGKxc6gndY5y8zu7jCIWKEriEnwMlEtYp3xYKNolwYeZXmP9Qeb+puadSW3NfkpAr7XpxE31dgrlqKGzSx1Fu7SlAGNlhGdIB4Dqgs9LgCULvG5KpFn3NCetJbjU0V0gZ7YbuuefzUnGWXF67fzO5v00/SERuQX8WeDvAL8K/A8rO6s1poweVCtx1mtpAgQ8N17b5umD+TZDEnfudXb2oEW2nVK/dT7w+AqblESeztjoatwriaXj5Cn86sl7APzORi82RgRi9Z9Xa1V17+3me3Dj8sqZoAs9kTUqMSy3EBA1Tmzdips//LxP6lLKWJD7y3MLP8wMiwJBL3Wr/zDTOe6QpK5qNU5pq4ToUWTgcTapcrbb9zrrLQUkM9qafY+zPiJSWQ3kZntirIZnTaGIRCRRYrlc/S11Kd0L70OqSreZk9ZSsnpK+2j+ubFW0RqIMycOpYr4u07MK87eUtUjVf0nqvpRVb0H/MNVnti64qOnGVt0YmdUnMXI7Td3OXl4OldvPJFkUDFqPmiz/cbW+ZZnLHlFqiraQZjeJu0vBfzce0dIu3ri1Rr91iiDcPX72U0SEb7UfB82N1CRyoh2BovMnD3LFX0kTqmcVUa0i6LKytymf6PQ9d3BjJ8q1yY6JWh4roO9qkrrSYdsMwOmXywUPWudw/Yh29k2G+nG2GN26v3KWXXxVlUt/cSLIJ/78QsdVbwlBRgrwnf9M9poBEgW73b0qfw1R41ofRGqFr8TXOoIZZz7NXBaVPNmA/T6LQXM+9v4iQm3/c2rPJHrQhFznvrHwPmmJgACdz5yG43K0bsnU44+x4mrrp5PcoqTcqSl6ULBPdeovNTC9Jmgzdse0sjRvuPLiwZaT9FsyGOt9zpJJeX1jW2+1NmvQtEbmzBTnMmIQe5lxKhcjJiaFx+mxEgli0U49XGyXHD7h4lW0ay2mKjm9Frl9Vii6JRtDtsHz+379VuaLnGgWlW0JpDHHCeOw84hd7fuTXxMI2uQSDJqRKsy0Yj24qYmQJI5urYUYKyI8lnFmQZcLxN54UWuHhe9znzXX/hYUcrO5eIsaqRZNqm5c3FWSzJO88s/l9eJmT5nIvIx4OuAnQuJADeB8cvDDwG5z3kSe+KsVzmLGkgl5e5Hqlmvp+8cc+ejty/9WjWX8eRB9YS58ca5aaXEgpTIbbfB/gxx1qLg5PZT7j65yxt5Hd2soUnPy8UJ9OcIVPiyxk1+9smjasarsXXJQgCLtTVDZNl4AK9+JB2gjzjBd5YRZ27qoLVR0SpbA3GWuYxm0XzBZzQfZfTPtTXROekOKlgigu+G6p3vAsWQAe3Hbn9s4tcSkcrrbPgDQqrnf8aoaXXZKUnGxFlCbksBxorwecCly69rRg2DTnz0SlJb1vMy0A/Eyc/ykTnmJHV0Tjps7s6WHl3fRdERv9FaUuekOK2cAZ51LfU5cZlU/mqqJIBdzpMBvhv4JuA/Xe2prSdlLHniH9Nw2zSSSlCVoaSRNdi4Uafx0ubcc2c1V6P5oI3LHFt75084F3Iikb1kk/04+YNTVfmpzq9xdOcJN5/cwrULdDNDh4z2Blcwory5eZNSA++fvQuNxqANOhmd0mycTAyTrDDmo4zlaK5mD3GChsXtNKpQafsQm0aIgTxUYgKqWY9OaC9snbIsvggcv7fcFWwR8+e2vFC1NNvUNivh5FJH2Zks+vPQpYwlp8XpRAPaPpXX2fl7gzA5JcBPcGp3qaPs2lKAcfWoKmVePmPlLPaqXDJ37N74eQh+6PXdOc1HTHHTekrnOL/0varru2O1gsQlBPXXZoQDLqmcqepPAj8pIr9NVf/ZczqntUVRyug5KA9GWppl9IO4lttv7HL4/z2dS6GnaUbrQYft1zZHbCicbxKcco8Gv1oekaunLqO/ql8sH/F5/4Tfd//L0V916GlJ3Myg9wKT6oRRrSKZ3ty8AcDbJ1/ky280oHPJtuZClbP5Q8ov4uPkyln/PDTqQosGiSQ24D6DPOQM+zQ4cUSNlLEcndFYEaEIdE5zdpc4tuvzlYQjT6LslIQiDMRZkrmpq/x5LDjuia6LywD915ETx05th/ea7w7uUx2PrAk+Eic850WkinzKPbWt1f+ejA8PfcuiZ6kolaHEDTKRI7C4G78Ig5GUGCJlp2RzZ6hokTiCL/BFIKtPly6n5emgM3DhO9AJXeoTZkLXkXml8veKyE0RyUTkLRF5LCL/0UrPbB1xQKIclgcjywBIZeMAcPvNXbqnOZ3jy9svLnd0D4qReTOAxHylBpMAACAASURBVHeImee+qwTfxbmzo9jh051/y0eSHX7zq5Xo4jRHN7Jqkn6Ynsa6kdTYTeq8c/o23NiurDSmCCpBiAsEYocQlh05o4yT0wH6LHoVlrjE8iJnUP1sLvxMn+NSQPBh6QpQ7rv45xTU3j3NRwSSSxy+G8YuQoIGfAw86VSjDhdtNM7ys0HbeKe+w3F+MvgazrmxSmAsAzKtai3MvbHZN3c2jMuIfvLG/CIUscD1BFlcYpELqguY/thC2bk4b3ZOeYnf2Wl+Ovg8HiZ1CWf59THdnlecfYeqnlK1ON8Dvgr4L1Z2VmtMMz2l1JJ7WTX4q1RP7FrvyXDrzaomME9rs/WwAwrbb4yGJDvfIohyL6kGXPbjuTiLqvzt9ucB+N6tr2HrVsBlEWkX6OboFbX2/p040CB8dGOXt88eoDca0O5COflJLiILfQiGYvnoJh9Lkin+aMLi4syJmxmL82GnXbYrj70hRISufz7izHc9sYwLGwxD5V2kGlbuV6SqnB22yDbPr87FCTGOn3eIlZgaeJxt3hm5X+T8GminvoOPJe1eisUkr7NqI3TyaylJ518KeL/5kLPi+hlvGs+f4BcZYplM2euAiBPCkhubiUsGNkjTBFhSS2jPKHwUoaAM5cQczXpS56S4PiHo84qzfo3wk8DfUNWnKzqfteeJq1zA+21NHzxb6dagpLv7yk1c6nj6zuVPguO3z0Bg+7Wh4OlYVjFLzrMrm9RJeBTO587+WfEu74QTvnPzK9h1G4ir/M6Sbo5ujpZy+1VqEfBB+PKNmzzNjyk2UqTTgXLy5ku11jz/2n4V3bT4vIJqFf48aeZs8JglZs6CxufW/rputMoWmRt9nqQufW5JAWXuK8+wBcVZ1Xr1VfbrisVZ2fGEIpCkF0SsMmaTU7UlhcftQ3ZqOyNX7Kpafej1Xoe79VEj2kSSMU++4AM65aNykaWA4+4xR/n1+SAyXhzLXChdxIcC53ribEk/vkQS8t6Fdfe0S1obF1hpLaF70p1aFe6GbvVCnUDqUvJQXBvT7Xk/UX9KRD4PfAJ4S0TuAtfL0e2KeKKjm5qllmzXtgf3u9Rx67Udnr49hzh755SNvRrJ0NCjiyUqVfskEcde0hhsbO6HJm91v8TH0jt8Y3Z/cEzjXkFS9tqaF4lVmzIofLRRtUCPa76y0pgmzljMjiIUy+VqBi7/HsuVyJUYPxyD04u2B1tlc2weI3MZrfI5ibNOiSRu4Q+EanGkki2rFmfds+7Ed0YVxrzOfCxRhcPO47GWZhEL6skG/Rr2Tt+IdkicFRc+KMpOOTVpI8kSys7lLWEfPXnIOeo+vXau6Mbzx+f+mTcYvZY4cZUF0rKVs16+ZmU+W5DWxufKXOKIQSubjQm0izZuxpiMwLUxo51LnKnqnwZ+G/AJVS2BFvAHVnli68rj4pAdt0vdVVfIMSobyebIY26/ucvxw9OpvkhQXa0cPzhh8/XR3riEnMh5v30v2WY/NPEa+Vvtz7EhKd+z+VUjL6btW20ckZzR2TXt/cs5KL3jzc0tEkl4mnSRvJjqdSbiJm6RTaPygloiHeAyASWypDgT/AKVv+tKDJHDf/tkboFWhpIQ49ibV+pSur7zXD7IfR5IUrdwiPH583H1lbPmYZvahAsdEaHsjoop38uGfdw5HFsGKELBrfot+i/mnVpfnJ0b0f7/7L1pkGPneaX5fN9dsCaQe9a+kSIpsriIpOS2RMpabVM22+72Pg6P3eMYa6IdvYzb4V+Ksd22wzPh+eNxuHvGPUt32221LC9N2RLdWloSRS2kSHEr7mRVsaqyqnJFYr/Lt8yPCyCBBJAJZFVSRapOREVVovICF8C99zv3fd9zztZZv7ipuHhqiYd/98v89b96mId/98uce3Jxcx9gRyPOUIcIkbRc32rGm9fx5iMO+331xoGxBm0sgoSc6XD3bU1lNHEYd8xnB8MSDcm6LW81n90CIQT16K2RJ7ztNyKE+FDr738MfBD4sda/fxh4797v3rWHlXCFOafLaFKA7/YeDNNHixhlKF8cPny4sVhBx4b8kQy2K8dS6ij5ucVJYqMJ0fxO5REumzp3uAvkZO/r5SeSg62p8j2PC0tLNQrGSlwXDqdnWZJJm1SUB+/fuK0jHe8uuilpaQ6HkOzuLswmkTpvd4S1iKASjjwknig1+8muEMkI+l6rXLUyGG2Rrhx65zsMqhWRBHtbOYsDhQoVjtffUknsLHr3O1ABoQ6pxbU+Gw1jDBN+Hlc6aKMpbIlwkkKiTa8r+plvnePZ//ICzVJy49QsBTz16VMdgmZHEAUkPk8CR8o3dQDaaMPGxcoV5zRex5sL1bxyA9p2rUA6AhPvXr0PlmY92FZg5nrOQMGdtpr6FvPZrUg5qY6y+lrHTt/I+1t/P0giBtj69/cUYhOzFq4y5yQXYW0VvvRwt9hcTB+bAti2tbl2JgnoLhwpoLsqSFLVUY7BWMkz0RLPqV5H9CfiizwTLfU8lnaTAeNG3EvOeg5wIzDScjwzzyWZDAqL8uCBYYFAj9GXT2bOdperuS1ajtNjQ9jviZSA2kodHettK7Td2DbW6k1QbCaqMIt0+knOToh1lKgYxzRIHhfN8vCFwXFl36ByqAI2wuRcnt8aeC4g5aZJyTTaalzpkvfyPUa0QmxWBa2xvPj51/papzo2PP/wK519CHaYO6vFNTzpknLSrAVrO77nqwEVaZZfWaN0rryjmu46ri2ocHedjza00b1TkmJ30XvtjRvVxtDWPrT8zipB3zxyqEIs21uCeNKjoeoDkzmuNexEzqpCiF8DTnX9eR54rvXv7ylcrF3EWMNCah9GGSIdk/fyfb+XKabJFNPbigLWzpbIzWTJFTM9UUlS17GORliHLwWn2XLYE2P4UnC65zHZMsesBb325ZZuI9pkYudEaop6u5NaHWxw2x6qHwVGJ1W+3cwsaGuGuXkALYXcLipnguGxUG8X6FjTLAd4aS9xrh8BjbjeMZ/dCikFTb23LTAdJ0ezdMcP8Q50iNPad8PekbNu49mtkI4kasQ9VYFQR5SChJx1V8600TjCxZc+KcfvVMcSI9pNcmbZjHDSyhCUBxOvdiXN8R3C6vYVzmpUwXd8PMcj0M09z5qNGhGXX1pGRYqarXBh9QKloEQjbrxlhq+/V5GIc/pNj8d6ji1rhRAWs0sjWizUy80e89mtEFJgje27wWuq4fZQm/smAJsIB65xbGtCC7SZx83Au4GHSNa+B4FH9nC/rjl85fyX+XfP/QkAX6x9HizcmL+JjJcb+PvTRyeH2mlYa1k7U2Lhljl8x+9I6wGcuE4zbcA4lO3gi+rWx2Uj+bnWLGA0tFXE3R0sawUGyYlUgUfTrROxPJiciTFmtoy2Paam40AZte2mQu5OSSTF29/rrFlJLi7Sk0TNCBh8HHajHtf6lJptJDFOdRayA//7qkDHOpmBdCRBIxwrSiVQTRzhoMXeWWnEoeozvuyGkAJhk2Oy3fYMTcBasIZAMJOe2XwuEzPhTyCEIOWmO63MYqrYIXPQupFonWs61qSLqYEELTOV7JPjOjTrAUabgQuqMopQhaTTrfdgoR7VSWX6fZ+uBhobTVZPryemoD6sV9eQyw7lTKnjGO8Ih5yXI+tlyLo5fMdPyOOQY/E63jwYZXZ7+e5AWd1jnWit2HXlzGhD2Agp5gbkpHVBCEHUjPCzm8dQclMyyjElaMSNjnH8tYqdEgJ+G0AI8XngbmtttfXzbwGf3vO9u0bwlfNf5o+f/qPOHWhNV/m7ymf4QfEANxRvGLjN9NFJFp+9TFAJSRd6L4y11QZhLWLm+BS+9DYrZy0bDSs0Ap+iSA0kaEWxRUTQImeRyNJcE+TmW8RKdFtRWIx1mJESr5BI+kV98GBkMgsz2gJotRlumrkDlImRYvs7JB2M/9yOkG+pmI7doLZcx8t4CAFRfefqhLGGhmoy4U8M/P83Q7EZB0n7pE3IjLY4I+b5hTrAlS6RjvaMnIWVcEeyaEXSwnM8B2NNy4B2jcnUZI8KNtIRC9lEUZ120519nkwVeaN8dvP5sJ35SKMMN33oBM//3cs9rU3Hk9z2wE2dnwXJbFwq1z9bk8wVbv6cclOsB2tMZ3bO+h0H1lqqyzVK58qkJnwc16ESVsAT+JFPwS90Rh200UQ6pB7X0OZy4v2GwBGSnJfvkLaUkyLr7eHdwXX0YRyPMyErCBFidG/7XhnV43MpoFM5e3LpCT53+rOUwhJTqSk+duJHuGfh3uGvEQtivfP1zPEdmqWA/MwmwapEg81nt8J3fMrhBnNbxxCuMYxayzwCdJciIuDYVd+baxR/+sJ/6GsNKGIerX1l6N3fdNuMdkBrc+10YhM3e3wK1/E6J4c0MRYNWCSCD6dP4G35ijwkH06f6HmsXTlTTpr60pb9aV3jhRCtvEzD9Ozh5MGhak2BxYy0CBptO4Pa40J1RX4M3A8pEq+ocb3O5Ns7wiluxkSNGNd3OpmLO31GsY4w21SqHOkQ62gsle64UM24owoTjF4VtdYS6KhjnrtX+1hba+Cmt28mCASmRZyS/UgMaLde6C2WjJuouF3hbBrR+pPUVb2zAEkhCVVyrKpQc+iO/bzrp072zHDe9KHjHLnn4OZzC4YKKrbmCqacFJWoclVnbIw2lM6XKZ0vkymmO35wG+EGKcfHGnqMSB3pkHJT5P08xXSRQqpIMVUg62WJdMhKY4XTG6/z0vpLb+vz9lpEMgc6yvXb4pqn8NRXEPTOMaqt+chCYCLNk0tP8Bcvf4pSayazFJb4i5c/xZNLTwx/lTBZW3eC6zsElbCjVI90RDTEfHYrfMenGleveZuZUcnZnwKPCyF+Swjxm8BjwH/Yu926trDaimbZioquDF3sJg8VEI4YTM7OlPCzHvn5XCfyAkCYCCNU5+J6p7/Ag5mbO5WyokjxYOZm7uzK9QQQjeSCZrJ+DzkTUkDXoq2NRQjDvrljAAS14QHUAkZS3BhjduzzD4OyatvKWec1xiyRO8Ihfhu3NZvloLN4C5FcWneypgh1ONIleC8Xx27JvgXMiEIGZVRnrlGOafMyKlSoiOrRQOPLHgiIw7izX9a2bTTmt/4a6VaGnyu9TjWr7XVWibqMaE1ycxU3I6QrOXz3AaQrOXLvwZbjeu/x77gOYW1wZbgW13CdrmQDkdzgXC2TYR1rVk+vU19tkCmmO8ehMoq6quM5Pgg7kp2CFLKHtFlrCa5bf7yp0NFo56AQVZzgNKLawG9+FhFvCtUiHfXkIwsnSQn43OnP9s0cxibmc6c/O/R1bN2g5M7nt5BJ9EZ77izQwcjt2Xae8F7PYl4pdpo5A8Ba+3tCiIeB+1sP/RNr7VN7t1vXFmYzs514lm5MulNDt3E8h8kDhYFzZ2tnSswcn0IIgSudzqIpVYgVumeG605/oY+MbYVohFhHkp3X1Je3tDpa13VHgtIWhOHg/HEANuorDCvsWpvYaTg7BNhaPfrc0FbEOsZxtn9+IcSuUgKaI5TG34poRwv1DK23nOvdbcKAm7q5rQIKAJEYp2a5+q0lay1xEJOe2Gw7jGq5EJu4Q26EEHuS/hDUetuBw+C4kqiRLAjKKppxg6Zq9sQ2KaPwnVRHfOFKt9P6b5OzjbDMTGa25XWWEOI40EhXElRCdKSZOlwkqARcPLXEyR+9eXMffElYG3x816JqX2vHkQ7loEzB336OZyfEgWLltTW00n2jGo04mZsViESNW4tJFcebKXOkpBpXO5Yj17H3UKFCjjBaIM0roAzWmwNbIRV8lij6ICZ7tG88pW1E266YbcWwx6216LrF+CNW1GUy0pHK+dSj+rbms/0bJ3Os7er2tYiR34219jvW2j9s/fmeIWYAv3DrL/Zd8FxcHpz98W23mz42Sel8ucckNKiG1FYbzBxPiF23ek6qOtqxGDMe2RHNCJvxyC5ENFddNv06BbR6/0KA0QKE5uDkQbSEWm2bFC4xmipOx2bXoedJ5Wz7Q9Bau6t8zcQY8dqXS4+LqB6jI91jGmlJ5qC2Qy3qj23aCkc4nUX2asMog+hS9QohdjRTbSMZmG+FhQu5Jx529dVGMtS+A2SXnYYyirUwafF0tzVDHfYQIUc6ndZ/sRPh1DKiFQ5RSzmmAoV0BLWVpMqVn8uy/+QCtZU61aVN8Y7jOsRB3EdutdF8+9Jj/P5jv8evfeVf8jvf/G2eXHqCjJthPVy7oiD0oBqy9OIyWEs63z/XsxGW8FvHl/Qlqjb+d+Q7fjK3dh1vGuJgFI+zAC9+EUuLNIsCpDJ46hGc0jPEqtGTjywk6FC3DJj7MexxExmElS3Rz87Hque7NMtJpbUclkeaN+ts63g9qulrEbvXz34P4QOHP8iv3vXPOg7gU6kpPpr7Yd5XvH/b7aaPTKIjTeXSphFk29+sTc6kkAiSGS+p6xipEHbnVl83ZD3J1cwtKKwRNFY3F+H2IS4QxEYgpMIVkijj0axv39YcpSevY7VrjzNj7ba5mu09GZecQZuXvv3IWX290Xcxla4kHuKY3dluQKbmVuylKEDHBttVYR3HiLa7jSnZm7Zm3BxsPLsVnRk/awlVEpEEvTYaSqse4YUjHFyZCAgGRTiFOu6xNKitJgQ5P5vjwMmkan7xVK+3IaI/KeBL577I3575274Zn6dXnkIZteu0gPpqg6WXV3HTLt4Am5HYxNTjRtLSbH1GOhw/3N53fBpxY0/nHq+jF3G4MzlzzBlEHICzqWK2Oo/I+kjxGvm1p3GjzZsH0TKifeD4x/quOZ70+NiJHxn4OkkrPLnWmxGu3Y7vEFRDYhXTUDtf37qRhKBf2+RspLbmdSQE7f5D7+fppafIeBnq55ug7GYk/AB0RAHnNpg8lFyU186UkK5k8tDmnbXn+EkLUTUJUgbMeF+LaCa5mrmF5KLWWPbI74sTVVSL2CQRTgLhG4RV6FwaXa+hjBrifWVHI2fK9Ch1RoW2euSK27htTUjUYEl7abhb9FsNRhvqa40+lZ7jSsJtyJkyCmUist72JXzP8ajHg+1VrhRa6Z7ZROlI4hG9zgIVdMQAQgjUVa6IGm0wenDKxbknF3n+4VdolgIyU2lue+Am5t4xi44NoQ4ohSUkssdGA0ErU3MTKemjjCLtpPGl31kYkkqiIQyjzjhDbaWOdATZqQxCCqaOFLl4aombP3xD10sI1BbF5idf+k9DZ3z+xd3/M9W4OpYa0hpL+VKV8sUK6UJq6CLe3dLsbEsydzZ2LJBIvu/uvOLr2BtYa1Ghwp3YruKk8fRzGFPoK+VYlYN8BVkNSa8/QzN/nDh3ACEk1sLds/cQ6Yi/fHXT2OHehXcPVWvGtU2iOHxd2oRIZL/Ua/WxbHmgFRUVJxm041Tc3kxcr5ztApGOKE4UdpyZyU5nSOV91t/YZOhrZ0pMHyl2FE6Q3E1oFSJMiJEGMSZnlo0Qm/HxJ8HN6E1RQOvg7fzTSozUCBUg8nlSgWaxdmHIswrsKORsl6HnoyplhBA9yq9RIXj7Vc7CWoQ1tu/zbgdiD0Okox5F7ZNLT/A73/ztntYXbFqojCJlHxc67iXj0hm9rRmqoKPCSgySr15l5dWvnuHPf+W/8PC//nJfjuW5Jxd56tOn+qKUFp+7hI41gQpZbyY2Fe39s9YiEB0xQBspJ92KuREUU8VOWxOSG4k4ijrktbbaIDeT7XzPB04uUDpXTtILWpCu7BMFDEsDKIUl0m6aUnP0tACjDatnS5QvVckU09tWV0phidTWmyAhUM3xzz+J7PF9vI69w9ZRg0GQ9gLEG+AO8gQT6DhNerKKzmVI18+S2XgR0RIfWW2ZyyZCmf/x9o8z4RdobvPdxlWF9JLjbNRrtxCCSqXa77VpDTIo45bOIodFmFlxTYegXydnu4A2huLEZI9kfRCEEIkZ7dmkzaBCxcZihZnjvZ5DKSeF1UErU9OO/aWIRtLWFAJy83EXOQPb7VdmJQiDUBFecYp0oDnb5bnUDTtiTI6ODGIX0R/amB0/P2gZ0cbjkzNr7duuPVJfrQ9UEwopkrbYEMVmqMPOwr+jvF3YPVExbc3vk47ExGakqmigA55deZbf+eZv8xuP/Dr/67d/n6+c//IV79OrXz3DI3/8LeqtNmKzFPCdvzjFY3/6FI//2dM8+Z+fGxil9MqXTqNjTWRC1oK1npZmbGKybq5vljLlpjszkJNbUgLAEkWboof6ap3c7OZiOKi16bZaOt2YbM2zbcVUagrf8anHjZGItwoVyy+vEpQDspPpbW++IhPTiJudlmYbjiuJq+Off2+FWaC3C4zqHTXoh8VTz4IZXm01RqBin/TECjozgaNq5Naewok3MMp2bv4PTxzm1ulbeWn9pYGzwEaZRJwwJjlz0y7ry+v40t0kZOuvkzn/LVKXn8Irnyd18Ts49X7HBUdKqtGblz07Lq6Ts91AWLLpLHYEdjF9dDIxna1HlM6XscZ25s3acKUHOsAItSs7V9GaOQPILcQ01hJRgACwm90kYxPbM6EDnEKBfABny2eGPKtlFHtCrfTOKsABMIzW1mzPL4yLpP319iFnOtY0NoKhPlzCDrfTaKh6p7Kzs7xd7Ak5GzR4bBlNsfn45cf461f/skMoy+EGf/z0H10xQXv8T5/ui5EyyrD49GXWzpaGEsegHBI1IyIdsdpc7cyiQlKlLKT6VZEpJ9W52UkqZ90ERBA0AmQrlqa22iA/t7kgTizkyc/luNRFzqQrUZHpfH7aaj50+MPbz/gIRrLUWDtbQkW6R1k7DI2oNnARkb4krsdjixB8x6f2FvCgejtAK7PtJViYFWR8CesMV88aDNa6YAWp/DLaz2KcNPnyKdz1M5yvnGMyNUnez3PrzK0EOuB0+fX+fQk3/dakGM2IFsBxobZ+gcz6+U1CVr2M8XKYzCwmM4VJFUgtPYdbvtAzWtH2ALxWcZ2cjQmLxZUu2UyGUdhFe+6sdG6D1TNJpMn0sd47XM9xkTpqJQOMD9mIsOkWOZuPwQoaK5vVs02OJbEChAqw+Rz5AN6onB38pGLnypm1duiszk4wdvsLQ2c3pNhV5cyRDpG5tn1sxkFQSd7L0BbENu3felTvuNfvJG93pUNjD0QBcRDjbJk/Etbu6HWmjOKLb3yhj1CGOuRPX7gyq8Xa6vD3+cAnPtiJTNqKzGSaoB5Si2uEOtySqWnID4iF8aTbWRcKqSLlqNw5vwQQNEKkK2mWA4wy5Gd7n+PAyQVWXlsn6mlf205rOFQht8/dyU/e9NM9290y/c7OjI8vPdab2yi0SXIyw1pEKj/arGYp3MB3+383yT9k7GxcKST2LeBB9XaAjvW25NnRz2OtDwjOPi146A8kn/yE5KE/kJx9upXy0bqOG51COjGp7CrW8Yi9Kdz1c1wsn+ZQ7gAAN03djCtcXlh7vu+1VFNjW5c2hx1MxK1BRGVk+VXkpa+SL5/C21jaJGTp4maGIYDjoTPT+Ouv4a29Dq3Kned4BOraFaBcJ2djwgIFr9AadLU73hlOHS6CSJIC1k6XKO6b6AtWdnCRcQ3jaIwZT6mJ0ohIYTPJBTK3kFy8261NC113CxZjJcKEkM+RCTQbUZmNoN+LTXQFMg/DrsNtSTzORhng3C05k0ISqbePEW11uYa3nXt9lzlqN6y1PUqmneTtiWLz6ooCrLGoSPe1v0epnCmjhqqqhplDj4qtBKiNNim77YGbcLzeS6TjSd75QzfSrDdZb2VkzmU3Pc6EsKTcflLnSg/RCrst+pMYa6i1FG5SSJrNYItSs7eVdOD2eayxXH5h0/wTm5Be2Gxd31BM0kN+8qaf4pbpWzhbOdtZfFJumnK4sW3LqL7WrwYehkhHBDrAk8OJ3ChmtH1oeVBdx96iHac2EKaCF7+OlVOcfVrw+EOCRlkAyd+PP5QQNmV1Z9zLxBncVB0vs4FwHSoix3JU5pgBp75Kyk1x49SNvLD2Qv++VFXn5k3KASbiHUL2Gu7lr+GuPIFTXySSPrE/RWTyPYQse/YR9j/0cQ598ifY/9DHyZ77Ojozg1u7iL/8PLTIn7Ximj3W9kytKYT4f4EfBZattSdbj32KJEQdYBLYsNbeNWDbs0AV0ICy1g4P43qTIUnufIUQeGmvJwR5ENyUS3H/BGtnSpTOl3tiWDq/Ix0c3cT4GmHH48ui2TrIWpUzL2/wspr6cvJzd/i5EAKFIG0DVD6L27oLP1s5y13p3q9BiJ3JmdWjzY0NQmyinnSEoZBglR1fjSMcwrdJFEwcKKJGbyD3VhXhLR++gcxkvxozNjHams4M1MdO/Aj/+aVP9izQ3a0vT3pUo+rYn/d2SAiY6H8+sXOygTIxRb84kKB1G7/uBu/5hbt45I+/1dPa7M6xbJ+rT//V86hQk5lMc9vHbuLw3QdYL22wRmJM3U4HMNYghYM/gKx0x8pMtu00ojKFVCGJcGoGyILsVPPyc73EcerwJOlCikunljv75fgOYS0iP5OjHtdxHZfFSiJo2Jfdz+TBKf7v5/6EZ1ee4e6FexL/PwzNuEF+QMaqjjW11X418DAMsl0p1WIKWRdHCoQUxA2FXxjPjNZ1PMpRhan01c0DvY5eqG1sNFz9MtYKEA7PfEGg495zV8eCZ74A779FIbtqPDrK4mdKqKbDuTDAAoez+/GXngPH506R4VPNFcqvf4GFVKEjVPIXG7gpD+oSiyEyGjcqAQbhBqA2ENpgcbF+ESuyYCVBWMFNOcR1RXo6OW6zZx9h6vF/i2xVX93GClOP/1sAGsfejxOUSV9+hnD+NqQU1FV94Pnw3cZeVs7+PfDD3Q9Ya3/GWntXi5D9FfDX22z/wdbvXjPEDMBzUh1XYT/njTQzM310kpXX11Gh7ps3g+TC7egmWhoYhbB0oZ2r2Z45EwKyC3FvxmaXYtMYwGrIZ5BKk1aSNyr9c2ej5yq5GgAAIABJREFUqOKMHq01OQixUdvmarbRXtDH9TpLIpzeHikBzY1mz5k6SEX47EMvcubrb/RtG+mQTr8AuGfhXm6Zemfn55ST4qdv/plO6yvJVbVXNTg+IWD935+UO3udxUbx4cMf7lhptOE7KX7h1l+8ov16xw8c5/2/+g86P2em0rzrp0723EAduecgt//D5PN6/z/9Po7cczDJqTWatcYajnCYSifndKQjJvyJgaTWle4AI9qEcEojiVRSSa6vNJCu7CHikFSQ9982z+WXVjqE1vUcwpYooBpV8KTH5fplABZyC9wyfQuzmVkeXfxa53kc4Qyds2mWg4Fq4GEoBaUeGwKLZaOhiVvnquPvThSQclJU3gKiAGstYf2tewOowniw1YkJcdUprEiO68aQr6JRBmV1otrqIFFwZoqrXNTJjOTh7AImN4dJTXBb8UYAng2WsU4KpIfWDhjZusaZJE1D1MC5gJt/ESfzGk5hAzFdx5ku4xbO4RZO4xRfReZfpDh/mVTmHI53Hs+/TPHZ/9ghZm1IHVJ85j8lby9dBGNIX3yKtAooB9fmsbZn5Mxa+wgwcMBBJFevnwY+uVevv1dIOT4pN7kgeWl3JKNFa21nbXru717qkesDSGOQJkILixiTnLVzNdttTUjmzprrLjpuhca0dlGKVr6mNJBNCOYNdoazA+bOJEnJejsYbbvX/bGgzWi5mkBLdTre80shic34A8nXGtpxTamu7/f5h18ZqCJ84fOv9g2xByrsU5lrNPtz+7lp6iZmM7MDfYfCq5hNOuwcka5ABdsfY5EJuXPhXdw2c7LzWNEv8iu3f5wPHP7gFe/bifceAeCWj97IA5/44MDK9sR8UsWqLm+2e2Mdsx6sM5OZ6VQlE3I2OCLJEQ5OK7li04g2GScQSnZuJGqrdfKz2YEE6cDJBXSkWX41scRoiwLiOKapmnjSY6l+iQm/QM5LFKP3Hbyfs5WznK+eB5K8z9Vmf1qAtZbK5Sp+drQqV6QjAhP2CBCUskQx6HYqiStQTTX2+IMjkxuraz0EPW7GlM6Vd3WNCVTAueq5Pdir0aFCPbBy5qjXECYG0apEDdEDZIuJEMXps7FwsMbnEpcouBmKbW89IZlJFTmQmuJU/QJIFxwPox2sdLGOg0xHpCbXyE6vIXJVrM1jzTRWF0DlsO0/cQ4T52hGHkKnMFYmIz4ywqkPnqt0GpsRjNbPYd00E0vPE2ycuSZtl75bJrT3A0vW2leH/L8FPi+SIY3/y1r7J8OeSAjxK8CvABw5cuSq72g3HOFweOJI5y7eS3s7npjnnlzk3BMXOz8H5ZCnPn0K2GybCBsh3STLctwvRGypnEFr7swKGisu2VmFJfFeEgJiZUFqbC4hmCfUNJ+rvkas487QOIAYIWDaattjPDkOYqPwndEWAmvHr5y1zT211bjireu1HNVjVKR75hTbFbOtCMohKtY9MUR1Ve8zc1ysLXLz1M1Mp6f5whufJ1Rh54YDkgH1UIVwlfx7VagHHieJEe32x1igQhzhdKrVRyaO8k9u+2Vunr7pquxbW2jhZdyhrdyJhcQQtbpUZ1+r6BiZkPVgjbn8phjAWkt2m6y+tJNCmSQ9QCI7lTNhBMoqrLUJOZsbbMA6d+MMbtrl4nNL7L91vv2i1Ov15BwXgsuNy+zL7uts8+597+Fzpz/Loxce4efe+fO40qUW1Ql12OPFFtUjVKDJTI52TtbiGnLLdxprS6RMp3KWmIQKTKiR2THPwdYs0LVsIh3VY4JqiIr0SNFf3ajHdVbqSxzIHdjRbHUvYHSS4NB3E2A1rn4aIzY7PHd+1CLqn+G2n3kVMelgNzQvfvodqMyDaGvwBqxa1npcUHWOZHIk1YFNEngyf4Qvrj1LQ4dkHR8T1kgVyqQKjSQrR3uoOIv2MtvewG+uT8nvqErA1At/kxyVt0/Bhw9C0YdyBF9ahFNlUhsvEk4mJ7F1UyAkmZUXifKHyMzd1u+X9l3Ed0sQ8HNsXzV7n7X2buAB4FeFEO8f9ovW2j+x1t5rrb13bm5YjPfVQ7fDtuPJnpmuQXj+4Vf6Kgc6Njz/8Cudn4UOcaRIvC7GxGZbc3Nxzc13iQIsnaqdFAJtJUIYRDa5MB+JcmirubDFjFYIsaNa02izq7tGa20rV3P0KuFuIpwsexOS/WaiUWrgbLm7HaYiTBdT6C0Zm1tjmyphmWpU4dDEIY4Vj2GxnKv2tkOvtiggHhKuLB25oxFtqAJc6bLeMlhtD++OYvMyCurryfNJKYmHtFhTOZ9U3qfSlW+prGI9Wu9RaiIYKAboPI+Tbs2lSQqpQqdy1ha8KKOorzb6xABtSFey751zXH5hebNCKqBeT0QExhqW6kvsy22Ss4yb4d373sNTy091BAhCCGpb/J2qy3WcAR56w7ARbPQRpzC2SAFR9/VOsGN1dBAcKantUVrF1UJbWTtqDFk3qmGZQId7ooweBcPGcaQ6hzB1EJs3GSdu/Awn/4fXkVMuQgjklMutv/Q6N598qPUb/ed2ZDSXVYMPlRbZ/5lf2RzMP/sIt+ePYLC81HwFP3MOz7+An21i4jQ6zmKNlyhAzfbrT9xVPMhVzrL/i39A+syTRB+4C/vgMZhMJWRrMoV98Bj2jjnmPv+bFM5+GkGr7el4qOwM0dJzsHSqo+S8FvCmkzMhhAv8Y+BTw37HWnux9fcy8DfAe96cvRsPjufs2NYbVuXoflyoEEdYzE5MbwDabU2T31wU/LzByyVJAd1qTSFAawnE2GxC5g42k5Nwq6VGotbcfmZLx7tMBxghUL0XdlcRTgL7lg4/N9pQW230tZpue+Cmvuuh40lu+vAJVLR5wdJWE6hmz515m4Qfyh/i6MRRgD4jYs/xr2rGZtyMB7ZPhBRYu71is6mbOMJhrZVhmbjHjxYtNgoaGwk5SxdT6G3ipCbmcz1tzXVbQlnVCTxXRpGSqW3z/XzX79ztF7pEDqppcFxBbb2O0bZPDNCNAycXCGsRay1ja8dzKG9UcITDRlAiMhELuYWebe47eB/KKr516ZvJe3VSnc8TksHwRqmJlxmtghPqsKXS7H2vzcjge5Koy5dQepJ4lyHo17IZrTWWoBLiZdy+pIYdt7WWclwh62XZCPuV8m8GTGwGVonc+Gms6K3c5t75GsLfYoPjS1InXhs6b3JR1bh/fZEPvPhV3Po6AtsazP833LH2TfKux6n6WYyGqJHB2jTdFzVrdzaijVSAay1TL32O/Y//G6wQrP3Qv0TeVxi4v/ZHbyJaeAfFb36S2cf/N1y7CGhcx6fiZaC6CBefBHVt2Lh8N/o9HwFestYOzA0SQuQAaa2ttv79g8C/fjN3cFQ4noOUctsh2sxUeiBB66l+qBrCE2gjRs6bbKPd1jS53jv23EJMfclPbM56BAESZIjItqw3mpbp9HSyQB/e3D6J8tn+oqpiM1yKvQ3GJ0xi7BBlSAqG6ipG/bzZGBbXNHNsCiw4KQcdaryMy53/6Fb2vXOOqKGgFfMY67jT7mrjQjU57Q7kD5J20+zL7uPMFkGIK13qcaM1TzKmtcsAqFANTDZowyjT54EGycVZGQ0ObLRsK9rh3VeNnLUqZ+lCCuEmSQuDiOTEQp4LT1/G2sR6er2j1EzIWahDJofYlLSRkukeI9rlRjIwbSINUlBdScjfsMoZwMIts0hHcPHUErMnpnE9h/LqBsV9E50K6L7s/t5tcvu4aeomvr74KB88/CF8x6caVYhNjCc9GqUmQg5Q0w5BPa4NFPM0I0PKE4Rqk5w5V0LOgvJIGYvfDcRBjAX8tJu0xvtHFYciMhGiepnpxhrlwiHMxOG+RIm9hhlgQCvVEg7LGLHlzRQHn7ui4HLLf/0Exk1jvMzmHzeDFobvW34Jd8u1XuqIwlN/y+3v+UmeKS8Tzw9+30K2jMqHwAK6eoHDz3yKdPkC1UPvYemGB0lP5XGcrw7cRroNSh/9p+Se/Tz5p/+OudXfYeND/z1kb6MRKuzEIURQhvPfggP3QOq7m++6Z0eEEOKTwDeBm4UQF4QQv9z6r59lS0tTCHFACPG51o8LwKNCiGeAx4HPWmv/fq/280rhpV2MHr5QDPNKasv1AWRcxboWa8b/OjptzWyvm3duPiYoOYkooDvBCYEVFtqeWc2Ao4VjnK2c7WlRilEEAVeQqznOVkKKsc0sAbDsSDCvZQyLa2oLSj766/fjpV0OvesAR+45iHQd4i71WKhDtnadF2uLzGXmOvNGx4rHeaPyRh/ZEdirMpBttEFHgwePYXsjWmUUAks53MBgmM3MJoTNqqtmHNnOq8wU0+Rnc0MzSifm88TNmLAWYaympBOyOJNK7Dy0VhR2kOP7jtdpxhZTxU7VRDU10hWbHmfbVM68tMfcTbNcOrWUnK+OoBmGOMbhcj0he91tzTbuO/h+ylGZ51afSxS5NgksN9pQWar1eS8Og7W2pdLsvRlU2mKMxZUCY+hcS4ST3FjtJh+3HYJ+LSJqxgiSG/SoEW+7BmxFWD5PevVlHGtJX3qK8NJ34E32ZFRR/znnRM+B6E+FsJXB56dVlsoH7qN2+G7C6ePodBFhNF5jhfn1M2SG3ITLeol3e2kaOua1yuDhfYlE6SHnuLW4p/8bx77+f+A11li6+xdZv+fHmbrhNfaf+Mttx8byU0/TeNcHKf3gP0dEATOf+UOK5z6Hl75IZMuQmUwKJOe/AY3tDZv3Gnt2S2Kt/bkhj//SgMcuAh9r/fs0cOde7dfVhpdxaZbDoV5n7aH/bk+q2x64qVcVpmqtwPPxyZloRNiUi/V6L66JGa2gserhz2yu0NYk5Eykndb2TY4VbuWp5e+wEW50bAHaIdjbQcfDF93tYOx4E0O7NqKVkugtaqehY02jHJKe6J3rsdZy7olF5m6cITudYWIhT7U1C+W4kqgRdwbbm3ETZ0u01oXqeY4WjnV+PlY4xrcufZOVxjILXYu6RRDpqDOIv1vsVPHczoi2TcDaLbiD+UOsNlcJdXjVyFmwESAEpCZSZKcync9yKyYWWorNpRoTx3KUdAkXlwknUWdaIfoIy1Y40qWln2YyNUmoQ5pRM6lipAXVlTqOJ0kXto9NOnBygac+vULlco30vA9YTGRZql+i4Bd65mLbuHXmVqbTMzy6+Ah3zd+F53iUwhJ+kMLEBpkb7TwOdUhkYvJe7z7GuqtNJhKy5rXnDK1AhxrHH+9aIRA0VIO8/92tYAxCsBFsvh+ReBGO5A9XXyU8/w1EehLr59BAo/QameYGzJ+E/MKeDqU3VZNQhZhQ9M6B6g0czmDobYnX1i2ZCYMo9FbgrTZo5VL8QAMVZaku30F19UZ0nFwv/mD5MX73mb9lOuoPOhfARz7/RxzJFlkprZE6/AF0uvd1hRg8LyzCCukn/z+8S09Rn76ByvseJH9kkbmZv0FKQ720HytmyRZeQMrN7a1xiKMp8pNPky08T6NwG+tTv0bhK39O4WufRlx8Hf0BH5wT4M8nStKL34ajPwDe9uf1XuHaqxe/xeBnfepr2zsMH7nn4ECJPgBGIXSIluySnIXYjI91eslhWxTQWEkx+Y7u/ZMYAaJ9vDWbHCseA+Bs5UyHnCV+V6YzwDwIWultDXiHQVk9lnmtkGDU+DNnUshrXo4/DEElcXzf2mpaO1Oivtbklh98B5C029qu8UIKbEuF5XgOtbjaMxdUj+uUwhLvm7iv81j7uz9TOdtDzmSL3LVtH3YLPWS2pQ0hxVBRgDIKi+iIAQ7mD/LMytMEOrhqFdFGOcDLerieg5/1cFMOOu4/rifmW4rN5Rq5oxk21DpTzjQosH7iYNateB2EpD3X9jpLPteNxgaeTVRp9dUmudncju3F/bfN89RfwsXnLnPog/sSghtqLjcus5Dtr5oBLVuN+/jM6w+xWFtkf24/paBEupTDTY9+Dtfjep9KE+i0MjPpFYJ4AmU82keekAJVV/gT45nRtufO5rPzY22317DG0qyEPWQsbsQ7k7PGOix+m4oUuC0C7bs+GxZm/BxcehJyCzB3K/jDW9tXgpXGcvKZNg/03Fi74UsIJHbLGuRufBbvB3zi1wTuXAQFFyqaVz/zDp589GPc/2tPMb3vDFOHnmXywHPUNw6zsXQjlxarPHb0+/mh048gu3IyjeNRe9ePIowh/cqjvO+Nx+CNx4jy+6jvu53GvtuJCgdxhCR9/tvkX/0CormGzcwQHXoP/vlvIKI6tY/8EOJ2wf7i1zDaobZ6A5WlW2huZMntz6CiSSYmn0B6TbSZoL70TsL6cWQ2JD/5dIukvUBj4T7irx8n/8Tn0euX4WP/HKY2QC5AaBJP0O8SrpOzK4STcq7MS8uEGBknVhe7sKWQjST03MreC6yXM/gTmsayB7aLnAmwViJkjPU9RKPJgdwBPOlxtnyWd83f3f2ryXsbsls6NrhjSsghaTWOc3O42/BzR+yQ0XYNo7pcHxjX9Ma3F3F8h4O3J3eahX153nj8AmEtJJVPYUXSsnA8h7qqk+6q5izWknboofyhzmNzmXmybpY3ymf5B/s3DVk96VGLq8DgxX5UaKXp6612IVFsDr4AxjpCYFkP1hEIDuSTjL7oalbOygF+1kf6DkII8nN5youVPnKWmUzjphyqS3Vm7RQlVWJOzmNiQ2wMWTe343yeK93OtaLoJ+Ss1CixIDI4QtJcazJ9YPu5NYD0RIqZo1NcPLXMzP1FPN8lrEYs1Zf4vtZ3OOim6j37vo+/P/Mwj174Gj9zy88SN2Mq5QpT05ODXqYPSUtzfSAJDSKD52jy2SWUrqPNic7/SV8S1RTj0o3uEPQ3eyZrO8SBSm6cWiMdru8QVMJt29E0N2Dx28R+ligS5IUEoVqJHDUiAX5+HwQb8MbXYPZmKB4BOWAWUxniZjxSMH3PdlazFqyjdEytUSOfbu2vbuDaFzDOTM9NswiWmbv/ZdSyy2r546wtGqQQ5FMudeVTuSy59NwJ4spx3FSFwvxr5GdfJz99jj886FBauoHqLR+hcONii9QpmueP08h/BICvzt/Al889xW+aLPPLLzH52heZeu0LxJlp4tw86f2ryI/vh+JRRDki/ZXHMXcXsfffST6zShxmWD9/F9WVGzG6/VloTKyJ1me5rD+Oyc8CAjIRbnQeUY3ZCN+Pm7orIWlTz2A+5tO840FSf/ll+NRvwS0/AG88AdU1KByGj/w+3PHzY33WVwPXydkVwvWcKypDCx1hjOrkDlrG0wSIZoTJeDCgvZibj6mv+D0tQQEoJL4JsbksNAIcmfi39YegJ3YazgBj3LaNxm4ifmIbj3WxFXJns9JBkEISvwUDlJO4pqjPJV5FmsVnLnHwzn0dUlzo8uBK5VPJnF2siU2MMr0VoLYY4ODEJjkTQnCscIyzW0QBnvSoqytXbKpQbTuXKB0x1MIi0CGOdFkP1plMTZLzkvcaqPCqWaQElRA/53WqCNnJNBsXyn3HthCC/HzSQo5USFlvcLP/TlSgsVnNfHZh2Et04AgHRzotI9qEEG0EZebZj7CSoBSRv2ObBb4L+0/Oc+rvXqa0XMaf8FmrrBGZqDNvVgmrCEFP5TPrZbl74R6eWHqCH73hQVRZE+jRZ7pCHRJbRUr0t3makSHjh4Agk6lgVY0koQ+kJ4hraqz0AegNQb/S9vrVRNyMewr/ru8S1MLh18OgAouPQSpPZDVgcP0VHLeMMWk849BUZXx/DtKTYBSsvJioB+dPQrq3eh1WQ5ZeWWX6yCSFffmRr8GNuIExGle6lGtlJnLJ+eREr4HQYLvogLVknT9HTPs89+8+xPQdDo60OELQjBRH7/D4zsOGxe/kmD1aQ4UF1s/fTenCHVzMPcPMwuvc+Y5XsBaEaFVMix7ZiUuo0vOEjWPcNVHgv+ZTfH3iGO+96X5k0CCz/CK5y8+TmbuEePAotGduJ1PwY0eRQqAaeS69epKofBxs79okBNiNEurIMUx+EikqgABPoqaPYZplvPI5jE6xEX8Id2MtqaIdeQPzL27FPl5CLD8Bv5yQQsoRfPnXkyd/kwnatXM78haF3EVbrxtCBWgZgRDJhXtM/yZRD5NczUFkRxrCDZcn/nA/T/zvk6w84yMEKAPCBNhcFtFMLs7