diff --git a/.gitignore b/.gitignore
index 6769e21..df3765e 100644
--- a/.gitignore
+++ b/.gitignore
@@ -157,4 +157,6 @@ cython_debug/
 #  be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
 #  and can be added to the global gitignore or merged into this file.  For a more nuclear
 #  option (not recommended) you can uncomment the following to ignore the entire idea folder.
-#.idea/
\ No newline at end of file
+#.idea/
+
+ray_results
diff --git a/a_star_execution.sh b/a_star_execution.sh
new file mode 100755
index 0000000..976ae6c
--- /dev/null
+++ b/a_star_execution.sh
@@ -0,0 +1,7 @@
+#!/bin/bash
+
+for i in {1..25}
+do
+ python src/a_star_coverage.py --num_drones 2 --seed $i
+ python src/a_star_coverage.py --num_drones 4 --seed $i
+done
\ No newline at end of file
diff --git a/analise_resultados.ipynb b/analise_resultados.ipynb
new file mode 100644
index 0000000..f3764a3
--- /dev/null
+++ b/analise_resultados.ipynb
@@ -0,0 +1,1991 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import seaborn as sns\n",
+    "from seaborn import lineplot\n",
+    "import matplotlib.pyplot as plt\n",
+    "sns.set_theme(style=\"white\")\n",
+    "import pandas as pd\n",
+    "\n",
+    "#\n",
+    "# informacoes sobre o treinamento com 1 agente\n",
+    "#\n",
+    "\n",
+    "#df = pd.read_csv('./ray_results/DSSE_Coverage/PPO_1_agent_9/PPO_DSSE_Coverage_3ea3c_00000_0_2025-02-20_19-52-41/progress.csv')\n",
+    "#lineplot(data=df, x='timesteps_total', y='env_runners/episode_reward_max')\n",
+    "#plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#lineplot(data=df, x='timesteps_total', y='env_runners/episode_len_mean')\n",
+    "#plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Learning curve considering a scenario with two agents\n",
+    "\n",
+    "In the next two pictures we present the learning curve of reinforcement learning model and the size of each episode during the training phase. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df2_1 = pd.read_csv('./ray_results/DSSE_Coverage/PPO_2_agent_9/PPO_DSSE_Coverage_20516_00000_0_2025-02-21_00-23-51/progress.csv')\n",
+    "df2_2 = pd.read_csv('./ray_results/DSSE_Coverage/PPO_2_agent_9/PPO_DSSE_Coverage_769cb_00000_0_2025-02-28_16-52-58/progress.csv')\n",
+    "df2_3 = pd.read_csv('./ray_results/DSSE_Coverage/PPO_2_agent_9/PPO_DSSE_Coverage_18ada_00000_0_2025-02-28_17-11-49/progress.csv')\n",
+    "df2_4 = pd.read_csv('./ray_results/DSSE_Coverage/PPO_2_agent_9/PPO_DSSE_Coverage_a5d0b_00000_0_2025-03-02_13-17-10/progress.csv')\n",
+    "df2_5 = pd.read_csv('./ray_results/DSSE_Coverage/PPO_2_agent_9/PPO_DSSE_Coverage_a8d79_00000_0_2025-03-02_13-17-15/progress.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#df2_1['media_movel_reward_acc'] = df2_1['env_runners/episode_reward_max'].rolling(window=100).mean()\n",
+    "#df2_2['media_movel_reward_acc'] = df2_2['env_runners/episode_reward_max'].rolling(window=100).mean()\n",
+    "#df2_3['media_movel_reward_acc'] = df2_3['env_runners/episode_reward_max'].rolling(window=100).mean()\n",
+    "#df2_4['media_movel_reward_acc'] = df2_4['env_runners/episode_reward_max'].rolling(window=100).mean()\n",
+    "#df2_5['media_movel_reward_acc'] = df2_5['env_runners/episode_reward_max'].rolling(window=100).mean()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(8140, 82)"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "result = pd.concat([df2_1, df2_2, df2_3, df2_4, df2_5])\n",
+    "result.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.lineplot(data=result, x='timesteps_total', y='env_runners/episode_reward_max', errorbar='sd')\n",
+    "plt.xlabel('Timesteps')\n",
+    "plt.ylabel('Accumulated Reward')\n",
+    "plt.title('Learning curve for 2 agents')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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wd+/esH0VXF/w/agOxrW1tQAC90rwtQBKP+tFekPY7Xbk5uaGnC9c7F1DhOvnzp07IysrS/s+VHr27BnXeTZv3oxHH30UEyZMwAMPPBDVMfv378crr7yCjRs3hrwI1NXVAQjftxaLBT169DBsi/U3EO45o36vkZg2bRo+++wzPPbYY3jxxRcxbtw4nHPOOTj//PO1lzWieSFRRLRIeJ7HmDFj8MEHH6CgoAAnnngiZFlGx44d8cILL5geEzwIRDPj6Y033sCrr76Kyy+/HPfffz+ys7PB8zyefvrpkIDeCy+8EA8//DB2796NwYMHY8WKFRg7dmzIeRuD3nKVDGRZRl5eXkjQs0o0gq0hOI7DnDlzsG3bNqxduxbff/89HnnkEcybNw8LFiyIGPMUL+pb+MUXX4xLL73UtIw+JifaOsePH4/bbrvNdH+wlSPc/Rh8nyWCpprtx3FcVOXimUa/Z88e/PnPf8aJJ56IOXPmhEyyMKO2thbXXXcdMjIycN9996F3796w2+34/fff8cILL8RlfYn1N9CY7zUlJQUfffQRNm3ahO+++w7ff/89li9fjgULFuC///0vzdpMAiSKiBaLarVxOp0AlLe8DRs24JRTTklY7pKvv/4aY8aMwdNPP23YXltbGxLkOXXqVDzxxBOaC+3w4cMNZs3u3r07ACXwNPjNMz8/X9sfK7m5uUhNTUV+fn7IvkOHDoHnedM32Ibo3bs39uzZg3HjxkU1ABYUFIRsO3z4MFJTUxsUiyNHjsTIkSPxwAMPYNmyZXjwwQexfPlyXHnllejRowc2bNgAh8NhsBap7hD17b5Hjx6QZRlHjhwxWIfUciq5ublIT0+HLMs444wzGryuaOjduzecTmfC6lPvhSNHjoTsC+7naMVJolD7uaCgQLPWAUpAdG1tbYi1JVaOHDmC2267Dbm5uXj77bejFsY///wzqqur8frrr+P000/Xtge7CfV9q7rBAGViQ3FxsUEQx/obiIZI9fA8j3HjxmHcuHF4+OGH8cYbb+Dll1/Gpk2bEnZvEdFD9jmiReLz+fDjjz/CarVqD+ELLrgAkiSFzP4AlIdbNObqYARBCHmjW7FiRch0eUDx/0+YMAErVqzAV199BavVqk0dDsfQoUPRsWNHfPrpp4bpvOvWrcPBgwdx1llnxdxmtd3jx4/HmjVrDANAeXk5vvzyS5x66qkhrqdouOCCC1BSUoKFCxeG7HO73ZpAVdm6dashFufYsWNYs2YNxo8fH/Ytt6amJqTPBw8eDABaH02cOBGSJOGjjz4ylHvvvffAcRwmTpyolQOA+fPnG8q9//77hs+CIOC8887D119/jX379oW0KVbXGaD01datW/H999+H7KutrYUoijHV17VrV+Tl5WHp0qWor6/Xtv/8888hbU5NTdXO0xyomeWD+3XevHmG/fFQVlaGW265BRzH4d13343J8qpaVfX3k9frxccff2woN3ToUOTk5GDhwoWG72XZsmUhLsVYfwPRoH5fqjtPpbq6OqRs8G+BaF7IUkS0CNavX6+93VdWVmLZsmU4fPgw/vSnP2mD++jRo/GHP/wBb775Jnbv3o3x48fDarXi8OHDWLlyJR599NGIU+PNOOusszB37lw8/PDDGDVqFPbt24dly5YZgpf1TJs2DX/729/w8ccfY8KECQ0mRLRarXjwwQfx8MMP47rrrsOFF16oTcnv0aNHzNPA9cycORM//fQTrrnmGlxzzTUQBAELFiyA1+vF3/72t7jqnDFjBlasWIH/9//+HzZt2oRTTjkFkiTh0KFDWLlyJd555x1D7FdeXh5uvfVWw5R8ALj33nvDnmPJkiX45JNPMHXqVPTu3Rv19fVYuHAhMjIyNJEzefJkjBkzBi+//LL2Jv/jjz9izZo1uPHGG7XYkMGDB2P69On4+OOPUVdXh1GjRmHjxo2mFqy//vWv2LRpE6666ipceeWVGDhwIGpqavD7779jw4YN+Pnnn2Pqq1tvvRXffvst7rzzTlx66aUYMmQIXC4X9u3bh6+//hpr1qyJ2bX6wAMP4K677sLVV1+Nyy67DLW1tfjoo4+Ql5dnEEopKSkYOHAgVqxYgb59+yInJwcnnnhiXAHZ0XDSSSfh0ksvxYIFC1BbW4vTTz8dv/32G5YsWYKpU6carC+xctttt6GwsBC33XYbtmzZYoiz69SpE8aPHx/22FGjRiE7OxuzZs3C9ddfD47j8L///S9EdNtsNtx77734xz/+gRtvvBEXXHABiouLsXjx4pA4o1h/A9EwZMgQAMDLL7+MadOmwWq14uyzz8bcuXOxefNmTJo0CT169EBFRQU+/vhjdOvWDaeeempM5yASA4kiokUwZ84c7W+73Y7+/ftj9uzZ+OMf/2go9+STT2Lo0KH49NNP8fLLL0MQBPTo0QMXX3yxlk8lFu688064XC4sW7YMy5cvx8knn4w333wTL774omn5yZMnIyUlBfX19RFnnem57LLLkJKSgrfffhsvvPAC0tLSMHXqVPztb39rVJbpE088ER999BFefPFFvPnmm2CMYfjw4fjXv/6FESNGxFUnz/OYO3cu3nvvPfzvf//DqlWrkJqaip49e+L6668PCew+/fTTMXLkSMydOxdHjx7FwIED8cwzz+Ckk04Ke47Ro0fjt99+w/Lly1FeXo7MzEwMHz4cL7zwgiZGeZ7Hf/7zH8yZMwfLly/H4sWL0aNHD/zf//2fNuNJ5emnn0aHDh2wbNkyrFmzBmPGjMFbb70VYr3o1KkTPvvsM8ydOxerVq3CJ598gpycHAwcOLDBJJlmpKamYv78+XjzzTexcuVKLF26FBkZGejbty/uvfdebZZdLKgJEV977TW8+OKL6Nu3L5555hksXboU+/fvN5T95z//iX/84x945pln4PP5cM899zSZKFLP17NnTyxZsgSrV69Gp06dcMcdd4Tk7ooVNVHqO++8E7Jv9OjREUVRhw4d8MYbb+C5557DK6+8gqysLFx88cUYN24cbr31VkPZ6667DowxzJs3D8899xxOOukk/Oc//8E///lPw8zQWH8D0TB8+HDcf//9+PTTT/H9999DlmWsWbMGkydPRnFxMRYtWoSqqip06NABo0ePjvv+IRoPx5oiyo8giDbPoEGDcO211+KJJ55IdlPaPDNmzEBubq7mriISgyzL2owvNVkl0b6hmCKCIIgWgs/nC4lF2rRpE/bs2YPRo0cnqVVtA4/HE+JWW7p0Kaqrq6lvCQ1ynxEEQbQQSkpKcPPNN+Piiy9Gly5dcOjQIXz66afo3LlziCuZiI1t27bhmWeewfnnn4+cnBzs2rULn3/+OfLy8mKORSTaLiSKCIIgWgjZ2dkYMmQIPvvsM1RWViItLQ2TJk3Cgw8+GNU6YER4evTogW7dumH+/PmoqalBdnY2ZsyYgQcffFBLGkoQFFNEEARBEAQBiikiCIIgCIIAQKKIIAiCIAgCAMUUxcRpp50Gr9drusglQRAEQRAtk7KyMthsNmzevDliORJFMeDxeAyrqBMEQRAE0fIRRTGqRXpJFMVAly5dAABr1qxJcksIgiAIgoiWKVOmRFWOYooIgiAIgiBAooggCIIgCAIAiSKCIAiCIAgAJIoIgiAIgiAAkCgiCIIgCIIAQKKIIAiCIAgCAIkigiAIgiAIACSKCIIgCIIgAJAoIgiCIAiCAECiiCAIgiAIAkALE0UrVqzAn//8Z0ycOBEjR47EjBkz8Pnnn4esV/LZZ5/hvPPOw7Bhw3DxxRdj7dq1IXXV1dXhkUcewejRozFq1Cjcd999KC0tba5LIQiCIAiildGiRNF7772H1NRUzJo1C//5z38wceJEPP7445g7d65W5quvvsLjjz+OCy64AG+//TZGjhyJe+65B9u2bTPUNXPmTPz444+YPXs2XnjhBeTn5+P222+HKIrNfFUEQRAEQbQGWtSCsP/5z3+Qm5urfR43bhyqq6sxb9483HXXXeB5HnPmzMGFF16ImTNnAgDGjh2Lffv2Ye7cuXj77bcBAFu3bsUPP/yAd999FxMmTAAA9OvXD9OmTcM333yDadOmNfu1EQRBEATRsmlRliK9IFIZPHgwHA4HnE4nCgsLcfjwYVxwwQWGMtOmTcOGDRvg9XoBAOvXr0dWVhbGjx+vlenfvz8GDx6M9evXN+1FEARBEATRKmlRosiMLVu2oGvXrsjIyMChQ4cAKFYfPQMGDIDP50NhYSEA4NChQ+jXrx84jjOU69+/v1ZHS2T5T/n4aOUeuL3k4iMIgiCI5qZFi6LNmzdj+fLluOWWWwAANTU1AICsrCxDOfWzur+2thaZmZkh9WVnZ2tlWhpL1x3EfxbtwKer9uLpeT9DklnDBxEEQRAEkTBaVEyRnuPHj+OBBx7AmDFjcMMNNyS7OU3Ky5/8im83F2qft+0vQ63DjQ5ZqUlsFUEQBEG0L1qkpai2tha33347cnJy8Nprr4HnlWZmZ2cDUKbbB5fX78/KyoLD4Qipt6amRivTkig4Vqv9LfAcGAOOlIS2nyAIgiCIpqPFiSK324077rgDdXV1eOeddwxusP79+wNASFzQoUOHYLVa0atXL61cfn5+SH6j/Px8rY6WxN+uOxUndErHOaN7o1vHdABAfnHLdPMRBEEQRFulRYkiURQxc+ZMHDp0CO+88w66du1q2N+rVy/07dsXK1euNGxfvnw5xo0bB5vNBgCYOHEiampqsGHDBq1Mfn4+du3ahYkTJzb9hcRIjy6ZeOau8fjjOYPQq6siAo9VOENEHUEQBEEQTUeLiin6+9//jrVr12LWrFlwOByGhIwnn3wybDYb7r33Xjz44IPo3bs3xowZg+XLl2PHjh348MMPtbKjRo3ChAkT8Mgjj+Chhx6C3W7Hyy+/jEGDBuHcc89NwpU1TMdsJX6od7dMbNx5DEWldZBlBkHgGjiSIAiCIIhE0KJE0Y8//ggAePbZZ0P2rVmzBj179sT06dPhcrnw9ttv46233kK/fv3w+uuvY9SoUYbyr7zyCp555hk88cQTEEUREyZMwGOPPQaLpUVdcghD+3fEQgBHyx04VlGPnl1CZ9ERBEEQBJF4OEY+mqiZMmUKAEWgNRWFJXW46/lvAQAPXnsKJp3Sq8nORRAEQRDtgWjH7xYVU0QAHbJStL+X/3QYbg8lciQIgiCI5oBEUQsjPSXg3mMMKKlyJrE1BEEQBNF+IFHUwuA4DtdfcBIAYPfhShSXOuDxSUluFUEQBEG0fUgUtUB6dM7Q/v7i+0OorHEnsTUEQRAE0T4gUdQCyUi1aX//fqgCuw9XwOuTsL+wCi6KMSIIgiCIJoFEUQskM91m+Pzmkt9QcLwWHq9EooggCIIgmggSRS2Q/j2ycc15g7TPFoHHul+L8M2mAspyTRAEQRBNBImiFsq5Y/rg1ouHAABq67343/pDWLulCOU1riS3jCAIgiDaJiSKWiiyDPTplhWy3VHvS0JrCIIgCKLtQ6KohWK18EhPtWLYgI6G7VUOT5JaRBAEQRBtGxJFLZScTDv6npCFWTecbtheUe1CRY2LAq4JgiAIIsGQKGrB2KwC0lKtyNUt/fHt5kIcK69HYUldEltGEARBEG0PEkUtHIvA4+4rRyDFJgAAjpbXw+OVIEpykltGEARBEG0LEkWtgLxeHXDllDzts8vrg9cn4UBRNZxuCrwmCIIgiERAoqgVkJNpx6A+HbTPHp+MepcPbo+Io2X1SWwZQRAEQbQdSBS1Ek7uF5iFJokyBJ6HxytBZgxeWjCWIAiCIBoNiaJWgtUS+Kpe+2w7SiqdkGQGSZJxhIKuCYIgCKLRkChqpbzzxU7Uu73wijIt/UEQBEEQCYBEUSvipZkTDZ8/W7MfoiRDkmS4PCKJI4IgCIJoBCSKWhF9T8jGNecGFootLHFAkhlq630oKq1DebU7ia0jCIIgiNYNiaJWBM8BXTumG7bJEoPLK0KWGZwemp5PEARBEPFCoqgVwfMcenQ2iqKqOjdkicHrk8FzXJJaRhAEQRCtHxJFrQiO4yDwPM4c2V3btvi7AwAAD03LJwiCIIhGQaKoldG9czrOHNlD+3y8wonMNBvcHhEer0QZrgmCIAgiTkgUtTJS7Rakp1gN23Iy7ZAYgyTLKCp1UDJHgiAIgogDEkWtDI7jkBYkihwuxTokSkoyR1osliAIgiBih0RRKyQ3O8Xw+Yv1B8FkVRAxULoigiAIgogdS7IbQMSOwBtnmR0pqQMD4PJKsFo4shQRBEEQRByQpagVkmq3YPTJXbXPJZVO1Lt8cLl98HglOJzeJLaOIAiCIFonLcpSVFBQgHfffRfbt2/H/v370b9/f3z55Zfa/qKiIkyZMsX0WJvNht9++y1iuREjRmDhwoVN0/hmxGYVcNXUPPTuloXPv90PACitdCK9eza8oozyGje6dUyHIJDmJQiCIIhoaVGiaP/+/Vi3bh1GjBgBWQ5d6LRLly5YsGCBYRtjDLfddhvGjh0bUt9f/vIXjBkzRvucnp4eUqa10iErBR0yA7FFS9YdxP1/GIWMVCu8Phll1S5069h2rpcgCIIgmpoWJYomT56MqVOnAgBmzZqFnTt3GvbbbDaMHDnSsG3Tpk1wOByYPn16SH19+vQJKd9WyEqzoUfndFgtPHyiEkO0fX8ZZkwcgGMV9ahxeEgUEQRBEEQMtCj/Cs/H3pwvv/wSGRkZmDx5chO0qOXC8RwEgTMkcnR5ROUPpkzdJwiCIAgielqUKIoVn8+Hb775Bueccw7sdnvI/tmzZ2Pw4MEYN24cHnvsMVRXVzd/I5sIngMEnseQ/rnatk2/HwcApNgESJIMt1dMVvMIgiAIotXRotxnsbJ+/XpUV1eHuM5sNhuuvvpqTJgwAVlZWdi+fTveeOMN7Ny5E5999hmsVmuYGlsPPMeBFzh0yEwN2adkt2YoKnFgYK+c5m8cQRAEQbRCWrUoWrZsGTp16oRx48YZtnfp0gWzZ8/WPo8ePRonnngi7rjjDqxatQrTpk1r5pYmHo7jYOE52Kw8LhjXFys2HA7sAyBKMiSZ8hURBEEQRLS0WvdZfX091q5diwsuuACCIDRYftKkSUhLS8Pvv//eDK1renieg8DzsAg8undWAqptFh4Fx2tRWFoHSVKsRQRBEARBREerFUWrVq2C2+3GRRddlOymJI2BvXJgtfCw2xSDn1eU8cqnW/H+V7vhcPogkygiCIIgiKhptaLoyy+/RO/evTFixIioyq9duxZOpxPDhg1r4pY1L7lZKUizh1rKqurdkBlCcj0RBEEQBGFOi4opcrlcWLduHQCguLgYDocDK1euBKDEBeXmKjOtKisrsWHDBtx+++2m9Tz77LPgOA4jR45EVlYWduzYgTfffBNDhw7V8iC1FTgudC00AHA6RTCmLA5Ls/MJgiAIomFalCiqqKjA/fffb9imfv7ggw+07NQrVqyAKIphXWcDBgzAJ598goULF8LtdqNr16644oorcN9998FiaVGX3GgkmcFmsyAzzYY63ZpnFouihBRLEakigiAIgmgIjpF/JWrU9dTWrFmT5JYEOF5Rj9JKJwqO1+KtpYEM4JefPRAj8zqjX/dsZKXbKJkjQRAE0W6JdvxutTFFhEJOph02K4+sdDuuPW+Qtt3pFiHLDMcrnaiu8ySxhQRBEATROiBR1MpJsVlgt1mQkWpFjy6ZGDOkGwDA5RXh8UnweiW4vVKSW0kQBEEQLZ+2FWDTTumckwpRkuETJXTKVjJcO13KlHyvT4IoURJHgiAIgmgIshS1ATLSbOiamw6O45CWquhcJU+REohNliKCIAiCaBgSRW0EdVa+VVC+0l2HKyHKMhhjtNwHQRAEQUQBiaK2AseB4zik2gMe0eMV9RAlGaJIooggCIIgGoJEURuB5wBwQK+uGdq2olIHeI6D5I8tIgiCIAgiPCSK2hA8x8HpDoif9VuL0SEzBW6PCJdHTGLLCIIgCKLlQ6KojcBzHDgAclAuTouFhyjLKKty0QKxBEEQBBEBEkVtBb/7zCJwuHB8PwDKYrEAwGTA4fLCQy40giAIgggLiaI2As9xEHgOFouAbh3TAAQWgpUYg1eUIZGliCAIgiDCQqKojcBxHCwCDwsfmIHm9kr4dU8pPB4RkiRDoiSOBEEQBBEWEkVtBKuFR06mHRYLj1SbIorqXT7MX7kbX3x/CADIUkQQBEEQESBR1Ibo0iENdiuPjDTj6i0Fx+sAAIyRKCIIgiCIcJAoakPYrAKyMuxIT7OjW26aYR/nz1dEEARBEIQ5JIraGN07ZYADcNnZA/HnS4dr20VRBhmKCIIgCCI8loaLEK0NnuOQmWZDB/+UfADwiBJkmUGSGTxeEWkp1iS2kCAIgiBaHmQpaqNYLTw4/78A4PMps89KKutRXOZIbuMIgiAIogVClqI2isXCQ2YMKTYBPlGG1yfB4fLCIgiU2ZogCIIgTCBLURukW8c0WAQessw0N1ltvRe1Th8AZRYazUQjCIIgCCMkitogGWk22Cw8RInB4fQCABas3gdHvfK3xEBB1wRBEAQRBImiNkp6qg31Lh/q3aK2rarOA7dXBJPJUkQQBEEQwZAoaqOk2AQwANPG99W2eXwSnG4RssxAkoggCIIgjJAoaqNYLDwsFg4jT+yMk/p2AAC4PSJEWYbMGLnPCIIgCCIIEkVtFJ7jIPA8eI5DdrodAFDj8MLrlSAzBpCtiCAIgiAMkChqowgCBwvPQRB4ZKQpM9AcLi9ys1IABtCsfIIgCIIwQqKojcJzHASBg8BzSLEJAICfd5UAUGaelVY64ROlZDaRIAiCIFoUJIraKILAwWoRYLXwsFsFbfvOQxUAAKdHRFm1K1nNIwiCIIgWB4miNkqKzYIOmXbYrAIATtteXu0CAyBJctLaRhAEQRAtkRYligoKCvDEE09gxowZOPnkkzF9+vSQMtdffz0GDRoU8t/BgwcN5erq6vDII49g9OjRGDVqFO677z6UlpY216W0CLp3zkDfE7IgyQEBdOR4HURRhk+UwenEEkEQBEG0d1rU2mf79+/HunXrMGLECMiyHDbB4CmnnIKHHnrIsK1nz56GzzNnzsSBAwcwe/Zs2O12vPLKK7j99tuxaNEiWCwt6rKbFEHg0atrpvZ575EqfLBiN2688OQktoogCIIgWh4tSh1MnjwZU6dOBQDMmjULO3fuNC2XlZWFkSNHhq1n69at+OGHH/Duu+9iwoQJAIB+/fph2rRp+OabbzBt2rSEt72lwgHo1jEdt1w0BP9d9jsAoLCkDl6fBI4MRQRBEASh0aLcZzyfmOasX78eWVlZGD9+vLatf//+GDx4MNavX5+Qc7QWeJ6DReDQq0umYbssM9TWe2kGGkEQBEH4aVGiKFp+/vlnjBw5EsOGDcN1112HX375xbD/0KFD6NevH7ggU0j//v1x6NCh5mxqiyAj1QqvZBQ/aSkWuL0SjpbXJ6lVBEEQBNGyaFHus2g4/fTTMWPGDPTt2xelpaV49913cfPNN2P+/PkYNWoUAKC2thaZmZkhx2ZnZ4d1ybVlunXKgE80xmdZBR4+nwSZsjgSBEEQBIBWKIruu+8+w+ezzjoL06dPx7///W+8/fbbSWpVy8ZuFZCdYcfU0b2x+ucjAIBf95ZiUN8OJIoIgiAIwk+rdJ/pSUtLw6RJk/D7779r27KysuBwOELK1tTUIDs7uzmb12JgjGFov1zt85J1B5F/tBap9laniwmCIAiiSWj1osiM/v37Iz8/P2RKf35+Pvr375+kViUXmTGkp9kM22odHlCqIoIgCIJQaPWiyOl04rvvvsOwYcO0bRMnTkRNTQ02bNigbcvPz8euXbswceLEZDSzRRBsFRIlhjqnL2w+KIIgCIJoT7Qo34nL5cK6desAAMXFxXA4HFi5ciUAYPTo0Th06BDeeecdnHPOOejRowdKS0sxb948lJWV4dVXX9XqGTVqFCZMmIBHHnkEDz30EOx2O15++WUMGjQI5557blKuLdkwBlgsPMYM6YZNvx8HoCz14faIcLh8yAyyIhEEQRBEe6NFiaKKigrcf//9hm3q5w8++ADdunWDz+fDyy+/jOrqaqSmpmLUqFH4+9//juHDhxuOe+WVV/DMM8/giSeegCiKmDBhAh577LF2lc1aDwODhecw9fTeOF7pRMGxWogygyjKKDhWi5P65sIitHrDIUEQBEHETYtSCD179sTevXsjlnn33XejqiszMxNPP/00nn766UQ0rdVjswjgeQ42G49BvXJQcKwW9S4fvP7kjV6fRKKIIAiCaNfQKNhO6Jidgt7dsmC3CkjxxxY53T6IIoPEGApLQ2frEQRBEER7okVZioimg+M42K0CLBYemWlWAEB5tRuiLANewOul5T4IgiCI9g1ZitoZFl5J5AgAZdUuZKYqAokBcHvEJLaMIAiCIJILiaJ2hijLyEizoXNOKgCgsNSBrDQbwBgKSuqS3DqCIAiCSB4kitoZAschPdWi5SxauHofwCnJHWVJhk8kNxpBEATRPiFR1M7o1ikdNouAwlLFKuRw+cCDgygxyAwoOEbWIoIgCKJ9QqKoncEBsAg8Lpk4QNuWf6wGkswgSnLyGkYQBEEQSYZEUTvDZhVgEXicfnJXbdvb/9sJWZIhyTIkWvKDiIDHJ6HgWC1kme4TgiDaHiSK2hlWC49e3TKRnmpc1sMrSWAywGSyFhHhqa7zwOOTyKpIEESbhERRO8RuFZDhn4qv4nKLkGQGiQwARAQYY2CMgeOS3RKCIIjEQ6KoncJxHPJ65WifXW4JsswgkyoiGoA8rARBtFVIFLVTGBgmn9ZL+7x68xFIsgyZMZRXu5LYMqKlI5MqIgiijUKiqJ0iywxdctO1z0eO10GWAUmSUVHjAqOBjzCBscB/BEEQbQ0SRe2U3KwUWAQO54zurW1TLEWA16f8SxBmMMZAtwdBEG0REkXtFEHgwfMcenTOAACk2i1Is1shSYoLjUwBhBkMSpJPsiQSBNEWIVHUTuE5Jdg6M02ZhebxisjJtMErymQJICLCGAPdIARBtEVIFLVTOI6DzcIhI10RRTIDKms9ECXZHzNCox5hAiP3GUEQbRdLvAd+//33+Pzzz1FYWIja2tqQQZTjOKxevbrRDSSajm4dM+D2ybDbBHi8EtZsPoKLJwyAT5JQUeNGp5xUWATSzYQR2Z+riCAIoq0Rlyh655138OKLL6Jjx44YPnw4Bg0alOh2Ec1ATqYdtnIeI07shJ9/L0F5tRuCwMErAaVVLqTYLMjJtCe7mUQLg/QQQRBtlbhE0QcffICxY8firbfegtVqbfgAosUi8BwG9sjBz7+X4EBRNepcXlh4Hi6PCHKSECFw8LvQkt0QgiCIxBOXb6S2thbnnXceCaI2AMdxyMoIrIO2YNU+yAwQRQn1Lh8OFFbT4p9ECHRHEATRFolLFA0bNgz5+fmJbguRBHiOQ4Zucdj9hdXweEXIDHB7JEiyTIt/EgZIIxPNgcsjwun2JbsZRDsjLlE0e/ZsrFq1CsuWLUt0e4gkkJ5q9KJmZ9jBGPyroTOyFBEaHDjFrUr+M6KJKSqtQ1GpI9nNINoZUcUUXXTRRSHbRFHE//3f/2H27Nno1q0beN6orziOwxdffJGYVhJNit1qvA2sFh4MDB6vCEHgIZEoInRQmiKiOaCXMSIZRCWKcnJyTLf16dMn0e0hmpmMNCtESULvrpk4UlIHAFi54TBG5nWGT1TcZuQ+IwwwRoYioskRZQaB45LdDKKdEZUomj9/flO3g0gS3Tqmo7beixkT++O1z7YDANZsLsSEET3gEUVwEkdvbARBNCturwiPR0SqPe5UegQRF3HFFC1duhRFRUVh9xcXF2Pp0qXxtoloZnp0zjA8fGwWHjmZdsiSskgsuc8IPZTxnGhqZJlBkgGyURPNTVyi6OGHH8bWrVvD7t++fTsefvjhuBtFNC/pqVZkpAVmoGWlK3/zPAevSKKIMEL5q4imxuuT/QH9yW4J0d6ISxQ19JbodDohCEJcDSKSg90q4MrJJwIA3F4JANClQyqsFl55a6O4IgIkiIjmoazaSRZJIilE7bDds2cP9uzZo33evHkzJEkKKVdbW4tPP/0U/fr1S0wLiWZB4Dn0OSETAOBw+eB0+5CWYgXPcXC4vHC4vBjYMwccBT62a9RBisYqoimRJBlgjHJiEc1O1KJo9erVeP311wEo0+0XLFiABQsWmJbNysrCc889F3NjCgoK8O6772L79u3Yv38/+vfvjy+//FLb73A4MG/ePKxbtw6HDx+GzWbD8OHD8cADDxjWXysqKsKUKVNC6h8xYgQWLlwYc7vaA4LAIdUWyFD+6Bs/4ek/jwfPKYHWio+fwSKQKGrXkEeDaAYkGZAUUxEYY/QyRjQbUYuiq666CmeddRYYY7jyyitx3333YeLEiYYyHMchNTUVvXv3hsUS+6yB/fv3Y926dRgxYgRkWQ4xnR49ehQLFizA5ZdfjpkzZ8Lj8eC///0v/vCHP2DRokUYMGCAofxf/vIXjBkzRvucnp4ec5vaCwwc6oOyxxaW1CE3OwWMMYgSw+GjtejfIxs8Tw+o9orq0iA3GtGUKC77gFWSNBHRXEStXLp06YIuXboAUBaEHTBgADp27JjQxkyePBlTp04FAMyaNQs7d+407O/ZsydWrVqF1NRUbdvYsWMxefJkfPzxx3j88ccN5fv06YORI0cmtI1tFQ6A3S5A4DktsNrjlcBkBqdbBDjAJvPwihJSbDRNtr3hdPtQXOaAVfCHIZImIpoIWWaQmWKdptuMaG7iCrQePXp0wgURgJCs2MGkpaUZBBGgWH969+6N0tLShLenPdExOwUpVgF3XzFC2+b2iuiYnQqfKMPnkyFK9Ihqr9TWe+EVZfgk8p8RTQvzu8zU/Gh0uxHNSVyv/DfccEPE/RzHwW63o1u3bhgzZgzOO++8uNxp0VBbW4v9+/fjjDPOCNk3e/ZsPPDAA8jJycGUKVPw4IMPmmbnJpRp+ILAo2tuGkac2Anb95fD45PA8xwY4BdFMhxOHywCD4sQl54mWimyzCCJMmBRZpXSQEU0FbJ/ab2MVH+MI2NQbNkE0fTEpVQYYygpKcGRI0eQnZ2NHj16AFCSNtbU1KBPnz7IyMjA9u3bsXDhQrz11luYN28ecnNzE9p4APjXv/4FjuNw9dVXa9tsNhuuvvpqTJgwAVlZWdi+fTveeOMN7Ny5E5999hmsVmuEGtsngl/olFY5YbMqA98X3x9CVroNwwd2Ro3DA49PQkmlEzJj6NIhLcktJpobxaVBqRmIpoXpgqtpSj7R3MT1un///fejpqYGzz77LH766ScsXrwYixcvxk8//YRnnnkGNTU1ePzxx7Fx40Y8/fTTOHDgAF566aVEtx2LFi3CwoUL8cQTT6Bbt27a9i5dumD27NmYOnUqRo8ejdtvvx0vvvgidu/ejVWrViW8HW0Fi4VHqs0C3h/V6BNlzPtyFwAgM80GWWIQJRmiSANju4MzTsOnwYpoKmT/2nocha8RSSAuUfT888/jsssuwyWXXGJI0igIAi699FJceumleOaZZ8BxHC677DJcfvnl+O677xLVZgDAunXr8MQTT+Cuu+7CpZde2mD5SZMmIS0tDb///ntC29GW6JyTCrtNwIAe2SH7eJ6DyytCkmXINCC2S2TKUUQ0A8wftqa+nNH9RjQncYmivXv3omfPnmH39+zZ05DocciQIaipqYnnVKZs27YN999/Py655BLcf//9Cau3vSPwHHieQ5eORteYahniwUGWAbdHQp3Tm4wmEkmCA6e9stMYRTQlTLUUcRwJIqLZiUsUde7cGStXrjSNL5BlGStWrECnTp20bdXV1cjODrU+xMOBAwdwxx13YOzYsfj73/8e9XFr166F0+nEsGHDEtKOtorAc7AKAgb2DHxfbq+o/S1JMiRZRr3LZ3Y40UbhOCWZnjpI0WBFNBWyPxcWz6nLytDNRjQfcQVa33zzzfjHP/6Bq6++GldeeSV69+4NQMlI/dlnn+G3337DY489ppVfuXIlhg8f3mC9LpcL69atA6AEbTscDqxcuRKAkgaAMYZbb70VdrsdN954oyGPUUZGBgYOHAgAePbZZ8FxHEaOHImsrCzs2LEDb775JoYOHarlQSLM4XgOHAfcdvFQzPr3jwCAGodXWzBWYgwi5d5vl2hCiL5+oglRA63JfUYkg7hE0bXXXguO4zBnzhw89thjWgp2xhhycnLw2GOP4dprrwUAeL1ePPzww9oMtUhUVFSEuMPUzx988AEA4Pjx4wCAm266yVBu9OjRmD9/PgBgwIAB+OSTT7Bw4UK43W507doVV1xxBe67774mSw3QFmAMEDgOPA94fDK65qahpNKJA8XV6NElQwm2VadmE+0PFnhrp4GKaCpkWbe0B91nRDMTt0K45pprcOWVV2Lnzp04evQoAKB79+4YOnSoYcq7zWbD6NGjo6qzZ8+e2Lt3b8QyDe0HgCuvvBJXXnllVOckjPA8B5vFArdHxIAe2SipdKKuPhA/JMuAT5JpUGxnMKYLtE5yW4i2jZbJ2q+J6H4jmpNGmU2sVitGjRqFUaNGJao9RBLJTLehvNoFm5WHyyMiM11xme09UoXp/jIyYxBFmda+ameoq51pMUX0/RNNhMwYOATSNVL6B6I5aZQoOnDgAAoLC8POLLvkkksaUz3RzAg8h+wMOyRZhphigdsjAQCKSh3wiTJSbRbUu30QJRlOtwin24e0FEqE2R5gMgPTll2gQYpoOiSZgamSiG41opmJSxQdOXIEf/vb37Bjx46wKp7jOBJFrZBOOSmwWXkUinXI8luKAOB4ZT16ds6ADAa3R4QoyigqdSA7w46uuZTduq2jxtbLFGxNNDUM4JT/0z4TRHMRlyh64oknsG/fPjzyyCM47bTTkJWVleh2EUmC4xRr0fGKeozM64xlPxwCALz08a94/p4zkZuVguJSByrr3OiYlYLqOjcyUq2wWQVYLbQeWluFMfU/iisimgfOr4roXiOak7hE0a+//oo77rgD119/faLbQ7QQrBYBHIBReZ2xdV8ZAKDgWC0G9spBVroNtU6vNjW/qMyBNLsFVguP7Aw7Uu00w6/NwRSnmUyRr0QTw8L8TRDNQVyv9h06dEBmZmai20K0IKwWHhJjmHZGP23b3EXbAQDZGXbkpNuVqfkM8PkkSDJDbb0XZVXOZDWZaEJkKGsvaJYiCn4lmhCm2YnoXiOal7hE0R//+Ed88cUXkCQp0e0hWghWCw/GGDrlpGLq6b207R6f8p3bbQKqHB7IMoPPn7dIlpmWs4poWzBF/8Lrk2mQIpqHoEWICaI5iMvP0bdvX8iyjBkzZuDyyy9Ht27dDAvDqpx77rmNbiCRHHg+IG4uHN8fG347hnq3iFWbCjB9Qn/YrAKy0mxgjCmzRRiDRE+wNovMlEn5Xp8IC8WOEU2IXnTTTEeiuYlLFD3wwAPa388995xpGY7jsHv37vhaRSQdQVl4CLI/3X6HrBTUux1Ys7kQE0f1RFa6DRaehwwGWWbwirI2ZZtoe6gDlcwAi0ALdRJNDdO5z5LaEKKdEZcoUpfcINouPM+B5zmUVTvRtUM67NaAJfB4RT2y0m3geEASFXeK1yv5U/MnsdFEkyHJ/pgiAIG50gTRxJAgIpqZuERRtMt2EK0Xi8AjxW6B26sEUdttAVH0n8U78Pw9Z4LnOTBZsSa5vCJsFp5iitooTLMaKpKI3BpEk8PRlHyi+WlUcIDX68XWrVuxevVqVFZWJqpNRAuAA2Cz8OA5Dowxg6UIAHblV0DgeYgyg8wYfD4JosTgcovw+igAv60h+y1FsprVmlylRDNAdxnR3MQtij744ANMmDAB11xzDe69915todbKykqMGTMGn3/+ecIaSTQ/dpsAq0UA758BMrhfR8N+SWIQeA5enwRRZBBlJdO1JMsoLKlLUquJpkJmDDYrjw6ZKTQriGgWOCCQNZQgmom4RNGiRYvw9NNP48wzz8RTTz1lmC2Qm5uLsWPHYvny5QlrJNH8WC0CenbNADigosaF007qgn7dA5nLVfdJbmYK0lIskCUGUZLhcProGdYGYQxIT7UhI9Xqd58RRNOgPT/IE08kgbhE0bx58zBlyhS8+OKLOPvss0P2DxkyBPv3729044jkwnMcbBYBPlEGx3E4bXBXbd/i7w6gqs4Nu01Ah8wU9OqaCcYAh9sHSZZxtMyRxJYTiYQxJeWCfowiUUQ0KbrYRLrXiOYkLlFUUFCAiRMnht2fk5OD6urqeNtEtBB4noPVwsFm5eH2ijipd662z+kWsXD1PkP5Lrlp4Bjg8oioc/mau7lEE+EPJ9LGKQ6cbmVYgmgC9OvB0q1GNCNxiaKsrCxUVVWF3X/gwAF07tw57kYRLQOO4yAIPDLSbBAlhtzsFAwf2Enbv7+w2lDebhWQmmKB0yNCFGVU13maucVEk6BZijRVRLPPiCZDf2+RICKam7hE0cSJE7Fw4ULU1taG7Nu/fz8+++wzTJ48udGNI5KLwHPo3S0LVgsPUVKW8phyem9tf4eslJBjstPt8HoliJKMksp67Tii9aKFeHCh24jY8fgkuD1ispvRouEALb0HLStDNCdxiaKZM2dCkiRMnz4dr7zyCjiOw9KlS/Hggw/i8ssvR25uLu66665Et5VIAnargIxUG3z+afa9u2bi6nMHAQDKq104WFRtKM/zHDpkpkCSZbi9Eo4cp5lorR3GlLQLOkMRvcE3gsLjdSigGZphoWU+iGQSlyjq2rUrFi9ejDPPPBMrVqwAYwz/+9//sHbtWlx44YVYuHAhcnNzG66IaBXwPOCVZFTVugEAJ/UJfLevf749pLzNKkAUGTw+SctrQ7ReGIM/xoMzbiPiRhTJghoW3b1FuWCJ5iaujNYA0LFjRzz11FN46qmnUFlZCVmWkZubC56nxSLbGowBKVYBTq+IDgCy0m3ITLOizqkEU5dUOtE1N00rbxE4uLwiLILyRBMlGRaB7ovWiswYGNMNUEoCmSS2qPUj+xdRpgzwYdCirJPaCqIdkpCRKjc3F506dSJB1IZJT7XCwnPKGlgAbpo+RNv37Ae/oOB4IL6M4zhkpFghSgweUaIM162doLwxHGhB2MbCQNa2cBj7he41onmJylL0+uuvx1wxx3G4++67Yz6OaHkIAgerVYBF4FFd50bH7FT07JJhKLPvSBX6dAskd8xMs6G23guvl1xorR2ZMcgM4A3uM/pOGwWjaJlwsDB/E0RzQKKIaJCuHdLg9TlgtwmorfcCAGwWAWOGdMOm348DAJb/dBjLfzqMf955BtJTrOD9K4d6/WuiEa0bpk8cw9Fg1SjU/mMMlLbZHH3qRpKPRHMSlSjas2dPU7eDaMEIAo8uHVJR7/L5lyJSYiEuPrM/jlfUo0A3w+y7LYW4cHx/AEDX3DRU1bpRXu1CTqYdkqysl0a0LmQ10Nof/0LLfDQeRpYigmiRUBAQERVpKVZwnDJFv8I/Cy0txYpxw7obyh2vcGp/2ywCJBlwekTsL6zCoeJquL2Un6XVYbbMB7nP4oYyNUcmpFvaeT/5RBk+mq3YbJAoIqKG5zhYLTw8usDpoQM6GsrsPFSBQl0OFlmWUePwoNbhhSTJ8Prox93aUEPCDLPP6GuMCpdHxJHjxiS3HKcGD7fz0T4cLOLHdkfBsVoUHAtNlEw0DSSKiKjhOCUHkc3Co96tTMdPT7Hin3ecYSi3/Kd87e/OHdKQ4o9FIkHUOmHalHzVfca1+4EqWqpq3SH5ujj/MilkKQoPB0P+h3YNgz95KtEskCgioobnlcVh01Ks8OkETnqqFQ/fcLr2eX9hNZx+0WS3CuiQqSwH4hVluD0iHLRYbKsjOAKG3GdRwiluMjOXEPVgGFiQgKR7jfqgGWlRoqigoABPPPEEZsyYgZNPPhnTp083LffZZ5/hvPPOw7Bhw3DxxRdj7dq1IWXq6urwyCOPYPTo0Rg1ahTuu+8+lJaWNvUltGn6npCNTjmpsFl41Dm9WoZrAOiSm6Yla5Rkhkff+AlHyx3a/hS7BfVuH8qqXSgurTO44IiWDxf0Nz2jo0OzqgV1mJKniDrRDOOCsNRHAP3empMWJYr279+PdevWoU+fPhgwYIBpma+++gqPP/44LrjgArz99tsYOXIk7rnnHmzbts1QbubMmfjxxx8xe/ZsvPDCC8jPz8ftt98OUaRA33ixWnh0zE5FTqYdNisPZ1DQ9NN/nmD4/K8Pt2h/d8xOQU66HXX1Xri9tCBma0KxdOhkEUdrUsVE0EwzjvPPyacuDA9n+KfdQ+6z5qPRoqi0tBR79uyB0+lsuHADTJ48GevWrcOcOXMwZMgQ0zJz5szBhRdeiJkzZ2Ls2LF48sknMWzYMMydO1crs3XrVvzwww946qmnMG3aNEyZMgWvvvoq9u7di2+++abR7WzvdMhMQacOaeCDliiwWnjcd9VIwzbVjcZzHFLsFri8IhxOL0qrnDhQWE2JHVsBLGgEJ0tR9Kg/EX1/0QoWkaHkjaHQ7635iFsUrV69Gueffz4mTZqESy+9FNu3KwuDVlZW4pJLLsHq1atjb0wDy4QUFhbi8OHDuOCCCwzbp02bhg0bNsDrVRILrl+/HllZWRg/frxWpn///hg8eDDWr18fc7sIIyl2C3IzU2Cz8PB4jW6wft2zMbBntvZ54Zr92t8Cz6FXl0x4RRmiKMMnSjhyvFZbOqQ94faKkKRWEnge/PVwtPRCLDAWZBbiyH0WCaOApHsNoHulOYlLFH377be499570aFDB9x9992GLyw3Nxddu3bFokWLEtZIlUOHDgEA+vXrZ9g+YMAA+Hw+FBYWauX69esXsthi//79tTqIxpGVYUOq3/IT/IO9/ZJh2t87DpSFHNshMwUenwSnW0RFjRsekzraOkUlDhSVOhoumGB8fjEaC8o3E/gtqckb29t3Fg/q9PtgSxF1XWTIbUYki7hE0dy5c3Haaafhk08+wbXXXhuyf+TIkdi9e3ejGxdMTU0NACArK8uwXf2s7q+trUVmZmbI8dnZ2VoZonHY/WuhOd0iquo8hn02i4Cpp/cGoDz8j1XUG/bzHFDv8qHeLUKUZBSXOXCs3FimrSMzlpSEbErOk7qGC+ows3TQqB4dmoDUb+M4ismKBDP+2d5vtfZ+/c1NXKJo//79IS4sPZ06dUJFRUXcjSJaB4LAISPNYjqT7NSTumh/Pz9/Mz5cGRDJdpsFXlFGZqoVbp8Er0+G092+Aq+TaWVJxIBMg1WUhHOVMeq/cAR3CwlIuleak7hEUWpqKlwuV9j9hYWFyMnJibdNYcnOVmJV6uqMb7q1tbWG/VlZWXA4Ql0TNTU1Whmi8QgCj1SbBVaBB2MMssy0wOmuuWmGslv2lGoDgxpblJluQ6rNAq9PancPvmQ+5GI9N2P6ZHoUKBwLHMxmmjHd/xOmaLcb9RLRvMQlisaMGYOlS5eaTm8vKyvDwoULMWHCBJMjG0f//spCo8FxQYcOHYLVakWvXr20cvn5+SFvZ/n5+VodROPp2SUDHXNSIQg8JImhuMyB4jJFjHIchzsvG24ov2D1vpA6bBYePkmGLDPUOb3tJk4lqZaiGM8dnHxQCX4lU0c0qMkHQ60fRHiMMx2ps6gLmpO4RNHMmTNx/PhxXHHFFViwYAE4jsMPP/yAl19+GRdddBEYY7j77rsT3Vb06tULffv2xcqVKw3bly9fjnHjxsFmswEAJk6ciJqaGmzYsEErk5+fj127dmHixIkJb1d7JcVmQU6GHQIPHKusB8cpWa9VBvXuoCV0BIBNvx8Pma3G8xxESYbbK+FomQPVDmN8Ulullcw7AxA6JV99i6cHdcMEpuQbZWVI9DWhQd1iTnt5YUw2lngO6t+/Pz7++GM89dRTePXVV8EYw7vvvgsAGD16NP7f//t/6NmzZ8z1ulwurFu3DgBQXFwMh8OhCaDRo0cjNzcX9957Lx588EH07t0bY8aMwfLly7Fjxw58+OGHWj2jRo3ChAkT8Mgjj+Chhx6C3W7Hyy+/jEGDBuHcc8+N55KJMFgEHhaBh83KQ5YAOWiofPiG0fjHvE3a5683HcbFZwYSc/IcB59/+Q8AIaKpzcJaUawEC81oDdDgFS3h+om6Lzyqu5bROnsK9GNrNuISRQBw4okn4r333kNNTQ0KCgrAGEOvXr2Qm5sbd2MqKipw//33G7apnz/44AOMGTMG06dPh8vlwttvv4233noL/fr1w+uvv45Ro0YZjnvllVfwzDPP4IknnoAoipgwYQIee+wxWCxxXzJhAs9zsNsECEIK6uq98AXl3snNTsGEEd3xw/ajAIC1W4owdugJ6NJBiTmyWQVNGFkEGQ6nD1IHBoFv+5Nyk5GeKZ6FSBU7UVBGa3pGR4Uy08z4XXNt/9ZuFCGuRrrZAPhj++jeaXIarRCys7MxfPjwhgtGQc+ePbF3794Gy1155ZW48sorI5bJzMzE008/jaeffjohbSPCc2KvDjhUXAOnwEOSQx1D543tq4kiAHjm/V/w0v0TwXEceJ7DCR3TUVRaB1GSIckyKqpd6BIUqN0mSdrDPtaYIhbyMA5xqRGmaDFFwWufkfcsPIaOoU6iX1rzEpUoWrp0aVyVX3LJJXEdR7QueJ5Dl9w01NZ7wPEcSqucsFkE2Kw80lKsyEi1YtKoHli3tVg75kBRNU7s1UH7nGK3wO2V4PHJIdamtkoyBsV4z6kf1NUZVTSoNwzPcYZZmYDe/UgdGBZa+4xIElGJolmzZoVsU7NFB/+w9VmkSRS1H3iegyDwSBd4VDs88Iky6j1AWooVADBj4gCDKPr3oh14eeYk7XPHrBQcr3DC5fbBYeVRVetGRpoNVkuLWrO4TdDosZjWM40JmbGQNf5aTTxZkqFeCkB90TxEJYrWrFlj+FxXV4eHHnoImZmZuO6667RlNw4dOoQPP/wQ9fX1ePbZZxPfWqLFYrPwSLEJ2mwyxgCPN5CygeM4PHzD6Xjmg1+0bR+u3I1rzzsJHMeB4zhYBA5en4x6tw9Hy+uRmyXhhE7pCW+rw+lFeqo1ZBmY5qf5H3OJEDNk6YgexgBZNq5yTt0WGaOdmNY+I5qXqF7De/ToYfjv/fffR25uLubPn4/zzz8fgwYNwqBBg3DBBRdg/vz5yMnJwfvvv9/UbSdaEDargEF9ctGjcwbsVgHZGTbYbRaUVjm1Ml1y0/CXq0/RPm/ZU4pXF2zVBteMVJs2Pb+6zg23N7os11W1bohRutzcXhHHKuqTPvVfiTNJahPix2ztCiIsSmJTs+3N35bWgv51haxqfuiGaRbi8k2sXr0aU6dONX3T5nke55xzToh1iWgf2PxroqWnWJFqt0CSGERR1tb56tU1EwN7BrKKFxyv0xI+pqZYkJ1hh0+U4fUp4sjp9oU9F/OvH1Za5UR5dfgM68ZjAFlmkKR2+oAxSSQYxSEwLgirTpcmokXf66Qno0dZZo96i/qg+YhLFDHGkJ+fH3b/wYMH6Utspwg8B4vAIzPdBrtVQGqKBccq6nG8sh6S35pz8cQBhmNe/PhXnbXIijSbIo4kSUZhSV3Ye+lAUTUKjtXC5Yl+3TT1IdsSbs+maEJhSR2OHK9tgpoDaIailtCJrYBwvUQWEHOYIX8BSEH6oW5oHuISRVOnTsUnn3yCefPmGdZAc7lc+O9//4sFCxZgypQpCWsk0XrgOA4De+UgM82G3OwUWC08eJ6Dhec1IdKrSyZenjkJ6SmBkLZt+8oAKAHbHbJSYBE4SDKD2yspU/UlGQ6nFwAgyQz1Lh+8PkVk1dQr26Nyt3GA1EISJzZFCzxeSeuXRJ2YGbMUUZ6iBNCaBGV1naf526u74ZKRz4tov8SVp+jRRx9FUVERnnvuObz44ovo0kVZEb20tBSiKOKUU07BI488ktCGEq0Ti8AjNcUCSZINwaYAcPuMYXhlwVYAwPptxRg1qIu2z24VUFrtgs3Co7CkDjargHqXD3m9O+BAYRUAwOuTYBE4yBJDjcODmnov0uwWZKRa0SErxbxBzP8m2oYftIkWfCEzTBFfEkhCRyvxoTndPpRXu8DA0CEzzG8q0ZChyAj90JqVuERRZmYmPvzwQ6xevRrr16/H0aNKYr4JEyZg0qRJmDx5cguY2UMkG8YYBB7ITrehpt4LnyiD5zhY/NPs1azWAHD4mNHlIwg8unZIQ3GZA3VOH+xWxQJysKgGLo8IxpQHthqrVF7jQkaqDUyWUVHjQordglR76O0dnF04qTRBO5rEAsYQtM6HP09R4s/UNgkzqLWG/mOs+QWwcrspN5yaE4sgbdRcNCqj9dSpUzF16tREtYVoY1gEHoLAgwMHu1VAZY0b4BT3GaAEVuv5+Os9uPrcQZqg5nkO3Tqmo6zKCZkx2G0CfKIMSWbgeWVpEKtFQI/OGThWXo96zgeHk8FiEVBUWgebRUDPLhkQhICXWM0unOznS1Om7I/08FQyKcea0dr4WXt7p6d0g5jdaa2p17gkuEpDTkf3GXVBM9IoUeR0OvHLL7+guFhJytejRw+cfvrpSEtrB0s0EA2SnWGH1aJktT5QWA2n2wevaIx30a+L9svuEowf0R19umVp+60WHt07ZwAAauu9WtZsC6+sKZXrd5NlZ9pRVedGl5w01Dg9qHN6IfBKPFOvrpmGc8py6LILbYlEX1mwocgfrd6qBvekE9RZ8YjTZNHsQfVMF8PGtYz4v5YB9UNzELcomj9/Pl555RU4nU7DDyY9PR0PPPAArrvuuoQ0kGjdqBmtu3VMg9MjQvLnBxIlGRaBx7lj+hjWRVu7pRA3XTjEtK6sdBtS7AIYA3yijBydBSgjVVlOBAC81RI8Hgk2Gw+e4+DxSujXIxsCrySCC45tShbJGRRjP2fwEYHkjY1uTPuE+i0iwfdVi3F3JxEShs1HXKJo6dKleOqppzBy5EjccMMN6N+/PwAlo/X8+fPx1FNPISMjg5b5IDTSU62wChw4HigsrQMAdMpORWaaDQ9ecype+HgLAGD7/nIUltSFWHdUbBYBgBKIHY6uuekQeA7HKupR7/KBFzg43T5kptm06fhtekBv4OJivvZg9xnHtSpLR0ukVfVcM3/PegHAKRsItPFnVgsirin58+bNw+mnn46PPvoI06ZNw0knnYSTTjoJ06ZNw4cffojTTjsN8+bNS3RbiVYMxylro6XaLEixCbDwvJa3qEeXDMzQ5S7afbiyUedS0wD06JwBjyjBUe/F0fJ6VNW5IfuTN8b75mWWTFKSAskpo6Wpnm8NPThZPAHSjGmBr9omGqkaR1sX5o2FC/xL3YQGO6HG4cHRckfztKWNE5coys/Px/nnnw9BCH1bFwQB559/fsTkjkT7pFvHdKSn2ZCeYlUWetVFGqfYAvfSig2HY0rIGImuOWlwukVU1LhQWulEaaXf3RvHk9blEVFc5kCtPy+SSsHxOhw+VhNzfYkeFPVLqjR87sad3B9WRERBuH5qLf2X/HYmvQGN4mBRNYr81vHGEKkXyqpcqAt6LhHxEZcoyszMRFFRUdj9RUVFyMjIiLtRRNskK92GgT1zYLdbYLcJBtvDiBM7G8qu+eVIQs5psfDo0SUDPDi4PCI8PgkSY5DiCFSQZWW18+B11tTt0dJUbqeaKNZzi2fWGAMLirQGGDiyFkUDM/wTvLnFo8wEbWb3GdMbilr/grCizOD2SI2qo6Eu4DglqS25tBtPXKJo0qRJ+PDDD/HVV1+F7Fu+fDk++ugjnH322Y1uHNH2EHgO3XLTYBF41DkDbzapdgueu3uC9nnN5kKU10S3nllD8ByH1BQLnB4RtfUeeDyStpSA2yMaMmFLMtNmygWjTk82e/DE/DDyz95K5ENMrapBF1oUZYLLm26l52/cMIS6cOMR6s1BsmPwWmavxABjTT65wyLwypqOLfQeak3EFWj94IMPYtu2bXjwwQfx7LPPom/fvgCAw4cPo7y8HP3798df//rXRLaTaENkZ9jB8w5YBB5VdW7kZNjBcRxsVgH3XTUScxZuAwD8uqcU547pk5BzptktWp6k9BQrHG4fnG4fjhyvA8BwYu9cCDynLCnCGBxOnzZzTk+4h1tc68sm+EEZmDofvl4W9G9U9YYaigBwrX+wamZESUleGlCvgX0+UUbBsVp065iGjDRbchpoQjJS8DKGgGu9jfhpE/HyE7EOTpml1wa6KunEZSnKzc3FkiVLMGvWLOTl5aG8vBzl5eXIy8vDww8/jMWLFyM3NzfRbSXaEBaBQ2a6DTJT1lZS6dc9G8MGdAIAHCqOPU4nHBzHoWeXDPTolIEUuwCXW8SR47UQJRk+kSH/aOBcTJZNB/zArKvQfSwm95n5342mqZ6IptWSqT5aVIvQ4aO1OFZRr240dKsoyWBQ1vpracRqWUzE+doasbjXTWngcGWWHmu4INEgcecpstvtuPHGG3HjjTcmsj1EO+GEThlgjOF4RT1KK41usvPG9sFvB8ux90gV5n6+DZdMHIiuuWna8iDxwnEcOA5IsVlQ73aBuZTg6VS7BVaL38bCGKQwE8kYY/7Ej6H7ZL9bLdrlbeKx2ERbb8QBTDtxwK4UTZ3BRVWBGNXxjMHlEU0tb+0JBgaXW4TVwmmZ1Q37Y7gZPD4JTrevWdYjS/Ywm+zzJ4LY5qaGIZKhiOOaXby2VRo3yuhgjGHDhg1Yt24dHA6aGkhEJivdhuwMO7rkpsFuFwxT2k/omA6bXwAdKKrBCx9vwedr9yfs3DyvuOrqnF7YLDzqXT6IEkNVnVtbRiQcstlg5reaJNudH4tIibFm7bjP1uzD+m3FMcWZ1Di8OFpWD4+v5VlBmhODhdB0v7I1GqtCcakDFdXuBLWsAZrTSuTvA92M/DYhiprrIpLRV5LMlEWD24gii0sUvfzyy7j++uu1z4wx3HLLLbjllltwxx134OKLL8aRI4mZPUS0bbLT7UhPscCtm4LP8xwuO3ugodym348ndMppdrodvbpkomN2KjrlpMLjlVBS4cTR8nrIshwmmBqm66Zp26N8KASMNYkOAmCG+qNpQ1S1MmUW0IGiavz02zEs+e6AMvcsyraLkgyZxTZDr60Rcn+E+eq9PgmHimuiSknRZmf/hVjQWvd1Nr75DUUKqudJjku71uFBVZ0b9e7EpFFJNnGJoq+//hrDhw/XPq9cuRIbNmzAzJkz8eabb0KSJLz22msJayTRduF5DnabBdUOjyG2aMyQE/CPO84wlP37fzc2ycBqtwpw+0S4PCJcbl/YczCYB1qr2+NpW8KvpgkeimqN+oceiyHQmuNUt150R5RXu3Bcjb1p5UT2ZIa6z7yiGlsUhShq1jif5jmZdk3JiPBuQhorVho6WvPaJ0M/qnMHWrl4VYlLFJWUlKBPn8CsoFWrVmHgwIG44447MGnSJFx99dX4+eefE9ZIom0jywxpqVY4PaLh4ZGRasW9V47UPksSwz/+uwnb9pUl/I3I55PhcPng8UrwiXJ4YcRCH3AcY2ByfGuqJfo5Ek1eypgNVP7C+mByxsytaQ3VEQ3VdR5DuobWTrgwrtDgfBbTZKvmGoKa2/pgOFub8Z81nkjfgzYJpBnbo50bnKkFvbUSlyiyWCzwepWHlhpLdOaZZ2r7O3bsiKqqqsS0kGjz8ByHFJsAu00Iiefp3yMbj948GjyvjCbVDg/eX74LS9YdxObdJQl7YHfMSkV6ihVenwynW4TD5QutmwWCrCWZ4WCRks+I4+MLcmwKQRT9YzH6k6uB1nrRJ0rmAedmRJq1F/acSX7CHiisRkWC8mSpMMYMY3ywJpL9oimar5GLQT1JMjPNuxUNzf01mBqK2sBo25j7Ocq5G0lznwXytzX7qZuEuETRiSeeiC+++AI1NTVYtGgRqqurMWnSJG3/0aNH0aFDh4Q1kmj72K08UmzKVPlgOmWn4vl7zsTJ/QJpHr7fVoyPvt6DfYXVCTl/aooFWek2ZKZZ0SErBVW1buQX16DO6cX+wipU1rpxvMKpCQNJkuHyiKiocYOxGN1nquVFkVIJab+h6ghVKm908Z1Tf32SxCDL0c2pUSMiYjJOxdKwJkBmDDWOxFqrzGLRgverU6sTef1lVU4cLYvfHZnsmd7JvhcaT+O/z4YER/INam0nRUdcU/Lvvvtu3HnnnRg7diwA4JRTTtH+BoB169Zh2LBhiWkh0ebJSLPC4QTSUmw4WFwNu12AzWJcV0/gOdw+YxgWrd2PH7Yf1bav+CkfjDGc1CcxebHUxHmSJKOyzgOfX/x4fYpLTXV5SDLTZszxnOIKieWhoJZNuLUo6vPHVicHxTqkogRPR1mBP7FcazIVNcVbN4MxlQFjcmgBJP7S9YHuqsU1FpLlktH/21TE2yfxEEvKjpjxq6Jk/Gx4nmtTiSPjEkXjx4/HkiVL8OOPPyIrKwvTpk3T9tXU1OC0007DlClTEtZIom3TrWM60BGoqHGhc04qSiqc6NU107Ts5WefCACaMCo4Xoc3l/yGWTecjq65aQlrU3aGHaVVTlTXyfCJMnySB2l2i2YmLiqtgywzLQaJsTiWaWiCGICo6ovZzacc4BUDU+qlWNxn/qDsOMKYkkYi3AHVdR5U1rj9AgshHaC/XbSp6P61xqIRZOGK1Lt8cHtFdMxO1epsbMxHs30dqhjViYemPPeh4hrkZqcgN6uJ8z3574F4NVFD3x4X5Qy1pkD15LaVqKK4kzcOHDgQAwcODNmenZ2NRx55pFGNItonHTJTUFXnQVqqFR6vBLtNMC136aSBOF5RjwNFgSzUx8rrEyqKAKBzTiqKyxzgOA7dO6ajpMoFq4WDw+WF15/PSJSUf2VELxJY0L8JhTUcGBuzN8RvKtK7z0RJNh2VvT4JAs9BEAKeeS6ut9jkPmATsVZVZa1bGyhUy5N+UAwNWYvVemhe8Fh5PRiYJoq0OoMjvaM5Q5KDRQKZmpsGiTHUOb1NLooS4YFsqBtYNIWaAvWmbhuaKH5RlCyuv/76sDPbXnrpJVx44YVhyyxfvhwDBgxo6iYSccLzHPqdkAWPV0K90xdWFPF+V9pz8zejslZJYLdx5zGMzOuc0PZwHIcTOmWA859TlmXIjIfLLWorUrs8opK8UWZaYseoTeRRCJhYiM0SE6P/DMGB1rLpm+GR43UQBA79umejvNqF6joPOndIjdkdleyURon4WsIsc6Y/i+k5Y3GBRnO/KW/y8b/HN+dXoZ0rgnhM6PlkGbKcsBzGDZwsdlEaODbybi3YOb7aG0Vj76+WRlSi6KSTTgLP89i2bRtsNhtOOumkhn+IHIddu3YlpJF6/t//+38hGbPff/99fPPNNxg3bpy27ZRTTsFDDz1kKNezZ8+Et4dILILAo2N2CmobSNRoswp4/JYx+GF7MRatPYC9R6pQXu1Cp5zUiMfF3B5dvEGnnFSUVblQK3shycpg5PZJsPh96uXVLpRWOnFirxyDpSQiiY4pimYEid3Lp/yrC4GRZfMM3jJjgN/LVl3n0VlKojuX5F9jJdkP2ESJVeYfqTQXmg6vaIwpUmKOEPVMRrWc2aM4+HgZibumtgJjDBJLwLpkDZ4nMaKhoeNZDNbqRKMuc9QWiEoU3X333eA4DhaLxfA5GZi57P76179i/PjxhkVos7KyMHLkyGZsGZEoFAsRg9sjIsUe+RY9/eRuWLT2AADgqfd+xh/PycMP24/i5ulDEm4ST7FZkJlmQ53Liy4d0iBLDILAQZRkLfmkwHM4UlKHft2zw9ajf3Y0xWMkqmdTjCfmwBksRZJs/lpqiAfhAFkOrMsUDUWlDkiyHFX7ahwelFY5MbBnTsKeR7LMtIWIE/nua3iLZ0oaCo9XgiQzCDynubc4vypqcLZRA31q2NfIINzmnOqtnkb7NrnEx6ocKq6B3Sage6d0/wSJhFafcFShHLmMet8k6WJaeifGQFSi6N577434OZn8+uuvKCoqwsyZM5PdFCJBpNossNsEVNS5kctSYLcJYWeI2K0CJozorgVef7pqHwDgk2/24O4rRoaUd7h88IlS3Atp5mTakZNpVz741ze1WQVYLDwqa9yQZIbsDDucbp+2AKq66KwedZBM+AynJjChq/UZRFGYN9+Qy1HjaEwsJWZ4fJJhllskXB4RkqQEwtus5q7WWFFixOSEBFqrAc4qqquLMQaLRRHToiRD4IWQmJNohUDYUrrzNnVyPVXYJYqmHl8lWYbLHWv8VuNojtCsZMqSaK2brYFmcqY2HV9++SXS0tJCZrv9/PPPGDlyJIYNG4brrrsOv/zyS5JaSMRKit2CjFQbUm0WVNa5UVzmwNHy8IsMnz64a8i28hrzxTIff/MnPPnuJtS74ktmFw6bRUC3jumQZYayaieKSh3YX1gFh8uHwpI61Dg8IceEe4i4vWJUa19FIpzY0sRYI+sMl4Ig3MrvUcfJILJlot7l0xIRWi08REkJdk8USvB8Yp7u+vyKhr6D4iYWJQafbpFc9bqjFsqxhIU1wooQaUD3ibKWzyuhNJMjornG8Vhzkrk9IrzBCyg3GGnd8q1erYG4A60rKyvx9ttvY926dSguLgYA9OjRA5MmTcKtt96KTp06JayR4RBFEStWrMDkyZORlhaYeXT66adjxowZ6Nu3L0pLS/Huu+/i5ptvxvz58zFq1KgmbxfReHp3y4TbK4ExBqdbRKSnZO9uWRg/vDt+3BHIX2Rp4M31aLkDJ/ZKfILRTjmpKK9xaYvXMuaA1ycFDdz+t9QwD8miEgcYWMzt0x67UUz/jXWJDg6KK0xFksJbHlSLUlNMEj5WriQhHNgrx3+uxL6hSjJT4sXQuJa7PKKyXIz/syr21K9E4DhIshxI42CwKMVw8iiCd5Ug3PgHTAaGepcPNQ4PsjPshn2SPweSyyMiM82m9J/UGMudMbloLMueRH0G/W+jGVQE8/9fLKcqKlVeAtX7PJqDlRee5ldFgReZZj91kxCXKNq/fz9uuukmVFRUYMSIETj//PMBAIcPH8a8efPwv//9D++99x7y8vIS2thgfvzxR1RWVmL69OmG7ffdd5/h81lnnYXp06fj3//+N95+++0mbRORGFJsFqTZLeA5wO2TYLUoMS18mJH+isknYuLIHvj3ou2oqffC4fKFlNe7f3xi4qwLelLtFnTvlIFjfsuWJJtnum4oADnu2E/W8DtprA8vxhiKyxyGRUqlMOaDEDeQIX4qihM38HBlYIHEfv4pNwl9Fsc6gzAMdfVe5Xp1msegX/xxIuo9qXc/RKOJ1Bk/4Qje1ShXLVPaWe/yhYgiBMW7HD5aA1GSMShByVT1FJXWwW61oHOHxk2mUNsb6O9mipeKqazuPo/ieC1TfRsRJskkLlH05JNPQpIkLFy4EMOHDzfs27FjB26//Xb84x//wPz58xPSyHB8+eWXyMnJwYQJEyKWS0tLw6RJk/D11183aXuIxNK1YxpKKpzITLNqbpLgTNd6uuSm4S/XnIp//Hcj3F4J320pwuTTemn7ZZ1bJHjmTyIReA49u2TC7RVRVu0CByVnTW5WinGwjfAMC10sNEYaM/03iJ0HKzB/5R7DNllmCNuDusFXRuyum8CgZS5O9INYU40BqsWtMeiNQFqeIkMJziCYmU5BRdtfEWSR8VNjXGcRjueC5oKLkgyxEfduINBaDdYPZAB3eyS4PVKjRVGwGbU5LByxnkLfxJhczzGeJ1Eky0rVFMQVU7Rjxw7ccMMNIYIIAIYPH44bbrgBO3bsaHTjIuF2u7F69Wqcf/75sFqtTXouIjlkptkwoGc20uwWWAUepZVOuBuItclKt2HKab0BAOu3FRke5vqM075gf30TkGKzoFeXTGRn2FHr8MLlEf3BtSyyIGrE400dwNSByeuTkH+0xnDtsT68th8oD9mmBCOb12PIzhyjIPJXENZipDdQcfqNMeJwerXp/6HnSMDDXQsuNwo4o8gLXKP+umLynEWxj+e4sCkUojuRQfcYCM5RE5PrL8L5zDcnftBtTiERz4uB8fiG62/q2Wdhf/NtRBABcYqijh07wm63h91vt9vRsWPHuBsVDd9++y2cTicuuuiiBss6nU589913tB5bK4TjOPTokom0FAvSU21wRLHa95TTe4PngBqHF6VVTm27pAuKaSr3mRkZqVa4vRKOltUj/2gNiksdgbXATIOV43Sf6QbYwuN1AIA6pxeiJMPjd30x///F8uzskBX6W5fDjJJ6N5DSlthjDRoaqIL3xdNVxyucOFYRukhqcF2llYH7p97lCyukzNBfu2yawoCDxy/OWTjVEY4G8hnpN6vrrTVmwIyU4buxdTdEsLurtaH+5mLznwUKRx1X1Qz9c7CoBkWldUHnZbFfXwsmLlF0ww034JNPPkFZWVnIvpKSEnzyySe44YYbGt24SCxbtgzdu3fHqaeeati+efNm3HnnnVi0aBE2btyIL774Atdeey3Kyspw9913N2mbiKYhM82GEzplICPVAq9PNp3Jpcdq4dG5gxJ4/6HO7aO3lujX8WpqOI5DRpoVdU5leRDGGBz+2Tpqi9weURuAIw12DcEYMwxgHNf4xRrNgmYlqeEBOWD+jy8IM+whhqDk+C5MZizsWnX6/qvW3WtHyx04Wh7davPKNPiAFYVBEbpKn/iteKIUMgsy9stRDjha5sCBwuqgrQFkFn+SwoB+D9NfJu2JF+1ozvBPQgmxyLVQtRWr9YUx42SIcEiSjILjtXHN2mRgcHtCn50tswfjI66YIsYY0tLScO6552Lq1Kno06cPACXQes2aNejduzcYY5g3b552DMdxuOmmmxLS6JqaGnz//fe48cYbQ2IOOnfuDJ/Ph5dffhnV1dVITU3FqFGj8Pe//93U3Ue0DrLSbSi3WZCZZjWdBRPMuWP6YP6K3SgudcDh8iEj1WoYBM1+2E1Jqt2CkkonMjngs9X7sGVPKa4+d5AWkFpSpbgGO3dIbfRDWv9gVNeOUt1qKrGcwSwHjSyHf2Trt8t+RRDLAz6aQGdJkrURM27BFekC/FYefZ/JDFEPJBznj6fS1RncB7LMDNOuAxaRKC9IV87pFiNac+QgsRwtekEU9vBGim6zcxo3MIOLTv09J/AMzUKsZw0Jlm+gk5WfWsNncbh88Pok88D5KNpk+tOM0dDZkolLFD333HPa38uWLQvZv3fvXkMZILGiKDs7Gzt37jTd16dPH7z77rsJOQ/RsujVNQM+UYLbK0aciQYApwzqgi/WH0RNvRez396AF+6baHB96GdSNQc8xyEnw47KOje27CkFAKz7tQhnndoTPM/B55P9weTKoyVhrg51/a04BZG/ihCUrNNh/GeGz42INjAJFlfryj9aC0FohFsokjtI97ekBkj7A4pjsraEDGoBVxagCH19dXG5GQ3HM+NO7U9mmrlZlhkcLh+y0m0NnCe8IFLFtn42ZVPHtRxLcDqNlhhoHXp8FDVE6cLS34Oxt6PtE5coWrNmTaLbQRANYrUIyM6ww+H0oarWbVgF3LS83+0jyQxVdW6jpchrbilyeUR4vFIga3UCSbVb0M0SyKfl8oqorHGj1u+i8YlKPqO4Y4qgmtAD4i8km3EcT0Mzk7wsR2d50CxUMcQcML8ZJ6xhggXWWItXcoUL4TEGCitiQpIZLIISrMx0AQf1Lh/q3T506ZAWUk8gNxBTawIY083I52AReIPQUsRHdNdj+rJuYllQLW6ySd1VdW5U1rphtwmwR8orxBqOKUr0aFlR48K3mwtxxvAT0C03PSDs/e7gxsBitFwmiljFYqwtNF+iOTF1Bw4MNRWpX3+7WvssmB49eiS6HQQRFR2zU1Hn9OJoeT1kmYVd/gMAbrhgMF765FcAwJPvbsK1552k7QuXMXr2Oxvg9cmYfftYZKcbhdGWPSXw+mSMG3ZC3O3XLxTr88dHCTwPm5X3Cxq/Edw/WEa6vnAYY4pCLQrhArzDIZmUlaJcMyogCqJDHbC4iNEk/nP7L84RoxuAxTCK6xe6DNaGx8rrwcBMRZF6rPG8MKgZNUGk9v0wk+8qAqFLdzDDPv1mJrMQcauK74asX5o1yKRhwdsbbRHx1/feV7tQVuXC9v1lmH37uOBCjTxLyFkTXF9o9XE1OcbfjnJIw6VjWXYn+vMmrq5kE3Wg9Y4dO1BdXR1V2cLCQixdujTOJhFEeKwWHplpNqTZraisM1/KQ6VX10xMPjWQp+ijrwNB1+EsRV6fMnLkF9catsuM4cOVe7BwzT5UNXDeaHF7RWRn2OHyKtmPRUmG2yvqYjhif9IwmA9+jck4K5uYiiINpMb1vvyWpjCWGfMKAsea128UW84oZiRGqsPs9AGhorsWsySckS4qqM+DJYxqxYtn8DNDa15QrFW4egODY8NnjmgpinCOePj2l0KUVbkAwHTJlUQMwPrvtiUO6Kae6YbaGeV1NCZ4PbwbtQV2YpxELYr+8Ic/4Pvvv9c+V1dXY8SIEfj5559Dym7duhUPP/xwYlpIEEGk2CzIyrBFNa3+nNG9Tbc3lO8oeHaaPvFjbX1gnSdZZsg/WhPXbDZJYlouI69PgsQYyqtd2oAcT2BssKuD5znTQS+WmiWTS4vGUqSs5M5ifmAGxivzkYFBJwDieAtnLNTqo0fff3pdFE0IlYq6in2ILSfIigcoi+AGEjeqbrSIl2A6zd4YXxTUTmYiyvyL0zYk7ACAyYFrZYyhqtYdcPsZ3ISNFxnfbz8ass34PTTuBMkYvuOdgakcG12bYwmmj9+FGFYVtUhxGQ9Ri6LQhR4ZPB4PJLMnJkE0ITmZdnTItMNm4VGiyyNjRordgqfuPCNku5mlSH+PBwsuvQtJP2No3dYizFm4DR+uMGZ8jgb9L6pbx3T4RBlVtR5tsIs3dkJvxQle4imeKs0sRVKk2Wf6HYaBOsqzN/DADh549fXW1nujy0EV1goVMGkxhLqoQtoVMdaGGUY0VedpR3BKPx4tq9fqCqcFw5/EeD4zV1aom007PUzTJ0U+DZxuEeU1LtTUe5KiMBJxyob6JuHE834TfKtF+k2o91g0Dw0u/pX9wlmw2ogeAhBnniKCSDYds1ORkW6DGCGzskpaihUv3HumYZvZ7DP988QXwVKkF1Tfb1MWQ/7tYGjW51jgOA7dOqRpWa8Zi/IBF4Q6qKalWNSK/QNf8EtN9HWa5fNRhVI4K5Qhliimh6a55SO4SDjLREllvbbuXLwEnzacNaYhP0RDgwUHDpKJeyhazL5TxgKxSkG+u9DGmMxMND8RC0k+qfP6GUPUoviuPT5JWzg2JBlmxIPjsTua1RLDKRNIbOcxfmHRvlBEezvJZvdDlK0y39F2ZBGJIqJVIvAcLDwHm4WPapq0IPC4/OyB2ufaei9WbjxsKKN/QKuxRdq+MJaiVHtccxXCtjE3KwUen6QEwMb4oDFYOYJ9KbrBKtbnV7hAa7NgTTVGJpZBMphorCXGAdkoWhq6HTQLUFjRFSSC9JaekKIR3t6h/z5059RiWRhE1QrHdGUiN99wIXqrk8FSFGzZN2k/73efRaO99XXrZ9Yx9TpNyoej8HgdjpU7kH+0FvlHjbF74YK5QwQeAuIqXljIH01HPKeIy3seRfbG+O1E/nOEObqtxBWRKCJaLTzPwWYRUFIV2YWmMmFED/xLZzH6emMB5q/YjYVr9qHO6TW8tYe4z3QPG30CP80ikyBS7Ra43CJkWfbH7TCUVjljXpYkEHPTmJXU/HWZWorC1xs4dWDwj+UBH42rTz/VnZlsj/YcDZ0/1H0WoMHlF5gSm2Y6O4tT/hNF/b7AiaMZYELaErTP+DnMQMYi95l+j/4ODOciDd1pVieDxyuZiv5I97k+pkiUZOQX16CyJs5JD8mwbDT2nA0dHsULgb5sXEIt3PbGPmRaEDE90YuLi/H7778DAOrqlPVPCgoKkJWVZShXVFSUoOYRRHh6dcnEYalGETQyM828HIxFML4H/LpXSaRY7/Lhisknats9QQvG6oWBKDLsLahETb3XsASGV5Rgs0TI9xIFPM+hW8d0VNS6cLS8Hv27Z2lBrd06pkddT3DMjXFgjmEVdmaesLChN/SQcTJoiyTJkBmD1aS/FKFjHiCutklv9Yr34R7N4pYBq1K4suGpc/nwwodb0PeELNx71ciQ/Sk2CxiUQb0insHdRNAwBC86axQTeqIKtPYjyrLmzuWDjgsXZxIutypjCFi2gsp4TUSReq/pv3NJZvCJcoibOyqSMXjHIYgMLxdRHh71lPwoy5qfw/yc7TJP0auvvopXX33VsO3vf/97SLlo0vQTRGNJsVtgEQSkpVrhEyUItuhu5/PH9sHKjQWGbTsOlGPGmQO0z8Gz0/QiYPUvR7Q1sfQ6bMVPhzFj4gA0FsGf4brW4YXD6TOdlhyOwIM0cQvemgkg1YqljXD6NuhcaIqoULcHyhSWOiCKMgb2ygk6Fua+nnAEuQyjSmWgti9iERbajiA3jjbDzOR5xxjD7wcrAACHj/ldRCZjm82iiHRZtejFOa4EC5wQsWNSr5rDKhpkvfbwHyeb9HU07j99twZfr9cXKnIkSQ4RwUyOXtg3RDT1iJIMr09CWkrsy4vEmqtLOcbsxSJCef/eaDOux913bUP3RCRqUfTMM880ZTsIIi66d06H26tkoU7xiyKZKZmDwwnz88b2xblj+uD77UfhdPvwtV8gPf1+IL1EcHJH/cNGv0io/hn0y67jCRFFANA1Nw0VtS5U1LghSnLMLxlqu9TBqzGYrQyvbgtrTm9ggyjKYdvFQv7Q7TPqkpA6or3UBgduXf815CILZxWxCCYbw9RlcDU20LbIMF1bdBaviFa3KESBLMMnytoEheBYKzOLVfgmKkKamXScaimyCJz2MhC83pwSB5X4CBbGGGrrvUhPtYZYlI+WOeD1hYr42OpvZAOjIHGvQuExu4zGpBxoaUQtii699NKmbAdBxEVaihVWC4+KWrf2d3GpA2kplojLgHAch4kjlczsqijSW0TqgxICRhPQ6RVlbNx5DCf1zUVOhAzLHAfDG72Z4LEIPGRJmSUninLYiU71Lh9sVl5zQ+mtMgcKq2G18NrAHe9Ty+EKTY4YyFED7C+sQsfsVORmpWjb9FaicMNu2Naog2aENpm9fTMW3aCgDeIRThAQKeGFkeaGMDlekpkhe7mew0drcbzSibFDT9AydzcU22N2brV0wfFaJcYrxK2hts/cCqV9jtgPyr8WnofMlPQB3Tunh7gwY0EtLzNACDrY4xddNqsASVYSmUqSzuoY26kitiG43S6PiILjdeiam4auucYs5VKUy9qYof+9x9ZI47/R3B8sSqtyUwiYNqKJKNCaaP1065iO7HQbRP9bJi9wcLqjX/B14qjQZWvq/UJAZkpQpxzFw8Ynyliweh9eW7gtYjn9W6gvwqrrkiyjvNqFercY9oFztNyBgmN12mfdUAWZKXEXEQfECFTWulHvFjVRlJFq1ZJhqskbJUmGV5S1hJaBenUn0Am1aBrRUAiFQQjpxCoL3tkA5rOmjOdQ1ywL3h/4bDK6Aqh1eA0xbuqA6vOJeHXhNixYvQ8VNS6A07mh9AIsiutQT+31J3/Uv60bElBG6NBoB8dUu8UvvJgmsg3B7jHdYIFrDaaoVEmn0DE7VfudBP9G1Blzic4xVFHjhitCdvTGnisW0RvlTyUEUWYoLnM0eK5GvCM1j8kriZAoIlo92Rl2WARem95siXG9sBlnDsBpg7satlX4g5s/W7MPs+b+gOOV9VHXV1kbOWhWP1j6fOFFUZfcNHTNTUeKVYDbY/6wDokh0AkQFjzCI7aBpKLGhePl9ZpAvOvyEejeOQOAmryRQZQZJMkY5K4NzkyXV0b3IK3y90/YHEdgYferF8fMrjPSMTGgiiu9UNG2hzbFFEmWDevWqZbGxd8d0LY5XD7wfouYdhcwc7Fm3s4ga42/rZzfjBQysJqKwChigBgU8SazsH0R7vsIV58cRqiVVSvLe3TOSYXVL4oMMXX+7z7WGY3G87Ogz8q/Tn+OMFlWJheELB/TiHuruaarS5KynmL+0VrUOb2mZWK1ShqPDX9cW5FKJIqINkFOhl1LqsjzXEwL/PA8h2vPOwl5vXO0bZLE8Nc567Fx53FIsrLuWTx4vFKIK05PpCnINosAq4WHxcKHtXyFc+sZgm4R30NZHbxc/nOnp1p1A5UceN0MsRIEWXN0FgVAEQNyA4Na+H3GugBdWEqUA6V+AI98FrPBV39edSkPs3MwWHidRdD/Pa/fFljCQrtPGfMHDjfcdv25DQI4qB0M5qI4uI2GchHPZxQyar+EO0UDdiIEguKN+1Rrr1XgNfejKEnQ31QMzC/QGjMMq8Jbd25JhigrluGKGjeKyxyGeLpYvp96lw/7C6sal0cpFssSUxaPVmO/1GuIfEzcTQtTYYLrSxIkiog2QWa6DTynvClx4OJaXf7Wi4fiiVvGGJI8Npan3tuEx974yTCbTe/aiGbNNEHg4PU/6IJhuvr0L98ydGJEZ0UA1MGw4ScYYwwuT8B1l5ZiUWKUAM0tF7xMRIhIiDAgm8lBjuP8QbQNv5GG5CgKfzqT80cuG+x+Cq/RlIG9zulFYUnAjSkxYwyxT1SylHfpEIhzk0TZML1dO0eUF8HUC9FdEGPKJAN9Z2hFzAboBs6lJWwEF4gjQ9A9pL+3omx3INWD8Qg1H5ggcFqgesjsS1WMNcLiYdoumUGWFFEkyX6Lkb/6wOy+6M5XWetWcjHJcqPER43Dg/Vbi1Hv9jXokRR4DpIEzc0Zrq1en5TQfgu0oW2oIhJFRJsgI9WK9FQrHC4fOA7g41gL2mYR0CErBRNG9MD1FwxudJskSUadU7ESqbESgNHlFew+KyypwwsfbcHeI1XaNovAw+UWUWqWpDJ4YFCFkBwQHergVe3w4NvNhajRzZ6LBGOA0+86s1l5WATFagUELEWmD19te3hjklrO/MSGS4mqnYG/ox2WzU+gH+jNiug/BxImMpRVuUKWjtELKzWfzrCBnQLbJBkcpwio4ASPZldRWetG/tEa8ysyUSXBm8y6JpZhLERTGYRcUC6soO/EeI8q/5hZUVQBJPCBe02SAsJCvZcacvsxxlBS6TSdORloX0DkqXCcLi8SM34TDOZ9GI7g4PdYjlWLvrpgK774/hCWfHewwWN4noMoSREFkSwzzYIUr6VNX7XHJ2kzdSmjNUG0INQlMhxuH8Bx4Bt5Z58yqAsevuF0nDmyB/5++7iIZXt0zsA/7zxDC0IGgJp6j8F87faKqHf5sONAmeHNN9hStOrnAhSXOfDG4h3aNrtVgEeUUFPnMY/DMR3cAf3AzgC88smvWLulCAtW7TOMBFrOIZNaVLddml3Jz6K3FKl1m7YjRCcFRlD9MhFm5zQ73lBCs4oEbw9/TOhZjJag8mpXIM2A5laK7kHPWGCGkRZPxoIsgn7XrsFdo1qKZAanR0RdvTfi+Sr96Rm0gV5tJwJ9zwAtj1A00+TDClbDcUoBvZjXT4k3iAUTl9jBohoUlxnXo2MsVDQAgen3gsAFXLUmLmb1/nZ7zC2tLo+I2nqPIX1GJFQRr1oqOY6DxKAFdIt+S1+4rnJ5RByvMMYd6iUVg2IFi9VCs3l3CQD4g6cjl+U5JY0Bg9LucOvqyYyFjelqiOA2FB6vg8MZPjygNUKiiGgz5GaloFtumhL0m4DcoV1y03DZWQORlW7D3647FSk2Y/blof074upzBuGv15yC9BQrpp3RDx0ylan4s9/eiGc++EUr63D58NbS3zDvy12GOoIz+NaHiR3KzUiByytGjEE6Wu7AJ9/sRWmV05jczi9Atu9XFq2trDUOFPnFNVqAqx6ZBVITpPqXMzHEFEEZMA1TlfUDtV+5mA0E/qXTIPoDQ/WEi1PR7wts0G+LLaGfWtQnyqiodaNcH4MRbPXQiw4VLsjCwxgqahRxJfCcoa3a27TeeiQxTUw9Ne9n/GfxDqW/I1wDY0D+0VptQV5tu65twcuPRLYURRfLxPnbbpgpF9RHxnr0FhamiRe9GBblUAmoF0UWs0BrGGeeMbCwcTuRwnkCYoUZvluOA5isuCCZP+C6qs6jsyCaV1pa5QwJbNZfK2MMVbWeEHEYjMPpxcGiau1UnTsEUgM0KND94QPqJTEwU6uw/oUpPoLFdkCItQUSu3ATQSSRFLsFHTJT4k//H4HunTLw5J/OwNEyB775uQBjh5xgcIWoTDmtNz5fuz9ke43DgyO6mBOV4HaGC4Wy2QQ463xweyXD0iLKg1c56N0vfofLI+JISR2GDugU8pDiOWNSRxWZMWWGWQdjeQZolqJ0/8K3qqXI7Y81CvIwBLXLeC5t0OY4zQVSVuWCw+VFRqoVgsAH9pl3Q0j7DP8GWWfCHhdUhOM4yP5ZR2b1l1e7kJkWPpOxsS8DAkUvGlweERlpNsM2UZTB8ZyhzSUVzog5rmSZoaLOhRc//hWn5HXB4H4dNeuM2qdKm5ScQr26ZTZgdYs82BoHdmNf68WiukcTw0HnMEtuKclyyJlVq5DA8xDUmKKgckqgtfp9m7eb86tNUyEYYRvH+WOnuEBsjiQ1nAKAQ2hbVGuM+huRZBnuBgxXlbVu/2LLyufsdBtKKwNuc5dHRHm1C726Zpq2PzcrBV5RsUj5RBlOt4hs3f3E/IXD/GwbxPCVB51bxeuTIAh8VMsutUTIUkS0KTpmpyDFZoHA8yHrlzUWq4VHnxOycPuMYaaCCADOGH4Czh/bJ2R7ODO+z6cMxuu2FqGwpC5s5mqB5yAzhMStAIGHm2qN8PkfiobBjCFs8Hn4qe+hliKLtiwFUFblMoqfcC/TJiJHHWAkWTYEaxsWNg3TLvNBLaDA9PsLS+pQVhVqBTO+LivWBkmWtU16QRcIZA8dFPWDqZqzSBUL+naogfb6gdMnKe4zvdVHPUYVaD5RMmRXlxjD1xsL4PFK2LDzWNAlMf0HyIyhrt6LZd8fRP7RGuiXfjlQWK24+hpQoC98tAXzvtwVmO1lZjEzGWSNxkNm2K5+32buHdUqZAljKVIFhhrozWRmekOo1rJIGjnEmsaY8n0wpgSWM0UMceoMwQj1qSJML6yDuzaaJTi0+8jfpoxUnRhnimhyeUQcPlarpcrQ2g8l6aXsb4cYbnKGrg9jIVx5FvTHkeN1OFYe2SLWkiFRRLQpBIFHv+5ZSE+1wuNNrCiKBo7jcN7Yvnjp/okYcWJnbfvGncdNy3tFGdv2l2HpuoN46ZNfwy6iCSiWnnAxFMfKQ/MoGZLrQXngx4o6mKtLqFh1iSe3HygLfWv0n6/O6cP7y3dhf2F1SHuUv/VCxjg6aW63oLYYBhz9cbpBhAWdx+0VwwaW6w9Xk1GGtEH9z7QG43UFrokZrw/Q0kXoL1UUlVxGZougqhQcq0NRqS45p2z8HvXuGbV+ThdT9PuhCqzcWIAl6w5C0p1c9ltA/Jcb9rq27y/H8QonSqqcQTPyjCLRcB9E1llaYdXVo0cdxC08r1klRSlI5KttZkbLYFWdOyAC1Lg1k5aECDhdmzgOkGWg2uH2W3pYUAxc+CsLuU+C7gFZva8aQN+XGToLpU+UtbZ4fRKOldeHZJvX56gytZqq92eDrQjfuJBjg4SyzFhSnr2JgkQR0eYQBB6ZaTa4febxOW6vGPNbUqxwHIebLjwZ/7r3THTMTglbzidKBvN4pGAom1VAbb3HEEOhvo0+OGe9oayki/lRyjGDpUg/mEbqCzWbsPrWnmoPeNwzUqzma1Ax4LM1+7BjfzkWrN6HuZ9v15ZSUa8wWEhE83UcKq4Jcc8YrRPKJ/0LuVm9IauuA+H7gAX1UYgI1A16CMRKBQ/HoqQs8GuMKZIhcBxEMfR69M3RW1QkmZla/ELGa3+bJZ0VqlIXMxXoqwgzlQxtCMSq6OswLOCqGxzD5fdh+v9YqLvYNKZIJxpVAWMMhlf6pbTSafgtydoB/muIsIis2iY195TLLWp1K8HXgTabwXGBoGzt/P7+2l9YjYJjtQikIQiPKnrgv079763e7QPnXzNOtdwd170McbrjDfFfQYQxrkXE65MixjPqBWNk6djyIVFEtEmy0m2mN7dPVJbOqGumGRMWgcc9V4w0XxwUwKK1B5B/LDDNWp/PKDiANM1uQb3LB0dwploGbZkNlfVbiw3mfiaHd5+Fe06rcQlAIJaI4ziMGdJNaatXhMsjBtxLgeYYsnrvPlyJX/eUhs5eCjz7tYe3xydh96EKJT9SULu0N99wL8DqPoNFI7RwcanD8OBWcwgZ6tPtl5l5H+nzAal/M2bezmU/5OONJTsMljPVUtRQ/Jv+PpBlZjqzMhB4rLVMyZWkE9kunZVR38RwA6T++5K070v9rhkkBlTVegxuIjUI+2hZYLDWAquDXDk8x4WcOzAln4PdHzvn9RlFkb6P1TbKMtOSFuoL66s/VFyN8urA7ED9v2o7VFHh8SkiUFaDrlmgj80IxMkpnz1eZWr80TIH5n35Oz5ZtS+wTEoEVAGmv9ZA3wRSOKiuvWB4jtO+KznUEKcTpdG9iKgcOV6HI8frIgqewG+wNUsiEkVEG8Vi4cHzvOnMFIvAR5U0MVHkZNrx/D1n4o/n5Jnu33ekWvtbv7RA8CAiCLy2FhsQ+SG990iV/8EXECzhLAyRnmHqW7p+vTb17dXjkxQzeciT19xVp5n6uYA1BfAnmvSX+eL7Q/jqp8NYuCY0WJ2F+cCC/og12Pp4eb2hn5T9zFDWNPGh/tzq4rA6hWDWjhKdJcMnqaJIN+gHzSoLfttnLNh9BoMoCTbL6O8hjzcwA0wfJyUzcwuAvv3/XfZ7iHhU+0Sdam4UkaHXnn+0xqjGOKOlDdBbinhtQoFPlIK+b6YpBlVcq7+LYEuWvu+8on+mo2Zp0aN84v2WGJ8kBdyNOutNOFETSKrOdGvRAct+OGQ4f0O3pt6KChjFuCgFUjjIEcw9kqScXZJZ2ISd+t+f4ViZmYp0Q0LV4BcIs8+tWBeRKCLaJMryGBx8JsHWygr0zfurVSwsJ+Cl+yfiyskn4oGrT9Fm1+hx6ixFZvlZOAA1dToXWjjXh9/ezwLjh6lQUfaF7wstxkPXVlUUeX0yfJI6M4ihsKQOq38+Ao9XMhVg+tgevXhQXVQA8OveUgBKgHRIu0KES+DBrn8Os9BDQtDP8FE+BxVQLQN+a4F+kDfEcegvQzdANyQ2gcD3qxcuamyT3u2ptzAwFk7cKifU940sM0OQshqkH9w2OYxXJDhoeHdBpcF6oe4OPj7YpapaJiSJGRIjqvE7wTPyAOU3amYpChacalZs2b8GX0CdhPa/3g0ps4BgYCyQj4vjlHKiGPgOeb/1JmJuHy2GSSmiipa1W4p055dNs7iH1qO7XN0H9fpUy6VBLOuq0KxATLHm6VEtXuFuzuLSOsMC0/r6w3v+gn+XrVgRgUQR0UaxWwWk2q2oCs6BAwaO50zfkpoDjuNwxvDu6N01Ew/fcDr6dc8y7NevcWY2cyQ9xYaKWg883oB7yewhJDFm2MeYbD5FVnOLmKPFFFkCjwrVlSbJsmH2z4Ovrsd3vxbh600F5pYindsvINYCeW8ARJzGq1kjtPaGNpypleuOMa0r6AkfnPcn+Lyyrq/NZtboXSyB48JWCSDQt3pL0X+X7cKnq/YaLBPaIAvl+gyWojAODQZmsCoCAdes2u/7C6u0nFZmBMe/+HyyoevV2WzqrD3tfjSxYjCmCD41aBpQpt2ry2mo6GOK7P68YF5RChFZWvJQ1dooM+WeDxIUwb8Ro4UsULi0ygnGGCwCD7dP1O5tvTiN9MhQZqtBy3Gkitt03ewx0cyfZVJPsGVQ3zfqfv09ufNgOf7+9kZs3VcGALAKAkRR1gLFjRgnFATj9cmGgHzjoWF+S+otGPTS0lohUUS0WTJSrbAInNGFxhCSWC9ZdMxOxX1XjcLs28ea7veJMhat3Y8XPtqiuftS7AIkSdbEU7jLUN0D+uefXtjog43DCgdm7j7TT5UOvPlDS4FwsKjGdBadarVQB5DAW39gsNKLouA0BhFjVBnTBsGgr9sUWedaVOoOHcTV42Vd3UBALKjpE0IEDDNascJhZikSJRkHi2tQ7l/SRf0OVBEgM/NAazPrlCjK8OgmG7hUqyljqKx149+LduC/X+wKOwgG90nwZ0lWLIiqXiircmL91mK4fcZ4MPWrVtIeBO4XgVdyAokGURQQTDbNUiQZkh6yILFXWuVSlsBhxvtd+c+gkgwi0xDj5v/bIvDK0jsMQSkaIuf24XSWIrU+BoYBPbID1yY2nNFaXXhXHyytP94QSO23YK746TBKq5z46sd8f99xECVFFJmFD6hbfKJkvj+cq1jXrkBd+r+N/7ZWSBQRbZYuuWmw2wSDC40hMGW5pZCdbseMif1DtjvdPvyw/SiKyxz4/WAFAGUg9ogSyqtdBldJMHr3mVpGP51e7ZMGXoC1wUd/rH6qtN6CoeLyiqYWHzVWod7l01wswaKM10URe32SIcYquJ3FZQ443b6QgSa4nMyYoR7AzFJkfODrXnyVz8xYNvhc6qwlWWbweiW8/vk2rNwQmHFnhmopMnOTur3KNl7g4RNlTXCq7pzgtqjtK692Yc7CrdhXWA0GGKZG638HNXUBwWlmkQy+TuUczCA8ZJlp9wIYw6sLtmLVz0fwxfpDCPkWdAM5/Ht5f+4tKUgUAorYslmVur2iHJIyQVsihCkzxUS/G5cFCR39/a9dAwKWK/1vSJIVl1633HT07JIBnucNiy3r3bxmaKIBAdelIVhdfw1Rog/38smqKNJfH9MsakBANIsyA5PNxb4q8N0+2bCIMYCQLO36A2Xdi4+eJd8dUCZ2aGVju8aWRqsTRYsXL8agQYNC/nvhhRcM5T777DOcd955GDZsGC6++GKsXbs2SS0mkoXNosQlGKaSMlUUhX87LqmsjzkQW5Ibnm4biTNH9sSF4/sZttXq3E36a8hOs8Hjk8IudgnoB8uAlUNv7XFrg2VDU/L9b+66mCKrbqFOs/WrZJmZJqFU61LjORjzu2R0Vhh97FJId6oDE4CKGhde+XQb3lrym7bLfzVGFwpgqD/QRr01iBlmmP204xjeWvIbauo9ygCsF0vM2K6QehnDjgNlOFpWH1ZsqGzeXYJ1vxahY3ZqyD6PzqpjcDEFWYq04GemXMeHK3Zjz+EqfL5mvzbQa23T5SWyWgP3Qr3LfCZm8P2carNoU+g1YaQO0IxhV34lAGUKuqFfdIN48HVIsnEWlT5PkYVX7zMGWT+5gIXOzFQ/6q1ewVPgWVC54OtTPagWC++/f411RYtq4VGtNSo+UY5omVXxihLyj9b4+0YnqnR9AASsg2oOMUBxkaanWCGrWbgjPJOYzEIEuZqZ2+n2hcxoXbO5EP/878/4/VCFtq2ixo0NO4/jp9+O6V60WrcqanWiSOWdd97BggULtP+uvfZabd9XX32Fxx9/HBdccAHefvttjBw5Evfccw+2bduWvAYTzQ7HcchMsyuLxPphULLVhktkKEnK1F5HfWxT9o+WOXC8MjSBYrQIPIepp/fG5WcP1La9+8Xv2t/6h2Oq3QKPV/JPWzeXd2ocsf4NWV+H22ucnm36cghz95nVoryZ6t1nwRWYiSK1LlmWwfz/09w+/jIG15CJmFEHxRJ/lmpRYljzyxGzJmgED6AMTHGfwTjAqKzfVoxqhwcrfzpscEvp40sCFiXjwBksmhpi6fqDpjO1vDrLkCwH3ErB7jPV2qTWUBM0kOmDi0VNKBvPVecKSvHgJ8R9FrSNMYbP1uzDknUHwi6RYjheN8gzAIJ+JpXaRl1MkSrE9W439VjVPaXoQRa4iZn+Owptj9MtYufBcvi8ktEKBKbEleluP3WavVom0veqLiSrClTVUmu4NlEOaZcZS747iLeW7sSaX44YM6D7AoswM51Y1//UnB4RVouS+FKdgaZHf8+buU15XolZOlpWj5Kg59k3/lxji787oNWhP7e6MGzI/eX0hl2friXSakXRkCFDMHLkSO2/E044Qds3Z84cXHjhhZg5cybGjh2LJ598EsOGDcPcuXOT2GIiGWSmWzURAUCzFIWD4xQXTuiqTJFRZ600lgkjeuDcMX1CtuuXehAEJdVA4JpCz1tZ68bcz7drg6Tylmx8a1UPNXuzCxYLBkuR/291jTkGZmgfANNcOqq7TVLN+kwnMJgyFbjCJMGgSkWNC/9bfwhVdW7D4rzf/VpscK2woNEwePo1U9+gdYInxF8G4Pf8SixcvU+zwvirC7Fu6AdOSWZh168Lh9l94/UZp8+rSRiDhYrPJxmarre0KYOizjWlWQWYYcaY0yXiaLnDkFsKCBWTmkjV7g1g7ZYi5B+tRf7RWsN1B1+RKioqa93YW1ClCRClP/XuM/V+4yEIgYB+VeSrlQcsTsbz6LtSH6umMn/5Lny6ah/WbC7Elj0l+HpjgSHOKbjN+hcGbVaXCcG5jNRyBlGks95GYqffVf79tqOGsoblTvxtCRaqTreyaHRNvcdgxZVlhqpatybKGMJM14fe+mfePn2f6MvUu3whL2myzHC8oh5lVU60FlqtKApHYWEhDh8+jAsuuMCwfdq0adiwYQO8XvO3IqJt0iEzBSk2AWXVzpBZLKYwQODDWx3Cuci4BC5+aLZ2WmnQ+l0cBxyvrFcSqjFmGsNTXu3Ccx/8gnW/FgFB7oIahweSGocBRbCExAvojtFb1lRLkU+UldkqEkOdUww+NAR1+r4oyWCy0bXFACxcbcxNZBgIAcxb9js27jyGT7/Za/I9sEDdQbtCx3ZdPBP0lodQjpTUQWYMi9cewMsf/4oah8dgKQILJNXTBpoYl1OpqQ9dhkT9LtR1rDRXadBAH5yzSm/RU/YHyqrigzFA0gWruDwiHE6fIeO1Wk5PIIFjaIGQNAwhnamIu0f/8xM+XLkHOw6UA1CX1Qi9HovAafe0JBndl+p3pm+GNkgHuSw1wekvcOhoLQBg2/4yvLZwOzb8dgw//35cEwr6ZJfQuZaDZ7aZwnT3NBTrr94ao1qKzB4hlbXuEFEKGAWU2jcG4ywz9p/L7cObS3bgjcW/oaTcqd0/dU4vSqucqHf5cLCoGoeP1WrWJj28bu01MGaIZVPRp1zQn1tzwzLdrD2o8VUNJiNoMbRaUTR9+nQMHjwYU6ZMwZtvvglJUr68Q4eUZFn9+hnjMwYMGACfz4fCwsJmbyuRXCwCD6uVR0mFE+XVLnAcF/TwC8CgCByztzlRlFFc7gixigBK0jdAGczq3Y3Lls1xHO67aqRh28adx7A7P+DLT7db8f6Xu/D2/3Zi857SkMFQz4bfjkMMEkVen4SSKqeyTABTBEtdvXHKPBB46OkHPH2gdXqKFW6vEuiqt1KYPQR9PlmxbDCmZFfWDRBen4RVPxsDk4O/gnL/oF1W7TLEW6ll5y3biRc+2oLKOuPgEjzd/lBxDX7YVuzPVcSQ6o/JYAzYsb8spN1eUcbSdQdR7fDi642HdYOw0sBS3UyxSG/gek7q00H7e83m0GeS2yMZBJ5XDAyI+uBbr09GSaUT736xE/sLq425r5jR2mOYcajb7vZIpvd7sPAU/TExBcdrcbSszmh5lGSDyzT418WY8j2ov509BVVaokJJUkRfbb3XkLzRoooi3fe340AZyqqdBndwsLgOXL7RZRyS88fPweJq5XqD+kB1iUmyjF2HKlDt8ITXRdp6c4HrZQyGfGiiFoMXWsvRMgfKqpwhbudgAaxZdplxlpqK0yPiYLGSIX/X4QqtnwSeg8cno97lw/vLd+Pjr/eaL3cUlKiy8LhJziI5oEKDXfL669euIY4A82TS6kRR586dce+99+K5557D22+/jUmTJuGVV17BU089BQCoqVFuiKwsY/4X9bO6n2g/pNot6JSdiqwMW2C5igh3vmCy/ACgPABsFt5U9KjPstJKp+kbX6z0656Nl2dOwj/+NE7b9tb/dmoDVWqKBfv8S0Z892uRaSJIPS6XzzDIOVw+uNyiNu1dESvGY9S3PMAoitSp/T5RwtebDuPfi3agtNJpmPJvtk6S2yuiqNSBA0XVmLNwK77dXKi5VapqQ60lkdwMygwnY1u/2XQEPlHGj9uKDQ/24Oy//160Az/vKsGve0r8A5nSVq9PwkufbA05l359r7IqFwJ2psCgrjZClpVsyA0xsGeOlpzQbDFfnyT718tSLA5a7FDQ271PlLHkuwM4Wl6Pz9fsDxHHekFhXEMtUMbjM18LMFgkKIO6jFlzf8R/l+0y5J1SFys1O1a1nBiSJ/rvKw4cvKKEsmoXjlcEgtMFntO5zxjqXV58/u1+fLpqH977cpdSb2hOR5PgaWbYb9Y+t8dvQQ4uxJTg5o07j2HR2gN4beG2sCZkJX+QTlCAgeONcTsuf24xdUkSFVGSNcFUFxQTpr9GUWLaOVRhKwcJ3291AtvpFrXgdpkBoiQZ7uV6ty/kclQ3IBCc0FT33ektRfqM6apVSV+aqZMYQvst0lpqyaTViaIzzzwT99xzD84880xMmDABTzzxBG666SZ8+umnKC0tTXbziBZInxOy0K1jOjLTdKIoTFkG5g+wNH/4WQQeTFayN+vdHhwXqDTcGmPR4vaI2kCZkWbDTReerO37ZlNBSKxHXb03oqUIUOJGjAOBCJ8oYeNvx/Dust9DZpqoJdWHusDpA639U6V9Mn7eVQKfKKPgWA2sQiDOx2yaucenBLe+/9VuAMBPvx3T3nQZGGwWwVBe1r96N4Axd0roDDH1Y5VOsJZWuQzVh4t78OqC0r3+JSfq6r2Yv2I38o/W+qdyc5qlIJqHPcdxGO1fQ870nH6RyqDEc3m9EiQmo6zaaZh1qKz3FbgIvRs1WIiIcmC1eb148Hglv6vSXFBox4vMcO5KnZAVRTlk+RE9hoFSrZvjYLXwqKr1wCfKkCQZkn9xXEUUBdxn73+1G1v3Gp/vmntVc4cyLdNzsKUzEqrgrHP6UFnrgtcn4YWPtmDVpgKIkozd/ll1kWAwuvjAgE7ZqYbvI81uhcQYKmrdOOSfXQYov0WvT4mbCl5iw2gp0i++C00g6Q2hRaWBfE7KuoSqhYlBkowWXCVwO9Q6pn+hML1WvRVI97fHJxnEkL+ZppYit1fEoeJq1PmFdb3LhwOF1S0iILvViSIzLrjgAkiShN27dyM7OxsAUFdnNPvV1iq+ZHU/0b7IzrCje+cMWAQeFoH3p+43+QGy8MkdGQD4Bz+OA2odAXM/uIDQCueai5aaeq+2nhQAjDixM049qQsA4OtNBVi/tchQXmasQVHkcIuGB47HJ6G6zosvf8xHYUkdvt9abBgU9x2pwpc/HILTpbg7zNxn+hgkSdblrAG0h50eDhx+3RM0sMmBlAH64wFADBogwi2qC8DwbGdBYkqfLqGsOhCbpXx3AReeL0zcg/461Xx+C9fsx4bfjuOjr/cYcgUxBC1LEQaOA9JTLGH3+0TFnbRw9T4cK6+HJDOs3HAY7325C+u2FuvKScjQZU0Ovg8MeXKkwOwo/YDn9kohQjL4WADYsPMYXDqBqHcji0HuMwYY3TNBdR8tr8eP24sh8BxcHlFbhT0QUxSYki/LDEeDrGmaq1KtVz2N3zJRXu1CRbVbO20kba1mf/7o6z146ZNf8dNvx1Bc5sDPu0vgFWVDn0YasvUuPEXM8oY+4f05hhQrrU+bwu7xKRYcSWZwuMLH5olSYMYmAC0Babi1646U1EGSZBSXOVBVp8QQ6gW78pJidh3Kv4YZfwYhZC46vSY5jALljSdiDPD4Aklo610+SLLc4OLIzUGbEEV6+vdXkuCpsUUqhw4dgtVqRa9evZLRLKIFkGITkJJigUXgwHGcIUuuiiJ8Qt+a1Z3q2zDHK8nlKmvdcHtFJU7Jv6/xMdfqUiQBxg0NzK784vsg11EUL1cut9F95hVlgwioc/kMyf3+77XvsXHncc1VaBRFRouOAme47mDLE6CIGv2bLADdoMVCRJFXlODySFqgZiThF/TIDQrE1T/E9e6kQI4f5bN5RxpEkX/UK68JiKvg6fnRPNh5jkOHzJSw+32SjM+/3Yft+8vw/vLd8PokrP45NPbIJ8qaGw6AIZGfGJSxWE1WyGAc8Lw+yRgQo7/WINb9GhDk6lpqajuM2RQYikocOFhUg827S0IWda2t92LlxgJ88/MR/wsAtASMgHK/Babkhw76wcuD6K0bXp+Ee15Yi38v2q5z8YWPaxElGdW1HlTXeSBKDJt3l2j76uq9mhsPoV30/9t78zg56jr///X51NHndM+RmUkyk2QmAUII5OIIAQWDgFwrKPIVWAICciigsstPgwtqFt1FVlddBDUhIJcIiqJgiMghSlDCZSKgJCHkTubIHD19d1fV749PVXVVd3XPkTnD+/l48CDTXcenjq7Pq96n44DtvQCGgS07u7Fjb6woUFqk/efMRspWnFheEy1K0tm865wCHhmjhuM3Y1pgKnSowdbdvdjfk0ZfIotcXnclbKQzeU+RZ31WzsomhmSULOMsFAqIbNFMVjOtVO5BFlfHliRWUuxyrDgoRNGaNWsgSRKOOOIITJs2DS0tLVi7dm3JMkuWLIGqqmM0SmKskSWOSFCFxDm4KWpKTMSGsPh4JRAZMNOtDWH1kM3U+O6+jEgRN9epFK80EAxLfDmGNqu5GqccIwR9OKBUjLfxIp7Kuh441SEVU+pC9t8MQHdfxtW01Ykr+8xDnBTXRIl7FAQUHpPiN8bCm2+xKMpkNHT3pfHe7h68v6cXiuIlxsR6LveZUZi8DMPMmjJPplYUo+GMjyhnune6HKxz6CyYl81reOzZTXh/TwwwgI1b9pdsoxjGRMX1cuTzOna2FQTkX97a67ncW1v342+O4HDnOUykcq7JyIqtKs6A8sowArzPR6cjQy2dcVTLLrIUAeK83/7Aq3j8hS14+uVtnuN3VlR2inSJM0i8EFNUzItv7MYTf3zPJU6tY3Bus62r4BItV7A1r+nYtKPb/nvf/oJVqiuWrmyhdGBZUP7+Xid+/odN+MkTf3f95n7x3Cbs7ohD0w1kczqS6RwyOQ2ZbB4K5/bfrm06M/OsMhqmuLVchZ4Wb5OeeMa0CmdgwMD3f/6m/V0m5xaqQKHNCGDFLlmC342XNUlsr2D53d+bxt79CfEb9LiGzt+sxLlwn44DUVTefjtOufLKK7F48WLMnj0bAPDcc8/hsccew6WXXor6+noAwA033ICbbroJ06dPx+LFi7FmzRps3LgRDz300FgOnRgHTGusQjanIbEtB92QoOuGK0jZsFSRlwvMKLQI4cxMwzesAGwJgGlVGWRKtsduwD1akXxs8Qw8/9pOxFM57CqyclV6MAJAosh9li96+DAmHmLhgIJo2FeyPnfokWLxApS6HL3aAeTzpenyr77ThkhIQU2Vv0SIJjN56GaNGs4Y1DKWImfNIgAlj3HrjRrwSP+2JhbdcMdsOHC+vVup+07rzF/+vtcOcP2XD83EBo8MtmIYGBpqSitZW+SKLHmbHZO2k9//1Z2xl3S4X+KpnPuaWyUYDLc1K2NmBBZfG6+3dqc1MeU4L9mcOyVfN0uGW6Jkw5ZOnDi/qWR7siR6nIkK7YX9uS1FpeP4o2mxuvuXG/A/N3y44LYyDNd5s1x8lX4eOU3Hr198z/7bub90UakBp8iMJbLgnLncl4Zh4O5fbgQgzqsz3iub1/HCa7swZVIIEmfo7Emh03Tn+nwSVF3Ct376imtsTpdUJq+hN5FBNq/DMPK2+K9kXUlnNEyZJF5+ioO4LSuOE6tgpeWaLHfebBeeyxLptAZZrlrmirfy2obYr/g7k9VQVf5dYVSYcKKotbUVjz/+OPbt2wdd19HS0oKvfvWrWLZsmb3MOeecg1QqhVWrVmHlypVobW3FD3/4QyxcuHAMR06MFyTO4FM48qaPvS+ZQzio2O6Zcgn7BgqBiIw5XGkQD3cGVmIJAcTDx6d6Wzk8MQAuWU2OCiNRFQlTJ4WwpzOBH/9qY+ngKmD1G7ModhVpuoFoSEVPPFNiwgdERp4F56KGjHvCNVw6stiUDgiLSm2Ry8hyBc4/tB7FIT3ZvGZXze6KpbG/TFafphslx2NNFvtjacjc0Vm8KBvLALDqN29hV1sfPrZkhuf2f/VCYcIstFYoXM8eRx+xJ19yuzbLwTgQ9Ctlvxcd0Z0rDExoO+N8Hn12E45oqbX/tgJe733yLTzzyg77c+taFd9C/WUMpR37Kq5TVNL3S9M9LTWyxOBTJKQzeVdwfnGbj/6IJbPYtz+BlskRd0aU8z4sN8FXEhVZzWUBc7b/2bs/AUM3cHhLrWgbYp4vZyPj4p57O9r6EPKrUGWO7r40sjkdiswxqTqA51/b6RJRYn9ud28mq2HNuvfxz+3dOO6IRpx+/IyKL0SxZNZ+ThW/zKQ9fqMMMK09hdgowOPUmS8T7Y7khHy+cIWdLjYY7qKa1vfFokvXDXT3pTGpuvzLwmgw4UTRLbfcMqDlLrjgAlxwwQUjPBpiIiJJHNGwH5qeRntXEqGAgv2xlIjxMK1B5eYg21LEmb2M1ZJA4gADtwugMSbSjdt7kqgJ+xAOqujsSUFROAwDiARVz0w14abjns/wjx3fgvueetsOUBwo6azm9v8XWXLymoFQQEFnb8q7DlPROH2KhGTGHVPSXzxANqfh6b9s8/yuuGs5AKzbsAczJkeg6wZ++Iu/ld2uprutA9YD/e7HN+D3f92OM5e04PCWWhgG0FXUCNUwDLuX07oN3i4qJ8l0Hpt3dbusi5JX+e5+6M+amMvrCPpl2w3ZWVS8sxxO600yncdrjsB263idgghwtxRx4nU9nZO08x7M5DTXpNvTl0HQYUEpV7xPljj8qozOnpQrfb2/mCI3Br7z0GvIawauPu8oTGssuIWt81Hpzqy0+WxOc7nT3H0URaxbVyyNm37wJ8yeUYPDptW61vf6LVmWpbpIAJJUiEX0enFyZYvlRWDyP7cLq+H6d9pQFVLttH2faXFzEktkkM1rUGWpRISns/nSQGtWZAUy/118t+qGgd+tex+Pv7DFNdb2riQ2bunEosMbRIiBfa7c61sWS/tvc1fD0RXgQDkoYooIYrBMmRRCJKSiJuJDKKCgKqDaDRuBMmn1htXTywCHEEUGE4XRrBgja2Kwf/CGePBbD9NMTkMsnkU8mcXuzrhn6jpg7sfj+TDvkEk47+RZrs/8qtRvjFEm5w66TWXc3eU37ei2g8X3dpTWzSk+H7MdxQcBYN3GPf2KokxOK5vhZbnKnPxjW7cQW0bljK68prvcDJZVyHIt/flvu+305bUOUZbXdFe6/UAzXx75/bsuUVMcQ1YXLR9AXVhHrH/R6bM9v89kNVeAr1eMlhdpj0nYIltGuGbzjqKADjzdZ45z5Jzws3l3naufPfNPV4HIvGa4rI0W1j05dVIYmuO3wBjs4+8vfE4EaYuFtu7uRT7vEP+ZvKtWkZcW1Q0DAZ+3faArlsar7xQCr3M5p/gWFpW1f9mGWCKLV99pQ15330Ne1hiLQuNZQbEb2B60te+8jraishHPvboTmZy4Dsce0eiqawYAm3b04Kt3r8M373sFD6x5x/Xdu9u7zWQDh6vZKJwr5+deEv7Bp//h+juvG7juf57HL57bjFffabOvf/G2zB2Z8XzWMiLYfDzEFJEoIj6wTK4LIhr2YXJdEJLM0RPP2G9Johib+HcqnXeZ/5kpiBiYqGRtPtiqq3wI+GU7bR8QDwRZKpT7t8QF4wxBn+zpqoIhlivXf+3khc344qcX4uMfFpmW6axW0gi0mHQm75pcnnllB155e59rmc7eFGqr/OjuK3VTqUVBzqcdV+pq6m/idga9FtOXyHmmB8eT2ZLMlWI0zXC9IWdzumsyiTt6Mjmz4vKagQ1muwmgfKC1F5WqN+/v7b94p1UB/bgjJmNOS23J9+/u6PYs6tgflSbhbE7zdLWkM3mXy8fCS4w4LSVOt2E+r7ssOp096ZL1d7aXVke2akNxzuw4N26Kc9nrxcSD4k7yecffqawGTdfte8grg1HXS3v3WRS313EW5rSEpPO3kc0Ob0FCp4jb35vGyl//vWSZN94VMWycMYSDKm6+7Fhc+fG59veabmB/bxpvbnLHuu3pTOClDbvdvzujcD6tti6bdnTjnt+85VpXN0rv+7yjZta727sL2zVK7yUDMCtjFz7QtP6tzaMBiSLiA4siS2idGkVdNICpdSFEQyrSGSu9vvBD7oqn0dGTEm+a5rrWMrphIJfTEQ4qOGRaDXyKVNQ/SLzxWn9ys8ijxETF3nKPAGauW46WKREsPXoaTjhqiuvzE+dN9cyW8Soo+Oizm1x/t3clwTlDfXVppGPxZDK5bvDRkPv2VxBFqayniyWWyCJdpv6Ja32H2BFugSKrh0csUC6v439/9ob9t1dweDmcD++hVOZ1etyWnTEH0xqrBr0NLypainLe2T3t3Snc8eBrJZOmdYzOAoTOY93nELk5TS9xfRRfg5/9/t2SfXf2pu0XA2ts1rnhA8z6SjjEuGYYrtYayXQO2/f24YXXd+LZ9TsGfa2Ka2X1xgtZnFbpw7Cj3lTMo49dMeWsul7WUKf43mxWsC+HZbFsqAni0Gk1FZe1WLdxr/2giyWyeGDNP0RrD/s8Glhxz1/t6vmVjsH58pIvtkAVrWM/Hh2WKSuJYbCZtcMNiSKCAFAT8SMa9tkTMOPMrhviVyThWjN/qyLmyIoFYAj6ZaQyeUicoSqkQuKFJpZWs1brh844E/FIXDz8rW3m83qh4KEpnAbyaDj/lEPR3BAGAKgyx1kntCAUKA3gHUhDxsee2wRN0z1dh8WuD8YYrvvU/AGMcGCseuKtkhpGgAhGLi746IWztUqqyCoGWAGvhuvcZPNuy0klQVGMU1ysd7hXBorzHAf8Mv7lQ62D3oYXlQRkNq95BsBbrHn5fXvC39Xeh92d4noo/bRvAUSQbfF3A53cLGuM5Uq2XJPyAGO17njwdfvfmaw7yzJlxj398vkteGnDnn63ddSsOtRGCu7P7j63yIkns9i6u1fcK4aYyJljnB09/VsJe+PZErf5ns44fvXHLSXLOs9hORefhTM9xKdInqUzisk6qlA/9uwmvPz3vXj49+9iT2cCsWQWhuFdc8yK23PizGjNm67av761F7/503uFmmCO4zIMZ3Nbw/X5WEKiiCBMGmuDqIv4ococqszRl8yiuy8DReaIhFTxRsuYHWTNmAiu9vtlTK0XwmRyXQiSxNHenUR7dxJ9yawtinoTGTAI14nEOCTO7Um5K5ZGLCneQkXDWgxIFXHG8O8XH40rzpmLz58/H0G/gllN1SXL9SULb9PXfnIeTl88HYA7uLM3nsXDv/+n52TmJZQOaa7G9750Mi445VDHePof82D4v8f+5urnVA6nqymdzZdM0H3JLOKpnEsUZHMago63/OLMn0ocaOXd4po+dZHyGTdVwYHXVosny7swczmtYl8+q4s7IISllTlVE+k/RkpkchbOSXWVb8CTW1csjfVv70MsLiZf614baLscp4Uvkcq73HiJtLAadvYMLFD9k0sPxa1XLMYnzLi9YvdZ3Ky8vK8riW17epFIZV3H3dlT3hpqsWL1X3H3rzbYf3f1pvE/D73uuazzHJZz8VkUa8irzzuq37HkHNfc6Q7935+9gR89vhEbtnR6xjp5te5wvnj1JbPY2xnHo89uwpubOvDGu+2ux1l3LI2+ZNaOI8zmNVvAjrWlaMJlnxHESBH0K5jVXI1sTkMqkxcFz8xYFM6E+yfkVyBxEREiSQyKIkHmzK5bI3GG2ogf+byOgF9GW1cSwYCCvGYgkcrDp3BwLipWyxJHxiyAxxiERcpKxS5XVbsMRx0yyf73qcdORyyRwZZdvfZnzkmhdUoEs6fX4MwlwjqRz+v4wWNvYld7HG9u6sA720p7PVWaoI46ZBLW/nUb+pI53HL5Ytz1+Abs701j8dzJ+MRHDoEscexq73MVjjv68Aa8PgAL0EBp73JW6tVKAlJ3tcWxoy1uZ+4AIpj5iJm1+PsAii0WM5C4oYoUPfhrIqW1oQDgsOnViIZ8ePUfg7dGFZPJaa7ChsU4K0rrumELSFXm+PKyY3DHg6+VXTeXd9fkyWQ1z8bJTiIhFbFEFm++246NjtiuYsE4GPpSWZcbT1gNB/47stzE9WZaeHHrilgih2xOx1/+vhOPv7AFc1pqsfjIQg+7jgGKr/f3xJBK5+HzSfjuI96CCOi//piT4vN2yDTx0gIA/3h/P1YWxQVZaLoBBd4JAr96YYv5QpgqWsejyrhDFLV3p/CjXxXin3a19ZnXgSGX1/HVH61DXzKHb1x1PJoaqvCf97yCPZ0J/H+XHD2Ip97IQKKIIBwEfDICPhnRsA+TqgO2Kb4vkbWDC1VFVLJWJI5oqDStflpjFTgTPZ2qgqppUWLC/G0uKnMGWeZI5fLI5kUtFFniwo9vBnFbT4dEKoeATwbnDD3xDBgDoiHvSRQAgn4Zy86cg188txlvbXVP+JLESuKDZJnj3y8+Go8++y7++tY+TxeLr0w1aUBYMm6+7Dgh7FQZt1y+uGSZGZMjuOi02fjD+u244uNHDsglNhiKixF2dicR9Mt22nhPPIOf/8EdQ6XpxpD71JWr/D1QwkXWH8YYWqdGRFVsB7URP445vHFYRFFeM7B1d2/F73XdgAZhPbDuA6sSfCWKA7xTmTy+/UB5EQUIy2wskcWWoniVA2movH1vH9a/U0ggSKZLXamVsOLxJtV4x8w99+oOHDa9Gs++Ksoa/GNbF+YfWm9/3zkA95nFV3+8rt9lBuL2tnEcZ28ig1Q6j8lm1fpDp9VAVbhn3JLlMvWupWagKqSWWMy8rFaVLK2dvYXA+1giY1uuN+/sQTTss13n9z35NhZXaJQ8GpD7jCDKIEscPkWCT5EwqTqAKXUhRKtECr9flVFT5cf0yRHPINmmhjBam6KoCqnwqxJqIn5UhVRMigagyByKIkFiQijt70kjlclDljm642kYOuxAb03T0RPP2NlBiXTOdpE43+adaJoBnyrj4yfNwkWnz8YX/98CzDtkElqmRHDd+fPLTjqfOuUwnDhvKoJ+GX5VQiig4CvLjsH/XP/hfieqgE92tb7w4ri5k/Efly/GlLoQTjlmGi7+2OH48ILSKsdTJ4U81i7ltquX4MiZdQCAtx2dzHN5HXWRgKsuS7laQl6Na61teqEqYjuVsrwsbr7sWFxTxoUR9GgGe/k5c0vuJVWR0NoURX1NAIrEsXjuZPhVCUuPbu53/14U982bXrS/rbt78Mc3duGe37yNTTuFVa0qqCLglyveAwM5H8XMnBoFAFe9K+DAXbAvbyzUm0pl8ogNQsBacUy1ZVyGHT0pvPGuW9A7W420mTWNoiEV8xzW2+WXHoNZTdGK+z7nQ60ly1RKTijG+eISS2QhS6L9TVcsjVxex/FHTvFcz3I1ewkww4BZrd+NZUV3UilRIZbIQjdT7p31rXr6Mq4kifbulGcW6mhCliKCGCA1ET9qIB4iHT1J1Eb9rsycYiTOcNi0agDigWM1UrVqusyYUgVN15EPGOiJpUXsEcSkwBmzM6Zkidmmac4KRSP3x9LQdR3ZvI5IUIUqS+jsTQlLUsQHzkRdI58i4fJz5nqMsHS8nzrlUHzqlEPtfVc6vgMh4JNx7JxGHDatGn/+227Xd+edPAubd/agsTaIdRv3lFhPAKCpPoxwUMWMyRG8tXW/q7IuAPxje5fLZZgoUy5gt0dwt3Pyd1qbOANCfgXZXAbb9paOqZjqKl/ZwOagrzQYviqo4vOfnIebf1SwIEypC4EzhhsuWIBMVkNd1I9PLT0EBhhefGOXPYHURvwV44VapkRcY553yCRcfs5c5PI6vvzDP9vH3dWbwa9e2IIdDjebVRW5KqCULf1gWRsYE5PoQDL5Dm+pxfZ9MZdL07mt4SCv6bjtvvUDXt4qGFnpvn/qpfddf3c4svB2m7FttVE/Lj9nLlLpPFLZPGojfpx67HRs2/cWNM1wVYSfMbkKnz33KIQDCtr2J/FeBWteJZyWHivu0YCwoibSOXxs8Qy8t6sXTfUhV3JAd18a0bDP85ppuoF/eLjT73zsbyVCuLh6t5NcXkN7VxKJVM4tiuJpV8aeX5XEs66CZXqkIVFEEINEkTmmTgoPaFnLz+/sLD+rqRoGxIN39oxaxFM5qJJoOyI7gkxF4UIDsiwhb2YOcSasHlZX8kBAQUA3kNMMaNm8KHrHOSQm1t/fm0Y4qFR0t3nBRSGmESWeyiEcVPHfnzsRvQmR1bOzvQ+zmqvtlOKjD2+0l739gVeRSOXwrx87HHNaRW2fE+dPxVtbO7F9nztW5t4n33b9/cSf3nP9HfCJjMGsRzaVxBmu/cRReGnDHpy/9FC8/m4b3t3ejbkz6/Derl5XRtL0xirkNR17imoKKTKHKkuIhL3dTgEPSxEA+H2y3crl2DmNaKoPQdcNVAVVhAIG8proJ1Yb8eOys4/AfU+9g2hYxdXnHYXv//wN6IaBb15zIv6xbT92dcSxuz2OU46ZhkxOw6onCjElnzj5EHuc3/js8fjGPX+FrhvY1R4vyTayXG7BCqLIwjCEkByIKKqu8uH/nXoY/nO1u99XYoDV2htqgiVieKCIEqxuLj1rzpDimTbv6rH/bQm6arN/YMAvI+CXYRiiHch/XrXEXi6n6aKKvoPDW2rx6j/awBlwRGtdifu7dWoEF59+OGqjfjzzynZX7zunmOdmWX7DsNrycAT9Cm7616MBiLjD/7r/VQDA1l29qAqqrkKmFuWyDYvvd6BygdVMTsNr/2gTFbwdn/f2ZfGdhwtlMXJ5HR3dSUxrjByQG/VAIFFEEKNM8Y89HFBw6PQabNnZIwSQpoFxJlpfGAYUmSGZFin7qiKDM6CjN4mG6qDdXqEmoiCWyCKVzdtZKIwJk7qVYVLugd+byMAwCg9yC8MQRd8CfhmhCn26hoJuZuOl0jnU1wTh98lorA1iCbxN/OGAghWfPR6pTN4Vj+NXJZx/yqF4b1cvXnh9J3yK1G+w66TqAE49djp+/ofSujmAELKHTqtBMKAg4Jfx0WOm46PHiGy9likR/P29QlDwh+ZPxbFHTEY2r+HNdzvw6xe3IJPVcPOlxwIQsV+nHTcdW3f3uiwAzowewzCEQDQD8i89aw76kjnU1wQgmaUhgn4FuzvigCHESTqjYfrkCP6/S47GZNOadNO/Hg2JM7OXVhB11QGctaQV2ZyGzt40br38OHT2ptEyNeJyiUTDPpx67HQ8++oOPLjWXaUYgB3jMdBGx8WFPi0WzW7A39/rxOzpNTj9+Bn2/Xbr5Ytx232veK5TiUhIQXt3/8sVs+SoKfjntq6SdPtoyC1gb7hgAVb/9i3URv246LTZiIRU3LryLyXb82q5Y8XyWOzqiCMSVD2bLTtZeFg9aqt8qAqpqI34sf6dNuztjGNWczU6ulNYenSz/Ts+4/gWtHcl7fpSzt835+L3r+k6OGOQuFsC1tcE0dwQxq72OL738zex5MgpaB9A5txQyeb0khcVACWiT9MNvLRhDz7xkWDF3oAjCYkighgn+FQJIb8MRRYP51gyCynNEA37UBvxC2HCRD0dReZobqzC+7t7wTnD9MkRvPVep6v5oyxL8KsS4sks9nQmoOsGIiEVmbwGzhgmRUWGTTyZA1hBFFkCqi+Zg2boiMWzItB7CG/Rmm6AM9FKQgSpiwnT0A2oMkc6o9nNT51tLXoTGcgSt8WYrhuQJI5wUHUJPM3czhEttfjIombouoFX/9GG9u4kjj9yCuoifjyzfjteeWsf8pqOCz56GI6aVQfGGA6fUYN1G/cglckjElLx8sa9yOY1HDmzDppuQOaiLIPPPE+GISw2t1/3IfxzWxd03bCz/lRZwnFHNOLowxtgGO7aPmedILL8tu7uxb6uBI4/coprAktnNDvwNJbMQmJMxK35ZMAQ1zuZzkGVRaCsTxGWwkQ6h7BfQS6vi6aqOdHfLhwQtbJsUx8DJA7kNAOzmqshmYI7m9dEWQjdwOmLZ2B/b6qkgCMAfHKpsCp9eEFTWSHppFj0X37OXPhUCa1TI/j0qYdBKWpvURv1498uXuQqpGkhScyzH9bxR05B3CMerD+uv2A+Zk6N4u7HN5SIomKryMymKL557Qn2vQcAX/3MseiOiTIdugE8/sLmksrjM5uiOOWYafbfunkvpTL5fkURYwwtUwtxRf0FHR82vca+Zk1mWRDDMCAx0aBa10SmKzcK/Rh7+jLoS2Yx75B6O8D5L2/13/evEnNn1tk9BA+Ux57bjLNPbCVRRBAfdKZOCiEcUBAN+9DRk7I7j8sSQ31NEJGQCkWW0Bs3BUNAsZvXWlOMVTGbMSAcVCAxhj5DWFr8PhmJVA5a3oDBDaQzeaiKZGfcdPSkYBiOjvNMpE3n8zryeb2sBQCAS6jsbO9DTZUf4YCCPZ1xhPyKSM82gIbaIHrjGQRUGaosQZUltHUnITGG6iqfPXHEUznomugxxyWGrt40/D4J8VQOnAlrSENNEHlNh6rIiJt1iMIBpWQiOeP4FpxxfEvJmKNhny1YAHfrkmxeWOA0TUd3Xxp5TYfERLYgY7AzjnTdQCyRRSavIZPJI+RXEAooSGXydrE9XReWoBmTqzDTI9iWMeHOS6ZzCKgy8roQOaoprDp7c5C5EEp5TQTQWt3Vg2bZhymTwmBgUBWGzt6UHRtjNfj1qxJ03UBnbxKGLmJtmHnjSGac2mnHzcCHFzRh294Yevoy4JzhkGnVtlVp8dzJmH/IJDzyh3fR2ZOyXShN9WFhxQLwbxctwvZ9MbtR6LknzcK8QyYhnclD5rysS2RaQxWmN1a5YpkA4PAZtSWT7aVnzsHC2Q345fOb3dtorEJVUME7ZtD9Ea21qAqqrnY2s5qqoekGzjlxJlb+5u8uK09ttLRWVDyVQyyZRWNNEDmzjUXQLyPoVxDwyVh2xhx0dCehQ8TURIIqWpuirgxPTTcgy2xEihIunjsZU+vDiIRU+6VGN11mnAHd8QzCAQUyZ9izP4HqsA99ySy4xHD4jGroRgvWbdgt6jkVxXKpMkc2r0PiDEuPmYawX8HU+hB2tcfx9tb9OHNJC2qjfmSyGmqrfPjzxj1QZI5FhzVgd0ccksSxpzOORbMb8O62bmhmxepX3t6Lpvowpk4KYcuuXmzbG4NuGPjkRw7Bhk0dUBTu2Y5ltCBRRBDjBEnidqG8uqhfBLeGFBiGu5qt822TcWYHhTLzb4ZCyrckcXT2pKDIHDOmRPDu9i4wJmoypbIa9velEQ2pohyAUejgbRiGXXhS66e6dm88g0Q6j2hIRcAnQ5U5euMZhPzi34lUzm7Z0NmTgqpw9CYyiJjlDGSJIRryoTuWgU+VkM7kITEG1cfRFU/D0A3U1wTR1ZtGyK8gp2m2tcPQAUVmqIv6kc5p6EsadrFDXTeGHpdgTiypjG5ejwB64xmoMkc8lbPTnXd3xhH0yagKKIBhIJHOIWlWQYcBqKalDgzYY2YmTakLuR76eV24SBMpUdtKy4rSBjObqtGXyKKrN43qKp9tvZMljlQ6D0liCPoV1ET8iCezYAx2Y2PR3NiAInP4VR8yOR0+lSES9AEw7LY1EueIBJVC/JrCsfToaeiKpZHK5jGlyA2kqhIu/tjhUCSOzTu7UV8txPpb7+9H69QIoiEfpjVWYfrkCIJ+GZOiASRSOaSzeSQzIuDYMAzEklnTolW4PpecOQf3/OYtHH14g/3ZRafPxmPPbsLGLZ04dFo1pjdW4ahZwjp3/JGTsW5joUp165QIzj1pFna29WFSdQBBv4x4KoeaKj9+/9dtmDuzDtm8hrb9SXCJ4T+vFlag9e/sQ22Vz65N5CSv6Qj7FVF3KZNDQ02g4OrUDUTCKhSZI53Nw4j4wSWGdCaPvKbbcXy6bkDiHJmsJirk95Ol6YUolmi4rKmGYaA3nsXUSe77SexPCN5JUT+qq/zgnKE3nsFe8x6UOYMkK1hw2CQcM6cRmq5jT3scDbVBbN8bQyanYdHsRiTTOdHOyBTSwYCMpvowDjETSHJmbatkVsO8QyZB1w30xDOoiwagw0B9dT36kjk0NYTBuMjua50aQSargTFg9vRaZPIaZIkhndHw0eOmw6dKYxZPBJAoIohxiSxx1NeUr3JsEQmqCPplkZHGRINaA+KhOH1yBF2xNBgT7hzLpcOYyHSyslV0w0BzfVi4okxrkKbpeGvrfrubezlVpOtCPNVGA0imcsjlheVGlnR09KREjJTVQ4sxgAuB0Wb2WZMlblsQaqN+8TapG7ZwC5r7qK7yIW82jNR0YeVIZfPIZDT4fRLmtNZiT0cCezriQuCZFpyaiM9zEupvcjIM4crgZluWmojfzmDjjMGnSujsSYFzBkXh8KkSkhkORTHgV0T6upUJGA6oCAdkxBJZBFQZezsTmFoftgVBd18atRG/WdBTQgZikpA4Q8Avo742iKl14g1dlhgkSVxjLnFEwiriqSy6YlkoEofPJ4MxyyUpSj6I0g7ChTOzKYp0No/uviyCARErNnVSCJt2dEOVOHJ5A8l0DslMDuGAimQqB0WW7Hulpy9jJwk01oYQCavgjGHBofVIpHLI5jSoioQas3RFNqehJ5HBpGgAsUQGmayG/b0p05LBXNW666sDuPmyY13XIeRXcPk5c20LZiyRtePtmhuq8G8XLTJFl4YjWmvBGBAJq0imc+jqSyMcUHHMEY2YNS2KmVMi6DBFed4UDhJnWHRYg8vdKa6/ge5YBol0Dg11QbR3JRH0yZhcF8LezgTCQRV9iSxkn4yeeAaSmShRU+VH0CdjT2fcldzAOUNe07E/lkZThSSNVCYPBhFw72RfVwKGUXCRAUKQJM3ilM6q45msKO9hGAaCfgVTzBIX0ZCKbE5DbyIjrK0KR1BWEA4I6+bMqVH0xjPQzZeQ9q4k6qoDCPpkxFNZ08XLEEtk0VATFNdalRBPZJHL6wj6FdRG/GjvTsKnSEJQBlRohnBxT64Lwa8Ki2h7dxLJTB4Bv4wqSbF/L+GACr9PJksRQRBDo7iuDeMMzCgEXdpuNdOCZP1dF/WXtG+QHN4xa33JXKlcde32nqRw4/hk+BSOtq4UQgEZTfVV2N+bRianwa9IyOZ0Oz6EMwbVjCtRZA5J4nYrFM1qcM8KtXxC5oN9f28anBcy45Jp0bYjGJChmJleuzoMxJIZ5DUD9dUB7O9JQ9NTUM2JXTcMO4YqElJFM9+AAkni6I6lEQoqppAQsVBCGHF7n7LZxLe+Joj9PI2+REZk+3EOmTPojJvuv6xda6ovlUU4KGKyVJVDkYXYqDIDe1VZVEjnjNmuTEsw+RTJrucjlpXAYJ43s+Cn6CjPTUuRgj7DQDIjdh40XZeSJBoQWyKPc7GtlikR+77hnKO5IYRte/sgMQ5ZYkikc8gnsvZknNd0NNQEsbszDlXmSJoZhAAQT2Wh6UBdxI++ZE7UpckbiAQtixBDZ08KPlWCLJd3pRUTN9vtyBKHLDPs6YgDDJg6KSxEPAOqwiriqRwSqRyqq3wI+hX4cxrCQcUW0pou4oZCARV6VhRNjSdzyOU1ZPM6ppotesRxGshpGkJBBT5Z9BGTZSF+mxurEFBFvF42p0MzY+Lau1MI+mSEgwoUmaOnLyPancCwf3eqLAq/eqX8W61Vkpk8pjUU/a7NlkKpdN7OXEym8/CpwqWczmmojfjt2LKG6gCyZlV9C79PxvTJEWzZ2S0SNMzfndOlm81q4JzD0iSKzDCrOYp33u+CLAnBpsgcjbXCdS1euhi0vGYK5SA6epJgrFDln5u/ocbaIJjpJpckjq27e4QYa4qisyeF3kQWsswxe3rNgO6LkYJEEUEcJFiixwDsWkbWF/ZDmDn+q4Coc2L+V2ZhK4A0GBCTwJTqEGIJEfNTXxNAX0pMxsKdk0WVOTmqCoeicDMrRjyYOWcwDAbORJNWiTHUVwdRXeV42zatYdaYomEfOrpTdgA4Z8L6oCoSqgIK6qoDyOVF8ctIWFQWT6RyiIZV9KVySKbyqI36kcrk0deTEpYqTUdXbwohv2rHa8mc2anEEmfQOcOk6gByOQ2pdM4MHIbDquRDIp2zXZm2ymOmqGHMrl+Uz+tQFMmOAeHmsfEyxSYVu52MiLsQYhKQZHEOAmZzYgZxrmSJgQO2AHWeJ+fELEviejTUhiBxjt5EFgzCbdvRk8LOtj7URPyQZQ6/T8ShqbKE7r4MAn7hOrRES07T4VclZLIi8DsUVEwBZEBWGPw+cQ6KdXYmp6G9O1niXoyncuY+zWOXDEhcCDRZ5ggHFeTNwHNJEhbR6ZOrsGNfH2ojfqSzom1POpsXApeLe6mjJwW/IsGvyggHOdI5DSFbFOkIBYQVpbrKh/aeJFRTHPlVsUydGYM0ZVII+/Yn0NmbFjF4poXEDgQ3Ch3sFVlYULJZA36f5AriTqXzorZVTkdfImuLZuve96kyklnhNu3pyyCbF0LIuk5WnaBcXkdVyAdV4SV981TzJYTldEgSt0W4BTPvQ8ZELB+D+L3Z96Z531hxVT19or6abhiFRtkQy8syR8AvozeegcQZnMH1Qb8MzrltgTQMQJG4HUc3loz9CAiCGBash5IlHMSHBWuH/VEFoeOEs0IROC9DkTCfi2Df2qgfPlWCIjPbNTJzahQNNUFMqvZDkoR7bPaMWuGOMV1MkZAQSg01QdtqYZYBdAs7mFYwSxRZweWsUHDP2i9nDK1NUTFhMAa/IqGhJojZM0Srg6BfWG0CfhktUyIIBcS7YSSoor4mCE030Gm7eMSEZlmKGBMuKVni1gm3J0dLaFgWEAYm6k6Zx8FRKkZ6EiLonHFmHp/4vJz3QDXFjyxzSJK5Lwa7Hx93XH+Ju8/VDPP8ci6sRs7z21wfRnOjcOk11AZx6LRqHDKtGtGwT4hfs0GyzIXotILdq0Iq+pJZ7OtOIuhXwCCafQZ8MjTNMMsKiHHl8gb8qqiWzhkrrYic1eBXJTvuBRBuLFkSmVTCdSgmVJ8qQzPresmSOBdC+Inj9ikSVIXDr4oYmKqQD8l0DpJkWS7EfWGJT84YDEegsaYb4JxjVnO1qP3FhJiXylwYzphpjWMIB1WoRS0zrKKrnIuWQb2JDDq6U9jXlYRuiPYqmZzIBgwHZbuCvWEYSKSEwA74ZIRM0ZvTdQQDCiSZQ1UK4qK3L4PqsA+ci9jDYmsc59Z9AdNFy4vGCTv+zydLtvtcB+z7M+iXHXXXxGeWBdhO/DB///XVARFLVCS+OBO/DesetK7zlAHWfxtJSBQRxEEEtx5K5t+W+JFN94Ulh4oFhxdO8eTlPBMBpyoOaa62e7yJdcTDV9TLCcCvypA4R0AVQigUUKAq4i3VgAgG96kSVEWyXU6W5cWJXdjSFnfi/5L9OXPEAXH7DdenSlAUYVWRJQ5ZEpYOzgtFFgFAVcUkqukOSxk3rVlS4VwcNr1G7NN8O7aC023XFCucY2tSYaZ1znneM1nNzAAUrjAOS9AAjHk/mhkXlhGfItnWIsuCZb3VM3NctqA1P3e6M4rdN1brmmI4E9fIeoOXJHG+hAjgCPhkZLIaoiHVDgYP+mVIkkgSCAdVW0gI14uExroQGBPlB/JmGrxhGIgns4iEfa7KzJbV03luZdNqp+kGGC9MwpyJ8UkSh6pImNlUjZB5babUBeFXZciSVNiOaeGDuf2cJlxhWbO0gSI5RThzFWAtvTBCOFlCvyqoIJPT0BPP2L8dy82a13QE/TJymnDdtncl0RPPIBwUY/UpMkIBBTvb+7CrPY50TgODcKVWBYWbUDVd1pYLVZa4aZFidu9GL2xRZN7XTQ1uEcIYM7MRRcyRZFlhYWYpovDbhuPaWC8M9n+28Bb7Kc5cZaYlybLyGhDCqTi2aywY+xEQBDF8MFP6OISD9SCz/h4oromzSBVpZpyGswhhIQbHbSoH4PosElIRCiiQuAgGlXihNxmDZYov3YYVP2J6omzRpiqyfWwFa5F1/Ax+VQgIpwtJsSZ2MwDWqvprnsKCKIJ4eCumZcUp1ljRubYmbmsyMIdaOJ+mCBSGN2EdUGQxUXJuuStgb7uYUECUWAj6FfhUSViKrInKGlvBQChiiBxv785rIUul59cT6xi5sKTYcU/WuZFE0DNjIgNQWCCEAFUUCYZhoHVqFNGwz7QySKipEhY8A8DeroTp2hLxOwFVdk9K5n1nZ1iak6xlnZA4N6u8M1uYTDXjn5z3r3XNZNOlaYk7+wWBCZHf3p1CVyxttuVx3w81VeVrDDEw+3wDVmVvRfTWM49BlpktLn1msdJo2IemhjBSpji2Xhb8PtkM7A4iZFo2G2qDppVSjEUxrYXifBYEZDiolA1UZqwwzrAZP+dEM9153BSBlhXWKX6KrUt2TBsveOatU8+ZENTF4/GpMmqqfIiYLkLJ/N2MVFuhwUCiiCAOIqyJ0Vlo0Xpg20IJA5sQCw/E0mV1XTSddTbOtN7Wi5dnHhPz1ElhzGqO2q49p/WnLyFS2Iufj61mwLFzOxIvNGkVAsMtyiQOyJJkWwyaGqpQY/aF41bdHNM14ty2EBxiArCCbMW5cx2Z63glLqwPQnDAdb4B2JOwtREDhm2dqYv6IZuCDvDuFD+5LoiZTVFEzBIKVuC0U4hatYdEULgp9Mw3dycS5xUneQtLdElMiFXZtp7ALgdhpYBby1pB1KrMbVejJAmLhigJAPN8iNYTnT0p9CWzqIv4URf1u/S3YV4UZ6KAZRnK5DSXdcJyYfk86mlZY7aut8RFbJN1fSRz8s5rIjg5k9Uc1hDv+9qJFZhvWcV03YCqcIeAFiIjHFRRE/VDlSXMnlGDQ6ZVo746IASvxNFQG0RNld+2cB5itruBJfSZFU8mwafKaKwNiXT3ItFbDsm0JLGiZ4SF7ggClySRwWoOwLY8OrfPTEuVlQBhvRhY9zw3fxORomrhVnasVaCxNuLH1PrwmGadWVCgNUEcJFgTg84M1yRoxQI4rRADMRI0N1SBc4Z/busqyT7TzUlAKTGLe8QCAa5YG+eyk6oDCPjkgouFOVxQHoMUb6EMmkixs11IAGw3gttCYLp9zM/CAUW8rTOHZcucgOyxmxYHsU0R78TsYyts246fZoVxK+bkZ21HCAXD3pZzfd0sgVAT8SEa9rnOgRfOc9tsWhfE52ZMETMK7jIIkRjwSWB9pW+/Vp2Z/mCs8J9hiHgTp4WMmWLJstRYbpSWKRFYcU0WztgXxqygcyGiJk8KobmxSsTPOKWnYRQsncxtScvmNTv4XuKGsP7x0uBhoFDU1BJXqirZ+xECT7hOdSMPnyIhkcoj4GjaW3BFeqMbloVF/O1XZfjMwqjWb8cqtjmpOuC6F8JBFc0NYQR8soi5qpXR3p10HYt9j5n3WV2139U3jQGAYVaz7sfaUhPxi2bJHotZxwGYCQYOq6j4tzsWzWWdNL9gRaLJ6mNYCc6Z7YYea0gUEcRBhP1G7HhQWcHHsC0JAwmzFhktVpXb4pgiwyyM6PW2WfyZAZQVOZIZg2Evaz7ULatAyfFZxwgrZd5hkWGifpBzUmyqD9sWL3sb9qRuPsTBEHS0MWHmQparIRxU7J2UCD5zsmqqDyGZzsPvk00ByO1zDSbcBWmzYJ3pP4MGA36Zi0J3eqEiOBvA9VEVyRWn4cxes7bRVB8Wwc8scUDF8CzrAJcKLjRLA1nb5VLhPuMMJfE3ObMiujVmS7TphoG6qB+NNUG7vABQqJBuCU+rh591vi0LhXWvgDHbUugppi1LksON1lAbRK/Zob25PowtmR6EuAxFkeD3SXZJCAOGZxyWE8vCYgmK2qgfqsIRT+XRG88iElZt8V7ssgJKe6UxxsBRuCecblDJ43fHGLdT/4vdWyXnAnBZc5wI95mIJzJy7l+9fa0d+7bdx45njnwA99p4gEQRQRxEmC/Ojgm2YBFxLjMgUxHsOb2kRYEV91OS3cJQIkIMw7An7f4QgdcF90y58ThjXZwP6VnN1a7lQ55vn27h2NwQxv5YGrVRP3r60vZ+xP8LsUXF5024TAoiIBouCAFdNzyFne3eAsxq3Gb2k+OtnHutWAnTUgLznFnnuyBAKls5KuEUWWG/Yo9fljl8ZmA8ADvmSpG553Xzq6JOlBWDZgXrZvM6DmmuLozVnPit2CsYYgzVVT509qRcwlGWClZFwxyTVOZALTEtcQZNF1bGgtVK/JsBUCQJtVV+u8YTIO59ySHYvLCsZbbriYuEAtHM2bDdigOK4zIHXCySGTPLL0jeAi2X1+H3ybYruOymmWXZ9PjSEKJmWkOV60VIvCAwyFLpb8rpwgTcgdgTERJFBHGwYCoi6wFqfWSZ/gsTe2m8TuXtshJVlM3rorda0YZkmXtnMQ1ih87MMY/B2G/9gOnmciw3kEBNp+ABRFE7qzhhwdLG7PNkb9JjTOUtYMIikMsbtsvP6f4yYNZ5cgjIwn4sB9jAYABgFpjkDkFhbaG+JlDS12owG7dbycgii0iRJdRG/KivCaCjOwVAtG+AGXfiFRcSDYugWutcNdWLDu1WXSnXsTiwjiUaFqLIWsivSkilxbhap0aQ03Rs3xsre5/ZcV8Sh27ocJxq+3srLmtStR+1kUI6e6GQZ/nTpOuiwrjz/hMiSdTkAmOYXBssqRtUDlFbqugYYLqtPXrIMSZEUXWVNKA2IuV+JzURH/qSuZLt10WFqy4cVEtqCRWsWeLvpvpwxT6J4x0SRQRxkCAmX0CHe/K2RZElBgYz4VrujKLP83kN1eHSmiIzp0ZLRIJhlBcPXsj2eMtNcMWWsMGZQRwap+IylmXI+dB3njvDcGfVOamLBtHVl0Y+kbWtUoX1xdnUDcMO4AaGliEoxlVYj5lmFue4+uvM3t+2LWEtBIgIdrcqqec1kVJvWfekClYC53kKB1XbLeexoK2GrHic4mvWWBtEd1/GTv2WJI76mmDZe4ExlFTRdgojzgqZi5ZVxELXAe7ILPOioSaInnjGbZG1rSvifAzmOpS7/y0hXSw8rSUVpf9K4XbJC8/7NmDX3Sr+3Au/T0I6o5kvYmJMY9XdfriYuDYugiBK8MqUsWI9rBiX4u/7gzOUWIoMwDPLx8qIco+pEODa7/hRmBC8Y0Pc35UTJZV3wspv37kfuC1qIhW98LcV9+K19/qagF3XxTluJ6I2S+Ec2qn5DovSQGidahVlLLhnvFybQ4WZIruhNljynaaJLCvLjSlLop3DgLbLPNxARSLcMMWRXbhT/GnXZ3Ke09qI31UBvXhfqswxKRpAITgeBesqY3aKezGRsLCOFCcVOPGbfdGKEXWw+KC8odZ4S+5PZrkNS4tIWosqUv8WGsvtO+hBedDcUGX3aBzsz3C8QpYigjhIsASF7njaabohgmAtK4S17AE+wNggHqrVZl2a4iaX3ts1YzwUjnJzOneolfJutgr7gCV4vKwUsCefYiHDOXdZQZyFBb0I+mXEEhl7Une64cSs73afzWqOipYjVnuIAWJNkM6YluGY8MRQmRkrJHtaC8JBBb0JcV05ZyUxXZXgjIEVzeG2hc6wTUUuV6C4HoWWEh4apixWFtSezngh88xh+2udGi2JnQOE+G919J8bDDMmR7BpR/fgV3S4iJ0nYJKVvl8iJsX/BpLSrhsFq9hwMsHjq21IFBHEQYI1UTjjR3TDKEmtreSaKrfdkrnCGLgbTuLMVc9oIPtrmVLqhrO+ZAywtImVVTcYKgkZKyuNm9HOzjFMrgu5M4eMAbjuHF+XCFO42yw4g7qHgiueZZgmKGuTXhYUAKIvmBlXNFhmTKmCp3pzWuNMVWTrAwYYBiuI4SFM7IXTVPhNAAMTFINlqLE10ZDqGo9lFZO4d+q6dZ/Kcv/nI2BmWgb9wzP9WzF+XgH2E5EJJ4qefvpp/Pa3v8Xbb7+NWCyGGTNmYNmyZTj//PPtG2PZsmVYv359ybpr1qzBrFmzRnvIBDEqWJMqd0gY2XRnuUz/bHBvdQzeqmhkzOUFV0bZJZiIW6iJ+BGLZ+DrJ9vGC6vInPcICvtxip7iAnQAKk4EVikCq8mrMw5K03W7sJ3n2IYg9JzCZdAuxQobZhXihCQuMre8XKn94dU2wxq2fbvZ4psVXF1wtDEZ9F7hug6DfUEYCiJrbHCB7k5X3EBGx8AGfN8oMh9wnaqB4kx+mOhMOFH005/+FE1NTVi+fDlqamrw8ssv49Zbb8W+fftw/fXX28stWrQIX/nKV1zrNjc3j/ZwCWLUcMaTWFQFVbM5prMdh9MhMYDtclaiiYaYy9T/vvrx7zHzOyvQdygF36w3bi9RJLyChcm20uQharlo/e7Lwuq6vr83jWQmj2hI9RQb5eKdKjFjSkSkmnvs90BggKvSdjGKLKGpPozQMFkdxD4LItxyUVreWmZ+JvrRcU931xB2OOIc8PVg/Q9zOOPIBsNoCMvRZMKJoh/96Eeora21/16yZAl6enpw33334fOf/7xdwTYSiWDBggVjNEqCGH3qqwPo7E2V6AlXyrMVoDwoS1EhCwgwA4wx+Il7MPsrH080PPvknLn6trn2b7ll+tlXc30YOTP7qhymEw6MAU1mB/D9vWm7xUVxerPVC66f+nsliGre4t9Bv4xkOj+4DZRBWKAqZzQNdyVi12k3bztLEAn3mdlSRRLVtAe//WI35shijXk4tlPpO9FDcAxEEUproU1kJlz2mVMQWcyZMwfxeBzJZHIMRkQQ44MaM26nv4cTG8CE717e/bfz7X0kqGQpmTGlCjOmRDy/GwwzJkfKZkkVT5rlkCTvmkwWVpVqr0ORuMjSKj5OUVfwwFwRUyaFMLNpaIHBxdjxIsOytYHtD3Bkn1lVne14K/Fvqx7SUESAM7tvKIH6g+VAN28J636XG0om5jDB+Mg9D0abCWcp8uL1119HY2Mjwo66KevXr8eCBQugaRrmz5+PL37xizj22GPHcJQEMfL0W72YVbbEeK7C2fC4KQa0s8rj94pDGQrlAmAtFwRnB26VsipLFx+QXlRx2olsF/wb+nGWE2JD2hasfmejM+MVXGSF9jJOKxHgrkQ+lEDmGVMiriDtkY8pGrYtVfyWY4ziehxxcwcDE14Uvfbaa1izZo0rfujYY4/Fueeei5aWFrS3t2P16tW4/PLL8eCDD2LhwoVjOFqCGFmaG0sLKjqxYnIGV6eIuYOITFPRSDwCJcagjWEWi2UBG47YDFG0Upw/p5vHrm/ksQu/T8b0yVXjpiKwbhiQWJmWECNB8TkR0eoFlyZgZzIOtUigFcdlZ2mOuJAQweFDXnuAVlmr8fNoIy7N2Ox7JJjQomjfvn248cYbsXjxYlx66aX251/4whdcy33kIx/BOeecg7vvvhurVq0a7WESxKjRX4n/wVqJYC7viilCQVwNNw21wUHX6RlurHo/B3p4lkVIkkSRw4EyXgSRxUjUtKmIFU0N09pmlUkwh1CuuvJQdzXi7jPWf5PWgW6nHFbV+LGIKQJQNnFhIjLhYoosYrEYrrrqKlRXV+POO++0A6y9CAaDOPnkk/H222+P4ggJYvwxFFeBMxsok9OwpzNufj78REKq3YdsLLDeeiXOER5gn6qK22MMMud2O4zCPiZGYGrQr6C+JnBArUIGQ2lMUSHonKHQxHV49lW+W/xwwjkr26h2YPS/bqE/2+jfU5b4p5T8MSSdTuOaa65BX18fHn30UVRVVY31kAhiQjCUyZjxwiSVzuZF1tYIBlqPJZIkqlaHgwoaag7MIjG1PoxEKoc9HXFXQU3b0jZBqKkaeOHNA8WKH3KqIku0zGoenuBxe1/MapkxslejZUrkgMVKf0U9dcMA48Pj9h0smmYI6+oIn8fRYsKJonw+jy996UvYunUrHn74YTQ2Nva7TjKZxB//+EccddRRozBCghjnDNZ95rAUWW/rWuXyPBMWvyqhKqiiJuI/4InMp4iihvv2J4oC1QeW3fZBxCqh5Qq0drR0GW7CQWVQ1daHwoEmB/RXuwtwNl0+oF0NCVXhkDgfUgHP8ciEE0UrVqzACy+8gOXLlyMej+Nvf/ub/d0RRxyBjRs34p577sFpp52GpqYmtLe347777kNHRwd+8IMfjN3ACWI8wNwVrwe0Cmf2JKXpOgI+GWldmxDun8HCHIUhh4uycR4H3+kbBlhR8UZjRGM8mhsODi+D1eR1LGKKgn4FM5uiB01M0YQTRevWrQMA3H777SXfPffcc6ivr0cul8P3vvc99PT0IBAIYOHChVixYgXmzZs32sMliHGFM7V5oHAm6udougHDsDqUazSnDxDRZqVoaqeT54mVaeVq83GQuGUOlEpnIa8ZZpHNsQkTPlgEETABRdHzzz/f7zKrV68ehZEQxMRjaDFFDOlMHns64ggFlGFLWf+g0DLF/RZd8IbQOSzGPiOONh8TNhtoGOnvTgkHFWi6PmbZZwcTE04UEQQxdNhAmiiVWYfzwiu8qkoHTWDlSOPZ3wxkLPLErKFlOFQRiUdBpdPQUBNEQ413hXZicJAoIogPGINND2amjuIQk5WiSGiqCQ5bdekPHKSIymKdGjv5zIyV+UAzkj11iBJIFBHEB4jWqYPvG2b1IuNcZLkoEh/2JqAfRGieK8WuXK07s8/GdEjjAqt+FjHykCgiiA8QkjT4GcZKk+ZctKugR/MBYhhm7R06k8VY9XjsUpcGwD/gqojuktHlg323EQTRL9xs+MgZE53f6alxYBxEfaJGAsaE2wwQKfl0rsiqOJrQ440giIpYXeOZZSmiJ/SwQKfRG2cDYsPA6DWjHafQfTK6fMBvN4Ig+oOZgkhiDIZeaLtADBGj/7YNH2REsVCBAXKfARUKgBLDDt1tBEFUhJsTOOOATu4MYoThKLT5AN1vYGCQPco6ECMDBVoTBFERiRdiij7g89Pw8kGf7cvAJEevPTpHmDHl4GhFMlEgUUQQREU4Z3YLAZqkhgdyn5XHWacIFMNG9cBGGbLJEQRREUni4Ez0QAPo7f2AcZxLohTmDLQGGdSI0YVEEUEQFZFMS5EscQyhSwhRhGyeS5rsvRGWIsP+i2xqxGhCooggiIpInEHiTEzkNEEdMFVBBZLEyOJWBqeliDpcEKMNxRQRBFERxhiY6e+ROMhUdIDURQOorvKP9TDGLU4RZBiUfUaMLmQpIgiiX2RTFHFO7ozhgOrOlIczR6A1yKJGjC4kigiC6BduTuKyJCGdzY/xaIiDGQanKiJLETG6kPuMIIh+aZkSRSanIZfXkM1pYz0c4mCGMzvQmlGgNTHKkCgiCKJfFJlDkTlkmSMUUMZ6OMRBDIPoeQZQQ1hi9CFRRBDEgJnVVE2TFDHipLJ59CWzwk5ENxwxilBMEUEQA4ZzmqSIkUfiHPFkDowKXRKjDIkigiAIYlwhywx5TYckcWi60f8KBDFMkCgiCIIgxhWyJKYmvyrZmY8EMRqQKCIIgiDGDYZhQOJMNCLmDFVBdayHRHyAIFFEEARBjBsMAJwJQeT3US4QMbqQKCIIgiDGD4bZ84wX3GgEMVrQHUcQBEGMKzjnwlokUTwRMbqQKCIIgiDGDZLEIEsMnIn/CGI0IVFEEARBjBuqgioUmVM9LGJMoCg2giAIYtwQDfsAALF4doxHQnwQOagtRe+99x4uv/xyLFiwACeeeCLuuOMOZLP0QyMIghjPyBKndjLEmHDQWop6e3tx2WWXoaWlBXfeeSfa2tpw++23I51O42tf+9pYD48gCIIoA2Ogoo3EmHDQiqKf//znSCQS+OEPf4jq6moAgKZpWLFiBa655ho0NjaO7QAJgiAITzhj4JzDoA4fxChz0LrP/vSnP2HJkiW2IAKAM888E7quY926dWM3MIIgCKIiiiJBlTk0XR/roRAfMA5aUbR161bMnDnT9VkkEkF9fT22bt06RqMiCIIg+kPiDJPrQmioCY71UIgPGAet+ywWiyESiZR8Ho1G0dvbOwYjIgiCIAZKdZVvrIdAfAA5aC1FBEEQBEEQg+GgFUWRSAR9fX0ln/f29iIajY7BiAiCIAiCGM8ctKJo5syZJbFDfX196OjoKIk1IgiCIAiCOGhF0UknnYSXX34ZsVjM/mzt2rXgnOPEE08cw5ERBEEQBDEeOWhF0YUXXohQKITrrrsOL730Eh5//HHccccduPDCC6lGEUEQBEEQJRy0oigajeL++++HJEm47rrr8N3vfhef+tSnsHz58rEeGkEQBEEQ45CDNiUfAGbNmoWf/vSnYz0MgiAIgiAmAAetpYggCIIgCGIwkCgiCIIgCIIAiSKCIAiCIAgAJIoIgiAIgiAAkCgiCIIgCIIAQKKIIAiCIAgCwEGekj/ctLe3Q9M0fPSjHx3roRAEQRAEMUD27t0LSZL6XY4sRYPA5/NBlklHEgRBEMREQpZl+Hy+fpdjhmEYozAegiAIgiCIcQ1ZigiCIAiCIECiiCAIgiAIAgCJIoIgCIIgCAAkigiCIAiCIACQKCIIgiAIggBAooggCIIgCAIAiSKCIAiCIAgAJIoIgiAIgiAAkCgiCIIgCIIAQKKIIAiCIAgCAIkigiAIgiAIACSKCIIgCIIgAADU8n2Eee+99/DNb34Tb775JkKhEM4991x86UtfgqqqFdczDAOrVq3Cz372M3R1dWHOnDm4+eabsWDBgtEZ+AAZ6vGdcsop2L17d8nnGzduHFAn49Fi+/btWL16NTZs2IDNmzdj5syZeOqpp/pdb6JcP2DoxzgRruHTTz+N3/72t3j77bcRi8UwY8YMLFu2DOeffz4YY2XXm0jXb6jHOBGuHwC8+OKLWLVqFbZs2YJ4PI7GxkaceuqpuP7661FVVVVx3V/84he45557sGfPHrS2tuLGG2/E0qVLR2nkA2eox7hs2TKsX7++5PM1a9Zg1qxZIznkAyKRSODMM89EW1sbfvnLX+Koo44qu+xo/xZJFI0gvb29uOyyy9DS0oI777wTbW1tuP3225FOp/G1r32t4rqrVq3C//3f/+Gmm27C7Nmz8fDDD+OKK67Ab37zG0ybNm2UjqAyB3J8APCxj30MV1xxheuz/sTUaLN582a8+OKLmD9/PnRdh2EYA1pvIlw/i6EeIzD+r+FPf/pTNDU1Yfny5aipqcHLL7+MW2+9Ffv27cP1119fdr2JdP2GeozA+L9+ANDT04N58+Zh2bJlqK6uxubNm3HnnXdi8+bNuPfee8uu97vf/Q633norrr32Whx//PFYs2YNrr/+ejz88MPjTtwO9RgBYNGiRfjKV77i+qy5uXkkh3vA3H333dA0bUDLjvpv0SBGjB//+MfGggULjO7ubvuzn//858acOXOMffv2lV0vnU4bixYtMr773e/an2UyGWPp0qXG17/+9REc8eAY6vEZhmEsXbrUWLFixQiP8MDRNM3+91e+8hXj7LPP7nediXL9LIZyjIYxMa7h/v37Sz675ZZbjEWLFrmO28lEu35DOUbDmBjXrxyPPvqocdhhh1V8zpx++unGv/3bv7k++/SnP2189rOfHenhDQsDOcZLLrnEuPrqq0dxVAfOli1bjAULFhiPPPKIcdhhhxkbN24su+xY/BYppmgE+dOf/oQlS5agurra/uzMM8+ErutYt25d2fXeeOMNxONxnHnmmfZnqqritNNOw5/+9KeRHPKgGOrxTSQ4H/xPZKJcP4uhHONEoba2tuSzOXPmIB6PI5lMeq4z0a7fUI5xomM9c3K5nOf3O3fuxLZt21zXEADOOuss/OUvf0E2mx3pIR4w/R3jROWb3/wmLrzwQrS2tva77Fj8Fg/ep+E4YOvWrZg5c6brs0gkgvr6emzdurXiegBK1p01axb27NmDdDo9/IMdAkM9Posnn3wSRx55JBYuXIirrroK77777kgNdVSZKNdvOJiI1/D1119HY2MjwuGw5/cHw/Xr7xgtJtL10zQNmUwGb7/9Nu666y6ccsopZd1E1jUsnnhnzZqFXC6HnTt3jvh4h8JgjtFi/fr1WLBgAY466ihccsklePXVV0dptINn7dq12LRpE6677roBLT8Wv0WKKRpBYrEYIpFIyefRaBS9vb0V11NVtSTYMRKJwDAM9Pb2wu/3D/t4B8tQjw8QQZ7z5s3D1KlTsXPnTvz4xz/GxRdfjCeeeGLcxWwMloly/Q6UiXgNX3vtNaxZs6YkBsPJRL9+AzlGYOJdv6VLl6KtrQ0A8OEPfxjf/e53yy5rPX+Kn0/W3/09n8aKwRwjABx77LE499xz0dLSgvb2dqxevRqXX345HnzwQSxcuHA0hjxgUqkUbr/9dtx44439inWLsfgtkigixoRbbrnF/vcxxxyDE088EWeeeSZWr16Nb3zjG2M3MGLATLRruG/fPtx4441YvHgxLr300rEezogwmGOcaNdv5cqVSKVS2LJlC370ox/h2muvxX333QdJksZ6aMPGYI/xC1/4guvvj3zkIzjnnHNw9913Y9WqVaMx5AHzox/9CHV1dTj//PPHeigVIVE0gkQiEfT19ZV83tvbi2g0WnG9bDaLTCbjUsixWAyMsYrrjiZDPT4vGhoacPTRR+Ptt98eruGNGRPl+g034/kaxmIxXHXVVaiursadd95ZMY5qol6/wRyjF+P5+gHA4YcfDgBYuHAhjjrqKJx77rn4wx/+gDPOOKNkWesa9fX1ob6+3v48Fou5vh9vDOYYvQgGgzj55JPx+9//fiSHOWh2796Ne++9F3fddZc9Z1jxbslkEolEAqFQqGS9sfgtkigaQWbOnFkSW9PX14eOjo4SH2nxegDw/vvv2z8SQPhXp06dOm5M90M9voOdiXL9Piik02lcc8016Ovrw6OPPtpvbZuJeP0Ge4wTndmzZ0NRFOzYscPze+saFsc9bt26FYqijEv3YDH9HeNEYteuXcjlcrj66qtLvrv00ksxf/58PPbYYyXfjcVvkQKtR5CTTjoJL7/8sv12AohAM845TjzxxLLrLVq0COFwGE8//bT9WS6XwzPPPIOTTjppRMc8GIZ6fF60tbXh9ddfr1jEa6IwUa7fcDMer2E+n8eXvvQlbN26Fffccw8aGxv7XWeiXb+hHKMX4/H6lWPDhg3I5XJlg5CnTZuGlpYWrF271vX5mjVrsGTJknFXi8mL/o7Ri2QyiT/+8Y/j7hrOmTMHDzzwgOu/m2++GQCwYsUKfP3rX/dcbyx+i2QpGkEuvPBCPPjgg7juuutwzTXXoK2tDXfccQcuvPBC14Prsssuw549e/CHP/wBAODz+XDNNdfgzjvvRG1tLQ477DA88sgj6OnpwZVXXjlWh1PCUI/vqaeewgsvvICTTz4ZDQ0N2LlzJ1auXAlJknD55ZeP1eF4kkql8OKLLwIQJuB4PG4/aI877jjU1tZO2OtnMZRjnCjXcMWKFXjhhRewfPlyxONx/O1vf7O/O+KII6Cq6oS/fkM5xoly/QDg+uuvx5FHHonZs2fD7/fjn//8J1avXo3Zs2fj1FNPBQB89atfxRNPPIF33nnHXu+GG27ATTfdhOnTp2Px4sVYs2YNNm7ciIceemisDqUsQznG1157Dffccw9OO+00NDU1ob29Hffddx86Ojrwgx/8YCwPp4RIJILFixd7fjd37lzMnTsXwPiYC0kUjSDRaBT3338/brvtNlx33XUIhUL41Kc+hRtvvNG1nK7rJdU9r7rqKhiGgXvvvdcubb569epxZfYd6vE1Nzejvb0d//Vf/4W+vj5UVVXh+OOPxxe+8IVxdXwAsH//fnzxi190fWb9/cADD2Dx4sUT9vpZDOUYJ8o1tOpl3X777SXfPffcc2hubp7w128oxzhRrh8AzJs3D2vWrMHKlSthGAaamppwwQUX4Morr7QtPl7X8JxzzkEqlcKqVauwcuVKtLa24oc//OG4y8oChnaM9fX1yOVy+N73voeenh4EAgEsXLgQK1aswLx588bqUA6I8fBbZIYxiJr+BEEQBEEQBykUU0QQBEEQBAESRQRBEARBEABIFBEEQRAEQQAgUUQQBEEQBAGARBFBEARBEAQAEkUEQRAEQRAAqE4RQRAEQRBjxPbt27F69Wps2LABmzdvxsyZM/HUU08NejvLly/Hr3/9a8/v/v3f/92zxYgXJIoIgiAIghgTNm/ejBdffBHz58+HrusYaunEz3/+87jwwgtdn61Zswb333//oFqCUPFGgiDGDcuXL8f69evx/PPPj/VQCIIYBXRdB+cikmf58uV46623hmQp8mLZsmXo6urC7373uwGvQ5YigiBGlNmzZw9ouQceeGCER3LgPPzwwwgEAvjkJz851kMhiIMCSxBVwmrz8dhjj2H37t1obGzEsmXL8JnPfKbsOm1tbXjttddKWhj1B4kigiBGlDvuuMP1929+8xusW7eu5PNZs2bhtttuG7L5fDR45JFHUFNTQ6KIIEaRb33rW/jFL36Ba6+9FvPnz8cbb7yB73znO/D5fLjooos813nqqaeg6zrOPvvsQe2LRBFBECPKueee6/p7w4YNWLduXcnnBEEQxezYsQMPPfQQVqxYgU9/+tMAgBNOOAHpdBp33XUXPv3pT3tam5566iksXLhw0I1jKSWfIIhxw/Lly3HKKafYf+/atQuzZ8/G6tWr8fDDD+OjH/0o5s+fjyuuuAJ79+6FYRi46667cNJJJ2HevHn43Oc+h56enpLtvvjii7j44ouxYMECLFy4EFdffTU2b97sWqajowM333wzTjrpJBx55JH40Ic+hM997nPYtWsXAOCUU07B5s2bsX79esyePRuzZ8/GsmXL7PVjsRi+9a1v4eSTT8aRRx6J0047DStXroSu657H89Of/hRLly7FvHnzcMkll2DTpk2DGg9BfBB4+eWXAQCnn3468vm8/d8JJ5yAjo4O7N27t2Sd9957D++88w7OOeecQe+PLEUEQYx7nnzySeRyOSxbtgw9PT2455578KUvfQnHH388XnnlFVx11VXYvn07HnroIXz729/Gf//3f9vrPvHEE1i+fDk+9KEP4aabbkIqlcIjjzyCiy++GL/+9a/R3NwMALjhhhuwZcsWXHLJJWhqakJXVxfWrVuHvXv3orm5GV/96ldx2223IRgM4tprrwUATJo0CQCQSqVwySWXoK2tDRdeeCGmTJmCN998E//7v/+Ljo4O/Md//IfreJ544gkkEglcfPHFyGQyePDBB3HZZZfhySeftLfZ33gI4oNAd3c3DMPA8ccf7/n93r170dTU5PrsySefhCzLOOusswa9PxJFBEGMe9ra2vDMM8+gqqoKgMhY+clPfoJ0Oo3HH38csiweZd3d3XjyySexYsUKqKqKRCKBb33rW7jgggtw22232dv7xCc+gTPOOAM/+clPcNtttyEWi+HNN9/El7/8ZVx55ZX2ctdcc43971NPPRXf//73UVNTU+L6u++++7Bz5078+te/RktLCwDgwgsvRENDA1avXo0rrrgCU6ZMsZffsWMHnnnmGTQ2NgIATjrpJFxwwQVYtWoVbr755gGNhyA+CESjUTDG8LOf/QyKopR839raWvLZ7373OyxZsgS1tbWD3h+5zwiCGPecccYZtiACgHnz5gEAPv7xj9uCyPo8l8uhra0NgDC9x2IxnH322ejq6rL/45xj/vz5eOWVVwAAfr8fiqJg/fr16O3tHfT41q5di6OPPhqRSMS1nxNOOAGapuHVV191LX/qqafagsga9/z58/Hiiy8Oy3gI4mBhyZIlAICenh4cddRRJf+Fw2HX8hs2bMCOHTuG5DoDyFJEEMQEwGllAWALpHKf9/b2Ytq0adi2bRsA4LLLLvPcrvVAVVUVN910E7797W/jxBNPxPz58/GRj3wE5513Hurr6/sd3/bt2/Huu+/aD/Biurq6XH/PmDGjZJmWlhY8/fTTwzIegpgopFIp+2Vg9+7diMfjWLt2LQDguOOOQ2trK/71X//VtprOnz8fuVwO27ZtwyuvvIK7777btb0nn3wSfr8fp5122pDGQ6KIIIhxjyRJnp+Xq3FipfVb/7/jjjs8xYRzu5/5zGdwyimn4Nlnn8VLL72EH/zgB1i5ciXuv/9+HHHEERXHp+s6TjzxRHz2s5/1/N5yqQ2GAxkPQUwU9u/fX1JLyPr7gQcewOLFi3HLLbegtbUVjz76KO666y6EQiG0trbijDPOcK2naRrWrl2LpUuXIhQKDWk8JIoIgjhosdJx6+rqcMIJJ/S7/PTp03HFFVfgiiuuwLZt23Deeefh3nvvxXe+8x0AAGOs7HrJZHJA+wCEZamYbdu2lQSM9jcegpjoNDc349133624DGMMl1xyCS655JKKy0mShJdeeumAxkMxRQRBHLR8+MMfRjgcxk9+8hPkcrmS7y23ViqVQiaTcX03ffp0hEIhZLNZ+7NAIIBYLFaynTPPPBNvvvkm/vznP5d8F4vFkM/nXZ89++yzdtwTAGzcuBEbNmywezQNdDwEQQwvZCkiCOKgJRwO4xvf+Aa+/OUv45Of/CTOOuss1NbWYs+ePXjxxRexaNEifO1rX8O2bdvwmc98BmeccQYOOeQQSJKEZ599Fp2dna6KuHPnzsUjjzyCu+++GzNmzEBtbS2WLFmCK6+8Es8//zyuvfZafOITn8DcuXORSqWwadMm/P73v8dzzz3nyoSZPn06LrroIlx00UXIZrN44IEHUF1dbbvfBjoegiCGFxJFBEEc1PzLv/wLGhoasHLlSqxevRrZbBaNjY045phj7HYdkydPxtlnn42//OUv+O1vfwtJkjBz5kx8//vfx8c+9jF7W9dddx327NmDe+65B4lEAscddxyWLFmCQCCABx98ED/5yU+wdu1aPPHEEwiHw2hpacENN9zgypwDgPPOOw+cc9x///3Yv38/5s2bh1tvvRUNDQ2DGg9BEMMLM8ZzoyGCIIiDiF27duGjH/1oSf0hgiDGBxRTRBAEQRAEARJFBEEQBEEQAEgUEQRBEARBAKCYIoIgCIIgCABkKSIIgiAIggBAooggCIIgCAIAiSKCIAiCIAgAJIoIgiAIgiAAkCgiCIIgCIIAQKKIIAiCIAgCAIkigiAIgiAIACSKCIIgCIIgAAD/P1AsLOE8ejchAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "lineplot(data=result, x='timesteps_total', y='env_runners/episode_len_mean', errorbar='sd')\n",
