diff --git a/main.ipynb b/main.ipynb index 59da8e5..ef94ee9 100644 --- a/main.ipynb +++ b/main.ipynb @@ -144,13 +144,13 @@ "name": "stderr", "output_type": "stream", "text": [ - "d:\\simple-pv-simulator\\EnergySystem.py:52: RuntimeWarning: invalid value encountered in scalar divide\n", + "/home/stud/hanzhang/simple-pv-simulator/EnergySystem.py:52: RuntimeWarning: invalid value encountered in scalar divide\n", " soc = self.ess.storage / self.ess.capacity\n", - "d:\\simple-pv-simulator\\EnergySystem.py:95: RuntimeWarning: invalid value encountered in scalar divide\n", + "/home/stud/hanzhang/simple-pv-simulator/EnergySystem.py:95: RuntimeWarning: invalid value encountered in scalar divide\n", " log = f\"index: {index}, time: {time}, SoC:{self.ess.storage / self.ess.capacity}%, storage: {self.ess.storage}, pv_gen:{generated_pv_power}, power_demand: {factory_demand}, overload_cnt:{self.overload_cnt}, day:{int(index/96) + 1}\"\n", - "d:\\simple-pv-simulator\\EnergySystem.py:49: RuntimeWarning: invalid value encountered in scalar divide\n", + "/home/stud/hanzhang/simple-pv-simulator/EnergySystem.py:49: RuntimeWarning: invalid value encountered in scalar divide\n", " soc = self.ess.storage / self.ess.capacity\n", - "d:\\simple-pv-simulator\\EnergySystem.py:120: RuntimeWarning: invalid value encountered in scalar divide\n", + "/home/stud/hanzhang/simple-pv-simulator/EnergySystem.py:120: RuntimeWarning: invalid value encountered in scalar divide\n", " self.spring_week_soc.append(self.ess.storage / self.ess.capacity)\n" ] }, @@ -379,226 +379,25 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 34, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "import matplotlib.ticker as ticker\n", "from matplotlib.ticker import MaxNLocator, MultipleLocator, FuncFormatter\n", + "from matplotlib.colors import LinearSegmentedColormap\n", "\n", "if not os.path.isdir('data'):\n", " os.makedirs('data')\n", "\n", "save_data(results, f'data/{pv_begin}-{pv_end}-{pv_groups}-{ess_begin}-{ess_end}-{ess_groups}-results')\n", "save_data(costs, f'data/{pv_begin}-{pv_end}-{pv_groups}-{ess_begin}-{ess_end}-{ess_groups}-costs')\n", - "save_data(overload_cnt, f'data/{pv_begin}-{pv_end}-{pv_groups}-{ess_begin}-{ess_end}-{ess_groups}-overload_cnt')\n", - "df=results\n", - "df = df.astype(float)\n", - "df.index = df.index / 1000\n", - "df.index = df.index.map(int)\n", - "df.columns = df.columns / 1000\n", - "df.columns = df.columns.map(int)\n", - "min_value = df.min().min()\n", - "max_value = df.max().max()\n", - "max_scale = max(abs(min_value/1000), abs(max_value/1000))\n", - "plt.figure(figsize=figure_size)\n", - "cmap = sns.color_palette(\"coolwarm\", as_cmap=True)\n", - "ax = sns.heatmap(df/1000, fmt=\".1f\", cmap=cmap, vmin=-max_scale, vmax=max_scale, annot=annot_benefit)\n", - "ax = plt.gca().invert_yaxis()\n", - "# ax = plt.gca()\n", - "# 定义一个函数,确保刻度标签为整数\n", - "# def format_func(value, tick_number):\n", - " # 返回格式化的刻度标签\n", - " # return f\"{int(value)}\"\n", - "\n", - "# 使用 FuncFormatter 确保坐标轴刻度为整数\n", - "# ax.xaxis.set_major_formatter(FuncFormatter(format_func))\n", - "# ax.yaxis.set_major_formatter(FuncFormatter(format_func))\n", - "\n", - "plt.title(title_benefit)\n", - "plt.xlabel('ESS Capacity (MWh)')\n", - "plt.ylabel('PV Capacity (MW)')\n", - "plt.savefig('plots/benefit.png')" + "save_data(overload_cnt, f'data/{pv_begin}-{pv_end}-{pv_groups}-{ess_begin}-{ess_end}-{ess_groups}-overload_cnt')" ] }, { "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "\n", - "\n", - "df = costs\n", - "df = df.astype(int)\n", - "df.index = df.index / 1000\n", - "df.index = df.index.map(int)\n", - "df.columns = df.columns / 1000\n", - "df.columns = df.columns.map(int)\n", - "\n", - "plt.figure(figsize=figure_size)\n", - "sns.heatmap(df/1000000, fmt=\".1f\", cmap='viridis', annot=annot_cost)\n", - "plt.title(title_cost)\n", - "plt.gca().invert_yaxis()\n", - "plt.xlabel('ESS Capacity (MWh)')\n", - "plt.ylabel('PV Capacity (MW)')\n", - "plt.savefig('plots/costs.png')\n", - "\n", - " # pv = pv_config(capacity=100000,cost_per_kW=200,lifetime=25,loss=0.95)\n", - " # ess = ess_config(capacity=100000,cost_per_kW=300,lifetime=25,loss=0.95,charge_power=100000,discharge_power=100000)\n", - " # grid = grid_config(price_schedule=price_schedule, capacity=5000, grid_loss=0.95, sell_price=0.4)\n", - " # grid = grid_config(capacity=50000, grid_loss=0.95, sell_price=0.4)\n", - "\n", - "\n", - " # print(benefit)" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.3954337899543379 0.809189497716895 0.0008091894977168949\n", - "10 5\n", - "[[0 1 2 3 4 5 6 7 8 9]\n", - " [0 1 2 3 4 5 6 7 8 9]\n", - " [0 1 2 3 4 5 6 7 8 9]\n", - " [0 1 2 3 4 5 6 7 8 9]\n", - " [0 1 2 3 4 5 6 7 8 9]] [[0 0 0 0 0 0 0 0 0 0]\n", - " [1 1 1 1 1 1 1 1 1 1]\n", - " [2 2 2 2 2 2 2 2 2 2]\n", - " [3 3 3 3 3 3 3 3 3 3]\n", - " [4 4 4 4 4 4 4 4 4 4]]\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "from matplotlib.colors import LinearSegmentedColormap\n", - "df = overload_cnt\n", - "df = (4 * 24 * 365 - df) / (4 * 24 * 365)\n", - "df = df.astype(float)\n", - "df.index = df.index / 1000\n", - "df.index = df.index.map(int)\n", - "df.columns = df.columns / 1000\n", - "df.columns = df.columns.map(int)\n", - "min_value = df.min().min()\n", - "max_value = df.max().max()\n", - "max_scale = max(abs(min_value/1000), abs(max_value/1000))\n", - "print(min_value, max_value, max_scale)\n", - "\n", - "plt.figure(figsize=figure_size)\n", - "cmap = LinearSegmentedColormap.from_list(\"\", [\"white\", \"blue\"])\n", - "ax = sns.heatmap(df, fmt=\".00%\", cmap=cmap, vmin=0, vmax=1, annot=annot_unmet)\n", - "\n", - "cbar = ax.collections[0].colorbar\n", - "cbar.set_ticks([0, 0.25, 0.5, 0.75, 1])\n", - "cbar.set_ticklabels(['0%', '25%', '50%', '75%', '100%'])\n", - "cbar.ax.yaxis.set_major_formatter(ticker.FuncFormatter(lambda x, pos: f'{x:.0%}'))\n", - "print(df.shape[1], df.shape[0])\n", - "X, Y = np.meshgrid(np.arange(df.shape[1]), np.arange(df.shape[0]))\n", - "print(X, Y)\n", - "\n", - "# CS = ax.contour(X, Y, df, levels=np.linspace(df.min().min(), df.max().max(), 20), colors='black', alpha=0.5)\n", - "CS = ax.contour(X, Y, df, colors='black', alpha=0.5)\n", - "\n", - "ax.clabel(CS, inline=True, fontsize=10)\n", - "\n", - "\n", - "plt.title(title_unmet)\n", - "plt.gca().invert_yaxis()\n", - "plt.xlabel('ESS Capacity (MWh)')\n", - "plt.ylabel('PV Capacity (MW)')\n", - "plt.savefig('plots/unmet.png')" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[ 0 1 2 3 4 5 6 7 8 9 10 11] [0 1 2 3 4 5 6 7 8 9]\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import matplotlib.pyplot as plt\n", - "import seaborn as sns\n", - "import numpy as np\n", - "\n", - "# 创建一些随机数据\n", - "data = np.random.rand(10, 12)\n", - "\n", - "# 创建热力图\n", - "plt.figure(figsize=(8, 6))\n", - "ax = sns.heatmap(data, cmap='viridis')\n", - "\n", - "# 为等高线创建匹配的 X 和 Y 轴坐标\n", - "x = np.arange(data.shape[1])\n", - "y = np.arange(data.shape[0])\n", - "print(x, y)\n", - "# 使用 meshgrid 创建坐标网格\n", - "X, Y = np.meshgrid(x, y)\n", - "\n", - "# 添加等高线\n", - "contour = ax.contour( data, colors='white')\n", - "\n", - "# 显示图形\n", - "plt.show()\n" - ] - }, - { - "cell_type": "code", - "execution_count": 95, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -644,7 +443,7 @@ }, { "data": { - "image/png": "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", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAyUAAAMKCAYAAACbbut8AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAAA9hAAAPYQGoP6dpAADVYklEQVR4nOzdd3wUZf4H8M/MbN/N7iabXiGhgyhHU7qoYEFUFEE4UFHseqJc8YoF9fT8nXpnQ/EUFCuKvYuAgCJNFITQQ3pPNmV7md8fIWvWUBJIMkn283699qXMzs5+ZtP2u893nkeQZVkGERERERGRQkSlAxARERERUWRjUUJERERERIpiUUJERERERIpiUUJERERERIpiUUJERERERIpiUUJERERERIpiUUJERERERIpiUUJERERERIpiUUJERERERIpiUUJEEaG0tBRXXHEFbDYbBEHAf/7zH6UjdRsTJkzAhAkTlI4RZtmyZRAEAYcPH26X499///0QBKFdjt0ddcbvESLqXFiUULdw8OBB3HjjjcjMzIROp4PZbMbo0aPx3//+Fy6XS+l4Xco111wDQRBCN61Wiz59+uDee++F2+0+qWPu3r0b999/f7u9QWyJBQsW4Msvv8Q999yD5cuX4/zzzz/mvk3Pv+ktMTGxzXM999xzWLZsWZsf91QdPnz4mK+DIAh49NFHOyxLZ32NWuK3P08mkwmZmZm44oorsHLlSgSDQaUjEhF1CiqlAxCdqk8//RTTp0+HVqvF3LlzMWjQIHi9XmzYsAF//OMfsWvXLixZskTpmF2KVqvF//73PwBATU0NPvzwQzz44IM4ePAgXn/99VYfb/fu3XjggQcwYcIE9OjRo43Ttszq1atxySWXYOHChS3a/7zzzsPcuXPDtun1+jbP9dxzzyE2NhbXXHNNmx+7LVx11VW48MILm20fMmRIh2U4mddozpw5mDlzJrRabfsFa6GmP08ulwu5ubn4+OOPccUVV2DChAn48MMPYTabFU5JRKQsFiXUpeXk5GDmzJnIyMjA6tWrkZSUFLrv1ltvxYEDB/Dpp58qmPDYnE4nDAaD0jGOSqVS4fe//33o37fccgtGjRqFN998E0888QQSEhIUTHdyysrKYLVaW7x/nz59wl6DrsTtdkOj0UAUT30w/He/+12Xeh0cDgeMRiMkSYIkSUrHAdD85wkAHnroITz66KO45557MH/+fLz99tsKpSMi6hzYvkVd2mOPPYb6+nq89NJLYQVJo169euEPf/hD6N9+vx8PPvggsrKyoNVq0aNHD/z1r3+Fx+MJ7TNlyhRkZmYe9fnOOussDBs2LGzba6+9hqFDh0Kv1yMmJgYzZ85Efn5+2D4TJkzAoEGDsG3bNowbNw4GgwF//etfAQAffvghLrroIiQnJ0Or1SIrKwsPPvggAoFAs+d/9tlnkZmZCb1ejxEjRmD9+vVH7dX2eDy477770KtXL2i1WqSlpeFPf/pT2Hm2hiAIGDNmDGRZxqFDh0Lbc3Nzccstt6Bv377Q6/Ww2WyYPn16WJvWsmXLMH36dADA2WefHWpjWbt2bWifzz//HGPHjoXRaERUVBQuuugi7Nq1q0XZDh06hOnTpyMmJgYGgwFnnnlmWCHaeG2BLMt49tlnQ89/Kv79739j1KhRsNls0Ov1GDp0KN59992j7vvaa69hxIgRMBgMiI6Oxrhx4/DVV18BAHr06IFdu3bh22+/DeVq+rU80bkBwNq1ayEIAt566y38/e9/R0pKCgwGA3766ScIgoAnn3yyWabvv/8egiDgzTffPKXX4Xha8z14sq9R49f222+/xS233IL4+HikpqaG3ffblsHPP/8c48ePR1RUFMxmM4YPH4433ngjdP/69esxffp0pKenh3IvWLCgXdpA//KXv2DSpEl45513sG/fvmY5T/Qzcc0118BkMiEvLw9TpkyByWRCSkoKnn32WQDAzp07MXHiRBiNRmRkZISdJwBUVVVh4cKFOO2002AymWA2m3HBBRfg559/Dtuv8XtsxYoVePjhh5GamgqdTodzzjkHBw4caHZeS5YsQVZWVtjvqaN5+umnMXDgwNDXfdiwYc0yElHk4EgJdWkff/wxMjMzMWrUqBbtf/311+OVV17BFVdcgbvvvhubNm3CI488guzsbLz//vsAgBkzZmDu3LnYsmULhg8fHnpsbm4ufvjhB/zf//1faNvDDz+Mf/zjH7jyyitx/fXXo7y8HE8//TTGjRuH7du3h30yX1lZiQsuuAAzZ87E73//+9Bow7Jly2AymXDXXXfBZDJh9erVuPfee1FbWxv2XIsXL8Ztt92GsWPHYsGCBTh8+DAuvfRSREdHh96IAUAwGMTUqVOxYcMG3HDDDejfvz927tyJJ598Evv27cMHH3xwMi916M1ddHR0aNuWLVvw/fffY+bMmUhNTcXhw4exePFiTJgwAbt374bBYMC4ceNwxx134KmnnsJf//pX9O/fHwBC/12+fDmuvvpqTJ48Gf/617/gdDqxePFijBkzBtu3bz9uu1dpaSlGjRoFp9OJO+64AzabDa+88gqmTp2Kd999F5dddhnGjRuH5cuXY86cOUdtyToWt9uNioqKsG1RUVHQarX473//i6lTp2L27Nnwer146623MH36dHzyySe46KKLQvs/8MADuP/++zFq1CgsWrQIGo0GmzZtwurVqzFp0iT85z//we233w6TyYS//e1vABD6vmjJuTX14IMPQqPRYOHChfB4POjXrx9Gjx6N119/HQsWLAjb9/XXX0dUVBQuueSSE74OTqez2esAAFarFSrV0f+EtOZ78FReo0a33HIL4uLicO+998LhcBzzXJYtW4Z58+Zh4MCBuOeee2C1WrF9+3Z88cUXmDVrFgDgnXfegdPpxM033wybzYbNmzfj6aefRkFBAd55550Tvl6tNWfOHHz11Vf4+uuv0adPHwCt+5kIBAK44IILMG7cODz22GN4/fXXcdttt8FoNOJvf/sbZs+ejWnTpuH555/H3LlzcdZZZ6Fnz54AGoreDz74ANOnT0fPnj1RWlqKF154AePHj8fu3buRnJwclvXRRx+FKIpYuHAhampq8Nhjj2H27NnYtGlTaJ+XXnoJN954I0aNGoU777wThw4dwtSpUxETE4O0tLTQfi+++CLuuOMOXHHFFfjDH/4At9uNHTt2YNOmTaGvBRFFGJmoi6qpqZEByJdcckmL9v/pp59kAPL1118ftn3hwoUyAHn16tWh42q1Wvnuu+8O2++xxx6TBUGQc3NzZVmW5cOHD8uSJMkPP/xw2H47d+6UVSpV2Pbx48fLAOTnn3++WS6n09ls24033igbDAbZ7XbLsizLHo9Httls8vDhw2Wfzxfab9myZTIAefz48aFty5cvl0VRlNevXx92zOeff14GIH/33XfHfI1kWZavvvpq2Wg