{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Cluster points along a spatial network\n", "\n", "Cluster a set of fake firms based on their network distances from each other." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import osmnx as ox\n", "import networkx as nx\n", "import numpy as np\n", "import pandas as pd\n", "from scipy.sparse import csr_matrix\n", "from sklearn.cluster import DBSCAN\n", "\n", "ox.config(use_cache=True, log_console=True)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# parameterize DBSCAN\n", "eps = 300 #meters\n", "minpts = 3 #smallest cluster size allowed\n", "\n", "# fake data: create n_firms evenly disbursed across n_clusters\n", "#n_firms = 31635\n", "n_firms = 30\n", "n_clusters = 3\n", "\n", "place = 'Piedmont, California, USA'" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# get the street network\n", "G = ox.graph_from_place(place, network_type='drive', buffer_dist=500)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Create a fake set of firms" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# randomly select n_clusters number of nodes from the graph\n", "np.random.seed(7)\n", "firm_centers = np.random.choice(G.nodes(), size=n_clusters, replace=False)\n", "\n", "# or just pick these three for consistency\n", "firm_centers = [53145241, 260707482, 53059187]" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "30" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# scatter some firms around the selected nodes\n", "xs = []\n", "ys = []\n", "for osmid in firm_centers:\n", " x = G.nodes[osmid]['x']\n", " y = G.nodes[osmid]['y']\n", " np.random.seed(1)\n", " xs.extend(np.random.normal(loc=x, scale=0.001, size=int(n_firms/len(firm_centers))))\n", " ys.extend(np.random.normal(loc=y, scale=0.001, size=int(n_firms/len(firm_centers))))\n", " \n", "firms = pd.DataFrame({'x':xs, 'y':ys})\n", "len(firms)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# plot the firms and the points around which they cluster\n", "fig, ax = ox.plot_graph(G, node_color='#aaaaaa', node_size=0, show=False, close=True)\n", "ax.scatter(x=firms['x'], y=firms['y'], c='k', marker='.', s=50, zorder=3)\n", "fig.canvas.draw()\n", "fig" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Regular spatial clustering" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Wall time: 3 ms\n" ] } ], "source": [ "%%time\n", "# compute DBSCAN using straight-line haversine distances\n", "eps_rad = eps / 3671000. #meters to radians\n", "db = DBSCAN(eps=eps_rad, min_samples=minpts, metric='haversine', algorithm='ball_tree')\n", "firms['spatial_cluster'] = db.fit_predict(np.deg2rad(firms[['y', 'x']]))" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "3" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(firms['spatial_cluster'].unique())" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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fJzAw8ENPSSAAXruG5XK5U0FOBw8eXLHuSSEhIcs+R319PXq9nuPHj9sco1AobDatEAg+BYQQvwdMJhPXrl1jcnKSixcvCpeZ4KMjMjKSkpISh5akpXvS/Pw8eXl573RNf39/gGVZr5WVlSQkJNjdVxZCLPjUEUK8wphMJq5evcrMzAxfffUV3t7eTh+n1+vf8+wEgtccPHgQLy8vfvnlF65cuUJ2djb5+fmMj48vGqtUKtmzZw9qtfqdXMByuRyFQkF3d7dT40dHRzEYDGzdutXuOKVSyezs7FvPSyD40AghXkGMRiO//vorJpOJS5cuLSjl5+i4X375hcePH7/nGQoEr1EqlVy4cIG9e/daK1319PRw7do1rl69usiFHBMTg6+vLw0NDe903fDwcOrq6pwaW1VVhbe3t8Moa6VSaW2RKBB8ioio6RXCYDBw9epV5HI5ly5dcrrknsFg4MqVKygUCo4ePfqeZyn41JAkiRcvXpCenk5tbS3j4+MYjUaUSiWZmZlERES80/nj4+MXtDmcnp7mxo0bXL58mW+++WZBbu6FCxfeuja0he3bt3P9+nUGBgYczn1gYIB169Y5POfbNo4QCD4WxN27Auj1en799VeUSuWyRFin0/Hrr7/i6uq6rOMEnw86nY6Ojg5+/fVXOjo6kCQJLy8vJEkiJyeH6urqFb2el5cX33zzDQC3bt1a8NpKiJ2/vz+SJHHv3j3UarXNcUajEUmSnFpoTE9Pr1j9aoHgQyCE+B2ZmpriypUruLu7c/HiRaer+0xNTXH9+nVkMtmyjhN8Xnh7e3Px4kUUCgXR0dGcPn2aI0eOcPbsWXbs2EFpaSmSJC06Ljs7m7a2tre6plKp5OzZs7x69YqxsbF3fQsLMJlMeHt7Ex0dbTclSqPRIJfLmZ+ft3s+tVrN/Pw8SUlJKzpPgeCPRAjxO6DVarl69So+Pj5cuHDBaTG1HOfu7o6HhwdVVVXveaaCTxkPDw+ysrJobW1leHjY+vvIyEibx0iSRGVl5ZIi7Qze3t74+vpSWlr6VsfbQqlU8vXXX3Pw4EFSUlJsjhsbG8Pd3d1h/nJJSQnh4eHCmyT4pBFm2FsyNjbGzZs3CQoK4tSpU0677X5/3OzsLHfu3EGpVFqL7ws+TbRaLcPDw0xMTDA1NYVer8doNDIzM4OLiwsymQxXV1e8vLys1arCwsKcunfWrVtHZ2cnubm5fPfddyiVStRqNS4uLksev3//fq5du8Y//vEPwsPDCQ4OZvXq1csqLJOQkLDirm9nUavV+Pv72w3CampqYmpqym6OsUDwKaD4z//8z//80JP41BgeHub27duEhYVx6tQpZDLZso87ceIEcrkcFxcX1qxZw4sXL5DL5YSEhLzn2QtWmoGBAW7cuEFtbS39/f3WgCqZTMbc3Bw6nQ4XFxeCgoKQJInJyUn6+/tpbm6msrKSxsZGBgYGMJvN+Pv727yfYmNjqauro6enh7i4OB4+fEhUVBQxMTGLxrq5uZGWloZCoWBkZITBwUEaGhoICAiw5vM6IjAwkMrKShITE/9Qi3NqaoqKigrrd2OpPHyTyUROTg6JiYkLgs0Egk8RYREvk/7+fnJzc4mKiuLIkSNOHzcwMMDdu3eXPM7T05Pjx49z584dXFxcSEhIWOlpC94Tzc3N5OfnExUVxd69e1GpVAwMDPD8+XO0Wi0uLi5ERERw6NChJcVseHiY9vZ2BgcHyc/P5/nz54SGhpKenk50dPSCsXK5nJMnT3L9+nVu374NwL59+2zOTalUsnHjRjZu3AjAkydPePbsGcHBwXh4eNDX10drayu9vb0olUq+/PLLBSl3rq6uKJVKent7/9A92IaGBubm5hgfH2fVqlVLjnn69CkKhYKsrKw/bF4CwftCCPEy6Onp4cGDB8TExHDgwIEVPc7Hx4fjx4+Tk5ODUqlc0soRfFzU19dTVFTEpk2b2Lx5szUauLe3l4iICI4dO+awqlpoaCihoaHA633d9vZ26uvrefjwIa6urmzfvn3BwiwgIIDo6Gi6urr44osvlhXJvGfPHq5fv87ly5cBkMlkeHp6kpaWRnV1NS0tLVbRtuDr60tra+sfJsQzMzO0tLQQFxeHUqnExcVl0ZixsTG6uro4evSoSFsS/CkQQuwkHR0dPH36lMTERHbv3u30cWq1msePH5OQkMCePXvsjvXz8+PYsWPk5uaiVCoX9YoVfDw0NjZSVFTE1q1bre0Ei4uL6e/v5/Tp01ZxXQ5yuZyEhAQSEhIwmUw8f/6c58+fU1lZyZkzZ6yFLVJSUujq6rIbrLUUSqWSr776Cr1ej1KptFroJpOJysrKJeuhZ2Zmcv/+fQwGw1u1L1wuNTU1REZG0tfXx4ULF5YcU1xcjK+vr/h+CP40iOWkE7S0tPDkyRNSUlKWJcKtra08evSI5ORkhyJsITAwkMOHD/Ps2TMGBgbedsqC90hZWRmFhYVs3rx5QU/f7u5uYmJi3kqEf49SqeTAgQN89913SJLE5cuX0Wg0AFYr+20joj08PBa4ycvKymwu/KKionB3d+enn37i8uXL5OTkUFRUREtLy1td2x5arZbm5mZ0Oh2bNm3C3d19yXFDQ0OipajgT4UQYgfU19fz/PlzNm7cyPbt250+rqGhgWfPnrFhwwZ27Nhhd2xNTQ05OTnWf4eGhnLw4EEeP368IF1F8GExGAzcuHGD6upqdu3axaZNmxa87u7uvuLt+FQqFZcuXSIkJIRbt27R2tqKRqNBJpNZ+wq/K83NzXYrWMnlcoKDg4mMjMRkMtHZ2UlZWdmKXNuC2WzmxYsXrFmzhtnZWdavX29z7Pz8vCjgIfhTIVzTdqiqqqKsrAwXFxcyMjKcPq6mpoaSkhI2b9686GH9e0pLS6murl4k8hEREezdu5eHDx9y7NgxgoKC3uo9fKr09/czNDSEr68vMTExH3QvUJIkSkpKqKurw9PTk4sXL+Lr67toXHx8PC9fvlzxkotyuZwTJ05QXFzMs2fPrL9ra2tjy5Yt73TupqYmTCYTmZmZS75uMBjQ6/Xs2LGDtWvXvtO17KFWq9HpdExMTLBnzx67n5+XlxeFhYWcPXtW7BEL/hSI9CUblJWVUVFRQWZmJkNDQ7S3t5OUlOQwVamiooKysjK2b9/uMC+4sLCQuro69u7du6QF4Ovri7e3N3l5eaxevdqmq+7Pgl6vp6ioiLy8PJqbmxkfH6e9vZ26ujp8fX2dTrtZKSRJoqysjAcPHjA8PIxCoeCf/umfbO6VBgUFWfNunSnNKEmS06lv8LqAh7e3N11dXbi7u6PX6+1ajo7o6+vjxYsX+Pr62iyucefOHcxms9NbK2+D0Wjk0aNHmM1ma8S4PSIiIqipqaGuro7JyUlkMhnz8/PMz88jl8uFOAs+OWRms9n8oSfxsVFUVER9fT179uwhMTERnU7HlStX8PX1tbsKLykpoaamhl27djmMMs3Ly6O9vZ2DBw86tDRaW1spKyvj5MmT+Pj4vPX7+pgwmUyMj4+j0Wjo6+tjZGQEvV6Pu7s7iYmJbNq0CaVSaQ1a6ujoIDAwkCNHjuDl5fVe5yZJEuXl5dYuQampqaSkpPDTTz9x/Phxmyk1APn5+ajVav7pn/5pydd7enp49OiRtXSju7s7sbGxbNu2zWkB6enp4f79+wD8x3/8h1PH1NfXU1JSQlJSEjt27LCew9fXl4mJCdavX8+OHTusc5AkiWfPntHe3s6XX365ZCDXSiBJEo8ePUKv16PT6Th37pxTXcsMBgPFxcX09fUxMzPD7x9j3t7enDhxwuk2pALBh0QI8e/Iz8+npaWFAwcOLEghmpyc5Nq1awQFBXH69OlFxxUWFtLY2Mi+ffscFhh49OiRNf1i9erVS46ZmJhY4P5sbGykpqaGkydPvnchWikmJydRq9XWalMGg4G5uTnm5+etD06lUom3tzdhYWEkJSXZdMGPj4+Tm5uLTqfDz8+P0NBQ5ubmmJubw2QyYTabkSQJSZIwm82YzWbkcjne3t4EBAQQHBxMWFiY3cIURqOR6upq6uvrMZvNpKSkkJmZaRWnGzduIJPJOHv2rN1zfP/994vuH3gtHj/++COxsbFkZmYyPz9PfX09ra2tSJLExo0bnd4CsQh6YmIiO3futDtWkiT+/ve/ExISwtDQEPv376e1tRW9Xs/58+dpbW0lPz8fmUyGj48PMpkMrVaLXC5n7969K55KZzab0el0DAwMUFtbi7u7OxMTE2zbtu2dryVJElqtlidPnjA1NcVf/vIXUf5S8NEjhPgNnjx5QmdnJ0eOHFkyglSr1fLbb79ZK2NZePbsGW1tbU5Zt/fu3aOvr4/jx4/bdF+WlpZSU1PDt99+u8A6qKmpobm5mVOnTr03N7XBYKC+vp6BgQHm5uYWCNybQvem4P3+B7D+VyaTWYta+Pr64uvrS0BAAAEBAU7X5jaZTDx9+pSuri5rc3mVSoVCoUCpVKJQKKwuScuPJEn09vbi4+PD7Owsc3NzVlewi4sL7u7u1lrfc3NzaLVapqamcHFxYd26dWzdunWRhdrX10dubi7//M//bPfhfvfuXaamprh06dKC37e3t/Ps2TP+7d/+bcHvLXWhq6qqiIyM5MiRI05Zx2q1mkePHrFjxw67dZtfvXrFb7/9xr/9279RWlpKbW0twcHBjI+P87e//c06h8bGRgYHBzGZTKxZs4b4+PgVaUYyMzODRqNZ8AOvc6Ld3Nzo6+sjMzNzRSOhJUnip59+wt/fn5MnT67YeQWC94EQ4v/N/fv36e3ttSuQ8H9qRUdGRnL06FGnrFt4/WC4e/cuw8PDnDp1ymYpyxcvXtDQ0MDevXuXrLBVXl5OV1cXJ06cWLG8Tr1eT01NDZ2dneh0OlxdXfH398fNzc0qckql0vrfNwVQqVRa/9/FxcX6b4tbOTs7m6ysrLfey2xvbyc/Px+5XM7+/fuZm5vj6dOn/Ou//qtDsbp69SoqlYpTp04BrwV9ZGQEjUbD2NgY09PTGAwGZDIZ4+PjHD58mDVr1tg95/fff09MTAy7du2yOcbS1OP3Lt3S0lKamppsuq1HRka4c+cOPj4+fPnll06JsSWg8MSJEzbv246ODvLy8qwLAEsOtCRJZGRkLCsQ0RnMZjNDQ0N0dHTQ3d3N7Owsnp6euLu7o1QqkSSJsbExlEola9euJTk5ecngt3fFUlJ2//79xMXFrfj5BYKV4rMXYkmSyM3NZWhoiJMnTzqVAzo8PEx2djZubm7Mzs5y4sQJwsPD7V7j9u3bjI2NcfbsWZv7bc5Y1mazmeLiYoaGhjh+/Phbu92mp6eprq6mq6sLvV6Pm5sbq1evZsOGDQQEBLzVOd/EYDBw+fJlQkND36oov8Fg4N69e2g0GhISEti9e7dVmP7rv/6LzMxM0tLS7J7Dsg/617/+1eGi5fLly9Y9aHsUFxfT1NTEv/zLv9gd9/tFAPwfgf76669t7l1OT09z7do1qxg7w6NHj+jp6eHrr79ecn/VaDRy9epVLl26ZLVwLZHg9fX1uLm5sXPnzhVxQQ8NDVFQUIBOp0OSJFxdXQkNDUWlUuHm5oa7uzuenp6EhIT8IVssL1++pL6+nsOHDy8qGbpcpqenUSqVf0hhE8HnxWcdNW0RSI1Gw9mzZ53OTfTw8KC7u5upqSnWr19v16UmSRI3btxAq9Vy/vx5myL36NEjOjs7OXr0qN0HhkwmIzIyktHRURoaGoiPj3c68nZqaoqSkhLy8/OpqqpiamqKqKgoDhw4wLZt21i7du2KuLwlSeLatWvWvrbLiQwG6O3t5ebNm8hkMk6dOrUoWl2j0dDb22vXHQuvo84bGhqYnJx0uGXg6upKbW0t6enpdi3RsLAwKisrHTZP8Pb2prq6muTkZKv4qVQqmpqaGB8fJzY21uY8YmNjqaioQKPROGXJrV27lo6ODqqqqkhISFi0OFMoFKSlpS14XzKZjNWrV5OamsrY2BiVlZW0trYSHBz8VgKpVqt5+PAh9fX1yGQyUlJS2LlzJ5mZmcTGxhIdHc2qVasIDQ3F39//D9u3Xb16NTqdjpKSEsxms1PR7LZ4+PAhLS0tovexYMX5bIX79+XdAAAgAElEQVTYIpATExN8+eWXTluBFvEeHx8nJSWFhoYGoqKi8PT0XHLstWvX0Ol0XLhwwab77d69e/T09HDixAm7EbkWZDIZUVFRtLa20tXVxfj4ONPT0/j4+KBQKBaM1Wq1vHz5koKCAqqrq9HpdKxZs4ZDhw6xZcsW1qxZs+Ir/NzcXCYmJrh48eKStYLt0dLSwuPHj4mLi7O5F+7v7091dTVJSUlOnb++vp4NGzbYXRAEBQVRW1vL3Nyc3dKRcrmc/v5+ent77S7AbC0CvLy8qKysZPXq1UveM/C6c9KqVasoKSmx7qnbQyaTkZSURHt7O5WVlYSHhzsdLaxQKIiNjSUxMZH+/n4qKiro7u4mPDzc4X0hSRIVFRU8fPiQ9vZ2/P39OXjwINu3byc8PBw3Nzen5vC+iY6Oxs3NjbKyMlpaWqyxCsuluLiYtWvXLru0qEDgiM9SiE0mE7/99hs6nY6LFy86nRIkSRLXr1+3ind8fDyDg4PU19cTGxu7aJVfVlZGX18fly5dWtLKkCSJO3fuMDQ0xJkzZ5wujTg1NcWDBw8YGhpibm4OjUZDV1cXVVVVVFdXo1araW5upqSkhNraWgwGAzExMRw+fJjNmzdbH0zvg9LSUtrb2zl9+vSyH3ZVVVUUFRWxYcMGu5HAHh4eNDQ0MDMz49DdGBISQnV1NXK53O72Abx2hzc3Ny9qfPB7AgICqKqqYt26dXYtO7PZTENDw4JFgL+/PwMDA9TX15OammpzceDl5YVWq7Ue7wiLGI+NjVFaWsr8/Dzh4eFOeyNcXV1JTExkzZo1dHZ2UlFRYe13PDk5SXl5OS9evKCqqorBwUH6+vrIy8tjeHiY+Ph4jh8/zvr1620uLj40ISEhrFu3jsHBQaqqqpiYmFhWgRJJkigtLSUrK8up9CqBYDl8dnvEJpOJq1evYjQauXjxotNfKpPJxPXr19Hr9Vy4cMEqrPPz83z//fcoFArOnj27QNRzc3MxGAycO3du0fkkSeLWrVuMj49z9uxZpyxyvV7Ps2fP6Ovrw8fHh507dy5YnVsCzizN5oODg0lJSVn2g0Or1VJTU8Po6Cgmk8laLOH30dPAovxNmUzG7t27SUxMXNY1LelfWVlZTkXPFhUV0dbWZjPw6U2eP39OV1eXw7Emk4l//OMf7Nmzx2Eryp9++onw8HC7XbgkSeIf//gHmzZtWiDuRqORH3/8kfj4eLu1yy2pUM5E47+JJRhLoVCQnp7Ohg0bll3kYnh4mOLiYmuEs5eXF1FRUWg0GoaHh3FzcyMlJYWNGzd+cgU0LC1J09PTna5MZml/+u///u/veXaCz5HPyiI2Go1cuXKF+fl5vvrqK6f3Qy3irdPpWL9+PbOzs9ZUF5VKhdFoZGZmBrVaTUJCgvXBNDMzQ1tb26LG6pIk8dtvvzE5Ocn58+cdVowyGo3k5eWRn5/P/Pw8Bw4cICsra5ElHxcXR2dnJ1NTU5w9e5bVq1c77RoeHh62urBra2uZmZnBz88PHx8f/P39CQ0NJSIigqioKGJjY0lKSrI+iDdv3kxAQABqtZrU1FSnLLg3sbg2Dx065HQv5uDgYIcuXguWfd2goCC7bQnlcjkjIyPW92GP+fl5mpqa7Lq8LfWgW1tbF3wmCoUCLy8vysvL7e7LKxQK1Go1Wq12WT2qg4ODSUtLY2Zmhrq6Oqqqqujo6GBiYgKVSuWU1erl5cW6devYtGkT0dHRjI6O0tnZiV6vJz09nWPHjrFq1apl7/9/DHh7e+Pl5UVJSYnTcRFNTU1otVqHVb8Egrfhs7GIDQYDV69eRS6Xc/HiRaeDRSwRp5IkcfjwYTo6Opifn2dmZoahoSFWrVrFjh07yMnJQaFQEB4ebm3yYOmaA3D+/HlUKhUmk4lr165hMBgWWNa2qKyspKKiAjc3N7Zv3+6wWIjJZOLnn3/G29t7SUvcgiXPtq6ujpGREUwmEz4+PsTExJCWlrasfePp6Wl++eUXp1o9/n4O2dnZjI6OcuLECcLCwpw+FuDKlSt4e3vzxRdfOBx7584d9Ho9X331ld1xk5OT/Prrr5w7d85ufW9LkYysrKwlg3cs5To7OzuRyWRL5qbfuHEDg8HAN998Y/M6FRUV1NXV8c///M/236Cdeba1taFWq9FoNMzMzACvRd7NzQ1XV1cUCoX1x5J6ZnkP4+PjGI1GfH19SUtLIzEx8ZOzgG3hzOdvIScnh7m5ObvFXASCt+WzsIinp6e5evUqrq6ufPXVV05biQaDgStXriCTyfjqq6+sPVCjo6OJi4sjJSWFwcFBGhsb2bVrlzU4x8fHBz8/P6qrq+nu7gZeuwv1ej35+fmYTCYuXbpk12VsycFtb28nMzOTI0eOOFVmUC6Xs3btWioqKhbtg0mSREtLCwUFBRQVFdHR0YGLiwupqakcPnyYtLQ0Vq1atewiDjdv3kSlUi07Tcnimv/yyy/fqqmFTCZzaJVaCA4OpqqqitjYWLuLDDc3Nzo7OxkYGLDbkUgmkzEyMkJXV9cC63lsbIxHjx7x8uVLZmdn2bJlCwaDgZ6enkUu9+joaCoqKgDbtanHx8fp7+/Hzc3trToOyWQygoKCiIuLIz09nY0bNxITE0NQUJA1r9fyfZAkCaPRiMFgwGAw4OLiQkxMDAcPHmTjxo0EBwd/khawLSzfk7GxMZtR7BaamppQKpXL8kwIBM7yp+++NDU1xdWrV5mfn+fQoUNOi4xer+f69evIZLIF+ZdvolQq2blzJ/fv30etVpOenk5HRwcFBQV0d3fT0tJCVlYWiYmJPHjwgM7OTvz9/Tl8+LBdi3xqaoqbN28iSZJd17UkSXR0dNDb22utXWw2m3FzcyM6Opq2tjYkSSIgIID29na0Wi0ymYzg4GB2795NXFzcO1s31dXVTE5O8vXXXy/ruEePHjE2Nsb58+ftuovtERISgiRJNDU1OdxXDggIwNfXl8LCwgVV0ZZi69at3L9/H4PBYFe0t23bxtWrV9FqtYyPj1NaWsrExAT+/v588cUX1v37sLAwa5DfmwFsHh4eZGZmUlZWRlxc3JLBbWq1mvj4eCoqKujr6yMjI+Od6j7L5XJrZbPPHZVKxRdffMHdu3d58uSJ3f1+geB98qe2iC0lKf38/AgJCaG8vNxmqtGbWCxoSw1je7mllrzeFy9ekJSUxMjICAaDgZGREfbv38+6deuQy+UkJCSQlpZGQkLCohSjN+nu7iY7OxsfHx8uXrxoc669vb1cv34dtVqNyWTCaDQyOzvL7OwsExMTTE5OWhsrDA8PExAQwI4dO9i3bx/r1q0jMDDwna0bnU7HgwcPyMjIWFaxhOLiYlpbWzlx4sSyrDyDwUBtbS0vX76kqKiIxsZGXFxc6O3tdcoq9vT0pLa2ltTUVLt/A2fzj11dXamrq6OhocHalOLYsWNkZGQs2L/38PCgra2N4eHhRRZVWFgY3d3d1NXVkZycvOg+s+Q3u7q6MjMzY/WyREREfHKFJe7du4e7u/tH1bjEUue8tLQUmUxmM7K+tbUVYNlBiAKBM/xphXh0dJQbN24QFBTEmTNniI+PZ3h42GGAjEW8LULY0NBAb2+vXTeli4sLQUFBPHv2jN27d9PZ2Ym3tzdKpXJZOYelpaW8ePGChIQEjh07ZlP8LRHc0dHRfPnll6SmppKcnMz69etZv349qamppKenk5GRweTkJGNjYxw5cmTZe7COuH37Nq6urhw6dMip8SaTydrXd9euXQ4jgS0Wf0lJCUVFRVRWVqLRaPDx8WHDhg0cOHCAjRs3Ultb65R70d/fn/r6enQ6ncOFgyRJi1KPLBgMBvLz83n69Km1gcW3335LSkqKTXF0d3e3uQiIj4+ntrZ2yTQ4Pz8/ZmZm6Ovr4y9/+QvR0dHW9KKZmRkiIyM/GXdxU1MTarV6RWtKrwSW/Pvy8nKbi7T29nZMJpPd54BA8Lb8KYXYUoIyLCyMU6dOWR9U8fHx9Pb2UlFRQVxc3KJcWksd6YCAAM6ePYtSqSQqKory8nLAfo9Zb29vjEYjbW1tpKSkMDQ0xOjoKL6+vg5dr5IkkZOTQ0dHB3v27HFY+7exsZH+/n7Onz/v8CG8du1a+vr6qKysJCkpaUWK+MPrBhQdHR2cPXt20edoNBrp6emhqamJqqoqysvLKSsro7KykrGxMcxmMz09PVRUVFBVVUVNTQ0NDQ00NzfT3NxMS0sLVVVVFBcX093djVwuJy4ujv3797N161YSEhIICgpCLpcjk8kIDAykvLyciIgIh4Us5ufnaWxsdGhBh4aGUlVVhVKptC5gNBoNjx8/pqioCL1ez6ZNmzh27Bi1tbXIZDK7xVgCAgKor69Hr9cvWgTI5XJSUlJoa2ujoqKCVatWLQjii4iIoLq6mrm5ORITE0lOTsbT05OqqirUavU79ST+IwkJCXEqev33GI1Gpqen36sHICwsjKqqKnx8fJaMV1Cr1czOzn4yn7Xg0+JPJ8T9/f3k5OQQFRW1ZDRtQkKCtfjFm+UAR0ZGuH37NqGhoZw8edJqjbq7u6NSqSgpKSEyMtJulHNYWBitra2oVCpkMhleXl40NDQsWezDgsUNPj09zZkzZ+w2jrDw4sULvLy8nHaTJSQk0NzcTENDA+vXr3/nfWG9Xs/9+/dJSUnBZDLR2NhobT5QVlZGVVUVXV1dTE1N4erqSlhYGMnJyezcuZOtW7eSkZHBxo0biYuLY9WqVQQEBODp6WmN2LXsY+7cuZPdu3eTnJzMqlWrbH6Gvr6+DA8PU1dXR1paml2BtTxwHRX4sLQCbGtrQ6VS8fDhQ2pra3Fzc2Pfvn3s2rWLsLAwZDIZOp2OlpYWh2lbls9qqUWAXC4nOTnZ6rWJiYmxCo9MJkMmk1FTU0NKSgoKhYKgoCASEhIoKytzqljJx4C7uzs6nY7S0lKHQXNv8uDBA5qbm1fEkjaZTIyNjdHf349araalpYWGhgYqKiowGo3s3LlzyWDO7u5udDrdR2fNC/4c/KnSl7q7u3n48CExMTEOCy1cu3aNmZkZLl26xKtXr7h79y6RkZEcO3ZsyWPu3bvH4OCgw/6mOp2OGzdusHv3bgoLC1m1ahVarZbjx48v+oJ3d3fz6NEjfH19OX36tNMpVX//+9/ZvHmzw6YHb2I0Grl8+TLe3t5ONxOwoNfr6e3tZWhoiLGxMV69emUt6KFQKKz7foGBgURERBAeHv6H94A1mUz88MMPrFu3zpo+ZgtnCnyYTCaKiopobm4GXkc479ixY0mL21IIZKkexG9iSXnasmWL3b/dzZs3mZycXDS/v//972RmZi6I0rZ4HL7++utPpk/1rVu30Gg0JCUlsWPHDocLw8HBQe7cubOom5UzWFpovhnQCFi7hbm6ulrbYW7cuNFm9P7z588ZGBhYdlCiQOAMfxoh7ujo4MmTJ6xbt85utSILliIdBoMBk8lkTdOwhSRJ/Pzzz3h4eDgUsp6eHgoKCti9ezd5eXkEBAQwPz9PZmYmvr6+GAwG6urqaG1tdXq+Fqampvjll1+c6ij0eyYnJ7l69SrR0dFL7usaDAZ6e3sZHBxkbGyMqakpZmdnMZvNKBQKPDw8MJvNTE9PWxvGr5SreyUoKCigq6uL7777zu44S8Wq/fv3L9pX1mq1vHjxgoGBAVxcXKy9jy9cuGD3nDk5Oeh0Ood5yk+ePLEu6GxhEfZt27YtEN1ffvmFiIiIRbnaN27c4NWrVxw4cGBZFbg+JLW1tZSXlyNJEqtXr2b79u12g7gs9d3Pnj3rdOnU8fFx7ty5g8FgIC4ujtTUVPz9/d/qni0qKkKtVvPtt98u+1iBwBF/Ctd0S0sLeXl5pKam2q1R/CZyuRyVSoVarSYuLs5h6oJMJmPt2rWUl5c7bAzg6+trtSKzsrJobm7Gzc2N6upqGhoaaG1tZWxsDIVCsWAP2xlKSkrQ6XQ295F//PFHAgMDl3youbm5ER4ebk2z6e/vX+BSrq6upqenh5mZGTw8PIiKimLTpk3s2rWLzZs3ExQURH19PXv27Hnnwg7j4+OUlZVRV1dHY2MjnZ2d9Pb2Mjw8zPj4OHq93tpGz9nrGAwG1Go1mzZtsjtOoVAwMjJCa2ur1TK1dA+qrKxEJpORlZXF/v37CQsLo7q62mFdaUulr5iYGLuVmgICAqiurmbjxo02/+6WCl8DAwMLXKFqtRqDwbAoYCgpKYnp6WlKS0udCkR7F8bHx3n58iUNDQ1otVqnmpQsRWhoKOnp6dbvYGVlJV1dXQsq071JXFwcHR0dlJeX09fXR1hYmN2FqCRJ/Prrr3h4eODt7c3AwADNzc309PQgSRJBQUHL+t4NDg4yOjoqKmsJ3gsfjznzBpIkkZeXx65duxy6OOvr6ykqKmLjxo1kZmY6fY22tjby8vJYv3690+Lt4+PD7t27ef78OZGRkXbFODMzk+zsbDQaDefOnSMvLw9PT0+mp6eRyWRs3LiRuro6CgsLnbaIDQYDLS0tbN682eaYmZkZu0IQHh7Onj17KCwsxNXVFR8fH+Li4oiIiLBbzMNkMnHv3j2ioqKW3Jt2lHP7Js3NzRQUFODu7o63tzfj4+PA6zSfubk55ubmrLWtLcjlcsxmM0qlEoVCgVwut+4pW34mJyeB1z1oVSoVHh4e1v63np6eC+a3b98+fvzxR+7du8fw8DBzc3OEh4dz6NChBTm2oaGheHh4UFRUZDc63N/fH19fX168eGE3T9niPpYkye4Cw9XVdcH7h4UFQH7P7t27iY6O5uHDhxiNRrvenbeloKCApqYmvLy88PDwoKamhomJCaej5n+PZV88OTnZar1evXp1yUpXSqWSCxcuMDg4SEFBAVevXrXmwy/lrq6pqbHm4Vs+Z0uaWHFxMRUVFZw8edLpfGoXF5dFfw+BYKX4aIV4cHCQa9eu8dVXX9kUB4s1t2XLlmXVN25sbKSwsJDU1FS2b9++rLklJibS29vLgwcP+Pbbb22Kj0Kh4MCBA9y6dYuwsDCOHj1KXV0dNTU1eHl50dXVhVKppLW1lfT0dIfuNktpTC8vL5vdgdRqNYDDcyUkJCy7QtDNmzeRy+UcPnx40WstLS0UFhbyL//yLw6t156eHvLz89mwYYO14P4PP/xAQkIC27ZtWzRekiSmp6e5cuUK69evx8fHx5ozbTQamZubw2g0YjKZ0Ov1yGQyOjo6MJlMixpUwGvPhqWco9lspre3l6SkJLZu3Wpz0bdhwwaKi4sdiufmzZt5+vQpJpNpyXvWsmWhUqkcukenp6cXVV5LTk6mtLSUkpIStm7duuiY6Oho0tLSqKmp4b//+79JSUkhLS3trfbrLdXABgcHGR4eZnJyErPZzIEDB6zu/KGhIbKzs1Gr1e/sEvf39+fSpUt8//33dHZ22txrDw8P5+LFiwwPD5Ofn8/169cJDAwkLi4OPz8/68KrtrZ2kXUdHR1NdHQ0JpOJnJwcrl+/zvbt2x32tQYhxIL3y0cpxEqlkvPnz3PlyhWuX7/OhQsXFj0ALdG5znbrsVBbW0txcTGAte7uctm/fz+//PIL2dnZXLx40eY4S4ekJ0+ecO7cOdLS0li/fj1dXV20trYyOTmJUqnk8ePHbN261aaFPTg4yIMHD5DL5Qv2p/V6Pd3d3QwMDDA2NoZWqyUxMXFF9m0lSWJkZITe3l76+voYHx/Hzc1t0d/BZDJRWFhIfHy8QxHW6/U8ePCAxMREqwhLkoTBYLD5ILdYvmazma1bt9p8b5Ik8V//9V8cOnRokWu2tLSU5uZmzp07x+TkJFNTU1ahKygoICoqyq5YrV+/npKSEqqrq+26vWNjYykoKKCkpISsrCxrSdHm5mZr2lZISAhHjhyx+zkBzM3NLVpQWSq5FRYWMjAwwLFjx6wLweHhYR4/foxer8fT0xOdTkddXR2VlZXWGuL2OnGZTCaam5tpb29nbGyM+fl5a1xAYGAg7u7ujI6OLthTDwsLIyIigtLS0hXZm3Z1dSU8PJyysjK7QW/w2lNx4cIFNBoNubm51oIcZrMZs9mMXC5fcmEHrz/HM2fOUFFRQVFRET09PRw9etTu/evi4rKo05hAsFJ8lEIMr8vPWcT49u3bC4qtFxUVLdirdJbKykrKy8vZtm0bfn5+3L9/n8jIyGVbh3K5nDNnzvDLL79QUFDArl27bI6NiYmhv7+fvLw8a4nNuLg44uLi0Ol09Pf309LSQm5urjVvedOmTbi6ujI6OkpraysajYa5uTlCQkJ4+PAhWq0Wg8GAJEkoFAo8PT0JDAxkx44db9W0XKvVWqOix8fH0el0zM3NIZPJcHV1xdvbm82bNy/pFn369CkKhcIp9/69e/fw8vJaEGzU1dWFXC6324u5u7t7QTOCpWhra0Mmky2Z/mWxfr28vBZFFre3t1NSUmJ3X1UulxMbG0t9fb3D/ef4+Hiampro6+tjYmLC2o5y165dTi1W3pyzXq9f9PukpCTCwsLIzc3lxx9/xN3dnfn5eWZnZwkLC+PLL79ELpfz3//93xw5cgSFQkFNTQ2NjY1UV1ejUqmske1yuZy+vj5GRkbQ6XTWtKjt27cTFxdnXZxYor2X2vrZvn07169fx2g0rkikvOV8vy8Haovg4GBUKhWRkZHWOI++vj7u3bvncD4ZGRlERkaSm5vLTz/9xKlTp2zmNy+1VSAQrBQfrRDD65KE586d47fffuPevXscO3aM/Px8WlpaOHjwoMNV85uUlpZSXV3Nzp07rUn5qampPH/+nNDQ0GU3sff09GT//v08fvzY2gjCFjt27ODevXu8ePGCnTt3WoNEPD09rW5ik8lETU0NLS0t3Lx5k/n5eVQqFYmJiWzfvp0rV64wPj6Or68v0dHRREZGsnr1aqetX0mSrPmTGo3GGhBlNBqB1y5bX19f/P39SUpKYvXq1QseSpIkUV5ezvT0tFXMLE0PHFkTgDVA7fcehLa2NoclD/v7+x2WJW1qaiIwMHDJeVgs6qXYsWMH169fR6vV2i0ysW3bNlpbW+nr61u02JmcnKSmpobu7m70er117z0rK+utFkYAKSkpPHv2bEl3uL+/P99++63VG6JUKlm3bt2C1Cp/f3/rPqhlO2F6epq6ujp6i3sx/l9GZAYZhgsGVh9eTVJSks1yo2NjY0iStGRryMDAQJRKJS0tLQ5bRzpDYGAgfn5+5Obm8tVXXzm1cDEajQveu0qlctp6DQ0N5bvvviM7O5tr164RExPDtm3bFt1v4eHh1m2STyVNTPDp8FELMbwu8Xf69Glu3brFjz/+iMFgWLKlnD0sFvTevXsXWL/bt29nYGCA27dv85e//GXZUcAxMTEkJiby6NEjvvnmG5tuP4VCweHDh7l79y6PHz9m9+7di6pRKZVKMjIyyMjIQK/XU1tbi1qtpqamhrq6OiRJ4tixY3YtR3gtmK9evVqQ92vZQ4XXK3tPT0/8/f1JTExk1apVqFQqLl++vCCw5fdYXMTd3d3WrYCHDx8SFhbm8G9hMpkoKChg3bp1i8RueHjYYWvHsbExh/mjo6OjZGVlLfmaxSJeCkuEeVFRkd12iiqVipCQEGthl+HhYWpraxkYGGB2dhZ3d3eioqJIS0tz2F/aGWJjY8nPz6eqqspmhLxlz3MpNmzYwLNnzxZYql5eXmzN2Ip0RmJudA4k8Px/Pdn83WY8gm13Apufn0cmk9m8N4KCgqipqVmxym2nTp3i8uXL3L9/36kWl79341vuMUd7+haUSiXnzp2jqamJsrIyfv75Z2uLSDc3Nzw8PPDz80OpVFJfX2/T5S0QvC0fvRDDa/dTUFAQGo2GtWvXLkuE8/LyrE3nl9rHOn36tDV6drlt/AD27NnD4OAgt27d4tKlSza/+K6uroSGhtLY2Mi1a9fYtGkTCQkJSz64PDw82LZtG9u2bbPWzFYqldy+fZvIyEirBWpJkRoeHkaj0TA5OWmNNrY8RPR6PWlpaUuK4JvIZDKGhobslvH09PRkcHCQ5ORkysrKMBgMnD9/3uFn9OTJE+v+5ptY2u0t1c/3TXQ6nV1ra3x8HEmSbAq6o0CbzZs3k5eXZzPIykJMTAzFxcX8r//1v5AkCW9vb9atW0dqaqrdlpZvg1wuJy0tjaqqKlJTU5ft9o2Pj+fly5cUFBQsSM2b7Z9lXjcP//vjkClkTFVM4ZFoe/4hISHAa6/DUn+rw4cPc/XqVX799ddl9fq2hUql4sSJE9y6dYuhoSG7NdIlScJkMi2IflYqlU7dz78nKSmJpKQktFotHR0dTE9Po9fr0el0aDQa5ufn37pTmEBgj49eiCVJ4u7du4yNjbF582bKy8upqKhwWI8Z4PHjx3R2dhIaGmozmESpVHLixAlu3rxJTU3NW+UJnjlzhp9++olnz56xf//+JcdMTk7S0NDAjh07CAkJoaKigtLSUut+nUqlQqFQYDQakSQJHx8ftFotL1++JDg4mNOnT6PRaLh79y4//PADc3Nz1kIbgLXnbFNTE3/729+sgpKTk0NLS4s1OMoWrq6uDA4O2n1wBQYG8urVK/R6PdXV1WzZssVhytLQ0BDd3d188cUXixYp5eXluLm52X24mUwmTCYTa9assTlmZGTE7h7y2rVryc/Pp729nbi4uEWvx8XFUVhYaA2yepP+/n6qq6sZGhpifn6egIAAEhISWL9+/XsvZpKRkUFTUxOPHj16q0Xilo1bKM4uZiZjBne/1yltbhFuyFVyJL0EZjDPm/HaYN/VKpfLiY6OpqqqakkhVqlUXLp0iStXrnD16lWbbUOXQ0hICCEhIbx48cJuAZ3u7m5ra8838fDwoL29fVlCbMHPz8+p54tAsFJ81AU9JEni9u3baDQazp49S2xsLB4eHhQXF+Pm5mZdqS/F/fv36e7utu7tTUxM2BRjS53jkpISp9ok/qbkYVwAACAASURBVB6lUklQUBClpaX4+voumZt469YtVCoV+/btw9PTk7i4OBITE1EoFIyNjTE+Ps7Y2BgGgwG9Xk9NTY21mfyhQ4estasTExOpqqoiPT2d48ePExERQV9fH2fOnCE6OprKykrWrl1rtdBiYmKoqalx2J2ovb2d+fn5JYXKgl6vR61W09fXh0KhcJirKkkSN2/eJCQkZMnc57y8POLj4+3W1+7u7qarq2vJdB0L/f39DA8P20xhUygUDA8P09nZadOyNhqNNDU1sXHjRgYGBigsLKSgoICWlhaUSiVpaWkcPnyYlJQUQkND37letzPIZDJr+86wsLBltQ809Bjo3NuJ5wNP+v6fPmSZMvxi/ZApZQSeCETfqEcZpCTh/0vAN8txfERoaCgVFRU2vx8KhYKkpCRqa2vp7u526OVwhvn5eTo6Omym68Hr7AlgUebE8PAwo6Ojoja04JPg/T9N3hJJkrhx4wbj4+OcP3/eukeYlJTEli1bKCoqsvYI/f1xOTk59PX1cerUKdLS0jh27BgdHR3k5+fbvF56ejqrVq0iJyfHup+6HCIjI/H19SU/Px+tVrtgPnfv3mVycnLRfpe7uzvx8fHs3LmT/fv3c+jQIbKysqyCvH///kV5zh4eHgQFBTEyMoJCoeDFixdkZWXh4uKCXC7Hzc2N7u5u63ilUsmhQ4dQq9ULfv97/P39F8x7KSw5mKOjo06l4BQXF2M0GpfMPdZoNMzOzjqMQvbx8UGSpCUjiC2sWrUKo9GIwWCwOWbnzp1MTU2h0WiWfH3Tpk2YTCb+5//8n+Tk5DA1NUVGRgZ/+9vfuHDhAmlpacuy8iRJYnh4mPb2drvzckR4eDirV6/m8ePHy4raVf/faozDxv+fvTcNautc1wUfCc0SSEKIeZ5HMxhjMxjbxNjGA7HjaTvJOSe9q+7tut33x6176/zvqu6+Xbeqq6u6q3901cneO9vZOUmcOMY2HmOMMWYSmgUIgRgkhAAxIySEEEv9g7PWBmvEsZNUN8+vFF5Z0lpa63u/932f93lA36SDvkHH8L8bxuvXr0EQBPiFfJS9LENlfyUkF8LTbhYIBODz+dDr9QGPYbFY+Oijj7CwsBD29wyG5eVlvwYMuzE7O+t3I5eenk4JvBzgAL93/C4DMSleYbfbcePGDZ/SZVlZGUpLS/Hq1as9wYUMwlarFVeuXKGITcnJyThz5gwMBgM1Q+wPTU1NiIiIwP379/f1fV0uF+7cuQO73Q4ej4eWlhbK5eXrr7+GzWZDc3NzSLblysoKvvnmG+q6A2XwycnJWF5exsLCAra3t/cQdiIjIzE3N+dzfGZmJl69ehXws6VSadBgR56bzHxCKRLZ7XYMDg6iurrab89Qp9NBIBCELG1LJBJwOBzKitIfYmJiwOPx8PLly4DHREVFITo6Gm/evPH77+ToGJPJxB//+EfcuHEDpaWl+wq+Ho8HOp0Od+/exZ/+9Cfcv38fHR0duH37NlpbW995/KWxsREejyfos+vzXdY8VB8YAAQMAUZHR/HVV1/hzZs3lODJysoK9Ho9uru78fTpU9y/fx9LS0t+zykQCLC6uhr0cyMjI9/bvO3k5GRINzKXy+V3eiIjI4MSBjrAAX7v+N2Vpkkzhs3NTdy8eTNgmTg5OZmyVEtMTASfz8e9e/co4QSRSLSHYSwSiRAdHQ2xWBywxLdbT9rtdodlSWixWHDv3j1Kgq+kpAQDAwPQ6XQYGBiARCLBtWvXQpYVx8fH0draCrFYjGvXroUk/wwPD0MkEoHNZu8JxPPz87DZbD4l2MTERCiVyoCevSQjNFRvTKfTISkpKWjvjSAI3L17F3w+HydPnvR7jEqlQmRkZEjGNLBTEjcajUHV06Kjo6FQKJCenh7w3olEIqjVahQUFPjNtOLi4qDRaJCenh52e8LlckGpVKKzsxO9vb2YmZmBUCjEsWPH0NDQgMOHDyM1NRVKpTIshvhueDweGAwG9Pf3w+FwYGFhASaTCRERERCLxUG1kjkZHNi+s4HOoYPGoCHv/85D9R+qsb29Db1eD6VSCaVSicHBQVitVtjtdni9XmxtbUGlUiEhIcHnOZmbm8Pi4mJQ4lxnZyfcbve+nMH8YX19HUqlEmfOnPGZMNgNhUKBiooKn2PIGWm1Wg2FQgG9Xg+32/1OPeMDHOBD43dF1nK73bhz5w4IgsAf/vCHkNlSfX09Njc30draCj6fD5fLhZs3b2J8fBw9PT0QCAR7sspw1H+ioqJw4sQJvHr1CklJSUEZ2r29vdBqtcjKysKpU6eovuEnn3yCH374gbI3DIWenh7odLqwda8lEgm8Xi8cDodPlp2cnOy3ZM/hcKhA5M+7lhy5CTVPKxAIQpYe29vb4XK5gpJstra2wmagHj58GDqdDlarNeBCmpycjJiYGLx48SKgA1JiYiJ4PB66urr86iNHRkZCLBajp6cHzc3Nfs9BEARGR0cxOjqKpaUluFwusFgsJCUl4dSpU37Hy6RSKS5duoSWlpag10Ce32AwQKVSYX19nQq6ZWVl4HA4GB0dxevXr9HR0UG5em1sbFAZfXV1NRgMBoTHhDiiOwK7zA5+MR/8op2NRVVVFRYWFqgqjUgk8ul3P378GD///LOPDaNQKKRkVP3B4/FgcnIy4BjZfqBUKikt8mCg0Wiw2+1+j8vNzcX8/DzOnj2LsbExqFQqrKysfBAd7gMc4JfgdxOIXS4Xvv/+e0REROAPf/hD2CMQp06dwl//+ld4PB4qgy4tLYXdbseLFy9w8eLFPYGHLK0FE/DIzc2FxWLB8+fPfeaD19fXMTs7C61Wi8XFRb/qXgKBAE1NTWhtbQ2qEOTxePDo0SPYbDacOnUq7Gxp98L5dlaUnJxMyUa+vZFJTk7G2NhYwHMyGAxYLJagAVIkEgUNxEajEWNjYzh37lzQjRSDwcDW1lbAf98NFouF6OhoyOXygAES2Cnhfvvtt0G1ig8fPkyVZv2VnauqqvDs2bM987dutxsDAwMwGo1YXV0FjUZDZGQkXC4XLl++HJQ0SCI2NhaJiYl48eIFPv30U5/PXlxcpGbHt7e3kZqaiqamJp+Z5KKiIhAEgbH+MfTL++Hm72Sf6+vrMBqNGB0dxcWLFxEbGwtuBhfcjL0GIJ2dnZiensaFCxcCthfOnDmDP//5zz4BTigUBuVPvH79GkwmkxLM+SUYGxujnuVgxDgOh4PJyUmfzQ1ZTSAIAqmpqUhNTUVOTg4eP34cckwN2PnNyXfiAAf40PhdPGUOhwM//PAD2Gw2rl+/HvbDT2bQTCYTN27c2LPw19XVweVyobW1FWfOnEFaWhpMJhOePXsGACHlMU+ePAmbzUbNBwM7mYLVaqU0eK9fvx4waMXHx+OLL74IeC2rq6u4f/8+5RCzHxEI8pwRERE+CyOLxUJERARMJpPP9Uml0qBkGx6Ph9nZ2aAi+LGxsQFJX+vr63j16hUKCwtDznozmUxsbm4GPWY3ysrK0N7eHnRhjoyMRGZmJjo7O5Genu73uIKCAvT29qK/v38PEW5lZQV9fX2YnZ0FjUZDS0sLEhMTYTKZ4HA4wGQyER8fj2PHjlHXdvv2bQwNDYUViAHg9OnTuHPnDv7yl7+AxWKBRqOBIAhqFI3H46G0tBTl5eUBr9Hr9WLkvx/B3NdzSCQSsXZ2DRVf7BDe6urq0NraitbWVvzjP/6jz7Nns9mg1+vR2NgYNCsnR8EmJyf3lKFFIlHAPrfT6cTY2JiPV/J+4fF48ODBA2xvb2NiYgJffvklWCwWCgsLUVlZ6XNfEhMTYTQaUVNTs+fvz58/h81m27OhT05ORkREBMbGxgI6iLW3t2N6epq6Th6Ph8uXLx+oaR3gg+I37xHb7XbcuXMHPB4PN27coOZiQ8HlcuG7774DnU7HzZs3/faRMjMzqT5yQkICXr58iZSUFKSnp1NC9YEsA2k0GrKzs6FUKmGz2dDb24v19XV8/PHHqKurQ0lJScjSeaDFdGRkhNqZnzlzJqRalr/vplAokJKSArfb7SOjODIyAoIgfErxBEFgaGgoYB94Y2MDIyMjKCsrC9h/FAqFUKlUiI2N3ZPpr6ys4O7du4iKikJTU1PIa5iamoLdbg97vEQkEkGj0YDJZAa9X2Q/liCIgF65LpcLw8PDKC0txcDAANra2qBSqUAQBLKysrC+vg673Q673U6VnGtqapCTk7Pnmsn7Gex+7QaDwUBJSQml5iWRSJCcnIxDhw7h+PHjKCsrQ2JiYtBz2fvtGPvnMXg3vAABMCeYiP80HsxoJmg0GnJycqDVav32o58/fw4ul+sTtPxhcXERer0eJSUl1HPMZrOhVCpRUlLi8562tbXB4/Hg1KlTIc8dCCsrK7hz5w7cbjeuXr2K2tpa5OXlYXt7G0NDQ1CpVEhKStoTFEnuA/nf8/PzlLUlWa7fXR0ZHR2F0+ncc28IgkB/fz+eP3+Ora0t1NTUoKGhAUVFRTAYDJiYmHgvWf4BDhAIvylrmnzxhEKhX4elQHA6nfjuu+/AYrFClrHr6+uRkZGB1tZWuN1unDx5ElVVVYiNjcWDBw+Clto4HA7Onj1Lzc1+9tlnAfV4wwFBEGhra8OrV69QVFSEhISEoCNVocBisfyOxojFYiwuLvr9O4CA13z48GF4vV5otdqAn8nhcJCUlETZ/REEAZ1Ohx9++AEikShoX3g3oqKi9pUR0+l0pKSkYHBwMOhxDAYD5eXl0Gg0Aa8zJycHW1tb+NOf/oS+vj7ExMTg5s2buHXrFqqrq3Hr1i3QaDRUVlaioaEhoLxmaWkpvF4vdDrdvq4jIyMDFRUVOHLkCEpLS5GcnBx2FWjbsb03UNN2/rb7/GfOnMHU1BQMBgP1d3LsLFzBmoaGBkRERKC1tXXPuWk0mt/WhNVq/UUErZGREeoZ+uyzz6gNj0AgQHV1Nb744gskJSXh4cOHe55tDoeDmpoaKBQK/OUvf8G9e/eo6gKTyfTJ0CsrKzE1NQWz2QyPx4OhoSHcvn0bWq0WlZWV+PzzzynFOx6Ph8rKypBM8QMc4JfiNytNLywsoKWlhSKyhBuE19fX8cMPP2Bra4sSnA+FkydPYnJyco8364ULF/DNN9/gwYMH+OSTTwL+v8nJySguLsbAwAAl6P8ucDqdaGlpwcbGBpqampCSkgKXy4Wvv/4aOp3unQTzmUymXyvHhIQEWK1Wn7+T0n8zMzN+GeF0Oh05OTnQaDRBGcpnz57FN998g6+++ooaVSktLQ2p3rUbIpGIMpwIF0eOHMEPP/wQUni/vLwcAwMDlOMVAMpUQ6/XU1aBpaWlKCws9Hn2SCUptVodNBOi0+mUYEppaSk8Hg/0ej1F5Dp58mRQgZR3gbBWCG42FxvGDXjhhTPRiYjsvdlpYmIiSkpK8Pr1a8zOziIyMhKDg4NgsVhhG6XQ6XRKcY40XAF2nqHl5WWf0jZpPbhfeDwevHjxAlNTU5BIJLh8+TIcDgfGx8cxNzeHpaUlJCYm4siRIzh37hxaW1vR0tKCf/qnf6Le/aKiIsTExGB2dhZZWVlUZnvr1i2f9SErKwsmkwlPnz6lrjMrKwvHjx/3u5aQVqUHOMCHxG9Smp6bm8ODBw8QHx+P5ubmsMp6wE5f9ccff0RkZCSampqgUChgs9lCLnavXr2C3W5HU1MT9Vl0Oh3p6elhjSqlpKTAZDJBq9WiuLh43wvOxMQEHjx4AA6Hg+vXr1MZFoPBwObmJjQaDQ4dOrSv85JlOrPZ7NPT5XA40Gq1KC8v97m3er0edDo9YA+XLPWR417+QKfTUVxcDC6Xi6KiIpw4cWLfLkN8Ph9qtRppaWlh6zRzuVzo9XrY7fagDHjSSUqhUGBtbQ1arRZdXV2w2WxITk5GU1MTKisrERsbG/DZC6UkRSIhIQEKhQKDg4Po7+/H7OwsBAIBDh8+jKysrLCf7XBBi6Ah7os48Ev4iL0Wi/6SfiQmJ/oQAlNSUkCn02E0GjEzMwOJRILm5uaQAhm7wePxkJycjP7+fszPzyMzMxMGg4F6d3ZjdXUVGo0GERERQbWhd2N2dhY//vgj1tbWIBAIsLy8DKVSCa1Wi6mpKTidTsq2MSYmBsCOHOnAwADm5+f3vPcCgQDx8fGUV/P169cD/m4ZGRkoLS1FSUkJqqqqkJGREfDd6+rqglAo3LdV6gEOsB/86lu96elpPH78GGlpaX4VlwJhaWkJ9+7dg1gsxuXLl0Gn03Hp0iU8ePAAL168CDiS4HK5YDQacfLkSZ+XTSQS4eTJk2hvb0d8fHzQxb25uRlff/01Xr58ua/v/fr1awwPDyMvL88vkeXYsWMwGAx4/fp1QJ1qf2AymZTB/dsEJqFQGFD0Pi4uDhaLJeB5yVEcmUwWVBKTwWD8IvlADocDiUSCn3/+Gbdu3Qr7/8vNzcXAwADKysooadC1tTWsr69jY2MDm5ub2Nraosg2o6OjlF/yfmQXBQIBxGIxuru7g46gcTgcSKVSrK2t4cqVK7+odREuIjgRkF7Z+RzGVwwsLi4iKSEJ68p1RERFgJ+/E4DKy8uDykOGg9jYWFy6dAmPHj3Ct99+C5FIBJvN5nPcqVOnIBQKIZPJwOVyfchQq6ursFqtmJ+fx8LCAlZXV+HxeCi9dPL3Kisrw+HDh4O6gDU0NODJkyeQyWR7qjA9PT0wGo1oamoKObcfyt+axMrKyr4qPQc4wLvgV8+IFQoF7HY7rly5Ena2MD8/j5aWFsTGxqK5uZl6SQUCARISEiCTybC+vu7XGIAsSRYUFPgdI5JIJFhbW0N/fz+ys7MDErDodDpEIhGUSiXy8vJClqhdLhfu3r2LmZkZnD59OmCpl0ajgc/nh31eEiaTCevr6/B6vcjMzPQhq+n1er9mCVwulyqFByLGxcfHQ6FQIDk5+Z3Zoh6PJ2SGn56eDqVSiYWFhaBBfzdWVlZgMpkwNDQEs9mMpaUlatQoOjoaqampKCwsRFVVFY4dO4acnByMjo7C4XAgPz9/X9cQGRkJjUYT9F4BO9m9wWBATU3Nr6JBvRvDw8NgEAwsfroIy/9hgfX/scKz7kH06eDKZ/uBQCBAYWEhxsbGYLPZ4HK5UFpa6nOtUqkU4+PjsFgsmJ6ehlKpRH9/P/r7+ynhkNXVVayvr+PIkSOor6/H0aNHcfjwYZSUlFAM9VAbJqFQCD6fD5lMhuHhYSwsLKCrqwszMzOor6/fl095MJB2pCdOnPjVf9cD/P8Lv3ogjo2NxcDAQNjC8LOzs3jw4AGSkpJw8eJFn+AdGRkJqVQKmUyGjY0Nn5Irg8EAnU6nZBDfhtPphFwux9bWFkZHR4OWnsViMfR6PVZXV4O+7KTaFp1Ox/Xr10OOt0gkEhiNRkxOToadtTmdTkxOTu7Mi3K5PuNPKysrmJqa8iHQREZGQqfTBS3Hk3rVZrN532xRs9mM+/fvY3p6OmQ5j8lkIjExETKZDGazGSkpKUE3Ij09PZDL5eByuZBIJLh16xZKS0tRXFyMvLw8ZGRkICEhAWKxGGw2GzQaDRwOB9HR0VCr1SgqKtpXv08oFGJgYAAOhyOg7y95nEajAYPBCLssGwwEQcBms2FoaIhShiIDmkKhgEKhgE6nw/T09M686xs6aE9pINYJeD1e2GV2JP3HJERww5tACAdkBUQsFsNiscBkMsFut1PfTSaTQalUYnNzk/Iujo6ORnZ2NqqqqlBbW4uKigqkpaVhcHAQ586do34jEjweDxqNJqx2RUxMDPLy8iip15iYGFy4cMGvWM27Ym1tDXq9HkeOHHlv5zzAAfzhVw/ELBYLGRkZUCgUISX/LBYLHj16hPT0dJw7dy7gcaTjUV9fH5xOp8+imZCQ4PfFNpvNaGlpAZvNxtWrVzE0NBRyg7C5uRlUbrGnpwddXV3IyMhAc3NzUHm+t7+jQqHwGQsKBKFQCLVajaysLCwtLflcs1gshkqlQk5Ojs93WFtbw/j4eFAGbXR0NFQqFXJzc8O6htXVVTx69IiSwDx9+nRYo2gCgQBpaWkYHR2FXC6HyWRCdHT0nkycIAg8e/YMRqMRp06dQlpaGgYGBvz2wP1BKBRicHAQa2trYamr7QZJwCotLQ36WePj43C5XPuSsAT+HnQHBwehUCjQ19eH/v5+GAwGrKysICIiAlKpFPn5+Thy5AiOHj2KrKwsMJlMLC4uYmVlBdw5LngqHrzuHeIcjU5Dyj+nBA3Eq92rUJ9UY/J/mQQtggZhTehnDth5rkhLxNnZWfB4PCQmJqK4uBjHjx/H0aNHUVZWhsLCQmRmZiIuLg48Ho+6d+QIVFZWls/ooEgkwszMDGW3GGrTxGKxkJWVheLiYuqevE9sbW1hcHDwwBLxAB8cvwlZi8PhICUlBTKZLODiODk5iadPnyInJ2ePsXkgiMViREdHQyaTYXl5Genp6UEXzu7ubnR3dyM7OxuXLl0Ci8WiyFvBMiAyAL4dBNxuN1paWmAymXDixAlUVVXti6jD4/GoBTmcERMmk0kxYWdmZlBcXLzn89hsNrWYv529h0NEEggEGBkZCblZ8ng8aGtrw5s3b8DhcHDp0iUUFxeHPQ8O7Fx7cXExRT5TqVQwGAzgcDgQCoX46aefsLCwgEuXLiE1NRVisRhqtXpfGajX68Xg4GDYM78kyDI9n88P2v8NpPG9G6Qj08DAgE/QXV1dBZfLRUZGBqqrq1FXV4eysjIUFBQgIyMDUqkUDCcDDrkDfCEfqfk7JXg+n4+R9REkTyZje30bNAYNSf8xCdKPA39Xwk1AXirH1uwWCCeB1a5VCI8LwUkLPhdPgsvlQiqVYnR0FJmZmaipqUF0dHRY1QYajQaNRgOhUOi3UpSdnQ2DwQC1Wo2MjIyQs/ofEgwGAyqVKuwN3wEO8K74zQQ9+Hw+4uLiIJPJfMqkRqMRL168ALCjhBSucpFYLEZcXBzkcjmMRiNyc3P9BgSdTgeVSoVTp07t2e2SZUyZTAY+n08xNXeDxWJBoVAgLS2NCmJzc3O4e/cutre3cfXq1YBCEqGQlpYGhUIBOp0eVoltcXERs7Oz1PFvZ/2kzN/bhB0Gg0H1+4KVj/l8fsAeKUEQUCgUePr0KZxOJxoaGlBbWxtQICUckL1IUiNYo9FAo9GAIAhcv359D4t7YWEBZrM57LGv2NhYqFSqfZePaTQaFhcXg3oZAzvZk9FopGwd3yXo5uXlISkpCXw+H45BByb/p0msdq1CUCHAhnED8jI5bN/bYPm/LIisigQ3kwsejwe1To2z/+dZSD6SIOl/TEL8PwS/vq2FLUz971PAv40f05g0RB2NQmR5cF3n3YiKioJQKERvb2/YzyuJ4eFhv8xrYOd+FxUVwWw2Qy6XIzEx8TdTtaLT6VAoFGFXhQ5wgHfFb6qsRb7MfX191Ms8PDyMV69eoaSkBGlpaejt7aVUiMI9Z35+PgYHB6FSqZCcnOyT9UmlUhQUFPhdkMViMQiCgNVqDZgJqlQqpKWlUSMy7e3tSEpKwieffPKLAtH29jYMBgOsVmvIUiiw0+/VarXIzc3FysqKzwiRVCoNOIrEYDAwODgYdLcvFosxODiI1dXVPVWLiYkJPHz4EFarFWVlZTh37lxIW8T9gM1mU88Ch8PBrVu3fDIjMivOz88Pi+BGo9GwsrICo9EYtqgFiXAqCC6XCyMjIzCbzZDJZD5BNzMzE9XV1aivr0dpaemeoPv2/XeZXFAcVmCtZw1rfWtYaFnAumYdDq0D3k0vvFterGvWkfQfkhAREbFTQRgxwMF3gCamwWw2U0pUu8lSJSUlO/1bHh3zd+bhWfEA2wCNRUPWf8sCUxy8tOt0OjE1NYXh4WEoFAqMjo5ie3sbs7OzEIvFYcu02mw2zM7OBtzY0Gg05OfnY2FhAf39/fsacXvfUKvVEIlEAashZGthbGwMo6Oj4HA4B3KYB9g3fvNJ9ezsbGxubqKrq4vKPA4fPkxlqpubm2hvbwebzQ6pX0yCx+Ph008/xZMnT9DS0oKampo9ozZ0Oj3obGgocgY5cnH//n3YbDbU1NQE1WcOB6Ojo+jo6ACbzcb29jY0Gk3I0ZOYmBiw2Wy4XC5YrVYcOXJkD9GMwWAgLi6O6iXvRk5ODjo7OzEwMBBUEamiogK9vb04fvw4VldX0dbWhpWVFWRkZODUqVMfROxgZWUFP/30EyIjI3H16lW/5Lno6GhwuVzI5fKw9Y1rampw+/ZtWCyWfc09k6NMb7syWSwWyGQyynqTx+OBTqejsLAQ6enp7zzKtNKxsiOU4gW8bi9c4y6wU9kADQBp9UsD1Vem0+lITEzE9PQ0xsfHERERAS6Xi6ioKKSmpiIuLg5Pnz6Fy+Xa6dfSaSjrLIP5v5nhWfIg6X9IAjdz7wZyfX0dPT09WFhYgMvlogw6yE1DfHw8CgsLqX79q1evwu6/V1ZW4vvvv8fExETQ/+fMmTNobW3FvXv3cP369bC4E+8bcXFx6O/vR0xMDLa2tjAzM4O5uTmsrq5iY2MDHo8HNBoNTCYTTCYTer0en332Wdg2mgc4APA7CMTAjjLOxMQEJiYmcPTo0T0Zy7Fjx+B2u/Hs2TMfJ6VgoNPpuHDhAnp6etDd3Q2LxYLGxsZfPIZAzj4+f/4cdDodV69e/UXZoMfjwZMnTzAzM4OCggLU1tais7OTEuQIhYyMDExOTiIyMhIWi8Vns1JZWUnJe+7OHHdLRgYLxMXFxZDJZPj+++/hcDggkUjwhz/8IeSc5rtifn4e9+7d8xlV8weynxhuIOZwOIiNjUVvby+uXbu2r+9FujI5nU4MDg5iaGgIm5ubkEql+OijjwKaTLwLuNncvwdcADQGDZn/NROaXg28Xi+23dswnjPC0bPDZTh+/HjQXqrFYgGNRtuTVTJFTGT9b/5HxoxGI9rb28Hn8ykxDL4PqwAAIABJREFUjbi4OEgkEqysrODHH3/EpUuXqONrampgNBpDOiWREAqFyMnJwYsXL3D27NmgG+zz58/j3r17uH//Pj7//PNffYyotLQUT548wb1790Cj0cBisaixybi4OKSkpOzJgP/6179iaGjogGl9gH3hdxGI+/v7YbVaUVtb61ckgvQdfvToEa5cuRJ2mdrj8VDloqmpKXz//fe4cuXKLyKAkPq9EokE58+f/0UZoclkQltbGyIiIvbY6VVXV2NkZCRkxgDsBNrh4WEUFRVhaGjIZ1FLTEyk+tq73YYA4OjRo7hz505YkpFyuRznzp0LuGgSBIH5+XmYzWbMzc1RjN/Tp0+HnRnOzMzg4cOHoNFouHz5csjjw/Epfhs1NTVoaWkJec1vg9xs/e1vfwODwaDGcj4EmUhYI0TG/5wB0381gRHJQP7tfESWR+LoxFF0/LUDZo8Z2UeyUVNTE9bz53Q6ww5gBEHg1atXyM/Px/Hjx33+nXQb272xI++B2+0O+36Q5hBPnz718fPeDVK45/bt2+jr6/N5hj80+vr6IJVKceXKlbCO93q9B5KYB9g3fvMp9Z6eHqhUKpw4cSKoUlNjYyPi4+PR0tISlgg7QRBoaWmB1+vFrVu38PnnnwMAvvnmG0xPT7/z9x0aGoJUKkVzc/M7v3AejwdPnz7Fs2fPkJ6ejn/4h3/YQ0hjsVhISEhAX19fyHPxeDxERkbCZrNhbm4O6+vrPsdkZWVhdHTU5+8EQSAiIgIymSzoZ5D96uXlZQA7C67RaERHRwfu3r2Lr776Cl9++SXu37+PoaEhbG1tUX29e/fuUfaFgeB2u9HW1oaHDx8iLS0NXq83qPoXCRaLBbFYDIVCEfJYErGxsRAIBOjq6grr+KmpKfzwww/49ttvqZn0L774AvX19R+U0Zvyn1NQt1CHYxPHICgTwK60o7OjExO8CZy7dQ719fVhP3+JiYnY3t4O6iNNYnZ2Fl6vF7W1tX7/nTR+eNtUhEajwW63h/V9SJw6dQpnz57F5OQk/va3v8HhcPg9jsViobq6GgMDA36f7w+FhYUFLC0tob6+PqzjCYKA2+0Ou4V2gAOQ+E3JWq9fv4Zer8fp06fDmr/Mzs6GyWSCSqVCXl5e0LlB0o+U9CkmBQmWl5chk8mC2uQFgsvlQl9fHxobG9+ZkEGKfTgcDjQ1NeHQoUN+yVKxsbFQKpVIT08PSVTxer0YHh6mSFv+ZC1J20Qmk4muri60t7dDp9OBwWBgaWkp6FgPSXQiCUAqlQomkwkulwtRUVHIyspCdXU1ZeVXUFCAtLQ05OfnU6QqrVaLmJiYPSVtj8eDzs5OvHz5Eg6HA3V1dTh69CjGxsawvLwc1jMRDunsbTCZTOh0Or/qUMDOgqrRaPD8+XMMDw9DKBTizJkzqKmpgUqlokrcvwacBif6S/ox/eU0vHe8KP2iFOlH0vd1DhaLhampKeh0OhQWFgYdLaPRaNDpdDh06FDA4zQaDaRS6Z5KB0mM3I+vNrCTYRcXF8NoNEKr1QZ9H8bHx6HT6VBUVPSrlKifPHkCHo8X9hyx1WqF0WhEXV3dB/5mB/j/Gn6zQPzixQsYjUbU1taGLahOo9GQl5eH0dFRaDQa5Ofn+80Kenp6MDo6iubm5j39WxqNhszMTPB4PMhkMszOziIzMzPsl1qhUGBlZSVgthAMBEHg5cuXkMlkSE1NxZUrV4L2WTkcDoxGIywWS0i1LalUSplAGAwGn5liBoOB0dFRiu1qt9uRn5+Ps2fP4vDhw1CpVGCz2UGDS0JCAqVOde7cOVRVVaGkpAQ5OTkBBVOAHXZzSUkJbDYb5HI55ufnkZqaip6eHrx48QJra2s4duwYGhsbqXExsqUQTo+cVM3aT3CMiYmhbBJ3k7ZcLhe1MbBarUhPT8fFixdRXFxMsZuXlpZgNBp/keXffmD49wasq9cBN0DbpsE76kXivw+vDL8b2dnZ1EYqNzc3INOcxWJBp9Nha2srIKFtYGAAfD5/z79rNBpIJJJ9e2sDQEREBPLy8qBQKCCVSqny99vIy8uDTqejWjEferY3KioKOTk5YTO2h4aGsLa25sPKJ/kk+92k+IPT6YRCocD09DRWV1exubmJiIiId3aFO8DvA79JIH727BkmJychFAoxNjYGqVQaNiOSHG3Q6/UYHBz02R3r9Xr09/ejoaEhYIlIKpWCy+VSpJu0tLSwxo46OzuRkJCwby3bubk5/PTTT1heXsaZM2dQUVERchExm80YHByE0+kMKc1Io9Fgs9lgtVoRGRkJNpu956UfGxvD8PAwtre30dDQgIaGBsoDN9zgwmAwMDMzg/n5+aAWif5Ap9ORnZ1NzXhrNBosLy+jsrISZ86c8Vm8Y2JioFAofEzgA1377OwsLBbLvpjrGxsbMBgMKCsrw8LCAn7++Wd0d3fD6XSivLwc586dQ2Zmps99JwU+EhISEBkZ/twtAGzObkL/qR6m/9UEYotARHEExsbGMDMzg+3tbb+jTOYvzdgc3wQNO39nSplI+g/7n1MnHbOGh4cxPT3tY8qwG2traxgbGws45jUyMkLZB5IwGo1wu91BndBcLlfA55hOp2NoaAhsNjvgBoBOpyMvL4+aL4+Pj/+go0JRUVH7GpsaGhoCQRA+srC9vb3wer1+56b3g97eXnR0dGBxcRFLS0uYmprC6OgotFotlEolBgcHqYmA960ydoAPi189ELe2tsJqtaK5uRlHjx7FysoKZDJZyIxsN+h0OvLz8zEwMLBnd2yxWNDW1obDhw+HXJTn5uYwMzMDsVgMuVwOHo8XlFREEAR6e3tRX18f9stPEAQ6OzvR1dWFuLg4XL16NaxdsUKhQGdnJ3JycrCxseFXHettxMTEQKVSobi4GOPj41RZt6enB729vSgoKMDKygoiIyN9SvJkcAkV+H6JGcTw8DA6Ojoo/+I//vGPSEhI8LshIe37VldXw/LzFYlE+9aSTkhIgFwux8DAAAYGBsBisXDy5EnU19cjPj4+4EaJyWTCZDKFVakg4XQ6MT4+Dv0ZPZx9TnhsHiy+XIRiQYFJYhKzs7MYHh6mskoyI1xfX0enqRNRsigw+AzQImjI/zJ/h1X9DqDRaJR0aUFBQcDFOtTc9MTEBDY3N/eYaKyursJsNgfcpE1PT+Pu3btBy7wqlQopKSlBBVcYDAaKi4sxMzMDuVwOs9kMiUQScFyIIIhfTRVLp9OBxWL5VPjW19cxMjKC/Pz8dw6QP//8M0ZGRnD8+HF89NFHKC0tRXl5OSoqKlBeXk6RMhcXF9Hf34/Y2NgPNtlwgPePX43eRxAEWltbYbPZcPnyZaoM2dDQgOjoaHR3d++LGMFisXDjxg189913uHv3LhoaGigGZjg9HbfbTbGVZTIZOjs7YbFY8NFHH/ktVRuNRtDp9LBLb4uLi3j8+DHcbjcaGhrCCigEQeDJkyewWq2oq6tDYWEhtFot1dMOVkIXiUQQCASwWq1YWFjA2toaent7YTKZcOrUKeTk5IBGo2FoaMjH1o3H40EikaCnpycoOzQqKgoxMTF48+YNrl69GtZ9sFqtaG9vh9PpRHZ2Nqqrq3H79m1MT08H9YDOycmBRqMJ6zOkUinYbDbkcnnI/hxBEFCr1dDpdAB2RFT2O45VW1uL+/fvw+Fw7AkALpcLU1NTmJmZweLiIux2OzY3N6m588zxTNCIf/PDdtNxVHgUWX/Mor7Xq1ev8OzZMyQkJIAgCCwvL4OWTcOR4SPYHNoEr4AHbnrgIOxyubC+vg42mw0+n7/neSEIAhaLBYuLi2AymXj9+nVA/XYOhwMmkwmbzeZ3cyoQCDA7O7vnbxUVFRgYGIDZbPZbiZJKpfB6vbDZbH433Gq1Gm63O6yskcFg4MKFC5ifn8erV6/Q0tICDoeDnJwcHD58mCrTEgSBn376CRKJhGJpvw94PB50dHT4SO8ymUy43W6f448dOwaz2Yzvv/8ejY2NQWfYSTW8kZERbG1tgcViwePxYGlpCR9//LHf9YecI09MTERVVRXa2trw+PFjHDly5BfbYB7g18GvEogJgsDdu3exubnpNyssKyuDWCzG8+fPsbKygosXL4bVt+VwOLh27RoVjBMSEsLSpQZ2JAnJz6iqqkJSUhKePn2K7777DpcvX/YpSY2Ojobd4+np6YFOp0NcXByamprC6t84nU7cu3cPm5ubuHz5MrUAFhcXo7+/H0qlEpWVlUHPQfbQcnJy8PDhQ2xsbODSpUtUhlFVVQW9Xu93LKq6uhqtra1wuVxB2cB1dXUUcz1YO4EU/1hYWEBiYiKuXLlC3VOJRAKlUhk0EBcXF1M95XDGn7KysjA2NhYwEHs8HvT09GBkZARerxe5ubkoKCjAvXv3sL29HfL8uxEXFwc+n4/W1lZwOBysra3B5XLB6/WCTqeDy+VCKBQiLy8PiYmJSEhIAIPBgPLPStj77fBueUHn0SE6+fdeKJ1OR2xsLIxGI9bX1xEZGYmYmBjMzs7iTtsdnD9/Htx43yC8vLwMuVyOqakpeDyePf/G5/PBYDBAEATFNmYymdje3sbU1BT+5V/+BZGRkWhsbNwzEkgQBLa2tgI+75GRkTCZTHv+xuFwEB8fj97eXr+BmPS5vn//PvVZ29vb2N7ehtPphMfjobTFw4VUKsX169fhcrkoJTOdTke5cy0vL8Ptdgc1jHkX0Ol0jI2Noba2ds+7Eh8fD61W6/f4a9eu4cWLF3j8+DFiYmJQVFSEnJwc0Ol0uN1uqNVqjI2NwW63IyIiAjExMZBIJFhfX8fS0hKKi4vDTgI++ugjxMXFoaenBxaLBRcuXDiwcfyd44MHYo/Hgzt37sDtduPatWsBS5ppaWn45JNPcP/+ffzrv/4rzpw5E1apemxsDARBICsrK+wgDAAOh2NPmSgpKQmfffYZ9fmNjY17jB+WlpZCZrWkA5HT6UR9fX3Y/rczMzN4/Pgx+Hw+Pv300z0vN51OR25uLnQ6HSoqKoK+UEVFRVAoFIiOjsbw8LDPpofFYiE+Ph79/f0+gTgxMRFcLhfd3d1oaGgI+BlkyauzsxMXL170+Xe324329naYTCaIRCJcvXrVZ+67tLSUGmkKdD0sFguRkZFQq9VobGwM+H1IVFZWYmhoyCdwOxwOvHnzBmazGUwmE2VlZSgvL6c+NyoqCt3d3bhw4ULIz9iNiooKdHZ2gsPhIDs7G4mJiUhKSgpaGi9pLcHYfxnDhnEDCf8uAZJzf78vBoMB3d3dqKyspPSqgb9XSVpbW/Hpp59Sm5m5uTm8evUKq6urEAgEKC8vR0lJCRV4f/rpJzidTsTHx4PBYCAlJWWP6AhBEJiZmcGzZ88gk8nQ1NREfWZ3dzcYDEbA2WyBQOB381JbW4u7d+9ieXnZbxC/cOECZYFKqlGxWCyIRCIkJSVR5h7+NN6DgcPh4Pjx4zh+/DglN2m1WiEQCNDY2Pje5THJe/j23HRJSQmUSiXl970bDAYD586dw9zcHLq7u9HZ2YmOjg5wuVxsbGyAxWIhOTkZDQ0NewLuDz/8AAA+VaxQIAP3o0eP8PXXX6O5ufm9kMUO8GHwQQOxy+XC3bt34Xa7/eoFvw2JRILPP/8cjx49QktLC8RiMcrLy/cwm0nhCKPRCKPRiM3NTRw7dmzfLNb5+XmfAMHhcHDz5k2qRFhUVEQxpF0uV1Axi+7ubgwNDUEikeCTTz4Je8ZUp9Ohp6cH6enpOH36tN/AVF1djdHRUbS1tQUNShwOB2w2G2tra9je3vZ7rpqaGty9e9dvRnvo0CH09/fj5MmTAQOk0+kEi8XC7OwsnE4ntcgRBIGuri4MDw+DRqPh7NmzAR2sMjMz0dHRQekfB0J2djYGBwcD/vvb1y4UCtHf34/z589jYWEBb968gc1mA5/Px4kTJ/yy8ysrK9He3g6Px7OvufC8vDx0d3cjOTk57PEWppiJ/D/7bs5ItnZRUdGeIAz8XSHum2++QXt7O6qqqvDq1SssLy8jNjYWN2/e9PkdCYLAysoKqqurA87m0+l0LC0tYXt7e0/5cmJiAkNDQ0FL/GSf/21IJBIIhUK8efNmj/LWbhQXFwfkb4jFYrx58yYsMZdAiI2N/dVGy94Gi8VCcXEx+vr6kJKS4pf9HRcXhytXrsBsNuPp06dgMpk4e/as3+9sNBqp2X2Hw7FviU+pVIrPP/8cDx8+xI8//oja2tp9+4sf4NfBByNruVwufP/999ja2oLH40FkZGRYJcaIiAgUFBQgPT0dVqsVAwMDUCqVUKlUUCgUUCqVMBgMsNvtyMrKQlNT077ngUniVUVFhV95yvT0dGpRn5iYQExMDIaHh3HixAkf4sf09DRaWlowPz+P48eP70tooa2tjSplNTU1BQzedDodMTEx6O/vB41GCyrzOT09jaWlJYqk8va94fF4GBkZwfz8vM+cbjCHIrvdTtkdksbvc3NzyM7OhkqlwpMnT6gS2uzsLGprawPeB5LlHYrpTJaww5mlJs87ODiI0dFRqNVqsFgsnD59GrW1tQHV2KKjo6HVan0cwML5LLvdjtHR0X2bSLyN1tZWEASB8+fPByQWkfPSw8PDEAgEuHDhAsrLy/0+MzqdDrOzs2hsbAxKVJLJZIiIiMDRo0dhNpvR1taGgYEBFBYWBt1cKJVKeDwev78dWcXYD3GOhEAggE6n+937/3o8HqhUKlRVVflsWFNSUmA2m6FQKBAVFQWRSOTzG6jVanR0dCAnJweXLl0KSDR7/PgxUlJSsLa2BolEErai4G7Q6XQUFBSAIAjIZDIYjUaKtHdQrv794INkxE6nE3fu3AGbzcb169eh1Wrx5s0buFwunx1/IEgkEjQ3N8Pj8eCrr75Cbm4ucnJywOVyA84ZhguDwQAajRZUPpIct2lpacGDBw8oVSUSHo8Hz58/h8ViQUpKChobG8NeeDweD+7du4fV1VWcP38evb29uHfvXlAt3ZSUFNTV1eHNmzeg0+kB2amZmZno7u5GfHw8pqam/Ja0Kioq8Pr1a58skE6nIyMjA1qtlgouMzMz6O7uppSUSC3wqakpPHnyBLdv36YWZXJhGh4ehlarDVpOq6ysxE8//RS0J0062ajV6qBtB4/HA6VSiaGhIQA7GduNGzfCfk7y8vJgMBj2LZ949OhRGAyGgASlcGAwGGCz2QKaW5DIzMykssVQGR8pxBFqoT127Bju3buHL7/8EgRBQCqV4uLFi0HlQp1OJ0wmU8B7lZaWBg6Hg66urn21ioCdnnagbPv3hKmpKdBotIDve3NzM9ra2tDe3o729nYwGAzKFILsh1dXVwetBnk8HjidTlRWVmJubg5TU1Nh6y34w5EjR5CXl4fXr1+jt7cXXV1dSEtLw9mzZ9/5nAd4f3jvGbHD4cCdO3fA5XJx/fp1MBgMJCQkgMPhoK+vb9+Zx4sXL+BwOHDp0iVERUW9F1nBFy9eIC4uLqRyE5vNRklJCUZGRuByuZCXlwcWiwW9Xo+HDx9ic3MT586dC9m73Y21tTXcuXMHHo8H169fR0xMDHJzc6FWq2GxWILOd5LsYHIu0d+CKRaLoVQqYbfb4fV6/WZrMTEx0Gq12N7e9jvKRGY8HR0dGBgYgEAgwJkzZygJzby8PAiFQiwsLEAsFuPy5ctITU2ldv4LCwuwWCxBFxoej4fBwUFsbGwEDWIOhwMTExN+Nx7Ly8tob2/H69evsbCwgKysLLDZbGxubu5LdD8hIQEKhWJfVn7ATpZqsVgwNTX1TiU/l8uF1tZWFBYW+v3dzWYzVY5kMBhQKBQoKCgI6ewjEomgVCpDzjrz+Xzw+XxMTk6irq4O9fX1AY8nCAJv3rzBy5cvAezwEQKVSrlcLlQqFbKzs/f1vqrVar+CGL83vHr1ChwOJ+BvTqPRkJWVRY0ViUQi8Pl8sNlsZGRkoLGxMaQ2+tjYGMxmM2pqakCj0SiXtF+SxbLZbOTm5qKiogJJSUmQyWTUmnaA3xbvNRDb7XbcuXMHAoEA169f3yORFxsbC5FIhL6+Ph9/20AwGAzQaDQ4c+bML86CSZBerefOnQtrkaDRdvxdCYLA4OAgDAYDRkdHUVhYiAsXLuxr7MVsNuPBgwcQiUS4du0a9fl0Oh2pqamQy+V+g+NuxMbGgs/no7e316/6EZ1Ox+DgIAQCASXr6Q9Op5MStCBBEAT0ej2sVivm5uaQkJCACxcuoLS0FHw+HwKBABqNBiUlJYiIiEB2drZfZTKhUAi1Wk0dFwh2ux3j4+NBF96YmBgolUpkZWVR98tgMODnn3+GSqUCsNNDP336NNLS0qjy+n6CAJ1Ox8zMDCYnJ/dtZ0kqe5EiKsGu9208fPgQXq/Xb0m6t7cXPT09exZfrVYLgUAQdM4W2MmILRaLX5W1t0Ha+8nlcr9z5ARBQKFQ4OnTp1haWsKxY8dAp9OpwODv3BKJBOPj4zAajUH143fD5XLh5cuXyMnJ+V1rNXd3d8NkMoUlc0uj0RAZGUm5NGVkZCAhISGsZ2RkZITalEilUuh0OoyMjCA7O/u9mEoIBALo9Xqsr6//YqGRA/xyvLdAvLq6ih9//BFRUVFBPWTj4uIgk8lgs9mCZqTLy8t48uQJysrK3hvBgCAI3L9/H8nJyWEvEOvr61AoFIiNjcXi4iK2t7dx48YNai43XCiVSrx+/RrZ2dk4f/68z/3h8Xjg8/mU20swYkZMTAyEQiF6e3v9ZpQzMzOw2+2Ij48PuOFJTEykGNZCoRByuRzPnz+nVJcuXrzos1sWiUTQ6XQhs1gejwedThdSzzs2NhYKhSKo8TuDwYBer8fa2hol2DI5OYnY2FicO3cOlZWVe3pnHA4HIyMjWFxcDGt2mwQpiLI74IcDPp8PnU4Hm80GjUaDxcVFREREIDIyMmj2YjAYMDQ0hObm5j0ZrsfjwePHjyn5V5JBu+3cxuzjWSyMLyC/Lj/ks5eeng6NRoPh4WEkJiYG7bEnJydjYWEBcrmcerYIgsDAwABl0Xno0CGcP38ecXFxSE9Ph0qlwubmZsDqVmpqKhQKBQQCgV8WNEEQUCqVlNKaTCYDn89HU1PTrybAsV9YLBZ0dXUFVe17X3A6nZiYmKBU+HJycjA8PAylUvnexDpcLhdGRkYOZo1/B3hvgfjbb7+FUCjEJ598EnQBIs3K+/v7YTKZkJeX5/fF6+rqApPJ3HefKRjkcjmsVisuX74cduai1Wphs9mwsrKCQ4cOUb7B4UhiAjsLDmkeUFVVFbQPGRMTg9XVVcjl8pAlo+joaERHR0Mmk8Fut+/Z1W5tbWFsbAwVFRUBS610Oh1Wq5XSH56bm0NBQQEuXLiAjIyMgPdnc3MTBoMh5Ms7Pz8fsjzNYDBgNBqDjobNzc1hfHwcNpsNdrsdxcXFaGpqQl5eXsCAGRERgcHBwaBGFm+Dy+ViZGQECwsLYZlN7Mb29jYsFgtu3rwJj8eDoaEh6nch/Wvf/h5PnjwBh8PB0aNHqb+ZTCa0tLTA5XLh4sWL1CbKY/dAUaFAxPMIsF6y4JxyIvZS8D4xg8FAXl4eJiYmoFAooFKpMDs7G/DaMjMzsbi4CLlcDqVSCaVSCavViuzsbDQ3NyMlJYW6BjqdDjabDaVSGfA5ZbPZcDqdUKlUfkuqL1++hF6vB4/Hg1AoRGlpKerr63/XBKKffvoJycnJ+x4lehdERUVBpVJR7QUWi7XHtCZU5SwckBr1UVFR70QEO8D7w3sLxAMDA/B4PGE5o/D5fGRmZkKlUsFoNCIvL8/n/8nMzERubu572x1PT0/j9evXlHhHONja2sLTp09Bp9Nx8+ZNZGZmYnJyEqOjo2GVMN1uN+7evUvZz6Wnp4dkjmdkZGB0dBSDg4Mhy4pisRixsbGQyWRYXl6mZDDX1tYwPT3tl+UN7GRdZImNlAw8f/48UlNTQ/52ZA9ZKBT6ZZyTEAqFe8rYgUA6R709O6vVavHixQsMDAwgKiqKkp9MSkoK+R0lEgnUarVf9ncwsNnsoK5Mb4PM6gYHB+HxeMDj8VBSUoL8/HxkZWXB4XBAo9FArVbD6XSCw+GAy+VCo9HAbDbD7XZTjlTPnz+HQqFARkYGPv744z29Wtv3Nti+s4FwEKBt0+DQOJDyn1JAZwf/jkwmE4WFhSgqKkJ0dDR0Ol3ALJbsa5aWliIuLg5FRUWoq6tDRkaG33sRGxuL0dFRTExMBKxYpaSkQKfTYXFxcY8uNbDD2E5KSkJTUxMyMzMhkUh+t5kwsCPROjExETLReF+IiIiAyWTCzMwMpUdAmtbw+XzIZDJYLJawtQoCfcb8/DzGxsaCbpgP8OHx3gLxbmeUgoKCkA8rh8NBbm4uNBoN9Ho98vPzfRbs9/ViLi4u4sGDB5RdX7gg/Yxv3LhBlQ/JklsoberFxUX8+OOPAIAbN27AaDSCw+GEVdLKzc2lnJ5CaUwLhUIkJCRAJpNhYWEB2dnZlG/r271Xp9NJuQstLi6ioqICZ8+eRXJyctj3mk6nY3Z2FiaTKehmhMfjQavVwuv1Bt34SKVSKJVKiEQisNlsvH79Gu3t7bBarUhJSaF61PuZoSS9k8fGxvY1Xy6RSKDVan1cmd6G0+lER0cH2tvbMTc3h8zMTAgEAhiNRuqes9lsxMfHo7CwEMnJyVheXkZ/fz+Gh4exurpKeSlrtVpotVrY7XY0NTVR3s+74dA7sPhgEd6tf2MU04HY/xQLNp8d1nUxGAxER0eDy+VSYi6BKjp0Oh1CodBvFv82kpOTIZfLIRKJ/G7KyDEZuVzu035YWVnB+Pg4SkpKwg5sTqcTP/74I3p6eqBUKjE9PY2srKxfJTC+fPkSMTExQcmU7xvz8/NYWlryCZIxMTHIysqCXC7HyspKWHybQPglJiYHeH94b4GYwWAgPz8fGo0GIyMjKCwsDPkis1husih/AAAgAElEQVQs5OfnY2hoCFqtFrm5ue/dNcRiseDhw4dISEjYl9RdW1sbZmZmcPXq1T2kDBaLBafTCbVaHZDFODo6iidPnkAqleLq1atgsVjQarWQSCQhGeMEQeDRo0dwOBw4cuRIWCS1yMhIpKSkoL+/H1arFSsrKxCLxVS512q14ueff6Z6ygKBAJubm7BarZTilL95x0Ag+6mhCFHhsKdpNBrGx8cpYt7m5ia1QcjKynrn5yEuLg5KpTKgcUEgOBwOjIyM+GVpW61WPH/+HH19fRQzu7GxERkZGUhKSoJCofAblLhcLpKSklBcXAwulwu9Xo+NjQ2sr6/D6/WCy+Xi008/Dfhb83J5WHq6hK2lLdAiaFi5uoK5+DmfLDMUpFIpRVYMVW0JBxwOB6urq9S4m7/zCYVCWCwWDA8P73kOkpOTodFowtpskgz+jo4OcDgcnD9/HsnJydDr9SG5Ju8LPT09OHz4cNAq0H7hcrmoqoLD4QCHw9mjk93b2wuBQOA3+HM4HEilUshkMnC53LA0GvyB9Ko2mUwHYh+/Id4ra5rBYFCjOEajEQUFBSFfdgaDgcLCQoyMjECtVlMjKO8DZGk4IyNjX0GYLDc2NTX5fcBTUlKg1Wr9LiLd3d2QyWQoKSnB6dOnqetXq9WIi4sLmh2S89cOhwNXrlwJKtzxNvh8PtLS0iCXy7GxsYGkpCTMzc3h5cuXGBoaAo/HQ0NDA+rq6igFp+joaMzPz2NwcBBqtZqSBXx7Z0wQxB6lrt391GCEqKioqIDlaZIM9Pz5c2rU6vz586irq0NcXNwvDhIsFgtjY2Ow2Wz7mr8kS+/R0dEQi8UgCAI6nQ7Pnz/H0NAQJZtYU1OD2NhY6nsyGAwsLy9jYGCAUpjajeXlZUrAhcfjobq6Go2NjeDz+RgbG0N+fn7A554WQUP8fxcP6WUpUv45BZx6zjuLZmRkZECj0cBgMCAvL29fLG9/SEtLo8aOArFv09PTIZfLQafTqWeaRqNBJBJBLpcHFWwxGo24f/8+VldXUVNTg5MnT4LP50MsFoPP52NgYCBsbYJ3hdPphEajwUcfffTOz6XH44HJZIJarUZ/fz96e3uhVqsxPT2N5eVlTExMQKPRQKlUUraGW1tbOH/+fMDnQigUYmtrC0qlcl98iLdBVqUyMzPD5r4c4P3ivc8RM5lM5ObmQqVSYXx8HPn5oRmedDodhYWFmJycDMmi3Q+USiUWFhZw5cqVsB/SiYkJvHnzBjU1NQGDDI1Gg1AohEKhoFi2BEHgwYMHmJycRENDg09ZWKVSITk5OWDPkvQsJmU238VnlcfjQSwWY3x8HIuLi1hcXERKSgouXryIkpISnwArFouRn5+P8vJy8Hg8WK1WaLVaaDQaLCwsYHt7G/39/ejo6IBSqdxDrmMwGBgYGEB5eXnAe8vn833K0263G93d3Whra4PFYkFqaiouXbqE4eFhaozrfYHD4eyr5wvs9M2sVismJiYwPz+P9vZ2TE9PIzU1FRcuXMChQ4cC/jakfvPQ0BAMBgMsFgv0ej16e3uh1WpBo9Fw6tQpHD9+HDExMaDRaJBKpRgbGwvJO6DRaGDFssCI2ikzj4yMQKfTITExcV8ZP0ni0uv1UCgU8Hq9QW0fQ4Ec0ZHL5QEZ56T+tUqlQmFhIbV5EIvFMJvNPtkyifHxcbS1tSEvLw/Nzc0+Qibr6+sYHx//4IF4c3MTOp0upOkKCYIgMDc3B51Oh/7+fvT19UEul2NychJutxsSiQQlJSU4deoUjhw5gtLSUsrOMDk5mapmnTx5MmRgTExMhFKppExC3gU8Hg9GoxFWq/VXLb0f4O/4IBKXLBaLkj6cnJwMyIzeDRqNhry8PMpn9H30LJRKJdhsdti+sUtLS3j06BHy8/NDCkKIxWKKuJWRkbEnk/WX9ZKB2J8q0vDwMH7++WckJSXh448/fuc5wZmZGUqC8o9//CPKysqQkZER8nxkQCgqKqJKjFNTUzAajQB2NKjr6uogl8upF57spwYSFiFBlqdTU1Px8uVLdHZ2YnV1lRqHycrKAoPBgMvlCouNvR+Q8pX7YZharVaMj49jdXUVDocDZWVlaGpqCqtMbjabERUVhdraWkxOTmJpaQlcLhcZGRk4ffo0ysvL/fa609LSoFAowGQyw3bYycvLg8lkgkKhgNFoRGRkZNiz9kwmE8XFxfB4PNBoNNBqtWAyme+s0RwdHR2SxJiUlIShoSFqPI4Eee1vE+vGxsbw8uVLFBUV4fjx437Xj+npaVit1g8+fuPxeKDVakNKbyoUCrx8+RJ9fX2UDK9AIEBubi7q6+spNa2srP+XvfeMbSvN0vx/pCiKEmnlHK2cbSVnW7bLrrKcyjmUe6p3GgP0DjAb/rvADAaYxX7YL7vA7pfFArvY2ZkudHWXq1yOKtuyrXKQbVlWJClROWcq50BRFPn/INw7khlEybKrpqYfQDAsUryX5L3vec85z3meWPz9/W1yYlQqFYGBgU5LUEokEvR6Pb29vU6PZNqCp6cnWq3WoU/1n/Dh8MG0pt3c3IiJiUGtVovybM4E44SEBEZHRykvL8ff339DQh6jo6M8efKEwcFBkfa/FgwGA7du3cLf399p2beIiAgqKyvR6XQolUouX75sN1tqamoCsCJWFBcXU1lZSUZGBocOHVp3ZmI2m6moqKCwsJCGhgYWFxcJCgrasByeUD5MT08nKyuL1NRUgoODUSgUtLW1sbCwQGxsLBKJhKmpqTW1lufn52lraxPNG/bv388nn3xCaGjoqvf6bkl4szA9Pb2KRGULAkv7xx9/FMvPPj4+REdHk52d7dR3YjKZqK2tZWhoiNraWgIDAzl16hRpaWmEhYU5XNzkcrkonOFsuVnQZI+NjUWv16PVaqmrq2Npacmp0r5EIiE8PJxt27YxOzuLVqt9r36rMyTGoKAgKisrCQ4OFudgXV1dRfZ5SkoKRqORgoICdDodaWlpoumKLXR2djI+Pv7BlbgWFxfXDMSPHz+mubmZ6Oho9u/fz4EDB8jIyCAhIYHg4OBNa7fZgo+Pz4ZbFQK8vLxoaGhgbGxs3dyDP+H98cECMSyXBmNiYsT5XWfLHrGxsczNzVFaWopSqXS65CL4HqvVahQKBVlZWTQ3NxMREeGwfGc2m7l58yYuLi5cuHDB6WDo5uaGwWBgZGSEy5cvO7zZRkdH6enpERcNoZTd1dXF0aNH163oZDQaefPmDU+fPmVoaIikpCROnDhBdXU1e/fuXbdTizMYHR0VxR3gnxiXKxdWQFQhe/LkCR0dHcBy1nT58mW7ZBepVEpfXx+9vb2bShoJCgqyywoVXI9slZ8DAwMpLi5ecxxvampKLN8Lm779+/eTmJi4rkUxLCyMpqYmOjo6nK7gwPI9lpiYSGpqKjMzM+Jc+MTEhOiDbA+Dg4MiN8BoNDI1NbXhjEgulzM/P++QxKhSqcSNSnp6unifCdlyQ0MDarUaWLZMXGs0p7KyEldX13V9XhvB0tIS1dXVDgNxUVERhw4dIisryynG+WZCqVRSV1fH7OysXcczZ+Dq6ioS737O89y/RHzQQAzLC4VAItLr9U5naiMjI+j1etGAfC1tVlje5U9OTpKbm0t2djaBgYEMDAyIikn2AuWDBw+YmpriypUr616EwsPDbZbc3oUQtPz9/ZHL5atK2c68NwEmk4lnz57x8uVLpqenycrKIi8vj8jISPr6+mhtbSUoKEjsQW4mJBIJjY2N4oIkk8no7u6mt7eX5ORkcT752bNn9PT0iIFtdHSUyclJoqKiHPa8vL29N708JpPJ6Orqoq+vT1ywBwcHefr0KSUlJczNzZGZmUleXt6q8rNCoWBwcBCj0WizZLu4uEh5eTlv3rwhJCSEAwcOkJ6ejp+f34azkrCwMLH8v16BBZlMxtatW8nIyBCFUqqqqujq6sLLy4stW7YwODiIWq0W5TMbGxuZm5sjMDCQnTt30tvby/j4+IYzovDwcHQ6naj7bQvR0dFUVVVZac4HBARQX18vqrqt1feempqirKyMffv2fXCfXbPZjFardRiIKysrRa7FT4G5uTlaWloclulnZ2fp6emxOyEhSGnOzc39rGVGf4n44IEYlskAQhl3aGhoTenB8vJyNBoNBw4cICoqitLSUubm5pza7UVERKxa7OPi4kR1oeDgYKusqLi4mM7OTs6dO7ch2TiJREJoaCiVlZUOFWpkMhmjo6NotVpqa2txc3NbNylrZmaGb7/9lpmZGfbv38+RI0dWEW0qKyuZmpqip6cHtVq9odEkR9iyZQtqtXoVmU7QlR4YGBD7v6mpqZw8eVIMbHNzc8zOzq7Zq1WpVNTX1zM9Pf1es5G2zru6uhpXV1eePn2KTqdDoVCIxCl7ZCWVSkVpaSmpqamrHp+YmOD+/fu4ubmRl5dHVFTUppQeBZP4qqqqVaSm9UAikRAcHMz27dsJCQmht7cXrVZLVVUVTU1NYuDNyckRSYUxMTF4e3uLY3YbzYhWzg3bGxuTSqXI5XLUajVJSUniuM6WLVtENTZ7GtYCJicnuX37Nn5+fut2zNoI5ufn17RnbG1tFcVNPlY2bDab6ezspLS0lI6ODpaWlmz6pg8PD1NYWEhpaSmdnZ2o1Wq75jsmk2ndqnR/wvvjowRiWC6fhIWFUVFR4bAP8fbtW2pqajh06BBJSUkEBASIUo4b6V9IJBJSUlIYGxujrKxs1cydwBw9evTohuXiBDvE+fl5urq6HCpJRUdH09DQgMlk4vz58+vaPZvNZr7//nsUCgVffPGFzXJ9aWkpkZGRnDt3Dh8fH4aGhsTRpN7eXhQKxXuZZwh+vy4uLoSFhdHf38/bt28xGAwsLi6yb98+jhw5QlhY2Kqb2MXFhZaWFtGv2NENvrS0RGNj46YScDw9Pamvr6ezs5Pw8HBOnDhBRkbGmhsvlUpFR0eHKIgBy0H4wYMHZGVlsWPHjk0ntoSHh9Pc3ExNTQ1bt259L7exLVu2kJycTHJyMl1dXSwuLnL16lUSEhLw8fGx+h6EMZawsLANEyXtzQ2vhKDK1dnZuaqsLGhYO9p0T01NcevWLdH1633GiYTZ+omJCYebfLVazcTEhF3r0ZXnPjAwsG5+xqtXr6iqqqKhoYHW1la6uroYHBxkamoKs9mMQqHAaDRSXV3N27dv0Wg0ok53e3u76DkcExNDVVWV6Fne3t7O48ePqa6uxt3dnSNHjohMbHubpeDgYDQazapRs/VgcnISYFOMKf4l4aMFYlhe2EJDQykvL7c5g/v69Wvq6uo4cuTIKtKIj4+P+He9vb0bkr4UjiWIMchkMp4+fUp2dvaG2YaC25TRaOTChQu0t7c71PMVyGgdHR3rFm8vLCxkYmKCK1eu2LzIzWYzZWVl7Ny5UxSVEEaTVCoVAwMD1NbWotVq0ev1NueFnUFPTw+9vb3odDrR5eno0aPs3bvXbjXA3d1dZMYGBAQ4rAIIPd2NlGcdwWg0Mjw8zMWLF9dl+6ZQKNBoNCQnJzM5OcmDBw/YuXPnBxvzkEgkJCcn09nZSWVlJXNzc6t0njcCgSVdX1/v0GpzdnaWmpoadu/e/V4LqTA37OLiYndcTyjDr7SelEqlKJVKKisriY+Pt1llePjwocjl2Ggfc3Jykps3bzIzM0NMTAyNjY12zSlguf8bFhbmUHhELpcTERFBeXn5mvKv76KpqQkXFxdcXV0xmUzMz88zPDwsjnZpNBp0Oh3Dw8N4eXkRHBxMVFQU27Zt4+DBg6SlpREaGkpAQADu7u6UlpZSXV1NW1sbAQEBnDhxgszMTPF+DwgIoK+vz6pXD8vX38zMjJUzmzMYGRnhzp071NXVERER8ZOV6f854qMGYljepQcHB1NeXs7U1NSqEmRXVxeZmZk2L/iGhgYGBgaYn5+nvb3dpj71WhC8QcvKylYxHDeC3t5e8vPz8fLy4tKlS+IMr1qtdtjjFARMJiYmKC8vX9OhCJbfe01NDSdOnLCb0Qr94Xf1pSUSCf7+/qSkpJCZmYmbmxt6vV6cFx4aGsLT03PNntzIyAgvX76kv7+fxcVFQkNDOX36tMO52pXnMDQ0JGZLcXFxdgOLRCJhcHBwQ5aEjhAUFIRGo1l3gPfy8hKrAEVFRezcufO9DNqdgZDheHh4oNFo6OvrIz4+nu7ubjQaDWVlZZSXl4tZlMlkcip7ETY54eHhNr+z9vZ2xsbG3rsasXJu2B5xy93dnYmJCXQ63apStL+/v10LRYPBwNu3b8nLy9twxt7d3c39+/fx9vbm0qVLbN26VTQVsaV50NfXR319PSdPnlyz+qFUKsV5+PWQpmJjY4mPjyc+Pp6kpCRSUlLYtm0bmZmZJCYmUltbS0pKCp9//jkJCQlERkaKBElbVQ25XE53dzfZ2dkcPHjQ5oYmOjoajUZjk+AVEhKCWq1eU8b3Xdy7dw9PT0927tzJ69evbcoW/wm28dEDMSyXCgU7xJV+mFFRUVbEi+npae7cuUNPTw/79u1j//79DvWpnTl2bW0tPj4+Nn1gnYFWq6WoqIjY2FhOnjwpLjReXl7U19dbbTDehSDe7uHhQVlZmcMd9OTkpGgH6YhFWlVVxcLCgkNtZYlEQmBgoDgvLDCVhVnS0dFRvL29xR670WikvLycFy9eoNPpkEgkZGdno9friYuLWxehw2QyMTw8zNzcHCaTyaEZg1AiXa8loSMIGtnd3d3rCvASiQSj0YhWq2XXrl0fPAivREBAAFu3bqW8vBy1Wk17e7tIHktJSSE2Nhaz2Ux9fT319fUkJCQ4zGRVKhXd3d20t7fbrAL5+/tvmvh/WFgYOp3OyhlsJSIjI1Gr1VbcgaioKCoqKqycnYSscKObZ8GKNCEhgePHjyOVSpmZmaGiokJkfA8NDeHj44OHhwd6vZ5Hjx4RERHhFDNbEPHYt2/fhgR5bOH27du4u7tz/Phxp/8mKCgIuVxOeXm5WKZ+Fy4uLnh6elJRUWFVonZxcWFiYoLGxsZ1jYY1NDRgsVjw9PRkYmJCVPj7E9bGTxKIYTkgClqp9mj3Wq2WwsJCPDw8uHDhAmFhYaI+dV1dHTqdbl361GazmVu3bmE2m7l06dK6g7jZbObp06fU1dWxZ88edu/ebfUcwUfUmbJOQEAAY2NjNDQ02LzgBYlOLy8vPv30U4ev9fbtW0JCQpwmOQk9oLS0NNLT07FYLPT09KDVasWNjtBCECRCMzMzCQwMpK2tjf7+fqectgR4e3tTXV1NbGwszc3NjI2NERoaavM7UCgUtLS0MDw8vKk6woJGtr2ypy2MjY3x5s2bjx6EBQhl/bS0NM6ePUt6ejoxMTEidyI6Opq0tDQaGhrQ6XRWpcZ3IfhQvzty9iEgEAftbQ6lUikSiQSNRsP27dsZHR0Ve59Go5Ft27atCsSzs7OoVCqHhhy2sNKKdN++favEeu7fv49cLufLL7/Ezc2N7u5ukdzW3NwsatQ7s2EvKCjAy8trTeEPZ1FcXCzq3a+XixAUFISHhwelpaXo9XpiYmKs7lVfX1+7Jerw8HCqqqpwc3NzWuglODiYuro6ent7mZubY2RkhOjo6E3bTP+S8ZMFYljOIP39/SkvL19lNj83N8e9e/dob28nJyeHI0eOrLoQZTIZqampolFAamqqU0H10aNHjI2Ncfny5XVfHCaTidu3bzM0NMTJkyftMr99fX3RaDQkJCQ4tdiHhYVZlYH0ej0vX76kuLgYuVzOxYsXHQY8oT+8e/fuDS2uLi4uKBQKxsfHRYKIr68vhw4dEpnrKz9/nU7H7Ows3d3dTs/8SqVSwsPDefv2LZGRkaJGbnR0tM1FxtXVdd3ylGvB3d2dpqYmp0l/IyMjFBQUsGfPno9iLGAParWanTt32i3HCuIeziycCoWC/v5+mpqa1uVMtRF0d3eLKmr2EBISIpKPhHGqoKAgPvnkE6tZeF9f33UHYaPRyK1btxgdHeXUqVOr2l7Dw8Oo1WpOnz6Nh4cHgYGBpKWlkZmZSVxcHDt27HBKL19ASUkJBw8e3JQNzsTEBEVFRRw8eHBdVp4rERAQQEREhFjxCgsLs2pB2StRu7i4MDMzQ21trdOqax4eHmRkZJCVlcXY2BiTk5OMjo6KnJ6ZmRlcXV3/xMa2gZ80EAMisUggUc3MzFBQUIBMJuPcuXN2y1ptbW10dnayuLjo1NhASUkJbW1tnDlzZt3MYYPBwPXr11laWuLSpUsOe4xyuZz6+nrm5+ed6hPJZDImJyepr69nbGyMoqIiGhoakMlk5OTkcPjw4TU3GT09PbS1tZGbm7uui9xgMFBRUSGWni0WC9nZ2Rw7doykpCS7C39tbS3BwcEMDAzYHYOwBYVCQXx8PK2trUxOTopzp7YkUP39/amurnY48jQxMcHbt2+pqKigqakJmUy2Zv9XKpU6NZ4xNDTE48eP2b9//0+uNFRVVcX27dsdzmBLpVIaGxuRy+VrXncREREiAWhqagpfX99NV34aHx+nuLjYqRaGUKU4d+6cOE61GUQfk8nEN998Ayxbkb7b9nrx4gUuLi5WGtISiQSFQrHuillVVRWZmZmbkgHm5+ejUqk4cODAe72OUqkkLS2Nvr6+Vdr4AlaWqN9tBQhZcW9vL62trSQlJTm9KRbMQObn51Eqlfj5+XHv3j0CAwPXpY3+LwU/eSCGZVa0r68vpaWldHd3k56ezvHjx20uDl1dXTx8+JCWlhYiIyM5evQotbW11NfX2+0Z19fXU1lZyZEjRzZU1rpx4wYGg0E0fF8LCwsLNDQ02CWqvIuIiAi0Wq04g5uXl8e2bdsICAhwKrBWVlayuLjoMPNQ69XcrL/J/OI8C0MLvHjxgrKyMpul57WOqdPp8PX1JT09nbKyMgICAqyylzt37hAUFGQVPGQyGTExMUxPTzM5OYnRaEShUNgUZVhaWkKr1VqRi4xGI/fu3aOyshKDwUBAQAAWiwWdTsf4+LhDdqtQnnbE6B0YGODJkyccPHjQ7kbwQ8NgMDA+Ps7Q0JBYGVqLyazT6fDy8lozELu6ujI+Ps7Y2BgzMzNoNBpxfjswMPC9GNNms5mSkhKKiorw9/fn008/XfN6qqqqYvfu3ZuuBvf48WPm5ub4sz/7M5tM+devX5Odnb1hC8F3ITgYva9Gfnd3N3V1dZw7d25dDH97kEqlJCYm0tnZSXV1NSkpKavWScFE5F1RIoFDImjBO8NDWPm3AidheHiYtLQ0FhcX0ev176X+9UvFz2bYKzo6mi+++AJXV1ebO8re3l5ev37N9PQ0crmcX/3qV+Ku+erVq9y6dYtvv/3Wyj+4r6+P4uJisrOzN5TZFBQUYDQa2b9/P2/evGFubo6jR486/JucnBwaGxspKCjg888/X/MYMpmMwMBA5ubm2Llz57rPcWBgwOEGo7CtkLPfncW0ZEKChCueV7gcd1kUs1gvhPJhfHw8vb29FBYWcu3atVVZzOTkJNXV1Rw+fNjq7wXS1zfffEN6ejrd3d02e9s5OTmMjIzwww8/EBwczLZt2wgLC6OwsJCZmRkuXry4iuTW399PQUEBt27d4uzZs+KCMTMzQ1tbm6gcZTabaWpqIiEhwSrz6uzs5NWrV3zyySfr3rRtFBUVFdTV1WEymbBYLFgsFvExYSO3GQvySgQEBNDT08OXX37JzMwMarWatrY26uvr8fT0JCUlhbS0NKczIMFxqLCwkMXFRQ4cOOAUwam/vx+LxbKpo2qwvJHp7e0lLy/P5nsYHh5maWlpU/v+AslpI/O3K6HX63F3d980wpeAzz//nG+//Zb79+9z4cKFVY/l5uby8OFDJicnV22IcnJyePDgAdeuXSM/P5/vvvuOa9euOXU9JiQkkJCQwP3792lubiYhIYHbt2+zY8eOP/WN38HPJhADNneSer2eV69eMTk5SUhICJmZmbx+/XrVhaBQKLh69Sp37tzhxo0bnD17Fj8/P5FxHBsbuyECRXl5OXq9nrNnzxIQEIC3tzcFBQXk5+dz+vRpu4uUVCrlxIkT3L17F7Va7ZRN244dO8jPz8dgMKzrIjWbzczOztpcUAwGA5WVlfx1yV8zb5oXf1/mUsbXp752+hgr0dDQgNlsFjc1hw8fZmhoiHv37nH16lXxMzl06BA//vijXSauTCYjNDQUo9HIzMyM3ePl5eXR2tqKRqOhsLAQi8WCRCJh//79Vkzz0NBQrl69yu3bt/nqq69wd3fHYDBgNptxdXXFy8uLmJgYcRTowYMHnDp1Cg8PDywWi6g+lZeXt2Enoo2grq6OwMBAkpKSUKlUeHp6IpfLkUqlGAwGvv76603X/l0Z7FUqFbm5ueTm5jI8PExVVZVo3xcYGEhmZqbd8rLRaOTFixd0d3eLr6lSqUR2vKPsyWw28/z5c4KCgjZ9YdZoNMjlcrvn3dDQgIeHx6YKTygUCoaHh99b+9psNmM2m1f9bmZmhufPnzM6Osri4iLwTyplMTEx5OTkrPkZymQyTp06xc2bN5menl613gpE2HeJpqGhocjlcurq6rhy5Qrfffcdt2/f5sqVK05fk3v27OHRo0dERkYSExNDdXU1u3btcvbj+BeBn1UgXonBwUFevnzJxMQEQUFBHD9+XCRBvHnzhvr6+lWlWJlMxsWLF3n48CF37tzh008/paioCF9fX44cObLu47e3t6PVajl48KBYugoNDeX8+fPcu3ePmzdvcuHCBbs3sr+/P3v27KGkpAQ/P781yzFBQUG4ubmhVqvZu3ev0+fZ29u7akTBbDaLpfqpqSnc3Nzwc/PDZd6FJZaQICFAubFSnMlkorS0lJiYmFXv+8yZM3zzzTc8e/ZMZHdHR0eza9cu3r59i7e3t80+ckhICP39/Q4DMSzLlArkuOHhYe7evWuXPKVSqbhw4QLXr1/H09OTvXv3EqzVKU4AACAASURBVBkZafU9Cd/pDz/8QEJCAnq9HpPJxLlz5z66EIHFYiEqKspmSd1oNH6QYxqNRpsLaUBAAHl5ecAyD6O6uprHjx8jk8mIjIwkJycHb29vzGYz1dXVVFVVIZfLOXz4MHFxcZSXl1NdXS0+5u/vT2ZmplXFw2QykZ+fj9FoXNdojrPo6OhwyF3Q6/VOW046C19fX/R6/Xu/TmZmJjqdjsLCQmJiYujo6KCjowNPT0+ysrIIDw9HIpEwOztLZ2enWMnw8vLi2LFjDjkwPj4+KJVKysrKrCp7FovFJnFy69atNDc3s2vXLi5evMj169cpKCjg1KlTTr0ff39/EhISKCkpYc+ePdy6dYu0tLQ/9YpX4GcXiEdGRigqKmJsbIyAgAAuX75sdWGFhoaKPdiVkEqlnD59mmfPnlFYWIhMJuPs2bPrPofx8XGePXtGSkqKlQqRr6+vWAq/fv06Fy9etLtwp6WlMTY2RmFhIZcuXVqTJBYbG0tra+u6AnFLS4vYi/ndy9/xf7r+D2bM/FXsX/Fvzv8b/P39OT57nD1/v4fOqU585D787szvnH59AXq9nmfPniGVSq3KzQqFguPHj/PgwQMaGhrEjGD79u2MjY3x5MkTLl68aPX+w8PD0Wg0SCQSBgYGnCqT9/f34+rq6jCTefr0KUqlcs22QHZ2NkFBQfT29hIdHU1iYuJPIkBgsVjsZhdC9rPZMBgMa2aDsbGxxMbGin68jY2NfP/996JgByx/xyvHgYaHh/Hz8+P8+fN0d3ejVqt5+vQpsDyyqFKpWFpaYmhoCLlcztmzZze97A7L+tCOWgvT09MbagM5glQqFdXX8vLyNpxtKxQK8vLyKCoqoqenBzc3N44ePWq1UfP19SUiIoIDBw4wPDzMq1evuHXrFseOHXO4CUlJSUGj0Vj9fmlpySYvZ8eOHTQ3N4tZ9OnTp7l7967T9yws32u3bt1iZGSExMRENBrNhufBf4n4SQKx2WwWR5YSExMJDg6mv7+fsrIyRkdH8fPz48KFC3b7RllZWeJu2tZNfOTIEZRKJTU1NWg0mnWVpc1mM/n5+QQEBNi9UDw8PLh27Rq3bt3iu+++E7WdbSE3N5fR0VHu3bu3Zm8lJyeH+vp6hoeHnSKQTE1N0dHRgcVi4fuH3/Pfhv8bC5YFAP57x3/nN7Lf4I8/gcpAWv+/Vmpbail5UUK4+9q9z5mZGZHAMTg4iNlsFisTtoJGaGgoqampvHnzhsrKSry8vAgLC2Pfvn0MDQ1RXFxstYP29vYmMDAQFxcXfvzxR/bu3cvWrVsdBsOmpiaHZJiBgQGGhoY4f/78mu8RljcDH6sX7Aj2ArHJZPog4x6Tk5NOM6VlMhlZWVlkZWVhMBhobW1FLpcTFxdndd4rR8MiIyOJjIwUs9+JiQnx+t+3b9+G1PEEjI6O8vDhQ+RyOUFBQcTExBAWFiYGP7PZbHfjK4zobSZpyGw209PTQ1JSEu3t7fzxj3/k+PHjG866IyMj+fWvf+308wMCArhw4QLPnz/n0aNH7N27165wTUJCAhUVFataB6Ojo5jNZpvkRKVSKTqtpaamim06rVYrVk/WgkwmIzc3lxcvXoiBfNu2bR98lv2fCz56IDaZTNy6dYvZ2Vnc3d1paWkBlgk8Pj4+nDt3bs0gFBQUhKurK9XV1at24yshsDBfv37N1NSUTdKQLZjNZiwWC3Nzc3YDPSxfWJcvX+b+/fvcvn2bEydO2LUzFEq3d+/e5dKlS3YXH4VCgZeXFxUVFZw4ccLu+Qk6z0JJNz4+HnmMHLdv3VhYWA7EMqmM1rFWoryXFxuJREJ6QjrV5dWUlpbyySef2Hz9+vp6KioqWFhYQC6XYzKZCAoK4tixY2tmLq6urkilUuLi4hgeHqampoaqqiqkUqnd97x//37u379PUFAQtbW1FBUV4e3tTWhoKElJSas2OM+fP2dychKZTMb8/LzNcZ7i4mICAgKc9rD+0JiYmKC5uZm4uDi76mkfOyM2m80MDAywb9++df+tQqFwqExmMBisFnOZTMaePXt48OABZ86c2ZR+95YtW0hKSmJ6ehq9Xk9raysWiwWFQkFkZCQWi8UuC3tlj3WzIIz/7d+/n71793L37l3u379PTEwMhw4d+mj+vp988gm+vr6UlJQwPj5uc/xJqVRarZt1dXUOe+ZyuZypqSnx/xEREeLa7SxCQ0OJiIigpqaGtLQ0qqqqnF6Xf+n4qIHYaDTy/fffs7S0xBdffIGHh4dITFhvGScyMpKWlha7gRggOTkZlUrF48ePmZ6e5tSpU2veEDKZjC+++GJV6dkee1EqlXLmzBl+/PFHHj58KPbJbD3v/PnzfPfddxQWFjrcRaanp1NSUoLZbF51rsPDw5SVlaHX65FKpURGRpKZmUlxcTEHDx5kdnEWuYscKVIsWJBKpGQEW6t7paamolarrV4flslpWq2WpKQkdu7ciUKh4Pnz5+j1+jWDsNFopKamhtTU1FXWdM3NzRQVFTE+Pm6TiKZUKjl79iylpaX09fXh5eWFh4cHMzMz3L9/n/j4eHbu3IlWq6W1tZUTJ07Q0dFBbW2tze8+NjbW6bnmD42mpiZevnwpGq6/yyxfCXtZ7+Li4qZnxLW1tQCbZlxhMplobGykrq5OtGF8F6GhoUilUlpbWzeFqSyXy61Ky8IoVkNDA5GRkXbJS8LmbmJi4r3cyFZCp9MRHR0tbjrn5uYIDg6ms7OTP/zhD5w/f/69x5qcRUZGBj4+PhQWFqJUKm2SRd/VE5+YmFjz/FYS/JKTk9HpdGsS8t7Frl27uHnzJgcPHhS1E9ZjkPFLxUebIzYYDNy4cQOJRMLVq1fFm0QikWxot+jj4+OUibyXl5doUdbc3OzUULpgzNDW1oZarSYiIsIhsSA2Nhaj0UhZWZnd+VS5XE5oaCgVFRUORTD8/PzQaDR4eHiI2fHz58+pra3FxcWFXbt2ceTIEeLi4tDpdOL8sJvMjUspl5hcmCQtMI2vz35NhJf1MYKCgqiurrZyiWpubqa0tJRDhw6RlZUl3lzOfs6PHj3CaDRa6Xc/fvwYHx8fpFIpDQ0NVt6+wue9detW0tLSRJ3cwcFBYDkQabVaOjs7OXDgALGxsfj4+PD69WureUhYJoD9HFxfuru7efbsGZmZmRw/fpzW1lbq6+tt2kA2NjbS2tpKbW0tNTU16HQ6amtrqauro7OzE5PJ5FR7xZk5YpPJJE4SrNfz2Wg0MjY2xuLiIkajkaamJl69ekVpaSn9/f34+Pjw2Wef2f38Ozo6mJyc/GBSoXK5nJ6eHsbGxjh//rzd+1wikVBdXY2np+emsOOF6YRPP/1UtCysqqri9OnTZGdn09LSQmVl5Zp+3JsJb29v3NzcKCsrIyQkZM0g29fXx9TUlM1qh9BK3L59u7iJUSgUaLValErluuawZTIZKpWK8vJyUlJSaGlpWTVWKkxFrERHRwdlZWWEh4f/Yu0VP0ognp2d5fvvv8fV1ZUrV65sioeru7s7tbW1LCwsrKnc4+HhQWJiIjqdjpqamuVS7hoZnuCAMzg4SEVFBf7+/g53zxEREcjlcsrKylbJda6ESqXCy8uLsrIyXF1dbfaPJBIJbW1ttLS0oNFoGBsbIyYmhhMnTrB9+3b8/f3FC/VdfWkfdx/OJJ3hXPI5/D1sl2YFhrUwqhMaGsrS0hIPHz4kPT3dSiNboVBQV1dn03BcQG9vL2q1ehWzHZaFGrq7u7lw4QLJycmo1WpGRkbsyoO6uLiIN7bQP2xpaWF+fp6MjAzx3Nzc3BgdHWV2dnbD8n8fEoODgxQUFJCUlMTevXuRSCTExcWh0WgYHR21mmcXtK/9/f3x9fXFy8uLLVu2oFKpWFxcZG5uzil9bGcC8aNHjzAYDHz++efrzrS7u7spKCigrq6O2tpa+vv78fX1Zd++fRw6dIiEhASH6l8LCwu0t7dvqtf0u3jx4gWpqalrVkW6u7vp6+vbFIev6elp6uvrxVJ/U1MTfX197N69G6lUSnR0NDqdjoGBAZvf/4dCYGAgY2NjVFVVkZSU5HDdHR0dZWBgwKbmfWdnJ+3t7Rw+fHjVNdPR0cH09PS6N1be3t4i6bKnp4eQkBCUSiVms5k//vGP+Pj4rGor/PDDD1gsFrq7u23yEn4J+OCBWPD+VCqVXL58+b1ZqYIYw/Pnz5mdnWV2dtYpzVxXV1dSU1NpaWlBrVYTGRm5ZuYkkUiIj49nbm6O0tLSNXV8g4KC8PX1pby83G7A8fX1xdXVldLS0lWuS1NTUxQXF1NUVCQKZuzfv59Dhw6xJXAL1+5d429+/BsaRhrIi8tDgkT0H16vIpFKpRKVdqqqqsTRB3sl84WFBerr623KQprNZu7du0dYWNiqBdZgMPDkyROys7OJiIgQ54bLy8uRyWRrBlCJRMKWLVuorq4mOjraqtfl5eVFSUkJKSkpP6sbc3R0lPz8fCIjI1eNzQnvuby8HIVCseo6Eh4LDQ0lLCyMiIgIoqKi2Lp1KwaDgcHBQUwm05rkorUCcXFxMR0dHZhMJtRqtfij0Wjo7OzEbDajUqlEUZF3P1cfHx+ys7PJzs6mra2N0NBQjh075vT15+fnt+muWu9Cp9OJs7WOIMg3rtfqzxZcXV1F56alpSXKysoICgoSA5RcLqelpQVPT0/6+/tJT0//aOz86OhompubaW5udrjpmJubo7293WYZu7KyErPZbKUHMDs7S1dX17p9i4X2xevXr0lISBCnFgS7VKECJ2S/BoOByclJ5HI5Q0NDREZG/uL0qj9oIJ6bm+POnTsiCet9Fszh4WFevnzJq1ev6O7uxsfHh71799LY2MjWrVudKkdKpVJSUlLQ6/VOZbkCoqKikEqllJWVramt7OPjQ3h4OBUVFXR2dtrUUQ4KChItBqenp3nz5g0ajQaj0UhaWhrHjx8nOTlZXOCu3LpCYWshEwsTNAw3YLaYSZAn0NLSYuU/7CzkcjnJyckMDAwwNTWFu7u7TWs8WC73arVaFhYWrN57cXExw8PDVqXA+/fvI5FI+Oyzz8TfqVQqXF1dxYVqLcbk7du3cXFxsZm9eXh40N/fj8lk2jSJwveFyWTixo0bBAcH2yTbCeXB8vJyp6/Zrq4uJicnmZqawsXFxaHsqU6nw9PT0yoQm81mioqK6OjoYN++fezatYukpCQSExNJSEggKCiI8fFxmpubqa6uRqvVotFoaGtrIz4+3mbQqK2tRaVSrau87eLiQn19PYuLi+uy0FwPPD09qaqqEjXs7UEulzM7O0tNTQ3bt29/r4VdKpUSEBBAY2MjHR0d+Pv7c+zYsVWfm9FopKurCxcXFywWy0crUUskEmJjY6moqLDrQy08r7a21mYLpK6uDldXVytOgZeXF1qtltTU1HWXjOVyOYuLi2IwT09PRyqVsnXrVmpra+nq6hINN8LDw5mYmKC/vx+DwYDFYtn0GfCfGh8sEBuNRm7cuIFCoXDYr3EEg8Eg+uHW1taK0oifffYZiYmJeHt709zczMTEhNPlHolEQkJCArOzs5SVlTlt8xUSEoKXlxfl5eVruveoVCpiY2PRarU0NjZazad2dHTQ2trK7Owso6OjBAcHc/z4cXbs2CGSWlbib5/9LWOGMQBMZhMquYpEY+Ka/sNrYWJigtLSUoKDg8VNgC0IIviVlZWrspnJyUmKiorIzc1d9Rl2dHSg0+lEV5uVEDyohUXeVrnVbDbz8OFDxsbGuHTpkt2SrEqlorS01Gbf+adARUUFIyMjXLp0ye75TE5O0tXVRVtbG1u3bl0zM2xvb2dqaoq9e/dSXV2NTqdjdHSU6elpZmZmGB0dZWRkhJGREVHdymg00t/fL45yvXnzRtT0PnDgAAqFAg8PD5RKJSqVCn9/fxITE8nKyhIz3tjYWOrq6tDr9TZLj7W1tXh6eq5bi3tkZAS9Xr9pvsfvwsfHh/n5eSoqKtYs5wsa7zMzM+89yuTl5cW2bdvIysqyOY/u5uZGbW0tW7dupaen54O9f1twdXWls7MTvV5vl6AniAnZCqpNTU2ANblPLpej0+no6+sTHZbWA4HdvWXLFnx8fPD09EQqlRIcHExNTQ2Li4viaKGnpyf19fW4ubmJLZFf0ujTBwnEwoiS0WjkypUr69otmc1mmpubRVOCyclJsUeakZFhZUpgMplobm5ed98pKiqKiYkJampqMJlMTs2S+vr6ioSrrq4um9muAIVCQXJyMnV1dVRXV+Pj40NlZSVFRUW0tbWhVCo5cOAA09PTDA0NkZycbHdRbh1tpW6ojkXzIh6uHvyH3f8BY5eR4ODgdRNuVuLu3btilmYwGByagAcEBNDZ2UljY6O4iOTn56NUKsnNzRWfJ5Sqo6OjV2XYZrOZFy9e0NPTw6VLlxgYGECr1VoRrgwGAzdv3mRycpLPP//cYcVCpVLR2tqKRCL5WWTFGo1G/N5XQhg5e/z4MR0dHWIZrqqqak0iYHd3N3q9no6ODhYWFjAajYyOjjI4OEhHRwddXV309PTQ09MDLFehBgcHGRoaor+/n56eHubn55mbm2N+fp7FxUVCQ0PXXDTlcjkGg4G2tjYkEgm9vb309fXR3d1NV1cXAwMDLC4uMjY2Rm9vr/jT398v/gwMDIg/Q0NDDA0NYbFY6O3t3bC95cTEBDKZzOHcdX9/P0NDQ7S2tpKYmGh3/RE2mBqNhqSkpA8iLCJgZmaGxsZGPvnkE9G69WMSj2ZmZsTP3RYkEglqtZrw8HCrADc2NoZer7f5txEREajVagC745v2IJPJMBqNImNb2MyrVCpmZmZoamrC398fLy8vFhYWaGlpwWg0YjKZ6O7udmoj+88Fm34lmEwmvv/+e1Hj9/r16yLb1RFGRkaoqKigr68Pi8VCSEiIU6YE6enpVFZW0tXV5dSudmpqivLycrq7u1laWhIN66empkR5RkcICQnh4sWL3L17l++++46LFy86nDWOj4+npqaGJ0+eIJfLycjIYNu2beJNGB4eTn5+Prdu3eLIkSM2A+v/PP4/CfMMo6yvjM8TPufPt/85v6v63XtZpFVXVzMzMyPqx8Iy6crRhuTkyZP84Q9/oKysDKVSydTUFF988cWq57x48QKJRLJqPtBkMvHdd99hMBj47LPP8PHx4cyZM1a6tcIMM8C1a9cc3mSjo6NoNBomJiZ48+bNe4lDbBa8vb1pa2sTR8PMZjOVlZXU1dWxtLREfHw8+/btE7/7hw8fkp+fz69//Wu719DS0hKenp5cvXp13edTUlJCfX09f/7nf874+Dj19fXiz+HDh21ea0LbZnBwEIvFImY9EolE/JFKpbi7u7O4uEhPT4+VUcXK/9v6VyKRMD4+vqHN07NnzxgdHcXNzY2IiAhyc3ORyWSi/GpjYyNSqZTMzExaWlq4ceMGV65csXstJScno9Vq+fHHHzekwucsmpqakMvl+Pn54ebmhkajWTXm9y7MZjNGo5GFhQXc3d3fe5Mgl8ut9KvfhUwmY3x83KpsLpSLbcHPz49f/epXGz6/hIQE6urqmJ+fX/X73bt309nZyYsXL7hy5Qo6nY6FhQWUSiUmk4mQkBAeP37MmTNnfhHBWGJZeQe9JwQT7sXFRTETfvnyJW1tbXh5eVmZXE9PT6PT6WhtbcVgMODl5UVaWhrJycnrWlTv3r2LRCKxeyOZzWZqamqor69nZmYGpVJJSkoK6enpyGQy9Ho9Dx8+JCgoiNOnTzt1TIPBwK1bt1haWlrl+GQ2m2lvb6e6uprR0VFcXV2Jiopiy5YtaDQau4phr169orGxET8/Pw4dOuTQjaavr4+CggL+4i/+YkPBx2w289VXX5Gens7S0pJ43Pn5ea5cueLwb+vr6ykuLkYikZCWlrZqMRkdHeX27dt8+umnqxb5+/fvMzY2xhdffLHqhhV8nr29vTEajUxPTxMTE0NfXx9Hjx61ucMeGhpCo9EwPDzMtm3bSExM5JtvviElJYXdu3ev+7PYTBiNRtH/1sPDg+npaSQSCcnJyezcudNmBvTVV1+RkZFht6Lz4sULhoaG1vxe3oUwv33w4MFVJUWz2czLly9paWkRHZKE8Zu2tjYWFhbw9fUlIyPDLrv9ffH3f//3nD9/fsOiK1NTU+LcMiyzg/V6PS4uLmRkZIjZttCzX1pa4urVq3aDhaBf/j7n5Aitra08f/5c/LxfvnxJV1eXlXLWzMwMxcXFDA0NYTAYxN9LJBJ27dr1Xm2oV69e0dvby7Vr1+w+55tvviEqKspKUdBsNvMP//APToktrRcWi4WvvvqKxMREK4EZYQTQ39+f8fFxJBKJuDmcnZ0lIiJC1Cr/KaRpNxOblhGbTCZu3ryJTCbj/Pnz4i7lyJEj7Nixg6dPn/LDDz8gk8lEV5zFxUUUCgVbt24lJydnw/OfGRkZPH361EqkYuXuXhDBOHnypBXLMyQkhHPnznH37l1ev37tVKYpOD7dvXuXGzdusHfvXrq6uujr6xPlIE+cOLEqw+zt7eXJkyc2b4bc3FxSU1N58eIFt2/fxtPTk4SEBNLS0qwWkObmZiZcJ0j+38n0TPZwLukcvz/3e2RS577OlpYWzGYzOTk5/P73vycpKYmUlBRu3LiBXq93aOOWkpJCbW0tJpPJykHl1atXBAQErArCc3Nz6PV6Pv/8c6v3oVAoiI+Pp6GhAX9/f65du4ZSqaS/v59nz55x+vRpsTQ9MDCAWq1mfHyc7du3c+TIETGwpaWlodPp2Llz50+aFcvlcr788ks0Gg3T09NkZGQQHx/v8JxUKhUjIyN2H9/IPrm/v5+XL1+SkZFh1dcTtMK3bNnC69ev0Wg0zMzM4ObmRlxcHNnZ2R8lw3ifEUZPT0927txJTk4OL1++ZHx8nB07doiEHwEymYwrV67whz/8gdLS0lUtlJUICAjAz8+PoqIiLl68uOHzsoWOjg5evHhBenq62LLYtWsXzc3NYptienqaoqIi9Hq9qBgWGxsrbsbVarXoHW7vPayF6elph6NlsHw/jo+PW/1eKpXi5uZGZ2fnpgdiiUSCq6srJpPJ6rHIyEj8/f3R6/Xi9SmMLwntweDgYIqLi8nNzf1Z8EQ2ik0JxEI52mQyceHCBasb2dPTk/Pnz2Mymairq2NychKlUklqauqm3PSCoo1OpyMxMdFqd29P8WolhEz0+fPnZGVlOe0MEhERQW1tLa9fv0alUrFjxw67Pq7Hjh3jm2++sWuN6Ofnx8WLF0USVXV1NZWVlcjlcnx9fYmKiiIxMZGBgQH+19D/omd+uS94t/Euuyt28293/Vunzrm2tpbg4GDa29sxmUzs2LFDHC968uQJf/Znf2a3fzU4OMjExIRNlbLTp09b3VC1tbXI5XKbLYaRkREaGhrYt2/fqn5yaGgoO3bs4OHDhyQlJYkOTRkZGVZsVFjW6O7q6mJmZuYnJ3DIZDKHam/vQqlUMj09bfdxWwIHjjAxMUFBQQHR0dEOTQ1ycnLQ6/UMDg5y+vTp9/bQXS82Q0vAlgHJu5DJZKSmplJXV+cwiB0+fJhbt24xODi4aYzciooKNBoNKSkpqypHCoWCsLAw3rx5I84Xe3p6Wm3cBWRlZaFQKHjz5g179+7dUG95fn7e4b1hNpuZmJhgaWmJuro6qwkKuVzO3Nzcuo/rDEJDQ20G+OnpaXFjYDKZyMzMFDcTx48fp7i4mPHxcQYHB2loaCAlJeWDnN/HwHunDwI7WihHOwqsMpmM7du3k5ubu6k7b6HXW1lZyddffy0ycn/9619z8eJFp0tscXFxKJVKiouLHT6vq6uLO3fu8Lvf/Y6GhgaRnRkYGMi2bdvsZkAeHh5kZWVRVVW1qvT0Lry9vcnLy+M3v/kN165dY9u2bZjNZtRqNV9//fUyW3ZxVHz+vGme1rHWNd/f7frbfHnnS77v/p7klGQ0Gg0hISHijZ2Xl4dEIuHhw4d2X+PHH38kJCTEZtlYJpNZfactLS12+/xv3rzB29vb5thUUlIShw8fZnFxkaSkJK5cuUJycrLNEpRUKuXSpUs/eRDeCLy9vR0ucOsJxAaDgbt37+Ln52dlcWcLBw8exGw22zUs2WxMTk5SU1MD8EGJUe8iKyuLxcVFuru77T7H19cXX19fkaPwvnj27BlarZYDBw7YNI/Jzc3FYDAwPT3NyZMnuXr1qkN+hhBkhoaGNnQ+BoPBobqWVqvFYrGwfft2SkpKrDbULi4uH8wJTCg3r4TJZKKwsBAPDw8CAwORy+W8ePFiVYVIEMsJCQmhsrLSYWXp5473yohNJhPXr1/HaDSuKkd/LCwuLtLe3k5ra6togCAo/GwUGRkZvH371qrMPTMzI84GLy4uir6twjxkSEgIL1++tKmnvBLZ2dk0Njby+PFjp8ghKpVKdL6B5XGWp0+fcin1EjfrbzK3OIe7zJ3LqZcdvs53td/xFz/8BXOLc8