HCsdYrC32VJosw20vEmuL3ZFSpdXY5Myq8e00HOG8JWfOtsY1tXHxucuoUHP03s0WedsgtbKU+FYlRFYRtapO3VisnWcqNUXO6yUAx4rHWWos9dhnONJBGXXFEVhxoAZHxLQgXYke0tYMVBNXuKw315hOT5N1k9pLqINExXkVENaipJ3Zmh9yUy7pQmpgNa8wn6OyXGMpWkajmfFm0E2DNoa8NxqpSjsptNGbbc1gIzF8rmgwkJ8brb504GRCBldfXMfzPJbDpLXdbmtKkXicbbVEue/g/SgT863Fb2JLUHd6/c62QzWu9rvBk6SOKAXpVBNrBFpn8FOLtKNJhBAIYXcVgm6vwRD0ZjlIbspbaI8TDBqyJ6wmxMzLgpumGVdJp1dw3ApGJ8dMNlsllKfAexXkKjgK8nOJ59a5r8PKS9DVGmyUA/yMy8ZihdUzpZEiBAHWgjVcxyUjMpTDDSwWjMJTz2Jlb8XWL30B5y7J0teKGHGSIFI4QuBIQWwswoN9tzdZfilNVO+2wHD52oUs/8vX5lFRuq9uIaSmOPMY84c/xe23/S1/9rEV/rv7v8Wxuz/Nkfd+lrkfP032f8ogfuLEJjHrbCyw1ZjSq/+IytrhPmIGFs9WCZhB56eRNAn1jQTqFmIzixQNyHpEczeh/Twy2ECFRTZWPszq4o/RbO5DfP8E/MOjPR5p/Mg+uPDbI33GVxPXydkVwnEl0hG78uECQNVQUoNxkMLBjukBJlszZ1ux+lKajdPtu01BVHZ4/aE866d8tAWBgYkcNJIL37HiscSMttrrcDLMssBo27f4jwplxqucAUkA+rjkrBUD81aKcBoU19TGuScWyU5nmD2xGQjdbrdVLieLsONJonpMNECpeaF6oadq1saxlkDgXGVQNueVtYVVUw20yWhDOhIV64HfbaCSqu5asM50ZqZTPQlUsGPu6yiw1hLWIlI5v4dATszlB87BTSzkCcohlytJ4seMP4sOFULYnozJ7eA5KbTV+I5Pxs1SDjYQjiBaSxbf7MxmhUjHeqigIj+XY2IhR/WVBgLBik7I2b7cvo7dx4niDRhjiLsW9gP5A9wweSNfX3wUgSBGjfQdW2tbxrP97zPWFoQl5ZdJ1S7jxhHWBnjeWtcTiG195IbBa4WgXyuwNvE32zrOYaHfjDaswYXHwEkl5IyIyHmVlKdbxEyAdZEmTz0SaGPBWwLvNfBfhUwD8hNQPpu0OmvLyetvBLgpl+xkmqAcsPLK6o5JG9pqSs315BzSSX5uQzVwwrMIpwF2sxoqmmukbnwa07Q8/H/+DDPHLbGxiVF6683GWrPvXVWsFiw+01tJvRBVOehN4HiDq7LWQnn1vaycvpf/9tIR/p9nJ1h64y7Wz7+L9fN3sX7hzuHX7LzbUnH3w4mr6MwMUWoadEBo3oGxE1jSKHOApr6NyBwC18FMz6CmDyBVExnXUPEMK5ffj61G/Z0w34H3jtdCvhq4Ts6uAryM1wkjHhcyrqOlAlwc6Ww3njMQojVzthUXvj6B1b0HmYkFi1/KoRQgDDa/WTlrK/i6czbFNmafRptOkPO4UGa8yhkAu4hwSiDeUl5n7bimrdWmRqnJ8qtrSfC27G239So2HaJmRD1u4DqbC0igAlabqxzM9wtTDheOIJH9GauWKw5Aj0M1gqJX9FkRWGsJTYSxhkpUZjo9vUnOdHBVvtO4GaNChZf1ej7T1ISfVEO2EMZ2lXJ1KVGPzqZmk2gqKwaSlkFIu6nOvFwxlRjRSlcQrCcEKTPbFanUTOKBht2UzN02TeNcgGooVs0KE+4EWS+Ltpq0kybtpjlRPEEtqvWcx/cduJ+NeIPXeQ3spnfcdgh0gDIKZ0AUWqwMUio8arhRjUL4BkHDJ51aQojk+BHu7vzOkhD0a4ecqUBhdH/skZSy14w2asDi4+B44OdANNHuq8S2iTC9VVYhJFhLaDSYPNiJpCrkrIB/GibXIVWBy19DvfEENqp3zqn0RAqtDUsvLBNUh5+r9bjemd2z2uBIj43mGk78DFZ2WcBYSzb6M8TBDK88/P1gM2Snes9NKQXNSJObVUwdiTj/ZKZj16StYTGuccifQEWDq8Ba52hUbmJj8Ub06kkeOp3lG2/MUr58K+XLt1G+dBLTHCwesc0UoQpwtqwfTlxFe0XiiTmEo6jVbsDYrdVsF21nCPQthOYdqPQB1MIhbMZDNtdxrIX8ENFK8c2PEbtOzq4CvIw3ls9ND1QNJRXCyFYw8hgkz1pEMxpIzqLq4HZrVJZoKxBCQz6bVM6UZsKfYCY9s2XuTGCHkDOr7baD3ttBjTlz1vOau8BbKSWgsdHsi2sCOP+di2DhyL0H+v5vYiHfiRaSbjJgXw16lZoXaxexWA7lD/dtn3JSHMgf4Gy5d+7MkU7LkX93MNokFdYd5oyEtX1B7soosLARtvzE0jM40sGXPs24eVW+0+ZGspilcj6ya/BaOpLcdJZoi+dZm5zVVxr4wifvTBAbRZadFZZtJEa0yb5PpopUVBnhJORM+gI313XeWsjNZAmGONAXbs4nn9HLVVb1CnNeompURpFuEdliepID+YNUu+KabsndQkEW+XbjMfwRK1O1uIYc8j0m5rMBrmlAS8uZCZbQRpBOXwaSubOoOn6LPKl+R9eMsCdqxAOnOdyU08lpJW4mxExI8PMgq+CfJjYWY7yBx4oQkkbcTZJdsLkWUfMScjZZQ8ffJN38e5zmq9D6TPyMh5t2WXp5lcpSbWDVab2x2slONsqSkh5h4w2EXMHaTasSb+VrOO+26MsZvv3Q97Fw3KKuKFkTAAAgAElEQVS06RGruVLQiJK5u8P3BARlh9XTCXlZUg0UhsNegdKFuzC6dx2yxqFWupdkWsJy3C+SES7PB6s9v7d26T0Y1fs5WSUIVj9AaEKcLgGcVHW0myUqzCEkNJo3EmxsN24kMDZPZI7TtHfRnLgXNXMQUV1HN4ZsFxe2eb69wXVydhXgZ92R+/49MAphGihrkY6TqL3GIDwijBHGDmxr+hODFy+/aNBagFCQTSOaTYiTi+ZWM1prt2lrGrOrkTNjDdrasW1DBOO3NRPYt0y+ptGG2kq9L67JWssb315k5sQU+dn+2abCQp6wGhI1NhewelDfEtt0HoBDA9qasGlG2016PMejHu1eFLCVcA2Dpd8PLTbJIrjWTKpU0+kk9iDrZQl0M9nmClMCGqVkMfRzfh+BzM1k+rz1ctMZpCNQa4ZpbwYhBMoocnJ789lueI7XqTgXvCJVXUVIQbgW4k15yRwQdIbLpw4XcVMucdBPbOQceAWX9ZcqrOoVZkgMcWMTk3M3j5P9+f3kvYnO/FlU0tybeTdnw9OUdIlGXNv2szQt49n0EB+3ZmTIZuo4YQ0jfbSTw1cb2HoTz93AcapIV2Iiuyu/Qq6hubNmZbCnZceMNmzA4rcBC6kJkOvgngWTJlLJnG769ceZ/fQnWPj3v8rspz9B+vXH8R2fejyYWIEDNqmoReEEXtHg2y+Tqv8FTvUJRJSoi9MTPqXzG5TOl3uKBdpoSmGpYzytg8Q8fEK/QiAk7Qu5CMqkDz2KlZKVMz9BoyKZPw7NWPfozRwpCJXBGsv8LSF+znD+yeS5z7eI/mFvgvrqAVZfug0V5bAWlC6ysXYf0eoMJggAgSMk70zP8EKwiul67/X14yydfQ8qTLY10QTNix8lKN+YnBut9UOqOlZ6xMUFhHSp108g3CxRVY00zmLxieJ5Ll+8g6Xm+1i6dA92CynEuOD/xo7PdbVxnZxdBbieuysbDEyIEclBJHdhpdHO1bTp/srZofdVke6WcrRnOfrRBsZILAryGWgEECfthmPFY1SjCqVO7p4dKlAwsdnVe76SBXU3Xmcg3jIpAWF9cFxT6dwGtZV6jxCgGxNdik1IFmcT6Z7q5GL1AhPeBAV/8B3gscIxIhNxuX6p85gnPRqqvuuZvaTVP8K2omW50YWkbWk7x+J0OpmzS7sZmi3X+KtFzlI5ry+GzM/5OL7TQxqlI8nOZpHrDjNuQoSstaTs6C0PV7qds6bgFqjbWpKBuh7hT7mddq3RBjft4ngOs8enUKHuWXCNtYQmYOqWApXXa+jYMCvmMLHBGNNjdyGFTELurSUIAqL1iHuK78EVLo9Xv4Vl+9ZmMuOnkQOsQqy1RLEl55eQYYCRyWcROzn8+gVMJEmnLwLJsbAbUYAjnWsiBD2ZNwvwhtkHmRB19vFEbZnKg7ME3mJCrHBpxA0KZ5+m8I0/x62XEIBbL1H4xp+TPf0ExmpCPby6aI0lahqEU8SIA5DK4LvPkAr/Cq/0JZxwicyES22lzsprax2BQj2uYbCd64GODJ6tkE+VKIeb32mm9B8RN08QLZ7k0kvJ+TZ/whLGBmfL+WHRKA3SgYN3NVl91ae5IbkQV/GFw36T2EOtNj7AmcV/xYXa73Gp8RvUUh8lnrkB0wjwqAGG29Jz1EzMubi3gltbO8b5Z3+c6ql/Ru3lX0KVb0ZptRlHqJtY4RBP7sOKFPX6caxNIRyB1aMdayY2VM/UiWsGkT3A6fWfZ/n8z2LCPNaCNfMgfxN4YMfnutq4Ts6uAhzf2dVovNARmrhzJy2lwzjlqP+fvfcOluy67zs/59zU+eU46c1gBoNA5EAwgKTEYAaRFElJVpZXaVfBXlsquaw/trQllb1V67LkXVu1qy1ZXpnSymIQKVEMEgUQECGCyAMQg4wJmHk5dr7hhP3jdvd7/br7zZsBJEASvlVTU31fhxvOved7fuH7bftq9ktrjl8TMve+Mk6QDlAvr7jq4zUmbopToUGRQC5I05qtyNlc6Siwo+5MDJ4AVby3RMIgaKuvsFLtSsmZvaQN1RsF9dX+dk3nH5nH8SQHbuqvOVaabndsphOYMqrHLudibZ4DxQMD029zfWoOpZBoa664Y3O/fqhSSpJdUinb7gDrOMKhFKSkMudmaajGnvWQ+0Xb9NzLe4hdqWQhBMXJPFGzO52Wm8gQbOYYddNInnAFIt7/Y9SVbudZUXLTY6rEFaLNmGDMQ7XOtU4Mfj69r/2cz/DBEmF1e1+USdDGMnJNCassE/MzjDsT6XUXqUbYTgROwLHhqyivVzDWkvfy3JC7iafqp0hsTC0e3LVZS6o9NT5tJNriODHV78Q89v9excP/cYZT/2WCjRcKJLj41QWkCPG8DYSUqObfXxN0FaUNGn2fezrGLz+FqtcgUwBnPq0ZM0VAYqyhqUOGnvhylygrgNQJhcf/DBCEejBJVklLvqi9wQQYprDeME7uIoH5KsHmV8mLC6h6haXnVojqMWvN9a4SBx0a8uZFHN9DaUNiFe7Sg7h3xZgtn6j6bpbPQqZgyY2kC/R+wsNxa0F18NYQBFx8IsPFeIuDbpa4cIhm6QQmKHRnlYRAZ4aoBidQuUncuMp1Xh6J4HS42n1epOjRM4xMjJQgdISwhmR4GiPyNBpHsTsWSQIuOdZ0pCmfqaJig9e61zzpcXHrvayf+yMWH/hNVPPzvB7EDN7UOXtN4HjyiuqvhA7RJJ3gQr8bYC90fDX7RM4gJWiOp3nxS+Mcfd8GY29JJ35rwUoLWR9hLVRrMDbCTH4GX/qcq5zj1qnbEIiBtT1amY422+XgUpZQg5AK0V6BhZOQxH/HvnVXgkF2TTrRXDy1yOwN03gDrnNuOIvjO52mACUVprl9rhKdsFxf4vqx6wf+/khmlJJf4mz5LO84sO0ggBXEOuqZ7PeDuKm66pReeWy+r42ZdHtdAkIV4giHjXCD0cxoZ9WfdbMtT0rxqslZs53WzPl966myw1k2L+6qxxqz5E7n8USAtorA8zHh/u99V7idZ0VRpuRsa2MLLGRGg05npUkM/o5yheJE2ika1dPu0tikY7pwJI8NDNPnDzJ+8yQ61FCgazLufIdbpFgfZt1dJ8DnztJdPFF/jGeaT5ORWSZzUz3k3VjLVrQ1sBs1VpbkzAbn78liVHqN4qrLxW8MkfEEx29YR1ZrZIrLxEGBpObQ8orfN9om6Nrorlqjv2sM8l3FJLgbTyGIiHSOnHceRDOtF2t/1ijQMU59E24YgfceSIvMyzHcM4/znU0mH/xjkvEjcOgOGD+SNhPsgIoVefFVsodfhpIDFU185jiR+1GsHQNXIUs1fPVN3EaJuHGIpVMHWBmtMzo91vke2yiTCy6i7BBSaqL6KqMjX8cWh2m+9FGsdVg5I5g8akkG3GNSGNqnIztkmDgeMv9EwPzxkNtHj6MyaWRZOgph6kjRPneSJA6wOCT5WXQwTL5+gWNegaebq3ykdHz7N5AkNu7S/oxUiGMMEk08MotmiGbjMNZ2UxnhSeKKIjPSf9yqpqJ8poYQEi+3PaY8x0vT/PIgunC85xr8XeJNcvYaQDoyTYFoc3lek0kN7SiMddPRJwSX42vUSWv2qTlrIxhOb4pwywOtwRFgHYwAWhE3Ua5iSdMHh0rbYrSpv+YAchbrgQXCe8Gir0yA4wr9NVOtsze+EO0gu6bF0yskTcXhASlNSHWWipN5Kktp9CMmgmj7exbrixhMXxmNzncIwVzpaI8QsRCp6GvhEqbe/aCibY2zVx6b54nPPt2pQ2tuhjzx2acBOHDjNCrqnvgiFeJKl41wvZPSBMi6ORZqqZTFq4+chQgpCHK9NWcAXsYlKPioSHWkE8LhOsJKhqojJAVFPlsYKKLbD450cGQaScm3Ju/qWpqOzowFHV0+a22XrZKQgtEjwyw9s4JWmqZq4kiBdASNuSpT5w6Qc3NE1QQKoi85i2oxJTlEkotpqiYz/iyHgyM8UnuYG7I3E+moU5fURqiaA1OaAGFiqD9Y7xCzNqySnP9mgaO3RvjNVaKMT7awTHXjwGWL0aYnIE29vp4+m41yiLM7sm1USsySKrJUwrhnsOQRO4rssRZ95mEOPPgHiBtGYLe46kePYIVL5oXnyL/8CDz0udTbceIoTJ6AqeMwdQJZvQ//prMIvzVtD7n415+B018icj8K1sXqEog8stQk0M9hys/hP6NQ9RvxDx/EOD7Z+DyiCNa4eFJSmv80fGKYZPEYOpyltg7NqmDqqCVOTF9tO4RFG4kxGk/XOXyz5bEXJxk9N8OBAxNI2cSRCo1LszqBqw4CFkdugFrC9eoIUcC4OZqlq7kmXOfPN0+zFW0wHLTvd9HR2nSQGCxKheRQJKMHSBil2TwMfUTSHV+SVJO+Yy2pKSpnakhf4gS7RGyRWNpd6n97Hqf7wZtpzdcIXsbddxqnDZnUUVIhW4NLIpDS3Td9aac1TX6wMauf1wjXEG662HbUSoCxEpFJL78ob0cHdorROkIODLPrZEB4/xLQVzihXqn5+d8XC6eBdk2PzpMdyjB5YqzPp7ZR2tGxGREiYtmpFZuvpdp1O22b+mFuaI71cL1LusCV7hU7BSTNpLNYOf3VF3oaBHRiOP3VF/paOIW6FTlrbnSaASCNnDVVs9Ws8urS1WElwst6expyFyfzXftWLqU1cJnNHMooipkCOtaX1a3tOxm00eRVOoE319Mauux4QNIaq0LQJXQKqUDuyNwwUS2hEdc7BGzpyAW8yKex0CSuxWTcTN/0dXWlhhe4zORnAEtiEu4svo0ttcnZ6GUafa5zNR6c0gRoRgpd6f+8SjvGJcrN4ZWX8d11HFm7ovu4bYL+esFaS1gOu8sOjMLZfBoRb0EuwC2ewxqNSnY8j9dfgS/9Brm//C2EEJgPXdUrruo7iO89jPmlO4l+5b3of/Fe+Km74D05mD0NyWfh5d/Av+YlxK6xKnyJf+ylXXvrYHUBGCHKhwwfqRBsPgxPfR1n/llyzhm0SBtG8sunKbw9xjYdws0PALB8Nh07k0ctYaK39c12wBiNb0JsWCXOTpO75TBiWHHk+eMczufQqkC9cZR68yRhYxRj/I7e2NbaCZrNIwgknlvFcRucHL4GgKeTBm5cptXOuW0hCCQqxFU1kpEpIjtJs3mEfsQM0vkC01t3Fm3FlF+u4mScHmLWgU3dMF5vvEnOXiP4Oe/yOzZVDSUUwuxoCxZy30K0nbRmfrC1iZCQGdaEm26nZkvQIme51uWvbj+U50pzGGu4UL2A7wRUBtSimCskZ0onyCuwfBKSK/LXlEK+4V0C2nZNu4Utm5WQ5edWOXT77MBz3SYFbYHUqBERt6RK2ufrYvUiWTfbFYHqh351Z570elTm9wNrLUm4Tc6am/0FKZubafTKKNNFcCIdkpiEuqozmt0ZOcsS6hBjzauOnIXViKDg47iDU2Vt/8J2p/BKYRmLxa6T1nZJP62juQzCEbSEaIPEx8El3khwAomf9zr1fdbSG6UB8iM58uM5qpUarnQx1nBu6kWsY9h6oUqSJGRMH6HYSNEsh3gZF096HCwcIlQh1+SuoeiUOFV/nPIuPTFjDeV4cErTYlE2xC/1J8lesdUQ0iKRbnWTbO4iOrr8+/H1rjtr15t1MiM6xl1/EhFtQN7DKVwA7WFNgEk0NMtw//8Df/zLsPIym2/7GOE/+zAiO+AZJkAnQxiRweQ9mMrC1cPw1hn4rln44CFEbkCiq9R//GoE9VAi7AjuuIdTqiA2n0RmFUYHyLjOeO4emM6xNv8OMGkGZuUsZIuW3DjE2vTYewqTIJMtjJNjI3ccUyjgBQ3CG1YYW5pCzN9EGB1C6wJtirGzXjipGYwYod44Tq1+giQZYSbnMeYX+I6qERaPIU2Ck1Sx1qTZG2sw0TpqZJyIQ4ThIS5JX4ToqjtrrkVUz9Vxcy7SG/xZT7rU49e/AeVNcvYawct6lxc5MxphGmhLVyrUEXLfmc1O5KwwWADTAtkxlaY147adCiRGILKtyFllm4Bti9GeTTWGdNKlMA7pxKu1vrwUbguJSS5bRgNeReRMOq9aSPVvG4Psmi48lmqbDerSNNpQXa1jtOl0bG4upROYYPt8Xaxd5EDh4CW1uA4WD+EIp8tn05UuoWpeNhFq3wttUpkd6R/d3bm9vbhRRmGsadWWpRpn7e3t9Fqkw8u2OtsJayxxLU59NfdwMHA8h+xIppO6XLMrxMWQ5lqEoF14by9LhDrjBGnXWQIlt4jdFASjPlI4GGtRSuH4zsD7Kz8dgCMwMZTVFqEbIuYMW89VSbTC073Pg8ZGEyFFZwzkvBxTuSmaScgdxTs5G51hPpzvav4IVYg2ZmBKUymL7zY4cvcKiO5rIV3D9F0V2uo3xs0jwxqBWYNwad/nqo2dJuivB5Iw2b5/VJP5v/4Wf/7bK3zmP0R86f+scPbRHFgPaQ088WfwB78Ip78ON38A/XM/Sul9KxRHv4PtsRxKoXWerdX3srX8QS5eeD9642dh41/A+q/A6r+heeYXsNUB6fOmxr3wN2mX6A5sP/ckRmVAFBFZD+2UAMHYhS8i7x6juTLGxvokGou1sNyqN9PagGW7K98anKSMsDG1/CR6ZIJYKJJkhHr9BGePLWCkYe3R3cRGdDQqjTKYyHbuOWMyRNEstdq1XJ09yUuNBaKMIho7RJIZx01qWFVHxFs0i0VCcRVhOMt+qIv0JHE5VUOoLzWpX2zgFfa+3yGtO6u9ii711wpvkrPXCK7vXF6K2kQYkaBNdyOAK9x9P4BEI8Y6EhvsXaydnVDEVYe2xqGUoBCIbOt3G9upy4JfYDw7zvnyufQ3BD3myEZfua9mYtSeaZJBEDK1HLlcrbN2x+Hr9VDfD+obTfxMr7bZK4/OM3pkmOJk/zqbuJGQLWXQie50bJaXtqMfJklXnYu1hUumNCElYoeKhzvXHtJaNGPtZaeG00jS9hi5/kNX9zSQOJ7k+g9d3f6hDplURmERbLRkNEZaEb9IR3gt7bZQXz5h3AmjDVE9xs/5aUPPHsiP5tCJxlrLhtrAjCqaaxEZJ9NpVFDx/uvOAidAJQkWS9EZwtlyyYy1CJWAKE4IcoPv6UQk5A5k0KFiJV4GUkHauJIQrcY4qpsAGG2oLtd69PNGM6MU/SLXZd6Cg8MT9Uc7MiUAlbi8ZwF+oi05b43CaAOsaHWGW4S0zL2vzMjJJjtvV+0X8OpbeMkZBJe3YJIirdN7vdJNYTlEuhKRVJm//1s8+rUmjdaatrHl8PAXJRt/8wTD9/8vBKf+CA6ehJ//KfhoDWf4EcLmJGsLH6ey/k6M2XV9WsKs0HYLMLsWlJK4LoleuAq7qwvbGovIueTuepDChV/Hf+ErtB/0jaSB2xX2EiAySBmQXT5N4bYyIFldvBuLIFIh1TUIa4LJo5Bo07EyEkbhqg1MoUA8cpCmHKHRPMLCytU0mjMoHXDReYXoeJ31J7d6rLpsKyquI9PR8uuGy4ngJpQ1PL0mSdQ4plQiGZvGOAYzPMy6PoRODrNf2iI9SVJLqM83aS6HeEVvX01s6SJJo/aQNfm7wJsNAa8RpOdcTi0/QkcYVLri3PG51MJp/2lNm/WwzuAHqLCQm0zJVLghycy0oirGQuthLRrd5GuuNMdzG891hDAbqk5xR0G41eZV+WqKKyBn6Q+nLgGXnU61qRDjlUT6/rbRTv+102dtbF2sUFmqcfOnBndYWmPJjAQ0NpvkR3NIV7K1VGH42hxIgQo16+4ayqo9mwF2Yq40xwPz30QZ1RGxFaSr8N3F4nvBKNNF3w/fdoCz377A+plU8T8o+tzw0Ws4fNuBzm+YTuQs7WDeCFNvxnbkTBtNrmUwHum4p83+cmCUIW4k+LlLr6TdwAUhCE1IRZdxxyTRkzG5ltCrdC5PIsJz/JaPtaDEEF4tIDOakjEBqDjBnxzcJdZImvhFFznlsnQ+jULNXjdN5avnaJwLMbd235tRNe7brCSEYCY/Q1M1uS73Fp5pPs1Kc5mSX2ylNCtk97jmsVLknA2WnhpFSMuNP77K0qk8i4/mGbkqIiH1i3Q796uD9TK4WwuI6fMo5+p9nzOgI0bbtvH6u4K1luZWhCeruKtP8p0HEuaKf8NbZz9LwVunkQwT6RyjSwvokVmaH/k+MieXEc7jEB9ja/NmyrVsSsrjdCwXRh7Fceponae2eTth/arO7wkhae44TmNM6laR/Rji9JfSGrNOt+ZV6OG3kBm7D/k9AZm10wR/fT9R82b07M24hcme4xFJkwn9NTgxzca5W9BxHlcoGqrB1tnUcmnqaKpv5spU8smxVZKhaermOsJqiY3yCjkvh7WGWBkaYovIRuRu9dEvGDaeLjNx23Y5QjutqRpqoD7m4cwRfBHwXOMsV2dvJo4nUayQKYQg5qiHdQp9BIAHITWkt4QbUUrMLqOcxgKRfX1rld8kZ68R9jJ37gehI5SNsHbXA/OydM7iPcmZBYQD2cl0FRNuuKBtqnJuBBRan2t2k7MjpTkeXX6UjXCdglekElWZym1rbBltr9hXMzEKf0B78lO1U9yz9XXKeoshZ5j3Dr+fGws3bx8vAqMtfRrR9oQQFmUVHq9fW/QgGGUQlp4HxyuPziNdycGbZ/p+TsUaP+uRG8lSX290Ojary3UmxBDSFeimYZ52M8Dgbs+dmBua476L3+Bi9SJzQ3NAum9N3aTE0L6PSyWqZ4VstSU7nKG5FXZkNHYfE7RkB7CsN9fxpU++RcgstqNSH6rwVZGzJFKoUOHnPBxv78eg6zsIYDFMBXqzE1mUtlAVkE/v/d1WT3t+n3RbkQTJUH0EYdO0JqS1ZkolA2VTAKpJFV/6+JM+6+fXKMoixUKB4uEctZebmEb3eS8vVfs2m7T35WDhEDeGN/OdxpM8VP4Wx0rHaKomxpg9SxAS3aAUVVl5do6REyFe3lCcjVm0BepLHv5MlC4Cd8A6GWiEeNUXMCPTGFviseVH+cqZL7MZbTISjPDhYx/htqnbe36vbYI+0lM7qYAaUGRQgfirgYo1traEr56HrGDGeYD3fOTzuO+fgaEj5MsxuXsWWNJ3MfkJn6x3FhMeRlTeA+og1foF3B0RyPsvZPjCwxNsJAVGvSyfmMnw1h2H5Dk+tbjGSDCCEKKjWSiAyP0o0Ss7ds5ND71WO4pbeplg/AGcT2YIli9w1Tcepv7iUcrH3kM8dJD8/GOMPP8VXCrwC9ej1lwqq2khflq+ELF0xpItWQpjsLCl8UWIFCHx8GGq4U1oVUTpmI6rgIRGZFiUaQf1zNwUm5NNVh7ZYPzWdP93HkNSU8gBDTiucDmePcELzedTH1BcjB5nq+YjMiPA5TeEeKXLI2VtOMKhGb++rhRvkrPXCNKRuEGqKH6plTgASR3jGqxxuqK0coedxqUgGlGqcTYo9WAsSEl2PE03hFse1kQIV6C0hHa2rNE9COeGtsVob5m8lVpS7UTRAKzZO3I2SM/K2pQkBaK3Juap2im+tPFFEptOcmW9xZc2vgjQIWgWe0X+mtYO1mt7vaETg92tLaUMFx5fYOb6yZ5UVBsqVIweGe7qHitNFVh6eRXXcbGkxbAX1UV86TOR611B90O7KeB85VyHnHmORyNuQH8f44H7tzNSY62lslzj0C0znH9kvuNm0IZ0BUlL6yw2EVLKVOMsO9YZdwI60YRYR6/K+aHtDuDlvEumNYUUuBmXhXI6AQ1PllijRrSawHTqZ5o09r8vrnAwscVBUKy0HBtG2rLnaSH+oA5Say31pErOS/081+UaY3ICoy3D15S48BdL1NeaqFjj+qmlUFyPyQ4NjoDlvCw3j9zCn2/+Kd+o3Mu9p/+KIWeYu4vv4Xb/jv77gcXYLcrP+OhYMnVTej0LMzFgqc77TMxGqD63nfLyZDY2CAqneWDd4TPPf7ZT67YZbfKZ5/8YoIeg9ZqgK2AN7HlQNXCHQVwFDA881iuBWjpDUH4SMeMgs1u888Nfwf34gS45DPHJOaZFgqqPU3n5uwm8q8mWAhKjUSYh66b38UMb83z6wneIW53GG0mTT1/4DgBvHU0XK46QREYRm4TA8UmiZB8EQ6Aqx1GVY7hDL+GNfxPvB7PkF5oU7v1d4ieyuMc08n88AK3nu3zoAvnqE9QP3Nb5lpWzgunjNrXYSyq4OUlYOEGteR1Gpw8Abbej4r4jqIeaRXcBicNUMI13R5nzX16kPt+kcDCXalRGGmssSV3hZgfTjquzJ3mm8TRL8SKzwYFUoFrHNJLGlZXDXAExS4/Le92bAt54eZ6/x/Ay++/YlEmVZIeMRme7kOw3PyqbUapxNihyZizSFTgBBKV2x6ZBiJSwCAk2EyB2Rc5m8jMETsC58rmW1ll3rcdeNWdtPat2d15bz+qVx+YxpDd1v+jgPVtf7xCzNhKbcM/W13dsEVdmfi7euP6au9N/AIvPrhA3Eo7c0T/a1a67y5SCTkeftZb8VI6kotKCWyftgLxYvcBs4cC+jeZLwRCjmdGupoAr6dhMmt3krFkOUaGiNFNMNdmWux980pGoln9kqCJc4bARrjO2K0rSjqI19auLnDU20vHp5719pcmDYsBSq5B9Yjrdp8Zq2Nl3rfYvp+FKDxtqhCvJlNMJLxpKv8sRkkSrvv6NALGJ06hCqwZrtbnC7NAMqpZQPJl+18rzax1R3/p6vceaqh+ebz5LzVQ7neJlvcVflL/MU7VTfd+vtCUrl1k8NU52PKEwk147N2PJjiuqCz5SpHVpuyEdh1AV8Stn+cqZL/U4UCQm4StnvtzzubS5JybWDWAR1ENQexgWn4eFs7D8LDS/BfY5oH938GXBWlh7geTiwzgTMTJTxsY5gg+UeuUwhMDWEhpnPoVtHuoI1ioTdz3Ov7D4fIeYtRFbzRcWn9/1dWkNGEBcTy4jM+sdhdAAACAASURBVCOJysd56akPsnrmLvToGPzoCbyfHEd+/FCqqyYECIG8e5JReX/nk8lWQFSXTM5ZdGMTm3Vp5E5SbdzQIWaQLh7aUXHXEUQJLEbzTPqTuMJl7MZhpC9ZeSStGRVOGjnTscEa9rzfTmRPAoIXms+lRyMcYpNQi2t48vKFsK8UjnBJrLpid5TXAm+Ss9cQXs7H9Fsq9oOqoqVC7O7eESl92Q9EPepr3dSGtaSis0BmTBFuuZC0jZUlVijIZ3siZ1JIhv1hvr34IL9037/k/3j8N7n3lXs6fzd6UFHn3npW2g7uryvrrX1tvzLzc3o6Tt8o0Er3dAW98sg8QTFg8urxvp9JQkV2NIvjpR19XsbDaEN2PI2ONNdaRNpa5msLA83OB2GudJSz5XOd/XKlS6Sjy4o+JmH3hNJ2LyhNFShNFTqv20i1zlJCEaomsuMOkNbopITEYajlDRqp8FXZcjU20xRJkPf3RV6CnMdKtERWZvEzAW7epbayfQxCpMLM+4EjHXQEOBa37JP4MXU/jQgJI0iIB5KzSEede2gz3CQ2MQfGDuAPe+AZctMZVp5bI24kaJV28/p7NBe08YWVz6Hp3v/exdE2tIkxC3XqaxmmbqqzM0BRnI2pLXrQqjnbDekKVCwxKmAz6i/Vsxlt9vtVfLFO0rwXNu+DxWdgYxWED7lRMAJWFmD5b6BxL5hXSKNrVwCjYeU0bD2NypdxcgrqltwDv4UYGnA+8y4gkK5DEqZdgqGK0txfCxtJ/1TZ7u2u41JLahhjSCKVJkd0A6HXkXYRaZZggAZlpCJAUlu/igtPf4y1c3fCSAC7CZ7v4LxrO8q4dT59fowdWCPKZWj411FvXofdJc2SWvBtX3BrLYvxIrN+K/IXOIzdOMzG6XJaY+YIdGRSzbFLdEDmnTwHg0M83yJn6e9YIh11amD/LvF6ZlzeJGevIfys21Nj0RctGY1E01OkmwrRyn0J0YrG3uQMYzs3ZHZcE2556DAlThaRmp/ns4hd5Oyx5UdZDVc70aZyXOb3nv5d7rvwDSC1FBoULt5Lz8rsMdCHnP6piJ3bxWXqSbWRugS8MYVok1B3kYOoFrH07CqHb5sd2MCgE01hbHsl6xc8dGIIJtJJI1xNydmG2SA2EQf61JsZa1ipL/fteJwbmqMSl7snSCH23SlnrUXFuqszqrLUImfTBYrTBRqbzS7LJuGItLbHWkIdEumQSEcdbTZlFBknS94rIJGEOuykNV+8/yx/+NNf4He+9w/4w5/+Ai/ef5ZLodEap0F2f5EzN3BZU6uMumMkJqEwmaO6sjOaeHlj01EuOBY2JfVSlapukRQjIBh87zdVoxMFXaqnkbzp/DSFAzm0MYxfM8rmxTKVxQrNrSYCsa/jW0/W+24ftGjSpsHGEwGObxi7pvueL87GmEQSrbmkwcRdxyNE2qQjC4y5/YnOSDCy89dw7AL5+AFGqt8iXjwN9RiCEciOQPs7vGxK0mwOVi/CylehcQ+Ytd592As6gaVTUD+NKmyglcRZWyJ/z6/hyHNY0/982mZKYgRpEb9ShoZq4O7IbIx6/ZsZurZbg6c1Klwmrp3HYQkpVhG+RAVXEQfvJs7cifBDpF6GXd30TdXAbcufWIfq6onB6/0dRHPjnEtQTOCgz5q6jrB5vMcWCVqSNju6QBuyTNM2mPFnO9smbx/FKsvaqa00Q6MscTXZV8nP1dmTLMYLVFS6YLHweov1vy54k5y9hkhXu/sYRSbCCDXQUFYKp5NeGFl+nOu//e+4+f5/zfXf/neMLD++/b5GPNBXE8AKOhZLuQmN1YKoLLAGsBIrLTaf6WkI+MqZL/dM2rGJ+fQzvw+Ajs3AaMNeelbG9qbw2njv8PvxRPexSCTvHX5/57WQYOIrIWeyo7z+RoOKutN/Fx5fxBo70K7JKIPjOQT57YdqkPPRSiNLFiGh2SJnSyotYO8no5HohIyb7aROdmKulNak7JTUALtvgtuW0dhJ4CtLNYKCT1AIOppsO8mNEAJhIUkSlNEdwdGx7LbGWdbL4rsBGTeTanBZxYv3n+Wvf/vb1FbrYKG2Wuevf/vblyRozbbpecHvMT3vBzdwWNdrjLljWJuK/laXa53oosWikv1FaYw2OMbBYNCbmnqpSkWnE5HUAhMMHuOVqLrtDNBIr+90bhrpSTIHPYRNic+Xf+1e/uSXv8rScyv72qcxr78DxaBFk6ousfFCifHrmjheN/EpHEjHSXU+1YAbVOlhEsuNQ9M92z3p8eFjHwGr8JJzFOt/SWH9XpzNFaQt0XBzEBS7IlJdcAPIjYMdgvWzsPwZqN4PerC5+/aBRbDwMCTPwFAD3cyQOfsA+fv+LdxUgp+5FpV46GRXnWgiCdfes71BpPIqsY5wd5R2f2LmZM8z0BeST04dxknWcPUyjl5F+oooN0VZ3EzofYQw+yOE/qdQ3jvRztVo50ZC//uI87cighChVkCHaDShirsaEABMs/880dmuIjbPe4wcNyzFh1ivzOC5/SNVacf9jnubVM5lJznLTWcoHMqx8uhG2mUPJJVkYDPATpzMpk0KLzZbqV77j5KbvUnOXks4ntyXxITQMYaEQUPOaV2WkeXHOfTC5/GjrVTwMtri0AufTwma0ohY7emrKewOEdCJ9AkZbnppRA2BsQLyQRo52xFu7p9SgLXmGtCKnA1YjV//oat7D0vAdf/kBBo9MKp9Y+FmPjTy0c5rT3hY4Gjm2PbXOKJLaXq/kNJ5w7oEqKh7NXn+kYsMHywxNNPfyzJqxhQn813n3824qcyADQnG/Q45W7bLODhM5XsnwNjElIISUZ9070x+Bl/6nN1Rd+YIh0ayv24pozRi14WuLtc6pKzU+n933ZkVgjiOEVjWd2mcKaPIulk86aXkTDdRVvPwp0/1WD+pKN2+F8JKlCr8Z9x9ecQmIqFqq4y6YyBgaLpIEirCanquHVcS77MpQCcG3/FJEkVcViRDEdUWOaNFzvoJYKbNALWOCf1yfYmSP0TWS6OolWcaXPzWYuf9za2QJ//kGV55bP6S+/SJqe/HF73PkncPfXefd1sqpypYI5m8sbcWMSga/KKitrDdgdoDAcv1Kg9uLjDhBYx6adTJkz4/cOKTvK2Up1T+IrnyNxGNBtqZwATDSDdDrCJ024pu43Pg/zqM/9v0/43Pbf+G60NmEsQYlJ+G5d+HyoMD04HEdbj4TRDPQd5A5CPv+78ovvjfsT98I/KDY+jGAb70qz/BE3/8AUxcxFqobxT59u+/H1U+2fkqKSRhownWIKxGqAiRNLg28FNh8B3k6W2jk9wxc5KodAO1ofdSGfskldLHaebuZmF9HJk5AGTofbBm0eIWIv970aXrEX5E0lxE6rDnveuLd2JV9zarBOuLdyJVncY6xA2X/NwU1cYYoYoHKgcoo5A7qMMmiwgE485U1/smbh9l7MWHGPuJn+TgD32KqZ/7WXLf/Ov+534HJr0phpxhXmiRs8DxL0vG5x8K3iRnryEcz8FC3wfrTggdom2CtQPImXQxxjB79ms4u0iFYxJmz34N0WyZnu8ROUPQucLZqZacxqbbKarXCETOTyNnO1b93SmFbbSjGKmvZv+hc+iW1GrIbfmW+TkPLJQXq2it2Kt5pr16/6GJH+V/mvnnCOD+8je2D+dV+Wu+MV0CVLitv1ZeqFBeqA50BADAQHakOzXi+k4nHZidyBC2CtWX1CKT3lTfWg1rLWOZMaToHa+OdDhcOsK5HZGzy2kKSDtQu3+rslzrkLL8WNrBVV3qJmcCiON0vO/WOLOk3Xqe9Mg4GZoqRBtNba3/Pg3aDi0B2lqcRh/l/tJ+C7WU4AyLUTzhMjyV1r61u06lIztF4JeCURpf+kQbLfu1EdNJ4QghEJ7o28ASm7hlQt5Oay4zvYN4z39hdWC956XwtuG38+MHfrJzD+ZkSvjOR2d7xocxIRtPBpQONcmO9i9VKB5IqC74qQdqn1IP68B/Xf4OAvhXx9/Ovz95A3cMHyYrJd/lniFbfwyrfbQ7jfFKnSiZEAJEei7Y+BwcfQ6GUh06htz09U6CBuB4EMyCMwGVR2Hpv8LGY7AzahyWYf4eyJyBTAY2KvC5X8UNT2F+8Q7EcYdw+a0sP/oxVs8UoHGS2vP/jOqTP8uzn/lhvvOla6nMVxFJGRGXce0WUWUez2wiRRV8DXmfp0x6zf/lDR/nP77jXzGTn+T5EGq57yIM3oJyZ7AiB0h8fLYqZcQlUoHWFkjsnUSZD7GVnyDIWpxkE7GDhNY3jrJ6/m0kUQ5rIYlyrJ5/G+HKBNaTrKymkj35w5NoI6klgzsVlVVdEitreokS46nywA7Mrj7Bjee/gLe5hsDirq1S/M//mcw37tvzeIQQXJ09yZnwJRKb4Dk+jvjHJyzxJjl7DSGkwAu8S3dtJXWMG2NN/wGXCtFavKh/vYcXbW37au5Vc2bpKDz7RXAzmuami9EWIUAZCTkvjZypbXL24WMf6aROOr8pPT5x1acA0IkaGG1obDax2nLDx67lk//hQ3zPb7yPq955hJfuP8fFU8t7dg1ejC4AcMCbZswZ4tbC7Txee3S7HkaKK0prSiHfkObnRhuM2RbVPf/oPMIRHLxltu/7k1CRKfp4uzw4Hd9BozDWkp3IEG0mqFizpBaYktMDojBQ8IoUvVLfWrK50hwLtfnO3zzHo77HA3sndNxdMNzu1Cy2XAykIylO9HZsWmuJk7jlDrBOzs11rZg96eFKl4yboakaWKAw3l/fozCe73qdmKQT+TPaEjdi/FZqeD/ixBdb5vElPUTOL2ynZlvH4HjOvsmZTgyOdIg20nvOGZFUdJrGtVikJ/p2onZ1TFvDSmOZqdxU53W80T9yN6gOdDfeNvx2/veTv8XvXPd7/PzU/8x7hr6bJ+tP8Fjtka73bT23Qlz1mLxpsA5UcTYmqTvEFbdvU8BX6i/zSlLhxw/dwHiQQzvjXJ+3VFTIvPLQ7hTWGSQ2K9L7eeYZ2J0m8yVMP9P/Y9KD4AC4I9D8G1j4Q1h9EqqLsPgVyC2CMwQvnoLP/mvsCQs/ez1kAxpnP0G8cifzz6cEZPbqBBFvgiM4cLuPEHDuzAh6dBYzdggzeZJV9wT10fdQH/0A9aH3Ucu9lycrUPKHGB++G+Md4bsOvZ+l+hLPbvTus40sFkPYp/Sg3zmJVJHF2jVUg3eRjB5EBhY33kKo9DrVN45y8alPcO7RH+HiUx8nXB7FZALi4mHWXizhD3n4wx4qcUl02LcY3mDRRuPsWJyvmUXG5AzNXc/m0h9+GndXcEFGEYX/9t8ueTRX564hsQnnwjP7OPZ/mHiTnL3G8DLuJT02paqipO6R0ej8vTWxJUH/eo8kGEY0WpGzAZ1Y7SLKnbZ4mVFNtOVBYnAkaCtSM91dkbPbpm7nB07+U3JuOvGV/BLfe9X3csP4W4B25Kw/OduaTyMAQ7PbabkbPnYN48dGeOmL54iWBk9g8/FFhp0RxppbuNEG7x76LqRw+MbWXwHp4tlqe9meZ23ZgTeanMZO2RWjDRceW2DmukmCQv9rqiJFcbI33SmEgCAtus1OpOmhteU1mqbJtDPTYxivjcZzPDzHYyw73uru6sbc0BwGw4VqSpjbkir76XqNQ4V0t8fHzk7NNop9OzYFYb2ZpjWb252aANiUIDpCknGyNFsTzm0/cmMnStuGGzjc+WM3d21rJA0Wa6lOmVGGuJ4Q5L2BXZG7Md+KnOVNgbybI1MKcAOHaqtjU8hUIHk/UjpxU+E6LvFmei4zoz5VXUmteIRAuPQlZ03V6JDezXCD2MRM59OIhzKKYKz/Qm1QHegguNLFkQ53l97FVZkTfHXjz1mItlOjq4+U8QsJI8e2x83I5Hmuv+tL3PyeP+b6u77E3FvTlFRz0UftImfPhGvcW3uFtwez3FxoRf6Ew4nScQCeq+1tcO45Bif/ABQHXLuSA+GnIXyl/99lAP5ByAQQ/zVs/inka2mN2gN/APf9JvzA1YgPTZHUZqm/+IPoehrNnn8OhiY1haEGZnQaPXIV/sT1jB8vcv7xgFi9lVi9gzh+K2uVGVR0AG2HMTaPMg7PbzzPtWPXdmq2bpm8lZFghHt2dMO3EdfSetSG2l/EuhHXkEiSZIxKeAvV4Bbi8VlE4ODGZYRq0LJZwYmr6EKJKHeUWv1qKmdDinOpdl4YW1wXGqq3jMGablu2uqnStDUmnBnqYffzVa6u9j/9A7bvxFzmKJ7weKHx/CXf+w8Vb5Kz1xh+3rt011ZSRUmDsP1Pf1vrbOHoB3uU+I1wWDj6wY7p+cC0prE9hc7ZMZVqncXpDaathJyT6pyF3auz26Zu5xdu/ucAfOTY93DnzF1UkirWpP6Wg8hZeaGS1uTsqJmSjuTOH78FJ+tw7rOLJPX+K/yL0QUOBAfwwmUc3aTolrir+HaebjzFYryQPtAsXJGlonh926L7wSTbtVnLz68R1eKBjQDtcx4U+xM3k7HYZJucrSyl9YFT7nRPKjjWEaWWHVfB7+/beaQlRnuuvKOwXth9dWwmzaQrGrWzU7ON0lSB+kajyzBcOpJ6I8SRbqpxlk3rzYw1CCFwhYsUTityFiKwHHvXYd71C3d15gs3cHjbT93OiXcf7d4nnbAVbaKt3rZuKvj7E4wmTWsW3AKB9AmcACFEi2DuaGrAYvZhgK6aCZ7vEW8kuFmHYqFA0zSJVYyTcdKu5D4LiWpU7dSbLdXTIux2WlMbxdXfP9dDVAFOvvdYz7ZLIetm0dbwyfHvJ+8U+MzqH9HQDcK1JpWzkrHrK516/JHJ8xy65hH8bAMhwM82OH7HQ5z47mepL/ldQrRlHfEHm6eZdQt8LH+863yN+1nGvCzP1/p3jiIUudJ3mD38RQojp7CDnrPKwsFX4OCnof5r8NJvw9lvQ7SL5Lz4KPzRr8Pv/Rz8/r+BP/olWL4HfvF2OO4Trb6d6osfxbY0vuJ6zOo5wex1AjN+BCWuR4U3YJKjHLzpMLXVkPLFBHBITIyxFhttE9NzlXOEOuTa0Ws72xzp8O5D7+Fs+Qxny91RoqSsyOYylAdkUHZjK9rCd9t1fh5RNEs1vIlG7iTx+Cz4Pm5cwVFV1MgYoX8V9cZRGisG1dCU5vIobVHaknF9qnFvA4WmW4B8zaQ1jlPuLGFMV5Q0zPQPLgzavhOe8DiWOc7zzededwPy1wtvkrPXGG7G3VuLqyWjoYwYmE5pe0+Wx64FLMoJsKTEzEiX8ti122nNXP9VsbX0dFRmJjUqdEiq6USijEW0/TUrvauzqfwUGSfDufI5HOmQaEUYh3t2zmzNVylOFnoiEpliwNHvn0XVNGc+d6FHTLaqKlR0mcPOJI6qI1spqHcM3U1GZrlnc1tv6YqEaOmfKno9odW27tv5Ry4SFHymr53o+964EVOYyA8cM8qNkNYhGPUREiorVQSCKXeql5wZRbGlF+Y7qT3SbtKV9/JM5iY5Vzm3vdGyr45NFaku0rOzU7ON4nQBbHfHpnQlzWYDiezSONNGk3EzCCFwpEPWzdBspyit4djbD3eUEsavGuPw7b1p4djERDoiVCFGG+K26