0yuXl5XJ5ebl84MAB+d///rcsCII8aNAgORgMHjf7xo0bZQDyq6++Gtr2zjvvyADkNWvWhO1bV1cnW61Wef78+WHbS0pKZIvF0mz7b915550ygLBzraurk3v27Cn36NFDDgQCoe0A5FtvvfW4x2u679FuS5cuPep5e71eedCgQfLEiRND2/bv3y+LoihfdtllYTlkWQ57DQcOHBj29Wvtua1Zs0YGIGdmZjbL9cILL8gA5Ozs7LCssbGx8tVXX33c1yAnJ+eYrwMAeePGjaF9x48ff1Lfg6f6Gi1dulQGII8ZM0b2+/1HvS8nJ0eWZVm22+1yVFSUPHLkSNnlch3zuY72Pf3II4+E/ezLsizfd999ckv+hDb+PB3L9u3bZQDyggULZFlu3c/E1VdfLQOQ//nPf4a2VVdXy3q9XhYEQX7rrbdC2/fs2SMDkO+7777QNrfb3ex1z8nJkbVarbxo0aLQtsbvsf79+8sejye0/b///a8MQN65c6csyw3fW/Hx8fIZZ5wRtt+SJUua/Z665JJL5IEDBx7zdSGiyMP2LeqyamtrATR8et0Sn332GQDgrrvuCtt+9913A0CoLaaxhWHFihWQZTm039tvv40zzzwT6enpAID33nsPwWAQV155JSoqKkK3xMRE9O7dG2vWrAl7Hq1Wi2uvvbZZrqYXT9fV1aGiogJjx46F0+nEnj17AABbt25FZWUl5s+fH/bp9OzZs8NGLoCGT3r79++Pfv36heWaOHEiADTLdTQOhwNxcXGIi4tDr169sHDhQowePRoffvhhWOtT0+w+nw+VlZXo1asXrFYrfvzxxxM+z9dffw273Y6rrroqLKskSRg5cuQJs3722WcYMWIExowZE9pmMplwww034PDhw9i9e/cJMxzLJZdcgq+//jrsNnnyZADh511dXY2amhqMHTs27Jw/+OADBINB3Hvvvc2u7WhJ+1hrz+3qq69udiH+lVdeCZ1OFzY5wZdffomKiooWXydyww03NHsdvv76awwYMOCYj2np9+CpvkaN5s+ff8LrR77++mvU1dXhL3/5C3Q63TGfq+lr6HA4UFFRgVGjRkGWZWzfvr3FmVrKZDIBaPjZb8zZ2p+J66+/PvT/VqsVffv2hdFoxJVXXhna3rdvX1it1rD2S61WG3rdA4EAKisrYTKZ0Ldv36P+/F577bXQaDShf48dOxYAQsfcunUrysrKcNNNN4Xtd80118BisYQdy2q1oqCgAFu2bGnhK0VE3R3bt6jLapytpvGP+Ynk5uZCFEX06tUrbHtiYiKsVityc3ND22bMmIEPPvgAGzduxKhRo3Dw4EFs27YtbG2L/fv3Q5Zl9O7d+6jPp1arw/6dkpIS9oe60a5du/D3v/8dq1evDhVajWpqakLZATTLrlKpmrU37d+/H9nZ2YiLiztqrrKysqNub0qn0+Hjjz8GABQUFOCxxx5DWVlZsze9LpcLjzzyCJYuXYrCwsKwIq4x+/Hs378fAEJvVn/rRDMS5ebmYuTIkc22N7aG5ebmYtCgQSfMcTSpqak499xzj3rfJ598goceegg//fRT2DUSTd/cHjx4EKIoHvfN+/G09twaW3KaslqtuPjii/HGG2/gwQcfBNDQupWSknLM1/y3evfufczX4Vha+j14qq9Ro6Od+28dPHgQAE74/ZCXl4d7770XH330Eaqrq8Pua8n3dGvV19cD+PXDldb+TOh0umavs8ViQWpqarPCzmKxhJ1TMBjEf//7Xzz33HPIyckJu47NZrM1e+7GD2QaNX4g0njMxt9Tv/2dqFarm12n9+c//xmrVq3CiBEj0KtXL0yaNAmzZs3C6NGjj3reRNT9sSihLstsNiM5ORm//PJLqx7Xkk9gL774YhgMBqxYsQKjRo3CihUrIIpi6IJtoOEPuiAI+Pzzz4/6KW3jJ6CNjjadrN1ux/jx42E2m7Fo0SJkZWVBp9Phxx9/xJ///OeTWsMgGAzitNNOwxNPPHHU+5v2dR+LJElhb0QnT56Mfv364cYbb8RHH30U2n777bdj6dKluPPOO3HWWWfBYrFAEATMnDmzRdkb91m+fPlR1wA51jULSlq/fj2mTp2KcePG4bnnnkNSUhLUajWWLl2q6EW6x5queO7cuXjnnXfw/fff47TTTsNHH32EW265pU1m5jqWtvgebI22mqo5EAjgvPPOQ1VVFf785z+jX79+MBqNKCwsxDXXXNMua4o0/v5q/MChtT8TxxohOtb2ph8c/POf/8Q//vEPzJs3Dw8++CBiYmIgiiLuvPPOo55rS47ZUv3798fevXvxySef4IsvvsDKlSvx3HPP4d5778UDDzzQ6uMRUdfX+f7iE7XClClTsGTJEmzcuBFnnXXWcffNyMhAMBjE/v37Q582Aw0XFNvtdmRkZIS2GY1GTJkyBe+88w6eeOIJvP322xg7dmzYhZ9ZWVmQZRk9e/YMXaDaWmvXrkVlZSXee+89jBs3LrQ9JyenWXYAOHDgAM4+++zQdr/fj8OHD2Pw4MFhuX7++Wecc845bbbidFJSEhYsWIAHHngAP/zwA84880wAwLvvvourr74ajz/+eGhft9sNu90e9vhj5cjKygIAxMfHt/rTeKDhddm7d2+z7Y1tb02/pm1l5cqV0Ol0+PLLL8PWwFi6dGnYfllZWQgGg9i9ezfOOOOMYx7vWK9NW53b+eefj7i4OLz++usYOXIknE4n5syZ06LHnqyWfg+e6mvU2kxAQxHw2xHHRjt37sS+ffvwyiuvhE2I8PXXX5/y8x/L8uXLIQgCzjvvvLCcJ/sz0Rrvvvsuzj77bLz00kth2+12O2JjY1t9vMbvyf3794eN9Ph8PuTk5OD0008P299oNGLGjBmYMWMGvF4vpk2bhocffhj33HNPsxY7Iur+eE0JdWl/+tOfYDQacf3116O0tLTZ/QcPHsR///tfAAgtANe0BQtA6NPcprMmAQ0tXEVFRfjf//6Hn3/+GTNmzAi7f9q0aZAkCQ888ECzTwplWUZlZeUJ8zd+8tj08V6vF88991zYfsOGDYPNZsOLL74Iv98f2v766683azG58sorUVhYiBdffLHZ87lcruPOTnQ8t99+OwwGQ9hK3pIkNTv3p59+utl0xkajEQCaFSuTJ0+G2WzGP//5T/h8vmbPWV5eftxMF154ITZv3oyNGzeGtjkcDixZsgQ9evQ45bago5EkCYIghJ3j4cOHm81qdumll0IURSxatKjZp85NXzOj0djsdQHa7txUKhWuuuoqrFixAsuWLcNpp50WVsS2h5Z+D57qa9QakyZNQlRUFB555BG43e6jPtfRfh5lWQ79Dmlrjz76KL766ivMmDEj1PJ0qj8TrXG0n9933nkHhYWFJ3W8YcOGIS4uDs8//zy8Xm9o+7Jly5p9/X77+1Gj0WDAgAGQZfmo501E3R9HSqhLy8rKwhtvvIEZM2agf//+YSu6f//993jnnXdCq0CffvrpuPrqq7FkyZJQ29TmzZvxyiuv4NJLLw0bgQAa3hRGRUVh4cKFkCQJl19+ebPnfuihh3DPPfeEpueNiopCTk4O3n//fdxwww0nXD181KhRiI6OxtVXX4077rgDgiBg+fLlzd4oaDQa3H///bj99tsxceJEXHnllTh8+DCWLVuGrKyssE+S58yZgxUrVuCmm27CmjVrMHr0aAQCAezZswcrVqzAl19+2WytlZaw2Wy49tpr8dxzzyE7Oxv9+/fHlClTsHz5clgsFgwYMAAbN27EqlWrmvWjn3HGGZAkCf/6179QU1MDrVaLiRMnIj4+HosXL8acOXPwu9/9DjNnzkRcXBzy8vLw6aefYvTo0XjmmWeOmekvf/kL3nzzTVxwwQW44447EBMTg1deeQU5OTlYuXJlu7QoXXTRRXjiiSdw/vnnY9asWSgrK8Ozzz6LXr16YceOHaH9evXqhb/97W948MEHMXbsWEybNg1arRZbtmxBcnIyHnnkEQDA0KFDsXjxYjz00EPo1asX4uPjMXHixDY9t7lz5+Kpp57CmjVr8K9//atV5/vjjz/itddea7Y9KyvrmKOTLf0ePNXXqDXMZjOefPJJXH/99Rg+fDhmzZqF6Oho/Pzzz3A6nXjllVfQr18/ZGVlYeHChSgsLITZbMbKlSubFf6t5ff7Q6+h2+1Gbm4uPvroI+zYsQNnn302lixZEpbzVH4mWmPKlClYtGgRrr32WowaNQo7d+7E66+/fsx1mk5ErVbjoYcewo033oiJEydixowZyMnJwdKlS5sdc9KkSUhMTMTo0aORkJCA7OxsPPPMM7joootaPHkJEXUzHTzbF1G72Ldvnzx//ny5R48eskajkaOiouTRo0fLTz/9dGhaXVmWZZ/PJz/wwANyz549ZbVaLaelpcn33HNP2D5NzZ49WwYgn3vuucd87pUrV8pjxoyRjUajbDQa5X79+sm33nqrvHfv3tA+48ePP+b0l99995185plnynq9Xk5OTpb/9Kc/yV9++eVRp9B96qmn5IyMDFmr1cojRoyQv/vuO3no0KHy+eefH7af1+uV//Wvf8kDBw6UtVqtHB0dLQ8dOlR+4IEH5JqamuO+lsebwvTgwYOyJEmh6WSrq6vla6+9Vo6NjZVNJpM8efJkec+ePXJGRkazKWdffPFFOTMzU5Ykqdm5rVmzRp48ebJssVhknU4nZ2Vlyddcc428devW42ZtzHTFFVfIVqtV1ul08ogRI+RPPvmk2X5o5ZTAx9v3pZdeknv37i1rtVq5X79+8tKlS485RezLL78sDxkyJPR1GD9+vPz111+H7i8pKZEvuugiOSoqqtm0qS05t8bpWt95553jntPAgQNlURTlgoKCFr0GJ5oSuOnX97dTAsty674HT/Y1apz2d8uWLc3y/3ZK4EYfffSRPGrUKFmv18tms1keMWKE/Oabb4bu3717t3zuuefKJpNJjo2NlefPny///PPPYVNCy3LrpgRu+roZDAa5R48e8uWXXy6/++67zabkbdSSn4lj/awe6/dNRkaGfNFFF4X+7Xa75bvvvltOSkqS9Xq9PHr0aHnjxo3Nvp7H+h5r/B5p+rrIsiw/99xzcs+ePWWtVisPGzZMXrduXbNjvvDCC/K4ceNkm80ma7VaOSsrS/7jH/94wt9PRNR9CbJ8EleoEVGnEAwGERcXh2nTph21VYao0ZAhQxATE4NvvvlG6ShERETN8JoSoi7C7XY3a+t69dVXUVVVhQkTJigTirqErVu34qeffmrxavZEREQdjSMlRF3E2rVrsWDBAkyfPh02mw0//vgjXnrpJfTv3x/btm076hooFNl++eUXbNu2DY8//jgqKipw6NAhzmpERESdEi90J+oievTogbS0NDz11FOoqqpCTEwM5s6di0cffZQFCR3Vu+++i0WLFqFv37548803WZAQEVGnxfYtoi6iR48e+Oijj1BSUgKv14uSkhK8/PLLiI+PVzoadVL3338/gsEgsrOzMX78eKXjEBFRO1u3bh0uvvhiJCcnQxCEZtPVy7KMe++9F0lJSdDr9Tj33HOxf//+sH2qqqowe/ZsmM1mWK1WXHfddaivrw/df/jwYYwbNw5GoxHjxo3D4cOHwx4/ZcoUrFy5stXZWZQQEREREXUDDocDp59+Op599tmj3v/YY4/hqaeewvPPP49NmzbBaDRi8uTJYes3zZ49G7t27cLXX3+NTz75BOvWrcMNN9wQuv/uu+9GSkoKfvrpJyQlJYUtf/D2229DFMVmyyi0BK8pISIiIiLqZgRBwPvvv49LL70UQMMoSXJyMu6+++5QIVFTU4OEhAQsW7YMM2fORHZ2NgYMGIAtW7aE1jT74osvcOGFF6KgoADJyckYMGBAaL2uzz//HAsXLsSuXbtgt9sxfPhwrF69Gmlpaa3Oy5ESIiIiIqJOyuPxoLa2Nuzm8XhafZycnByUlJTg3HPPDW2zWCwYOXIkNm7cCADYuHEjrFZr2CLL5557LkRRxKZNmwA0LEa9atUqBINBfPXVVxg8eDAA4I9//CNuvfXWkypIgG56ofsVVyidQBler9IJlOHztWy/3Nyn4fVWIjV1HvT69PYN1QFaet7dDc/75BQW/gvBoAuJibdBrY5tm1AdwO9XOoEygkGlEygjUs87UntWtm9XOsGxCYLSCX51332P4IEHHvjNtvtw//33t+o4JSUlAICEhISw7QkJCaH7SkpKml2rqlKpEBMTE9rn3//+N2688Ub06NEDgwcPxgsvvIB169bhp59+wr/+9S9ceeWV2Lp1KyZNmoSnnnqqxZPxdMuihIiIiIioO7jnnntw1113hW3TarUKpQFSUlLwySefhP7t8XgwefJkvPLKK3jooYcQFRWFvXv34vzzz8cLL7yA22+/vUXHZfsWEREREVETgtB5blqtFmazOex2MkVJYmIiAKC0tDRse2lpaei+xMRElJWVhd3v9/tRVVUV2ue3/vnPf2LSpEkYOnQo1q5di8svvxxqtRrTpk3D2rVrW5yPRQkRERERUTfXs2dPJCYm4ptvvgltq62txaZNm3DWWWcBAM466yzY7XZs27YttM/q1asRDAYxcuTIZsfMzs7GG2+8gQcffBAAEAgE4DvSb+zz+RAIBFqcj+1bRERERETdQH19PQ4cOBD6d05ODn766SfExMQgPT0dd955Jx566CH07t0bPXv2xD/+8Q8kJyeHZujq378/zj//fMyfPx/PP/88fD4fbrvtNsycORPJyclhzyXLMm644QY8+eSTMBqNAIDRo0fjxRdfRJ8+ffDqq6/iqquuanF2jpQQERERETWhdMtW01trbN26FUOGDMGQIUMAAHfddReGDBmCe++9FwDwpz/9CbfffjtuuOEGDB8+HPX19fjiiy+g0+lCx3j99dfRr18/nHPOObjwwgsxZswYLFmypNlzLVmyBAkJCZgyZUpo2/333w+3242RI0eiV69euPXWW1v+mnfHdUo4+1Zk4exbkYXnfXI4+1bXEqmzUEXqeXe/d2It05ln35IkpRP8qhUdUF0aR0qIiIiIiEhRvKaEiIiIiKiJzrROSaTgSAkRERERESmKRQkRERERESmK7VtERERERE2wfavjcaSEiIiIiIgUxZESIiIiIqImOFLS8ThSQkREREREimJRQkREREREimL7FhERERFRE2zf6ngcKSEiIiIiIkWxKCEiIiIiIkWxfYuIiIiIqAm2b3U8jpQQEREREZGiOFJCRERERNQER0o6HkdKiIiIiIhIUSxKiIiIiIhIUWzfIiIiIiJqgu1bHY8jJUREREREpCgWJUREREREpCi2bxERERERNcH2rY7HkRIiIiIiIlIUR0qIiIiIiJrgSEnH40gJEREREREpikUJEREREREpiu1bRERERERNsH2r43GkhIiIiIiIFMWihIiIiIiIFMX2LSIiIiKiJti+1fE4UkJERERERIpiUUJERERERIpi+xYRERERURNs3+p4HCkhIiIiIiJFcaSEiIiIiKgJjpR0PI6UEBERERGRoliUEBERERGRoti+RURERETUBNu3Oh5HSoiIiIiISFEsSoiIiIiISFFs3yIiIiIiaoLtWx2PIyVERERERKQojpQQERERETXBkZKOx5ESIiIiIiJSFIsSIiIiIiJSFNu3iIiIiIiaYPtWx+NICRERERERKYpFCRERERERKYrtW0RERERETbB9q+NxpISIiIiIiBTFooSIiIiIiBTF9i0iIiIioibYvtXxOFJCRERERESK4kgJEREREVETHCnpeBwpISIiIiIiRbEoISIiIiIiRbF9i4iIiIioCbZvdTyOlBARERERkaI6xUjJ5s2bsXHjRpSUlAAAEhMTcdZZZ2HEiBEKJyMiIiIiovamaFFSVlaGyy+/HN999x3S09ORkJAAACgtLcWCBQswevRorFy5EvHx8UrGJCIiIqIIwvatjqdo+9Ytt9yCQCCA7OxsHD58GJs2bcKmTZtw+PBhZGdnIxgM4tZbb1UyIhERERERtTNFR0q+/PJLrFu3Dn379m12X9++ffHUU09hwoQJHR+MiIiIiCIWR0o6nqJFiVarRW1t7THvr6urg1arPe4xPB4PPB5P2LZAQAtJOv7jiIiIiIioc1C0fWvGjBm4+uqr8f7774cVJ7W1tXj//fdx7bXX4qqrrjruMR555BFYLJaw2969j7R3dCIiIiIiaiOKjpQ88cQTCAaDmDlzJvx+PzQaDQDA6/VCpVLhuuuuw7///e/jHuOee+7BXXfdFbbt6qs5SkJEREREJ4ftWx1P8fatxYsX41//+he2bdsWNiXw0KFDYTabW3SM37Z4SVK7xCUiIiIionbQKRZPNJvNOPvsszF16lS43W6sWrUKy5cvR2VlpdLRiIiIiIionSk6UjJgwABs2LABMTExyM/Px7hx41BdXY0+ffrg4MGDWLRoEX744Qf07NlTyZhEREREFEHYvtXxFB0p2bNnD/x+P4CGa0OSk5ORm5uLzZs3Izc3F4MHD8bf/vY3JSMSEREREVE76xTtWwCwceNG3H///bBYLAAAk8mEBx54ABs2bFA4GRERERERtSdF27cAQDgyPuZ2u5GUlBR2X0pKCsrLy5WIRUREREQRiu1bHU/xouScc86BSqVCbW0t9u7di0GDBoXuy83Nhc1mUzAdERERERG1N0WLkvvuuy/s3yaTKezfH3/8McaOHduRkYiIiIgownGkpON1qqLkt/7v//6vg5IQEREREZFSOs2F7kREREREFJkUv6aEiIiIiKgzYftWx+NICRERERERKYpFCRERERERKYrtW0RERERETbB9q+NxpISIiIiIiBTFkRIiIiIioiY4UtLxOFJCRERERESKYlFCRERERESKYvsWEREREVETbN/qeBwpISIiIiIiRbEoISIiIiIiRbF9i4iIiIioCbZvdTyOlBARERERkaI4UkJERERE1ARHSjoeR0qIiIiIiEhRLEqIiIiIiEhRbN8iIiIiImqC7VsdjyMlRERERESkKBYlRERERESkKLZvERERERE1wfatjseREiIiIiIiUhSLEiIiIiIiUhTbt4iIiIiImmD7VsfjSAkRERERESmKIyVERERERE1wpKTjcaSEiIiIiIgUxaKEiIiIiIgUxfYtIiIiIqIm2L7V8ThSQkREREREimJRQkREREREimL7FhERERFRE2zf6ngcKSEiIiIiIkVxpISIiIiIqAmOlHQ8jpQQEREREZGiWJQQEREREZGi2L5FRERERNQE27c6HkdKiIiIiIhIUSxKiIiIiIhIUWzfIiIiIiJqgu1bHY8jJUREREREpCgWJUREREREpCi2bxERERERNcH2rY7HkRIiIiIiIlIUR0qIiIiIiJrgSEnH40gJEREREREpikUJEREREREpiu1bRERERERNsH2r43GkhIiIiIiIFMWihIiIiIiIFMX2LSIiIiKiJti+1fE4UkJERERERIriSAkRERERURMcKel4HCkhIiIiIiJFsSghIiIiIiJFsX2LiIiIiKgJtm91PI6UEBERERGRoliUEBFFkGDQo3QEIiKiZrpl+5ZWq3QCZYgRWmKqWvhdrNMZIcuVqKtbA6t1NkSxa3/7q9VKJ1CG3690AmWc6nnr9Xr4fC7U1r6KmJiJMJuHQxA6/y+NYFDpBMqI1POWZaUTEDVg+1bH6/x/kYjaSELC+RBFDZzOHBQVvQdZjtC/+hSREhNnQqtNRTDoQUXF5ygsfBFud6HSsYiIiACwKKEIotcnIzV1JgRBQl3dbpSUfAaZH8tRhNBo4pGSch3i4i6GKOrg8RSjsPB/KC//DIGAW+l4RESdiiB0nlukYFFCEcVozERy8jQAAuz2raio+FbpSEQdRhAEmM1DkZ5+O6KiTgcgo7Z2M/Lzn0Fd3U4W6UREpBgWJRRxzOaBSEy8EABQUbEW1dVbFE5E1LEkyYj4+MuQnHw11OpYBAL1KCtbieLi5fB6K5WOR0REEYhFCUWk6OjhiI2dAAAoKfkMtbW7lA1EpAC9vidSU29CTMxECIIKLtchFBQsRlXVWgSDETqjABERlG/ZYvsWUQSJjR2P6OjhAGQUFb0Hh+OQ0pGIOpwoqhAdPQ5pabfAYOgFWfajunotCgqeg9N5UOl4REQUIViUUMQSBAEJCRfAbB4IWQ6goOAtuFxFSsciUoRaHYPExNlISJgOSYqCz1eF4uLlKC1dCb+/Xul4RETUzbEooYgmCCKSki6D0ZiJYNCL/PzX4PGwp54ikyAIMJkGIj39NlgsIwEIqK/fifz8p1FTs5nTaBNRxFC6ZYvtW0QRSBRVSEmZAZ0uGYGAE/n5y+Hz1Skdi0gxoqhFbOwFSE29AVptypG1TT5DYeH/4PEUKx2PiIi6IRYlRAAkSYu0tNnQaGzw+ezIz1+OQMCldCwiRWm1SUhJuQ6xsRdBFLXweIpQULAEFRWfIxj0KB2PiIi6ERYlREeoVEakpc2BShUFj6cM+flvIhj0KR2LSFGCIMJiGY60tNthMp0GQEZNzSbk5T2D+vpdXNuEiLolpVu22L5FFOE0GivS0n4PUdTB5cpDYeE7kOWA0rGIFKdSmZCQcDmSkuZCrbYhEKhDaek7KCl5HT5fldLxiIioi2NRQvQbOl0C0tJmQRBUqK/fh+Lij/lpMNERBkMmUlNvRnT0BAiCBKfzAPLzn0N19TqubUJE3YbSoyMcKSEiAIDBkI6UlOkQBBE1NT+hvHyV0pGIOg1RVCEmZgJSU2+BXp8JWfajqmo1Cgqeh8uVo3Q8IiLqgliUEB1DVFRfJCZOBQBUVn6HysrvFU5E1LloNDYkJc1BQsIVkCQTfL4KFBW9gtLS97i2CRERtYpK6QBEnZnVegYCAQfKyr5GWdlXkCQDrNYzlI5F1Gk0rG0yCHp9L1RVrUZt7RbU1++A07kPMTHnwmweCiGS+g+IqFvgr62Ox5ESohOw2UYjJmYUAKCk5CPU1e1TOBFR5yNJOsTFXYiUlOuh1SYhGHSjouITFBa+BI+nROl4RETUybEoIWqB+PjzYLGcDlkOorBwBZzOPKUjEXVKOl0KUlLmIzb2giNrmxSgoOAFVFR8ybVNiIjomFiUELWAIAhISpoKk6kPZNmP/Pw34PGUKR2LqFNqWNtkJNLSboPJNBANa5tsRH7+s6iv383Z7Iio01N6xi3OvkVExyQIElJSpkOvT0Mw6EZe3nJ4vXalYxF1WipVFBISpiMp6fdQq6Ph99eitHQFSkregM9XrXQ8IiLqRFiUELWCKKqRljYLWm08/P465Ocvh9/vUDoWUadmMPRCauotiI4ed2Rtk/1H1jZZz8VJiahTUnp0hCMlRHRCkqRHWtrvoVZb4PVWIj//dQQC7JUnOh5RVCMmZiJSU2+GXt8TsuxDVdU3R9Y2Oax0PCIiUhiLEqKToFabkZY2B5JkgNtdhMLCt7maNVELaDSxSEqai/j4aZAkI7zechQVLUNZ2QcIBDjqSEQUqViUEJ0krTYWaWmzIYoaOByHUFz8PmQ5qHQsok5PEARERQ1GWtptMJuHAQDq6n5CXt4zqK39kRfCE5HilG7ZYvsWEbWKXp+ClJQZEAQJtbW7UFr6Bd9QEbWQJOkRFzcFKSnXQ6NJRDDoQnn5RygqehkeT6nS8YiIqAOxKCE6RSZTFpKTLwMgoLp6Myor1ykdiahL0elSkZp6A2y2yRBFDdzufBQUvIDKyq8QDHqVjkdERB1ApXQAou7AbB4Ev9+J0tLPUF6+BpJkRHT0MKVjEXUZgiDCaj0LRuMAVFZ+AYcjG3b796it3QmT6TQYjf2g1aZBiKReBiJSDH/VdDwWJURtJCZmBAIBByoqvkVJyaeQJAPM5gFKxyLqUtRqCxITZ8Dh2IeKis/g89lRU/M9amq+hySZYDD0hdHYH3p9TwiCpHRcIiJqIyxKiNpQbOwE+P0O2O1bUVS0EpKkg9GYqXQsoi7HaOwDvb4n6uv3w+nMhtO5D4FAPerqtqGubhtEUQeDoTcMhv4wGHpBFDVKRyYiolPAooSoDQmCgMTECxEIOFFXtxsFBW8hPf0a6PXJSkcj6nJEUQ2TaQBMpgGQ5QBcrhw4nXvgcOxBIFCP+vqdqK/fCUFQQa/PgtHYDwZDX0iSQenoRNTFsX2r4/FCd6I2JggikpOnwWDoiWDQi/z81+HxVCodi6hLEwQJBkMvxMZOQXr63UhOvg4Wyyio1TGQZT+czr0oL/8Qubn/RnHxK6ip2QS/v0bp2EREHapHjx4QBKHZ7dZbbwUATJgwodl9N910U+jxVVVVuPjii2EymTBkyBBs37497Pi33norHn/88XbJzpESonYgiiqkps5EXt4yuN3FyM9fjoyM66BWRykdjajLEwQBOl0adLo0xMScB6+3DE5nNhyOPfB6S+By5cDlykFl5efQapNhMPSH0dgPGk2c0tGJqIvoqiMlW7ZsQSAQCP37l19+wXnnnYfp06eHts2fPx+LFi0K/dtg+HV0+eGHH0ZdXR1+/PFHLF68GPPnz8fWrVsBAD/88AM2bdqEp556ql2ysyghaieSpEVa2mzk5r4Mr7cK+fmvISPjWkiSTuloRN2GIAjQahOg1SYgOnoCfL7qIy1e2XC78+HxFMHjKUJ19TdQq2OPtHj1h1abzJm8iKjbiYsL//Dl0UcfRVZWFsaPHx/aZjAYkJiYeNTHZ2dnY+bMmejTpw9uuOEGLFmyBADg8/lw00034X//+x8kqX0mGWH7FlE7UqlMSEubA5XKBI+nFPn5byAY9Ckdi6jbUqujYbGcheTkeUhPvxuxsRdDr+8FQZDg81XAbt+AoqIXkZ//JCoqPoPLlQNZDiodm4jomDweD2pra8NuHo/nhI/zer147bXXMG/evLAPYV5//XXExsZi0KBBuOeee+B0OkP3nX766Vi9ejX8fj++/PJLDB48GADw2GOPYcKECRg2rP2WOxDkbrj89OzZSidQhi9C3+v6/UonODG3uxS5uUsRDLphMvVFauoMCMKpfSbQFc67PfC8I0uwjeqFQMANl2s/HI49cLn2hy3KKIp6GI19YTD0g16fBVFUt82TnoK2Ou+upvu9I6HjWbNG6QTHdvbZSif41fjx9+OBBx4I23bffffh/vvvP+7jVqxYgVmzZiEvLw/JyQ0T7ixZsgQZGRlITk7Gjh078Oc//xkjRozAe++9BwCoqanBzTffjO+++w49evTA4sWLoVarcdFFF2Hjxo3429/+hq+++grDhg3Diy++CIvF0mbnyaKkG2FR0rk5nbnIy1sOWfbDYhmCpKSpp9Q+0lXOu63xvCNLe7w5Dwb9cLsPweHIhtO5F4HAr58SCoL6yFTD/WAw9FGs3ZJFCUUCFiUt88UXnmYjI1qtFlqt9riPmzx5MjQaDT7++ONj7rN69Wqcc845OHDgALKyso66z8SJE/GHP/wBubm5+OSTT/Dpp59i/vz5sNlsbXrRO68pIeogBkMGUlKmo7DwbdTUbIdKZUR8/LlKxyKKOKKogsHQBwZDH8hyEG533pECZQ/8/ho4HLvhcOwGIEKv7wmjsT8Mhr5QqThRBRF1vJYUIL+Vm5uLVatWhUZAjmXkyJEAcMyiZOnSpbBarbjkkkswbdo0XHrppVCr1Zg+fTruvffeVmU6ERYlRB0oKqovEhMvRnHxh6is3ABJMsBmG6V0LKKIJQgi9Poe0Ot7QJbPh9dbDIej4UJ5n68cLtdBuFwHAXwKnS4VBkM/GI39oVbHKB2diNpRV58HY+nSpYiPj8dFF1103P1++uknAEBSUlKz+8rLy7Fo0SJs2LABABAIBOA70pbj8/nCZvlqCyxKiDqY1ToEfr8D5eWrUFb2FVQqIyyW05WORRTxGmbySoZWm4yYmInweitCM3l5PIVwu/PhduejqupraDQJoQJFo0ngTF5E1GkEg0EsXboUV199NVSqX9/qHzx4EG+88QYuvPBC2Gw27NixAwsWLMC4ceNCF7Q3deedd+Luu+9GSkoKAGD06NFYvnw5Jk2ahCVLlmD06NFtmptFCZECbLbRCAQcqKraiOLiDyGKekRF9VE6FhE1odHEQqMZA6t1DPz+Wjgce+B07oHLdRhebym83lLU1W1DevrdHZ7N76+H11sEg4G/N4jaQ1f+nGHVqlXIy8vDvHnzwrZrNBqsWrUK//nPf+BwOJCWlobLL78cf//735sd48svv8SBAwewfPny0LbbbrsNW7duxciRIzFixAjcd999bZqbF7p3I7zQvWuRZRnFxR+gpuZniKIaaWlzYTCktfjxXfW8TxXPO7J0xgu+AwEnnM59cDj2QK22wmY7v82fo+l5BwIuCIIaovjr54iVlZ9DpbLCYjmrzZ9bSd3vHQkdT2e+0P2cc5RO8KtvvlE6QcfgSAmRQgRBQFLSVAQCTtTX70dBwRvIyLgWWm280tGI6DgkyYCoqDMQFXVGuz6Pw7ELVVWrEAx6YDINhsUyBiqVCbIchNdbCpNpCICGDzjYPkZEXR0XTyRSkCBISEmZDr0+DYGAC3l5r8HrtSsdi4g6iCwH4HLlwG7/Di7XIQSDDUNiwaAXdXU/wmQ6HUlJ18DlOoDa2u8BAPX126FWx0KrbViRmQUJUdsThM5zixQsSogUJooapKXNglYbB7+/Fvn5y+H3O5SORUTtIBBwhxZudDiyUVCwGOXlH8Lp3I+Kik9RVfUFAMDnqwQgQKOJh0YTj6io38HlygEA+P21UKms8HorUFa2ElVV3yAQcCt1SkREbYJFCVEnIEl6pKXNgVptgddbifz8N8JWnCairsnjKYXdvgHFxa/g8OFHUVi4GF5vGfz+Otjt30Gvz0R6+p1ITr4GFsvoIzN9lUKlMkOSjHC5DgEA/P466PVZCAb9cDh2ISrqd6iu/gpabRJk2Yvy8pUIBj0nSENE1HmxKCHqJNRqM9LS5kCSDHC7C1FQ8DZkuW3nACeijuHz2XHo0AMoLn4ZDsce6HQZMBoHAJCh06UiEHDA5ys7sq2BVpuIQMAJlcoESTLCYhmNYNCJgoKn4POVwWIZBaczG3p9b3i9xQgEHDCZfofo6HPh99tDBQwRnTqlW7YisX2LF7oTdSJabSzS0mYjL+8VOBwHUVT0PpKTL2fPOFEXo1JZkJp6C9Tq2NDPb1XVGoiiHkBDASJJUaipabhOxOerQF3dj4iNnQJR1EOWAY0mHjbbFIiiFoIgAQCczmwYjYMAiFCrbfD7q6DVJkOjiYfbnQujsT8vfCeiLokjJUSdjF6fgpSUGRAECbW1v6C09HN0w5m7ibo1QRCg0cRBEATIcsP8vm73IWi1qQgGG+ZvT0q6Bmp1HEpKXkdt7RZIkhE1NRtRVfVNaB9JMoQKEo+nGLIcgF6fBUkyQpb9cDh2Ixj0IRj0QpJMoecmIupqOFJC1AmZTFlISroURUXvobp6M1QqE2Jjxykdi4hOSkOREAi4oddHQRTVoXu83iJYrWMQHT0eAFBX9xNqajZBkqwwm4eHPpAQBAF+fzUAEaKohVodC6NxMKqrv4HTmQ1R1CEq6ncdfmZE3RVr+47HooSok7JYTkMg4ERp6ecoL18NSTIgOnqY0rGIqJUEQYDXWwZBaCgoGrnd+fD5qpCUdHVom9E4CHV1PyIYdIceCwCyHERd3TZYLGOPbBdhNPaDJBkRDDqh1WZAknQnzCLLQQgCmySIqPNhUULUicXEjEQg4EBFxTqUlHwKSTLAbB5w4gcSUafQeH2HLMvw++3QalNC90mSAX5/Lbzecmg0cQAAjycfbnc+zOaxYccJBj1QqSyh/RrpdGmtylNV9TWczt3QaBKP3JKg0SRCpbKw7YuoCf44dDwWJUSdXGzs2fD7HbDbt6GoaCUkSQ+jsafSsYioBRrf6AeDLsiyH2p1bOg+vb4HNJp4lJa+CaNxEAKBerjdebBYzoROF/4zLkl6xMZOPeU8Xm8J/P4a+P01cDr3hraLoq5JodJ4iwtdz0JE1N5YlBB1coIgIDHxIgQCTtTVZaOg4C1kZFwDlSpJ6WhEdAKNIyVudy7U6vgjF6QbQm1UiYmz4HBkw+U6BEkyISbmXOj1vdBef57j42fA5yuFx1MCr7fh5vOVIRh0w+0+DLf7cGhfQZCgVseFRlS02kSo1QktahMjImotFiVEXYAgiEhOvhz5+a/B6TyMvLzXkJp6HTSaGKWjEVELeDzFR97kWwEgdF2HSmWBxXImLJYzw/YPBtsnhyTpIEkZ0OkyQttkOQCvtzxUpDTegkF36P+Bn0L7q1TRodEUrbbhv5JkZvsXdSv8du54LEqIughRVCE19Srk5S2D212MgoLlSE+fB5UqSuloRHQMDdeTBGA09oMods4RBkGQoNU2FBiNGq6BqWlSpBQ3af2qht9fDaczO7S/KBpCBUrjrWGNFl5UT0Qtw6KEqAuRJC3S0mYjN/dluN1VyM9/FWlp10ClMiodjYiOQRAkREWdoXSMVhEEAWq1FWq1FUZjv9D2QMDVbETF6y1HMOiEy3UobFV5QVBBo4n/zXUqCWEzkBERNWJRQtTFqFQmpKXNRU7Oy/B6y1FQsBxpaVdDkvRKRyOibk6S9NDre0Kv//VC/GDQD5+vLKxQ8XhKIMteeDxF8HiKwo6hVseEZv1qvEmSie1f1Knw27HjsSgh6oI0GitSU+ciP38pPJ4SFBS8jtTUOZAkfgJJRB1LFFXQapOh1SaHtjW0f1X/plApRiBQB5+vCj5fFRyOXaH9Jcl4pOUrAWq1DSqVDWp1DCQpisUKUYRgUULURWm1sUhLm4v8/GVwuwtQVPQmUlJmh60WTUSkhIb2rxio1TEwGn9dWykQcIRGUn6d/asCgYADLtdBOJ0Hw44jihqoVDFHjmU78v8N/5UkIwsWajf81up4LEqIujCtNgEpKb9HQcGrcDoPo6jobSQnz4Qo8kebiDofSTJCr8+CXp8V2hYM+kLtXx5PKXy+Kvj9lfD77QgGvU1mAAsnitqwQkWtjmkywmLoyNMiojbAdy5EXZxen4KUlNkoKFgOh+MAiotXIjl5Ome9IaIuQRTV0GpToNWmwGT6dbssB+DzVcPvr4LPVxn6r89XiUCgFsGg56jXrAAN1778Wqz8doSlc86CRhTpWJQQdQMGQzpSUmaisPAN1Ndno6TkAyQmXsbWBiLqsgRBgkYTC40mttl9waD/SJHSMKrScJ1K5ZERljoEAi4EAoXweAqbPVaSjGGjKk2vYRFFTUecGnUB/PPZ8ViUEHUTRmMWkpOvRFHR26it3QFBUCMhYQoLEyLqdkSxcbrh+Gb3BYPeI8XKb0dYqhAI1CMQcCAQcADIb/ZYlSoqbFTl15GWaF6vR9TOWJQQdSMmU18kJk5DcfFK1NRsgyiqERc3mYUJEUUMUdQ0WwyyUTDoCRUo4SMsVQgEnPD76+D318Htzm32WJXKcpQRlpgjBQvfThGdKkV/ilauXIkLLrgABgMvSCNqK2bzIMiyDyUlH6K6+geIogaxsROVjkVEpDhR1DabvrhRIOAKu26l6QhLMOg+spp9DYCcsMcJggCVynqUEZYYqFRWCILUQWdHbYmf5XU8RYuS6dOnIyoqCjNmzMB1112HkSNHKhmHqNuwWIYgGPShrOwzVFaugyBoYLONUToWEVGnJUl6SFLDBfdNybKMYNAZNqrStHBpaBerhs9XDZcrfEpjQRChUkUfY4TFwglJiJpQfLxx4cKFeP/99/G///0PAwYMwPXXX485c+bAZrMpHY2oS4uOHgFZ9qG8/GtUVKyCKKoRHc3Cn4ioNQRBgCQZIUlG6HRpYffJsoxAoD5sVKVpW5gs+0MFDLD/N8eVjhQsNqhUFgCR+NH8BUoHOCaOlHQ8QZZlWaknF0URJSUliI+Px7Zt2/DSSy/hzTffhMvlwtSpUzF//nycd955rT7u7NntELYL8PmUTqAMv1/pBMpo6XlXVKxBZeW3AIDExEtgsQxpx1Ttj1/vyBIMKp1AGZF63sq9I2l7DQVLbbMRlsZZw2Q5oHRExR0+fL/SEY7p4ouVTvCrjz9WOkHHUHykpNHQoUMxdOhQPPHEE3jnnXfw8ssv4/zzz0d6ejpycnKO+TiPxwOPxxO2LRDQQpK07R2ZqEuw2SYgGPSiunojSko+giCoYTYPUjoWEVG31nCtiQUqlQV6fc+w+2Q5CL+/9sioSiUCgTqFUhJ1HooWJUebEUin02HOnDmYM2cODhw4gKVLlx73GI888ggeeOCBsG2DBt2HwYPvb8uoRF2WIAiIi5sEWfbBbt+KkpL3IAgqREX1UzoaEVFEEgQRarUVarU1bHV76jzYvtXxOk371sk62kjJDTdE5kgJ27ciS2vPW5ZllJR8gNranyEIElJSZsFo7Hp/DPn1jiyR2sYUqefdndq36MTWrFE6wbFNnap0gl999JHSCTqGoiMlOTk5iIuLO6VjaLVaaLXhBYjE2feImhEEAYmJl0CWfair243CwreQmvp7GAwZSkcjIiKiCKfoXHQZGRnYs2cPli5dij179gAA9uzZg5tvvhnz5s3D6tWrT+q4DdP38QIyot8SBBFJSZfDaOwNWfahsPANuFyFSsciIiLqVASh89wihaJFyRdffIEzzjgDCxcuxJAhQ/DFF19g3LhxOHDgAHJzczFp0qSTKkxyc99CcfGX7ZCYqOsTBAnJyVfCYOiJYNCDwsLX4PGUKh2LiIiIIpiiRcmiRYvwxz/+EZWVlVi6dClmzZqF+fPn4+uvv8Y333yDP/7xj3j00Udbfdza2r2orNyMuroD7ZCaqOsTRTVSUq6CXp+GQMCF/PxX4fFUKB2LiIiIIpSiRcmuXbtwzTXXAACuvPJK1NXV4YorrgjdP3v2bOzYsaPVx7XZRgAACgo+hN/vbJOsRN2NKGqQkjIbWm0SAgEHCgpehddbrXQsIiIixSndssX2LQU0TgssiiJ0Oh0sFkvovqioKNTU1LT6mElJ50GrjYXPV4fCwk+g4ARjRJ2aJOmQmjoHGk0c/P5aFBS8Cp+vVulYREREFGEULUp69OiB/fv3h/69ceNGpKenh/6dl5eHpKSkVh9XFNVIS5sGQRBRU7MbdnvrR1uIIoVKZUBa2lyo1THw+apRUPAq/H6H0rGIiIgUo/ToCEdKOtjNN9+MQODXWbIGDRoElerXWYo///xzTJw48aSObTAkIyFhAgCgqOgzeL32U4lK1K2pVFFIS5sLlcoCr7cCBQWvIhBwKR2LiIiIIoSiiye2l9mzG/4ry0EcOrQUDkc+TKYe6NlzLgRB8Y61dsPFEyNLe5y311uJ/Pyl8PvrodOlIDV1bqdbiJRf78gSqYsIRup5d793JHQ8nXnxxMsuUzrBr95/X+kEHaP7vkNHw5oMqamXQZI0qK8/jIqKjUpHIurUNBrbkULEALe7EIWFbyAYjNBql4iIIpbSLVts3+qGtNoYJCWdDwAoKVkNl6tE4UREnZtWG4/U1DkQRS1crlwUFr6FYDBCP6YnIiKiDtHtixIAiI4eArO5L2Q5gPz89/gGi+gEdLokpKb+HqKogdN5EMXF70KWAyd+IBEREdFJiIiiRBAEpKZOhUplhNtdhtLS1q8STxRp9Po0pKRcBUFQob5+D4qL34csR2ijOxERRRSlW7bYvtWNqVRGpKZOBQBUVGxEfX2OwomIOj+DoSeSk6+EIEioq/sFpaUfc90fIiIianMRU5QAgNncFzExQyHLMgoKPkAg4FY6ElGnZzL1QVLS5QAE1NRsR1nZFyxMiIioW1N6dIQjJREgKWkytNoYeL01KCr6TOk4RF1CVNQAJCZeCgCw2zehooItkERERNR2Iq4okSQNUlMvgyAIqK7eAbv9F6UjEXUJFsvpSEiYAgCoqlqPysp1CiciIiKi7iLiihIAMBrTEB8/DgBQVPQpfL5ahRMRdQ1W6zDExU0CAFRUrEZ19Q8KJyIiImp7SrdssX0rgsTFjYPBkAy/34WCgg/ZI0/UQjExo2CznQ0AKCv7Anb7NoUTERERUVcXsUWJKEpITZ0GUVSjru4gKis3Kx2JqMuw2cYhJmY0AKC09BPU1u5QOBERERF1ZRFblACATheLpKSGVpSSkq/hdpcrnIioaxAEAbGx58JqHQ5ARknJB6iry1Y6FhERUZtQumWL7VsRKCZmGKKieiEY9B9Z7Z2rVhO1hCAIiI+/EGbzGZDlIIqL34XDcUDpWERERNQFRXxR0rDa+yVQqfRwuYpRVrZW6UhEXYYgCEhMnIqoqIGQ5QAKC9+C03lY6VhERETUxUR8UQIAanUUUlIuBgCUl2+Aw5GncCKirkMQRCQlTYPR2Aey7Edh4RtwuQqUjkVERHTSlG7ZYvtWBLNYBiA6+gzIsoz8/PcRCHiUjkTUZQiChOTkK2EwZCIY9KKg4DW43SVKxyIiIqIugkVJE8nJ50OjscLrrUZx8RdKxyHqUkRRhZSUmdDr0xEMulFQ8Co8Hk4eQUREXY/SoyMcKYlwkqRDWlrDau9VVdtRU7NH6UhEXYooapCSMgs6XTICAScKCl6F11uldCwiIiLq5FiU/IbRmIG4uIb1FwoLP4LPV69wIqKuRZJ0SEn5PbTaePj9dSgoeBU+X43SsYiIiKgTY1FyFPHxE6DXJ8Lvd3K1d6KToFIZkJo6FxqNDT6fHQUFr8LvZ4FPRERdg9ItW2zfIgANvfFpadMgiirU1e1HVdU2pSMRdTkqlQmpqXOhVlvh9VYeKUycSsciIiKiTohFyTHodPFISDgHAFBc/CU8nkqFExF1PWq1Bampc6FSRcHjKUNh4WsIBNxKxyIiIqJOhkXJccTGngmTqSeCQR/y89+DLAeVjkTU5Wg0MUhNnQtJMsDtLkJh4RsIBr1KxyIiIjompVu22L5FYRpWe78UkqSD01mIsrJ1Skci6pK02jikps6FKOrgcuWhsPAtBIN+pWMRERFRJ8Gi5AQ0GgtSUi4CAJSVrYPTyZWqiU6GTpeI1NTfQxQ1cDoPoahoBWQ5oHQsIiKiZpQeHeFICR2V1XoarNZBkOXgkdXe2XpCdDL0+lSkpMyCIKjgcOxDcTHbIomIiIhFSYslJ18EtdoMj6cSJSVfKR2HqMsyGHogJWUmBEFCXd0ulJR8xGm3iYiIIhyLkhZSqfRIS7sUAFBZuRW1tfuVDUTUhRmNvZCUdAUEQURt7U8oK/uMhQkREXUaSrdssX2LjstkykRs7JkAgMLCD+H3OxRORNR1RUX1R2LipQAE2O1bUFGxioUJERFRhGJR0kqJiedCp4uDz1ePgoKP+SaK6BSYzYORkDAFAFBV9R0qKznDHRERUSRiUdJKDau9Xw5BkFBbuwfV1T8pHYmoS7NahyI+/nwAQGXlGlRVfa9wIiIiinRKt2yxfYtaRK9PRELC2QCA4uLP4fVWK5yIqGuLjj4TsbETAQDl5V/Bbt+qcCIiIiLqSCxKTlJc3CgYjRkIBLzIz3+f05oSnSKbbRxiYsYCAEpLP0FNzc8KJyIiokil9OgIR0qoxQRBRFraZZAkLRyOPJSXs+WE6FTFxk6E1ToSAFBS8gHq6nYrnIiIiIg6AouSU6DRWJGcfAEAoLR0DVyuYoUTEXVtgiAgPv58WCy/AyCjuPhd1NfvUzoWERERtTMWJafIaj0dFkt/yHIA+fnvIRj0KR2JqEsTBAEJCVMQFXUaZDmIoqIVcDpzlI5FREQRROmWLbZvUasJgoCUlIuhVpvgdpejpOQbpSMRdXmCICIp6VKYTP0gy34UFr4Jlytf6VhERETUTliUtAGVyoCUlEsAABUVP6Cu7qDCiYi6PkGQkJR0BQyGLASDXhQUvAa3my2SRERE3RGLkjZiNveGzTYcAFBQ8AH8fpfCiYi6PlFUISVlJvT6DASDHhQULIfHU6Z0LCIi6uaUbtli+xadkqSkSdBqbfD56lBU9ClXeydqA6KoRkrKLOh0KQgEnCgsfBVud5HSsYiIiKgNsShpQ6KoRlraNAiCCLv9F9TU/KJ0JKJuQZK0SE39PbTaBAQC9SgoeAl2+xYW/kRERN0Ei5I2ZjCkID5+PACgsPBTeL01Cici6h4kSY+0tGthMjXMdlde/ilKSlYiEPAoHY2IiLoZpVu22L5FbSI+fiwMhlQEAm4UFHzAT3OJ2ogk6ZCYeCViY88HIKK+/hfk5y+Bx1OqdDQiIiI6BSxK2kHjau+iqEZ9fQ4qKn5QOhJRtyEIAqKjz0Rq6rVQqczw+SqRn/8iamq2Kx2NiIi6CaVHRzhSQm1Gq7UhOfl8AEBJySq43ZwxiKgt6fVpSE+/CQZDb8iyH2VlH6K09AMuYEpERNQFsShpR9HRv4PZ3OfIau8rEQz6lY5E1K1IkgHJybNgs50DQEBt7U/Iz38RXm+F0tGIiIioFViUtKOG1d6nQqUywuUqRWnpGqUjEXU7giAgJmYsUlKuhiSZ4PWWIT9/CerqOPsdERGdHKVbtti+RW1OrTYhJeViAEBFxfeorz+sbCCibspg6IH09Jug1/dEMOhFScm7KCv7lCOUREREXQCLkg5gsfRDTMzvIMsyCgreRyDgVjoSUbekUpmQkjIHMTHjAAA1NVtQUPAyfL5qhZMRERHR8bAo6SBJSZOh0UTD661BUdHnSsch6rYEQYTNNhHJyb+HJBng8RQhL+8F1NfvUToaERF1EUq3bLF9i9qNJGmPrPYuoLr6Z9TU7FY6ElG3ZjT2QlrajdDp0hAMulFc/BbKy7+CLAeUjkZERES/waKkAxmNaYiLGwsAKCz8GD5fncKJiLo3tdqC1NRrYLWeBQCw279HQcEy+Hw1CicjIqLOTOnREY6UULuLjx8PvT4Jfr8LBQUfcrV3onYmCBLi4iYjKWkGRFEHtzsf+fkvwOE4oHQ0IiIiOoJFSQcTRQlpadMgiirU1R1AZeUWpSMRRQSTqT/S0m6AVpuEQMCJoqLXUVm5GrIcVDoaERFRxGNRogCdLg6JiZMAACUlX8Ht5kJvRB1Bo4lBaup1sFiGAZBRVbUOhYXL4ffXKx2NiIg6EaVbtti+RR3GZhuOqKgsBIN+FBS8h2CQF98SdQRRVCE+fgoSEy+HKGrgcuUgL+95OJ2HlY5GREQUsViUKEQQBKSmXgqVSg+nswhlZd8qHYkookRFnYa0tBug0cQjEKhHYeErqKpaz+u8iIiIFMCiREFqdRSSk6cAAMrL16OqarvCiYgii0YTi7S06xEVdToAGZWV3yAv71lUV29EIOBSOh4RESlE6ZatSGzfUikdoD0YjUonaDmjcSD8/kOoqNiGsrIPAZQiNXUSBKH19WIgQjvAIvW8gxF6fXbbn7cGNtulqK7OQFHRFwgGK+BwfAmn8xtYrQMREzMMBkMqBIX/MkTq1ztSB6543kQUabplUdLVpKdPgUZjRlHRGpSV/QC3uxw9e06HSqVTOhpRRBAEATExv4PFMhB2+05UVm6F212C6uqfUV39M3S6BNhsw2C1DoYkaZWOS0RE1O2wKOkEBEFAUtJ46HRxOHz4fdTWHsSePS+iV69Z0OlsSscjihiSpIXNNgwxMUPhchWisnIr7PZf4HaXorDwUxQXfw2r9TTExAyFwZCsdFwiImonkdQ21VmwKOlEoqMHQKuNwcGDb8LjqcSePS8iM3M6zOYspaMRRRRBEGAwpMJgSEVS0mTY7TtQWbkVHk85qqq2oapqG/T6ZNhsw2CxDIIkaZSOTERE1KXxQvdOxmBIRL9+82E0piEQcGP//tdQWvoDZwQiUohKpUds7Ej06XMLMjOvhdV6GgRBgstVhIKCj5Cd/TgKCz+D212mdFQiImojSl/czgvdqVNQq03o0+dq5OV9isrK7Sgo+AJudxnS0i6CKEpKxyOKSIIgwGTKgMmUAb//fFRV/YSqqm3weqtQWbkZlZWbYTSmIyZmGCyWARBF/nolIiJqKf7V7KREUYWMjKnQ6+NRUPAVKip+hNtdgczMGVCru9D0YkTdkEplRHz8aMTFjUJ9fQ6qqraitnYPHI48OBx5cLmKkZw8WemYREREXQaLkk5MEAQkJJwFnS4OOTnvor4+D3v2vIisrJkwGBKVjkcU8QRBQFRUJqKiMuHz1aGqajuqqrYhJmZIh2dxuUrg8VTAah3U4c9NRNTdRFLbVGfBa0q6AIulF/r1ux5arQ1erx17976M6upspWMRURNqdRQSEsahX787odPFt/vzyXL4wiUVFd8jEHAfuY/XoBERUddyUkWJz+dDfn4+9u7di6qqqrbOREeh08WiX7/rERWViWDQi0OH3kZx8Tq++SDqZNpzkUW3uxy5uW9jz57/oLx8PTyeht+/DcWIDJ0uIZSBvxuIiKgraXFRUldXh8WLF2P8+PEwm83o0aMH+vfvj7i4OGRkZGD+/PnYsmVLe2aNeCqVHr17/x7x8SMBAEVFq5GTsxLBoE/hZETUHhoLi8ZREbt9B4JBL5KSJsHhyEVx8ZcAALe7FD5fLYzGNABAMOhXfAV6IqKuTOkZtzj71jE88cQTePjhh5GVlYWLL74Yf/3rX5GcnAy9Xo+qqir88ssvWL9+PSZNmoSRI0fi6aefRu/evds7e0QSBBFpaRdAp4tHfv5nqK7+BR5PFbKyZkKSzErHI6JTEAz6UVu7F3b7TgSDXphMmTCb+0Gni4XHUwOXqwhmc39YLAOgUhmRm/s2gIbrSczmfnA48lBSsgqCICA2dhSMxp5cQ4WIiLqEFhUlW7Zswbp16zBw4MCj3j9ixAjMmzcPzz//PJYuXYr169ezKGlncXFDodPF4tCht+F0FmHPniXo0WMmjMZUpaMRUSt4PNUIBr1Qq00oKPgIXm8NTKYe0GisqKzcArv9F/TpcxM0GgtEUQOvt6Flq2G/TABAbe0exMWNRl3dgSNFTAIqKr6Dz1cHm20YZFnmyAkRUSvwV2bHa1FR8uabb7boYFqtFjfddNMpBaKWi4rKQL9+N+DgwTfhcpVi//5lSE4+F3FxI/kGhKiTahgN2QO7fSfq6w8jGPQiMXEizOa+AESkpV0Kvb5hdj2jsScOHnwJdXWHYDRmwmYbjurqn3HgwBL4/U6kpl4Cl6sUanUUJEkHt7sEMTHDEBWVBa+3EjU1u2CzDVP2hImIiFqgxVMCL126FBMnTkRGRkZ75qFW0mqt6Nt3Hg4ffh9VVXtQUPAFamr2ISPjUmg0bOci6kwOHXoV9fU50GgsiIrqjbS0y1BQ8AF0ugTodPFIT788bNFFQZCg0Vjh99cBAEymTOh0CfB67dDrkyEIAmpr90GW/dDrUyDLfshywzVmkqSHLAcQCHggSVpFzpeIiKilWlyU3HLLLfB6vcjIyMDZZ58duqWkpLRnPmoBSdIiM3MGTKZtKCj4EnV1h5Cd/RzS06cgOpprFhB1FomJ50ClMkKjsQIAXK5SSJIewaAXQMOiqQ0Xt8sQBBFebzUCAU+oTQtoWLhRpfp1AVW7/SdYradDEATodEmorNwCtdqK+vqcI4ULl6MiImotNpx0vBb/tbLb7fj+++/x7bffYs2aNXjjjTfg9XrRq1evUIEyYcIEJCQktGdeOoaGC1uHwWTqidzc9+BwFCIn513U1OxFauqFUKn0SkckingGQ8OHOLIchCCICATcCATc0GptoX0aWi8b/hqWl6+H2dwPanUUguHLkoRm5AoG/ZAkAwAgNnYkKiu3Ii9vBQABqamXQBSldj8vIiKiU9XiokSr1YaKj/vvvx9utxsbN27EmjVrsHbtWrzyyivw+Xzw+/3tmZdOQKezoXfveSgtXY+SknWoqtqJ+vpcpKdfCrM588QHIKJ2Jwi/zsYeDHqgVlua7VNd/TN8vlqkpU0DgLCL1Rv+X0RNzW4AAozGNMhyEGq1GQkJE2CzDYNazfZNIiLqOk56RXdRFCGKIgRBCC3UlZ6e3pbZ6CSJooSkpAno02cedDobvN5aHDjwKgoKvkQwyKKRqLNwu0ug1cbC73eGbQ8EPKio+AFW6+mhVq+mk1c0/s6V5WBobZLGQkcQRBYkRESnSOm1SSJxnZIWFyVerxfr1q3DokWLMGHCBFgsFtx4440oLi7G/PnzsX//fhw6dKg9s1IrGY2p6Nv3RsTFDQcAlJVtxN69S+B0liicjCiyNS6K2LASO0JFROP2mprdEAQV4uJGweHIR3HxV9i//zl4vTWhYwiCAKt1EOLixpxSFocjF253GVeAJyIiRbW4fctisSA+Ph4XX3wxbr31Vrz11ltITExsz2zUBiRJg7S0i2A290Fe3odwucqwb9+LSEw8GwkJo8LaSIioYzQd9ZDlACRJE2rPCgS8KC7+CoGAG3v2/AfBoA9GYwZiYoZBrY5q8yyFhZ/A4ymHJOmg16fCaEyHwZAGvT6FCy8SUcSKpBGKzqLFRcnpp5+O7du3Y926daHWrQkTJsBms534waQ4i6U3+vW7Gfn5H8Nu34OiolWord2PjIzLoNValY5HFJHc7jLodAkIBn0QRTUAIBh0IyoqCxpNNMzmfqGL4397oXtbCAYDUKuj4PPVIBBwo77+AOrrDwBoaAPT6RJgMDQUKQZDGjSa5te+EBERtQVBbsWYfX19PTZs2BC6uH379u3o06cPJkyYgPHjx2P8+PGIj49vz7wtcsMNSidQRiBw4n1kWUZV1c8oKPg8tH5BauoFiIk5vcsuuNiS8+6O2uNNalfQHc67cVRk796nYTCkIS3t0hOuut6e5y3LQbjdpXA48uB05sPpzIfPV9NsP7XafKRAaShUdLqEdp/dK1K7ynjeFAneflvpBMf2hz8oneBX//2v0gk6RquKkt+qq6vD+vXr8fXXX2Pp0qWor6/vFLNvsSg5MY+nGrm576O+Pg8AYLX2R3r6xVCpDO2Urv2wKIks3eW8G1d2b1g4Ma4F+3dAqCa83ppQgeJ05sPtLglNQ9xIFNXQ61NhMKTBaEyDXp/a5tOPR+qbVJ43RYLOXJTceafSCX71n/8onaBjnNSqWsFgEFu2bMHatWuxZs0afPfdd3A4HFztvQvRaqPRu/c1KC39HiUla2C3Z8PhyEd6+iWwWHorHY+o2xNFFazWzru4qUZjgUZjCWUMBLxwuQrDCpVAwA2HIwcORw7Kyxsep9PFh9q9Glq+YrrsKCwREXWcFhclmzdvxtq1a7F27Vps2LAB9fX1SE1NxYQJE/DUU0/h7LPPRo8ePdoxKrU1QRCRmDgGZnMWDh9+D253OQ4efB1xccORnHweL3IlohBJ0sBk6gmTqSeAhhY0j6c8VKA4HHnweqvgdpfB7S5DVdU2AA0r0DctUvT6ZIgiV5knIqJwLW7fEkURiYmJoQUUzz77bGRlZbV3vpPC9q3WCwb9KCpahbKyHwA0LMKYkTENRmNKG6VrP2zfiiw8787L73ccKVDy4XTmweUqgiyH/4AKggS9PjmsUFGrTcc8ZqS28/C8KRJ05vatBQuUTvCrJ59UOkHHaPHHVdnZ2ejbt297ZiEFiaIKqannH5k6+AO43ZXYt+8lJCaOQ2LiOE4dTEQnpFIZYTb3g9ncD0DDhx0uV/GR0ZSGi+gbCxenMz/0OI0mJlSgGI3p0Grj2PJFRBRhWlyUsCCJDGZz5pGpgz9FdfUvKC5ee2Tq4GnQ6Tj9MxG1nCiqYDSmHVl1fhRkWYbXWx0qUBouoC+D11sFr7cKdvvPANBkzZQ06HSp0GisUKstbPsiIurGWvwbPjMzs0X7cVX3rk+l0qNnzytgsfRFfv6ncDgKsWfP80hNnQybbSg/wSSikyIIArTaGGi1MYiOPgMA4Pe74HIVHGn5yofLVRC2ZkrTdh6Vygi1uuECfLW68WYN/VuSDPz9RERtgr9KOl6Li5LDhw8jIyMDs2bN6hRrkVD7i4k5DSZTOnJzP0BdXQ7y8j5BTc1epKdfctwecCKillKp9IiK6o2oqIZZ/2Q5CJerJDSS4nKVwOerQTDog9/vgN/vgMtVdNRjiaKqSbFiOUoBw9EWIqLOqsW/nd9++228/PLLeOKJJ3DBBRdg3rx5uPDCCyGKvNagO9NoLOjVay7KyzehqGgVamr2Izv7OaSnT4XV2k/peETUzQiCCIMhGQZDMoCRkOWGmb4CATd8vprQzeu1h/3b769HMOiHx1MJj6fymMc/+mjLrzeVysjRFiLiSIkCWr14YmFhIZYtW4Zly5bB6XRizpw5uO6669C7d+dZ24Kzb7UPl6sMubnvweksAQDYbEOQmno+JEnbvk98Apx9K7LwvCNLS/9CBYMB+P218HprwoqVpkVMMOg74XFOPNpihiiqT/GsTixSZ6GK1POOVJ159q2771Y6wa8ef1zpBB3jlFZ0//bbb3H//fdj3bp1qKioQHR0dFtmO2ksStpPMBhAcfEalJV9B1mWodVakZExDSZTevs/+TGwKIksPO/I0lZvUo822vLbERe/vx4t+ZPYEaMtkfrmPFLPO1KxKGmZSClKTqq51u12491338XLL7+MTZs2Yfr06TAYDG2djTohUZSQknIuLJbeyM19Hx6PHfv3L0V8/GgkJZ0NUZSUjkhE1IwgCFCp9FCp9NDrE4+6z4lHW2oQDHpbeG2LGWq1VdHRFiI6eWzf6nitKko2bdqEl156CStWrEBmZibmzZuHlStXdpoREuo4JlMG+vW7GQUFn6Oy8ieUlm5AXd0BZGRMg17PiRCIqOsRRQkaTTQ0mqP/TTvWaEtjweLz2Ztc21IFj6fqmM91otEWSeK1LUQUWVpclAwcOBBlZWWYNWsWvv32W5x++untmYu6AEnSIiPjUlgsfZGX9zGczhLs3bsEycnnIi5uJP+gElG30pGjLYIgQaUyQpKMUKlMUKmMTW6m39xn4AK3RNTltfiaElEUYTQaoVKpjvtms6rq2J8MdRReU9LxfL565OV9iJqa/QCAqKhMZGRcCo3G3O7PzWtKIgvPO7J0t2sMTjzaUgO/v65F17b8SoAk6X9TvDQtXMILm87cOtbdvt50fJ35mpI//lHpBL/6v/9TOkHHaPFIydKlS9szB3VxarUJmZmzUFm5DQUFX6Ku7tCRqYOnIDp6kNLxiIg6hZaOtvh89fD76xEIOI6MqtSHRlca/91wnxOAjEDAiUDACY/nxBlEUdui4kWlMkEUtRz1JqIO0eKi5Oqrr27PHNQNCIKA2NhhMJl6Ijf3PTgchcjJeRc1NXuRmnohVCq90hGJiDq9hmtbGq43ORFZDsLvdx61eAkEHPD5wgsbWQ4gGPTA6/XA6z1xZ0NjG5lKZWpSuDQvXhruYxsZdR+sxTtei4oSWZb5SQm1mE5nQ+/e81Bauh4lJetQVbUT9fW5SE+/FGZzptLxiIi6DUEQoVaboFabTrivLMsIBj1hoy2NxUv4SEzD/weDHshyAD5fLXy+2pakgUplOOqoiyQZoVabwu4TxZOaAJSIuqkW/UYYOHAg7r33XkybNg0ajeaY++3fvx9PPPEEMjIy8Je//KXNQlLXI4oSkpImwGzuhdzc9+F2V+LAgVcRH38WkpPP4R8jIqIOJggCJEkHSdJBq7WdcP9g0Ae/39mqNrLG7afSRiZJBkiSHpJkOFLkNPy/KGr4ASlRN9aid4ZPP/00/vznP+OWW27Beeedh2HDhiE5ORk6nQ7V1dXYvXs3NmzYgF27duG2227DzTff3N65qYswGlPRt++NKCz8ChUVW1FWthF1dQeRkTENBsPR+6mJiEh5oqju8Day413oLgjSkQv6j160HH2bji1ldFJY/3a8Vq3ovmHDBrz99ttYv349cnNz4XK5EBsbiyFDhmDy5MmYPXt2p1izhLNvdU41NfuQl/cRfL56iKKExMSzkZAw6pT/YHT2824vkTobE887skTqbEzd+byP10bm8zmOXLTvOlLkNPx/MOg7qecSBAGiqDtOIWNoVuhIkp6j+R2kM8++9ec/K53gV//6l9IJOkarfurGjBmDMWPGtFcW6uYslj7o1+9m5Od/DLt9D4qKVqG2dj8yMi6DVmtVOh4REXWA47WRHasYa2wlCwRcoUIlEHD+ZpsTfn/T+91HpmB2IRBwtSqjKGpaWcgYIIpqtpcRnQJ+FEAdSq02omfPGaiq+gkFBZ+jvj4Xe/YsRmrqBYiJOZ2/0ImIqJnGVjLgxK1kjYLBQKggaXkh4zwykuOF1+sFYG/x8zXMVHbsouXXbb9tL+Pfvc6IX5aOx6KEOpwgCLDZhsBk6oHc3PdRX5+H3NwPUFOzF+npF0OlMigdkYiIujhRlCCKLZuZrFHj4pZNi5ZfW8mOtq2xvcx/ZKayOvh8dS1+voZRIz1EUQsgEt8F36F0AOpEWJSQYrTaaPTufQ1KS79HScka2O3ZcDjykZ5+CSyW3krHIyKiCNN0cUsgpkWPaRhZ8R23aDn6Ng9kWT4yc5mzXc+LqCtgUUKKEgQRiYljYDZn4fDh9+B2l+PgwdcRFzccycnnQZKOPQU1ERGR0hpGOzRH/l6dTHuZE8FgC+ZQpg7F9q2Ox6KEOgWDIQn9+t2AoqJvUFb2A8rLt6Cu7hAyMqbBaExROh4REVGbOpn2MqLurNVzsY4fPx6vvvoqXK7WzWRBdCKiqEZq6vno1WsuNBoz3O5K7Nv3EoqL10KWI3Q+VCIiIupwgtB5bpGi1UXJkCFDsHDhQiQmJmL+/Pn44Ycf2iMXRTCzORP9+t2M6OhBkOUgiovXYt++l+B2VyodjYiIiIjaQauLkv/85z8oKirC0qVLUVZWhnHjxmHAgAH497//jdLS0vbISBFIpdKjZ88r0KPH5ZAkHRyOQuzZ8zwqKraiFet9EhEREVEXcFJLaatUKkybNg0ffvghCgoKMGvWLPzjH/9AWloaLr30Uqxevbqtc1KEiok5Df3734yoqJ4IBn3Iy/sEhw69AZ+vXuloRERE1E0p3bLF9q1W2rx5M+677z48/vjjiI+Pxz333IPY2FhMmTIFCxcubKuMFOE0Ggt69ZqL1NTzIYoq1NTsR3b2c7Db9ygdjYiIiIjaQKuLkrKyMjz++OMYNGgQxo4di/Lycrz55ps4fPgwHnjgAfzvf//DV199heeff7498lKEEgQB8fFnom/fG2AwJMLvd+LQobeQm/shAgFOpUhERETUlbV6SuDU1FRkZWVh3rx5uOaaaxAXF9dsn8GDB2P48OFtEpCoKb0+Hn36XI/i4rUoK/sOlZXbUVubg7i4UYiJOR2SpFU6IhEREXVxkdQ21Vm0uij55ptvMHbs2OPuYzabsWbNmpMORXQ8oqhCSsq5sFh6Izf3fbjddhQWfobi4lWIiTkdNttw6PXxSsckIiIiohZqdfvWfffdB7vd3mx7bW0tJk6c2BaZiFrEZMpAv363ICXlQmi1sQgGvaio2IK9e5/DgQPLYLfv5vomRERE1GpKX9weiRe6t3qk5Ntvv4XX62223e12Y/369W0SiqilJEmDuLgRiI0djvr6w6io2Iyamj2orz+M+vrDUKvNsNmGwmYbylVziYiIiDqpFhclO3bsAADIsozdu3ejpKQkdF8gEMAXX3yBlJSUtk9I1AKCICAqqieionrC661BZeU2VFZug89Xi5KSNSgtXQerdQBiY0fAYEiFEEkfPRARERF1ci0uSs444wwIggBBEI7apqXX6/H000+3aTiik6HRWJCUNBEJCeNgt+9GZeUWOBz5qK7eierqndDrExEbOwLR0adBFNVKxyUiIqJOhp9ddrwWFyU5OTmQZRmZmZnYvHlz2KxbGo0G8fHxkCSpXUISnQxRVCEmZjBiYgbD6SxGRcVmVFfvhMtVgvz8j1BU9DViYs5AbOxwaLUxSsclIiIiilgtLkoyMjIAAMEgLxymrsdgSEJ6+iVITj4PVVU/oaJiC7zeapSXb0R5+Q8wm3shNnYEoqJ6sbWLiIiIqIO1qCj56KOPcMEFF0CtVuOjjz467r5Tp049pUA5OTk4cOAAkpKSMGjQoFM6FtFvqVQGxMePQlzcmaitPYDKyi2ord0fumk00YiNHY6YmCFQqfRKxyUiIiIF8PPJjteiKYEvvfRSVFdXh/7/WLfLLrusVU9+yy23oL6+HgDgcrlwxRVXoFevXpg8eTJOP/10TJw4MXQ/UVsSBBEWSx9kZs5G//53IC7uLEiSDl5vNYqKvsKuXY8jL+9DOJ3FSkclIiIiOqH7778/dP13461fv36h+91uN2699VbYbDaYTCZcfvnlKC0tDd1fVVWFiy++GCaTCUOGDMH27dvDjn/rrbfi8ccfb7f8LSpKgsEg4uPjQ/9/rFsgEGjVk7/wwgtwOp0AgAcffBCbNm3CqlWrUF9fj3Xr1iEvLw8PP/xwK0+JqHW02hikpEzGwIF3Iy1tKvT6RMiyH1VV27Fv3wvYv