iRE9gYyLaJbauyJsE4/M6dO5SXl1tlVGq1mvn5eafLd69evWJubo5z585ZPWYwGBgeHgaWe2i2NkuhoaHrZmL+c4Ovry+NjY12H3e2NG0ymbhz5w6urq6cOXPGqb/x9PQUiVObmRGbTCZ6enro6+tjeHiY6elpFhYWVvndzs/PfzTtZZlMRkBAAFVVVQ7nl728vJicnHzv4xUUFNDX18fJkyftXr8qlQq5XE50dLRTM8UmkwmLxbKhHrbRaGR+ft7uccxmMxqNhtTUVHbt2kV9fT3l5eWr7FgXFxedduvaDJSWlgLLpeuTJ0/y+PFjccpFYG9LpVKOHDnCnTt3iI+P59mzZ5w/f35Tqi0fG+8ViKVSqeh4cufOHVHI4EPS8i0WCwMDAzQ1NdHZ2UlwcDCJiYmkpaXx4sULxsbG3uv1k5OTefv2LbW1taSkpKDT6WhoaGBmZkYUvVipwu2ymQAAIABJREFUxSwgISGBsrIyXr9+vSb7Oi8vj9u3b4s9IgENww10TnSyK3wXvu6+fKX5in/3+N9hsVj4H5/+D/5yx1/S3d2NSqXiHz//R3aH76ZlrIXzSefZF+nYSedG7Q3mFpczLyNGbtbdZLvvdiuBDj8/P3Jzc3n58iVGo5H9+/eLs6lqtZrMzMw1N1y9vb0UFRUxPz9vV3v46dOnIvP1+fPnVFdXk5eX9y/OLDwgIMBmf0yAI2cmQPQK1mq1yGQyLl686HSfXHAaex9tbpPJRHt7O52dnYyNjTE7O8vS0pLIrPby8iI5OZmIiAgCAwORSqX84z/+IwMDAx8tEMM/8Ugcwdvbm97e3vc6zvPnz+nv7+fs2bMO+6mCOIWz+geDg4NIJJINVRIESV17m5DKykoAkfORlpZGTU2NKNEJa/s7wzK56vXr1/zqV79a9zmurPr09/fT0dGB2Wzm3LlzuLq6kpuby927d9FqtYSEhIijTu7u7hw9epQnT54QEhJCSUkJBw8eXPfxf2q8dyD+zW9+AywzDwsKCvj666/57LPPNt3jVfDHbW5uxsXFhYSEBHbu3LlqEfnss8948+bNe7FnBZWc8vJy0cQhIiKC48ePr1nC27NnDy9evFgzK/bz8yM2NpaioiJRtev/qf8f//7Rv8fVxRVXqSv5V/P5q4K/Yt60TOv/j4X/kaOxR9Hr9QQHB+MideEvc/7S6feVHpTO49bHGJYMyCQygmXB+Pr62ly0ExMTkcvlPH36lK6uLmQyGTMzM7i6uto1H5idnaWyspKOjg6MRiOhoaFcvHjR5ucwPDxMf38/p06dIjQ0lO3bt/PkyROuX7/OiRMnPprq0M8BwjU1NzdnMyBKpVLGx8f5wx/+YFWiXlpaYmFhARcXF5KTk1ctnM5AWNzXI5E6OTlJS0sLfX19jI+PYzQaxaA7OzvLoUOHHDofwbJ4xMjIyCrTkQ+NqKgocUNpL5hlZmai1WppaGiwmgV3BhqNRnQIsxeEhcpaa2srsbGxTvejBwcHNxSEzWYzLS0tDuUtm5qaVmk4Z2dnU1NTw+vXrzl48KA4irrWfSmTyTbUR5ZKpSwtLYnnW1xcjEKhICkpSWw3eXl5kZGRQWtrq5j5Chl6UFAQaWlp9Pb2MjIyQltb20fT894sbFrqGhAQwJdffsmzZ88oKCggLi7uvX04TSYTnZ2dNDU1MTIyQkxMDJ988oldmb+QkBCMRiPj4+Pr7nsJKl5tbW1iL2TPnj3rUsCJi4ujtLSUly9fcuzYMYfPPXz4ML///e958eIFR44c4W+f/i3zpnnmTfNIJVL+d8X/XsWCdnVxpWeyh5mZmQ3ND//dgb/jueY5NXM1ZIRlcM50zmHvPDo6ml/96lfk5+cTExNDamoq+fn56HQ6UlJSxJuuurqajo4OsWKQlJREVlaWw0Xj6dOnBAYGimU7Hx8frl69SkNDwy9Oum5gYACpVGpXvU2wzRseHrY5B282m5HL5SQkJFjN6wpZzkYdhMrLy5FIJNy7d8/u3C8gLpJTU1OYzWbc3Nzw8fFh27ZtxMXF4enpKY64BAYGrlkx8fDwsMnO/ZAQ1qHZ2VmHc/+BgYE0NzevOxB3dHRQUVHB3r177SYhgi2mh4cHOTk56xIhGhsbW5P1bAuNjY0sLS3ZJIfCMrlvfn5+1QZbKpVy8OBBnj9/TnJyMuPj47i4uKy5EfDy8toQy9/f35/u7m7i4+NpamoSZ/Df5Y5s27aNtrY2kfF/5MgRMQ5kZGTQ29tLZGQkJSUlhIaGbujz+qmwqTVkqVTKp59+SldXF0+fPqWvr4+zZ8+uqwRlsVgYHh6mqamJ9vZ2UX7v2LFja5a8JRIJ0dHRtLe3O2UbZzabaW1tRavVMjExgUKhICUlhezsbPLz81Gr1avEx53Bvn37+PHHH+1mOAKkUimHDh3ixx9/XBb4WBF0pRIpYZ5h+Lr7srC03FtTyVWES8NppXVDfVN1hZp/teVfce1fX2NkZIQnT56syTIUiBICJBIJpaWlYv8GlrOb8PBwpyoGsLwYzczM8Pnnn1s9tpEs5OeOsrIyAJt9W7PZzOjoqKjzOzs7CyAKZ8ByBqVQKKxGxd4XgpmEj4+P2FNbKdqx8v+Tk5NMTk5y+PBhoqKibN4PUqkUV1dXuru719Rv9/Ly+kmINRKJhNnZWYfXqbu7O1NTU+t63dHRUZ4+fUpycrLDzLO4uJiUlBSb5K21sLS0tKFZ2cbGxlWEzHchiPO8q0EdFxdHc3Mz9+/fx8XFxakNcnd394YSr/j4eMrKyigsLGR4eBipVMr+/futXksqlZKbm8ujR49wd3dfxZQWGPR3794lIiKCkpKSVaYrP3d8kGZuVFQUX375Jfn5+dy4cYMzZ844NX/W399PRUUF8/PzJCQkrBLKcBYxMTG8fv3aYSAeGRmhsrJSlAUMCQnh0KFDq4LOmTNn+Pbbb7l+/ToXL150uo8WHR2NUqnk5cuXHD9+fM3n+vr6cvfuXf5z5n/mr0v/GplUhq+7L3+996/5m31/w/+t/L9YsPDb7N9SX1GPUqlc98U+NDSETqcjNzcXpVJJfn4+YWFhTm0wJBIJdXV16HQ6kpKS2LNnD/Pz86Liz3oJevX19QQFBf2L6QVHRkai1Wppb29ncHCQ0dFRpqamMBgMYm9YIpGIDksChMxienr6g/grl5aWolAouHTp0prP/eGHH8R2iiMolUrRR9oRfHx83rsXuxFIpdI1S6dzc3PryqQMBgP5+fkEBwc7rFR1dXVhNptXEaDWg/DwcN6+fYvJZFpXYmAymewmQtPT03R1ddll2Ofl5XHjxg2R67EWdDrdhkh/7u7uBAcHMzc3x9zcnM3pCwEBAQHEx8czOTlJZWUlwcHBornHli1b2L17N9XV1aLq21p2mD8XfDD1A7lczoULFwgJCSE/P19kyNrC0tISJSUlFBUVkZKSwuXLl8nKylp3EIblfoEgl7gSBoOB4uJifv/733Pnzh0mJiYICgpCoVBw6tQpq/KeIAbg5ubGt99+69QCI2D//v309PSIGY4jHDp0CADXNlf+a9B/5b9E/xduHrzJFpct+Hv483e5f8d/yv1PBCoDxf7wemA2mykoKCA0NJSkpCTKy8uZnZ1dc/4SEM0Zdu3axW9+8xtxXMDDwwMfH58NseTn5uY+2rjMT425uTmam5sxmUw8f/6ctrY2TCYTYWFh7NmzhytXrvDb3/6W6OhoZDIZfn5+q358fX1xc3PbULlvLQjers5gfHzcaS12Z8iSgYGBGI1Gp469mXBxcbGSUnwXBoPB6Y2P2Wzm1q1buLu7c/LkSYfPbWhowMvLa8OtOqEyd+PGjXWtRZGRkXR3d69ai0ZGRiguLua7774jICDArmWkULVzRCYUYDAYmJiYcKoSaQsCx0CpVOLh4cG9e/fo6uqy+dycnBzGx8eJj4/n6dOnq8aq4uPj8fT0xNPTk8rKSqfO/eeAD6o6LpVKOXnypKipe+XKFavdmeBbq1AouHDhwntT5CUSCTKZjIqKCjo6OnB3d2dsbIyxsTHc3NyIjY0lJycHhUJBSUmJQzEFuVzOpUuXePLkCT/88AMHDx50ajQqKioKlUpFUVHRmjeov78/Li4u7N69m4WFBbq7u/ld8e+4/uA6AL+N+C1fZn1JXFwcMzMz6y5rPXjwAFje3ba1taHVasnNzXVqsXny5Amenp6bWjIWhN7twWw2Mzw8jJubm1MWlT9n5OfnYzabuXDhwpqWfDKZzOZ3W1RUxMDAwKael8lkwmAwOCyjrsTi4qJTpcmQkBCHs7oCAgMDsVgs687u3hcymWzNQGw0Gp1OAAoKCjCZTFy+fHnNADswMGDXZtQZSKVSrl69SkFBgeh3bc8/fCV27txJd3c333zzDTKZjKWlJSwWC+7u7mzfvt2h6Assf6eurq7U1NSQk5Nj8zlms5k7d+6wZcuWdScKAkZHR0UyHSyv44K40LtrlaurKwcOHOD169eEhITw7Nkzjh49ikwmE9UaBwYGsFgs1NbWrtsv+afAR7kLjh8/zt27d7l9+zbXrl0Tm/5TU1M8evSIrVu3snPnzveWKFtaWqKrq4uFhYX/n7z3DGor37bElyKSSCLnnAwmGINxIhjnnO126n5z75uaj+/VhJpPb6amJtTU1NTMVE39P8y86erX126nBozJYILJGUQyQQSRBUiABEIISRz9P3DPuchKRxiH7ruqutq20tHROb+9f3uvvRZCQ0OxsrKChYUFhIaGIisry6Q8rtFobPZdmEwmLl26hPb2dtTW1mJ1dZVWvy49PR3l5eVQqVQ2b2wOh4ONjQ2kpaXBK8ILj/6/R9gkdhaM/z39v+Gl9YKwVQgmk2kXo7itrQ2Li4u4ffs2ZDIZampqEB8fjwMHDth8rUQiwfLyMq3SJQDK7cZW6Y3D4WBra8vk33cbJJAZrpOTE+7fv/9FF2t70dvbi46ODnA4HPB4PPD5fDg6OmJ1dRUqlQqPHz+2mfT4+PhgdHTU7GPkiOB+guxL2yOAQucYgoOD0dTUZDKD/zG4XC4YDAYWFhb2fbrCGhwcHKz2fwmCwNbWFi3yG0EQFPPfFolpbW0NWq32kwIxAMpSdmlpCW/fvqWlAsZkMnH//n0oFApIpVLweDxqUoMu/Pz8MDk5aTYQ6/V6lJSUQKPRWNWxtgaDwYC1tTW4uroiISEBSUlJ0Gg0yMvLQ3FxMe7fN9VICAwMhK+vL2Vm8fr1a3h4eEAmk8HFxYVK8np7exEREfFFR+X2gi8izMtkMnHjxg2w2Wzk5uZSu57CwkLEx8fj6NGjnxSEyVLLs2fP0NzcDJVKhbW1NcTFxeH777/HmTNnTIKwWq3G5OQkbZZuWloaTp06hd7eXlrqNsHBwXB2dsbT0qf4rw3/Fc96n4EwmHc/2f3dp5XT4LD+MpDO4/Jw7MIxhIWFgc/n076BWlpa0Nvbi5MnT2JkZATFxcUICwuj1aMijeQjIiJol5GVSiWGhoZsPo/L5RrtiPV6Perr6/HTTz9Rfeg//vGP+OGHH6DX65Gfn0/r878WYmJicObMGcTHx1PXmFwupzTX6VQewsLCsL29bZbA9DkCsUwmsyu54XK5mJ+ft/k8Z2dnMBgMWs/lcrn7vtO3BTc3N6ul866uLjAYDFp9RfIaphO0W1tb4eTkZPVa6OjowIsXL2iVnb29veHg4EBxXOhAKBQiNjaWkgO2B0Kh0KSSoNVq0dXVhadPn2J1dRXXrl3bs6DT8vIyXFxcsLW1hYSEBDAYDPD5fNy8eRNKpdKi2tnx48cxPj6O+Ph4XLx4EQcOHEB4eDj0ej1u3rwJb29veHp6oqura0/H9SXxxbYapNjAixcvkJubC41Gg8zMTLuNxXdDrVajvr4eUqmUEiaPiYlBVFSU1QyI9EsWCAR2DX+HhoaCwWDYLG+R8DrohX/29p9he3gbPDYP1ZJq/HzzZ5PnbW9vU8zVRJ9E8Ng8bGh3ejo8Fg+HfA+hpLmENhGiuLgY8/PzYLPZaGxsBIfDQVpamlW/4d0gdzX2nBt3d3dqzMUaHBwcsLm5CY1Gg4aGBkxOTlLzybs9aslA9urVK9TU1OD06dO0j+VLgsfjISws7JN8oblcLpycnNDb22vC9PwcgZhs09CFl5cXpqamrNr2kXBwcMDc3JzNna6Li8sXD8QJCQkoKCiAQqEwaXuQDm3WJGp3g8fjgcViYWRkxOpOV6PR2Dx3tbW1VEWE7gjf9vb2F9vlCYVCbG1tobCwEGq1GhqNBlqtFhwOB5GRkWYZzsBOsC4rK8PS0hJ8fHzMTkoAOyQvNpuNmJgYowqlk5MTTpw4gaamJoSFhZmoivF4PBw7dgwNDQ24desWnJ2dUVtbi/v370MgEODEiRPIz8+HTCajVZn8mviiNT8ej4dbt25RLMO9BmGZTIaBgQFMTU0hMDAQUVFRiI6OtjhfvBsEQSAvLw8A7FYhysnJAZ/Pp83Ea1hugM6ggwEGbOg28Lz/ucVATLKInR2c0f0vuvE/W/4nCBD4V8f+FZw4TrTmh7VaLYqKiiij7cjISERFRdnVayUNzNPT0+3aNZE7Z1tiJtvb21AqlXj69CkEAgHS09Mt9qCdnJxw/vx5lJeXw9vbm3ZP87eI0NBQjI2Z6oV/jkC8ublpVyA+ceIEXr9+TYuF6uLiQqti5OXlhcnJSdrHsB/w8fGBq6sr6urqTMbJqqurwWAwLPZBzcHd3R3j4+NWA3FJSQkcHR0tXrskiS8jIwP19fW0y9fkfPmXwO411dfXF25ubggKCrLKexgbG0NdXR24XC6ysrJQW1trlhOgUqkoUpa5deDgwYMYHx9HSUkJvv/+e5P1OjIyEqOjo+jr60NISAj4fD5VeSBV3WZmZtDX17dnxvqXwBdvvrm5uSE7OxsVFRVmXT4sQavVYmJiAsPDw1heXkZqaiqOHz9udzmkuLgYGxsbePDgAe1AQxAE8vPzodVq8fDhQ9rB29/ZHzw2j1LH8uCb9xje3t42UjcKcAnA/7jwP6i/z83N7byflfnhxcVFlJaWgsVi4e7du3apJe1GVVXVnghaTCYTDAYDKysrZo9Tq9WisrISc3Nz8PLywuHDh80KWJDQ6/Xo6emBWCwGsFPe8/Ly+t0JfpBITEzEwMCASSJDiht8Tbi6uiIwMBDv37/HkydPrF7/np6etAJscHAwrVbGfiMjIwPFxcVYWlqCt7c39Ho9qqurMT09jcuXL9tVtg0LC4NIJLL4+Lt377C6umpWm52cZpBKpbh06RK6u7vh6upK22aQZAXb2+/dC5RKJRwcHCzuaHdDrVbj3bt3WFpaQmxsLE6ePImqqipwOByzxzkwMABnZ2cEBARYTA4vX76MZ8+eobKy0kQoicFgICMjA2/evEFwcDA1AkUG46SkJAwNDUEsFiMlJeWL6mXbg69i3hoSEoKUlBQ0NzfbLE+tr6+jrq4OL168wPT0NEJDQ7G9vW1z52UO1dXVWFpaws2bN+2azayoqMDq6qpZi0dr+NvDf4tLkZfAAAPOLGfkf2fa7yT7gtZuQLFYbHV+uKuri6oyPHnyZM9BGNi56YRCIVpaWmy6RH0MNptN9eAIgsDGxgbGxsbQ0NCAp0+fYnl5GVevXsWtW7csBmFy1Oef/umf0NfXBx8fH1y7dg2BgYEoLi7G2toaOjo6UFhYiF9//RUtLS17/q72Qi6X49mzZ/jHf/xH/PLLL3YLP1gDWTb7eOTtWzE8P336NFUVspYYBAQE0Lpm/P39YTAYvriwh7+/PwICAlBcXIyOjg78/PPPkEqluHjxot3SqtHR0dDpdGa/b319Paampow8tUmQtrFLS0u4ffs2AgMDsbGxYZdC2rlz56BUKvH27VuqX61QKCCRSPZ9ZGdpacnm3D9BEGhpacHz588po5eMjAzMzMxgcnIS586dM1m/tFothoeHsb6+brXaxWazceHCBUxNTZmtGjk7OyM5ORnNzc2IiopCT08P9RiPx0NMTAz4fD6V1H+L+Gp01JSUFMjlcpSUlODhw4cmgdFgMGBwcBCdnZ2Ii4vDgwcPqCAoEAhQW1sLV1dXWgxgYEfOb2JiApcvX7ZaUvkY9fX1mJ2dxY0bN+y22WMz2cj7Lg/z0nkUFxUjwGB6o4+MjNgkYUmlUrP9YZKxuLS0hBMnTuy5dKvVaiESiTA6OgqtVovp6Wnw+XzodDp0d3cjKCgIJ0+eNOpJabVaTE5OYmZmhpLJI+fBm5ubqecxmUzweDzK2cXa95TJZCgqKqIUdHab2vv4+ODFixd4/fo12Gw23N3d4ebmZlei8ClQq9V4+/YtvLy8cOnSJVRVVeHdu3f7ZiRPBqSPk6jPUZreC0jxj9evX6OwsNCic1hQUBAIgrCpLMdmsyEQCDA4OLhns/u94tKlS3j58iVEIhEOHTqE1NTUPe0qBQKBWfeqqakpDA8P48KFCyYVHJVKhby8PGociTxHAQEBGB0dhaenJw4ePGjzeNzc3HD37l0UFhbi559/pion5PXi5eWFkJAQxMbGfrIrnlwutyr1OzExgYaGBuj1ehw/fpxah8hqQ0REhFnOwPDwMHg8HgIDA232b/39/REbG4va2loEBgaafKf4+HiMj4/DxcWF8oAmE6DExEQMDw9jeHjYLsniL4mvOhdy7tw55OTk4M2bN3j06BF18ZHC3zKZDDdv3jRZnKKjo6FUKtHQ0AAXFxebko8fPnxAT08PTp06ZVfW29XVRd1Qe9XzBQB/P39ERUWhoqIC9+7dM8qQ5+bmrJZbyZ3lxwL5y8vLKCoqAoPBsDmnaul9ScUs0tAhLCwMycnJRudbLBajs7MTL1++BIvFAovFwvb2NuWw4+zsDFdXV/j5+cHV1RWurq4QCASUzRtdTExMoLq6GgEBAbh48aLJQqTX67G1tYWgoCBa85O2oNfr8eHDB0rQ3tvb26J8I0EQePv2LZycnKjeYnZ2NgoKCmwGHDogCAI1NTUQCoUmn89isb6JQAzsKGfdvn0bOTk5Fq0r2Ww2OBwOxGKxzflNPz8/qu3yJcFkMpGRkYHy8nIcPnx4z6XdlZUVGAwGo8kCjUaDqqoqREZGmlR9yEkRFxcX3Lp1y+i3Tk9Ph1arRVtbG1pbW3Hw4EGbPU2hUIgffvgB8/PzUKvVCA0NBZvNhkQiQU9PD3p6etDZ2YmHDx/umai0uLgIrVZrtlU1NDSEjo4OaDQahIWFITs72+g7FRQUgM1mmxUPIggCvb29IAiCdl8+IyMDMpkMeXl5uHnzptEunUzeS0pKEBsbi/b2dkoNzNHREZGRkRgaGrI5Wve18FUDMZPJxK1bt/D8+XMUFRXhxo0b0Ov1qKqqAkEQuHbtmsXF/MiRI1AqlSgtLcW9e/cslmOnpqbQ1NSE1NRUu3yKR0ZG0NXVhfT0dKu9TLrIzs6GUqlEfn4+Hj58CB6Ph42NDSiVSqtzyeQoyO5ko7+/H62trfDx8bHbdnJtbQ2tra2U8IKvry9V5jdH0IqOjkZ0dDQ0Gg2lFubo6IiAgIB9k15cWFhAdXU1YmNjLQqWFBUVwcHBgZbUni10dXWhu7sbLBYLHA6H0no2GAxISEgw2bnX1tZCrVbjyZMn1L/5+PhAIBCgubnZokQgHSwuLqKqqgoajQbfffedyeMEQVClTNL0Yfd/ZEJkMBgsEhV3/zuDwYBGo4HBYMCLFzuiMR8HemuBn/zcnp4ei8pc7u7umJqashmI4+PjUVBQQF1TXxLBwcHgcDjo7u62KWphDmSP193d3Wh3VlJSAgcHB0oxj8T8/DxKS0vh4eGBGzdumNVRPnv2LAiCwPDwMBobGxEbG0trfPDjjchuFv/Tp0/NEpUIgsDAwAA+fPhAyX56eHggLi7OaJ1saWmBh4cHda+TAZSUkQwPD8fJkydNdqjNzc1YWVmxKHYiEomwtbWFixcv2rVjv3TpEl69eoXc3FxcuHDBSEDEw8MDBw4cgEKhgFwux8LCAvX40aNH9zS69aXw1ZUSuFwubty4gby8PNTX12NlZQWurq7IysqyedLOnj2LN2/eID8/30gohMTS0hLevXtHOQLRxczMDOrq6pCcnGzTGMEeXL9+HS9fvsSbN2/w4MEDVFRUwNnZ2WqgF4vFcHJyokpPZWVlmJubQ2pqKu3vRBAEBgcH0d/fj/X1dTg5OeHYsWOIi4sDk8mERqPBq1evkJeXh3v37pk97zwe77PY1q2vr6O4uBghISEWg3B7eztWVlbw3XffffKNNDw8jK6uLqSlpRkFCo1Gg6dPn+LDhw/48OEDfH19wefzsbW1hdnZWbMLRlpaGmpra1FSUgJvb28IhUJKmtIayFbAyMgINBoNvL29LfIPpFIpOBwOPDw8wGAwKLcm8r/V1VXMzc0hKSnJxJ0JMHZTshZgd5s9kH//+HHy/wsLC1AoFBbfKyQkxCqJicTuZMaWh/fnQFhYGEZGRvYUiMvKyqDVao1aE11dXWaDz9zcHEpLSwGAuucsgclkIjo6Go2NjfviHuTg4GDUviEDaU9PD7a3txEaGorg4GBsb29T7lCtra04evQoQkJCsLS0hMuXLwPYKauTI0wxMTE4fvy4SeK+uLiIiYkJDAwM4PTp02Y3SMvLy/jw4QOSk5PtFnTh8/nIzs5GQ0MDKioq8N133xndN4cPH0ZeXh5CQkLQ2tqKGzduUD7OX1I8xl589UAM7GTQZ86cwfv37ykDBroCHzdv3qRmkx88eEBd5Ovr6ygsLERAQIBdPSi5XI7y8nJERUXhyJEje/o+lsBkMnHnzh28ePECL1++xMbGhs0e48LCAry9vdHf34/u7m4QBEENq9uCRCJBf38/NU5CEATYbDYMBgOGhoYwOzsLoVAIoVCIU6dO4f3793j9+jXu3bv3RdSsSGk8oVBocae7uLiInp4epKen292j/xiNjY0Qi8VISkoy2a3xeDyEhoZicXERycnJEIvFUKvV2NzcBIvFMtv+iI6OBovFgkgkwtDQEHQ6HTUTnpaWZjIRIJFIIBKJIJfLweVyER4ejtTUVIuVBVK96ciRI0hMTDT7HLVajV9++QUJCQmfxRzCHEQikdVAHB0djfb2dlpl+0OHDqG1tfWLy10CO1U1sVgMmUyGra0tyOVyWipMnZ2dmJ+fx82bN6kgIJPJ0NXVhePHjxsFH1I9MCwsDJOTk7S+I6l89qm9XWBHyW55eRkEQUAkElHl4AMHDuDYsWNGxxMbGwutVouGhgbU19cD2Gk1ODs7o62tDX19fXB1dcWTJ09Mjk2v16OoqAgymQxcLhfHjx83WzEhn+fu7r5nXerQ0FCMj49DIpFALBYb3RtsNhuZmZmoqakBl8vF5OTkJ834fyl8E4EY2HFNksvl6O3thVQqpW31x2QyKaEQsrxNyqMJhULmnSs3AAAgAElEQVS7+okqlQoFBQXw8/OjZYqwF5AydWVlZUhPT7e6eyIIAqoNFVQTKkxPTyMgIABnzpyxeTOT5AmtVgsPDw+kp6dT5SadTgetVgutVov19XWsrq5CKpVSC+v6+jpevHhBDch/TtTV1WF7e9si8Uev16O0tBQBAQGfXJkQiUQYHBwEl8u1uAPKzMzE06dPqV4osPMbPH36FOXl5bh69arJayIiIoxcifR6PVpaWtDc3Ize3l4cOHAAq6urmJqawvb2Nry8vHD58mVa2XldXR0YDIbV7y4QCMDlcjE0NLTnhc1e2OpbCwQC2n3iuLg4dHR0oLW1dU/2gJ8CR0dHODo64u3btwB2FvH29naEh4dbbDdMT0+ju7sb6enp1KSDXq9HcXEx/P39jchABEGgoKAAQqEQycnJmJiYoNXmIn19RSKRXZ7F5pCVlYW3b9/ixx9/BIvFQlxcnFXSJJfLxZkzZ3Do0CHk5eVhe3sbr1+/BovFwtGjRy0mhK9fv8b29jbu3btntZxO8lrIXfZe4ePjA7lcbpas6efnh+DgYKhUKnR0dHyREa9PxTcTiIGdUh/Z9zVnEGEJpFBIbm4uampqMD8/Dw6Hg5s3b9L+AbRaLXJzc+Hi4vLJF4ktCIVCPHz40OpzOuY6cOmXS1jRrOBS5CXkP8gHl2Wd/ET6oiqVSoSHh+PUqVMmQdvBwYGapfPw8DASVVEoFPj1118hEAjw+vVrnDlz5rNlk0qlEqOjoyYEj90oLS2ltL4/BVNTU+jo6ACbzcbFixctVltIBmd7ezv1vUnjkvz8fPT09NgMLGw2GxkZGUhJSUFNTQ36+vrA5XKRlJSEpKQk2ru+lpYWjI6O2ky8JiYmqEXb3d39i2T/dJjcdPvETCYTCQkJ6Ovr++KBGNj5vVxdXSlxn/n5eZSUlKC9vd0kYVOpVHj37h2ioqKMkqOSkhIwmUyTpL+xsRFarRbfffcduru7wePxaP3+PB4PR44cQWdnJ7q6usDhcGAwGEAQhFGLwc3NjZIOtgQPDw/84Q9/wNraGlxcXGivhyR50JzO88fo6emBWq3G999/b3UXX19fD7lcvi8VN4FAgI2NDYvOUUePHkVOTg4cHBwgFotpT9d8LXxTgRjYYVLn5eWZGETYgpubGy5evIiysjIwmUw8efKE9o+t1+uRk5MDNpuNW7du7Wv2NDY2Bi8vL7tne+/8egfLmmUAwPvJ9/g/nf8Hf3f078w+V6/Xo7KyEjMzM/D09MTDhw/3tJslmZW3b99GU1MTKisrKQk7a7/D7OwsxGIxVldXsb6+DoIgwOFwKBH3j4MDOQrk7u5use/c19eHhYUF3L59+5N+D5lMhoqKCnA4HJw8edKmO0xSUhLVzyPh5eWFo0ePoq2tDc7OzjZ9eYGdhcLcDtoSNBoNlpaWMDMzg4mJCWg0GmRlZVn8LLFYjObmZuh0Ovj5+YHP56OyshLp6en7ymswBzpM7ujoaFoGEMDOeEl3dzdWV1e/qEXm0tISlEql0TXm7++PtLQ0tLe3IzExkQosJNnK3d3dqFomEomoeeDd641MJsPw8DCys7PB5XJhMBjsuo6Tk5ORkJCA8fFxyqOXzWZTBEOCIFBfX4+mpiabUrRMJtMudb3BwUEoFAqz5EFzCAkJgUAgsBqE29vbqQmU/XBVm52dBZfLNZG9JMHlcnHy5Ek0NTWhs7MTkZGR37R5zDd5ZDdu3KBITXQsxkgEBQUhKysLdXV1EIlEtLRxydEUnU5nl9oWHQwODqKxsRFsNht//OMf7XqtXP0XoYNN/SZm18wbqS8vL6O4uBgGgwFXrlyxW5RgN8jvvra2hoyMDPj5+aGpqQl/+tOf4OrqCmdnZzg6OoLL5YLH48HV1RWNjY3Y3NyEi4sLhEIhZU5Bur1UVVWByWTC398fQqEQcrkci4uLcHZ2tliSVigUaGtrQ2pqqsUbzdxr5ufnKbEJBoOB2dlZTE1Ngcvl4uDBg7RY82q12uyOOSkpCRsbG6iurkZ3dzc8PT1BEAScnZ1x6NAhu0a1lpeXIRKJsLi4iM3NTeqYmUwmuFwugoKCkJaWZpZJvLa2RgnMREVF4eTJk9Rna7VafPjw4YsEYluIiYlBU1MThoaGbKrncblccLlcTE9Pf7FAPDU1hcrKSgQFBZlcY0lJSejv70d1dTWuXLmCvr4+tLa2Ijw83EjzXCaTobOzE0ePHoWHx19U80hSpa+vL5Voenp64sOHD3aNz5D6y5YwPDxMy//ZHmi1WjQ3N+PgwYO0ORlubm5Wf7eWlhb09/cjKytrXyZQgJ1AbKt9ScrGyuVyDA4OWiyrfwv4JgMxm83GnTt38PLlS5SWltq1syCFw2tqarC9vW2z3FVWVgalUon79+/TJkfU1tZSc2vWQLIe9Xq93fNrf5P0N/ip+ydsY8cw4lGCqcWYSCRCZ2fnnsaYLIHFYkEul0MoFCIyMhKRkZGQSCQYGxvD2toaFAoFtre3odfrodPpYDAYcPfuXYu9br1ej8HBQYyMjGBhYQE6nQ5JSUkWR7YIgkBhYSE8PT1pscKVSiWqqqoogstuMJlMsFgs+Pj40NrFklaMlhaVEydOIDo6Gi0tLVhaWgKDwaB0bC9evEir79vY2IjBwUE4OzsjKCgIISEhcHNzo5jx1jA0NITGxkYIhUI8ePDAZKFks9mfbCW6OymwBDqladKyc2BggJaMLUEQ+0JOooP6+noMDw8jJibG4m4yOzsbJSUlaGpqwocPH3D06FEj0xRSTMfX19dkga+pqYFerzdqcYWFhaG+vh61tbX7ZmDyOcReKisrweVycezYsX15v3fv3mFqagqnT5+2OO62F2xubtLS/D9x4gRycnIgEolw4MCBL6bPbS++yUAM7JT2rl+/jrdv36KxsdGu/lFkZCRYLBaqqqqg1+tNZvpI1NXVUexHuqXc9vZ2iMViWiSwsLAwhISEYGpqCr29vXYRL/7h8D9AN65DxOEIXIu5hnjvv6hm7VbUouOqpNfrMTk5ienpaayvr0Or1YLJZILD4YDL5YLD4VB/BmCSZVtyFyJL+tXV1Ua+xQRBYGpqCgaDAaGhoUhMTKQWq9zcXAwPDyMlJcVs4tDS0gKdTocrV67YPEcrKyvIy8sDi8WCo6MjEhMTqeTHYDCAzWYjICAAr169wvj4uFVi3Pz8PCorK6HT6bC+vo6KigpkZWWZBAdPT09cu3bN6N8qKytRUVGBx48fWwwmWq0Wb9++xdraGk6dOmXXTDuwM5c5MDCA5ORki2z+7e1tuwOxVqtFb28vpqenqSQL2OESpKWlmRVyoCsykpiYiJKSElqM6N3GJ58LarUahYWFUKlUOHfunNV+OllZ+vDhA86ePWvSiyTbFx/zF6anpzExMYGLFy8afWc2m41z586hvLycYvZ+KhwdHbG8vPzJ70NiYWEBc3NzuHr16ie350h9ftIi0VZLyF4wmUyoVCqbzxMIBFRbqaenZ0+jal8C32wgBnZ6c2fPnkVlZSXc3NzsMtYOCwvDxYsXUV5eDr1eb8KC7OjowMjICC5evEhbaH1gYAA9PT3IyspCcHCwzecvLi5ienoa7u7ulOn96dOnaTHCx8fGke2ZjccZj03ekyQx3b5926gk9jHEYjFEIhGUSiWYTCacnJzg5OQEoVBImaCr1Wro9Xro9Xpsb2/DwcHBIgHiY5Dkp5ycHEoURKVS4c2bN9ja2qKec+vWLaovRI6bmZtZJsUMEhMTbWauCoUCb968AZvNRlRUFE6cOGFx8SBL5ZawtLSE4uJiBAUF4dy5c5iZmUFTUxOePXtGK9E5c+YMXr16hVevXlHlN3Lue2FhAT09PZibmwOfz8eDBw/sVjna2NjAwMCA2YCwG8vLy9S1RRAEVldXMT8/D7lcTvnshoWFUapiY2NjWF1dBYfDgY+PD+Li4hAREQGdTofOzk40NDRAp9OZ7Pjo6l8HBASAyWRCLBbbLJcbDIbPOn4lkUhQXV0NR0dHPHr0yOZnkRrmUVFRJue8t7cXi4uLJn1hUowoPDzc7PoQHByMs2fPoqamBjMzMzh79uwnmZjExsZSJjik6h1ZBSLnzO2pklVVVcHPz4/2xIolaDQa5ObmQq/X4/79+588dmgOnp6emJiYoLW5iYmJwcjICPr7+436/t8SvulADOwE1NTUVDQ1NVEuMHQRFBSEK1euoKSkBOXl5dQudmhoCCKRCJmZmbQCKrDDTm1ubsaRI0es9m1IrKysoKioCCEhITh//jwlfVdcXAxvb2+cP3/e6mIglUpNZoXb29vR09ODwMBAszKQJNRqNYqKirC2tobAwECcOnXqs7kWubm5gcPh4MOHD0hJSUFhYSG4XC4lWfr27VsjNTHSl/rly5coLy83Kt8NDQ3BYDDYHMNZW1tDbm4umEwmIiIicPLkSas7QWdnZ6sGDU1NTfDw8KB2N2QFYGRkhNYiwmQycf/+fbx79w5VVVWUyhX5f2dnZ2RlZdm9CyaxsrICBoNhMQiTkoYbGxtYWFjAzz//TBkBcDgc8Pl8GAwGjI2Nobq6mvp3b29vnDx50mThJa3rhEIhWltbERgYaFRNsEd208PDA2NjY7T61p9rgWxoaMDQ0JDVUvRuVFdXY2JiAhwOx6RStry8jPb2dhw5csQkCX737h3YbLbV0nN4eDj8/f1RUVGBgoICODo6IioqCsHBwdQ5np6exuzsLJRKJbRaLXQ6HZUob29vGzGnmUwmZev6MZycnPDokWlLyxzEYjE2Nzc/WTtdoVAgPz8fDg4OdpFt7cWRI0dQWFgImUxmcyPFYDCQnZ2NnJwctLe3f3Ftczr45gMxsKOWolAoUF5ejrt379rFuvP398eNGzdQWFiI4uJixMfHo6GhAYcPH6ZNaZ+fn0d1dTXi4uJoZWDr6+vIz8+nAi6ws8hcvXoVMpkMVVVVeP78OcLCwpCenm52AVpfX6fKKCqVCkVFRVCpVDh58qTVysDy8jIKCgrA5/M/SWPWHgQEBKCvrw/T09OUFCSZid+8edNITYzJZBq1HZqbmyn5PalUanXEQq/Xo7OzkzISDwsLQ0ZGhs1yrKurK2QymcXHtVqtWVIYnYSLBJvNppKKjY0NrK6uQigU7sv59/Pzg8FgwPv375GcnAwXFxcMDg5CLBZTeseenp5ITEzExsYG3N3dERwcDDc3N5Nzuba2Rhku2EJSUhLEYjEaGhqM/HvtcYTi8/mUhKItfI5Zz5aWFgwPD9ssRQM7VYSSkhIsLCzgypUraGhogFKppB4nxSh8fHxMxrJWVlYoBTZb34PH4+HGjRtQqVRobW1Ff38/ent7qcSNwWDA0dGRql45ODhQPrukjrujoyN4PN6+nbOenh74+fl9UjI0NzeHsrIyeHp64vr16591dtfX1xcBAQEoKChAZmamzSTXxcUFCQkJ6O3tRUpKyheXVLWF30QgBnZs2Eit5sePH9uVaXl7e+PWrVvIy8vD/Pw8oqOjaQuNr6ysoLS0FKGhobT61Gq1Grm5uRAKhWZJZl5eXnj48CFGRkbQ1taGZ8+ewcfHB2FhYYiKigKPx4NMJgNBEAgJCUFPTw86Ojrg6uqKx48fW11AJRIJVV6y11v1U3D69GlUV1djfX3dRAqSVBN7+fIlJbgC7JwH8nVCoRBxcXFYW1uzGLjIHilZeouNjUVaWhqtnqinpycGBwctPs7lciGTyaBSqfYlcJJCETah1wMFBcDmJnD9OmBh993V1QUGg4Hp6WmMjo4C2DmvPj4+yMzMRGRkJO3f2tIOXyaTobKykhqV8fb2xuHDh5GQkIDGxkaj534ua8b9vl77+vrQ399Pax6eVHkjx5k8PDzg5uZmZNNYVlYGACY6AwRBoKioCADsModxcnJCamoqJicnERcXh9nZWTg6OtpFTt0PaDQaKBQKWtUCSxgeHkZ9fT0iIiJw5syZfTw6y7h06RLq6upQV1dHCbEcOnTI4hqZmpqK4eFh1NbW0uKgfEn8ZgIxsDPWZE7Okg4cHBwolqFUKoVWq7UZzDc2NijrOzpauFqtFjk5OeDz+TbnkWNiYhATE4OxsTH09/ejo6MDLS0t4HA4FGHmp59+gsFgQGpqqs2deG9vL9ra2hAbG4uMjAybx2oJa2trGB8fh1QqxebmJrhcLjw8PBAeHm6RcEH6hVoCj8fDzZs3kZubi9raWoo8FxERAYVCgcbGRri6ukKtVpu1e8zPz4dcLgebzUZsbKxdoxXAzkK5vb1tkbkuEAggk8nw4sULyrbR1dUVnp6eVOa97yU2gwG4fBloadn587//90BfH/BRIrCwsIDe3l5qPpg0gdjv43n//j2YTCZOnToFpVKJ8fFxFBYWUo/Pzs5SbSEy+WlpabE5Ivi1nKMkEgmlmWyLMU+K+ZDiG2QyFhcXh9LSUmxsbFD3xMeuScAO6VOv14PH46GystKEzLcbBEFgZGSE6u0SBAEWi4UPHz4AwJ4V/VQqFebn58Hn8+Hn52dXb7i6uhoCgWDP7SuyZWaNSPg5wGQykZ2dTZGxxsbGMDAwAGdnZ6SkpJjskplMJk6fPo3S0tIvPrNuC7+pQLxbzrK4uBjXr1+n9TqtVou8vDy4uLjg6tWryMvLw8uXL3Hnzh2LOyDy5nR0dLR6Y5EgCAK//vorWCwWpdJDB+SIELBzM42Pj6Onpwd8Ph/JyckICwuzeVPV1dVhZGQEx48ft8tvU6vVQiKRYHp6GnK5HBsbGyAIAlwuFy4uLnB0dMTW1hYl4s7j8XDs2LE99Trd3Nxw4cIFlJeXw83NjSJApaSkQKFQoKysDAaDwSTY19TUQC6Xw8nJCZcuXbKrLSGRSNDS0kKxK1dWVsyWoN3c3LC4uIhHjx5hZmYGc3NzkMvlGBsbo2Y/fX19cfbs2f0jFE1OAo2NO7thAJDLgaoqYNdstUqlogwxyB4rOWu831Aqlbhy5QrVL05JSYFer8fy8jLKysowPz9PBWJS4WlgYAAzMzO4fv26xZIm6Q5FB/u1I56enkZVVRXi4uJsEu02NjaQk5OD7e1tE9Z7YGAgXFxc8ObNG2xubuLIkSMm/UiNRoPR0VHEx8djc3MT4+PjKCoqoq4znU4HnU4HpVIJlUoFjUYDJpMJLy8vSrCFyWRiamoKNTU1qK+vt6tPq1QqUV5eDqVSCRaLRf02AoEAqampNttvMpkMc3Nze1YTrKqqgkQi2dMkwH5BIBBQCYxCoUBLSwvq6urQ09NjQqgLDAzEmTNn7BZY+tz4TQVi4C+7q7y8PNTV1dkspxAEQRlxkz/Kw4cP8ebNG7x+/RrXr183ubkIgkBOTg5YLBbu3LlDa4EgvW1/+OGHPc/zOjk5ISkpCR0dHTh58qTNuTuyZyWXy3Hx4kWrxDPSQEAikWBxcRFra2vQ6/VgsVhwcnKCr68vQkNDERQUZPb4NRoNmpqaUFtbC6lUuqcyVnBwMI4fP46WlhYIhUJquP/MmTP46aefoNfrqX/TarVobGzE2NgYuFwurly5QnsXLBaLKdOBwMBAXL9+HTk5OZibmzMbiL28vNDX10f1nT8uYy4sLKCmpgbPnz9HREQEMjMzP31m28kJ+PPMLoCdP+9aHJaXl1FYWAhXV9fP7kxE2iJ+fG7YbDa1S9od/PV6PRgMBh4+fIjCwkL88ssvFsu/9ipKfSrI3VlMTIzNVpJCoUBeXh4EAgHW19ehVCpNEgpyrQF2fhOJRAI+n4+1tTVMTU1hdnZHaGdwcBA8Hg98Pp96LwAUm9nJyQmBgYEIDw83ew2GhITg7t27ePXqFfr7+2kn1MXFxWAymUZz5QqFAl1dXWhoaIBEIrEoEbtbI9teZyJSCGllZcUogfvaEAqFuHTpEpVg5eTkmLi20dEU+NL4zQViYEfH9vz586ioqIBQKLSa9RYVFWFzcxOPHj2iFk+SuVtWVoa3b9/i/PnzVAAge0X2Km319fUhJCTkk3crZH/Y1giRWq2mRNnv3btndqeo0WjQ3NyM2dlZaDQaMBgM8Pl8yrczPDyc9g6Px+PhzJkziIqKQkVFBeWwYi8SEhKwurqKd+/e4fz581AqlZicnIRerwcA5OXlYW1tjdpJcTgcXLhwgVYQHhwcRGdnJ7a2thASEoLMzExqYXV0dLRI2PLx8QFBEBZL176+vnj06BElK/nzzz/j8OHDOHTokO0go9UCf//3wLt3wNGjwP/9v4CzM+DlBfy3/wb823+787x79yCPj8dwYyOkUilWV1fh5+eHK1eufPZAxuPx4ODggLq6OpOgTxAEtFot/P39odFoqEoBsJM4PnjwAA0NDaisrERERASys7NNRtLo9pQ/5XuSBiELCwvIzMykRcQsKyuDi4sL7ty5g8LCQtTX1xvNwwM75+bhw4fo6enB8PAwJicnqeTC0dERsbGxiIuL25cRHWdnZyQlJaGtrY3ii1jD4uIiNjY28MMPPxg9VygU4syZM0hMTER+fj6mp6fNJunkGKQ9xjgAKFMd0gZyPyQr9xuOjo548OABXrx4Ybco1NfAbzIQAzsZ5LFjx9Da2go+n2+2LFJdXQ2ZTGbW65UU86+vr0dFRQVOnDiB+Ph4lJaW2q20tby8jI2NjT0Fpo8xPDwMgUBgdVFaXFxEcXExnJyccOvWLbPBv7+/H62trXBwcEBUVBQiIyNpz0tbQ3BwMOLj4zEwMAAHBwe7fJ5JZGZmQqPR4N27d2CxWBAKhdTcLYvFAoPBgK+vL/z9/REbG2uV+EQQBPr7+yESiSij8oyMDJNzIhQKsbq6avY9BAIBGAwGZDKZ1T5ZdHQ0IiMj0dnZie7ubvT39+PUqVPWZfv+w38A/vSnnRL03BzAYADPn+889vd/D/zt34LQaPC2vh7y/HwIBAK4u7ubHSv6nMjIyEBVVRVWVlaMRpWGh4cBgHIoIlm95PXJZDKRlZWFsLAwVFZW4sWLF7h+/brdPfxPgUwmQ0lJCXQ6HQQCAa0gLJfLsb6+jsePH4PJZCIkJAR9fX1mn8tkMnH48OE9Xev2Ii0tDaOjoygrK8OtW7esPrelpQVsNhsymcysypSXlxeEQiFGRkZMAnFPT4/ZWWhbIAmzHA6HGkn8VsHj8XDt2jW8ffsW3d3dX+T32yt+s4EY2FHu0Wg0qK2tBYvFMio5dHR0YHx8HJcvX7balM/MzISzszPFyl1fX7fLApBU6wF2FitfX19ER0cjMDBwTxm+VCqFWq3GmzdvEBQUhAMHDhgdCylzGBwcjHPnzpl8hlarRXFxMZaXl5GcnEybHU4XZADy8/NDZ2cn+Hy+WfUlWzh9+jQ1gkPKU7JYLKpXaYs4Qvqr9vX1YXt7G9HR0Thx4oTFRcXT0xPz8/MW34/NZmNxcdHm5zKZTKSlpeHw4cOoqalBRUUFbt26ZTnJaW39Sx94awvo6DB+3MkJopERrKysmJWt/FIIDw+Ht7c3SkpKqOBEVlRI7WtyHGpiYgLv3783en1wcDC+//57FBUV4fXr1zhx4gQOHjwIBoNhM9DSkdW0hO7ubnR2dlLWpS9evIBEIrHJkv7w4YMRu31tbe2bkT+8dOkScnNzMTIyYnGEbnp6GisrK3Bzc0NNTQ3OnTtnNnHj8XjYJK+/P2N5eRkdHR1IS0uzKgj0MaRSKUpKSuDu7m6Xs93XhJeXF44fP47m5mYquf8W8ZsOxMBOBrm9vY3q6mqw2WyEhIRgZGQEIpEIWVlZtHofycnJkMlkmJychLe3N22jAb1ej9zcXPB4PFy+fBlisRhzc3OQSCQAdsojAQEBiImJoSXxRhAElEolDhw4gLW1NQwODkIkElG7RhaLhaWlJYvsRHKBdHBwwN27d/edFVhTU4OxsTFqlpnsQ/F4PFr2e1qtFv39/RgbG6PIJT4+PlRroKysDCsrK7SC8MuXL7G5uYm4uDikpaXZzOoDAgLQ1dVl8XE+n2+XXCCbzcb58+fx/PlzDA0NWQ7EV64AbW2AWg0IBMCufp1er0dDQwNGR0cREBDw1YIwicuXL+PZs2coKyvDlStXUFNTAx6PhwsXLpiUm82By+Xizp076OjoQFNTEyQSCa1AvBeQ/U2ZTIZjx45R6l/+/v5GNpaWMD8/b3RPKpXKb2a21N3dHbGxsWhsbERYWJhJgiCVSlFRUUGNrTEYDLS2tlIe2ruxublptJ6R583Hx8cmkW03RkdHUVtbi9DQ0M/OWdhvxMfHQyqVoqyszKoM7dfEbz4QA8Dx48eh0+nw7t07HDlyBO3t7UhOTqYtyDAyMoLJyUkcOnQIfX19yMvLs+nzSZLAAFD+mmQAIQgCUqkUIyMjmJ2dxcjICIAdYQk/Pz/ExMSYDTYLCwsAgPT0dGrh02q1GBsbg0QioTSge3p6IBaLAezMhfr5+UEqlUIqlSImJgYZGRn7mq2SRgxyudzI1D4lJQVqtRpVVVUW9WT1ej1EIhHGxsawvr4ODocDf39/ZGRkmGSnGRkZePHiBaampqyWe6urq7G1tYUffviB9i7Gy8sLBoMBzc3NGB0dxdbWFtWD5vF40Gg0mJmZQW9vLzw8PODp6UnrhiVLtZag/7u/w8z0NJzq66E8eBDTly9jq6yMIvRwOBz4+vpCKpXS+h57hVarxfr6OjY3N6FWq0EQBKKjo42uEy6Xi+vXr6OgoADl5eWQSqU4fvy4ybVkayTpyJEjCA0NpcrFthIMewM1KfNKTijsTjhPnDiB3NxcKBQKi71LgiCgUqmMxvwIgvhiNnkqlcpm++nkyZOYmJjA27dvkZKSAmdnZ6yvr2NoaAjz8/MIDw9HdnY2tra28Pz5c4vvtbW1ZXT+y8vLYTAY7GJJd3V1oaurC4mJiftmBvGlQcrQ5ufnm5C3vgX8LgIxsFNiJpWXIiIiaM+zzc/Po76+HocOHaJE7vPy8vDq1SvcvXvX4mJcUlKCjQPBo0AAACAASURBVI0Ns4Qu0nkmICAABEHgxx9/RHx8PNRqNaanpzE8PAwGgwEXFxf4+/sjJiYG3t7eGBkZgaOjo8niGBcXR42v6PV69PT0oLu7G7GxsZDL5ejv74dOpwOLxcLKygp6e3sRGxu7L5nfbmLGnTt3THbZGRkZ0Gg0KC4uNnm8o6MDvb29YDKZlM6utT61k5MT/P390draajUQz87OIiUlhXYQJggCPT09AHZKkrGxsYiJiYFKpcLKygoUCgWUSiW2traoXjOpcuTn54ezZ89aPJc6nc7iToogCLx6/RrapCS4nTq1M8+sVILNZsPNzQ3JyclUO+XHH3+kVRq3F2q1GjU1NVRZntxBGQwGNDY2UlaK5DXs5eWFa9euobCwEAaDwSxznzw31uDl5YUnT57g+fPnUCqVVsvF9gTijo4OiEQiBAUFmezUgZ3dpLOzM1paWiyyhclzsTsRDA8PR1tbG5qbm+Hp6QkHBwcEBQXt+4JNsrqBHXLWw4cPzT5vdXWVkil9//49dc5dXV1x4cIF6v4guRWW7gWdTkeN6gwMDGB+ft7sLLQlkFWwjIyMPbWgvhUwmUxK5a+mpsbEe+Br43cTiIGdvqM9oyUKhQKlpaUICwuj5CSdnZ3x6NEj5Obm4uXLl0aGBSTev39PmdbbYh0PDw+DyWTi2LFj1E1NuhONjY1hamoKQ0ND1M7KFrWezWYjLi6OChgkoUOr1UIsFmNiYoJS4yKNsyMiIhAVFWV3xk/qxnK5XKvEjHPnzqGgoIDKNh0dHfH+/XuMjY0hLS0NCQkJtBe0xMREVFRUWHxco9FAp9NRPq+20NfXh66uLsqZKDExkbJg9PLyshocJBIJmpqakJubS2lnG6GsDFf/4R8gEAqB//f/gI92CxKJBJubm/ibv/kbm0mDQCDA+Pj4vgVivV6P+vp6jI+PU2pNuwPPbpLbxMQErl+/TvULfXx8EB8fj+HhYbPHTVekg81mw8vLC3K5HJWVlSZWgruPxRY0Gg1KSkqwsrJCiZtYwuHDh1FfX08ZkXyM4eFhE9vJxMREqNVqiMViSvP8n//zf07re9qDjY0NADuBYX19HT/++COloR8TEwN3d3csLCyguLgYvr6+Nlnzq6urcHJyAofDMfs4k8mEWq3G6uoqWlpakJqaSou0SaqFLS0t4dKlS7QsB791CAQCXLx4ESUlJRgcHPzsvt324HcViAHQDjYajQb5+fnw8PAwyY64XC4ePHiAgoIC5Obm4vLly9Qi1tXVhdHRUVy6dIkW0WFgYAB+fn5GNxOTyTSaVyUX/erqalpD8WNjY2AwGBgbG6N2VlwuF/Hx8YiP37FL3NjYwPDwMKamptDc3IyGhgbw+XzKZcdW73x2dhbl5eW0dWOvXbuG3Nxc5OTkwMvLC/Pz87h06ZLd84n+/v4wGAwWlc/Gx8dpaSUPDg6ivb0der0eMTExOH78OHJzc6HRaGgdB2koERAQgGfPnpka3E9MAHfvwkOtBmZngfPngelpYFfStry8DAcHB1o7dwcHB2qR/hSQnsrkXLQlswkmk4mkpCQkJCSgpKQEb968MXquUqm0KHZjzw7WYDDAxcUFhw4dQmtrK5RKpYnovrXArtfr0djYCLFYDAaDgfv379sUY4iJiUFHRwdKS0vN9k1nZmao+2Q3jh079tlLr9nZ2QgKCsLs7Cw8PT3B5XIxMTGB0dFR9Pf3A9hpd9DtxYrFYjg5OVk8J+Hh4Whvb0d3dzdtj29SAGlzcxN37tyxah/6W0NAQAAOHz6MpqYm+Pj42EVW+5z43QViOiD7u1wu10jMfjeYTCZu3bqFqqoqlJSUIDMzExsbG+jq6kJGRgatDFGr1UKhUNh0+yDVkshSqC1IJBJ4enoiKiqKcqX6eO7Y0dERKSkplJPR6uoqhoaGMDMzg9LSUjg4OFgcvSGVrsLDw2nrxjKZTFy/fh3Pnj3D3Nwcbty4safd3e6qgTlMT09b7TnOzMzg/fv32NraQlRUFNLT06nkjMvl0jYgIMHj8eDu7o7p6WnjQDw0BHyc9E1NGQViT09PbG1tWZxP3g2dTvfJrQRyzlmv1yM5ORnJyck2P5fJZOLatWtobGxEfX09wsPDwWazIZfLERoaavY1dErTHz83MTERzs7OqKqqogRhSE6Bud9ao9Ggu7sbg4ODYLFYOHToEHp7e2krIl25cgW5ubkYGBgwCrpSqRQ6nc4ub/D9xm41PQBU8iOXy5Gfn4/AwEBaQXhiYgISiQQsFstigM3KyoJUKsXW1hYthUCVSkUJID148OCzWlN+LaSmpmJ+fh5FRUVGBjVfE1//CL4CCgoKoNVq8fDhQ5sL1dmzZ9He3o66ujoAO0Qqur0SkUgELpdLizFNZrZ0SrjLy8tISUnBwYMHoVQqUV1dDScnJ6uC825ubpTLkVarpeanExISjOafSWKWh4eHXeLtpAcpm83G9vY2RCKR3UIBAKhZX0tBSaFQWDyf9fX1GB4eRkhICLKzs012omq1ek+z1B8zTwEAycmUMhbBYIDJ5QIf9VNDQ0PBZDLR1tZmdcZ8amoKKpWKFvPcHPR6PQoKCrC8vIyoqChkZGTYvbicOHEC4+PjqKurw8mTJ6FWqy22SfaqHx0WFoaHDx/i3bt3KCwspCwayUD866+/QqfTYWtri1LvcnFxgUAggEQisetz3dzckJKSgubmZgCggnF3dzeEQuGeFt/19XVotVqLuyhSjIa85xMTE2lfbxqNhpLGtNTb3g2pVIqGhgb4+PiAxWJZHMuZmJjA2toarl69avM7Ly0toaioCC4uLnb1kX+LuHr1Kn755RcUFBTgzp07X/tw/voCcVVVFZaXl3Hv3j3aO5D19XUwGAyLzGBLGB0dtS72sAsLCwu0yrgqlYoqtwI7C6hSqURRUZGRYL01cLlcnD17FmNjY6ipqcH29jYlB1hdXQ29Xk9bxxswtl68f/8+VldXUVBQgJ6eHhO7OFvo7e21moVrNBqTxU2tVqOgoAAbGxs4e/asWVUygiCwublpt7xdf38/1Gq1qUeyvz/w/j0U//JfQrG5idAXL4CPSFtMJhPHjx9HY2MjCIJASkoK1tbWsLS0BL1ej83NTSwtLWFxcREHDhywu4wP7JyPX3/9FQDw3Xff7VlDl8lkIj09HdXV1RgfH4ezs7PF6ow9AfHj3bOTkxNu374NjUaDkT/PT2s0GqhUKri7u1OGG8BO5YesKPD5fCNLQjo4fPgwmEwmmpubsbm5iZSUFIoJvhe8f/8eGo0G9+/fN/u4v78/oqKioFAoMDs7S/Er4uLikJqaajHJJggCubm5cHBwsFih242VlRVUVVUhMDAQ6+vrFlWjNBoNampqEBMTY3N+dmpqCu/evUNgYKBZEtzvDUwmEzdu3MCvv/6KpqYmnDx58qsez19VIG5vb4dEIsGVK1doL1i7hUHsCcJKpRJqtZoWe5sgCGxsbNDqDw8ODsLBwcEoibhw4QLy8vKQl5eHx48f085kIyMjwWKxKOF2DoeDtbU1XL58mfZ7kDewj48Prl69StnzkapnPj4+tMrtwF9ML6zdFDqdzuj9xsbGUFtbS5HsLAVxctzLnt+wpaUF/f39OHr0qFGCI5PJMDIysiOw/5//M0ZGRvAvLPx2pGNSZ2cn5bDD4XDAYDDAZrPh5OREyyvXHEiVIy6Xi/v379P6zQiCgFqtNpuwRUREwMfHBxsbG1Z3cgRB2F2a/hg8Ho8ibq2urmJmZsaEq7Fbb1mhUFAJhz04dOgQ+Hw+6urqMDAwAIIg9sT+VavVWFhYsDr283GA1+v1aG9vx8DAAPr7+3Hu3DkThStSUlev15snBH4ElUqFsrIyBAUFYXFx0eqYZUlJCXg8nk03NjIhP3DggM022u8Jrq6uyM7ORk1NDfz9/fdckdoP/NUE4pGREfT09ODUqVO01VVIYZDMzEy7dyudnZ2UubctzMzM0O4Pz8zMmCySZD+btIi8f/8+7YyWLBeKRCJotVqcOXOGdjmNtF40dwMnJiZiZmYGFRUVuHfvHi2xhKqqKri4uFhkM5IlTC6XC4IgUF1dDYlEgri4OKsC/wRBoK2tjXK6oYPKykpMTk4iOzvbiKEtEonQ0dFBzYFubW0B2GHiHjhwYEc/+r//9x0Dh2fPgD9Lp8bHx3+SgtRuaLVa1NTUYGZmBh4eHrRUjlpaWjAyMkKNxDAYDMoRa7dym5OT0754MpOgY/rwua0SY2JiYDAYUF9fDwB49eoVbt68aVf/Uy6Xg8Fg2LUOsNlsnDhxAseOHUNeXh41DUBKhDIYDOj1enA4HNy+fdsmqW9rawtlZWXw9/fH7Owsbty4YbGqJxKJsLKyYnMtGB8fR01NjUmL6q8FkZGRmJ+fR3V1NR48eLCv1749+KsIxHNzc6irq0NycjJtq67d88V0tGs/xvT0tFlmpjmMjY3RltRcXV01+76kkcWrV6/sFjl3cnKy28OY7MfuVjX6GO7u7pifn0deXp6R6YYlyOVynD592uLjTCaTMidYXV2FTqfDlStXEBAQYPE15I5je3ubdrb/4cMHTE5OmrjKkHKKpLIYADQ2NmJkZASNjY2ImJ4G5z/9J2BjA1he3lHRksuBP4+W7Ee5T6VS4ddff7XKiN4N8vsrFAokJiYiPj4ePB4PMzMzaG9vx6tXr2j5Xe/GfgdOOu9HdwduCW1tbQgNDUVmZiYKCgrw8uVL/OEPf6D9m5Bs/rW1NbsU0NbW1lBSUgKVSoWEhAQEBgZCp9NBq9VCp9OBz+cjLCzM5nHo9XpUVFTAzc0NMzMzuHz5ssU1Q6FQoLOzE2lpaVYrf4uLi6ipqUF8fPxfZRAmkZmZicXFReTn51Pyrl8av8tGgEKhMPozyQCmK/Jhbr7YHszNzdnFzFxYWKC1S5fL5SAIwmKfUyAQ4MaNG5BKpVT2v98gyVwjIyO4cOGCxSAM7JRwPT09QRAERXaz9d62RiXOnj2LhYUFsFgsPHnyxGoQ1uv1eP36NdbX12mXboGdgBseHm70m7S3t6OzsxMZGRlG7GmJRAIHB4edudz8fOOgotEAtvqaa2vAf/yPwL/+18CfFdisoby8HI6Ojnjy5AmtpLK6uhpKpRIPHjxAWloatZMPCQnBvXv3kJqais7OTrx8+ZJSbrOF/ShN24tPWRzFYjG0Wi1Onz4NHo+H7777DgAoYQ06YLPZcHR0RFtbG+3XzMzM4PXr12Cz2Xj8+DGOHTuGwMBAhIWFISYmBvHx8bSqNAaDAbW1tWCz2ZBKpTh9+rRFGV6CIFBcXAwPDw+rEpbkXHZAQABF4vxrxo0bN6DT6VBWVvZVPv93F4jJ0aSKigqrs8KWsJfXfIze3l64ubnR7tltbGzQkuMcGhqCQCCw+r4eHh44f/48hoeH0dvba9dx24JWq8Xr168hl8tx+/Ztm0Q0pVIJX19fJCcnY3Jy0ub7s1gsyt/VEgICAhASEgK9Xm+zlNfW1obNzU08fPjQrpLT5uamEclsaWkJPT09yMrKMuov7jZ6DwwMxERoKPTb2zAAAJcLxMYC1uYUCQJITwf+y38B/tf/Ao4cAWZmrB6bQqGwSvwhIRaL8csvv0AikSA7O9vi909OTsbjx4/h4OBAidi0tLRYtIwEPo2sZQ505pLpWimaw/DwMDw9PY3um4CAAMrOkQ4IgoDBYMDU1JRV8xASS0tLKCsrQ2RkJO7du/dJY0DT09NQKBTY2trCkSNHrJbH6+vrsbW1ZbMiVlJSAi6Xu6fJht8juFwurl69ivn5eYhEoi/++b+70jSTycTVq1dRVFSE58+fg8/n02IiAn8xcaDLXrQEnU5HO4OfmpoCg8GgNXM7NzdHi2wUEhKC48ePo6WlBS4uLvtCQiCJQWw2G48ePaLFONdoNAgJCYG3tzfa2tqgVCqtlsqCgoLQ2dmJAwcOWE02srKy8Kc//cmmJvXMzAyCg4Ptms8lgwJ1nFot3IeGcMbXFxExMcD6OnDvHgxNTVD7+8Pr3/wb3Hz0CACgP38edRwO/AoKEH7kCHj/7t/t2B5aglQKjI7ueBbvfDjw/j3www8WX8JkMqFSqSwee39/P3p6eqDVauHj4wO1Wm3T21ogEOD27dt4/vw59Ho9xsbGKHEJEh8HU7rnlO6OeD+CtSXI5XITF7KtrS3a30Gv1yMnJwd6vR4BAQEoLS3FkydPrL6+pqYGPj4+yM7O3vNxk1hfX4e3tzempqasVs5mZ2chFotx7tw5q0lqb28vVlZWvknN5a8Jb29vHD16FK2trfDz87OL2Pmp+N0FYmBHou/mzZsQi8W0dg8kiouLodVq8eTJE6uvIQgCIyMjWF9fR2hoqMn87rFjx1BQUGDVxozE2NgYrZ4TQRBYX1+nXUZKSEiAUqlEVVUVbt68+UlexPPz8ygtLbXL/mxlZQUGgwG+vr5gMplgs/9/9s4rqK10XdOvliJCElEmmCiCSSYY29g4gmM759zuffrs2VXn1MzNqamauZiZ2lVzPVPnaqbqnE7ONk4YG2NjwGAbk0Q0OSOiEAIkJCHEYjEX7LUGWZnQdnvzVFHtBklraWnp//7/+7/vfTkYGhqyG4gzMzNx9+5dPH78GOfPn7d5HB6PB29vb9TX19sNxHw+38ICzhZ0NTGdntXr9fDg8YDt28Hp7kbE3Bzwn/4ToNFgvrgYrJkZ+HR14XhODvAf/gOAhfTlvn/5F9z190e/jw8OOarM9/YGFq/05ucBB0EzNDQU1dXVWL9+PZOeVKvVqKmpQX9/PyiKQlRUFLZv3w6lUolXr1459f6BhSAfHByM3bt3M8YIFEVhbm4Oc3NzzL/b2tqgUCicfl1HQdaZFTZJkk4fbzF0u9/ndR70d9cRJpMJWVlZoCgKly5dgkAgwK+//oqmpibLlra/oVarme6DlSAkJAS1tbXgcrnIzc1FWFgYoqOjzfqZSZJEfn6+mWKfNYxGIyorK7Fp06Yv7va1VCiKQm9vLyMh6+7ujqioqCW1/31OYmIiM95du3btd7PG/CYDMbCgauSsneHnGAwGux/As2fPMDY2Bj6fj7q6OoveVT8/P8hkMlRVVTkMxEql0qkBYXBwEABcutl27tzJ9BhfuHBhSRWBbW1tKCkpgUwmcylV39vbCx6PxwRTgUAAlUplt3WEw+HgzJkzePjwIW7duoWdO3fa3A/fsGGDw/26kJAQfPr0ienrVCqVmJiYgF6vZ4TyWSwWjEYjM9DTvsivX7/GBZIEOjsXiq8A4H//b8xu2gTu3yql2XNzQFeXxXGDg4PR7yDFDABwcwOePVtYAet0wH/9rwupajtkZGTg+fPnePLkCQiCwPz8PObn5yEWi5GcnIzk5GTmmgcEBGB+fh4Gg8Gp1OjiCmeCIGwO1CMjI05Pbp1ZETsTiOfm5pw63ue0t7eDx+NZfJ8FAoHNzAKNyWTC/fv3GZUp+jW8vb0xODhoMxBXVVVBIpGsWKCTSCQ4e/YsFAoFenp6GDlMgiAgEong7+8PlUoFNpvtUISHrjGwde5fgubmZjQ0NGBqaoq5FzgcDsRiMXx8fCAUChlDm9HRUUamViKRgM/nY2RkBB0dHeDxeNi9e7fDDJAjDh48iNu3b6OgoGDFJlOO+GYD8VKgLeA+15dezMjICFQqFc6fPw8vLy+8ffsWJSUljIoSTXp6Om7fvg29Xm/XncdgMDhVld3e3g6xWOxyKikoKAiDg4N48uSJU5XLi+nr60NJSQnjTOUKAwMDZgORp6cnlEqlw+eJRCJcvXoVJSUlKCwsxODgoNVq5/DwcEbOEViY0KhUKoyPj0Or1cJgMGB6ehoURSErKwtcLhdCoRCenp6QyWTgcrnQaDSgKApSqRQBAQGQSCSMGP+DBw9Q1dyMzQDoMELNz6NCJsO2ujpwZmYW/IWvXbM4N6FQiNnZWecu1L59wN8mWc5ACxEYjUaMjo6Cw+Fg3bp1Vj9XDocDHo+HhoYGpzSUKYpyai/W1arplQjErhSILUapVFqtLg4MDERHR4fN59FBmM1m4+LFi2bXlyRJuLm52TzPgYGBJRV52kMoFCImJoYZK2jjGFrmkqIoh9mqoaEhjI6OMkYxX5rJyUk8f/6c2cJKS0uDn58fZmdn0d/fz5wvSZKMqAuXy8X8/LxF1pIkSZSUlKCgoADpf2sZXCoEQWD//v148eIFhoaGnG53XQ5rgXgRn+tLW2sP+fTpEyQSCWP3t2vXLnR1daG2ttZslikUCsHlctHd3W0mTLCY7u5uEATh1Mp9eHjYQgzAESaTCVVVVUhISEB7eztycnKsiuBbgyRJvHnzBlFRUS4PKhRFYXR01EyYIzU1Fc+ePYNOp3O4MufxeDhw4AAUCgVevXqF2NhYi9Q6bRf5yy+/AFgY7GlvYZFIhODgYHh7e8PPzw/e3t4uTWDEYjHOnTuHnKwsyHx94TE3B8zN4dPBg/D57/8dnHPngIICYPt2q4GYy+Uua0/TGQQCgVP3Q0hICLq6upwOxCsta7hSK+KlXk+tVmv1+7Vp0yY0NTWhoaHBauV/dnY2CIKwCMJarRZqtdpmdqilpQUAlhUInIE2jjEYDOjq6kJmZqZDA4N3797B399/WdtUKwUtBOTr64uLFy9aZCw8PDysXsOioiIolUqL7zOHw8G+ffvg7e2Njx8/wsfHx2khIWsEBgYiKCgIBQUFDrcqV4K1QGwFWl+6uLgYWq3WrNBjcHDQTHCCw+Fg48aNqKursxDZn5ubs1vQ0dXV5VT6iiRJGAwGlxWB8vPzwefzkZ6ejvj4eDx8+BBFRUV2e3VpKisrwWazsWfPHpeOCSyIYRAEYZaW9/Pzg0gkQklJCY4ePerU64SEhMDT0xNyudxCf3dqagoUReHgwYMICgpa8QDi6emJKz/+iPtcLrx6ehCZmoqk48cXPt/YWMDOhCYoKAjl5eVOTTpWm7i4OHRZSZ9bY35+3unqZLranw6i8/PzTGUx/XfaRWtmZgZKpRIURVn9oesJ7LHU1LTRaLTw0AYWJjIJCQmorKyETCYz+5yam5uh0Whw+fJli/vqzZs3TFbFGrRX8u9RBNXf34/S0lJs3rzZqm/0YoaHh6HVap3+7q0mY2NjyM/PR3R0tEvjy8DAALq6uuzK5qakpEChUODly5c4derUstyVDh48iN9++w3l5eWr3uK1FohtsHXrVojFYrx//x5arRaZmZnQaDQwmUwWM+gtW7agqanJ7AMbHBwERVF2XZqUSqVTvrr0ytmVmezAwACGhoaY6m/aUDwvL89hjyGwMElwRYmK5u3bt+jr68NxOmgtYufOnXj16pVLAcrDwwNTU1MWv//w4QPc3d2d2l9fKhwOB3MEgXXHj2NDfDxw+TJQUrLQZnTrlpnT0mK8vb0hEolQXFzskrDKasBisZxOJc/Pzzs1oQkICEBNTQ3u3Lnj1OvqdDrk5OSYndPn5+doAuDu7r4kIZHZ2VkLP3Ga7du3Y2BgAA8fPkR6ejqCgoLQ1NTEaKR/fo8qlUqo1WqbJgE1NTWYnp5e0uQVWJi80O1wjiq6x8fH8erVK0RHRztlbfjx40dIpVKnhYNWC5Ik8fz5c/j7+zt9nSYnJ1FcXIzR0VFEREQ41IPw8fGBSqXC06dPcebMmSXbONLKaKWlpdi4ceOqXru1QGyH2NhYiMVi5OXlYWpqCl5eXnBzc7P4khAEgZSUFFRXV2Pr1q0gCAKFhYUIDg62+YUiSRJGo9Gp/eGuri6bg4k1aPnHkJAQs7ao4OBgRgPa29vb5iRBp9NhenraqS84De0ANDExgcOHD1tNC4WEhEAsFrsUoDQajcV7p+0cV7uQgqIozMzMLKSA/8t/AXJyFkQ68vOBf/5n4O5dm8+NiIhAc3Pzqp6fM3R1dbnUauTMipgWUfnLX/7i8LFZWVkOnbyGhoaQm5tr93XoQdDZwjMaiqLsfnforaj3798zqfnNmzdbvfdLSkoglUqtrrL6+/tRW1sLiUQCvV7v9DU3GAxobGxkXJJoBAIBduzYYbVY0WAwIDs7G35+fti7d6/DYxiNRqjVaqdsEFeb3NxcEATh1Mp8YmICxcXFUKlU8PT0xPHjxx2mmymKQnt7O6KioqDRaPDkyROcPXvWalbEGeLi4tDY2Ii8vDybZh8rwVogdkBQUBDOnj2L7OxsjI6O2lQzSkpKQl1dHcrLyyEUChndZlvQ/cPj4+Pw8PCwu/IcHR11KS1NFzFZ28dKTEyEWq1mNKCttRPV1tYye63OoNPp8OTJE8zPz+PChQt20+27du3Cy5cvnVoVUxQFjUaDtLQ05nfFxcVMW9qS2xXm54EnTxaKpI4ds9kyNDo6CgALmYja2oUgDCz0/S4SS1msIT0+Po63b99CrVYvu3pzJVAoFE7vlTm7InaFlVTW4nA46O3ttalF/jl0IZ+9+5HD4TCiFvZ8o4eGhjA5OWl1MK6oqEB9fT38/PwwPT3N+PkKBAKmYpvL5cJkMjHSliRJMkVIPB4PgYGB2L17NwIDA6HX61FaWoq3b99aBGKSJPH48WMIhUKnJ7M1NTXg8/nL2jNdCeRyOUZHR3H27Fm7451arUZJSQnGxsbg5eXlkrf5q1evwGKxGMne58+f4/Hjx8sKxkeOHMG9e/eW5CbnLGuB2Am8vb1x5coVVFdX2/wgCIJAfHw8Pn36BD6fD5lMZrcFKiIiAnV1dXj79i0KCwshFArh5+eHiIgIswpso9GImZkZpwPx1NQUWlpasHPnTpuDakZGBiYmJvD48WOrvXLd3d1Oi4Co1Wrk5OSAx+NZFLZYIygoCO7u7igrK3Noft7U1MT0thqNRmRnZ0On0+HQoUNO20ta5Z/+Cbh9GyBJ4L/9N0AuB6xMsLq7u+Hm5rbwWZw/vxCMDYaFaulFe8SPHz+Gr68vpqamMDIyAh8fH5w7d27JKbGVpW53/AAAIABJREFUgu49d9bibTUCMeC4atrZQC0SiSxqNOwxMTHBuFw5g73gQHv/fr66ps1B9uzZw9REkCSJ/v5+DA8PY3p6GtPT05idnQWfz4eHhwfc3NwgFAqZosLPv3/u7u6Ii4tDX1+f2e8pisLTp09BURTOnDnj9LZRd3f3qm7hOMPAwABqamqwc+dOu98LelLjagCmKAqvXr3C4OAgTpw4wVyb48ePM+1+Z8+edSmzSCMSiZCamoqqqipERUU5ZWDjKmuB2EnoVJE9Nm/ejPr6ehgMBgslH2vQe020rd7Q0BCKiopAURQTmDkcDgiCcPrDz8vLg4eHh8PALZFIMDY2hocPH+Ly5cvMjdvc3AyTyeRUla3JZMKzZ8/A4/Gg1+tRXl5u1wWJJjk5GWVlZXZXIMCCAlBISAgGBweRn58PNzc3u1aHTvPzzwtBGABmZ4H794H/8T+YP1MUhcnJSfT29oLP52NwcBBu165BIhCAU1i40Ov7H/8jgIXPzmQyoaOjAyKRCMeOHftd2h2cge7LtKfHvZjVWhGvVOGSVCrF8PCw048fHR1dljQmzeDgIDQajUXBoNFoRE9Pj0XA4HA4DoU1HNHf32+R3s7Pz4dWq7VaZWwLk8kEg8HgsCZkNdBqtejt7UVvby9UKhUEAoHdLNHQ0BDq6+uxd+9ep8156OcVFBQwPuqLPwuCIHD8+HHk5OQwK+OlBONNmzaho6MDubm5q5KiXgvEKwhBEIiOjoZarXapmV8qlZoVYtGBmR4AAOCnn35i/k6vIBbbqREEwSggXbp0yeaxKIpCXl4ehoaGcODAARQXF+Pp06c4ffo0jEYjysrKEBMT49QXXS6XgyAIXLlyBb29vSgsLIRKpcLJkyftDr6xsbEoKytDa2urzdVNf38/DAYDBAIB8vLyEBERgYyMDKcGda1Wi5GREWg0Guj1ehgMBpAkCYIg4Obmht3u7uD+7bpSPB66tFq05ORgamoKRqORqdDlcrkwGAx4+fLlQqEQiwXp5cs4efIkmpubUV9fD71eD09PT7BYLKSmpn41QRhYKC5is9kuiW+sROD6/DVXakUsk8lc0odub29f0qD7Oe/fv2f6zBczPj7utDytq4yNjZkVBzU0NKC/vx8nT550qRK/s7MTbDZ7Ra6DszQ0NKCyshIURYHL5cLDwwNJSUlob2/HrVu3kJiYiC1btljclx8+fICfn59TQZiWc21oaMD09DQCAwNx+PBhqxNJgiAYjYjlBOOjR4/i7t276OnpWXHv4rVAvMIstWJyMZ8HZmAh3UXvMS3ea6It1YxGI2praxEZGWmzuo+iKGRnZ2N8fBynT59m1MeysrLw4sULTExMQCQSOZ3KnJycZEQwZDIZvL298fTpU9y9exeXLl2yuboiCAIBAQFoamqyGYjLysrA4XDQ2tpqMUOmxSxUKhUmJiYYAY+ZmRkmiLLZbHC5XGaPjsPhYG5uDmq1Gm//6Z+w91//FRyTCUORkahOTIQQC8Vk69atQ2BgoNVrqNFo8ODBA/z8889gsViMprdIJMLLly9RV1fnlHnHSkFPGvh8vtVrTau/uQL3b5aNXyPBwcGYn5+HSqVy2EHQ3d3NTAqXQ39/P7RardX9WFratri4GLt3717RliWTyWSWBauvr0d0dLSFnK4jBgYGftdKadr7OykpyUJeePPmzUyQbm1tRWZmplnB6NTUlMM9WKPRiI8fP6K7uxvAgrDP9u3bHWbJaCEcOhifO3fOrtyuNUQiEQIDA1FZWbkWiP9e4XA44HA4Nm+4vLw88Hg8mxMB2tBienrarKBKLBYzNyibzXZYSLGYz5WYPD09cfXqVdy/fx8PHz60KyofFRVl06rRaDRicnISBEHgwoULmJ6eRkFBAZRKJQwGA7PK4vF4cHNzY2T+fH194efn51iB7MKFBccjoxFBQiFs5w/M8fDwQEhICEZGRnD9+nWzY6SlpeHx48cuV/W6Cp3RGLSjxsVisZi2IFf6KL9UsZazK2I6o9He3m4zEFMUherqatTW1iIuLm7Zq9WysjIEBARYXYXSIhJv375Fd3c34uPjra70loJUKkVHRwdzP5lMpiVlWyYmJpYs9bsUaPc0WyJAiYmJiIuLQ0FBAfLy8uDn54cDBw5AKBSCoii7W3BNTU34+PEj+Hw+UlNTkZSU5NK1poNxdnY2Hj16tKRgnJ6ejkePHmFycnJFswxrgfgbYHh4GP39/Th69KjVG9NoNOLhw4eYn5/HxYsXLQKFr68vMjMz8ebNG3R0dDhdGDYzM2PxWjweDxcuXMC9e/eQm5trs2VCJpOhuLgYAwMDZtXPtMg+h8NhXG8oioJYLEZwcDBCQ0Oxfv365QcMglgounKRbdu2ISsrC1qt1uyL6OPjAx6Ph5aWllXV8R0YGMDg4CCOHj2KgIAAEAQBiqJAkiRmZmaYH5PJhJaWFoyNjbn0+l+iWMsVfH19re4TazQa1NbWoru7GxRFLVvmkMZgMNjNcshkMoSFhaGqqgpNTU1oampCWFgY0tPTXXL9+pydO3dCqVTizp07CAsLg5ubG9ra2pzSHfj8/H9PJa2enh6H9Sx0pbpKpcKbN29w584dREREYH5+3uYkVq1W4+PHj0hOTnbaV94aBEHg1KlTTDA+f/68S9uI3t7ekEgkKC0tXVFxlLVA/AeHoii8efMG69evt1qUo9Pp8OjRI/B4PJw7d87m3i9tVl5aWgqJROKwwEetVmN8fNzqYCcQCHDs2DE8ffoUCoXCqhQjh8OBt7c3qqurmUBMURQePnwIgiBw/fp1jI+PY3p6emUC7wrh6ekJsViMiooKHDp0yOxvHh4eLhUTLQWTycTsSy42aKBT8IvTkF5eXsjKysLY2JjTq6KVTk2vZLEWsLB9UF5eDpIk0dPTg+7ubiiVShiNRgiFQiQkJGDTpk0rdr+QJOlwoCYIAmlpaVi3bh3evHmDgYEB3Lx5E1KpFNu3b1+SnR5BEDh//jxaWlpQW1sLnU4Hg8EAo9HoUoAnSfJ3XxE72yYllUpx5coVVFZWoq6uDsCCDOeOHTsszjk/Px9SqXRZQZiGDsZPnz5lVsauBOPNmzfj7du3Ln8Wds9pRV5ljS9GRUUFTCaT1VYgrVaLBw8ewN3dHRcuXLBbgKVUKhkHk5cvX9o1PzeZTMjJyYG/v7/N1YJUKsX69evx4cMHm6+zbds2KJVKxgzi2bNnMJlMOHfuHGNmEBoa+tUEYZqkpCTGcnAxUqkUk5OTdp9LW2guVTtZJpPBzc0NN27cwIMHD+wez9PTEz4+Pnj9+rXTNoJfax8xja+vLyiKwi+//IKSkhJotVpERUXh6tWruHbtGrZu3bqi78GVdH1lZSX8/f1x/fp1HDt2DPPz88jJycHt27dRWVkJE+07/Tdqa2tRU1Nj9zVjY2Nx5coV/PnPfwaPx0NpaanT507LjP4egZiiKLx//x56vd6uEJBKpUJFRQVycnJw69Yt/Pu//zvq6uogFouRmZkJk8mEJ0+e4N69e2aFeVNTU051cjgL7Svg4eGBR48eWVXvs0VkZCTc3d2Rl5e3YufzdY1wa7iETqdDY2Mj0tPTrQZZnU6Hubk5xMXF2R1MaHOFsLAwHDx4EAUFBXjx4gXjdEJ/oRdLDAqFQoepmb179+LOnTsW6WeaoKAghIWF4fnz5wgLC8PY2BjOnz+/YrPM1SImJgYfP37Ep0+fzNpCNmzYgObmZpAkafN6azQavH//HiUlJfDw8EB4eDgSEhKc3lem982bmprQ2dmJJ0+e4Pr16zaP99133+Hhw4e4efMm1q1bBx6PZ6H1TH/GwEKrzkoXojjClUDd2NgIoVBo1nK3mnA4HGg0GrtStQDQ0dFh1uIUGBiIM2fOMG19tHSmUCiEVCrF1NQUJiYmnA4uBEFg48aNDgP3YujgslqeugqFAp2dnYz/8vz8PPbv329z7/TWrVuYnp6GQCCAh4cHIiMjERISwmyxAAtBTqPRMIImHz58YDQDXC1UcwQdjJ8+fYqHDx/i/PnzThe2HT58GI8ePUJ7e7tLrVa2WAvEf2BevXoFiUSC+Ph4q38PDAzE5s2bUVpaCrFYbDVF3NLSgvfv34PNZjNmEPv370d7eztMJhNTeczn85mfx48fO6VD7e7uDn9/f3z8+NFm793Bgwdx//599PT0YN++fb9rm8VSIQgCYWFhaGxsNAvEUqkUbDYbzc3NVh19gIV08Z///GcMDQ2hsbERLS0tqKurg0AgQFBQEDZu3OhwT4/H4yElJQVJSUm4ffs2cnNzbVYHC4VCXL16FXV1dVAoFIyW8eLWN7rC3M/PD2/evIFAIEBaWtqKVYCvZMDs7+9HXFzcqgVhkiTR3d2Nrq4uqFQqzM7OMtX9to5pMpnw7t07bNiwwSLF6e7uzijsjY2NoaWlBZ2dnWCxWDhz5oxLxXRJSUmQy+Xo6+tzStBGo9Gs2nV6/fo1+vr6GCe62NhYxMTE2J3wb9++HSEhIQ4nBh4eHjhy5AhIkkR5eTlaW1shlUpX5b3QwTg7Oxv37t2Dr68vIiIiMDs7i5mZGRgMBmi1WpAkiaioKCQmJjLbarGxsXj//j1kMtmyszBrgfgPSltbG8bHx3Hx4kW7j9u0aROmpqbw+vVriy8+vTeTkpKC5uZmPH36lKmadjTLc3aWvW3bNmRnZ0Oj0VitUNRoNJiamkJMTMwXkYSkhfYFAoHjL/r8PPAv/wL83/+LTLEYudevQ334sNk1DQ0NRV1dnc1ATBMYGMhUwU5NTaGhoQF9fX3o7Oxk0vJxcXEWPteLoTV7Hz9+jKamJpsTMlo/2RmRGaPRiNLSUrx79w5lZWWQSCTw9PSEr68vAgIC4OPj49KAuJJV00qlEiaTaVVkBmmtdLVaDYIg4OHhgaioKISGhuLVq1dMr/3n791oNOLp06fg8/mMrKItfH19kZaWhtbWVqSnp7vsDEQQBMRiMTo7O50KxFNTUyveF06jUChw4MABl7InjhyiPofD4WDnzp1OiQQtB4IgcObMGQwODqKiogI1NTVgs9lgs9ng8XjM5Kqurg7V1dUIDw9HZmYmduzYgZ6eHrx69WrZ5i6s+aVYmqzxxfntt98gk8mwe/dupx6fk5ODsbExXLp0CUKh0EyaLzo6GjqdDvfv30dwcLBFEdLnPHnyBGw22+kezUePHsFkMuHSpUtmAxlFUbh9+zbc3d1tOtq4Cm2rp1KpMD4+Do1GA51Ox/Tcfp6K/Rw2mw2RSIStW7daDjIvXgCXLgF6PQBgViBA/oMHOHriBPMQk8mEGzduYMeOHU5LMS6GJEkm7Tw+Pg5gYRUdFxdn8/UqKytRX1+Py5cvr5jtoslkQl1dHcbGxjA1NQWDwYDZ2VkAC9dobm6OSacvFpihf+j/n5qaYnyirTE/P4+5uTno9XqHJhJv3rxxavK5FHJychjDks9bnqampvDo0SMQBIGtW7ciKiqKqUqvq6sDn8/HqVOnnLr2hYWFGBgYwA8//LCk8ywsLMTY2JhT16CyshJtbW34/vvvl3Qse/zyyy8IDQ21q6f/LdLV1YWSkhJwuVwcP34cMzMzePbs2bJld9cC8R+Un376Cfv27XN6RkpRFLKysjAzMwOxWIzx8XEcOXLErDdRqVQiJycHiYmJZkYLn9Pf34+8vDyn5RyNRiPu3LkDb29vM9WtnJwcjI+P49q1ay6ldiiKwuDgIPr7+zExMQG9Xs/o+dIBlsPhgMfjQSgUQiKRQCKRQCAQMD+03i+tJU2SJDQaDSYmJtDa2oqhoSGIRCIcP378/+8b/Z//A/zn/wxMTwMA5jkc3Phf/wvX/vmfzc6/tLQULS0tuH79+pL35+jiqv7+fjQ3N2NoaAjr16/H4cOHra5I7927B3d3d5xYNClYDaamplBaWgqFQoHExESmdmBxHcHi37FYLOYz+dz+kGZmZgYKhcKp47u7u+Pq1asr+p70ej3u3LljV9uYJEkUFhaaFelxuVxERERg586dTmUJjEYjbt26hd27dy857d/W1oYPHz7gH//xHx0+1pWg7So9PT0oLCwEAMbcIiQkhHGf+5YxmUzIzc1l1M+m/zYe/PDDD0t+72uB+A8KrYTlSnGTwWDA7du3wWKxcP78eav7se3t7SguLjYTsbfGmzdv0NfXh3Pnzjm1rzs5OYnHjx8zwbiqqgoNDQ1OrxynpqZQVVWFoaEhGAwGsFgsuLm5wd3d3Sx9KpVKV0RQg5a2nJycxKFDhxaKdXp7gcTEhRUxjwekpeGX69eRlJRk1jtMr/S9vb2dSlmNj48zeryTk5PQ6/WMJGdISAi2bduGmZkZPH/+HL6+vlaDLT05unbt2qoKigBAeXk5Ojs7ce3atRV5PbVajcePH9tdEdOP+dOf/rTixUeFhYUYHh52+v3QkyRX9wXfvHmD4eFhXL9+nfmdRqNhsh/T09Ngs9mMvvzifXytVguNRgOj0QgWi4WrV686/JyfPXvGaC2vBiRJMvft1NQUBgYGwGazcfXq1a+u02E16OnpQU9PD8bGxjA9PY2TJ08uucaF/de//vWvK3t6a/wehISEoLW1FS0tLUhISHC4z0an17hcLkiStOmr6uPjw8jU2ZJ6BBbco3p7e1FXV4fY2FiHXzxa8L2mpgbd3d3o7e2FVCpFa2srWCyWzd5Duk/6w4cPMBqNCA0Nxa5du7Br1y4kJiYiNjYWMpkMgYGB8PT0XLE+WC6Xi7i4OGg0mv9/LYKDF1yXPDyAEyeAf/1XTOp06OrqMivaYrFY8Pf3h1wuh5+fn80eRfq9ffz4EWq1mlHCio2Nxa5duyASidDT04Oamhr09PRAJBJhbGwMISEhFqIJHh4eaGxsxNzc3NLtIZ1EoVBgcnLS4T64sxiNRjQ3N9sVQqmoqMDMzAxSUlJW5Jg0FEXh7du32LRpk9MqXARBWKx8xsfHUVRUxFQEWztOcXExtm7dinXr1qGurg6vX79GfX091Go15ubmGBnWmZkZxrVJr9dDp9OBy+UiPDwcaWlp6OjogFgsdljUV1lZiZCQkFW7HwiCYHzNIyIisHHjRtTV1WFmZsZhlfm3gJeXF8LDwxEfH4/k5ORldXt8+9OWbxSBQICzZ8/i3r17yMnJwalTp2w+VqlU4vnz5/Dy8sLp06dRWlqK9+/fIywszOrqYsuWLZicnERubi4uXrxoMxifOnUK9+7dw6NHj3DlyhWHaRlPT0989913ePHiBdMqRcvWDQwM4PDhwxbnU1RUBIVCgaNHjzrtIrSSZGRkQK/Xo7CwcGHFtGED8D//J/N3emBUKpVmA7mfnx+CgoJQXFxsc6VFF7EdOXLE6mCZkJCAhIQETE5OoqOjA8PDwxAIBHj69Ckj5B8UFISYmBh4eHjA3d3dzFx+tZibm1vR3mBn0nkKhcLCm3claG1tBQALYRpXxBooimJ6mvv6+qx2JxgMBlAUhdjYWMjlctTW1iImJgZbtmxxeQAXi8UO7SBJkoTRaFyVa2YLDoeD0NBQ9Pf3/27H/Fb4tpP53zgCgQCnT5+GSqXC27dvrT6mu7sbOTk5CA4OZiqid+zYAS6Xi/z8fJuvfeDAAXh5eeHx48cWQgQ0tPoPSZJ4+vSpw/OlKApFRUWQSCTYv38/ACA+Ph6nT5+GRqPBjRs3kJ+fj9HRUQALrVXd3d04fPjwFwnCNPv374fBYLA6wAiFQnh7e6OiosLib3v37oXBYLCqtqXVajE2NoZjx44xQbihoQG3b9/Gv//7v+Onn37CvXv3MDQ0BE9PT2zZsgUnTpzA9evX8eOPP2LHjh1wc3NDa2srY0QxMTHhciXuUlhpkQ5HtLa2wmQy2dQvXg5tbW1mKmUA0NfXh9u3b9u87wEw9/y//du/4eeff2YK62zZDQqFQrBYLNTV1aG2thapqanYtWvXklZRvr6+UKvVdh/T0tICNpv9u8pbAoCbmxtT1LeG86wF4j84np6eOHToEDo6OlBfX2/2t/r6ehQUFCA+Pt6sEpogCBw6dAhDQ0MW5uOLOXnyJNhsNh4/fmyzypjH4+HMmTOYmJiwG9iBhb5nk8mEU6dOmQ18vr6++P7777Fjxw6o1WpkZ2fjl19+wYcPH7B+/fovbi1Ipxvb29ut/j01NRVKpdJCvUooFMLHxwfl5eUWz5HL5XB3d2cGysLCQiYFfuzYMRw4cAASiQQvXrxgJiY0HA4HMTExOHLkCH744Qf8+OOPSE9Px7Zt21ZV55pmpQOxozKVyspKyGSyVRGmmJ6ettjXCw0NBUEQzGrZGoWFhZicnMTJkyexfft2AAstaba2IQiCQGJiIuRyOUQikV31KUcEBQVBp9PZfUxjY+MXmbyy2ewlq8b9PbMWiL8BQkJCsH37dlRUVDCB9cOHD6ioqMC2bduQnp5u8Rw/Pz/IZDIUFRXZ/OJwOBycPXsWRqMRL1++tHl8iUSCY8eOoa+vD2VlZVYfU11djcHBQRw7dszmKiAuLg6XL1/Gjz/+iE2bNsHHxwdDQ0P4+eefcf/+fZSWljqUkHQViqKgVqvR2dmJqqoqFBYWIicnB48ePUJ2djZyc3Px9u1bzM7Owmg0Wn2N8PBwcDgcVFdXW/wtLS0NKpXK4rl6vZ5pdzEYDOjq6sJ3332HzMxMBAQEIDQ0FEePHoW/vz8KCgrsvgcOh4PY2Fhs3LhxiVfBNej2pZWip6fH5t5+aWkpZmZmHPboLpXFVd2L8fHxYaz2PkepVKKvrw/79u2Dn58fEhIS4O/v7zA4pqWlQSKRwNvbe1nnHBYWxvS/W2NoaGjFJSGdJTIyEkajEfn5+TbPbw1L1vaIvxE2btyIiYkJvH79GmKxGDqdzmHDfWZmJn766ScUFxczqlqfIxQK8d133yEnJwc6nc5mr6S/vz8yMjKY1PNicYmBgQFUV1djx44dTsnUcTgcJCcnM8INAwMDaG1tRVdXF5qamsDhcODj44PIyEhs2LDBZqGY0WjE2NiYWT+xwWBgWp1IkmRWY7S6FJ/Ph5ubGyQSCeP7PDU1BZPJhMHBQdy4cQOBgYFITEw02xOOjIxEa2urRdtXUFAQBAIBKioqzCwqF/vN9vb2gsPhWN0nzszMxN27d6HVaiEUCr+KalRaJnOlaG5utrp6oz/vzMzMVZNp9PLysmopKZPJUFlZiYGBAQQGBjIZnLa2Nrx//x6hoaFme8HOrgRDQ0NtZlachcfjgc1mo6enx6pTWlFREQICAr6ISp2Pjw8OHTqEkpIS3Lp1C2FhYcjIyPgq7tuvmbWr8w2xe/duaLVaDA8P48iRI3ZTUxRFMankzs5ObNu2zWY7hL+/P7hcLnp6euyuuiIjI6HVas0kNTUaDV69eoWIiAibyk+OCAoKYoKUyWRignJ5eTlKS0vB5/Ph7u7OWAEu7idmsVjgcDjg8/kQCAQQiUQICAiAh4cHvLy84Ovr6/QgbzAY0NDQgN7eXsa/WSqVIi4uDqmpqWhpacHg4KDFdY+Pj0ddXR127NiB6elpiMVikCTJHNdemlckEoHNZuPBgwfMpMHDwwOpqalOKRWpVCp0dnZiYmICMzMzmJubA0EQ4HA4zITC1vs3Go2ora3F6OgouFwuwsLCEB0dDQ6HsyKBmCRJFBQUYHp62kI9SaFQoKioCHFxcS4rMrnCrl27cOfOHTx69Ajp6enw9vZGR0cHampqMD8/zwj783g8Zs84OjrawvfbWZeplJQUfPr0CT09PXYnyRqNBiwWCyKRCBRFYWpqCpOTkxgYGIBSqcTc3BxGRkYsAnFFRQWMRiPOnTvn6qVYMUJDQ3H9+nV0dnbiw4cPePjwIS5fvvzFzuePwFof8TcGRVF48OAB5ubmbFYy04UmGo0Gx48fR2FhIZNetsWdO3cQEhLiVIqwuLgYHR0dOHr0KF6/fg0PDw+cOXNmWe/LFmq1Gr29vRgbGwOfz2e0b729vSEWi1dVk7i1tRXt7e0YHx9nBmI3NzcLBTGTyYTffvsNBEFAKBTiypUryM7Oxvz8PE6fPo3JyUlkZWVZ7ZEtLy9HQ0MDNm/ezFRQ0/3UHA4H/v7+8Pf3h6enJwiCgMFgwOTkJIaGhjAxMQGKoph+azc3N6ZFxmQyQa1WY3Z2FmKxGJGRkdi4cSMEAgEjc9nV1QU+nw9vb2+YTCZMTk4yFdOfuxLZmkzQ+8l0P+xi5a3p6WlwOBwcOnTIrA5AoVDg9evXVgPeSqHRaCCXy6FQKDA7OwuJRMJUnLPZbISGhmL37t3g8Xjo7+/H2NgYPD09mf3jz3n9+jV0Op1TCnG5ubnQaDS4cuWKxd+USiVev35tNa1L318+Pj4wGAyYmZkxC3B0r/XOnTuXpOq2GtAiJocOHbJaTb7GAmsr4m8MgiBw9uxZ3L17F9nZ2RYB0GAw4NGjR5ifn8elS5cgEomwe/duvHz50qYeNLDQMuGsyfzevXsxOTmJFy9eQCQS2W2tWi4+Pj6/S6Xw53A4HKa9iKIo9Pf3o7a2FhMTE/j5558RHByM9PR01NTUoLOzEwRBICEhgdF73rhxI7M/7+npCT8/P+j1erNATFEUPn36hB07djDZhHXr1uHo0aMgSRI1NTVQKBRoaGhgKlUJggCXy4W3tzd27tyJyMhIu2lBlUqFuro6NDY2ora2lgmyAoEAmZmZFqvRsbEx1NTUYGBggClS+tyZi/73/Pw85HI5E8BoiVF6Ne3v728R2IxGI968eQOZTLYqQXh0dBQFBQXQ6XRwd3dHQkICUlJS7F6j4OBgh32xdGB0hj179uDevXuoqKgw28qoqamBXC7H+vXrceDAAWYVTmcwFkMrbNFQFIXc3Fz4+fl9NUEYWCh05HK5mJiYWAvEdlgLxN8gdCVzVlYWCgoKmFahsbExPHv2DCKRCGfPnmW+3EFBQXB3d0d1dbXNveK4uDinzbBJkoRer4fUEe2YAAAgAElEQVSbmxvOnTv3zUveEQSB0NBQhIaGgqIotLa2ory8HPfv3weXy8XWrVuRkJBgdh3Cw8PBYrHQ2tqKuLg4q7rdtMiHtX1ADoeDrVu3LrulRyqVMl7WJpMJExMT8PDwsPkZ+/r6gs1mw93d3ep5fU5DQwP8/PycrhIuKioCn89HRkaG82/CCWjhjq6uLvj7++PEiRMrpssNABMTEyBJEgqFwmHAEYlE2LlzJz58+IDW1laIRCLodDqYTCZs377dbPvH1rZBaGgoSkpKYDQawefzGblJ2obxa4KiqLU9YgesXZ1vFIlEgiNHjiA3NxdyuRw+Pj4oKChAQEAAjhw5YhEcw8LC0NXVZfP1IiMjUV5ejqKiIhw5csTm4/R6PR49egQAuHjxolP7rxRFMRWnIpHoDxO4dTodVCoVJiYmzIrBtFot2Gw2U1xlTYGKIAj4+/ujsbHR5gpmpVTCnIXH4zmlLjU+Pm4zc/I5rg7CSqUSycnJK34P6HQ6DA4O4vDhw6uyMhOLxWCz2SgpKXHKZCE2Nhbh4eGoq6vD5OQkAgMDkZKS4nRfMa2Z/u7dO6xbtw6Dg4NITk5etaK25TA3NwcvL68vfRpfNWuB+BsmMDAQu3btwrt37wCAkU60RmJiIpqammAwGGwWbe3duxcvX77E+Pi41RYMpVKJFy9eAFjYM9Tr9XYHFoqiUFtbi+bmZrDZbMaJRyaTIS4ubtltHkuFnhio1WqLiuvPi8HoVDBdbS2VSrF582ZERERAp9Ph7t27Ngtztm/fjsePH0OtVltNr9M9qcPDw19U0GQxFEVhcnLSpnCFtcc7G4h1Oh1mZ2edWmm7ikQiMdN4dhZa89vRxCA9PR0FBQWYnZ1FSUmJU2l1gUCwrBYjkUiE3t5exjBjNa7bSsBisTA+Pv7F9QC+ZtYC8TdOTEwMU1Fsr0pTLBaDz+ejtrYWO3bssPqYoKAg+Pj4oLCwEOfPnzf7W1tbG969e4eQkBDs27cPL1++xJMnT7Bv3z6rPsPz8/MoLCyEyWTC8ePHmVYLrVaL9vZ2vHz5EhKJBHFxcQgPD18xX1WSJDE+Pg69Xg+DwQCTyQSdTsfY/ZlMJosgS7s1+fn5MdXWtLmEvQFaJBIhJCQEpaWlVq89vb9dUlJitZiNIAgIBAK8fPkSGRkZq1o97Cy0Nriz50JRlNOrtJqaGqa63RVIklyV1CddTxEaGuowsK5fvx6XL19Ge3s7Pn78CJlMtup6y97e3uBwONBoNPD19QWfz1/V4y2V+Ph4lJWVgc/nIyoq6kufzlfJWiD+O8DZASE6Ohqtra02AzEA7Nu3D1lZWejr62P8N8vKyvDp0yckJycze5YnTpzAhw8fUFBQgJSUFGzZssXsdTo6OqDT6XDixAmzICuRSLB582Zs2rQJvb29aG5uRlVVFQQCAbZs2bIkAXulUomqqiqoVCqzoiY2m80EW4lEgpiYGPj5+cHX19fCVGGp7N27F7du3UJbW5tVN6tdu3YhOzsbKpXKqhyhUCgEm81GUVERenp6sG/fvi+auq+urrZZOWyNxb7F9tBoNGhra2MKwFzh/v37iI6OXlEJTJIkkZWVBYFAYPf7sBgej4eEhAR0dXWhsrJy1QOxp6cnuru7IZVKv+oAt337drBYLLx9+xYzMzMWut5rrAXiNRaxZcsWtLe3Q6vV2pTq8/T0REhICN69e4erV6/i1atXGBwcREZGhsVgsHPnTvj6+uL9+/fo7e3FgQMHmJVvR0cHUlJSbK50CYKATCZDeHg4fvnlF3C5XLx8+RI8Hg8RERFISUmxWWyj1+uhUCgwODiIoaEhGI1GeHl5YdOmTYiIiFjRIh1H0K5T5eXlVgPxunXrEBAQwFgYfh7gSJJEQEAANmzYgFevXuHWrVtITExEUlKSzWBIkiQ6OzuhVCrB5XIRGRnplJCKIzo6OmA0Gp1WuTIajaAoymFK0mAwIDs7G97e3i4P0iRJwmAwLLlH3RYvX74Ei8XChQsXXJ74JCYmOlRDWwnEYjG8vLwYR66vmW3btkEgEODjx49rK2MrrAXiNRg4HA5++OEHh4/LzMzEb7/9htu3b2N2dhanTp2yKS4fExPDyDRmZWUhPDwcGRkZmJqackr5hzaYP3v2LGZnZyGXy9HZ2YmWlhZwOBxGbnGxMT39Xtzd3REWFoatW7cuy6JsuezZswe//vorGhoarBZufffdd7hx4wbev39vlgKlC7/S09Oxfv16fP/99ygtLWXaXEQiESQSCYRCIROQtFot42tL/76xsREsFgvu7u6MtKkrq1pgoaL63bt3iIyMdPpafvr0iUnt20Kr1TJiJdZ8lh1B63s70r42mUyQy+Xo6ekxazPicrkQiUTw8vJCUFAQZDIZJiYmMDIygjNnziwp+xAcHIz5+flVS5nTDA8Pw93dHUKh8Kss0vqc5ORkzMzMoLi4GLOzs19Vm9WXZi0Qr+EyPB4PaWlp6OrqwuHDhx2mHj09PXHu3Dn09PTg3bt3+PXXXxlxAkcQBAGRSITx8XH4+PggPT0d6enpUCgUePXqFWJjY+Hp6QmBQAA+nw8+nw8PD4+vql2CNmmorq62aGOi/56RkYGCggImPQ4sGAsIhUJmtcPj8ZCRkYE9e/ZgcHAQHR0d0Gg0mJqaApvNZlbfsbGxZoVuFEVhYGAAXV1dUCqV6OnpAUVREAgE8PX1RWhoqF2pUIqi8PTpU/D5fJd6e5ubmx3a8JWVlcHd3R18Ph/Pnj3DpUuXXJo00dXDZWVl2Ldvn8V5t7W1oampCePj4+DxeAgLC4NUKmU+A41GA7VajeHhYXR0dKCkpAQ8Hg/u7u7w9fV1+jwWQ1/HiYmJVXM/MhqN6OrqglgsXpaBRGNjIzo6OnD69OkVPDvbpKWlgcViobS0lDHzSE1NXbGtoD8qa8paa/yuUBSF6upqtLe3w8fHB9u2bXO4Mq6pqcH4+DjTD01z584dSKVSHDx4cDVPeUUgSRK//fYbkpOTGVGPz3nx4gXUajW+//57RtP49OnTqzKYq9VqdHR0YHBwEBqNBnNzcwgODsb+/fvNAjK9V2oymXDu3Dmn0/p9fX14/fq1VbWwxWRlZcHHxwd79uxBVlYW5ubmcPnyZZcmUp2dnSgqKsKlS5cgkUjQ09ODhoYGjI6OgsViwd/fH8nJyQ7rC2gBlZaWFmi1WkapzdPTE97e3vD19YWfn59T53bz5k2sW7cOhw8ftnqciooKKBQKkCQJX19f7Nmzx6UJSGlpKQwGA0ZHR3H58uUlrdxpRbctW7YgJSXF5ecvBzpD0dnZCaPRiLS0NKcr8b9F1gLxGl+Eubk5NDY2oq6uDlFRUdi0aZPNgYgkSdy9excnT540619tampCWVkZfvzxx2UVMJEkCZ1OZ2FjOD8/z5hDzM3NMf+mf+bm5pj/0v+mKMrs9xwOBwEBAYiOjkZTUxMaGxvxD//wDzalR2/evAk3NzdMTU2ZFb+tNt3d3Xj37h24XC4uXrwIDocDlUqF3NxcEASBCxcuOB0oSJLErVu3EBAQYDUQLeb27duIiIjA9u3bYTKZGBGUixcvuvSZ3r9/H0ajkdmm8PHxQWJiImQy2ZLuDb1ej+bmZiiVSuh0OhiNRszOzjKSnTweD8HBwUhLS7O6mhscHGQq/w8ePMj00S6Wlw0NDQWfz0dfXx9mZ2dx6dIlpwrbent7UVpaCg8PD4SHhy95fzwvLw9arRYXL160+Rij0YjOzk4YDAa4ubkhIiLCqXN0hdraWsjlcnz//fdfdAvpS7IWiNf4okxPTzN7d5s2bUJcXJzVgbOiogLz8/NmfZcUReHXX3/Fpk2bXJ7Rm0wmVFVVobOz06Y0Ib3vuPi/n2sm0z2m9O/pSmxaltBkMkGr1cJkMjH72fb6uXt6elBQUICQkBAzD+nfA5PJhLt378LHxwdubm7o7u5GQEAAvvvuO5dWqC9evMDY2BiuXbvm8Hm//fYbUlNTGTUpo9GIe/fuMVKeziCXy1FTU8O4fsXHx6+qxvjo6CgGBgbQ3t4Og8EAT09PHDx40CKzo9Pp8Pr1a6jVanh4eIAgCGg0GnC5XJw9e5bJLtD68Fwu16FZg0ajQU5ODjZu3Ii2tjacO3duya19T548gUAgsCnQU1JSgra2NnA4HHA4HGYCKhaLkZGRAX9//yUd1xo3btxAbGzs7zbx/Nr4ejbS1vi7xM3NDbt27WJ6DZuamrB9+3YEBwebFeAIhUJoNBqz5xIEgfDwcDQ2NjodiIeGhlBZWYnR0VHweDxERUUhOTl51feojEYjFAoFhoaG0NLSgqCgIKu9xeHh4YwIy/v371fNh9caer0eXl5eGBkZAYfDsao17YjCwkIMDw/j5MmTTgVvkiTN0t0CgYCx3XRU7ESSJJ48eQKNRoOtW7cytpmrCe1aFRgYiK1bt2JsbAwlJSV4+PAhkpOTzdr0aCnZgYEBtLW1gaIoxMbGWkw2CYJAZmYmnj17Zvc9T05OIjc3Fxs3bsSnT5+wf//+ZfXXS6VSdHZ2Wj2mWq1GW1ubhRKZTqdDUVERcnJyEBAQgAMHDqzIKpauA/l7hf3Xv/71r1/6JNZYw83NDVFRUZBIJCgrK4NCoWBWZnq9HqWlpYiJibGQyvPz80NNTQ3Wr19vc/+SJEnI5XIUFhaiubkZAoEAe/bswZ49exASEvK7VJzSHsphYWHQ6/WQy+WIjo62emxfX194e3ujsrISk5OTVgVRVgK6iKuyshIfP35EfX092Gw2tmzZgv3797tkpkGbDvT39+PIkSMICAhw6nlyuRwpKSlm6U6RSISZmRm7+7EkSeLhw4cwGo24fPmySz27JpMJs7OzK1LQJxQKERcXBz6fD7lcjo6ODoSFhZl9rhKJBDKZDBEREVi3bp3VCm+RSIS6ujoIBAKrrWYqlQp5eXlISkpCe3s74uPjly3wEhAQgKamJvT19VmocjU3N2N8fNyiOI/H42HDhg0ICgpCc3MzqqurMTs7C39//2VlIXp6emAymRATE7Pk1/gjs7YiXuOrgcViISQkhPmSv3jxAnw+H0ajEUlJSVYDklAohI+PDyorKy3aX1QqFcrLy5kVXkRExBdvZQIWfKOVSiWePn2Kq1evWh3AwsPDcfToUeTm5sJkMq2YmL9Go0FzczMUCgVj+ycWiyGTyZCYmAixWOzyaxqNRmRnZ0Ov1+P06dNOVxvTCmbWdKvT09PtPu/hw4cwmUwuVVmTJIlnz55BrVYDWFgRZmRkoKWlBSqVClqtFjExMTaL6eyRkJCA8PBwvHjxAvfu3UNqaqrL1cxSqRQNDQ0WK+b+/n68ffsWmzZtQmdnJyIiIuz6gjsLj8fD8ePH8ejRIwtBGaFQyEi5Wrs//fz8cO3aNdTU1KCtrQ0NDQ0QCoXw9/dHTEwMAgMDXQrMRqPRqS6Kb5W1PeI1vlrm5uag1WoZiUlbVFZWorW1FdevXwdFUaivr2d0sz09PZGamuqwjeb3xmQy4c6dOw73QlUqFZ49ewYvLy8cP37c5dU77Zvc3d2NsbExkCQJgUAAf39/bNiwAcHBwctayYyMjCA3Nxdubm44deqUS4U8Go0GDx48wF/+8heXjllQUACFQoErV664NKl69uwZxsfHcebMGczPz+P58+eYnp4Gj8eDl5cXxGIxOjs7cfbs2WVZa9LFR7TxirOTG71ej/v370MoFGLHjh0ICQlBW1sbKisrsXnzZlRUVIDD4eDatWtLPjdr3LhxAxs3bjSbONCFg/7+/nZNXmjUajWam5sxODiIqakpAAvB3NPTExKJBB4eHhCLxRAKhRAKhWaGJp2dnfj48SP27dv31X1Pfy/WAvEaf3jKysrQ0dGBdevWYWBgACwWC2FhYdi2bdtX3Z+oUqmQnZ1tsbf4OZOTk8ye6YEDB+ymYSmKwtDQEFpbWzE8PMyIe/j4+EAmkyEmJmZFUvEGgwElJSXo7+9HaGgoDhw44HJA7+/vx+vXr/HnP//Z6ecMDw/j+fPnLrsovXv3Dm1tbTh79qxdM5EXL15gZGQE+/bts6vN7gidToe8vDxMTExALBZDKpXCy8sLkZGRdp2rjEYjnjx5Ap1Ox0wyUlNTUV1dzWy/LPYwXgkePnwIT09Pxg6TZnR0FDk5OZBIJDhx4oTTkx6KojA4OIienh6MjY3BaDTCZDIxXQl0JoSGIAjEx8cvSd70W2EtEK/xh6elpQUfPnyAWCxGUlISNmzY8IexUmxvb0dxcTESExPtOvFQFIWioiJ0d3cjKioKe/bsYd6jVqtFU1MT+vv7mYI2sViMoKAgxMfHr6gFnU6nQ0lJCQYHByESibB9+/YlB6zq6mp8+vQJf/rTn5x+zs2bN+Hr6+vUKo0+3/z8fKjVahw8eJDRR7cFRVEoKSlBR0cHpFIpDh06tKx2nZ6eHrx9+xYkScLLywvT09OIjIxEWlqazUKrlpYWdHV1YWRkhEkNHzp0CO3t7QgODkZ0dPSSz8ca+fn50Gg0FkYuwML1y87OxtzcHL7//vs/zPfqj8ZaIF7jm2C15QRXE1qQwl5bE01PTw+KiorA4XAgEomg0WhWPN1s67hyuZxZ4dGp0+Vw+/ZtrFu3zmlBFno1/OOPPzr8rCmKQmlpKVpbWyEWi3Hw4EGXbDXHx8fx5MkTUBSFsLAw7N69e1m1BU1NTaiqqoLJZIKbmxuEQqHNyvKGhgZUV1cjPDwc/f39oCgKMzMzcHd3R2BgIDIyMpZ8Htaorq5GY2OjTXlbWoxm8+bNv0tl+t8jf8yRa401PuOPGoQBIDIyElwuF/n5+ZidnUVmZqbNx9La0lNTU5iZmYFUKsV33323KgVoRqMRlZWV6OrqAkmS8PPzw6lTp5ZtIKHT6VBYWAij0YidO3c6/bzGxkZIJBKHn7VarcaLFy9AkiR27ty5JJ9etVqN+fl57N69G1VVVbh58yZjh7iUa033N7e1taGqqgpqtRpPnjzBjh07LLymtVotvL29MTAwgNOnT0MkEqGvrw8fP35ET08PRkZGkJKSsmIVxiEhIaiurobJZLK6bcHhcBAVFYX6+vq1QLxKrK2I11jjK2FgYAB5eXkIDQ21WCWaTCYUFRVBoVDA19cXBw8exNDQEN6/fw82m43MzMwVc+BRKBSQy+UYGxsDn89HTEwMUlNTlz3ZGRwcRElJCXQ6HQiCwKlTp1zSc7558yaioqIc7iU+ePAABEHg9OnTSz7ne/fuwdPTk6lW7+zsRHl5OQwGA0JCQrB79+5lpaxHRkZQVlYGlUoFgUCAhIQEJCcnM+piBEFg//79Fs5VGo0GZWVl6O/vB5vNRmxsLLZs2eLS+zSZTOjo6DBT5Lp16xYjKGLttYxGI27evImLFy/a3eNeY2ms9RGvscZXgkQiwfr161FVVYXh4WFER0eDoijI5XLk5+fDaDRi//792LZtG3g8HiPjODY2BrlcjsHBQYSGhi4p+JhMJlRUVKCwsBBtbW1wd3dHRkYGdu3ahaCgoGWnujs7O5Gfnw+pVIpt27ahq6vLZbESuVyOmJgYhxXNra2t4HK5S3b3USgUaG5uNss0eHt7IzExEV5eXmhsbERDQwNGRkYQGBi4pOI3kUiE2NhYxMfHQ6vVoqWlBbW1teju7gaXy8X69euttigJBAJERkYiKSkJJEmiubkZ9fX1EIvFTqfe9Xo98vLyEBERwby/iIgINDY2or6+HpGRkRbvicPhoKmpCSwWy2IFv8byWQvEa6zxFSESiRASEgK5XI729nZUVlZiaGgI/v7+uHDhgsVqhCAIREREIDg4GM3NzaipqQGHw2EcnBwxNDSEwsJClJaWYnJyEtHR0Thy5AgSEhJselK7CkVRyMnJQUREBA4ePAgPDw/U1NRgw4YNLgWx6upqxMfHOzwvX19fVFdXw8PDw6V9Yfpcnz17huDgYKsazl5eXvj06ROkUik0Gg2qq6sxNDSEgIAA8Pl8l44FLAS48PBwJCcng8/no7u7GyRJIjMz024KnCAIBAUFISkpiTmPvr4+hIaGmrUGWYPP56O9vR1KpZIp/OLxeIiPj0dnZyfq6uqQlJRkITwyNDSEoaEhxMfHO7SdXMM11gLxGmt8ZQiFQoSHh2NkZAQBAQGQyWRob2+3qtpE4+7ujsTERJAkybhbBQUFWe2/tqc0FhwcvCzZRGsUFxdjfHwcJ06cYDS56+rq4O3t7VK/bnV1NVJSUhzu0bq7u8NgMKC6uhpxcXEuZQg+fPgAlUqF06dPW80C9Pf3o7W1FadPn0ZKSgrWrVuHrq4uVFdXY2BgAP7+/kvaQ2axWNBoNJicnISvry8SEhKcfl54eDhkMhna2tpQXV2Nubk5h6tWerKyWMmLIAjExsairq7O6msEBgairq4Ozc3N6O/vZ0xb6uvr8enTJ6aFcKVNIf4eWAvEa6zxFeLm5oYNGzYgLCwMAQEBiI2NRWdnJ+RyOVgslk0JyfXr1yM2Nha9vb2Qy+XQarWQSCRoaWlBS0sL6urq8PHjR6jVashkMhw5cgSJif+vvTv/aupaGzj+TQiDEKYwOKEIgqCCpeCE1gFR0QJKodrq1dV7173373JZWUW0iCLWCKIoCgoSEGUsoswzAZlCODm8P/gmt0gSEsRq6/78Jjk5OSdZy+fsvZ/9PNuWdd2vo6OD1tZWhoaGePjwIT09PRw5cmTe6LSxsRFXV1eH17VlWUan07Fr1y6HpsnNMwT9/f1ERkY69Bk6nY66ujqSkpJsrl0XFxfj4+NjCZS+vr7ExMSwevVqXr9+bRmZLiUglZeXMzMzQ3x8vNO/x4oVK4iNjcXV1RWdTkd9fT2rVq2yWfbVXGTE3BPY/MCmUCgYHx+ntbV1QVtCNzc3oqOjefv2LdPT03h4eKDRaAgKCsLHx8fy8KNWq5fcy/lLJZK1BOEvpLa2lqqqKnx8fEhLS7NbsMS8Lcrcts+8bWbLli0frX717du36ezsxN3d3dIWMjMzc8HI98aNGyiVStLT0x06b2dnJ1qtlv/+978OX0tXVxe//fabQ5WyamtrqaysZN++fTazrCcmJvjll1/s9ogeGBjg4cOHjIyMoNFo2Ldvn0PLBOaiLUqlkrNnz37QmrzRaOTOnTv09vayceNGkpKSbJ4vNzcXT0/Peb/D8PAweXl5/Oc//3H6OkpKSujp6eH8+fNLvv4v0V93z4cgfIHi4uKIiIigqKhoQf/k901MTAA4VMhiOXR3d9PZ2cnJkydZuXIl/f39FBQUWA2C/v7+dHV1OXzupqYmp9esQ0JCCAwM5O7duzZ77k5MTKDVahkZGSExMdHuVqfy8nK8vLxsBmGA4OBgvv/+e4aHhyktLaWgoAC1Wr3ovuvGxka8vLwIDQ394MQ4cw3pjo4O7ty5Q19fH999953VEfqaNWvo6OiY97eAgAAUCoWlapozfH19nfpdhXdEmRRB+ItRq9VkZmbanb5sb2+nsrKSPXv2/ClBGODevXuEhIRYRoAqlQpbE24ajcZmH2hrent7neqwZHb06FHGxsb4/fffLX+TZZmmpiby8/O5fPkys7OznD592m4jBUmSaG9vd7iRQ0BAABqNBqVSiZeXF1qtluzsbFpaWqyeu6WlhfHx8WXtPuTh4cHc3Bxzc3P88ssvCwIuvCuzam362sfHh+bmZqc/s6mpaVn7FH8pxIhYEP5m+vr6KCkpITg42OGknw9VUVFh2V5lZi8j2pmsW6PRiMFgWNJ2JLVaTUREBI8ePWJycpLW1lb0ej0KhYKgoCBWrFiBJEmLjrZrampwcXEhKipq0c+cnJykqKiIwcFBjhw5QlhYGFNTUzx69IgHDx5QUVFBXFwcsbGxKJVK2tra8PT0xNvb2+aa7lIUFRWxatUq0tLSuH//Plqtlri4OHbu3AlAf38/Q0NDpKWlLXhveHg49fX1i37G1NQUb968QalUMjIywvT09ILWicLiRCAWhL8R81qqj48Pg4OD5Ofnk5qauqw9l3U6HTqdDoVCYZl2HhgY4NChQ/M+x942mtevXzvckKOsrAx3d3f8/PyWdL379+/n4sWLVFZWsnbtWnbs2GGZJTB3wSosLFzQRvOPGhoaiIiIsDttLMsy5eXlNDY2olar560le3p6cvToUYxGIxUVFVRVVVmyuvv6+jCZTEve92xNdXU109PTfP/99yiVSpKTk1m7di1lZWX09vaSmppKcXExa9asWVA0BCA2Npaamho6OzutzkRMTU1RWlpKV1eXJStdlmVWrlz5yduM/hWJQCwIfxPmBhKbNm3i4MGD6PV6CgsLuXTpEocOHXK6OYO1XrSDg4M8e/aM7du34+bmRltbG3Nzc6SkpCyYAjc3kX+f0Wi0ZFIvZnJyklevXn1QfWW9Xo/JZOKf//znggcSNzc3Tpw4wbVr16isrLSMFv+ovb2dmZkZu005JEkiLy+P8fFxu2U13dzcOHDgAPv27aOyspL6+npkWcbDw4OQkJAl3+P711JTU0NCQsK8oBgdHU1wcDAFBQVcvHgRk8nEhg0brJa29PDwYP369RQXF89rN/nHrlteXl6WET+8K0FaXl5Oa2srERERy3IvXwqxfUkQ/gZqa2t5/PgxcXFx7N27F/jflpa3b99a6huHhYUtOi3c1NTEjRs3LPuR1Wo1vr6+dHR0oNVqWb16NQcOHCA4OJioqCiio6OtjlbN7SjfZ54mPnjw4KL3pdVqARw61t79jIyMkJCQYPV187TwkydP0Gg0C7pVFRUV4efnZ3PEKssyubm5lrVmayPM9ykUCkJCQujt7UWSJLZu3erQ+xzR1tbGmzdvrPa5XrFiBTExMbx48QJZlhkdHeX58+f4+/svuO/w8HCamppoamoiNDSUe/fu8ejRI0wmEwcPHmT//v3z3hMcHMzvv//O7OzsR8vK/7sSI2JB+IsrLy/n5cuX7P9xtqwAABLrSURBVNmzZ8GasFKpJCkpiU2bNlFUVMSlS5c4fvy4zcYNXV1dPHz4kJiYGKKjo6moqKC4uBh4FzzWrFljqb+8VAkJCQ7t7a2vr6evr4+TJ08u+bMkSaKvr2/RalObNm2yrK2fPn3asmY8MjLC6OgomZmZNt97584dDAbDvJGjIzo6OhgbG2Nubs5uopizxsfH7d5vW1sbs7OzAOzdu5fu7m6Ki4sJCAggLi7Okrk9MDBAUFAQr1+/5vLlywtGwO+TZZmJiQmHE9qE/xGBWBD+wszTm4cPH7Y7Clm7di3nz59Hq9Vy/fp1YmJi2LNnz7xjRkdH0Wq1REREWF5LTU3l9evXFBcX8+9//3tZ2iuq1epFk5KGh4cpLy8nPj7e4XKdZo2Njeh0Oqanpy1N6JVKJePj45ZCFtbs37+fwcFBrl+/ztmzZ1GpVNy/fx+NRmOzQEVHR4dly5ajQXhwcJC6ujqGh4dRKBTs2LFj0QcFZ0iSZHPWo729ndLSUuLi4hgbG+Px48ecP3+ebdu28eDBA+7fv2/5zuDdbxUdHc22bdsWXaM3L1OIaWnniUAsCH9hERERBAUFObT+q1KpSEtLo7m5mbKyMt68eUN6ejre3t4YjUauX79OQEDAgjaMoaGhKBQK2tra/pT/ZA0GAwUFBQQHB7N9+3an3ltYWEhvby/h4eGEh4ezevVq3NzcuHbtGnl5eZw9e9Zu4trJkyfJzs7m5s2bfPPNNwwPD9sdDT98+JB169Yt+rAgyzLt7e28ePGC8fFxy9YiX19fhzKxnSFJktUHpr6+PoqKioiOjmbnzp3IssylS5coKCggMzPTcp+SJFn6Hzvj5cuXBAYGLnsv7C+B+MYE4S9Mo9E4nYQVFRXF2bNncXV15fLlyzx//py8vDxUKpXVaWClUolGo6GxsXG5Ltsmo9HIlStXcHd3t7rGaU9rayu9vb1kZmaSnJxMWFgYHh4elpaLLi4uXLt2bd6I730qlYqMjAyGhoa4desWgYGBNkfDr1+/Zmpqym4imSRJ1NXVkZubS11dnWXKf3Z2FqPRyMGDB/+UBgojIyMUFhYSGhrK/v37gXe/68mTJxkZGaGkpMRyrEqlcjoIy7LM0NCQ1UYZwuJEIBaEL5CnpyenTp0iPj6ep0+fztvqYk1kZCSDg4Mf9ZoMBgM5OTm4uLhw+vRpp9s5NjQ0EBgYaLWSl0qlIisri6mpKX777Te75/Hz82Pz5s1IkkRycrLN454+fcqaNWtsTklPTU1RUFBAT08PycnJnDhxgtHRURobG5mZmeHIkSMfpUGCu7s7JpPJ8u+JiQny8/MJDg5e0Ofaz8+P5ORk2tra7D6gLEZMS38YEYgFQSA1NdXuGueWLVuQJMmhYNzf3+/0f+pjY2Pk5OTg5ubGDz/8sKSeyrOzs3annT09PTlx4gS9vb2UlZXZPM5oNNLc3ExUVJTN6mU9PT28ffvWMrp839zcHLdv3yY0NJSUlBQCAwN5/PgxLS0tyLLMgQMHPloFqoCAAIxGI5IkYTAYuHr1Kr6+vlYLdwwODjI4OMjc3Bx6vX7JnymmpT+M+NYE4QvV399PdXU1e/fuXXSNU6VS4ePjQ0NDw6LnvXnzpkPHmfX09FiCxVKDMLzruDQwMGD3ISAwMJDDhw/T2NjIixcvrB6j1WpxdXW1bAOz5sGDB6xatcpmRa6Ojg4UCgXx8fGYTCZKSkro7e1lZmaGgwcPsn79emprazEYDM7dpANCQ0Nxc3Pj3r17lmn+zMzMeUFyaGiIK1eukJ+fT2NjIy4uLpSUlCxav9wWd3f3Bd2aBMeJfcSC8IXy8PBArVY7XNEpIiKC8PBwu2uaAwMDNDY2kpKS4tDaZ3NzM3fv3iUsLIzU1FSH3mMrGSkoKIi6ujp6e3stDe+t8ff3x8XFhadPnxIYGDgvG7i1tZUXL16Qnp5uM7O7vr6eV69eceLECZsj8EePHrFlyxY8PT25ffs209PTzMzMkJqailqtJi8vjzdv3lgqdrm7uy96387w8vKitrYWhULB2bNnLT2mJycn0Wq1VFVVoVarSU9PZ9euXWzatIkXL16g0+kwGAx4e3ujUqkcHuFGRkYu2IcsOE60QRQEYdnodDpevHjBTz/9ZPc4g8FAUVERfX19fP311+zYscOh80uSxIULFzh9+rTVaWPz9qOYmBgSExPtnuvBgwe0tLRY2jRKksTFixeJiIiwWS/ZYDCQnZ1NbGwsu3btsnrM8PAwWq2WlJQUiouLcXV1RaFQcOzYMdrb23n8+DF+fn6kp6dz69YtRkdHycjIWLRVo6MkSSI3NxeDwYDJZCI4OBgfHx/0ej3Dw8N4e3uTlJS0YGpclmUqKytpaWmxjNSVSuW8GQaNRsPRo0ed7oQl2CdGxIIgLJumpiYMBoPNZhOSJPHkyRNKSkowmUykpaU5VNzDTKlU0tDQgNFotNpW0MvLCx8fH54+fYqnp6fdloUbNmygu7ubmpoaNm/eTFFREUajkfT0dJsj84KCAgC7RU0aGxtRqVTodDpcXV3x9fXl8OHD3Lt3j/r6euLi4jh69CgqlYro6GhGR0dZt27dsoyKjUYjubm5yLLMmTNnCAoKYmBggPHxcVasWMGBAwfYs2eP1dG+udrXV199RUJCAhs2bKChoYGsrCwSEhIIDQ2lvb2d6upqvL29l+3BQRD7iAVBWEa2pjL1ej1VVVW0t7ejUqn4+uuvbZacXMzatWuttvQzi4yM5O3bt5SVleHj48PatWttHpuWlkZubi6XL1/GaDRy8uRJm/fQ1NTE0NAQp06dsnt93d3dDA8P4+rqSmhoKGFhYeTm5gKQkZExr6qZuSHDcjAHYYAff/wRNzc3y35qZ01NTVFYWDgvC93T05PTp09TUVFBaWkpnZ2dJCUliQStZSACsSAIy8bd3Z3Z2VlLj93W1laGhoaQJAkvLy/27dv3wT13Y2NjaW1tRZIkm4ldCQkJ6PV6bt++Pa9k5fuUSiVZWVnk5OTg6elpM2nNaDTy6NEjYmJi7K6F9vX1MTk5iUqlIiYmhtnZWW7cuMGaNWs4duzYkhPRFmMwGLhy5QpKpZIff/zxgz6nq6uLoqIiS5b5+xITEwkJCbGUTN2+fbvYP/yBxBqxIAjL5tWrV9y7d4+5uTlcXFzQaDRs3LiR6OjoZW3FeOHCBUJCQhbt4GTuiLRYRS29Xs+vv/5qc235xo0blvPYGgGOjY1x48YNTCYTmzdvpqurC71ez549ez5qoDIYDOTm5uLq6rqk/ddm5sIeer2edevWkZKSYne0azQaKSoqor+/n3/9619iZPwBRCAWBGFZvX79GrVabXd99kN1d3dz69YtYmJi2L17t80gIEkSOTk5liBlL1iY20i+39jg999/5/79+2RlZdlcFzWZTOTn5zMzM8PMzAwmkwlXV1cyMzM/amLT1NSUZYvSqVOnlhSEjUYjJSUldHZ2EhAQQHJyskO9n2VZ5ueff2b16tWkpKQs5fKF/yeStQRBWFb+/v5Ol0i0RZIkRkZGFlSg8vHxQa1WU11dTX19Pf7+/lazqJVKJZGRkeh0Ovr6+uxuawoICGBycpJnz54RGRmJu7s7RqORmzdvEhUVZbPHMEBVVRVjY2OsWLGCU6dOMTk5ycDAAP39/YSFhX2UKemJiQmuXLliWbs1b1FylCzLPH361JKkduTIEXbv3u1w84qSkhLGxsbIyMgQo+EPJEbEgiB8tqqrq9HpdHz33XdWaz4bjUbu379Pe3s7K1euJDU11WrQM29r2rp164KuU+/79ddfmZqa4ty5c+Tn5zM5Ocm5c+dsBhtzM4W5uTmysrIsGcnmbUzT09McP37cbtKYs8bHx7l69Sre3t5kZWU5FQjNAbilpQWj0cjOnTudLsbR09NDYWEhx44ds5q9LjhHPMYIgvDZSkhIYPXq1Vy/fp2xsbEFr7u5uZGSkkJWVhajo6NkZ2czNTW14LigoCCSkpJ4+fLlos0rMjIyMBqNXLhwAb1eb3fEJ0kSpaWluLq6smvXrnnbggICAvjHP/7BqlWrePDggZN3btvo6ChXrlzB19fX6SA8MDDApUuXaGhowN/fn7m5OaeXEGRZpqioiHXr1okgvExEIBYE4bP27bffotFoyMvLsxpk4X9Bz83NzbLX930RERHEx8dTVlZGT0+P1WNaWlrIyclBlmVMJhNnzpyxu8ar0+lQqVR4e3vbbGdoLhayHPR6PXl5eWg0Gr777jungnBLS4ul1eVPP/3EiRMnCAsL4/bt206V2rx79y6yLC+aKCc4TgRiQRA+a+Y2hl5eXly9epWxsTEqKyspLCwkJyeHhw8fWrYyZWRkMDExgU6ns3qu7du3ExYWxm+//cb4+Ljl783Nzfz888+WGtLnzp1DpVJRU1Nj87pGRkZobGxkYmKCffv2WS0CYjQaqa+vt7s27ajh4WHy8vIIDAy0u9/Z1ntLS0uJi4sjLS3NMn2fnJyMh4cHN27ccOg8lZWVtLe3k5KS8tG2Yn2JRLKWIAifPYVCQXR0NHV1ddTV1TEyMoKrqysajYY3b95QU1ODJEmsX7+ekZERurq6bFb32rhxI21tbdTV1aFSqdBqtbS1tbF+/XrS09OJioqylKWsq6tj27ZtC4KeyWTizp07uLi4sGXLFjZs2GD1s27duoUkSRw/fvyD+g6bi3WsXLmSEydOOH2uwsJC1Go1hw8fnvd3hULBxo0bqa6uZnx83OZ9ANTV1fHs2TMOHDjgdA9swT7xSCMIwmdPlmUePnyI0WgkJiZmXsKVLMvodDqeP39uCa6zs7PU1tYSERFhtZzjpk2bePLkCRUVFYSHh7Nv374F+4y3bdtGbW0tjx8/XlB7ury8HFmWUalUNhOd2tvb6evrc3oK2db9z83NERISsqT3j46OWi3OAe/KgiYnJ1NcXExYWJjVdd/S0lJaWlrYtWuXzSl4YelEIBYE4bNmMBi4fv06ExMTVrN0lUol27dvJz4+nlevXtHb24ter6empobKykqUSiVqtZrAwEBcXV159eoVkiQRGRlJYmKize065vNWVFSQmJhoCdQ1NTV0dnYiSdKC9oJmsixz7949wsPDl2U/tYeHB4mJiZSXlzM5Ock333zj8HvNTRvsrXWHhYWxatUqKisr532/4+Pj3Lp1y+Z3LywPEYgFQfisZWdn4+npydmzZxfsJ/4j857hPzaRkCSJN2/e0NHRweDgIC4uLkRGRtLU1IRer7fbuxggJiaG6upqysrKOHToEDU1NTQ2NiJJEikpKTZbJd6/fx+AQ4cOLeGObV+Ll5cXd+/eZWJigqNHjzo00lYqlbi4uNDV1WV3rXrHjh3cuXOH3Nxcy8i7oaEBPz+/Rb974cOIfcSCIHzWXr16RVhY2LIWjRgZGUGr1TI5OUlqaipr1qyxeWxTUxNlZWWEhoYyNDTE7OwsR44csfmewcFB8vPzF1ToWi79/f3cvHkTf39/Tp486VDS1MWLF4mNjSU+Pt7ucd3d3TQ0NNDX14eLiwtbt251eo+x4DwRiAVB+GLdunULvV7PuXPnrL4uyzJtbW08ePAAhUKBh4cHx44dQ6PR2DxndnY2Pj4+Ntdkl8P4+DjXrl1DkiQSEhKIi4uze/yFCxdISEhg27ZtH+2ahKUTU9OCIHyxkpKSyM7Opru7e17lK3MA1ul0mEwm4F2mdEZGht0p2srKSgwGA99///1HvW5vb2/Onz/P06dPqaqqorq6mtWrV7Np0yY2bNgwb5Q8NjbG7OysyHT+jIkRsSAIX7Tr168zOzvLqVOnFgRgSZLw8/Njx44d3L59m8jISJuJUhMTE+Tk5LB7925iY2P/tOuXJImGhgaam5sZGxuzZHOHhoayd+9eiouLmZiY4MyZM3/aNQnOEYFYEIQv2tDQENeuXWPz5s309vZiMpmYnZ1Fo9FYSmzCu7rXtbW1Nlv+Xb16FVmW+eGHH/7sW5hnamqK5uZmXr58yfT0NABpaWl218GFT0sEYkEQvnhVVVU8f/4clUpFcHAw27dvJzg4eN4xsixz4cIF4uLiSEhImPdafX095eXl/PDDDx+17aGz2tvbUavVNts3Cp8HsUYsCMIXb8eOHURGRqJUKm0GUqVSSVRUFHV1dfMCcX9/P+Xl5Xz11VefVRAGCA0N/dSXIDhA1JoWBEEA/Pz8Fg2ku3fvRpIk6uvrAXj58iUFBQWsX7+enTt3/hmXKfwNialpQRAEJ5SUlNDV1YWHhwdv374lJiaGxMTET31Zwl+YCMSCIAhOMBgM5ObmsmLFCr799lub1bUEwVEiEAuCIAjCJyTWiAVBEAThExKBWBAEQRA+IRGIBUEQBOETEoFYEARBED4hEYgFQRAE4RMSgVgQBEEQPiERiAVBEAThExKBWBAEQRA+IRGIBUEQBOETEoFYEARBED4hEYgFQRAE4RMSgVgQBEEQPqH/A1sE4APOJYgFAAAAAElFTkSuQmCC\n", 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" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# plot firms by cluster\n", "color_map = {-1:'gray', 0:'g', 1:'r', 2:'m', 3:'b'}\n", "point_colors = [color_map[c] for c in firms['spatial_cluster']]\n", "fig, ax = ox.plot_graph(G, node_size=0, show=False, close=True)\n", "ax.scatter(x=firms['x'], y=firms['y'], c=point_colors, marker='.', s=50, zorder=3)\n", "fig.canvas.draw()\n", "fig" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Attach nearest node to each firm then make network-based distance matrix\n", "\n", "Speed up distance matrix computation: rather than calculating every firm to every firm, find every node with at least 1 firm attached, then calculate every such node to every such node distance. Once we have the node-to-node distances, reindex it to make use those distances firm-to-firm." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "30\n", "24\n" ] } ], "source": [ "# attach nearest network node to each firm\n", "firms['nn'] = ox.nearest_nodes(G, X=firms['x'], Y=firms['y'])\n", "print(len(firms['nn']))\n", "\n", "# we'll get distances for each pair of nodes that have firms attached to them\n", "nodes_unique = pd.Series(firms['nn'].unique())\n", "nodes_unique.index = nodes_unique.values\n", "print(len(nodes_unique))\n", "\n", "# convert MultiDiGraph to DiGraph for simpler faster distance matrix computation\n", "G_dm = nx.DiGraph(G)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# calculate network-based distance between each node\n", "def network_distance_matrix(u, G, vs=nodes_unique):\n", " \n", " dists = [nx.dijkstra_path_length(G, source=u, target=v, weight='length') for v in vs]\n", " return pd.Series(dists, index=vs)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "576\n", "Wall time: 275 ms\n" ] } ], "source": [ "%%time\n", "# create node-based distance matrix called node_dm\n", "node_dm = nodes_unique.apply(network_distance_matrix, G=G_dm)\n", "node_dm = node_dm.astype(int)\n", "print(node_dm.size)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Make distance matrix sparse\n", "\n", "In a regular distance matrix, zero elements are considered neighbors (they're on top of each other). With a sparse matrix only nonzero elements may be considered neighbors for DBSCAN. First, make all zeros a very small number instead, so we don't ignore them. Otherwise, we wouldn't consider two firms attached to the same node as cluster neighbors. Then set everything bigger than epsilon to 0, so we do ignore it as we won't consider them neighbors anyway." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "node_dm[node_dm == 0] = 1\n", "node_dm[node_dm > eps] = 0" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "900\n" ] } ], "source": [ "# reindex node-based distance matrix to create network-based distance matrix called ndm\n", "ndm = node_dm.reindex(index=firms['nn'], columns=firms['nn'])\n", "print('{:,.0f}'.format(ndm.size))" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Wall time: 500 µs\n" ] } ], "source": [ "%%time\n", "# convert network-based distance matrix to a sparse matrix\n", "ndm_sparse = csr_matrix(ndm)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.0036" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# how much space does the dense matrix use, in MB?\n", "dense_size = ndm.to_numpy().nbytes / 1e6\n", "dense_size" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.001548" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# how much space does the sparse matrix use, in MB?\n", "sparse_size = (ndm_sparse.data.nbytes + ndm_sparse.indptr.nbytes + ndm_sparse.indices.nbytes) / 1e6\n", "sparse_size" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Cluster firms along the network\n", "\n", "Use the sparse network-based distance matrix to compute DBSCAN (converges much faster and uses much less memory than using the dense matrix with a big data set)." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Wall time: 1.49 ms\n" ] } ], "source": [ "%%time\n", "# use metric=precomputed to fit model to the sparse network-based distance matrix\n", "db = DBSCAN(eps=eps, min_samples=minpts, metric='precomputed')\n", "firms['network_cluster'] = db.fit_predict(ndm_sparse)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "4" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(firms['network_cluster'].unique())" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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fJzAw8ENPSSAAXruG5XK5U0FOBw8eXLHuSSEhIcs+R319PXq9nuPHj9sco1AobDatEAg+BYQQvwdMJhPXrl1jcnKSixcvCpeZ4KMjMjKSkpISh5akpXvS/Pw8eXl573RNf39/gGVZr5WVlSQkJNjdVxZCLPjUEUK8wphMJq5evcrMzAxfffUV3t7eTh+n1+vf8+wEgtccPHgQLy8vfvnlF65cuUJ2djb5+fmMj48vGqtUKtmzZw9qtfqdXMByuRyFQkF3d7dT40dHRzEYDGzdutXuOKVSyezs7FvPSyD40AghXkGMRiO//vorJpOJS5cuLSjl5+i4X375hcePH7/nGQoEr1EqlVy4cIG9e/daK1319PRw7do1rl69usiFHBMTg6+vLw0NDe903fDwcOrq6pwaW1VVhbe3t8Moa6VSaW2RKBB8ioio6RXCYDBw9epV5HI5ly5dcrrknsFg4MqVKygUCo4ePfqeZyn41JAkiRcvXpCenk5tbS3j4+MYjUaUSiWZmZlERES80/nj4+MXtDmcnp7mxo0bXL58mW+++WZBbu6FCxfeuja0he3bt3P9+nUGBgYczn1gYIB169Y5POfbNo4QCD4WxN27Auj1en799VeUSuWyRFin0/Hrr7/i6uq6rOMEnw86nY6Ojg5+/fVXOjo6kCQJLy8vJEkiJyeH6urqFb2el5cX33zzDQC3bt1a8NpKiJ2/vz+SJHHv3j3UarXNcUajEUmSnFpoTE9Pr1j9aoHgQyCE+B2ZmpriypUruLu7c/HiRaer+0xNTXH9+nVkMtmyjhN8Xnh7e3Px4kUUCgXR0dGcPn2aI0eOcPbsWXbs2EFpaSmSJC06Ljs7m7a2tre6plKp5OzZs7x69YqxsbF3fQsLMJlMeHt7Ex0dbTclSqPRIJfLmZ+ft3s+tVrN/Pw8SUlJKzpPgeCPRAjxO6DVarl69So+Pj5cuHDBaTG1HOfu7o6HhwdVVVXveaaCTxkPDw+ysrJobW1leHjY+vvIyEibx0iSRGVl5ZIi7Qze3t74+vpSWlr6VsfbQqlU8vXXX3Pw4EFSUlJsjhsbG8Pd3d1h/nJJSQnh4eHCmyT4pBFm2FsyNjbGzZs3CQoK4tSpU0677X5/3OzsLHfu3EGpVFqL7ws+TbRaLcPDw0xMTDA1NYVer8doNDIzM4OLiwsymQxXV1e8vLys1arCwsKcunfWrVtHZ2cnubm5fPfddyiVStRqNS4uLksev3//fq5du8Y//vEPwsPDCQ4OZvXq1csqLJOQkLDirm9nUavV+Pv72w3CampqYmpqym6OsUDwKaD4z//8z//80JP41BgeHub27duEhYVx6tQpZDLZso87ceIEcrkcFxcX1qxZw4sXL5DL5YSEhLzn2QtWmoGBAW7cuEFtbS39/f3WgCqZTMbc3Bw6nQ4XFxeCgoKQJInJyUn6+/tpbm6msrKSxsZGBgYGMJvN+Pv727yfYmNjqauro6enh7i4OB4+fEhUVBQxMTGLxrq5uZGWloZCoWBkZITBwUEaGhoICAiw5vM6IjAwkMrKShITE/9Qi3NqaoqKigrrd2OpPHyTyUROTg6JiYkLgs0Egk8RYREvk/7+fnJzc4mKiuLIkSNOHzcwMMDdu3eXPM7T05Pjx49z584dXFxcSEhIWOlpC94Tzc3N5OfnExUVxd69e1GpVAwMDPD8+XO0Wi0uLi5ERERw6NChJcVseHiY9vZ2BgcHyc/P5/nz54SGhpKenk50dPSCsXK5nJMnT3L9+nVu374NwL59+2zOTalUsnHjRjZu3AjAkydPePbsGcHBwXh4eNDX10drayu9vb0olUq+/PLLBSl3rq6uKJVKent7/9A92IaGBubm5hgfH2fVqlVLjnn69CkKhYKsrKw/bF4CwftCCPEy6Onp4cGDB8TExHDgwIEVPc7Hx4fjx4+Tk5ODUqlc0soRfFzU19dTVFTEpk2b2Lx5szUauLe3l4iICI4dO+awqlpoaCihoaHA633d9vZ26uvrefjwIa6urmzfvn3BwiwgIIDo6Gi6urr44osvlhXJvGfPHq5fv87ly5cBkMlkeHp6kpaWRnV1NS0tLVbRtuDr60tra+sfJsQzMzO0tLQQFxeHUqnExcVl0ZixsTG6uro4evSoSFsS/CkQQuwkHR0dPH36lMTERHbv3u30cWq1msePH5OQkMCePXvsjvXz8+PYsWPk5uaiVCoX9YoVfDw0NjZSVFTE1q1bre0Ei4uL6e/v5/Tp01ZxXQ5yuZyEhAQSEhIwmUw8f/6c58+fU1lZyZkzZ6yFLVJSUujq6rIbrLUUSqWSr776Cr1ej1KptFroJpOJysrKJeuhZ2Zmcv/+fQwGw1u1L1wuNTU1REZG0tfXx4ULF5YcU1xcjK+vr/h+CP40iOWkE7S0tPDkyRNSUlKWJcKtra08evSI5ORkhyJsITAwkMOHD/Ps2TMGBgbedsqC90hZWRmFhYVs3rx5QU/f7u5uYmJi3kqEf49SqeTAgQN89913SJLE5cuX0Wg0AFYr+20joj08PBa4ycvKymwu/KKionB3d+enn37i8uXL5OTkUFRUREtLy1td2x5arZbm5mZ0Oh2bNm3C3d19yXFDQ0OipajgT4UQYgfU19fz/PlzNm7cyPbt250+rqGhgWfPnrFhwwZ27Nhhd2xNTQ05OTnWf4eGhnLw4EEeP368IF1F8GExGAzcuHGD6upqdu3axaZNmxa87u7uvuLt+FQqFZcuXSIkJIRbt27R2tqKRqNBJpNZ+wq/K83NzXYrWMnlcoKDg4mMjMRkMtHZ2UlZWdmKXNuC2WzmxYsXrFmzhtnZWdavX29z7Pz8vCjgIfhTIVzTdqiqqqKsrAwXFxcyMjKcPq6mpoaSkhI2b9686GH9e0pLS6murl4k8hEREezdu5eHDx9y7NgxgoKC3uo9fKr09/czNDSEr68vMTExH3QvUJIkSkpKqKurw9PTk4sXL+Lr67toXHx8PC9fvlzxkotyuZwTJ05QXFzMs2fPrL9ra2tjy5Yt73TupqYmTCYTmZmZS75uMBjQ6/Xs2LGDtWvXvtO17KFWq9HpdExMTLBnzx67n5+XlxeFhYWcPXtW7BEL/hSI9CUblJWVUVFRQWZmJkNDQ7S3t5OUlOQwVamiooKysjK2b9/uMC+4sLCQuro69u7du6QF4Ovri7e3N3l5eaxevdqmq+7Pgl6vp6ioiLy8PJqbmxkfH6e9vZ26ujp8fX2dTrtZKSRJoqysjAcPHjA8PIxCoeCf/umfbO6VBgUFWfNunSnNKEmS06lv8LqAh7e3N11dXbi7u6PX6+1ajo7o6+vjxYsX+Pr62iyucefOHcxms9NbK2+D0Wjk0aNHmM1ma8S4PSIiIqipqaGuro7JyUlkMhnz8/PMz88jl8uFOAs+OWRms9n8oSfxsVFUVER9fT179uwhMTERnU7HlStX8PX1tbsKLykpoaamhl27djmMMs3Ly6O9vZ2DBw86tDRaW1spKyvj5MmT+Pj4vPX7+pgwmUyMj4+j0Wjo6+tjZGQEvV6Pu7s7iYmJbNq0CaVSaQ1a6ujoIDAwkCNHjuDl5fVe5yZJEuXl5dYuQampqaSkpPDTTz9x/Phxmyk1APn5+ajVav7pn/5pydd7enp49OiRtXSju7s7sbGxbNu2zWkB6enp4f79+wD8x3/8h1PH1NfXU1JSQlJSEjt27LCew9fXl4mJCdavX8+OHTusc5AkiWfPntHe3s6XX365ZCDXSiBJEo8ePUKv16PT6Th37pxTXcsMBgPFxcX09fUxMzPD7x9j3t7enDhxwuk2pALBh0QI8e/Iz8+npaWFAwcOLEghmpyc5Nq1awQFBXH69OlFxxUWFtLY2Mi+ffscFhh49OiRNf1i9erVS46ZmJhY4P5sbGykpqaGkydPvnchWikmJydRq9XWalMGg4G5uTnm5+etD06lUom3tzdhYWEkJSXZdMGPj4+Tm5uLTqfDz8+P0NBQ5ubmmJubw2QyYTabkSQJSZIwm82YzWbkcjne3t4EBAQQHBxMWFiY3cIURqOR6upq6uvrMZvNpKSkkJmZaRWnGzduIJPJOHv2rN1zfP/994vuH3gtHj/++COxsbFkZmYyPz9PfX09ra2tSJLExo0bnd4CsQh6YmIiO3futDtWkiT+/ve/ExISwtDQEPv376e1tRW9Xs/58+dpbW0lPz8fmUyGj48PMpkMrVaLXC5n7969K55KZzab0el0DAwMUFtbi7u7OxMTE2zbtu2dryVJElqtlidPnjA1NcVf/vIXUf5S8NEjhPgNnjx5QmdnJ0eOHFkyglSr1fLbb79ZK2NZePbsGW1tbU5Zt/fu3aOvr4/jx4/bdF+WlpZSU1PDt99+u8A6qKmpobm5mVOnTr03N7XBYKC+vp6BgQHm5uYWCNybQvem4P3+B7D+VyaTWYta+Pr64uvrS0BAAAEBAU7X5jaZTDx9+pSuri5rc3mVSoVCoUCpVKJQKKwuScuPJEn09vbi4+PD7Owsc3NzVlewi4sL7u7u1lrfc3NzaLVapqamcHFxYd26dWzdunWRhdrX10dubi7//M//bPfhfvfuXaamprh06dKC37e3t/Ps2TP+7d/+bcHvLXWhq6qqiIyM5MiRI05Zx2q1mkePHrFjxw67dZtfvXrFb7/9xr/9279RWlpKbW0twcHBjI+P87e//c06h8bGRgYHBzGZTKxZs4b4+PgVaUYyMzODRqNZ8AOvc6Ld3Nzo6+sjMzNzRSOhJUnip59+wt/fn5MnT67YeQWC94EQ4v/N/fv36e3ttSuQ8H9qRUdGRnL06FGnrFt4/WC4e/cuw8PDnDp1ymYpyxcvXtDQ0MDevXuXrLBVXl5OV1cXJ06cWLG8Tr1eT01NDZ2dneh0OlxdXfH398fNzc0qckql0vrfNwVQqVRa/9/FxcX6b4tbOTs7m6ysrLfey2xvbyc/Px+5XM7+/fuZm5vj6dOn/Ou//qtDsbp69SoqlYpTp04BrwV9ZGQEjUbD2NgY09PTGAwGZDIZ4+PjHD58mDVr1tg95/fff09MTAy7du2yOcbS1OP3Lt3S0lKamppsuq1HRka4c+cOPj4+fPnll06JsSWg8MSJEzbv246ODvLy8qwLAEsOtCRJZGRkLCsQ0RnMZjNDQ0N0dHTQ3d3N7Owsnp6euLu7o1QqkSSJsbExlEola9euJTk5ecngt3fFUlJ2//79xMXFrfj5BYKV4rMXYkmSyM3NZWhoiJMnTzqVAzo8PEx2djZubm7Mzs5y4sQJwsPD7V7j9u3bjI2NcfbsWZv7bc5Y1mazmeLiYoaGhjh+/Phbu92mp6eprq6mq6sLvV6Pm5sbq1evZsOGDQQEBLzVOd/EYDBw+fJlQkND36oov8Fg4N69e2g0GhISEti9e7dVmP7rv/6LzMxM0tLS7J7Dsg/617/+1eGi5fLly9Y9aHsUFxfT1NTEv/zLv9gd9/tFAPwfgf76669t7l1OT09z7do1qxg7w6NHj+jp6eHrr79ecn/VaDRy9epVLl26ZLVwLZHg9fX1uLm5sXPnzhVxQQ8NDVFQUIBOp0OSJFxdXQkNDUWlUuHm5oa7uzuenp6EhIT8IVssL1++pL6+nsOHDy8qGbpcpqenUSqVf0hhE8HnxWcdNW0RSI1Gw9mzZ53OTfTw8KC7u5upqSnWr19v16UmSRI3btxAq9Vy/vx5myL36NEjOjs7OXr0qN0HhkwmIzIyktHRURoaGoiPj3c68nZqaoqSkhLy8/OpqqpiamqKqKgoDhw4wLZt21i7du2KuLwlSeLatWvWvrbLiQwG6O3t5ebNm8hkMk6dOrUoWl2j0dDb22vXHQuvo84bGhqYnJx0uGXg6upKbW0t6enpdi3RsLAwKisrHTZP8Pb2prq6muTkZKv4qVQqmpqaGB8fJzY21uY8YmNjqaioQKPROGXJrV27lo6ODqqqqkhISFi0OFMoFKSlpS14XzKZjNWrV5OamsrY2BiVlZW0trYSHBz8VgKpVqt5+PAh9fX1yGQyUlJS2LlzJ5mZmcTGxhIdHc2qVasIDQ3F39//D9u3Xb16NTqdjpKSEsxms1PR7LZ4+PAhLS0tovexYMX5bIX79+XdAAAgAElEQVTYIpATExN8+eWXTluBFvEeHx8nJSWFhoYGoqKi8PT0XHLstWvX0Ol0XLhwwab77d69e/T09HDixAm7EbkWZDIZUVFRtLa20tXVxfj4ONPT0/j4+KBQKBaM1Wq1vHz5koKCAqqrq9HpdKxZs4ZDhw6xZcsW1qxZs+Ir/NzcXCYmJrh48eKStYLt0dLSwuPHj4mLi7O5F+7v7091dTVJSUlOnb++vp4NGzbYXRAEBQVRW1vL3Nyc3dKRcrmc/v5+ent77S7AbC0CvLy8qKysZPXq1UveM/C6c9KqVasoKSmx7qnbQyaTkZSURHt7O5WVlYSHhzsdLaxQKIiNjSUxMZH+/n4qKiro7u4mPDzc4X0hSRIVFRU8fPiQ9vZ2/P39OXjwINu3byc8PBw3Nzen5vC+iY6Oxs3NjbKyMlpaWqyxCsuluLiYtWvXLru0qEDgiM9SiE0mE7/99hs6nY6LFy86nRIkSRLXr1+3ind8fDyDg4PU19cTGxu7aJVfVlZGX18fly5dWtLKkCSJO3fuMDQ0xJkzZ5wujTg1NcWDBw8YGhpibm4OjUZDV1cXVVVVVFdXo1araW5upqSkhNraWgwGAzExMRw+fJjNmzdbH0zvg9LSUtrb2zl9+vSyH3ZVVVUUFRWxYcMGu5HAHh4eNDQ0MDMz49DdGBISQnV1NXK53O72Abx2hzc3Ny9qfPB7AgICqKqqYt26dXYtO7PZTENDw4JFgL+/PwMDA9TX15OammpzceDl5YVWq7Ue7wiLGI+NjVFaWsr8/Dzh4eFOeyNcXV1JTExkzZo1dHZ2UlFRYe13PDk5SXl5OS9evKCqqorBwUH6+vrIy8tjeHiY+Ph4jh8/zvr1620uLj40ISEhrFu3jsHBQaqqqpiYmFhWgRJJkigtLSUrK8up9CqBYDl8dnvEJpOJq1evYjQauXjxotNfKpPJxPXr19Hr9Vy4cMEqrPPz83z//fcoFArOnj27QNRzc3MxGAycO3du0fkkSeLWrVuMj49z9uxZpyxyvV7Ps2fP6Ovrw8fHh507dy5YnVsCzizN5oODg0lJSVn2g0Or1VJTU8Po6Cgmk8laLOH30dPAovxNmUzG7t27SUxMXNY1LelfWVlZTkXPFhUV0dbWZjPw6U2eP39OV1eXw7Emk4l//OMf7Nmzx2Eryp9++onw8HC7XbgkSeIf//gHmzZtWiDuRqORH3/8kfj4eLu1yy2pUM5E47+JJRhLoVCQnp7Ohg0bll3kYnh4mOLiYmuEs5eXF1FRUWg0GoaHh3FzcyMlJYWNGzd+cgU0LC1J09PTna5MZml/+u///u/veXaCz5HPyiI2Go1cuXKF+fl5vvrqK6f3Qy3irdPpWL9+PbOzs9ZUF5VKhdFoZGZmBrVaTUJCgvXBNDMzQ1tb26LG6pIk8dtvvzE5Ocn58+cdVowyGo3k5eWRn5/P/Pw8Bw4cICsra5ElHxcXR2dnJ1NTU5w9e5bVq1c77RoeHh62urBra2uZmZnBz88PHx8f/P39CQ0NJSIigqioKGJjY0lKSrI+iDdv3kxAQABqtZrU1FSnLLg3sbg2Dx065HQv5uDgYIcuXguWfd2goCC7bQnlcjkjIyPW92GP+fl5mpqa7Lq8LfWgW1tbF3wmCoUCLy8vysvL7e7LKxQK1Go1Wq12WT2qg4ODSUtLY2Zmhrq6Oqqqqujo6GBiYgKVSuWU1erl5cW6devYtGkT0dHRjI6O0tnZiV6vJz09nWPHjrFq1apl7/9/DHh7e+Pl5UVJSYnTcRFNTU1otVqHVb8Egrfhs7GIDQYDV69eRS6Xc/HiRaeDRSwRp5IkcfjwYTo6Opifn2dmZoahoSFWrVrFjh07yMnJQaFQEB4ebm3yYOmaA3D+/HlUKhUmk4lr165hMBgWWNa2qKyspKKiAjc3N7Zv3+6wWIjJZOLnn3/G29t7SUvcgiXPtq6ujpGREUwmEz4+PsTExJCWlrasfePp6Wl++eUXp1o9/n4O2dnZjI6OcuLECcLCwpw+FuDKlSt4e3vzxRdfOBx7584d9Ho9X331ld1xk5OT/Prrr5w7d85ufW9LkYysrKwlg3cs5To7OzuRyWRL5qbfuHEDg8HAN998Y/M6FRUV1NXV8c///M/236Cdeba1taFWq9FoNMzMzACvRd7NzQ1XV1cUCoX1x5J6ZnkP4+PjGI1GfH19SUtLIzEx8ZOzgG3hzOdvIScnh7m5ObvFXASCt+WzsIinp6e5evUqrq6ufPXVV05biQaDgStXriCTyfjqq6+sPVCjo6OJi4sjJSWFwcFBGhsb2bVrlzU4x8fHBz8/P6qrq+nu7gZeuwv1ej35+fmYTCYuXbpk12VsycFtb28nMzOTI0eOOFVmUC6Xs3btWioqKhbtg0mSREtLCwUFBRQVFdHR0YGLiwupqakcPnyYtLQ0Vq1atewiDjdv3kSlUi07Tcnimv/yyy/fqqmFTCZzaJVaCA4OpqqqitjYWLuLDDc3Nzo7OxkYGLDbkUgmkzEyMkJXV9cC63lsbIxHjx7x8uVLZmdn2bJlCwaDgZ6enkUu9+joaCoqKgDbtanHx8fp7+/Hzc3trToOyWQygoKCiIuLIz09nY0bNxITE0NQUJA1r9fyfZAkCaPRiMFgwGAw4OLiQkxMDAcPHmTjxo0EBwd/khawLSzfk7GxMZtR7BaamppQKpXL8kwIBM7yp+++NDU1xdWrV5mfn+fQoUNOi4xer+f69evIZLIF+ZdvolQq2blzJ/fv30etVpOenk5HRwcFBQV0d3fT0tJCVlYWiYmJPHjwgM7OTvz9/Tl8+LBdi3xqaoqbN28iSZJd17UkSXR0dNDb22utXWw2m3FzcyM6Opq2tjYkSSIgIID29na0Wi0ymYzg4GB2795NXFzcO1s31dXVTE5O8vXXXy/ruEePHjE2Nsb58+ftuovtERISgiRJNDU1OdxXDggIwNfXl8LCwgVV0ZZi69at3L9/H4PBYFe0t23bxtWrV9FqtYyPj1NaWsrExAT+/v588cUX1v37sLAwa5DfmwFsHh4eZGZmUlZWRlxc3JLBbWq1mvj4eCoqKujr6yMjI+Od6j7L5XJrZbPPHZVKxRdffMHdu3d58uSJ3f1+geB98qe2iC0lKf38/AgJCaG8vNxmqtGbWCxoSw1je7mllrzeFy9ekJSUxMjICAaDgZGREfbv38+6deuQy+UkJCSQlpZGQkLCohSjN+nu7iY7OxsfHx8uXrxoc669vb1cv34dtVqNyWTCaDQyOzvL7OwsExMTTE5OWhsrDA8PExAQwI4dO9i3bx/r1q0jMDDwna0bnU7HgwcPyMjIWFaxhOLiYlpbWzlx4sSyrDyDwUBtbS0vX76kqKiIxsZGXFxc6O3tdcoq9vT0pLa2ltTUVLt/A2fzj11dXamrq6OhocHalOLYsWNkZGQs2L/38PCgra2N4eHhRRZVWFgY3d3d1NXVkZycvOg+s+Q3u7q6MjMzY/WyREREfHKFJe7du4e7u/tH1bjEUue8tLQUmUxmM7K+tbUVYNlBiAKBM/xphXh0dJQbN24QFBTEmTNniI+PZ3h42GGAjEW8LULY0NBAb2+vXTeli4sLQUFBPHv2jN27d9PZ2Ym3tzdKpXJZOYelpaW8ePGChIQEjh07ZlP8LRHc0dHRfPnll6SmppKcnMz69etZv349qamppKenk5GRweTkJGNjYxw5cmTZe7COuH37Nq6urhw6dMip8SaTydrXd9euXQ4jgS0Wf0lJCUVFRVRWVqLRaPDx8WHDhg0cOHCAjRs3Ultb65R70d/fn/r6enQ6ncOFgyRJi1KPLBgMBvLz83n69Km1gcW3335LSkqKTXF0d3e3uQiIj4+ntrZ2yTQ4Pz8/ZmZm6Ovr4y9/+QvR0dHW9KKZmRkiIyM/GXdxU1MTarV6RWtKrwSW/Pvy8nKbi7T29nZMJpPd54BA8Lb8KYXYUoIyLCyMU6dOWR9U8fHx9Pb2UlFRQVxc3KJcWksd6YCAAM6ePYtSqSQqKory8nLAfo9Zb29vjEYjbW1tpKSkMDQ0xOjoKL6+vg5dr5IkkZOTQ0dHB3v27HFY+7exsZH+/n7Onz/v8CG8du1a+vr6qKysJCkpaUWK+MPrBhQdHR2cPXt20edoNBrp6emhqamJqqoqysvLKSsro7KykrGxMcxmMz09PVRUVFBVVUVNTQ0NDQ00NzfT3NxMS0sLVVVVFBcX093djVwuJy4ujv3797N161YSEhIICgpCLpcjk8kIDAykvLyciIgIh4Us5ufnaWxsdGhBh4aGUlVVhVKptC5gNBoNjx8/pqioCL1ez6ZNmzh27Bi1tbXIZDK7xVgCAgKor69Hr9cvWgTI5XJSUlJoa2ujoqKCVatWLQjii4iIoLq6mrm5ORITE0lOTsbT05OqqirUavU79ST+IwkJCXEqev33GI1Gpqen36sHICwsjKqqKnx8fJaMV1Cr1czOzn4yn7Xg0+JPJ8T9/f3k5OQQFRW1ZDRtQkKCtfjFm+UAR0ZGuH37NqGhoZw8edJqjbq7u6NSqSgpKSEyMtJulHNYWBitra2oVCpkMhleXl40NDQsWezDgsUNPj09zZkzZ+w2jrDw4sULvLy8nHaTJSQk0NzcTENDA+vXr3/nfWG9Xs/9+/dJSUnBZDLR2NhobT5QVlZGVVUVXV1dTE1N4erqSlhYGMnJyezcuZOtW7eSkZHBxo0biYuLY9WqVQQEBODp6WmN2LXsY+7cuZPdu3eTnJzMqlWrbH6Gvr6+DA8PU1dXR1paml2BtTxwHRX4sLQCbGtrQ6VS8fDhQ2pra3Fzc2Pfvn3s2rWLsLAwZDIZOp2OlpYWh2lbls9qqUWAXC4nOTnZ6rWJiYmxCo9MJkMmk1FTU0NKSgoKhYKgoCASEhIoKytzqljJx4C7uzs6nY7S0lKHQXNv8uDBA5qbm1fEkjaZTIyNjdHf349araalpYWGhgYqKiowGo3s3LlzyWDO7u5udDrdR2fNC/4c/KnSl7q7u3n48CExMTEOCy1cu3aNmZkZLl26xKtXr7h79y6RkZEcO3ZsyWPu3bvH4OCgw/6mOp2OGzdusHv3bgoLC1m1ahVarZbjx48v+oJ3d3fz6NEjfH19OX36tNMpVX//+9/ZvHmzw6YHb2I0Grl8+TLe3t5ONxOwoNfr6e3tZWhoiLGxMV69emUt6KFQKKz7foGBgURERBAeHv6H94A1mUz88MMPrFu3zpo+ZgtnCnyYTCaKiopobm4GXkc479ixY0mL21IIZKkexG9iSXnasmWL3b/dzZs3mZycXDS/v//972RmZi6I0rZ4HL7++utPpk/1rVu30Gg0JCUlsWPHDocLw8HBQe7cubOom5UzWFpovhnQCFi7hbm6ulrbYW7cuNFm9P7z588ZGBhYdlCiQOAMfxoh7ujo4MmTJ6xbt85utSILliIdBoMBk8lkTdOwhSRJ/Pzzz3h4eDgUsp6eHgoKCti9ezd5eXkEBAQwPz9PZmYmvr6+GAwG6urqaG1tdXq+Fqampvjll1+c6ij0eyYnJ7l69SrR0dFL7usaDAZ6e3sZHBxkbGyMqakpZmdnMZvNKBQKPDw8MJvNTE9PWxvGr5SreyUoKCigq6uL7777zu44S8Wq/fv3L9pX1mq1vHjxgoGBAVxcXKy9jy9cuGD3nDk5Oeh0Ood5yk+ePLEu6GxhEfZt27YtEN1ffvmFiIiIRbnaN27c4NWrVxw4cGBZFbg+JLW1tZSXlyNJEqtXr2b79u12g7gs9d3Pnj3rdOnU8fFx7ty5g8FgIC4ujtTUVPz9/d/qni0qKkKtVvPtt98u+1iBwBF/Ctd0S0sLeXl5pKam2q1R/CZyuRyVSoVarSYuLs5h6oJMJmPt2rWUl5c7bAzg6+trtSKzsrJobm7Gzc2N6upqGhoaaG1tZWxsDIVCsWAP2xlKSkrQ6XQ295F//PFHAgMDl3youbm5ER4ebk2z6e/vX+BSrq6upqenh5mZGTw8PIiKimLTpk3s2rWLzZs3ExQURH19PXv27Hnnwg7j4+OUlZVRV1dHY2MjnZ2d9Pb2Mjw8zPj4OHq93tpGz9nrGAwG1Go1mzZtsjtOoVAwMjJCa2ur1TK1dA+qrKxEJpORlZXF/v37CQsLo7q62mFdaUulr5iYGLuVmgICAqiurmbjxo02/+6WCl8DAwMLXKFqtRqDwbAoYCgpKYnp6WlKS0udCkR7F8bHx3n58iUNDQ1otVqnmpQsRWhoKOnp6dbvYGVlJV1dXQsq071JXFwcHR0dlJeX09fXR1hYmN2FqCRJ/Prrr3h4eODt7c3AwADNzc309PQgSRJBQUHL+t4NDg4yOjoqKmsJ3gsfjznzBpIkkZeXx65duxy6OOvr6ykqKmLjxo1kZmY6fY22tjby8vJYv3690+Lt4+PD7t27ef78OZGRkXbFODMzk+zsbDQaDefOnSMvLw9PT0+mp6eRyWRs3LiRuro6CgsLnbaIDQYDLS0tbN682eaYmZkZu0IQHh7Onj17KCwsxNXVFR8fH+Li4oiIiLBbzMNkMnHv3j2ioqKW3Jt2lHP7Js3NzRQUFODu7o63tzfj4+PA6zSfubk55ubmrLWtLcjlcsxmM0qlEoVCgVwut+4pW34mJyeB1z1oVSoVHh4e1v63np6eC+a3b98+fvzxR+7du8fw8DBzc3OEh4dz6NChBTm2oaGheHh4UFRUZDc63N/fH19fX168eGE3T9niPpYkye4Cw9XVdcH7h4UFQH7P7t27iY6O5uHDhxiNRrvenbeloKCApqYmvLy88PDwoKamhomJCaej5n+PZV88OTnZar1evXp1yUpXSqWSCxcuMDg4SEFBAVevXrXmwy/lrq6pqbHm4Vs+Z0uaWHFxMRUVFZw8edLpfGoXF5dFfw+BYKX4aIV4cHCQa9eu8dVXX9kUB4s1t2XLlmXVN25sbKSwsJDU1FS2b9++rLklJibS29vLgwcP+Pbbb22Kj0Kh4MCBA9y6dYuwsDCOHj1KXV0dNTU1eHl50dXVhVKppLW1lfT0dIfuNktpTC8vL5vdgdRqNYDDcyUkJCy7QtDNmzeRy+UcPnx40WstLS0UFhbyL//yLw6t156eHvLz89mwYYO14P4PP/xAQkIC27ZtWzRekiSmp6e5cuUK69evx8fHx5ozbTQamZubw2g0YjKZ0Ov1yGQyOjo6MJlMixpUwGvPhqWco9lspre3l6SkJLZu3Wpz0bdhwwaKi4sdiufmzZt5+vQpJpNpyXvWsmWhUqkcukenp6cXVV5LTk6mtLSUkpIStm7duuiY6Oho0tLSqKmp4b//+79JSUkhLS3trfbrLdXABgcHGR4eZnJyErPZzIEDB6zu/KGhIbKzs1Gr1e/sEvf39+fSpUt8//33dHZ22txrDw8P5+LFiwwPD5Ofn8/169cJDAwkLi4OPz8/68KrtrZ2kXUdHR1NdHQ0JpOJnJwcrl+/zvbt2x32tQYhxIL3y0cpxEqlkvPnz3PlyhWuX7/OhQsXFj0ALdG5znbrsVBbW0txcTGAte7uctm/fz+//PIL2dnZXLx40eY4S4ekJ0+ecO7cOdLS0li/fj1dXV20trYyOTmJUqnk8ePHbN261aaFPTg4yIMHD5DL5Qv2p/V6Pd3d3QwMDDA2NoZWqyUxMXFF9m0lSWJkZITe3l76+voYHx/Hzc1t0d/BZDJRWFhIfHy8QxHW6/U8ePCAxMREqwhLkoTBYLD5ILdYvmazma1bt9p8b5Ik8V//9V8cOnRokWu2tLSU5uZmzp07x+TkJFNTU1ahKygoICoqyq5YrV+/npKSEqqrq+26vWNjYykoKKCkpISsrCxrSdHm5mZr2lZISAhHjhyx+zkBzM3NLVpQWSq5FRYWMjAwwLFjx6wLweHhYR4/foxer8fT0xOdTkddXR2VlZXWGuL2OnGZTCaam5tpb29nbGyM+fl5a1xAYGAg7u7ujI6OLthTDwsLIyIigtLS0hXZm3Z1dSU8PJyysjK7QW/w2lNx4cIFNBoNubm51oIcZrMZs9mMXC5fcmEHrz/HM2fOUFFRQVFRET09PRw9etTu/evi4rKo05hAsFJ8lEIMr8vPWcT49u3bC4qtFxUVLdirdJbKykrKy8vZtm0bfn5+3L9/n8jIyGVbh3K5nDNnzvDLL79QUFDArl27bI6NiYmhv7+fvLw8a4nNuLg44uLi0Ol09Pf309LSQm5urjVvedOmTbi6ujI6OkpraysajYa5uTlCQkJ4+PAhWq0Wg8GAJEkoFAo8PT0JDAxkx44db9W0XKvVWqOix8fH0el0zM3NIZPJcHV1xdvbm82bNy/pFn369CkKhcIp9/69e/fw8vJaEGzU1dWFXC6324u5u7t7QTOCpWhra0Mmky2Z/mWxfr28vBZFFre3t1NSUmJ3X1UulxMbG0t9fb3D/ef4+Hiampro6+tjYmLC2o5y165dTi1W3pyzXq9f9PukpCTCwsLIzc3lxx9/xN3dnfn5eWZnZwkLC+PLL79ELpfz3//93xw5cgSFQkFNTQ2NjY1UV1ejUqmske1yuZy+vj5GRkbQ6XTWtKjt27cTFxdnXZxYor2X2vrZvn07169fx2g0rkikvOV8vy8Haovg4GBUKhWRkZHWOI++vj7u3bvncD4ZGRlERkaSm5vLTz/9xKlTp2zmNy+1VSAQrBQfrRDD65KE586d47fffuPevXscO3aM/Px8WlpaOHjwoMNV85uUlpZSXV3Nzp07rUn5qampPH/+nNDQ0GU3sff09GT//v08fvzY2gjCFjt27ODevXu8ePGCnTt3WoNEPD09rW5ik8lETU0NLS0t3Lx5k/n5eVQqFYmJiWzfvp0rV64wPj6Or68v0dHRREZGsnr1aqetX0mSrPmTGo3GGhBlNBqB1y5bX19f/P39SUpKYvXq1QseSpIkUV5ezvT0tFXMLE0PHFkTgDVA7fcehLa2NoclD/v7+x2WJW1qaiIwMHDJeVgs6qXYsWMH169fR6vV2i0ysW3bNlpbW+nr61u02JmcnKSmpobu7m70er117z0rK+utFkYAKSkpPHv2bEl3uL+/P99++63VG6JUKlm3bt2C1Cp/f3/rPqhlO2F6epq6ujp6i3sx/l9GZAYZhgsGVh9eTVJSks1yo2NjY0iStGRryMDAQJRKJS0tLQ5bRzpDYGAgfn5+5Obm8tVXXzm1cDEajQveu0qlctp6DQ0N5bvvviM7O5tr164RExPDtm3bFt1v4eHh1m2STyVNTPDp8FELMbwu8Xf69Glu3brFjz/+iMFgWLKlnD0sFvTevXsXWL/bt29nYGCA27dv85e//GXZUcAxMTEkJiby6NEjvvnmG5tuP4VCweHDh7l79y6PHz9m9+7di6pRKZVKMjIyyMjIQK/XU1tbi1qtpqamhrq6OiRJ4tixY3YtR3gtmK9evVqQ92vZQ4XXK3tPT0/8/f1JTExk1apVqFQqLl++vCCw5fdYXMTd3d3WrYCHDx8SFhbm8G9hMpkoKChg3bp1i8RueHjYYWvHsbExh/mjo6OjZGVlLfmaxSJeCkuEeVFRkd12iiqVipCQEGthl+HhYWpraxkYGGB2dhZ3d3eioqJIS0tz2F/aGWJjY8nPz6eqqspmhLxlz3MpNmzYwLNnzxZYql5eXmzN2Ip0RmJudA4k8Px/Pdn83WY8gm13Apufn0cmk9m8N4KCgqipqVmxym2nTp3i8uXL3L9/36kWl79341vuMUd7+haUSiXnzp2jqamJsrIyfv75Z2uLSDc3Nzw8PPDz80OpVFJfX2/T5S0QvC0fvRDDa/dTUFAQGo2GtWvXLkuE8/LyrE3nl9rHOn36tDV6drlt/AD27NnD4OAgt27d4tKlSza/+K6uroSGhtLY2Mi1a9fYtGkTCQkJSz64PDw82LZtG9u2bbPWzFYqldy+fZvIyEirBWpJkRoeHkaj0TA5OWmNNrY8RPR6PWlpaUuK4JvIZDKGhobslvH09PRkcHCQ5ORkysrKMBgMnD9/3uFn9OTJE+v+5ptY2u0t1c/3TXQ6nV1ra3x8HEmSbAq6o0CbzZs3k5eXZzPIykJMTAzFxcX8r//1v5AkCW9vb9atW0dqaqrdlpZvg1wuJy0tjaqqKlJTU5ft9o2Pj+fly5cUFBQsSM2b7Z9lXjcP//vjkClkTFVM4ZFoe/4hISHAa6/DUn+rw4cPc/XqVX799ddl9fq2hUql4sSJE9y6dYuhoSG7NdIlScJkMi2IflYqlU7dz78nKSmJpKQktFotHR0dTE9Po9fr0el0aDQa5ufn37pTmEBgj49eiCVJ4u7du4yNjbF582bKy8upqKhwWI8Z4PHjx3R2dhIaGmozmESpVHLixAlu3rxJTU3NW+UJnjlzhp9++olnz56xf//+JcdMTk7S0NDAjh07CAkJoaKigtLSUut+nUqlQqFQYDQakSQJHx8ftFotL1++JDg4mNOnT6PRaLh79y4//PADc3Nz1kIbgLXnbFNTE3/729+sgpKTk0NLS4s1OMoWrq6uDA4O2n1wBQYG8urVK/R6PdXV1WzZssVhytLQ0BDd3d188cUXixYp5eXluLm52X24mUwmTCYTa9assTlmZGTE7h7y2rVryc/Pp729nbi4uEWvx8XFUVhYaA2yepP+/n6qq6sZGhpifn6egIAAEhISWL9+/XsvZpKRkUFTUxOPHj16q0Xilo1bKM4uZiZjBne/1yltbhFuyFVyJL0EZjDPm/HaYN/VKpfLiY6OpqqqakkhVqlUXLp0iStXrnD16lWbbUOXQ0hICCEhIbx48cJuAZ3u7m5ra8838fDwoL29fVlCbMHPz8+p54tAsFJ81AU9JEni9u3baDQazp49S2xsLB4eHhQXF+Pm5mZdqS/F/fv36e7utu7tTUxM2BRjS53jkpISp9ok/qbkYVwAACAASURBVB6lUklQUBClpaX4+voumZt469YtVCoV+/btw9PTk7i4OBITE1EoFIyNjTE+Ps7Y2BgGgwG9Xk9NTY21mfyhQ4estasTExOpqqoiPT2d48ePExERQV9fH2fOnCE6OprKykrWrl1rtdBiYmKoqalx2J2ovb2d+fn5JYXKgl6vR61W09fXh0KhcJirKkkSN2/eJCQkZMnc57y8POLj4+3W1+7u7qarq2vJdB0L/f39DA8P20xhUygUDA8P09nZadOyNhqNNDU1sXHjRgYGBigsLKSgoICWlhaUSiVpaWkcPnyYlJQUQkND37letzPIZDJr+86wsLBltQ809Bjo3NuJ5wNP+v6fPmSZMvxi/ZApZQSeCETfqEcZpCTh/0vAN8txfERoaCgVFRU2vx8KhYKkpCRqa2vp7u526OVwhvn5eTo6Omym68Hr7AlgUebE8PAwo6Ojoja04JPg/T9N3hJJkrhx4wbj4+OcP3/eukeYlJTEli1bKCoqsvYI/f1xOTk59PX1cerUKdLS0jh27BgdHR3k5+fbvF56ejqrVq0iJyfHup+6HCIjI/H19SU/Px+tVrtgPnfv3mVycnLRfpe7uzvx8fHs3LmT/fv3c+jQIbKysqyCvH///kV5zh4eHgQFBTEyMoJCoeDFixdkZWXh4uKCXC7Hzc2N7u5u63ilUsmhQ4dQq9ULfv97/P39F8x7KSw5mKOjo06l4BQXF2M0GpfMPdZoNMzOzjqMQvbx8UGSpCUjiC2sWrUKo9GIwWCwOWbnzp1MTU2h0WiWfH3Tpk2YTCb+5//8n+Tk5DA1NUVGRgZ/+9vfuHDhAmlpacuy8iRJYnh4mPb2drvzckR4eDirV6/m8ePHy4raVf/faozDxv+fvTcNautc1wUfCc0SSEKIeZ5HMxhjMxjbxNjGA7HjaTvJOSe9q+7tut33x6176/zvqu6+Xbeqq6u6q3901cneO9vZOUmcOMY2HmOMMWYSmgUIgRgkhAAxIySEEEv9g7PWBmvEsZNUN8+vFF5Z0lpa63u/932f93lA36SDvkHH8L8bxuvXr0EQBPiFfJS9LENlfyUkF8LTbhYIBODz+dDr9QGPYbFY+Oijj7CwsBD29wyG5eVlvwYMuzE7O+t3I5eenk4JvBzgAL93/C4DMSleYbfbcePGDZ/SZVlZGUpLS/Hq1as9wYUMwlarFVeuXKGITcnJyThz5gwMBgM1Q+wPTU1NiIiIwP379/f1fV0uF+7cuQO73Q4ej4eWlhbK5eXrr7+GzWZDc3NzSLblysoKvvnmG+q6A2XwycnJWF5exsLCAra3t/cQdiIjIzE3N+dzfGZmJl69ehXws6VSadBgR56bzHxCKRLZ7XYMDg6iurrab89Qp9NBIBCELG1LJBJwOBzKitIfYmJiwOPx8PLly4DHREVFITo6Gm/evPH77+ToGJPJxB//+EfcuHEDpaWl+wq+Ho8HOp0Od+/exZ/+9Cfcv38fHR0duH37NlpbW995/KWxsREejyfos+vzXdY8VB8YAAQMAUZHR/HVV1/hzZs3lODJysoK9Ho9uru78fTpU9y/fx9LS0t+zykQCLC6uhr0cyMjI9/bvO3k5GRINzKXy+V3eiIjI4MSBjrAAX7v+N2Vpkkzhs3NTdy8eTNgmTg5OZmyVEtMTASfz8e9e/co4QSRSLSHYSwSiRAdHQ2xWBywxLdbT9rtdodlSWixWHDv3j1Kgq+kpAQDAwPQ6XQYGBiARCLBtWvXQpYVx8fH0draCrFYjGvXroUk/wwPD0MkEoHNZu8JxPPz87DZbD4l2MTERCiVyoCevSQjNFRvTKfTISkpKWjvjSAI3L17F3w+HydPnvR7jEqlQmRkZEjGNLBTEjcajUHV06Kjo6FQKJCenh7w3olEIqjVahQUFPjNtOLi4qDRaJCenh52e8LlckGpVKKzsxO9vb2YmZmBUCjEsWPH0NDQgMOHDyM1NRVKpTIshvhueDweGAwG9Pf3w+FwYGFhASaTCRERERCLxUG1kjkZHNi+s4HOoYPGoCHv/85D9R+qsb29Db1eD6VSCaVSicHBQVitVtjtdni9XmxtbUGlUiEhIcHnOZmbm8Pi4mJQ4lxnZyfcbve+nMH8YX19HUqlEmfOnPGZMNgNhUKBiooKn2PIGWm1Wg2FQgG9Xg+32/1OPeMDHOBD43dF1nK73bhz5w4IgsAf/vCHkNlSfX09Njc30draCj6fD5fLhZs3b2J8fBw9PT0QCAR7sspw1H+ioqJw4sQJvHr1CklJSUEZ2r29vdBqtcjKysKpU6eovuEnn3yCH374gbI3DIWenh7odLqwda8lEgm8Xi8cDodPlp2cnOy3ZM/hcKhA5M+7lhy5CTVPKxAIQpYe29vb4XK5gpJstra2wmagHj58GDqdDlarNeBCmpycjJiYGLx48SKgA1JiYiJ4PB66urr86iNHRkZCLBajp6cHzc3Nfs9BEARGR0cxOjqKpaUluFwusFgsJCUl4dSpU37Hy6RSKS5duoSWlpag10Ce32AwQKVSYX19nQq6ZWVl4HA4GB0dxevXr9HR0UG5em1sbFAZfXV1NRgMBoTHhDiiOwK7zA5+MR/8op2NRVVVFRYWFqgqjUgk8ul3P378GD///LOPDaNQKKRkVP3B4/FgcnIy4BjZfqBUKikt8mCg0Wiw2+1+j8vNzcX8/DzOnj2LsbExqFQqrKysfBAd7gMc4JfgdxOIXS4Xvv/+e0REROAPf/hD2CMQp06dwl//+ld4PB4qgy4tLYXdbseLFy9w8eLFPYGHLK0FE/DIzc2FxWLB8+fPfeaD19fXMTs7C61Wi8XFRb/qXgKBAE1NTWhtbQ2qEOTxePDo0SPYbDacOnUq7Gxp98L5dlaUnJxMyUa+vZFJTk7G2NhYwHMyGAxYLJagAVIkEgUNxEajEWNjYzh37lzQjRSDwcDW1lbAf98NFouF6OhoyOXygAES2Cnhfvvtt0G1ig8fPkyVZv2VnauqqvDs2bM987dutxsDAwMwGo1YXV0FjUZDZGQkXC4XLl++HJQ0SCI2NhaJiYl48eIFPv30U5/PXlxcpGbHt7e3kZqaiqamJp+Z5KKiIhAEgbH+MfTL++Hm72Sf6+vrMBqNGB0dxcWLFxEbGwtuBhfcjL0GIJ2dnZiensaFCxcCthfOnDmDP//5zz4BTigUBuVPvH79GkwmkxLM+SUYGxujnuVgxDgOh4PJyUmfzQ1ZTSAIAqmpqUhNTUVOTg4eP34cckwN2PnNyXfiAAf40PhdPGUOhwM//PAD2Gw2rl+/HvbDT2bQTCYTN27c2LPw19XVweVyobW1FWfOnEFaWhpMJhOePXsGACHlMU+ePAmbzUbNBwM7mYLVaqU0eK9fvx4waMXHx+OLL74IeC2rq6u4f/8+5RCzHxEI8pwRERE+CyOLxUJERARMJpPP9Uml0qBkGx6Ph9nZ2aAi+LGxsQFJX+vr63j16hUKCwtDznozmUxsbm4GPWY3ysrK0N7eHnRhjoyMRGZmJjo7O5Genu73uIKCAvT29qK/v38PEW5lZQV9fX2YnZ0FjUZDS0sLEhMTYTKZ4HA4wGQyER8fj2PHjlHXdvv2bQwNDYUViAHg9OnTuHPnDv7yl7+AxWKBRqOBIAhqFI3H46G0tBTl5eUBr9Hr9WLkvx/B3NdzSCQSsXZ2DRVf7BDe6urq0NraitbWVvzjP/6jz7Nns9mg1+vR2NgYNCsnR8EmJyf3lKFFIlHAPrfT6cTY2JiPV/J+4fF48ODBA2xvb2NiYgJffvklWCwWCgsLUVlZ6XNfEhMTYTQaUVNTs+fvz58/h81m27OhT05ORkREBMbGxgI6iLW3t2N6epq6Th6Ph8uXLx+oaR3gg+I37xHb7XbcuXMHPB4PN27coOZiQ8HlcuG7774DnU7HzZs3/faRMjMzqT5yQkICXr58iZSUFKSnp1NC9YEsA2k0GrKzs6FUKmGz2dDb24v19XV8/PHHqKurQ0lJScjSeaDFdGRkhNqZnzlzJqRalr/vplAokJKSArfb7SOjODIyAoIgfErxBEFgaGgoYB94Y2MDIyMjKCsrC9h/FAqFUKlUiI2N3ZPpr6ys4O7du4iKikJTU1PIa5iamoLdbg97vEQkEkGj0YDJZAa9X2Q/liCIgF65LpcLw8PDKC0txcDAANra2qBSqUAQBLKysrC+vg673Q673U6VnGtqapCTk7Pnmsn7Gex+7QaDwUBJSQml5iWRSJCcnIxDhw7h+PHjKCsrQ2JiYtBz2fvtGPvnMXg3vAABMCeYiP80HsxoJmg0GnJycqDVav32o58/fw4ul+sTtPxhcXERer0eJSUl1HPMZrOhVCpRUlLi8562tbXB4/Hg1KlTIc8dCCsrK7hz5w7cbjeuXr2K2tpa5OXlYXt7G0NDQ1CpVEhKStoTFEnuA/nf8/PzlLUlWa7fXR0ZHR2F0+ncc28IgkB/fz+eP3+Ora0t1NTUoKGhAUVFRTAYDJiYmHgvWf4BDhAIvylrmnzxhEKhX4elQHA6nfjuu+/AYrFClrHr6+uRkZGB1tZWuN1unDx5ElVVVYiNjcWDBw+Clto4HA7Onj1Lzc1+9tlnAfV4wwFBEGhra8OrV69QVFSEhISEoCNVocBisfyOxojFYiwuLvr9O4CA13z48GF4vV5otdqAn8nhcJCUlETZ/REEAZ1Ohx9++AEikShoX3g3oqKi9pUR0+l0pKSkYHBwMOhxDAYD5eXl0Gg0Aa8zJycHW1tb+NOf/oS+vj7ExMTg5s2buHXrFqqrq3Hr1i3QaDRUVlaioaEhoLxmaWkpvF4vdDrdvq4jIyMDFRUVOHLkCEpLS5GcnBx2FWjbsb03UNN2/rb7/GfOnMHU1BQMBgP1d3LsLFzBmoaGBkRERKC1tXXPuWk0mt/WhNVq/UUErZGREeoZ+uyzz6gNj0AgQHV1Nb744gskJSXh4cOHe55tDoeDmpoaKBQK/OUvf8G9e/eo6gKTyfTJ0CsrKzE1NQWz2QyPx4OhoSHcvn0bWq0WlZWV+PzzzynFOx6Ph8rKypBM8QMc4JfiNytNLywsoKWlhSKyhBuE19fX8cMPP2Bra4sSnA+FkydPYnJyco8364ULF/DNN9/gwYMH+OSTTwL+v8nJySguLsbAwAAl6P8ucDqdaGlpwcbGBpqampCSkgKXy4Wvv/4aOp3unQTzmUymXyvHhIQEWK1Wn7+T0n8zMzN+GeF0Oh05OTnQaDRBGcpnz57FN998g6+++ooaVSktLQ2p3rUbIpGIMpwIF0eOHMEPP/wQUni/vLwcAwMDlOMVAMpUQ6/XU1aBpaWlKCws9Hn2SCUptVodNBOi0+mUYEppaSk8Hg/0ej1F5Dp58mRQgZR3gbBWCG42FxvGDXjhhTPRiYjsvdlpYmIiSkpK8Pr1a8zOziIyMhKDg4NgsVhhG6XQ6XRKcY40XAF2nqHl5WWf0jZpPbhfeDwevHjxAlNTU5BIJLh8+TIcDgfGx8cxNzeHpaUlJCYm4siRIzh37hxaW1vR0tKCf/qnf6Le/aKiIsTExGB2dhZZWVlUZnvr1i2f9SErKwsmkwlPnz6lrjMrKwvHjx/3u5aQVqUHOMCHxG9Smp6bm8ODBw8QHx+P5ubmsMp6wE5f9ccff0RkZCSampqgUChgs9lCLnavXr2C3W5HU1MT9Vl0Oh3p6elhjSqlpKTAZDJBq9WiuLh43wvOxMQEHjx4AA6Hg+vXr1MZFoPBwObmJjQaDQ4dOrSv85JlOrPZ7NPT5XA40Gq1KC8v97m3er0edDo9YA+XLPWR417+QKfTUVxcDC6Xi6KiIpw4cWLfLkN8Ph9qtRppaWlh6zRzuVzo9XrY7fagDHjSSUqhUGBtbQ1arRZdXV2w2WxITk5GU1MTKisrERsbG/DZC6UkRSIhIQEKhQKDg4Po7+/H7OwsBAIBDh8+jKysrLCf7XBBi6Ah7os48Ev4iL0Wi/6SfiQmJ/oQAlNSUkCn02E0GjEzMwOJRILm5uaQAhm7wePxkJycjP7+fszPzyMzMxMGg4F6d3ZjdXUVGo0GERERQbWhd2N2dhY//vgj1tbWIBAIsLy8DKVSCa1Wi6mpKTidTsq2MSYmBsCOHOnAwADm5+f3vPcCgQDx8fGUV/P169cD/m4ZGRkoLS1FSUkJqqqqkJGREfDd6+rqglAo3LdV6gEOsB/86lu96elpPH78GGlpaX4VlwJhaWkJ9+7dg1gsxuXLl0Gn03Hp0iU8ePAAL168CDiS4HK5YDQacfLkSZ+XTSQS4eTJk2hvb0d8fHzQxb25uRlff/01Xr58ua/v/fr1awwPDyMvL88vkeXYsWMwGAx4/fp1QJ1qf2AymZTB/dsEJqFQGFD0Pi4uDhaLJeB5yVEcmUwWVBKTwWD8IvlADocDiUSCn3/+Gbdu3Qr7/8vNzcXAwADKysooadC1tTWsr69jY2MDm5ub2Nraosg2o6OjlF/yfmQXBQIBxGIxuru7g46gcTgcSKVSrK2t4cqVK7+odREuIjgRkF7Z+RzGVwwsLi4iKSEJ68p1RERFgJ+/E4DKy8uDykOGg9jYWFy6dAmPHj3Ct99+C5FIBJvN5nPcqVOnIBQKIZPJwOVyfchQq6ursFqtmJ+fx8LCAlZXV+HxeCi9dPL3Kisrw+HDh4O6gDU0NODJkyeQyWR7qjA9PT0wGo1oamoKObcfyt+axMrKyr4qPQc4wLvgV8+IFQoF7HY7rly5Ena2MD8/j5aWFsTGxqK5uZl6SQUCARISEiCTybC+vu7XGIAsSRYUFPgdI5JIJFhbW0N/fz+ys7MDErDodDpEIhGUSiXy8vJClqhdLhfu3r2LmZkZnD59OmCpl0ajgc/nh31eEiaTCevr6/B6vcjMzPQhq+n1er9mCVwulyqFByLGxcfHQ6FQIDk5+Z3Zoh6PJ2SGn56eDqVSiYWFhaBBfzdWVlZgMpkwNDQEs9mMpaUlatQoOjoaqampKCwsRFVVFY4dO4acnByMjo7C4XAgPz9/X9cQGRkJjUYT9F4BO9m9wWBATU3Nr6JBvRvDw8NgEAwsfroIy/9hgfX/scKz7kH06eDKZ/uBQCBAYWEhxsbGYLPZ4HK5UFpa6nOtUqkU4+PjsFgsmJ6ehlKpRH9/P/r7+ynhkNXVVayvr+PIkSOor6/H0aNHcfjwYZSUlFAM9VAbJqFQCD6fD5lMhuHhYSwsLKCrqwszMzOor6/fl095MJB2pCdOnPjVf9cD/P8Lv3ogjo2NxcDAQNjC8LOzs3jw4AGSkpJw8eJFn+AdGRkJqVQKmUyGjY0Nn5Irg8EAnU6nZBDfhtPphFwux9bWFkZHR4OWnsViMfR6PVZXV4O+7KTaFp1Ox/Xr10OOt0gkEhiNRkxOToadtTmdTkxOTu7Mi3K5PuNPKysrmJqa8iHQREZGQqfTBS3Hk3rVZrN532xRs9mM+/fvY3p6OmQ5j8lkIjExETKZDGazGSkpKUE3Ij09PZDL5eByuZBIJLh16xZKS0tRXFyMvLw8ZGRkICEhAWKxGGw2GzQaDRwOB9HR0VCr1SgqKtpXv08oFGJgYAAOhyOg7y95nEajAYPBCLssGwwEQcBms2FoaIhShiIDmkKhgEKhgE6nw/T09M686xs6aE9pINYJeD1e2GV2JP3HJERww5tACAdkBUQsFsNiscBkMsFut1PfTSaTQalUYnNzk/Iujo6ORnZ2NqqqqlBbW4uKigqkpaVhcHAQ586do34jEjweDxqNJqx2RUxMDPLy8iip15iYGFy4cMGvWM27Ym1tDXq9HkeOHHlv5zzAAfzhVw/ELBYLGRkZUCgUISX/LBYLHj16hPT0dJw7dy7gcaTjUV9fH5xOp8+imZCQ4PfFNpvNaGlpAZvNxtWrVzE0NBRyg7C5uRlUbrGnpwddXV3IyMhAc3NzUHm+t7+jQqHwGQsKBKFQCLVajaysLCwtLflcs1gshkqlQk5Ojs93WFtbw/j4eFAGbXR0NFQqFXJzc8O6htXVVTx69IiSwDx9+nRYo2gCgQBpaWkYHR2FXC6HyWRCdHT0nkycIAg8e/YMRqMRp06dQlpaGgYGBvz2wP1BKBRicHAQa2trYamr7QZJwCotLQ36WePj43C5XPuSsAT+HnQHBwehUCjQ19eH/v5+GAwGrKysICIiAlKpFPn5+Thy5AiOHj2KrKwsMJlMLC4uYmVlBdw5LngqHrzuHeIcjU5Dyj+nBA3Eq92rUJ9UY/J/mQQtggZhTehnDth5rkhLxNnZWfB4PCQmJqK4uBjHjx/H0aNHUVZWhsLCQmRmZiIuLg48Ho+6d+QIVFZWls/ooEgkwszMDGW3GGrTxGKxkJWVheLiYuqevE9sbW1hcHDwwBLxAB8cvwlZi8PhICUlBTKZLODiODk5iadPnyInJ2ePsXkgiMViREdHQyaTYXl5Genp6UEXzu7ubnR3dyM7OxuXLl0Ci8WiyFvBMiAyAL4dBNxuN1paWmAymXDixAlUVVXti6jD4/GoBTmcERMmk0kxYWdmZlBcXLzn89hsNrWYv529h0NEEggEGBkZCblZ8ng8aGtrw5s3b8DhcHDp0iUUFxeHPQ8O7Fx7cXExRT5TqVQwGAzgcDgQCoX46aefsLCwgEuXLiE1NRVisRhqtXpfGajX68Xg4GDYM78kyDI9n88P2v8NpPG9G6Qj08DAgE/QXV1dBZfLRUZGBqqrq1FXV4eysjIUFBQgIyMDUqkUDCcDDrkDfCEfqfk7JXg+n4+R9REkTyZje30bNAYNSf8xCdKPA39Xwk1AXirH1uwWCCeB1a5VCI8LwUkLPhdPgsvlQiqVYnR0FJmZmaipqUF0dHRY1QYajQaNRgOhUOi3UpSdnQ2DwQC1Wo2MjIyQs/ofEgwGAyqVKuwN3wEO8K74zQQ9+Hw+4uLiIJPJfMqkRqMRL168ALCjhBSucpFYLEZcXBzkcjmMRiNyc3P9BgSdTgeVSoVTp07t2e2SZUyZTAY+n08xNXeDxWJBoVAgLS2NCmJzc3O4e/cutre3cfXq1YBCEqGQlpYGhUIBOp0eVoltcXERs7Oz1PFvZ/2kzN/bhB0Gg0H1+4KVj/l8fsAeKUEQUCgUePr0KZxOJxoaGlBbWxtQICUckL1IUiNYo9FAo9GAIAhcv359D4t7YWEBZrM57LGv2NhYqFSqfZePaTQaFhcXg3oZAzvZk9FopGwd3yXo5uXlISkpCXw+H45BByb/p0msdq1CUCHAhnED8jI5bN/bYPm/LIisigQ3kwsejwe1To2z/+dZSD6SIOl/TEL8PwS/vq2FLUz971PAv40f05g0RB2NQmR5cF3n3YiKioJQKERvb2/YzyuJ4eFhv8xrYOd+FxUVwWw2Qy6XIzEx8TdTtaLT6VAoFGFXhQ5wgHfFb6qsRb7MfX191Ms8PDyMV69eoaSkBGlpaejt7aVUiMI9Z35+PgYHB6FSqZCcnOyT9UmlUhQUFPhdkMViMQiCgNVqDZgJqlQqpKWlUSMy7e3tSEpKwieffPKLAtH29jYMBgOsVmvIUiiw0+/VarXIzc3FysqKzwiRVCoNOIrEYDAwODgYdLcvFosxODiI1dXVPVWLiYkJPHz4EFarFWVlZTh37lxIW8T9gM1mU88Ch8PBrVu3fDIjMivOz88Pi+BGo9GwsrICo9EYtqgFiXAqCC6XCyMjIzCbzZDJZD5BNzMzE9XV1aivr0dpaemeoPv2/XeZXFAcVmCtZw1rfWtYaFnAumYdDq0D3k0vvFterGvWkfQfkhAREbFTQRgxwMF3gCamwWw2U0pUu8lSJSUlO/1bHh3zd+bhWfEA2wCNRUPWf8sCUxy8tOt0OjE1NYXh4WEoFAqMjo5ie3sbs7OzEIvFYcu02mw2zM7OBtzY0Gg05OfnY2FhAf39/fsacXvfUKvVEIlEAashZGthbGwMo6Oj4HA4B3KYB9g3fvNJ9ezsbGxubqKrq4vKPA4fPkxlqpubm2hvbwebzQ6pX0yCx+Ph008/xZMnT9DS0oKampo9ozZ0Oj3obGgocgY5cnH//n3YbDbU1NQE1WcOB6Ojo+jo6ACbzcb29jY0Gk3I0ZOYmBiw2Wy4XC5YrVYcOXJkD9GMwWAgLi6O6iXvRk5ODjo7OzEwMBBUEamiogK9vb04fvw4VldX0dbWhpWVFWRkZODUqVMfROxgZWUFP/30EyIjI3H16lW/5Lno6GhwuVzI5fKw9Y1rampw+/ZtWCyWfc09k6NMb7syWSwWyGQyynqTx+OBTqejsLAQ6enp7zzKtNKxsiOU4gW8bi9c4y6wU9kADQBp9UsD1Vem0+lITEzE9PQ0xsfHERERAS6Xi6ioKKSmpiIuLg5Pnz6Fy+Xa6dfSaSjrLIP5v5nhWfIg6X9IAjdz7wZyfX0dPT09WFhYgMvlogw6yE1DfHw8CgsLqX79q1evwu6/V1ZW4vvvv8fExETQ/+fMmTNobW3FvXv3cP369bC4E+8bcXFx6O/vR0xMDLa2tjAzM4O5uTmsrq5iY2MDHo8HNBoNTCYTTCYTer0en332Wdg2mgc4APA7CMTAjjLOxMQEJiYmcPTo0T0Zy7Fjx+B2u/Hs2TMfJ6VgoNPpuHDhAnp6etDd3Q2LxYLGxsZfPIZAzj4+f/4cdDodV69e/UXZoMfjwZMnTzAzM4OCggLU1tais7OTEuQIhYyMDExOTiIyMhIWi8Vns1JZWUnJe+7OHHdLRgYLxMXFxZDJZPj+++/hcDggkUjwhz/8IeSc5rtifn4e9+7d8xlV8weynxhuIOZwOIiNjUVvby+uXbu2r+9FujI5nU4MDg5iaGgIm5ubkEql+OijjwKaTLwLuNncvwdcADQGDZn/NROaXg28Xi+23dswnjPC0bPDZTh+/HjQXqrFYgGNRtuTVTJFTGT9b/5HxoxGI9rb28Hn8ykxDL4PqwAAIABJREFUjbi4OEgkEqysrODHH3/EpUuXqONrampgNBpDOiWREAqFyMnJwYsXL3D27NmgG+zz58/j3r17uH//Pj7//PNffYyotLQUT548wb1790Cj0cBisaixybi4OKSkpOzJgP/6179iaGjogGl9gH3hdxGI+/v7YbVaUVtb61ckgvQdfvToEa5cuRJ2mdrj8VDloqmpKXz//fe4cuXKLyKAkPq9EokE58+f/0UZoclkQltbGyIiIvbY6VVXV2NkZCRkxgDsBNrh4WEUFRVhaGjIZ1FLTEyk+tq73YYA4OjRo7hz505YkpFyuRznzp0LuGgSBIH5+XmYzWbMzc1RjN/Tp0+HnRnOzMzg4cOHoNFouHz5csjjw/Epfhs1NTVoaWkJec1vg9xs/e1vfwODwaDGcj4EmUhYI0TG/5wB0381gRHJQP7tfESWR+LoxFF0/LUDZo8Z2UeyUVNTE9bz53Q6ww5gBEHg1atXyM/Px/Hjx33+nXQb272xI++B2+0O+36Q5hBPnz718fPeDVK45/bt2+jr6/N5hj80+vr6IJVKceXKlbCO93q9B5KYB9g3fvMp9Z6eHqhUKpw4cSKoUlNjYyPi4+PR0tISlgg7QRBoaWmB1+vFrVu38PnnnwMAvvnmG0xPT7/z9x0aGoJUKkVzc/M7v3AejwdPnz7Fs2fPkJ6ejn/4h3/YQ0hjsVhISEhAX19fyHPxeDxERkbCZrNhbm4O6+vrPsdkZWVhdHTU5+8EQSAiIgIymSzoZ5D96uXlZQA7C67RaERHRwfu3r2Lr776Cl9++SXu37+PoaEhbG1tUX29e/fuUfaFgeB2u9HW1oaHDx8iLS0NXq83qPoXCRaLBbFYDIVCEfJYErGxsRAIBOjq6grr+KmpKfzwww/49ttvqZn0L774AvX19R+U0Zvyn1NQt1CHYxPHICgTwK60o7OjExO8CZy7dQ719fVhP3+JiYnY3t4O6iNNYnZ2Fl6vF7W1tX7/nTR+eNtUhEajwW63h/V9SJw6dQpnz57F5OQk/va3v8HhcPg9jsViobq6GgMDA36f7w+FhYUFLC0tob6+PqzjCYKA2+0Ou4V2gAOQ+E3JWq9fv4Zer8fp06fDmr/Mzs6GyWSCSqVCXl5e0LlB0o+U9CkmBQmWl5chk8mC2uQFgsvlQl9fHxobG9+ZkEGKfTgcDjQ1NeHQoUN+yVKxsbFQKpVIT08PSVTxer0YHh6mSFv+ZC1J20Qmk4muri60t7dDp9OBwWBgaWkp6FgPSXQiCUAqlQomkwkulwtRUVHIyspCdXU1ZeVXUFCAtLQ05OfnU6QqrVaLmJiYPSVtj8eDzs5OvHz5Eg6HA3V1dTh69CjGxsawvLwc1jMRDunsbTCZTOh0Or/qUMDOgqrRaPD8+XMMDw9DKBTizJkzqKmpgUqlokrcvwacBif6S/ox/eU0vHe8KP2iFOlH0vd1DhaLhampKeh0OhQWFgYdLaPRaNDpdDh06FDA4zQaDaRS6Z5KB0mM3I+vNrCTYRcXF8NoNEKr1QZ9H8bHx6HT6VBUVPSrlKifPHkCHo8X9hyx1WqF0WhEXV3dB/5mB/j/Gn6zQPzixQsYjUbU1taGLahOo9GQl5eH0dFRaDQa5Ofn+80Kenp6MDo6iubm5j39WxqNhszMTPB4PMhkMszOziIzMzPsl1qhUGBlZSVgthAMBEHg5cuXkMlkSE1NxZUrV4L2WTkcDoxGIywWS0i1LalUSplAGAwGn5liBoOB0dFRiu1qt9uRn5+Ps2fP4vDhw1CpVGCz2UGDS0JCAqVOde7cOVRVVaGkpAQ5OTkBBVOAHXZzSUkJbDYb5HI55ufnkZqaip6eHrx48QJra2s4duwYGhsbqXExsqUQTo+cVM3aT3CMiYmhbBJ3k7ZcLhe1MbBarUhPT8fFixdRXFxMsZuXlpZgNBp/keXffmD49wasq9cBN0DbpsE76kXivw+vDL8b2dnZ1EYqNzc3INOcxWJBp9Nha2srIKFtYGAAfD5/z79rNBpIJJJ9e2sDQEREBPLy8qBQKCCVSqny99vIy8uDTqejWjEferY3KioKOTk5YTO2h4aGsLa25sPKJ/kk+92k+IPT6YRCocD09DRWV1exubmJiIiId3aFO8DvA79JIH727BkmJychFAoxNjYGqVQaNiOSHG3Q6/UYHBz02R3r9Xr09/ejoaEhYIlIKpWCy+VSpJu0tLSwxo46OzuRkJCwby3bubk5/PTTT1heXsaZM2dQUVERchExm80YHByE0+kMKc1Io9Fgs9lgtVoRGRkJNpu956UfGxvD8PAwtre30dDQgIaGBsoDN9zgwmAwMDMzg/n5+aAWif5Ap9ORnZ1NzXhrNBosLy+jsrISZ86c8Vm8Y2JioFAofEzgA1377OwsLBbLvpjrGxsbMBgMKCsrw8LCAn7++Wd0d3fD6XSivLwc586dQ2Zmps99JwU+EhISEBkZ/twtAGzObkL/qR6m/9UEYotARHEExsbGMDMzg+3tbb+jTOYvzdgc3wQNO39nSplI+g/7n1MnHbOGh4cxPT3tY8qwG2traxgbGws45jUyMkLZB5IwGo1wu91BndBcLlfA55hOp2NoaAhsNjvgBoBOpyMvL4+aL4+Pj/+go0JRUVH7GpsaGhoCQRA+srC9vb3wer1+56b3g97eXnR0dGBxcRFLS0uYmprC6OgotFotlEolBgcHqYmA960ydoAPi189ELe2tsJqtaK5uRlHjx7FysoKZDJZyIxsN+h0OvLz8zEwMLBnd2yxWNDW1obDhw+HXJTn5uYwMzMDsVgMuVwOHo8XlFREEAR6e3tRX18f9stPEAQ6OzvR1dWFuLg4XL16NaxdsUKhQGdnJ3JycrCxseFXHettxMTEQKVSobi4GOPj41RZt6enB729vSgoKMDKygoiIyN9SvJkcAkV+H6JGcTw8DA6Ojoo/+I//vGPSEhI8LshIe37VldXw/LzFYlE+9aSTkhIgFwux8DAAAYGBsBisXDy5EnU19cjPj4+4EaJyWTCZDKFVakg4XQ6MT4+Dv0ZPZx9TnhsHiy+XIRiQYFJYhKzs7MYHh6mskoyI1xfX0enqRNRsigw+AzQImjI/zJ/h1X9DqDRaJR0aUFBQcDFOtTc9MTEBDY3N/eYaKyursJsNgfcpE1PT+Pu3btBy7wqlQopKSlBBVcYDAaKi4sxMzMDuVwOs9kMiUQScFyIIIhfTRVLp9OBxWL5VPjW19cxMjKC/Pz8dw6QP//8M0ZGRnD8+HF89NFHKC0tRXl5OSoqKlBeXk6RMhcXF9Hf34/Y2NgPNtlwgPePX43eRxAEWltbYbPZcPnyZaoM2dDQgOjoaHR3d++LGMFisXDjxg189913uHv3LhoaGigGZjg9HbfbTbGVZTIZOjs7YbFY8NFHH/ktVRuNRtDp9LBLb4uLi3j8+DHcbjcaGhrCCigEQeDJkyewWq2oq6tDYWEhtFot1dMOVkIXiUQQCASwWq1YWFjA2toaent7YTKZcOrUKeTk5IBGo2FoaMjH1o3H40EikaCnpycoOzQqKgoxMTF48+YNrl69GtZ9sFqtaG9vh9PpRHZ2Nqqrq3H79m1MT08H9YDOycmBRqMJ6zOkUinYbDbkcnnI/hxBEFCr1dDpdAB2RFT2O45VW1uL+/fvw+Fw7AkALpcLU1NTmJmZweLiIux2OzY3N6m588zxTNCIf/PDdtNxVHgUWX/Mor7Xq1ev8OzZMyQkJIAgCCwvL4OWTcOR4SPYHNoEr4AHbnrgIOxyubC+vg42mw0+n7/neSEIAhaLBYuLi2AymXj9+nVA/XYOhwMmkwmbzeZ3cyoQCDA7O7vnbxUVFRgYGIDZbPZbiZJKpfB6vbDZbH433Gq1Gm63O6yskcFg4MKFC5ifn8erV6/Q0tICDoeDnJwcHD58mCrTEgSBn376CRKJhGJpvw94PB50dHT4SO8ymUy43W6f448dOwaz2Yzvv/8ejY2NQWfYSTW8kZERbG1tgcViwePxYGlpCR9//LHf9YecI09MTERVVRXa2trw+PFjHDly5BfbYB7g18GvEogJgsDdu3exubnpNyssKyuDWCzG8+fPsbKygosXL4bVt+VwOLh27RoVjBMSEsLSpQZ2JAnJz6iqqkJSUhKePn2K7777DpcvX/YpSY2Ojobd4+np6YFOp0NcXByamprC6t84nU7cu3cPm5ubuHz5MrUAFhcXo7+/H0qlEpWVlUHPQfbQcnJy8PDhQ2xsbODSpUtUhlFVVQW9Xu93LKq6uhqtra1wuVxB2cB1dXUUcz1YO4EU/1hYWEBiYiKuXLlC3VOJRAKlUhk0EBcXF1M95XDGn7KysjA2NhYwEHs8HvT09GBkZARerxe5ubkoKCjAvXv3sL29HfL8uxEXFwc+n4/W1lZwOBysra3B5XLB6/WCTqeDy+VCKBQiLy8PiYmJSEhIAIPBgPLPStj77fBueUHn0SE6+fdeKJ1OR2xsLIxGI9bX1xEZGYmYmBjMzs7iTtsdnD9/Htx43yC8vLwMuVyOqakpeDyePf/G5/PBYDBAEATFNmYymdje3sbU1BT+5V/+BZGRkWhsbNwzEkgQBLa2tgI+75GRkTCZTHv+xuFwEB8fj97eXr+BmPS5vn//PvVZ29vb2N7ehtPphMfjobTFw4VUKsX169fhcrkoJTOdTke5cy0vL8Ptdgc1jHkX0Ol0jI2Noba2ds+7Eh8fD61W6/f4a9eu4cWLF3j8+DFiYmJQVFSEnJwc0Ol0uN1uqNVqjI2NwW63IyIiAjExMZBIJFhfX8fS0hKKi4vDTgI++ugjxMXFoaenBxaLBRcuXDiwcfyd44MHYo/Hgzt37sDtduPatWsBS5ppaWn45JNPcP/+ffzrv/4rzpw5E1apemxsDARBICsrK+wgDAAOh2NPmSgpKQmfffYZ9fmNjY17jB+WlpZCZrWkA5HT6UR9fX3Y/rczMzN4/Pgx+Hw+Pv300z0vN51OR25uLnQ6HSoqKoK+UEVFRVAoFIiOjsbw8LDPpofFYiE+Ph79/f0+gTgxMRFcLhfd3d1oaGgI+BlkyauzsxMXL170+Xe324329naYTCaIRCJcvXrVZ+67tLSUGmkKdD0sFguRkZFQq9VobGwM+H1IVFZWYmhoyCdwOxwOvHnzBmazGUwmE2VlZSgvL6c+NyoqCt3d3bhw4ULIz9iNiooKdHZ2gsPhIDs7G4mJiUhKSgpaGi9pLcHYfxnDhnEDCf8uAZJzf78vBoMB3d3dqKyspPSqgb9XSVpbW/Hpp59Sm5m5uTm8evUKq6urEAgEKC8vR0lJCRV4f/rpJzidTsTHx4PBYCAlJWWP6AhBEJiZmcGzZ88gk8nQ1NREfWZ3dzcYDEbA2WyBQOB381JbW4u7d+9ieXnZbxC/cOECZYFKqlGxWCyIRCIkJSVR5h7+NN6DgcPh4Pjx4zh+/DglN2m1WiEQCNDY2Pje5THJe/j23HRJSQmUSiXl970bDAYD586dw9zcHLq7u9HZ2YmOjg5wuVxsbGyAxWIhOTkZDQ0NewLuDz/8AAA+VaxQIAP3o0eP8PXXX6O5ufm9kMUO8GHwQQOxy+XC3bt34Xa7/eoFvw2JRILPP/8cjx49QktLC8RiMcrLy/cwm0nhCKPRCKPRiM3NTRw7dmzfLNb5+XmfAMHhcHDz5k2qRFhUVEQxpF0uV1Axi+7ubgwNDUEikeCTTz4Je8ZUp9Ohp6cH6enpOH36tN/AVF1djdHRUbS1tQUNShwOB2w2G2tra9je3vZ7rpqaGty9e9dvRnvo0CH09/fj5MmTAQOk0+kEi8XC7OwsnE4ntcgRBIGuri4MDw+DRqPh7NmzAR2sMjMz0dHRQekfB0J2djYGBwcD/vvb1y4UCtHf34/z589jYWEBb968gc1mA5/Px4kTJ/yy8ysrK9He3g6Px7OvufC8vDx0d3cjOTk57PEWppiJ/D/7bs5ItnZRUdGeIAz8XSHum2++QXt7O6qqqvDq1SssLy8jNjYWN2/e9PkdCYLAysoKqqurA87m0+l0LC0tYXt7e0/5cmJiAkNDQ0FL/GSf/21IJBIIhUK8efNmj/LWbhQXFwfkb4jFYrx58yYsMZdAiI2N/dVGy94Gi8VCcXEx+vr6kJKS4pf9HRcXhytXrsBsNuPp06dgMpk4e/as3+9sNBqp2X2Hw7FviU+pVIrPP/8cDx8+xI8//oja2tp9+4sf4NfBByNruVwufP/999ja2oLH40FkZGRYJcaIiAgUFBQgPT0dVqsVAwMDUCqVUKlUUCgUUCqVMBgMsNvtyMrKQlNT077ngUniVUVFhV95yvT0dGpRn5iYQExMDIaHh3HixAkf4sf09DRaWlowPz+P48eP70tooa2tjSplNTU1BQzedDodMTEx6O/vB41GCyrzOT09jaWlJYqk8va94fF4GBkZwfz8vM+cbjCHIrvdTtkdksbvc3NzyM7OhkqlwpMnT6gS2uzsLGprawPeB5LlHYrpTJaww5mlJs87ODiI0dFRqNVqsFgsnD59GrW1tQHV2KKjo6HVan0cwML5LLvdjtHR0X2bSLyN1tZWEASB8+fPByQWkfPSw8PDEAgEuHDhAsrLy/0+MzqdDrOzs2hsbAxKVJLJZIiIiMDRo0dhNpvR1taGgYEBFBYWBt1cKJVKeDwev78dWcXYD3GOhEAggE6n+937/3o8HqhUKlRVVflsWFNSUmA2m6FQKBAVFQWRSOTzG6jVanR0dCAnJweXLl0KSDR7/PgxUlJSsLa2BolEErai4G7Q6XQUFBSAIAjIZDIYjUaKtHdQrv794INkxE6nE3fu3AGbzcb169eh1Wrx5s0buFwunx1/IEgkEjQ3N8Pj8eCrr75Cbm4ucnJywOVyA84ZhguDwQAajRZUPpIct2lpacGDBw8oVSUSHo8Hz58/h8ViQUpKChobG8NeeDweD+7du4fV1VWcP38evb29uHfvXlAt3ZSUFNTV1eHNmzeg0+kB2amZmZno7u5GfHw8pqam/Ja0Kioq8Pr1a58skE6nIyMjA1qtlgouMzMz6O7uppSUSC3wqakpPHnyBLdv36YWZXJhGh4ehlarDVpOq6ysxE8//RS0J0062ajV6qBtB4/HA6VSiaGhIQA7GduNGzfCfk7y8vJgMBj2LZ949OhRGAyGgASlcGAwGGCz2QKaW5DIzMykssVQGR8pxBFqoT127Bju3buHL7/8EgRBQCqV4uLFi0HlQp1OJ0wmU8B7lZaWBg6Hg66urn21ioCdnnagbPv3hKmpKdBotIDve3NzM9ra2tDe3o729nYwGAzKFILsh1dXVwetBnk8HjidTlRWVmJubg5TU1Nh6y34w5EjR5CXl4fXr1+jt7cXXV1dSEtLw9mzZ9/5nAd4f3jvGbHD4cCdO3fA5XJx/fp1MBgMJCQkgMPhoK+vb9+Zx4sXL+BwOHDp0iVERUW9F1nBFy9eIC4uLqRyE5vNRklJCUZGRuByuZCXlwcWiwW9Xo+HDx9ic3MT586dC9m73Y21tTXcuXMHHo8H169fR0xMDHJzc6FWq2GxWILOd5LsYHIu0d+CKRaLoVQqYbfb4fV6/WZrMTEx0Gq12N7e9jvKRGY8HR0dGBgYgEAgwJkzZygJzby8PAiFQiwsLEAsFuPy5ctITU2ldv4LCwuwWCxBFxoej4fBwUFsbGwEDWIOhwMTExN+Nx7Ly8tob2/H69evsbCwgKysLLDZbGxubu5LdD8hIQEKhWJfVn7ATpZqsVgwNTX1TiU/l8uF1tZWFBYW+v3dzWYzVY5kMBhQKBQoKCgI6ewjEomgVCpDzjrz+Xzw+XxMTk6irq4O9fX1AY8nCAJv3rzBy5cvAezwEQKVSrlcLlQqFbKzs/f1vqrVar+CGL83vHr1ChwOJ+BvTqPRkJWVRY0ViUQi8Pl8sNlsZGRkoLGxMaQ2+tjYGMxmM2pqakCj0SiXtF+SxbLZbOTm5qKiogJJSUmQyWTUmnaA3xbvNRDb7XbcuXMHAoEA169f3yORFxsbC5FIhL6+Ph9/20AwGAzQaDQ4c+bML86CSZBerefOnQtrkaDRdvxdCYLA4OAgDAYDRkdHUVhYiAsXLuxr7MVsNuPBgwcQiUS4du0a9fl0Oh2pqamQy+V+g+NuxMbGgs/no7e316/6EZ1Ox+DgIAQCASXr6Q9Op5MStCBBEAT0ej2sVivm5uaQkJCACxcuoLS0FHw+HwKBABqNBiUlJYiIiEB2drZfZTKhUAi1Wk0dFwh2ux3j4+NBF96YmBgolUpkZWVR98tgMODnn3+GSqUCsNNDP336NNLS0qjy+n6CAJ1Ox8zMDCYnJ/dtZ0kqe5EiKsGu9208fPgQXq/Xb0m6t7cXPT09exZfrVYLgUAQdM4W2MmILRaLX5W1t0Ha+8nlcr9z5ARBQKFQ4OnTp1haWsKxY8dAp9OpwODv3BKJBOPj4zAajUH143fD5XLh5cuXyMnJ+V1rNXd3d8NkMoUlc0uj0RAZGUm5NGVkZCAhISGsZ2RkZITalEilUuh0OoyMjCA7O/u9mEoIBALo9Xqsr6//YqGRA/xyvLdAvLq6ih9//BFRUVFBPWTj4uIgk8lgs9mCZqTLy8t48uQJysrK3hvBgCAI3L9/H8nJyWEvEOvr61AoFIiNjcXi4iK2t7dx48YNai43XCiVSrx+/RrZ2dk4f/68z/3h8Xjg8/mU20swYkZMTAyEQiF6e3v9ZpQzMzOw2+2Ij48PuOFJTEykGNZCoRByuRzPnz+nVJcuXrzos1sWiUTQ6XQhs1gejwedThdSzzs2NhYKhSKo8TuDwYBer8fa2hol2DI5OYnY2FicO3cOlZWVe3pnHA4HIyMjWFxcDGt2mwQpiLI74IcDPp8PnU4Hm80GjUaDxcVFREREIDIyMmj2YjAYMDQ0hObm5j0ZrsfjwePHjyn5V5JBu+3cxuzjWSyMLyC/Lj/ks5eeng6NRoPh4WEkJiYG7bEnJydjYWEBcrmcerYIgsDAwABl0Xno0CGcP38ecXFxSE9Ph0qlwubmZsDqVmpqKhQKBQQCgV8WNEEQUCqVlNKaTCYDn89HU1PTrybAsV9YLBZ0dXUFVe17X3A6nZiYmKBU+HJycjA8PAylUvnexDpcLhdGRkYOZo1/B3hvgfjbb7+FUCjEJ598EnQBIs3K+/v7YTKZkJeX5/fF6+rqApPJ3HefKRjkcjmsVisuX74cduai1Wphs9mwsrKCQ4cOUb7B4UhiAjsLDmkeUFVVFbQPGRMTg9XVVcjl8pAlo+joaERHR0Mmk8Fut+/Z1W5tbWFsbAwVFRUBS610Oh1Wq5XSH56bm0NBQQEuXLiAjIyMgPdnc3MTBoMh5Ms7Pz8fsjzNYDBgNBqDjobNzc1hfHwcNpsNdrsdxcXFaGpqQl5eXsCAGRERgcHBwaBGFm+Dy+ViZGQECwsLYZlN7Mb29jYsFgtu3rwJj8eDoaEh6nch/Wvf/h5PnjwBh8PB0aNHqb+ZTCa0tLTA5XLh4sWL1CbKY/dAUaFAxPMIsF6y4JxyIvZS8D4xg8FAXl4eJiYmoFAooFKpMDs7G/DaMjMzsbi4CLlcDqVSCaVSCavViuzsbDQ3NyMlJYW6BjqdDjabDaVSGfA5ZbPZcDqdUKlUfkuqL1++hF6vB4/Hg1AoRGlpKerr63/XBKKffvoJycnJ+x4lehdERUVBpVJR7QUWi7XHtCZU5SwckBr1UVFR70QEO8D7w3sLxAMDA/B4PGE5o/D5fGRmZkKlUsFoNCIvL8/n/8nMzERubu572x1PT0/j9evXlHhHONja2sLTp09Bp9Nx8+ZNZGZmYnJyEqOjo2GVMN1uN+7evUvZz6Wnp4dkjmdkZGB0dBSDg4Mhy4pisRixsbGQyWRYXl6mZDDX1tYwPT3tl+UN7GRdZImNlAw8f/48UlNTQ/52ZA9ZKBT6ZZyTEAqFe8rYgUA6R709O6vVavHixQsMDAwgKiqKkp9MSkoK+R0lEgnUarVf9ncwsNnsoK5Mb4PM6gYHB+HxeMDj8VBSUoL8/HxkZWXB4XBAo9FArVbD6XSCw+GAy+VCo9HAbDbD7XZTjlTPnz+HQqFARkYGPv744z29Wtv3Nti+s4FwEKBt0+DQOJDyn1JAZwf/jkwmE4WFhSgqKkJ0dDR0Ol3ALJbsa5aWliIuLg5FRUWoq6tDRkaG33sRGxuL0dFRTExMBKxYpaSkQKfTYXFxcY8uNbDD2E5KSkJTUxMyMzMhkUh+t5kwsCPROjExETLReF+IiIiAyWTCzMwMpUdAmtbw+XzIZDJYLJawtQoCfcb8/DzGxsaCbpgP8OHx3gLxbmeUgoKCkA8rh8NBbm4uNBoN9Ho98vPzfRbs9/ViLi4u4sGDB5RdX7gg/Yxv3LhBlQ/JklsoberFxUX8+OOPAIAbN27AaDSCw+GEVdLKzc2lnJ5CaUwLhUIkJCRAJpNhYWEB2dnZlG/r271Xp9NJuQstLi6ioqICZ8+eRXJyctj3mk6nY3Z2FiaTKehmhMfjQavVwuv1Bt34SKVSKJVKiEQisNlsvH79Gu3t7bBarUhJSaF61PuZoSS9k8fGxvY1Xy6RSKDVan1cmd6G0+lER0cH2tvbMTc3h8zMTAgEAhiNRuqes9lsxMfHo7CwEMnJyVheXkZ/fz+Gh4exurpKeSlrtVpotVrY7XY0NTVR3s+74dA7sPhgEd6tf2MU04HY/xQLNp8d1nUxGAxER0eDy+VSYi6BKjp0Oh1CodBvFv82kpOTIZfLIRKJ/G7KyDEZuVzu035YWVnB+Pg4SkpKwg5sTqcTP/74I3p6eqBUKjE9PY2srKxfJTC+fPkSMTExQcmU7xvz8/NYWlryCZIxMTHIysqCXC7HyspKWHybQPglJiYHeH94b4GYwWAgPz8fGo0GIyMjKCwsDPkis1husih/AAAgAElEQVQs5OfnY2hoCFqtFrm5ue/dNcRiseDhw4dISEjYl9RdW1sbZmZmcPXq1T2kDBaLBafTCbVaHZDFODo6iidPnkAqleLq1atgsVjQarWQSCQhGeMEQeDRo0dwOBw4cuRIWCS1yMhIpKSkoL+/H1arFSsrKxCLxVS512q14ueff6Z6ygKBAJubm7BarZTilL95x0Ag+6mhCFHhsKdpNBrGx8cpYt7m5ia1QcjKynrn5yEuLg5KpTKgcUEgOBwOjIyM+GVpW61WPH/+HH19fRQzu7GxERkZGUhKSoJCofAblLhcLpKSklBcXAwulwu9Xo+NjQ2sr6/D6/WCy+Xi008/Dfhb83J5WHq6hK2lLdAiaFi5uoK5+DmfLDMUpFIpRVYMVW0JBxwOB6urq9S4m7/zCYVCWCwWDA8P73kOkpOTodFowtpskgz+jo4OcDgcnD9/HsnJydDr9SG5Ju8LPT09OHz4cNAq0H7hcrmoqoLD4QCHw9mjk93b2wuBQOA3+HM4HEilUshkMnC53LA0GvyB9Ko2mUwHYh+/Id4ra5rBYFCjOEajEQUFBSFfdgaDgcLCQoyMjECtVlMjKO8DZGk4IyNjX0GYLDc2NTX5fcBTUlKg1Wr9LiLd3d2QyWQoKSnB6dOnqetXq9WIi4sLmh2S89cOhwNXrlwJKtzxNvh8PtLS0iCXy7GxsYGkpCTMzc3h5cuXGBoaAo/HQ0NDA+rq6igFp+joaMzPz2NwcBBqtZqSBXx7Z0wQxB6lrt391GCEqKioqIDlaZIM9Pz5c2rU6vz586irq0NcXNwvDhIsFgtjY2Ow2Wz7mr8kS+/R0dEQi8UgCAI6nQ7Pnz/H0NAQJZtYU1OD2NhY6nsyGAwsLy9jYGCAUpjajeXlZUrAhcfjobq6Go2NjeDz+RgbG0N+fn7A554WQUP8fxcP6WUpUv45BZx6zjuLZmRkZECj0cBgMCAvL29fLG9/SEtLo8aOArFv09PTIZfLQafTqWeaRqNBJBJBLpcHFWwxGo24f/8+VldXUVNTg5MnT4LP50MsFoPP52NgYCBsbYJ3hdPphEajwUcfffTOz6XH44HJZIJarUZ/fz96e3uhVqsxPT2N5eVlTExMQKPRQKlUUraGW1tbOH/+fMDnQigUYmtrC0qlcl98iLdBVqUyMzPD5r4c4P3ivc8RM5lM5ObmQqVSYXx8HPn5oRmedDodhYWFmJycDMmi3Q+USiUWFhZw5cqVsB/SiYkJvHnzBjU1NQGDDI1Gg1AohEKhoFi2BEHgwYMHmJycRENDg09ZWKVSITk5OWDPkvQsJmU238VnlcfjQSwWY3x8HIuLi1hcXERKSgouXryIkpISnwArFouRn5+P8vJy8Hg8WK1WaLVaaDQaLCwsYHt7G/39/ejo6IBSqdxDrmMwGBgYGEB5eXnAe8vn833K0263G93d3Whra4PFYkFqaiouXbqE4eFhaozrfYHD4eyr5wvs9M2sVismJiYwPz+P9vZ2TE9PIzU1FRcuXMChQ4cC/jakfvPQ0BAMBgMsFgv0ej16e3uh1WpBo9Fw6tQpHD9+HDExMaDRaJBKpRgbGwvJO6DRaGDFssCI2ikzj4yMQKfTITExcV8ZP0ni0uv1UCgU8Hq9QW0fQ4Ec0ZHL5QEZ56T+tUqlQmFhIbV5EIvFMJvNPtkyifHxcbS1tSEvLw/Nzc0+Qibr6+sYHx//4IF4c3MTOp0upOkKCYIgMDc3B51Oh/7+fvT19UEul2NychJutxsSiQQlJSU4deoUjhw5gtLSUsrOMDk5mapmnTx5MmRgTExMhFKppExC3gU8Hg9GoxFWq/VXLb0f4O/4IBKXLBaLkj6cnJwMyIzeDRqNhry8PMpn9H30LJRKJdhsdti+sUtLS3j06BHy8/NDCkKIxWKKuJWRkbEnk/WX9ZKB2J8q0vDwMH7++WckJSXh448/fuc5wZmZGUqC8o9//CPKysqQkZER8nxkQCgqKqJKjFNTUzAajQB2NKjr6uogl8upF57spwYSFiFBlqdTU1Px8uVLdHZ2YnV1lRqHycrKAoPBgMvlCouNvR+Q8pX7YZharVaMj49jdXUVDocDZWVlaGpqCqtMbjabERUVhdraWkxOTmJpaQlcLhcZGRk4ffo0ysvL/fa609LSoFAowGQyw3bYycvLg8lkgkKhgNFoRGRkZNiz9kwmE8XFxfB4PNBoNNBqtWAyme+s0RwdHR2SxJiUlIShoSFqPI4Eee1vE+vGxsbw8uVLFBUV4fjx437Xj+npaVit1g8+fuPxeKDVakNKbyoUCrx8+RJ9fX2UDK9AIEBubi7q6+spNa2srP+XvfeMbSvN0vx/pCiKEmnlHK2cbSVnW7bLrrKcyjmUe6p3GgP0DjAb/rvADAaYxX7YL7vA7pfFArvY2ZkudHWXq1yOKtuyrXKQbVlWJClROWcq50BRFPn/INw7khlEybKrpqYfQDAsUryX5L3vec85z3meWPz9/W1yYlQqFYGBgU5LUEokEvR6Pb29vU6PZNqCp6cnWq3WoU/1n/Dh8MG0pt3c3IiJiUGtVovybM4E44SEBEZHRykvL8ff339DQh6jo6M8efKEwcFBkfa/FgwGA7du3cLf399p2beIiAgqKyvR6XQolUouX75sN1tqamoCsCJWFBcXU1lZSUZGBocOHVp3ZmI2m6moqKCwsJCGhgYWFxcJCgrasByeUD5MT08nKyuL1NRUgoODUSgUtLW1sbCwQGxsLBKJhKmpqTW1lufn52lraxPNG/bv388nn3xCaGjoqvf6bkl4szA9Pb2KRGULAkv7xx9/FMvPPj4+REdHk52d7dR3YjKZqK2tZWhoiNraWgIDAzl16hRpaWmEhYU5XNzkcrkonOFsuVnQZI+NjUWv16PVaqmrq2Npacmp0r5EIiE8PJxt27YxOzuLVqt9r36rMyTGoKAgKisrCQ4OFudgXV1dRfZ5SkoKRqORgoICdDodaWlpoumKLXR2djI+Pv7BlbgWFxfXDMSPHz+mubmZ6Oho9u/fz4EDB8jIyCAhIYHg4OBNa7fZgo+Pz4ZbFQK8vLxoaGhgbGxs3dyDP+H98cECMSyXBmNiYsT5XWfLHrGxsczNzVFaWopSqXS65CL4HqvVahQKBVlZWTQ3NxMREeGwfGc2m7l58yYuLi5cuHDB6WDo5uaGwWBgZGSEy5cvO7zZRkdH6enpERcNoZTd1dXF0aNH163oZDQaefPmDU+fPmVoaIikpCROnDhBdXU1e/fuXbdTizMYHR0VxR3gnxiXKxdWQFQhe/LkCR0dHcBy1nT58mW7ZBepVEpfXx+9vb2bShoJCgqyywoVXI9slZ8DAwMpLi5ecxxvampKLN8Lm779+/eTmJi4rkUxLCyMpqYmOjo6nK7gwPI9lpiYSGpqKjMzM+Jc+MTEhOiDbA+Dg4MiN8BoNDI1NbXhjEgulzM/P++QxKhSqcSNSnp6unifCdlyQ0MDarUaWLZMXGs0p7KyEldX13V9XhvB0tIS1dXVDgNxUVERhw4dIisryynG+WZCqVRSV1fH7OysXcczZ+Dq6ioS737O89y/RHzQQAzLC4VAItLr9U5naiMjI+j1etGAfC1tVlje5U9OTpKbm0t2djaBgYEMDAyIikn2AuWDBw+YmpriypUr616EwsPDbZbc3oUQtPz9/ZHL5atK2c68NwEmk4lnz57x8uVLpqenycrKIi8vj8jISPr6+mhtbSUoKEjsQW4mJBIJjY2N4oIkk8no7u6mt7eX5ORkcT752bNn9PT0iIFtdHSUyclJoqKiHPa8vL29N708JpPJ6Orqoq+vT1ywBwcHefr0KSUlJczNzZGZmUleXt6q8rNCoWBwcBCj0WizZLu4uEh5eTlv3rwhJCSEAwcOkJ6ejp+f34azkrCwMLH8v16BBZlMxtatW8nIyBCFUqqqqujq6sLLy4stW7YwODiIWq0W5TMbGxuZm5sjMDCQnTt30tvby/j4+IYzovDwcHQ6naj7bQvR0dFUVVVZac4HBARQX18vqrqt1feempqirKyMffv2fXCfXbPZjFardRiIKysrRa7FT4G5uTlaWloclulnZ2fp6emxOyEhSGnOzc39rGVGf4n44IEYlskAQhl3aGhoTenB8vJyNBoNBw4cICoqitLSUubm5pza7UVERKxa7OPi4kR1oeDgYKusqLi4mM7OTs6dO7ch2TiJREJoaCiVlZUOFWpkMhmjo6NotVpqa2txc3NbNylrZmaGb7/9lpmZGfbv38+RI0dWEW0qKyuZmpqip6cHtVq9odEkR9iyZQtqtXoVmU7QlR4YGBD7v6mpqZw8eVIMbHNzc8zOzq7Zq1WpVNTX1zM9Pf1es5G2zru6uhpXV1eePn2KTqdDoVCIxCl7ZCWVSkVpaSmpqamrHp+YmOD+/fu4ubmRl5dHVFTUppQeBZP4qqqqVaSm9UAikRAcHMz27dsJCQmht7cXrVZLVVUVTU1NYuDNyckRSYUxMTF4e3uLY3YbzYhWzg3bGxuTSqXI5XLUajVJSUniuM6WLVtENTZ7GtYCJicnuX37Nn5+fut2zNoI5ufn17RnbG1tFcVNPlY2bDab6ezspLS0lI6ODpaWlmz6pg8PD1NYWEhpaSmdnZ2o1Wq75jsmk2ndqnR/wvvjowRiWC6fhIWFUVFR4bAP8fbtW2pqajh06BBJSUkEBASIUo4b6V9IJBJSUlIYGxujrKxs1cydwBw9evTohuXiBDvE+fl5urq6HCpJRUdH09DQgMlk4vz58+vaPZvNZr7//nsUCgVffPGFzXJ9aWkpkZGRnDt3Dh8fH4aGhsTRpN7eXhQKxXuZZwh+vy4uLoSFhdHf38/bt28xGAwsLi6yb98+jhw5QlhY2Kqb2MXFhZaWFtGv2NENvrS0RGNj46YScDw9Pamvr6ezs5Pw8HBOnDhBRkbGmhsvlUpFR0eHKIgBy0H4wYMHZGVlsWPHjk0ntoSHh9Pc3ExNTQ1bt259L7exLVu2kJycTHJyMl1dXSwuLnL16lUSEhLw8fGx+h6EMZawsLANEyXtzQ2vhKDK1dnZuaqsLGhYO9p0T01NcevWLdH1633GiYTZ+omJCYebfLVazcTEhF3r0ZXnPjAwsG5+xqtXr6iqqqKhoYHW1la6uroYHBxkamoKs9mMQqHAaDRSXV3N27dv0Wg0ok53e3u76DkcExNDVVWV6Fne3t7O48ePqa6uxt3dnSNHjohMbHubpeDgYDQazapRs/VgcnISYFOMKf4l4aMFYlhe2EJDQykvL7c5g/v69Wvq6uo4cuTIKtKIj4+P+He9vb0bkr4UjiWIMchkMp4+fUp2dvaG2YaC25TRaOTChQu0t7c71PMVyGgdHR3rFm8vLCxkYmKCK1eu2LzIzWYzZWVl7Ny5UxSVEEaTVCoVAwMD1NbWotVq0ev1NueFnUFPTw+9vb3odDrR5eno0aPs3bvXbjXA3d1dZMYGBAQ4rAIIPd2NlGcdwWg0Mjw8zMWLF9dl+6ZQKNBoNCQnJzM5OcmDBw/YuXPnBxvzkEgkJCcn09nZSWVlJXNzc6t0njcCgSVdX1/v0GpzdnaWmpoadu/e/V4LqTA37OLiYndcTyjDr7SelEqlKJVKKisriY+Pt1llePjwocjl2Ggfc3Jykps3bzIzM0NMTAyNjY12zSlguf8bFhbmUHhELpcTERFBeXn5mvKv76KpqQkXFxdcXV0xmUzMz88zPDwsjnZpNBp0Oh3Dw8N4eXkRHBxMVFQU27Zt4+DBg6SlpREaGkpAQADu7u6UlpZSXV1NW1sbAQEBnDhxgszMTPF+DwgIoK+vz6pXD8vX38zMjJUzmzMYGRnhzp071NXVERER8ZOV6f854qMGYljepQcHB1NeXs7U1NSqEmRXVxeZmZk2L/iGhgYGBgaYn5+nvb3dpj71WhC8QcvKylYxHDeC3t5e8vPz8fLy4tKlS+IMr1qtdtjjFARMJiYmKC8vX9OhCJbfe01NDSdOnLCb0Qr94Xf1pSUSCf7+/qSkpJCZmYmbmxt6vV6cFx4aGsLT03PNntzIyAgvX76kv7+fxcVFQkNDOX36tMO52pXnMDQ0JGZLcXFxdgOLRCJhcHBwQ5aEjhAUFIRGo1l3gPfy8hKrAEVFRezcufO9DNqdgZDheHh4oNFo6OvrIz4+nu7ubjQaDWVlZZSXl4tZlMlkcip7ETY54eHhNr+z9vZ2xsbG3rsasXJu2B5xy93dnYmJCXQ63apStL+/v10LRYPBwNu3b8nLy9twxt7d3c39+/fx9vbm0qVLbN26VTQVsaV50NfXR319PSdPnlyz+qFUKsV5+PWQpmJjY4mPjyc+Pp6kpCRSUlLYtm0bmZmZJCYmUltbS0pKCp9//jkJCQlERkaKBElbVQ25XE53dzfZ2dkcPHjQ5oYmOjoajUZjk+AVEhKCWq1eU8b3Xdy7dw9PT0927tzJ69evbcoW/wm28dEDMSyXCgU7xJV+mFFRUVbEi+npae7cuUNPTw/79u1j//79DvWpnTl2bW0tPj4+Nn1gnYFWq6WoqIjY2FhOnjwpLjReXl7U19dbbTDehSDe7uHhQVlZmcMd9OTkpGgH6YhFWlVVxcLCgkNtZYlEQmBgoDgvLDCVhVnS0dFRvL29xR670WikvLycFy9eoNPpkEgkZGdno9friYuLWxehw2QyMTw8zNzcHCaTyaEZg1AiXa8loSMIGtnd3d3rCvASiQSj0YhWq2XXrl0fPAivREBAAFu3bqW8vBy1Wk17e7tIHktJSSE2Nhaz2Ux9fT319fUkJCQ4zGRVKhXd3d20t7fbrAL5+/tvmvh/WFgYOp3OyhlsJSIjI1Gr1VbcgaioKCoqKqycnYSscKObZ8GKNCEhgePHjyOVSpmZmaGiokJkfA8NDeHj44OHhwd6vZ5Hjx4RERHhFDNbEPHYt2/fhgR5bOH27du4u7tz/Phxp/8mKCgIuVxOeXm5WKZ+Fy4uLnh6elJRUWFVonZxcWFiYoLGxsZ1jYY1NDRgsVjw9PRkYmJCVPj7E9bGTxKIYTkgClqp9mj3Wq2WwsJCPDw8uHDhAmFhYaI+dV1dHTqdbl361GazmVu3bmE2m7l06dK6g7jZbObp06fU1dWxZ88edu/ebfUcwUfUmbJOQEAAY2NjNDQ02LzgBYlOLy8vPv30U4ev9fbtW0JCQpwmOQk9oLS0NNLT07FYLPT09KDVasWNjtBCECRCMzMzCQwMpK2tjf7+fqectgR4e3tTXV1NbGwszc3NjI2NERoaavM7UCgUtLS0MDw8vKk6woJGtr2ypy2MjY3x5s2bjx6EBQhl/bS0NM6ePUt6ejoxMTEidyI6Opq0tDQaGhrQ6XRWpcZ3IfhQvzty9iEgEAftbQ6lUikSiQSNRsP27dsZHR0Ve59Go5Ft27atCsSzs7OoVCqHhhy2sNKKdN++favEeu7fv49cLufLL7/Ezc2N7u5ukdzW3NwsatQ7s2EvKCjAy8trTeEPZ1FcXCzq3a+XixAUFISHhwelpaXo9XpiYmKs7lVfX1+7Jerw8HCqqqpwc3NzWuglODiYuro6ent7mZubY2RkhOjo6E3bTP+S8ZMFYljOIP39/SkvL19lNj83N8e9e/dob28nJyeHI0eOrLoQZTIZqampolFAamqqU0H10aNHjI2Ncfny5XVfHCaTidu3bzM0NMTJkyftMr99fX3RaDQkJCQ4tdiHhYVZlYH0ej0vX76kuLgYuVzOxYsXHQY8oT+8e/fuDS2uLi4uKBQKxsfHRYKIr68vhw4dEpnrKz9/nU7H7Ows3d3dTs/8SqVSwsPDefv2LZGRkaJGbnR0tM1FxtXVdd3ylGvB3d2dpqYmp0l/IyMjFBQUsGfPno9iLGAParWanTt32i3HCuIeziycCoWC/v5+mpqa1uVMtRF0d3eLKmr2EBISIpKPhHGqoKAgPvnkE6tZeF9f33UHYaPRyK1btxgdHeXUqVOr2l7Dw8Oo1WpOnz6Nh4cHgYGBpKWlkZmZSVxcHDt27HBKL19ASUkJBw8e3JQNzsTEBEVFRRw8eHBdVp4rERAQQEREhFjxCgsLs2pB2StRu7i4MDMzQ21trdOqax4eHmRkZJCVlcXY2BiTk5OMjo6KnJ6ZmRlcXV3/xMa2gZ80EAMisUggUc3MzFBQUIBMJuPcuXN2y1ptbW10dnayuLjo1NhASUkJbW1tnDlzZt3MYYPBwPXr11laWuLSpUsOe4xyuZz6+nrm5+ed6hPJZDImJyepr69nbGyMoqIiGhoakMlk5OTkcPjw4TU3GT09PbS1tZGbm7uui9xgMFBRUSGWni0WC9nZ2Rw7doykpCS7C39tbS3BwcEMDAzYHYOwBYVCQXx8PK2trUxOTopzp7YkUP39/amurnY48jQxMcHbt2+pqKigqakJmUy2Zv9XKpU6NZ4xNDTE48eP2b9//0+uNFRVVcX27dsdzmBLpVIaGxuRy+VrXncREREiAWhqagpfX99NV34aHx+nuLjYqRaGUKU4d+6cOE61GUQfk8nEN998Ayxbkb7b9nrx4gUuLi5WGtISiQSFQrHuillVVRWZmZmbkgHm5+ejUqk4cODAe72OUqkkLS2Nvr6+Vdr4AlaWqN9tBQhZcW9vL62trSQlJTm9KRbMQObn51Eqlfj5+XHv3j0CAwPXpY3+LwU/eSCGZVa0r68vpaWldHd3k56ezvHjx20uDl1dXTx8+JCWlhYiIyM5evQotbW11NfX2+0Z19fXU1lZyZEjRzZU1rpx4wYGg0E0fF8LCwsLNDQ02CWqvIuIiAi0Wq04g5uXl8e2bdsICAhwKrBWVlayuLjoMPNQ69XcrL/J/OI8C0MLvHjxgrKyMpul57WOqdPp8PX1JT09nbKyMgICAqyylzt37hAUFGQVPGQyGTExMUxPTzM5OYnRaEShUNgUZVhaWkKr1VqRi4xGI/fu3aOyshKDwUBAQAAWiwWdTsf4+LhDdqtQnnbE6B0YGODJkyccPHjQ7kbwQ8NgMDA+Ps7Q0JBYGVqLyazT6fDy8lozELu6ujI+Ps7Y2BgzMzNoNBpxfjswMPC9GNNms5mSkhKKiorw9/fn008/XfN6qqqqYvfu3ZuuBvf48WPm5ub4sz/7M5tM+devX5Odnb1hC8F3ITgYva9Gfnd3N3V1dZw7d25dDH97kEqlJCYm0tnZSXV1NSkpKavWScFE5F1RIoFDImjBO8NDWPm3AidheHiYtLQ0FhcX0ev176X+9UvFz2bYKzo6mi+++AJXV1ebO8re3l5ev37N9PQ0crmcX/3qV+Ku+erVq9y6dYtvv/3Wyj+4r6+P4uJisrOzN5TZFBQUYDQa2b9/P2/evGFubo6jR486/JucnBwaGxspKCjg888/X/MYMpmMwMBA5ubm2Llz57rPcWBgwOEGo7CtkLPfncW0ZEKChCueV7gcd1kUs1gvhPJhfHw8vb29FBYWcu3atVVZzOTkJNXV1Rw+fNjq7wXS1zfffEN6ejrd3d02e9s5OTmMjIzwww8/EBwczLZt2wgLC6OwsJCZmRkuXry4iuTW399PQUEBt27d4uzZs+KCMTMzQ1tbm6gcZTabaWpqIiEhwSrz6uzs5NWrV3zyySfr3rRtFBUVFdTV1WEymbBYLFgsFvExYSO3GQvySgQEBNDT08OXX37JzMwMarWatrY26uvr8fT0JCUlhbS0NKczIMFxqLCwkMXFRQ4cOOAUwam/vx+LxbKpo2qwvJHp7e0lLy/P5nsYHh5maWlpU/v+AslpI/O3K6HX63F3d980wpeAzz//nG+//Zb79+9z4cKFVY/l5uby8OFDJicnV22IcnJyePDgAdeuXSM/P5/vvvuOa9euOXU9JiQkkJCQwP3792lubiYhIYHbt2+zY8eOP/WN38HPJhADNneSer2eV69eMTk5SUhICJmZmbx+/XrVhaBQKLh69Sp37tzhxo0bnD17Fj8/P5FxHBsbuyECRXl5OXq9nrNnzxIQEIC3tzcFBQXk5+dz+vRpu4uUVCrlxIkT3L17F7Va7ZRN244dO8jPz8dgMKzrIjWbzczOztpcUAwGA5WVlfx1yV8zb5oXf1/mUsbXp752+hgr0dDQgNlsFjc1hw8fZmhoiHv37nH16lXxMzl06BA//vijXSauTCYjNDQUo9HIzMyM3ePl5eXR2tqKRqOhsLAQi8WCRCJh//79Vkzz0NBQrl69yu3bt/nqq69wd3fHYDBgNptxdXXFy8uLmJgYcRTowYMHnDp1Cg8PDywWi6g+lZeXt2Enoo2grq6OwMBAkpKSUKlUeHp6IpfLkUqlGAwGvv76603X/l0Z7FUqFbm5ueTm5jI8PExVVZVo3xcYGEhmZqbd8rLRaOTFixd0d3eLr6lSqUR2vKPsyWw28/z5c4KCgjZ9YdZoNMjlcrvn3dDQgIeHx6YKTygUCoaHh99b+9psNmM2m1f9bmZmhufPnzM6Osri4iLwTyplMTEx5OTkrPkZymQyTp06xc2bN5menl613gpE2HeJpqGhocjlcurq6rhy5Qrfffcdt2/f5sqVK05fk3v27OHRo0dERkYSExNDdXU1u3btcvbj+BeBn1UgXonBwUFevnzJxMQEQUFBHD9+XCRBvHnzhvr6+lWlWJlMxsWLF3n48CF37tzh008/paioCF9fX44cObLu47e3t6PVajl48KBYugoNDeX8+fPcu3ePmzdvcuHCBbs3sr+/P3v27KGkpAQ/P781yzFBQUG4ubmhVqvZu3ev0+fZ29u7akTBbDaLpfqpqSnc3Nzwc/PDZd6FJZaQICFAubFSnMlkorS0lJiYmFXv+8yZM3zzzTc8e/ZMZHdHR0eza9cu3r59i7e3t80+ckhICP39/Q4DMSzLlArkuOHhYe7evWuXPKVSqbhw4QLXr1/H09OTvXv3EqzVKU4AACAASURBVBkZafU9Cd/pDz/8QEJCAnq9HpPJxLlz5z66EIHFYiEqKspmSd1oNH6QYxqNRpsLaUBAAHl5ecAyD6O6uprHjx8jk8mIjIwkJycHb29vzGYz1dXVVFVVIZfLOXz4MHFxcZSXl1NdXS0+5u/vT2ZmplXFw2QykZ+fj9FoXNdojrPo6OhwyF3Q6/VOW046C19fX/R6/Xu/TmZmJjqdjsLCQmJiYujo6KCjowNPT0+ysrIIDw9HIpEwOztLZ2enWMnw8vLi2LFjDjkwPj4+KJVKysrKrCp7FovFJnFy69atNDc3s2vXLi5evMj169cpKCjg1KlTTr0ff39/EhISKCkpYc+ePdy6dYu0tLQ/9YpX4GcXiEdGRigqKmJsbIyAgAAuX75sdWGFhoaKPdiVkEqlnD59mmfPnlFYWIhMJuPs2bPrPofx8XGePXtGSkqKlQqRr6+vWAq/fv06Fy9etLtwp6WlMTY2RmFhIZcuXVqTJBYbG0tra+u6AnFLS4vYi/ndy9/xf7r+D2bM/FXsX/Fvzv8b/P39OT57nD1/v4fOqU585D787szvnH59AXq9nmfPniGVSq3KzQqFguPHj/PgwQMaGhrEjGD79u2MjY3x5MkTLl68aPX+w8PD0Wg0SCQSBgYGnCqT9/f34+rq6jCTefr0KUqlcs22QHZ2NkFBQfT29hIdHU1iYuJPIkBgsVjsZhdC9rPZMBgMa2aDsbGxxMbGin68jY2NfP/996JgByx/xyvHgYaHh/Hz8+P8+fN0d3ejVqt5+vQpsDyyqFKpWFpaYmhoCLlcztmzZze97A7L+tCOWgvT09MbagM5glQqFdXX8vLyNpxtKxQK8vLyKCoqoqenBzc3N44ePWq1UfP19SUiIoIDBw4wPDzMq1evuHXrFseOHXO4CUlJSUGj0Vj9fmlpySYvZ8eOHTQ3N4tZ9OnTp7l7967T9yws32u3bt1iZGSExMRENBrNhufBf4n4SQKx2WwWR5YSExMJDg6mv7+fsrIyRkdH8fPz48KFC3b7RllZWeJu2tZNfOTIEZRKJTU1NWg0mnWVpc1mM/n5+QQEBNi9UDw8PLh27Rq3bt3iu+++E7WdbSE3N5fR0VHu3bu3Zm8lJyeH+vp6hoeHnSKQTE1N0dHRgcVi4fuH3/Pfhv8bC5YFAP57x3/nN7Lf4I8/gcpAWv+/Vmpbail5UUK4+9q9z5mZGZHAMTg4iNlsFisTtoJGaGgoqampvHnzhsrKSry8vAgLC2Pfvn0MDQ1RXFxstYP29vYmMDAQFxcXfvzxR/bu3cvWrVsdBsOmpiaHZJiBgQGGhoY4f/78mu8RljcDH6sX7Aj2ArHJZPog4x6Tk5NOM6VlMhlZWVlkZWVhMBhobW1FLpcTFxdndd4rR8MiIyOJjIwUs9+JiQnx+t+3b9+G1PEEjI6O8vDhQ+RyOUFBQcTExBAWFiYGP7PZbHfjK4zobSZpyGw209PTQ1JSEu3t7fzxj3/k+PHjG866IyMj+fWvf+308wMCArhw4QLPnz/n0aNH7N27165wTUJCAhUVFataB6Ojo5jNZpvkRKVSKTqtpaamim06rVYrVk/WgkwmIzc3lxcvXoiBfNu2bR98lv2fCz56IDaZTNy6dYvZ2Vnc3d1paWkBlgk8Pj4+nDt3bs0gFBQUhKurK9XV1at24yshsDBfv37N1NSUTdKQLZjNZiwWC3Nzc3YDPSxfWJcvX+b+/fvcvn2bEydO2LUzFEq3d+/e5dKlS3YXH4VCgZeXFxUVFZw4ccLu+Qk6z0JJNz4+HnmMHLdv3VhYWA7EMqmM1rFWoryXFxuJREJ6QjrV5dWUlpbyySef2Hz9+vp6KioqWFhYQC6XYzKZCAoK4tixY2tmLq6urkilUuLi4hgeHqampoaqqiqkUqnd97x//37u379PUFAQtbW1FBUV4e3tTWhoKElJSas2OM+fP2dychKZTMb8/LzNcZ7i4mICAgKc9rD+0JiYmKC5uZm4uDi76mkfOyM2m80MDAywb9++df+tQqFwqExmMBisFnOZTMaePXt48OABZ86c2ZR+95YtW0hKSmJ6ehq9Xk9raysWiwWFQkFkZCQWi8UuC3tlj3WzIIz/7d+/n71793L37l3u379PTEwMhw4d+mj+vp988gm+vr6UlJQwPj5uc/xJqVRarZt1dXUOe+ZyuZypqSnx/xEREeLa7SxCQ0OJiIigpqaGtLQ0qqqqnF6Xf+n4qIHYaDTy/fffs7S0xBdffIGHh4dITFhvGScyMpKWlha7gRggOTkZlUrF48ePmZ6e5tSpU2veEDKZjC+++GJV6dkee1EqlXLmzBl+/PFHHj58KPbJbD3v/PnzfPfddxQWFjrcRaanp1NSUoLZbF51rsPDw5SVlaHX65FKpURGRpKZmUlxcTEHDx5kdnEWuYscKVIsWJBKpGQEW6t7paamolarrV4flslpWq2WpKQkdu7ciUKh4Pnz5+j1+jWDsNFopKamhtTU1FXWdM3NzRQVFTE+Pm6TiKZUKjl79iylpaX09fXh5eWFh4cHMzMz3L9/n/j4eHbu3IlWq6W1tZUTJ07Q0dFBbW2tze8+NjbW6bnmD42mpiZevnwpGq6/yyxfCXtZ7+Li4qZnxLW1tQCbZlxhMplobGykrq5OtGF8F6GhoUilUlpbWzeFqSyXy61Ky8IoVkNDA5GRkXbJS8LmbmJi4r3cyFZCp9MRHR0tbjrn5uYIDg6ms7OTP/zhD5w/f/69x5qcRUZGBj4+PhQWFqJUKm2SRd/VE5+YmFjz/FYS/JKTk9HpdGsS8t7Frl27uHnzJgcPHhS1E9ZjkPFLxUebIzYYDNy4cQOJRMLVq1fFm0QikWxot+jj4+OUibyXl5doUdbc3OzUULpgzNDW1oZarSYiIsIhsSA2Nhaj0UhZWZnd+VS5XE5oaCgVFRUORTD8/PzQaDR4eHiI2fHz58+pra3FxcWFXbt2ceTIEeLi4tDpdOL8sJvMjUspl5hcmCQtMI2vz35NhJf1MYKCgqiurrZyiWpubqa0tJRDhw6RlZUl3lzOfs6PHj3CaDRa6Xc/fvwYHx8fpFIpDQ0NVt6+wue9detW0tLSRJ3cwcFBYDkQabVaOjs7OXDgALGxsfj4+PD69WureUhYJoD9HFxfuru7efbsGZmZmRw/fpzW1lbq6+tt2kA2NjbS2tpKbW0tNTU16HQ6amtrqauro7OzE5PJ5FR7xZk5YpPJJE4SrNfz2Wg0MjY2xuLiIkajkaamJl69ekVpaSn9/f34+Pjw2Wef2f38Ozo6mJyc/GBSoXK5nJ6eHsbGxjh//rzd+1wikVBdXY2np+emsOOF6YRPP/1UtCysqqri9OnTZGdn09LSQmVl5Zp+3JsJb29v3NzcKCsrIyQkZM0g29fXx9TUlM1qh9BK3L59u7iJUSgUaLValErluuawZTIZKpWK8vJyUlJSaGlpWTVWKkxFrERHRwdlZWWEh4f/Yu0VP0ognp2d5fvvv8fV1ZUrV65sioeru7s7tbW1LCwsrKnc4+HhQWJiIjqdjpqamuVS7hoZnuCAMzg4SEVFBf7+/g53zxEREcjlcsrKylbJda6ESqXCy8uLsrIyXF1dbfaPJBIJbW1ttLS0oNFoGBsbIyYmhhMnTrB9+3b8/f3FC/VdfWkfdx/OJJ3hXPI5/D1sl2YFhrUwqhMaGsrS0hIPHz4kPT3dSiNboVBQV1dn03BcQG9vL2q1ehWzHZaFGrq7u7lw4QLJycmo1WpGRkbsyoO6uLiIN7bQP2xpaWF+fp6MjAzx3Nzc3BgdHWV2dnbD8n8fEoODgxQUFJCUlMTevXuRSCTExcWh0WgYHR21mmcXtK/9/f3x9fXFy8uLLVu2oFKpWFxcZG5uzil9bGcC8aNHjzAYDHz++efrzrS7u7spKCigrq6O2tpa+vv78fX1Zd++fRw6dIiEhASH6l8LCwu0t7dvqtf0u3jx4gWpqalrVkW6u7vp6+vbFIev6elp6uvrxVJ/U1MTfX197N69G6lUSnR0NDqdjoGBAZvf/4dCYGAgY2NjVFVVkZSU5HDdHR0dZWBgwKbmfWdnJ+3t7Rw+fHjVNdPR0cH09PS6N1be3t4i6bKnp4eQkBCUSiVms5k//vGP+Pj4rGor/PDDD1gsFrq7u23yEn4J+OCBWPD+VCqVXL58+b1ZqYIYw/Pnz5mdnWV2dtYpzVxXV1dSU1NpaWlBrVYTGRm5ZuYkkUiIj49nbm6O0tLSNXV8g4KC8PX1pby83G7A8fX1xdXVldLS0lWuS1NTUxQXF1NUVCQKZuzfv59Dhw6xJXAL1+5d429+/BsaRhrIi8tDgkT0H16vIpFKpRKVdqqqqsTRB3sl84WFBerr623KQprNZu7du0dYWNiqBdZgMPDkyROys7OJiIgQ54bLy8uRyWRrBlCJRMKWLVuorq4mOjraqtfl5eVFSUkJKSkpP6sbc3R0lPz8fCIjI1eNzQnvuby8HIVCseo6Eh4LDQ0lLCyMiIgIoqKi2Lp1KwaDgcHBQUwm05rkorUCcXFxMR0dHZhMJtRqtfij0Wjo7OzEbDajUqlEUZF3P1cfHx+ys7PJzs6mra2N0NBQjh075vT15+fnt+muWu9Cp9OJs7WOIMg3rtfqzxZcXV1F56alpSXKysoICgoSA5RcLqelpQVPT0/6+/tJT0//aOz86OhompubaW5udrjpmJubo7293WYZu7KyErPZbKUHMDs7S1dX17p9i4X2xevXr0lISBCnFgS7VKECJ2S/BoOByclJ5HI5Q0NDREZG/uL0qj9oIJ6bm+POnTsiCet9Fszh4WFevnzJq1ev6O7uxsfHh71799LY2MjWrVudKkdKpVJSUlLQ6/VOZbkCoqKikEqllJWVramt7OPjQ3h4OBUVFXR2dtrUUQ4KChItBqenp3nz5g0ajQaj0UhaWhrHjx8nOTlZXOCu3LpCYWshEwsTNAw3YLaYSZAn0NLSYuU/7CzkcjnJyckMDAwwNTWFu7u7TWs8WC73arVaFhYWrN57cXExw8PDVqXA+/fvI5FI+Oyzz8TfqVQqXF1dxYVqLcbk7du3cXFxsZm9eXh40N/fj8lk2jSJwveFyWTixo0bBAcH2yTbCeXB8vJyp6/Zrq4uJicnmZqawsXFxaHsqU6nw9PT0yoQm81mioqK6OjoYN++fezatYukpCQSExNJSEggKCiI8fFxmpubqa6uRqvVotFoaGtrIz4+3mbQqK2tRaVSrau87eLiQn19PYuLi+uy0FwPPD09qaqqEjXs7UEulzM7O0tNTQ3bt29/r4VdKpUSEBBAY2MjHR0d+Pv7c+zYsVWfm9FopKurCxcXFywWy0crUUskEmJjY6moqLDrQy08r7a21mYLpK6uDldXVytOgZeXF1qtltTU1HWXjOVyOYuLi2IwT09PRyqVsnXrVmpra+nq6hINN8LDw5mYmKC/vx+DwYDFYtn0GfCfGh8sEBuNRm7cuIFCoXDYr3EEg8Eg+uHW1taK0oifffYZiYmJeHt709zczMTEhNPlHolEQkJCArOzs5SVlTlt8xUSEoKXlxfl5eVruveoVCpiY2PRarU0NjZazad2dHTQ2trK7Owso6OjBAcHc/z4cXbs2CGSWlbib5/9LWOGMQBMZhMquYpEY+Ka/sNrYWJigtLSUoKDg8VNgC0IIviVlZWrspnJyUmKiorIzc1d9Rl2dHSg0+lEV5uVEDyohUXeVrnVbDbz8OFDxsbGuHTpkt2SrEqlorS01Gbf+adARUUFIyMjXLp0ye75TE5O0tXVRVtbG1u3bl0zM2xvb2dqaoq9e/dSXV2NTqdjdHSU6elpZmZmGB0dZWRkhJGREVHdymg00t/fL45yvXnzRtT0PnDgAAqFAg8PD5RKJSqVCn9/fxITE8nKyhIz3tjYWOrq6tDr9TZLj7W1tXh6eq5bi3tkZAS9Xr9pvsfvwsfHh/n5eSoqKtYs5wsa7zMzM+89yuTl5cW2bdvIysqyOY/u5uZGbW0tW7dupaen54O9f1twdXWls7MTvV5vl6AniAnZCqpNTU2ANblPLpej0+no6+sTHZbWA4HdvWXLFnx8fPD09EQqlRIcHExNTQ2Li4viaKGnpyf19fW4ubmJLZFf0ujTBwnEwoiS0WjkypUr69otmc1mmpubRVOCyclJsUeakZFhZUpgMplobm5ed98pKiqKiYkJampqMJlMTs2S+vr6ioSrrq4um9muAIVCQXJyMnV1dVRXV+Pj40NlZSVFRUW0tbWhVCo5cOAA09PTDA0NkZycbHdRbh1tpW6ojkXzIh6uHvyH3f8BY5eR4ODgdRNuVuLu3btilmYwGByagAcEBNDZ2UljY6O4iOTn56NUKsnNzRWfJ5Sqo6OjV2XYZrOZFy9e0NPTw6VLlxgYGECr1VoRrgwGAzdv3mRycpLPP//cYcVCpVLR2tqKRCL5WWTFGo1G/N5XQhg5e/z4MR0dHWIZrqqqak0iYHd3N3q9no6ODhYWFjAajYyOjjI4OEhHRwddXV309PTQ09MDLFehBgcHGRoaor+/n56eHubn55mbm2N+fp7FxUVCQ0PXXDTlcjkGg4G2tjYkEgm9vb309fXR3d1NV1cXAwMDLC4uMjY2Rm9vr/jT398v/gwMDIg/Q0NDDA0NYbFY6O3t3bC95cTEBDKZzOHcdX9/P0NDQ7S2tpKYmGh3/RE2mBqNhqSkpA8iLCJgZmaGxsZGPvnkE9G69WMSj2ZmZsTP3RYkEglqtZrw8HCrADc2NoZer7f5txEREajVagC745v2IJPJMBqNImNb2MyrVCpmZmZoamrC398fLy8vFhYWaGlpwWg0YjKZ6O7udmoj+88Fm34lmEwmvv/+e1Hj9/r16yLb1RFGRkaoqKigr68Pi8VCSEiIU6YE6enpVFZW0tXV5dSudmpqivLycrq7u1laWhIN66empkR5RkcICQnh4sWL3L17l++++46LFy86nDWOj4+npqaGJ0+eIJfLycjIYNu2beJNGB4eTn5+Prdu3eLIkSM2A+v/PP4/CfMMo6yvjM8TPufPt/85v6v63XtZpFVXVzMzMyPqx8Iy6crRhuTkyZP84Q9/oKysDKVSydTUFF988cWq57x48QKJRLJqPtBkMvHdd99hMBj47LPP8PHx4cyZM1a6tcIMM8C1a9cc3mSjo6NoNBomJiZ48+bNe4lDbBa8vb1pa2sTR8PMZjOVlZXU1dWxtLREfHw8+/btE7/7hw8fkp+fz69//Wu719DS0hKenp5cvXp13edTUlJCfX09f/7nf874+Dj19fXiz+HDh21ea0LbZnBwEIvFImY9EolE/JFKpbi7u7O4uEhPT4+VUcXK/9v6VyKRMD4+vqHN07NnzxgdHcXNzY2IiAhyc3ORyWSi/GpjYyNSqZTMzExaWlq4ceMGV65csXstJScno9Vq+fHHHzekwucsmpqakMvl+Pn54ebmhkajWTXm9y7MZjNGo5GFhQXc3d3fe5Mgl8ut9KvfhUwmY3x83KpsLpSLbcHPz49f/epXGz6/hIQE6urqmJ+fX/X73bt309nZyYsXL7hy5Qo6nY6FhQWUSiUmk4mQkBAeP37MmTNnfhHBWGJZeQe9JwQT7sXFRTETfvnyJW1tbXh5eVmZXE9PT6PT6WhtbcVgMODl5UVaWhrJycnrWlTv3r2LRCKxeyOZzWZqamqor69nZmYGpVJJSkoK6enpyGQy9Ho9Dx8+JCgoiNOnTzt1TIPBwK1bt1haWlrl+GQ2m2lvb6e6uprR0VFcXV2Jiopiy5YtaDQau4phr169orGxET8/Pw4dOuTQjaavr4+CggL+4i/+YkPBx2w289VXX5Gens7S0pJ43Pn5ea5cueLwb+vr6ykuLkYikZCWlrZqMRkdHeX27dt8+umnqxb5+/fvMzY2xhdffLHqhhV8nr29vTEajUxPTxMTE0NfXx9Hjx61ucMeGhpCo9EwPDzMtm3bSExM5JtvviElJYXdu3ev+7PYTBiNRtH/1sPDg+npaSQSCcnJyezcudNmBvTVV1+RkZFht6Lz4sULhoaG1vxe3oUwv33w4MFVJUWz2czLly9paWkRHZKE8Zu2tjYWFhbw9fUlIyPDLrv9ffH3f//3nD9/fsOiK1NTU+LcMiyzg/V6PS4uLmRkZIjZttCzX1pa4urVq3aDhaBf/j7n5Aitra08f/5c/LxfvnxJV1eXlXLWzMwMxcXFDA0NYTAYxN9LJBJ27dr1Xm2oV69e0dvby7Vr1+w+55tvviEqKspKUdBsNvMP//APToktrRcWi4WvvvqKxMREK4EZYQTQ39+f8fFxJBKJuDmcnZ0lIiJC1Cr/KaRpNxOblhGbTCZu3ryJTCbj/Pnz4i7lyJEj7Nixg6dPn/LDDz8gk8lEV5zFxUUUCgVbt24lJydnw/OfGRkZPH361EqkYuXuXhDBOHnypBXLMyQkhHPnznH37l1ev37tVKYpOD7dvXuXGzdusHfvXrq6uujr6xPlIE+cOLEqw+zt7eXJkyc2b4bc3FxSU1N58eIFt2/fxtPTk4SEBNLS0qwWkObmZiZcJ0j+38n0TPZwLukcvz/3e2RS577OlpYWzGYzOTk5/P73vycpKYmUlBRu3LiBXq93aOOWkpJCbW0tJpPJykHl1atXBAQErArCc3Nz6PV6Pv/8c6v3oVAoiI+Pp6GhAX9/f65du4ZSqaS/v59nz55x+vRpsTQ9MDCAWq1mfHyc7du3c+TIETGwpaWlodPp2Llz50+aFcvlcr788ks0Gg3T09NkZGQQHx/v8JxUKhUjIyN2H9/IPrm/v5+XL1+SkZFh1dcTtMK3bNnC69ev0Wg0zMzM4ObmRlxcHNnZ2R8lw3ifEUZPT0927txJTk4OL1++ZHx8nB07doiEHwEymYwrV67whz/8gdLS0lUtlJUICAjAz8+PoqIiLl68uOHzsoWOjg5evHhBenq62LLYtWsXzc3NYptienqaoqIi9Hq9qBgWGxsrbsbVarXoHW7vPayF6elph6NlsHw/jo+PW/1eKpXi5uZGZ2fnpgdiiUSCq6srJpPJ6rHIyEj8/f3R6/Xi9SmMLwntweDgYIqLi8nNzf1Z8EQ2ik0JxEI52mQyceHCBasb2dPTk/Pnz2Mymairq2NychKlUklqauqm3PSCoo1OpyMxMdFqd29P8WolhEz0+fPnZGVlOe0MEhERQW1tLa9fv0alUrFjxw67Pq7Hjh3jm2++sWuN6Ofnx8WLF0USVXV1NZWVlcjlcnx9fYmKiiIxMZGBgQH+19D/omd+uS94t/Euuyt28293/Vunzrm2tpbg4GDa29sxmUzs2LFDHC968uQJf/Znf2a3fzU4OMjExIRNlbLTp09b3VC1tbXI5XKbLYaRkREaGhrYt2/fqn5yaGgoO3bs4OHDhyQlJYkOTRkZGVZsVFjW6O7q6mJmZuYnJ3DIZDKHam/vQqlUMj09bfdxWwIHjjAxMUFBQQHR0dEOTQ1ycnLQ6/UMDg5y+vTp9/bQXS82Q0vAlgHJu5DJZKSmplJXV+cwiB0+fJhbt24xODi4aYzciooKNBoNKSkpqypHCoWCsLAw3rx5I84Xe3p6Wm3cBWRlZaFQKHjz5g179+7dUG95fn7e4b1hNpuZmJhgaWmJuro6qwkKuVzO3Nzcuo/rDEJDQ20G+OnpaXFjYDKZyMzMFDcTx48fp7i4mPHxcQYHB2loaCAlJeWDnN/HwHunDwI7WihHOwqsMpmM7du3k5ubu6k7b6HXW1lZyddffy0ycn/9619z8eJFp0tscXFxKJVKiouLHT6vq6uLO3fu8Lvf/Y6GhgaRnRkYGMi2bdvsZkAeHh5kZWVRVVW1qvT0Lry9vcnLy+M3v/kN165dY9u2bZjNZtRqNV9//fUyW3ZxVHz+vGme1rHWNd/f7frbfHnnS77v/p7klGQ0Gg0hISHijZ2Xl4dEIuHhw4d2X+PHH38kJCTEZtlYJpNZfactLS12+/xv3rzB29vb5thUUlIShw8fZnFxkaSkJK5cuUJycrLNEpRUKuXSpUs/eRDeCLy9vR0ucOsJxAaDgbt37+Ln52dlcWcLBw8exGw22zUs2WxMTk5SU1MD8EGJUe8iKyuLxcVFuru77T7H19cXX19fkaPwvnj27BlarZYDBw7YNI/Jzc3FYDAwPT3NyZMnuXr1qkN+hhBkhoaGNnQ+BoPBobqWVqvFYrGwfft2SkpKrDbULi4uH8wJTCg3r4TJZKKwsBAPDw8CAwORy+W8ePFiVYVIEMsJCQmhsrLSYWXp5473yohNJhPXr1/HaDSuKkd/LCwuLtLe3k5ra6togCAo/GwUGRkZvH371qrMPTMzI84GLy4uir6twjxkSEgIL1++tKmnvBLZ2dk0Njby+PFjp8ghKpVKdL6B5XGWp0+fcin1EjfrbzK3OIe7zJ3LqZcdvs53td/xFz/8BXOLc8iRE9gYyLaJbauyJsE4/M6dO5SXl1