{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 02 - Reverse Time Migration\n", "\n", "This notebook is the second in a series of tutorial highlighting various aspects of seismic inversion based on Devito operators. In this second example we aim to highlight the core ideas behind seismic inversion, where we create an image of the subsurface from field recorded data. This tutorial follows on the modelling tutorial and will reuse the modelling operator and velocity model.\n", "\n", "## Imaging requirement\n", "\n", "Seismic imaging relies on two known parameters:\n", "\n", "- **Field data** - or also called **recorded data**. This is a shot record corresponding to the true velocity model. In practice this data is acquired as described in the first tutorial. In order to simplify this tutorial we will generate synthetic field data by modelling it with the **true velocity model**.\n", "\n", "- **Background velocity model**. This is a velocity model that has been obtained by processing and inverting the field data. We will look at this methods in the following tutorial as it relies on the method we are describing here. This velocity model is usually a **smooth version** of the true velocity model." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Imaging computational setup\n", "\n", "In this tutorial, we will introduce the back-propagation operator. This operator simulates the adjoint wave-equation, that is a wave-equation solved in a reversed time order. This time reversal led to the naming of the method we present here, called Reverse Time Migration. The notion of adjoint in exploration geophysics is fundamental as most of the wave-equation based imaging and inversion methods rely on adjoint based optimization methods.\n", "\n", "## Notes on the operators\n", "\n", "As we have already described the creation of a forward modelling operator, we will use a thin wrapper function instead. This wrapper is provided by a utility class called `AcousticWaveSolver`, which provides all the necessary operators for seismic modeling, imaging and inversion. The `AcousticWaveSolver` provides a more concise API for common wave propagation operators and caches the Devito `Operator` objects to avoid unnecessary recompilation. Operators introduced for the first time in this tutorial will be properly described.\n", "\n", "As before we initialize printing and import some utilities. We also raise the Devito log level to avoid excessive logging for repeated operator invocations." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "%matplotlib inline\n", "\n", "from devito import configuration\n", "configuration['log-level'] = 'WARNING'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Computational considerations\n", "\n", "Seismic inversion algorithms are generally very computationally demanding and require a large amount of memory to store the forward wavefield. In order to keep this tutorial as lightweight as possible we are using a very simple\n", "velocity model that requires low temporal and spatial resolution. For a more realistic model, a second set of preset parameters for a reduced version of the 2D Marmousi data set [1] is provided below in comments. This can be run to create some more realistic subsurface images. However, this second preset is more computationally demanding and requires a slightly more powerful workstation." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Configure model presets\n", "from examples.seismic import demo_model\n", "\n", "# Enable model presets here:\n", "preset = 'layers-isotropic' # A simple but cheap model (recommended)\n", "# preset = 'marmousi2d-isotropic' # A larger more realistic model\n", "\n", "# Standard preset with a simple two-layer model\n", "if preset == 'layers-isotropic':\n", " def create_model(grid=None):\n", " return demo_model('layers-isotropic', origin=(0., 0.), shape=(101, 101),\n", " spacing=(10., 10.), nbl=20, grid=grid, nlayers=2)\n", " filter_sigma = (1, 1)\n", " nshots = 21\n", " nreceivers = 101\n", " t0 = 0.\n", " tn = 1000. # Simulation last 1 second (1000 ms)\n", " f0 = 0.010 # Source peak frequency is 10Hz (0.010 kHz)\n", "\n", "\n", "# A more computationally demanding preset based on the 2D Marmousi model\n", "if preset == 'marmousi2d-isotropic':\n", " def create_model(grid=None):\n", " return demo_model('marmousi2d-isotropic', data_path='../../../../data/',\n", " grid=grid, nbl=20)\n", " filter_sigma = (6, 6)\n", " nshots = 301 # Need good coverage in shots, one every two grid points\n", " nreceivers = 601 # One receiver every grid point\n", " t0 = 0.\n", " tn = 3500. # Simulation last 3.5 second (3500 ms)\n", " f0 = 0.025 # Source peak frequency is 25Hz (0.025 kHz)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# True and smooth velocity models\n", "\n", "First, we create the model data for the \"true\" model from a given demonstration preset. This model represents the subsurface topology for the purposes of this example and we will later use it to generate our synthetic data readings. We also generate a second model and apply a smoothing filter to it, which represents our initial model for the imaging algorithm. The perturbation between these two models can be thought of as the image we are trying to recover." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAApkAAAIhCAYAAAAFNqFKAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjMsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvZiW1igAAAAlwSFlzAAAPYQAAD2EBqD+naQAAhcNJREFUeJzt3Xl4Tdf+x/H3yYhEJkGQBFVDiypFuYkOiRpbpSlaVdLqLVVDy20lWkqraC96TdVJDS01lgraElQNrZp/N9RUWjGVBEkIIcn+/aHnXKcZnJycxBGf1/Ps58nZe621197xON98915rmQzDMBARERERcSCXm90BERERESl5FGSKiIiIiMMpyBQRERERh1OQKSIiIiIOpyBTRERERBxOQaaIiIiIOJyCTBERERFxOAWZIiIiIuJwCjJFRERExOGcPshcuHAhDz30EP7+/nh5edGgQQPef/99rl69ald727dvp3PnzlSsWJFSpUpRvXp1+vfvz+nTpx3ccxEREbkVzZkzhx49etCgQQMqVKiAu7s7vr6+NG3alDFjxnDhwoUCtTdixAhMJlO+2759+/Ksf+jQIaKjowkODsbT05Pg4GCio6M5fPhwYS+1SJmceVnJV155hYkTJ+Lm5kZERATe3t6sXbuW8+fPEx4ezqpVqyhdurTN7S1atIinn36azMxMmjRpQvXq1dm2bRuHDx+mYsWKbNy4kTvvvLMIr0hEREScXXh4OJs3b+auu+4iJCSEgIAA/vzzT3766ScuXbrEnXfeyfr166lcubJN7Y0YMYKRI0fSoEED7r333lzLjBkzhkqVKuXYv2nTJlq1akV6ejp169alXr16JCQksGfPHry8vIiPj6dZs2aFudyiYzipJUuWGIDh7e1tbN++3bL/zJkzRv369Q3AGDx4sM3tHT9+3ChTpowBGB9//LFlf2ZmptG9e3cDMJo0aWJkZ2c79DpERETk1vLzzz8bycnJOfYnJSUZ4eHhBmA89dRTNrf31ltvGYDx1ltvFagfFy9eNCpXrmwARmxsrNWx2NhYAzBCQkKM9PT0ArVbXJz2cfno0aMBiImJoVGjRpb9gYGBfPjhhwBMmTKFlJQUm9r7z3/+Q3p6Oi1btuTFF1+07Hd1dWXatGn4+vqydetWVq1a5cCrEBERkVvN/fffT0BAQI795cqVs8QnxREvzJw5kxMnTlCrVi1GjRpldWzUqFHUqlWLxMREZs+eXeR9sYdTBpnHjx9n69atAHTr1i3H8fDwcEJCQsjIyGDlypU2tblkyZI82/P29qZDhw4AfP311/Z2W0REREo4Nzc3ADw9PYv8XObY5amnnsLFxTpkc3FxoWvXroDzxi5OGWTu3LkTgICAAKpXr55rmcaNG1uVzU9aWhqHDh2yqleY9kREROT2k5aWxogRIwAsyamC2LFjBzExMbz44ou89tprzJ07l7S0tDzLm2OSWzV2cbvZHcjNkSNHAAgNDc2zTEhIiFXZ/Pz++++Wn/NqsyDtiYiISMm3atUq5s6dS3Z2tmXgT1paGm3atOG9994rcHtxcXHExcVZ7fP19WXSpEn06NHDan9aWhrJycnAjWOXM2fOcPHiRby8vArcp6LklEGmOarP72Z5e3sDkJqaanN7+bVpa3sZGRlkZGRYPmdnZ3P27FnKlSuHyWS6YV9ERERuZ4ZhkJaWRuXKla0eAV++fJkrV64U2Tn//h3t6el5w0fee/fuZdasWVb7unXrxoQJE/D19bX5/DVq1GD06NG0bduWqlWrWtoeO3Ysy5cvp2fPnri6uvLMM89Y6hQkdoFr8YuzBZlOObr83XffNQAjLCwszzJDhw41AKNVq1Y3bG/Tpk0GYADG1atXcy2zatUqAzA8PDzybcs8QkybNm3atGnTZv+WmJho+W69dOmS4V2E5/L29s6xryAjva9cuWIcOnTIGD9+vOHv728EBAQY69evt7l+fvr3728ARvny5Y2MjAzL/uPHj1v6evDgwVzrHjhwwFLmxIkTDumPIzllJrNs2bIAXLx4Mc8y5olQfXx8bG7P3GZuf33Y2l5sbCyDBg2yfE5JSfkrjf0qUPQvAYuIiNzaMoAPrL6br1y5wgWK5ps0A/jgwgUSExOtvuMLMnDH3d2dGjVqMGjQIMLCwmjevDndu3dn//79BZqvOzcjRozgww8/5MyZM2zZsoUWLVoAOWOX3Fw/Kbwt8VBxc8ogs1q1agAkJibmWcZ8zFw2P+bUNMDRo0epX7++3e3lnV73REGmiIiIbXJ7xcwLKOXg85gDHR8fH4cEYvfffz933303e/bsYdu2bZag0F4BAQFUqFCBkydPcuzYMcv+smXLEhAQwNmzZzl69CgNGjTIUdccuwQGBjrfo3KcdHR5w4YNAUhOTs5zIM62bdsArObQzIuPj49lJR9zvcK0JyIiIo7nXkSbo5kDOkcsSZ2VlWWZ8/v67CX8Lya5VWMXpwwyg4ODadKkCQBz587NcXzjxo0kJibi6elJu3btbGqzU6dOebZ34cIFy2ivJ554wt5ui4iISAmXlJTE7t27AahVq1ah21u2bBnp6emYTKYcUxWZY5d58+aRnZ1tdSw7O5v58+cDzhu7OGWQCTB06FAAxo4dy44dOyz7k5OT6du3LwD9+vWzer9yyZIl1KlTh8jIyBztvfLKK5QpU4b4+Hg+/fRTy/6srCz69u3L+fPnadKkCa1atSqqSxIREZF8uBXRVhB79+5lzpw5XL58OcexAwcO0LlzZzIyMmjWrJnV63dTpkyhTp06OaYiOnr0KF9++WWu7S1dupQXXngBgGeeeYagoCCr49HR0VSuXJkDBw4wbNgwq2PDhg3jwIEDBAcH5zins3DKdzIBOnbsyIABA5g0aRLNmjUjMjISLy8v1qxZw/nz5wkLC+Odd96xqpOSksL+/ftz/UVWrlyZmTNn8vTTT/Piiy8yffp0qlWrxtatWzl8+DAVK1Zk7ty5moZIRETkNnb69Gm6d+9O7969adiwIcHBwVy5coWjR4+yY8cOsrOzueuuuyxZRLOkpCT279+fI1A8e/Yszz77LC+99BINGzakSpUqXLp0ib1793Lw4EEAHn74YaZNm5ajL2XKlGHBggW0atWK0aNHs2zZMurVq0dCQgIJCQl4eXmxcOHCQg8+KipOm8kEmDhxIvPnz6d58+Zs3ryZlStXEhwczNixY1m7dm2Bb2rnzp3ZsmULTzzxBIcPH2bJkiVkZWXx8ssvs3v3bst7myIiIlL83HD8+5gFzabVrVuXd999lxYtWnDs2DHi4uJYvnw5x44dIzIykmnTprFz5858F4y5XkhICEOGDKFp06b88ccfxMXFsXLlSi5cuMCjjz7K3LlziY+Pt5rz8nphYWHs3r2bHj16cPbsWRYvXszZs2fp0aMHu3fvplmzZgW8wuJjMgzDuNmduJWlpqb+9cg+Bo0uFxERuZEMYCwpKSmW0d7m79L3AEfn5C4BQ8DqfFI8nPZxuYiIiNxe7HmH0pY25eZw6sflIiIiInJrUoAvIiIiTqEo5rXMdHB7YjsFmSIiIuIU9Li8ZNHjchERERFxOAX4IiIi4hTMUxg50lUHtye2UyZTRERERBxOmUwRERFxCnons2RRJlNEREREHE4BvoiIiDiFopjCyNHtie2UyRQRERERh1MmU0RERJyCMpkli4JMERERcQoa+FOy6HG5iIiIiDicAnwRERFxCkUxGbsCnZtHmUwRERERcTgF+CIiIuIU9E5myaJMpoiIiIg4nAJ8ERERcQqawqhkUSZTRERERBxOmUwRERFxCnons2TRvRcRERGnoCmMShY9LhcRERERh1OALyIiIk5Bj8tLFmUyRURERMThFOCLiIiIU9AURiWLMpkiIiIi4nDKZIqIiIhT0DuZJYsymSIiIiLicArwRURExClonsySRfdeREREnIIG/pQselwuIiIiIg6nTKaIiIg4BQ38KVmUyRQRERERh1OALyIiIk7BzRXcTQ5u0wCyHNum2EaZTBERERFxOGUyRURExCm4uYGbMpklhjKZIiIiIuJwymSKiIiIU3Avgncy3Q3Htie2U5ApIiIiTqHIHpfLTaHH5SIiIiLicAoyRURExCm4u4K7m4M314L3Y86cOfTo0YMGDRpQoUIF3N3d8fX1pWnTpowZM4YLFy7Y3FZ2djabN29m+PDhhIeHU65cOdzd3QkMDOSRRx5hzpw5GEbu6daZM2diMpny3b777ruCX2Ax0eNyERERketMmzaNzZs3c9ddd9GoUSMCAgL4888/+emnn9i6dSuff/4569evp3Llyjds6/Dhw4SFhQEQEBBA48aN8ff35/Dhw8THxxMfH8+8efNYvHgxHh4eubZRo0YNwsPDcz1WpUoV+y+0iCnIFBEREefgiuOfsdrxjuf48eOpWbMmAQEBVvuTk5Pp2LEjGzduZPDgwXz11Vc3Pr3JREREBK+99hqPPPIIrq7/S62uX7+e9u3bs3z5csaOHcvw4cNzbSM8PJyZM2cW/EJuMj0uFxEREbnO/fffnyPABChXrhyjR48GYNWqVTa1VaNGDdasWUObNm2sAkyABx98kJiYGABmz55dyF47H2UyRURExDm44fj0V7Zjm3NzuxY6eXp6OqS9hg0bApCYmOiQ9pyJgkwRERERG6SlpTFixAgAOnTo4JA2Dx48CEClSpXyLHPo0CHefPNNTp8+jbe3N/Xq1aNDhw4EBgY6pA9FRUGmiIiIOIcizGSmpqZa7fb09LxhNnLVqlXMnTuX7Oxsy8CftLQ02rRpw3vvvVforqWnpzNp0iQAoqKi8iy3adMmNm3aZLWvVKlSjBgxgiFDhhS6H0VF72SKiIiIc3Arog0ICQnB19fXso0ZM+aG3dm7dy+zZs3iiy++YNWqVaSlpdGtWzdmzpyJr69voS+3b9++HDlyhMqVKzN06NAcx4OCgnjjjTfYsmULZ86cITU1la1bt9KjRw8yMjKIiYmxvCPqjExGXpMziU1SU1P/+ocWAzjm/QwREZGSKwMYS0pKCj4+PsD/vktTqoGPg9Nfqdng+/u1dx7N5wPbMplmV69e5ejRo3zzzTeMGjUKk8nEkiVLeOCBB+zu1zvvvMPw4cMpVaoU8fHxlmmObDVhwgQGDx6Mp6cnf/zxBxUrVrS7L0VFmUwRERFxDi5cm8bIkdtfkY6Pj4/VVpCBO+7u7tSoUYNBgwbx7bffcu7cObp3786lS5fsuswJEyYwfPhwPD09WbJkSYEDTICBAwcSGBhIRkaGzSPdi5uCTBEREREb3X///dx9990kJiaybdu2AtefPHkygwcPxsPDg8WLF9OmTRu7+uHq6krNmjUBOHbsmF1tFDUN/BERERHn4Ma17KMj2TEZ+414eXkBcPr06QLVmzp1KgMGDLAEmO3bty9UP5KTkwEoW7ZsodopKspkioiIiNgoKSmJ3bt3A1CrVi2b63300Uf069fPEmA++uijherHjh07OHDgAABNmzYtVFtFRUGmiIiIOIciHF1uq7179zJnzhwuX76c49iBAwfo3LkzGRkZNGvWjPr161uOTZkyhTp16tCjR48c9T799FP69u1boAAzPT2dqVOnkpaWluPYjz/+aJnyKDw83GmDTD0uFxEREfnL6dOn6d69O71796Zhw4YEBwdz5coVjh49yo4dO8jOzuauu+5i/vz5VvWSkpLYv38/QUFBVvt37dpF7969MQyDO+64g0WLFrFo0aJcz339+uRXrlyhX79+DB48mIYNGxIaGkpmZiYHDhwgISEBgPr167NgwQLH3gAHUpApIiIizsE8Ivwmqlu3Lu+++y4bNmxg37597Ny5k6tXrxIQEEBkZCRPPPEEzz33nM2j08+fP495tsh9+/axb9++PMteH2SWKVOGYcOGsW3bNvbt28eePXu4dOkS/v7+tGzZks6dOxMdHY2Hh0ehrrcoaZ7MQtI8mSIiIgWRzzyZDcHHwUFmahb47sTqfFI89E6miIiIiDicHpeLiIiIc3BFkUkJokymiIiIiDic/l4QERER51AUA3808uSmUSZTRERERBxOmUwRERFxDnZMni7OS5lMEREREXE4/b0gIiIizkGZzBJFmUwRERERcTj9vSAiIiLOQZnMEkW/ShEREXEOLjh+CqNsB7cnNtPjchERERFxOGUyRURExDkUxeNyTcZ+0yiTKSIiIiIOp0ymiIiIOAdlMksUZTJFRERExOGUyRQRERHn4IpGl5cgTp/JXLhwIQ899BD+/v54eXnRoEED3n//fa5evVqgdnbu3MmYMWOIjIykYsWKuLu74+/vT4sWLZg6dWqB2xMRERGRvDl1JvOVV15h4sSJuLm5ERERgbe3N2vXrmXIkCHExcWxatUqSpcufcN2MjMzadSoEQDe3t40adKEihUrcuzYMX766Sc2btzI7Nmz+f777/Hz8yviqxIREZFc6Z3MEsVpM5lLly5l4sSJeHt7s2XLFr7//nsWL17MwYMHqV+/Phs3bmTYsGE2t3ffffexYMECkpKSWLt2LV999RUbNmxg586dVKpUiV9++YVBgwYV4RWJiIhIvlz5X6DpqM3Rj9/FZk4bZI4ePRqAmJgYSxYSIDAwkA8//BCAKVOmkJKScsO23Nzc2LZtG507d8bT09PqWP369Xn//fcBmDdvnh6bi4iIiDiAUwaZx48fZ+vWrQB069Ytx/Hw8HBCQkLIyMhg5cqVhT5fw4YNAbh06RJJSUmFbk9ERETs4FpEm9wUThlk7ty5E4CAgACqV6+ea5nGjRtblS2MgwcPAuDh4UFAQECh2xMRERG53TnlwJ8jR44AEBoammeZkJAQq7L2MgzD8rj80UcfzfE4XURERIpJUQz80RRGN41TBplpaWkAeHl55VnG29sbgNTU1EKda+TIkfz00094e3szduzYG5bPyMggIyPD8rmw5xcREREpiZzycXlxmT17Nm+//TYuLi58/vnn1KxZ84Z1xowZg6+vr2UzZ1RFRESkkBw9srwoMqNiM6cMMsuWLQvAxYsX8yxz4cIFAHx8fOw6x8KFC3n++ecB+PTTT+ncubNN9WJjY0lJSbFsiYmJdp1fREREpCRzyvi+WrVqAPkGcOZj5rIF8fXXX9OtWzeys7P5+OOPLcGmLTw9PfXepoiISFHQO5klilNmMs1TCiUnJ+c5sGfbtm0AVnNo2mLp0qU89dRTZGVlMW3aNP75z38WrrMiIiLiGC44fvoip4x0bg9OeeuDg4Np0qQJAHPnzs1xfOPGjSQmJuLp6Um7du1sbjcuLo4uXbqQmZnJtGnT6N27t8P6LCIiIiL/45RBJsDQoUMBGDt2LDt27LDsT05Opm/fvgD069cPX19fy7ElS5ZQp04dIiMjc7S3cuVKnnzySTIzM/noo48UYIqIiDgbDfwpUZz21nfs2JEBAwYwadIkmjVrRmRkJF5eXqxZs4bz588TFhbGO++8Y1UnJSWF/fv3c/nyZav9p0+f5oknnuDKlSsEBwezefNmNm/enOt5x40bR2BgYJFdl4iIiMjtwGmDTICJEycSFhbG1KlT2bx5M1evXqVGjRrExMTw6quv4uHhYVM76enplrktjx07xqxZs/IsO2LECAWZIiIiN0NRZB6zHNye2MxkGIZxsztxK0tNTf3rkX0MoFHnIiIi+csAxpKSkmKZhtD8XZryCvg4+Ks0NQN8/4PV+aR4OHUmU0RERG4j5hHhjm5TbgqnHfgjIiIiIrcuZTJFRETEOeidzBJFQaaIiIg4B1ccH5lkOrg9sZkel4uIiIiIwymTKSIiIs6hKB6XK9K5aZTJFBEREbnOnDlz6NGjBw0aNKBChQq4u7vj6+tL06ZNGTNmDBcuXLCr3fj4eNq1a0dgYCClS5emTp06vPHGGzds79ChQ0RHRxMcHIynpyfBwcFER0dz+PBhu/pRXDRPZiFpnkwREZGCyGeezJHgU8qxZ0u9DL5vFWyezPDwcDZv3sxdd91FSEgIAQEB/Pnnn/z0009cunSJO++8k/Xr11O5cmWb+/HBBx8waNAgTCYTLVq0oGLFimzYsIFTp05Ru3ZtNm7cmOtiMJs2baJVq1akp6dTt25d6tWrR0JCAnv27MHLy4v4+HiaNWtmcz+KkzKZIiIiItcZP348SUlJ7Nmzh++++465c+eyZs0aEhMTCQ8P59ChQwwePNjm9nbu3MngwYNxdXVlxYoVrF+/ngULFvDbb78RGRnJ/v376dOnT4566enpdOnShfT0dGJjY0lISGDevHkkJCQQGxvLxYsX6dKlC5cuXXLk5TuMgkwRERFxDm5FtBXQ/fffT0BAQI795cqVY/To0QCsWrXK5vbGjBmDYRg899xztG3b1rK/TJkyTJ8+HRcXFxYvXsy+ffus6s2cOZMTJ05Qq1YtRo0aZXVs1KhR1KpVi8TERGbPnl2Qyys2CjJFREREbOTmdi1q9fS07RW5K1eusGLFCgC6deuW43jVqlUJCwsDYMmSJVbHzJ+feuopXFysQzYXFxe6du0KwNdff12AKyg+CjJFRETEOThJJjMvaWlpjBgxAoAOHTrYVOfAgQOkp6cD0Lhx41zLmPfv3LnTar/5c0HrOQsN7BcRERHn4ILj1xovRDpt1apVzJ07l+zsbMvAn7S0NNq0acN7771nUxtHjhwBwM/Pj7Jly+ZaJiQkxKosXAtok5OTAQgNDc233pkzZ7h48SJeXl62XVgxUZApIiIiJV5qaqrVZ09Pzxs+8t67dy+zZs2y2tetWzcmTJjw18wyN5aWlgaQbwDo7e2do4/mevnVNdcz13W2IFOPy0VERMQ5FOHj8pCQEHx9fS3bmDFjbtidV155BcMwuHLlCocOHWL8+PF8++233H333fz444+Ou+4SSplMERERKfESExOt5sm0deAOgLu7OzVq1GDQoEGEhYXRvHlzunfvzv79+yldunS+dc2PyC9evJhnGfNk7Nf37/pH63nVvX4Sd1vnAC1OymSKiIiIcyjCTKaPj4/VVpAg83r3338/d999N4mJiWzbtu2G5atVqwbA+fPnrR6BXy8xMdGqLFwLMs3TKB09ejTfeoGBgU73qBwUZIqIiIgUiDmgO3369A3L1q5dmzJlygDkGZSa9zdq1Mhqv/lzQes5CwWZIiIi4hxci2hzoKSkJHbv3g1ArVq1bljew8OD9u3bAzB37twcx//44w82b94MQKdOnayOmT/PmzeP7Oxsq2PZ2dnMnz8fgCeeeKKAV1E8FGSKiIiI/GXv3r3MmTOHy5cv5zh24MABOnfuTEZGBs2aNaN+/fqWY1OmTKFOnTr06NEjR72YmBhMJhMzZszgu+++s+xPT0+nV69eZGVlERUVRZ06dazqRUdHU7lyZQ4cOMCwYcOsjg0bNowDBw4QHByc6zmdgQb+iIiIiHNw8OTpljYL4PTp03Tv3p3evXvTsGFDgoODuXLlCkePHmXHjh1kZ2dz1113WbKIZklJSezfv5+goKAcbTZq1Ijx48czaNAg2rVrx4MPPkiFChXYsGEDJ0+epHbt2nz00Uc56pUpU4YFCxbQqlUrRo8ezbJly6hXrx4JCQkkJCTg5eXFwoULbzj46GZRJlNEREScgyuOH/RTwMfldevW5d1336VFixYcO3aMuLg4li9fzrFjx4iMjGTatGns3LkzzwnS8/Lqq6+yevVqWrduzf/93//xzTff4O3tTWxsLFu3biUwMDDXemFhYezevZsePXpw9uxZFi9ezNmzZ+nRowe7d++mWbNmBbvAYmQyDMO42Z24laWmpv41IWsMYN9INRERkdtHBjCWlJQUy7Q75u/SlOngU8axZ0tNB99eWJ1Piocel4uIiIhzcILH5eI4elwuIiIiIg6n+F5EREScQxFMOeTw9sRmymSKiIiIiMMpkykiIiLOQe9klijKZIqIiIiIwym+FxEREeegTGaJolsvIiIizsEFxw/U0TPbm0a3XkREREQcTplMERERcQ56XF6iKJMpIiIiIg6n+F5EREScgzKZJYoymSIiIiLicIrvRURExDloWckSRZlMEREREXE4ZTJFRETEOeidzBJFt15EREScgyuOj0z0uPym0eNyEREREXE4ZTJFRETEOehxeYmiTKaIiIiIOJziexEREXEOmsKoRFEmU0REREQcTplMERERcQ56J7NEUSZTRERERBxO8b2IiIg4B82TWaIokykiIiIiDqdMpoiIiDgHjS4vURRkioiIiHPQwJ9ideLECXbs2MGff/7JuXPn8Pf3p2LFitx3331UqlSp0O3r1ouIiIjcJo4ePcq0adNYunQpBw4cyLNcrVq16NSpE3369CE0NNSuc5kMwzDs7ahAamoqvr6+QAzgebO7IyIi4uQygLGkpKTg4+MD/O+7NGU/+JR17NlS08C3Nlbnux399ttvDBkyhG+++YasrCwA/Pz8uOuuuyhXrhw+Pj6kpKSQnJzMr7/+SkpKCgCurq507NiR9957jzvuuKNA51QmU0RERKQEi4mJYeLEiWRkZNCgQQOio6N55JFHuPvuu3MtbxgGe/bsYfXq1cyaNYvFixezfPlyXnnlFcaMGWPzeZXJLCRlMkVERAoin0zmb0WUyaxxe2cyXVxcaN++PSNHjqRRo0YFrr99+3aGDx/Od999Z8mC2kKZTBEREZESbMOGDYSFhdld/7777mPFihVs2rSpQPUUZIqIiIhTMFzAcPCUQ4ZmBC9UgFmYdnTrRURERMThlMkUERERp5Dldm1zdJtiG8MwmD17Nrt27aJq1ar885//xMvLy+72dOtFRETEKSjILB7jx4/n3XffZfHixTz88MOW/Z06dSIuLs7yeebMmfz000+ULl3arvPocbmIiIjIbeTbb7/F1dWVBx54wLJv3bp1LFu2jPLlyzNw4EDuuece/vvf/zJz5ky7z6P4XkRERJxCpquJTFeTg9s0AM3WeL0DBw5Qt25dXF3/N8pq0aJFmEwmvvrqKx5++GHS0tIIDQ1lzpw5vPTSS3adR5lMERERkdtIcnIylStXttq3ceNGAgMDLY/Py5YtS1hYGEeOHLH7PMpkioiIiFPIcnMjy82xmcwsNwO46tA2b3XZ2dlcvnzZ8vnixYvs3buXxx57zKqcv78/Z8+etfs8ymSKiIiI/OXq1ausWbOG1157jSZNmuDn54e7uztBQUF06NCBFStWFLhNk8lk0zZ79myrejNnzrxhne+++67A/QkNDWXnzp2Wz6tWrSIrKyvHPJjnzp0jICCgwO2bKZMpIiIiTiHL1ZUsB7+TmeVasEzm+vXreeSRRwAICgoiPDwcLy8v9u7dS1xcHHFxcbz44ot89NFHmEy29bVnz555Hjt69Cjr1q3DZDLx4IMP5lqmRo0ahIeH53qsSpUqNvXhem3atGHKlCn07duX1q1bExsbi8lkon379lbldu3aRWhoaIHbN1OQKSIiIvIXFxcXoqKiGDhwIC1atLA6Nn/+fJ555hk++eQTwsLC6NGjh01t5jdCu2/fvqxbt46WLVtStWrVXMuEh4cXapT338XGxrJo0SI++ugjPv74YwzDoHv37tSpU8dSZseOHZw4cYKuXbvafR4FmSIiIuIUsnElC8dmMrMLOLI8IiKCiIiIXI917dqV1atXM336dGbPnm1zkJmXy5cv89VXXwHQq1evQrVVEEFBQezYsYNPPvmEP//8k6ZNm/Lss89aldmzZw+PP/44TzzxhN3nUZApIiIiTiETVzIdHGRmOnj6ooYNGwKQmJhY6LYWL17M+fPnCQgIoGPHjoVuLy+ZmZm4uVmHfBUrVmTYsGF51nn22WdzBJ4FZXeQ+eeff7JmzRp27NjBn3/+yblz5/D396dixYrcd999REREULFixUJ1TkRERMSZHDx4EIBKlSoVuq3PP/8cgO7du+Pp6ZlnuUOHDvHmm29y+vRpvL29qVevHh06dCAwMNCm81SoUIEOHToQFRVFq1at8j2XIxUoyLx69Srz589n6tSp/PLLL8C1dS7/zvwi7P3338/LL79Mly5dcHd3d0B3RUREpKTKwpUsB098k0W2w9o6deqU5d3IqKioQrX1+++/s27dOuDGj8o3bdrEpk2brPaVKlWKESNGMGTIkBuey8fHh9mzZ/PFF1/g5eVFu3btiIqKol27doVam/xGbA4yv/jiC2JjYzl58iSGYVC+fHmaN29O3bp1KVeuHD4+PqSkpJCcnExCQgI//fQTP//8M1u2bCEmJoYxY8bQvXv3IrsQERERkbykpqZaffb09CxQRi8zM5Pu3buTkpJC/fr16d27d6H6M2PGDAzDoHHjxtxzzz25lgkKCuKNN96gQ4cO3HHHHXh6erJ//34mT57MF198QUxMDFlZWQwdOjTfc/3+++9s376dRYsWsWTJEhYsWMDChQvx9PSkVatWREVF8dhjj+Hn51eoa/o7k5FbKvJvmjdvzi+//EJgYCDdunUjOjqaBg0a3LDxXbt2MWPGDL766iuSk5O5//772bx5s0M67ixSU1Px9fUFYoDiST+LiIjcujKAsaSkpODj4wP877s0ISWQsj6OzWSmpWZTzzcpx/633nqLESNG2NzOCy+8wPTp0ylXrhybN2+mVq1advcpOzub6tWrc/ToUT788EO7lm2cMGECgwcPxtPTkz/++KNAryju2bOHRYsWsXjxYhISEjCZTLi5uREREcETTzxBx44dKV++fIH79Hc2BZmBgYHExsbSr18/u57jZ2RkMGnSJN577z2SknL+om9lCjJFREQK4uYEmYmJiZbzQcEymQMHDmTSpEn4+/uzZs0ay+Afe61atYrWrVtTunRpTp48+VccUTBZWVkEBQWRlJTE7Nmz7R6kc+jQIRYvXszixYvZtm0bJpMJFxcXwsPDiYqKolOnTnbNxQk2rvhz+PBhS7RsD09PT1577TUOHz5sV30REREp+a69k+n4Da69l3j9ZmtMM3jwYCZNmoSfnx+rVq0qdIAJ/xvwExUVZVeACeDq6krNmjUBOHbsmN19ufPOOxkyZAi//PILf/zxB+PHj6d58+Zs2LCBAQMGEBoaSvPmzYmPjy9w2zYFmddH/oXhqHZEREREitrrr7/OhAkT8PX1ZdWqVTRu3LjQbZ49e5alS5cChZ8bMzk5GYCyZcsWtlsAhISE8Morr/Djjz9y4sQJPvzwQyIiIti+fbtdrzs6/drlCxcu5KGHHsLf3x8vLy8aNGjA+++/z9WrhV/sfuXKlZa1P1u2bOmA3oqIiIi9ijKTWVAxMTH8+9//xtfXl9WrV9OkSROHXOOcOXPIyMigRo0aeS4jaYsdO3Zw4MABAJo2beqQvl2vQoUK9OnTh9WrV/Pnn3/SrVu3ArdR6CAzKyuL06dPc/To0Tw3e73yyit06dKFTZs20bRpU9q0acPRo0cZMmQIERERXLp0ye62z507xz//+U+b1x0VERGRopWF618TsjtusyfIfPPNN3nvvffw8/OzOcCcMmUKderUueEqQOZH5c8//3y+MUh6ejpTp04lLS0tx7Eff/zRMoVSeHh4kQSZ1/P39+fOO+8scD27J2PfvHkzI0eO5Mcff+TKlSt5ljOZTGRmZha4/aVLlzJx4kS8vb1Zv349jRo1AiApKYmIiAg2btzIsGHDGDdunF3979+/P3/++Sd9+vRh2rRpdrUhIiIiJcuyZct49913gWvvK06dOjXXcoGBgVYxSFJSEvv37ycoKCjPtnfu3MmuXbtwdXUlOjo6335cuXKFfv36MXjwYBo2bEhoaCiZmZkcOHCAhIQEAOrXr8+CBQsKeIXXZGZmsnDhQtasWcOJEye4fPlyruVMJhNr1qyx6xx2BZlr166lbdu2lkfWAQEBDnsfwGz06NHAtXS1OcCEa7/UDz/8kBYtWjBlyhSGDRtW4JdmlyxZwpw5c3jttde4++67FWSKiIg4gSzcbvpk7GfPnrX8vG3bNrZt25ZruapVqxY40WXOYrZu3ZrKlSvnW7ZMmTIMGzaMbdu2sW/fPvbs2cOlS5fw9/enZcuWdO7cmejoaDw8PArUB4AzZ87QqlUr/u///i/XRXWuV5gnvjZNYfR3//jHP/j555955ZVXePPNNwkICLC7A7k5fvw4wcHBwLWR7dWrV89RJjQ0lMTERObOncvTTz9tc9tJSUnUrVsXf39/du3axbx583juueeIjIy0a+SUpjASEREpiLynMPo5pTreDp7C6EJqNs18j1id73b33HPPMWvWLO68805eeuklatasmW+y0N53R+3KZO7atYt7772XCRMm2HXSG9m5cydwLUOaW4AJ0LhxYxITE9m5c2eBgsyXXnqJpKQkvv76a0qVKuWQ/oqIiEjhZeFi90CdvNuUv1u+fDkVK1bk559/dnii8Hp2/bng7e1NnTp1HN0XiyNHjgDXspV5CQkJsSpri3nz5rFo0SL69+9PWFhY4TopIiIicgu6dOkSYWFhRRpggp2ZzGbNmlmGzRcF80iq/BZt9/b2BnKuRZqXU6dO8fLLL1OjRg3L+572yMjIICMjw/LZ1vOLiIhI/goz5VDebcrf1axZs1Az9NjKrkzmG2+8wX//+1/mzp3r6P4UmRdffJFz587x2WefUaZMGbvbGTNmDL6+vpbNnFEVERERuRX06tWLH374oVArBdnCrkzm/fffz/z583nhhReIi4ujbdu2hIaG4uKSe8z6wAMPFKh988unFy9ezLPMhQsXANtWEZo1axZxcXG89NJLPPTQQwXqy9/FxsYyaNAgy+fU1FQFmiIiIg5gntvSsW3K3/Xr148NGzYQERHB5MmTeeSRR/KM4QrD7nkys7KyKFOmDAsWLMh3jiZ75smsVq0aAImJiXmWMR8zl83PkiVLANi6dWuOIPPUqVMAbN++3XJs3rx5ec5z5enpafca7iIiIpK3bNwc/rg8Gy26kpuPP/6YBx98kHbt2uHm5kalSpVyDTRNJhO//fabXeewK8hctmwZXbt2JTs72zIC3PyOpCOYF59PTk7myJEjuY4wN89bdf0cmjeS11xXAOfPn2f9+vUAeU5IKiIiInKrS0xMpEWLFiQmJmIYBlevXs1zhcbCzJNpV5A5atQoDMNg0qRJvPTSS7i6OvavjuDgYJo0acLWrVuZO3cub7zxhtXxjRs3kpiYiKenJ+3atbthe+aF6HMzc+bMQs2TKSIiIo6hgT/FY8iQIRw9epTw8HAGDRpEzZo1HZosNLMryNy7dy/NmzenX79+ju6PxdChQ+nUqRNjx46lbdu2loxlcnIyffv2Ba69U3D9aj9LliwhNjaWKlWq2L0EkoiIiEhJFh8fT9WqVVm9enWRvgJoV5Dp5eVF1apVHd0XKx07dmTAgAFMmjSJZs2aERkZiZeXF2vWrOH8+fOEhYXxzjvvWNVJSUlh//79etwtIiJyC1Ims3hcunSJhx9+uMjHmNg1lOihhx6yrMpTlCZOnMj8+fNp3rw5mzdvZuXKlQQHBzN27FjWrl1L6dKli7wPIiIiIiXJ3XffbbVGe1Gxa+3yAwcOcN999/HGG28QExNTFP26ZWjtchERkYLIe+3yuJQmePnYPfFNri6mZvKY71atXX6dL7/8kueff54dO3ZQr169IjuPXb/Jn3/+meeff5433niDZcuW0aZNm3znyezRo0ehOikiIiIijtG9e3f27t1LREQE77zzjmW+c0ezK5Pp4uKCyWTCXPVGw9uzskruGxHKZIqIiBRE3pnMJSnNiiST2cn3Z2Uyr1OQWYHsme/czK7fZI8ePQo1b5KIiIjI32XhRpb968Tk0ab8XUHyi3bkIi3s+k3OnDnT7hOKiIiIyM2TnZ1dLOdx7J8Lubh8+TKlSpUq6tOIiIjILS67CKYwysb+TJwUjl1TGH3wwQc2lbty5QodO3a05xQiIiIiUgT27Nljc9nPPvvM7vPYFWS+/vrrfPPNN/mWycrK4qmnnmL16tV2dUxERERuL+bJ2B29ibV27drx559/3rDc3Llzeemll+w+j11BZmBgIM888wxbt27N9bhhGDz33HMsXbqU5s2b2905EREREXGsxMRE2rdvT3p6ep5lli1bRnR0dKEWvrEryIyLiwOgQ4cO/P777zmOv/zyy3z55Zfce++9rFy50u7OiYiIyO0jExcycXXwZleoU6K9/fbb7Nixg65du+Y6ejw+Pp6uXbvi5uZ2wyfX+bHrzjdu3Ji5c+dy5swZ2rVrx/nz5y3HXn/9dT766CPq1KnDqlWrNCeViIiIiBN58803iY6OZsWKFfTr18/q2KZNm+jYsSPZ2dksWLCAhx9+2O7z2B3ed+jQgQ8++IB9+/bRsWNHrl69yttvv824ceOoXr068fHxBAYG2t0xERERub2Y58l09CY5ffLJJ0RGRvLRRx8xbtw4AHbs2EH79u3JyMhg9uzZPProo4U6R6HufP/+/Tl8+DATJ06kcePGJCQkUKlSJVavXk3lypUL1TERERG5vRTFQJ0simdOyFuNm5sbixcvJiwsjJiYGK5evcoHH3xAamoqn376KV27di30OQr9osKECRPo2LEj//3vfylXrhzx8fHccccdhe6YiIiIiBQdHx8fVqxYQYUKFXjzzTdJSkpi/Pjx9OrVyyHt25TJfPvtt/M9XrNmTdzc3AgPD2fhwoVWx0wmE8OGDbO/hyIiInJbUCazaBw9ejTf41OnTqVr165ER0cTFRWVo3xoaKhd5zUZNixK6eLigslkynP9ytyOmfeZTCayskruyqGpqan4+voCMYDnze6OiIiIk8sAxpKSkmIZHGz+Lv0kpQNlfNwderb01Ku86LvM6ny3G3McZw+TyURmZqZddW3KZL711lt2NS4iIiJiq6y/ph