/8lVFXtQDDoVzoqERER0TENHDgQxcXFoduGDRtC9y1YsAAff/wx3nnnHXz77bcoKirCtGnTQvc//PDDqKurw48//ogJEyZg/vz5oft++OEHbNq0CXfeeWe7ZW/1OiVtSZbl0P9//PHHeOyxx3D22WcDAEaPHo0nnngCf/zjH/HII48oFZEiiCiqYbP9DjExQ+Bw5KOycgvs9t1wOPLhcOSjqOjL0JonGo1F6bhERETUTrpq+5ZKpUJiYmKz7TU1NXjppZfwxhtvhGbRXbp0Kfr3748ffvgBZ555JrKzszFz5kz06dMHN9xwA5YsWQIA8Pl8uOmmm/C///2vXSe1avWK7nfccQeeeuqpZtufeeaZk6qeGi8qLikpweDBg8PuO/3005Gfn3/cx3s8HtTW1obdAgFPq3MQNRIEASZTOjIyLseAAQuQmHg21Goz/H4HSkvXITv7v8jJeRt1dTlhhTURERFRWzvae12P5+jvdffv34/k5GRkZmZi9uzZyMvLAwBs27YNPp8P5557bmjffv36IT09HRs3bgTQ8L579erV8Pv9+PLLL0Pvyx977DFMmDABw4YNa9fzbHVRsnLlSowePbrZ9lGjRuHdd99tdYB//OMfuOuuuyCKIoqKisLuq6yshNFoPO7jH3nkEVgslrDbTz9xZIXahlptQmLiePTv/wf06HElTKYekOUgamqycfDgK9i79zmUl29mIUxERNSNCELnuR3tve7RuohGjhyJZcuW4YsvvsDixYuRk5ODsWPHoq6uDiUlJdBoNLBarWGPSUhICC2I/pe//AUqlQpZWVl4//338dJLL2H//v145ZVX8I9//AM33XQTMjMzceWVV6KmpqbNX/NWt29VVlbCYmneumI2m1FRUdGqY40bNw579+4FAAwYMAC5ublh93/22WcYOHDgcY9xzz334K677grbtmCBtlU5iE5EFCVYrQNgtQ6Ay1WGysotqKr6GW53OQoLP0NJyTeIjj4dsbHDodPFnfiARERERC1wtPe6Wm3z97oXXHBB6P8HDx6MkSNHIiMjAytWrIBef+IZRS0WC954442wbRMnTsT//d//4fXXX8ehQ4ewd+9ezJ8/H4sWLWrzi95bXZT06tULX3zxBW677baw7Z9//jkyMzNbday1a9ce9/5Zs2bhmmuuOe4+Wq222ReGazhSe9Lr45GaehGSks5BVdXPqKjYAo+nAhUVm1FRsRkmU0/Exo6AxdIXgtDqwUgiIiKikKO9120Jq9WKPn364MCBAzjvvPPg9Xpht9vDRktKS0uPeg0K0HDNidVqxSWXXIJp06bh0ksvhVqtxvTp03Hvvfee7OkcU6uLkrvuugu33XYbysvLQxfKfPPNN3j88cfxn//8p03DtbbIIepIkqRDXNxIxMaOQH19DioqNqOmZi/q63NQX58DtdoMm20YbLahUKuP34ZIREREnUdXvdC9qfr6ehw8eBBz5szB0KFDoVar8c033+Dyyy8HAOzduxd5eXk466yzmj22vLwcixYtCs3eFQgE4PP5ADRc+N7aGXdbotVFybx58+DxePDwww/jwQcfBAD06NEDixcvxty5c1sdwOVyYdu2bYiJicGAAQPC7nO73VixYsVJHZeoowiCgKioTERFZcLrrUFl5VZUVm6Dz1eLkpLVKC39FlbrQMTGDofBkMoV44mIiKjNLVy4EBdffDEyMjJQVFSE++67D5Ik4aqrroLFYsF1112Hu+66CzExMTCbzbj99ttx1lln4cwzz2x2rDvvvBN33303UlJSADTMirt8+XJMmjQJS5YsOer15adKkE9h+qDy8nLo9XqYTKaTevy+ffswadIk5OXlQRAEjBkzBm+99RaSkpIANAwpJScnt7oau+GGk4rT5bVD0doldMbzDgb9sNt3oaJiC5zOgtB2vT4JsbEjEB09CKKoPsXnONWUXRPPO7JE6gR3PG+KBG+/rXSCY1u0SOkEv2ppp9TMmTOxbt06VFZWIi4uDmPGjMHDDz+MrKwsAA0f9t99991488034fF4MHnyZDz33HPN2re+/PJL3Hvvvdi4cSNEsaEN3el04pprrsEXX3yBESNG4I033gitYdhWTqkoOVWXXXYZfD4fli1bBrvdjjvvvBO7d+/G2rVrkZ6ezqKklTrjm/OO0NnP2+ksQkXFZlRX/wJZbliAUZL0iIkZgtjY4dBqo0/quJH6JpXnHVki9U0qz5siQWcuSo40A3UK//iH0gk6xkktnvjuu+9ixYoVyMvLg9frDbvvxx9/bPFxvv/+e6xatQqxsbGIjY3Fxx9/jFtuuQVjx47FmjVrTjgdMFFXYDAkIz39UiQnT0JV1XZUVGyB12tHefn3KC/fCLO5N2JjhyMqqhdbu4iIiCgitXpqoKeeegrXXnstEhISsH37dowYMQI2mw2HDh0Km4qsJVwuF1SqX+siQRCwePFiXHzxxRg/fjz27dvX2nhEnZZKZUB8/Gj0738Heva8ClFRvQDIqK3dh0OHXseePU+jrGwj/H6X0lGJiIgimtJrkzS9RYpWj5Q899xzWLJkCa666iosW7YMf/rTn5CZmYl7770XVVVVrTpWv379sHXrVvTv3z9s+zPPPAMAmDp1amvjEXV6giDCYukLi6Uv3O7KI2ue/ASPpwpFRV+ipGQ1rNbTEBc3Anr90afpIyIiIupOWj1SkpeXh1GjRgEA9Ho96urqAABz5szBm2++2apjXXbZZcd8zDPPPIOrrroKCl7yQtTudDobUlLOx4ABdyEt7WLodAkIBn2oqvoRe/c+j/37X0Z19U4Eg538whkiIiKiU9DqoiQxMTE0IpKeno4ffvgBAJCTk9PqAuKee+7BZ599dsz7n3vuOQQj9epOiiiSpIHNNhR9+96EXr2uhdU6CIIgwuHIQ27uSuze/SSKi9fA661VOioREVG3p3TLFtu3WmDixIn46KOPMGTIEFx77bVYsGAB3n33XWzduhXTpk1rj4xEEUMQBJhMGTCZMuDz1aGyctuRNU/qUFr6LcrK1sNi6YfY2BHQ6zN4YTwRERF1C60uSpYsWRIavbj11lths9nw/fffY+rUqbjxxhvbPCBRpFKro5CYOAHx8WNRU7MHFRWb4XDkwm7fDbt9N7TaOERHnwGr9TRoNGal4xIRERGdNEXXKWkvXKckskTSebtcpaio2ILq6p8RCPiObBVgMvVAdPRgWCwDIElaRTO2t0jt6IzU8+5+f6FahudNkaAzr1Pyz38qneBXf/2r0gk6xkmtU1JdXY2XXnoJ2dnZAIABAwbg2muvRUxMTJuGI6Jwen0C0tKmIDn5XFRV7UJ19Q44HLmor89BfX0OCgo+hcXSD9HRg2EyZUEUJaUjExEREZ1Qq4uSdevWYerUqTCbzRg2bBiAhrVLFi1ahI8//hjjxo1r85BEFE6SdLDZhsJmGwqv147q6p2orv4ZHk8F7PZfYLf/ApXKAKt1EKzWwTAYUnj9CRERUQvxT2bHa3VRcuutt+LKK6/E4sWLIUkNn8IGAgHccsstuPXWW7Fz5842D0lEx6bRWJGQMBbx8WPgchWjunoH7PZf4PfXo6JiMyoqNkOrtSE6ejCs1tOg1XJEk4iIiDqXVhclBw4cwLvvvhsqSABAkiTcddddePXVV9s0HBG1nCAIMBiSYTAkIzl5EurqDsFu34Gammx4PJUoKVmDkpI1MBjSjhQoA6FSGZSOTURERNT6ouR3v/sdsrOz0bdv37Dt2dnZOP3009ssGBGdPEEQYTb3gtncC4GAF7W1e1Bd/TPq6g7B6cyH05mPoqLPERXVG9HRg2E294UontQlZkRERN0O27c6Xqvfhdxxxx34wx/+gAMHDuDMM88EAPzwww949tln8eijj2LHjh2hfQcPHtx2SYnopEiSBtHRgxEdPRg+Xx3s9l9QXb0DLlcxamv3orZ2L0RRC6t1IKKjB8No5PonRERE1LFaPSWwKB5/EXhBECDLMgRBQEChuVo5JXBkidTzPtUpYl2uMtjtO1FdvQM+X01ou1ptQXT0abBaB0Ovjz/FlG0vUqfGjdTzjtQpYnneFAk685TAjz6qdIJf/eUvSifoGK0eKcnJyWmPHETUwfT6eOj15yAxcSIcjlxUV+9ATc1u+Hw1KCvbgLKyDdDrE2G1DkZ09GlQq6OUjkxERNQh2DDQ8VpdlGRkZLRHDiJSiCA0LL5oMvVASsqFqK3dh+rqHair2w+XqwQuVwmKi79GVFQmrNbBsFj6Q5I0SscmIiKibuSkr2zdvXs38vLy4PV6w7ZPnTr1lEMRkTJEUQWrdQCs1gHw+52oqdmNqqqf4XTmo67uIOrqDqKw8BOYzQ0LNEZFZUEQjt/SSURERHQirS5KDh06hMsuuww7d+4MXT8CIHRhrFLXkRBR21KpDLDZhsFmGwaPpxp2+w5UV++Ax1MJu30n7PadUKmMsFpPQ3T0YOj1SbxAnoiIugX+Oet4rf6I8w9/+AN69uyJsrIyGAwG7Nq1C+vWrcOwYcOwdu3adohIRErTaqORkDAeffveht695yM2diRUKiP8fgcqKn7A/v1LsHfvsygtXQePp1rpuERERNTFtHqkZOPGjVi9ejViY2MhiiJEUcSYMWPwyCOP4I477sD27dvbIycRdQINCzSmwGBIQVLSJNTXHzxygfweeDwVKClZjZKS1TAa0xEdPRgWy0CoVHqlYxMREbUKR0o6XquLkkAggKiohll4YmNjUVRUhL59+yIjIwN79+5t84BE1DmJogSzuQ/M5j4IBDyoqclGdfUO1NfnwOHIg8ORh8LCz2E29zly/UlvLtBIRERER9XqdwiDBg3Czz//jJ49e2LkyJF47LHHoNFosGTJEmRmZrZHRiLq5CRJi5iYMxATcwa83tojCzT+DLe7FDU12aipyYYk6WCxNC7QmM7rT4iIiCik1UXJ3//+dzgcDgDAokWLMGXKFIwdOxY2mw1vd+ZVcIioQ2g0ZsTHj0J8/Ci4XKWort4Bu30nfL5aVFVtQ1XVNmg01iPrnwyGTherdGQiIqIw/Nys47V6RfejqaqqQnR0dKf55JMrukeWSD3vrrTCtywHUV+fC7t9B+z23QgGPaH79PpkREcPhtU6CGq16YTH6krn3ZYi9bwjdYVvnjdFgs78Wfa//610gl8tXKh0go7R4pGSQCCAXbt2oXfv3tDrwy9c1ev12LlzJwYNGgRR5JoFRBROEERERfVEVFRPpKRciJqavbDbd6Cu7gBcriK4XEUoLv4KJlMmoqMHw2zuxwUaiYiIIkiLi5Lly5fjmWeewaZNm5rdp1arMW/ePNx55534/e9/36YBiah7EUU1oqMHITp6EHw+B2pqdqG6egeczgLU1R1AXd0BiKIGFkt/REcPhsnUkws0EhFRh+okzT8RpcVFyUsvvYSFCxdCkqTmB1Gp8Kc//QnPPPMMixIiajG12ojY2BGIjR0Bj6cS1dU7UV29A15vFaqrf0Z19c9QqUyIjj4NVutg6PWJAPiXgoiIqLtpcVGyd+9enHnmmce8f/jw4cjOzm6TUEQUebRaGxITJyAhYTyczoIj65/sgt9fj/LyjSgv3widLg5m82mIiso6soI8R1CIiKjtcaSk47W4KHE4HKitrT3m/XV1dXA6nW0SiogilyAIMBrTYDSmITn5fNTVHYDdvgM1NXvhdpfD5VqN0tLVkCQdjMYMmEw9YTT2gE6X0Gkm2yAiIqLWaXFR0rt3b3z//fcYPHjwUe/fsGEDevfu3WbBiIhEUYLF0hcWS18EAm7Y7btRU7MX9fWHEQi4UVu7F7W1DYu2SpIBJlOPI0VKT2i1NhYpREREXUSLi5JZs2bh73//O0aNGtWsMPn5559x77334k9/+lObByQiAgBJ0sFm+x2io38HWQ7C5So5snp8wwrygYATNTW7UVOzGwCgUplgMvUMFSkajZVFChERtQj/XHS8FhclCxYswOeff46hQ4fi3HPPRb9+/QAAe/bswapVqzB69GgsWLCg3YISETUSBBEGQzIMhmQAoxEMBuByFaK+/vCRIiUffn897PadsNt3AgA0GiuMxh6hQkWtNit7EkRERBTS4qJErVbjq6++wpNPPok33ngD69atgyzL6NOnDx5++GHceeedUKvV7ZmViOioRFGC0ZgOozEdwDgEg344nfmhIsXpLIDXa4fX+xOqq38C0HBhfWORYjT2aNHCjURERNQ+2mRF986GK7pHlkg970hd4ftkzjsQ8MLpzGtSpBQBCP/Vp9PFhxUpKpX+6AdTSKR+vbvfX6iW4XlTJOjMK7r/5z9KJ/jVnXcqnaBjtHikhIioq5IkDaKieiEqqhcAIBBww+HIRX19DurrD8PtLoHbXQa3uwyVlZsBCNDrE5sUKRmQJK2yJ0FERNSNsSghoogjSTqYzX1hNvcFAPj9Tjgch0NFisdTDperGC5XMSoqNkIQROj1yaFRFKMxHaLIdlUiIqK2wqKEiCKeSmWAxTIAFssAAIDPVxdq9aqvPwyvtwpOZwGczgIA6yEIEgyG1NDMXgZDCkSxc/06lWWZs40REZ0k/vrseJ3rrygRUSegVkchOvo0REefBgDwemtC0w/X1+fA56uFw5ELhyMXwFqIohoGQxpMpp4wm/tCp4tXLLvbXQaPpxwWy0AWJkRE1GW0uChZuHAhrr/++tBUwEREkUKjsSAm5gzExJwBWZbh9VaHFSl+vwP19YdQX38IANq9KAkE3Kivz0Eg4EZUVO/QzGGBgBfl5RtgMmUBAAsSIqKTxF+fHa/FRcmHH36IJ598EiNHjsT111+PGTNmwGg0tmc2IqJORxAEaLUx0GpjYLMNhSzL8HgqjlyPkhMqCNpCIOCF212KQMAFgyEToqhCMOhHQcGH8HjKIElG2O0/oUePuRBFCX5/PTyeCqSlTeMoCRERdSliS3fcv38/1qxZgz59+uAPf/gDEhMTMW/ePHz//fftmY+IqFMTBAE6XRxiY0egR48ZRxZ0PDWBgBd5eSuRnf048vJWoLJyM/x+BwCErm3p2fNq9Ojxe7jdZaivPwgAKC/fgNjYs0K5iIiIuopWXVMybtw4jBs3Ds8++yzefvttLF26FGPGjEHfvn1x3XXXYc6cOUhISGivrERE3YLHU4mamj1wOHIhy34kJk6EwZAauj8//30AQFbWtdDrE+H3OyDLDb+u/f566PXJkOUAJEkDlcoEv78OwWAAPl8tNJpo1NTsgt2+E9HRZyAqqg8EocWfPxEREdi+pYST+ktlNBoxb948rF+/Hvv27cO0adPwyCOPID09va3zERF1Kz5fHYqLV6Gubi90ujhERfWGIKggyw2rIzasPl+F+Pix0OsT4XaXQ5aDoXVSDIY0yHIAlZWbUVHxA9RqC6Ki+qKy8gfodPEIBv2oqtoOkykT1dU/o6zsWwANs3ERERF1Vqc0+5bD4cD69evx7bfforq6Gn379m2rXERE3VJh4ScABGRlzQvb3lg01Nbuh0plgsORi/z8lQgGfdBoYhAV1RexsWdBo7EgOfl8VFVtg9NZgLi40RAEEV6vHSZTTzid+ZAkHWy2ERBFHUpLv0FCwtkKnCkREVHLndRIyYYNGzBv3jwkJSXhjjvuQJ8+fbB+/XpkZ2e3dT4iom7D56uD3++ExTIA9fW5yM//EKWl6+DxVIauAVGrTaivP4Samt1ISpqEXr2uh8GQivLy71FdvQMAoNHYkJQ0GenpV8Bk6gmfrwYuVwEslgEIBNxQq6MAACZTJvz+OshykNeYEBG1giB0nlukaPFISXFxMV555RUsW7YM+/btw5lnnoknnngCM2fOhMlkas+MRETdhIBAwA2HIw8eTwW0WhuczgJUV/+IlJSpiIrKhEYTDQDQ6eJCK84nJk6Ez1ePmpqdiI4eDEEQjoysyBAEEZWVm2GznXnkcfEoL9+AuLgxcLkKoVKZEQx6IUk6pU6aiIjohFpclKSlpcFms2HOnDm47rrr0L9///bMRUTU7UiSHh5PBQIBJ9LTr4TJlAGfrxZFRV+irGwtoqIyodMlAgDUamvocYIgQq22wOutRjDogyiqj4x8NBQ5Hk8l4uPHAQDM5v6oqfkFublvweOpRELCxOMWJC5XCerq9kKtjoZWGwONJhqSZODIChFFNP4K7HgtLkpWrFiBqVOnQqXiIvBERCdDFCVIkhZabRxMpgwAgFpthsXSH0VFX8Dnq4Na/f/t3Xl8FOXhP/DPzF7J7ua+w5FAOCIgh9yHHIIiomK1iq1WEM9+wXq2atVi68+zalWqUi/QqqVqoaVYQORSlDMEAZH7DjmA3LvJHrPP749NJrvZ3SRAspPj83695rWzzzwz88wG437yPM9MVM0E9wK43VXQ6yMBAJWVhxARkYbaUbe1zyEpKFgNi6UrjMa4mgnxRnTqdC1stmMwGKJgNndpsE12+3EUFq6t104jjEZvQKlbvO8NhhjIsq75PxwiIurQmpwwpk2bhpdffhlLly6F0+nExIkTMXfuXERGRrZk+4iI2pWYmD5wOkvgdtuh15sBeHtC9HoL3O5KGAxRSE4eh1On/of8/BWIjx8Mm+04hFAQE3ORGghqezKiorJgNCaoxwEAgyEKsbH9mtQeozEBcXGD4HQWw+ksgctVDo/HierqAlRXFwTUr+21CRZYvL0sHCZGRETnrsmh5LnnnsPTTz+NSZMmITIyEq+//jqKiorwwQcftGT7iIjaldjY/jh5cilKS3ciMdE7D6S4OBcGQzSMxngAQExMNmTZgOLiHBw9ughGYyySksbAau0ecLzo6OwLak9UVBaiouqeQu/xuOFylcLh8IaUusX7Xgi3WhaMThfZQC9LNIeFEVGbwF9V4dfkUPLRRx/hrbfewj333AMA+PrrrzF16lS89957kGU+mIuIqCkslgzExPTBmTNbUFFxGG53BWTZhLS0y6HTmdRhWVFRWbBYMiDL3l/THk942ifLephMiTCZEgO2CSHgdlf6hRTf0OJ226AoVaiqykNVVV7A/pKkqxdW/HtZZNkQjkskIqJWqMmh5Pjx47jqqqvU95MmTYIkSTh16hQ6d+7cwJ5ERFRLkiSkpl6GqKgeqKg4CJPpIlit3WE0xqjba9UGktZCkiQYDFEwGKJgsQQ+LFdRnCEDi8tVCiEUOBxn4HCcCXp8vd4a0MtiMMRBr7dAr7dAlk3saSEiaqea/H88t9uNiAj/scIGgwEul6vZG0VE1J5JkgyrNRNWa6bWTWlWOp0RkZEpiIxMCdgmhAcuV3nI0KIo1XC7K+F2V8JuP+6zX90xJEmnBpTaRaer/97sE2LY80JE54d//wi/JocSIQRmzpwJk8mkllVXV+Pee++FxWJRyxYvXty8LSQiojZPkmQYjbEwGmMBdAvY7nZX1Uy0L6k3n6UUimKHojgghAKXqxwuV3mTzinLxkZDTF2ZWb1RABERhV+TQ8mMGTMCym699dZmbQwREXVMen1kze2P0/3Ka3tKPB4X3G47FMUGt9t/CVYmhAKPxwmn0xlyUn5gG8wBvS2hQoxOF8GhZETtGP/zDr8mh5IFCxa0ZDuIiIhCkmVDzbybmEbrCiHg8ThDhpbA9/aaSfx2uN32JrWn9jbOjfW+1IUY4wV+AkRE7VvrmkVJRER0gSRJgk5nqnlQZXyj9YXwQFGqQgSXwN4ZRamumSNTAZerokltkmVDE0JM3bwYSeIDKomoY2EoISKiDs2316MpPB43FMXe6BCy2jKPxw2PxwWnsxROZ2mTzqHTRUCWI6DT1S3e96YQ5f51OD+G6MJw+Fb4MZQQERGdA1nWQ5ajYTBEN1q3dihZ/RATeliZvabnphqKUo3zvcGlLBsbCDb+ASZYuSyzp4aIwouhhIiIqIX4DiUzGuMarS+EqBlKZleDiaJUw+Nx1LxW1yv3X/d4vCnG43HC43ECaNqdyuqTZYMaVGTZ1EiwCawnSXreCICIzglDCRERUSshSRL0ejN0OvN57e/xKE0MMI6Q5d7juGrueNa0OTOB16EL0VNT2zNjhCQZasKPQV2ve9VDkvTqel2ZzLBDYcF/ZuHHUEJERNROyLIOsmyGXn9+ocY7dMyhBhXf8BKsZyZYyAEEhFDgdtsA2M7x/A1vlySpJrjog7wGhpi613Or71/GoWxE4dAuQ0lystYt0EZjv8ypfeHPm4ianwwgsmY5d97hZ0643d6A4nbXLYri8Fl3qr0xiuKqt+6ueV/36nMGAM6apSnt8S4ez3ldDgDvjRC884gMNa++63VlOl39ssD6Op036NTVrQ0/ug7aAxSrdQOoFWmXoYSIiIjCzzv8zAS93oSmPFOmKYTw9rwEBpbA8FJXJ3Bb/XpCNFy/7vweKIoTitK0IETn4mmtGxBSh8yIGmMoISIiolbLO2TL26sQLqGDUPCAEzoI1W0LDEK++7kbbxRRO8dQQkRERORDiyBErQt7SsKPT1ciIiIiIiJNMZQQEREREZGm2mW/ZF7eJlRVlSAuLguxsZnQ6YxaN4mIiIiI2ggO3wq/dhlKCgp2wGYrwKlTmyFJOkRHd0FcXBbi4rJgtaZ10NvuERERERG1Tu0ylGRkjENJySGUlBxCdXUJysqOoqzsKI4eXQ2DwVzTg5KFuLjuMJmitW4uEREREVGH1i5DSWLiRUhMvAhCCFRXl6gBpbT0CFwuO4qKdqGoaBcAwGxOVntRYmIyoNMZNG49EREREWmJg2rCr12GklqSJCEyMh6RkfFITx8Kj0dBRUWeGlIqKvJgtxfBbi9CXt5GSJIOMTEZakixWFI41IuIiIiIqIW161BSnyzrEBPTFTExXZGZOQEuVxVKSw+rIcXhKENp6WGUlh7GkSOrYDRaERvbXQ0pRqNV60sgIiIiohbGv0mHX4cKJfUZDJFISuqLpKS+EEKgquqsGlDKyo7C6axEUdFOFBXtBABYLClqQImO7sqhXkREREREzaBDhxJfkiTBbE6E2ZyITp2Gw+NRUF5+Qg0plZX5sNkKYbMV4uTJ7yHLenWoV2xsFiyWZA71IiIiIiI6DwwlIciyDrGxmYiNzUS3bhPhdNpQWnqkZsL8ITgc5WpgAQCjMUrtRYmN7Q6j0aLxFRARERHR+eDfmcOPoaSJjEYLkpP7ITm5H4QQsNvPoLS09q5eR+F0VqCwcAcKC3cAAKzWNJ+hXl0gy/yoiYiIiIiC4Tfl8yBJEiyWJFgsSejUaQQ8Hrc61Ku4+CBstgJUVuajsjIfJ05sgCwbEBubqQ71MpsTOdSLiIiIiKgGQ0kzkGU9YmO7ITa2G7p1mwSnsxIlJYfVoV5OZyWKiw+guPgAAMBkiq55eKP3AY4Gg1njKyAiIiKiWvzbcfgxlLQAo9GKlJT+SEnpDyEEbLYidahXWdkxOBzlKCzMRWFhLgApyFAvndaXQEREREQUNgwlLUySJFitKbBaU9C58ygoigvl5cfVSfI2WyEqK0+hsvIUTpz4FjqdETExmWpIiYxM4FAvIiIiImrXGErCTKczqIEDAByOCr8HOLpcNhQX70dx8X4AQERErDrUKza2GwyGSC2bT0RERNTu8e/B4cdQojGTKQopKQOQkjKgZqhXoc8DHI+huroUBQU5KCjIASAhKqqTGmqiojpxqBcRERERtXkMJa2Id6hXKqzWVHTpMhqK4kRZ2TE1pNjtp1FRcRIVFSdx/Ph66HQmxMZ2U0NKRES81pdARERE1OaxpyT8GEpaMZ3OiPj4noiP7wkAfg9sLC09DJfLjrNn9+Ls2b0AAJMpFlZrek2wSYPFkgqTKUrLSyAiIiIiahRDSRtiMkUjNXUQUlMHQQiBysp8NaSUl59AdXUpqqtLcebMHnUfo9GqBhSrNQ1WaxoiImI5eZ6IiIiIWg2GkjZKkiRERaUjKiodXbteWjPU66TPgxsLUFV1JuAZKQCg10fAak31CyreBzrKGl4RERERUevAv92GH0NJO6HTGREX1x1xcd3VMkVx1txy2BtUbLYC2GyFcLurUVp6FKWlR9W6sqyHxZJSE1JSa4JKMnQ6gwZXQ0REREQdCUNJO6bTGREd3QXR0V3UMo9Hgd1+2qdHxduroihOVFTkoaIiT60rSTLM5sR6w79SoddHaHE5RERERNROMZR0MLKsU+/wlZIyEAAghEBVVbFfULHZCuB02mCzFcFmKwLwg3qMiIg4vx4VqzUNRqNVmwsiIiIiamYcvhV+DCUESZJgNifAbE5AUlJfAN6g4nRWqD0ptUHFO5m+BNXVJZxQT0RERETNgqGEgpIkCSZTNEymaCQk9FbLXS47KisL/HpVqqrONjih3jescEI9ERERtXb8m2r4MZTQOTEYzI1OqK+szIfdXsQJ9URERETUJAwldME4oZ6IiIiILgRDCbWIhibU185PqQ0rLpedE+qJiIio1eDwrfBjKKGw8Z1QD/QDEGpCfT6qq8sanFDv26vCCfVEREREbRtDCWmqOSbU63RGmEwxiIiIgclUu0T7rcsy/6kTERERtVb8pkatUsMT6ut6Vez2IiiKE3b7adjtp0Mez2i0wGSKgdEYHTS8GI1W3hWMiIiIAHD4lhYYSqjNCDWhvrq6BA5HWc1SHrCuKC44nTY4nTYAp4IeW5JkmExRIXtaTKYY6PWRHCZGRERE1AIYSqhNk2UdzOZEmM2JQbcLIeB2V9ULK/XDSwWE8NTMYykLeS6dzhAysNSu63TGlrpUIiIionaLoYTaNUmSYDCYYTCYYbWmBq0jhAdOZ2XInhaHowxOpw2K4oLdfgZ2+5mQ5zMYIhvsbTEaoyDLupa6XCIiImoGHBgRfgwl1OF5h255J9uH4vG4QwaW2nW32wGXqwouVxUqKwtCnEuC0WgNEVy87w0GC4eJERERUYfCUELUBLKsR2RkPCIj40PWcbur/cJKdXUZnM5yv3WPR4HDUQGHowLAyRDn0jUyTCwGer2pha6UiIiI+LfB8GMoIWomen0E9PoIWCzJQbcLIeBy2RoZJlYJj0dBVVUxqqqKGziXCUZjjNrDYzT6vkbBaIyGXh/BHhciIiJqExhKiMKkduiW0WhFVFSnoHU8HgVOZ0WDw8Rcriq43Q643UWw24tCnk+WDX6BJdi6wWBmcCEiIiLNMZQQtSKyrENERCwiImJD1lEUJxyOclRXe4OKd4hYeU2Y8b53uezweFyoqjqLqqqzIY8lSTqfkBIVNMDwGS5ERNTR8O914cdQQtTG6HRGmM2JiIwMfhtkADXPZqnwCy3+AaYcTqcNQnif81JdXdLAGSV1SJh/WInyGzImy/x1QkREROeH3yKI2iGdztDoxHzvULHKkKGltvdFCI+6vaIi9DkNBkvI4WK1wYXPcSEiIqJgGEqIOijvULEYRETEhKzjfYaLLSC41PbC1L73eNxwuWxwuWwA8kMeT6+PaCC0RNc8gNLEeS5ERKQp/m8o/BhKiCgk7zNcomAyRYWcnC+EgNtdFbK3pXZdUZxwu6vhdlc3OEFfpzPWCy7157pE1UzQ5zwXIiKi9oKhhIguiCRJMBjMMBjMsFpTQ9Zzux1Bh4r5rrvdVVAUJ6qqzqCq6kxDZ605pwVGoxUGg6Vm3eKzXleu0xma/8JbiBCi0Z4i7/NuyuB2VyEiIg4Gg1ndVl1diuLi/UhIyG7wgaBERBQae0rCj6GEiMJCrzdBr0+C2ZwUso6iuELeUaxu6FglAKEOF2uo16WWTmcMCCr+QcaqBhq9PrLFh495PG5UV5fB5aqEojgRGZmgzv+RJAlVVcU4efJ7lJcfg9EYjYyM8YiO7qIGlpMnv0NBwTZ4PAri43uha9fx6jC8vLxNkGUdDAZLi14DERFRc2IoIaJWQ6czwGxOgNmcELKOEB64XHY4nZVqMHE6bT7rdeUulw0ejxuK4oSiOBu5y5iXJMk1vTDWBntfared613HFMWFEye+RVHRTgAeyLIBnTqNhMkUDVnWw+Wy4/DhlVAUJzp1GoXy8mPYu/dzZGVdhYSEbJSVHcfZs3vRrdtkxMX1QG7u33DmzG507jwaFRV5cDrL0bnzaMiyDkJ4OMyNiIjaBIYSImpTJElWH0LZGCEEFMUZEFTqgkylX6hxu6tqJvdX1vTINE6nM6lhxWi0Ijv7xgZ7Wg4fXoHKynz06TMdVmtazU0CqiCEAACcPv0jqqrOICvrKsTFZSE1dRB+/PEfyM/fhvj43jVDtrzPstHrTbBYklFdXQoAKCjIRVRUJ3X+DwMJEdH54fCt8GMoIaJ2S5KkmmFjJgChe19qeTxK0N6XYD0wtc95URQHqqocqKo62+jQr+rqUthshejceTTM5iSUlR2H0Wj1u3WzzZaPiIg4xMZ2U8vi43uhoCAHlZWnEBXVGYWFO1BcfEDtBYqP74WysuPweFyIje2OvLxNKCs7htTUwYiP73FBnyEREVE4MJQQEdWQ5bon3DfGe9ex6oChYg2p7YkpKzuGEye+gaI4YTRGITm5P9LShgDwDu+SJB0kSVaHX0VExEKSJNjtZxAV1QldulyKkyc34OzZvUhPH4bY2G44fPgrmM1JsNvPoLT0CGJju6OwcDuEcCMhIbtJE+iJiIi0wlBCRHQevHcdi4TBEAkgsUn7yLIRlZX5kCQJWVlTYbGk4Pjx9ThxYgNMphjEx/eELOvgdDr99tPpTAAkeDwuAIDVmoaLLrpJ3X7mzB643Xakpw/D8ePrEReXhfT0YXA4SlFUtBMJCdkh22SzFSI/Pwc6nbFmMfms1y2y7H3V602QZQMDDhG1a/wVF34MJUREYVJ7a+LExL6IiekKAOjSZQyqq4tx5syPiI/vCaMxChUVp/z2kyQJQih+k+pre1GczkoUFx9AXFxPGAxmCOFR77wVERGP8vITDbbJbj+N/Pwt53Et/mGloVDjXydU6GHQISLqyBhKiIjCxNvTEAFZrntuiizrYTCY4XBUAACs1nQUFOTAbj+r3oXM41FQXV0KiyUFAGq+vHu/wJeXn0B1dSl69RoAp7MSer0JxcX7kZTUF5WVeYiIiG2wTWZzErp0GQtFccLjcap3KlMUh8963QJ4J+TXvW8uEnQ6Q0BokWUjZFnf4CJJ3ledzuD3vvH9eCMAIgqOfyMJP4YSIqIwkWUDLJZUlJUdRXr6UADeye+VlfnqEKuoqE6IjEzAoUP/Q58+0+F2V+P48fWIjIyH1ZrmNzekqqoEBQU56Np1HADAaLQiOXkADh78Etu3vw1ZNqBnz2sBIGQvhMWSooadxgghfG6x7B9a/ANN8FATqk7N0Vsg6DRMkuSagGJoMOyEXs5nP4MaiNgzRERUh6GEiChMZFmHTp2GY9++xTh2bC3M5iSUlByEJMlISRkEADCZotGt22QcObIS27e/DUVxwmJJQe/eNwDwDxdOZwUMBgtiYzPVsBITk4EePa5GdXUJrNZUWCzJzdZ+SartzTAAaJ6HM3qDjitor4yiOODxuODxuIMswcuFCFbXd7vic25P2INQHakJvT86SJKu5lX2WdfVW5eDlvvuF1geej//cgYnIgoPhhIiojBKSMhGdvZNOHHiG5w+vRtRUZ3Rq9d1fnf8io7ujF69rkd1dQn0+ghERMTCYDAHHCsmpitiYroG3Fmrtrwt8AYd71CtcBDC02BoCR1uQoWjc9vPpyU121xhue7zFRiG5KABR5Z1AOSg5Q3tVz8E+Qcp31c55La6cv8yQGKoovPGfzrhx1BCRBRm8fE9Gn1+SGRkHCIj45p0PH7xajpJksMagnwJISCE0qRgoyguCOGpqa9AiNrFo76v/1q/fmP71a3X7Vc7Z6iuzZ6afVt3eAqloeASuC14uGlqSPIPZud+nI6paUNHqWNgKCEiIgoDSZLU+SatlW94aWqQ8S9X6h2jfkhq6n6eemUev7LAbUqI66k9R9sMVe3f01o3gFqR1vubkYiIiMLK25MkAzA0Wrc1EUIAEAFBJdj7899WVyfUtmABytsDFfxctduE8Gj8CVJ97IAOv1YRSk6ePInY2FhYrVa/cpfLhY0bN2Ls2LEatYyIiIhau9rbZNfeUY2I2h5NBzHm5+dj2LBhyMjIQGxsLG677TZUVlaq24uLizFhwgQNW0hERERERC1N01Dy2GOPQZZlbN68GStWrMCePXswYcIElJSUqHW8XbJEREREROEhSa1n6Sg0DSVff/013njjDQwZMgSTJk3Cd999h7S0NFx22WUoLi4GwLvKEBERERG1d5qGkrKyMsTF1d3y0mQyYfHixcjMzMSECRNQVFTU6DEcDgfKy8v9Frfb0ZLNJiIiIqJ2TOveEfaUhFn37t2xc+dOvzK9Xo/PP/8c3bt3x9VXX93oMZ5//nnExMT4Ld9//3xLNZmIiIiIiJqZpqFkypQpeOeddwLKa4PJwIEDG51T8vjjj6OsrMxvGTXq8ZZqMhERERERNTNN75v37LPPwm63B92m1+vxr3/9C3l5eQ0ew2QywWQy1du32ZpIRERERB1MRxo21Vpo2lOi1+sRHR0dcnt+fj7++Mc/hrFFREREREQUbpqGksYUFxfjww8/1LoZRERERETUgjQd6LR06dIGtx8+fDhMLSEiIiIi8uLwrfDTNJRcd911kCSpwcnsfE4JEREREVH7punwrbS0NCxevBgejyfosn37di2bR0REREQdkNbPJuFzSsJs8ODByMnJCbm9sV4UIiIiIiJq+zQdvvXb3/4WNpst5PYePXpg7dq1YWwRERERERGFm6ah5NJLL21wu8Viwbhx48LUGiIiIiKijjVsqrVo1bcEJiIiIiKi9o+hhIiIiIiINKXp8C0iIiIiotaGw7fCjz0lRERERESkKYYSIiIiIiLSFIdvERERERH54PCt8GNPCRERERERaYo9JUREREREPthTEn7sKSEiIiIiIk0xlBARERERkaY4fIuIiIiIyAeHb4Ufe0qIiIiIiEhTDCVERERERKQpDt8iIiIiIvLB4Vvhx54SIiIiIiLSFHtKiIiIiIh8sKck/NhTQkREREREmmIoISIiIiIiTXH4FhERERGRDw7fCj/2lBARERERkaYYSoiIiIiI2rjnn38eQ4cORVRUFJKTk3Hddddh3759fnXGjx8PSZL8lnvvvVfdXlxcjGuuuQZWqxWDBg1Cbm6u3/6zZ8/GK6+80iLtZyghIiIiIvIhSa1naar169dj9uzZ2LRpE1atWgWXy4UrrrgCNpvNr95dd92F/Px8dXnppZfUbc8++ywqKiqwfft2jB8/HnfddZe6bdOmTdi8eTMeeOCBC/14g+KcEiIiIiKiVsrhcMDhcPiVmUwmmEwmv7IVK1b4vV+4cCGSk5ORk5ODsWPHquVmsxmpqalBz/XTTz/h5ptvRq9evXD33XfjnXfeAQC4XC7ce++9eO+996DT6ZrjsgK0y56SgweXY8eO97Fnz2c4eHA5TpzYgMLCH1BSchg222m43dUQQmjdTCIiIiJqhbTuHfFdnn/+ecTExPgtzz//fKPXUFZWBgCIj4/3K//kk0+QmJiIfv364fHHH4fdble3DRgwAGvWrIHb7cbKlSvRv39/AMBLL72E8ePHY8iQIc34KfuTRDv8dn711R+gvPx4g3Vk2QCTKQpGY90S7L1OZwxTqy9c+/tJUkP48yYiorbsuee0bkFo69dr3YI6I0Y0rafEl8fjwbXXXovS0lJs2LBBLX/nnXeQkZGB9PR07Ny5E48++iiGDRuGxYsXA/AGmV//+tf47rvvkJmZibfffhsGgwFTp07Fxo0b8cQTT+Crr77CkCFD8O677yImJqbZrrNdhpIHHihAdXUJHI4KOJ11S+17t7uqycfS6Ux+gcVkig4SYqyQZe1HwrW/nyQ1hD9vIiJqyxhKmmbcuHPf59e//jWWL1+ODRs2oHPnziHrrVmzBhMnTsTBgweRlZUVtM5ll12G+++/H8eOHcOyZcvw5Zdf4q677kJCQkKzTnrX/pt0C7BaU2G1Bh8rBwCK4oLTWRk0sDgc5WqZojihKA5UVTlQVXWmwXMaDOZGe12MRiskqV2OmCMiIiJqN9ryc0rmzJmDZcuW4ZtvvmkwkADA8OHDASBkKFmwYAFiY2Mxbdo0XH/99bjuuutgMBhw44034g9/+EOztrtdhpLG6HQGREbGITIyrsF6brcjILQEe+/xuOFy2eFy2WGzFTZwRAlGo6WR8BINg8EMqS3/10BEREREYSWEwH333YclS5Zg3bp16NatW6P77NixAwCQlpYWsO306dP405/+pA7/UhQFLpcLgHfiu6Iozdd4dNBQ0lR6vQl6vQlmc2LIOkIIuN3VTQovQnhqemgqAeSHPKYkyY30uHgXvT6C4YWIiIiIMHv2bHz66af4z3/+g6ioKBQUFAAAYmJiEBkZiUOHDuHTTz/FVVddhYSEBOzcuRMPPvggxo4dq05o9/XAAw/g4YcfRqdOnQAAo0ePxt///ndcccUVeOeddzB69OhmbT9DyQWSJAkGQyQMhkhYLMkh6wkh4HLZGgwt3sUGITxwOMrgcJShoiL0uWVZ7xdWDIYoGAxmGAyWgFcGGCIiIqKmaYtfmd5++20A3gck+lqwYAFmzpwJo9GIr7/+Gq+99hpsNhu6dOmCG264AU8++WTAsVauXImDBw/i73//u1o2Z84cbNu2DcOHD8ewYcMwd+7cZm1/u5zoHuSzbTM8HqVJ4cXlsgfs29BPUpLkmoASPLQElkVy/ksr1/7+yyUioo6kNU90//ZbrVtQ59JLtW5BeLCnpJWRZR1MpmiYTNEN1vN43HA6K/0m5jsclXC5bDXzW+pe3W5HvaFjjZMkCXp9ZIgA4/9qNFqg10dCllvmYTpERERE1L4xlLRRsqxHREQsIiJi1bJQfzn3nYgfLLTUvjqdNrjddrhcVTXDzexBe2RCMRgiodeba0KK/2uwQNMabqNMREREVF9bHL7V1vFbYQcgy/om9b7U8ngUuN1Vakhp7NXlsteEmCq4XFWoqjrbpPN4byRQG1oa75HR6QwX8jEQERERUSvFUEIBZFkHo9EKo9HapPpCeGruQFYXVhrqkfGGGA/cbgfcbgeqq0uadB6dzhBiEn8kdDojdDojZNlQs27we+99NUCWDZzwT0RERA3iV4XwYyihC+Y7ib4pam+j3NhwMt91j0eBorigKKWori69oPYGDyzGmtASKtA0bTtvDkBERER07hhKKOx8b6MMJDRaXwgBRXGGDDBudxUUxQmPxwVFcdaEl7r33leXejzvdlcDZzx/sqwPGVqC9eKcW+DRsZennRDCA49HgRAeCOGpubFEREC9qqpieDxuRETEqcMXhRCoqDgJh6MMJlMsoqPrntbr8SioqDgJnc4IqzXwQVhEREStFUMJtXreL2zeB1lGRsaf1zGEEI2ElsZCTcPba++s7fG4a24sUNWcHwEAb4+Uf6AxQpb1NYtBDUS+7wNf9TUBJ3Td2nL2+jQ/IQQOHFiKwsIdkCRJ/XeTkNAbffrcDCGEGjzt9rP44Yf34HZXY8CAOxAd3RlCCBQXH8CRIyvVn2eXLmORkNAbAFBdXYIjR1YhK+sqza6RiKg94N8Aw4+hhDoESZLUeSfNTQgBIZQWCzwej1Jznrp5OOEgSXLIwBIs7DRHMOoIPUGSJCM2tjsuvvhXUBSnXw9Y7avLZUde3kbExWWhtPSwGhBdLjvy87ciMbEvMjMvw7Fja3H06GokJPSGoriQn78N8fE9ERWVDo9H4W26iYiozWAoIbpAkiRBkrxftg0tcIMwj0fxCy0eT214cdWEFnfNult9X/fqbkId37pu9bxCeKAoDihKeEIQAJ+A03Co8S66mi/0Or/33lf/997AE/i+rk6w93ILhSQJgLeHxNszIiBJ/uHh9OkfUVV1FtnZN2Dz5lfU+t59PLBYkgEAFksqCgt/AACUlR1DZeUpDBgwq+az1Pn1vBAREbVmDCVErZz3S7QuYM5BSzzR3TvMzT/ICOEbaEKHmsDQ07Q6Qijq+esHI601FlzqByO93oTeva9v5JgyystPYMuWVyFJOsTEZKBr1/HqM4cqKk4hL+979O8/S/0shPAA8N5GOy4uC0VFOwFIOHNmD9LShkBRnMjL24jMzIkoLT2KioqTiIrqhNjYbi358RARtVv8e074MZQQkco7zM0Q1mfCeCd9h+7JqQ1GvnWEUCCEUlOvdl2pqVf33r9u3fvaOvWPUfvlv65tChRFCdHyQMEmq/uSJAlxcT0QF9cDZnMSqquLcezYGuza9RGGDv0NnE4bTpz4Bp07j4HJFAW3uxoAIMuGmlc90tOHQVEcKCr6AdHRXdC58yicOrVFvQPegQP/hcWSgrKyo5Blg99E+GDOnt2H48fX1/QM1fYO1a17h45Jfttr133Lm1Lnwo4tNfoaqu651m/4lYiIWgJDCRFpyjuBv2Xm+5yrurtiKT6v7oD3oUKN9wtwwxISeqnrkZFxMJuTsX37Wygq2gm324HKygJ07z4FNlsRnM5KAEB5+XFIkgyLJRmyrEdGxgT1GHb7GRQV7USfPjfj2LG1iI7uim7dJuHo0dXIy9uI6OgbG2yPy2VDZeWp8/vAOpxzDTDnE3x8hw1Kfuu1/77qwlaw9cD9znW9/nHPd7/zW687Vqhy/3DYWJ26uo3VOZ99mrtNHU9XrRsQEv8GEX4MJURENbwBSQYQvp4ivT4CJlMMqqqKa25u4MT27W/C9wvfsWNrER/fC717/wxA7XAuCUIoOHHiG6SmXgKTKRoORxkSErIBANHRXVFScrDR88fGZqFPn18CEOotin3XvTdyqF8uADS0PXT5+Rzbu02EePWo6w3XC6xft19T1e7TMsMniTqep7VuALUiDCVERBpyOitRVXUWZnMi4uN7o3PnUercFbfbgS1bXkXv3tcjLi5L3af2blwlJUdQXV2C3r2vh6K4YDCYUVZ2FAkJvVFWdgwGg7XR80dExCAiIqbFrq8tOJcA01DdptVr/NiBZQhY92134+uB+/sfq+l1m7MNjdVtyvvz2afufUPHPf99L6zNRB0XQwkRURgdPrwS8fG9YTRaUV1dguPH1yMiIg4JCdnq7ZJr+T4rpv5zY6qrS3Hs2Br07HktAECnMyApqT+OHl2FAwccqKjIQ0bGxPBcVBtXN3RK65YQUWvB3wfhx1BCRBRGDkc59u9fDJerCkajFXFxPZCRcRlkOfDXsXceSUrQCfQORzliY7P8ntyekNALbrcd5eUn0KnTSL/5K0RERK0ZQwkRURhddFHDE899SZKMSy65N+i2mJiuiInpGvAskpSUgUhJGXihzSQiIgorhhIiojaMt6klImp+/NUafnLjVYiIiIiIiFoOQwkREREREWmKw7eIiIiIiHxw+Fb4saeEiIiIiIg0xZ4SIiIiIiIf7CkJP/aUEBERERGRphhKiIiIiIhIUxy+RURERETkg8O3wo89JUREREREpKl22VOSkaF1C4iIiIiIqKnaZSghIiIiIjpfHL4Vfhy+RUREREREmmJPCRERERGRD/aUhB97SoiIiIiISFMMJUREREREpCkO3yIiIiIi8sHhW+HHnhIiIiIiItIUQwkREREREWmKw7eIiIiIiHxw+