{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "177ca7b9-9e8e-4ce2-9976-93b76583c384",
   "metadata": {},
   "source": [
    "---\n",
    "**© 2026 MaLab @ Purdue University. All rights reserved.**\n",
    "\n",
    "**Authors:** Botao Du, Qihao Guo, Ruichao Ma\n",
    "\n",
    "**Group:** [MaLab @ Purdue](https://www.ma-quantumlab.com/)\n",
    "\n",
    "This notebook and its contents are the intellectual property of the authors.\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "efd297c8-0117-4fbf-8246-4d44d15898a4",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from numpy import *\n",
    "from matplotlib.pyplot import *\n",
    "\n",
    "import math as math\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5a4db4a1-85f4-4e3d-b0a7-6fe559aa4fb4",
   "metadata": {},
   "source": [
    "# Fig.5, Load Data, in-phase"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "21595865-0d56-4d82-a454-60cd90f26a4d",
   "metadata": {},
   "source": [
    "Load correlator data from in_phase_correlator.npz\n",
    "- times: times points for engineerd decay, unit (ns), shape: (21,)\n",
    "- repeat_num: repeat number for individual experiments, each averaged from 16,000 shots.\n",
    "- Correlator_mean: Measured mean valuse of two connected body correlator, for XX/X-X, YY/Y-Y, shape: (index_qubit_pair, index_time) = (6, 21)\n",
    "\n",
    "- times: times points for engineerd decay, ZZ basis, unit (ns), shape: (46,)\n",
    "- ZZ_all_mean: Mean valuse of measured two body connected correlator ZZ, shape: (index_qubit_pair, index_time) = (6, 46)\n",
    "- ZZ_all_mean: Variance ($1\\sigma$) of two body connected correlator ZZ, shape: (index_qubit_pair, index_time) = (6, 46)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a2cb0909-b22a-4467-8993-f1c0a4462eee",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "collective_decay, in-phase, correlator\n",
      "['times', 'repeat_num', 'Two_body_correlator_list', 'Correlator_mean', 'Correlator_error', 'Correlator_std', 'note']\n"
     ]
    }
   ],
   "source": [
    "infile = 'data/in_phase_correlator.npz'\n",
    "exp_data = np.load(infile)\n",
    "print(exp_data['note'])\n",
    "print(exp_data.files)\n",
    "\n",
    "times = exp_data['times']\n",
    "repeat_num = exp_data['repeat_num']\n",
    "Correlator_mean  = exp_data['Correlator_mean']\n",
    "Correlator_std  = exp_data['Correlator_std']\n",
    "\n",
    "Qubit_Pair = [[0,1], [1,2], [2,3], [0,2], [0,3], [1,3]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "4f719f18-bb7f-4e9a-b5d0-31027d026a1a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['times_density', 'N_tot', 'NN_mean', 'ZZ_all_mean', 'ZZ_all_var']\n"
     ]
    }
   ],
   "source": [
    "infile = 'data/in_phase_zz_correlator.npz'\n",
    "exp_data = np.load(infile)\n",
    "print(exp_data.files)\n",
    "\n",
    "times_density = exp_data['times_density']\n",
    "ZZ_all_mean = exp_data['ZZ_all_mean']\n",
    "ZZ_all_var = exp_data['ZZ_all_var']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "22618822-0fcf-475a-86f0-7b37ee024c8b",
   "metadata": {},
   "source": [
    "# Plot In-phase Decay Correlation function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a845c2f3-1bb8-4eb1-bd55-23d9b5ec8122",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.3 10.9\n"
     ]
    }
   ],
   "source": [
    "times_scaled = times / 1e3\n",
    "\n",
    "sup_time = 1.5\n",
    "sub_time = 12\n",
    "\n",
    "# indices of closest points\n",
    "idx_sup = np.argmin(np.abs(times_scaled - sup_time))\n",
    "idx_sub = np.argmin(np.abs(times_scaled - sub_time))\n",
    "# corresponding times\n",
    "sup_time_data = times_scaled[idx_sup]\n",
    "sub_time_data = times_scaled[idx_sub]\n",
    "\n",
    "print(sup_time_data, sub_time_data )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "7b6a6124-7192-4e84-9b3e-2c8a6d4608be",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 2000x1200 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(2, 3, figsize=(5, 3), dpi=400)\n",
    "\n",
    "for index_site in [0, 1, 2]:\n",
    "    Q_i = Qubit_Pair[index_site][0]\n",
    "    Q_j = Qubit_Pair[index_site][1]\n",
    "    axs[0, index_site].errorbar(times/1e3,  Correlator_mean[index_site], yerr = Correlator_std[index_site],\n",
    "                                                                marker='.',ls='-')\n",
    "    axs[0, index_site].errorbar(times_density/1e3,  ZZ_all_mean[index_site], yerr = ZZ_all_var[index_site],\n",
    "                                                                marker='.',ls='-')\n",
    "\n",
    "    #axs[0, index_site].set_xscale('log')\n",
    "    axs[0, index_site].set_xlim(-0.1,30)\n",
    "    axs[0, index_site].set_xlabel('Time $T$, ($\\mu$s)')\n",
    "    axs[0, index_site].set_ylabel('$(C_{XX} +C_{YY})/2$')\n",
    "    axs[0, index_site].set_title(f'$Q_{Q_i} - Q_{Q_j}$')\n",
    "    axs[0, index_site].axhline(0.0, linestyle ='--', linewidth = 0.5)\n",
    "    axs[0, index_site].set_ylim(-0.2, 0.2)\n",
    "    axs[0, index_site].axvline(sup_time_data, c='grey', ls=':')\n",
    "    axs[0, index_site].axvline(sub_time_data, c='grey', ls=':')\n",
    "\n",
    "for index_site in [0, 1, 2]:\n",
    "    Q_i = Qubit_Pair[3 + index_site][0]\n",
    "    Q_j = Qubit_Pair[3 + index_site][1]\n",
    "    axs[1, index_site].errorbar(times/1e3, Correlator_mean[3+index_site], yerr = Correlator_std[3+index_site],\n",
    "                                                                marker='.',ls='-')\n",
    "    axs[1, index_site].errorbar(times_density/1e3,  ZZ_all_mean[3+index_site], yerr = ZZ_all_var[3+index_site],\n",
    "                                                                marker='.',ls='-')\n",
    "\n",
    "\n",
    "    #axs[1, index_site].set_xscale('log')\n",
    "    axs[1, index_site].set_xlim(-0.1,30)\n",
    "    axs[1, index_site].set_xlabel('Time $T$, ($\\mu$s)')\n",
    "    axs[1, index_site].set_ylabel('$(C_{XX} +C_{YY})/2$')\n",
    "    axs[1, index_site].set_title(f'$Q_{Q_i} - Q_{Q_j}$')\n",
    "    axs[1, index_site].axhline(0.0, linestyle ='--', linewidth = 0.5)\n",
    "    axs[1, index_site].set_ylim(-0.2, 0.2)\n",
    "    axs[1, index_site].axvline(sup_time_data, c='grey', ls=':')\n",
    "    axs[1, index_site].axvline(sub_time_data, c='grey', ls=':')\n",
    "\n",
    "#axs[1, -1].legend(bbox_to_anchor=(1.2, 3))\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dbd54e88-3012-40c7-a964-9a4e478800f3",
   "metadata": {},
   "source": [
    "# Fig.5, Load Data, out-of-phase"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9a36b004-9094-4a22-862e-d625be3d4a44",
   "metadata": {},
   "source": [
    "Load correlator data from out-of_phase_correlator.npz\n",
    "- times: times points for engineerd decay, unit (ns), shape: (21,)\n",
    "- repeat_num: repeat number for individual experiments, each averaged from 16,000 shots.\n",
    "- Correlator_mean: Measured mean valuse of connected two body correlator, for XX/X-X, YY/Y-Y, shape: (index_qubit_pair, index_time) = (6, 21)\n",
    "- times: times points for engineerd decay, ZZ basis, unit (ns), shape: (46,)\n",
    "- ZZ_all_mean: Mean valuse of measured two body connected correlator ZZ, shape: (index_qubit_pair, index_time) = (6, 46)\n",
    "- ZZ_all_mean: Variance ($1\\sigma$) of two body connected correlator ZZ, shape: (index_qubit_pair, index_time) = (6, 46)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "e1160d37-473e-4a03-8121-e5fadbdf21b8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "collective_decay, outof-phase, correlator\n",
      "['times', 'repeat_num', 'Two_body_correlator_list', 'Correlator_mean', 'Correlator_error', 'Correlator_std', 'note']\n"
     ]
    }
   ],
   "source": [
    "infile = 'data/outof_phase_correlator.npz'\n",
    "exp_data = np.load(infile)\n",
    "print(exp_data['note'])\n",
    "print(exp_data.files)\n",
    "times = exp_data['times']\n",
    "repeat_num = exp_data['repeat_num']\n",
    "Correlator_mean  = exp_data['Correlator_mean']\n",
    "Correlator_std  = exp_data['Correlator_std']\n",
    "\n",
    "Qubit_Pair = [[0,1], [1,2], [2,3], [0,2], [0,3], [1,3]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "12526a27-17d2-4423-9b8f-2a6dd1c2f80d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['times_density', 'N_tot', 'NN_mean', 'ZZ_all_mean', 'ZZ_all_var']\n"
     ]
    }
   ],
   "source": [
    "infile = 'data/outof_phase_zz_correlator.npz'\n",
    "exp_data = np.load(infile)\n",
    "print(exp_data.files)\n",
    "\n",
    "times_density = exp_data['times_density']\n",
    "ZZ_all_mean = exp_data['ZZ_all_mean']\n",
    "ZZ_all_var = exp_data['ZZ_all_var']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "293538ac-1456-4923-83e8-d7c44f709309",
   "metadata": {},
   "source": [
    "# Plot Out-of-phase Decay Correlation function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "34fa7bbf-20fb-4994-9521-02456eadc45d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.3 10.9\n"
     ]
    }
   ],
   "source": [
    "times_scaled = times / 1e3\n",
    "\n",
    "sup_time = 1.5\n",
    "sub_time = 12\n",
    "\n",
    "# indices of closest points\n",
    "idx_sup = np.argmin(np.abs(times_scaled - sup_time))\n",
    "idx_sub = np.argmin(np.abs(times_scaled - sub_time))\n",
    "# corresponding times\n",
    "sup_time_data = times_scaled[idx_sup]\n",
    "sub_time_data = times_scaled[idx_sub]\n",
    "\n",
    "print(sup_time_data, sub_time_data )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "32cd306e-ee83-4623-b91f-e44b85dd2904",
   "metadata": {},
   "outputs": [
    {
     "data": {
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99lj16dNHffr00cSJE7V8+fLadhMAgFpLpjGY8Tc+JPo+abPZdOGFF+q6667T6aef7nXwW5Jyc3PVrl07XXzxxfr22291ySWXqKCgoHL5zz//rCeeeEIPPfRQ8G8EAIBqJPI4zBgcnxJ5n+zUqZOeeOIJjRgxQl26dPH7vDp16qhp06YaMGCA/vrXv+rFF1/ULbfcIrvdXvmcN954Q1dffbVOOeWUoN4HAkeBGgDCoLqzyw4cOBDFnhyxZcsWTZ061e/yG2+8MaD13H///R6Ds9Vq1fTp032eXeb25z//WTt37tTf/va3yrYNGzZo8uTJAW83VMXFxVHZTqxK5H1Sknr16qVOnTpVHhA/9thjPU5+OPqKfwAAoiWRx+B4HX/JhYm5T1qtVo0aNUoPP/ywunbtGvC2TznlFM2aNUuDBg3yuGLrqaee0u23367c3NyA1wUAQE0ScRyO9zGYbJh4+6TbyJEjg962xWLRjTfeKIfDofHjx3sse+mllyhQRxBTfANAGOTk5PhdZtbA/q9//cujsFxVp06ddOaZZ9a4jlWrVmnatGkebePGjVP//v1rfO2ECRN03HHHebQ98sgjId2fBoFL1H3Sbc6cOXrppZd0/fXXq3fv3lyZDwCIGYk8BjP+xqdE3SdHjx6t999/P6gD4269evXS7bff7tF26NAhzZw5M+h1AQBQnUQchxmD41si7pPhMG7cOLVp08ajjf0ysihQA0AYtGzZ0u+yPXv2RLEnLrt27dLkyZP9Lv/73//uc9qdo73//vsyDMOj7bbbbguoDzabTTfffLNH2/bt2/Xjjz8G9HqEJlH3SQAAYh1jMGJNou6ToU5Bec0113i1ff/99yGtEwCAoyXiOMwYHN8ScZ8MB6vVqtNOO82jbf/+/Ul/xX0kUaAGgDDIzc1V/fr1fS7btGmTioqKotqfBx54wGOqnKo6deqkq666KqD1TJ8+3ePnQYMGqVOnTgH34/LLL1d6enq160RkJOo+CQBArGMMRqxhn/Stffv2qlOnjkfbjh07orJtAEDyYBz2xhhsLvZJ/5o0aeLVFu3fRzKhQA0AYdKzZ0+f7U6nU4sXL45aPxYsWKCXXnrJ7/J//etfAZ3puH37dv3yyy8ebUOHDg2qL3Xq1NEJJ5zg0fbpp58GtQ7UXqLtkwAAxAvGYMQa9knfsrKyPH4uKSmJ2rYBAMmDcdgbY7C52Cd9279/v8fPNptNeXl5Udt+sqFADQBhUt19maM1TU1ZWZluuOEGOZ1On8vPOeccnX/++QGt6+jitOS6gjpYgwcP9vh5w4YNOnjwYNDrQfASbZ8EACBeMAYj1rBPeistLVVBQYFHW+PGjaO2fQBA8mAc9sQYbD72Sd9++OEHj5+PP/54r9lBET4UqAEgTM466yy/y15//XWvezlHws033+yzsCxJ9erV0/PPPx/wulatWuXV1q1bt6D7dPRrDMPQ2rVrg14Pgpdo+yQAAPGCMRixhn3S23fffefV1rFjx6j2AQCQHBiHPTEGm4990tuMGTO0YsUKj7arr746qn1INhSoASBMBg0a5Pdsv02bNunLL7+M6PZffvllTZ482e/y5557Tq1btw54fatXr/b42WazqUWLFkH3y9c2j143IiPR9kkAAOIFYzBiDfukt9dee82r7ZxzzolqHwAAyYFx2BNjsPnYJz3NmjXL617Xxx13nK6//vqo9SEZUaAGgDBJSUnRNddc43f5Pffco4qKiohs++2339a4ceP8Lr/++ut1+eWXB7XO7du3e/zcrFkzpaSkBN03X2Hi6HUjMhJtnwQAIF4wBiPWsE96WrZsmT744AOPtk6dOql3795R7QcAIDkwDh/BGBwbknmfNAxDRUVFWrNmjd566y2dddZZOuuss1RUVFT5nHbt2mnGjBlKS0uLWD8gWYxoXKsfQbt379YXX3yhLVu2KD8/X1arVc2aNVPHjh11xhlnKCcnJ6zbW7ZsmS688MLKny0WizZs2BDWbQCIX7///rs6deqkQ4cO+Vx+//336+GHHw7rNl999VVdf/31cjgcPpcPHjxY33zzjVJTU4Na70knneRx343u3btr5cqVQfevoKBATZo08Wh74IEH9NBDDwW9LgQvkfbJYJxyyikeU0YNGTJE3377bcS2h9hBNgQQK5JxDGb8jW3JuE/6Ul5erhNPPFE///yzR/vbb7/NyRsJiGwIIFYwDjMGx5pk2SevvvpqvfHGGwE912az6corr9TTTz+t+vXrh60P8MOIU/PnzzdOPfVUIyUlxbBarT4f6enpxllnnWV88803YdvuggULDIvFYlit1sqvAFDVXXfdZUjy+bDZbMZrr70Wlu2UlpYaY8eO9bstScZxxx1n7N27t1brP/744z3WdcIJJ9RqPYWFhV79mjBhQq3WhdpJlH0yGEOGDPHY7pAhQyK+TZiLbAggFiXbGMz4G/uSbZ/05ZZbbvHqy9ChQ6PeD0QW2RBALEr2cZgxOPYkwz45evToarfrflx++eXGxo0bw759+Bd3BWq73W7ccMMNhs1mqwx71T3cofP88883tm3bFvL2CZoAalJSUmJ06tTJ72BnsViMxx9/3HA4HLXexscff2x07dq12kG1R48exs6dO2u9jaPfw6BBg2q1noqKCq++XX/99bXuF4KXKPtkMDhAnjzIhgBiWbKNwYy/sS/Z9smjTZ482asv9evXN7Zs2RL1viAyyIYAYlkyj8OMwbEpGfbJQAvUkoyOHTsazz33nFFRURGRvsBTXBWoy8rKjAsuuMAjYPo7C9L9qPq8+vXrG++//35IfSBoAgjEokWLjKysrGoHvGOPPdb4/PPPDafTGdA6i4uLjTfffNMYNGhQjYPpoEGDQj7jjAJ1YkmEfTIYHCBPDmRDAPEgmcZgxt/4kEz7ZFVfffWVkZqa6tEXq9VqfPrpp1HvCyKDbAggHiTjOMwYHNsSfZ98//33jbvuuqvycccddxjXXXedcfrppxv16tXz2ad+/fqF5cQ1VC+u7kF97bXX6vXXX5fkuodLMNxv02Kx6NZbb9V//vOfoNchSQsXLtSAAQNksVhkGIYsFovf+fIBJLcZM2booosukt1ur/Z5TZo00fDhwzV48GA1adJEjRs3VkpKivbv3689e/bol19+0aJFi/Tjjz+qpKSkxu1ed911mjhxojIyMkLqf69evbRs2bLKn0844QQtXrw46PUUFRUpNzfXo23ChAn697//HVL/ELx43yeDwT0wkwPZEEC8SJYxmPE3fiTLPun2008/6bTTTlNxcbFH+8SJEzV+/Pio9gWRQzYEEC+SaRxmDI4PybRPVmW32/Xpp5/qgQce0IoVKzyWdezYUfPnz1fDhg1N6VtSMK82HpxPPvnE55mPVc90bNCggdG0aVPDZrP5PVPS3XbhhRca5eXlQfeDMyEBBOPjjz82MjIyAp5GJJRH/fr1jbfeeitsfR88eLDH+rt3716r9ezcudOrrw888EDY+ongxPM+GQyu4Ep8ZEMA8SYZxmDG3/iSDPukYRjGihUrjLy8PK8+/d///Z8p/UFkkA0BxJtkGIcZg+NLMuyT/pSVlRl//vOfvfp58cUXm921hGZVHDAMQ7feeqvP9gEDBuh///ufCgsLtXv3bu3YsUOFhYX67LPPNHLkyMozFt3cP3/00Ue64IILVFZWFs23AiDJnHfeeVqwYIG6du0a0e1cfPHFWrVqla688sqwrbNOnToePxcWFtZqPb5ed/S6ET3xvE8CbmRDAPGIMRixJhn2yfXr1+v000/X3r17PdrvvPNO3XfffVHvDyKDbAggHiX6OMwYHH8SfZ+sTlpaml599VUNHDjQo/3999/Xr7/+alKvEl9cFKg/++wzbd68uXJqHXdwfOKJJ/Tjjz9qxIgRys7Ornx+VlaWzjrrLE2bNk1LlixR//79fYbNL774QmeffbYOHjwY3TcEIKn07NlTS5cu1cMPP+zxtyocTjvtNC1cuFDvvfeemjZtGtZ1t2jRwuPnHTt21DjNiy9bt26tcd2IrnjdJwE3siGAeMUYjFiTyPvk5s2bddpppyk/P9+j/aabbtJTTz0V9f4gcsiGAOJVoo7DjMHxK1H3yUDYbDY9+uijXu1Tp041oTfJIS4K1K+88krl98bh+7c89NBD+tvf/lbja3v27Kkff/xR//jHPzzuHeMOm99++62GDx/udQ8EAAinzMxM3X///dq2bZueeuopde/ePaT1nXzyyVq2bJlmz56tfv36hamXnrp16+bxs8Ph0Pbt24Nej68C9dHrRvTF4z4JuJENAcQzxmDEmkTcJ7dv367TTjtN27Zt82i/5ppr9Oyzz5rSJ0QO2RBAPEu0cZgxOP4l2j4ZjJNPPln169f3aFu4cKFJvUl8FqPqKYIxqkGDBtq/f78kV9Ds3bu3Fi9eHPR6vvjiC1166aUe0826g2v//v01a9Ys5ebmVruOhQsXasCAAZVB1WKxyOFwBN0XAFi/fr3mzJmjxYsXa+3atdq2bZv27Nmj0tJSVVRUVPva5s2b65dfflGDBg0i1r+ZM2fq7LPP9mobPnx4UOu56667PM6OtFgsKi4uVlZWVlj6ifCJ9X0yGKeccoq+++67yp+HDBmib7/91rwOIazIhgASTaKMwYy/iSOe98mdO3dqyJAhWrt2rUf7pZdeqrfffltWa1xcq4EgkA0BJJp4HYcZgxNXvO6TtdGrVy8tW7as8ufu3btr5cqV5nUokUXyBtfhsGbNGsNisRhWq7Xy67vvvlvr9a1cudJo06aNYbVaKx/u9fbt29fYt29fta9fsGCBV38AIFLGjh1rSPL5+NOf/hTRbf/+++9e27zvvvuCXs+gQYM81tGxY8cI9BbRYuY+GYwhQ4Z49G3IkCFmdwlhQjYEkKziYQxm/E0usbhP7tq1y+jRo4dXfy688EKjoqLClD4hssiGAJJVrI3DjMGItX2ytvr16+fR9+7du5vdpYQV86esrFq1yuNnq9Wqc845p9br6969u3788Ud17dq18v4y7rMaFy9erFNPPVV79+4Nqc8AEC5PP/20Onbs6HPZ9OnTNXny5Ihtu0WLFjruuOM82oK9Aqa4uNjrzPVzzz031K7BRGbuk4BENgSQvBiDEWtibZ/cv3+/zjjjDK8rXM455xxNnTpVKSkpUe0PooNsCCBZxdI4zBgMKbb2yVD88ccfHj/H4v2yE0XMF6j37dvn8XPnzp1Vp06dkNbZokULfffdd+rZs6dH2JSkZcuW6dRTT9Xu3btD2gYAhEN2drbeeust2Ww2n8v/8pe/6LfffovY9v/0pz95/Pzjjz8Gtb13331XZWVlHm0jRowIR9dgErP3SYBsCCBZMQYj1sTSPllUVKThw4fr559/9mg//fTT9eGHHyotLS0q/UD0kQ0BJKtYGYcZg+EWK/tkKH777Tf9/vvvHm3t27c3qTeJL64K1BaLRY0aNQrLehs2bKg5c+aoT58+XmHzl19+0dChQ1VQUBCWbQFAKE488UTde++9PpcVFxfryiuvlN1uj8i2L7744sq/jZLr/lv//e9/A3qt0+nUc88959HWvHlzDR48OKx9RPSZuU8CZEMAyYwxGLEmFvbJgwcP6pxzztHChQs92ocMGaIZM2YoPT09otuHuciGAJKZ2eMwYzCOZvY+GapnnnnGq43ZQCMn5gvUNd1gPRT16tXT119/rQEDBniFzZUrV2ro0KHauXNnxLYPAIG6//771bdvX5/LFi5cqIcffjgi2+3evbsuuugij7bnn39eixYtqvG1Tz/9tJYtW+bRdv/99/s9iw7xxax9EiAbAkh2jMGINWbuk2VlZfrTn/6k77//3qN94MCB+vTTT5WZmRmxbSM2kA0BJDuzxmHGYPhj1j65fft2OZ3OWr9+xowZmjRpkkdbw4YNdcYZZ4TaNfgR8wXqunXrVn5vGEbYz07MycnRl19+qcGDB3uFzdWrV2vo0KHKz88P6zYBIFgpKSmaMmWKsrKyfC5/7LHHNG/evIhs+5FHHvEoKjscDo0YMUK//PKL39dMmTJF99xzj0dbhw4dNGbMmIj0EdFn5j6J5EY2BJDsGIMRa8zaJ+12uy655BJ9+eWXHu19+/bVzJkzQ57mGfGBbAgg2ZkxDjMGozpmZcOXX35Zxx13nN5++20dPHgw4NeVl5frkUce0ahRo+RwODyWPfXUU5xsEUEWw52uYtR7772nyy67TBaLRYZhKC8vLyL3eXFPR/Hdd99VBk33r6Zz586aM2eOmjVrpoULF2rAgAGV/bFYLF47LQBEygsvvKBx48b5XNauXTstX75cOTk5Yd/uQw89pH/84x8ebdnZ2Ro7dqwuu+wytW/fXocOHdKqVav0wgsv6KOPPlLV4cVms2n27Nk65ZRTwt43mMusfXLjxo166aWX/C5/5513tG3btsqfW7Vqpcsvv9zv80eNGqUTTjghrH1EZJANAcDFjDGY8RfVifY+ee+99+qxxx7zaLNYLBo7dqzq169f6/U+8cQToXYNUUQ2BACXaI7DjMEIRLSz4T/+8Q899NBDkqSsrCydddZZOvHEE3X88cerTZs2qlevnrKyslRSUqI9e/bo119/1ffff693331Xu3bt8lrfJZdcoqlTp3rc/hJhZsS4JUuWGBaLxbBarZVfN23aFJFtHTx40DjttNMqt+PepsViMTp16mT8/vvvxoIFC7z6AwDRdPbZZxuSfD7+/Oc/R2SbDofDuOKKK/xut7qHxWIxXnrppYj0C7HBjH1yzpw5tdof/T1ee+21iPQT4Uc2BIAjoj0GM/6iJtHcJ0ePHh3W/dH9QHwhGwLAEdEahxmDEahoZsMHH3wwbPviFVdcYdjt9rD2D95iforv7t27y2r17ObcuXMjsq3MzEx9+umnGjZsmNe0Pb/99ptOOeUUbd26NSLbBoBAffbZZzIMw+fjjTfeiMg2rVar3nzzTd1zzz1ef5OrU7duXU2bNk1jx46NSL8QG8zYJ5G8yIYAcARjMGIN+ySijWwIAEcwDiPWRHOfDMeVzs2aNdN7772nKVOmeNzyEpER8wXqjIwMderUyaNtzpw5Ed3eJ598ouHDh3uFzQ0bNujaa6+N2LYBIJZZrVY99thjWrJkiS666CKlpaX5fW79+vX1l7/8RWvXrtXIkSOj2EsAiY5sCAAAADeyIQAAkKS///3v+uabb3TXXXdpwIABysjICOh1derU0dlnn613331XmzZt0sUXXxzhnsIt5u9BLUk33nijXnrppcr7t+Tk5Cg/Pz+iNycvLy/XyJEj9dlnn3mceVE1fBrcSwZAEisqKtKCBQu0bt067d+/X1arVY0aNdIxxxyjPn36KCUlxewuAkhQZEMAAAC4kQ0BAMDR7Ha71q1bp02bNun3339XUVGRSktLlZWVpdzcXOXl5alHjx7q3LlzUDOGInziokD9/vvv69JLL/UId6+//rquuuqqiG63oqJCF198sWbMmOEVNgmaAAAA5iAbAgAAwI1sCAAAEH/i4rSAoUOHep3B8OKLL0Z8u6mpqfrggw80cuRIxUEdHwAAICmQDQEAAOBGNgQAAIg/cXEFtSSdeuqp+vbbbz3OQJw9e7aGDh0a8W07nU5dddVVmjp1qs8zIjkT0nyrVq3Sr7/+qj/++EPFxcXKyMhQo0aN1K1bN/Xq1Uupqalmd7FGhYWFWrVqlTZs2KB9+/apsLBQGRkZql+/vvLy8nTcccepXbt2ZncTAICYQDaEP+RCAACSD9kQ/pANAQCITXFToJ40aZJuvvlmj7bBgwdr7ty5Udm+YRi69tpr9cYbb1SGTYKmubZt26b//ve/euedd/THH3/4fV5OTo7OP/983XrrrerXr18Ue1i9bdu26euvv9acOXM0d+5cbd68ucbXNGnSREOHDtWNN96oIUOGRL6TAADEKLIhqiIXkgsBAMmNbIiqyIZkQwBA7IubAnVBQYHuvfder/aHH35YzZo1i1o/xo8fr88++8yjbdOmTVHbPlxnpj7xxBN65JFHVFpaGtRrr7rqKk2cOFF169aNUO+qt2XLFr3//vuaNm2aFi1aFNK6jj32WL344osaMGBAmHoHAED8IBtCIhe6kQsBAMmObAiJbOhGNgQAxIO4KVADklRaWqpRo0Z5hf1gdOrUSV988YUpU98MGzZMX3/9ddjWZ7Vadeedd+rxxx/3mEYKAAAg0ZELPZELAQBAMiMbeiIbAgBiXYrZHQAC5XA4NHLkSM2cOdPn8tTUVHXv3l0NGzZUUVGRVq1apeLiYq/nrV+/XqeeeqrmzZsX1bNoA9WwYUM1btxYjRs3Vnl5uXbu3KmNGzfK17kkTqdTTz75pAoLC/X888+b0FsAAIDoIxeSCwEAANzIhmRDAED8sZrdgUD87W9/0/z5883uBkz2wAMP+Aya9erV09NPP61du3Zp2bJlmj17thYuXKi9e/fqgw8+UOfOnb1es3nzZl122WUxcR+gBg0a6IYbbtDUqVP1+++/a9euXVq5cqXmzJmjH3/8Ub/99psKCgr04osvqmPHjj7XMWnSJD322GNR7jkAAOYgG4JcSC4EAMCNbAiyIdkQABB/4mKKb6vVKovFokaNGuncc8/ViBEjdPrppys9Pd3sriFKli9frhNOOMErHLZr106zZ89W+/bt/b62pKREI0eO1BdffOG17Nlnn9XNN98c9v76U3W6njPPPFPXXXedzj//fKWlpQX0+kOHDumvf/2rXnjhBa9lGRkZWrVqlSnTEAEAEE1kw+RGLnQhFwIA4EI2TG5kQxeyIQAg3sRVgdowjMp7ZmRlZen000/XiBEjdO655yovL8/kXiKSfN2HJTs7W4sXL1bXrl1rfP3BgwfVr18/rVy50qM9Ly9PW7ZsUZ06dcLaX39OP/10paWl6aGHHlKfPn1qvZ4bb7xRL774olf71Vdfrddeey2ULgIAEPPIhsmNXOiJXAgASHZkw+RGNvRENgQAxIu4KlBL8rinhrvNZrNp4MCBuuCCCzRixAjOBkswixcvVt++fb3an3jiCd11110Br2f+/PkaOHCgV/u///1vTZgwIaQ+Bmr79u1q0aJFyOs5dOiQunXrps2bN3u0169fXwUFBUpJ4fbyAIDERTZMXuRCb+RCAECyIxsmL7KhN7IhACBexEWBOiUlRU6nU9KRcCn5Dp2S1KNHj8rQecIJJ0Svo4iI66+/Xi+//LJHW4MGDbR161ZlZWUFta7hw4d7TdvTtWtXrV69OuR+RtvTTz/tMyTPnTtXJ510kgk9AgAgOsiGyYtc6Bu5EACQzMiGyYts6BvZEAAQD6xmdyAQBQUFev311/WnP/1JWVlZMgyjctoe90NSZfuvv/6qxx57TP369VOrVq10880366uvvpLdbjf5nSBYdrtdH3zwgVf7FVdcEXTQlKSxY8d6ta1Zs0ZLly6tVf/MdMYZZ/hs37JlS5R7AgBAdJENkxO50D9yIQAgmZENkxPZ0D+yIQAgHsRFgTovL09//vOf9eGHH2r37t36+OOPNWbMGDVq1KgyXEryCJ7u9u3bt+uFF17Q8OHD1bBhQ1122WV69913VVRUZPK7QiAWLFigffv2ebWPHDmyVus755xzlJmZ6dU+c+bMWq3PTK1bt/bZnp+fH+WeAAAQXWTD5EQu9I9cCABIZmTD5EQ29I9sCACIB3FRoK4qPT1d5557rl5++WXt2LFDP/zwg+6880516tSpMlwefZaku62wsFDvv/++rrjiCjVq1Ehnnnmmnn/+eW3fvt3stwU/5syZ49WWlZWlAQMG1Gp9GRkZPu8p880339RqfWZKTU312W61xt0/awAAao1smDzIhf6RCwEAcCEbJg+yoX9kQwBAPIjrUclisWjgwIF68skntWbNGq1atUqPP/64TjzxREmqNnSWl5dr9uzZuuWWW9S6dWv17dtXjzzyiH799VeT3xWqWrRokVdbr169/AatQPTr18+rLR6n69m8ebPP9mbNmkW3IwAAxAiyYWIjF/pHLgQAwBvZMLGRDf0jGwIA4kFcF6iP1rVrV911112aN2+e/vjjD7344os6++yzlZaWVm3oNAxDS5Ys0YMPPqiePXuqQ4cOmjBhgr777js5nU6z31ZS++WXX7zajjnmmJDWedxxx3m17d+/P+7uw+LvDM6OHTtGuScAAMQmsmFiIRf6Ry4EAKBmZMPEQjb0j2wIAIgHCVWgrqpJkyYaO3asPv30U+3evVvTpk3TlVdeqXr16vkMnVWD56ZNm/TMM8/o1FNPVZMmTXT11Vdr+vTpKi0tNfttJZXy8nJt27bNqz3UMNWhQwef7Rs3bgxpvdH22muvebU1adJEJ5xwggm9AQAgtpEN4xu5sHrkQgAAgkM2jG9kw+qRDQEA8SDF7A5EQ3Z2tkaOHKmRI0fK4XBo7ty5mjFjhj7++GOPKU8sFkvl94ZhSJL27Nmjt956S2+99ZYyMjJ02mmn6YILLtB5552nxo0bR/utJJVt27b5PBO1RYsWIa3X3+v9TX8Tiz799FMtXrzYq/2CCy6I2v1k5s+fH9Lrd+3apR9//FHSkf8AtG/fXtnZ2SH3DQASXUlJiddBknPPPVfNmzc3qUfxhWwYf8iF/sVCLpTIhgBgFnJh6MiG8Yds6F8sZENyIQCYJ66yoZHkli1bZjz00ENG7969DYvFUvmwWq2VD1/tKSkpxqBBg4ynnnrKWLt2rdlvIyHNnz/fkOT1+Prrr0Nar91u97neJ598Mkw9j6yioiKjXbt2Xv232WzG6tWro9YPX79DHjx48OBh3uPFF1+M2hiQyMiGsYlc6Fus5ELDIBvy4MGDRyw9yIXhQzaMTWRD32IlG5r9N5AHDx48eHg+YjUbJuwU34Hq2bOnHnjgAS1ZskRbtmzRf//7X5122mmy2WzV3n/G4XBo/vz5uvvuu9WtWzd1795d99xzjxYsWGD2W0oYe/fu9dlet27dkNZrs9l8nnG3Z8+ekNYbLbfeeqs2bdrk1X7jjTeqa9euJvQIAIDEQTaMTeRC38iFAABEFtkwNpENfSMbAgDiSdIXqKtq1aqVxo8fr6+++kq7du3SlClTNGrUKNWpU8dn6JRU2b5mzRo99dRTGjRokJo3b65p06aZ/G7iX3Fxsc/2OnXqhLxuX2GzpKQk5PVG2ssvv+zzPjJt2rTRY489ZkKPAABIXGTD2EEu9EYuBAAgusiGsYNs6I1sCACINxSo/ahbt64uv/xyvffee9q9e7c+//xz3XDDDWratGlluJTk8yzJnTt3avXq1Sa/g/hXUVHhsz0lJfRbp6empnq1lZeXh7zeSPr222918803e7WnpKRoypQpys3NNaFXAAAkB7KhuciFnsiFAACYi2xoLrKhJ7IhACAehT5qJ4HU1FQNHz5cw4cP16RJk7Ro0SJ99NFHmjFjhlatWlX5PPfZkQgPh8Phs91ms4W8bl/rsNvtIa83UlasWKELL7zQZwB/8sknNXjw4Kj3ad68eSG9ftGiRbrttts82l588UUde+yx1b5u7969mj59erXP+dOf/qS8vLyQ+ofQ8VkBkbNixQrdcMMNHm3t27c3qTfJh2wYfeTCI2IxF0rmZEOyRnzh8wIig1xoPrJh9JENj4jFbMgxQ9SEzwqInHjKhhSoa6Fv377q27evHn30UW3YsKEydM6bN09Op5PAGSb+znoMRyj0tQ5fZ0jGgt9++01nnnmm9u3b57Vs/PjxmjBhggm9kgYMGBD2dR577LE1rregoECLFy+u9jl9+/ZV48aNw9k11AKfFRBdvqaiQ3SQDSOPXOgSq7lQMicbkjXiC58XED3kQnORDSOPbOgSq9mQY4aoCZ8VEF2xmg2Z4jtEHTp00O233665c+cqPz9fr7zyis477zxlZWWZ3bW4l56e7rM9HNPq+FqHv+2ZacuWLTrttNO0Y8cOr2VXX321/vvf/5rQKwAA4A/ZMDLIheRCAADiEdkwMsiGZEMAQPzjCuowatiwoa699lpde+21ZnclIeTk5PhsLyoqCnndvtYRa/dj2b59u0499VRt3brVa9mll16qyZMnc9YtAAAxjGwYPuRCciEAAPGObBg+ZEOyIQAg/nEFNWJWgwYNfLbv378/pPUeOnRIZWVlAW/PDPn5+Tr11FO1ceNGr2UXXnih3nrrLVmt/PMFAADJgVxILgQAAHAjG5INAQDxj9EKMatp06Y+2/Pz80Nar7/X+9tetBUUFOjUU0/VunXrvJadd955evfdd/3eawcAACARkQvJhQAAAG5kQ7IhACD+MWIhZjVv3lzp6eleZy76mr4mGP5e365du5DWGw67du3SqaeeqtWrV3stGz58uKZNm6bU1FQTehY7GjZsqDvuuKPa52RmZkapN6gOnxUAIFzIhZ7IhS5kjfjC5wUACBeyoSeyoQtZI37wWQGQKFAjhlksFnXo0EGrVq3yaPd1lmAw1q9f77O9Y8eOIa03VLt379Zpp52mlStXei0bNmyYpk+frvT0dBN6FlusVquys7PN7gYCwGcFAAgXcuER5MIjyBrxhc8LABAuZMMjyIZHkDXiB58VACkJCtQbNmzQ4sWL9dtvv2nz5s3aunWr9u/fr5KSEh08eFCpqanKzs5Wdna2mjdvrjZt2qht27Y67rjj1Lt3b2VlZZn9FpJar169vMLm8uXLQ1rnzz//7NXWsmVLNWzYMKT1hmLv3r06/fTTtWLFCq9lQ4cO1ccff6yMjAwTegYAQGIhG8YvciG5EACAcCMbxi+yIdkQABDfEq5AvWHDBn3++eeaNWuWFi5cqH379nk9xzAMrzaLxeLVZrVa1bVrVw0dOlRnn322TjnlFAb8KOvfv7/efvttj7ZVq1bpwIEDqlu3bq3WOX/+fJ/bMcv+/ft1+umna9myZV7LTj75ZH366adMaQIAQC2RDRMHuZBcCABAqMiGiYNsSDYEAMS3hChQb9u2TW+++aamTJniMZWLr0BZlTtcGobh87kOh0MrV67UqlWr9NxzzykjI0NnnXWWRo8erbPPPls2my28bwRehg0b5tXmcDg0e/ZsjRw5Muj1FRQU+Dwb0td2oqGwsFBnnHGGli5d6rVs0KBB+uyzzzgbFwCAIJENExO5kFwIAEBtkA0TE9mQbAgAiG9WszsQik8++UTDhg1Tu3bt9MADD2jt2rWVodEwDFkslmofbjU9x72+0tJSTZ8+XSNGjFDz5s119913a/v27Wa9/aTQrVs3dejQwav9vffeq9X63n//fa//VFgsFp177rm1Wl8oioqKNHz4cC1atMhr2YABAzRz5kzVqVMn6v0CACBekQ0TG7mQXAgAQDDIhomNbEg2BADEt7grUFdUVOiFF15Qly5dNGLECM2ZM0dOp9NnsKyqagAN5OF29Drdy3ft2qV//vOfat++va688kr98ssv0f5VJI0rr7zSq+2jjz7Stm3bglqPYRh67rnnvNpPOeUUtWzZstb9q42SkhKdffbZfqcOmjVrlnJycqLaJwAA4hHZMLmQCwEAQHXIhsmFbAgAQPyKmym+nU6nXn/9dT388MPatm2bVxisquqy1NRUde7cWa1atVLLli3VvHlz1alTR1lZWcrMzFRFRYUOHjyo0tJS7dq1S9u3b9f27du1bt067d6922O9RwdYwzBUUVGhqVOn6t1339XFF1+shx9+WB07dozQbyE5XX/99Xr88cdVXl5e2VZRUaH77rtPb7zxRsDree2117RmzRqv9vHjxwe8jrZt22rLli0ebW3atNHmzZsDXkdpaanOO+88/fDDD17L+vbtqy+++EK5ubkBrw8AgGRENkxO5EIAAOAL2TA5kQ0BAIhfcVGg/vzzz3X77bdr3bp1lSHy6MDn1q5dOw0dOlRDhgxRz5491a1bN6WmptZquzt27NAvv/yiRYsWac6cOZo/f74OHTpUuf2jp/J577339MEHH+i6667To48+qvr169f2LaOK5s2b69prr9ULL7zg0f7mm2/q3HPP1ahRo2pcx7p16zRhwgSv9mOOOUYjRowIV1drVFZWVnkG79FOOOEEffnll6pbt27U+gMAQDwiGyYvciEAADga2TB5kQ0BAIhfFuPom2vEkE2bNum2227TZ5995jdgWiwWDRw4UBdddJFGjBihNm3aRKw/5eXl+u677/Thhx/qo48+UkFBgUefqvYxLy9Pjz32mMaOHRux/iST3bt3q0uXLtq7d69He3p6ul577TVddtllfl/7888/6/zzz9fvv//uteybb77R0KFDA+5HqGdDnnvuufrss8+82hs1aqQ33ngjLP85yc3NVffu3UNeT6TNnz9fAwcO9GibN2+eBgwYYFKPACB+JOvfULIhJHJhMOIlF0rJ+3cNAEKVzH8/yYaQyIbBiJdsmMx/1wAgVHH1N9SIYRkZGYbVajUsFothtVorv7dYLEb79u2Nxx57zPjjjz9M6ZvT6TS++uor46KLLjLS0tJ89tFqtRpPPvmkKf1LRNOnTzck+XycddZZxkcffWTk5+cbdrvd2Ldvn/Htt98aY8eONVJTU32+5q9//WvQfWjTpo3Xetq0aRPw6/31P5yPIUOGBP2+zDBv3jyvvs+bN8/sbgFAXEjWv6FkQ7iRCxMrFxpG8v5dA4BQJfPfT7Ih3MiGiZUNk/nvGgCEKp7+hsb0FN9lZWWVU+IYh88yPPPMM3X77bdr2LBhpvbNYrFo2LBhGjZsmHbt2qWXXnpJEydOVEFBgcfZmu6pfRC6ESNG6LHHHtPf//53r2UzZ87UzJkzA17XueeeqyeffDKc3QMAABFGNoQbuRAAAJAN4UY2BAAg/ljN7kCgRo0apSVLlmjmzJmmh8yjNWrUSPfee682b96s//73v2rdurXH/W0QPvfcc4+efvpp2Wy2Wq/jyiuv1AcffFDrewwBAADzkQ1BLgQAAG5kQ5ANAQCILzF9BbUknXHGGXriiSfUs2dPs7tSo4yMDI0fP1433HCDJk6cqMcee8zsLiWkv/zlLxowYIBuvvlmLVmyJODXNWvWTE899ZSuvPLKCPYOkWa3273uK3S0vLw8paTE/J+3hMdnBSASyIaoilyY3Mga8YXPC0AkkA1RFdkwuZE14gefFQApxgvUs2fP1qmnnmp2N4KWmpqqCRMmaMyYMdq4caPZ3UlI/fv31+LFizV79mxNmTJFs2fP1vbt272eV69ePZ100km66KKLdMkllyg9PT2k7W7evDmk13OGbOj27t2rSZMmVfuccePGqXHjxlHqEfzhswIQbmRD+EIuTF5kjfjC5wUg3MiG8IVsmLzIGvGDzwqAFOMF6ngMmVXVrVtXvXr1MrsbCc19Px9J2r9/v/744w+VlJQoIyNDDRs2VLNmzUzuIQAACBeyIapDLgQAILmQDVEdsiEAALEtpgvUQDDq1aunevXqmd0NAAAAmIxcCAAAADeyIQAAscdqdgfMcOjQIbO7AAAAgBhBNgQAAIAb2RAAACDykrJAfdJJJ2nnzp1mdwMAAAAxgGwIAAAAN7IhAABA5CVlgXrJkiXq16+ffvnlF7O7AgAAAJORDQEAAOBGNgQAAIi8pCxQS9K2bds0ePBgffLJJ2Z3BQAAACYjGwIAAMCNbAgAABBZSVugtlgsKi4u1oUXXqj//Oc/ZncHAAAAJiIbAgAAwI1sCAAAEFkpZnfADE8++aTuueceSZLD4dCdd96ptWvX6vnnn5fNZjO5dwCqk5eXp3HjxtX4HJiPzwpAvCAbAvGJrBFf+LwAxAuyIRCfyBrxg88KgJSkBeo777xTnTp10lVXXaWDBw/KMAy98sor2rBhgz744APVq1fP7C4C8CMlJUWNGzc2uxsIAJ8VgHhBNgTiE1kjvvB5AYgXZEMgPpE14gefFQApiaf4HjFihL777js1a9ZMFotFkjRnzhwNGDBAGzZsMLl3AAAAiCayIQAAANzIhgAAAJGVtAVqSerdu7cWLlyonj17yjAMSdLatWt14okn6vvvvze5dwAAAIgmsiEAAADcyIYAAACRk9QFaklq0aKFfvjhB51//vkyDEMWi0V79uzR6aefrtdff93s7gEAACCKyIYAAABwIxsCAABERtIXqCUpKytL06dP1+23314ZNsvLyzVmzBjdc889ZncPAAAAUUQ2BAAAgBvZEAAAIPwoUB9msVj0z3/+Uy+99JJSUlJksVhkGIaeeuopXXTRRSotLTW7iwAAAIgSsiEAAADcyIYAAADhRYH6KNddd51mzpypevXqVYbN6dOn6+STT1Z+fr7Z3QMAAEAUkQ0BAADgRjYEAAAIDwrUPpx66qmaN2+e2rdvL0kyDENLlixR3759NWXKFK1evVqGYZjcSwAAAEQD2RAAAABuZEMAAIDQpZjdgVjVpUsXLVy4UBdeeKHmzp0ri8Wi7du3a/To0ZKkjIwMHXvsserVq5eOP/549erVS8cdd5wyMjJM7jkAAADCjWwIAAAAN7IhAABAaChQV2PdunWqV69e5c/uqXskqbS0VD/99JMWLVpUudxqtapz587q1auXRwDNy8uLdtcBAAAQZmRDAAAAuJENAQAAao8C9VEMw9CHH36op59+WgsWLJDkCpjuZW7utqrtDodDq1ev1po1azR16tTK5S1bttSWLVui0X0AAACEEdkQAAAAbmRDAACA8KBAfVhxcbFefvllTZw4sTIUGobhcfbj4MGDNXToUP3yyy9atmyZV3j0FT4l6ffff4/COwAAAEC4kA0BAADgRjYEAAAIr6QvUG/dulXPPPOMJk+erKKiosqAWDU0nnfeebrrrrs0cOBAj9ceOHBAy5Yt83isWrVKFRUVUX0PQDJxOp0qLS2t9jmZmZmyWq1R6hH84bMCEI/IhkD8IGvEFz4vAPGIbAjED7JG/OCzAiAlcYF6wYIF+s9//qOPPvpIDofDI2AahiGbzabLLrtMd911l7p37+5zHXXr1tWQIUM0ZMiQyraKigqtWrXKI3wuX748Ku8JSAa7d+/WpEmTqn3OuHHj1Lhx4yj1CP7wWQGIJ2RDIP6QNeILnxeAeEI2BOIPWSN+8FkBkJK0QD1w4EAtXLhQ0pHpeNwBMzMzU2PGjNEdd9yhVq1aBb3u1NRU9ezZUz179tTo0aPD3XUAAACEGdkQAAAAbmRDAACAyEvKAvWCBQsqp+JxB8y8vDyNHz9et9xyixo0aGByDwEAABAtZEMAAAC4kQ0BAAAiLykL1G6GYahly5aaMGGCrr/+emVlZZndJQAAAJiEbAgAAAA3siEAAEDkJG2BukuXLvrb3/6mK6+8UikpSftrAAAAgMiGAAAAOIJsCAAAEFlJmbDat2+vr7/+Ws2aNTO7KwAAADAZ2RAAAABuZEMAAIDIs5rdATNs3LhRJ554on755RezuwIAAACTkQ0BAADgRjYEAACIvKQsUEvStm3bNHjwYH3yySdmdwUAAAAmIxsCAADAjWwIAAAQWUk5xbckWSwWFRcX68ILL9STTz6pCRMmmN0lAAGoV6+eRo8eXeNzYD4+KwDxhGwIxB+yRnzh8wIQT8iGQPwha8QPPisAUpIWqJ988kndc889kiSHw6E777xTa9eu1fPPPy+bzWZy7wBUJy0tTW3btjW7GwgAnxWAeEE2BOITWSO+8HkBiBdkQyA+kTXiB58VAClJp/i+88479cEHHygrK0sWi0WGYeiVV17RmWeeqf3795vdPQAAAEQR2RAAAABuZEMAAIDIS8oCtSSNGDFC3333nZo1ayaLxSJJmjNnjgYMGKANGzaY3DsAAABEE9kQAAAAbmRDAACAyEraArUk9e7dWwsXLlTPnj1lGIYkae3atTrxxBP1/fffm9w7AAAARBPZEAAAAG5kQwAAgMhJ6gK1JLVo0UI//PCDzj//fBmGIYvFoj179uj000/X66+/bnb3AAAAEEVkQwAAALiRDQEAACIj6QvUkpSVlaXp06fr9ttvrwyb5eXlGjNmjO655x6zuwcAAIAoIhsCAADAjWwIAAAQfhSoD7NYLPrnP/+pl156SSkpKbJYLDIMQ0899ZQuuugilZaWmt1FAAAARAnZEAAAAG5kQwAAgPCiQH2U6667TjNnzlS9evUqw+b06dN18sknKz8/3+zuAQAAIIrIhgAAAHAjGwIAAIQHBWofTj31VM2bN0/t27eXJBmGoSVLlqhv376aMmWKVq9eLcMwTO4lAAAAooFsCAAAADeyIQAAQOhSzO5ArOrSpYsWLlyoCy+8UHPnzpXFYtH27ds1evRoSVJGRoaOPfZY9erVS8cff7x69eql4447ThkZGSb3HAAAAOFGNgQAAIAb2RAAACA0FKirsW7dOtWrV6/yZ/fUPZJUWlqqn376SYsWLapcbrVa1blzZ/Xq1csjgObl5UW76wAAAAgzsiEAAADcyIYAAAC1R4H6KIZh6MMPP9TTTz+tBQsWSHIFTPcyN3db1XaHw6HVq1drzZo1mjp1auXyli1basuWLdHoPgAAAMKIbAgAAAA3siEAAEB4UKA+rLi4WC+//LImTpxYGQoNw/A4+3Hw4MEaOnSofvnlFy1btswrPPoKn5L0+++/R+EdAAAAIFzIhgAAAHAjGwIAAIRX0heot27dqmeeeUaTJ09WUVFRZUCsGhrPO+883XXXXRo4cKDHaw8cOKBly5Z5PFatWqWKioqovgcgmRQUFGjSpEnVPmfcuHFq3LhxlHoEf/isAMQjsiEQP8ga8YXPC0A8IhsC8YOsET/4rABISVygXrBggf7zn//oo48+ksPh8AiYhmHIZrPpsssu01133aXu3bv7XEfdunU1ZMgQDRkypLKtoqJCq1at8gify5cvj8p7AgAAQO2QDQEAAOBGNgQAAIispCxQDxw4UAsXLpR0ZDoed8DMzMzUmDFjdMcdd6hVq1ZBrzs1NVU9e/ZUz549NXr06HB3HQAAAGFGNgQAAIAb2RAAACDykrJAvWDBgsqpeNwBMy8vT+PHj9ctt9yiBg0amNxDAAAARAvZEAAAAG5kQwAAgMhLygK1m2EYatmypSZMmKDrr79eWVlZZncJAAAAJiEbAgAAwI1sCAAAEDlJW6Du0qWL/va3v+nKK69USkrS/hoAAAAgsiEAAACOIBsCAABEVlImrOnTp+uCCy4wuxsAAACIAWRDAAAAuJENAQAAIs9qdgfMQMgEAACAG9kQAAAAbmRDAACAyEvKK6gBxK/c3FxddNFFNT4H5uOzAgAAkUTWiC98XgAAIJLIGvGDzwqAFIcF6v/85z/q2LGjevfurZYtW5rdHQBRlpGRoR49epjdDQSAzwpANJANgeRF1ogvfF4AooFsCCQvskb84LMCIMVZgfrNN9/UHXfcIYvFIklq2LChevfurUsuuURXX321uZ0DAABAVJENAQAA4EY2BAAAiB9xU6AuKirS3XffLUkyDEOStGvXLq1atUrDhg0zs2sAAACIMrIhAAAA3MiGAAAA8cVqdgcC9cwzzyg/P18Wi6XyTMiMjAxNnz6dKXsAAACSDNkQAAAAbmRDAACA+BIXBWrDMDR58uTKgGkYhiwWi5544gn17t3b5N4BAAAgmsiGAAAAcCMbAgAAxJ+4KFDPnj1bW7ZskXQkZJ5wwgm69dZbo7L9rVu3RmU7AAAAqBnZEAAAAG5kQwAAgPgTFwXq9957z6vt//7v/6K2/ZdeekkNGjTQ6aefrrvvvlvTpk3Tpk2borZ9AAAAHEE2BAAAgBvZEAAAIP6kmN2BQMybN69ymh5J6t69u84888yobf/BBx/U9OnT9c033+ibb76pbP/nP/+pCRMmRK0fAEJQsFr6bbZUuEMqL5bS6ki5zaSOw6TG3czuHQAgCGRDAAAAuJENAQAA4k/MX0G9f/9+rV27VtKRaXquuuqqqPYhNTVVzzzzjAzDqOyHYRh68803o9oPAEEoWC398LQ0ZZT0r07S8ydKX94nLXhOWvqG6+uX97naXz1LWvGBZC83u9cAgBqQDQEAAOBGNgQAAIhPMV+gXrZsWWXAc4vmWZBuw4YN0+mnn14ZdiVpxYoVWrFiRdT7AsAPe7mr0PzqWa7C8+x/SL99KRUXVP+6rfOkD8dIkwZKO1dGpasAgNohGwIAAMCNbAgAABCfYr5AXVDgWVhKT09Xz549TenLfffd59U2bdo0E3oCwEv+r64C84djXAXn2tizXnp1uLT5h/D2DQAQNmRDAAAAuJENAQAA4lPMF6j37dvn8XOHDh1M6ol00kknqWfPnh5nQ86ePdu0/gA4bPMPrsLynvWhr6usUJp6GVdSA0CMIhsCAADAjWwIAAAQn+KqQG2xWJSXl2dib6Rrrrmm8nvDMLR48WIVFxeb2CMgyeX/Kr09SiovCt86ywql90dzT2oAiEFkQwAAALiRDQEErWC1NG+iNOvv0se3ur7Om+hqBwBETYrZHaiJ1epZQ09PTzepJy4jRozQX/7yl8qfHQ6HfvjhBw0fPty8TgFJZPfu3XrttddkNRzqYl+lM8s/U6rs4d/QnvXSmk+kY0aGf91Jwv1ZVeeaa65Rw4YNo9QjAImAbAjAjawRX/i8AEQC2RCAW3VZw2o41NmxRsMb/K7UPxb5XsGX90mtB0p9x0jdzpdS0iLY2+RGLgQgxUGBOjs7u/J7wzB04MABE3sjtW7dWl26dNG6desq21asWEHQBKLE6XSqTskWjdKnaqh9Nb8gFIsmU6AOgdPp1MGDB2t8DgAEg2wIwI2sEV/i+fNat7NI363dpfzCQzpYbldWWoqa5mZoSJdG6twkx+zuAUmNbAjAzVfWaGTs1vH6Vb20Upkqk/6oYSVb57keWQ2l8/6f1O08/88tWC39Nlsq3CGVF0tpdaTcZlLHYVLjbiG/n0QWz7kQQPjEfIE6NzfX4+e9e/ea1JMj+vfvr7Vr11beT2bNmjUm9whIYEeFvdwDBRqrL5SiKISULT+6tk+oBICYQTYEYBoOQobFPmeGtjvq6qCRqgrZlCqHsiwVamEzt6h0tHK7U7NW5mvK/C36abPvsebRz1erX9s8XTmgjYb3aKq0lJi/ixqQcMiGAI5mNRzqpvXqq+Vqo+21W8nB3dJ7V0pNekiDJxy5otpeLq3+2HVRy9Z5vl/LldgAEJCYL1C3a9fO4+fNmzertLRUmZmZJvVI6tGjh8fPa9euNaknQIKqJuxlRLsvv83mgCMAxBCyIYCo4iBkWJTbnfpyzR59XtZFO52+rzheZG+lze+t1rUn200v9q7eUaib31mqjbtKanzuT5v36qfNe9W+Ubaev6K3ujbNrfE1sYSrwxHvyIYAqupqrNe5mq1slYZnhTtXSh+OkRp0kk67X/r6/1y3BayJ+0rsBp2ki99wFboBAB5ivkDdsWNHj5+dTqeWLl2qQYMGmdQjqW3btpXfG4ahnTt3mtYXIOHk/ypNuzqwsBcNO1dK8yZypQwAxAiyIYCwCORq6GByKQch/fIs9lZf8Fy2vVi3Tv3Z1GLvgo17dN0bi1VcZg/qdRt3lWjUpPl6eXQfndi+QYR6Fx5cHY5EQjYE4D6hsP6cp3SJInRCyJ710vt/rt3rXh0uXTZVajs4/P0CgDgW8wXqpk2bqkmTJiooKKhsmz59uqlBMy8vz+PnoqIik3oCJJgdy6U5j0jlMfRvavlU3+1cKQMApiAbAqi1YK6GbjtYWvC8q3gdDA5Ceoi3Yu/qHYW16q9bUZldY99YrGnjBsTsldTJdHW4xBXiyYBsCCS5KicUpprdF3/KCqWpl0nXzuIkRgCoIi5OgR06dKgMw5DFYpFhGHr33XfldEbh/rN+HD1NUGFhoUk9ARLMl/fHVnG6Jlvnuab5mTTQdaU1ACAqyIYAgpb/qyuzfTjGf3Habes8ae5TwRen3dwHIZM8H4ar2LsmPzp/U8vtTt38ztJa99etqMyum95eqnK7eeOSPws27tGoF+YHVJyuyn3CwIKNeyLUs/Aqtzv18fI/dPEL83XG03P16OerNfmHTZr60zZN/mGTHv18tc54eq4ufmG+Pl7+R0x+VggO2RBIUpt/cJ0YGCuzMFanrFB6f7TrhEkAgKQ4KVCfccYZHj/v2LFDr7zyikm9kQ4ePOjxs90e2n9gARxWcbDm58Qi95Uym38wuycAkBTIhgCC8vPb0sunRvfgZZIfhIzHYu/MFTuCLtz6s3FXib5YmR+WdYVLvJ0wUFurdxRq+DNzdevUn/1OX+720+a9unXqzxr+zNyYf1+oHtkQSEL5v0rvXBpfF7rsWS+t+cR1q5l5E6VZf5c+vtX1dd5EVzsAJJGYn+Jbki666CKNHz9epaWllWdDPvTQQ7r00kuVmxv9Kab27vX8T056enrU+wAgxjBdj5ecnBydddZZNT4HAIJFNgQgVZ81LM4K1c//QQ0+uFAqWBHlnh3mPgh5zEhztm+iWSvzw1rsfW/RVg3u1EiHKhw6VOFQaYVDZRVO1892hw5VOFVafuT7sirPO1T5PGfl6w9VbT/8fbkjvEXwv763TE/MXKOMVKsy02zKSLG5vqa6HpmpVmWmVvk5zXb4Z+vh5dW3Z6TaZLNaAupLuE8YmHXbyTF5T+p4m1Ie4UM2BJKMvdw1rXc8FafdPvmL6xiiL0l0O0GOGQKQ4qRAXadOHV188cV6/fXXZbG4/gOWn5+vMWPGaNq0aVHvz7Zt2zx+btCA/8AA0JErZcbNS+gQGajMzEz169fP7G4ASEBkQwBSNVmjyr0ITbdoclIWqKfM3xLW9d0/I/6mS7c7DW3fXxrRbaSlWJWRYq1SxLZVFrFdxXBXUXtn4aGwXx1+Xs/mYVlfuCTD/cPhH9kQSDKrP46NnFcb/orTblvnuR4NOkkXv5GwF8FwzBCAFCcFakm677779Pbbb8tut1eeDfm///1PDz/8sB544IGo9uWHH45M42uxWNSyZcuobh9ADEviK2UAIJrIhgB82vxDbE33uOVH13SNjbuZ3ZOoWZtfVOPUygiPcrtT5XanCg9Fd/rge/63Qu8v3qbstBRlpdmUlW5TVlqKMlNtyk63KTMtRdlpNtcy93Mqv9qUle56bqBXgNckWa4Q92XdziLN+Hm72d2ICWRDIIksmmx2DyLPfTvBy6ZKbQeb3RsAiIi4KVC3b99eY8eO1fPPPy+LxeIxZU9qaqruueeeqPSjvLxcc+fOrdy+xWJRt27Jc7ABQACS9EoZANHBgUgXsiEAL7F6L8LfZidVgXruul1mdwERVlxm1/frd4e8noxUq2fh2lcxu2oRPNVV3M5Ksyk7LUWZh5+zcOPehL9CvKpyu1OzVuZryvwt+mnzXpVt32x2l2IC2RBIEjtXua4wTgbcThBAgoubArUkPfHEE/rss8+0detWSaoMe/fdd5/Wr1+vSZMmRfy+Lm+++ab27dtXOWWQJPXt2zei2wQQZ5LwShnEl3U7i/Td2l3KLzykg+V2ZaWlqGluhoZ0aaTOTbjHTyziQKRvZEMAlWL5XoRF+Wb3IKryCw+Z3QXECdd9wMu1Nzy15bB5a8GWmC1Qr95RqJvfWRq2gnyiIRsCCWzvZmneYmnN52b3JLq4nSAQVhwTjS1xVaCuU6eOpkyZoqFDh8rhcEg6EjbfeOMN/fzzz5o8ebJ69+4dke0XFxfr8ccf9wiZkjR8+PCIbA9AHFv2tlSniVS4QyovltLqSLnNpI7DKFzHgUQMK0cXOH159PPV6tc2T1cOaKPhPZrGzdSGR0u0z48Dkf6RDQFUiuV7EZbFYNE8gg6WR3e6aSDcftq0Vyc9+Y2a1s1Q/aw0NaiTpvpZacrLPvy1Tpry3D9npyk7zeaVBSJhwcY9Id1nOxmQDYEE9r/rpFZxVcoIH24niChKtGNqUnIdE403cfdXfdCgQXr55Zd1zTXXVAY+d9hcvny5+vfvr5tuukn33nuvGjduHNZtjx49Wps2bfKYpqdfv35q3bp1WLcDIAHMm+i7/cv7pNYDpb5jpG7nc/ZjDEnksBJMgfOnzXv10+a9at8oW89f0Vtdm+ZGoYehS9TPjwORNSMbApAk/fSy2T3wLz0+D+TUVlaqzewuACHbtq9U2/aVBvTctBSr8rJcxeq87FTlZacrLytV9bPT1OBwEdu9vEF2muplpQWdQ1fvKCQTBohsCCAhcTtBRFCiHlOTkuOYaFXxdlvAuCtQS67AV1BQoLvuussrbDocDj377LN65ZVXNGbMGN15551q1apVSNs7ePCgxowZo+nTp3udBTlu3LiQ1g0gCW2d53o06CRd/Ab3kYkBiRxWalvg3LirRKMmzdfLo/voxPYNItS78EjUz48DkYEjGwJJbtXH0rYFZvfCv5ymrtu//DY74WfX2bb3oGavKTC7G0BUldudyi88FNT09jnpKYcL2lWuzHYXt7NTPa7czslI0c1vLyUTBoFsCCDhcDtBREiiHlOTkuOYqBTftwW0GIZhmN2J2nr55Zd10003yel0erS735LFYpHNZtPJJ5+sUaNG6cILL1SjRo0CXr/T6dR7772nhx9+WOvWras8+9Gtc+fOWrlypazW+DhbBIgl8+fP18CBAz3a5l2bpQHRmK7HYpM6nCq1HSztWi0tfzfy2/QnPVe6bKqrLzBFKFeo5qSnxHRYWb2jUKNemB/Swayc9BRNGzcgZkNnon5+5Xanhj8z1+9/EMq2r1b+lDs92ubNm6cBAwZEo3sxi2wIxC+f2TCQv2ubf5DeulBylEWwdyFq2lPKX+5/eaCz68RwkdvpNDRl4RY9MXONDpY7orrtFKtFGak2ZaRalZ7i+pqZZlNGiu1Ie6pNmYe/r9ru+up6TPr2N20I4+002uRl6dJ+rXWowqFDFQ6VVn51qrTcoTK7Q6XlR9oPVTirPMeh+D1Sg2gjF/pHNgTik6nHDGPZGY9IA28xuxdIIIl6TE1KjmOiku8TDOIpG8b1X/WxY8eqZcuW+vOf/6w9e/Z4nBUpuQKn3W7XnDlzNGfOHI0fP15du3ZVr1691Lt3b3Xu3Fn16tVT/fr1lZ2draKiIu3bt0/r16/XDz/8oK+++krbt2/3CK7u9VqtVr3wwguETCDepGZL13115Kplf1NxR0tZoTT1MunaWVxJbYJQr1AtKrNr7BuLYzKslNuduvmd0K+0KCqz66a3l2rWbSfH3PQ9ifz5zVqZzz2na4FsCCSZ/F+ldy6N7eK0VH1xWqp+dh17uev+2osmu57ji8m3kNm8u0R3ffiLFm7yPR1gOHRrlqN/XtSzShH6SIE51Raev7tpKVbdOvXnsKxLku44s4vO69m8Vq81DENldqfKDhetqxauD5U7dMjuUGm5s0px21Xsrtpedvj5u4vLtGjzvrC9LyCekA0BJJSifLN7gASSyMfUkuGYqJQYtwWM6wK1JJ111llaunSprrjiCv3www8eZypWDYaS5HA4tHLlSq1atUpvv/12jeuuenF51XVZLBbdd999GjJkSDjfCoBIc1+tXPWgX8dhroN6ZiorlN4fLY2bxz2poyiRwophGHI4DdmdhiocTtkdhj5fsSNsBc6Nu0o0/eftOue4ZkqxWpRqs8pqkdf0ddEUi5+f02mo3OFUmd2pcrtT5Y7DXyt/dhxZdvRyh+fX9xZtC6kvyYxsCCQ491XE+