1ybJvKZIaGhtodZBaGgkwRERGREiy3Oc2Lg8b1i4iIiFMoiimHsrjhW4FSRDQNvoiIiIg4nE1B5gcffMCVK1cKdaIrV64wYcKEQrUhIiIiJVcWLpYR5o7blE87ceLETWnHppz04MGDmTRpEjExMXTr1o2yZcvafIKUlBS+/PJL3n//fY4dO8agQYMK1MFbhxvg2BFxIiIiJU/eM84UzRRGjm3vVlSzZk369+/PkCFD8Pf3L3D9s2fPMnbsWKZOncrFixdtrmdTeL9kyRJcXFx46aWXCAoKonv37syYMYN9+/blmLrIMAx+/fVXPv/8c55++mkqV67MgAEDcHd3Z8mSJQW7KhEREREplFatWvH+++8THBxM9+7dWb16NRkZGfnWycjI4Pvvv+fpp58mODiYcePG0bp16wKd16Z5MuHa4+5JkyYxefJkEhMTLUPhXVxc8PX1xcfHh9TUVM6fP28JPA3DIDQ0lP79+9O/f388PDwK1Llbwf/myXwTKHWzuyMiIuLkLgOjcp0n898pz1Lax7GxwqXUK7zm+8VtPU8mQHx8PK+++ip79uzBZDLh7u7Ovffey1133UW5cuUscVxycjJ79+5l9+7dXL16FcMwqFevHhMmTKBly5YFOqfNQaZZdnY233zzDUuXLuWHH34gMTExR5mQkBAefvhhOnbsSIcOHXBxKbnvQyjIFBERKQgFmTfT6tWrmTJlCqtWrbLKZv59YR1PT09at25Nv379ChxcmhV4ngAXFxc6depEp06dAEhOTubPP/8kJSUFPz8/KlSoQLly5ezqjIiIiNy+imYydr2Teb1HHnmERx55hIyMDDZt2sTOnTtzxHGNGjXiH//4B56ehVvJsNCTUZUrV05BJQDNAK+b3QkREREnZ/vAESk6np6eREREEBERUWTn0GTsIiIi4hSKZjJ2LSt5s5TclyVFRERE5KZRJlNEREScgubJLFmUyRQRERH5y9WrV1mzZg2vvfYaTZo0wc/PD3d3d4KCgujQoQMrVqwocJsjRozAZDLlu+3bty/P+ocOHSI6Oprg4GA8PT0JDg4mOjqaw4cPF+ZSi5wymY4ytwWU0dQIIiIi+UpPhW65HzIvK+lIBV1Wcv369TzyyCMABAUFER4ejpeXF3v37iUuLo64uDhefPFFPvroI8uc4bZq0KAB9957b67Hrk2HmNOmTZto1aoV6enp1K1bl/DwcBISEpg1axaLFi0iPj6eZs2aFagfxUVBpoiIiDiFzCKYwqig7bm4uBAVFcXAgQNp0aKF1bH58+fzzDPP8MknnxAWFkaPHj0K1HbHjh0ZMWKEzeXT09Pp0qUL6enpxMbGMnr0aMuxoUOHMmbMGLp06cL+/fspXbp0gfpSHPS4XEREROQvERERLFq0KEeACdC1a1eio6MBmD17dpH3ZebMmZw4cYJatWoxatQoq2OjRo2iVq1aJCYmFktf7KEgU0RERJyCeQojR2+O1LBhQ4BcVzx0tCVLlgDw1FNP5Vg90cXFha5duwLw9ddfF3lf7KHH5Q6SUs4XH83FLiIikq/Ui5D724e3hoMHDwJQqVKlAtfdsWMHMTExnD17Fl9fXxo2bMhjjz1G2bJlcy2/c+dOABo3bpzrcfN+czlbxcTE8PLLLxMSElKgegVld5CZlpbGhx9+SHx8PMePH+fy5cu5ljOZTPz22292d1BERERuD9lFMIVRtgPbO3XqFDNnzgQgKiqqwPXNA4eu5+vry6RJk3K835mWlkZycjIAoaGhubZnDhLPnDnDxYsX8fKyLdv1/vvvM378eB599FH69etHZGRkQS/FJnYFmSdOnCA8PJw//vjDajH13BR05JWIiIiIo6Wmplp99vT0LNDa3JmZmXTv3p2UlBTq169P7969ba5bo0YNRo8eTdu2balatSoAe/fuZezYsSxfvpyePXvi6urKM888Y6mTlpZm+Tmv4NHb29vyc2pqqs1BZp8+ffjyyy/55ptvWLZsGXXq1KFv37707NnTqs3CsuudzKFDh/L777/ToEED5s2bx+7duzly5Eium7PP4SQiIiLOwTwZu6M3uJb18/X1tWxjxowpUN/69OnDmjVrKFeuHIsWLcLDw8Pmus8++yyxsbHce++9+Pv74+/vT1hYGHFxcfTv3x+AV199lStXrhSoT/b68MMPOX78OJMmTaJWrVr8+uuvDBgwgCpVqtC/f/985+wsCJNxo1RkLszvIezbty/PeZ1uF6mpqfj6+pLyPXonU0RE5AZSL4Jva0hJScHH59r80ubv0sEpr+PpY3t20RYZqRmM932fxMREy/mgYJnMgQMHMmnSJPz9/VmzZo1l8I8jnD17lgoVKpCVlcWPP/5oGdWelpZm6e+uXbto0KBBjro7d+6kUaNGAFy4cMHmTObfrVmzhqlTpxIXF0dWVhYmk4mIiAj69etHhw4d7H4qbdfj8nPnztGuXbvbPsC83obWoBhTREQkfxfzOVaUk7H7+PhYBZm2Gjx4MJMmTcLPz49Vq1Y5NMAECAgIoEKFCpw8eZJjx45Z9pctW5aAgADOnj3L0aNHcw0yzSPcAwMD7Q4wASIjI4mMjOTYsWNMmzaN6dOns3btWtauXUtISAh9+/blxRdfxM/Pr0Dt2vW4PCQkhOzsbHuqioiIiOTKPBm7ozd7vf7660yYMAFfX19WrVqV5yjvwsjKyiIlJQUgxyhzc5Zy27ZtudY17zeXK6zg4GC6d+/Oo48+imEYGIbB0aNHiY2NpWrVqowbN65A7dkVZD755JNs2LCBixfz+3tERERE5NYUExPDv//9b3x9fVm9ejVNmjQpkvMsW7aM9PR0TCZTjiC2U6dOAMybNy9Hci87O5v58+cD8MQTTxSqD9nZ2Xz99ddERkZSr149ZsyYga+vL6+88grffvstTz/9NJcuXWLIkCEFepfVriBz2LBhhISE0KVLF06fPm1PEyIiIiJWnGUy9jfffJP33nsPPz8/mwPMKVOmUKdOnRxTER09epQvv/wy16kely5dygsvvADAM888Q1BQkNXx6OhoKleuzIEDBxg2bJjVsWHDhnHgwAGCg4MLvLyl2ZkzZxg9ejTVq1enc+fOrFu3jpo1azJp0iSOHTvGhAkTaN26NV9++SXbt2/Hx8eHTz/91Ob2bbrzzz//fI59d9xxB0uXLuXOO++kcePGhIaG5piNHq5NYTR9+nSbO3Sr+hkodbM7ISIi4uRyn1XbeSxbtox3330XgDvvvJOpU6fmWi4wMNDq8XFSUhL79+/PESiePXuWZ599lpdeeomGDRtSpUoVLl26xN69ey0Tuz/88MNMmzYtxznKlCnDggULaNWqFaNHj2bZsmXUq1ePhIQEEhIS8PLyYuHChQVet3zLli1MmTKFRYsWWUa0t2rVioEDB9KmTZtc69SvX5+2bduycOFCm89jU5Bpnng0NxcuXOCHH37I8/jtEmSKiIhI4TjDZOxnz561/Lxt27Y834e09R3FkJAQhgwZwtatWzl06BA7duzgypUrBAYG8uijj9KtWze6du2aa6IOICwsjN27d/POO+8QHx/P4sWLKV++PD169GD48OHUqFGjQNcH0Lx5c+Da/Ju9evViwIAB1KpV64b1ypQpQ1ZWls3nsWkKo1mzZtncYG569uxZqPrOzDztwpsokykiInIjl4FR5D6FUe+Ut/Hwcey36ZXUy3zsO9zqfLe7O+64g/79+9OrV68ivSc2ZTJLcpAoIiIiziGrCDKZjm6vJPjtt9+KZUVGuwb+HD161CqdnJdz585x9OhRe04hIiIiIkUgMjKSf//73zcsN27cOCIiIuw+j12TsVevXp3o6Ogbvmv5+uuvM2PGDDIzM+3q3K0kE7h6szshIiLi5PKLCDJxxcXBmcfCzJNZUv3www9Uq1bthuX279/P+vXr7T6PXUGmeYJOW8uKiIiI3Mi1x+V2hSb5tin2uXr1ap4Dkmxhf00bpKWlFWgBeRERERFxDv/9738pV66c3fUd++fCX7Kzs9mzZw9r164lNDS0KE4hIiIiJYwG/hSdv895vnHjxlznQQfIzMxk79697Nq1iw4dOth9TpuDTFdX61/SrFmzbJraqFevXgXvlYiIiIg4zPVznptMJg4dOsShQ4fyrVO5cmXLxPT2sDnIvP7dSpPJlO+7lu7u7gQHBxMVFcXIkSPt7pyIiIjcPpTJLDozZswArsVzzz//POHh4XkmAj08PAgODqZZs2a4u7vbfU6bg8zrF2Z3cXEhOjqazz//3O4Ti4iIiEjxuH7O8xEjRtCsWbMinwfdrncy33rrLRo2bOjovoiIiMhtzBmWlbwd/P7778VyHruDTBERERGRvBR6dPnPP//MDz/8wLFjxzAMg+DgYB566CHL4usiIiIitsjEFZMmY3e42bNnA9CpUyfKli1r+WyrHj162HVeu4PM3377jR49evDzzz8D/xsYZF4L8/7772f27Nnceeed9p5CREREbiNZuOKiydgdLjo6GpPJRLNmzShbtqzls62KNcg8ceIELVq04NSpU5QpU4Y2bdpQvXp14Npz/u+++46ff/6ZBx54gK1bt1KlShW7OiciIiIihdOjRw9MJhO+vr5Wn4uaXUHm8OHDOXXqFFFRUXz44YeUL1/e6nhSUhJ9+/Zl0aJFvPXWW3z22WcO6ayIiIiUXFlFsHa5MpnWc2Tm9rmo2LWs5LfffkvlypWZM2dOjgATIDAwkC+//JLKlSuzcuXKQndSRERERG4tdgWZZ8+eJTw8PN91yT08PAgPD+fcuXN2d05ERERuH+bJ2B29yc1hV5AZHBzMxYsXb1guPT1d72OKiIiIOJGvvvqKO+64g++++y7PMt999x133HEHixYtsvs8dgWZnTt35ocffuD48eN5ljl+/Dhr167lySeftLtzIiIicvvIxLVINrH21Vdfcf78eSIiIvIs8/DDD3Pu3DnmzJlj93nsCjKHDRtG/fr1iYiIYPny5TmOr1ixgsjISO655x5N3C4iIiLiRP7v//6Pe+65J9/XHj09PWnQoAG7d++2+zx2jS5v3749Li4uHDx4kMcffxw/Pz+qVasGXJvC6Pz58wA0b96c9u3bW9U1mUysWbPG7g6LiIhIyZSNG1kOnicz28HtlQSnTp0iLCzshuWqVKnCL7/8Yvd57LrzP/zwg+VnwzA4d+5crgN8Nm/enGNfcczLJCIiIreerCJY8UcDf3IqU6YMycnJNyyXnJycb7bzRuwKMtetW2f3CUVERETk5qlbty6bNm3i7NmzBAQE5Frm7NmzbNy4kXr16tl9HruCzAcffNDuE4qIiIjkJguXIshk2jX8pESLiopi06ZNdO/enUWLFlGmTBmr45cuXeLZZ5/l0qVLhRrArRcVRERERG4jvXv35tNPP+X777+nVq1adOvWjTp16gCwb98+vvrqK06cOEHt2rXp27ev3ecpVJBpGAbffvstmzdv5syZM9x///08//zzAJw5c4Zz585Ro0YNXF31PoSIiIjk79p0Q46NGTSFUU6lS5fm+++/p1OnTmzfvp3x48dbHTcMg4YNG7JkyZIcWc6CsDvI3L17N127duXgwYMYhoHJZOLq1auWIHP16tU8++yzLF26lMcee8zuDoqIiIiIYwUHB/PLL78QFxfHd999xx9//AFAaGgobdq0oUOHDoUerG1XkHns2DFatmxJcnIy7dq146GHHuL111+3KtOxY0fc3d355ptvFGSKiIjIDWXhhsnBb/I5ekqkksRkMtGhQwc6dOhQJO3b9Tbs6NGjSU5O5j//+Q/Lly/nX//6V44yZcqUoUGDBmzdurXQnRQRERGRW4tdQeZ3331HnTp1GDBgQL7lqlWrxsmTJ+3qmNnChQt56KGH8Pf3x8vLiwYNGvD+++9z9epVu9v85ptv6NChA0FBQXh4eFChQgX+8Y9/8PbbbxeqryIiImK/bFzJcvCWrXcy85SZmcm8efPo3bs3jz76KI8++ii9e/dm3rx5ZGZmFrp9u3LIJ06c4PHHH79hOZPJRGpqqj2nAOCVV15h4sSJuLm5ERERgbe3N2vXrmXIkCHExcWxatUqSpcubXN7V65coXv37ixcuJDSpUvTvHlzKlasyKlTp9izZw+TJk1i+PDhdvdXRERE7JdVBAN/NBl77nbt2sWTTz7JkSNHMAzD6thnn33GsGHDWLhwIffee6/d57AryPTy8uLMmTM3LHfkyJE8J/m8kaVLlzJx4kS8vb1Zv349jRo1AiApKYmIiAg2btzIsGHDGDdunM1t/vOf/2ThwoV07NiRTz/9lMDAQMux7OzsQi2dJCIiInIrOHHiBK1atSIpKYmKFSvy1FNPUaNGDQAOHz7MvHnz+O2332jdujW7du2iUqVKdp3Hrsfl9evXZ/v27SQlJeVZ5o8//mD37t3cd999dnVs9OjRAMTExFgCTIDAwEA+/PBDAKZMmUJKSopN7a1Zs4bZs2dTr149FixYYBVgAri4uNCsWTO7+ioiIiKF5+hH5eZNrL333nskJSXxwgsvcPjwYT744AP69etHv379mDBhAocPH+aFF17gzJkzvP/++3afx64gs3v37qSlpfHCCy+Qnp6e4/iVK1fo27cvV69epXv37gVu//jx45YBQ926dctxPDw8nJCQEDIyMli5cqVNbU6ePBm49gje3d29wH0SERERKQm+/fZbQkNDmTZtWq6vHZYqVYoPP/yQ0NBQVqxYYfd57Hpc/txzzzFnzhyWLVtGnTp1aNOmDXBt7swBAwawbNkyjh49SsuWLenatWuB29+5cycAAQEBVK9ePdcyjRs3JjExkZ07d/L000/n215WVhZr1qwB4IEHHuDUqVPMmzeP/fv34+npScOGDYmKisLb27vAfRURERHHyMQFQ8tKFrnExEQ6deqU72I5bm5uNG/enKVLl9p9HruCTFdXV+Li4iwjkD777DPgWnBoDhCjoqKYMWOGXZ06cuQIcG1C0LyEhIRYlc3P4cOHuXDhAgA///wzffv2tXw2e+2115g3bx4RERF29VlERETkVuDp6WnTwOy0tDQ8PT3tPo/dM5R6e3szZ84chg0bxsqVKzl8+DDZ2dmEhITQtm3bQo1GSktLA64NMMrv/IBNNyk5Odnyc69evfjHP/7BuHHjqFOnDr/99htDhw5l5cqVPP744+zYsYOaNWvm2VZGRgYZGRmWz4UZPS8iIiL/c23idE3GXtTuvvtu1q1bR2JioiVp93dHjx5l3bp1xT+6/Hp16tSxLKrurK4fml+lShW+//57S2TeoEEDli1bxr333ktCQgJjx45l+vTpebY1ZswYRo4cWeR9FhERESkKPXr0oG/fvrRs2ZIPPviAdu3aWR1fvnw5gwcP5vLly/To0cPu8zjliwply5YF4OLFi3mWMT/u9vHxsbk9gOjo6BypX1dXV3r37g1AfHx8vm3FxsaSkpJi2RITE294fhEREbkxjS4vHv/85z+JjIzk4MGDPPbYY5QvX56mTZvStGlTypcvz+OPP87BgweJjIzkn//8p93nsSuTuXPnTlavXs2ePXtITk7GZDIREBBA/fr1adWqFffcc4/dHYJrKwUB+QZw5mPmsjdqz2QyYRgGd9xxR65lzPtvtEKRp6dnod5PEBERkdxlF8Fk7FrxJydXV1dWrFjB8OHD+fDDD0lOTrZ6tdDb25uXX36ZkSNH4uJifz6yQEHmH3/8wQsvvMDatWst+8yPok0mEwBDhgyhVatWfPLJJ3k+57+Rhg0bAtfepTxy5EiuI8y3bdsGYDWHZl68vb2pXbs2+/bty3NuT/N+jTAXERGRks7Dw4OxY8cycuRItm3bxvHjx4FrrxU2btzYIQk1m8PTI0eO0Lx5c9auXYthGPj7+xMZGclTTz1Fly5dePjhh/Hz88MwDFatWsU//vEP/vjjD7s6FRwcTJMmTQCYO3dujuMbN24kMTERT0/PHO8R5KVz585A3o/DV69eDUDTpk3t6bKIiIgUUiauRbIVxNWrV1mzZg2vvfYaTZo0wc/PD3d3d4KCgujQoUOB543Mzs5m8+bNDB8+nPDwcMqVK4e7uzuBgYE88sgjzJkzJ8eyjmYzZ87EZDLlu3333XcF6s/feXp6EhYWRpcuXejSpQthYWEOe2Jrcybz+eef59SpU9SsWZP//Oc/tG3bNtdyK1as4NVXX+XQoUP06tXrhu845mXo0KF06tSJsWPH0rZtW0vGMjk5mb59+wLQr18/fH19LXWWLFlCbGwsVapUscyLaTZgwACmTJnCypUr+fjjjy3vYALMmzePOXPmWMqJiIjI7Wn9+vU88sgjAAQFBREeHo6Xlxd79+4lLi6OuLg4XnzxRT766CPLU9z8HD58mLCwMODa/N+NGzfG39+fw4cPEx8fT3x8PPPmzWPx4sV4eHjk2kaNGjUIDw/P9ViVKlXsvNKiZ1OQuXXrVtavX0+tWrXYsmWLVWD3d+3btyc8PJymTZuybt06tm/fbtfSkh07dmTAgAFMmjSJZs2aERkZiZeXF2vWrOH8+fOEhYXxzjvvWNVJSUlh//79XL58OUd7gYGBzJ8/nw4dOtCnTx8mT57MXXfdxW+//WaZ23PYsGE2Z0ZFRETEsbJwxXDwlEMFfSfTxcWFqKgoBg4cSIsWLayOzZ8/n2eeeYZPPvmEsLAwm0Zem0wmIiIieO2113jkkUesJkBfv3497du3Z/ny5YwdO5bhw4fn2kZ4eDgzZ84s0HVc78cff7S7LlxbyMYeNv0mFyxYgMlk4j//+U++AaaZr68v//nPf2jfvj0LFiywe/3yiRMnEhYWxtSpU9m8eTNXr16lRo0axMTE8Oqrr+YZ8eflkUceYffu3YwePZr4+Hi++eYbfHx8aNeuHQMHDqRVq1Z29VNERERKhoiIiDwXZunatSurV69m+vTpzJ4926Ygs0aNGjmerpo9+OCDxMTEMGzYMGbPnp1nkFlYDz30kE1Z19yYTCYyMzPtqmtTkLl9+3b8/f0ty0faom3btgQEBFjWILeX+R0BW0RHRxMdHZ1vmVq1ahXqrwEREREpGtcymc49utw8ONlRUxg6ur3cPPDAA3YHmYVhU5B58OBBy00oiEaNGvHrr78WuJ6IiIiIMzp48CAAlSpVKrb2Dh06xJtvvsnp06fx9vamXr16dOjQgcDAQJvO8cMPPziiqwVmU5CZkpJi84VcLzAwkJSUlALXExERkdtPUWYy/74MtD3zXp86dcryNDQqKqrQfUtPT2fSpEk3bG/Tpk1s2rTJal+pUqUYMWIEQ4YMKXQ/iopNUxhdvHiR0qVLF7hxT0/PfFftERERETHLynYtkg0gJCQEX19fyzZmzJgC9S0zM5Pu3buTkpJC/fr1rWapsVffvn05cuQIlStXZujQoTmOBwUF8cYbb7BlyxbOnDlDamoqW7dupUePHmRkZBATE8Po0aML3Y+iYlOQmdf8TSIiIiK3gsTERKtloWNjYwtUv0+fPqxZs4Zy5cqxaNGiAg8+/rt33nmHWbNmUapUKRYsWEC5cuVylGnTpg2jRo2iadOmBAYGUrZsWRo3bsysWbMYN24cAG+//TZ//vmnXX3YsGEDXbp0ITg4GE9PT3r16mU5tnr1aoYOHcqpU6fsu0AKME/moUOHmD17doEaP3ToUIE7JCIiIrenrExXsjMd+7jc+Ks9Hx8ffHx87Gpj4MCBTJ8+HX9/f1avXk2tWrUK1acJEyYwfPhwPD09WbJkiWUezYL2acyYMSQlJbFq1SqeffbZAtUfNWoUb731llUi8fqffX19ee+99wgODrbMT15QNgeZub0PcCOGYdyU0UwiIiIijjB48GAmTZqEn58fq1atsmsg9PUmT57M4MGD8fDwYPHixQWaued6rq6u1KxZk6SkJI4dO1agut9++y3Dhw8nODiYCRMm8OCDD1KxYkWrMk2bNqV8+fIsX768aIPM0NBQBYsiIiJSpLIy3TBlOnYydqMQ7b3++utMmDABX19fVq1aRePGjQvVl6lTpzJgwABLgNm+fftCtZecnAxA2bJlC1Rv4sSJeHp68u2331K3bt08yzVo0MAy+t0eNt3533//3e4TiIiIiNxqYmJi+Pe//42vry+rV6+mSZMmhWrvo48+ol+/fpYA89FHHy1Uezt27ODAgQPAtaxjQWzdupWmTZvmG2AClC9fns2bN9vdR5sG/oiIiIgUtaxMF7IyXR28FTzUefPNN3nvvffw8/OzOcCcMmUKderUyXUVoE8//ZS+ffsWKMBMT09n6tSppKWl5Tj2448/WqY8Mi/lXRAXL14kKCjohuVSUlLIzs4uUNvXc2xOWkREROQWtmzZMt59910A7rzzTqZOnZprucDAQMsIb4CkpCT279+fI3jbtWsXvXv3xjAM7rjjDhYtWsSiRYtybfP6FQmvXLlCv379GDx4MA0bNiQ0NJTMzEwOHDhAQkICAPXr12fBggUFvsaKFSvaNDh7//79hISEFLh9MwWZIiIi4hSyMl0xFdHocludPXvW8vO2bdvYtm1bruWqVq1qFWTm5fz585ZR2/v27WPfvn15lr0+yCxTpgzDhg1j27Zt7Nu3jz179nDp0iX8/f1p2bIlnTt3Jjo62q6plMLDw5k3bx6bNm3Kc2T78uXLOXToUKHmAzUZmgSzUFJTU/H19SUGKNi6ASIiIrefDGAs1x7FmqcUMn+Xmg6ewFTWvmmG8mKkpWLUrGx1vtvdjh07aNq0KeXKlePjjz/m0UcfxcPDg+joaD7//HO+++47oqOjOXfuHDt37uTuu++26zx6J1NERETkNtKoUSPGjx9PUlISUVFR+Pn5YTKZWLx4MX5+frRv357Tp08zfvx4uwNMUJApIiIiTsLIciPbwZuRpTcDczNw4EBWrlxJkyZNuHTpEoZhkJaWRmpqKvXr12fZsmX069evUOfQnRcREREpwerVq8cLL7xA9+7dCQwMtOxv3bo1rVu3Jjk5mSNHjpCdnU1ISAiVKlVyyHn1TmYh6Z1MERER2+X3TiYJyeDgdzJJS4V65W7rdzJdXFwwmUy4u7vz2GOP0atXL1q3bl3kC+3ocbmIiIhICTZ+/Hjq