+    "plt.xlabel('Timesteps')\n",
+    "plt.ylabel('Episode length')\n",
+    "plt.title('Behavior of episode length for 2 agents')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(8140, 82)"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df4_1 = pd.read_csv('./ray_results/DSSE_Coverage/PPO_4_agent_9/PPO_DSSE_Coverage_5586c_00000_0_2025-02-21_08-39-16/progress.csv')\n",
+    "df4_2 = pd.read_csv('./ray_results/DSSE_Coverage/PPO_4_agent_9/PPO_DSSE_Coverage_769c9_00000_0_2025-02-28_16-52-58/progress.csv')\n",
+    "df4_3 = pd.read_csv('./ray_results/DSSE_Coverage/PPO_4_agent_9/PPO_DSSE_Coverage_196d2_00000_0_2025-02-28_17-11-50/progress.csv')\n",
+    "df4_4 = pd.read_csv('./ray_results/DSSE_Coverage/PPO_4_agent_9/PPO_DSSE_Coverage_a5123_00000_0_2025-03-02_13-17-09/progress.csv')\n",
+    "df4_5 = pd.read_csv('./ray_results/DSSE_Coverage/PPO_4_agent_9/PPO_DSSE_Coverage_a955e_00000_0_2025-03-02_13-17-16/progress.csv')\n",
+    "\n",
+    "result4 = pd.concat([df4_1, df4_2, df4_3, df4_4, df4_5])\n",
+    "result4.shape\n",
+    "\n",
+    "#media_movel_reward_acc = df2['env_runners/episode_reward_max'].rolling(window=50).mean()\n",
+    "#media_movel_tamanho_episodio = df2['env_runners/episode_len_mean'].rolling(window=50).mean()\n",
+    "#\n",
+    "#media_movel_reward_acc4 = df4['env_runners/episode_reward_max'].rolling(window=50).mean()\n",
+    "#media_movel_tamanho_episodio4 = df4['env_runners/episode_len_mean'].rolling(window=50).mean()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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qhqD+LZMkK89JggAgMzL9JTULqnLooIpIr69fdNPdHAVW0dxVgvUN3Ilx7MbW0qX+Y49hjzVxmmPKiDWMi4yz/vETKlOjQTwYouk67uQEVq2W3rBDZXANhxAnRJ0ukEZz4wTdsTEKKqKbRXMvyMZsF7mO+wPC9gYiCJCJwCyXkCJ1/IZeeqNNiIcedr2GUSwQrq6hWTYi8NP9WwEh8TWNYGMDq1Ih7g+UgYpG1Ouh6Tp2KiyQDIcgwZufB03DaTbT3ylAtyx0xyHxfAzbyYxPs1g830Pl2OiuS9Tt0j9+grDTRjeUc6kPbJUBWFfHZLgu8SDEnZ7Kyq0Sz8uMERmGyEQ9bo81iPsD/MVFDLdI4nvohsHw9JnUQfWIez2C5WV0y8JptQAI19YQtq0c2TT7IROhviddx261sBt14l6fcGMDq1pBt2ykVAEDs1wmWFlBtx2SIMhKy8K1NfU9IpFxgoxjFYWPQuL+QK1d32Nw5ix2vZY5ZLrjqKwy4E5Mkvg+SRASdrrohq622+0SD4bZGhoFFYK1dcK1NaJuT61VTcNujiGFJO71EEGAbluEnTbECeHqWurM62i6gYwjgvScyDJkQmA4jirLHhsDKYnaHax6HateI2q3CVZXlfEqAV1D9Adq3Yehyj53uvi2ynaE7Q6armfGrlWtZsGdcKNN4g3TIAfolkXv+HE0NKK+Mk795WWi9PhlFNL1VTZv5FCKMFDXJHSkFARra2x85WuYlQrVI4eV8+E6WCsNwo02mmniTk5gFApZhiW9oKjjl5LB2TMkQx+RxPhLS0SdLrplkQQBUgqsSgW73sAsq/Uu4jhdTwIAu17bcn1MgkCVhwPlvXseNwMtoij7DaSURJ0ORqGQra+o00UzTYyCi27blPftRUpJsLSEN7+grr+Fgqp0CJRTIIVPtL5B3OthrK1j1+uE7TYyjinsmCHcaFPYMaO+jwsy7Zud7sHJU6mRHaFpUNi5A+EHJFFI5eDBbQNqg9NnVEZsbY04vV6J9BpuOE4adPLQLAu7USdYXSXqdint2a0ctZ5yvoLVNcLVNXTbQYS+yupqGpgGumESdTt4c/OE6+tINDQpcaemlXM9NoYYjW0QYltne7tApEydY5kI4l4fNNBNC7vRwF9eUcGb/hDNNFj+zGdZvfsL2XtXP/9F9v7EP8RIs4WJ72MUCpjlMnoUIYVU39fIYWxvEHZUJYeIE9zJCXVd7/fUdSEIsqxsMhyS+AGJ52G4LiJJcCcnMYsF4kFfvcZX913dNNBMk/5jj6X3UYPi7E5EGBGsr4GEYHmFuNcj3GgjRULc6yMCH7NUIer16D36GHG/j2ZaFHYoZ9puNYn7ffonTmLXq7iTqiXDqtcRQZCVDWuGobLcqGCht7gIicCdnspsAHtsTAVM03ugWa0iwgiZxDitZrauZJKcP08rFUjXqW7b2edtvouKJEGEEWbhfKm0sh80NA00y0LTNOLhkHBlFbNSVc55WiEwKuFO0sCFZuiIIMRfXCTstEl6PYxSSd2P45hk0Meq11Ug4QWC7/v89E//NL1ejz//8z/fUjK7b98+QCnUjv49+tuyLHbt2pW97p577rkoqH/y5EkOHTr0LB3J5ZE7ns9T/vkP3MT/+vjD7Jup0ag47JxQC3VxdcDyhsd0a/vIaM72JL6vbnKlEiLws6hk3O+rUhXPQ0Yxhuuo7B9gN8dUNivtsQhWVjCLBeyxMVW6WK1uNS4uM8sXdbr4y8tohoE91jhfAhfHqrQpipBxrG7sUiKSGBmEoOkkwwFSSoxCMTVEKxR27shuNupireHNzanSmVpVGbxpxkq3bcxSCX9lBcO2EWm/WNzvoxkGwcoKweoa8dBTzoZbwKoog36UhTFSgyPsdBGBypzFg6GKnqcZPOH7hGtraIaOd/YcmAblffuU4el5hBtt4sEQEfhEvb6KruoapIZ03FdRe3QDEfjq+05vThgGMoxAAzSdqN1W34lto1kWhZlplRlNEnU8K6sYxSKaZSGjCBFF+EtLaPoomtskWF1B002QAt1x0C0Ld7xE2O0SdTvotouma1i1murBKZWIh0OSwSB1UPogpOozgiw7O+K849vYYpxtNt62K2Hc7PjrpommG3gLi9i1Kma5jFkuqQxd2uOkpw7thYycWX95WWVbAC2NVFvVCkbBJVxbwyxXCDfamHGCTMud3OnpLMI92ke71SJYXUO3TKxqmu0zDEQYkng+wzNn8BfmEUGo1vXamurnGu1PsUgShGg6aJpOuGqgp47aaP1rhomma0TdLmapTNwfYJaKRN0+cX+A8CeJuj0QIo2MX3y8o3PSX15WTkIUE6yuKQfbddEMExmGRO02mmHgjLdUcCbdV8NJAwSehxQCs3H+ujsy4CB1LNK1PzIQlROrnN5RqbPhqN/bqtexhECEYZYlBZBRRLCyimaZGKWSuk6kmVd/eTnbPyAz7sxyiajbVdlmM82Crm+gjQIcmqauf4tL6I6jgg29HvFQtXEk/T7B6iqlvXvxl5dZ+9I9DI6fF6tYvfvzF62nypHDNF72EirXXKMyXxpZxYI7NYmIExY+8jHC9Q1ad95B3O0hk4Th2XMES0uYlSqNl9xM1O5QPXKYqNcnWF4mWF4GXVeBmIkJirt2qqBfmqUaBXSGlklp9+5sf0Qckww9lQHc2CDcUMfvzkwjggB/cQmjWFTZQSkwK1UVOFpawhlrEKylWc5+HxGGWYBl8289qgRJhh7hxjr+0jLt++6ndt21aYBsQNzrZVlZ3TIBDWe8hb+wSHHXTqKuckzMYhF3vEU8GOAvLCKCEM1RWfHKwQOqjDaO06BNNXM6k6GHbjt4Z89RPnQA3bYzh2LztaQwNUW40cY7p+4DydADXUO3zCzgAlWVERsM0DQNvVBA0w2C9XX6Dz/K/F//DQDF3bspzEzhL68Qd3tYjTr+wqIqo92MrlO55pAqx6xW1b0riqheewRvbp5geZnyoYN4Z84xOH2KHe98B9Xrr8NfXGL+w3/D4MSJLIuW/a5hyPHf+b0tj0287rVYtRrVaw/TefCh9LyJMQouRrGIO2kQC+UsabUqZrXK6pfuwZ9fYPbdP4I7mTqgvV7Ws2+WSuraNRigpw6WCCOGZ8+m5znouq6qKSoVosFAVQ+AKk01VBbSKBSJOh2QErNcQa/XQdOIu11VMdBoZNcAp9VESsmJ3/09wnaHw7/0iypQnAZYyvv3bbn+Z+e9YXDq9/8Hiecx/ppX07ztVoK1dRY++nEqBw9g1aq0XvVKNF1PP2trgGBLYEDTEGFIsLqGVSlj1WoMz80ho4jS3j0sf/bvWfjIRwHY/aPvxpmYULaFYRD3eix+8lOYpSI7v/d7qFxzKKsKGpw6rUrzd+3EX1zKrv9auq6TICTxBmBYLH/5bqJOh+add9A/dozFj348289Dv/gvL7vC4moljmN+/ud/nhMnTvAnf/InTE5Obnl+165d7Nmzh0984hO84Q1vyB7/2Mc+xu23346dntd33XUXv/3bv80999zDHXfcASin86GHHuIf/+N//Owd0GWQz/F8ElxNczwTIekNQjQNqiWbbx9f5d/8zpeoFC3+///0VcxOvTDKD54NRhmdYH1dZSiikMKuncSDIdFGG82yVO+USDKHBalKaYySiiaKOCbu9tBMM3OARlkH3bHR0Ih9n+LM9LaZt3joEa6raHviecrR0/TzpXlSGavC95XR5QdomjImkiDELBQAiVWvo+k6Ua9H3OthN5u4ExM448pQ6j78CJqhbpAiitV+SIlZLqvSUFOVUca9Pk6zoSL6QmUEzEIBzbSIeirSaBSK57M/sSoDDNsbymDXTZLhAFDZF03X0Cwbq1ZDhAH+0jKabmA4tsrWGDpWtYZuW6lTOUTEAsN1sBsNdUydjjretKdIxgm6balsHmk5MBq6qZwU9VhMuL6KpqnHDFdF/+1Wk6jbU6VNgyFGqaicGU1TUfK0zyfqdhFBqL7XNNOpjLLLZyTkc7nCP88lwdpalmEVYaicHMOgtHuWlb+/m+5DDzP77h9S31mxsEVASMQx8x/+G4xigYnXvJqTf/g+7EaD2R9+10WfM8o4jc6DUa/oiFFZVeL5aIYG6Oi2ReIHqmw1LWMd7bOME2Lfwzt7jvrNN6tS4o02Momxm02Gp8+oaL9toTsu7uTERfuTeB5Rr4duGCozmUbqkzBC0zU2vv5NVj//BarXHlEOnmFQvfYI7pRqbYg6Hda/+jUaL3uZygDaFlatRrixgTsxwfDMWRY/+bcqUzz08BcWMCtl9v/MP6F//DhrX/oymqFjFIv0Hz22Zf/qt9zM7nf/sDoHHIf+8RP0HnmUide+Bs00OPZf/xvRxgaVI4cJ19cJ0gqF2g3Xs+O730ni+9jNTVmN9Lv2zp4l3GhTv+nGdL+G9I+f4PQf/TEAY7e9gt7DjxCl2dLtMKsV4m7v0s+nPV9GoYhZKTP2iltZ++KXGJw4ufWFqZDMZpqvvJOd3/c9xN0uc3/xV7Tvux+r0aD5ilup3XITTrOZOfPdBx8iXF+nODuLMzGOOzEBho5VruDNzSHjiMQP02yliwgD1cQGkFaR6KaJ3WyeN+LTvm0MA5IEzUz7/1KDvH/8OCt3f4H+o8fQTJP6TTdSPnSQ4uwsi5/8Wzr33Y9VrzP+2ldjNxo44+OIOFJBqIILEnTHImx3ccdbnHrfH9FPHRazXMaq1yju3k3v4YeRScKuH/4hijPTYBqQqJL4cGOd47/1uxd97xNveB1Tb/yOizKMIorUuWaqoErc7zM4eSrLtra/ea9aczffxOy7f5hgZYVwbZ2zf/5+3MlJlS1tdy75e19JzHKZ8sED7Pze70YKwcnf/x8Mz5x5Utto3nkHrVfeQdTpMP/XH2Xita/mzJ/87+z5a3/tPUSdLnN/+WFKe2aZ/s63ZaXPMk6IhwPV/5hWBGiGjoxjol6f/vHj6TXoJuq33AxCsHL359n4xjcp7t5N/cYbVHWS7+NOTaE7DoWZaUQc0773PjoPPEjUbjN268tp3n4b7fvu37Jvo8BRhq4z+8PvUlVYwPDMWbyFBYanTp9/jaZtrTpIqd1wPY2XvZTSnt0Mz5zBKJUp7trJ8Ow5Tv3h+1Rf6CZ028JutvAXFtK/7fP97k+C8qGD7HrXD6pWB9elf+wYy5/+LMVdO2necXsW2Il7PU689w9Ur/A26K7LNf/qFxh72Uuf9D480zwd3+A973kP73//+/nlX/5lbrnllou2a9s2H/nIR/jFX/xFfvZnf5ZXvOIVfOxjH+ODH/wgf/zHf7zlPT/xEz/B8ePH+aVf+iUcx+E//+f/jK7rfOhDH8J8hluPng654/kkuJoczwvxgph3/ZuPIaTkX//Dl3P7DTPP9S5dNUgp8ecX1A0DjcKOGXTLwpufR4QRIo6I1tbRbUf1eqSlV5pjYzguiedh1TaVdaX9hkqExVJ9cHGsItiapkrBpMjES0QYYJbKiCBQ5X6GoYxnDXTLTiXiVRkfgExUVs2u11QmKc3KiCgi9jzC1TXcqUmMYpHO/d/i7J9/AKfVpDg7i91sEqysUJiZBl2nfOgg5X37MMslwtU15XDGsTL8oxgRR8T9IcmwT/ve+2neeQdWpYw3v6CczXKFcx/8EAjBzh/8foKVVVY+81mq113H3n/0Y8TDoSoZimMGx48rlcH+AG9ujrUv3QPAvp/+ScxSkbDXw6k3WPzbT9F7+BFmvvudWOUy/tISlUOH0C1TqQy6LlGny/Hf/b3shgpQve5aGi+9Bc2y6D7wEEahoEoSV1bw5uYBsJtNkuEQEceM3fpyKgcPUNi5k+GZMyqabFtYNeUsxb5PsLyGO94CNDBVaeTq3Z+n+9BR/IUFjFKJg//in5MM+qx/9WskfsDE61+LphtY9dqWEt3E8zj3ob+ktG8vhR0zFHfufNxyP29+nt7Dj1A5fFgZxZ5P+eABhqfP4M7MKEMn7bd0mmNIKTn3/g+y/tWvUZzdxfR3vlWVRqYlYLptbcnExIMB3tw8lUMHLz4nhFBr3DTVORCqzOPK5/6e9n33405N4i8uZa+v3XgDnW99G4DJN76BqTe9EW9hkfkP/w3V667FGW+x+Im/xTt79pLHW9q/j+LsLGaxSOWaQ0TdLqf/1x8jgpDinj3qGIWgftONWI06ydDDbo4xPHOW6rVHWPvyV1lIsyxWrYY7PUXl0EFKBw/Q/fYDdI8+jHf2HGalzMRrX0Nhxw5026L36DEWP/7JLftSPngA0Cjt3Y1u29Suv472/d8i6nRV/2MYYjebFHbs4LH/579d8phGFPfsJlxdJe4PnvC1FzIyYJ+QbRwzUCV04fr2xtl2TL7xOxicOEH/sePZY1ajQbSxcdnbGHH4V38FJy2j7z16jIWPfDS9psZPaXvb4UxOZI70Zmo334RuGHS+/cBFBrAzPk75wH517V9YYHj6DKW9e2i+8k5WPvv3mJUy7uQk5UMHaX/zXsL1dWo33oAIAhY//kmMYpHmHbcDktZdr8JIWxESz2P+w39D59vPjErkqJRdhGFWDvt4aKZJ9bprs15fmQiWPvV3j/uexstflvb9lUmCICtVrV53Hc54k3CjTef+b23/3pe+hI1vfPOpHdwm7FYTd3KS7tGHt13Dl8POH/g+xm59OZqmWhWSIEAEAcd+479mr3EmJ9M2h/OfYY81lMDQJoxiUbU3bEPtphtByux6p7suhZlpBidOolkW+37yJ5j/m48o1dyVFVWxsx2a6iEXvv+Ujve54LKvRU+Tw//mlxFBwNxffnhL9cT+n/mpizLY23HwX/4LdNuicvDAVZHxfDq+wete9zrm5ua2fe7Tn/40O3fuBOADH/gA733ve5mfn2fv3r38wi/8Aq997Wu3vL7X6/Hrv/7rfOpTnyKOY175ylfyq7/6qxdlUZ9rcsfzSXA1O54Av/JbX+CBE2u8+bbd/Pjbr6PoXr664NXGSEXxCUtTpcxKWbZTFYz7fbyFRUQQqCb/bhenqYzzeDhI+7NUJs6bm8eu1zArFaWUFwaYaa39pUQuRkIYIzU9pMzKVePhkMGp04Sra3hz5xBRzNjLX65e7w0xS2W0VD1UKYEmLH/qYlW05h23E/d6T8nY0W2ba/7Pf4Vum6rEBzj3ob9UvXVra9u+5/Fuylu27bppX+nlGxKVw9fQe/iRbZ+zxxo4ExMq8r7pZvRMYhQK1G+5mcLOHax+/otZ9PbxKO7ezfD06YsedyYnuOYXf4H+sceU0zM/v2W/i7tnKe7aRe2G6ygfOMDg5CmClVXqL7kZ79wcj/23374oEm1Wq8Rp78rm6HZxz26iTvcJjfndP/puajdcz/pXv8a5D3wIgNK+vUx+xxsIllcYnDxJ9+jDWf9XzpMgdfwqRw6rPt7l5YuzdpdBaf8+Ek/1kG3OJBZ27Xpcx/25whkfp7BjRqnYLi6qbM7NN+EvL2E4Lu7kpOqT3GinvbdqzXpz8wg/wN25g6jd5vT7/mjLdu1mk+m3vhk0je5DR9Ftm9Yr76R93/0s/e2nntK+Xo7z9mQxyyXs1jgyifHOzW2bPSofPMjw7NlnzMnY84/+IVa1wrkP/gVRp6NK9S+DnT/w/ax89rMEK6tP+bN118Wu1/G3ESoZceQ9/5rBiZO0770Pu9lk4nWvwaxUCNfX8c6eo7Rvr6r4uWCOp0gzrOtf/TqFHTPUbrie/omTdB86igh8BidPs+O73oHdajL/1x+hc/+3sJtNxl7+Uibe8HoVgI1jom6X4s4dhBttwvV1Fj/+ScZe/jJqN1yPlJK1L95DsLpK7cYbKO/bS/v+b2VZ/Ocz7vQ0O7/3uwnbbc788Z9u+5rN9409P/Hj2PUaq1+8h/Uvf4Xi7t2UD+yj88BDBEtL277/QsZuewUz3/lWTv/xn150727d9SomXvtqJYw2GFI5fAh7bIxk6CGlYO1LX0Z3bKxKBZkIzv75+wFl0wzPnr200775eCxLBQ9W16jfcjMzb3+b0gBYXaW8f9/z3vF8MZI7nk+Cq31x/c+PPMgHP/sYNx8a54feeA1H9oxd9aV9l6J37BiGW1AKk6ZJsLKKFILS7K4tr/OXl1U0PBU/cFotzEpZqdBFEb1HjpEEAcHqCkgN3VACDlGvi25arH35K6rUdn7+on1o3v4K1u75ihKRSPvKRpQPHUI3DfzFRZyJCfrHHtsSKXy2IocXUtgxk2X/RtjNJuOvuYv+o8eedqT+olKfqxS7OUZx1y7a993/XO8KoJyNK+VMX0nKBw9kpX9PhDMxwa53/QC6ZXH8t1XpX2HXLnTTIFhZpXrdEaQQDI6fyLKpT+ccqd1wPd2jD1/2eizt20vl0CHMapXeI4+oLHitzvDUqSd8b/W669j9oz+yRdhFCkHvkUc5+/4PYtWq1G++CbvRYHjmLM3bbqX70FGMQpHaTTcQbWygO6rHbNTDBdA9epTeI4+iGSYTr38tnW99m+HpM0y+6Tswi0WO/eZvYRQKNG+/TZXcbbpdt171Stbu+TIyjqkcvobpt71FjUvQNYqzs5na7/yH/4b1r3z1omNyxluU9u5leOYs/uIidpotb77iVsZuuxVvbg67MXZ+7uFoVEcqBhKsran7Szq+Q7NMnGYr6/lOggDvXHot0iBcX+fk7/8PrFqN2R/6AZzpaWQQEPX6GK6DWakS97qgaQzn5og7XYanz5D4Pr2jD+OMt5h994+gWyZr93yF1c9/YcvxHP6V/xOn1WL9a1/n7J+9/7LWxFNh1D/oTk3jzkxT3nd+sPvcX/01g5MnsapVug8dzR5vvOylWfYr8QO6Dz6IPTZG9doj2K0Wg+PHkUnC5He8geKme9xm8yweDNj42tdVW8bqqrqWp89PvOH1TL/lTVved+ZP/ywrmx3hTk9TPrCf9v3fygJc6DrFXbsYnj6NWa1w4J/9LLrt8Mi//w8knoc9NsauH/x+AFa/+CXGX/NqSrtnVaY2VuXJRqmU9TAnQaBGg8SxEloqFJTSeBRl2gfJ0NsyBkNKib+4AGjY9TpRp4tVq2ZtDVG3R9zvZXoHVqNB5eABwrU1eo+dUH2jpRJxv4eTKmdfyOZ+xNFxT735jax89u+p3XQDu77/+1j4+CdY/rvPXO5SuIhrf+3f4p07x8nf/8OLnrPHGsy84+1ptQUsf/Zz6KaFv7jI8Nw5dv3gD1Das5u1L3+FqN1mcOIkhZ07qB45glVTbSgjMTqZjop59D/8J0A5gJWD+ynt26eEkOIYf2kZq1zKFJYHZ86iGTrFHTsAtZ7OfegvEWHIrh/4fnTLxJtfwCwVcSYnL7IdpZSIVLxpy+OpMJBumk+o3rzy+S8y/1cfvuzvc99P/yRWvYZuqRac4q5dmRhY4g2pHj6cO57PQ3LH80lwtS+uv/3KaX7z/fcB8NPffQNvvn0P5vNQ3VYKQfehh9EdW/XDACSqB0wNP1ZL1mm18OYXCEYlrzLBrtfRLBt3coK4P2Bw6jTte+9l+dOffe4O6DIxK+Ussl05fE0WQfbnF7BbTcZe9lKl5tZuE7Y72I06w9NnqBw5jNNq4k5PZ+NOhmfOXlaJ4IVMvflNoOssfkw18Fv1OoUdM1SvPYJmmlSuOYRZLKq+ukSw9sUvsXbPl7GbY1QOHcIea7D8ubtJBoPMcb8U5YMH0W2b6e98C72jD+PNzTM4dZq416OwcwdTb3lzZtRJIXj0P/9X/PkFVQZ32yuYevMbM0GakSIvbM1Ob3zjm8x/5KOX7EGb/I43oBl6JnYw6kebfutbEHHCid/7/cwxscfG2P+z/4Tjv/27lyxttMcaqiT6MjIUxd27Gb/rlXQffgRvbh5/fp7i7Cy1G28AKXDGxzHLZaRI6D54lMHJU9RuvIGJ176aeDik8+0HKe/bg1Wvs/GNbzL3F3+VOXK6kwpPhdFFn1u/5WacVovq9ddy7oN/CcD4Xa/k3Ac+hAhDrEadaKPNxOtfx/Rb34xMEub+8q+Iuj3G73oVx3/nvwPKqZz9oR/EnZzAX1rGHmtsK4B0OWwW3oqHQ5LhkNUvfAl/YQFnvIW3sEjieez98R/bYmjEwyHtb96HVauy/NnPUb/lFpq33crSpz7N8qfPG5CtV93Jju965/afLUQmHtR96CiFHTso7NzB+te+weD4cVqvvHOLM/B0UEJPMeg6wg+QQmDVqpf83uLBIBMjClfX0F0Hw3FIghC7XstGFRiue3niZVKqUu7pqcedQRisraleq2aTJAgRvpfNzhOh6pFE13FaLTXLL61Oser1LX274do6uq3+9pdXGJw6BUgK0zPE/QFGoYBmmZDExAMPZ2I8Ldfv4y3MQ6JG0AjfxygVlRhVkiAT1S7gjI8TdbrIOMZujmUtCUiJRENGISIV4XHGxtL+ziK6ZdK+9z427r0Pp9mkefsrCFZWKe3fp3pDAW9+gaW/+zS9o0ez82jH9343jVtuvtj4Tscd6badHX+wsZEJXtm1mlL6FGnPf6pgK4JAKdCGSm1aRDEiVErWmdiWEEqYK47VyIz0tf7yClG3S+XAAdBUPzua0nECDc22CJaWcCeniLpd1X6xaX8HJ05gllXJsYgiBmfOUkiViON+H395mc63HqB2w3W409Pqt0qFuKRQMyBFGGZKtrplqQoiy0Qkiepfta20KshQwkWlkhIdc+wtAmtqPEeE8JV6slkskPgBhWnVP+0vLmKPj6vnw5DywQPY9Roijuk+eJR40EcEoerhLxYxXPdi9Vwh2PjGN1m5+/P48wvs+sHvZ+zWl295jYgizv7Z++kfP8HO7/1uCjt3svS3n6Lx8pcho4gTv/f7F50rrVffRfXwYcoH9mWfE3d7mSJy1OuRDAYYxSJWvX4+eHSZM4QTzyNJrxVOUzmew7k5EFIJ9m1TjTUS35NJonq7LeXgijjBaY6hO85THmklRwrcNZXR9peW0U0TEUUUd+5QnztS1O600dBxJsbVOJgo4thv/Nes2mrvP/7xtIf5UVbuvht/foHi7lnsRoMd3/vdSrhxo41ZLmVjexJviFFwMUtlCjMzmer1c8nV7htcbeSO55Pgal9c9x9b4Vd/90sAHNxV51d+7FZa9atf0GQzMlVy7B59GN11iDbaqSqipmZMaZoyQEI1HkMEgRKY2NR3qQwhdSE888d/+oTla9XrriPqtCkfPIjdqLP0d585Hw1+CjTvvAO70SDqdrAbY1SPXINZrbL2pXvwFhYp7phh/evfxJ+fZ/x1r6F65DDFXednhckk2TpoOh0GfqnfMer1QSTKaUpHFYC6Ya19+at07r9fzb4Kw6wUbOa73kHc69G843aMQiHLEI+i0qOotVkub/l7pEo3Gj69Hf7SMp0HHqB15x30j59A03Uqhw7iLy9juC6DEyexm2NY9TpmqZQGDdSNSt1cnOy7iDbaGKViNu5FxglmafvP3fw9xYMBaNqWfUw8j+7Rh9X+HDmsRrhcouFeSomMIpIwVMIbQUD5wH7sej3b17UvfyUrZ535rneQDD2ad9ye7d/wzFlVBvaJT1KcnVWCNrqBUXBpvOQWNSrmGaR//ATHf/t3sVst9v7EP8SdmKD70FG6Dz+CbtuM3/UqzFLxkn2nUadD//gJajdcT9TpKFGnbV4bp/NJn0hkSQqhFCHL5ce9Bl2OwzRCqZOqMnCzVHrcHtru0aOc/P3/AcD0d76Vide+5vI+I4qUsEY6Q1FF+oN0XwUyirFqVSVGk44kGhEPBplY10jplNG6NE0VJHMdZGpca5ZNuL6B0xwj6vbUiI+CS+IHkMTp9UCgmwbO+LhS2+x0cJpNgrV1pEgozMyQDIaEHaWGajca2Tl7qSyESEdNbM6+ZscwHKoREo6jfmvDUHNAfU+Jr6X9iFJKSnt2X3awQSaJGhUShTiNBlLTseu1zGiN+wPsRj0bDTE4c1YZmY6r5pv2e1nGRyRqtArJaCZpiKab6fxeAxEn6KZx3rEVMlMARtPVNdZ1iQd9JWTS76t1eon1NDJ+tzvWUT+r7jhE/UGqBq566NUIC41gfeP8NV0KJWDmOhiOq5yzOCbxfMxiQc2HLRTUvkg1smekuq1BZtgnQ0+NS3JsdNtRjreupe0nIeHqqvr8bVpQNu87oIIgMlH/TRWWE8/Daqj5jyOl8sQPsGpVJRhnGGoET3+QBshE6hQUsmCJkY5U0l11rTBLRfylJaxqNZ2DaoKuk3g+Vq2ajSTTHYew08awHHTHJup2qR45gr+yjAhDqocPZ8fUfeRRkqGH8L1UmXhDCaTZNrpjq30RQgV7wjCd+TugfOCAKssWEqNYwJtfwGmOZdc1b2EB3TSx0h7mYGUFkSQ4rRa6YajxTaZB4nkq2CEkupUqUBsGwvcxyxWibjc9p/0tyuZCSNxUhTru94n6A5XNrVS2ZIPD9Q2MgkOwuo6d7l+4ugq6jowT7OZYOoNTZPZT3O2hF9yspWLUBy6TWFVe2Gr8lgiCS86GhfP3Qc1Qx2kUi+kopw5GsYRSK1fq4mG7nY5PIl1zIBKBCPxUyNBU9kki1CiffXuVMr5pQiroZqRjwxJviG5ZGKNRMM0x4oEKSJqVCk6rhVWrXjW27dXuG1xt5I7nk+BqX1zrXZ8f+7+UiMbu6So/+c7r2b+zTrnw/On17D16DDSI2momowjCrUaeaSrxACmxm63sYraZeDjEOzfH2T97f9bXuJnGy15K687b2bj3fkq7Z6nffNNFrxmpbGqGQZz2YhVmlGCTTAdhG66r1FOlpPfoMXTbprBjJhv4ne1Pf0A8HGQRYaVSK9PI/XlDSY2QUCMWrHo9M4BH8vbJcJiJyYyyDMp4GqSS+MNM4RWRAGpYvO44WJUKmmEwPHcOzTDVbMv0pqDpagC18APQtSw6nXg+6FoWpR/1s+pOOlImSQANmWagkenYCGS6HxoYGsnAQzNUCVWwtpHdeEfz42Ak4S6zPjqzWiPuddPxHRuAyuyMosW6o8aXjBQtDbeQqe2q7zHIboC6bakkeSr4JKIYNZxdR8aRmh2ma8Seh27ZmMVCNt9RSqVwazcaxIMB4foGmmFsyR68mHii3utRz7WIlGOgm4YypItFFUDStdELAZTBGCsnaCS+qNu2UmnWNZXJS4Mx6Abh+npq2CqhF6fZVOepaaKZJuH6GgjQXQd0nYf+7f8FwOw/+BHqN1yvjLUkuSjgsDmgEq6tY5SKaIbKxIl0FIMK6qgsTjxQ53Pi+1jlcqYCrNQ+pVJLTQer66aVGYlmuYwz3kQk6YgXCd1HHiHu9XAnJrLrm2ZZWJUKie+lA+7L50fHFEsk/hDDLaSq1j4yjNBsO3OKg7V1dYxSYNXryiHbNFpjOD+PrhvYTTVDNPY8Rr9oPBziTk9jFgrZXER3coIkCFTbQaAyco/n9D/uGoqiy3ZW4/4Ao1jIZgkXpqfQ0zUxPH0GDIPS7C7i4TAL5KiRE2q24sjpFlGEv7BA1OkS+x66aRL3h2kWT80iTIaeChppGiIIlJObzjPc7h4zKv9L/AC7NYZVKuEvrWAUC+r6J0TW/+ovL2EWiuqapXYSp1HPZsuOZpRalUo2ViJbmxf0SY7wFhaVoFtLKSyXD+zP3ifCkN7x42puYnmrI5N4HsH6ujovLQtMg2To4U5NEa6uYdWqFHbuxJubQwSBEjdLHaSo10e3lMCRCEOGZ84QtbvYjXrm+GRB0lQ8b1SGia6rjOfKCqTK6mahCFKgmVaW1XWaTeyxBt7cvCqpHA4xy2U1iiX9rjYHFOP+AG9hIf2elLifZuhE3R6GbYFuotumur9pOiJUx+ROTjCcm0M3DKzGmJrNORhiVStYtRr+ygpWtarGHUmwqhVkHBMPhhiug9NqEXW7WXBJMw1010U3lBMYbWyQBKFaD4aJjFVQtzA9jVFw8RaW0HQVZAhWV9FtB6taIey0scqVLCAbLC1jj7dUefvKihrNUiphlIpE7Y5a+7adqW+DxK43AIlmO0iREK5tqN9AU6O8/MUldR3cNJtz9Decz+AnI+0KXUd3XEgSFUysVpW9oesUZ3eh2xbB8jKx7+NOTFKYnkJKiXf2HEmUCn/FCe7UJGGnS7i6qo4P0lnF6r4RrKpMqFEqqutnGFPYuYPS7lkVhEvn515tXO2+wdVG7ng+CZ4Pi+t/fvQhPviZY9QrDj/zvTcy3SyxZ/rqiQxdipHh1334YTTdIGy3sarVbbMliecRD4bYzTEGx0/gzc/jLy0x9aY3YVUrBCsrnP6T/501rrdedSdTb3ojkIpPBCFRW4m0aIaZyeqbJTXz0K7X8JdXQAN3cpKo3c6GL1+032nfw6h0RZWhtM+XUkWRmtdlGuiuQ7jRhiTBbrXSMiuRllhFIBJ1cY0FmqmrjEQalYy6PXWDMPSs7FgKSeKr4dajKLNuWZnTLKVEhqGafdnuoFsmMk6U04Vy3gzXyfp0ME1001J9Yqljphk66GnmJ04wimokQtTpKAcOVG2XkOlvGChHNoqyvp9wbS1T6Y16/ez7csZbBKuryCjCaowhwgAZxSrSbNtKpbXZyhQrpfrCs3mRIo7V3+mNTbNspBRoholuGFnvmXJuz3+XaJp6fxhucRCMQlo6FkY4461s7EGwupr2D6lZpgixxSjddj2nl9Urcd49UQb8aW9/0wBxlf1SQlhISdjeAHTcyQll4HseIk4yxyxqd9TQeUPHqlRShywi6nay7KHa7XTfN2WdR2WjUgqEF6gh6/1BOt7FUlmRej0zoEQQqvmuGoh0rqjhuunvrs5Df3EJf2Gexq0vR0MJkxjFgnKCkSTp2KO4P0AzdHTbUZnOahkkyiC0bIq7dqjMRxqMEkEAuppr6y8tqTXtutn8UbNYyBxTs6T6rNT5aWY9V6NjDlZWUie6hYhUtYdZKlM+uF/NN1xZwWrUValtOu4j6vVVCWejziAdnTByCkUYYlWrWYBIGf4WUbebZhXUGASzorIxoyygblvqGpEIygf2Z07R1cooq/ZkSgZV3+kcumUR9dVs3XB9DXu8hUzVeJGo9eV5568PaWZwVMI5uiZpaUasMDOjnIn5hWyG7oX7+lRLGy9F1OsxPHeO4o4d22b/T594EHO9j5voWLUqcbeXtXOMSmCllBRmpol6Pex6g2B5BaNcpLJ/P/7yMv1jj6FZFtUjhzHLZfqPPYZMBNXD1wDKCQzX15Uj5Loq47apEkDT9S3HLqUSnxJBQDwYqDFVm9TiNV3f4niLKCLc2FAziS9RYQOp/RBFWfBBXfd7W7LYUkoGx0+QRCHRRlvd68IQzbYQno891iAJI2QYqJnOQlDctUupzne7OGNjao7wKEschgg/UE65ZaFbVlbG6p2bU1ULmnqdbhoquGYYlPfvwygU6B8/oUrafR+zUsUouFQOHqB79GE1A1XT07nhsXK6paD78CPYjQbu9BRmuaxe2+mo4Efq/KNpmOUyIo6o7N+PiCK8uXlVKaLpSqhnYyNrTwnX02CwYSinPS3b1l0bTTcxii6G7WCWywzPnkO3zHSm8jDbZ8001YxaIdLxaedbYKJuN5sH6k5MELY7qnw9jnCnpinv3wdS0j9+QpXNIzDSCQNmqYwz3nrKLRzPFs8H3+Bq4uoZ7JLzjPDyayf54GeO0e4FvPevHuBf/OAtDP2Y0lWe9eynwivJ0FdRuVpNXVgfeoj1r36d2g3XU7vpRkQY8uB7fg24WEhn/csXC2gc+Of/lOLu2TRTpeZbyjjGHlflVQipDEEpCTsqcusvr2DVKiprk5a/Jb5/0Y0v8X2l3oZEjxN0y1SDlqsVRBBglEqYmkZxdldWMqJb82r8xfRUOuzbxiyX1NBkPyBst9WMr8kJFWW0beJuD39pmdKe3Wmvw4CRdSTCkCSKcBqqBPTCvq2RQz+cXyDp9dAqNonn4Y6rXio9NUI1U2WOdctSjsMoyj/qm7zAyTEmts5BfDzsRl059sUCzqTcknEalQWOjIPE9xGJ6mVyxlsXZY8vJCsFMi/OfI+Iul2kkCpinSoPj0SSRtHq0Xcn0lJjo6hmlCa+T9wfEHW6KsNtqzmu/vIyoGU9SCKOs/5amSSEa+tIqUqpRqMSNr9uMyIMVbm0FJiVCiKMsCplJYKVqp4qcQmVdR59tlkqYtfrj/v9+CsrqmR6UzmVTBKVbUgdD6tSURH6bk/1ZwVBVqoohcSZaBGmkWi73kDEEcHycpbV1h1bGR1ppmE0M9ZptXBaTRLfZ3DqNO7U1PnMS7qeLpk5TRLiwZBgbTXNKI7GGlUzo1ZVDCgnWUQRIkwNXkNXv1mtgjs9RbhrB7pbUOdlFGFVq5kxZOl6Wg5cxCyV02uBSMtaw6xnz5mY2LK+RoaQsXNHFlDRDEN9RhhiFIvpudvFrF468KdpWtZTCBD1VD+f7tqYxWLWw2hYNvbYmArSVCuIJMYslbDHxghW1lQ233GyzzHTcTPzvSXGrR0YUmd47hykBrpZLmXOErquyhstOysDNh6n/O5q4ak4cobjKEMXlSlLggBnvKkcRSkJ1tbTWb4qiBd1u2imAVKV98ooRtN1zEoF3XXQdIPC9FR2/Sru2H6M2TPtdIKaaVnaNXvJHje/bCM3Qqyhqmyx6ureBlBo1NET1bZQmJ5W5aO2jW7bak2gMlG6W1BZuXRtFWZmtgiC6aa5Zf1qhnGRk7D52DVNy5y0ywls6Ja1ZfuXQjMMjE2Ot6brWwI8o88u7NxBuLFB3Our+3ZapmwWCjiTkyo7uLJK2O5kgR0RBEgpKO3dQ//4CXSpgpiG6xCsrKE7FrppUdq7J/ssd2pKVUPUa/QePabup7CllLe4ezbN7C6gmWpWsmYYKjjgDbHrKjOpKp5UQM2sVDAKhey+qJsmeho8NkpK0MltjWczOEe/aWFmGm9eKbi7kxO4kxOIMFICYYah+k9rNeJ+P+tB1w0Do1TM2mE0w1BZ7HSbo5ag0e+9eabz5t/FTkuVRxgFVwXprMqWHtXi7C6GZ8+dv0dr+ou2suiFTp7xfBI8H6Ia/WHED73nY9nf737LYW4+OM6h2UZmlDyZnqpnAxFFdB9U36nK+MXKIRGCo/+/X79okPHloFkWO77rHdRvupFgfV05HQKMtOejsGMH/vISMggpzs4SdTsEK6s4461MKCXuD4jaHezmWCqSYaKZKouhaWr4saYrY9ObX8j6SoxSES0V3hj1LD0dRlHipxP1k1KqCG2g5OzdqckrYgw9E1zJbOFToXv0YVXiWCqjmUqtOB4O0NAxyyU0XcdfXs6UHLOs8qis01HGvD02RrC8nJW+ySQh6vWIe/3MGEk8D8N10hJvT2XnAOH72M0WUaeN7rjolknUbmOkvVNaKiJmFItZ1nsUGEk8j8KOmaz/J/E8VdoUxalzKQBN9fEEgbrZiwQhBDKMKO/fr86VOFGzS90CYbuNmfahZeWM6SzbUYmYbtvZb5gEweOK2VwphnPz9B89RmHnDOUDB7KsyshhRdNUH7muPaET/2yQeB69Rx7FbjUp7txJ1O3izS9Q3LWTxPcJ19YpzqosjD02lgWKkGkffHr9NIpFfGLOtOdplRq0imm2JgyzstsnCurkqHWr23ZWaTFySK/Wa+cIKSUPLT+KvrDGlFR9dyMHRrcsjEoF6drYxqXvKVJKug8/DBKqRw5f9vVYCEEiE6zH2fZziUwSesceU/2btZrKqJZKFNKgQe/YMZKhj2boambqqHKpVCIJAmSi+rBHKr4je+pS9/kkVTIezVK9kFFQfOQoJ76vVH2rFfqnTqHbDuV9e9X80u4oAKquuYPTZ1TPb5xQnN2Z9aVvux+eh4jjLc+PAqXblZNfSbqPPIqmaRfNmFa956pM2SyXr/qqixHPB9/gaiLPeL7AKBW2/qR//PGHsU2DfTvqWKbGyoZHu+9zcFfjElt49okHA2UMaxpWrcbal7/C/F/99ZPaxuZxFfWbb2L2R34o6xmw6jVVipSW8TnNVqrAaSLCSCmRxhFGuYQzMaH6b8bH8RcXVTSw4GJWK2k2I8JuNFSpnWlQmJ7JxDGyvp7pKZXJfJzSoCfDKEr8dLdhOEoRc3O/z9XI1eJwjjCKBaXk6TrYrabKlqUEqyvIWOC0mqngQhGjXlcKl65DkjqPcaeLv7CoVIk7HbV+jDTTNFLC1LTMARJBoPqFRj03qTjFSM3PKBazsl/NtpGpumS4tq6qWDUtW7eAylAaBprtpFmNQioKUiLqdLBqNVUq2+niTk6mgi0RcbeLUSpS3rdvy3fyZNfQs+V0DiMPx7AJkwjHsLPvdHT+ZMrHm4xEe0xdC73IxzFs9GfAAEtEgq7pT7iWR5+ppaXTuutS2rsnC0SYlQrFWQuzWMjUOkf/G7Hlu03/HYsEEQu82CcRKkNllkrwPMhkXk2MvlshJbEmMdPzVEhBlMRYuhLukajWhkHkUTAdDN1AY/tyeJGWCMcixja3ijtJKVF6vBr9cIBlWNn6eCKiRCnvWoZFIgWJFBiVIpZez8TnRtnDxd4yvfYyB8b2PG42vrhnN8Qi27fL2Y/5/hLDyOdQc+8TvvZKIqRgrrNI2SnRKJzPfo7KXTVdVxm55lhWgQFQ3LUL79xcVvWipRk+uPg6phkGT/SNXHi+Xsjo+rPd6zeLKMH5rKKQAg2N4s4dRL0eumk+oZNmFApc6BprqejZs01pz+5tH88qSaamns3dyXmWyR3PFxjb3Rj+8G8e5DUv3QlAu+/jBQlJIjCeo1ErmyPHAHGvRxKonhmjnFzkdI6/+i5W/v7uLY/NvPMdLH3q77AbdWZ/+IdwpyaV4V8qZSWPUbeLMzGO4TgUdsxkN4+R0bm5NMRpNjNn0dw9C0B5317i4RDQsGo9rFotu/FEvR5ImW1j1POy+bhyXhi4U1M4zVZW0mZVKqnwko5PjB4JzLGGWh9p+Ws8GGCWSkS9nuonMpT4DZqWllu5WU/gKMMrk2Rb8YSRwTfKVo3KZuWOmSzTpURAPMK2EuOwGnWcZhMRhgRLy0qFOM14jPogk1SQJep2sWo1umGfpGCiFwtqRIfjkIzV6QY9au7FZVRXC1ESseF30YCV/hqWaRHEIa7pEHZXMbwu6/1lzHUoWG5m3EspMTQDgSq17gZ9HNOmYCqjT0iRGXhoGoamK6dA01TppRRI0m1Iga7p2fsG4ZCaW2GmemkDKhEJZzpzOIZDLGKmKuOUrOJFJYKRpdHzlEhapVCm6/coWgVMw9yyrWHkYRkWXuSzOlxnrFAnSiLWh20MzaBeqGHqT676QkhBL+hTdSqXdDq6QR9bN+kEPcaLTQTySX/OM012TklJkITEQpXV24ZFJGJ0TSdKIoIkxNItdF1HH7kQo+NM18m61yaII4RMEFJi6iZCJkRJhGu6JFL11CcI4iShaKlsmKkb1Nwqpm7gmA5+HGBoOue6i9i6hRf72IaFkAJLN4llgpTKIdXRiESErhuYuomeOrGaplEwXQxNx9BVH7sQgljGtL0eEsFEqZnuo0BWSlBT44dioB8MQIOTG2exDJMNr4NjKsd25BDruo6QAj8OWO6vYuom4TBCA4p2kYlSEw0NXdNI0nNASkkvGCCR9IMhYRIy311ESEm9UMU2bHRNf8rr4nKc3iAOOduZxzFsCpbLymCNWCa0gy5e7FNzKnixjx8FWIZFxSlR0F0iEWMapjrPUY5f+cD+i7YvpCCIQyQS11R2wNpwg5JdxDZUVtw0lO2x4XfUuWyY2XXhUsRJzCAabnuObRu4kIKTG2cp2UWmyuPY9TphEuFFvrqm6QaOabPYWyaRgh2Pcw16rnguql9yrh5yx/MFyPe97iB/99UztPtB9tjZxR6ObeAFMXEiCaKE4nPkeHpz80rEpzmmxo50lOFrlorM/eXW4cJWo87Um99I5fA1nPjv7wXAKJVo3nEbzdtfsWUOmO666KapSlW6XaxqjdLevUqi/gnQDGPbUrtR1vLCbVxYzjJyZp9uWe0Lhc2G+OUQJzFCiosyAFcDhuNkmaQwidjw2tiGzfqwTdgqoElJ14oAjUR2GAs0KsUyvWhIpVbDqlaVEahphHFI0d66ljLTwjSzz7nw+SiJaIshdbd6vrQrLRWF81Fyu9FgGAwZJj7FNMNtlsuqn+mC32N08zcKBfzIZ9HfILJiouEaM9VJ/DhgvrtIEIc4hq0MXXjSJXSJSDB0gyAO6YcDNDSqThmBZBh5+FHAZLl1/ng1jUQkJFIQJzGJTGj7XeIkJpYqeyeEyDJNhmaw4XewdJNu0Kdguggp6Po9RNDBDLoYcQnN77DutdNMlDJUvdhHCrAMk6JdwI99OnQRUirDWiRINCzdSLNICaZmZIZ6LBPlGFxgIIZxiJ+EdII+tmGhaxpT5QnWh2360YAkNfL74YCKI+kFfbzYx0CnXqzRKjQ4110kTCJCEREnEYZuULZKBEmArhm45vnMbigiglgF7yzdpBv20dFJZMLKcJ1IJvSCAbP1GTpBjyAOGSvUs4zdpYz6ttdlqb+CUTeIRULZLtEPB3T8LnW3ipCSM505ilaBXjCgE/TRANd0qNgl0DTWBhu0Sg0SKYiSiIpdph8NqTsV7PQYknRU1sig7wV9YpFQdcpIzmeyDV05+SoIAGESsjJYByQiXS+apitHE0iEYKG3RM1V1+u6W2UQegh5fn3pup6dG5qm4Rg2fpIqcUq13ZEKc8Eq4McBpqZj6CZtv4tjWOi6ga7pGLpON+gRJhF+HCIQTJXHWemv4VoulmHxyOpxDjR2gwbDcEgvHDJWqNHxezyydoJhOOTby49gaDo3Th6hHw1Z6q/QDfrcMn09cRLTDXrZeoySmNWhmiu8szrNDZOHCZOIu099maJV4JrWPtp+j4pTIkyzot9eehiAfY1ZdlSn2FWbUQ6YpuPFIafbZ/GigPneIho6B5u76QYDWsUGVadCq6h+z6/Pf4uiVWC81OSh5UeRUtIPhxxq7eOuPa/ggcWHuW7iEPVCFcd0svcZmo6m6ZlzH4sk+00tXYmH6ZpO0SrQ9josD9epOmX1HW+6jl0YcFnur6JrGrpupL+TgWmYzHeXWNJWSWRCnCh1dlu3cS2HSMRYmkGjWMfW1bnaD4fomk6YRNiGiWlYDEOPfjhAR6NoFyENSliGhakZxDKhngboVgbrWIaJqRnpmpU0ClVMXTmmaGrfvSggEhG9oM9sbQetkhoXtDxYw9RUT6UfBYwV6+iazrrXph/0eXD5GIea+3AMiyiJ+cLpr9EOuti6xVR5nNn6Dj574ku8ZOYGZiqTdIMeRbPAynCNulvL7kGjazOMAm1bg0aJSOiFg+y4pJQkUjztwNLV1k6T8+yS93g+CZ4vddxDP+KBE2sMvIjf+NNvAvCPvvM6plpF/uCvH+Ql10zwI28+TK383ESdeseOEXV6mOUSpd2zdB46ilkoMDh1OnMuAa7/v/8dQFZ2svqFLxKsrjL+mlcrmW8pKe7YocRc1tdJghCrUiYeDrFbzccVXsh58owyRZdyKIehp6LlQjDfW2JnbZp+MCARCZOVcda9NsPQY6Y6edE2TqyfIZEJ+xqz2Y3wqdBNDf2RAQtbb67bHdPm5x/vRrjcX2V1uE4sBZqE+d4SJbuArhlUnTIdv0siBVW3golBImN213cipGSxv4xrOkRJTKs0Rt2t0gsHGJqeGY4z1UnKtlqvQgraXlepIqb/9uMAyzAZK9TV/kqwTQsNjU7Qo2qrUqvlwRpBHDBb34EX+fSCPqGIma3N4JrnBWg6fhcNjQ2vQyAiVvtrCAQlq8R4aYx+OKQfqixG2SpiGCZxorZTtArEMqHjd4mSCCFlFjSIRcwwGIKmUbKLdPwejmkzDIdEIiYWMSWrSCwTdDQGsc94YQyBMnyKpksn6AFSvT6JCeIQ27QwNPU76ZoaSxElMRJBySoipKRgOeiaTiIEkQixBiHhY6ewdu/EbI1t+T1/7+t/yomNMwA0iw3+jzt+aosDee/CA3z82Od4903fw2xthodXHqPslNmZZhAGoZd93nbrqhcOsoybRDJZatH2ewSxT8lWM/B0TefkxlkKpkuzqEruwiSi6lbo+F1s3URCunZUhi5JHV7HSCs4UFJjQgoswySIQ0zdQNN0HMPGNkzWvQ66rtMqjjEMhwwjP81iK5GygukQyYREqO3GIsHUdfw4pBN0GSvUCZIISzOIREQ36FOxSwhJ6ggrI11DwzJMHNMmTlQmyY98GoUag8jHj3yaxTr9YEg1dQZjkRAKlVGbLLXohwPCRK0TPc0chkmcOSu6hhqLIQShiOj6PeWExxGWYSGRWLrBJx77e+5deBCA7znyZq6bOIRE4schDbfKRnp+aenvD3CmPY9j2oyXmmhAEAd84rG7OdU+y127X0HdrWKbNquDNbzYp+7WWBtu0CjUkFJy/+JDnOnM8x37X8XnT3+VpcEqtmFlDt+LEUMz+Nlb/wGu5aIBp9tzfOr453FMm9naDgqmw/JgLXOspsrjDCOPg8293Lf4EGc787SKDaIkpuKUKdsqGByLmA2/y0umb6Ab9CjZBc51Fnl07QS3TF/H6/beQdUp45gOK4M1vjn/AEuDVaYrk9w5+zJ0TeP42imOb5whTCL21ndRtIvEIkYIwUJ/mTVvg1axSdkuptcG5VivDNaYrc1w/eRhVgbrbKQBrVDEzHUXWOyvMFubQUPjq3P3ZZnH5f4qkYjZWZ1mstTipulrGSvUSURC2SnRDfp87dx9HBjbQywSpsvjaLrOWKFO2+/y8Uc/wyNrJwiTCEMzkGnA5VIUrQKWbhIkIX6sEhF37HopRavA6c4cYRwyWR6nZBc5tXGWyfI4109eQ8Otca63wI7KFMNQZWMjmfAXD34MPw54x+E3cv3EIbpBP7tu65qOrZs0i42skqAb9NJqEYMwCfFCj1Odc2lAUQUPr5+8ho7XZbo6hWNYhHHIt5aOMox8dtd3UrLVzGDHsJksj/P5019lrrfE2w6+lvFy80kFuK8Uzxff4GohdzyfBM+XxeWHMQ+eWKPkWvzG//4mC6sD3vGqfZxZ6nHfo0rV7n/+f97EWPWZHWB/uXSPPoy/vIxdb2AUXcK1dcJ2hxO/89+z12we+B51e+iOnWVoEt8n9obIIMKq14jaHdWr1uuhaTqaaVK99vC2Kms5l2ZzOdPIYAYwNYNu0CcUEf1gwL7GLLGIiUWCZagSO8ewme8tpSVjgn7Qp+5WCdNM5mxthhMbZ/CTkL31ndSciip3EzGL/WWiJCJMYmzDZE9jNhO96AcDvNhnvNTcsq+DcIhjOpi6oURwkHT8HvO9JXQ0LNOi4ary0SAKqBWquKZDEIeESUjJKtIqjXGuu0AvGGBoGq7pMlWZyI5NZRqVARyKiPsXj+KaDmfacyz1V/jmwgPcvusl3LHrpfhJSKvQoBf0+cN730+YRNy642bOdRc4OLaHVqnJhtdh/9huwiTMMjC2YStDtr9Go1Cj7JSw0uj6MBzy9flvs6MyiWs6DBNVLtZwa5xsn2Wi1MQ2bIzUGVCZmgDXdGj7XVzDRkgQMsGLA8YKNQzNoGCp877tdzHTbKGUkljE3Lf4kIq6S41dtWkcw8LUTfwkQEfPovqu5ZIkMX4SMgiHWPpotqeWbitBIrENmzAJVRZDSjZ85cSYaZZprrvITHWKSKgRBao3UkPX1FxXKy3h/Mq5e9lRnabmVLLSWCHV82c685zpzLHutZHpel3zNtDQaDhVionOQI+pFmsEcZCVCt6/dHTLmtIgNSTXKNlFjq+fzp7bP7Y7+/twaz9BEnJy4yymbnJk/ECatT7//xJJIy11PbZ2khsmD3PdxDUs9ZdxTIdYJDy8+ljmGAHcNHUtG16bhlvjjl0vY3m4xsmNM8z1loiTiFapyfH1U8Qi4XBrP6fa57JyvjAJsQybMA7Z8DuU7RLXTxziztmXM55mUfrhAC8O8EJV4llMDTohhTIK4xAdqNglpKb6Gh9YeoSSrTJaQgh0TWN1uI5jOiQi4Wx3gUdWj7M63GC8OMbKcJ2C6fLGA3cx110kFjGJSKi5VZYHa9TdClWnih/7XDd5DSuDNZb6K1i6xd7GLmpuhRPrp/nKufsoWgV21aapuVXOduaZKLfUPug6URzRDfuEScRib5kgCWkVx2j7HRzTYXWwQSS2d/ZM3YQ0yzbC0HREGlhTf6cq2zLZbhNXlNfsuQ3Q6AY9dE1nebCKoRmc6y6yt7FTZblNB9dUVReGrs7pmlNh3WuzOlxn3Ts/v/qW6etYHW5QNF26YR8pVaXBqI80kQLXdCjbJVaH67imQ7PQoGA5eJHPXG+Jm6eu49tLR6k6FTb8rbOxW8UxoiSiE/TY15hVlRK9pS2v0dCoOCUGofesf6d1t0rb7170uJuWPz/XvPXga7lz9uWcap/lvd/43xc9f7i1n4pT5tjayW2PY0TZLlFxSiz0lq/k7l5V/PKr/ikvmbn+ud6N541vcLWQO55PgufL4ooTwUMn1ii6Fn/xuWN8/r75i17zB7/6HUw0nhnxm8sl6vYI2xvE3Z7qSQsCdMeld/QoCx/7BMlgkL32yK/+ihLxiWOiTgeZJEre3bII1tdxWk3CtQ0ST40ksaqVbDC4ZphUD1+T9XS+2BFS4EU+lmGxOlxnotjMelGiJKIfDdPMpCAUITW3qv6WCWESUbIK+HGIpmkMwyE1t4pA4scBrmHhxyG6pqu/TYeu3yOWCWW7yDDyKVoFCpZLPxikPVYRtmHhmA5SQifoYukmfqRmbE6WWhRsF9uwaHtdukGf2fpM2rMWY+oGj62dwjJMLMNSjqOuMwg9okSVhXpJgGOkhoVUc+Qs3VK9Uql4TNku0g+H+JFSKXZMh6LlsjrYYHW4zgPLj3D/4kMUrQLDyHvGf5e99V3MVCbpBF3u2n0bXzl3L0WrwI1TR3h07QSfOv55QEWtDzX3cd+iclKOjB/g6Mpj2XbGCnVKVpE1b507Z19Gx+/zip23UHerxCLGMZV6ZS/oE6SR8kQm+Gm/08Orx/nS2W9su4+6piGk5FBzL1JKZqpT2IbFgbE9fHv5YR5bO4VtWFTsMqZuIIHF/jIiNWZd06EbDIhFzLrX3rRdJfQlUY7AbG1GlW8WaoRJxEJvaYtjkPPUuGX6On7w+rcDypE8tnaSDz74UXrhAMd0CC4wvA1NVz2LOdsyumaMnBld09HQqLsVTMPCNiyCOGB5sJa9Z2d1mnPdhW239wPXfSfXThzk2NpJwiRitjpD0S7ixZ7KOmsmBcthGPtESYSlpz2qaNimjQYMY1+VTKMcPEM3+Pdf+B1AZZD/wc3fS5JWF8QiQdf1THAKIJGCguHiWjbD0Mv6YOO03N0xLAzdTDPPEbqm0fZ7NAt1esGAeqGS3gM0/DjE0HT++P6/YCUt/308ak6Fsl1kqjLB8mCNYejhxwGDaLjlda/YeTO2bqUOd6qzIGI++djfP8lfcCtKh01d4y5kujxBo1BLqwwS+uGA1eEGJavA4BL3g7pbpWC5TJRU68DZznx23XvJ9PVEIqYX9LMSdYCp8jjTlYktQajH445dL+XGySMs9JaoOBX8RAXTXNNR5fUkLPdXWRu22fA7VJwyQgqOr5/mdPsc46UmNadCLxggELiGQ5iELA1WKdulrPy+Fwyy4E3JKgBa9rtsvk5oaBStwkW/2dNh1MP8RJUCv3DHT3Lbrpc8Y5/7VHm++AZXC3mP5wsQQ9dwbAPHNnjL7Xu3dTyj+NkzLuLhEKTEX1xUWUndUDPnLIvBqdOc+8CHtrzeajQwy2WCVTVjyiwW0V0Xf3FRSZm7rlL+9AM0y1TVYqaRqoFGlPbMvmidTiEFi/0VXMOhUaihaRqDcJhmRwr0gj5+FNAs1hmEQ9ppuWUiBToaq94Gw0gZOVESIVGlqEESEiWR6m302iQiIZYJfXQlVJP2VIVJRKNQU6WVqdO5OlwniAMahRq2YRGLhCAOWBtsAFBxygRJQKvUoBv0WR6sYvkmtmHjxwF+HHBy46zqqUwiipab9rCpnrB1r41rOliGlWVGzUg51tVSM3WelAplmESp0KnBhtfBNqzUoQ15ZO0ki/0V/v7Ul7d8p1fC6QQ42T7LyfZZAB5YfjR7/PNnts6jHUZe5nQCW5xOgHWvnRk3nzr+BUAZQFOVcVzDSUVLJNe0lDLtUn+V3/zK/7gsx25kkD26dhKAY+un0s/5/OUe5iW2e/76E4s4K3ld2+ScXshEqYVjWGm5pcouLg9WleFjF5kuj3OwuZdeMEiz6RFSSqyej2dDpVzHi3xKdjH9fI11r532/Q2RSGpuJVOaNXWTteEGRbtAwXQpWi5+HKRZMQ0v8tnwOzQL9S19r0IKvj73LdbS8rsLM287q1PYhk036Ge9eaB620aZX9hq3BVMl2ta+1gbbrDhd7h+4jBe5GU9kqZuULKK1NwKsUi4d+EBFvsrSkwGlUn+/W/8WbbegIucTuCync5moc6612GmMslcbxHbsJgqT2TG9LPFaE04psOR8QOU7RJ+HDCMhowV6vTDIc1CnWHs8/4HPgLA91/3NvY3ZrHSa5GhG0RJhKHpqpcv8jA1dV3T0ag45bSkUWJoOmESZhlf0DC2UUEWUpKImJXhRtY7d2L9NAebe1SJIRqtYoNh5LHmtRkvNnEtVZGBlmYRRQxSOVg1p5qK5jh0/B6mblJzKxi6uo6NyrZt06YXnB8/ZugG+xqzeKlzGqR9p1GiBJYkSiwpSNd1o+AgkTiGQyIT1QubVpQkUlC3XECjaBXxI59WqUGjoATIpIS6q4JaB5p7M8fT1A1umb6eultlstzCNmzKVjEV9BmhpH2kNvoX6OjYppWWlitn2zRMouT8OXLL1HUEScgw8ljsrzBZavHg8iO8dOYG/p+vvA9Qa/W1e+/ggeVHUodtmVBE7KhMcf3EIQqWSy/sc2L9LKZhUHdrlKwCjukQJSF+HKUtFXomLNUN+gghWPM2GCvU6QQ9pssTFCwXIRJiKZBSYOgGq8MNGm6VQeQroSnDIhAxq4N13nfv+1nsr7DYX7ms9f7avbdz286X4ic+105cQ6vUoGQVCZOQYeTjWg6mZnBNaz+DYEgsYmoFVfmViIQ4iVNzSVWgiDTDr2s6q6kwm4GObdn0ggH//vO/zVihzj+99cdwLJuu10MgKVoF1Wec9n1LDRCqomUYDglFhKHraJxX9i5aBRZ6S7S9DgK4dedNfHvxYfrRkJfN3Mhyf4XV4Qa2YVEv1NnfmOVk+wz9YMDetMrqVPsc/XBIyS6yu7aDvY1dl/W95Vxd5BnPJ8HzKarR9yIKtoFh6HzuG2f5T2mv54h/91O3ccs1kyRCYuhXrsFbxDGDEyfRdJ14MMRfWWX9q1/BPzdPYddOok6H3lEldDB268uZfttbQFeiA0kYkPSHlPbtxW40GJw8STwYoFsW1WuPoBkGg1Ons0HG7tQk8WCIO/nEA6dfiIRxyFxvCS/00gyeTSQSLN1gsb9K1Smz4XdwDBvXchmkWU0dPVPILFoFNFSJmaEpdbxuasgUTBcnNXRjkVzkBIyUEIvWxaqsI2PtQkYiLuf/FsQiwY98giSkYLkUzAJCJgzCIaGIAQ3bMImSSA2ZNl1K9sUCUlJK5npLTJaajyuI8/nTX+Wjj37mosd1Tak7lqwi17T28c2FB7Z9v8rcqmMEeP2+V/LVc/cxXZlgZ3WKz5z80iU/+0rhGHZWKj1idDwXsqs6TaNQU30+7XNZqVbZLvKGfa+iF/ZZ6C3z0MqxbT9rZ3Waa1r7MsXYtt/F1JVKZMFyCZNQqbDqJq1iAy/2cQyVbWsVGywP1uiHQ9a9NmESMlFqoWs6BctlpjJBzalka+fJiFH4kY+zqaf1QqIkph10CeKQsl2kYDoXrdGlrCdriiAO2fA6TJRbWSY4EfG2a2vzbfVU+xwffvhvma5M8Ordr2CqcunrUyIE9y0+yIbX5VW7X4Z9maM0LuToymP8z/s+SNkuEsThFof2lunrePWe2+gFA05snGEQDrl+4hCmblJJ+8yElNTdCmOFOsPI596FB9jT2JUpppq6QSzitGx16/4fXz/Fht+l7Xe5eeraNKMkaBbG0DRJEEcULEddV6TENCxKVoG14QaDyOPkxlleMn0daDogeWT1ONeNH6JoF7KyXF3TKTvF7PNV4ABsw0yDU0WCOEgVbZXBfWLjDEES8po9t2XfqQqsnO9bXx1uECURU+Xx7DXdoE8/HDJZam3rZCZCkMgY27AZpGJBsYhpuFViKfAjn8lyi47fJxQhmqYTxkHqWNlU7BK6rjMIh9i6xd6x2awcXgkb8bgCUNvxA3/+MwDMVCb5L2/9tct+34WM+vqRbFEr9iI/7Sm2LpoFGicxbb/Ln37rr3BNh9t23YKQkjCJkFIQiphmoY5t2FSdMut+h4ZTxTKVwu+oz9hNx9JEqcDYKLssOH8N6wcDznYXEGkAQUejH3nqvZrOQn+ZI60DaJrqZR9EHpZ+vk9+ZbCm1I5NG8swMxEr27AJ4oCC5WY9xqqdo5s6/SpYJYSgZBfohn2iJKZoKQd19J0kIkYANaes7p+Wg5ZmDnt+n/9yzx9kpcvvuv7tTJbHabg1NrwO9UKVQeSxOtzAiz2EEOxtzDJb34GOur9XnGduzuVI4GnzOjvTnmOht8y1EwepOGUVrEzVexORqHab9BzUdVX1pKERJuGmvu/zgnTdoK80B5KIHdUpLN3kVPscdbdKvVDlXGcRSzdJZMJsbYaF/jKJEFSckqrECgesDzcwNBOJZF9j9hkZf/V0eT75BlcDecbzBUq5cP5mcHjP2EXPz630OTg7xtxyj1rZYar5zInwJEGAv7SMYVtEvR4iitRohsBn/ctfZuNrXwfAmzsfHT/48z9HcZca+SKiiHBjA7vZREYxZrmEWSljlkqIOEHT1ewpw3Eo7typBCLSv58vA4efDFKqstbNvXm2bm1RR/Uin7nuImveRtb/5hhKsr9slyAtt50ojpFIwTDyMiXRjt9jGPlUnBJF6+K+3/oFozTsbYwNOK9CeCGjMtbtuFANVN209Yu2b6BT3zSLDVSmbHWwjnuJUR/3Lx7lzx74a3RNY0d1GttQfZ9Hxg9wrruIoeks9ld4YPmRi977E7f8IFW3QpCEyjDUDHZVZ/jwI3/L3vou3nrodSRSULJc6m6NQTig7JSJkog1r81tu26hHwzYU9+VGbG7qtN8a+lhrhk/wLcXj/J3J75AqzhGza1s6SfczKHmPoqWi5CSbtDDNV0eXj2f8XzroddRsgp89NHPbMnMXuh0wtYsYylVovy+695Gq3h+jpwX+dy3+BBTpXHKTinrD9zMY+unGIQeB5t7tv291WeNIunaRY9v7iXWNS115LYaDxf2G68ON5DAeLGh1GwveH50fLFIsmkYbb9HwYowdTNb10EcYBoWpq4yM65hkyQjQR2BQ6o2mQZQTMNk5EJ2/G4m8uOYNm2/QxhHTGwjcLHZsak4Zd598/fScKqpUq7IHJgkFTHRNI1WoU4klMF1uLU/czqjJMaPfaXCKhJkmq1V34MYfaD6T9pjO1oL/XBr+dvBsT384PVvJ0piqk4l69eWadBI03SmKxOZQ+bFPiC5dvwQrmWTiCQL+GyuiEjkeYGRslNiotwijCMiGWNpKrO47m+gSQ1N01WPYbrPYTjEi3w0DSpOiesnD+GngkwAexu76IUDhrGHrhtEMsbVXdbS/sZsNI5uMIiGOIbN6nAdKVWfbRD7mJrBodY+gjjMsuojdVH1x/nfrOyUWBmso+s6Ukp0XafqlFgZrG0ZYTPaRpwFHwbESUyr3MSPPDpBn1ZxjKLlMlkex48CHNNKM5lqJEfRKjBbm0mFsiI1LmXTNVjX9E2y15fP9xx5M3959JO85eDrnvybN6FpWjpOCDav8MI294kRZiqA9tp9d6TjWhyW+quMF8eQpOW1TjEb0TSxSdF6Ox4vaFgwXeXgiIi21yUWMRW7TMFyWR9uUHUqJDKh4yn9B8swaRbHWB+so2s6JadEySxQtAtU7BLdoIdpWBRMhyAJGXPr2XgZL/JZ6C0jkSrLaVise2164YCJYoth7FF3lANVMN0sSzzfXWKi1KTsnLex6m4VvxBw09S1fO7UPRwY281MZVI5uoaJYzmYhklVrxAlEXvrO1kdrlO0CrSKjSsiqLOdUq1t2hTsQhbg2fwaQzcuEu0blUE7qdDchVZl0SowXhwjTCIK6diha1r7UkVogwPNParSQySYhsnexuyWa71rOjTc2vms+FXgdOY8eXLH80WAYxu88RWzfObrZ4kTdTP/68+f5NDsGF4Qkwj5zDqenk+wsoJdqyF8nyRUjidCMDh1atv3FHbuyP4drKygGcqRtJtNzHJZzUWrVkh8Hzg/tuTFoFrbCwec6yxQL1SpO1WW+ivomk6z0KBRqHFi/QyaBr1gQBCHVO0SpmERJiFjbg2BpFUay24eFmxRfa25lUzsJhGC051z7KrOYBlP7fKw2bB+JukGKqo8VqgRiYgvnP46EsnryuMEccjDq8dpFRvsqE4RJTF/9oCaByuk5GznfLn51+e/dcnPeOP+u9hVm2G2NkPFKVN1ypiGmonXKNQ41NpLmMQULFf1huoGS4NVak4ZL/IQUtAqNDB0A98IKDtFbpg6wlx3kYJVYN/Ybip2idfuu4Mbpg6jo1G2S8x1lwjigD1ju1jtryMQWTRbDZG3GEY+fhzwfde/jbbXScvV1Jy/yfI4tm7xN4/8HcfWT17y+Ezd5K7dt/LqPbdlc/w6fo8gCSlaLv1gyO76DqpulZ7fY6m/qkbj6DqxUI5aza1SdaokImFlsMbICdrCplmIF6JrelbiRZrxFpucx5FRJZHZDE0n7Wdb8zvZ7NJs26kDNupd1dDU2A63Qs/vUbAKrAzX0UgVUoM+pm4QCSWUVLTV97I6XMeLfZVxMR2W+6uUnCIGOqvDDWWQWi4bfleJWklB2S2z2F/NAiUjhdlRpF/X9UypeGmwipnOZRz1t8YiUSXxaHSDPpqmU3WrbAzbeHGASEcXWIYFUmOmOqmUY0djUFAjZSSQJDFoyiTbLrPtmA6v23cHsYjp+F0KdoE1byMbUVF3q2oOYzjMSgpNXWUQK26ZYSroZelKzKjslNA0nbbfZcJVpaGGpiGlykAWbRdDU/supVTCWbqZOaqGpmfjaEzdUFUDIsJAxzIsgkSp8+ojQzQ9ZrVszo9jSKTAizwlNpaKAo3WjpkqMWuaRhAHtL0u9UIV13QzNU5Sh1nTNPR0FEu2niVZqXqrKLYY2qpPWZ4vw02fG/V5TlUmqdglbMPC0A121meUs55WBYhUxXtkPDvP4Cip77nurexv7qZqV574xVcAXdcxNPXbWbpJqzjGRLmVzTV9pjB0I3Nc644aWzXfW8Y2TOqFGv1oyPJgjTG3jms5DCOfql2i7/exTIvpygSt4vng2mbncPM3p2s6JbvIgeae7BrVKNTU6CYkVaeMHwcXieBZwL6x2Yv2exRg+OEb38mO6hT7x3YRJgkVp4Jr2mn20UBqKhtrGzaO6VBzK8+6iqubBuqeCTRNnZObAzibAwujz9n8/IX3lqejep9zdZA7ni8CCrbJnTfNcMeNM/yvjx3l+FyHhdUB3YEqi4g1gRAS/RkquZVJgkyH3Sd+SOL7yGpF2YuXcEg2X1w0w8Rq1HGnJtFtO3uPbllZ7+bzdV5mLBIlT+5enkEghCCMQ3qhMpY7fg8/CtDVDHvWvbYas6Gb9MI+ZbuYbXu77OUT8dmTX+LvTnyBl87cwPdf97Ytz3WDPt+cf4CX7bgxk7QfoeZ7JRxfP8P77n0/7zz8Jm7bdQtz3UWEFOyqzTzpfcm+gzSD8+t3/zckSvRhoX9eue/CfsMbJ4/wrQsUSx+PqlNhotTkxsnDzNZ2UHMr7KxNX1TG5KaqkGhBWtqbGptSUrBcltKyrUatrnqnQgNLt7KxF6ZhUrQKGLrBdGWCQThMR7mY1NM+HEMzaJbUuAnHsBCom3EYh6kRb6r+M1Q02tB0jHS7BdPhHUe+g7Vhmy+c/iqPpf2YALfveglvv+YNmdEyjHzW+6uU7SKJEKkiaJeyWwYpMDWdol3E1tUA9NEolSAJqTllhpGPBuyqNVPH2M4yVHC+T2vkFI2ET7bMd02dR11T8ybV3EVV7jVyXPXUqR05WGqb5x28kRM6crSCOMDQDDUjNPSoWOp8yBy0bQbRjwbbN4p1VWq25bMkeprr0TUl3DJZHs8cm0hEjBcaOKaDQGTH3fF76VgRB8dQfWp1p4prOdiGlX2GUk/W0DWNYexTMF0M3aBVbKQ9iDFCSlzDBk2jYpcuq+Ryc2Dprt2v4K2HXosf+bT9HmvDNuOlJrP1HfSCPr1goDLgZWU0e5Gfzcu0dYt+NMTWTfwkpOqUQaqMums6JFJwauMs05UJnLS8MZFCjRYSCa7pUHUrmRrtc03drWWZlmeb6qbrSb1QI06iK/ad6Kh5pM/lmETbUGJuZafMbK12Ubb4mWbkNIYiomwVWfPaRCKibBWykSFdv5eWbA6ZqUxeNFP5chhdv3RNZ7o6mT3+VMpeC1aB3fUdhHGEbTrsqe9E19XYIEs3EUikFLRKDVqlBoVLVJhcKZqFetbbmpPzTJGvphcBjm0wO1llaX3Iy6+d4vic6ino9ALKJQdiweLagLGai6FrWObTdOpEgohjpBCIMETGMYnnM/cXf0mwdLHU996f+HH1tjBEhCGarmFVK9n8zhFWvZ45oc/XwcNz3QUGwZBJoXpGRlL0o2Hm7aDLeLGZCaOMZOmDOGQQeUghGMSqD0Wkiqy2YTEQari3e4mS1stl1I/4jflv8+YDr95yM/2j+z7Eue4Cn3jsc9TcKq/bezv7GrOc3DhL2+9u6WX8q4c/yQPLD/NYWkL6b1/z82kJsBK0WRtu8NW5+7ENi7ccfA1fOPN1Hls7xWS5xct33ETFKbPYX8HQdN537we29Khtdjq34/Gczndd/w4ahSq/+7U/4SUz1/PdR96EoalRIEuDVYqmi2s52xoRpm5gagZSNzE0Azct8zI1lcVqprMOhRSpkm8hVd41s56jmltJe9FsHMMm0pTxOeqpNXUjnfunesYkEsuwWPS71JwyljSz/bB0E0M3KNtF4iTGMkyM2Ge6PMHbDr0OPS0lnkxVDGWavYlFTBAHjJfGKDtl6k4VOxVVGTlUXuxTdSpZOaJt2Flp5WgsjWPaV8UMtUvyJIshnsl+qeam8uURY8X6476nzqZS8qe5L6VNgaGRqFQiJWW3TNUuMV2ZxDYsmsXGRft6YRnlyGFyR49rUNDVv01NlcdtxtSMi7Z5NTidwFNyNK4EKvN9BYOnmqZ6ZJ/D89M1HZWt080r7nRuZpTBnDYnVKmv4WTr0U1nl1+4Zp8rTN1A1w164YDxUis7T6Y39YFPXJBFfTaxDOs5/fycFya54/kiQNM0WvUCq22Pl1wzzl/d/Rh+kNAbRriOSSRhteMz9JUzdHDXxUbT5eItLJIMBshEIKMIEUVopkHn/m/Rf3R7cZLKkcNqbuTqGrptgaEUarc7DqtWu3gDzwOklCwPVpXiYuyx7rUJ4pC6W+NcNu9O4MV+muEc4JoOK4P1rNxuNC+xaLoMY58wdXISKRgvjj3l0tjNGJqRZY/+4ugn+M5Dr+c3v/K+bMbbiI7f5S+PfvJxt/XYpr7Ff/e5/wKonpyKU2Z5sJo99+Vz92b/Ptk+u+Xvp8M1rf08snqcil3mR2/+HpYGq9w0dQRN0/jlV/0MRauYlRJueB2VkbSLFK1LjxlSxqKNrmlZJtPSTepuDVM3WB6sUXbKtIoNxlK100ahjms6FEw37UFUpZK2YWMZFrqmUXeq6Gm546jkbpQVm6qMkyQxumEiTYGhmbRKY+lMTofJ8jiD0FM9cnaZQETosSqfnKlMEIuEjaCLFqj+OkPTmCxPsLu+Y0sAp2qcz8JXuTgjv9lQfrwer5znHsuwuHP2ZSz1VzPlRyEFjuGwJ1eCfMGT6ok+lfbQZ4yJcouiVaDqPEflvqnIz9UcozbSIKJtWFScF37bUE4O5I7ni4qdkxWSRFAt2viBR7sfUKs4jFVdNno+plHg6Vbbxv0+MlbiCSKOsGpVNMvi3H/8z5d+kxD4S0ug6Titlhq/8gKr449EzLrXUbMzRUyURIRxSBirGWFBHBKnM76iJMKPAzzDZzwtuQNY6q8QiphWcYyqrCCkKtNUsv6SP7rvQyz1V3FNm931nbzj8HdkYzZqTpUTG2dYG67z0pkb0DWdExtn2F3fSZRElOxium/nRz+c6yzwH7743wGesUHbXuyngiVPj731XRweP8DfPnZ3NpD8n7zsR1gerPEXRz/BG/a9ktfvu5N1r00/HFB1KtTcKl7s45ouVafC2nBDDTWPPCpOmUjETFcmKJqXzoqMes52VqexDOuizHvZKaGl5aF26kBuFmPa3MW1p7EzE+4QUqr9tMvouk7NrRKl6sEFy+XQ+P4tZmQiBaR9ZZqmsb+5G1AqhFqi44Uqe2npSnl4NBrCNkzKdompyvjztmog5/L4sZu/j2NrJ4lFTD8cYqTiKjkvfEbn9nPpetqG9YRZ/ivNeKlJ4WlWAV1pdE3H0lQgMifnxUB+F3oRUS5YxImg6Kqf3dA0ZlplDF0jTgRxItE1WFofMl4vPLWeTylp33c/7Xvvo37LzZz9s/df9BK72WT3P3g3Cx/5KMXds/gry+iui1kqobsuhpQq8/k8ZjQSRNfVuA8hEvw4UCIaQvV2RTJmsb9MIhK6fo9YJsxUJjNxED8OtzTej5dagOpRMzQNY9R7Zph8/vRXt4y7mOstYRsWn7tgJiXAQyvHsrmMI7Ybv9ELB0/p2N926HV8fe5bLG3Kam7HzuoU57qLWx4rmG7mmN6642b2j81yTXMfruUSJhH3nP0GhmZw+66X4McB144foGgVstLCPY1d3Lrz5mx7XhzgGA5+EiAluKZNLxwghMA1Hdp+D4Cqa0MMRbPwuGWBO6rTqvftEkIgT6b0dKtQycXqwZZhZb//hdsdiahcyM7qNPO9JTqptH3BctGEjqFrmJqJbdq0imNPuyQ753mApiEhnfOoMRRxeg3JeaGjaaOM54s7uNQoXP0VUoZuKJG4PCiU8yIhX+kvMgxdo+Con/39nznGPQ8u8v2vO0irViARAjSNja5PyTUpF59cBE4KgRQiczZ7jzx60WtqN93I+KtfDbrG/p/5KYZz88rhtB1026YwM31JAaLnE8v9FdWTCZStAl4UkIhYldQisp7ONa+NY1i4lrPF8TA046LZlGo0xfaGxGj24ma2czqBi5xO2H78xhNh6SaT5RZ+HGZluL/8yp+hXqjxqt238pFHPs2Zzhw/eP3bKdtFBpHHb33lfzKIPH7uth9npjJJLBK+tXiUIAm5fddLiJKIL539JjdPXZsp7W7+vFumr6dsF9Ph58o5GymiXgrDMJRgDRpVp5IpjoZCKZ/2/b4S7DGsJ+xFeyaVJ68Euq4zU5lkGHmU0sytZigF0X2N2ceda5nzwkLnfNbLsVzqpnORKFjOCxhNu6rLTHMUk6UmsahvO6IsJ+eFSO54vsjQNI3pVpmjpzYAOLvU42++cIJ/9PbrSEIJBoRRQpRcLMf/RHjz84g4uuTz1WuPsOdH383w7Dl0M826Flx0y8FpjqG7heeN09lOVRu3ExFRs90SwrR8VgrB2nAD01BjCKRUs+8qThkphRpCbZVY99qMFepP+Nle5POFM1/jlqnraJXG6AUDvrnwwDNyXDdOHuHw+AE+9ODHshLWX7zjp2im8xM/feKLWLrJDZOHs2jy6fYc//vbH+a7Dr9xy6zN77zm9Vu27ZgO/+rOn0bX9aysyNQNXjJzffYay7B49Z5XbLtvYRIxSIezW7qpBn8bNmEcMNddpO4qOf2RSIwX+emoCIOiVSBKlCDOeGmMteEGMpaMuTWQksny+AsmO6DrOlOVCWIRszJYQ5cqO+rmfZkvLjQtUwcu20UqdumiWbg5L1yMq1n4KyfjchXuc3JeKOSO54uQt79yH/d8ewEvUEqhx862+fNPPcrrXr6LWskmEpKBF1ErOZdVbht1e6pPzQ/wFy7OvDXvvIPS3j1UrjmUPabZaulpholZLuFOTT1DR/fssDbYIEFc5HjGSczp9hwSSShivNBDoNREk0QwURxjebBGlETUnHJWbvmBBz/KN+a/zXceej2mbrCvMZvNJ4uSmLbfZbw0Rtvr8O+/8LtIJJ8+8UV+5VU/y0ce+fRl7fNbD76W+d4SD68e50du/C5qbpWHlo/x2PpJHls/zat238rbDr2Oc91Fvvfat/AXRz/Oy3fcRKt0fs7Za/feDun4hxG76zv45Vf9bPZ3EAckUmbjXEYKqPDUnZ8wCVkZrlO0XIaRn/13styiH/QxdJN20MNAxzUdhBT0wgEF08HUDVzThnScRs2t4scBQkqaxQZlu/iCc8pGSqQbww6azhNmhXNeeIzqI2zTpu5Wtw2S5bxwySsbcnJyrkZyx/NFyIFddf6/P3U7n/jyKf7ua2cBuO/YChLJd7/6AFGS0BmE2JaHYxnUyo/fD+YvLTIa4dc/trW8dvrtb2PiNa9GCoGm68gkAV1HT/sZdEPHnZq8cJNXFaN+zc3DpRNUphJgGHn4cUDdrRKJGC/2MXVTicPIBCkS7l14gMX+Cu+6/u1IKfnDb/45Bcvl5277cXRN5xvz3wbgI4+edyL/3et+gV4w4E+/9WHmeou89eBr+dixz27Zt1///G9ftL9HWgc4vnGaMDmffb5l+jruSjOJm2cZTuxtcufsS7l/6SjXT1wDqJLeHbUpfvplP8yO6tb5m/O9ZXRNY6Zy6d9sZaiG0hctlyAOWPXaNNwqxQtmkCUiYcPrMFasP2Fv5PqwQ8UuYxoGkYipOGU1VF4ziaXq15SYmJrJMPIZREPqbg1DN0hEQtkpI6TMlFknSi2axTE0TXvBOZ2b2V3fsWW+Zs6LBzX/VPVNXzjYPueFz1U96ignJ+dFS+54vkgxDI0bD4xnjifAWscnERIpJGttH9vUifpDtMkq1bFLl4NIIUEIJJLh6TNbnnMnJ4n7feL+AN22iIcemqGjGaOMp3HVldeeac9h6gYzVZWFXR6sMgw9DmxyPKUQCJGQiIS57iJSCkzNIEwi/NhHSIkfB1SdMo5h8cUzXwfg/777v2Xb6AQ9On5v255LgH/7md/Y8veFTueF7K7v5IdveCc1t8Iw8vh3n/uv2XNvv+Y7sn9fGAm3DIuXzdyY/a2jhldHWpxlNsMkVHMmNYMEwbnuIqZuMlVuseF1KFhuJlhjGSZIWOqvYehqW4m4uHR7GHnEUhDE4ZbxHEIKvEiNnbE0Nefs/2XvvuPkqsrHj3/OuWXKztYkm94DIYGQhCQkSGihiiCKIiAiovLFL0j9oUQEBAvwtXxBwQoRQRSBL9gQaQGCSu8dQhrpZTdbp957zu+POzubyW5CerLkefMK2bn3zr1nZmez88xzzvPEXJ+qWIoQQ2CinpfV8WqUiqaU+Y6HWzx2VfsaEl68lHEtFFsL9KvsQ9yNl56DDRXo+SiRghW7L1X8b/0PfMTuQStV1s9VCCF2BfKuZDflOBqtoLrCp7m9s7CMMRZjIe455ANDds0asra9S+AZ5nJkFi/B71WHNSGEhvZFH9D6zrulY7Tvkxg0EFMo4NXWkFu1Gh3zwViU43QMBHaxwDMX5smFnbdDExLaEGNMqTJtaA0BhlyYJxPkCE3ImnQjb6x8l7XZZvYfOJ66RA1aqQ0GlgD/8+9fbrNxf2bMMaUsY9JL8OWJn+P3r97Hp8YcXQrCNkmxz2SH0BjWpNfiKI3jOGiryYcFtFKYYuDYXsgA4GmHmBOjYAN87dOab6PCS9CcayXlJ0tB77LWVWiidZ8d00ALYcCq9jU42sVaQ228muZcKzbI07uijqG1g/igaQkVXgJHO/RN9SYfFkgXssXg06cmEbVM8bRLXbKWpJfgg6al+I5Hypc+aWL3oVBo5eC5UrRkdzSibujOHoIQQnQhgeduyvc08ZjLxL3qeeLFJaXtoTFYC4m4S6EQEoS2VHIlaGsnu2IFiYEDKLS0YI0ht3oNGIvJ51l6319K5xl86slUjByBV1lJbk0D2vejP7FYFHi6UeC5K2Y8rbVRn8R1b5uQXJhnScsyXO1ibJTxXNaystiHM0fgJbjjtT8D8I/3HmNE7RBc7fJew/ztOt4xvUdRHa8k5visbG9AKUV1rJI9e4/gqsMuIhNky6bXfhitFI52S9nOFe2r8bVLLiyQdHy0UuTDAjE3xpr2RnzXQ5noWEe7JP0krfm2YuuSYluQsEDBFLAWXO3iO16UEXZjNGaacJQiFxZI+Snirk/eROevwhIU+2u62mFw9YDSmlHP8QjCgEwhS9yNUZeswVpLY6YJRRQ8+47HoOr+0j5E7H5UVMVcplwKIYTYVUjguZvqW1fB6rUZ9hhcUwo8l6xqY87LSzlw3wH4rqapPSAIo0AUIGhrxRpDeskSlNKYMIjWdhpDvrGR/Jr1+jaGhuzq1dhCAScex61Iolwv6tGpFMrzUNbueoFnMdgxxpTaawTW8EHTUnJhHt+B9nw7Wju05duxxpSm3K5r/toPujv9Bh067AD+teg5tNIUTNfqwMfucRi1iWrqK3rz8+duIx8W+PSYY5ha7Fu5rNi70xhDS64NTzsExtCcayuuuUzQmmtHK02Fn8AUg+vWXDu5IEd9qncpQHW1iy72CXW1g6c9CibA0Q5aKdzQpcKLky1E2UWtNKE1+I6Hp10cNJ7joYvZ07gXpyXbRt4EJN0YnuNR6VfgOR4pP1nqp9kn1Stqk4KlT0Udq9ON9ErWlqaMrdvbEqKppIOq+3c+SQqGVg8EKPXalKBT7I50MeOpPyLVmoUQQvR8EnjuplxHk4h79K2r4MTDRnHf4+8D8PTryzlgXH8cR5MvhFhjyYdR5Gkt2DDEhiFOPA5BtB9g+T/+WX7+VIowk8GrqcH6Pk4ySSIep9DcjF9Xh1uZQrkudLP2b3NlC1kMdpPXMllrMdaUKsq25dtJeolSZsDaaJ1hYEN8dCm7uSbbikJhaKNXopq12VZyQR7f8aiKpWjMNG/V49infk8OH3EgLy1/gz+//SAAX5zwGWbP+w+njvtkWXXZyw46t8tjtkS9LgMC3GIgWAjzOGja8xnS+QwWSy4sEJiA9kIGjSLE4GqHtZnm6HlRGlc7KKWKU4tdXMfFCR087aKIAj5XuyS8ODE3jrHRNOSEG0cpSPiJYubUwXM8lNKlKcBt+XZqEtXs0XsEWMs7a+bhOz4x16cuUUNztgW0S1W8cotKzfu7eK9NIXYIpXCUluqmQgghdhkSeO7GBvVJ0daeJ5UoXwPUp7rYeB4ohIaGtjy9cwHZfIg2hjCXw4nHsWGICUPSCxbSPr98HaNbWQnGoF2HxOCheJWVKMch1qd3+SCcrS/wsqx1JcZaRvUatknHr2hbTTqfYWSvoeTDAstbV9ErWUuVnyIdZIu9NW0pI2iswdioeFL/ynqMtWilqIoZGjPNFMICvRI1LGvt2kqmw5EjD2JR01JG9x7B3999lMkD9uWoUQdz28v3sLR1JQDZME9ztoURtYMZVTeU0b1HMrbPHozts0eX8/muj12vRYajnCjDoS2+dmnMNOM7Ho7W5E2BuBsjViz0ky5kSkGerz0UilyQJ7AhfZJ1paCxMdNMn2QdxhpibgzPcbEWPBVlORNePAp2TYCrHepTvUl5ySgQDfO05tpIxSqKmdgQ13EphPlSmxOIMpJaKQZV9cd3fRJenMCEXR6zEGIzWIujtUy1FUIIscvYpQLPf/7zn/ztb3/jzTffpKWlhaFDh3L66afzmc98puxT23vuuYdbbrmFZcuWMXz4cC666CIOO+ywsnO1trZy7bXX8uijj1IoFDjooIO4/PLLqa+v39EPa5flew6e51ARLw8847HoZdG3LskHywxBaFmyqo1MQ4YhXojNR8WITBiSXb6cRb//Q5dzOxVJTCYDroNfU7NdH0dozQYbRqzbQ7JDppAhsFEP00JYIB/ksdayrHUla9JriTleMfg0tObaKJiQwBpUccpax9rHpJfgxWWv84/3HiPmxsgFubLrVMVSfHm/k+mT7EU2yDGu7xj6JGsZ328MCTdBe76dc6d+iVXtawjCAM/xyIZ5tNIcs8dh9E9t+LW6sm0NoTUMKlbezRayOErhaI0JVTHLqEj5FWSDLHHtUOElopYijovneMRdn7TjEXdjZIMcnuvhWrdYQbYyei5cH89xMdZSm6whH+TJhXkq/AT9K/vSlm+nLlHD+40LcZVDdayy9LPqapcKv4KUnyTlVxB3YrTk2whMyMCqzr6tw2oG4RQzrB3PqxBi61hAKwdHAk8hhBC7iF0q8Pzd737HwIEDmTlzJrW1tTz11FNcccUVrFixgq9//esA/OMf/+CKK67ga1/7GtOmTeOBBx7g61//On/4wx+YMGFC6VwXXngh77//PldddRWxWIwbbriBs846i3vvvRfX3aUe9k7jOopEzCGZKH8+mttzVFfEUEphDQShjdY9hiFWG2wYEmaz2DCk5a13upy3z6GH4Lguft++OInt1yOxI6g06wSF68oWsixpWUH/yvrSGsFVbdE61DAMsdaSDwvkipm5dCFLW74dp9i2Y0XbKgITEAQBoQlQUKzAGoW5f3vnEZ5Z8nJxLOVB57RBE/nUmKNLt9sLaeJujKWtK+lb0ZvlbavQSuNoh36pPhhrWJttoWACPO1grCYf5kno7p+/sNi+JRvkiLsxGrLNJNw4jtJYx42muGq3tM4rUVxXGZoQV7uk/CRDawaRLeTwXZ98WMDVmoSXYFD1AHJBLsp6Kpf+lX0JbUjKryAwIWvaG6iOVxFz/VJQr4kq3q77AZHWuiwLnfQTUSCrXRJu5+OSlh9CbHtxN0bvZO0WTVcXQgghtodd6h3fL3/5S+rqOtexHXDAATQ1NXHrrbdyzjnnoLXmZz/7GZ/4xCe48MILAZg2bRrvvfceP//5z7n55psBePnll/n3v//NrFmzmD59OgDDhw/n2GOP5eGHH+bYY4/d4Y9tV6SUor42SUNTpmz7j+94kcvPnErMd7AWAmMIsjnymRxGh1hryK1pwIn5ZFdEBXUGnHA8y/76dwAqx+6FivlUjBi+3QoHtebaWNXWwODq/mVFgNaVNwH5sEBYnLZpjGFNeyOu6xHYqBJtISwQmBBjDU3ZFnzHY/7axfiuh+94NGdauPXlexhZN5TDR3yMv7z9EM8tfWWjY9uz13AOHX4AEAWkFlBoXO3iOS5t+XZc5eA4DoUwKiLUnk+X+mQ62sUrrtHcEKUUruOyJr2WmnhVsZiPi6NdlFE4qrges5gFdR2X3hV1hCZEZZqoiqVwtMOAqr4opWjPtxN3Y9Qmqks9MStjKXJBLgoUnShQdLVDv8qumdgKP7FJ02Md7dArWfuhxwkhto5SippE9c4ehhBCCFGySwWe6wadHcaMGcPdd99NOp1m7dq1LFy4kG984xtlxxx77LH88Ic/JJ/P4/s+Tz75JFVVVRx44IGlY0aMGMGYMWN48sknJfBch+dGmap1tWUKvPr+KqaM7VfMdBrSK1YRhCFBIQRjCdraaHnrA9rnRa1CEgMHMPTMM1AW/KoqHM+PWqVso8IWHW0yauPVaK0pmIDABqWgUVlNPsijtUNztoWaeBX5IE8+jKaGtuXaac610lZIE7cxjDUsblmOQhGYsNjmw2Fl62rufP2vAHx96pf4zwcv0F5I89rKt2nOtrKoeUm34/O0x6i6odQmqpk8YF/a8mlijk9jthkF+MU2JDHHJxdEWUatFOlChmSYoDXfTl28BgBHKTztkQtzrG5viMbmOMTdOIUwj+d4OEQFgLTSNGVbqPASeNpDa41WCq0UCTceZVWL0+1q4lUAVMerStOFaxLVGGuIu3E8x6d3MvoZ1FrjaZdQh6UiTBvTXTAqhBBCCCFEh10q8OzOiy++SN++fUmlUrz44otAlL1c18iRIykUCixevJiRI0cyf/58hg8f3iXoGTFiBPPnb7yn4uGHH77BfWEYdgnSejrH0d3W91m5ZDWFAQmMMeQCi1swBIWQrBOgVq3mgzv+WHa8W1WNV1WFCQJQmlh9/TatptheSLM204yrHarjVWAhNCGhDQmtQVvDwqYluNqhYAJac+3kTTSNtjnbyhqzlqZME88ueZX9B43HczwKQQFTbJ2SC/MsaV7Gn974e+maKT+qwNphQ0EnwBWHnofv+KQLWYw1tBfSNGdbcVUUfGulUErjOz5t+TQVxZYyCWtpTDej0cS9GErrUhGeNZm1uNoFawkNNGaaSHpxMtm2YssTpzTVtaPwj6M0KKiKVWIthDbE0y6VsVTn92q9QFIrzfC6IV0eU9JPYjaj/6cQQgghhBAbsksHni+88AIPPPAAl156KQDNzVG7iqqqqrLjOm537G9paaGysuu6lurqat54443tOeQeJ+Y5VFfEmD5+AG/Ma2D4gCpefm81j721lskjqgkNmNCSD0LSjc288/wTVMx7q+wcoy48D+VolONgszmIKZTetsGKsZbAhOTDAqvbG3CUQ2BC0oVMtN4RS1u+napYJZlib8nG9NromCAL1nLTs7dTMAWeWvwCJ+9zPENrBuGoKAhrzbeVBZ0A1/3rl5s0tqNHHYLvRAFgY6aJXomaqFKsowlsSIUbJ28CtFJYpUn5SRJe1ILEVRqtHAIbkPSTkE+TJyoO5GqX2ngVLblWEn6SMNtG3I2jiv85ysF3KP7t4WmPYbWDSuPqXVHH+w0LMYT0qei10cfgO16XbX0repcyoEIIIYQQQmyNXTbwXLFiBRdddBFTp07li1/84g677uzZsze4b+zYsTtsHDtSIu5y/EEjmD5+AO8vaebl91YD8Py8Zg4ZnsA4LmtWt7D0/gdIhDkGKRe/WBU2PmAAsV5RUKO0xngZtOfBNl7baawhMAGtubaowmqimsCEtObaCU2I1S6BCWnKthCYAE+75MMCVX4Fi5uWsLKtgYIplM531xt/57xpZ2KM4W/vPMyKttWbNI5Lp/83S1tWMLi6P4EJqUvUoFTUiqQl14qr3Siz6fo4yokKBHlxVJBHKY1WUdGP2ng1BktLtpXAGgij7ZlCFlc7JL048WJvS12I1mvGvRi62GMzXizOo6zGdzy0Ugyu7t9lvFopLFv2vVBK4aqPVoZfCCGEEELsHLtk4NnS0sJZZ51FTU0NN954Y6lwTHV1VCihtbWVPn36lB2/7v6qqipWFIverKu5ubl0jOjUqzpBOhNEWcp1+pK8vqSNARUwemAV7StXkwoz5JRHVvv4YRR4KkeDMSjHQcdi6Fgc7fnbdHpmEAaEJiQw0TVDE5am2eaCHKEJsMSwWJJujIZslrXZZqr8ClKxFLf9697uT2wNP3/utk0aw9SBEzh+ryNxtUNtsWBHPiywJt1I72QdazPNOLojCNS4WlPhVxCEAdWJKhra12KxoBSejlGXrEErTS7IRT0vyaNRDK7qT2BDmjLNuI5LTaKapmwrjtJUxSoJbQj4VMYqSBeyOERVcZN+ott+fZ7jQVjosl0IIYQQQogdaZcLPLPZLGeffTatra3cddddZVNmR4wYAcD8+fNLX3fc9jyPwYMHl457+umnseutT1uwYAF77rnnDnokPUfMc6ivS7KmKcPeI+r4v8ej7WtaC/zhhbVcPaCK/hWKFaZAxo3R5ibwbUDc5KMsZ76AWxUn0b8/JpdHF9cvbgtt+XZWtq5BKUrVaUMbRsWFTBBVpw0LNLWuZO6a+Rw16mD6VfRhWesK5q/9gAn9997guW98dsNBp+945IsB2wGD9+OEvY4q7WvOtpLw4rTm2giNoTnXSsz1qfAryIU5HK2pjlXSp6JX6fVXFUuxcO1iQDOibkhpe/9UPWsyawnTTViiHpsuLgaLp12SXgLf8XCUw4i6ISxqWoLruQyo6kdbrh2lVKlVTHcGVfWPAl4hhBBCCLFLWbRoEbNmzeLVV19l7ty5jBgxgvvvv7+0f8mSJRusP+P7Pq+//vpGjxs/fjx333339hn8FtilAs8gCLjwwguZP38+f/jDH+jbt2/Z/sGDBzNs2DAefPBBjjjiiNL2Bx54gAMOOADfj9bZHXzwwfziF7/g6aef5mMf+xgQBZ1vvfUWX/3qV3fcA+pBtI7WZbZmCpz5ib249R+d/Tnb80FpsqZnA9JOnKogKrpjjcEEBbAWHY+hYz5+XR1OfMv7d1prKZgA3/FY0bo6KpCj3FJ7kcAaMoUsoTEYY6mJV/LH5/5CY6aJfFjghL2O5OfP3Q7QZd3mhzl57+MomIDJA/clXcjw8vI3mTRgXGl/aAyZIEcuyEVtT1yPbCFHKlaB77gYG1Jf0SsqgLQOrTT9K/t2+TDEdaKemi25trLw0FEaz4lausTdGAk/jlKKoTWdazhTsYoPfTxKqW57nAohhBBCiJ1r7ty5zJkzh/Hjx2OMwdryZEF9fT133XVX2TZrLV/96leZNm1al/NdfPHFTJ06tXS7ouLD3yvuSLtU4Hn11Vfz+OOPM3PmTNra2njllVdK+8aOHYvv+5x33nlccsklDBkyhKlTp/LAAw/w2muvcccdd5SOnThxItOnT+eyyy7j0ksvJRaLcf311zN69GiOOuqobq4stIrWA3qOJhkvLzTT2pqjIhP1+kyGWVrciiiU0Zq+hx+OV1kZTbV1XSr3GLVV48gHeVrz7TRmmuhfWR9lN8MARznFaaZgTFhqo3Lf2/9kbaaJxkwTAM8seYlnlry0Rdfun6qnT6o3rnKKaz4V4/uOAaAtnybpJaI1m26cTCGNQ5QZ9R0PVzvFPp2mS9DZIeF1H4wn3QSVfgUpv/Mfh97JOir8JFppRtQOoSN2lAqzQgghhBAfDTNmzCgl02bOnNmlCKrv+0yYMKFs27PPPktbWxvHHXdcl/MNHTq0y/G7kl0q8PzPf/4DwHXXXddl3+zZsxk0aBDHHXccmUyGm2++md/85jcMHz6cm266iYkTJ5Ydf8MNN3Dttddy5ZVXEgQB06dP5/LLL8d1d6mHvMvQWqE1+L5DvOAwsrfPvDV5AH7/7Gr+q28WiOIfx/fpf963GJQCk82gY7GtmlobFqvTNqSbokJBWNryaZa0rGRV6xqq4ikKxsFayIdBtCYyyBKGAe+umbfVj31wVX+0djhuzxlopfBdD60csJZ0kMO1IUFQoCkbrSXuk6yjrdBOGOaojqdwlIvB0K+ynkwhs9nX11rTf70+mI52SoGo3saFmoQQQgghxM63Je/x7r//flKpFDNmzNgOI9q+dqko7LHHHtuk40466SROOumkjR5TWVnJNddcwzXXXLMthvaRp5XCdTSOtmQVnLpfLd9/eCUAbYFCe50vFV1dQ749zfKspV+VR7xvPXorptYualoSBZWmgKMdgrBAtpBl9rx/89zSV5gx4kA+NmRyFAgWMgTW0NC25kMr0VbFKmnJtZZtG1jVj6UtnYWn9uw1giNHHhQV+0HRkmvD027U59MEOFaT8pJoX9Oeb8di8YrTX33t4js+/SujKeEd2U8hhBBCCLF7CMNwg+swYeMdMzZXoVDg4Ycf5sgjjyQWi3XZf9VVV3HRRRdRU1PD4YcfziWXXEJNTc02u/7W2qUCT7FjmEKB9KIPSA4ZjC6ui9U6CjwBsAadz6KsxRYzmZkly0r3rztgKtnWNgJH07vSx0kkSufZovFYS2ijqrUKRT4sENqQ55a+AsCcBc8wacA4VqcbiTsxPNfj1pc/fKH0mRNP4p9zn+C9hvlAVGjnlHGfJBvkqIlVEnNjeI7LmnQjCoWxFkc7ONrFUQ6O41AIA5JenJp4FavTGmstWikSbhxdXHMp01+FEEIIIcT29uSTT9LU1NRlmq3v+5x66qlMnz6dqqoqXn31VX71q1/xxhtvcM899+B5u0ZiRALP3VCYyWKNIcxkSgGjAlxlUY7D8j//Gff9tzk6VseD9VFxptYFC9BAavRoQs/HEoDrg9YoZ+t6PRosYXFBtbEhxhhq1lknabHc9frf+KA5Cn5P3uf4bs+zd589OXXfT/LC0teojldhsIzvuxfvNcwn5Sc5cewxxT6beVry7fRyPJa2rEArjfYVazJNpPwKtNIorYk7PgUTkPQS1CSq8V0fbFRVd2XbGkITStAphBBCCLEbcxxnm2Y1N+bvf/87vXv35oADDijbXl9fz1VXXVW6vf/++7PHHntw9tln88gjj3DsscfukPF9GAk8d0sWG4ZlW4K1a1FrVmK9GJkFC/G0T+9cU+d+5eLbgFx7Gh0EhAkX13OjtZ1buQbRWoOxBosltIYAQ1J3vjSNNaWgE6L1j92JspdrGVYzCKU0SimG1Azkk3sdxeDqAVEWU6nSdNj2QpqYG01TUCiSXoKY4+FqjYOmX6oPuTBPzI2C86SXKF2rId3U5fpCCCGEEEJsD+3t7Tz++OOcdNJJOJuQ9DnkkENIJpO8+eabEniKncsaU1YQKGhro29Kk25vJxHmafWS1Jg8yhqs0hS0y+upUbzFcD6dtSSTGhuL4/XqvVlZv3yQp72QoTZRXdpmrI0Cz+KU27+9/XBpemx3Xl3xVrfbK2OVuNolCAMKJiDlJ8kGOfbsNZyY65MLC3iOT2gtgQ1RKKrjKdL5LFppKv0K+qZ6szbTjOd6+K7PwKp+ZQFnhyHVA6Q/phBCCCGE2CEeeeQRstksxx/f/cy/nkDKZe6ujCm/bS0EATFCfFvANSEK8EwAQKNXxetVowiVw/OLsxgcVLKCWH2fzbrs8rZVNKTXrnfpYsbTwntrFmw06AR4c9V7pa+P3eMwvGJ2dHSv4bjKwXf9YrEkj9AafMdDK03c8Yi7fjGjqSiEBVzl4miNUlEmtSZRzbDawQys7AfQbdAJURWyDWVehRBCCCGE2Jbuv/9+hgwZwvjx4zfp+Mcff5x0Os24ceM+/OAdRDKeuym7XuBpjcEUAqwJ8U1AWGwc6dmAPD6z++xfOjY0UEARGjBm87J+1tqoZYq1KKWK6zqjP2BpLrYs2RRTBo5n8sDxVMUqSflJ6lO90Tpqg5IP8jgovGLlWQV4blR511EOobK4DsS9GLkgh1YOupi5lXWbQgghhBBie8tkMsyZMweApUuX0tbWxoMPPghE6zTr6uoAaGxs5Omnn+ass87q9jzXXXcdSikmTJhAVVUVr732Gr/+9a/ZZ599Sn1CdwUSeO6GrLFYE2LXCRptEGBDA8aisFilaXfipJ2ubVK0hlTSR7kumxl3YoHABFhryQRZ1rQ38tLyN3h8/n/47N6fYEHT4k0+V3WsknyQY2TdEPJhgNYOMe1hsPiuh+f6VGuHmOMRWMOwmkGsSjdQCAOUUsTdSnola2nLtZP04tRX9N68ByOEEEIIIcQWamho4IILLijb1nH79ttvZ+rUqQD885//JAiCDU6zHTlyJHfeeSd333032WyWvn378tnPfpbzzz8f1911wr1dZyRix7EGG1rya9bgVVWCtZgwxFoTBaQoPBtQUC4Ds6tZkuhbfncUfUcOobE1h7UbjjwbM00EJqS+oldpmzGG0BpWtq8hMAG5MM/97z4KwB2v3lfMfG6agVX9oiBTuwSFDBUqgatdLJa4G2dAqr64tjNPU6YF14le7o52qHCT9KnohVIKRzu4jlfaL4QQQgghxPY2aNAg3n333Q897rTTTuO0007b4P6TTjqJk046aVsObbuQd9q7oY6MpwkCbBjSvnAhhCG2ONXWKIUfFghczQFrX2dFehn/6jWxdP/AWJSjsbDRQLEp00xoTVngGRJVr23NtxN3fALTWV03tKa705TZs9cIWnKttOczDK8dTHs+g6M0BROScOMMrxvC8tZVmOLaTq/4J+VXANAnWUebmy4rblSXqKEqXrkZz6AQQgghhBBic0jguTsyphhoFkprO8N8Ae15mCAqKOTpAGVjhEozILuaw4b6PL4oD0CmYFEoQFEIDHMXr2VgnxTJeNfmtGb9taTWYKwlDAOs4xGaEFc7ZQFopV9Ba769y7n2qBvGJ/Y8HN9xqfATOMohE2SpiqcAiBdbo/Sp6FUKOtfnOV5Z0AlQl6zZrKdPCCGEEEIIsXmkqm0PZostSLbofsZiCgVMPh8FoPkchZZWltx9L6kwQyLMY5RCW0vikCOYPizB5IFRYJcpRMGkwtLclieXD2lpz3e5jrG2SxbTGENoAkJrCI0hLLY1WVfST3Y515g+ozhmj8OoiCXRSuE7ftT2xHFRSuNqF7/Yb9PVDr2StVIkSAghhBBCiF2EZDx7sHTLUlw/RSxRu3l3NAYTBKggoNDcgglCwnyBRb+/g0JTEwqImxwxU6Ai7pKsTuG4DoePquCFpTlyBUMhMMR8l1w+IJcPyeXDbi/VERx3BIHWWoIwwDiGwIZ80LSMQrFlSwd/vUzl+VO/jMGglMJVmlyxKm5gAipiFThoYo5HrBh4CiGEEEIIIXYtkvHswaw1hIWuU1I3xOTzZJavIMzl0Y4DxhBm0mAMXlUVhaam0rExU2DQwDpGHXlw1PZEKeK+RheTiO3ZAo5WhMYShIb2TKHr9bCEWEwx62msYd7aD7jpudt4avGLrE2v5fev3tvlfoubl5UqzPZO1uE40cvUdzwc7ZAJcjRlW1BaR61SFKRiFSTd7ntuCiGEEEIIIXYuCTx7KGujAkGbyhQKZJavIGhtJcxkcBLxaH1nvoC1BjdZHrQ5MZ+9jz+CmsH9cTwXqxTKcUn40UumPV1Aa4UxUQ/OfBBSCNYrDlSskhtNq42ym79/9V7yYYHH5v+HhNu1VUuHk/c5nvH9xvLJ0UeiUSgUrnZQKsputhcyVPgVeNol5sYYWTcMreXlLIQQQgghxK5Iptr2VNZg6VoFNszlAHBisbLtmaVLCbO5aOprIQTtYMMAky/Q8PSz+L3qyo5Xrot2o0DPicewgFKKCt+hPWdY05yhT10iCjyNJQwtYWjw3M7gz1owREHyktbl3PvWA+WD3cAazBnDP0Z9qhfHjDoEhaJgAxylcR0PjcJ3Y+TCAi6aAVV9iTk+jnY2/zkUQgghhBBC7BCSIuqhLBZrDHa94j3pDxaTWbwkyoiGnRlRawxhJkP7+/N466rv0vj889jQkln8Aasfe5yl95RPebWhQXkejutGQaxSaMchFY8+q/jdP94CYwmtxViiKbemvNCRpZiZtYZckCNYby1nppDp8rj6JOvYt+8YXOVG60KVwlFRUBlzPLRSxIprQF3XI+klJOgUQgghhBBiFyeBZ09lDWCjtGL5DgAyS5fRNn9+Z9VbGwWfDU8/iw1DVvzjn8R696Ll7e6b1ppsFicex/FcdLFnJ66mKtEZ5DW152loa6Yx3RRVqA2jIDhdyJQCTihOxQ0DwvVaq/zjvce6XLc6XklFLEkUc2qUUiTdOI7j4OliwKldkl68m8cuhBBCCCGE2BVJ4NlDWWui6bbrB1+2WDm2vR0TBLS9P4/sihXRccbgVlSUDk0v+oCGp57u9vzKcaLpto5DrHdvUAqFZurEQaVj3l/ShNE5EhVRQNnSnmdx8zKWNC9nbsMCwuL4WnKtGBu1TlnXO2vmdbluwov6cw6o7ItWCq0UnusRd3xqE9X0TfXB1S418Wo8LTPFhRBCCCGE6Akk8Oyhooyi7RJ4RrcttlAAG2UuC61tpX1hobPf5vzf3FJ235r9JuIUA9OqvceCViit0L5H1igMFuMX8NxobeY9s+fieRanWGSooSVNez5NW76d9nyGXJDDAm+veZ8bn7mVt1bN/dDHNbbPHmgUrnajkkJKU+lXEHPjFMICFX6SEXVDGFY7mME1A7fiGRRCCCGEEELsKJIy6rFs8c/6lWQtWBVNxTUQ5gsoz0M5Ourfmc1t8IyDT/oM7Ys+YO2LL1E/49Ao8NMKRysyRmOzIcp3KQSdwa6xFoWlqiJGppAjl85QIINGobWDox3ufO2vNOdaN3jdif325rCRB5LJZ/AcD60dtNJopVFAfao3gQ2pileW7uPKuk4hhBBCCCF6DMl4fkRFiU9LmE5jwxAbGrAWk8t3e7xyokDOSSSoP/RgnESiWNgnWmeZ6t+XsKoXSin237emdL98EE2ntcoQhCFLVqSp8mroXVFHwQRYojWfG+O7Pq7SpGIVOFrjaI3WxcCzGIAOqupP3I1t9DxCCCGEEEKIXZMEnj2cxZZXti0VE7JYY7FBACbEBlHwafLdZzz7f/IT0V2VQsV8lFIoraMiP4Dnubi+i1Kw14hU6X75fAjWsqptNYXQkM4E2FBjrGFp83Iy+QxmA0WAhtcOZlBVfyYP3JdoBWlUwdZR0cvSLQafQgghhBBCiJ5Nptr2dLZY2bbYEtMWK91aY8GGoCh+XcAEhVKfz3XVTZtK5ahRACgN2nGjL4otVJRSuK7GCQxaRRN8EzGXTC4glw8xFdGU31y+gLGQzud4eNG/eH7pqwypHoixXfuNfnrM0UwZOJ50IUNoLBaDIqqe2xFsOsoFwi73FUIIIYQQQvQsEnj2UIVcK+3Ni6moGY7FdsSdHc0zgaiPp9IOphAy75e/JL+moct5hp15BrF+fcEYgtYWlNKgdDHujAoKhTbEczQ5R6GNQimI+04UeBZMFFgqyOXztGWz/OQ/t6BjWQA+aF7a5ZofGzyZPXuNxFhDYELiToxcWMDRGmtsKfCsTlRSCIMu9xdCCCGEEEL0LDKPsYea++LNrFgwm/amBeX9LNedahuGKK0ptDR1G3Qqx6F6n72x+QJKa2wQRkGnEwWf8QEDyNVWUNDN+L7GUVGhIYsl7kdrQv+z4FX++thi/v18AxWVllWZFWA3/LIa3WsEkweOw9HRdNzQhLhONIXXVQ5usSARQO9kHf0r67fdkyaEEEIIIYTYKSTj2QNZaynkmgFob/6AKM3ZsZMo6LREazqDAkE63e156vafQpjJRC1YtEb5GhTR2k7XxU0mCMJWamo8kqFPOhOgbbTo0ym+cla9OwCAZUvbmDyuDle7WKO6vR5EhYS0iqrW5oICFnCUg6ddtHbwrJJ1nUIIIYQQQnzESODZAwX5ttLXWrvr9fK0WCzt8+fzwR//BMag4/Eu5+gz4zD6HXk4YTaL43vRFFssynXA0aUqtwDWGmIxRUthLQoDRLfXt3RFBqWI2rlsQG28CrfYLqUp14KjNRWxJP0r61naugLQpYynEEIIIYQQ4qNBUks9kFonIxiGOcoznpbM4iV8cMcfwURFfUw22+UctRPHo30fG4QoP1aaXqtdF+16uKmK6HRYjIVYHPyKPPGYgwLGjqrscs6Vza0sb1sJpvuX1V69R7J3/ehi4Kmo9JN42iXlJUn6CSr9CpJegl6Jmi1+boQQQgghhBC7Hgk8eyDXr6D/yKMACArpUsaz4++VDz/6oedQno8JAoL2dhy/s4otjkusVy/i/fqVju1Yi+nHoKrKxWBJJV28Ea/hj34OXbsCgLdXLGRF+yo29LI6ds8ZeI5bDDwdfMcn6SVL/Tn7VdYzsKqfZDyFEEIIIYT4iJGptj1ULNkbAGsCShlPa6PgU214qmsHpRXZ5SvQnlcsKARg0W40dVetcw5jDY2ZJow1pdYojgM6EU35VW4BgHzB4mLBKrobhlIKV7u4ykUrQGn6VPTGdeRlKIQQQgghxEeZZDx7KF3MCloTllWyxYLTzZpOALdynemxSoHWOBUVUWEhpVBK4cRjtPuWdD5TOjRqqWKwxT9oi1XrTO/VxZYnoQsqCjwn9983GlI+hi140SVRpSJCUYEhh9pE9TZ6RoQQQgghhBC7Kgk8eyiloiyhLWYgAfKNa8EaTKHQ5fjKMXsR79d3nfsrnEQcJxEHBbgOKE1i4EAa862saFtVOtZagzGG0FpCDI6KCgx1xLvKiQJPG7pE2VfF0OpBaKUx+Rg2n+DjexyGUgrP8dBao5WiJl61rZ8WIYQQQgghxC5I5jj2UKoj4xkG5NashhpNduUqwnyesJv2Kcpxyvt9Ko0b99GuiwkClKMxJmqrYqxBq+I6S2sxxhLqMApAbQgaQoKoeq2y4JRnPG2oKKSTfGXiyTz42mscPGwK/ep9FOA5Hg6aqlglvSvqtvOzJIQQQgghhNgVSMazh+oIPI0JyLc0k1myBBuGhG3tpBd9AMCQz5/aebzj0OfwGeiYT68DP1aaalsxckTUt1NptO+jlMIW+4B2sNYQWBNNt8Xg+YqCKRClSkG5xYxn4KG0BavRYZz6RD8+PuowauJVqOJ/nnZJ+gnqkjU75HkSQgghhBBC7HyS8eyhtC5+66wBAyYoYI1hyb1/Xuegzi+V4xDv05s9/9/FoKIituhoXWdHFaDUiOHRKQFD5xTeAIMyIa52CE1ATbViTVMhapuiDcrLRQcW4tTbPelbnyIIYE1bC0EYQ2nQSqGVQ8KL07+yfjs+M0IIIYQQQohdjQSePZQqToW1RAV/TCEPWDJLlpSOcWvWKdxjTFRAyI3WYSrtEJiQpmwLVcOHRed0Os5pS2tHjbVYExICjnIITBBlRXW+s1+nmy9dZvFbvfnYJ/tgjaKxJUcY5KjVKbTSeI4rrVKEEEIIIYTYDclU2x5K66hSrLUmCgzTGWxoy47xK6uoGDkCgOrx46O2KVrj+B5Kaxozzaxpb0S7Ltot/wzCFE8V2jAqKmTCYjsUh4QbQ7kFrNXYgh+t9VzHytV5QJHPKUJjWJtpQSuN73j4xXELIYQQQgghdh+S8eyhtNfRMsVigwCTz6O88m+njscZcMLxYKNWKkoTBZ+uhw0NaIWhPFhty7dHBYWwpAsZmrOtGBtVsPUdTe+KXhhr0XphdPXQgcBD1y3FNA4EYHVjgT2HV7K2uYDjW1xHoZUm5SepjlcihBBCCCGE2L1IxrOHcp1Y6WtrwujvICg7RjsO2nFwUym06wAKpTXa88BRxUJCBlOcVpsPCyxvXYUFMoUMjem1/O2dR3hz1buE1pD0Ery24m2ass2gDSgDOgRlcfssw+mzCIDWthDPdXAcB2UVvhNDK02/ynqZaiuEEEIIIcRuSDKePZTSnd86YwooFC3vvFt+kNagNcrRKCdan+m6PsmhQ2hfsBClFMYYrLUdBWopBAVQURD64rI3eG3l2wAcPmI6r614iz+98Xe0Unxs4FSUstTEqjGhosWsRXnRWs+WtgCFwnc12bwi4cTxtItW8jmHEEIIIYQQuyMJPHsotU7msPmdt2l58jVyq1aVtvX7+NHFNikK5TjkTIGG9rX0qeoDShGr74PbrsjZYuAJYC0FU8DTHsYa2vPtpfMtalrC3MaFQFRwaG12LSjLoOp+WOvwZkNDqbptW1sI1pKqcElnC1TGUwyo6rX9nxQhhBBCCCHELklSUD2UUrrYEwXWPPmvsqATIN6vX5TxdByU41AoTqcNsSil8GtqcCorMFiMNTSmm1jSshwDGCyhjargdvj1C3/AWSdj+faa90FZqhNVjKwdwtCagezTPypkFIRgjcZ3HKpTPp52qIyltvMzIoQQQgghhNhVSeDZg+liS5Vu89aORmmFctyoTYpWWAXad6OAtMjYEINldbqBdCELllLBoVxQKDvlc0tf7bwfIQk3xuCqfniuwyHD92d43QB0MVadtyhHZSyFox2MgXS2QEt7HiGEEEIIIcTuRwLPHqxjnafSquvOMEQpjfaiwFMRdT1JDB1SymQqVNSn01qsJapei4VidjQb5DZ6/epECtfROEoT2ADP9UptWB789zLiThxHOWjlsGx1O8sb2jd6PiGEEEIIIcRHkwSePVox4HS7CTyLa0CV5xLr1QtU12MUxWDTWmxxyi1EgWilX4HTzX3KeBliMZdYTBN3Yyhb/nJa1ZBnQFUfPO1isYSh2YLHKIQQQgghhOjpJPDswcLWdPSF0/XbqD0P5Xlo18OpSKK07vrdVlHG01gT9e4sBqEG8B2v22B1XamUZkj/JHW1PlUpv8vhS1a1RlNtrSUMo6yqEEIIIYQQYvcjgWcPZgvFvp3dZDydeAw3VUHF8GE4sRhOKoVKJNY7AeSDPC35tmLG02IBaw0KyIcbXpO5Z6/hHD3qYBztUFXh4mkdBbfrmL+0GRQYY8kVQoyRyFMIIYQQQojdkbRT6cnC4t/dfBd1LB6t8XSjnX59b3SiPPCzWAIbkg/yUVEha9BKEYQhVnvkw0LXEwNfm3waw2oH05xtRaNQSqG1wkUzbECKhcvaAHj5vdW8/N5qvnjsWIb0TRGPuYTG4nS3JlUIIYQQQgjxkSUZz56smEHsyDT2+tgBpV1uVQpry9dUWtYLPItzX8NiUSGLpS2f5qbnbuMv7z7cbXGh/57yBYbVDi6dz9MuWunoj9acfMwIPjGjL5VJr3Sfv8x5n2wx4ylZTyGEEEIIIWDRokVceeWVnHDCCYwdO5bjjjuuyzGnn346o0eP7vJn3rx5Zce1trZy2WWXsf/++zNx4kTOP/98Vq3XbnFnk4xnT9YRV7qK3gdNJzlkMA1PPQ1ArK4Ov6am7HC7ziJL27G2EwhN1EDFWMObq+aSDXK8uuJtauPVZfdPuHGG1gzqvLw1uI6LE2gcbXG0Q8J32WNIJY1r4OnXVnYeG9riWk+D58rnHUIIIYQQYvc2d+5c5syZw/jx4zHGlL1XX9d+++3HpZdeWrZt0KBBZbcvvPBC3n//fa666ipisRg33HADZ511Fvfeey+uu2uEfLvGKMQWsWGxrq2jynpzAripyqh/Z/k9sNbyfsNCfNfjgfceoyZeTX1FryjfacFRnedZm21GFwsQAWSCbGlfppCN+n4CWjv4Pgys6UM6m6etPaC+tnM9qedqalIx0rkCS1a1UVsVo1f1eutNhRBCCCGE2I3MmDGDI444AoCZM2fyxhtvdHtcVVUVEyZM2OB5Xn75Zf79738za9Yspk+fDsDw4cM59thjefjhhzn22GO3+di3hASePZjqmLaqFU4sRqxPH/ocdihuZarUaWVd1lraCxmasy28tvIdHlvwFAD79hsTTcK1lvZCuuw+VbFKmrItXc6VD/O4KqpYq7XGUeCnEjS2KlJ+ClPVOc03EXOprPDJByG5IGRtS04CTyGEEEIIsVvTetvMAnzyySepqqriwAMPLG0bMWIEY8aM4cknn5TAU2wDHbGdE1WxRSn6HDIdUwhQ3bRCsURVbPNhgdXtDevssLy18l3ue/vBLvepTVRz4tiP8/tX7uWEvY4Coqm5rfk0cS8OWBw0SiuGDKimdzrBgqUabTor4nZMrVUocrmAhC8vOyGEEEII0fOFYcjhhx++wf2zZ8/e6ms899xzTJgwgTAMGT9+PBdccAFTpkwp7Z8/fz7Dhw/v8v5/xIgRzJ8/f6uvv61IBNCDWWNRgHIUKhbDiflo18UEAaBY3rqKhBujJtG5VtPYaLrtuoWHAky3QSdAbbya4TWD+Ob0r1EZSwGQC/NopfC0i7GW4cViQ1prUgkPpRQ1lbHSOdZd05kthGipaiuEEEIIIcSHmjJlCieccALDhg1j1apVzJo1izPPPJPf//73TJw4EYCWlhYqKyu73Le6unqD03d3Bgk8e7KOdirFqbZOMkmUV1QENmR1+xoqvIpS4GmwGBtiMJh1KtxaE3Y9d1FtooaV7Q24yikFngAajaddwJZNE1BKoRSsbcnx2Rmj+L/H3mfB0ha+99tnOXzKYIb0rYQNLJwWQgghhBCiJ3EcZ5tkNTfk/PPPL7t96KGHctxxx/GLX/yCm2++ebtdd3uQ8qI9mOpIWmqFjsdxEsV1k0pjVTS1FrVOkFcM+Iy1pYJBAPkw2OA1qmMp4l4c1yn/jEJrjaMdBlT2LR+Tivp6+p6mKhllPQuhobElyz2z5+K7TrfrT4UQQgghhBAbl0wmOeSQQ3jzzTdL26qqqmhra+tybHNzM9XV1V227ywSePZk667xjPnE6utB6Siws8X2KevGnXQGnOuWa24vtG/wEr2TvUh5SVCq7D5aOyhUcZ1nJ62i4DPuu+sX2gXA9xzyedN1hxBCCCGEEGKzjRgxggULFnRpx7JgwQJGjBixk0bVlQSePVnYUdVWg3ZxK5LFbKLCaoVlnbjTWrCWoDit1qyzxrM9n9ngJeoS1ThKo1GlwLUx04RDNKV2fUoptIJ4zMXz1m/nEmVb80FIS3u+652FEEIIIYQQG5ROp3niiScYN25cadvBBx9Mc3MzTz/9dGnbggULeOuttzj44IN3xjC7JWs8e7KOqFKDW5lCaQ1KEZiA1emGsmwnRAnSXJgr3rVzZ0uua2p+RO0QPrXXUYCNgklUcYpugKtdtIoynt1RSuE6itrKGJP2qufFd1aV9nmepjWdpxCEWGu7rb4rhBBCCCHER10mk2HOnDkALF26lLa2Nh58MCr4uf/++zN//nxuueUWjjzySAYOHMiqVau49dZbWb16NT/96U9L55k4cSLTp0/nsssu49JLLyUWi3H99dczevRojjrqqJ3y2LojgWcPZoOoqm28Xz1uRQLlROsnW/NthGF1FFxaSyEo8Ivnbie0hqP3ODSaibtOULqmvbHLuY8aeTD1qd5RdlNplNIYG7ImvRbfjeFotcGgUSnQxf2fP3ovRg+t448PvRPtNICFNU0ZWtvzDO1fJcGnEEIIIYTY7TQ0NHDBBReUbeu4ffvtt9OvXz8KhQLXX389TU1NJBIJJk6cyNVXX82+++5bdr8bbriBa6+9liuvvJIgCJg+fTqXX345rrvrhHu7zkjEZrO5qCiQjvsozwOKNW21JghDUBaL5c3V7/HKircAOGzYAdQmajC2s5Jtx751NedasdZijMVzPJSC1em1VPoVWNhoxtPRUWVd39Pk8yFTxvTl7/+aR2u6QHN7DqUVbekC7arAgD4p/G6m5AohhBBCCPFRNmjQIN59992NHjNr1qxNOldlZSXXXHMN11xzzbYY2nYhazx7KFMoYDLRtFlchXaLwZtSONolwERTbYtTb0v3w6KVorDOttZ816m2vuNFGVMFruOilcJRDlWxFHHHRyuF3kCm0vccUkmP6oo47dkCANWpqMJtc1seayyBsYQGcoWwy0JoIYQQQgghxEeLBJ49VL5xLRQ6iguB6kijK4XjuoTKlnp1KtX5bQ5tCNaSDwsbPb/v+KUKuDHHRymNozWe4xFzfVy94Szl8AHV9OtVQWWFVzpHVYUPQHN7DmshCEKMMSxb3SaFhoQQQgghhPiIk8Czh8o1NmALUWVai0F7UeCpVDTV1nbUtLW2bEJsEIYYoPAhgWfM9SmEBVzlEHdjKBRaaWrj1SS8BK52GVDVb6PncHTnlWuKGc+GpiyuoykEhiA0NLXlMUYynkIIIYQQQnyUSeDZQxUam6AUeIYoZ51vpaMxthR6lk1lNcYQd2Nl02+74zseuSCH53rE3RgaFbVV0Zr+lfUMrx1C3I1t9ByO1oAinS0wuL4SgHlLm6ivS9KvrgLH0QRBuNFzCCGEEEIIIXo+CTx7qDCbLU21tRjomE6rFKgo42mB0Jqy7GZoQ7RShMZ0c9ZOvuORCXJUehU42in259S4yile5sMr0TpO1NNzbWuOmqooSP1gRSvNrTlcV9O7OoHWmoaWLI0t2S14FoQQQgghhBA9gQSePZTJ5Tqn2towCj6B5JDB+IMHRFlOazEmxNjOIDMsfr2xjOcRI6ajlSa0hrgfB6J1oroYfG4qpRQx38F1FKmEx4iB1Vjg3Q/Wdh6DJQwNq5sym3xeIYQQQgghRM8igWcPFeZy62Q8Q/LZtRTybTixGNr3S8FmaE1ZdrOjjUpgNjzFdUz9HmjtoJUuBZpKRS1UNifwjHkOFQkP13WwFuprkwDcPfu9UtEhUAShxRpLriDTboUQQgghhPgoksCzh7L5PDbozHiiIJ9tim5jozWe1mCsIVinZ+eTC58FoGA2XFxIo3DRaDpbpihVvK03/SXjuZqKuEfM02hH4bud03PfWxRlPUNrKQQhxlo+WNEirVWEEEIIIYT4CJLAs4cKc/nOdirYsum0UTHbqJlKez7DXW/8vbRrcctyXl3x9kYzngoVrevUUe9OiILRTVnX2c3JcB1NMuYxsFhgCCj19zTGFINkCENDKBVuhRBCCCGE+Mhxd/YAxJYx+Vypqi2A8qKgMBfkyYV5LFFQ9+TCZ2jMNJXd987X/7rRcysdBZ6OckoZT602L9tZOhcKz9VYC2OG1Za23/f4+wShZXDfFNaAMcXg01jcDbcIFUIIIYQQQvRAmxR4/uUvf9mik3/qU5/aovuJD2fyeTBE/VIUWBVlMJc0L6cjMWmwNOVaNvvcutj509Xlazo7sp+bo3dNgvZMAd9XmJzlgH368/Qby0nnAv70yLtcdOrEUssXU8x64knkKcS2smx1G+lswKjBNTt7KEIIIYTYjW1S4Dlz5swu2zqmXa6/Jm/d6ZgSeG4/Jp8vfqHAsZhilVqDiYLR4jrPzSkG1EEpjUKR9JKlYLN3sq5sreim8lzNiIHVBKHhnUVrifnlQWU+bzCJaKyhsRiZaivENpXOBoSydloIIYQQO9kmBZ6zZ88uu93a2sqll15KZWUlX/jCFxg+fDgA8+fP54477qC9vZ3rrrtu249WlJhCtEZSWY0lxAQ5FNEHARaLo13i2kFv4jLez449lqcXv8TUQRPRSpH0E9QlavAdD4CqeOWHnGHDtFb42sHRsN/oep54aUlpXzpXoMbEMMYShpYglDfIQmxrVj7QEUIIIcROtkmB58CBA8tuf+tb36Kuro7f/va3ZRnO0aNHc/TRR/PlL3+Z2267jWuvvXbbjlaUdGQ81w08O4JOYwwOGk97pTWa3dmr90iG1QxCKcWYPnuwV59RhNZgjcFiibn+Nh2z62iqUuXnzOSC6JpWUwjDstYvQoitZ7FSLVoIIYQQO90WVbV99NFHOeKII7qtcqq15sgjj+ySJRXblsl3ZjwBQhMFotaCsYZ/LXqWe9/6J6HdcCC3/6CJTOi/DwcOmQxYlFIoQGm9Xd6oOo7GGthzSGeRoUwuwJqoqFAQWgqBBJ5CbEvWFmffCyGEEELsRFsUeFprWbBgwQb3z5s3Tz5h385sR8aTaM2kCfNQ7N2ZNwHPLn2Fd9a8z/uNCzd4jrgbQ6FY1d6AxaKIAk9Pu4QbabeypcLQ0JrO84Vj9ipt++uT82nN5DHGYkJLezZg2eo2aasixDZii+2KhBBCCCF2pi0KPI844gjuvPNObr31VjKZTGl7JpPht7/9LXfddReHH374Nhuk6Kq0xrM4W9qEhag6LJa2bOsmnSPhxogK2KpSISKlFJ52CYrFirYlrRXJuEsi5jJj0uDS9oXLWkpTbHP5gKa2HLn8tr++ELsjCTqFEEIIsSvYoj6e3/72t1myZAn/8z//w09+8hPq6+sBWLVqFUEQsN9++3HZZZdt04GKch1TbbXqCDzzUFzL1ZRr2+h9x9WPpj7Vm4QXRwOO0hhrcLQmMApXu8Tc2DYf86D6SlraouzmtH368diLiwGoTPoExQynMdF02+6mcQshNl+U8ZToUwghhBA71xYFnpWVldxxxx08+uijPPnkkyxbtgyA6dOnc8ghhzBjxgwJHLYzU4im2moVVZ1tXP4iNX3HYYKA1o1kPONujNPGf5p8WCAT5FDaQSkVBZ7KAaUYVN0fT2/RS2OjXEejtaK5PU9tVZwxw+p4e2FjFGha0EoRhIYglDfKQmwrsmpaCCGEELuCzY4ustks119/PVOnTuWII47giCOO2B7jEh+io6qt1p1VYlcveYawZhRNmTUbvF9HX09rDVopXKLptbYY+GmiqbZab9Es7I3SWqG1IgwNzW05qlNRVjWTCxjQJ0U2H5DOFvuRStwpxLZhZbqtEEIIIXa+zY4u4vE4d911Fw0NDdtjPGITlaba6nhpWybbDEGWVa0bDjwHVw8AoDnXjqdclNYoFLZY91KV/rftOVqhlSKVjLK0yVj0uUc62/FYFIUglKmBQmxDUZsl5GdKCCGEEDvVFqW19t57b957771tPRaxGToynpmw882kRWNNwNrM2g3e7+Ch+2OK2c64F8NRHRnPYuCpOmrbbh+uo0jGPYyFRDHwfPHdVQA4WpMPTNT+Qd4jC7HVrLXR7AGpbCuEEEKInWyLAs/LLruMBx54gHvuuYcgkOqjO4PtqGrrdE61tSqqTpvJZzZ0N5JeovQGtDKWiirZonC0UzxCbdf1uQP6pEglPYwx5ApRy5a2dIEX31mJoxUDeqfoKJKUK4SSpRFiK9iOoBPp5SmEEEKInWuLKsjMnDkTpRRXXnkl3//+9+nbty+xWHkVVKUUf/vb3zbrvIsWLWLWrFm8+uqrzJ07lxEjRnD//feXHXP66afz3HPPdbnvAw88wMiRI0u3W1tbufbaa3n00UcpFAocdNBBXH755aUKvD2ZDUNsGAVtynchSn5iWpeQTdRj2XAPTq10qWenoxySXpyWXGtp7WfH39tLdSqG42g812Gv4bU888Zy2jIF3l7YyKS9+uJoBUqxtjVH+6o2hvavIpXwtuuYhPio6gg4bWkagRR9E0IIIcTOsUWBZ01NDTU1NQwfPnybDmbu3LnMmTOH8ePHY4zZYLZrv/3249JLLy3bNmjQoLLbF154Ie+//z5XXXUVsViMG264gbPOOot7770X1932FVt3pI5ptgBOvD/kXyvdDttWbPCt5bRBE4tFg2wUfCpFXaKGlW0NuMUqtjuiGHHM03iuJhX3OOHgkfzhoXdYvbYzS2utJZcPaG3PE4ZSk1OIbUEynkIIIYTYmbYoAvv973+/rccBwIwZM0pVcmfOnMkbb7zR7XFVVVVMmDBhg+d5+eWX+fe//82sWbOYPn06AMOHD+fYY4/l4Ycf5thjj93mY9+R1g08VTyF640laHgLgLwJug08Jw/Yl4OG7g/rr+dUGqXoDDx3QEZEq6i6retoelVFxZE+WNnKu4saGT20DizkCgaDxchUWyG2XPHnR9ZNCyGEEGJn277zKjfTtmrh8eSTT1JVVcWBBx5Y2jZixAjGjBnDk08+uU2usTN1BJ7KcVC+UzZ77oOmpWggts7aT4jWczrKwSlOtQXQxbWdrnZxi2s8d0T/Va2jdaSOo0stVQB+9efXAQhCSxCEWBMVRGluyzFvSdN2H5cQH0VRVVtZ5SmEEEKInWur5pwWCgXmz59Pa2trt9Nip0yZsjWn36DnnnuOCRMmEIYh48eP54ILLii71vz58xk+fHiXIGrEiBHMnz9/u4xpR+popaJcF5QG07mmM6aiTxPWX6sZmKDYOgWMtcVsp8LVDvUVvfAdj8ZM0w7JeCql0KqjvUr5vpb2PIaosBBKYYyltT1PITAYY9Hr30EIsUF2nS8k4ylEzxWEBkdv3+J/QgixvW1R4GmM4Sc/+Ql//OMfyWazGzzu7bff3uKBbciUKVM44YQTGDZsGKtWrWLWrFmceeaZ/P73v2fixIkAtLS0UFlZ2eW+1dXVG5y+2+Hwww/f4L4wDHEcZ4P7d5SOwkLa97EanEQvOmoLV2qFRpHyk2SCzu9NaEK0UsXA06BQpeC0PtUbgJZcG4HZMVWKlY4ynoVCeSGk5WvaGFRfCQpa03nWNKVxHYcgNITGoPXOf/6F6Ck6gk0LMm1diB5swbJmalJx+tQmdvZQhBBii21R4PmrX/2KWbNmcfLJJzNp0iS++c1vcskll1BVVcUf//hHlFJ84xvf2NZjBeD8888vu33ooYdy3HHH8Ytf/IKbb755u1xzV5MYNJA+hx2KW1lBTimc2hEkWheTaVlMf9fBB3BjfG7v47j7zagqcGACHOWU1k3qbtqmDKzqh7E7ppiPo0A5ioamfNn2tkyBimIV26bWHC3pArWVmnwQEoQWr2fXhRJih7Ol0rY7eyRCiC0RhIZCYMjmpX2dEKJn26K38X/+85/5+Mc/ztVXX83atWsB2HvvvTnggAP41Kc+xSmnnMIzzzzDxz72sW062O4kk0kOOeQQHnroodK2qqoqVqxY0eXY5uZmqqurN3q+2bNnb3Df2LFjt3yg25DSmuFf+RJt789nhQrR2qV2yMEseONOXGWodjRNwMDqfgyu6s/iluXs3XevKMNpDelCBtfx0OtNq3W0g8OOyShG03wV2ikfw6q1mSgwLvYkDcNoim0QWAKpcCvEZrLdfCWE6EmCIAo8HUem2QoherYtquazYsUKpk2bBoDvR0Vs8sWCN77v88lPfpK//vWv22iIm2/EiBEsWLCgy7rTBQsWMGLEiJ00qm1PFXteWuWgHJds8dtZpRUJQhzlcPaUL/CViafQP9WnlOHMhvlSRdudJRn30EqR8F1OOnxUafvDzy7iqdeWRTcsUcBpLIExEngKsZms7WieJIToqQqhIQgMzjYqwCiEEDvLFv0rVlNTQzqdBqCiooJUKsXixYvLjmlpadn60W2CdDrNE088wbhx40rbDj74YJqbm3n66adL2xYsWMBbb73FwQcfvEPGtWMoLArleGjtkSlmMCsdTbxYQCgK7uJRoEm0/tNVDpqd20p+cN9KEnGXZNxlj8G1zJg0uLTv3sffByCV9KK1nYEhDCxhKG+fhdhstqOdivz8CNETrW3Jkc7KNFshRM+3RVNtx44dy+uvv166PXXqVG677TbGjBmDtZbbb7+d0aNHb/Z5M5kMc+bMAWDp0qW0tbXx4IMPArD//vszf/58brnlFo488kgGDhzIqlWruPXWW1m9ejU//elPS+eZOHEi06dP57LLLuPSSy8lFotx/fXXM3r0aI466qgteci7JkVnLkNpMsXNSaWwUUjK2kwzWkWTahWAUmitS1Vtd6bayhiZbEB7poDndX4G4ru6uD9OzHMoFAsLScZTiM1jS39L0ClET5UtBATGyIdHQogeb4sCz8997nP8+c9/Jp/P4/s+F110Eaeddhpf+MIXsNZSXV3NzJkzN/u8DQ0NXHDBBWXbOm7ffvvt9OvXj0KhwPXXX09TUxOJRIKJEydy9dVXs++++5bd74YbbuDaa6/lyiuvJAgCpk+fzuWXX47rfkSq01hQpWgS0JpcaMGJWqoAaKVIB3kc7UTTahVR1lM7wM6dagvRdNt+vStobMnS2t5ZZCgR6/wexTyH1nQeayFfkMBTiM0R9fDs+HqnDkUIsYVMaMFCaOR3oBBi+2tra2PZsmW0tLRs83aZWxSFHX744WVtR0aNGsWjjz7Ks88+i+M4TJw4kZqams0+76BBg3j33Xc3esysWbM26VyVlZVcc801XHPNNZs9jp7B0jHVtqNiZdqExcBTFTOcGmMtMe3iFEsJOUrjUsx47twHAEC0TFWx/9h+PPX6cgBa0nlCY3GKLVd8z8FaKAThh5xNCNGFVLQVosfKFcLSbJ9QfgUKIbajtWvX8r3vfY+HH36YsJt/cGxxGd/WtMvcZum/yspKjjjiiG11OvFhbEfKM3pHqZSm3RhA4SkIjaVjJq2rXJTWoDSu0jiOg+qmncrOoJVCK+jfp4Lrzp3OZb/8D8ZYWtvz1FTGgGjKbXN7jkIgn/YKsVnW6eMpsacQPc8HK1owxoKCUJabCCG2oyuuuILHH3+c008/ncmTJ1NVVbXNr7FFgefJJ5/MlClTmDRpEpMmTdouAxMb15H6tsXY0UvU0R4WAJ9ejkOVMaV1nI5WOMUMp6tdfMfHmDBqr7KTKa1QCqyBmO9QXeGztjVHU2u2FHgCOEoRhIbmthyr12YYNbhm5w1aiB6iLNiUubZC9DhhGFV1d7SSqbZCiO3qP//5D2eccQbf/OY3t9s1tijwrKys5E9/+hO33HILWmtGjhzJ5MmTS8Fo3759t/U4xfqsjYJOpaJshtY0rZMWn5SqwlFONMVWabSK+nMOqOzL/LWLsLtAthOKGU8d9ewEqKmMsbY1x+8eeIvTjxnDyEE1QBSghsbS1JqjEISlqbhCiI2zIEGnED1UaC3GRL8rJewUQmxP8XicgQMHbtdrbFHgecstt2Ct5e233+aFF17gxRdf5JFHHuHOO+9EKcXAgQOZMmUK11577bYer+hggc5ateQKedaazsAzEUvhOx6u66GJ2qpYC67jgtLsKr/CXCeqshuaYuCZirKczW15bvq/V/nuWQdQWeGjVfRprwUKQVTh1tHOThy5ELu+dYsCSOgpRM9jjSUMTfF3uPwUC/FRs2jRImbNmsWrr77K3LlzGTFiBPfff39pf1tbG7feeitz5sxh4cKF+L7Pvvvuy0UXXVTWQWTJkiVl9Xc6jB8/nrvvvnuTxvLJT36SRx99lNNOO23rH9gGbPEaT6UUY8eOZezYsXzxi18kn8/z97//nZtvvpmFCxeydOlSCTy3o45fQEZFf+fCHO0Glgch/V0HZUIcpajyUxgb4jkeAyqjTLRGEe4iGU+lFK6jWNmcIeE71Ncly/avakpHgadW5AuWIDAUAsPiFa34nmZIP5nmLcTGWNv5RwjRc4TGEhpLEBq01uwinxcLIbahuXPnMmfOHMaPH4/ppm3SsmXLuOuuu/jMZz7DhRdeSC6X47e//S0nn3wy9957LyNHjiw7/uKLL2bq1Kml2xUVFRu89ptvvll2+5hjjuH555/nK1/5CieffDL9+vXDcbomefbee+8teajAVgSe7e3tvPzyy6WM52uvvUY+n2fEiBGcfPLJTJ48eYsHJTZBx1Rboh592TBPAKwOLf1dwAbUxatAu6xoW11c69n54tG7RE3biONokjGXQmgY0Lv8BySTi5pmO1rRlilQkfDIByGhMWTy8k5aiO4sWdVKGBr61CZLPTwlWyJEz2KMwRhLYCy+xJ1CfCTNmDGjVJx15syZvPHGG2X7Bw0axCOPPEIikShtmzZtGjNmzOCPf/wjV1xxRdnxQ4cOZcKECZt07c985jNdCo12vFd46qmnuhy/06rannjiibz77rsopRg9ejRTpkzhjDPOYNKkSdTW1m7xYMRmsFE7lY74MVfIY4B8sWCQMgUUUBWrZFX7mrJ5dlopzK4Td1JfmyCXCwhDyz4je3PElME8+vxiADLZKPB0HU0q4ZEvhBSC6Bexsws9BiF2Ja3tebRWpSynlYm2QvQ4xoKxFhNavJjGGvk5FuKjRuuNF/pMJpNdtlVUVDBkyBBWrVq1VdfeGTNTtyjwfOutt9Bac/jhh3PIIYcwefJkhg4duq3HJjbKYlRn1jMX5gDIUnwBmyBaAaoUSukubzzVLlDRtkNtZZyVDWnaswW0UnziwBGsacryytzVpYwnQNx3aU7nCENDEBhwd53HIMSuIjSWfGCIecWfD3mvKkSPZIwFC/16VZDNB/IBkhACgJaWFubOncvHPvaxLvuuuuoqLrroImpqajj88MO55JJLqKmp6fY8n/70p7fzSLvaosDz3nvvLU2x/d///V8aGxvp1asXkyZNYvLkyUyePJm99tprl+gT+VFlrY2SnRawllxYACCNA4RgAiBqqaLpWpRAs2sFbYmYQ0NzlsqkRStFIha9NNPrBJ4x36FGxch6IW3pPNWpGGuaMlhr6VPb9RMhIXZH1lqstRTfs66zfacNSQixBTp+jlVxcpP8DAuxawrDsNvCPh1mz569Ta/3ox/9CKUUp556ammb7/uceuqpTJ8+naqqKl599VV+9atf8cYbb3DPPffged6HnveLX/wi//3f/80BBxzQ7f5nnnmGX/ziF9x+++1bPPYtCjz33ntv9t57b8444wwAFixYUApEb731Vq655hpSqRTPP//8Fg9MfAhrsShMMbjPBXkAQu0BIcqEqGI6VCtF0uucGz64ekCpfcmuIua7gGVVY5r6uiSJePTSbM8U+OfTCxg9tI4RA6rxPQffc8jlA4yFFQ3tKK0k8BSiqDS9tvihlEWSnkL0RB1TbeVDfCFEh3vvvZe7776b6667jn79+pW219fXc9VVV5Vu77///uyxxx6cffbZPPLIIxx77LEfeu7nnnuOk046aYP7Gxsbtzq22+LiQh2y2SwrVqxgxYoVLFu2jMbGRqy1pNPprT212BhrWbc+UD6IptoaXfyW2hBVfLs5tGYQep2ptZ7z4Z967GiJmEt1KkZTa441TRkqkz4A/351GQAPP/sB1194SOn4ioRHGBpwNFrWvQixDlusYtsZgVprZZqeED1MNNXWoos9u+VXnRC7JsdxtnlWsztz5szhyiuv5JxzztmkabKHHHIIyWSSN998c5MCT2CjH3QtWrRoo1VyN8UWBZ6PP/44zz//PC+++CJvvvkmQRAQi8XYd999+dKXvsTkyZOZOHHiVg1MbJyORf0urY7Cy1yYL+4ofktNUApMe0K/y+pUjGWr24jHXNozBSbtVc8DTy2gEHRfx89xNM1tWapSPqY4lVg+FRaCsqCz432qQknaU/R4YRhSKBR29jB2mEw2Ty6fJ1/Q5AtRDYRMJiO/64TYQTzP67adyM7wyiuvcMEFF/CpT32KCy64YJud989//jN//vOfS7d/+ctfdtv3s7W1lXfffZeDDz54q663RYHnf//3f1NVVcV+++3HBRdcwOTJk9lnn302af6w2Db82lricRe1diEAheIaT6W9Ys11C2GwwfvvirRWpYJIlUmfkQOreWfR2m6PjXkOSnW+wV69NkOf2oT8Qha7vY6ptWa93p0Sd4qeylrLihUraGpq2tlD2aFa0wErV2XItXtk8yFYRYJmtPyeE2KHqampoV+/fjv1/eX777/P2WefzbRp07j66qs3+X6PP/446XSacePGbfCYTCbD2rWd77Xb29u7rbSbTCY55ZRTOPfcczdv8OvZosDzr3/9K3vuuae8yd/JlOOW3k2GxXeY4TpTam2x0m2PoRRKR4UUAPYbXV8WeIbG4uj1+w1Fb0qa2nIk4y6p4hRdIXZX1kZVhay1GBNNu5V/qkVP1hF01tfXk0wmd5v3Ho0tWbI006smTrrYWmzYsLouvweFENtex7LBjpYl/fv33y7XyWQyzJkzB4ClS5fS1tbGgw8+CETrNK21fOUrXyEWi3HGGWeU9flMpVKMGjUKgOuuuw6lFBMmTKCqqorXXnuNX//61+yzzz6lPqHd+fznP8/nP/95IOop+u1vf3ujhZK21hYFnqNHjy673draSjKZ3GXS0bsLS8e6rXXWbykNygEbYjqm3/YQWkWFkDp+p04a05d/Pr2Qta1RAJ3JBaQS5Vl1Y6K1rmFoJKMjBJQ+jOqoblvavIsVFBNiU4RhWAo6e/XqtbOHs0P5WYsf84n5MYxxMFji8bgEnkLsIIlEVJhz1apV1NfXb5c4p6GhocvU2Y7bHdVjV6xYAcCXvvSlsuP2339/fv/73wMwcuRI7rzzTu6++26y2Sx9+/bls5/9LOeffz6uu2nh3mOPPbY1D2WTbHFxoddff50bbriBF154gUKhwKxZszjggANobGzk29/+Nl/60peYOnXqthyrWI9dJ+Ase1OpPQhDglwrJiygd8FiQt1RKLTWKK1K2c1vnj6Zb/3iPwC0tOe6BJ6htWii4+V9tRBRFcxiQdvi1/KDIXqujjWd3TVR/6gz682Xj2YzWMoqCwohtquOf3sKhcJ2CTwHDRrEu+++u9FjPmw/wEknnbTRirSbYtmyZRvdr5QiFotRW1u7xTNPtijwfOmllzjjjDPo27cvn/zkJ7nnnntK++rq6mhra+Ouu+6SwHN7W6dPn7FRER6lFEp72DBLkG8hKLTjOzU7bYiby9EKRylWNLQzsE+KuO/Sr1eSFQ1pnn9rJSccnCodqxSY0IKmGHjKG2whoHMKujHF/n9ID0DRs+0u02vXFRqL7XjcxR9k+TEWYsfanf7tmTFjxiY93lgsxqRJkzjnnHOYNGnSZl1jiwLP66+/npEjR3L33XfT1tZWFngCTJ06taxCktg+SrkMSymroVAox8cChXwbYdCz1nk6WuF5mnSuszDSuJG9WdHwASsa2rscH1oDRhOEZpfrTSrEzmCL/x5Yq0o/E0oyJEL0OIXA0FG1QdHxgdLOHJEQ4qPsBz/4Ab///e9Zvnw5xx9/PEOHDgWiNip///vfGThwICeeeCKLFi3ib3/7G2eccQa33HIL06ZN2+RrbFHg+frrr3PxxRfj+363kXHfvn1Zs2bNlpxabIbStJt1vgcKhe9XkM00ABAUMjtreJst5jvYvMV1HBytyeYD4r7LsP5VALRlupbRNwbQBh2qaFqSELu5UnazWPXZFoNOecMqRM8ShCFad2Y8O2o6CCHE9rBq1SoKhQKPPPIIVVVVZfu+/vWv8/nPf55sNsu3v/1tzjnnHD7zmc/w85//fLMCz671cjeB67oY031/RYCVK1fulusxdjTbWUWkFHQppXC9qLmrMQVMmCMMsjtriJtlQJ8UdVVxPEdRkXBZ3RQFzR3rOpesaiMM133dRRkdYyA0ho28JIXYfRQ/kIpaqkRvVJVC1noKsQv55Cc/yejRo3nhhRc2eEwhMKXAU/XQD5Duu+8+Ro8eTWNj42bf7+9///s2Hcs555zD6aefvtFjbrzxRkaPHl36M3XqVE499dRS1dGe6Ac/+AEzZszY6DFPPfUUF110ETNmzGD8+PEce+yx3HLLLT26b+72eA191P3pT3/ipJNO6hJ0QtRW5qSTTuIPf/gDALW1tZx44ollVXY3xRYFnuPHj+ehhx7qdl86nea+++5jypQpW3JqsRmizIYpTrmNoi6tNK4XBf0mjALPnpL1dLQiEXNxXU0q4ZGMuQShKWuR8uQrS0tfJ2IuJrQYawlCS2gMLe15Qsl8it1Y57rvzlYqsv5ZiF3H3LlzS8VCNvbGuBCYzp6dHYu1dxN//vOfuf/++3fKtePxOHfddRd33XUX3/ve98jlcnzta1/jpZde2inj2RH+9Kc/0d7ezvnnn89vfvMbPvWpT3HjjTdy5ZVX7uyhbbGd+RrqqZqamshkNhwzpNPpsg+R+vTps9nX2KKptueffz5f+MIX+K//+i8+8YlPAFHFpSVLljBr1iwaGxs555xztuTUYnPYzhxGxxtLpRROMfAMgywojTHBBk6w60nGPQb3rSRfMOQKhlw+JJXsrGT7t3/N57BJgwGoqvBJJT2Wrm4DBc3teZpas/SuSeI6mprK2M56GELsNKXenTZqM4Qt1sDcjd60CrEr+/vf/47WmilTpvDggw9y+eWX43ldq88bW17YRCba7hhaayZMmFC6PX78eA455BD+8pe/sN9+++28gW1ENpslHo9v8f2vuuoq6urqSrenTp2KMYYbbriBb3zjG2X7xEfXuHHjuP3225kxY0aX1pnvvPMOd9xxB/vuu29p27x58+jbt+9mXWOLM56/+c1vWLRoEZdeeikQNS694oorMMbwm9/8hr322mtLTi02Q0cHT4COLpZaqVLGs33tAqwJsT0o8ASI+y5VFT6eqwmNxXcd+tZ1Tt1esKy59LVWit5VUZ+lTLZAc3uBptYcK9emCUKZeyt2T1FxIRtVxQQsSt6wCrELsNZy//33M23aNM4880yampr417/+1eW4efPm8bOf3sC5557DKaeewsyZl/Lss8+WPmQ2xnDrrbfy8Y9/nH322YcDDzyQ888/n9bWVgBmzpzJcccdV3bOlpYWRo8ezX333VfaNmPGDL773e/yu9/9jkMOOYSJEycyc+ZM8vk8b7/9NqeccgoTJkzgs5/9bFlLhyVLljB69OhSo/sOmzKt88c//jHHH388EydO5KCDDuLiiy9m1apVpf2nn346zz33HE888URpyuuNN95Y2v/EE09w0kknse+++zJt2jS+853vkE6nuzx/X/jCFxg3bhxHHHHEVhW87Nu3L3V1dV1aTbz88st88YtfZMKECUyaNIn/9//+Hw0NDaX9Z5xxBt/4xjdKt9944w1Gjx7N+eefX9o2f/58Ro8ezWuvvVY659e+9jWmT5/OhAkTOOGEE/jLX/5Sdt1nn32W0aNH88QTT3D++eez3377lfo+rly5kq997WuMHz+egw46iJtvvnmTHmN3geWYMWOw1rJ69eqN3ve3v/0tn/nMZ5g0aRIHHHAAZ599NgsWLOhy3J/+9CcOO+wwxo8fz5lnnslbb73V5fUI0RTZ448/nnHjxnHQQQdx/fXXE4Zh2f7Ro0fz1ltv8dWvfpUJEyZw1FFHlT1PG3sNvfjii5x22mlMmjSJiRMncvzxx0tB1KLLL78cYwyf/vSn+fznP8+3vvUtvvWtb/H5z3+eE088kTAM+fa3vw1ALpfjueee4+ijj96sa2xxH88DDjiAhx56iLfffpuFCxdirWXw4MHss88+u1Xp4Z0pKi7UOeUWok9HU7UjWQkEhXaaVr1B3yEH7dRxbinf1bQVF25e8LmJXParqJ/nz+5+hUs+P4mB9VFrlUTcJZFzaUsXSm+ug8BgrWVVYxrHUfSqTuyMhyDEDrfurNowXK8HoBAfEU8vfpG7X7+fzE6qYZBw45w87nimDd68DNhLL73E0qVLOffcc5k+fTo1NTXcf//9ZcHawoULOfnkk+k/YiJfOO0L1PepYcHCD2hoaCylPL/3ve9x1113ccYZZ3DggQfS3t7OE088QTqdprKycrPGNHv2bPbYYw+++93vsnjxYq677jo8z+OVV17hS1/6Er179+bHP/4xF1xwAQ888ABab1HOoqShoYGzzz6b+vp6GhsbufXWWzn99NP5xz/+geu6fOc73+Eb3/gG8Xi8lNzo168fAA8++CAXXXQRJ554Iueddx6rV6/mJz/5CS0tLVx//fVA9Ib4y1/+MolEgh/+8IcA/OxnP6OtrY1hw4Zt9njb29tpbm5m0KBBpW0vv/wyp59+OocccgjXX389mUyGG264gXPOOYe77roLgClTpnDvvfeW7vP8888Ti8V48cUXy7Ylk0n23ntvIOqjuN9++3Hqqafi+z4vvfQSl19+OdZaPv3pT5eN64orruCTn/wkP//5z0vfk3POOYeVK1dy1VVXUVlZyc0338zy5ctx3c1/u//SSy/h+37Z4+7OihUr+MIXvsCAAQNoa2vjT3/6E6eccgoPPfQQNTU1QPQa+853vsNJJ53E0Ucfzdtvv82FF17Y5Vy33norP/rRjzjjjDOYOXMm8+bNKwWel1xySdmxl1xyCZ/73Oc488wzufvuu5k5cybjxo1j5MiRG3wNtbW1cfbZZzNp0iT+93//F9/3ef/992lpadns5+ejaK+99uJvf/sbN998M//61794/fXXARgwYACf//zn+epXv1r6WYzFYl0+FNkUWxx4dhgzZgxjxowp2/bvf/+b3/zmN9x+++1be3qxEeu2hu9om6BRVFQNpNfA/WlY+hxrV7xCVa89qagZsvMGuoV8zymt10zEXYb2q2TRiujT3DfmrykFngBVKZ+2dIGg+KlYEBpCY2lsyeA4ml7ViWhKLjCwTwohPqo6/lXoaKuiUFJYSHzk/O2dR1jaumKnj2FzA8/777+fWCzGUUcdhed5HH300fztb3+jvb2dioqoMOCNN96I53lcfsUVxGMJKhIeY8eOI52NPlxdsGABd955JxdddBFnn3126dybm3lY1y9+8Qt8P6qn8Nxzz3H33Xdz8803c/DBBwNRhvVrX/sa77333lbPaLv22mtLX4dhyMSJEzn44IN55plnmD59OqNGjSKVSpFMJsumvFpr+eEPf8ixxx7LD37wg9L2Pn368F//9V+cc8457LHHHtx3332sWrWKf/7zn6VAc+zYsRxzzDGbHHgGQTRTbNWqVfzoRz+ioqKCL37xi6X9P/nJT9hnn3246aabSsmWPffck+OOO445c+ZwyCGHMHnyZG688UaWLl3KwIEDef755/nMZz7Dn/70J+bNm8fIkSN5/vnn2W+//XAcB6C0fK3j8U6ZMoWVK1dy1113dQk8Z8yYUZZRffLJJ3njjTf43e9+xwEHHABEU2YPOeSQUgC4qRYuXMjtt9/OKaecUnpdbshll11W+joMQw488MBScurkk08G4Je//CXTpk3j+9//PgAHHXQQQRDw05/+tHTftrY2fvazn/HVr36Viy++GIADDzwQz/O47rrr+MpXvkJtbW3p+NNOO43TTjsNgIkTJzJnzhweeughzjnnnA2+hl5//XVaW1u5+OKLS1NJO54rEenbty+XX375djv/Zn9s9frrr/PAAw/w73//m1yuvEfkAw88wIknnshXv/pV3nnnnW02SNE9S2dTr841nhqlHarqRpWOa2ta2KPWeXbwXF2WvfncEXuWvn7wmUUsXtlaut2xptMW32QHgcEYSz7orPjbnimQzvbcCm1CbJKOYtdEr30tM1DER9AJex3FwMp+1CVqdsqfgZX9+OReR27WmIMg4MEHH+SQQw4pZSWPP/54MpkMjzzySOm4Z555hqOOOppEPAHr1Ray1vLMM89greWzn/3sNnkup0yZUgo6AYYNG4bWuqxFQkfAtnz58q2+3pw5czjllFOYNGkSY8eOLQW3Cxcu3Oj9FixYwNKlS/n4xz9OEASlP/vvvz9a61J1zddee4099tijLMgcOnToJgfM6XSavffem7333pvDDjuMhx56iB/+8IeMGDECgEwmw0svvcQxxxxDGIalcQwbNoz+/fuXskQTJkzA8zyef/55rLW8+OKLHH744YwePZrnn38eiKZ9Tp48uXTt5uZmvv/973PYYYeVxnDXXXd1O3X10EMPLbv92muvUVlZWRZIVVZW8rGPfWyTHneHtrY2zjvvPAYNGsRFF130oce/8sornHnmmUydOpWxY8cyfvx40ul06fsZhiFvv/12lynYhx9+eNntl19+mXQ6zTHHHFP2/f3Yxz5GNptl7ty5ZcdPnz699HUymWTAgAGsWLHxD6OGDBlCKpXiqquu4oEHHtjsasti621yxrO1tbVLVa9evXpx88034/s+3/jGN3jrrbfo168f3/zmN/nc5z63XQYs1mHXyW7Q2SheAX68DqU9rClgwjyZ1uVUVA/eiYPdfK6jy9reD+id4qsn7MMtf41+ufzntWWccmT54ueE77BqbRrXccjlQ4IwxHU6ytB39jQU4qOq418CiyVXMOSDEMfRPa4NgxAbM23wfpudbdzZ/vOf/9DY2Mhhhx1Wmtq355570qdPH+6//34+9alPAVFlyfr6+vJ5CqpzGn1TUxOu69KrV69tMq71Wyd4nkc8Hi8LRjuKH62fcNhcr732Gueccw6HH344Z511Fr169UIpxec+97kPPffatWsBOPfcc7vd3xEUr1q1qtvnplevXps0/ng8zh133IG1loULF/KTn/yESy+9lL///e/U19fT0tJCGIZce+21Zdnb9ccRj8cZN24cL7zwAmPHjqWtrY2JEycyefJknn/+eaZPn86yZcvKukDMnDmTl19+mXPPPbeUtbvzzjv55z//2e3jWdeqVau6Xau5Oa+TfD7PueeeS3NzM3fdddeHtkZctmwZX/7yl9lnn324+uqrqa+vx/M8zj777NJz3djYSBAEXca2/rg6vr/rZ3Y7rP+hx/pTyj3PI5/Pb3S81dXV3HrrrfzsZz/jm9/8JmEYMnnyZC6//PIuxXR2V/PmzePee+9lyZIlNDc3d1mmo5Titttu2+Lzb3Lg+dOf/pQXX3yRY489lkmTJrFkyRLuvPNOZs6cSUNDA7FYjGuvvZbjjz9+i+aSi81nuplqq5SK/jguNfV7s3bFK5gghzUh7S3LqKgasPMGvJkc3XWK4NhhdRz7sWE88NRCFq3oOic/lfTxfYfW9jyF0GANpYynMZatXJoixC7PFnt3WmtJZwrEY2605lmm2wqxU3W0Tuko2LGutWvX0tDQQK9evaipqSkrttOh42e4pqaGIAhKx3fH9/0uPRibm5u7PXZLxGJR1fj1r/Fha+UeffRRUqkUN9xwQ2ld4tKlSzd6nw4d00WvvPLKssqaHerr60t/v/nmm132NzQ0kEp9+FIbrTXjxo0DYN9992X48OF87nOf4+c//zlXX301lZWVKKU4++yzOeKII7rcf93poFOmTOGhhx4qLUurqKhgypQp/OAHP+CFF17A9/3SY8nlcjzxxBPMnDmzrN/oH//4x27HuX49lY41s9097k1hjOGSSy7hzTff5A9/+AP9+/f/0Pv861//Ip1Oc9NNN5U+wAiCoOy1VldXh+u6Xca2/riqq6sBuOmmm0rrCNf1YWtNN9W+++7LLbfcQjab5dlnn+V//ud/OPfcc3n00Ue3yfl7sr/85S9cdtlluK7L8OHDu+3nubX1IjY5Qnzsscf4+Mc/zv/+7/+Wto0aNYpvf/vbTJgwgd/+9rcf+smI2MZsZ3H1jl9Iupjz1NpD6egTyjDIYmyINgWsNSjVM6Ivx9FopTC2c7qgUoopY/vxwFMLWdGQ5vYH3uKUI0fje07pfr7rYG003Ta00XRDY2xUml7SPuIjzphis3lrCa2hdyrBmqaMFBcSYifKZDLMnj2bI444omytIMCaNWu4+OKLeeCBBzj99NM54IADePjhhzn2M1GBHOhsiWQtTJs2DaUU9957L//1X//V7fX69evHihUrytaO/uc//9lmj6dXr154nse8efNK2/L5fGkK6YZks1k8zysLmrrrZep5Xpfs5IgRI+jXrx+LFy8ure3rzrhx4/jLX/7CokWLGDp0KACLFi3inXfeKZvWuqnGjRvHJz7xCe677z6+/vWv06dPHyZMmMD8+fNLAeqGTJ48mV//+tc8+OCDpcxmx7rNe++9l3333beUWc7n8xhjylrrtLW18dhjj23yOFtbW3n66adL021bW1t56qmnNmmN59VXX83jjz/OrFmzNjn7l81mUUqVJZz++c9/ltbIAjiOw5gxY5g9ezZnnHFGafv6gd7EiRNJJBKsWLGCI4/cvGns3enuNbSueDzOIYccwgcffMAPfvADcrlc6QOV3dVNN93EmDFjuPnmm7dbC51NDjxXrVrVZQFux+0vfvGLEnTuBBZbynSuW9VWKYV2XBw3+scsDLJRWxUU6ZalJKsG9ojg03UUSisKgSG2TmBZVeHjOoogtLz83mr61Cb4+AHDy+5roZjxjJ6jeUuboqm2Vqbaio+2aEq5LZ9aq8BKdyEhdprZs2eTTqc5/fTTmTp1apf9t9xyC/fffz+nn346X//613niiTl8//s/4NhPHEvfPrV8sHgJrek8Y792GsOHD+eUU07hpz/9Kc3NzRxwwAFks1meeOIJzjvvPPr27ctRRx3Fz372My677DI+97nPMXfuXP7v//5vmz0erTVHHnkkf/jDHxg6dCi1tbWl6akb62xw4IEHctttt/G9732PI488kpdffpm//vWvXY4bMWIEf/nLX3jsscfo06cP9fX19O3bl5kzZ3LJJZeQTqc59NBDSSQSLFu2jDlz5nDRRRcxfPhwTjzxRH75y19y9tlnl9qM/OxnP6N3795b/HjPOeccHnjgAW677TYuueQSvvnNb3LGGWdw4YUX8olPfIKqqipWrFjBU089xYknnlj6HncUDnruuec488wzgSgDOHLkSJ577jm+9rWvla5RWVnJuHHjSm/6XdflN7/5DalUapPWIh588MHsvffefOMb3+CSSy6hsrKydP8P86tf/Yo//elPfOUrX8H3fV555ZXSvo4pv93pWAf8rW99i1NOOYW5c+dy6623dsmU/fd//zfnnHMOl19+OccccwxvvfVWqSJqR+a7qqqK888/nx/96EesWLGC/fffH8dxWLx4MbNnz+bGG28sfRCzKbp7Db399tv83//9H0cccQQDBgxgzZo13HHHHey33367fdAJUaz35S9/ebv2bd3kwDMIgi7f8I7b604rEDuOLf1tS9kMXQwotXbRxYxnpm05LWveprp+b6wJo49Me0D8pbXC0Yrm9hyOVvQq9uvUSlFbGWd1UwaAeUu6mz6kKBQMptjLMJsLo1+Iugc8cCG2QmmNp+2cXKsAiTuF2Hnuv/9+BgwY0G3QCfCpT32Ka665hg8++IBhw4bxhz/+ketu+B2333YbQSFD//4DOPoTnWvfrrzySgYNGsQ999zDbbfdRk1NDVOmTCllN0eNGsV1113HL37xC8455xwmTZrEj3/8Y0444YRt9piuuOIKrrjiCr7//e9TUVHBV77yFYYPH87s2bM3eJ9DDjmESy65hDvuuIP77ruP/fbbj1//+tddKvKeddZZfPDBB1x66aW0tLTw9a9/nfPOO4+Pf/zjVFVV8atf/aqUKR04cCAHHXRQKbCMx+P89re/5aqrruIb3/gGffv25ZxzzmH27NmlPqeba8SIERx77LHceeednH322ey333788Y9/5MYbb+Rb3/oWhUKBfv36MW3atFKWFSCVSjFmzBjeeustJk2aVNo+ZcoU5s2bV7a+E6JquVdeeSUzZ86kpqaG008/nXQ6zW9/+9sPHaNSil/84hd85zvf4corr6SqqorTTz+dNWvWbPR7Ap3Z8FmzZjFr1qyyfbfffvsGX7ejR4/m2muv5aabbuLss89mzJgx/PSnP+3SKuXwww/nqquu4te//jV/+9vfGD9+PFdddRVf/vKXy4LaL3/5y/Tt25dbb72VO+64A9d1GTJkCIceemhZJnhTdPca+sQnPoHWmhtuuIGGhgZqamqYPn16qYru7m706NHdTvPflpTdxPlXe+21F9/97nc56qijStuampo45phjuOmmm7qdvrC55Zt3dWPHjgXgrbfe2skjiSxvWcncxoXUJqqZs+AZnlz0LIcOm8Y5U88gDLKsWfoCS97t/CRx1H5fRWmXVM1QtN711+GGxvLGvDU4WtGaLtCnpvODj5//36u8v6SpdPvsT41jr2Gdn9Csbs7QpzrBysZ2fM/FYvFdjec67D1i2xRkEGJXtKKhnQXLmikE0QdSA/ukaGzO0q93BUP6bV5/PyF2tmw2y4IFCxg+fDjxeHxnD2eHCUPD6/PW4ChNIu5ijGVta5a9R/QilfQ//ARC7OLuueceLr/8cmbPnr3N1m9uDx/2b9CuFhtsjRdffJELLriAn/3sZ+y33/Yp3rZZ0cd3vvMdvvOd73TZft5553V7/Ntvv71loxKbJMSUEpemI8/RkfF0YiRSfcuON2Ee3RNSnUWOVriOxtHFUvLrTOFJxstfur/+y+v86LyDcJ3o8TtKERoDxTWiQRDiaiXr3MRHnrEdvTtNqbBWtORTcp5C9FjFX93yG0z0RE1NTdx0001MmzaNiooKXn/9dX71q19x+OGH79JB5+7m5ptvprKyktNOO41Ro0bRv3//0lToDkopfvnLX27xNTY58Pz617++xRcR214QBjz6/r+piqeoTlSXAiqnGHgqpahcp5cnFANPx6cn9VVwHYXW0VpPa6Fj6Uh1qutc/PZMobTdcaK1oQoIjaEQGFzH4LoOcxevpW9dBVUV8qmx+OgJw2gqvTHlU+p7zk+9EKL086rK/hKiR3Jdl8WLF3P//ffT2tpKbW0tJ5xwApdccsnOHppYx3vvvQdA//79aW9v5/333+9yzMbWcG8KCTx7qPvfm80Dc6NKZ5cfesE6xYU6P5lY/8XhxaqwJsSYgEK+FT9es8sXGRrYJ0U2H9LUmo+q2xZ//U7bpx//eqW8BHtbujPwTMRcGpqyVCQ82jIFrIVsISQec8kXDGtbsxJ4io8ka6Kfk/69Kkr/BiikuJAQPZ21PepzYyFKUqkUv/71r3f2MMSH2NQKyltj1446xAbNa1xUdrujjIizXrA5dOxJ0RdKg3YBSy69mkK2haCQ3hFD3SqppE8q4aEVLG9oL20f0DvFZWeUL8pvzXQ2DvZdh941CSqTHmCpiHskfZdsLiCTC0rtWYT4qAmtRSmK09Q70yXyflWInsN2zpKP/i7+zpLlIkKInkwCzx4qXDd9YTvbqqj1JuRU1AwpHmNoWPIMWEuQTxOGuR7z0anSCqXBc8pfrn1qy1v4tKbLG1l7rkYpxYDeKeqq47iOJlcwtGcKpLMFlq5uk1/i4iPHmK7tDBSyvlmInmb9H1krHx8JIbazMAz5xz/+wZVXXsm5557Lu+++C0Q9YR9++GHWrFmzVeeXwLOHMiYsu93xpnL9N5yO21kJtnH5S6TblhOGuWJvz4CeQCuF6zh4rmZVY3mWtn+vitLXf3zoHX7wu+fI5cP1TwFEBYlcRxHzHfIFQ2t7riyLKsRHQdhduyQlmRIhejqZpyOE2J5aWlo49dRT+X//7/9x//3389hjj5V6yCaTSb7//e9z++23b9U1JPDsocL1FmzZ9aradlDKKbu9evFTWBMWq8R2H6DtarRW+K4iGfeiN9XrOPO4sWW31zRlWLi8u76e4Dia+tokFTGPdC4gkwtJZ3pG8C3EprKhpbuZ5BJ2CtGTrDfXFrConjJRSQjRA/34xz9m7ty5zJo1i0cffbTsA2vHcTj66KOZM2fOVl1DAs8eypQFjXaDGU+lNQP3PJ6K6mjKbSHfFhUi0l6XrOmuSitwHYd4zMH3HELT+YPQpzbJGZ8oDz4zuY0/LtfVZHMB2XxAaC2rGtMUAqm8Ij4a1i3C1UEVtwsheo7uptbKdFshxPYye/ZsTj/9dA488MBuq9cOGzaMpUuXdnPPTSeBZw8VrBc0bmiNp+sl6TVgP/oNPTTaYA1BoR2lFKaHTLVVSjFqcA1D+lXhOYpgvSBx5IBqYl5nZrelPbfR83muJpXwyOVDrDE0NGdoat34fYToKULTTcZTISnP3UwQGvKFnvHhouiq+8+J5IdYCLH9tLa2brSvahAEhOHW/V7ZpMBz2bJlW/RHbD/rB56WjnYqXT+h0NpDOR5KewAsfe9+TJjHhoUux+7KPEfjug6FsDzwrKzw+e5/HcAB+/QH4M9z5pVlRbtTnYqRiLmEBjL5gKa2LDl5kyZ6OGstxnYz80Gm6O12lq5uY8Hylp09DLGOG2+8kdGjR3f75ze/+U3XO9iuHyZ3xJ7PPvsso0eP5vXXX9/u425paWH06NHcd999W32u++67j9GjR5fWje0K3n77bW688UYymUzZ9i0daxiG3HzzzZx22mlMnTqV/fffn9NPP50XXnhhWw57h2ppaeHGG2/stq+j+OgYMmQIb7755gb3/+c//2HkyJFbdY1N6uM5Y8aMLWoY+vbbb2/2fcSmCdcJPC3rFBfqpvyAUhqUwo/XkEuvBqC1cR61/cZjwgLa8XbImLeW1opkzGHxyjZ8T+O7nVlO33Oor+uscvv9W5/lO1+ZttHzxX2XMDTk8iHJWJQdWDdzKkRPE/X561pcKFrTLZHn7sQYSz4fUggMniuTm3YV8Xic2267rcv2/v37b8K9VSnnuffee3PXXXdt9ZtAEb1XvemmmzjttNNIJBIffocPkc1m+c1vfsOnP/1pzjrrLLTW3H333Xzxi19k1qxZHHDAAdtg1DtWS0sLN910E3vssQejRo3a2cMR28lnP/tZfvzjHzN16lSmTYveQyulyOfz/PznP+df//oX3/3ud7fqGpsUeF5zzTVlgacxhttvv51ly5Zx/PHHM3z4cADmz5/P/fffz8CBAzn99NO3amBi48INVLXttj+lUqAUVb32ZHUx8Fyz5GlStcMICu34Ts32Hu4247oOrqtZ2ZCmf68K3HXeUE3bux9/fXIeAE2tOYLQ4DobfsPluZq2bIEgsBQCSxDKOk/Rs1kbrfd2VNfXvcSduxffcyiEWQpBKIHnLkRrzYQJEz70uNKP6wY+80+lUpt0HrHjxeNxHn30Uaqrq0vbDjzwQI477jhuu+22Hhl4it3DGWecwfvvv8/FF19MVVUVAJdccglNTU0EQcDJJ5/MSSedtFXX2KTA88QTTyy7/ctf/pJcLsfDDz9MbW1t2b7zzjuPU089dav7vIiNW7+qrWFjGU8HpTSVvUbRtOr/s3fe8VFVaQN+7p2eXuidUIIgTUEEQRQbothWd911bagfimLFFVx7wwpS7LpYsKHrWgBFjYqui4qKogKK0kIgpCczmXrL98dkbqYmkylpzLM/l8wt57y3n/e87Wc8Lm/WV8lVj9pBEgz5EAWwmPS4dTIOl0Sm3qitM5v0/PXEQl790FtzqLLWQUaakXRzeIuuQS/icEmggkeWKa92kJVmRNeEspoiRXtGUb0KZojeKaSSkhxsCJAKCeygFBYWcu11N7Cn3M0Xn3+G22Vn4sSJnHH2eahqDuB1tb3gggt48803GTlyJABvvvkmK1asoLi4GIvFQkFBAQsWLGDUqFEAuFwuFi1axJo1a6itraWgoICrrrqKE044IaD/VatW8eSTT1JZWcmYMWOYN29eWDnfeustVqxYwa5du8jJyeGss87i6quvRqeLz3Oorq6ORYsW8fHHH1NTU8PQoUO5/vrrmTx5srbN+eefT1paGmeeeSaLFy+mrKyMkSNHcs8999CvXz9tu9LSUm6//Xa++uorcnJyuPjiiykpKaGoqIhPPvmEt956iwULFgBoCmHv3r355JNPAtr4xz/+wbfffku3bt2YM2cOZ5xxRkT5dTpdgNLpW1ZYWMiePXuaPPaysjIWL17MN998Q3l5OT169GD69OlcddVVGI2N4x2r1cqdd95JUVERZrOZc845h5ycHB544AGt7mKizuXevXs57rjjALjmmmu0/YqKiujTpw9PP/00b7zxBqWlpaSnpzNs2DDuvvtu+vbt2+Sxpmh/CILAPffcwxlnnMG6devYvXs3iqLQr18/Tj75ZMaPHx93H1EpnsG89tprXHTRRSFKJ0BeXh5//vOfeemll5g9e3bcAqYIj+KveKr+WW1DtxUEAQEdOr2ZvB5jObD7M8Cb4VaR3a0gbeJQ8c7kG/Ui9Q4PmenGgPVHDO/Bp98VU1pp5/4XvfEUF8w4hLFDu4W0JQgC3XLSKK2sR5JU3B4Zj6ykFM8UHRafxTM0xjNl8TzYEAShwfW6rSVJEYwkhSb20+sDh2OvvPoqg0YcxRVXXE5VZTkvvfQSdrfAqDtuCNvmxo0b+ec//8msWbOYOnUqTqeTzZs3Y7VatW3mzZvHF198wbXXXktBQQHvvPMOc+fO5bHHHtMUi08//ZRbb72Vs846ixkzZvDLL78EKBs+VqxYwUMPPcSFF17I/Pnz+eOPP1i8eDGyLEdUVKPB7XZz8cUXU1lZybXXXkv37t159913mT17thZz6WPr1q1UVVUxb948ZFnm/vvv58Ybb+T1118HvO/DOXPmUFFRwZ133klmZibPPfcc+/btQxS93/ljjjmGK664gieeeIJnn32WzMzMAAXPd97+/Oc/c/HFF7Nq1Srmz5/PyJEjW+TmLEkSP/74I4cffniT21VXV5OTk8OCBQvIyspi165dLFu2jPLychYuXKhtt2DBAr766ituvPFGevfuzapVq0Ji8xJ1Lrt168by5cu56qqruP7665kwYQIA3bp14+2332bJkiVcffXVjBkzBqvVynfffUd9fapGekdm3LhxjBs3LmT5999/zzfffMPll18ec9sxKZ41NTUhQdj+OBwOampqYpUpRRREquMphnGxA697j6oKZOYOpK7yVxy2/Xg8VjweO0aPA50h/riG1sKoF5FVFbfkjcs0BsVl9u2WSWmlXfu9dWdVWMUTvFZPk1GHR5JxeRoy5hrDbpoiRbtHUb1vgtCstqnkQgcbvnugs172//5YwssfbPN6rbQBFpOev08/hKNG92rRfna7nREjRoQsf/nllwMGekaDkSuvupJ0s9E72Wow8PS/XmHXrt3kjx4Wsv/mzZvJycnhpptu0pYdc8wx2t/btm3jww8/5M477+Tcc88F4Oijj6akpCRA8XziiScYN26cpuRMmTIFl8vF448/rrVls9lYunQpl156Kddffz3gdSU1GAzcf//9XHLJJWENE9Hw3nvvsW3bNt555x0tlnDKlCns3r2bxx9/nCVLlmjbWq1W3n77bfLy8gDvuV2wYAGlpaX06NGDzz//nF9++SXg3B555JFMnTpVcyPMy8vTLKQjRozQ2vLnvPPO47zzzgNg7NixrF+/nnXr1jFnzpyoj+vZZ5/lwIEDXHTRRU1uV1hYGHANDzvsMCwWC/Pnz+e2227DYrHw+++/89FHH/HAAw9oltcpU6Zw8sknB7SVyHN5yCGHANC/f/8AF+/NmzdTWFgYYGg6/vjjoz4vKToWX3/9NUuXLo1L8YzJtDN69GheeOEFfv7555B1P/30Ey+99JLm2pEiOUSK8YyYBErUIYgigt6EKS3f24a7HsltQ5Y7TimRbrlpZGeY0AkCBkP423fCiB4Bvzf/XsGmX8uosbrCJljplpuGrIDLI6fqeabo0Kgq3kyY4SyebSJRirZEhU5r8nzr09/ZW2ajstbZJv/tLbPx1mfbWyy32WzmzTffDPnPN7D3cfTUowMmkidOmoSKyrZt28K2O3z4cGpqapg/fz5ffvlliHHgu+++A2D69OkBy08++WS2bNmC3W5HlmV++eWXENfbk046KeD3pk2bsNvtTJ8+HUmStP8mTZqE0+lk+/aWnxcfX375JUOHDmXAgAEhbQdn8B02bFiAouhTrkpLSwHveDQrKytAoU9PT29xjKW/W2pa009RwwABAABJREFUWhq9evXS+oj2mJYtW8acOXM49NBDm9xWVVWef/55ZsyYwahRoxgxYgTz5s1DkiSKi4u14wK0yQLwGheOPfbYkH4TdS4jMXz4cLZs2cLChQv59ttv8Xg6VrWEFK1PTBbP2267jfPPP59zzjmH0aNHM2DAAAB27drFjz/+SHZ2Nrfeemsi5UwRhL+rrX9WWzHCXIIlvTsuRxWoKnqjd6bP46pDFHXIUsdxt7WY9FhMeqx2Nya9jmqri+5+2WwBBvXJYeLInmz4aT/gVShffN+bYfmsYwYzZUzvkHYVVUGWxJBSLSlSdCS0cirhV4Z1w03ROREEAaXhfuiM/OnYIaz8YGubWjzPOmZIi/cTRVGLyWyKvDzvBLHvYU6zpGHQ6yPmz5g4cSIPPvggL774Ipdccgkmk4mTTjqJm2++mZycHGprazEYDOTk5ATs16VLF1RVxWq1Ul9fjyRJIVa/Ll26BPyurq4G4Mwzzwwry/79+5s9vkhUV1ezZcuWsFbh4NhRn9XSh8Hgzefgcnkn08vKysJaMMMta4rMzMyQftzu6MZNv/zyC3PnzuXUU0/lqquuanb7F154gQceeIBLL72UCRMmkJWVxU8//cRdd92lHVd5eTkGgyFEruDjSuS5jMRZZ51FfX09q1at4vnnnyczM5MzzjiDefPmYTabmz3eFAcfMSmegwcP5r333uPpp5/m888/Z+3atQD06tWLCy64gEsvvZSuXbsmVNAUgURMLhRhUCnqDJjTuuB2VmNO935EXPYK78BE6XgzVN3z0rA7PaiqiluSA0qrAPz5uKGcdcxgblz2RcDytz77Pazi2btLBuU1DmqsLkwGHVnpRq00RSrmM0VHwXfPhrra+iaowseBp+ikqIT18ugMHDW6V4vdXDsSVVWVAb/tDjseSSI/SAn05/TTT+f000+nqqqKoqIiFi5ciF6v57777iM7OxuPx0NtbW1A4puKigoEQSAzMxOTyYRerw+pWxms7Pr2X758OT16BHoYAU0WoG+O7OxsCgsLuffee2Nuw0e3bt3C1uBsrRqiu3fv5rLLLmPs2LHcc889Ue3zwQcfMG3aNG64oTGW948//gjYpmvXrng8HqxWa4DyGXxciTyXkRBFkQsvvJALL7yQAwcOsGbNGh555BFyc3O58sork9Zvio5LTIoneGfAbr75Zm6++eZEypMiSpRIrraRcq8DgqjDlNYFc0ZPdHoLsuTAXrcXkzknmaImhcw0I6IgkGbWe0urdEkPKZ0SqZRK2OQrgoCsqFjr3aiqyoEqO6IgoKIypG9ssSopUrQ2TSYXIuVue7CRut4dl88//5yTz7oY3zBtw//+BwgM80sIE4m8vDzOOeccPv/8c3bs2AGgJbX54IMP+Mtf/qJt+8EHHzB8+HDS0ryeQ8OHD+ejjz4KiEVct25dQPtjx47FYrFQWloa4pYbL5MmTWL9+vV069aN7t27x9XWyJEjqaurY+PGjVo2zvr6ejZs2BBg4fNZ96K1YgYjywqiKAS8d8vKypg1axY9e/Zk6dKlWh/N4XQ6Q7Z97733An773HWLioq0GE9FUfj0008DtkvkuYzGAtq9e3dmzZrF6tWrtfsuRYpgYlY8fZSVlVFVVUW/fv20F1eK5BPiaov3dzRudHqDBUtmL2zVfyC5rCFKbEdAFAVEUcAo6tDrROrq3eRlhbp1TBnTmy9+KAlY9uy7PzPr1BEhlkxVUbE3uG0JAqSZ9cipkVuKDoTPrTL4NSDgnUTxxvulTJ6dBavdjdmoj1ynU1U7a4hnh0VRFH744YeQ5fn5+QHlJ9xuD48/9jgnnnAMlRXerLZjxx5Jv379w7a7dOlSampqOOKII8jPz+e3337jiy++0BTIYcOGceKJJ3L//ffjdDoZOHAg7777Lps2bQpIHHT55ZczZ84cFixYoGW1feeddwL6ysrK4uqrr+ahhx6itLSUI444Ap1OR3FxMUVFRSxbtgyLpemEhZ9++inp6ekBy4YMGcIZZ5zBa6+9xgUXXMCsWbMYMGAAVquVLVu24PF4AiyBzXH00UczYsQIbrjhBq0u4bPPPkt6enrAWMmXnfbll1/m+OOPx2w2B2R8bY6d++pIs+jp1SUD8CqPl112GdXV1fzzn/8MiHk1Go0MHz48YluTJk3ixRdfZOXKlQwYMIB3332X3bt3B2wzZMgQTjjhBO655x4cDge9evVi1apVOJ3OgONK5Lns2rUrWVlZrFmzhj59+mA0GiksLOSee+4hKyuLMWPGkJWVxffff8+2bdv461//GnXbKdqWaK3xQNjcPi0lZsXz448/5uGHH9YeiH/9619MnDiRqqoqZs2axVVXXZXKbJVEQrLaRmHx9CGKenQGr5ImeeoBBcldj6gzIOo6TkpXQRDQ6wSMRh31Dg85mSbEoBH3aZMLOHxYNx59bZO2bMvOKr7ZcoCJI3sGbJufbcHu9FDv9CArXquRTiem4uJSdBi8MZ5h7lfBO7GS0kE6Fwcq7RgMIv17ZIVdr6qp+q3tDafTGWBx9HH22WcHuET+9a9/ZdcBJ48tfxyPx8mECRM4689/j9juyJEjeeGFF3j//fex2Wz06NGDSy65hCuuuELb5qGHHmLRokU888wz1NTUUFBQwNKlS5k2bZq2zXHHHcedd97Jk08+yZo1axg9ejSPPvpoSNH4WbNm0b17d1asWMHKlSvR6/X069ePY445JirrXjhvuWuuuYY5c+bw4osvsmzZMp588knKy8vJyclh+PDh/O1vf2u2XX8EQeDxxx/ntttu47bbbiMrK4sLLriAnTt3snXrVm274cOHM3fuXN544w2effZZevbsGVDHszlkVcXuaIw1rqio0JJA+Z9/CK0RGsyVV15JdXU1S5cuBbyJnW655ZaQLKL33Xcfd911Fw8++CBGo5EzzzyTIUOG8PLLL2vbGI3GhJ1LURRZuHAhixYt4qKLLsLtdlNUVMTYsWNZtWoVb7zxBg6Hg759+7JgwYKQ+yVF+2XlypUt2j7e8bCgxhAA8sknn3DllVcyZswYjjrqKJYvX86KFSu0TGGzZ89GFEWeeOKJuIRrb/hmqbZs2dLGksDf37wat+yNzVxw9FW8/tO77Kjew/lj/sTMwqYVfpe9gtJd66nY+xUAgw+/DJ1oRNTpScuKPTajtdm2qwq9TqTe6cFmd5OdbsJsCj+X8tXP+3n949+039MO78vMKQVht1VUb01Pu1PCaBAZUdAlskUhRYp2RK3NxdadlXTJCfQ+cbgkZEXh0EFdIrqgp+h4/LanGoNeZGCv7JB1B6rs7CipobB/XlhvkI6C0+lk586dDBw48KBJVlJYWMh1N9zEuCmnkGE2oG/4/pTXOCjonR2SUC9F9Ljdbk455ZSAkjHx4huLDO6bk5D2YuW8885DFEVeeumlNpWjs9HcO6g96QYdgZgsno899hjjxo3jpZdeorq6muXLlwesHzNmjFbAN0VykBU/i6faMoun0ZyLOaMxIYDDuh9LRmiCgPaOQS+iqmjKptRE+sYjD+2JW1L4z2e/A1Bjc1FZ6yA/O9QdSBQE9DoRjySjEwXq6l1kpBnxeGQy0jqORTjFwYfXwhX6DhB861LGr06FL2FU0+tTF72jEnzpBCF1PVvK66+/jqIoDBw4kLq6Ol599VVKSkpYtGhRwvpQ2uCarFu3jv379zN06FAcDgerV6/m22+/5bHHHmt1WVKkaAkxKZ7bt29n/vz5Edd36dKFysrKiOtTxI8S7GrbTFZbfwRRR3pWX/TGDCS3DZe9EqM5B0GMO+S3VRnUJwdJVnB7ZIrLbNTZXJSUu+iSY8Fk0IVsP+nQnrz/v5043TLf/1rG97+WMe6Q7px61ECyM0wB2+pEAbekICkeSspspJkNSLLCsAEtS8OeIkVrovoKeQYj+N4RqUFrp6IhmVTk1anr3ZlIXc+WYzKZePrppykp8eZ6GDZsGE899VRUJW2ipS1c2tPS0njnnXfYtWsXHo+HgoICHnrooVSIW4p2T0yahsViCSlO7E9xcXFIragUicX/JaeitsjiCWAwZpCRM5Casp9w2SvIyOkPqoKqKghCx3HF0+tE9DqRrDQDpZX1GAwidocnrOKp14vce/lRPLjyWw5U2QH4dusBNm8v597Lj9LcmcCrwPfKTwdBoMbqxJeSRVFURDEV75mifeJ7CwQjCAKkLJ6dDu+AN9I6NXXNOyi//vordqeHX3ZUpXKBxckZZ5yhZX5NJkorF8ydMmUKU6ZMadU+UySH3bt389xzz/Hjjz+yfft2CgoKWL16dch2vhjkffv2MXDgQK677jqOPfbYgG2sVisLFy7k448/xuPxMGXKFG655Ra6devWWofTLDFpGBMmTODtt99GkkILN5eXl7Nq1SomT54ct3ApokXVFNHg5DqR0BnMGEzehBSSpx5Rb25QYJVm9myfZGeYyM8yk2ExIjShGIqiwMWnBmaUc0sKe8ttIdvqdCI6UcDlUaixuvDICnvLrHgkBbuz49U+TdH5iWTx9JVTaQuXsBTJQ21K8yTlXt3RCbGiCULqerZTUtclRaxs376d9evX079/fy3DcjBr1qzh1ltv5eSTT+aZZ55hzJgxXHXVVSEZsq+99lq+/PJL7rjjDh5++GF27tzJZZddFlZfaytiUjyvvfZaSktLOfvss3n99dcRBIH//ve/LF68mJkzZ6KqaqpwbGvSwhhPAJ3OhN7oTf2tKjJ6Q1qHHqWkmQ0MG5BHmlmv1eKMRPe8dG6/9MiAZUte3xRxn/xsM/nZZmwODzaHh33lNooPWBMqf4oUSSVVyLNT0tzl9F7y1EXviPg+RwFf9FSW4nZLalIvRaxMmzaN9evXs3TpUkaMGBF2m6VLl3LKKadw7bXXcuSRR3LXXXcxcuTIgJjeTZs28d///pd7772XGTNmcNxxx7FkyRJ+/fVXPvzww9Y6nGaJSfEsKCjglVdeIScnhyVLlqCqKs899xxPPfUUQ4cO5ZVXXqFPn46THbUzoLTQ4imIOgxmbyZEWXL6shZ06BgSn9ut2aTD7WnacpuTYeKEI/oFLKu2hi+MbDLoMBv1ZKeb8EgKHknB7VH4+Y8KquucCZM/RcuRFRWbPbai350RVQ0/+eRb1nGf7hThaPZ13XHnElNAyAPrTRKWuqDtkdRlSREroti0KlZcXMyuXbs4+eSTA5bPmDGDDRs24HZ7x0Cff/45WVlZHHXUUdo2BQUFHHLIIXz++eeJFzxGYs4mM2TIEJ5//nlqa2vZvXs3qqrSt29f8vJSyVeSTfCHR1GVFls8AQzGTAA8rlqc1lKMpiygY7ra+uiRn0ZdvRuPrGBQxSYV8RmTBuL2yKzf5E06UFpZ32TZAZNBR73Tg9Mt4XBL1Ns95GaayO3ApQo6OpU1DmrrXQw06TtkmRCPJGPQh8Yjx4ri1TxD0AyeqdHRQYVCx55MTBGE70FOkSJFu0KWZY477riI64uKimJue8eOHQAMHDgwYPmgQYPweDwUFxczaNAgduzYwcCBA0OSjBYUFGhttISysjKqqqro168faWmJK+EU00ht+fLl/PabtyZidnY2o0aNYvTo0ZrSuX379pASKykShxwUh6n4xXi2pLCrwZSp/V26s6hDx3j6MBv1mE06aqxO9lfWIzcT8H/yxMYH+Zl3fqbGFt7qCaDXCXgkmdp6Fw6X11++rt7NvnIbe8tSrrdtgaKqKGrHVKhcHpnd+62JtdhGqq8hpGbkOyMd8b5PER3alfX7pgtAK+ewSRElqWcxRbKora0FICsrK2C577dvfV1dHZmZmQSTnZ2tbRMNH3/8MdOnT2fq1KmceeaZ/PjjjwBUVVVxxhln8PHHH8d0HD5isnguX76c/v37M3To0LDrt2/fzmOPPcZVV10Vl3ApwiPJgYltVFXVBpViiyyeGY1tehxexVPp2IongMXova3zs8zU2VxNWiRNRh2nTh7I6v/uBOCLH0oYN6w7FrOenKASK4Ig4PYoKIpKVroRFbA7JQx6HZLc8c9bR0QQBFRF7ZBKlSx7p4zcUuLuHW9MX4Q6nnTM85QiMs2WcUi52nZowl261OVMkaL9odPp4rJqthc++eQT5s6dy5gxYzj11FMDjIh5eXl0796df//733GV7UmKb1pNTQ0GgyEZTacAJEUO+K2oCmqDi2yLLJ7GDPoUzvS2oXhAUZA89YkTtI0wGXWkWQyYjXqkKBTpkYO6aH/vKbXy4MpvuevZr8Ju2yM/nd7dMsjOMJFhMWC1u1FRU4pnG+ErqN5REzsk2lobuY5nQzmVhPWUor3Q1O2jqmrTimmK9osWPtOI4C3Im6KdkbJ2pkgm2dnefCxWa6BnXV1dXcD6rKwsbLbQCg21tbXaNs3x2GOPMW7cOF599VXOO++8kPVjxoxh69atLZI/mKgtnhs3buTrr7/Wfn/00Ufs3r07ZDur1cratWsjWkNTxI9HCUyLrPhZMsQW1OAURB0ZuYMRBB2qKuORHBg8dhTZjagzJlLkVsWgF8lON5KdYaKi1o6qqppC7vbIGINqfHbLTeO4cX0p+raY3/fWAN5vu1uSMQbF3+n8SrXodSJpZgMeSUFWVGRFDVifIvmIgoBCB7bqtJLgWmhYhz1RKSLRbH6hlG9mu+S0007j119/5eWXX2bcuHHhNwp+XgU6XDjMW2+9xYIFC9iwYUOLcoC89dZbGAwGZs6cmTBZ5syZg9Vq5aWXXoq4zbJlywKsPDk5ORQUFHD55ZczderUhMnSmtx7770UFRXxySefRLW9oiicffbZ/PLLLyxZsoTp06cnWcLkkIx7qC0oKCgAvLGevr99vw0GA3379tW227BhQ8CYF2Dnzp1R62Tbt29n/vz5Edd36dKFysrKWA5DI2rF8+uvv9YeRkEQ+PDDDyOm5x08eDC33nprXIKliEyI4umXjbYlFk8AfUM9T7ezGslVh5LWBbt1P+nZfRFaoMS2J3IyTFiMemRFRRRFZEVFrxOwOTxUW510z0sLUShPnNCf738tC8hs+/Znf3D8Ef2aTDik0wlexVNWkGQFj6RiMuhafB1SxIYg0OBq2zEH14kWW1HV8AnGvOkwU8aSzkgTN1GkkN8Ubcv27dv59ddfAXjvvfciK55BHEwxnv/5z39IS0trE6XBbDbzwgsvAN4EK08++SSXX345L7/8MocddljYfTrTc/baa69x4MCBthYjbtryHkokffv2ZcCAAXzwwQcBLq5r165l4sSJGI1eQ9HRRx/N448/zoYNG5g0aRLgVTq3bNnCpZdeGlVfFosFh8MRcX1xcTE5OTmxHwwtUDwvvfRSzjvvPFRVZdKkSdx5552ceOKJAdsIgoDFYsFkMkVoJUUikIIUTzXG5EIAomjAaMnD7azGYdtPelZfJMmJ5LZjMGU030A7RBAEzCY9bo+MXicgyQoVNQ4EAXSiiCKrIXe+0aDj+r8exq1Pb9CWbfh5P9v31vDPi46I2JdeJ+L2KLg9ErVWF9VWJ9kZJnrkpyfr8FL4ITQUVO+4H/3ECq4qkbPaQkc+Tyki0dw17Vj2sYOD9957D1EUGT9+PB988AG33HJLSHhSY3KhoJ1Tz3DSEUWRMWPGaL9Hjx7N1KlTefvttyMqnm2N0+nEbI4/w35VVRVLlizhH//4BzfffHMCJEvRHA6Hg/Xr1wNQUlKCzWbjgw8+AOCII44gLy+PuXPnMm/ePPr168eECRNYu3YtmzdvZuXKlVo7Y8eOZfLkydx8883cdNNNmEwmFi9eTGFhYYi+FokJEybw9ttvc+GFF4asKy8vZ9WqVRx77LFxHW/UJi2z2Uxubi55eXkUFRVx2mmnkZubG/BfTk5OSulsBSQ5SPFU/MqptNBKKeoMZOR4M7va6/aiKB5kyemt7dnBMehFjHodVXVORJ03MZCuicoVGWlGzjluSMCyihoHDqcUYY8GxVOScHsUymscOFwStfWpupKthdcCkLJ4+oigd/op6B3zPKVoimauaeqStytUVWX16tUceeSRXHzxxdTU1PDFF1+EbLdz506efOopLrroQs7967lcd/11fPPtN9oks6IorFixgpNPPplDDz2Uo446iquvvlqLA5s/fz6nnnpqQJt1dXUUFhby1ltvacumTZvGXXfdxfPPP8/UqVMZO3Ys8+fPx+12s3XrVs4991zGjBnD2WefrVlpAfbu3UthYaE2QPZx7733Mm3atCbPwcMPP8zMmTMZO3YsU6ZM4frrr6esrExbf/755/PNN9/w2WefUVhYSGFhIcuWLdPWf/bZZ5xzzjmMGjWKI488kttvvx273R7Qxx9//MHf//53Ro4cyfHHH89//vOfJmVqiu7du5OXl8e+ffsClm/atIkLLriAWbNmcdn/XcYNN9wQ4IZ44YUXcuONN2q/f/75ZwoLC7n66qu1ZTt27KCwsJDNmzdrbV5++eVMnjyZMWPGcPrpp/P2228H9Pv1119TWFjIZ599xtVXX81hhx3GNddcA8CBAwe4/PLLGT16NFOmTOGZZ55p0bEuWrSICRMmMGHChKj3+de//sWf/vQnDj/8cCZOnMjs2bPZuXNnyHavvfYaxx57LKNHj+biiy9my5YtIfcjeF1kZ86cyciRI5kyZQqLFy9GluWA9YWFhZolb8yYMZx44okB56mpe+i7777jvPPO4/DDD2fs2LHMnDkzrvsjXiorK7nmmmu45ppr+Oabb9i/f7/2e/v27QCceuqp3H333axevZpLLrmE77//nuXLlzN27NiAth599FEmTZrEbbfdxg033MCAAQN4+umn0eujszNee+21lJaWcvbZZ/P6668jCAL//e9/Wbx4MTNnzkRVVa688sq4jjemrLa9e/eOq9MU8ZFnycGoM+BuyG4bYPFsQVZbAFFnJC3b6x/udtYiy24EQJYim9o7Cj7Lp0EvYjLo8EgKelFsMhHNxEN7MrBXNg++9K227M1Pt3P+yYeE3V4vCkiSitEg4nJLqJBKNNSKeBUqtcO6nyX6TlGVCK62AEIHPUkpItKUK61veUeLCezsfP/995SUlHDllVcyefJkcnJyWL16dYCytmvXLi655FJ6DBjFrIsvITcvhz179lBVWaVd17vvvpvXX3+dCy+8kKOOOor6+no+++wz7HZ72JIKTVFUVMSQIUO46667KC4u5v7778dgMPDDDz9w0UUX0aVLFx5++GGuueYa1q5d22zB++aorKxk9uzZdOvWjaqqKlasWMH555/PmjVr0Ov13H777dx4442YzWZuuukmAHr06AHABx98wHXXXcdZZ53F3LlzKS8v55FHHqGuro7FixcD4HK5mDVrFhaLhQcffBCApUuXYrPZGDBgQIvlra+vp7a2lj59+mjLNm3axPnnn8/UqVOZO/d8nE4Xb7y4lDlz5vD6668DMH78eP79739r+2zcuBGTycR3330XsCwtLY0RI0YAsG/fPg477DD++te/YjQa+f7777nllltQVZUzzzwzQK5bb72V0047jccee0y7JnPmzOHAgQPccccdZGZm8swzz7B///6oFI/NmzezevVqVq9e3aLzU1payt///nd69eqFzWbjtdde49xzz2XdunWaW2ZRURG3334755xzDieddBJbt27l2muvDWlrxYoVPPTQQ1x44YXMnz+fP/74Q1M8582bF7DtvHnz+POf/8zFF1/MqlWrmD9/PiNHjmTQoEER7yGbzcbs2bM5/PDDWbRoEUajkd9//11L1NMW9OnTJ2BSJxLnnHMO55xzTpPbZGZmct9993HffffFJEtBQQGvvPIK9957L0uWLEFVVZ577jnAa329/fbbA56DWIhJ8QTYtm0bK1euZMuWLVitVpSg7KGCIMRd6yVFeDJM6Txy0q3MXXsb4CunEpurrSCIpGX21BIMqYqEwZKLLLtQVaXDxnn66JabBqo3UZDDJaHXiU0qKYIg0DPITfb7X8s4eeIAsjNMGPSB50OnE8nLNGMwiNTWu73JbmSV8moHXXLMqVjPJCMIHdvimWhrlEIEkyegqkLK1bYT0tykS0edlGmOii//x55XXkNuIh4pmegsFvr97a90OWpii/ZbvXo1JpOJE088EYPBwEknncS7775LfX096eneb8+yZcswGPTccMMN9O6eiyAIjB41mhqbC1VV2blzJ6+++irXXXcds2fP1to+6aSTYj6exx9/XIsV++abb1i1ahXPPPMMRx99NOC1sF5++eX89ttvDBs2LOZ+ABYuXKj9LcsyY8eO5eijj+arr75i8uTJDB48mIyMDNLS0gJcXlVV5cEHH2TGjBnce++92vKuXbvyf//3f8yZM4chQ4bw1ltvUVZWxvvvv68pmsOHD2f69OlRK56S5PV0Kisr46GHHiI9PZ0LLrhAW//II49w6KGHsnz5cn7ZUYmiqBwz4TFmzpzJ+vXrmTp1KuPGjWPZsmWUlJTQu3dvNm7cyJ/+9Cdee+01/vjjDwYNGsTGjRs57LDD0DW4Y51yyikBxzt+/HgOHDjA66+/HqJ4Tps2LcCi+vnnn/Pzzz/z/PPPM3Gi976cMGECU6dObTYuT1EU7rzzTi6++GL69OnD3r17ozpPQIBLrizLHHXUUUycOJF169bxl7/8BYAnnniCI488knvuuQeAKVOmIEkSS5Ys0fa12WwsXbqUSy+9lOuvvx6Ao446CoPBwP33388ll1xCbm6utv15552nZV4dO3Ys69evZ926dcyZMyfiPfTTTz9htVq5/vrrKSwsBNDOVQovQ4YM4fnnn6e2tpbdu3ejqip9+/ZtUXKwpohJq/j6668555xz+Oyzz+jWrRvFxcX07duXbt26sW/fPtLS0hg/fnxCBEwRnnRjmmbZ8E+ZL8ag6IiiDqPFe0PZrSUIor7Bfbfjz5RnpRvp2yMTi0mPKArodEJUWR7PPSEwA9i9z3/D6i93hN3WYtaj14lIkoyiKMiKQmWt1+02RXLxxXd21HIqiVaY1ch6J5AqrdGZ8N07zd5DnfSSl/znHRx7S3BXVrXJf469JZT8550WySxJEh988AFTp07VrJIzZ87E4XDw0Ucfadt99dVXTJs2DbPZEtKG2rBeVVXOPvvsuM6hj/Hjx2tKJ8CAAQMQRZEjjzwyYBnA/v374+5v/fr1nHvuuRx++OEMHz5cU2537drV5H47d+6kpKSEk08+GUmStP+OOOIIRFHk559/BryWuyFDhgQomf37949aYbbb7YwYMYIRI0Zw7LHHsm7dOh588EEto6jD4eD7779n+vTpyLKMLMtIskz//gPo2bMnP/30E+AtPWEwGNi4cSOqqvLdd99x3HHHUVhYyMaNGwGv26d/cqna2lruuecejj32WE2G119/Pazr6jHHHBPwe/PmzWRmZgYoUpmZmVqimaZ44403qKio4P/+7/+iOkf+/PDDD1x88cVMmDCB4cOHM3r0aOx2u3Y9ZVlm69atIS7Yxx13XMDvTZs2YbfbmT59esD1nTRpEk6nU3M79TF58mTt77S0NHr16kVpaWmTsvbr14+MjAzuuOMO1q5dS1VVVYuP92AhOzubUaNGMXr06IQpnRCjxXPp0qX07duXVatW4Xa7mTRpErNnz2bixIn8+OOPXHbZZSEm8RSJRxREZFVuKAwfm6stgCDoyMwdiMtejsO6n7yeh2nWT8SYjeLtBpNBR9ccC2VVdkRRpLLOgdmkR1FVDDpv1ttgS+aEET358Os9VNU1xrp+vqmEGZMGYjKEDxRVVHB5FPQ6EZdHRu6spob2RodOLpRY2VWVpjTPTquEHMw0WcpJpdNONvQ+8wz2vPJqm1o8e595eov2+fLLL6mqquLYY4/VXPuGDh1K165dWb16NWeccQbgrYXepUtXINCLyRfTXlNTg16vJz8/PyHHkpWVFfDbYDBgNpsDlFFf8iOXy0U8bN68mTlz5nDcccdx2WWXkZ+fjyAI/PnPf2627erqaoCIMWY+pbisrCzsucnPz49KfrPZzMqVK1FVlV27dvHII49w00038d5779GtWzfq6uqQZZmFCxeycOFCLHkDQRBwVO4EVE0Os9nMyJEj+fbbbxk+fDg2m42xY8cybtw4Nm7cyOTJk9m3b1+AoWb+/Pls2rSJK6+8UrPavfrqq7z//vthj8efsrKysApCc/dJfX09ixYt4rrrrsPj8eDxeLR6kE6nE5vNRkZG+GST+/btY9asWRx66KHceeeddOvWDYPBwOzZs7VzXVVVhSRJIbIFy+W7vsGWXR/Bkx7BLuUGgwG3u+kcG9nZ2axYsYKlS5fyj3/8A1mWGTduHLfccotmAT2YCI4fjhbfuyoWYtIqtmzZwty5c8nIyKC2thZAc7UdPXo0f/nLX1iyZEmHrXnUURAaivMpauxZbb37iOgN3peKIrka3G4VVEVuZs+Og9faKWLUCxgNIqWV9YiigKKoiDqB3l1CX6o3X3QE85Z+HrBs9X938Kdjh4RsC9A9Nw2XW8bulpDcMtZ6NxaT1xqaInl449w65uC6dcUWOqkKcnCjKCpKEzWEO+ij0SxdjprYYjfXtua9994DYMGCBSxYsCBgXXV1NZWVleTn55OTk0NFeXnopEHDNz8nJwdJkrTtw2E0GvF4PAHLfOO1ROBLJBncR3Oxch9//DEZGRk8+uijWlxiSUlJVH363EVvu+02Ro0aFbK+W7du2r+//PJLyPrKysqICpQ/oigycuRIAEaNGsXAgQP585//zGOPPcadd95JZmYmgiAwe/Zsjj/+eHaUOlAVlYE9LIiiEOAOOn78eNatW8chhxzCIYccQnp6OuPHj+fee+/l22+/xWg0asficrn47LPPmD9/Pueff77WxiuvvBJWzuDxni9mNtxxN0V1dTU1NTXcfvvt3H777QHrbrrpJrp06cKXX34Zdt8vvvgCu93O8uXLtQkMSZIC7rW8vDz0en2IbMFyZWdnA7B8+XItptefeGMLfYwaNYpnn30Wp9PJ119/zQMPPMCVV155UIYHhqvZ6buvgsdV/vdbqyueOp1Oi0XIyspCr9cH3EB9+/bljz/+iFmoFM2j0phExN/iKcZg8UQQ0em9HxGHbT8uRyWioEdROo+rqE4nIgref3MyzdRYnYiiN9Ot2aDzKqBBAzedKPC3Ewv596e/4/J4lfD//riPSaN6hcSBgle5tZj11DlcyDJU1DqxOjzkZZqxmPVkWAwh+6SID++939ZSxE7iXW2bSC5EB46FTREeVUVRVWRFwRAhciZ1zdsHDoeDoqIijj/++IBYQYCKigquv/561q5dy/nnn8/EiRP55NNPOW7meUCatp2AN077yCOPRBAE/v3vf0d0jezRowelpaUBsaORlIdYyM/Px2AwBIz13G635kIaCafTicFgCBjE+hRyfwwGQ4h1sqCggB49elBcXKzF9oVj5MiRvP322+zevZv+/fsDsHv3brZt2xZ1zdTg9k455RTeeustrrrqKrp27cqYMWPYsWMHI0eOREirQFZUDi3IRxc00Txu3DieeuopPvjgA82y6Yvb/Pe//82oUaM0y7Lb7UZRlIDSOjabjU8++SRqOa1WKxs2bNDcba1WK//73/+ajPHs2rUrL774YsAy3z05d+7cJl11nU4ngiAEJC96//33tRhZ8OoMhxxyCEVFRQFlOoIVvbFjx2KxWCgtLeWEE06I6pibItw95I/ZbGbq1Kns2bOHe++9F5fLddBV5igqKgr4bbVauemmm8jMzOTvf/87Awd6q17s2LGDlStXUl9fz/333x9XnzEpnv369dN8twVBoKCggI8//pjTTjsN8Ka67tKlS1yCpWgaFb/SKQmweIr6xvpPe7e9S/9DzkKRPU3s1bEw6kX6dM/EoBOprHWSmW5CkmQsJj2yrOKRFUxiqAvt+OE9GD+8Bzc/8aUWs/ngS99yxtRBTB0bfvZNlr0eALKsYHco2OrddMmxtAvFU1ZU6upd5GbGX++rvdBRXQlVNfGer821l9JBOh+K4rV6BqOV3WhtgVKEpaioCLvdzvnnnx+2VMWzzz7L6tWrOf/887nqqqv4/MsLWLRoEWecegK5ubns3bsXa72bs848jYEDB3LuueeyZMkSamtrmThxIk6nk88++4y5c+fSvXt3TjzxRJYuXcrNN9/Mn//8Z7Zv386bb76ZsOMRRZETTjiBl19+mf79+5Obm6u5pzY1DjnqqKN44YUXuPvuuznhhBPYtGkT77wTGitbUFDA22+/zSeffELXrl3p1q0b3bt3Z/78+cybNw+73c4xxxyDxWJh3759rF+/nuuuu46BAwdy1lln8cQTTzB79mytzMjSpUvjGpfOmTOHtWvX8sILLzBv3jz+8Y9/cOGFF3LttdcyeuJ0LJY0dvxSzVcb/sdZZ52lXWNf4qBvvvmGiy++GPBaAAcNGsQ333zD5ZdfrvWRmZnJyJEjeeaZZzQr4dNPP01GRkZUsYhHH300I0aM4MYbb2TevHlkZmZq+zeFyWQKuSd9yYUGDx7cZO1SXxzwggULOPfcc9m+fTsrVqwIcd++4oormDNnDrfccgvTp09ny5Ytmpunz/KdlZXF1VdfzUMPPURpaSlHHHEEOp2O4uJiioqKWLZsGRZLaNxzJMLdQ1u3buXNN9/k+OOPp1evXlRUVLBy5UoOO+ywg07phNAqJQsWLCAvL49//etfAc9xYWEhJ510ErNmzeKFF14ISBDWUmLyAZw6dSpr1qzRZjQuvvhiPvzwQ0488UROPPFEPvnkEy2TVYok4WfZUPysPjFlURUEdH6Kp+S2gqjrFCVVfAiCQLfcNHKzzAzum4NeJ2Ay6hnYK5s0i57yajt2Z2RF++7/C3Tpenv9Hzz+7x+pqA09RxajDpNRj0dSsDk81DuluBMN2exuPFL8Q8iqWicVNQ7cnk7iRq02JhjqqCRU9iayC/msJSk6B43lUpouJ5SyeLYPVq9eTa9evSLWRzzjjDP44Ycf2LNnj1Z7Ly8vn2eefoaFCxdS9HERXbp00ZLj3XbbbVx33XV8/PHHXH755dxxxx0B1s3Bgwdz//33s3XrVubMmcPnn3/Oww8/nNBjuvXWWzniiCO45557uO2225gyZQrHH398k/tMnTqVefPmUVRUxBVXXMG3337LU089FbLdZZddxmGHHcZNN93E2WefzapVqwA4+eSTefrpp9m5cyc33HADc+bMYcWKFfTu3VtTLM1mM//617/Iz8/nxhtv5OGHH+bSSy/V3GdjoaCggBkzZvDqq69itVo57LDDeOWVV7Db7Tz91NMsWrSIJ594ErPZrFlZATIyMjjkkEMQRZHDDz9cW+5v/fTnkUceoV+/fsyfP5977rmHk046KWq3RkEQePzxxxkxYgS33XYbt99+O9OmTYsr23FzFBYWsnDhQn755Rdmz57NmjVrWLJkSUj85XHHHccdd9zBf//7X+bMmcMXX3zBHXfcARCgGM+aNYuFCxfy9ddfc/XVV3PNNdewatUqRo4cGWAJjoZw91C/fv0QRZFHH32USy65hIULF3LYYYcFZNc9mPn44485/vjjw+oSvsmmYCtpSxHUGL5KvsDjnJwcTbh33nmHDz/8EJ1OxzHHHMNZZ50Vl2DtkeHDhwPeGNe2ps5pZe6a23BITi4e+2de//k97B4HNx99FWN6jmhRW6qqUFu+jT9+WKEtG3z4/yEKIhm5BZ2yJMivu6tQVZVhA/KprHWwo6QOm91Nn24ZEY/3lx2VPPvuzwHLpo3ry8zJBSHbyopKebUdj6SQbjFgMuo4tCAfURRafD5VVeXX3dWkWwz07d6y+mzBlFXbqa5z0r9nFmZjx08cVV3n5Lc91RT0zqFrbvQzoe0Bm8PD78XV9O6amTDZfyuups7mJicjdOa2otZBQe9sb4mhFB0eRVH5+Y8KHG6ZEQX5IR4V+yps/Lqrml5d0ikckLiMhK2N0+lk586dDBw4ELO583hqNEeN1cW2XZV0yWl8Xq12N0aDyIiClEdZe+Kn3yuQFYVDB3VJ5XRoAW+88Qa33HILRUVFCYvfTAbNvYPak24QL+PGjeOMM87glltuCbv+rrvu4r333mvWpb4pYhp5GgyGgOBpgNNPP53TT29ZhrcUsaPS6M6iosRcx9OLgKAzBixx2PZjSe+OqkgIurZ3EU00OlHUSnBYTHqy0g04XBIHquzkZZuprHHSPT8toDzNoN7Z9O6aQUm5TVv2ybfFHDmiB12DBvM6UcAjKeRmmTHoRZxuid2lVgQBBvbKjkrG6jon6RavXA6XhNkUv6IoIHiz7XYyI0h7cLf1WbUt0V4nNTnxqRHfAMnw7U3RPmjiRkpd8o6LGvQ0C3Rs747OTuraRKampobly5dz5JFHkp6ezk8//cSTTz7Jcccd166VzoON448/nldffZXevXtz7rnnaq7NDoeDV199lddff52ZM2fG1UfHN3kcpKg01uxUlMaBtxiD97QgCIiiSI+B0yjb/QWK4sFpLcVs6YKiSIidUPHs1yNTG5ClmQ2kmQ2YDC4UVcVW70EFJFnBqG+M+zSb9Mw773DKquz8+Hs5a/+3C4CVH2zj8rNGhSgcPuukLCveOFJJRpKj+zLJisqBqnrSLUbsTg/1Dg9ZGcbmd2wGQWjIgtlJvpDejLa0i9F1SZl3QmJw35yo90l4cqEmfC7VVFbbTkdT1zPqOp8p2iXeyeUwy1OXs12Sui5No9frKS4uZvXq1VitVnJzczn99NNTpRfbGf/85z/Zu3cvDzzwAI888oiWKbqsrAxJkjjssMO4+eab4+ojKsUzOANbNAiCwAsvvNDi/VJEieqf1bbR4inG6BYrIJCR3R9XtyqqS3/A46oDFFTFA3QsF8ZoMAbV4jQZdOgbanrWOzyYTbqIH5JueWkcN66fpnjuOWDllXXbuOS0Q8Nur9OJSLKCR/L+5/bIWv+1Nhcmo05ze5VlBadbRicKON0yFrOq7ed0SaiqisstY9CLIdnzokEQvPVGO9NHsj1YOyEw03R02/v+S7D8kU2eKSXkIKSzTDLFi93pwSMpZIdxQ2+XqGEmDYTU5FF7RaWdzIC2UzIyMsLG8qZoX2RmZrJy5Uo+/vhjPv/8c/bt2wfA5MmTmTp1KtOmTYs7/C4qxTOWwUpqgJNcvBZPr+IRbx1PAEHUIehNGExeN1C3sxpVBVlyY+gg3+l4UAG9XkSQFTLSvJbFcJkifYiiwKWnH8qz73hjPn/e0XSdLKNBR43VhU4nsGt/HYP75CAIsL/CpiU5UhSV7cU1KKpKTqYJl1vG5ZaRFZUMiwGXR+a34hrAm8CoS45FW9eS664oSqd5PlW1fX3uW6xEJlhwb26hSNmFUsmFOiWRLmrqWgewr7weFbXjKJ5h8D3ZzWWOTdE2pN6vKToLxx9/fLOJwmIlKsXzpZdeSkrnKeJD11D+Q1blxhjPWOp4Aub0HjjtZRjNPsWzBgSxU2W2bQpVVdHrRIx6r9VTkpUmFU+APl2bL0TtIyfDBBkmymsdWOvdbC+uRhQF7C4JvV5HVZ0TvU6k3uHBLXktng6XhNklYbO7yc4wUWtz4XYrWMx6dILAntI66p0SA3tlk5cVXdINQRBQFNUb59lJUNX2Y8lriRitXU5FUNuPdThF/ER7JdvJo9Eu6EjnIqyoDUGeqkpYN9wUbYOq/V+KFJ0Du93Oxo0bKSkpAbxlV8aPH09aWvzJCVMxnh0UFRW9T/FU5EaLZ4yKp05vxGTOxWXyWu4U2Y2qysiSE1WREcLUuOxs6HUCOZlmaqxOwJt11O6SEATokh3qbpyVHhhzWbRxD8eN79dkH12zLZRV27FVedA1jBwsRj17y2yYjDqcHgkRb2KiDIuR2noXZoMek0FHTqaZsmo7giggywoqYLN7qKp1kp1uRFJUdKLQZFY9X+mFjjQAa5Z2dCwtFSXh10ENTkfihwBKlDHGKToWTcd6tpoY7Z6OdypCn+aOdwwHD6lrk6Iz8NJLL/Hoo49it9sDJvXT09O57rrr+Pvf/x5X+zEpnj6f3+bo1atXLM2niAYV9GJDXKAiN9bxFOOYBhUERFGP3piJ5LYiuW3oRD2K4tGsq52VnAwTTrdMt1wL2RlGdu+vQ1YUZNnrmhoOQRC46JThPL/Gm0J79Zc7+fH3Ci47/VAy0yInAuqSY0HAm0DI4ZIoq3GgEwQsZj0ej4JB740J9SqbjW5hJoMOi0mPyy1jlxWy0o0Y9CIuj8zOfXVIsky6xdhsyRVZaT8WwkTQXup4tlQGzVKbQNmbiucTgPgrwaboaHgTcKVcMzsa4d7RArSr0IIUfkm82liOFCkSwdtvv829997LmDFjuOCCCygo8JYL3LFjBy+99BL33nsvGRkZUdeWDUdMime0waVbt26NpfkUUaCiasqgpCh+Fs/Ya0gJgoggiOj0Zq/i6bFjMGagyBK6Tm4bN5v0DOiZ5f3bqKdv90wkWcVmd+PyRN5v+MD8gN/FB6x89M0ezjpmcMR9fAmg9DqBzDQjmWlGaqwurPVu0kwGRFHAaveQnx3qPpuTYcJqd5OTkYYgCByoqsda78ZlELE5JLoLApW1DvLDWGihIQNyJ8pqC0lK0BMrLTyvSZE6YoingBphEiVF50O7FTvRsx43He5cBMorIHjfdapKE1nEUrQRnWlCN8XByYoVKxg/fjzPP/88Ol2jwWnYsGGcdNJJXHTRRaxYsaL1Fc/77rsvRPGUZZmSkhLeeecd8vLyOO+881rc7u7du3nuuef48ccf2b59OwUFBaxevTpkuzfeeINnn32Wffv2MXDgQK677jqOPfbYgG2sVisLFy7k448/xuPxMGXKFG655RYtNXBnQC+EifGMa1ZbRNAZ0Bm8SovscYAg4HHVojemH1Qz5mlmA1npRlxuCUmOPFg36MWAJEPgVT4VRUVsgfU5J9NEVoZRG0oYXWJAKRcfep1IbmajQmrQ6XC4JW9iJMFbdFxRVOxOiXSLIST2U0VFVhU6i/7h+8532A++mliVuanTIODNaJzi4MJXcuggen13XgTvxGHqMW6HpC5Kik7Azp07uemmmwKUTh86nY7p06fzwAMPxNVHTOaxs846izPPPDPgv7PPPptrrrmG1atX43Q6sVqtLW53+/btrF+/nv79+zNo0KCw26xZs4Zbb72Vk08+mWeeeYYxY8Zw1VVX8cMPPwRsd+211/Lll19yxx138PDDD7Nz504uu+wyJEmK5ZDbHRFjPOMYXQgCiKIBvd6neNYj6kxIHjuonURTaQG5WWYMep03CZDTgyQrFJdZqawNTLg0YmA+fz2xEJPRez127a/j8X//2GJlSBQEhIb/0szR1U7NyTLRLTeNnAwTmWlG7C6JGpuLunp3iJzgHYAqSicrsaB2zNvT5yKcaKW5qRjPDqugpwilmWupRvj7YKat7/9ly5ZRWFgY9r+nn366RW19/fXXFBYW8tNPPyVJ2kbq6uooLCzkrbfeirutt956i8LCQqqqqhIgWWLYunUry5Ytw+EI/GZGLas2Axp+9c8//8whhxzC2LFjEyBt21BXV8eyZcv4/fff21qUFEkkMzOTvXv3Rly/d+9eMjKiT6wZjoQ7UKalpXHWWWfx/PPPt7j+57Rp07T0vfPnz+fnn38O2Wbp0qWccsopXHvttQAceeSR/Pbbbzz22GM888wzAGzatIn//ve/PPfcc0yePBmAgQMHMmPGDD788ENmzJgRxxG2E1TQNcR4SkqjMh1rciEAQTQgiDp0Bm/WKpejCkHUocpSQ43CgwsBr0VTFASsDjeSTUUvitidEvnZgdseMbwHhxV248ZlXwDwR0ktB6rs9MhPT6qMoiAg6r1XJsNiIMNiYH9lPW6PDAJU1jpIMxuwmLz3ije5UOeK8YT2MbD2WZZatk9iJfd64IV/UgWElMWzkxLxvhP8NzjY3uChtIfXntlsDlvjvGfPngG/vVbqwGvWkNQWVYURI0bw+uuvR5ykTxE9W7duZfny5Zx33nlYLImtW66qKnfffTd5eXnY7faAdZLsLW1mCOPd1N6oq6tj+fLlDBkyhMGDI4cSpejYTJ06lZUrV3LooYdyyimnBKxbu3YtL7/8MjNnzoyrj6RE7imKQkVFRYv3E8WmDbDFxcXs2rWLG2+8MWD5jBkzePDBB3G73RiNRj7//HOysrI46qijtG0KCgo45JBD+PzzzzuF4ulv8ZQUWVsuxmXxFDBZ8jAYvbMZtuodyB4HoqjvmCalODEbdeh1Iiajjlyzmapab7bbSK63wdlkN/1WxskTByZdzmBy0k1U1jkQRRGdIKCodvr3yMKgb6j7qqjITbgPx0NFjYN0S6OiG4ysqNRYneRlmRPiut3oaht3UwkiekF81XcTKXuTTQmdzNKdolm8ikrKNdNHezgPoigyZsyY6DYOFlhoXJGRkRF9OwcxDpeEyaBrUehLrIS7v/79739TXV3Nn/70p5DShHtKrciKwpC+uUmXLUWKaJg3bx4//PAD8+bN4/7772fAgAEA7Nq1i4qKCgoKCrjhhhvi6iOhiqfNZmPjxo0899xzDB8+PJFNA96sSuC1XvozaNAgPB4PxcXFDBo0iB07djBw4MCQgW1BQYHWRiSOO+64iOtkWQ7r99wWqOCXXKjR4inGOastCHoycguo3LcRWXJit5aQkdUX9SBUPHU6kcF9c6iocaCoKnanN8uQ0x2du/aHX++hX48sRgQlIEo2FrOePuZMrHY35dUO0sx69pZZEQTBOzGhQpL0TqrqnNTVuynonR12fa3NRWWtE4tJH7U7cXN4lbe2uz+rrU4qa7yTEjFltk3QcLixlm94hIb4sBSdB7WhpmMkfB4wqfkGLx3lNBQWFjLn6hspqXTxv/Uf4fa4mThxIn+/4CJ0eiOq6nW1veCCC3jzzTcZOXIkAG+++SYrVqyguLgYi8VCQUEBCxYsYNSoUQC4XC4WLVrEmjVrqK2tpaCggKuuuooTTjghoP9Vq1bx5JNPUllZyZgxY5g3b15YOd966y1WrFjBrl27yMnJ4ayzzuLqq6+Oe5xUV1fHokWL+Pjjj6mpqWHo0KFcf/31mgcbwPnnn09aWhpnnnkmixcvpqysjJEjR3LPPffQr5+3rJmqqvy4ZRfPPLWcbzd8Sk5ODhdffDElJSUUFRXxySef8NZbb7FgwQIAJk6cCHhrFn7yySdaX6WlpfzjH//g22+/pVu3bsyZM0dLrtKUl21dXR2PPPII9913X1gPPkVRkaTAb1dZWRmLFy/mm2++oby8nB49ejB9+nSuuuoqjMbGbPlWq5U777yToqIizGYz55xzDjk5OTzwwAP8+uuvCT2Xe/fu1cbG11xzjbZfUVERffr04emnn+aNN96gtLSU9PR0hg0bxt13303fvn0jXuMU7ZO8vDz+85//8Nprr/H5559rVUyGDh3KZZddxl/+8hdMJlMzrTRNTIrnsGHDIlorVFWlV69e3H777XEJFo7a2loAsrKyApb7fvvW19XVkZkZWlIiOzs77MPfUQln8YzXiqTTGzFZ8sjIHURt+S84rPtJz+zd6VwzW0KXHAtuj0x1ndNblqCJmdNLTzuUlz7YisvtvSbPvvMzD1w1OWyioGSTmWYkw2KgotaB0+11GdbrvLI3lTApHhRFRRGbKemhqAl3+WzLu7PO5o5NeWyoi5DQZ6vJciopV9uDCZ/XtZqqbt9IOzkN4XJN6PWBw7F/v/UWAwvHMffquZSVlfHSSy/hdEvMnj0nbJsbN27kn//8J7NmzWLq1Kk4nU42b94ckG9j3rx5fPHFF1x77bUUFBTwzjvvMHfuXB577DFNsfj000+59dZbOeuss5gxYwa//PJLgLLhY8WKFTz00ENceOGFzJ8/nz/++IPFixcjy3JERTUa3G43F198MZWVlVx77bV0796dd999l9mzZ2sxlz62bt1KVVUV8+bNQ5Zl7r//fm688UZef/11wPtuvf+BB6ipquDOO+8kMzOT5557jn379mkedscccwxXXHEFTzzxBM8++yyZmZkBCp7vvP35z3/m4osvZtWqVcyfP5+RI0eGuDkHv8sfffRRRowYwbHHHht+7Cl4vYDkhhrcANXV1eTk5LBgwQKysrLYtWsXy5Yto7y8nIULF2q7LliwgK+++oobb7yR3r17s2rVKn755ZeknMtu3bqxfPlyrrrqKq6//nomTJgAQLdu3Xj77bdZsmQJV199NWPGjMFqtfLdd99RX18f1fVO0f4wmUxceOGFXHjhhUlpPybF88orrwyr4GRnZ9OvXz+OOuqokJdoR6GoqCjiumRYcWNGVbU6ngExnglwX9TpTZjTuzUonvvosNlbEojRoKN31wxKK+2ICBGz1o4oyOf+OZNZ/Or37Dng/eC/s/4P/nTskFZx9QlGEAQkScXl8dZ6lSSvQhxcm7SpOn+1Nhc6nUiGpXkLpdJMXUpBEJATWHjTp/C16e0pNGSLbaFLoxryR3xopzRSORVSFs/OREDyoEjPk9Dg0t0JL3t16Y/s++NDZMkV1fYlNWbcsohcbG9+4yjQ6U30GnQSuT1GtWg/u93OiBEjQpa//PLLjBs3TvttNBj4v9mz6Z6Xrv1+4slnOO20MxkxqEvI/ps3byYnJ4ebbrpJW3bMMcdof2/bto0PP/yQO++8k3PPPReAo48+mpKSkgDF84knnmDcuHGakjNlyhRcLhePP/641pbNZmPp0qVceumlXH/99QAcddRRGAwG7r//fi655BJyc2NzH33vvffYtm0b77zzjhZLOGXKFHbv3s3jjz/OkiVLtG2tVitvv/02eXl5gPfcLliwgNLSUnr06MHnn3/Ozp27uO+euzjlBK8188gjj2Tq1KmawSIvL0+zkI4YMUJry5/zzjtPq9QwduxY1q9fz7p165gzp3ESIPgZ27p1K2+++Sb/+c9/Ih6rQSdikxUkWdE82AoLCwOu4WGHHYbFYmH+/PncdtttWCwWfv/9dz766CMeeOABzfI6ZcoUTj755KSdy0MOOQSA/v37B7h4b968mcLCQmbPnq0t8+VqSdE5UFWVr776CrfbzeGHH942yYXmzp0bV6exkp3tdd+zWq107dpVW15XVxewPisri9LS0pD9a2trtW06OiqqVk4lwOKZgAQSgqjHnO4tO+N2VCF5nAelq20wGWlGcj0ylXVOSqvq6dUl8sM367QRLFv1A5W1Tv730376ds/kyEN7Rtw+mWRnGKmsdSLqBHIzTHhkBZdH0ZRnWVb4bU81+TkWuuWmhexfWmVHJwgM7pvTbF9KM4qNz90zkfqPSuLcVWNBAG3UEYsUiT0XkRFSMZ4HF2pD3ccm5oIqax2kmw2YI8Rkt2dKd63HWV8W9faSW0KSdXhcdQnp3+OC0l2ftVjxNJvNrFy5MmS5r1C7j4kTJwVMVk6cNInHn3yanbt2weSRIfsPHz6cmpoa5s+fz8yZMzWFxcd3330HwPTp0wP2O/nkk1m4cCF2ux2TycQvv/wSkkfjpJNOClA8N23ahN1uZ/r06QHW20mTJuF0Otm+fTtHHHFEFGcjlC+//JKhQ4cyYMCAkLbffffdgG2HDRsWoCj6lCufsvTTTz+TnpFJYYPSBJCens7EiRNDrINN4e+WmpaWRq9evQLGmMG1pFVV5c477+Rvf/tbk8mfRNE7ie3/3VRVlRdeeIFVq1axd+9eXK7GiZXi4mKGDh2qZTL2Dw0TRZFjjz2WFStWaMsSeS4jMXz4cF555RUWLlzICSecwOjRozEYEhNGk6L1Wbx4Md9//70Wj6yqKrNmzeKrr77SPFqff/55bbImFjrU18b3Yt6xY0fAS3rHjh0YDAbNn7ygoIANGzaEWHF27tzJ0KFDW1foJKECel1yLJ6iqEdvMGO05OF2VOG0lZKZW9CkVexgQZZV0s16REGgpMJGhtlAdkaov3t2uolzTyjksTd/BOCH38rbTPFMMxsw6HW43BJpZgMOp0S904PV7kaSvTU9650SYp0Tk0EXcjyqoqDqmq+85M2Y2/Q2giAgKwnMqtsOkgvF+kyocSirYdvzyRNpA8Hrapt6jjsvtTYXGWlGzW1PEGjSnbuqzkmtLXJMdnumx4Bj2PfHuqgtnnqjGUUSMZgSc+/r9CZ6DDimxfuJoqjFZDZFbm5uwLOcZknDYDBSU1MT9npOnDiRBx98kBdffJFLLrkEk8nESSedxM0330xOTg61tbUYDAZycnIC9uvSpQuqqmK1Wqmvr0eSpBCrX5cugRbW6upqAM4888ywsu/fv7/Z44tEdXU1W7ZsCWsVDo4dDQ678ik8PmWtrKyMrKzskPMVzqrZFMGhWwaDAbfbHbKdr5u1a9eyY8cOHnnkEc0w4pOprq4Ok8mkxcl5nWUa5XvhhRd44IEHuPTSS5kwYQJZWVn89NNP3HXXXVob5eXlGAyGELmCjyuR5zISZ511FvX19axatYrnn3+ezMxMzjjjDObNm4fZbG5y3xTtj3Xr1gVMaHzwwQds2LCB6667jmHDhnHbbbexbNkyHnrooZj7iFnxLCkp4T//+Q979+6ltrY25MEWBIEnnngiZsHC0bdvXwYMGMAHH3wQYMpfu3YtEydO1Pzyjz76aB5//HE2bNjApEmTAK/SuWXLFi699NKEytRW5Jizwme1ja00awCCaEAQ9FgyengVT0clbmc1qipjTu/afAOdGFEUMBh0WEx6MiU9ZdVOjA2/gxncJ4ebLxzPfS9s5Lc91VTUOOiSk9hU7dFi0IsY9N7nw2LWY3W6sdrd1NrcqKo3wYEkq+yvsJFhMaDzUzQVFYQozHK+mpRNWdVUVW2I8Ux0GZG2teRpylyLkwuROJOnllwoQjkVoTEZTUrv7Dz4LC2SrFBe7cDplume5/Vc0K5zhFusIxvAc3uMapG1Ma24BodLYuTgUDfV9ohPufNhd9jxeNxkZ+dE3Of000/n9NNPp6qqiqKiIhYuXIher+e+++4jOzsbj8cT4vlVUVGBIAhkZmZiMpnQ6/UhdSuDqxT49l++fHlYa1ifPn1aergBbRcWFnLvvffG3IaPbt26UWfdEuKJk5Qaon5d7Nixg9raWqZNmxay2fjx47nsssuYN2+eNjHkzwcffMC0adMCMof+8ccfAdt07doVj8eD1WoNUD6DjyuR5zISoihq8YAHDhxgzZo1PPLII+Tm5nLllVcmrd8UyeHAgQP0799f+/3RRx8xePBgzZX6r3/9K6+++mpcfcSkeK5evZr58+cjSRJZWVlh/X1jmVF3OBysX78e8Cq2NpuNDz74AIAjjjiCvLw85s6dy7x58+jXrx8TJkxg7dq1bN68OcB1ZezYsUyePJmbb76Zm266CZPJxOLFiyksLOTEE0+M5ZDbHWa9iRyz9+UfkNU2ERZPnR5BZ8BgzvG277LidtYi6oxN73gQkJdlJt1iwGTQYbW7UVSornNGLB/SNTeNwX2y+X1vLQ+//B1TxvTmuPF9MRvb1tlAL4pU1jqRJAWbw4MoCEiygtOt4JYULH6Kp0+hbA7NgtfMtsGuRYmgrR3BY1Xmgl204pcjsiAiArKqNFyf+N4THknRyvOkaB+oKmFq9Aq+HFYR9knMvVfv8CAIJCxTdbLwWZc6gsV/w1cbmH7GeY2///c/BGDgwAHNTnDl5eVxzjnn8Pnnn2uZ/A8//HDAq9j85S9/0bb94IMPGD58OGlp3smK4cOH89FHH3HRRRdp26xbty6g/bFjx2KxWCgtLQ3JiBsvkyZNYv369XTr1o3u3bvH1dahIw/F/uoatmzZSmF/b3m9+vp6NmzYEGDh81n3wlkxm0MN8/eZZ54Z4mr8n//8h7Vr1/LMM8/Qq1cvwDtObkgPoOF0OkNcVd97773A4zr0UMCbk8QX46koCp9++mnAdok8l9FYQLt3786sWbNYvXp1sxUkUrRP9Hq99hyoqsqGDRu0ewwgPz8/ZFKsxX3EstOiRYsYOHAgS5cuDSltEg+VlZUh2dN8v1988UUmTJjAqaeeisPh4JlnnuHpp59m4MCBLF++nLFjxwbs9+ijj7Jw4UJuu+02JEli8uTJ3HLLLR026VE4dIJ34Cerictq621DRBT0GE1exdbtqkVvTEfxs6werIiioCmZ2RkmPJJCXb0bWVYCrIT+DOzlVTxdHpmPN+5pcG9zMf3IAVHFTSaD7HQjZTUOZFmha04aTrdEnc2N0SDi9sjodaKmWKiqiqw2f1/5BnVNDWZV1ZvFT0mQpujrqS0tnjEYOgNImMHT94ffpVJVldIqO91y07TZdUWFeHIs2xweSivq6dM9o80nUFIEEvAcqKqW1TbZz8f+Cm8Gy7Z6n0VNOzDxKorCDz/8ELI8Pz8/oPyExy3x1NNPc8qJU7WsthMmTKBnj/AhG0uXLqWmpoYjjjiC/Px8fvvtN7744gtNgRw2bBgnnngi999/P06nk4EDB/Luu++yadOmgPjNyy+/nDlz5rBgwQItq+0777wT0FdWVhZXX301Dz30EKWlpRxxxBHodDqKi4spKipi2bJlAfGl4fj0009JT08PWDZkyBDOOOMMXnvtNS644AJmzZrFgAEDsFqtbNmyBY/H06IaglOmHM2AAatYsnQpgqucrKwsnn32WdLT0wPGSr44zJdffpnjjz8es9kckPE1GvzvrD59+oRYfb/55ht0Op2WERZ8dXYD9500aRIvvvgiK1euZMCAAbz77rvs3r07oK0hQ4ZwwgkncM899+BwOOjVqxerVq3C6XQGHFciz2XXrl3JyspizZo19OnTB6PRSGFhIXfdfS9ZWZkcNnYMWVlZfP/992zbto2//vWvUbedov0wZMgQ3n33XWbOnMlHH31ETU0NU6dO1dbv27cv5sRhPmIaNVRXV3PJJZckVOkE78PqX38oEueccw7nnHNOk9tkZmZy3333cd999yVKvHaHIDQqBtqyBCQXAhBEHXqj96MguW0giKiqhKoqWr8pIDfLTGaagXqnRFZ6eIvwiIH5FG3coykY3//qTYjx2L9/ZPG1U8Puk2x0OpGe+ena7L/JqCPNbKDW5qS82oGi2snPNnuVRBXEKF1tAeQmNlVJgqutSpuaPAVBaKzl1oLjUn2mqCSOhf/3037e/GQ7hw/rxjnThoaxiLUcj0dGUVWkpi50iqQTehlDr4d3riFyVlu1QTkFqLG6MJt0MU0mqKgJ+/YkE591qS0Nnk6nM8Di6OPss88OcIk888wzKKlwsnTJUjyShwkTJnDRxZcA4V8ZI0eO5IUXXuD999/HZrPRo0cPLrnkEq644gptm4ceeohFixbxzDPPUFNTQ0FBAUuXLg1wCT3uuOO48847efLJJ1mzZg2jR4/m0UcfDRlzzZo1i+7du7NixQpWrlyJXq+nX79+HHPMMVEll7n55ptDll1zzTXMmTOHF198kWXLlvHkk09SXl5OTk4Ow4cP529/+1uz7fojCALXXHMNL6x4jttuu42srCwuuOACdu7cydatW7Xthg8fzty5c3njjTd49tln6dmzZ0Adz6hp6bu1IfzBf78rr7yS6upqli5dCngTO91yyy1cfvnlAbved9993HXXXTz44IMYjUbOPPNMhgwZwssvv6xtYzQaE3YuRVFk4cKFLFq0iIsuugi3201RURH9h47ho48+4t9vvoHD4aBv374sWLCg2TF6ivbJlVdeyeWXX86RRx4JeLMq+/4GWL9+fVQx6k0hqDGMQi688EJGjhwZV62mjoivnMqWLVvaWBIvb215n9d+epd+2b3ZU1sCwOOn3kuX9JYFzofDYd2Pw17Ozh+9ma0KxlyMKOrJzCtAFFNWDn/2ldvYXWqlaxPxm06XhKSo3Pf8Nzhcja7RZxw9iKNG90IfRfKe1sBmdyPqRFRVxWzSN8R+KgiCwMhB+U1a1D2SzE9/VGAy6BlRkB92m+o6J1t2VVLQK4eeXdLDbtMSSivr+XV3Nd3y0jhkQPz3fSzsK7dRbXWh1wl4JIVDw5Q6CEd5tYNtu6ro3S2dgt45ccvhkRR+2VGBXhS1LKW3Pb0Bq93rNnP/lZNxuiVGFOTHZamstjopq7LTu2sGGWnxud9HKkuUonl819vhkhg+MB+LSc+Okhpysyx0z0tj9/5a9lXYEUWBEQX5IeWQVFVl264qzCY9A3tls724GoHoslcH8+ue6qgzX7cUp9PJzp07GThwYFzJSn4vrqHe6eHQQV205EvtlcLCQq68dj5HTD6JLjmNmcY9kkK908OIgvyI4R0pGpFlhZ93VKLXi4wY6P0mud1uTjnllICSMXH1oaj8/EcFTpf33dqSd+L+inr2HLByyIC8iBPXLeG8885DFEUtI2lr8HtxDYqqMrRffFaw9kxz76D2phvEy++//86XX35JVlYWM2bM0BJh1dbWaqWX/C33LSWmN9fNN9/MZZddxqGHHhqSmjtF6+FTAnylTgSEeEO3/BrXocoeRJ0JRXahSE4EvRnJbcPYEPuZwovRoEOSFUrKbViMevKyQ19MPkXg3BMKWbG6MY3725//gdXu5tTJBSH7tAVmo546h9d1WJIU9HpRs5ApiopOF/kG81nwmnS1bfg/SU6ciVJV1batT6kl7RFaPOEdHN8TL8FtBXhD+BJZxNmfz7IV7ymXFZWdJbV0zbWEzQydomX48lT5P6GC5ssX/mL5P4VtbQlMNm1ZcilWOp7E7Y/PPv0UULCOGkBdXR2vvvoqJSUlLFq0KOF9tfR6+Z7PWLxQ1q1bx/79+xk6dCgOh4PVq1fz7bff8thjj7W4rXhp6+R+KRLL4MGDtXI6/mRnZ4f1VGgpMSmehYWFXHfddVx//fX885//pEePHohioMVGEISQOkEpEouoDQAbslkmctCgKog6IzqDBUV2IXnsCIKIy16FwZiJIMYTJda50IkCRr2IXi/idEkoqhoxydOowV246JThPL+mcWas6NtiTEYdx43rh0dWMBna7tzq9SIul4wKSLJEuqBvGLOquDwyaU1YZjXP0aZcbRuyqsqJCvLU+m7DGE9arnBCo8yJ+2irPoE0ZD/tUMRbTiVeN+fG7LjxtaOq3vqrdqeUUjxjpNHF23c+A2kqqa3m6q39jkPzVFWiCANvcxrdGjuAsBByPbTrmRroR43eYGTNe+/wr8e+B7yxrk899VTc7oIacb8HY9svLS2Nd955h127duHxeCgoKOChhx4KqPjQWqRuxxQtISbF8+WXX+aee+7BZDLRr1+/sFltUyQfn8VT8bd4JghVldEb0jCZ8/A4a7DV7KBrv8kosscb5xlXepLOhSgKGPQiJqNes+YZ9ZHPz+ghXbl79iQ2/17O2+v/wCMprP3fLtb+bxc6ncANfzucnvnxu6HGSobFgIJKuslAtc2J0y1jNIg43XKTWSvVhiwJvpIpvuLYFTUO8rPN6HSilkhBTnB8YNvW8fRLctTCfdUEqszecxsYa+efPdgrZ+R4v2gRGuqBxouA10LXES1R4Sgpt5GTYSLd0kaZXX2KpN9nQEBoiOuNsHkCH5yOMvjsCGL++uuv7KuwsXu/NWRdRznP7YWjjprE1KMnRx0CEQ+xTkDGst+UKVOYMmVKy3dMAqmJkI7LsGHDEEWRH374AaPRyLBhw5pNUioIQlxuxTEpnk899RRjx47lqaeeCilgm6I1aXC1bb50fIvR6c2oqkJG3iBsNTuoOfAzWfmFGI2ZqKoMtO+0+a2JThQw6HWYGlxuHS6pScUTvMrdpJG9GNovl8fe+JEamzdFuSyr/Oez3xlRkM9Pv1dw6WmHam66rUVmQ6yJqqp4PApdsy3YnRIHquwA5GaaEAQBu9MDeEsoKEpjaj5/Q4rbI1NWbUdWVHp2SdesLAl1taXtB2Oqn+mppeUaEip6UGOBiqeQkAynjZlS42rGS3BKxw5MvcOD2yMz0JLdSj2qIb/8r60Kfm7g4TTPwAFvWz9D1XVOKmudScuM628d7iiEvEU6iKG2vdCalzqWd6vv9deRJ99U1DYvZ5Yidq688koEQdAqfvh+J5OYRrRWq5WZM2emlM42RgzKapvIm8VoyUNvSCMjZwAZuQXYqndQU76Frr3Ho6bKqgSgAkaDSH6OmQy3gZ37aqNWPrpkW7jtkgn8Z/0ffPGDN0HU9uIathfXAPDN1gMcPaZ3EqWPjCAI9Orq9WYw6EUq65w4XB50Yg6yolJebUdVVXp3y6SkzIZeJwaVVPFaWxwuGY/kvWd8Fr5EKZ7aYBJarPAli5Z6LCYqPlVrxd/V1n8g1BBPFG933mYSY6vtRHqn5kbe6v0G9e+zePtkieQKHhzuG7frdFx701AXObknsCMpnZHeCx1ZSWkrWuO6x3pd1M7wEuzo8h/EzJ07t8nfySCmVJpHHHEEv/32W6JlSdFCGmM8G11tE1ZORRDQGSwYTBlYMr2Kj+SyoqqgKFIzex9cpJsN5GSayUo3kZ1hwqjXUVJuw+WJTkEXBIGzjhnMjecdzuA+gdaSrTsrqbG5KCm3JUP0qNHpRLrmWHC5ZfZX2NhbZvPWMLV72FNqpcrqxOWRNUuYT/n0SAqKv7LT4FopKwl0z2kwebbVoNJrSWyct45ajCRYYIKb8rd4ioKQkHIqmlYdZzOJdvVsa1Q1wWWCYpGBMJMeQuRBcYiFNK7O47WkC5qbfvjmEzDRkez6RYlGCP+zPT02qqoiJ9CDJRkk+10TV9tq/HH3bU1neo+Ho7MfX2sTk+J5xx13sHHjRp555hmqq6sTLVOKaGn4CiUluVADOp0ZvcFbJsRXz9PjblslqL0higLd89LQiQJmo450i4HueWlU1jpa9MLq1TWDPx07JCC50Lbd1dz57Fc8/PJ37N5flwzxo0YQBHIyzFTVuahuUDRRweGS8EgKTrfUEK/iVTTLqx0cqLKjKAqyrFBWbdf2URQl4gAzFtpyOOlLHBoriZJb83xoYptEvSL8PKvja4fO81GXW/EmLK2sZ19FfWOCqoY4Mf+6nD4iWVRCMyAnSdggquqcOF3hJy/DJUjy1YS02+1x9dselbamiPh6bGfyV9Y62bmvbb9NkdCudRtOTDZHe5UrWhIWdtGO8b17oqlP2xmoqqrigQceYMaMGYwePZrRo0czY8YMHnjgASoqKuJuPyZX2xkzZqCqKosWLWLRokWYTKawWW2/++67uAVMERmhYd6g0cM+8ZqnIIroDd5ENx63DVFnQJYcqIqcymwbBkEQGNQnh8paBzaHRF29u0UZO3vkp/PPi47g0++L+fS7vQHrft9bQ/+eWYkWuUUY9CJdciwcqLRjd0j0yE/zxgeIAna3hF70JhCy1rupq3fj9sgoqorTI+OscWDS6zTLkKyo6OK8hQKGqW2VrdLPohRT1swkmjx1oqBltlUa5EpEd4nJaovXAt5JBi2tWdLHZveEWDHDWXWEhv+P6LSZoJPfEvfyyloH1Q3vSX8EoWFCI+j50el05OTkUFZWBnizecbiUu9yu3G7PTidThS5/X+7nC4XHo8bl7txbCUrKh63G6fTiU5oHyEvtdZ6HE4Ju93R7mryeiQFl9uDKIDD6UxK/VZJVnC7PbjdEk6nE5M++mfK6XLi9nhwOl04Te3r3EWL2+XG5ZFwOBztItQlkaiqit1up6ysjJycHHTxDlg6ANu3b+eiiy6isrKS0aNHayUzd+3axYoVK3jnnXd4/vnnGTp0aMx9xKR4nnTSSZ3uBuuI+Ep2aBbPZCiegojOYAFBRFU8eNxWDHoLiuJBl1I8w2LQe91SrXY3ByrtZKUbW/S8ZKYbOWnCgBDFc39lfaJFjQlREOiaY0FWGmMqM9KMWB0edII3r2pZtR2dTsQtySiKN2mSxyOjTxcRRQFVIXEWTyG8paS1CI6hi1YO33YJc7PyNeN3q+l1InJDTLbHozTpduljR0ktuZkmcrMa69HanR4EQdCK1icqnrGzWDvBF6/aesfje3z8E1uFJ7yCGWypiDdutyWXMtymjcmvQtf16NEDQFM+Y2FfuQO7SyGNWgz6mJy9WpUD1S4q6zw4bY3DNEVRsTlkLEIdFlP7+P5W1LqxOSRwVaFvos5zWyDJKqX77d53F7VJUTxlRaW01IHTI5Mm1JFhiX5YXVHr5kCFEwt11GV0TGtaSbkDl1vFota2u4mHRJGTk6O9gzo7d911F7Iss2rVKkaNGhWwbvPmzVx22WXcfffdvPTSSzH3EZPief/998fcYYrE4XvEtRjPJDzzgqBDpzOSnt2f+pqd1FfvICt/GIrsQac3N9/AQYpOJ9KzSwY2uweHS2qyDEk4TEYdj1xzNOXVdiprnTzzzs98t62MEyf0p1tuWpKkjh69Xgz78nBLCnpVxWpX0YuNdSPrHW4URcVg0CEIArKqYm+oeWoy6NA1UR+0KVRVbXMXOm8R8Bj7T7LFz3+g5ZHkqBJZSLJCZa0zQPEsKbchIGgZRxPpXtVZlE+VJtwjk9JhYGe+Z00IisFtMrlQ0Ir4LkV0OysqRNJPIlnSBUGgZ8+edOvWDY/HE5N0sqEWm91D//65mIztQ2lrCn2aFZ3FTp7fc6goKrU2N/3655LRVmV7gkivdlBR46Bf7+x2d149koJdrQJBYMCAXPQxfmeaQpIV7Go1DpdE33455LTAw8lcWY9brKNP3xy65lgSLltrIOlrcbgk+ifp/LY1BoPhoLB0+ti8eTOzZ88OUToBRo0axQUXXMDTTz8dVx+tW6chRUIRWsHiKepNiDojaZk9vYpnbTGZ+UNxu2rRG9MRhM73okkUGRYDFpOeemdsAyVREOiel05eVuMH6cm3NnPzRUe0yxd897w0XG6ZaqsLWfFg1OuQFAVBBZdbxqDXUW11kmkx4pFkyqq8MZ9Z6Ub6dc+MTflU/QfWba/AtGW8S6PB06+Op58wUpS1U9UwfpNe78dGy5rvf7Eiywp19a64Y0XbQybjAEWpFS9+QFc+F9UwlncVFZcnQkxlM79bIE0LNlVBDb1mvrquTXkA6HS6mAeBJqMDlwdMJlOrl6iKBaPRhckoYzI2KjLeyTsVs8mE2WxsE7mCnzmLWUWvlzAYjZhbOMGabHSSjNHoPU8mkzkplm5JVjAaDXiUhnvLHP2EvMkkoTcYMBlbtl97wmhyIClC0s5vZ+f888/nm2++Cbtu0aJFnHLKKRG3Wbt2LYMGDUqoPPn5+ZhMkSdPTCYT+fn5cfUR09v37bffjmq7M844I5bmU0SJz9XWv5xKopVPUdRjSsvHnNEdAIetFFlyIXscyJJLSzyUIjzpFgM1VheSrKAThZgGyQa9yDnThvDGJ9uptrp48q3NXHn2aGRF5Z3P/6Cwfy6HFiS/OHZziII3uZJeFOiSnYbRoEOSFPR6EUVREUUBWVbQ6UQOVNVTbXWiKCp6nUh5jYMe+ekt7tOnI8VahDtR+A/yWzp8T2pW2wDFUyFyvJ+/PBEiAoP1qzjk3ldRT73DE5e1U1VVft9bQ9ecNHIyo7cyJJrdpdZG75NWMnn6kniFLA/TvUGno94Zqnj6FNVEKc5x38dC5ERICaGDeQE2dRracoptR0ktRoOOvt295fR0OkGL2W+PqH5v51borGWbN9zvHT6rbQLjxQ82br/9dmy2wISdL7zwAh9++CETJ07Ulh122GHcdNNNAdv16dMn4fJccMEFrFy5ktNOO42uXbsGrDtw4ACvvvoqF1xwQVx9xKR4zp8/P+I6/4F1SvFMLr7kQv7lVJKBwZiJ0ZyH3piB5LZ5lU6DBVVtH8kN2jMZFgMqKgeq7KSZ9AHuiy1h0qhefLvtADv31fFHSS2bfi1HVhT+++M+/vvjPh6eOyVmd9VEIggC3fIaXYH1DTOgvtgPn4w5GWbsLg92t0RVnROLSY/d6WmxS7IKDWll23YwpvqNbaL9/vo+1D6Xx0RZ7vxb8VeEJFlBpxOaHSCEGz+GLIrzfNtdUmO5oRgbUlWvK1211dmmiqfLLXnvb9Ub39xaBBv5I11Wg17E6ZS8ybz8Y7ASOB5vib4YSU6v50LyStI0vCbagV9EdKhqGF25HSjPiqricjd++wXB+55prUmXmGgNT5QYQy06utIpQJt/fzsygwcPDll2ww03cNRRR5GXl6cty8rKYsyYMUmXR1VV0tLSOPHEEzn++OPp378/4E0uVFRURL9+/VBVlRUrVmj7CILARRddFHUfMSmeRUVFIcsURWHv3r28+uqr7Nu3jwceeCCWplO0hFYopwIg6gwYjOmY07thc9twOSowWXJRlZTi2RxZGSZyM01Y7RJuj0xZtR2jQUe62aDFN0bLsYf1Zee+XwB46YOtAet2H7BS0Cu72TaKvt1D1xwLowZ3bXbbZGIy6jAZdeRkqOwrr8fm8PDH3loG9clGEARMBh2iKFBZ68DhkujTLTNiW0KDFa8tZ1x9jqctHdg2ZsFNgAxh2vEfC3oVz+bvt7Di+C1MyODdp3THmRRKkhQ8uratISjJKgaf90kr9us/2eH9R/XLCtuA4FU8HS4Jj0dG5+diGu46ts4zFL4Pb1bb5PXvfUe07BjLqu3kZpow6Fs/xqu96iMhnvhq47ltb2h5t0jevRVLYrnABtrnuYuahnd4yuKZGL7//nv27t3Ltdde2yb9++tu7733Xsj6X3/9NUS/axXFs3fv3mGX9+3bl4kTJ/J///d/rFy5kttvvz2W5lNEiSgEllNJlsUTQG/MwGjOAcBVXw55Q5ElV9L66yzoRIG+3bMoKbexr8KGyaDDandjrXcjigK9u2ZE3dbQfrkR19XUuaBX0/vvOWBl9X93ArD42qlR95tMBEHAZPTGfhr1InvLbMiygigKDOmbS1WdE7dHoU+38PurNCb3ae6rrygqO0pq6dMtI6ExXgFupyotLqvhG7QlYuIoOEupvxVCllUtc2jTbTQfv9nSAXykfpQIyWSCcbok9pbZ6N8zU1MCNEW/DQc8iqIiy0qrZvOUlQhu5RGuiV4v4qlXcHnkgPve3+LeuCx2ueK1ePrWJctwJgiCN97VLWM06JqNk5cVlVqbN0yiV5fo39MJRQj/sz2EFQQvbLu84lGQQFN3Za0DWVYDPHu0bmK8MIrStpNn8SB4Y10OepOnLMscd9xxEdeHM9iFY/Xq1aSlpYW09c033zBmzBhkWWb06NFcc801jB8/Pi6Z45EzHpISYX/MMcewZMmSlOKZZEKSCyUxyYYo6jClea1k9XV76aYz4HHVYrLkIuraV0KB9ka6xUBWupHqOj0GvYhHUlGUlg9WTUYdj1x9NEXf7mHt/3YFrKuxNT8J4PAr2h7idteG5GWZkRWVGpuTaqsLQfBmYNWJIh5JQZIVLTY0BD+FrbnvniQrKKpKbb074clF1Ah/x7J/3PjOR1CjkqxEPbse1t02wOoZr9KpNRQVDrekKQ3B1qe2HITLSmNsW7Dra7LYWVLr7S/YCh2ixHv/FhsUrnAWn+BFsYrfkmNvcrNkm85UqKh1UFvvZkAUNZGVMM+LLCt4ZAWzMbkJiqKJtW4TwiUf0/6vHaIG/BM31XUuVEIVz1iui2+fKPO+tU+i/P6maB5Jknj//feZNm0aaWmN99f48eM5/fTTGTBgAGVlZTz33HNcfPHFvPTSS4wdOzahMkQyLCaSpLw5i4uLcbvdyWg6hR8+C6eqKtqSZBk9BVGPJaM7Or0ZWXLicdaiN1iQPHaMuuzkdNqJyMsyU2N1IisNRa093hqLiqpqSaKiQRQFTjiiP8eN68eOfbU89uaPAOyrsDWzJ5j8Ms45nB4y0tomK2IwoiggigJ5WRacbonqOieqCnV2F/V2iTSzHo8USfFUIUpXW18sUlIsZEHxmlHvFrB/Yh/e4JgrSVYaJqajkC/oGPw9ghN1+nxxgdGcLwGhiQy4bTnkabjurSiCT4Fs3nLd+LcgCGFj8Pxt28nM6xPYZ3h8ZZaSZvHE53LpddGOijAW+T9KapFkheED48vsGA3BXky+yWV/mXbuqyUn00RuZttlRW2teydWEu0ZETJhE2PT2rPXgS2e0PaeJ+0BnU4Xt7Xwyy+/pKqqilNPPTVg+dVXXx3w+5hjjuHUU0/l8ccf55lnnomrT/CWUOnXrx85OTnNbltcXMx3330XVw6fmLKRbNy4Mex/RUVFPPDAA7z00kscffTRMQuVIjpao5yKD1HUI+qMmNO92W2d9oZC3mrHfmG2FkaDjuwMM0aDSG6WGb1eQBRFlBinOkVRYHCfHM49YSgA320rY3txdZP7+A/owmW5bGt0okC62UCvrhl0ybZgrfeQk2HCJclU1DrC7qOierPaRqlLtUYMWYv3S+SACG+m40df+x6nJzAG21tOJbq+wmZMjfgjNnwqTzRjLq87dfjRXluPd2LJZBxXf34xVf69KgoNrsvhdgo9z2o4sdtS8yQxLtxNdquq0bvCNyid4SyeciuYqCJaPINOoK/ubmsRzkreXrOa+k+qJKPd5pZFS3vOyxQN7fDSd0hWr15NTk4OkydPbnK7tLQ0pk6dyi+//JKQfv/yl7/wxRdfaL9ramoYPXp02BIumzZtYsGCBXH1F5PF8/zzzw/r1qmqKjqdjunTp3PLLbfEJViK5tEsng2vvGSWsxN1RvTGdIyWXOprd1Nfs4eM7AHt8mPTXunZJR1Ip9bmwt5Q27O81kGaWU92emxZOQ8f1p2NWw7wR0ktz733C3dcemREFzDZb+Rpj7G2aGsgCgIWs56epnREQcDmdFNZ66RLtiXERVZRG2O3msOnGCZ+ENI4OA03UAWv67AgCBHjyhIp0n9/3AfAVz/vD1guyYqWgbApwsfZBZ7h+OVt9H9rSVuhumf7iCzzv/7J7cc7wPfe80HrwrjTNk5GhioGPr0zESInyuKhKsnMahs4URsN4fTLVp1maB/RECGEPHXt4SGMQNReHi1qNPzbMNZbt11nBG6GaL+/KZrG6XTy8ccfc9ppp2EwtG74Wsi3QVVxuVzIcnISiMakeL744oshywRBICsri969e5OR0UaB+AcZkdxwkoVebyE9ewDVpT9QX7MTuc8R+BIbpYieNLOBNLMBj6QgCh4cTomsNGNM10+vE7n0tEO5+19fY3dJbNlRxWHDwmfikfxGUfXtWPH04XNB7pJtobzGQbXVRTeDDlVVqXd4yM4w4WmojxpN7GJwsp1koAL7K+oZ3DcnYPnu/VaAgOWBiYAS0HdQGyVlge7Xsuwt9xFNV2GNi/7KVaK0FaJ3MwuOYUzmlayxuqird9GvR9NxgJrCmURZgvtTVAjOsapNeDRxaUIUrqBA29Zyl4scu6giq0pSn9GW3Lpqw/+FlddvAiBZRHoqgnsME3KZZNQQKTqC2pHIWzuSV0GL29Haa59nUFVVHC6pyTJnzb13UkTHJ598gt1uZ+bMmc1ua7fb+eyzzxg5cmQrSJZ4YlI8jzjiiETLkSIGgmMDk+lqCyCIOgymDK2ep8dlRfbYcdaXY05v2/IcHQmDXmRQnxwOVNYD3oydNoeHdIuhRfGePswmPeOHd2f9phK+/GlfE4qnv8Wz/bnaRkIQBNJMevaU1mEy6nC6Jaz1bjLSjEgebwZcWYlizlVtcEVMwjBJbdTKwlpUmorlTegH26+t8ppA92RJVhrcktvHCEEN+rcpmsrGm4yjqahxRH+fBFltd+2vw2TQNXg4NGyiqlRbXeRkmLSatrGiNpgpw81SR9bZBKx2N93z0hrjBPG1E5c4zcjq88aJ7phVJXkDWEFQNZfQaK9tOIu6v/tmshW+SM0HTFolV4Tm+2/Q5tvJayUA7RlJuGyRJk9ia0ZujycPqKx1UmN1MbBXVsQ64R2tPm575b333qNXr14cfvjhAcu//fZbnn32WU444QR69+5NWVkZK1asoLy8nCVLlrSRtPERU4xncXExn3zyScT1n3zyCXv37o1ZqBTREfwxFxr+l8Qe0elM6I1ei3ZN2U/IshuXoxpFbv8WtPaEThTo1TWD7nlpmIw6bA4PByrtMbfXv8Eys6OklvXfh3/2/OOS/AuAdwQy0oyoQK3N1ZCcSWFPaR2SLztvmIG4yyNT4ad8qTS4NCXrC+lnEQynFISj8WlNvFAud+DkgiQrUSmd4SxfwcsSMk5qwZhQECJbgJJ1PVtkePOzjLncEvWOwPeh3SlRWeugtj6+ElT+1yGcAVNVGydB/Fe7PTKSpGBzhH9Pxz0ZEcHisafUyo6GLLz+coaXwTsAT5bFs9EdOrr7V3M5D2fwTKhkLUNtY//bCAbgdql4+kikYuQfWhHcR8xtxuk4VlZtx2ZPfEJPj6Q0TNY2Q3u/Ado5tbW1fPHFF8yYMSNkXN+1a1c8Hg+LFy/m0ksv5e6776Zr16688sorjBo1qo0kjo+YLJ4PPvggNpuNadOmhV3/8ssvk5WVxeLFi+MSLkXThLraJrc/vSENvTENgzETJ6XYa4txO6rRG9JRFClVViUGuuRYcLgkJFnBWu+h2uqMKTvh8IJ8+nTLYG+ZjY837uGo0b1C4gn9LZ4dTfEESDcZKKt2kJNpwuORqayRePeLHQzomcXwgfkhCT/KquzYnR5ys8zoRAGtbmSiBfPTZVXVq9wqKgRXywnu2ev4mrj4mGDl0B2UudN3/ZsaH0RUaoKWRRp8RS2rGulHUzsFW1pi7z+6/qJT0r2bNp43nwLljy+jctxKlZ9lKfhaKYoSeC8FTRTYnVLAFyPRxqBw7fgGrlG3kcQYT2hUQKJVtMPGECfLiBam74jrQq6zgMMlYUlwmajI/YfK027j/Hwvr6TeV2rAvy3eP07Zam0u6mxuBichU32zkgmhE10pWkZ2djY///xz2HX9+/fnueeeS7oMJSUlWrIiq9UbGrR7926ysgLDTRJhVIzpLbVp0yYuvPDCiOsnTpzICy+8ELNQKaIjnMUzmYg6A3pjJjndRmCt2g5AfW0x2V2Gxj9ldxDTLS8Nh0tCVb2xZbEoniaDjmvPPYw7ntmAzeHho292c9KRAwLcO/2TCzndHcfV1ofFrMfpkaipcyLJCr/urmbTb+Vs+q2c4QPzAxRr8Gb+dXu8dUB1oq7RIpSEAYimBNDg7tgwGGxcH8GCFqHmZqxIfp14QhTPQJkioqqowbNYSTAUt6Q9vxQ52OxuPLJChsU7yEqK63CUmZIjoQTfi0LDxEecr0kVv3Iq2v95aSrRatdcC1a7O1Rh8J9RUNX4rGkR4h7DJzUKFdY3mSHLyfmWaApn1G6hvqy2TZhok/nNjdh8eHNbSZmN7vlpZCa5TFbEU9ceNQ817J/xNRnhXRiP4i3HOSGVVLfvZh4WASFl8OwELFmyJMR198477wzZLhGx7TEpnnV1daSnp0dcn5aWRk1NTawypYgSsZWTC4G3rIrRnENm/lCslb8hy86Gj3NK8YwVk0FH97w0Sqvs1NW7URQ1pjgwnShQ0Dubzb9X8OHXe8jLMjNhRE9tvX9yIZen41k8AXIzzTjdElW1TtItjRZ2jyRTY3WRZtZjtXuoq3dh0OtwSzIeScFk0Gmutkn5QPq1qUSKN43kfptAefwHMG4puJyKN6utEs2zGk6JCBqEJ8xSG00zDYobKpRW2lFUlQyLsVXiE5vdjlDrYcg4UvAqhgnJ/BqhDS1Jk//qhstn0Ishg8PkTMCEDoADXbTDW9QBrcxJ8ARSMMUHrGSlG8nOaGEm8Ib7p2UWz0jL23iUHcawLatq9PVJ4+4/3GTCwYP/sQZ6b7S0ocjPQ8uaSY7mGW2T7bWcToroWLhwYav2F5Pi2bNnT77//nv+9re/hV3/3Xff0aNHj7gES9E8rW3xBNAb09EbMxBFQ4MMOkBIKZ5xkp1hwmp3k2Y2UGX1lg6JhWH989j8ewUAH28sDlI8/S2e0Suebo+M0RCcR7PtMBv19OqagcPPauuWFA5U1SOrKg6nB0EQSDcLSJLSOBhrcJtLdAxZ8LgjUi3FcMsaLXmJECTQlTPY9VhWlMZMEJGb0OQJdhcO9liLZ6Dha0sQojv24DKe3r6TN9Bp5jQFyeG3bYNcshKquEdyI3W6JfYesNG/ZxYGfdNpF/yMkyECNmVN9coRrqSKGnhNiX1GO9L5Cve4hdvWt11z1h+HS8LllluueDbTf8g2qvf8BMsTcs2ThV8HP/9RwdZdVZw5dXAT2yfXTbkpVKV9Kx4Jt8hFmpBocTNqg3dF8rMkx0qkEmEpOg9nnnlmq/YXU3KhU089lTVr1vDiiy+i+H3tZFnmhRdeYO3atZx66qkJEzJFeFpD0QzpUxAxGDO1eE5ZcuAd0KQUz3jJz7aQm2nyFiiPUTkaf0h3bfBaUePg5ie+1BTRwORC0bnafvnjPm567L9s/r282W0dTond++tikDo2ghXIdIuROpubWpubeqcHWfG62fpcjFUANXQgmQj8lTElbEaSMAOzBle6llhgmqMpN0VJUhssnk23EahE+f5UA/8N2LDl+Gq/RXJbCyeT/1n1d21W1cS7jvuy6EZ9XcJYs4PPs6KGryHpcEqoqFF6IaghcjVaWZtRiAQhbP8BS+K8D8Pc9aFNRrLYNvzb3MRQXBMeagsH0mqjJTZcW8nEv/nn3vuF//20n6Jv90TcsrUUv46qgyTq/ERsJcbmfZNc8XyWkuv5AU0dnPZu7qg3RopWJybFc/bs2UyYMIH77ruPyZMnc95553HeeecxZcoUFi5cyPjx47niiisSLWuKIIJnx0Qh2Pk2OYg6A6LOO9tcW/YLktuGLDnb9YxnR8Bi0tMtLw29XkdFjT2mWCe9XmThnMnkNFgDHC6JFau9AeOxWDzf/NQby/v86i3Nbrtk1SYefX0Tv+yobKnYMeE/QLXWu0kz6zEaRIx6EZdbxumWkRRVU7h9s95KvIF2YVD9/ohU1iJcrwJRmvyipEnFM5rkQr5/1TBlJIKWxf24q0H/Nre5n6uvvzFXVVX2HrBF2Cs2BM0KEY1gftbggOVq4DaR2hPwiwtupqsGK1y4qQ05SICw1y9cF0EKayzXtdFtPIxiG635Xw34p/m+Wki4iYvmtofwkwWt9anbX1HPM+/8pP3etrsagmrx+mRR1Kat3skk4RbFBNH4ikmscGEnEcMtjwJBCyOIZ0IleSe/2Zb9JgFTpIiGmBRPo9HIv/71L+69915GjRpFdXU11dXVjBo1ivvuu4/nn38eozG5Ae4pwimerWMBFXWGAAW3dNdnuJ21qEqqpEq8GPUiGWkG0i2GkKyk0aITBf52UmHAsuseXU9JeePg3OFqmYUomk/KgSpvOZhvtpS2qO1Y8bdcujwyoiCQbjbQNTeNHnnp2OzeeFmHW+L3vTVU1nprM0pNZWGJW6YmLJjBYxWVhPraqjTtpuiN8YzOLT7SOMin+Pj6ix2f8hSjEuEXq5vULKjNtR3pHIVR3CNltRUaMhlFfRRq6PVR/SxzTbmChiuJE6Qfx0z4yYpQOSPv7+eZ0ASxPr7+inXUhuxwy9Sm1iYOFXjqPz+xZWeVtixcOZyA42qNwX+4ey/5vbZ7YlH+VBrjKOOyeMa+a1RtN/saTN0EKVpAzLm3RVHkT3/6E3/6058SKU+KFiAKYpO/k9avaCAtqw+UfA2A21GF21GJIvdF1KUmHOLBZNTRIy+N/RX11NpcmAy6mBINDembyyUzR/Dce79oy3wut+BNv54smlJqf91TjcWkp1/3zLj7CUik4wlUpgx6kax0E9Z6Nza7B1lRSWsoNSAn2Czg/9HV/g6jZIbL7pnoqaKm3BQlWSVaA2uwTa1xsN6o3MRv8VRblBDDv0/tlKugJGnE05KSr6F1W0MHa4oaxt0an3U1OmXId1W8Sl7gHdSca7AkqVTXucjOMGmllnzKf4AFrXkxWkS4+LVwYvpu3UiurY07xyNM4/EGy7RzXy0Wk54e+ema3OFkjWfCpEWihnlPGXSiZo0P2T4Rz2QcRJW0rA1ofGYS1WD48xzLvL/3FShEfDe0pJ2k0cx7UI1imxQp/IlJU6mpqWHbtm0R1//666/U1tZGXJ8iUbR+VlsAQdRhTu9GryEz0BnSAPC4bbgcVUgee6vI0FkRBIH8bAt5WWbMRj0l5bZmszxG4tBBXbjtkgn07poRss5q94SU20gUkRTP2noXT761mcWvfp8Q1yB/JSs4gyt4XZfT0wxU1Diw1ruQZKXBKph41yTfQNaX0bZpS0n4/RNBUxZPWfFmtW1yfKhpduEG3MkZWkR1LYIGe4raaD0MdzyqqlJaWR/zs+NrI2rLmE+h8XM7C4nDbHJwFl1HAcpQGIUoGCFovawo2nOvWa4TeFkjGfr9b8uI3flNKjRHLFZuf4tsuGvrkRRs9iCLot9ki28/3/JkK3nh3s86nRB2AssrW+Lfa5EJvfnao96ZjCzc3rbC/R3b+Ev0TTzFLVPbvJ/VKLdLkcJHTIrnwoULue222yKuv/3223nggQdiFipFdAS71raWxRNA1OnJyO6P0ZIHgOSuR/LYkdz1rSZDZ6Znl3TSLQb0OhGr3R1zO7mZZuaddzhdckKz5NZYnfGIGJFI8aMOZ6NCWh/GZaylBFo8w/eZbjbQIz9dq+fps74kPrOttz2LWR/RuulTTv2XRZvVNSoZ1KatuZKsRGXx9A3Qww2u/BWeeBKKaYnRWnDwvkQ1PouPpniG2dbllrHa3VTXxWbZb5zEi1IhJPC6ttQCELXS4H/+Azr0NtK0ZcLrZh5YISecphjbHelvEfcXLfy1CmOxi7gmuJ8YrUMNkwMB3glB7YYTKKSrJlyZm8L3/okWlyf0+Qq7u9/xtMXYX3N5b/2uoybhSlGEezCWbnxx/s1a+psXKWk0q3ymdM4ULSAmTeWrr75i2rRpEdcfe+yxbNiwIWahUkRH2BjPVrJ6WjJ7oTOY0TdYPO11xUgeO4LYfspudGQEQUCnEzAZdQmxZP99+rCQZa9//FtCFMBgIlk8/b9NNQlw9fVXHpuy3upEga65Fm/WULUh1i5JX0q9KGoKUjDhkw4J2rpEEFxCxR9JVhtiPKOwu/kNhLTEFyqhyk4c+LvNRru9irfGrdJQvkHFVzc1qBEhvpgpb/mW5gfyAQp5sKwRLFMhfQlCiwftaphOmzufqqI2KD+BAnknE/yudQz4rk04wrkRRno+Iq6MtG0M+JThCPpk2O2Dt4ml91376qio8U72Haiy83txTZPbuz2h79FgC77/eVDUMM9BEoicpCrpXceENlmWQPn8Hpm4G/JNPsb7TUrW6Q/nXRG4Xk3c+UhxUBCT4llVVUVubm7E9Tk5OVRWtk5my4OZYHVEiO1yxoQo6tHpzKRn9wPAXrcXBAHJbUORY7fQpWhEJ4qkmfVY691xf5T698hi8bVTWXztVIb19z67f5TU8s7nfzS5XwzhpRGLmPsvr7HGr3hGY/H0YTbqqXdIDZkf1QAFTVUTUGKlYfeGcolNuBP6rVFD61PGS5PJhSRFqxkXDcFKVfBe8Z+y6IfJwcY0r3W3UVkKPxCObyAerfubJlvweQqQt0HWSCctWuVb66/R6qbFiAbdeOEU3xCrWzgFMDpRwu4Y1jrYkvMoRDcAj+ne81NAwluYA++XIP08oAnC7t9c9yoOl3eiz1rv9mYhboJwyeU0N+mwirv/5INK8YE66uqT8y0OPXPE5QHRGiRaLwq+Lxoq5ba4DSFCmaMWtaOGe/gSQ1QJ1pLXfYpOSEzJhbp27cqWLZHLK/zyyy/k5eXFLFSK6AhJLhSLlhAH3ljP7iCIoCrIHgeSrh7J48CYSjIUN727ZbBrfx1Go0hNnYu8bHNC2k0zG7S/N249gEdSqHd60OtERg7qwsSRPbX1JqNes2BGW+A6khur/2x9rS3+AZG/W2k0GYDzs8243DIeSabe6cHckGyovMZBrc3FkL6RJ9OaQ/s4C+EHAZGsLInMLtScAu3NahudS5xPXv/fvsF2gib6Q/pq7t6KNOCPaKmKZyTkK6cSpYajDTz9lM/gwWQkcVpSusU/Y60sqzhcbi1RUKMs4WcKzEY9suztx+2RAxQr/+sdz2kL3lUIsyzcdr6Oo30cYvS0bbAKRj7fwZc7eMIjdGX0hLTdzL3lm0zLyTQxeVQvVn+5U8tMHdCOn7Xa97fDJVFZ60QQBLLSW+dbnITyyO0b1ffU+y+K4SQ0PCTt9fz5zak1s007PYAU7Y6YTGTHH388//73vykqKgpZ9/HHH/PWW29x/PHHxy1ciqYJ/gC1psUTvGVV9IY0zd0WQJZceJw1yB5Hq8rSGTEZdGRaDGRajLg8clyJUvwxGgLdoX/YXs724hq27qpiVdFvAf1YTI1zU/XO6Eqw+A+4txdX8/MObzZd/3Z/2F4Wk+wB/UTpauvDZNCRlW5EUhRKK+3YnV7rg60h0VK87nsAvkq6EQxwgYNdTYlI3Ae76ay2DRbPJrbR4rWClc4wPyKdLqdLar4Grb8CG60FVm20EGi7qd6stuFaiN/VNooBVwRlLRq3Tf++vOuiPw8Ar3y4jUde+Z79ldHF1ednmVFVFbcks6fU2uh14H+tYzxnTQ5O/ScL/BTncG14XcGj6C8OQeWGJGNhJwYCzkUEs2Is3YaZjGrOyuXL1G3U6zh0UBeg0WsknFdyoMXT6xGgE5MzJgicOIp/wiLZhLdwx9dW2EnEGLoQG8If4pUvmee/SdnUlNKZomXEZPGcO3cuGzZs4KqrrmLYsGEMGTIEgO3bt7Nt2zYGDRrE1VdfnVBBU4QSbCBorTqePvSGNPTGdHSGNCS3DYd1P1ldCnG7alFVlfScfgitmPCoM9KrawZ19S4y0gx4PEqIdSMWTpzQj/JqO3+UhM88/cNv5Yw7pHvI8jqbiwyLIcwegSiKissj8+Yn2/l26wEALjltBDq/+/P3vbVsL66Oy8rYEldbfyRJpaLGQYZFT/+e2aiqiiQpyIqKXhf7M+SbAFfV8ApgaKbTRgtPogYN4SYndKKArHitoQJCswqZT6HTZGqhcHvLbBj0Iv17ZjW/sV98UFOvL58rqb/FTxvwRjigRJzTaAaDjQPRRj/rSBa1SK21REn2HffuUisAm34r55jD+ga4WWr4nVPB796UVTXA9B0oa+xKXcj58l3UAAUpvEavNsjbrGdfM/dKc0hyw3s0rF4ZqowGW/6bqpPaFMGH3dxx+t5pRoOIoeG978vMHdxusGy+BclQCFQ1vKNGPIqT0y1h1MdWOqw5VCIIHG+7Qc9bNO/WcAgCKEoi3lfJUf6izWqb0j1TREtMo9jMzExef/11rrjiCiRJYt26daxbtw5JkpgzZw6rVq0iKyuKQUeKuAi2eIqCmIz3a5OIoh6D0VuTsWLvBlTFg6gzIcvuVIbbBNGzSwYmow5XmJIhsZCbaeaqc8aw+NqpzJo5gsmje3Hl2aMZ3CcbgJfXbePH7eVAoCWxNsp4IRX47LtiTekE+G1PDZ6gxDeRFN9oaanF00ePvDQy04xYG+p7Kg1JV2KN8/Qf+AkAQoRRdbjxdiLT2hI+q61PAfS52jbt4uev2Pkt9SmI+Fv5wrcjq2pU1yPElbfZHXz7hfkdYnKMrOBEgzfuKvrtgwdfwefPuyyCO21jkGbz/YRRLiUpyOYboR1BEDQZGhNH+V/x2BSVaGJGo2nV624d7bZRChckB3iTbKlAvdMTsj7adkOUvOa2V/0lCJ2ECofvGTIZdOj13qGaJyhGN1iRDZyYSSIhj1v4OydaL529B2wcqEp8KbZgi3Bi2w2eZImpJe9+Qvu1eLZnS3aKjklMFk+AtLQ0rr766oiWzdraWrKzs2MWLEXzBFsTW7Ocig+jOZvc7qOwVXuT1Nit+8juOhzF48DlqEJvTE9ZPeMkO8OEwyVRXl2NThTITGuM2XFLMg6XRHa6Kaa2Rw7qwsgGN67MaUO5/8WNADy/Zgt3XHZkgMtkXX3khEDBFr7qoORBPuXOnzRTzK8fIHaLp04nYtCLSLLC78XV+LLNxlVixX/UqnrdBWVZwebwkJ3hvTbhrCctK9rRPPYw7tDD+ueyo6QWSVYbyqk09uZwSaiqGhD3q/rMnWEsO1HFAUZhkvJZVQMXRBHjSaieFu6ytUSJiCxjC8pTBMsf5DrXpPXYT6lvthvt/xrxTTaEc78MJXyx+rgH6EH3ikdSNFf2YIXIuyz8RRMaTJ5NxfyqDY1GG3PuL2NmuhFZVlBUlao6JzpRJCez8d0ZrCYFTxZEd47Dy+y/TzSvGlfDO82gFzVPDM3yH6DENiIFW7FbU2kIOim1Nhd7y20M6JFFejOeMoqqtugd3lISOyGvRpxEavF9od1P8SUYimOOrfm2I02YhWyXIkV0JFQjcLvdvP/++8yZM4fJkycnsukUYQhWNBNRdqOl6PRmcrqNwJTWFYDyPf9DEEQURUKWXd5styniJsNiIDfLHFLgvKrWic3uiXu2FKBrbmCtzzue+Qq7X2mUphICSUGWtuB70eWRQ7PdCgIuj8zb639n576WWz/9FcVokgv5o9MJuNwy5dUO6p2S5oraHB5J4ffiGjxNWZ8blLsD1XbKqu2BCm1wF4k1eIZksTxkQB6F/bzuzJrF06/DPaV1lJTbwral+A2y/fRQjUj3XFTuqX6DmejcWQMV4UC329D9ExIzRbTKoKoN8kN06Wj7ilJeu9MTosSElNho+Lei2sGaL3dSVecMWKuqftc2aJ94bkb/XQ9U1VNWbff1GH0jPs/cZnaJdWJBJwjkZJpBDT8ZFmA49jtHYScRWoji334UkxrWhmc5zWzQLJ7QYAkNc6MFWFETcP9HIqRVNfzyuno3NXVOnO7mcwMkS1Zv46BGGTvckjaDf8c6+hL8XPQTKVLCiOJZTGmdKVpCfCYHvC+MDRs28N577/HRRx9hs9nIy8vj1FNPTYR8KZog+EXXFhZP8MZ65nQ7lAO7PkWRXXhcVhTZg6oqCIKIqsip+p5xkpFmpGuOhXqHO2CmXxBAr/PWNdTFEZ8I3hjhGZMGsPZ/u8Kubyo1vxLkRhs8kHC5Q5MjudwSH3+zm/WbSli/qYTF105tkbyxWjzBW2/T4ZJINxsaBqFKgzLZ9My80y0hqyr1DomczMB7WgUQBM3FU1V9NSYb1ytBA1jB/0cMuDwyxaVWBvbKQlUbr9HJEwcwuE8OA3tlsb/C6/LuTS7U6EIqKypOt6xl9/UXI9A6G1nBC0ZWwtUqDY8a4e+I24dRfqHhHIc3oMVHpA7DbRrUWzirYqSxZUuUqFqbq8FC2riDVmIjoD2V+1/6FoDKWidzzxnTKJsSzuIZ3oIWDYEWQVVbpvjd36GTFuHb8eVniSRDoAKo0pLhvm/XxhqtQdbMoPb9FvoZ8VXtfy2i4Z3gkRR2lNRq74WmrLa7GmJ4+/XIDIjtD0jcFSSvb5Ir2kmTlhJVDWDAZndTZ3cjRTmhl0yLHfgiGhLTg0/W4Na8nhixJwB0uCUqiqvp2z0TszGGoXmSTmCz95L2zKe0zxTREbPi+fPPP/Pee++xZs0aKioqEASBGTNm8Pe//50xY8a0ifXtYCP4HLd2cqFGOUQy8wZxYNenAHhcdaRl9UZy21AlN4rsRidammklRXNkZxgx6HV4ZAWj3qv0CIKAKAjIqkoiVPsTjujPoYO68NL7WzWFxUetrdF91u2Refbdn8lKN/L36YcgBQ0ugmP8XB4JT5Di+dueGs0qEguKn5W1JTGe4C091DM/HV3DgK68xoHL3bzyKgoCSoOrno+wFjf8MqP6DcbDEscH22Z3o6Jqbnk+xbNrroWC3tkA2qBVkrwWT581RFNAwipIQYoJgcegEuqW6HRL7D1ga4F7aqNuF50rl/d/gv++DX+He/UlovRLc/v7n4+mdtCUwojro5NUlkO3k+WgUbsKn33f6GlSfMAasL2i+k0OBN2fsZ6vYOVZaLj5fdcn+PgjKV1RfcJ8SmOLZVQD+pCV0MFyOOcE/4G3GnDeWihAAx5ZabB++iu0oVTWejPD9+6agSgI6HQCsqyGZIz2FyPQuyJJuUYjWGv9z2VppR2PR0ZpiKH34fbIGPRiwHVPhHdCRFH9ZE542yEPfwyTNn5/2x0SDpeMJKvs2l9HlxxLVMn8Yum3RUQxM5ZSOlO0hBaZyIqLi3nssceYPn0655xzDuvWrWPmzJksXrwYVVU56aSTGDt2bErpbCVCy6m00XkXRARRhyWzFwBuRxWCIGIwZaGiIMvJKWJ9sGE26slMM1Lv524rCAJ6vRhicYyHnvnp3Hje4SEDop93VLLyg638srOSpat+YHtxDd9tK2P993tDBkOh1s1Qi+fve2viKnAeYPGMIfGSzs+KoNcJ1Ds8TWztRRDQEhIF0/jxFbS/lYZBWjgLi9c9K3L5lWjwJcHxtetzz8vNaIxbMxgaE5P4XHvVBo0gnIGn8Xj8/m34L3B96GRDWEtfGEKVnOjOgKqomhy+bswmfWgtS7X5chXRyBhV3K9KQMImn1IUUq7D7//DthFFV16lMfDkaZlO/S7Yh1/v1tan+8XvCoIQ1uIZMHiO8bz5qzlCg+VfU9rCmDxDF3mna8JOhgT3FaviJ/iemQjKqxr4bIdVXEL1jWbxKdoAqqI03sORtldVbZLB0OBm68ts65EjKJSqN7GXv7iJVgia9CwIWud0yQg0hkEoisru0rog1+/Gd0GiZC2rtmu1pzViLHUSkbBtxeDO27CDXvTmHPB57rg9sjbxEH1TSVbeI/ablG5TdGKitnj+5S9/YfPmzeTm5nLSSSdxzz33MG7cOAD27NmTNAFTRCbU4im2ifIpCII3gVDDG+jArs/I6T5SSyokeewY/5+9/w635KquRfGxVoWdTw6ds7JaGRSQEDkIERxkY2OccODZ8DP3Xfve5wA8c/0932v72phrHEgGAyZjgiREkEAglIVyt7pbncPJYcfKa/3+WLWqVoW9zzmtbqkbn6lPfc7Zu8KqqlVVc8w55pjF/ud9XD9tRinByEARc3ULjHNQQkBDqm1wip/+hBD811++ElNzHVywZQj//B9P4MhUE488M41Hnkn24PzaD/fjaz/cn/gsm/HMqfFMWToD4rgB7nn8OC45ZxSjA9mMuQo8Pe+59TjVNRoJ7SwVOEtH8bMv/PBvKYIjnUEkX+I8XOa5ZE+kSi0Px9UMgxIDtWK0jMyOB4EYN6UkAm7dsrXi/yRUin6mP1DXjY51GeBT/W+Zx5/MSIk/JHUyue3n7hA9l3xR15YhXT5Lfx6E9YcFI8tjUOnbQCrIE1IKN43X8NT+OQDJXrxy2yolU/25NK8uZ/zKL/I4CMS1ouGH6YAG71LbnNN9JbmvCLCdxEBTFqQBeBoMKhTCzD1wEvuTu0pkWkOwnWeybl4GVQxdg+0GiWddBrAlAgiiTceptq7HnvrC8QIYugY/DArKZ5SdYpacintVmuX4mJ7vIAh4NO9F4IOcMtzZDWin6+dXYromgGcQsPzAUK/xnGbktxQT4iSI56v2n9yWnfF8/PHHsX79enzgAx/An/7pn0agc9VeODsTVG2jfVMDhfJI9LfVnBCf60X4bguMLS0wsGpLW1/FRKVkROqlHIBG6XNTZO1i60eruOL8MZSKOt59y2V4+ZUblr3uZKqp/eRcB3fcf7jL0sLcFHj89gOHcOuPD+Jv//2R3OVZKuP5XF7Ahkbh+SwTjc8zUceYkwHhWRcykVXJyQY+F2dFbkBmiBZbNhgXLSlqlVj52FTAi++xZEapC+hNAycejj/JlcwMJcrqLuuYTsKLj3Ybjq+r376Ut7TcoS2xDfl1WqwnnR3OcnJztqV8NznXxtHJZnYZQNDalWX9IJ5X8lSMDpaj7/urZmIDfrolB1+Z8yqycfmIJtoKSU2XvM2ngwXK/bPkcPjKep/mjTNPtThD+8zJIKaB6bL2p5xjFtZBL0UXlhlPqWhbMPJbqqTHr/481dYLdKrflYoaKCEomlochAyzyb3ZIs/N/ICFgJdG+wRk/eWpPSdya4/vm8HXfrg/bHd2EvsgQuzO81nEsghS93jXMXCOubqNPAbBqbLlqnuvZj5Xbbm2bKTy3ve+F6Ojo3jXu96Fl7zkJXjf+96H+++//7RHW1atu6VrOl+oGk8AMAo19I9eGP3dWjgIAKCaCRaIOs9Ve+5m6BrGBktC3TJ8IVDtuUmxL8d0neJNN2zHX73rBrzognEAQMHU8L//4KX4+Zefk1k+3U5FtVdcuRED1Wz7l3Rfvf3HhNJtOkIuLUhkHfPr31T72t3P4sNffixLwwJgGBrqLQczC52eYhjSMegF9IlCuZIOprq+tN0H57Dr0Fz4+cldPwISgTF5zvsqJjSlEbuukSiT5AaxEE2MHdXxKYBU/SwHN+WNOFbC7X08vTLB3ZaXO0hnxQjy2mBkz/2KjMtxLXP95fiJPYCG8DPjb10v6HpPp+eer1xT2cS+23FTQhAETMHByrXPzIZ8m5hr4+CJRuZzdT2i0M2TwDYGRun9cPBQnKv7vtWtrPTaJoBteA9naplT81J+lonC9LiWS4Hy5dDRxfNMbEeWBMgAUjchNR6NVf7NsRKxm8m59rJ7aeYGq1J/GAYVNfHhfGXdggUrCVYtYV2Fxk4T6ASAv/jXB/HY3hl8/+GjKw6GyMUpJSKgAB6XZyxj/Y7tY6EpgqWnq1a22xYbbTdWLF6FAau2Als21fZtb3sb3va2t+Ho0aP45je/iVtvvRVf/OIXMTIygquvvjqkW67Wdj6/lhZmeCGBZz/KfesxvvlGTB2+G63FgxjbfL1QteUMgWdBN8pLb2jVlrTBWhEnzDbmGjaYdQKkNAzOnh/xJkOn+IVXnYsN4zXs3D4MSghecuk6fPuBQxHNs5fd8spzcOX543jjDdsAAE/un8Unvvk0AGBqro2hvpgimqYISgsCBkpJxgF3/CDRdiBtdz96HABw6z0HcMsrz018p1GC4f4S6i0X83U701pGWi+QxHnoOEM6uSQRLVYdTs45/vk/ngQAvOuWS7uOeSkjSmap2RHBnWrJTC1DYOoaHC+A5wfgXI8d7DyHj6fAQur7rsm7EDQs1wfhyi/LdZgSQIlLsSGSWZ+ngNyKTV6r1CZcL+ybqwRO1DmRTJYt85jC48ieZ46O7YEQEt0LNNyhumgCiITUbRW0qq2GREUET1DzE61tljHejuULBzmkbcfnKp5Maq/VXKEqng8wSbT8EiNZTrRiCWM528jNgirnZ6l9Bozj4IkGhgeKGFTo7uqKAWOg8l7psT0ZANNpEniqZQxLZWxdX2RHl+MbNDsuCAjGh3q8p3MGnKQNp34laoCQZ+nNEIHFlQImxwtQbzkYG8yOlaWvYfhcPlUmn+/pMR+aaKwYPculNUqjFl0ysLncc6KyLU7xoYYbzh/LdBikyAtirdqq9bIVczM3btyI3/u938Ptt9+OL3/5y3jDG96ABx98EJxz/Pmf/zne+9734vvf/z4cp3vGY9VOjWUzni8c1ZYQAqNQSwgMNeb2iXFpJuzOHAJvZcXyq5ZvxYKOTeN9qJV1cARAYJ8Wqm030zWKl162PuFYve215wNAbibzTTdsw8+8bAf+8JevxHU71yXq1nZuH8GLL1wDAPjSXftwdKqJj3/jKTy2bybR5kM2o29ZHt7/sfvx79/ZkxErWm6dZzc6bamgww9YbkZUtYxoDBfO1ZGpZpiliDMp3aLQqvPYTdToyGRjWRkIuf1WW2ynUsoCdlPS9HwWOtIxeklnKtKfqaAqAVC6OaGK49eNlsm77aSHccgsZmrXOcIhy6WHdd8XzwA8QGSFJtVrEmXHsnMiPXYAYN0yUDlj5Rw4PtPC8em4zyohJCOkJKi24ffhptTaPhWYCgVssdD9T0/g89/ZE91b8X6XPnGMAweO1zM9GpP+fvft5IFLzrGyPp5LjrLH+jxbKxt9rmRq5c7ycGe3zBrjHLaTzUrG4kJQsq35RxHRLYGoTVZ8D6dqJJUgi3qPACJIN7O4vPeueuy9l8uHGOqqDOJSxuJngl7MGEusW285mJhtrziDPT3fSaisq2PIA4Uk/PzZo4u56y1lAeOYXbR6jnGh6WSYF8s1jRL4oTo1C0s5goDj8ESWWZAx5Xo8nwzE7HtwFXiu2vLsOfXxvPjii3HxxRfjv//3/477778f3/jGN3D77bfjS1/6EkqlEh599NFTNc5Vy7GMFL2Q7HuBRgPoeglGoQaj0AfPaWBy/3dRG9oB3azA7SzA7szCLA7AKNResDE+n8Y5A+cMlD7ndrkZGx0sgXIH7QUOTTfA3Bf2oX/e5iH80duuRLVs4nsPHcGPHjuOLWv78PbXX5DIYubZ1RevwYO7JrHQdPC3n/sJAKGgu3lNPE/mGjbKRQOP7J5C2/Lw8O4pXLRtOLGdXsq26kuxF0YvFQw0Ow44r+ZnCXIzIsDdPzmGx/bN4JqL1+CVV21EyBpMUL+EUyj+UMEA7zIg2w3geqxnBkJ17JqWyHiqKqbSRLbEi5rPqy5v7t5T4C7PscnzM9JU29lFG/WWgx0bB3LHv1yKeLadSwpsLeUJr9C6OXIkpKr6ActV0pXj4hBZmUy2qcuQ8iEIB+MEantekVXvcWiy16SygBrkoIREYlRf+O5eAMDdPzmOy84dj45hSQuVgwLO4fviXOw5vIANo9X4mhCSmF+ZpBiXma5kDbJsldPVeKwOfTJUW/l+lEAnTyQsmbVGBhTJ48nbf9yHNAuq5eI+49Ap6Vnf7SuRAznPpEiYF6jPoORg1UAXhxAyWk6bqHgTyz+n6tyOsvbKsAhIVFspz1eaCusHDEGX4NxSJjODVCkr4ODR/A6HASCu8QwYw2LLSTAWlmOLTRsLTRvlohQsyh+vehwyMJp+TqSNQFBt+0om2o6XYMaky08y6yrPgqVqhk/GegUjMp+u4s5VW6adkhQZpRTXXXcd/uf//J+499578bd/+7e45pprTsWmV62HUZw5GU8Aoq0KoRjb8jIAAGMe5o4/JL7SNLj2Ilxr/gUc4PNrdnsaVmvytG2/UjJQLlIQUASnQ75whbZutIq+iomffdkO/N17bsQf/OLlS4JOANi2rh+/kKK+AsBhRVxlrp7NUtqpzKTTpfYJSNZ/9nJyigUNlhNE4k1p42IDmXfsY/tmAAD3PzUJDsXp5ilHlWfH6ik1d4l9LReUyYxnR2Y8c4Bn6LQ6XhA50r0clSRYkGBKOrTJn8pAom3Kb6zQkep6XCkQvJQlAUC4cpdYW4ZyJz9fRlP7TFY1NE0TmYlEtl25rurPjuX3rHXO7FAxGVAA55nzF9NRY/NZEH5HomyetETGk8bblea4QfIYljncIHT6P/i5R/GZO57Bdx6M1e0joanoZ2oOQGSPjyj3OOcxYE0PJWA8cc+sRAlZmnrNMkA4NLU+NkE1V+4Fuf+u1tVRj3cqW+B024oaLIgzniHwzGF2qMej3qtMqYleylLTousyckeZAFwCA4sx0qjcQMwvzgEW5ARCVjb9lBKD9CDk3OCZFfyAwe9SA7r0/kgMmlNzJwEslUtz6EQDh8Ja6OU8y2sVMxIKlG2TPJ91rRmWlqylXvYhrch6Bfby7iXbjWtPV23V0nbKkUqhUMBNN92Ef/qnfzrVm161lGXaqdAXFniKOl8NpcoYilVBn2wvHgIA6GYNRDPAmA/fW56AwdlujPnACsQdVmq6TrF2uIJySQelpCfwOtPt2p1r8Ye/fCV+8VXn4uaXbM18PxvSxdQpn3bqOwpllXOOB3dNYmJWqOvmOZ15ZuoaPC/IUAjT6/Z2JGLHJyH0ojhX6rVyulCEV1QjyOMaz7yMp+wJ97nvPJNypJHw+JKwLgXy1H3m5ueSThAQ93PMUMEzTsvSxxpncxRAAPSo8cwf59GpJg4ery+xs3xHXKMUfiCavCtDyB1/wFiUbeLJIefvUtmGmg1LZutDIMGRoKy3O6IVkFQ5VsFqIuNJCVgqSJXMTiZHGDCOuXoexTC+pg88LYJrP9kzHS9HlExJGmGFf6uCSpxz3PP4cRybbmaOGQAmZls4MtnIBHSWa0/un8X7P3of7n3iRHSc3YI9ybhI8jrLfXezaM5k8VDiMz8ImQddNqY+r+Iaz5hq2+3eVGn0ch6sTHRwmc+c5XxPYoAohIXESBOBFCI/512ZH3lG5XMl5zznCQwRhGrkQQ4oXYapgRS5I/l7n6Ig7rPktQg4x+RcOxLKS1uGUQFZBxsGyEKw3MvkTFlWbfQKLSaEL+P5rPx+fLoVvbNXbdXS9gKnyFbtuVi6Z+cL0cMzbYTq4Jxh3Y7XAQCs9hQY80EIgaYVwAIXdmsKzn+WzOfpCkGGpmsEA9Ui+iqFFVGqzkRbP1bFNRevxSuu2oifedmOxHe3/fgg3v/R+3D/03EGWdZqSgXXlgI8dx+ax+e+swd/9ZmHAaSBZ+9rQijpnvGU2T9lE1ML3QMpjPNELZnct9o6xvWC3Bf7cqeOzHB0wgxwniiTFJixnLinnviZDyAluAGAesvFg09PomP7qaxGdix5tKyemdUVRumZXEc5hjzqqXTA85SOPZ8tSfGVQCG9mFDpzCrLSueMIx5bur43N0OD7ucgj/opLNuTUNZpyjdAutWQNI2SzDmhqfOn/r7YtDFbtzN1z4yjZ9Y4UnbuBbgV4PD4vhncfu8h/Outu8CCLKp03CAJMlY4cT74uZ+Ac+Bb9x2KNwGOtOqrvG7pz7oMv8vn+V+oDrwMXHTbuAwWUIKIShpRbX3WfW6op46L4EfaLejYXn6QMgfI5SySOJ6u3/G4xpOD4/BkAydm2hEIlSZFlvK219OI3E7qWsnnM5LnR5Y9BCyfXbKc/QVRVCG512o5DvS1OrF6Pw+Xb3U8BEy06lK/z2woHCgLH3CRum2v+4woDXFT5/ZUWDeNAvFd6u/UuJ5H2YlVO8tsFXiexZbJeL7QVFuI3qKB14Fu1qAZZYCziG5LNQO+Z8H3OnCtxRd2oM+Tnd5nr9i6rhP0V0x0cmiNZ6MRQvDSy9bj795zI/7X71+PwZqox2m03SiDqdpwv1CgVYGnKsoTMB47ekhmgPKsYGhYbDk92iLEQGrvkQX8+UfvTx9A/FJWMijqpXGUjGq3TDXH0jWQKo1NUirVmjlpO7fH9bAxKEIm6xL/HoObD37+J/j2/Yfx9R/uBwfHM4fmc6+DcJKyzkqQ2UfyGJeKpu8/tohG242PVz125FNPER1b/jaXvkvyI/0cXRQnlestl1Px01LBjsz403WdyubjdjLx5zIrQogA56rT53kxUNEoiTIq0iSwicB2amzdxKF6OfFq4EI9BsVHFj/DgarA9sRsLKYUby+mZEpbiWNrpNSu5X4z21DmlyoylKAzQra8yA6A8zA4kvk8CYQKptYzP+X7yVYqgNJOxQ+SK/Lk9EvcIywrQnh0qpnbI1YdXy/LDZJ0WUZmPCWLJA/IqBna5ZpkOeTNAQ6I4EVqeUlfXYq62nV/aTGqnPE22jELhyMOALGQOTA5lxOkTJWAy3XUTHE3i0omooDoqUaeqZ85X/L0svHgTu1YVu2nxl54pLJqJ23pDCcl6arPF8IYNL0IzjyUQrrt3PEHo8hyoTKKwLfBuA/XXoLu9tNg4cPXak2eHopxuP3BviJKBX1JUGW7Po5ONZescTtTzDQ0/MYbL8Kl54x0XWZkQNSRHjwRzycVfM0tWomMp7eE41EuGmh1XMw3etTnhadPUvdUu/+JCUgqn6SRSYdWvovTGc+8F7vM7C1lcjk3zHinnWwAiRpa2/WFsAvyt89DBCKdmF0HBTvh4IkGWh0Xf/2ZR/DZO57JZM6SoFD8lACkexYo6ZDnGeNc1LVxRCnPBCUyN+MpzLXn4Dk5ypA9dtjquHEWOuNMIbHvxGbSY8jp99rrONXvQv2eCMioRsKFEyCMcRw4Xscjz0xnM62IM2yUEgEYlcFKOnTOIQDo0h+XC1CTVpbOA4Z510Z+ludUNy0vdxwsjJRE99UKHNuMEFRqHHKcnMeO/9xi2B+xS1Bjrm5nFGZzkXvqK86BgUqhJ1CIgKcinFM0wzrtUJSpm6nf+SzbSkUE4pZP7w8Yx9S87G/Mo+V6Z4Z5mPIUv8oa3fQzR7bFWunbiIQZz3Q2kIWoXxU5u/Weg/jCnXvh+yJQcjLvvogyrExquRX1Hk+8f0NgTMNgz3KU53VCxPVFSA3uAq5V6/UMOhlrdlw8e3QxBvZdpnTmvlbYAyTnmbxqqyZtFXiexZbOcJ4JfVSLlXHoRgUscDG26froc6czC0CMsVAZhe+04HRmwYKlez+e3RZGPAMP3mkA2gIjcBQLOnSNLhnNddwAuka7NiE/E23jWA2//oaL8DtvvhhjOf01Zcbz8X2z+Pb9h3DrPQcSLUrm6inguQQ41yiBRmlUM6maBHnyJVsqZmmtdz1yNIyOp1QcefwyTtZ49rgWy3h7i/HwiE4ra8FUK5eMKFPmOqIHnvS083eR32fRVujcjZzzE0XrwzElRDlSYz400cDDu6Z6+urqNgEFhCVAWva5J53iwOvAzQGevUDLYstBHhPSDxgabTcOJqimMN7kwWbpuN3Bd75jl/X6OEeszKpmlRnDv966C9998AgOTzQy+5Z02/h6xN9nagBT5yZgLLE9We8W8BxgrQQSVDCbvf5Jyrp6T9pOtq+jWivYbZu9LKMsGo4vI3yF5DmNbt3UfJDgt97Ke0aI8ysDGJkVgXC+dD8AL0cRVbaXcj1lXIn9xjXlUY05Y5m7g/UAnnlmOT4WGlbUhkQ+19TMXDyG+DMCAgpBufQDFrYLydZypk/NciyqHVdW8nyGesuJns/TCx0cPFHHY/tmsPfIAhabds8g2FLWLfPYrZ4akM/A/LpTsUDyT02jESOBhzfIUoA1cZ8teRRLWzN8xi25X/WPXAH4k6unXbWffjv1fR5W7XmztMOgnQHAk2oGNLMC32vBLA2iOrgVrYWDaC0cRLEyBkDQcQuVEbjWAqzWBMzSEAyz+gKP/NSbpPckBFFOuYntapTA1GlUw9fNNI3CNOiKHI8zxS7YOoxzNw1ioengJ3um8a37DqFgaLjivDH86LHjAIA77j+cWa/Z8VBTBCCyWYqsGTpFx/Yi8CRNOovynVwy8x+hjANUEYkQ68brq2BTdSRVE/Om9z0dZ39iqq2hZ6m2lBBUigZalgePMTQ7XqQ4nLfvXPoqks5hveUmzo90lniICuKsYNJBlL999QfPAgA2jNdwYao1Trd9ikyDArw479qWQnzNAJbXU7Hr7sT3Qvkm4TjN1e0IJKYzZZksZHhd8nq+5h9jEn4mspCpcyePV91W21Ko206Q2a/nMSAUmGY8CYoT2Ymc8QZBvgow50hQ2POOSQ5anQvRgSh/+wng2aO+msVCNCvKeCosgL/+zMN4/bVbMDpYypwn9Zr5CsqNluLx9c9zzNXNHZ9tQ6MEOzYMJJeJZnD3+eBFVNv4/pfPGtv1k4BT2ZAE9PIjlsp4SsDIITJqakZVBa7qOholcDwG2/VRDRWzOU9lDlM3hbw2URuTAPD9ABrNtiBiOffaUhaJ/SirdGwvCgoFDFho2PjU7bvjYw+P72TffPH+koBbBdKen55PYV14zrMg3lJsQjWbxeB+CfDGlbnJl3EOg4DB9VmuDoC0GNTHz5lcWrkyCMnQUE3W458BbumqnWG2mvE8iy0jLnQG1HgCgEZ1cCai1rWhcwAAi1NPJrKbhFBQvQDXroP52ajxT4+dTtCZtErJhOPlO23SCEQU/Wyh2qZN0yhGBkp4zdWb8d/efhX+yy9dji1r+/BrN13YdZ1Gx11RjScghDwcN8i2ceFJh6fbCzx24uJG9Sp1000Az+X1H+2+kNiP43Wn2gKIetC5PoPvB/F5UJwby/FxfCZUFs2ZI+q8qbdsJH1PxelFDJICFvRkNiw0rK4eeDpqLpUx5T4AJLON6rpy+ZxtLzUDghxgQxBey9zvZJ1kDBaZ6hUqY2p13Hwgl0PLVQGmqhibzpJOzsU1t5pGu2Y8gZC6rPxNKEnMTXVNxkV2LAvQxAAzbZyibcRZm2juJ45NfCqBjqfcn5br504H6YiL9ZffAxZI3hMnZtv4wU+OgbHkOZeYQgUULMgJv3AOBh4rDKfHySVgZ5lzKoMUhIqawW7HkJ/xjFsidXulpKccSzn+gQJm8mtUc9gJ4RwIFBpAN+oo5wIA+kwcKKECxPhhnb2sj1Utuqb5h5RvJPksiLalgFjOgWePLkbfeSGgO9nXscoUUMFYop46pZ4eMS/Cd8BSc9bUtVA8Kg6CLDvjmXPt0jYx146Uo7tZnKHliUBLdse9tkHwHE71qv2U25mBVFbtpCwrLkTOCGVbEApCdfheG7Xhc2AU+uB7bcweeyCxmG5UAHDRduSn0WSbgnR64hSbpH0O1AqgYb+yrstCRFVXIl1/8uPKUuZOpa0drmB8qAIAuPScEfzaTRfiFVduzCz38O6ppAOyDOBZMDU4XoATs+0sSFAcCr0LyPM84Twz5Gf70sBzJWqnyaHwKFsmj8vsMiaZCWWByAj4Sv9Q+fN/fOIBfPwbT2PfkYXc2iKVyt1ou8kBhscbjSn0srk7D6vZvZ9tkOfcy03yJEhMjDfGYeFnPLkcB3jA8+fhEk6TpMapq8nPE2BbAYOqA80BcIYcYMYxMdfG1LwiziTHmhmiAmKV2rK8451RWhd4frYGUO39yBhPZBg5B6bm2nj4mamMk8sYh5+i2qr7Tt8bPPE7T/xMLyQd8zT1U9a4qUaIZI/Em1jJoyVNtbXdQMzVFKiXQFhakEL/CVCXB7zkgYU/1OuvLi2zYH6XZ1FujWcY5Ir6riI51qiWPDxPmkagazRxngLGEuAzPfrugDQOIshjl9c+vs7Cjs+0RKY1PE7PZxFdW/yvbndpsJRnUg03QRmnBEE4/rzjk4DuZN9JarBDndPq8z0ImLL9+L6VtaccwELTRsA4XC/Aw7unYCssJUOnIuMfnhfOlhAXgqJ+i6WBnh8sDWRpqEgb6xMsfa9FKtbq2LrMpVVbtVXgeRbbmahqCwC6UYZRqAGBB0p1DK29AgAwP/EI7PZMtBwhBEQz4blNBP5Pa7NhnslOnLpNJ7daLuooFQ1M92jvwTlPSNifTmP2NJj7/LTNIYTgsnNH8cYbtuEvfvc6/NzL43YsU/Md3HbvwehvtR0BAEzPd3Kzjv3VAjw/SGSHIpdCOqpdXuJtxxcBAcVZUQGrKi7US9V2OZdJ+sUR1TZH1RaIsz7CCWTiPIAn9iP7zT2yZ7pr1kmayISlxhtmHOS4hEPiIQEfUxvulX2PtqkeK0uOWXJFExg4csR4GJhJOehLGEs51XI3kdhG4ri7b0/Bi4lt5wEOdSuS/hqB2NxMVPy7WtMsgYVqasYTPDn/goDh//nwj3HrPQfxwNOTybFykalKU2rleLLiQvFcZ8mTlPgpv/J8BscL4Cvjs1w/M0dIOJZ7nziBT966Cy1rZQreRrrGMxwLT00azpEARizVrzVaNBWASG02MknXVWmaceiAdKUqy3rtRMbTjDOeItCUqh8Vh4Bm28Vi0wEBEfMoBECW4yeCHHnj7/Y54yrQFAGmTFAl/C4IkqUDfsDg+xwFM8zmIXneZeZyxa8knqKMI342yABRWanB930GcJ4JLixrVxwhqM37LvlMVINj8vnKlA9nFy3MLVr47oNH8IXv7cX/+dJjie3Jeyru59l7YDHOXRohSupzL/Cp9l4W1OR8DyYhSJbKd+SVA6zaqkk7M5DKqp2UZYDnGXI5qWbAKPSLnlSBh4HxS1DuF5mo+syuxLK6UUHgtWG1phB4P10Nh4mU2zytT9/4la1rFCMDRRRMvbvIEA+VBJ+HNwIHB9jzT6OulAxcf+l6/F8/e0nXZaRIzoETdfzlvz2Ef/zK45llDI3C91miNYt0IOXZ7QaaLNuPaunSWRWxXkrVNmURzWmpyySdG84jMNGNais/931ZB5XyWBVr2yFwTpm6jp8C8CoNTSqQig9EJqKb+T7D1FwHC4384FPSkVM/F3+lOneI78JPBNuRJ45FZj3mu+wPQDReFfQS0p0yJ8cQfSpBYyIjFTrmLOnGqX5jvK+YqpagmIb/pPevtiPx/GyG0k0B3QTwVLJXzx5bTIKCQNBNF1uxwnOUEcYS2RMFbOZdHw4BiB0vSLAQHCeb8QTE+fnQFx/DwRMN3PXQkZVlPHPuCZYD0OW9JG0gbOUkP9p1YA7/8YNn0bY9sDzgpWR5OOeZth7J3XUX+XFzaPNxjWcAL2A4NNHAQkp5m4OjY/vx/A1vmtlFC8enW8kgWC61O5ulkn+q9HPWI3MWyDhP6J4M9RXRVzYwMlBCrWxC1g9G25fPyBW+kjJAMJyX4NngIhBm+zjP7H85FlPHk88jIAkMvSAp/BQtGwUg4nm398gCABE0UoOPnAM+YyK4gez1yBlcZG3bj3r65hklBEHO80O1hBiSejA9TNbcqh+cXm2LVTub7cxAKqt2Upat8TwDaLahGYUadLMPgW+DEIKBsYsBAJ3G0cRyoj9bAMeah9WagtWaAs8RAzk7jcT5pNMJ9JRtjw2WUQxpormLIm7qffrthX3pbN8wEAnopE32hXxol6CAHs7pa0cpge0GqDezPT2jPoBdPJiO40UvYpndUh0RtUWF42X7IaZBVi+TACfq45kjLgTETqwXBOCcCOCI/Oh/x/KQ5xOrGRrpyElbaDjxuHmcOWGchDXfKt0z/t0PHbFMPS0Qgu8kQJbOZRAwAbiivpbqerGzmBf8YYxjPm9/cvVw8CpuEICrS50YyZ7HbjEnOf68Y00sF50/HoHVO+47hL//4qOZRvQdOwaeeTWZnvI8GKgVEll8dW6ngyAsPDbb8RNBh+X4wnmU5HseP45/u303OrYQyJEAJt3uKLP9VHuGhaa9oqxVOuNp6hSVkpEBEWrdJedq5kZ89neffxRPH5zHN354ICPcIw9cHZZao8fBET8JAI1QuF1q8uV1UDOehTDjycLa0yBgaIcgQ45V+gQy6yhH5wcsAmry2uSK3fAuzzQe3rPh6yyRAU2AXB4BVDmWctFAtWyCEhI/m5RzfLKvRplRVD+QY3K8IHMscs6fFAU0fI6kacVye9IyrYfC86aWH0hQt26kEi3WbMf3s0ZFJpyB96wDjoaFcG5xjmbbxfGZbB9caYQgt81TepmoDjjcSbfH1fGZFj556y5Mzif7OkeBuFXcuWo5tgo8z2JLd+2khCwlgvm8GSFU0G1DEFnuExlPpzOHE/u+lVjWLA/DLA7AsRfgu214bu/i9zPdWOAJMZXQaznddQ7q1nWNolLUewBPvuI5Um85ua1FznTTKMF73no5fv/nLs18Jxt9L1UTvWa4Asvx0bJiBy8BILsBTzuIgUMk1BA7Sup6rpetyYsCzUvMHQ7hSEgKG9CrxjMEnj6LwZqaSVPH7/gROFTPkApSVFpZIB1bxNS5VsdF2/LAwmbvCeCp7DBg2exE4vhSf8ufH/36U/i7zz+aqG/MboALxy+VecxtiaIeZ5TxVHrTQREvUZYlAJ45PI9v3H0gASTUiL+6rzwqbHqZKIPARUZFOor3PH4CzY6HB5+eSqyrZjny6rh+9PhxfPv+QwCAWtlEf5jJk+OR5njpAAuL2jSp4FBiZ8Y4aEoZVf1dBW0A8PdfeAwHTtRx96PHwmMWy6jiQrnzIQWULKd3L8u0ZTKeRPT6VWmXciyq050O0klKs6j9zr8/01lPSZmMdhIapaRrvbkESeq4VRDq+iH9OXOaxAfymcMR6gwo7yJ5TfKeOXmAVP7lK7XY0b0gF0gFf7rS58MATfKe5plM81ImA0qJ+aaMSbIx0q1O8mq3l7U/xLWU6riBHHCbeqaq9y+DvHeSjBM1kDQ8UAIFiTLBS7VIS2oI9M7m0qhOXVC1661sr2pZf2w5Pv7q0w/jzoeO5M9zAJ+87Wk8e2wRn/7WMzmBt96gedX+89oq8DyLTadJRc0zpcZTmqaZQmCHBdCNUkS3bczthe/GETJCqGjDohcE6DzLH1ZWewpWewqK7AnyY4bP3cT7N/liqlUKcHOoRnKFlcYmWpaHxWb2BfVc7OhUM8o6nk6rlU3s2DiA333LTvQpLVXuefwEACScZsfNgnWNCqEFtYZOBR55dU6AiLhn2jIoWbEs8My+tJfjiMll1EBDN6qtdFw9n0FXRKi6OWIyeq+eIz8BPBUHW34nt8URU/44BIuBx/keNeOZFORIH18WHMtTt+vgPBjj+PvPhxnAFLiMsp7C3UtsNO1EqkYQ1/apThwJRTfyrs03f3QQuw7N457HTiRAR1ZIJaf3Jc/uS1XqjbJmKSdaNZVqG+RkDPceWcQd9x/GRKh+q9IsE3MxJUzEOKBTgoAlHWB5LJwn23rJdaXgFZCf+Wh2vGiucJ6cV5msUc42bNdf0iFXLa9VKYnAWPLpLPc/M9/G3iMLieelem/lUm2hBo1SdN7UYfUCnnm0+STwDLqAuzDjyUQNpqzpI2HwR81SpuewFHDKbFYGlJQaz/TYE4JX4XzNe89EtcvRPc1PKjMmM3xJqn88l6O6UeX0CobG8p+tif2F29tzeB7/69MPY9/Rheh6qudLBeciWBJTguVzMSrXUIGn8n4pGBoG+wrRsyPvflCPWZ1enKOncGB0jRnHxGy7qx4EZ0KU7/hMC4/unckGKcIPmu143InHV7ifPLfnbFXUP1321a9+Feedd17m/7/5m79JLPelL30Jr33ta7Fz50686U1vwve///0XaMTP3c4spLJqKzJN03DZmriNxJkGPKlmglAdTmcOnDNsOO9N0XdTh36QWV43a2J5u352K91yIWJAItETGX1+fh64tbKBasnI1P8AocO10g2SJPhYtvV4uVNKIprY82HnbxnC//tb1+Dai9cCAJ54dhZf+f6+BOWw0SWra+o0AsnyXboU1dZ1fSzU7TDKHmcOpSOUqPH0s9RInuPUdDPOk30Qu10rqWrr+SxqVC7BWV6tmR+OUQUWvkqRVcSFOOcIJHVXqWEUdUpEtK5IUG3j/QQBRw/fKspCyf0AyNxLX7pzX4b+xiPnM5ltFeNCT+dTZjzV68vBIwpjDLCS6x080cD+Y4tYaNq545Rjy4LPvEF0wLmYP2ln7dG9M4m/rQTVNt7+hrFkf2QZQEkocapz0Q0SY+acRxlPCTQixz1cTG3NmKQ+xgGAzKHJoEf4nwpiumWE1ZPkenEdq+X4Syp15n2fqcuFzAgJ4P7BLzyGf/vWbhyfaUe7Vqm1fsDyhV8Ufzuq844OId4bpQRekA+CotZICtiklEDe2r4fCGXZKHsosptyz0F4b0Z10EQq9obnnGcBgATi+VRbsc7uQ3P49O27MV+38wWy5POxy4uGROwH5Vx1i3wtYWnAKu8rPWwnlK7h9f0gCjidTCaOM44PffExLDYdfPnOZ6PPs6q26hh5IrgRU21TGU8r+y6MA5c9VOp5dFHj512PY1PrNzm6CEwhm/nO9V04R7VsJNZLbyj92VzdwsHj9a7j+89sH/vYx/CFL3wh+v9tb3tb9N1tt92G9773vXj961+Pj370o7jsssvwrne9C4899tgLN+DnYGcWUlm1FdtgcSD6/Uzp4ymNagY0zYRuVsBChdvRjdcBAJoLBzJiQoQQGIUafLcJz66vOCp5ZpnyZj2NGU+xi+SLqVw0sHa4goBnM0kcovfcSmCkUEc8GQ53/jFznlMb9TwYIQSvvWZz9Pc9j5/Ag7tiyuJcF8pmwdDQcbywcXv8H9A9Gn18po2/+NcH8cnbdkUZTwIS5d1U544xnrOduD5xORFiN3TkKe1+rVSqbbGgRXVFluNjJifyHfk7yubUrLCvZCoZDwUxItpc6GRx6RCrbVgcPPB03F7FZ7xHlJ6DcYZPf2s3vn3/4a7+6cET9dzvOA9bB2Xug+6+rlqDmawvRRTFT4Az5QRNL1j45G278W+37xbHzuJtxjTHfPpc0olm4H4d3G9EGYpes0AVD5L1fABw6Y6RxHLymqtzSp17rs8Sty3jMd20W42nGphI4E4ls8RSz6jEfOfpjCfLPjpUsCKXC8dzbLrZU8lbXVYdmwRB6oaFgFRy98emW9H1VmM6UrgqvV0JtjkQtR3Zf2wRD+6aDM+H2IgWgtw8oBfVeKbYC3pUpy1rjdPgUWy7C3aMAgbyHk2si5hmnFgv/Mk4x/s/cj8OnKjjy99/Fh5jaFke/tenH8ZDu6YSmeNu91aomZVRPO7FQMg1joiKmjg+cIwPlyPQnaDaSkZGj/H13CVPBvjiY03tQ/08/Iop1yoCv8pFUktZmm0XR6eEEBSlJGbMhDY938HhiRi8qSAefGmqbQJ4511vLnvUxpM9SAUZ5CrVkpFYL71M+rOO7UetdVYtaRdddBEuu+yy6P+1a9dG333oQx/CG97wBrznPe/BNddcgw984APYuXMnPvzhD7+AIz55O7OQyqqt2NSXPn0BnPmlrFAZhaYXwQKRfRtae4Xo38kZpg7fnVmeEAqqF2G1puA5jed7uKfeTjKau6xN93BFq2UDhq5htm4nhAvEKiSSTF+OEQB53QjyTFU+7GacJx2459P6qwX8z9+/Pve7o10aaxdMDbYbYLHpYGq2I/oMhofYDRQ+uX8WgHAonj26iI9/4ynMNazII0wDzXrbSdTbRJkJAAeOL/Y8Jg4g8LJ9/9IWA88Apq4JIM2Bgq6j0XbBGEdBacXien6GMqfWEqrRfc4EyJJiGDHdFADjCSf507c/g+8+eCR3O5lj40C95eKxvTN4fN8MHN/PnV8iy5sCRkScHY60+q5Sd5tjMksFIKPGG9Vq9UrRIlauFb4gx19+6iH86zd3wQ+CcB95YCMp4APOhSgTW5ljHihAnhCCSxTw+fnv7RHLqDWVaeEs5XfhgAKi9YfqdMfjSTioiSyJ4nhmQCNTQFDSoU/QFdVtpT6V22CM5ypDJ5fNOXlqXWI4TkJJhj7vKHW7iXrWHPAmN8XC577MvP3ZP9+Lb99/GE88OxtvSyNhn9ScuRCej7QoUkSX9/KzYInnUvisjzFGDMRyASZPiiGlt6kuP9+w4XkB7n/yBA6eaOCHjx1PbJPx/OBmpNacmhYRNXYF70r5jIz+hgBLUY/UIHl9PJ9Fiu7LyZA/e3QBs2EwUr7GVepzdKzKtvxI0je5TBSIUEBft4zn//73R/CPX3kcrY6LWtnMgL5G20XLip+DLdvF7kPzMRW61zkk8fNN1unOLFg5vapjcSgAcLvQ3ysK8Ey0tiH5AJ9SkslEr1pvO3r0KA4dOoTXv/71ic9vuukm3HfffXDds09/YxV4nuVGFZ4TFbmpF3A0WTPMKsziQKhqyUGohnXnvA4A0JjdA8fK9nnUjRJAKRxrHnktHc4Kk47387Kf7F5MQ4OhUzAmlA9n6xamFzrgEC8FWa+2LCPCIVuOTcy2FHXS/B3wyJkV5vuspwT8qbaCoeGWV56DjeO1RN3no3tmsPfIQubFTQhBydBxYraN/+9TD+Ifv/x4RA3sBjxVJ/1jX38Khyaa+Nrd+yElgNL0KdvxcSJUI+zYnhDM4cK57tZkHohf7BEtthfwVGo8ATFHvIChVNDheqJFg+pYiZYqSQ+yleoXKR1+UdMaT0c5K6WwCuc8bCTPsT8FpLvWI4fbUI/ICZutpx1HjdKEk/OF7+7BV+56VqimCvSb2CrnHN3OqhcEOD7Tgq7RBJmAQzxvy0U9uncCxnB4Ij9AJkWN/IBjz+EFTC9YODTRzHXIpFMq5wCXYB3SUewy2ByTlEJAzIeffVnc09b1hEiQCjzTwEeCJTkOCeDlOmKsscuvzjmpnsu5cJBvvecgFpp25lkj1ZFlVjQhXJQTFMibHkEQz62lHmV5YCqtWBsEDJTIjHe8vOvFKVA1uGto3YN3km4eMJag85+YbUfb1kP1Unk/Msaj+ytup5JUqJbAU62nlv/bjielhOLAA2JAJueRuKfyW2rJIEfmc569BgFLAo/phU50PrsBCxq2JEpQ2DkXQHoloDNvTDz6B4zxxHkHwhIDSpZUigVEDfFiy41E6MIYSW5bHnVTabArv4+FmHhE81fH0OrEz9V6GCh+4tlZUJJUEheb4HA8P3xuikDe57+7Fw/tnlpWnFsGsQgRDJx628Fi084so75KXDf5fpa7MJVApXw2J/aT2jclJNG+adViu/nmm3HBBRfgla98Jf7lX/4FQRikPHDgAABg69atieW3b98Oz/Nw9OjRzLbOdNOXXmTVzmRT6zrPtBpPabpRAtUKCLwOdLOCct8GVAe3obVwAPMTj2Lttldm19FL8JwGHGsBxfLwCzDq52bJ9+Hpre7Me9HoGkWpoAvnmXM0Om7k5IEQ0PAFvJzUI4GghS2HImsYNMyk8di7S48Xwlnl4Qt1ar4DBo5y0cgufJrsup3rcN3OdeLctF184BMPYGKujX/66hN4++suwBXnjyWWr5YN7Du6GDmGU/OdKNui2shACbOLVi4Fd6HpxNTL1Pe2G4AQEioNupiaa4s5w4TDFASiLjPXOOD5IdDocX0SqrYAHNfH/U9N4obLN8DQaQQMpXVsT4hjKGO1FaqtFzDM1i0M9xdDp5PjxGwbT+6fxeuv2Qxw2UpAjPHIVB1mIUCpkHztSEXebs6geoqPTLXw9R8ewOXnJq9PujftnQ+Ll/GRmSI2jRYyAKGb8AUAPLRrCl/43l6MDJTw337lyuhzGTARbAFxDj/+jafwo8dO5G7HC9vkqBnFybkONq/tSz4fwj88n0VUZhUQSSe1m5BV2oRjL34nhKC/WsB7f/Nq/I9PPAAA+Mr39+H+p2Kqczrjudh00Gi72La+P8xckWzrDyXepc45tVbz2/cdwtHpFp7cP4urLliTGqPaWCS5Xl5NmzwHcp4CYVsgKH0je52T1DF6AYtYH4wD377/EP711qfxi688F0P9pcTmXC/uK6qCbLVHbzxOmWOPj0s9NvV5IeusBUAysNC0MVe3sXVdX9eevFHGM+oXKf798eMn8PUfHcBbbtyOl15eivs/hu0zCI1Bvhx0+jTHojfZz9Wf6eWlNdpuvGwXarjMeMXCZhy33XsITx+Yw//9S1eEgChnxRzjqTGJv+M0dlqh2Xb9MBvaW7AHEMEGzxfP5I7tRfM1nYEGUjWeirq4zCDLayTfvRzJ4A4AtCw3836tt1xolCJgqec/AYIgntOyH/Gug/O46botUUY3NwgZInY1E5uX/U1nJdPnUpp6rSzXVz4PM+2ZIG722H9aLAgCvPKVWV9W2p133pn7+ejoKN797nfj0ksvBSEEd911Fz74wQ9iamoK73vf+1CvC1p1X19fYj35t/z+bLJV4HmW29kAPKlmolQZRac5IWo9NQODay5Fa+EA6tNPYXDNpSiWk7VIhGogVIPvtICzDXimw7BKJPbU7kf+zH8pnLNxALOLdqhuKMR8HCeARkhUz7McizKkjEPTensFlJDIWQoCDs/zUS2lhs3DyGeU0eGgS2z3VJmkdcrItXTMf/7l5+CLd+4FANzzxPEM8CSERM3kAWBqXgiOpMGApKp2awwf1YamXrwd24NGCeotF7brRyqluq6BBAw+49By2nNGGc9gJVRbsezffu7R6NhuvGI9PC9IOOiW48MLkmBUFbEhIOhYHhw3iBq2f/67e6Lz8Bvr+mNqKhN96XyfJei8QKzqm5c94jxZ//rlO/eBcY59RxcTy2laLAObrl8UzrZae9WNaigc6Uf3TAOACCDkUdAIiZzzbqATECCdI5lRbHbcKFOV3K4UhFHgROi4ybH2ynyrpvbxlI7hUF8R/VUT9ZabAJ1i+eRgAs6jBDFjDASCFurI/YdgLenyC5MUUQ4etbnp2H7mgGW2Up6LRMYzN2skdmgaWjR/LTtQ2ob0tvR1tB0/BGMCJP3LfzwJAPiPu/fj4u0jibmhZuRVkB0E8f2ctjjjSFKKwzyde0e95WKgWhAgNMxGxxnPfOAp74mfPDON+56axKEw6/6NHx3ADZetT9RMc45IUTt65isK26rJKu3M8eTQitP9Vx3lOPOWt10fbcsTwFwZ31P75wAA9z01gRsu35DZd55JsT51H1wBeUN9xYx4nUYpBqoFLLScCJxNL3Qw3F/MZJYtx4PrMzhegKNTTcGoAE9RbcPzoAxCDZrw9HKMg4ZzLuDJOVlvufiwwqQBBJDXNALXFfNCAk8RHGAhnV/Zd/huk9c53W5Pjokp80A885LLydiE+lxw08AzCl4o7wYl40nCZdIzSQYIe2U8XS/AbN3C+FAl8T6TQeL+aqHrumej3XDDDbjhhhuiv6+//noUCgV86lOfwjvf+c4XcGSnz1aB51luWgJ4nlk0W9WMYj+oNQ/GfFDNQLlvI0q19bCax9GpH8sAT0AAVsZc+F4HLHCh6UVoevEFGP1JWMKxzfM0T+Guujg/hBCMDgrUp1GKo1MNdEIBGEJXpuwn24rkYJ/sfsOXxULLRgAD1YHseNOZ0+dr7p6YbQME2DhWS3x+7c61GKgV8JGvPYmDJxr4zgOHsWPjALat64/HrZyvhaYTRa5Vk03e81qzAHH2Lv3itZwAuuZjck4A2nseP4F7Hj+Bn3nZduzcPioAoZE9+9L1kICxF9U2GluqHk4IsxDMN+zEuGw3gJs6DlUEg3EOy/UxNd+BH3D84CfHou8EMJcAJST8pcCQtG4tJcIDTAoxdZmzGiXRXeApxyeSYSxxj3AgpBQmtzE510Hb8hKZ5QwAgtIqYAmzHdHTTx1PugaaMY6//szDCAKOX3rNeXEmSPlXgtJuvXnT5gdcAZ7xye6rFFBvZeuBMkESHoMjmYHSKRWKt+EH0/OCtr9upJI4Ryq9sVIyogw5Sz2j0vWifoL6m1V5lrWjqiNquX4svLTE9Uhvz3YDUJCMeqfjCVXfhOCSet6VuesxlsmcyYBBED7/qUYSgjPpQFW1aGBu0cL4UBkaJfB9EWRyZR/PTI2nGIAXikB97rt7E9+bOg2fS+FchfxJEoADPHtOIuGsLqcyfb8wzhPHZof9iHl4zx44sYgNozWMDIh30Ac//yim5jt458/szAUevi/ptst7F3CWD5IBMffynoW6EhRt2x5mFizoGo3GCIixz9VtEC7G5PkM5ZBSnL4ecvn4GKSIWHwHy28ZBwiXoDwJvqfmO0h25hWMFI0SBIEIOnGDRwHgQAbkEvderLjd635Qg1Lp+Y9o/eS9rNY5x8slAaTtpOi4OXOJEnE8vTKeluNjdsFC0dQx1Bf7e422i8n5DgydPq/sqOWapmlds5ortde//vX4xCc+gd27d6O/X/ggzWYTo6Oj0TKNhgg2ye/PJjszU2SrtmxTs5yE0DOuxlMaIRSaXgRnXvg3QSXs62k187MGlBrw3Bacziys1hSsVvrRfCYb7/L76d5Xvg31FyP6LYEQYFh2+SyJKTI9R8G5UmUs3jqUCOqe6jRzngVIz5vYUI/WMBdsGcLl54oH+7fuO4T/88XHIgcQSNKNbMeH4/oZB0pm87qeqfBNnHZALcfH2GAZzY6L+YYd9Rm9475DiVYWafvug0fw9MFZeGzpjGfBFHFGOzVuQiDoW6nam47lRzVO0tTMQBAwVIsmZusWbMeLxgyENZ/h9qTMjvTR0xk2zw+6OksyQr+UqWJZybmWzXgCoROdcv7alqDU6akouyqUREBCgY6l6WK254uMp3K8aksSQID+XQfnsefIggA9qViV/FM6n8sxtYZOnQ61cr6zlpedl+P7zgOH8cDTk9DDvo1+wOG4Pj552y586rZd8FOtgGSggjOOaimun05Ty1UBIZ7KnKUdarGBpOgTECpkBlmQmmdpgGg5Pr5136EoOCJNtD/Ktg2Kt5PNzAYBg53I9sUZT42STOBhvm7hx4+fQLPjolTQ4XgBLMcHIQJ4BgFbkmrbrcWGaWhhCyNxDkkoLhT3z5TBhGTwhHOOesuJ6pJVi7BqzufqnJQZfg6OqfkOPnXbbvzlvz0UAfepeaE8/NSBuUQPYfU8r+RNyZG8rtH9GVr6/vRTAYDJuTYWW07mGe4HDK4foFjQwRiH4wZhn+Ak8IzPi7Iui2tvwXmCcszks5CLubMUdX62bos5ETAcnxU9ZduWJxgNOev7EfDsrmzLuagxZSx+ZubdPhzJgGA6kKo+l6SpGc84I53deMB7H7soOckGdQBxbXoGKn8Kbdu2bQDiWk9pBw4cgGEY2Lhx4wsxrOdkq8DzLDcVeGpnKNVWmmGUI5EhAKgMbAYANOf3obVwILM8oRo0owTPacJ322DMw9kiNpSmAJ2eKs+cN18X0yhBwdRQCiOFlBDMNqyIDtfLSFgTupSDxyEcHKqAANFChGM+FBxiTNBlCElmvpaz/eUY50Huyy7aT05mlXkN8FB1+aUpqpfac0x1IC0nwJHJRqLmEQAqS0Ri5exNOzuO68M0NOiaoINFy/PQEcqpsZme7+Dz39mD2398CL63dMazqGRj1Wg250LoRHWeAQFQj8+0E5+p2R8/4CgVdTRaboKCK5ZjESUsyq6E90G63s71WESbywNzyxKiUKLrqpPk+TweR7xolClOzxU/4EnnEnGmRy4qgzBLOY5OSCGWSrZiPEHidtUUcbi25SkgN+ynyTkoES0VnJVQbSXVU5nvw/2lLssnz4HsY3ng+CK+/8gx3PrjgyChKIjnB4p4mMhyqddMbetSMGju54AAfhFdLwVg8vp4MkBkEhPUPj+qRVvq0ZE3r+565GiUmVct7XT7fqy6rO7fDxgCxnBsphUpYrOAwfWC6D6nYcZKPbZv/ugAvvz9ffjcd/aAEAJCECplCwCuOtd6qgRBAlHf71JDKcGEHCdB9M5U7y9KkKjp/trd+/GXn3oYD++ezhcXQvZeEVTb+DN5DIDoZyuX+fETycBys+PFfVwTwHP5z/880MfD54yk2KaPQ55Teb47tg8W8ISwj1zODzhMQ4PPGBw/iO5lNRDAeLYtiBqIib5RgLsMJgU56+bZZ+7YjXJBx1zdwmLLxaGJBpodN8p45raL4b0znur3eSUOcmYlgKefz7ZI3o9ZgUDOxTtjQREvYkrGM/BtuHY9tY5kyiTHpWlUMAK6lLH8NNntt98OTdNw4YUXYuPGjdiyZQvuuOOOzDLXXnstTNPsspUz185spLJqS9rZUOMpTTcrgj4bOvml6hqUausAAMf2fBOB72TX0UsA1WCWh8B8B+36MXC2PMrZC2WhO5X46/QlPWVkcemH8frRKsoFHX1VE7pOYeo0kdHrZgSIJOqXGIosCA0dAiHGImiQYl3XC6LtqUYJWdJ5XI4xexrMneu+AEGGFcD8Fpg7DwDYsrYP73nr5dF3j+2L2x+ooIsQYGKuk8kIlku9qxdkRiidARoMKUWDtWJGot7QKeYbVuLlDSBx7RqhEmKvjGcxyngGCadCOFRapok5IQTT80ngme7jSQmBaVC0M8AzVp9NiuRkVVQlbdAPOCbn2zh4oo6J2TaePboYOeNLWaWkR7eYmvEUgJ0jLU8rx6UOhYRZ34RKa0T/Cx0hImmLSzvK8lylM54c8X5V8CqAp/jdcvzwnha0+ICxDLjvZmoWUL3P1gyVc5dPn18/rItVAabj+fB9hv3H6vjrzzwSfe56fjLj6YmM2YO7prCotAeynHyqHsJMnJcZQypDHYpUqc667fqRiuiS7TG6PFzalp+jeJtsz+Ip7X7SWTPOhYiU3MYHPv4A/urTD6PVdsG5LFGIt//Y3hlMzInM37NhnbKhaWhZLhgT2SDG4nmhBiYARDTwvD6wgKQfi3tc9liUe5e1whwimGE7fhRY+8Q3nwYA0RYlQx/mUeZUNdF/OJkVE5m+OLsJAE8fmEuAm7bl5orV9GqrlGtcgL94PAxfvHMv3vsv92Jirp2b8WxbHgyNotlx4QcM5aKOtuUmAnEicCO+a7Y9lAu6yG4jGdiTcz25jxhcAkl6ciRoFl3jpQ/20b0zKJg6ygUDrhdgsWmjXDRgahSO6yfuxeQzvfs2GcI+nejO3BD093h7rpu8XjJzrgb01CCsrAHnEIJzMwtxW5pAoajbndnctnm54m9RYOa0OVMviL3jHe/ARz7yEdx99924++678b73vQ+f/OQn8Su/8isRtfbd7343br31VnzoQx/CAw88gPe///144okn8Hu/93sv8OhPzlZrPM9yU9upnKk0W2lUM2EWB2G3p0C1AgghGN9yIw49+TkAQGP2GQyuuTSxDqEaDLMKAGCagcBro9M8jnLfxiUVVs8cC9/Gp23zXPKMelq1bGJHWUTH5uuWoF66y3NmaUi16zkMhEOQUXYCECJecHFjc45iIVurSGjogT7HOczBQFj31iz5taTJ/W5e04d3/uwl+OevPoHdB2MQq2acPJ9h3XBFCKcopjbUzjPZUzVNlet2bgPGUSkamJ634PkMfZVCBC5Vx0WC0l4Zz1J43m3XT+zP9URLlakUyAwYw+hAEqyooC7OIJDMeZDLMR5PT0k/yyiMhlmCliWoh64fCGppuNxyMuF+wCNvK5HxlMCEx5/Jlp9pgSGRnWKJc2g5XpI0z3mY8WRdnf9oTGGmzPeT5yzK/nKeuA4dW1BzD52o47/9w324YFMRv/yq/qgu6v986bElz4M8F3Kaq9NhzXCly/KpDLTPQDUaOYuAaKNj6BRfujNZU+h4LKGC6vk+Ht07EwEZaZYjslyy5hAAOo4PCqEQnKYRp8ckkjnJDI9sRo+UA5xn0tFV9w8kQWVy/9lggbodQGQdxX5FlvHQRAN7jiwAAJ4+OIfLzx0DDes280xmz4oFDY2WC0PXIjEsuZ/0/RzVeHYZt+sFcFwf/3rr0+jYPs7dOIDfectOVIoyI4joecxk0WHKMjiER/+kPuYJsCEznsdnWth9aD76vG17ifMZK/kms1pimZz9hJnCdA9VIKnAe3S6hf3HBJA+MtnAuRsHE9t55Jlp/GTPNF52xQa85JJ1IISgWhJqwnKuu14ATROtmSghWDtSASUE9z55AoZOEyydidkW+irJ570si/ADF1LkRz5jWIp2u1xl18WmjdHBMgqGJuqtNQrPEy3Inj6QDLJG2cIuz0zOIei/4SsvD9/JD9RgULZPbng/qGwHJZjAw7Go2V7xOUeQAd3pwA9yW95wLK9P+NlmW7duxVe+8hVMTk6CMYYtW7bgT/7kT/D2t789Wubmm2+GZVn46Ec/io985CPYunUr/uEf/gGXX355jy2fubYKPM9y09IZzzMci5nFAbj2QigWVECxMoaxLTdi+tDdmD7yY1QGNsMsDuSuqxtlOJ05wNPAmQ+iPf8F5r7bhmMvoFxbvyzge3ofkfHDXESll2+UUhg6he/TsGdX/tpR3eZyqLAh+KVKxpMSIuhkyiI0pO5KIwS5EfXTYRG+BcC8OohezV1uy5o+AKKn2k/2TOOK88YSVFvpoKQvcGUJ4LnQchKOpbRuziljHMWCjmFK0LQ8LDbtiDKpNpFfaDrh8S2nxjNJtZX97damgIntBplMlAo8nTBo0Vc2ccBN06XEMd1+70FsHdOxYVAD53Ffy8QxhudDOrGuF8DUtUilcTmZAbU+LAGOPdnOJXkcpaIeUfOkUZJs9QAISrXaesD1AhQNTRzfEpH36UVLgMsUiGFBTOFN1NQ6gmr79R+JsoPdR2x88MsHcdN12zHYV8CRyeaS5wEQAQMZkFT7724Yy5/r6bnoBQxFDhyciK9ps+NhqD8r7Oa4yYyn4+X3NW3bPg6cqIPINk4QSp6lgh7RyRNjSLUgsWwPPFWDrAZQlpoicoy/fvNF+Ldv7YqOWWZsC4YWzRsREEgCKoTOfIJqyxgYBG0s4PH9AEgqLIdGKewcYRZAtJ4CBBOh2XEFTTN0uCOVai0NPOOMZ676LBe1gTIQtPfoIn70+Am86aXbomAHQIS4HAASIrdKyUA7ZDx0pZATwDRoBDD8IAU8w/P3jR8ly2Y6tp8ALmrAJSHM0wVMT8130Gi7OHdTDCQjMKewKf78Y/dH39tOEAlSpc/PfU9O4MYrNqBjexisFVAwdSy0HDRaTsjg0FAwxLOSEoJG28WX7twHADhPGcNi08FCI8l48QKG2UUrotebGsXkfAeEh4JPURAuBp5jgyVML3QveZlvOhgdLCdovrpO0ejkU1u71W2qyzAulO4l+yPxvTwW5f2SJ2wmQKTybFPv4TCGIL+N6s65WK9XEJsjlINLHYMEpK2OB7cvSPQQPZvtz/7sz5a13C233IJbbrnlNI/m+bEzm5u5aksaUYHn86bQcvKm6SZ0sxLRbQFgcGwnStW14MzD/MSjPdfXzSo4c8GCrDrj82G+1wmd2N6ejhRUEX/EL8fTYiexXUoICoYW928MX5iW7SfGySGAoUYyvnt2GEAkLiRhgKxhkniIc0Fl1DWhQjo13xY1pCSrfAkI8NJNITZ/EL3PBaEkFNoIwPw2mJd1kgGhALtmWGT7Pv2t3ZiYa+PbDxyOvpcv4nQbmOVkPPMaaC+VTTYNDZxznJhpR+uq69RDWmOvdjeyxpMxnqDGymPJtpwIMoBAvRZ2mOEoFnT0V7J1Jg/smsRT++fwzfumwDjLBVvSXE+0WfEDBies+QwYx7PHFnH/kxNdj0maqpSojtENOMBJYk57vqAI5xERRDZGAZ52TH+dnG/j7z73KP7tW8/AZ8nazTz7yTPTmF60EufQ94PYsedJwaC2LYBnWelzOtfw8Lnv7sFKypr8gEcZQJV6vVxHzQ8phM127NguNGyUwuuj2vGZJKXR81lu8MVyQiEgZdkPf/nxSMW51zw7eKKOv/jXB3HH/YeSVFsnCMWrln62yjmnUQJNCc7IwEKpGJ9z0bpGBdP594frBREtlacyMX5Yb6dTkpMtEqYGLnWNir65Ye2w3Ff6nZ5uiZRnacq8rL2TbSzmG0KxVWSVxDJ95fj+zat5RRgY1BWGlecHCbDt+bJvbXL9ju0la8N9MY60aJq8lmmzHNGGxXZTfWQRA08ZeIv26fiJljKq2W6A/koBa4erQuSwaKDedFA0dJSLBighCSEutS1LQ1H11ijFdEojIQgDV1JoZ65u4+8//yi+8aP92H14Hr4fQNaXS9bLFeclW3elbaFhZz4rmhoarWxpUhCwnveDmimWJQO5y/Kkqq1seRV9zaUQlzLnE1TfuLULQVzawMOVXU+ZoxmEKYF5mt4bB2VUKveqnX22CjzPclMzHGd6jac0w6iAK+p5hGoY2XgdAKA+swuBn33QStN00Qzec1svHOVimfvlklIHflLg8HSMSdqGsSrWjVZRLuqYWehgtm7BMCjcIMBcXXmZhptdTgsJzmOF1CiyTpIOlliGQNe02JEL18nzOibn25hZTL5kbNfHxJyghVqOn4rG9vbQk25cMjCQtre+6rzI8furTz+crHkLHeM0zFtK5l00I8/SrKxlUJ77KwU4XhCJAKk1ns0w+t0r42mGVC0g7lWpbiczJsfLAIKO4oQFirjIdx48ktnfvOIwcQZxzyO/Pu3eJ09ENZa+H0QO+J/9872Znp15lugnqGSYvICH81Ec4+P7ZvC+j9yHh3ZPZlsJhBTax/bOKOcgrgE8dKIRgeHj0014/tL33IFj9YRzPTHXwcO7p6KaRZVyLTMMpUKSiCRrLkcGltdKKmCxQ5gGLgPL6IHn+gFYyvF84OnJKGOu2pfv2pdc1wsyfVoBmT3Pnq/P3PEMrBQVUywfX8Ov/uBZAMDTB+YTyzheEIm5LIXL5ZwjKVVrcX2T59z1WYYR4LMsHbjZdpXMWzLrKucjoSTDGoj2ozy3BqqFCDwFQTzedM12oo9nl+nXTNWdy8wWB/D1H+7HP331CTy6dyYEA2IZFWil78/4PUsS89XxWEI0SmQsOYZTmXE/4Ggpzw0n7BecDvLkCd3IY/aVwJLt+PjQFx/DY/tmIuCf95xarlidoVOMDZZRq5goFXRUSkbinaWeD/WZVizoqKcArxSHcn0Gy/Hx2D7xLDlwooFv/ugAfvjYcQCSahtv5+dffg62rutLbOuaC0V2NQ2q5TnJa+3SsrzQ58g3CcYZY2E7lbzMojynyYCSOr+/8N09+ItPPIhj0614mUS9b5IJIe8PzjlIUIdrxcHE9Fh5+E+3YNt/NlXbn0Y7O5DKqi3LzpaaR71Qg2aUEHgxoCj3rUehPArOfCxOPdlzfc0owbXm4bsCfHAWwHez6oSn1Zbissj/AeXJevoynis99mJBR1/FxNqRKmoVE4auoVTQsWGsBlmzBIQjDumyS6vaynpO+YLj0EKarVrjqWsEfVUTBASlog4KmYXMPbRMS4FG241EEebqFqbnO1hsOok6kjyTlGKSYQbkL795bR/+7DdenMhASVPFc1TLc7pV6zgB5ut25CiVw0xL2+pelyrNCMWgjk030bG9xAtYZjl6PQMoIdi5XfTLVVuftDpehkYICHpkxtnuJJkGEiAcyqFXqiC1I4FETnZLjufh3dOhUmgItlaU5YtpeokaT48BPI5q/O/PPoKAcdxx3+EsJY3zqEYvGrcTO1CqQE7b8hO1m92snbpOAHD3o8fx9IH5iI4szQ1BVF4NNOd8ScVkaUHAI0CQDkS89dXnLrm+BBBqVvzwRCO3l1/aPD+bJQfENelGJ//xEyeywEG5H9JAXJrt+rGS55LiQuInpSTRp1UyPAzls47lZcCiZfsZUazb7j2ETjgn0vR5Sf0W2Z6lgSchgupeKRro2F5EYU2LC0mw4fVoPdJMUTBp2OOWM44fPCJ67d5+38HE87yqZDzTQmHCRN2weg0d109k/eUxF8PrtWNDfwTyv373/ng9TwY2GP6/Tz4Yfd6dUs8TIjh3PnwUuw7O466Hj0bsgTQrxnKyra5O1tTaRXU/AWORYFv0WSCeo1Z4DdMg/NE901FGMgpOEIKXXLoO/79fuBw3v2RrtOxgVVzrhYaNHz9+Avc/NQHXD3D/UxMiC5vzrK+3nWW1eoqmN89vvSLeB8lnk+pjfPHOfZl1JFX88EQD//VD9+Db9x+OakkTbXqYA+53f5bI53Ka8s1CQO36QU8RvVU7820VeJ7lpt5+9Azu46kapToKpSGwwIVUYyWEYGjtFQCAhcnH0UulVdOLYJzBdRbhuS10msfRbhxDp35EUGFPp5HwJb4Squ1prPQUD3OOpTJ93ay/aqJWNjFQK6C/aqKvIhRvI+clpMpQSpYGt9K5UxVqCY+Aa7g5IYseMPRVDFSKBjSdhDWeOdsngK5riagzgaCwMc6jWraAc9hRH7EuNCPGE/WmiM5d9+MarBXxh2+7Ejdevh4Xbh3CW27cDkDUfjY7bsa5oYT0fCnajo+J2VYENKXDt+fwQlfH/IGn4+jwUK2I+YaNfUcXE2BPOuppkJ62X3rNeV32MZkFnlY2E5XNTOUDDQC4/6nJ6PdGK4iENro5hAeO1yPQ4/lBxtHvZaJvKIt+l2Y5HDzqV8ejBvJANsPCmKg7TByf4sBOKvQuy/GWNb6OlQWeAHBitpUBKxFVMWe7LcvLtCTpZn4QCx+lM57nbR7C//tb1/Rc/5FnpuG4fiJwwAHsP1ZfMrhpu0HuOB3X76qgbaVUlgGgpYAfSRFPm+sGCrWw57AUldjk/WmFgYVkrW024CKzq2k7Pt2C7FeYVkaN6aDJdSSQVrN4gLhWVCPhvMjPeEoqfRCwrgfdSgWHCLJ1f5KaLue/Ok/qORROEh6Teiy2E6TElsIa7vA8Xbx9JAqW7FfaUjmuYDQcn2klKJPqOVONc5Ko701SmsXv6RrEtuX1DFwttycukCesE28jHSSS956hU+w+OB+pjUfjsn38+x3PJGiq6iV++VUbcfP1W/H7b96IgaqYJ4cnm/jy9/fhC9/bi+8+cARf+N5e/PWnH859X37y1l2YWbC63g/y+smWST4LGQPK6ZD3ivqsT1Nt88wLr79kQTzx7KxgOCFWz+Vh5p0xqdqN3HkslkmnYsW19zx2VpSVrVp3WwWeP0XWi2Z3ppkRZj2Z0kKlb/gcaHoJvtdGu3605/q6WYFrL8K15uFYCwi8DmxrHoG3dF/K52IEWB6tlaug8DRnYtXs6gqNEIJzNw3inI0DWDdShalTVIo6fMZgu36Y8RQOUHp2eT7DiZlW7BCEy4rsKJM7CF+ssdOgUYLh/hI2jtcwNlRGpWh0zXhqGoGhkaSTTwg0SsEYF9smomfgUn0VOZSMIFfA+hLnbrCviLfcuAO//eadeOll67FmuAzPZ3jfR+7DE8/G7VbKRQ3jQ2X096AzWo6PpuVFjpKsjTwy1cQnbn0aLcvDx7/xVGKdz383VhLVNYqR/hIcL8CcUl8knf1uTrq0oqnjqgvGM5/f8/iJTGZGqFH2Pqe242fGm2f1NgvpU93bowThnGOMw/HYkjWUAFAJM8acx6rDalai4wSIedzJHp2W7WfaHaRBn6hN5Ki3HHxPoRNbtr8sylfH9hOARJps9q5m1vywrYyX02pi98H53O3kmQAV4ve8d0J/tYCfe/kOmF2CFPc+MYFv3nMwyvCOh21Y9h1dXNLhc9wgIcIlzXa6ZzwLSu2onL8qA6CbiFPb9lFvOZiaa3elaUqLnfwU8HT9THblyGQzA55tqaCbsoBJ1eTk3Nl9aB5fvHMvWraXCQaXFLCSZhBIurlak6qazMz2ui/TGc+4nVH8GQvrO+WQ1WtTD8FSs+PCdvwILKSva8f2koGTgOG7Dx7BU6HSqqFRDPVln4WSapuez56fn8UNGEuIzah19K2OoDunM55T852e74N2Ts/JbtYtYJLu+QvEqrZfu3s/vnXfoQSzRNrhySb2HFnIreOlhOCVV23C1jUlDNXEs216IQbn33tIPIPqbTe6TqrZboDP3PFM18C4PIdy3yxAXA4Ecc3/6EP34PZ7DyXmWJpqm2deIDLZBeUdFM09ppQ1MNGuJm6Ll9ywdJvS4lA8/Ceq0V+1s9ZWgedZbmoEmpKzR+WLUh2GWUvUcxKqoTZ8DgBg7tgDS65PCIXvdkA1E4XKqKDgOs3T3ueTLxvo8eS/p5gKLOsoedfXzPKNhFlJTaM4Z9MghvqKgs7DhQiBJhGeYm3bg6Yp4hkcUd9OxjjUNSgRbQVaYT1XwdAw3F9CX6WAgqGBUpqrQqgRCk2jmd5yVBMZT1mzpWtUvBg5R7dQN+ciukwJAWdu4nos9wwSQvDLrz0/AjzSfva6Mt779h3QdYqxwVLX9SkhWDtUiVhSKkjdfWge7/2XeyPHTTUV5BBCMFQrolbOCvpQuvQj/YZL1yWPCcDxmVaifQYgQNOSwNP18czhhSX32bYDgHPYTgzYfvvNF2P9aKy0GgQcJdPAQLUQ9WhcykoFPTqXMuurZj86DgPnsm9AsgH8HQ8cSmY8Oc8Is9iuyNQ+e2wx8XnHWfrciOPOz3jK7IC6jZnFTkQly2zH8hKUv17mM4aAy4xZ/jLXX7oef/l710egMm2P7Z3BZNhvUtKz9x3tfp0Ha2IeOznZSwA9r6fjxVlzKUykUiVbVr6QXLPt4h++/Dg++vWncHSq2ZUyCMRATdNopsYzCFgCQO05spDpO2q5+YGGTigIxXnyHp1dtLHr4Dw++61nkHasVZGnb95zIPGdrlE4bqAAzy5UW787nTKd8ZS1tSqsizJKYSZKrd2stwSYOzHbxrHpFn7yzDQe2jWFtpU6Jyk6q+czfPaOZ6K/DZ12rXl3fD/DLvADhlbHi2rYo7Fynmivoe5zseWA8WxWcqHp4LPffgbdLN3+qZfl9RwFBNBOl58wDpi6hr1Hej8T7XDeAd0TBuuGTPSK80zOtnM/t8JgQWafro8vfG8PDk80wtYuIYVZRhYAPLRrCs2Oi92H5jPAcyk6uwhe8ES5iQz2BlwGaMQyHAyMSZp6cjtRVjTdT5bzqOTnNIfyV+002yrwPNuNK20pzgKarWqGWQUhNEGrHV7/IgCA1ZqA5/RuH6AbFYAQ6GGfT10vwXeb6LQmTiP4FJqtvbOYqSznKQacidFEL61Ttw+ZVaOEotF2BZjUaLQHR6HdlAo6ZsO2EbLRuASeNFSzJaGsbdvx0FcxE2PVKMGa4Qp0jeQ68oSKF7MKSiOqLeMglIDKfUbLhA5K2DBcWoKi5SwNlrrZxrEa/ujtVyWUXAfKFBLTjA7mO/OAePkL2rL4e91Ifm/FtD28eyqT0ckTLVlO7cumNX343Z/ZibHBMn71pguwLgR/Hw97L8q2BaKGVgSGuqnlPrpnJvfztD2y38EnvnUQC007cvIHaoVEhlb0KTVRLRvoWB6MZYBoTaNRndVMmBnIAk9E81PNUOw6OJ8UwGAc7RTIscJMXbqWy3JWkvHMLmc5vojqK87V8Zk29h1dyAWY3QBsniUynj3OIaUEYz3mqrSLtw2DAJhesHJpmFecN4YXXSiy6LbXhWrrBV0zto5CbZXUTNvxowx8x8oHCc2OG7WzeHL/bOb+mF7oRAEDee5oimpr234GeNlOgH/+6hOJbVmOn6uuHSme8vz78cCJOtIBOxVMPvLMdOI7Q6ewXb9rxlPO3wd3TeIjX89nGhw4kay3dr0At/34IA4cqyc+j2jKSGY825YnsqGBUBT/P196DN998AgefmYqdex+giWRFiXSdYqbrtuCscESfvPmi/DuX7gs+m6u7iTE2gChdjtX7+DodBPTC53omgUyOxueExVkSoEnec9vGKtGgb9eLUo6y6ipB4DvPngY/94FwMo+vWkrmFrU8qqbeb6iXNwFeJoGiZ7NeSYF9vIsL/t/54NH8MNHj+MrP3hWZOpDkTu1v2hVEZlaVESNpIgXgAx9WD2mdMbT84MoMMMYw72PT2Cm7oEzH0Eg7+usmJVQNc/xB4ho6fPT1svzP5utAs+z3NRHVqJ+7SwwqhdANRMsiF8ChllFsSKcmJmj9/Zcn1ANulmJwJf4uwrPrvdUxn1uFtcqLmW96lRPnYU0wlP8IO6vmlg3UgaocIZ0jYISYGK2jVbHxbHpFizHR6VkoL9qRo40IYBp6iJaScKzRQRQtB0f1ZKR6Rc5UCugVjZFewLGMbvYwUzdQsA4KETPT6nU6QdMUH/DDCcFgaaLZaIMQHguFpoO6m1XqQ0K9RiCBjj3U2rDKzt//ZUC3v9b1+Btrz0fv/rqcZy73oi2saZLFglAJBoix7putIr/+5euwP/43evw0svXR8u9/toteO01m6O/v3jnXvzLfzyZAFV5QH25ogvnbx7CH//ai3D5uWM4d9NA4rvXXbMZm8ZrAIBv3XcIAHDOhoGEUMZbXy1qRe97aulWJwCw55iHI1MdfOeBIwmKmZr9kUqUj+6ZwT9+5Ql86a693TYXmUZJBF5nFi20LS9FtWVhBlFca/X8aEoAQCoNyzrhdaNijtquj+mFTgZwifq25QBPLze7IkWL0mDlW/ceyq0pa1veCqm28hz3XnZ8qLeDDABrRytYH/YAPZgCNYBwNOV1tF0/d/yOG6DezoJWIAQw4XWQGc+27Uf3itrOQjUV4Fputgat0XKjukN53xQMDa+7dku0TMcRokFBqp4tfc0s109sIxq75UO2iegmNpW+TzWN4OqL1gBIqskCgp7q+iyuSU338dTjv2cXl1dWsuvAHL529/5IHVhax/UjinKixjVs68K46C0rbSKVYUsrx6bnsqFTbBir4Y9/7cXYuWME29b145yNAwBEti4d5PGCAK7P4XoM83U7Oj7Z21TuS81AtiwvQbU1dJrLBElb2/Zxz+PH8dUfPNs1c8w5x+33Huq6DT+Is4BqFr1bSyHVXD/IpdqmRoBfvelCAIKCvnlNLfHt0alW3krh2LOfWcpzcbHl4H/928P46NefxJ0PH43uHUuZ95LxIMfLQ/A/2QXwCkE4DkNXnumWFwlbPf7sLP7tW7vxqe/OAjzo2hJPDl2UMStZei593GX0FF+1M9ry5eLOYPvqV7+KP/7jP858/tu//dv4wz/8w+jvL33pS/jYxz6GEydOYOvWrfgv/+W/4OUvf/nzOdTnx84mpJkySnVoRhmuXYemx5TD0U3X4+jur6Axtxdjm2+AbiwdlY+2qRnw3QB2ewYVo5Toc3qqjKczmunvE8nOeNnTRRDhp2HbhBCMD1dQKhqwHF9Qby0X9ZaLclFHsaCjbXsYGSihWNBx8HgdpYKOgqmJekseRDRYChH99joM/dVCQkFRWqVkoGBqmJrvoFzSoWtUUIYg6IKMcczWLXg+g2lq0feixyjNV90l4oXtegFKBT0Emi4IawklGfrcHn+EEFx1wTj8tgPm+ZDXecNYDdWyETlAqsN2ZLKBJ/fPRk6aRgg2hiDvZ27cgTe+ZFtCAOeai9birz/7MDq2jz1HFvDxbzyF33nLTtFiICezdDKlL5fsGMX3Q7XLi7cNY+u6ftxw2foEVe2K88exc9swZusWxgbLMA0NRyYbuFfpsfnqF2/CjVdswB1dapsA0ddOXidTowkgWG+7+K9//8Po72dTGZo8m2/YGOoriiBDy8HBE/VkpD4AFps++qse/KaVcLAJIWi0HLhegMWmnag/Hekv4cRMG64XoNnxcGQyCbg6mTY++WY5PubqWcEzy/HheiwDXtu2h4VG1rFr5Qg9dbOAMTAu5tBS1OvtGwbwvYe619PfcOk6mLqGczcNJlonnL95MKJY91fMCIzZTpCbFX183wwe3ZufHVeptPKesV0fE7NttCse5lJ9DE2dor9WSFDDbcfPpdp6gRD9kVnkgqnh8nPHMDJQwt/++09guwFs10vMizyqs+MGkdhStWzgJeesw10PHw2ptvn1wdLSis8aJXjzS7fjgacn0ex4sBwfhk7xka89ibUjFbzphu0RzTANSvJaaCxlee04AKDedDBUK4bCSPE87Nh+JAajBhEmU70T25aXAHnp+WnkjHXdSAX7ji5iZtHKsAh8X6jBFkwNfvg8Z4zjW/cdQsfycF7IxFADMDI7K+9Fqc6+lLU6Lr7yfQHEd2wYwCU7RqLvOOf40l37cN8S/YNVJW2dEhCNwvECdML3Ui/r2H4U7OjqonCOkf4i/vrdN4AxHgV3Hto1iX//zp5E7Wfe9tOmguFv/PAADobz8qFdU3jDS7ZizXAlUXOs0s1laYDso5lnXpgVVb9faDq4554DWDNSQaWg1OZaPnzfjajEkkbLOcet9xyA5zFce8laMC56iAPA5Fwb9z85gRddMJ7pFbtqZ5eddcBT2sc+9jHUanEEaHw8Fsy47bbb8N73vhfvfOc7cc011+D222/Hu971Lnz2s5/FZZdd9gKM9vmxsyvfKcwwq3Ct+cRnlf4NKFbGYbenUJ/ZjeF1V65om5pRQeB1wHwHmrF0RH9FJiQCsZIM2fJrQk/SVjac7OqcwW5NoVAeAdXil4OuUQz1xVmubesHovqhVlhz1l8twNA1zFdtWK4PQkQWKwg4iM+haaJVSsHQUKt0j0QP1gqg6wdwZKoJXRPKwbOLFnSNiPpPJrIWlRAI6zUCzwugaVQsQwgsx0e/FoMvSohwYnwGFADGAsCbB+EMPHABegprokUPGQCAoRP8wS9ejoKh4Rs/OpAAnm3bxydCSiuQ41imBF8GagX8P29/EXYdmsPnv7sX+44u4o/+z49w/ubB3OyTdhKO6Za1ffjl15yHuYaN11wtsqxXXTCOUlHH7IKFrev7owyoaLcj7JZXnovZuh3VM910nWgF0NfjOgdBrOZoLNF6Zjlmu0HUvqFg6Gh1XCw0k0BlvulBo034+kIiu6FRghOzbRAiKHvfuOcgDk8Kev/IgHhutC0fI/1F7ErV3VqOj+keTcx/9mU7RDaFI7ffp+0EmFroZLJInAOOnc1kpQVjepkfxBm8pTLg52wc7Pn92pAKfv2l6/DDR49F4GJ0sBwBz1LRiHp82q6fC3R6lYep16S/KuZOx/YxOddBx/bQSNUCuj7DjvUDCeDpeEGmBk04wQHaVtyLtRjOuQ2jVRRNDbYbYHbRTgQAXI9huL+YoILaToDjMwJ4GzqNBG7aYUan2fESKs6qpVkBhkZRCttZNdouphc68AOGfUcXse/oIl79ok0x1Tad8TyJ+1ujJBcUzyxY2LK2LyOuJECRABq2kiVLZwbrbTcBZtLfq5kvaetGROZ8selgY5hF3zBWxbHpFhjnsBxflHVwoY77w8eO484wMPLGG7ZjzXAlEfBpWz44izOepi7eB0vZ0em4jGf/sUVcvH0YjAkq/n1PTiwJOgGp8huCR0JQLupwvACfvPVpnOhSfymt1fEi8bRcqi0hCAIGTZYHKKdyx4aBrmJ80hYaFjalMqQqE2Q+FcyRmc5uCr6SGixYR/k7lkBc3cat9xyMepn+9psvjj4/MktwsdeBaRYSQfNj0y18LWy9s3a0ggu3DkOjBJ7P8Mf/+GMxloBhw3h3CvKqnfl21lJtL7roIlx22WXR/2vXro2++9CHPoQ3vOENeM973oNrrrkGH/jAB7Bz5058+MMffgFHvGp5pukFUGpEPTml9Y8Kisni1BMr5vNregGMBwiC/Ejvc7UkRbPbQsnvT3987uT3wAIfjHnwvd4vS0C0/6iWTawZrmDTmhp0jaJWNrB2pILh/hJMnaJgaKI/p0agEQEcN6/tQ7VkdG33QQjBQK2Arev6sG19PwaqJvorJnRKQQmB5zGhuFsyUKsY0CiFzxgIISiYOgyDoloy0bTcKOLKmBCTiai2jIHABxEaiVEAwQ9YhvZluz6OTjeXKbvPAcSegK44ptdevDY8bwYuPWcksZahJ4F9N6tVTFx90Vq85aXbo8+eObyQybgN9RVx1flZxdrl2IsuXIPXXbMl4QRdtHUYN16xIQKdefa7P7MTP3PjdrzzZ3ZGn21Q6pIktU6aSo/UKOmpANzLfuV152PzmhpuecU5EV1xseVgZKCciYYzTqHrFH1VMwH0g0BkFPoqBTzyzDQOK5kpSStu2x4IITAMMW+lEqznB2i2BRhcP1rFf3/7VXjZFRui9a88fyy6tjMhZXD7+v6oj6bt+pica2Mh5QBK0Y+0NRSa6qtftB5X7CjjA7+2CW+8Nnu9A8aibMVSvT81SvDiC9d0/X4gvD6DtSIuO3cs+nzHhv54fwGLMp5pUZ7lmOXE81iKTc0uWhgfLKHZcXO3uSM1r9pK700Z3BDKmUBDyeLIrBEhJKrDm11MZsJdL86QDoSiSa4f0291LRbNaXY83PPYCXzsa0/ioV3JGkhpi2kgHt5jsr722FRLaQUFPHu8HgGabuJCK7FubXhu/fFB/PCx4wKgK8ERyxHZdcZ5br2x7D0sAXM3y6sLlxT2/cfreCA8X+ocveP+w1hs2GCMwfECHFBEvSbn23C8AK4CoNoh3Vf2EzYMmhv4ettrz8eGsSp2bh8GkGz19MzhBXzkP57Ef/uHH+HIVBNf/+H+xLrXXLwWeeZ6cW9KQuKM4lKgExAtaySAywOebcvDYtvJZVUM9hXxphu29dz+XCPr+6h9eOX5kiYp1d0EzGTdsQCe3cEp58ks+ZGpGOB3lPv4yEyQKLGS/suiwpYQgmHiczW7+8NHj2Ni7jS3zVu102pnbcazmx09ehSHDh3CH/3RHyU+v+mmm/BXf/VXcF0Xprl0DcDZYkaaLniWyUxTrYBCeRh2ewqcBSBhFqoysAUA4DkNLE49gcE1l65ou4Tq8OwGjEL/kr3nVmYklB/vZelvk7WHp87il95zAZ4kDJ+ebME+IUIgaLi/hEbbQblooFY2YPk6dJ1i87p+GDrF1vBnL5PUrfWjNXgeg+szDPYV4HgBCoaG8eEyCBHZzrm6BRqKDWwYq6HV8dDoMCw0bfQbwiGRPUMbbRcUHAQBCGRtUviyazvgoOgL6T6AeAGbOoXrB4ksZBCwRFYxcjzCWlvGOSgh0DUCy2HYtr4f7/+ta0AgMoGOG+DeJydgOR6uu2Rd5Ngux268YgMuP28M9z55AsemW3C9AEenmvjl15yPnTtGlt7AaTBKCF56+YbEZxdsHcaf/saLoWsUrhvgL//toeg7FURolOKcjQP48RP5tNxeNj5UxnveKvr+dmwfj++bxdHQyUlTrh2fiEwIJYlAghcwOB4LlXGTz4iREJR0LEHDlA5Zf7WAmUULthugXBLPXkOnWDNcibKD8thGBkTPVZkpq5QMXLhFOL62G2DtUAX7CguJ/QaMo2VlHTu5f0qA11+7CX4bIJSiv5oFlpzHdYXVJWrNAOCWV5yDdSMV7Do0n1HjHFPqlV92+Qb8ZM80RgdKuGjbCG66bgvufXICl507GmVTJuc6y649lCbPDyGx2NaJsMejSpu88vwx7D44jxddOJ4JaLQsD4dONFAu6kKZmHPc++QENo3XIofb0JOKtkN9hUjNWc14BiwGMtWSgcWmg47lR4wiXaOohNf+0EQjQ6Vdypxw2+dsHMCzxxZx+70Hcf1lcX33p27bFf3eTVzoVNmdDx3F77xlZ0JcSSr9cp7tjwmI+008G1nPrH9e9mx8qAJKRAZcZvvLikL40wfm0LY8/NJrz4PjBgl679RcB7sPziVEg5odF8dnWjge0sCLpo6XX7ERluNjzVAFX/vhflyyYwRXXTCOqy4YxyPPTOHJ/Un2wvRCJwI2f/e5nwAQDJxrd65FpWjg2p1rccmOEXzka08m1vvqD56Nat0pIV0VfPNsoelEtelpyjEAuD5H0aRgMpjCeFRWoFHxzP36D2NF5IFqIQHaFptZjQs149lOiSvJIFq31jHNtmidkw5SADHt3nb9UGFYVcONt6c+F6YWQ2Gq1LO6pTA7FhpOxGI4Pp2sZz1wbLFrQGDVznw7a4HnzTffjIWFBaxbtw6/8Au/gN/6rd+Cpmk4cEDcjFu3bk0sv337dnieh6NHj2L79u15mwQAvPKVr+z6XRAE0LQzq2XJuSM7sGVgAzb0nZ03ISEEhdIQXKcOxjxoIfA0i32oDGxGe/Ewpg79ANOHf4Ttl/8GdHN5KqCaIfqBMt8+pXTb2A1YBkiTD1W+zOVPxk4RpubKvydrhk6jLML2DQM4dPA4ahUzApvmCqmVW9bFWZX+aiHhdAWmhmrFRBBwbF7TB40SEem2DXDOMdvowCwY0AiB7fpw/AAFLUAJHIRq4Ey+4ELapyboaJKmRYhwCNTsmeMGWGjaMA0NlBD0Vc2wkTsDI0C7Y6NiMOgahaFr8JnItAwoWb1iQccrrtq4ovOgWl/FxOuu2RL9LYHumWYjiqrjhtEijs1kHSGNElyyYwSvetEmrBkuY91IFT/ZM4VnDi/g2HSrK0UQQMLJ27K2DwDw6N4ZTMw9lBDFAIC2zcDBwHmQydA0266o/005QCMDJRg6heczzNWtyIHqr5qYWbRgKTVaEhyo4kuaRrBpvA97jyxGDrZGCUqKk211qUs8NJUvugEgohUL4+hTxGkkGFCtsERfV0Bk6G+8YgNGB0sZ4Klm5NePVfHff+UqlEsGNErw6hdvxqtfvDn6/qoLxvHw7qkok3PTdVtw0dZh/PVnH0lsc81wOXONAAHMh/qKEfVSXa+/auJXXndBYvlXv3gTvhv2Vu3YPltHEQsAANXmSURBVCzbQ8tyYeoaHto9FQnDyPstfZf0VcR9WQ9bcqgmax4lcCch3U+Oc6lMsrRzNw1mzql0wF9x5UY8fWAOR6aa+M4Dh3PXzwBPffn3esHUcpV40+b5LBGQaXY8PPHsLL55z4GM8Ji0czcN4qkDcz0zT2tHsnRI+Y6YUUBIeo4emmjgmz86gJuu3ZKgop+YbePcjYMJVdV6y0Wz7WIqBKgj/SXUKiZ+8VUCEF6wdQiDtXgOX7xtBCMDJcwuWhioFXDNRWtwx/3Jc180Nfzya8/Hjg3xsadFoKR9/rt7AIj5kW6xJY0AuGjbcKJNVsvyogmZRw3m4EIwL1R8dd0AHBzNtouBWgGUENzyinPw5bv24XXXbsENl63Hn/zTj6P15xt2JkiqzoU0XVbWWXejGLdtD3OLFh54ehFPp8oOhsLnXsf24XlBAryqJQKHlNKQliVoyq2Oi3qzjWKNwdAJjikU6IVmrAeQDnDMN52oLnTVzj4764Dn6Ogo3v3ud+PSSy8FIQR33XUXPvjBD2Jqagrve9/7UK8LQYq+vr7EevJv+f1Pi2mU4hcvfiOqZhkd//RQS0+3EapB18tw7XloevySWLfjdXj2Jx8HZz44D7Aw9QRGN167rG1SqsNnPoLgNNR5LlmzqRRdnk7QGW6aI18+fWXbYad2mJxjuL8ELafO52QsHenXNIpzNw7C84MI0K4dqaCm9YmMQrEshCaKOjRKoeskrOvkoFoZ3FuEPGAKwKAiMyr3wxhHwdSiVg6Mcyy2HYwOljA530G5YGBirg1DA2DbKOgBbIfDa9qolA1Bu1rogDGO47MtjPaXUqDh1NiZCDrT9gc/tw2P7zmCQmkUhVINn7njGVRKRlj/S/CGl8RBwjeMbMPrrmHwmVCgfeCpSXz5+/sAAJvX1HDRtmGMDpQTgGj7hn5ctG0YTx+YSwAaWcM3Me/j/l0eHj+0O0ODa3RcjAyWMp+XCzrGh8o4Nt3Cv976NC7YMgQg7rsq2oMklUc3jtdg6BT91QI0SvCqF2/CselmVAu5ZW0fdI1isFbAQtPB//z0Q1EG9OqL1qC/WugKQKSdu3EwevZwztFfie+vUlGHm6qHXIljJgE8IKjhl50ziiDgCbCjZkB9XzAJBvsKIITgNVdvxt4jCxEwOG/zENaNVlErm2h2XOgawTveeDF2bBzAo3umYXsBDp1o4Cd7pnHepkG8+upNODHXxsuv3IhPf2t3YmxvvD5LLXz9tVuwcbyGT3zzadEKx/GxMaxBVh3Vux4WNYJpUC4pmVYPcCYZGK4XYF8IIAuGtqRqqbQbLluXAZ7yeaXrFL960wX4+y882rWGN12z3Svj2V81o96Y29f348YrNiTqybvZzIKVbFHScfE3Iejf06VH75tv3I5dh+a7KsK+/x3XdM22V0pGAni6HsOODQOJXrlP7Z/DU6nM5MxCB0P9xcR8nG+IGvPZuthemkGSbhdUMDX811+6ArsOzWPDWBWjAyWsHanAcnxcsmMUHdtDtWwmlIsBoT5eKRlRpvB33nwxvnTXvqieuW15icDqxrEidAr85psuh+0GGBko4bYfH8ADT09FAj4yu5enait7YMuMHwdHuaAnaOnXXbIOO3eMoFoyRH/p15yHf/+OAMITcx3M1W30Vc0oo9pLDK3V8bDQsBMCYmk7OtPEv/zHk5nP+8pmFCTce2whUz4gTTIbAKDZCQXdAMzXO2DHFzHcX4kCCIAAnpK++/TB5FxYaNhwvCA3W7xqZ76ddVfthhtuwA033BD9ff3116NQKOBTn/oU3vnOdz7n7d95551dv7vwwguf8/ZPtZ36Lo4vjJmlAXhOHSzwIoEbTS9i04U/h8NPfQEAMD/xKAbXXAZ9uUCSUPhu59TSbUnYvmTZptZs9V6PMR+E0NOixLuUidYvp679C8/57VSbodMEdVejBJQCpYKGc0f6QaiOtuVB1wkMXYPlcWgaAE2D44rggIyaapqI/LueUNprdTxUywaCUDCo0XZRLRmoVUxML1goFTRBteQMXDdRr7dBKAXjLKoBo4TA9QMUTQ1Nyzsp4Hk2RnU55zg23cJwfzHKTO7cUoBeqoGag/jTXxc03G7HpWkUkljykkvX4cJtQ7jr4aO44bL1uX0nCSH4tZsuwDOHF3DXw0cj6uO1O9fi+48cww+fzFIhJSj98Jcfzx2DaWrYNF7DsekWJuc6EaDtq5gRVfAHjwolYFmHZ+oaPvA710ZjKhgafuctOzE53wElgmYIAJefO4a7HjmKVsfDg7tErZmuUbz+2i24fMcAGovH0Fer4uv3TMINCA5MxI7cK16kZssF8OyvUNTbDJfsGMWPHjueezzLsXLRwFtffR6aHRcvumActudjrmFhoFZMOOK268PQNTQ7LgIuej0WCzpGB0p4z1svx5GpJi7YMgQzDDr9wS9ehnufmMBl541GwHDNSAWGRnHDpevxK687P1K0PDHXxtrhCv7gFy7DPU+cwMRsG7/82vOj2k/VCCHYuX0kyip+9GtP4XffshPrx6rLyvRK4Pnw7rg2M9GWCcBo2BPy+w8fjZ5kpkHRt4yWHQBwQRhYAAQY9AOGNyu12sP9Jfz+z1+GL965FweOZ4Pipr4S4FmIgOdVF4wnMvDJ5WKACojrqWbAlophvvml2zHSX8JwfzEh8KRarxKCS88ZSdCTt63rx7WXrMV8w8bffe4nGUVWCWr2HF7AvqML8FJ1iJ/99p7o98Eu+/V8Jvo/6xTFgo4rzovrlS/ZMRr93k0RlxKCN92wDfc/Jejb528Zwn/95Svxue/uwdMH5rBhrIpXXLkRj+2dwehgCX/wM+tE3+CSiWr4yHrDS7bhpuu24pO37cITz84mtp01AoK4hQxjPAxCJMGjqir8ogvXgHGRhZ2aa+PQZAO1sonxoTJqZaNn9rvRcbu2SZHMj7z5CYhAQl/FxELTweETza5BlJZC7+04DJOzFh492ES1CGxFE47HExTgxaZQKd91cD6jkj5bt/Ds0UVsWtPXU8xu1c5MO+uAZ569/vWvxyc+8Qns3r0b/f2CntdsNjE6Gj9QGg3xoJPf/7QYISQhRnE2KtsCgKaXYBT64VhzMEux0mKpugbnvuj3cPjpL8LpzGLu+IMY33LjsrapG2W49iKopqNQHjl1gI7nC4AsY7WeZrUmQamBUnV5AjHt+hHMHnsQg2uvwHMDeEs1iDn57b4QxsGh6xSUUpgGha5pMHSKDhf0noJOYXMGmZkmhEPXOGabLZRKZRgaQamkg1KhyNtou2CMR21PKBHAZPOaPviehyNHCDgRDgSDoL6ahhC06Vg+SgU9eqHGYhRL36dty8N808b60WrPzGYQMKHASbIR/hfCGBfOeb3txpRYpS56pZTrwVoRP/fyc3ouM71gYXyojD/4xctxfLqFQxMNXH3RGA4em8GhqZgJMjpYwnmbBrFupIov3pntE3rJjhFcsGUIlBDcdN1WzCxaODLZjLIFfZUCzt0kappUCq20haYDP2ARwCKEZPrWvvaazWhZMegEEC0zPlTEcLEAohv4zdeOgGgmfryHYs/hBfzSq89DrWKCR6JpHBrl+J3XD+LAbAUvvngTOraHR56ZBiCyMt3Msn0EnEdZKccLYLs+No5Xo2w/QjVqN6yvBkTmf65hw9Q1aISgWjLh+EHUXskPGLau7Y9AJwBUSyauumAca4bjuUkpgR6ql8p7gXPRliIIOLas609Q7cX3AQjJzp1fvekCfPjLj2Nito2/+fdHMDqQpHJKu/L8scTfeQ7rSH8xqiHUNBJl1tUn2cyChWJBR7VsJGrSpF11wTieOTSPdaMVaJTgN26+ED989DjeftMF6K9kgdH4UBnvvuUyHJlqRjWG6nlSLQ1EVVNp5IR0F5Ya6ismgOdCw4nVWZH/1B4dKGGx5eDK88cjEa3RgVJX4NnLXnrZBvgBx/b1/agUDYwMlkAJwUh/Ce+65TJ85D+exGLLwUCtgIu2DuHqi9fiy3fuw5GpJv7xK0903W6tbEaquWmbmm+Dc0TP8JOxF1+4JiHEVSkZ+K03XYyp+Q4qJQPVkoE//fUXCyGyYAZ5Z5IQgh0bBhLAk3RRnhbSC2IbAecwaPegt7yPZK/Pw5NN/I+PP4DNa/tw7cVrcOG24a6ZSEDUUEpmQNp2bBjA7kPzuPWeg/njhFC5Xmg6iRZcS9nffDXOYlYe252pO/UDjh88cgx3KuMaGyxjeqGDA8dFW7KxofIq8DwL7acCeKq2bZug5Bw4cCD6Xf5tGAY2bjz5+qoz0c5WoJk2QgjMYj9cez6T5aGagdGN1+HYnm9gYfIx1IZ2oNy3vsfW4vWCwIHVmgJAQvD5HM+XBJ1LYSpJh0so4C6lhMvAWH60MM8OPP5pAICmFdA31FvlruduOUKq7Snl2p7Cba1wn8quC4aGUkEAT3OwiBotwuWi9snnDgpFASo1wjDcZ0AzDKwfrcIPRBNw2Vpg85oaBmsFIVJECQxNqPcaGgcBwDiBLqm7VGRYdY2i1XFQKZdg6Ayez7DYsuF6LByXjlJBx2zdEo7XQDKT37Y8FE0NfsASjnzaGm0XjHOUTB2W7SfqCE+XMc7heSw3syR6zulohQrDnLOegZpWR5zTlYhzqBYwjqKpRZmS9WNVrB+rgnOG333DGA5MOGh0fFy0pQ+1wbgmsVIysPfIAhjnWD9axdhgKdFepFIy8Hs/dyl8n+HRfTOotxxcfeEa7NggGBSNtgvH9XHlBXGgyPcZTKM7OGh1XBiGhl96zXl466vPxcyCBUKE45Yw5V688fINuDEl4CQ49sIRHenTsGbNKKiu4ZZXnourzh/Hjo0DPbNjs3ULpkFRKergXFDXdI0iCDgKBS2sO9MSdHPPF31Hi4Y411Qj6KsacEIM4/kMfZVCQkUWEPVjhAgxJ10TKtU6JdDC/UnqJOeidYQfBGCMJ0AX5wyeNQWiVWEU+uD7LKJqV4oG/q+fvQSfuWM39h5ZzAWdpk7xtteen/hs2/p+bFlTxMyih7YtAgvrR6sR8AwCnqjPVtcDhBPc6iSzQL9580W4aPswPJ9FbIxLdowmsmrdbNN4DdftXJvojZt+X40Pd9c4aHc8vPml27D70AIuP2+sq29QNHW8+MI1UeDjrz7zcPTdxdtH8OT+2cw6G8aq+G9vvyoxp9YMV7Dr4Hxm2aWMUoJXvWhT7ndjg2W89x1XgwCwXB9ty4Oha/i5V5yDr939LA5PNMC4YCysG61GWbjrL12HN92wvat4nczanQ4bV+jnsmVY0AOP79w+glvvORBRv0dTz/2AcRBKAcV3YIxDo/mSDh3bw1zdxrrRKtYMV7B9fT/2h+fl8EQjodadtkt2jOCJZ2dxeLIZtZICgCvOG8NP9ogA1qXnjGL3oeR1Vtu57Ng4iKH+ZH14rWygbfsgAF5z9WZ8675D0XeXby/i8QN2oq46DTql3ZkCw+dvHkSj7cB2A/z7t/dg7XAFY1e+8MHWVVuZ/VQAz9tvvx2apuHCCy/E6OgotmzZgjvuuAOvetWrEstce+21P1WKtmk72yEooToI0cPIdnJqVge3oty/EZ36UZx49g5sv+zXIwXcXmaYVXhuC441H2ZVT1X/p+W22cj72WVpzpctSsx5vH/ft54zaOQr7E267O2e8i0uc6+yHYFGsW19v8imgKLTqMPgBgxDQ7mowwVHwaAYqJoo9lVRKFYTAGjTeA26TiNKE6UkVK2NHRzBvhafB+CijUyY0emvmjANCtsl8AMWAcwgEEDUckSPQU0nWWcbHCXTgOeL9VwvAAfgOELAQaMkzFSIVjQFU8PconVKgKdl+/AClogmT8y1UTJ1DNQKqDcdtG0P68JsrOMF0IjIEEsnaWxIRKdLcOE7LorERc1EpJgp1YLrHRc8lOqvhuc5CBhmGxYqRRPloo75ho3+SgH1tiN6wqqN60MnXwsFotQMpEYJzl0fOnaEJ4Jal+wYSTSO72a6TvEiBVxuKNbwO2/ZmbssIaI/qawXbrYF6CoVDVACNDoegsDBxvEaCCGJmklAAHrH9UGNAJ7rwWMcI+Ei8fxQnydxvScgAi3nh/Wo3Yz5HehYRKU0DssRvXerZSNSoyyZOjSNglKRHZtdtGA7oj8nA8dwXxG2F0CnAvjJbFkQMOg6hUYIZusWhvuKIISIzzSKqbmOCADpGigl0KhwspkXwAuYuD8oBWM+ZhY78BlHydDBwGFQDqtlIUCANeM1TC2K+mlTF0JeRVPDb795JyzHx+P7ZrDQcFApGfADIQ51yY7RDIgrmjp+/80bwAKCz/5gAbWyibUjFTy6V/QdHOkvYny4kgAt1168Nsr4Xbh1KEE/fN01myN16XSN4HLtlleei+MzrQQIUK3Xdtu2h5ddsREvuyIOrktKuWqlgo5fes15WDNcxjd+FCujVoo6fvblO1AwNdiOnxDDkYE01V56+Xr8+PETcLwA520axJ5ULWsv45xjYq6NasmMnjGMcUzOt8EYx+hACa2Oh9HBEmwnACXAz73iHAxUTDxzeAHD/SWMDJTww0eP4fpL14ua8S6ZQyYDGr2ayZ4O6/JOHqgV8Me//mLUmw42rall5mXAGHQiwgaeH2BmoQPXZ+gLe2afmG3BCHtsaxpFJ+x9Wm86cPwA73jjxXhi/wx+/MQEOOdYaNhoh0E5jRJsHK9FVOdLdozgwIl6lLnXNII3XLcVV10wju3rhQr9VReMo1zUsefwAjq2h9dfuwVDfUW4PkOz7WJsqIzxoTJ+72cviei9V1+0Jmpx1LF9XLh1CItNB2sHgZoxh1deYWLvkQUMDVSxeZTgvr0a9hxZRNHU8ZJL12GwVsB9T05gtm5hZsHCQtPBJTtGcP2l63Dx9mH86LETmF3sYHAZ7chW7cyzsw54vuMd78DVV1+N884TqmV33nknvvjFL+JXf/VXI2rtu9/9bvzhH/4hNm3ahKuvvhq33347nnjiCXzmM595IYd+mu1sr/IUgkBUN8G8DmihL/O9FBvy3Raa88+ib+S8ZW1XNypwrXn4Xuc5A8+wMnBZyyV/X0qQCCsCj669GP2uGeXnePVPA+iMgCzPZLCfb5NA0g2ZRtWSgf6KiWqliGK5hk6HolDgqJVN6GYy65Z+sVEiMjXR4UTXTNSXcs6hhV/KnqZrhstotl1BWTQ1bBirolQQL/IgYCBE0E+n5jvwmQB7LOBA+Hmj7aDViZu1V8oG+vVCpFp4YqYFMwRjs4vd6VR5xjhHo+2iXNQTWVWZEauVjejaUQI0LaGqGITN1oOAg+oEc3UbARMAeaBaAKUEg7UC5hZtdBwPw2UDTdcD6biot4XQzOhAWdCZQaAbBI2OB4Tgtd3x0F8VIjyuG4ASgvmGBRqqizoK/TNg4jwUCzrmGhZ8n6O/YqJcVJx0QsB5ABEwOn3K5ISSUEk5gOu6ABXzYLHlgDHRosdmDM2Oi0rRiAINUqjH9ToocYaO5cB3PZgmRcf2QAnBYssBpQTDtWRlv+14sJwOoFGMDpbR7Liolc2u9GzmLcBAB0WToNEOoGkERVOHGwL4WtnEhvEqNCrmuczKjw+Vo+uuh4EVhLWZgJhL/RUTJVPHzGIHHduP5mypoMPzA5QKOuotF8WwhU2zI4B5wDkoiGh5ohEM9hVh6hSWE6BgUCFEwhiMgoaFpo2+sgk/4BisFTC7aMFyAzQ6HsYHS7j+UsGGCZhwuvurhZ5tnDSN4DduvkisEzDRw3eqiTdevw3VkoHffctOPLhrEhduHcal58SZy5dfuRGD1SKmFtp49Ys3R8AsYBxzDQs6XV6f3rS9/MqN+ORtu7rWaP7mzRfhU7fvihSfr7mghn3HXdx8fVat/8rzxzPtimRG/mVXbMBArYC5uo2RgRK2retHX8WMMsNfvHNvpHLaX40DPbbjY2bRwvrRKt7/jmswU7ewfqSCux45inufnMDPvyJLixeBUhI9SwLGI3q2BJ7zjThYMV+3US0bGB+qYGK2LermSyIgcuX545iYEwD1NVdvxsRsG03LRV/JjDKOqrFA1EeSLj0qT59l36k8LDkYqBZys+mAGC8oQDUCy/YxPlKDRgnWDJWxYGgo2zq8gIfCXsWw/lMEHkoFHU3LxfrRKn7xVeeK/RHg0WemEQQcF20bwlBfCbf9+CBqZROXnTOKC7YMhUJ5GqplHY7LsNh0cM3Fa8EYj2qpL9o2HNU/NzouZPtq1xMtx/r7Cji/MISBqmh/1ui4IBA9kD2fYWSgBMtpoEQCFAzgih0FgBoIfLGvl12xSQQ9XB+UEvz8K84B4yKY1+p4sF0fA7UiTEPDa6/ZBF2niRZWq3b22FkHPLdu3YqvfOUrmJycBGMMW7ZswZ/8yZ/g7W9/e7TMzTffDMuy8NGPfhQf+chHsHXrVvzDP/wDLr/88hdw5KfJSM8/zyojVEOhNIx2/WguWNGNMkbWvxizx+7H1KEfQDcrKPelKWg52yUkqvc0i/3Q9PiBz0OK6XKyp+EaWF7PSx5irwh2Lr1lzpd9/dTmy5z5y9xD1z0v85hWvFXlt+dpZkaKwznHIj8Ps46EaqIWs2qC+c6yAgoie6UranoclHBwENCwJkc6/LLJveez8AXNMFA0I2VUOb0FzVSP2nq4PgPRgJphYGSgjDXDZXg+Q61sQiM+TNMEpRo455ia72BylkS9KMkK54HrBiAAZhYtFHQNA9UCdJ1G7WQ6jo9yuG1KRT9M5rdBiRB2ChgDCYBiQYOhGWiFdanD/SWYuoaCQWG7gKHrMCHafYwPldC2fPiMwaSaqJnVdXCNR7WGtZKBwb4iCCWotxz0lUzUWwKAFkxNtLGJ6g7FOTx34yCaHUHvnZhtI7pEhACgcD0bzHNRME+xyrViFAQggrpKwxY/OzYOYmahg2PTLRRMCl0TYLLVEY7iQK2AhZYD1w9QNXWMlEpo2BQN34GhUyy0HLCAY3SwBMsJwIIAHdtF0dShQai1Dg+XULcFhdx2fPg+i1obpc3zXfi+AwofjIlMU61MAe4DIAklTEBkcAf7itgcqvIenmhENZqGJq7p0ammAKSa6Gnq+QzzdQt+wESmlgCVkikEXjSRzSFEtHhYM1JG0dQFRZaIOs/BWhFrRypR0/qn9k/BpQQFnYIYFH0VE32VAooFDfNNG5WSAc8L0LK8KBve6rgwdArb8WHoXZhOnKPjeAAXYF3TKF55VZIGun3DALYrrTWia00IrkjVjXo+w3zDRq1iwrK9TAZ+cr4NndIMrV61S88ZxbtvuSzqFZq2nTtG8Oe/fS1MamN6bg5jfYBeWguiZYHMG16yFfMNG7bro79SwGzdiuoUCSG4/Nzk+P1AjF+jBK+7ejPWjVTgeAFuuHQ9OOeYqVtw3ACUEviMoVTUsako6grT7XVUY/YUQDRoRbG/IODQKQFMDb7PwAFQjWLTmj4EjMF2fIwOltBXMTEx20KlZESZ54IhnnH1loN620G1bKJa0tG2fViOnxEIYhDvVUoEpdNy/J7n/2SNcR4FfYRln8VzDRuWor6cZz7j0IgI7hRMirXDFQzUhHJ0f7UAzjkWmw72Hl3EzEIHjhugXDLgaxzFgoa27WF0sAxdI6H7wbHmuq1hkJOgbXl43bWbQShBy/agEYLxIaECb7s+CiZBYDPMLFogFBiqFrHYduB6DBoVtZejgyU02y4KRtiyhwAFXUOlKDLPlhMgCDjWjpTRsT3omhDkcm0HnboPo0hBOaCbGvSCAVIswPYYphdFcM11AxiGyLIzJrQZRvpLODHTBiGCiWG5QVdV5VU7s+2sA55/9md/tqzlbrnlFtxyyy2neTQvvBGQlSTKznjTzYrIegZuAiBKG1x7OZrz++B05nBk11dA9SJ0o4KxTS9BdXBrzhaFaUYJrjUPx5pHqToeCQ051jwCr4NKf37NSb4tQZlN/d2cfxb1md0Y3/qKJbJ/K6izVKi2LPBOQcKSJ+i7z9UYD+C7bWg5ztDzYXmnMQMsOU+cx+Wcw1JBF45ACB7FfojI1AFgnCEUOY2uMyHiPmWMJTIvhMhdklAkoQCCWCSEcZ4AAJxzdBqT8HgFhdKQAIPh/4ZOVwztfZ+h4/gomhoGa6IxucxsFQzRJ7XVdjFjWZFYk0F9ONYiKC+C6DUEgZg3pk7RVymg02nDoCRytgumBqdDoOsElBMUywa2rO0X8vg8Pg+lghbVarY6BOPDFawbqaC/WsDTB+aEEwWRUSThebccH64nwKiuUwzUCiIbG7DQwfSg+QFAOCilsGwfrtfBmtHikm1oOrYLUwN0Y2WlGeJaC6NUgPVSQRfOKEdEwTZNir5yAfMNG3N1QWU1DUFvrZYN2B4D1QgAAkMT562/WoDjdmB7Adq2Dw6gbEixKhHwYJyLrEfHw/RCByP9pYxAzXzdhizNlfXqJrFA3DlwDGXOzeaQFiyZAyTM+muaENGSmXdNJ1FrGUoB2w3AuACOg31F6DqH5zPouiaCJIQAVIhH9VVMzC5aEVVZZg+1cC4VDA0WEVTs9euGUCro0CiB7fjQCEHR0DA2UMbBiXrk/HsBQ3/FjLIljhdkxH0c10fACQxKMN+0UTZ1tGwPQ7Vi5rzZrg/HDdBXMUGIoHU3Wg76w76KnHNML3TEeMMemjykws8sdmBoGgyNwnKSqq15JutIu1mlZCCwZjHSp4NxF9OLHVTLVHwesFAYTcy933rzxaBEMAVcP0iIDi22HHh+AM5FDS4gethSiNrxrev7sXaoEjENDE2DRwWzIf266NgiGJpXq83BQDhQbztwvACBz9FfNVEqapivi7YZg30FVEqiD3NVtqSCUI0umILRcWiigUbbFbXvvqjD76ua2DBaxcETdTTD7/LesYSI9iumQVfc/7jZdkEo6doiBgA6lgfb8aFrFEUg9yUk7/Ne1nE8jFdNOJ1YC0A9HkJEacXGsSoabRdTCx3BQJBlIJRizbBoORULd3EwDhw8vojFpggYlAs6Gm0PAThGBkrYsraKetPG9KITKldT6BqBFwhF4DXDZXDO4TPBDurYPggV76kg4NA0gnM3DaJoath9aD4CnJWSAcvxsW60iuMTDfiMoUAJNgzXUCr3I/BtVAf64TGKo1NNMCZo2EVDw+awxRPngnZMaQcFQ0O5aGDDeG3ZbY1W7cyysw54rlrSVAGBsznbKY1SHYZRhWMv5AJPTTOx+eK34vBTX4DTmQXzbbi+jWN7vgGqmdhy8VsTqriq6WYVrjUP3SjDLIoXe+DbYEHvJtvtxjFomolCeTRMDnanpiazhuL343tvAwAUyiPoHz4Hva/U8hCkChI585a9Xo8NPvdtKHboqS+gObcX68+9GbXBbc/P5EyIOOVnPNVhcKhZ3uUdPyEkRZ/j4bERgIhsK6Vpx0LWPsatN4BQRp8DJFTClWDN7Jp9F0BZZLjDbVACTSexk7xMZ4oxkb2gRACdrev60bE9uF4ghB6IEL3YOCbEViZmW6KWztDhtHyAcqEUbAvwNzok2itMTy6AEApKauBc1KRpYU2s5ot2EIQSwFsEowXAGAANHUtAiIt0Kj7GBkshsBbgg1Aa05gJQaPlwDRE79WiqUeABxB1vaapwXFcNDsuSqaBls0wUKGoFA3MLHbAGdBfKcBnLMwUx4EA32doNydhkACDI1vQ6LgomBqKhhYK4jAsNB1UigYKBS3hwBKBFcNxCOdfC9WRER4L0yg0SrF1fT9KBR2NtgMrdFg1KsR3QET2lFLxc2ywjJGBEqbnO+CcgRLAsl203Q4KVGQUKRE0PUoJamUDmkZhuX5G3VTUKGshy0H8bWgBCAlAwTOAq5puHUJk6yJRX0kogaGHARAJGImoaTYNCpdxGDrB5rUD2HtkDiQcq8x+Gno4J4gYS9GgmWls6LLmtJBw/rVwfU2jGB0sgRDg4IkG5uoWHC8QWRzPjprap4Gn6wWoVYsYGq5g//E6LNeHEdbNpUFGs+2iUNDQtkSvx5blwvUDOK6gEHdsH/1VE44bwAjp+JxD1GOH2+yvmvDZcw/wLbYccNuFFzgA82GUCRbbDooFHRNzbfRVCuirmPB8kbkqFbSontfUhXjU8ZkWykUdw30GGARQpoRg85o+lAs6njowB0opvIChQAXLQNcElZyEZQWcczQ7HgqmhnpbtKIKQmCSMC6ekwIY6iiUNAz3F0EpxeRcWwRoirJOk2Db+n4Yetyf2Q+EkJkfMLihyFXH9mHqFJvGaygVhAo54xyNjpu8ziHhhlARoCqaeldhtDybq1swdFFD2Qt4uj5DtWyG55EhjS+DUC2agKDeduB5IhBZDftgAuLZo2siiDZtAeWCltuGixCCdaNVFEwL802haE5DwS7ZzisNVjUCUBoGiqgR1qI7cL0A5WINrjUPExZqlSFMzXXC5xaJxrRpTQ2Grok+2RC9cjVK4XkMARPvPZltNg0B/vuqJhotF4auoRKyehgT49A1nhhf0dRxzsZBTM93MDnfga5TDPYVo3MzvdARAbCSAdM4ORr7qp0Z9vw3DFy1U2phPOunKutpFKrCwe5yUJTqWLv9NaB68sHDAheTB+/qmrmjmglQDXZnBoz5YvucgXO/d7aPBQh8J6yrXBZpFgAQBEl1R9/L75OVXHXlwJM9V+ApW12cwknUnBOtKhansg2nnx/LHgvjDFy+jKVXmFAoPpnj5yBhVoOGqTgVBMldAWovNvm5aL+ybFTOs2RgQgSY1cJayeUeQtvyMFAtoFTUQcM6vuH+EsaGSug4vqi7DB2YNWE2tmBo6KsU4Po+AhYI54KK6PtwXylqP6OHQLhWMWDoGqgWjlM6rQDAbHC/HdHLxwbLOGfjIPqrBawdqUTnSW5TIySq9yEQ9LnhMJsnxUNU06nIauiUoFopYHSojMFqAVvWVFEtmQg4x2Jb0KtDXxeua2OxsSiyuwjAOMNCy0bRFLTmxZDa1+iImljXDzBbtzDfiCUsibwOEGNWaZaUyGxhnMlbP1bFUH8pEuExdBLNFxKqWBIqasJIWP/KOY8mlS4KiwVYJKJWEggw3u/KKZMwIQBEQImY+yxcV9MAwrnY5zKmoxFmPDVKQCGArK7R6LrJFhF6CB4opQh8B8OlJgjzQpIAgUZoWOcbXtuQSp0eg6BKJs8nIOa+qQDVkYESdmzox8hAGeODJfRVTYwMFKO5Aoismx06zwFjqBQNlENxmiAQ4KBtiZrs9CBqZTMS62GMo1TU4YdCYfMNG0VTF0A6nKeci96ElZKBgimo51omMIXwWomL1bE91NtO7jIA4DktMGcSnu+jYFCwQFAgKSGYnG/DDAEaALQtF0P9JkxDQxDWxNZbdkgBpjCojfFaB+dsqIVUaZHVo5SgaApVYy88D374/BL3sbi/FlsOeFgnXjA1jA2VYbt+zrtbqMEbOkVf1cTYYBnrx2rReTLD7Jo0CToD34bG6+irGCiaOrau68d5mwajPqqUUhRDAKlRglqlkFGvlU9YCjF/DJ1G4H+p8hJJT+2rFECoqD3tZpwLsSvHC2C5fjTHOOeYnu/gxGxLZC+pEIorFXUQimg5SdUtGOK8D/eXsGGJ9i+UigynvD8oiYMxeSYFvTQqAhCOG4RBHQIWuGBBEPUPFYEzYLHtiGeTJt4z5aIIaslAEQ/LW9RbMxoLJSiX9Cg4pGnight6+NBNBH7jY6JEzL+0UJyhi+fDSltyrdqZZavA8yy3DKVkBfSRM9WoVgClRiKzk7ZiZRTbL/t1bL30V3HOVe/E2OYbAACdxjFMHvhe1/V0o4zAs2A1TsBz6gh8R7R7YN2zniKyy8B8R37Q44UVCn60p7H/0Y9jYfIxdUM9wd2Kco7KdljgPtcKz9NmHCfX8/S57bTL/kKBC0AITp2qIydhxpOAR5THxPdApP6pJfVuIDFEOsvU1VIBGdmaQgK05ZrtBxisFVApGiL7FVq1JERpJE0UAIoFHWuGy6hVTIwNllAp6bAdFxrlOG/TIC7YOoyRgVJEI9UoDR1X0etQgqzRgSLWjVbC7B8LM869j19uU5zH+DhJWEsJiHOop8C+qA0S56mvYmLz2j7UKgYKRqg4TAlMQ8PGsT5csHUYF20bRklrwEQzzJ6IQIWmUWwcr+GibcMYHSxF0f2+ionztwxhzZCoQ+ScCycVEkCFIDSKc5Dop8w4SZMJ81JBx/iQFArjCH00kc2kJALICu4UrUi4BLUCDBG/jb4iA+HZ56egVuuROq7MxBIA4AEoujW0T12XsL5TXDvhSFLlWklsZYTHKa6HCJAR+NF5klkakXUWy44NljFYSwYVCRBmbJLjoCHYUFtSDPYVsX1DP87fMoyxwTLO3zyEtSMVQXfnHB3Lx5wiwiUphRolQsAodNpn6mFbFcYxNd8GCf/j4BHYrBQNNDsu5hoWxobLKBd16LrIgsv72/MD9BcFjVxkmrPnkzMPzJ4EZx7mwprMbi0mHKcNUxPZcAIOqoX1khyolQxUi0YU/ArceZQwL+rKiajb5pAtjyg0ImrUwcNsphLA2bFhAEO1AlqWh1ZYO61rIb1fEyrcns+iWlRKSEjZp8iW3gnKta5RrB+tYv1oNVqHhM+KvHkXeBZcawGBnwR8NDy+gkGje0ujFAWDZk+vQukHxNxlgRjPidk2mh0XnHPM1q0ItHIeILAmUG+2YRoU1bKoMeVEZCXzjHEBmMsFHZWiDtsTANwLGAIur78Ab0VTx5a1fWHgSKzfaLkIQqVmjQgRqJLZm5Qo2AskCuRQShJU9bSR8AaSKuBUIyiYesgq0cG5D/AgKuOQgaCCQZNBU8T3L+M88UwS10IEzCglGB+qYNMa2QNbzNuCoRwXTyZOtPBZV0xlpGn47OyvmGdEv+pVO3lbBZ5nu5GVyomc+UY1A0TTwVIZw7RpegGF0iA0vYChtVdg7Y7XAiCoz+xGc35/7jokDOkHzIXTmYPnNEJnvnvGk/MAnAXgYEAEpHqf9bkTojdafXZ3z+Xifcjs23IznjFQZswHf870rVNb4xlv9vmdnRHMzS3yZJGTopsV6IW+yMnnPYMJvXYYU20l4MhYBDqSVFtCSZS9Wg5m5DnXSGTQSKRAuhyQHzAOAlEvt33DALasixWkdY1GoFPFgsP9JWxZ2wfT0NBXNgDuQmcLGKgVoog5IB3BuASAcR5RtiolI6z/Et9xFisedwM7gpIlBI0Ia0fOEAmj6aJ2NpvxFFkN0Q9PnnNRl+eH2UUNhiaoYAJ4CIfQCB1rTdNETa5GUKuYwqEsGhFYLhZ0VEpGpPZZb7k4MdeOjkOq28rzIgEeJcCWtX3YOK6odoeHXjR1RZWTR99RIsEgiTIMFDxyIjnh0TKyB6B4KyRrxtu2h8WGDVMnIdWVRzXCYthiXiwZBAmB7qY1tTDbTqNspwTUNEzXSgXoaE5wCc5jGvL/n73/DLYkOc+DwSczyx17/b3te6bHwJsB6CCKoIFoQFKilqS4/EQn6lstd0WFlvolRijECEboB8UIheJbaqVvV5RoJEqESNCAJACCBEGCAAg7BuNnunva9+3r77HlMnN/vJl5qo65fbvHtEE9iEF3H1dZVVmZr3ne57VUZJvxXGhP1lcWqbjjOL7SPLAHrDXIGQOyTCEIBLXekVSPbZ0pxkj0hjESH4sCD1Jp7PViNOsBvRYKAAybu0MopeF7AnPNEKHv4fRaC0eXGwg85s4lyyV8liASXUS+W20mL6nKoKGgFdXFteohesOURLQmLz8Y0+Y6U4BCmOsTBgLCGzkzWiXwPJj6YTMXQfMk8K0jTPvfybUWTqyOVN85p1rrI0sNDFMSrPIY1XcKxgrK0gxaEXNBCLrWetzz1BrKqE8X1ws792uhmH4PGae9d2x/s3R0v6DEfeoIUW6laVM1ul7aUW1tqyepKHjQrPnoDFISyNGk5p1kElqmkFoiyweohR45X6ZtT7FPrWVCbOwO3GvNuk9q4CCadaefOpqpneu+RwJZxQ1DKqpzbdZ9d59vtp7bwJwNypHzPTsbaONdgS+MI2fuB2NgjEOrHEyTWJBndAM4GObHA0EmUCQ4MIhzs84XykhMyYBlKVitAsY0PE4K5AxlkcTRd5lhMpSdbssKqRfUwCvcm6gcz/sJ90G2EyDn0PNqLht5WMwtvxlzK28BAFw/92cTVFcLz29AyxxZ2kPYWDEZz+nZVa1tZkYWX7xpsozxyUil/a3puDWnp0S1la+2xtMYRK+Xk/iG88CnX2VVyHgCNgv16sZGerajR29mxhNk+JTqAVH0Ww/37E4jsFFd4OHH3OknqIdkHFklUgvrdM7OQmrzngbn5dFEgUequIXvaU2U08lrYswqbZ2Q6WPljBwDnXXAZNcYJcxRyxgzzu2Y40nGrzJZMntzBJRM3W8GvkBQFHsyhpSjqmnljgd7PMDUJpaPN0gy4/yzQrbAUGHNb1tHq1kPSqIYNpPm7DZLXTPBBHDtAgGMGaO+MBZom10lsR3OObSWGA9J7nZiBD5DFIpRFtXQ9Oiz0mVObgab0Q4D6ofr7kshyOKc2tK81+59ygoblVt33aYfT2ttMnK3t8fZ38+kgu/RWHNJQRFujs85c/WJJwwNFEYcaXWhjodOzCHwBDQoW1gLPcw1A6IECuP0cQ5PCMy3IjAGU2dKn3/wWBuLpkXK1h6pw46dJHY6saG0B/B9MXV1ssspM8EDOwkYqFVU6IvCksuobpcx91xqk30UgqNeCyigqhXqkT/h/FlqLH1RwccOOPoQgiFOJIJAwDfXBCawZs8bIKE0KzpEtO7ys8MZUbXDwMPy/PSaPdrrJu0AzhjCQiFl4AvUQh9KUw2sbTdDQ2Om7yw5RbmijLUQJEzVGaaODk09a1NkWYYoEHjg2BxdC3NfOGfY2Bng6mYPVzd7jkaqNLXCOn2k7Vr47Hdj1/fZExxccPdvJ/xjxq+0RqsR4PhKa3Sjb7Y9MQbhjYI7x1ebOGPGOw2c0uROYMn3BDxvlCW2gUAGEvSyz8V4nXcxUMQFQ2+QldZw+/xP9FbVNKcCn2M42MTLj///sHX1CyieKDd06PHvalNSUTmd9z4qx7PCXYmouQYvqEPms2tdpmHtgW+FF7SgZIKty5+b+hnGPWgoeEGTonzQyLPh1M/C0Gy1IoVCG7OetSMolWPQuQqrmnurOKzzV/zczTLDh8fr0efsjXM6y+7m9IznhIczRQzq1g6q3QYMAFyXDXdtaohhDKzipmnptzardZhjEV1Yl16iuhlr9B/8Q7lUpr7In3DWaExwTt2sWjQwK9I0loXgDPPtCEIwLLRJ3EMp7Qx7K4Nps2ugHE8hozflUIyMUoq+61J2jBt+qTVIihCcgQ9fANv+I2xf/kukQxI9UjIZtQLxeOleMc4ReOR8+p4Ag0YgTOYq6YExhUxqSK3KRpHsQckcnt4HND2LnFF9o1WwLF7X2decF26tNsJCgGC85NTZ9hBM52CDrwL5vps/nAMe94yxXn4iBCdhFTLeyOEb0fTo84zdvKXTXDN0cyP0BSI/c/emeN/sveLG6YYN9DCb5YahZXMnNsRmPAhaa3j8cDTgabBOu1KjzIxS2mSmbS1xgcrNbP0afT/wR0EFWkaI0mivqy+Eo5g/fHIejRqJu8SpJMe84JRpkILsxu4AW3tDRwlP8wyeYDi63MDKfA0za7a1CXDBXDOt6JpyEG2SscL+oCEYZbI9U2OnNGX7fMFwfLVl9rbZaz9nlgat4QkAioIsChqtmg8hiGZKARkKMux2Y/SGGTr9FP1hiiTNTS3qGGXTXOvALz+LxZPVmGQkuWzaRMCJaJ6tuo+4kPVkzGTfTYCEM4bOIIXgHMsLNRxZrGNtqY5HTy7gzPE5MA4kaYrQ4wg8Dq2pDnV5vkZtpLTG0lyE46strC1a2ifNH+pRC5dBX2hTiyphWBAr8zXXf5KWQu3+7pk5VFjhZ94XC1eKYAJqBzlm9BkSBYOGqfXkhQAcrct0T4RbZ8d/0qlSM3LcGUPp+ad9adJJzKWC7wn4HsfO9ccBAHsbz5Q+U498HF9tusxv8ZjTHNIK9x4qx/Meh7PhMFq87gdw7kF4NaPYegvfEwGOnvkAAGB3/atI4/2JzzDG4Idtp5rLRYBkuIMs6QIAZJ46Cojt86m1AkqUn+kbwpUXPoKrL/0xBp0rk28e5FS6+s9DOn8lqm3mjPrbgtbFP14HvPofVjJFMtw5/KGmnIxWylFACYW/3+YQtaFHWwo3te4YvZ8MthD31smx4OUsImc0zFsxpmk+Fv9NmQtruN/sRKSidhuzGm9ThmqU+Zw8Pm0a1ima9oGTq03XQ1IbgZ/xmkYGUj21kfKDjKUHjrYRhYKMbUEZNGYzs4BzIovwBEfY+3NAJ+jtvIRXvvpbYFyYWm4Nz+NYGasTWluqY2U+wspCZAwtylTR3NuGyvsIfOEEcQCAaQmW74LJPQgkYLLjxhT6HJ4Zl8yHYBpgUzJ21kgl+1EXXqebamvvbIBDm2CHSM+DD55DMPgbypBmG/BZD0zQPGHjgQEB+D6JsbTqPpbnI5N5AUkuAyQwdJPpuLJQcz1qGdM4Np8BeaeUjSRDf0SL5hzI0x6K+5Slzlmn2ipvTkOz7uM2Y3lmPFZZmpxezUwGDiMhFGYG5jK1ME5+ITDCTfsIZrJt5ICSivL4s20dsXY9dOuR/V1Lhwx8EqMZxBn6gxTzrQgnVpvOAZ7ud5JzQIdTjjphaeiCl1usMUZ7mMu6MUYtSULP+BkKabIPmU8PYDJGNFDGjQiVeV7rkem1i1GmzK4bYSCgDJW+WWPI89wFbMYDFIxjdpALNL6JgCwDhMcmAk4jmqZw7WHsNz3BIRjRqB88NmcYHwwPHZ/HmePzWF2oY74VYq4ZYq4RIEkyRL5GlnTQqvuomxYkDDS3VxfreOTkPJr1wNlhdg7YoAAXGvXIx9GlBuq29ctaq9TLeRQiQOEZ0oX/ZqMReVgwwmP2/h8Exmgt9gV3TJFjy00064EJrBudAg4XmJu2PrPCf4EvJpgS2mS3x78X+BT88CeCnqPzFJzhyFJjIvs+1wxwdLkx0ae1wr2HyvG8D3AYatS9CM+vQcuDo7HT0Jg/jXr7JACNvY2bq6oKr4Y86yMd7kDJDHHvOoa96wDgFNswFnVVM7w0oo3MgsbNvDttj3kTlK6JVpAHCDEdDrfg9N7Kr44JB0xDGu/fNGubDHeRp71DZoSnf0ZjUkBKl7b924DJgtusFeNlqq2SKai2FFOotsaJwOGcz9FcHI11vhlioRkeejNWSjvFymmwioKzaY9FAaVZ13mE1YW6Ex8pcQSh0RukrsXDzQ0m+tPjfGTUOceMT6gcBmMiI1pLgHForcBBzvC4HH/geQgDjtDjJptF9E4pU0iZgDFy2jxv5OhS4EGCM3JoOaWj4Alqk7C6UIfWClm8A6Y6JtigoMaeVzLuRlkHSxNmDM55tW1fiJ7MwVS39BtCAFzHZMRbeqK5CKTwaxwkRvW2RUdEawq08SlU8QOhaazNOnfGNABDW7YKt+SgE3tFj4xUVjZAGZu9l63M13F8+fYFwezzqYz6JsOoxpPeN06Tyc7amlI7ZUe1usxk6CnzO98McXylidNj6qN2ToeBh1ooXA2/ozEa5d7AF+j0E6S5xOpihOMrdXef6SmZdr7m2TPCQEwDDBo2L8k5Qz/OsLMfE4WbUV9lSyEPBMCgTN2dYfTIHOmMwJ6dDx5n8MycBCMxLOoxyZ24jFXYjgJSfY7TDJ7eRWbEmMbbkbgs36w5pzVRy6dkPO2xxl/3fZrXTgRIjxwuZmicKws1nFxr4dSRNsbBOcOx5TraDQ+1EMiSffiewKkjbSeEJRhza64dQVER2s43zkgleKEd4fSR9oQozvhp23l2WOaTrUe2fz/Ms+votYYtM2orY4KogFOptoGYietsGQLmuRkPoGpN93X8e/PNEGuLDYwYOocHY2yyTU+FexKV43mPw6rs0d/vL/hhG340hyzev+X6w/m1twMAdq49jjTuHPhZxhj8oIk06SDub0CpHFKm0EoijXegTLsVXaQ53kaG8aAzsOqvWstD/fb49bhVSvKtjO2Wf6s0/ptHbbNkH/Fga+w3ymI/NtNz82ujXeR2Ksxm19+/RBQfm+09RFBg1vGKNYqUDSw+iczMHV2i2uZpH1pndE7WyjzEsYDyvReCY3Wx7rJjN/shpfRUQ8KNtuB0uhokTVF/O/+dKM3UQEX5OqpkHTtnfxP7m8+7cRePLHhZyEipHPFgayLYRG8rZ/BQzeSoznM8sh76AsxfHjs3aj0SBTNoxIzBCq3YjKcnAK1yaJlBKgXPIye3KGpC49OwdasM5CweWWqMVF6dg8oR9zcw7F5337XGG7NpEzCEXg7ILhaaIZYamVP1tGq7dKuLY1Bo1z0A1CrFBjTcu5JqRhebITnpto7UOMIkVqMONRdt2QEARyVfnotKRrWGdq0T7PlZZ5gZJ+XYcgPHVkZiNtb5m3HU0h+3ivGMJwDESW6eA/pRRw3mlppL142caON4mv9jDFg0Ikie4DN6LZp6tsADjDAdNwGo0CeKse8LSAWsLdaw1Aom1JmnVgwARJ9llHFmTJk/6TyFEXrqJ6bujo0UZX2Pg8tNBNg1wROj2K4yKDUZ/LMBEsYZuDAZOTO3ItPWgrFCxpMBq4t1BIHAMM7RrHsjB1qrUnDC3ZcZ7Ap7rhqTgRqAHOFxqm098nB8pYl2IzCtqkbOuye4UwAHSDCtMaMvZxQKnFipY77pT9mLKEhUWkMLjqYdN2AzsLMfKEunpueVjTlvhxO8Kzq5N6t/lEo5BWfbbsqNz9k32tDwudvPZpUImFN3GU4Lm00d72nNWDGre79ZrBUOi8rxvA9wvz6+nHuoNVfBRXDLlNvW4iOot08A0Ni89JmbLuDCr4F7IbK0R+1JZEZZ0LgDlSfQSkOqHJdf+AN0TI/KaWBstqLceLZq8n36TEnIaOZPlT+jXoXj6SpXXyOurZIFI0FryHxG/az7yKTTN+heR9zfKLzCjLLw7DEqmSLub079PTsW+7Rcfv73sXnpMxh0rxWcz1uHy1haitW4E8SYMexRMrCSwRZ0uuNqow4X/aX5M+sajBpSzIY1QGcdzzqcRQNYSephS1RJGofgMAbtwZn29Vc+BSVT7N54CvYKJ4Mt50iSIuPo/PO0B5n2p6gdGnopHdg5m/a74/aWEBxh1Cy9ZlVVjy7V8NCJuSmjtU4IKcNyTtldrXJoLeFxytCFgXAZz5EJZR23ETVzZNBRnRrMmJXKywEU65yZa8AYw+7FjyC+8Qn4rId6IF1ghnNuggcAYwVnRymTyYKrxwNGc1oaw7DV8N21dI48NBgUnYNWI+O5FHAYYdC95rJjWmtoJaHGVEe1tqrDNjNt6tb0KLPZqgelDJjNRE7HwXP/ZnA1nibQk0sF5sSxDA2WG5o5G2VzpFJUg1rIePpCuADIQWBs1IvQjZsxkB+aQHASA3rgaAuLrRA2aEafw8yNXZuAQehzGJYjXddCfarvMac+CxPQ9ASDyvsQXMETEp7gsK3CSMdgMpA07FxFnuwQvZTxkcML4MzxOTdUt9wyhtWFOiLDQGjWAsw3fQQe9aacJlLjHeic6al7olRElx931H1P4MhSA+1GgMATGMQZukaFlnNmlHwPYfZqbQTK5MS+TXRmOKeXmXk77vhRBvjmNZcaQJor+P7BirSzf4OZDOLNPyvlKACx1I4QBZ6bx8oESKmlkHBUW8+KJ6kcyXB3FEC058WYY2EUITgm7qsGBa4uPvu7GHavFd54LUPfFe52VI7nvQ5m4+zmn/eZGyq8CMKrIR3u3tTILYIxhpVT3wwwju7Oy9i8/NlDHKtGGxwXUCpD3N8itVtGKpG9nZfR3TlLRfFjqrK2PoZ74ayfB3DA+mo3t5sIPcz6ISVfXcbTHv+1aKkyHiTIkg6ypDfj05h+UVRWPifGXNR8Fs4/9d9x5cU/RH/vFYy7ka5+Zew7makBvm2FWzcem4nTEwapVWW0tWRkqOeGoqaN43HY482+Bja7cRCk1vD92cu+rRHzhDBtDKQx/Mq/a7plYNi9hjwbtRLQ1rsw8KORg6dUDpnHSIfbgM2aWsqWM+w5OTFTMp4Mpj+cSZm5LBSb7rj749kjIySGKfdoNH6TnbYZQa0gZQatNNoNHydWmzhVoFXSWKwoj3H2VAZgbK0yWcWRL1owZO3ccQ4fnMr2oHOl5BDYrB0lSopNYSW0cQhIo0iXHBdlmsbba6bBoJTNIBtaLhs5LgAFclJDcR+/RqO+ipQlUfmw1AvZBTjMoDmHy3hibGwW/FAOwe2tT8WMJ9V1Aq1GWBqH1hqNyCf6qPmOVGXxK8ZMnRq/ubpmLRRYbNfsj8P2eg35ACrbBWNAI/Jx6kjb0B1HjBpHq556DSgru7oQYWF+gW64WV+YcaoDz0UhwKCof63gUOk+hI7hcV1y2qYJDGklifkjB6QgG3Bz68j5dKI2lq6M0Tpm65LnmwEakUCzRoqwExldTBehKZ4rAGhZfp7cfJ4xZ0KfHKft/RjSJPKtw3U4cRqTa9XSsJDGM57TneXiK+SQTipulz5v5lWSSkSBGNFe3fEOSblFwRE8APRcEuOjWaf+xg7m/kspqeUShoDqI/IFOZ2DbSTDbbe/j9/K4mlaxexxaK0x6FzFsHt17PVRHa/WCnk2QJ72D3HmFe5FVI7nfYH7y9kch/BCeF4N6WD7lrJyteYRLB59DwBg59pXMOyul96X2RBXXvwIujtnAZhodtiG59fhBS2kyT60lghqC6av6MihKkbeh/0biE1NqBAHOJ5jiqRTPwJdMuBmfm7MSLgVqm0a75cacmdJj4SV9BRn7TYMPVVwPLWWkDKb6RjThjOt9hJlgxsMWh/slHd3XgYA7G48M2WejDIO49+5evZjkFl8e36ndWRKNXKj9xm4o6hasQWlcnI8OYdW1qg9xDOsD9FBVh/8O1kub9qU3PM4fJ9j0L2GQfeqyVTZeimTHQLAmEKeDcfqc8s1vX44MmzyrAeZJ1QvCeUyJ+VbwqExeZ/t57j5i80qgqHktJUuxfhcMcbN7DWEuc+RaqgEWA6Vp5SxBCkuTtTT6pGRCQA62way7eIVIXoyUHAuy84kGWqYGJtSRPO3118ZcSi6IKNxKJlT2wxusplamyIM7b5XpAdSdsLQ+yABpcAYN/dldB3o+KMxUYYzh4bGsL+JNN4nqqZMS8+9Mhkje5+4+S60yQhPufokeFSbcW9Gx78d2DlCVFsYARqqBdTmd+eaIY4sNYwqKTl+UtJ5WHogZXLpuzez888cn8fKwkhkC6DeuQtNH7VAlFv92FKOIh19huepNQW4AkGBWZoHyq0gtobXuP1gWqFd53jw2BxqUQCmc3geI4VaaJNUJDZJ+V7bTGhqnFdycDEaobu2xWsMGCEfYVohQWNloWbapYzvMTfLChoHcCyYSZRRXmrdVITrFyoYfFOYemSJqN2HYZfYdUIr007NsYIUdLIOprNyvf74QqatSM/NqLa0PsRZjqW5WmFs+pb2I8ZgstsHo1n3D3D06flsRD48IaDSfRydlzh9tEUBxrQHlSfODnJK7jbxWfjNY8tNHF9pTh5B5ti49NcTryfDbceiSAbb6O1ewLC3PjUY8rr0G6/whqJyPO9x2Ph18V/3G4JoAV7YBBfBTWmb41g69l73960rf1NatDavfAG93Vdw9aU/mfgeFz44J2eTcw9+2C5RSWSejDKwSkIZZ5GL2cXv+jCOp42w3gQT1CMZz/jkJJLBDuL+pvv383/z73D5hd+nzFXB8EjjPQw6V6f9xEzIbFhygpXKoWV64DlNJbqO06sYA/QBbW8KmBkptRHVgmNP9XbXsHP9ickxHAZao3v9MxDbHwbkEMzQF0fjBjkyJiNBipMSWuXgjBnVzOlCPnLsXN11mmF826zOLONcmvrOVuNggYZTay2cWGlSZsvcO216oFrHl3MyaGU2LFOrLeXU/qsQPHD9Zk1WlFtxlHE6lswn5ovrl2oOUayLnHb99DR6nnGQZ89FPTIyGYiKqXJonds05Mxrxtz46PzZlMAHM/043ZEKv1esqS2C1piRQ9CqB2i3QnDGS1RbrYbGCbfURFXaDZTS8AVzTikYd+sXN/07rRlcdI6nUZ5tPXTa30Q63DXjGxNfM30ii2I81omwNMZxHF1qYL41I3BnnNZiWcCtGKB27jhF2kCgWfOxtlB34zq63MSRJVJ7tpn4TMpS9kZpyhjVI/+Q9Hh3AoCmLN1CO4LSEp4YURGlyiDzkZPvfP8pa5I290hpiUHnFSDfAzCq8VxbJHVWCmiY51GToyY40G434HEAKnaCTy64oYvPbg4oCegcguej9kOmdGB0bW0AaPSaMC07BOewCss0BSaDm7aP68zrBuPwFdbtRuRDiNkZT4DEjwKPuxIE3+O3IE5j11nt5p4dB7QC18MS/ZquA0oXgYG5WsmZMMEFBrhs57B7HRef+1309y8dcqwWNy9HWpqr4eET81Pfs052LfKcarVgFEyVeYI865ugqQmycjYyORlKjrjv8an1s7sbX53aM13miWNWZGkfGhTMKgbIlcrR37/kWEoV7l1UjmeFux7CCxDWluCH7amL1sHfjXD6bT8CMI7+/iVcfv733QaWJQeLDvnRPMLGCgBDASwYrFnSofpAAEopZ5wf1L/zoLHnWR/9vYtQMr9Nqu3henlSxDCnOtax4wy76yVDR+bDEgXmMIj7G4h7o9pMbTI2ctb4jEHviEW2X6oeN2YZtMpues/oN4yDM34c8zvXz/3ZxHd6e+cnv1OAUvnUTLRSOdLBVTBIyPgawBTKAhFkXDFjbHPjQNNQRlHtccMrz4aIB5vo718uXIOD6VcjY3U6hkmOWuhNKEuOxqqQJR1EAYdWMd0XQ3stjUGRw0iiWxLyAJp30ckjhV9T72gynuB6bBMaPUulcwMzKq8jp4rqE9mE05YlHQw6lyccTCWTsUDd1AFTtsJm/lTiAkZqynPJCrYXjdNkwHnhGMaAFaxQ81TIbsl8UKK4loZj2zoZB/7kWgtzNQ42RuXVMjVZ4SKNeDS/pEwhWDKaesaBoL/nNjdG7WHMtym4lpWvozXCtYLSEnk2KGTGRtdnbbGOJaMazBhlQyxVnhnZl+I9ztM+3bMD2B7FAFUy2LyloJh1JLWmXpf1yCNHnOOAQA6Q5eUWIAzkVN0sMzs5+PLcUTJ3KrNaK7z0xf+Iyy/8HgU5zJGKwjOln4IGh8Kgex03zn0c2PtLmrPmvgtBtYLk7JFQVpp0nHp4sx7h6FId2XATKo8dy8beRyWz0foLBaU06oFVwtYYp5Hb6VZc9wTnqIceZVXdWm4F9PSIns+mCPWUzhWwatTF+bLQjmY6UBa+x5168C3FCGCuORuN3T1IWoNamU0TPxsL/TNMpRaXPsJNfSRGgmeXX/wIht1r2Lj06Zlzc2K8+T50SnXgg84VDLvrrj3cxDFnsEMcpbhA87Wvaa0gvBoY95wzeHylidNHWiP2yc3GqDV2rz8x9b007phSjBRaZRBejfbWgpOpZIo8G0xtkVfh3kLleN4HKEUSb3WFvUfgBQ0E0Ty0UZy9FdRaR3Hs4e8BQIvytbMfh9ba1AISptWPMsYw2L+EKy/+MWQ2hBeMqCNpvA+ZDtDfvwSlUmN45QdefzVWK1LE2cf/K66f/zN0tl86lHM9bpiTI3nzTYqybRIyjzHYv1zanGQ+LI2PgdNYDplZ0FpR5F6OMnVWEEjJ6efk6F3mGIPuVVMDaI1Z6T5JtXb56HcPOt8p71mnurP94tSvDHsbU1/PswGG3WsY9tYn3hsUBBLIVCxnc2iTV2BMuZqkEXVLu89MZoA0lJR0X+01cFH3GYby6KtToZVtIj992Zd5jGSwgzwbIOlvQhoHfpzexIzqJ7QE496UrFjhmAWnRcrMZcusCmyRfmrPbarCsKml1HkfMr4OQDkV0nFDKo33nSp1EXk2mMg0jl0g2OyPVgqceeQkaUVNMKc5ntbRtGkLWEe6OH6b7dKm1clIeVnJDHmyA676mFbVp1RmXhnVVe5d+F+QGx8F9Mjh1yotGICT2cE82YHINw3lXQPg0Eri6HIdzTCHEL6bq5wzZEkHSbxDFNrCemufV5qDDF7Ygs0nFu914AtyzthItdhedw0NZFslxzGN95FnQwx6I7XfIvJsiCzZHznrUwJnN4MtOfMFw+mjbSy0o0IsZ/Kh8UyriaJTNNcMsbZYv/VegmMUb6UUPI8oqXk6oGySTJwCu3WWlJaQ8XXoAqNFayAbXMH6+WIATZazkIyBIQbTMfzaAvK0Z4IxCowJarFiaNSMcYigDq1ys85dRxbvufsZ+hwLrQBtw5RgmGTl2ECQRavuIwyMkI+25SM0L/O0i2SwBSUzzBt686zrqZUC48L00B53eA+2dRo1H43abbbfMPPbBojKa66EYKPzZxN/Aew6wPXgwDIYjlGLK5f9zovP2+HAdQamR3um0jnSePeQ3waypEv7v1kD6OBlpX1mWGAUbKL+pL4nSiUP05CnffT3r6C/fxHJcHvqZ4LaPPK0j7h3HUqm4NwD90JIE9jKswGJPJpA52ED7RXuTlSO5z0O5iqL7n9Y5zNPureUhQOA9tIjOP7o9wEAujtn8eIX/t+l94kyVv53b/cCLr/wB+jtnsPF536nVKfIhQ+lMqRJx2TDciiZHZjxpEjydGPJ9g3t7Z6HzJObnt9kNifFYbYpmcdQmhzkeLCNYe9G4b0hxumtSo9oxFPHoSSGvQ0asxGjSYZ7o3EZx1WrbLo4VJHOBMoE5JZeUzQ2KEXiHIdB9xrSeG/y9+zPjl0LbbI/BzlJw/6k46lkRgq0anot6s71x0fHUEOMely6F120flTPZZwvLQ1FadpoGGxmulQze9A9NtbqrE9oTLYdKTr3WknkWR9Z0kGexyToYSP+9j6BaG5LcyGarSV4QQNal7P0dKu0+00LpdJRls1QA6NgnJJlMuBj85+Z09MqhkyH8HgO3xOOXlyEkhm0zCfmW5507Y+UP2+DGWbcMk+Q9K8Y8Qxpskli+rNrMyPMjtOoHBfugtZkylHrjVE2Mos75MRJ5dp3uC+UxkZ3Pe5vIEt7Rg1SgiWXR8dQ5FBaSivRMWmeyfg6oAYQjMSderuv0LMOhXooMNcQYMIHmDBOhUbc30aWdOEFTWdojsamTZZbwfNrCGoL7r6Ng8H2doS5jkTRZmqybZRWOVQ+fY187vP/Hpee/z0khXX6Vtkv1kDmnCMKPPMsFOjVY2g3wol6OM7ZREuQm8IFAUbBYcE1fFPbqApOpWUPuCNaxoGi17VM4O98GP2Nz5UOwWRcMvzpVBUp0YoAQW0Byhjw3AvdM20dUT9oAowjS3uQMkOW9ZEmHUDT+rTQ8kywaTLjZ2s7i89hFHp45OQC1VdCg3vBKOCitWH2SDDGnEM74+KBMXHTfWgaFloRVhdqN3VQp4PYS9oJPo2COK5eeQy2xROBY3UxwpEFjniwOfHZ0ZcYpJQQyJ3jyUV5PTxMgIUJDmibtbZr7+EDM1naAxgHF4G7ztr8Rmra2TEwMOHT+lp49kY1vtN/O032IWWMxChzC7+OWuv42Kc0RNhEPNimOckFOPeJ2itTk8HtAGATFNwK9x4qx/N+wn2a7bTg3ENYI2M3G+6UDaJDoLX4MObX3jX1PSswZHHxud/FlRf/0P07i/exceGvCp/Q8KN5eH4DQTQHrSWGvfUDF0StKApZVAFVMis5UJZeMq4k6X5jhkCKpTHeDGnSBcDhh20E9UXkaSHjmQ3LmS3Gjcru7A0/z/pIh9uQeTyKjBYzWCaqThnWK0jMxjJxXvbcoFyWVGOM4sngnFtS1hyv92TlHywdQOPGxb/CuSf+y8xzEaY+N0t7GHSuunOywiDTNvJi03UthxORf7t5w9R3FV6FpYxOp5lRNkypQpbXOegzVG3tFZgxDzT0xBIx7F4vUMYzSJlSnW4Wg2h/Grpo0JjfDn3bSkAU7onLsWFkqI3mjjYUvtH7GkeXGzi6WDY8tZpyjmzUT04jh89Hjnzx8rlrpkdBCz+cA4CR4VJ0hmWGYfe6o4xCA3sbz6B37c+BzmeMI2aM0GkGILMtXcw52eh/yWDUCD1S+GzVKXOqZGKePQWlcxTjVaVr5gIvlIUttk1ihYwnBZ6KvUABpjW0TqDzAaAG4BzYvfFVrF/4FK688AfQRjwIJusFRhReCnak8KM5MkRzynqm8T6S4Y7JWvUh/FHfThL/Uuh3riBLexTESPuUhRVsNC81wLh5zgvz1LIilJrMVAOAMuvqwNa96XFGxM3BjaNXCgAV/xzD4lxkaLavzkyaYDgAWGgFOLFGDJo8He0HslCfzpilJ4+c9KzzHJicpBrqvF8KeOXJNrgagBeEj4NwDl7QBLX8GlFIbajKD1uQMoXKY9rHlKR3uDBsBbjzYOPPApsMarmxyRxp3DHzmvaHWaUL00Erm8yJZkmBwMN916r73qrzqRSpPE/utxphyFELi4rSGMt22pcVmDZ1sjPAACg1BOQWGGh9LOpEaKUx2L+MuL95oKq/YAy1kJUCpOomYnxFaJmDMQHGxSibqJURFIphHlxw7lGAqBAMZQzUo9rVhtu1X2HYuwGVJ8iSrsvm+0GLRLEKUCqHEAHCxgr8aJ5+l3vQKqNsp0yRxHvgIgBjDHk2RJ4dnE2ucPfiFvkiFe5G3G8tVA6CFzRQbx7FoHcdWmZIhzukOntAprGIIw9+Gzy/js7WC1g8Roq36+c/ie2rX8Tc8puhZIrNK5+HLDiH0yDzhKK8JjqplHTZz1lQKnMZNG/uFABy3IpZRyVTgAHxYJt6i/LyIzroXKOI6NiGImUKK8AyC9ZZE2bMnHuQ2WjhljJxTh0ZogxFRc1poMXfCNBYSmahlym9ruDX2kiTfaLeiRB+aGnLxpkx/znKstZQpu0IfYo2PmijqqlyQJRrFbnw3aY5qpUy11Xl6B7QfxUYGfl5OkBqqWbM0I3BoFSKPO3DCxqj8y8KGanYUDPLAi10PZUzYJ0hY+rpphpszsFkznjYuvx57G0+i2MPf3Dq+JkxgGaGHzQmhXzM/U2GO8iTrjM8tM6hJQNjnnG4i8JYoyO44ITKiRJXyF7TNS3XeI7olgoMAlolSAZ7QH0Znl8zzquayG5oZQxkreExCS3Ika8FAlGBpmfZB1qP5o4fzSFL9pEmHarVLjyjVqXVOnQaakTFzvfAdAYlJbgfzXgOiALMtDaOmza0UnMdjCPIGNCue0j61821yFyQSZmMJ+cMezeewda1L5fOx2bMDqqn1TI12fbC8wQN6JwcW28Rvs/R3yTHTebxKHOhJIbDdUBmYF6NsqEqd46l1n0kQ8qA0nqkEdQXyQg1NHltqbRKIo33kOpdul66DY/bHp7G0dEKAC8Hz7SiZ9bWmmF6HbIzeF3dIM2jw4Bz6mtps84yjzHoXEWtdXSq8ylMZjQ4oP3QoWDZGpbVoc19yvcx6PbQ3x9lrp14WqFO92Zq3gCg5ABFZVslYzA9BCvkFhgXEMYTpTXKKraO4AUN5EmX9rdojgIrTEDlRUaNyabb3zV/csaQZwMw5kF4xnnSGjcufxa93XNYPPoeNBfOmGfOBtUk0ngfQW1++h6uqRZcgyFP+5Byl+YgEwhrCwdeE3sZb88+IqqtVhpMFLLV0FhqRxD+qMa3mPGzTvX+1gvwwhYE96GYQJ4NILxo4hwZY5BSgfOEHLwgLGU8rRK4UjlkNkBj/vTU0Z5cayEbZkiH2+5ZK+3ldvTm9eIxaD+itnGcMbIDtIIGA+MCWdo1v2Mp9RQUhW8E8BgpttspO+hcgfAi+GHb9X+mTKnJ5nOBwDiXbgxmTS5n7Wkzy7MBlM6dnSfzGGmyT9eLCzTaJw6+lRXuOlQZz3sdDKXN42vBBfWCBhrtE7SwexHSwc4tZT6XT3wDzrz7JzG/+na0lh41EWDg/FO/iQvP/Db6exdu+htqLNLmh20EhZ6FU78jM2PwSRPFy6i9RFG5TSbw/AbytIu4tzHRz0qbXoh6LCN0mJoHJVNomTlnGQC4P6KNyTxBGu8ZQRvtoqezMp55NkCadECU0KzQeqE8Ni58cOG7sRcdl2J01NK/7O/YPnJ03gqcUX/VxLRwGAcrOOnjdcDFzOTM62M2PyWTUkTeRvnztIekUDdja0/cv1VcyjiZFwFoLDaBtSWbIaLMD1QOsHyq40nGAIzzT7937dyfYtC5QnXAM+s8xx3LYlZp2oJPBnE63EWexxAiRJ7HYMI3PThJREi5RupAb/8yrrz0JyaQwKGgSsJbxTrKsrgQ0SiZ8E2WDWA2YOEye9ZxKgjPZAMaOwMAhcV2iBMrFDF/5NQCjq+O+mpaYyuoLboxRI1VAEDcu2GotsX5bOebySppDVHoxeuHLfi1ecroTcl4M2gwzUid1xjjKws1rC7WJuibGjZARMaX0tI8DzkYcshsiMsv/mGpx51tXeICMTOec6Ix21YhbnCAypHlCp7HEPgBGB89+7Y3chLv4fLzvwe58UdgUI754NpjMIEs6UHKxNWB23l27ezHcfbx/1IQIrI0P3L8F1o+1VJCY3fjaexvvWCcYxvMsOepIILGaB2YASd8Y+rvqDbt4LVP5jFkTjWwoqAyeu7J38C1sx/D/uZzU79H6rXerQsJjY9ZZSaQYjOslL3WkrLLabI3Gqupj7dJNCvI5L7LZ9VCDsFAbUeypAPBBZiKwb361M+TOql07BJ3zn4dYWMVXth0pSMkrJe555/b9cvCLDmcMyT9TcSDgrgcgN7uOQDA7vqT9Iomsbk07iDPh+SczAj02sNw4bs2YDKPkcX7h8p6OsXrqbG9AzLmZv7T+lUIprkAQvnZLh5i/fwnsf7Kn2P93CeQ5zGUIlbFuEq5/Z7SClznUPlgYu5naRda5USBVhkG3evTRYMMWyjPhnClClpNrFnpcNeV9ZS+axxUxj1oY5dASwi/Bsb90t7K2ChwNeytg2WdUsabxAQTd33D+jI8v+FsJsaEoeePYLOXE6UwwkOeDgyNmZ5bLkKoLIZU2ddU0uV+QpXxrHBPQngR6q3jSIc7SOM9ZMMdMC8EYxyeP32znfo7IsDxN30/rrzwhzf/cAE286CVxKB7DbXmEeNcHVQPSfWLTKbQXUmOVIESaJGlfXhhC2m8Q/RAxhDWFhHWl42BjInjKDkyDKYeWyvEvRuQMjWCIIRyi5jYOblWhOSgtgUyG0JlMYRfN4IAgoylsfPhJvrtBU1DXy3+niVwqZLxT/UmPpTbrOk14YUkMjIFxU2oSF8DgNjUl4T1ZXhBA/29ixPftwJNVtBHaQmhPbrWXJh2PrHbpOlaFRw7o5paijIb6lTEEwToAVgkw51zaJ2CqWSGIqBRfXU1VYXrng9hI/JK5UiHuwjrS3QN2GhIWsaQ6TZEuEaGg56knBUVhPOsj6C2iECQoZH0NyFlCj9smQg4tX248cpfAADWz/0ZHnznj5XnYyF7DaBk+CiVAVqBcw/MWwSXHTLuSuJFkwqyyWALWivTegUgVqs058tKjczJULRUSvqNWvPo6HfUeO2nyXgWRKyKVqpWKTivQTHKAufZEJ5fK31/9B1y/EJfQKlJY5VBQ+UpuO9RsEspKJZBMOoDmw0nVVrpuTbXFcpkniahZQrBGZbaEZrNAHFPg6kMcRwDKkerJeD7IWSBwp+nPSiZIi7WNmtqY8AYQ2frReTZAAtH3g2ZDxGEc0gGW+SYm3lkWQS93fOoNVahtQSDR4rHSqLdyOBHc0iGO9g2mdzw+IMAL9dJakhTU5dPrB/lNi0keEWPhkSedpHngwOzHnF/g2jKqg0huHM8+/u0BuxvvYATj/7dieMxRr0vXw2UzPDSl/9PCK+G5nv+dxdk0TqHzIfgIioZ27a+n5JLDFBmfbRrwAxGjc5jcCaRx7tIoamnq1cH49PrJ8PaIq1lM0T1GBPIsh6C2jxNP2lr9C1dv1CSYf4nhGmdUuolPBZkLNSMK5nA0s5n1esOezcw7F3Hwto7wEWAdLgLKVMwU+sn+MFBATb2ZxHJgEpEGnMnJ96TSkJrQPiRC6rS2dj7UTz/0bkxAHsbzwIgNlPYWKYxAwjVFH0B2jDBuUaedpDGYelaqDwBFwG4CKBlhlz3jNBhw+0xNgNJzCMNLsJC0DgHMJoDVDNJa6BlUznmABckHqRyJENbEsPgBWV7iosQabwPzj1kaQ9Kh+DwAJUiTymYQfFXE1xiHIyLkXYDY2jMnTRUWjrXS8/+TukYxx/9PrQWH4bn1+l8SzYLA/cj5GkfftDCvY6Pfexj+MhHPoJnn30WnU4Hp0+fxk/8xE/gh37oh9x+/RM/8RP44he/OPHdj370o3jooYfe6CG/alSO532Er7XYD2MMYX0JXtDCsH+DpOFlhlyX6ZA3Q3P+ATzwjv8N6698Ckl/023yKyf/FuLB1lSKpq05unr2Y+jtnMPC0cewdvr9pUzNOLSWCGuLAOPIkw6koZVyr0a1VCabkQw2EUQPAX4dWmvIbIikv0lZUiPKMaoLJYP3IFVbrTXSeB9p2nUUoTztY/fGV1FvHRt9TmUkPGR+nzYvBZnFiOUmwvpyyXGRMgUTHrjwR0aM8Cac4v3N57F07L3wgsaEMIF1UrRSSIe7KFJ7hV9z9N8s3odSEr4IkOddU3M3llEab91RQDIgNT0/mpvpoDshJJNh0DIDuI+4dwP7W8+jtfgI6u3jNH4mSHyj9AMJAKIWw/md2tTJJUjiHXLijDHGuQeuOoCepIyNMp6cMhOFeTXehkJmAyjZAmMerN+pVQaV96HzIbTXB+NzKFKAS9ff1NL60bwzRgadK7j03IfhB22cedePu/t07olfK1zTLfsj0Epi2F3HjYufxsLauwoZz4IRJTMordDZfgnptS8C7W8C8FApG+QcQPd9hTTuoLf5NDRbdfWcahbltJRZoj/D+iKCaAFpvItB5wpaCw+RccSFc7qlTKGyITTjpcxEFu9hf/M5DHvrOHbmO5EMNh1N3oLJDsDao9q5MUqy/X+qqaT6Uzq2BBSDLxSOLkVI+jcwjpEKrf3+dAPdXo8o9MCYnR8SKh+gWQ8x1/QhPL+UWcrSrvn36HkQ3EMa70MEDVw7+3H6zeaaWydE0IBMB/BCVnr+LI3anrvKEzDGkcZ7UFpi9/qTo8Gm24ii5UJmnMGKlyhNdehcBK4ObJyubR15pSSkyiFM/e2scgutNaSpHSVl6bHgi3GoLOLeDSiVT3VIbhXd3fPI0x7ytIcsGyLPY+xcfxyeMZg9xkvrFmWb5cgpcIENG8iZEXhQQ3DjDColwZiG5wkj4jP53DMuwL0aNi/9NaLGKu1LBQgvBK8v0TxVElLFGHSvord/CWCLpTXUlDXDE2ZOFNf/0lpr71s++t3csksm981B5xouPP1bAIB66yjC+jLC+hIFyZIupExKlNdpYIVek1naM3XHAlFj2WXlJq6l1rj03O9A5jEefMc/RK46kDKlkhgXTBr7nh4A6R7yrD6WHeQUcM0GyNPBBMXUCjZx4UGD1J1L8z1PwEUIL2gii/dImAsMMo9dgJ1qcofwoznkSQfgPqhcIXeUWHc8Lkxv7Ywo38I32U3tyhTsTJH5EHysFhMAuBchi/eR50O6b7IPnveQxSkGLv5oqfDaBDJIpdZeEz9s4+H3/N9w48JfobP1/MQxrr70J2guPIRjj3zPVFvO8+tUZ35A3/R7Bb/+67+O48eP4+d//uexsLCAz33uc/jX//pfY319Hf/sn/0z97n3vOc9+Jf/8l+WvnvixL1JM64cz3scFdWA+nw2WsegoZHFexj2bhjxi9qhaz+jxir1+zTGYdzfRN1E0bdrS9i68jelz9OmpdHbIRpRb/cVrJ1+f4lyOA1KZVT/MEbLLRqUtlelFRkQXggpUySDLTJuTS2Ney+PjUEmHe0s7t9AYByJLO0h7m+CiwB50sXu+pMYdK5i2L2G7bGMZxDNk4pc5zo2r34BtdZRRPUlyDRBEM2XaLpaZkZwwEeWdCChASYQ98sqfpuXPoOosWqinBx5HiN0x0yRpT34YQuZaVBts3daSci0j97+Jbz8+H9GWF/Gg+/8sVFWa2zzLzlkY9QtK+MehPNoLT2C3u75yXtj6UFagYkAMk8gvBp21p/EoHMZ3Z2zOP7I96HePl6iLFmnBtBg0oryBBjVzjD4tQVk8R4GnatgghxE7tXA5BaQ7gJYGxsNGTiW7lVypF1WuHzezP1bQyVblEVWCVS6B+Y1jUMaQ6umqcek41gqp31WlMpx6bkPAwCytANpDHOl5SRNCzDR7CHOfuU/I8/6SAbbaC2cMcGIsWyVkti89Fl6ofslMHw9rICTVhJZ2jVG6cjx3Nt8Bp0NUg8OT/4/kSkPVtCI8WI9MdGhmatjG2WumosPYefal9HbvYDm/IMY1QbSdR7sXcTlFz+CudW3lRyBQfcatq9+0f29Of9A6dxvnP1jsP2ngcbbgcajTqgFWiMZ7oJxMWJgKAXb15YxAaVSqnc09N9pRrDLhtn6wFkZT2VozGDY23iGjFe5AqYTRNE8VhbIeCsKcsk8oZqwUq1ljqB+tPT8DDpXnOPpB014Xs3Upo3GQpnZgkKyORfLELh27k/dZ5fmIngRd8EMm/UBY2DCg8yHGPZuoDF3ytTMFVSdVQ6pMuxuPo0wWoTwIigA6XAPYb3sPI2+ZLPPpDgt0w5yViu8XaxfPrwoC6n+Ng7cY4rXO4t3kQy2sXHx0wCAh9/7f4fKh6Vnm9qqmHYSDBSchCYVYBzgeMoY0DlgAhqccXC5i/7F38W2/AYsn/jGie+kw21DfwXqcydJ2bYA+xxZWvj5J38TABCufDtQO1b6LOejVj7KZvhnMDko8OK7dc3SsrO0B8+vE5skG2Bv4xn3rbi/ZQKfRP1lwkcy3IEfzh0oHMQK/8W9DeT5AJ5Xc3PFit8Vf4NUVK+Z424S7dgyXfhozXDHYABkAqiu2aPL47HU/SztQcmsVF/JQL1zPc7hBQ0kg+3SfM/zIfzagmOGgCloxpElHbeukLZEBj9oUC2lSsE5L5S2FGwNJqBViiTehVY5aq1jyLM+4sEWrp39GKA1Tr3tH8DXCkrm8KNJx96dn1YAo2wrXYIucs3g+XVD0iiwT+gLdD1MsEB4IZrzp53j2V56E7XyMfZPb/ccNi7+NY48+O2TNxaY0L+4V/Gf/tN/wuLiaO163/veh729Pfzar/0a/uk//afgRhui3W7j3e9+9x0a5WuLqsbzPkCBXfc164hamkhQW0SteQQATJbs8JL7jFExvfAiE+2mDWn5xDegtfhI6bNZ0kWejWovbQb0IAU7envScNBjrQWydLKGQ4gAUXMNXtiCH825qKrwau53k3gPw+41xL3rSIY7GPbW0e9cof6TnCjI185+HNtXv+Q21uJxqWdfBi4C7G09h97uOWxe+ozLUpbUNjXVE1klPC9sgfEA55/8dexvPjsxfuvoce4b8RKKdp//6n/Dxed+B/39K8jifQS1BWRpD1tXvkARWy2xd+OrACjDNorOTrZdKEaKJxxPk/EMonnUmmt45Ov+HxNjpPoxuhc2M3n9/J9h0BmJf/T2XkGe9qBV7lo7eEFzJMSiRj3qZB5jZ/0pZGmPKKF+ncQisiGkysGFAEQT0ENDsSvUt9k6IsZh+64Wx5mlXSdKoowjalsa0DcVoEipUMkhdNYlxyfZwKDQj7TYVmF3/SnsXH8cGxf/unRdZDYgg2aKYnOeDaiXZx675yEZbCLPenQdxlRtyxc8Mw4XXXMpU+g8Bfciomqa7HfS33Jf6e6eQ2fnrMkCT7YUIhGP2ujcAIBxtBaIjjToXIaWhblshHt2TP3Z/sYzI4EXADvXvlI4174RCLMCVhqdrafpzXR9VOdl7p1SWUmltEjPpz8pIyA8Q6+bYkCTcZ7BKqPOEheKO+dx6fnfQ79zGdfP/RnWX/kLKJVA8XnUoxGttSyslCNsrJacI62G5lxHz0/c20Bv7+JIQZJx3Lj4aVw/+wn3mf7+xVIdsA2YaK2MkvYI+5vP4dIzH8LO9Sdd1lMburLn1ZDFHeRpF4POFZeFceOXKTYvfhYbF/4K185+nOr90t7M62LOClSzR/0SZdop9ROcKI84qPbPQOYp0uEOsqTr1rJpyAr3PxnuYljIalO7iPKzbTNjo5E73rwZ2ox6VpVA6wy297KGhtz7AgCFrSufn/6Vwl507vH/MlF+sL/5HK68+EdGQGY0N5PNT2FtcZQJY4wyi84OKbBWxgOxtu6PSg008jzGoHsNMhsgHWy7+sVksEUtPgzGa/SJITTGnpkCK/gDTfRSWg+zUaCkMFaL4r6eJnvgTBjmjWHEAG7epsNdYn4o2pdk3psatKAynKzkVNoB8vwGGFIwxpEl+6WgqMyGLgAQ1Bfh1xYh/DrS4Z4ri0njfVx+8SPYvvoFeH6dzs30P03jvXINtNaQeQqVp1R/KjOoPCHGmGndRXNagXuhczKH3XVcefGPXVDZC+r0OUsxVjG8oF4Qp6M2LEUn3T5TvFBn3l5+E868+6fwyNf9DI498j146LGfxkOP/bR7v29UrLWSuPD0b+PyC38wwXS611F0Oi3e8pa3oNfrYTA4WOTyXkXleN7j+Frq43kYMMYR1pfQnD+NsLZEPT9vsf8XQEZl0t9y0bel419Xer+/dwHnHh+15pB5jL0bz0xuLGOYJgww7hxnB/SnFF5INXJmQ7D0Fa0lsuEuZDZAPNyBFzSJmidT+NE8fPPvg3pfAhij8I7GbFVrHQqCBAAJBlx6/sM3/V1qCh0jTToY9m64Oqve/kVEzTUwxrF+/pPYuvJ5XHnhD+GZ+kKLjYt/jX73GtbPf7IsuqQLdVCg+rXiBpWb++iZqL7wQicqZeHogiYj5fkNdMZo1oPOFaRJF0rl7vjCr8MP2/T7jBzSPOtj6+oXsXXlb3Dx6f/pjulH89i6+iVceeEPIdMO0WN1jri/gd7uK+jtXcCge80FHxjjkDItOUNUi9tzAQsrEMLsbTM1kFplABPgPIJMtqHzbWiVQebDEp1Ua1K13bz0GWxc/Gvn6FtcP/fnuHHhr6aKY1x85kOAnjQwrXFXdDblBB2capCIQiohsyGunvsEtq58HipPMOhcwbC/VcoQXD/3CWxf+TwG+xepdq9E90wMjc+orbqsMUfUWDFGJ0X77fUkwwml1iBJoe9eeU71qQ2K+W7JEVcJdL4PXqBYw7X9MfXS0GY+G6eac6Nizem1GeuUtHRYPdvxBIgpYbNpdOJUS8wL7UCKhrqdv4POqLa0GdEYioZ+b/ccrrzwB7j4zIfQ3TmPyy/8AXavP+FEY+i3esiSfWfI0+mb7K4oZybsM7997YsuG6lNJry3dwFRcxXCb1DwrHutNO9kHmPfZEhkPgTnvqm37plWTYVnPhu417TW0MkOBGdgGDnIAFzGvfACxtu9TGJEe477m4in0qSzUlssqtUbBQF2bzwFP2yXHCyZJ+462nptqypNrIDR/Rd+HSfe9HfNsYbgKgbntF5opSCnBDCLGJ9LNy5+GlnScQGt6+f+DL3d87hx8a8wXsjDVLndl2DMzP2R2jAAvPLV/1G+JkrS+Sqq/bvy4kdw48KnsLf5HKTKkaVdFwAtOoD9QvAPALhp45Qm+6XrB5AysC0DcP1FjZYCA6m2DnvreOXp/4n9rRcmHMXivhL31o3gTu6oozZQR85xlz6vM0DUqf68cK02L33WiTQRI4NYPcPeOmV60z3UB59A9/IfQmuNqy/9Sfke5XFhj+UUwPRCaCgM+xsY9m5gd/0JZPEetq58Ab29i7j+yl8gHmxSQFAmY3s+PY9Z2qFgYdqFVGlpLVs//+dI046zMbRWuHb24+jtnsPlF/6Arr8IiMkTtsH9FrjXgueH8PyGEx7K0z5EgSY7cjzL60EQzZfaq1gaLkC2kMwTxAN6xvp7F0via3cTpJT4wAc+MPO/W8FXvvIVrK2todkcsRC++MUv4t3vfjfe8Y534Md//MfxpS996bU+hTcMleN5H+FrNds5DcKLUGuuwQsat9lsmDIRltoWNVZx/NHvR1hfKRkPRay/8snC8Ws49vD3THzm0nO/O4riaY3d9acQFzJQABmCN8vUWqPILthKpmBeCM0YwvoyhBfCCxqUHTUbyKBzxX2/GHUsIjVZvCKFcePyZxH3KAJtI9Y287N56bO4/MJHMOxeO9BhHnavIY33wIxoUNzfLBllWuXo7V3AtbOfcKrCw951k1EdbVRxfwM3XvkLDHvXsXP98ZGxPmY8yKyPQeeyoypaYQPhjzY4PtaOxfbMHCntTjoCWdJB2t+E1sqN3w9GjmcjYmDcQxZ30N0ZGeZF9d7d9SeQZ330t54CF9S0OzF9afMsRtzfxKC3gc0rn8f21S9DyczdF8DQF2HVMnNH08zTrskGG+NfJeTYihBADi07YDqDTAfodS6j37mK3Y2n0d05V+pZO464v47B/iXX73P8euxvvUCGZAF51jdquCPHU8kUuzeeKn1OWyVULTHsXsOwexX7G8+afn07SIfbk0qHAHr7l5BnQ+dI5dkAw/4G+vuXcPHZ/1XKVNqsvFW3TZN9F1CyIk5CTH8eSueU9siZUnZOFRxx2YXa+SRUsumcXifalHahAUT1ZdegXWuJIJo3zyc3gh/Tg1YXn/sdYzzqqdeiiOJax4zSrcrLfYNH59M317lAjVdkdF97+WMTv53Gu7j60h+NemmOv590YB1kAK7Z/MF17xr9/Us498R/xd7G07j60h8DoGfTCxpI431kBQdE5nFJdXjQvQo/mofMhogHW6Xa38RkJCkAoaB1Bs4ms1ylumDzN3IyDhKKG7XrUTqHkhK2fjFP+y74VFYkz0ph4s1Ln8HLX/4/S9fTlk2onETH9NafINn4cwqK5T3nePrRMh54+48iqJmyhKyD+SZQ8zPDxtgundO6EQSjnsoJkuEurr74R6VzSoc7OPfEr+Hy87+HzvbL7vXO1osT7Y2oTUYfyWDHqR/bdkcoXLticAKg9fuVr/53XHnxI+DCc8yb/c1noSW1qxr2t1wbIfe93joxdwxsjbQ0wQXrXFEQbdtlmkmjiYEhw7B7DWef+C/YXX8K185+HMlgCxsXP+0CE4Blk4zu2e76U9i49Fn09i/i2rlPIItpjiuZulICEtTKAeZB+OWWKdvXvowNU1rAhY8k3qX6yHRAPZOTUcBiWvAiz4fo7b5SbtsFkPK9KWsoPvPXXv4okv4Gtq5+0TFx0njXZeSp/ldA+A1TFrMBmQ3HAptD3HjlU9i88nkkwx3srj/lBP1kNnCOvh+2yUYCAM6pJZTwETVHZSPFGkxb71+0LWbBCxpuTz3/5K/j0rO/69679NyHJ67H/YQvf/nL+OhHP4p//I//sXvt67/+6/Gv/tW/wq/+6q/i3/7bf4vhcIif/umfxhNPPHEHR3r7uD9I0l/jqBzO6WBcIAjnMeheATBdbMg2nB9Xwh3Ji482kdbiQ2gtEmUvjffR3XnZUUe3rnwBXtCCH7axePQ9aC2emSkRf/WlP8EjX/cz2LryRWxf/YJ7nXOf6jCzPi4992GcessPlpyjQecKtq58AWsPfJsznKwRpmRqBDmmO8UAsGMEPubX3oW1B96Pqy/9yUSt47WzH4Pwo1If0/7eBcS9dUTNZVjjl4sQF579kMtGzBJ7sVAyxfknfwO11jGceusPIU/7pYyCVvlUZeE03i0bkwUjOUs6sLV640ZinpOQBylHjmiiXBQoYtwHUKSwpq7lx871r4xqEQ2CaB5pvIfu7itYqi24iLwXtGB7l9ramzTZLxkgedaHHzTL0WdTkyf8BoJaWIgwa1x4+n+4qH0QzcPzR/NX5jFF3R0FmlpgpMM9sDyBZvPQKkc+uAQRrsCrHQcTLYBRBNqvtSCzAa69/LFRz8pDIB/LLNjr0ds9h/biw6X3hN+Aysr1a8lgE5tFJwegBusgg6h4bdJ4F/W5E+jtnHMZsvGx0P2yNc2bSAbbuHHhU/TvopFq7kNQX8Swd930KYyRDHfR3TmLZLgDNZbdsoZd6ZiGcki1fc2pGeC8dxbAQ4BRItXQGPRuIOlvIDgyD8YEtMpNTz/qA0yBFWbqhKdj49LncOzh73a0WCbq0PJgGpbKewiHz2L77CUMbhzDysm/Vc7gZv2JViJZvF+qrbsV7F5/Ar2wjbUHvh2AQhAtANAFEapJaC2xeflz5ddM7a7wIlLOLlAFpUyRFdam6+c+AS4CNBfOUGmFzEbZEyWhdE6ibHkKrRgEsxn2cWXt0qBMPa6aGprXWpPqpxUlMrXcWksMC0FD7oWlYMKwdx3bVw/OUuRplxwSmULrDEguQgPIus9SXWRKDkBj6a1GbVoDzAN0Dh3fwCvnP4r6/CnUGuWa8b0bT6O9/OYJ9dBZuPbyR0v/jseyTFm8iyTepRYZIgLnlPHU0mYDtwE26WD0dy8Q62C4DZkVgiTcc2I43Kidjq/pF5/5EBaPvRerp/42fYdxR0NPBtvgInQUatcOi3FwpsBUDzsbT9K12HgaUeH6ZMkesrRv2nXJUmkFXbtRsOz83gW0lh7F4pHHoLw6VB7T2qEyMK9Bz/WYY9XbPQc8+G0Qfh1ZvEe1nnkMaAUlR2tIf0pAp7dzzjFQjpz5O5hffZu5XgJChCUpsyLi3jpkHtOeM9xFlnTA2JyhnFPWVHghtFZGQLG8D9ggdW/3lYka5ri3Dr+w3jNQz9uiOrsftaFUjs7Wi+AiQL19wgWJGZvREsjsY1abI2oeIe2IKYmDrStfQHPxoRlW3Z2BEAKf/OQnb/7BA7C+vo5/8S/+Bb7xG78RP/mTP+le/+f//J+XPvdt3/Zt+P7v/378x//4H/Gf//N/flXHvBOoHM97HczWgVCNTIUyvKAOzq1QzKRTlib7ZPwbwQwHTfV1liKjDVXHGjVBNIelYyP67cLR90worHl+HV7QRJ720F5+iyuiVzLFi1/4lYmxNBcfRnv5Tbj60h8j7q3j/FO/aSihHhaPvdcZA5ee/z20lx4FUHaktMrARIBB9xri3jqC2hIYExh0rpQc3MUj7wJjHCunvnmqyM7VF/94Ivtie+GpPIFSCtvXvlwyvG3ken7tnfCCBravfglLx74eO+tPoLVwBt3tl00/s2sYdK6iMXeylH2Z1Z+wt/vKzPopqxAKTLaxydOBGWtu/qNjFefAhLOa9rG/9SKuvPRHU2uHmgsPYef6V7B740nsbT7r5osXNF1WNkv2wYVPFKNiXdRgC76ZCxZZugfWYK4OSakc117+GMLaYslYVzJFVqpzM20IdI7dDaJ3+2GLMp55THRauYls73FkAMTRn4TUGmDUT5UxBi9oYNArZzDby29CEC1if/M5nHjz38P6+U+OaoGBUg9TADj60Hfh4rP/C8PuNUd/tBh0rsALWjfN0GXZwDxjZRp4luyDMYarL//J1O8Ne+smO9EDOW37M/vvOsczWjC/3QG0RG/vAi4++79K71msnn4/blz4y3L9o84RRPNIhrsQfs3UMJWh0i1sX/0S2itvIUVIrXHJHINa+TRx4+KnTXDqIVfby4WPrStfmPg9i2SwifXzn3SCZyJcQz54ZebnASAfXIGXkTE77F7Dped+t/x+2nfiMo35B9Dfu0CBBHMd/Wge9dZR7G9Oqk4CwLFHvhd52kdv9xzRonvXMexdh/DraMydQlBbBMDc8+uHbaye/hZDCf5rUmyW2UQmvbPzMtpLj8L2FSzOC5VPtt64+tIf48y7ftKI0vTh+XXEg23kMkEWd3Dp+d9DEM1h9cz3wo8EdC6hUF5viiJYroXUlIxnng2ovj+lvoOO7q4VtfZKqbSDMY6g0C4CwEyns7X4CJaOfz0uPvMhUIuYHjmeSYEJIzNoOYAywQa77jPGIMIVyPg61i/8JZRMkAy3YJ/UqHnEBWFmOZ3tpUexfPJv4fyTvz71fYDUeYvIkq6pF0ygkGAkHmuotipHlk4+H0k8onC/8tX/5v4+7F7D1Zc/hpNv/UFiEmi4oMj82jud87Vz7XEsHfs6cvAEBX0pi8cQ9264Nd0G5Djn8IWG7r5SyigW/z60/X3BzfUb1f9OvRbbLyFqrLne1EppaFEHuk9h64o/wVbK0x7OPfFreOAd/xDcC13pCjnuo/1g6/LfjB+qFPxaP//nWD//5zj2yPeivfSIE+mZVed64en/iUfe+0+IgZN0SNFX+CjaiYzxqce1KFJw51beiv3N59Dbu4CWcTy1cbqRbYHx+dJ3r738UfR2R2uUZYqNO+ZZ2oPn1ZAOdyG8CFnSRRDNGbuBSl2EX6MAr6E47208jb2NpyG4j+UT3zBz/PcSOp0O/sk/+SeYn5/Hr/zKr5RKJMZRr9fxrd/6rfjTP/3TmZ+5m1E5nvcbKt+zBOFFCGrzGHSvg7H5CXolOZ0Rqc2WaCHKbUYwRgXMZ8dBPbGmU/UefOePY9C5jObCGQS1+ZmLfL19Akce/HZw4ePUW34QV178IyfDD5Qj0DIbOINReAHAaIw715+cUN8dx8KRd7nmzWFtEWfe/Y+wdeXzmFt5Kwb7l7F97UszKX/K1hoy7uqAvMA4PAaNuVNoLT6EpWNfB8Y4lo5/PRhjWDz2XrzyFBkaO9cfRxDNY+f6iCYyTS0VALavftE5pX7YLlAkR7Q04UUTdTpZsu8i6MWIadHxbC896q4jQKJONy58aupG7gVNzK+9A7vrT5ogROYizV7QcHPH1vAK03fNIulvojn/QIkilPavQ+R/DSx+JwCgs/UCervnJ4IBedaDH86Xzptqm/q4fo4EXuqt4wjCeYDvQ+kUvGDQdDqbCGoLUEqXlocwWkReqDm21HC7kfthC8NCmdh45NmqDwMgARMzDwFyBhrzD9yUMn7t7MfheTWceNPfLRl805y6ErTCxec/jNNv+xGoPEZn+2XsrtN8ai0+gu4OUQUZ92lcAEJDS+ztnsfRh78LvJAqGM82NuZPY+3Bb8fm5c8hrC+ht3MOWdIFFz78aG6SomqHJYfYvfEUkngHxx767tJ7/b2LyJJ9MrK717D2wLfhxoW/BEDr1M1KAoa96yOaW9SCF74LafdlKIRAPpktzXozHFPXY9b07OQ+lk98E/p7Fwp0fIYH3v6jyNMuOlsvTQRpHnznjyGsLwMAlEpLNP7d9Sewu/4EWkuP4vgjH3SMBc9voLX4MJTKyfG0ztqYcMz1s3+KLOlg+fg3QPg1DDvFbJueKE0AgPNP/SYeeMc/NPcoQGf7RVw/9wl3TZPBFmSyhcHOC9i5/mUcOVOuucrSrmnboBEPNiD8mltTtJKIB1uuZZR1HGCcYmbmfTLcJdZJWEOedLC39QI6Wy9MvwcGteZRHH34u6BVDj+aRzrcRjLcQSMbQuejtU6rGNxfMC2bUOqtuLD6CLYuXZ/KOmnOP4iFI+/C9bOzDVQvaCGI5nD67f9XqtkuwAZMx4M6WdJxJRdJ3IMHBd9rQqba0ZCtoBsYR1RfRtzfcP2UpyEZbOLG+b/AsUc+WAp41VpHsXj0MaOqq/Hyl/+/ePTr/ymEFyHNY/hhCzJPXOstos8LZGkPQTSPlTkP165MCt6NwOAFTaJ5ayCozR/wWTvWLcwtPYr+YIuCFjdoHd7rjwT/xq/X7vpTWD7xDci1Rhr3iXmRzGY5FFFst3bt5Y9i42ILZ979k0iHuzPnmMwG0FoRZX2wDcY9DLvr8GvziAeb8Lw6gvoiBmYvn199O/JsMDUYzbmP9tKj2N98Dvsbz2Ju+S3YvvYVJINNKNaEStZxKX4KjbnT2L76JRx96DtLTicwYkUVM6hK5SS2lw3h+XXDCiLmQmvpESwNd+CHbZfpHWcD3UxT415BHMf4mZ/5GXS7XXzoQx9Cq3Xv9yc9CJXjeT+gcjYPRFhbpD6Kw11wU/sImGJ9Q1nJ88FYxtK0l2DctZvgwse49LrWCulgByKoT8jRA+To2Ojg8vFvwNLR92L3xlfR27sAIQJ4QQNzq29HWFsCYwxZ2kPYWMGD7/wxdHfOQWuJ7s65mQX1XtBCY+4U+nsXZjqdjBFt7chDfweNudPu9TQmw+bYw2QgN+ZOYunEN2Djwqext/H0xO/s3HgS6YB6UVqj+/gjH8TujafR2XoercWH0Vw4464t/cncPXjgnT+GC1/9HyTM9MR/nTrWcRQzocsn3oe9jaedUZKlPSTDPXh+Y8LBSYc72L76JYQPfbf7DWaESCyWjn0dgmgejblTOP/Ub0JmgxLF2KK9/BZy2MMWau3jEzVunt8APGWOu+2acxcdic3Ln8PO+pOT9MzkIvav/SUW5r9vKnUToPtUzGwrmcIL50rnzBiH8CijqfpXke6Nmk0Heh2hv4zuYLRJZ2mvRGE99sj3Thx33IAa72fLuI/FY1+HnWtfphfGnP9ZGcj28pudsZTFe8iwh872y1QratDbPedausyCymNsX/2S+S3yIqPmERx7+Luh8V3YXX8KYW3RzcH63AlnwF154Q8N1bqMevsE5tfeAeGFaC89gvbSI0gGW+jtnEOedtHdOYfW4kNIB/3JPq4FDPYvu6yLRW7aBVlYpxOYdOpnwQZ5Wq15LB59DN3++3Dtlb+G7s02YOdPfg8WFpbxylf/O72gFRrzD6K/R4ZhY+4kosYq/GgOmXH4F48+5uh4Z979U+YZ0rj47O+g1jrmnE4A8Lz6+CEB0HzJT78f+5t0X62wF+eeCyJtXv28yUz5WD75PieOtHX5b7B1+W8QNlaxfHwyo2Fp3kVcO/sxnHzTDyCNO9i8/LmJa1oM3t145S9L7yX9TQgRorNzFpee+120lx5Fy7TOyZIO4v4NQ73l8GuLuPjMbyNPezj5th8GL+jKC5/6nw46V0prCTPZz3r7JFZPfwuixgrdCrOf5DJFc/40dobb2Nt4Bu2lNwEFKrWlVds/hYjcd+eWH8HWpYKoVAHNhQcQ1lcw7FzF3sYz8MM5KJW6tcYP22guPAgAqDWP4NFv+FkwJrBz/XFw4aO9+Ejp+bKwCs9a5cjTDoTOwXUDuZYQfo3opEaBV4gAfjiHuL+BpL8xdZwW3Z2Xcem5HobdUSCy0T4JL2igufCgc4oGnStoLjzo+o8y7iEdbIP7NQw71+EHcwBuIE978DW1DQKA5RPfBOHV0Nl+ye2p55/6jdIY4ikBpXF0tp6f2n8SKLfQOfbw92DYW8fuOgWF51bejAvPfAiMcZx86w8h6VANrBfOI0/2wbk34UwFtUU8+M4fR2/3vKuBztOucwIPwrC3jnrrGMLGCro7Z3H9/CdK7x996LugtYQfzWHtwe/AsHt1quO5dPzrUW+foFIBLcfYExQMG3avu/tmewBzL0JYWyrZL3YP1lrTPfNCqDyB59dRax2DlAmVPwkfKyffVxoHYwytxYed4znef/ZeRJ7n+Lmf+zmcP38ev/Vbv4W1tfHWapMYDAb4y7/8S7zjHe94A0b42qNyPO9xMLCJEpUKZXARIGoeBffryJMO0sGuc9apJ5gHndrm27npLZZDiBAQnlGeZFR7omW5RsE0f55FFR0H4wKLRx/D4tHHJt7TWkFlCZRMEdYWsXDknQDICNRKIs+HpGKsJfr7l+EFTTTmTiGqL5eM/Mb8Azj+yPdCysTVBk7rdaZkAjZWxMS5hyNnvgNLx7+Oelhefxy9XaIp2Z6lNjvERYCwsYJjD38Xjp75wE1FA6L6Mo498kGsn/sz2liCFimRFq6dH82DMY7G3Cn4YYuEGbQiauLSw2jMn8KNC3+F7vZLUHmMeLCJsLZYMPBHRmB352Vs15dczdo41doLGlg48i5orSH8ujMUw/oy/LCF3t5FNOZOYeHIu8C5B+HVsLD2zjHHk1HAgXFXF3j2K7+KE2/6/lIWCEDJEF04+hjyTKK79VXEnbN44fP/x8T1smNKBpvww3IE9NrLHyu9lsS7LpOt9su1qd7gqwBPESZdbJ/dQrZ4plTHd+pt/8D1aSyiNZYRLuLIg98BxhhWTr5v5HgazK28ZSY9E6BsoswGpZqmrSufh1bU3kPLFGm8N3H9LI4/+n3YuvIFJIMtZ/wxJrBw9DHKtHMBBmDp2HtL36O5/Xdw7eWPzvztxaPvRXPhgdJrRcXb9fOfRGvxIQjTc+8g2D6eFuP1lOMIonloreEF9ZLhPQ323nuCQ9ROI+/NNkDD5kmE9XqJsrhy8puQxXsIaos48uC3gzGG449+P7avfgme38DyiW8qHcsKJj302D+eYI1Yyt80nH38V93frbiTMtm9LOk4Eaigtoj5tXdg78bTpexz0t9wxnYRD7zjH5LiJ/eQDndw6bnfRTrcxbVznwD0wXWlNIaycR8PSD3ZUrs72y8hGe4iS4fY23wGSX8TtfZxaJlh48KnXeBNJl3EaRdChFAqdwwECy4CPPD2H4UfzUPJBFyEpbV41BNRY2HtXXT+wx3srj+JdGdUd6fSbQyujqiySg6RJR0E0Rz8oIn28pvQ2Rp9Pojmidpp7tXag9+B9vKbEdaXMexexe6Np7Fw5N1ozo8CkcBIcbT47NBvl7NqMk+QpX34YRthegNBo4nOxtPY3Xga86tvQ2PuFKTZe7gIUWsdQXfn5UPtk8W5f/Sh73SB4pWT73NO0e6Np9FceBDD7nXE/Q20Fh9GmnRw9WlS0a23T+LYI9+DLOmgt3cJgDaslXcBWmJ+7R3YvvZlbI3VFwOjdXr19LdMtJa6FZx66w+j3j6O1tKj6O1dQBbv4dwTv+bev/7yx6CyDjQ4jjz891GrUc3llRf+EHHBQV8+8U3G4XoIp976w87pu/HKp9xnjjz4HWgsPIhXnvpvpWt845W/wMk3/1/gBY0J9V8Abr62Fh4CY2xqyUFj/gGEZm9Ze/DbsX7+zw99DVqLD+PomQ+gs/WSKcdgI5quysG9EJx50CyH5zeoDMSv0/PrTw9oNRcedC2CgvvA8fzFX/xFfOpTn8LP//zPo9fr4cknn3TvvfWtb8VXv/pV/Oqv/iq+8zu/E8ePH8fGxgZ+7dd+DZubm/g//o9Ju+FeQOV43ifQemobuAoGwgtQ81agonmjfpjCDxrQWkF4NeTZAOlwF0rRAgitqHaPCdNugAFGwh0FlVUbrc9vIq5zGGglKWOlJ+mJjItSRtVSTwCiIp14E9XkRc0jOP7o9zr12IPAGDfOtALAoPIY3IieWEW55RPfiLnlN2F/66WJjOrCkcecoVI0sJXMnJS7khmEX3Ofay89gsbcSSSDbdSaR6gNCOPIkh6E8CeM2Lnlt1AbCrMJce7h+CMfxLneOhmuV7+EsLbkDEHGPSysvRM718mgLfawm1t+y9TroLXE6qlvwXXT5H75xDe6zREAkv4W1Zj4dcytvBUy7WPj8mehZIrV0+9357547D3YuPjXUDJx2TrOfTz0nv8dO9cfJ0oh44h762gtPAQerKE3iKEHL00OCsDi0fdg89Jnkae9iRYn42qRV1/8I1JIXfhuTLQ+gITqPQsPgAImxGNmqTR7fgPHH6V2DVdfKitgzq9RpJUxjvnVt5d+c+2Bb0Nj7gFqSA4gaqwhqC0Y45Wh1lgD537J8bRZgvbSm9BaPIOtK19EnvYw6FwGFyGOPPgdRGvkHpoLZ9CYO43Ny3+D3t4rqDWP4MiZDxyqoXh76RFAfw+2rn7RUTwXjrwbAMOgexW11tGJ7xQzvzIfIo334IdzpczGNFx58Q8dvffmYDj99h81PT0ltq99GdwLsXHhr6aMJ0LNBAoYY/Bqq2if/j7sXJyshx22/76bn6unv8WofR9B1FjFmXf/ZOmzUX0Zxx/5YOm1dLjrqLkqTxA1VyfHc4DjWYQXNJEMdwCtEdWXSwGc5uLD4NzDg+/6cWRJFzvXnyiJugBAUFvC0vGvQ9v0VJbZEEFtHvX2cSyffB+2Lv9NiaJ5K0iTfTQXz8AP287x2Ln+JDYvf2b0oetfmfjejYufnqAKF7H2wLe5gNC0Mg0LrSVl9RYfRmfreWxfm6wH1QX6vOc3S/TntQe+HYwJBNE8Fo+9FwCbcHDr7eMAgObCGcdMOQyWjn+9czytZsGwexWXn/8w6u2T6O6eQ91kqpL+Jgady3jzN/2/3D7GRYBas/xcrT1AYjtKJlg/T4IsnPtozJ9Gd+esGbNA0/TfBSgg+OC7fhKvPPWb6O+9grNf+VVXA0nKqyMGwqBzGZ5fR6776JnMfq11DHnaJTZKNkRr4QyCoIU02SchnrBttAvo/jfnH0R76U248MyHSuUk08Ci02AL34KV8Bo62y9S9s70E2eMYfn41+P6uT8rfcc6lywg9X3h0fp16m3/ACpPEPc3wbgwPcUJ9fZxPPjOH8MrX/0t95oXNKmmnHt46N3/CNfPf9LtD8lgGxef/V9YPf3+A+epnQ9eof0JQGtjcR7Nr74NyWDLBSRPvfWH0dl6EV7YRHP+QVx+/vdL6+LqqW8GALSXH0V7+dHSb+dpH55fg9ISQW3BMSI8v45Y0/NtqcJFRI1VrD7wrdAym9DVuBfx2c9SoPiXfumXJt775Cc/iZWVFWRZhn//7/899vb2UKvV8Nhjj+EXf/EX8c53vvONHu5rAqbvt26sryPe+ta3AgCee+7gyPUbid3hPs5uX0Bkmv2+bfXRqdmtCmUUe1ACJBph68rIIdVGcIjoKnk2JBqMliUFXClTaEl1CmGjbGRaB6zYD2tcIa4Iq1Yq8+FtRfLGacA3QzrcJSVdLzSiFn2zAZKBJLMhmPCRxfvg3Ed39xw2Ln4azGSOSACkfDytFZL+FqzYlaUzW+PrtUJ3x9KONILaottUvaCJB97xYxjsX8T2tS8hGWzDC1o49vB3O8OrdA3iDpRMILwI/f1L8IJmKQugtUae7MMP26g1j5r2DxchZQbG+QS9ur9/CZef/3337xNv+nuOyjaOOMlxZWMfNXkWjVoDYWPZqdNyL8Tcyluwfv7PS5myqLFaioYfBFE7jmDlO9Dbegpi+AKgKRIe1peRxftgwsPKqW9Brb5C973gQEiZIhvuUhCGC6yf/zNXs7N47OucQWGvUX//EvY3n0O9fRwLa+90QknCr+HIgx+AVjn2Np9FVF9BvX0cWkm8+MX/MDFmmyWwyLMBZZNkijwdQAQ1aNMP9NXMKW3aPsSDLYS1xYkgTTLcgZYZAvOe1hqXnvvwVMq7Fd24FSwceQzdnbNoLT4EP2xBeHXMrbx54nM71x9HMtjG/uZziJpHML/6DrSXH3VOdp5LXNvqY64ZYvOl/4487SFqHkGteQS5WMPGYBFnjs9hrjlb7XoWtFbIky61kIEiiqxp/1JElnQPpM4/8I5/iCzep4wuNGVQlcLFZz+ELOmg1jyK02//kYnvSZli6/LfoLv9MqRMsXLyfVgwwmjWKFUqRxDNAaCeka4E4NG/Cz9s4vLzfwAuAhx/5IO4dvZPIWXiHAty3pm7p4tH3+sCVrPARQBqWXRwbVnUWENr8SEsHn3PTCaIZWkwxpGZYEZ//zIuv/D7pc+J6ChUtgdtFVDb34oHzrwZkB14QYvUXfMh/f0QrSpuB3sbz6G3ew7LJ74JF57+n5hGsxJ+A9I4glasCiD6+ok3/wBe+uL/x332wXf+uKsRv/Tc72HQuYyFI49h9fTfNi1pSDQsnPKMX33pT5xzehAeeMf/ZsZKOPHmH4AfziEI2/T8MIE86wFaQ/g1qkvtb0LmMbgXOhaIVhKdnZeRJV0k/Q2yB9IeYIJuftDGTv4AwDgePjEPxqfvwf39S9i++mWiJ2f9kaM8/36cPvUgotocAG2UXesH7uXb1x7H7vqTmF97u9NTsNBmfspsiMvP/17JIQeIySKzIZSiPrP11jEcffi73W/cuPBp9HbP4/Tb/sGE0wdQtnvryufhR3NYPPLu8nsyhcwG6Gy9iObCGUcpH4eSGVQeU7s7maI1/6Cbu0pm6O6eR54NwLmAHy1MvRbpcBeN9onX3La4HdyNvsHdjMrxvAXcjZNrb7iPF7bOoeaF8LiHt1aO52sOpXL09y6DcVJNtNlAYOQsKpmY3lgMzMjIJ/1NCD+CH7adQ+aHrZkZgjztU/Y0GxxK4ACwCoxyarbHGtfjxojWmuTVYRtBc9OLjEHKDEHUps/Eu1AmCytESCq/3EOedKBUPrGpyDxBFu+5mg3GPVfrGEwx7l8tdq4/XqJCRY1VrJz62/DDNjwvQp7HSIe78MIWBBfgXq2saqsksrQLBk7KsEEbWdpBEM2bPnEaedoD5x6a8w+48Q/7mxh2r1KftClZjLi/ge7OWcyvvXNq3a/7XJLj2lYfS3ORcwyS4S4YNPxwzoxB4fq5P8Owex2tpUcwv/o2nH/yN2b+poWM3ozGyjeBc4bOIMNCK8DOfg8n1xYx3x5dA9uLTmZDUoD2QjDGkQx34fk1d22EX0ee9aFVDi9ogY9luLOkg6C2QEb0cBfM1C8fhM7WSy4rClC98kOP/aOpwRmZJ6RoSkc0lPMyvZp7oWlTcrj21LOeHa2V60nLTD0iMBlUAGjOnX7bj2B/63nsbz5/YMat1jrm3j/55r+PxhjNcdYYAcq0zjq3QZyhFnjI8z62rnweC2vvQtRYweZOH1c3+3jwNh1PMg4TKE2tKahVhDemDK2RDDaxc+3xUmue5sKD8PwG2itvQb11DHHvhhFxyxFGCwhq84j7W9jfeh5+OI+wsXTgs0LjSZEO9yCCOmQeI4oWEA93ILjn2koMOlepbnH+tFmP9gHuIaovQqmceroW9sdhdx0Xn/3QzGP6YRvHHvkgwvoK4t51p2Ya927gwjO/PfH5IFrAqbf9A3iz1ngTwOTCRxbvmYxOC3naR611BMlgBxsXP01Zs9oxxPVvw3wrcvMgy0n9+czpk1DpNtHKuQfPq5nsnwYXoWtJ8VpDyRRXX/7YzPrtaThy5gOYX307blz4K+yuP4nW4iM49sgHycHjAlncQZZ2EYTzYJ5fmgd5Ru2wis+okhmuvvwn6O9Rjfq01kfjr9daR3H6bT+CNN5DvXWM1njGMehex7C3Dj9sk9CW1gAXU9cuCtR64ObaWmE7aI2zV/YBrfHQAY7nOPK0j+s3NiAR4uhSSCJJpoerH7ZMDbp+Vfcx7m/g0nMfLtFvT7/tR6YyO4rnqbUqice91pA5KbMLvwaVJ65NnUVv7yIF4SWpfhdZU8VxVo7nvYmKansfgAHYT3pYOqSzUuHWQPV9ROnQShpKLmVDZB7D82oQXoOcOU50XG0cPtucWmsF7gUUfWST6rhSpsjTHsL6Mhg7fPYyS7pQ+RB+2HY0Wa21yRARNcsLW9Ayo3oK7pFzyH0yWhinnmeGcmxbH5BBHsAPa5DZAJz7yLI+yff7NXCZQ8q0RHXJs4E5hk8S+9wj59MLkcX7CBsjQRJ3zFugyhQNxzzpoDl/BowJDLvXwISPxSOP0SatJDm/SQdRfdn1TEyTfXARuOtKIkABYARfPD8yAk99BBFR7pRMEURzJac5COeQJz3kWc9QmsvnEDVWXT3bzTBuo1DDc3I4Gej+WPEngObJkTPfie72S0iG2xAiRL19An40h/nVt+PCxRcxTD0keh5qkKJVJ6PF98w4x46nlaS5ENSNw7VPnH0tEUTzUHmCPI7hMWYMIEPJDhqI+xvwgpZz3mSewPNr0CDhHy6CA4MN7eVH0Vp6BL3dc4h7G2gtPXKAkUXiXlZ634/a8Py66/moVE796uJ9eGHrQNqt1goqTyBlBhgxlOLzmCVdcB6437VozJ3Cybf8IDpbz2PYXUd97iQWj74HSuWYX307mvMP4vxT/22quujyiW/C8olvRHfnPIa966jPnZo5viJSK6IxI3MAAPWIrrEfNHH0zN8xvYlzMG5a9RzqSJMgZW8ODgGpc8f4KH+IFEQXj38D1h78NiiZYef6E1g8+thYXTIj9oemZ9MP20YJnEFDQsvc9SKeBSlTYptoDT9ogpmAGOMCTCtImaLePAImAmRJF0xrRI1l5OkAcW8DjAtw4RNd1LTxCRvLOP32H8X+xrNIBlvwgqYRmHo7YAJPgEaedBA1Vt18jpprOPmWH8T+xjPoGNGtlVPfgsWjj9H6lA1If4FxCC80fYsVGIA07YEzAQ2NsLZgRJIYhAjBucDK6fdj+eQ3Ya/vYbgblzKjGuaeCAHNBQSn0gw/bFKAwKh4S5m8LsIrWmusnvxmbJpgJef+TbOP7aU3AQAWj70Xc8tvRtRcoz0qjyHNHiBqSwDjkHmCnHF4fp3a1cgEUuVgft0EdamE5MSbfgAbl/4aMh3gyEN/B/29i1AyRdRcc+rpRWd05eQ3U89PJc0eYlsszUHlCbLMqEUHLWRTaLWOrWRaP3HTezeL9+CZwJTWGjKjXsmH2buFX8fa6hGkyYCCMjIjZ8z8XSYdaKUcvT2Lyb7wgoYTsLOwmUZbJ65VDi58RI1VPPTYP4bMY/R2zxFz5wCn0/UvN3bE65XE0FqBOwHCySx9vX0cDAy9/YvIki5kNkDYWHXspAr3NirH8z7A6xHZrFBGvX2c+pNphbi/AS4C5EmXMkTcQ615FHk6ByljZEmPMhTch9IS6XDHOSjc48iTPrgIoVVGm6FW5MD6DbPoe8iSLkU9pyz8Mk+MgAqDVikYKyioMo487UF4ETy/TkZP0oOGRjrowQuaJApkairSeB9Zf4Pk/IMmOPdMHRbgh02E9SUoSYa87JIzGTVWkKV9xL0NSM5NlkwAKoewoid+nQwk7kGIEJmmLKk1jBgjAZgsjw1dbPYGR9SrvjFMyXDUmmrLmvOn0Zg7RcI00TzybAApUzCQSEFYW0RYX3JiGNAKrrG5VmCcQ2tGG7rJRlsRBmV+MxwTXBBegMb8SfT3LiLPBvDAbjubO+20reM5jjztI097aLSPozF30hn2cW+DsgLCR1A/haHKwHIJrYbQmQTTTQSeh0boIfBHa4WlW3lBE0HYAmOCKLZJF1myDyECMDCo/AaUqlO2028gTfYoEywCCkp4IdVJ5wPkJkIfhG3k2YBqqkQ4M/tpVQqLNbXAKPBis/MA4HkRGOhe1RprE5n8IJrHsLeOdLhbioLbZvLUMF0ji/cpIwTtWqNYCmWW9gAtwb0IXPiQyShToGSGxtzJUs1V3LsBlScQzVV4QQMPPfaPkGcD3Ljwl1B5irh/Ayfe/Pcdfbu1eAatxcPX15HDxm9qBOZpnxS6vQhZvE8OCg7OIN7csNRgnAPgQJ7QvCxQTG2AjXOfsuJeBOFFWHvg/ZNnYSj3TAn3rAi/hubCaWRJF/GAKI55NnQZL8YFtclI+y545odtgAvUmkcoGyszeH6NMveJhOfPmZErRPVleH4D3d3z8IIGPL+GLOkg6W+a9Qk0F4SP+dW3IWqO1CTzbOiCJ17QoHFkQwqumblSb59AY+4kjj3yQWozZZ5ZJVNAKeTSBN8Yd+tzWFsAtDbOg0RYX4bwG65HtPBqyAdb5ODIPqABZZwiESwBcgiIAEKE0Jxq4gWoVRAxNAbwhefanSSDLXhhq1Qe8uqg4YVNrJ762+4ZS4a72Ln6ZWRpB7XWMQw6V5El+4gaK6i3T7n7LdM+uAicUBUpcUejHsycwxdtKJUiGWxTgNOINqXxHqA1gvqic4zWTo/mWTFj9tBjP4318590NeQn3vT3UGsdQzbchR+0S/YSKakeARtsu3lHirxlx845ZFwASgKCWAi0Bg6hVQpoCaUAZMytd1m8TxnpwvqnVI4spl7CjHvwPdAemdH+5Ee0L2tF/X1lnpCtIXzIjOZkOtyFH8059kGedMzzKZGlPSoTqJNSvlWnXjz6npvf3WI5UHGvfK2hFRgPKCg2pV+lvfZchBAigWLcqM4PwZi47f22wt2ByvG810Hd58GNAVHRbF8/FLNbwq+DG4eTMXI8hLfoFn7GGLgXufrALN4jwyKsA/kQyWCLNl5j3Adh29SDclLRzIeGskh0G5dFZZzouMY5IkGigCK1CWWrvKCJRvu4+7003idHwQtd3ZrNyAkRmt50HeOU+lBKwg8aEGPU1Ab3yHnmHtWgcI/ON96D5jBZDA9aa/iNBcSDbXJCojkoLSFN1D9qrJo6rxzD/iZS06vLZmAttJLQ0MiTLvygBQkGpXNk8T78oIla6xi0yqluK48pE5kNSHAlaMIP5yD8yBgqJoqLUS9Lirr60OTO0GcEUU1tY3g/mptKjebcQ719AoPOVecQ3yqEYBCMI/DKGy85VEStSwc7APcQRG1j9FJNrs1MK2OwShmb7zIoaHAB6FwCzAMgEYUCJxstCDGSspf5EFpRJtHSST3YGl/tWo94QYP6j2oJJijSL7yIjC5D1eWeCYTIFIwJRM01KJkj7m9CycQFSygSH05dp2QeQ+YpOBdQMgGxC8lIz5Me4EWGWiim1rJx7iGqLSFPeq4/pc38ayUhmqt0fO6j0ToOZQI/abxHBiJjUHkKP5pzz4Kt+86zIWTah2+y3zZgBABcjLZR63ydessP0nU2GdnDQJm+r/QMUnaf1nZSzdam76al3No5l2cDEvLKpKPC5vkQJIg2PeOZJV0SWIvmZmaHbW89LgLkrE8OcEZOAtUA77mso87jg2vYzXloLkufsetDGu9TLbkXOrXgoL4ImVHduTQ0Ui9oIagRTZL55IBaQaYsnINn1qUiRdE+//X2CcT9TWqxEbbAuIe4t0EGtqB7lad9gHO3TobRPDmJkurh8mxAASwwKruwTjKAPI8hZQooCT9swY/moGTqmAl+NIdaYxV5SHXLXFBWvegUhvVl4+wzeMk+IK8BjDI8WpHaOvOX4QV16DyioJEpDYgaq9B1uj95PiQqq/Ch8mSqQqhdA0jLYDRL0nhvYu2nzyvDkBifLxrLJ76B9kRTD03XffSbdp0iFX7l5ooQAXJt+zsKNOZOII13kQy2ae3xauaZ9UgsKOnCNzW97hyygaGBE21Xa4UTb/77kHmMZLCJsL5Ka7QXotZcnVjPhRehYerKtVnzybGbH+kzKEnZa+4jTbv0G0rBC2tIBjtgamgCc4vI0j451HYOao08Gxonm5zoIJyH8EnFNk8HI4eWcxIuk6nrDz4q79FgLEUaUxkErXGCShCUghc2nCq/vW7sEPuSu4Z+3Tibdo+QYBClz82yLynw5U3MmdnHVGbOrh1YLx2Ec4DKkZugj+fXjbjb/d3n8n5H5XjeB2AAODgt6hVeV3AuwJgH328grC9NOhyMmftgVAW1guAeMmP8NOZOkpHlmSxO0AS0pBoTs9Ewxp3hINMBwDk8Ux9FRgpHYvqSJYMt+o7wiPYIhVpjpURHCWsLCGsLblMSBRVTxgXC+jKkTMAYc0p801A0kDj3UGusUC1Ibd4YewR7jMSouFrFujztIUu7CGsLJUrdwNCEtMk0AWQMpPE+iQsYI5HpAKE/D2iiSNk6Kh+0Cck8hRU04mNRZkuTKvaaLBrKzH3PB/cCI2zgH0jrEaYn7Ky+b7M2anIqOJiKsdRS8EUOpZh7fkf3P3FGtKXpce6DMw9Sk9CIpVRZBUmacxocDEprgPlgoHO2Tqf7Hg8Q1OcQRvOl8XkmkzwaS4y4t+GuBTNUcXKAY0dX9aM5DPsbgNZgTMAPI/hhE93d8yTCZbJFUlOmQOUJPT9GXIWZljVZvEctbYImOSwiwEBfG92fA6Lwwq9BWDl+4zxrLcEFBUmkoWpxL4JgNXefvbBNGTSTGY0aK5B5As59JMNdxwggJVEfWdqlcTBOmeJsSLTysfXgsE6nlCllNbgHrSPkSQ+MmwwL48Yx5hB+DVpmyPPYUdfzpIuwvow8NQ638MENRZhBQuY9KCWIKisz5NkAWqbwwzmXHZ6ocy0EuoJoju4z4wA00uEO1Sb6NWIXcPOZjIxvgMGP2qVzI0osB9feVOdUCKLd+n4TkqfQKkM23EMQzSFqrBoxli6Yo3zbeRi66xwUHJKiu22ffcY4as01aLVMBrvMELNNABy+3zYOV0RrOPcNTZ9+nwsfQW0BQW2BaJD5EIPONWcMa2gIL3LlEsKrodZcRZZ0TL9Liai+Ai4CBAfQiYUXuDXYH0YA36M5rCSUHAD+AphXp+x/bQF+gVZO14YCf5wJZHkfggfQUFNpzEqmUCZgIERoqKlkR2TxPnJD6xReZIIbKZTMEEbzYEyQMyUCQCmIsOECcFPXvDyB8GokaJMPIVO6bkFtESztI8964CaYEtaXkaU95MNd8KDlWBlhfQn5/qAUzFEyBbRClnRcqQljHpL+JsLGCmWCZYI8j1FrHr1p3TljHFF9xQVzhBc5xyyoLcAPWkiTDtV7ioBYQl4I7NwAUzmCaIEc4KRDgQURIDA9TDPD9Ilqiwjry6OsaNKBkrlrD+QFDTDDkmLCg876ELUAQW0R8WAbMBTrLO0hT7rw/Dq8kJhMSbzr6Od2rSpCypRo3qaOndr8pCaTagJe3HPBAQut6bln3Edgnm27jwGMAoWGIUBMFRImg8lqj6+LWmtwQ30/KGjrh00IP8Jg/zJR5bkPrXIzb+XM71W4u1E5nvc4mPnPE9WtfGPAwQRtyDMXzEI9HH1FOIcVIKepbCTZj40MAz9okuE9gyHlBXUkg20khubJuY/a3BqkqfecOnIj9jPtdSGCkvN4WFi61PjvadPfxxqJRcOtCJs59bzIZM/IYKasZgNRgyiM6XAPUNJlmKePhZn6RD5h3JLxyVw0HjCOp/AAaZ8iQ7n1GxjG14yheHAEd9yYI5ojHU/JDNwLXFaEots9QANSxvC8OmoNMupVOjDXjjZiLjMolUL4TaJJG8eMmSyJnVs2A8HAkMb7YNBQSsFjA0gtAe6DgWjKMqdsEyl7DhGEbUTNtQOp+lwECMI20uGOMbyaTg3ZD1pEifMiJ7QU9zdL991da1NjLHiANNlHnvRM5jA1WdUmhAjhBSarETRK4hbkbDLnWB4EPyDqItVaMgroMKpP1DJH0Jhzc4hzH8Kv0znqPTDGEISk3Or5NdRaR5AO98jBYh6UIuotAzEalMqJjiwTyLQHz7RouplQThEyT4hx4NeplcBgy9S4xeDMMzXhoXH2GhBeiGFv3cwpbej+gpyBtI8wWoBkJvssYzDWQB534Jt6Qlt7LbwQIV90wlBujmZk3Ht+HdyL4AUt1NvEdhAiNE69qfU260YQkSKrdZKS4Y4bq5IpfL8O4dehdd9lVIoQXgQ/bCGsLwPQVNclE9RaRymLbNeJ28h0MMaBQgDABQOYee4ZQ611hNZkEwTRXM2sN7XGcq0p0e9cQQ4YQRhiJfjGSQJgRGsoW3qrirNC+IC/ClFrQMabYPABtgjOBBjnUxVf6bQoWKPjPXC/YdqFJAii+dKepVRG1Pl4DxIDErfJY3DzfHlBk7LPETEBqB6VWDiBCJGlXXLWg7qhgQ4AjBy7PBuAcY/qxrVGrXUEOpXIzVyH0Qvwwxb6exddJpIxTkJvcZfum9bgPIDnN6h2X6YQnD5LQaXA1G3HqLeOIUu6AGPk8GtJ9cBMwA8P90wKLwTngavVJoc6RFRfpeffXN968xi8oI6AcYiI6PBhfRFeQPWpedo3pR6L7vklZlRZJMyxTYK6E+SzWgaceWDMgxc04fl1NNoU3ChqRdTbJ6lsR1EZSxDNIc9id/21knQtZAbGOLI8ARixrLKEMsSeV4NSkrK2YcO1QrOgUqA6crNPkSO6ayiznsuap/EuYAIDwqtByQR52oUfkr2TDnfM+q0OlY0FRuwiMEZlTlqCAVDJwS1uKty9qLyV+wIM3usko15hDIyM4FnGesnhtF8A0YiYeO3ukc3qMSZcHdHNooezQCIEa4emyRxufAwMfHoRY/HYxukVXoSgtkBZqTxGOthGUFt0lJqgNm/6qh7we2yUMZyoTbHOULF20ghb5OibjAh93w9ayKM5Q+k7ePz0m/R3yv6QE20zZFSXSSIXIwcrQDzI4IUtNExrEapLNddEBEiG20iGu/DDJrgIEfetsp9PBkA2QNLfgtZUJ8aZIGEnvQcluxBBDQmPAOaB6RzQElqTgcy9ALW50xBGwfZmoExeSFkWc52YvW9+DX5ghH60HjkVpd/lhuJsDGITVWdMwI/ajjodNVZN3ZRvFB3LY2AgdcqbBUiCaJ6ysdmAVIKN42ENr2KghBwIomumpk6qeE2CaJ6ozKb+MB8OKBPKBDyPlBaVyuB5ERDvQ5msRp72oZR02WFXH1aAVhJ5PoSWmREoIwcegy1HO7cBE8aMeqkflQSykv7GSNXUZJGY8IBEQ+Y9wFtA2FgBl1vIkg78sAWVE+2QggWhq1202SNqoePDj+YRGQfKsh2C2oJRPKZeok4Qxa85wR/GBNUJx3tg9SWoLIaoLSOMFty5jsOP5mhMBaenqMjNGLttsZyosTq1Vo1ZVopxJOy8oBpOddNn3w/blGnOBlSL5kVUpz92n8P6UikzeWgwACIE4z5EZMTKEioVuJlwqg0IcOFTTalfm8iAaZkZJ5MZZ8tH2Fo0zuIeuBchiBZo3kRzCGuLpoyEKM5eUoc0DqmU5GjJPKE5ZSjHWdJzgRPPr4Pq1zVlrnTuWB619nEURWYsnVpKyrR7fs0FBZPhDmX+jTaCCOfhBSaoW1uAF7Qw6FyFlAmgLBtjnub1IUG1ldSzV8kMUWMVwgugMxozn+LI2vkivIgYN7Y0gPFDUUOL6xIzQREufHhhwwWt6bfaECaQw3lghA+pdtbO42H3OvI0h8qGlHUUAbzaIqnNsz6Y8MC9CJFRQ+acygqYZVdxD0m6AaAxugb1JVKWjvdNBjsAYx5EUHfBuizpIM+HpX1KK0WCTVrBD+eQGVG+W9EmsXZNWFuGEF3keQyW9W85mFPh7kDleN4HYACCqtj6jYEGcIDjCZjcGeMlR8hSOV9TMBIeARevWsHwtXQ6LfghNwXrTNjro3XLiIGMMlvkMBysgMtM9gKAqZMqvGc2unI9CTMbOrXjsM4SOXsnbprtpOMIwKgQ21qkhlEsZYyht3cRWbIPz28iaqwgCCnDmSUdZ4AzLuDx8bqjGoTou0i3FzRcFBwA6jiKNLaNz1vkIIkAUdaE2tsDIqL/Md8DAh+NuROIosC0ufFvei3Hr50QAV1bE1hhXIB7EWqNVdf4m4IN9roWqI6mrguMg5vjWlXlIGxDK+myMbmp15qgrBqa50Gqp8V74psMajLcda9lac+8Xv4NR9c0xxk3Zmzdpm0VI7MBwtoSZXC0wrB7DZ5XQ4YOqSQz5toraZlCZn1opRHUyxmqLNmnNjV5Ai5C1FtHnRqqK5sw81ZzGAqdD4BDa1sn5cHWmDPOwSBGmWhRAxMRhN+C56WkwOnVkckMQpi2FYYKP+ytm2eugai+7H53ci4IYkeYgFfRmaq1jo3+rRXAqEY5qM0jiKiGe5aiJmWYi887m+os3g5mta+CderH1uZZrVAmvy5Qbx11omnci+D5NYgpjvVh5u3E74O5oJYNtmhk4IxNvTdFBEZ4Js8GgKnJzmXiKvbSeN+pFts6Uy+olzK1AKDCGHltHp4Jeo2eBYagQNEnRssS4v46MTjymJ5pUz5CFFwPtea8oaVzKDlac8edcs49hPVFCnKIUUDCDxpIhtumHrdnamV9RI0Vdx+FF8ALm0j3d8G9gFgbUxhGB4Fzz9WOAqM5MdILKM/NyftB+/KsPpY3hQmUBtE8Qr48MX849yb2fMaYu04aGp7fcM+kfZ7j/ia0Vqg1jxILyyh3y2wAqVJzbwQ84SNlAnHvBokUBiHV5osYMumawBBlsf1C/1g/bGHQvQ7PBJKVTJGlfWT7HfhBC37YIkq3Bm7HHhJeAOEtQfc3zR5S2b33IirH8x6HNVJ87kGqivP++kO5BftgWMPR9PXkgjKAryHsJugHzbsy8kc0vZtHmcc3VXtOtwPrfE7b1Dj3KRIPowzMmHMcUTT2UY4+Hzh2Zu6rFd4IykIdjHFwL0Jj7mRJzZMohLMNXOHXiJpqnN9xw8wP29Qfdky8xg8AJmxGMQfjIeALMsC4Bx7c+pLPRQDh10lN2GUr+YTxaT49YYQVpfldXaTwjLPRMHRXuhbCqzlKZxFRfdl0arwFWGEQaBLJ0Jp6BR70rJjM4jR4QQv1uZOGzjbvnr9667ipd9oEuA0yCQjhQxsFxiTeNTVTjBxOLwLnPoJwzmShfXoOsmEhYMUKjpFAWFsiGl82pGCHE3qhmlrBfaMwTY4JEwEgqLVDrb6CIGyBi8C0ffLcdQjrS1STxn3UD2i1YMcU1OYhvEm6czF4VWsdhZd0kTAfYW3xthyv1xuscG1fDTj3ADNnZpU53N7vYmLOU7bwEK06jINIyqjkeCAt9LrUygWMuBGNC2sjarvL3vm1kuNea6xSTeMUBNE8UXG5MNk+zzhCVnyPvhfWF5EmHRrXTRxoEgWKRg5g0KTsfk417lFjBX4wmU0OoznAsCxuJdNpobU0Qb8adLxPASXYgDI3Imuz4TLpt+kYWZ0IqpG89aBwVFuClMlEECU0LKJi4JFzDzxsgw92oFgCxjz4YZOCnaYFG2OM2BIqc6JjNvs6vtcW1xAuAvghR6N9EsKPXClNUfzrdiD8GpUC3EZ5UIU7j+qu3SfwuEc1XRVeV2gjnDKtTmmEQiQdvOCo3qLhfFNwR1m8G1ErtCd4Q1Ay1Kc4niKANq05lEzgG8PCZUpvRxHaGPka2tQblY0EajCuShk8G8k+CJx7qLeO3fzwY04U50adnlnD1Wbybl94zIqyAIBUytDHZtfZTrxnRLYYBJjwqT6a+U48RxSyvcILSu1K3OuHzEJNGRGJHXFDNzvgdzS0o69P/SVjfI3T5mwfSRjHmmp8hREaIccwjfeQ9LdIAAVUC2yp5MlwZ4qBajLLNsPCy9Q+aqWUuxouMI5a6xgYF6YOi4GLyN0P6qkaEDWWl4XoRjXeh1tHbjZ36VqR4JAXNO5y45BNsCPuLow9SxpOwf5w0C7jqEGCMsKvg5vMtRABpBc6Zdyb4aDnkBtaKee+cWJpTcySrgk+mH6zYdsEsW5ur1hH3n6XMQ4vaCHtXIEftYniOU3hWgSoHbKX8jQEhpqrZALOByPlakPVn+bMeqJwX2zw8zbXXVpDbp7ZnoXxgIEbFhcQM+4z49wwGej9qHkUWufG6TfBLMapTj5aOHTNrM1eA6QOTuurelV2C7V+O7hPdIW7F3fzjlDhsLB28/gmVeE1BzPCDgdSbU0Gjahc9J2DlDhvH8rRaCpY6s5sSjPnHkyPDhJPCVqFa2cFhm7jmIwk85m26pwjhPUlaDV/y797u+CcgXHjfHPmPM/XamWwghezAi/M0XGnvMcpk92cO4V0uAcveK16C04Hcyc+6hl4UCabMwEcIgsz9VjOQfQAlQOGvsi4UbwF9fbLswFlqrUmdWfuwzP1kfQ7rGRw0vea5XGb95TKIUQAZdssOeOcjSjDY/GUaTRBgDKUBwfTbg93t9NpAjevw3m/FiAHsxysVNC35HgKL4IXtgwtkyNPu8hT6iNdax2ldlR5cmiGx0GwAleUCRs5JdOyYqTYevPr7vm1iWCRb8owihTP1xqeXwd8YNi74eqWAavmvurU1y0EZxCFAMYom/4q5taMZ/X1gu2RbPdEWztaBIkZHb9tm4MLUuDXMn/Vz92tlItUuLtwd+8KFW4ONjKYX/MawgoTCGrz1Hz+wGvNXDYHMBsyn03hu21YQaG73Lh7I+Hqa6e9V1S2ZKwQxWa3nxW0damGFDd+jw9rYL1W4IxRQwRGjRFGPfVeowMYerKlnk2+PyUoY/5tr7/wItRas9v2vJZgNuPJqFXQQYZq2FiBVmrm+wcfqODsaT36O2ACUCQGFkbzAOPQInBCNPX2icI1M+lqt67ziToxS8PTKgf364W2BsWxkAowZ2PhSCv6NYa7kQr7RsDVL9+NYO7/RtAAE4d/mL2g4codas1VDHsKadKB55PSK/e8qQyD2wUXk70cX2u7RPh11NsnXhddgqnHK9DS6fiTmcS5ZohmvRh0fHULLjPBsjfUpmPMBLIPdnZfTZaRcw+c+VBcH1oDosL9h8pivQ8w6v93hwfyNQDbZuEmHwLTliZHNyVqrN52vccsWAGVim5SRLl1QhEkJKRdrR05iaaNym1u8DaqrVVOfejucBDAE9zVgDHOILUe1Qu9BuDcQ615ZOacq7eOzVyI3nBKOBs5cMKr37TemGr1bvdQFATyvBpy3S+da1GZtt4+hmFvvWRUFufeqK7zAKqdeV0pRbXjY5Q+zn1SgJYhGFTpPaJCVgFKi3r7OF47PsBrC8qZjdd43irVtowgmofKE2J7vA4GQ711/HU3RIjyfnsaALeKsLYImQ9vuj8cXR5bW1zw5/ZgW3K9kdl4Ynz4r7uzy4WARsXU+lpGdefvB1gdm7t0A/1aAwWqbVsVylq8FlSmaaiczjIOMqo5JyXOpL/lpP2dEuvtbrbGUdAyf32y2rcIIRgEN3V9jEEpPfK/XiMcNOemRcudIXMnGRlvwNJYax0DtYiZK6/FLhtKIi42Kzw1s2AoevaGTc8+2GBJQTW7cG25IBXjTtYH0Js8dcZfRc3s/YW7mSXE2KQqgL5Fqu04hBehPncSr9cDcTeK3L0a3G6LMgCvunZ4lrL06wVifLz+OiHWFrqbn70Kry8qx/MeRzGX8UYuUhVuAsZp43kVAgEVbh1+ND+TgsWET0qyNgM1Rr29HdhWOVrlJBxzhzdTT3AIQW4P54BUGp64syEpW63I3/BrY5UhX7uM70Gw2W7bc8+NgnHTXy+Y+OwsuH7A0/pPOodTuD+nzTvGMFUB9W7O8lUYwdYJWkVogDKer5a5f6fXqK8FhLVFEvK6TXDuQ+nXWozwZsccqTO/ngjry05rocLXJirH8z6ANSH4a9yuo8JtolBXVWWh31gc1K+Ncw9RYwXxYAtA0XB/lZQmJqC0hPcGU6OmwYpcaAC+4OjHOXzPu7M8fEsFfYPHYLPZ7A4/hYxxhLUFp4QZ1VcKbQXGPuto36Ydw9T5ZOm4toZ8+pzzPQ7fm+aQVvvEvQD7yFhlasCqqlf3726HFSe6XUSNFVMScv+BGdHFCl+7qBzP+wGMwePeHcgoVJgGP5wDYwxSpiXaXIU7Dy9ooO6FxsB/bUS5OBeAktTQ+g7faxJNYlBSoxZ52OsmQHTnl3l2p9w/Vsx63jkU+ztSRn6GMIpVBbYZ+WnDtufEGcLa4kwn1hPkeOby/jRg73e4W1/wPDVefcazwt2PN1xYqEKFNxB33iKp8Kpgzblm2MBibf5OD6cCRlk32d8c1WxVuGswQXPkAp53+zVvnt8gavVdUm8rGINmGrXQg1T6NZQWul0w3ImMJ8FG1++dZ9C2fZHZENPGzQyNn4FRZmUGmjUfUeihHt0d87LCLcLWjxde0vrgOvYKFSpUuNtROZ4VKrxu0COaYYW7FvXWMbwax0R4IYQI7riirYUQDLkEPE+AC0PLvKNM20n11jfs2PeQwwkAXIQIawsQfh1Z3JmaQWeMUy/Vm0AIjtNH2jf9XIW7Ey5gpEtk22o7qVChwj2Nu8NSqnD7uMei+V9L0EqSMt1d4pBUmI5X6xDdDWq2RTAwcM7giVEfxztJAR71Vn3jx2BbktxpCvRhQa0i2tBamTHPaE3DBSY1TyvcT7C3v3iX7/SzXKFChQqvFnePtVTh9lFtRHcllJbgTLzx/QsrvKFg3DNN6O8eR0CYfp5C3NlsJ4FN9Jp84w59x0/+NsGIAh5M71dYax55g8dT4U6AjXmeGnfD81yhQoUKt4/K8bwPYJUbK9xd8LwIuR5WEer7HIxRxtOqlt5pHFtpYJjk4IyhWQtu/oU3BHem1pkyh/ce64Axhkb7xMz3q/699z+YociXMp4Mr6qPZ4UKFSrcadxbu3GFCdwxtcgKN0VQW0JQu3uyYBVeHzDG0Jg7eaeH4VCPfNQjH0pp1EMPaf76NwU/GKYP4R0ymLkXQIgZKrIVKtylsERrXXA9qZ3KHRtShQoVKrxqVPJoFSq8TqCIdfWIVbgz4JxhvhVO7eX4RkJrEtm6E8+C8GoIonlTE1mhwj2EkZ5QCVXGs0KFCvcyqoznfYBqG6pQocI0LM/XsDx/+61iXgsolYHfIZGtWnP1DT9mhQqvBYglANzYGWBtqY7AEwDuHaGsChUqVJiGKh1zj4NVZNsKFSrcxeDcAxf+XdNupkKFewGkYEtCYf1BZl6tqLYVKlS4t1FZAvcDqo2oQoUKdynC+jK0Vnd6GBUq3FOghCeD7zFIpTGMSTCsynhWqFDhXkaV8bzHoe+iFg4VKlSoMA7GeJXtrFDhlkGqtr4noJTG1v4QYSCoZrpChQoV7lFUjud9gSoCWqFChQoVKtwvsIlNwRmU1vA8jlroQfBqv69QocK9iyoMfR+g2oYqVKhQoUKF+wdU40kNVRgjB7RR89Gs3y29eStUqFDh1lFlPO8HVDUfFSpUqFChwv0Ds68zxuAJDq2B0K9yBRUqVLi3UTme9wEY7lxz9goVKlSoUKHCawuGUdZTCA6tNYSo9vkKFSrc26gcz/sA1VZUoUKFChUq3D9gpp8Kp3ae4JxV9Z0VKlS451E5nvc4NHTleVaoUKFChQr3EZh1OhlzrVWqVioVKlS411E5nvcBqq2oQoUKFSpUuL/gCQ4UnM8q4VmhQoV7HZXjeV+g2o0qVKhQoUKF+wme4PA4A+fMOJ/VXl+hQoV7G5XjWaFChQoVKlSocJfhxFoTR5ebrsaz8jsrVKhwr6PS5r4fwFiV86xQoUKFChXuI0SBhygwVFsAvPI8K1SocI+jynjeB6i2ogoVKlSoUOH+BDMd01hV5FmhQoV7HJXjea9Dmz6eFSpUqFChQoX7DszUeFZ+Z4UKFe51VI5nhQoVKlSoUKHCXQoOGFXbyvOsUOF+w7lz5/DTP/3TePe7341v/uZvxi//8i8jTdM7PazXDVWN532AKuNZoUKFChUq3J8QgoPnqlK1rVDhPsP+/j5+6qd+Cg888AB+5Vd+BTdu3MAv/dIvIY5j/MIv/MKdHt7rgsrxvMfBGQdjgGDiTg+lQoUKFSpUqPAao1HzobWuVG0rVLjP8Nu//dvo9/v4D//hP2B+fh4AIKXEL/7iL+JnfuZnsLa2dmcH+Dqgotre46gHNaw1V9AMG3d6KBUqVKhQoUKF1xhHlho4udaqMp4VKtxn+PSnP433ve99zukEgA9+8INQSuGzn/3snRvY64gq43kfoBHU7/QQKlSoUKFChQqvAwRnqEf+nR5GhQoVZkBKiQ984AMz3//kJz859fXz58/jh37oh0qvtdttrKys4Pz586/pGO8WVBnPChUqVKhQoUKFChUqVHgD0el00G63J16fm5vD/v7+HRjR648q41mhQoUKFSpUqFChQoUKtwEhxMysZoUyqoxnhQoVKlSoUKFChQoVKryBaLfb6Ha7E6/v7+9jbm7uDozo9UfleFaoUKFChQoVKlSoUKHCG4gzZ85M1HJ2u11sbm7izJkzd2hUry8qx7NChQoVKlSoUKFChQoV3kC8//3vx+c+9zl0Oh332sc//nFwzvHN3/zNd3Bkrx8qx7NChQoVKlSoUKFChQoV3kD86I/+KBqNBn72Z38Wn/nMZ/DhD38Yv/zLv4wf/dEfvS97eAKV41mhQoUKFSpUqFChQoUKbyjm5ubwG7/xGxBC4Gd/9mfx7/7dv8MP//AP4+d//ufv9NBeN9zXqrbnzp3Dv/k3/wZPPPEEGo0GfuAHfgA/93M/hyAI7vTQKlSoUKFChQoVKlSo8DWMhx56CL/+679+p4fxhuG+dTz39/fxUz/1U3jggQfwK7/yK7hx4wZ+6Zd+CXEc4xd+4Rfu9PAqVKhQoUKFChUqVKhQ4WsG963j+du//dvo9/v4/7d370FR1e8fwN9AogYuSAEVqICNG15YoBKRwsBLIBpeckSDNEyh1JJyCksthixzuplhCSwqXsguIwUimVZY2EgW4WSTooSi6Eoiu4ALrLvn+4c/9ue6XJbFZdnl/ZphYj/nfI7PPj1zdh/O7ZNPPoGzszMAQK1WIyUlBQkJCVZ77jQREREREVFvY7XXeB4+fBjBwcHaphMAIiMjodFoUFxcbL7AiIiIiIiI+hirPeJZUVGB2bNn64yJRCK4urrqPTPnZhMnTmx3mVqthp2d3W2LkYiIiIiIqC+w2iOeCoUCIpFIb9zJyQlyudwMEREREREREfVNVnvE01iHDh1qd9nIkSN7MBIiIiIiIiLrYLVHPEUiEerr6/XG5XI5nJyczBARERERERFR32S1jaePj4/etZz19fWoqamBj4+PmaIiIiIiIiLqe6y28QwNDcWRI0egUCi0Y4WFhbC1tUVISIgZIyMiIiIiIupbbARBEMwdhCnI5XJERUXB29sbCQkJkMlkWL9+PaZPn461a9catU2xWAwAvLMtEREREVEfp1arAQAnT540cySWwWobTwA4c+YMUlNTUVpaCgcHB0RHRyMpKQn29vZGbY+NJxERERERAWw8u8qqG08iIiIiIiIyP6u9xpOIiIiIiIh6BzaeREREREREZFJsPImIiIiIiMik2HgSERERERGRSbHxJCIiIiIiIpNi40lEREREREQmxcaTiIiIiIiITIqNJxEREREREZkUG08iIiIiIiIyKTaeREREREREZFJsPImIiIiIiMik2HgSERERERGRSd1h7gBI15kzZ/DWW2+htLQUDg4OiI6OxooVK2Bvb9/hPEEQkJGRgd27d6O2tha+vr5YtWoV/P39eyZwC2FsfsPDw3HhwgW98ePHj6N///6mCtfinD17FlKpFGVlZSgvL4ePjw/y8/M7ncf6NYyx+WX9Gmb//v349ttvceLECSgUCgwbNgxxcXGYPXs2bGxs2p3H+jWMsfll/RqmqKgIGRkZOH36NBoaGuDu7o5JkyZh2bJlGDRoUIdzv/zyS2RmZqK6uhre3t5ISkpCWFhYD0VuGYzNb1xcHEpKSvTGCwoKMHz4cFOGbNEaGxsRGRkJmUyGr776CmPGjGl3Xe6DLQcbz15ELpdjwYIF8PLywqZNmyCTybB+/Xo0NTVh7dq1Hc7NyMjAxx9/jJUrV0IsFmPXrl2Ij4/HN998gyFDhvTQO+jdupNfAHj88ccRHx+vM9ZZw9rXlJeXo6ioCBKJBBqNBoIgGDSP9WsYY/MLsH4NsW3bNnh4eCA5ORmDBw/GkSNHsGbNGly6dAnLli1rdx7r1zDG5hdg/Rqirq4Ofn5+iIuLg7OzM8rLy7Fp0yaUl5cjKyur3Xn79u3DmjVrkJiYiHHjxqGgoADLli3Drl27+MX9JsbmFwACAwPx6quv6ox5enqaMlyLt3nzZqjVaoPW5T7YggjUa3z22WeCv7+/cPXqVe3Y559/Lvj6+gqXLl1qd15TU5MQGBgovP/++9qx5uZmISwsTHjjjTdMGLFlMTa/giAIYWFhQkpKiokjtHxqtVr7+6uvvipERUV1Oof1azhj8isIrF9DXblyRW9s9erVQmBgoE7ub8b6NZwx+RUE1m937NmzRxgxYkSHn3FTpkwRXnrpJZ2xuXPnCs8++6ypw7N4huQ3NjZWWLJkSQ9GZflOnz4t+Pv7Czk5OcKIESOE48ePt7su98GWhdd49iKHDx9GcHAwnJ2dtWORkZHQaDQoLi5ud94ff/yBhoYGREZGasfs7e0xefJkHD582JQhWxRj80uGs7Xt+i6F9Ws4Y/JLhnNxcdEb8/X1RUNDA65du9bmHNav4YzJL3VP6+edSqVqc3lVVRUqKyt16hcApk6dil9//RUtLS2mDtGidZZfMs5bb72FmJgYeHt7d7ou98GWhd9iepGKigr4+PjojIlEIri6uqKioqLDeQD05g4fPhzV1dVoamq6/cFaIGPz2yovLw+jR49GQEAAFi9ejJMnT5oq1D6F9dszWL/G+f333+Hu7g5HR8c2l7N+u6ez/LZi/RpOrVajubkZJ06cQFpaGsLDw9s9rbO1fm/9gj98+HCoVCpUVVWZPF5L05X8tiopKYG/vz/GjBmD2NhY/Pbbbz0UreUpLCzEqVOnsHTpUoPW5z7YsvAaz15EoVBAJBLpjTs5OUEul3c4z97eXu8mCyKRCIIgQC6XY8CAAbc9XktjbH6BGze38PPzw3333Yeqqip89tlnmD9/PnJzc3n9QDexfk2P9WucY8eOoaCgQO/arJuxfo1nSH4B1m9XhYWFQSaTAQAeffRRvP/+++2u2/rZd+tnY+vrzj4b+6Ku5BcAHn74YURHR8PLywuXL1+GVCrFM888gx07diAgIKAnQrYYSqUS69evR1JSUqd/jGrFfbBlYeNJZIDVq1drf3/ooYcQEhKCyMhISKVSvPnmm+YLjMgArN+uu3TpEpKSkhAUFISnn37a3OFYna7kl/XbNenp6VAqlTh9+jQ+/fRTJCYmYuvWrbCzszN3aFahq/l94YUXdF4/9thjmDZtGjZv3oyMjIyeCNlifPrpp7jrrrswe/Zsc4dCJsLGsxcRiUSor6/XG5fL5XBycupwXktLC5qbm3X+4qNQKGBjY9Ph3L7E2Py2xc3NDQ8++CBOnDhxu8Lrs1i/PY/12zGFQoHFixfD2dkZmzZt6vDaWtZv13Ulv21h/XbsgQceAAAEBARgzJgxiI6Oxvfff4+IiAi9dVvrs76+Hq6urtpxhUKhs5z+X1fy25Y777wTEyZMwHfffWfKMC3OhQsXkJWVhbS0NO13tdZrv69du4bGxkY4ODjozeM+2LKw8exFfHx89K41rK+vR01Njd6567fOA4B///1Xu0MEbpz3ft999/EUg/9jbH7JtFi/1Js0NTUhISEB9fX12LNnT6fPP2T9dk1X80vdIxaL0a9fP5w7d67N5a31e+s9ECoqKtCvXz+eytyJzvJLhjt//jxUKhWWLFmit+zpp5+GRCLBF198obeM+2DLwpsL9SKhoaE4cuSI9i+NwI2LrG1tbRESEtLuvMDAQDg6OmL//v3aMZVKhQMHDiA0NNSkMVsSY/PbFplMht9//73DBxqTYVi/PY/127br169jxYoVqKioQGZmJtzd3Tudw/o1nDH5bQvr13BlZWVQqVTt3vxmyJAh8PLyQmFhoc54QUEBgoOD+azUTnSW37Zcu3YNP/30E+v3Fr6+vsjOztb5WbVqFQAgJSUFb7zxRpvzuA+2LDzi2YvExMRgx44dWLp0KRISEiCTybBhwwbExMTofEAvWLAA1dXV+P777wEA/fv3R0JCAjZt2gQXFxeMGDECOTk5qKurw6JFi8z1dnodY/Obn5+PH3/8ERMmTICbmxuqqqqQnp4OOzs7PPPMM+Z6O72SUqlEUVERgBunzTQ0NGi/0IwdOxYuLi6s324wJr+sX8OlpKTgxx9/RHJyMhoaGvDnn39ql40cORL29vas324wJr+sX8MtW7YMo0ePhlgsxoABA/DPP/9AKpVCLBZj0qRJAIDXXnsNubm5+Pvvv7Xzli9fjpUrV2Lo0KEICgpCQUEBjh8/jp07d5rrrfRKxuT32LFjyMzMxOTJk+Hh4YHLly9j69atqKmpwcaNG835dnodkUiEoKCgNpeNGjUKo0aNAsDvwJaOjWcv4uTkhO3btyM1NRVLly6Fg4MDnnzySSQlJemsp9FooFardcYWL14MQRCQlZWF2tpa+Pr6QiqV8jSZmxibX09PT1y+fBlvv/026uvrMWjQIIwbNw4vvPAC83uLK1eu4MUXX9QZa32dnZ2NoKAg1m83GJNf1q/hWp/nu379er1lhw4dgqenJ+u3G4zJL+vXcH5+figoKEB6ejoEQYCHhwfmzJmDRYsWaY9ctlW/06ZNg1KpREZGBtLT0+Ht7Y1PPvmEd1y9hTH5dXV1hUqlwocffoi6ujoMHDgQAQEBSElJgZ+fn7neikXjPtiy2QiCIJg7CCIiIiIiIrJevMaTiIiIiIiITIqNJxEREREREZkUG08iIiIiIiIyKTaeREREREREZFJsPImIiIiIiMik2HgSERERERGRSfE5nkREREREZDXOnj0LqVSKsrIylJeXw8fHB/n5+V3eTnJyMvbu3dvmspdffhlLlizpbqh9ChtPIiIiIiKyGuXl5SgqKoJEIoFGo4EgCEZt5/nnn0dMTIzOWEFBAbZv347Q0NDbEWqfYiMY+3+CiIjITJKTk1FSUoIffvjB3KEQEVEvo9FoYGt744rC5ORk/PXXX0Yd8WxLXFwcamtrsW/fvtuyvb6ERzyJiKhXEIvFBq2XnZ1t4ki6b9euXRg4cCBmzZpl7lCIiPqc1qazI4IgICsrC1988QUuXLgAd3d3xMXFYeHChe3OkclkOHbsGF588cXbGG3fwcaTiIh6hQ0bNui8/uabb1BcXKw3Pnz4cKSmphp96lRPyMnJweDBg9l4EhH1UuvWrcOXX36JxMRESCQS/PHHH3jvvffQv39/zJs3r805+fn50Gg0iIqK6uForQMbTyIi6hWio6N1XpeVlaG4uFhvnIiIqDvOnTuHnTt3IiUlBXPnzgUAjB8/Hk1NTUhLS8PcuXPbPGqan5+PgIAADBkypKdDtgp8nAoREVmc5ORkhIeHa1+fP38eYrEYUqkUu3btwsSJEyGRSBAfH4+LFy9CEASkpaUhNDQUfn5+eO6551BXV6e33aKiIsyfPx/+/v4ICAjAkiVLUF5errNOTU0NVq1ahdDQUIwePRqPPPIInnvuOZw/fx4AEB4ejvLycpSUlEAsFkMsFiMuLk47X6FQYN26dZgwYQJGjx6NyZMnIz09HRqNps33s23bNoSFhcHPzw+xsbE4depUl+IhIiJdR44cAQBMmTIF169f1/6MHz8eNTU1uHjxot6cM2fO4O+//8a0adN6OlyrwSOeRERkNfLy8qBSqRAXF4e6ujpkZmZixYoVGDduHI4ePYrFixfj7Nmz2LlzJ959912888472rm5ublITk7GI488gpUrV0KpVCInJwfz58/H3r174enpCQBYvnw5Tp8+jdjYWHh4eKC2thbFxcW4ePEiPD098dprryE1NRV33nknEhMTAQB33303AECpVCI2NhYymQwxMTG49957UVpaig8++AA1NTV4/fXXdd5Pbm4uGhsbMX/+fDQ3N2PHjh1YsGAB8vLytNvsLB4iItJ19epVCIKAcePGtbn84sWL8PDw0BnLy8vDHXfcgalTp/ZEiFaJjScREVkNmUyGAwcOYNCgQQBu3Nlwy5YtaGpqwtdff4077rjxsXf16lXk5eUhJSUF9vb2aGxsxLp16zBnzhykpqZqtzdz5kxERERgy5YtSE1NhUKhQGlpKV555RUsWrRIu15CQoL290mTJuGjjz7C4MGD9U4T3rp1K6qqqrB37154eXkBAGJiYuDm5gapVIr4+Hjce++92vXPnTuHAwcOwN3dHQAQGhqKOXPmICMjA6tWrTIoHiIi0uXk5AQbGxvs3r0b/fr101vu7e2tN7Zv3z4EBwfDxcWlJ0K0SjzVloiIrEZERIS26QQAPz8/AMATTzyhbTpbx1UqFWQyGYAbp10pFApERUWhtrZW+2NrawuJRIKjR48CAAYMGIB+/fqhpKQEcrm8y/EVFhbiwQcfhEgk0vl3xo8fD7Vajd9++01n/UmTJmmbzta4JRIJioqKbks8RER9UXBwMACgrq4OY8aM0ftxdHTUWb+srAznzp3jabbdxCOeRERkNW4+WghA24S2Ny6XyzFkyBBUVlYCABYsWNDmdlu/hNjb22PlypV49913ERISAolEgsceewwzZsyAq6trp/GdPXsWJ0+e1H7puVVtba3O62HDhumt4+Xlhf3799+WeIiIrJFSqdT+ge7ChQtoaGhAYWEhAGDs2LHw9vbGU089pT1bRCKRQKVSobKyEkePHsXmzZt1tpeXl4cBAwZg8uTJPf5erAkbTyIishp2dnZtjrf3TLfWR7K0/nfDhg1tNmw3b3fhwoUIDw/HwYMH8csvv2Djxo1IT0/H9u3bMXLkyA7j02g0CAkJwbPPPtvm8tbTb7uiO/EQEVmjK1eu6D1rs/V1dnY2goKCsHr1anh7e2PPnj1IS0uDg4MDvL29ERERoTNPrVajsLAQYWFhcHBw6LH3YI3YeBIRUZ/Xemv8u+66C+PHj+90/aFDhyI+Ph7x8fGorKzEjBkzkJWVhffeew8AYGNj0+68a9euGfRvADeOkN6qsrJS76YXncVDRNSXeHp64uTJkx2uY2Njg9jYWMTGxna4np2dHX755ZfbGV6fxWs8iYioz3v00Ufh6OiILVu2QKVS6S1vPQVWqVSiublZZ9nQoUPh4OCAlpYW7djAgQOhUCj0thMZGYnS0lL8/PPPessUCgWuX7+uM3bw4EHtdagAcPz4cZSVlSE0NLRL8RAREZkbj3gSEVGf5+joiDfffBOvvPIKZs2ahalTp8LFxQXV1dUoKipCYGAg1q5di8rKSixcuBARERG4//77YWdnh4MHD+K///5DVFSUdnujRo1CTk4ONm/ejGHDhsHFxQXBwcFYtGgRfvjhByQmJmLmzJkYNWoUlEolTp06he+++w6HDh3SuWPi0KFDMW/ePMybNw8tLS3Izs6Gs7Oz9lRdQ+MhIiIyNzaeREREAKZPnw43Nzekp6dDKpWipaUF7u7ueOihhzBr1iwAwD333IOoqCj8+uuv+Pbbb2FnZwcfHx989NFHePzxx7XbWrp0Kaqrq5GZmYnGxkaMHTsWwcHBGDhwIHbs2IEtW7agsLAQubm5cHR0hJeXF5YvX65zR14AmDFjBmxtbbF9+3ZcuXIFfn5+WLNmDdzc3LoUDxERkbnZCK13VCAiIqJe4fz585g4caLe8zmJiIgsFa/xJCIiIiIiIpNi40lEREREREQmxcaTiIiIiIiITIrXeBIREREREZFJ8YgnERERERERmRQbTyIiIiIiIjIpNp5ERERERERkUmw8iYiIiIiIyKTYeBIREREREZFJsfEkIiIiIiIik2LjSURERERERCbFxpOIiIiIiIhM6n+seDqGDYx/hgAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 1000x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "from matplotlib.lines import Line2D\n",
+    "\n",
+    "# Plotar a média móvel da recompensa acumulada\n",
+    "fig, ax1 = plt.subplots(figsize=(10, 6))\n",
+    "line1 = sns.lineplot(data=result, x='timesteps_total', y='env_runners/episode_reward_max', errorbar='sd', color=\"g\", ax=ax1)\n",
+    "line3 = sns.lineplot(data=result4, x='timesteps_total', y='env_runners/episode_reward_max', errorbar='sd', color=\"r\", ax=ax1)\n",
+    "ax1.set_xlabel('Timesteps')\n",
+    "ax1.set_ylabel('Accumulated Reward')\n",
+    "#ax1.tick_params(axis='y', labelcolor='g')\n",
+    "\n",
+    "# Criar um segundo eixo y para o tamanho do episódio\n",
+    "ax2 = ax1.twinx()\n",
+    "line2 = sns.lineplot(data=result, x='timesteps_total', y='env_runners/episode_len_mean', errorbar='sd', color=\"b\", ax=ax2)\n",
+    "line4 = sns.lineplot(data=result4, x='timesteps_total', y='env_runners/episode_len_mean', errorbar='sd', color=\"y\", ax=ax2)\n",
+    "ax2.set_ylabel('Episode Length')\n",
+    "#ax2.tick_params(axis='y', labelcolor='b')\n",
+    "\n",
+    "# Adicionar título\n",
+    "#plt.title('Learning curve and episode length for 2 and 4 agents')\n",
+    "\n",
+    "# Adicionar legenda\n",
+    "\n",
+    "legend_handles = [\n",
+    "    Line2D([0], [0], color='g', lw=2, label='Accumulated Reward 2 agents'),\n",
+    "    Line2D([0], [0], color='b', lw=2, label='Episode Length 2 agents'),\n",
+    "    Line2D([0], [0], color='r', lw=2, label='Accumulated Reward 4 agents'),\n",
+    "    Line2D([0], [0], color='y', lw=2, label='Episode Length 4 agents')\n",
+    "]\n",
+    "\n",
+    "# Adicionar legenda\n",
+    "ax1.legend(handles=legend_handles, loc='center right')\n",
+    "\n",
+    "#lines = [line1.get_lines()[0], line2.get_lines()[0], line3.get_lines()[0], line4.get_lines()[0]]\n",
+    "#labels = ['Accumulated Reward 2 agents', 'Episode Length 2 agents', 'Accumulated Reward 4 agents', 'Episode Length 4 agents']\n",
+    "#ax1.legend(lines, labels, loc='upper right')\n",
+    "\n",
+    "# Mostrar o gráfico\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Learning curve considering a scenario with four agents\n",
+    "\n",
+    "In the next two pictures we present the learning curve of reinforcement learning model and the size of each episode during the training phase. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#df4 = pd.read_csv('./ray_results/DSSE_Coverage/PPO_4_agent_9/PPO_DSSE_Coverage_5586c_00000_0_2025-02-21_08-39-16/progress.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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r8Itf/AI+nw+PPPII3n77bey99964/fbb8Z3vfMfLoNsaV199NWpqavDoo4/iT3/6E8LhMKZNm4aZM2d6x+SLRj7//PN49tlncdBBB+G2227DvHnz+jzehQsX4q233kIwGOzWxTJ37lw89NBD+Pvf/457770X6XQaFRUVmD59Ok455ZQ+vx8gxOODDz6IP//5z7j33nuRy+VQU1ODm2++GYcccki/zjkQnHPOOchkMnj66aexZMkSTJ06Fbfccgv++te/FhwXDAZx991348orr8S//vUvBAIBHHfccZg5cyZ+8pOfFMRwDcb1W7x4MX7729/i2muvRTabxfHHH48rrrgC3/72t/Hmm29i6dKl4Jxj9OjRuPzyy7tkQxJEX2B8R0ZNEgSx2xOPxzFnzhxceOGF+PGPf7yzh0MMEnfddReuvvpqvPbaa16hR4L4qkMxRQRB9JtsNttl29133w0A2HfffXf0cIhBovP3nMvl8NBDD2Hs2LEkiIjdCnKfEQTRb5YsWYInnngCBx10EAKBAN5//3385z//wfz58zFr1qydPTxigDj//PMxYsQITJ48GclkEk899RTWrl27zWBugviqQaKIIIh+U1NTA1mWcdtttyGVSqGsrAyLFi3ChRdeuLOHRgwg8+fPx6OPPoqnn34atm1j4sSJuOaaa7oEqxPEVx2KKSIIgiAIggDFFBEEQRAEQQAgUUQQBEEQBAGAYor6xOzZs2EYBioqKnb2UAiCIAiC6CXNzc3QNG2rrW8AEkV9IpfLbbURJUEQBEEQux6WZfWq0TCJoj5QWVkJAAU9gAiCIAiC2LXprnFyd1BMEUEQBEEQBEgUEQRBEARBACBRRBAEQRAEAYBEEUEQBEEQBAASRQRBEARBEABIFBEEQRAEQQAgUUQQBEEQBAGARBFBEARBEAQAEkUEQRAEQRAASBQRBEEQBEEAIFFEEARBEAQBgEQRQRAEQRAEABJFBEEQBEEQAEgUEQRBEARBACBRRBAEQRD9JpE2EEvmdvYwiAFC2dkDIAiCIIivKptbUrBtB0UhfWcPhRgAyFJEEEOMrGHBcfignT+Ts7CmNgrb4XAc3u0qOpkx0dCaGrQx7Ipwzgfkulu2A9t2BmBERGfqmpOob07C7vA9xZI5tMYyPb7GcThypo1UxgTn3Pt+TMuG7XBkcxYyOQuGaYPzLec1TBtraqNoak8P6GewbQfrN8eRTBvetub2DLI5q+C9O5NIG2hqG9ixfBUhSxFB7GbUNiagyBKGlwe77EtnTWxqSqI4pKOyNIBkxoRPk6HIW9ZH9c1JaKqMnGlDVST4dQXhgNbte6WzJlRFgsMBRZYgSwyJtAHTspHJmjAtB83RDDRVhl/f8rhpaEkhZ9oYVtZ1jF81HIfDMG349K0/TluiWbQnspg0umS73m9tXQyMAXtUb995CEFrLINk2sSIipAnJJIZE8PKggj6FDS0pmA5HD5NQdCvYlNTAkGfipKIDwDAASTSJjY1JaAqMnKGBUmW4NgOAj4VibQBw7IRDmgojfhQGvHBsjniKQNZw0K2zUJlSWDAPk9zNINU1oRlOZgY0MA5R0s0jVhSxpjhYdg2R21TAuXFfgBAUVAH5xyNrWmYlo2SiA+SxMAASBIDIIRWaywL2+FIZkwoMkOFO+aQXwUgxHr+OeI4HJtbU6gs8UNV5AH7bDsCEkUEsZuRyhgAGEoiOnxa4U+8vjmFVMaEX1dgWg5qG+IoifgQ8KnI5iwE/Sqa2tPQVRm2w5HJ2QgHFIwfWQxN7fpw29iQ8B6cqiJh9LAIcoYNw3KwsTGBopAOx3EKVsgAYFi2WFE7HBIDGGMDeg0ch4tzSwyyNLDn7kx7IouGtjQmjiqGrspIZoRQ1DtcL9NyEE1mkc1ZWF3bDp8mo7oqUnAe07KRylgoDvfshhHWNwecA01taZQW+QoE7VDDth1kchZCAQ3JtAG/rkDeyvXY0BCHKksYURGCYdrIGjaa2tKwHY4Nm+NIZkwwBjiOEDsSA5JpE6msBZ+mYNzwCJJpE9mcjZZYBiMrQrBtB5blIJo0EA6oyGQt2JwjlTExojyIdNZCOmvCpylIZUxkcxaiSQOaKonfok8F53y7fgN5C6QkMVi2g1TahB6R0dSWRklEh2E5SKRNcc1ca1ZrNAvbcdASzcCnKWiOphHwqVhd2w4AKCvyo6zI542/JZoBYwxtsSx0TUYmZ0FiDCURH4I+BXXNSQR8KkZUhLC2LgrDcpDOmpgwsth7RmyNdNZEXXMSxSEfyop8vXrNYECiiCC+ohimjbrmJIaVBT0rTDJtwLI5AI6NDQlMHFX4QFJVCcm0idKID7FkDpmcBTVtoi2eBSBcX7GUAUVmkBiDYQk3Tc4UrgDTchAJCqtRQ2sKpiXcBJLE4NcVrKuLweYcybQBXVOgKhI6enocR6yQ01kLisywti6KgE/FyIrQgF6b2saE5yYcURHaZryHaQl3gsSYWCX3coKybTHZJNMm6puTsNwJUlEk7FFdgtZYBsUhHdFEDk1taVi2EGqZrAXHiUPXhIgaOzyCTU1J5AwbxWEdpuVAVQon9/qWJFIZE7YjBFE8ZUBT5R5FFOccDsegi8Ju39cVpAMtdjuzrj4Oy3ZQVuRHY1sKVaVBVJT4ezw+m7NgSAycc2xqTCBj2EimDfh0BVnDQjJjQmYMnAuRzwDE0wb8mgLTtLC2LgbLdgBw2Bxoas8glbUQCqhIpk1wh4MxIGsKy1DOdOA4HIosCfeZT0UmJ94zFNCQyVnw6Qpsh0ORC6+VbTsA61nU50wbmiKBMYYNDXGYloOq0gAYY8gYFrKGhfZETvwGbSFQSiM+ZHNb3Ofc/XcmJwQiAJgWBwMgyxJaYhnkchYiQR2t8Sw0RYLtOMiZAE9x+HVhSdNVCe2JHNrjOWEZM8XCKCcxxFMGQgF1m+I9mTYRTRiIJoRg3FkxWiSKCGInsb2rw3hKPHw2NiYwuioM23ZQ1yKEiiQxmJbjWUs6vCksx0EqayKTM2HaHNFkDpwDDufgXJjD01kLluNgeFkQzbE0TMtxJ30OXZVRVRZAaywLw7KRNSxYNodtcwT9KkzLgeVwKA6H7cZXOFzENbQnsogE3VW9T4VP465AEJNJf69HPgNoVGUYTe1pZA2xGucOhySlEEvmUF7sR8CndnltezyLxrYUsoYNRZagqTJKwj5IEiBLEnRNBgMK3GN5S1R7Iou2WAbprIlsTkXKFXuAmLRaohnYNheraomhIuxDazwLy3LAGANzQzjSWRF3YloOYskcGlpTGDM8AtNykHBFpMM5coYNh3OUhHVkDKvb2JA8jW1pJNLGDnWz2baDdZvjyBk2FEWCzBhGVYa26VrsC7FkDjnDRjyVg2E5aE9kwRhcwVgYa7WmNgoAGF4eRNCvuoJNiJl0zkIsmYPliN+EIknQFBkyY8gaFuJJAw7nGFYaRDIjvoOgX1hi0lkHssygSAyOw1FW7EdJWLjTGlpTcGyOcEBDWzzj3tsMOSP/XXGkcxYk9/1sR/y2gn4VpRGf9xtYWx+DpsgYM7zQoggIi+H6zXGUF/lQVuSHYdqu9UmGLDE4tngP07TRHM0ga9pgYDAtG4mUAc4BybVeAUAqayHoU5E1bBQFNbTFs0ikDFiWA9NykDNt+FQZWcOGpsgoifiQyVlIZU0YpgMwwLHFfdmeyAJcWEcDPhWN7WkkMwpGVYa7fI6MG+ckLHwMOcOCLO8cC1EeEkUEsZNYsymK4pAP5cU+8ZDqx4recjgc28Hq2igCugLTtGFaDhRZPKzb4llUlQrff2NrCrGkAXCgNZpFJKTBcRykM8LS4zgclmUjEtQRLtHgcCGoJCbM/Mm0iaxpoTjsQ31zEsm0AdNyoKsyDNNEPG1A12SYlg3uunkM04HlOEhnTFeIWTBtB6oiI5MVbjybc3y2oQ1VpQGUFfW8yu+J1lgG7fEcLFsEsrYnckikTaRdN2FjWwZBv4K2eBalbrxExwf05tYUEikDDAwJ04Tfp4AxIJ4Un0eRJTAGRII6ikIaJImh2Z1UA7qCWMqAT5U9CxhjQEVJAMm0gZzpeLEjpulAU2VUFvthmI5YcRs2wBjSWROJtAlNkZBIi/M0taWRMWzIjCFn2gADkhkDhuVgWEkAGcOGaXcvijjnSKbNQQ3INi0HibSBkrDuTeTN0Qxa3Uk4Lw6zhoUJrmvRdngXC1ge2+GIJoTFUlVkqIoERWYFMSnprInNLUkwJkS/ZTswDAdN7RnhwkrkUBLxee+Vygp3FQfH2OEROBwA52iPZ9Eay6IkrENVZCTTBhRZQiigep8lZ9jQNfHe3AGytg0O4VpLZUzouoysYSESKLRoWI4Dv0+BLDHoqgKJAZomo7E1jUzOgu1w6IoMw7LAwJA1bORMG+msBb+ueMLdtjlMiO9PxAUJd9ewsiDSWROZrIl2Jiy0ls29+L64m9iQzdmQXUsNA0MwoKIpmoGuyNBVGYwBsbQhLGMORyigIuXGGI4oD6KxLQ1VEbGJhmVDliSYlg1VEcJLVTQAwmqctwxyzpHICIvZsNIgGt0gcr0b1zsgLLocwMSRRcgZ9k4XRACJIoLoQl1zEpmshcrSAJra0hgzPNwlWFBMgKYXKBxPGXAc3sWVsWGz6yJJm5BlhrHDI2CMoak9Dcu1CkSTYiKorgxvc0Vt2Y54IKsyEmkDti2yW0zLhq5KnoUnYzgI+lQ3XkBGq7vya4tnMbw8iJxpoy2WhSQzjKwMgTscsix5DzcAEM4DAODIGhZypi0CRJM5SIwhnbMQCWooCuooifjQFssiZ9iwHGFxyho2JHeCaU/mwAC0xbPQVGGNURUJlm0jlbFh2+L98zEKlu1A7uR+6Rg34TgcibSBnGkjnjRg2TYMU8SXcIcjkTIwsiLkHbu5TWS6BXyq6/4QNLSmxDU0bZRFfPDrClriGUhMfKdyVoIsCwtWKmOiqV0EkyuyBMMSVrCwG8yazlkYXh5EKmMilTHRHs8hmxdOyRwcN65KliUw24FtcLHydl2alm2DQUxmWcNCOismUMgMyYwQTFnDRnFQhyxLUCSGZFrEeuTF3pb7hMOybZgWx6amBLI5GxwcIb+K4eU9uypTGRM500apG0S8NVpjGbREM2huT6OyJICSiE9kYAEYWS5ibUzbvccTOTAmLHrVVWF3Ui6cAPPnygsbRRbXecKoYu+YTU1JpDLCmmBYQlRWlQWgSBLSOQtN7RkUh3VUFPuRzJjIGTYyOQuZnI219XFwLtzOybSJihI/NPd3XdLN580LIgDgEK5jo4NQyhk2qkoCkCSG25/6BJmchbOP3QujKrYI7ryrGYCIIcqK364kM+RMB6rEYBhCEAHi2cPAMG5ExHWpidfGU4aXpVYS8aHOdbUCBhpaGRIpsdhJpg3EU0Koci6smy3RDHRVRnFIR3Enl5SqyDBMGwG/ClliqK7aMvYRHVza+eska90/n/L3HmMMwzskTwwvD6KhNV2QZJHHcRdOtgN8WReD6boL0Sn+cEdDoojY4XTnNjLdlcj2BNd1nDQN0/ZSvn26grIif4FvPp8pYVr5yRfefyczJhzbQWssA8sWD6yikHgo2I7wtze1pWFYW7KnRLCmg3BArPLywZ55l0gyY0BXZcSSBpqjae8hKMkSTNMGYwxf1sUwYWQRmMQKVlZ5oZJIG2JlxQFFFquyrGF5JmjDdJAxLKiyhOGlQbTGM3A4x4aGhJsWzzG8LAhFlqDIEnyqDNN2hHBxV2jdXf+s+9C2LCG0EhmRoVPdyRyev4Y2F6KjvMiPaCIHBxymaYugbb8Gx+GIBDSks+LaZHM2ZIWhoSWFVEbERLXFM5AkhuKQD5oqobk9470HBwAOxFM5OBwIBzVYrrCpbUzAdjh8urJF3EkMVcUBtCdzSGdNKLKE1bXtGFUZRjSRRTJjIKApniuh2NERS+ZQViREUjZngzHx3VuWg2jahKIw+HQFhilidoI+DboqrEqSew9lciJAtSiswzAdVJZuyTCSJQk5yxBBve5nAUSsUUzOIZuz0WRlEHStVjnDhmEIF0bYnWiZxJDJWWiJpiHLzHPfAMKNlTMdZHPC+pAzbeRMC7btoCTsg09XkEgbSKQMFId1zzqxqSkBw3QKrD95cqYNXZURTYi4kXjKQHM0g4CugDEmLA1uQHL+NyDLEtp5Dm2JLHRFhuOI+7Gy2N9FiOQMC4m0AdmNv7EdCbJUaFUybWEdSmUdcHAEddWbsEN+FTnDQipjIpbMQZZE/Et5kR+tiSzCARUSy7uVHe91vaEopIO5wdHxtIlISEPYL6yGd/5nJT5Z2woAuO/5T/GDY6Z1e468IFMVGT5NgabICPnF7ymRMjwriaJInkUJEC5AXZPRFsvC71NQ25BAOmvC4RyJlAnb5nA4R9Cnoi0uFiYdLa4Bv4JQN25jQAi/juJvoJEYg6YwdLyTcqawJEeTOWQNG4mUidIiH1JZE0UBDbHUzi2EuUuJomeffRZPPfUUVq5ciXg8jjFjxuCMM87AiSeeCMYYkskk7rzzTrz66qtYv349NE3D9OnTcdFFF6GmpqbgXIlEAldffTVefPFFmKaJAw88EL/5zW9QWVm5kz7d0CRrWN4Ez1w3waamJPLP24riAIrDOtZvjsOnKQUrla0RTeTQHE178RKGaWNDQ9w7Z2Nbyl0hiiDBnGF75zZMG+s3x1Ec1r0aOkG/ikTahMQA7jhuoCsXQYfuYJMZEUxbUexHKmu6LgoRMMnBYTkcdc1JpLMmJo8tAyDEl2ULs35RSEdLNCNiH2yx8mQQwslyHMhMQm2TED35tO2WaAZt8SzGDI+gLZ5FezwLh4sVaDJjwHGAkrCOVNZCWyKLoK4iEtIgMQa/piCWFnE1FcX+LoGO+UlrW5QX+dESy6Ak7EPIr/acHcUA2135AeKByxigMAmZnA3DtFBVumUVKcsM8YyFqtIANFUWLoJYBs3RNKLJHHRVRtyNk8ib5pnEIAFI50TMB2MiHsF2ONIZE6osubFRhatNxXXZZHM2Aj4R39HQmkLOdGBaHBXlWybocEBD0K96Vi6/r/AxWRQS903eclBVFoQkMU9YhPwq7A6xWvnP0FHoqookhFhYEZlk0TQifg2BiIL6lhQiIQ3xpIGk6xKxbQfFYR1Pv7EW765qxMmHTYIsMYysCiFnyJ4lK2/R1FQJOcNGOmdBcQPqZZmBgaGxLY2yYj++3BSFaYnA98ljS5FIG8gaNmxbuPw6Brom0wY2NYmg/rqWJGTG0BbPoiwiYqSKHI5NTUlksiZCnco3OJwjmTKAgCbuETe9O542oCoSikM6EmnTTWe3MbwsiGgyB9N15XR0zdi2yJzy6zL8mtLFsqrIElJZy/3+hSvZpysosjVkDAuKLHtB9X1BkSWUFvlg2w7aEzn4NSG62xNZfLSmxTtubX0cmawFy3Y88ZqHw7XgWSJ2LeTuLwrqsCwHaXdxoykyNjUl4TgOHDdTjINDUURMUDpnIZExoUgiwzSRMlBR7AeHuNeKSrZ8b9mchZBf6zFYOx9cXt4Pt3Vv4RCWrnBQQzJtipgjiAVULGUgoCtoi2XBAZTsAgUwdylRdNddd2HkyJFYvHgxSkpK8NZbb+Gyyy5DQ0MDzj//fNTX1+Ohhx7CiSeeiAsvvBC5XA533HEHTjnlFDz22GOYMGGCd64LL7wQa9aswe9+9zvouo5rr70WZ599Nh577DEoyi71sXdbcqaNjQ0JAEJ0FIV0bGqMI5OzoWkybJujJZrxsm0AC5uaEqgqDfYYdwAIS1NTuwj+bY1lEAlqWFcfEw9+ScKmJmEZYRKDTxWxJIrMRPEyBmxqTMIwbcSSOdhuplY6YyGXs6AoErgbJGjZDrJuQGfAJ+J1soYIXExnTWiqjPqWFCaN1kSgss2RSJteqnksmYNlO66pPiDEj217GUS2K74sx0HYryGVM5HOWtAUCWtqo5hYXYx4Sqwi12+OwzRt8To3w8kwRIBjwKd6wqCjyyk/ObUnc/2K1cnj15UuVqHuYIyJGCeHQ1GEK2xYWRDZnMiC6RwEG/Cp0FXZE2aMMQR0kcWjq7Jw+XCOVNaC7AY9M4lBlYXbyKfJkCUJWcPygrTz17O71a8iMaQNC5IpsotyhnBTBf1dnwcS27rFcmuZMYwxFId1aFkJuqZgc0sSIX/XOk8dxUN5xA9NFZlEefEe8mvI5iyx8q/wo7YxgXdXNQIAHn7pCwDA1HGlOPbA8Whqy4AjA0VhkBlDWbEIvh1eGvQsoLG0AYmJz1zXnEQ2J1xLmipEVypjIpoQrlHDFN+V4wi3YF1zCs3tGSiyhFzOAudwxYmCSECDzTlyhoV0zupyr3GHC1eRKWJo0lnhKjRNB0UhDemMyJSSJCYmcFlYiNKW5cXbZA0LbbEsHMeBZXNUlXbv3gv5VdS3pODTZS8YHgA0VRZCS+KwHQeNLWnc9cwqnHL4JEwYWQzb4Xjl/VqksxbGDo8glsxhdFUYoYCG8mI/LFukrleUBNCeELFIiiLhkZdWF7x/KmPi0pvfBABc+r19UVG85VrIrgU7mbFQUezH5tYUfKoIWi4r8qPE4WhsTyObM0SigpssYVpC3OVFYHsiB8fmMN3aSXnLHAMKFizJtIHLbn0bY4aFceGp+3R7vf74r/cQTeZwyXfnuNlssheD2Ftaohncv/QzHDqrGntNKAfgJm24LnlABKfXNSW92CmfJqMlmsHwcmG5Tiom1tS24+bHV2DM8Mh21/LaHnYpdfCPf/wDpaWl3t/z5s1DNBrFnXfeiXPPPRejRo3CCy+8AL9/y4223377YcGCBbj//vtx2WWXAQA++OADvPHGG7j99tsxf/58AMC4ceOwcOFCLF26FAsXLtyxH2yIYtsODFM81Dh3zaVZESsh5UyAA7oqRIxliYnetjk4T2FkRQgJN1W24wqbc2GNyeQsN9BXuJ5ypo1UWrhGbEdk9oR1FZGghkTKcOvE5Lz9WcMuiJ9hzEF7MofikA4GUUcHGSCdM1HXJFKh8265nCECLm1HrOKyObEyzY/FsjnW1cWQM21EEzn4dcV9XxFD4nBgeJlInXU49yZgxkQgKXyq95mSGVEjRZKYm2LuuFkiFoaVBb0VIGOsS0ovICbeziv3wcKvK96qVe3wneXrG3VXoK6zpSroVxF0i8EVuUYlh3OksxZiqRwUmcE0haUs6FMRTeaQyljw6bKIc8qaYBJDRTcisCisw4yKOBTLdlBZEkAo0PMqenvJW46G5wNjXVdWd3Qn4mSJwafJqG1KwLBsXPfQB12OWbWuDavWteHiM2Z78S2NbSlsbk3h2gffx4JZ1Thi7hi880kTmqMZzJxUgVBAg2kJa8awsqCwgLakkM6a8GsKbHAYlrBarHXv43TWgiSJmKCsacOyuOc2UxRJ1OaxnW5X+kKAWnj5vY2YOKoYk6pLEE8a4BDfv18XAlWSmHcdisM6VNeNVNeUBIfIvMsZNiJBrcf6VrIsobIkIBZFjHluI02VUVkSgG1ztCWyuG/pZwCAvz/2Ua++yxHlQdS3bKnAvu/UYYgmc/hio6jp860Fe+DzDe34+MstVqOr7vofvnNEDaLJHNoTOexRXYzJo0sBJiw4f7rnPQDANRceDEC4efPxOI3tKbhfgbdAqywNQGIMFcV+mJazzeroq9a3AQA2uAvT5vY0SsI+z2oKAFHXUv7wi1/gy7oYAODQWaNwzPzx28wE/bIuCokxXP/whwCAdfUrce6J07G2Lobn3tkAALj63APAIBbIzK2hlDXEvRIKqAAHbnjkQ5SEdSz/rAkA8MmXrcIKOYjWq62xS4mijoIoz5QpU/Dwww8jnU4jFOoaIBgMBjF69Gg0NTV521577TVEIhEccMAB3rbx48djypQpeO2110gU7SDEg1bEVeiqjFRWpBBL7sM+lTYRS4n4lEzO8kzFssywurYdjsOhawrGDo944iWVFXV00llTrGhda4lPk1FSqYvVjipSqPM/ap8uF6Qu59tP5MwtWVqGZXtppLIk3CuMMYwoCyKRNpE1RCCvYVpwHECSAM5EkPMGN84na9pwXPO+T5PRlsgWWL3EKlcIofzYOlok/LqCeNqA5NYmqW1IIJUxvFo4tiPioCIhrds6NjsbXZW7uD9bYhloitxtde1kxsRn69swfY/yrcZ3SIyJqrmcw7AcqJrkVdguDonU9HhSxGRUlYZE3Fc3D3SJMQT9KtrjWVQU+z2xbVjCYlIU7J3p3rBsvPFhPSaPLfGqAW9qSuLdTxvx/udNOP2oyZg1uco7PmfauOrud6GrMo7cbyw+Xd+Gg2aOxMQOAcSdaWxL4e5nPkU4qHkTb0dO/dokPPjCF97ff7znPfzwuL1QVRKA4wB/uldMuM+9swEvvLvRtYgC/12+Cb86fTYM08arH27C8QdNRDonMgdte0uxy9ZoFumsBcN0EE/l4NdVFIcCaIlloasydAWeeA36VJH2bVgFcU3LP2vExsYEjpw7Bq++vwnLP2vC8s+a8Luz98OoojBqmxIisNsQ8TPvfdoIv65gREUIY4ZFkMqIYoPN0TQUWYZhWHjh3Y3e5LnXhLJu43d0TUZlqXChX3nnMuw9qRLfOXIyLNvBJ2tb8cDSz3v1PXekoyACgP+tavD+e8GsahwwfQTAUSCKAOD+Du/19sebcdax0zBxVDFWrmv1trcnsl4sWtAVcYokuWUYhFUlHPQVPCs4eI+xQIb7DOzoQr77mVX4cHUzfJqMy8/cr4vbMS+IAHGP7L/XCK/idZ5UxsSf73sPsaQham91076ns8i85O9vYkR5ECceOhFVZUG0tKcRSxkoCfswvDyIW//9MdZ2eG8A+Mb8cQNa4buv7FKiqDuWL1+OqqqqbgURAMTjcaxevRr777+/t23t2rUYN25clwfj+PHjsXbt2kEd71DFdkQFVxEYyrxU2Ixr0WhPZOE4HJoiiTLyjCHs19DUnkYMhvCn83zWjIgJURTxoKhrTqK6KgzTclDXlEDcrVPSXd2LzhWc8xim490PluV4BeZMN7aHuxlTpmXDBDDMDUgGxGQfTWVh2RyaLMGCA3AGy3HgmBy5WAZBn4pcTqRNl0Z8aEtkwdwCcHkcLgJ10cMCT1NlDCsNoiWagarYbiwJx/DyoEhldlPDhVVo1xJEnUllRdzU/935PwBbVsMA8NGaFjz0wudeDEVd8ygce9CEbs/Tke4sXpLEENAVrKuPYcwwIZ4liXmF7zpbE4I+FTJj3n1iWg6uuH0ZUhkT08aXYZ+aSsysqcSGhjg2NiQwf8YI7/XLVm4uECJPv9H9OO997jPMmlyFDQ1xvPr+JsycVImsIVyvebfXx1+2FFwTzjk+XN2MUZVhVBT78Yd/CVGzuYf+cHP3HA5ZknDf8595227998cACjOeAHiCKM9z76xHXXMSrbEsPvi8GWd/cxp8qoyMYWH1xiimTSgT1l3k+6xxr5VDRXH3q/eKYn9BAsVbH9d7rqWG1nTBmFJpE0VBHcPLgl7iwqq1rfjv8k1dznvM/PHYd2oVsoaNR/+7Gms2bZlAP/6ytaC1REf+u7wWT70unvXvf96EmtElWLW+FStWt3Q5dns5at5YAMC8vYbj0f+u3uqxd/1nJcYMixSIkD/c/S44hOvvNz+YC4kxlBX5kc4m3JpUPjRHM7jqrv9hzpQq7Dt1GG56bAUA4Off2QeW5WB4RQi6KuOF/23AkrfWY3h5EKM7LFA+XN0MQCRNXPKPN7Fw/7GeuOyO/7vrfzjl8EmYWVMJTZFw06MrCsbcnSDqifqWFFaua0M4qOHmJz5G1rBx8Rmz3YSHaMGxxSEd0yeW9/rcg8EuLYree+89LFmyBBdffHGPx/z5z38GYwzf/va3vW3xeBzhcNcJs6ioCJ988smgjHWo09iWcutjiB90WzwjqvOGdBGHYAjzaVXploeqiCFQEUsaqCwRpmFRUVnENciuS82yOb7cFAXnwvJgmE6P4qc7wgENrXHRYiFrWJ45GhBiyacrKA7paGhNoa45hf+tbMDX9x+H9z5rhMM5jj94IiKODsZEJtvq2na88n4dpk8sw6iqMGKJHJ7/YgP2mVSJqeNEgLWmyG5mEcdHa1owqjIE2wYsLlJ6bdvxCv11LCioKhIsN9aoJZaBokhutpiYOFetb0NrLIu5ew7rsfbH9iBcng58eteU6V693uH496tr8MaK+oLtHS1bT7yyxhNEAPDK+5uw757DClJ5t0ZDawqyLKHMTUP/dH0bbn9qJUZWhPCL02bhi43t+MfjYsWqyAyXLNoXpUVbLBj5VfLnG9pw8xMfe9s/WduKT9a2wuEc9z4nxMbjr6wBINw50UTvJ4LrHvoA6zeLwP8Pvmju9piLrn0Vh88ZjYX7j8XLy2vxnzfWQZHZNpMNzvvWDADA7ClVmD2lCo++vBpvfrTlesdTRk8vBQB8tqHNixkCgHuf/wxnHbsn7vrPp0ikDbzzyWZ89+tT0diWRlNbGiMqtnwvOdNGezyLYWVBfLymBRUlfi8DkzERxH37U5+gObqlgWpnS9ef71uOEeVBzJ5SJerqpIwexcrTb6zF/L1HIBTQCgRRnv8ur8XX9h2DVNbEDQ9/iJoxJZg9pcoTRHkefOHzntYiBZx46ETsUV0Mw3Lwt/vf78UrxG826z638hSFNGSyllcRPo9l8wJxAcA7pj2Rw6p1rUhlTOw1oRztiSziKQOxRA7/fFLMW+9+2oh3P230XvvXDmOsKPF7WZqbW1LY3NJzw+Ulb63f5ud66MUv8NCLX2zzuN7AOcf7nzV5VbMffXl1l+sAAIfMGjUg77c9MN45TWMXoaGhASeddBImTJiAO+64A5LUdTXw2GOP4dJLL8Uf/vAHHH/88d7273//+5AkCbfffnvB8VdccQXefPNNPP/88/0a02GHHQYAeOmll/r1+t2ZNbVRkQ3FOSIBHa0xUdxuZEVIiB23Im/e5L41bIfDMGwYlqhfkzEthPwiKLc1nsWIsmC3E7btNua89B8i0LE4rKM04sN+ew7DyIogRlSEEUvmYFi29yBqbkvj9RX1OO3IycjkLPzlvuVdznvFD+chHNDQ3J4G58DV/3rX2/ezb++D595Zj1Xr2uDXZZx34t4ojugI+lSsXNeK257cIsLnzxiBqePK8PbHm7uY2QHgxydMx6TRJbAdjoY2URU3P0E6nOPGRz7Eunox0e5TU4loModRlSEce+AEz7340ZoWPPHKGpx21ORu3TOJtAFZYtjcmkJ1Zbign5llO/jlDa8DAKZPLMdpR072AqbzY8gXa+yOJ15Zg9c+rOt23wUn7417nvsMM/Yo79YiAABjh0dw6tcm4doHP0DWsDG6KozqqjDm7TUcZREfTMvBe581Fkx4539rBm58dIX395nf3BN3PL2yS6mT6RPLsXD/sfj3q1+iLZ5DJKh2mWQlNz1+VyTgUzB5TCm+ddgesC0HoYAGwxI1miRJ1O8ZVhosuDcB4Ov7j8P7nzdh+h7leN6N8+gNIb+KpOu+yrtKJo0uRs6wsaEhAU2VPGH1g2/siT3Hl8FxOH554+vb9Tk1VUJJ2IfGTt3aZ0+pwnsdxEBH9hxfhpVrW7vd1xP7Tq3C/1Y1Yt+pVTj58BrUNsQxqjJcEG+Typr4eE0L9hxfhg++aMYTrkCePrHcyzg7Yu4YHD1vrGjnEtbxzJvr8Mr7m3DO8dMRTxn4dH0bjpg7Gn+9731Rh2cnMmtyZY/Woa/tOxov/G9jr85TUewvEL2A+N2F/RrGDBe9D29/+hMUhXTvOzt8TjVefLd2m+f+2wUHoSWWwdRxZQPe5qO38/cuKYri8ThOO+00AMD999/frdXn1Vdfxbnnnosf/vCHuOCCCwr2XXDBBWhoaMBDDz1UsP3nP/85amtr8fDDD/drXCSKuieZNrChISE6M9sOdEUUFhxZERqQ3kcZN8jWtB1oikjvXrZyMyJBDYfNGY3mtgz+cn9XMdOR/fcajkNmjfIK7lkWx5sf1eP9z3s2Iec5/ajJGD+yCFfcvqzLvrHDI55FIM+k0SX48QnTcdG1r/btg7oce9B47FNTiXTWwo2PrkAkoGF4eXCrYz33xOnYo7qk4D3PPGZPTJuwxRS9YXMc13YK1g35VYSDGnKGjcNmV+ORl7ua//edWoVvHzEZdzy9El9sbMel39sXkaCGxrY0nnztS3zqBnR+lfnN9/dFIm12G8zckdlTqvCtBXvg6rv/J6qD94Nj5o/H02/03o1/0bf38VwhsWQOyYzpFSf06QoyWRM508Gw0gB+fv1r3uvOOWE6atwsnmTGxGW3vNWv8faGrx8wDrLECgTr1oRMT/z2B3ORSBv4+MtWvPhu95P0RafOREs0i3ue+7Tf4/319/btEjOzLbKGJRIJSgL4fEMbqsqCXjHElmgaVWVBNLdn4NMVBDrF7Dz1+pc9LgYGm7l7DsPUsaUYO6IIl//z7YJ9xx40AZGgipmTKrFidQs+Xd+GI+eOwf+7s/BZF9AV1Iwpwdw9h2HMsAgefPELSExkYR46q7qLyzZP3p03YWRRt5YhAKiuCqM0rGPunsMwZVwZmqPpnSqKdjn3WTabxY9+9CMkEgk89NBD3QqiDz/8EBdccAGOO+64LoIIELFDb7/9dpcigevWrcOkSZMGdfy7Ax27dXO3H1beEtEaE3VzRlaEPLdPPhvMNEUwsmk53cb79IX19TH85811mDN1GOZMqQJSIm350/VtBQ/Dpct6t7p56+PN+PoB41CiSPjzfcvR1J7Z9otc8q6UbsfZSRABwl3QX0EEAE++thZvfbTZW42lMmaPsSV5bnvqE3zniMkF225/eiW+u3AqxgwLoz2Rwyvvd30oJzOmZxHoThABwP9WNWLutOGedevtj+vR2Jbu0S3UG/adOqwgWHWwqCoNdLE6dOb735jqdgT348C9R+J119o1ZWwpRlWGkMqYOGLumIKH9GlHTsZL79aiKKQjkTYQDmjY0BDf6nv9vx/Oc7OtFHxZF8WqdVsXk787a78u2XEcwiWYj+Eriejw66Jier6oZp6a0SVesG1AV7D4jNm4f+nn2NgospFCfhXhgFZwb31rwR54tIf7YGs88+a6gr9POXwS5u45DAFd6dF62JnjDpqAkogPJREfRg+L4Ii5Y7DkrXVd7tvRwyKorgr3WRRpqoSAT0XQp/aqYndnHC/FHKgZU5gUxCHiGWW5+wau9iCZIL//janImQ4eevFz2DZHUUjD1w8Yj/vdWLOv7TsaMyZVoKokgM6juvS7c1Be7MempiSSGRPT9yjHuBERRIIavn1EDR5Y+jmOP3gC5u89skuJiu99fWqvxldRLAKmexJEAHDq4ZMgSaxf38lgsEuJIsuycOGFF2Lt2rW47777UFVV1eWYNWvW4Ec/+hH2228//P73v+/2PAcddBD+/ve/4+233/YCsNetW4dVq1bhrLPOGtTPsDuwuUU0xywO69jYkIBp2ZjoFklsbs8gZ9qobUpi4sgiN03dQc6N1YkENU8sbdgcx31LP0PN6BLst+dwAML/XhTWPRcM5xyfb2jHLW6Q6HcXTsUXG9vx9iebAYgf04Mv9D1bBEDBBAcAX26KYdX6tj4JooHgwlNn4toHCy0QiszcbvbCcmDZDp59e723v7N5elsYpoO7nlnVZfvdS7pu6w83uGm3ALx02/4S8qs49qDxOGTWKFFgMiVKIeRMG8s/a/JqmiTSBkzb8eIkOnLq12rg12Xc+Z+eP9/V5x7gxZ7d9/xnPVotpk+s8P77mweOx7gREew5rqzAtdiZPapLujRarW9JYmNDoiAOo7IkAEVmOOHQiQWB4mcfuxcA4J5nP8X7nzfhgOkjcOxBE0R7kETWCxrvjOQG2bfGMggFRJHOCW42UyZr4Zj54/D0G+vwzQPFPbW5JQXJbVyq6wpOOmwPaIqMFWuaMawsiNZoBi+8u9GrHTN7chXCAQ1vrKhDayyLtni2x2vQE1ecPc8rXPj1A8aJ8a1txf9WNeDwOdX4+gHjwTnHxsaEF4+0qTGB8SOLCs6jKhKOPWgCxo8swh1PrwQg3KWAiF+aOanCE+aHzxmNCaOK8M8nP4HjcBw6axQ+/KIZpx052XOvTqouwfe/sSfy6kBUvWai+Kq7gE66FbXz6e6qInn3QWtMZIk1t6cRCerQVAmbmpJurS2R2agpMppcYVxW5Csoy9CRI/cbgxHlITz79jo0tG5dtAOiPMO3j6gpWKDtN22Yd+/OmVI4V+b/bollYJoiuUNWJFxwykz3exiN0ojP62+YD2+Ip0Xl/X2nDsO+U4dtc1x5HEdU1e4c9L6tmkflRT7RC84t0rm1Bsc7il3KfXbZZZfh4YcfxuLFizFz5syCfVOnTkUikcAJJ5wAzjn++Mc/FtQrCoVCmDhxovf3mWeeiS+//BIXX3wxdF3HNddcA0mStqt441Bxn23YHEfWEIUQ89WB88W0Vq1rQ1s8i4CuoCikY2RlCKvWtSKeMlAa8SGgK8gaNh568fNtZnr4dcVrUbG9HDprFFasbvEe4vmVakNr2ktP3mtCGT7+snexB988cLwIZtYU/ObmN70AwW3R+TONqgzh59+ZVWA5Omx2Nb4xf3zB6zI5y4uF2honHzbJy2AaKH5wzJ5ojWXw5GtrITHgl6fPxsdftmDy2NJtBpsGdKUgaDrPHtXFbnXvwn1//smBcDjvU4uFuqZkgXs0f00dh+Ol9zZ6QaMjK0Koa056x/31pwd1ERbLVjZ4PbXue+4z/PjE6Rg3onAy3l4aWlNoaEujKKihulOcSmfy6fwjKkJdLAz5Bpmiz5roI9cay6IopMGnywj5NZQV+aEqkpfd2RLNYkNDHOGAimzORtCvwrRsBHyql3CQzpooi/gQTRrgnGNkhehTZjm8S02w2qYEAj7RF+uWJz72LGHfOnQP7D99ONZsihakYZ982CTM22t4t5+1rjkJRWaocJMqeroerEMMW0s0g3BAxfr6OIrdNO6O1yeeykF1+3oBwpKtqaJ9Rs604dMULFu5Ge980oDjD56A0cNEx/mWaAY5S9Qqy983QZ8qeue5ldN9moJ01vQqude1JEUihCV6dg0rC6LNTadXZQl7ji/Dmk1RIeIZILvFSwFhKfrtrW95v4c/n38gFEVCQ2sKf3TrFY2sCLl1t8yCa7Ln+DIsWjil4DdT25gQfQu30scOEKLIth2R8QvmCZA8tsPR2JYWolmTkcyaKHPbwPQWh3PUNSUBtqX1T15Udo4zO/+kGbjxkS0xgOd9a4ZrvVMgy5K3QNqjurggAWUg+ErGFC1YsAB1dd2bWl966SXU1dVh0aJF3e7fd999cc8993h/59t8vPDCC7AsC/Pnz8dvfvObbq1PvWUoiaJUVjR2zBkWdE2BpkhgEKn2bbEsJImhssSPUEDDpqY4PlsfxRcb27F6U9RtVDh4VBT7sWB2NebuOQxL3loHxhiOnjfWe5h2ruHzqxte32qQ4/SJ5Zg4qhiPv7IGqiLhV2fMLih7bzuiCWokpOOGhz/wiqF15riDJ+DgmSJ74r1PG9Eay+Br+46BJDEvRXnmpAqccOgeXopzR/Kr6Y5tA846dhr2dDPa8vzlvuXe5H/Y7Gq89N62AxjznHjoRMyfMRL/W9UAy3Kw37ThnnDIP5BHdmgE+eALn2PZyu7dXN//xlRvpbqmNuqlCQMisLqqLAjDtHHH0yuxsTGBq845oEvLjN5iWaLZa3syh5GdBERDawqxZA6TRpfgZ9dtianpmPI+0Ig6ViiwJnG3yGRH64LjcIBtu0J2d9S1JMEgWpRwh8MwHei6jKKQ3uWeyNPQmkJ9c9JtiwGv87nfp6K6MoQ1m2IwTFFVXZEZ3OF5k3d+zByi2J+qbGnSG0vl0NCaxqTq4oKwhLV1MdzwyIeYOq7Us4B1+3mak27NHQ0SmFs9nnuFVFMZE4Zliz5jEL9jMNHaoqzID4nBrW4tBGI+e7U7EikDsVTO6zenyhJiKQORgIZoIod0zkQ4oCGZNeHYwsJhOSJmMe/pCvoU0bnep6AoqGNzSwqKIlql2I6D0ogf6awJn08BuBAvn29oQ3N7xutr2vG6tsezuOKOZZ6oz2O52bB5sfLye7X4j+uO9GkyfnzidIyuihR8vtrGBGRZwohu6n91pDUm+h9Ggjqa2tNgQEFog207aI5mwJhbOy5roTSs90oUOVwU1MzmRCVzWdoiAmubxDOyujKMO/+zEh+tacHX9h2Ng2cKC97qTVF869CJCPpVtLglTbI5Gw7nGFkZ6nW7p77wlRRFuzpDRhQ1xJFIGaIJpWV76eVBv4rWeBZlYZ/ozxTUEApqeOujejz+3zUDOoaDZ45EzrTxzidbJuSq0gB+dcbsPk8w9c1J/LmbrLJD9tlSH8fJr9jLgltd2bfFs1i6bANKwjpiKQMnHjIRq2uj+GRtK7550PitWkA6Vq/eGss/a8QXG6M46bA9uq3B0hLL4M0V9dijuhhTx5V5wYx5zvvWDIwZFsH/u2MZEmkRZxIJajh63ljsN637VXxPdBQ7p36tBkveWod4ysDiRbML+pgBwIdfNMOvyxhVFfaK0OU/N3j3zWYHmj/e867njhgMUVTblBAuLIXBcYBhpYEtvfHSBtrd+i2j3CSD2qYENEVCVWmwoIL6trBs0RcqnTERDopmsxnDgl9ToCoSJo/tWugWEMHA6+vjosO6IqFmdInokq7JbixTDKYp+mfJjLm9yEQ19nzrGUkSE38ooCDo19DYmsKIbVgkHId7NbTycM7RHM3ArykIBzXUNScQ8muIpwxP0CTdKtr5htD57NScaUORGfy6glhKFDDNGjZ8moyAT3Xbj5goj/i77d/XnsjCMG04DuCAoyioI5bKeUVdSyM+rxq9zUWtJNvm8OuK19Q46FORM0QhxIBPRUs0DUUWcUnJjOH2VLRciwbH5LFl+HJTFE3tabe6uoWKEn9B+ZBoQvT067w4iLsirroy7LZeEQVn2xOiJ1hZ2AfDrWJdFNKwqUlYrfKLN0lm3T5bWmMZgDEEfQqa2zNQFcmzLgLink0bFnI5Gz5dgW2L96jqUC2/J9oTWSQzJmS3gbXlONAV0WhYcqvrl4V9SGTE910S9mFzawqK24MvZ9goL/IjY1goCmlobMugrMiHSaOLvR5+A8lXNtCa2DWwbNGgML8a8GkKMjnRuVyWJVSUiA7oYMAHPaR5LphVjSljS2FzjnuWrEIqu21XWceJzHY4Fu4/DstWNiCayOHEQyf2Kputc3D4iIoQLjh5byxb1eCJrO99fSpm7LElliSXszGqIrTNSasopOOw2dUoLfJDlhjaYlkUhXV8a8EeomCgS95C4Lg90Eojvq0KopxheyvFWZOrCioid6a8yF9Q7PDQWdVYXRuFX1fw3a9P9d7nV6fPwhsf1WP+jJE9rqi3xcTqYnzv61ORNWzsO7UKc/fsOc5g70kV3W6X3Mm3OzonQ/QWw22q2fmadu6q3h35e1qWmSdiU1kTvg592AB4k1N+csgXH/X7hFhIpgwYpigEajsc7YkcJPeBn0ibSGYMKJIEw20xk0gbGN6hKOjWsCwHqsKg67KwPHXoZj6iomeB4tMU+HUZls0xdriwLpR36r8FVUaQiUruPjdI2693CBJmovhlUUhHJmt5Fd4dt1VPRZG/yyTc3e/GtBzRcyyVQzpnQVcVKIoETZWgqjKypoWyiA9FIV00h3WfKyVhH5ra0/DrCvy6gpxhY119DLadg6bKmDCyCA4HVte2w3I45G7mT9F+RDSYLQ37EE/loLhjFM17hRVIliX4FElYayQOn0+Bk7GgSZJXJDWZFj0JFbeBsl8XbjXHFveuLDNwvuXcmiJDUURF6rZ4DiPKFXC3Grsii+9UtOzhaI1lMaJctIHxaTIMy3ZblABVpUFEk6IBcms8C1li0DTRbxEMYBLQFM1AVcR7VxQH0Oa6R4eXBb17WZZEs2AwQNcUtMezngWtPZkT/eZ8QsRpqgRdE4Ksp5Y0eUSvRWHtEw21DZi2jeHlwkKcyBiIpXPwqQpSWQvReA4+TQFz25xIEkOL27syFNBg2Ryjh4UHRRD1BRJFRAG27cA0RRVbyxKrxqKg7qXb5x/IPk1BwOcglsxiXTcZWCG/isPnjPZWRFeeI1qufLGxHZWlARQFNcSSBphbY+WTL1tx4IwRBedoi2dhWg5mTa6Eqshu9gdDMmMia1g9dnaOpQyksiaKQ7q38htWFsQph9dg/71GYFNTsqBqanN7GoYtGi6WRnxoj2fBJAbGxAqu40SWyZowbY6G1hR0TUY2Jx6W7fEs0oaop1QU1FHXkoSmyKL2DcTDLxzUhBuyw2RiuJWDW2IZFIX0bYqXnGEjmswhEtDg9ylecOO5J87o+h0ENBy139itnq83dBSPA01dSxK6IqOiD2X9U5l8W4quWY69aX3SHs8WxIg5XMRZxJOGV6LA4RxtcdHSQlNl7zrrmiKqYruVs1tiGYSDKmIJwy1tIIR/zO2zJ0mABIZE2oCmSDBMG83tGeiq7BWUdLi4n8qL/J7bLZExEQlp0DUFssRQXRny7sGtBYADIjuL92CZGzs8AsO0Ud+cgu042KO6BCvXtkJVJFSVBhB2g46TGRNFId3tvWeiJSbiZCQwNLSlvF5iW73OiSyKwz7kDAuqKsGnCrFQFBJ9zWyHo6o0gLIiP9oTWaiK7N3/Hc+t+EUBU02VobiiBBAusUTKgN4ptT6RNmBZDjRNAoMMny6jNeYg6Ne832xpxAfDTEGSxD0jSwyKw6ErMmyNQ3frMKmKBDDAchyEAiIbV1UkKG4cV1FYL+hB6NdF01ZFZogENVi2g8a2FCSJeRZT03KQzIrej7IswbQdyLIETZGQTJnQNLkgrkhVZTBLxIdJjCGdMd2CrjIUiaMk4kNzewaJlIGMYaEk4kNrTAifdNZCSURHJutAYkIMNqVFL0jDtN3zMPgDutvfjkFVxWdrifEujaBzhmiJk8wY0BQZsgzYtpgPUhkTjDGMqgyhoTUNy3G81jpZw0Iqa6KyNCCsfu57gQGyLEIxKksCu0TrIhJFRAEbGxOw3SJ9Pk1MVtzNStBUuWB1GAlqWLWuMHB57z0qcOoRNZDdRpGd6dj9ON/RuWhc9zEShmHD71OQyQlzfyy5xQKjuhkiGcPyhE9bLIvSIh8sSzSmbItn0QZhqWCMoUqRUO0WBAS2WCksh8OniirTjW1pgHE4huihVBTS0NyeAYd7rCU6g9vcge04UFVhrUhlTVHJO5FFKmOK4naGDU3NrywtMbE4wPCKIDJu7ElzLANVFqvndMZEyK96bjaHi2wM7sATeU3RtOgwHctguBLE5tYUikJ6j3VCdnUUSUK2U8ZJzrDRHE2LCsQcCPgVlEW2THzRVA4hn4pU1nJXq8yzxBT14jpkczb8fgWm24cv6NegygwpNwMnlTWhKTJUVTQkNW2xwk9nhZl/WFkQAZ+KT9e1QlMlRAI64m4/qOaoDQYGwIGmyeAOh+aeR1VkL4Mp1+EzW7ZoQRNPGwj5VFiOCOQtCmqoKAlAca2zvYUxIei7vd6yEBhjhou2OQAQ8ivw6WqHkgPM+++QX0WJW5rDdAOMLQdeo2fTtLttv5JMG5AlCboqIxQQzXtlmSEc0GBaNsrdVO38JNixZ1p3SBLzqr/nr4Xfp6AtnvWsrC3RDDKGBU2RYDtwG44KKzeTGFRFxM2Ai3tGliTIkrSlNyEXE3TAp6Ci2C+CsU3RgFZXZRGnBWF5UxSGzVzEXIX8qrfQqSwJCPcgY6gsDSCayMHnxoHFk4YoHmvaUCRJtChRmOg5x0TsWDydRWnEh3TGRH1LEgxi3KqswKcJC6AiizErkniuFYVEsdycZcOnyiJgPGt61zeQDyAHczPlJDS4Qk1XZO+ekF3LqyrLsG2jW4tmczQNWZYQCohG2wGfAnDxHAy610HXFOiajKCjwrJFPFNLNONZPWVJBHxrCoPCJKjuGAaipt1AQKKIKMCwRBfxjGF56ZSMiVVPZ3Mq57wg5f0P580fsNYTm1tT0DTJ9VdLUFUJ3AGybkNWWRY90TRVQlssK35sinBnWbaDopCGSEiDZXHRWd1y0NCexoiyoHALOhzxlAHH4QgGVAR0Ba3xLPy6Ih4MfgkR12LAwKCpMizX3y5M5BJSbhqzYYkJTlMlBHQVAb8Cx+Zos7KwHC5cMO4DJmeKCZ8xhlzCRjigIZuzEAnpSGdMbGpKQHFXj4okwXGbE/g0BY3RNIpCGnRVgWFm3BW7hEzO3KVFUc60u9wX2Zwl4k10BRwiCNevi4DVVFZYSeD2jssYNlpi4lgxoTD4fApsh6O5PY1wUDygdV3GjD3KsWJNC2bVVCJruCtf94FrWXnRKyb7mO1AVWSMrAgiHNBgWA5aoxnUtySRcsSKHQAiAQ0OF0GviizuC8YY/D7F7fS+RbRoiiyCl5k43rYdNz7E8qwJoYAqLEZuZpWYSESD5LxYzgdxD0YrFwBQFdlzU4wZvvXsu9KID5mcBUV2kDMBWICkMRE74wqFfINeh3M0taVhc46qkgCCfhW242BERXC7sokkSbjDOqbtMwirBnd/I5mcBZ8uQ5IkhDQZqvub1TXZExBlRT4v5mxYeRB1TQlUV4XBuXiedRxjUUhHvZtBOX5kkeg/6AqooF9FMmOhJKQXTOaSJNq05DMcdU1kxmmqjEzWgqIIQSwrDJYtRGpbIguJMRSHdfjc2K+kIsFxvfGKLENXhYCzHRuaJkN23XaSKzwlSbgAg37FuzrAFpEXTUgodV2VrbEMDEuUBVEVCZJbTiAUUGDb8OKBVHesjiNirZrcwPugX4UiS8hkJUiSBMWN0ZKYiAETcUs+kXDDxPNXYgxMYqgo9qMpKsIwFEmIq/zvaVeBRBFRgG2LLJ+wXysIGg53sxqsbUx43aMv+8Fc6G5n5lTWEmtlN9aCMSCeFPUvggG1IAi3Iw7nSKQMsYpQZRSHNKSyJlQmwa+JCSjoV0RdJNNBaZEKnyajoS2NYWVBN1iUI5E2oCgSgpLqZYhkchaUjIk213WiyOIBaTscPl2BxESsjqJIiATEqlnXFDDA65Nm2Y7bOVxYsOpbUlBkyUv/FTVphLUqmTYRTeQQDopziVUrEE+LFVgyYwKcu25IFaoioSWaQTJjwKcpbqNL5jbIFdapVIahsiQA2xbXybIdqKo86Nl+/cG2HVE93OGIJrKeadzhIsahNS4sJqVFPjAmsoUCfhV+TYYkBQs+k99N+48lDYQCCgKyKla4ISF2c6YN3U1RHz0sgvNOmgFVksR7SGJychxxL0ruJKEpshf7EQnqXsZY3v3FweHTxMo238G8o5UTAMaNKEI2Z3k97BRFgiwzMNfFoqsyLNfNJkuSO4m59Ww0GbbloNUtb6EpEnKKcLcJ99yWWjk7m1BAw4iKEOqbk7Dd6xjxaZAkE9zNGounDchsS5d3nxtMPKwsgIBP2e706vziqHPwr08VU1g+0DvgUz0rt8wYVEWIDEURVm5hHXKFnF/FxOqSrQYUd4zf6uyO3GNUcbcuyo6Lx45uQA5AUyS0mzb8PhXAlpIJhulAliTPGq+pCizbRjYnYt/8uoLRwyL4bH0rioKa6+qSoMoMPl2GX5PRljWhqcLCl7cyA3AtMUJ4a6q4ny1XrGuKuE6lRT4kMwYSaQO6IqOsSAR2i0xj8fuEe2/6dQU+TcR65X83qiwVZIwFfCrGjyxC0s1ylCQJEhPXRnYz3fy6Ak2VthojtzMgUUR45C0htuMg4Ove8uA4HPUtSQwvD3lFEMcMC3vVSONpQ2R0OGJiyWcdKbIE03HQHs9CkaSCWhlx1wybSIuMN86BorCOMcMiWLMpClUVP9xQQEXAp2JzSxKyIiGgK9BVEShaEtFh28L1ociifEB1Vb7qtujgvWpdG6LJLHyaMGcPLw/C4dxd3chwHKdbM64mibHms1Dy5AzbLU0Q8FxxJfmqrFy430J+0aIjb4rO77dsBwwocItoqoTaJlE3Jb8yNCzxYAz4FKSybhpx2jWtu27EjGP1O2B5sIglDXCIFHVNE0GnDudIZ02vJk/AJ6xyuiaE3YSRxT3GFHyxsd2Lf5AkCRNGFYExYYZPpsXDPOTXsLExAUmSkM6ZiAQ0yLKIj/CpMrKGjdIiUYNFVDdWhCWpw3sWhXSUFvlh2Q4CuuI+vIXrpzOK60ZI58QEFQlqIpZIkqCp4r6XuLAy5n8DEhNZOMVhHbWNogt6eyKHsiI/SsK6Nx6tQ+2dXYFwQMPIihA2NSWgu7E9YAC4CLh1HMcLKC8Kawjooldh3r2zvYysCHWpFTaqMoRkxkA0kYPD4VlwAWBkZRjRRBYO51Bl4WqS3Fo8siyshwC2mWG1NfqaTVkUFK5DxoTlJO8C8+sKLMuEokie9U5XJZSEdbQnRIB4PitPdp9tIuFFCHGfpqC8xO+6eYWVpiWa8Rprixgo2XtG5MW5qsieNRQQljcRJyRcfw2tKYQCKvy6jHjKRDigQpIYRlSIKu9BvyJco3612xR+SRIeBmGxFY2YZVnElOWtuAzdVwDfmZAoIjzW1cfEStDmXbKF2uNZ1LemvAanC/cfi1fd8vvDy0Ow3ADteNJAWbEfmazIaElmTW91lslagMwKVsBZw0LGMOE4HMm0iVBAg6ZKCAXED21kZaggABMADNOPRNrA6KowcqYtVjeqjFCR5p1Tdn/0eRhjKC8W4ihn2qgo8Xd5WMtS31wVHWuQdBYkoYCGsiIfqnrINupuW8CnYsywcEEKr09TvL/zAba6JlZ4lr0lELSpPV2QIt8SzcC0nW47z+dXkflMGcu1DuZdNXkXU+cgS2CLgO04/vzD1rBstMWysDmHzBhKikQT15Bf8yxbkaBorOvXFWExUUV8hNohy6s7Jo4qRtawvOyV/PWWJTHp5r9Lw7TR2JaGYVkI+lVwiLpWwuIjxj7cjQnKGl2zIRVZwrjhETiuFa83MIiK0bIkool0VQKDiGWTmIjj0LUtWWS2I763vBst5BcuhtHDImJF74qJXY1QQMO4kcVQZQlZw0I8ZSAS1FDblITMFLGY0hVEgmKiHMjeVZob8N6RvJg1LQfhoCaswYqEsmI/Qn7hEhftNYTLm7mWivEjivoUozVQlER8SLrxhhITbtSyIj9My4Eii4VNXtTpmuyKCtUT1AAwdngRLNvB2roYFIlhuFsqYXhZUFh13EWGTxfu0VTGhKZI0BTmNUnOi3NNYQi42X0ipoh5damGlQURS+YAJoL8kxkTPk3x4rry33NvLID5538+FqqixI+2+I7tKtAXSBQRAMTEZtsOMlkLtmvFeP/zJowfUYRwUMMVdxQ2COxYF2d0VRhN0TQYF6t/vy5SOvOmbFUVwY05CW4MglvtlHMk0qJOSTJtQpIZNFVC0KdinJtO3F0AZnmx30szDsgSRg+LFJise5rM8pPj5pbUoNfMURUJE7rpUr8tejMRy+4DXnGDFnVF9oJm84Izk7MgyQztcZEhw/mWVXE0LorX5cdp2VvKBxSHdC9rqnNdHcd1TeZMGxXFfqRcdyQYENRVpHImgj4RI2PZNjRFQjioCRHVcVXsmu6LQ6JIXD5mbWvfiUij3vYDuLI04MY+yBhZEfJW2MmMCdtOoKo06AUG93S+bWV3dYa7k67sBqvKkgRFFt+DLIsJRgQYi8+dt6qWRXyIJw1EgqqI6ehn2YQdSV44B3yqd/2qK0PQVJHV1Z14GSyYm0AhScIdI7tW27wYk1zrkO3ex/kkkZ0hiDridy3cDoRlstG9X3XXdVZRIpr95uN0ch3S44W4FzWeDEvUbQLEtVDd7L582QDO4V0fRZa965IPrFZkGcPKgp64rK4Ko7YxgYoS8WwdP7LYe8/OvxVZlhDo5XVUZNdt2UHoV5YG0NLHVkY7ChJFBAC4sSscDjhKwj6sq4/hnmdFw8WDZ47c6msnjy1BJmcjGBCxGgxupohfQTJjCB8+h0i/lCS0xkRLglTWAhiHrmtIuCsan2ve7stKeVv1NPLkmw5qqtyli/VXifzDXpIkNwBVgu04iKVyXuaLCGQU1ptk2kQslUNRUGSp5UwRC8C5yLhxHI6AT0HWtMEAL/iyiyjiwqKRX3LG3dgtQARHa5rkFdwzbfGQZxApuumchaKQ3qM1aKBL+sus0Cwf8qsYURFCODAIwsMVnBITEwBjgOSuioeXi0knn2mZn3AAMbGIAF5np9dm2R7y3113WWiDieRa50rCOnyaggmjQt0+C+S8FW8XcNOIOlKK10hYcfvSaar4LY9xF4Mdfw+dPxNj4jjLdZflqXat6qoi4nQybrkQTZUxsboYgFgcyDKDT1c8F3QeRZYKWt4MVHo8Y6zLuUrCPi+mb1fjqzszEAOK7YhS89wRhbjWN2ypPfTqBz13uT7j6ClIpk0E3GaI+WA+zZKhyiL2QExOW/zootCXKCZWEtKFGFLz6ZqDH3j3VViRb418iQHVXYEpMoMhMXelLnnp/JIbaBpL5qAqkufHtxwHYZ8Gw60i7DgcqiqCL1NZC6GAKpqJumm7EmOoKg14D2GHA+msCctyEPCrnkgK6Kr3YK9tSiIU0DyrSF96KW0vLF8sstMcOFgZeqGAimLD59XuCfhVxJI5L+toawhx+9UVRDsbRZbAJXH/bW1xVNSL72JHUF7sQ9AvAs8riv0ixkeSPItPX+jsgu8opMIBDeGA1qWWVMivumn+OzYFvqLE3yWTMriLPodJFBEARIl7y+Ze359srncZTVPHlaK5PQO/JnvF1ardWB/H4V5WTjiggTHAcq0PkaDm1piBm1HlgHNg9LDwLvHw2pXJCxVZFhYIw7KRMx1kDNESggEAgxcvJAI4RbCzbXPxMJYYnDRHUVhHVhMrNk0RQes+XfEy4wCxuky4AfRBv4poIgfbzYhTFQZdU5FKm16n63xs1GClk/eGfDuHHUHAp2L0MPGAzwfSb6uwITEw6Jq4x0PbsAAORi+t/sDYFjdw3o03ZngYm5qSW5I0BplxI4u8hcyOoqyHQru7IiSKCAAiGyrfmPDRl1fjzY/qezx2zpQqDC8P4oDpI2Daouq1T1dQVRrwCpn58v2MZAnDy4Ii6JW76fJuevOaTVGRaebGsXDOSRD1knBAVF7Om+E5FwHm+SDdkF/Ec1m2SPdVFIYAFAwvD6KyJADDcpDMiIKDqiLDdLuwt8QyKC8WqzrTcrC5NQWJQZQ9KA2IAm9uerlfE8dIEoMSFk0886v23gYpDwqs4F/Ebsy4EUW7XOZlX1EVucBtNdjkLfdE95AoIgDArT/i4LP1bT0KIkliGDc8glMOn+StckSsiAim7Zxtoioyxo8s9mI7hpUFUV7sRzZngTGGscMj3oJlVzWl7qqM7fAQHTeiCBs2iyagPk1BWbEPJWEfHIfjy7ooSiI6Aj5R06k47IMsMfj0QndS3uffsW2GpsqorgyjOZoRTSmL/AgFVNQ3p1Be7EdxWPdKCwDwembtbPKWsq/wPEn0ga+yICJ2PUgUDXHyqyzb5uBu/Yue+M339+2aDcaF+6CnLtqdA2vztV0AfKWDS3c1RlWGEHFTpPOCVZKY1xS0v9dakkQ8UUlY9+IQ8kGbQNe4hr6WNRgMxDqYVsMEQfQdEkVDnC83xTx/vCxt3dUc9ncNVDVtGyG/Ougp7sTWkWWp25iEgRKeXyW3JmNb/iEIgugLu14+HLHD4Fy4zBJu12TGGJ55c523f9HRUwpf4E4ymayFdNZEOmtCkkQtGoLYdWAd/p8gCKL3kKVoCMO5mw3mcBiS7RU3yzOzphLDyoJYtnIzDt5nFDa3plBR5EdrPAPGGDjnqCwNfKVr/hC7H17FazIVEQTRR8hSNIRxuGjpYdocpukUuMBGurWChpcHcdzBE0VTQUnaUjCMAZIkoTik7/QKsQTRHSSJCILoK7TEH8JwLho5Og6HLDG0tG8pu37yYXt0OVZRRFVYWWbgNiBJKGjsShC7BMwNsyZVRBBEH6El/hAm3+LBdkRK/s3//sjbFw5qMEwbiZQBQBR3VBUZbbEsAEBiIoi3s8uNIHY2IiW/b61iCIIgABJFQxrucBFXZNtIZwzY9pbUM1WR0RLNIJkxwTmHaTuiYaEsqikziUHbwaXiCaI3iO70O3sUBEF8FSH32RDFdjhqmxLgEM1gDcMq2J8XPMGA6GAPcNHoMt93S5Lg05QBaxpIEAOJIpMqIgii79CMNkSJJrIwTBFPJDFgU3OyYL+iSFAUCQFdRTonBBNjDJoqQ5YY/Lroc0aVqIldDb9PoeB/giD6BVmKhijt8RxyhgXOOUpCPjz68hpv37gREcRTBizLgSwzGJaNgK5AUyUEHMXNQKOVOLFrMqwsCNPqXUNjgiCIjtByagiyrj4GAKKTPedoS2S9fbMmV+L8k/ZGOmtBkkS7BEWSIMsSyor8UGTRCkSWJQR8pKmJXQ9ZYju3IS1BEF9Z6MkxBDEsBzJjMC0OWQKao1tS8Y+cOwbc4dAUCRwi8DrgU8CYmGxkWYLOGEZWhOCnoo0EQRDEbgTNakMMx+EA5+AMMEwbb35UjxWrmwEAMydVoKIkAMO0oSoSLIejrNiHdNYEh2j+WVUaACCawBIEQRDE7gSJoiFESzSDaCIH2+EAY7j13x8jk9uSdVZe7AcgKl1LEoPCAJ+mgHUohlcU0nfS6AmCIAhicKGYoiFEY1sattvaA5wXCCIAXiZZczQDyY3LkCURQyRJVAyPIAiC2L0hS9EQwnE4uOPAdhw4TleB43eDU0XxO4agX4UiS6LB5o4eLEEQBEHsYEgUDRE45+Ccw3YYLJtD7SYkSNNkcM7dgGqGscMjAESANUEQBEHs7pAoGiI4HOAQlaxt2wF3eJdjTNMG54Ass4Lid5LEwLseThAEQRC7FRRTNFRwVY3jOLBsp1uRM7IiBA5AkiREApq3vSTsg8RErzOCIAiC2F0hS9EQgSPvQgMcB7Adp8sxIypCsG0HjAGR4BZRVF7s9zLTCIIgCGJ3hZb+QwQuEs7gcA6Hc3zweXOXYxyHo74lBQYGSjQjCIIghhokioYIsWQOHHlLEcfjr6zpcozjcCiKBImB0u8JgiCIIQeJoiFCeyLrWYp0Te72mPw+SsEnCIIghiIkioYIDgfAAe5w6Gr3oqixLQ1VlqCpMhil4RMEQRBDDBJFQ4V89hnn+KI22uNhqiJBkSVwysEnCIIghhiUfTZE4JzDceOJHlz6WcG+4WUBzJ4yDJoqQVVlyIxBlUkvEwRBEEMLEkVDBM6BRNrA+s1xdKzb+PX9x2Le9BFoj2cRCmiQGcPE6uKdNk6CIAiC2FmQKBoivLGiHk+9vrbL9hmTKgGIgo2KIkGWKZaIIAiCGJqQj2SI0J0gGlYWQDZngTEGRWFQKLiaIAiCGMKQKBoCpLNmt9tHVYbBGCAxQJElyJKEkrBvB4+OIAiCIHYNSBQNAWJJo9vts2oqvdR7VZbg9ykoDus7cmgEQRAEsctAomgIwNE1vf70oyZj0pgSt6UHgyxLKAqRICIIgiCGLiSKdnPa41mkM1bBtj2qizFrchXAIXqcuRWsQ351p4yRIAiCIHYFSBTt5jRHM122HThjJACAQ8QTSQA1gCUIgiCGPCSKdnNEd49C95mmul8758JKRIKIIAiCIKhO0W4P5zCdwk2KIiFn2MjkLEiu/4yEEUEQBDHUIUvRboJp2T2m3mcyhdlnluWgPZFFImO4gdZkLSIIgiAIEkW7CRs2J1DfnOqynXOOnFVoKuIANFWGJG2xEJEmIgiCIIY65D7bjegYO5TJWWhsS4NzIJstzD4rCeuQZQaZiXR8AN6/CYIgCGKoQqJoN6UlmoFh2uAAapuS3vb/96P9YVo2FFkCkwBJEr4z1k0tI4IgCIIYSpD7bDeCcyCRNrCmNgqHcziOsB09+vJq75iQXwXnblsPJkFVJOE6I0sRQRAEMcQhS9FuBAeQypjg4DBNBzbn6GwAsmwH4IAiM0gSE6KIUUwRQRAEQZClaHeCCwXkcMDhHNzp6hLb3JpCKmuCMQZNlaApMhgYZIluBYIgCGJoQ5ai3QzOxf85HLAdDrmT1pEYg6IySIzBr4uvf8KoIgq0JgiCIIY8JIp2UxzOwTmHYXayFjHAryuQZYbisB/hoEaCiCAIgiBAomi3hLtB1o7D8eoHdQX7GBhCfg3DyoKepYggCIIgiF6Kon//+9/9Ovlxxx3Xr9cR/cMNKQLnIq6Ic2BzS7LgGIkB4YBGgoggCIIgOtGrmXHx4sVdtuVdLpzzbrcDJIp2PFsCrbkbV5Qz7YIjmETZ9wRBEATRHb0SRS+99FLB34lEAhdffDHC4TBOP/10jBs3DgCwdu1a3HvvvUilUvjDH/4w8KMleoXjZp2Zto21dfGCfTKTKIaIIAiCILqhV6Jo5MiRBX9fcsklKC0txR133FEwwdbU1ODII4/ED37wA9x99924+uqrB3a0xFbZ4j4TQdbr62IF+yeOKoaqSkhlum8cSxAEQRBDmX4Vp3nxxRdx+OGHd2txkCQJX/va17pYl4jBJ+/IdDiH7XC0xrMF+/eeVE7xRARBEATRA/0SRZxzrFu3rsf9X375ZZdYI2LHwMHBOZDOWIinjE77RBXrqtLAThodQRAEQey69EsUHX744XjggQdw5513IpPJeNszmQzuuOMOPPTQQzjssMMGbJBE78jLUM45LNtBKmMV7JcZgywJYUQQBEEQRCH98qP8+te/xqZNm/DHP/4Rf/3rX1FZWQkAaGpqgmVZ2GeffXDppZcO6ECJXuBaiDgXGWZGh8yzEeVB1Iwt3nljIwiCIIhdnH6JonA4jHvvvRcvvvgiXnvtNdTX1wMA5s+fj4MPPhgLFizoV4bTs88+i6eeegorV65EPB7HmDFjcMYZZ+DEE08sON8jjzyC2267DfX19Rg3bhwuuugiHHrooQXnSiQSuPrqq/Hiiy/CNE0ceOCB+M1vfuMJuN0VDu5ZjLKmsBQdM38c9qguga4qiAS1nTc4giAIgtiF6bMoymazuOaaazB37lwcfvjhOPzwwwdsMHfddRdGjhyJxYsXo6SkBG+99RYuu+wyNDQ04PzzzwcAPPPMM7jssstwzjnnYL/99sOSJUtw/vnn47777sPee+/tnevCCy/EmjVr8Lvf/Q66ruPaa6/F2WefjcceewyKsvsGGjtcpOQzMGzYnAAg+p3lXWYlYd/OHB5BEARB7LL0WR34fD489NBDmDhx4oAP5h//+AdKS0u9v+fNm4doNIo777wT5557LiRJwvXXX4+vf/3ruPDCCwEA++23H7744gvcdNNN+Oc//wkA+OCDD/DGG2/g9ttvx/z58wEA48aNw8KFC7F06VIsXLhwwMe+M2lzs8w4F2WsOedYsabZ269pMiTGwECFGwmCIAiiJ/oVaL3nnnviiy++GOixFAiiPFOmTEEymUQ6nUZtbS3Wr1+Po48+uuCYhQsX4u2334ZhiGyr1157DZFIBAcccIB3zPjx4zFlyhS89tprAz7unU1rbEuwO+cca+tieOF/G71tw8uDQgyRIiIIgiCIHumXKLr00kuxZMkSPPLII7Asa9sv2A6WL1+OqqoqhEIhrF27FgC8Ctp5JkyYANM0UVtbC0BU1h43blyXuKbx48d759id4BxeJBHnwIbGhLdv+oRyBHQFjMG1FJEwIgiCIIju6FdwzeLFi8EYw29/+1tceeWVqKqqgq7rBccwxvDUU09t1+Dee+89LFmyBBdffDEAIBYTFZojkUjBcfm/8/vj8TjC4XCX8xUVFeGTTz7ZrjHtinAIwQMAhu3grY/qvX2VZQHomgLDsslQRBAEQRBboV+iqLi4GMXFxV0sNgNJQ0MDLrroIsydOxeLFi0atPfZLcjn4AN448N6dKybGfQpkCUGmRQRQRAEQWyVfomie+65Z6DHUUA8HsfZZ5+N4uJi3HDDDZAk4eUrKioCINLtKyoqCo7vuD8SiaChoaHLeWOxmHfM7gbngO1wPPf2+oLtiixBliUoDlUYJwiCIIit0a+YosEkm83iRz/6ERKJBG677bYCN9j48eMBoEtc0Nq1a6GqKqqrq73j1q1b16XVyLp167xz7E7kP+Zn69u67JNlSViKZAZGlawJgiAIoke2q2CPaZpYu3YtEolEt73O5syZ06fzWZaFCy+8EGvXrsV9992Hqqqqgv3V1dUYO3YsnnvuuYL6SEuWLMG8efOgaaIw4UEHHYS///3vePvtt7H//vsDEIJo1apVOOuss/r6Mb8CcHAwmJbTZY8iMcgSYDMGmTQRQRAEQfRIv0SR4zj461//ivvvvx/ZbLbH4z799NM+nff3v/89/vvf/2Lx4sVIJpP48MMPvX1Tp06Fpmn4yU9+gl/84hcYPXo05s6diyVLluCjjz7Cvffe6x07c+ZMzJ8/H5deeikuvvhi6LqOa665BjU1NTjiiCP6/Hl3dTjvObNMFG1kkGWJMs8IgiAIYiv0SxTdfPPNuP3223HKKadg1qxZ+NWvfoVf/OIXiEQiuP/++8EYwy9/+cs+n/fNN98EAPzhD3/osu+ll17CqFGj8I1vfAOZTAb//Oc/ceutt2LcuHG48cYbMXPmzILjr732Wlx99dX47W9/C8uyMH/+fPzmN7/ZLatZ5210PWkeIYw4NYIlCIIgiK3QL4XwxBNP4Oijj8bvf/97tLe3AxAFHefNm4fjjjsOp556Kt555x3PddVbXn755V4dd9JJJ+Gkk07a6jHhcBhXXXUVrrrqqj6N4asIBwDOu7UEZQ2Rii9JEgI+dYePjSAIgiC+KvQr0LqhoQH77bcfAHhxPPlq0pqm4Zvf/CaefPLJARoisTVEaw/x393ZgTRFgsOB8mI/hpUGdujYCIIgCOKrRL/rFKXTaQBAMBhEKBTyqknnyafJE4OPCHJnMO2ugda6LoMBKI1QI1iCIAiC2Br9EkVTp07Fxx9/7P09d+5c3H333ZgyZQo45/jXv/6FmpqaARsk0Ts6W4qKQzrGDYtQJWuCIAiC6AX9cp+dfPLJMAzDc5lddNFFiMfjOP3003H66acjlUph8eLFAzpQons431KnqKP2OXjmSJx/0gxomgLWrWONIAiCIIiO9MtSdNhhh+Gwww7z/p44cSJefPFFLFu2DLIsY+bMmSguLh6oMRLbwOEcm5qSBXWKZFkCA4NMGWcEQRAE0SsGLD89HA4XFFQkdgwcwPufNeLxV74s2K6rsijpKDGMqAjunMERBEEQxFeIfomiU045BXPmzMGsWbMwa9asLl3riR3LO5907fOmqRIchyPkUygVnyAIgiB6Qb9EUTgcxoMPPojbbrsNkiRhwoQJmD17tieUOrfnIAaXbjqsIJOzkDVt6ndGEARBEL2kX6LotttuA+ccn376Kd577z0sX74cL7zwAh544AEwxjBy5EjMmTMHV1999UCPd0jjOBwt0QzKi/1bqlNzDo6uqmjs8CIokkRB1gRBEATRS/odU8QYw9SpUzF16lQsWrQIhmHg6aefxj//+U+sX78edXV1JIoGmETaQCyVg09XEAlq3nank6loVGUIoYAKWWGUjk8QBEEQvaTfoiiVSuGDDz7wLEUfffQRDMPA+PHjccopp2D27NkDOU7CpbOrjHMOwyws2qiromCjLPWr4gJBEARBDEn6JYpOOOEEfP7552CMoaamBnPmzMF3v/tdzJo1CyUlJQM9RqIDnR1lNzyyAtFErmDbl3UxSJIERWJdrEgEQRAEQXRPv0TRqlWrIEkSDjvsMBx88MGYPXs2xowZM9BjI7rDFTmW7WB9fRwvv1fb7WGaIkGWGRyHRBFBEARB9IZ+iaLHHnvMc5v97W9/Q1tbG8rKyjBr1izMnj0bs2fPxuTJk7vt2k5sH3nDT9awt2oFUhQJiixBou+AIAiCIHpFv0TRnnvuiT333BPf/e53AQDr1q3zRNKdd96Jq666CqFQCO++++6ADpYAOjrQ+FZEEWOAT1NQHNZ3xKAIgiAI4ivPdkfiZrNZNDQ0oKGhAfX19WhrawPnHOl0eiDGR3TC00Gcb1UUyRKDqkpUuJEgCIIgekm/LEX//e9/8e6772L58uVYuXIlLMuCruuYPn06vve972H27NmYOXPmQI+VANAxz8zeSrgQY6xrVDZBEARBED3SL1H04x//GJFIBPvssw8uuOACzJ49G9OmTYOqklVi0OFb/sV7CKKeMraUGsESBEEQRB/plyh68sknMWnSJAqk3sn0lFh2xH5jwBgjQxFBEARB9IF+xRTV1NQUCKJEIgHbtgdsUETP5OOIOO850NqnSpCpbiNBEARB9Il+T50ff/wxzjzzTMyYMQNz587F//73PwBAW1sbfvzjH2PZsmUDNkhiC3kdxLcSaK3IMhijFh8EQRAE0Rf6JYref/99fOc738GGDRvwzW9+E46zJfy3tLQUyWQSDz300IANkthCRxnUU2FGxkSg9Yjy0I4ZFEEQBEHsBvRLFF1zzTWYMGEClixZgosuuqjL/rlz52LFihXbPTiiG1zrkMN5lz5oeZgkrESqQj40giAIgugt/Zo1P/74Y5xwwgnQNK3bYOuqqiq0tLRs9+CIrnAATW1pgPccaC0zBgbynREEQRBEX+iXKFIUpcBl1pnGxkYEAoF+D4roGc45HM7RGs92G1M0e0oVxRIRBEEQRD/olyiaMWMGnn/++W73pdNpPP7445gzZ852DYzoisg4c4WRw2F1I0z332s4JKpRRBAEQRB9pl+i6Kc//Sk++eQT/PCHP8Rrr70GAPj888/xyCOP4IQTTkBbWxvOPffcAR0oIcg3gXUcB7bV1VKkKNQEliAIgiD6Q78tRbfeeis2bNiAiy++GADwhz/8AZdddhkcx8Gtt96KyZMnD+hACYCDe5Yi2wGcbsozShIjSxFBEARB9IN+VbQGgHnz5uH555/Hp59+ivXr14NzjurqakybNo0qXQ8ijiOEkW13dZ3NmlwJCQyMMYyqonR8giAIgugL/RZFeaZMmYIpU6YUbHvjjTdw66234l//+tf2np7oiGsl4nDdaJ0MRVPHlXlB1j5tu79agiAIghhS9Hnm/Pjjj1FbW4tIJII5c+ZA13Vv35IlS3Dbbbdh1apViEQiAzpQAp4Y4gBsm2P95ljhAQyUeUYQBEEQ/aTXoiiRSOCcc87B+++/720rKyvDP//5T2iahl/+8pdYtWoVhg0bhl/96lc4+eSTB2XAQ5l81lm+RtGjL68p2G/bHExioBJFBEEQBNF3ei2KrrvuOixfvhwLFy7ErFmzsGnTJjzwwANYvHgxWltboes6rr76ahxzzDFQFHLdDAa8Q8HG7moUBXSF9BBBEARB9JNeq5eXX34ZRx99NP72t7952yZOnIhf//rX2HvvvXHHHXdQwcZBxLYdGJbtZZ91lkSH7DMKpUU+SIxqWRMEQRBEf+i1KGpqasK8efMKtuX/XrRoEQmiQWZDQ0JknoHDdjg6Nz6bOq4UEgMFFREEQRBEP+l1nSLLsuD3+wu25f8uKSkZ2FERXXAc7mWc2Y4jYos6ILv1iRiFFBEEQRBEv+hT8E8mk0E0GvX+jsVE9lMqlSrYnqe4uHh7xka45GsScc7FPw5gdapTxCRAkWUyFBEEQRBEP+mTKLr88stx+eWXd9n+k5/8pNvjP/300/6NiiigOZrx2ntwLgSR2UkUyZIEWQa4AyqeSRAEQRD9oNei6Pzzzx/McRAdcByORNpAUUjUgHI4h2U7YAAkxmA5Diy7q/tMkWWY3CZrEUEQBEH0AxJFuyBt8SyiiRz8ugJNlaFIEmybi5ghCVhTG8OjL68ueI0syZBlBsveSYMmCIIgiK84VFBoFySfZebZghiQTBt45OXVmDymBE+/sa7La2QJUCQGw+19RhAEQRBE3yBRtAtT35xERYkodfDWJ5uxujaK1bXRbo+VZCGGGLX6IAiCIIh+0euUfGLHwjlgWA6a29NbNmwFRZZE4UbGQOUbCYIgCKLvkCjaReEAuOPAtjlyho2gX9vq8aoie/89oiI4yKMjCIIgiN0PEkW7MLYjMs9yhg10aexRSN42RPFEBEEQBNE/SBTtqnDRzsNx3HpEW9dEXhyRRJqIIAiCIPpFrwKt6+vr+3XyESNG9Ot1hIBzDtthUGTA2YYoyiNLrEsLEIIgCIIgtk2vRNGCBQv65Zahitbbj+2m5zvdBFqPqgyhsiSAmtElYIxBlhlsh4mGsQRBEARB9IleiaKrrrqqQBQ5joN//etfqK+vxzHHHINx48YBANauXYv//Oc/GDlyJM4444zBGfEQgXNhKQLcZrDdCJ29JpRjythSBP0qwAC/rsC2OXw6VVogCIIgiL7Sq9nzhBNOKPj7H//4B3K5HJYuXYqSkpKCfT/5yU/w7W9/Gy0tLQM3yiFGR/ljWQ64Kndr/UmkDEgSA8T/oMgSJlYX76hhEgRBEMRuRb8CrR988EGccsopXQQRAJSWluLkk0/GAw88sN2DG9pw0fzV4eC8Q8B1Bxzutv6gykQEQRAEsd30SxRFo1FkMpke92cyGUSj0f6OiYDrPgMHd0S7j+4sRT5dgeR+g5SJTxAEQRDbR79E0YwZM3D33Xfjk08+6bLv448/xj333IPp06dv9+CGPHlhhO5F0bQJZVAkyW3tQaqIIAiCILaHfkXk/va3v8UZZ5yBk046CTNmzMDYsWMBAOvXr8eKFStQVFSEyy67bCDHOeTg6NDZg6PbQGtVlgC2xXW2jU4gBEEQBEFshX6JookTJ+Lpp5/Grbfeitdeew1LliwBIOoSLVq0CGeddRYqKioGdKBDDd7p350tRSPKRSsPzz5EliKCIAiC2C76nbtdXl6OSy+9FJdeeulAjofogLAWbUnL78i3DttDNH91xRBJIoIgCILYPra7zUdTUxM+++wzpNPpgRgPkYe77jAOpDMmWmJZb9fw8iA0VRap+B3+IQiCIAii//RbFL344os46qijcPDBB+P444/HihUrAABtbW047rjj8OKLLw7YIIcq3HWeXXHHMmzYHPe2511ngGshYgADQzio7uAREgRBEMTuQ79E0csvv4yf/OQnKCkpwXnnnee5eABRp6iqqgqPPfbYgA1yyNJDgHXeZaa43V8lxlA9LAyfRpWsCYIgCKK/9EsU3XTTTZg9ezYeeOABnHbaaV3277333tT3bDvgXBRs5BDFG7vbz8AgSxKYJESRRP4zgiAIgtgu+iWKVq9ejaOPPrrH/eXl5Whtbe33oAgXzmHbXUWR7NUmcgWRxCCRJiIIgiCI7aJfosjv92+1onVtbS2Ki4v7OyaiA1Y37T0O2nuEqGTtZp8xiVHxRoIgCILYTvoliubOnYt///vfsCyry77m5mY8/PDDmD9//nYPbiiTD9MyzUJRdPicavh0BTKTwCDii2QG0RiWIAiCIIh+06/I3AsvvBCnnHIKvvWtb+Goo44CYwxvvPEG3nnnHTz00EPgnOO8884b6LEOKWzHwd1LVqG2MVmwnTEGzl0RxACJAUza7soKBEEQBDHk6ddsOn78eNx///0oLi7GddddB845br/9dtxyyy2YNGkS7r//fowaNWqgxzqkWLWurYsgyuNwDlkSwdXCUkRWIoIgCILYXvqdw73HHnvgrrvuQiwWw4YNG8A5R3V1NUpLSwdyfEOWZZ9s7n4HE641xgC4/x5VGdqhYyMIgiCI3ZF+WYpuvPFGfPHFFwCAoqIiTJ8+HTNmzPAE0erVq3HjjTcO3CiHIGvr491uFzYhXuA+k2VynxEEQRDE9tJvUfT555/3uH/16tW46aab+j0oYusYpiOyzgC3/9nOHhFBEARBfPUZFBNDNBqFqva95cSGDRvw29/+FsceeyymTp2Kb3zjG12OyWQy+Otf/4rDDjsMM2bMwJFHHombb765SyZcIpHApZdein333RczZ87ET3/6UzQ1NfX7M+0qMDC3RpGwFMENvCYIgiAIYvvodUzRu+++i2XLlnl/v/DCC9iwYUOX4xKJBJYsWYJJkyb1eTCrV6/Gq6++ihkzZsBxnIL2IXmuuOIKLF26FD/72c8wYcIEfPjhh7j++uuRyWRw0UUXecddeOGFWLNmDX73u99B13Vce+21OPvss/HYY49BUb667TAYAyRJgpQv3MgAgFQRQRAEQWwvvVYHy5Yt8+KEGGNYunQpli5d2u2xEydOxGWXXdbnwSxYsACHH344AGDx4sX45JNPCvY7joNnn30WZ555ptdeZL/99sO6devwzDPPeKLogw8+wBtvvIHbb7/dq5c0btw4LFy4EEuXLsXChQv7PLZdBsYgy1v6nzEwKBRTRBAEQRDbTa9F0VlnnYXTTjsNnHPsv//++P3vf48jjjii4BjGGPx+P3Rd79dgpG3U2+Gcw7IshMPhgu3hcLjAqvTaa68hEonggAMO8LaNHz8eU6ZMwWuvvfaVFkUMgKrIngttWHmQqlkTBEEQxADQa1Hk8/ng8/kAAC+99BJKS0vh9/sHbWDdIcsyTjjhBNx7773YZ599MGHCBKxYsQJPPvkkzj33XO+4tWvXYty4cV3Ewvjx47F27dodOub+4GwjSEhT3GrWyGejEQRBEASxvfQruGbkyJEDPY5ec/nll+Pyyy/HSSed5G370Y9+hO9///ve3/F4vIs1CRDlAzq75HZFUhkTuiYjZ9jd7ldV2Y0tYhRNRBAEQRADRL8jjj/77DPce++9WLVqFRKJBJxOjUsZY3jxxRe3e4Cd+ctf/oJXXnkFV155JcaOHYsPP/wQN910EyKRCM4666wBf78dje1wGKYDx+le7jAGKLIE7nAwCd0GoxMEQRAE0Xf6JYqWLVuGs846C0VFRZg2bRpWrVqF/fbbD7lcDh9++CEmTpyIadOmDfRY8cUXX+COO+7AP/7xDyxYsAAAMGfOHFiWheuuuw6nnnoqQqEQIpEIGhoaurw+FouhqKhowMc1UNQ1J8EYYNkO7J5EEQCZMdiMQwbrUTwRBEEQBNE3+pW2dP3116O6uhrPPfccrrrqKgDChfXAAw/gwQcfRGNjI4466qgBHSgArFmzBgAwZcqUgu1Tp06FYRhobGwEIGKH1q1b18WKsm7dOowfP37AxzVQpLMm0hkLlm33KHZCAQ2qIgGMQZLYNuOPCIIgCILoHf0SRatWrcK3vvUthEIhyLIMAJ77bMaMGTjllFNw3XXXDdwoXfKxTCtXrizY/sknn4AxhhEjRgAADjroIMRiMbz99tveMevWrcOqVatw0EEHDfi4BhIODsvqKnQOn1ONuXsOw+SxJYBbt1FiDOGAtuMHSRAEQRC7If1yn8myjGAwCACIRCJQFAWtra3e/urqanz55Zd9Pm8mk8Grr74KAKirq0MymcRzzz0HANh3330xbdo0TJs2DZdffjlaW1sxevRofPTRR7j11ltx4oknetlwM2fOxPz583HppZfi4osvhq7ruOaaa1BTU9OljMCuBOciRqg719m08WUI+FVIUr69B6BrMtUoIgiCIIgBol+iaPTo0Vi/fj0AEVA9fvx4vPjii/jmN78JAHjllVdQXl7e5/O2trbiggsuKNiW//tf//oX5s6di5tvvhnXXXcdbrnlFrS2tmLYsGE466yzcPbZZxe87tprr8XVV1+N3/72t7AsC/Pnz8dvfvObXbqaNYcQRqtro132yYrsVrAWGWcMDEF/31upEARBEATRPf1SCAcffDAee+wx/PznP4eiKPj+97+PSy65xLPCbNy4ET/72c/6fN5Ro0ZttdEsAFRUVODKK6/c5rnC4TCuuuoqL+bpKwHn4Jzj0ZdXd9mlyAxgzKu9NH5kESSJqhQRBEEQxEDRL1F07rnnYtGiRV480fHHHw9JkrB06VLIsoxzzjkHJ5xwwoAOdKjg9LBdkSRITLjOwEGCiCAIgiAGmH6JIlVVUVJSUrDt2GOPxbHHHjsggxrS9JBMJsui+Su19CAIgiCIwYGidHchOAdyhtVlu09344kkBtJEBEEQBDE49MpStGjRoj6fmDGGu+++u8+vG9pwdE48u3jRbOEqc9t6MEatPQiCIAhiMOiVKOpPKwlqP9F3REp+4TZNlSG7FiLGGHWAJQiCIIhBolei6J577hnscRBwU/I72YEYRBo+Y4AsMUggwUkQBEEQgwHFFO1qdKN38lYiRoHWBEEQBDFo9Cv7rL6+vlfH5dtuEL2nsyZiDB0KNoICrQmCIAhikOiXKFqwYEGvLBaffvppf04/ZOFAl6AiIYQYwDlZigiCIAhiEOmXKLrqqqu6TM62baOurg5PPvkkSktLcdpppw3IAIcaTof0s0hQE81fGcAhMs8kxqjfGUEQBEEMAv0SRVurVn322Wfj5JNPRiKR6Peghiyd+p7tv9dwz1LEXAvSiIogdFXeOeMjCIIgiN2YATc5BAIBnHDCCbjrrrsG+tS7PZmchVc+2OT93TENn7kBRQGfCpksRQRBEAQx4AzK7Oo4DlpaWgbj1Ls1D7/4BZrbM1s2uBlnElxr0U4bGUEQBEHs/vTLfdYTyWQS7777Lm6//XZMnTp1IE89JPh0fVvB36I+ESsItCYIgiAIYnDolyiaPHlyj1lQnHOMGDECl19++XYNjADc7h6u6wwI+tSdPSSCIAiC2G3plyg677zzuhVFRUVFGD16NA444AAoyoAaoYYmXkwRAwPHsLLgzh4RQRAEQey29Eu5/OQnPxnocRDdwRkkiUFiACfXGUEQBEEMKpTGtEvjFmwUTjSKKSIIgiCIQaTfPq66ujo88cQT2LRpE2KxWJcmpYwx/OMf/9juAQ5lOERcEUDtPQiCIAhisOmXKPrPf/6DxYsXw7IsRCIRhEKhLsdQO4qBoeN1pGtKEARBEINHv0TR3/72N4wbNw7XX389xo0bN9BjGpI88+a6brdLZCoiCIIgiB1Cv2KK2tvbceqpp5IgGkBufvyjLtsYRK8zsC1uNIIgCIIgBod+iaLp06dj8+bNAz0WojNMpOGH/CqonjVBEARBDC79EkWXXnopnnrqKTz33HMDPR6iA8zNOKssCWD0sPDOHg5BEARB7Nb0K6aopqYGF110EX72s5/h17/+NYYNGwZJKtRXjDE89dRTAzLIoY4kMWiSvLOHQRAEQRC7Nf0SRffddx+uvPJK6LqO0aNHd5t9RgwMlHFGEARBEDuGfomiW265BTNnzsQtt9yCcJjcOoMFCSKCIAiC2HH0K6YokUjgmGOOIUE0yEgSg+3wbR9IEARBEMR20y9RtO++++KLL74Y6LEQnZAYEPRRY12CIAiC2BH0SxT97ne/w7vvvot//vOfaG9vH+gxES4+TSEXGkEQBEHsIPplhli4cCE45/jb3/6Gv/3tb9B1vdvss+XLlw/IIAmCIAiCIAabfomiI488kiwYOwCHUzwRQRAEQewo+iWK/vCHPwz0OIgO+HUFmZyF6RPLd/ZQCIIgCGLIQFG8uyA/On4vWLaD4eXBnT0UgiAIghgy9EsU/fvf/+7Vcccdd1x/Tj/k8WkyFFnd2cMgCIIgiCFFv0TR4sWLe9zXMdaIRFH/kCSK1yIIgiCIHU2/RNFLL73UZZvjONi0aRMeeOAB1NfX449//ON2D26oIksSKMSaIAiCIHYs/RJFI0eO7HZ7dXU15s2bhx/+8Ie49957cfnll2/X4IYqssxg25wy/AiCIAhiB9Kv4o3b4pBDDsGSJUsG49RDAkWWANJDBEEQBLFDGRRRVFtbC8MwBuPUQwKZYor+f3v3Hh3znf9x/JkJCUJClLQVl8SuVJGItolIVivirotqD1VplapLUbY9FX6p1nF36GUtJYSKquplaUOoqm6sS6tayymnmjbEPZTKCCGXmd8fkalIQjKSfGfk9djjkO9l8v7s58zMq5/v5/v5ioiIVDq7Lp99//33xW43m83s3buXVatW0blz5zsqrCozmVzI/5+IiIhUFrtCUXR0dLHzXaxWK66urnTv3p3Y2Ng7Lq6qcjW5oOlEIiIilcuuUJSQkFBkm4uLC56enjRq1IjatWvfcWFVmavJlD9KpGAkIiJSaewKRSEhIeVdh9xAo0QiIiKVz66J1sePH2fbtm0l7t+2bRsnTpywu6iqTrfii4iIVD67Rormzp1LZmYmkZGRxe5fvXo1np6evP3223dUXFXl4gK4oKnWIiIilciukaJ9+/bRoUOHEveHhYWxd+9eu4uq6lxcFIdEREQqm12hyGw24+FR8hPca9WqxcWLF+2tqcormGStq2giIiKVx65QdN999/Hjjz+WuP+HH37g3nvvtbuoqqxWjWq46NKZiIhIpbMrFPXu3ZuNGzeSkJCAxWKxbc/Ly2PlypUkJSXRu3fvciuyKqhXxx2AAVEt8i+fKROJiIhUKrsmWo8YMYIffviBmTNnsnjxYvz8/AA4cuQIFy5cICQkhFGjRpVroXc7i8UK5D/3TIFIRESk8tkVitzc3Fi+fDnr1q3jq6++4tixYwAEBgbStWtX+vbti8lUIY9Vu2tZr//tYnLBpFQkIiJS6ewKRQAmk4n+/fvTv3//8qynysq7PlJkyp9QpLWKREREKpldwzkXL17k559/LnH/4cOHycjIsLuoqignNw+AatX0KFgREREj2BWKZs2axZQpU0rc/8YbbzBnzhy7i6pqrFYrObn5E9aru7pev/tMo0UiIiKVya5Q9O2335a4mjVAp06d2L17t91FVTV5FivW65OK3Krld4nuQBMREalcdoWiCxcuUK9evRL3161bl/Pnz9tdVFWTnZNn+3c114JQhC6iiYiIVCK7QlGDBg04dOhQifsPHjyIt7e33UVVNQWXziB/ThFcv3SmoSIREZFKY1coioqK4rPPPuPrr78usm/r1q38+9//Jioq6o6Lqyqyc/JDkavJBZOpIBRppEhERKQy2XVL/tixY9m9ezdjxozhgQce4K9//SsAKSkp/PzzzzRv3pxx48aVa6F3M9udZ64m2xpFJg0UiYiIVCq7Rorq1KnD2rVrGTVqFLm5uXz55Zd8+eWX5ObmMnr0aD7++GM8PT3Lu9a7Vvb1y2euri62O87yJ1orFYmIiFQWuxdvrFWrFuPGjStxRCgjIwMvLy+7C6tKcnP/vHxm46LVikRERCpTuT6LIzs7m02bNjF69GgiIiLK86Xvahbrn6tZu9xw+UypSEREpPLYPVJUwGq1snv3bhITE/nqq6/IzMzE29ub3r17l0d9VUJBKMp/7hl41XbnanYebtVcDa5MRESk6rA7FP30008kJiayceNGfv/9d1xcXOjZsyeDBw+mbdu2mg9TBpbrzz0r+H/Mvborze7TnCwREZHKVKZQdPz4cb744gsSExNJS0vDx8eHxx9/nMDAQCZMmEC3bt0IDg6uqFrvWhZL4ctnypMiIiKVr9ShaMCAARw4cIB69erRrVs3pk+fzsMPPwzAsWPHKqzAquDGy2f5azYqFYmIiFS2Uoei/fv34+vrS0xMDI899hjVqt3xdCS5znp9QWvNrRYRETFOqe8+e/3112nQoAFjxowhPDycKVOm8O2332IteJJpOUhLS2PKlCn06dOHBx98sMTJ2mazmenTpxMREUGbNm2Iiopi+fLlhY7Jzs5mzpw5hIeH07ZtW55//nlSU1PLrdbylFdw95lJaxOJiIgYpdTDPc888wzPPPMMx48fJzExkQ0bNvDxxx9zzz33EBoaWi6LDaakpJCcnExQUBAWi6XYwHXlyhWio6NxdXVl8uTJ1K9fn6NHj5KZmVnouOnTp5OUlERMTAw+Pj4sXryYIUOGsHHjRurUqXNHdZY320RrrWItIiJimDJfA2vcuDGjR49m9OjRtjvQkpKSsFqtTJ06le3btxMZGUmHDh1wd3cv02tHRkbanpkWExPDTz/9VOSYuLg4Ll++zBdffEGtWrUACA0NLXTMmTNn+PTTT3njjTd48sknAWjTpg2dOnXio48+Yvjw4WVtdoWy3rBOkVKRiIiIMe5o8cbWrVszadIkkpOTWb58ORERESQlJTFq1Cjat29f9mJMty/n008/pX///rZAVJwdO3ZgsVjo3r27bVvdunUJDw9n+/btZa6rot04UmRSJhIRETFEuaxobTKZ6NChA7Nnz2bXrl289dZbdoWi2zlx4gTnzp2jXr16jBw5ktatWxMSEkJsbCyXL1+2HZeamkr9+vWLPGakefPmDjmvyHb3mYsLeriHiIiIMcr9FjJ3d3d69uxJz549y/ul+f333wGYM2cOXbt2ZenSpRw9epT58+dz5coV3nrrLSB/InZx84Y8PT3JyMgo97rulOX63WcmFxfub+BhbDEiIiJVlFPdV2+5nh78/PyYM2cOAGFhYVSrVo3Y2FgmTJhA48aNjSzRLn+OFBlciIiISBVWrg+ErWgFl8NunlhdcKkuJSUFyB8RuvluNMgfQbr5kpoj+HNOkVKRiIiIUZwqFDVu3Bg3N7cS91+7dg0Af39/fv/99yKXylJTU/H396/QGu1hufHuMxERETGEU4UiNzc3wsPD2b17d6Htu3btAqBVq1YAREREYDKZ2LJli+2YjIwMduzYQceOHSuv4FKy3ZLvVL0hIiJyd3GoOUVZWVkkJycDcPLkSTIzM9m8eTMAISEheHt7M2bMGAYOHMgrr7xCv379SEtLY/78+Tz++OM0adIEgHvvvZcnn3ySuXPnYjKZ8PHxYcmSJdSpU4eBAwca1r6S3Hj5TJfQREREjOFQoej8+fO8/PLLhbYV/JyQkEBoaCitW7dm6dKlzJs3j1GjRuHl5cWAAQOYMGFCofNiY2Px8PBg/vz5XL58mXbt2rFixQqHW80aIK/g2WcKRCIiIoZxqFDk6+vL4cOHb3tcWFgYn3322S2PcXNzY+LEiUycOLG8yqswf84p0gNhRUREjKJZLA7AatXdZyIiIkZTKHIANz7mQ0NFIiIixlAocgAFocikB5+JiIgYRqHIAVzPRLr7TERExEAKRQ7ANlJkcB0iIiJVmb6HHYDt2WcmF00pEhERMYhCkQOwjRQpEYmIiBhGocgB3HhLvqYUiYiIGEOhyAEUuiVfREREDKFQ5ADybCtaa6EiERERoygUOYDrmUjrFImIiBhIocgB/Hn5THOKREREjKJQ5AB095mIiIjxFIocgEUPhBURETGcQpED+DMUaZq1iIiIURSKHMCfD4RVd4iIiBhF38IOoNCcIl1CExERMYRCkQMouCVfc4pERESMo1DkADSnSERExHgKRQ6g4PKZq9YpEhERMYxCkQPIK1i80eSiS2giIiIGUShyANZCzz4TERERIygUOQCLJf9v3ZEvIiJiHH0NOwCtaC0iImI8hSIHYNHlMxEREcMpFDmAP1e0VigSERExikKRAygIRbp8JiIiYhyFIgdgu3ym3hARETGMvoYdgO0xH1rPWkRExDAKRQ7AtqK1ekNERMQw+hp2AJpoLSIiYjyFIgegW/JFRESMp1DkADxqVgegVo3qBlciIiJSdVUzugCBF/u2wa+RF39tXNfoUkRERKosjRQ5gHvq1iTwL/doTpGIiIiBFIocieYUiYiIGEahSERERASFIhERERFAocih6OKZiIiIcRSKRERERFAociiaZy0iImIchSIRERERFIpEREREAIUih+KiqdYiIiKGUSgSERERQaFIREREBFAoEhEREQEUihyGZhOJiIgYS6FIREREBIUih6GRIhEREWMpFImIiIigUCQiIiICKBQ5DD33TERExFgKRSIiIiIoFDkQDRWJiIgYSaFIREREBIUiEREREUChyGFoorWIiIixFIpEREREUCgSERERARSKRERERACFIhERERFAochxaKa1iIiIoRSKRERERFAochgaJxIRETGWQpGIiIgICkUiIiIigIOForS0NKZMmUKfPn148MEH6d279y2P37p1KwEBAcUed+nSJSZPnkxISAjBwcGMGzeOs2fPVlTpd0zzrEVERIzlUKEoJSWF5ORkmjZtSvPmzW957NWrV5k5cyb33HNPsfvHjx/Pzp07efPNN5k3bx5Hjhxh+PDh5ObmVkTpIiIi4uSqGV3AjSIjI4mKigIgJiaGn376qcRjlyxZwv3334+vr2+R4/bt28eOHTuIj48nIiICAD8/P3r27MmWLVvo2bNnxTXCTi64aLa1iIiIgRxqpMhkKl05x44dY8WKFcTGxha7f/v27Xh6ehIeHm7b5u/vT8uWLdm+fXu51FoRlIlERESM41AjRaU1Y8YM+vTpwwMPPFDs/tTUVPz8/HC5aaKOv78/qamplVFimTWoV5Ma7k7ZHSIiIncFp/sW3rZtG/v27WPz5s0lHmM2m6lTp06R7V5eXre8JGckr9ruRpcgIiJSpTnU5bPbuXbtGjNnzmTs2LF4e3sbXY6IiIjcRZwqFK1cuRKTyUSvXr0wm82YzWZycnKwWCyYzWays7MB8PT0JDMzs8j5GRkZeHl5VXbZIiIi4gSc6vJZamoqaWlphIWFFdn3yCOP8Oabb/L000/j7+/P7t27sVqtheYVHTlyhBYtWlRmySIiIuIknCoUDR8+nH79+hXaFhcXx5EjR5g1axbNmjUDoGPHjixatIjdu3fToUMHID8QHTp0iBdeeKGyyxYREREn4FChKCsri+TkZABOnjxJZmambUJ1SEgIzZs3L7Ko47p160hPTyc0NNS2LTg4mIiICCZPnszEiRNxd3fn7bffJiAggK5du1Zeg0RERMRpOFQoOn/+PC+//HKhbQU/JyQkFAo+t/POO+8wa9YspkyZQm5uLhEREcTGxlKtmkM1WURERByEi9VqtRpdhLPo3LkzAF9//bXBlYiIiEhplfb726nuPhMRERGpKApFIiIiIigUiYiIiAAKRSIiIiKAQpGIiIgIoFAkIiIiAjjYOkWO7uzZs+Tl5dlu7RMRERHHd/r0aVxdXW97nEaKysDd3V2LP4qIiDiZatWq4e7uftvjtHijiIiICBopEhEREQEUikREREQAhSIRERERQKFIREREBFAoEhEREQEUikREREQAhSIRERERQKFIREREBFAoEhEREQEUikREREQAhSIRERERQKFIREREBAA98r2C/fbbb0yfPp19+/bh4eFBnz59GD9+PG5ubrc8z2q1snTpUj788EMuXLhAy5YtmTRpEm3btq2cwkvJ3vZFRkZy8uTJItsPHDhQqicZV5a0tDTi4+PZv38/KSkp+Pv7s2HDhtue5yz9B/a30Vn6cNOmTXzxxRccPHgQs9lM06ZNiY6Opn///ri4uJR4nrP0ob3tc5b+S05OZunSpfz6669kZmbi4+NDVFQUY8aMoU6dOrc895NPPmHZsmWcOnUKPz8/JkyYQKdOnSqp8tKzt43R0dHs2bOnyPakpCSaN29ekSXfkcuXL9OjRw/S09P59NNPadOmTYnHVvb7UKGoAmVkZPDcc8/RrFkzFixYQHp6OrNnz+bq1atMmTLllucuXbqUf/7zn7z66qsEBASwevVqhg4dyueff07jxo0rqQW3diftA+jWrRtDhw4ttO12YaqypaSkkJycTFBQEBaLBavVWqrznKH/CtjbRnCOPnz//fdp1KgRMTEx1KtXj127dvH6669z5swZxowZU+J5ztKH9rYPnKP/Ll68SGBgINHR0dStW5eUlBQWLFhASkoKy5cvL/G8jRs38vrrrzNy5Ejat29PUlISY8aMYfXq1Q4XbO1tI0C7du2YOHFioW2+vr4VWe4dW7RoEXl5eaU6ttLfh1apMIsXL7a2bdvW+scff9i2ffTRR9aWLVtaz5w5U+J5V69etbZr1846f/5827Zr165ZO3XqZH3jjTcqsOKysbd9VqvV2qlTJ+vUqVMruMI7l5eXZ/v3xIkTrb169brtOc7SfwXsaaPV6jx9eP78+SLbYmNjre3atSvU9hs5Ux/a0z6r1Xn6rzhr1661tmjR4pafM127drX+4x//KLRtwIAB1hdeeKGiyysXpWnj4MGDrS+++GIlVnXnfv31V2vbtm2ta9assbZo0cJ64MCBEo814n2oOUUVaPv27YSFhVG3bl3bth49emCxWNi5c2eJ5/34449kZmbSo0cP2zY3Nze6dOnC9u3bK7LkMrG3fc7EZCr7W8RZ+q+APW10Jt7e3kW2tWzZkszMTK5cuVLsOc7Uh/a0z9kVfObk5OQUu//48eMcPXq0UP8B9OzZk927d5OdnV3RJd6x27XRWU2fPp2BAwfi5+d322ONeB/e3Z+GBktNTcXf37/QNk9PTxo0aEBqauotzwOKnNu8eXNOnTrF1atXy79YO9jbvgKJiYm0bt2a4OBghg8fzuHDhyuq1ErlLP1XHpy1D3/44Qd8fHyoXbt2sfudvQ9v174CztR/eXl5XLt2jYMHD7Jw4UIiIyNLvExU0H83f/E2b96cnJwcjh8/XuH12qMsbSywZ88e2rZtS5s2bRg8eDDff/99JVVbdps3b+aXX37hpZdeKtXxRrwPNaeoApnNZjw9PYts9/LyIiMj45bnubm5FZns6OnpidVqJSMjgxo1apR7vWVlb/sgf5JnYGAg999/P8ePH2fx4sUMGjSI9evXO9R8DXs4S//dKWftw71795KUlFRkHsaNnLkPS9M+cL7+69SpE+np6QD87W9/Y/78+SUeW/D5c/PnU8HPt/t8MkpZ2gjwyCOP0KdPH5o1a8bZs2eJj4/n+eefZ9WqVQQHB1dGyaWWlZXF7NmzmTBhwm3DegEj3ocKRWKI2NhY278ffvhhwsPD6dGjB/Hx8bz55pvGFSal5ox9eObMGSZMmEBoaCjPPvus0eWUu7K0z9n6Ly4ujqysLH799Vfee+89Ro4cyYoVK3B1dTW6tHJT1jaOGzeu0M+PPfYYvXv3ZtGiRSxdurQySi619957j/r169O/f3+jS7klhaIK5OnpyaVLl4psz8jIwMvL65bnZWdnc+3atUIJ2Ww24+LicstzK5O97StOw4YNeeihhzh48GB5lWcYZ+m/8ubofWg2mxk+fDh169ZlwYIFt5xL5Yx9WJb2FcfR+++BBx4AIDg4mDZt2tCnTx+++uorunfvXuTYgv65dOkSDRo0sG03m82F9juasrSxOLVq1eLRRx/lyy+/rMgyy+zkyZMsX76chQsX2r4zCua7XblyhcuXL+Ph4VHkPCPehwpFFcjf37/I3JpLly5x7ty5ItdIbz4P4MiRI7Y3CeRfX73//vsdZtje3vbd7Zyl/6qSq1evMmLECC5dusTatWtvu76Ns/VhWdvn7AICAqhevTrHjh0rdn9B/9087zE1NZXq1as75OXBm92ujc7kxIkT5OTk8OKLLxbZ9+yzzxIUFMTHH39cZJ8R70NNtK5AHTt2ZNeuXbb/OoH8iWYmk4nw8PASz2vXrh21a9dm06ZNtm05OTls2bKFjh07VmjNZWFv+4qTnp7ODz/8cMtFvJyFs/RfeXPUPszNzWX8+PGkpqaybNkyfHx8bnuOM/WhPe0rjqP2X3H2799PTk5OiZOQGzduTLNmzdi8eXOh7UlJSYSFhTncWkzFuV0bi3PlyhX+85//OFwftmzZkoSEhEJ/Jk2aBMDUqVN54403ij3PiPehRooq0MCBA1m1ahUvvfQSI0aMID09nblz5zJw4MBCH1zPPfccp06d4quvvgLA3d2dESNGsGDBAry9vWnRogVr1qzh4sWLDBs2zKjmFGFv+zZs2MA333zDo48+SsOGDTl+/DhxcXG4urry/PPPG9WcYmVlZZGcnAzkDwFnZmbaPmhDQkLw9vZ22v4rYE8bnakPp06dyjfffENMTAyZmZn873//s+178MEHcXNzc+o+tKd9ztR/Y8aMoXXr1gQEBFCjRg1+/vln4uPjCQgIICoqCoDJkyezfv16Dh06ZDtv7NixvPrqqzRp0oTQ0FCSkpI4cOAAH3zwgVFNKZE9bdy7dy/Lli2jS5cuNGrUiLNnz7JixQrOnTvHu+++a2RzivD09CQ0NLTYfa1ataJVq1aAY3wXKhRVIC8vL1auXMm0adN46aWX8PDw4Mknn2TChAmFjrNYLEVW9xw+fDhWq5Xly5fbljaPj493qGFfe9vn6+vL2bNnmTlzJpcuXaJOnTq0b9+ecePGOVT7AM6fP8/LL79caFvBzwkJCYSGhjpt/xWwp43O1IcFa2bNnj27yL6vv/4aX19fp+5De9rnTP0XGBhIUlIScXFxWK1WGjVqxFNPPcWwYcNsIz7F9V/v3r3Jyspi6dKlxMXF4efnx7/+9S+HuysL7GtjgwYNyMnJ4e233+bixYvUrFmT4OBgpk6dSmBgoFFNuSOO8D50sVrLsKa/iIiIyF1Kc4pEREREUCgSERERARSKRERERACFIhERERFAoUhEREQEUCgSERERAbROkYiIiBgkLS2N+Ph49u/fT0pKCv7+/mzYsKHMrxMTE8O6deuK3ffKK68U+4iR4igUiYiIiCFSUlJITk4mKCgIi8WCvUsnjh49moEDBxbalpSUxMqVK8v0SBAt3igiDiMmJoY9e/awbds2o0sRkUpgsVgwmfJn8sTExPDTTz/ZNVJUnOjoaC5cuMDGjRtLfY5GikSkQgUEBJTquISEhAqu5M6tXr2amjVr8sQTTxhdishdoSAQ3UrBYz4+/vhjTp48iY+PD9HR0QwZMqTEc9LT09m7d2+RRxjdjkKRiFSouXPnFvr5888/Z+fOnUW2N2/enGnTptk9fF4Z1qxZQ7169RSKRCrRjBkz+OSTTxg5ciRBQUH8+OOPzJs3D3d3d55++uliz9mwYQMWi4VevXqV6XcpFIlIherTp0+hn/fv38/OnTuLbBcRudmxY8f44IMPmDp1KgMGDACgQ4cOXL16lYULFzJgwIBiR5s2bNhAcHBwmR8cq1vyRcRhxMTEEBkZafv5xIkTBAQEEB8fz+rVq+ncuTNBQUEMHTqU06dPY7VaWbhwIR07diQwMJBRo0Zx8eLFIq+bnJzMoEGDaNu2LcHBwbz44oukpKQUOubcuXNMmjSJjh070rp1ayIiIhg1ahQnTpwAIDIykpSUFPbs2UNAQAABAQFER0fbzjebzcyYMYNHH32U1q1b06VLF+Li4rBYLMW25/3336dTp04EBgYyePBgfvnllzLVI1IV7Nq1C4CuXbuSm5tr+9OhQwfOnTvH6dOni5zz22+/cejQIXr37l3m36eRIhFxeImJieTk5BAdHc3FixdZtmwZ48ePp3379nz33XcMHz6ctLQ0PvjgA+bMmcOsWbNs565fv56YmBgiIiJ49dVXycrKYs2aNQwaNIh169bh6+sLwNixY/n1118ZPHgwjRo14sKFC+zcuZPTp0/j6+vL5MmTmTZtGrVq1WLkyJEA3HPPPQBkZWUxePBg0tPTGThwIPfddx/79u3jrbfe4ty5c/zf//1fofasX7+ey5cvM2jQIK5du8aqVat47rnnSExMtL3m7eoRqQr++OMPrFYr7du3L3b/6dOnadSoUaFtiYmJVKtWjZ49e5b59ykUiYjDS09PZ8uWLdSpUwfIv2NlyZIlXL16lc8++4xq1fI/yv744w8SExOZOnUqbm5uXL58mRkzZvDUU08xbdo02+v169eP7t27s2TJEqZNm4bZbGbfvn289tprDBs2zHbciBEjbP+OiorinXfeoV69ekUu/a1YsYLjx4+zbt06mjVrBsDAgQNp2LAh8fHxDB06lPvuu892/LFjx9iyZQs+Pj4AdOzYkaeeeoqlS5cyadKkUtUjUhV4eXnh4uLChx9+SPXq1Yvs9/PzK7Jt48aNhIWF4e3tXebfp8tnIuLwunfvbgtEAIGBgQD8/e9/twWigu05OTmkp6cD+UPvZrOZXr16ceHCBdsfk8lEUFAQ3333HQA1atSgevXq7Nmzh4yMjDLXt3nzZh566CE8PT0L/Z4OHTqQl5fH999/X+j4qKgoWyAqqDsoKIjk5ORyqUfkbhEWFgbAxYsXadOmTZE/tWvXLnT8/v37OXbsmF2XzkAjRSLiBG4cZQFsAamk7RkZGTRu3JijR48C8NxzzxX7ugUfqG5ubrz66qvMmTOH8PBwgoKCeOyxx+jbty8NGjS4bX1paWkcPnzY9gF+swsXLhT6uWnTpkWOadasGZs2bSqXekScRVZWlu0/Bk6ePElmZiabN28GICQkBD8/P5555hnbqGlQUBA5OTkcPXqU7777jkWLFhV6vcTERGrUqEGXLl3sqkehSEQcnqura7HbS1rjpOC2/oK/586dW2yYuPF1hwwZQmRkJFu3bmXHjh28++67xMXFsXLlSh588MFb1mexWAgPD+eFF14odn/BJbWyuJN6RJzF+fPni6wlVPBzQkICoaGhxMbG4ufnx9q1a1m4cCEeHh74+fnRvXv3Qufl5eWxefNmOnXqhIeHh131KBSJyF2r4Hbc+vXr06FDh9se36RJE4YOHcrQoUM5evQoffv2Zfny5cybNw8AFxeXEs+7cuVKqX4H5I8s3ezo0aNFJozerh4RZ+fr68vhw4dveYyLiwuDBw9m8ODBtzzO1dWVHTt23FE9mlMkInetv/3tb9SuXZslS5aQk5NTZH/BZa2srCyuXbtWaF+TJk3w8PAgOzvbtq1mzZqYzeYir9OjRw/27dvHf//73yL7zGYzubm5hbZt3brVNu8J4MCBA+zfv9/2jKbS1iMi5UsjRSJy16pduzZvvvkmr732Gk888QQ9e/bE29ubU6dOkZycTLt27ZgyZQpHjx5lyJAhdO/enb/85S+4urqydetWfv/990Ir4rZq1Yo1a9awaNEimjZtire3N2FhYQwbNoxt27YxcuRI+vXrR6tWrcjKyuKXX37hyy+/5Ouvvy50J0yTJk14+umnefrpp8nOziYhIYG6devaLr+Vth4RKV8KRSJyV3v88cdp2LAhcXFxxMfHk52djY+PDw8//LDtcR333nsvvXr1Yvfu3XzxxRe4urri7+/PO++8Q7du3Wyv9dJLL3Hq1CmWLVvG5cuXCQkJISwsjJo1a7Jq1SqWLFnC5s2bWb9+PbVr16ZZs2aMHTu20J1zAH379sVkMrFy5UrOnz9PYGAgr7/+Og0bNixTPSJSvlysjvygIRGRu8iJEyfo3LlzkfWHRMQxaE6RiIiICApFIiIiIoBCkYiIiAigOUUiIiIigEaKRERERACFIhERERFAoUhEREQEUCgSERERARSKRERERACFIhERERFAoUhEREQEUCgSERERAeD/AR6nbC4/zhkmAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#media_movel_reward_acc = df4['env_runners/episode_reward_max'].rolling(window=100).mean()\n",
+    "lineplot(data=result4, x='timesteps_total', y='env_runners/episode_reward_max', errorbar='sd')\n",
+    "plt.xlabel('Timesteps')\n",
+    "plt.ylabel('Accumulated Reward')\n",
+    "plt.title('Learning curve for 4 agents')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#media_movel_tamanho_episodio = df4['env_runners/episode_len_mean'].rolling(window=100).mean()\n",
+    "lineplot(data=result4, x='timesteps_total', y='env_runners/episode_len_mean', errorbar='sd')\n",
+    "plt.xlabel('Timesteps')\n",
+    "plt.ylabel('Episode length')\n",
+    "plt.title('Behavior of episode length for 4 agents')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Model's behavior in a scenario with two agents\n",
+    "\n",
+    "In the next pictures we will present the behavior of the model and other algortihms in a scenario with two agents."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(771, 5)"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "a_star_2_list = []\n",
+    "for i in range(1,26):\n",
+    "    try:\n",
+    "        a_star_2_list.append(pd.read_csv(f'results/a_star_2_cenario_{i}.csv'))\n",
+    "    except FileNotFoundError:\n",
+    "        pass\n",
+    "\n",
+    "a_star_2 = pd.concat(a_star_2_list)\n",
+    "a_star_2.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(1250, 5)"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ppo_2_list = []\n",
+    "for i in range(1,7):\n",
+    "    try:\n",
+    "        ppo_2_list.append(pd.read_csv(f'results/cumm_metrics_2_cenario_{i}.csv'))\n",
+    "    except FileNotFoundError:\n",
+    "        pass\n",
+    "\n",
+    "ppo_2 = pd.concat(ppo_2_list)\n",
+    "ppo_2.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>is_completed</th>\n",
+       "      <th>coverage_rate</th>\n",
+       "      <th>repeated_coverage</th>\n",
+       "      <th>accumulated_pos</th>\n",
+       "      <th>step</th>\n",
+       "      <th>Algol</th>\n",
+       "      <th>algorithm</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>False</td>\n",
+       "      <td>0.034483</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.068616</td>\n",
+       "      <td>1</td>\n",
+       "      <td>A*</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>False</td>\n",
+       "      <td>0.068966</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.158236</td>\n",
+       "      <td>2</td>\n",
+       "      <td>A*</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>False</td>\n",
+       "      <td>0.103448</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.248138</td>\n",
+       "      <td>3</td>\n",
+       "      <td>A*</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>False</td>\n",
+       "      <td>0.137931</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.335953</td>\n",
+       "      <td>4</td>\n",
+       "      <td>A*</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>False</td>\n",
+       "      <td>0.172414</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.395788</td>\n",
+       "      <td>5</td>\n",
+       "      <td>A*</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9444</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.931034</td>\n",
+       "      <td>0.241379</td>\n",
+       "      <td>0.884900</td>\n",
+       "      <td>33</td>\n",
+       "      <td>PPO</td>\n",
+       "      <td>PPO</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9445</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.948276</td>\n",
+       "      <td>0.258621</td>\n",
+       "      <td>0.886423</td>\n",
+       "      <td>34</td>\n",
+       "      <td>PPO</td>\n",
+       "      <td>PPO</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9446</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.965517</td>\n",
+       "      <td>0.258621</td>\n",
+       "      <td>0.896785</td>\n",
+       "      <td>35</td>\n",
+       "      <td>PPO</td>\n",
+       "      <td>PPO</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9447</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.982759</td>\n",
+       "      <td>0.275862</td>\n",
+       "      <td>0.898496</td>\n",
+       "      <td>36</td>\n",
+       "      <td>PPO</td>\n",
+       "      <td>PPO</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9448</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.293103</td>\n",
+       "      <td>0.900000</td>\n",
+       "      <td>37</td>\n",
+       "      <td>PPO</td>\n",
+       "      <td>PPO</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>9449 rows × 7 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     is_completed  coverage_rate  repeated_coverage  accumulated_pos  step  \\\n",
+       "0           False       0.034483           0.000000         0.068616     1   \n",
+       "1           False       0.068966           0.000000         0.158236     2   \n",
+       "2           False       0.103448           0.000000         0.248138     3   \n",
+       "3           False       0.137931           0.000000         0.335953     4   \n",
+       "4           False       0.172414           0.000000         0.395788     5   \n",
+       "...           ...            ...                ...              ...   ...   \n",
+       "9444          NaN       0.931034           0.241379         0.884900    33   \n",
+       "9445          NaN       0.948276           0.258621         0.886423    34   \n",
+       "9446          NaN       0.965517           0.258621         0.896785    35   \n",
+       "9447          NaN       0.982759           0.275862         0.898496    36   \n",
+       "9448          NaN       1.000000           0.293103         0.900000    37   \n",
+       "\n",
+       "     Algol algorithm  \n",
+       "0       A*       NaN  \n",
+       "1       A*       NaN  \n",
+       "2       A*       NaN  \n",
+       "3       A*       NaN  \n",
+       "4       A*       NaN  \n",
+       "...    ...       ...  \n",
+       "9444   PPO       PPO  \n",
+       "9445   PPO       PPO  \n",
+       "9446   PPO       PPO  \n",
+       "9447   PPO       PPO  \n",
+       "9448   PPO       PPO  \n",
+       "\n",
+       "[9449 rows x 7 columns]"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#a_star_2 = pd.read_csv('results/a_star_2_cenario_1.csv')\n",
+    "expanding_2 = pd.read_csv('results/expanding_search_2_agent.csv')\n",
+    "traditional_2 = pd.read_csv('results/traditional_search_2_agent.csv')\n",
+    "\n",
+    "a_star_2['Algol'] = 'A*'\n",
+    "expanding_2['Algol'] = 'Expanding Square Search'\n",
+    "traditional_2['Algol'] = 'Parallel Line Scanning'\n",
+    "ppo_2['Algol'] = 'PPO'\n",
+    "\n",
+    "combined_df = pd.concat([a_star_2, expanding_2, traditional_2, ppo_2], ignore_index=True)\n",
+    "#combined_df = pd.concat([expanding_2, traditional_2], ignore_index=True)\n",
+    "combined_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "\n",
+    "lineplot(data=combined_df, x='step', y='accumulated_pos', hue='Algol', errorbar='sd')\n",
+    "#plt.title('The Accumulated POS for an environment with 2 agents')\n",
+    "plt.xlabel('Steps')\n",
+    "plt.ylabel('Accumulated POS')\n",
+    "plt.legend(title='Algorithms')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "lineplot(data=combined_df, x='step', y='coverage_rate', hue='Algol', errorbar='sd')\n",
+    "#plt.title('The Coverage Rate for an environment with 2 agents')\n",
+    "plt.xlabel('Steps')\n",
+    "plt.ylabel('Cumulative Coverage Rate')\n",
+    "plt.legend(title='Algorithm')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "lineplot(data=combined_df, x='step', y='repeated_coverage', hue='Algol', errorbar='sd')\n",
+    "plt.title('The Repeated Coverage for an environment with 2 agents')\n",
+    "plt.xlabel('Timesteps')\n",
+    "plt.ylabel('Repeated Coverage')\n",
+    "plt.legend(title='Algorithm')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>is_completed</th>\n",
+       "      <th>coverage_rate</th>\n",
+       "      <th>repeated_coverage</th>\n",
+       "      <th>accumulated_pos</th>\n",
+       "      <th>step</th>\n",
+       "      <th>Algol</th>\n",
+       "      <th>algorithm</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>37</th>\n",
+       "      <td>True</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.310345</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>38</td>\n",
+       "      <td>A*</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>70</th>\n",
+       "      <td>True</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.137931</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>33</td>\n",
+       "      <td>A*</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>105</th>\n",
+       "      <td>True</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.206897</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>35</td>\n",
+       "      <td>A*</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>144</th>\n",
+       "      <td>True</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.344828</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>39</td>\n",
+       "      <td>A*</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>180</th>\n",
+       "      <td>True</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.241379</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>36</td>\n",
+       "      <td>A*</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9296</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.293103</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>37</td>\n",
+       "      <td>PPO</td>\n",
+       "      <td>PPO</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9334</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.293103</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>37</td>\n",
+       "      <td>PPO</td>\n",
+       "      <td>PPO</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9372</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.293103</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>37</td>\n",
+       "      <td>PPO</td>\n",
+       "      <td>PPO</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9410</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.293103</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>37</td>\n",
+       "      <td>PPO</td>\n",
+       "      <td>PPO</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9448</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.293103</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>37</td>\n",
+       "      <td>PPO</td>\n",
+       "      <td>PPO</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>70 rows × 7 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     is_completed  coverage_rate  repeated_coverage  accumulated_pos  step  \\\n",
+       "37           True            1.0           0.310345              0.9    38   \n",
+       "70           True            1.0           0.137931              0.9    33   \n",
+       "105          True            1.0           0.206897              0.9    35   \n",
+       "144          True            1.0           0.344828              0.9    39   \n",
+       "180          True            1.0           0.241379              0.9    36   \n",
+       "...           ...            ...                ...              ...   ...   \n",
+       "9296          NaN            1.0           0.293103              0.9    37   \n",
+       "9334          NaN            1.0           0.293103              0.9    37   \n",
+       "9372          NaN            1.0           0.293103              0.9    37   \n",
+       "9410          NaN            1.0           0.293103              0.9    37   \n",
+       "9448          NaN            1.0           0.293103              0.9    37   \n",
+       "\n",
+       "     Algol algorithm  \n",
+       "37      A*       NaN  \n",
+       "70      A*       NaN  \n",
+       "105     A*       NaN  \n",
+       "144     A*       NaN  \n",
+       "180     A*       NaN  \n",
+       "...    ...       ...  \n",
+       "9296   PPO       PPO  \n",
+       "9334   PPO       PPO  \n",
+       "9372   PPO       PPO  \n",
+       "9410   PPO       PPO  \n",
+       "9448   PPO       PPO  \n",
+       "\n",
+       "[70 rows x 7 columns]"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "temp2 = combined_df[combined_df['coverage_rate'] == 1]\n",
+    "temp2"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Model's behavior in a scenario with four agents\n",
+    "\n",
+    "In the next pictures we will present the behavior of the model and other algortihms in a scenario with two agents."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(439, 5)"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "a_star_4_list = []\n",
+    "for i in range(1,26):\n",
+    "    try:\n",
+    "        a_star_4_list.append(pd.read_csv(f'results/a_star_4_cenario_{i}.csv'))\n",
+    "    except FileNotFoundError:\n",
+    "        pass\n",
+    "\n",
+    "a_star_4 = pd.concat(a_star_4_list)\n",
+    "a_star_4.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(890, 5)"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ppo_4_list = []\n",
+    "for i in range(1,7):\n",
+    "    try:\n",
+    "        ppo_4_list.append(pd.read_csv(f'results/cumm_metrics_4_cenario_{i}.csv'))\n",
+    "    except FileNotFoundError:\n",
+    "        pass\n",
+    "\n",
+    "ppo_4 = pd.concat(ppo_4_list)\n",
+    "ppo_4.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>is_completed</th>\n",
+       "      <th>coverage_rate</th>\n",
+       "      <th>repeated_coverage</th>\n",
+       "      <th>accumulated_pos</th>\n",
+       "      <th>step</th>\n",
+       "      <th>Algol</th>\n",
+       "      <th>algorithm</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>False</td>\n",
+       "      <td>0.068966</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.123035</td>\n",
+       "      <td>1</td>\n",
+       "      <td>A*</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>False</td>\n",
+       "      <td>0.137931</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.277811</td>\n",
+       "      <td>2</td>\n",
+       "      <td>A*</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>False</td>\n",
+       "      <td>0.206897</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.412035</td>\n",
+       "      <td>3</td>\n",
+       "      <td>A*</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>False</td>\n",
+       "      <td>0.275862</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.524821</td>\n",
+       "      <td>4</td>\n",
+       "      <td>A*</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>False</td>\n",
+       "      <td>0.344828</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.628789</td>\n",
+       "      <td>5</td>\n",
+       "      <td>A*</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3729</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.931034</td>\n",
+       "      <td>0.655172</td>\n",
+       "      <td>0.866040</td>\n",
+       "      <td>22</td>\n",
+       "      <td>PPO</td>\n",
+       "      <td>PPO</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3730</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.965517</td>\n",
+       "      <td>0.689655</td>\n",
+       "      <td>0.896785</td>\n",
+       "      <td>23</td>\n",
+       "      <td>PPO</td>\n",
+       "      <td>PPO</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3731</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.965517</td>\n",
+       "      <td>0.758621</td>\n",
+       "      <td>0.896785</td>\n",
+       "      <td>24</td>\n",
+       "      <td>PPO</td>\n",
+       "      <td>PPO</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3732</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.982759</td>\n",
+       "      <td>0.810345</td>\n",
+       "      <td>0.898289</td>\n",
+       "      <td>25</td>\n",
+       "      <td>PPO</td>\n",
+       "      <td>PPO</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3733</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.862069</td>\n",
+       "      <td>0.900000</td>\n",
+       "      <td>26</td>\n",
+       "      <td>PPO</td>\n",
+       "      <td>PPO</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>3734 rows × 7 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     is_completed  coverage_rate  repeated_coverage  accumulated_pos  step  \\\n",
+       "0           False       0.068966           0.000000         0.123035     1   \n",
+       "1           False       0.137931           0.000000         0.277811     2   \n",
+       "2           False       0.206897           0.000000         0.412035     3   \n",
+       "3           False       0.275862           0.000000         0.524821     4   \n",
+       "4           False       0.344828           0.000000         0.628789     5   \n",
+       "...           ...            ...                ...              ...   ...   \n",
+       "3729          NaN       0.931034           0.655172         0.866040    22   \n",
+       "3730          NaN       0.965517           0.689655         0.896785    23   \n",
+       "3731          NaN       0.965517           0.758621         0.896785    24   \n",
+       "3732          NaN       0.982759           0.810345         0.898289    25   \n",
+       "3733          NaN       1.000000           0.862069         0.900000    26   \n",
+       "\n",
+       "     Algol algorithm  \n",
+       "0       A*       NaN  \n",
+       "1       A*       NaN  \n",
+       "2       A*       NaN  \n",
+       "3       A*       NaN  \n",
+       "4       A*       NaN  \n",
+       "...    ...       ...  \n",
+       "3729   PPO       PPO  \n",
+       "3730   PPO       PPO  \n",
+       "3731   PPO       PPO  \n",
+       "3732   PPO       PPO  \n",
+       "3733   PPO       PPO  \n",
+       "\n",
+       "[3734 rows x 7 columns]"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#a_stat_4 = pd.read_csv('results/a_star_4.csv')\n",
+    "expanding_4 = pd.read_csv('results/expanding_search_4_agent.csv')\n",
+    "traditional_4 = pd.read_csv('results/traditional_search_4_agent.csv')\n",
+    "\n",
+    "a_star_4['Algol'] = 'A*'\n",
+    "expanding_4['Algol'] = 'Expanding Square Search'\n",
+    "traditional_4['Algol'] = 'Parallel Line Scanning'\n",
+    "ppo_4['Algol'] = 'PPO'\n",
+    "\n",
+    "combined_df4 = pd.concat([a_star_4, expanding_4, traditional_4, ppo_4], ignore_index=True)\n",
+    "combined_df4"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "lineplot(data=combined_df4, x='step', y='accumulated_pos', hue='Algol')\n",
+    "#plt.title('The Accumulated POS for an environment with 4 agents')\n",
+    "plt.xlabel('Steps')\n",
+    "plt.ylabel('Accumulative POS')\n",
+    "plt.legend(title='Algorithms')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1.3010299956639813"
+      ]
+     },
+     "execution_count": 37,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "np.log10(20)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "\n",
+    "# Combine the two dataframes with an additional column to distinguish them\n",
+    "combined_df['Scenario'] = '2 Agents'\n",
+    "combined_df4['Scenario'] = '4 Agents'\n",
+    "\n",
+    "# Concatenate the dataframes\n",
+    "merged_df = pd.concat([combined_df, combined_df4], ignore_index=True)\n",
+    "\n",
+    "merged_df['log_step'] = merged_df['step'].transform(\n",
+    "    lambda x: np.log10(x) if x > 0 else 0\n",
+    ")\n",
+    "\n",
+    "# Plot the accumulated_pos for both scenarios\n",
+    "sns.lineplot(data=merged_df, x='log_step', y='accumulated_pos', hue='Algol', style='Scenario', errorbar='sd')\n",
+    "plt.xlabel('Log10(steps)')\n",
+    "plt.ylabel('Accumulated POS')\n",
+    "#plt.title('Accumulated POS for 2 and 4 Agents')\n",
+    "plt.legend(title='Algorithms and Scenarios', fontsize=9, title_fontsize=10)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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d1ajT6fSI428ctZwIu+81ODg4ogr27hHUvbnvvvtoa2vjxhtvHBHUf/jDH45ot6cQv7vQmt/v5/TTT9/rvVpaWkaMlu62cePGffZzf5x77rn853/+J08//fSYhc6efvpptm/fzgc/+MF9Xmvx4sUA7Nq1a7/70dLSAsCGDRtGFKQrlUps27Ztn1+vfenr6+NjH/sYpVKJ//iP/6CxsXFc5xljWLZsGaeccgpXXHHFqM//5V/+hWXLlg0H7NbW1jF/33YXl9tt9zPW1dUd9LPttq8lFzNmzOBjH/sYH/vYx9i0aRPvec97+NnPfsY//MM/TMj9RUTeSrQGW0RE9qlQKHD//fdzzjnncNFFF436ceWVV5LNZnnwwQcBuOCCC1i1ahXLly8fda3dI3QXXHABfX19w9tojdWmtbUVx3F46qmnRnx+6623TvQjDo8Qv/5euVyOO++8c5/n7h5FfP2I+AsvvMDzzz8/ot3u/ZjfODW9rq6Ok08+mV/96ldjhtDXb232tre9jeeff54XX3xxxOd72hrqQF177bWEQiG++tWv0tfXN+Kz/v5+vvrVrxIOh/n4xz8+fPyJJ54Y8TXYbfc66TdO8x6P008/Hb/fz8033zzi2rfffjvpdJq3ve1t+33N3XK5HJ/85Cfp7OzkpptuYtasWeM+95lnnmH79u1cdtllY/6ZeMc73sHKlSuH186feeaZPP/887z66qvD1+jv7x/1+3bWWWcRi8X48Y9/PGKpwW6vfxfGa0/vXT6fp1gsjjg2Y8YMotEopVJpv+8jIiIawRYRkXF48MEHyWaznHfeeWN+ftxxx5FKpbjrrrt4xzvewbXXXst9993HZz7zGS6//HIWLVrEwMAADz74IF//+tc56qijeM973sOdd97Jt7/9bV588UWWLl1KPp/n8ccf58Mf/jBvf/vbqamp4aKLLuKXv/wllmXR1tbGww8/TE9Pz4Q/4xlnnEFLSwt/+7d/y4YNG3AchzvuuIPa2tp9jmKfc8453H///Vx//fWcc845bNu2jdtuu4158+aRy+WG24VCIebNm8c999zDrFmzSCaTzJ8/n/b2dr761a9yxRVX8M53vpMPfOADtLW10d3dzfPPP8/OnTuHpyN//OMf57/+67/4+Mc/ztVXXz28TVdLS8s+p3Tvj1mzZvGd73yHv/mbv+Gd73wn73vf+5g+fTrbt2/n9ttvp6+vj3/6p38aMXX9W9/6Fvl8nvPPP585c+ZQLpd59tlnueeee2htbT2g4mOpVIrrrruOG2+8kY9//OOcd955bNy4kf/4j//gmGOO4V3vetcBP+PnPvc5XnzxRS6//HLWr1/P+vXrhz+LRqO8/e1v3+O5y5Ytw3EczjnnnDE/P++88/j+97/P7373Oz760Y/y8Y9/nLvuuouPfvSjXHXVVcPbdE2bNo3+/v7hUeZYLMbXvvY1Pv/5z3PZZZfxjne8g1QqRUdHB4888ggnnHDCmLNI9mZP753ruvz5n/85F110EfPmzcNxHB544AG6u7u55JJL9useIiJSpYAtIiL7dNdddxEMBjnjjDPG/Ny2bc455xyWLVtGX18ftbW13HLLLdxwww0sX76c3/72t9TV1XHaaafR1NQEVEd9//Vf/5X/9//+H//93//N/fffTzKZ5IQTThjeoxfgy1/+MpVKhdtuu41AIMBFF13E5z//eS699NIJfUa/38+NN97I17/+dX7wgx/Q0NDANddcQzwe50tf+tJez73sssvo7u7mV7/6FX/84x+ZN28e3/ve97j33nt58sknR7T91re+xTe/+U2+/e1vUy6X+dSnPkV7ezvz5s3jjjvu4MYbb+S3v/0t/f39pFIpjj76aK6//vrh8xsbG/n3f/93vvWtb3HTTTeRTCb50Ic+RGNjI3/7t387oV+Tiy++mDlz5nDTTTdx++2309/fTzKZ5JRTTuG6664btdf15z//ee69914eeeQRfvWrX1Eul2lpaeGKK67gL//yL0dMvd8fn/70p0mlUvzyl7/k29/+NolEgg984AP89V//9R6XF4zHqlWrALjjjju44447RnzW2tq6x4BdLpe59957Of7444f3DX+j9vZ2pk+fPhyqp02bNvz79uMf/5hUKsWVV15JOBzmW9/61oh9zN/5znfS2NjITTfdxE9/+lNKpRJNTU2ceOKJB1whfaz37qqrruKSSy7h8ccf56677sJxHObMmcP//b//lwsvvPCA7iMi8lZnmbHmcomIiIjIpPu7v/s7fvWrX/Hcc88ddMEyERE5/LQGW0REROQQKBQKI37d19fHXXfdxdKlSxWuRUTeJDRFXEREROQQ+OAHP8jJJ5/M3Llz6e7u5o477iCTyfA//sf/ONxdExGRCaIp4iIiIiKHwD/90z9x3333sXPnTizL4uijj+ZTn/rUhG3HJSIih58CtoiIiIiIiMgE0BpsERERERERkQmggC0iIiIiIiIyAVTkbA9OPPFESqUSDQ0Nh7srIiIiIiIicph0dXURCAR4+umn99lWAXsPisUiruse7m6IiIiIiIjIYVSpVBhv6TIF7D1obGwE4Pe///1h7omIiIiIiIgcLn/2Z3827rZagy0iIiIiIiIyARSwRURERERERCaAAraIiIiIiIjIBFDAFhEREREREZkACtgiIiIiIiIiE0ABW0RERERERGQCKGCLiIiIiIiITAAFbBEREREREZEJoIAtIiIiIiIiMgEUsEVEREREREQmgAK2iIiIiIiIyARQwBYRERERERGZAArYIiIiIiIiIhNAAVtERERERERkAihgi4iIiIiIiEwABWwRERERERGRCaCALSIiIiIiIjIBFLBFREREREREJoACtoiIiIiIiMgEUMAWERERERERmQAK2CIiIiIiIiITwHe4OyAiU1uuUGZXX55dfTm6enN0Dv33rt4cjbUR/uaqpTjOW/t7dZVMlsFXXmHg5VdIr15D4pjFzLzyw4e7WyIiIiJyiClgiwgAhVKFTTsGWb+1n3XbB9i4fYCdPVmyhcoez9m0Y5DBXInamtAB3dMYQ7acY7CYIV3MMFjMMFhIV38eOuYa90AfaX87gz9TJNSbJdiXJdSTrf73QA7LM3s+zzME+3NYrzvU0budO+fkJr3LuxnPw5QLmFIRr1zAKxewHD92MIodDGMHDuz3B2MwlTLGLVd/rpQwlRJepQzGwxdvwInGJ/ZhRERE5C3n+GmLOXvWKYe7GxNCAVvkLcj1DGs29/LKpl7Wb+tnw/ZBOrozmD3kyFDAJlqfIZAYxA5n8fwZCgxQMgX+8p57R4TL3fYSSV9rYwxmXC0BYzjlTzmS6T0H/gPhq0Ai45JMV/AfRJbvjTtsb/CzvTHAxtYApS1PT1wnD9RkZ/yePuiZ5HuIiIjIm95Lnas5c8ZJ2PaRPytSAVvkTcgYQ7Hs4rqmGmIN5IoVnl+zi2dW7eLFtV1jjkxHfNAUtZkWtWmpsUnES2wPb+fF8kb63Mxree31mXic+XhvAo6fiD9MxB8m6o8QDUSIBSPE/FF8tlPt26vbmPbSHw7+ZnthLItyPEypNko5Ga3+nIhggv69nldOxfDqEkR8PuYD8ye6X/kM9HRAXyeke7HG+E6IcXwYfwD8weqPShmrlIdifsz24763ZYHjwzh+cHzg82F8fqxKBet1fTG2Dc7ev04iIiIiY5lTH2fMEZsjkAK2yJtArlDmD893sLFjgK2daXZ0Z+kZLODtZWpz0IHpMYvmmENrMsDMuiDNdVEi4QADZLmj82FeTm/GFKrtAzjMCtTTWN9KY6KR1vg0mmIN2NaB/21oAdFAhIg/jM/x4bN9+GwH2xr93cuX7/wG/UB80SJic2cf8D1H9cFxCNSlCLdNJzx9OoF4HDsQmLDrHwhTKeMWs+TWPMXgc8sp7Vg/4nMnmsRf14Kvthl/qoVAwwx8yUbsQBDLCWD7/GA7mEoZr1Sg3NuBV8iwxykKY3F8OOE4VjiK7fixbBssG8uywLLBsqhk+8m88BDZVU/gDvRO8FdBRERE3ip87o7qN+3fBCFbAVvkCOa6Hvc8volb7ltFJlfeZ/v6eIC5CYt5UZc5LXFq6+JEQn58XpnShvUUXl7NSzvW0NnTwYKCS2vEpmdeI00LFrG0bgGJnEdq4SIidfXVoHWI5HfspP/5F8CyaL3s3aROXHrI7n0oGGMwpQJeMUd5YBfZV1aQXbUSNzMUWi0Lf30bweY5hKYvIDhtHk4sieUPYvsCWL49jBwHQjiRGvzJhknpt68mRah5Dqm3X02pYz1uMTsp9xEREZE3t0BdG9bQrMUjnQK2yBHq2VWd3HTnn9jelQEgFQ8xpyVOKhEiFQ9RG3Xwl8vYQ1OFnXKJiFckWhMh0VBLoJQn++qLdL/8Mtn1GzBudQFyfOjHsE1bcZ7oxX98BvuodhzXO6ThGqDzvvsBqFnQTnLJMYf03vvDGAOei/FcsCwsrKHvxFrVY56LcV2MVxkqHFbBK+UxpQKlXZvJrX2GwtZXMJUSAJY/RGT+UkIzFuFPNuHE6/DVpLCDkUP+e7A3tuMn1HbU4e6GiIiIyGGngC1yBBnMlnjoma089PRW1m8fACAUcDjzuBZOWzyNaNhPOOgn5IC7fQtmYAD84ER8OME4gXAIu1Ji572/o+eJlSOmDPfGHTpTfooRHy2pVmY3zCbQ2c/gCy/hZrJ0/+GP9DyxktjcOYSamg7ZM3vlMp0PPAhA3WmnHvbp27sZz62OOpfyuMUcplzElEvDQRqoTqV+7YSh8O1hMJhyiUp/J+W+nRS2rabS2zHc1InXEV14enWkOhDCSTbiTzQeeDVwERERETkkFLBFpjjX9Xh6VSf3PraJ59d2UXGrodi24PgFjVxwygxmNsepjYeIhPwYzyO3ZSv5YoZgayOWU51u41UqdP9xBZ3Lf49XqC6sdlsbeLapwistFv1xH0dHpvP21LG0xadRG4pjWzbmPe8mvXoNW3/1ayqZDJlVq4kvWFBdk3sI9Dz2BJV0Gn8iQf1ZZxySe47FVMp45SKmXMQt5nBzg1Au4BYyePlsdXusQh5TymE8j+Hqb8ZUR6zLZUyliFcu4g72UO7bWQ3du9kO4ZmLiSw4BV9tM6ZcwIkkCKSm4UQTh+WZRURERGT/KGCLTEHGGLL5Ms+s6uQ3D69nw9BoNUBDMswx8+o4ZdE05k1PkqwJEvC/tmalsLOT/I4dBGprqeTyZDduJL1hA4Mvv0Kltw+ASmOSZ05q4InEAOAn6YtyefIYFifm0BCtJewEMRUXDxfb7yd+9EJi7fPpf/Y5Mhs24hWLOOHwIfla7Lz3PgDqTjuFYF3dIbnnbsYY3HQvlcFuvFKhug+05+Fm+ih1bqK4Yy2lXVtGBuX9YEcSBBpnEGyaTWjOEixsTCmPBfgbZ+KP12M5+mtaRERE5Eihf7mJTCGeZ0jnSjz96k7uenQDGzoGAXBsi2PnN3Bcez0LZtTSVBclGvHhmQoFN0em7FL2ypR7+yhu2kp5RycDP32YStfITYqLYT9PHFfD87McsAawsDg5Pp9TY3NpMBGSRQenkqVk56uFJowHBvzJBLE5s+l/9jlym7fgFkuHJGBnN29h8JVXwbapP/PQjl4bz6Xct3OoAneOcm8Hpa6tlHaspzLYPaKtFYzghGLY4RhOOIble8M0dtvBDoSw/SGsQAgnEifQ0IYdSVTXYpeKeKUCViiKv2kWvlgttj94CJ9WRERERCaCArbIFFBxPdLZEmu29nPnw+v404ZqMLZtixOPauTEhU3MmhanuS5KLOpnsDjIut5d9Ob66Mr10pvvJ53uxwxmqNk5yFH3r8apVEdV+5J+ttb76Gjws2F6gLLfJmQHWBidzqJQK61elDovRm19M6HGBix/ANvnYDkOXrlMbut2ij09hNumA5Df3oGbzUFy8qct7y5ullh0NDULD10RLa9Soty9jeyap8i8+BCVga6RDWynWtF7xtGE2hbiq0nt85rG8zBeBXYXOSuXqAx2V6uAB8IE61vwRWv3XBFcRERERKY8BWyRw6TiemTzZQazJXb2ZHn42a08/tJOyhUPC1i6sInTFjeTjIeYVheluS5Kwc2xunszd626n1e61lJyR27N1dhT5rLf9+NUDBtbAtx3WpxisLpWOuqEODoyjYXR6UzzJ7ByBaKVAE3NbSRa2wgkk8PrtXdzwmFq5ofId+wgv3MHTjiMm88zuHYN4dZp+/W8hc5Odtx9D15539uJ7db10CMA1J1+Grbv0Px15RWyFHZtIfPCg2ReemioEJyFv24ageY5BJvnEJw2FzsQrobmchE3O1AtbmYMxhgsa3gFNtUy4gbLsqvTvW0HyxfEF6/HDkaxgyEsf2hKVQUXERERkQOjgC1yiLmeoXegwI7uDN0DeZ5bvYtnVnWRzlW3ZprdEufSM+YQi/hJxAK0NtQQj/npGOzkia3Pcs/ah0mXqltzWVgk7TB1TpSWrI/Fj7yMv2IYbEnQc+liLggnqQ8kSPmiBCwfJbeMbSCS90jEW6ibNZdQXd2oYP16diBAZEYbvmiEcNt0MmvWklm1msa3nb1foXDDj/+Vvmee2++vV6C+nrrTT9vv8/aXMQY300dx50YGnlxGYdNLAETmn0ji5Euxg5Fqu0oZr1ygPNiNhVXdizpSg+UPYfv81an1lv1aBfGhbbosxzfih4iIiIi8+ehfeSKHUCZfpqMrw5otvTzzahcvrOuiPDSVO1kT5F1nzmHu9ASlikdzXZSW+igBv8OG3i3c/PwdvNy1BoBUMM7FoaOZ4SSxohEqXd0U7/0dFCowrYHaD1zMqcHqOmDLAgcH23aos4KECh41LU1E29rwxaLj6rdl2wQbGqhpbyezZi3ZDRvxSiWc4PjWCed37KDv2efBsmg875xqCB3XjS0SS44hMMnT0Xevty5uX0v/47+l3L2teu+TLiGy8HRMKU9lsAdjvKEp3SECiUacULS6J7WmdYuIiIgICtgih0TF9ejszbJ5R5oHn97KU6/sxBuaQ9zaEONtx7eyZF4D6XwJy7KYNz1JXaI6bXhXtod/XPFjunK9WMDpLcdzujuNciFPeXAQ7/4/4K7ZCIC/qYGGj16JE4nglSvYpTI+y8aHje1ZWEBoRjPh1hZs//6HwsSxx7Djv+8mt2UrbqEw7oC98577wBhqjlrA3L/45JTZyxrAK+Up93RQ6FhL/4o7cNO9WIEQqXOuJNg8h0qmDycSH5rSHcEOhLECQSzr0GxTJiIiIiJHDgVskUlWLLts3TnIihd38MCTW+jPFAE4enaKc09oY05rnHzRZSBbJJUI0dZYQzRcDb/5coGfP/ufdOV6iQWiXHn0O0l25yhv3IL/2VWUNm6p3sSySByzmNbL3oO/pgY3n6dSruCrqcPy+4aKlvnwRSIE6lIHvId1fNHRWD4fbj5PbtNmAscu2ec5brFI5wMPAlB/xulTIlwbz8XLZ6hk+3HTfZS6t9G/4na8fBonVkvdhdfii9ZSyfbjT00jUNeqad0iIiIisk/6F6PIJMoVyry6sYfbHljDqk3VPahra4K877z5LJyVIluo0D1QIBLyMWtanIbaCH5fNfxW3Ar3r3uUpzteBODyhRcT6yvgbdmJ+d2jlPIFsG1ql55A47nnEGpqrJ6Xy+Hm80TaZhBqbjrgMD0WfzRKZOZMsuvXM/jKKpLjCNjdj/4BN5slkEpRf9ah3WrrjbxykUqmD3ewB6+YBQOVdA99j96GKeXx1TZTf+G1WIEwldxANVzXTx//lHYREREReUtTwBaZJAOZIo+91MEt965iIFPCtuCcE9q44NSZuK5HV3+eaNjP7JY4qUSYoP+1EGeM4dWutdzxyu8AOHPGSaSyhlDnAMXlj+HlC0RmtDHz6qsI1NYOn1fJZHFLRSIzZxBqapqUytTxhUeRXb+e9OpVeJ6HZVl7vI8xhh2/uxeAutNPHdHX17eZqH4aY8CrgGWPCMVeKU8l3UtloBtTylf3oo4mKWxbTd/Dt2AqZQKNM6k7/6NgO7jZAfx1LdWRa4VrERERERknBWyRCWaMobu/wH/9YR13/3EjFddQlwhxzSVH01IXpS9TxO+zmTUtTn0yTMA/OsANFNP8+/N3UKgUaa1p4qTIbGI7Byn//nHKPb0EUrXM+tif46+pqd7T86hkMhjXJTZ7FsGGhkl7vt3rsLMbN1HY8ipYZqhQts3rq2Xj+Mhu2kp2w0Ysn4/kCYspD+wCz8OrlDHlAqZSxhivup7Zsqs/Ow6W7Yyotm0q5eoPt4zxXCzHj+XzYfmCWLaNVylhSkW8ShFcF+xqwLaGqnq72QG8crFalCxeDxjSzz1A+vkHAAi2LiB13kfAAjc3iL++lUCqReFaRERERPaLArbIBCpXPDbtGODme17ludVdQHWt9ZUXHoUx0DNYoC4RprUhSiwy9lpkYwy/ffkeNg9sx2/7eWfrGfh39uH94Xnym7dgh0LMvvZj+Gtq8MplKpksXqWMPxYjNHMGwbq6SX3GxOLFYFmU+wfIbtpAdObM6p7Pxq32v1zAeB4Yj53/fQ8ANfNn4o94FHdsBIvqntC2A7YDloUxLlDdQ7q6l7RX3X/aGMAMb3tl7W5fLlb3nfaG2tl2dasx21f92ZhqIB/qix0I4Y/EAfCKOXofuZXittUARI86jcQp7wRjXpsWXteqImYiIiIist8UsEUmSDZf5v4nN/ObB9fRnyliAReeOpPzTmxjIFsi4LeZ05qgIRnGcfYc3rYP7uT+9X8A4JKZZxDpHCDwwgbSL70Mts2saz5CsKmRYm8fYPAnEgTr6/En4ti+yf8j7YuECbdOI7+tg3xHD/EFR4/ZrjyYpv+laohNnXISgWTjpPdtX4qdm+h75DbcTC84PmpPv5zI/KUYtzKyoJnCtYiIiIgcAAVskYPkuh7rtg3ws2V/4pWNvQAkY0E+8PZ2ZjXH6c8UScXDTG+MDVcH3xNjDP+9+ve4xqUt1szsAT/B1VtIr1gJwPTL30tN+3xKfX34wmEiM9vwxWITWshsXyqZPqIzqgE7vXYTTeeeNapNeSDN1t/cjXFdQi1N1B43dgg/FIwxFHesI/3Cg5R2rAfAqUmROu9qAnUtGLeCm+nDn2xSQTMREREROSgK2CIHyPMMqzb3suwPG1j58k7KFQ/bgredMJ3zT5pJvlihVHGZ2RynKRXZ66j1bj35Ph7b+jQAS32t+DZsI/fgCgAa334edaeeQiWTwXIcIjPb8Mfjk/qMb+QV85S6thGbP5Pux54hu34dg8/cN/x5sTdD30tbSK/biRna6LtmZozsy48c0n6+xlDYvpZy99bqLy2byPylJE66BDsYwXgubqYPX6KBQIPCtYiIiIgcHAVskf1UcT0eeXYbv3tsI2u29A8fnzUtzuXnzqMmGiCdL5GsCTK9sYZ4dPz7Pt+39hEKlSIpX4yZ2wuUl68Az6P2pBNpvuhC3EIBr1QkOnvOoQ/X5SKl7q2YUo5wa7WIWnkgz9qf/n64jfFea++PQWwa+Nz1pF9Yf0j7OorjI7rgFGKLz8YXq1YyN55LJd2LP9FAoGEGlrP32QUiIiIiIvuigC0yTpWKy/Int3D7g2vZ1ZcHwAKOnlPHaYubaWmIUXE9QgGHGU1xauNBfOMYtd5tsJDm4Y2PA3BaphZr+eOYcoWaoxbQ9v7LMa5LOZ0h0jadQP3kFjJ7IzefptS1DTc3iBOpIfvQLwnUQCk9MlQDRFoTxOfVE22rrxYcO8yccA2RBafghGPDx3aHa1+8rhqufQrXIiIiInLwFLBF9mGsYB0J+jjp6CaOa28gEvbj2DaRkI+mVJRkzf4F690eWr+CgWKahpzN3AdXY3IFwm3TmXn1VQCU+/oINTYSntY8Kftbj8UYg5vupdS1FeNW8MVTDD5zP+WeDuqODRM78UNYTnC4vS8cItTceEiKrR2o14frYOMshWsRERERmTBT91/BIoeZ6xmeeGkHv7j7ZXb05AAIB32csaSFY+fXE48GiEYCJGNBIiEfkaBvXOusx5LJZ1i+9hFiWZfLHxrEGiwQqK9j9rUfw/b7Kfb0EEiliLRNP2Sjwl6pQCXdQ7m3A8sJ4Kuppdi5icxLDwGQOuNywrMXHpK+TBSvXMTNDuBL1Ctci4iIiMiEU8AWeQNjqsXL/v3uV/nThh7gtWC9ZH499YkQTako8ViAUODg/wgZz2PFiw+S7evh/b/vJ5hxcWqTzP3L6/BFIxR7egmkaonOmokdGP967gPhlYt4+Qxuth83N4hXLuJEarD9Ibxygb5HbwNjCM89gfDsJZPal4lkPBc3N4gF+OtbCdROU7gWERERkQmngC3yOqWyy7//7hX+e8VGXNdgW3DK4mmcsqiZxlSEptoItfEgft/EjCIb16V380ZWrF7B5b/vJ5FxIVHDzOuuxR+PU+ztIVCbJDpzJk4wuO8LHnA/KpT7d1Hp34VXKWLZDnYwjC9cMzwdfWDlMtx0L040SfK0dwPgFrIA1TaWXf3huRivgnErGM/FwgLbrlbotp2hthZgVRexAxgDxmCMGX09i6FreuB5YFyGT7SG/sd2sIZ+YNtD1/LAeJhKBa+Ux4kmCaSm4UQTk/Z1FBEREZG3NgVskSEDmQLfv/U5nlm1C4D5bUnOO7GN5roozakITXVR/L6J22/auC65bdt5+emHOfn+jdSmXbx4lLo//wDRVD2lvl4C8UQ1XIdCE3bfN3LzaUo9HbiZPpxQFF+4btQa78wrj5Fb8xRgUXv2B7EDYbxiHtwKlj9QDcZupVrxzHawfEGcaBI7UO23VypgKmW8SrG6fZfxhkM1UA3FVjWIA9U2XuW1CmqWDY6D5Qu8NvK8+zPPw3PL1UBfLmKMizUczm2wbQKNs/An6rEc/ZUnIiIiIpNH/9oUAbZ2DvLdm59h045BbAveddZcjppVO7zVViI2saPH1XC9jZ0rHsO9835qiy75WIDYhy8l2dBCqa8Pf02cyKxZOOHwhN57uA+eWx217tuJcV18Nakx94EubH2VgZX/BUB86YUEp83FGINXyOBvaCNQ14rx3OposedVR5L3EGSNeV24xsBQvmb3qLZl7+7c8PUALNsG27fH4m7GVAO5cd3qqLk1NKo9FLC1v7WIiIiIHAoK2PKW9/KGHr5789P0DhYIBhw+fP4CWhtjtNTHmFYfmbDp4Lt55TK5LVvpXP57dt53PwHPY2fKR/h9FxFJpfCl8wTq6ojOnDFpI9fGeJS6t1Hu24kTjOBExt5Tu9zTQe9Dt4AxROafRGzJudVnKGSwQlF8iep+2NUA62Dt40tVnfo9jq+nNb7rjbiu49de1iIiIiJyWClgy1vaS+u6+Lt/e4psoUxtTZCPXLyQeCzAjKYamuuiE74dlpvPk9m0me2/vZO+lU8BsGZGkNXnzuXdsVqieUO4rZHojLZJK2hmjKHc10m5bwdOJIHtG/s+bnaA7uX/hqmUCE6bR/L092JZFsZz8UoFQtPm7vFcEREREZG3IgVsect6eUM3f//zarhubYhx9cULsR1r0sJ1eTDNwJ9eZuttvyK3eQsATx0T47HFYT4Qn0cgW6R2/lFEZ87A9k/eSKyb7qHcvQ0nFBszIBvjUdi6isGn78HLDeBLNJI676rhad9uLo0TTeLUpCatjyIiIiIiRyIFbHlLenVTD3/3b0+SyZeZVh/lo5cejQFmNk9OuC719bHr4UfZ9us7cLNZrECATW+bx2MN3TT64rQWAtTOmUvtnLmTus+1mx2g1LUVyxfADoxc2+2Vi+TWPk3mlT/iDla3J7NDUerO/yh2MAKAqZTBuPhrm7SuWURERETkDRSw5S1nzeZevvWzJ0nnyjTXRfjoJZMbrgvd3Wy55Ta6HnoYjCHY3ITznj9jeeYP4MEpwVn42lpomDN/csN1IUtx1xYw3qg114Vtq+l75Fa8Yg4AKxAmuuAUYovOwIm8tq2VmxvEF6/TVlciIiIiImNQwJa3lNWb+/jmz1YymC3RWBvhmosXYjs2M5pikxOud3Wx8Sc/o3flkwAkTzwB3wVn8YeBV8h6RWrsEO0zjybVOotYMDah9349r1Ki1LUFU8rji9cNHzfGI/3CQ6SfvR8wOPE6YkefRWT+Umz/yMrpXimP5fjwJZuq1blFRERERGQEBWx5y3h1Uw/f+tmTDGZLNCTDfOQdRxEK+ZnZHKehdmK3wjLGUOzqYtMvbh4O1y3vfTfecQvo7O3g2YF1AJzWejx2bYK6cHLCw/1wXzyXcvd23OzAiHDtlfL0PXIbha2vAhBZcArJU9895hZbxvNw8xkCDW044cn7RoCIiIiIyJFMAVveEl7Z2MM3f7qSTL5MUyrCFRcuIB4NMGtaglR84rfCKvf1s+WW2+j542MAtL73PTjHHkVHxwZe8nbS7WUJOgGOaVtMLBilZhJHr8t9nZT7O/HFaodHniuZfrrvvQl3sBscH8nT3ku0/aQ9XsPN9uNEk/iTjZPWTxERERGRI50Ctrzpvbqxh6//5AlyhQot9VE+eH47qXiI2S0JErHgvi9wALb99k66Hn4EgOZL34G1cA47O7fQVWPx0I41AFw8/xywLOojKZxJKhhWSfdS7t2OE44Nj0x75RK9D/wcd7AbJ5ok9WcfIVDftsdreKU8lu0QqGvVPtMiIiIiInuhgC1vagOZIl//6UpyhQptjTHe9/Z2GpJhZk+LE4tMzh7OvU8+xY67/huA1NvPpXD0TNI926CtiWUb78UzHsc0LuCYpoUYDIlgzaT0wy1kqxXDbf9wxXBjDP1/+E/KvR3YoSj1l/wlvljtHq8xYmp4ZHL6KSIiIiLyZqGALW9qv1q+mmy+TGNtmPe/vZ3G2jCzWxJEQgc3EpsvF8hXCtiWPfTDwsLCGMPWu+8GIHz8MaSXzML09VAzaxa/6X6CvvwAtaEElx19MdlyjpZ4M4Ex9qI+WF65WC1qVi6OWHedfuFB8pteBNshdd7Vew3X8Pqp4U0T3kcRERERkTcbBWx50+odLHDvE5sBOGfpdJrrIsyeliAUPLjXvlQpsbFvK+lSBotqYTLbsgALN52h8uLLABSXzCGcKxGeOYtn3Q5e6lyFbdl8eMm7sS0bn+2nNjTx210Zt0K5extudhBfPDV8PL/pT6SfvQ+A5GnvIdg8e6/XcHODWI5vaGq4/qoQEREREdkX/atZ3rRuu3815YpHS32UpQsamdOaJOg/uLXOnvHYkdlFupihLlI7FKyrx42B3EPPkPE8nKZ6ampqoS7Jk+Wt3LO+uh77wnlvY3p8Gj35PqbFGon4J7p6uUept4PyQNeIomblvp30PXobANGjzyC64JSxz/dc3FwajDs8cq2p4SIiIiIi46OALW9Ku3pz3L+yOnp97tI2ptXHDjpcA/TlB9iV6SYZqhkO1wC2ZYMFhcefASBw1Dy2Bgvc07GcHdkuABY2zOOsmSeTLqapCcRojjVM+NZc5f5dVHp34EQTrxU1q5TofeiXmEqJ4LR5JE6+dMxz3UIWr5THiSTw1zZVr6H9rkVERERExk0BW96Ubr1/Fa5naGuq4YSjGiekWniunGf74E7y5QJPbn8B13NHfB7sSrN42w48y+J3zQO8uONBAMK+EBfOO5uTpx9H2S3jGUNLvGlC114bY3DTvVS6t2EHI9ivu/bAE3dR6d+FHa6h9pwrsMaoWO7mM+CWCTbNxhevG7ONiIiIiIjsnQK2vOl0dGd48OltAPzZSW0010Wx7YMbKXY9l47BTnKlPL959V460p2j2pzxfAaAjS1+XnR6sICTWo/lwnlvIxqI4BnDYDFDa7x5QiuHe8Uc5b5OKoPdWD4/djAy/Fluw/Pk1jwJWKTe9mGc8Oj9tqtTwj0CQ+FaREREREQOjAK2vOn8x72r8IxhdkucpQsaqYkc/N7N3dleevJ9PL/zZTrSnYR9IU6efhzDsd0zLPyv+6v/vWAWb6ufwTFzjmd6YtrwNQYLgyRCNTTF6idkariplCkP9lDp24lXLuKLJrB8rz1rJd1L/4rfAFBz7LkEW+aNuoabHQDLqobrmr1XFBcRERERkb2bcgF7/fr1fOtb3+K5554jGo3y7ne/m//5P/8ngcDep9P29fXx/e9/n0cffZT+/n6mT5/OlVdeyYc//OFD1HOZCrZ2pnn0ue0AXHDyDBpTkYMOs57n0Z3vYyA/yMObngDg3UddwHHTjh5uU3jhFfqyRaxQkBMWnk5o/lzsWHT482wpB5ZFS00TfufAAr+bG8QrFfDKBbxCDlMp4RVzOKEo/kj9iLbGc+l9+D8w5QKBxpnUHH/+GNdLg2UTaJqFL5Y8oD6JiIiIiMhrplTAHhgY4JprrmHWrFnccMMNdHZ28p3vfIdCocBXvvKVvZ77mc98hg0bNvDXf/3XTJs2jUcffZSvfe1rOI7DBz7wgUP0BHK43XzPqxhgXluS49obD3q/a4BcJU+mmGXZmgfwjMfixgUc27xwZJs/rAQgsGAuTjyGFalWB3c9j/7CIAHHR1uihXjowKaGV9K9lDo34bllLMvGcvxYjg9fTR2WPboQ2cCT/025awtWIDzmumtTKWPcEsHmuQrXIiIiIiITZEoF7Ntuu41sNsuNN95IMpkEwHVdvv71r3PdddfR1NQ05nldXV2sXLmSb3/721x22WUAnHbaabz00kvcfffdCthvEZt2DPL4SzsAuPCUGTSkIvs4Y3xy5QIrtjxFZ6abqD/MexZegGVZGGMAqHT1UHzhVQD87XNwUkks26ZQKZIuZakNJWmJNxILRPd2mz1yc4OUdm0Gy8Yfr99n+8wrK8i+sgKA2rPejy82cuq3MYZKdgB/shFH08JFRERERCbMlNqD59FHH+W0004bDtcAF198MZ7nsWLFij2eV6lUAKipGTk6GIvFhkOQvPn94u5XAFgws5Zj5zdMyLZcAH/qXM3Kbc8D8J6FFxL1R+jJ99NTGKB75zZ67vwdVCqQSpBriNFnl+nO9VGoFJken8ac1IwDDtdeIUtx12aM545rP+rC1lcZWHkXAPGlFxOeuXjMa9rBMP5Us7bhEhERERGZQFNqBHvDhg1cfvnlI47F43EaGhrYsGHDHs+bNm0aZ555Jj/60Y+YPXs2zc3NPProo6xYsYJ/+Id/mOxuyxSwZksfT79arex9/skzqI2HJuS6hUqR5esexWA4tmkhxzQdRbqYJWD7aS4FGHzmeXY98QIAqROXkpxxFOHpMzHG4Ld9xIIHFqwBvHKR4q4tmGIepya1z/blng56H7oFjCEy/yRiS84Z1ca4FbxygVDzHOxA+ID7JiIiIiIio02pgD04OEg8Hh91PJFIMDAwsNdzb7jhBj772c9yySWXAOA4Dl/+8pe58MILJ6WvMrX8+++qo9dHz05x9Ow6QoGJebX78gNs6h/a8mvOGZTdMiW3RGspTOXFl+m66x4whtQpJ9OwdCnx5ukEQqPf4f1l3AqlXZtxc4P44ql9FmpzcwP0PPBvmEqJwLS5JE9/75jnuNl+/PH6cQV2ERERERHZP1MqYB8oYwxf+tKX2LRpE//4j/9IQ0MDjz32GH//939PIpEYDt3y5vTKxm5eWNuNZcF5J7ZRl5iY0WuA53e8jGtcUuEE9ZEUPfkBGoNJnHWb2fTr32DKZWLt7TRfeAGW34evZmL2ty73d1JJ9+KrSe1zGnehYy19j9yGl0/jSzRSd95HsJzRf7TdQhbLF8Bf2zyq6JmIiIiIiBy8KRWw4/E46XR61PGBgQESicQez3v44Ye59957ueuuu1iwYAEAp5xyCj09PXznO99RwH6Tu/l3qwBYPKeeBTNqJ6RyOEDFc3lh59C67vq5ZMo5YoEwyazLupv/g0omQ2haMzOv+jBuLkdkWjO27+D/SLm5QSp9nTjh2F6DsPFcBp+9n8yLDwOmGq7P/yh2cHRxN1Mp45XyBBpnYYcOfNq6iIiIiIjs2ZSqcDRnzpxRa63T6TRdXV3MmTNnj+etW7cOx3Fob28fcXzhwoXs2rWLfD4/Kf2Vw++VjT38aUMPtmVxzgnTqU9O3LribCnH2p6NAMxLzaLiVWiONdD5n7+h1N2NL17D7Gs/hlso4E+lCDY2HPQ9TaVMqXs7xnh7XCNtjEdx12a6/vtfyLz4EGCILDiFhnf/Fb543ej2nledGl7bjD958H0UEREREZGxTakR7LPPPpsf/ehHI9Zi33vvvdi2zRlnnLHH81pbW3Fdl9WrV3PUUUcNH3/55Zepq6sjHFYxpzer2x9cC8DiuXXMmZ4gGp6Y0WuAtT0bSZey+G0fdZFaGqP1RLIV+p55DoC2D34A2+/HGIdIa+tBj14bYyj17cTLDeC8ISh7lRLFbaspbH2VwtZX8QpZgOo+12dcTnj2kj1e1830YUeTBFItqhouIiIiIjKJplTA/tCHPsTNN9/M9ddfz3XXXUdnZyff/e53+dCHPjRiD+xrrrmGjo4Oli9fDlSDeUtLC3/1V3/F9ddfT2NjI3/84x/57W9/y6c//enD9TgyyTp7c8OVw09d1ExDMrzPYmDjZYzhmY6XAJiTmknACZAKJ+lefi9esUggVUt09iwq6TTRObPxxQ5+2rWb7afStxM7Eh8RhMu9O+j5/S9w073Dxyx/iFDbUcRPvHjUPtcjrplLY/mDBBvasHwT980HEREREREZbUoF7EQiwS9+8Qu++c1vcv311xONRnnf+97HZz/72RHtPM/Ddd3hX8diMX7+85/z/e9/n3/4h38gnU4zffp0vvjFL3LVVVcd6seQQ+S3D6/DGJjZXEP7zBQ1kcCEXTtfKbCqex0Ac2tnEPIFCVSg+4/V/dhrTzyRymCaYFMjwfr6g76fqZQp93Rg2Q62P/haPza9RN+jv8JUStiROJHZxxKasZBA0+x9FirzSgWMWyY4ba7WXYuIiIiIHAJTKmADzJ07l5///Od7bXPzzTePOjZz5kz+7//9v5PTKZlycoUyv396CwCnLp5GQ20Y256Y0WuAXdkeOgaro+NtiRYSwRpy6zeQ27QZLIv4wgX4YjHCrS1Y9sFPu3ZzA7j59PAaamM80s8tJ/387wEITptH7blX4owzKJtKGTefJtDQhrOXEW4REREREZk4Uy5gi4zHfU9splB0ScWDHNteTyI6caPXAM9sfxGDoTnWQE0wRtQJsuuBBwGIzZ+PHY4QamnGCQb3caV9M55LeaAb2xfAsmyMMfQ9fCv5jS8AEF10FomT3jHurbWMW6GS6cdfN626JdcETZsXEREREZG9U8CWI47rGZb9oVpt/qSFTTTVRnGciSveVfFc/rRrNVCtHh5w/DjZIn3PPgtA8vhj8YVD+Cdoz2svn8HLDeJEq1vR5dY9Uw3XtkPtGe8jMn/puK9lPI9Kpg9/soFAXav2uxYREREROYQUsOWI8+TLO+jqzxMKOJy8qJlkzcGPIr9eoVxgfe9mAGYlpxP2fKSffIpKOoMTiRCZMQN/bS12YGJGzStDxcssx4ebTzOwchkA8RMu2L9wbQyVTC9OrBZ/QxuWoz/eIiIiIiKHkv4FLkec3zxcLT527PwGWhtjBPwTO0r7atc6CpUiYV+I+kCSUPcgPY8/AUDtCcdh+30EkokJuZdXzONm+7HD1bXVA0/8F6aUx1/XQmzx2eO+jqmUcbMDOOEYwcYZ2L6JnTIvIiIiIiL7poAtR5R12/pZtakP24Izjm2htiY04fd4bsefAJifmomzqxcGDNl16wGIH3MMvkgUXyw2IfeqZAfwykX8kTj5LS+T3/giWDbJM943rundplLGzaXBAl+iHn9tM3ZA+76LiIiIiBwOCthyRLnr0WrQbZ9Ry+xpcSKhid/b+ZWutQDMJIm/P0tpSy/GdQm3TSeQSBCoS2E5Bz9qbtwylcFu7EAYr5Sn/7HfAhBbfDaB+un7OLeCmx0EG3zxFL5EA3a4RgXNREREREQOIwVsOWIMZkv88YUOAE47Zhp1yYkfqS1UiuzMdAHQlIFQuUzX/Q8AkDpxKZbPwR+PT8i93Fwar5jFF0sx8MSd1UJn8Trix5+/x3OMMXiFDF65iK8mhT/ZpGAtIiIiIjJFKGDLEeP+lZspVzwaa8MsmlNHLDzxo9frdqzFMx4hy0+sZDHw6//GVCrULDyK+KKj8dXEcKKRg76PMYbKYDeW7aOS7iG7amiN9xmXY/nGfi6vXMTNDWIHo4SmzcWJ1apKuIiIiIjIFKKALUcE1zP87rGNAJy4sInG2siEj9qW+vtZtfY5AGZVophlD2LyeSIzZjDzI1dRSQ8QrKubkPt6hQxubgAnVMPA078DIDj9KILT5o3Z3s1nMJUS/rqW6qi1f2Irp4uIiIiIyMFTwJYjwrOrOunqq27NderiZuKxiQuYxnUpdO4iv72DLdlOAiWPMx/cBoM5Ag31zL72o2A87EBw4oqbpXvB8zDGJbf2GQBiR58xum/G4Gb7sWyHYPMcnJqUpoOLiIiIiExRCthyRFj2xw0AHDOvnumNcRx7YkKmWyyS395BobMTfyzGrmwP73mon2hvBTsWZe4nP44vFqXU20ugrg4nfPDrvr1SHjfdix2KkVv3LKZcwInXE2ydP6Kd8TzcTC9WMEqwcQZOZGLWfouIiIiIyORQwJYpb0d3ludXVwuPnXlsC8maiRm9rmQyZDdvpTI4QKC2lnxvD2f993qSaRcT9NP6sasIpFJUcjmMBYFU7QTdt79apCxcQ/bVxwCILTwdy7KH2xjPo5LuwYkmq/taBw9+3beIiIiIiEwuBWyZ8n63YiMGmN0SZ+GsFH6fvc9z9sYtFqkMpslt24ZXrhCoqyO/vYP1//qvJLMu6YhD6or3Eps+Azefxyvkic6cRaD24AO2qby2NVdpx3oq/buwfAEi85eO7GOmDydWS7BpltZbi4iIiIgcIRSwZUorll2WP7UFqG7NVVsT2u9rGNelnE5TyeWoDA7i5gt4hSJ2KEQwVcvgqtVs/sXNmFKJrqSPlRfO4kPNjVilMpVctchZsLFhQp7HzQ3gFXP4alJkXlkBQGTeUuzAa1PP3Xwayx8kWD9d4VpERERE5AiigC1T2h+e2042XyYeDXDa4hZCwf17Zd1ikfy27RS7uwGD7Q9gBwL4olEs26b3yafY+us7wPMYbKvl9lMdFiXqCLkWXjZHePp0Qs1NE1JYzHgu5YFubMePmx2gsPUVAKILTx9u45WLGLdMsGkOdih60PcUEREREZFDRwFbprTfP10dvT5xYRP1tftXYKw8OEhu6zYqg4P4a2uxfa+97sYYOpc/wM577wegdukJ3LW4QKncTYMdw58vE543l3DLtAmr2u3lM3j5QZxoksFn7gNjCE6bh7+2qdonz8XNDeKvb8WpSU3IPUVERERE5NA5uMWsIpOoZyDPy+t7gOr08FjYP67zjOdR6NxFeu163GyOQF3dyHDtumy7/Y7hcN34Z+fR/IHL2OEOVH9d8hNpbSHc0oJlT8wfEWMMlcEewALPI7fmSQCiR58+/Lmb6cNXkyJQO3GhXkREREREDh2NYMuU9Yfnt2OA6Y0xFswcf4GxUm8f2U2bcUJBfInXtrZy83kG/vQyPU88SW7TJrAsWi97D/Wnn8aWbCcFr4yNRWPzDOIzZmE5zoQ9i1fM4Wb7scMx8ltewSvmcKJJQm1HA2BKeSxfkEB9G5ajP5YiIiIiIkci/UtepqyHn90GwPHtDcTCgXGd45VKFHbswPb78UWjGGMY/NPL9D75FOnVazCuC4Dl8zHzqitIHLMYgE3pDgAaAwki01sJBva/mNreuNl+vEoZfzRBfv2zAITnnjA8Qu4Wc/hTLdjBg99nW0REREREDg8FbJmSOroyrN82gGXB6Utaxr01V2FXF+V0hmB9HZVMhm23/4aBl/40/HmwqYnkcUuoXXoCwbo6oDqlfGPfVgAaE01EQzEce+JGr6tbc/VgB8O4hSyFbasBiMw9fvhz23bwxSZmn20RERERETk8FLBlSnrkue0AzGlJ0NZUM65zKpkshc5d+GtipFetYut/3k4lncFyHOrPOpPUSUsJNTePOMd4HsXeXrZ7gwA0xBqI+Cd2FNnNDVa35orXkV31BBgPf13rcHEzt5DFiSRUNVxERERE5AingC1TjjGGh5+tjigfv6CRWGTf08Orhc068UoFdj3we3oeexyojljPuOJDRKa3jnlOsbcXqybKjo5qwG6M1RGcwL2njTFU0j3YPj+WZZNf/xzwutFr42G8Cr54nQqbiYiIiIgc4RSwZcrZsH2Ajq4sPsfijCXTcOx9B8/ywAClnm4GX1k1HK4b3nYWzRdfhO0fXX18d7gOJBP0pUJk/5TDwqI51kDQGd967/HwChnc3ABOqIbKYDelXZvBsgjPOX7o8xx2MIITGd8ovYiIiIiITF3apkumnN3Tw+e31dJct+9p0165TL5jJ5V8gV3Lfw9Ay3veRcu73jlmuPbKZYo91XAdnTWLTdmdANRHaokGwgSc8W0HNh6VTD/G87B8fnJDo9fBlvnDgdor5fHF67Em8J4iIiIiInJ4aARbphTPMzz6XLV6+NKFjURC+w6e5cFByulBelY8jpvPE2qZRv0Zp49q5+bzVLJZLMdHsKGeyPRWnFCIjX1bAGiK1RN0gvgnKOx65SJuuhcnGMEYQ26oenhk7gnDn9u+AL5oYkLuJyIiIiIih5cCtkwpr2zsoWegQNDvcPox07DHMz18ME1xZye9Tz4FQOt73zO8/RVUg3U5k8UJBQhNm0awLoUTjQ6ved7cXx0xr4/UEQ1GJuxZvHwar1TAF6+j3LUVd7AHy+cnNHNR9fNCFl+8DnsC7ykiIiIiIoePArZMKX94vhp2F85OUZfYdzVvr1Kh3D9A5/IHwBiSJxxPbM5sAIzrUurvx/L5iLRNJ1hfhxOq7m/tlfIYy8a1bbalq1PEG6J1hHwjC5wZz8W4FfBcsCywHayhH3tjjEd5oHuouJk1PHodmrkY2x/EeC4YgxNL7d8XSEREREREpiwFbJlSnlvdBcCx8+sJB/f9erq5HL1PP01+23bsYICWS98BQDmdwS0UCNSliLRMwxeLDZ/jlYsUdqyHSpnuSp6BQrWCeL2xoW8XxYF+jHExlTLGdcGrgPEACywbHAfL9o0YJQcLbAvL9oHjABZePo0TiWM8l/zGF4DXTQ8v5rFCURU3ExERERF5E1HAliljV1+OHT1ZLAtOWNA0rm2rit09dD34MABN578dfyJBeTANFtTMm0MglcJyRo42m3IRU8hhh6Ns6t8MQMIXJlIsYGf6qdh+LNsCy6mGaH+wOmJtDMa44HmYSgljvDf0xmA8Uw3jxmD5/FiOj/yWl/EKWexwjGDLPAC8UoFAQ9s+R8JFREREROTIoYAtU8aLa6uj1y31MRpT+16XbIyh65FHcHM5AvX11J91Jl6lglcqEps3j2B93djnlYuAwfaH2FocAKAxXEsoWkukpn6vwd5i/wug5VY/CVRHry3bwXgulm3jhGP7OFNERERERI4k2qZLpoznhwL2vOkJwoF9j+x6hQL9z1WnXteddgq2z0d5cJBAXYpAbXKP57mlfHWqN7Alu6t6fqiGiC84rlHz/eFmByhsWwVApP3kar+LeaxAGDu07y3IRERERETkyKGALVOCMYYX13YDcNSsFI6z71czv2Mnuc3VLbaSS5bgFgpYlk2oqXnUtPDX38fLZ7B8ATzj0ZHrBaAuGCf8hgJnEyG79mkwhkDTbPzJxmofygV8NbWaHi4iIiIi8iajgC1TwrZdGfrSRXyOxfELGsZ1TveKxwCIzJiBvzZJJZ0m2NiAP77nwmGmUsKUi1g+P7lKka7dU8RDSQL2xK6YMMYjt6Y6PTy6oDp6bYaqkTshTQ8XEREREXmzUcCWKeGFoenhbU01JGKhfbY3rkvf088AkDj2GCqZLE4kSqi5ae/nlYuYShnL52dLpgvPGIK2n1QwRsDe//XVe1PsWIeb6cMKhAjPWgJUi5tperiIiIiIyJuTArZMCc+v2b3+Ojmu9de5jg5ym4YqgC9ehFvIE5rWhBPc+zRvUy5WK3xbNpsynQA0hpP4bR9BZ2JHsLOrVwJDxc181fBuSgWcaBJrgu8lIiIiIiKHn/6VL4ed6xn+tL66/vro2eNbf92z4nGgOj3c9vtxIhGCdWNXDR9xr1Iehvav3jxU4KxhaP21bU3c95vcfIbCllcAiLbvnh5e3dbLF4lP2H1ERERERGTq0Ai2HHbrt/WTLVQI+h0Wz60f1zm9K6trmxPHHoNXKhOsr99jYbPdXitw5scYw/ZsDwB1oTgRZ2ILnOXWPQOei7++DX9dS/X+5d3Tw/e9BZmIiIiIiBx5FLDlsNu9/nrmtBpi4X2vg87v3El2w0YAaha0Y4eC+PZS2Gy31xc4K7lldub7AKgPJQg6E7f+2hgzqrgZVLfncmIJrAm8l4iIiIiITB2aIi6H3e711/PbagkH9/1Kdv9hBQCRGW3YwSD+ZHKfa68BTLmEVy4xsOIOdnauozijFscYjl5+OznLIndwj/G6GxkwHpYvQHjOsUOHPMDghDU9XERERETkzUoBWw6rcsXl1U3VvagXzakb3/rrx58AILHkmOoe07XJcd3LVIp4uTTFra/SEQ0A0Fiq4DcemAPr/95EjzoV21+tiG6Gqoc7qh4uIiIiIvKmpYAth9WqTX2UKx7RsJ/2Gcl9ts/v2EF2/QYAYvPm44tE8dfse3o4gFvMUxmoFjbbUVMdSa6rn0lu8XuZE28+sAfYE8vBibzWL69YwFfbOFxNXERERERE3nwUsOWw2r3+eva0ONHQvsPnroceAarVw51QkEBdap/FzXbz8hkq6Wphs+2RIFAmFUkRidfjRJMH1P/xqE4P93BUPVxERERE5E1NRc7ksHph3dD+123Jfa6/9ioVuh58GIDk8cdi+Xz44+MLrd5QgbPKQPV+O+zqnPCGUJyQEzjA3o/Pa9PDY5N6HxERERERObwUsOWwqbgeG7YNAHDUrH3vf9337HMUu7qwAwFiC9rxxWtwouPb8sqUixi3TLlvJ3nbop8KAA2hJAFncidyVKuHJzU9XERERETkTU4BWw6bLTvTlCoeQb/D3OmJfbbfee/9ACRPOA7LsgmmUliWNa57mXIJr5THTfewI1AN1Al/hBp/mIA9ecHXeB6AqoeLiIiIiLwFKGDLYbNmS3Uf6paGKJHg3kNuYdcu+p97HoDaE07ACYfHtff1bl4pT2WgG4Dtseqod2M4id928NuTN4LtlfLV6eFhVQ8XEREREXmzU8CWw2b39lzTG2ME/Ht/FXfeuxw8j3BbG/5knEBqfHtf7+bmM7jp6v06hqaV1wXjRJwg9jhHwQ+EKRWq08MdTQ8XEREREXmzU8CWw2b3CPbM5jhB/54rgXuuy66HHgIgdfKJWLZDIJUa931MpYwpFykPbdHV4a8G6vpgnLBv/CF9fxnPBQt8qh4uIiIiIvKWoIAth0WuUGb7rgwA7TNq97qWuveJlZR7+7BDIaJz5xBIpfDFxl+R2ysVMJUSlf5OyhZ04QJQH4oTmMSRZW+oergd0vRwEREREZG3AgVsOSzWbxvAADURP9Pq9x5Ad963HIDapSdg+/0E6+vGXdwMquugvUq1gviGcAAPQ9wfIRWIEZzE9demlMcXq8Wa5CrlIiIiIiIyNehf/nJYvLKpB4CWhhjBwJ6nhxe6uhl48SUAEosX4U8m8dWMv7gZgJsfxMunwa2wOlqdrj07XIfPreB4HsaYMQO7Md7Q9PISplKqHrQsLNsBe+h7U55XnQpuTPUzfxDbHwTLAsvCCe9fX0VERERE5MilgC2HxepN1fXXbY01e11/3Xn/cjCGyKxZBOpShBrqsezxT7wwlTJePjtc4GxNLATAjEgdIX8Yp1KmUsgCYBkwFoCFhan+7PNj+UP4EvVYjg+vUhoO3VhDn/v82I4fzy3j5qph3quUscM12OHxT2UXEREREZEjmwK2HBbrtvUDMHNaDYG9BOzep54GILH4aPyJOP74/hUM80r5oQJnXfT6bLqdanxuiTZQO30hoXASr1TElAvVEywLsLAsC8sXwAqEqj+Pd79tz8WUCnilPNhOdbRbRERERETeEhSw5ZDrGcjTly5iWTCnJYHPGXtEutTfT27jJgAis2YSbGjAcvYvsHqlPMYYir3bWRMJANAWThEOxQj7w9iB6o+JYtkOViiqwmYiIiIiIm9BKnImh9wrG6vTtesSIVLx0B7b9T31DADBpkbC06bhTyT2+15udhDb56PSu5M1keqWXHMiddj+0KRWEBcRERERkbceBWw55F7dVA3YLQ0xQsE9T6LoffIpAKKzZxNsaMD27d+EC69Swivm8ColKoUM6yLVQD0jXEcwECboCxzgE4iIiIiIiIymgC2H3Lqt/QBM30sFca9SYeClavXw+NEL8cX2f8q1KeYxlSKF/l1sDvsp2TZRX5BUIEYsHMevEWwREREREZlACthySHmeYWPHAAAzm/dc4GzwlVdx8wWccJjYvLk4kcj+36uUx3M9Bro2D6+/nhtrxrVtEpHaA38IERERERGRMShgyyG1eccghZKL32fT2lhDwDf2K/ja9PBZBOvrxl3F+/Xc3CBpKhR6tg0H7DnhehxfgEhQRchERERERGRiKWDLIfXK0Prr5roo8eiet7/qe+Y5AGqOWoAvuv9h2CsXyWcH2FnOks/0siPoxwKmB+OEQjWE/XsuriYiIiIiInIgtE2XHFJrtgwVOKuPEAmNvQa60NlJoaMDLIv4oqMPaHq4W8yxI9dNzlTo8PKAn5ZQEgeLRCSJo/2pRURERERkgmkEWw6pdduq669b6mME/GO/fn1PV7fnCre0EG5pwbL3/zXtHuykp5ihNj04PD18XmI6LlAT3v/tvkRERERERPZFI9hyyLiuR0dXBoDpjTUE91DgrOfJpwGILZiPrya2X/coVkqkSxm2dW8m6A/ibNvA2qGAPSvagM/2Ewnv3zVFRERERETGQwFbDpmtu9JUXIPfZ9OQCo8ZsN1CgcGXXwYgsWgRvnFMD/eMR7qYYaCQpq8wQL6QhXKBeDjBEwObyUdtIpZDvT+C3/YRDtVM+LOJiIiIiIgoYMshs35oenh9Mkwk5MdxRk/9HnjxJUy5gi9eQ2xBO5az97XSrueyfXAnu7LdGANRf4ggNhXbx2AxwwNhD7B4e8NiypUS9Yk6HO1/LSIiIiIik0BrsOWQ2dQxCEBjbZhYeOzv7fQOVQ+PzZtHIBHf6/UqboWtAzvYkdlFTSBKXSRJwIA32IPtD3HP5sco2RYzSx7HT1uE57rEoqmJfSgREREREZEhGsGWQ2bzzmrAbkiGCQXGfvXSr7wCQE37/L1WDy+5ZbYOdNCd7aU2HMdn+zDGozzQhfEqrCn08mqxD9sY3u1rwDUeftsmGtp7aBcRERERETlQGsGWQ2brrjQATakIgTHWX1eyWXJbtwEQX7wI2zd2CC9VSmzu20ZPrpdUOIHPrrZzswO4uQHK/iC/2/YUAGf352hsnEPBLRF2goRC+7+ntoiIiIiIyHgoYMshkS2U6ekvADCtIYbfN/rVS69ZC8bgTySItLbu8Vq7cj305vupDb22n7VXLlAZ6Mb2h3i482UGyjlSZZfzerN4jW2UKgUSwRi2Pzg5DygiIiIiIm95miIuh8T6bf0YIBLyURsLEvCNHsFOr14DQLitDTsUGvM6ZbdMb36AiD+MM7Q/tjGGUv8uVvdv4ZlMB2sHtwPw7q40vngDpUAYMlkisSiWLzA5DygiIiIiIm95CthySGzYXq0g3pSKEAr5sG1rVJvBofXX0VkzcIJjB+F0MUuhXCAVTgJQ8Vz+uH4FT2x/nv5ybrjdaV6YBblduPPbKLglAlhEIkksa/R9RUREREREJoICthwSm3dW11/XJ8JExihwZjyPzJp1AHvcnssYQ2++D5/tYFsWg4U0v3zxTrYMVEesw06A41NzOal+Ps0P/hqASmMbObdEiy9CKKICZyIiIiIiMnkUsOWQ2LK7gnhthEBgdHjObd2Gm89j+f3UzJ835jVy5TyDxQxRf5hNfVu55cU7SZeyBG0/FzQfw7EN7QRsH2QHsLIDGMtmMFFLbSBKnfFperiIiIiIiEwqBWyZdJ5n2N6VBaCxNjT2+utVqwAIt7Tgi8bGvE5/YZCyW+bprrUsW/17POPRFEnxgcZjqU+2DE//tndtAcCtbcQKhGgKxPFXytgK2CIiIiIiMokUsGXSdfXlyObLWEBzXYyAf3QF8cFXqwE7MqMNJzS60nfFrdCb72dD31b+a9VyAI5tWsg7W5biZAdGrK22OqsBO183jaZQkqjlYByw/ArYIiIiIiIyebRNl0y6dUMFzmrjIaJhH/6xRrBfXQ1AdM5s7MDoIDxYypAvF3h+Z7UQ2ultS/ngokvwlQtYr996yxjsXVsB8E2bQ30ogVcuYoejWI5/oh9NRERERERkmAK2TLpNHdX11021Yfw+e9Qe2OXBQQo7dwIQX7xo1PnGGHpz/WSLWTb2VUenz555MqZUwJSLI0eme3diFXMYx0dD60J8tgNuBUcFzkREREREZJIpYMuk27yjOoJdXxshEho9irx7/+tAKkWovn7U5/lygcFihrW9mwCYUzuDZDiBV8pjjMGyqq9xvlLEXfUEAM70dhLhOMZzwbaxA5HJeDQREREREZFhWoMtk8oYw9ZdGQDqk2HCwdGv3OArrwIQbmvDHmP9daaUpVQp80Jntd3x0xZhjIebS2P7gpS9CoPlPOFsmnDHxuq9jr8QAK9UwAqEsIPhSXk+ERERERGR3TSCLZOqUHLZ1ZsDoCEZHjU9HF4rcBadPRMnODpgZ0s5evK9dGV78Nk+jmk6Cq9UwJQL5CyPdDlPYyhJ48ZqAA/NWIQ/NQ0AUy7iROJY9uh13yIiIiIiIhNJAVsm1fauNKWKh8+xqE+ECPhHBl2vUiG7fgMANQvasZyRnxtjyFeKvNK1FoCjG+YT8gWpFDL0FTMYy2FmrIlm16K08aXqdY4777XzPQ8nNPa2XyIiIiIiIhNJAVsm1Ybt1QJnjbURAgFn1Ah2btNmvFIJOxgkOnv2qPMrXoVipcDLu6rrtE+YtohSpUx3/05qgjXMrWmmPhQn+9LDYDyCrQsI1LcBYCplbJ9f08NFREREROSQ0BpsmVSbhgqcNdZG8Ds2gTds0bV7eni4tRVfdHQhsrJbYW3PJnLlPFF/hPl1s+kZ7KLeDjA92UrAH6KS6Se37hkAao77s+FzvXIRyx/ECoQm6/FERERERESGaQRbJtWWnWkA6mvDhEI+bNsa8fnuAmeRmW3YY6y/LnllXtpV3SP72OaF1YPlIkknSCBQHZnO/OkR8FwCzXMINs0aPteUizjRxHCVcRERERERkcmk5CGTxvUMHV1ZAOrjISKB0RMmMmura6tjc2ZjBwKjPh8spFk/tD3XCS3HkC3lCbsVaoLVddVuPk129Upg5Oi1MQaDhx2KTugziYiIiIiI7IkCtkyabL5E90AeqO6BHXxDwC4PDFDs6gag5qijsCxr1DWe3v4iFc+lMVpHa00T+WKWuLFxgtXp5Pn1z4FbwV/fRnDavOHzTKWE7QtiB7T+WkREREREDg0FbJk0W3amMQZCAYd4xDeqwFl67ToAAqkUgbrUmNdY01Pd13pR4wLKXgWfWyFqOVi+6mh3fvOfAIjMO2FEQDflIlYgjOUfPe1cRERERERkMihgy6TZvPO1CuI+n4+A/w0Be1V1bXW4tQUnOLoQmed57MpWR7ibY/XVQmcGIk4Qy7Jwc2lKnZur15i5aOS55RJONDnmqLiIiIiIiMhkUMCWSbO7wFlDbRi/z8L/hgri6dXV9deRmTOwQ6NHmotuie5cb/UakTrKlSJxD5yhbbcKW/4EGPwNM3CiyeHzjOdh2dZwOxERERERkUNBAVsmzbZdGQDqE2H8PnvEFHFjDJn16wGIzJmD7RtdAK0n10ehUsQCagJRAh5EDVj+6mh3flN1enh45uIR55lKEcsXxA6O3vZLRERERERksihgy6QoVzx29lQriKcSISIh/4jPCzt34mazWI5Dzfx5Y12CrQM7AKgNJyl5FWpw8FsOlm3jFXMUd1QD+qjp4cU8TqQGy+cfdU0REREREZHJooAtkyJXKNM9UAAgFQ8RDo4cod49PTzY1Ii/JjbmNbalqwG7IZLCGI9YxcUeKlpW2PIqGA9fbTO+RMPwOcZ4GOPiRGsn/JlERERERET2RgFbJsW2XWk8zxD0O8SjgdEVxFetAiDc2oodHLvS9/bhEewEIWwinoe9e3r45j1MDy8VsP1h7LD2vxYRERERkUNLAVsmxeYd1QJnjakIjm0R8L+hwNnQFl2RmTNwxgjYxhh2ZqoVxBOhOEnbj+N5WD4/XrlIYftQBfJZx4w4zysWcGJJ7KFtvERERERERA6VKRew169fz0c/+lGOO+44zjjjDL773e9SKpXGdW5nZydf+MIXOPXUU1myZAkXX3wxd9111yT3WMaypbO6RVdDbRjfGwqceeUyuU3V7bVq5s/HcpxR51e8Cl25HgBS4SS+YmF4TXVx22pwKzg1dfhqm4fPMZ4HeDiRxGQ9loiIiIiIyB6NLt18GA0MDHDNNdcwa9YsbrjhBjo7O/nOd75DoVDgK1/5yl7P3bVrFx/84AeZPXs23/zmN4nFYqxdu3bc4VwmjjFmuIJ4QyKM3+cQeN0WXdlNmzGVCnYoRGTWjDGvMVjIkC5Wr1EXrMFXLmKF48DrpofPWjxin2uvlMcKRHA0PVxERERERA6DKRWwb7vtNrLZLDfeeCPJZBIA13X5+te/znXXXUdTU9Mez/3e975Hc3MzP/nJT3CGRkRPO+20Q9FteYNqBfEcsLvAmYNtvxaE02uqBc7CLdNwQqExr7F1sAOAWCBCFB+OW8byBTFuhcLWV6vnj1p/nceXasFyVD1cREREREQOvSk1RfzRRx/ltNNOGw7XABdffDGe57FixYo9npfJZLjnnnu44oorhsO1HD75QpnugTwAyUSQSOgNFcR3Fzib3jrm+muAbYPVAmd14VqsSoGA7ceyLIodazHlInYkjr+hbbi98VywLHyR+GQ8koiIiIiIyD5NqYC9YcMG5syZM+JYPB6noaGBDRs27PG8l19+mXK5jM/n46qrrmLRokWcccYZfO9736NcLk92t+UNtnVlcF2D32eTiAQI+kcG7Mza6v7V0Zkz91xBfHAnAKlwgkCphC8UAaCwdSicz1iEZb1uXXexOj3cDo+95ZeIiIiIiMhkm1IBe3BwkHh89AhkIpFgYGBgj+d1d1erTX/5y19m8eLF/PSnP+Waa67hF7/4BT/84Q8nrb8ytuEK4rURHHtkgbNKJkthR3V0OtY+H8se+xXsSHcCkPBHCHlg+UMYYyhsqwbsUNtRI9p7pQK+mlosWzMYRERERETk8JhSa7APlOd5AJx++ul88YtfBODUU08lm83ys5/9jOuvv57QHtb6ysTbsrNaQbyxNozfZ4/Yoiuzrro9lz8RJ9Q89pp613PZlalWEK91QgRsB8u2Kfd34mb6wPERmDZ3uL1xK1i2jRPW9HARERERETl8ptQIdjweJ51Ojzo+MDBAIrHnrZd2j3qfeuqpI46fdtpplEolNm/ePLEdlT1yPcP2riwA9cnqFl2B141gD65eA0CopWWP66/zlQK9+X4AkvgIBEZODw82zxmxz7VXKmAHI9hD08hFREREREQOhykVsOfMmTNqrXU6naarq2vU2uzXmzdv3l6vWywWJ6R/sm/lsktn71AF8USIoN/BcV57zdKrVgMQaWvD3sOsgu0DOzEYArafuOUjGKquqy5uq54bmj5yergpF3BiSU0PFxERERGRw2pKBeyzzz6bxx57jMHBweFj9957L7Ztc8YZZ+zxvNbWVtrb23nsscdGHH/ssccIhUL7DOAycXKFCl391QritTVBIqHXtswyxpBdXy1wFpk1EzsQGPMawxXEQ3H8lk3QH8QrFyh2bgQgNH3B665ZXR5gB7X3tYiIiIiIHF5TKmB/6EMfIhqNcv311/PHP/6RO+64g+9+97t86EMfGrEH9jXXXMP5558/4tzPfvazPPjgg/zd3/0dK1as4Ec/+hE/+9nP+PM//3MiEU0dPlQ6erJUXA/HsUjGQoSCr40ql3p6KQ8MgmVR0z4fy7LGvMa2oQritb4wIX8Yx7IpdqwHz8WpqcOXaBhuayolLF8QOxie3AcTERERERHZhwkpcrZ+/Xruvffe4ancl112GbHY/m+XlEgk+MUvfsE3v/lNrr/+eqLRKO973/v47Gc/O6Kd53m4rjvi2Hnnncc//dM/8S//8i/ceuutNDY28ulPf5pPfvKTB/Vssn82bq9We29MRnBsi4DvtYCdXlNdfx2sryeQ3POa+o50NWAnnSDRcA3AHquHm1IRO1yD7R97PbeIiIiIiMihMu6A/ctf/pKbb76ZW2+9lVQqNXz8wQcf5DOf+cyI/aZvvvlmfvWrX41oN15z587l5z//+V7b3HzzzWMef8c73sE73vGO/b6nTAzPM69VEE+FcRybgP916693FzhrbcEO7rmqe2emuu1a0hcmFAhjjHlt/XXrghFtvUoZf1TVw0VERERE5PAb9xTxBx98kLa2thGhuVKp8OUvfxnHcfj2t7/NsmXL+F//63/R0dHBj370o0npsExdpbLLzp5qgbP6ZBi/z8L/uhHszJq1AETapmMHx15/XfEqdGWHtugK1uC3fVT6O3Gz/eD4CL5+ey7PxbJt7ICWAIiIiIiIyOE37oC9bt06jjvuuBHHVq5cSW9vL9dccw3vfe97mT9/Pp/4xCe46KKLeOSRRya6rzLFFUouu/qGAna8uge2f2iLLuN5ZDZUi5RFZs3aY4GzrmwPZa+CjUVdNEXA9g1PDw9Om4vle13RtHIRyx/S+msREREREZkSxh2w+/v7aW5uHnHs8ccfx7KsUQXHTjjhBHbs2DExPZQjRqFUoXt3BfH4yAri+Y4OvEIBy+ejZu6cPRY42zpQfW+S/ghhfxi/7Rve//qN23N5pQJOpAbLmZBSAiIiIiIiIgdl3AG7vr6e7u7uEceefvppQqEQRx01MvgEAgH8fj/y1rJlZ5pSpVpBPBELEg6+FnzTq6vTw4NNjfj2UgBv28B2AFKBGH7bh10pU+rcBIwO2BgXZ6gImoiIiIiIyOE27oC9ePFifvvb35LJZABYu3YtL730EmeddRY+38gRxA0bNowa7ZY3N88zrN7SB0BrfQzbtgj4X1dBfFV1FDrc2oId2nPF7229WwFIhROEfQGKHWvBePji9fjidcPtTKWM5fixA3suliYiIiIiInIojXtu7fXXX8/73vc+LrzwQubNm8fLL7+MZVljboO1fPlyTj311AntqExtxbI7XEG8rSmGz7FHBOzMuvUARKZPxwmOHbC9UoHudBcANf4IISdAYcsrAATfOD18aP21pfXXIiIiIiIyRYx7BHvBggX84he/YNGiRezatYtjjz2Wm266icWLF49ot3LlSsLhMBdddNGEd1amrmLJZduu6uyGloYYPp9FYKjAmVcuk9uyBYDI7Nl7LHBWHthFX6l6jRp/CL+B/JaXAQjPOmZEW1Mu4kQTWNa4X2EREREREZFJtV/VoU444QRuuummvbY55ZRTWLZs2UF1So482UKZnT1ZAKbVRQn4nOEK4rnNWzAVFzsYJDpzxpjnu7lB3P5dDFSqRdIS/gjWrs2YUgE7XEOgaeZwW2MMBoMdik7yU4mIiIiIiIzfQQ3/5XI5du3aRTabnaj+yBFq3dZ+Kq4hHPSRiAUIB33DlcIHXx2qAj6tGV90dCg2nku5byf5SpmCWwYgGaihsrk6PTw8e8mIkWpTKWH7AthB7X8tIiIiIiJTx37vb7Rt2zZ+8pOf8Mgjj7Bz587h401NTZx77rl87GMfo62tbUI7KVOb5xnWbK0WOGtrqsHzzIgtutJrqhXEw62t2MHR08PddC+VTB8DQ0u2/baPmO2nNLT+OjxryYj2plzADkax/XsuliYiIiIiInKo7dcI9gMPPMC73vUubrvtNmzb5txzz+XSSy/l3HPPxXEcbr31Vt71rnfxwAMPTFZ/ZQqqFjhLAzCzuQYDBPyvvVqZ9UMFztracEIjq34b41Ee6ML2BegpV2dCxHwhwt0dmHIROxIfMT0cwCuXcGLJyXsgERERERGRAzDuEex169bx2c9+lra2Nr7xjW9w4oknjmrz9NNP89WvfpW//uu/5je/+Q3z5s2b0M7K1FQsuWwfKnA2vbEG27Lw+6rD0W4+T6FjBwDRObOw37A/uikVq+usgxG6B6pVyKO+EP7t6zBUi5uNmB7uVrAcBzuo9dciIiIiIjK1jHsE+0c/+hG1tbX8x3/8x5jhGuDEE0/klltuIZlM8uMf/3jCOilT20CmSFd/tThZS30Un88eHsFOr1sPxuCLxQi3tIw61yvl8dwyls9PT6E6Cl7jC2G2D00rn33sG9oXsAMRbG3PJSIiIiIiU8y4A/bKlSt53/veRzKZ3Gu7ZDLJ5ZdfzhNPPHGwfZMjxKrNvQDU1gQJBhyC/uoPgPTrCpw54dGh2C1ksKgWQ+stVkewk6UylIvYkQSBxpFVx71yASeWxLKdUdcSERERERE5nMYdsPv7+2ltbR1X2+nTp9Pf33+gfZIjiOcZ1m7tB2BGcw3Fsks8GhyuIJ5Zuw6A8PRWnNDIomTGc3FzaaxAdV327j2w69ID1XPeOD3c87AsCycUm9RnEhERERERORDjDti1tbVs27ZtXG23bdtGbW3tAXdKjhyvL3A2oymO8QzR8GtL+zPrNwAQbmvDDr4hYJcKUC4MVwPvK1WLnNX1dlfPmT26erjlD2OHtD2XiIiIiIhMPeMO2CeffDK33377Pkem+/v7uf322zn55JMPtm9yBCiWXLbtqgbs1sYojs8mGKgG7FL/AKWeHgBic2aPKnDmlQoYt4zlVNsPDI1gJ4t7mB5eKuBE41jOyOuIiIiIiIhMBeMO2H/xF39Bf38/V111Fc8+++yYbZ599lk+8pGP0N/fz3XXXTdhnZSpq7M3SzpXxrKgoTZC0O8QDgytv169BoBAKkWwoWHUuW4+DVa1bcmrkK0UAUhUvNHTw43BGA8nHJ/sRxIRERERETkg496ma968efzjP/4jX/jCF7jyyitpbW3lqKOOIhqNks1mWb16Ndu2bSMYDPK9732P+fPnT2a/ZYpYtakPgOa6KJaBWNiP41SD8eCrrwIQapmGE37D/teei5tPY+9ef12sjl77PUPIQPSoU0e2LxexfUFNDxcRERERkSlr3AEb4IILLmDhwoX867/+Kw8//DAPPPDA8GcNDQ28//3v59prr2XmzJkT3lGZekYUOGuqoeJ5xCKB4c8za4a22mqbjvOG9ddeMV/d/zqaAKCrUC1slqi4WLOX4E82jmxfKuDEEsPrtUVERERERKaa/QrYAG1tbXzjG98AIJPJkM1miUajxGKq7PxWUyy7bOmsbq3V1lSDhUVoaHq4cd3hAmex2bOxQyNHsL1SDjxveLutzu3V0e64a/Aff/bom3llfNHkJD2JiIiIiIjIwdvvgP3CCy8MVwlfunQpTU1Nk9EvOQLkCxU6uqqVv1vqowQCNuFg9ZXKb9+OVyhg+XxE58zC9o181bxcBpyhMO657NryIsRsIuE4/lhyZNtKCcsJYAc1PVxERERERKaucQfsTCbDJz7xCZ5//vnhY/X19dx0000sXLhwMvomU9yWzjTFsovfZ5OoCRIO+Aj4hwqcDU0PDzU3EUgmR5xn3DJuIYPtr45q59Y+TX+lAEQI1U7DsUbW3jOlAlYwghUIT/oziYiIiIiIHKhxVxH/yU9+wnPPPcf555/Pl7/8Za6++moGBgb4whe+MJn9kyls1eZeAKY3xnBdj3jstfXXg6+uBqrrr0dNDy8WqqHZH8Arlxh89n4GfNVXMR6K4RuqLL6bKRfx1dRiWdZkPo6IiIiIiMhBGfcI9vLly7ngggv44Q9/OHxszpw5fO1rX2Pr1q20tbVNSgdlavI8w7qhAmczm6tbZ4WDr+1PnVlT3aIrOnMmTnjkyLNXymGMwbIdMi89gpdPM9BQD0DcH8Gx7de1LWD5gzgRbc8lIiIiIiJT27hHsLdv384ZZ5wx4tiZZ56JMYbOzs4J75hMbaWyy9bONAAtDVH8Pme4wJmbz5Pbug2Amvb2Ueuv3ezg8LHs2qcAGBiqMp7wR0eMYHuFLE6sFlvTw0VEREREZIobd8AuFApEIiOLTO3+dblcntheyZQ3mC2xszcHQHNthGDAIRSohubMuvVgDL6aGOG21hHnGbeMV8xh+YJUBrpwB3twbYeMqb5DyWBseA22cSsA+GK1h+qxREREREREDth+VRHP5/P09/cP/3pgoLp3cTabHXF8t+QbilvJm8f67QN4niEW9hMJ+akJ+7Ht6hrp3QXOwq2to6eHl0vglrECIQrbquu0i80zMWSwLYuEPzK81torZrEjNdhhbQEnIiIiIiJT334F7K9+9at89atfHXX805/+9JjtX3311QPrlUx5q4cKnM1orsEzhmj4tQJn6dXV4ByZMWNUwDblEp7n4jg+CttWAZBtmg7pVUR9IUK+6lRxYwxeuUyovm14r2wREREREZGpbNwB+1Of+tRk9kOOIJ5nWL+9OnthemMM27EJB4f2tDZmeAR7zP2vy4Whn0sUd24AYDBZB2mI+UIE7Wp7U8pjB0LYKm4mIiIiIiJHCAVs2W+lssuWnUMFzupiBP02waH116XuHsp9/WBZJBYtHnWuV8xiOz6KO9aBW8GJ1dI3NLU85g8Pr792izn8qRZsf/DQPJSIiIiIiMhBGneRM5Hdegby9A5WR6IbasNEwn78Q/tYp4e25wo2NeKvTYw4z3guXjGP5QtQHFp/HZp+FL2laliv8YXx2Q6mUsa2HXyx5CF6IhERERERkYOngC37bfWWfgDqEyH8fpt45HXrr4emh0fapuOEQiPOM+USVMpgv7b+OtR2FH3FDAA1/gg+y8EtZLEjceyQipuJiIiIiMiRQwFb9tuaLdUCZ21NNVgWw9tzAaRXV0ewozNnYfv9I87zykU8t0wl04ub6QPHR2DaXPpK1YCdCESwMRivgi9eP1xNXERERERE5EiggC37xfMMG4YKnLU2xAj4HEJDBc68SqW6BzYQa5836lxTKQIMTw8PNs/F9gXoHwrYcX8Eu5DHicRxoolR54uIiIiIiExlCtiyX4qlClt2VgNxc12UYMAh6K8G7MKOnZhyGTsQIDZ//qhzvWIOy3ZeW3/ddhSe8Rgs5QCqe2B7Lv5Eo7bmEhERERGRI44CtuyXju4s2UIZ27aoTYRIRIPDU7lzW7cCEGyox18zcv20MR5uIYfxPIqdGwEITV/AQCmHh8HCIomDL5LAUXEzERERERE5Ao1rm66Ojo4DunhLS8sBnSdT16rNfQC01EfxOxbh0GuvUH7rNgCCjY1Yb9j/ulrgrES5ayt4Lk68Hl+8np7B6rsV8QUJAP6kRq9FREREROTINK6Afd555x1QwalX/3/27ju+6vLu//jr7JXkZANhiKDEwbKIyHIAguKeiMhQqSjDVmstWkVRqtT5U6BKrVYKFpwgEQeI2xscdaCiloJsyN7rrO/vj5McOCSsEDLfz8eDx02+63xOcujtO9d1fa6ffjrse6Rp+9+2AgA6pMZgs1pwOfZ8hMq2hkewnW3b1vi8GAEfRsBP5a5wl3FnhxMAyKkoAsBjseNyx2v0WkREREREmq1DCtgPPvhgVGAKhUL861//YufOnVx44YUce+yxAGzatIk333yT9u3bM3bs2KNTsTSqTTsKAGiX5MFus+Cw1xKw27WtcZ/hrwTDoHJnuAmas0M6ALmV4YAdY7Hj0tprERERERFpxg4pYF922WVRXz/99NNUVlaycuVKEhISos5NmzaN0aNHk5OTU39VSpPg8wXYlhVucJaa4CbWbcNiDv/ixQgGKa9aShDT9dga9wZ95YT8lQRLwlt82VM7AZBbWQxArD0Ge0xCjftERERERESaizo1OVuyZAmjRo2qEa4BEhMTueqqq1i8ePERFydNy6adhfgDIew2CwmxDjyuPftcl+/ajREIYLJacbVvH3WfYRiEyksJFIV/6WKJS8JsdwGQVxWw4z2J2KyOBnonIiIiIiIi9a9OAbugoIDy8vL9ni8vL6egoKCuNUkTtWFbeP/rDikerLbo9deRBmcpyZgdzqj7jKAfw19JoDATAHtSh8i5/IpwwPa6E7BqeriIiIiIiDRjdQrYvXr1YsGCBfzwww81zn3//fcsXLiQnj17HnFx0rT8uiscsNskenDYzDj3Xn9dvUVXaipm274dxCsxgn78ebsBsCXtGeEu8IWnnCd44rEoYIuIiIiISDN2SGuw9zVjxgzGjh3LlVdeSa9evejcuTMAmzdv5rvvvsPr9XLPPffUZ53SBGzZFR5tTo534XbZsFn3/H4m0uCsTSpmmy3qPsPvAyOEPy+8RtuWHA7YwVCIwkB4JkS804vVXKePo4iIiIiISJNQp0Rz3HHHkZGRwd///nc+/vhj3nrrLSC87/W4ceOYOHEiKSkp9VqoNC7DMNieVR2wncS57VHny7ZuBcDZrl2Ne0P+CkK+SoLFVQ3OqkawiysKCBohABJc8XXaCk5ERERERKSpqPOQYXJyMnfddRd33XVXfdYjTVRWfhllFQFMJkhJcEVND9+7g7ina5ca94bKSwgUZQNgiU3E7HADkFuSC4Db5sJjdx/ttyAiIiIiInJU1WkN9t6ysrL4+eefKSsrq496pIn637YCAJK9LjxOG07HnvXSFVlZGP6qDuJp0SPYRjBAyF9JoCAcsPducJZdUbUHtt2Nwxo9Ii4iIiIiItLc1Dlgv/fee5x77rmceeaZXHrppXz33XcA5OXlcckll/Dee+/VW5HS+DbuqGpwluTGYbfgsO0J2NXrr+1JiVgc0VttGQEfBP34C6IbnIX8leQHKoDwHthWkxqciYiIiIhI81angP3+++8zbdo0EhISmDJlCoZhRM4lJibSpk0bXnvttXorUhrf5l3h0eaUeBexbkfUeunqgO1ISanR4Czk9xEKBvDnRjc4C1WWkxeqBCDW4dEWXSIiIiIi0uzVKWDPmzePU089lcWLFzNmzJga53v37s1PP/10xMVJ07F1d7jBWWq8K2r/a4CyLVUNztq0wbRvB/Ggj1BlBcHi8HrryBZdIT/5VQE7zhmrLbpERERERKTZq1PA3rBhA+edd95+zycnJ5Obm1vnoqRpqfQHycoPr7Fvm+zBYY8Ow3s6iLfBbI0O3yFfBcHqBmcxCVicHkJ+HyaLnQJfKQBeR6y26BIRERERkWavTgHb5XJRXl6+3/Pbtm0jPj6+rjVJE7NxeyGGAW6nlYQ4R1TADncQ3wWA+5hjatwbqiglUBgO2LbkcIMzw1eG2RVDfmV4VNzrjNMUcRERERERafbqFLD79evHsmXLCAQCNc5lZ2fz8ssvM2jQoCMuTpqGjdsLAGiT4MZpt2K37vnYVGZnY/j9mCwW3B3aR91nBP0Yfh/+/HCDs+r9r41AALPHS0FVF/F4Z5ymiIuIiIiISLNXp4D9+9//nt27d3PFFVfw0ksvYTKZ+PTTT3niiSe48MILMQyDKVOm1Het0kg27Qx3EE9NdNdocFZa3UE8MRGzwxl1n+Gv6iCeHx7htiW1xwgGMFkslJvN+IJ+ABKd8ZhNR7xjnIiIiIiISKOqU6rp0qUL//73v4mPj+fJJ5/EMAyee+455s+fT7du3fj3v/9Nhw4dDv4gaRa2VHUQT01w12xwtnkLAPaUZMz2fTqIB/wEKssIFlU1OEvuEN62y2qnIBBeYuC0OohxuI/2WxARERERETnq6txZ6vjjj+eFF16gsLCQLVu2YBgGHTt2JDExsT7rk0ZmGAbbs8JrpdtW7YG9t9KqgO1MTa2xRZcR8BHIzwTA4onH4vQQLC3A7I4jp7wAgBi7B4fFfpTfhYiIiIiIyNFXpxHsuXPn8t///hcAr9dLz5496dWrVyRcb9iwgblz59ZfldJosvLLKa8MYjabagRsIxSibEtVwG7bpuYe2L5yAoVZwJ7tuULBABZXLDlleQDE2j1YLeogLiIiIiIizV+dA/Yvv/yy3/MbNmxg3rx5dS5Kmo7/bcsHINnrxOOyRTU48+XnU5EZDtDO9mmYLNGj26GKMgIFVQE7uQOGYQBgsjnJKQs/N9bh0RZdIiIiIiLSIhyVzlIFBQXY9hnNlOZp4/aqBmcJbmLc9kiDMyMYpOinnzH8fjCbce+z5t4I+DEC+3QQDwYwW2yYbQ5yqwJ2nDNWHcRFRERERKRFOOShwy+//JLPP/888vWqVavYUjU9eG/FxcW89dZbdOvWrX4qlEb1665wwG6TGN3gzF9YRO7/rQHA3akjVo8n6j4j4MPYu8FZUntCAR9YbZjsDvKq1mB7HbHaA1tERERERFqEQw7Yn3/+eWRdtclkYuXKlaxcubLWa4877jjuueee+qlQGtXW3eEGZ22SwntgQ3j0unznTgq/+x4Ab+9eNddfB3z4CrMAA7PTg9kVQ7C0AGtcEiaTmbzycHD3OmKxmhSwRURERESk+TvkgD1x4kTGjBmDYRgMGDCAmTNnMnz48KhrTCYTLpcLh8NR74VKwyur8JOVH95Oq0NKTKTBma+ggPyvvyFQUoLF4yHuhPQaW3QZAR+BwhwArPFtMJlMGMEgZmd4pLugIhyw411ercEWEREREZEW4ZCTjdPpxOl0ArB69WoSExNxuVxHrTBpfFt2hUevPS4biV4ndqsZIxikYncWhd+tAyDhN6dgcTgw7TuCXVlOsLhqenhCWwwjhMlswmx1UOYvpyJQGb7f6cVsPiqtAERERERERBpUnYYO27dvX991SBO0ZXcRAMleFzEuGyaTCV9xMeU7dlCycRMA3l49MdvtUVPEDcMgVFlGoHr9dUIbjIAfk8WGye4krzy8RZfDYifOEdPA70pEREREROToqPPc3J9//plFixaxfv16iouLCYVCUedNJhPvvffeERcojWdHdgkASV4nLmc4QIcqKyn49jswDGKO64o1NgZbYgKmvUehgwGMgJ9gUTYA1vi24YBtc2Cy2skpDQdsj92Nzapu8yIiIiIi0jLUaW7u559/zpVXXsmHH35Iamoq27Zto2PHjqSmprJz507cbjd9+/at71qlge3MCQfs5HgnDlt4/bW/qIjCdeHmZomn9cVkNmOLiY26LxTwEawoJlgaXmcdHsH2YXbFYjKZyC4LB+xYuwe7xd5Qb0dEREREROSoqlPAfuqpp+jYsSPvvPMODz74IACTJk1i8eLFLFmyhMzMTM4999x6LVQa3u6cMgBS4l04HVaMUIiCb9cRKC7G4nbj6doFq8uN1eOOus/w+wjkZwJgdsdhdrjBCGFxhNfsV49gxzo82qJLRERERERajDoF7PXr13PFFVcQExODxRIOSNVTxHv16sWoUaN48skn669KaXCGYbA7rxSANkke7FYzocpK8r74EoDEvqdiBALYEuIxWaJDshH07Vl/Hd8GIxQEkxmTLdxdPq88H4BYbdElIiIiIiItSJ0CtsViweMJb7cUFxeH1WolNzc3cr5jx45s3LixfiqURpFfXInPH8Jkgg6pMZhMJip2Z1Ky4X8AJPQ9FUwmbHGxNe4NVZZFOohbE6rWX1vtmG3hLvS5ZQUAeB0x2qJLRERERERajDoF7E6dOrF582Yg3MysS5cuUQ3NPvzwQ5KTk+ulQGkcu3LCo9dxHjux7vA66cIffgDDwNWxA7bYWKxuFxaXk0BJAcHyEkIBH4YRIlRZvlcH8bbh9dd2J6aqhmb55eG12V5nHBZNERcRERERkRaiTgH7zDPPZMWKFQQCAQCuu+46Vq5cyfDhwxk+fDjvv/8+o0aNqtdCpWHtqmpwlhDrxGYNf0xKN28BwN2hPcHKcmzxCRj+Cny7N1Gx7ScqtqynYtvPGL4KAlUdxKu36DK79ox0F1TsCdhagy0iIiIiIi1FnebnTp48mXHjxkXWX1966aWYzWZWrlyJxWLhpptu4rLLLqvXQqVh7cgOj2AneZ3YbRYMw6B823YAHG3aAiassbEYAR9GwI8lNgEj6McI+An5ygiVhwO6Nb4NwfJizPbw9HBfwEepvxyABKdXI9giIiIiItJi1Clg22w2EhISoo5dfPHFXHzxxfVSlDS+6i26krwubFYzIZ+Pit27AbAnJmBxurDGeAgU7AaTCZPZgslsARsECsIdxC0xCZjMFsxmC+ZIg7MCAGxmK15nzfXbIiIiIiIizVWdpohLy1e9BjslwYXNasGXn4+/sAgAm9eLPSEes9VKqKI0sra6mr8qYNsS2mIE/WCxYbKF13FnV23R5bG7cVodDfV2REREREREjrpDGsEeN27cYT/YZDKxYMGCw75PGp9hGOzODe+B3S7JjcVsonTTrwDYvHFYnA6scbEYQT8hXwUmS3TArt4D2xrfBiMYwGR1RK7JKgs3P4u1x2Df5z4REREREZHm7JACtmEYh/3gutwjTUNRqY/yynADu45twtO4S3/dDIAjNRWLy4XV48Hw+yDox1S1vrqaPz88ldxWtUWXJTYxci67NByw45wxWn8tIiIiIiItyiEF7IULFx7tOqQJqZ4eHuu2E+O2YxgGZVu2AWBPTsbidmO22QhUlhAKBbFY9nyMDMOITBG3JrTFMEKR/a8Bcsvyw8+2e9RBXEREREREWhStwZYadlYF7MQ4BzarGcPvp2LXLgAcSUlYPG4AjIAP9pmoECovxqgsA5MJmzcFAJPVHjkfCdiOWKzmOvXYExERERERaZLqlHB27tx5SNelpaXV5fHSyKpHsBO9TuxWC4GKciqywqPSjtRkLI5wc7JQRSkmS/QodPX0cGtsEphM4Q7iezVBq+4i7nXGaoq4iIiIiIi0KHUK2EOGDMFkMh30up9++qkuj5dGtjM7vEVXsteF3WamYlsWoYpKMJuxJydjttkxjBDByrKo0WnYs0WXtZYO4oFgIDKCneSK1wi2iIiIiIi0KHVKOA8++GCNgB0MBtmxYwdvvPEGiYmJjBkzpl4KlIZXPUU8NcGN1WKmZNMmIDw93OpyYXbYMQJ+CPgx2fbX4KxmB/HMkmwqgz7MJjMpnmQsJq1QEBERERGRlqNOAfuyyy7b77nf/va3XHXVVRQXF9e5KGlcu3PDATst2Y3JZKJs82YAHG1SMdusmG02QhWlGAE/ZldM1L3+yBZdNTuIbyncAUCC04vb5jykWRAiIiIiIiLNRb3P0XW73Vx22WW88MILddo/WxpXcZmPknI/AJ3aegn5/ZTvCK+5dyQnY3G5MZnNGIFKjGCQ/I+WRKaFw56Abaulg/i2wvBzkt0J2gNbRERERERanKOyCDYUCpGTk3M0Hi1HWXWDsxiXjViPjVClj4rMcGi2JydhdrsACPkq8OftpHzTtzWeYXbFYPUmEyjJj1qjva0o3Ik8yZ2AY5+12yIiIiIiIs1dvQbskpISvvzyS5577jlOOumk+ny0NJDqgJ0Q58RqMeMvLcaXkwuAIyW6g3igKBsAe9tjie01NPIMW0JbMIwaHcR3FoWDepI7QR3ERURERESkxalTwD7hhBP2u37WMAzS0tK49957j6gwaRy7qtZfJ3md2G0WyrZtwwgGMTvs2OLjwx3EgwFC/srIdHBHWjec7btFPSfkK4/qIO4PBsgqDQf1JHeiOoiLiIiIiEiLU6eUM2XKlFoDttfrpVOnTgwcOBCrVQGqOYps0RXvwm41k73xVwAcqW2w2O3hDuL+Sgj4COSF11Tbk9rXeI4RCGCyRXcQ91V1EE92xWPVCLaIiIiIiLQwdUrB06ZNq+86pImIbNEV78IUClK+fRsAztQUzDYbZpuNYFkZgcoyAkXhEWlbcocazzGCfixxe3UQL9gOhPe/dtgc2C1agy0iIiIiIi2LNiKWKLurAna7ZE+4wdnu8L7W9uQkLC5XVQdxH4H8TMDA4onHss9WXQBGKLqD+NbqDuKeRGxmGzZNERcRERERkRamzilnx44dLF26lO3bt1NYWIhhGFHnTSYTTz/99