fl+yVl9gdHsGAjRIUjFyUIncgYt66V9kLMkUi1ypgjGfIpOaotVjiq42dQqql+EspbU+3RqpmlNZTVXvXuOd/3CXRQm8iDoRGA3zu0dieqHnJtDWUXeyfMDEz9ERVf4wvrnWHlkBSEN4zdsj4PZY0/hON3H7Tiau37im9QX/I4QrbGWT288TWI1PzF6A77roprbY1MIwcniGM/X1jFdE7ImW3yWiQOfpTT6CGZFY3/nWfjqCuwuc4gNvHwSXvweeHkCJnx4Wxmu/Rqc+VX42q/Cg3+Q/lv5/+Cnp+HXboWfmYV3e/Az10EuC+UfoXHx5tQzGQtJhYUXUvHumdsmUMlNGDVLewqdvWEaIQUXT6XXJdIR0pPEte1nzrPrzyCF5OqRk127/NaZu8i7+W4tycSgQo3n+cQmuWRZRqxjGqrZI9RqTIZmc45adB1R8Qjx2AGSsQM0OUazeQhwqZ5L78HiXD41O0ekdk466mmkMkZ3BQzWdHq8o85UWgu4I3L87MwH2N2fr6THszMf2PNY2rg6e5KKLrOcLO/r/f/Q8CY5e43heM7efb8mwgqFtv1lNKBtOSEobr6EuGEE+8u3wq/dhv6Vt+Jcl2f27F900pom32uFBKQzhdv9/blWx2Zzy0UCxkjItyJvlQq7IYXkSOlIZ4IWAppxs8duaCfKixWGZ/t3GvozLke+Z4bK2ToX/mqp628X47Sm5wh5jBMgTZq2ysos7yy9i5fCFzgXnk0bLq6AnAnAvMHSmipSCCmIGzFLp1c4eMvMQPJltCU3MtjwORQhnnSRriQYDUjWFOPeBL4ToBq9x73TPHosO56KZe7CXOko53eK0Tou9XjvFIvRBh13m8zv7NRso7SrZgvSyFmz3qShGmirtzXOrCLX2l9HOARuBtVS7zbW0NjajvqGlZCw0juRtRtCGkmDuBGTtH01dyu9D8BSfYmRzAi5XKYz/opTecJKtF1rtg8h2rbRvee6xBsJmVGfkpMS5XKyhZtzkMIhMt2R7FjHaKtwWl1+uzs1jU19R0+8+yg/8ruf4Gc+/8N89y+9g5Pvu4pXHp1n6dlLp5J2InCDDkE6GBzin4x8iDOVl1h6YovR42WyOy6nl+nfxZsbbvDR//W/M3voafzcOl+vnuHFeJNPDV3DtJdHOgK9q9P2msIYdZ0w36wAhkz+RcYPfJ6hsQcxzQD1mTXc33mIav5G6jf/Gpy9Bsoqfd6VVfp67Pth5CYY+llo/CpsfgLMIbh7Gn60ANc9DROPwEcObCvmDwdw6wSsx7D5U6jmwbQ20EaIeAuTHWf+fImg6DA0fQvWdI/noOAzefU4F08tYa2lFtfwA4+kqjr3z7Mbz3B06FhP52HgBLzz4N2cXj/NYi0lO2pHilBYOmn8Qagn9T2tirQuUK8fp55cRSM+ThRtE8vquTr+sEcw4hPGttO0JRE0dt3v6XKyO3I2JMfwRYAQEMbbf2tMH0VgSWQruIDgqSOfYGHsFs792Tzh2t5R+LaO4f+9+J/4rYv/fqBbxT9U/ONrgfhbxqW0zoSO0SR7Sm7IlkbU+Oiz2HfN4fnpZOPlIuzHjjL+Z89RP5M+HEy+/4Rtje24A7SRaxmgRxsuVmusI1qq1iAqtb57dKQ0x9fP/yWhChFCpB6LA44vbsQ0N0OG3lHq+ZuxFm0NE7eM0lgIWX5wnfxslrEb0hD3fHQBieRIYtBBDieupQ9cIbizeBcPVb/FX239JT+W+x+u0F/TvipF+b8NtP0nLzyxgNGWI3f0V/LXicYN3IE+m9poEifp1DBmJwLkvMuMP9tS594+bmvTdW/g7Ihi+UX6iXTOleZ4eOkhVpurTOYm99Wx2bYH2/l7leUah2/tjmYVxlM5kK6mAAGJVjSaaTqlHTlra5xBSs6yrULxUEUYq2lupg95P+/RLIdEld6HfqQjsl6OrWiL3Ea6ePBzHs4+mgEaSYNqXGEkM8JQdiidtF2H4mRbr63G6JERHDf1srzk+bFp3aaqavxRj8BNr0XNVFKyKC2x6iaYkY66miyW6ktdnZpAVxNP2+v36u86xsJ3lnnic0/zvl95556G6ru/a+ddfmfxLjafqCBih+S6RWBHR3clgaHe77VNTVjJcOj6ZxHyGT55VHLL6iiHGpKolnZ829gSZF6kOP44jlPnwwdyvKQdGt5zjM/O4/pbJNEojQdHyX79XkyQZ+N9P09t5gRZAYXR74MYWGv96G5PdCSoa4Fr0w7MzJMwdwqOD9A88y0keXQUIuIK+AX02DGM9Fk8vcnsW6YRsv85PHjLDI/90VNsvrJFrVQj8HxUaDCxoWqrLNYX+Z5jH+v72XceuJtvvHIv37hwLz987Y+QVFVHxNlzPMpRmaFgqP8+k6Y0d97T/SFRqvsEWWOpnqszfDK9J+qhxm2tV3wnoJJUKGWGOoEEbVTXuFjTi8w4R1r7CbVQMVJI55Trk4cwwuUbN/wyh9Ye59r5r7E6eg3FuRxrT26x+vgmI9eWmH7HOIWD3Y09T9VO8fXyX3Re9/Na3gtP1U5xz9bXKesthpxh3jv8/n197o2EN8nZa4zURNl2GYV3wURoYsxu26bd3yMkxdtjhN/9IBAe2PcdZPqJh1gXhT0bAsQuchaMWITTMkDXCiMdbK61H+X+D6ujQ0exWF6pnOdIaY5Ks0JxgLFweSH9jqHZfuRMd+b/Qx+cobEccu5P58mOB+RmslyMLjLtTeJjsZkqmBBhEqzj40ufdw99N3++8ae85D3Pbea2nu+/FIQA9QazcDrz4AWe+eoLNLfClKgsVRk+0Hvu4mbC6KHhgSvjSEdIV2Dclp/quCD7XI4ZOYt0Jaq5Tc4Sk5B1s50IDEDGzZBxMiQ6wXO2x9tcyyD5XPksk7lJXOlST+qDxzYtGY09OjXbkK4kP5bripxpm/pirDfTmqN25MwYTeCk0QYpJJlWFK2pwq7I2eiRYZaeWSUOk47x9/Y5ism6WapxBbuebveyHvISpucAC/W0GH4kGGVoeAi1rAFvh15bndEjIy0D9L3HWLsetb6eRpu8EZei0yJ5por0BFZIol1prJ2RE2MNy41l3jb79q737Lx2kPqBhpWI2/7pW7jvP32bp7/8Ard86vpLHi+k5CyNkdgOKTzwzFE2Rlf4xvAzzJrbKckWGfirC/CJo7CzDjXW8JXzPPQn3ws33c3q+/+SO2aa3HFoAynvQScBja0DqNBjaPIlpEzHqO81+KXbQYrTqHiY8rnbyH756+RWz9Kcu4XKXT+IzRRwrUlT24ODyb0wJWjcDY13wPj/Bv3G8JAPiw10ZQuTn8GMl7BmiKVnh0maa0xfPznw62evwluBRAAAIABJREFUn+QJR3D+8Xky704joIjUtujZ2rMAXDd2bd/P5r08b525i79ZeIAPHf0wVCROkI5Nz/Gpx3W01Tiid96IdUxThxS9/vWje6G5EqGamuJcHoulmViyfnpeHCmJEk2sok60LzGqU3bTNHXqtsK4ky4SXCloxBZtLN7GBsOnvsnWW+6EsREqjfQ9J49vkv2xO0hqiuWH1ll5ZJ3NZysUj+SYfscEQ8cLCCkGei1/cf3zPFp7hEAGZESGQAbb/1qvl+IFHqk+3LEju1xi90bBm+TsNYYQIvU6bCm59/w9rmEdlWrC7DEv5BtriNKAy1PyyLhl8jc7rHn9V3E7BWjbkC5khlOPTRubNO3ZjpzV+kdEDpeOIBCcrZzl+MgJtqIyedNLIKB/p2YbaVF3az8cwfEfOMzp33mJF//4Fa79maMsxBe51T+OlYLIbuFa2SFnALcUbuNblQe4r3kvNyU34bO/CEDn2IVDZN44Wmcv3n+WU597ujNZW2N54rNPA3D4tu2mAGtTee3s8OCOu7QOzOLlXHRkaI7UEFYyUZtGjAqsshhlkG4qKTKe7a1rG8+NM1+d75rgJ3OTZN0s5yrnuHPmrUghsdYQm3jgKn23kXu/Ts02StPdHZvtmsCNRjc5Q4hOVEgI0TE/D1UDbU1H7X/s6ChLz6zS2GyShEmHnN33yr38l6d/l3JcZsgf4kObHwfAy7n76tZcaHV5jmcnKGTzbNl0EZIbzSIdsS2n4UriS8hpaJUS0Npqer95oy4ZmcEXPtX/n703D5bsuu/7Pufcrfd++zLvzcybHRjMYDAAARIkSAIgqY2iRNkUFVuWpbJdsVOyE8vZypYSUZHkTeXYsSw7duzYiR3FJmWKFNdIhEiKBCmA2AbAYDAzmP3tW+9993Pyx+3u1/26+82MYghQBd8qFjj3dd/bdzvne37L96uqHbLo7bLkqQU7zQAlb5tQhUxnkglPaYXRdY3acDI2je0mYwdHOfr+Bd74g+vsf2CWiSN94aU+SCFxjBSxihNSvujirQUc/nCJb4uYzzTP8zPZBzCEJKrbWFJAM4K0AZUAnlqCV0r82LFPsVWZ4YvPjuAf/SFuLk2TLq6QHb1FZvQWhtl/vaSAqi+Ivz5O8bl/A9Kg/IGfwTv0rg6hkkISqYhQRVh37bkowU9BasB44NkgLZqpQxhpiKODqGialfMXkYZgeojfLSRkf/reKZbPrbHw2CxYyRgcNiJe377AiDPSuWeD8Pj+J3h6+dt8/cbv84HgSex8a2wm0XbzIpfsAAJWD+tDS2Ruh556sygZa2QXaTWkQS2qd8hZt3VTuxlgQiYdw8mCTRNEiuLnPpeInX/8Q5x59z3E10fgr/4bJqJlGoCVM5n/0DSzj02w8UKJte9ucfk3b5CedJh53wTVQpV91w9y4vkzpBsZ3GyTiw+dY/nIDSSCelxjS23iKw9P+cS38VBt+8S+Q87+fw47a+FV/YEDv4xqhDJCqr3NiIuly8kgN9I/CdabOWR9gsIDW5hRjYB+rSct+skZJB2bjVULHWm0NtC51mvtDtbSSZtpprMz3KheTwbEMCbSg1+EynKNVMEhle//ze2oSBtWzuToTxzg9X99jYufuUb4wZAF7aBsSagipJAIFQDJRGwIgydHPsJvbf57Xtx8gfeNv2/gbxiGpKHh7RM5e/bfvjhUMLSbnIVeRGY0vSeJaIR1DGki0wZhI2a7uEGKMXLlAhwAhEaFGmlCrNXADs28VUCz2LNtd81hgkRjahg5C/2wJ+s9qFOzc8zpHCvn1zvEMTFUTtwBCnahhyh2E4+clZB/L25FzkoJOZu5d5LzX7qIW/bw6yHpQopv3Po6v3Hun3QaHipBhafXvs39vBsn6/R4BA5DW4B2Oj1FOpPpkDNpSHKT2V1yGoo4jIferziIQeyI5JqjyfELRoG6qCGkwMAgCqOW2Xvy93pYI9WKHnZ7akLbd7SfvLedIwBO/sAxVs6v8cKnX+FD/81jd0RK02aKelDHlCZrz25hOJqFE01+WJ/gt90L/J53lR9IH8V//72Yfhnxj17pFOjH0mLx2J/i+mXB8eAcP73yOnrlIu7kCerzD7M5/QjalCw89O8HBrDytkL84afxZ++h8tifQ2X7hbGFgDAOsKQEVUmUbXFAtERp99BUJPh+sL4IRtc7GAvgTxGP7yMuNyG8F62S8Wf1/DqTx8Yxnb2nzP0PzLLy6hrBUgBHwLAlXtXjUukiD049tGdd2GhqlAenHuKZtT/kXflHsdmZIwxhUAtqA8lZ2St3iPvdonq9jjNi4YzY1L2I3eUNlrRo+HXGnLGEiHe5A7SbAcaN2c7nBRBsVUh/9asEZ88S3n8/APHYKCqbxVxe7tm/4RjMPDrB1CPjbL9aZvXpTa59bomP2D+GERnIlrBtppHl9NOPkJYZfurxP9d3HpGO8JWPr3z+8fI/GHiuw3xi3654pyHgTcCeWmdhnVjEQ2U02iiUXmfjKZ94l8luGEv+2e99H1vXk/b4+WtfGuyPohl4d1MTMX7NIGrGaC3QLSHO3ebnkKzIIxWxUFjgeuU6SitUqAkZTHIqS1WKA9Jyyb7ivrVdbj7DwY/uw7secuL5MxzUeWKzSRAaIAPkrk6hk5n7mDFneWrja3fdeZm4BLx9hGjrm4OLqHcLhsZB3CeouhuNIOniMzMmWimWs0tooYk2W1E5veOsoFuF47uRWCPZfdd1oXCItcZqpzsS2FMUM/Ju36nZRmE6h1a6Q1RinRCXbW+rU2+WFFOLHpeDfItc+rFPpCOaJRcrbTF+MJnAvYqHX01+47997f/o60Q1vGRfTtbqS/0PwlJ9iYJdYCw9hmkbSEN2OrJ3y2nczgA9dCMMU1LfaGLnLGQrdZWTBWq6q7RAi470SxiHRHHcSUWvNlvkrN2pqSLSVv8zkhAJ0fn/Z3/8NPXNJq999fJtzxkgbaSJdURYjyi9VmXu/hq+SHHGnuYRex/fDRZ5Qy+TOVhHvLxNpJLC78AZ4dbxP82r0/fxf42P8TuXfpFnD/xNKkc/hF1bZerFf8v+r32K8Zd/m9gbUidVCfnDk09Q+r6fHUjMIIkoBboMwToEedBZwAW9BdEaBEvgrYK7CW4J3HLrvyUoz0HpCYiSrmHiAuifhvSjhP4YQXOHmNXW69Q3m8ycHJ7SbGPm5CTSEtReS8ZTaUmu1a/hxz73DklpduPJA08SqpAXwmd7tjuGTTWo7upiTd4BL/b6oqZ3gqTerEn+UHKeTV9h7M62CIlC47XS6t3uAJtqlbwYxRFdQtEmZL/0JaTn4X74Q+h0GhVrpGkQ7j+AsYucdY5jCCbOjHLff3GUY3/2IFZsdYhZG2Zscs8LZwZ+3xQmWSPLmDU21A922Pa3K94hZ28CrJQ1WE5DKwQNQuSeK3YR+WRKV/na+VOEsaTh2ygNTd/CEIrFap64LChfm6VYep3i1vn+fcDAmorMlAIt8ComQivitjfnAHLWDJtU/RoLhQW82GO9uY6hZF8nGSTpmupanZEB9WaQRGwGlfFPPjhK43SZI6/eS3xthIg6xGliAXKX+KIUkifzH6Eclfju8ncGHmcY3m4uAdnxwcr23YKhKk4iSsNEaSEhL82ogWUk9VNCwEq8RFQM8Foem0IkTQFKKwwpB0a9hBBMpMf7usIWWjWHN2o3ALCkuadTQOhGt+3UbCO/y2PTj30M06Dkb3dSmrGOSRlOj7NEoSUD4kUekYpobrs4OZv0aCIM2yx5BM0QFauOH2w3bM9BC4WZNm9r3fSNW1/n6aVvUw2q/Mozv8w3F7+BlbE6+mz5qV16bVoTR8MbT0Iv0YBrbDbIjKc7gYo8eWqqq2Na0IlQ+7tSnGuNVYpdnZpt39HdMCyJlKIzFk0dG2fhPfu5/M1rbN+8fRTBNhL7pY0XS+hYc/DsKjFpBPD9qaPMGXnqk+eQhiZ8qcGrj/4CL33w73P+PX+L1an7+UzzNYLp5DhrG/OUTvwQt578BVbe/Vdwp0+SW/we5pcvoHd1uOog5tkXJb89tn9I9EsjpIdjhzQqLqhTMPtxmP1xmPkLMPMXYd+fh30/DnNPwtz9sO8ozB5O/jd9HKZOQvbHIPw74P0TkH8HzHcB9+JV5hFdi4GV84l5/OwdkDNsyB1LU75QQ7Ual66Eb2AIg2Mjx2/79ZnsLMftE3zPfaZHtkYKg1ipPhu6RljvSUPeDdw1j9hL6s0AGr7CMvv3ZRkmVb+acFgVd463GS8z2RU1A7ADj6nf+zL+ffcRnD0LgAoUVsEkWDiMubKCaAxvKhJCMHI834piDkD19uf6oZGPYIlesmpi8qGRj9z2u28nvEPO3gQkBugDEHtASKzUni9UunQJqSPqh+dIWTGf+o+f5L2f+lV+8Nf+Flc3pvnlT3wGMxNQ2dxHMzvL/OXPI7uiGe1mgEHjWmay7bFpgYIw5SQp0GY/4UpqWWSPIKkRGzRUP5GrrdbRSlOcGyyjEalw6Dm//shLuNNlLnwtw3P/9ADnfn0fz//LY2yc729SOJI6yoJ9qNNBeqcwxNvL/PzsJ071FaMblkyM41sImiG5ydyeBCJUIZFK0l/SljRjl3JUQo6LjgG6MAWRGxPEATkrPzS1UrCLqF0KvwfyBxCIjs+mZdh7dmyGftTRDtvtqbkb+alEj6vtsRlGAcIQVKJKx8c1UlGnAaDzO50WOYs9lIppljycnI00DLITWRpbDTSJAfpEur9GyHZTRE7yPO5l3fSNW1/nN1769Q5J2va2+I2Xfp3n3Wc60bH8dBb0Tg2ZEKJHBqHv+rQii/XNZkePDCAv89TCWuf6C3akBNzI61lnrTZWe8zsNZAaQri7iSTA6R8+QSrv8MKnX72tk4lt2Cil2Xhum+KCQXpshxiYQvLJzEk+erAOt+qsmg+iW9EbrTVfdC9RUi4/OnqM1HhIbam1wBASb+I4Gw/8JDc//EvEr/uIL9yAsp9kAMrJv+995gpvNLYJdwlHCxFgGE10nEaVx6iGE8QzDycm5x1YQB7EDMh7wHgPmO8F6yGw7gVnGlIWpBWkNaQjEDngAWAct+L3pC9XXlunuC+/p5RNG0EUULg3S9SMqV1Lnusr4WUOZQ91unL3QuzHPOq8D1e7vFB/rudvUoied09rTckrdZpl7hbVrnqzWGmiSPdFzgBsaePGXmdxK4TA1y41Xe7Um7Ux8c2nsBp1qo8/gc4l772OFFbORB87hAgCjGvX+o7Rd8wB3b97be/G/bkH+NjYx3siZYdSR/5E1ZvBO+TsTcGweo5ERiNibyE0yGy+ipI2Dz9YIYgMnruWpDD90ObnP/1nSJkhk5/S6LTNreN/GiuoMnv9dzvf13G/jEYbqckY0HglE6F14hKQdsDtJ1yapANsxBkhY2a4Xr2OVAaB8vom8XKrU3NY5CxScY9Zbhu+8llTq1iHy6AhaiSpmKBmc/lrgs2Xe1f40pQ8kf0w9bDOHyx+c9gl7ENCSNTbxiXg4MNz3PN9Rzr/To+mOPvjp3qbAZQmexvrnaBLYkEagg2RCDZmp9J4W36rnksQt8hZwRlMngEyVgZDGD3XKGWmmM3OdurO2uKUgxTsVayShoDWAN/p1BxCzgzLIDuW6UTOPBXQFE00ekfjbEBUKG1msKSVpDVVhFt2O2r/+ckMjW0XSPTEfurkT2PuMk1OeSmcXAqN6BNq7saglKgf+/zW8qc7/rk7HpstA3RTErqDI7RtDTgVKbyqT34y2xkJ8rKAQlFvqbJrrQlb5KwW1Dr1d+1Ozd0yGuaQtJaT7SVnVtri7Cfuo7pS4+LvXxl67pAsaNyrHkEl5OCDVYLY6SGJ82M1pgqK4Pkt/t3YREfP66VwlZfDdR53FlgwR8jvC2is2MS7JHC0lUrEpl8pwT96FX7pheS/r5TIe3VCrbjWTN5/IUKkUUdj4nvzRNUUsT2GO3kv7h1J5LQIGzPAceBdwMPAKeA+4F4gRRzGhF7YGcP9RsDWtdIdpTQh6arNH8tgOJLtVyuUoxKb8QaHrWN39P3IU8xZ+zngLPCd6rd73jPLsLn23E2+8itf57P/9Vf46q98nfVzpZ6U/92gdr2BM2rjFO1EPHaPgIFEUA93FsubcZJan+iuNwtDpr7yO9QPHKJ85l093zdTJvreZLyz3njjtr9t7kPTSKv39whTMPeh6dufGAlB+7n5/5ZPHfxVjqVPsBqu9M1Zb3e8Q87eBEhTIrrqUjpQPjEe+jb1ZpnN87hjJzi6f5FzNxYgTlSqR50A6af51d/5MVIPGoz+jKZZOMDmvvcwufQ06ZYPIlr3eBt2w0wL7HyMV7Yg0kQIRMYeWHMmSCbCUIUsFBa4Ub2OChXCEH2TVmU50Wgalq4L4gBjQChvJVhGo7FfmWM3aVWRYOmpXrFaIQWzzHF6/DRfv/X71IM7M+Nun9GwZoY/bkRexOh8srJ7z888yA/+whM9xCzyI+ysjbWXsT2J1lf3mLoukhTM+PQYaPC3k2hU5CtUrMiYw+vXpJCMpyYGpjZvVK93RXX0wBRxHPYO8J1OzQHNAG10e2xGyqdGomY/6rTSmiomvUu005ImKSOFF7lEOsateDhZG2kI8tN53JKHlBK/5vP4/id4aHpnoihaI0yFs+RyGQSDm2baGJQSBdjyt3ZIVSv6Ve0YoA/v2GxHqtr1hvmJHMnV1ORlQporfnL+QgjCVqS3HtawZW+n5syurr/dMhpUlsCv4WSdPruz2fummT87y+tfu0JlZYjeV+s3lJ9vYOUN5k4sUo/SPWu+yZkLaDfitfUZvqsr/L3a0/xi5Rt8zr3IhEjzASfRv8rvC1GBpLbRv2iN0oPryaLsKAJ4vbaBYTQATejPEXr7EA0P5eQJJk+CYd1WoHU4LKBAotmWjE2h2zs+rL2+ARpm95DQ6EY9rOPYDiP3FChdqHK5dgmAQ/rwHdkQBbUQaRo8Vng/1bjCK42XO3+rvNrg1hfXOnWpbtln9ctbfQvYO4FWmtqNRqfezA/2/m22YdMI6rTz8O1OzXG58xyOfueb2KVtNt//BBU72zkOgkQW5N7DaCEwF5f69r8bE/ePcPBjcz2RsvzBDBP3333d2APZs9TiKtf+hJmov0PO3gQIITBTRmd13dkeNdBmjFbDL7vZXMdyN/AOHCeXr/LdN47zXz1wjX/2+Cv87Udf52+cvcbirUPU/p3L6McDCuPLLB/6ASI7x4FLnwUdtwRohx8jPZZ4bBJpIm1A1oYBaU3QFJ0isY45WFxgrbmWKEYL+syyK0tVivvyQye7qEsfpxuLfkIoVX3w6i+oDCBTAr7/4A8SxAFP3fza0PPsP5u3j79m6EUdsdTMWH+6JPSjJO13GzSiRs/KeS1eoSALjEwnEUx3w++kMVXEwGaAboykRvqu0ULhEH7sd7oElWYgOVPRjlco7N2p2UZhOkdto0EYhSitqUQtcma3J+1+iQhDGKTMNG7kETQ9Ij9upTUlhZkcKlaEXojbur65rg63PzP3Z0n5KUi3NLz2IGeDUqLt7e2zbEf/2h2b0pBEXjxwIm6T10arASI3kcGWFnEUUbBaFk5Bcv6GTBpYwjgkjMOdZoDWPWinNdulB51rpDVsXoKVF2DxGQzcgbWeZz5+L1bK5IVPvzLUbq6+0aB6pc7EAwaGERJGBrJ1vUzLozi1Ci9t8cbUIwjA7Vr4lLXPK2GyUMjvS56V0s3+hUbpxA+hdhFLZVg0HvwYBzN5Lja2CPxpAu8AKs4g3TJxqkAwdR8YFrZh37H35J3Aqwedc4Sk3szJO4zODxeA7fxurXCjJqa0GD9VJPYVy5dWGTFGGRMTLU/j4dBaE1ZDDFtyLH2CKWuap6t/0FkULT21ho52RR8jzdJTd29v1FzziD1FoV1vFsTs1cBrSINY75ieb8YrZEWBtGyNUSpm+oufw5vdR+2hR/DCRHhchUlKU0iBUcwQT05hrAxuCtiNiftHOPNzJ3j4U6cYO1Wksej2OUrcCY5n7sERKc41Xrzr776VeIecvUmw0/0G6DKoEooIsYeCSWazVdx/LFkhvHj1CPtzOytDU2r+8rHLVH+xytq1LPP3PIuRVSwe+REy9SUml76bsJA90jWpiRivbEKoUEok5GxQWlOLZGLTyQQNsBQtYUuL5q7ah/JybWhKExJyNihytuxdZ1xkcAqDXzq7MHjEmHameXjmYZ5e+jYlrzT0uLvOaGA67q1A5CcRH+gnZ+3JMlW4fS1Jo8tvEWDZX2bamCU1kdS3tOvOlFYYsdEfYdmFjJVJOrS6wi0LxQUArleTWhFDyoHRijhU6F0yGnbWGtip2UZ+JoeONbWNxKGiFJUQCAotv0kEfeSsbX7uRS7NljtAqpAcozCTRKDcikccxMRhTMkvdfZxq75I1IyRaUEsoj2lDX7q5E/3qPJD4qzwUyd/GtMxOpGw/HS2E/1ry2kMqueKoxi07kTOshNZLMMmCmJGMwkZbUfODGHgRW5fM0BHRqOrUzPVckxAxbB+HrbfgPwMGBbm5vOIATWCTs7hzMdPUrpZ4Y1vXR94/le/cxMhBdOnykRItNadCWN8+jLCgOrVMT4vSn0EMELxVCtSYRdirGxM+Vb/s9eYe4jN058kTI0kdYLZUWqPfYLg+GlOZPdxtV7FDVOAQLrbxOlRgqmTiWgjSUSnFtb+k5lju2W3U2+mIsXaxU1m7p28beMIJCnvpLdYkD+cw0gbiIsWx9LHW005e5MzFShUpJN6YSF4X+EDbITrXHYvAhBUBkdkh23fC7VrO/VmGk3T15i36Vw2pdlZJGzGK0waO64fI889Q2ptha33P0k0MZlE7UOVkLN8ct+lJQkWFjCXVyC+u3F46pFxYl+x9crd+8RawuJU9jQXmuffVlqXt8M75OxNgpW2+wfosEYkFHIPd4DM5nmCzBTOVInVcpG0ctg9LqQ8Dzz4wq+fJNKw755nqEzdR2XsBLPXv4rll/espUlPxuhI4lckKgKyNqLZBLUr0ieSmiPHcNiX24dAsBjdwjIs6l2dlM1tl8iLhspoQKsFe1DkLFjkgBxh/v1bCHMXmTUVBx4fXCOlY833L/wgGs3/c/2rQ4/b+yXeFubnWmtCP8Qte1gpE3tX6jJwQ3Lj2duacicrdbcTOfMjn01vgxlzFmlJnFEbdz2Z3CMVkhmgh7cbhjAYdUZ6mi3GU+PkrNxOU4C0BnZsRn7UE3WordU7ZGkY2s0CldUaaChHJQqyiIx3zt3cRSjb5ude7OFVWuSspa1XnG3Z0Gw2EzsoL6Lkl5jLzZExMyzXl4g9hZE2CMXez8L75z9Ayki16rkEk+lJfvaBv8bj+5/Azjo9HZv1jUYnUi6gp86r+/oIKahvNHDyTnLvpUUYRhRzBaSQlFtRoHYDS9s2rY3V5oBOTSsNcQSrL0H1FmSnki5HO4c0LdKNl4m9/vTl/NlZZk5O8dpXLnXkTDq/NYi58b1FZk5NMpJdIlRZdsoONFMzF+FajdXcB6nowRNee7sQkN0XUFkc3HXcmHuI6+/7eZY++ffY/s/+Jo2DT+K7BzmaOkSM4mpzDdncIs5MEEze2yFm0JJ60LpPtPePgjhShF7UqTfbvLpN5EV7pjS7syNe5HWukDQE5nGYvDnLUfNYIkZbv41QarNXZ+xU9jRFY4RvV7+V7HOIm4WRNu6anNauN3DGbOyCRRjpRHnpNl2ftmHjGDaB9qnoLSbaKU2tmf7CZ/HHJyg//CjAjs+mBjOdXE8hBfGRw8jNTcTW1h3/1npQw9onyMykWH92649ExM9kzxLqkAvNfmWDtyveIWdvEszUrhdGKwRNQiV7JrBuiDgkvX0Rd/JeUsVlvnP5BPeM9huSi1bB8Vmzyj/60scYG9tg5OBrLB79MYTWHLj+hT0jAm0DdK9somKBzliJCG20M3i0BTClkB1Pt9nMPpbiW0hhEKm4UxNTXh7uDNDeF102MG1UwwpV1WC/PcLIiRqHPlzBzicDlDAVxz6yxNQ9g6OMWmlGU6O8b+4xvrf6LGuN1YGf64aUsvOb30q0/RWbZXdgSjOO1NDavW6EKvFobd/r5UZSvzdjzqK1Jj3pdOQ0YhmTiu6sq2ssPd4j2CuEYKF4qBM5s6RFLaj3DZJBl4zG7To122inbquttGApLjEiR1BR0rxhSavPskYKScpI4UYuXrmVGm510uWncwghaGy5SVdZw6fqVxhxRpjPz7NRTerIrIyJqwdrzbWxXFvCjV2e3P8kn/7h3+Jfff+/4fH9TwDgZO2ujs0cKtY0t5NoohYM1Drr7dRM7q9lOMRxjJ21KdiFnciZNAhiP2kG6E5b7/LUTEi3AcvPQXMLlp+H//tj8C8eht/8KNz4Flbawlh/odUtvgMhBGc/cR/CkLzw6Vd70puLLy4TuhFH3zOBZdXxwx1ilR9ZxszHuK8JmoX9FIXDw8+W+JVfuMA//dmX+ZVfuMDDz5Yoip2IaW6fT1AzcCuDpxwr5RM2JYF7gDgcB21yJDONRHCpcpU4O0kwcQLkgIWt1nfVuT0MoRv2aEauvLaONCVTx8YHf94LaZa9DhFvhPWeKO/64WXMyGL01hSGLW9PzmoR0tw5P0MYvLfwGLf8G1w690aiVbj78gmI3Zjrn1/qaBneDu16s3ZKM4j0nl7Pu7G1qxkg/8pLZG5cY/t9jxNMJRFdy0x8NjW6Y0MFoI4fRmiNfenSHR1L6TgRP9cxU4+M46771G7s/d4Own7nAKPmGC/V/+SkNt8hZ28SDNPo7X6JmiBCYqWHrlBS5TeQKiA6fgDTDPnu5eMcL/aHcWUzmZCyOThrZ/jc9x5h4fAF9IzPysEPM1p6jcL6K0N/W2Z6R05DRwKRM5OGgLCXnNmt9vy8UyBSEQdzB1kOlzpWTO26o8pSDcRO1GI3hhmOL3tJt9iclUIpk4l7PB7Ilbg4AAAgAElEQVT4ixuMHPJJjcRM3Fvt0zqDZP3eLov68IGPYBs2X7725aHn28bbRessSf8JmttuX3t+HCaekHb29i3jYRygu/KIi7VE4X8uO4eONKlJB28rQMUaYQpkcHtVeICMlUUI0UO+FgoLbLqb1IN6q/4k6ktthm7YEaC9XadmG6ZjkhlNU1urI6WgHG0zYowSB2q4flen5swlqiYPQq5F8kzHIDXi0NhqYtoG9UqTalCj6BSZy81TrScLiVTWpnkbcvb82vNAcj13p1at1A5hKky3CGY7tSkEode/CAjdMBGg3Wx0hIUtw0waeCxB0Sl2yFk7tVwNap33sN2p2S2jQeCTWX0ZggYsPQvf+lWor5Loe6zBt36FVPk54ijC3HwRdjXypIspTn/sHjavbHPtmaT+U2vNladvUpjNM73fw5QGfqg6lRKzky9CI2TZfzcAP/miwU/+5jLjpRABjJdCfvI3l/nJF3eet/xcayE3ILUpTQ+NTX1jHKV2/u4Ik0POGBfD8nBiRtIMUQ36F7F3C78edNKXWmtWX9vbFSDyY0bnCwSNABWrjt5gGxfGXibKBFTPN5CWJPKiofIlWmuCathDZCCxrRtxx9j+Sp3MbIqFH9mHVWyldIsWhz4+x74PTLL5UpkL//tV/PLtx7fmqkfsq04zgOsn9l93it22TdNf/G3CQpHSu9/XmfNMKXBdhbCNHlFqcd/R5O/Xrt/RsdzIJW8nwYHx00WMtMH6s3cedescVwjOZM9y3b9KObrTMpi3Fu+QszcJhr1rtR+Ub1vvlNl8FS1MjAMQxgbLa/OMOP0vm2gm23TaYTbro1fu4fXlfSycfJa1Q++imZ5m38ufRYaDV5NmDgxH4ZVMVKghY4HrQ7gzocQqxm5NSGkjqfk4kDlIQMB6uIYUorNarSxXyU9lh0qIKBUzSD5kyb2KgWDClIguqxJnJMIvGwTawNCDuzHbq8ScnePx/U/wyubL3KjeGPjZNt4uLgEqUqA1zVJ/5Cx0I/JTuT0jn53PqpDuNMhS/RY5K8dodhQVJZEzrTTetp+kuYM7G4BNaVJ0ij2ponbNYVtSQyKp+r0TYuTvRM7upFOzjfx0jvpaE6UV9bjOiDlK7Cc2YUPJmZHCixKZByF26vakIcmOZWhsNTEsg+3qFqEKKDojzGXmsbzkOTNTFrEM+7qO2/Bjn8vlS0gk84X9PUbxkNjOtMlrfqolp9FuCjAlodcfJYm8mDhU+LWA3EQSOTMwEkkPS1K0R6gE3cXtmkhHnWNv7+rUFEGd7PrLiTZVegS+909gdwQp8rFf/V/RRh6hQsytl2DXO7Dw7nkmj47z6hdep1lyKd0sU1mqcvi9BzDCG0grhxfFSENgWQ0y++pEr7hUR04CcOS3LuDsSuM6YcyR37rQ+Xd2IkJaitLNXqIjTQ+lTLzGDMRypy5La6S7zfHCAjfdDVw1/L1NmgLuvhZpN9zKTr1Zba1OY8sdKjyr4qRrvTCTpzhXpFauE2vdkQvaDrfZUpvI45rypRqxl4yBw+rOYl+h4/7uYQuL93zncQih+LE0kw+M8cDP3cO7PnWSMz93gokzo8w9Oc2xP3MAfzvgtX9+hcqVvTvYO36aB1vOAEGMOaS7fxA241UyIkdG5slcvkj+9fNsP/p+/Ln5zmeEEOhQo9O9FEMcnEU5zlCngG5oNFrDRHocKQTCgsmzo5QuVPErdz+On8kmOmcvN87d9XffCrxDzt4kGKZEGjvq3LK5QmwJ9G3qzdzRY6THVnjp+gJHhxTJi1bkTOWSNNVC3ufCS4+hgeLxF7l65OPYXpnpC18Z+H1pQGosaslpCFTGRARhQtBaiHWM1fJrsw0HQxjMOcnLd8u/iSWsjiBieblKcY9mgHZaczeW/FvsMwoIJGYXeUuNxKhI4tdtDNVfKyMM0bMC/eD849jS5jde/HX+xjf+Or/83V/i+bXn+r73tomcRTFBMyTy457ImdYarTWZPUzOu9GMmj2kYam+xFxuHiub2IelJ5P9NNabpKw0QouBtVCDMJYa77lW8/l5DGFwvZKkNlNmik1vY+ecwqRDsT253EmnZhuF6Rzupkc1SsjeqDVG7CdpzUHdpW3zc43GK/tYWQs7tROxyI4n5ExIwba/DSQdmxP2BHbLLshMG0jTGJoOK/slluvLTGdnGHH65R5My+hEF620RargdLTODFMmKTKAxgZsXyP2XJRSNLaTaF1usuUZi4EwE0LXHTmDpBCg+71Z6/LUlF6F1PJLIA3M1BjIShIpG4TGBjJVRtsFRORibp8D1Zu2fvCTp4gjxe/+3T/gG//4DwGQIsJgFUmRKFYYwOzY8wgpWFs72VHvT5cGE6Pu7VJCZjagdGtnESYNH6UM/Np04ospJWE9bBGzLeL8LIf2vRuN5mp5uCabKU2COPj/IKmRlBIEjRCjVde18lrSaTpzcnLg54NmSH4im3QIT+cgq4maO+/WG16Stps/M4uONaWL1SQFOUSgOHKjgTJja89uYdx0uPjul3nW3nFF2a0ZOXKiwMn//AhWzuTSv7vOyrc2+soOXq6/xD9c/DWee+15msU6r8vzxErjh0mk606xqZY7UbOZL36WOJ2h9J7HkpvcBaE04S7VAJkyCecP9HlsDoIf+RTsPLZhkzazRHHE1MOJRNDGc3cf/Rq1xjjoLHCu/uJ/sgaSNxPvkLM3EVbaIo4UxB4iqBCbaqiMhuluYzdW8A6cwMmW+M7l45yecBkUcWqnNXVmZ+JaSAu+870PcGRmhfWjis2F9zL+xje550v/I6c++9c58ZVfonhzh7DsyGkodKblr1nZiYQorXBkMpEJISjaBTJkyIost/ybmIaJGzfxGj5uyduzUzMm7qdmYZ1FVWLeyqGiXSKho0nUwSs7aOXRJ9QkRU99xfmtV4n1jiF7yS/x6Yv/oY+gJUXWbz05C70Yv9bfqRl5EalC6rbmym00Q7eTbotUxEpjJSFRTqKLl5pI7mtz3SVrZRF6cKH6ILTlJ9qDmG3YzOXmO5Ezy0hEYNvkRkWq50m9k07NNvLTWXSkqWy3ZDSsUVSgEv07c3ARedsAOiiH2Fm7xyMzP5UlaIaEbkgpTgbxlJkmRZqs3yJFKYlpG33RP0ie/dX6KsuNJeZycwOjd0IKrMyOh25+KtcjpxE0Q3R9HZa+B9uXUFeewqq+TmM1Scm0I2fEdFJZRWek55qie+s0252as9g4Ky8Smw5YGUxrC6ybkJuA06Pw10/BLz6Y/Pf0KOQmsPMbCGcD7RQRYR1z6+UegrZ1PblO3Yuec5+/xLXXJDpu3UOhGN2/hLrSYCP3SOdzG7mxgfdo9/bsbEBjwyR0BdLw0Vri12fQOnneTVvilwNkc4soP08wfpSF4mFMaXG5vLcfqCEkZe+PLqkReUlKth2xXj2/wch8gczIYFcArTSZseQeCikQM2AKozMuXXYvMmaOs+/gLHbRYvvVCoYpCWrJGBWruEftP6hGfQX/zTWPxd9bo3g8z/RDE7zSeHnPlFxq3OHev3SYsZNFFp9a48qnb3XI4Mv1l/jC9ueohhXG1ibZmFnhC9uf48Xqi3dVbxbpkLLaZMKYJbV4k+KLz7H97vfhLhzu+6xpQHWX8LA0JdHhQ0nkzNu7TjDUIaMtMeqclSFQAc6ozciJPBvPb9/W4WIQzmTPshVtshQs3vV3/7jxDjl7E2GlrUT7ya+AEMTaGyqjkW77Yx5PJDSeeeM494z5DIo4dSJn+d6Jbyoa5bnX7ufJB17g8lSysrH8KgKw3RLzL/6HDkFLT8ZErkHsCqJ0m5ztRKmUVj0TY8EpEvgh89Z+Fv1bCJIuqa3FZLAYZtsEEMf9pudb7lUCYvYZDnKXD1pqpKsmTkSIXYRKSNGjGfTlq1/qSxmHKuTLV7/Us02KpCHgrV41RX7U0eDKdkXOoiC+I22zNppdGmcrjUQBey433xnkDcfAHrHwNoOko08I4ttoLbVhGRY5K98TPVsoLnCzdrNLB010FO2TAvi769Rso10vVmtZII3aY8nAq/RQQ+dcy/w8rEbYWbPHhqld51bfalLVyfOZs7IYWjLqjydFyilJykoN1MhqhA1WG6u4kctsdnYgOQNI5Ryili9kW06jHT2UQQW1+BykRiAzgbJGkf4mzRsJycjlE7siHSVRPK11p/Gm/ZvSVpqMtdMYstpcpWjlGN26hHKKRCbks2Uw1kHl4cE5+NhBGHGS2p8RBz52EPHEWYQogLWOTK23CFoFY/vVRPwOOP+VS4mzSBfiUHPua8Uk2i9gIvMaMi8p35jtWDUBfP7RHyHalfb1DJvPP/ojPduys60a1eUkKujVp9GqazyUYHrbeNY04fgREBJTmhwqHOJyaW9ylrbSbLjrf2QVeL8e0G6L9+s+WzeGuwJEfoSdsbAzO9egoeuMHRohasYEUcA17xpH08cRUjB2X5HqlXqiv1dPxp9m2EQiqfiVZHstRNpdhfOR4upnFzFSkkM/MsejxfcigO9Un97zPAzH4PAn5tn/fTOUXq/y2r+8ytrKGl8pfZFQhxS2RrFCm62ZdUId8s3a1/Z0BtiNLbWGRjMhZ5n+4m+jbDuJmhm991/HGsuWeFoQ79LRU8cPI10X8+atoccJVYgj7c67lzLSnV6NqUfGiZox2+fvvs7wZPYUpjA59yegMeAdcvYmws6YxLFCuqtoaRHpYKCFESQpzTA1ijNdZa08QjrOkTYEINhtGS6aAdqQaKc/KiGXj7G4PsO7n7yKGO2NOsg4ZOZ8QlgyU8kgFpSsHfPzLnKWSKXtvHBpM42KYM7ez3a0RT1OogTbS8lEsldaM9Rhj3E1wEozGWz3GVmMXdTNzscIQ+OVbIQIEbs6LIWkR4yx5A9eTe7e3l4Vv9VaZ5EfdiQg2qvvdg3LXibn3YhVTBTv1CO1mwHm8/NISyBahtfpSQd/I0iioIKBherDMJGewI96684iFbJUTxS+U6bDlpekDeMoRree0zvt1GwjPZVEgN0NHwOTnJFDIJIBfgg5y7ciZ1FNYWWsHnLW7hpubjUp60rr8wV0LMj7RYKUD0JjWSZ+S+i1G5vNDdaaSZRqPr8f2xh8T+ysvWPjNJUj8mO8qo8Ia1jll4hFBlp+iioGZRWo1RzSOUGqcg5z7TvIxgqZjEWs4y5ylvxm27B3BIa1Zq16k31Gmjg9hrAUlnMLx1KgC3Dh6/BgDLtqXbENOLqGHZaI3QzSLiHTq2hnBBGUMEqvgoo7qvO70SwbhHEimzg9fR5dDVmM39/zmdkfOEA5le8QtLqd5n/7wE8x+wMHej6XmQ4RUlO6ZePVZtBdxf/oGMvfJszNU1X7ewjDsdFjrDSW93QDMaVJoIIe/cW7QbPsdSLWqxdargBDyVncqTOEpDEqVAGpgkN6NsWVyhtEOuRYOvHJHTtVRCsov15Dq0TPLNYxh0eOMJ4aZ7taQqteQeTFp9Zw1zwO/eg8Vs6kaI5wf/YBXqg/RyPe+xxrcZW1+xfZ+NGbVOtVrv6rZYpXx9l35SCP/G7SbXzv986y78pBaqqCeWd9QkCibwYwt20y+offpvzQu2keO9H3OR0pjJwFGrxdC0J9omXjdOni0OP4sc94arwzZtum3Vn7FQ5lSY3bf6TGgJRMcU/6JK82X37buMUMwzvk7E2EaZmIOEZ6WwjHJIoHG8uiYtLbF3AnT5IqLvHtS8e5fyKZvA3D6IudyaaPTlvoAd1LKhaUbz2C0Ar+/PG+FIflJoQl3TJA9ysmYao1+dR2XnpBLzlLmSkIFfPOfiBR9jeEQXmpQqrgdHSmBiFSEbLrUZORy81onYwwKej+CVwISBUjvJINRoDsI2e9EaDRATVBe22P32Kts8hLBGjNlImVTiaE7hqWO0Gggp4F71J9kZSR6gxoZtpAtTo2g60IQxuJtVDjzslZzs7RPawuFBaAHTFax3Coh/VExd4Nka2aE6/q31GnZhvSEZg5g3hLMWKO7IjgxnKob2DeLoAGXddYWbNH16+9UKhvNanEZdIijdQmRmiQ9jIEKZ/NeLNFADRutNO1GcYhJX+b1eYqtrSZSE92GmN2o7vpp+OxubyFsfkiyBSqq8kl0YCT1LcjcmMWOj0B0sKqXGBs+xxy6yqjLTHZ8u5onlbI7cuseZvMpqeQVhM7tUisNBYFWHsDvvkvoDiE2BdMUt/+X9BRgI5ySLuGzCxBqoj0tjDK50kPqXPMjEAQxoxaW1gHNM3LKWKz974+6r/BRLPMv37PT1BKF3l+4QEO/fAcj0z3noedDshNB2xdy/cQMxnWMYMqbuEI4fgR/GrYk7I6OpL4Ul4p7+3JaEmrs1i4G6hYETSCnnqzVMFhZL5/wamVRqNJFXeulxu5tNWXM5MO17iKicWCkzTRZGZTOGM2268mpNttemStLFkry4HCQcYYoxE20K23rXKlztp3t5h6eIyR4zvR5/cV30+kQ/7x0j/gUzd+nn+4+Gu8XH+JRtzgfOMVvrj1eX596R/yPy/9fX576zO8PP4Cy5+8gjEheejr7+fMt96DHSTPSLqZ4fTTj7D/yhEMceeZhE21TEpkOPTV3wch2H7vB9BW//uhQ4XMGAgBzd1NECeTFKixODi1qElKJPLOzvU3hYktLGKdaAVOPTJOY8mlvnT3shpncmdxlcsldzg5fDvgHXL2JsKwDWRUBTTaqhHGYqCMRqpyFSPyiE4cwDAjvnv5OKfHk+JWE6Pz0rYhmkFCzgZM5BqIohyNFxow6vSlOKqnE7+71JhGSI1XsoitVlqz3ujZk7lL7DEtMkyZU0hk0hQgLWrLjT2jZgChinoiZ0ZQ4aYqM2dmMeTgCSU1GhOULZSIELs66oRMCrHbzRY/dPij/VIH0uKHDn+0b78CPVTa448DKlYolXRqZkfTnZVhdw3LnWCQjMZcfr6zPzNrokKFPW6gY41b8jBMg2CIKfcgOIZD1sp0UpsjqRFGnJGOGG0CnRA0N+q0zFdXkwjsnTQDQBLJdCYt5JbJqDna2qZw9HDCX3DyWIENSmDleiNnqZyDnbFobLmUozJ5UUAFMSmdwvJtgpTHaryMMASGNKh1GTqX/TJouFm9yf78fqSQfSK4bZg95Kxlg3PtEkJItJUh6pKmSTpZBfXtmPxY63uGTZyawMpNYFRvMLWeTBbV5vrOQVSMvXmR6tZlQq3Yl7GxU6uo2EFrEzNowFf/fsKi4iHXO0gjtm+Se/n/TFKpYRZpusjMLXS6iHTXOf3BTIectGFYitMf1kQKDo49AxoWK+/t273z9EUiKfHOHGBrYpKFylIfMZNGiGnEWBOS2qpARRpUhOlto8ws9fEHCTP7EIYEJXqK6/fn9+MYzm3rztJmmm13864t2kI3BJGo8sdRzPrFTWZOTg3smB4kEF0LahithYmQgqvRZQ5aCxhxS3xVCMZOFalebxA1Y+rlBlMthwcpJMVojKniNPWgTtDwufa5RVITDvMf6fVPXfGXEQj8lrhvJS7z2a3P8GuLf5vPbP57Xm6cY8wa5/tGf5C/PPuz/Hfzf4sfP/xJ3vWXToOlkbs8nc3Y5Ojz9/EF719Tije4E2zGqxysjzL+B79P5cxD1O+5b+DnNEmK1bEE5UbvYliOF4nGxhOngAHwIo9RZ6xP3zBjZwnjZF8TZ0aQtmT92bsn44dTR8gZubd9avMdcvYmwrAkwl0HKVFGiTgaTEQSCQ2JcdAgig0uLS2wP59EOKTsV38WTR+dtgfq/gidDBDRIFVr20B/KDHXlnZLsqJiEtmtSbDL/Fxr0fdypERCJmbtfSz6N5FK4m36FPftPQlHKupEVQBU8xZruj4wpdlG+7fFQiCjwebM7RqZh6bfxSdP/EQnUmZJi0+e+Ikew+vu83orI2dtcdLm9o6MRhTE2OneGpbbwYt3DM9jFbPcWGY+t2OcbqZNtFIY48k9rK7Vk2JcP+7zfN0L4+kJvC4f1YXCjhgtJKm3bW+LyI+R5t13agJEcYgzYeGUMowYo51zshie4i3YIzhuEr2wc1ZPSkiagsxomsZWk2pcIS/zKFfh6DS4kjAVshqtIqTAMRzKXhLR0Fqz1lzFNCyW6ovM5/cPFMFtw7AMDCPx0E1lJZYjqG5GaCuHYQjCrs68KIiIQvBdRW7MbB0PQOOkM4ROETM7SVba1EtXcZZfwGhuYa+fx2hssGQk+9qfhzjKAgaomNTv/Qa4NfjYXwWpBpWogphGP/ITpJafwX7jd5NjRxmkDDGyt9CpAoeO1Hjoo2OdCFqmAI/8WJO50woZ18gcaRBeVzTFvt59K4319CVemjvF4f2C5vQEE6UNVLCzCJAyQhox9cos9rhEx9BYamJGDdziMdyRk+iuuj7DlnhbO8+cIQ2OFI/wxm3qztpuAd1k+07gN4LOKLR5ZZvIj4e6AgwSiK74FZyWFt1Gc4NNb5NTs/cRNaPOAnL8VBE0VK7UiJsxBTtZ0KpYEdQCpgtTTGdmufo7S0SNiMN/ah7D7p2enyr/Xqd0oBspkeIvzfwV/vv9P89PTv153lt4jFl7X2dBLE0J4eBxNt3IUNXb/MfmP+cl/9t71uzFOmJbrfPBr68iooit931wYGmN1okwtrAlliFoBrqn7kxagvDgwaQpQPUfL1I7Kf5uZK1sx+HFSBlMnBlh+9UKYePuxnNDGJzOPsBl9+JtU8RvJd4hZ28ipAAr2kTZkmYQDh3kM5vn8YqHSY2vcO7GAscKcceyyZAGatcDLF0fnbL6ijDbEFJQKA7Wb+renh6PksiZkUwWotmV1hT0yDRopXFw0BLmnQMsBUs01l1QkJkZXDDdRqR2as5E5LIcrKCBfXK4mXBqJELHgmbFxtCDhGgFqquA+aHpd/E/PPqLnJo4zWhqdCAxS7741vprqigGpXo0zu4mBdhGt23TenOdSIXM5fZ3/m7YSb2iPZ4QvrbuGEIMVK8fhryd7xmwDWFQ9ssdyZJXN1+l7JXxPb9H4+xOOzUBAhVijhuYkcmom6ixKxljDVnMQDJQp5rJ9bPyu9r1DUlmLE1js0ktriX1Zs0kUhA3FWbWYDVeQcik8cGLXUIV0oyaeJHPprtJrOOW5dPez7adtYj9AKv0CoUxqJZaz7mRiI5C8u5EoaJRbjUPjLa8G2OFlTKxDAutE1P0opWlRIxQMfbaeYyghs5mWY8TDb9pa5J28c3YC19CrlyAj/wFOPw0EEPjAxAXWiH0HPhHwb6B/OAUwexDOK/8B4z1RH9Mx2kQMUb+Jjqd59DhCh/9a3P86b/7GD/6X5ZZeEAQK8WM8fuInMXS6r1952+9voRTrvHto49wYrwBB8fIBi6VxWShJ2SEtEJqpWmIbVJjLRP09SRaFqWn+wrSpZN0NXZ3ZB8dPca6u35bPTPHdNho3lkUqA237GE6yVi3cn4DwxrsCjBIIDpUIX7sdsRnL2y/BsCp2VOkZ1IdV4D0VIr0lMP2hQrpONOx8Au9qNNEUn+lSe1ik4kPjuDM9C/UKvHgblRPe8w7+4fOL5AI1g6CkbP4ZOZnOWge59ngKT7f/Fdsx+sDP7ut1nHckFPfeI3aydPUT90/8HM61ElKUybRSLTuqTsTQhAfPYyxvo6o9N7PIPbJWJmkjGb3OcidujOAqUfG0LFm44W7l9V4IHsWheLVxst3/d0/LrxDzt5MBDVMG5RRpe6JgUJ/hl/Bqd3CO3gCJ1PmW5dOcHpipzjXIJFF6IZoJDVng6ABJDTcwZN99/b0eIxfNYhk8iKIZpK/77ZuakPFKimM1jDv7CfSIatLSdF0anr4JKp0QobajRBmUOGGTkLR88bgmjDY6disl1KYanAh8O7uMoCZzAybzc2hHppSyLdUTiOOFIEb9WqcaY2zR83eILjhTqfmUn2nGaANacmkbtCRpIrOjno9EAd3Tk7TZpqU4RCpiOfXnuPcxkudv5X8Er916dOcWzuHF+54QFZX77xTE5Li37g1aecrLcJuCGQ0fLKxpEnWT6IP1q5aK2lK0iMpmmUXN2qSN/OIpkSFGuUp0tk0q9EKulVrI0gElbfcTUxpcLOWEKHZ7GzS5boHnKyJ3DoPfoX8ZIraVvLcSUMSBcnEG8dJJ2u9Rc5yrbSmihSWY2IKg/asM2JmKUcNtJVGZcYgI7FTt1hxm4xaKTItEuBceYbi69+CB38AHloEowzVHwf3MVj+c1D6n2Djr8DWR8E9A9mnUT/8XlR2mvQz/xTRbBVTxynQMiFomSxG4waycglhu6BsfD+gePAmqqJYa/aTs9R3LuJZDqWTh8haMemjyf2rXqkhZIRhBtRKM8ShjRlVsW2P1JhBaSOLNgY/86JVCxjUduoj23Vnb9wmtekYDlW/csd6hnGk8OsBhm10uQJMDBTUHiQQ7UdeT3nBha0LTKWnGE9PkJlKYeVMombyTIzdV6R5y8P2nA5xDxohSKhvNjj3udeYODLG2Y+cxou9Pqu5ojEy8ByGbe/G3Iemkdau+ccU5B4dJy2zfCT9ST6c+gQ1XeazzX/Bi/63+qJom/EKH/yDLSzXZ+v9T6DSg8swdKgwsjslMUKIvrozdeIIQimsy733M1AhE+mJgfu1Dbul/Je8t+nJFIVDWTa+tz1wLtgL0/YMM9Ys5xpv39TmO+TszURjEyslCSgTRxZyQAovvZWstPTxRM+lu94M2kN27/dEczA50+1PSkFp8wzhLv2wMDIpbZ7ZOfZUDFrgNdJoQ3TSmrGKO5YxbSilkS3D6X1WktrYXi4jLYHOD5/sFXEPt7S9Na5TZkw65IbUm0GX1lnJAeXBrmiXhh4vwDZmsjMoFOvNwas/KSRB9NaRs8iP8Ko7GmdaabSgr95nL2itaUZeh5wt1hexpMVUZicVI02JNjSGNijM5DuRMy00UXB3aYCJ9CRu6PLlq1/q63AKVcjXF5+i3ko9322nJkAQ+TTHksr3M9wAACAASURBVOioU0rIkDAEYo/bJIVB1k+O4YzucuNouQSgIV3PkjPzmJjgtlwlchlCQja9xGdTCEHFK7PpbpKxMtys3iBvF8iaOTLmHnWAWmO7V5DuGqTGKEyYeA1F4KpWMEgQq2209Rr2yBs06+sgNMX9NzDyb2AU3sD+f9l78yDJrvrO93POuVuutXd3VVcv6l27hCQQu55B7GC8AF7Au028wY55nrEnZhxvnj3vPdvveYaZmDAeT9h4AbwDYwaMMJaFsEAS2pGQWku3lq6ta6/c8+7n/XEysyorM6uqZSSIeHwjWoquzrx5b9Zdfuf3+y5jF7C858nkZnEyM4x5mnJcxfFmcLwZbG+RNPGY9+tMeuZ4rbVZhu75S4KpE/DWDFiLUPlBiI5AHIKwYOgQjJ2AOIDKWyE4hTt1D823vweRxmTv/d3NpIDUgVShCjOQzSCjRbBdQJIt3YU8mqE2fxQl7W7HwjDGue8c3zjyCk5PRkhbMXy5Kc7CizWUHVIrHUAH4EQbBM4Yq4VryRwqUJtp9L1+21Cuhb+2eQJM5afIWNldLTWEMM5wlT0mBtTXGp33VRZrNDaafUeaHYPobXFr9bjeyUoOk5BnS+e5fMwUsUIK8oeyaK1Jo5ThK82CpfRMrWNS3Cg1UUry4F88hhCCG3/0GvJuniOFo0RJSLiFb/um4Vuxt9kO2cLmTcO37nqc49cMc+TdBzsdNGfIJvOGCfJnNvnCx+wreV/2X3DUOs0D4Ve6umi1L93BW/633+f7P79IqCzmV3cYB2qQ3uY16dqCcmPbM+KKVozTs5vmwqlOUEINvOZMpm6GeEvRuu+VY4SViNIzlzbKBiMMWAjnWQ77Pyu+0/hecfZSojKHGnKoN0Ns2f+rzq4+QewUcSdrrJSH0UGRYXdLC1j2ds5kIzScs+3QrYeagHLpGBcXXkXQUufENcHFhVdRLm2aBbYD0JslF7JOV+dsu0JNJ8blP+fkycosBVUkXIrJ7Peop4MVM2madmpLkfiIsMpsUuag2llEYOdSpJXibzgtr7NelWHfzlnO+LsNCkJXQg2M7Hk5EPsx/haPMzPasvcU19TZRhp3uptgxABT+akeuxLtJnhkKO7PGw+uVKOUIqxfWnFadIukpAMtS8pRmWpYI9X6kpWaWmtCHVFxygSej1wz552QoCN6+JZtKGmUl6lKkfneLkfbLy5bzZOTOWzlEDTMOTSUNwXEXKvj6CqX9WAdjUYKyUxlhsOFwwghB1p5oDWsPYNqzJG4ZqVfHDPFcmWtXcAmaLlIGit04lJZtcgWMSKYxEEnNko6CFx0qtCpZMjyqMYhUQpaS9I4R6oli36NKa+A8GsM3/mHpF4W8WNXgjsD1XdDaDpLhDUYPQ5KgpOD4aPgV6Dy/ehgmtzlDxO8/f2o0gt4D39iM+g7dSB2UYU5RFGBUKRaMzzxCDrRrNdehyWsLnGS++gLqGbIXSdu5sqRCsKTqH05fNvFWq5S25hANAJEmlAqXkUtd4JU2ngHMyR+gr86+DpUjiRuxCSBeahLITkxfGLXzhmAZ2dYGrA424o0SaksVXFz5h558YnBqQCRH5Md9rpEIABlv9yxWjlfOkesY86MXtF1HIUjOeJmjB5KyE9lWTy7gl/xSZOUoBbw7NcusH6hxHU/fGWn+MvaGY4OXUai044p8TX563j36Hs7nbIhNcy7R9/LNfnrdj1WMAXatb98mpt+4ypO/+JJ3BOFnvtORuZ4c+Z9XV205//uz7np0x9nvLZhPDOTmBs/90lqX7pj4GdJd/N7spWgHqRdvDNx7BDasrpEAc3YZ8wb67mPbUXOyXV1FIdPFXCGbJZehK3G1blrEUge+y7tnn2vOHupENYhbhC7NYLAxupnkaBTsmtnaU5cjje0wF1Pn+bqsW6/IaPu3BqgniDC2HDOejanEVtUROXSMR4/90YA1r8QdBVm0OqcAcGGDRkL0Wx1zrZEN7WRJsatPGtlSXTKIecw1qpD9kCGOE16WvBtmJGmgRVWKIk6VR0yrQbzzcDQUNzhBH/DBhX12mmI7pSANvZl9yEQLDYGF2eD9vXlQBQkHQPa7GjWFGcDRtSDEKZhh5OY6pSF2jzTW/hmbegMeHgU9udJIsNzU7YkbF7a8WesDJa0+sYYAQzbw+jWQ+TFKDXRUIpL1IerRKsxmhQpJRLZxSvcCiUUXjNDlAnppxsotD7fFGd5XMclrJnjLmTzKCzmW95wtrSpRTU8y6MZNVhuLnOkeAQEPddBBxvPw/qzWEMHWjFOUBxvFWerrdGm1SRNfdLQAiS1NUFhDMxtV6JTibBsLGEDFlpLRpwsGihHMWDGnathwyg13SzDd/0JqlEm/KlX4+TnoPoWCK4y+xRUITsGmSFgHdiA/CS4BQgj0tIPk/gjuNc9TfC6d+DM3I397JYHrLbQcQbpraNTB7n8GPYVLsHCEEmcx7ZskmSzc+re8zTVbJ7lyw4z4QVIRyJkSmlinNzKBqIW0PAOsDF0LZHdvt4FzpQpQKozu9ggCEFY2TxXT46cZN1fZ62584PYUQ7NuEkj2nn7zbJPGqUdlfHi2WWGDw2RKfbynZIwITfRbRCd6IRaVDNcKMxI05EOx4ePd+9PwSazzyOsxExfN0l5vsLahZJJsJgt89Q/PsuhV0xx6PpusYWrXI4WjyKF6ERTXZO/jl+e/lV+48hv8svTv7rnwmw7wijd0Xx2s4t2htffdifetmmDF4dc/oW/6nmfjlOEK7sSO9q8s2ozIW5dzzJrEx2c7mRsmhxN3WWf0Q9ZK0u6tchTgn03jlJ9vk5zeefEge3IqzwnMid5tP7NF21e/FLie8XZS4XGOsgEP610u2BvgVu5gIrqxGeOoFTMPedOcc149wnW5mq1T0fRbIee93mga911UQC4mIdUvtDrpqw8gZ2PCSo2OmtvjjV10olu6mw6MRePq1zQcCg4ghXayH3mGh/E8Uh12lmcW80lnsOQWg/t0jkDIwoINmyQ/Y1ok7D3wW1Ji/HMeCfqpueY5Xc2win2Y/wtHmdpnO45rqmNMAk73+lacw0/8Tm4hW/WhnQljnA6I8bKUs1wofzkklIShBCMeeO86fCb+lqWvGn0VqQtqce1XZWaSZx08iXBdAERUIrXiUcD/JWAODFjdSnEwIgWJRROwyXM+GjZO1bPj2VBaXKVPHlVwMu5nWOWruKAc4DZ2mzn+MYz47jKZbZqfna4cBjROr4elOdg5UnIjiOUQjlGsZkdUkhlOmf2/B2M3/thnD/6MO7/+CW8hW9QXYPCWMuot/W5lpLm/0KRohm2TWFQijapDQu++U5vPvcN3IWnCH/yFrITK4TVV4PfEr6kiXH7Hz4KogwcAQog6zB6ApIAhUPl3LvQSQb7ljLR5dfjPfaXqJUtfk9aocMipA4Z/Y+QtVgrGfsMxSY3TtQD3Eee52vHXsUV+xsm+kiBpZr4+8c5UFpijtM0skfRWyx5LAk6r7ByFrWZnZVyVkbhrwWd31ubd7abpYb5HNnrF7cFWmvKC9WOQtqvBqzPlJjs0zVLE1PAedsELmW/TNpSJmqteXL9LCdHTvb15rPGJZmix9QZY6Gx8NgipfkKj/3tk2SGPK77wSt63gOm0DxSPIqj7F2LzUtBPUyxdnn6my7aDzNW698xH6312likke7im7Xh2JILKwFPzDQ4O9tkZi2kcfgoamGBqGkiy4ac4kBPwc52VLcoAGD8FSMIJVh+4NJtNa7NXU81qfC8/9wlv/elxveKs5cK1XliO6EWJtgDjEWzq4+jEcijNnGi+NaFo5wa3l6cGSPadkqArLdyNQd0ztgmOtBJjjgSZMcSZLRt2xIyIzFBySbN2J3Omda9mYZJkoAwxY8jbcY2DC+jPLqOFGJggHRbGSmSACuqcIF1FIL9avfOijeSEFQs031LukONhRz84D6Qm2Sx3t9DRwrZGQu+3NCpJokSGht+x+MsTTVO5tKKs2bc7ChpO2KAfHdxprVG2RJb2ZsGqYs14xGXpJecSzfsDnPV+NVdliWWtHj/6Q9wtXctnuNR8ktUdlFqxn6MVLJj59E+PzbiDcQYJEFKUA3wlIumpW7tAyEEdsMhyPgk9B6LnbFJijG5ahFPeMZBvjXOtTKSKW+K+epc5zxoj1IutMUA+Skc6fSOWGpLsPQo5MY7VjZOq8iWUlAYsyiW7iT3xH9GNdcRgGyskX30kxzy7iHfEgGmqUZZqmMBYkmbVCeMtIqzjWhz5HfRr/La0kWmn/4a4Q+9CvfIBuXSaahv8RzzyzByGdgRMARMA8ahHkfByGWIoIKSRarn3g1aoH6gQLp/P5n7fg/R6H6wyfIs9umQuGzhV01XVkmL9jLRfeA8Ik756vGbuWqkahYCTp14QxFddpTx+gZLS733BCkhiqFwOLtr50xa0rjptyxJ9mf3U7ALu1pqAGSsLMuNwXFOfjUg9qMO8X+nVICwEZGfyHfZtSQ6Ya42S64Vr7XcWGbdX+fy0f5Flp8GHDt1lEzRIzeW4dw/vcDn/s2XaWw0OXTj1I7dc0taHCocJmNndkxJuBQ0/BRL7Y1KsZbv3zHv+/NEo7K99zPPlhQzFsWshWMJmmHKxtQRVLXK0uMvcH6hSanqsLDRpNyIaIZJT+wT0LG2SbdwkO2cxehVQ6x+s0Q8IFh+EE5nz+AK77tSGPC94uylQByAX6IpasSJg7IVuo+fS3b1CYLiETJji3xr5ihHC7onfQXMirXN9eh0zrKDOWfdEKyv52HCw60u9bwlM54QbFikrmM6Z0nSE90EkIRph/iad/LYKy5aaBYKs9jCph71v2kYjzOBCstoETMbl5hUBawdeAVteMMxpIJm1ULG3dsXqv9YE4woYLW52hPL04EW3xE7jSQ2RPGtNhpwaWIA6LbRmKvOoYTiQK7bsDJKI/LZLFJInKyNV9xUbGpBJxNyr8jaWZRQXL/vFfz7V/86rz/4BkBw9fg1xM0Ey7KJdUz5YmVHpaZOwck7xEErAFqbLl4pLuG0xoKNZR+vFXuU7FBEqoZNM1Mn6dM5U44iKDTJ1wyvRklFUA9BgHAkU9mD+InP+jZH+ZnKDPuy+7ClTcbeRkxurMPFhyEzBlu6I3bWbikyDe/stP2XPcbJMg159dRfURhtHU+StgLqW9tQNlpv6ZyFm4VNtHqBfznzGPGbzuBcHdOonmR95TpUmxweNcHJQ24EUzydwNzaXeAMUDPFpDeMJQPiZpHGC9+PUCHiJ04hnITsNz62KRAA3JUvwuE8G8tX025VSCFBmDg57+6nWB8Z4+L+aY7lqjiFJklFsJZ7FeIKY0waz833/F6kEASxJn84S1iKCMu7jNiFJGi9RgjBiZGTnC+d27Xzq6Qi0fHAOKfyxSrWlgXu4tllMkMeQwf7pwLkRruFABvNdcIk6lhoPLVu7EnOjPUqWrXWoDWjhVHKi1UaG36XGOL8V59n5qHe76rreIRiOj9N0S1SDat9/c72iihJSfWAtJo++MIrX9Pzab5y+NytvSNVjUa4O9/PlBR4tiS9wox/R2bPkc84WMKl1Ai4sFbj3FKVJ+ZKPLVQYXatQbjlPpC3cj3UlP2vGiONUta+Obhb2g+2sLkqdzVPNp4gSL9zXOR++F5x9lLAL4EIqARlLOkibMn2BZwMa7jlF/CPnMbJlvjqU6e5ZqzZd3NKqs4YS+zQOQO6VndtrFXHYCKDU+ktzryJhDSWRLYLzQCiuCe6CYzHj2iJGrJODn8pJBhuMqtnsJRFI26Q9rlhxmmMQGI3l/BVwkLcYFrtzWbBGzYP8Op6BivddpPdFn6+FQeyB9Bolpv9ScFC6Et2Ef92IIkSUq1prDe2FGcCeSnhdkAzanTZaBzITfaMUsIkpJgZwvZskjih0BIFAKDNvlwKpJCMeqMd7ssVY1cQpxHnN86RxtrEJ2lNdam+o1JTa01+LNvxWguSgFD7RDrsBKD7KwG2chBCdIq47UiTFNGQNDMNIh32PKylJakXaniVHGiNEhZBLcTJ2igpmcoZw952Jml732YqFzhcOEKcxt2B534Z5u8HtwjbEgMs26KdgDM0lpKzVvvuc84pceq5X8F76I9Rs/dhpZsKM0sqEp2SUza2kJRaXW4RNHjvt/4Bfe0E1utz+PXDlFZfjZSWcaXX2hRnI0fNCJNTwFbOVBE4DrICo8ewrRSdJKT+BI0L70J4ddKfvRFVewHvm58y1IjGOtbBBXQMlY2rOlsSmA4faxXsp+b56vGbuWK8juM0UYFmzbuJMDMBx00KiVxa7FFkKilINeQPm8K3Ortz90xlFP5a2NnOyeGTVMLKQDX2VljSYtXv5acF9ZCwGmB75ppJooSlp1c5cMVED0E+DmKcvNN5LRg1+3xtnryzyUF7cv0s+7MHGPVGez8vCSg6RRzl8M3Pnu35TpIo5YkvPbPr8UghmcxNMeqZuKcXiyjWnbip3eDHKaqZQwDr2SIpsJIf4fff8GN8/eD7aWxZIOtEIy2B3ONiMzhhONDu7AVGvBEcS5J1LIqeTdGzKGZsbCXYqAds1DcLp+wWM9o2clMZctMZlh9Y21EF3A/X5q4n0hFPNp64pPe91PhecfZSoHoRX4X4ITiWNJ2RbcTmzPqTCDT6tFF63XvuVJe/2VZIKTttXNlsFWfZXtKqFvRV/ZWD/SZ3r0/nrK3YjPCgEUAcsz26CQwhtl34udIlWAqRE5qLwTyJNkPXqA+XK04irDTGiirMiTViUqb3wDeDTa+z+rqL2uZ1JuQmD2479re6SIN4ZxoG+qC9lEjjlMjv9Ti7lM5ZohOCNMSSFlpr5mpzPSNN87qUnJ3HydskUUpxf57KUg2tTSEVNi79+Ie9EeIWIfzY0HEc6fDE6tkOBUQ0FEmQDFRqGn6dIrMllzCKQ6qtImWoOITyFMFqhCUsk2jg99/PZtk3UTYZHx+fdNtoUypJpVBCxQqaJjYtqIW4eQdXuIxnxlFCMdfimIGJbqpGVQ4XD5OkyWZx1iyZwszJQx9zTOVI0AnO7Je4yf/IQJ61H+dIR49izz9I8ZE/IPuZj8Bf/Wu4+xO4808iWl5xby0v88G7/pT9f/oRJv7m1xg7onDffZCgOUlp9RYSrXHanNCgAoVJ8BLgMNBvBHXA/LEDxPgJZGT4p0l9mubsW5FDddKfvhln5mvkv/CL5O/4Fbh2lOaFPMTdHSNH2nj3PI3QcMdlr+HafWvYYYMV9yaCrCG0h1OTJEKSWV9BD1hAORMu0pZdvLNqWOmJqpNKoBPdiXM6ObI3vzMwQpaN5lrPQqy6VEM5m/e3lfPrJGHC5JX7e7YR+XFH+dvGur9OrOPOPTKIA54tPdux0NiOIA6YyJlxaW2ABcWg4PntkEKwL7sPJWTXaO9S0AxT9jC4AOCRiyFvePpeVqb289u/czUf+b1r+J3fuQr3PafwQ5u/eaJG1Hq26ThFXkLKSTo+QlQoklleGmifoaQg51qsVoPO4t+1+lMm9r9yDH8tpPLcpY1+D7mHGbFGv+tGm5dGdrkECCH+GHgXsKy1vqr1s98Afh5oWzj/mtb6tj7vfRvwXzFypY9rrf+fl2o/v+1IYqgvUbeq6NTcyJWlCAm7KuHs6hMkVhZnqsFqeZhqbZiDuYW+m1RYHcm7aJjiLM31nqBCY76xbdCxkV571irb3X+ybcUmWfAjCCO0JXs7Z3HSCZfWPkTlhNy1WRISLoYLjMhRgiTsxJi0EaYRdlRDEzPbcrg+aO2tOLOyKdJJ8TdchGgYwnPrhmgUQGZMtt0Ye1/W5H8OstOA79BYM0polloeZyPG40xacs9h52CK3TZKQYl6VOdg4WDf13rKI84aAn7hQJ4kNJ9vZ2yixqWLInJWzpD0dYqtbE6OnOKp9bP8L7k3m31bNd9pZn//EO04jMmMZFG2wsnaJFGCn4aUE1MsjNqjrE80THEmLYSSREH/31P7ewwyPqEOSHXafc5KTSlvuiZJScO06Zi4eRfP9ohFyIHcZMdOA2CmYvhmhwstpWYSw9LjUJ4xisd+hrQ6Rc3cyfhDH8NqzuHnTvHw+Vdz3dSXkXrzO461w4PrH+KaD9yMr1OSxfMUw+dQFx+Hx24j883Pc0Qq4vw4P3skQv2vR2HIQdRjdEZRL9vUK28GbZHqAMd2IIkAAcVRIAf0Pw9Mz+soUEcNSRJnGDuuo60cceUE/vwtZKbvRP/UaWTRNgs5IfBmnyW/eh+1qVd1tmRJm8y951iemmJ5aB/XFJ5kJX0FceHI5sfZNpWxfYysL+EHKVmv96aUAPnpDLUW7yxKQ6SQ+HHQ3bHEFGh+KcTOW4x6Y4y4I5zbOMdrD75uwPG23ickqYZqVGXYNffAqBnR2GjiFTfvUxfPLqMcxcSJ7q6XTo1z/1b1ZpzGzNfmyNmbBdu50jkSnXD5aG9x1ra8KdhmWpAfz1Fb6S3QMiP9r5lBxzXqjbHaXCFnX1qyCEAjSOjjsduDJNUsPvoMl63PsviO9/JjxQ9t/mMeRs6EfOZsnc89VeeHrsiZsPPxvU8BhCWoTR0iu7yCPyDGD0yBlmhNI4jJezauctG6NULd8r6RK4pYX1Ys37/O0Im9m2ALIbg2dz1fLX+FUlxi2Nrd1PflwEvZOftT4G19fv5ftNbXtf70K8wU8HvA24ErgB8VQvRnWX43IiiT6AaVoIlrtVYR23lgWpNdfYLG/svJDC3w9WdOcfVYMHDF3QqEMf9tPVTTXJ8HhaCvPNoVZlWSz/UqNu0iKCclSHOIJIV6vSe6CUzrvd05q1w0nY6xKbNKnw1mUELR7KMmStIYL1ghtFLm4xpZYTMi9nYjEsJ0z/wNm1T0Kjahv9eZJS3Gs+MDRQECviPF2VaPs+xohqTlEH8pCNMIATy09CD/+aH/BMDtL/wDDy092HmNKVRMbqTlWaDZVGwu1l6UnQaYc2LIHSFoiT+uGLuCjXCDldSstZor5tjs0f436CRKybSSELIjGdNFTAMqraJ92BrBm3AJ1yKUsJBq8Fiz0SnOmviJ30P8rsZVai2FclI250hYC3FzDq5ySUmZzk8zX53rdF9nquY8nsruwynP4c59A2qLkNsH2/lnWsPsvfC3PwH/+G9BKcrX/B/U3/B/8eDS+3jG+2nSzBgaSDKjPFj5Gda8FoFfSOLhyxA3/RC89z/Az32S8J3/jvLp12EdiVHvPgzDrrkAWrmhzn1zaG3uJ6lOjKotqMLo0dYS+xR9V2YdWMBppKVh9BBpHEPLUDjauIr0bA1xOL/5uYB8zThj9u1dW7Fn13Bm1rjrxKs4OVyi2TxDs9XN6vr9HDrEwdIiq306tFqbrMX84SyNJZ/YTwjikKIz1JduoDxFuBEaO58W7+zZ0vk9iXpcy2GlvjkCra3WkUp0JgztVIB9p3pTAcJGRH4827V4WvNNsPrWycKTa2dxlctlQ91WRQCNqMFYZqxzP33lh67rREV1js+WXPn2U7seC0By+22E7387xbffyqFf+CXcO+/c0/va0FrjR2DtgW/25GrETWfvJpWKyrXX9/z7mXGHtxzP8PRaxO3PNg2Pzb2E4kwI6kcO464sImo7m8haUlBq+RRKIXEtr2f6IS3JxA2jlJ6pEmxc2uLzmtx1gOax+jd3fe3LhZesONNa34Ux27lUvBI4r7V+TmsdAn8FfP+3dedeStSXadIgTUSHQC+UZKuRrFObwworxKeOIlXMXU+f5prx/nwz6DailY32WLNbENCx2ujzG7XJEkeCzGiE2GZ5IS3wRiL8yDx89Pp6T3QTtDln5njKC+ahV9hfYFiNMBvMYEu7Lw8iTppYUYXYbjIX15lWvcaHO8EbjvFLNoikx+sMoQfGdhzITg70OvtOpQREfkzQNqAdbRnQXqJSM4gDHlt5lL95+q8733c1qvI3T/91p0ALk5Ccbb5nyzHR8h3FZstOIwkvLQC9jbHMGGFrtHmm1Sl4NjIjpuZKgMoqmvZgHpHVOl437xLHMWlLDJCVWVzp4k3YJI2UqB6a/YySvhySRsvZPcj4+HFvcbYSrtDI1wBNXDL7G9RCnLyDJW2EZeKu6nG9Y7kwU7nAdHY/+fmHccuzqOw4ZEZ6FzxLj8HffRi+9EuGi3bLb9B885/gj74Ku7BBbhSeK7+W2js+SvkH/4TK2z7K2YXXUBg3x5FqjbIksm1MbbuIw9ezccO74NYpelRBQmDfvHU1L7DiADLDkFX08swGwQPO4BQ0YeYQItx8IIqpPuMoR6He2O1HaN99Fi0FXzz0ek4OCUriBKpfWsmxwxyoLLFWbfRco1IKohjyh3OgoTZnfpej3iimIb4trk4aH7m4FXB9cvgk9bjOxQGLr61wlUslrBAmIXGYUF1p4LTunTMPzXPbf7iTZsln9bn1HlJ+mqRkRzeL8iiNWKheJO9sdqu01jy1/iSnRk73tdBI0phRbzOn8+QbL+MNH7mZ/EQOBOTGs1z57jMcvOZAz3t7tnX7bST/8f+EpYugNfbKKsWPfQzvzq/u+t42glgDetd7sNaaBy7UeOOz91E7fTnNYyf6vu6VBz1eddDlgYWAB1dihLP3kiJIApITJxBxjP3c0zu+1rMVpXrYUXDm7VxXUkAb+24YBcEl22qM2qMcdo/yaO2RS7IZeinxneCc/aIQ4jEhxB8LIfoRJA4Cs1v+Psfgfj1CiF8QQjwohHhwZeXSAm+/7dAaqnNUdBW55WYplezKBMuuGuKhPOYQJ4qHX7iMq8YGcw62GtGKRoj2bLSz7YaY6lYR2HcLrK/nEPs83GovkdYbTWgGrZvQxkZvdFOSGiVo64IuzVdxCw5WXnHIPcxcq3MWJEFXRyrVKSqsADF13WA1be6aDNCzbyMxYcUCEfR0zrQWA8mfB3IHWGuu9fVfk0J+R5Q5cZB0QpbtjG04WN6lFWfNuMEds3f0qJWiU9ERFAAAIABJREFUNOK2574ItMQArmnrK0eBEDgZGzfvbGZsikvL2GwjZ+fMA1RrRrwR9jsHON8uzpZ9MhMujbjeE/PU9opqO6zbGYsEoxrbiDcYtsytwGm77LfFC4i+is36ulnMBBm/b+dstblCaqWIvCDciEiTlLAR4eYc410mZCeLdK46C36Z2coFjkmP2LJRuX1I5cC5L8FfvAv+4Cb4s7fBZ34c/ufPQOkFeM2vwAc+C6fehZ1xQTURMmZoAoYve4r86T9l6OqPUTzzCQ6/8umOjYZONJYtQC2D+y3I3Y418pccvuyziOIA09ut+aFaY6UpjIyCmAZ6Q7oHYxjLPoZ2BKk3hoiqvdsf9Lmpxvr64ywfn6aSKXJwbBoh6a/OO34EO02ILi6it6mqlTBE8/x0BgSUX6iaIHvL64nnaUPaEn/dXMudnM09WGq071nloEx9rYEQptibeWieRz79OEHV3AeiRsQjn368U6AlUYLlWh0fNIC1xhopaddUYamxyEaw0VmobEWcxtjK7RqBginQfvzjP8CHP/dBPvhHP8j1P3glYSMiGWAb00byh78LwTaT8iAk/8lP7vo9gBlnLqyFqD0sjmcrMZNPPUqxWaVy/Y2k7uDi/83HMpwetbhjLuCJub0bwYZJiHOVUXw6zz6142sNnUJTb3XSs7YxQ98OZ8hm5PIiKw9vkAzgOw7CdbnrWYtXmQ/ndn/xy4CXuzj7feA4cB1wEfhon9f0O3MGlrJa6z/QWt+otb5xYqLXQPBlRVAljMr4cdKJ9ACMfN9SnRVkdvUJgsI0mbFlzs4eZTIDBWfwibTViFY0AtKMjd42dtQaZJ9g9TZWK0axOchOI0xanbONUo8RYJroru5BeaHC8MEiAph2p6kmVcpJCSEg2NKRSnSCFyy3Rpqmy7NXMUAb3rDJ/2xWbES8vbu4Q+cs11Js9lF1KaH2HIz87YLWmiiIaJSaZEezHc6c7V5aOkA9alAeYK7ZjlfSWpO1zANBtAqzJE67FJtaQ3yJik0wI+OCU+xEYJ1wTzIbzdBMmvgrAdl9Hqmmo+psIw4TvKLXeVhKJbELkjTQlOINRizD97Fbdhrt/RRa9/U6a6w3kI4ktRKasY/uKc6MYtIeUjTXA8LWSMTNOyihsCzJgewBJJK5ygXWZ79OqGMOFw4RCYmnPFOYfe03zWgTDY1VWH8aLnsT/Mjn4KofgdZ1rmyF8tbRicPx1z/FTR+6A+lUDUXArXLLL93OyVtvx5u6k/zJT1O48r/D6Meh+AXIPIIQMc3aZaRh/1ty6m/eT2RYQ44eAHsMIwK4NFjOYdJoHD3UWhunEbrZn2SdNjY/Vzw9i1it8LVjr2XYE4zaEpm1+irEoyMtb7TFi6Rxr2Izjo2VSHYyQ2220eGEDblDfa9N5UqiSkQapwx7w0xkJvZkRguQsTMsVpaoLG6azj7xpWc6iuE2tqomw0ZE8cBmyHmURCzUF8hvK7TOrhkLjX58s0bUYH9u365dKq/gMn58lKAW7dzNXh4wCVjtrw5uI0k1K+WI2dUQpcDbQ3frvrmAN52/hzibo3xN70hzK4QQvPuIx/SwxWfvWefC8u4L3yRNsISFe/oqtJSoxd0LItuSrNfMtp0dcpn3v3KM/fMPMv7TP8O+d7+H8Z/+mT11F6/IXYUlLJ566Bke/S9Pc+6/zvK5f/llzv3T87u+96XAy1qcaa2XtNaJNnfSP8SMMLdjDtiaRTMN9GfKf7ehsUo1KaNRPSWmspTpPsVNvNJ5/CNncLIlvvJkb2TTdggM3ydFIxuB6ZxtL85S3ctt24IN/wAMOcha7wWe2Z8QKbMy0uulnsganaSIVn2cximVpRpDB4tkrRyTtmlqzgam2Rkmm8eSxj5WWCayfOZb1gAHrb0TNWGLncaGg9xup8FORrRmTLDUZ7T5nUgJSOMUoaGx4XeUmhr2LDtvw0+aA2OURrb83FObK10375BESZdiUwhxyYaNbYx5Y53i7Lg6iSbl/Mp5kiDFm3BxpEXF7+Y3JlFCpthdAFhFizRIKMelTudM5ATKVVQWze9a09/rrLHhb7q7x82eztlaK9TcHXZorvsEtbDzXYDJ6EMI3lWv8sF/+HVu+uIv8/EnvsL1K8+SpAkuEu79KPQzV155ooeDptwAYTUgdTh+yz3YXnfn0HISRo49iT18Dp1aJNXroPIeWP95WP0VKP0U1fXXsVF6NWm8zc4hhmrN8NV07CNtF1UYZ3eeWX8oxyYMDqNFnnhoChHV8FffiN72uWksWJ3fJN3bdz2Adiw+P/lajo1IiDQq339xERwyt/Ds8lLP70ZKaFMJ84czNOcDPGnO14yV6bsSF0Kg0YRVU2SfbPHO9mKJ4yiHynoZP/I7/LFB6sjmhm/GWkJ0qYpXWrY827m4T60/yWRukmGvl0Su0Qw7eyOXZ4czjF82gl8NBxdo470GuQDx+ODOaTNMmFkJKDUS8p4caIi+FevNhPn5DW648CiVa19BuH9y1/fYQvBjrxlhKKf487vWWKnszGn1Y5+x7BhWPku8fxrr4u7FmWdLKn5EnOiWGa3oUfcCjD9/P9de+Fuc8hpCa9TKCoU9jH896fGK2ZvJ3zHW8d9rrDa56/e+8R0p0F7W4kwIsfW3/APA431e9gBwUghxmRDCAX4E+PzLsX//XKTlF6hRx5G9ZH1hS3SSkll/GqHTjoXG3edOc/UOfLM2pDBGtKIRmNDz7ReZ7k0H2Iokbo2NRO/oNzuREreLs2qlJ7opTYwuBsy4SSea4akieSfPqBrFFjazwQyWtKhvEQXoYIOUiFSEzCd1xmWGjLi0TpHbKs7q6y5W0k0aFXKwEe14ZgIpZF87DSkk0cvcOUsiY/bQWG90DC0Fhnu0V0RpRKJT3nnsnViiexxqS5t3HHsnSWpyUe0tXlxOziFNTOesLUqQtiRsvrjvIO/kQZvzYkocxJMZZhdMcZ6ZcHEsh1pU6X4oa3pd0D1NXdRJSBhpF2dCkN+X3fRkE/092ZplHyfnYAmLZtzsGXGsNdfIqRzOkENQDWlsmGvMyRqCfc7Nk3/q8/zEs3czEtQQwL7I5+hDf8L0Xb/N2P/4oPEr7Idab/dZ2hso5ZKkGjvXn9ysNVTP/jzlp9+DrrzJZGImE7Rvw5ayqFcvY2HlZpYbEq1huSF5aOZK/Ppxs4GwihrfD/I00EcUtAcoWyKlTdw8jvCypNlRktWDNBduJQ0L5mP8HCvP3UJt1YwQrXAZce+zLJ6+nrqV4diIRKNRmf7FYZrP0SgOM1lapBR3C3ekEOjUdHQy0w461tQWzH3DVW6PA3xnvx1FsGW0GSQBc7XZntdth0418WpKYG8WZIPUkZkRj6gZkx3xOgKBMAlZrF/s8jUDU2A8V362bypAEAfk7QJuH+uVQciNZRk9PIRfCfrTNSb7sHtcj/Uf/0BPkZJqzWolYnYlQkrIuXLPXN8H5gPe8Nz9qDShfN0NoPa2AMgXbH7ilnGkEHzqzjVqzf6Fs9aG4FO0hxBSEB49YYqzeGd7n7Yys+ZHCCHIWLm+RuOFT34KtW00LoNg4PhXp5qoFtNY8tl39yFU0n1vjYOE+z/18gsFXkorjb8EbgHGhRBzwK8DtwghjCwCXgA+3HrtFMYy4x1a61gI8YvAlzHLwj/WWn93ucP1Q9ig2VwmEQpL9p7MylZEGJVmqjzsgz7rlWGWSyOcGt591aCkIkkSwznL2z3Mf63pWF30g4u5sWT7KDa98ZS45R0j6vWe6KY0TTtWHuV58/6hg0WUMo7hB51p5tqigHizuyUaC0QqQWuYTyqctHoNGneDndEoNzVeZ7q7c2aKs/5jTUtaTGT2DSzOEp2S6KTHMuSlQhqnxG2Psy0GtNsVYjuhfSO6Yf+NPF9+nnsW7gZMx+wdx97JDftvpBk1KDrdo2PlmK5tO++yslhj/NgIYf3FBcA7yiFjZwmCACkUJ7yTlJcqTACZCQ+BsTDwY5+snTWWBEJ0GXkCRCqiLkwh0+6cIYyydPlpQ+iVsr/XWbPUxC06eMoj6MM5W/PXKNpDWAXz/W7MmELLyTkoS+LZHrl7fxdnu+IrjcgtP0Fy2fdhXXwE/D65gvntflghqBLKzhI1Y9KwgHJ7CzQdFcwBajph21thS4uaTpH+aX7+vueYzhSZbVb4tydPQQ5kVKeZ83DdM8CLp3AIIXByNnEoEdYJrEKIDqrEG8eolE+zXg0JkgSntQCUSQm+NY+oB9x74jV4lmQqLxCJ2JEAHhw6xMHlRe5LYDxKEdse8kmqcabMObH2/AajR4YRQjDkDFEOyz2WGspVhNWQJEw5PmwI6uc3znOkeHTH4w0rEXZqU47LTOh9SCG4/C0nePivu3sDbdVkEsbkxze70EuNJQTdIqmHlh7kc+f/llSn3L94P5P5SW7Yf2Pn3/0k4FiuO8h8Lyjsy6NTzcZcmUzR64yM00cfgscehmteAYsLnRGn+MkPo259K7Wo1vm+/ChlsRQSRZqsJ1uc5b2hGaV8czHgo8/fi39gktoVV+/6nq1h56MFiw++cYw/vmOVP/unNX7mzeM42851P/EpOgVsZX736cnTqHu/glpZJJns9WzcCs9SrNcDhnMOOTtPPar1cKTlAO65XFlh5u8vEtVj4lpMVDd/4kayA3HKYJA/3UuJl1Kt+aNa60mtta21ntZa/5HW+kNa66u11tdord+jtb7Yeu2C1vodW957m9b6lNb6uNb6N1+qffy2wt+gGq9tRqpsg2g5qGdXn6Cx7wyZoQXuOXeKK0aDXQNoAVTLiFY2gr6h52KAjUYbnvRMxuZIiOiRIAvkcOvGWa/3FCw60Z0xbWmhgnIU+bEsruWAhmn3MIvhRWKdkOjEkNXTCNlcJnZCyklKXUeXLAbo7PtwjL9hI0UIW1ZEQjKwcwZmtDnIiBa0KTpfJiRx0uneZEeMUlPasi9fZxCMCKDFW7RMNNPvvOE/8e9f/eudB0OYxhS2FWdtEv6mYrOKtCRhPaRZ3r1r2w+j7ih+4AOak5nTOBseMiOw8+aGq6Si2lIDxmGCW3B6jtWPfRoZc9PrFGdA8UCBoBoQNkKk1X/82iwHxrNMefixT6y7C81SUKLoFPGGzUJj/YJx+HOyFtKWONLB6dMBa0O/6bfg1f+q13TW8uCmj3T/TJVASyzHxDgFSzeTpttGk6GFv/hqM8qWsm/H1JI26BRLSAqWy2zTLIQmvTykMUJG+NlJHNVrXXGpcHKuUcImIyTJUfTwBLFfZanUpBHFndxFmVRRXkp81zpprsAXJ67k8vEcVgIyq3Y8f9Pjh5kuXWSlbmwwtiNKUuyCRW48y+rzm0Vw3skPtLoRQhBWIgpOgcnc5K68M601zaUAO+MQpwl+iwvZtrBpj7kzIx7Xv+8qpq+dRDkWbs78PEgClhvLZgzewkNLD3appWvb1NKpTo1C2n1x97vC/jxDk0XTQdMaHUXEH/1NGJtA/Yt/jfPpv8f+9JdNR+uZswy7I8SpiUFbr0XMLAegIeepSyrMAB5ZDDmwNs/Bi89Tvu5G4qHdx7Lbw86nxx3e99oRFjYi/ubrGz0ZmUkaM7IlSSE9dRoA59zZXT/LsSS1ICaMU5O/26eo8vuMmAGazjArD29Qn2uQRCnuqMPImSJTr5/g8NsnOf6+Q1i5/ovl/Hiu789fSrxknbP/vyFcfxZfhNii/wUplMBuLGP7a9RPvx6pZrnjyTO78s3aaBvRihbnrAd9czU3IYVkfT3LvgkPZ2mFoLg5YRYSrAlzKshab3GWROmm6mmhytBkASEFCoVneUw6U6SkLITzjKsJo8JJmgS6CTLhYmD4SdN7NJ/dDm8koTpvg4yRaUzaEizs1DkDU5w9tvKo2R+1nUAqiHWMzaWNWV8sIj/Br7QMaEczpHHa00naDX7S7KzeFxuLTGQm+sr3ezoOtkJaEtsz6rPKUh0hBG7eYfncOuPHR8iN9HfoHoS8kzf2KihOZE6ytFEiGt0kArvKoRyWmcjuI45iCvt6zTKD1Kcq252zYVJtSMKFVjZndanO8HSRaJvXWRwmRM0IL++SsTL4id/jeVQJyhwaPkSmxe/bmCkZY1nPRlkSRznUvSJ5f7stM9S9IXJCwcm3mx888HtmlJnfbwqz9s8BSECtgs6gnFZBkTpIqQnqLk42oLZaYOae13Do2CnSOB3oBaVa2ZUAI7ZHJQ4YsT0yykb56yRj+2ikx3Dk3kdlg+BmbaqttUkcHWAj2iBIl3DiCpkWOV8mdZQbUqrfyOgDf8jy9a+jlEqumshjpSl6l1MmPHKYsahJY2EVxntHco0o4EC+yNhlEYtnlztcSM/yjMH0NpNRMN2zYC0kM+5yYvgk37h4L3Ea970OwNhvxH6MU3SwYkUpLJO1s7xw/xyZIY+3/e+3dBWYzarP8GSx87Pl+hJqm7XQbc99caBa+ob9N9KMm4x6owP3aTcIIRiaKpAmKbWVOvYX/gwuPIf8xV9FnjEjVLFvP+It70Lffhvu8io4Ns8vN4gTSdaVHRunS0GSah6Y9/nJmW+gpaRyzSv29D7dJ+z88ukM77xhiL97sMxvfeYiYawZyiq+75osVx3JdN2j9JkzAFgzz+55X2vNiGLe6SsffHLyLVz3wmeRWwp8DTy377Xc8Gs7W6a+UH+B5Mu6a7SZqJj8O16e58RWfC++6duBOKRenSVV9sDulZCS/IZZGchjbsdCYy98M2idgxpEMzScs23Qm24bA7FSHjMB6P0yNvdDIixo+ki9vTiLW15DmvJ8haGpTVJ/3slzwDLk+9lgBikEfuwjGxdpiiYCwVxSwUKyX7641Yc3HBNWLZI0Qmwh8gs1WBAAWzI2G306JNqs4F4uxMGmAW3b48zp0wHdCY1wM1Nzqb7I/my3N1Lbn6dfvImTNdYdhQN5qouGz6VshZd3WHt2/ZLb9hk7gw41WmiyMkuxPMz60KZqTApFkiYEiQ8pXZYEYJS8cZpQScsURAFLWIaIb3mdDl9liyfbVjRL5ppxCy4ZO0sz9om3EMObcZNG3KDgFMjkjBFv5Mc4GbslwlDYYZ1PHThJuO169YXkU5OnN/k5J98OP/Z38AsPmP93FWaALAMpIFuWOSnugXuor43w5z/78yzf+0v8xc/9LM0l0x1IE4293cdsy3fW7oy2A9CnvAIiaqCzFk37alIyxgrknwnLVWitaYQx5xfrzCzvQ+YOYzsCkYTIpIF0fCrqlci7n0FEIfefuhkBXDGRw1UOqbvzLCg83FJszs0jWjFMnWOV0Awihrxhxi8zI/a2c74Sipyd68sLlbYk9hPiZsLJkVNEacSFVrJDPzSWfDPWBzzLpRKUqG3UWXp6lcM3Hezt/KV0Cno/9llqLJPdJv5oq6K3o/3zKIkZy4zv9NXsCiEEI9NDZJprJJ/4A8T1N6FufXsXb8z64M9CEtP8+H+jXPEI4oi8p15UYQbGdLbux9z89L3UTp6hcWKvHdr+YeeeLZACwpZat9xI+MIDVZ5fsLoek2JqkjSb25MoACBjW6zWAixh4QibZJttz+qxV+JbeRKh0EDTLpIIi0PlRyHamcrxT1P/wGOvvZ9Gro5G08jVeey19/P53Gf2tG/fTnyvOPs2QPsbVOMVbLUDQVdArvQkYfYA3vgKz8wdIa8kk9m9FQhSKkQQI1LdM9bUtKKbdrko15oHYNjF7mPemN2XECsPXY9gWzcqiVOkFDQ2mkR+zNDBzQ5Y1sriSo9Ra2yTdxaUkP4qTdWE1GMuqTCl8qYzsANGlh7mym/8Ftf907/hym/8FiNLDwNtxaagURFdXmftztkg08ADO2VsCk38MqYExEGEXw46HmfJi/A4a8QNbGkTpzGrzVX257q5T1EakbMyfXl07THWVsUmGO6TW3BZfX6DytLOLt1boYTCSzIkIiaqxqjQYqm4QC3ZzLWTUlALzd+3m+3GaYxAsxGsM2yPkoQpsU7wlEt2OINyFNWlmvkdp7pLwdZoKe28gkPOzuHHzS7V3mrDcE4KbgFXeeTGzMPVLTjoVKOUQKyd40vD+zifGSLFlFfLtsfHDl3Nl4b6PFj1Ju9yEylYK6DNda8siTvxNMrb4OLDryFqWiw9Z67J/FhL7ZymXbmOWyGFAi24b32ep2qm0H22vs79pRcIcleQtPzMLPVtWMVbkpVqwLnFKhpNwc3S8E8RFSZRaQVp+TSca2mGl5H92u0kYxPcMXKCy4Yz5GyFa7mk1s7FWdAqzsbWlmi6inSL75QQmjiRZKxMx+bk9v/3a3zp/76TmYfmKTpFwj5kbzCLsrAScXzoGALBuY3+oeFxIyaqxahWfFSbC/nsfS+AhqOv7OY3RX6EV3Q7I8/F+kUsqXoMuUd2UEu30wO2e5u9KAgQ//0/IoQkec+PIoa7Obvh/oM0br4F6+tfYSIKcSyxp9SEftBac9+cz+tXniRTKVG+7gZSb3fBiYmg6x92fvujVbbrGuIEbnuk2/pD2orw0LE9F2e2EvhRgh8l5Jxcz3ly/HKfbFTm7KF38sUbf5s7rv13PHbyAwxV5yj8t9/fcdvlpMTC8Qvc+f7Pc9tP/xV3vv/zLBy/0LHmeTnxveLs24D62rMkVowU/b2CAEQc4G08Q/PwaZxsmTuePMM1482daGJdkEJspgNs77hoEJbcdVtRZG7utug90bITKZFy0Y3YBN9tQRyYdIDyfGsENbVZnLnKBW3CY2eDWeMh5q8Q6TqpiADJxaS2K99sZOlhDj3zWZyghACcoMShZz7LyNLDuCNmh5plCxlvc58X/SOcwCg2lVB9izMBnRDvlwOxn9Ao+V0eZ2pAB6UfUp3iJwFKKJYby2g0B7Z1zsIkHMhzcbM2OjV8lqgZEVQ3uxJSSbJDHhszZUoLlT07ZGd1noiY5rIplqrDZc43Nx+UrnIp1Taws3ZPfmh7DLnurzOWGSUNklYskeGmFfblqCxuFnpb7TQa6+Yc8IrG4LMZ+12mt8tNU5zl3QK2sjvqWDfXKs6SMjRW2acyHPFr/OPoNO+97h383JXfx12jBxmz8tDcgPoy1FfMH78MzbXNv9dXwJ+FYAWaVWiWEMEKuan7iasTUDG2BwtPmgdHcaiOiOvIxEcRQx8LCEtIHiwv8qnZxwha/+6nCZ+4OMM9qxXiNMGVzj9bxFLzIx6fL7MeROQsiWuZ7aVJllp4BfHwBM3sKerBKeT6Bs7jD1O65mZmmylX7cuThgleIbtrhyYeHyP2PKZLF1kOu6/TREc4Msvcwxd58subvLHmhs8jn36c9W+VB04ClCvx1wI8K8N0YZrzpfN9X9dcDXqEF460mHvwIhMnRjtFe2d/g4TChOnaNuMmq/5a3yJrK/G/jbZauhE12J/d31PQvRj4t32J4M6vkvuJD2G/5nUdOxitNevVgKcXK6y990PIMGD0M5+g4BZftH/jbCXmYi3hnRe+QZzNUrl2jyPNaHDYebnRf/G7Xuvdx+T4adTiHKKxtw6+EIJKIyRr53vsVA7M3E+qFKvT1wLGmNb9qbfRuPVWsrffjnvXXQO3O6T689XG/5md0BeD7xVn/1ykCdXSeWS/UOQWMs/fzf7/+a+QaUx+2MzV73p6d3+zrRBIZCtXczvnTKd6R75ZG7Y2N5pMtpdnk2nZaehGQrKNgJ1GKUIJSgsVo6ab3BxrWtLClhYHnYM00jobccnw6nSDRKcspw1i0l3NZ6ee//se+bNKI6ae//uO11ltw+3jdTa4OFNSMZGZ6BvjJMXL53WWJilpqmluNDseZ4KW990eEaURohW70g5035/rLs4SnZK3+/vIKce0+ItbRoZbIaTxdSrPVyjNlfdUoNmJDZboZGrqsYRnmpsxLEpYNP0QWeg9N+M0Jk5TSkGJ8dx4K8iYjgVIcYthrtC6S/hRbxVnmWGPvJ0jSHziLQ+ltdYqd8gtYjsWuTHznTt5B52kqOo5cAt8WI2TS2PuGd78Hm2h+MDUG2D4KEzeAIdfB8dvheNvhhNvNX+O3wrH3gyHj8K+V5nXTV4Hk0tIp0ll+b3kjh8HYOG8h5DgTU6SeGNoK4uwJERNUwBu+SP8El9cPE+4rfsRpgm3Pff3xGls+FgvEnGSMrtW57GWcnVkNAPbrp04GqMaX0/dvxKtbTJ3/3/svXmYHHd57/v51V69Tc+q0b7LkixbkiV5j40xGAw4LGEJgSSQ5LAlXJKQsITk3GzkwOVAws1ykpObAzlJ4BAImGBswAvesS3Lq7xIsiRbGmn26b1rr9/9o3p6pqd7Ntkm5z7X3+cRD+6uqa7u2t563+9yG0JKDm1Lws939WeIwhi7y27a68wLIfDWrmF1cZiRWkirJC5Gx+apmzubwR754Ql0obWNrCDp9saBJKxHbMlv5YXy821FSeRFeAW/zerDPR3iFQJW72/17oqj5BpnZhPKyHD1LLqidbSfGKkNYwiDroaHWZeR553nvYt9K/YTyaij59lyEVcqFP/gP6Nt2kT6F99D//YVaJaGU/EYmqpzulAnbWiom7fh7r2U1L23kvNkR9f8peDBIY/eyGHj04eo7NqD18G2I5YxYRwSxXGzQyeDGGUeEn1XqvPruirw5tjjRFu3ofge+vOdC+25SBkqk7UAQ9FbmxJBgH3nnQS7drHzty/kwB/uYvdvnUffhXkqH/4Q4Zo15P76b1BGO4uBrs2/Fn2OqM9UTX5x5y8vabteSrxSnL1IBLUCbjyGpnRmx9on7yP/0P9A9RLllbrJRE557Jx6nPN7llOcgdawFGjjnEmJWMDjbBoZzSIKBKm81/bkrqUgMgyEG+HXWrtTURihKAqlM2Wy/emm+q+5XiPDoJ7Ixoe85zHcCWpqhTjWOBsm3bbFxAD6PK73uldEMyWaHVGbNNHidiuQ+SKcYH7FpioU/OinE+EUBTFSSmoFp9nFgUS6v1QEkY+UyT51zbQBAAAgAElEQVQeqY8gEAyk2k0pLbVz91YzVZCyJWNzLoQisPMW5dEaU6dKC/6uURijoaGrGs6Yi5ZS2dC9gePOsRalnZAQ6O1FcBD5lP0iEklvpjdxhpGyyanLrsjglFwCN0BCC7ew3ohuSvWkyBi5hBsSzHA3p0cQWaMLwzRwG13Cs0+McueX7+P5QwXQU+wtnMLXTE7l1wPQbea5YdObueqC90PvFsgMgJmB2dY4QiT/rbqgOaB3gW6C7oN2K1FwEZ6/HbOnCyOlELiSdK+OyK0kTq8jyGxGXbMH1hyAtZfBqgOwci+suBD6dzI1T+ZrwStQrPtoC3TnF0LFCXjydJGhqTr5tI5tqGgpo2P6QuD3E8cNU9i7f0SwZgP35dbRa+sMZgyIJWbaRlPURU1ggw3rWFseYbQYoBgqMoyJ4hhVUTBUE6c4vxlszuqcFgCN0WYpeS+SEZ+65xP8yU/+qKmYdCc9hNru7TX5aAHFFOS2t3bE/HpAti+NoirUgzpT7hQprf2aPl4f56nJp7h63av49Qs+w3vXfpafHfxd1tu7G5m26TZBzrmg/IUvEo+Nkfnor6Nv3oyqKeTX5xkqOUxM1cnZGmqjc1l5x/tRnDo9N34dS7XaxAqLYcqJODIZ8M6JR1DCYF5vM6dhyBzJED/yqQd13NDFUVxqfrXxr0bVr1H1q1y1y2Du86eqCIJI8rnvPU2xPrNv5XkNUcAiMU4t6wkjwjD5gOloRPPQIZRyGe/iA2DNeZAxDIp/8PuIICD/2T+DqP3YvTCzhxt63tLsoPVZffz6no/yqrXXLGm7Xkq8otZ8kShOHEfRIphH9Zd7/Jso0xcYTcDGHOKRCX5D+Spl40+X9Vlqs3M2x8F/kXSAaeiqYGoqRX+/iTE+hZ+Z8UoSKkSWAdUqfrEKJHwmKRO+j1AEpbMVeta3PxWm9Ax5tRtDmAw5Jzig5HCliyI1hqIyGaHTtchNJTDzGNsEXLs6yfMr+XD7GYKjjZMuH1EvGG1eZzB/5wyS7tJj44/hRV4ygm1AUX56EU5xGBE5AaEbkuq2E3m86Ox1NR9m22iM1kbps/ta1GCxjFGFaPP8mYaiKmimmsQm2Vpb52waQgjsLpPaeA0Zx/Ssy7eNJAHiIEII6DJyHB8fwu432Zo6j0drhzjtnWKDtRFIPNFKssCaOfG4buRR9pNCu9fuRc/qOBWnpTiDRLGZ6rEJvLBpuVovuOi2hm7pZIJkuWoww5ebcMcxFANTNRg7PMmZx2Y4lk454P7vCfTcJFtO3Udt1T7+eONbiK0cfv8OSm65xcB3fgzTes5/B/CJo7cjGr9jdtBg8oRLdiBZLo4ShW6zYBACNL2xHgnU6bHSTLntx3hazXNi2MOphEwVpuhK6eTTBrauYunzk8DDKOZsweH0VI20qdGdnrl2JGP1+a8b2tDzGCePUnzTz3OkFHD5mnxCoVAEqqFiB4lSVl0gpcBft5aBW++gMFJC3Z4hLAUEetCwexFYeQu3Q4Fmd1tktAyT8WTnbbNVHj77MPfW72m+VvAK/OuRbxCHkk2TW9HSc3iObsTU02V6ducoR0V6ZU9zX8hYNkPOh2tnMVSjY9fs7qG7UITCFauuZGwqIm0pqIpgaMInXXPZv75zQPhy4D/5JLWvfAXrDddjX58IUFw/4pnRCsqKLNnRCpEbNTmrwbbz8XbsJnXnLeTf9m5G4/KyRCMPnfFQBVz89H14AyuonH9h2zJu6JDR0/SnBppHTCwlvuLT1d+DVCRSxkQyRsqksza4IyajT3HLY5MUaxE9aZ23X7IOW1f5b7c/x5/e+BS/ff12VnXbyG1bkUKgnz215O1WFUHZCUlpKcI4QFcMrNtuJ85m8S/qPJaNVq+m/OEP0/XlL5P9+/+Hyoc+2LbMhZk9XJjZQ7FQ4sDF+8hm2pXmPw280jl7EZBxTG3qaVRz/p2n1mddXNZnQVfgWIk+uXyCodoYN8aZOU8Ei9hozMZYoaeh2GzvJsUZA9X3CSuVZtdk2p/IrwfUCw5dq9vHZpZqogiFNWZiRivViKDB5zoTlVmt5hZ1py5dfTnyhg2QN5ObVt5E3rCB0tVJbI2VD3EKOkIErV5ndKTvNDGYTsYXY7XWNrYqVIKf0lgzCmNqxVk2GlGMbupLduyGRAwwHR0zUh9uG2kmT+3ZBddppM1EsbkiQ2VkfvK/EEkHrT7lMHFiqmN8UvKaIK2n8cZ9rH6LTdZmFNTmaDMOY0xbx8VrK4Sd0KHkJeP1HrsXLadAQJNPlZvV4VNUhXCWnUa94GCkDDRDaXLsakGtOYqddCbJGskx9+wtx9s8tqJAcupHdyG8MpXVByB0iazupMBVRFv6QjtcYAyYPu+HgR8D16Boq5EIXjhYpjiUdGbHn3N44WCZOJQd7FMCoND4l+VtW96S+J3NgiZ0rljxOrIpld6MjaEJinWfo8NlHjtV4OCJSZ45U2Kk6FBxAsKGeGK6W3amUKc7bWDNMTxejPNo3/MjpBA8ue0AQSybfDM9k/ACbd1uszCZi2lRgD08QmAoECU37oTLJdnyms1tHWShCs6/fhuWZqEIOkb0CEXw4/rtnS0tTn4/IdPPKVinniwhQ8mKi/rwYr8ZQRb6EUZKx0jp1IIaBbfQptCEJCvz4MhDXLRiHyktS82N0VWBqggytsJ4JWaioDR//3OBjCKKn/o0oitH+lfej5LNUnECnjhVIJaSfJdJbkNi1uvX/OYxX3nXr6JWSvTffGMiIFiih6MTxDw+4nGVOknu+FFKu/cR5lsFD4l4R6HX7m0p5WUQY2YMDF3HVA0szSKtp8gYGXJmjm4rz+t2beIv3nuAr37wUr703n1cvrWfvRt6+NQNO/HDmM9+9zBHzpZRchnCvkHUJYoCAGxDpVDzsNR0QvsolTAPHsTbv49o1fwGwO5rX4Nz9VXY3/8+xoMPLvnzftp4pTh7EahVpkAZR4j5lTlRalbu2dYcBDE8X8Exlu+WrzbidmRqTnHW4UI0H8aclZA3seod4kqzGmrk4RXKzVBsGcUgk7BzaBUDTCPJOVNYY6xhJJqibgbEkYYjAyZiZ0lh5117K21u48JQ6NqbFBFWd0hQ1YiiCGXOBVkuYqcBtPHOkvDzc3PIXy5m22ikus/N46weODNKzfpERzFAzlw4t9RMG0RB3FRsLga7y8Kr+kwcn2yLUIqCxPRS1gWxJ7EHTCzFYr21nmPTxZkfY2R1ELKp2pyGF7oUvSKKUMibeYTVGmac6rFRNKVhpyEIZqUEOEUHI62j6hpZPSmQ3NAlbtzEC26BnJlDV4ym8e9cDCoPgmYRrtpPFEfERibhdKnWEormcZJL5/Ry/woYwFtRNYWzj9d5+GvjRH5y4ww9ycNfG+eFg2V0SyfRhlZJCrIA2ADsB87jspXXcSD/BjJa0qHOanlevfJtnNd1ESDRFB1NVZpdsJ60QdbWcIOI58drHB4q8tDxSR59foonThcQArrTRkczUqElflgdx9dSYt9zK8GWnRxMrcJUFTb32ERhjJ5NurOm0tkEdDami7M1xWHGnThRqypa0pkC+i5Ywd537GrGKSmqQDNUVu8eRBEKaT0zb4e7HLdzZwFKYRHNbj+/Jh4tYA+YpFZZKEJQaXRbQ3fGh+9MZQizzRMxwU+G78ePfa5aczV1LznWpo+VMPZZ1dVFqR5x5GwZf4Fr0kKo/dM/Ezz2OJkP/CfMAweYrLg8ebqIqSf7HEA1NHKbuzFzJkHFR8YS//y9+JvOI3Pb9+gSqSVTNh4d8QliuP7kA0ghKO2+qMUOKpYxXuQxkBpoE6LEftQ8FpaLTQMZ/uAt55O1db7w/Wd48Pgk4cataCNDHceNnaAIkRjcxjqxlFh33YWIIrwDBxaNnCp/9KNEK1bQ9RdfRpmcOqfv8HLjleLsRaAweRJVj0HOf6N1V++d+Y8tXfB8BTc0KG5987I/T21IzuM5J0SS07u04swLEtWJRnvEhejW0SOP6kS56S0VR4nb9XRxNttGo/l3QpDWMqxWepDAqaiEQGU4SsYzSzGf1a36gq/b+WR76kVa7DRQRBuheDb67L6Oik0hEtn5UoKTXyySPMvZBrQSbbkeZ2ENTdGYcMaJids6Z1JKUtrC8v3pgjC7IoNfC/Cqi1/ArayJ7wSMH5sknOU3FjhBws8ZbTiu9yXr3mqfx3gwRjEsJJ5eGR1TNZl0ZzrIUkq82KfoFek2u1GEQqzFWJbVtMxQVIVsfzrpnGkK0azOmVPyMNMGqqE00xCcWRFO0+kAhmK0KfISxGzqPgRrr8Ay84QyQja6QPaiFgghcAaYLoSPAg8DbwC6AHj6B0WiuXY0geSZHxZRjTJQAvLALuAiYBWQnNMjxYi19gW8f+un+eiOz/O+rZ9uFGZJtmAnY1NFCGxDJZ/Wk4ItY6AqomO3bDaEEKi21tErUD9yGG1sGHfPJRwueOzoS6MrCjBz7OrzFDGz4a9eRayqiSigHBJqIRmRTgQxisANYtbtW831v38Nb/vi9Vz2q/sInJAXHjoDQM7oanbh56JL7er4ek7papsk1Eddamcd+i7qToxuVYuCWyCKEj6olTOp+hVKfhm7Q9csiiPuHbqHrfltrM6splSfSVEACOKQvJknnzao+RGHTxdx/OWpwaPRUcqf+xz63j3Yb387w2WfZ8+Wydoa5pz9qKgK6dU50quzBLWAKIipvPNXUAsTrLz9h8TMbzE0850S09mNOYW1B++mtmUb9a3ntSzjhC7dZndHIYpELtsOaDb6cxa//+ZdbBrI8Le3P8fR7jWoE2OIwtKnSpqqUHMFUoJ9++2Ea9bgX9g+lm2DZVH6/c8gXJeuP/ssdOg0ul4i5PqPwivF2TkijGKc4mE0Y4FuRRxjjj5NdNEa5Md3Q59FvCbDA/veirP6kmV/pqh5SFVBmq3FmQAWoH20QI2TJ0TLan/qVHp1BJL6SImwcWGJo4QfVTxTwcyaWPM8KaX1NKvj5GJ9OqgiEJyNKwhglbpwRwfAr3T+AtV6sr3TAeiJ19kcI9oFijNVURlIdc7YFIJ5Y2JeSgRehNPwODNSeoN7tHSlZhRHhFGIqqiMNMazg6m5+Y5gqQsr+dSG8ahbSYqy7/+fdzR9pRaClTEJw4ixoxNNt/7QjVA00bS70HqSG9U2O7m4H3WOJDdgS8VUTcpeqTkCC+MQJEy5k/RYSWc5khG53lxLhyzb6PApqkI43amTErfsYWZNFEUhazQ6Z43iLJYxFb+cRDdpJhe9a1ebB9PqruewtSJsfDWmBN/IUPWT7NLFydxTJF4z04ax3yApymbMaeuFzjdlpxijqFuBA8BWIOFdTWOy4jJeCkiZ7Q9a0/5ZS43jMbSlZSpqab2jKCB1zw+RusFzOw9Q8kLO708nnlZCNMehuqIjYOEiQNMIBlewvjzMcCGAtIolk2uIpih4cz57YFsfPevzHLn9OFEYYen2vLS4a/PXoc3h+iooXJt7bduyE48WEIqg94JG+kHDJLlaq5LqTrq0Q9Uz2POoYR8bf4ySX+Lqta8ilpJSLcLUkw2L4ghFKM2iLmdrgOTJU0UqztK786U/+mOk65H58Ic5o+U4OV6lO22gd+B8QlJcWz0pujZ3I2NJdcd+gtXryf3ou6QwCOTCn/3MREDFl9zgHMeYmky8zeyZwtSLPCzVomsB9an6IoozgIyl8Ttv3MHFm3v5QZRHINGOLj1K2zIUqm6M9fxp9OMn8C4+gMwvTS0bbthA5dd+DePIUdL/+I8t7zl+xHgpPucO6EuBV4qzc0SxWMBQxoiZv/CwTz2Ivt5BeeNKRLYRj2SrXHH9STJ9C2fCdYLi+EhbR3YIVl+qYVpOM4kCsPNeYqw5e/09yTa646VmKLaMkgiV0tky+Q58s2lYqkmXW2RAtRkK6xiqwXBco09JYS3G4ZExzq1jbVFMgS/4b7del6y/2TnTW7zOhCJazC07IVFsthvvSsSinJmXAqEb4hQTGw0hBAiWFXjux35z9442lJr9s5SaURyhq8aiRHZNVzl7eJTj9844qk/7Si1WoJmpxCNs7MgEgRMQuCGKplAZraKndZR0cinp1fro1no4Vj+K0ASKLppd3ekswiAOQMCUM0WPnYz3JZDLZ1rEHdnBDPWC0+CbJWkQgRMSBY2sTlWQa3DOvDApzgpegUhGZI0slmqz9aqNXPCmbaQah66dVbjikqdB0WHdlZgyxDOyTBZPEYTOvGrXBDEwxAzX7BBJ5+xtwMxNPd3XeT9YXSaqvpJO4iHXj3hutEp3yuzYBQ/li7PRmA+aqbePNcMQ6/478Hbu4VG9HwGc359pjrGmKRSKEFia2eIx1wnehnWsLY0wXPAxsiYa0/mrSedsNkQjlNwpurxw8AyGomMqRsfz9MLMHt6U+9lmB81QDCSSdan1LcvFYczk40Xy27Pos0QCqqJSqE6R7k1RCSpU/XLnDpGU3HX6TgbsAbb3bMf1JWEsm2pJN3LJm90tJtspU8PUFZ48XWSysrgq373rLpzv/jv2O97B6Z0HOFN06EnrS3L712ydrs096FmT4pveizY2zJr771/Qx1FKyQNDLr22wq7H7yGyLMq79zXfj+JkBN2f6kPpUB0nMWRaR7HQcmFoCh+6dgvrL9kDwP2PH8dbYlGkkCTXZH98H1JV8fa3e9AtBOcN1+Necgnp79yI/thjQNJRHC4EbZmgP228UpydIyYmjmPoMO9PGMdkD9+IfO06hNp6oOlaSM+6g8v+TFH3iC0dOeuEkNDgnC1tHSkDpiZTqH0Gen1ODEkmuTF5U3X8hjI0jmKiMKI8WqWrA99sGqYMUaizWkszFFWQUnImqiyJb5YpHif/5PM8d7I38buSIEPJs/9u8O1Hk5GOaki0VES1YKDOcqEXSrLsQhhMraTgFfDC1jGe4OXvnMlYEgURTsEl1TPL42wZxVmLjUZthB6rtyUr1I88cgt1cBsQiuDoHSfaOo1REPPULZ1d1mfDSOkIBUaPjBN4yVizPFIltyKTdFBIMli32udx0j0BadksNHRVp+Ako81QhgSRRyWo0GvNcDLtdKrFCSu3IgMSKuO1ZF8FcTO6ycqaKFrCSQKBEzrEMma8PgZARs9iagaKprBme4ob/pPB2z81yOt/rYdu5z5YcykYaTShIKwKijiLIY6hKwVa/bhmoww4JPyykKRrtgq4umWp/b+wElWfkwmpK+y4bktn5WssOT5aQVUElm50/PwojjAX6YyeCzqJAszHHkStlPH2XsLhKZf1XRZZU0vsU7Kto0xLW1wU4K9bR19xlMkpl65sT/NBI7FViIjndN4GzpvpnsVhTM7swo87j+B35/fy67nf4guXf4mP9H0MTWjcVvxRyzLFIxVCJ6J/byvR3VQMqmEVxRacqQxhzdM1PVk6wVD1NFetvRpFKNTcqKUrGUtJVwfzZ1NXydkaR4YrnC0483YYpeNQ/PRnUFavZvj6t1GIBL2ZzmrR+aBoCpk1XciffRNB7wryt3wHVajzCgNOlUJGqhFX9sV0P/wA5V27cVcliQlSStzIoT/VP6/qM/YjjMy58c06br8QvOGNFxPoJtrIEF9+6BRlb2kPzqaISd91F86O8wi2bVveBwtB+eO/TdzTQ9d//SKiWGS8HBDLpfO4Xy68UpydA2peCM6zCHV+fop9+iH08lnIdu4aaebihOy5EHUvSQeY3TmLZWJquQyMFntgwMKqtCoYZUMF6k15BE6IlElhUZusIyPZUQwwDdUroOmSNUoGV4Y8F05Rl8GiyQAAvSMHqWgZVqxxuP2pC/iX+69EIsg99QI95kxr3syH1KdMVDm7OFuYcwYzZq2jczI2pZQve+csIdInHmepRri4RCzLRsONvJnOWW2kGUs1DT8Om9yrxbCQr9RSoFt6Ulg2fvLKaJXcYJaMnm0St7fa2wgJOM1Mh87SLApesZGpGVJs+Np1Ww1hjATLMjFSepPbNteTLQ5jqpNJ19TMGiiKQFd0LNXEjaaLs4SvkjOyqEryZC+CIggFGUv02nNQHYGNrwZi9J6fsH3N/+BV2/6KHQP/hKF+GzhGQtSfiyFoGnrcBYwA72Iup+C8a/rY/bYsqe5kH9vdFhe+eQebrtjQ8Tc9W6hTcgIyVpI5qCl6GxcylvG8RPUXA8VQm30R++4fMfChn6Pnc59ECkHdCzhVdtnVDK2XDUHDDCzNXlQZ6K1fixrH9JUmqHsmitnKcwvnqGmFEGy/bgtOweWFg0OktHRbATd7WSHAGXVJBWkuz13JU/UnOe3NWDJMPFpAz2nkNreq6mMPlKzKqDtKLajP25m8c+hO0lqa/SsOAFCohhw76/JfbxzhD752hr+7ucIjJzqrnzVVIZ/SOTle5YXxWkcOU+Wv/4bohReY+vlfxlm/ifw8jvuLQQiBPZDFe/8HMM6eYvX9DzcVqXPx4BkPWxNc+fwhFN+ntGc/aI3JSeiSM3ILRlDFkURLv7Rh4ELXiNdu5LLqEKM1jz+79wSf+fExPvqDZ/nPdz7HwbOdBSC5wwfRykUq+y5q9zZbAmQqRfEzv4dSqZD97H+hXA2x9f/YwgxeKc7OCROFIinlLLHoTEid7poFXauJws42G6G7/Ow1UXORtk40q6KXsURZoo3GNMZqiWLTrLUqNmXjohDVPAI3JApiwiCmMpaMozrZaExDqQ+hpgUrGmPen/iJJHqNtnBHRw3q5McPU9y3m66Uw40PH+Do8CoUDdYOFPi5Dc83l7XyIc6UnnidNS7WoqE2W8yIFmgbbQrx8o81ozAmcENCNyTdYzf3l7qM4swJE/+vKI4Yd8bbMjWBpRlfBg7prs7HyrRabinQTA07b+GWk+MktyJDzsg1idsbrI3o6Byrz3TjFKEQyxinYVxZapgy91o9xDLpuGlCI9VtNW0zMn0phCKaWaBRmDwoQKI8ne5C2ZpNPXCRMmbCbeRqGl1oQkMoAt0fJ1JSCfF74r7E1G/9z4B9M/T+GFOrIgTYegVFfAv4AfAEiaJyGlUSIr9NYqXxHWAbMEvw04BQJJuvVLju05fwti9ez/W/fw0rd63ASLU/qJWdgBcmay035P4f38t5v/B+dlz7Brb8/C+Tu+2O5Hd/CQLP27dVoBga5p0/pOtvP482MZr4tElJ/7e+wpXPPcCugUyTb6aYrYVoorBdJGNz7Yxic3q0Gc0iy4cdirsV5/XRva6LI7efwCBRm3ay1ABQTDWJajIULs/9DBk1ww8LtyTCk5JP6bkqfXu62zohcRCT60szUhvG1jsf/xPOBE9NHOayVZdjqAZ+GHPoeI2bHi4144lK9Ziv3nOS+4+1i6wgyZjtSeucLTocGym3WG0Ezx2n8ld/jXPJ5QSveT2ZuQbj5wD5trcR9/QycPv3iGsh8Zzfd8qJODoZsG+VycD9d+L19lFteJsFcYCqqDMPTfN/Cqr50tukhlvOIz82xGvW5KgFMWUv+Y0LbsjXD490LNBSd/6AKJ1l6vwLm2a0y/7crVspvfcXsZ95mk0/+NayupYvF14pzpaJMIopFU9g6GJenpd9+iH00hkqu96C77bfSMNQY+LE8mbjANRdsA2kmDkApSQxt10GakHCVzLE2Kz1SGQ6uUDpkUdtsk7kR8R+RHmkgmqoZPrmKSjDGiIqEEroU9LYQuNEWEBHYUBZuAjtHnsURYZ0HzAYmurhyRfWcXQ4KaaUQYufSc04RpvdEUFdI/JjRAvPRSxoRNtn96EJrd1OQ1HnHZe8VIjDmPocjzPNXPpIE8AJppWaE0QyarHRmB6VmNoiI4YohOFH2HddhrmURSHg/NcvcxwAlBteabnBTNJ1aByGmtTYYGzk2eIzLaMcVVEpeiXc0KXsNzzOrF6iOMLSEgsLM2M2C21FVcj0p6mMTNtpRM10ALvLbt5sbS2FGzlEMmbSmUAgyBipZCQTOGiijhQ6RDHG2L2waj+kHcjegVBai3MhfOD7JJfGx4CzJMXHCDNcsZtJCrV305mtXkLRNhJ6M+RqKdu7TkEYc3S4TMbUmtwi7ZabWP2lv8QYG0dIiTE2xqov/t/03nFPR6XmXNx/bJyP/8sjvO/vHuDj//LIvAXDbGhpna6v/3cUv/Vc0AKPXzz0HVZlTCI/Qs+18+GMJRj2+uuScdna8jCnJmroaaMlNmpu5wymuWdbqRccTh86S1bL4s+TnqAaCqqpolkqpmJyTddrGPJO8XT9MJOPJx3avj2tI00pJQhJOpsipadaDKpnY9p09srVVwLgeDH3PF0lmLPNfhjzbw+dnvc3EELQkzEo1AOePlPCawhcxj/xKWJNx3/3L2H1Ld9eqSN0Hf99v4Z58hhrho7hlp0Wu6Fp09kr9SKZI89Q3rOfoKeXWMb4UcBAakULf24ukrBzpWPY+YtFvHUbilPjmWPtZrRBLPne0dbjWVRKWAfvxdlzCaXuNef8sC2RPPeqN1LceSGrvvstdn30V3jtx9+Hf91rqX37O+e0zheLV4qzZaLsBJjBUWCeokM2uma5VQRbNmGlT/LEqbUMF/PEEoaLef7su2/hB0/uXvZni5oHqTneQlLCMkmZStRQQJozUUixlIh00n3RIpfaeJXQT8jXlZEqXSuz887gFa9IoLhIkajJcg1bgICYL1ce5HG/c44ZJCNNZ91aMn1lvnvoAB++4BT78wGur8HKFHZ1hqhudycnnlMGMcv7SLBwhJMilI6KTVWo817wXypEQYRbahRn3Q2fqGXYaEgpqYcumjJTXM620QjigLRmLxyGLSWMPwV+jQ2XD7D51WWsXDJuVc0YKaE8tvwx+/S4Mbsig67oaI0sxDiI2ZbZzpQ31TJKtjWbSXcCJ3QoekV0RSdrZAllSKrR+TPsxJx3en9OZ2xOG9HWCw5CJKHn00jpKdzQIYojJp0JMkYGRaiJaa9XRtE0ZByjVJ9HrQ3B5pmYkjsAACAASURBVAOgTYA6X8jyJAnBPw+cAJ4hMZ1NA0WS4uwA0MkNvg6k0a11xC1cSNHCM5RScnKiSiRli02C+TdfRvFaiyTF81jz1a8tWpzdf2ycr959kslGsPRk1eerd8/f0ZmGZuuok2Md3+utTCX7I0zMZ9v+VtFQF4lxitNp/O482yojnJqso1pas7+hkBSpnbBiex/da7s4cvtx0nqGYAHhgTYrQ3NvZh8D+gpuK/yI8UcLZDeksXpatz3yYoxcwkmcb5zpBHUeGn6QvQMXkTOTKUmhFlF2Om/vZIdA77nIp3SUm7/HyCWXcWbNOuSDDxDuO4ByyaWL/u1yELz17chcF6tv+R7qGp3Ylzxx2uHLDxR5+KyHIsC4444WbzMndOm1exYdn0fTRsQvQ3dJnpeovfOjnZMCCm7rMWDfexsiCvH3XwHCpu6f2/W8WI1wAkn54ktBSvRSKXnsGh6m9IlP/ocUaK8UZ8vEyFSBjDhLpHQe19mnDiZdswveTPfK2yg5Nr/ztV/irX/+u1z+h5/lrX/+u9z8xF6+daJnSeHSLai7YBnEs0jsUtLWCVkMGdUiCsHqcprjQSkl6nTnLHapTtYI6gFhEFIartC1aoGRZu0MvuEgIotnoinG5YyasiQ9vucc6Vig2ZUhUtWzhJduIowUHnzmfLbla6xK+RwbXUm8MkuqOjN6bXqdlQRijkw8XkwUkF7ZDAxvbrdQ8F7mCKfQDXFLDQPanuUb0IZxSCxjFKEwWkuUmitm2Wj4kd90yZ8XUyegfAZSvXiMMHhBhSs+7PKaT9a58jcnWLtTcvT2E7zw0NLduQHKI1WMtI6VTToqOSOHH/lEQcz5/TsBeGby6ebyqqISxiFe5FL0CvRYPc3Rsq03xBKNAPbp0WZ2RYbqZD3hB3pJSoWRNlqsSDJ6GjdyiQiZdKfIGYkBrSIUqAyj2iniCMyxe5Ow7q1bIM5CNF+yx7RIQW38/ypJ10whGWeGwDs7/F0IeMBWNNNsG7DMJt+Plz3Gyx5dcwp1Mdpu+QJgjE8uao3xbw+dbpP+L9bRmd6uqLe/43tuT+N1KdCszg8VtmovqNj0Ix9//TrWlEZ4YaKGUAWqlfDOVFXBCToXdkIIdrxuS5JU8VhxselpE4pQuK77esSQhl8I6JsjBIDEIHluwTYXPxl+AD/2uXpNIviIY0nFieYN9O7tULzOhXbLTeS/8Cdoo8PNnqt+8AG0W3+w6N8uC5aN/55fxnjyCXqOP8czIubmF1wq08bIUczKB+5mdN1Watu244UeKc1eEnc1DmO0JXzXc8F0cbaj2Pla1D3n2pm68xaCVWvxL9iHpVlU3eV3ztwgTixsDIXB7327rRcuHYfK5z6/7PW+WLxSnC0DUSzx6qfQVJnwVuZCxmQPf4cgtwp1t4ZhjfGFm26g7LSbGk562oLdnjaEEcIPIWUyu3UmAJapKum2Y6YmbLQ+Dc1NxkuSuNk5s9Uq9ck6Xj2gNlEncMKO5rPJdjmIaAJHhmhC5w7vBeI5V9GAmNvdE21/2jtykFjXMTf73PXsTi7IJ8T3VWmXo8MrYdBu6ZxZ015nRWUmr5Tkmr3YbzmYHqTgFXDDGeJ7EuH08qYEBG6SDjDtcSZjibYMroYf+83dO1ofodvqaVFqRjImoy/A66uOwuSzkO4HUaMWD6MoucYYWKCpsOmKOgObMjzyrcOMH++cZdgJ5ZFEDDCNjJEhkjHE0NfVx2B6JU9PPd3yNwoKkYyYcgtNj7N4jhLR7raaooBpxWZ9yiX0IuoFFyNttHSh0noGN3QToYFbIGvkkqf/OILaGIqVRcYSc/Iu5OAWsNZAHBMWL2tzuJcS4niuB2GWxD5jGLgTeDUwSDtKwGYghWZM+6AlimdVVZo8w7oXcmKsQlcHF3u5otN6IejvXDxNww/jeTs3i3V0VEOl8HO/hpwzyvI0g+ovfBAZy8QWZZ5xvK2lFhwn+ZGP3LSF3slh6l7IZNXHyCW8M1UIvHmKM4AV2/vJr+3i2O0nMYW55PN1i72VnSf2EBg+1nmtv/P0SFObp8iChunsmbvZmt/K6mwylnX8xJT0tbvbzzdVEfzcxWsX3S7zb76McFvFN8LzMP/my0v5WsuC/853I1Mp1v2vG7njqRqz6/YdI8cYqEzw75uvJLAsYinps/s72ma0Qcp5C/UXC9GdJ+zu49LqEPqc+5quCG7YNnMeaKdOYBx/Fm/fFcT5HrKmSbkWL4t3lthm+Bi6SARGk52vf9HZDok6LzNeKc6WCVseR8pOruNgnU66ZrWLX0eu70GcyhYeOHZ+x2X77GjB2KE21BujDtugheeyjOim5p8IGC30QL+N2VBsRkhU1UBaOrZWpzqe2GmUhhNe0XxKTcUvEikOYZRcoEpxZ9VfSc6xsYgCukcfpX5gF4bp871D+7l0MLH2yBkhL4ytQDEFll5ANC78igZ6JqRW1FHC1pHUQpwzmBEFjM7inSlCIYiD5Xcwl4HAC6kX3VkeZwJVW4bHWeQ3C4iR2ug85rPz8M3cMgw/CnYPiBhPPE/d1TEtHRqdRiFUQjPk0ht0Mr0pHvzqo1TH5xv3zUBKSWW02lRUQoP3JiUSiWKq7OzZycnSCZxwJkLJ1m0E0wa0DY6NEOgICBxwyxiiguKNo9SG6EonF8v68SfQR+7FnSxgZgwUfeaGm9bTeJFHGEcUvRI5I5dwiLwKyAjFUFG9Y+jVIeJ1lwICQo9AZBIj4jiNlBBEeYKoGyFuI/Evm4vpmKZO6R5loB9I+JyqrqKqKnEUJ93ShhggiiXPjVTQNQWtAx3B+8jHkHOiZ6SiUPzABzruh7Gyy78+8AK//S+PdHx/Gn9161GeG+2sKBSaQrhhC0LGxJaNFIKJbC83veEDBK963aJjLEubP8YpObcE6sZt6J5Dd73EqckaesqAGDR14eJs2vesPuXgPO0vOZYodCPyJ3o5u/EF7qnf1fLe7JHmfHh8/DGKXpGr1ryq+VrFiVAUwcYVyYOE1eBc6aoCUrJj1TwCsdnfZ57O6HyvvyhksnjveDfmI4+QnVNcXHP0Puq6xY/XXYQTugykBtCWMIKRUjaD75eDIIqXlDkqhCDYuJWBidO8e+eKlk7Z3sEsB2b9xqk7b0EqKs7eZCRs6QZhLHD9pdsjTZRDwijxWgMIens7LqcukNX5cuGV4mw5kCFmeKbzSFPG5J5MuGb2ReNIqXHTQ6+jHigoovXKZaqSd++qLEtXImqNoic1J7oJlmxAOxsj1ZXQbWJPKzYlqKoKKRNLqVOddImCiPJIDQTkVnbuzij1EQLDIYqSbk630lk12CVatzs/8SRa5CL2dHFmqhuqvWT05KQSAoql5MatDJpY9Rk+jJkPqU2ZrV5nYuGUAIAV0xmbs0abyc0mftm8zpJRXMOAtuFxhpRtQc8LwQmdJqdnvD7WwjdLxp0Co1NxFnpw9hDoKVANUEeo+QFIg+zoQTY88Bk2/eiDrLvjj+ku3Y8iS1z2vl0A3P8Ph5o+d/NhtlJzGprQMGITYSeK1J29O4llzNGpIzPLAKnqGE7oMBB4WEMPkj31AMbzd8Pzd8Hp+9EnHsWqPY2YOkqXPYEQUJ4IiBULt+xj2gLNnPkNM0aWIA6oeGXcyGka0FKfAEVDO3UrvYc+CYB6+CY4ejdELmr2JxTrA7z1z3+Py/7ws7z1S5/gGz/5GLHsBr4Is6xAZmKa3sh0TNMMfJIHpo3MfnAy0jpREBMFEUY62UdDUzVqftjMSWzbba99HdKyiHUNKQSRbSVK1d0zqtA4ljz2QoEv3fwsn/z6Y/zgiWG2r8zxpj2rmjeZaeiqYM+6PE8PlfjTG5/is999ikMnp1osHYQQ5H70TWLdYPKTn+fgP9zKB9/1eXj16wGQYYSxQIZiEuPU+Wrmx35iybAp4eetKQ1zamKad5YoQEMpFzT8HNzRT35NjlN3DbeF2M+HJOQc0rstDlYeYDKYiQRabKQppeSuoTvpt/vZ0buj+XqhFmHpCkfOJtfiT/zsNr76wUv57DsvRCiCbzzwwnyrnFn3PJ3R+V4/V9S8kFseP8tnrIvwFZ23Pn5z8z0z8Ljs+UP8ZON+rJRFJkhhBNqSHlLjIEZL6ctqCEgpqTghRWdpD8LR1m1o4yNcnI3541dt4S9fv53BjMHU7LSFKMS++4f42y8g3JpQKASQ0iyK9aUV8BU3pFQPSRkz3+XsO95DZMxJ4LFtsp/65JLW+VLileJsOZBxErrdgZhrnX4YvTSEf/2lmKlhnjj2av7inpVcOOjzkUsq9KUiBJK+VMSHLqlw1UaPJZMooNk5E9bMgZM8k3JOe7HsJR0YU8xwwVQEpC0MHGQscYouldEK2f50Y0wzB5GHCIZxCJsxKm9I70Cfs0E6Ctdam1pe6x1+CH/VCtIDFW48dIArV7WGz0ZOjigWDVHAzFOf0RVRLxgostWIdjpkej702r1oit4mCpAIopfJTiMOY4SE+tSMxxmwLI+zaRuNSXeSUIYtfLMwDrHVVHtHI45g+DEgBiMNSgmpTlKqavSceYCeR7+K7hUQgO5OsfLpb6KP/Zhc1uPS919EfarOg//4aMfMxWnMVmrORlqkkalkX6zPbcDW7JbRplqfpDyR/HefahMLncjqQs0MJqPXxj+zfzWByKGk8qS7VcqTEKPiOmBbTvIg0UCmEX4+VE24VVkjh6kZUDkLp+5De+BzKI3unagX4Md/S1z4IYYxwl/fehVjDV3MRFXy93fq3PjwB0myLr9AQv7/TeBPSM62udEwMVAhsdVoveGbGYMoiIgjiZHSKNV9zkw5dC3gY6Xddw9KrcZfXfsB3v6rf89n3vGHAOS/8hXKTsBNj57hd7/+KH/xgyOcmqzx5n1r+OJ7LuI3rtvG2y9Zx/uu2tjkPvVmDN5/9SZ+8/rtfOm9F/Gey9dTqPn85Y+O8ulvPM4dT43gBRFifIzUvbfi7L2cYPsuDo8n59b5/Y19K8WCMT2aoiEaTu1z4UcBeTNPvGEjADtrI7wwWUPRFFRTI250zaIFiq5masCUS+VwvYVzOx+mQ86v2HYFmtC4tfDD5KtImXjJLTDSPFk6yenKaa5ak5jOAnhBTBBINFXwzFCdfFplY29SpA/kLN64exUPPDfJs2fL864XGp3ROeertCy8j3xs0e+0FJwp1PnHe07wW//8CN944BTmQB9jr3kTVx9/kJUND8BLn38EO/C4Z9tlXHtRlnU7N6FnDYKqT1hfuIA6l7DzihvRnzMZyFpU3MX3ndy2HRHHGM/NKPX3rMhyvOA0jWnNxw+iFqdw91+BnBU5lbczTFWDRUebQRQzWgyxDaXl+lm4/CpO/8qH8Hv7kjWsXEnX//V50m9767K+80uBl96o5P+PkDG5J79DsGYt9nlnKRQ38FvfvIw1XRG/8zNl0obkms1zqnmpNlzVk3ikxSDq052z5MIrG/8jVOVcGmeIOOmE6ca0b4xECAXSFnqUfFZ1vE55pErvhnZCLYDwS8SqgxfQzH/bb6/Fi1xudY5Tkh5dwuRaaxO7jZmiwnAmyZZOUH3tlSiRx6GjO/mNHa0eZCvskOfH+9m0soR95AyQWI9Y+ZApRyV2HMhLECKJcFpkRKwIhRUdFJsCmfCkXgZEQYzvhQRuSKo7CfVWDXVZkSdOUEdTtaaYYTC9svmeH/n0p+ZwkaSEiSPgTEFmAPBBG8L1UgSRS9cT32zh6wEocUD2+W9T3fAO+jbt46J3XcDDX3uCR//tKS56566O46zZSs3ZMBWLup28pyoq53Vv59nJZ5IuHwK9+DyTanJ89aVtpO5jxTGK0ug+SQUQGGmN6mQEaOT6NMqTIWNTPjIG26ihxHWmI5OyjXSEoWpCIs4ZWdQogKAGh/4OMXcUFnqIgWcZLg5y82OtIcl+CP9wp8Vb9n8CVflD4Ouzf1zgn0jEAVc0XisBa2gv2kC39Qa/KUnjPDpcIWMtnI9Z+Zev46a6uGdVouY+ZvTx4MZ97