3+Xlr8jlReZ3aPw2bNeenX4kdl18n+Vpl3taq+JCbeQcTgNvT5vs/75xRodqnDW/IIQ3HRKRx3Tom5EtzG8R1O1b5QdlvzUvlG2zuzRtNavt1gslVd211VqyP25+IX5fu8nWBtNctJ1UudGKi13qKTcroPlDh10fy078r3dyWXgMB/ZEEDCKKuSe2N4Zp1Et25nkb5bu0v5hYd0sNyurLQUNc3N0JAujdS5SY7Z3QtILB5TC6dwXvSxcVeJvliZX+sTTyMlUW4LGPcFaklq1aqV5s6dq5deekl333239u/f7zNwSq6gGOis5v4OvF9//fX6xz/+EVKfEV6rVq3Sr7/+qj/++EPFxcXKyMhQo0aN1K1bN/Xq1UupqaH/pz5anE6nli9frlWrVmnnzp06ePCgsrKy1KRJE/Xo0UPHHXccZ+DWRoOO0sVveh+sa9zNdcWJvytSomXPemnNJ9IxI83tRxIJd1j5+/9+UddmuapwGLI7nLI7DdmdrmKx3elqq3BWWebwXO4uLDuchiqOep17ucNpuNbvdMrh8HxepN314S+668NfPNpSbRalWK1KsVqUYrPIZrW62qq02w4XtF1th9vd39uslV9TDz/3SJvrdTarRamH213rcm1nzY7CsH5+N05ZrFb1szwLzP6KyPbDz6nyc8XhzwmxgWyY3MiFCSiQq4gThXt2neGPSzPvDr4Af3SRO0I27CrW3z74RUu2RP7K3FCLvYFKS7Hq+St6a9Sk+SoKcSrA56/oHVMH6a4c0CasBer7zu0e0EG6crvzSOG6ahH7qGJ2Sbmjstjt+upQabldJWUOHaw48n1phUMlZXaV2SN7QgQSD9kwuZENkTBSs6QVH8T0zDqJ6uh7/Pry6Oer1a9tnq4c0EbDezSNqSx4tHAfE73t3Z/VuUmODEkyDBmuLzJkHP4qOQ9/41p2pN3jeX5e6xqW3c9xravq8zzWK+n79bvD8t7c/t/sdUqxWpR+eDan9JQjtxZKT7Edbj+yzGqN7AU94TrBIBYkRIHa7frrr9eoUaP01FNP6dlnn1VJSYlXWKzt1V6GYchms+nBBx/UffeZfLUlJEnbtm3Tf//7X73zzjv6448//D4vJydH559/vm699Vb169cvij0MzurVq/XMM8/ogw8+0J49e/w+r0GDBho1apRuu+02de3aNYo9jFMWmzTsQan/OP+hrO+Y2DjYuWgyBeoomjJ/S1jX98HS7ZK2h3Wdsa7CYajCEd37TEbKN2t2md0FRADZMHmQCxM4FwZzFXGiKCuUPr5FMmpZhAvkFjK1vOrG4TT0yvcb9Z+v1kWlSBjtYm/Xprl6eXSfkO/FF2vTHJp1dXhailVpKWmqlxXyZj04nIYOVilmj39nqVb+URjejSAhkQ2TB9kwgbNhMlvyqrRwUs3PM2FmnUTm6x6//vy0ea9+2rxX7Rtl6/krepuaCQ3DUHGZXbuKyrS7uFy7i8tcj6IyTQ3zrH0zf83XzF8Tdwr6DbtKNO7tpQE/P812uGBdpaCdlmJVeqpNGYe/ugraRwrcGT4K3Z7tR17z0+a9CXNbQIsR6GmBcWbv3r2aPHmyXnrpJW3YsKGyPdig6f71nHDCCZo4caJOPPHEsPYTwXM6nXriiSf0yCOPqLS0NKjXXnXVVZo4caLq1o3s9HDBKCsr0913362JEyfKEUShx2az6dZbb9Xjjz+u9PT0CPYwMubPn6+BAwd6tM27NksDWoXxvJnUbOmK92u+esReLk0aGBsHPm9acOSgYIJM1xMrU98YhqFdxWVam1+kuet26eXvN0Vt20C4lW1frfwpd3q0zZs3TwMGDDCpR7GPbJiYyIUu8Z4LJX/ZMFsDWtlM6lECaNDJ8xYygV6J7ueqm/U7i3THB79o+bb9ke33Ye5i74ntG0Rle1WtyS/UTW8HdiDSLRYORFZnTX5hWK4Oj8X7DH68/I+w3j/8T71aqHm9DO0tKdfeknLtK6nQ3oOHvz9Yrlg7ikYurB2yYWIiG7rEezaMyjHDYDXoJJ32gPT1w7Fx/DBQ7tsdRnBmnUQWyj1+I5FlDcNQ4SF7ZaG5auHZVYgu067i8sPLyph1JknFUzZM2AJ1VT/99JOmT5+uWbNm6ddffw14QM/MzNTw4cM1duxYDR8+PMK9RCBKS0s1atQoffbZZ7VeR6dOnfTFF1+oXbt2YexZ7ezZs0dnnXWWFi1aVOt19OvXT59//rkaNIj+gZtQRDxsBnuW4M6VrukQy0w+837YP6S6rWp94DBWlNud+nDhb3ruyxX6vSzD7/N6tczRNSd1DPvUN4cqHFq/s1ir8wu1ZkeR1u50fd1TUh62bQBmiqewGYvIhomBXOgtXnOhFKMHIhPBRa+6ZuipzZXoh/O0vWE3vTh3o56ZvV7ljuAPcg3v0URr8ou0ec/BgF8TC8XecrtTX6zM11sLtuinTf6nx+7XLk9XndhGZ8b4VI5S7B1kDZdyu1PDn5kbtivEq7uPosNpqLD0SMHaVcAud/1c7Pq673C76/uKiE+/SC4MHdkwMZANvcVrNoxaLqzbSkrNlHav8/+cNoNcx9+6nuc6/mYvd92ib9FkacuP/l+Xnmv+MUa39NyIzKwTir179+rdd9+t9jmXXnqp8vLyIrL9QKzeUahRL8wPaRwP5OQ+wzBUWGrXLvcVzoeLz7uKy7S7qMqVz8Xl2lVcpnKKzqhBPGXDpChQV1VSUqIlS5Zo3bp12rRpk/bs2aOSkhLZ7XZlZGSoYcOGatu2rY4//nidcMIJysjwX1hBdDkcDp133nmaOXOmz+Wpqanq3r27GjZsqKKiIq1atUrFxcU+n9u2bVvNmzdPzZo1i2SXq1VcXKyTTz5ZP//s+0zvzMxMde/eXfXq1dO+ffu0atUqHTp0yOdze/furblz5yo7OzuSXQ6rSIXNzWqh+qffqbr9rwi+cLv5B+mdS4O/1184ZdSTDu0P/PkxOF1PMFPfuNX2IKTTaWj7/lKt3lGotflFWpNfpNX5hdq8u0TcDhiJLJ7CZqwjG8YncmFi5UIphgvUaTnSgJtcObG6g5DNjpd2LItWrwLXZpA09O+1zriOtBzdl3Gvpha0Dvq1Lepl6omRx+qkTo1Ubndq2vy1+u/M5drp9D+DTq8WObr25I4xV+x1zwi0s/CQSsrtyk5LURMTZgQKh0S8OlyK7SvEy+wO11XYh6/Adhe2q/u5whH4f2bIheFFNoxPZMPEyoZRyYWdz5IuP1wgdRdoi/KlsiIpPUfKaVpzgba61+1cKX04Jnz9DVWYZ9YJVUFBgSZNmqR9zgxtd9TVQSNVFbIpVQ5lWSrUwnZAf7/5GjVu3Dhs2wxGOE9+a143Q3ee2UX7DlZ4FJurXgVdm5NAAX/iKRsm3eno2dnZOvnkk3XyySeb3RUE6YEHHvAZNOvVq6cHH3xQ11xzjcc0PBUVFfr444/197//XevWeZ4Jt3nzZl122WX6+uuvZbOZM23gDTfc4DNotmjRQo888oguueQSZWZmVrYfPHhQ7777ru6//36v++csXbpUN9xwg6ZMmRLxfseicqXoWw3Ub2qrXZaGGtfpnNqFpraDpTFfSO+PNm+6nmCK05Krn68Oj5npemp7VcbGXSUaNWl+tVdlHCit0Nr8Iq3NL9Tq/CKt2VGodTuLI35FAoDERjaMT+RCcmFUHH0iYHUHIX+bHZsF6i0/Sm+PkioCv3q5Klt5ke4pe0hLLQ9qrRF4kfrKE1vr7rO6qU6665BDWopVp3dpoN++WXvkQKRSVWHYlGpxKEuHD0ReYt6ByOp0bpITd4Vof7o2zdWs205OuKvDY/n+4ekpNjWta1PTuoEVMt33jNxXUqFl2/br1nfDN305akY2jE9kQ7Jh0NoOOvJ94261u1K4utfldXBlyViZDnzPeteV38HOrBOB+1mX2536cs0efV7Wxe+Ji4vsrbT5vdW69mR72GddDMSslflhu8fvHwcO6a/vLw/LuoBEk3RXUCM+LV++XCeccILXNEvt2rXT7Nmz1b59e7+vLSkp0ciRI/XFF194LXv22Wd18803h72/Nfn000913nnnebWfcMIJmjVrlho2bOj3tbt27dKZZ57pM6h+9tlnOvvss8Pa10gJ59mQ69ROUy1/qvx53LhxoR3YCnS6nlhS03Q9URCuqW+mXn+i0lKsWnO4CL0mv0hr84u0fX9w948CElk8nQ0JhBu58IhEyYVSjF1B3ex4adCtR6ZyDMSsv0sLnotot8y0wdlMw8ufVEU157h3svyuC+qs0oUdrWqe6fCaHtJ9pUx1/OZ4E6aeTBaJdHW4lJhXiF/8wnz9tNn/iQTkQiQ7suERiZINo5ILb1oQ+QwRK7cTdAtxZp1w3M86mrMuBqvoUIV2Fh7SjgOH9MCMldq0OzwFaiDa4ikbUqBGXBg2bJi+/vprj7bs7GwtXrxYXbt2rfH1Bw8eVL9+/bRy5UqP9ry8PG3ZskV16tQJa3+r43Q61a1bN68zNJs1a6Zly5YFVFjduXOnjj/+eOXn53u0d+nSRatWrZLVGttnt0vhDZtfabDmWfpV/hxygboqf1fKFO+U5k0MzzbC5ejpeqIonFPfAMkkxWpRWorV9bBZK7/fsf+QSiv83/sunsImEG7kQk+JkAulGClQW23SeROlXlcE/9qPb5WWvhH+PsWQ8eW36FOn5ziTKruGW3/SlSmz1d+6xv+LWw/UgS6j9N+vNstp8X81mkeON3nqScSvRLt/+MfL/9CtU/1fRU0uRLIjG3pKhGwY8VzYZpB0zefhWVdNYuF2glWlZtV6Zh1JIV0gU9tZF6UjM534m3WxOk6nob0Hy5V/4JDyDxzSjsJD2nnAVYh2FaRLtbOwjBkakTDiKRsm3RTfiD+LFy/2CpqSdP/99wcUNCUpKytLL7/8sle42bt3r1566SVNmDAhLH0NxP/+9z+voClJTz/9dMBF1SZNmujpp5/WZZdd5tG+du1affTRR7rwwgvD0td4sV7+z4YNmb/pegpWx16Buup0PVEWzqlv4lmD7DRlptmUarPKZrUoxWpRqs2qFJvr+xRrle9tVqXaDrdZLa52m7Xyeak2V5vNalVqlefb3N9bXd8fWf+R9aTarPq/T1dpTX74/gPUpWmO7j6rq+wOQw6nUxUOQ3anU3aHIbvTkN3hPPzVUIXTKYfDUIXT9Vy7w1CF+3VHPddjHe5l7nbnkddV3U5phUP7DlaE7b259WiWq7pZqV7F4vSjfk6z2ZSW4vo80lO826u+Pt1H8bnyZ5tVVqvFZ19qOhAJJCtyoTdyYRiNekPq5n3FUkDSonfw2ixXpXylT8uPHNToatmq51KfUQfrjppfvHWe6m6dp3Gqr2nGuSqwNKr++SZPPYn4lpZi1Xk9m+u8ns0T4grx4T2aqn2jbP6/BfhANvRGNgxA3yjeG7q2txPMrC+V7gt/f0IpTkuuq8HfH13zBTJHzX6zpyJV3/9Spmblx2q9Wga92aIyu8a+sVjTxg3wuJK63O5UQZGr8JxfeMhnEbqg6JAqHFyjGWmt8jKVkWKTxSJZZJHl8OEui8UiiySLRbJaLIeXuxrc7ZYqz7Mebjiy7PBrPL73/VrXNi1avGWv9kfguCHCjwI1Yt5LL73k1dagQQPdcsstQa1nwIABOvPMM72m7Xn55ZejGjZ9vZ9u3brp4osvDmo9l1xyiR5++GGtXr3aa/3JFDa3q4l2WfxPbxQxjbu5rtao7moOMyya7LtAHeFpEafM3xLyOuJdv3Z5ev+G2DkT7aahHcNa4Bw/tKOGdomde0LWNNVhsGLt8+NAJOAbudA3cmEYtB5Q++K05MpVCa6/dY06WX7XeqOl+ltW65W0fynHEtwtWBpqn67Re3rXuEBbLK18P6m2VxrtWe+aRjPEqSeRWGq8f3gcTB+flmLV81f01qhJ81XE1V2AB7Khb2RD/+z12iulawiZrzaa9HAVdAO5nWCbQa4C+rafpIUvRK+PwfB3gUw1s980kHSnRbozXVro7Kop9mGa5exX7e1jjlZUZtfFL8xXn7Z5h4vSZdpdXBaGN5Q8stJsalgnXXtLylRc5n/WvmDF2jG1UC766GT5XUOsy9XUsldZOqSDytCA449Vl0EjVN6gi8oqnDpkd6iswqkyu1Nldofra4Xr+0MVVdsOf7U7dajye8/Xej7/yPdV28vtzjD/hmIHBWrENLvdrg8++MCr/YorrlBWVlbQ6xs7dqxX2FyzZo2WLl2q3r1717qfgSooKNA333zjs18Wi++r6PyxWCwaM2aM7rjjDo/22bNna9euXWrUqIarEhLEfPUxb+N9x8RegXrLj66DLI27BTYt4pf3hTwt4tr8orAWCqPBapEa5aRrZ2H4guxVJ7YJ27rCIZwFzvaNsnVmj6Zh6FX4XDmgTVj3O9M/v6MOjqal1dG7x9TX9fPqa1lZ4hc9gECQC/0jF4ZBv7Ghvb7jMFeuSnAjbD/oE8cAvZr+L2UruOK0W4bKdalm6DXjEq8rqW2710gfXV77aTDLCqWpl9V66smoFyvNKo7GQlHWzD5E6f9Jtebjd9M1t5mmXNBHV8woZApS4DCyoX9kQ98OKU0lZ/5XDcy4JUhKmquge8xI/7cTrDoGbvwu+n0MxtEXyAQx+01/6xr1T1ujDc5muqniNq01Wge82cJDdn2zpkCdLL9rhHW5mqYcKSLmG3n6ztlT643gr9COFb6KozW9r+w0mxrmpKtRnXQ1rJOuhjlprq+HH43cy3LSlJXmKgceXcCtzXarCvmYWphzYbDHRGu8bdGvM6Vfn1JK64HKqsyGmUH3q7ac+avkWP+VnAf+kLOsWF+uL9aKouy4398lCtSIcQsWLNC+fd7TmYwcWbspjM855xxlZmaqtNTzYMrMmTOjEja//PJLORzeZyfV9uzFiy66yCtsOhwOffnll7riilrcOy/OlKfmqtGAazTEmurRnp2dHZ0OdDvfNZVgMFP0RMNvsyWnI/LTIh4OD+WrV+uxlD9iNgw2rJOurk1zXI9mueraNEcdG9eR1WIJ232zY7GAG64rLXLSU/T8Fb1j7r58oRTgjw7eqZk5Oqtog1RwenSvlKnh4GhjSR9ZpMXp3fRGxWlBn10MJBpyYfWSPReGpEEnKdQraWJ1dp0wuznlY41L+VRWhXYWf4bKNTrzGy3q+4yMw1ne4qxQ/dl/Cf0ejYFOPekW7WKlWcXRWCjKxkIfYnX6+AB+Nz0l/dS8n/697yS9ub8nuRBJj2xYPbKhJ7stS6uPvVedW0f+s6yRv9sJVhXrt4+peoFMLWe/6WDdoWlpD2ls+R1aaNR8LKbGIqKk+/R2ra/Q9iXUwm0gAn1f23N7aVO7S1Xa8Ww1qJtTWZDOTLMFvc3hPZqqc8M0ddn7bci/z1ofE41gLgzmmGiwty0yIxtat85T1aOyF0i6IDX8+7sZ4q/HSCpz5szxasvKyqr1Dd0zMjI0cOBAr/vTfPPNN7r33ntrtc5g+Ho/HTt2VJs2tTvLqE2bNurQoYM2bNjg0f7NN98kRdhMu+YTDWl+vHkdSElzDUavDncdCIsVG76Rvn0yMtMi+ggPx0o6tspoYtbgmJZiVecmddS1ae7hgnSuujTNUaOcdL+vSeQCriR1bZqrl0f30XVvLK7VlRY56Sl6eXQfj/v71FqYz4YMtgBfbeCvkDT7Y2n2/dG7UiaIg6N9LKvVJ211rc4uBhIJubB6yZ4Lay0915XnwvE3PxZn14mAUIvTblml2zWkfr7U5RzXyZWrP5b2bqj5hYHwN/Xk0aJdrDSrOBoLRdlY6EOsTh8fxO8ma8dPul8/6a8N2+nBjL/pw9/rhr8/QJwgG1aPbFhFg05KufgN9YpkMSnc4uH2MZ/fKfX4k/TVA67jPLWQaynVy2n/0qjyB6s91hFMETGUK7SlyBXC01OsalEv0+Mq5y6WrTpv7QPKLdlc4+tbFP6sFst/ln5/xZWP8mq/P6ftXqVPUu5SelrN2bu632etj4lGIRcGcky0trctiqVsGOr+bjYK1IhpixYt8mrr1auXUlNTfTw7MP369fMKm0uXLq31+oLh6/30798/pHX269fPK2wuWbIkpHXGhSY9JDOL025NergGo9oc6IiUDd5TQgWsumkRozw4VneWYmm9TkcK0c1cxei2DbKUYgsuEHW1btenfZbp28XLleo4GPSZkEEXcE2YyvDE9g30wbgBuuntpUFdbdy+Ubaev6J3aMXpCF8lE2gBPubOhgzh7OLpGQ/rmkO3a274ewXEPHJhzZI2F9ZWeq4rx4Xrb32szq4Ty2aMlzQ+Mus+eurJo0W7WGlWcTQWirKx0If8X0P7P1uo08f7U8vfTZ3iTfp3xV36yyWT9dz8tnpySvi6BMQLsmHNkj4bNuoqDfmba6YcM6b1DkU83D5m8/euR4hyLaV6PvUZDS9/0meht7ZFxGCv0JYiWwj/5JbB6twk50jD5h+kd643LRumh3jFe60vaoliLqzumGhXy9baFafdYiwbVv184umYYexd7gVU8csvv3i1HXPMMSGt87jjjvNq279/v7Zs2RLSemtSUVGh1atXe7VH4v2sWrVKdnuC35dqxAtm9+CItoOlMV+4DkgGI6NeRLoTMve0iPbyI22bf3CFgCAPuLoHx/4W733fl1TZdZ51nt5Le1hfpf9N96W+retSZurylDm6LmWm7kt9W1+l/00/NPqnXum9WXec1k7nHtdcHRvXCbw4bS+XVnwgvXqW9PyJarPkMY22fOa1jffSHtZ51nlKle9/S+0bZWvauAE6sX2DoLanL++TFjwnLX3D9fXL+1ztr57lel7V33uYdG2aqy8ub6TP+izTsw2m6bGUl3Vfylu6zvaZOll+93huv3Z5mnhZL8267eTQitP5v0qTBkofBnA12dZ5rudNGijtXBnUZtxhs30j31P797es1rS0hwIrTlflDr6bfwjudTUJ8eBolnFQ7+T8P40/PvgpnIB4Ry6sWdLmwtpo0Ml1MCGcZ7y7Z9dJD3HmEQv/TQ+LLT9K066RFkyS1n8l7d3kulJbCl+xMtDcEu3tmb3dWOuDvdx1om24po8PV14Pw++m1awxuqBNWXj6A8QZsmHNkjobZjaQbl7oOlkt3orT0pHbxySJDtYdOtPqfZJGqEVE9xXaXSxba3xubY8fBXLss1+7PM/idJxmQ/fv87S8XYEdEw3z9mvzvrs2zdWs207WxMt6qV+7PEmu48/PpT5T++J01f7EUDZ0fz6tLTvD058o4ApqxKzy8nJt27bNq71jx44hrbdDhw4+2zdu3FjraXMCsXXrVp8BMBLvp6KiQtu2bVO7du1CWnd15s+fH9LrV6xYUfsX12kiNfMO2aZq0sN1n7s1n7iu1tjyo//nthnkulp0/zZp9oPR62Mwqk6LGKbBMZzT9dT6KtcwXAXer12erjqxjc7s0bTmKWzMnsqwyhXMqVvnqYekHpLH6H+f3tbWOsdrfZtL1GrQJercPMhw6UuUr5Jxh80vVubrrQVb9NOmva72WDsbMkwHR23lRTp194uh9weII+TCwJiVCyWTs2Gw+t8onf5/kTlYGersOum50vDHpVn3hHQLmWIjXXUsFK208n+uh5stXarfTircJpUHPrOMT4He6zrcxdFg7q1txnZjrQ+SKw+Ha2aDQKePr0k4fzdf/19o6wDiENkwMEl5zNBt+OOhr8NsSXL7GLdrU2ZqdnlvHZLrVn3hKiIefYV2ms2qJnXT1Sw3U03qZqhZ3Qx1tWzVeUv+o1R7aIVwf8c+rzqxyt+POM+GuZZSvZL5rCwNLw/uhSbmwrQUq87r2Vzn9WyudTuLtG3uW+qwMsgLWfyJsWyYaynVHSnv6+LQehM1FKgRs7Zt2yan0/v+Zi1atAhpvf5ev3nz5pDWWxN/64/k+4lk2Bw40MSz+M6I0f+Ap6S5BqNjRh6ZyrkoXyorktJzpJymnlM5F6yO3QK1JH39iCSr9NX9YRkcIzFdT1AFzRCmSJmR9X/66rj/py4nnuV5xmMEthe2qQyDKI63Ll6m1iuXSfmvhucehyZMn3h02Px+9R+6YMHdyjkUprMha3tAtKpwHhw94H0wBkhk5MLAmJULJZOzYTAadIpccdrNPbvO+6OD+7tf9SS1+m1rPZ4WGpkaW36HJqRO83vfvKTlKJN2h/F3sme99N2TUruTDl/5bnF9tViOfL/x2/AWR1e8J3UfIVlsktV2eHs2yXrUiZPhLsr+/KbU4TTJUSE5yl2/y8rvy10H1Rzlh9vKXN9vWxTePrxymuv/VIYhGU5Jhut791fj8DhxdFtBCFdf+/L536S1syRriuszsKZUeRz1sy3lqOWHn7NjObkQCAHZMDBJecxQklKzXPdGjndJdvuY3tbftCbjGh0yUrVfdeQwrGph3ROWdXew7tA35xQqq9fFystOk8ViObLQXi5Nukqyh3byor9jn+0bZevMHk2PPNGsE+fCuF1LbYqy4X7fK96XOp3pyp32Msl+6PCjrMrXsqN+PqTO9jJ13vZ6ePrh9slfpMWvub53/1+g8v8G1X1f5f8MhdvD9vtpadkdlvVEAwVqxKxdu3b5bG/SpElI6/X3en/bC5dIvZ+mTZv6bI/0+zFNVgOp+5GQed0bi/Tr9pqvLrnupHa67qT2lT8Xl9k17N/fBbTJl//cR8e2rFv589erd+re6b/W3NX0Y/XN7bd4tD32+Wp9vOzI/YwmWbqrl7EqoH5E3b6N0gdXh2117ul6PnUO8GgP51Wu84ub6q/vLfN6SkfnZr1ov1fZqt02MhwlGvrzbbphRbEaduylZy7t5bH8spcWaNPuI0E21O2prFDFr4/SDSmPaoPVdZbl22P7q0OjOpVPmbFsux7/3PcB1l7OlfqX/bHgt79nvYonDdOdKffoZ2sPnX98c/39bM/79Jz67291sMzh8+UpRoWmVExQW4X3bMhXvt+oV77fVOPLjmmRq1dG91XnJjnqXLBCOlTzFE4B2bNeHz16mX6ztlWq7EqRXamyK9WwK1UVGt4tTw0zLZUHZXfuK9Sa3/e4nlP5/Aq1N7YqKzw9ApIOuTAwSZcLg1SsLN1w4CZteOr7qGTDFOMRnWJbqAuds9S7mry31NJd/7MO17eF/WWfnC8pX5LUwfmwHtW/1FbbA3yH8pj5ZYp9mPqnUaCOuO//5XpEy4zxh+/d7c0hq5yyyiGrUlWhsN4Q5LPbw7m22sn/xfUw28HdroOiAExDNgxM0mbDC56XUtJi/JihTd/cfopHm+uY4R8ebR2cN+lF3as6OhhQf3w5qAxl6VCtXx9tGZYKNdU+yVLzc4PR/Ns7tfabp7VNaapQqsqUqgqlKk/71NMIT2Gwg3WHXk99QjvUUKmyK9PqVN0yQ0se/YdS5FCK7OpsbJLvm9TVjv2DsbJ8dqds1iMnS5banSo85JAhi1yn7VnVQPsOX5seHmX/G6/0ec8eLrJKkkWrdhTKYUjGUR+eIYs6GFtUx3s1tTfj5nCuLTRlhWG5H3syokCNmLV3716f7XXr1vXZHiibzabs7GyVlHieFbVnT3jOyPInUu8nN9f3Pe4i/X7M4JRkvfJ/Hle87CkpV35hzSGr6JDnVEmGYQT0Okkqd3ielXuowhnQa+uke/+JPXCwwuO1r1pP1cS0GC1QR8DtKe/Labdoj1FXu5WrA0ZWWO/5UTFshtdnkyq73k77p7KtoW2jjg7q4fKn9H/Fr3gt211cVrndcG/Pfealw2l4LC8td/jcD7tatuqptMeUXcvfaR0d1JMVj2lU+YM6cLCR1/KCwjIVl/m+X9V51nlqmxb4QfRq7Vnvuj93s+PUbtNWnVOyXekqV7qlQhkqV7oqlK4KZVhc32eoXA1/N6TJGVJFqbQ7vGcYjzBmS77r8tJRF+U0OfwAED7kwsAkUy4Mluuq4tu18FATSYeilg2nqI+mqI86WX7XGWkrdOfAuh6z6/xnY2v991d3ZnSo6mCTryY6XY/rTOsi3Vb3O3Uq9V+YW+jsqrfsp+sLZ9/KKzZmOftpg7NZ0PfR880qVxpHLLPJKZucSjW7IwAQYWTDwCRlNsxrLx3jurAl3o8ZSq48OMZye60v7GBmnSNsjlJ114aIb2eQ7ajjvGG6PbE/KXJIpZ7/pjMPPyIp3XlQ+mOpR1v3CG8TiYcCNWJWcXGxz/Y6dUI/18ZX2Dz653CL1PvJzvZ9zlWk30+0GZJeb3i7rm1+vEd7g+w0Nc3NqPH1ORmef+4sFktAr5OkNJvndHkZqdaAXpuV7n3NQt2sVI/X/mycpM0V04O6MiaetbPu1PNp/43MyvesV7Ntn6tFTms5ZKs8g2+Y4wd1cITnviIdrDt0inOhpMNTbxuG5LSrRZYhI8d1JuSpzvlh3d4l2cs02zZYNqvn2YeZaTav/TDFqNALFROVU9srtw/LtZTqxfSJejdjkNeyFjkW2dIOKVsHVccoUR0dVB2VqI5xUFc7Pgxpu15+ct1n+TRJpwVypLVCEjMcAgmJXBiYZMmFwdqsFro39Q5tSW8j93VE0c6GReqomelddOeZp3i0H9q/Wk1z//D9osMWa6he7XSJHh+c4nELmemrCrWtIlfzLb20ydpaJWV2VVQ5iaxCKbqp4jZNS3tIuSGcDFhuq6O062ZJv7wrzX+21usBACBcyIaBScpseOp9ld/G+zFDty3qpRudj+lRe3Az61TNwJ84StTfkdwFagCxhwI1YlZFRYXP9pSU0Hfb1FTvSkd5eWRPZ4rU+/H1XqTIv5958+aF9PoVK1bohhtuCPDZFlkueFbX9rrSa8kro/vWavt10lO04O+n1eq1p3VrotO61e76yL+f3c1rymTtbOW653BZzdMO+WeRq4yf3DrNu0M/un+wpkq2VMlZFtZtXL3jUenRf7mmc3a6DgK/HtYteHrEmKhHsqdL07KktCwpNVNKzdIFqVm6oLtnm/b8Jq0Iz8kObbVdd28ZK72Y4do3DxVKZYX6whHhUz8BwAdyYWDMyoVStLNhgNoMkvqOUduu5+ntGu45HVPZsDqNjzz3T+e7vt56+Od1O4t0xtNzPZ6+1mitseV3hHTVzYFzX1OrZse67qVLgRoAEAPIhoFJjmOGVTToJHU9r/LHhDhmWJX9Std9fxdNlrb86P95vjKw/SSVPTtD6ftDv4J4v5EthyxqYPF9YgUABIoCNWKWw+F7LlWbLfQ7aflah93ue8racInU+/H3+ki/nwEDBtT8pHCo01S6/D3pqCunE0qTHtJlU6V3LpXKa3Hv3vRcqcOp0qqPwt61uOascD3CzXBIFbW/90/QnBXSvprvvxwRuzi7FkBsIBcGxqxcKEUxG1an/SlSk2OknKZSx2Eexdxk0LlJjto0yNKWPZ45ZaHRTReVP6jnU58JarrvDc5mer7xA/p3rzNcDY27Sa0HSltDO+jsoXF36czHJKtNmnWPtLPmezYCAEA2DEzCHzOsKj1XuvgNj9sCJpyUNOmYka5HwWqPmXXct4/xl4EXbC3Sk/vG6Q3dH9LMOoVGpi4pv18nWVfovtS3Q3k3AECBGrHL31mC4QhRvtbh76zCcKnu/YRyRqS/30ek30/ENeslDbrFdeZjIodLt7aDpTFfSO+Pdt17N1ANOrkC+IZvKFADABIWuTAwCZsLA3HGI9LAW8zuhanmrCnQ1j2+T6Jba7TW8PIndaZ1ka5K+araexBWvZ/1f0466sqjvmPCW6A++Q6pw1DX94P/Kn04Jnzrbna8VF4s7dtcOesNACAxkA0DkzTZMD3XdeFHkx5m9yR6GncL+GTM1TsKdd0bi1Vc1lxjLaHNrDO2/A6tNVrL6bTqPlGgBhAaCtSIWenp6T7bwzENja91+NteuFT3fkIJm/5+H5F+P5GwIu90WToer6YnnKu23fqY3Z3oa9JDGjcvqOl6Kgv4Fqv05X3+nw8AQBwjFwYmkXJhUM54TBp4s9m9MNWqPwo1/p2l1d7wpUIp+tQ5QJ+WD1Any+8aYl2uJpZ9ylapSpSpnUZ9fefsqfVGS0lS+0bZOrNHU8+VdDvfdYJkMCdU+nPUNJxhX/eYr1w52VHhKlLv+U1a/Lq0flbo6wcAmIpsGJikyIbuCzeSqTgdhHK7Uze/s1TFZa6TFUKZWeemitu01mgtSVpvtNRCZ9dqT3oEgJokZYF648aNeuSRRyp/tlgsmjx5sok9gi85OTk+24uKajEFcgDryM3NDXm91anu/WRlZdV6vf5+H5F+P5HwYP5gpdu6Sb/uVL+283XlgDYa3qOp0lKsZnctemo7XU8Eplx0GpLVErbVAUDMIhvGPnJhYBIpFwbEkipd9o7U+Qyze2KqnYWHNOaNRSop9z09qC/rjZZa72jpd3lOeoqev6K3dw5PSXMdBH51uFRWWNsu+56GM1LrtqVKDTu5HvXbUqCONItNsqW5pm0vj8C9KbucLWXWl2SRLDr81eI6Ydf9/dFtqz+WigI/CF+jzDypVX/XlfmVD0fgP9sPReZ3g7AhG8Y+smFgEjobHn3hBnyatTJfG3eVeLTVdmadiqNKSVPsw9Q/LXwF6v9XcaFWG21Uz1Ksjtqusamfh23dSGLWVCklQ0pJP/K1aEd4b9+Y09SVUQ1DkiEZzirfux/OKj8f9f2hA9LGOeHrTxxJygL1rl279Prrr8tiscgwDIJmjGrQoIHP9v3794e03kOHDqmsrCzg7YVLde+nSZMmtV6vv99HpN9PpP20ea9+2rxX7Rtl6/kreqtrU1d43rdvn2bMmFHtay+44ALVr18/Gt2MrCCm65EU9ikXH7NfpvtSp4ZtfUDcy6grpWa5DnTb0l0HX22ph79W+T4lzbvNliatmiEVbjf7XcAHsmHsIxcGJlFzoS+lue1Vft7zmv7jWmne636flzC50I+D5XaNeWORdhw4FLZ15qSn6OXRfSrzt5cmPVzTaL5zqVQefCGg3JKhr+uP1s6ZiyQt8lh2wQUXqH4I665xis9I3Ee7ZT/p8veOOhDlPHLA6f2rpO1Lwre9xt2lYQ8d3obDVfis/N555Pu5/5L2bgjfdpseK533zOFck14l96R75h1rlfudvnpWeH/XbQa5Pt9gteoX3unjz/mX64TiUIT7d4OwIhvGPrJhYBIqG3Y5W+rZudr7LCfVMcMATZm/xWd7sDPr+DLL2U8bnM2CuhLbnw3OZnrOMcKjCD4wa4t6VKwMed2VcltKPUZIjnLXyWL2cqm4QNr4Tfi24dZqgJSVJ9lSqmSkw9+v+TS8J87ltZf6j5N38dPp+fPiV6X9W8O33Zzm0jEXHvnZcM/lZHh+7162eobrIqxwadxdOutJ7+Jz1a+2dMnq48K3FR+ENxue+RjZsJaSskCN+NC0aVOf7fn5of0h8/d6f9sLl+reT5cuXWq9XrPeT7Rs3FWiUZPm6+XRfXRi+waqqKjQli2+w5VbRUVFlHoXWxZmDFIjo7naW/4IeV0bnM30huMsnW77OazT9ThlkbXaySeBo9jSpNRMKSXTFTBTM6sEzsOP1IwqAfTw8pX/kw78Hr5+tBkkXRPi2bstTghvAAaSCLkwMImeC6UjV3H8eGCAnitvpi1bvqz2+YmcCx1OQ7dOXaZft4dwtfFRjj451K+2g6UxX0jvjw5qSu7dqq9pxrkq2JkqyTvTV1RU1HrdAU/xGe77aJ94o+sApN/lN4V3/D/5jsBmDbClhXe7g//qyjLBCPfvum8t308kp6avrXD/boAkQzYMTCJlw0mO8zW74gQ1tWdoiNFInX08h2OGntbmF+mnzXtrfF5NM+v4U6EU3VRxmz5Mf1h1VPurUQ8a6fq38wq1s+1TqsWhLFWohe2AWp5ynfTVX2u9Xi9nPOy7iBiJE+qqO37U+sTwZrRT7wusOFq3VZiLso8EV5QN9wmDJ98htTu5dq8lG8YMCtSIWc2bN1d6errXmYtbt4Z2po+/17dr1y6k9dbE3/rj9f1EU1GZXWPfWKxp4wYoL4lm+w7G6h2FGjPlF7Uov1XT0h5SrqW01usqNDJ1U8VtqlBK2Kfr+Z/O1lq1V5ZK1VJ/aJSYridh2NJdZ2U6w/ifvTYDpWtm1u61zXqGN/jW9oBoVeEMwHVbSVob+nqAOEEuDEyi5cIZjoHaZM/2fRVHmXTPpxs0xLDIZknOk98e+3y1Zq/eGdBz2zTI0pY9/g8c9muXp6tObKMzg7m9TpMe0rh50ppPpEWTpS0/VtOBQTrQeZQmfbVJTovN//Nque6gpviM9gEpsw6AxcKBt1jogxTZqelri1wIhIRsGJhEyoZfrdqpuQc2SZIe/Xy1+rXNS85bAwZh7rpdEV3/oI4NdPXAPsrMOEZ697JazX5zSGl633K+mqQ61eSokxfL2p8RnRwR7RPqkjUbmr39qsiGMYMCNWKWxWJRhw4dtGrVKo/2devWhbTe9et9/yPv2LFjSOutSbNmzVSnTh0VF3veayoS7ycnJyekKYBiUVGZXTe9vVRvXd7V7K7EnHK7Uze/s1TFZXatVWuNLb9Dr6T9Szm1KFIXGpkaW36H1hqtJYV3up7dqq/V6iinxaZCpWqVclXetEBpOxaHvO5KjbpJp94rOSpcD2eF9P2/pb0bw7eNvA7SSbe7pjK0phyZ0tD9/ax7pJ2/hm979dtKva6Uyg9KFaVSRcnhr6VSufv7g1LpPunAtvBt1+24S119yMh1TXGdnuv6Pv2on1PSwz9FTt/rav/aWAq+buEMwKfdLz19Zeh9AuIEuTAwiZYL33CcqXS7/9udbNl3SFtS66l9yr4o9io2vDV/syb/sCmg5147qJ0eOK+71u0s0ndrd2ln4SGVlNuVnZaiJrkZGtKlkTo38X3vyxqlpLmunDhmpFSwWvpttmvqvrIiKT3HYxrOsoICOWdPisi6g+5zNA9ImXUALBYOvMVCH9xCnJq+xunjg0UuBEJCNgxMomXDqvzdGhBH5BeG7xYwVXVpmqP/XtpLXZq682OT2s+so3NVYGnk+wm2KOWIaB8/StZsaPb2j0Y2jAkUqBHTevXq5RU2ly9fHtI6f/75Z6+2li1bqmHDhiGttyYWi0U9e/bUjz96nv0fiffTs2dPWSyWkNYbizbuKtG3vyXfAciazFqZr427Sip/Xmh000XlD+r51GeCKixvcDbTTRW3VRanJalunSxtOWmS2s/7sywhDI6HlKZpOtfripnSY64Ib4F6yJ1St6OCYEpGmKfOubf6KWwG/zW82zvtgcCnzInEtEQXvhj482OpKBxrwdctXAF4RwBXnwEJhlxYs2TKhW5rHI2TrkA9Z02BHvw4sPvxDevWRPee4yrgdm6SU/tCdCAadwu+WGzWuqN9QMqsA2CxcOAtFvrgFunp44NFLgRCQjasWTJkw6q3Bmxfx+zexJaD5faIrLd363pVitOHRWpmnWjkCDOOHyVrNjR7+0cjG5qO+S8Q0/r37+/VtmrVKh04cKDW65w/f35A24kEX9tZsGCBDKN20xIahqGFCxcGtJ1E8cGyyE5PE4+mzPe+v85ao7WGlz+p8eW3aKGz+qvOFzq7anz5LRpe/qRHcfry/q319YRTdOqQobJcNlVKq90BzUNK07u6wOcZkZXT9YSDv4Kmu2gayW2Yub2qwjENdSjrc4f69BDPXA732ZC13HfDHnzd3AE42P2kQSfp2lmu1wNJiFxYvWTMhZK005mjfc4Ms7sRNav+KNT4d5bKGcBu0qN5rp659HjZrIlzEDqsoj0emzX+x0LuiIU+uLkPoF/0qutkzOq0GeR63rh54c+DbrH0uwHiDNmwesmUDd23BvxtV+3vg5yIstIic21itr/1ume/ueZz6aYF0hmPSAPGS71Hu76e8Yir/ZrPVdbpnMBu+yJFZ6w04/hRsmZDs7d/NLKhqbiCGjFt2LBhXm0Oh0OzZ8/WyJEBXlFYRUFBgc+zB31tJxKGDRum//znPx5tu3bt0tKlS3XCCScEvb4lS5Zo9+7dPreTqH7eXqQ26Rmqb43MNDXxZm1+kX7avNfnsgql6FPnAH1aPkCdLL9riHW5mlj2KVulvu/lWMXTlxyvP/VqcaShlmeUxcR0PckyjaMUG1cwczZkYCJ5b00gQZELq5eMudBtu6NuUmTDnYWHNOaNRSopd9T43Ka5GZo8uq+y0/kvf7WiPR6bNf7HQu6IhT64RWr6+NqKpd8NEEfIhtVLtmxYVGbXPZ9u0BDDIpuldkX9RNM0NzIncTYJZL2RmP0m0mOlGcePkjUbmr39o5ENTcP/VhHTunXrpg4dOmjDhg0e7e+9916twub777/vdeahxWLRueeeG1I/A3XKKacoJydHRUWeRZv33nuvVmHz3Xff9WrLycnRKaecUtsuxoVkOQgZiLnrAruifL3RUusd3oVof3YXlXk3xvN0PckyjWOsTGsda0XhWA12sRaAgRhHLqxesuZCSTqoVLO7EFbue0XnFx7SwXK7stJSlJedpuk//64dB2rOwNlpNr16dV81rZs8V5aHJNrjsVnjfyzkjljow9EiOTV9MGLxdwPEOLJh9ZIxG27Zd0hbUusl3e1f/BnSpZEe/Xx1RNZrimiMlWYcP0rWbGj29v0hG0YVBWrEvCuvvFIPPfSQR9tHH32kbdu2qVWrVgGvxzAMPffcc17tp5xyilq2DLxwF4rMzExdeOGFeuONNzzaX331VT344IPKzs4OeF0lJSV67bXXvNovuugiZWQk9sGonCat1Ke9/88+MzMzir0xV35hZAr1O/2tN4jB0VpUpN7751a7ncrPKhoFzWgXTc0q0sbKFcyxVhSO9WAXKwEYiHHkQt+SORdKUr2GTdWnU1Ofy+IlF5bbnZq1Ml9T5m/xOztOIKwW6dnLe6t78xBvtxEBmZmZ6tOnT43PMVW0x2Ozxv9YyB2x0IdYxe8GCBjZ0LdkzobbMzvo4p7+l5ueNaKoRb1MZafbVFJW8+w7gerXLk+dm9RyGuwqQs6FkRwrzTx+lKzZ0Oztx7oE/v1QoEbMu/766/X444+rvLy8sq2iokL33XefV2irzmuvvaY1a9Z4tY8fPz7gdbRt21Zbtnje77dNmzbavHlzwOsYP368V7/37Nmjp556yitUV+fJJ5/U3r3eB6+CeT/xqkmLVjrnnOPM7kZMOFhuj8h6SwJZbw2DY05Ojs4555zANxqNgmayTOMYK1cwx2pROIGDHZDoyIW+JXMulKRuHdvpnHO6m92NWlu9o1A3v7NUG3eVhLyuB8/roaFdG4ehV+EXdDYEAKAGZEPfkjkb/lYodepzcliKqPGs3O7UjVOWhLU4LUlXndgmLOuJm1zI8SMgoihQI+Y1b95c1157rV544QWP9jfffFPnnnuuRo0aVeM61q1bpwkTJni1H3PMMRoxYkS4uhqQPn36aPjw4Zo1a5ZH++OPP64zzzxTAwcOrHEdP/zwg5544gmv9rPPPlu9e/cOW19jVXYaf7rcsiL0uzDtdxyNgmayTOMYa1cwE+oBhAG50Nv/Z+++w6Mq8/eP35NOQgIJLXQS6UV6X5oiijQL2FBRsWHD7qrsuurXvpZFRQURUOyCuBbKihRpIiAgHQRCkYRAgIQEUs/vD36JhJkkk5kzc6a8X9fFpXlmzud8JjmTuTPPmecEey6UnLwOno9atfuobp2xRidz3T/p8ObeTTSmVxP3mwIAwE+QDe2RDaUl29ODeoK6sMjQg1+s18877a9B7o7kWjG6uI3jVYsAwBXM8sAvPPvss/riiy/szv674YYbVFBQoGuvvbbMbX/77TcNHz5cJ06csLtt4sSJCgkJMb3firz++uv66aef7M7wHDJkiGbNmqULLrigzG1//PFHjRw5Uvn5+aXGIyIi9Nprr3msZ1/iz29Cmi3RQ98Ln/gee2NCM9CXcfTVTzADgBvIhX8hF55h2XXw3LT1UKZpk9MDW9XWBD/+FDkAAK4iG/6FbHhGmZetCwKGYeip/27SdxsPmVo3NjJMk0Z3UkSY958TAAIXv1HgF2rWrKmpU6fajefm5uq6667TpZdeqm+++UZpaWkqLCzU8ePHtWTJEt1+++3q3r27Dhw4YLftAw88oAEDBnijfTstW7bUyy+/bDd+/PhxDRw4UNdee60WLFigjIwMFRYW6ujRo5o3b56uvvpqDRo0yGFwfuWVV9SiRQtvtG85f30T0hP6Nq/pkbp8jwNQ7VZSr3uli5+Thk88899e9zI5DcDvkAvJhWcz6zp43pZXUKS7P1lnyuR0RFiIXhnZXqEhNhM6AwDAv5ANyYbnyjydX/GdAtTrP+7UzFX7TK0ZGxmmKWO6qGVinKl1AYBPUMNvXHbZZXr++ef1xBNP2N02d+5czZ071+laQ4cO1UsvvWRme5U2fvx4bdmyRZMnTy41bhiGPvvsM3322WdO17rjjjt03333md2iTwqxSRnZeRXfMUh8/3uq6TX99Y1eAEDwIBeWLZhyoSRd6KPXW67IvM2pplxzWjoz2b1s1xENa1/PlHoAAPgbsmHZgi0bSlJ6Vq7VLVhi2vI9mrhwp6k1k2vFaNLoTkxOA/AIv52gfuaZZ1ze1tGZce7U++c//+nytqicxx9/XFWqVNHDDz+swsJCl2pcf/31ev/99xUeHm5yd5X37rvvKi4uTv/+979drvHoo486vLZMoCoypFtnrNFX43oGfTjyRPCUpBt6NDa9JgB4Gtkw+JAL7QVbLpSkz37dr5t7J/ndcoMzV6aYWu+jVSlMUAPAWciGwYdsaC8Ys6Ek/WHSSYD+ZM5vB/X0t1ucum98dLga14jR+v3Hy7xPt6QE3dCjsS5uk+h3ORuA//DbCep//etfstncW8LMMIyS/z799NMu1yFoetf999+vnj176u6779batWud3q5u3bp6+eWXdf3113uwu8qx2Wx65ZVXdMEFF2j8+PHaudP5ycZmzZpp4sSJuuSSSzzYoW86mVuguz5ep3nj+wZtSKpM8KyM5FoxurhNoul1AcDTyIbBiVx4RjDnwj1HsjV/c6pfTc5uT83S6r0ZFd+xElbvydCOtCxWwQGA/49sGJzIhmcEczaUpH0ZOUGVixZtP6yHv9zg1H1rxEToyzt7KrlWVe1Iy9KS7elKyzyt7LwCxUSEqU5clPq1qBU03zsA1vLbCepixWHRqjruhl24pnv37lqzZo1+/PFHzZw5Uz/++KMOHjxod7/q1aurT58+GjlypK6++mpFRka6td+9e/e6tX1ZBg8erEGDBum///2vPvvsMy1atEjp6el296tVq5YGDBiga665RsOHD1doaKhH+vEHu9P9781Is1QmeFZGbGSYJo3uFLST/gACA9kw+JALyYX+9unhpTvsf55mWLI9nTcTAeAcZMPgQzYkG0rBk4vWpmRo3My1Kiiq+HdU1cgwTb+5m5JrVZUkNa8TGxTfIwC+y+8nqF0NeucGS1fqmBVy4bqBAwdq4MCBkqTjx4/rzz//VHZ2tqKiolSzZk3VrVvX4g6dFxoaqssvv1yXX365JOnIkSNKS0tTTk6OoqOjVadOHdWsWdPiLn2Lv70ZaYbKBM/KiI0M05QxXYJ+2XQA/o9sGLzIhcHL3z49nJp52iN10zxUFwD8GdkweJENg1sg5aLiTzqnZp5WTl6BoiPClBgXpYY1qujRLzfqdH5RhTUiQkM0+cbOategmhc6BgDn+PUEtZlBj9Do/6pXr67q1atb3YZpatasSbisgL+9GemubamZunnar04Fz8pIrhWjSaM7MTkNwO+RDVGMXBh8/OlTMjl5BR6pm+2hugDgr8iGKEY2DD7+novyCoo0b3OqZq5McfvSMCE2aeK1HdXrPI4ZAL7Fbyeoi4pcn6BZtWqVevXqJZvNJsMwZLPZVFhYaGJ3ALzFn96MdMf+jBzdOHW1Mk9XHLBtksb+LUkbD57Q6j1lh9huSQm6oUdjXdwmkWW9Afg9siEQ3PzpUzLREZ75MzzGQ3UBwB+RDYHg5s+5aOuhTN39yTrtTs82pd4LV7TTJW0TTakFAGby39/UbuD6L0Dg8Kc3I12VnpWr66f+osNZuU7d/8Ur2+nqro0k/bUMUFrmaWXnFSgmIkx14qLUr0WtoJjYBwBnkA0B/+dPn5JJjIvySN06HqoLAMGGbAj4P3/NRat2H9WtM9boZK452fbvg1uWvEcIAL4mKCeoAQQOf3oz0hUnTuXrxg9WK+VojlP3Pzd4Nq8Ty0Q0AAAIeFFhoVa34LR+LWrpuR+2eqQuAAAA/DMXbT2Uaerk9B19k3Vnv/NMqQUAnsAENQC/dnDvbn355fZSY4MGDVK1atUs6qjyij/lnJp5Wjl5BYqOCFNiXJR6JCfo2e+2auuhTKfq3O5jwfPEiRNasGBBuffxt58VAADwTRu27dKXuVvsxn0xazSvE6tuTRLcvp7g2bolJfj8SYlkQwAA4A3JVQu1Yek8bXBwm69mjbyCIt39yTrTJqev7Fhffx/c0pRankAuBCAxQQ3Az53KSNWWrLRSY/369bOoG+flFRRp3uZUzVyZYsqbk6M6N9DjPhY8c3NztWWL/RvFZ/OHnxUAAPB9KcdyteWU/aeSfTVrjOxc39QJ6ht6NDatlqeQDQEAgDc0zN2rLVuOObzNV7PGvM2ppl1zWpL6Nq/l05crIBcCkJigBuDn6oeesLqFStt6KFN3f7LOtOB5Ues6euGKdj4dPAEAADzpqBGjY0VRig85bXUrTlm777hptZJrxejiNomm1QMAAPBX1Wyn1Dj0uNVtVNrMlSmm1vt49T6N6Fjf1JoAYLYQqxsAAFcl2LL95k3IYqt2H9Wod1eaNjndPSlBb17bUWGh/DoHAADB7WChfywBuHzXEX3+635TasVGhmnS6E6KCCMLAgCA4FYlLET9I3Yr1GZY3UqlbE/NMnVlHUlavSdDO9KyTK0JAGbjr1gAfuuUEa5Cw38+Nbz1UKZunbHGtOvJtKkXpyljuigqPNSUegAAAP4sR+FWt1Ch7NwCPTZroym1YiPDNGVMF7VMjDOlHgAAgD8zJOUZ/vce2dId6R6pu2S7Z+oCgFmYoAbgt04pQimF1a1uwyl5BUW6+5N1pk1ON6kRrRm3dFNclO+/EQsAAOAN+X7whuRL87bpwLFTbtdJrhWjL8f1VI/kGiZ0BQAA4P9OFxTpx7ymyiiqYnUrlZKa6ZnVIdM8VBcAzMI1qAH4tW2FtZUcdszqNio0b3Oqact6S9JNvZqoZtVI0+oBAAD4u3BbodUtlGvV7qP60M3rC3ZLStANPRrr4jaJLOsNAABwjnyFaXFeskZEbvGbpb5z8sz5MMu5sj1UFwDMwgQ1AL+WVhSrY0VRPn8t6pluvhl5rh82peqm3kmm1gQAAPBn0cq3uoUy5eQV6NGvKl7aOyo8RO9e31k7004qLfO0svMKFBMRpjpxUerXopaa14n1QrcAAAD+64RRRSmF1f3iAy2SFB3hmSmaGA/VBQCz8FsKgN8rqNVcrev8dVZgZKRvfbJ4e2qWVu/NMLXm6j0Z2pGW5dNvUkZGRqp169YV3gcAAMAMvZvVVP3o0kte+0rWeGX+du3LyKnwfo9e3FL9W9RW/xa1vdCVd5ENAQCAt+yPbKKhLerajfti1kiMi/JI3ToeqmsGciEAiQlqAAEgsUkLjRpafqix0tId6R6pu2R7uk9PUFerVk2jRo2yug0AABAkzuvQS8Pa17O6DTu/7s3Q9BV7K7xf1ybxuqlXE4/3YxWyIQAA8JbdJ0PVvu8lPv2+WbF+LWrpuR+2eqSuryIXApCYoAYQAHz9miqpmZ5ZfjzNQ3UBAAD80UerUiyfoN6RlqUl29OVmnlaOXkFiggN0bcbDsmo4BKIkWEhenlke4WE2LzTKAAAQID7aethv5igbl4nVt2aJJi6+mK3pAS/eOwAgltQT1AbFb1LAMAv+Po1VXI8NIHu6xPzAOBvyIaAf7PqEih5BUWatzlVM1emuPzG4sODWiipZozJnQEA3EE2BPzbL3uO6s7+51ndhlOu7trQ1AnqG3o0Nq0WAHiKb8/qeEjHjh21Z88eq9sAYBJfvqaKJEV7aALd1yfmAcBfkA2BwOHtS6BsPZSpuz9Zp93p2S7X6Nioum75W5KJXQEA3EE2BALDpj8zrW7BaZsOnjCtVnKtGF3cJtG0egDgKUE5uxEREaHGjTmLCAgUvnxNFUlK9NAEuq9PzAOAvyAbAoHDm5dAWbX7qG6dsUYnc11f1SYiLESvjGyvUJb2BgCfQTYEAkN6Vq4lq+tU1q97MzR95V5TasVGhmnS6E6KCAsxpR4AeBK/qQD4NX+4poqnJtB9fWIeAADA27x1CZSthzLdnpyWpOt7NFLT2lVN6goAAABnW7I93eoWynUqr1CPfLlBZlxRIDYyTFPGdFHLxDj3iwGAFzBBDcCv+cM1VZrXiVW3Jgmm1vSHiXkAAABv88YlUPIKinT3J+vcnpyWpMXb0pVXUGRCVwAAADiXN1fXccUr87dr79Ect+sk14rRl+N6qkdyDRO6AgDvYIIagN/yp2uqXN/T3Il0f5iYBwAA8DZvXAJl3uZUt645fbbdR7I1f3OqKbUAAABQmrdW13HF6j0ZmrbCvevdd0tK0JvXdtS88X355DQAvxOU16AG4P/87Zoq/ZvXUnioTfmF7q/Z408T8wAAAN4UHxPu8X3MXJliar2PVqVoWPt6ptYEAACAd1bXcUVOXoEe+aripb0jwkI06bqO2nMkR2mZp5WdV6CYiDDViYtSvxa1WF0RgF/zzd/QAFCOqLAQvXN9J786M3Dy0t2mTE7728Q8AACANz393y1qW7+ax3Li9tQsrd6bYWrN1XsytCMtizcYAQAATGazuoEyvDxvu1KcWNr7wYuaa2BrPqQCIDAxwwHA75wuKNI//7tZ21IzrW7FKVsPZerdJX+4XSc2MkxTxnTxq4l5AAAAb8rKLdBdH6/z2HWdl+5I90jdJds9UxcAACCYzd2c6rFc6Kpfdh/V9BV7K7xfx0bVdVufZM83BAAW4RPUAPzS7vRsjXpnpaaM6aIeyTWsbqdMhUWG/j5rowqK3Pv0dHKtGE0a7V+fGgcAALDC7vQz13X2xLLZqZmnTa8pSWkeqgsAABDMDhw75bFc6IwdaVlasj1dqZmnlZNXoIjQEH2z/s8Kt4sIC9ErI9srNMRXPwMOAO5jghqA38rKLdBtM9boy3E9fXbidsaKvdpw4ITL23dLStANPRrr4jaJLOsNAADgJE9d1zknr8D0mpKU7aG6AAAAwc5TubAseQVFmrc5VTNXprh8aZiHBzVX09pVTe4MAHwLE9QA/FpWboHGvPeznugkFc/f9u3bV7Gx1l/D78CxHP17wfYK73derRiN6tJQR7JylZ1XoJiIMNWJi1K/FrX8+lqEWVlZWrp0abn38ZWfFQAACCyr92Royhff65rB5maN6AjP/Akd46G6voRsCAAArFCcC+vFeD5rbD2Uqbs/Wafd6dku1+jUqLrG/i2wl/YmFwKQmKAGEADSTkmzV/+h5LBjkqSuXbtaHmAMw9CEOZuUk1dY7v1CQ2z6zzUd1bZ+NS915j2nTp3SmjVryr2PL/ysAABAYFqwcb9G9D9latZIjIsyrdbZ6niori8hGwIAAKss2LhfbcPTPJo1Vu0+qltnrNHJXNdXxokMC9ErowJ/aW9yIQBJYr1YAAFhW2Ftq1so5b8b/tTi7ekV3u/WvyUF5OQ0AACA1XIUbnrNfi1qmV7Tk3UBAADgmVx4tq2HMt2enJakMT0b67xaLO0NIDgwQQ0gIKQVxepYkW988iQjO09Pf7ulwvs1SojW/QObe6EjAACA4JNvhJpes3mdWHVrkmBqzW5JCX59WRcAAABf54lcWCyvoEh3f7LO7clpSfpx62HlFRSZ0BUA+D6W+AYQMA4WVlN8yGmv7nNHWpaWbE9XauZp5eQVKDoiTKv3HFVGdl6F2z5/eTtVifBcQAYAAAhm4bbyL7Xiqut7NtbqvRmm1buhR2PTagEAAMCep3KhJM3bnOrWNafPtvtItuZvTtWw9vVMqQcAvowJagABw9PL9RTLKyjSvM2pmrkyxeU3J6/s1EB/a1bT5M4AAABQLFr5HqnbIylBoTap0HC/VnKtGF3cJtH9QgAAACiTp3KhJM1cmWJqvY9WpTBBDSAoBOUEdWZmpuLi4qxuA4DJPLlcT7GthzJ19yfr3DozskZMhCYMaWViVwAAd5ANgcBUP/SER+q+NG+7KZPTsZFhmjS6kyLCuPIWAPgSsiEQeDyVC7enZpm6so4krd6ToR1pWVwCBkDAC8q/hHv27Km9e/da3QYAk3lyuR5JWrX7qEa9u9LtZXv+Oay14mMiTOoKAOAusiEQeBJs2R659MvSHemate6A23ViI8M0ZUwXtUxkAgQAfA3ZEAgsdUKyPHZJwKU70j1Sd8l2z9QFAF8SlJ+g3rp1q7p3767Zs2erd+/eVrcDwCT146uqcY3GCg83f6nvrYcydeuMNTqZW+BWna5N4jU8SJbpCQ8PV+PG5V9T0RM/KwCoLLIhEHgyFS2jVlNTs0Z2boGe+Pp3t+sk14rRpNGdgm5ymmwIwF+QDYHA0ifRUOO4MxnE7KyRmumZie80D9X1FeRCAFKQTlBLUnp6ugYOHKjJkyfrhhtusLodACZ4+PpLPbL8TV5Bke7+ZJ3bk9OSlJaZq/xCQxFhNhM6823x8fG66aabrG4DAJxCNgQCS4Fh06y0mromN1TxJtV8dcEOHTh2yuXtuyUl6IYejXVxm8SgXNabbAjAn5ANgcCQXCtGz9812GPZKyfP/fcKHcn2UF1fQS4EIAXxBLXNZlNubq5uuukmbdu2Tc8995zVLQFwQ6jNpozsPI/Unrc51e1lvYvty8jR/M2pGhYkn6IGAH9BNgQCT1Zuge76eJ3mje/r9puSv+07pmkr9lR4v65N4nVR6zo6nJmr7LwCxUSEqU5clPq1qMV1BAHAj5ANAf8XapOu6tLAo/uIjvDM9EqMh+oCgC8JvtO2Jd13330yDEM2m02GYejFF1/UqFGjdPq0+UtnZGVl6eWXXza9LoDSCg1Dt81Yo22pmabXnrkyxdR6H60ytx4AwD1kQyBw7U7P1vzNqW7VyCso0t9n/S7DKP9+0RGhev3qDrq973maMLS1XrjifE0Y2lq39U1mchoA/AjZEAgMhYb04tztuuQ/Sz3yfqEkJcZFeaRuHQ/VBQBfEpQT1G+88YbeeecdhYaGloTN2bNnq2/fvkpNde/Ni2JpaWl6/PHH1ahRIz3++OOm1ARQvuJPyeQVFJlWc3tqllbvzTCtniSt3pOhHWlZptYEALiObAgENndPDnxn8R/a7kR2e/TiFmoQH+3WvgAA1iMbAoFld3q2Rr2zUqt2HzW9dr8WtUyv6cm6AOBLgnKCWpLuuOMOzZ07V9WrV5fNduZasGvWrFG3bt20fv16l+vu2rVLd9xxh5KSkvTyyy/rxIkTJnUMwBlmfErmbEt3pJtW62xLtnumLgDANWRDIHC5c3LgzrQsvbVoZ4X369Soum7o2cSlfQAAfA/ZEPAtN/RorBCb69tn5RZ4ZOXF5nVi1a1Jgqk1uyUlsPoOgKAQtBPUknThhRdq5cqVOu+880qW7jlw4ID69Omjb775plK11qxZo1GjRqlVq1Z6//33PbLsDwDnmLmEdmqmZ57LaR6qCwBwHdkQCFzOnBy4Iy1LU5bu1rPfbdHjszfqmW8366Zpq5VfWP7a3hGhIXrpyvMV6s67pgAAn0M2BHzHwm2HVVTB5VYq4omVFyXp+p6NTa13Qw9z6wGArwrqCWpJat68uVavXq3+/fuXhM3s7GxdeeWVTl0DZsGCBbrwwgvVvXt3zZ49W4WFhSW3GYah5s2ba/LkyZ58CADOYeYS2jl5BabUOVe2h+oCANxDNgQCU1knB+YVFOm/G/7UVe+u1KDXl+q5H7Zq6rI9+nT1fn2wfK8OHq94AuHuAU3VjE+5AEBAIhsCvuHP46dMqWP2youSdEmbRNWtZs41o5NrxejiNomm1AIAXxf0E9SSVL16dS1YsEC33nprSdgsKirS448/rrFjx6qgoPREkmEY+uyzz9SpUycNHjxYixcvlmEYpW7v2rWrvvrqK23dulVjx4719kMCgp5ZS2hHR4SZUudcMR6qCwBwH9kQCDyZp/PtxrYeytQl/1mq+z79Tav3ZrhUt3mdqhrX/zx32wMA+DCyIRBYzFx5UZJCQ2yKDHN/miU2MkyTRndShAm1AMAf8Nvu/wsLC9PkyZP16quvymazyWazyTAMTZ8+XQMHDlRGRoZOnz6tSZMmqWnTpho9erTWr19vFzAHDRqkhQsX6pdfftEVV1xRcp0aAN5l1hLaiXHmnAF5rjoeqgsAMAfZEAgs8zenlbrm4KrdRzXq3ZXanZ7tck2bTXrxyvN5ExEAggDZEAgcZq68KElf/3ZQe4/muFUjNjJMU8Z0UcvEOJO6AgDfx0f4zvHAAw+oefPmuu6665SVlSXDMPTzzz+rc+fOysnJ0ZEjR0rCZXEYDQkJ0ciRI/XYY4+pQ4cO1j4AAJLMW0K7X4taeu6HrabUOrcuAMD3kQ2BwHDiVL5GvbNSU8Z0UbUq4bp1xhqdzHUvLw5vX0+dGsWb1CEAwB+QDYHAsGR7upqbcImW0/mFenXBdrdqJNeK0aTRnZicBhB0mKB2YMiQIVq+fLmGDBmiAwcOyDAMpaTYL/0RGRmpm266SQ8//LCSk5Mt6BRAWcxaQrt5nVh1a5Lg8rKPjnRLSjAlBAMAvINsCASGrNwCXf/+KsVEhrs9OS1JGw+cUF5BEZ+gBoAgQzYE/J9ZKy9OW75Xh064VqtbUoJu6NFYF7dJJE8CCEpMUDuwc+dOTZw4UWlpaZJUarkdwzAUFRWlBx98UPfdd59q165tVZsAymHmEtrX92xs6gT1DT0am1YLAOB5ZEMgcBQUnfk0tRn2HMnW/M2pGta+nin1AAD+gWwI+D8zVl7MyM7TpEW7Krxfv2Y11axOrLLzChQTEaY6cVHq16IWH14BEPSYoD7Lr7/+qpdeeknffPONioqKSt1mGEZJ4MzNzZVhGIRMwIeZuYT2Ra3qKDIsRLkFRRXfuQLJtWJ0cZtEE7oCAHga2RBART5alcIENQAECbIhEDjMWHnxzZ92KquCVXlqx0bqnRs6K9qklR4BIJDwm1HSvHnz9NJLL2np0qWS/gqVxdeMadmypXr37q2pU6eWjL/44ovauXOnPvzwQ0VFmfdJTQDuqxoZqm2pWWpSI8aUJXJmrNxryuR0bGSYJo3uFDTL9mRnZ+vXX38t9z5du3ZVTEyMlzoCAOeQDQE4a/WeDO1Iy+ITME4gGwLwV2RDIPC4u/JiytFszVxlv7T/uR68qDmT0w6QCwFIQTxBXVRUpM8++0wvv/yyfv/9d0mlz3Y0DEM9evTQY489phEjRkiSBgwYoLFjxyovL0+GYWjWrFlKSUnRN998o8REPhEJ+IqTuYW679PflFwrRpNGd1LLxDiXa+1My9JrC3a43VNsZJimjOniVi/+Jjs7W0uWLCn3Pq1btyZsAvAJZEPA90SHh6rQ6iacsGR7OhPUTiAbAvAnZEMgsLm78uIr87crv9Ao9z7NalfVyM4N3NpPoCIXApCk4PgY3znefPNNNW3aVDfccIM2btxYcsajdCZgDh48WEuWLNGKFStKQqYkXXfddfrxxx9Vo0aNkkD666+/qkePHiVhFYDv2J2erVHvrNSq3Udd2r6gsEgPfblBeYXufXo6uVaMvhzXUz2Sa7hVBwDgGWRDwDf9/dJWqhrp++dUp2WetroFAICJyIZAYOuWlODWyYXr9x/XdxsPVXi/xy9tqbDQoJx+AQCnBOVvyPHjxyslJaXUmY+hoaEaPXq0NmzYoO+//159+vRxuG3v3r21atUqtWjRomT7ffv2qXfv3vruu++8+TCAgBMdHmp6zazcAt02Y422pWZWett3l/yhjQdOuLzvbkkJevPajpo3vm9QfXIaAPwN2RDwTW3rV9NX43qqWhXfnqTOziv/2oMAAP9CNgQC2w09Gru8rWEYev6HrRXer0dygga04Dr0AFCeoJygPluVKlV0zz33aOfOnfroo4/Url27CrdJTk7WypUrdeGFF5aEzZMnT+ryyy/XG2+84fmmgQDlqU/JZOUW6K6P1ymvEteR3nooU/9ZuLPC+9WrFqVHLm6hW/+WpGu7NdStf0vSk5e20oIH+uqLO3pqWPt6QXPNaQAIBGRDwLe0TIzTxW3qWt1GuWK4riAABCyyIeAb6lWvYkqdxvFRuriN60vuL9x6WKv3ZFR4v8cHtyo5wQUA4FjQzprEx8frH//4h1JSUjRx4kQ1bly5M6eqVaumefPm6bbbbisJm4WFhXrooYc0btw4FRW5tyQwEIyKPyWTXMv864vsTs/W/M2pTt03r6BID32xocJrydhs0n+u7ai7BzTVhKGt9cIV52vC0Na6rW8y1yEEAD9DNgR8V2yUb08A14mLsroFAIDJyIaAb3n44haKdfNDLeEq0AtDz3P5gyQFhUV6cd62Cu83rH09tW9Y3aV9AEAwCcoJ6tdff1379u3T008/rRo1XL8mbGhoqN577z298sorstlsstlsMgxDkydP1iWXXKITJ1xfGhgIVi0T4zRvfF+9eW1Ht4PnuT5aleLU/d5etEtbDlW8JPjY3knq2iTB3bYAABYjGwK+LdHHJ4D7tahldQsAABORDQHf06RGjKaM6eLyyovhKtDAiF1qWiva5R6+WHNAuw6fLH8/oTY9MqiFy/sAgGASlBPU48ePV3S06y9G53rooYc0a9YsRUdHl4TNhQsXqlevXtqzZ49p+wGCRURYiJrXiVVWrrnX81u9J0M70rJKje1Iy9KUpbv17Hdb9PjsjRr/2W9686eKl/ZOrhWjhy8mcAJAICAbAr7NlyeAuyUlsHIOAAQYsiHgm3ok13Bp5cUQFal56BFF2ir3PuPZ7xk+/OUGPfvdlgq3ubFnEzWqYd7vDwAIZL69VpofGTFihJYuXaphw4bp0KFDkqStW7eqe/fu+vrrr9W7d2+LOwT8y9Id6R6pu2R7uprUiNG8zamauTJFq/dWfN2Yc4XYpH+Paq+o8FAPdBg4wsLCVKtW+W8oh4XxMgQgMJENAfM0rxOrbk0SXMptnnZDj8ot+RrMyIYAghnZEDBH8cqL8zen6qNVKU5dD7pIIdpcmKjNhYlK+WKbbu5ToEvaJDpc6juvoMjl9wxjo8J0z4CmldomWJELAUhMUJuqY8eO+uWXXzRs2DCtX79eNptNR44c0UUXXaScnByr2wP8SmrmaY/U3XIoU5f8Z6l2p2e7XOP2vuepU6N4E7sKTAkJCbrrrrusbgMALEM2BMxzfc/GPjdBnVwrRhe3SbS6Db9BNgQQ7MiGgDkiwkI0rH09DWtfTzvSsjTh69+1eu8xp7b97UCWfvv0NyXXitGk0Z3UMjGu5LathzJ19yfrXH7P8O4BTRUfE+HStsGGXAhACtIlvj2pfv36WrZsmYYPHy7DMCRJubm5FncF+J+cPHOX9y727YY/3Zqcbl6nqh64qJmJHQEAAhnZEDDHJW0SK72coyfFRoZp0uhODj95AwBAWciGgLkysvP0+5+Zld5ud3q2Rr2zUqt2H5Ukrdp9VKPeXenye4Y1YiJ0U68mLm0LAMEqKP+azsys/ItWZURHR+vrr7/Wgw8+6NH9AIEsOsIzCzwUFBlubX/vgGaKDGNpbwAIJGRDwPdFhIVo0uhOio20fhGw2MgwTRnTpdQnbgAAgYNsCPiHrYcydeuMNTqVV+jS9lm5Bbph6i968Iv1umX6rzqZ6/qHZbLzCrT3qOsfiAGAYBSUE9Q9e/bU3r17PboPm82mf//733rvvfcUGspkFlBZiXFRVrfg0OsLdyivoMjqNgAAJiIbAv6hZWKcpozpoqoWTlIn14rRl+N6qkdyDct6AAB4FtkQ8H15BUW6+5N1bk0qS1J+oaHZ6w4qx8VJ7mKn84t018freM8QACohKCeot27dqu7du2v58uUe39dtt92mefPmeXw/QKDp16KW1S04tDs9W/M3p1rdBgDARGRDwH/0SK6hr8b19Ppy392SEvTmtR01b3xfPjkNAAGObAj4vnmbU926hJ8n8J4hAFROUE5QS1J6eroGDhyojz76yOP7uuCCCzy+DyDQNK8Tq25NEqxuw6GPVqVY3QIAwGRkQ8B/tEyM07zxffXmtR3VLcncvJgQE6GbezfRtd0a6ta/JenJS1tpwQN99cUdPTWsfT2uOQ0AQYJsCPi2mSt987053jMEAOdZfwEvi9hsNuXm5uqmm27Stm3b9Nxzz1ndEoBzXN+zsVbvzbC6DTur92RoR1qWmteJtboVAIBJyIaAf4kIC9Gw9vU0rH097UjL0pe/7tf0lXuVX2i4XDM2Mkyf3NadT0gDAMiGgA/bnprlk+8XSrxnCACVEZSnf993330yDEM2m02GYejFF1/UqFGjdPr0adP3lZWVpZdfftn0ukAwuKRNoteXb3TWku3pVrcAADAJ2RDwb83rxOrJoa310djuLl+fOjYyTFPGdGFyGgBANgR83NIdvv2eHO8ZAoBzgnKC+o033tA777yj0NDQkrA5e/Zs9e3bV6mp5lwnIi0tTY8//rgaNWqkxx9/3JSaQLCJCAvRpNGdFOviG42elJZp/h+mAABrkA2BwODq9amTa8Xoy3E91SO5hoc6AwD4E7Ih4NtSffw9Od4zBADnBOUEtSTdcccdmjt3rqpXry6bzSZJWrNmjbp166b169e7XHfXrl264447lJSUpJdfflknTpwwqWMgOLVMjNOUMV1c/jSMp2TnFVjdAgDARGRDIDBU5vrU3ZIS9Oa1HTVvfF8+OQ0AKIVsCPiuHB9/T473DAHAOb414+NlF154oVauXKmhQ4dq165dstlsOnDggPr06aOZM2dqxIgRTtdas2aNXnrpJc2ZM0dFRUUlSwEBcF/xp2Hu+niddqdnW92OJCkmIqh/fQJAQCIbAoHh3OtTL9merrTM08rOK1BMRJjqxEWpX4taXBsQAFAusiHgm6J9/D053jMEAOcE7SeoizVv3lyrV69W//79S8Jhdna2rrzySqeuAbNgwQJdeOGF6t69u2bPnq3CwsKS2wzDUPPmzTV58mRPPgQgKJz9aZiGCVWsbkd14qKsbgEA4AFkQyCwNK8Tq9v6JmvC0NZ64YrzNWFoa93WN5nJaQCAU8iGgO9J9PH35HjPEACcE/QT1JJUvXp1LViwQLfeemtJ2CwqKtLjjz+usWPHqqCg9LIchmHos88+U6dOnTR48GAtXrxYhmGUur1r16766quvtHXrVo0dO9bbDwkISMWfhhnUOtHqVtSvRS2rWwAAeAjZEAAAAMXIhoBv8fX35Hy9PwDwFaw38f+FhYVp8uTJatWqlR555BFJZwLj9OnT9ccff2j27NmKjo7WBx98oFdffVV79+4tCZfFS/IYhqFBgwbpscce04ABAyx7LEAgO3XqlPYeOGRpD92SEvjUjRNOnTql33//vdz7tGvXTlWqWP+JeAA4F9kQ8H1kDf/CzwuAPyMbAr6jeZ1YdWuSoNV7M6xuxQ7vGTqHXAhAYoLazgMPPKDmzZvruuuuU1ZWlgzD0M8//6zOnTsrJydHR44cKRUwDcNQSEiIRo4cqccee0wdOnSw9gEAAS4rK0up+/dKsu5T1Df0aGzZvv1JVlaW5s6dW+59mjRpQtgE4NPIhoDvImv4F35eAAIB2RDwDdf3bOyTE9S8Z+gcciEAiSW+HRoyZIiWL1+uhg0bloTJlJQUpaenl1qSJzIyUnfeeae2b9+uTz/9lJAJeEm0Ld+yfSfXitHFbaxfYhwA4D1kQwAAABQjGwLWu6RNopJrxVjdRim8ZwgAlcMnqB3YuXOnJk6cqLS0NEl/LcUjnVmOJyoqSg8++KDuu+8+1a5d26o2gaBVP/SEfi1o6PX9xkaGadLoTooI49weAAgmZEMAAAAUIxsC1osIC9Gk0Z006p2VysotqHgDD+M9QwCoPH5jnuXXX3/VyJEj1bp1a02dOlX5+X99SvPsMyBzc3NlGAYhE7BIfMhp1QnJ8uo+YyPDNGVMF7VMjPPqfgEA1iEbAgAAoBjZEPAtLRPjNGVMF1WNtPYzeLxnCACuYYJa0rx58zRgwAD16NFDX3/9tQoLCyWdCZeGYahFixYaO3asDMMoWbrnxRdf1FVXXaXTp09b3D0QnFqGHvbavpJrxejLcT3VI7mG1/YJALAO2RAAAADFyIaA7+qRXENfjetp2XLfvGcIAK4L2gnqoqIiffLJJ+rQoYOGDBmipUuXljrb0TCMkuC5ZcsWTZkyRTNnzlRERERJ2Jw1a5b69eun1NRUCx8JEJwahx5XNdspj+6jW1KC3ry2o+aN78tZkAAQ4MiGAAAAKEY2BPxHy8Q4zRvfV88NSfbaiou8ZwgA7gvKa1C/+eabev3115WSklISLouvF2MYhgYPHqy///3v6tOnT6ntrrvuOjVu3FiXX365jh49KunM8j49evTQt99+q3bt2nn3gQBBLNRmqH/Ebv2Q20L5bvwqiw4P1egejWQYUnZegWIiwlQnLkr9WtRS8zqxJnYMAPBVZEMAAAAUIxsC/iciLEQXtaihXT9t17GiKO0sqKmthbVV5Mbn83jPEAA8KygnqMePH19yNmPxf0NDQ3X11Vfr0UcfLTcw9u7dW6tWrdLQoUO1bds22Ww27du3T71799Ynn3yioUOHevGRAMEnJCRE0dHRkqRoSUMiD+j7rIbKN0IrXav4GjEsw+MZZ/+syrsPAFiNbAj4J7KGf+HnBcBfkA0B/1ScNaIl1VeGmuWf5j1DH0UuBCAF6QT12apUqaJbbrlFDz30kBo3buzUNsnJyVq5cqVGjhyphQsXymaz6eTJk7r88sv1yiuv6P777/ds00AQq1mzph555JFSY3emZuquj9dpd3q203WSa8Vo0uhOLMPjQY5+VgDg68iGgP8ga/gXfl4A/BHZEPAfvGfoP8iFAKQgvgZ1fHy8/vGPfyglJUUTJ050OmQWq1atmubNm6fbbrut5IzKwsJCPfTQQxo3bpyKioo81DmAcxVfa+bNazuqW1JCufflGjEAAEfIhgAAAChGNgQCA+8ZAoDvCspPUL/++uu67bbbKlxGoiKhoaF677331Lx5cz322GOSzlyLZvLkyfrjjz/05Zdfqlq1ama0DKACEWEhGta+noa1r6cdaVlasj1daZmnuUYMAKBCZEMAAAAUIxsCgYX3DAHANwXlBPX48eNNrffQQw+padOmuv7665WTkyPDMLRw4UL16tVL3333nZKSkkzdH/5y4sQJrVu3Tjt27NDx48dVWFiouLg4JSUlqUOHDqpfv77VLTqlqKhIe/bs0ZYtW5SWlqbjx48rLy9P1atXV3x8vBo2bKjOnTurSpUqVrfqF5rXiSVUAgCcRjYMHGRDAADgLrJh4CAb4ly8ZwgAviMoJ6g9YcSIEVq6dKmGDRumQ4cOSZK2bt2q7t276+uvv1bv3r0t7jBwGIah2bNna9KkSVq6dKkKCgrKvG+7du00duxYjR07VlWrVvVil+XLz8/XihUrtGjRIv30009au3atcnJyyt0mLCxM7du319VXX61bbrlFNWrU8FK3AACgssiG3kM2JBsCAODryIbeQzYkGwIA/IPNMAzD6iYCycGDBzVs2DCtX79eNptNhmEoKiqqwhAB52zZskU333yzVq9eXant6tevr3feeUfDhg3zUGcVy8/P1//+9z99+eWXmjNnjo4fP+5yraioKN199936v//7P0VFRZnXpBetXLlSvXr1KjW2YsUK9ezZ06KOAMB/8DvUf5ANPYtseAbZEACCF78//QvZ0LPIhmf4ezbk9xoAuM6ffoeGWN1AoKlfv76WLVum4cOHq3juPzc31+KuAsMPP/yg7t27VzpkSmf+ABgxYoSeffZZD3TmnF9++UVDhgzR9OnT3QqZknT69Gm9+uqr6tChgzZu3GhOgwAAwHRkQ88hG/6FbAgAgH8gG3oO2fAvZEMAgD9ggtoDoqOj9fXXX+vBBx+0upWAsWjRIl1xxRU6efKkw9sTExPVp08fDRgwQOedd57D+xiGoX/+85968cUXPdmqWyIjI9W4cWN17dpVF1xwgTp27Ki4uLgy7799+3ZdeOGF2rx5sxe7BAAAlUE2NB/Z0DGyIQAAvo9saD6yoWNkQwCAL/O7CerXXntN//3vf3XgwAGrWymXzWbTv//9b7333nsKDQ21uh2/9ueff+rqq692eEbpJZdcol9++UWHDh3S0qVL9dNPP2nXrl3as2eP7rnnHoWE2B/iTz75pBYsWOCN1p3Sp08fvfjii1qxYoWysrK0d+9erV69WgsXLtS6deuUkZGhX375RTfeeKPDY+nIkSMaOHCgMjIyLOgeAABrkQ2DD9mQbAgAQFnIhsGHbEg2BAD4KcOPzJgxw7DZbEZISIgREhJi1K5d27jkkkuMadOmWd1auRYuXGh1C37tyiuvNCTZ/Xvqqacq3Pa7774zIiMj7bZt3LixkZOT4/nmz/Lzzz+X7L927drGE088YezcubNSNZYtW2bUr1/f4ffj9ttv91DnnrFixQq7x7BixQqr2wIAv8Dv0DPIhsGJbPgXsiEAgN+ffyEbBiey4V8CJRvyew0AXOdPv0P95hPUWVlZ+vvf/y7pzJIrhmEoPT1dW7Zs0cCBAy3urnwXXHCB1S34rWXLlmnWrFl247fccov+9a9/Vbj9kCFDNHnyZLvxlJQUvf7662a0WCm1atXSK6+8oj179ui5555T06ZNK7V979699b///U/x8fF2t73//vvavXu3Wa0CAODTyIbBiWxYGtkQAIAzyIbBiWxYGtkQAOBP/GaC+j//+Y9SU1Nls9lks9kkSVFRUfr666/VoEEDi7uDpzi67kvt2rUrFRJvvPFGXXzxxXbj//nPf3T69Gm3+quMtm3bas+ePXr44YcVHR3tcp1WrVrphRdesBsvKirS119/7U6LAAD4DbJhcCIb2iMbAgBANgxWZEN7ZEMAgL/wiwlqwzA0derUkoBpGIZsNptefPFFderUyeLu4CkHDhzQ3Llz7cYffPBBxcXFVaqWo7MmDx8+rDlz5rjYXeVVr15dMTExptS69dZblZCQYDf+ww8/mFIfAABfRjYMTmTDspENAQDBjGwYnMiGZSMbAgD8QZjVDTjjxx9/VEpKimw2W0nI7Ny5s+677z6v7H/fvn1q1KiRV/aFv3z++ecqKioqNRYWFqZbbrml0rV69Oihtm3batOmTaXGP/nkE11zzTVu9WmF0NBQXXDBBfrqq69KjaekpFjUkfecPn1af/zxR7n3Oe+88xQVFeWljlAWflYAPIVsGJzIhmUL1mxI1vAv/LwAeArZMDiRDctGNiwbWcM38LMCIPnJBPXnn39uN/bss896bf+TJ0/WO++8o06dOqlz587q3LmzunTpoqSkJK/1EIwcnQXZp08f1apVy6V6I0eOtAuaP/30k/Ly8hQREeFSTSs5+uMnNTXVgk68KzMz0y5gn2vcuHEEGB/AzwqAp5ANgxPZsHzBmA3JGv6FnxcATyEbBieyYfnIho6RNXwDPysAkp8s8b1ixYqSZXokqXXr1g6vDeIpTz31lBITE/XTTz/plVde0TXXXKOmTZvqtdde81oPwSYvL0/Lly+3G7/wwgtdrulo2+zsbP3yyy8u17RSeHi43VhIiF88pQEAcAvZMPiQDStGNgQABCuyYfAhG1aMbAgA8HU+/6p0/Phxbd++XdJf15C54YYbvNpDeHi4/vOf/8gwjJI+DMPQhx9+6NU+gsmmTZt0+vRpu/Hu3bu7XLNTp04KDQ21G1+7dq3LNa20d+9eu7G6det6vxEAALyIbBicyIYVIxsCAIIR2TA4kQ0rRjYEAPg6n5+gXr9+fUnAK+bNsyCLDRw4UBdddFFJ2JWk33//Xb///rvXewkGGzdudDjetm1bl2tGR0eradOmduMbNmxwuaZVioqKtHjxYrtxR48PAIBAQjYMTmTD8pENAQDBimwYnMiG5SMbAgD8gc9PUB8+fLjU15GRkWrfvr0lvUyYMMFu7Msvv7Sgk8D3xx9/2I1VrVpViYmJbtU977zz7MZ2797tVk0rzJ07V2lpaXbjQ4YMsaAbAAC8h2wYnMiG5SMbAgCCFdkwOJENy0c2BAD4gzCrG6jIsWPHSn3tKCh4S58+fdS+fXtt2LCh5GzIH3/8Uc8884xlPQUqR8vQ1KtXz+269evXd2pfvswwDD399NN246GhoRo+fLjX+li5cqVb2//66692Y86cWZyRkaH9+/dXWDshIcHl3mAOflaA5zj6fZmdnW1BJ95HNgxOZMOyBXM2JGv4F35egGcEcy6UyIbBimxYNl/IhrxniIrwswI8x5+yoV9NUNtsNst/Kd188826//77JZ15wV+zZo1OnjypqlWrWtpXoElPT7cbq1Onjtt1HZ1J6Whfvuydd95xGNSuueYaNWjQwGt99OrVy/Sad9xxhyl1pk6dakodeB4/K8A8/nhmvyvIhsGJbFg2smH5yBr+hZ8XYI5gyYUS2TBYkQ3L5gvZ0FdzoUTW8Cf8rADz+Go29PklvkNCSrcYGRlpUSdnXHbZZaW+Liws1LJly6xpJoBlZGTYjVWrVs3tunFxcXZjp06d0qlTp9yu7Q1bt27Vo48+ajceHR2t559/3oKOAADwLrJhcCIbOkY2BAAEO7JhcCIbOkY2BAD4E5+foI6JiSn5f8MwdOLECQu7kRo1aqQWLVqUGnNmiRFUzsmTJ+3GzDjb9Ozj6Wy+usTB2bKysnTFFVc47PX5559Xo0aNLOgKAADvIhsGJ7KhPbIhAABkw2BFNrRHNgQA+Bufn6A+98w1R2fIeVv37t1lGEbJ9WS2bdtmcUeBJz8/324sLMz9FenDw8Mdjufl5bld25MKCwt19dVXOzzWLrnkEt13330WdAUAgPeRDYMT2bA0siEAAGeQDYMT2bA0siEAwB/5/DWok5KSSn29d+9enTp1SlWqVLGoI6lNmzalvt6+fbtFnTjvwIEDatiwodVtSJLGjBmj6dOnl3ufwsJCu7HQ0FC3911WjYKCArdre9K4ceM0d+5cu/EmTZro448/Lvmjx5tWrFjh1vbp6en64osv9PHHH5caf++999SuXTu3agOo2O+//253DSeef/4jOzvb7voxQ4cOtagb7yIbmoNsWH4NsmHlkQ0B/0Y29F/BnAslsqFZyIbl1yAbVo4ZuXD58uU6ePAg2RCwALnQv/lTNvT5CeqmTZuW+rqoqEjr1q1T7969LerozIt7McMwlJaWZlkvgcrRWY9mhMGyapR1hqQvePTRRzVlyhS78Zo1a2ru3LlKSEiwoCupZ8+ebteoVauWXdBs166dKbUBVB7PP/gDsmFwIhv+hWwIwFt4/sEfkA2DE9nwL76YDc147Rg+fLhWrlxJNgR8BM89eILPL/GdmJioOnXqlBr7+uuvLermjHNf2LOysizqJHBFRkbajZmxnE5ZNRztzxf861//0iuvvGI3Xr16dS1YsEAtW7a0oCsAAKxDNgxOZMMzyIYAAJRGNgxOZMMzyIYAAH/m8xPUkjRgwICSa7cYhqHPPvtMRUVFlvVz7jJBmZmZFnUSuGJjY+3GzAj0ZdVwtD+rvfDCC3r66aftxmNjYzVv3jx17NjRgq4AALAe2TD4kA3JhgAAlIVsGHzIhmRDAID/8/klviVp0KBB+uyzz0q+PnTokN5//33dfvvtlvSTk5NT6mtfvw6JJMXExGj06NFWtyFJ6tWrV4X3qVGjht3Y8ePH3d63oxpxcXE+t1TPa6+9pieeeMJuPCYmRj/88IO6d+9uQVcAAPgGsqH7yIZl1yAbAgDgX8iG7iMbll2DbAgAgGf4xQT1yJEjdc899+jUqVMlZ0M+/fTTuuaaaxQXF+f1fjIyMkp97avLvJwtPj5eM2fOtLoNpyUmJtqNpaamul3XUQ1H+7LSxIkT9dBDD9mNV6lSRd9++63+9re/WdAVAAC+g2zoPrJh2TXIhgAA+BeyofvIhmXXIBsCAOAZfrHEd9WqVXXVVVfJMIySsdTUVI0dO9aSfvbv31/qa0dn7cE9SUlJdmMHDx5UYWGhW3X37dvn1L6sMmnSJI0fP95uPDIyUnPmzNGAAQMs6AoAAN9CNgw+ZMPSyIYAAPyFbBh8yIalkQ0BAP7ILyaoJWnChAkly6kUnw05e/ZsPfPMM17vZdmyZSX/b7PZ1KBBA6/3EOiaNWtmN5afn6+9e/e6VXfnzp1O7csK7733nu655x678YiICM2ePVuDBg2yoCsAAHwT2TC4kA3/QjYEAMAe2TC4kA3/QjYEAPgrv5mgTk5O1m233VZyNuTZS/a88MILXusjLy9PS5cuLdm/JLVq1cpr+w8WHTt2dDi+YcMGl2seOXJEBw4csBvv0KGDyzXNMnXqVI0bN67U2b6SFB4eri+//FKXXnqpRZ0BAOCbyIbBhWx4BtkQAADHyIbBhWx4BtkQAODP/GaCWpJefPFFNW7cuOTr4rA3YcIE3XLLLcrNzfV4Dx9++KGOHTtWaqxr164e32+wOe+88xwugbRixQqXa65cudLhePfu3V2uaYYZM2bo9ttvtwuZYWFh+vzzzzV8+HCLOgMAwLeRDYMH2ZBsCABARciGwYNsSDYEAPg/v5qgrlq1qmbOnKnQ0NCSseKwOWPGDPXo0UPr1q3z2P5PnjypF154QTabrdT4JZdc4rF9BiubzaYLL7zQbnz+/Pku13S0bWJiotq2betyTXd9/PHHuuWWW1RUVFRqPCwsTJ9++qkuv/xyizoDAMD3kQ2DB9mQbAgAQEXIhsGDbEg2BAD4P7+aoJak3r17a8qUKaXOGisOmxs2bFD37t01fvx4HT582PR9jxkzRnv27JEkGYYhm82mbt26qVGjRqbvC9KwYcPsxjZt2qQtW7ZUulZBQYG++uorp/bhLZ9//rnGjBljFzJDQ0M1c+ZMjRw50qLOAADwH2TD4EE2JBsCAFARsmHwIBuSDQEA/s3vJqilM4HvpZdesgubklRYWKi33npLSUlJuu+++7R//36395eTk6Nrr71WX3/9td1ZkOPGjXO7Phy7/PLLFRMTYzc+ceLEStf66quvlJaWZjd+/fXXu9Sbu2bPnq3rr79ehYWFpcZDQ0P14Ycf6uqrr7akLwAA/BHZMDiQDQEAgDPIhsGBbAgAgH/zywlqSXrkkUf03nvvKSTkr4dgs9lKzoo8deqU3n77bZ133nkaOHCg3nvvPaWnp1dqH0VFRfr000/VuXNnffHFF6Vus9lsat68uWVBJRjExMTopptushv/4IMPtGPHDqfr5Obm6h//+Ifd+Pnnn6++ffs6XWf69Oklx9jZ/6ZPn+50DUn673//q2uuuUYFBQWlxkNCQjR9+nRdd911laoHAADIhsGAbAgAAJxFNgx8ZEMAAPxbmNUNuOO2225TgwYNdOONN+ro0aMlZykW/9cwDBUUFGjRokVatGiR7rnnHrVs2VIdO3ZUp06d1Lx5c1WvXl3x8fGKiYlRVlaWjh07pp07d2rZsmX63//+p4MHD5accXl23ZCQEL377rulgi7M98gjj+j9999Xbm5uyVh+fr5Gjx6tpUuXqkqVKhXWeOCBB7Rr1y678QkTJpjaqzPmzZunUaNGKT8/v9R4SEiIpk2bxh8uAAC4gWwY+MiGAADAWWTDwEc2BADAf/n1BLUkDR48WOvWrdPo0aO1bNmyUkvpnB0MpTPL+GzevFlbtmzRxx9/XGFtR0sBFV9DZsKECerXr5+ZDwUONG7cWI899pieeeaZUuNr1qzR0KFD9fnnn6tmzZoOty0oKNDDDz+sd955x+62fv36adSoUR7puSzLli3T5Zdfrry8PLvbbrvtNjVv3lyrVq1yez+tW7dWXFyc23UAAPBHZMPARjasPLIhACCYkQ0DG9mw8siGAABf4fcT1JLUsGFDLV26VJMnT9bf//53HT9+3GHglM4ExbMDZHnOvW5Msdtvv13/+te/3OoZznvyySc1b948rV69utT4Tz/9pJYtW+r+++/X8OHD1axZM4WFhWn//v368ccf9cYbb2jr1q129eLj4zVjxgxvtV/ixx9/1OnTpx3e9t577+m9994zZT+LFi1S//79TakFAIA/IhsGNrJh5ZANAQDBjmwY2MiGlUM2BAD4ioCYoC52++23a9SoUXr55Zf11ltvKTs72y4slhUeK2IYhkJDQ/XUU09ZssRLMIuIiNDs2bPVp08f7dmzp9RtR48e1T/+8Q+H14pxpEqVKpo1a5YaN27siVZRST179nT6Dz8A5uL5h2BANgxMZMPAxWsTYB2efwgGZMPARDYMXLw2AdbguQdvCbgLocTHx+uFF15QSkqKXnrpJSUnJ5ec/ejKk6p4u86dO+vnn38mZFqkfv36WrJkiTp27OhyjVq1amnu3LkaMGCAiZ0BAABfRjYMTGRDAADgCrJhYCIbAgDgfwJugrpYQkKCHnnkEe3cuVOrVq3SY489pvbt2yskJKRU8CzvX1RUlC6//HL98MMP+vXXX9WjRw+rH1ZQa9iwoVasWKEnn3xSUVFRTm9ns9l01VVXaf369Vz/BwCAIEU2DDxkQwAA4CqyYeAhGwIA4F9sRpB9Vj87O1tr167Vjh07tGfPHh09elTZ2dkqKChQVFSUatasqSZNmqhDhw7q3LlzpQINvCc9PV3Tpk3Tf//7X61Zs0a5ubmlbg8JCVGrVq00ePBg3XLLLWrVqpVFnQIAAF9GNgwMZEMAAGAGsmFgIBsCAOD7gm6CGoGnsLBQ+/fv1/Hjx1VYWKi4uDg1bNiQPxIAAACCENkQAAAAxciGAAD4JiaoAQAAAAAAAAAAAABeEbDXoAYAAAAAAAAAAAAA+BYmqAEAAAAAAAAAAAAAXsEENQAAAAAAAAAAAADAK3x6grqwsNDqFtwWCI8BAADAFwRCrgqExwAAAOALAiFXBcJjAAAAcIVPT1C3atVKs2bNsroNlxw6dEi33367XnrpJatbAQAACAhkQwAAABQjGwIAAPgvn56g3rVrl6666ir16tVLCxcutLodpxw9elRPPPGEmjVrpqlTp6qgoMDqlgAAAAIC2RAAAADFyIYAAAD+y6cnqIutWrVKgwYNUteuXfX1119b3Y5D+/bt03333afGjRvrpZdeUk5OjtUtAQAABCSyIQAAAIqRDQEAAPyPX0xQ22w2GYahtWvXauTIkTrvvPP00ksv6fDhw1a3prlz5+qyyy5T06ZN9fbbbysnJ0eGYchms1ndGgAAQEAiGwIAAKAY2RAAAMD/2AzDMKxuoiwvvPCCnn/+eWVnZ5cEt+J2bTabwsLCNHjwYI0cOVLDhw9XXFycV/r65ZdfNGvWLH3xxRfav3+/XV/FX/fu3Vvvv/++WrRo4ZW+AAAAAhnZEAAAAMXIhgAAAP7LpyeoJenAgQO6//77NXv27FJnF54b7MLDw9WvXz8NGDBA/fv3V9euXRUaGmpaD4sXL9bixYu1YMECHTx4sFQPZ/dhGIbq1Kmjl156STfeeKMp+wcAAMAZZEMAAAAUIxsCAAD4J5+foC62dOlSPfHEE1qxYoXDwCmp1HhkZKRat26tdu3aqW3btmrYsKHq16+vevXqqWrVqqpSpYqioqJUUFCgU6dO6dSpU0pPT9fBgwd14MAB7dy5U7///rs2btyotLS0CvdnGIZiY2P1wAMP6KGHHlJsbKynvhUAAABBj2wIAACAYmRDAAAA/+I3E9TFvv/+ez311FNat26dJPuwdy53r+lybs1z6xmGoapVq+rOO+/UY489pho1ari1PwAAADiPbAgAAIBiZEMAAAD/4HcT1MUWL16s1157Td9//70Mw3AYKM14aOXVbdCgge69917dfvvtqlatmtv7AgAAgGvIhgAAAChGNgQAAPBtfjtBXWzPnj2aPn26Pv74Y+3evbtk3N0zIM9V/G2KiIjQ0KFDdeONN2rIkCGmXa8GAAAA7iMbAgAAoBjZEAAAwDf5/QT12VatWqVvv/1Wc+fO1YYNG8q87ktFzv2WxMfHa9CgQbr00ks1bNgwVa9e3ayWAQAA4CFkQwAAABQjGwIAAPiOgJqgPtvhw4e1atUq/frrr1q3bp127typffv2KS8vr9ztateurSZNmqhdu3bq2rWrunbtqvbt2yskJMRLnQMAAMBsZEMAAAAUIxsCAABYK2AnqMuSmpqq48ePKycnRzk5OQoPD1d0dLSqVq2qunXrKioqyuoWgaCxZcsWbdq0SX/++adOnjypqKgo1apVS61atVLHjh0VHh5udYuATzh16pS2bNminTt3KiMjQydOnFB4eLji4+MVHx+v1q1bq0WLFqYvU1ee9PR0/fbbb9q1a5dOnDghSapWrZqaNm2qjh07qlatWl7rBXAH2RDwHWRDoGLkQsCzyIaA7yAbAhUjG8KfBd0ENQBr7d+/XxMnTtQnn3yiP//8s8z7xcbGavjw4brvvvvUrVs3L3YIWO/w4cNatGiRfvrpJy1ZskQ7d+5UUVFRudvEx8erT58+uvXWWzVkyBCPnMGfl5enjz/+WO+9955Wr15tt7RdMZvNpu7du+v222/X9ddfzx+NAIAykQ2B8pELAQDBhGwIlI9siEDCBDUArygqKtKLL76o//u//9OpU6cqte0NN9ygN998U9WqVfNQd4D10tLSNGvWLH355ZdaunRpheGyPE2aNNHEiRM1bNgw0/pbvny5xo4dq+3bt1dqu5YtW2rq1Knq1auXab0AAPwf2RAoG7kQABBsyIZA2ciGCFRMUAPwuFOnTmnUqFH6/vvvXa7RrFkzzZ8/X0lJSSZ2BviOW2+9VVOnTjW15k033aR3331XkZGRbtX54IMPdOeddyo/P9+l7cPDw/Xee+/p5ptvdqsPAEBgIBsC5SMXAgCCCdkQKB/ZEIEqzOoGAAS2wsJCXXnllZo7d67D28PDw9W6dWvVrFlTWVlZ2rJli06ePGl3v507d+qCCy7QihUrVLduXU+3Dfik+Ph41a5dW7Vr15Z05pouO3bsKPPMyenTp+vo0aOaNWuWy0vmzJw5U7feemuZS/M0btxYTZo0kWEY2rNnj/bv3293n/z8fI0dO1aRkZG67rrrXOoDABAYyIaAOciFAIBAQDYEzEE2hF8yAMCDnnjiCUOS3b/q1asbr7/+unH8+PFS98/LyzO++uoro3nz5g6369evn1FQUGDRowE8Z+zYsXbHe9WqVY0bb7zRmDZtmvHHH3843O7EiRPGJ598YnTs2NHhc0aScdttt7nU08aNG40qVao4rDl69Ghjy5Ytdtts2rTJuPbaax1uU6VKFWPjxo0u9QIACAxkQ6Bi5EIAQLAgGwIVIxsiUDFBDcBj1q9fb4SGhtq94CQlJZX5wlns5MmTxsUXX+zwBeutt97y0iMAvOfssNmzZ09j2rRpxsmTJ53evrCw0Hj66acdPmdsNpuxfPnySvVTWFhodO3a1a5WSEiI8f7771e4/eTJkw2bzWa3fbdu3YyioqJK9QIACAxkQ8A55EIAQDAgGwLOIRsiUDFBDcBjLrzwQrsXmpiYGGPr1q1ObZ+dnW20adPGrkZCQoKRlZXl4e4B7xo7dqzRu3dv43//+59bdV588UWHgbN///6VqvPRRx85rPPMM884XaOs8Pvxxx9X9mEBAAIA2RBwDrkQABAMyIaAc8iGCFQ2wyhjgXgAcMOaNWvUtWtXu/EXX3xRjz32mNN1Vq5cqV69etmNv/rqq3rwwQfd6hHwJQcPHlT9+vVNqdWrVy+tXLmy1FhISIgOHTpUci2airRr106bNm0qNda2bVutX79eoaGhTtUoKChQhw4dtHnzZrvaGzdudKoGACAwkA0B55ELAQCBjmwIOI9siEAVYnUDAALT5MmT7cZq1Kihe++9t1J1evbsqYsvvthufMqUKS73Bvgis4KmJD3yyCN2Y0VFRZo/f75T269YscIuaErShAkTnA6akhQWFqYJEybYjf/+++9atWqV03UAAP6PbAg4j1wIAAh0ZEPAeWRDBComqAGYrqCgQF999ZXd+OjRoxUdHV3perfddpvd2LZt27Ru3TqX+gMC3UUXXSSbzWY3npKS4tT2n376qd1YjRo1dMUVV1S6lyuvvFIJCQl245988kmlawEA/BPZELAOuRAA4GvIhoB1yIbwJUxQAzDdqlWrdOzYMbvxK6+80qV6Q4YMUZUqVezG586d61I9INBVrVpV8fHxduOpqalObe/ouTV8+HCFh4dXupfw8HANHz7cqX0AAAIT2RCwDrkQAOBryIaAdciG8CVMUAMw3aJFi+zGoqOj1bNnT5fqRUVFObyezE8//eRSPSAYOAqGISEVv+zv379ff/zxh934hRde6HIvjrbdtWuX9u/f73JNAID/IBsC1iIXAgB8CdkQsBbZEL6CCWoApvv111/txjp27OjSmVTFunXrZjfGUj2AY9nZ2UpPT7cbr1u3boXbOnr+SlL37t1d7sfR81eS1q5d63JNAID/IBsC1iEXAgB8DdkQsA7ZEL6ECWoAptu4caPdWNu2bd2qef7559uNHT9+3OnrYwDBZMmSJSoqKrIbb9q0aYXbOnr+VqlSReedd57L/TRr1kxRUVF24xs2bHC5JgDAf5ANAeuQCwEAvoZsCFiHbAhfwgQ1AFPl5eU5XILDmRe58pT1Qrd792636gKBaNq0aXZj4eHhGjRoUIXbOlqqJzk5WTabzeV+bDabkpOT7cZ5/gJA4CMbAtYiFwIAfAnZELAW2RC+hAlqAKbav3+/w7Ow6tev71bdsrbfu3evW3WBQLNhwwbNnj3bbnzAgAGqVq1ahds7ek65+/wtqwbPXwAIfGRDwDrkQgCAryEbAtYhG8LXMEENwFSOrmEhSXXq1HGrblnbl7U/IBgVFhbqzjvvdPjH3iOPPOJUDUfPKXefv5KUmJjo1L4AAIGFbAhYg1wIAPBFZEPAGmRD+CImqAGYKiMjw+G4M2dhlSc0NFQxMTF240ePHnWrLhBInnvuOa1atcpufMiQIRo4cKBTNRw9h919/kpSXFyc3RjPXwAIfGRDwBrkQgCALyIbAtYgG8IXMUENwFQnT550OF61alW3azsKmtnZ2W7XBQLB/Pnz9fTTT9uNV6tWTZMmTXK6jqPnMM9fAICryIaA95ELAQC+imwIeB/ZEL6KCWoApsrPz3c4HhYW5nbt8PBwu7G8vDy36wL+bsuWLbr66qsdLtPz7rvvqlGjRk7XcvQc5vkLAHAV2RDwLnIhAMCXkQ0B7yIbwpcxQQ3AVIWFhQ7HQ0ND3a7tqEZBQYHbdQF/dvDgQV166aU6ceKE3W333nuvrrnmmkrVc/Qc5vkLAHAV2RDwHnIhAMDXkQ0B7yEbwtcxQQ3AVGWdNWXGi4qjGo7OsAKCRXp6ugYNGqSUlBS720aMGKHXX3+90jUdPYd5/gIAXEU2BLyDXAgA8AdkQ8A7yIbwB0xQAzBVZGSkw3EzluVwVKOs/QGB7tixYxo0aJC2bNlid9ugQYP0+eefu3QWo6PnFM9fAICryIaA55ELAQD+gmwIeB7ZEP6CCWoApoqNjXU4npWV5XZtRzXi4uLcrgv4m8zMTF188cVav3693W39+vXTnDlzXA5yjp7DPH8BAK4iGwKeRS4EAPgTsiHgWWRD+BMmqAGYqkaNGg7Hjx8/7lbd06dPKzc31+n9AYHq5MmTGjx4sH799Ve723r16qXvvvtOVapUcbm+o+eUu8/fsmrw/AWAwEc2BDyHXAgA8DdkQ8BzyIbwN0xQAzBVYmKiw/HU1FS36pa1fVn7AwJRdna2Lr30Uq1YscLutm7dumnu3LmqWrWqW/tw9Jxy9/lbVg2evwAQ+MiGgGeQCwEA/ohsCHgG2RD+iAlqAKaqV6+ew2VC9u3b51bdsrZPSkpyqy7gL3JycjR06FD9/PPPdrd16tRJ8+fPN2X5G0fPKXefv2XV4PkLAIGPbAiYj1wIAPBXZEPAfGRD+CsmqAGYymaz6bzzzrMb37Fjh1t1d+7c6XC8adOmbtUF/MGpU6c0fPhwLV682O62888/X//73/9UvXp1U/bVrFkzu7GUlBTl5eW5XDM3N9dh2HS0LwBAYCEbAuYiFwIA/BnZEDAX2RD+jAlqAKbr2LGj3diGDRvcqvnbb7/ZjTVo0EA1a9Z0qy7g606fPq0RI0Zo4cKFdre1bdtWCxcuVEJCgmn7c/T8LSws1KZNm1yu+fvvv6uwsNBuvEOHDi7XBAD4D7IhYA5yIQAgEJANAXOQDeHvmKAGYLru3bvbjW3ZskUnTpxwuebKlSud2g8QSHJzc3XFFVfof//7n91trVq10sKFC03/Y6tLly4KCbGPB46uYeMsR8/f0NBQde7c2eWaAAD/QTYE3EcuBAAECrIh4D6yIQIBE9QATDdw4EC7scLCQv34448u1Tt8+LDDMyEd7QcIFHl5eRo5cqTmzp1rd1uLFi30008/qXbt2qbvt3r16urSpYvd+Pz5812u6WjbLl26mLbEEADAt5ENAfeQCwEAgYRsCLiHbIhAwQQ1ANO1atXK4fVkPv/8c5fqffHFFzIMo9SYzWbT0KFDXaoH+LqCggJdffXV+u677+xua968uRYtWqTExESP7X/YsGF2YwsWLNCxY8cqXSsjI8Ph2ZzDhw93qTcAgP8hGwKuIxcCAAIN2RBwHdkQgYQJagAecf3119uNzZkzR/v3769UHcMw9Pbbb9uN9+/fXw0aNHC5P8BXFRYW6tprr9WcOXPsbmvatKl++ukn1a1b16M9jB49WjabrdRYXl6e3nvvvUrXmjx5svLy8kqN2Ww2XXfddW71CADwL2RDoPLIhQCAQEU2BCqPbIhAwwQ1AI+4/fbbFRERUWosPz9fEyZMqFSdadOmadu2bXbj99xzj1v9Ab6oqKhIN954o7766iu725KTk7Vo0SLVr1/f430kJSXp0ksvtRt/5ZVXdPToUafrHDlyRC+//LLd+NChQ9WkSRN3WgQA+BmyIVA55EIAQCAjGwKVQzZEIGKCGoBH1KtXT7fccovd+Icffqgvv/zSqRo7duzQgw8+aDfetm1bXXbZZe62CPgUwzA0duxYffLJJ3a3JSUladGiRV49+9fRH4UZGRm6+eabVVRUVOH2hYWFuvnmm+2W+LHZbHryySdN6xMA4B/IhoDzyIUAgEBHNgScRzZEoLIZ516gAQBMcuTIEbVo0UIZGRmlxiMjIzVt2jRde+21ZW7722+/afjw4Tpw4IDdbT/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",
      "text/plain": [
       "<Figure size 2000x1200 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(2, 3, figsize=(5, 3), dpi=400)\n",
    "\n",
    "for index_site in [0, 1, 2]:\n",
    "    Q_i = Qubit_Pair[index_site][0]\n",
    "    Q_j = Qubit_Pair[index_site][1]\n",
    "    axs[0, index_site].errorbar(times/1e3,  Correlator_mean[index_site], yerr = Correlator_std[index_site],\n",
    "                                                                marker='.',ls='-')\n",
    "    axs[0, index_site].errorbar(times_density/1e3,  ZZ_all_mean[index_site], yerr = ZZ_all_var[index_site],\n",
    "                                                                marker='.',ls='-')\n",
    "\n",
    "    #axs[0, index_site].set_xscale('log')\n",
    "    axs[0, index_site].set_xlim(-0.1,30)\n",
    "    axs[0, index_site].set_xlabel('Time $T$, ($\\mu$s)')\n",
    "    axs[0, index_site].set_ylabel('$(C_{XX} +C_{YY})/2$')\n",
    "    axs[0, index_site].set_title(f'$Q_{Q_i} - Q_{Q_j}$')\n",
    "    axs[0, index_site].axhline(0.0, linestyle ='--', linewidth = 0.5)\n",
    "    axs[0, index_site].set_ylim(-0.2, 0.2)\n",
    "    axs[0, index_site].axvline(sup_time_data, c='grey', ls=':')\n",
    "    axs[0, index_site].axvline(sub_time_data, c='grey', ls=':')\n",
    "\n",
    "for index_site in [0, 1, 2]:\n",
    "    Q_i = Qubit_Pair[3 + index_site][0]\n",
    "    Q_j = Qubit_Pair[3 + index_site][1]\n",
    "    axs[1, index_site].errorbar(times/1e3, Correlator_mean[3+index_site], yerr = Correlator_std[3+index_site],\n",
    "                                                                marker='.',ls='-')\n",
    "    axs[1, index_site].errorbar(times_density/1e3,  ZZ_all_mean[3+index_site], yerr = ZZ_all_var[3+index_site],\n",
    "                                                                marker='.',ls='-')\n",
    "\n",
    "\n",
    "    #axs[1, index_site].set_xscale('log')\n",
    "    axs[1, index_site].set_xlim(-0.1,30)\n",
    "    axs[1, index_site].set_xlabel('Time $T$, ($\\mu$s)')\n",
    "    axs[1, index_site].set_ylabel('$(C_{XX} +C_{YY})/2$')\n",
    "    axs[1, index_site].set_title(f'$Q_{Q_i} - Q_{Q_j}$')\n",
    "    axs[1, index_site].axhline(0.0, linestyle ='--', linewidth = 0.5)\n",
    "    axs[1, index_site].set_ylim(-0.2, 0.2)\n",
    "    axs[1, index_site].axvline(sup_time_data, c='grey', ls=':')\n",
    "    axs[1, index_site].axvline(sub_time_data, c='grey', ls=':')\n",
    "\n",
    "#axs[1, -1].legend(bbox_to_anchor=(1.2, 3))\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "425b5ce8-af3f-4976-887e-f29a1e58e8b3",
   "metadata": {},
   "source": [
    "# Example calculate $E(t)$"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e65584b2-bc2f-43b9-a513-133c3fbecbcd",
   "metadata": {},
   "source": [
    "Since we measured XX,YY correlation and NN correlation with different time points, we fitting N(t) and the correlation function $\\langle N_i(t) N_j(t)\\rangle$ to calculate the energy."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d75ad6a6-8892-4c5a-a50d-5a3aef554a56",
   "metadata": {},
   "source": [
    "- Two_body_correlator_list, all the XX/X-X, YY/Y.-Y two-body correlation (not connected correlation function), with the shape (index_pm, repeat_num, index_pair, index_pauli, index_times) = (2, 4, 6, 2, 21)\n",
    "- N_tot, total particle in the lattice, with the shape (index_times,) = (46,)\n",
    "- NN_mean, the mean excitation of NN correlation, from 9 dataset, with 16,000 shots per dataset,in the lattice, with the shape (index_pair, index_times,) = (6, 46,)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "7050c038-71d6-4569-b77f-0584659bdd19",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "collective_decay, in-phase, correlator\n",
      "['times', 'repeat_num', 'Two_body_correlator_list', 'Correlator_mean', 'Correlator_error', 'Correlator_std', 'note']\n"
     ]
    }
   ],
   "source": [
    "infile = 'data/in_phase_correlator.npz'\n",
    "exp_data = np.load(infile)\n",
    "print(exp_data['note'])\n",
    "print(exp_data.files)\n",
    "\n",
    "times = exp_data['times']\n",
    "repeat_num = exp_data['repeat_num']\n",
    "Two_body_correlator_list  = exp_data['Two_body_correlator_list']\n",
    "\n",
    "Qubit_Pair = [[0,1], [1,2], [2,3], [0,2], [0,3], [1,3]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "4a44cce0-4102-401a-a063-7478ffa4aa75",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['times_density', 'N_tot', 'NN_mean', 'ZZ_all_mean', 'ZZ_all_var']\n"
     ]
    }
   ],
   "source": [
    "infile = 'data/in_phase_zz_correlator.npz'\n",
    "exp_data = np.load(infile)\n",
    "print(exp_data.files)\n",
    "\n",
    "times_density = exp_data['times_density']\n",
    "N_tot = exp_data['N_tot']\n",
    "NN_mean = exp_data['NN_mean']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d126374f-d19e-4f48-92de-2a0340fdf97a",
   "metadata": {},
   "source": [
    "## Load energy spectrum and fiting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "67c74535-8877-44a9-a8de-f38051c53399",
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.interpolate import CubicSpline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "3e917c05-f4a3-4022-a241-32de61137e79",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['es', 'ns', 'ns_tot', 'ζ_zz', 'note']\n"
     ]
    }
   ],
   "source": [
    "outfile = 'data/spectrum_withU2_qihao.npz'\n",
    "npzfile = np.load(outfile)\n",
    "print(npzfile.files)\n",
    "\n",
    "es = npzfile['es'] / 5.95\n",
    "ns = npzfile['ns']\n",
    "ζ_zz = npzfile['ζ_zz']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "04bf27d3-6ff4-4963-ab2b-aa170a8a2d4c",
   "metadata": {},
   "outputs": [],
   "source": [
    "N_tot_function = CubicSpline(times_density, N_tot, bc_type='natural')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "c69f1657-25fd-403b-a436-e766bedebf7e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Build a dict of splines keyed by the pair tuple\n",
    "NN_splines = {}\n",
    "for k, (i, j) in enumerate(Qubit_Pair):\n",
    "    NN_splines[(i, j)]     = CubicSpline(times_density, NN_mean[k], bc_type='natural')\n",
    "    NN_splines[(j, i)]     = NN_splines[(i, j)]                       # symmetry"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "04993b5e-0bce-4d24-97e9-5cec4e772e4c",
   "metadata": {},
   "source": [
    "## from XX, YY to Kinetic energy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "967ebd36-400a-409a-85a9-ce1202b184c2",
   "metadata": {},
   "outputs": [],
   "source": [
    "XXYY = np.zeros((6, repeat_num, 2, len(times)))\n",
    "XXYY_error = np.zeros((6, repeat_num, 2, len(times)))\n",
    "\n",
    "for index_r in range(repeat_num):\n",
    "    for index_qubit in range(len(Qubit_Pair)):\n",
    "        q_index_0 = Qubit_Pair[index_qubit][0]\n",
    "        q_index_1 = Qubit_Pair[index_qubit][1]\n",
    "    \n",
    "        for index_obs in range(2):\n",
    "            XXYY[index_qubit, index_r, index_obs, :] += Two_body_correlator_list[0, index_r, index_qubit, index_obs, :]  # XX\n",
    "            XXYY[index_qubit, index_r, index_obs, :] -= Two_body_correlator_list[1, index_r, index_qubit, index_obs, :]  # X-X\n",
    "\n",
    "            XXYY_error[index_qubit, index_r, index_obs, :] += Two_body_correlator_list[0, index_r, index_qubit, index_obs, :] \n",
    "            XXYY_error[index_qubit, index_r, index_obs, :] += Two_body_correlator_list[1, index_r, index_qubit, index_obs, :]\n",
    "\n",
    "                \n",
    "XXYY_mean = XXYY.mean(axis = 1).mean(axis = 1)/2          # (XX+YY - X(-X) - Y(-Y))/2\n",
    "XXYY_error = XXYY_error.mean(axis = 1).mean(axis = 1)/2   # (XX+YY + X(-X) + Y(-Y))/2\n",
    "XXYY_std = (XXYY.mean(axis = 2)/2).std(axis = 1)/np.sqrt(repeat_num)   # std[(XX+YY - X(-X) - Y(-Y))/2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "e8f20a4b-219e-49f6-871f-ec489ce6b1dc",
   "metadata": {},
   "outputs": [],
   "source": [
    "J_NN = 1         # normalized the energy to J_NN = = 5.95\n",
    "J_NNN = 0.1      # normalized the energy to J_NN\n",
    "\n",
    "energy_nn = J_NN * XXYY_mean[0:3].sum(axis=0)\n",
    "energy_nnn = J_NNN * XXYY_mean[[3, 5]].sum(axis=0)\n",
    "energy = energy_nn + energy_nnn\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "57649a16-47ff-4ecd-ad02-c7b063d78d41",
   "metadata": {},
   "outputs": [],
   "source": [
    "# density fitting\n",
    "density = N_tot_function(times)\n",
    "\n",
    "NiNj = np.zeros((6, len(times)))\n",
    "\n",
    "for index_pair, qubit_pair in enumerate(Qubit_Pair):\n",
    "    NiNj[index_pair] = ζ_zz[qubit_pair[0],qubit_pair[1]]/5.95 * NN_splines[tuple(qubit_pair)](times)\n",
    "\n",
    "energy_NN = NiNj.sum(axis=0)\n",
    "energy_total = energy + energy_NN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "b12be3af-4f40-4cc3-9345-581e096f6bbb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Energy')"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(density, energy_total, label = 'Energy with U2 Correction')\n",
    "plt.plot(density, energy, label = 'Energy without U2 Correction')\n",
    "plt.legend()\n",
    "plt.xlabel(\"Total Particle\")\n",
    "plt.ylabel(\"Energy\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "873d32f5-7c5c-4dd9-b427-d173a647f172",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
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