BEXKA2nrMJPYakPgE5t4whWVlKZWdXILCkJi9sNVDU4Kwwfr230GgATUR3EdxSFg3qSK157YIuIiIiISItUp4D95ptvMn36dAKBAHFxccTE1BzBVIBqfqo7iLudVhJiHfhyduIvLATAmZISXn9thAhWlkf2vq51/XUwULODeHH4+gRXPG6b62i/FRERERERkQZXp4D9+OOPc+yxx/LUU09x7LHH1ndN0kiqO4gnxjmxWc2UVDU4s8bFYonxYLbbMQJ+CPjw54dHpPe3/jqqg3jAT1ZpeF/0JHciNoutxj0iIiIiIiLNXZ3WYOfn53P11VcrXLcw1SPYiXFOLCaDsi1bAHC2aYPZag0HbL+PYHkJwaJwYK41YAcCmKz2SAfx3aXZ+IJ+LFUdxO0K2CIiIiIi0gLVKWD37NmTXbt21XctAGzcuJHrrruO3r17M3DgQB5++GF8Pt9hPeOFF14gPT2dSZMmHZUaW6qs/HIgvAe2JeCnfEe4MZmzTZtIB3Ej6MefH/7ZW2ISsDg9NZ5jBP2YXXuOb67qIJ7oTsBpcyhgi4iIiIhIi1SngH3XXXexfPly3nnnnXotprCwkPHjx+P3+5kzZw633norL7/8MrNnzz7kZ2RnZzNv3jySkpLqtbbWILNqiniy14nh81FR9UsUR2oqFrc73EE8FKjqIA62WtZfQ80O4tsLw89JcSdgs9iwqoO4iIiIiIi0QHVKOunp6dx6663cdttt/PnPf6Zt27aYzdFZ3WQysXz58sN67pIlSygtLWXu3LnEx8cDEAwGmTlzJpMmTaJNmzYHfcYjjzzCkCFD2Llz52G9tuwZwU6OdxEoK6UyK9wp3NEmOdJB3AgEIuuv7ckdMAJ+AqUFmCw2zHZneN31Ph3EtxeFA3a4wZlbDfBERERERKRFqtMI9osvvshdd92F3W6nU6dOJCYmEh8fH/XH6/Ue9nM//vhj+vfvHwnXAOeddx6hUIjPPvvsoPd/9dVXvPfee/zhD3847Ndu7QzDILugDID2KTGUbPwVIxjE7HRi88ZjtoendRuBykgHcVtyB0K+CiweL5YYbzhsF+ditlgx2/YE7OoO4omuBFxWRwO/MxERERERkYZRpxHs+fPnc8oppzB//nxiY2PrrZhNmzZx+eWXRx2Li4sjJSWFTZs2HfDeYDDIAw88wE033URqamq91dRaFJb48PlDmIC2CU7K/m8zAK72aZgsFsz2cGAOlBQQLMkHwlPEDV8FVm8y9uQOhPyVhCrKMAKVmGzhIF3hryS7NBeAZHeC1l+LiIiIiEiLVaeAXVxczIUXXliv4RqgqKiIuLi4Gse9Xi+FVfsx78+///1vysvLmTBhQr3W1Fpk5YdHr2M9dhymELnbw43JnO3aYrZVdRA3QviytwJ7Gpz5K8sx28P7WpttDsy26BHqLYXb9+ognqAtukREREREpMWqU8A+7bTT+O9//1vftdRZbm4uTz31FH/961+x2+0Hv0FqqA7Y3hg75oCfil3hddbhLbqqO4gH8OfsAMLTw41QEJPFjMnurPWZhmGwIWczEO4g7rDZNYItIiIiIiItVp3WYN933318+eWXPPvss+Tn59dbMXFxcRQXF9c4XlhYeMA13U8++STp6emceuqpFBUVUVRURCAQIBAIRP4uB5aVFw7YCbFOqKygIjMLAEdKChZPuIM4wSCBvHDzOHtSBwy/D5PVEbXeem/l/gq2FYUDeXh6uF0j2CIiIiIi0mLVaQR75MiRGIbB448/zuOPP47D4ai1i/h//vOfw3puly5daqy1Li4uJjs7my5duuz3vl9//ZUvv/ySvn371jjXt29fnn32Wc4444zDqqW1qe4gnhjnpGLbVgy/H7Pdhs0bh8VV1UE8GMCfF+4IbkvugBHwYXbFYtpPaC6qLCGrJLz+OsmVgMvmaoB3IiIiIiIi0jjqFLBHjBhxVLZaOuOMM3jmmWei1mK/8847mM1mBg4cuN/77rrrLoqKiqKOPfjggzidTm677TbS09PrvdaWJrNqBDsx1kbZrz8D4ExLw2Q2RxqcBcsKCZYWAGBPbk+osgyzK6bW5wVDQfLKC8irCF+f6IrHZat9KrmIiIiIiEhLUKeAPXv27PquA4Crr76ahQsXMmXKFCZNmkRmZiYPP/wwV199ddQe2OPHj2fnzp2sWrUKgBNPPLHGs+Li4nC73fTr1++o1NrSVK/BTvJYKf8x3ODMlZYGZjMWRzhg+zI3A2CJScTscBOsLMO8n9Bc6iujoKKQnNK88HPdCdjNdfq4iYiIiIiINAt1WoN9tHi9XhYsWIDFYmHKlCk89thjXHHFFUyfPj3qulAoRDAYbKQqWx7DMCJrsNvG2fc0OKvqIG6yhaeAB4qyAbDGJWEE/OH9ru2172tdWFHMT9n/wx8KkOxOINWdhN2iBnQiIiIiItJy1WlIcdmyZYd03SWXXHLYz+7atSsvvPDCAa9ZuHDhQZ9zKNdIWEm5nwpf+BcWKS7YnZkJgDM1BbPNHpki7i8IB2xLTDyhgA+s9sh+13vzBf3kVxSyPmsDAL3bnoTNasNm0Qi2iIiIiIi0XHVKPPuOKO9t77XZdQnY0vCq11/HuGzY8rIIVVRisliwxcdjcbsjP9NgcbhhmcUTjxHwY41JwGS21HheSWUpO4p2s61oJ2aTiZNS0rFbbOogLiIiIiIiLVqdAvbq1atrHAuFQmzfvp3Fixezc+dO/vrXvx5xcdIwsvfaA7ty6xYAnGntMACrO9z52zAMAiXhLdkqHS6CvhI8tlRsRgizKbzSIBQKETSCVaPX4X3S05O64rTZcauDuIiIiIiItHB1Ctjt27ev9XjHjh3p378/N954I4sWLeLee+89ouKkYWTmhbfoSvDY8O0M73Ptap8GsGeNdShAsLQQgF0EqCjJwu124QiWYbfYCISChIwQISNIqa+cH7PDAfvU9j0JGQZOdRAXEREREZEW7qg0OTvrrLN46623jsaj5SioHsFO8Nio3BXe59rVLg2TZc8WXaGAn1BZOGAHnS4SnHG4HDEYhkGZv5xAKACAzWwlsySHEl8ZMXY3JyR3BcCu6eEiIiIiItLCHZWuU9u2bcPn8x2NR8tRENkD22WmYne4wZmjTSpmqw2zPRyMg2VFGAE/AFZnDGarHYfDXet+6N/u/hGA37TrTtAIYTVbFbBFRERERKTFq1PA/vLLL2s9XlRUxFdffcXChQsZOnToERUmDSeyB7ZRRrCsDMxm7ElJmO32PVt0VXUQD9kdOMwWzA5XreG6uLKEn3P+B0CftJ6U+cqIc8bhsmqKuIiIiIiItGx1Cthjx46tNVwZhoHFYuHcc8/l7rvvPuLipGFU74GdXBSeHu5sk4oJsHj26iBetQd20BWD2QCzvfamZV/v+pGQYdDJm0aKJ4m88gIS3fG1fl5ERERERERakjoF7H/96181jplMJuLi4mjfvj0xMTFHXJg0jNJyP6UV4fXTMYWZlAGu9u0JBYNYXXtCtL8wh0qTiZcSbBRu+xTzbgfUskVXdml4K69T03pR7i/HZXMSZ9fnQUREREREWr46BezTTjutvuuQRlI9PdztsEB2FrB3B3F75LqKwkzWxThYbw1BRQFU7P+ZLquTnm1PoMRXSvu4dlgtR2Wpv4iIiIiISJNSp+Szbds2NmzYwJAhQ2o9//7779OtWzc6dOhwRMXJ0ZedH96iy+u24dseDtiONm0wWy1RAdtflMPPnvDXvRM607NTH9jPrO+2MSlYTGasZivxzrij+wZERERERESaiDoF7IcffpiSkpL9BuwXX3yRuLg4nnjiiSMqTo6+6g7iKfYggcLwNlzO1BRMVlskYBuGQUVxLv/zhr/ul3Iix6Yef8DnFpQXEueMxW2rfa22iIiIiIhIS1OnfbC/+eYbBgwYsN/z/fv356uvvqpzUdJwqqeIp/nzALAlxGOyWjHb7ZirOoiHgn5+DZZSaTYTY7KR5k074DNDhkHACJHoTlBzMxERERERaTXqFLCLiorweDz7Pe92uykoKKhrTdKAqgN2alm4S7grLQ3D78cas+fnW1JWxC/WEADHuZKwWA+8p3W5vwKXzUmsff+fERERERERkZamTgG7Xbt2fP311/s9/5///Ie2bdvWuShpONVbdHlLcoCqgB0KYXHu2be6tHA3v7jD08OPi2sHlprdw/dWHign0RWPzXLgIC4iIiIiItKS1GkN9gUXXMDf/vY3evbsybXXXovZHM7pwWCQRYsW8dZbb3HTTTfVa6FydGRWNTlzFYW313KmtQPA7NjT4GzLzp/IsVsxGwbHuFPIryzBZASinrP3RHCH1aHmZiIiIiIi0urUKWBPmjSJ//znPzz44IM888wzHHvssQD8+uuv5OXlcdppp3HzzTfXa6FS/yoqAxSX+jAbIcyF4TXYzjZtMFmskQZnvqCfH3M2AtA5YCJoNpHkTiAhJgmz2YzFZMFiip4IYTaZ8djdDftmREREREREGlmdArbdbuf5559n6dKlrFq1iq1btwLQs2dPhg8fziWXXBIZ1Zamq3r9dbtQMQSDmJ3O8Nprw4g0OCv3l7Ohan12Ok6CQKInkZSY5MYqW0REREREpEmqU8AGMJvNXH755Vx++eX1WY80oKyq6eHHGAUAuNq1xQiGsLickYBdVFnClmAZmOA4Sww2q50YZ2xjlSwiIiIiItJk1WmYuaCggJ9//nm/53/55RcKq/ZUlqYrMoJdWTU9PC2NkN+Pda8O8T9m/peQCZJ8AWLtbjyOGJxWR6PUKyIiIiIi0pTVKWA/9NBDzJgxY7/n7733Xv7617/WuShpGNUdxJMqwg3OXO2rOoi7XJFrvs8M/yIlvcyHz+4kwZOkva1FRERERERqUaeAvXbtWoYMGbLf82effTZr1qypc1HSMHILK8AwiC3Zu8GZGbMzPEJtGAY/5fwPgBNKfRhONx6n9rYWERERERGpTZ3WYOfl5ZGQkLDf8/Hx8eTm5ta5KGkYeUUVxATLsfkrwGzGnpQImCJ7YP8vbwslvlLsoRBdyn0Ue7y47TGNW7SIiIiIiEgTVacR7JSUFNavX7/f8z/++COJiYl1LkoaRl5RBanV669TU8AwsLgckQZn/63anuvYcj8Ws4U4dyJWu9Zfi4iIiIiI1KZOAXvYsGG89tprrF69usa59957j9dff51hw4YdcXFydOUXVdCmMh8AZ7t24QZnMXs6hGeV5gCQ7A8SdHmIcbgxWerceF5ERERERKRFq1NamjZtGmvWrGHq1KmccMIJHH/88QBs2LCBn3/+ma5du3LLLbfUa6FSvyr9QUorAqT6wiPYrvZpVSPYexqcZZWGp/kn+IOEXHG4bQrYIiIiIiIi+1OnEezY2Fheeuklbr75ZgKBAO+++y7vvvsugUCAyZMn8/LLLxMXF1fftUo9yi+qAIiMYDvatMFksWBx7JkCnlMaDt8JgSAWVxx2uxPMCtgiIiIiIiK1qXNacrvd3HLLLfsdqS4sLMTr9da5MDm68osqsYX8JPiLAHAkJ2G22yMdxAFyy8PhO8EfwuaJw2RzaIsuERERERGR/ajTCPb++Hw+3n77bSZPnsygQYPq89FSz/KKK0jxFWACrLGxWBwOLG4XZmv4dy4V/gpKfOF9shMCQRwuL2abGpyJiIiIiIjszxHP9zUMgzVr1pCRkcGqVasoKSkhMTGRCy64oD7qk6Mkf+8O4u3Twg3OPHu24MouqzoXMnCFDOweLyabvVFqFRERERERaQ7qHLB/+OEHMjIyWLFiBTk5OZhMJkaOHMm1115L7969NZW4icsrCo9gA7jatcMwwOJyRs7vLs4CINEfBMDi9mIy2xq8ThERERERkebisAL2tm3bWL58ORkZGWzZsoU2bdpw4YUX0rNnT2699VZGjBjBKaeccrRqlXqUX1RJvL8EAHtCPGabDbNjT8DOLAlv0ZXgDwBgccepg7iIiIiIiMgBHHJiGjVqFOvWrSMhIYERI0Ywa9YsTj31VAC2bt161AqUoyOvuIJOgVIArDExWBw2LI49U8AzS6sDdgjsTiwONyarAraIiIiIiMj+HHJi+u677+jQoQPTp0/nrLPOwqqw1azlFZTj9YcDtsXjxuLxYLJYIucje2AHgpjdcWC2aARbRERERETkAA65i/g999xDSkoKU6dOZeDAgcyYMYO1a9diGMbRrE+OktL8IhyGHwCrxxPV4Awgp6rJWYI/iNlVNT1ce2CLiIiIiIjs1yEnpjFjxjBmzBi2bdtGRkYGb775Ji+//DLJycn069cPk8mkxmbNRDAYwlwU3uPa5HJjttuxOKO34MotC59PDASxVnUQ189XRERERERk/w57H+yOHTsyefJk3nrrLV599VXOP/98vvjiCwzDYObMmdxzzz188MEHVFZWHo16pR4UlFQSV9XgzBbvxWS1YXbsCdhlvnLK/OVAeA221ePFbHc1Sq0iIiIiIiLNxRHN+e3evTvdu3fnT3/6E2vXrmX58uW89dZbvPLKK7hcLr755pv6qlPqUV5RBXFVDc5s3jgsDntUwK5ef+0OGTgMA7M7DpNVe2CLiIiIiIgcSL0sqjWbzQwYMIABAwYwc+ZMVq9eTUZGRn08Wo6C/KLKSMC2xsZijY2Nmv6dVZINVHUQR1t0iYiIiIiIHIp6T00Oh4ORI0cycuTI+n601JO8oopIB3F7XBwWlzPq/O6qgJ3or26CFo/JYmvYIkVERERERJqZw16DLc1fflEFcYE9a7DN1ujwvGcP7CBY7ZidMRrBFhEREREROQgF7FYor6gCb9UUcbvXi2mfPc2zq/fA9ocwe+IxWawK2CIiIiIiIgehgN0KFeQV4QlWAGBPTKwZsKv3wA4EsXi8YLGAAraIiIiIiMgBKWC3QhXZ4SngIasNi8eD2bYnPBuGsWcPbH8QqycOs82hPbBFREREREQOQgG7FQrmhUeoiYnDYrNGjWCX+suoCIT3MI8PBLG4vZhsztoeIyIiIiIiIntRwG5lQiEDS0kBANa4WMxOxz5bdIXXX3tCBnYDzO7wCLaIiIiIiIgcmAJ2K1Nc5iPWF+4g7vTGYXFEj05n7d1BHO2BLSIiIiIicqgUsFuZ6A7icZgd9qjzkT2wfQFAe2CLiIiIiIgcKgXsVia/qJI4//636MosCY9gJwb22gPbqhFsERERERGRg1HAbmXyisqJqxrBtsV7Me93D+yg9sAWERERERE5DArYrUxeXgmxVQHbmZiAyRY9/Tuneg9sfwiLx4vJagOzAraIiIiIiMjBKGC3MsW7s7FgEDKZsCfER41gG4ZBTtUe2AmBIFaPF5P2wBYRERERETkkCtitTHlWFgABZwwWuy1qfXVxZQm+oA+o2gPbFYfZ7mqUOkVERERERJobBexWJpAXngIe8sRistkxmfd8BLKq1l/HBg1sRtUWXWpwJiIiIiIickgUsFsZU2EBAObYOMxOR9S56oCdEAjvgW32eLVFl4iIiIiIyCFSwG5FDMPAVlYIgMMbi8XhjDqfUxYO2JE9sGMSFLBFREREREQOkQJ2K1JWESDGVwKAJ9GLeZ8O4vnlRQDEBkJgc2B2erRFl4iIiIiIyCFSwG5F8ooq8PrDW3S547011lcXVRYD4AlWbdFlsYW36RIREREREZGDUsBuRXLzS4mr2gPbkZgQtUUXQGFFeATbEwxhcXsxWayYzJYGr1NERERERKQ5UsBuRfIzc7Ab4fXVtuRETLZ9R7DD08djqkawzfus0RYREREREZH9U8BuRYq2ZwJQYXNhdzprjGBXB2xPMITFFYfJ6qjxDBEREREREamdAnYrUpGVBYDPGYPVbsdk2TP92zAMin3h6ePhKeJxmG32RqlTRERERESkOVLAbkV8OeFtuILuWCyu6NHpykAl/qAfgJigoT2wRUREREREDpMCdmtSmA+AyROD2Rm9vrp6erg1ZGA3DKyxCaAtukRERERERA6ZAnYrYi0pBMASG4tlnz2w915/bbI5MDu0B7aIiIiIiMjhUMBuRWwV4RDtjo/d7x7YMcEQZnccJqtNAVtEREREROQwKGC3Ev5ACJe/HIDYxLhaAvaeEWyz24vZatce2CIiIiIiIodBAbuVKCiuwBMMB+y4JG+NLboKKooA8AQNLDFeTDZt0SUiIiIiInI4FLBbidzMfGxGEABnQjymfddglxUA4RFsa2wyZrtz30eIiIiIiIjIAShgtxKFO3YD4DPbsHnc+x3BjgmGsMWnaosuERERERGRw6SA3UoUZeYAUGF3Y3PVHJ0uLM0DwB0MYY9LUYMzERERERGRw6SA3UqUZecC4Le7sLpdNc5HpojbXJgdTkxWjWCLiIiIiIgcDgXsVsKXVwBAyOnG5qjZwKzIVwqAx+0FkwU0gi0iIiIiInJYFLBbiUBRQfgvLneNLbqMoJ+SkB+AWE8iWK2aIi4iIiIiInKYFLBbCVNJMQAWjwezNXp/64ryEvym8N9j41IwWx2YTPpoiIiIiIiIHA6lqFbCUl4CgCMupsbodH5peH22xTBwx6Vg0hZdIiIiIiIih00Bu5VwVJYB4EmIw7TPCHZe9ubwuWAIizsOs73mGm0RERERERE5MAXsVqCiMoA7EA7Y3uR4TJbogJ1fHbANMzaLDbNVAVtERERERORwKWC3Avn5JbhCPgBik6IDtmEY5BfsBsBttmGx2jFZ7Y1Sp4iIiIiISHOmgN0K5G7PBCBoMmOL92Iy7/mxGwEfRaV5ALisDixWByabAraIiIiIiMjhUsBuBQp3ZQFQbnVhd0ZP/zb8Pooqw3tgu+xubHYnJrOlxjNERERERETkwBSwW4GSrBwAfHYXtn0CdrCihOKq6eMuhwebK7bB6xMREREREWkJFLBbgfKc8BTwgMON1RE9/duXtYVSS3gTbI/dg1lbdImIiIiIiNSJAnYr4C8oAMBwurHa9w3Ymym1hD8GMVYnJoutocsTERERERFpERSwW4FQcREAJrc7ag9swzDw5WyPBOx4R6wanImIiIiIiNSRAnYrYC4tBsDq8URv0RX0E8jPpKRqini8K1ZbdImIiIiIiNSRAnYrYKuo6hIeH4fJYo0cNwJ+yguy8FVt25XgSlQHcRERERERkTpSwG7hDMPA6SsDICYpDpNlz488UJxPcSB8zoyJWE9Co9QoIiIiIiLSEihgt3AlZT7cgXIAElLiMVv3jGD7sjZTUhW4XRYbNoerUWoUERERERFpCRSwW7i83TlYMABwJ8RHrcH2ZW+JNDhzWezYbNqiS0REREREpK4UsFu4/G2ZAJRbHNhjPFHn/Nl7Ooi7LQ4sNkeD1yciIiIiItJSKGC3cEWZOQBU2NxYHXsCtBEK4i/Y00HcY3Ngs2uKuIiIiIiISF0pYLdwpdnhgO23u7C69grYwQDBwpzICLbH5sGyV4dxEREREREROTwK2C1cZV4+AEGnC5ttT4AOFOcTqiyNBOwYhwezSR8HERERERGRumpyQ5YbN25k1qxZfPPNN3g8Hi6++GJ+//vfY7fb93tPVlYWL7zwAp999hlbt24lNjaWvn37ctttt9G+ffsGrL7pCRQUhv/i8mCx2SLH/TnbASit+r7GOGIavDYREREREZGWpEkF7MLCQsaPH0/nzp2ZM2cOmZmZzJ49m4qKCmbMmLHf+3788UdWrVrF5ZdfTq9evcjPz+fpp5/myiuv5M033yQxMbEB30UTU1IEgNntxrzXCLYvtypg22xAiFhnXGNUJyIiIiIi0mI0qYC9ZMkSSktLmTt3LvHx8QAEg0FmzpzJpEmTaNOmTa339enTh7fffhvrXns8/+Y3v+Gss85i2bJlXH/99Q1RfpNkKSsBwBbrwWTes0WXP3cHQNUU8RBJnlb8SwgREREREZF60KQW3X788cf0798/Eq4BzjvvPEKhEJ999tl+74uLi4sK1wBt27YlMTGRrKyso1Vus2CvLAXAk+DFZN07YO8EoIQQAAnuhIYvTkREREREpAVpUiPYmzZt4vLLL486FhcXR0pKCps2bTqsZ/3666/k5ubStWvX+iyxWQmFDNz+MgDikryYLOGAbYSCBAqzCQCVVQE7XgFbREREpFbBYBC/39/YZYjIUWCz2bBYLAe/8BA1qYBdVFREXFzNtcBer5fCwsJDfo5hGMyaNYvU1FTOP//8+iyxWSnIK8JuBACIT0nAVDXKH6osJ1iSF+kgbsZErN3daHWKiIiINEWGYbB7924KCgoauxQROYri4+Np27YtJpPpiJ/VpAJ2fZkzZw5r167lH//4B2536w2OudszAfCZrLji4yIfGH/ODjAMSh1OAFw2J1Zzi/woiIiIiNRZdbhOTU3F7XbXy398i0jTYRgGZWVlkWXF7dq1O+JnNqlUFRcXR3FxcY3jhYWFeL3eQ3rGyy+/zLx58/jLX/5C//7967vEZqVgZ/iDUmFzYXE6I8d9OdsAKI+NB4K4bU4s5vqbFiEiIiLS3AWDwUi4TkpKauxyROQocblcQHjr59TU1COeLt6kmpx16dKlxlrr4uJisrOz6dKly0HvX7VqFffddx+33HILV1xxxdEqs9kozswGoNLmwu7cs494dQfxck9472uPzY3F1KQ+CiIiIiKNqnrNdWueDSnSWlT/O6+PXgtNKlWdccYZ/N///R9FRUWRY++88w5ms5mBAwce8N7PP/+c2267jSuvvJIpU6Yc7VKbhYqcPAD8DhcWuy1y3JcX7iBeVjVF3G33aARbREREpBaaFi7S8tXnv/MmFbCvvvpqPB4PU6ZM4dNPP+W1117j4Ycf5uqrr47aA3v8+PGcc845ka83btzIlClT6Ny5MxdffDHffvtt5M/WrVsb4600Cf6qhhwhpxvbXgE7kLcbgFJb+Fis3Y1ZI9giIiIiIiJHpEmtwfZ6vSxYsIAHHniAKVOm4PF4uOKKK7j11lujrguFQgSDwcjX3333HcXFxRQXFzN69Oioay+99FJmz57dIPU3NcGicOd1k8uDpSpMhwJ+AkXhqeMl5vBvajx2j347KyIiIiKtQnp6OlOnTmXatGlH7TXGjh0LwMKFC4/aa0jT1KQCNkDXrl154YUXDnjNvh/Uyy67jMsuu+woVtU8mUrDDeOsMR7M1vAU8EBhNoa/EkwmSkzhPbBjtEWXiIiIiLQQL774Ivfffz89e/bklVdeaexypJXRvOAWzFpeCoAtxoPJEv5dij87PGXeEpNIcdAHQKzD0zgFioiIiIjUs4yMDNq3b8+6devYsmVLY5cjrYwCdgtm95UD4ImPi4xg+6o6iFvjkigOVgKQ4IpvlPpEREREROrTtm3b+Oabb7jzzjtJTEwkIyOjsUuSVkYBu4UKhUK4AuGAHZfoxVS1n5s/JxywLbFJFFedT3DGNU6RIiIiIiL1KCMjA6/Xy5lnnsmIESMOOWB//vnnXHbZZfTo0YNhw4axZMkS5syZQ3p6etR1gUCAefPmMWzYMLp3786QIUN4/PHH8fl8R+PtSDPU5NZgS/0ozi3EggGANyV+T8DO3wWA4fFSURje500j2CIiIiLSEmRkZHDOOedgt9u54IILWLx4MevWraNnz577vWf9+vVMnDiRlJQUpk2bRigUYt68eSQmJta49u6772bp0qWMGDGC6667jnXr1jF//nw2btzIvHnzjuZbk2ZCAbuFKsjMBaDSbMPjjQHAMEL4CzIBKHO5oRBMmIjRGmwRERERaeZ++OEHNm3axD333ANAnz59aNu2LRkZGQcM2E899RQWi4XFixdHtgY+77zzGDlyZNR1P//8M0uXLuXKK69k1qxZAIwZM4bExESef/551q5dy+mnn36U3p00F5oi3kIVZuYAUG51YnE5AAiWFRMqDW/dVe4Kdw5321zYzPo9i4iIiIg0bxkZGSQnJ9OvXz8ATCYTI0eO5K233ora4ndvwWCQNWvWMHTo0Ei4BjjmmGMYPHhw1LUfffQRANddd13U8euvvz7qvLRuCtgtVGl2HgCVVic2Rzhg+3O2AWB2uCmzhH/0HrsLi0kfAxERERFpvoLBICtWrKBfv35s376dLVu2sGXLFnr27ElOTg5r1qyp9b7c3FwqKio45phjapzb99iOHTswm8106tQp6nhKSgpxcXHs2LGj/t6QNFsaumyhynPzcAB+mxOrLfxj9mWHA7YlLpmiULgRg9vmwmK2NFaZIiIiIiJHbO3atWRnZ7NixQpWrFhR43xGRgaDBg2ql9cymUz18hxpmRSwWyhfQSEOIOhwYbFXBeyc7UB4i66SULjBmcfmxmJSwBYRERGR5isjI4OkpCRmzJhR49yqVatYtWoVM2fOxOl0Rp1LSkrC4XDUul/2vsfat29PKBRiy5YtdO3aNXI8JyeHoqIi2rdvX0/vRpozzQ1uoQKFReG/OFxYbDYA/Lk7AbB44ikxwutQPHY3ZrM+BiIiIiLSPFVUVLBy5UrOOusszj333Bp/xowZQ2lpKe+//36Ney0WCwMGDGD16tVkZmZGjm/ZsoVPPvkk6tozzzwTgAULFkQd/+c//xl1Xlo3jWC3UKHS4vBfXC6sNmu4g3jeXntgB0sBiLGrg7iIiIiINF/vv/8+paWlDBkypNbzvXv3JjExkeXLl9foDA4wdepUPv30U0aPHs3o0aMJhUIsWrSI448/np9++ily3QknnMCll17KSy+9RFFREX379uX7779n6dKlDBs2TB3EBVDAbrFMZeEAbfF4MFksBMuKCRaHG59Z41MpKvgRgBiHu9FqFBERERE5UsuXL8fhcDBw4MBaz5vNZs466ywyMjLIz8+vcb579+48++yzPPzwwzz55JO0a9eOW265hU2bNrFp06aoa2fNmkWHDh1YunQp7733HsnJyUyaNImpU6celfcmzY8CdgtlrQgHbFtVwK7cuRkMA7PTg9XjpSirDIBYm0awRURERKT5euaZZw56zUMPPcRDDz0EwC+//FLjfP/+/Vm6dGnUscmTJ9O2bduoY1arlalTpx40UC9cuPCgNUnLpMW3LZTdVw6AKz4Wk8WCb/evAFjj22Cy2CjyhQN4vMvbaDWKiIiIiDQFFRUVUV9v3ryZjz/+mNNOO62RKpLmSiPYLZARDOIIhP9HIi7Ji8lspjJrMwBWbyomm4Pi6oDtjGusMkVEREREmoRhw4Zx6aWX0rFjR3bs2MGSJUuw2WxMnDixsUuTZkYBuwWqKCjEBBiANzURAH9OeA9sqzeZkN1BmT88wp3g1gi2iIiIiLRugwcPZsWKFWRnZ2O32+nduze33XYbnTt3buzSpJlRwG6BCjNzASg3OzjG6yEUDODP2wWANS6ZUkIAmDDhdcQ2Wp0iIiIiIk1B9fpskSOlNdgtUGFmDgDlVicOtxN/7g4MfyWYLVjjkikJ+QBw25zYzLbGLFVERERERKTFUMBugUqyw9txVVqdWK17NTjzpmC2OykOVgdsFxazpdHqFBERERERaUkUsFugspxwwPbZXVhsVnyZezqIY7VRHKwEwG13YzHpIyAiIiIiIlIflK5aIF9BIQBBuxOL3UZl1lYgvP7a4vRQVFkCgMfmwmzWR0BERERERKQ+KF21QIHCcMA2HC6sNiv+3O1AOGCbHR6KKosB8NjdmDWCLSIiIiIiUi+UrlqgYEk4QON2YwpUECwOTxm3xadgtjkoqgiPYMfYPY1VooiIiIiISIujgN0CmUrDAdrichPICU8PN7tisbi9mGz2yBRxBWwRERGR1uWiiy4iPT2dr776qtbzn3/+OdOnT2/gqkRaDgXsFshSURb+vzEefNlbgD0NzkxWO4VVU8TjHArYIiIiIq3Fhg0b+OWXXwDIyMiIHPf7/TzzzDOUlpZGXb9q1Sq+/vrrBq1RpLlTwG6BbL5yABxxMfhztgHhLbosDg8msyWyBjvOEdtoNYqIiIhIw8rIyMBsNtOvXz/eeecd/H4/ACaTiZiYGMaOHcuHH35IZmYmN910E6tXryYtLa2RqxZpXhSwW5iQz4e9ap/ruJQEKrP3dBA3O90AkTXY8S5v4xQpIiIiIg3KMAzefPNNTj/9dK677joKCgr45JNPALBarVx77bU888wzvPvuu6xZs4bzzz+f2bNn07Zt20auXKR5UcBuYfyFRQAEMeNN8BLI2wWANT4Vk81BIBSk1B+eQp7oVMAWERERaQ2+/vprduzYwQUXXMCgQYOIj4/nzTffBCAYDLJ48WJuuukmhg8fTv/+/VmxYgV33XUXmZmZjVy5SPNibewCpH6V5IQ7hpdZHKTZyzACPrBYsXlTMduckQZnJkzEu+Ias1QRERGRZscwDCp9wUZ7fYfdgslkOuz73nzzTRwOB8OHD8dmszFixAiWL19OaWkpNpuNwsJCFi5cyA8//EBBQQGzZ89m5cqV7NixgzZt2hyFdyLSMilgtzBFmTkAlFmdOCsy8QHWuBRMdke4g3hROIC7bE5sFlsjVioiIiLSvBiGwZ/mfspPm/MarYYTOyfy16mDDitkBwIB3nnnHc4880xiY8M9eC688EJeeuklVq1axSWXXMJNN91U477hw4fXW90irYWmiLcwxVm5AFRanVC0GwBrfApmhyuqwZnH5sJqsjRanSIiIiLSMD777DPy8vI4++yzKSoqoqioiG7dupGSkhKZJl6tX79+zJ49u5EqFWn+NILdwpTl5gPgs7kIFVatv/amYHHGAES26HLbXJjNCtgiIiIih8pkMvHXqYOa3RTx6i257rzzTu68886oc/n5+eTm5pKUlFRvNYq0ZgrYLUxlfgFWIGB3ESoKN6WwxiVjsjqAPR3EPXY3FpMmMIiIiIgcDpPJhNPRfP4Tury8nNWrVzNs2DDGjRsXdS4nJ4fbbruNt956i7FjxzZShSItS/P5Xwc5JP7CIqxAyOEkVBoezbbFJWO22QEiTc48dnedGmSIiIiISPOxevVqysrKGDt2LP369atx/h//+AdvvvmmArZIPdEQZgsTKg5PAbc7LRAKgsmMOSYJk61qBLtqiniM3d1oNYqIiIhIw3jzzTdJS0urNVwDXHLJJXz77bds3bq1gSsTaZk0gt3SlFWtsXaGvzS7YrA43Zgs4R91YSRgxzRKeSIiIiLScJ555pkDnh8/fjzjx49voGpEWj6NYLcwlvIyADyOcPMNi9uL2emJnK9egx2rEWwREREREZF6pYDdghiGga0yHLBjHD4ALDEJmO3OyDXVU8TjnLENX6CIiIiIiEgLpoDdggTLK7AY4ZFrj70SAGtMAiarLXJNdZOzeKe34QsUERERERFpwRSwWxB/YSEAPpMVt6kUAEtcIiZruIN4MBSk1Bce4U5wKWCLiIiIiIjUJwXsFsSXXwBAmcWJzRcO25bYpEiDs2JfKQYGoIAtIiIiIiJS3xSwW5Di7FwAyi0OzL7wVHBbfBtMZgsARRXh9dcumxOHxd44RYqIiIiIiLRQCtgtSHFWOGAHreERa5PFhiUuKXK+ev21x+bGUhW6RUREREREpH4oYLcgZTl5AJjs4R+r2ePFYndFzu8J2C4sJv3oRURERERE6pNSVgtSkVcAgM1uAsDiicdk2buDeHiKuNuuEWwREREREZH6poDdglR3EXfaw1t1WWPiMVVNF4c9Adtjdzd8cSIiIiIiIi2cAnYLEiyuamJmDwBVHcSte5qZFVWEp4jHKmCLiIiItBpz5swhPT291j9///vfG7u8Opk8eTJjx46NfD1nzhxOOeWUBq0hPz+fBx98kOHDh9OjRw/69+/P6NGjeeGFFxq0joawa9cu7rzzToYMGUKPHj0YNGgQEyZM4I033mjs0mpIT0/nueeea7TXtx78Emk2ysIB2m31AWCJTYxs0QVQWDWCHWP3NHxtIiIiItJonE4nCxYsqHG8Xbt2jVBN/bvyyis588wzG+z1AoEA48ePp7i4mBtvvJEuXbqQk5PD119/zQcffMCECRMarJajraioiKuuugqv18u0adNIS0tj9+7drF27lk8++YSLL764sUtsUhSwWxBLVcD2WMsBsHlTI1t0AeSUhZugeZ2xDV+ciIiIiDQas9lM7969G7uMo6Zt27a0bdu2wV7viy++4JdffmHRokX07ds3cvz8888nFAo1WB2HqqKiAqfTWad73333XbKysnjppZdIS0uLHL/44osb9L0eyXtoSJoi3kIEKyux+cLB2uEITxG3JqdFXZNTGg7YqZ7khi1ORERERJq09957j/T0dD744IPIsYKCAgYPHsxtt90WOVY9rfzhhx/m9NNP55RTTmH69OmUlJRErikrK+P+++9nxIgR9OrViyFDhjBjxgyKq5YzVhsyZAj3338/L774ImeffTZ9+vRh8uTJ5OXlRV23ceNGrr32Wnr06MGwYcNYunRpjfr3nSL++eefk56ezmeffcYf/vAHTjnlFM4++2yeffbZGvcuWbKEs88+m169enHdddexfv160tPTef311/f7/Sqs6n2UkpJS45zZHB2xaqt/3ynu06dP54ILLoi6r6ioqEYdy5YtY/To0Zx22mn07duXsWPHsm7dulq/F+vWrWPUqFH06NGDF198MVLLzTffTJ8+fejduzc33ngjW7du3e/7rH6vZrOZpKSkGuf2fa+7d+/m9ttvp1+/fvTs2ZMxY8bwww8/RF1TH+9h6tSpnHbaafTq1YuLLrqIN998M+r+UCjEnDlzGDBgAP369ePOO++krKzsgO+zvmgEu4Xw5YT3wPabLJgsQUwON1ZX3J7zQX9kinjb2NRGqVFEREREGk8gEKhxzFrVEHfYsGFccskl3H333WRkZJCYmMjMmTMBuPfee6PuWbhwISeffDJ//etf2b59O48++iiVlZU88cQTQHikMRgMcuutt5KYmMiuXbt45plnmDx5MgsXLox61vvvv8+WLVuYMWMG+fn5PPTQQzzwwAORZ1VWVnL99dfjcrl4+OGHAXjqqacoKSmhc+fOB33P9957LxdffDHz5s3jvffe49FHHyU9PZ0zzjgDgNWrV3Pvvfdy5ZVXMmLECH766Sd+//vfH/S5J554ImazmbvvvpspU6bQp08f7HZ7jeuOtP59bd++nUsuuYROnTrh8/lYsWIFY8aMYfny5Rx77LGR6/x+P3/4wx+YMGECt956K/Hx8Wzbto2rr76a448/ntmzZ2MymXjmmWeYMGEC77zzTq31A5x88smEQiFuv/12rr/+enr06BH53OytsLCQa665BrfbzT333ENsbCwLFy5k/PjxrFy5MhLQj+Q9bN68mVGjRtGuXTv+/Oc/k5KSwn//+1927twZVcuLL75Inz59mD17Nps3b+bhhx8mKSmJ22+//bC/54dLAbuFqNidGf6/NgcmU1mNLbqqp4fbzDaSnPGNUaKIiIhIs2cYBoa/stFe32RzYDKZDvu+srIyTj755BrHX3zxRU499VQA7r77bi688EJmzJjBueeey1tvvcU//vEPvF5v1D12u5158+ZhsYSXIjocDu6++26mTp1K165do8I5hIN9hw4duOaaa/j111+jQpRhGDz99NORcLdjxw7mz59PKBTCbDbz+uuvk5WVxdtvvx0JpCeddBLnnnvuIQXU4cOHM23aNAD69+/Phx9+yLvvvhsJ2E8//TSnn346s2bNAmDw4MEEAgGefPLJAz63c+fOTJ8+nUceeYQJEyZgs9no2bMn5513HqNHj44E0COtf19Tp06N/D0UCjFw4EDWrVvH0qVLo2Ya+P1+br31VkaOHBk59qc//Qmv18s///lPHA4HAL/5zW8YOnQor7zyCmPGjKn1Nfv3788NN9zAP//5T1auXInT6aRPnz5cdNFFXHzxxZHP44IFCygqKuKVV16JhOn+/fszYsQInnvuOe64444jfg9/+MMfsNlsLF68mJiYGAAGDBhQo+aUlBQee+wxAM444wzWr1/Pu+++q4Ath64iKxywcYR/pPtu0VU9PTzeGYvNaqtxv4iIiIgcmGEY7PzXn6nc/kuj1eDocAJp42Yddsh2Op0sWrSoxvEuXbpE/h4bG8tDDz3Eddddx0cffcTo0aMZPHhwjXvOPvvsSLgGOPfcc/nzn//M999/T9euXYHwNOAXXniBLVu2RE3N3bx5c1TA7tu3b9TIadeuXfH7/eTm5pKSksK6des4/vjjo8LoMcccwwknnHBI73vQoEGRv5tMJrp27cru3bsBCAaD/PTTT5HgV23o0KEHDdgA48ePZ+TIkbz//vt88cUXrFmzhlmzZrFy5UoWLFiA2Ww+4vr3tXHjRh5//HG++eYbcnNzI8c3b95c49p9m7599tlnjBw5EovFEpnNEBcXx0knnVRjGve+7rjjDkaPHs3q1av5z3/+w5o1a/jss8/47LPPeOSRRyLP79evH16vN/J8s9lM3759+f777+vlPaxdu5YRI0ZEwvX+7Bu6u3btyooVKw54T31RwG4hKrOyAUj2htdBWGISorboyi4Nf3i9zjhsZv3YRUREROrm8EePmwKz2UyPHj0Oel2fPn1IS0tjx44dXHvttbVes+9a3JiYGBwOB1lZWQCsWrWKP/3pT4waNSoytTc7O5spU6ZQWRk9+h8XFxf1dXXYrr4uKyur1rW/SUlJNZ5Vm9jY6Oa+NpstshY8Ly+PQCBAYmLiAd/fgaSkpDBq1ChGjRqF3+9nxowZvP7663zwwQcMHTr0iOvfW0lJCddffz2JiYlMnz6dtLS0yOyBfZ/lcrnweKJ3DsrPz2fBggW1dpO32Q4+ANexY0cmTJjAhAkTKC0t5Xe/+x3Lly/nhhtu4IQTTiA/P59vv/221pkSnTp1qpf3UFBQQGrqwZe77vu5stls+Hy+g95XH5S0WojqgG2xhTv5WeKSorboyi6rHsGOw7JXZ3EREREROTQmk4m0cbOa5RTxQ/XUU0+Rn59P586dmTlzJv/6179qvN7eo44QDk2VlZWR4PPOO+9w4okncv/990eu+eKLL+pUT2pqKj/++GON47m5uQcdxTyYxMRErFZrjaZq+76/Q2Wz2ZgwYQKvv/46GzduZOjQoYdcv91ux+/3R11T3Uit2rfffsvu3buZP39+1Ah4cXFxjQ7qtX1GvF4vZ555Jtdcc02Nc/sG2YPxeDxcc801fPLJJ2zatIkTTjgBr9fL4MGD+d3vflfj+upfnBzpe4iPj4/8IqepUhfxFqIyJwcAqy38D9Malxy9RVfVFPEEl7fmzSIiIiJySEwmE2a7s9H+HM1w/fXXX/Pcc88xffp0Hn30Ub7++utaRzs/+OADgsFg5Ot33nkHk8kUGSGvqKioMSKakZFRp5p69OjBhg0b2LJlS+TYli1b+Pnnn+v0vL1ZLBZOPPFEVq9eHXX8vffeO+i9BQUFtTaNq57mXN1d/FDrb9u2Lbt376a0tDRy7LPPPou6pqKiAogebf7666/ZsWPHQeuF8HroDRs2cNJJJ9GjR4+oP3svFdhXXl4ehmHs970mJ4d3KBowYAAbN26ka9euNZ6fnp5eb+/h3Xffjepa39RoBLuFqKz6TZvNUvWhTWofdT67LHw+0ZXQsIWJiIiISKMLhUJ8++23NY4nJSXRsWNHysrK+NOf/sSgQYMYNWoUADfddBOPP/44gwcPjqytBvD5fEyZMoXRo0dHuoiPGDEics2AAQO4//77mTdvHqeccgofffQRa9asqVPdl112GU8//TSTJk2KjIw+9dRTkVB3pG6++WYmT57M3Xffzbnnnsv69etZtmwZUHMLqr2tXbuWRx99lEsvvZSePXtitVr56aefmD9/PmlpaZxzzjmHVf/w4cN56qmnuOuuu7jqqqvYsGEDr776atQ1vXv3xu12M3PmTG688UYyMzOZM2cObdq0OaT3esstt3DFFVdwww03cNVVV5GcnExOTg5ffPEFp556ao1twqotXbqUN954g4svvpiTTjqJUCjEN998w7PPPsvJJ59Mnz59AJgwYQIZGRlce+21jBs3jrS0NPLy8vjuu+9o06YNEyZMOOL3MHXqVD788EOuueYaJk6cSEpKChs3bqS8vJzf/va3h/SMo00BuwUwQiH8efkAmO0GmMzY4qOnWGRXjWCnuBWwRURERFqbioqKSHDe2xVXXMFf/vIXZs+eTVFREX/5y18i526++WY+/PBD7rjjDl566aVIZ+yxY8eSl5fHHXfcgc/n45xzzmHGjBmR+66++mq2b9/OokWLeO655xg0aBCPPfYYV1111WHX7XQ6ef7557nvvvv44x//SJs2bZg8eTKrV6+usa92XQwdOpT77ruP+fPns3z5cnr16sV9993H9ddff8Ap6L169WLEiBGsXr2aBQsWUFlZSdu2bbnwwgu58cYbI/ceav3HHXccs2fP5m9/+xuTJ0+mT58+PProo1x88cWRa5KTk3nyySd5+OGHmTx5cmQa/z/+8Y9Deq/HHHMMr7zyCv/v//0/Zs6cSVlZGSkpKfTt2zcywlybM888k507d7Js2TL+9re/EQqFSEtL4/rrr+e6666LNLxLSEjgpZde4v/9v//Ho48+SkFBAUlJSfTq1SvyC4cjfQ+dO3dmyZIlPPbYY8ycOZNgMEjnzp258cYbD+n+hmAyahvvF4YOHQpQY8pIU+TLy+fL6yaCCdqeCpYYLx1ueAxrbDhMB0NBxrx6CyEjxKyhd9At+diDPFFERESkdauoqIhsKeV0Ohu7nCYjPT2dO+64gxtuuKGxSzlqXnnlFe6++25Wr15Nhw4djsprTJ48meLi4hr7gkvjONi/98PJhhrBbgEqs6sanLmcmEwVWD0JUVt05ZcXEjJCmE1mUmMOvSuiiIiIiEhLVlBQwNy5czn99NPxeDx8//33PPPMMwwdOvSohWtp2RSwW4CKqk56Vlf4x2mJScBk2dM4oHr9tdcRi9PqaPgCRURERESaIKvVyrZt23jzzTcpLi4mISGBiy++mNtvv72xS5NmSgG7BajMDAdsi6NqD+zYREzWvQJ26Z4turQHtoiIiIjU1S+//NLYJdSrmJgY5s+f3+Cv+7e//a3BX1MahrbpagEqqgO2PbwHdo0turQHtoiIiIiIyFGngN0CVO+BbbGH+9XZ4lOjzmdrD2wREREREZGjTvOFWwBfVcB2HdeHmPYObMkdo87nRPbAjm/o0kRERERERFoNBewWoDInHKBdnU8i9oT2mG22qPPVI9iJ7viGLk1ERERERKTV0BTxZi5QVk6wrAwAR0oSJpsdsys2ct4wjEjAbhubWuszRERERERE5MhpBLuZq54ebnY4sCcm4mjTAZNlz4+1sLIYf8iPCWgbk9JIVYqIiIiIiLR8GsFu5iqzswGwxsVicTijwjVATtXodawjhhibu8HrExERERERaS0UsJu5iqqAbYuLq7H2GiC7qsGZ1xmHzVLzvIiIiIi0bHPmzCE9PT3y5/TTT2fcuHF89dVXDVrHkCFDuP/++yNfT58+nQsuuOCIn1Obgz37888/Jz09ne+///6wX7+u8vPzefDBBxk+fDg9evSgf//+jB49mhdeeKHBaqiL7du3k56ezjvvvNPYpTQLmiLezFVW7YFt83ox22r+OKvXX2sPbBEREZHWy+l0smDBAgB2797N3/72NyZMmMDrr79Ot27dGrm6hnfyySfz0ksv0bVr1wZ5vUAgwPjx4ykuLubGG2+kS5cu5OTk8PXXX/PBBx8wYcKEBqmjLlJTU3nppZfo3LlzY5fSLChgN3OVWeGAbU+Ix1TLCHb1FPEEZ1yD1iUiIiIiTYfZbKZ3796Rr3v27MmQIUNYsmQJM2bMqNMzDcPA7/djt9vrqcqGExMTE/X9ONq++OILfvnlFxYtWkTfvn0jx88//3xCoVCD1VEXdru9Qb9XzZ2miDdzldnhJme2hATM1lpGsCN7YCc0aF0iIiIi0nSlpaWRmJjI9u3bAXj++ee5/PLL6dOnD/3792fSpEn8+uuvUfdUT7v+6KOPuOiii+jRowfvv/8+ZWVl3H///YwYMYJevXoxZMgQZsyYQXFx8WHXtXv3bm6//Xb69etHz549GTNmDD/88EO9vOe91TZFPD09nWeffZY5c+YwYMAA+vXrx5133klZ1Y49R1JjYWEhACkpNZsOm83RkayoqIgHHniAM844g+7duzNkyBAee+yxyPkPP/yQ6667jv79+/Ob3/yGK6+8ko8//jjqGa+//jrp6emsX7+eiRMn0rt3b4YPH86yZcuirhs7diyTJk3inXfeYcSIEZxyyimMGzeOrVu3Rq6pbYp49TT9F198kbPPPps+ffowefJk8vLyop6/YcMGxowZQ48ePRg+fDjLly9n8uTJjB079oDfr+ZMI9jNXGVVF3FHYiKm2gJ29Qi2SyPYIiIiIkfKMAwqg75Ge32HxY7JZDri55SUlFBQUEBqangb1927d3PttdeSlpZGSUkJS5Ys4eqrr+bdd98lPj4+cl9WVhazZs3i5ptvpl27dqSlpVFRUUEwGOTWW28lMTGRXbt28cwzzzB58mQWLlx4yDUVFhZyzTXX4Ha7ueeee4iNjWXhwoWMHz+elStXkpSUdMTv+2BefPFF+vTpw+zZs9m8eTMPP/wwSUlJ3H777UdU44knnojZbObuu+9mypQp9OnTp9aRf5/Px/jx49mxYwdTpkyhW7du7N69m//85z+Ra7Zv387ZZ5/N9ddfj9ls5uOPP+bGG29kwYIF9OvXL+p5t99+O1dddRXXXXcdL7/8MtOnT6dHjx5RU+N/+ukn8vLyuP322wkGg8yePZs//vGPvPTSSwf8Xr3//vts2bKFGTNmkJ+fz0MPPcQDDzzAE088AUBFRQXXX389cXFxPPLIIwDMmzePoqIiOnXqdAg/jeZJAbsZM4JBfPkFADjapGIy15yQkFMWDthtPNqiS0RERORIGIbBjNWP8kvupkarIT25K/cP+UOdQnYgEADCYfqvf/0rwWCQESNGAHDXXXdFrgsGgwwcOJD+/fvz7rvvMmrUqMi5wsJCnn32WXr16hX17JkzZ0a9TocOHbjmmmv49ddfOfbYYw+pvgULFlBUVMQrr7wSCar9+/dnxIgRPPfcc9xxxx2H/Z4PV0pKSmS0+IwzzmD9+vW8++67kYBd1xo7d+7M9OnTeeSRR5gwYQI2m42ePXty3nnnMXr0aKxVA2XLli1j/fr1LFmyhFNOOSVy/6WXXhr5+7XXXhv5eygUol+/fvzvf//j5ZdfrhGwx4wZw5gxYwA45ZRT+Oijj3j33XeZPHly5Jri4mKWLVtGYmIiAGVlZdx5553s3r2btm3b7vd7ZRgGTz/9dOQXBTt27GD+/PmEQiHMZjOvvfYaubm5LF68mA4dOgDQvXt3hg8froAtTZMvLx9CITCbcSQn1zhf5iunzF8OQLu4Ng1dnoiIiEjLUw+jx42hrKyMk08+OfK11+tlxowZDB48GIBvv/2WJ598kvXr11NQUBC5bvPmzVHPiY+PrxGuIRwMX3jhBbZs2RI1pXrz5s2HHLA/++wz+vXrh9frjfwywGw207dv3wbr9j1gwICor7t27cqKFSvqpcbx48czcuRI3n//fb744gvWrFnDrFmzWLlyJQsWLMBsNrNmzRq6du0aFa73tXv3bp544gn+7//+j+zsbAzDAIj6+VYbNGhQ5O9ut5u0tDR2794ddc0JJ5wQCdcAxx13XOR1DhSw+/btGzUK37VrV/x+P7m5uaSkpPDDDz/QrVu3SLgG6NChAyeccMJ+n9kSKGA3Y9V7YNtiY7G4XDXOV6+/dttceJ2xDVqbiIiISEtjMpm4f8gfmuUUcafTyaJFizCZTCQkJNCuXbvI2t+dO3dy/fXX0717d2bOnElqaio2m41JkyZRWVkZ9ZzkWgZ1Vq1axZ/+9CdGjRrFrbfeSnx8PNnZ2UyZMqXG/QeSn5/Pt99+W2tQbKgRz7i46GWVNpsNn2/Pz/tIa0xJSWHUqFGMGjUKv9/PjBkzeP311/nggw8YOnRo1LT92oRCIW6++WaKi4u55ZZbOOaYY3C5XDz11FPs2rWrxvWxsdEZYN/3s7/3DBz0Z7fvfdVhu/q+rKysqOBeLTEx8bA+F82NAnYzVt3gzLq/PbD32qLLbml+3R1FREREmhqTyYTT6mjsMg6b2WymR48etZ775JNPKCsrY+7cuZHQFAgEIo259lZbuH/nnXc48cQTo/am/uKLLw67Rq/Xy+DBg/nd735X41xT6VRenzXabLbIVmkbN25k6NChxMfH88svv+z3ni1btrB+/XrmzZvHsGHDIscrKioO67UbQmpqKj/99FON43l5eXg8nkaoqGEoYDdjFdUj2PHeWhucVa+/jnfGYdUe2CIiIiJSi4qKCkwmU2QdMMDbb78dmQJ9KPfb9hnsycjIOOw6BgwYwPLly+natStut/uw728Ida2xoKCAmJiYqO8x7JmCX91dfMCAAbz11lt89913tU7Frx753fv7vWPHDr755psmt0919+7dWbZsGdu2baNjx45AuEHbzz//TJ8+fRq5uqNHAbsZq8ys2gM7Ph6zrbYO4uEp4vHaA1tERERE9uP0008H4M477+Tqq69mw4YN/POf/6wxBXh/BgwYwP3338+8efMijbTWrFlz2HVMmDCBjIwMrr32WsaNG0daWhp5eXl89913tGnThgkTJhzW80pKSqK2lqq2byOwhqhx7dq1PProo1x66aX07NkTq9XKTz/9xPz580lLS+Occ84B4OKLL+bf//43N954I1OnTuX4448nMzOTr776igceeIAuXbrQtm1bHnvsMUKhEGVlZTz11FMHnFbeWC6//HKeeeYZbrrpJqZNmwbA3LlzSU5OrpdO+E2VAnYzVr0G256YgKm2KeJl1Vt0xTdkWSIiIiLSjKSnp/PQQw8xd+5cJk2axIknnsiTTz7J73//+0O6/+qrr2b79u0sWrSI5557jkGDBvHYY49x1VVXHVYdCQkJvPTSS/y///f/ePTRRykoKCApKYlevXpFAujh2LVrV61TuV988cXDftaR1tirVy9GjBjB6tWrWbBgAZWVlbRt25YLL7yQG2+8kZiYGCA8zfyFF17giSeeYP78+RQUFNC2bVvOP//8yPk5c+Zw//3387vf/Y527dpx8803s3bt2qOyX/iRcDqdPP/889x7773cfvvttGnThsmTJ7Ns2bIaa8NbEpNR3XZOogwdOhSA1atXN3Il+/f11N9Tvm0bx0wYR4dLL65x/o/v/oUtBdu5ttelXHTC8EaoUERERKR5qqioiGwx5XQ6G7sckRahoKCAYcOGMWHCBKZOndrY5UQc7N/74WRDjWA3Y76ccJMzR3LNDe0LKorYUrAdgBOSj2vQukRERERERP7+97+TnJxM+/btyc7O5vnnnycYDHL55Zc3dmlHjQJ2MxZzXFcqsrJxtqm5x/W63eGOfW1jUunkTWvo0kREREREpJUzm808/fTTZGZmYrFY6NWrFwsWLKBdu3aNXdpRo4DdjJ14950U//e/WGqZxvDNrvAajG5Jx+JohltJiIiIiIhI8zZx4kQmTpzY2GU0KHNjFyB1ZzKbMdlsNRqchUKhyAj2iSnHtegufSIiIiIiIk2FAnYzZgSDmC1WzPsE7E35Wyn2leKw2OnV9qRGqk5ERERERKR1UcBuxsxOJ/aEeOwJ8VHHv939IwBdE48hweVthMpERERERERaH63BbsZMJhOOlJQax7/ZFQ7Y6cldsZgtDV2WiIiIiIhIq6QR7BamuLKE/+VuBqBnmxMbtxgREREREZFWRAG7hfk+82cMDFI9yXRN7NTY5YiIiIiIiLQamiLewlRPD++WdCxOW83tu0RERESkdZkzZw5z586NfJ2QkEC3bt245ZZbOPXUU/n8888ZN25c5Lzb7eaYY47h2muv5fLLL4/akSYzM5N58+bx0UcfkZubS2JiImeccQZTp06lbdu2Dfq+RJoiBewWJGSE+Hb3egBOSO7ayNWIiIiISFPhdDpZsGABALt37+Zvf/sbEyZM4PXXX49c89BDD9GlSxeKiop49dVX+fOf/0wgEODqq68GYOPGjYwdOxan08mUKVPo3LkzW7Zs4ZlnnuH9999n4cKFdO2q/waV1k0BuwXZWrCDwooi7BYbvdqd3NjliIiIiEgTYTab6d27d+Trnj17MmTIEJYsWcKIESMAOP744+nRowcAAwcOZOTIkSxatCgSsP/4xz8C8PLLL5OcnAzAaaedxtlnn81FF13EH//4x6jALtIaNbk12Bs3buS6666jd+/eDBw4kIcffhifz3fQ+wzD4O9//ztnnXUWPXv2ZNSoUXz77bdHv+AmpHr0uktCJ1LciY1cjYiIiIg0VWlpaSQmJrJ9+/Zaz1ssFk488cTI+S+//JIff/yRcePGRcJ1teTkZMaOHcuPP/7IV199ddRrF2nKmlTALiwsZPz48fj9fubMmcOtt97Kyy+/zOzZsw9677PPPstTTz3FhAkTmD9/PikpKVx//fVs27atASpvGr6NrL/ugtncpH60IiIiItKElJSUUFBQQGpq6n6v2b59e+T8F198AcDZZ59d67VDhgwBwkFcpDVrUlPElyxZQmlpKXPnziU+Ph6AYDDIzJkzmTRpEm3atKn1vsrKSubPn8/111/PhAkTAOjTpw/nnnsuzz33HPfdd1/DvIFG5rDacVjs/Cate2OXIiIiItIiGYZBqLKy0V7f7HBENR07HIFAAAivwf7rX/9KMBiMTA8HCIVCBAIBiouLeemll/j++++ZNGkSEG5uBuGR79pUH9+9e3edahNpKZpUwP7444/p379/JFwDnHfeedx777189tlnXHbZZbXe9/XXX1NSUsJ5550XOWa32znnnHNYtWrV0S67yfjDgBsprCgmyZPQ2KWIiIiItDiGYfD99D9T/PMvjVZD7Ikn0OOhWYcdssvKyjj55D09erxeLzNmzGDw4MF8/vnnAFx11VWR81arlauvvpopU6bUT+EirUSTCtibNm3i8ssvjzoWFxdHSkoKmzZtOuB9AF26dIk63rVrVxYsWEBFRQVOZ8vfssputZMSk9TYZYiIiIi0XHUcPW5sTqeTRYsWYTKZSEhIoF27djWWFP71r3+la9euxMTE0L59e+x2e+Rc9UzSnTt3kp6eXuP5O3fuBNBWXdLqNamAXVRURFxcXI3jXq+XwsLCA95nt9txOBxRx+Pi4jAMg8LCwlYRsEVERETk6DGZTPR4aFaznCJuNpsjHcL3p2vXrvu95rTTTgPgo48+qjVgf/jhhwD07dv3sGsTaUmaVMAWEREREWnKTCYTllY4cNO3b19OPvlkFixYwBVXXEFi4p4da/Ly8vjXv/7FySefzKmnntqIVYo0vibVajouLo7i4uIaxwsLC/F6vQe8z+fzUbnPbxOLioowmUwHvFdERERERA7ukUcewTAMrrrqKl555RW+/PJLXn31VUaNGoVhGDzyyCONXaJIo2tSI9hdunSpsda6uLiY7OzsGuur970P4Ndff+WEE06IHN+0aRNpaWmaHi4iIiIicoS6du3K0qVLmTdvHnPnziU3N5eEhATOPPNMpk6dqvXXIjSxgH3GGWfwzDPPRK3FfueddzCbzQwcOHC/9/3mN78hJiaGt99+OxKw/X4/K1eu5IwzzmiQ2kVEREREmqJp06Yxbdq0/Z7v168fv/xyaJ3R27Rpw/33319fpYm0OE0qYF999dUsXLiQKVOmMGnSJDIzM3n44Ye5+uqro/bAHj9+PDt37oxsweVwOJg0aRJz5swhMTGRbt26sXjxYgoKCrjhhhsa6+2IiIiIiIhIK9KkArbX62XBggU88MADTJkyBY/HwxVXXMGtt94adV0oFCIYDEYd++1vf4thGDz//PPk5eVx4okn8txzz9GxY8eGfAsiIiIiIiLSSjWpgA3htR0vvPDCAa9ZuHBhjWMmk4lJkyYxadKko1SZiIiIiIiIyP41qS7iIiIiIiIiIs2VAraIiIiIiIhIPVDAFhERERHZD8MwGrsEETnK6vPfuQK2iIiIiMg+bDYbAGVlZY1ciYgcbdX/zqv/3R+JJtfkTERERESksVksFuLj48nKygLA7XZjMpkauSoRqU+GYVBWVkZWVhbx8fFYLJYjfqYCtoiIiIhILdq2bQsQCdki0jLFx8dH/r0fKQVsEREREZFamEwm2rVrR2pqKn6/v7HLEZGjwGaz1cvIdTUFbBERERGRA7BYLPX6H+Ai0nKpyZmIiIiIiIhIPVDAFhEREREREakHCtgiIiIiIiIi9UABW0RERERERKQeqMnZfmRlZREMBhk6dGhjlyIiIiIiIiKNZNeuXYfc6FAj2PvhcDiwWvX7BxERERERkdbMarXicDgO6VqTYRjGUa5HREREREREpMXTCLaIiIiIiIhIPVDAFhEREREREakHCtgiIiIiIiIi9UABW0RERERERKQeKGCLiIiIiIiI1AMFbBEREREREZF6oIAtIiIiIiIiUg8UsEVERERERETqgQK2iIiIiIiISD1QwBYRERERERGpBwrYIiIiIiIiIvVAAVtERERERESkHihgi4iIiIiIiNQDBWwRERERERGReqCALSIiIiIiIlIPFLBFRERERERE6oECtoiIyGEaO3YsY8eObewyorz++uukp6ezffv2xi7liCxbtoxzzz2Xk08+mVNPPbWxyxERETksCtgiInLYXnzxRdLT07nyyisbu5Rmpby8nDlz5vD55583Wg1z5swhPT098qdXr16MHDmSJ554gpKSkhrXb9iwgdtvv53BgwfTvXt3Bg0axB/+8Ac2bNhQ6/N/+eUXbrnlFs4++2x69OjB4MGDue6661i4cOFBa9u4cSN33nknnTp14oEHHuD+++8/4vd7OO6++27S09OZNGnSYd97xRVXkJ6ezr///e+jUNmRyczMZM6cOfz000+NXYqISItnbewCRESk+cnIyKB9+/asW7eOLVu2cMwxxzR2Sc1CeXk5c+fOZerUqfTr169Ra7nvvvtwu92UlZXx2Wef8cwzz/D555+zePFiTCYTACtXruS2224jPj6eyy+/nA4dOrBjxw5effVV3n33XZ544gnOOeecyDO//vprxo0bR1paGldeeSUpKSns2rWL7777jn/9618HHfX/4osvCIVC/PnPf27wz9T333/P0qVLcTgch33v5s2b+f7772nfvj0ZGRlcc801R6HCusvKymLu3Lm0b9+eE088sbHLERFp0RSwRUTksGzbto1vvvmGuXPnMmPGDDIyMpg6dWpjlyWHacSIESQmJgIwevRopk2bxsqVK/n222855ZRT2Lp1K3fccQcdO3bkxRdfjFwLMG7cOMaMGcMdd9zB8uXL6dixIwDPPPMMsbGxvPrqq8TFxUW9Xm5u7kFrqr4mNja2vt4m5eXluFyuA15jGAZ/+ctfuPjii1m7du1hv8by5ctJSkpi+vTp3HLLLWzfvp0OHTrUtWQREWnGNEVcREQOS0ZGBl6vlzPPPJMRI0aQkZFR63VFRUU8+OCDDBkyhO7du3PGGWdwxx13kJeXF7mmsrKSOXPmMGLECHr06MGgQYOYOnUqW7duBeDzzz8nPT29xpTq7du3k56ezuuvvx45Nn36dE455RR27tzJpEmTOOWUUxg8eDAvvvgiEJ66PG7cOHr37s3ZZ59do+7qqdP7OpS1zT6fjyeffJLLLruMPn360Lt3b6655pqosLZ9+3b69+8PwNy5cyNTtOfMmRO5ZuPGjdxyyy2cdtpp9OjRg8suu4zVq1fXeL0NGzYwbtw4evbsyRlnnMHf/vY3QqHQfus7FKeffnqkToB//OMflJeX88ADD0SFa4DExETuv/9+ysrKePbZZyPHt27dynHHHVcjXAMkJSUd8PWHDBkS+V7079+/xvfmxRdf5Pzzz49MU585cyZFRUVRzxg7diwXXHABP/zwA2PGjKFXr148/vjjB33vb7zxBv/973+59dZbD3ptbd58801GjBjBWWedRWxsLG+++Wat133++edcdtll9OjRg2HDhrFkyZL9fu7eeOMNLrvsMnr27Mlpp53Grbfeyq5du2p9v//73/8YO3YsvXr1YvDgwVE/k88//5wrrrgCgDvvvDPyuav+t7N582amTZvGwIED6dGjB2eccQa33norxcXFdfpeiIi0dhrBFhGRw5KRkcE555yD3W7nggsuYPHixaxbt46ePXtGriktLWXMmDFs3LiRyy+/nJNOOon8/Hzef/99MjMzSUxMJBgMMmnSJNasWcP555/PuHHjKC0t5bPPPuO///0vnTp1OuzagsEgv/3tbzn11FO5/fbbycjI4P7778flcvHEE09w4YUXMnz4cJYsWcKf/vQnevfuHRl9PRIlJSW88sorXHDBBVx55ZWUlpby6quvMnHiRF555RVOPPFEEhMTue+++7jvvvs455xzIlOrq8PVhg0bGD16NG3atOG3v/0tbrebt99+mylTpjBnzpzI9dnZ2YwbN45gMMiNN96Iy+Xi5ZdfrtPU5r1V/1IjPj4egA8++ID27dvvt9FY3759ad++PR999FHkWPv27fnmm2/473//S7du3Q7r9e+66y6WLVvGqlWrItPXq783c+bMYe7cuQwYMIDRo0fz66+/snjxYr7//nsWL16MzWaLPKegoIDf/va3nH/++Vx00UUHDfYlJSU8+uij3HTTTaSkpBxWzQDfffcdW7Zs4cEHH8Rut3POOeeQkZHBTTfdFHXd+vXrmThxIikpKUybNo1QKMS8efNq/PIC4Omnn+bJJ5/kvPPO44orriAvL49FixYxZswYli1bFvULjMLCQiZOnMg555zDeeedx7vvvsujjz5Kt27dOPPMM+natSu33HILTz31FKNGjaJPnz4A/OY3v8Hn83HDDTfg8/m49tprSU5OJjMzkw8//JCioqJ6nUkgItJqGCIiIofo+++/N7p162Z89tlnhmEYRigUMs444wxj1qxZUdc9+eSTRrdu3YyVK1fWeEYoFDIMwzBeffVVo1u3bsY///nP/V6zdu1ao1u3bsbatWujzm/bts3o1q2b8dprr0WO/elPfzK6detmPPPMM5FjhYWFRs+ePY309HRjxYoVkeMbN240unXrZjz11FORY0899ZTRrVu3GrW89tprRrdu3Yxt27ZFjl177bXGtddeG/k6EAgYlZWVUfcVFhYaAwYMMO68887Isdzc3BqvW238+PHGBRdcEPWcUChkjBo1yhg+fHjk2F/+8hejW7duxnfffRf13D59+tSoszbV73PTpk1Gbm6usW3bNmPJkiVG9+7djQEDBhhlZWVGUVGR0a1bN+Pmm28+4LNuuukmo1u3bkZxcbFhGIbx6aefGieeeKJx4oknGqNGjTIefvhh45NPPjF8Pt8Bn7Nvbbm5uVHv7eSTTzauv/56IxgMRo4vWrTI6Natm/Hqq69Gjl177bVGt27djMWLFx/S6xmGYcyePdsYMmRI5Pt+9tlnGzfeeOMh33///fcbZ555ZuQz++mnnxrdunUz1q9fH3XdpEmTjF69ehm7d++OHNu8ebNx0kknRX3utm/fbpx44onG008/HXX/L7/8Ypx00klRx6vf79KlSyPHKisrjYEDBxrTpk2LHFu3bl2Nfy+GYRjr1683unXrZrz99tuH/H5FROTANEVcREQOWUZGBsnJyZEGXSaTiZEjR/LWW28RDAYj161cuZITTjghqgFWtb0baCUkJHDttdfu95q62LuzeVxcHMceeywul4vzzjsvcrxLly7ExcWxbdu2Or/O3iwWC3a7HYBQKERBQQGBQIDu3buzfv36g95fUFDA2rVrOe+88ygpKSEvL4+8vDzy8/MZNGgQmzdvJjMzE4CPPvqI3r17R80YSExM5MILLzysms8991z69+/P0KFDmTFjBscccwzz58/H5XJRWloKgMfjOeAzqs9XXz9w4ECWLFnCkCFD+Pnnn/nHP/7BDTfcwBlnnFHrVPdD8X//93/4/X7GjRuH2bznP1uuvPJKYmJiokbQAex2O5dddtkhPfvXX39l4cKF3HHHHZGf3+EIBAK89dZbnHfeeZHP7Omnn05SUhLLly+PXBcMBlmzZg1Dhw6lTZs2kePHHHMMgwcPjnrmqlWrCIVCnHfeeZHPQV5eHsnJyRxzzDE1lku43W4uvvjiqPffo0ePQ/psx8TEAPDpp59SXl5+2O9fRERq0hRxERE5JMFgkBUrVtCvX7+o9cg9e/bk+eefZ82aNQwaNAgITzcePnz4AZ+3detWjj32WKzW+vt/RQ6Ho8aU29jYWNq2bVsjtMfGxtZYw3skli5dyvPPP8+vv/6K3++PHD+UZldbt27FMAyefPJJnnzyyVqvyc3NpU2bNuzcuZNevXrVOH/sscceVr1z5swhJiYGq9VK27Zto6bk7xuc96e2IN6zZ0/mzp2Lz+fj559/5r333uOFF17gd7/7HcuWLeO44447rDp37twJhH8psje73U7Hjh3ZsWNH1PE2bdocclj+y1/+wimnnMKIESMOq6Zqn332GXl5efTs2ZMtW7ZEjvfr148VK1bwxz/+EbPZTG5uLhUVFbV2Rt/32ObNmzEMY7//fvb991LbZ9vr9fLLL78ctP6OHTty3XXX8c9//pOMjAxOPfVUhgwZwkUXXaTp4SIidaSALSIih2Tt2rVkZ2ezYsUKVqxYUeN8RkZGJGDXl/2NZO+voZfFYjms44ZhHPS19h6Z35833niD6dOnM2zYMG644QaSkpKwWCzMnz//kEYSq9/P9ddfX2NEs1pd1qQfyKmnnlrr+l8I//IhJSXloCHtl19+oU2bNpGR0L3Z7XZ69uxJz5496dy5M3feeSfvvPPOUe8473Q6D+m6NWvW8MknnzB37tyoXxgFAgEqKirYvn078fHxtb63atWj1L///e9rPf/FF19EmscdqlAohMlk4tlnn631c+t2u6O+3t9n+1BNnz6dSy+9lNWrV/PZZ58xa9Ys5s+fz8svv0zbtm2P6NkiIq2RAraIiBySjIwMkpKSmDFjRo1zq1atYtWqVcycOROn00mnTp3YsGHDAZ/XqVMnvvvuO/x+f1STqr1VN3Pat6PxvqOW9aH6tYqKiqKaSFWPoB7Iu+++S8eOHZk7d25UUH/qqaeirttfiK9utGaz2RgwYMABXystLS1qtLTar7/+etA6D8fZZ5/Nyy+/zFdffVVro7OvvvqKHTt2MGrUqIM+q3v37kB4P+bDlZaWBsCmTZuiGtL5fD62b99+0O/X/lR35K4t8GdmZjJ06FDuvPNOJkyYUOv9ZWVlvP/++4wcObLWEfBZs2aRkZERmTLucDhq/bnte6xTp04YhkGHDh0Oe1bC/hxsyUV1Z/HJkyfz9ddfM3r0aBYvXlznruoiIq2Z1mCLiMhBVVRUsHLlSs466yzOPffcGn/GjBlDaWkp77//PgDDhw/n559/ZtWqVTWeVT1qPHz4cPLz8yPbaNV2Tfv27bFYLHz55ZdR5xcvXlzfbzEyQrz3a5WVlbFs2bKD3ls9irj3iPh3333Ht99+G3Vd9X7M+05NT0pK4rTTTuOll16qNYTuvbXZmWeeybfffsu6deuizu9vu7S6uuGGG3A6ndx7773k5+dHnSsoKODee+/F5XIxceLEyPG1a9dGfQ+qVa+T3nea96EYMGAANpuNhQsXRj371Vdfpbi4mDPPPPOwnwnhtdLz5s2r8ScxMZHu3bszb948hgwZst/7V61aRVlZGWPGjKn138TZZ5/NypUr8fl8WCwWBgwYwOrVqyNr6SEcrj/55JOo5w4fPhyLxcLcuXNrfC8Nw6jxszgU+/vclZSUEAgEoo5169YNs9mMz+c77NcRERGNYIuIyCF4//33KS0t3W/g6N27N4mJiSxfvpyRI0dyww038O677/K73/2Oyy+/nJNPPpnCwkLef/99Zs6cyQknnMAll1zCsmXLeOihh1i3bh19+vShvLycNWvWMHr0aIYNG0ZsbCznnnsuixYtwmQy0bFjRz788ENyc3Pr/T0OHDiQtLQ0/vznP7Np0yYsFguvvfYaCQkJBx3FPuuss1i5ciVTpkzhrLPOYvv27SxZsoTjjjuOsrKyyHVOp5PjjjuOt99+m86dOxMfH8/xxx9Pt27duPfee7nmmmu48MILueqqq+jYsSM5OTl8++237N69OzIdeeLEibzxxhtMnDiRcePGRbbpSktLO6R1t4eqc+fOzJ49mz/+8Y9ceOGFXHHFFXTo0IEdO3bw6quvkp+fz+OPPx41dX3WrFmUl5dzzjnn0KVLF/x+P19//TVvv/027du3P+TmY3tLTExk0qRJzJ07l4kTJzJkyBB+/fVX/v3vf9OjRw8uuuiiOr2/tLS0yOj43h588EGSk5MZNmzYAe/PyMggPj6eU045pdbzQ4YM4eWXX+bDDz9k+PDhTJ06lU8//ZTRo0czevRoQqEQixYt4vjjj+enn36K3NepUyd+//vf89hjj7Fjxw6GDRuGx+Nh+/btvPfee1x11VXccMMNh/VeO3XqRFxcHEuWLMHj8eB2u+nZsye//PIL999/P+eeey6dO3cmGAzyxhtvYLFY6rwuXUSktVPAFhGRg1q+fDkOh4OBAwfWet5sNnPWWWeRkZFBfn4+CQkJvPjii8yZM4dVq1axdOlSkpKS6N+/f6SLssVi4dlnn+Xpp5/mzTffZOXKlcTHx/Ob3/wmsv8xwN13300gEGDJkiXY7XbOPfdc7rjjDi644IJ6fY82m425c+cyc+ZMnnzySVJSUhg/fjxxcXHceeedB7z3sssuIycnh5deeolPP/2U4447jkceeYR33nmHL774IuraWbNm8cADD/DQQw/h9/uZOnUq3bp147jjjuO1115j7ty5LF26lIKCAhITEznppJOYMmVK5P7U1FT+9a9/MWvWLP7+978THx/P1VdfTWpqKn/+85/r9Xty3nnn0aVLF/7+97/z6quvUlBQQHx8PP369WPSpEk19rq+4447eOedd/joo4946aWX8Pv9pKWlcc0113DzzTdHTb0/HNOmTSMxMZFFixbx0EMP4fV6ueqqq7jtttv2u7zgaMrNzY3s376/NdD9+/fH5XKxfPlyhg8fTvfu3Xn22Wd5+OGHefLJJ2nXrh233HILmzZtYtOmTVH33njjjXTu3JkXXniBefPmAeFmZgMHDjzgqPr+2Gw2Zs+ezeOPP859991HIBDgoYceom/fvgwaNIgPPviAzMxMXC4X6enpPPvss/Tu3fuwX0dERMBk1DaXS0RERESOusmTJ/O///2PlStXNnYpIiJSD7QGW0RERKQBVFRURH29efNmPv74Y0477bRGqkhEROqbpoiLiIiINIBhw4Zx6aWXRvbvXrJkCTabLapRnIiING8K2CIiIiINYPDgwaxYsYLs7Gzsdju9e/fmtttuo3Pnzo1dmoiI1BOtwRYRERERERGpB1qDLSIiIiIiIlIPFLBFRERERERE6oHWYO/Hqaeeis/nIyUlpbFLERERERERkUZS3Tvjq6++Oui1Ctj7UVlZSTAYbOwyREREREREpBEFAgEOtXWZAvZ+pKamArB69epGrkREREREREQay9ChQw/5Wq3BFhEREREREakHCtgiIiIiIiIi9UABW0RERERERKQeKGCLiIiIiIiI1AMFbBEREREREZF6oC7iIiIiIiIHEAwG8fv9jV2GiBwFNpsNi8VSb89TwBYRERERqYVhGOzevZuCgoLGLkVEjqL4+Hjatm2LyWQ64mcpYIuIiIiI1KI6XKempuJ2u+vlP75FpOkwDIOysjKysrIAaNeu3RE/UwFbRERERGQfwWAwEq6TkpIauxwROUpcLhcAWVlZpKamHvF0cTU5ExERERHZR/Waa7fb3ciViMjRVv3vvD56LShgi4iIiIjsh6aFi7R89fnvXAFbREREREREpB4oYIuIiIiISKuRnp7OnDlzjuprjB07lrFjxx7V15CmSQFbRERERERajBdffJH09HSuvPLKxi5FWiEFbBERERERaTEyMjJo374969atY8uWLY1djrQyCtgiIiIiItIibNu2jW+++YY777yTxMREMjIyGrskaWUUsEVEREREpEXIyMjA6/Vy5plnMmLEiEMO2J9//jmXXXYZPXr0YNiwYSxZsoQ5c+aQnp4edV0gEGDevHkMGzaM7t27M2TIEB5//HF8Pt/ReDvSDFkbuwAREREREZH6kJGRwTnnnIPdbueCCy5g8eLFrFu3jp49e+73nvXr1zNx4kRSUlKYNm0aoVCIefPmkZiYWOPau+++m6VLlzJixAiuu+461q1bx/z589m4cSPz5s07mm9NmgkFbBERERERafZ++OEHNm3axD333ANAnz59aNu2LRkZGQcM2E899RQWi4XFixfTpk0bAM477zxGjhwZdd3PP//M0qVLufLKK5k1axYAY8aMITExkeeff561a9dy+umnH6V3J82FpoiLiIiIiEizl5GRQXJyMv369QPAZDIxcuRI3nrrLYLBYK33BINB1qxZw9ChQyPhGuCYY45h8ODBUdd+9NFHAFx33XVRx6+//vqo89K6KWCLiIiIiEizFgwGWbFiBf369WP79u1s2bKFLVu20LNnT3JyclizZk2t9+Xm5lJRUcExxxxT49y+x3bs2IHZbKZTp05Rx1NSUoiLi2PHjh3194ak2dIUcZEmwjAMduaU8uOmXH76NY8kr5Mx556AyWQ6aq8Z8vko+d9Gin7+hdJNm0g6vR/JgwYe4TMr8OfuxJ+7A39BJqGK0vCfylIwW0gaMharN6We3oE0lFAoxM7iTP6Xt5lNeVsp9Zcx4ZQriXXENHZpIiIirF27luzsbFasWMGKFStqnM/IyGDQoEH18lpH87/NpPlTwJb/z959x8lZlvsf/zxtetve0gOEEEICIYRQTUCCKCAWOiSCBzRgQVHxHH4o6DkgxUJRsKAROIJ4AClKC00RAkgLPaQn28vszk592u+P2Z1ks5tkW7KbzfX2FcnOPOWezW6y37nv+7pEF8dxaWxLsba2nc1NnbQlsrQnssQ7c6SzJl5Dw+fV8Xl0vIaGadtkcw7ZnIVpOUSCHipKglSVBKgoCZJKm9Q2d9LQmqKpLU1J1M/8mVUcMKWEkN/AdV3qmpO8taqJt1Y18+6aFuKd2cJ4NFXh9OP3w2Now/5aU5s2sfpXvybxwQe41pYlU5m6+u0GbNd1sZNxsnWryW76iEzdx9iJlq2OUHCyqW0e6803/gCih544HC9j1KvtqOd3/76PplQL00qnMqN8Pw4o25eyYMmo/8c5mUvxUcsaPmxew0fNa/i4dR0ZK9vjmAPK9+O4KUN7Q0YIIYQYDo888gglJSVcddVVvZ576qmneOqpp7j66qvx+Xw9nispKcHr9fbZL3vbx2pqanAch/Xr1zN16tTC483NzXR0dFBTUzNMr0bsySRgizHNdlxSGZN0xsJxXUzLoSmeoqElRWtHlrZEhraODI1taeqak2TNvvfnDJenX92AosDkqigdqRzN8XSP5w1dZb8JRRwwuZgjD6reJeG6/d33+OB/foLV2QmAHg4RnDSJwKSJlBwxv9fxruuQrf2YlqeXkd38EbjOTu+hegNokRL0cAmqL4TqC6B6AmihGKGZxw77axptXNflmTUv8vs37idn59t21Hc28fy6lwHwaAaqMrp36GwbpgEM1aAmUsG4SBVTiiZw+LiDR2BkQgghRE+ZTIYnn3ySE088kRNP7P0mfnl5OY8++ijPPPNMr8JlmqZxxBFHsHz5choaGgr7sNevX88//vGPHscee+yx/PSnP2XZsmVcc801hcd///vfF54XQgK2GHMs26EzZZJI5Vi9Oc6r7zVQ25yktT1DWyKD627/XFVVKI36KI74CPqNLb98BqZlkzW3zFirCuiagq6pqAp0pkw6OrO0J7MkUiY+QyXiVYn5VIKqTYetUZuCzU1J1tS2A/nz959UzEH7lHHQPqXsOz5WCNWus/MgO1DN/3yRj352M65l4R9XQ/UpJxA5YDpGJIKiGSiahp3uLBzvmBnaX3qIjtefAsfKf478YYySGoziajzlE1A8/sJsrKIZGGXjMCKlKLrRdc2966+ZzmySX716F69ufguACdEajpo4l43tdaxt20BtooGcbY7wKPunxF/ExFgNE2M1TC6awH4lk4n5oqjq6H5zQAghxN7lmWeeIZlMsnDhwj6fnz17NsXFxTz88MO9AjbApZdeyj//+U/OOusszjrrLBzH4e6772bffffl/fffLxy3//77c9ppp3HffffR0dHB3LlzWblyJQ8++CDHH3+8VBAXgARsMUa4rks6axFPZKlt6uS1Dxp4++NmNjZ09jrWY6iURv0URXzEQl7CQYOQz6A46qck5iPoMwj6dUJ+D4auomsqhq6iKApuVzpPba4l19KC67g4roPjuri2gmsZuI4Crg8FQFFA01A0Dc3KERtfRbaonA83J/B7dQ6YXIzPo+eXX6dS2B3tpLIZrM4krmURmjIZbZulTIP9/NT+9RHW/X4ZAMGJFUQnpciteox4w8vokTK0aAmqN7DlHDNH5zsvYMUb8p+3qn2IHHw8ii+EHoxhFFWiBSMo6vDPsu+pGjqb+OEzP6Ml3YaqqBw76XA+d8CJlAVLCjPWiWyS2kQ9zi54A2U4+Q0fleFyfLp3pIcihBBC7NDDDz+M1+vlyCP73rakqiqf+MQneOSRR2hra+v1/IEHHshvfvMbrr/+en7xi19QVVXF17/+ddasWcOaNWt6HPvjH/+YcePG8eCDD/L0009TWlrKxRdfzKWXXrpLXpvY8yiuu6P5vL3XcccdB8Dy5ctHeCRiR1zXpSOZo6ktRV1zin++vZl/v99YWOqtAPtNKGLGlBIqigOUFwWIBA1MyyWVNbEsB69HIxL0EAl58Xt1/F4dXdv+DJ1r23S89x52Jofm2yp8KAqKrqOoKkofM3yOZZFra8NfVUVg/DgULR9MnVyOdF092aZmHNNEUUA1DOxcjsi0aXiKi4b8eap//ElW/+oOAMJTSgiWtNDfLcCKx0/00JMwKqeg+YN4iirRQkV73cz0zrSm4ly5/AaaU61EfRHOmPEZDht/MBEpAiaEEHukTCbD2rVrmTx5cq99u2LvsHTpUj7++GOefPLJkR6K2MV29v0+kGwoPyGLPVYqY9LQmmJDfYKXVtbx2vsNhWBdVuTnsOmVHDq9gmjIQ9a0yeZscpZNS4eDx1CJhrwUR3yE/AY+b/+/FaxkEiuVxhOLFUJyf6i6jicWI11Xj6Kq+MfVYHYkSG/ejNnegREJ44lFC8c7zS1YqdSQA3a2pZV1y/4IQGRykEBXuA7sfzjeyqlYHc1Y7Y1Y8QZcM9fjXKN8IqGZn0DRVIxoOUZxNapHfsjYVke2kx8++7N8uPaG+crc8ziwfD+8umekhyaEEEKIfshkMj2C1bp163jhhRf47Gc/O3KDEnskCdhij2NaNo1tKeqbk6x4t4Fn/r2RbC4frKtLg5x4+CRmTC3Btl2SaZPmeBqvRyPoN6gKBvH7dPwefUChusf9OxLgujsM167jYHZ0YLbFybW1YXZ0ENl/Gr7KSoxIhHRtLU4uR7atFQUVIxImvbmWbFMT2cYmsk1N6OEw1aeeDOOGVpFy7W9+h51KY4QUAqVJVMND7MjPY5SOQzW8eErHgeuCqqLoBvl5/67XYeZQdB2jpAY9UiLLwfvQmU1y9TM/pb6zkZAnwJKDv8iM8n0lXAshhBB7kOOPP57TTjuN8ePHs3nzZu69914Mw+DLX/7ySA9N7GEkYIs9Sjprsb6+g7Wb23lyxXo+3pQvFrZ1sM6ZNi3tGTRNIew3KI1FCAcNfJ6hf7m7tk1y7TpaXnoJZasq0K7jYCUSmO0dmO3tmIkEbLPHtvmFfzLte99B83rADZFpbsIIhXEtm49u+hm51t57giIzphPaZyqad3D7YFtfeZWWl14GBaKTXIziSoqPPQtF09EjpRgl1bi2hWtmsbMpnGyaravAqb4ARlEVml+WOW/LcR02tNdy24plbOyow6/7OPug05hZOV32LQshhBB7mKOPPprHHnuMpqYmPB4Ps2fP5lvf+haTJk0a6aGJPYwEbLHH6EzlWFvbzj/fqmX5qxvJmjaGpnLSkZM5ZnYNKNCeyOIqUF0WpCTiI+AzUNXh6zdsJVPUPfoYiQ8+3PnBqoonFsWIxcg2NmG2t9P03PNULvokms9XKF628f6/kGttQwsECIwfh7e8jNSGjaTWbyDxwYeUL/jEoAK2nU6z+o7fAhCsAE/EoGTh+bi46LFyPGXjUTSjcPze+JeB67r5wnUK/Wqb5bgOlm2RyCV57MNneHL1C+TsHF7NwxcP/AyzKw+QPddCCCHEHujaa68drDSslAAAxeFJREFU6SGIMWJv/Jla7IHaOjKsrWvn4RfW8O8PGgGYVBXhrE9Oo7w4QCZn0ZHMEQ15qCkLEwvvmhnEdEMDnas+BqD06KNQvfllwIqioIdCGNEoRjSCEY2ih8OFYmfxN99i/V330PTcc5QcfhhGNL/XOrVhI60rXs2/ni8tJjRlcv71/vt1NqzfQOeq1djpDEYkMuCxbvjfe8k1N6N5FUI1LqGZn8BVwCiqwlNSMyqLlKXMNB2ZRP4DRSksVi/MqXcFYhdwcLZ6og8KqOQ//w4OruviuC6OY2O7DpZjYzsWDi4KCh7N6PrlQdumSJ3l2GTMDGkzw4b2zfx91fM0JJsAGBep5LgpRzGr8gBKAkMvSCeEEEIIIfZco+8nbCG20dSWZm1tO399YTVvf9yMAnz6yMksmDMeFPK9rYHxFWEqSwIY+q7ZJ+zaNi3/eBHXtvFVVlJ96smF/s87E511EIF/vEhq3Trq/vY4E846A9dx2PzgQ+C6FM05pBCuAcL7TwNFIdvURGrjRnwV5T2uF397JQ1PPrX9XtmOS8vLKwCITHQxYiX4Jh6IUVSJp3TcqNxLbTs2f/vwGRqSzVtmk918pzPXBZStd4cPjtJ1EQUFRVEK/82HdhfHcXC3Se2249CWidOSitOcaiVr5wvB+XQvCycfyf5lU6kIllIVLu/314MQQgghhBibJGCLUa0tkWHN5jgPPPcx761tRVXgnEXTOWT/cnKmTbwzu8tnrbtZyRRtr78OQNGcQwYUphRFoebUk1n1i1toe+3flB51BOnaelIbNqJ6vVR95qQex+vBIIGJE0mtW0f8jbcoOnh2oaiaa9us+vkt5FpadnpfXwn4YhA+5AQ0fxgjVjEqwzXAIx88zZ/ffXSkh7FTqqJyUMV0jpgwh6g3QlW4nPJgCWofrdmEEEIIIcTeRQK2GLU6Uzk+3tjGvU99xMeb4miawuKTDmDm1FISyRxZy6a6NEh1WQiPsetDY3LdOtIbN4GiEDtk9oDOdR0H/7gaiuYcQtu/X2fzAw+RbWkFoHLRJwtLwF3bxnUcXNsmvO8+pNatI/HBB9jpDHooCEDrK6+Ra2lBCwapPOGTve/lOtjpBLmNb+Dxx/GOm4andBx6UcWobbHluA5PrH4egClFEwiPon3MCgrF/ijlwVJKAjGi3jBZ2yTqC1MTqRxVYxVCCCGEECNLArYYlTJZi7W17fzpyXy49ugqF5w8g/0mFNHcnsbn0dhnXIySqG+3LMt1bZum518AILTPVPRQCCuV6nrSBTdfMAvHxrWdfEjGRel6WlEVXMum4lOLiL+9ktSGjQB4KyooPepIHNMk19qGYugomoaiagS6lown160n19FeCNh1f/s7ACXzDmPi4nN7vH7HzGI2byKx8nk62uKgaoQPWpifvY6U7PLP02D9e/NKWlJteDUPn5l2PF7N6LGEG7qXh2/Zle1CYWn3zijbnA3gdJ23VdF0tv5SyhdA23KSoigYqo6h6pQGSygPleLZqkicEEIIIYQQErDFqGNaNuvrEzzw3GpWbYyjawoXfXYmU2qitHRkCPoNJldHCfl3X7gxk0nir78J5JeH59ri6MFAPpDl/w9FVVE9ARTDQPV4ULWusNy1Jzy5dh2qrlP+iWNpeOppAGpOOxVF07A6O/GUFBEYNx5FU1F0HV9VBRsjEayODtrffJtAdTWpTZtof3slKAqlRx9ZCJ+ubeJkUuRaNtP57osk3ngCgNCMo1EDYYyiyh4Vw0ebv330DAAzyvdjfLQaQ9VxXAfbdXBdp1DYzM2/k4GqqPkArqjk/wi2/yaL25Wg3cLHTuG8wnVQehVN0xQ1/2eKgqZqhQJohqb3q+K4EEIIIYTY+0jAFqOK67psbuzk8ZfX8dr7DUB+z/XW4XpKdZTgbgzXruvSvvJdcq2tKIZBaNp+4OZnsjWfL1/tuh+z6LlohFxzK2ULPkGmoQFfRQXhffcBwM7m8I8fV5ilBvAWFxOeth9tr75G2xtvUv7JBdQ9+hgA4f33IzR1IlZ7E3YqgZ3pxMmmSX30Cp0rnwMgsN9cAtPmoYdiaKHYMH9Whk9tRz3vNn0EwKHVsygLFBPw+Ed4VEIIIYQQQgycTMOIUaW1I8MLb25m+SsbAPjMkZOZtW/piIVrO5sltWEDTc88C0D0wBlgWXhiUfRAAEVV+71E3YhGcRwb1WMwafF5VJ54AgCOaaIYGooGVqINs72RXEstZttmwvuOByDx3rsk3llB47P5fcqRaRPI1X9Mtm4NVmcr4JL84KVCuA7N/ATReafmlzWP4sJmAI91zV5Pio1jcvF4/Mbo3CcuhBBCjAWnnHIK06ZN47XXXuvz+RUrVnDFFVfs5lEJMXbIDLYYNTJZi1fereeh51fjAocfWMWCOeNGJFy7jkOupZV0bR1WooOO9z8AIHbIwbiug6d44P2O9VAIzevByWbzM9+AY+XINtWBk8NsdjFxu1pTKaBqRKdPRtE1rM4UdX9/ASeTxSiKUnL4YWjhMK5lkl7zJskPXsZs2QxAZO6nCc04GivRihErQw0MvIf27pIxM/xzfb4P+MFVMyj2x6TVlRBCCLGLrFq1ig8//BCARx55hEMPPRQA0zT53e9+x3nnndfj+KeeeoqSkhIOOeSQ3T5WIfZUErDFqOA4LhvqE9z39EeYlsO0CUV8YcE+tCdz+L06k3dDuHYsCzuVxk6nyMXbMeNtqB4v2ZZW7GQSPRwiUFOD6jHQw+EBX1/zejEiUXItraiGjtnRjJPsINfcRGDiePRQrNdMsx6C0JSJJD5aQ+uKNwCITp+E1bqW1HtrSK1+A9fMdt1AJ3bE5wjscwhWRwtaMIZRXD2qA+vyNS+StjJEvWFmlE8j7Anu/CQhhBBCDMojjzyCqqrMnTuXxx9/nCuvvBLDyBcWDYVCnHfeecybN4+Ghga+8pWvEIvF+OY3vznSwxZijyIBW4wKLe0ZHnzhY1raM4QDBuefNJ1kxkJTFSZVRXZpQTPHNEnX1mHG27GzGbCdrhAdof3Nt6j7e75gWOzg2Ti5HL6qSlR9cN86RjRKprEJs6MFu70RVC96uAhPSVkhXLuOTa5pI2ZLLVZHE4YvUThfUUHLvEXbc28VHtMipQSnzSOw76GoXj9WohUtGMVbMWnUtuWC/N72p9f8E4CDKg6gLFCMrslfSUIIIcSu4Loujz76KIcffjjnn38+X/nKV/jHP/7BwoUL0XWdc889lxNOOIEzzzyT2tpabrjhBk4++eSRHrYQexz5aVaMuFTG5PUPG3jp7ToAPrdgX1wXbMdlSk2EaMi7y+7tmCbJ9RvINjahh4J4olFQVRIffkTdo4+RqasHwFNcTMn8w1EMAyM6+CXXeiiIgo3V2ogWCGFlcmiBAK6VpvPdf5OtXUW2fs2WWWlA32oC2lcCRqwILRhDj5QQmHoInqqpKIqS73+daEXzR0Z9uAb4sHk1mzvq0RSNg6tnEPWN3qXsQgghxJ7u9ddfZ/PmzVxyySUcddRRxGIxHn30URYuXIht2/z5z3/m/vvv54QTTuDDDz/kscce46WXXuIb3/gGFRUVIz18IfYYErDFiHIcl02NnTzw7MfYjsuBU0qYNj5GKmcxuSpKSXTXVZPeOlx7iotwcjlaVrxC26uvFfpUa34/5ccvpPTII7A6OzGiYbRAYND3VD0GuBmsdBo9WoSTSKKYDTS++ATYVuE4xRvAWz4RPVaOHi2js+1F0psbqTzlDErmzu79WnIZ7HQCLdA9cz36q3A/v24FANNKp1AZKpPiZkIIIfYIruuSzdkjdn+vRxvU9q9HH30Ur9fLCSecgGEYLFq0iIcffphkMolhGLS3t3PXXXfxzjvvEI/Hue6663jyySfZvHmzBGwhBkACthhRrR0Znnh5HbXNSbwejdM+sQ+dGZMJlWHKinZPuLZTKTY+8STt77yLa+VDrqJplB51JOXHL0QPBHAdB8ey8RSXDGlPs51oRdFsFMOLnc1i1v6bdMN7ABhlE/BPPBBv9T4YJdUoW/VanvatWWQamwjUVBUec10XN5fGzqRQDQ9GcRVGrHyPCNcA7zbmW3NNLZ5EcUCKmwkhhBj9XNfle7f+k/fXtY7YGKZPKuYnlx41oH83Lcvi8ccf59hjjyXcVUfm5JNP5r777uOpp57is5/9LF/5yld6nXfCCScM27iF2FtIwBYjJpOzeHdNC8+9vgmAk4+cAi7EQl4qi4O7LHDZ2SypjZvINjZhpZKsveM3ODkTAF9VJcVzDyV2yMEYWxUys9Np9EAAIzLw4mbdnFyGXGsdRiRGrjVB8s2/4nTml6CHZx9P+ODje4TqrWk+L4HxNbiWiZNL41o5XMdB9fjwlNagh4tRvYOfWd/d2tLt1Hc2AvkZ7IgnNMIjEkIIIcauF198kdbWVhYsWEBHRwcA++23H2VlZTz66KN89rOfLRw7b9485s2bN0IjFWLPJwFbjAjXdalr6uSh5z8mZzpMro5w8P5lZHMO1WUhNG3XtGg329tJbdyElUiAAuv/cBdOziS0z1SqTv40/pqaXsHezmQwOzsJTpiAagyu2JrrupjxBpxsGs0XIPPeIziZDhTNQ9GxZ+KfdGAf5zj5IG3mcKwcCqDoHhTDixYuQvMGUX3BUb/Xui9v1r0LQFmghJpIpRQ3E0IIsUdQFIWfXHrUHrdE/JFHHgHg+9//Pt///vd7PNfW1kZLSwslJSXDNkYh9mbyU60YEfHOLM+/WcvHm9rRVIXTj9uPzpTJuPLwLilq5to2mYZG0rV14LpogSCrf/krrEQCX1Ulk760uNCbGvKB2E6lsNMpVI+XwLgavOVlg7q3Y2axEq1Y8Ua0QITOt5/Nh2tPiOLjFuOrmtjjvq6ZwcmkAScfqD1+PEWVqB4/qseHYnj3+OXUbze8D8DEWA1BY89Y0i6EEEJAPmT7vHvOj9DpdJrly5dz/PHHc/755/d4rrm5mW9961v87W9/69UDWwgxOHvO3w5izDAtmzWb4zz58joAFh46Hr9Px6OrVJQM/zLnwn7rpmaMUBDV42HNb+8kU9+AHgkz+cILUL0eXMcG18VMdmInU+jhCP4JE/DEitADAw+BrmViJlqw4k242SSqL4hrm3S++w8AgjOPx1sxPn+s62AnO3AdC1X3osfK0IJRVG8A1dh1VdRHguu6vNe4CoApxRPx6WPr9QkhhBCjyfLly0mlUoUe19v67W9/y6OPPioBW4hhIgFb7HYNLSke/edaEimT0qiPTxwyjlTWZFJVBK+hDeu9XNclU1dfqBSuaBqb7v8/Oj9aherxMPHcM1CUHNn6dTjZDFZnEtWj4ykpJjihCk9x+YDu55hZnGwaJ5vCSrTiZDpRPX60SCmKotD+6t9wrRxGSTWRg+YXZqLtZDuqx49RVInqD425UL21ukQjbZl2VEVhatFEvBKwhRBCiF3m0Ucfpbq6erv7qj/72c/yP//zP2zYsIEJEybs5tEJMfZIwBa7VTpr8eZHjfz7g3yBqy8s3JdkxqSsKEBRePj3Epvt7aQb6jGiERRNo+6xv9O64hVQFKpO+gSabmLGG7HTWVA1vBVleEtKUNwcrpnq933sVAKzrQ4nk8K1sriAavjQIyWFwmV2OkHy/RcBCB98QiFcO2YGBfCUjkMLRof7UzDqvFH3DgBVoXLKgsV7/HJ3IYQQYjS7/fbbd/j84sWLWbx48W4ajRBjnwRssVu1xNP89R9rcF04ZFo5Eyoi5GybqpIgqjq8QcvJ5Uhv2oyiqGheLw1PP0PTs88BUL5wPuF9JoHuweroRI/E8FdWoIfz1cudbAo72Y5rmSj6jgub5QuY1WMnWlEDYVR/sM9q4Im3n8O1TIzS8fjGT+8618FJdWCUjt8rwjXAO40fAjAhVkNgD2kpJoQQQgghRH/smlLNQvTBtGwefXEt9S0p/F6dU4+eQiKdo6IoQNA/uOrc2+O6Lum6esxEAiMSofmfL1L/98cBqFx0HLEZU1EMH3Yqg6LpBKorMSKhwmyq4vHhmhnsTOfO75VN4aQSqMEoquHrM1zbqXaSH7wEQOSQE3ouDQ/EMGIVw/XSRzXHdfigaTUAU4pk/7UQQgghhBhbJGCL3aa+NcXy1zYA8JkjJ6MoCqGAQVnx8Bc2M+NxMg0NGJEobf9+nc0P/hWAik8eR9HcWaBo2JksrmXhr65ADwV7nJ8PySp2qmOn97JSCRwrh6p7tntM4q1nwbbwlE/CW7MfsNXS8JLqnc6SjxVrWjeQNFMYqs7k2Dh8mgRsIYQQQggxdkjAFruFbTs8+fI6Mlmb4oiPuQdUks5ZVJYEh72wmZ3Nkt5Ui6ppmO1xNv75LwCUHn0k5Sccj5tJ4Tpgp9P4KsvxFPW9NFv1+vLLxG1zu/dyHRsr0YK6g6XOueaNJD9cAUBkTn722nUcnFQCvahyr1kaDvBmfb7/dU2kkpg/iqrKX0FCCCGEEGLskJ9uxW7R1pnlhTdqATj24Bo6UzmKwl5KIsNb2MzOZkmuW4+V7ESPRKh//ElwHML7T6P6lJPBtnByWax0Fm9ZCd7S4u1eSzF8uLkMdjq53WOcdGe+BZe374Cd3vAuzX+7HRwbb81+eKv2yZ+XSaD6w3vN0vBu7zR07b+O1hD0DP/KBSGEEEIIIUaSBGyxyzmOyz/e2ExrRwafR+PgaeU4uFSWBtG04fsSdHI5kuvWY7a24SkqIr15M+1vvZ2vGP6Zk1BUFcfMkou34S0pwVdZjrKDGdTu5+x0YrvHWMk4uKCovWfhO9/9J61P/xHXMvHW7EfxgnMB8rPXZg6jqHKvWRoO0JlN8nHrOgAmF42X/ddCCCGEEGLMkSriYpdLpHIsf20jAPNnVpHNWZQWBYiFhi9gObkcyfXrMVtb8RQXo2ga9X9/AoDYwbPxV1UBkG1uQvP78VdXomo7X5queHzYnXHc4ioUree3i2NmsRNtqL4AjpXDSXfiZJM4mRSZDe+S/OBlAALT5hGb/9lCCHcynWiByF61NBzgzbp3ydkmft3HhGiNBGwhhBBCCDHmSMAWu9xbq5pYX9eBqsC8GVXoukZlcWDY+h93h+tscwvernDduXoNiQ8+BFWlctEJAFidnWCbBMZVonm3X5Bsa6rHj51sw8kkewViJ53AMbNYzRtpfeYucOxe50cOPYnQzGMLrzU/e53FVza+V2Afy1Jmmjfr3wNgQrSasCeI1sesvxBCCCGEEHuyvecnfDEiMlmLJ1esB2DWvmVomkJR2Eco0L+AuyOu62K2xUnX1mJ1Jgrh2nXdQkuuknmH4S0twc5msVMpvMVhjGis13XsZByrvSn/K94Iqkp07qfzIdh1sVMdPQK267pYHS2oukHqwxX5cK3paL4gqjeI6g8R3H8+/okzetzLyXSi+cNowZ5jGOsaEk280VXgbFLReIJe2X8thBBCCCHGHgnYYpfa1JRg5eoWAI6aVYOiKJTGhl7YzM5kSNfVk2tqRNF0PMUlhT3TiQ8+ILl2HYquU/HJ43BtG7O9A29ZMYrTjmvbpNe/Q65pE2bzRnLNm3Bz6V73MIoqCU6bh+LxYyXjGFstE3cySZx0AjSDTO0qAMpP/hpGcdV2x7y3zl535pL8c8NrJLKdBI0AB5Tti18f3uJ2QgghhNi+W265hVtvvbXP57797W9z0UUX7eYRDd3SpUtJJBLcddddQP413nnnnbzxxhu7bQxtbW386le/4rnnnqOuro5QKMSkSZNYtGgRS5Ys2W3j2B3q6uq4+eabWbFiBU1NTUSjUfbZZx9OO+00Tj311JEeXg/Tpk3ju9/9LhdeeOGI3H/v+SlfjIjHXlyH47hMro5QFPYSCXkJD2H22nUcci2t+VnrVBpPLIpqGD2er/tbfu916VFHYkSj5OJxPMUxfCVRsvUtNP39DuxkvOeFFRU9WooeLcc1s2RrV5Fe+zbBafNQPT7sZJxcSy24Dq5t4lomjm1jNW8C20ILF6MXVe5w7Hvj7LXrujR1tvLyptcBOGzcbIKegOy/FkIIIXYzn8/HsmXLej1eVbX9yYE9yRe/+EWOPfbY3XY/y7JYvHgxiUSCiy66iClTptDc3Mzrr7/Os88+O6YCdkdHB6effjrRaJSvfe1rVFdXU19fz8svv8w//vGPURewR5oEbLHLdKZN/vVWvjXXMQePw3Zcyor8qOrg9l5bqTSZujqyzU2oHi/e0pJe+7ibnnuBTG0tqtdL+cJPdM0aW3jLynDMBGZbPXYyjqJ78E+Zhad0PEbpuHxF765ZZaujhYa//IRs3cfY6QSaP4yiGVht9aCqKIoKqooejJJ482kA/BNm7HBP+d48e/167ds0JVvwaAazKvYn6Amg70WfAyGEEGI0UFWV2bNnj/QwdpnKykoqK3c82TGcXnnlFT788EPuvvtu5s6dW3j805/+NI7j7LZx9Fcmk8HnG9wKwieeeILGxkbuu+8+qqurC4+feuqpu/W1DuU17E7SpkvsMq++V08qaxEOGEysCBMOGkSDA5+9dh2HbFMTnR99RKapCSMawwiHewXazjVrqevae119ymfQg0GsZBIjFEIPh7DTCXINawHwTTyQoqO+SHD/w/GUjusRevVICUbpeHBd0utWAqAFIuiREvRQEVowiuYPg6qS2fh+1/V67rXelp3q2Osqh2fMDPWJJl7alF+qNbdmFpqmE/aGRnhkQgghhNjW008/zbRp03j22WcLj8XjcY4++mi+9a1vFR6bNm0av/71r7n++us5/PDDOfjgg7niiivo7OwsHJNKpbjmmmtYtGgRs2bNYuHChVx11VUkEj1bny5cuJBrrrmGe+65hwULFjBnzhyWLl1Ka2trj+NWr17Nueeey8yZMzn++ON58MEHe43/lltu4eCDDy58vGLFCqZNm8aLL77It7/9bQ4++GAWLFjAb37zm17n3nvvvSxYsIBZs2bxpS99iffee49p06bxwAMPbPfz1d7eDkBZWVmv59Rt2sD2Nf6lS5dy3nnnFY654oor+MxnPtPjvI6Ojl7jeOihhzjrrLM47LDDmDt3Lueddx5vv/12n5+Lt99+mzPOOIOZM2dyzz33FMby1a9+lTlz5jB79mwuuugiNmzYsN3X2f1aVVWlpKRkp6+1vr6eyy+/nHnz5nHQQQdxzjnn8M477/Q4Zjhew6WXXsphhx3GrFmzOOWUU3j00Ud7nO84DrfccgtHHHEE8+bN4/vf/z6pVGqHr3O4yDSS2GX+8eZmIF/czHIcyosG1/c6vXkz6c21qF4fvtLSPo+xOjtZf9c94DjEDjmY4nmH5YuXZTL4p1SjuDZYObK1HwPgG7//Du/pnzILs3kj6TVvEZp+RJ/H5BrW4ubSqL4gnvKJ272Wk02hKAqekhoUbe/oe92e6WBTRx2rWzewoX0zqqIwt/ogfJqHiCc40sMTQggh9kqWZfV6TNfzceD444/ns5/9LFdeeSWPPPIIxcXFXH311QD84Ac/6HHOXXfdxYwZM/jJT37Cpk2buPHGG8lms/zsZz8D8jONtm1z2WWXUVxcTF1dHbfffjtLly4t7Jnu9swzz7B+/Xquuuoq2trauPbaa/nRj35UuFY2m+WCCy7A7/dz/fXXA3DzzTfT2dnJpEmTdvqaf/CDH3Dqqady22238fTTT3PjjTcybdo0jjnmGACWL1/OD37wA774xS+yaNEi3n//fb75zW/u9LrTp09HVVWuvPJKLrnkEubMmYPH03siaajj39amTZv47Gc/y4QJE8jlcjz22GOcc845PPzww0yePLlwnGmafPvb32bJkiVcdtllxGIxNm7cyJlnnsm+++7Lddddh6Io3H777SxZsoTHH3+8z/EDzJgxA8dxuPzyy7nggguYOXNm4etma+3t7Zx99tkEAgH+3//7f4TDYe666y4WL17Mk08+WQjoQ3kN69at44wzzqCqqor/+q//oqysjI8++oja2toeY7nnnnuYM2cO1113HevWreP666+npKSEyy+/fMCf84GSgC12ic60ydurmgGYPrGYkN8gFh74vluzo4NMfSN6KIS2nSUhruOw/p57sTo68JaXM+4Ln0NRFKxUCt3vx4hFcXIpzI4WrPZGUFR8Nfvt8L7+SQfR8cqj5BrWYSfjfe6bTq/PV8X2jZ9e6HHda2yWiZ1N4SmfuFfMXjuuQ1NnC5sTDSi4vN3VmmtW5QHomkGxvwifMfqX9gghhBDb47ourpkdsfsrhndQrU5TqRQzZvRecXfPPfdw6KGHAnDllVdy8sknc9VVV3HiiSfyt7/9jd/+9rdEoz1/hvF4PNx2221oWv7nH6/Xy5VXXsmll17K1KlTe4RzyAf7cePGcfbZZ7N27doeIcp1XX71q18Vwt3mzZu54447cBwHVVV54IEHaGxs5O9//3shkB5wwAGceOKJ/QqoJ5xwAl/72tcAmD9/Ps899xxPPPFEIWD/6le/4vDDD+fHP/4xAEcffTSWZfGLX/xih9edNGkSV1xxBTfccANLlizBMAwOOuggPvWpT3HWWWcVAuhQx7+tSy+9tPB7x3E48sgjefvtt3nwwQd7rDQwTZPLLruMk046qfDY9773PaLRKL///e/xevM/lx9yyCEcd9xx3H///Zxzzjl93nP+/PlceOGF/P73v+fJJ5/E5/MxZ84cTjnlFE499dTC1+OyZcvo6Ojg/vvvL4Tp+fPns2jRIn73u9/x3e9+d8iv4dvf/jaGYfCnP/2JUCi/KvKII3pPhpWVlXHTTTcBcMwxx/Dee+/xxBNPSMAWe66X3q4la9rEwl5KYz5KY34MfWCz165tk66rA9fZbrgGaFz+LJ0ffYRiGEw8/1y0rr8w7GQK//hxaF4vuc5mcnVrAPCUT0TdSZsoPRTDUzGJXMM60mvfJnTgMT3H5rpkugP2dpaHu45TqD5uxMr7/br7a2O8lpSZxqMZGLqBRzX6/AdXURRU1C29uF0XF7fw351RUFCUrl8oWI5FzjbJWFmyVg4ATVHzVdxdl3img4DhJ21mWNnwIQDzx89BVzWKAmP/TQYhhBBjl+u61P7xv8hu+nDExuAdtz/V5/94wCHb5/Nx991393p8ypQphd+Hw2GuvfZavvSlL/H8889z1llncfTRR/c6Z8GCBYVwDXDiiSfyX//1X6xcuZKpU6cC+WXAf/jDH1i/fn2Ppbnr1q3rEbDnzp3bY+Z06tSpmKZJS0sLZWVlvP322+y77749wujEiRPZf/8dr0bsdtRRRxV+rygKU6dOpb6+HgDbtnn//fcLwa/bcccdt9OADbB48WJOOukknnnmGV555RVeeuklfvzjH/Pkk0+ybNkyVFUd8vi3tXr1an7605/yxhtv0NLSUnh83bp1vY7dtujbiy++yEknnYSmaYXVDJFIhAMOOKDXMu5tffe73+Wss85i+fLl/Pvf/+all17ixRdf5MUXX+SGG24oXH/evHlEo9HC9VVVZe7cuaxcuXJYXsPLL7/MokWLCuF6e7YN3VOnTuWxxx7b4TnDRQK22CX+2VXcbOaUEnw+naLwwGctM01N5FrjeIuL+nzeTqdpePoZmp5/AYBxnzsNf1W+uIWdyaB4PHiKi/JLxVMJst37r3eyPLybf/Iscg3rSPURsM3WunyxNM3AW70vkA/UdAVRALuzDS0Yw1NcnS+MNoxsx6Y9myBjZVAVFcd1cNz+heX+hOre59HjLAUFXVXRumbuTZf8dV2XqDeMi8sjHz6Fi8t+JVMIeYIU+aIEDel/LYQQYk83uGKtI01VVWbOnLnT4+bMmUN1dTWbN2/m3HPP7fOYbffihkIhvF4vjY2NADz11FN873vf44wzzigs7W1qauKSSy4hm+05+x+JRHp83B22u49rbGzsc+9vSUlJr2v1JRwO9/jYMIzCXvDW1lYsy6K4uHiHr29HysrKOOOMMzjjjDMwTZOrrrqKBx54gGeffZbjjjtuyOPfWmdnJxdccAHFxcVcccUVVFdXF1YPbHstv99PMNhzW15bWxvLli3rs5q8Yex8G+P48eNZsmQJS5YsIZlM8o1vfIOHH36YCy+8kP3335+2tjbefPPNPldKTJgwYVheQzwep7x85xNX235dGYZBLpfb6XnDQQK2GHadqRwrV+eXh+83sYhYyIfPO7AvNSuVIlNXjx7wo2g9l1+7jkPrileof/wJrM4kACVHzKf4sEO3nJ9M4quoQA8EcMwsTqqDXOM6IL+kuz/8kw6ifcXDmE0bsBKt6OEtf/lm1uff5fPW7Ieqe7A628DNB8zuAKsaPjxl41H04d93nbNNcrZJ2BPCGGUVuePpdv741gPUJhpQFZVPTD4ccCkOxAa1pE0IIYQYLRRFofr8H++RS8T76+abb6atrY1JkyZx9dVX88c//rHX/baedYR8aMpms4Xg8/jjjzN9+nSuueaawjGvvPLKoMZTXl7Ou+++2+vxlpaWnc5i7kxxcTG6rvcqqrbt6+svwzBYsmQJDzzwAKtXr+a4447r9/g9Hg+mafY4pruQWrc333yT+vp67rjjjh4z4IlEolcF9b6+RqLRKMceeyxnn312r+e2DbI7EwwGOfvss/nHP/7BmjVr2H///YlGoxx99NF84xvf6HV89xsnQ30NsVis8EbOaCVVxMWw++dbtZiWQ0nUR0VRgKIB7r12HYdMXT1ONou+zTd7pqGBj372Czb95QGsziTesjImf/lL1Hzus4VjHNMEVcFTkg/ETrqTTO2qfL/qYAw9VtGvcWiBMN7K/DKn9Nq3eo5jQ8/l4a5t4ykbj2/8/vhqpuGr3hdv1VQ0364p6JWzc1iOhb6dvd8jZW3bRm5ZsYzaRANBI8CX55xJiT9G2BuS6uFCCCHGBEVRUD2+Efu1K8P166+/zu9+9zuuuOIKbrzxRl5//fU+ZzufffZZbNsufPz444+jKEphhjyTyfSaEX3kkUcGNaaZM2eyatUq1q9fX3hs/fr1fPDBB4O63tY0TWP69OksX768x+NPP/30Ts+Nx+N9Fo3rXubcXV28v+OvrKykvr6eZDJZeOzFF1/scUwmkwF6zja//vrrbN68eafjhfx+6FWrVnHAAQcwc+bMHr+23iqwrdbWVtw+Vkp2v9bSriLERxxxBKtXr2bq1Km9rj9t2rRhew1PPPFEj6r1o83omvoSY8I/u6qHHzi1lIDfIBQYWGuuXFsb2eZmjG0KaiTXr2ftb3+PnUqh+f1UnPBJSo+c32uG2+zowFNSgh4K4bouVmfrlvZc46cP6B8m/+SDyNZ9THrNW4QPWgCAlWjFbK0DRcE3fjquZaLqBlogstO93cNlZcMH/H3Vcxjq6PkWdlyHj1rW4rgOVeFyzp/1eaK+MK3pdsoCJajDvExeCCGEEP3nOA5vvvlmr8dLSkoYP348qVSK733vexx11FGcccYZAHzlK1/hpz/9KUcffXRhbzVALpfjkksu4ayzzipUEV+0aFHhmCOOOIJrrrmG2267jYMPPpjnn3+el156aVDj/tznPsevfvUrLr744sLM6M0331wIdUP11a9+laVLl3LllVdy4okn8t577/HQQw8BvVtQbe3ll1/mxhtv5LTTTuOggw5C13Xef/997rjjDqqrq/nkJz85oPGfcMIJ3Hzzzfznf/4np59+OqtWreIvf/lLj2Nmz55NIBDg6quv5qKLLqKhoYFbbrmFior+TR59/etf5wtf+AIXXnghp59+OqWlpTQ3N/PKK69w6KGH9moT1u3BBx/kr3/9K6eeeioHHHAAjuPwxhtv8Jvf/IYZM2YwZ84cAJYsWcIjjzzCueeey/nnn091dTWtra289dZbVFRUsGTJkiG/hksvvZTnnnuOs88+my9/+cuUlZWxevVq0uk0//Ef/9Gva+xqo+enczEmdHRmeWdNflnNtAkxSiK+ARU3cyyLTH0Dqq6jbvXOVsf7H7D+j3fh5EwCEyYw6YIlGOHeM6J2JoOi6fgrK1AUBSeTxE52kKvPFzjra/+16zi4toWi6flCXVvxTZoJLz2E2VpL09/vwLVMnHR+346nYjKaL4idTqB4fCie3Vcd+4H3HmdTR91uu99AHFQxnS/MOAmPZpDIJgl6AkR84Z2fKIQQQohdJpPJFILz1r7whS/w3//931x33XV0dHTw3//934XnvvrVr/Lcc8/x3e9+l/vuu69QGfu8886jtbWV7373u+RyOT75yU9y1VVXFc4788wz2bRpE3fffTe/+93vOOqoo7jppps4/fTTBzxun8/HnXfeyQ9/+EO+853vUFFRwdKlS1m+fHmvvtqDcdxxx/HDH/6QO+64g4cffphZs2bxwx/+kAsuuGCHS9BnzZrFokWLWL58OcuWLSObzVJZWcnJJ5/MRRddVDi3v+PfZ599uO666/jlL3/J0qVLmTNnDjfeeCOnnnpq4ZjS0lJ+8YtfcP3117N06dLCMv7f/va3/XqtEydO5P777+fnP/85V199NalUirKyMubOnVuYYe7LscceS21tLQ899BC//OUvcRyH6upqLrjgAr70pS8VCt4VFRVx33338fOf/5wbb7yReDxOSUkJs2bNKrzhMNTXMGnSJO69915uuukmrr76amzbZtKkSVx00UX9On93UNy+5vsFxx13HECvJSNixx57cQ23P7CSiuIA//HZmRwwuZjwAGaws80tJFZ9jLekuBB22/79Ohvu/TM4DuFp+zFx8flo3r6vmW1qxlddRXBivpBCrrWe1KpXaX36D6DpVJ3zQxTNwMl04po5wAVFRdF0XNvCdWwUzUA1PCgeP4qi0PLU78lsfL/XvWJHfp7gtHlYHS0YpTV4SmoG/PkaDNu2Oe+Bb2A5Np/a9xP49dHT9irqC7NfyRQURSFnm7RnE0wumkB5sP/FQoQQQojRIJPJFFpK+XbQzWRvM23aNL773e9y4YUXjvRQdpn777+fK6+8kuXLlzNu3Lhdco+lS5eSSCR69QUXI2Nn3+8DyYajbgZ79erV/PjHP+aNN94gGAxy6qmn8s1vfnO7jc+7tbW18bOf/YwXXniBeDzOuHHjOOecczjrrLN208gFwD/fzFcPnzGlhJBfJ+jrf4Ev17bJNDSieYxCuI6/vZIN/3svALGDZzP+zNNR+2hsD/nCZqrPh688v+fFdWysRAu5po0AeKumouoenGwKXBejpBrV40fRPSi6kZ+dNtM4qU7sVAduugMtECV21BfJbHwfRdNQdC+q4UX1h9BjFYVWV7traTjApkQ9lmNjqDpHT5yHOgoLh2WtLIlskupwBSX+2EgPRwghhBCiT/F4nFtvvZXDDz+cYDDIypUruf322znuuON2WbgWY9uoCtjt7e0sXryYSZMmccstt9DQ0MB1111HJpPpseykL9/4xjdYs2YN3/rWt6iqquKFF17ghz/8IZqmDWo5ihi4zrTJe2vzVRj3HR+jNBZAVfsf/nLxOFaiA09Rvi2X6zjU/+1xAErmz6Pmc6f1WsLdzXUc7FSKwKRJaH4/kC9u5maT5OpXA+Abl68e7mRT6MXVeEq3+UvT40MjDNFyrPYmMnVrUF0XzR8iuN/cPu/rmBlU3bNbA/batg0AlAdLR2W4TpsZUmaammgVVeFy2XsthBBCiFFL13U2btzIo48+SiKRoKioiFNPPZXLL798pIcm9lCjKmDfe++9JJNJbr31VmKxGJBfDnv11Vdz8cUXb3fze1NTEytWrODaa6/lc5/7HJCvMLdy5Uoee+wxCdi7yftrW3Bcl6Kwl6qSIOHAwGavsw2NqIZRKFrW8d77ZJuaUH0+qj7z6e2GawCrsxM9FMZbWrLVY204mQy5xnwg9Y3fH9e2QFHRg7EdjkcNRFA9PtxcGmUH4dk1s6i+EKoxsErpQ7Ehni8iVxosJp7pQCHfl1pRlHyDsK5Zddd1UZR8r2pd1dAUDVVRcFwXl3zfbMd1u6pCdp/T+36aqqIqKpqS/2/+ELcwe+929cB2XRfLsTAdm/HRGipCpdKWSwghhBhjPvzww5EewrAKhULccccdu/2+v/zlL3f7PcXuMaqmll544QXmz59fCNcAn/rUp3Acp1eZ+q11l8jftpF8qKuKtNg93v443/t6XHmYSMhDYADLw3PxdsxEB/pWxSQan30OgNIj5qPtYO+Ta9s4uRy+qspCYTTHzGJ3tpHZ/AG4DkZJDXq4GCeTRPWHUf07bp+lGl60cFF+OfkOOJaJFojs8JjhtrE9vwy/yBch5o0Q8UUIeUP4DT8Bw0/YGyLqi1IcKCLiDaGrOpZjkzTTJLJJUmaGrJXDcmxcXBRFQVM0PJoHn+7t8curewAFy7FImVk6sp10ZpN05tKkzCwZK0fOMbEcCxsXTdWZVDROwrUQQgghhNgrjaoZ7DVr1vD5z3++x2ORSISysjLWrFmz3fOqqqo46qijuP3225k8eTKVlZW88MILvPjii9x44427etiiy7td1cMnVIQojvS/GIhr22SbGvNVvLtmr5Nr15Fatx5F0yg9+si+z3Nd7GQSO53BU1KMpyhWeM5JdWDnMqRXvw5AcNo8XNfFsUx85aUo/Vi2rAeLsNoaChXGe93fcVBQduvycIDNiQYAKkLlVEUq8Bs7/ly7rovt2FiOheO6qIqC2jUbrSoqiqLsMAw7roPt2Nhd/+2eLVcUpfB7davHZEm4EEIIIYTYW42qgN3R0UEk0ns2MBqN0t7evsNzb7nlFi677DI+/elPA/nG8VdeeSWLFi3aJWMVPeVMm7W1+T+jqeOjA+p9bbZ3YLZ34Nlq5ULjM88CUDR3DkYfXxN2Oo3Z2YkeCBCYPClfdbwrnLuug9nRgt1Wj9XehKJ78E+djZvLoHp8qP7+tYxS/UFUfxgnk0QLRns975pZFI8P1evv92sdqoyZoSXVBkBVuBxD2/kqAUVR0DUdvY83CfpDVVRUTaX/6xGEEEIIIYTYO42qgD1Yruvy/e9/n3Xr1nHTTTdRVlbGv/71L/7nf/6HaDRaCN1i11m1MY5luwR8OuPKw3gNrV/nua5LpqkJRVULATlT30DHe++DolB27DE9j3cccvE4qq4TGDcOb3kZmrfn/mc72YGTTpBe9zYA/imzUQ0fVkczenFVv/dLK4qKES0lU/sxquv2muV1zAx6qBilHyF3uKxr24iLi1/3UeKPoav9+zwLIYQQQgghdr1RFbAjkUifDePb29uJRnvPIHZ77rnnePzxx3n44YcLTdLnzZtHS0sL1113nQTs3eCtj5sAGFcWIhrsf8Evq7MTq2ObvdfPPQ9A9MAZ+MrLC4+7tk22tRUjEiU4cXyPc7o52TS55o24Zob0+ncBCO5/eL+Lm20rX+zM33exM9tGC/RvNny4rI1vAqA0UEzQs3uXpgshhBBCCCF2bFRtlpwyZUqvvdaJRIKmpiamTJmy3fM+/vhjNE1jv/326/H49OnTaWxsJJ1O75Lxii3eXZ3ffz2xKoLf1//3bcx4O45tF4qTme3txF9/A4CyBccWjnNMk2xrK97SEkL7TOkzXLuWSbZpA242RWbzKnBsjJIaPKXjcLLdxc16n7cjqu5BCxdjb1PsLL8vW9thhfFdYUP7lgriPn33VS4XQgghhBBC7NyoCtjHHHMM//rXv+jo6Cg89vjjj6OqKkce2XehK4Camhps2+7VNuDdd9+lpKQEv3/37ZHdG9mOy6qN+X3Bk2ui+L39C9iOaZJrbUXf6s+n8bkXcG2b4JTJBCdOzF8/kyEXj+OvriI4eXKvJeEArmOTa9mM09mGGiwi9eEKoGv22nVxzBxGpKRfxc22pYdiKKqKa5lbjT0LhhfV0/9ibsNhY3sdAGWBYoxB7qkWQgghhBBC7BqjKmCfeeaZBINBLrnkEv75z3/yf//3f1x//fWceeaZPXpgL168mE9+8pOFj4855hiqq6v5+te/zl//+ldeeuklbrjhBh588EHOPffckXgpe5X1dR2kszYeXWVSZf/3X5sdHVipFFpXwM61ttHy4r8AKD9u4ZbjEgkC48cRGD8eVe87VJrxRsx4A1owhtm4FqujOV/cbEpXcTPDhzrIdlqqL4QWiGKnE1gdzZgdzTiZTrRgFGU37oF2XZe6RCMAFaEyPFr/C8kJIYQQYu91yy23MG3atMKvww8/nPPPP5/XXnttt45j4cKFXHPNNYWPr7jiCj7zmc8M+Tp92dm1V6xYwbRp01i5cuWA7z9YbW1t/M///A8nnHACM2fOZP78+Zx11ln84Q9/2G1jGIxNmzYxbdo0Hn/88ZEeyh5hVE2BRaNRli1bxo9+9CMuueQSgsEgX/jCF7jssst6HOc4DrZtFz4OhUL84Q9/4Gc/+xk33ngjiUSCcePGccUVV0jA3g26+19XlYUoCvv61f/YdV2yLa2ouo6i5t/nqX/8CVzbJrTPPoSn5Zf7O6aJanjwFBUVjtuWnerAatmM5gui6AbJD/Kz1/6pB6Ma3gEXN9uWoih4Kyfj5DLgOLiODY6N6ttxL+3h1pZpJ5HrBKCynxXEhRBCCCEAfD4fy5YtA6C+vp5f/vKXLFmyhAceeKDXNsu9wYwZM7jvvvuYOnXqbrmfZVksXryYRCLBRRddxJQpU2hubub111/n2WefZcmSJbtlHINRXl7Offfdx6RJk0Z6KHuEURWwAaZOnbrTd3HuuuuuXo9NnDiRn//857tmUGKH3lmdD9gTK0IE/P0LfXYyhdW+pbhZenMtbV17r6s+c1IhpNupFHooiBbY/l5nO92J49gYHj92qoP0+neAbYubFQ369QEomoHWz9e2q6xt2wBA1Bsm4g1KBXEhhBBC9JuqqsyePbvw8UEHHcTChQu59957ueqqqwZ1Tdd1MU0Tj2fPW1UXCoV6fD52tVdeeYUPP/yQu+++m7lz5xYe//SnP43jOLttHIPh8Xh26+dqTzeqloiLPY/runywvhWAyTUxfJ7+hb5cRzuubRWKm9U++jdwXWIHzyYwflzhODuXw1NctN1Zcdd1sVMdqHr+L/b4y38Fx8ZTPhFPSQ1OprOruNnunW3eFdZtXUHckAriQgghhBi86upqiouL2bQp//PFnXfeyec//3nmzJnD/Pnzufjii1m7dm2Pc7qXXT///POccsopzJw5k2eeeYZUKsU111zDokWLmDVrFgsXLuSqq67qszvQztTX13P55Zczb948DjroIM455xzeeeedYXnNW+trifi0adP4zW9+wy233MIRRxzBvHnz+P73v08q1bPY7WDG2N7eDkBZWVmv59RtVml2dHTwox/9iGOOOYYDDzyQhQsXctNNNxWef+655/jSl77E/PnzOeSQQ/jiF7/ICy+80OMaDzzwANOmTeO9997jy1/+MrNnz+aEE07goYce6nHceeedx8UXX8zjjz/OokWLOPjggzn//PPZsGFD4Zi+loh3L9O/5557WLBgAXPmzGHp0qW0trb2uP6qVas455xzmDlzJieccAIPP/wwS5cu5bzzztvh52tPNupmsMWepb4lRXtnDlVVmFITwefZ+ZeUY5rkmlvQfPm914kPP6Lzo49QNI3KT51YOM7O5lA9XvTQ9lthuVYu30LL8JJe9w6ZdStBUYnOPw3XdXBsC1+0bFDFzUabjfFaAEqDRXj1Pe+dYiGEEEKMHp2dncTjccq7WqLW19dz7rnnUl1dTWdnJ/feey9nnnkmTzzxBLFYrHBeY2MjP/7xj/nqV79KVVUV1dXVZDIZbNvmsssuo7i4mLq6Om6//XaWLl3a58rT7Wlvb+fss88mEAjw//7f/yMcDnPXXXexePFinnzySUpKSob709DLPffcw5w5c7juuutYt24d119/PSUlJVx++eVDGuP06dNRVZUrr7ySSy65hDlz5vQ585/L5Vi8eDGbN2/mkksuYb/99qO+vp5///vfhWM2bdrEggULuOCCC1BVlRdeeIGLLrqIZcuWMW/evB7Xu/zyyzn99NP50pe+xJ///GeuuOIKZs6c2WNp/Pvvv09rayuXX345tm1z3XXX8Z3vfIf77rtvh5+rZ555hvXr13PVVVfR1tbGtddey49+9CN+9rOfAZDJZLjggguIRCLccMMNANx22210dHQwYcKEfvxp7JkkYIshWdm1PLyyOEBJxIeq7nz/tZXoxE6l8BQX4zpOfvYaKDlyPt6S4sJxdiqFEYug+bdfqdvJpnGtHKg68ZceBCA081g8JdXYmSSqx482yOJmo83mjnoASgMleGT/tRBCCDEiXNcla+dG7P5ezdOvejd9sSwLyIfpn/zkJ9i2zaJFiwD4z//8z8Jxtm1z5JFHMn/+fJ544gnOOOOMwnPt7e385je/YdasWT2uffXVV/e4z7hx4zj77LNZu3YtkydP7tf4li1bRkdHB/fff38hqM6fP59Fixbxu9/9ju9+97uDet0DUVZWVpgtPuaYY3jvvfd44oknCgF7sGOcNGkSV1xxBTfccANLlizBMAwOOuggPvWpT3HWWWehdxXyfeihh3jvvfe49957Ofjggwvnn3baaYXfb11jynEc5s2bx8cff8yf//znXgH7nHPO4ZxzzgHg4IMP5vnnn+eJJ55g6dKlhWMSiQQPPfQQxcX5n8NTqRTf//73qa+vp7KycrufK9d1+dWvflV4o2Dz5s3ccccdOI6Dqqr83//9Hy0tLfzpT39i3Lj8CtUDDzyQE044QQK2ENuzsqvA2fiKMEH/zmdVXdsm29qKomooqkrbv18nU1uL6vNRcfxxW45zXVzLwlNUvMN/RJxsChdIvPY3nHQCPVJKZPbxXc+l8ZSNQ9H3/DBqOzb1nU0AVIZKpcCZEEIIMQJc1+Wq5TfyYcuaERvDtNKpXLPw2wMO2alUihkzZhQ+jkajXHXVVRx99NEAvPnmm/ziF7/gvffeIx6PF45bt25dj+vEYrFe4RrywfAPf/gD69ev77Gket26df0O2C+++CLz5s0jGo0W3gxQVZW5c+futmrfRxxxRI+Pp06dymOPPTYsY1y8eDEnnXQSzzzzDK+88govvfQSP/7xj3nyySdZtmwZqqry0ksvMXXq1B7helv19fX87Gc/41//+hdNTU24rgvQ48+321FHHVX4fSAQoLq6mvr6+h7H7L///oVwDbDPPvsU7rOjgD137twes/BTp07FNE1aWlooKyvjnXfeYb/99iuEa4Bx48ax//77b/eaY4EEbDEk76/L77OYVB3Bt5P+167rkq6tI9vUhCcWw3VdGpY/A0D5wgXowS37pJ1sFtXnQQ+Hdng9O9WB2bKZ1EevABA76osouoFj5VB1HS0YG+IrHB0aOpvJ2jlURaVcWnQJIYQQI2eQs8cjzefzcffdd6MoCkVFRVRVVRX2/tbW1nLBBRdw4IEHcvXVV1NeXo5hGFx88cVks9ke1yktLe117aeeeorvfe97nHHGGVx22WXEYjGampq45JJLep2/I21tbbz55pt9BsXdNeMZifRc+WgYBrnclhULQx1jWVkZZ5xxBmeccQamaXLVVVfxwAMP8Oyzz3Lcccf1WLbfF8dx+OpXv0oikeDrX/86EydOxO/3c/PNN1NXV9fr+HC451bLbV/P9l4zsNM/u23P6w7b3ec1Njb2CO7diouLB/R1saeRgC0GrS2RoaE1/w7lPuNi+HdQ4Mx1XTL1DaRrN2NEIqiGQeeatWQbGlE9HkqPnN/jeDuVxlNSjObdfmst18rhpDroeDW/xDy4/3y8lfl3SJ1MEi0YRfWOjWJg67sKnBX7YwR0n1QQF0IIIUaAoihcs/Dbe+QScVVVmTlzZp/P/eMf/yCVSnHrrbcWQpNlWYXCXFvr696PP/4406dP79Gb+pVXXhnwGKPRKEcffTTf+MY3ej03WiqVD+cYDcMotEpbvXo1xx13HLFYjA8//HC756xfv5733nuP2267jeOPP77weCaTGdC9d4fy8nLef//9Xo+3trYSDO75BYi3RwK2GLTVm/J/6RZHfJTFAmja9guJ5ZqbSW/ciB4IFkJz68v5ftWxg2ej+bbss3ZdF8e2MLYqqNEXJ5smvfE97M421ECUyKGfyp/f1ataD5cOeo/SaLOhfTMAZYFigp6x8aaBEEIIsSdSFAWfvv0JgD1RJpNBUZTCPmCAv//974Ul0P05v3vWs9sjjzwy4HEcccQRPPzww0ydOpXADlq0jqTBjjEejxMKhXp8jmHLEvzu6uJHHHEEf/vb33jrrbf6XIrfPfO79ed78+bNvPHGG6OuT/WBBx7IQw89xMaNGxk/fjyQL9D2wQcfMGfOnBEe3a4jAVsM2qqNbQBUFAcIB7a/Jzjb0kpy3QZUrxfNn68cbiWTxN96G4CSw3sWY3AyGTSfH2MHy8Mhv//aas3vIfFPnIHq8XU9nkT1hdAC268+vqfZ2J5f8lMSkAriQgghhBhehx9+OADf//73OfPMM1m1ahW///3vey0B3p4jjjiCa665httuu61QSOull14a8DiWLFnCI488wrnnnsv5559PdXU1ra2tvPXWW1RUVLBkyZIBXa+zs7NHa6lu2xYC2x1jfPnll7nxxhs57bTTOOigg9B1nffff5877riD6upqPvnJTwJw6qmn8r//+79cdNFFXHrppey77740NDTw2muv8aMf/YgpU6ZQWVnJTTfdhOM4pFIpbr755h0uKx8pn//857n99tv5yle+wte+9jUAbr31VkpLx84kWF8kYItB+7hrBru6NIjf1/tLyXVdcs3NJDdsRNG0Hnus2/79Oq5l4auuxr9V32sAK53GW1aGuoNlNt37r632RgCMkpr8446DY2bxldSgaGPny7u7gnhZsFgqiAshhBBiWE2bNo1rr72WW2+9lYsvvpjp06fzi1/8gm9+85v9Ov/MM89k06ZN3H333fzud7/jqKOO4qabbuL0008f0DiKioq47777+PnPf86NN95IPB6npKSEWbNmFQLoQNTV1fW5lPuee+4Z8LWGOsZZs2axaNEili9fzrJly8hms1RWVnLyySdz0UUXEQrlJ5Y8Hg9/+MMf+NnPfsYdd9xBPB6nsrKST3/604Xnb7nlFq655hq+8Y1vUFVVxVe/+lVefvnlXdIvfCh8Ph933nknP/jBD7j88supqKhg6dKlPPTQQ732ho8littddk70cNxx+YrWy5cvH+GRjF4X/vhJGtvSLPn0dE45Zh8MfcsScde2SdfWka6tRfP60ENbwrXrunx4w01kGxqp+fxplB6xZf+1Y5qYiQSRafthRKPbvbeTy5De8B6ND9yIa2YpP/WbGCXV2KkOFN2Db9x+KGMoiJ7/f98kY2X58pwzOWriYQQM/0gPSQghhBjTMplMocWUz7f9lqFCiP6Lx+Mcf/zxLFmyhEsvvXSkh1Ows+/3gWTDsTPFJ3arZNqksS0NwKSqaI9wbWezpDZuItvYhBGN9CpUlly7rqu4mUHRIT1bEJgd7XjLytF3siTJyWUw2xtxzSyoGnpRxZbZ67LxYypcZ8wMGSu/36bIH5MK4kIIIYQQYo/w61//mtLSUmpqamhqauLOO+/Etm0+//nPj/TQdhkJ2GJQ1tbml4eHAwblxVsKPDimSXLNWsx4HE9xEare+0usUNxsds/iZnY6nZ99Li/f6b4MJ5vCjjcAYBRXoagadqodLRAZM625urWm4wAYqkHEE5IK4kIIIYQQYo+gqiq/+tWvaGhoQNM0Zs2axbJly6iqqhrpoe0yErDFoGwpcBbE59nyZWSnM5iJBJ7iYhStdxDsUdxs/uGFx13XxezsJDBuXI/l5H3Zsv+6Gcjvv3YdG8fK4SubOKb2XgM0p/Kf65AnIBXEhRBCCCHEHuPLX/4yX/7yl0d6GLvV9vsqCbED3QXOqkoCeIwtX0ZONguO02e4hu0XN7OTSfRAAG952U7v7ZpZ3FwaM54vcOYpqcFJJ9ACMbRQbAivanRqTrUCEPIGpYK4EEIIIYQQo5gEbDEoazfnA3ZNeQivZ0uYtjNp2M7ybrO9ncZnnwegZP68wjJw13GwUml8lZW99mv3xcmlsc0sVmu+dZVeXIlrWxixcpQxuHy6pWsGO+INSQVxIYQQQgghRrGxtZZW7BamZbO5OQnAuIowHn1LqLU6k6hG71lWO5NhzW9/j9XRgbe8nKI5h2w5J5HAiEbwlBT36/6umcVJJ3CySVBUNH8U1RdEC26/6vierHuJeH7/tXzLCiGEEEIIMVrJDLYYsPX1CRzHxevRqCkNoqr5mWjHNLEzWVRPz1lW17ZZf9c9ZGpr0UMhJn/5gsJMtWvbOKaJr7Kyz4JofXEyKaz2JgCMogrARfWHxuTsNWwpchbxhSVgCyGEEEIIMYpJwBYD9tGGrgJnRQFCgS2z1U42i2PmUI0tAdt1XTY/+FcSH3yIYhhMvnAJ3q1mqq1UCj0UwhPr3+yz6zrYua0CdkkNruOgena+tHxP1dYVsKO+CNoYfRNBCCGEEEKIsUACthiwjzfGAagsCeA1ttp/3UeBs6bnnqflpZdBUZh4zlkEJkwoPOe6LnYmg7esbLtF0bblWiZYJlZbV4uukhpQQBnDvaHjmQ4AYr6ItOgSQgghhBBiFJOALQZsbW0+8FWXhfBsHbDTmR4FzuJvvkXdo3/LH3vKyURnHtjjOk4mg+bzYfRz9hrANXO4lonZWguAUVSJqmqo+tgs/mU5NolsJwCl/qIRHo0QQgghhBBiR2RDpxgQx3HZ0JAAYHxFz4BtdXYWlod3rlnLhv+9F4DSo4+k7Jijel3LSibxV1f3q3J4N9fKYacTOOkEKApatBQUDaWPwmpjQTzdjguoikpRIDbSwxFCCCHEHuiWW27h1ltvLXxcVFTEfvvtx9e//nUOPfRQVqxYwfnnn194PhAIMHHiRM4991w+//nPFzq/ADQ0NHDbbbfx/PPP09LSQnFxMccccwyXXnoplZWVu/V1CTEaScAWA1Lb3EnOtNE1herSEIaeXwThmCZOJoNqGGQaG1l35x9wbZvozAOpPuXkXtdxTBNF0/AUD2xW1jEzWF39r/VoOYqiougelDHavqq7RVfQCOCTHthCCCGEGCSfz8eyZcsAqK+v55e//CVLlizhgQceKBxz7bXXMmXKFDo6OvjLX/7Cf/3Xf2FZFmeeeSYAq1ev5rzzzsPn83HJJZcwadIk1q9fz+23384zzzzDXXfdxdSpU0fk9QkxWkjAFgPy0YY4AGUxP5HglplnJ5vDNnMolsra39yJnU4TmDCBCWefiaL23olgJToximJoweCA7p+vIJ4P2EZJDa5toQVjg349o11zOh+wQ56AVBAXQgghxKCpqsrs2bMLHx900EEsXLiQe++9l0WLFgGw7777MnPmTACOPPJITjrpJO6+++5CwP7Od74DwJ///GdKS0sBOOyww1iwYAGnnHIK3/nOd3oEdiH2RrIHWwzIlgJnQfzeLYHPzmZxTJv1d/0vudZWPCXFTLpgCaqn96yra9u4ro23tKTHkqOdcR0bJ5fB7JrB9pRU49o2qtc/tBc1ijUlWwAIe0NSQVwIIYQQw6a6upri4mI2bdrU5/OapjF9+vTC86+++irvvvsu559/fiFcdystLeW8887j3Xff5bXXXtvlYxdiNJMpMTEga2vbgXzA9hhb3p+xsxmseJzUunUomsaU/7gQIxzq8xpWMoUeDGFEIgO6t2vmwDax2uqBvaOCeGsqDkDEG5IK4kIIIcQo4LouTjY7YvdXvd4BTVBsT2dnJ/F4nPLy8u0es2nTpsLzr7zyCgALFizo89iFCxfy85//nFdffZVDDz10yOMTYk8lAVv0m+u6rK/PVxCvKQv1aNFldSbJNjcD4KuuxltW1vc1HAc7m8E/rrrfrbkK51o57FQ7djIOgF5UiWtmUcZoBXGAlq4l4hFvGF2RgC2EEEKMJNd1WXnFf5H44MMRG0N4+v7MvPbHgwrZlmUB+T3YP/nJT7Btu7A8HMBxHCzLIpFIcN9997Fy5UouvvhiIF/cDPIz333pfry+vn7A4xJiLJGALfqttSNDImWiKDBuqwrijmXhpDNkG/NLtwPj+v6LF8BKJDDCYTyx2IDv71hZzLb8PbRICYqmg2OP6YDdls6vGIj6ZIm4EEIIMSoMw+zxSEilUsyYMaPwcTQa5aqrruLoo49mxYoVAJx++umF53Vd58wzz+SSSy7Z7WMVYk8mAVv027q6/Ox1UdhHLORFVfP/wDi5HE4uR6Y+/86mv6amz/Md08S1LfzVk/vcm70zTi6D1dEEgKc4X+AM3RjTATueyQfsmDciRc6EEEKIEaYoCjOv/fEeuUTc5/Nx9913oygKRUVFVFVVoW5TiPYnP/kJU6dOJRQKUVNTg2ern9cqKioAqK2tZdq0ab2uX1tbCyCtusReT35iF/22saETgOKIl6B/S6h1slls0yRdWweAf1zvgO26Lrl4O76Kcoyi2KDu76ST2Ml84NSjZWCbqL4YijI2a/W5rks80/WmRiA2LPuthBBCCDE0iqKg+XwjPYwBU1W1UCF8e6ZOnbrdYw477DAAnn/++T4D9nPPPQfA3LlzhzZQIfZwYzOZiF1ic1MCgJKor7A8HLoCdmcCO5kEVcXXxzuXdjKJ7vfhr6ocVFB0LTO/B7szvydZj5TmK4h7xm4F8UQuieXYAJQFS0Z4NEIIIYTYm82dO5cZM2awbNkyWltbezzX2trKH//4R2bMmCEFzsReTwK26Le65iQApbFAj4BtdSbJNnUVOKuoQDV6Ltl2LAsrncFfU43mH1wgdqwcrp3D7sz/ha5FSwEX1fDu+MQ9WHcFcb/uI6Dvee+UCyGEEGJsueGGG3Bdl9NPP53777+fV199lb/85S+cccYZuK7LDTfcMNJDFGLEyRJx0W91LSkAyov8hQrirm1jpVJkm/J7o/taHm62t+MtLcZTXDzoe7tmDieXKSwR18JFYJpjev91UyrfAzvkCWJoY/d1CiGEEGLPMHXqVB588EFuu+02br31VlpaWigqKuLYY4/l0ksvlf3XQiABW/STZTs0x9MAVJYEMPT84gc7m8PJmX0WOHNdFzMeR/N68VdVDbgt19ZcK4vdGQdA8fhQdR+u46LoY7cHdksyvxw+7A1KBXEhhBBCDNrXvvY1vva1r233+Xnz5vHhh/1rPVZRUcE111wzXEMTYsyRgC36pbEtheO46JpCRUmw8LiTy+HaJpmuypH+mnyLLtdxyMXjaD4fwUkT0UOhId3fyaSw0/k94HqkFJyxX0G8OZVfDh/2htAlYAshhBBCCDHqScAW/VLblN9/HQt5Cfp6VhC3OpOY7R2gKPirq/LhurUVPRwmOHEieii4vcv2i+u62Lk0TncF8XAJrm2i+sIoYzh4tqbjAES80gNbCCGEEEKIPYEEbNEvmxrzs8fFEV9heTiAlU6RbcwXOPOWlqJ6PORaWjCKYgQnThx0UbOtuVYOrBxW1xJxPVqKa1mo3rFbQRy2BOyoNyQ9sIUQQgghhNgDyE/tol82N3X1wI760LV8wHZdFzu5VYGzmmqcbBbN7yc4adKw9Yh0zRyuZRYqiOuRsV9BHKAtk5+xj/qi6IrMYAshhBBCCDHaSZsu0S9bWnT5CzPYrmni5HJkGroKnI2rwTEtVK932MI1dM1g42An8lW1tXC+J/RYLnAGEE93AFDkj6Kq8q0qhBBCCCHEaCc/tYt+qWvOt+gqi/kx9PxsqpPL4Zgmmbo6IF9B3DFN9ODQ9lxvyzGzuJa9pUVXqAhF08d0gbOMlSVtZQAo9ReN8GiEEEKIvZfruiM9BCHELjac3+cSsMVOWbZDc3u+RVdF8dYturLYyRS5lvzSbf+4GlzHQfMP3+w1gJvLYKXys7mKx58P1urYDtjd+68NVSfsG1oFdiGEEEIMnGHkf85IpVIjPBIhxK7W/X3e/X0/FLIHW+xUd4suTVMoLw4UHrezWTKN+f3XRlERmt+PnU6jeoZ36bZjZnG6ArYeKQHHRtG9KNrYDdjdPbBDniBefWzvNRdCCCFGI03TiMViNDY2AhAIBFAUZYRHJYQYTq7rkkqlaGxsJBaLoWlDr3skAVvsVG1jvsBZLOQl4NvyJWMnk+Sa8wE7MK4G1zRRdAPVO3yB0LUtXNvE7swHTj1SimtbaMHYsN1jNGpK5febhzxBKXAmhBBCjJDKykqAQsgWQoxNsVis8P0+VBKwxU5t6q4gHvHh0fNfMq5tY6czZBry/+B077/WPDrqMCyt6ObaFthWz4Dt2Kie4V2GPto0JvMBO+wNoUsPbCGEEGJEKIpCVVUV5eXlmKY50sMRQuwChmEMy8x1NwnYYqc2d81gl0S39MDeUuCsHgD/uGoc08QTi6EM4xeoa5u4jo21VYsuBcb08nCAllT+DYWIN4gmAVsIIYQYUZqmDesP4EKIsUuKnImdqu1q0VUS9eMxtgRsO53eqgd2TX7pdiCw3esMhmtZuK6D1dHdoqsYYEwXOIMtATvqi6Cr8j6YEEIIIYQQewIJ2GKn6lu6WnQV+XtUEM/U14HroofDGJEIuAzr/msA1zHz/bZT+RZdeqg436JLG7uh03Vd2tL51xvxhWUGWwghhBBCiD2EBGyxQ1u36KosDqBrXQE7nSFTm18eHpg4Ade2QVXRvMNbQdw1c9hd4Vrx+FEMT75F1xheIm46Fu3ZBAAxb0T2YAshhBBCCLGHkIAtdmjrFl1lRf5CewqrM0m6a/91cOIEHNNENYxd1KKra/a6q4K4oukwhmewOzIJOnP5ZfnlwZIRHo0QQgghhBCivyRgix3aukVX0JefNXZMEyeXI715M5CfwXZME9XjQRnOCuKui5vLYHXGge4e2BaKxzem+1CubdsIQNAToDgQG9nBCCGEEEIIIfpNArbYoU1dAbso4sMw8kuVnWyObGszVnsHqCr+ceNxTRM9FBre4OtYuNu26LLHfouutfENAJQFSvCM4aXwQgghhBBCjDUSsMUObW7qu0VXemN+9tpfVYnm9eA6Dpp/eIOva1ng2D0DtuuO+Qri6+P5z215sEQqiAshhBBCCLEHkYAtdqi7RVdp1I+h52ew7WyWzOZaAAITJ+K6Liigeoa5grht4toWViLfokuPlIIytntgW7ZFbUcDkA/YUkFcCCGEEEKIPYcEbLFDhRZdsS0z2HYySbquDuiqIG5ZKNrwFzhzbQvHyuKkOgDQwkUoijqmA3baytCYbAagIlQqFcSFEEIIIYTYg8j6U7Fdlu3Q0tWiq7wogKGpuI6Dmegg00cF8WFv0WWb2F0FzvIturwwxpeIb+qow3QsDFWnVJaICyGEEEIIsUeRGWyxXY1tKeyuFl2lRX5UVcHJ5UhtqsW1LLRAAE9pKa5povp9KNrwzrY6Zg47GQe6lofbVlcP7LEbOte2dhU4C5bg1Tx41LH7ZoIQQgghhBBjjQRssV21Tfn91/kWXfnZaSeXI70+HwIDEyegKAqOaaEHg8N+fzeXwU529cCO5iuIK7qBMoaXTa+LbwLy+6/9uhdVlW9RIYQQQggh9hTy07vYrsa2/P7rWNiL17OlRVeqNl/gLDhxQteRDpp3mAucuQ6OuVXADpfgOtaYbtFlOzabOvJL70sCxQQM/wiPSAghhBBCCDEQErDFdjXH8/uvIwEPnu4CZ1tXEJ8wAddxQFFRh33/tQW2XVgiroWLcZ2x3QM7a+do6GwC8jPYXn1437QQQgghhBBC7FoSsMV2NXcVOIuEvIUK4pnGRsx4HBSFwITx+QJnnuGvII5lgmMVipzpoSIUxnaLrpZkG4lcfll+ebAEzxh+rUIIIYQQQoxFErDFdrW2ZwGIhTzouopr2yQ/Xg2At7wcze/HyeZQPb5d06LLtgoz2GqoCFDGdoGzeH5ve7E/RtATwJCALYQQQgghxB5FArbYrtaO/Ax2LOzF0DUc0yS5fj2wZf+1k8tiFEVRFGVY7+3aVr7/teuAqqH5QiiaNqZbdK3pqiBeHizBUHWMMfxmghBCCCGEEGORBGyxXW0d+RnskogfratFV3rjZiBfQTy//1pBD+yCCuK2WShwpgVjXUFbH7NLxB3HKRQ4KwuWEDD8qIp8ewohhBBCCLEnkZ/gRZ9My6YzbQJQVpSvZm1nsqTrugqcTZyIk8uherzogeGvdu3kMtjpBAB6uBjXtvLLw8forG7aylCXaACgNFBEwCMVxIUQQgghhNjTSMAWfWppzwCgqQqxcH5/dXLdetycier14qsox85k0EOB4S9wRlfATnXkxxAqAsdG8fiGfSn6aNHQ2URLOg5AWbBU9l8LIYQQQgixB5KALfrU2pEP2KGAgUfPzxon160FwF9TjaKquJaJEYkO+71dx8a1TZyte2DbFqoxNttWJXMpPmxei+M6+HUfUW9YKogLIYQQQgixB5KALfrUHbDDfg+apuDaNpna/B5hb2kprm3ni4/tguXh+R7YFlahB3YRruuiGMM/Uz4atKTaCsvDK0NleHQDjzY2X6sQQgghhBBjmQRs0afuJeKhoIGuqTimSba5GQBvWRl2JoPm86EHAsN+b9e2cJ0tLbr0cDEoY7MHdiqXpiUVJ57Jz9aXBUswVANDHZt7zYUQQgghhBjLJGCLPjXH8y26okFvPmDncuSaWwDwlpViZ7IY0QiKpg37vV3LxDFz+TZdgBqMoSjqmAzYzalWTMekMZn/3JYFiggYY3evuRBCCCGEEGOZTJOJPjW35wN2JJhfIm535si1tgL5gI3roIdCu+bmtomTys/oKroHpWvv9Vjrgd09ex0y/NR2LREvCRQTMKSCuBBCCCGEEHsiCdiiT61dS8SjIQ+6ppJsbcHJZvN9ryMRnJyJ5h/+5eEAjmViJ7sqiIeLURwbV9XzbboGwXVdkrkUKKAqKpqioSkq+g6uZzs2rusObNyug+Xa2I6N5di4uOiKhqZq6KqOpqgoioKiKKiKutXsdRMZK4uh6hQHiqTAmRBCCCGEEHsoCdiiT20dWQCKwj40VSG9fgMARiyGa9tofh+ab3irejtWDqu9CautASeTBEAPFeHaXS261MEtR09bGda0rSdnm6iKiqKoaIqKRzMIGH78hg9DM7Adm4yVJWWmyVjZAQds13WwXQfLdWCrczVFRVW1LQEbBRWFtJUhZPi5/93HAJhbMwuvZkiLLiGEEEIIIfZQErBFn9oS+Rns4ogXHIdMXR2QXx7u5LJ4y8pQ1OHZwu+6DnaijVxbPW46geoP4WTzAVsLF+M6FprHN+jrW45NxspR5Ivi4uC4Lo5jk7VydOaSOK6DCyhd/zNUDV0z0Ab4+hR0tK2CdDfbsbFdB8excQEXF9t18OpeNiXqWR/fhK5qHD7+EAxNlxlsIYQQQggh9lASsEUvqYxJJmcDUFrkxzFNMg1NAHhLSgDQQ8Fhu1+uaSNWWwOKrqNFSlAUFSuR3++th4vBsVGHELBtJ/9a8oG5KzRrBoO/4sBoqoaGBn0E5+VrXgTys9d+3YdH88gMthBCCCGEEHsoCdiil+4e2B5dJRr04eRMcl0tuoziIlSPF80/PIW4HDOLnWhF9QVQPVuuaXcFbC1UDAytRVd3wB5t1rRuYG3bRjRF4xOTDsd0TIqM6EgPSwghhBBCCDFI0qZL9NIdsEOBfAVxJ5cj19YGgBGNovl8aN7h2X/tpDtxrByK0XM+2erM308Pdwfswb8XZNrm4Ae4Cy1f2z17fRBRXwTHdfEZu2teXQghhBBCCDHcJGCLXlq6KoiHAwa6pmJl0uRa84HXE42i+ocvBNrJOIqq9diz7OQyuNkUAGowCqo6pICdcyw0ZXR9qa9r28jq1vVoisonJh1eeFz2XwshhBBCCLHnkiXiopfmeL4HdjjgQVMVMnV1uJYFqooeCaP7hidgO2YWO9WB6u253Lx7ebjqDeQrh6s6DCFgr2lbz4b4Zvz66JkdfnXzWwDMqZ5JzB/Fcix0VZOALYQQQgghxB5MArbopTCDHfSgq9C5uRYAb0kxiqqiGMMTAruXh+v+cI/Hrc6u/dddBc7QBt8DuyOT4Nev/i+2O/r2YauKyicmzwcgZWbwGz68mmeERyWEEEIIIYQYLAnYopeW9vwMdjTkQXFsMo35CuKe0jJAQR2mgN3X8nDYMoOth4pxbRvVO/ge2HWdTdiujaHqTCmeOOQxD6cDy/ej2B/DcV2ydo5x0Sq0Qb5OIYQQQgghxMiTgC166Z7Bjoa8qJZJtilfQdxTUoyi6yj60AO2k8v0uTwcthQ46+6BvW0BtIFoSeWvVR4q5UsHf3HQ19mVkrkUIU+AmDcy0kMRQgghhBBCDMHoqvwkRoW2RBaAopAXxbbIteZnlL3FxSiahmoM/X0ZJ5PEMbMoeu9q5IUZ7HAR2EPrgd0dsCPe0KCvsSu5rkvGzlIWLEUfwj5zIYQQQgghxMiTgC16cF2XeCI/g10S8+NaWwK2URRFNXQUfehB0Eq2oWh6r+XhANYw9sBuS8cBiI7S2eGUmSZg+In5Ruf4hBBCCCGEEP0nAVv0kEiZWLYLQGnUh53OYMbbATCiMTSfr89QPBBOLoOTSvS5PNx1Xeyti5wpQ+uB3ZrJj300zmC7rkvKzFAaKJbq4UIIIYQQQowBErBFD90FzvxenaDfQ6a+HhwHxTDQAgFUf+9QPFD55eG5PpeHO5kkrmUCClogAqo6pBZd8fToDdhpK4vf8FLsj430UIQQQgghhBDDQDZ9ih5aO/LLw0N+A11TSdfWAeAtLUFRQPMMfaY1vzy8d/Vw2KoHdiACKCjq4Ft0AbR1zWCHvUEc10FB6XFf13VxcfMz566D49hYXf9VFAVFUVEVFVVRwHWxXRcXB8dxCuc5uLguqIqCoekYqo6uGqiKgu3aWLaF5do4roumaBiahqboJHNpxkUr8erSmksIIYQQQoixQAK26KG10APbQMMh29Wiy1tWBjDkHtiubeFkUqjbqQze3QNbDxeBYw2pBzZAeyYBgOM4xDOJQijupigKCqCioqgqmqKiKxqG14fruliOjeM6WI4FKKiKiqF60AwNXdFQVQ1VyYd223FI5lLkHJOkmcFxHXRVR1c1dNVAV3Vydo6MlcNy0vg9Ppm9FkIIIYQQYgyRgC16aO5aIh4JeFFxyTZ19cAuKQZNRR1iiy7XNsG2ULyBPp+3typw5to2imfwPbBN2yRl5l9PeaiM/UunFgK2i1uYzVYUBRUVTdXyvxS1xyy34zg4rgOKgqrkQ/Z2X5/rYjoWOTuH47oYateMdtebBI7rYNkWOccEF/xDaEEmhBBCCCGEGF0kYIsemuL5QBoOetBcm2xLCwCe4mJUTUcZYosu1zJxbavPfdWZzR+RXPUaAHpXD2xtCC26Wrv2X2uKRsQTJOQNDuo6qqqi9rNcgaIoeDRju0XLVEXFo3vwIMvChRBCCCGEGGskYIseupeIR4MeFMcptOjyFBWh6DrqEFt05QuYuT1miM22etpfeYzs5g8BUDw+fBMOGHoP7GR+7EFPAK/Ru6CaEEIIIYQQQgwnCdiih+4iZ7GwF8XMYrV3AGDEoqgeD4o2uOXa3RwrB1u2QJP84GXiLz0IrguKSnD6EYRnH4fmC2K1Nw9p/3Vzug2AkCeAR5MZYyGEEEIIIcSuJQFb9NCWyAL5gJ2rrwdA9flQPR60YWjR5WbTheXhruPQ8caT4Lr4Jswgetin0SOlW45VQBlCf+jWdBzIB2x9CEFdCCGEEEIIIfpDUocosG2H9s58wC6N+Uh/XAuAt6wU13XRfENbZu26Lk4uXZiVzjVtwEl3onh8FC84p8dstevYKEPsgd2aigMQ8gTRB1koTQghhBBCCCH6q3+Vm8ReId6Zza/UVqAkEiDb2AjkC5wpgDLECuLYFq5tFYJ0Zt1KAHzjD+i1FNy17WHrgR3yBNEVCdhCCCGEEEKIXUsCtijo3n8d9Bn4vBrZ5q4K4rFYvkXVUHtgWzmwTRRNx3Vd0uvfAcA/6cDeBzsWDDFgx7sCdsQbQpMZbCGEEEIIIcQuJgFbFHRXEA8FDFQg15YvEqZHIyiajjrEFl2OZeI4NoqmY7bWYne2oegG3pr9eh3r2jaKbgy6BzZAPJ0v0Bb2htFV2Q0hhBBCCCGE2LUkYIuClq4Z7HDAg4aNGY8DYITDqLqGMsQWXdhmvlo4kFmXn732jtsfVe9d4dt1LFTP0PZ8t2cTAMT8EZnBFkIIIYQQQuxyErBFQUv7VgHbdTDb80us9VAYxTCGvETcMbMoSv5LLr0+v//aP7GP5eEAjoNiDL4HdsbKkrG6KqJ7I2iKfKkLIYQQQgghdi1JHaIgntiyRJxMGjuZAkAPBdH8gw+73ZxsGkXXMeMNWPFGUDV84/fv+2DXRR1CUbXWVH55u6HqhLwBFEUZ9LWEEEIIIYQQoj8kYIuCto78jG84aGC35gucqR5PfvbaN7SA7boOjpkBVSez/l0AvNX7oHr67q3tKsAQ9k03p1qBfA9sr9Z7CboQQgghhBBCDDcJ2KKgPZkP2JGAF6slH1CNohgooBlDC6muZYJtoWgG6XU7Xh7uOjaKog6pLVhLVw/soCeIp4893kIIIYQQQggx3KS0siho78wBEA16yNU3A/kWXYoCyjC06HJtC8dKYLZsBkXBN2FG38fa+UrjQ2nR1ZLOLxGXHthCCCGEEEKI3UVmsEVBe2d+Brso4iXb2ASAEY2Cqg65RZdrWbiuQ3bjewB4Kiaj+UN9HzwMPbDb0vkCbSFPAF0qiAshhBBCCCF2g1EXsFevXs2XvvQlZs+ezZFHHsn1119PLpfr17kNDQ1873vf4/DDD+eggw7iU5/6FA8//PAuHvHYkDVtMjkbgOKIn1xLfg+2Homg6vqQW3S5dg5cSHftv95u9XC6logPsQd2d8AOe4PSoksIIYQQQgixWwzLEvHVq1fz+OOP09TUxJQpU/jc5z5HKLSd2ckdaG9vZ/HixUyaNIlbbrmFhoYGrrvuOjKZDFddddUOz21sbOSMM85g8uTJ/OhHPyIUCrFq1ap+h/O9XXsiP3utqQqRgE5jW1cV7kgYVdeH3qIrmwZVzS8PB7zV+273WNe20IJD64Edz3QAEPGGJGALIYQQQgghdot+B+y7776bu+66iz/96U8UFxcXHn/mmWf4xje+gWmahcfuuusu7rvvvh7H9ce9995LMpnk1ltvJRaLAWDbNldffTUXX3wxFRUV2z33hhtuoLKykt/+9rdoWj5QzZ8/f0D335vFu5aHB3w6qutgxuMA6KEQiteHog5tsYOTy+DmMrhmFhQVPVKyg4MdFH24AnYYfQjVyIUQQgghhBCiv/qdmp555hnGjx/fIzRblsWVV16Jpmlce+21PPLII3z729+mtraW22+/fcCDeeGFF5g/f34hXAN86lOfwnEcXnzxxe2e19nZyd///nfOPvvsQrgWA9MdsIN+A9W1MdvzAVUPhdC8Qwu7rm3hWjnszvysuB4u3u7+ajuVQFFVVG/f7bv6dT/XpT2TACDqi0iRMyGEEEIIIcRu0e+A/fHHHzN79uwej61YsYLW1lYWL17Maaedxr777st//Md/cOKJJ/L8888PeDBr1qxhypQpPR6LRCKUlZWxZs2a7Z737rvvYpomuq5z7rnnMmPGDI488khuuOGGHjPrYvu6l4gHfQZuRweuZYGioAYDaL4hBuyuFl12It/6S4+W9T7GdbASbaAoeCqnoIeKBn2/tJnBdPJ/7kW+COoQZ9+FEEIIIYQQoj/6nTzi8TiVlZU9HnvppZdQFIVPfvKTPR4/5JBDqKurG/BgOjo6iEQivR6PRqO0t7dv97zm5nxLqSuvvJIDDzyQ3/3udyxevJhly5Zx8803D3gce6PW7oAdMLBb8p9PPRxCG5YCZyaubWElugqnxcp7Pu/YWB0tqL4A3qqp6OGBbS3YVneLLq/mIeAJDOlaQgghhBBCCNFf/U5OpaWlhSDb7bXXXsPn87H//vv3eNzj8WAMsSjWQDiOA8ARRxzBFVdcAcDhhx9OMpnkzjvv5JJLLsHn8+228eyJ4h0ZAEJ+A7s1H4Q9sVh+FnvIPbBNwMXq6Aru0Z4B20q0YkTLMErHoRpDmy0HaE7mZ8pDngBezTPk6wkhhBBCCCFEf/R7BvvAAw/kwQcfpLOzE4BVq1axcuVKjj76aPRtZjjXrFnTa7a7PyKRCIlEotfj7e3tRKPRHZ4H+VC9tfnz55PL5Vi/fv2Ax7K3aeuawQ77PeS63kgxolEUVRvyDLZjZgEFK94I9Fwi7lg5VN2DUVw1LOEaoLVrBjvoCeDRdt8bPUIIIYQQQoi9W7+T0yWXXMIXvvAFFi1axD777MO7776LoihcdNFFvY596qmneoXd/pgyZUqvvdaJRKLQ/mt79tlnnx1eN5vNDngse5v2riJn4aAHa1P3THMERddQh7pEPJfBdWzsZLzrumVbPZdG9QVRPIMvaratllT+PmGP9MAWQgghhBBC7D79nsGeNm0ay5YtY8aMGTQ2NjJr1ix+/etfc+CBB/Y4bsWKFfj9fk488cQBD+aYY47hX//6Fx0dHYXHHn/8cVRV5cgjj9zueTU1Ney3337861//6vH4v/71L3w+304DuNhSRTwc8JBr7e6BHUHVhzaD7bouTi6NnczvoVd9QTRfsPC8Y+bQQkUoijKE0ffUms7fK+QNokvAFkIIIYQQQuwmA0pOhxxyCL/+9a93eMy8efN45JFHBjWYM888k7vuuotLLrmEiy++mIaGBq6//nrOPPPMHj2wFy9eTG1tLU899VThscsuu4ylS5fy3//933ziE59g5cqV3HnnnVx44YUEAlLoamc6kjkAYkEDs627nVZ46D2wbQvXtra06Np69toyUTUddavAPRzimXzADntCMoMthBBCCCGE2G2GtPY3lUrR2dlJMBgkGBx6SIpGoyxbtowf/ehHXHLJJQSDQb7whS9w2WWX9TjOcRxs2+7x2MKFC/npT3/KL3/5S/70pz9RXl7O1772tT6XsIuebMclkcoH7KKgQS6eD6h6MDgMPbBNcCyszu4WXVsKnDm5DIo3OKSe132JZ/IrICLesPTAFkIIIYQQQuw2Aw7YmzZt4re//S3PP/889fX1hccrKipYsGABF1xwAePHjx/0gKZOncof/vCHHR5z11139fn4SSedxEknnTToe++tEskcrpv/fcTjUN9VyE4Ph9C8Q6vC7Vomrm1vVUF86wJnWTxFlSjK8PapLgRsn8xgCyGEEEIIIXafASWbp59+mlNOOYV7770XVVVZsGABn/nMZ1iwYAGapvGnP/2JU045haeffnpXjVfsAt37r/1eHa09DoBiGGj+AMpQW3TZFuBitzcBYHT1wHZtC0VR0fzDuzzcdV3aM/lK9FFvGF0dWoE2IYQQQgghhOivfqePjz/+mMsuu4zx48dzzTXXcOihh/Y65rXXXuMHP/gB3/rWt3jggQekuNgeor2rRVfAp+Ns1QNbUZUhVxB3rByu42J2BezuJeL55eEBVO/w7o9P5JLYbn77QJE/NqzF04QQQgghhBBiR/o9g3377bdTVFTE//7v//YZrgEOPfRQ7rnnHmKxGHfcccewDVLsWm1dM9hBv4HdFbCNWBRFVYfcA9s1MzjZTrAtUDW0UBEAjplBD8VQhnkJd1s6DoBf9xEwfMN6bSGEEEIIIYTYkX4H7BUrVvCFL3yBWCy2w+NisRif//znefnll4c6NrGbtCUyAAR9BlZbV8CORlF0HXWIS8SdbAa7Mw6AHilFUVVcx0ZRFDRfaEjX7ksim98/7jd8eLSh7R8XQgghhBBCiIHod8COx+PU1NT069hx48YRj8cHOyaxm8U78jPYoYCB1ZIP2Ho4PPQe2LaFa5tbWnTFtloe7vEPe3sugJSZf7PAq3kwNNl/LYQQQgghhNh9+h2wi4qK2LRpU7+O3bRpE0VFRYMelNi9umeww34PVlcPbCMSRjE8Q+qB7dom2BZWIt+iy+iqIO7mMmjBGMouCMDJXAoAn+6VCuJCCCGEEEKI3arf6emwww7jL3/5y05npuPxOH/5y1847LDDhjo2sZu0F/Zga1hdf756KITmH1p/ateycG1rqxZd5biui4uL5g8P6drbkzTTAHh1r/TAFkIIIYQQQuxW/Q7YX/nKV4jH45x77rm8/vrrfR7z+uuvc9555xGPx7n44ouHbZBi14p35gAIezXM9nagK2APtQe2beLiYnVXEI+VgW2hagaq4R3aoLcjmUsC4Ne90qJLCCGEEEIIsVv1O4Hss88+3HTTTXzve9/jnHPOoaamhv33359gMEgymeTDDz9k06ZNeL1ebrjhBvbdd99dOW4xjLpnsKPkcE0TAD0SRtGH2gPbxMlmcNKJrmuW5ftia/qQr7093UvE/YZPlogLIYQQQgghdqsBTfGdcMIJTJ8+nd/85jc899xzPP3004XnysrK+OIXv8iFF17IxIkTh32gYtdwXZeOZH4GO2p1APnZa1XXUY0h9sA2szjJOABqIILq8WGnEige3y7Zfw1bloj7JGALIYQQQgghdrMBp5zx48dzzTXXANDZ2UkymSQYDBIKDX/LJbHrpbMWpuUAEEx3kASMWAxFG1oFcQA3m8buCthGNF9B3LVNNF/xkK67I8lcPmD7dS+aMvgCbUIIIYQQQvz/9u48Sq66zvv45+61d6ezASEQwpLBBxNwAQOIGtnFYZNt2PRRBmRRYOY5oiKLMsgw5+CoMMCII4jKooxoMDAEUKIIiIKoCMgQlkDI1klv1V1ddW/d549bVelOd6C7upbuyvt1Dod0bf1LKre7P/n+ft8vMF7jTlDPPvtspUv4e9/7Xs2ePbse60KDdJW2hzu2Kae3K/p1W0bGREd0FQMV/bz8vqiDuF3uIB4WZTqxiS36bfQXSlvE7ZgMw6jb5wEAAACALY05QfX19emss87SH//4x8ptM2bM0H/+539qzz33rMfa0ADdvdH28ETMVtDdJSk6fx1tEa/+nHQY+NGIrp5SwC7NwJZUt/PX0uY52Ck3UbfPAQAAAACjGfMe2ltuuUXPPPOMDjnkEF166aU644wz1N3drS984Qv1XB/qrKsvCqTJmKOgqzSvOlWDGdh+QWHgK6iM6IoanBmmKcOeWHfyt9NfOoOddJN1+xwAAAAAMJoxV7CXL1+uQw89VN/61rcqt82fP19XXHGFVq1apblz59ZlgaivTT3RFvFE3FGwujyiKykzNrExWmFQUDHw5fd2Rq9ZDtiWK7OOAXuACjYAAACAJhlzifLNN9/UAQccMOy2Aw88UGEYau3atTVfGBpjU28pkMZsBT1RwLZSSdmxiZ2TDoOCiv09UjGQLFtWsi0K2LYj1amDeBiGlQp2yqPpHgAAAIDGGnPAzuVySiSGVwXLHxdKs5Mx9WzqjSrYSdeU3xvNq3bSNZiBXcgr6OuSJNnp6TIMU2FQkOnF69Z8LOcPKlQoSUq68bp8DgAAAADYmnGVEgcGBtTV1VX5uLs7qnhms9lht5e1t7dPZG1ogK5SwJ5mDEpBIBmG7FRqwiO6ivkBBf2lLeeZGZKizuJmHYNvuXptGqY8q37b0AEAAABgNONKUZdffrkuv/zyEbdfcMEFoz7++eefr25VaJju0piuNj8rSVG4dh2ZzgRGdIWhioXBygxsOzO9cl89G5xl89GILs9yZZlW3T4PAAAAAIxmzCnq/PPPr+c60CTlOdipfJ8kyclkZNr2xGZgBwXJ9xX0bZIUVbDDYlGGYdZ5RFdUwfZsV6ZRfQd0AAAAAKgGAXsb15ON5mAn89H5azuTlmHZMieyRdwvSEVffm9pBnZmRqmDuN2QEV2e7RGwAQAAADQcKWQbVvCL6s/5kqTYQClgp9IyHUeGVf0W6zDwVfQLlQq2lZkeVbUtu64V7Gw+Ctgxy5VZp0ZqAAAAALA1BOxtWE822h5uGJLdV2pIlk7KjE98RFeQHT6iS4Ev043JqGNluVzBjtmeLIMz2AAAAAAai4C9DSt3EE94ttTbI0mykylZ3sQCdrGQ39zgrDKiy5fpJSf0uu+kLx81aos5MbaIAwAAAGg4Usg2rNzgLBGzFZQCtpNJybQnVv0N87khHcRnlG4MZTr1HZ2VrVSw2SIOAAAAoPEI2Nuw8oiupGup2BudwbbS6Yl1EA9DFQs5BdnyDOzpCsNQMgwZVv3OX0ubx3TFbCrYAAAAABqPFLIN29gTBex221foR83OnExGhjWBDuJFX6FfUJDdPKJL5Q7ida9gRwE7TsAGAAAA0ARjSlKrV6+u6sV32GGHqp6Hxiifwe4oRsHUSiZkud7EKtijjugqSJZT1xFdktRf7iLuxGSwRRwAAABAg40pSS1ZsqSqwPL888+P+zlonPIM7IwfNQdzMhkZtjWhM9jFwqCCQl5BKWBHI7p8mV5Chlnfzt7lLuIJJ17XzwMAAAAAoxlTwL766quHBexisajvf//7Wr16tT7+8Y9rl112kSStXLlS9913n+bMmaPTTz+9PitGzfQNRAE7VdgcsE3bmlgFuzCoYn+PFBYrI7qCvi4ZXqIma3475YCddur/uQAAAABgS2NKUscdd9ywj2+88UYNDg7qwQcf1LRp04bdd8EFF+iUU07Rhg0bardK1EVff0GSFM+VRnSl0zJsR4ZZ/fnlINcXBWwNGdFVLMp0vYkv+B30F3KSpKRLwAYAAADQeFUlqTvvvFMnnXTSiHAtSR0dHTrxxBN1xx13THhxqK9sLgrYsYGog7idSsn0qg/CYTFQcXBAQTlgl0d0GZJh1ff8tSQNlCvYdZ63DQAAAACjqSpgd3V1aWBgYKv3DwwMqKurq9o1oUGyA1HAdmsVsAuDkp8fMgO7dP7atGTa9R3RVQgKKhSjTuhUsAEAAAA0Q1UBe9GiRbrtttv0l7/8ZcR9f/7zn3X77bdr4cKFE14c6qscsO3+6Ay2nU7JdKo/f10sDKoYbNlB3G9MB/HC5n/wockZAAAAgGaoKk1ddtllOv3003XCCSdo0aJFmjdvniTp1Vdf1bPPPqu2tjZ95StfqeU6UWNBUFQuH0iSjP6ogu2k0xOagR0WorFfQU90/r4csA3bkSYyW3sMsqWA7VqObLO+nwsAAAAARlNVBXu33XbT0qVLdfrpp6urq0vLli3TsmXL1NXVpTPOOENLly7V7rvvXuu1ooayuWg7tVvMS4VSJXuCFewgl5VhmJUKtlWagW168brPpS7PwPYsTyYzsAEAAAA0QdVpasaMGfrSl76kL33pS7VcDxqkPKJrWhgFUyselxWPy7Cqm1UdNTjrV3Gwf8iIroz83o0y3fpv2S5vEY/Zrkyj+i7oAAAAAFCtCSeRdevW6YUXXlB/f38t1oMGKY/oml6MRlvZbRkZE5iBHTU4KyjIDh/RJanu568lKVuI/v55tkfABgAAANAUVSeRhx56SIcffrg+9KEP6dhjj9Wzzz4rSdq4caOOOeYYPfTQQzVbJGqvr9TgrD2MgqmTTsswbZlVBuyowVlBQXaTpNL562JRhmFGZ7DrLJsvV7A9mROY4w0AAAAA1aoqiTzyyCO64IILNG3aNJ133nkKw7ByX0dHh2bPnq177rmnZotE7ZU7iLf55Q7iGRm2Xf0W8cKgFEp+T2f0eqURXYZlN6SCXd4iTgUbAAAAQLNUlURuuOEGve9979Mdd9yhU089dcT9e++9t55//vkJLw71U65gZyoBOynLqz4IB7msDMuWP6yDeEGy7AZVsKNKfJwz2AAAAACapKok8tJLL+mII47Y6v0zZsxQZ2dn1YtC/fVmoyZnyUIpYKdSMj2vqtcqNzgzHXdYwFbgy3RjlbPY9VQO2DE7RsAGAAAA0BRVJZF4PK6BgYGt3r9q1Sq1t7dXuyY0QLmCncgPCdhudZXmsJCX/IJkmAqGjejyZXrJ2iz4HZSbnEUBmzFdAAAAABqvqoC933776d5775Xv+yPuW79+ve6++24deOCBE14c6qevP6pgxwajgO1k0lV3EC8WcioGBRW6N0hhUYYbk5XMSGEo06n/+WtpyBZxhzPYAAAAAJqjqiRy4YUXas2aNfrEJz6hu+66S4Zh6De/+Y2+8Y1v6OMf/7jCMNR5551X67Wihnr7C3KKBdl+FLTtdFqGNYERXaFUWP+aJMmdubMkQzIMGVb9z19LUn8hGjcWd+o/cxsAAAAARlNVwJ4/f75+9KMfqb29Xd/85jcVhqG++93v6uabb9Yee+yhH/3oR9pxxx1rvVbUUHYgr7QfVX1Nz5MVj1c/oivXL8OylV/7iiTJmz1PamAHcWlzF/EkARsAAABAk1SXqCTtvvvuuvXWW9Xd3a3XXntNYRhq7ty56ujoqOX6UCfZAb8SsJ22TCkMj39EV1gMFAxmJcvW4NpXJUnu7HkKAz/qIN6gLeLlgJ32Ug35fAAAAACwpaoq2Ndff73+9re/SZLa2tq0cOFCLVq0qBKuX3rpJV1//fW1WyVqrm+gUAnYdjoj07aqOoNdbnAWDvar2N8jGaacmXOjGdi2K8Osbq72eFUq2G6iIZ8PAAAAALZUdcB+8cUXt3r/Sy+9pBtuuKHqRaH+srmC0v6QBmeWJcOqooLt5xUGvvIb3ohea/ocmbarMCjIjDUm7BaLReX8QUlSmoANAAAAoEnq0m65q6tLjtOY5lYYv2IxVH9uSAU7lZLpuTKqGG8VBr6kUIV1r0qKtodLUlgsynRjNVrx2xvwc5VfJxwCNgAAAIDmGPOe4KeeekpPPvlk5ePly5frtddeG/G43t5eLVu2THvssUdtVoiay+V9haGUKVWw7XRKputV9VphUJBCVc5fe6WALSOUYTVoRFdpe7hlWvIa1FQNAAAAALY05oD95JNPVs5VG4ahBx98UA8++OCoj91tt930la98pTYrRM319RckSZnKGeyULK+6YFrMD6gYFORvWitpc4Mzw7Rk2g0a0VWagR2zXGZgAwAAAGiaMQfsz3zmMzr11FMVhqH2339/XXnllTr00EOHPcYwDMXjcXleddVQNEbfQDlglyvY1c/ALg7m5G9aIymUlZkuK55WMZ+TYbkNH9Hl2Z7MKra5AwAAAEAtjDlVxWIxxWLRmdqHH35YHR0diseZOTwVZQcKcooFxYp5SZKdSstwquggHvgKg4IKG96UJHmz5lVuN2xHqjK0j1e2ErCpYAMAAABonqoS0Jw5c2q9DjRQ30C+0uDMcF3ZyUR1HcSDghT4ym9YJWlIg7OgICuZqappWjWylS3iniyjMWPBAAAAAGBLVZcYX3jhBf3gBz/QX//6V/X29qpYLA673zAMPfTQQxNeIGqvr3/ziC47k5FhWTKrmYHt+yoWBlUojeja3EE8kOk2bncDW8QBAAAATAZV7ad98skndcIJJ+hXv/qVZs2apVWrVmnu3LmaNWuWVq9erUQiofe///21XitqpLc/v7nBWSYjw7RkVBOwg4IKm9ZEM6+9hOy2WZX7GnX+WpKy+Shgx2yPLeIAAAAAmqaqNPKtb31Lc+fO1QMPPKCrr75aknT22Wfrjjvu0J133qm1a9fq8MMPr+lCUTt9A5tnYDuZjEx7AgG7dP7anbWzDMNQWCzKMMzoDHaDZAvR7yVOwAYAAADQRFWlkb/+9a/6xCc+oVQqJat0dre8RXzRokU66aST9M1vfrN2q0RNRRXsIR3EHaeq89LFwqAKG0sBu3L+2pdh2Q2uYJfOYDsxAjYAAACApqkqjViWpWQyKUnKZDKybVudnZ2V++fOnauXX365NitEzQ07g51OyYxVN1atmOvfXMGevYskKSwMynBiTQnYcTsm0yRgAwAAAGiOqtLITjvtpFdffVVS1Mxs/vz5wxqa/epXv9KMGTNqskDUXt9AoXIG20mnZLrjD8NhMVCha62Kg1nJtOROjzrLh36+oR3Epc1NzuI289cBAAAANE9VAftDH/qQfvGLX8j3fUnSpz71KT344IM69NBDdeihh+qRRx7RSSedVNOFonayA5sr2E4mI8upImAHvvxNa6PXaJ8lw3YUhqFChTLdRE3X+07KATvRwM7lAAAAALClqsZ0nXvuuTrjjDMq56+PPfZYmaapBx98UJZl6ZxzztFxxx1X04Widgb7sooVC5KiCrbhjL8hWegX5Hevk6RK9/AwKMi0HJlerHaLHYNywE67yYZ+XgAAAAAYqqqA7TiOpk2bNuy2o48+WkcffXRNFoX6Mnq6JEmh48pOJGQ61XUQ93ujc/d228zotkJehuPJcBq7Vbu/kJMkJQnYAAAAAJqIjlDbICfbI0kyUmkZti2zmgp2UFDQs1HS0IA9KDORkdHATt5hGFYq2CmPgA0AAACgecZUujzjjDPG/cKGYei2224b9/NQX4OFQIl8nyTJTqVk2nZVW8SLhcHNFez20hZxhbJijQ25+aCgYhiNiEs2+Ow3AAAAAAw1poAdhuG4X7ia56D++vrzyhTKDc7SMmNeVR2/g+5OhfmocmxnZir0S+ev3caev84Wom7ohgy6iAMAAABoqjEF7Ntvv73e60CD9A0UlC6N6LLSaVnx8Vd9w7Co/MZo/rWVbJfpuAoG+iTHk9HggN1fCvme7coyrYZ+bgAAAAAYijPY25jsQEGZ0oguO5WS5VUxossvyO8qdxAvnb/287IS6Yaev5Y2dxD3LFdmgz83AAAAAAxVVRfx1atXj+lxO+ywQzUvjzoaWsG205nqRnQFvvzu9dFrlAN2sSirCU3GevPRPxZ4tkfABgAAANBUVQXsJUuWjOnc7vPPP1/Ny6OO+rJ5pUsVbKe9TaZd5QzsnvKIrlkKA1+mZTX8/LUkdeeijuhx25NFwAYAAADQRFUF7KuvvnpEwA6CQG+++aZ+9rOfqaOjQ6eeempNFojaym7qUUfoS5LcjmkyqpiBraCgoK80oqt9poqFwaacv5akDf2bJElpL0UFGwAAAEBTVRWwjzvuuK3ed9ZZZ+nEE09Ub29v1YtC/Qys3yBJytuenES8qhnYwWBOQV+XJMlpm6mwMCi7baaMJjQZ21gK2BkCNgAAAIAmq3kiSSQSOu6443TrrbfW+qVRA/nOaGt33kvIjsdkmOP/K5DvfEMKizJsV2aiTSoWZcVTtV7qmHQOdEkqV7DHP24MAAAAAGqlLiW/YrGoDRs21OOlMUHFrmhrt+8lZSeqGdEVyu+MRnTZbTOlsChZpgyn8dvDJWnTQLckqS2WoYINAAAAoKmq2iK+NX19fXrqqaf03e9+V+9617tq+dKoEaO7S5IUxJNyYlWE4sBXYciIrrAwKMOONaXBmSR15UoBmy3iAAAAAJqsqoD9d3/3d1vtIh6GoXbYYQddfvnlE1oY6sMqnZ1WMiXLq2ZEV0FBeURX+yyFfkFmPC3Dqum/1YyJXwzUO9gnSZoWbxtTZ3sAAAAAqJeqUtF55503aphpa2vTTjvtpAMOOEC23fjAhXfm9kfN56xMRpbrjvv50YiuaPu/Ux7RFWv8/GtJ6hroVijJNEy1eZmmrAEAAAAAyqpKwRdccEGt14EGiZcqvk5bm4wqOogXA19+b2lEV9tMSaFMx6vlEsess9RBPOnEFWvSGgAAAACgjEOr25AwDJXMRwE70dEus4pdBkF2k8JCTpIhKzVNMkwZzvgr4bWwvj8K+ik3Kdca/z8WAAAAAEAtVb2P+80339RPf/pTvfHGG+ru7lYYhsPuNwxDN95444QXiNrJdffICQNJUnL2TBnW+OdWFzpXS1IpXEuG5choUvV4w5CAbZscSQAAAADQXFWlkvvuu0+XXHKJfN9XJpNRKjVyBjINpyaf7jfXSpL6TU/bT2+v6jUKQ0Z0hb4vw3FlNKl6XN4inomlZJnj/8cCAAAAAKilqgL2ddddp1122UXf+ta3tMsuu9R6TaiTvrei8Vq9TlJesrqxWoWNayRJdvtMhX5eVqq9af+YsnGgS5KU8VKyCdgAAAAAmqyqM9ibNm3SySefTLieYrJro4Dd7ySq6yAehvK7o9dw2mYpLBZlevGarnE8Ng1EM7AzXka2QcAGAAAA0FxVBeyFCxfqrbfeqvVaUGe59dF4rQE3KcurojFZ0ZdfmoFtZWbIMCTTbl737nLAbo+lOIMNAAAAoOmqCthf+tKX9POf/1wPPPBArdeDOsp3Rk3B8rGkbLeKEV2DAwqyXZIkO90RNTizm9NBPAxDdeV6JEntXoYz2AAAAACarqqy34IFC3TRRRfp4osv1pe//GVtt912Ms3hWd0wDP385z+vySJRG0FPt0xJfqy6Cna+c7UUhjKcWNQ53DCaNqKrd7BPQakjekeyg6Z6AAAAAJquqoD9wx/+UFdddZU8z9NOO+00ahdxTD5hf3/0i1hMVhUzsP1NpQZnmelS4MtMpGU0qXLcWWpwFrdjSjjNOwcOAAAAAGVVBeybb75Z++yzj26++Wal0+larwl1EuaigG3F4rLM8Vd8/Z7oDLeVmqbQL8j0kjVd33hsyG6ege01aZs6AAAAAAxV1Rns3t5effzjHydcTzHmYE6SZKVTMqsJ2L2d0fOTbQoNyXSrG/VVCxv6o7WkvSQdxAEAAABMClUF7H333Vd/+9vfar0W1FEYhrLyUcB2qg3YPaWAncjIMMymNTiTpA39XZKktJtkBjYAAACASaGqgH3FFVfoqaee0ne+8x1t2rSp1mtCHRRzOZlhUZLkpNJVbREPeqNt2WYsJcN2m9bgTJI6B6K/d2lGdAEAAACYJKpKJkceeaTCMNR1112n6667Tp7njdpF/A9/+ENNFomJ8/uykqRAhrxkvKqu2+URXWYsGQVsa/yjvmqlPAO7jRFdAAAAACaJqgL2YYcdxlikKcbPRgE7Z3mKx8dfeS4GBQX9Uag1vYTMeLKpfwc2lbqIt8XSbBEHAAAAMClUFbCvueaaWq8DdeZn+yRJg6ajZHz8lWe/d6NULEqGEQXsJjY4k6SuXI8kqZ0KNgAAAIBJoqoz2Jh6ylvEc6anVBUV7KBrvSTJjGdkmJZM26vp+sZjoJBTzh+UJE2Pt8s0+GsMAAAAoPmqqmDfe++9Y3rcMcccU83Low4qAdtylUyPPxwXutdJKnUQt+ymNjjbWNoe7lqO0rFU09YBAAAAAENVFbAvueSSrd439FwuAXvyGOzplSTlTFeJ2PjD8eYRXWnJdpo8oivqZp5yk/Ks5q0DAAAAAIaqKmA//PDDI24rFot64403dMcdd2j16tX613/91wkvDrWT694csJPx8Vewg94oYJvxtEwnJqOJ5543ZMsBOyHbYkQXAAAAgMmhqnQyZ86cUW+fO3euFi9erH/8x3/UD37wA11++eUTWhxqJ1+qYBdsV447/nBcrmCbsZSMJjc46+wvzcD2mIENAAAAYPKoS3eoD3/4w1q2bFk9XhpVyvdGXcQLtiezmhnYfVHV2IynZDbx/LUkdQ5sDth0EAcAAAAwWdQlYK9atUr5fL6q57788sv61Kc+pb333lsHHHCArr322nG/1q233qoFCxbo7LPPrmoNrajQG1WwA8eTaY4/YPt9Uai1ExkZTa4ad5ZnYLvMwAYAAAAweVSVlJ566qlRb+/p6dHvf/973X777froRz867tft7u7WmWeeqXnz5unb3/621q5dq2uuuUa5XE6XXXbZmF5j/fr1uuGGGzR9+vRxf/5W5mejLuJFxxvWiG4swmKgYn80d9qMp2XY45+jXUubBrolSW2xlGyDgA0AAABgcqgqYJ9++umjhrQwDGVZlg4//HBdeuml437dO++8U9lsVtdff73a29slSUEQ6Morr9TZZ5+t2bNnv+Nr/Nu//ZuWLFmi1atXj/vzt7Kwv1+GpKIXG3cF2+/ZIIWhZJqykm0ymtxYrByw22NtnMEGAAAAMGlUlU6+//3vj7jNMAxlMhnNmTNHqVR1s4lXrFihxYsXV8K1JB1xxBG6/PLL9dhjj+m444572+f//ve/10MPPaQHHnhA//RP/1TVGlpVODAgQ5JicY13h3ihqzQDO56Otoc3MWDnCjn15aNq/LR4m0yzLqccAAAAAGDcqkpK++67b63XIUlauXKljj/++GG3ZTIZzZw5UytXrnzb5wZBoK997Ws655xzNGvWrLqsbyozBgei/8fi425yFnSvlySZ8YxkWU2tYK/uXStJsgxT02JtTVsHAAAAAGypqvLfqlWr9Mgjj2z1/kceeURvvPHGuF+3p6dHmUxmxO1tbW3q7u5+2+f+6Ec/0sDAgD75yU+O+/O2umKhIMMvSJKMRGLcW8QL3RskSVYiE83ANppXNX6rN6qmp9yk3CZ3MwcAAACAoaoqRV577bXq6+vTkiVLRr3/hz/8oTKZjL7xjW9MaHFj1dnZqW9961v613/9V7kuoWtL5QZnoSQrkRh3kzO/NwrYZjwlw/VqvbwxK4bFSgU77SXlWrzXAAAAACaPqkqRzzzzjPbff/+t3r948WL9/ve/H/frZjIZ9ZbGSQ3V3d2ttratbwf+5je/qQULFuh973ufenp61NPTI9/35ft+5dfbMr8vmoE9aLryPGfcFeygp1NS1EHcdJoXsHOFwUoFO+2lGNEFAAAAYFKpqoLd09OjZDK51fsTiYS6urrG/brz588fcda6t7dX69ev1/z587f6vFdeeUVPPfWU3v/+94+47/3vf7++853v6KCDDhr3elqF3xdVsHOmq5hrj7vJmd+7UZJkJdJNnYHdXxjQyk2vS5LmZrZnRBcAAACASaWqtLT99tvr6aef1j/8wz+Mev8f/vAHbbfdduN+3YMOOkg33XTTsLPYDzzwgEzT1AEHHLDV533pS19ST0/PsNuuvvpqxWIxXXzxxVqwYMG419JKgtIW8ZzlKubZ494iHvRtkiRZ8UxTG5yt6VtfqWDPn7YzI7oAAAAATCpVJZSjjjpK//Ef/6GFCxfqtNNOq4xKCoJAP/jBD7Rs2TKdc845437dk08+WbfffrvOO+88nX322Vq7dq2uvfZanXzyycNmYJ955plavXq1li9fLknac889R7xWJpNRIpHQfvvtV81vsaVsWcEejzAoqDgQbTG3k+0ybKfm6xuLvJ/Xc+teVKhQMxLT1JFol8UWcQAAAACTSFUB++yzz9Yf/vAHXX311brpppu0yy67SIq2am/cuFH77ruvPvvZz477ddva2nTbbbfpa1/7ms477zwlk0l94hOf0EUXXTTsccViUUEQVLP0bdLQM9jTYuMLyNH28FAybRnxdNNmYPcXBvRS5yuSouq1aVqcwQYAAAAwqVSVllzX1X/913/ppz/9qZYvX67XX4/OxS5cuFCHHnqojjnmmEpVe7x23XVX3XrrrW/7mNtvv/0dX2csj9lW+EO2iCcT4+u8XdhUmjudSMuw7aZtEe/J9enVrmj02/xpc2UbFhVsAAAAAJNK1WnJNE0df/zxOv7442u5HtRBuYKdM8cfsP3u9ZLKHcSbMwM7KAZa2fW6egb7ZBmW5mS2l2c1Z6s6AAAAAGxNVWmpq6tLL7zwwlbvf/HFF9Xd3V31olBbmwO2p2R8nFvESwHbauIM7P7CgF7c8LIkad60HWUYhhJOvClrAQAAAICtqaqC/fWvf12vvPKK7r777lHvv/zyyzV//nxdffXVE1ocaqPQUwrYlqNEfJwV7N7yDOyMTPvtnxsUAwXFQMWwKNtyRj0jHRQDFYKCDMOUZZiyTKvS1bxYLMoPo9coFH3lg7xy/qCy+X69smmVJGn3jnkyJCXdxLh+HwAAAABQb1UF7CeeeEKnnHLKVu//yEc+ojvvvLPqRaG28kMr2LG3f8tzhZx681kFYVF+4Guw8w0ZknocS4WBbnmuI1OGgjAKwUFQDsMF+WGgYjFQMQxlW7Y801HSTcizXeWDgvoLA8r5g/KDQDIUBWzDlG3aCsKiimFRQRgoKAVthaEMGTIMQ6u6V0uSdm7fUZ7tKe7E6v3HBgAAAADjUlXA3rhxo6ZNm7bV+9vb29XZ2Vn1olBbhVLAzluuHHvrjcGCYqDXu9/SpoFNMmTKNA1l+jbJltRjW9rY3ymzOFB5vCFDlmHINEyZpiXLMOXargyZ8ou+cn5Ovfk+FUtB2TEt2ZajhOMplFQsBgrCUDk/J8MwZBqWXNORaUWVbbNU2f7fja+qUPSVdpNq99JKuQk5nMEGAAAAMMlUFbBnzpypv/71r1u9/7nnnlNHR0fVi0JtBaU52IHjybKMrT5ufXajNg10qSM+TVapC3xYmoGdzMyQk5ou0x1b5dgZS7fxMYbk8niu3afvIj8sKuOlx/Q8AAAAAGikqpqcHXzwwbrnnnv08MMPj7jvoYce0n//93/r4IMPnvDiUBtBf78kqejFKlXhLfXls1rTt05JN14J1yrkZQxGFesw3ta0Gdh/KwXsXTt2lmPabA8HAAAAMClVlZguuOACPf744zr//PP1d3/3d9p9990lSS+99JJeeOEF7brrrvrc5z5X04WiOmEQSIM5SVLRjck0RwbsoBjorZ51KgS+Ml5q8x3ZqBN8aNlSLCajCXOnewezeqt3nSRpx8z28hxPcZuADQAAAGDyqSpgp9Np3XXXXbrlllu0fPly/c///I8kaaeddtK5556rT3/600ok6PI8Gfil6rUkGV680rF7qA3ZjdqU61abl9bKja+rUCxIksINb8hIuCrGkgr6N8jpbMwMbL8YqCvXo+5cj97oWSNJmpOeLdu01ealZZqNn8UNAAAAAO+k6j2/iURCn/vc57Zaqe7u7lZbW1vVC0Nt+KXz13nDlu05IyrY/fkBrelbp7gd0y9f+a0eeeW3w19gh/bo/6882oDVbt2eM3dXqFApxnMBAAAAmKRqeqg2n8/r4Ycf1tKlS/XrX/9af/7zn2v58qhCkI0Cds505bmWttwh3tm/SYNBQfkgq1+9+rgkafvULJmGGW0R7+9R6Mak9DQZZmPOYJumqTYvrfZYRu3xjKbHp2nnth0UhEXFnXhD1gAAAAAA4zXhxBSGoR5//HEtXbpUy5cvV19fnzo6OnTUUUfVYn2YIL88A9ty5TnWsCZnxbCo3nxWjmnrR3+6V8Uw1F6zFui0RcdG9z/0Q5lvvKbC7vvIWPT3spPN25HQnetV0k3Ks92mrQEAAAAA3k7VAfsvf/mLli5dql/84hfasGGDDMPQkUceqdNOO0177733qGd90Xh+qYI9WK5gDylh5/28Bv28nnrzWa3uXau4HdPRf3fI5idnuyRJYSwlswkNzobKB77mxBjPBQAAAGDyGlfAXrVqlX7+859r6dKleu211zR79mx9/OMf18KFC3XRRRfpsMMO0z777FOvtaIKlQq26Srm2sP+4SPnD2pN71r98pVoa/hRCz6q9JAu4kapi7iSaRlNGtElRV3OLdNgPBcAAACASW3Mqemkk07Sn/70J02bNk2HHXaYrrrqKr3vfe+TJL3++ut1WyAmxs9GXcRzlivPtYdVsLP5fv3PyysUhIH2mD5f79l+r81PDMPNY7ri6abNwJaknJ9XzI5x/hoAAADApDbm1PTss89qxx131CWXXKIPf/jDsu3mBS6Mnd/bK0nKmZ7inj2sydmvXn1Cq3vXyrNcHbfnYZXqdjEsqjjQJ9uPxnVlY3HFgoJU9CVJhqSw8iqbf7WZIdu0ZJv2sDPfkuQXffnFQIYk0zAr/215pMAv+hr0CyoEeRWKgbZPz5Ld5G3qAAAAAPB2xpySv/KVr+i+++7T+eefr7a2Nh122GE68sgjtd9++9VzfZggv3dzk7NpnlMJsvmgoL+uf0mS9OFdPqD2eNTAbONAt6RQdtc6ZSQVHU+mG5cMQ2EpTJcjtSFDUdweLlSoAX9QhWI2qoQPEQVvS6GkYjFUMQwUKJSxxeMs05JrueqIT1PSSyjjcf4aAAAAwOQ25oB96qmn6tRTT9WqVau0dOlS3Xfffbr77rs1Y8YM7bfffjIMg8Zmk5CfjQL2oOkq5m1+u3P+oFb3rpUkzZ+2k6Roy7hjWtq5fUcVu3vVJclJtGnPGbvKm7VzJVmHCkvhWqPlaymU8sWC8kFB+SCvgl+QbdlyLEeu5cg1HYUKFYRFFYtF+WEwShC3FbM9maZZyz8OAAAAAKibce/znjt3rs4991yde+65lU7iy5YtUxiGuvLKK7VixQotWbJE+++/vzzPq8eaMQ5+3+Y52KmEU7l9Td96ZfP9MmRo+/RsFQJfA/6gdpk2V+3xNnX1bpIkWYm0bC8ezcUe67+fGFLM9BSz3/79d972XgAAAACYWiZ0kHqvvfbSXnvtpS984Qt64okn9POf/1zLli3Tj3/8Y8XjcT3zzDO1WieqNHQOdtzbHGlfWr9SkjQ7NUOOaWtDf5dmp2ZoemJa9Lzu9ZIkK9EmwyIKAwAAAMA7qUmnMtM0tf/++2v//ffXlVdeqYcfflhLly6txUtjgspzsHOmq2QsCspBMdDKrlWSpDmZ7dQz2KuUl9D26VlRpVqS37NBkmQlM00d0QUAAAAAU0XNk5PneTryyCN15JFH1vqlUYWgvzSmy3SViEdduHP+oN7seUuSNDs1U2EYBW3Pdjc/rxKw25s6ogsAAAAApgo6SLWwMAyHzMH2lIxFATpXGNRbfeskSdNibZqVnqH2WGbYc/3ejZKigE0FGwAAAADeGQG7hQUDOalYlFSqYJe6iK/uXauBQk6mYWpmskMpJzHseWExUJDtliRZqQ4CNgAAAACMAQG7hQWl89eBTBm2LcsyFYahXuzc3OAsZntyh2wNl6Sgb5MUFiXDlJVql2FaDV87AAAAAEw1BOwWVp6BnbNcuY4l05QGg7xWda+WJG2fmiXbcuRawwO23x2dvzbjKVlevLGLBgAAAIApioDdwobOwHZtU6ZhKOcPanXvWknS7OQMxSxP9hYV6kJXdL8VT8lwYo1dNAAAAABMUQTsFlaZgW26ch1TpmmoPz+gtX3RjOuZyelKuiMr1H5X1ADNjGdk2szABgAAAICxIGC3sMoMbMuV51gyDENv9qxRzh+UZVianmhXzPZGPq87CuBWso0RXQAAAAAwRgTsFja8gm3JNA290rVKkrR9eqYcy5G3xflrSfJ7OyUxogsAAAAAxoOA3cL83nKTM0+eaysMA73Zs0aStH1qthzTlmuN3ALu90RNzmwCNgAAAACMGQG7hZWbnA2arjzXUqiiVpcC9uzUDDmWK2eUgB30bpIkmalpBGwAAAAAGCMCdgsbukXccy35oa81wxqcJWQYxrDnFPMDKg5GwdzOTJdMAjYAAAAAjAUBu4VVArblKuY5Wtu3XoNBXrZpqz3WpvgoI7j8nuj8tWG7spJtIwI4AAAAAGB0BOwWVu4iPmi6irm2Xu2OGpztkJ4l27TkjbI9vFDqIG7G0zKdkR3GAQAAAACjI2C3sCDbL2nzFvHXusoBe7Ys05I7SgfxoDuagW0l0jLskfcDAAAAAEZHwG5hfv/mgB1zLb3VF4XnGYkOOdboHcQLXeWA3UaDMwAAAAAYBwJ2CwtKAXvQchX3bHXleiVJCSeuhB2TZVojnuN3RyO6rCQBGwAAAADGg4DdosIgUHFwUJI0aDpKxmz1DkZNz2K2p4QTH/V55RnYFjOwAQAAAGBcCNgtqrw9XIqanLmuqb581PQs6Sbk2aM3MAt6N0qSrNQ0GaNsIQcAAAAAjI6A3aKCUgfxgmGraJgqWjlJkiFDKTcp1x4ZnsOwKL8vCthmeppkjdxCDgAAAAAYHQG7RW1ucBYF6YIZbQ9Pugm5tjN6B/FsjxT4kiQnM1OGwV8PAAAAABgrElSLKo/oGjSjID0YRhXtlJuQZ7lyzJHnq/3SiC4zlpQZSzRopQAAAADQGgjYLcovbREfNB0ZhtQfDOkg7sRlGMaI5xS61kqSzHhaJjOwAQAAAGBcCNgtqjyiK2e5cm1TPfnNW8TjTmzU5/ilgB3NwKbBGQAAAACMBwG7RRX6yhVsV65tqTcfVbCTTkL2KNvDJamwcY0kyUoxogsAAAAAxouA3aKC7OaA7TmmevI9kqIz2JY5enfwwsa3JEl2ZjoBGwAAAADGiYDdovy+aEv4oOnIdSz1DkYfp72UrK10B/e7ogq2nZkpEbABAAAAYFwI2C3KH9JF3HMt9RaGBOxRKthBPqegr0uSZLfPooINAAAAAONEwG5R5S7iOcuR45jK5qOPM15StjEyYBc2rJIkGU5MZqJNxla2kQMAAAAARkfAblFDz2DbXqAgLEqSMl5apjnybc9veEOSZKc7ZHmjdxkHAAAAAGwdAbtFlcd0DZquDDcnSYrZnmK2J3OUM9iFUsC2UtNkuvHGLRQAAAAAWgQBu0X5lYDtyHCigJ1yE3K2Mt+63EHcSncwAxsAAAAAqkDAblFB/4AkKWe6KtpRwE66CblbC9ibSiO60h00OAMAAACAKhCwW1AYhsO2iBetKGwnndEr2GEYyu9aJ0my22bKsKlgAwAAAMB4EbBbUDGfVxgEkqRBy5FvlgK2mxi1g3jQt1FhPqpy2xkCNgAAAABUg4DdgoLSDOyiDOUNR76ij5NOYvQO4uujEV1mIiMzlpBMtogDAAAAwHgRsFuQ3x+N6CpYjmQYyiuqYKe2UsEuDBnRZToxGYbRuMUCAAAAQIsgYLegcgU7b7rR/8sB20vJMkcG7HznakmSleqQ4TIDGwAAAACqQcBuQX42qmAPlhqaDRajgJ1xU7JGm4FdGtFlp6bJdNwGrRIAAAAAWgsBuwWVO4gPGK5k+vLDgiQpExu9gu13rZHEDGwAAAAAmAgCdgsq9EUV7JzpyHAGJUmOaStux2RtcQa76Bfk93RKkuzMDGZgAwAAAECVCNgtKChvETfdSsBOuUk5lj2ii3ihc7VUDCTTis5g22wRBwAAAIBqELBbkN/XJ0nKma7k5CVFM7CdUcZvDesg7noSFWwAAAAAqAoBuwVVmpyZjmwvqmAn3YScUc5XFza+KUmyUtNkuIzoAgAAAIBqEbBbkN+3eYu4WQrYCScud5SAPXREl+nGG7dIAAAAAGgxBOwWVO4injNdmW60RTzlJkbtIF7YFHUQt9PTZNp0EAcAAACAahGwW9DmOdiu5Ja2iDsjA3YYhgq610mSzNQ0iRFdAAAAAFA1AnYLCvoHJEVnsGXnJEVnsC1j+NtdzPUryHZLkpy2GVSwAQAAAGACCNgtaOgWcdlRBTvtJUdUsAudqyRJhhuTGUtLBGwAAAAAqBoBuwUFA1HAHrRshVZ0BjvtpmQZwwN2fkPUQdxOT5fhuDIY0QUAAAAAVSNgt5iwWFSQi6rWg250m2mYW6lglzqIpztkOp4Mg78OAAAAAFAtElWLCfoHpDCUJOVjRUnRiC7LtGRvUcEudEUdxK1kOyO6AAAAAGCCCNgtxu+POogXTUtFz5dUGtFlWDLN4W+337VekmQl2mQ4bmMXCgAAAAAthoDdYoJsdP7at10ZTqmDuJOQM8r56qC3U5JkpdpkMKILAAAAACaEgN1iyhXsKGBHDc6SblKuNbxCXSwMKsh2SZKs1DQZNhVsAAAAAJgIAnaL8fuiCnbBcmW4UbOzpBuTaw6vYBc2ReevZdnRFnE6iAMAAADAhBCwW4yfjSrYecuV4ZQCtpOUtUWALmx8S5JkJ6fJsB0ZzMAGAAAAgAkhYLeYoK9PkjRoOpsDthsf0UHcL1WwrVSbTCfGiC4AAAAAmCBSVYspV7BzpivZBUlS3I6N6CBe6ForSTITGRlurLGLBAAAAIAWRMBuMZWAbTgyrGhMV9zxRlawh4zoMh2vsYsEAAAAgBZEwG4xfl8UsLOmI1mlCrYTl2VuEbB7SgE72c6ILgAAAACoAQJ2iwn6oy7iA4YtwwwlSUknJmvIGeswDOX3bpRUDth0EAcAAACAiSJgt5jyFvG+0plrQ4ZcOzasgl3s71U4GAVxOzOdgA0AAAAANUDAbjHlCvagE721ruXKMSyZQyrYhU2rJUmGG5fpJWTYBGwAAAAAmCgCdovxs6MEbNuRYRiVxxQ2lkd0lbaHmwRsAAAAAJgoAnaLCQYGJEmDbvSxZ7lytgjQ5RFddrJdhuMNC98AAAAAgOoQsFtMeYt4fkjAdi132GP8rnWSJDOekckMbAAAAACoCQJ2Cynm8wr9aPb1oBdVpV3blb3liK5SBdtKZmTYw8M3AAAAAKA6BOwW4peq15JUcIuSpJjtjTIDu1OSZDIDGwAAAABqhoDdQoJSg7PQcSUnqmTHbG/YDOxi4Cvo2ySpdAabEV0AAAAAUBME7BZSrmCHjitZpYBteTKHVLCDnk6FQUGSZKc7GNEFAAAAADVCwG4hQTYb/d9xZVhRiI47sWEV7MKmtyRJZiITdRCngg0AAAAANUHAbiGFUsAu2p5kRxXsuBOTOTRgl2dgJ5mBDQAAAAC1RMBuIUFvnyTJt4dXsIcG7M0dxNtkuDFmYAMAAABAjRCwW4hfqmAXbFeyo4Cd2HKLeHc0A9tKZGQ6XuMXCQAAAAAtioDdQvy+qIJdsFwZpSZnSTcxvILdvUGSZCbaZDjMwAYAAACAWiFgt5Cg1EU8Z7kySmewE05Mphm9zWEYKuiNZmBbyTYZJjOwAQAAAKBWCNgtpLxFfMDaPJYr7SUrvw79QQXZLkmlGdiM6AIAAACAmiFgtxA/G1WwywHbCC159uZz1oWudVIYSqYlKzWNEV0AAAAAUEME7BZS3iKetaLO4LbhyBkyhsvfYkSXYbFFHAAAAABqZdKVMF9++WVdddVVeuaZZ5RMJnX00UfrwgsvlOtuvSHXunXrdOutt+qxxx7T66+/rnQ6rfe///26+OKLNWfOnAauvrn8UsDuL+0Qtw1H9pCAXaiM6GqXYTtUsAEAAACghiZVwuru7taZZ56pefPm6dvf/rbWrl2ra665RrlcTpdddtlWn/fcc89p+fLlOv7447Vo0SJt2rRJN954o0444QTdd9996ujoaODvonmCLQK2Y7iyzc3nsTfPwM7IYEQXAAAAANTUpArYd955p7LZrK6//nq1t7dLkoIg0JVXXqmzzz5bs2fPHvV5733ve3X//ffLHtK06z3veY8+/OEP695779X//b//txHLb7qgf0CSlLWjLeKu5Q4b0VXoWi9JshJtMt1Y4xcIAAAAAC1sUp3BXrFihRYvXlwJ15J0xBFHqFgs6rHHHtvq8zKZzLBwLUnbbbedOjo6tG7dunotd1IJw1BBLidJ6neKkiTPHh6wg57yDOyMDJvz1wAAAABQS5MqYK9cuVLz588fdlsmk9HMmTO1cuXKcb3WK6+8os7OTu266661XOKkVRwclIpRsB6wQ0lSzPYqM7Alye/bKKk0A5sGZwAAAABQU5MqYPf09CiTyYy4va2tTd3d3WN+nTAMddVVV2nWrFn62Mc+VsslTlrl7eGSNOgEkqS461Uq2MXCoIr9PZJKM7BpcAYAAAAANdWSKevb3/62nnjiCd1yyy1KJBLNXk5DlDuIG64r2b4kKeHEZJUCdmFT1OBMli0znqaCDQAAAAA1NqkCdiaTUW9v74jbu7u71dbWNqbXuPvuu3XDDTfoX/7lX7R48eJaL3HSKncQNzxPRilgJ91YpYLtM6ILAAAAAOpqUm0Rnz9//oiz1r29vVq/fv2Is9mjWb58ua644gp97nOf0yc+8Yl6LXNSKgdsOa5kFSRJ8SEV7ErATrTJsGwCNgAAAADU2KQK2AcddJB++9vfqqenp3LbAw88INM0dcABB7ztc5988kldfPHFOuGEE3TeeefVe6mTjj8kYBv25oBdrmBXRnQxAxsAAAAA6mJSBeyTTz5ZyWRS5513nn7zm9/onnvu0bXXXquTTz552AzsM888U4ccckjl45dfflnnnXee5s2bp6OPPlp//OMfK/+9/vrrzfitNFy5yVnR9WRY5TPY8c1bxHtKATuelunGm7NIAAAAAGhhk2qfcFtbm2677TZ97Wtf03nnnadkMqlPfOITuuiii4Y9rlgsKgiCysfPPvusent71dvbq1NOOWXYY4899lhdc801DVl/M/nZrCSpaLuSFe0ASDjxypguf9gM7En1tgMAAABAS5h0SWvXXXfVrbfe+raPuf3224d9fNxxx+m4446r46omv3LA9m1HhhXNw065mzuoB72dkspnsOkgDgAAAAC1Nqm2iKN65SZng7YV3RBKKTcpSSoGvoJsVNW2Uu0EbAAAAACoAwJ2i9gyYBuhrZjjSpL87nVSWJRMMxrTRQdxAAAAAKg5AnaL8LNRwO63orfUCB05pSDtbxo6osuRYVPBBgAAAIBaI2C3iHIX8QE7ekut0JFTamZWKM/ATpZmYJtWcxYJAAAAAC2MgN0igoGogj1ghZIkS47s8oiurnWSJDPRJtOLNWeBAAAAANDiCNgtolzBztqGpChgW1ZUqS6P6LLiaRm215wFAgAAAECLI2C3iGAgCtj9pQq2Y7oyyxXs7vWSJCuRkVlqfAYAAAAAqC0CdouoBGw7moHtGEMCdu9GSZKZbJNMOogDAAAAQD0QsFtAWCwqyOUkSf1OFLBdy5VlmArDooK+TZIkO9VOB3EAAAAAqBMCdgsIcoNSGG0N77ej/7uWJ9Mw5fd0SsVAMgxZyWnMwAYAAACAOiFgt4CgP+ogLsPQoF2QJMVtT5ZhqrBpjSTJjGdkOC4BGwAAAADqhIDdAsoB2/Q8BWYUsBNuPKpgbyrPwM7ItF1mYAMAAABAnRCwW0C5wZnluSqWAnbKKwXs0gxsK9Emw2FEFwAAAADUCwG7BfjZrKSogh1aQwK2acrviUZ0mYm0TDfWtDUCAAAAQKsjYLeAcgXbdF3J8iVJ7bGkJMnv2SBJshNtMiw6iAMAAABAvRCwW0D5DHbRdWUYURfxacnhAdtMtNHgDAAAAADqiIDdAvxsFLB9NwrQYdFQJp5UGIYKekszsNPTmIENAAAAAHVEwG4B5TPYBbtUoQ4cxVxXxf4ehUF0JttKdkhUsAEAAACgbgjYLaC8RTxvl97OwJZt2UNmYKdkeB5bxAEAAACgjgjYLaC8RTznRDOujaIj2zRV6CrNwE5kZNqeDIO3GwAAAADqhcTVAsoV7AHLkFQO2FZlBraZaJPBiC4AAAAAqCsCdguoBOzSDnAzjCrY5YBtxTMyHbdZywMAAACAbQIBuwX4/dEc7P5ywJYjy7IqI7qsFDOwAQAAAKDeCNgtIBgoBexShrZCN6pg93ZGH8czNDgDAAAAgDojYLeA8hbxrFWUJNlGdAY76O+RJFnJdirYAAAAAFBnBOwWUK5gZ50oYDuGK8swVBzolSSZiYwMmwo2AAAAANQTAXuKC4NAxcFBSVLWjgK2a3oyc1kpDCUZshIZySRgAwAAAEA9EbCnuGAgV/l11vElSY7pqjjQLUkyvbjMWEKGYTRlfQAAAACwrSBgT3HBQHT+2rAs5c1AkhSzYwqz0flr00vIdLymrQ8AAAAAthUE7CmuPKLLdF1NH1wgv3N7tVkd8ns3SpKMWFIGM7ABAAAAoO44mDvFlTuIm56nTP8eKrw8U7HtHQV9b0mSrFhKhkkHcQAAAACoNyrYU9zmgO0ql4+2iDu2Kb9vU3R7PM0MbAAAAABoAAL2FFfZIu55GvSjLuIx11LQ1yVJshIpGZbVrOUBAAAAwDaDgD3FBf1ZSZLlecrlS2O6nM0B24ynJZOADQAAAAD1RsCe4oJKBTumYhhKkuKepSDbJUmyEm1sEQcAAACABiBgT3F+tlTBjnk6ccmuWrRnStvPjCvoj+ZgW8l2GVSwAQAAAKDuKG1OcX621OQsFtOH9pmjMNkrJywqzOckSVa6o5nLAwAAAIBtBhXsKa7cRdyKxWSYpizTlD0Y3SbLjs5gAwAAAADqjoA9xfnlgB2PybRsZbyMpkVHsWV6CVmO28TVAQAAAMC2g4A9xQ2tYMsw1Oa1yRrskySZsaQMy2nm8gAAAABgm0HAnuIqXcTjcZmGZFum4sVy47MUI7oAAAAAoEEI2FNcuYJtJ5MyDEPz57TJzEUdxM14SoZFwAYAAACARiBgT3HBQFTBtlPJzbf1bZIkWfG0DJNG8QAAAADQCATsKa4SsJObA7ZfCthmLC3DImADAAAAQCMQsKewou+rmM9LkuxUqnJ7kC1tEU+mJbaIAwAAAEBDELCnsHL1WpKsRGLz7dmu6LZkuwyDtxgAAAAAGoH0NYWVO4gbti3LjeZdh2FYqWDbqelNWxsAAAAAbGsI2FNYuYO46bmSGb2VxVyfVAwkSXamo2lrAwAAAIBtDQF7CvPLAdv1ZFjRWxn0dUmSDCcm00ts7akAAAAAgBojYE9h5Qq25XkyzHLALncQT8owaXAGAAAAAI1CwJ7CymewzdjmgO2XG5zFkozoAgAAAIAGImBPYZUt4p5XOYNd3iJuxlMSFWwAAAAAaBgC9hRW2SIei42yRTwtgxnYAAAAANAwBOwpzB/lDLZfCthWIs0WcQAAAABoIAL2FBZkS1vEY7EhW8RLFexERjIJ2AAAAADQKATsKczPZiVJVnzIFvFyk7N4RoZhNGtpAAAAALDNIWBPYcFA1EV82BnsbLckyc5Mb9q6AAAAAGBbRMCewspNzsxYTJIUBr6KA72SJCszo2nrAgAAAIBtEQF7CivPwbbi8ejjUvVahikrlWnWsgAAAABgm0TAnsKGbhGXho7oSsi03KatCwAAAAC2RQTsKSwYKI3pKlWw/VKDMzOWlGEyAxsAAAAAGomAPYX5pS3iTjolSQr6uiRJZiwlMQMbAAAAABqKgD2FJXbcUU5bm+y2NklDR3SlZRCwAQAAAKChSGFT2F7/8lX1/u1FWW503rpyBjueYos4AAAAADQYFewpzHRsmY4rlWZg+6WAbSUyEgEbAAAAABqKgD3VmaYMK3oby1vEzURGhmE0cVEAAAAAsO0hYE9xhmHIKFWwg/4eSZKVaGvmkgAAAABgm0TAnsLCMIwq2KWAnVywr5wZc+XN3KnJKwMAAACAbQ9NzqawMCjKMI3KGeyOj5ymxG7vk+F4TV4ZAAAAAGx7qGBPYZbnyrAsOel05TbDtGRYNDgDAAAAgEajgj2FGZal1Pz5m28obxm33eYtCgAAAAC2UQTsFmKYlpy2WTLjqWYvBQAAAAC2OQTsFmMl6SAOAAAAAM3AGWwAAAAAAGqAgA0AAAAAQA0QsAEAAAAAqAECNgAAAAAANUDABgAAAACgBgjYAAAAAADUAAEbAAAAAIAaIGADAAAAAFADBGwAAAAAAGqAgA0AAAAAQA0QsAEAAAAAqAECNgAAAAAANUDABgAAAACgBgjYAAAAAADUAAEbAAAAAIAaIGADAAAAAFADBGwAAAAAAGqAgA0AAAAAQA0QsAEAAAAAqAECNgAAAAAANWA3ewGT1bp16xQEgT760Y82eykAAAAAgCZ56623ZFnWmB5LBXsrPM+TbfPvDwAAAACwLbNtW57njemxRhiGYZ3XAwAAAABAy6OCDQAAAABADRCwAQAAAACoAQI2AAAAAAA1QMAGAAAAAKAGCNgAAAAAANQAARsAAAAAgBogYAMAAAAAUAMEbAAAAAAAaoCADQAAAABADRCwAQAAAACoAQI2AAAAAAA1YDd7ARi/l19+WVdddZWeeeYZJZNJHX300brwwgvlum6zl7bNuP/++/Xzn/9czz33nHp6erTzzjvr9NNP1/HHHy/DMCRJp59+un73u9+NeO6yZcu06667NnrJ24z//u//1he/+MURt5911ln653/+58rHP/7xj3XLLbdo9erV2mWXXXTRRRfpIx/5SCOXus3Z2jUhSdddd50+9rGPcd00wGuvvabvfve7evbZZ/XSSy9p/vz5uu+++0Y8bizXSG9vr77+9a/roYceUqFQ0Ac/+EFdeumlmjVrVqN+Oy3jnd6Xvr4+fe9739Ojjz6qV199Va7rauHChbrooou0YMGCyuPeeOMNffSjHx3x+osWLdLdd9/dkN9LqxnLNTPWr11cM7X1Tu/N1q4HSXJdV3/+85/f9nFcN9UZy8/JUut+nyFgTzHd3d0688wzNW/ePH3729/W2rVrdc011yiXy+myyy5r9vK2GbfeeqvmzJmjSy65RNOmTdNvf/tbfeUrX9GaNWt0/vnnVx73nve8R1/4wheGPXfHHXds9HK3SbfccovS6XTl49mzZ1d+/Ytf/EJf+cpXdM455+gDH/iAli1bpvPPP18//OEPtffeezdhtduGyy+/XH19fcNuu+222/Tggw9q8eLFldu4burrpZde0qOPPqpFixapWCwqDMMRjxnrNXLhhRfqf//3f3XFFVfI8zz9+7//u8466yzdc889sm1+xBiPd3pfVq9erbvuukvHH3+8LrzwQg0ODuq//uu/dNJJJ+mee+4Z8Q9QF198sfbbb7/Kx8lksiG/j1Y0lmtGGtvXLq6Z2nqn92bWrFm66667ht0WhqE+85nP6AMf+MCI1+O6qY2x/Jzc0t9nQkwpN910U7j33nuHmzZtqtx25513hnvuuWe4Zs2a5i1sG9PZ2TnitksvvTR8z3veEwZBEIZhGJ522mnhP/7jPzZ6adu8e+65J9xjjz1GfY/KDj300PDiiy8edttJJ50UfuYzn6n38rCFJUuWhGeddVblY66b+it/jQrDMPzCF74QfuxjHxvxmLFcI08//XS4xx57hL/+9a8rt7388svhggULwl/84hd1WHlre6f3JZvNhv39/cNu6+vrC/fdd9/wq1/9auW2VatWhXvssUd4//3313fB25CxXDNj+drFNVN7Y3lvtvTEE0+Ee+yxR7hs2bLKbVw3tTWWn5Nb+fsMZ7CnmBUrVmjx4sVqb2+v3HbEEUeoWCzqsccea97CtjEdHR0jbttzzz3V19en/v7+JqwIY7Vq1Sq9+uqrOuKII4bdfuSRR+rxxx9XPp9v0sq2PU8//bTeeOMNffzjH2/2UrYppvn23/rHeo2sWLFCmUxGBxxwQOUx8+fP15577qkVK1bUfuEt7p3el0QioXg8Puy2ZDKpnXbaSevWravn0rZ57/TejBXXTO1V897cd999SqVSWrJkSR1WBOmdf05u9e8zBOwpZuXKlZo/f/6w2zKZjGbOnKmVK1c2aVWQpD/84Q+aPXu2UqlU5bbf/e532nvvvfXud79bp512mp566qkmrnDbctRRR2nPPffURz/6Ud18880KgkCSKtfJLrvsMuzxu+66qwqFglatWtXwtW6r7rvvPiUSiRHn3rhummus18jKlSu1yy67DDtPJ0U//PD9qDF6enoq5063dMUVV2jPPffU4sWLdemll6qrq6vxC9zGvNPXLq6Z5isUCnrwwQd1yCGHyPO8Efdz3dTP0J+TW/37zCTduI6t6enpUSaTGXF7W1uburu7m7AiSNLvf/97LVu2bNjZq/e///06+uijNW/ePK1bt07f/e539alPfUq333679tlnnyautrXNnDlTF1xwgRYtWiTDMPTII4/o3//937V27Vpddtllletky+uo/DHXUWP4vq/7779fS5YsUSKRqNzOddN8Y71Genp6hvU5KGtra9Nf/vKXOq8SkvRv//ZvMgxDp5xySuU213V1yimn6MADD1Qmk9Gzzz6rm266SX/5y1/04x//WI7jNHHFrWssX7u4ZppvxYoV6urq0lFHHTXsdq6b+try5+RW/z5DwAYmaM2aNbrooou033776Ywzzqjc/rnPfW7Y4z784Q/rqKOO0n/8x3/oO9/5TqOXuc344Ac/qA9+8IOVjw888EB5nqfbbrtN55xzThNXhqEee+wxbdy4ccQPOVw3wNjcc889uvvuu3XNNddou+22q9w+a9YsXXHFFZWP9913X+2+++46++yztXz5ch155JFNWG3r42vX1LB06VLNmDFjWGNNieumnrb2c3IrY4v4FJPJZNTb2zvi9u7ubrW1tTVhRdu2np4enXXWWWpvb9e3v/3ttz0LlEgk9KEPfUjPPfdcA1cIKepTEASBnn/++cp1suV11NPTI0lcRw1y3333qb29XQceeODbPo7rpvHGeo1kMpkRXeElvh81wqOPPqrLLrtM5557ro499th3fPyHPvQhJRIJrqMGGu1rF9dMc2WzWf3yl7/UEUccIcuy3vHxXDcTt7Wfk1v9+wwBe4oZ7cxBb2+v1q9fP+oZLNRPLpfT2Wefrd7e3hEjoTB5la+TLa+jlStXynEczZ07txnL2qbkcjk99NBDOvzww9l2NwmN9RqZP3++XnnllRFjcV555RW+H9XRH//4R33+85/XMccco89//vPNXg7GgWumuZYvX65cLkdjzQZ5u5+TW/37DAF7ijnooIP029/+tvIvPJL0wAMPyDTNYR32UF++7+vCCy/UypUrdcsttwybsbw1/f39+tWvfqV3v/vdDVghhlq2bJksy9K73vUuzZ07V/PmzdMDDzww4jGLFy+W67pNWuW245FHHlF/f/+Yfsjhumm8sV4jBx10kLq7u/X4449XHvPKK6/or3/9qw466KCGrnlb8b//+786++yz9YEPfEBXXnnlmJ/3y1/+Uv39/VxHDTTa1y6umea67777tNNOO2nRokVjejzXTfXe6efkVv8+wxnsKebkk0/W7bffrvPOO09nn3221q5dq2uvvVYnn3zymEIeauPKK6/UL3/5S11yySXq6+vTH//4x8p973rXu/SnP/1Jt9xyiw455BDNmTNH69at0/e+9z2tX79e3/zmN5u38G3Apz/9ae23335asGCBJOnhhx/W3XffrTPOOEMzZ86UJF1wwQX653/+Z+20007ab7/9tGzZMv3pT3/SD37wg2YufZuxdOlS7bDDDnrve9877Pbf//73XDcNMDAwoEcffVSS9Oabb6qvr6/yQ86+++6rjo6OMV0j++yzjw488EB96Utf0he+8AV5nqdvfOMbWrBggQ499NCm/N6msnd6X8Iw1Kc//Wl5nqczzzxzWIOfVCql3XbbTZJ0zTXXyDAM7b333spkMvrTn/6km2++WXvttZcOPvjgxv/GWsA7vTflEPFOX7u4ZmpvLF/PJGnjxo16/PHHddZZZ436Olw3tfVOPye7rtvS32eMcMuaOya9l19+WV/72tf0zDPPKJlM6uijj9ZFF11E5a2BlixZojfffHPU+x5++GEFQaCvfvWrevHFF9XV1aV4PK599tlH559/vhYuXNjg1W5brrrqKv3617/WmjVrVCwWNW/ePJ1wwgk6/fTTh415+PGPf6zvfOc7Wr16tXbZZRddfPHF+shHPtLElW8buru7dcABB+jMM8/U//t//2/Yfa+99hrXTQO88cYbI0ajlX3/+9/XfvvtJ2ls10hvb6++/vWva/ny5fJ9XwceeKAuvfRS/sG3Cu/0vkjaaoOgfffdV7fffruk6H2744479NprrymXy2n27Nk6+OCD9bnPfW7YGEmM3Tu9N9ttt92Yv3ZxzdTWWL+e/fCHP9RXv/pVLVu2TLvuuuuIx3Ld1NY7/Zy84447Smrd7zMEbAAAAAAAaoAz2AAAAAAA1AABGwAAAACAGiBgAwAAAABQAwRsAAAAAABqgIANAAAAAEANELABAAAAAKgBAjYAAAAAADVAwAYAAAAAoAYI2AAAAAAA1IDd7AUAAIDaePHFF3XDDTfoz3/+szZs2KD29nbttttuWrJkiU4//XRJ0k033aTddttNBx98cJNXCwBA6zHCMAybvQgAADAxTz/9tM444wztsMMOOuaYYzRz5ky99dZbevbZZ/X6669r+fLlkqR99tlHhx12mK655pomrxgAgNZDBRsAgBZw0003KZ1O6yc/+Ykymcyw+zo7O5u0KgAAti2cwQYAoAW8/vrr2m233UaEa0maPn26JGnBggXq7+/XT3/6Uy1YsEALFizQJZdcUnnc2rVr9cUvflH777+/9tprL33sYx/TT37yk2Gv9eSTT2rBggVatmyZrrvuOh1wwAHae++9dc455+itt94a9thXX31VF1xwgQ444AC9+93v1kEHHaSLLrpIvb29dfgTAACg+ahgAwDQAubMmaNnnnlGf/vb37THHnuM+phrr71Wl156qRYuXKgTTzxRkrTTTjtJkjZs2KATTzxRhmHo1FNPVUdHh1asWKEvf/nL6uvr0yc/+clhr3XjjTfKMAydddZZ6uzs1G233aZPfvKT+tnPfqZYLKZ8Pq9Pf/rTyufzOu200zRjxgytXbtWv/rVr9TT06N0Ol3XPw8AAJqBM9gAALSAxx57TGeddZYkaeHChXrve9+rxYsXa7/99pPjOJXHbe0M9pe//GU9+uijWrp0qaZNm1a5/eKLL9aKFSv0m9/8RrFYTE8++aTOOOMMzZ49W8uWLVMqlZIk3X///brwwgv15S9/WWeccYaef/55HXPMMfrmN7+pww8/vAF/AgAANB9bxAEAaAEHHHCA7rzzTi1ZskQvvPCCbrnlFn3605/WQQcdpIcffvhtnxuGoR588EEtWbJEYRhq48aNlf8OPPBA9fb26rnnnhv2nGOOOaYSriXp8MMP18yZM/Xoo49KUuW+3/zmNxoYGKjx7xYAgMmJLeIAALSIhQsX6vrrr1c+n9cLL7yghx56SLfeeqs+//nP695779Vuu+026vM2btyonp4e3XXXXbrrrru2+pihdt5552EfG4ahnXfeWW+++aYkae7cufrUpz6l733ve1q6dKne9773acmSJfr7v/97tocDAFoWARsAgBbjuq4WLlyohQsXat68efriF7+oBx54QOeff/6ojy8Wi5Kkv//7v9exxx476mMWLFgw7nVccsklOvbYY/Xwww/rscce01VXXaWbb75Zd999t7bbbrtxvx4AAJMdARsAgBa21157SZLWrVu31cd0dHQomUyqWCxq//33H9Prvvbaa8M+DsNQr7322oggXu5Wfu655+rpp5/WKaecojvuuEMXXXTROH8nAABMfpzBBgCgBTzxxBMarW9p+Uz0/PnzJUmJREI9PT3DHmNZlg477DD9z//8j/72t7+NeI0tt4dL0r333qu+vr7Kxw888IDWr1+vgw46SJLU19cn3/eHPWePPfaQaZrK5/Pj/N0BADA1UMEGAKAFXHXVVRoYGNAhhxyi+fPnq1Ao6Omnn9b999+vOXPm6LjjjpMk/Z//83/0+OOP63vf+55mzZqlHXfcUYsWLdI//dM/6cknn9SJJ56oE044Qbvttpu6u7v13HPP6fHHH9fvfve7YZ+vra1N//AP/6DjjjuuMqZr5513roz/euKJJ/TVr35Vhx9+uObNm6cgCPSzn/2sEuYBAGhFjOkCAKAFrFixQg888ICeeeYZrVmzRoVCQTvssIMOOuggffazn9X06dMlSStXrtRll12mP//5z8rlcjr22GMrI7s6Ozt1ww036JFHHtGGDRvU3t6u3XbbTUceeWQlOJfHdF133XV68cUX9ZOf/ETZbFYf+MAHdPnll2uHHXaQJK1atUo33nijnnrqKa1du1bxeFwLFizQZz/7WS1evLg5f0gAANQZARsAAIxZOWAz3xoAgJE4gw0AAAAAQA0QsAEAAAAAqAECNgAAAAAANcAZbAAAAAAAaoAKNgAAAAAANUDABgAAAACgBgjYAAAAAADUAAEbAAAAAIAaIGADAAAAAFADBGwAAAAAAGqAgA0AAAAAQA0QsAEAAAAAqAECNgAAAAAANfD/AXxB3QGL5zaeAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 1000x1200 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, axes = plt.subplots(2, 1, figsize=(10, 12), sharex=True)\n",
+    "\n",
+    "# Plot for 2 agents\n",
+    "sns.lineplot(data=combined_df, x='step', y='accumulated_pos', hue='Algol', ax=axes[0])\n",
+    "axes[0].set_title('Accumulated POS for 2 Agents')\n",
+    "axes[0].set_ylabel('Accumulated POS')\n",
+    "\n",
+    "# Plot for 4 agents\n",
+    "sns.lineplot(data=combined_df4, x='step', y='accumulated_pos', hue='Algol', ax=axes[1])\n",
+    "axes[1].set_title('Accumulated POS for 4 Agents')\n",
+    "axes[1].set_xlabel('Steps')\n",
+    "axes[1].set_ylabel('Accumulated POS')\n",
+    "\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "lineplot(data=combined_df4, x='step', y='coverage_rate', hue='Algol')\n",
+    "#plt.title('The Coverage Rate for an environment with 4 agents')\n",
+    "plt.xlabel('Steps')\n",
+    "plt.ylabel('Coverage Rate')\n",
+    "plt.legend(title='Algorithm')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "lineplot(data=combined_df4, x='step', y='repeated_coverage', hue='Algol')\n",
+    "plt.title('The Repeated Coverage for an environment with 4 agents')\n",
+    "plt.xlabel('Timesteps')\n",
+    "plt.ylabel('Repeated Coverage')\n",
+    "plt.legend(title='Algorithm')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>is_completed</th>\n",
+       "      <th>coverage_rate</th>\n",
+       "      <th>repeated_coverage</th>\n",
+       "      <th>accumulated_pos</th>\n",
+       "      <th>step</th>\n",
+       "      <th>Algol</th>\n",
+       "      <th>algorithm</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>True</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.517241</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>22</td>\n",
+       "      <td>A*</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>47</th>\n",
+       "      <td>True</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.793103</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>26</td>\n",
+       "      <td>A*</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>68</th>\n",
+       "      <td>True</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.448276</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>21</td>\n",
+       "      <td>A*</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>85</th>\n",
+       "      <td>True</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.172414</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>17</td>\n",
+       "      <td>A*</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>102</th>\n",
+       "      <td>True</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.172414</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>17</td>\n",
+       "      <td>A*</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3625</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.862069</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>26</td>\n",
+       "      <td>PPO</td>\n",
+       "      <td>PPO</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3652</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.862069</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>26</td>\n",
+       "      <td>PPO</td>\n",
+       "      <td>PPO</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3679</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.862069</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>26</td>\n",
+       "      <td>PPO</td>\n",
+       "      <td>PPO</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3706</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.862069</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>26</td>\n",
+       "      <td>PPO</td>\n",
+       "      <td>PPO</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3733</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.862069</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>26</td>\n",
+       "      <td>PPO</td>\n",
+       "      <td>PPO</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>101 rows × 7 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     is_completed  coverage_rate  repeated_coverage  accumulated_pos  step  \\\n",
+       "21           True            1.0           0.517241              0.9    22   \n",
+       "47           True            1.0           0.793103              0.9    26   \n",
+       "68           True            1.0           0.448276              0.9    21   \n",
+       "85           True            1.0           0.172414              0.9    17   \n",
+       "102          True            1.0           0.172414              0.9    17   \n",
+       "...           ...            ...                ...              ...   ...   \n",
+       "3625          NaN            1.0           0.862069              0.9    26   \n",
+       "3652          NaN            1.0           0.862069              0.9    26   \n",
+       "3679          NaN            1.0           0.862069              0.9    26   \n",
+       "3706          NaN            1.0           0.862069              0.9    26   \n",
+       "3733          NaN            1.0           0.862069              0.9    26   \n",
+       "\n",
+       "     Algol algorithm  \n",
+       "21      A*       NaN  \n",
+       "47      A*       NaN  \n",
+       "68      A*       NaN  \n",
+       "85      A*       NaN  \n",
+       "102     A*       NaN  \n",
+       "...    ...       ...  \n",
+       "3625   PPO       PPO  \n",
+       "3652   PPO       PPO  \n",
+       "3679   PPO       PPO  \n",
+       "3706   PPO       PPO  \n",
+       "3733   PPO       PPO  \n",
+       "\n",
+       "[101 rows x 7 columns]"
+      ]
+     },
+     "execution_count": 170,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "temp4 = combined_df4[combined_df4['coverage_rate'] == 1]\n",
+    "temp4"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>mean</th>\n",
+       "      <th>std</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Algol</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>A*</th>\n",
+       "      <td>20.904762</td>\n",
+       "      <td>3.144913</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Expanding Square Search</th>\n",
+       "      <td>33.480000</td>\n",
+       "      <td>7.632824</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>PPO</th>\n",
+       "      <td>28.666667</td>\n",
+       "      <td>3.603957</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Parallel Line Scanning</th>\n",
+       "      <td>62.720000</td>\n",
+       "      <td>6.586096</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                              mean       std\n",
+       "Algol                                       \n",
+       "A*                       20.904762  3.144913\n",
+       "Expanding Square Search  33.480000  7.632824\n",
+       "PPO                      28.666667  3.603957\n",
+       "Parallel Line Scanning   62.720000  6.586096"
+      ]
+     },
+     "execution_count": 171,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "mean_std = temp4.groupby('Algol')['step'].agg(['mean', 'std'])\n",
+    "mean_std"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>mean</th>\n",
+       "      <th>std</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Algol</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>A*</th>\n",
+       "      <td>0.441708</td>\n",
+       "      <td>0.216891</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Expanding Square Search</th>\n",
+       "      <td>1.235172</td>\n",
+       "      <td>0.491275</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>PPO</th>\n",
+       "      <td>1.045977</td>\n",
+       "      <td>0.248549</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Parallel Line Scanning</th>\n",
+       "      <td>1.344828</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                             mean       std\n",
+       "Algol                                      \n",
+       "A*                       0.441708  0.216891\n",
+       "Expanding Square Search  1.235172  0.491275\n",
+       "PPO                      1.045977  0.248549\n",
+       "Parallel Line Scanning   1.344828  0.000000"
+      ]
+     },
+     "execution_count": 172,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "rep_mean_std = temp4.groupby('Algol')['repeated_coverage'].agg(['mean', 'std'])\n",
+    "rep_mean_std"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>is_completed</th>\n",
+       "      <th>coverage_rate</th>\n",
+       "      <th>repeated_coverage</th>\n",
+       "      <th>accumulated_pos</th>\n",
+       "      <th>step</th>\n",
+       "      <th>Algol</th>\n",
+       "      <th>algorithm</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>37</th>\n",
+       "      <td>True</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.310345</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>38</td>\n",
+       "      <td>A*</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>70</th>\n",
+       "      <td>True</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.137931</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>33</td>\n",
+       "      <td>A*</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>105</th>\n",
+       "      <td>True</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.206897</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>35</td>\n",
+       "      <td>A*</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>144</th>\n",
+       "      <td>True</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.344828</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>39</td>\n",
+       "      <td>A*</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>180</th>\n",
+       "      <td>True</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.241379</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>36</td>\n",
+       "      <td>A*</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9296</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.293103</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>37</td>\n",
+       "      <td>PPO</td>\n",
+       "      <td>PPO</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9334</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.293103</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>37</td>\n",
+       "      <td>PPO</td>\n",
+       "      <td>PPO</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9372</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.293103</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>37</td>\n",
+       "      <td>PPO</td>\n",
+       "      <td>PPO</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9410</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.293103</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>37</td>\n",
+       "      <td>PPO</td>\n",
+       "      <td>PPO</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9448</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.293103</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>37</td>\n",
+       "      <td>PPO</td>\n",
+       "      <td>PPO</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>101 rows × 7 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     is_completed  coverage_rate  repeated_coverage  accumulated_pos  step  \\\n",
+       "37           True            1.0           0.310345              0.9    38   \n",
+       "70           True            1.0           0.137931              0.9    33   \n",
+       "105          True            1.0           0.206897              0.9    35   \n",
+       "144          True            1.0           0.344828              0.9    39   \n",
+       "180          True            1.0           0.241379              0.9    36   \n",
+       "...           ...            ...                ...              ...   ...   \n",
+       "9296          NaN            1.0           0.293103              0.9    37   \n",
+       "9334          NaN            1.0           0.293103              0.9    37   \n",
+       "9372          NaN            1.0           0.293103              0.9    37   \n",
+       "9410          NaN            1.0           0.293103              0.9    37   \n",
+       "9448          NaN            1.0           0.293103              0.9    37   \n",
+       "\n",
+       "     Algol algorithm  \n",
+       "37      A*       NaN  \n",
+       "70      A*       NaN  \n",
+       "105     A*       NaN  \n",
+       "144     A*       NaN  \n",
+       "180     A*       NaN  \n",
+       "...    ...       ...  \n",
+       "9296   PPO       PPO  \n",
+       "9334   PPO       PPO  \n",
+       "9372   PPO       PPO  \n",
+       "9410   PPO       PPO  \n",
+       "9448   PPO       PPO  \n",
+       "\n",
+       "[101 rows x 7 columns]"
+      ]
+     },
+     "execution_count": 175,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "temp2 = combined_df[(combined_df['coverage_rate'] == 1) | (combined_df['is_completed'] == True) | (combined_df['step'] == 200)]\n",
+    "temp2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>mean</th>\n",
+       "      <th>std</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Algol</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>A*</th>\n",
+       "      <td>36.714286</td>\n",
+       "      <td>2.052873</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Expanding Square Search</th>\n",
+       "      <td>97.120000</td>\n",
+       "      <td>59.235631</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>PPO</th>\n",
+       "      <td>40.666667</td>\n",
+       "      <td>6.989319</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Parallel Line Scanning</th>\n",
+       "      <td>200.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                               mean        std\n",
+       "Algol                                         \n",
+       "A*                        36.714286   2.052873\n",
+       "Expanding Square Search   97.120000  59.235631\n",
+       "PPO                       40.666667   6.989319\n",
+       "Parallel Line Scanning   200.000000   0.000000"
+      ]
+     },
+     "execution_count": 176,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "mean_std = temp2.groupby('Algol')['step'].agg(['mean', 'std'])\n",
+    "mean_std"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>mean</th>\n",
+       "      <th>std</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Algol</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>A*</th>\n",
+       "      <td>0.266010</td>\n",
+       "      <td>0.070789</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Expanding Square Search</th>\n",
+       "      <td>1.994483</td>\n",
+       "      <td>1.485077</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>PPO</th>\n",
+       "      <td>0.422414</td>\n",
+       "      <td>0.247533</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Parallel Line Scanning</th>\n",
+       "      <td>0.275862</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                             mean       std\n",
+       "Algol                                      \n",
+       "A*                       0.266010  0.070789\n",
+       "Expanding Square Search  1.994483  1.485077\n",
+       "PPO                      0.422414  0.247533\n",
+       "Parallel Line Scanning   0.275862  0.000000"
+      ]
+     },
+     "execution_count": 177,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "rep_mean_std = temp2.groupby('Algol')['repeated_coverage'].agg(['mean', 'std'])\n",
+    "rep_mean_std"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "venv",
+   "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": "3.12.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/min_matrix.npy b/min_matrix.npy
new file mode 100644
index 0000000..ee0fe68
Binary files /dev/null and b/min_matrix.npy differ
diff --git a/results/a_star_1.csv b/results/a_star_1.csv
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diff --git a/results/a_star_2_cenario_1.csv b/results/a_star_2_cenario_1.csv
new file mode 100644
index 0000000..4180907
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diff --git a/results/a_star_2_cenario_10.csv b/results/a_star_2_cenario_10.csv
new file mode 100644
index 0000000..4180907
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diff --git a/results/a_star_2_cenario_11.csv b/results/a_star_2_cenario_11.csv
new file mode 100644
index 0000000..7bf3acd
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diff --git a/results/a_star_2_cenario_13.csv b/results/a_star_2_cenario_13.csv
new file mode 100644
index 0000000..4180907
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+++ b/results/a_star_2_cenario_13.csv
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diff --git a/results/a_star_2_cenario_14.csv b/results/a_star_2_cenario_14.csv
new file mode 100644
index 0000000..dbf5b85
--- /dev/null
+++ b/results/a_star_2_cenario_14.csv
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diff --git a/results/cumm_metrics_2_cenario_1.csv b/results/cumm_metrics_2_cenario_1.csv
new file mode 100644
index 0000000..a9da14b
--- /dev/null
+++ b/results/cumm_metrics_2_cenario_1.csv
@@ -0,0 +1,286 @@
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diff --git a/results/cumm_metrics_2_cenario_2.csv b/results/cumm_metrics_2_cenario_2.csv
new file mode 100644
index 0000000..009ed82
--- /dev/null
+++ b/results/cumm_metrics_2_cenario_2.csv
@@ -0,0 +1,196 @@
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diff --git a/results/cumm_metrics_2_cenario_3.csv b/results/cumm_metrics_2_cenario_3.csv
new file mode 100644
index 0000000..009ed82
--- /dev/null
+++ b/results/cumm_metrics_2_cenario_3.csv
@@ -0,0 +1,196 @@
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diff --git a/results/cumm_metrics_2_cenario_4.csv b/results/cumm_metrics_2_cenario_4.csv
new file mode 100644
index 0000000..009ed82
--- /dev/null
+++ b/results/cumm_metrics_2_cenario_4.csv
@@ -0,0 +1,196 @@
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diff --git a/results/cumm_metrics_2_cenario_5.csv b/results/cumm_metrics_2_cenario_5.csv
new file mode 100644
index 0000000..c0cfa7f
--- /dev/null
+++ b/results/cumm_metrics_2_cenario_5.csv
@@ -0,0 +1,191 @@
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diff --git a/results/cumm_metrics_2_cenario_6.csv b/results/cumm_metrics_2_cenario_6.csv
new file mode 100644
index 0000000..c0cfa7f
--- /dev/null
+++ b/results/cumm_metrics_2_cenario_6.csv
@@ -0,0 +1,191 @@
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diff --git a/results/cumm_metrics_4_cenario_1.csv b/results/cumm_metrics_4_cenario_1.csv
new file mode 100644
index 0000000..268527c
--- /dev/null
+++ b/results/cumm_metrics_4_cenario_1.csv
@@ -0,0 +1,186 @@
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diff --git a/results/cumm_metrics_4_cenario_2.csv b/results/cumm_metrics_4_cenario_2.csv
new file mode 100644
index 0000000..6a893c4
--- /dev/null
+++ b/results/cumm_metrics_4_cenario_2.csv
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diff --git a/results/cumm_metrics_4_cenario_3.csv b/results/cumm_metrics_4_cenario_3.csv
new file mode 100644
index 0000000..b627ac4
--- /dev/null
+++ b/results/cumm_metrics_4_cenario_3.csv
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diff --git a/results/cumm_metrics_4_cenario_4.csv b/results/cumm_metrics_4_cenario_4.csv
new file mode 100644
index 0000000..b627ac4
--- /dev/null
+++ b/results/cumm_metrics_4_cenario_4.csv
@@ -0,0 +1,136 @@
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diff --git a/results/cumm_metrics_4_cenario_5.csv b/results/cumm_metrics_4_cenario_5.csv
new file mode 100644
index 0000000..6a893c4
--- /dev/null
+++ b/results/cumm_metrics_4_cenario_5.csv
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diff --git a/results/cumm_metrics_4_cenario_6.csv b/results/cumm_metrics_4_cenario_6.csv
new file mode 100644
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--- /dev/null
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diff --git a/results/expanding_search_4_agent.csv b/results/expanding_search_4_agent.csv
new file mode 100644
index 0000000..1fc37e8
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diff --git a/results/traditional_search_1_agent.csv b/results/traditional_search_1_agent.csv
new file mode 100644
index 0000000..67e2b47
--- /dev/null
+++ b/results/traditional_search_1_agent.csv
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diff --git a/results/traditional_search_2_agent.csv b/results/traditional_search_2_agent.csv
new file mode 100644
index 0000000..c142853
--- /dev/null
+++ b/results/traditional_search_2_agent.csv
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diff --git a/results/traditional_search_4_agent.csv b/results/traditional_search_4_agent.csv
new file mode 100644
index 0000000..ee23aa1
--- /dev/null
+++ b/results/traditional_search_4_agent.csv
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diff --git a/src/a_star_coverage.py b/src/a_star_coverage.py
index 408d83b..90949d4 100644
--- a/src/a_star_coverage.py
+++ b/src/a_star_coverage.py
@@ -7,6 +7,8 @@
 from DSSE import CoverageDroneSwarmSearch, Actions
 from aigyminsper.search.graph import State
 
+import pandas as pd
+
 MOVEMENTS = {
     Actions.UP: (0, -1),
     Actions.DOWN: (0, 1),
@@ -128,8 +130,11 @@ def a_star(
 
         next_state = min(successors, key=lambda state: state.cost())
         while next_state.position in will_visit:
-            successors.remove(next_state)
-            next_state = min(successors, key=lambda state: state.cost())
+            try:
+                successors.remove(next_state)
+                next_state = min(successors, key=lambda state: state.cost())
+            except ValueError:
+                break
 
         will_visit.append(next_state.position)
         actions[agent] = next_state.get_action().value
@@ -139,12 +144,15 @@ def a_star(
     return actions
 
 
-def main(num_drones: int):
+def main(num_drones: int, seed: int):
+
+    infos_list = []
+
     env = CoverageDroneSwarmSearch(
         drone_amount=num_drones,
         render_mode="human",
-        timestep_limit=200,
-        prob_matrix_path="src/min_matrix.npy",
+        timestep_limit=100,
+        prob_matrix_path="min_matrix.npy",
     )
 
     center = env.grid_size // 2
@@ -154,23 +162,36 @@ def main(num_drones: int):
         offset = (i // 2) + 1
         x_offset = offset * (-1 if i % 2 == 0 else 1)
         y_offset = offset * (-1 if (i + 1) % 2 == 0 else 1)
-        new_position = (center + x_offset, center + y_offset)
+        random1 = np.random.randint(-2, 2)
+        random2 = np.random.randint(-2, 2)
+        new_position = (center + x_offset + random1, center + y_offset + random2)
+        #new_position = (center + x_offset, center + y_offset)
         positions.append(new_position)
 
     opt = {"drones_positions": positions}
 
     observations, _ = env.reset(options=opt)
 
+    step = 0
+
     visited = [set([opt["drones_positions"][i]]) for i in range(num_drones)]
 
     prob_matrix = env.probability_matrix.get_matrix()
     while env.agents:
         actions = a_star(observations, env.agents, prob_matrix.copy(), visited)
-        observations, *_ = env.step(actions)
+        observations, _, _, _, infos = env.step(actions)
+        step += 1
+        infos['drone0']['step'] = step
+        print(infos)
+        infos_list.append(infos['drone0'])
+    
+    df = pd.DataFrame(infos_list)
+    df.to_csv(f'results/a_star_{num_drones}_cenario_{seed}.csv', index=False)
 
 
 if __name__ == "__main__":
     argparser = argparse.ArgumentParser()
     argparser.add_argument("--num_drones", type=int, required=True)
+    argparser.add_argument("--seed", type=int, required=True)
     args = argparser.parse_args()
-    main(num_drones=args.num_drones)
+    main(num_drones=args.num_drones, seed=args.seed)
diff --git a/src/expanding_search_1_agent.py b/src/expanding_search_1_agent.py
new file mode 100644
index 0000000..4730bd6
--- /dev/null
+++ b/src/expanding_search_1_agent.py
@@ -0,0 +1,74 @@
+from DSSE import CoverageDroneSwarmSearch
+import pandas as pd
+
+
+def expanding_search_single_agent(direcao, agents):
+
+    actions = {}
+
+    for agent in agents:
+
+        if direcao == "cima":
+            actions[agent] = 2
+        elif direcao == "direita":
+            actions[agent] = 1
+        elif direcao == "baixo":
+            actions[agent] = 3
+        elif direcao == "esquerda":
+            actions[agent] = 0
+
+    return actions
+
+
+def main():
+    env = CoverageDroneSwarmSearch(
+        drone_amount=1,
+        render_mode="human",
+        prob_matrix_path='min_matrix.npy',
+        timestep_limit=200
+    )
+
+    opt = {
+        "drones_positions": [(4, 4)],
+    }
+    
+    observations, info = env.reset(options=opt)
+
+    step = 0
+    infos_list = []
+    direcoes = ["cima", "direita", "baixo", "esquerda"]
+    passos_inciais = 1
+    passos = 1
+    contador = 1
+    indice_dir = 0
+
+    while env.agents:
+        if passos <= 0:
+            passos = passos_inciais
+
+            if contador <= 0:
+                contador = 1
+                passos_inciais += 1
+            else:
+                contador -= 1
+
+            if indice_dir >= 3:
+                indice_dir = 0
+            else:
+                indice_dir += 1
+
+        step += 1
+        actions = expanding_search_single_agent(direcoes[indice_dir], env.agents)
+        observations, rewards, terminations, truncations, infos = env.step(actions)
+        info = infos['drone0']
+        #print(observations['drone0'][0])
+        info['step'] = step
+        infos_list.append(info)
+        print(info)
+        passos -= 1
+
+    df = pd.DataFrame(infos_list)
+    df.to_csv('results/expanding_search_1_agent.csv', index=False)
+
+if __name__ == "__main__":
+    main()
diff --git a/src/expanding_search_2_agent.py b/src/expanding_search_2_agent.py
new file mode 100644
index 0000000..ffd63fc
--- /dev/null
+++ b/src/expanding_search_2_agent.py
@@ -0,0 +1,91 @@
+from DSSE import CoverageDroneSwarmSearch
+import pandas as pd
+import random
+
+def expanding_search_2_agent(direcao1, direcao2, agents):
+
+    actions = {}
+
+    for agent in agents:
+        if agent == "drone0":
+            if direcao1 == "cima":
+                actions[agent] = 2
+            elif direcao1 == "direita":
+                actions[agent] = 1
+            elif direcao1 == "baixo":
+                actions[agent] = 3
+            elif direcao1 == "esquerda":
+                actions[agent] = 0
+        elif agent == "drone1":
+            if direcao2 == "cima":
+                actions[agent] = 2
+            elif direcao2 == "direita":
+                actions[agent] = 1
+            elif direcao2 == "baixo":
+                actions[agent] = 3
+            elif direcao2 == "esquerda":
+                actions[agent] = 0
+
+    return actions
+
+
+def main():
+    
+    infos_list = []
+
+    for i in range(25):
+
+        env = CoverageDroneSwarmSearch(
+            drone_amount=2,
+            render_mode="human",
+            prob_matrix_path='min_matrix.npy',
+            timestep_limit=200
+        )
+
+        r_l = random.randint(-1, 1)
+        r_c = random.randint(-1, 1)
+
+        opt = {
+            "drones_positions": [(2+r_l, 4+r_c), (6+r_l, 4+r_c)],
+        }
+
+        observations, info = env.reset(options=opt)
+
+        step = 0
+        direcoes1 = ["direita", "baixo", "esquerda", "cima"]
+        direcoes2 = ["esquerda", "cima", "direita", "baixo"]
+        passos_inciais = 1
+        passos = 1
+        contador = 1
+        indice_dir = 0
+
+        while env.agents:
+            if passos <= 0:
+                passos = passos_inciais
+
+                if contador <= 0:
+                    contador = 1
+                    passos_inciais += 1
+                else:
+                    contador -= 1
+
+                if indice_dir >= 3:
+                    indice_dir = 0
+                else:
+                    indice_dir += 1
+
+            step += 1
+            actions = expanding_search_2_agent(direcoes1[indice_dir], direcoes2[indice_dir],env.agents)
+            observations, rewards, terminations, truncations, infos = env.step(actions)
+            info = infos['drone0']
+            #print(observations['drone0'][0])
+            info['step'] = step
+            infos_list.append(info)
+            print(info)
+            passos -= 1
+
+    df = pd.DataFrame(infos_list)
+    df.to_csv('results/expanding_search_2_agent.csv', index=False)
+
+if __name__ == "__main__":
+    main()
diff --git a/src/expanding_search_4_agent.py b/src/expanding_search_4_agent.py
new file mode 100644
index 0000000..bf267a6
--- /dev/null
+++ b/src/expanding_search_4_agent.py
@@ -0,0 +1,112 @@
+from DSSE import CoverageDroneSwarmSearch
+import pandas as pd
+import random
+
+def expanding_search_4_agent(direcao1, direcao2, direcao3, direcao4, agents):
+
+    actions = {}
+
+    for agent in agents:
+        if agent == "drone0":
+            if direcao1 == "cima":
+                actions[agent] = 2
+            elif direcao1 == "direita":
+                actions[agent] = 1
+            elif direcao1 == "baixo":
+                actions[agent] = 3
+            elif direcao1 == "esquerda":
+                actions[agent] = 0
+        elif agent == "drone1":
+            if direcao2 == "cima":
+                actions[agent] = 2
+            elif direcao2 == "direita":
+                actions[agent] = 1
+            elif direcao2 == "baixo":
+                actions[agent] = 3
+            elif direcao2 == "esquerda":
+                actions[agent] = 0
+        elif agent == "drone2":
+            if direcao3 == "cima":
+                actions[agent] = 2
+            elif direcao3 == "direita":
+                actions[agent] = 1
+            elif direcao3 == "baixo":
+                actions[agent] = 3
+            elif direcao3 == "esquerda":
+                actions[agent] = 0
+        elif agent == "drone3":
+            if direcao4 == "cima":
+                actions[agent] = 2
+            elif direcao4 == "direita":
+                actions[agent] = 1
+            elif direcao4 == "baixo":
+                actions[agent] = 3
+            elif direcao4 == "esquerda":
+                actions[agent] = 0
+
+    return actions
+
+
+def main():
+
+    infos_list = []
+
+    for i in range(25):
+
+        env = CoverageDroneSwarmSearch(
+            drone_amount=4,
+            render_mode="human",
+            prob_matrix_path='min_matrix.npy',
+            timestep_limit=200
+        )
+
+        r_l = random.randint(-1, 1)
+        r_c = random.randint(-1, 1)
+
+        opt = {
+            "drones_positions": [(2+r_l, 2+r_c), (2+r_l, 6+r_c), (6+r_l, 6+r_c), (6+r_l, 2+r_c)],
+        }
+        
+        observations, info = env.reset(options=opt)
+
+        step = 0
+
+        direcoes1 = ["direita", "baixo", "esquerda", "cima"]
+        direcoes2 = ["esquerda", "cima", "direita", "baixo"]
+        direcoes3 = ["cima", "direita", "baixo", "esquerda"]
+        direcoes4 = ["baixo", "esquerda", "cima", "direita"]
+        passos_inciais = 1
+        passos = 1
+        contador = 1
+        indice_dir = 0
+
+        while env.agents:
+            if passos <= 0:
+                passos = passos_inciais
+
+                if contador <= 0:
+                    contador = 1
+                    passos_inciais += 1
+                else:
+                    contador -= 1
+
+                if indice_dir >= 3:
+                    indice_dir = 0
+                else:
+                    indice_dir += 1
+
+            step += 1
+            actions = expanding_search_4_agent(direcoes1[indice_dir], direcoes2[indice_dir], direcoes3[indice_dir], direcoes4[indice_dir], env.agents)
+            observations, rewards, terminations, truncations, infos = env.step(actions)
+            info = infos['drone0']
+            #print(observations['drone0'][0])
+            info['step'] = step
+            infos_list.append(info)
+            print(info)
+            passos -= 1
+
+    df = pd.DataFrame(infos_list)
+    df.to_csv('results/expanding_search_4_agent.csv', index=False)
+
+if __name__ == "__main__":
+    main()
diff --git a/src/traditional_search_1_agent.py b/src/traditional_search_1_agent.py
new file mode 100644
index 0000000..eed2138
--- /dev/null
+++ b/src/traditional_search_1_agent.py
@@ -0,0 +1,57 @@
+from DSSE import CoverageDroneSwarmSearch
+import pandas as pd
+
+
+def traditional_search_single_agent(obs, agents, opt):
+
+    actions = {}
+    start_position = (opt['drones_positions'][0][0], opt['drones_positions'][0][1])
+    
+    for agent in agents:
+    
+        if (obs[agent][0][1] - start_position[1]) % 2 == 0:
+            if obs[agent][0][0] == len(obs[agent][1][0]) - start_position[0] -1:
+                actions[agent] = 3
+            else:
+                actions[agent] = 1
+        elif (obs[agent][0][1] - start_position[1]) % 2 != 0:
+            if obs[agent][0][0] == start_position[0] +1:
+                actions[agent] = 3
+            else:
+                actions[agent] = 0
+
+    return actions
+
+
+def main():
+    env = CoverageDroneSwarmSearch(
+    drone_amount=1,
+    render_mode="human",
+    prob_matrix_path='min_matrix.npy',
+    timestep_limit=200
+    )
+
+    opt = {
+        "drones_positions": [(0, 0)],
+    }
+
+    observations, info = env.reset(options=opt)
+
+    step = 0
+    infos_list = []
+
+    while env.agents:
+        step += 1
+        actions = traditional_search_single_agent(observations, env.agents, opt)
+        observations, rewards, terminations, truncations, infos = env.step(actions)
+        info = infos['drone0']
+        #print(observations['drone0'][0])
+        info['step'] = step
+        infos_list.append(info)
+        print(info)
+
+    df = pd.DataFrame(infos_list)
+    df.to_csv('results/traditional_search_1_agent.csv', index=False)
+
+if __name__ == "__main__":
+    main()
diff --git a/src/traditional_search_2_agent.py b/src/traditional_search_2_agent.py
new file mode 100644
index 0000000..13b291c
--- /dev/null
+++ b/src/traditional_search_2_agent.py
@@ -0,0 +1,77 @@
+from DSSE import CoverageDroneSwarmSearch
+import pandas as pd
+import random
+
+def traditional_search_2_agent(obs, agents, opt):
+
+    actions = {}
+    
+    for agent in agents:
+        if agent == "drone0":
+            start_position = (opt['drones_positions'][0][0], opt['drones_positions'][0][1])
+
+            if (obs[agent][0][0] - start_position[0]) % 2 == 0:
+                if obs[agent][0][1] == len(obs[agent][1]) - start_position[1] -1:
+                    actions[agent] = 0
+                else:
+                    actions[agent] = 3
+            elif (obs[agent][0][0] - start_position[0]) % 2 != 0:
+                if obs[agent][0][1] == start_position[1] + 1:
+                    actions[agent] = 0
+                else:
+                    actions[agent] = 2
+        elif agent == "drone1":
+            start_position = (opt['drones_positions'][1][0], opt['drones_positions'][1][1])
+            
+            if (obs[agent][0][0] - start_position[0]) % 2 == 0:
+                if obs[agent][0][1] == len(obs[agent][1]) - start_position[1] -1:
+                    actions[agent] = 1
+                else:
+                    actions[agent] = 3
+            elif (obs[agent][0][0] - start_position[0]) % 2 != 0:
+                if obs[agent][0][1] == start_position[1] + 1:
+                    actions[agent] = 1
+                else:
+                    actions[agent] = 2
+
+    return actions
+
+
+def main():
+
+    infos_list = []
+
+    for i in range(25):
+
+        env = CoverageDroneSwarmSearch(
+            drone_amount=2,
+            render_mode="human",
+            prob_matrix_path='min_matrix.npy',
+            timestep_limit=200
+        )
+
+        r_l = random.randint(-1, 1)
+
+        opt = {
+            "drones_positions": [(4+r_l, 0), (5+r_l, 0)],
+        }
+
+        observations, info = env.reset(options=opt)
+
+        step = 0
+
+        while env.agents:
+            step += 1
+            actions = traditional_search_2_agent(observations, env.agents, opt)
+            observations, rewards, terminations, truncations, infos = env.step(actions)
+            info = infos['drone0']
+            #print(observations['drone0'][0])
+            info['step'] = step
+            infos_list.append(info)
+            print(info)
+
+    df = pd.DataFrame(infos_list)
+    df.to_csv('results/traditional_search_2_agent.csv', index=False)
+
+if __name__ == "__main__":
+    main()
\ No newline at end of file
diff --git a/src/traditional_search_4_agent.py b/src/traditional_search_4_agent.py
new file mode 100644
index 0000000..5ed90c1
--- /dev/null
+++ b/src/traditional_search_4_agent.py
@@ -0,0 +1,109 @@
+from DSSE import CoverageDroneSwarmSearch
+import pandas as pd
+import random
+
+def traditional_search_4_agent(obs, agents, opt, passos):
+
+    actions = {}
+    
+    for agent in agents:
+        if agent == "drone0":
+            start_position = (opt['drones_positions'][0][0], opt['drones_positions'][0][1])
+
+            if (obs[agent][0][0] - start_position[0]) % 2 == 0:
+                if passos == 0:
+                    actions[agent] = 0
+                else:
+                    actions[agent] = 3
+            elif (obs[agent][0][0] - start_position[0]) % 2 != 0:
+                if passos == 0:
+                    actions[agent] = 0
+                else:
+                    actions[agent] = 2
+        elif agent == "drone1":
+            start_position = (opt['drones_positions'][1][0], opt['drones_positions'][1][1])
+            
+            if (obs[agent][0][0] - start_position[0]) % 2 == 0:
+                if passos == 0:
+                    actions[agent] = 1
+                else:
+                    actions[agent] = 3
+            elif (obs[agent][0][0] - start_position[0]) % 2 != 0:
+                if passos == 0:
+                    actions[agent] = 1
+                else:
+                    actions[agent] = 2
+        elif agent == "drone2":
+            start_position = (opt['drones_positions'][2][0], opt['drones_positions'][2][1])
+
+            if (obs[agent][0][0] - start_position[0]) % 2 == 0:
+                if passos == 0:
+                    actions[agent] = 0
+                else:
+                    actions[agent] = 2
+            elif (obs[agent][0][0] - start_position[0]) % 2 != 0:
+                if passos == 0:
+                    actions[agent] = 0
+                else:
+                    actions[agent] = 3
+        elif agent == "drone3":
+            start_position = (opt['drones_positions'][3][0], opt['drones_positions'][3][1])
+            
+            if (obs[agent][0][0] - start_position[0]) % 2 == 0:
+                if passos == 0:
+                    actions[agent] = 1
+                else:
+                    actions[agent] = 2
+            elif (obs[agent][0][0] - start_position[0]) % 2 != 0:
+                if passos == 0:
+                    actions[agent] = 1
+                else:
+                    actions[agent] = 3
+
+    return actions
+
+
+def main():
+
+    infos_list = []
+
+    for i in range(25):
+
+        env = CoverageDroneSwarmSearch(
+            drone_amount=4,
+            render_mode="human",
+            prob_matrix_path='min_matrix.npy',
+            timestep_limit=200
+        )
+
+        r_l = random.randint(-1, 1)
+        r_c = random.randint(-1, 1)
+
+        opt = {
+            "drones_positions": [(4+r_l, 3+r_c), (5+r_l, 3+r_c), (4+r_l, 4+r_c), (5+r_l, 4+r_c)],
+        }
+        observations, info = env.reset(options=opt)
+
+        step = 0
+
+        passos = 13
+
+        while env.agents:
+            if passos < 0:
+                passos = 12
+            
+            step += 1
+            actions = traditional_search_4_agent(observations, env.agents, opt, passos)
+            observations, rewards, terminations, truncations, infos = env.step(actions)
+            info = infos['drone0']
+            #print(observations['drone0'][0])
+            info['step'] = step
+            infos_list.append(info)
+            print(info)
+            passos -= 1
+
+    df = pd.DataFrame(infos_list)
+    df.to_csv('results/traditional_search_4_agent.csv', index=False)
+
+if __name__ == "__main__":
+    main()
\ No newline at end of file