Fb4saeEiIiIiIg0xZ4SIiIiIiIf7CkJP/aUEBERERGRphhKiIiIiIhIUxy+RURERETkg8O3wo89JUREREREpCmGEiIiIiIi0hSHbxERERER+eDwrfBjTwkREREREWmKoYSIiIiIiDTF4VtERERERD44fCv82FNCRERERESaYk8JEREREZEP9pSEH3tKiIiIiIhIUwwlRERERESkKQ7fIiIiIiLyweFb4ceeEiIiIiIi0hRDCRERERERaYrDt4iIiIiIfHD4Vvixp4SIiIiIiDTFnhIiIiIiIh/sKQk/9pQQEREREZGmGEqIiIiIiEhTHL5FREREROSDw7fCjz0lRERERESkKYYSIiIiIiLSFIdvERERERH54PCt8GNPCRERERERaYqhhIiIiIiINMXhW0REREREPjh8K/zYU0JERERERJpiTwkRERERkQ/2lIRfuwwlNlsJFMUFWdapiyTpIMtyzasOkiRB4r84ImoFPB5PwO8kj8cDITwQQkCSJOh0/r+uFcUNj8cNQILBYKp3PAWK4g4oJyIiaq3aZSjZtetLFBUdbLCOJEk14USuF1x0AeXBQk2weg3t71vW+HlC788gRdR+CCGwb99aHDjwLbKyRqFPn8sBAHZ7KX78cSWKi49DUVywWBLQs+cYpKf3BQC4XNXYvn0xiouPwWSyom/fK5GS0lM95t69awBAPR4REVFr1y5DiV5vgtFohhAeeDwKhFDg8Xj86gghoChujVp4/poSjHQ6/XmtX+j+DE1E56a4+DhOntyJmJg0tczjUbB9+2LIsoxRo26HwWDCiRM7kJPzBazWJERFJeHo0a1wOCoxYcJ9OHXqR+TmLsaVVz4KACgry0dR0UGMH/9rrS6LiKjN49eZ8GuXoWTIkBsDyoQQNQHFG1RqF29gCSz3LautU7/c/xieBuv5bmvq/h6PEnAd3nDlgaK4wvBJnrvzDzTeUKTT6f3Wm7o/INWEM1ld9w6HkZu4zuF8FF4Ohx0//LAUgwb9TO3ZALy/q8rK8jFo0M8QFZUIAMjKGo2DB79DeXkhoqKSYLeXIjm5JyIirOjSZSB+/HEF3G4nAAk//rgS/ftfrdFVERERnZ92GUqCCTYmu7UTQviEqcZDjcfj9ivzjjn3X/cuzbcuhPBrs6K422QPFIB6AeVcwkzT6gJSTU9X4+vBQlbtum/d2jBV/33duuz3PlR53boccAz/Nl34Pt62okOHQI/Hg927lyMtrQ8SEjL8/juSJBmJiZk4efIHxMd3hU5nQF7eLuh0eiQmdoMkSYiN7YQTJ3bA4RiGgoJ9sFoTodcbcfjwJlgs8YiL6wyHwwZZ1nNeCRERtQlt61t6B1P7Jc775c6gdXOC8oah0CHoXNebGojq7+/tQRI1ga2h9dC8ITCwd4paxoUHqNpQ419ee2zfOvWPG+z8gcdCQFuCHdt3H6PRgr59r2j02vPydqGy8gwGD75BncheS5ZlDBp0PbZt+wyrVr0CSZKh1xsxZMhNiIiwAgC6dh2EysrT2LDhfURGxmDIkJtgt5fi6NGtGD36Duza9SXOnDmKyMho9O9/NSyW+JBtsdlKUFR0wOfaoH5G/mV15b5lwbY35ViNHTd0G4IF2gvd3vzHbKz++bazIecX9Fv6HOfepo78B4uOJ0HrBoTEf4bhx1BCF0SWZTU0GVpnbvLjDR4en9dzXT/f/ZrjGIFl3sAlav7S7ltPqNsA4RPOhN8+wY9Rd5zAfTwBxwjcdi4/i6bXbwsslrhGQ4nNVoI9e77CqFEzfXpC64KzJEnYs+crCOHBmDF3wmCIQH7+T9i6dRFGj56F6OgUSJKEvn0no2/fyQC8n2VOzufo1WscTp8+hJKSPFx22RwcOLABu3cvx/Dht4RsT3l5IXbt+l+zfg5ERE3x4INPa90EakUYSqhD8f5FW6d1M9q1xgJO8wUo+NWrf+7a9+eyT/0657qPXt/4UKny8gI4nXasXz/f73glJSdw9OhWjB//fzhxYgcmTrwfZnMsAKBnzzE4c+YIjh7dGnS+SEHBXjidVejcuT927fofUlN7AwBSU7Nx6NB3DbYnIiKq5q5evp8ZAtaDba8tC71fw8fyLW/KcetvC7b9XOu3zDEbP+f5tbMh5x7wz/UcrbFNRC2FPSXhx1BCRM2KNw1oWFJSFsaP/z/UDvsSQmDHjiWIikpGz55joShOAPC7mUXtMMVggdrlqsZPP32N4cNvhXcomAyn0w4ANa8N/yzi4joFvTkIERFRODGUEBGFkV5vRFRUkl+Zd0J6BCyWOHg8CqzWRPzww39x0UUTa4Zv7UVJyUn06jXebz+Px4O9e9egc+cBsFjiAACJid2we/dypKZm49ixberzS4iIiFozhhIiIo3VPuendn348Fvw00+rkZPzBRTFBas1EZdc8nMkJmb67VdZeQbFxScwduzdallqam+UlJxEbu5iREen4uKLp4bzUoiI2gV2+IefJNrhAM5339W6BURERETUkLvu0roFoR07pnUL6mRkaN2C8JC1bgAREREREXVsHL5FREREROSDw7fCjz0lRERERESkKYYSIiIiIiLSFIdvERERERH54PCt8GNPCRERERERaYo9JUREREREPthTEn7sKSEiIiIiIk0xlBARERERkaY4fIuIiIiIyAeHb4Ufe0qIiIiIiEhTDCVERERERKQpDt8iIiIiIvLB4Vvhp2koOXPmDD744ANs3LgRBQUFAIDU1FSMGjUKM2fORFJSkpbNIyIiIiKiMJCEEEKLE2/duhWTJ0+G2WzGpEmTkJKSAgAoLCzE6tWrYbfbsXLlSgwZMqTB4zgcDjgcDr+yjz82wWAwtVjbiYiIiOjC3HWX1i0ILT9f6xbUSUvTugXhoVkoGTFiBAYMGID58+dDqtdHJoTAvffei507d2Ljxo0NHufpp5/GH//4R7+yq6+ei2uvfbq5m0xEREREzYShpGkYSlpYZGQkcnNzkZ2dHXT73r17MWjQIFRVVTV4HPaUEBEREbU9DCVN01FCiWZzSlJTU7Fly5aQoWTLli3qkK6GmEwmmEz+AcRgaJYmEhEREVEHxInu4adZKHnkkUdw9913IycnBxMnTgyYU/Luu+/i5Zdf1qp5REREREQUJpqFktmzZyMxMRF/+ctf8NZbb0FRFACATqfD4MGDsXDhQtx0001aNY+IiIiIiMJEszklvlwuF86cOQMASExMhOECx1+9+25ztIqIiIiIWkprnlNSWKh1C+o0YTZDu9AqHp5oMBiQ1lFm8RARERERkZ9WEUqIiIiIiFoLTnQPP1nrBhARERERUcfGUEJERERERJri8C0iIiIiIh8cvhV+7CkhIiIiIiJNMZQQEREREZGmOHyLiIiIiMgHh2+FH3tKiIiIiIhIUwwlRERERESkKQ7fIiIiIiLyweFb4ceeEiIiIiIi0hR7SoiIiIiIfLCnJPzYU0JERERERJpiKCEiIiIiIk1x+BYRERERkQ8O3wo/9pQQEREREZGmGEqIiIiIiEhTHL5FREREROSDw7fCjz0lRERERESkKfaUEBERERH5YE9J+LGnhIiIiIiINMVQQkREREREmuLwLSIiIiIiHxy+FX7sKSEiIiIiIk0xlBARERERkaY4fIuIiIiIyAeHb4Ufe0qIiIiIiEhTDCVERERERKQpDt8iIiIiIvLB4Vvhx54SIiIiIiLSFHtKiIhaISGEui4F+ZOdEAJCCEiSFLC9dt9g+xERUeP46zP8GEqIiDS0f/832LdvLbp3H4G+fSfD4bBj3761OHPmMKqqymEyWZCS0hvZ2ZfBYDABABwOO3JzF6O4+DgslgQMGHAtYmPT1GPu3LkMUVFJ6N59hFaXRUREdE44fIuISCMlJSdx/Ph2REenAvD+Wc7hqIDTaUe/flMwYcIcDBx4HU6fPogffviPut+BA99ACA/Gj/8/JCZ2w86d/1W3nT17DOXlhQwkRETUpjCUEBFpwOVyIDd3CQYOnKb2gABAdHQKhgy5EcnJPWA2xyAxMRPZ2ZehsHA/AO/QLJvtLNLT+8FsjkXXroNQWXkGAKAobuza9T8MGHCtJtdERNReSFLrWTqKdjl8Kzd3Cc6ePVYzntr706xd9x9/LfmV16/XUHltWdPKUe/codrU9LY2XN60c4WjLDznRr1zcSw9tX67d/8PKSm9kZjYDfv3rwcgQtZ1OqtgMEQA8P7bjo5OxenTh9ClywAUFR1ATIx36NbBgxuQnNwD0dHJ8HgUSJLM/xaIiKhNaJehpLq6EnZ7qdbNoFYgMKQEf38udRuvdy51m++YoerXL29KnXDteyHnDNwWuD1YneBf0pvnuLKsx0UXTQxyfH8nT+5CeXkhLr307kbrOhw2HDjwLTIyhqhlPXqMwa5dX2LNmnmwWOIxcOA0VFScRl7eblx66Z3YsWMpzp49ipiYVAwYcK0aaIIpKytAQcG+RttRe43NWS/Y53phx2uO/cJ5rvM/33mdqY0E1LbSTmoOQ7VuALUi7TKU9Os3BW63A4BQ71DjVbteV+b/vq6saeWod47Q5fXP1Tz7hy6/0LrNXXZh5z5//j9nopZlMEQ0Gkrs9jLs2bMSI0bcBlmWG/y36XJVY/PmTxATk4pevcb5nMeESy65Xn0vhMDGjR+iX78rcfx4LhyOCkyc+Bvs2PEf7N+/Hn37Tg55jrKyfOzbt/YcrpKIqLm03lDCbBx+7TKUREUlat0Eakb1A0uw8FJbr2aPBt/XLz+Xuo3XO/fzN8cxQ9VvarkW+17IOYO9Dzb8qfF9Ave7kOPqdI3/Si0ry4fDYcM33/wNvj/Hs2eP4ciRLbj66qcAeOecbNr0MYxGM4YMmd7gX4+PH98Ok8mK5OQeOHYsB6mp2QCAtLQ+jQYOqzURmZlDGqzje43NVa+h4Wrnd7zzO35znCucbTxfbecPM22lnUTU3NplKKH2JdhzGIjaqqSk7hg//v/8ynbs+Des1iT06DEGgLeHZNOmj6HXGzFs2C8gy6HvSVJdXYmDBzdgzJg7AXi/fCqKCwCgKK5Gv4zGx3dBfHyXC7kkIqJ2h187wo+hhIgojPR6I6KikvzKdDoDjMZIREUl1vSQ/B0ej4L+/W+A02lXH5JoMln9AroQAj/+uAI9eoyByWQBACQkZODkyZ1ITOyGY8dykJiYGc7LIyIiOi8MJUREmqsLGmVl+SgrywcArFnzRl0NScJll90PszlGLTt92vuAxYyMwWpZZuZQlJaewnffLUB8fBf07Dk2DO0nIiK6MJJoOwNNm+zdd7VuARERERE15K67tG5BaA6H1i2oYzI1Xqc94MMTiYiIiIhIUwwlRERERESkKc4pISIiIiLywbtvhR97SoiIiIiISFPsKSEiIiIi8sGekvBjTwkREREREWmKoYSIiIiIiDTF4VtERERERD44fCv82FNCRERERESaYighIiIiIiJNcfgWEREREZEPDt8KP/aUEBERERGRphhKiIiIiIhIUxy+RURERETkg8O3wo89JUREREREpCn2lBARERER+WBPSfixp4SIiIiIiDTFUEJERERE1E68+eabyMzMREREBIYPH44tW7ao2x566CHEx8ejS5cu+OSTT/z2+/zzz3HNNdeEu7kqDt8iIiIiIvLRVodv/fOf/8RDDz2E+fPnY/jw4XjttdcwefJk7Nu3D5s3b8ann36Kr776CgcOHMCsWbMwefJkJCYmoqysDE888QS+/vprzdouCSGEZmdvIe++q3ULiIiIiKghd92ldQvan+HDh2Po0KH461//CgDweDzo0qUL7rvvPsiyjO3bt2PRokUAgJSUFCxbtgxDhw7FPffcg+zsbDz44IOatZ3Dt4iIiIiIWimHw4Hy8nK/xeFwBNRzOp3IycnBpEmT1DJZljFp0iRs3LgRAwYMwLZt21BSUoKcnBxUVVWhR48e2LBhA7Zv347f/OY34bysQIKaTXV1tZg7d66orq7WuilhxevmdXcEvG5ed0fA6+Z1U+szd+5cAcBvmTt3bkC9vLw8AUB8//33fuW//e1vxbBhw9RjZWVliX79+onFixcLh8Mh+vXrJ7Zt2ybmzZsnevXqJUaNGiV2794djkvz0y6Hb2mlvLwcMTExKCsrQ3R0tNbNCRteN6+7I+B187o7Al43r5taH4fDEdAzYjKZYDKZ/MpOnTqFTp064fvvv8fIkSPV8t/97ndYv349Nm/eHHDsP/7xjygtLcXtt9+OK664Art27cKyZcvw17/+FTk5OS1zQSFwojsRERERUSsVLIAEk5iYCJ1Oh8LCQr/ywsJCpKamBtTfu3cvPv74Y+Tm5uKDDz7A2LFjkZSUhJtuugmzZs1CRUUFoqKimu06GsM5JUREREREbZzRaMTgwYOxevVqtczj8WD16tV+PScAIITAPffcg1dffRVWqxWKosDlcgGA+qooSvgaD/aUEBERERG1Cw899BBmzJiBIUOGYNiwYXjttddgs9lw++23+9V77733kJSUpD6XZPTo0Xj66aexadMmLF++HH369EFsbGxY285Q0oxMJhPmzp3bpC629oTXzevuCHjdvO6OgNfN66a2bfr06Th9+jT+8Ic/oKCgAAMHDsSKFSuQkpKi1iksLMSzzz6L77//Xi0bNmwYHn74YUydOhXJycn48MMPw952TnQnIiIiIiJNcU4JERERERFpiqGEiIiIiIg0xVBCRERERESaYighIiIiIiJNMZQ0ozfffBOZmZmIiIjA8OHDsWXLFq2b1Ky++eYbXHPNNUhPT4ckSfj3v//tt33x4sW44oorkJCQAEmSsGPHDk3a2dyef/55DB06FFFRUUhOTsZ1112Hffv2qduLi4tx3333oXfv3oiMjETXrl3xm9/8BmVlZRq2+sK9/fbb6N+/P6KjoxEdHY2RI0di+fLl6vZ77rkHWVlZiIyMRFJSEqZNm4a9e/dq2OLm98ILL0CSJDzwwAMB24QQmDJlStD/Ftqip59+GpIk+S3Z2dnq9vHjxwdsv/feezVscfPIy8vDrbfeioSEBERGRuLiiy/Gtm3b/Or89NNPuPbaaxETEwOLxYKhQ4fi+PHjGrW4eWRmZgb8PCVJwuzZs3H06NGg2yRJwueff65108+boih46qmn0K1bN0RGRiIrKwvPPPMMfO/3U1lZiTlz5qBz586IjIxEnz59MH/+fA1bfX4a+/+1EAJ/+MMfkJaWhsjISEyaNAkHDhzwq1NcXIxbbrkF0dHRiI2NxR133IHKysowXgV1NAwlzeSf//wnHnroIcydOxfbt2/HgAEDMHnyZBQVFWndtGZjs9kwYMAAvPnmmyG3jxkzBi+++GKYW9ay1q9fj9mzZ2PTpk1YtWoVXC4XrrjiCthsNgDAqVOncOrUKbz88svYvXs3Fi5ciBUrVuCOO+7QuOUXpnPnznjhhReQk5ODbdu24bLLLsO0adPw448/AgAGDx6MBQsW4KeffsLKlSshhMAVV1wR9octtZStW7fib3/7G/r37x90+2uvvQZJksLcqpbVt29f5Ofnq8uGDRv8tt91111+21966SWNWto8SkpKMHr0aBgMBixfvhx79uzBK6+8gri4OLXOoUOHMGbMGGRnZ2PdunXYuXMnnnrqKURERGjY8gu3detWv5/lqlWrAAA33ngjunTp4rctPz8ff/zjH2G1WjFlyhSNW37+XnzxRbz99tv461//ip9++gkvvvgiXnrpJcybN0+t89BDD2HFihX4+OOP8dNPP+GBBx7AnDlzsHTpUg1bfu4a+//1Sy+9hDfeeAPz58/H5s2bYbFYMHnyZFRXV6t1brnlFvz4449YtWoVli1bhm+++QZ33313uC6BOiJBzWLYsGFi9uzZ6ntFUUR6erp4/vnnNWxVywEglixZEnTbkSNHBACRm5sb1jaFS1FRkQAg1q9fH7LOZ599JoxGo3C5XGFsWcuLi4sT7733XtBtP/zwgwAgDh48GOZWNb+KigrRs2dPsWrVKjFu3Dhx//33+23Pzc0VnTp1Evn5+Q3+t9CWzJ07VwwYMCDk9mCfQ1v36KOPijFjxjRYZ/r06eLWW28NU4u0c//994usrCzh8XiCbh84cKCYNWtWmFvVvKZOnRpwDddff7245ZZb1Pd9+/YVf/rTn/zqXHLJJeKJJ54ISxtbQv3fUR6PR6Smpoo///nPallpaakwmUziH//4hxBCiD179ggAYuvWrWqd5cuXC0mSRF5eXtjaTh0Le0qagdPpRE5ODiZNmqSWybKMSZMmYePGjRq2jFpC7bCs+Pj4ButER0dDr28fzydVFAWLFi2CzWbDyJEjA7bbbDYsWLAA3bp1Q5cuXTRoYfOaPXs2pk6d6vffdC273Y5f/vKXePPNN5GamqpB61rOgQMHkJ6eju7du+OWW24JGKL0ySefIDExEf369cPjjz8Ou92uUUubx9KlSzFkyBDceOONSE5OxqBBg/Duu++q2z0eD7788kv06tULkydPRnJyMoYPH94uhuv5cjqd+PjjjzFr1qygvX85OTnYsWNHm+/9HTVqFFavXo39+/cDAH744Qds2LDBr/dn1KhRWLp0KfLy8iCEwNq1a7F//35cccUVWjW72R05cgQFBQV+v99iYmIwfPhw9TvLxo0bERsbiyFDhqh1Jk2aBFmWsXnz5rC3mTqG9vGNSWNnzpyBoih+T8sEgJSUlHY3xr6j83g8eOCBBzB69Gj069cvaJ0zZ87gmWeeaRfd3Lt27cLIkSNRXV0Nq9WKJUuWoE+fPur2t956C7/73e9gs9nQu3dvrFq1CkajUcMWX7hFixZh+/bt2Lp1a9DtDz74IEaNGoVp06aFuWUta/jw4Vi4cCF69+6tDte59NJLsXv3bkRFReGXv/wlMjIykJ6ejp07d+LRRx/Fvn37sHjxYq2bft4OHz6Mt99+Gw899BB+//vfY+vWrfjNb34Do9GIGTNmoKioCJWVlXjhhRfw//7f/8OLL76IFStW4Prrr8fatWsxbtw4rS+hWfz73/9GaWkpZs6cGXT7+++/j4suugijRo0Kb8Oa2WOPPYby8nJkZ2dDp9NBURQ8++yzuOWWW9Q68+bNw913343OnTtDr9dDlmW8++67GDt2rIYtb14FBQUAEPQ7S+22goICJCcn+23X6/WIj49X6xA1N4YSonMwe/Zs7N69O2Csfa3y8nJMnToVffr0wdNPPx3exrWA3r17Y8eOHSgrK8MXX3yBGTNmYP369WowueWWW3D55ZcjPz8fL7/8Mm666SZ89913bXa8/YkTJ3D//fdj1apVQa9h6dKlWLNmDXJzczVoXcvy/Wtx//79MXz4cGRkZOCzzz7DHXfc4ReyL774YqSlpWHixIk4dOgQsrKytGjyBfN4PBgyZAiee+45AMCgQYOwe/duzJ8/HzNmzIDH4wEATJs2DQ8++CAAYODAgfj+++8xf/78dhNK3n//fUyZMgXp6ekB26qqqvDpp5/iqaee0qBlzeuzzz7DJ598gk8//RR9+/bFjh078MADDyA9PR0zZswA4A0lmzZtwtKlS5GRkYFvvvkGs2fPRnp6etCeUyJqPhy+1QwSExOh0+lQWFjoV15YWNjuhnd0ZHPmzMGyZcuwdu1adO7cOWB7RUUFrrzySkRFRWHJkiUwGAwatLJ5GY1G9OjRA4MHD8bzzz+PAQMG4PXXX1e3x8TEoGfPnhg7diy++OIL7N27F0uWLNGwxRcmJycHRUVFuOSSS6DX66HX67F+/Xq88cYb0Ov1WLVqFQ4dOoTY2Fh1OwDccMMNGD9+vLaNb2axsbHo1asXDh48GHT78OHDASDk9rYgLS3Nr+cPAC666CJ12FpiYiL0en2Dddq6Y8eO4euvv8add94ZdPsXX3wBu92O2267Lcwta36//e1v8dhjj+Hmm2/GxRdfjF/96ld48MEH8fzzzwPwBrDf//73ePXVV3HNNdegf//+mDNnDqZPn46XX35Z49Y3n9rvJQ19Z0lNTQ24UY/b7UZxcTG/11CLYShpBkajEYMHD8bq1avVMo/Hg9WrVwcdf09tixACc+bMwZIlS7BmzRp069YtoE55eTmuuOIKGI1GLF26tM32FDTG4/HA4XAE3SaEgBAi5Pa2YOLEidi1axd27NihLkOGDMEtt9yCHTt24IknnsDOnTv9tgPAX/7yFyxYsEDbxjezyspKHDp0CGlpaUG31157qO1twejRo/1u7w0A+/fvR0ZGBgDv7/ahQ4c2WKetW7BgAZKTkzF16tSg299//31ce+21SEpKCnPLmp/dbocs+3/t0el0ao+Yy+WCy+VqsE570K1bN6Smpvp9ZykvL8fmzZvV7ywjR45EaWkpcnJy1Dpr1qyBx+NR/yBB1Oy0nWfffixatEiYTCaxcOFCsWfPHnH33XeL2NhYUVBQoHXTmk1FRYXIzc0Vubm5AoB49dVXRW5urjh27JgQQoizZ8+K3Nxc8eWXXwoAYtGiRSI3N1fk5+dr3PIL8+tf/1rExMSIdevWifz8fHWx2+1CCCHKysrE8OHDxcUXXywOHjzoV8ftdmvc+vP32GOPifXr14sjR46InTt3iscee0xIkiS++uorcejQIfHcc8+Jbdu2iWPHjonvvvtOXHPNNSI+Pl4UFhZq3fRm1dhdp9BO7r718MMPi3Xr1okjR46I7777TkyaNEkkJiaKoqIicfDgQfGnP/1JbNu2TRw5ckT85z//Ed27dxdjx47VutkXZMuWLUKv14tnn31WHDhwQHzyySfCbDaLjz/+WK2zePFiYTAYxDvvvCMOHDgg5s2bJ3Q6nfj22281bHnzUBRFdO3aVTz66KNBtx84cEBIkiSWL18e5pa1jBkzZohOnTqJZcuWiSNHjojFixeLxMRE8bvf/U6tM27cONG3b1+xdu1acfjwYbFgwQIREREh3nrrLQ1bfu4a+//1Cy+8IGJjY8V//vMfsXPnTjFt2jTRrVs3UVVVpR7jyiuvFIMGDRKbN28WGzZsED179hS/+MUvtLok6gAYSprRvHnzRNeuXYXRaBTDhg0TmzZt0rpJzWrt2rUCQMAyY8YMIYQQCxYsCLp97ty5mrb7QgW7JgBiwYIFQojQnwsAceTIEU3bfiFmzZolMjIyhNFoFElJSWLixIniq6++EkIIkZeXJ6ZMmSKSk5OFwWAQnTt3Fr/85S/F3r17NW518+sooWT69OkiLS1NGI1G0alTJzF9+nT19s7Hjx8XY8eOFfHx8cJkMokePXqI3/72t6KsrEzjVl+4//73v6Jfv37CZDKJ7Oxs8c477wTUef/990WPHj1ERESEGDBggPj3v/+tQUub38qVKwUAsW/fvqDbH3/8cdGlSxehKEqYW9YyysvLxf333y+6du0qIiIiRPfu3cUTTzwhHA6HWic/P1/MnDlTpKeni4iICNG7d2/xyiuvhLxVcmvV2P+vPR6PeOqpp0RKSoowmUxi4sSJAf8Ozp49K37xi18Iq9UqoqOjxe233y4qKio0uBrqKCQhfB5lSkREREREFGacU0JERERERJpiKCEiIiIiIk0xlBARERERkaYYSoiIiIiISFMMJUREREREpCmGEiIiIiIi0hRDCRERERERaYqhhIiIiIiINMVQQkTURs2cORPXXXddixzb6XSiR48e+P7771vk+KEsXLgQsbGxDdZ57LHHcN9994WnQUREFBYMJUTU6sycOROSJAUsV155pVrnhx9+wLXXXovk5GREREQgMzMT06dPR1FRkVpnyZIlGDFiBGJiYhAVFYW+ffvigQceaPT8a9euxVVXXYWEhASYzWb06dMHDz/8MPLy8lrics/b66+/joULF6rvx48f36Tra4r58+ejW7duGDVqlFpW+3PYtGmTX12Hw4GEhARIkoR169YBAEaMGIF777034JiSJPm1GfD+vC+99NImt+2RRx7Bhx9+iMOHD5/bRRERUavFUEJErdKVV16J/Px8v+Uf//gHAOD06dOYOHEi4uPjsXLlSvz0009YsGAB0tPTYbPZAACrV6/G9OnTccMNN2DLli3IycnBs88+C5fL1eB5//a3v2HSpElITU3Fv/71L+zZswfz589HWVkZXnnllRa/7nMRExPTaK/C+RBC4K9//SvuuOOOgG1dunTBggUL/MqWLFkCq9XqVzZhwgQ1oNRau3YtunTpElC+bt06XHbZZU1uX2JiIiZPnoy33367yfsQEVErJ4iIWpkZM2aIadOmhdy+ZMkSodfrhcvlClnn/vvvF+PHjz+n8544cUIYjUbxwAMPBN1eUlIihBDizJkz4uabbxbp6ekiMjJS9OvXT3z66ad+dceNGydmz54tZs+eLaKjo0VCQoJ48sknhcfjUet89NFHYvDgwcJqtYqUlBTxi1/8QhQWFvodZ/fu3WLq1KkiKipKWK1WMWbMGHHw4EEhhP/nNGPGDAHAbzl8+LDIysoSf/7zn/2OmZubKwCIAwcOBL3OrVu3ClmWRXl5uV85APHkk0+K6OhoYbfb1fLLL79cPPXUUwKAWLt2rRBCiJUrVwoAIj8/X62XkpIi3nzzTZGRkaGWHT582G+/BQsWiJiYGLFixQqRnZ0tLBaLmDx5sjh16pRfWz788EPRuXPnoO0nIqK2hz0lRNTmpKamwu12Y8mSJRBChKzz448/Yvfu3U0+7ueffw6n04nf/e53QbfX9kpUV1dj8ODB+PLLL7F7927cfffd+NWvfoUtW7b41f/www+h1+uxZcsWvP7663j11Vfx3nvvqdtdLheeeeYZ/PDDD/j3v/+No0ePYubMmer2vLw8jB07FiaTCWvWrEFOTg5mzZoFt9sd0LbXX38dI0eOxF133aX2LHXt2hWzZs0K6NlYsGABxo4dix49egS9zm+//Ra9evVCVFRUwLbBgwcjMzMT//rXvwAAx48fxzfffINf/epXfvVGjx4Ng8GAtWvXAgD27NmDqqoq3HHHHTh79iyOHDkCwNt7EhERgZEjR6r72u12vPzyy/j73/+Ob775BsePH8cjjzzid/xhw4bh5MmTOHr0aNBrICKitoWhhIhapWXLlsFqtfotzz33HADvfIXf//73+OUvf4nExERMmTIFf/7zn1FYWKjuf99992Ho0KG4+OKLkZmZiZtvvhkffPABHA5HyHMeOHAA0dHRSEtLa7BtnTp1wiOPPIKBAweie/fuuO+++3DllVfis88+86vXpUsX/OUvf0Hv3r1xyy234L777sNf/vIXdfusWbMwZcoUdO/eHSNGjMAbb7yB5cuXo7KyEgDw5ptvIiYmBosWLcKQIUPQq1cv3H777ejdu3dAm2JiYmA0GmE2m5GamorU1FTodDrMnDkT+/btUwOTy+XCp59+ilmzZoW8vmPHjiE9PT3k9lmzZuGDDz4A4J2YftVVVyEpKcmvjsViwbBhw9ShWuvWrcOYMWNgMpkwatQov/KRI0fCZDKp+7pcLsyfPx9DhgzBJZdcgjlz5mD16tV+x69t37Fjx0K2k4iI2g6GEiJqlSZMmIAdO3b4Lb4Tp5999lkUFBRg/vz56Nu3L+bPn4/s7Gzs2rULgPdL8ZdffomDBw/iySefhNVqxcMPP4xhw4bBbrcHPacQApIkNdo2RVHwzDPP4OKLL0Z8fDysVitWrlyJ48eP+9UbMWKE3/FGjhyJAwcOQFEUAEBOTg6uueYadO3aFVFRURg3bhwAqMfZsWMHLr30UhgMhnP45Pylp6dj6tSpaoj473//C4fDgRtvvDHkPlVVVYiIiAi5/dZbb8XGjRtx+PBhLFy4MGTAGT9+vF/4GD9+PABg3LhxfuUTJkzw289sNiMrK0t9n5aW5ncDAwCIjIwEgJA/SyIialsYSoioVbJYLOjRo4ffEh8f71cnISEBN954I15++WX89NNPSE9Px8svv+xXJysrC3feeSfee+89bN++HXv27ME///nPoOfs1asXysrKkJ+f32Db/vznP+P111/Ho48+irVr12LHjh2YPHkynE5nk6/PZrNh8uTJiI6OxieffIKtW7diyZIlAKAep/aL94W68847sWjRIlRVVWHBggWYPn06zGZzyPqJiYkoKSkJuT0hIQFXX3017rjjDlRXV2PKlClB602YMAH79+9HXl4e1q1bp4au2lBy6NAhnDhxImCSe/0QJklSwDC94uJiAAjooSEioraJoYSI2gWj0YisrCz17lvBZGZmwmw2h6zz85//HEajES+99FLQ7aWlpQCA7777DtOmTcOtt96KAQMGoHv37ti/f39A/c2bN/u937RpE3r27AmdToe9e/fi7NmzeOGFF3DppZciOzs7oDegf//++Pbbbxu9Y1gto9Go9sL4uuqqq2CxWPD2229jxYoVDQ7dAoBBgwZh7969IefrAN4hXOvWrcNtt90GnU4XtM6oUaNgNBrx1ltvqfNwAGDo0KE4ffo0PvjgA3WY17navXs3DAYD+vbte877EhFR66PXugFERME4HA4UFBT4len1eiQmJmLZsmVYtGgRbr75ZvTq1QtCCPz3v//F//73P3VS99NPPw273Y6rrroKGRkZKC0txRtvvAGXy4XLL7886Dlr54DMmTMH5eXluO2225CZmYmTJ0/io48+gtVqxSuvvIKePXviiy++wPfff4+4uDi8+uqrKCwsRJ8+ffyOd/z4cTz00EO45557sH37dsybN0+9rXDXrl1hNBoxb9483Hvvvdi9ezeeeeYZv/3nzJmDefPm4eabb8bjjz+OmJgYbNq0CcOGDQs6ryQzMxObN2/G0aNHYbVaER8fD1mW1bkljz/+OHr27Ok3qTyYCRMmoLKyEj/++CP69esXtM6VV16J06dPIzo6OuRxIiMjMWLECMybNw+jR49Ww4vRaPQrP5/had9++y0uvfTSZutNIiIibbGnhIhapRUrViAtLc1vGTNmDACgT58+MJvNePjhhzFw4ECMGDECn332Gd577z31LlDjxo3D4cOHcdtttyE7OxtTpkxBQUEBvvrqq6Bf6Gv93//9H7766ivk5eXhZz/7GbKzs3HnnXciOjpavQPUk08+iUsuuQSTJ0/G+PHjkZqaGvTJ6rfddhuqqqowbNgwzJ49G/fffz/uvvtuAN5hRwsXLsTnn3+OPn364IUXXggYepaQkIA1a9agsrIS48aNw+DBg/Huu++G/BL/yCOPQKfToU+fPkhKSvKb43LHHXfA6XTi9ttvb/SzT0hIwM9+9jN88sknIetIkoTExEQYjcYGjzVhwgRUVFSo80lqjRs3DhUVFQHzSZpq0aJFuOuuu85rXyIian0k0VD/PBERnZfx48dj4MCBeO2117RuCgBvz8LEiRNx4sQJpKSkNFp/586duPzyy3Ho0KGAByNqbfny5Xj44Yexc+dO6PXs8Cciag/YU0JE1I45HA6cPHkSTz/9NG688cYmBRLAO5/lxRdfVJ8n0prYbDYsWLCAgYSIqB3hb3QionbsH//4B+644w4MHDgQH3300Tnt6/sgx9bk5z//udZNICKiZsbhW0REREREpCkO3yIiIiIiIk0xlBARERERkaYYSoiIiIiISFMMJUREREREpCmGEiIiIiIi0hRDCRERERERaYqhhIiIiIiINMVQQkREREREmvr/Aha0ODe9OLgAAAAASUVORK5CYII=", "text/plain": [ "
" ] @@ -654,6 +453,7 @@ } ], "source": [ + "# Coverage Rate\n", "df = overload_cnt\n", "df = (4 * 24 * 365 - df) / (4 * 24 * 365)\n", "df = df.astype(float)\n", @@ -666,22 +466,14 @@ "min_value = df.min().min()\n", "max_value = df.max().max()\n", "max_scale = max(abs(min_value/1000), abs(max_value/1000))\n", - "print(min_value, max_value, max_scale)\n", - "print(df.shape[1], df.shape[0])\n", - "print(df.shape[1], df.shape[0])\n", - "print(df.index[-1], df.columns[-1])\n", - "df[df.columns[-1] + 1] = df.iloc[:, -1] # 添加一列\n", - "print(df)\n", + "\n", + "\n", + "df[df.columns[-1] + 1] = df.iloc[:, -1] \n", "new_Data = pd.DataFrame(index=[df.index[-1] + 1], columns=df.columns)\n", "for i in df.columns:\n", " new_Data[i] = df[i].iloc[-1]\n", "print(new_Data)\n", "df = pd.concat([df, new_Data])\n", - "# df[df.index[-1] + 1] = df.iloc[-1, :] # 添加一行\n", - "# 获取原始数据的最小值和最大值,用于填充新行和列\n", - "\n", - "# 更新坐标,确保它们仍然从 0 开始\n", - "X, Y = np.meshgrid(np.arange(df.shape[1]), np.arange(df.shape[0]))\n", "\n", "\n", "plt.figure(figsize=figure_size)\n", @@ -692,25 +484,17 @@ "cbar.set_ticks([0, 0.25, 0.5, 0.75, 1])\n", "cbar.set_ticklabels(['0%', '25%', '50%', '75%', '100%'])\n", "cbar.ax.yaxis.set_major_formatter(ticker.FuncFormatter(lambda x, pos: f'{x:.0%}'))\n", - "print(df.shape[1], df.shape[0])\n", "X, Y = np.meshgrid(np.arange(df.shape[1]), np.arange(df.shape[0]))\n", - "print(X, Y)\n", "\n", "def fmt(x, pos):\n", " return '{:.0f}%'.format(x * 100)\n", - "# CS = ax.contour(X, Y, df, levels=np.linspace(df.min().min(), df.max().max(), 20), colors='black', alpha=0.5)\n", "CS = ax.contour(X, Y, df, colors='black', alpha=0.5)\n", "\n", "ax.clabel(CS, inline=True, fontsize=10, fmt=FuncFormatter(fmt))\n", "\n", - "print(xl, yl)\n", - "\n", - "# plt.xlim(df.columns[0], df.columns[-1])\n", - "# plt.ylim(df.index[0], df.index[-1])\n", "plt.xlim(0, df.shape[1] - 1)\n", "plt.ylim(0, df.shape[0] - 1)\n", "plt.title(title_unmet)\n", - "# plt.gca().invert_yaxis()\n", "plt.xlabel('ESS Capacity (MWh)')\n", "plt.ylabel('PV Capacity (MW)')\n", "plt.savefig('plots/unmet.png')\n" @@ -718,14 +502,28 @@ }, { "cell_type": "code", - "execution_count": 91, + "execution_count": 32, "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " 0 11 22 33 44 \\\n", + "51 6.170524e+06 5.094775e+06 2.957805e+06 644566.934623 -540090.862772 \n", + "\n", + " 55 66 77 88 100 \\\n", + "51 -700903.75164 -966484.874197 -1.209738e+06 -1.450976e+06 -1.785978e+06 \n", + "\n", + " 101 \n", + "51 -1.785978e+06 \n" + ] + }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -733,24 +531,107 @@ } ], "source": [ - "import seaborn as sns\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", + "# Profit\n", + "df=results\n", + "df = df.astype(float)\n", + "df.index = df.index / 1000\n", + "df.index = df.index.map(int)\n", + "df.columns = df.columns / 1000\n", + "df.columns = df.columns.map(int)\n", + "min_value = df.min().min()\n", + "max_value = df.max().max()\n", + "max_scale = max(abs(min_value/1000), abs(max_value/1000))\n", "\n", - "# 创建随机数据\n", - "data = np.random.rand(10, 10)\n", + "df[df.columns[-1] + 1] = df.iloc[:, -1] \n", + "new_Data = pd.DataFrame(index=[df.index[-1] + 1], columns=df.columns)\n", + "for i in df.columns:\n", + " new_Data[i] = df[i].iloc[-1]\n", + "print(new_Data)\n", + "df = pd.concat([df, new_Data])\n", "\n", - "# 创建热力图,只显示从第2行到第5行和第2列到第5列的数据\n", - "sns.heatmap(data, cmap='viridis',\n", - " ) # 每隔2个显示一次刻度标签\n", + "X, Y = np.meshgrid(np.arange(df.shape[1]), np.arange(df.shape[0]))\n", "\n", - "# 设置坐标轴显示范围\n", - "plt.xlim(1, 5)\n", - "plt.ylim(1, 5)\n", "\n", - "# 显示图形\n", - "plt.show()\n", - "\n" + "plt.figure(figsize=figure_size)\n", + "cmap = sns.color_palette(\"coolwarm\", as_cmap=True)\n", + "ax = sns.heatmap(df/1000, fmt=\".1f\", cmap=cmap, vmin=-max_scale, vmax=max_scale, annot=annot_benefit)\n", + "plt.gca().invert_yaxis()\n", + "\n", + "def fmt(x, pos):\n", + " return '{:.0f}%'.format(x * 100)\n", + "\n", + "CS = ax.contour(X, Y, df, colors='black', alpha=0.5)\n", + "def fmt(x,pos):\n", + " return '{:.0f}'.format(x/1000)\n", + "ax.clabel(CS, inline=True, fontsize=10, fmt=FuncFormatter(fmt))\n", + "\n", + "plt.xlim(0, df.shape[1] - 1)\n", + "plt.ylim(0, df.shape[0] - 1)\n", + "\n", + "plt.title(title_benefit)\n", + "plt.xlabel('ESS Capacity (MWh)')\n", + "plt.ylabel('PV Capacity (MW)')\n", + "plt.savefig('plots/benefit.png')" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " 0 11 22 33 44 55 66 \\\n", + "51 10000000 13333333 16666666 20000000 23333333 26666666 30000000 \n", + "\n", + " 77 88 100 101 \n", + "51 33333333 36666666 40000000 40000000 \n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Costs\n", + "df = costs\n", + "df = df.astype(int)\n", + "df.index = df.index / 1000\n", + "df.index = df.index.map(int)\n", + "df.columns = df.columns / 1000\n", + "df.columns = df.columns.map(int)\n", + "\n", + "df[df.columns[-1] + 1] = df.iloc[:, -1] \n", + "new_Data = pd.DataFrame(index=[df.index[-1] + 1], columns=df.columns)\n", + "for i in df.columns:\n", + " new_Data[i] = df[i].iloc[-1]\n", + "print(new_Data)\n", + "df = pd.concat([df, new_Data])\n", + "X, Y = np.meshgrid(np.arange(df.shape[1]), np.arange(df.shape[0]))\n", + "\n", + "def fmt(x, pos):\n", + " return '{:.0f}'.format(x / 1000000)\n", + "\n", + "plt.figure(figsize=figure_size)\n", + "ax = sns.heatmap(df/1000000, fmt=\".1f\", cmap='viridis', annot=annot_cost)\n", + "CS = ax.contour(X, Y, df, colors='black', alpha=0.5)\n", + "ax.clabel(CS, inline=True, fontsize=10, fmt=FuncFormatter(fmt))\n", + "plt.title(title_cost)\n", + "plt.gca().invert_yaxis()\n", + "plt.xlim(0, df.shape[1] - 1)\n", + "plt.ylim(0, df.shape[0] - 1)\n", + "plt.xlabel('ESS Capacity (MWh)')\n", + "plt.ylabel('PV Capacity (MW)')\n", + "plt.savefig('plots/costs.png')\n" ] } ], @@ -770,7 +651,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.0" + "version": "3.11.9" } }, "nbformat": 4,