tlVGq1mvn5eafLd69evWJubo5z585ZPWYwGBgeHgaWe2i2NkuhoaHrZmL+c4Ovry+NjY12H3e2NG0ymbhz5w6urq6cOXPGqb/x9PQUiVObmRGbTCZ6enro6+tjeHiY6elpFhYWVvndzs/PfzTtZZlMRkBAAFVVVQ7nl728vJicnHzv4xUUFNDX18fJkyftXr8qlQq5XE50dLRTM8UmkwmLxbKhHrbRaGR+ft7uccxmMxqNhtTUVHbt2kV9fT3l5eWr7FgXFxedduvaDJSWlgLLpeuTJ0/y+PFjccpFYG9LpVKOHDnCnTt3iI+P59mzZ5w/f35Tqi0fG+8ViKVSqeh4cufOHVHI4EPS8i0WCwMDAzQ1NdHZ2UlwcDCJiYmkpaXx4sULxsbG3uv1k5OTefv2LbW1taSkpKDT6WhoaGBmZkYUvVipwu2ymQAAIABJREFUxSwgISGBsrIyXr9+vSb7Oi8vj9u3b4s9IgENww10TnSyK3wXvu6+fKX5in/3+N9hsVj4H5/+D/5yx1/S3d2NSqXiHz//R3aH76ZlrIXzSefZF+nYSedG7Q3mFpczLyNGbtbdZLvvdiuBDj8/P3Jzc3n58iVGo5H9+/eLs6lqtZrMzMw1N1y9vb0UFRUxPz9vV3v46dOnIvP1+fPnVFdXk5eX9y/OLDwgIMBmf0yAI2cmQPQK1mq1yGQyLl686HSfXHAaex9tbpPJRHt7O52dnYyNjTE7O8vS0pLIrPby8iI5OZmIiAgCAwORSqX84z/+IwMDAx8tEMM/8Ugcwdvbm97e3vc6zvPnz+nv7+fs2bMO+6mCOIWz+geDg4NIJJINVRIESV17m5DKykoAkfORlpZGTU2NKNEJa/s7wzK56vXr1/zqV79a9zmurPr09/fT0dGB2Wzm3LlzuLq6kpuby927d9FqtYSEhIijTu7u7hw9epQnT54QEhJCSUkJBw8eXPfxf2q8dyD+zW9+AywzDwsKCvj666/57LPPNt3jVfDHbW5uxsXFhYSEBHbu3LlqEfnss8948+bNe7FnBZWc8vJy0cQhIiKC48ePr1nC27NnDy9evFgzK/bz8yM2NpaioiJRtev/qf8f//7Rv8fVxRVXqSv5V/P5q4K/Yt60TOv/j4X/kaOxR9Hr9QQHB+MideEvc/7S6feVHpTO49bHGJYMyCQygmXB+Pr62ly0ExMTkcvlPH36lK6uLmQyGTMzM7i6uto1H5idnaWyspKOjg6MRiOhoaFcvHjR5ucwPDxMf38/p06dIjQ0lO3bt/PkyROuX7/OiRMnPprq0M8BwjU1NzdnMyBKpVLGx8f5wx/+YFWiXlpaYmFhARcXF5KTk1ctnM5AWNzXI5E6OTlJS0sLfX19jI+PYzQaxaA7OzvLoUOHHDofwbJ4xMjIyCrTkQ+NqKgocUNpL5hlZmai1WppaGiwmgV3BhqNRnQIsxeEhcpaa2srsbGxTvejBwcHNxSEzWYzLS0tDuUtm5qaVmk4Z2dnU1NTw+vXrzl48KA4irrWfSmTyTbUR5ZKpSwtLYnnW1xcjEKhICkpSWw3eXl5kZGRQWtrq5j5Chl6UFAQaWlp9Pb2MjIyQltb20fT894sbFrqGhAQwJdffsmzZ88oKCggLi7uvX04TSYTnZ2dNDU1MTIyQkxMDJ988oldmb+QkBCMRiPj4+Pr7nsJKl5tbW1iL2TPnj3rUsCJi4ujtLSUly9fcuzYMYfPPXz4ML///e958eIFR44c4W+f/i3zpnnmTfNIJVL+d8X/XsWCdnVxpWeyh5mZmQ3ND//dgb/jueY5NXM1ZIRlcM50zmHvPDo6ml/96lfk5+cTExNDamoq+fn56HQ6UlJSxJuuurqajo4OsWKQlJREVlaWw0Xj6dOnBAYGimU7Hx8frl69SkNDwy9Oum5gYACpVGpXvU2wzRseHrY5B282m5HL5SQkJFjN6wpZzkYdhMrLy5FIJNy7d8/u3C8gLpJTU1OYzWbc3Nzw8fFh27ZtxMXF4enpKY64BAYGrlkx8fDwsMnO/ZAQ1qHZ2VmHc/+BgYE0NzevOxB3dHRQUVHB3r177SYhgi2mh4cHOTk56xIhGhsbW5P1bAuNjY0sLS3ZJIfCMrlvfn5+1QZbKpVy8OBBnj9/TnJyMuPj47i4uKy5EfDy8toQy9/f35/u7m7i4+NpamoSZ/Df5Y5s27aNtrY2kfF/5MgRMQ5kZGTQ29tLZGQkJSUlhIaGbujz+qmwqTVkqVTKp59+SldXF0+fPqWvr4+zZ8+uqwRlsVgYHh6mqamJ9vZ2UX7v2LFja5a8JRIJ0dHRtLe3O2UbZzabaW1tRavVMjExgUKhICUlhezsbPLz81Gr1avEx53Bvn37+PHHH+1mOAKkUimHDh3ixx9/XBb4WBF0pRIpYZ5h+Lr7srC03FtTyVWES8NppXVDfVN1hZp/teVfce1fX2NkZIQnT56syTIUiBICJBIJpaWlYv8GlrOb8PBwpyoGsLwYzczM8Pnnn1s9tpEs5OeOsrIyAJt9W7PZzOjoqKjzOzs7CyAKZ8ByBqVQKKxGxd4XgpmEj4+P2FNbKdqx8v+Tk5NMTk5y+PBhoqKibN4PUqkUV1dXuru719Rv9/Ly+kmINRKJhNnZWYfXqbu7O1NTU+t63dHRUZ4+fUpycrLDzLO4uJiUlBSb5K21sLS0tKFZ2cbGxlWEzHchiPO8q0EdFxdHc3Mz9+/fx8XFxakNcnd394YSr/j4eMrKyigsLGR4eBipVMr+/futXksqlZKbm8ujR49wd3dfxZQWGPR3794lIiKCkpKSVaYrP3d8kGZuVFQUX375Jfn5+dy4cYMzZ844NX/W399PRUUF8/PzJCQkrBLKcBYxMTG8fv3aYSAeGRmhsrJSlAUMCQnh0KFDq4LOmTNn+Pbbb7l+/ToXL150uo8WHR2NUqnk5cuXHD9+fM3n+vr6cvfuXf5z5n/mr0v/GplUhq+7L3+996/5m31/w/+t/L9YsPDb7N9SX1GPUqlc98U+NDSETqcjNzcXpVJJfn4+YWFhTm0wJBIJdXV16HQ6kpKS2LNnD/Pz86Liz3oJevX19QQFBf2L6QVHRkai1Wppb29ncHCQ0dFRpqamMBgMYm9YIpGIDksChMxienr6g/grl5aWolAouHTp0prP/eGHH8R2iiMolUrRR9oRfHx83rsXuxFIpdI1S6dzc3PryqQMBgP5+fkEBwc7rFR1dXVhNptXEaDWg/DwcN6+fYvJZFpXYmAymewmQtPT03R1ddll2Ofl5XHjxg2R67EWdDrdhkh/7u7uBAcHMzc3x9zcnM3pCwEBAQHEx8czOTlJZWUlwcHBornHli1b2L17N9XV1aLq21p2mD8XfDD1A7lczoULFwgJCSE/P19kyNrC0tISJSUlFBUVkZKSwuXLl8nKylp3EIblfoEgl7gSBoOB4uJifv/733Pnzh0mJiYICgpCoVBw6tQpq/KeIAbg5ubGt99+69QCI2D//v309PSIGY4jHDp0CADXNlf+a9B/5b9E/xduHrzJFpct+Hv483e5f8d/yv1PBCoDxf7wemA2mykoKCA0NJSkpCTKy8uZnZ1dc/4SEM0Zdu3axW9+8xtxXMDDwwMfH58NseTn5uY+2rjMT425uTmam5sxmUw8f/6ctrY2TCYTYWFh7NmzhytXrvDb3/6W6OhoZDIZfn5+q358fX1xc3PbULlvLQjers5gfHzcaS12Z8iSgYGBGI1Gp469mXBxcbGSUnwXBoPB6Y2P2Wzm1q1buLu7c/LkSYfPbWhowMvLa8OtOqEyd+PGjXWtRZGRkXR3d69ai0ZGRiguLua7774jICDArmWkULVzRCYUYDAYmJiYcKoSaQsCx0CpVOLh4cG9e/fo6uqy+dycnBzGx8eJj4/n6dOnq8aq4uPj8fT0xNPTk8rKSqfO/eeAD6o6LpVKOXnypKipe+XKFavdmeBbq1AouHDhwntT5CUSCTKZjIqKCjo6OnB3d2dsbIyxsTHc3NyIjY0lJycHhUJBSUmJQzEFuVzOpUuXePLkCT/88AMHDx50ajQqKioKlUpFUVHRmjeov78/Li4u7N69m4WFBbq7u/ld8e+4/uA6AL+N+C1fZn1JXFwcMzMz6y5rPXjwAFje3ba1taHVasnNzXVqsXny5Amenp6bWjIWhN7twWw2Mzw8jJubm1MWlT9n5OfnYzabuXDhwpqWfDKZzOZ3W1RUxMDAwKael8lkwmAwOCyjrsTi4qJTpcmQkBCHs7oCAgMDsVgs687u3hcymWzNQGw0Gp1OAAoKCjCZTFy+fHnNADswMGDXZtQZSKVSrl69SkFBgeh3bc8/fCV27txJd3c333zzDTKZjKWlJSwWC+7u7mzfvt2h6Assf6eurq7U1NSQk5Nj8zlms5k7d+6wZcuWdScKAkZHR0UyHSyv44K40LtrlaurKwcOHOD169eEhITw7Nkzjh49ikwmE9UaBwYGsFgs1NbWrtsv+afAR7kLjh8/zt27d7l9+zbXrl0Tm/5TU1M8evSIrVu3snPnzveWKFtaWqKrq4uFhYX/n7z3DGor37bElyKSSCLnnAwmGINxIhjnnO126n5z73s1H9+rCTWf3kxNTaipV1MzUzX1/zDzpqtfX7udGjAmgwkmZxDJBBFEFiABEgghJHH0/8A75yIrHWEcuu+q6mrbSkdH5/z2/u299loIDQ3FysoKFhYWEBoaiqysLJPyuEajsdl3YTKZuHTpEtrb21FbW4vV1VVa/br09HSUl5dDpVLZvLE5HA42NjaQlpYGrwgvPPr/HmGT2Fkw/vf0/4aX1gvCViGYTKZdjOK2tjYsLi7i9u3bkMlkqKmpQXx8PA4cOGDztRKJBMvLy7RKlwAotxtbpTcOh4OtrS2Tf99tkEBmuE5OTrh///4XXaztRW9vLzo6OsDhcMDj8cDn8+Ho6IjV1VWoVCo8fvzYZtLj4+OD0dFRs4+RI4L7CbIvbY8ACp1jCA4ORlNTk8kM/sfgcrlgMBhYWFjY9+kKa3BwcLDa/yUIAltbW7TIbwRBUMx/WySmtbU1aLXaTwrEAChL2aWlJbx9+5aWChiTycT9+/ehUCgglUrB4/GoSQ268PPzw+TkpNlArNfrUVJSAo1GY1XH2hoMBgPW1tbg6uqKhIQEJCUlQaPRIC8vD8XFxbh/31QjITAwEL6+vpSZxevXr+Hh4QGZTAYXFxcqyevt7UVERMQXHZXbC76IMC+TycSNGzfAZrORm5tL7XoKCwsRHx+Po0ePflIQJkstz549Q3NzM1QqFdbW1hAXF4fvv/8eZ86cMQnCarUak5OTtFm6aWlpOHXqFHp7e2mp2wQHB8PZ2RlPS5/ivzX8NzzrfQbCYN79ZPd3n1ZOg8P680A6j8vDsQvHEBYWBj6fT/sGamlpQW9vL06ePImRkREUFxcjLCyMVo+KNJKPiIigXUZWKpUYGhqy+Twul2u0I9br9aivr8dPP/1E9aH/+Mc/4ocffoBer0d+fj6tz/9aiImJwZkzZxAfH09dY3K5nNJcp1N5CAsLw/b2tlkC0+cIxDKZzK7khsvlYn5+3ubznJ2dwWAwaD2Xy+Xu+07fFtzc3KyWzru6usBgMGj1FclrmE7Qbm1thZOTk9VroaOjAy9evKBVdvb29oaDgwPFcaEDoVCI2NhYSg7YHgiFQpNKglarRVdXF54+fYrV1VVcu3Ztz4JOy8vLcHFxwdbWFhISEsBgMMDn83Hz5k0olUqLamfHjx/H+Pg44uPjcfHiRRw4cADh4eHQ6/W4efMmvL294enpia6urj0d15fEF9tqkGIDL168QG5uLjQaDTIzM+02Ft8NtVqN+vp6SKVSSpg8JiYGUVFRVjMg0i9ZIBDYNfwdGhoKBoNhs7xFwuugF/7F23+B7eFt8Ng8VEuq8fPNn02et729TTFXE30SwWPzsKHd6enwWDwc8j2EkuYS2kSI4uJizM/Pg81mo7GxERwOB2lpaVb9hneD3NXYc27c3d2pMRdrcHBwwObmJjQaDRoaGjA5OUnNJ+/2qCUD2atXr1BTU4PTp0/TPpYvCR6Ph7CwsE/yheZyuXByckJvb68J0/NzBGKyTUMXXl5emJqasmrbR8LBwQFzc3M2d7ouLi5fPBAnJCSgoKAACoXCpO1BOrRZk6jdDR6PBxaLhZGREas7XY1GY/Pc1dbWUhURuiN829vbX2yXJxQKsbW1hcLCQqjVamg0Gmi1WnA4HERGRpplOAM7wbqsrAxLS0vw8fExOykB7JC82Gw2YmJijCqUTk5OOHHiBJqamhAWFmaiKsbj8XDs2DE0NDTg1q1bcHZ2Rm1tLe7fvw+BQIATJ04gPz8fMpmMVmXya+KL1vx4PB5u3bpFsQz3GoRlMhkGBgYwNTWFwMBAREVFITo62uJ88W4QBIG8vDwAsFuFKCcnB3w+nzYTr2G5ATqDDgYYsKHbwPP+5xYDMckidnZwRve/7Mb/bPmfIEDgXx/713DiONGaH9ZqtSgqKqKMtiMjIxEVFWVXr5U0ME9PT7dr10TunG2JmWxvb0OpVOLp06cQCARIT0+32IN2cnLC+fPnUV5eDm9vb9o9zd8iQkNDMTZmqhf+OQLx5uamXYH4xIkTeP36NS0WqouLC62KkZeXFyYnJ2kfw37Ax8cHrq6uqKurMxknq66uBoPBsNgHNQd3d3eMj49bDcQlJSVwdHS0eO2SJL6MjAzU19fTLl+T8+VfArvXVF9fX7i5uSEoKMgq72FsbAx1dXXgcrnIyspCbW2tWU6ASqWiSFnm1oGDBw9ifHwcJSUl+P77703W68jISIyOjqKvrw8hISHg8/lU5YFUdZuZmUFfX9+eGetfAl+8+ebm5obs7GxUVFSYdfmwBK1Wi4mJCQwPD2N5eRmpqak4fvy43eWQ4uJibGxs4MGDB7QDDUEQyM/Ph1arxcOHD2kHb39nf/DYPEody4Nv3mN4e3vbSN0owCUA/+PC/6D+Pjc3t/N+VuaHFxcXUVpaChaLhbt379qllrQbVVVVeyJoMZlMMBgMrKysmD1OrVaLyspKzM3NwcvLC4cPHzYrYEFCr9ejp6cHYrEYwE55z8vL63cn+EEiMTERAwMDJokMKW7wNeHq6orAwEC8f/8eT548sXr9e3p60gqwwcHBtFoZ+42MjAwUFxdjaWkJ3t7e0Ov1qK6uxvT0NC5fvmxX2TYsLAwikcji4+/evcPq6qpZbXZymkEqleLSpUvo7u6Gq6srbZtBkhVsb793L1AqlXBwcLC4o90NtVqNd+/eYWlpCbGxsTh58iSqqqrA4XDMHufAwACcnZ0REBBgMTm8fPkynj17hsrKShOhJAaDgYyMDLx58wbBwcHUCBQZjJOSkjA0NASxWIyUlJQvqpdtD76KeWtISAhSUlLQ3Nxsszy1vr6Ouro6vHjxAtPT0wgNDcX29rbNnZc5VFdXY2lpCTdv3rRrNrOiogKrq6tmLR6t4a8P/zUuRV4CAww4s5yR/51pv5PsC1q7AcVisdX54a6uLqrK8OTJkz0HYWDnphMKhWhpabHpEvUx2Gw21YMjCAIbGxsYGxtDQ0MDnj59iuXlZVy9ehW3bt2yGITJUZ9/+qd/Ql9fH3x8fHDt2jUEBgaiuLgYa2tr6OjoQGFhIX799Ve0tLTs+bvaC7lcjmfPnuEf//Ef8csvv9gt/GANZNns45G3b8Xw/PTp01RVyFpiEBAQQOua8ff3h8Fg+OLCHv7+/ggICEBxcTE6Ojrw888/QyqV4uLFi3ZLq0ZHR0On05n9vvX19ZiamjLy1CZB2sYuLS3h9u3bCAwMxMbGhl0KaefOnYNSqcTbt2+pfrVCoYBEItn3kZ2lpSWbc/8EQaClpQXPnz+njF4yMjIwMzODyclJnDt3zmT90mq1GB4exvr6utVqF5vNxoULFzA1NWW2auTs7Izk5GQ0NzcjKioKPT091GM8Hg8xMTHg8/lUUv8t4qvRUVNSUiCXy1FSUoKHDx+aBEaDwYDBwUF0dnYiLi4ODx48oIKgQCBAbW0tXF1daTGAgR05v4mJCVy+fNlqSeVj1NfXY3Z2Fjdu3LDbZo/NZCPvuzzMS+dRXFSMAIPpjT4yMmKThCWVSs32h0nG4tLSEk6cOLHn0q1Wq4VIJMLo6Ci0Wi2mp6fB5/Oh0+nQ3d2NoKAgnDx50qgnpdVqMTk5iZmZGUomj5wHb25upp7HZDLB4/EoZxdr31Mmk6GoqIhS0Nltau/j44MXL17g9evXYLPZcHd3h5ubm12JwqdArVbj7du38PLywqVLl1BVVYV3797tm5E8GZA+TqI+R2l6LyDFP16/fo3CwkKLzmFBQUEgCMKmshybzYZAIMDg4OCeze73ikuXLuHly5cQiUQ4dOgQUlNT97SrFAgEZt2rpqamMDw8jAsXLphUcFQqFfLy8qhxJPIcBQQEYHR0FJ6enjh48KDN43Fzc8Pdu3dRWFiIn3/+maqckNeLl5cXQkJCEBsb+8mueHK53KrU78TEBBoaGqDX63H8+HFqHSKrDREREWY5A8PDw+DxeAgMDLTZv/X390dsbCxqa2sRGBho8p3i4+MxPj4OFxcXygOaTIASExMxPDyM4eFhuySLvyS+6lzIuXPnkJOTgzdv3uDRo0fUxUcKf8tkMty8edNkcYqOjoZSqURDQwNcXFxsSj5++PABPT09OHXqlF1Zb1dXF3VD7VXPFwD8/fwRFRWFiooK3Lt3zyhDnpubs1puJXeWHwvkLy8vo6ioCAwGw+acqqX3JRWzSEOHsLAwJCcnG51vsViMzs5OvHz5EiwWCywWC9vb25TDjrOzM1xdXeHn5wdXV1e4urpCIBBQNm90MTExgerqagQEBODixYsmC5Fer8fW1haCgoJozU/agl6vx4cPHyhBe29vb4vyjQRB4O3bt3BycqJ6i9nZ2SgoKLAZcOiAIAjU1NRAKBSafD6LxfomAjGwo5x1+/Zt5OTkWLSuZLPZ4HA4EIvFNuc3/fz8qLbLlwSTyURGRgbKy8tx+PDhPZd2V1ZWYDAYjCYLNBoNqqqqEBkZaVL1ISdFXFxccOvWLaPfOj09HVqtFm1tbWhtbcXBgwdt9jSFQiF++OEHzM/PQ61WIzQ0FGw2GxKJBD09Pejp6UFnZycePny4Z6LS4uIitFqt2VbV0NAQOjo6oNFoEBYWhuzsbKPvVFBQADabbVY8iCAI9Pb2giAI2n35jIwMyGQy5OXl4ebNm0a7dDJ5LykpQWxsLNrb2yk1MEdHR0RGRmJoaMjmaN3XwlcNxEwmE7du3cLz589RVFSEGzduQK/Xo6qqCgRB4Nq1axYX8yNHjkCpVKK0tBT37t2zWI6dmppCU1MTUlNT7fIpHhkZQVdXF9LT0632MukiOzsbSqUS+fn5ePjwIXg8HjY2NqBUKq3OJZOjILuTjf7+frS2tsLHx8du28m1tTW0trZSwgu+vr5Umd8cQSs6OhrR0dHQaDSUWpijoyMCAgL2TXpxYWEB1dXViI2NtShYUlRUBAcHB1pSe7bQ1dWF7u5usFgscDgcSuvZYDAgISHBZOdeW1sLtVqNJ0+eUP/m4+MDgUCA5uZmixKBdLC4uIiqqipoNBp89913Jo8TBEGVMknTh93/kQmRwWCwSFTc/e8MBgMajQYGgwEvXuyIxnwc6K0FfvJze3p6LCpzubu7Y2pqymYgjo+PR0FBAXVNfUkEBweDw+Ggu7vbpqiFOZA9Xnd3d6PdWUlJCRwcHCjFPBLz8/MoLS2Fh4cHbty4YVZH+ezZsyAIAsPDw2hsbERsbCyt8cGPNyK7WfxPnz41S1QiCAIDAwP48OEDJfvp4eGBuLg4o3WypaUFHh4e1L1OBlBSRjI8PBwnT5402aE2NzdjZWXFotiJSCTC1tYWLl68aNeO/dKlS3j16hVyc3Nx4cIFIwERDw8PHDhwAAqFAnK5HAsLC9TjR48e3dPo1pfCV1dK4HK5uHHjBvLy8lBfX4+VlRW4uroiKyvL5kk7e/Ys3rx5g/z8fCOhEBJLS0t49+4d5QhEFzMzM6irq0NycrJNYwR7cP36dbx8+RJv3rzBgwcPUFFRAWdnZ6uBXiwWw8nJiSo9lZWVYW5uDqmpqbS/E0EQGBwcRH9/P9bX1+Hk5IRjx44hLi4OTCYTGo0Gr169Ql5eHu7du2f2vPN4vM9iW7e+vo7i4mKEhIRYDMLt7e1YWVnBd99998k30vDwMLq6upCWlmYUKDQaDZ4+fYoPHz7gw4cP8PX1BZ/Px9bWFmZnZ80uGGlpaaitrUVJSQm8vb0hFAopaUprIFsBIyMj0Gg08Pb2tsg/kEql4HA48PDwAIPBoNyayP9WV1cxNzeHpKQkE3cmwNhNyVqA3W32QP7948fJ/y8sLEChUFh8r5CQEKskJhK7kxlbHt6fA2FhYRgZGdlTIC4rK4NWqzVqTXR1dZkNPnNzcygtLQUA6p6zBCaTiejoaDQ2Nu6Le5CDg4NR+4YMpD09Pdje3kZoaCiCg4Oxvb1NuUO1trbi6NGjCAkJwdLSEi5fvgxgp6xOjjDFxMTg+PHjJon74uIiJiYmMDAwgNOnT5vdIC0vL+PDhw9ITk62W9CFz+cjOzsbDQ0NqKiowHfffWd03xw+fBh5eXkICQlBa2srbty4Qfk4f0nxGHvx1QMxsJNBnzlzBu/fv6cMGOgKfNy8eZOaTX7w4AF1ka+vr6OwsBABAQF29aDkcjnKy8sRFRWFI0eO7On7WAKTycSdO3fw4sULvHz5EhsbGzZ7jAsLC/D29kZ/fz+6u7tBEAQ1rG4LEokE/f391DgJQRBgs9kwGAwYGhrC7OwshEIhhEIhTp06hffv3+P169e4d+/eF1GzIqXxhEKhxZ3u4uIienp6kJ6ebneP/mM0NjZCLBYjKSnJZLfG4/EQGhqKxcVFJCcnQywWQ61WY3NzEywWy2z7Izo6GiwWCyKRCENDQ9DpdNRMeFpamslEgEQigUgkglwuB5fLRXh4OFJTUy1WFkj1piNHjiAxMdHsc9RqNX755RckJCR8FnMIcxCJRFYDcXR0NNrb22mV7Q8dOoTW1tYvLncJ7FTVxGIxZDIZtra2IJfLaakwdXZ2Yn5+Hjdv3qSCgEwmQ1dXF44fP24UfEj1wLCwMExOTtL6jqTy2af2doEdJbvl5WUQBAGRSESVgw8cOIBjx44ZHU9sbCy0Wi0aGhpQX18PYKfV4OzsjLa2NvT19cHV1RVPnjwxOTa9Xo+ioiLIZDJwuVwcP37cbMWEfJ67u/uedalDQ0MxPj4OiUQCsVhsdG+w2WxkZmaipqYGXC4Xk5OTnzTj/6XwTQRiYMc1SS6Xo7e3F1KplLbVH5PJpIRCyPI2KY8mFAon6zJ+AAAgAElEQVTt6ieqVCoUFBTAz8+PlinCXkDK1JWVlSE9Pd3q7okgCKg2VFBNqDA9PY2AgACcOXPG5s1Mkie0Wi08PDyQnp5OlZt0Oh20Wi20Wi3W19exuroKqVRKLazr6+t48eIFNSD/OVFXV4ft7W2LxB+9Xo/S0lIEBAR8cmVCJBJhcHAQXC7X4g4oMzMTT58+pXqhwM5v8PTpU5SXl+Pq1asmr4mIiDByJdLr9WhpaUFzczN6e3tx4MABrK6uYmpqCtvb2/Dy8sLly5dpZed1dXVgMBhWv7tAIACXy8XQ0NCeFzZ7YatvLRAIaPeJ4+Li0NHRgdbW1j3ZA34KHB0d4ejoiLdv3wLYWcTb29sRHh5usd0wPT2N7u5upKenU5MOer0excXF8Pf3NyIDEQSBgoICCIVCJCcnY2Jiglabi/T1FYlEdnkWm0NWVhbevn2LH3/8ESwWC3FxcVZJk1wuF2fOnMGhQ4eQl5eH7e1tvH79GiwWC0ePHrWYEL5+/Rrb29u4d++e1XI6yWshd9l7hY+PD+RyuVmypp+fH4KDg6FSqdDR0fFFRrw+Fd9MIAZ2Sn1k39ecQYQlkEIhubm5qKmpwfz8PDgcDm7evEn7B9BqtcjNzYWLi8snXyS2IBQK8fDhQ6vP6ZjrwKVfLmFFs4JLkZeQ/yAfXJZ18hPpi6pUKhEeHo5Tp06ZBG0HBwdqls7Dw8NIVEWhUODXX3+FQCDA69evcebMmc+WTSqVSoyOjpoQPHajtLSU0vr+FExNTaGjowNsNhsXL160WG0hGZzt7e3U9yaNS/Lz89HT02MzsLDZbGRkZCAlJQU1NTXo6+sDl8tFUlISkpKSaO/6WlpaMDo6ajPxmpiYoBZtd3f3L5L902Fy0+0TM5lMJCQkoK+v74sHYmDn93J1daXEfebn51FSUoL29naThE2lUuHdu3eIiooySo5KSkrAZDJNkv7GxkZotVp899136O7uBo/Ho/X783g8HDlyBJ2dnejq6gKHw4HBYABBEEYtBjc3N0o62BI8PDzwhz/8AWtra3BxcaG9HpLkQXM6zx+jp6cHarUa33//vdVdfH19PeRy+b5U3AQCATY2Niw6Rx09ehQ5OTlwcHCAWCymPV3ztfBNBWJgh0mdl5dnYhBhC25ubrh48SLKysrAZDLx5MkT2j+2Xq9HTk4O2Gw2bt26ta/Z09jYGLy8vOye7b3z6x0sa5YBAO8n3+P/dP4f/O3RvzX7XL1ej8rKSszMzMDT0xMPHz7c026WZFbevn0bTU1NqKyspCTsrP0Os7OzEIvFWF1dxfr6OgiCAIfDoUTcPw4O5CiQu7u7xb5zX18fFhYWcPv27U/6PWQyGSoqKsDhcHDy5Emb7jBJSUlUP4+El5cXjh49ira2Njg7O9v05QV2FgpzO2hL0Gg0WFpawszMDCYmJqDRaJCVlWXxs8RiMZqbm6HT6eDn5wc+n4/Kykqkp6fvK6/BHOgwuaOjo2kZQAA74yXd3d1YXV39ohaZS0tLUCqVRteYv78/0tLS0N7ejsTERCqwkGQrd3d3o2qZSCSi5oF3rzcymQzDw8PIzs4Gl8uFwWCw6zpOTk5GQkICxsfHKY9eNptNEQwJgkB9fT2amppsStEymUy71PUGBwehUCjMkgfNISQkBAKBwGoQbm9vpyZQ9sNVbXZ2Flwu10T2kgSXy8XJkyfR1NSEzs5OREZGftPmMd/kkd24cYMiNdGxGCMRFBSErKws1NXVQSQS0dLGJUdTdDqdXWpbdDA4OIjGxkaw2Wz88Y9/tOu1cvWfhQ429ZuYXTNvpL68vIzi4mIYDAZcuXLFblGC3SC/+9raGjIyMuDn54empib86U9/gqurK5ydneHo6AgulwsejwdXV1c0NjZic3MTLi4uEAqFlDkF6fZSVVUFJpMJf39/CIVCyOVyLC4uwtnZ2WJJWqFQoK2tDampqRZvNHOvmZ+fp8QmGAwGZmdnMTU1BS6Xi4MHD9JizavVarM75qSkJGxsbKC6uhrd3d3w9PQEQRBwdnbGoUOH7BrVWl5ehkgkwuLiIjY3N6ljZjKZ4HK5CAoKQlpamlkm8draGiUwExUVhZMnT1KfrdVq8eHDhy8SiG0hJiYGTU1NGBoasqmex+VyweVyMT09/cUC8dTUFCorKxEUFGRyjSUlJaG/vx/V1dW4cuUK+vr60NraivDwcCPNc5lMhs7OThw9ehQeHn9WzSNJlb6+vlSi6enpiQ8fPtg1PkPqL1vC8PAwLf9ne6DVatHc3IyDBw/S5mS4ublZ/d1aWlrQ39+PrKysfZlAAXYCsa32JSkbK5fLMTg4aLGs/i3gmwzEbDYbd+7cwcuXL1FaWmrXzoIUDq+pqcH29rbNcldZWRmUSiXu379PmxxRW1tLza1ZA8l61Ov1ds+v/VXSX+Gn7p+wjR3DiEcJphZjIpEInZ2dexpjsgQWiwW5XA6hUIjIyEhERkZCIpFgbGwMa2trUCgU2N7ehl6vh06ng8FgwN27dy32uvV6PQYHBzEyMoKFhQXodDokJSVZHNkiCAKFhYXw9PSkxQpXKpWoqqqiCC67wWQywWKx4OPjQ2sXS1oxWlpUTpw4gejoaLS0tGBpaQkMBoPSsb148SKtvm9jYyMGBwfh7OyMoKAghISEwM3NjWLGW8PQ0BAaGxshFArx4MEDk4WSzWZ/spXo7qTAEuiUpknLzoGBAVoytgRB7As5iQ7q6+sxPDyMmJgYi7vJ7OxslJSUoKmpCR8+fMDRo0eNTFNIMR1fX1+TBb6mpgZ6vd6oxRUWFob6+nrU1tbum4HJ5xB7qaysBJfLxbFjx/bl/d69e4epqSmcPn3a4rjbXrC5uUlL8//EiRPIycmBSCTCgQMHvpg+t734JgMxsFPau379Ot6+fYvGxka7+keRkZFgsVioqqqCXq83mekjUVdXR7Ef6ZZy29vbIRaLaZHAwsLCEBISgqmpKfT29tpFvPj7w38P3bgOEYcjcC3mGuK9/6yatVtRi46rkl6vx+TkJKanp7G+vg6tVgsmkwkOhwMulwsOh0P9GYBJlm3JXYgs6VdXVxv5FhMEgampKRgMBoSGhiIxMZFarHJzczE8PIyUlBSziUNLSwt0Oh2uXLli8xytrKwgLy8PLBYLjo6OSExMpJIfg8EANpuNgIAAvHr1CuPj41aJcfPz86isrIROp8P6+joqKiqQlZVlEhw8PT1x7do1o3+rrKxERUUFHj9+bDGYaLVavH37Fmtrazh16pRdM+3AzlzmwMAAkpOTLbL5t7e37Q7EWq0Wvb29mJ6eppIsYIdLkJaWZlbIga7ISGJiIkpKSmgxoncbn3wuqNVqFBYWQqVS4dy5c1b76WRl6cOHDzh79qxJL5JsX3zMX5iensbExAQuXrxo9J3ZbDbOnTuH8vJyitn7qXB0dMTy8vInvw+JhYUFzM3N4erVq5/cniP1+UmLRFstIXvBZDKhUqlsPk8gEFBtpZ6enj2Nqn0JfLOBGNjpzZ09exaVlZVwc3Ozy1g7LCwMFy9eRHl5OfR6vQkLsqOjAyMjI7h48SJtofWBgQH09PQgKysLwcHBNp+/uLiI6elpuLu7U6b3p0+fpsUIHx8bR7ZnNh5nPDZ5T5LEdPv2baOS2McQi8UQiURQKpVgMplwcnKCk5MThEIhZYKuVquh1+uh1+uxvb0NBwcHiwSIj0GSn3JycihREJVKhTdv3mBra4t6zq1bt6i+EDluZm5mmRQzSExMtJm5KhQKvHnzBmw2G1FRUThx4oTFxYMslVvC0tISiouLERQUhHPnzmFmZgZNTU149uwZrUTnzJkzePXqFV69ekWV38i574WFBfT09GBubg58Ph8PHjywW+VoY2MDAwMDZgPCbiwvL1PXFkEQWF1dxfz8PORyOeWzGxYWRqmKjY2NYXV1FRwOBz4+PoiLi0NERAR0Oh06OzvR0NAAnU5nsuOjq38dEBAAJpMJsVhss1xuMBg+6/iVRCJBdXU1HB0d8ejRI5ufRWqYR0VFmZzz3t5eLC4umvSFSTGi8PBws+tDcHAwzp49i5qaGszMzODs2bOfZGISGxtLmeCQqndkFYicM7enSlZVVQU/Pz/aEyuWoNFokJubC71ej/v373/y2KE5eHp6YmJigtbmJiYmBiMjI+jv7zfq+39L+KYDMbATUFNTU9HU1ES5wNBFUFAQrly5gpKSEpSXl1O72KGhIYhEImRmZtIKqMAOO7W5uRlHjhyx2rchsbKygqKiIoSEhOD8+fOU9F1xcTG8vb1x/vx5q4uBVCo1mRVub29HT08PAgMDzcpAklCr1SgqKsLa2hoCAwNx6tSpz+Za5ObmBg6Hgw8fPiAlJQWFhYXgcrmUZOnbt2+N1MRIX+qXL1+ivLzcqHw3NDQEg8FgcwxnbW0Nubm5YDKZiIiIwMmTJ63uBJ2dna0aNDQ1NcHDw4Pa3ZAVgJGREVqLCJPJxP379/Hu3TtUVVVRKlfk/52dnZGVlWX3LpjEysoKGAyGxSBMShpubGxgYWEBP//8M2UEwOFwwOfzYTAYMDY2hurqaurfvb29cfLkSZOFl7SuEwqFaG1tRWBgoFE1wR7ZTQ8PD4yNjdHqW3+uBbKhoQFDQ0NWS9G7UV1djYmJCXA4HJNK2fLyMtrb23HkyBGTJPjdu3dgs9lWS8/h4eHw9/dHRUUFCgoK4OjoiKioKAQHB1PneHp6GrOzs1AqldBqtdDpdFSivL29bcScZjKZlK3rx3BycsKjR6YtLXMQi8XY3Nz8ZO10hUKB/Px8ODg42EW2tRdHjhxBYWEhZDKZzY0Ug8FAdnY2cnJy0N7e/sW1zengmw/EwI5aikKhQHl5Oe7evWsX687f3x83btxAYWEhiouLER8fj4aGBhw+fJg2pX1+fh7V1dWIi4ujlYGtr68jPz+fCrjAziJz9epVyGQyVFVV4fnz5wgLC0N6errZBWh9fZ0qo6hUKhQVFUGlUuHkyZNWKwPLy8soKCgAn8//JI1ZexAQEIC+vj5MT09TUpBkJn7z5k0jNTEmk2nUdmhubqbk96RSqdURC71ej87OTspIPCwsDBkZGTbLsa6urpDJZBYf12q1ZklhdBIuEmw2m0oqNjY2sLq6CqFQuC/n38/PDwaDAe/fv0dycjJcXFwwODgIsVhM6R17enoiMTERGxsbcHd3R3BwMNzc3EzO5draGmW4YAtJSUkQi8VoaGgw8u+1xxGKz+dTEoq28DlmPVtaWjA8PGyzFA3sVBFKSkqwsLCAK1euoKGhAUqlknqcFKPw8fExGctaWVmhFNhsfQ8ej4cbN25ApVKhtbUV/f396O3tpRI3BoMBR0dHqnrl4OBA+eySOu6Ojo7g8Xj7ds56enrg5+f3ScnQ3NwcysrK4OnpievXr3/W2V1fX18EBASgoKAAmZmZNpNcFxcXJCQkoLe3FykpKV9cUtUWfhOBGNixYSO1mh8/fmxXpuXt7Y1bt24hLy8P8/PziI6Opi00vrKygtLSUoSGhtLqU6vVauTm5kIoFJolmXl5eeHhw4cYGRlBW1sbnj17Bh8fH4SFhSEqKgo8Hg8ymQwEQSAkJAQ9PT3o6OiAq6srHj9+bHUBlUgkVHnJXm/VT8Hp06dRXV2N9fV1EylIUk3s5cuXlOAKsHMeyNcJhULExcVhbW3NYuAie6Rk6S02NhZpaWm0eqKenp4YHBy0+DiXy4VMJoNKpdqXwEkKRdiEXg8UFACbm8D164CF3XdXVxcYDAamp6cxOjoKYOe8+vj4IDMzE5GRkbR/a0s7fJlMhsrKSmpUxtvbG4cPH0ZCQgIaGxuNnvu5rBn3+3rt6+tDf38/rXl4UuWNHGfy8PCAm5ubkU1jWVkZAJjoDBAEgaKiIgCwyxzGyckJqampmJycRFxcHGZnZ+Ho6GgXOXU/oNFooFAoaFULLGF4eBj19fWIiIjAmTNn9vHoLOPSpUuoq6tDXV0dJcRy6NAhi2tkamoqhoeHUVtbS4uD8iXxmwnEwM5Ykzk5SzpwcHCgWIZSqRRardZmMN/Y2KCs7+ho4Wq1WuTk5IDP59ucR46JiUFMTAzGxsbQ39+Pjo4OtLS0gMPhUISZn376CQaDAampqTZ34r29vWhra0NsbCwyMjJsHqslrK2tYXx8HFKpFJubm+ByufDw8EB4eLhFwgXpF2oJPB4PN2/eRG5uLmpraynyXEREBBQKBRobG+Hq6gq1Wm3W7jE/Px9yuRxsNhuxsbF2jVYAOwvl9va2Rea6QCCATCbDixcvKNtGV1dXeHp6Upn3vpfYDAbg8mWgpWXnz//hPwB9fcBHicDCwgJ6e3up+WDSBGK/j+f9+/dgMpk4deoUlEolxsfHUVhYSD0+OztLtYXI5KelpcXmiODXco6SSCSUZrItxjwp5kOKb5DJWFxcHEpLS7GxsUHdEx+7JgE7pE+9Xg8ej4fKykoTMt9uEASBkZERqrdLEARYLBY+fPgAAHtW9FOpVJifnwefz4efn59dveHq6moIBII9t6/Ilpk1IuHnAJPJRHZ2NkXGGhsbw8DAAJydnZGSkmKyS2YymTh9+jRKS0u/+My6LfymAvFuOcvi4mJcv36d1uu0Wi3y8vLg4uKCq1evIi8vDy9fvsSdO3cs7oDIm9PR0dHqjUWCIAj8+uuvYLFYlEoPHZAjQsDOzTQ+Po6enh7w+XwkJycjLCzM5k1VV1eHkZERHD9+3C6/Ta1WC4lEgunpacjlcmxsbIAgCHC5XLi4uMDR0RFbW1uUiDuPx8OxY8f21Ot0c3PDhQsXUF5eDjc3N4oAlZKSAoVCgbKyMhgMBpNgX1NTA7lcDicnJ1y6dMmutoREIkFLSwvFrlxZWTFbgnZzc8Pi4iIePXqEmZkZzM3NQS6XY2xsjJr99PX1xdmzZ/ePUDQ5CTQ27uyGAUAuB6qqgF2z1SqVijLEIHus5KzxfkOpVOLKlStUvzglJQV6vR7Ly8soKyvD/Pw8FYhJhaeBgQHMzMzg+vXrFkuapDsUHezXjnh6ehpVVVWIi4uzSbTb2NhATk4Otre3TVjvgYGBcHFxwZs3b7C5uYkjR46Y9CM1Gg1GR0cRHx+Pzc1NjI+Po6ioiLrOdDoddDodlEolVCoVNBoNmEwmvLy8KMEWJpOJqakp1NTUoL6+3q4+rVKpRHl5OZRKJVgsFvXbCAQCpKam2my/yWQyzM3N7VlNsKqqChKJZE+TAPsFgUBAJTAKhQItLS2oq6tDT0+PCaEuMDAQZ86csVtg6XPjNxWIgT/vrvLy8lBXV2eznEIQBGXETf4oDx8+xJs3b/D69Wtcv37d5OYiCAI5OTlgsVi4c+cOrQWC9Lb94Ycf9jzP6+TkhKSkJHR0dODkyZM25+7InpVcLsfFixetEs9IAwGJRILFxUWsra1Br9eDxWLByckJvr6+CA0NRVBQkNnj12g0aGpqQm1tLaRS6Z7KWMHBwTh+/DhaWlogFAqp4f4zZ87gp59+gl6vp/5Nq9WisbERY2Nj4HK5uHLlCu1dsFgspkwHAgMDcf36deTk5GBubs5sIPby8kJfXx/Vd/64jLmwsICamho8f/4cERERyMzM/PSZbScn4J9ndgHs/HnX4rC8vIzCwkK4urp+dmci0hbx43PDZrOpXdLu4K/X68FgMPDw4UMUFhbil19+sVj+tVdR6lNB7s5iYmJstpIUCgXy8vIgEAiwvr4OpVJpklCQaw2w85tIJBLw+Xysra1hamoKs7M7QjuDg4Pg8Xjg8/nUewGg2MxOTk4IDAxEeHi42WswJCQEd+/exatXr9Df3087oS4uLgaTyTSaK1coFOjq6kJDQwMkEolFidjdGtn2OhORQkgrKytGCdzXhlAoxKVLl6gEKycnx8S1jY6mwJfGby4QAzs6tufPn0dFRQWEQqHVrLeoqAibm5t49OgRtXiSzN2ysjK8ffsW58+fpwIA2SuyV2mrr68PISEhn7xbIfvDtkaI1Go1Jcp+7949sztFjUaD5uZmzM7OQqPRgMFggM/nU76d4eHhtHd4PB4PZ86cQVRUFCoqKiiHFXuRkJCA1dVVvHv3DufPn4dSqcTk5CT0ej0AIC8vD2tra9ROisPh4MKFC7SC8ODgIDo7O7G1tYWQkBBkZmZSC6ujo6NFwpaPjw8IgrBYuvb19cWjR48oWcmff/4Zhw8fxqFDh2wHGa0W+Lu/A969A44eBf7v/wWcnQEvL+Af/gH4d/9u53n37kEeH4/hxkZIpVKsrq7Cz88PV65c+eyBjMfjwcHBAXV1dSZBnyAIaLVa+Pv7Q6PRUJUCYCdxfPDgARoaGlBZWYmIiAhkZ2ebjKTR7Sl/yvckDUIWFhaQmZlJi4hZVlYGFxcX3LlzB4WFhaivrzeahwd2zs3Dhw/R09OD4eFhTE5OUsmFo6MjYmNjERcXty8jOs7OzkhKSkJbWxvFF7GGxcVFbGxs4IcffjB6rlAoxJkzZ5CYmIj8/HxMT0+bTdLJMUh7jHEAUKY6pA3kfkhW7jccHR3x4MEDvHjxwm5RqK+B32QgBnYyyGPHjqG1tRV8Pt9sWaS6uhoymcys1ysp5l9fX4+KigqcOHEC8fHxKC0ttVtpa3l5GRsbG3sKTB9jeHgYAoHA6qK0uLiI4uJiODk54datW2aDf39/P1pbW+Hg4ICoqChERkbSnpe2huDgYMTHx2NgYAAODg52+TyTyMzMhEajwbt378BisSAUCqm5WxaLBQaDAV9fX/j7+yM2NtYq8YkgCPT390MkElFG5RkZGSbnRCgUYnV11ex7CAQCMBgMyGQyq32y6OhoREZGorOzE93d3ejv78epU6esy/b9x/8I/OlPOyXouTmAwQCeP9957O/+Dvjrvwah0eBtfT3k+fkQCARwd3c3O1b0OZGRkYGqqiqsrKwYjSoNDw8DAOVQRLJ6yeuTyWQiKysLYWFhqKysxIsXL3D9+nW7e/ifAplMhpKSEuh0OggEAlpBWC6XY319HY8fPwaTyURISAj6+vrMPpfJZOLw4cN7utbtRVpaGkZHR1FWVoZbt25ZfW5LSwvYbDZkMplZlSkvLy8IhUKMjIyYBOKenh6zs9C2QBJmORwONZL4rYLH4+HatWt4+/Yturu7v8jvt1f8ZgMxsKPco9FoUFtbCxaLZVRy6OjowPj4OC5fvmy1KZ+ZmQlnZ2eKlbu+vm6XBSCp1gPsLFa+vr6Ijo5GYGDgnjJ8qVQKtVqNN2/eICgoCAcOHDA6FlLmMDg4GOfOnTP5DK1Wi+LiYiwvLyM5OZk2O5wuyADk5+eHzs5O8Pl8s+pLtnD69GlqBIeUp2SxWFSv0hZxhPRX7evrw/b2NqKjo3HixAmLi4qnpyfm5+ctvh+bzcbi4qLNz2UymUhLS8Phw4dRU1ODiooK3Lp1y3KS09r65z7w1hbQ0WH8uJMTRCMjWFlZMStb+aUQHh4Ob29vlJSUUMGJrKiQ2tfkONTExATev39v9Prg4GB8//33KCoqwuvXr3HixAkcPHgQDAbDZqClI6tpCd3d3ejs7KSsS1+8eAGJRGKTJf3hwwcjdvva2to3I3946dIl5ObmYmRkxOII3fT0NFZWVuDm5oaamhqcO3fObOLG4/GwSV5//4zl5WV0dHQgLS3NqiDQx5BKpSgpKYG7u7tdznZfE15eXjh+/Diam5up5P5bxG86EAM7GeT29jaqq6vBZrMREhKCkZERiEQiZGVl0ep9JCcnQyaTYXJyEt7e3rSNBvR6PXJzc8Hj8XD58mWIxWLMzc1BIpEA2CmPBAQEICYmhpbEG0EQUCqVOHDgANbW1jA4OAiRSETtGlksFpaWliyyE8kF0sHBAXfv3t13VmBNTQ3GxsaoWWayD8Xj8WjZ72m1WvT392NsbIwil/j4+FCtgbKyMqysrNAKwi9fvsTm5ibi4uKQlpZmM6sPCAhAV1eXxcf5fL5dcoFsNhvnz5/H8+fPMTQ0ZDkQX7kCtLUBajUgEAC7+nV6vR4NDQ0YHR1FQEDAVwvCJC5fvoxnz56hrKwMV65cQU1NDXg8Hi5cuGBSbjYHLpeLO3fuoKOjA01NTZBIJLQC8V5A9jdlMhmOHTtGqX/5+/sb2Vhawvz8vNE9qVQqv5nZUnd3d8TGxqKxsRFhYWEmCYJUKkVFRQU1tsZgMNDa2kp5aO/G5uam0XpGnjcfHx+bRLbdGB0dRW1tLUJDQz87Z2G/ER8fD6lUirKyMqsytF8Tv/lADADHjx+HTqfDu3fvcOTIEbS3tyM5OZm2IMPIyAgmJydx6NAh9PX1IS8vz6bPJ0kCA0D5a5IBhCAISKVSjIyMYHZ2FiMjIwB2hCX8/PwQExNjNtgsLCwAANLT06mFT6vVYmxsDBKJhNKA7unpgVgsBrAzF+rn5wepVAqpVIqYmBhkZGTsa7ZKGjHI5XIjU/uUlBSo1WpUVVVZ1JPV6/UQiUQYGxvD+vo6OBwO/P39kZGRYZKdZmRk4MWLF5iamrJa7q2ursbW1hZ++OEH2rsYLy8vGAwGNDc3Y3R0FFtbW1QPmsfjQaPRYGZmBr29vfDw8ICnpyetG5Ys1VqC/m//FjPT03Cqr4fy4EFMX76MrbIyitDD4XDg6+sLqVRK63vsFVqtFuvr69jc3IRarQZBEIiOjja6TrhcLq5fv46CggKUl5dDKpXi+PHjJteSrZGkI0eOIDQ0lCoX20ow7A3UpMwrOaGwO+E8ceIEcnNzoVAoLPYuCYKASqUyGvMjCOKL2eSpVCqb7aeTJ09iYmICb9++RUpKCpydnbG+vo6hoSHMz88jPDwc2dnZ2NrawvPnzy2+19bWltH5Ly8vh8FgsIsl3dXVha6uLiQmJu6bGcSXBilDm5+fb0Le+hbwuwjEwE6JmVReioiIoD3PNj8/j/r6ehw6dIgSuc/Ly8OrV69w9+5di4txSUkJNj6j6yUAACAASURBVDY2zBK6SOeZgIAAEASBH3/8EfHx8VCr1Ziensbw8DAYDAZcXFzg7++PmJgYeHt7Y2RkBI6OjiaLY1xcHDW+otfr0dPTg+7ubsTGxkIul6O/vx86nQ4sFgsrKyvo7e1FbGzsvmR+u4kZd+7cMdllZ2RkQKPRoLi42OTxjo4O9Pb2gslkUjq71vrUTk5O8Pf3R2trq9VAPDs7i5SUFNpBmCAI9PT0ANgpScbGxiImJgYqlQorKytQKBRQKpXY2tqies2kypGfnx/Onj1r8VzqdDqLOymCIPDq9Wtok5LgdurUzjyzUgk2mw03NzckJydT7ZQff/yRVmncXqjVatTU1FBleXIHZTAY0NjYSFkpktewl5cXrl27hsLCQhgMBrPMffLcWIOXlxeePHmC58+fQ6lUWi0X2xOIOzo6IBKJEBQUZLJTB3Z2k87OzmhpabHIFibPxe5EMDw8HG1tbWhuboanpyccHBwQFBS07ws2yeoGdshZDx8+NPu81dVVSqb0/fv31Dl3dXXFhQsXqPuD5FZYuhd0Oh01qjMwMID5+Xmzs9CWQFbBMjIy9tSC+lbAZDIplb+amhoT74Gvjd9NIAZ2+o72jJYoFAqUlpYiLCyMkpN0dnbGo0ePkJubi5cvXxoZFpB4//49ZVpvi3U8PDwMJpOJY8eOUTc16U40NjaGqakpDA0NUTsrW9R6NpuNuLg4KmCQhA6tVguxWIyJiQlKjYs0zo6IiEBUVJTdGT+pG8vlcq0SM86dO4eCggIq23R0dMT79+8xNjaGtLQ0JCQk0F7QEhMTUVFRYfFxjUYDnU5H+bzaQl9fH7q6uihnosTERMqC0cvLy2pwkEgkaGpqQm5uLqWdvRtlZcDf//1VCIUC/L//B3y8WZBIJNjc3MRf/dVf2UwaBAIBxsfH9y0Q6/V61NfXY3x8nFJr2h14dpPcJiYmcP36dapf6OPjg/j4eAwPD5s9broiHWw2G15eXpDL5aisrDSxEtx9LLag0WhQUlKClZUVStzEEg4fPoz6+nrKiORjDA8Pm9hOJiYmQq1WQywWU5rnf/M3f0Pre9qDjY0NADuBYX19HT/++COloR8TEwN3d3csLCyguLgYvr6+Nlnzq6urcHJyAofDMfs4k8mEWq3G6uoqWlpakJqaSou0SaqFLS0t4dKlS7QsB791CAQCXLx4ESUlJRgcHPzsvt324HcViAHQDjYajQb5+fnw8PAwyY64XC4ePHiAgoIC5Obm4vLly9Qi1tXVhdHRUVy6dIkW0WFgYAB+fn5GNxOTyTSaVyUX/erqalpD8WNjY2AwGBgbG6N2VlwuF/Hx8YiP37FL3NjYwPDwMKamptDc3IyGhgbw+XzKZcdW73x2dhbl5eW0dWOvXbuG3Nxc5OTkwMvLC/Pz87h06ZLd84n+/v4wGAwWlc/Gx8dpaSUPDg6ivb0der0eMTExOH78OHJzc6HRaGgdB2koERAQgGfPnpkY3E9MAHfvAmq1B2ZngfPngelpYHfOtry8DAcHB1o7dwcHB2qR/hSQnsrkXLQlswkmk4mkpCQkJCSgpKQEb968MXquUqm0KHZjzw7WYDDAxcUFhw4dQmtrK5RKpYnovrXArtfr0djYCLFYDAaDgfv379sUY4iJiUFHRwdKS0vN9k1nZmao+2Q3jh079tlLr9nZ2QgKCsLs7Cw8PT3B5XIxMTGB0dFR9Pf3A9hpd9DtxYrFYjg5OVk8J+Hh4Whvb0d3dzdtj29SAGlzcxN37tyxah/6W0NAQAAOHz6MpqYm+Pj42EVW+5z43QViOiD7u1wu10jMfjeYTCZu3bqFqqoqlJSUIDMzExsbG+jq6kJGRgatDFGr1UKhUNh0+yDVkshSqC1IJBJ4enoiKiqKcqX6eO7Y0dERKSkplJPR6uoqhoaGMDMzg9LSUjg4OFgcvSGVrsLDw2nrxjKZTFy/fh3Pnj3D3Nwcbty4safd3e6qgTlMT09b7TnOzMzg/fv32NraQlRUFNLT06nkjMvl0jYgIMHj8eDu7o7p6WmjQDw0BHyc801NGQdiT09PbG1tWZxP3g2dTvfJrQRyzlmv1yM5ORnJyck2P5fJZOLatWtobGxEfX09wsPDwWazIZfLERoaavY1dErTHz83MTERzs7OqKqqogRhSE6Bud9ao9Ggu7sbg4ODYLFYOHToEHp7e2krIl25cgW5ubkYGBgwCrpSqRQ6nc4ub/D9xm41PQBU8iOXy5Gfn4/AwEBaQXhiYgISiQQsFstigM3KyoJUKsXW1hYthUCVSkUJID148OCzWlN+LaSmpmJ+fh5FRUVGBjVfE1//CL4CCgoKoNVq8fDhQ5sL1dmzZ9He3o66ujoAO0Qqur0SkUgELpdLizFNZrZ0SrjLy8tISUnBwYMHoVQqUV1dDScnJ6uC825ubpTLkVarpeanExISjOafSWKWh4eHXeLtpAcpm83G9vY2RCKR3UIBAKhZX0tBSaFQWDyf9fX1GB4eRkhICLKzs012omq1ek+z1B8zTwEgOfnPwlgMBgEul4mP26mhoaFgMploa2uzOmM+NTUFlUpFi3luDnq9HgUFBVheXkZUVBQyMjLsXlxOnDiB8fFx1NXV4eTJk1Cr1RbbJHvVjw4LC8PDhw/x7t07FBYWUhaNZCD+9ddfodPpsLW1Ral3ubi4QCAQQCKR2PW5bm5uSElJQXNzMwBQwbi7uxtCoXBPi+/6+jq0Wq3FXRQpRkPe84mJibSvN41GQ0ljWupt74ZUKkVDQwN8fHzAYrEsjuVMTExgbW0NV69etfmdl5aWUFRUBBcXF7v6yL9FXL16Fb/88gsKCgpw586dr304f3mBuKqqCsvLy7h37x7tHcj6+joYDIZFZrAljI6OWhd72IWFhQVaZVyVSkWVW4GdBVSpVKKoqMhIsN4auFwuzp49i7GxMdTU1GB7e5uSA6yuroZer6et4w0YWy/ev38fq6urKCgoQE9Pj4ldnC309vZazcI1Go3J4qZWq1FQUICNjQ2cPXvWrCoZQRDY3Ny0W96uv78farXaxCPZ3x94/x74V/9Kgc1NBV68CMXHnC0mk4njx4+jsbERBEEgJSUFa2trWFpagl6vx+bmJpaWlrC4uIgDBw7YXcYHds7Hr7/+CgD47rvv9qyhy2QykZ6ejurqaoyPj8PZ2dlidcaegPjx7tnJyQm3b9+GRqPByD/PT2s0GqhUKri7u1OGG8BO5YesKPD5fCNLQjo4fPgwmEwmmpubsbm5iZSUFIoJvhe8f/8eGo0G9+/fN/u4v78/oqKioFAoMDs7S/Er4uLikJqaajHJJggCubm5cHBwsFih242VlRVUVVUhMDAQ6+vrFlWjNBoNampqEBMTY3N+dmpqCu/evUNgYKBZEtzvDUwmEzdu3MCvv/6KpqYmnDx58qsez19UIG5vb4dEIsGVK1doL1i7hUHsCcJKpRJqtZoWe5sgCGxsbNDqDw8ODsLBwcEoibhw4QLy8vKQl5eHx48f085kIyMjwWKxKOF2DoeDtbU1XL58mfZ7kDewj48Prl69StnzkapnPj4+tMrtwJ9NL6zdFDqdzuj9xsbGUFtbS5HsLAVxctzLnt+wpaUF/f39OHr0qFGCI5PJMDIyAoIg8F/+iwEjIyOIjv6XZt+DdEzq7OykHHY4HA4YDAbYbDacnJxoeeWaA6lyxOVycf/+fVq/GUEQUKvVZhO2iIgI+Pj4YGNjw+pOjiAIu0vTH4PH41HErdXVVczMzJhwNXbrLSsUCirhsAeHDh0Cn89HXV0dBgYGQBDEnti/arUaCwsLVsd+Pg7wer0e7e3tGBgYQH9/P86dO2eicEVK6ur1erOEwI+hUqlQVlaGoKAgLC4uWh2zLCkpAY/Hs+nGRibkBw4csNlG+z3B1dUV2dnZqKmpgb+//54rUvuBv5hAPDIygp6eHpw6dYq2ugopDJKZmWn3bqWzs5My97aFmZkZ2v3hmZkZk0WS7GeTFpH379+nndGS5UKRSAStVoszZ87QLqeR1ovmbuDExETMzMygoqIC9+7doyWWUFVVBRcXF4tsRrKEyeVyQRAEqqurIZFIEBcXZ1XgnyAItLW1UU43dFBZWYnJyUlkZ2cbMbRFIhE6OjqoOdCtrS0AO0zcAwcO4B/+Afjv/33Hv+HZM+DECVAkuk9RkNoNrVaLmpoazMzMwMPDg5bKUUtLC0ZGRqiRGAaDQTli7VZuc3Jy2hdPZhJ0TB8+t1ViTEwMDAYD6uvrAQCvXr3CzZs37ep/yuVyMBgMu9YBNpuNEydO4NixY8jLy6OmAUiJUAaDAb1eDw6Hg9u3b9sk9W1tbaGsrAz+/v6YnZ3FjRs3LFb1RCIRVlZWbK4F4+PjqKmpMWlR/aUgMjIS8/PzqK6uxoMHD/b12rcHfxGBeG5uDnV1dUhOTqZt1bV7vpiOdu3HmJ6eNsvMNIexsTHakpqrq6tm35c0snj16pXdIudOTk52exiT/djdqkYfw93dHfPz88jLyzMy3bAEuVyO06dPW3ycyWRS5gSrq6vQ6XS4cuUKAgICLL6G3HFsb2/TzvY/fPiAyclJE1cZUk6RVBYDgMbGRoyMjKCxsRHT0xH4z/+Zg40NYHl5R0RLLgfIyZL9KPepVCr8+uuvVhnRu0F+f4VCgcTERMTHx4PH42FmZgbt7e149eoVLb/r3djvwEnn/ejuwC2hra0NoaGhyMzMREFBAV6+fIk//OEPtH8Tks2/trZmlwLa2toaSkpKoFKpkJCQgMDAQOh0Omi1Wuh0OvD5fISFhdk8Dr1ej4qKCri5uWFmZgaXL1+2uGYoFAp0dnYiLS3NauVvcXERNTU1iI+P/4sMwiQyMzOxuLiI/Px8St71S+N32QhQKBRGfyYZwHRFPszNF9uDubk5u5iZCwsLtHbpcrkcBEFY7HMKBALcuHEDUqmUyv73GySZa2RkBBcuXLAYhIGdEq6npycIgqDIbrbe29aoxNmzZ7GwsAAWi4UnT55YDcJ6vR6vX7/G+vo67dItsBNww8PDjX6T9vZ2dHZ2IiMjw4g9LZFI4ODgAIIgkJ/fbxRUNBrAZltzbQ34T/8J+Df/BvhnBTZrKC8vh6OjI548eUIrqayuroZSqcSDBw+QlpZG7eRDQkJw7949pKamorOzEy9fvqSU22xhP0rT9uJTFkexWAytVovTp0+Dx+Phu+++AwBKWIMO2Gw2HB0d0dbWRvs1MzMzeP36NdhsNh4/foxjx44hMDAQYWFhiImJQXx8PK0qjcFgQG1tLdhsNqRSKU6fPm1RhpcgCBQXF8PDw8OqhCU5lx0QEECROP+ScePGDeh0OpSVlX2Vz//dBWJyNKmiosLqrLAl7OU1H6O3txdubm60e3YbGxu05DiHhoYgEAisvq+HhwfOnz+P4eFh9Pb22nXctqDVavH69WvI5XLcvn3bJhFNqVTC19cXycnJmJyctPn+LBaL8ne1hICAAISEhECv19ss5bW1tWFzcxMPHz60q+S0ublpRDJbWlpCT08PsrKyjPqLu43eAwMDERo6ge1tPQADuFwgNhawOqZIEEB6OvBf/yvwv/4XcOQIMDNj9dgUCoVV4g8JsViMX375BRKJBNnZ2Ra/f3JyMh4/fgwHBwdKxKalpcWiZSTwaWQtc6Azl0zXStEchoeH4enpaXTfBAQEUHaOdEAQBAwGA6ampqyah5BYWlpCWVkZIiMjce/evU8aA5qenoZCocDW1haOHDlitTxeX1+Pra0tmxWxkpIScLncPU02/B7B5XJx9epVzM/PQyQSffHP/92VpplMJq5evYqioiI8f/4cfD6fFhMR+LOJA132oiXodDraGfzU1BQYDAatmdu5uTlaZKOQkBAcP34cLS0tcHFx2RcSAkkMYrPZePToES3GuUajQUhICLy9vdHW1galUmm1VBYUFITOzk4cOHDAarKRlZWFP/3pTzY1qWdmZhAcHGzXfC4ZFMjj1GqBoSF3+PqeQUxMBNbXgXv3gKYmA/z91fi3/9YLjx7dBACcP68Hh1OHggI/HDkSjn//73mwGoOkUmB0dOdDdj58h4r9ww8WX8JkMqFSqSwee39/P3p6eqDVauHj4wO1Wm3T21ogEOD27dt4/vw59Ho9xsbGKHEJEh8HU7rnlO6OeD+CtSXI5XITF7KtrS3a30Gv1yMnJwd6vR4BAQEoLS3FkydPrL6+pqYGPj4+yM7O3vNxk1hfX4e3tzempqasVs5mZ2chFotx7tw5q0lqb28vVlZWvknN5a8Jb29vHD16FK2trfDz87OL2Pmp+N0FYmBHou/mzZsQi8W0dg8kiouLodVq8eTJE6uvIQgCIyMjWF9fR2hoqMn87rFjx1BQUGDVxozE2NgYrZ4TQRBYX1+nXUZKSEiAUqlEVVUVbt68+UlexPPz8ygtLbXL/mxlZQUGgwG+vv8/e+cV1Fa6rulXSxEhiSgTDCJjkgnGNgbjAI7tnHO79+mz51SdUzM3p6Zq5mJmalfN9Uydq5mq2Z2cbZwwNsbGgME2JkeTMyIKIUBCEkIsFnPBXusgKxPabm+eKqrdIGktLS393/9///e9ry8IggCHw8Hw8LDNQJyZmYm7d+/i8ePHOH/+vNXj8Hg8eHp6oqGhwWYg5vP5ZhZw1qCrien0rE6nA4/nhtRUoKeHg/n5MPyn/7SYai4uXsDsLAvd3V7IyTmO//AfFl+Dw+HgX/91H3x978LLawBubodsH9TTE1i60ltYAOwEzaCgINTU1GDjxo1MelKlUqG2thYDAwOgKAoRERFITU2FQqHAq1evHHr/wGKQDwwMxO7duxljBIqiMD8/j/n5eebf7e3tkMvlDr+uvSDryAqbJEmHj7cUut3v8zoP+rtrD6PRiKysLFAUhUuXLkEgEODXX39Fc3OzWUsbjUqlYroPVgOZTIa6ujpwuVzk5uYiODgYkZGRJv3MJEkiPz/fRLHPEgaDAZWVldiyZcsXd/taLhRFoa+vj5GQdXV1RURExLLa/z4nPj6eGe+uXbv2u1ljfpOBGFhUNXLUzvBz9Hq9zQ/g2bNnGB8fB5/PR319vVnvqo+PD0JDQ1FVVWU3ECsUCocGhKGhIQBw6mZLT09neowvXLiwrIrA9vZ2lJSUIDQ01KlUfV9fH3g8HhNMBQIBlEqlzdYRDoeDM2fO4OHDh7h16xbS09Ot7odv2rTJ7n6dTCbDp0+fmL5OhUKByclJ6HQ6RiifxWLBYDAwAz3ti/z69WuQ5AV0dQG08uT//t/Ali1zmJ1drL6an2eju9v8uIGBgRiwk2IGALi4AM+eLa6AtVrgv/7XxVS1DTIyMvD8+XM8efIEBEFgYWEBCwsLEIvFSExMRGJiInPN/fz8sLCwAL1e71BqdGmFM0EQVgfq0dFRhye3jqyIHQnE8/PzDh3vczo6OsDj8cy+zwKBwGpmgcZoNOL+/fuMyhT9Gp6enhgaGrIaiKuqqiCRSFYt0EkkEpw9exZyuRy9vb2MHCZBEBCJRPD19YVSqQSbzbYrwkPXGFg79y9BS0sLGhsbMT09zdwLHA4HYrEYXl5eEAqFjKHN2NgYI1MrkUjA5/MxOjqKzs5O8Hg87N69224GyB4HDx7E7du3UVBQsGqTKXt8s4F4OdAWcJ/rSy9ldHQUSqUS58+fh4eHB96+fYuSkhJGRYkmLS0Nt2/fhk6ns+nOo9frHarK7ujogFgsdjqVFBAQgKGhITx58sShyuWl9Pf3o6SkhHGmcobBwUGTgcjd3R0KhcLu80QiEa5evYqSkhIUFhZiaGjIYrVzSEgII+cILE5olEolJiYmoNFooNfrMTMzA4qikJWVBS6XC6FQCHd3d4SGhoLL5UKtVoOiKEilUvj5+UEikTBi/A8ePEBLSxWArQAWA8nCAoXQ0ArU1+/A7CwHQiFw7Zr5exAKhZibm3PsQu3bB/xtkuUItBCBwWDA2NgYOBwONmzYYPFz5XA44PF4aGxsdEhDmaIoh/Zina2aXo1A7EyB2FIUCoXF6mJ/f390dnZafR4dhNlsNi5evGhyfUmShIuLi9XzHBwcXFaRpy2EQiGioqKYsYI2jqFlLimKsputGh4extjYGGMU86WZmprC8+fPmS2slJQU+Pj4YG5uDgMDA8z5kiTJiLpwuVwsLCyYZS1JkkRJSQkKCgqQlpbmcMeKJQiCwP79+/HixQsMDw873O66EtYD8RI+15e21B7y6dMnSCQSxu5v165d6O7uRl1dncksUygUgsvloqenx0SYYCk9PT0gCMKhlfvIyIiZGIA9jEYjqqqqEBcXh46ODuTk5FgUwbcESZJ48+YNIiIinB5UKIrC2NiYiTBHcnIynj17Bq1Wa3dlzuPxcODAAcjlcrx69QrR0dFmqXXaLvKXX34BsDjY097CIpEIgYGB8PT0hI+PDzw9PZ2awIjFYpw7dw5ZWTnw9g7F/Lwb5ueBgwc/4b//dy+cO8dBQQGQmmo5EHO53BXtaTqCQCBw6H6QyWTo7u52OBCvtqzhaq2Il3s9NRqNxe/Xli1b0NzcjMbGRouV/9nZ2SAIwiwIazQaqFQqq9mh1tZWAFhRIHAE2jhGr9eju7sbmZmZdg0M3r17B19f3xVtU60WtBCQt7c3Ll68aJaxcHNzs3gNi4qKoFAozL7PHA4H+/btg6enJz5+/AgvLy+HhYQs4e/vj4CAABQUFNjdqlwN1gOxBWh96eLiYmg0GpNCj6GhIRPBCQ6Hg82bN6O+vt5MZH9+ft5mQUd3d7dD6SuSJKHX651WBMrPzwefz0daWhpiY2Px8OFDFBUV2ezVpamsrASbzcaePXucOiawKIZBEIRJWt7HxwcikQglJSU4evSoQ68jk8ng7u6O6upqM/3d6elpUBSFgwcPIiAgYNUDiLu7O3788Qq43Pvo7fVAcnI4jh9PAEEQiI4GbM1nAgICUF5e7tCkY62JiYlBt6X8uQUWFhYcrk6mq/3pILqwsMBUFtN/p120ZmdnoVAoQFGUxR+6nsAWy01NGwwGMw9tYHEiExcXh8rKSoSGhpp8Ti0tLVCr1bh8+bLZffXmzRsmq2IJ2iv59yiCGhgYQGlpKbZu3WrRN3opIyMj0Gg0Dn/31pLx8XHk5+cjMjLSqfFlcHAQ3d3dNmVzk5KSIJfL8fLlS5w6dWpF7koHDx7Eb7/9hvLy8jVv8VoPxFbYvn07xGIx3r9/D41Gg8zMTKjVahiNRrMZ9LZt29Dc3GzygQ0NDYGiKJsuTQqFwiFfXXrl7MxMdnBwEMPDw0z1N20onpeXZ7fHEFicJDijREXz9u1b9Pf34/jx42bPTU9Px6tXr5wKUG5ubpienjb7/YcPH+Dq6urQ/vpy4XA4IIh5HD++AbGxm3D5MlBSsthldOuWqdPSUjw9PSESiVBcXOyUsMpawGKxHE4lLywsODSh8fPzQ21tLe7cuePQ62q1WuTk5Jic0+fnZ28C4Orquiwhkbm5OTM/cZrU1FQMDg7i4cOHSEtLQ0BAAJqbmxmN9M/vUYVCAZVKZdUkoLa2FjMzM8uavAKLkxe6Hc5eRffExARevXqFyMhIh6wNP378CKlU6rBw0FpBkiSeP38OX19fh6/T1NQUiouLMTY2hrCwMLt6EF5eXlAqlXj69CnOnDmzbBtHWhmttLQUmzdvXtNrtx6IbRAdHQ2xWIy8vDxMT0/Dw8MDLi4uZl8SgiCQlJSEmpoabN++HQRBoLCwEIGBgVa/UCRJwmAwOLQ/3N3dbXUwsQQt/yiTyUzaogIDAxkNaE9PT6uTBK1Wi5mZGYe+4DS0A9Dk5CQOHz5sMS0kk8kgFoudClBqtdrsvdN2jmtdSEFRFGZnZyGTyfBf/guQk7Mo0pGfD/zLvwB371p/blhYGFpaWtb0/Byhu7vbqVYjR1bEtIjKP/2TZX3tpWRlZdl18hoeHkZubq7N16EHQUcLz2goirL53aG3ot6/f8+k5rdu3Wrx3i8pKYFUKrW4yhoYGEBdXR0kEgl0Op3D11yv16OpqYlxSaIRCATYuXOnxWJFvV6P7Oxs+Pj4YO/evXaPYTAYoFKpHLJBXGtyc3NBEIRDK/PJyUkUFxdDqVTC3d0dx48ft5tupigKHR0diIiIgFqtxpMnT3D27FmLWRFHiImJQVNTE/Ly8qyafawG64HYDgEBATh79iyys7MxNjZmVc0oISEB9fX1KC8vh1AoZHSbrUH3D09MTMDNzc3mynNsbMyptDRdxGRpHys+Ph4qlYrRgLbUTlRXV8fstTqCVqvFkydPsLCwgAsXLthMt+/atQsvX750aFVMURTUajVSUlKY3xUXFzNtacttV1hYAJ48WayROnbMesfQ2NgYAEAqlaKubjEIA4ttv0u1UpZqSE9MTODt27dQqVQrrt5cDeRyucN7ZY6uiJ1hNZW1OBwO+vr6rGqRfw5dyGfrfuRwOIyohS3f6OHhYUxNTVkcjCsqKtDQ0AAfHx/MzMwwfr4CgYCp2OZyuTAajYy0JUmSTBESj8eDv78/du/eDX9/f+h0OpSWluLt27dmgZgkSTx+/BhCodDhyWxtbS34fP6K9kxXg+rqaoyNjeHs2bM2xzuVSoWSkhKMj4/Dw8PDKW/zV69egcViMZK9z58/x+PHj1cUjI8cOYJ79+4ty03OUdYDsQN4enriypUrqKmpsfpBEASB2NhYfPr0CXw+H6GhoTZboMLCwlBfX4+3b9+isLAQQqEQPj4+CAsLM6nANhgMmJ2ddTgQT09Po7W1Fenp6VYH1YyMDExOTuLx48cWe+V6enocFgFRqVTIyckBj8czK2yxREBAAFxdXVFWVmbX/Ly5uZnpbTUYDMjOzoZWq8WhQ4cctpe0xD//M3D7NkCSwH/7b0B1NWBpftXT0wMXFxcQBIHz54G6OkCvB4RC0z3ix48fw9vbG9PT0xgdHYWXlxfOnTu3Xw1bhQAAIABJREFU7JTYakH3njtq8bYWgRiwXzXtaKAWiURmNRq2mJycZFyuHMFWcKC9fz9fXdPmIHv27GFqIkiSxMDAAEZGRjAzM4OZmRnMzc2Bz+fDzc0NLi4uEAqFTFHh598/V1dXxMTEoL+/3+T3izKqT0FRFM6cOePwtlFPT8+abuE4wuDgIGpra5Genm7ze0FPapwNwBRF4dWrVxgaGsKJEyeYa3P8+HGm3e/s2bNOZRZpRCIRkpOTUVVVhYiICIcMbJxlPRA7CJ0qssXWrVvR0NAAvV5vpuRjCXqvibbVGx4eRlFRESiKYgLz4j4l4fCHn5eXBzc3N7uBWyKRYHx8HA8fPsTly5eZG7elpQVGo9GhKluj0Yhnz56Bx+NBp9OhvLzcpgsSTWJiIsrKymyuQIBFBSCZTIahoSHk5+fDxcXFptWho/z882IQBoC5OeD+feB//I9//ztFUZiamkJfXx/4fD6GhoZw7ZoLBAIJCgs5SE8H/uN/XHysUqmE0WhEZ2cnRCIRjh079ru0OzgC3ZdpS497KWu1Il6twiWpVIqRkRGHHz82NrYiaUyaoaEhqNVqs4JBg8GA3t5es4DB4XDsCmvYY2BgwCy9nZ+fD41GY7HK2BpGoxF6vd5uTchaoNFo0NfXh76+PiiVSggEAptZouHhYTQ0NGDv3r0Om/PQzysoKGB81Jd+FgRB4Pjx48jJyWFWxssJxlu2bEFnZydyc3PXJEW9HohXEYIgEBkZCZVK5VQzv1QqNSnEogMzPQAAwE8//cT8nV5BLLVTIwiCUUC6dOmS1WNRFIW8vDwMDw/jwIEDKC4uxtOnT3H69GkYDAaUlZUhKirKoS96dXU1CILAlStX0NfXh8LCQiiVSpw8edLm4BsdHY2ysjK0tbVZXd0MDAxAr9dDIBAgLy8PYWFhyMjIcGhQ12g0GB0dhVqthk6ng16vB0mSIAgCLi4ucHXdDbV6UZSDx6Og0XQjJ6cV09PTMBgMTIUul8uFXq/Hy5cv/5ZiBS5fluLkyZNoaWlBQ0MDdDod3N3dwWKxkJyc/NUEYWCxuIjNZjslvrEagevz11ytFXFoaKhT+tAdHR3LGnQ/5/3790yf+VImJiYclqd1lvHxcZPioMbGRgwMDODkyZNOVeJ3dXWBzWavynVwlMbGRlRWVoKiKHC5XLi5uSEhIQEdHR24desW4uPjsW3bNrP78sOHD/Dx8XEoCNNyro2NjZiZmYG/vz8OHz5scSJJEASjEbGSYHz06FHcvXsXvb29q+5dvB6IV5nlVkwu5fPADCymu+g9pqV7TbSlmsFgQF1dHcLDw61W91EUhezsbExMTOD06dOM+lhWVhZevHiByclJiEQih1OZU1NTjAhGaGgoPD098fTpU9y9exeXLl2yuroiCAJ+fn5obm62GojLysrA4XDQ1tZmNkOmxSyUSiUmJycZAY/Z2VkmiLLZbHC5XGaPjsPhYH5+HiqVCv/8z2/xb/+2F0YjB+Hhw4iPrwEghEwmw4YNG+Dv72/xGqrVajx48AA///wzWCwWo+ktEonw8uVL1NfXO2TesVrQkwY+n2/xWtPqb87ApT0bv0ICAwOxsLAApVJpt4Ogp6eHmRSuhIGBAWg0Gov7sbS0bXFxMXbv3r2qLUtGo9EkC9bQ0IDIyEgzOV17DA4O/q6V0rT3d0JCgpm88NatW5kg3dbWhszMTJOC0enpabt7sAaDAR8/fkRPTw+ARWGf1NRUu1kyWgiHDsbnzp2zKbdrCZFIBH9/f1RWVq4H4r9XOBwOOByO1RsuLy8PPB7P6kSANrSYmZkxKagSi8XMDcpms+0WUizlcyUmd3d3XL16Fffv38fDhw9tispHRERYtWo0GAyYmpoCQRC4cOECZmZmUFBQAIVCAb1ez6yyeDweXFxcGJk/b29v+Pj42FUgu3Bh0fDIYACEwgAA1jMIS3Fzc4NMJsPo6CiuX79ucoyUlBQ8fvzY6apeZ6EzGkM21LhYLBbTFuRMH+WXKtZydEVMZzQ6OjqsBmKKolBTU4O6ujrExMSseLVaVlYGPz8/i6tQWkTi7du36OnpQWxsrMWV3nKQSqXo7Oxk7iej0bisbMvk5OSypX6XA+2eZk0EKD4+HjExMSgoKEBeXh58fHxw4MABCIVCUBRlcwuuubkZHz9+BJ/PR3JyMhISEpy61nQwzs7OxqNHj5YVjNPS0vDo0SNMTU2tapZhPRB/A4yMjGBgYABHjx61eGMaDAY8fPgQCwsLuHjxolmg8Pb2RmZmJt68eYPOzk6HC8NmZ2fNXovH4+HChQu4d+8ecnNzrbZMhIaGori4GIODgybVz7TIPofDYVxvKIqCWCxGYGAggoKCsHHjxhUHDIJYLLpylh07diArKwsajcbki+jl5QUej4fW1tY11fEdHBzE0NAQjh49Cj8/PxAEAYqiQJIkZmdnmR+j0YjW1laMj4879fpfoljLGby9vS3uE6vVatTV1aGnpwcURa1Y5pBGr9fbzHKEhoYiODgYVVVVaG5uRnNzM4KDg5GWluaU69fnpKenQ6FQ4M6dOwgODoaLiwva29sd0h34/Px/TyWt3t5eu/UsdKW6UqnEmzdvcOfOHYSFhWFhYcHqJFalUuHjx49ITEx02FfeEgRB4NSpU0wwPn/+vFPbiJ6enpBIJCgtLV1VcZT1QPwHh6IovHnzBhs3brRYlKPVavHo0SPweDycO3fO6t4vbVZeWloKiURit8BHpVJhYmLC4mAnEAhw7NgxPH36FHK53KIUI4fDgaenJ2pqaphATFEUHj58CIIgcP36dUxMTGBmZmZVAu9q4e7uDrFYjIqKChw6ZOqu5Obm5lQx0XIwGo3MvuRSgwY6Bb80Denh4YGsrCyMj487vCpa7dT0ahZrAYu96OXl5SBJEr29vejp6YFCoYDBYIBQKERcXBy2bNmyavcLSZJ2B2qCIJCSkoINGzbgzZs3GBwcxM2bNyGVSpGamrosO73FSv3zaG1tRV1dHbRaLfR6PQwGg1MBniTJ331F7GiblFQqxZUrV1BZWYn6+noAizKcO3fuNDvn/Px8SKXSFQVhGjoYP336lFkZOxOMt27dirdv3zr9Wdg8p1V5lXW+GBUVFTAajRZbgTQaDR48eABXV1dcuHDBZgGWQqFgHExevnxp0/zcaDQiJycHvr6+VlcLUqkUGzduxIcPH6y+zo4dO6BQKBgziGfPnsFoNOLcuXOMmUFQUNBXE4RpEhISGMvBpUilUkxNTdl8Lm2huVzt5NDQULi4uODGjRt48OCBzeO5u7vDy8vrb05SjtkIfq19xDTe3t6gKAq//PILSkpKoNFoEBERgatXr+LatWvYvn37qr4HZ9L1lZWV8PX1xfXr13Hs2DEsLCwgJycHt2/fRmVlJYy07/TfqKurQ21trc3XjI6OxpUrV/DnP/8ZPB4PpaWlDp87LTP6ewRiiqLw/v176HQ6m0JASqUSFRUVyMnJwa1bt/DXv/4V9fX1EIvFyMzMhNFoxJMnT3Dv3j2Twrzp6WmHOjkchfYVcHNzw6NHjyyq91kjPDwcrq6uyMvLW7Xz+bpGuHWcQqvVoqmpCWlpaRaDrFarxfz8PGJiYmwOJrS5QnBwMA4ePIiCggK8ePGCcTqhv9BLJQaFQqHd1MzevXtx584ds/QzTUBAAIKDg/H8+XMEBwdjfHwc58+fX7VZ5loRFRWFjx8/4tOnTyZtIZs2bUJLSwtIkrR6vdVqNd6/f4+SkhK4ubkhJCQEcXFxDu8r0/vmzc3N6OrqwpMnT3D9+nWrx/vuu+/w8OFD3Lx5Exs2bACPxzPTeqY/Y2CxVWe1C1Hs4UygbmpqglAoNGm5W0s4HA7UarVNqVoA6OzsNGlx8vf3x5kzZ5i2Plo6UygUQiqVYnp6GpOTkw4HF4IgsHnzZruBeyl0cFkrT125XI6uri7Gf3lhYQH79++3und669YtzMzMQCAQwM3NDeHh4ZDJZMwWC7AY5NRqNSNo8uHDB0YzwNlCNXvQwfjp06d4+PAhzp8/73Bh2+HDh/Ho0SN0dHQ41WpljfVA/Afm1atXkEgkiI2Ntfh3f39/bN26FaWlpRCLxRZTxK2trXj//j3YbDZjBrF//350dHTAaDQylcd8Pp/5efz4sUM61K6urvD19cXHjx+t9t4dPHgQ9+/fR29vL/bt2/e7tlksF4IgEBwcjKamJpNALJVKwWaz0dLSYtHRB1hMF//5z3/G8PAwmpqa0Nraivr6eggEAgQEBGDz5s129/R4PB6SkpKQkJCA27dvIzc312p1sFAoxNWrV1FfXw+5XM5oGS9tfaMrzH18fPDmzRsIBAKkpKSsWgX4agbMgYEBxMTErFkQJkkSPT096O7uhlKpxNzcHFPdb+2YRqMR7969w6ZNm8xSnK6urozC3vj4OFpbW9HV1QUWi4UzZ844VUyXkJCA6upq9Pf3OyRoo1ar1+w6vX79Gv39/YwTXXR0NKKiomxO+FNTUyGTyexODNzc3HDkyBGQJIny8nK0tbVBKpWuyXuhg3F2djbu3bsHb29vhIWFYW5uDrOzs9Dr9dBoNCBJEhEREYiPj2e21aKjo/H+/XuEhoauOAuzHoj/oLS3t2NiYgIXL160+bgtW7Zgenoar1+/Nvvi03szSUlJaGlpwdOnT5mqaXuzPEdn2Tt27EB2djbUarXFCkW1Wo3p6WlERUV9EUlIWmhfIBDY/aIvLAD/+q/A//2/gFicievXc3H4sMrkmgYFBaG+vt5qIKbx9/dnqmCnp6fR2NiI/v5+dHV1MWn5mJgYM5/rpdCavY8fP0Zzc7PVCRmtn+yIyIzBYEBpaSnevXuHsrIySCQSuLu7w9vbG35+fvDy8nJqQFzNqmmFQgGj0bgmMoO0VrpKpQJBEHBzc0NERASCgoLw6tUrptf+8/duMBjw9OlT8Pl8RlbRGt7e3khJSUFbWxvS0tKcdgYiCAJisRhdXV0OBeLp6elV7wunkcvlOHDggFPZE3sOUZ/D4XCQnp7ukEjQSiAIAmfOnMHQ0BAqKipQW1sLNpsNNpsNHo/HTK7q6+tRU1ODkJAQZGZmYufOnejt7cWrV69WbO7CWliOpck6X5zffvsNoaGh2L17t0OPz8nJwfj4OC5dugShUGgizRcZGQmtVov79+8jMDDQrAjpc548eQI2m+1wj+ajR49gNBpx6dIlk4GMoijcvn0brq6uVh1tnIW21VMqlZiYmIBarYZWq2V6bj9PxX4Om82GSCTC9u3bzQaZFy+AS5cAnW7x/wWCOTx4kI8TJ/49RW80GnHjxg3s3LnTYSnGpZAkyaSdJyYmACyuomNiYqy+XmVlJRoaGnD58uVVs100Go2or6/H+Pg4pqenodfrMTc3B2DxGs3PzzPp9KUCM/QP/f/T09OMT7QlFhYWMD8/D51OZ9dE4s2bNw5NPpdDTk4OY1jyecvT9PQ0Hj16BIIgsH37dkRERDBV6fX19eDz+Th16pRD176wsBCDg4P44YcflnWehYWFGB8fd+gaVFZWor29Hd9///2yjmWLX375BUFBQTb19L9Furu7UVJSAi6Xi+PHj2N2dhbPnj1bsezueiD+g/LTTz9h3759Ds9IKYpCVlYWZmdnIRaLMTExgSNHjpj0JioUCuTk5CA+Pt7EaOFzBgYGkJeX57Cco8FgwJ07d+Dp6WmiupWTk4OJiQlcu3bNqdQORVEYGhrCwMAAJicnodPpGD1fOsByOBzweDwIhUJIJBJIJBIIBALmh9b7pbWkSZKEWq3G5OQk2traMDw8DJFIhOPHjzP7Rv/n/wD/+T8DMzP42zEW8L/+1w38y7+Ynn9paSlaW1tx/fr1Ze/P0cVVAwMDaGlpwfDwMDZu3IjDhw9bXJHeu3cPrq6uOHHixLKO5yjT09MoLS2FXC5HfHw8UzuwtI5g6e9YLBbzmXxuf0gzOzsLuVzu0PFdXV1x9erVVX1POp0Od+7csaltTJIkCgsLTYr0uFwuwsLCkJ6e7lCWwGAw4NatW9i9e/ey0/7t7e348OED/vEf/9HuY50J2s7S29uLwsJCAGDMLWQyGeM+9y1jNBqRm5vLqJ/N/G1A+OGHH5b93tcD8R8UWgnLmeImvV6P27dvg8Vi4fz58xb3Yzs6OlBcXGwiYm+JN2/eoL+/H+fOnXNoX3dqagqPHz9mgnFVVRUaGxsdXjlOT0+jqqoKw8PD0Ov1YLFYf5OrdDVJn0ql0lUR1KClLaempnDo0CEEBgairw+Ij19cEfN4QEoKcP36L0hISDDpHaZX+p6eng6lrCYmJhg93qmpKeh0OkaSUyaTYceOHZidncXz58/h7e1tMdjSk6Nr166tqaAIAJSXl6OrqwvXrl1blddTqVR4/PixzRUx/Zg//elPq158VFhYiJGREYffDz1JcnZf8M2bNxgZGcH169eZ36nVaib7MTMzAzabzejLL93H12g0UKvVMBgMYLFYuHr1qt3P+dmzZ4zW8lpAkiRz305PT2NwcBBsNhtXr1796jod1oLe3l709vZifHwcMzMzOHny5LJrXNh/+ctf/rK6p7fO74FMJkNbWxtaW1sRFxdnd5+NTq9xuVyQJGnVV9XLy4uRqbMm9Qgsukf19fWhvr4e0dHRdr94tOB7bW0tenp60NfXB6lUira2NrBYLKu9h3Sf9IcPH2AwGBAUFIRdu3Zh165diI+PR3R0NEJDQ+Hv7w93d/dV64PlcrmIiYmBWq1mrkVgoBhnzgBubsCJE8C//Rug1U6hu7vbpGiLxWLB19cX1dXV8PHxsdqjSL+3jx8/QqVSMUpY0dHR2LVrF0QiEXp7e1FbW4ve3l6IRCKMj49DJpOZiSa4ubmhqakJ8/Pzy7aHdBS5XI6pqSm7++COYjAY0NLSYlMIpaKiArOzs0hKSlqVY9JQFIW3b99iy5YtDqtwEQRhtvKZmJhAUVERUxFs6TjFxcXYvn07NmzYgPr6erx+/RoNDQ1QqVSYn59nZFhnZ2cZ1yadTgetVgsul4uQkBCkpKSgs7MTYrHYblFfZWUlZDLZmt0PBEEwvuZhYWHYvHkz6uvrMTs7a7fK/FvAw8MDISEhiI2NRWJi4oq6Pb79acs3ikAgwNmzZ3Hv3j3k5OTg1KlTVh+rUCjw/PlzeHh44PTp0ygtLcX79+8RHBxscXWxbds2TE1NITc3FxcvXrQajE+dOoV79+7h0aNHuHLlit20jLu7O7777ju8ePGCaZWiZesGBwdx+PBhs/MpKiqCXC7H0aNHHXYRWk0yMjKg0+lQWFiIa9euYdMm4H/+z3//Oz0wKhQKk4Hcx8cHAQEBKC4utrrSoovYjhw5YnGwjIuLQ1xcHKamptDZ2YmRkREIBAI8ffqUEfIPCAhAVFQU3Nzc4OrqamIuv1bMz8+vam+wI+k8uVxu5s27GrS1tQGAmTCNM2INFEUxPc39/f0WuxP0ej0oikJ0dDSqq6tRV1eHqKgobNu2zekBXCwW27WDJEkSBoNhTa6ZNTgcDoKCgjAwMPC7HfNb4dtO5n/jCAQCnD59GkqlEm/fvrX4mJ6eHuTk5CAwMJCpiN65cye4XC7y8/OtvvaBAwfg4eGBx48fmwkR0NDqPyRJ4unTp3bPl6IoFBUVQSKRYP/+/QCA2NhYnD59Gmq1Gjdu3EB+fj7GxsYALLZW9fT04PDhw18kCNPs378fer3e4gAjFArh6emJiooKs7/t3bsXer3eotqWRqPB+Pg4jh07xgThxsZG3L59G3/961/x008/4d69exgeHoa7uzu2bduGEydO4Pr16/jxxx+xc+dOuLi4oK2tjTGimJycdLoSdzmstkiHPdra2mA0Gq3qF6+E9vZ2E5UyAOjv78ft27et3vcAmHv+//2//4eff/6ZKayzZjcoFArBYrFQX1+Puro6JCcnY9euXctaRXl7e0OlUtl8TGtrK9hs9u8qbwkALi4uTFHfOo6zHoj/4Li7u+PQoUPo7OxEQ0ODyd8aGhpQUFCA2NhYk0pogiBw6NAhDA8Pm5mPL+XkyZNgs9l4/Pix1SpjHo+HM2fOYHJy0mZgBxb7no1GI06dOmUy8Hl7e+P777/Hzp07oVKpkJ2djV9++QUfPnzAxo0bv7i1IJ1u7OjosPj35ORkKBQKM/UqoVAILy8vlJeXmz2nuroarq6uzEBZWFjIpMCPHTuGAwcOQCKR4MWLF8zEhIbD4SAqKgpHjhzBDz/8gB9//BFpaWnYsWPHmupc06x2ILZXplJZWYnQ0NA1EaaYmZkx29cLCgoCQRDMatkShYWFmJqawsmTJ5GamgpgsSXN2jYEQRCIj49HdXU1RCKRTfUpewQEBECr1dp8TFNT0xeZvLLZ7GWrxv09sx6IvwFkMhlSU1NRUVHBBNYPHz6goqICO3bsQFpamtlzfHx8EBoaiqKiIqtfHA6Hg7Nnz8JgMODly5dWjy+RSHDs2DH09/ejrKzM4mNqamowNDSEY8eOWV0FxMTE4PLly/jxxx+xZcsWeHl5YXh4GD///DPu37+P0tJSuxKSzkJRFFQqFbq6ulBVVYXCwkLk5OTg0aNHyM7ORm5uLt6+fYu5uTkYDAaLrxESEgIOh4Oamhqzv6WkpECpVJo9V6fTMe0uer0e3d3d+O6775CZmQk/Pz8EBQXh6NGj8PX1RUFBgc33wOFwEB0djc2bNy/zKjgH3b60WvT29lrd2y8tLcXs7KzdHt3lsrSqeyleXl6M1d7nKBQK9Pf3Y9++ffDx8UFcXBx8fX3tBseUlBRIJBJ4enqu6JyDg4OZ/ndLDA8Pr7okpKOEh4fDYDAgPz/f6vmtY876HvE3wubNmzE5OYnXr19DLBZDq9XabbjPzMzETz/9hOLiYkZV63OEQiG+++475OTkQKvVWu2V9PX1RUZGBpN6XiouMTg4iJqaGuzcudMhmToOh4PExERGuGFwcBBtbW3o7u5Gc3MzOBwOvLy8EB4ejk2bNlktFDMYDBgfHzfpJ9br9UyrE0mSzGqMVpfi8/lwcXGBRCJhfJ+np6dhNBoxNDSEGzduwN/fH/Hx8SZ7wuHh4WhrazNr+woICIBAIEBFRYWJReVSv9m+vj5wOByL+8SZmZm4e/cuNBoNhELhV1GNSstkrhYtLS0WV2/0552ZmblmMo0eHh4WLSVDQ0NRWVmJwcFB+Pv7Mxmc9vZ2vH//HkFBQSZ7wY6uBIOCgqxmVhyFx+OBzWajt7fXolNaUVER/Pz8vohKnZeXFw4dOoSSkhLcunULwcHByMjI+Cru26+Z9avzDbF7925oNBqMjIzgyJEjNlNTFEUxqeSuri7s2LHDajuEr68vuFwuent7ba66wsPDodFoTCQ11Wo1Xr16hbCwMKvKT/YICAhggpTRaGSCcnl5OUpLS8Hn8+Hq6spYAS7tJ2axWOBwOODz+RAIBBCJRPDz84Obmxs8PDzg7e3t8CCv1+vR2NiIvr4+xr9ZKpUiJiYGycnJaG1txdDQkNl1j42NRX19PXbu3ImZmRmIxWKQJMkc11aaVyQSgc1m48GDB8ykwc3NDcnJyQ4pFSmVSnR1dWFychKzs7OYn58HQRDgcDjMhMLa+zcYDKirq8PY2Bi4XC6Cg4MRGRkJDoezKoGYJEkUFBRgZmbGTD1JLpejqKgIMTExTisyOcOuXbtw584dPHr0CGlpafD09ERnZydqa2uxsLDACPvzeDxmzzgyMtLM99tRl6mkpCR8+vQJvb29NifJarUaLBYLIpEIFEVhenoaU1NTGBwchEKhwPz8PEZHR80CcUVFBQwGA86dO+fspVg1goKCcP36dXR1deHDhw94+PAhLl++/MXO54/Aeh/xNwZFUXjw4AHm5+etVjLThSZqtRrHjx9HYWEhk162xp07dyCTyRxKERYXF6OzsxNHjx7F69ev4ebmhjNnzqzofVlDpVKhr68P4+Pj4PP5jPatp6cnxGLxmmoSt7W1oaOjAxMTE8xA7OLiYqYgZjQa8dtvv4EgCAiFQly5cgXZ2dlYWFjA6dOnMTU1haysLIs9suXl5WhsbMTWrVuZCmq6n5rD4cDX1xe+vr5wd3cHQRDQ6/WYmprC8PAwJicnQVEU02/t4uLCtMgYjUaoVCrMzc1BLBYjPDwcmzdvhkAgYGQuu7u7wefz4enpCaPRiKmpKaZi+nNXImuTCXo/me6HXaq8NTMzAw6Hg0OHDpnUAcjlcrx+/dpiwFst1Go1qqurIZfLMTc3B4lEwlScs9lsBAUFYffu3eDxeBgYGMD4+Djc3d2Z/ePPef36NbRarUMKcbm5uVCr1bhy5YrZ3xQKBV6/fm0xrUvfX15eXtDr9ZidnTUJcHSvdXp6+rJU3dYCWsTk0KFDFqvJ11lkfUX8jUEQBM6ePYu7d+8iOzvbLADq9Xo8evQICwsLuHTpEkQiEXbv3o2XL19a1YMGFlsmHDWZ37t3L6ampvDixQuIRCKbrVUrxcvL63epFP4cDofDtBdRFIWBgQHU1dVhcnISP//8MwIDA5GWloba2lp0dXWBIAjExcUxes+bN29m9ufd3d3h4+MDnU5nEogpisKnT5+wc+dOJpuwYcMGHD16FCRJora2FnK5HI2NjUylKkEQ4HK58PT0RHp6OsLDw22mBZVKJerr69HU1IS6ujomyAoEAmRmZpqtRsfHx1FbW4vBwUGmSOlzZy763wsLC6iurmYCGC0xSq+mfX19zQKbwWDAmzdvEBoauiZBeGxsDAUFBdBqtXB1dUVcXBySkpJsXqPAwEC7fbF0YHSEPXv24N69e6ioqDDZyqitrUV1dTU2btyIAwcOMKtwOoOxFFphi4aiKOTm5sLHx+erCcLAYqEjl8vF5OTkeiC2wXog/gahK5mzsrJQUFDAtAqNj4/j2bNnEIlEOHv2LPPlDggIgKurK2pqaqzuFcfExDhshk2SJHRmJl5jAAAgAElEQVQ6HVxcXHDu3LlvXvKOIAgEBQUhKCgIFEWhra0N5eXluH//PrhcLrZv3464uDiT6xASEgIWi4W2tjbExMRY1O2mRT4s7QNyOBxs3759xS09UqmU8bI2Go2YnJyEm5ub1c/Y29sbbDYbrq6uFs/rcxobG+Hj4+NwlXBRURH4fD4yMjIcfxMOQAt3dHd3w9fXFydOnFg1XW4AmJycBEmSkMvldgOOSCRCeno6Pnz4gLa2NohEImi1WhiNRqSmppps/1jbNggKCkJJSQkMBgP4fD4jN0nbMH5NUBS1vkdsh/Wr840ikUhw5MgR5Obmorq6Gl5eXigoKICfnx+OHDliFhyDg4PR3d1t9fXCw8NRXl6OoqIiHDlyxOrjdDodHj16BAC4ePGiQ/uvFEUxFacikegPE7i1Wi2USiUmJydNisE0Gg3YbDZTXGVJgYogCPj6+qKpqcnqCma1VMIchcfjOaQuNTExYTVz8jnODsIKhQKJiYmrfg9otVoMDQ3h8OHDa7IyE4vFYLPZKCkpcchkITo6GiEhIaivr8fU1BT8/f2RlJTkcF8xrZn+7t07bNiwAUNDQ0hMTFyzoraVMD8/Dw8Pjy99Gl8164H4G8bf3x+7du3Cu3fvAICRTrREfHw8mpubodfrrRZt7d27Fy9fvsTExITFFgyFQoEXL14AWNwz1Ol0NgcWiqJQV1eHlpYWsNlsxoknNDQUMTExK27zWC70xEClUplVXH9eDEangulqa6lUiq1btyIsLAxarRZ37961WpiTmpqKx48fQ6VSWUyv0z2pIyMjX1TQZCkURWFqasqqcIWlxzsaiLVaLebm5hxaaTuLRCIx0Xh2FFrz297EIC0tDQUFBZibm0NJSYlDaXWBQLCiFiORSIS+vj7GMGMtrttqwGKxMDEx8cX1AL5m1gPxN05UVBRTUWyrSlMsFoPP56Ourg47d+60+JiAgAB4eXmhsLAQ58+fN/lbe3s73r17B5lMhn379uHly5d48uQJ9u3bZ9FneGFhAYWFhTAajTh+/DjTaqHRaNDR0YGXL19CIpEgJiYGISEhq+arSpIkJiYmoNPpoNfrYTQaodVqGbs/o9FoFmRptyYfHx+m2po2l7A1QItEIshkMpSWllq89vT+dklJicViNoIgIBAI8PLlS2RkZKxp9bCj0Nrgjp4LRVEOr9Jqa2uZ6nZnIElyTVKfdD1FUFCQ3cC6ceNGXL58GR0dHfj48SNCQ0PXXG/Z09MTHA4HarUa3t7e4PP5a3q85RIbG4uysjLw+XxERER86dP5KlkPxH8HODogREZGoq2tzWogBoB9+/YhKysL/f39jP9mWVkZPn36hMTERGbP8sSJE/jw4QMKCgqQlJSEbdu2mbxOZ2cntFotTpw4YRJkJRIJtm7dii1btqCvrw8tLS2oqqqCQCDAtm3bliVgr1AoUFVVBaVSaVLUxGazmWArkUgQFRUFHx8feHt7m5kqLJe9e/fi1q1baG9vt+hmtWvXLmRnZ0OpVFqUIxQKhWCz2SgqKkJvby/27dv3RVP3NTU1ViuHLbHUt9gWarUa7e3tTAGYM9y/fx+RkZGrKoFJkiSysrIgEAhsfh+WwuPxEBcXh+7ublRWVq55IHZ3d0dPTw+kUulXHeBSU1PBYrHw9u1bzM7Omul6r7MeiNdZwrZt29DR0QGNRmNVqs/d3R0ymQzv3r3D1atX8erVKwwNDSEjI8NsMEhPT4e3tzfev3+Pvr4+HDhwgFn5dnZ2IikpyepKlyAIhIaGIiQkBL/88gu4XC5evnwJHo+HsLAwJCUlWS220el0kMvlGBoawvDwMAwGAzw8PLBlyxaEhYWtapGOPWjXqfLycouBeMOGDfDz82MsDD8PcCRJws/PD5s2bcKrV69w69YtxMfHIyEhwWowJEkSXV1dUCgU4HK5CA8Pd0hIxR6dnZ0wGAwOq1wZDAZQFGU3JanX65GdnQ1PT0+nB2mSJKHX65fdo26Nly9fgsVi4cKFC05PfOLj4+2qoa0GYrEYHh4ejCPX18yOHTsgEAjw8ePH9ZWxBdYD8ToMHA4HP/zwg93HZWZm4rfffsPt27cxNzeHU6dOWRWXj4qKYmQas7KyEBISgoyMDExPTzuk/EMbzJ89exZzc3Oorq5GV1cXWltbweFwGLnFpcb09HtxdXVFcHAwtm/fviKLspWyZ88e/Prrr2hsbLRYuPXdd9/hxo0beP/+vUkKlC78SktLw8aNG/H999+jtLSUaXMRiUSQSCQQCoVMQNJoNIyvLf37pqYmsFgsuLq6MtKmzqxqgcWK6nfv3iE8PNzha/np0ycmtW8NjUbDiJVY8lm2B63vbU/72mg0orq6Gr29vSZtRlwuFyKRCB4eHggICEBoaCgmJycxOjqKM2fOLCv7EBgYiIWFhTVLmdOMjIzA1dUVQqHwqyzS+pzExETMzs6iuLgYc3NzX1Wb1ZdmPRCv4zQ8Hg8pKSno7u7G4cOH7aYe3d3dce7cOfT29uLdu3f49ddfGXECexAEAZFIhImJCXh5eSEtLQ1paWmQy+V49eoVoqOj4e7uDoFAAD6fDz6fDzc3t6+qXYI2aaipqTFrY6L/npGRgYKCAiY9DiwaCwiFQma1w+PxkJGRgT179mBoaAidnZ1Qq9WYnp4Gm81mVt/R0dEmhW4URWFwcBDd3d1QKBTo7e0FRVEQCATw9vZGUFCQTalQiqLw9OlT8Pl8p3p7W1pa7NrwlZWVwdXVFXw+H8+ePcOlS5ecmjTR1cNlZWXYt2+f2Xm3t7ejubkZExMT4PF4CA4OhlQqZT4DtVoNlUqFkZERdHZ2oqSkBDweD66urvD29nb4PJZCX8fJyck1cz8yGAzo7u6GWCxekYFEU1MTOjs7cfr06VU8O+ukpKSAxWKhtLSUMfNITk5eta2gPyrrylrr/K5QFIWamhp0dHTAy8sLO3bssLsyrq2txcTEBNMPTXPnzh1IpVIcPHhwLU95VSBJEr/99hsSExMZUY/PefHiBVQqFb7//ntG0/j06dNrMpirVCp0dnZiaGgIarUa8/PzCAwMxP79+00CMr1XajQace7cOYfT+v39/Xj9+rVFtbClZGVlwcvLC3v27EFWVhbm5+dx+fJlpyZSXV1dKCoqwqVLlyCRSNDb24vGxkaMjY2BxWLB19cXiYmJdusLaAGV1tZWaDQaRqnN3d0dnp6e8Pb2ho+Pj0PndvPmTWzYsAGHDx+2eJyKigrI5XKQJAlvb2/s2bPHqQlIaWkp9Ho9xsbGcPny5WWt3GlFt23btiEpKcnp568EOkPR1dUFg8GAlJQUhyvxv0XWA/E6X4T5+Xk0NTWhvr4eERER2LJli9WBiCRJ3L17FydPnjTpX21ubkZZWRl+/PHHFRUwkSQJrVZrZmO4sLDAmEPMz88z/6Z/5ufnmf/S/6YoyuT3HA4Hfn5+iIyMRHNzM5qamvAP//APVqVHb968CRcXF0xPT5sUv601PT09ePfuHbhcLi5evAgOhwOlUonc3FwQBIELFy44HChIksStW7fg5+dnMRAt5fbt2wgLC0NqaiqMRiMjgnLx4kWnPtP79+/DYDAw2xReXl6Ij49HaGjosu4NnU6HlpYWKBQKaLVaGAwGzM3NMZKdPB4PgYGBSElJsbiaGxoaYir/Dx48yPTRLpWXDQoKAp/PR39/P+bm5nDp0iWHCtv6+vpQWloKNzc3hISELHt/PC8vDxqNBhcvXrT6GIPBgK6uLuj1eri4uCAsLMyhc3SGuro6VFdX4/vvv/+iW0hfkvVAvM4XZWZmhtm727JlC2JiYiwOnBUVFVhYWDDpu6QoCr/++iu2bNni9IzeaDSiqqoKXV1dVqUJ6X3Hpf/9XDOZ7jGlf09XYtOyhEajERqNBkajkdnPttXP3dvbi4KCAshkMhMP6d8Do9GIu3fvwsvLCy4uLujp6YGfnx++++47p1aoL168wPj4OK5du2b3eb/99huSk5MZNSmDwYB79+4xUp6OUF1djdraWsb1KzY2dk01xsfGxjA4OIiOjg7o9Xq4u7vj4MGDZpkdrVaL169fQ6VSwc3NDQRBQK1Wg8vl4uzZs0x2gdaH53K5ds0a1Go1cnJysHnzZrS3t+PcuXPLbu178uQJBAKBVYGekpIStLe3g8PhgMPhMBNQsViMjIwM+Pr6Luu4lrhx4waio6N/t4nn18bXs5G2zt8lLi4u2LVrF9Nr2NzcjNTUVAQGBpoU4AiFQqjVapPnEgSBkJAQNDU1ORyIh4eHUVlZibGxMfB4PERERCAxMXHN96gMBgPkcjmGh4fR2tqKgIAAi73FISEhjAjL+/fv18yH1xI6nQ4eHh4YHR0Fh8OxqDVtj8LCQoyMjODkyZMOBW+SJE3S3QKBgLHdtFfsRJIknjx5ArVaje3btzO2mWsJ7Vrl7++P7du3Y3x8HCUlJXj48CESExNN2vRoKdnBwUG0t7eDoihER0ebTTYJgkBmZiaePXtm8z1PTU0hNzcXmzdvxqdPn7B///4V9ddLpVJ0dXVZPKZKpUJ7e7uZEplWq0VRURFycnLg5+eHAwcOrMoqlq4D+XuF/Ze//OUvX/ok1lnHxcUFERERkEgkKCsrg1wuZ1ZmOp0OpaWliIqKMpPK8/HxQW1tLTZu3Gh1/5IkSVRXV6OwsBAtLS0QCATYs2cP9uzZA5lM9rtUnNIeysHBwdDpdKiurkZkZKTFY3t7e8PT0xOVlZWYmpqyKIiyGtBFXJWVlfj48SMaGhrAZrOxbds27N+/3ykzDdp0YGBgAEeOHIGfn59Dz6uurkZSUpJJulMkEmF2dtbmfixJknj48CEMBgMuX77sVM+u0WjE3NzcqhT0CYVCxMTEgM/no7q6Gp2dnQgODjb5XCUSCUJDQxEWFoYNGzZYrPAWiUSor6+HQCCw2GqmVCqRl5eHhIQEdHR0IDY2dsUCL35+fmhubkZ/f7+ZKldLSwsmJibMivN4PB42bdqEgIAAtLS0oKamBnNzc/D19V1RFqK3txdGoxFRUVHLfo0/Musr4nW+GlgsFmQyGfMlf/HiBfh8PgwGAxISEiwGJKFQCC8vL1RWVpq1vyiVSpSXlzMrvLCwsC/eygQs+kYrFAo8ffoUV69etTiAhYSE4OjRo8jNzYXRaFw1MX+1Wo2WlhbI5XLG9k8sFiM0NBTx8fEQi8VOv6bBYEB2djZ0Oh1Onz7tcLUxrWBmSbc6LS3N5vMePnwIo9HoVJU1SZJ49uwZVCoVgMUVYUZGBlpbW6FUKqHRaBAVFWW1mM4WcXFxCAkJwYsXL3Dv3j0kJyc7Xc0slUrR2NhotmIeGBjA27dvsWXLFnR1dSEsLMymL7ij8Hg8HD9+HI8ePTITlBEKhYyUq6X708fHB9euXUNtbS3a29vR2NgIoVAIX19fREVFwd/f36nAbDAYHOqi+FZZ3yNe56tlfn4eGo2GkZi0RmVlJdra2nD9+nVQFIWGhgZGN9vd3R3Jycl222h+b4xGI+7cuWN3L1SpVOLZs2fw8PDA8ePHnV69077JPT09GB8fB0mSEAgE8PX1xaZNmxAYGLiilczo6Chyc3Ph4uKCU6dOOVXIo1ar8eDBA/zTP/2TU8csKCiAXC7HlStXnJpUPXv2DBMTEzhz5gwWFhbw/PlzzMzMgMfjwcPDA2KxGF1dXTh79uyKrDXp4iPaeMXRyY1Op8P9+/chFAqxc+dOyGQytLe3o7KyElu3bkVFRQU4HA6uXbu27HOzxI0bN7B582aTiQNdOOjr62vT5IVGpVKhpaUFQ0NDmJ6eBrAYzN3d3SGRSODm5gaxWAyhUAihUGhiaNLV1YWPHz9i3759X9339PdiPRCv84enrKwMnZ2d2LBhAwYHB8FisRAcHIwdO3Z81f2JSqUS2dnZZnuLnzM1NcXsmR44cMBmGpaiKAwPD6OtrQ0jIyOMuIeXlxdCQ0MRFRW1Kql4vV6PkpISDAwMICgoCAcOHHA6oA8MDOD169f485//7PBzRkZG8Pz5c6ddlN69e4f29nacPXvWppnIixcvMDo6in379tnUZreHVqtFXl4eJicnIRaLIZVK4eHhgfDwcJvOVQaDAU+ePIFWq2UmGcnJyaipqWG2X5Z6GK8GDx8+hLu7O2OHSTM2NoacnBxIJBKcOHHC4UkPRVEYGhpCb28vxsfHYTAYYDQama4EOhNCQxAEYmNjlyVv+q2wHojX+cPT2tqKDx8+QCwWIyEhAZs2bfrDWCl2dHSguLgY8fHxNp14KIpCUVERenp6EBERgT179jDvUaPRoLm5GQMDA0xBm1gsRkBAAGJjY1fVgk6r1aKkpARDQ0MQiURITU1ddsCqqanBp0+f8Kc//cnh59y8eRPe3t4OrdLo883Pz4dKpcLBgwcZfXRrUBSFkpISdHZ2QiqV4tChQytq1+nt7cXbt29BkiQ8PDwwMzOD8PBwpKSkWC20am1tRXd3N0ZHR5nU8KFDh9DR0YHAwEBERkYu+3wskZ+fD7VabWbkAixev+zsbMzPz+P777//w3yv/misB+J1vgnWWk5wLaEFKWy1NdH09vaiqKgIHA4HIpEIarV61dPN1o5bXV3NrPDo1OlKuH37NjZs2OCwIAu9Gv7xxx/tftYURaG0tBRtbW0Qi8U4ePCgU7aaExMTePLkCSiKQnBwMHbv3r2i2oLm5mZUVVXBaDTCxcUFQqHQamV5Y2MjampqEBISgoGBAVAUhdnZWbi6usLf3x8ZGRnLPg9L1NTUoKmpyaq8LS1Gs3Xr1t+lMv3vkT/myLXOOp/xRw3CABAeHg4ul4v8/HzMzc0hMzPT6mNpbenp6WnMzs5CKpXiu+++W5MCNIPBgMrKSnR3d4MkSfj4+ODUqVMrNpDQarUoLCyEwWBAenq6w89ramqCRCKx+1mrVCq8ePECJEkiPT19WT69KpUKCwsL2L17N6qqqnDz5k3GDnE515rub25vb0dVVRVUKhWePHmCnTt3mnlNazQaeHp6YnBwEKdPn4ZIJEJ/fz8+fvyI3t5ejI6OIikpadUqjGUyGWpqamA0Gi1uW3A4HERERKChoWE9EK8R6yviddb5ShgcHEReXh6CgoLMVolGoxFFRUWQy+Xw9vbGwYMHMTw8jPfv34PNZiMzM3PVHHjkcjmqq6sxPj4OPp+PqKgoJCcnr3iyMzQ0hJKSEmi1WhAEgVOnTjml53zz5k1ERETY3Ut88OABCILA6dOnl33O9+7dg7u7O1Ot3tXVhfLycuj1eshkMuzevXtFKevR0VGUlZVBqVRCIBAgLi4OiYmJjLoYQRDYv3+/mXOVWq1GWVkZBgYGwGazER0djW3btjn1Po1GIzo7O00UuW7dusUIilh6LYPBgJs3b+LixYs297jXWR7rfcTrrPOVIJFIsHHjRlRVVWFkZASRkZGgKArV1dXIz8+HwWDA/v37sWPHDvB4PEbGcXx8HNXV1RgaGkJQUNCygo/RaERFRQUKCwvR3t4OV1dXZGRkYNeuXQgICFhxqrurqwv5+fmQSqXYsWMHuru7nRYrqa6uRlRUlN2K5ra2NnC53GW7+8jlcrS0tJhkGjw9PREfHw8PDw80NTWhsbERo6Oj8Pf3X1bxm0gkQnR0NGJjY6HRaNDa2oq6ujr09PSAy+Vi48aNFluUBAIBwsPDkZCQAJIk0dLSgoaGBojFYodT7zqdDnl5eQgLC2PeX1hYGJqamtDQ0IDw8HCz98ThcNDc3AwWi2W2gl9n5awH4nXW+YoQiUSQyWSorq5GR0cHKisrMTw8DF9fX1y4cMFsNUIQBMLCwhAYGIiWlhbU1taCw+EwDk72GB4eRmFhIUpLSzE1NYXIyEgcOXIEcXFxVj2pnYWiKOTk5CAsLAwHDx6Em5sbamtrsWnTJqeCWE1NDWJjY+2el7e3N2pqauDm5ubUvjB9rs+ePUNgYKBFDWcPDw98+vQJUqkUarUaNTU1GB4ehp+fH/h8vlPHAhYDXEhICBITE8Hn89HT0wOSJJGZmWkzBU4QBAICApCQkMCcR39/P4KCgkxagyzB5/PR0dEBhULBFH7xeDzExsaiq6sL9fX1SEhIMBMeGR4exvDwMGJjY+3aTq7jHOuBeJ11vjKEQiFCQkIwOjoKPz8/hIaGoqOjw6JqE42rqyvi4+NBkiTjbhUQEGCx/9qW0lhgYOCKZBMtUVxcjImJCZw4cYLR5K6vr4enp6dT/bo1NTVISkqyu0fr6uoKvV6PmpoaxMTEOJUh+PDhA5RKJU6fPm0xCzAwMIC2tjacPn0aSUlJ2LBhA7q7u1FTU4PBwUH4+vouaw+ZxWJBrVZjamoK3t7eiIuLc/h5ISEhCA0NRXt7O2pqajA/P2931UpPVpYqeREEgejoaNTX11t8DX9/f9TX16OlpQUDAwOMaUtDQwM+ffrEtBCutinE3wPrgXiddb5CXFxcsGnTJgQHB8PPzw/R0dHo6upCdXU1WCyWVQnJjRs3Ijo6Gn19faiuroZGo4FEIkHr/2/vzr+autYGjn8TwiCEKQxOKIIgaMFScELrgKjYAkqh2tarq/eue+/f5bKyimgRRawRRFEUFEpAFAIUUeaZgEwhnBzeH3yTWyQJCWK1dX9+k5ycnJOs5XP23s9+Hr0evV5PfX09lZWVjIyMEBkZyddff8327dtXdN2vs7OTtrY2hoeHefDgAb29vRw9enTB6FSv1+Pu7u70urYsy+h0Onbv3u3UNLllhmBgYIDo6GinPkOn09HQ0EBKSordtevS0lL8/PysgdLf35+4uDjWrl3Ly5cvrSPT5QSkyspKZmdnSUxMdPn3WLVqFfHx8bi7u6PT6WhsbGTNmjV2y75aioxYegJbHtgUCgUTExO0tbUtakvo4eFBbGwsr1+/ZmZmBi8vLzQaDSEhIfj5+VkfftRq9bJ7OX+qRLKWIPyF1NfXU1NTg5+fHxkZGQ4Llli2RVna9lm2zWzbtu291a++desWXV1deHp6WttCZmdnLxr5Xr9+HaVSSWZmplPn7erqQqvV8t///tfpa+nu7ubXX391qlJWfX091dXV7N+/326W9eTkJD///LPDHtGDg4M8ePCA0dFRNBoN+/fvd2qZwFK0RalUcubMmXdakzeZTNy+fZu+vj42b95MSkqK3fPl5+fj7e294HcYGRmhoKCA//znPy5fR1lZGb29vZw7d27Z1/8p+uvu+RCET1BCQgJRUVGUlJQs6p/8tsnJSQCnClmshJ6eHrq6ujh58iSrV69mYGCAoqIim0EwMDCQ7u5up8/d3Nzs8pp1WFgYwcHB3Llzx27P3cnJSbRaLaOjoyQnJzvc6lRZWYmPj4/dIAwQGhrKt99+y8jICOXl5RQVFaFWq5fcd63X6/Hx8SE8PPydE+MsNaQ7Ozu5ffs2/f39fPPNNzZH6OvWraOzs3PB34KCglAoFNaqaa7w9/d36XcV3hBlUgThL0atVpOdne1w+rKjo4Pq6mr27t37pwRhgLt37xIWFmYdAapUKuxNuGk0Grt9oG3p6+tzqcOSxbFjxxgfH+f333+3/k2WZZqbmyksLOTSpUvMzc1x+vRph40UJEmio6PD6UYOQUFBaDQalEolPj4+aLVacnNzaW1ttXnu1tZWJiYmVrT7kJeXF/Pz88zPz/Pzzz8vCrjwpsyqrelrPz8/WlpaXP7M5ubmFe1T/KkQI2JB+Jvp7++nrKyM0NBQp5N+3lVVVZV1e5WFo4xoV7JuTSYTRqNxWduR1Go1UVFRPHz4kKmpKdra2jAYDCgUCkJCQli1ahWSJC052q6rq8PNzY2YmJglP3NqaoqSkhKGhoY4evQoERERTE9P8/DhQ+7fv09VVRUJCQnEx8ejVCppb2/H29sbX19fu2u6y1FSUsKaNWvIyMjg3r17aLVaEhIS2LVrFwADAwMMDw+TkZGx6L2RkZE0NjYu+RnT09O8evUKpVLJ6OgoMzMzi1onCksTgVgQ/kYsa6l+fn4MDQ1RWFhIenr6ivZc1ul06HQ6FAqFddp5cHCQw4cPL/gcR9toXr586XRDjoqKCjw9PQkICFjW9R44cIALFy5QXV3N+vXr2blzp3WWwNIFq7i4eFEbzT9qamoiKirK4bSxLMtUVlai1+tRq9UL1pK9vb05duwYJpOJqqoqampqrFnd/f39mM3mZe97tqW2tpaZmRm+/fZblEolqamprF+/noqKCvr6+khPT6e0tJR169YtKhoCEB8fT11dHV1dXTZnIqanpykvL6e7u9ualS7LMqtXr/7gbUb/ikQgFoS/CUsDiS1btnDo0CEMBgPFxcVcvHiRw4cPu9ycwVYv2qGhIX777Td27NiBh4cH7e3tzM/Pk5aWtmgK3NJE/m0mk8maSb2UqakpXrx48U71lQ0GA2azmX/+85+LHkg8PDw4ceIEV69epbq62jpa/KOOjg5mZ2cdNuWQJImCggImJiYcltX08PDg4MGD7N+/n+rqahobG5FlGS8vL8LCwpZ9j29fS11dHUlJSQuCYmxsLKGhoRQVFXHhwgXMZjObNm2yWdrSy8uLjRs3UlpauqDd5B+7bvn4+FhH/PCmBGllZSVtbW1ERUWtyL18KsT2JUH4G6ivr+fRo0ckJCSwb98+4H9bWl6/fm2tbxwREbHktHBzczPXr1+37kdWq9X4+/vT2dmJVqtl7dq1HDx4kNDQUGJiYoiNjbU5WrW0o3ybZZr40KFDS96XVqsFcOpYR/czOjpKUlKSzdct08KPHz9Go9Es6lZVUlJCQECA3RGrLMvk5+db15ptjTDfplAoCAsLo6+vD0mS+Oyzz5x6nzPa29t59eqVzT7Xq1atIi4ujmfPniHLMmNjYzx9+pTAwMBF9x0ZGUlzczPNzc2Eh4dz9+5dHj58iNls5tChQxw4cGDBe0JDQ/n999+Zm5t7b1n5f1diRCwIf3GVle/qG70AABLxSURBVJU8f/6cvXv3LloTViqVpKSksGXLFkpKSrh48SJfffWV3cYN3d3dPHjwgLi4OGJjY6mqqqK0tBR4EzzWrVtnrb+8XElJSU7t7W1sbKS/v5+TJ08u+7MkSaK/v3/JalNbtmyxrq2fPn3aumY8OjrK2NgY2dnZdt97+/ZtjEbjgpGjMzo7OxkfH2d+ft5hopirJiYmHN5ve3s7c3NzAOzbt4+enh5KS0sJCgoiISHBmrk9ODhISEgIL1++5NKlS4tGwG+TZZnJyUmnE9qE/xGBWBD+wizTm0eOHHE4Clm/fj3nzp1Dq9Vy7do14uLi2Lt374JjxsbG0Gq1REVFWV9LT0/n5cuXlJaW8u9//3tF2iuq1eolk5JGRkaorKwkMTHR6XKdFnq9Hp1Ox8zMjLUJvVKpZGJiwlrIwpYDBw4wNDTEtWvXOHPmDCqVinv37qHRaOwWqOjs7LRu2XI2CA8NDdHQ0MDIyAgKhYKdO3cu+aDgCkmS7M56dHR0UF5eTkJCAuPj4zx69Ihz586xfft27t+/z71796zfGbz5rWJjY9m+ffuSa/SWZQoxLe06EYgF4S8sKiqKkJAQp9Z/VSoVGRkZtLS0UFFRwatXr8jMzMTX1xeTycS1a9cICgpa1IYxPDwchUJBe3v7n/KfrNFopKioiNDQUHbs2OHSe4uLi+nr6yMyMpLIyEjWrl2Lh4cHV69epaCggDNnzjhMXDt58iS5ubncuHGDL7/8kpGREYej4QcPHrBhw4YlHxZkWaajo4Nnz54xMTFh3Vrk7+/vVCa2KyRJsvnA1N/fT0lJCbGxsezatQtZlrl48SJFRUVkZ2db71OSJGv/Y1c8f/6c4ODgFe+F/SkQ35gg/IVpNBqXk7BiYmI4c+YM7u7uXLp0iadPn1JQUIBKpbI5DaxUKtFoNOj1+pW6bLtMJhOXL1/G09PT5hqnI21tbfT19ZGdnU1qaioRERF4eXlZWy66ublx9erVBSO+t6lUKrKyshgeHubmzZsEBwfbHQ2/fPmS6elph4lkkiTR0NBAfn4+DQ0N1in/ubk5TCYThw4d+lMaKIyOjlJcXEx4eDgHDhwA3vyuJ0+eZHR0lLKyMuuxKpXK5SAsyzLDw8M2G2UISxOBWBA+Qd7e3pw6dYrExESePHmyYKuLLdHR0QwNDb3XazIajeTl5eHm5sbp06ddbufY1NREcHCwzUpeKpWKnJwcpqen+fXXXx2eJyAggK1btyJJEqmpqXaPe/LkCevWrbM7JT09PU1RURG9vb2kpqZy4sQJxsbG0Ov1zM7OcvTo0ffSIMHT0xOz2Wz99+TkJIWFhYSGhi7qcx0QEEBqairt7e0OH1CWIqal340IxIIgkJ6e7nCNc9u2bUiS5FQwHhgYcPk/9fHxcfLy8vDw8OC7775bVk/lubk5h9PO3t7enDhxgr6+PioqKuweZzKZaGlpISYmxm71st7eXl6/fm0dXb5tfn6eW7duER4eTlpaGsHBwTx69IjW1lZkWebgwYPvrQJVUFAQJpMJSZIwGo1cuXIFf39/m4U7hoaGGBoaYn5+HoPBsOzPFNPS70Z8a4LwiRoYGKC2tpZ9+/YtucapUqnw8/OjqalpyfPeuHHDqeMsent7rcFiuUEY3nRcGhwcdPgQEBwczJEjR9Dr9Tx79szmMVqtFnd3d+s2MFvu37/PmjVr7Fbk6uzsRKFQkJiYiNlspqysjL6+PmZnZzl06BAbN26kvr4eo9Ho2k06ITw8HA8PD+7evWud5s/Ozl4QJIeHh7l8+TKFhYXo9Xrc3NwoKytbsn65PZ6enou6NQnOE/uIBeET5eXlhVqtdrqiU1RUFJGRkQ7XNAcHB9Hr9aSlpTm19tnS0sKdO3eIiIggPT3dqffYS0YKCQmhoaGBvr4+a8N7WwIDA3Fzc+PJkycEBwcvyAZua2vj2bNnZGZm2s3sbmxs5MWLF5w4ccLuCPzhw4ds27YNb29vbt26xczMDLOzs6Snp6NWqykoKODVq1fWil2enp5L3rcrfHx8qK+vR6FQcObMGWuP6ampKbRaLTU1NajVajIzM9m9ezdbtmzh2bNn6HQ6jEYjvr6+qFQqp0e40dHRi/YhC84TbRAFQVgxOp2OZ8+e8eOPPzo8zmg0UlJSQn9/P1988QU7d+506vySJHH+/HlOnz5tc9rYsv0oLi6O5ORkh+e6f/8+ra2t1jaNkiRx4cIFoqKi7NZLNhqN5ObmEh8fz+7du20eMzIyglarJS0tjdLSUtzd3VEoFBw/fpyOjg4ePXpEQEAAmZmZ3Lx5k7GxMbKyspZs1egsSZLIz8/HaDRiNpsJDQ3Fz88Pg8HAyMgIvr6+pKSkLJoal2WZ6upqWltbrSN1pVK5YIZBo9Fw7NgxlzthCY6JEbEgCCumubkZo9Fot9mEJEk8fvyYsrIyzGYzGRkZThX3sFAqlTQ1NWEymWy2FfTx8cHPz48nT57g7e3tsGXhpk2b6Onpoa6ujq1bt1JSUoLJZCIzM9PuyLyoqAjAYVETvV6PSqVCp9Ph7u6Ov78/R44c4e7duzQ2NpKQkMCxY8dQqVTExsYyNjbGhg0bVmRUbDKZyM/PR5ZlfvjhB0JCQhgcHGRiYoJVq1Zx8OBB9u7da3O0b6n29fnnn5OUlMSmTZtoamoiJyeHpKQkwsPD6ejooLa2Fl9f3xV7cBDEPmJBEFaQvalMg8FATU0NHR0dqFQqvvjiC7slJ5eyfv16my39LKKjo3n9+jUVFRX4+fmxfv16u8dmZGSQn5/PpUuXMJlMnDx50u49NDc3Mzw8zKlTpxxeX09PDyMjI7i7uxMeHk5ERAT5+fkAZGVlLahqZmnIsBIsQRjg+++/x8PDw7qf2lXT09MUFxcvyEL39vbm9OnTVFVVUV5eTldXFykpKSJBawWIQCwIworx9PRkbm7O2mO3ra2N4eFhJEnCx8eH/fv3v3PP3fj4eNra2pAkyW5iV1JSEgaDgVu3bi0oWfk2pVJJTk4OeXl5eHt7201aM5lMPHz4kLi4OIdrof39/UxNTaFSqYiLi2Nubo7r16+zbt06jh8/vuxEtKUYjUYuX76MUqnk+++/f6fP6e7upqSkxJpl/rbk5GTCwsKsJVN37Ngh9g+/I7FGLAjCinnx4gV3795lfn4eNzc3NBoNmzdvJjY2dkVbMZ4/f56wsLAlOzhZOiItVVHLYDDwyy+/2F1bvn79uvU89kaA4+PjXL9+HbPZzNatW+nu7sZgMLB37973GqiMRiP5+fm4u7sva/+1haWwh8FgYMOGDaSlpTkc7ZpMJkpKShgYGOBf//qXGBm/AxGIBUFYUS9fvkStVjtcn31XPT093Lx5k7i4OPbs2WM3CEiSRF5enjVIOQoWljaSbzc2+P3337l37x45OTl210XNZjOFhYXMzs4yOzuL2WzG3d2d7Ozs95rYND09bd2idOrUqWUFYZPJRFlZGV1dXQQFBZGamupU72dZlvnpp59Yu3YtaWlpy7l84f+JZC1BEFZUYGCgyyUS7ZEkidHR0UUVqPz8/FCr1dTW1tLY2EhgYKDNLGqlUkl0dDQ6nY7+/n6H25qCgoKYmprit99+Izo6Gk9PT0wmEzdu3CAmJsZuj2GAmpoaxsfHWbVqFadOnWJqaorBwUEGBgaIiIh4L1PSk5OTXL582bp2a9mi5CxZlnny5Ik1Se3o0aPs2bPH6eYVZWVljI+Pk5WVJUbD70iMiAVB+GjV1tai0+n45ptvbNZ8NplM3Lt3j46ODlavXk16errNoGfZ1vTZZ58t6jr1tl9++YXp6WnOnj1LYWEhU1NTnD171m6wsTRTmJ+fJycnx5qRbNnGNDMzw1dffeUwacxVExMTXLlyBV9fX3JyclwKhJYA3NraislkYteuXS4X4+jt7aW4uJjjx4/bzF4XXCMeYwRB+GglJSWxdu1arl27xvj4+KLXPTw8SEtLIycnh7GxMXJzc5menl50XEhICCkpKTx//nzJ5hVZWVmYTCbOnz+PwWBwOOKTJIny8nLc3d3ZvXv3gm1BQUFB/OMf/2DNmjXcv3/fxTu3b2xsjMuXL+Pv7+9yEB4cHOTixYs0NTURGBjI/Py8y0sIsixTUlLChg0bRBBeISIQC4LwUfv666/RaDQUFBTYDLLwv6Dn4eFh3ev7tqioKBITE6moqKC3t9fmMa2treTl5SHLMmazmR9++MHhGq9Op0OlUuHr62u3naGlWMhKMBgMFBQUoNFo+Oabb1wKwq2trdZWlz/++CMnTpwgIiKCW7duuVRq886dO8iyvGSinOA8EYgFQfioWdoY+vj4cOXKFcbHx6murqa4uJi8vDwePHhg3cqUlZXF5OQkOp3O5rl27NhBREQEv/76KxMTE9a/t7S08NNPP1lrSJ89exaVSkVdXZ3d6xodHUWv1zM5Ocn+/fttFgExmUw0NjY6XJt21sjICAUFBQQHBzvc72zvveXl5SQkJJCRkWGdvk9NTcXLy4vr1687dZ7q6mo6OjpIS0t7b1uxPkUiWUsQhI+eQqEgNjaWhoYGGhoaGB0dxd3dHY1Gw6tXr6irq0OSJDZu3Mjo6Cjd3d12q3tt3ryZ9vZ2GhoaUKlUaLVa2tvb2bhxI5mZmcTExFjLUjY0NLB9+/ZFQc9sNnP79m3c3NzYtm0bmzZtsvlZN2/eRJIkvvrqq3fqO2wp1rF69WpOnDjh8rmKi4tRq9UcOXJkwd8VCgWbN2+mtraWiYkJu/cB0NDQwG+//cbBgwdd7oEtOCYeaQRB+OjJssyDBw8wmUzExcUtSLiSZRmdTsfTp0+twXVubo76+nqioqJslnPcsmULjx8/pqqqisjISPbv379on/H27dupr6/n0aNHi2pPV1ZWIssyKpXKbqJTR0cH/f39Lk8h27v/+fl5wsLClvX+sbExm8U54E1Z0NTUVEpLS4mIiLC57lteXk5rayu7d++2OwUvLJ8IxIIgfNSMRiPXrl1jcnLSZpauUqlkx44dJCYm8uLFC/r6+jAYDNTV1VFdXY1SqUStVhMcHIy7uzsvXrxAkiSio6NJTk62u13Hct6qqiqSk5Otgbquro6uri4kSVrUXtBClmXu3r1LZGTkiuyn9vLyIjk5mcrKSqampvjyyy+dfq+laYOjte6IiAjWrFlDdXX1gu93YmKCmzdv2v3uhZUhArEgCB+13NxcvL29OXPmzKL9xH9k2TP8xyYSkiTx6tUrOjs7GRoaws3NjejoaJqbmzEYDA57FwPExcVRW1tLRUUFhw8fpq6uDr1ejyRJpKWl2W2VeO/ePQAOHz68jDu2fy0+Pj7cuXOHyclJjh075tRIW6lU4ubmRnd3t8O16p07d3L79m3y8/OtI++mpiYCAgKW/O6FdyP2EQuC8FF78eIFERERK1o0YnR0FK1Wy9TUFOnp6axbt87usc3NzVRUVBAeHs7w8DBzc3McPXrU7nuGhoYoLCxcVKFrpQwMDHDjxg0CAwM5efKkU0lTFy5cID4+nsTERIfH9fT00NTURH9/P25ubnz22Wcu7zEWXCcCsSAIn6ybN29iMBg4e/aszddlWaa9vZ379++jUCjw8vLi+PHjaDQau+fMzc3Fz8/P7prsSpiYmODq1atIkkRSUhIJCQkOjz9//jxJSUls3779vV2TsHxialoQhE9WSkoKubm59PT0LKh8ZQnAOp0Os9kMvMmUzsrKcjhFW11djdFo5Ntvv32v1+3r68u5c+d48uQJNTU11NbWsnbtWrZs2cKmTZsWjJLHx8eZm5sTmc4fMTEiFgThk3bt2jXm5uY4derUogAsSRIBAQHs3LmTW7duER0dbTdRanJykry8PPbs2UN8fPyfdv2SJNHU1ERLSwvj4+PWbO7w8HD27dtHaWkpk5OT/PDDD3/aNQmuEYFYEIRP2vDwMFevXmXr1q309fVhNpuZm5tDo9FYS2zCm7rX9fX1dlv+XblyBVmW+e677/7sW1hgenqalpYWnj9/zszMDAAZGRkO18GFD0sEYkEQPnk1NTU8ffoUlUpFaGgoO3bsIDQ0dMExsixz/vx5EhISSEpKWvBaY2MjlZWVfPfdd++17aGrOjo6UKvVdts3Ch8HsUYsCMInb+fOnURHR6NUKu0GUqVSSUxMDA0NDQsC8cDAAJWVlXz++ecfVRAGCA8P/9CXIDhB1JoWBEEAAgIClgyke/bsQZIkGhsbAXj+/DlFRUVs3LiRXbt2/RmXKfwNialpQRAEF5SVldHd3Y2XlxevX78mLi6O5OTkD31Zwl+YCMSCIAguMBqN5Ofns2rVKr7++mu71bUEwVkiEAuCIAjCByTWiAVBEAThAxKBWBAEQRA+IBGIBUEQBOEDEoFYEARBED4gEYgFQRAE4QMSgVgQBEEQPiARiAVBEAThAxKBWBAEQRA+IBGIBUEQBOEDEoFYEARBED4gEYgFQRAE4QMSgVgQBEEQPqD/A9dc4AN3rN5FAAAAAElFTkSuQmCC\n", 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" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# plot firms by cluster\n", "color_map = {-1:'gray', 0:'g', 1:'r', 2:'b', 3:'m', 4:'y', 5:'k', 6:'orange', 7:'pink'}\n", "point_colors = [color_map[c] for c in firms['network_cluster']]\n", "ns = [50 if n in firms['nn'].values else 0 for n in G.nodes()]\n", "fig, ax = ox.plot_graph(G, node_color='gray', node_size=0, show=False, close=True)\n", "ax.scatter(x=firms['x'], y=firms['y'], c=point_colors, marker='.', s=50, zorder=3)\n", "fig.canvas.draw()\n", "fig" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "# save the graph to disk\n", "ox.save_graph_geopackage(G, filepath='data/graph.gpkg')" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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xynnspatial_clusternetwork_cluster
10-122.23044437.8187335315641711
11-122.23268037.8152105303838312
12-122.23259637.81694826070747912
13-122.23314137.8168865306882912
14-122.23120337.8184045315641711
\n", "
" ], "text/plain": [ " x y nn spatial_cluster network_cluster\n", "10 -122.230444 37.818733 53156417 1 1\n", "11 -122.232680 37.815210 53038383 1 2\n", "12 -122.232596 37.816948 260707479 1 2\n", "13 -122.233141 37.816886 53068829 1 2\n", "14 -122.231203 37.818404 53156417 1 1" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# save and show the clustered firms data set\n", "firms = firms.reindex(columns=['x', 'y', 'nn', 'spatial_cluster', 'network_cluster'])\n", "firms.to_csv('data/clustered.csv', encoding='utf-8', index=False)\n", "firms[10:15]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 }