1avHlStXLCsNhYaGMnz4cA4fPlxk51WQKSIiIs4h07Vottvcq6++yu7du/nll1/o06cPvr6+HD9+nHfffZeaNWsSGRnJ3LlzycjIcOh5FWSKiIiI3AYaN27Mhx9+yMmTJ/nyyy+JiIjAZDKxbt06nn32WSpVqsTLL7/M9u3bHXI+BZkiIiLiHLJMkOngLato3zu8FXl6etKtWzdWr17NkSNHeOutt6hatSrnz5/no48+omnTptx7771MmTKFc+fO2X0eDfwpJA38ERERsV2+A3+2p4C3gwfnXEiF+3xv64E/tlq7di2ff/45S5Ys4dKlS5hMJjw9PUlPT7erPWUyRURExDlkFtEmNomIiODLL79kwYIFlC9fHsMwCvWepubJFBEREedQFEGhgkybnDx5ktmzZzNjxgwOHjxoWW+9fv36drepIFNERETkNpSZmcmyZcv4/PPPWbVqFVlZWRiGgY+PD08//TS9evWicePGdrevIFNEREScgzKZxSIhIYHp06czZ84ckpOTLVnLFi1a0KtXLzp37kzp0qULfR4FmSIiIiIlXEpKCnPmzGHGjBns2LEDAMMwCAoKomfPnjz//PPUrFnToedUkCkiIiLOIRO4WgRt3ua6devG0qVLycjIwDAMXF1dadeuHb169aJ9+/a4uhbNhPUKMkVERERKsHnz5gFw55138vzzzxMdHU1QUFCRn1dBpoiIiDiHrL82R7d5m3v22Wfp1asXDzzwQLGeV0GmiIiISAk2a9asm3JeBZkiIiLiHDS6vERRkCkiIiLOQUFmiaJlJUVERETE4ZTJFBEREeegTGaJokymiIiIiDicMpkiIiLiHLJwfOZRUxjdNMpkioiIiIjDKZMpIiIizkHvZJYoymSKiIiIiMMpkykiIiLOQZnMEkVBpoiIiDiHq39tjm5Tbgo9LhcRERERh1MmU0RERJxDFo6fckhTGN00ymSKiIiIiMMpkykiIiLOQZOxlyjKZIqIiIiIwymTKSIiIs5BUxiVKMpkioiIiIjDKZMpIiIizkGZzBJFQaaIiIg4BwWZJYoel4uIiIiIwymTKSIiIs5BUxiVKMpkioiIiPzl6tWrrFmzhtdee40mTZrg5+eHu7s7QUFBdOjQgRUrVtjddnx8PO3atSMwMJDSpUtTp04d3njjDS5cuJBvvUOHDhEdHU1wcDCenp4EBwcTHR3N4cOH7e5LcTAZhmHc7E7cylJTU/H19SUG8LzZnREREXFyGcBYICUlBR8fH+B/36W8mwKlfBx7wsup8Iav1fnyEx8fzyOPPAJAUFAQ9913H15eXuzdu5eEhAQAXnzxRT766CNMJpPN3fjggw8YNGgQJpOJFi1aULFiRTZs2MCpU6eoXbs2GzduJDAwMEe9TZs20apVK9LT06lbty716tUjISGBPXv24OXlRXx8PM2aNbO5H8VJmUwRERGRv7i4uBAVFcWPP/7IyZMnWb58OfPnz+e///0v8+bNw9XVlU8++YQvvvjC5jZ37tzJ4MGDcXV1ZcWKFaxfv54FCxbw22+/ERkZyf79++nTp0+Oeunp6XTp0oX09HRiY2NJSEhg3rx5JCQkEBsby8WLF+nSpQuXLl1y5C1wGAWZIiIi4hyuFtFWABERESxatIgWLVrkONa1a1eio6MBmD17ts1tjhkzBsMweO6552jbtq1lf5kyZZg+fTouLi4sXryYffv2WdWbOXMmJ06coFatWowaNcrq2KhRo6hVqxaJiYkF6ktxUpApIiIiYqOGDRsCkJiYaFP5K1euWN7j7NatW47jVatWJSwsDIAlS5ZYHTN/fuqpp3BxsQ7ZXFxc6Nq1KwBff/11Aa6g+CjIFBEREeeQVUSbAx08eBCASpUq2VT+wIEDpKenA9C4ceNcy5j379y502q/+XNB6zkLTWEkIiIizsHJJ2M/deoUM2fOBCAqKsqmOkeOHAHAz8+PsmXL5lomJCTEqixAWloaycnJAISGhuZb78yZM1y8eBEvLy+b+lRcFGSKiIhIiZeammr12dPTE09P2+eFyczMpHv37qSkpFC/fn169+5tU720tDSAfANAb2/vHH0018uvrrmeua6zBZl6XC4iIiLOwTwZuyO3vx6Xh4SE4Ovra9nGjBlToK716dOHNWvWUK5cORYtWoSHh0fhrvU2oEymiIiIlHiJiYlW82QWJIs5cOBApk+fjr+/P6tXr6ZWrVo21zU/Ir948WKeZcyTsV/fv+sfredV9/pJ3G2ZA7S4KZMpIiIizsHRWczr3vH08fGx2mwNMgcPHsykSZPw8/Nj1apVltHltqpWrRoA58+ft3oEfj3zSHVzWbgWZAYEBABw9OjRfOsFBgY63aNyUJApIiIikqvXX3+dCRMm4Ovry6pVq/Ic5Z2f2rVrU6ZMGQC2bduWaxnz/kaNGlntN38uaD1noSBTREREnIMTTMZuFhMTw7///W98fX1ZvXo1TZo0sasdDw8P2rdvD8DcuXNzHP/jjz/YvHkzAJ06dbI6Zv48b948srOzrY5lZ2czf/58AJ544gm7+lbUFGSKiIiIXOfNN9/kvffew8/Pz+YAc8qUKdSpU4cePXrkOBYTE4PJZGLGjBl89913lv3p6en06tWLrKwsoqKiqFOnjlW96OhoKleuzIEDBxg2bJjVsWHDhnHgwAGCg4NzPacz0MAfERERcQ5FMHl6QdtbtmwZ7777LgB33nknU6dOzbVcYGAg48aNs3xOSkpi//79BAUF5SjbqFEjxo8fz6BBg2jXrh0PPvggFSpUYMOGDZw8eZLatWvz0Ucf5ahXpkwZFixYQKtWrRg9ejTLli2jXr16JCQkkJCQgJeXFwsXLqR06dIFu8hioiBTREREnIN5CiNHt1kAZ8+etfy8bdu2PN+HrFq1qlWQeSOvvvoq9evXZ/z48fzyyy9cvHiR0NBQYmNjiY2NzXOi9rCwMHbv3s0777xDfHw8ixcvpnz58vTo0YPhw4dTo0aNgl1gMTIZhmHc7E7cylJTU/H19SUGsH0yBBERkdtTBjAWSElJsUy7Y/4upXcKeDh4Kp4rqfCxr9X5pHgokykiIiLOIRPHjxZxdGZUbKaBPyIiIiLicMpkioiIiHO4CpiKoE25KZTJFBERERGHUyZTREREnIMTTGEkjqNMpoiIiIg4nDKZIiIi4hw0urxEcfpM5sKFC3nooYfw9/fHy8uLBg0a8P7773P1asHf5L148SJjxoyhcePG+Pj44O7uTlBQEI8++ijLli0rgt6LiIiIzcyTsTty0+Pym8apM5mvvPIKEydOxM3NjYiICLy9vVm7di1DhgwhLi6OVatW2byUUnJyMg888AB79+7F29ubf/zjH/j5+XHo0CFWrFjBihUrGDBgABMnTiziqxIREREp+Zw2k7l06VImTpyIt7c3W7Zs4fvvv2fx4sUcPHiQ+vXrs3HjxhyLxefn7bffZu/evdx333388ccffP/998yfP5/t27ezYsUK3NzcmDRpEj///HMRXpWIiIjk6WoRbXJTOG2QOXr0aABiYmJo1KiRZX9gYCAffvghAFOmTCElJcWm9tauXQvAkCFDCAgIsDrWrl07Hn74YQB++umnQvddRERE5HbnlEHm8ePH2bp1KwDdunXLcTw8PJyQkBAyMjJYuXKlTW2WKlXKpnKBgYG2d1REREQcJ6uINrkpnDLI3LlzJwABAQFUr1491zKNGze2Knsjbdu2BeC9997j7NmzVsdWrlzJunXrCAoKokOHDvZ2W0RERET+4pQDf44cOQJAaGhonmVCQkKsyt7IkCFD+OWXX/j++++pWrUqYWFhloE/27dvJywsjOnTp+Pr65tvOxkZGWRkZFg+p6am2nR+ERERuYFMHL+spKYwummcMpOZlpYGgJeXV55lvL29AduDPC8vL+Li4vjXv/7FxYsXrQb+lCtXjpYtW1KlSpUbtjNmzBh8fX0tmznYFREREZH/ccogsyicPHmSsLAwJk+ezKhRozh8+DAXLlzgl19+4b777mPkyJGEh4dbAty8xMbGkpKSYtkSExOL6QpERERKOEfPkWne5KZwysflZcuWBa5Nnp6XCxcuAODj42NTmz179mTr1q28//77vPbaa5b9TZo0Yfny5dx3333s3r2bcePGMXLkyDzb8fT0xNPT06ZzioiISAEURUCoIPOmccpMZrVq1QDyzRKaj5nL5uf48eOsXr0agKeffjrHcXd3d5588kkA4uPjC9hbEREREfk7pwwyGzZsCFxbpSevgT3btm0DsJpDMy9Hjx61/JxX5tM84OfvI89FRESkmGgKoxLFKYPM4OBgmjRpAsDcuXNzHN+4cSOJiYl4enrSrl27G7Z3/YCeLVu25FrGvNJPXlMmiYiIiIjtnDLIBBg6dCgAY8eOZceOHZb9ycnJ9O3bF4B+/fpZTTm0ZMkS6tSpQ2RkpFVboaGhlqB14MCB/P7771bHv/zyS+bPnw/kPvm7iIiIFAMN/ClRnHLgD0DHjh0ZMGAAkyZNolmzZkRGRuLl5cWaNWs4f/48YWFhvPPOO1Z1UlJS2L9/P5cvX87R3ueff87DDz/Mr7/+yl133UWzZs0IDAzk119/Zc+ePQB0796dZ555pliuT0RERKQkc9ogE2DixImEhYUxdepUNm/ezNWrV6lRowYxMTG8+uqreHh42NxWvXr1SEhI4IMPPuDbb79l69atZGRk4O/vT+vWrXn++efp0qVLEV6NiIiI5Eujy0sUk2EYxs3uxK0sNTUVX19fYgBNbCQiIpK/DGAs154+mgfjmr9LaZICbrZNTWizzFTY6mt1PikeTp3JFBERkdtIJuDo1JdGl980TjvwR0RERERuXcpkioiIiHMoiqyjMpk3jYJMERERcQ56XF6i6HG5iIiIiDicMpkiIiLiHJTJLFGUyRQRERERh1MmU0RERJxDJpDt4DYd3Z7YTJlMEREREXE4ZTJFRETEOWTh+Hcylcm8aZTJFBERERGHUyZTREREnEMmjk9/KZN50yjIFBEREeegILNE0eNyEREREXE4ZTJFRETEOVxFmcwSRJlMEREREXE4ZTJFRETEOWTj+CmMHN2e2EyZTBEREZHr7N+/n8mTJxMdHU39+vVxc3PDZDIxatQou9ozmUw2bbNnz7aqN3PmzBvW+e677xxxyUVCmUwRERFxDpmAycFt2pHJnDZtGhMnTnRYF3r27JnnsaNHj7Ju3TpMJhMPPvhgrmVq1KhBeHh4rseqVKnikD4WBQWZIiIiItepV68e//rXv2jYsCGNGjVi9OjRfPHFF3a3N3PmzDyP9e3bl3Xr1tGyZUuqVq2aa5nw8PB823BWCjJFRETEOThJJvOFF16w+uziUjRvF16+fJmvvvoKgF69ehXJOW4mBZkiIiLiHK7iFEFmcVm8eDHnz58nICCAjh073uzuOJyCTBEREZGb4PPPPwege/fueHp65lnu0KFDvPnmm5w+fRpvb2/q1atHhw4dCAwMLK6u2kVBpoiIiDiHLG6bTObvv//OunXrgBs/Kt+0aRObNm2y2leqVClGjBjBkCFDiqyPhaUpjERERKTES01NtdoyMjJuan9mzJiBYRg0btyYe+65J9cyQUFBvPHGG2zZsoUzZ86QmprK1q1b6dGjBxkZGcTExDB69Ohi7rntFGSKiIiI8zAcvP0lJCQEX19fyzZmzJhiuqCcsrOzLaPFn3/++TzLtWnThlGjRtG0aVMCAwMpW7YsjRs3ZtasWYwbNw6At99+mz///LM4ul1gCjJFRESkxEtMTCQlJcWyxcbG3rS+xMfHc/ToUUqXLk23bt3samPgwIEEBgaSkZHBqlWrHNxDx9A7mSIiIlLi+fj44OPjc7O7AfxvwE9UVBS+vr52teHq6krNmjVJSkri2LFjjuyewyiTKSIiIlJMzp49y9KlS4HCz42ZnJwMQNmyZQvbrSKhIFNERESkmMyZM4eMjAxq1KiR5zKSttixYwcHDhwAoGnTpo7qnkMpyBQREREppClTplCnTh169OiRbznzo/Lnn38ekynv+ZrS09OZOnUqaWlpOY79+OOPREVFAdeWnHTWIFPvZIqIiIhcZ8eOHfTt29fy+bfffgPg448/Zvny5Zb9S5YsoVKlSgAkJSWxf/9+goKC8mx3586d7Nq1C1dXV6Kjo/Ptw5UrV+jXrx+DBw+mYcOGhIaGkpmZyYEDB0hISACgfv36LFiwwN7LLHIKMkVERMRJXP1rc3SbBZOamsqWLVty7D927JjVIJuCzrVpzmK2bt2aypUr51u2TJkyDBs2jG3btrFv3z727NnDpUuX8Pf3p2XLlnTu3Jno6Gg8PDwK1IfiZDIMw0nnwr81pKam4uvrSwyQ94JQIiIiApABjAVSUlIso73N36WQBDh6BHgqEGh1PikeymSKiIiIk8j8a3N0m3IzaOCPiIiIiDicMpkiIiLiJJzjnUxxDGUyRURERMThlMkUERERJ6F3MksSBZkiIiLiJDJx/ONtBZk3ix6Xi4iIiIjDKZMpIiIiTkIDf0oSZTJFRERExOGUyRQREREnoYE/JYkymSIiIiLicMpkioiIiJPQ6PKSRJlMEREREXE4ZTJFRETESeidzJJEQaaIiIg4CU1hVJLocbmIiIiIOJwymSIiIuIk9Li8JFEmU0REREQcTplMERERcRKawqgkUSZTRERERBxOmUwRERFxEnonsyRRJlNEREREHE6ZTBEREXESmiezJFGQKSIiIk5Cj8tLEj0uFxERERGHUyZTREREnISmMCpJlMkUEREREYdTJlNERESchN7JLEmUyRQRERERh1MmU0RERJyEpjAqSZTJFBERERGHUyZTREREnIQymSWJgkwRERFxEhr4U5LocbmIiIiIOJwymSIiIuIkNBl7SaJMpoiIiIg4nDKZIiIi4iT0TmZJokymiIiIiDicMpkiIiLiJK7i+NBEUxjdLMpkioiIiIjDKZMpIiIiTkLvZJYkTpvJ3L9/P5MnTyY6Opr69evj5uaGyWRi1KhRhWo3Pj6edu3aERgYSOnSpalTpw5vvPEGFy5ccFDPRURE5Fbm6BhkxIgRmEymfLd9+/blWf/QoUNER0cTHByMp6cnwcHBREdHc/jwYXsvsVg4bSZz2rRpTJw40aFtfvDBBwwaNAiTyUSLFi2oWLEiGzZsYPTo0SxevJiNGzcSGBjo0HOKiIiIrZxjnsyiiEEAGjRowL333pvrMV9f31z3b9q0iVatWpGenk7dunUJDw8nISGBWbNmsWjRIuLj42nWrJnD++oIThtk1qtXj3/96180bNiQRo0aMXr0aL744gu729u5cyeDBw/G1dWVuLg42rZtC0B6ejodOnRgzZo19OnTh0WLFjnqEkRERKRAnONxuaNjELOOHTsyYsQIm8unp6fTpUsX0tPTiY2NZfTo0ZZjQ4cOZcyYMXTp0oX9+/dTunTpQvfP0Zw2yHzhhResPru4FO7J/pgxYzAMg+eee84SYAKUKVOG6dOnc8cdd7B48WL27dtHnTp1CnUuERERuXU5Ogax18yZMzlx4gS1atXK8ah+1KhRLF68mAMHDjB79mx69+59U/qYH6d9J9ORrly5wooVKwDo1q1bjuNVq1YlLCwMgCVLlhRr30RERMTsahFttyZzTPLUU0/lCHRdXFzo2rUrAF9//XWx980WTpvJdKQDBw6Qnp4OQOPGjXMt07hxYzZs2MDOnTuLs2siIiJym9ixYwcxMTGcPXsWX19fGjZsyGOPPUbZsmVzLW+OSfKLXa4v52xuiyDzyJEjAPj5+eX5iwwJCbEqKyIiIsXNOd7JLCpxcXHExcVZ7fP19WXSpEn06NHDan9aWhrJyckAhIaG5tqeOXY5c+YMFy9exMvLqwh6bb/bIshMS0sDyPfme3t7A5CamppvWxkZGWRkZFg+p6SkXNtf2E6KiIjcBszfl4Zh5HPU8Wf8+/e7p6cnnp6eRXC+nGrUqMHo0aNp27YtVatWBWDv3r2MHTuW5cuX07NnT1xdXXnmmWcsdcyxC+Qdv5hjF7h2fQoyb3Fjxoxh5MiROfZ/cBP6IiIicqtKTk62TNvj4eFBUFAQp04Vzbept7e3Jetn9tZbbxVopHdhPPvsszn2hYWFERcXx4ABA5g8eTKvvvoqnTt3xsPDo1j6VBxuiyDT/Ij84sWLeZYxT8bu4+OTb1uxsbEMGjTI8vn8+fNUrVqVo0eP5jnHlThOamoqISEhJCYm3vB3JY6he168dL+Ll+538UtJSSE0NJSAgADLvlKlSnHkyBGuXLlSJOc0DAOTyWS1r7iymDcyYsQIPvzwQ86cOcOWLVto0aIFgNXrfXnFL9cvJOOM/35viyCzWrVqwLWAMC0tLdf3MhMTE63K5iWv9Lqvr69T/oJLKh8fH93vYqZ7Xrx0v4uX7nfx+/to6VKlSlGqVKmb1JubJyAggAoVKnDy5EmOHTtm2V+2bFkCAgI4e/YsR48epUGDBjnqmmOXwMBAp3tUDrfJFEa1a9emTJkyAGzbti3XMub9jRo1KrZ+iYiIyO0tKyvLMr7j70kwc0xyq8Yut0WQ6eHhQfv27QGYO3dujuN//PEHmzdvBqBTp07F2jcRERG5fS1btoz09HRMJlOOqYrMMcm8efPIzs62Opadnc38+fMBeOKJJ4qnswVUooLMKVOmUKdOnRzTAADExMRgMpmYMWMG3333nWV/eno6vXr1Iisri6ioqAKv9uPp6clbb73lNO92lHS638VP97x46X4XL93v4ldS73leMcjRo0f58ssvuXz5co46S5cutawu9MwzzxAUFGR1PDo6msqVK3PgwAGGDRtmdWzYsGEcOHCA4ODgXOMeZ2Aycp9D4KbbsWMHffv2tXz+7bffSEpKIjg4mCpVqlj2L1myhEqVKgHXXp4dOXIkDz74ID/88EOONj/44AMGDRqEyWTiwQcfpEKFCmzYsIGTJ09Su3ZtNm7cSGBgYJFfm4iIiDgvR8Ygu3btomHDhnh7e9OwYUOqVKnCpUuX2Lt3LwcPHgTg4YcfZtmyZVZTEplt2rSJVq1akZ6eTr169ahXrx4JCQkkJCTg5eVFfHw8zZo1K6I7UThOO/AnNTWVLVu25Nh/7Ngxqxdjr5+z8kZeffVV6tevz/jx4/nll1+4ePEioaGhxMbGEhsbm+dE7SIiInL7cGQMEhISwpAhQ9i6dSuHDh1ix44dXLlyhcDAQB599FG6detG165d81wfPSwsjN27d/POO+8QHx/P4sWLKV++PD169GD48OHUqFHD/gstYk6byRQRERGRW1eJeidTRERERJyDgsy/WbhwIQ899BD+/v54eXnRoEED3n//fa5evWpXe9u3b6dz585UrFiRUqVKUb16dfr378/p06cd3PNbk6Pu986dOxkzZgyRkZFUrFgRd3d3/P39adGiBVOnTrX791fSOPrf9/VWrlyJyWTCZDLRsmVLB/S2ZCiKe/7NN9/QoUMHgoKC8PDwoEKFCvzjH//g7bffdmDPb02OvN8XL15kzJgxNG7cGB8fH9zd3QkKCuLRRx9l2bJlRdD7W8v+/fuZPHky0dHR1K9fHzc3N0wmE6NGjSpUu/Hx8bRr147AwEBKly5NnTp1eOONN6wmHpdbhCEWAwcONADDzc3NaNWqlfHEE08Yfn5+BmCEh4cb6enpBWpv4cKFhpubmwEYTZo0Mbp06WLccccdBmBUrFjROHjwYBFdya3BUff76tWrBmAAhre3t/Hwww8bTz31lBEeHm64uroagNG0aVPj3LlzRXtBTs7R/76vd/bsWaNy5cqGyWQyACMyMtKBPb91OfqeZ2RkGJ07dzYAo3Tp0kZERITx9NNPGw8//LBRoUIFo1y5ckV0JbcGR97vpKQk4+6777b8v9KqVSujS5cuRqNGjSz/3wwYMKAIr8b5me/337d33nnH7jYnTJhgAIbJZDIeeOABo3PnzkZQUJABGLVr1zbOnDnjwCuQoqYg8y9Lliyx/Geyfft2y/4zZ84Y9evXNwBj8ODBNrd3/Phxo0yZMgZgfPzxx5b9mZmZRvfu3S2BZ3Z2tkOv41bhyPt99epV47777jMWLFhgXL582erY//3f/xmVKlUyAOO5555z6DXcShz97/vvnnnmGcPV1dV46aWXFGT+pSjueY8ePQzA6NixY44v26ysLOOnn35ySN9vRY6+3wMGDDAA47777jOSk5Otjq1YscKSQLid7/mnn35q/Otf/zLmzJlj/Prrr8azzz5bqCBzx44dhslkMlxdXY2VK1da9l+8eNGIjIw0ACMqKspR3ZdioCDzL02aNDEAY9SoUTmObdiwwQAMT09P4/z58za199prrxmA0bJlyxzH0tLSDF9fXwMwvvvuu0L3/Vbk6Pudny+++MKS+bly5Uqh27sVFeX9/vrrrw3AeO2114wZM2YoyPyLo+95fHy8ARj16tW7bf8d58fR97tevXoGYCxYsCDX44888ogBGBMmTChUv0uSnj17FirINGfpX3jhhRzHfv/9d8PFxcUAjF9//bWwXZVioncygePHj7N161YAunXrluN4eHg4ISEhZGRksHLlSpvaXLJkSZ7teXt706FDBwC+/vpre7t9yyqK+52fhg0bAnDp0iWSkpIK3d6tpijvd1JSEn369KF27dp6H/A6RXHPJ0+eDMArr7yCu7u74zpbAhTF/bZ1DW3NrewYV65cYcWKFUDuv8OqVasSFhYG/O/7VZyfgkyuDRqBa4vUV69ePdcy5qWezGXzk5aWxqFDh6zqFaa9ksbR9/tGzJPdenh4EBAQUOj2bjVFeb9feuklkpKSmD59us1fyrcDR9/zrKws1qxZA8ADDzzAqVOn+M9//sNLL73EK6+8wqxZs27rQRFF8W+8bdu2ALz33nucPXvW6tjKlStZt24dQUFBloSBFM6BAwdIT08H9L1ZkjjtZOzF6ciRIwCEhobmWSYkJMSqbH5+//13y895tVmQ9koaR9/v/BiGwfvvvw/Ao48+WuKWMbNFUd3vefPmsWjRIgYOHGjJMMg1jr7nhw8ftgSRP//8M3379s0RVL722mvMmzePiIgIe7t9yyqKf+NDhgzhl19+