Ln9dn5v4PVUNYsdq3L8/GXr2bu+u200evnWfi7f2s5Ps3SV116wklefP8ihk1Pc8vhZ/ue9z/Pth4f4naPfZ1cUcf/u1/CN+05RcENUAUcma+wfzCV8swXGWKpQMDSTSEZos6LapJRJN0NPIfszSDvFluoIt00kY3Ozy8QZryNUQRDHGAs8ZQ7uHCC/JsfE/SXyF2ZJGZ2pJTATcr729YPktBxX5K7ix6XbeN49yVrWoWe1BR+Q7hq6k5SWYv/ggZl1ehESSRBKTo76XL61u+W8eMOeVdx7dJx/vu8kf/RzFzajneYi3roNISUynYZ6HbliEO8jHyO8/k3zbs9iiGPJ46eK3HZ4hKfOlNBUwWVb+njNrkHW96URl3wEcdt3+djx7/NfLnk/rzp2H2O5PjZfvYnXnb8ZQzMwUgZ2Xxpnoo5XdFBUBdXW2s795YadR7EkimPW9iZh94UXCoRR3HGk3/yMrYmtj37iCN6+ywHYO5jjB8cneXy0ws+s6yb145uJUxncva0qV0sziOIY14+x5zlmJZKxYpAktXTYT4XLr6Jw+VWMj1d403X7SfcsPq5+OfBKcfYSwDp9CL00RPBL1yCly29+7W2kDPjMNSXSxjwVvAChqUl25VJMZKeLs7SFqqjESETM0v62A9KKnSg2czN8IKVRnKlTCferdKaMU3TnNZ9V6sPJSNMxmJ1GtN9ezzala17voN6Rg0hVwdgacfezO7gg57cVmKvSLkeGV7Fh80iLYtOattMoCcSKAKkai4afT2NFapATpeNzXhWLZgOeK+Iwxm14nKUbSs3liAEiGeHFPpZuNS0pBuZkaqa0OZYupVNQPAnpFUAM+hlAoeLEqEKg1ifhgm64djV0GVDy4fYzaE9OgVeAyGXdvtVUxmocue042YE0265p7XpCq1JzNgzFRLO1psJ0R+8OHht/lDOVIdYbXaiyQKHhrzeYqaIpNXTFaI2bFAJNizB6KqimTn6VyfBzOk44DnRjphREdQh6ktF3tiGIGG2EwmeNLjSvBohEEDEXm3OIlSZf/ferieL2C/hUTeL6K0lbFon6cjZ84JskxVkdSAGdieBaw31fSjhdcpDQNnacDTE+Rt9jD3Djha8nnsX/+c4Fr+eyEw/zoTP30vO7H2dV9xIMh+eBqggu3tzLgU09HB2pcMfBE2y68yZ+smEf/10OEjfUbpGErx8eIQoiLtvcu6htgq3ZVP1Ki92HH3lkjVyTyxSv38Cq4jCTVZ+aF2KkDGRcR6oQLiLoEUKw/bVbeOArjzD1RInU/vmLs7kh55flruDh6kP8qHALv5z+VVILKM8nnAkOTzzJtete03L9KtQiDF3h+GjCr923obUANnWVd1+2gb+69Sh3PDXCay9YOXfVQKLWlKpK/QtfJj6wfPuM+4+N828PnWay6tOdNti+MstzY1XGyx7daYO3X7yWq7cPkJ2lApYrBgmufxNbvv/v/O2RJ9CLJWLL4g3lsxizbERUSyOzJofdl1qwSFtO2HnZCVjbm8Jq3CA29mc4Nlqmd6Hop82bkKqGOjyj2FyZMRhIGzw2UuGqbjXxNrvkKqJVreeerupoiqDiRPMWZ6VqRM2TZKz/vQeH/3tv3f8XIGNyh79DePlm9N4y//Dj6zg91c1nXlWiN7VwwaCZWosZ40IQteQmIdM2ilASt2yZqKjOBf2ZkKlJG71XRfWqgEBBIDIWwgswUzD8dHIT7SgGiAMUfxhHxqhzgpxVRaWzOScgI3pGHsbZvwPD9Lnpkf1cMlhoW2xV2uXoyCrUrIItR5sh7XZP0hZ3ygIRNzpAikAuoTgbTA9S9IotBHUp5cs21ozCiHoh+axUT4o4Wp7HWRjNcCxGaiN0m92tnkxCtBbA9UkYewpSfQlxT5kCUSOMLEpOQNfY43BBD9ywHvJmskzehBvWE+1dQ4SP4iX7YufrtrJ69yCHv3+Es0+2FzhzlZqQeLqZtkF3qrsZG7OjZycCwdNTT6OVz6BYHuNuiK1o2CJPEJjo5EFmZ/7FGVTRharkiDyTdI+CjAXOeNI1VrI6SvV0IiCApvx/uoDNGRn0+gToNmQ6qByvXokshzxw7KKOv3tPBup+RNIV64RJkl6YC2xlbnzTNFRDRUooOAEFNyTXQZ05G/pN30WRkju2Xdny+vH+DTyxajuXPPxDVqVemku2EILzVub4P6pPkPYdbt79ujb//SCW3HxiEiO7eHqErVptXmdBHJI3Z7oO8eYtdE8kHfJTE7XGTV42FJuLn4Mrzx+ga3WWiftKxPOQyzuFnBuKwbX56zjrn+Fp/zB6ev4u4D1Dd6MIhStWz+yDKJZUnBhTEzw9VMfQBDtWt3dK923s5vw1XXz74SHKTgdVaRSh33IT0QW7iXdesOj3nYu5PnaFms9PnptEBT7ymq184d17eNPe1S2F2TTiLdtASoxi4t+lui49X/gC2i03tS07XaTlt/SiZ83muDMOomWFnfthjK4qDHbNPEz050zyKSOJQJwHwtAJVq9Hm1WcCSHYuyLLsak6yt23IsIAb98VoLaeU6pQsA2dYi3oGPnlBjFj5QDbOLf75k8TrxRnLxLW0CH0aATlml6ePbOBf7rvYj5xVZn13YvP1hVDnTczrg3TgoCMjapoIBv2EefYOdMUGJnshgEbqzxCMtZUIWWBE5Dpjptu7J1sNIRfQqp1vCBGm7MNqlATkn6HuX9u6iiGX0Ze1MvZQjei2outtV9obS3m7ERyY1UHNAw34aRZXREISb2oIBqyeqEs7nMGMyPB2X5niqLgxy+P11ngRrjlhsdZt00cSoxlPHX6cdAscUfrI22xTQI5Y6vh1xIBgJVPOJHCAX0YZBrXC+l55kb67v5z5GvWwtwnSkMlfPUafE2iNAQiQhHsf/eFdK/t4uDXHqcwNFOodFJqAoRehN1l0m3lm+a+GSPD2uw6npl4CrU+jLBiJnyXPrORMypj9Hlc5o20QejHxOlkXaWhpBDV8iUUTYViYlSZNZLtGKuPYaomhtBQnclEDLFhTgG2IQPrMhTPnM/bL8m1nT6GJvj5S2PKjsuM39lc9JKY0W5mXjNqkoSDUBWMOwH59CK+UFKif+87HF21jeGudkXuHZfcgFIooH/tfy68nuUgDDC+/k9E5+3gmb6NHRcpeBGqtbgyz1DNFp5PLGMEAlub6XDF6zdilgrYvsOpyTqKqqDZOiKKcZfwcDWdGhAUQsYfn+q4zHwh5xemdzOoreRO93ZC0bkwcII6D408yN6BvXTNKiodP27Sg58767Njda5jB1QIwXsu34AfxnzzwXYTVfXQQZTxMcLLfwbSy4/v6+RjB0kRffHm3gVHhcb/+ue2x2XhugtaeDSLtK2NIq0eLCvsvOKGbOxPt2yXEIJNAxm8IF5QBBJu3oY2MgTBTJG7ZzCLBLTbv084uBpvV+eHq7SRwo9DXL/1t4qlZKToo2vi/2XvvaPkOM8z399XuTpOTw7AIIdBJsEIBjBKIkWQEiVKsmjJsuQoJ+312tx7r3bt3WtbTnJYSytRtiytJUsrSkyiGESRIsVMggADSIAAASINZjCY2LkrfveP6sk9mB4Skslz+JyDA6C6q7q6uur73u993+d55iw7v53wbnD2VlDtNQs/sApfCP7f79/Ib19QZGN7fVo8iqYg6iQFiFIFKYCYjSoiraio5+zN32T9+Q5oMDCLfQhR7V2Lm1D2EGIyuHzkH5/i2K4T0/ZVygN4ehHfN2b1zAmi1WpYwwuv6eROvLYG4m3FmkSAqSjlq6vT9thEaVNVwUgGlMa0id4pIaJm5PmYXJMem9PlNNzg56N15js+5WwF1VAx4joSuSAKuuNHgV0oQwZKp2iPTZZKgjBAV4yojOS7UWCmmdEfAtCOgzTBraA++Dc07b2L0rKLIVU7ODQSHp5eQbhRaRMiOYgLP70VI67z9Nd3Ua46HdRiakKk52UmTWJabFqZuqeph+OF4xREDlAYcss0G+OraTGnu4FuaoyVXPSGyM1g9Hj0PiM5hhK3IXsEfGdCvb3kF0kaKSzfiwY2xYXRo2AmCe2m6Em7YgmyotEb+wwXrzFJxWCqssmHzl3MhauW4HqjBOGHmdnkH/1/B1GANjuImopixed4wSGWMuadDNTdz6McP8bzGy6ZfR1UQc+HryFYvhLjrh9AcGbYxdpDD6Kc7Me7dsecAqoZU0PR6wjOFJ2p2XIncEhZaVRlcooJl0Xl8TWlUxwbjvrOjJQJvsSpIziDKHuW6Ihx8vGhmvI5c5mcK0LhSvs9ZIMsj/c+VvPYz/Q/gxM40+QzAHLFAFWBE6MV8mXJ2UvmCtqhM2Pzno3tPL5/kEMzpEv0+3+EtG2CbRfPsffp8WZ17OCtSXioZhSkZdY0YzXVV1IvOT5pW6OxRjBnGxrdzbHa2cUqwtVrUPNZ1P5JAeWupMnGyiBNxw5Q2XoRYWNzzX0t1UZBTnifjmM45+P5YC6AkPUfiXfGWb5NYfXuQl9UQFlh85WHrmZ7t8X2ZfV7NQpNqZ+vWXTA1EHXo8ms2mi8UI2zqRitdIAQ2OLk5AQZtxAVn+ETk7dGebTCC99/ZTJAC30U5wSOIlHEHFkPzSAIpq9QNTdPengv7kVr8QOFFw70sCRZrrk/QKMOfaMNyPYYdn4yODTSPsVRHSWYdCIQ8/hrAjRajeiKPs1jUxUq7s/JJcB3PMrZCvHGSONMSBYoo1FCVVRGKiP4oTctc+aGbsRSDEM4tQf8ClQzSKinQHgwMoj8/i1YJ15k7OxfZvTCT+P5tYOzgWwajwKIAOGMTWy3kibbPnMOvuPz1Nd34Tv+nExNAN3SMDULXTEmhEnXZdZG7pQP7cS74Rv81888xc2fe4LwwVdBgDZHcFb0Q8puSMwW2GmJXxEomsRTFHztFCAgdyKSaqgiaSSx3EKUPcy9Aif2TNFI/wAAIABJREFUwZYdFG/4B/If/wvotshmz0fXYwxkA0aL8JHzO/mbX9oCjLN32/FknLK7Cfg0kxm0JuCTwHnAcuYs3QP5sscrvWPYaZN4ev6yoHrX7VQMm3s6z2bbqiYy8ei5SsUEv3RRF9tWt+J++jdQ+k6g/eiueY83L6TE+PY3CTs68S+7kg+dtxhjxkJPVwTX97TWZdOjqRHRIay2HwShT2qG2vw4Y3NDMZLTANBiOorgtFpnUyGEYM3VK3BHfYZfGcN65FGaf/XTtO64nqZPfZr4s4/XNDmXUrJEX8b6xvU8dOwn5N3pgVMQBjx+4jFWNKxkUVV0dny/0VKAZSjsOx4FlJu7o0VjGMqaAcb1Zy+iIabzrSeOTEqWVMpoDz+If+4FhMtr2X6dHi8fG5vztXqcCc6EhIdaZ6AupaTiBSxtScx573Q0xIgZGuU5NMnk6sgpwDg4yfQWQnDDsecIhMLw5plC0ZPQVR1dg0JlMjtXrPiMFKbLZrzd8W5w9mYhQ5IH7ya8dgmvHl/E8NBZ3Li+NP9+UyAUgaKoyLCOlP646bmqVDNVUc7tLfmbhdHgqRtjaOPq4FULJ9WbHrAEXsir90fCnMLLIZUCJXd2SXMcUbltemmzcWAXQpHoq+Hx/T1sSs8mAkxF5BTQSdg53cbJbKjKaQRTaOtCzhucRYzNtullTaHg1SlsuVD4lYDyaCRACyDFdH/F+VD2y+iKPnG+bVMMz73AI24kYORg1PQeqwYQSgHUQTj0Knz/vyArBU5c8kcU115NY8ePMXUf159+Dr4L3/7ZlfihJDAU1NJ05my6I8l5nziLbF+On335GZ771osA7PzOSxMBexiEqJo6QXjIWI0TbgzdSoxLn8+z5EvPwUAOAcSHysi/vA/lJ6+h1JCmqXgBpwoV7KQOPsSbo9/WiEkkNj45sDUYOYiJMsESTBlJYpUxMGzYd1fkbdZzBaomsDt2IgObgdELMDWF3Uei89vS3UJLymJxU4zdh0cAlYq7DMcrA+cD/0DE0vx7YD1Rn9nc5Z1c2ePV3jEsXSHVFMdMnT44C8bGUB76MT9bfh43XbSS37hiFV/42Hpu+XADn702xYWrogyBf+V7CFvbML73ndMeDyBb8k4b8Kg7n0Xdvw/v2h3Ijk62rWrhExd0k5n4/TQ+srKJi3pOnx2cinGngCAMEELF1qZnWcJFi5GqyorCAH1jZbwgRLU0FASBPH2ZayoWb+zEajMI/88DJL/0JdTByCReGxpk09E76S7tmbVP6IboCZXrVlyPF3j8+MgDqD96CPOqj2FtuBLtqptY9fhhLpuRNXM8ie9LhJAc6vdZ2hybKFGX3AAvCPFm9L/ZhspHL1jCkaEij+2P+na1nz2CKJfwt10M+sLU9V/pHeN/PrifpoQ+wYofh6EpdTkTOJ/9A6Q1/T48kxIeU5GvBLSlbRKncRFQFcGKtgQl16/Z2iPXrgVAP3Z4cmMQsP7lx9i9eCPPN9Quw0Mk7aIIQRiGlJzoN+qvIZvxdse7bM03Cat3N8ZFCr6hccdTO/i1c0pvStJCNVUCJ0DMFyZXgzNUFWWqkvMCfTWnIqbYhD5YyUq1iZ8JkVstcPBnDK7l0WgyE+VTBEYRv2RgzUFIUFCwdZuyX8ZUDJCSpv6dVM5aiWV53Lt7Kx9qm3s1CFXG5skOLlu3F9udGpz5+I5KWMxPKBhIKeqyw2qPt/P66OsT/1eFSiWo7WrwVhAGkdVLabRM0/JMVTtILkjjrOSXiOmxKYbnkxOlRGKFAYwcirTBAPBAPQrP3AvP3w6tK+g7/3cJYhma2x7GTh7kpy9cxaOHMvz2VT+hPR35Ffr39NIRtBOGOXyzjFkcgcCBKWSD9p4WFp/dyfFdk79DJevwwvdfqb7eit0w+f6UmeJUaSDK0OSPs+OefvQZPSA4Puo/P4n64WumbfbDkP6xMrqqoMYMKqMl4k0hQ4dUjLhEURXKFR0rNgSlJOT7sDWbvJcnrcUxwxBEHl57ApadC40nsGMPIbQSMjCIpY/ii5W8cNihM6PTWm1YPmdZI3c930u25GLpcQZzXTQlB5jMnI0RyWbUlpYByJZcXu3NkrC00zIzJ75rEPLsP/0b7/M99Cuv4OotXQDVYDPq4pqQp9A03E9+Gutvv4D62CMEl14+xzl4xEyVXNnD0GpPSMa3v0mYTuNfcfWEiPVFa1pZL9QJg3O34NTVbzYOW7MpV0r4+DSYDagzBzVNJ+xaRMdoH0EoOTFSZmlLHD2mUSq5UbBWh0q9oigsvbyLzv/n/0Nxpy+stNCj+ev/C+fFZ5CmhbSiP76io7cmaWxKcHMug3PbbWhPZVGqRARrYIxf/m6OsKcfuWPDxPEKToAQMFIs0zcScMPWxonXPD+kNWkxVIiYklNxwcomHtk7wA+eO845y5pouf8ewsYmggsuYiHYeyLLPz6wn460zS07enj5+NgEW7MpYfCh8xbXlE6ZCf+a66hQtY8aOHlGJDxqIQgloQxZ1Dg3m3YcCUtnUSZG31h51vUTrS0EyYZpjE3z5Z0YY8PsOu8j9I44XDibRA6AgsBSLUrSY6wYoJSjRcpciYS3K94Nzt4MpCRWuA+ubOTOJ7fzSxtMFiBdNQ2KoeKXPeZNYpYcpG0gFW3inSJKnb25DwZaEz4jwxbNTQKt4ETJgHHz86DCzJDFzlggQ9TKcYpxieD0K0BLsyl5JSSQyB3FKg9S2rqGvlETtdiIpfWfdv/2mMNj/VGfld4Uojk5fDOFWfXYdEY96AwjRgDzZ84A2uLtPD/wPGWvhK3HIjNuz6+KU565hzfwQryKV9U4s5GBRDf1uj/DCz2CKYbnaSM9KxNhFk5Vm/+j709wEB78ezjyIqy9nMq2z1DKunS0PUk8/Sq54fP57jMXcXBIY/ehjWxcso8vfOy7WLkiV2aeZ8RfTxDLg7ARzigyNr3kMfTG7P7A8Yxqy8omrCkZopgWi66pk0dxcsSHawfA4tT08pKUksFcBT+QxMxIMkYCXnUOzvUr7PznGD3XKpz/nhLEGmD4dWJ6LArOhIGuaHD0PqgU4OL1kLwPUW0CF6pLV9vdnBiNs7dvNe/bNMm6O3tpI3c+38sLR0bZ3tPKaCmNH3hoao5I68NmLtkMgJGCw/7+3IICs68+fJCbnvoxY+2LOe/9l0zkmccXYAIxTZ7Cu/6DmLd+CePb/5tyjeAsW/KImxprO1McGy4xmKvMEr1VDh5Ae/oJ3A9/lHDFqsntuopQqoscGQXBqlH/FGGqJiN5j5gtWJysbfcWLl9J+rV9ABwbLkbBWdIkHCtH9j51Zpa7Ny1Cd+dY3Hke2rHjCNdFOA64bvTvaoZm2xzHNNyQ8B+/jrPj6oltY4UAQxO80ltBAluWRPfL+HjR1RhjsODMGj+EEHzi4qX8t9v3cP9PX+ZXn34K79rrkB312wDt68vyDw/spy1t8UfX9ZCw9Dl17OqBf811ZzwYm4lc2WNJcwKzzt+xqzHGYN7B8YJZ+3hLV6D1H6+28Ahij9xPGIsjNp/N/uEiJS8gNsfn2IZNJaxQdlQkgqT9zisSvvPO+G0A58hz2FfYnDqZYF1iEwtQR5gFpc4eJFGsZs4UBSGUaDBQmT/jdhrE9JD+oQy02NjFwWhj1WbGENN7wVRdYf01qxFuDpQ8JUeiz7MS0YSKpVoEMqDp5HMELQliHWXu3nUuF3fOls+YCV2VjIxVsxbtMWJVE3R73AA9KyYYm8j5hWijw0TB3snSVHmIM691FvoBldFJjbPAD9HmMI6uBW+ajMbABJkBIoKAGgYY+X6wqqyysZfg9j+CY3vg0l+DK36HYqDQ2LKLZONuCqNb2LnvYvacNPjIphK3fnCEmFyE66uEPS3ET+5CU1Qc34capU2YzJzW3C4E+hQmqqZoJIwkMnsUxZDQOrs/DYC26QKPYyWPXMUnVr1WiqZy6oDJyVfGjy1wcgov3y458KQOxjCEDnEleggzoY+wNHj1J5Bqg+43YAY7T1E8GuM/JAhhc/fkRLeo0aY1ZbLryEg00UpByV1C1FtWJnIBqB2sDOcr7OtbeGA29PyLrBw6in3VlciWSQ07RURBmaGZ09dfdgz3ozejvfA8yp6Xph0zX/axdZU1HSk0VWFxYwxFEbMYfsa3/zfSMPGuem/EsJkC1dYI/TDy00wtTAm+5AgSMfA9dbrkyxSES5ehDw4QFyFHq2K0WkyPMrgL0IKOGTG8hsaar4UtLQx/5X8xdOtXGfr6vzBw678w+M1vUL7v36jc9lWcb/zdnL2+4uTgxL/9QFKshKhKyOH+kIaYTndz1N9Y8QLSMZ2YqdGSMKvSK9OxuCnOlevb4YH7EGEQsTSV+gbs/f05/v7+/TQnTf74unWk3sok8wuC64cYmkrrAu4bTVVY2ZakUPFnOROEq9einepHFPKIYh5r52M4W85n08rFhBJensMrFiK9RSSYhiBmvrMyZuN4NzirEw+81MeN//NpPnrHFppaH0XGNU4NXU/DW4zIharMazUBTJY1iaYKBYXwDNxzfbl2yBhY1cBnPHO2ZuNx7HQ0INgZi7Nu2kD31i5EZYjALOB6+mmVzsdhaxbSLdJw6mWci9YQhIKXD/awKFFfKdGSOtmiXbVxigIGsyFEKJLSFK2zeoVoazE2gVkaTW8VgR9Syk7ROPND9Hl0rqbCqwadoQw5VRqY5qnphz7tr96FuPNX4F8ugH+7Cn7wW+CU4YY/hY3XIAFp7aS5/RlK2R6yg9u57ZUEKTPkPaui81rdpPD8GysIe5pIDL6EikvFA2mGCGc4Km1OgZ2pPeHaDRaKImYph2c0G3InELaP8tuXEM54VEJVYP72ZJai7AUM5SvEZmRr3njSIAym32uhJ3juTgnC5dHS6xwvRvfGnaee4+X+J6BvP6y/GpTadjoxc5SEqbD2hceI77iaxHkbSVz/Hm4afIm9J3KUHB9FgVwZoqBsFXPJZgzmKrzWnyNta7N6gmrBD0K++tODPH94hN/OvoTUdfxLts96n67oWMrsZm/vozcjDQPjG/88sa1Q8dFUwdquNHo1ONQ1hRWtCfKVyUBfnBpA+/G9+NsvJ9y4ZfZnxnVCLyAMwgXJJkTsPJPORp20mZ5zbAiXLkMEAZuDEY4PV0kBloaqCMpO/axpRSgUP/2pWSNnqBsUPvnJKOg0TWQshm/E0Fe0wZJFyPWrCc/bgtM6W6cMwGmZIaEBlLwKhwd8NnVnJr5XxQtpqQowtzXYc7JNP3jOIi479CwnWrsJzj6nru/2+sk8f3ffazQlDG65rucdEZhBdA/OlM6oBw1xg9a0Ra48fREVrlqN8D30wwewn3wY4XlUtm6juzFOxtJ48bTBmY4kcq55J8hm1MK7wVkdeOClPna+8W2++uk/4+k//a+kzzLZv7+JPSfmb8ScD4qqEAlqzKOQXYzKmhP7oZyRovRQpQuEwBLVXqJqcNbYNMo1f7yK6//iaq75/OV0b+2KSh3OUVxFQljfgKGpBi0je1GFh7ZW5/HXetiYrp8d2RF32NffRdiZxK4GkIoKRsqnPKZFXqdE5IrQmz/IzVgZDMXgZHFqZkiecfPzSEZjisZZuDAB2kpQRhGCscoobuhOIwPE995J29N/B6VTgITKWOSnec6HoTMyAXa1PTR3PEa5sJzRgas5MKTzUr/BDetKjMdQ69tcHtvfg5aWKE0C++SrhL5JqI4CchprE2D9NatnsU1VXWHt1Suwksaskm3SKSJFgKKX2XlWE64mcIyIoexqAh/Jy4ujk/GCkJNjZXRNYeZYWsnWHlyLI/DoQD9fPvpTvOrvlw9dRl6+i1CosPZy5npITuUa+MjQi8S+8KcoJ/sRUqKc7Gf7bV/iwgNP8/LxMSxdZaTgEjU2ttY8zkC2zIH+HGlbr2tS8oOQW396kOffGOHmczpYsfMRgq3nEq7bMOu9hmpg6rMDYtmQwbv+RrSnHkccO0LR8VGEoKcrPStr15gwaUlOTnz69/4dggDvfe8HY3bgp1o61fbIupXgg1BS8UJWtzfQnmikPdlAZQ4yQrg0ahRaV+jn2HCJUEqEqmDEDcqlhWWvi347AnBVGwmUjAZeWvJBeptmBp0CPT792bv7+nYcffp95WmCu6+ffM6yJR9VgeNDPhUvnChpjiNRfZ6Tloapq7OIAQDJ/mMsP3WYB5ddwFPD849PBwfyfPG+18jEDW65bh3p2PxMzLcDio5POqbP6h2rF0uaEwiYdg3lmipj89BrxB69H7+tE2fjVoQQbGlP8tpQkfIc95mqqKiKSlAH2e7tineDszrwau//4Zb3/4COhrGJEsPyFWP0Ogff+sEFCFM9fb+UlJHx+ZTgTEM9I79e4EcrRU0fjjZUCQGy5GKYHsGUFaHw8igiS8mdv6Q5sQ/QdnI3zqZuDMvjvhe2srXl9ESAqeiqMjZFs0GsVNU6Y1xOQ5vwTRQKdQVnilBoi7cxUJqaOTvz5ud+xacyReNMIFC1+suaJbeEpmgTZID2KWSAjmf+CTFL/kPCC3dH/zQOYGTupVRYxEj/tYDCbS/HSZkh7101Wa7O2JJDJyJaf7iuleTQC4QeeHhIXUMtTy9tdm/t4qybNkxk0MYzqu3rWqf1m0UHDDFzJxCxyMrp2edexHIl3/mlLj775U389/+2hlBT0P76PsIwnOgzq5V5shtgReZJPr7+c/zGlk/w8fWfY0XmSewG+Nax3ThTsp5GGLB9uJfnMx2QORaVNOX0Y/qhzpd/cjVXPPw9RGV6Bld1Knxi1508f3gEU1cpVPyoF6oG+sfKHBwo0BA3FhSY7XxjhI9duIRrhl5F5HN4l14O1mz9KEuzMdXa2Ur3E78KUqJ+7SuEEtZ1pScscmZiSXMcKSV+Lodx+20E515AsPW8mu9V9Yg9ruhq3Zp82ZLHstYEcVOjO72EpU0Nc0okhEsilt2yXB8VL2CoKtJsN1iUywuUtLnjbgKh8cjGP+Lec77ATzfdwomGLZx4eLJlIXAC9ISKakz/fR49y+DfP76I4UyUYQkFDDbpPHpWNMaGUjJWCFBUj2MDAk0VrOuKxkrXD4kZ6sT1FkLQmbEpVGaPIdp99yCF4PimC/jes8cou3OPM2+cKvDF+14jbevcsmPd/MLFbxNIGenULW2eWzpjPhiawvLWxLTsmVy5CqkoGC/vxDjwaqRtlomYy2e1pwgk7DlVmPOYtmYR/Jys+X4ReDc4qwOfuegODGNG34YR8uuXzra+eDNQDRV5uoaLSrWZ1Z4sMwipUMMWcMGwq4xNLRb1f5CIJgNZDlBVj3DKykM4w4RGgYqr150q1gt9xHJH8M/tpH+sAa3YiKHWre5WldPoQKgCM1VCqVovjctpCC867yhzVt8qqT3WPqOsKfHPcObMcwLKWWdC4wzkgjTOSn4p0mSr+kVOZM6kRC+eqr1TYRj0I8jUnTjlVkb7rgep8fqQxgv9Bjt6SlF/pAThV1CcLJ0Jm70nFiE3tJEY3oPqOVScAGHJamlz+oTZvbWLaz5/OTd+8ZqJjKqQoM9oOqc8jBJ4pOMSz1fofGUIgNfWRL1nI00Gt3+wgxWv5Rj61wcpOJN9ZjOxbdtTbO/+V5LGMEJA0hhme/e/ct75TzDkFKe/d+wkycDjicUdkHgQ3G7Ivx/pp5ASvKCRH+3+AA+/ugVruPZ1bMqPsOfYGK4fIgQ1rWZOjJZ4YyBPQ6y+ZyEI5URg9tELunnfpg70u+8gbG4h2DZbeBag0cqQ0GuXUmVnF872KzF/9jBrTQ/rNIGUqassbYkjf/ADRLGAd+2OORXqFSNy9zCS9QUGhUqUMWmrBue6opOqZntm9hABkEgQNrfQNho9f0erYrRW3MDxgrodU6RToa1/Fycz6/FmEGXc7GR5NHADzMbZ3yVjZth5XobP/1kPn/3yJm6/sYPOAZezqsoNFVdG0jLS5/V+l57O1EQwVnICWlLTP7MxbkStBFPPPwzRH7iXYMMmbnjvFnIlj7tniHmP48hggb+5dx8JS+OWHT1vOgP1H4Fs2ae9wSa+APeTWmhKmmRi+kSQqz/yk6iqs2dXdG11bYIAtyRt0TBPadPSbPwz3K7yi8S7wVkdSKdrC6Wm02dGgkHVtdMXNUtVX80pZTFVKG+JDDCOtkTA2LCJ3iQRXgUso9r/7KNo0cQ8wd4qH8VVJbLOkiZA6sQTyEabeKfL3bvOqYsIMBUttssbA9XAZErfmZH2CTyFoBA9nEKpjxAA0BbvIOfmKHlRz4silAm7oTMFv+JTHitPapxBXQKOEPWZVQIHVagMlE6SMlLE9IiarjhZfGsOKYeVHZD6AaGfoffIdYyr29+2J0bCCLlmRQHFyaK6Y6AaSM1iY0uJn+3rQW0OUeyAJu8QhTGB0PNREDcXI64KWWVS6TMH5pFDYGrETA0/hE37S/R2WeTSk/fOExc3cmhNCvefHyI2VPtzlPIYy4a/ha5M/310xWVF/gc0GdODjPcNH+OEFeP6y6qK9fkd4Gwkf+QTvP7K79E78ud864ktrOmIzynA6bS04vghr/ZmURVBforQqJSS3uEiR04VyMTnVv5/6vVB/vDfd/OpW5/hD/99N39+1ysTgdk1mzsRvcfRdj6Df+nlC2LwTZyjF5C9+TMolQrBV78y7/tbbJWGO76Dt7rntAr1QhFocQO9jn4zPwjxw5AVrUmUKdfB0BQyMWPu7NnSZSRP9aEIJsVoLQ2k4PBAfs5S1bRjPPYwelDhWPO5s14zptxjyNklTYBrl78fXZnc/vjFTeRSGh+5LxqfipUACBktSAZzLpu7J585KeUsBqypq7OIAeqLu1H6+/AvuoTlS1q5ZG0rP3nlJH2j0+eTo0NF/ubefcRNjf9y3bqaqvpvV/hBiIC6pDPmgxCCZa0JvCBEue9HWH/xp4iqG4YA4vffgf3Yg0BEmNnSlmTfUJGyX/t+MRUD6unnfpvi3eCsHmTnmLjn2r5AROblc99EYtxXc2rmTCinEyivG2nT48RQBlostFxftDKJmVDyERRJtSaoFB3wiyhilJIn0OptsAx9kn3P4l7cQxAK9hxcQ1t8YQGtIsCvxHFcbZqN07ichjtS1V5TBdKXtVfrMzBeIhzPnqlCxQ3PnBCtDCWBF5mexxptZChRFAW1To0zL/QQRNT8geLJaf1mysgRRtZ9iFk/fnsKProYZIxTRz+ASjRYHhxS2d1ncsOqEeKqg5/optK8GaexhyDWxvrGLI+91gNAuD4qbUrNwPXzSE1DLfVxOgRugBHXp5shO3mojILlY6gWVDyWHSxwYO10o3RdURn5g2sBifjL70Xle0ApZ4kfeIjmh/6c9jt/H9Wdnh0bh1Ye5qaOLZhV2YnF5TzriqOcumolKzMOFN4HYZowCMnmsqjpLgayLidGYcuS5kiY05wtzOn/zuewDZXdR0awdJXhYnWRIiXHh0scHS6RSRjTApKpmGlQPVxweWOwyAUrGrlmcxSI6ffchRQiIgLUyeAbh+uHlNyAVZedh7FtG6U77yAs1r5G46j86F6UgZPkr76WID23ThtArCWOViOgmYls2Wd5S7Jm1q41beHMsVgKl69E7e+jM2VO2DgJVaF5UYpirsKB/hz9o2X807R6hPfdjZ9uZjQzXexK0QVdV0bP91wlTYCtbefwkTUfJWNG1yKRbGLo4++lYe9xlEefZrTgI4VL32B0HTZX+838IBLejtX4zjOJAdp99yBNk+DCKDP64fMWY2oK//7kkYlx6thwkb/+0T4sXeWWHT00Jd85gRlE/pndzfG6GMr1wDY0lrYkIj22GS0HiuuQ/M6tE/8/qz2JH0penaO0qanRAq2eOeHtiHd1zuqAeMqBq7TphtFuQPh4Dta89eMrmkoUnslZPpXAROZsqmaHgnhL1k3jkEh6s+1sXNePlj+O17Q8IgWUfcKgQLIjQX6wCKUhMPOUiipmnf1m8VMvoYZFwnUGj+9fyZaGAD/0qz589aMj7nBwoIOejhz27qgsYDZEq6XyqCQhI60zCchAVoPdudFeDXZOlvpZ3rD8jFs4BV6A73h45UjjLAxCtAWIeXqBG4nqSslAaYBz26P+IOEWIhJA02oinngcnBJ0tcEnl4Gi4w1/lEJZJ656KE6e77/cQcIIuercdirxZLUsIFFFFmH7ZCwP323kVDZD40YV6/ndGBs/GQmC6qBURqLSplq7zOK7AemmGavm7PGItaGeQpcJtD0DKH7IorNW0KhLRrwyGd3i6sxqNqTWIn6ziPK1u7BuuxW7eRTz1D6ElHipTvIbP0D84COoKwVc2QVpI1oUPXwC9oxx4ck3WKLZtL74I5rcErIrxpazdaisB2c9AJXCCAWzHctOs/tAlKHb0p3B33gdTu9xrK99OTpv02T4Dz+P+f4dbHn4IC8cHeVTly4nV/Zw/ZD+0RK9I9XA7DS9NXMZVL8+UJ1EggD9R3cRbNxMsKW2efNc8IKQQsVn/aI0SVvH+IPfZ+ijH6PwtX8m9Z8+V3MfKSWFr3wVdfFiMjuu4XjZO23ZTK/DDihX9mlOmLTMIZuQsqM+y1DKWdcqXLIMUSmzTuZ4bmjyOsVa44SOj1t0GSo4jBRdujI26dh0fUDZ14vc/RzG9R9my/aN7Ll3H14uwEjrdF3ZRnNVuy5wA+y2uTM6W9vOYWvbFAbllgryu4+jfuVblP9yE5oGr/c5LGq0aUlGQXzZDWhJWTV7q6YSA3TfQ3/4x/jnnEe4ctXENbnx3MV8+8kj/N6/7aJQ8RFAzFC5Zce6ic94p8DxAkxNpXUeB4yFoi1l0XeqtuenOqUVYWmDTcrUeGEgzzmd6VnvVRCYqokvffQ5bAbfzng3OKsHi/4E7v3PcHnzxOQQ/nSAbPxDZ+b4AoQWkQJqGZlPZM5ikwOhIhRm0dreBKSUnCotBvEiJscpj39OySPMWdNJAAAgAElEQVQMiqi6Sqo9SWXvE7jNITKw6jZbT514kmBDF7rl8eMXzuHmxR55Z+Hsma54hb19naw769hk5iwZIFRJOStIhi6y2jgtAznvXd0wwdiMBgBFKLjhmTM/D/yQ0liVqdloE/oLkyXwQg8EjDljOIEzEUxquT4codB+5EHY3Ao71oGaBxSQIYx8lNJYiOaMQTzNa95Knu8X3HS+jZUY75Hx0ZQcnt8GNKIaJ9nQ6vDI3nV85PynEIpHemQvfsd6guIIIkwgvCxSnUP4MpSYUydz34Xc8egeEgFIFWPXCTxd4dwLs1zWMxCZr+d8hveXUY8NYqeewfzlfkTQj5drJb/+Bsrd5+M3RB6HykqVeM8hxHgGpMFE7lhKYI3R8OzXSW9sRHx2efRshhIqPrychBWA7zBSlohMdKwXjoR0Zkxaq36XXlMzFqCtXk0wNETxsqvRpeTsZRmePjjEgf4c7Q0xDg3kGSm6NCZms1JnYj6DavWZp1BODeB+5OOQSNZ8by34QUiu7NPTmZpg8RkXbUPr6aH03e+S+L3fRdFm3/zO40/g7d1L4nN/QHzdKoZ6xyi7AXadDf8zMR54Lm2Jz3ktNFWhOWmSLbvEzennNG6A3pM/wYMyCn5Tto5QBPGuFMEbo8SkROoKx4aLxAoanRl7QmIluP9uEAKxbTtLz1mMtkZQCco1yRO1Sppzwrbwf+1j6F/8GolnnqG07XwODgzyvk0dE28JQjlnYDtODDgyWKDlmZ8hCgX8iy6dxoq1jGghPt5XJQE3CDk4kD/jQc7PGwXHZ31XwxmXqlAUgdLRieyb3Z8XNE3XAtzSluDp3iyOH9Y0NE+baQaKJ1F1NZoz30F4Z53tfxQ23Qwr/hb5jRzyv+/G/1o/Y/EPUV62MCuO00EzNZgrjV+KgrMwPt6/JKOs2Rn49SQhgR+l9lVtXIjWgoqPDCsQhiQaBJoyTNEVqHUGZmplBHt4L/55i+kfayDhtmGrarSSYWFNmp3xCgdOdiIMgWWNIUIfVQUr7VHKKpNCtFCXhVPE2Gyf8KxUFRX3DPprhn5IeayqcZaJBGiNBWiclfwSqlAmgsf2eDvCr6Dl+5FCYMZehh2LQctH1U0REjWI9TIsWvDbNuM0b+D7LxvETcH7NpnV711EFSUq3mrcYBmBbCZMZNjYnOORfT0IRRL0tJHs3YmrmFgZDzdQUYpzlzalEGhTPfQKkWUTWhZk9J3D5w6T/s8W8bOHEOkoCyLSOk1b+slU7kQToxS3XsHo0DIK2lLk9m7iqw6Rab+fpq7bsTcenQzMqhCGgn91F8ElixE7uqHBjLKCqgKGAkP3gAwpF7OM2ksxTZOS47P3BGzpniJeeuAAmCb2B65HjozQdvx1So7PpsUN6Kpg15FRDE0wVnJpjJ/e4aF3pMTXHz005+vjBtX6D+9AJpP4F8/WNpsLQSjJlj3WdiSn9SQJIUj9we8TnOij9J3v1ty3cOutKJkM9vvfj6YqrGhNzulpOB+klOQrHivb5leBb0mZNTOI4wboS0aiyXe8tAmgaArJJVEpWglCUraOH4S8fjLPidEyrusT3v9DxLpNKFWdtpSRwpvBtg7cEM3WapY0Twf/YzcQJJN033YbA8M6QSjZsiQaH8Nqf+XMYHMqxokB2n33EDZkCM6f7kdw587jsxpYvEBy+3PHF3Se/9EoOj6ZmDGr9+5MIf1/3zLLCzQ0TPIf/81p285qT+GFklcGa5c243qMRquJsl95x5U33w3O6sWmmwl/7wDHPvgXDHzgHxYemI0z5LwSiltAcfMoThbFGUN1xtAooHhZVC+L6uWqf6r/zlebpZPV4CyQKJqKKlTCOs2C50KAxBJJwgBUu3qDJywoufihC6GP6oxit/nkc6Iuf7JE37Msfup/IDI6ZpfL3l2NXNYVNf7amo0fLIze3JWIGJsAot3CKp5EKAKzwac0ResMoF7SZXu8fVrmLJAhoTwzmjiBF1Aem3QHkFLOEmg9HUpe1fB8wlOzHTU/AIpC+sSTiMtbZ2cHlYCwcRd5ox3NSnB40GfXYY9rNlvETNDEKFKalL0NBGEUnARhnFBPsqG5xJ7j3ZQdG7l5CXbfC4Sei5E0I5mXwimokVkMvADd0iZ76cIQRg+CFQclC9IiGMwSHhog8ctmjQBLhRuXof1WB4nrs2S+1EjmDwPSLU8SS7+CYfWjKB6KqP27WEYZ9crW6e0GAJoCF6fAyTOitKBWXRT2HC8ShExMtgD6oddRlizBvCyyQkrvegbXl5i6yoZFDew+MkLMUMnEa2fMpJTs7c3yxfv28fnvv8yzh4ZZ15WaJTUzblAtRobRfvZT/IsuRS5ZWvN7zUQYSsZKHivbkjTVKH1Z116D2tVF8ZvfnDUBeXv34Tz6M+wbrkdfsxqApB15GmZLC88W58o+7Wm7rqb1hBUxWWeOUbK5BRmL0zwakXvGSQHjUE2NZHcDftlHhhJLV0nZGiMFhxMPPgyDA4iLtiOqWUdLt5Fy3Ik0QugEWDVYmvMhtCx6P/RBUgdeJ/fY8yQsjRVVd4uKG9A4j2yKqau0+GW0px4nuPAiZNeiaa/Pl1V9JyCsSmcsaXnz0hnzIX7jB0n/1V8RtHVEvZlNbWR/6xbKl75n2vuWZ2yShsqLJ+dmbaatNGkzRdmvTex7u+Ld4OwXgTBAdUdB1QnMDH6sFT++CD+1DK9hJW7DGvzmHkqx1ZRTPZRT6ymlN1BKb6bYsAU3jLRdmLJKEapAEyohbzGgkNCVhuywgZYJorJU3EKUPYLQgdCF/BvIpBoJz87jX5noe5aWvd9G9ctwdjOEkotfvI+V2ScB0FUDTdUWlD1LGz79I00EgYB2m1jhBAqgpQNKYzpMPHSSsA5/TYj6zvJenuK4FAdnziXAr/hUck5V48xASOomAwCU/CKaojFQHCChJ4grBnruOIGeIHP4EWR6jrIKwxNN6nfsLBMzBNdsVtDEGG7QRcVbi5RTJ3cNj1aSaZ1FqYAXDq9GWSxRQofYyZfxpUJ6kcCveFGD/8zv6QTY6SmTdGUU/AroLlHBRuA8eyB6LV17hS2lZHTgSoZPXMfgkZs4+SsGfRtH6X/8Ywwc+TSDxz/GyezsfhKAwVxy7tVw2sCVGsNKK3Y1KNx1OCBuqqxsiyZ13w8w3ngdffkyjE0bEZkM7HuVuKXheAFblzUyUnA5MjS72d4PQp46MMif3L6Hv753H0eHStx47mL+7uaz+OPr1vGr25dPZMqaEgafunQZ21a1oN13DyII8LZfATVKkDMRhpKRksuylgRt6dlaaABCVUn87mfx9x+gcv/9017L3/o1sCys665DTLFq6mqMoatKzczWXHC8AFURLGmuLcMxE6oiaElas6VIhCBcshTrZB+NCWNa5mwcesIg3pXEK7qRVR2CpKWRefx+gliCYyu3Uqoe11B0muxGCk6esLo6k0j05MKzOmU35Mj7riZIJNj4wPfYtLhh4ply/LCuhv3MEw8hfB//oktm2WM1zdHPN9f2tyPyZZ+ujH3aDOKZQPLDN5J+4gneuO9ZTvz9d8mfO9tLVhGCzW1J9g4V5iSgCCBjNRLT4pS9M6Ow8IvAu8HZzxnCr6B6edz0CpxMD156KX5yMX6iHT/WQmA1EVgNSLuBUI1V/5hIJTI5RyiIYgmpqQi9OhGFElVTUVUt6jV6i+hIBJwYzCBaLLR8P8QsqLgEbgjuGHh9lAMdI20RzkNzbzx4F0rogirgrGY4kMXMF2k8eFd0PYCYFl9Q9kwIaLECeodbkB0J7EI/AjDTPqGv4I0WqscWp9eLm4JxG6eBCb0zecb8Nb2KTzlbIZaJNM4WIqMRhAF+4KMqKidL/VHWrDQEMkTLvYY5cgJRqT2Qe0EGW1c4OuTz/Bse126BhOVR9tbhBYuY+rh7wbjwayOBnWZjc5F7X1qPovsEK1pJ9u6k7GqYiSJ2awZ/8OiszwuDEHPqZDV6GPQYqMMgo+2Vp19DpG3IzXFtcwGl7EYqxZW4bhfBr34MWQzhC7eBlDg+fO3hqym70yfasqvzzUffQ1iZY7KsGIwYixFqpI0UhAEvHIVN3ZOTbaX/JEoui750KUIIzAvOx3vlVbpSBkU3mMiw/fU9+yYkMR7dO8D9L/Xxx999ka89cgg/kHx6+3L+9uNncf3ZXSSqJd5tq1r44s1n883fvIAv3nx2ZFYtJfoP7yBYsYpw62wJiFnXV0pGSx5Lm+J0ZmoHZuOI33QTIpOhcOukpVPQ10/5rruw3/tezLPPmvb+cU/DfMWrq9wTSknB8VnVnlyQPU9T0sSrkd0Pl69E9J9gScaelTkbh5mxsRptvCpbVsmOYu98AufsC/C6FnNwIE/vSAnXD2mLtdGe6KTolXAq7psqaQLkywGBZXDiA7/EpuOvcGl2skwtJSSt+QO+8J4f4nctprJltl3Th85bPIvZOJ5VfSdgXJC5I/PWpTPqQTpm0NEaR+1MoegqXml2hvGs9iRuINk7NLcgrYKgOdaMrmo4Z5D89fPEu8HZzwsy0qRCgNO0gcBumRDQqwWhKQhVRdZQIxelMtjmRCO+DCVoCioa/lvWcYlU2XvHOqDRRM/3QtxElFwCz4fiSaSWI1sUxJImiqYSzqGYDqBVRmBjBv6vjZDQYVEcNmai7VUYqhGVEhdw7l3xMnv7upAd8Qkbp3HGpjeuG6SIaY4Gp0N7vGqAXg3OpBRnLHPmOT7lsQqxxskJtd7MmRu6CBFllAaKA7TH2tDHjhEaCZJvPIBUdahcOEt5RUqD/tHrUFWFO3aWsA1478YGKu4GQpma9t5QSnIlj4SpU3ZjSCPJhtYyT76+iiDQCM9eQfzkS5QKFSAg0ZHAJItXmj2J6uOTlVuE0iCYOogyYETK4c/sx9jUjXzZmRUESDekeGTV9AN2NsKvvw/2HMP9/pP82SNp7n95C391zw30jzUQSugfa+Bv7rmBReZKsmNXEPoznqtA4HvXM+iaxA3Bkwey/M43shQqsOd4lqdej3orldejrJ66LOqBMrdtIzx1itih/WiK4MWjIwjBhO7WcMHlm48f5nvPHKMtbfGfrlnDn31kE5euba1LSkDZ8xLq4Tfwt1+OzNQ27R6H64eMFF0WN8boqkNDStg2iV/7DO7zz+M88ywAhX/9VwhD7A/egDBnB7ENcYPWlEW+Mv99ny15LMrEFmwnlDA1NEXMclkIly5DGR1lhe7Qny3j1Fj0CSGItScx4gZeycV+7EFE4FM59xJM0yBpa2RLHgf6cwzlHRrMBpakllAulRHpNzcuDuYqpCyLR896HzkzwaYf/hsQZQ2TdZja+4cP4+3ahXbZZeTjs/07t61q4VOXLquZVf15IypHBpRdH8cLcP0QPwgX1HuYK/ssPYPSGfWgNWURqgrJpQ3oCQM3P30sWZGJkZintAmRNmhrrA1kOOFd/HbGu2zNnwfCANXL4VsteKkloNR3mTVLI3B8xIwkiyiUkDGbULUQYRSOqYpAU1Wow7JoPihCYaC8FMSLGPIY5XgbeAFBxUE6J3GUgDA0UXSBkTapDJVQ5jB8l5vbEO/vmOwDSuiwYwmBlpj8PAQxI0bRKaLOIdEwE51xh319nVyz5QVsBkGGGFWts8qIg0H95ucADWYDpmpO2CMhzoy/ppQS3/EpjZZpWpohDEJUTZ2uA3YajMtoZN0slaBCh55C8SugV4gf3o2//Fx0s0peCJJVtmYTI4XrKTpnM1Qo8twhnw9sbUDXViNrSLNkSx6LmmJYmsobgyHpWIb1nSdxPJ2jA0tZsqwXxXfQT7yI334umuaQbItRzI2imhaKqhD6Iaqhoo3/ztleEFrVaDz6rv7BfsLhPPYmDSVeQYZxZNGHpAo5n+KR1WTtG2ZfhA9eiP/wSwRff5jBD13Kf3qPTihX8Ou3bmKopACCmzYUuHRZmXJ+LY4X0Nb5LIqai65J7iJG1e2oyhhPH1T52k8l4645hYrPNx87jJRw4eHIfk3vWQuAecEF0Xk/9hidn/x1/uT2PdSat8btdRYK/e7bkaaJf8ns8sw4xgNnTVVY15lekCBp4lc+Sf6fvkT+y19GX7+O4re/jXnJxZgXXjjnPkuaE4wWRqr6XbXv0bIbYOlqXUHiTCiKoKPBpn+sTGrKmDFOClg9cgwpW+kdKbGibTZzdZzBmXtjhNjD9+AtXoa7IZIfEQjipkoQSvpGS+TKLosycRYnFlOK5Sm4BRJGYtYx54LjhRQcl1XNnXxr4CjtF+3gPT/9Lv4zT1HaeC7LWuYv55buuBOEIHXVFUgRyeHM7Mvatqrl5x6M+UGI60d/ZFWoSamSGSxVwQ+jwMwJwA9qOTOIWY7PArANleZfMKs0YelRtlsRJLrSlIwi5VOFqGWkamy+uTXJzv4sbhBinGas1RWN9ngHfYU+FFTUBWoM/iLxbnB2hiH8CkpQwU2vILCaT5stmwnV0vCKLsqMBmdRLCFtC99uRfOGEMRAFagzo7g3d8YoCHw/Giw07RTEuquf6xAEA5SnOAJolo5iRNmzmQGHWhmNmtVnNmgbKv4Vi2DP5CZLsShSIESi1KGm2xkv83B/JOCptmmY5SH0eAuKFlIeg5QMEIpA1hmsCiFom2LjFJnuvvXVVOiH+GU/0jhrtAkDibYApmYlcBCCCdumriAgtGySvT9C8Ry8DdvBehRKK0H5HNhp/CCkbyxL0spzxyMKlq5w1YaV1FIpzpd9UrbO4sZ4NSMk8YNmYo0JljU4PLa/h09dfpBgUROJ3p14G7ehGaPo8XYyosBw3iHWYOO7U/rNAg+yR8FKgXoIqn1tladfAyGxG15Ebu7i1NBqTvRtJUCSMpIk7NoT53BF48sX/ga3HPgf/NWLt5L+9V8DIbh0mUPZg8/e3cTrwwZEwi+U82sZOrKB1pQOzgBB8yqGRjwUsZLvPNU7y/3B9UN+8Nxxrjr2BkpzM1p3dL9ra9cgUkm8PXtoTlmMFmuXP7LlN3GfFIvoP3kA//xthKtriyOWnMhge1FjjM6MvaDyIYCSyWCcfx7OTx+hf20UPCrd3SiJuQOUcU/D/SfzNfuewlBSdgM2d2cWfD7jaIyb9A5Pz7oGVQP07uHjoLZybLh2cAZRS0BDsRe99wi5D3yCcIaIrqoIUrZOyQ3Yd3yErsY4Pe09HM4dJutkSRmpuhrXC5VIwqbi6PSOlCne+DHkc/dg/stX4B/PIWWfvqQppaR0+x3omzYRP/9cWkqCXMX7ufZmhaHErQZiQTgehoGpqSRtnaSlYxsqpq5iasqc1yEMJaGUBNW/wxACKQlDOfG3F0TOCGdaOmM+qIqgMWGQK0fXMt6WQNVVin05NEtD0VW2tCd5sneMfUNFNs9xH43DUA1aY22cLPVjYb9tA7S351m9E7HAMmYtKIYC+AjhoqglVC2PpuVQSnmI6/hm48RqRiiiKlj7Vh8UiRAqMZGuMjbzkZQGIEsBoVIhWxaTtHkBZkPt3rOmA7fP2fhtJKZPdIpQsPUYfp2G451xh9fHbZzaY9iFPhQF7IxPaUxBBG7V/Lz+HryIsdlfPR8VN3zrvQiBF1LKTdc40+fwjKyFsl+OyADVjF4nGsIKiB14GjfVirbcAcWF/FYwo0Go6JRRlVGODjXx7MGAqza0k6jBDh0vHa1si+x2YoaKqgjcIEmox9nQUuaOXeuREvxz1xDvf5FK2QPhgKETN3LYSQ2n4BJ4AVZVK4xilMlEdUF4RNb04Dyzn+Q2ibIl6vsqjJ5LIGXUPydqT1j9eYXPP9jAAaONkY9fQ3rfG3DXkxOv2zrc0FPixX6D/YPRMXRVoeh64PVBbB1Z/1xGiz0gWudkwY0WXfRDr6MtXYrSEJWfhKJgnnce3p5XMFVxRpu39YceQJTL+Nsvn6Z7BVGWY7jgomsKm5dk6G6Ov6lAqHjHnbjPPjdtW/n7P6B4x52n3W+mp+FUjJU8uptjb8k3MWaqE+Ks45CLFiFVlfSpPmxDrUkKmArzgR8idYP8uq1zyuXEDBVTwkAQcmSwQndyOc1WC1knWxcTeyBXoimW4pXjUXlsw5pO3Js/hfbSC8R3PzevLpy7azfB0aNYV16Okk5HLgkLGI/qheMFjBVdRosuBcfH1FQ6G2zWdKTY2J3h3OVNnL2skVXtKdobbNIxA0tXTxugKopAUxVMXcU2NOKWRsrWaYgbNCVMWlIWnb8AEsBcaEqY066l1WiTWpYhcAMCx2dVY4y4Pn9pcxwx3abZbqHil88YS/9M493g7EygysYMrCacxvWEc5gVw//P3nvHyVWeZ//f59TpM9v7atV7AYkmOhhsDHEMNsYJbnHNGyevU5xgO/Gb+HV+ecE17iW2g2MTB1ONMRgw1fQi1EACSajuavvu9Dn1+f1xZle72pnVroQwxro+n/3s7pk5Zc6cc577ue/7ui4PgY0iCigigypGx380ZRTdzCNUB6SK6ySxii14d+9BeXk/ygt7iH34s4jHdiAIskTqMYrqBSl3BSGgNVFmbKa8cVaon5dYmoHtapNmS6qhoZrqJC/L0MhO4r3PYBUqP8D6KjDuQmpo0o1hPvYSdZ/4Txre83XqPvGfmI+9NP5aVPfQpcpgOolsiRLJ9aAAZo1DMa2hSBehCLxZlHmbo83knBw5O4cqFJxXoVHUd31KEzTOfNdHD898MC86AVOzN99LTA0RN2OY+a3o/XvJLz4dNfIslDrAXFm2/ckxkk/jeYu55RmJqSuTRDPHj8uX5C2Pxa2J8UBbCEFtzKRo63giwfJWSX82TjrbgjLPQPFs/N3PBRtQSwgktY2Bz6qU5X4zKWF4ZxAoKqMgg2tHWg7O1peJrRlGrmsim16ETh1jLE6lQtZ374jKP92bougKPvemNC0fOA2WtcMP7oO+Q2zRNy8qkjB9fr4luM8URaA4B7HlAmTqHPYPK+ODSKqKDlN9SCB37USd24XQD73HWL8er6cHZ/t2Pnz+gqqSGLOF/otb8VtaJ+leSSlJFxzylsfCpjjL21LHNPhlr70ODrO8oVQKlk+DiZ6G3oTAJ2+5xMMaralja/4WQtCYNMt+lWVoOn57B0pvD511kaqkAACKBfR77sI99XT009fi5OyqJAZFCBqaoozkbbbuy5BQm+lIdJCxMtNOBL2yXElTtIZN+0ZoSoZoToWx3/0e/GiU2p98/4jZt+Itt4BpYp53HhA4AhwelB4rXM8nb3ksakmwdm4dp8yrY2lbkva6KLUxk6ipHXWG8/WMeEgf78Udgx41SM4Lejf9ksOqphhb+3MzPt8JI04qVEPRnXzPbO2z+MZTab63zeWDP9rArzdNb2F3vPDG+xZfY0xkYzrJeRP6y2Q5EMuiiRE0ZRRFFAEFz0/geG1Y7gJKzmJKzgoK1hqK3ink08vJ5RZSKnai/mYT8W9+E+F5CEDpH0b9wW/QH3keoSgIoXIsxq6+lOOl0baER89ACtFgounlB2XGoWBVyM0JMBITsmfSp377/+Cm6vA1Fd+fvEbR1vnpwxdO2b+maOOitOZjL5H44f2oQ1kEoA5lSfzw/kkBWlu0xI7eVmRrjHCuG6GAkfQojGrgWEFZ0/dnJEQLhxibvYVeFEV9VVwCPNejMHJI4wxAm2HmTEpJwS0FmbNcDy1aFBGWRF5+HKmoqCe3gpqH9GqI1AEOtuNzcHQJfZkIz+wa4sLlzeOMwYkYKdh0NcSmlGZqo0a5MbiBJXMNFCSb9yxGj2fx6msx9j6J7+uBbpkWRrMGqO2qwQhrwecqjYKTB00HdXS8pGltfIX4yiHEaTUIQ5AZWouqqGhCw5f+lInFy4Ma/+c3KRQBn79olPl1bhB8fuYqcH34+x/CVdfBBZ8m/N7r+IvcI0H2rF9Dc/qxtGYKyfPIWJK85WDqKpbjVUxeG6rC+9oA10UrkwHGYJ4R9J1ZDzzI29e2854zu6iNHlvztvLKLtQtm3DOvQDZGPg+Wo7HcN6hNmawZk4NjclQVa/OmcLrqTyIVFs+EWOehmPaZ2M9S2NZ1mNFbdSckqHw585H6emmszbC/uFCVc1G7YH7EIU87rnnE2pOEaoN41YoOfuOhxrSUA2NZETH1BVe7MlQyMWYm1hAwSlQcitLKWRLNho6CiG2dWdY01lu5o/FSL/rvYjnN1D67aNVP5+0bQp3/BLz9NMwlgUl5THHgEoZyaOB70vSRZfFZSFiY5oy5RsNuqaQDBtT5DLUkEZibg1aSGdlIkTJ89l+hCzsRKRCKWJGjKITTKi39ln8akeBdNnJZiBrc+0vX/idBGgngrOjxZQyZh1CsVCVNKoyiirSgMD1mii5S4Lgyz6ZkrMM252H67Xg+bX4MokvI0gMhFBQI/p4aS7+399DsScr1wvLQb/licDySXBMQrRSSrTyIBnWJfuGm6HGRFPLzMqcQ6FkVGTmqKaGFtbxHY949+OY2f04bz8JU/P41n0XTWHWNTmdFY9hTJQ29vPHEfbkh5iwg+VjaI2W2HygDSWlEXZ6EYCecJG+wB4dm3mLwMJpBmgMBcHZgcFurF6boZ3DWLmZOwV40iNrZzmQPcDWwS1k7SxOyaOUKY1rnEkkygyZTa7vjms69RV6aTYSaEofoR3Pk+9YSbR+BzhN4M4DIwrkSBcaEBjc+XwPhlY5a5YuODQkQrSkpjbyBpkagS+ThKNh5tVY/HpLMLg4py4lenATdskDJQtGCHK9RBI6jYvqg4FhdA9oIVByjGXFAJwnnyC6ogDrW8ln5yC8ICgJaxEUoUzKnG3u1fnc/SlihuRfLx6lIzkhw9JWD2cvh/1D0D8a7KJvlHX/cyMX732CmzbreNEacuHzSJcEPSNFTF1FSsmPf7ub0bzDJataJrHjrjy9g3O0QNhZm9s16Xzoy5YhIhHsTZsRQnDFKZ189vIVkyUxZgn9F7ciVRX3rHPxZVBS9XxY0Z5kYeaOZb0AACAASURBVHPiiEr7M4Xa2jqr5YejKREiZmoUbZd00WFeQ4yw8eqUsSKmRsTUJumq+XPnIfr76AoFgWBvunLgpP/iNvymZrzTzwwYnC1xtIiOU5wcoLm2R2gCQ9rQFGqjOn3pIvv6Je2RhfjSJ29PHbz7M3nqorVs60nj+pLVY64AvqRw5dWIeIzsV79a9fOVHnwQOTqKecEFiPChYxgL7I9VnV6WZVXm1EcqChH/IaA+blCyp7bTKLpKfE6KFV21hDWF5w/OrLQJZYmNUD2GamK5Fg/uKXF4Jbrk+Hz3/h3HevizxglCwNHA91CdUbxIEi/RjBAOKh6eH8f2m/BlFF+GGeu9mQ20qE5psICqK6iDfZXfNJQD3wNFRRMqHj7KUexL4qMqh0puPYW5oGzGjA1QAkTJxnIlsSqm3UbCpNTTT+2O27FWLCbcNcKPHzmX57edyj0bzmSwpFIf8njXwhHObK1cthgTpVWGKt9QE5e3xkps7wkGGr1OErLTGGVBVmsgT6Q1CA0Oz5xJKfEdiW/7eJaHk3dxCy6eJTGFyYGB/ayIr8LyLQZ2DNG0rBG9SnnJ8Rzybp7h4jBpayTIPioqmqKxc2QHjYXWSRpnIFBnOPgGMhqSbHGYgmfRGksQ2rsJxS5gn7aImL4LBi+GWCuIoGm3ZzRCuujw1M4hLlndQjx8uB6YGzR9V1HzDnpMFEqOialHWN4yzK+2t2BbKZSFKspdNv7uDbB8DahWYMFQGkWN1oNdgFwvRBpA3QMYYyccM/cw8oJGlDAM71o7bgNraga2Z4xntJ7eb/DlRxO0xj3+z4VpasIVShJbpmqsCcvhvc/ewnvnnMHm0S5aa1MM5kpYjk9NVOehbf08vmOQt69t5+3r2rnqjDnj647kbfSnduBpGvry5ZO3q2kYp5yCs2ULUspxZwDfl0eXQXIctLvuwDtpLdlFK7DKPVwtqcir3lgd/9Q1pP/hGmTxkBK6CIeJf+qaGa2vKIL5TXE27BmmPn7If/TVQksyzCsDOQwtuE78rrkIz8PbtRNI8pmfb6IuZvCOUzvGg2Cxby/a889iX/luZHPZJUQRxNqTpHeN4Fku6ti96kv0w3wvhRCkogYlx2PHQYuWmjlY6kEypTRxM1H+bn1G8x5L65Lcv+kAYUNlUXPQz1l0PGqb6oh95CNkv/JVrMcfx1w/2ZIJoHDzrYhkktB5ky25TF2lLmaSPUZiwGjBoTkZou010hd7PSIRNiqypyG4JuLtCda0Jnm+O41tuxgznFgoQtAUaaQn3zOeMTscfVUmDscTJ4KzWUAQRNqe1U0xvhDC85BeLb4MI6XJq5GI1EwdJZuh5htfrtrqLxuSqG4R34ihqhqeW+JoAkEPiTLhErDdILuhx4L+HqXkokzXRGqoNHTfiyrzyLc0MpA2+Nlj5/L/zugnYcys7i+A2KCN1FVEBZKBX3eIedMaLXHnS+UsQEuEcLYHo8zcskYsxh5bbtHDs3zcgotTcHELXhCwSUARKKqCoiuYCY2GQhNDDGFEDWzbRiowtGuYhkX1qJqClJKSVyJn5xgqDpJ3gyDTUDSiRmySma5EsmdgN4XR4gSNMzlzjTPPRkoYHN4OQHtUEN7wDG68nsjcUaSbRBS6oLkGKDCYS5C3VH69qRtdU3jL6skZEtfzKTk+q47AtKuPmfSMFol69SzvTPOLFxUO9C9kbvtzeIkUYtfjsHwdiDRoccj2QLQ++C1UUJwgc+YHemre5ocxajP4Zy2gWGhGuB3jtXFdMUiYQf/hQ6+YfOvJOPNrXf7x/DRxs8qTd2C04uLw6CjxENz8jM0nL1UYzduEDJXdA3lueGwPKzuSvG1t2+Rz7PqEDRX58kuoHR2oDVMzYeaZ67Eefhhn506MhQtpSYbZN5RDUxUCRr8I+tzKfwtR/lsR4/eLdvedmN/+GqI3EEzO19QTSsZY1vjqZaMOR/SKy4Gg98zr6UFtbSX+qWvGl89oGyGNZW0JYqHpfUSPBsmoAQOH/vfLjM3tm3bBnEAeYyhnc/0ju4FAckK/49bAvuescycRrBRdJd6VIvPKEEJVQMqgpFklAArpKoaq0DviEDUbiURHSVtDJMwk6VIRQ41h6jqb942woj05fr9Yjk9do0nsIx8m9/3/IPPlr9BwWHDmp9OU7ruP8FsvQevqmrLvpmSIwZxFdOaqKJOQLjgkwzpdx9Eu6fcBIUMlbKrYrl+xmiOE4PTljTyxb4RtvVlWNCdQj0DiGIMnBU8dqH5fNr3KE5WZ4ERwNgsoik5jwznkQl1YdozhnI1fLkOFDYmhTdW0mS3UXdtp+ue/Qx/uJ7vqVKLbNqI4h9L30jRwP3wZWlnNfkyI9qi+SAnqBHuREAFjU4kFaX+1ZBOZpl9KS/eQ3Pcg1qXrCMUKfP7HV3HZnPyMAzMsB+22xzDveDzoFVMFYkJJUgrIveO08f9bIiVGcjFyhTDR5giRg91obUtQDZ/SSLlfTIHcvkLZHF5B0QRaWAuM4iugQW/gpcI2oFwmDivYeZvuXT2oLTBsDWN5NopQMDWDpJmouB0ISrRD1ij54SJ1XbX4ro9mqFX3fTiKbhEVycBIkEKf4+Qx+naSf9ObiYYH8dMXIPQ4GBFK9gC7++sp2i5P7hrkzStbJvWTSSkZLTosaU4cccaeiBjsGy7g+TUs7jRQhOSJHUuY1/EMzikrMR96Cmn5CDMDRlOQLXMXw+huCCVBjDI+MXFtxJM/we2sR6sVjOw5efyeeGS3yQ0bowwVFKKGJGcrrGyyuebcNNOqFDSmoK9CgNZcx1tXN3HjU33s7M3SWR/Fcly+dd/LJCM6H7tgwZTJRcHy6KyP4ry4DX3ZUkR8Ku3eOC245qwHHsRYuJC22jCxsDYuJ+B6Po7n43qyol5U5L67iH7pX1GsQ7Pt+CP3k3r6AcJXXDHtd3GsiF5x+ayCsUo4XmWzkK4SD2mUnEA3zZ8T9Ps1jxyEQ4lNbNfnlqf3s35uDfqv7sBbfRLe6pOnbE8LaUTbk+T2pkGBaPP0EgpKWZIhb7kUhhPE4hqjxV5G8j61Riv7BvOMFpxxZ4iAMBUI6SpagthHPkz2q/+O9cQTk7Tjinf+ChwnKGlWsORKhHVMLSAG6LNs1s9bQeZ7YXPiNZeweD2iIRFi/1ChqgjusrYkYUPlRctleVlkVzuCBMredJGfbD5IX95mfspkb8ZiYmtbSFf48wsXVt/AccKJ4Gw2UBTM1vWYQB2HNIAyJYehrMVowQEJmioIG+qMWDOeLyk5HrbjEb39Jmq//WX8cAzrE/9I7MI3oz7xMP4Pvgn9vTi1jYxe+SfEL1sEuQOBJIGqwjH0sasT8nMtccgM6SSTLugCWZyGvSglyQ03IJvimCdLHtq6kgN9c/j4+hk0TkqJ8sxL6NffixhI46+bT+Ftq7AOjJK65VmUoSx+PIyaLWLsPoh1TtADZaiShrDNnv5mlrWmCT96ECEgUutQHFXAd9Gjs/PTa9SbeN5/jpwXWH/05XvJuwWs/RZhK0Rte4qwPr11zhh8T2I4Bl7Jw4+5+J5/SEF/Bii6RUKlLAftESKqRv3OLUihoK7W8DwTNTsfki34fomfP+Xysyf2jGtxNcQnl3NGCw7tqciMBCOjpoYAXD9M1DSZX1fgNy908u5zwrA4gXK/jbN7I/rSVYGMh/RgeBd4LigqaEPgl/ez6U4UdxT/zFXY+QReaQGKEgRm330qjuUF11vOFihCcs7c0vSBGcCHL4Yv3QbWBIN7VcH5+Ac5f3kntz/Xz3V3vojjSXRV4HqSz16+oiIxQkpJ3M6T6e1Fu/StFSdTxupVEArhbNwIBFZHdTMUg/V9Sd/V38G3DiuDWBbZa79A9DgHZ693NCXD7OzLEtJViEYZjNbQNto75X1DORv1iUdRBgewr34/RCsz4M1ECL/Zo9CXQ5+hxEnU1DA1n3Q2jK63YttDNERj3Ls56GNd2RGQASzXJxHW0cuBwKHs2VdpuPlQcFa49VbUjnbMM6eWO+EQMWDPQI6a6MyZ25bj4fmwvCM5fgx/6EiFDfb51Rv+dVXhpDk1bNw7wvvP7KLUk8XJ2WjRqZlg15f8eucg9+0eImFq/MW6DpbWR3lkXx+/3jlC1g6eqx+/aPGUqsRrgRPB2TFAUQTRUKAJ05IKl2nOLiN5h6GcRbYUDJymphAyVBQhDgVjro8sB3K1uES/+Dn8u+5EP2Udzjs/hH7yKWiGBhdfGvwQ2AL17hogykG8UAq1lEZRdY6esRlIaYyhPelxcCBJqimL2uDgVfAxG0OoZyOhg5tx//IsXFdy3V2X8eHFwxzpGSIODqH96B7UjbuQLTW4n3gr3inLUAyTwpxBnHNWoPkWIIj+x8OEfvMCpXULcJYHU+vWaIltPa0sP/0VwsU9gCBU45LrMVF8B3+GbgxjaNAbARhw+mnVWym6JcJaiHBNGGfYwY17aDUz26Z0faxMEEA4EYuR/DCtyZnf1EU7TyzTTa+XpcMIEdn6APaqVYTiveRH1xH1VQiluOWZQf7jQR9nQpbxxqf2EzY11i9sIFdyiYU0OmZhUJ2KGJQcl5BWy4r2IndsCpPPziVWtxM3nICdj8GSNUH5UjUD0VkzHlg1CSdgaeZHkM/dglPThLFQp3fvWpSywOMNG6PjgdkYfCm4cXOUC+ZPT8IQ5y1FOgXkjx+F/jRETES+hHx5kA3zhnF9xiUgHE+iKoLedJF5jZPFVwMVfIG+K8hMHk4GGN+frmOsPRl7y9aKCu/TQVEE/jGwJt/oSEYMJIyf1/7aVtrSB6e8T1cF3s03IRNJ3DPPmXabofpI4KU5i56usYA7U1RJqSZhXWXTvhHmNx1iNBdtj9bGQxMzJZkk+uEPkfva17GeeBLzjNNx9+/HfvIpIu97L2pzc9X91UYN9gww4+vJKUtmrOpMEZphae4PARFTRVPFtI4Wp8yr4/Edg7w8mGdFV4pCf57SYB4tYoyTsw5kSvx0y0G6sxantiZ4x9ImIuXe4HM6m1jVaLK/t58/evPJNNROlYF6LXAiHH8VoakKyYhBV0OUtXNrOWlOLQub4kRNnUzBYSRvk7dckmGDRc0JTuqqYY01QOwDV+H/+i6iH3g/Nd/4BuGzz8R3pwZcUVOjtSbCUL4BGTFBuigEdjZHi4k9U6mQzytDZY/NNqBa5sxzSD53A+4Z89Dqi3zjnjfTFVVZmahuPEvJRvvvBzD+9nso2/fhveM0nH++CvestUgzjCIUQnoE17NR/OAn977z8GtjJL73G0QhGMBboyU27u9AKAIzUUL3Cpgpl1JGRTqz1ylrLAdn/XYfphoipIUCzwRFoEU1cvsKuIWZUeF9V2Kng+AsUR/nYLYXS50Z+9OTHm5xAN3Pc9DOcnZ2GMXKwfomfF/Fzy0HM0lRKlz/iDspMINDpSDb9fF9OesySF3MoOT4eLKWZZ0qnhS8dGARimpTOnkN2v7nwZaBXIYZD3rN9HBZ26w8eDx5A7gO8rQG3LSGVThkcTRUqPyoqbY8OCkuijUCQsV955U49/wI5/mb8B/7Bu6F52H+13/S86OfTtLmgiBQu+Xp/VM2V7Q9GhNh3O1BT5+2sHqpwly/Hm/PHry9U8kI08EbHJwiMjuGmbIm38gwNIWaSNCgDxBdtijInE3o9FYVQbKQJvzEo2xcvp50w/TnTQiBPgubq4lIhDUaEibpgsPugTyrOye7DxxOsIl/9COISITMV74CQLEs8Bu64Pxpg64xYkChAtvwcPh+YOG1uCVeMfv7hwwhBA2JEMVpzuPy9iQhXeWZcj9itCVObE4Kz3axCjb37BrkS0/sIWO5fPTkNt67qnU8MBtDMpQiFapBV3535/9EcHYcESr7kC1uTXDq/HpO6qrllHl1LGiOUxc38W+7lcE/ehtyZITk//s3Ep/5NHpHO2bMnCTwOhGpiEl9oo2sF5SRjm1OJSb15AgBB3JdoAiMZVQNzmIv3YvmD6Fc0MCevg7u2LCWP1sXpJqllCi/3YLxv76O+a7PY/yvr6P95z2Yf/0dtNseQ57UhfvZd+Jc+Sb8usnN2GE1hOIVsIxaPMVAhgTpj1+CMlIg8YN7gSA4e6l3jBQQJpY/iJF0kVJgjxSZLeJqAlOEGHD6p7ymaApqSCO9O4dnH7mPzncldjlzFkqFMFWTvYW9WFW0lSbC9RzM9AFyRpac63BK7w68pnqMxmGymXkYjoYfaeLgSD9DucqDwFDOJlNyWNyaCMpGs0A8rCMleH6MxS0qqpA8sm0uvq+hLKtFeDbs2QTYAQEgUgd4oI4EWbO+nbD9Qdw5qzFPN0nvnIumHnqw1UUqn7+Ky6WPYo2i+CWc5EKsuuX4RtBPpIosjt9G8fNfxV21hvfefz1rDmyteC4Oh+tJUlEdZ9s2RCKBNn9+1fNhnn4aSEnpgQenP3ETUHr4YfrfdDE4DhzWezQb1uQbHU3JEMXy/dS0ejkRp8R8P2Bl18UMPnTePL4Y24cmPa5vW881N23h7k09r6qY6+HYtD/oaVwzJyhpOp5PqKyWPxFKKkX0wx/CfvwJrKeeonDrbegrVmCecsoR99GUDE3R6TocY5IZcxvjf7CSGUdCTdTAnUYuydAU1sxJ8dzuEdzyNWMmQuTrInx9Yw937hhkdVOcz5w1l5WNlfsUBRDTI+OZ/98FTpQ1XyMoiiCkBAOmXyyS/sd/onDjz9FXryZxzd9jnn02onwhaKZWVRdHCMGc5lr2DLZRNHoIORbHVNY8LLwrOkHgYywQ8NTUAU4pjhLfejvuu1aiqD6fvulyLlls0VYjsVUT/9cb0H94N8IOghQxmEa562lkKoL715firVuKNCv3cKlCwfBgyI4TVkLEvIO4i1ooXHYS0V9uwHxsG21r1tA90oFtaxjNEaLbe9ASgVdhaaCIPsvkhBCCRqOR/grBGYBqKEjXJ7c3T3xeDEWtPjv2bQ8n4wYkhKgKeQ3dUNk1uotFtYvRpim52sUhDHuIbm2EJqtAy+Be7KvPQaFAZmQxEUVlwDEoOTnqYiGGclMbDWsiOl31UZKR6fta8rfeNoXRF7n87eV+LUHErGFB4wCbDkaxCp0YjQO4ZgJl5+Moi1aByIM0QckDMmBuPPojCCeRywz8jE1enjrpynrTgiL/s3lymdFUJVevmdw/otg5hHRxYm24keayqLODIiwUXDxp4nhtoKsUv/ZdRq68kmvu+Qb5UIxkMc1grJYb1l3BtjWTS2G+DKQwYiGdoW3b0OZ2odZMzpJMhLFmDRgG9vPPA3827fmUtk3m2uvIfe/7qHPmUPO5f0GWSmS//JWjZk2+kZEI6yhCBB6OZQP0z7VkcC+/OHiDlEQ+8wu8hYv4+J+cwc9eGOXGJ/fx4It9XHX6HE7uqnnVWYub9o5QGzNoL5u7Fyy3qmxF/KMfIfed7zJ45VXgeYh4nOIDDx7x+50JMWAkb9OailTUJDyBAGNG6L6UVdUEEiGdvOXy4R88TV3MYGFznGd3D2NqKh86tYNlmjap3/r1iBOZs9cA+Vtvo/fU0+lu7+TgyevoPfscCj+/icifvJuab3+T0LnnjgdmUFaUr3DdSF+CAF1XmdMwDxlO4Dn2UQnRTrRumgiDBNKTqJ0EmTN/8kwvsenniE4TbZHCnc+dyXC2gXeuCOQl9JiB8fOHxgOzSVAU3DNPrhiY+Z6PZznIQg4j1YFo0XE1gyDolOTfcQZuZx3x/3qYJmsQFegZasRvjRPJ9aAngmM8mswZBH1nA05f1YBYi2i4JY98d3FaMUnP8rGzLkYq0MaSUhANRyl5Fvsye6b1cHOGdqGGi/QUi1w8tB8Z0tDmWRTzXWCbuEYtA/kCIb2GMyoIoeqq4F2ndx5RByl/622k/+EavO5ukBKvu5v0P1xD4bbbqY+blBwPz69jeYdg50iIzOh8ND1LccVJiL0bwJKgpoONqcOAATsehd6XkOe+HX2dTfb+CGq8ftJ+dwzpmKpPXcRDIKmPePz5aVnOmRuUfYVnoVoj+EYMq2ExMh5H1XKoyigCF8+ro+QuxHKWMp4vjsXIXXo5uvSoKaZRgMbcMH/x6H/xcfuQs0TR9hjJO9TFTRQk7vaX0LrmIkLVB0ARCmGsWY2zZcu059PZ9QoDb3s7ue99n9Clb6X2e98h8sdvI3rVu2h++knaDuyj+eknTwRmExD0exkUbQ9/biCnoew/VD5WNm9E3bMb95wLaOls5m8vWcLfvXUJmqrwjXtf5ro7t7F3cOYq8EeC7fq8cCDNms5DQZ/nQ6pK837xwYeCMqwXlNZkNkv6H645oofpkRwD0gWH2pjJnProH7RkxpGgKoKaqFG1tPn4jgEe2nZosj2Us3ly5xBtqTD/37tWcfZJbSTn1yI9iVPBaeL1ghPB2XHG4YOh39eHPNhL+B1XkPzn/4NeQRdH1VVUVcU/LI3v+35AEgAMLU5LwwJcbIQU+Mwu5T/RumkiWuOCzLCO2qpCwRp/AAHog7uI7nsUeflisvkavvzrC/nT1XmiRhCwCAFiKFN5hyOT+9GklHiWi1d+UBmpMLEGg/CcJUTiEiXpkffC4BVwNRj++MUI26XmO3fTFC6yo7cF0RQinO8Gw0ULeRSHrEBlf5aZxEa9iaJfJD8NC0iLalgjFsX+6j1knuVhpx3MlD5OwxeqIGHGGSqNcDA3tfEZAKeIl30JLeLTmy/wpuEDuBcsR1FdMqPLMHxJjxXH1Gxcv4UXu9NEDXVcfbw2anD1+i7ec+a8Iz7Us9deN0mkFEAWi2SvvY6aqIntSXw/xvIOBV8KNu2ag5Tgr2gMSpt7NwcZM1EMyAG2D0/8BBrm4bflwILM/nmTNKl2Dmk8121yxYoi3798mJuvHuR7lw8HgZlvozl9KGoOt74Nr7YZqSaw3XZK9lIK1kmUnNXY3hw8vwbJ5AFzyT03TZnHmK7Nilt/xEjZHNrQFJa0xOmqj+Lt3YssFlHndk17niDoO3N3vYJ74MCU16SU5G+8kYG3XIK7Zw+Jz/4TNdddi7Fy5RG3ewKBJILl+Mi6emQkitLTPf6afsetSNMMtM3KWNmR4vPvXMX7zuriwHCBf7llCz96eBe/2XqQv7thAx/43pP83Q0beHzHQKXdTYuXDmawXJ/V5ZKm70s0VRCpokeXvfY6cCcHWGP30JFQzTEgV3IJ6eqrZpf1Rkd93KxqKn/L0/uxK5TAc5ZLqlxV0CI6yQW16HETO2Mhj2PJ/Ghxoqx5nFFpMASwn3gSpYLG0hjMmIFdtFEmpL+lJ9EmMJIi4XnUNz3PyL4BMDVm04EmpURTpr6/LREwNpONOVSRw/M9QAfpk3ruJ/jnd6HEPa79n7fRloDz55X7qXqG4et3VBfOrUsikUhH4ns+ihDocQMtrKPoKopTQGo1CBOiLKAQ68bRfVS/G1CRbQ3krjqT+E9/y2Xt97N5WTsXnfQc4XAG1XOI1DqURgVS+uTsEnEjVuVIpqJhAikgFq68XtB0rFPoLaKGFMzk1Fm1Z/nYGYdYRwTpSlRTHQ+WkmaCnnw3IS1EXbhu8oqZA3jaEIpikjz4EjXY+KvDWMVGisU4mgt5TJK6z8PbXF7pz/Ohc+dx9pJGXM8nU3RZ3VkzI7r9dP6LY3poEoMFjTFUJcNzB1KcW2ol1JzFCyVRdz0Bi1aDOhAkNjf8AnJDcMmfo7TcQ/6nRZRFiyZt+8bNEWKGz1sXFwGJohYBH8XJgtQoRZdjmwuQRPHtELOZM4q+qTIMAEpfL3MbYqSixqT+u+K2MhmgwqTocBinnw7//jVKDz1E7D3vGV/up9OMfurTFO/4JfqqlcQ/+UlC555TUePqBCojHtZRFYEvA6cA5WD5uszn0e/7Ne5p6/EXLZ60jqoILljezGkL6rljQzf3bj44aRp2uIDtTLFx7wiGprC0NWDlFWyP2phZNUg6Fg/TSo4BJcdDAotbE29I0/LjgYlG6IdPSCv1m1ZarmgKsfYEVtSgcDCDoqmoodfPPXzcrgQhxI+EEP1CiK0Tln1RCLFdCLFZCHGbECJVZd09QogtQoiNQohnj9cxvhY42hvZiBlTmtB9zz+MLp4gXjOHhgjkrSOzgCYisG6aGpw1xTxeGWiGWhMtXgAnmCGG9zyOIboRZ9Tx4t4V3L9tER9cm0N1Hfjx/fCBr8KmV2D9QuRhM05paNhXnotvuSiGQrghQqQ1jpEIoZQHTuFbOLFWFBwUOZdkZCX1LU1ElQQJPUbSTKL/0bn4yzu54MG7OLAtKI+K5hBNXo5kg4KVNuiKd5A0E+TtaZijh6FxgpzGdBCKQItoZPcWcIuHzZx9iZN38IpekDnzJGro0O2lCIWEkWB3+hVyE49NSki/hGPaCD/Mmp7tlE5qQTEd8umVuKUCI34tyahD0W7hlqe7aasJc+aiYPDJFF0WNMWJzvChMp3/oq4pxEwNy/FQlUYWNQteGAhTys7FDA+QW3gScs8GsL2gtJnOwfO/gAVnwtwREJLM3RFobRzf7suDGht6TP54WYGILlHUAn5R4I9EKfjrGY1dTdE4A0824MsI0z2SpJRYjkeu5DJaCLJiXmNl+QKttZXmVHgKMcLZtg2EwDjMtqkSjHVrQdOwn31ufJn1zLP0X/wWinf+isj730fNd79D+MLK4qMnUB2qImiImxRsF3/ufERPN9g22v33IIpF3HPPr8p6jZoaf3LGHJKRqUw62/X578f20jtaxJ+Bn6WUkk37RlnWlhwXNnVcn/pp2J/H7GE6gRjgeD4l22NZa3LWJJ4/ZFQzQgfGfXRnslwIQag2THJ+HagCJ2cfsw/qq4XjGaZfD7zlsGX3ASuklKuAl4FPT7P++VLKNVLKdcfp+F4THO2NbFRQ5vQ9eZjnowLGEuoSEDIEJXvmF9Xh1k3jx6XA3kwXKAJzOVC0EE6R5MYb8S9fhOcbfOqmyzhrBXaeWAAAIABJREFUTomle1+ED34Nrv8NnNyF+MKfwv99P+KTV+DXJ5CAX5fA/silqJeuJdIcJ1QXCQLMCZMd4Zbw9TgYCo5fx0hBZ7QQx0iZ2EoDql/25VQE9l9dDrrG239+O76nQEsEM7ufSK1PIQPStmiJthDWIxTdmfWg7S7uAgR3j9zJVw98kc25jVXfq2gKqqGQ2Z0fN6iHgKnpZIIA2UwZ+J5ENSbfXqqiEtbD7BrdgeWVy6N2DkfpwUenlBlkdaYPcXYLjlWHVWwmm7FR400oCjzwgk9fpsSVp3WiKIKi7ZKM6LPyQIx/6hpQDxsEVHWcSVgfD1F0fDwZZ3kbvDJqMjoYXKv+itYya3NrIJ/xxM+C9c96F9LcQPGXJWRDB4QO9RXeuDlKwvS5ZFERhIvi5HGcDvL152GlViDVmUkgFCyX4bw93q80tz7GktYk8Wv+AcKH9TEaRlVmpLN9O2prK8o0mlRjUMJhlLY2irfdTnd7Jz1LlzF4+RVI1yH1pS+S/Kd/RJ8z54jbOYHKqE+EgjL63HkooyOI3h6MX9yK39KKd1plQdeJGC1UVt/OWS6funETf3n9s3zxzm3c/PQ+nts9PC7YPIbHdwzwNz/dwGDWYkdvhsd3DAQDs4DYNJOd+KeumWRuDrNj444RAyzHI110WNySmPHk6gQOoZoR+jtO7ZjiIGBoCu84taPqttSQRnJuDWZtGCdrVVVLeC1x3K4IKeUjQoiuw5bdO+HfJ4F3Hq/9v14Q/9Q1jP7N307qUZjJjayZKoezMKU/dcBHbUKEa6gL9ZO2DGxXYmgz6Fk4zLppIjJ2OwD6EhWyBeLdv0FdokKbzs9/exFKv81fPPMjeHQLNCcR17wNefZqZLTcjH7RScizV+KWXLSIjqlXJjiMQXhFnMQShHDIFhpIhAxylgCtBlFbRA70HrpS6xKk/+wyFnz7ZvL7Oom1xAi/sJ9wygcEhYEM8c44bbE29qb3YHklTLV68LI5t5FfjvyCsXOd9kb55fDtAKyKram4jmqqOAWX7L48ibkxhCImCdAaKR18iVrBMN5UTVzfZdfILhbXLkYtDuIrWXxXR9l+HyxOYiZgtH8l6ZyLJVVqY2GyxTi3P9fH4pY4qzuDhHPR9plXhQpeDdErLif9uf+LzGTAcRCRMDJfQCtPFhJlmyIpQyxtC+E/U2LT/kZa59dgtubxwymUnY9DtDYQpl13JdTvQ6gO2W/lEe/oGL9qtw9obDxo8N41OcI6aP4glj2XUsM6mKF+kOV45C2PZFhnUUtiqu7TVe8kr6vj7FMAta2tagO+8+I21LldKMnqNlxjyN96G3539/i9KzNZUBTC7343kXddeaJp+xgRMzU0ReB0dmEC2gO/Qd28Eevd70E2Nh1x/bqYUbGElYzoXHFKB7v7c+weyHHXxh7G+FKpiM68xhiqEDy/b2RckiFveVz/yG4c1+ecJU3TlheP1cN0jBiwvSfN0tYkNUep0faHjmpG6GMl7Vue3s9QzqYuZvCOUzuOWOoe00TTojr57gzydxyg/S7D9Q8CN1Z5TQL3CiEk8D0p5ferbUQI8VHgowCdnZ2v+kEeK6JXXE7mui/g9/WB6874RlYNFYRA+vKQN6NgUg9aAB3CyzGUPdQnaugdcXE90GaQIa9GJTZIBv1tC3XUoW5iB3+D/KvljI62seuraf79+c+iSw/xztPgilORza1Tgi81pM2ofi88G6mFkaaO70fJWSFWtEc4OFokV2okWj+CMxBC9yz8cpYlct5SHr3vNC59ahu8LUI4dwBzbnCX5gZzxDtBUzQ6Ep3sTu/GEU5VMcH7R+/DkZNn4I50uH/0vqrBGYAe0bCzNvmeItG28CQBWjNlBHpveuUHfFSPkrYy7M3uZW5+D56qgW/TsPtZCu+bg2FHyWQ6yWZG0JLNqKrLL59XyRQd/vebFyGEGDfwThzR+2gy3L17kYODxP78YyQ/+0/4mQx9Z57F6Kc+TeP99xExtHIvkGRuQyO6uo8tAxHOz80jVvs8VkM7oVeegleeAqFAsg4ZfprS1hDuKwJWdI3vayxr9pbFRRQ5guelKKbOnFFgNtZLF9JVlrQmqIkaVYOhiX6Sma98leyXv4L1zDNTtKf8fB5v717Ms85EVJmYTESlxm98n9JNN5P6+08ecf0TmB6KImhKhBlqm0MMMH72E6Sq4p51DlNo5BXwjlM7uP6R3dgTBlFDU7jq9E7WL2zg3CVBed12ffYN5tk9kOOV/uB3b3qq9qDt+tz+3AGuOOXI48ixepjWx0yWtyVpTM7MGu4EpmI6I/T1Cxtm1Xc4EWYihBbSsfaNTiuddLzxO+k+FEL8I+ACN1R5y5lSypOBS4CPCyGq+ndIKb8vpVwnpVzX0HB0X8bxhDc8gt/dTeTdV82KVi+EwIgaeM6htK0A1ApN31poMQgfXRE0JLWySvyR9jDZumkimmMCd9BF7dJpevlbcFEzqND9Zwf5wFM3oy5tQVz3p8iPXYZsmRqYzQbCLeDGOhDCJlNsIhnWSYR1GhMhsqUoqmHgxVvBPsSkFALue8s7yezQEREFU/RjJILzlOvPjr/PUA064p2U3BKerEJf9yoYak+zfCL0mE5p0KI0ZOO7Pk7GOaRxBijTZDCTZoLhXB+jmRdxUAn3vESk0SfWalLIrGQo66MKDz1ay3De5K6NQ6ybW8uCpiBTliu5dNRGZp29KT30cHDsa9cGx5hIkPjc53B37CD79W+glGnqJdtDU1MsaoatQ3Gs0VaE8DGSExrwpQ/Z2xFqgezXs7CsDWprAdjWr7G51+Dy5QXCooiCTS52IVKbfjDyfclowaFgecxvjLF6Tg21MXPGnzP6gQ+AaZL95remvOa+9DJIiTZ37oy2dSyN3ycwM9TFDZStm5GAMjwEqorSW5nkcTjWL2zgA+fMHe8lqosZfOCcuVMGZUNTWNAc56KVLXzswgVc++7qk66RvDPFFeB4QNeUE4HZq4CGRGhGrguzhWqohFviqL/DPsDXPDgTQrwfuAy4WlbpvJNS9pR/9wO3Aae+dkf46sJ+8kmQEmP16lmva0Z1vIl0Ycm4N9hEqHodtlqH4ucI6Qq1MY2S41dM+U6EUiU4O/3ZH6MN5hCNYcT8OGJ1Hfz2IDXp/Wz/4DtRPn818qRlU1TQZwvhOaAYyJCBJ2vIWSE66gKNn0RYR1FUHK8RszkSKHpM0AlrrNP4n9Alwedo0jHtPsyIT25wMhEgoodpj7VTcIrICnIjSbUiJwUFhc35TdNqkwkh0OM6+QMFrFEHO+uMa5yBRByBPZlSFDKyh5ztktj1FO5ZreRshb6BebiuC7qGGTa5+SkDx/PHeybGPCKPphxiPfwwSlMTxkmHBqjI5W/HOPUUct/5Lm53D7XRoNHWl2GWtWvsGVYZHq1D5j2UxRPKqApwej2yu4Tzq2HEio7xa+LGzVFSIZ+3zMuiMUI+ch6+Vlv1uKSUZIoOowWHtpowJ3XV0pQKz8qCCkCtrSH67quwHnwIZ9crk15zxmybpnEGmLStY2z8PoEjQ9z1S+q+8m/j8zth24S+9G9od985o/XXL2zgy1efzPUfO50vX33yjLMl1ZrGaw9j957A6xupsBHof74B8ZoGZ0KItwDXAG+TUhaqvCcqhIiP/Q1cDEz1Z/k9gfXooxAKYZwye16DGTUnXXiyYlkzCLIcYzH4QWASCynEQyqlKjowAURVdeWO9L1BVaHOhPcuBM9HjJZoWDvE4qvXwjQSILOB4uZx4u0owiFbbCIe0sfLdJqqkIoY5Eop1IiBF2lETGA5dsQcfmmfEcRrLRF44GkcS7D7+SJ3/+uD7HvukG5SwkzQHG0iZ+emaKBdmLoIXUyeKauoxJQYtw7+nO8d/BY7ii9Vd2woMzitERs74wZMTV8iFOWIKXHdGiRkaliZfsLWK2iLEjzX3cRIThChhGXWMJjReeDFDOcubaQlFcy0cyWX9trorAMX6ThYjz2GsfZk1KZDPT1CCFJf+hLSshi95poJfV2CJS01SODFwQS8NAILkjD2uZbWQK0Jvy2f6xVB8PhCn86WPoO3L80RUUYoJVZgq/OqHtdYs39N1ODkrlo66qIzkgWphtiffwykJPu1r01a7mzbhgiH0ZYsrrLmZBxr4/cJHBnZa7+AYk0uMYpSCfPbX6uyxquDSk3juip439kzy6qewOsDE43Q32g4nlIaPwOeABYLIQ4IIT4EfBOIA/eVZTK+W35vqxDirvKqTcCjQohNwNPAr6SUvz5ex3m8YT32OMaKFWhtbbNeVzXU8aDA93xUXT3Uf3YYRGgOvq+AdBFCUBNTMTVlGgbnVOum8f2eGoNFybKqrAgonJd2op8Wo0qybfbwXaTQ8ENhPJkgVwpPUcZuTIQo2GEkEdTmeuQE54H2uE3RNsnnk8imCHW7n0YrBaXP4kiJ52/aOilAqzFrqQvXkbMnC82uiq3hj2rfPp5BS6op/rjuCv66/e+5ov5d2NLmhv7/4vq+H7CvVNkEW9EVzJSBnQ4yZ747WUajGvRiN0KL0LB3K+KMBiwXXu7uxNQEChI/bHDTU1FUReGP1wYkDb/sEtEQn33WzN6wAZnLY5x80iRHCgB9/jxiH/so1oMPIR+4D1NTcT2froYGdBU2D9fg73YhpEJXWQvurGYYLOFtKUFdDLko6NW5cXOEVMjjLXN6cVOtlJTVVHrU2K7PcC4QiV3VUcPC5gQh49izFlpnJ6G3vJnSXXfjDQ6NL3e2bUPtmoNaVzfN2ocQveJykl+4DrWtDYRAbWsj+YXrTqj9v4qoViKupl/3aqFSSfRdp3XyRye1H9f9nsCri5kYof++4niyNf+kwuIfVnlvD/DW8t+vALOvAb4O4fX24u7cSfRDH5wyA58JAsZmAN+TaNOk2w0zSdFvJMYoHoENSV1CpXfUxfUCxesxVLNuGseF7XB45sJQg+WzF+CuCMXJ4cbnoKoOo4V5REPalOb2RDgQGnTcZoxEAccIgWsjNIOOWBCo9Qw3M795mFDNAS548jpU6VI0Umxvu5gX7jboXBsExUIIGsJNOJ5DzskT1aPj+1kVW1Ox+X9VdDXLIsvZkHuWh0cf5Ed932dxeAkXpC6myZjMJvNtf5LGmR6d/tYSbono3geIbbkHRc0jL13BC9t9ojKFhourGBwYjfH0Lou3ndw2rmydLbm0JMNHlVmyHnoYFAXj1MpdAom/+WsKt91G+p8/R90tv6Lf8oiHYyxuEWztN8guOp+k/QJicbkU3BLBv+MAmacTQdYsHmdLr84L/QYfXt2HXl9HSVuK700W9p1Ns//RIv5Xf0nprrvJfvObpP7ln5FS4ry4DXP9GSiR6S2uJuJYG79PYHqora2Be8phkE1Hljo5VkxsGvd8Sd5yiZgnSpq/b6iJGhw8Suu+1zNOyBEfR1iPPQ6AvqZ6A+p0UFQFPaTjuR7S89HC1Qf8kBqmYHYFOlTl0p2mKDQmNGxXTuo/q2bdNI5UFePsastnC98DFLxIFM+Pky2GmVM31U9OUxVqoga5UgyhKIimTkQxKG3GDZ+U4bLzYAtqrYre7qNJBwFE7FFW7b2Nmp1PTNqeIgQtsVYMxZyxBpomNE6Nn84n2v6OC1JvYk9pN985+A1uG7yZEXeEzbmNfPXAF/n3bV8GoDfUEwjQmtPfWvEXbiFReAD1I+2Iv1mJUAQr93WzZmgnmluiGIrxy2driIc0LlndAgRBtS8lTUfZSFx6+GG0JUvQFy6s+LoIh0ldey3egQOEv/PvuL4EFJa1Rtk3DH2NZ+MVo8h1Dcj3LET6kmx8DcUXDcTKDqRQuHFzhNqQw/mrQrjhFhxvcn+W5XjkLPeomv1nA2PVKozTTqV46234pRL+wV5kOj1jMsAJvDaoVDqWoRDWX3ziNT2Oou3SmAidkEf5PUSs7BYwE9Hh3yecCM6OI6zHHkPEYoHS+FHCjOl4tl8ua1YPzkzNwDJTuHYMoRzyfzQ0hURExXIm9K5JH22a+mShVFkDqtry2UJxcrixVlTVIVdqIWrqFdW+AZqSYYquiuvVodXEEKoY9xxtjztsOhBkxtSuEGrsUGpb8x2WdN/L8L7JrEtVqHQk2hEIbK+6T+bhMBSDc5Ln84m2T7I+cSZb81v4eveXuX3oFtLeKOFckIl7jIfZUtqEeoQZeF3mPxGXtUHKHC8f6xe2skh5HPDZOhRjZ6/K29a2Ey47LuQtj/qYeVSlP294GGfzFoy1J6Mkqn+P4QsvwLzoTTj/fQPq3j1IKVncGpQBR0L9qHELoQiEEAhFED9ziPDlIVjVxZY+nW0DBpevdDBSSWy3C5j8veYslyUtyaNq9p8t4n/1l/hDQ+R+8MNxMsBMPDVP4LXDWOlYaWtDCoHf3ELpM/+Ce8llr+lxOJ6kporR+Qm8vqEqgtqY+YYrbZ4Izo4TpJRYjz6GvnoV2gzUyKvBiAVyGr4v0SuImo5BVTSkZuIqzShyclYoEQnWG/Mwl8iK1k1j+PZ9F1G0Jw+qRVvn2/dddJSfYgKkD0j8SBzPj5MpRuisn5o1G0M8pKEgsL16FEOg1DWCFWTPOmIOT+wu94g0h9HrJuuVhe1RHvr6Ezx/81asCerguqLTEe/A8R0cv7LKeDVE1AgX11zC/277WzShjxvOR8rBWSaW5qHi/dPKaCB9lLMTQal4IgwV9ZwUthbmjg111Md1zl96yArJdn1aao4ua2b9/+3deZhkVXn48e+5W+1LV+/L7MwGw+ygoiAgIKCCgCIGDUbjGhPMpibqT2OeJKiYRbMYMcbEGCQxuC8IKAMMDMgywAz7wACzz/Re2626957fH1U90+t0T3fPdE33+3mefqb71q2qU2du1X3rnHPf9557KlcNb1g/7r51f/3XKNOk+W//Erfss6ChgZAFKxbehTKGLrw1HE3y00mCthZu2RqiPupz7vo4ns7gB3VD9s25HplYaMxAfLqFzj0X65RTyP/3zZS3bwfAXnnqCXluMXGxK6+g9cEtlB95kldu/gm95w8vLHN8BVqjUIdrXYqTz9EKoZ+sJDg7TvyXXsLfvRtn7RrUGDXiJsIO2ZWRlTHSaAywlIXCoBxbgC6CUkeCDlMp0nGTklcZPRurdNOAWx9ex9/86K3s7UkTaNjbk+ZvfvRWbn143aRfxwCjnMWLtWJYHtliK9GQRfooJ2vLNMjEHXJumECHoL4FQ3voIKAjXuJANol3IEC3RLHrh2YLV00tnHL2QnY+sIvbb7ibnQ+8cvjq17AVZn5iAUWvSKCP/RtXykpR1keeL5KN45sepXCRvqD3qGk0VCkPoxROrzyww/0HWtjXbfPWje2HM5UXSj7JiDUyQ/4EuXdtQiUSOMMSs47GbGsl8Ud/iPXYo6gf/gDLtFnWapOMjp77zWxWPNHl8HRnhMs3RgmFoOTNZ3ACvEBr3HJw1EB8uimlSPz+R/Ffeom+L34JgK73f4Dcrd8/Ic8vjs2ipjhr5mcI2yadWZdi+cSMhBRLPumYLUXHT2KDC6HPFvJV4Tg5vN5sEvnNBjtcxmmMNBoDbMNGExCE0/g9SaxoEd8/ciKPhwyyBb9SruQopZsA6qMBv3xiLb98YuhauYboFD8stUbpgCCaRgch+goxlreOn0i1MRnmUNal7DXjRF/BSEQoFMrMS1QC0J6uBuqbStgNQ6/wUlf/FqsvX8mCM9rZeuuTPPI/23hxyyusveo06jpSRO0obfE29mR3E3fiqGP8rpIy04eT1UayMQrxHCiIqMhRR86MYhe6aKEiI/vTz1v86LEMLXUGrz7lyKhZoeSzqD11TO0boLWmuOlunHVrD5dpGk/8A+8ne/Mt1N30FfKXXMzKthT7e9O0pkcGaH6/zc3b66iPKy5Y5VIqL0TroSWz+goebenICR+dOPxhXc3KHOzdS+/HK6kwZKF/7YmFLU7rSNObL7HzYI7OrEsibI9IezGdXC9gQYOUUDqZ2ZZBMmLjesGsyVMnXxWOE/feezHq63HWTW20ybRNTNOsLDI/ygfUwDSltiN4ZkO1Ltig6gJKURe3cD0NWo9Zugng2rU5QubQbyAhU3Pt2twY95gYo5zDizShbJ9ssY2IY1EXG/9DcWBqs+zXVa4wbejA8vK0RSsjV8+VlkNzCLvVrwzW1FXSgKh7bgMg1ZbknN97FRvfuZp8V4Ff//19bP2/7ZTyZdKhNE3R0XOgjWdwjrRINko+nkOhKOgCtzx785Hi5sPYhT1k+9eih+Xm8T24bdv5dOUsLlybwqqmuyhVP3COtVTTAO/ppwn278dev37Co7jKsqj78pcwu7sI3fjXLGut51/uuBDPH9qGIK95YvuZPNsZ4oozLAwjhhc0DdnH8wMU0JaZ+FWS06X/SzeO2KYLhUppJlGzUlGH0+elWdGapOxrunOl45LLyvMrybonOyItakdjIjRqIfSTlYycHQdaa9zN92GvWY3Z1DT+HcYRijt4Xd5RpzUNZWAbDn7g48XbsPoPYCZdAv/ICTFsG8TDBr35YMzSTQDnLKoEFd/ZGqMzb1AfDbh2be7w9knRoLSHH6tDB2H6CnGWt0YxJrAofGBqs79YJuKkUPEAO27iFz2aImWe3NPKa1YrrEU2iZ98lCBYhvudX+F99wcEP/4uxluuQSnF/I3ttJzWxFO3PceOe19i9+P7WPWm5aDghZ/vpdT7Mk7Kpv0NzTSsHr1ywGAD6Tfu7LmdaDZOoTHHZckr6FZd3LNvEy/2vsi7T72OjsSg3El+Gcs7iPeSjVIuuj4CCg4WDPa9tJov33E2S1oUpw4aJcu5Hqc0JybUV6MpbqqUbHI2HNuFKeEzz8B70+XYP/8xi696Bzc+vZZbf2Nw5fqfYtpZ/H2avv8wuDF2KQ0Jxfkry5S85Qz/ztdX8FjcFD+uox9jkRJMJy/DUNQnwqRjIQ72FXn5UA5fe6Qi9qTfC5Xpdf9wgm7HMpnfECU0S0Zb5rKxCqGfrCQ4Ow68p58m6OzEWbMGNcUSRwBO3KbQbxx1WhMqVxT62ieIpAm6IpiUqaTVOPJBloqadOdhvEHTcxa5UwvGhjG8HF44g3I02UIbYXtio2YDmpJhOvtdyn4zIasXI5FBZXuYlyjzm5c6eB9ASxQO7sfoSGFfdTH+5i14//pVrNddhFFXKR3kRGzWvPVUFpzRwdZbt/PwLU9Uuqf6pi71lnnpx5W8SxMN0E6zT+cR9ynO6DiDxlAdoTqH0xaexnee+i/+4ZG/482L38I5Ha9HKYVRymI4OZwXtqM3hNm7ewX/9XySLX2vsKb3LAolg3NWRYhUa1B6foBZrXc5We6muzHnz8dZs/qY7xv/zKfJbfoV8b/5PMuu/Qy3bFnNa5qXYu7Yjr7ua7x81ZvYUQcfPB80rQR6aE4zt+wTtk0ak+ExnuH4GiuPlpRgOnmYhqIlHaE+HmJfb4FdXXkMpUhGrAmtXyx5AcWyjxfoysB6zKEjEyIetgjbpqTPmCWOVgj9ZHTyv4IadCS/2fTk0nUiDqHo+CfnsBXCDzy0HSWwE/huZEhaDQDbNEhGTFzvBF/ZEpQJYg1oHaY3H2dBw8RGzQbEwxbKUJT9OBqTINlMKBLQHnZ5fG8jftmG1ihG9y6UBjPRSej6D0Euj3/Dn494vHR7ktf/3qtxojbDZzODsmbXHfsmtLj00OM9PPHV5wDYd98hDm3rwQwbLK1byp9s/FNWZFbywx0/4BtP3ER/qR+jcBDD9Ik4O1GGoqtvEftLWdJ+A7e/2Mq6xSZNaRvHOJJ0tq0uMunFykGhgLvlgUoKjczYtS3HEm9ppOfDH8N87hkuffpedndDp5eCR3cC8D/x9TQlFeessEbkNINK6ozFTfHjnjZjLFKCafawLYN59THWLczQkAjRlSuTLXoj9guqCWW7cyW6cyUCrWlLR1jVkebMJQ2saEvRmAwTcSYW3ImTx/EqhD4TJDg7DtzNmzFaW3FWH/tIxWjsiEWsfvz1OmEzgl8t1O3HW9AFE0ONPFBjYYWlDHz/xIwBK6+AdlIoB3LFdkK2fUyjZlCZ2myIhyiUwPOb0GEbKx6mI1ok0AbFzhC6JUrsyf8l9uNP4+y+E3N5HdabL0Bv2YL/69tGtstQlPKjp9Io93k8+oWnePKmHbzw/V3sufsAXU/2kt9fJKhOiRx6vIeXfrybcrZygvDyPrt+uZ9DW7sBiDtx3rvqfVy59Cqe636WGx/6Ejs6H8Xo78VcaOLnTYrFDAfLOXr3ngEozju9DlA4hl25xF9BU3Jy6TMASlu2QKmEs2H9pE5EIdskuPxKyitXse7H/0W8mGX7foW/vZtSKsn91nzedqYm0IsYntMs53qko84JS50xGinBNPuEbZMlzQnWLqgkae7MlsgWPXpyZbpzld9TEYdlrUnWL8ywdkGGjvoYyYg9Y18SxIkxmwqhy7TmNNOeh3vf/YTOfh1GQ8O0PKZpmxMKzhyrMq0J4EfqoNvGD8IoVUbryglS6wDLMKlPhdnbUyRmHv9DwPBd3NR8IERPIc6y5mMbNRvQkKisPfGDemx7D0G8mUV1B7mIXxF5cSdqYwYMUIVOwr/5LvoMRfCuK/G3PIz/DzegznwtRmzotFukLkyhuzjiuYywQWZVmmKnS98LWTofG/QNXUEoZVPKemhv6AeB9jQ7f7yXjvMrue2UUryu/WwWp5bw7e3f4iu77+fThYNk3pbkmZ1L+Mztp9BdWAnAijZNMupQ9IpYpkVfwaMlFZnSEH3xrk3gODhnvmrSj9GQjHDgE5+l6X3X8J6H/o8n172b1z/4JI+1n0ZzSnHWsjo8f2hOs0BriuWAFW2pGR+dkBJMs1MsZLG8LUVrocy+ngKJiE0ybBNxzEmvSRMnt8GF0E/21Cgnd+trUPmJJ9DZLPaaNSOKSx9vlnEk0NJ2lMAK4RcTKNNl4MrNAI2E0K7NAAAgAElEQVRlWsRDNhHbpOQd3yFg5RcJrBiGo8gV23FMi7r45C5bH5ja9IIIgY4RRBPMbyjxEfUtjL39YBtQH64+b4nw4z/GTHbh/MHvQk83/o1/MeIxT7tkGaY99P/JtA3mXdpMy8UZVly3iLV/vIL1f7aSUz+whMVXddB2TiOxjuiIwGyA21Uasa0t3safrPhtzqlrpD20C2yDf7nvNXQXHCqL3hTP7YNHX+wnYkXRWuP5Ac2pqa3Vcjdtwl61CmvRwkk/RjLq4C5YQvnqd3Le0/dw3Z9/DNXbz/IdT/CR0hb8YAEMu/p3plJniLknGbFZ1pqkNR0hFrYkMJvDZlMhdAnOppl772YAQuvHz8Q+3SxlcfgkqRReohWKAeViC4bpogyXQAdYVBbBNiTDlKt5z44X5RXwEq0EyqEnH2dBQ2zSUwtHpjZ9yn4L2CZ2LE4TB2FfvrJT65ERRpXvwrCzWGtbsd7wGvSv78B/cPOQx5y/oZ11b19FpK4SBEXqwqx7+ypOf/Wp+NrH15URMzNkEmuLUH96mvbzmlnytnk4qdGn60L1o68PjJYO8Z5MA22LHYoFg0d2Lhlyux8Y/HJrD1ErSr7kU59wDpdumgxv9x68557HWb/umIp9j2i3UzlevMVL0UDMrfR10s2x8uvfxvzZHUOft5o6o30GUmcIIea2uphTyed5kpPgbJq5m+/DXLgQa+WKE/7clZGzIwelH86ADgj8BKXCPLS2UEYOszrcG6nmzjpeCyiVX0JbEVTIIO+24Vg2mUmOmg1oTIYoeQF+kAIFfrSJHrMeDhXBC6DlyPosHalHl2OY4f3Y770alY7j3/iXBMWh05jzN7RzyafP48ovX8Ilnz6P+RvacUyHtlgb+XJ+zPxn7W9oxrCHBprKUix527yRO+sAy92Ls/tZWJbmgWdOwQ9GXr6fL5qErUopkrb01IIb9+67ASZUsuloLNOorBv72j+NyI5nllz4yt8N2dZf9JjfEJsVV0wJIU4u8XAl1crJXghdPj2nkXZd3AcfxFmzBqOubvw7TLPB05oA2omhzTD4ZbR2KBfbKbopHLMEVKbe6qsL84PjsIjS8HJ4sRYCZdOdSzKvPjrlBbnxsI2hFEFg4fkN6FCI37S8ndKp1Xxyr2mGj61Cn15PcdVVgIEObKz6XpwPXQv79xF89YsTeq5kKEkmXE++PHry3YbVaRa8pf3wCJqdtFh4eTutZ41ca2iUchh2jnDpWYha/OK50Ws8GnY/XmAQD1vEw1ObEnTv2lRJhLxh45QeB6A+7hDpPDDqbeFD+488Z9knZJk0zVDqDCHE3DaQeuhkn9qUBSHTqPTwI+C62GtXz8gi6MGJaE3DrExtxpux+3YRmGlAUS4nwc+A6gOy2FaMhkSIQ/1FotO4Pkj5ZbQRQkVscqU2bMumITH1E7ZpKOoTIXpyJSyzEds5ROasJli6AKxqepB0CN4yH/VKFPJAEELZWezXnoJ31lr8n/2A4OLLME5fe9TnAmiKNpEv5yj5Lo45ctSvYXX6cD60cs4j0jD6lKZR7Mb0e7Ca8mg/zg63G5QHelCfqzKZjq143jnMa55aDUrt+xTvuYfQmWdiNk89EXI8bPNMPENTtmvEbQfjGQbGK3Ouz8r2lFwVJ4SYMZVzmssxJgWoKTJyNo3czZvBMHA2Tn2kYrIGEtEO8GONoEyMQidGsQcCHzOIQ2kJ+Gkw+klGFJZpTL08SuBhlPox3R6U71JOthMom55civnTMGo2oDERouwHBDpOoB1WL70HxxnaduUYhJuPrC/T5ShG5BDOB98OsQjeFz6L9kZPozGYoQza4u2U/PK4BdJ1oDHDo2catwq7cXY/j1qRotBTz8XzLOzofiAANIbdR3r+XZy/7BQitk1qkqWaBpS3Pobu7cXesH5aEiFHHJMfvvZqiubQ4LNoOvzodVcDldQZqah91EL2QghxvM2GQugSnE0j997NWEtPwV6yZPydj5OBRLQDtBOjMO9VuC3rKCc7UJ6Lke+EfA+49VBegGmWaEppipNITKv8Mobbi+H2YPglvFgLbuZUik3rIOJQKLViGhb1U1xrNtiRqU0oey04du/oO8Z8VO5Q9Q8D7TtYbS7O+66AV17C/9evTOj5wlaY1lgLuXJ+3H1HLbHll7C8Q4Rzz0I6xMHsUtbE2zDcRhL1z9O07qssWvsD3rhyJYujZ9KRiUz5irPi3XeDUoTOOGNKjzNAKcXi33knN73+Og7EMwTAgXiGm869jnm//Y5KybJywMLG+IynzhBCzG2DC6GfrGRac5oE2SylrVuJXHUlRio1/h2Ok7AZoUf3DN2oDIJwkiCcJBepw0guhFIe+l6BfhdUmlikl2Skn4IbJmQffeRD+UWUV0QBgRXBi88nCCUIrCgcPjH7aEx6cmkWNcamNefM4KlN06jDD9JYZs/IHXvLhJ76AcWNv1v5O3BQVg7ngpX495yGf+t3CS56M8bS5eM+ZyqUJlfOkS1nidqxUfdRMOICAaBSssnowa7rQQfNHOpqZ0dXBNdzuOa0ZZzScR4AfcUsMSsyLYGse9cmrKVLsVeM/9om6i3rO+h999V8evXZdGZL1McdrjpzHmctbaQnX66kMpDUGUKIGtCYCPHCgSzhk7RuqnySTpPSg78Bz5tU/cLpNDgR7egUZjgF0QZIz4dyEYrd0L+buuAZSv5LGCpeWaM2UBxdg/ILGL6LBrQTx0suwneSaCsMBChKGKofg+DwtY350jwMw6Y+Mf0T/42JEAd6i2hCdGXfSjr2HRzryDSl1lB+ug77pXsoLbuEINle2e5FMSJ9hD54GfmP/T3e33wG+xvfHTcnnVKK5ngL+Z4XKQclbGP0tWXKHBmcmfkDhPc/h1qZwO1L4Pthtu6O4pgBC1sbD++XdzWrWxJTDmSD3l5Kjz5K9Oq3Y6THrw86UbGQxcZF9Vy4qnXIdkmdIYSoNSd7IXSZ1pwm7r33gmVNy5VxUzH8is0RlMZUg75J2GFItELbRsJLrsbKXEk/KSx9EMPtrkxXlnoI7Cil9FLcxtMp1y9Exx0Mp4hl9GCqHFqHKPutFL1lFMqnky9toDtXz7z66R01GxAP21imIgg0vYXLuPvpt7K3J43W4JWioKE4vwWsEKHttw7uALQXxlxo4LzrTbDjWfz/vGlCz2kpi/Z4B0W/hGbocLkONBhq5LSm1jjFPYR6noGWKN25UzCUYuveJCtay1hm5SKJQGs0mtZ0YirdAlRz7fk+zjTn2nMsg2jIojRsqkBSZwghas1AIfTuXIm+QplssUzO9SiUfNyyT8kL8PygZlNuyMjZNHE334d96sopZWKfDkMS0Q4T6ADLsDDUGCdR06apZRmPuhmC8F7ixg60NtB2uDqKpkAb+EGcIEgQ6DBah9DYI57T8wMMpWg8DqNmUJnabIiH6Mq5xI04xfIGrvi7tfzF2btYNS9ENHYndR1P0LfxXJJbfoHb9QJBZnHlztpGmWWcS5fj3beC4L+/SfCGizHmLRj3eaN2hOZIE/vzB0g4R0pBaV9jhkb2q/IKGPRgxw8ALRzoms/eXoeuYogL5h2ZPs4VPRqSNjFn6v1V3HQ3KhLBOXN61psNVh932NWVx7EqI4eSOkMIUauWNifJFsuUgwDPr5yX/EDjBZXArOSDF/j4h1NJKQbnClVjnEtPBAnOpoHf1U15+3ai77oWIzb6eqQTZXgi2sH8wB9zOm6AbRksbEjy/H6FkchgmP1oP4rWIQIdAkafvw+0puQFFMvB4StkFjXFj2t9s/pEiP29RcCkLd0E7OWlvhCrCMj1n0Xc3YF9lof/aILwtu+RP+fjh++rvQhGIkv4wxeT/4Ov4r3nbeB70NSC+f7fx7zw0jGfty6cIeflKHgFIlYliUTgaezEyL4x3H5CnU9iLI3hZcMU3TiP7YlgKM0pbZUpR601rueztC455cX0WutKyaa1a7E6Oqb0WKNJRRxeDo5cGJFzfVa0JSV1hhCi5sTCFrEJ5IvUWhPoSr5PX2uCoJJ6PGTP3GyAzENMg9L991emr9asmemmHHVa09c+jjF+moOGRIhYyCLnxvD8dvygjkBHGRyYBYEm73p050qVYeN8Gcc0WdAQY1VHmjMW19OSioz9JNMgHrYxq1ObsXATyQjszKUwynmUGaF7z2uJJLvpP/81WAefxNy/fdC9FdqL4L/8bOVPr1xZqLZ/L/6XPo9/+8/GfF5DKVpjrZX6l9UrY7WvsUZJo2Hl9xA6+DR6fpy+3BIUikf2pVjSFBAJVQLlYlkTDfvUx6Y+penteAF/1y6cDetR4ekfzYqGLAxVCcYHUmfUxY4e8AshRC1TSmEaCtsyCNsm0ZBFLGTN6JXnEpxNA3fzZgiHcc6Y2fVmUMnLZRkWfjDyooBABzjm+CdSw1AsaopTKPmHR8E8PyBXDca6siWyRY9YyGZJU5zV8+o4c0kDp3akaE1HSETs4zpiNmBgajNf8tj8bJZCCX71vMMHftrB3S+EKJdOJd/TTmJ9H6W6Bpxt32PIClFtUfr3e8Ef1lduEf+mrx71uW3Dpj3eRqGcRxOgdYDhDAvOAh/L3UsoshtlKA52z6crp9jTH2P5vCMjrCUvIJNQRO2pL6h3N20Cpl6yaSymoUhXs2+75YCFDZI6QwghpptMa04D997NOKtWYbW3z3RTAAgZYXztYw6bgqyMnE1sTVMyYtOYDLGvt4hlKBzLJB11SMccoo5J2DZr4qRcnwjx0627+d8HX6FcjbEO5m2+9qAJCs6zzqM5+d+4b1lN9D9/hbv7YYKOI0G0Ptg3+gMf2Dfuc8edBPXRBrqKXYQIYVhD+8Mo5XD6nsVYHMYvWvT2Z9i2tzKauLw9CUDZ14Rsg2hIERqlAsGxKt61CbO9DWft+NUPJqshHmJ3d55FjYkJTRkIIYQ4NjJyNkX+3r14O3Zgr12DihzfabyJCluhUdNpBDo4vJB7IhY2xDm9I826hRk2LMqwpDlBfTxExJnZ4d7BEmGbnz22d8QVhK5v8J2tMXy/gb5Da4ku7qW0dB7Otu8RDBpVVI1j5KRrmFjJo8ZII1bJpqxKIy4IMNwuIvsfQy9JksstBODR/Wk6Mpp0rDK9XCwFNCYsUMaERjWPRrsupfvvx16/HqNhZH3P6RIPVwrYt9fVxvEuhBCzjQRnU+Tedz8Adg2sNxvgmKFRpzVBYamJJ+SzLYN0zKnpJH6GoejJlUa9rTNfObxzva/Bc+OoN83HKezDf/6ew/s477kQQqOsw7MsdGn0xx2slCvTnmonvDBELshR8kuHp4Ktwh5C1iso26C7bxG5vM/zXSlWdByZvgy0JhLWhM3Q0BQnk1D6zUPoQgFn/fpx87ZNRdgxWdWeJlTDx4UQQpzMJDibIvfee1GJBM7GDTPdlMPCVniMRLQaY4oBQC1qTI4+HdgQ8UCD1ja9h87FThcpvW45iWd/RDZfBMA5fy2h6y9HNaVAVUbS1KWXwd7deJ/5Y3QwdvmPYp+LE3HoWNHKqS2n0hJtxUDR5/bRlzsIB7dizlcEJYND3Y08dbAy0rSio7LwP3rbnWx47/uo33AJqYvfQ+7W70+pH4qbNlVy7b3qVVN6nImwJaeZEEIcN7JgZAq01pX8ZqtXY7W0zHRzDrMMa4z8LGr8JLUnoQ9fsJS//uF2yv7QFCLLm3yMcpbAiVPMLaGQnU/o7N0Yj+xAPXsH7qpLCVkGzvlrcc5fCwQYHMQrLqPQ1ELwra/j3/iXWB//7JDH1VpT7HOJ1EWoX5DGMA2iRInaUVrjrXiBR7H3FayuZ2BDmly2hbxb5OH9LdTHoTFpkrzjV7T+/VcxXbfyoHv30/vxTwAQu/KKSfVD8a5N2KeuxF6yeFL3F0IIURvk6+8U+Dt34u/ejbN2NcqpnXQClrJGz3SmwTRm38jZJWva+eD5pxxO6VAft1nUCPe/EmZHl1lN+6boPXgeytR4bzqVxpd/QWd3L14wuKcMApXBtJ/FueIsjDddQfDT7+P9+9cO76EDTbHXJd4Yo2FhHcYoV6VahkW83E9YPwdRC8PbSExHefpQhhUdEQpegcZv/PuRwGzgsQsF+m/4wqT6wD9wAO/JJ3HWr8eIx8e/gxBCiJo1+4ZRTiB3830A2MfxyrjJGDMR7fDSTbPIZRvmsbgpQSZeCdAK5Vf41C27+fKD7Xz5gl2EolH8ch39XWeQXPkAtEP9K3dyyH4zjenwketatQ12Ett/HP3Bayl1dRJ862v4DY2oS6+g2OeS7kiSbEmMfVGE1nDwEWgpgp+mt3cez3SX8QPFucsXszgTwznYOepd/T17JvX63bsr6+js45RCQwghxIkjI2dT4G7ejFFff1zTFkzGaNOa45ZuOsnFQxaWqQ6X4YjYrXz0IpN9/Sb/9uiR4t/Z7o14pST+ZcvI7LoDv9hHT7Y0JJTVQQQVNXHKj2D/2cdRK1fh/91f4955J5kFaVKt42TyL+Xg5V/BijQ6304+5/PQvjpSEZMlTTFCP//pmHc1GhvHvO1oips2oVIpnI0zn2tPCCHE1MzOM/UJoIOgst5szWrMpomlXThRDGVgGuaQKzYnUrrpZGYYiuZkhJzrVbdYLGtZwBUb4c6dKe5/obJVa5veg+diZhTGGSlaXvklWdejr1ge8njaS6KSLk5xK8Zf3oBubsP88mdwdj83fmPcXsg/DOkQZe90ym6Wh/cmeHWTTfRTf0rks3+G39gEo0yFB93dFO781TG9dh0EuJvuxlm/Dqu19ZjuK4QQovZIcDZJ3jPPEHR24qxdg7Jqb3Z4IBHtgImWbjqZZeIO3qCLArygnqvODLG0Cf75oQwHspXDvZhbTCG7CM7rINWzmXjQQ2+uTL48+ApXhQ4S6FgXKruNzLe/hZFM0Pnu36b84s6jN+TQNmjoAQ3ZvoU80+Ow4sXtvOdvr8f69R30X3E1xr/9J+kv34jZ3g5KYba3k/jcZzHb2+l6z+/Qf9M3Jvy6y9u3V47FDRtQ9uz+PxZCiLlAgrNJcu/dDNRWfrPBhieiDXQwLRnoa1msOrXp+QPpL0wCvYDrLwGtFf9wb4yBm3oPnAumibqojcyzPyFkG3T2u5QGB3clRaBDZE7JE40dpP7m74Dn03n1O/AOHRq9Eb4HO34Ky1OQbyB70CV809185hd/jxmJUPzsX9H9wevJnLaM2JVX0PLgFtp3vUzLg1tIvv93abrt5zhnbKTvc39B959+HD28tNQo3LsGSjbVTjoXIYQQkyfB2SS5mzdjtLbWRLHz0QxPROvr2T2tCZWpzdZ0hKw7eDo3TUMixvvPgac7w3xvWyUBrO+l6O86A7UqTTK6Dbt/L6ah6Op3CYCy66MUJJobsRM2+Dtx0iXqv/VN/EOH6Hz7OwhyuZGNKPVDz33QEqW0ex7qw//C6fdv5jdnvJHiF/+O/IWXEknGiYVGH2014nEa/vd/iF7zDvL/fTOHrnknQX//UV93cdPdmIsXYa86bdJ9J4QQonZIcDYJ2vNw79+Cs3YNRn39TDdnVMMT0R5r6aaTVUsqgmmoQeWcDErefM5eZXDuogLf2xblyQOVqb/+7o14bgIuncf8h/+G5Xd+mIX3/jmlpzZh2AaJliS2bYJOQLwE+WcJLa0n849fwXv+eTrf9W50eehaNfp2oVOVKy673nsHfr7M5y75Y3o/8ocEy1eScz1aU0cve6RMk7ov30jyM5+itOUBDlx8Kd6uXaPuG+RylB56qJJCo65uSn0nhBCiNkhwNgnlx59AZ7PYa9Yc1zI5U2EZFujBVxQeW+mmk5VtGSxpitNXLB8uoxToJH6Q5nfOtWmOlfmHzQmyrgJtUdjWimoIY/zRStRn1+N8uI0G8ydEuh7GOpwFX4GOQaIAnduInL2O1F98jtKDv+HA5W9l35mvZnfHfPad+WryN30atSyB91wJ3bqA//nI9Tw171RWL2tBa43WkI5NLEhOfOhDZP7tGwQHD3Lg4ktwH354xD7u5vugXK6sN6uReqdCCCGmpjYjixrnbq6sNwutr92cUpayGJpNY3aWbhpNJh6iKRmmvzgwcqgoeR1E4hYfe20f3QWDrz2YQGuI7tkMgYaIBUpBOoTxlnas7I/whpRuskCZkCrCvkeJv/OthC54A95jj+Pv3g1a4+/ejX751+j5cfzO+ZT/8DzuLSzm1PYUEceiWPZJx5xjqkkZuehCGn74A1QoxKGr3k7+/24dcru7aROEQoTOPHPqHSeEEKImSHA2Ce7m+zAXLsRauXKmmzKmkYloZ2fpprEsqI+htT58cUCg43hBA4sXJbl2VSf3vxzizh1hjLOTYAwbcXJMzLOTHOofmsEfHQGzBDEX9jyE9+RTQ29XmsiFIZShYP75vBhkONAP6xdWphsL5YCWVPiYX4uzcgWNt/0Ca9kyuv/genpv+MLhUcHiprtxVp+OtWD+MT+uEEKI2iTB2THSxSLugw/irFmDUZce/w4zpBKIDQo6ZmnpprGEbJNFjXF6C97hbWW/HZwwl51WYnVzkW8+FIfUGFOMKYf8/p30F0tDt+s4hPvAKuLvHZrN32lxMU5P4e/zcLMhHtjfigLWLqwjCDSGUiQjk0t1YTU00PTjHxK+6CKyX/1HDlz6Zvau34j/4ouUn3qa/M9/ManHFUIIUXskODtGpUceBdfFXrumptf4GMrAGpyIdhaXbhpLYzJEXdQmW6wEaFpHKHtN6FSGj23cjWNp+vvGGMkqBSza9Dn8X3+DcrZ30A0KgijEujGbMkPuElnuopckcTdBvlzg4V0pljTHSUcd8iWPxkQIa5RanBOlQiEy3/xGZTr18ccJ9u+vvK5slt6Pf4Lcrd+f9GMLIYSoHRKcHSP33nvBMHA21n5OqYFEtLO9dNNYlFIsbkpQ9oPDZZ3KfhvaiZBOhvnoGZ3cePtleOWh/aIDUCETff06UtbDmP/9UfTWn1RymAGVkrQWievfiAoNjLxpIhfYKNuAxAZeykV5qStgw6JKAFfyNI3JY5/SHO01eU89PWL7VIqmCyGEqC1z62w9DdzN92EtXYq9ZMlMN2VcA4loZ3vppqMJOyYLG+P05CspLzQOJX8eQbKOV7V0Y7rL+fwPr2J/b4pAw4HeFPc/8WYOvnw1vpVG/dYSgncsQz32bbjlj+ClRyoPrMPE3nQaqc+8E7Mpg93gYa5LoosKtXw9D+xvB2D9wgyeH+BYBvExcpsdq7GKo0+2aLoQQojaMndWiE+DIJultHUrkauuxEilZro543LMEL7bgzIUYXPqozYnq+ZkmIN9RfKuRzRk4fmNBPYeAivCknSef3pwDb984kjx+pCp+dCr+jmneC3xzMMkFz9AcP16uLsT46d/BfPWweveA3XtxC5bQuyNX4LN/wrLd6C8ZbhBkYdeSdCRsWhOhenJl+moi2AMv/Bgksy2tsoVoqNsF0IIcfKTkbMJyt36ffaf9TrwPIq33XZSrO8ZSEQ7F0o3HY1hKJY0JSiWA4JAAzYlfx5+OsMt25LooTlHcH3Fd7bGAJNs15nsf+lduKVWjDek0X/wOvB3wnf/CO75d3j8frj5tyD3y0o6jp0+u9wkzx0os25hZUozCAIy8enr/8QnP4GKDE1kqyIREp/8xLQ9hxBCiJkjI2cTkLv1+/R+/BPoQgEA3dNL78crJ8LYlVfMZNOOaiAR7Vwo3TSeWNhiXn2UXV156mIOXtCAbddxKO+Oun9n/sj3Fr9cR9fuqzAj22lquxf1u6fAUw7c+jPwqulKXtsB5QD9k++zr30eWs9nw8IMbtknFraJTtOUJhw55vpv+AL+nj2YbW0kPvmJmj4WhRBCTJwEZxPQf8MXDgdmAwYWYNfyCXEgEe1cKd00nra6KIf6XYpln7BtUvIXUB9/hkPZkdONmWgwbIvCy6/ihWcWsHDhA1inboPW0+GJQ7A6U0nJ4QWopTHWPvlt6uOXsqAhSk++zJKm+LS/ltiVV9T0sSeEEGLyZFpzAk7WBdhHEtHOjdJN4zENxZLmBDnXI9AaP6jjmteECJnDA7FKmaXBo2dQKSBgqxiv7Dwfv/sasDSc0wrpUPVGE96ygMypZdZXpzQ1kI7N3SllIYQQx06CswkYa6F1rS/AriSdVcyl0k3jSUZs2tNR+goeYPCqU07hg68v0hgpo9A0RH2uPDVPvqz489vS7Okb2m+WaeD5moOdraBHefs4JsEb5rF+YR2Fkk8m5uBY8jYTQggxcXLWmICTdQG2qUwswyTQek6VbhpPR30U01CUvAA/SHLWyha+fsXL/N81u/nXK7q4dl2ez1/QS8lXfOqXaZ7vHNp3Ucekt1BGJ0bvUzNlsaw1iVsOaE5FRt1HCCGEGIsEZxMQu/IKUl/8AmZ7OyiF2d5O6ou1vd5sQMgIo3Uwp0o3jccyDZY2J+gvltEaSv58gkQjyssd3mdJvcdfXdRD2NJ89o4Uj++rll3SGrRPxNR45dHXknXnMigqV4kmwhIUCyGEODYSnE1Q7MoraHlwC+27XqblwS0nRWAGEDIdTGXMudJN40nHHJqSYfoKHoGO45oLIGRiuD2Ybg+G20tHqIsbzn2JpmiZv/p1ki07PIxSP4ZfwFY+XfteRRAMDb4KJZun9ryLnOvRnApPqVyTEEKIuUm+1s9yISuMZdpzrnTTRCxoiNOd7aLsByg1Hzt1AB3YgK4s8AfiRsDnWhVf+Knixi2tvO9cxUWnK0Ch1AJ2d9fRVncHhuqhJ5/hq7+4gMs3vpl8yad+GnObCSGEmDskOJvlwlaY0BzPcTYWxzJY3BTnmX391McjuCzBsnrQ2kJjV/4NLBzb5k/fpPjH2/fyjbuydGWbuGx9KygTz1/Hrq73sbAhxnu+voVTmuIYhsKxTOIypSmEEGIS5Owxy1nKJGxFZ7oZNas+ESLT75ItlomH2/D80a/AtUz46IV1/Bg/KHEAAAs8SURBVPvdL3DrQ/vpLcC1r12IZSocy+OeZw7Smy+zflGGXNFnfkMMpaanXJMQQoi5RYKzWS5iRclEJEgYi1KKRY1xHn2pC88PjrpGzDINfvfcJSTCNr94fC/9RY8PnLeEWMhi264eDAVr5tdR9gLqYvYJfBVCCCFmEwnOZjnbtLFNCRSOJuyYLGqM88KBLJn40aeAlVJc85oFJCM2//PAy+zuylMo+XTlSlim4pGdnbzmlEYijry1hBBCTI6sEhcCaEqGSUZsOrMlimV/3P0vXdvG61c0sru7QFeuBIDna759706e3tt3vJsrhBBiFpPgTAgqOclWtCVZ0ZrAVIqubIm+Qpkg0GPeZ9uu3hHbyr7mvzbvPI4tFUIIMdvJ3IsQVZZpUJ8IU58Ik3M9DvW57Ost4AeaaMgkbA/NFdeZLY36OAd6iyeiuUIIIWap4zpyppT6plLqgFJq26BtGaXU7Uqp56r/1o1x3+uq+zynlLrueLZTiOFiIYsFjTE2LMqwfIzRtPox1qc1p8InsqlCCCFmmeM9rfkt4OJh2z4J3Km1XgrcWf17CKVUBvgs8CrgTOCzYwVxQhxPA6Npp8+vY82COpqTEfqLHl3ZEpdtaB9R1DxkG3zoDUtnqLVCCCFmg+M6ram1vlsptXDY5suBc6u//wdwFzC8gvgbgdu11l0ASqnbqQR5Nx+npgoxrljIItZo0Z6J0JsvkQhblMoBP3tsL925Eg2JEB+9cBkXrxk9V5oQQggxETOx5qxZa70XQGu9VynVNMo+7cArg/7eVd02glLqA8AHAObPnz/NTRVipMFr05Y0J7hs/TwO9BU5tT1FTKoCCCGEmKJavVpztKypo142p7X+utZ6o9Z6Y2Nj43FulhBDRatr0zYuzkhgJoQQYlrMRHC2XynVClD998Ao++wC5g36uwPYcwLaJsSkSKkmIYQQ02UmgrMfAQNXX14H/HCUfW4DLlJK1VUvBLiouk0IIYQQYlY73qk0bgbuB5YrpXYppd4H3ABcqJR6Driw+jdKqY1KqW8AVC8E+EvgN9Wfzw9cHCCEEEIIMZsprcfOgH6y2bhxo37ooYdmuhlCCCGEEONSSj2std44fHutXhAghBBCCDEnSXAmhBBCCFFDJDgTQgghhKghEpwJIYQQQtQQCc6EEEIIIWqIBGdCCCGEEDVEgjMhhBBCiBoiwZkQQgghRA2R4EwIIYQQooZIcCaEEEIIUUMkOBNCCCGEqCESnAkhhBBC1BAJzoQQQgghaogEZ0IIIYQQNUSCMyGEEEKIGiLBmRBCCCFEDZHgTAghhBCihkhwJoQQQghRQyQ4E0IIIYSoIUprPdNtmDZKqYPASxPYtQE4dJybM1tIX02M9NPESV9NjPTTxElfTZz01cScqH5aoLVuHL5xVgVnE6WUekhrvXGm23EykL6aGOmniZO+mhjpp4mTvpo46auJmel+kmlNIYQQQogaIsGZEEIIIUQNmavB2ddnugEnEemriZF+mjjpq4mRfpo46auJk76amBntpzm55kwIIYQQolbN1ZEzIYQQQoiaJMGZEEIIIUQNmdXBmVLqYqXUM0qp55VSnxzl9pBS6pbq7Q8opRae+FbOLKXUPKXUr5VSTymltiulrh9ln3OVUr1Kqa3Vn/83E22tBUqpnUqpJ6r98NAotyul1Feqx9TjSqn1M9HOmaaUWj7oeNmqlOpTSn1s2D5z8rhSSn1TKXVAKbVt0LaMUup2pdRz1X/rxrjvddV9nlNKXXfiWj0zxuirLymlnq6+v76vlEqPcd+jvldnmzH66nNKqd2D3mOXjnHfo54rZ5Mx+umWQX20Uym1dYz7nrhjSms9K38AE9gBLAYc4DHg1GH7fAT4WvX3a4BbZrrdM9BPrcD66u8J4NlR+ulc4Ccz3dZa+AF2Ag1Huf1S4OeAAl4NPDDTbZ7pn+p7cR+VZIuDt8/J4wo4B1gPbBu07YvAJ6u/fxL4wij3ywAvVP+tq/5eN9OvZwb66iLAqv7+hdH6qnrbUd+rs+1njL76HPAn49xv3HPlbPoZrZ+G3f5l4P+NcdsJO6Zm88jZmcDzWusXtNYl4LvA5cP2uRz4j+rv3wPeoJRSJ7CNM05rvVdr/Uj1937gKaB9Zlt1Ursc+E9dsQVIK6VaZ7pRM+wNwA6t9USqd8x6Wuu7ga5hmwd/Fv0H8NZR7vpG4HatdZfWuhu4Hbj4uDW0BozWV1rrX2qtveqfW4COE96wGjTGcTUREzlXzhpH66fq+f9q4OYT2qhRzObgrB14ZdDfuxgZdBzep/pm7wXqT0jralB1Wncd8MAoN79GKfWYUurnSqnTTmjDaosGfqmUelgp9YFRbp/IcTfXXMPYH3ZyXFU0a633QuULE9A0yj5ybI30Xioj1aMZ7706V3y0OgX8zTGmy+W4OuJsYL/W+rkxbj9hx9RsDs5GGwEbnjdkIvvMCUqpOPB/wMe01n3Dbn6EypTUGuCrwA9OdPtqyGu11uuBS4DfU0qdM+x2OaYGUUo5wGXA/45ysxxXx0aOrUGUUp8CPOA7Y+wy3nt1LvgXYAmwFthLZcpuODmujngnRx81O2HH1GwOznYB8wb93QHsGWsfpZQFpJjcsPBJTSllUwnMvqO1vnX47VrrPq11tvr7zwBbKdVwgptZE7TWe6r/HgC+T2VKYLCJHHdzySXAI1rr/cNvkONqiP0D09/Vfw+Mso8cW1XViyHeDFyrq4uBhpvAe3XW01rv11r7WusAuInR+0COKw7HAFcCt4y1z4k8pmZzcPYbYKlSalH12/s1wI+G7fMjYOCKp7cBvxrrjT5bVefY/w14Smv9t2Ps0zKwFk8pdSaV46bzxLWyNiilYkqpxMDvVBYmbxu224+A365etflqoHdgumqOGvObqBxXQwz+LLoO+OEo+9wGXKSUqqtOT11U3TanKKUuBj4BXKa1zo+xz0Teq7PesPWuVzB6H0zkXDkXXAA8rbXeNdqNJ/yYmukrJ47nD5Ur556lciXKp6rbPk/lTQ0QpjLd8jzwILB4pts8A330OipD2I8DW6s/lwIfAj5U3eejwHYqV/FsAc6a6XbPUF8trvbBY9X+GDimBveVAv6pesw9AWyc6XbPYH9FqQRbqUHb5vxxRSVY3QuUqYxavI/KWtc7geeq/2aq+24EvjHovu+tfl49D/zOTL+WGeqr56mskRr4vBq44r4N+Fn191Hfq7P5Z4y++nb1c+hxKgFX6/C+qv494lw5W39G66fq9m8NfDYN2nfGjikp3ySEEEIIUUNm87SmEEIIIcRJR4IzIYQQQogaIsGZEEIIIUQNkeBMCCGEEKKGSHAmhBBCCFFDJDgTQsxJSqm0Uuoj1d/blFLfm+k2CSEEIKk0hBBzU7WW7E+01qtmuClCCDGENdMNEEKIGXIDsEQptZVK8teVWutVSqn3AG8FTGAVlXqEDvBuwAUu1Vp3KaWWUEk43AjkgfdrrZ8+8S9DCDHbyLSmEGKu+iSwQ2u9FvjTYbetAn6LSu28vwLyWut1wP3Ab1f3+Trw+1rrDcCfAP98QlothJj1ZORMCCFG+rXWuh/oV0r1Aj+ubn8CWK2UigNnAf9bLQ8KEDrxzRRCzEYSnAkhxEjuoN+DQX8HVD43DaCnOuomhBDTSqY1hRBzVT+QmMwdtdZ9wItKqbcDqIo109k4IcTcJcGZEGJO0lp3ApuVUtuAL03iIa4F3qeUegzYDlw+ne0TQsxdkkpDCCGEEKKGyMiZEEIIIUQNkeBMCCGEEKKGSHAmhBBCCFFDJDgTQgghhKghEpwJIYQQQtQQCc6EEEIIIWqIBGdCCCGEEDXk/wNbtfCXXk/pagAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# read in and plot results\n", "all_triplets_stats = pd.read_csv('data/serum_validation_summary_stats.txt')\n", "wot.graphics.plot_ot_validation_summary_stats(all_triplets_stats)" ] } ], "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": "3.7.3" }, "pycharm": { "stem_cell": { "cell_type": "raw", "source": [], "metadata": { "collapsed": false } } }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": {}, "version_major": 2, "version_minor": 0 } } }, "nbformat": 4, "nbformat_minor": 2 }