4fvvv7dk0fz8/Dh06BDbt28nLCyM6dOn4+vrW/gLEMvvxc/PL8+FUW7n781blTKZXMs8Anh5eeVZxrzUU2pqqs3t5ddmQdoraRx9v/MzcuRIfvrpJ7y9vRk7dmyh2rpVFcX9PnXqFC+//DI1atRg9OjRhe9kCePoe56cnGz5uVevXtx3331s3bqVtLQ0du3aRbt27Thz5gyPP/64JXN/OymKf+NeXl7ExcXxr3/9i4sXL/L9998zf/58tm/fTrly5WjZsqXV8oJSOMX5vSDFR0GmlFizZ8/m7bffxsXFhc8//5yaNWve7C6VGC+++CLnzp3js88+o0yZMje7OyWecd3CbFWqVOH777+ncePGeHt706BBA5YtW0a9evW4cOHCbfvHlKOdPHmSsLAwJk+ezKhRoyzZ5F9++YX77ruPkSNHEh4ebpVUEBFrCjLBkpq/ePFinmXMj6Z8fHxsbi+/NgvSXknj6Pudm4ULF/L8888D8Omnn9K5c2e72ikJHH2/Z82aRVxcHH369OGhhx5ySB9LmqL8PyU6OjrHax+urq707t0buDaR9e2mKP5P6dmzJ1u3buWdd95h6NChVK9eHS8vL5o0acLy5cupX78+u3fvZty4cYW/ACmW7wUpfnonE6hWrRoAiYmJeZYxHzOXzU/VqlUtPx89epT69esXqr2SxtH3++++/vprunXrRnZ2Nh9//LEl2LxdOfp+m0d2bt26NUeQeerUKeDaSlfmY/PmzSMoKKhgnb7FOfqeV6tWDZPJhGEY3HHHHbmWMe8/efJkwTpbAjj6fh8/fpzVq1cD8PTTT+c47u7uzpNPPsl///tf4uPjGTlyZME7LVbMv5fz58+TlpaW63uZt/P35q1KmUz+N8VNcnJyni8Ub9u2DYBGjRrdsD0fHx/uvPNOq3qFaa+kcfT9vt7SpUt56qmnyMrKYtq0afzzn/8sXGdLgKK639u2bWP9+vVW2/79+4FrXxTmfZcvXy7kFdx6HH3Pvb29qV27NkCe03CZ95vfW7udOPp+Hz161PJzXlkz84Cfv488F/vUrl3b8uqNvjdLDgWZQHBwME2aNAFg7ty5OY5v3LiRxMREPD09adeunU1tdurUKc/2Lly4QFxcHABPPPGEvd2+ZRXF/QaIi4ujS5cuZGZmMm3aNMvjw9udo+/30qVLMa4t5JBjmzFjBgCRkZGWfbdj1qEo/o2bX/nI63G4OfPWtGlTe7p8S3P0/b5+QM+WLVtyLfPzzz8D5DllkhSMh4cH7du3B3L/Hf7xxx9s3rwZ+N/3q9wCbtIk8E4nryXJkpKS8lyS7OuvvzZq165tRERE5Gjv+mUlP/nkE8v+zMxMy9JbWlbScfd7xYoVhoeHh2EymayW8ZRrHH2/86IVf/7H0ff8zJkzhr+/vwEYH330kdWxr776yrJu/IoVK4rmgpyco++3eQWhu+66yzhy5IjVsS+++MJyv7/44osiuZ5bkS0r/kyePNmoXbu28eyzz+Y4tn37dsuykt9++61lv5aVvHUpyLyOea1ad3d3o02bNkZUVJTh5+dnAEZYWJiRnp5uVd78hVq1atVc21uwYIHh6upqAMb9999vdO3a1bjjjjsMwKhYsaJx8ODBYrgq5+Wo+/3nn38anp6eBmAEBwcbPXv2zHP7+3rPtxNH//vOjYJMa46+56tWrTJKlSplAEbdunWNJ5980mjYsKEBGIAxbNiwYrgq5+XI+/3f//7XCAwMNACjVKlSxkMPPWQ8+eSTRt26dS33u3v37rdtosAwrgWF999/v2Uz36/g4GCr/SdOnLDUeeuttwzAePDBB3Ntc8KECQZgmEwm46GHHjK6dOliVKpUyQCM2rVr39b/h9+KFGT+zfz5840HHnjA8PHxMUqXLm3Uq1fPGDt2rJGRkZGjrC1fwtu2bTOeeOIJo3z58oaHh4dRtWpV4+WXXzZOnTpVhFdx63DE/T5y5IjlP/0bbX/PSNxuHP3vO686CjL/x9H3fP/+/UbPnj2NKlWqGO7u7ka5cuWMdu3aGd9//30RXsWtw5H3+9SpU8aQIUOMe+65x/Dy8jLc3NyM8uXLG61btzbmz59fxFfi/NatW1fg/3dvFGQahmGsXr3aaNOmjREQEGB4enoaNWvWNGJjY43U1NSivyhxKJNhXDcBm4iIiIiIA2jgj4iIiIg4nIJMEREREXE4BZkiIiIi4nAKMkVERETE4RRkioiIiIjDKcgUEREREYdTkCkiIiIiDqcgU0REREQcTkGmiBNZu3YtLi4ueHl5cejQoTzLjRw5EpPJRN26dcnIyCjGHhaN33//HZPJRLVq1Yq17s3wzTffYDKZGD9+vNX+ESNGYDKZGDFixM3p2F9SUlIoV64c999/P1qrQ0QKQ0GmiBOJiIigb9++pKenEx0dTXZ2do4yO3bsYNSoUbi5uTF79mw8PT1vQk+LT7Vq1TCZTPz+++83uyuFlpGRwaBBgwgJCeHll1++2d3Jla+vL7Gxsfzyyy/Mnj37ZndHRG5hCjJFnMx7771HjRo12LRpU45sV0ZGBj169CAzM5OhQ4dy33333aReOlaVKlX49ddfWbNmTbHWLW6TJ0/m8OHDxMTEUKpUqZvdnTz169eP8uXLExsbWyIy5SJycyjIFHEyXl5ezJw5ExcXF4YNG8bevXstx4YNG8aePXto1KgRb7755k3spWO5u7tTp04datSoUax1i1NWVhaTJ0+mVKlSPPPMMze7O/kqVaoU3bp14+TJk8yfP/9md0dEblEKMkWcUHh4OK+++ioZGRn07NmTzMxMNm/ezPjx4/Hw8GDWrFm4u7sXqM3o6GhMJhMzZ85k9+7dPPHEE5QvX57SpUtzzz33MHHiRLKysvKsP2/ePCIjIwkICMDT05OqVavy/PPPc+DAgVzLnzx5koEDB1KrVi1KlSpFmTJlCAkJITIyknHjxlmVze29ypkzZ2Iymfjjjz8AqF69OiaTybL98MMPeda93rFjx+jfvz81a9akVKlS+Pr6EhYWxscff5zr9ZrPGx0dzcWLF4mNjeXOO+/E09OToKAgevbsyfHjx/O507lbtmwZR48epWPHjvj6+hao7rZt26hUqRKurq5W2e3rf6f79++na9euVKhQAS8vL5o0acI333xjKbtlyxY6dOhg+Z03b9483+xvdHQ0AFOnTi3YhYqImBki4pQuXbpk3HXXXQZgxMTEGDVr1jQAY8yYMXa117NnTwMwXnrpJaNUqVJGtWrVjK5duxqtWrUyPDw8DMB48sknjezsbKt62dnZRo8ePQzAcHNzMyIiIoynnnrKqFWrlgEYZcqUMb799lurOidPnjQqV65sAEZoaKjx+OOPG127djVatGhhBAQEGL6+vlbljxw5YgBG1apVLfs2bNhg9OzZ0/Dy8jIAIyoqyujZs6dl+/XXX/Osa/bLL78YAQEBln507drVaNOmjVGqVCkDMFq3bm1kZGRY1ZkxY4YBGB07djTuuecew8/Pz3jssceMxx9/3KhQoYLlXOfPny/Q/Tffw88++yzX42+99ZYBGG+99ZbV/m+++cYoU6aMUbp0aWPx4sVWx8y/0/79+xteXl5G7dq1jaeeespo3ry5ARgmk8lYuHChsWTJEsPd3d1o2LCh0bVrV6NBgwaW3+eGDRvy7HP58uUNwDhx4kSBrlVExDAMQ0GmiBP75ZdfDFdXVwMwAKN58+ZGZmamXW2ZAxLA6Nu3r3H16lXLsYSEBEtA8dFHH1nVmzZtmgEYgYGBxs6dOy37s7OzLYGRn5+fcfr0acuxkSNHGoDx4osv5ghar1y5YsTHx1vtyy9QrFq1qgEYR44cyfW68qp7+fJlS90+ffoYV65csRz77bffjGrVqhmAMXToUKt65iDTHISmpKRYjp09e9a49957DcAYPXp0rv3JS0hIiAEYe/bsyfV4bkHmpEmTDBcXF6N8+fLGTz/9lKPO9b/TUaNGWd3rSZMmGYARHBxs+Pv7G7Nnz7aq+8orrxiA0bJlyzz73KFDBwMwvvjiiwJdq4iIYSjIFHF6bdq0sQQS//d//2d3O+aApFKlSsalS5dyHJ88ebIBGDVr1rTaX6NGDQMwJk2alKNOdna2cc899xiA8e6771r29+3b1wCMr7/+2qa+FUWQ+cUXXxiAUblyZePy5cs56i1atMgAjLJly1rdD3OQ6eXllWsGb968eQZgRERE2HRthmEYZ86cMQDDxcUlzz8Srg8ys7KyLEFgrVq1jEOHDuVax/w7bdq0aY5g/urVq5YsbufOnXPUTUpKMgDDw8PDKgC/XmxsrAEYr776qs3XKiJipncyRZzYmjVr+P777y2fv/rqq0K32aVLl1xHNvfs2ROAgwcPcuLECeDa+4y//fab1fHrmUwmnnvuOQDWrVtn2d+0aVMAYmJi+Prrr7lw4UKh+11Q5nc2n3rqqVyneXriiSfw9/cnLS2N7du35zjeuHFjKlWqlGP/XXfdBVCg9zL//PNP4Nr0QK6urvmWTU9PJyoqiv/85z+Eh4fz008/3XBQU9u2bTGZTFb73NzcqF69OgDt2rXLUadcuXIEBARw5coVkpOTc223XLlyVv0XESkIBZkiTio1NZXnn38ewzDo168f7u7uvP/++2zdurVQ7ZoDj78rW7asJag4duwY8L9Aqly5cvj4+ORazxwAXR90PfvsszzzzDMcOHCAqKgo/Pz8uOeee+jbty9r164tVP9tZe5PXtdrMpksx3ILGENDQ3OtZ74Ply9ftrkvKSkpVnXz88EHH7B06VLq1atHfHw8AQEBN6yTV1+9vb3zPV62bFkg72sx9/fcuXM37IOIyN8pyBRxUq+++ipHjx4lMjKSSZMm8cYbb5CVlUV0dHSRz11oFHKlFxcXF7788kv27NnD+++/z6OPPsrJkyeZNm0akZGRdOjQId+R7M7AxcVx/z36+fkB1/5wuJH27dtTrlw5EhISGDt2rE3t36iv9l6LOTj29/e3q76I3N4UZIo4oRUrVvD555/j4+PD559/jslkYujQoTRs2JC9e/fy1ltv2d32kSNHct2flpZmeWwaHBwMXJvoHCA5OTnPAOnw4cNWZa93991389prr7F06VJOnz5NfHw8FSpUIC4urshXkzH3x9y/3JjvRW59d6QKFSoAcP78+RsG1/feey/r16+nUqVKjBgxgn/9619F2rf8mP89VKxY8ab1QURuXQoyRZzM2bNn+ec//wnAhAkTLI863d3dmTlzJu7u7owbN44tW7bY1f7ChQtzzYR+8cUXANx5552WoCs4ONjyOHzmzJk56hiGYdn/8MMP53tek8lEZGQk3bp1A2DXrl029dfDwwOAzMxMm8qbPfTQQwDMnz8/18fBS5Ys4dy5c5QtW7bIV04KDAwkJCQEwzDYt2/fDcvXrVuXDRs2UK1aNcaPH0+fPn1yXWK0qCUkJACUmJWlRKR4KcgUcTL9+vXj5MmTtG3bll69elkdu+eeexg2bJjlsXlB3gs0O3HiBP/617+sMmq//vorb7/9NnDtMf31zJm0d955h927d1v2G4bBqFGj2LVrF35+fpbAGGD27Nm5DqZJS0uzDMipWrWqTf01Z1X37NljU3mzzp07ExoayokTJxg0aJBVkHrkyBEGDx4MQP/+/YtliUdzEP7TTz/ZVL5GjRps2LCB2rVr8/HHH1uWEy1O5r5GREQU63lFpGRQkCniRBYvXsxXX32Fn58fn376aa5lYmNjadSoEfv27WP48OEFPkefPn347LPPqFmzJk8//TRt2rTh3nvv5c8//6RTp0689NJLVuV79+7Ns88+S1JSEo0bN6Zly5Z069aNu+66i+HDh1O6dGnmzp1L+fLlLXW+/vprGjduTJUqVWjfvj3du3enffv2hISEsGvXLurVq2cVlOYnKioKgO7duxMVFcULL7zACy+8wP79+/Ot5+npyaJFiwgICGDatGnceeedPPXUU7Rv3567776bI0eO0Lp160K9elAQHTt2BGD16tU21wkODubHH3+kQYMGzJkzh86dOxfbWuI7d+4kOTmZpk2b5jrKXkTkRhRkijiJ06dP06dPHwAmTpyY53uCbm5uzJo1Cw8PD8aPH8/PP/9coPPcf//9bN68mXr16rF69Wp++OEHatasyYQJE1iwYEGOqXBMJhOzZ89m7ty5hIeHs337dhYtWkR6ejrR0dHs3LmTtm3bWtUZPHgwr7zyCsHBwezYsYOFCxeyY8cO7r77biZPnszPP/9sGdl8Iy+99BJjxoyhatWqrFy5kunTpzN9+nROnjx5w7pNmjRh165dvPzyy7i6urJkyRI2bNhAw4YNmTZtGsuXL7c8ji9qHTp0IDQ0lGXLlhVotHaFChX44YcfaN68OUuXLuWxxx4jPT29CHt6jfk1iJdffrnIzyUiJZPJKOwwUhG5JURHRzNr1ixmzJhhWZdaite4ceN47bXXmDRpEv3797/Z3cnT5cuXCQkJwd3dnSNHjuQ6z6iIyI0okykiUkz69+/PHXfcwfvvv2/X+7TFZfLkySQlJTFmzBgFmCJiNwWZIiLFxNPTkwkTJnDs2DGmTJlys7uTq5SUFMaOHUvTpk3p0aPHze6OiNzC3G52B0REbiePP/54oSe7L0q+vr55LjMpIlIQeidTRERERBxOj8tFRERExOEUZIqIiIiIwynIFBERERGHU5ApIiIiIg6nIFNEREREHE5BpoiIiIg4nIJMEREREXE4BZkiIiIi4nAKMkVERETE4f4fe5CnPocyphsAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# NBVAL_IGNORE_OUTPUT\n", "from examples.seismic import plot_velocity, plot_perturbation\n", "from devito import gaussian_smooth\n", "\n", "# Create true model from a preset\n", "model = create_model()\n", "\n", "# Create initial model and smooth the boundaries\n", "model0 = create_model(grid=model.grid)\n", "gaussian_smooth(model0.vp, sigma=filter_sigma)\n", "\n", "# Plot the true and initial model and the perturbation between them\n", "plot_velocity(model)\n", "plot_velocity(model0)\n", "plot_perturbation(model0, model)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Acquisition geometry\n", "\n", "Next we define the positioning and the wave signal of our source, as well as the location of our receivers. To generate the wavelet for our source we require the discretized values of time that we are going to use to model a single \"shot\",\n", "which again depends on the grid spacing used in our model. For consistency this initial setup will look exactly as in the previous modelling tutorial, although we will vary the position of our source later on during the actual imaging algorithm." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtkAAAIZCAYAAABzpSMqAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjMsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvZiW1igAAAAlwSFlzAAAPYQAAD2EBqD+naQAAalJJREFUeJzt3Xl4VOX9/vF7sk32hBD2JICsLVAEAbFBRaAquOECKq1AtVWr1r0KtH5rxQql1RbFpbVWq5YfCAguoCiiKKLsKm4RlCWAbAGy73N+fyRnkphtMjlnJjPzfl1XrovMWeYZD8KdD5/neRyGYRgCAAAAYJkwfw8AAAAACDaEbAAAAMBihGwAAADAYoRsAAAAwGKEbAAAAMBihGwAAADAYoRsAAAAwGKEbAAAAMBiEf4eAKq4XC4dPHhQCQkJcjgc/h4OAAAAfsAwDOXn56tr164KC2u6Vk3IbiMOHjyo9PR0fw8DAAAAzcjOzlZaWlqT5xCy24iEhARJVQ8tMTHRz6MBAADAD+Xl5Sk9Pd2d25pCyG4jzBaRxMREQjYAAEAb5klrLxMfAQAAAIsRsgEAAACLEbIBAAAAixGyAQAAAIsRsgEAAACLEbIBAAAAixGyAQAAAIsRsgEAAACLEbIBAAAAixGyAQAAAIuFRMjOysrSY489punTp2vQoEGKiIiQw+HQgw8+2Kr7rlmzRhMmTFBqaqpiYmLUv39//f73v1dBQYFFIwcAAEAgivD3AHzhySef1Pz58y2959///nfdeeedcjgcOvPMM9WpUyd98MEHeuihh7Rs2TKtX79eqamplr4nAAAAAkNIVLIHDhyou+++W//73//01Vdf6ZprrmnV/bZv36677rpL4eHhWrlypdatW6eXXnpJ3377rcaOHausrCzdeOONFo0eAAAAgSYkKtm/+tWv6nwfFta6ny3mzJkjwzD0y1/+UuPHj3e/Hhsbq2eeeUannHKKli1bpq+//lr9+/dv1XsBAAAg8IREJdtKZWVlWrlypSRpypQp9Y53795dmZmZkqTly5f7dGwAAABoGwjZLfTNN9+oqKhIkjRs2LAGzzFf3759u8/GBQAAgLaDkN1Cu3fvliQlJycrISGhwXPS09PrnAvfMwxDW/eeUEl5pb+HAgAAQhAhu4Xy8/MlSXFxcY2eEx8fL0nKy8tr9JzS0lLl5eXV+YJ1Xv30oC5/coPufOkTfw8FAACEIEK2n8yZM0dJSUnuL7P6DWs8++EeSdKqHYe0fd8J/w4GAACEHEJ2C5ktIoWFhY2eY25Gk5iY2Og5M2fOVG5urvsrOzvb2oGGsNKKSmUdynd//8JHe/04GgAAEIpCYgk/K/Xo0UOSdPLkSeXn5zfYl20GZvPchjidTjmdTjuGGPI27T6u4lq92N8eZQdOAADgW1SyW6hfv36KjY2VJG3ZsqXBc8zXhw4d6rNxocaXB6v62/t2quqN33u8yJ/DAQAAIYiQ3UJRUVG64IILJEkLFy6sd3zv3r3asGGDJOnSSy/16dhQ5eDJYknST3tVbWt/sqhcJ4vK/DkkAAAQYgjZjViwYIH69++vqVOn1js2Y8YMORwOPfvss3rzzTfdrxcVFem6665TZWWlLr/8cnZ79JODuSWSpF4d49UxoaolZ28O1WwAAOA7IdGTvW3bNt10003u77/99ltJ0j//+U+9/vrr7teXL1+uLl26SJKOHTumrKwsde7cud79hg4dqocfflh33nmnJkyYoLPPPlsdO3bUBx98oO+//179+vXTU089ZfOnQmPMSna35Gj1aB+nI/ml2nu8SIPTk/07MAAAEDJCImTn5eVp48aN9V7fv3+/9u/f7/6+tLTU43vecccdGjRokB5++GFt2rRJhYWFysjI0MyZMzVz5sxGN6qB/cyQ3SUpRhntY7Vpz3HtPdb4ajAAAABWC4mQPXr0aBmG0aJr7r//ft1///1NnjNu3DiNGzeuFSOD1YrLKnWiqFyS1DU5Rt1TqiapMvkRAAD4Ej3ZCCoHc6uq2PHOCCVGR6hTYrQk6ViB5/9KAQAA0FqEbASV709WTXrskhQth8OhlLgoSdLxQlYXAQAAvkPIRlAxK9ldkmMkSSnxhGwAAOB7hGwElRPVYTq1uoLdnko2AADwA0I2goo56TEpNlKS1K46ZBeVVaqk1lbrAAAAdiJkI6iYOzu2i60K1wnOCEWGOyRJOVSzAQCAjxCyEVROuEN2VSW7zuTHAkI2AADwDUI2gsrJ6naR5OpKtiSlxFVtrZ5TyDJ+AADANwjZCCo1ITvS/RqTHwEAgK8RshFUTvygJ1sSa2UDAACfI2QjaBiG0WAl2wzZTHwEAAC+QshG0Cgqq1RZpUtS3Up2eyY+AgAAHyNkI2icLK6qYkeGOxQbFe5+3VwzO6+k3C/jAgAAoYeQjaBh7vaYHBslh8Phfj0hOkKSlF9S4ZdxAQCA0EPIRtAw+7Hb1erHlqQEZ9X3+VSyAQCAjxCyETTMlUVqr5EtUckGAAC+R8hG0DB7rhOjf1DJjjZ7sgnZAADANwjZCBoF1SE6sbpybaqpZNMuAgAAfIOQjaBRUFoVsuN/ELLNynZphUulFZU+HxcAAAg9hGwEDbPnOt5ZN2TXDt30ZQMAAF8gZCNoNFbJDg9zuIM3IRsAAPgCIRtBw+zJTvhBJVuiLxsAAPgWIRtBo7FKtsQyfgAAwLcI2Qga+WbIdkbWO2Yu40clGwAA+AIhG0GjoDpAJzRRyWatbAAA4AuEbAQNd7tIgz3Z1RvSFFPJBgAA9iNkI2i4Jz7Skw0AAPyMkI2gUOkyVFhWtdFMw5VsQjYAAPAdQjaCQmFZTXhuaHWRRCY+AgAAHyJkIyiYFeqo8DA5I8LrHY+LqnqtqJxt1QEAgP0I2QgKZj92Q1VsSYqtbiEpKqVdBAAA2I+QjaBQUFrVBtJQP7YkxUVVvV5YSiUbAADYj5CNoGC2izQWsmOdVe0itXu3AQAA7ELIRlBoakt1qaaSXVRGJRsAANiPkI2gUFTdBmJOcPyh2OrXC+nJBgAAPkDIRlAw20BiG2kXMdtIqGQDAABfIGQjKJjhudFKdq2ebMMwfDYuAAAQmgjZCApFZiU7qumebMOQSspdPhsXAAAITYRsBAVzab7YRirZMZE1r7PCCAAAsBshG0Gh2GwXaaQnOyzM4Q7gRayVDQAAbEbIRlAwq9O1K9Y/ZLaSUMkGAAB2C6mQvWTJEo0ePVrt2rVTXFycBg8erHnz5qm8vLzF9yosLNScOXM0bNgwJSYmKjIyUp07d9aFF16oV1991YbRoyk1lezGQ7Z5jGX8AACA3Rr+t/UgdPvtt2v+/PmKiIjQmDFjFB8fr7Vr1+ree+/Va6+9prfeeksxMTEe3SsnJ0dnnXWWvvzyS8XHx+unP/2pkpOTtWvXLq1cuVIrV67Urbfeqvnz59v8qWByV7Ibmfgo1a5k0y4CAADsFRKV7BUrVmj+/PmKj4/Xxo0btXr1ai1btkw7d+7UoEGDtH79et13330e3++BBx7Ql19+qdNOO0179+7V6tWrtXjxYm3dulUrV65URESEHn30UX388cc2firUVtzMEn61jxVRyQYAADYLiZD90EMPSZJmzJihoUOHul9PTU3VE088IUlasGCBcnNzPbrf2rVrJUn33nuvUlJS6hybMGGCzjnnHEnSRx991OqxwzNmdTqmqZDtpJINAAB8I+hD9oEDB7R582ZJ0pQpU+odHzVqlNLT01VaWqpVq1Z5dM/o6GiPzktNTfV8oGiVmkp24+0iZk92ERMfAQCAzYI+ZG/fvl2SlJKSop49ezZ4zrBhw+qc25zx48dLkv7yl7/o+PHjdY6tWrVK7777rjp37qyLL77Y22Gjhcye7KYmPrp7slnCDwAA2CzoJz7u3r1bkpSRkdHoOenp6XXObc69996rTZs2afXq1erevbsyMzPdEx+3bt2qzMxMPfPMM0pKSmr9B4BHitztIk1UsqOoZAMAAN8I+pCdn58vSYqLi2v0nPj4eElSXl6eR/eMi4vTa6+9plmzZunhhx/W6tWr3cfat2+vcePGqVu3bk3eo7S0VKWlpe7vPX1v1FdR6VJZRdVW6U1NfIx1UskGAAC+EfTtInb4/vvvlZmZqccee0wPPvigvvvuOxUUFGjTpk067bTT9Kc//UmjRo1yB/yGzJkzR0lJSe4vs5qOlisqrwnNTU18jI2kkg0AAHwj6EN2QkKCpKrNYxpTUFAgSUpMTPTontOmTdPmzZs1e/ZszZo1Sz179lRcXJyGDx+u119/XYMGDdKnn36qv/3tb43eY+bMmcrNzXV/ZWdnt+BToTZzm/SIMIeiwhv/LW0G8OJyKtkAAMBeQR+ye/ToIUlNhljzmHluUw4cOKC3335bknT11VfXOx4ZGakrrrhCkrRmzZpG7+N0OpWYmFjnC94pcm9EEy6Hw9HoeTHunmxCNgAAsFfQh+whQ4ZIqtqlsbGJjVu2bJGkOmtoN2bfvn3uXzcWjM0Jjz9ceQT2KPJg+T5Jiq0O2SVUsgEAgM2CPmSnpaVp+PDhkqSFCxfWO75+/XplZ2fL6XRqwoQJzd6v9oTGjRs3NniOudNjY0sGwlpmyI5tYvk+SYqp7skuppINAABsFvQhW5JmzZolSZo7d662bdvmfj0nJ0c33XSTJOmWW26ps+Te8uXL1b9/f40dO7bOvTIyMtyh/bbbbtOePXvqHH/xxRe1ePFiSQ1vfgPrmWtkxzYx6VGSoiNpFwEAAL4R9Ev4SdLEiRN166236tFHH9XIkSM1duxYxcXF6Z133tHJkyeVmZmp2bNn17kmNzdXWVlZKikpqXe///znPzrnnHP01Vdf6Uc/+pFGjhyp1NRUffXVV/riiy8kSb/4xS/085//3CefL9SZlenYyObaRaqO0y4CAADsFhIhW5Lmz5+vzMxMPf7449qwYYPKy8vVq1cvzZgxQ3fccYeioqI8vtfAgQP1+eef6+9//7veeOMNbd68WaWlpWrXrp3OO+88XXvttZo8ebKNnwa1Fbs3ovGwXYSQDQAAbOYwDMPw9yBQtRlNUlKScnNzWWmkhV78eK/+sOJznTegk/55zbBGz9t1JF/jHnlfSTGR+vSP5/pwhAAAIBi0JK+FRE82gpvZ/mFWqhtjbrlOJRsAANiNkI2AZ4bs6OZCdvXxsgqXKl38Aw4AALAPIRsBr6TcJcnzkC1RzQYAAPYiZCPgFXtYyY6OrPntzlrZAADAToRsBDxPe7IdDof7HJbxAwAAdiJkI+DVVLKb/+1sbljDhjQAAMBOhGwEvNLqnuzm1smWalpK6MkGAAB2ImQj4Lkr2RHNh2wziNOTDQAA7ETIRsBzL+HnQSXbbBcpLq+wdUwAACC0EbIR8Goq2c3/dna3i5S5bB0TAAAIbYRsBLySFvRkx9CTDQAAfICQjYDn6Y6PUq12kTLaRQAAgH0I2Qh4nq6TXfscKtkAAMBOhGwEvJaskx3NOtkAAMAHCNkIeC1qF6GSDQAAfICQjYBmGIZ74qMnIZt1sgEAgC8QshHQSitqluLzpCfbDOIlVLIBAICNCNkIaLUr0p5Usp3Va2nXDucAAABWI2QjoJVUVIXsqPAwhYc5mj2fSjYAAPAFQjYCmlnJdnqwsohUO2RTyQYAAPYhZCOguXd79KBVRKpZ5o9KNgAAsBMhGwGtuAXL90lSdER1JZuebAAAYCNCNgJaaQt2e5RqwngplWwAAGAjQjYCWkt2e5RqerdpFwEAAHYiZCOged0uwsRHAABgI0I2AlpLdnusOq+6kl1BJRsAANiHkI2AVuxlTzbtIgAAwE6EbAS0Uq97sl0yDMO2cQEAgNBGyEZAMzejiYlqWSVbYmt1AABgH0I2AprZW+2MaNnER0kqZfIjAACwCSEbAa24rHrHRw8r2ZHhDoU5qn7N5EcAAGAXQjYCmhmUoz2sZDscDiY/AgAA2xGyEdBK3D3Znv9WrgnZtIsAAAB7ELIR0NyVbA+X8JOk6Ah2fQQAAPYiZCOgmauLtChkV5/L6iIAAMAuhGwEtJbu+ChJTnqyAQCAzQjZCGgt3fFRqrW1OiEbAADYhJCNgFbSwh0fpZqVSEpoFwEAADYhZCOglVDJBgAAbRAhGwHNm55s98RHQjYAALAJIRsBrbjc+9VFWCcbAADYJaRC9pIlSzR69Gi1a9dOcXFxGjx4sObNm6fy8nKv7/nKK6/o4osvVufOnRUVFaWOHTvqpz/9qR544AELR47GeNOT7WSdbAAAYLOQCdm33367Jk+erA8//FAjRozQ+eefr3379unee+/VmDFjVFxc3KL7lZWVafLkyZo4caLWrFmjAQMG6IorrtDAgQP17bff6tFHH7Xpk8Dkchnuta5b1pNtTnwkZAMAAHtE+HsAvrBixQrNnz9f8fHxWrdunYYOHSpJOnbsmMaMGaP169frvvvu09/+9jeP7/nrX/9aS5Ys0cSJE/X0008rNTXVfczlcmnTpk2Wfw7UVXszmZatk21WsmkXAQAA9giJSvZDDz0kSZoxY4Y7YEtSamqqnnjiCUnSggULlJub69H93nnnHT3//PMaOHCgXnrppToBW5LCwsI0cuRIi0aPxhTXavdo2bbqbEYDAADsFfQh+8CBA9q8ebMkacqUKfWOjxo1Sunp6SotLdWqVas8uudjjz0mqaoFJTIy0rrBokXMkBwVHqbwMIfH1zHxEQAA2C3o20W2b98uSUpJSVHPnj0bPGfYsGHKzs7W9u3bdfXVVzd5v8rKSr3zzjuSpLPOOkuHDh3SokWLlJWVJafTqSFDhujyyy9XfHy8tR8E9RR7Memx9vn0ZAMAALsEfcjevXu3JCkjI6PRc9LT0+uc25TvvvtOBQUFkqSPP/5YN910k/t70+9+9zstWrRIY8aM8XbY8ECJF8v31T6fdbIBAIBdgr5dJD8/X5IUFxfX6Dlm1TkvL6/Z++Xk5Lh/fd111+m0007T5s2blZ+fr08++UQTJkzQ0aNHdckll2jnzp2N3qe0tFR5eXl1vtAy7t0eo1oaspn4CAAA7BX0IdtqhmG4f92tWzetXr1aw4YNU3x8vAYPHqxXX31VAwcOVEFBgebOndvofebMmaOkpCT3l1lNh+fcuz1GtDBkM/ERAADYLOhDdkJCgiSpsLCw0XPMdo/ExESP7ydJ06dPl9PprHM8PDxcN9xwgyRpzZo1jd5n5syZys3NdX9lZ2c3+96oq7jM255s1skGAAD2Cvqe7B49ekhSkyHWPGae29z9HA6HDMPQKaec0uA55uvff/99o/dxOp31Ajpaxlwnu6U92eY62aW0iwAAAJsEfSV7yJAhkqp6qRub2LhlyxZJqrOGdmPi4+PVr18/SVWb2TTEfJ0VRuxltns4vZz4SCUbAADYJehDdlpamoYPHy5JWrhwYb3j69evV3Z2tpxOpyZMmODRPSdNmiSp8XaQt99+W5I0YsQIb4YMD5mVbGdEC9tFIlgnGwAA2CvoQ7YkzZo1S5I0d+5cbdu2zf16Tk6ObrrpJknSLbfcoqSkJPex5cuXq3///ho7dmy9+916661q166dVq1apX/+8591ji1atEj/+9//3OfBPt4v4WeuLkIlGwAA2CMkQvbEiRN16623qqCgQCNHjtT48eN1xRVXqHfv3tqxY4cyMzM1e/bsOtfk5uYqKytL3377bb37paamavHixYqOjtaNN96ogQMHatKkSRo6dKiuvvpqGYah++67z+PKOLzjdSXbvU42lWwAAGCPkAjZkjR//nwtXrxYZ5xxhjZs2KBVq1YpLS1Nc+fO1dq1axUTE9Oi+/3sZz/Tp59+qmnTpunkyZN65ZVXtG/fPk2YMEGrV6/WAw88YNMngam0uqfa25BdVulSpcto5mwAAICWC/rVRWqbPHmyJk+e7NG506dP1/Tp05s8p2/fvnruuedaPzB4xeypdrZ0nexaS/6VVlQqNiqk/jcAAAA+EDKVbAQfs5Ld0nWya4dyJj8CAAA7ELIRsGp6sltWyQ4Pcygy3CGJyY8AAMAehGwErJp1slv+25it1QEAgJ0I2QhY7h0fWzjxUarZwIZ2EQAAYAdCNgKWuQRfS3d8lGqtlc2ujwAAwAaEbAQsb5fwk2ptrU67CAAAsAEhGwHLrGS3dMfHqmvC6twDAADASoRsBKxWVbKZ+AgAAGxEyEbA8nYzGqlWuwg92QAAwAaEbAQsbzejqX0Nq4sAAAA7ELIRsLzdjEaqvYQflWwAAGA9QjYClhWb0ZhBHQAAwEqEbASsms1oWrFONpVsAABgA0I2Apa7XcSrnmx2fAQAAPYhZCMglVe6VOkyJHm7GQ2VbAAAYB9CNgJS7V5qbzajcdKTDQAAbETIRkAqrVWBjgpv+W9js/pdyjrZAADABoRsBKSS6gp0VHiYwsIcLb7erH6zrToAALADIRsBqbQVy/dJVLIBAIC9CNkISK3ZiEaqVcmmJxsAANiAkI2A5N6IxouVRWpfx+oiAADADoRsBCT3RjTetotEmu0iVLIBAID1CNkISK1uF4kwN6Ohkg0AAKxHyEZAKmntxEcq2QAAwEaEbAQkd7uIl5Vs92Y0LOEHAABsQMhGQGrtEn7ubdVZwg8AANiAkI2AVOLuyfZ2dREq2QAAwD6EbAQkdyXb63aRms1oDMOwbFwAAAASIRsBqvVL+FWFc5chlVcSsgEAgLUI2QhIVlWyJbZWBwAA1iNkIyCVtronu3bIpi8bAABYq1Uh+4MPPtDkyZOVlpYmp9Op6667zn3s7bff1qxZs3To0KFWDxL4oZp2Ee8q2Q6Hg63VAQCAbbwO2Q8++KBGjx6tpUuX6uDBgyovL68zgSwpKUl/+ctf9PLLL1syUKA292Y0Xlaya19LJRsAAFjNq4Tyxhtv6P/+7//UrVs3vfTSSzp8+HC9c0aMGKEOHTro9ddfb/UggR9yt4t4OfGx6lqW8QMAAPaI8Oai+fPny+l06o033tCAAQMaPW/w4MHauXOn14MDGmNOVvS2XaTqWjakAQAA9vCqDLh582aNGDGiyYAtSR06dKAnG7YoKW/dxMeqa6lkAwAAe3iVUAoLC9W5c+dmz8vNzZXLRYCB9cxKtrdL+Ek1lWyW8AMAAFbzKmR36tRJu3btava8rKwspaene/MWQJPM6rO3m9FINQG9hEo2AACwmFcJZdSoUfrkk0/04YcfNnrO66+/rl27dumcc87xenBAY0osqGTX3lodAADASl6F7LvuuksOh0OXXXaZVqxYoYqKijrH33zzTf3qV79SZGSkfvvb31oyUKC2Ugt6sqNZXQQAANjEq4QydOhQPfzwwzp27Jguv/xyJScny+FwaNmyZUpOTtYFF1ygI0eO6OGHH9aPf/xjq8cM1FrCj0o2AABoe7wuA952221atWqVhg8fruLiYhmGofz8fOXl5WnQoEF69dVXdcstt1g51lZbsmSJRo8erXbt2ikuLk6DBw/WvHnzVF5e3up7r1q1Sg6HQw6HQ+PGjbNgtGgKm9EAAIC2zKt1sk3nnXeezjvvPOXk5Gj37t1yuVxKT09Xly5drBqfZW6//XbNnz9fERERGjNmjOLj47V27Vrde++9eu211/TWW28pJibGq3ufOHFCv/71r+VwOOrsegn71Gyr3vp2EbZVBwAAVvM+odTSvn17DRs2TCNGjGiTAXvFihWaP3++4uPjtXHjRq1evVrLli3Tzp07NWjQIK1fv1733Xef1/f/7W9/q8OHD+vGG2+0cNRoihVL+FHJBgAAdrEkZLd1Dz30kCRpxowZGjp0qPv11NRUPfHEE5KkBQsWKDc3t8X3Xr58uf73v//pzjvv1IgRI6wZMJpkGEbNZjRWbKtOyAYAABbzqF3kgQce8PoNHA5Hq6rErXXgwAFt3rxZkjRlypR6x0eNGqX09HRlZ2dr1apVuvrqqz2+97Fjx3TjjTeqX79+euCBB7Ro0SLLxo3GlVXWhOJWbUZTXcmmXQQAAFjNo5B9//33N9hv7HA4mrzOMAy/h+zt27dLklJSUtSzZ88Gzxk2bJiys7O1ffv2FoXs3/zmNzp27JhefvllRUdHWzJeNK925blVm9GwhB8AALCJRyH7j3/8Y73Xdu/ereeff17R0dE699xz3QF2z549euutt1RSUqJp06apR48elg64pXbv3i1JysjIaPQcc1dK81xPLFq0SEuXLtVtt92mzMzM1g0SLVK78hwVbsXqIlSyAQCAtbwK2dnZ2Ro6dKgmTpyoJ598Up06dapz/MiRI7rxxhu1cuVKbdmyxbrReiE/P1+SFBcX1+g58fHxkqS8vDyP7nno0CHdfPPN6tWrl7vfu6VKS0tVWlrq/t7T90bdjWia+9eUpjgj2VYdAADYw6sy4H333afIyEgtXLiwXsCWpI4dO2rhwoWKiIjwa6uIXa6//nqdOHFC//73vxUbG+vVPebMmaOkpCT3l1lNR/Nqlu/zvh9bopINAADs41XIfuutt3TWWWc12YccHR2tM888U2+//bbXg7NCQkKCJKmwsLDRcwoKCiRJiYmJzd7vv//9r1577TXdeOONGj16tNfjmjlzpnJzc91f2dnZXt8r1FixEU3t61ldBAAAWM2rzWiOHz+u4uLiZs8rKSnRiRMnvHkLy5g94U2FWPOYJ/3jy5cvlyRt3ry5Xsg+dOiQJGnr1q3uY4sWLVLnzp3r3cfpdMrpdDb7fqivZkv11oVsNqMBAAB28SpkZ2Rk6N1339Xhw4cbbBeRqgLnu+++6/c2iCFDhkiSe1fKhlYYMfvGa6+h3Zymes1PnjypdevWSar6QQPWMts7oluxfJ9EJRsAANjHq1LglClTVFBQoLFjxzbYDrJmzRr97Gc/U2FhYYNrU/tSWlqahg8fLklauHBhvePr169Xdna2nE6nJkyY0Oz9VqxYIcMwGvx69tlnJUljx451v+bv1VWCkTnxMaqV7SLRbEYDAABs4lVKmTFjhk4//XR9+eWXOv/889WpUyedfvrpOv3009WpUyedd955+uKLLzRixAjNmDHD6jG32KxZsyRJc+fO1bZt29yv5+Tk6KabbpIk3XLLLUpKSnIfW758ufr376+xY8f6drBolruSbdHER9pFAACA1bwK2dHR0Vq7dq3uuusuxcfH6+jRo9q8ebM2b96so0ePKi4uTnfeeafeeeedNrFJy8SJE3XrrbeqoKBAI0eO1Pjx43XFFVeod+/e2rFjhzIzMzV79uw61+Tm5iorK0vffvutn0aNxrh7sls98ZFKNgAAsIdXPdmSFBMTo7/+9a+aPXu2tm3bpv3790uSunXrptNOO61NhOva5s+fr8zMTD3++OPasGGDysvL1atXL82YMUN33HGHoqKi/D1EeMisPLe2km3uFkklGwAAWM1h/HCvdPhFXl6ekpKSlJub69FSgqHs+Y/26P9e+ULjB3bWk784zev7HDhZrMy5axUVEaZvHhxv4QgBAEAwaklea92/twN+UHvHx9Ywry+rcImfNQEAgJW8ahd5/vnnW3T+1KlTvXkboEFWTXysfX1phavV9wMAADB5FbKnT58uh8PR7HmGYcjhcBCyYakSiyvZUlV1nJANAACs4lXInjp1aoMh2+Vyae/evdq2bZsKCws1ceLEOsviAVYwK9nOVobiiDCHwhySyzDvGWnB6AAAALwM2c8991yTxw8fPqxrrrlG3333nTZs2ODNWwCNsmoJP4fDoejIcBWVVbqr4wAAAFawZeJjp06d9L///U979+6tt/400FrmxEcr2jtqtlZnGT8AAGAd21YX6dChg4YPH64lS5bY9RYIUSVmu0grK9lV92BDGgAAYD1bl/CLi4vTgQMH7HwLhCCrlvCT2JAGAADYw7aQnZubq48++kjJycl2vQVClFUTHyUq2QAAwB5eTXzct29fo8fy8/P11Vdf6S9/+YuOHj3K8n2wnFVL+Ek1lWx6sgEAgJW8Ctk9evRodp1swzDUvXt3PfTQQ14NDGiMu5IdYV0lm9VFAACAlbwK2RkZGY2G7KioKHXr1k3jxo3TzTffzDrZsJx7Cb9ICyY+UskGAAA28Cpk79mzx+JhAJ4zQ3Y0lWwAANBG2bq6CGAHcyUQSyvZrC4CAAAs5FVKGTNmjObNm9fseX/72980ZswYb94CaJRVOz7WvgeriwAAACt51S7y3nvvqUePHs2el5WVpXXr1nnzFkCjzKqzFTs+mvegXQQAAFjJ1naR8vJyhYXRkQJr2VPJpl0EAABYx9YEvGPHDrVv397Ot0CIMQyjVshmMxoAANA2edwucu2119b5fv369fVeM1VUVOjLL7/UJ598oosvvrh1IwRqqR2GrZj4yLbqAADADh6H7Oeee879a4fDoV27dmnXrl1NXtO1a1f9+c9/9npwwA/VDtlWLuFHJRsAAFjJ45D97LPPSqr65/prr71Wo0aN0nXXXdfguVFRUUpLS9PIkSMVGRlpzUgB1Ux6dDikyPCmdx31BKuLAAAAO3gcsqdNm+b+9f3336+RI0fWeQ3whdqTHhvbdbQlalYXoV0EAABYhx0fEVDMVUCsWL5PopINAADswfp6CCjmetZWLN8nseMjAACwh0eV7Oeff16SdOmllyohIcH9vaemTp3a8pEBDTAr2VYs3yfVTJ4soZINAAAs5FHInj59uhwOh0aOHKmEhAT3954iZMMqpVSyAQBAAPAoZE+dOlUOh0NJSUl1vgd8zeydtqon27xPGZVsAABgIY9Cdu01shv6HvCVmnYRiyrZEWxGAwAArMfERwQU98RHC3Z7lNiMBgAA2IOQjYDiXsLPqomPbKsOAABs4FG7yL59+1r1JhkZGa26HjC5N6Ohkg0AANowj0J2jx49vJ7o6HA4VFFR4dW1wA+ZFWerlvAze7IrXIYqKl2KCOcfdwAAQOt5FLIzMjJYTQRtgtVL+NVepaS0gpANAACs4VHIZht1tBVWL+EXVSusl1a4FOe05LYAACDEUbZDQLF6Cb/wMIciwx117g0AANBahGwElBKL20WkWlurlzP5EQAAWMOjdpHGlJeXa9myZXrvvfe0f/9+GYahtLQ0jR49WpdffrmioqKsGicgqVYl26J2kap7hSm/lEo2AACwjtche+PGjbr66qu1d+9eGYZR59i///1vzZo1SwsXLtQZZ5zR6kECJvcSfhZWst3L+FHJBgAAFvEqZGdlZelnP/uZCgoK1K1bN1155ZXq2bOnpKpJkosXL9bevXt13nnnadOmTerfv7+lg0bocq8uYnElW2JDGgAAYB2vQvb//d//qaCgQLfeeqvmzZtXry3koYce0j333KP58+frj3/8oxYvXmzJYIESiyc+Vt2LDWkAAIC1vEoqa9euVa9evfT3v/+9wb7ryMhIPfLII+rVq5fWrl3b6kECJrOSbdUSflJNYCdkAwAAq3gVsgsLCzVixIgmN6hxOBwaPny4CgsLvR6c1ZYsWaLRo0erXbt2iouL0+DBgzVv3jyVl5e36D7bt2/XnDlzNHbsWHXq1EmRkZFq166dzjzzTD3++OMtvh88Z/USfpIUTbsIAACwmFftIqeccoqOHTvW7Hk5OTnuXm1/u/322zV//nxFRERozJgxio+P19q1a3Xvvffqtdde01tvvaWYmJhm71NRUaGhQ4dKkuLj4zV8+HB16tRJ+/fv10cffaT169fr+eef1+rVq5WcnGzzpwo9dizhR7sIAACwmldJZerUqVq3bp2++OKLRs/54osv9N577+maa67xenBWWbFihebPn6/4+Hht3LhRq1ev1rJly7Rz504NGjRI69ev13333efx/U477TS99NJLOnbsmNauXav/9//+nz744ANt375dXbp00aZNm3TnnXfa+IlCV00l27p2EbOSzRJ+AADAKl6F7LvuuksXXnihxowZowULFigvL899LC8vT48//rjGjh2riy66SPfcc49lg/XWQw89JEmaMWOGuwotSampqXriiSckSQsWLFBubm6z94qIiNCWLVs0adIkOZ119+AeNGiQ5s2bJ0latGgRbSM2qNlW3fpKNpvRAAAAq3jVLtKnTx9J0tGjR3Xbbbfptttuc7dGnDx50n3e1q1b1bt37zrXOhwOffvtt96N1gsHDhzQ5s2bJUlTpkypd3zUqFFKT09Xdna2Vq1apauvvrpV7zdkyBBJUnFxsY4dO6YuXbq06n6oq2adbDsmPlLJBgAA1vAqZO/Zs8f9a3MjmhMnTtQ7b+/evfVea2qypB22b98uSUpJSWm0P3zYsGHKzs7W9u3bWx2yd+7cKUmKiopSSkpKq+6F+szJiU4LK9nmSiVUsgEAgFW8Ctm7d++2ehy2MceakZHR6Dnp6el1zvWWYRjudpELL7ywXjsJWq+mXYRKNgAAaLu8Ctndu3e3ehy2yc/PlyTFxcU1ek58fLwk1ekt98af/vQnffTRR4qPj9fcuXObPLe0tFSlpaXu71v73qHAMAyV2bGtujnxkUo2AACwiHVJJcQ9//zzeuCBBxQWFqb//Oc/7r71xsyZM0dJSUnuL7OajsbVXmLP0nWy3Uv4UckGAADWCPqQnZCQIElNbopTUFAgSUpMTPTqPZYsWaJrr71WkvT0009r0qRJzV4zc+ZM5ebmur+ys7O9eu9QUrvSbOnERyrZAADAYl6H7O+++0433HCDevfurdjYWIWHhzf4FRHhVUeKZXr06CFJTYZY85h5bku8/PLLmjJlilwul/75z3+6w3ZznE6nEhMT63yhaWalOcwhRYZbN4GWzWgAAIDVvErA27dv1+jRo1VQUOBeXaQxzR23m7mkXk5Ojnbv3t3gCiNbtmyRpDpraHtixYoVuuqqq1RZWaknn3xSv/71r1s/YDSq9vJ9Vq5Sw7bqAADAal5Vsu+9917l5+frsssu09atW5WXlyeXy9Xolz+lpaVp+PDhkqSFCxfWO75+/XplZ2fL6XRqwoQJHt/3tdde0+TJk1VRUaEnn3xSN9xwg2VjRsPsWL5PopINAACs51Va+eijj9SvXz+99NJLGjJkiHt1jrZq1qxZkqS5c+dq27Zt7tdzcnJ00003SZJuueUWJSUluY8tX75c/fv319ixY+vdb9WqVbriiitUUVGhp556ioDtI+7l+yzsx5ZYwg8AAFjPq3aRyMhInXrqqT7fWMZbEydO1K233qpHH31UI0eO1NixYxUXF6d33nlHJ0+eVGZmpmbPnl3nmtzcXGVlZamkpKTO60eOHNFll12msrIypaWlacOGDdqwYUOD7/u3v/1Nqamptn2uUGOGYKsr2WxGAwAArOZVyB46dKj2799v9VhsNX/+fGVmZurxxx/Xhg0bVF5erl69emnGjBm64447FBUV5dF9ioqK3Otb79+/X//9738bPff+++8nZFvIXP3DyuX7at+PSjYAALCKVyH77rvv1oUXXqj33ntPo0ePtnhI9pk8ebImT57s0bnTp0/X9OnT673eo0cPv0/mDFUlZiXb6nYRcwk/erIBAIBFvArZ559/vubPn69LLrlEN910k8aPH6+MjAyFhTVcYWxqS3PAU2YlO9qmiY+sLgIAAKzi9SLWQ4cOVdeuXTVv3jzNmzev0fMcDocqKiq8fRvArfYSflaKppINAAAs5lXIXr9+vc4991z3pMD27du3+RVGEPjcEx8t78mmkg0AAKzlVcj+wx/+oJKSEt155536/e9/r3bt2lk9LqCeEne7iH092YZhBMyqOQAAoO3yKmRv27ZNQ4YM0d/+9jerxwM0yu5KtmFI5ZWGoiII2QAAoHW8SitRUVHq16+f1WMBmuRews/ydbJr7lfCMn4AAMACXqWV008/Xd98843VYwGaZNcSflHhNf8blLIhDQAAsIBXIfu+++7TZ599pv/3//6f1eMBGmVXJdvhcLAhDQAAsJRXPdllZWW6/fbbdc011+jVV19tdp3ss846q1WDBCT7lvCTqiZTlla42FodAABYwquQPXr0aDkcDhmGoZdeekkvvfRSo+eyTjasYtfEx9r3pJINAACs4FXIPuuss1jmDD5n1xJ+ElurAwAAa3kVst977z2LhwE0z85KdjQb0gAAAAtZn1aq5eTk6O9//7sGDRpk11sgxNT0ZNvQLkIlGwAAWMirSnZjDMPQm2++qWeeeUavv/66ysvLrbw9QlzN6iI2tItUV7JZwg8AAFjBkpC9e/du/ec//9Fzzz2ngwcPyjAMSdLQoUM1depUK94CcK+THW1Hu0gkEx8BAIB1vA7ZpaWlWrp0qZ555hm9//77MgxDhmHI4XDonnvu0dSpU/XjH//YyrEixFHJBgAAgaLFIXvr1q165plntGjRIuXm5sowDEVERGjChAn67LPPtHfvXs2dO9eOsSLEsYQfAAAIFB6F7BMnTujFF1/UM888ox07dkiq6r/u37+/rr32Wk2dOlUdO3bUmWeeqb1799o6YIQuO5fwM+/JZjQAAMAKHoXsLl26qLy8XIZhKD4+XldeeaWuvfZanXHGGXaPD3CzdXURKtkAAMBCHoXssrIyORwOpaWl6YUXXtDZZ59t97iAemxdJ5tKNgAAsJBHaWXQoEEyDEP79+/XmDFjdOqpp+rRRx9VTk6O3eMD3NyVbFsmPlLJBgAA1vEoZH/66afatGmTrr/+eiUkJOizzz7THXfcoW7duunKK6/U6tWr3cv2AXZwuQyVVYdsO5bwqwnZVLIBAEDreZxWhg0bpqeeekrff/+9nn32WWVmZqqsrExLlizRhAkT1L17d3399dd2jhUhrKyyJvzaUsmOZFt1AABgnRaXBGNiYjRt2jS9//77ysrK0j333KNOnTpp//797vaRzMxM/etf/1Jubq7lA0Zoqr1+tb0TH6lkAwCA1mtVWunTp4/mzp2r7OxsrVixQhdeeKHCwsL00Ucf6Te/+Y26dOmiq666yqqxIoSZvdLhYQ5FhtsQsiPZjAYAAFjHkrQSHh6uiy++WK+++qqys7P15z//Wb169VJJSYmWLFlixVsgxJmrfthRxZZq+rxLmPgIAAAsYHli6dy5s2bOnKlvvvlG7777rn7xi19Y/RYIQXYu3ydRyQYAANZq8bbqLXH22WezpjYsUbMRjfWTHqvuyxJ+AADAOvaUBQGLmat+OCNtahdhMxoAAGAhQjYCghl+o6lkAwCAAEDIRkAwK9nRUXaHbCrZAACg9QjZCAjFZsi2a3UR2kUAAICFCNkICGYlO8b2SjbtIgAAoPUI2QgIJRX29mSblWzaRQAAgBUI2QgIJWW+qWSXVbjkchm2vAcAAAgdhGwEBPfER5uW8DM3o5Gkskqq2QAAoHUI2QgI7omPkTa1i9SaUGkGegAAAG8RshEQ3Otk2xSyI8LDFB7mkERfNgAAaD1CNgKCWcmOsSlkS7VWGGEZPwAA0EqEbASEUpt7sqvuXb1WNsv4AQCAViJkIyDY3ZMtUckGAADWCamQvWTJEo0ePVrt2rVTXFycBg8erHnz5qm8vNyr+23dulWTJk1Sp06dFB0drZ49e+q3v/2tjhw5YvHIUeLLkE0lGwAAtFLIhOzbb79dkydP1ocffqgRI0bo/PPP1759+3TvvfdqzJgxKi4ubtH9li5dqpEjR2rp0qXq3r27LrnkEoWFhWnBggX6yU9+ol27dtn0SUKTLyrZbK0OAACsEhIhe8WKFZo/f77i4+O1ceNGrV69WsuWLdPOnTs1aNAgrV+/Xvfdd5/H9zt48KCmTZumiooK/fOf/9SmTZu0ePFiffPNN/rFL36hw4cPa8qUKTIMNjWxihl8fTLxkUo2AABopZAI2Q899JAkacaMGRo6dKj79dTUVD3xxBOSpAULFig3N9ej+/3jH/9QUVGRxo0bp+uvv979enh4uJ588kklJSVp8+bNeuuttyz8FKHN7s1oJMkZwdbqAADAGkEfsg8cOKDNmzdLkqZMmVLv+KhRo5Senq7S0lKtWrXKo3suX7680fvFx8fr4osvliS9/PLL3g4bP1DiiyX8qgM8m9EAAIDWCvqQvX37dklSSkqKevbs2eA5w4YNq3NuU/Lz89391uZ1rbkfPGP3ZjQSlWwAAGCdoA/Zu3fvliRlZGQ0ek56enqdc5uyZ88e968bu2dL7gfP+GQJv0hzCT8q2QAAoHUi/D0Au+Xn50uS4uLiGj0nPj5ekpSXl+fx/Zq6pyf3Ky0tVWlpqft7T97bSi9v26913xxV95RYdW8fp54d4jSga6K7mtvW+KInOzrC3Iym7Vayv88t1hcH8rTraIEO5ZboeGGZcgpLVVRWqbIKV9VXpUvlFS65DMlQ1eRbcw6uORW36vuGjwEAEGheuTlT6Smx/h5GHUEfstuqOXPm6E9/+pPf3n/jd8f1yicH67wWExmukaek6Mrh6frZjzsrPMzhp9HV5XIZ7hYOO3uyo9toT/b3ucV6/qO9evvLw9p1pMDfwwEAoM1xtcEV3YI+ZCckJEiSCgsLGz2noKAquCQmJnp8P/OeSUlJXt1v5syZuvPOO93f5+XludtMfOGyod3UIzVO+44Xam9OkbIO5SunsEzvZh3Vu1lHldYuRjPH/0gTBnWWw+HfsF27R9rOdhEzwBe3kZB9vLBM8978Wsu27Vd5ZdUfHmEOqW+nBPXtlKC0djFqH+9U+7goxUaFKyoiTFERYXJGhCkyPExh1c/NfHwO1TxH92s/OObnRw0AgFe6JMX4ewj1BH3I7tGjhyQpOzu70XPMY+a5Tenevbv71/v27dOgQYO8up/T6ZTT6Wz2/exy+intdfop7d3fG4ahrMP5eu3Tg1q4cZ/2nyjWzQu36bIh3fTQZYNsDbfNqR16bQ3ZUdXtImX+D9lb9x7XDS9s07GCqpai03um6Bcju+usPh2UFBvp59EBAIDmBP3ExyFDhkiScnJyGp2IuGXLFkmqs4Z2YxITE9W7d+8617Xmfm2Fw+FQ/86J+t15/fXRzLG6dWwfhTmkl7cf0LXPbVaxH4On2b4RFR5mawtLdBupZK/75qiufnqjjhWUqk/HeC258QwtvuEMXTS4KwEbAIAAEfQhOy0tTcOHD5ckLVy4sN7x9evXKzs7W06nUxMmTPDonpdeemmj9ysoKNBrr70mSbrsssu8HbZfRUeG686f9dWL152uuKhwbfg2R7cv3i6Xyz/9Tmboddo46VGSYqPMkO2/iY+fH8jV9c9vUVmFS+N+1FErbs7U8B4pfhsPAADwTtCHbEmaNWuWJGnu3Lnatm2b+/WcnBzddNNNkqRbbrmlTn/18uXL1b9/f40dO7be/W6//XbFxsZqzZo1evrpp92vV1ZW6qabbtLJkyc1fPhwnXvuuXZ9JJ/4ae9UPXftCEWFh2n1F4f1rw++88s4fLERTe37F5dV2Po+jckrKdcNL2xVaYVLZ/ftoCd+fprinEHf0QUAQFAKiZA9ceJE3XrrrSooKNDIkSM1fvx4XXHFFerdu7d27NihzMxMzZ49u841ubm5ysrK0rffflvvfl27dtVzzz2n8PBwXX/99Ro5cqSuuuoq9e3bVy+88II6deqkhQsX+n3CoBWG90jRA5cMkCQ9/FaWvjmc38wV1ivxwRrZUk1Ptr/aRR5a+ZUOnCxWRkqsHr16iKIiQuJ/TwAAglLI/C0+f/58LV68WGeccYY2bNigVatWKS0tTXPnztXatWsVE9OyWamTJk3Sxo0bddlll+m7777T8uXLVVlZqZtvvlmffvqpu287GFw5PF3jftRR5ZWGHnjtSxk+XibH3O3R7kq2uyfbD/3nn2af1KLNVRNm/3rFT5QUQ+81AACBLKT+LXry5MmaPHmyR+dOnz5d06dPb/Kc0047TcuWLbNgZG2bw+HQ/104QO9/c0zrdx3Tum+OanS/jj57f19sRCPVXsLPtz3ZhmFozhtfSapaWrH2qi8AACAwhUwlG62T0T5WU8+oWr7w8Xd3+fS9fbGlulRrCT8ft4ts2XtCH393XFERYbrr3H4+fW8AAGAPQjY89uuzTlFUeJg27zmhLXuO++x9zXYR20O2n9pF/vV+1YTSy4emqVty21tMHwAAtBwhGx7rlBitiUO6SpL+t3Gfz9632Eeri/hjnezs40Va89VhSdJ1o3r67H0BAIC9CNlokSmnV7WMrNzxvU4UlvnkPUt91ZPth9VFlm3bL8OQMnu3V++O8T57XwAAYC9CNlpkcFqSftQlUWUVLq3c8b1P3tNs3/BVu0hZhUuVPth4x+UytHTrfknS5GHptr8fAADwHUI2WsThcOiSU6taRl7/7KBP3rOkwjch29zxUfLN5MdP9p/U/hPFiosK13kDOtv+fgAAwHcI2WixCwZ1kSRt3H1cR/JKbH+/4jLfTHx01tr8pcgHkx/f/PyQJGnsjzrZ/tkAAIBvEbLRYukpsRqcnizDkN75+ojt72dWsu2e+OhwONzvYXcl2zAMvfF5VbvN+IFUsQEACDaEbHhlbP+qzWje9UXILvPNxEfJd5Mfdx0pUPbxYkVFhOnsfh1sfS8AAOB7hGx4ZUx1yF6/65hKK+wNpO5KdpT9LRW+Wit73TdHJUmn90xRbFRIbbwKAEBIIGTDKwO6JqpjglNFZZXauueEre/lXl0kwv6QbVbL7a5kmyH77L5UsQEACEaEbHjF4XAos3eqJOmj73JsfS/3jo++qGT7oF2kpLxSm3ZX7Zh5FiEbAICgRMiG1844pb0k6aNvbQ7Z5hJ+ET7oyTYnPtrYLvLZ/lyVVriUGu9UHzagAQAgKBGy4bWR1SH70/0nVVRWYdv7mO0ivujJ9sXW6pt2V/1QMqJnOzkcDtveBwAA+A8hG15LT4lR16RolVca2r7vpG3vU1rhm3WypZoNaWwN2dU97CN6pNj2HgAAwL8I2fCaw+HQadVBcfs++yY/+nLio92ri1S6DG3dU9WPPbwnIRsAgGBFyEarDElPliRbK9k1S/j5cJ1sm0L2d0cLVFhWqdiocPXvnGjLewAAAP8jZKNVhmQkS5K2Z5+UYRi2vIcZeJ0+WcLP3naRHQdyJUk/7pKo8DD6sQEACFaEbLTKj7smKio8TMcLy7Q3p8jy+7tchrsn26eb0dgcsgd2S7Ll/gAAoG0gZKNVnBHh+lHXqrYHM0BayQzYkm8mPrqX8LMpZH9e/d9oECEbAICgRshGqw2sDtmfH7Q+ZNcOuz5ZJ9vGnuxKl6EvDuZJkgalEbIBAAhmhGy02oCuVYHxy+oAaSWzbSMy3KGIcPt/u9rZk737WIGKyioVExmuXh3YhAYAgGBGyEarDexWXck+kGv55Eezku2LVhGpdk+2q5kzW8496bErkx4BAAh2hGy0Wt9OCYoIc+hEUbkO5pZYeu+Sct9tRCPVbEZjx7bqO/ZXt4rQjw0AQNAjZKPVomu1P3xzKN/SexeXV23XHuOjkB1dHbKLyq3fJv5zVhYBACBkELJhiT6dqkP2YWtDdlF1RTnWB8v3Sfbt+GgYhr78vqqSbbbXAACA4EXIhiX6dEyQJO08UmDpfc2Q7Ys1sqXaS/hZ25P9fW6JCkorFBHmYNIjAAAhgJANS5iVbKtDdrGvK9lR9qwusqv6v0v39rGK9MEqKQAAwL/42x6W6NOxKmTvOpxv6Qoj7kp2ZIRl92yKXe0iZsju3ZEqNgAAoYCQDUv0SI1TRJhDhWWV+t7CFUaKyqomIPqqkl17nWwrf1jYdZSQDQBAKCFkwxKR4WHqmRonydqWEX+1i0h1t3RvLSrZAACEFkI2LOPuy7ZwhZGict9OfKy9dbuVLSPfmiG7Q4Jl9wQAAG0XIRuW6V29wsiuAK5kR4SHKap6YqJVkx9PFJYpp7BMknRKhzhL7gkAANo2QjYsY05+tHKt7JqebN9MfJRqquZFFlWyzX7srknRinP67nMAAAD/IWTDMrWX8bNq0mDN6iK+qWTXfq8SiyrZZmW/F/3YAACEDEI2LNMzNU7hYQ7ll1TocF6pJff0dbuIZP1a2d8y6REAgJBDyIZlnBHhSm8XI0nafazQknv6esdHqdYyfha3ixCyAQAIHYRsWKp7+6qJffuOWxSyy81Ktg97siOtnfjoXr6P7dQBAAgZhGxYqnv7WEnSnpwiS+5X7OPNaKSaqrkVPdmlFZU6cLJYktSTlUUAAAgZhGxYKiOlKmTvsyhk+6NdxMqt1Q+cKJZhVP2Q0CHe2er7AQCAwEDIhqXMdpG9FrWL+GPio9mTbcUSfnuPV/2wkZESK4fD0er7AQCAwBASITs/P1+zZs1Sv379FBMTo9TUVF1wwQVau3Zti+9VVFSk119/XbfccosGDx6shIQERUVFKT09XVdddZU+/PBDGz5B4OhR3S6y91iRJcv4mUE3NtJ3PdmxFq4ukl0dstOrK/wAACA0BH3IPnLkiIYNG6Y5c+YoPz9fF110kQYMGKA33nhD48aN02OPPdai+y1cuFAXXXSRHn/8ceXm5mrs2LG6+OKLFR0drcWLF+vMM8/Un//8Z5s+Tdtnhsn80gqdKCpv1b1cLsMddH3ZLmJuGFNYWtHqe+2tbpvpTsgGACCkBH3Ivv766/XNN99o7Nix2rVrl1566SWtW7dOr7/+usLCwnT77bfrs88+8/h+kZGRuvbaa7Vt2zbt2bNHK1as0NKlS/XNN9/o4YcflmEY+sMf/qB169bZ+KnarujIcHVOjJYk7c1pXctISUVNJdmX7SJx1SuZWNIuYobs9oRsAABCSVCH7C+//FKvvPKKwsPD9cwzzyg2tiboTJgwQdOnT5fL5dKcOXM8vue0adP0zDPPaMiQIXVedzgcuvPOOzV27FhJ0gsvvGDNhwhAGdWBct/x1k1+rB1yfbnjY6yz6r2sqGTTLgIAQGgK6pC9fPlySVJmZqa6d+9e7/iUKVMkSa+99prKy1vX2mAyw3d2drYl9wtEZl/2nmOtC9nmpMfoyDCFhflu0qBVlWzDMNw/aJgTQgEAQGgI6pC9fft2SdKwYcMaPG6+XlhYqJ07d1rynuZ9unTpYsn9ApFVK4y4Jz36cCOaqverrmSXta6SfbSgVMXllQpzSN2SY6wYGgAACBBBHbJ3794tScrIyGjweGJiohITE+uc2xo7duzQypUrJUmXX355q+8XqKxaK7uoOuT6slVEqpn4WFTaukq2+fm7JMUoKiKo/1cDAAA/4NsSoY/l5+dLkuLiGv+n+vj4eOXl5SkvL69V71VQUKApU6aooqJC5513ni666KImzy8tLVVpaan7+9a+f1tiTvLb28qe7MLqkBvvDMxKdk2rCP3YAACEmjYbsu+55x69+uqrLb7u3//+t0aNGmXDiBpXXl6uSZMm6fPPP9cpp5zi0aTHOXPm6E9/+pMPRud73VOqfqg5ml+qwtIKd2W4pcyQG+f0TyW7tRMfzZVFMpj0CABAyGmzIfvgwYPKyspq8XUFBQXuXyckJEiq6rlu7nyzbaSlKioqdNVVV+nNN99U9+7dtXbtWnXo0KHZ62bOnKk777zT/X1eXp7S09O9GkNbkxQbqeTYSJ0sKlf2iSL17+zdf1sz5Hob0r1VU8luXbuIubJIBpVsAABCTpttFH3xxRdlGEaLv84//3z3PXr06CFJ2rdvX4PvUbtNxDy3JSorK/Xzn/9cL7/8stLT0/Xuu+82uIpJQ5xOp7snvHZveLAwJ/odOFHs9T3cIdvHEx/j3T3ZraxkH6eSDQBAqGqzIdsKQ4cOlSRt2bKlwePm63Fxcerbt2+L7l1ZWalf/OIXeumll9wBu2fPnq0bcBBJa1cVsve3JmRXV5J9X8muDtnllXK5vN8afh8hGwCAkBXUIXvixImSpA8//LDBavbChQslSRdddJEiIyM9vq/L5dLUqVO1aNEid8Du1auXJWMOFt2Sq4LlgZMWVLJ93pNd9X6GUXfXyZYoKa/U0fyqia1p7QjZAACEmqAO2QMGDNAll1yiyspKXXfddSourgl8b7zxhp577jmFhYVp5syZ9a6dOnWq+vfvrwULFtR53eVy6Ze//KUWLlxIwG6CWcluTbtIgZ96sqMjwuWo3vum0Mtl/A7llkiqWn6wXaznP8ABAIDg0GYnPlrlX//6l7788kutWbNGvXr10plnnqkjR45o3bp1MgxD8+fP109+8pN61+3bt09ZWVk6duxYndcXLFig559/XpLUq1cvzZ49u8H37d+/v2bMmGH9BwoQ3dztIt4v41fkpyX8wsIcio0MV2FZZfVa3c4W38Os4HdNjpbD4bvdKgEAQNsQ9CG7Y8eO2rJli+bMmaNly5bplVdeUVxcnM477zzdfffdGjt2bIvud/z4cfev33vvvUbPO/vss0M7ZJsTH1vRLlJQvYSfudqHL8U6I1RYVul1Jdv83N1oFQEAICQFfciWqpbnmzNnjubMmePxNY0F6Pvvv1/333+/NQMLYunV4fJYQZlKyisV7cWujf5awk+S4qLCdVTeb0hz0AzZydEWjgoAAASKoO7Jhv8kxkS42zy8XWHEX+0iUs0KI95uSGP2opsVfQAAEFoI2bCFw+GomfzoZcuIOfHRH+0i5gojRV5uSHMw1+zJJmQDABCKCNmwjVnF9Xbyo9mq4Y9Kdmu3Vjcr2YRsAABCEyEbtunWymX8zEmH/unJ9j5ku1yGDlYv4Ue7CAAAoYmQDdu0tl3EDLj+qWRXtYsUetEucqywVGUVLoU5pM5JTHwEACAUEbJhG3PXR28mPla6DBWXVwVcf/RkxzurNpDJL2l5JfvgyaoqdqfEaEWG878YAAChiAQA27Rm18eiWkvn+aNdJCG66j0LSstbfC392AAAgJAN25g92YfzS1RW4WrRtWY/dkSYQ84I3/82NUO2d5Vslu8DACDUEbJhm/ZxUYqODJNhSN/ntqyaXVhrt0d/bEtu9oEXeBGya7ZUJ2QDABCqCNmwjcPhcAfNlk5+NMNtQnSk5ePyhPm++V6sLlKzpTohGwCAUEXIhq3MlomW9mXnu0O27/uxJSk+2vtKNluqAwAAQjZs1c3LSnZ+SdWEQ7+F7Op2kXxvJj66Q3aspWMCAACBg5ANW5kh+2CLQ7Z/20USvaxkF5ZW6GRRVTDvSiUbAICQRciGrbp5uSFNnr8r2e4l/CpkGIbH15k/TCRER/jtBwQAAOB/hGzYqmug9mRXt4uUVxoqbcHygwdYvg8AAIiQDZu520VyS+RyeV4R9ne7SFxUhMyVA1uyVjYhGwAASIRs2KxzUrTCHFJZhUvHCks9vs7fEx/DwhyKj6ppGfHUQZbvAwAAImTDZpHhYeqUWDUBsCUtIzU92f7ra/ZmGT+2VAcAABIhGz5Qs8JIicfXmC0aiX6qZEu1lvEr8XwZP/Mz0i4CAEBoI2TDdjUrjBR5fI2/Jz7Wfu+W7PrIluoAAEAiZMMHvFlhJL9NtItUvben7SIVlS4dyquqZKfRkw0AQEgjZMN23uz62CYq2S1sFzmSX6pKl6HIcIc6xDvtHBoAAGjjCNmwXU27SMt7sv1ZyU6MqXrv3GLPKtnmDxFdkmIUFuawbVwAAKDtI2TDdu5K9gnPerJLyitVVlm1AYw/K9nJsVUh+2RxmUfnH3T3Y7OdOgAAoY6QDduZITuvpMKj1guziu1wyL1WtT8kuSvZnrWL7D9hbkQTa9uYAABAYCBkw3Zxzgh3VdiTZfzMIB4fFeHXtotkM2QXeRay3RvRUMkGACDkEbLhE12TPF/Gz6wcmz3R/tLSSjbL9wEAABMhGz7hnvzowTJ+J6srx+3i/Byy3T3ZLatkE7IBAAAhGz5Rs4xf8+0i5kTD5JgoW8fUnJZUsg3DcPdkp6fQkw0AQKgjZMMnWrJW9onCqlBr9nH7S+2QbRhGk+eeKCpXUVmlJFYXAQAAhGz4SE27SPM92SeLqirZ7WL9W8lOrn7/sgqXSspdTZ67v/pzdUp0yhkRbvvYAABA20bIhk+YlWxPVhcxe6D9XcmOiwpXePXqJs21jNQs30c/NgAAIGTDR8zJgIfzS1RW0XRV+ESRGbL9W8l2OBzuZfya25DGrGSntaMfGwAAELLhI6nxUXJGhMkwpEO5TVeza9pF/FvJlmr1ZTezVrZZyU5rRyUbAAAQsuEjDofD48mPJ4vaRruIVLNWd3PL+NWEbCrZAACAkA0f6uphyD5RXcn2d7tI1Rg8rWSb7SJUsgEAACEbPuSuZDezIY17M5o2ELJTqsdwvKjxnuzaa2QTsgEAgETIhg+Zy/gdbKKSXV7pUkFphSS5Jx36U/v4qpB9LL+00XPqrpFNyAYAAIRs+JAn7SJmFdvhqOmH9qfUeKckKaew8Uq22SrSMcGp6EjWyAYAAIRs+JAnEx/NfuykmEj3GtX+1L46ZB8raLySTasIAAD4IUI2fMYMoQdOFje6TfnR6raMDtXh1t9SzXaRguYr2awsAgAATIRs+EynxGiFOaq2KT/aSI/zkfyqNbQ7JraVkF3dLkIlGwAAtEBIhOz8/HzNmjVL/fr1U0xMjFJTU3XBBRdo7dq1lr3H5MmT5XA45HA49OKLL1p232ASFRHm7svee7yowXPaXiW7pifb5Wq4+s4a2QAA4IeCPmQfOXJEw4YN05w5c5Sfn6+LLrpIAwYM0BtvvKFx48bpsccea/V7LF68WEuWLJHD4f8e4rauR/s4SdKeY4UNHj+SVxWyOyZG+2xMTUmJq2oXqXQZym1kQ5p9x1kjGwAA1BX0Ifv666/XN998o7Fjx2rXrl166aWXtG7dOr3++usKCwvT7bffrs8++8zr+x8+fFg333yzhgwZop/+9KcWjjw4dW9fVe3d11glu6BtVbKjIsLcW6s3NPmx0mVoX07VZ+mZGufTsQEAgLYrqEP2l19+qVdeeUXh4eF65plnFBtb88/5EyZM0PTp0+VyuTRnzhyv3+P6669XXl6enn32WUVERFgx7KDmrmTnNByyayrZbSNkS01Pfjx4slhllS5FhYexRjYAAHAL6pC9fPlySVJmZqa6d+9e7/iUKVMkSa+99prKy5veNrshzz//vF599VXNnDlTgwcPbt1gQ0RGdSV7b04j7SLVEx/bSiVbanoZvz3VnyM9JaZNLDkIAADahqAO2du3b5ckDRs2rMHj5uuFhYXauXNni+594MAB3XbbbRo4cKB+//vft26gIaS5nmxz4mNbqmR3TKgay+G8knrHzM/RMzXep2MCAABtW1CH7N27d0uSMjIyGjyemJioxMTEOud66le/+pXy8/P17LPPKioqqsVjKy0tVV5eXp2vUJCREiuHQ8orqai3LF5JeaXySqq2VO8Q3zYmPko128Gbq4jUtvuY2Y/NyiIAAKBGUIfs/Px8SVJcXOMT0uLjqyqQLQm5Tz/9tN5880397ne/a7RK3pw5c+YoKSnJ/ZWenu7VfQJNTFS4exWOXUcK6hwzq9hREWFKjGk7/e3m0nwN7VRptov0YNIjAACope0kmR+455579Oqrr7b4un//+98aNWqUDSOqsnfvXt1111360Y9+pPvvv9/r+8ycOVN33nmn+/u8vLyQCdp9OiYo+3ixdh4p0OmntHe/nm0uhZcc06aWQ0xLbrySbf6gwMoiAACgtjYbsg8ePKisrKwWX1dQUFMdTUhIkFTVc93c+WbbSFMMw9C1116rwsJC/ec//5HT6X3fsNPpbNX1gaxPx3it/fpIvUq2uUGNOTmyrTDbRQ6cqLsiSmFphXspwv6dm//9AwAAQkebDdkvvvhiq3dO7NGjh7Zt26Z9+/Y1eLx2L3SPHj2avV9ubq7Wrl2r+Ph4zZgxo97xTz75RJL05z//Wf/+97916qmn6h//+Ie3ww9avTtWtejsPJJf5/W91cv6dU9pYyG7upKdV1KhvJJyJUZXrZu9s/qHhA4JTvemNQAAAFIbDtlWGDp0qF5++WVt2bKlwePm63Fxcerbt6/H9y0oKNC6desaPf7111/r66+/btlgQ0ifTlX/wrDzcN1K9r7jVf/ikNG+bbVexDkj1C42UieKynXgRLESu1SF7KxDVT+g9av+PAAAAKagnvg4ceJESdKHH37YYDV74cKFkqSLLrpIkZGRzd4vOTlZhmE0+nX22WdLkl544QUZhqH33nvPss8STMxK9pH80jprT7fVSrZUu2Wkpi/760NVlfh+nQnZAACgrqAO2QMGDNAll1yiyspKXXfddSourglIb7zxhp577jmFhYVp5syZ9a6dOnWq+vfvrwULFvhyyCEh3hmhXh2qqtWf7T8pqarf3dyevEcbXA6ve3V1fdfRmur7198TsgEAQMOCOmRL0r/+9S/16dNHa9asUa9evXTllVfqnHPO0QUXXKDKykr9/e9/109+8pN61+3bt09ZWVk6duyYH0Yd/E5NbydJ+mTfSUnS8cIy5ZdWyOGoWTKvLRnQtWpi4xcHq1pEKipd+rT6B4RB3ZL8NSwAANBGBX3I7tixo7Zs2aIZM2YoPj5er7zyij777DOdd955WrNmjW699VZ/DzEknZpeFUy3Z5+UJH22P1dS1Y6Q0ZHh/hpWowZ2rRrvFweqxvnl93kqKqtUQnQEPdkAAKCeoJ74aEpMTNScOXM0Z84cj6/xpp+aHmzPmZXsT7NPqtJlaPOe45KkYd3b+XNYjTIr2d8dK1R+Sbk27zkhqWq8YWFtZ01vAADQNgR9JRttU/8uCUqMjlBeSYU27zmuLXurQ2uPthmy28c71SWpaqv3Lw/maeN3OZKk4T1T/DksAADQRhGy4ReR4WE6b0BnSdLSrfv1aXXbyGnd225oHZpR9QPACx/v1XtZRyVJZ/Xp4M8hAQCANoqQDb+5cHBXSVUhu7TCpW7JMe5VR9qiq0ZUbXv/+mffq6zSpVPTkzWQSY8AAKABhGz4TWav9vpJWk1Ive/CH8vhaLv9zaN6p9b5IeCXmT38NxgAANCmhcTER7RNEeFhWvjrkXr4rSylxjt1/sDO/h5SkxwOhx67eqhW7fhe/Ton6MKfdPH3kAAAQBvlMAzD8PcgIOXl5SkpKUm5ublKTEz093AAAADwAy3Ja7SLAAAAABYjZAMAAAAWI2QDAAAAFiNkAwAAABYjZAMAAAAWI2QDAAAAFiNkAwAAABYjZAMAAAAWI2QDAAAAFiNkAwAAABYjZAMAAAAWI2QDAAAAFiNkAwAAABYjZAMAAAAWI2QDAAAAFiNkAwAAABYjZAMAAAAWI2QDAAAAFovw9wBQxTAMSVJeXp6fRwIAAICGmDnNzG1NIWS3Efn5+ZKk9PR0P48EAAAATcnPz1dSUlKT5zgMT6I4bOdyuXTw4EElJCTI4XDY/n55eXlKT09Xdna2EhMTbX8/WI9nGPh4hoGN5xf4eIaBz9fP0DAM5efnq2vXrgoLa7rrmkp2GxEWFqa0tDSfv29iYiJ/sAQ4nmHg4xkGNp5f4OMZBj5fPsPmKtgmJj4CAAAAFiNkAwAAABYjZIcop9OpP/7xj3I6nf4eCrzEMwx8PMPAxvMLfDzDwNeWnyETHwEAAACLUckGAAAALEbIBgAAACxGyAYAAAAsRsgOQUuWLNHo0aPVrl07xcXFafDgwZo3b57Ky8v9PbSgV15ernfeeUe/+93vNHz4cCUnJysyMlKdO3fWxRdfrJUrVzZ5/Zo1azRhwgSlpqYqJiZG/fv31+9//3sVFBQ0ed2uXbs0ffp0paWlyel0Ki0tTdOnT9d3331n5ccLWffcc48cDoccDocefPDBRs/j+bUtZWVlevTRRzVq1CilpKQoOjpaaWlpGj9+vBYvXtzgNTzDtmPfvn265ZZb1K9fP8XExCg6Olo9e/bUtGnT9OmnnzZ6Hc/Qd7KysvTYY49p+vTpGjRokCIiIpr9c9Lk6+eUn5+vWbNmuX8/paam6oILLtDatWtb9JnrMBBSbrvtNkOSERERYZx77rnGZZddZiQnJxuSjFGjRhlFRUX+HmJQe/vttw1JhiSjc+fOxgUXXGBMnjzZGDhwoPv166+/3nC5XPWufeSRRwxJhsPhMM466yxj0qRJRufOnQ1JRr9+/YyjR482+J7r1683YmNjDUnGgAEDjCuvvNIYMGCAIcmIi4szPvroI7s/dlD78MMPjbCwMMPhcBiSjNmzZzd4Hs+vbcnOzjZ+/OMfG5KM1NRU48ILLzSuvPJK46c//akRGxtrXH755fWu4Rm2HR9//LGRkJBgSDK6detmXHzxxcall15q9OzZ0/133EsvvVTvOp6hb5mZ44dfjf05afL1czp8+LDRt29fQ5LRpUsXY9KkScZZZ51lOBwOw+FwGI8++qhXn5+QHUKWL19uSDLi4+ONrVu3ul8/evSoMWjQIEOScdddd/lxhMHvnXfeMS6//HLj/fffr3ds0aJFRnh4uCHJ+O9//1vn2LZt2wyHw2GEh4cbq1atcr9eWFhojB071pDUYCgoLCw0unbtakgyZs6cWefYzJkzDUlGeno6P1x5qbCw0OjTp4/RrVs3Y+LEiY3+5cHza1uKioqM/v37G5KM+++/3ygrK6tzvLCw0Ni+fXud13iGbctPfvITd1Gi9vOrrKw0/vCHPxiSjOTkZKO4uNh9jGfoe08//bRx9913G//73/+Mr776yrjmmmuaDdn+eE6XXHKJIckYO3asUVhY6H595cqVRnh4uBEWFmZ8+umnLf78hOwQMnz4cEOS8eCDD9Y79sEHHxiSDKfTaZw8edIPo4NhGMZ1113n/h+9tkmTJhmSjF/96lf1rtmzZ48RFhZmSDK++uqrOscef/xxQ5LRt29fo7Kyss6xyspK90/uTz31lPUfJgTceuuthiRj5cqVxrRp0xr9y4Pn17bcd9997oDmKZ5h23Hs2DF3RfTIkSP1jldUVBgxMTGGJGPbtm3u13mG/tfUn5MmXz+nL774wpBkhIeHG3v27Kn3nubfy1dddVVLPqphGIZBT3aIOHDggDZv3ixJmjJlSr3jo0aNUnp6ukpLS7Vq1SpfDw/VhgwZIknKzs52v1ZWVubu1W7o2XXv3l2ZmZmSpOXLl9c5Zn5/1VVXKSys7v/uYWFhuvLKKyVJL7/8skWfIHS89957euyxxzR16lRNmDCh0fN4fm1LeXm5nnzySUnS7373O4+u4Rm2LS3ZdCQ1NVUSzzBQ+OM5mddlZmaqe/fu9d7THMdrr73W4rlrhOwQsX37dklSSkqKevbs2eA5w4YNq3MufG/nzp2SpC5durhf++abb1RUVCSp5hn9UGPPzvy+pdehaQUFBbr22mvVqVMn/eMf/2jyXJ5f27Jt2zYdO3ZMXbt2Ve/evbVjxw796U9/0g033KAZM2Zo5cqVcrlcda7hGbYt8fHxOvPMMyVJf/jDH+oEH5fLpfvvv1/FxcUaP3680tPTJfEMA4U/npOn1xUWFrr/jvZURIvORsDavXu3JCkjI6PRc8w/jMxz4VuHDh3Sc889J0m6/PLL3a+bzyM5OVkJCQkNXtvQs8vPz1dOTo6kxp+7ed3Ro0dVWFiouLi41n2IEHH33Xdr9+7dWr58udq1a9fkuTy/tuWzzz6TJKWlpWnGjBmaN2+ejFobH//lL3/RkCFDtGLFCvd/d55h2/P0009rwoQJ+te//qWVK1dq2LBhCg8P1/bt23XgwAFdc801WrBggft8nmFg8Mdzai4fJSYmKjExUXl5edq9e7d+/OMfe/x5qGSHiPz8fElq8n/++Ph4SVJeXp5PxoQaFRUV+sUvfqHc3FwNGjRIN9xwg/uYt8/OvK6pa83rfngtGvfWW2/pn//8p6666ipNnDix2fN5fm2L+Rfx9u3b9Ze//EU33XSTsrKylJubq7ffflt9+/bV9u3bdcEFF7grpDzDtqdfv3766KOPdO655+rAgQN65ZVX9PLLL2v37t3q3bu3Ro8ercTERPf5PMPA4I/nZGc+ImQDbcCNN96od955R+3bt9fSpUsVFRXl7yGhAbm5ubruuuvUoUMHPfbYY/4eDrxgVq3Ly8t19dVXa8GCBerbt68SExM1btw4vf3224qOjtbnn3+uRYsW+Xm0aMyHH36oQYMG6fPPP9fChQt16NAhHT9+3N03e9111+m6667z9zAR4gjZIcL8Z5fCwsJGzzEXeK/90z/sd9ttt+mZZ55Ru3bt3JW02rx9drX/qa2xa2sv6s9zb97tt9+u/fv3a8GCBe4JVc3h+bUttf+71v4XI1NGRoYuuOACSVWbYdS+hmfYNpw8eVKXXnqpjh49qpdffllXX321OnXqpHbt2unCCy/Um2++qdjYWP3nP//Ru+++K4lnGCj88ZzszEeE7BDRo0cPSXVXrfgh85h5Lux311136dFHH1VycrLeeust9+oitZnP4+TJk3X+Say2hp5dQkKCUlJSJFXtjNbUdampqfQRemD58uWKiIjQE088odGjR9f5evPNNyVJzzzzjEaPHq2rrrpKEs+vrTnllFMa/HVD53z//feSeIZtzcqVK3X06FGdcsopOv300+sdr/26+YMSzzAw+OM5mfdp7Lq8vDx3m0hL8xEhO0SY4S0nJ6fRiY1btmyRJA0dOtRn4wpl99xzjx555BElJSXprbfeanRmc79+/RQbGyup5hn9UGPPzvy+pdehcRUVFVq3bl29r8OHD0uS9uzZo3Xr1unjjz+WxPNra4YOHSqHwyFJOnbsWIPnmK+bfZg8w7bFDENNVRWTkpIkScePH5fEMwwU/nhOnl4XFxdX71+am0PIDhFpaWkaPny4JGnhwoX1jq9fv17Z2dlyOp1NrvkLa8yYMUN//etflZSUpLffftv9bBoSFRXl/ufrhp7d3r17tWHDBknSpZdeWueY+f2iRYvqLUvmcrm0ePFiSdJll13m/YcJISdPnpRRtYlXva9p06ZJkmbPni3DMLRnzx5JPL+2pnPnzho1apSkmipnbeXl5Vq3bp0kacSIEZJ4hm1Nt27dJElff/21cnNz6x0vLy/Xtm3bJMm9ZC3PMDD44zmZE9g//PDDBqvZ5jguuugiRUZGtuwDtXj7GgSsxrZVP3bsGNuq+9Dvf/9795a/mzZt8uiarVu3ureZfeONN9yvt2Sb2VmzZtU5NmvWLEOSkZaWxnbAFmhqJzOeX9uyZs0aQ5LRrl0746OPPnK/Xl5ebvz2t781JBkJCQnGoUOH3Md4hm3HkSNHjLi4OEOSMWnSJCM/P999rLS01Lj55psNSUZkZKTx7bffuo/xDP3Pkx0f/fGczG3Vx40bV+f4qlWr2FYdnjO3gY6MjDTOP/984/LLLzeSk5MNSUZmZiZ/SNjslVdecW8HPGzYMGPatGkNfjX0w84jjzxiSDIcDocxevRoY/LkyUaXLl0MSUa/fv2Mo0ePNvie69evN2JjYw1JxsCBA42rrrrKGDhwoCHJiIuLqxMy4L3m/vLg+bUts2fPNiQZERERxk9/+lPjsssuM3r06GFIMmJiYozXX3+93jU8w7bjhRdeMCIiIgxJRocOHYwJEyYYl1xyidGtWzdDkhEWFmY8+eST9a7jGfrW1q1bjdNPP939lZqa6g67tV8/ePBgnet8/ZwOHz5s9OnTx5BkdOnSxZg8ebIxevRow+FwGJKM+fPne/X5CdkhaPHixcZZZ51lJCYmGjExMcbAgQONuXPnGqWlpf4eWtB79tln3SG7qa/u3bs3eP3bb79tnH/++UZKSorhdDqNPn36GDNnzjTy8vKafN+dO3caU6dONbp27WpERkYaXbt2NaZOnWrs2rXLhk8Zmjyp0PD82pbVq1cb48ePN1JSUozIyEgjPT3dmD59uvHVV181eg3PsO345JNPjOnTpxunnHKK4XQ6jaioKKN79+7Gz3/+c2Pjxo2NXscz9J13333Xo7/zdu/eXe9aXz+n3NxcY8aMGUafPn0Mp9NppKSkGOeff76xZs0arz+/wzBqbXUFAAAAoNWY+AgAAABYjJANAAAAWIyQDQAAAFiMkA0AAABYjJANAAAAWIyQDQAAAFiMkA0AAABYjJANAAAAWIyQDQB+5HA4Wvw1evRoSdLo0aPlcDj03nvv+fUzWGH+/PlyOBxatmyZv4dSz4svviiHw6EnnnjC30MBEEDY8REA/Gj69On1Xjt06JBWr14tSZo2bVq94/3799eMGTM0evRorVu3Tu+++647eAeio0ePqm/fvurTp482bdrk7+HU43K5dOqpp+rAgQPauXOnUlJS/D0kAAGAkA0Abcx7772nc845R5LU1B/R+/btU1FRkTIyMhQbG+ur4Vnulltu0eOPP66VK1dqwoQJ/h5Og5YtW6YrrrhCd9xxhx555BF/DwdAACBkA0Ab42nIDgYnT55UWlqakpOTtW/fPoWFtc0uxvLycnXr1k2lpaU6cOCA4uPj/T0kAG1c2/zTDADQrMZ6sqdPny6Hw6HnnntOWVlZuvLKK9WxY0fFxcVp+PDheuWVV9znbty4URdffLE6dOigmJgYnXHGGXrnnXcafc/i4mI9/PDDGjlypJKTkxUdHa1+/frpnnvuUU5OTos/w7PPPqvCwkJdc801DQZsuz7Lzp07de2116pnz55yOp2Kj49X9+7ddcEFF+jZZ5+td35kZKSmTJmivLw8vfDCCy3+nABCDyEbAILUtm3bdNppp+nTTz/V2LFjNXjwYG3ZskWXXnqpli5dqhUrVujMM8/U/v37NXbsWPXr108ff/yxzj//fK1fv77e/Q4ePKjTTz9dd999t3bu3Knhw4drwoQJKi0t1V//+lcNGzZMe/fubdEYV6xYIUkaN26czz7L559/rmHDhunZZ5+V0+nUhRdeqAkTJqhbt256//33NX/+/AbH8LOf/azOmAGgSQYAoE159913DUlGc39En3322YYk4913363z+rRp09zXP/jgg4bL5XIfe/TRRw1JRlpamtGuXTvj+eefr3Pt7bffbkgyxo0bV+d1l8tlZGZmGpKM6667zsjLy3MfKy8vN+666y5DknHOOed4/DmLioqMqKgoIywsrM797P4sv/zlL933a2hM69ata3AsOTk5hsPhMGJjY43S0lKPPyeA0ETIBoA2xqqQPWLEiDqh1DCqAnFKSoohyZg0aVK9ex47dsyQZERFRRllZWXu19944w1DknHqqaca5eXl9a6rrKw0Bg4caEgyduzY4dHn3Lx5syHJyMjIaPQcOz7LhAkTDEnGtm3bPBpnbV26dDEkGZ9++mmLrwUQWmgXAYAgNX78eDkcjjqvRUREqGfPnpLU4Eoe7du3V0pKisrKyur0WK9cuVKSdPnllysiIqLedWFhYTrrrLMkSRs2bPBofIcPH3a/py8/y4gRIyRJv/nNb7R69WqVlJR4NN7aYzXHDgCNIWQDQJDKyMho8HVzZYzGjickJEhSnfD53XffSZLuu+++RjfJMTdrOXr0qEfjy83NlSQlJib69LP87ne/07hx47Rx40adf/75SkxM1PDhw3XXXXdp8+bNTY7DHOuJEyeaHTOA0Fa/HAEACArNLYfXkuXyXC6XJGnUqFHq1atXk+cOGDDAo3smJydLkvLy8po918rPEhsbq7ffflubN2/Wm2++qQ0bNmjDhg3asmWLHnnkEd100016/PHHG7zW/MGgXbt2Hr8fgNBEyAYANCs9PV2SdMkll+juu++25J4dO3aUJK+W/rPC8OHDNXz4cElSRUWFVqxYoalTp+qJJ57QFVdc4V6rvDZzrJ06dfLpWAEEHtpFAADNGj9+vCRpyZIllm2QM2DAAEVFRWn//v3Kz8+35J7eioiI0BVXXKHzzjtPkvTJJ5/UOycnJ0eHDh1SbGysfvSjH/l4hAACDSEbANCsSy65RMOHD9emTZv0y1/+ssG+6xMnTuipp55SRUWFR/eMiYnRyJEj5XK5tHHjRquH3KgnnnhCWVlZ9V4/dOiQtmzZIknq3r17vePmhM5Ro0YpMjLS3kECCHi0iwAAmhUWFqYVK1boggsu0H//+18tXbpUgwcPVkZGhsrKyvTdd99px44dqqys1PTp0xtcgaQhEydO1Pvvv6+333672Q1prPKvf/1LN998s3r27KmBAwcqMTFRR48e1QcffKDi4mKNGTNGF198cb3r1qxZ4x4zADSHSjYAwCNdu3bVxx9/rKeeekojRoxQVlaWli5d6t5R8cYbb9Tq1asVHR3t8T1/+ctfKi4uTi+++KIqKyvtGnodf/7zn/Wb3/xGycnJ+vjjj7VkyRJ9+eWXOv300/Xf//5Xb775Zr0fEsrLy7Vw4UIlJibqmmuu8ck4AQQ2h2FVcx0AAF645ZZb9Pjjj+vVV1/VRRdd5O/hNGjZsmW64oordMcdd+iRRx7x93AABABCNgDAr44ePaq+ffuqd+/eza5T7Q8ul0unnnqqDhw4oJ07dyolJcXfQwIQAGgXAQD4VYcOHXT//fdry5YtWrp0qb+HU8/ChQu1Y8cOzZ49m4ANwGNUsgEAAACLUckGAAAALEbIBgAAACxGyAYAAAAsRsgGAAAALEbIBgAAACxGyAYAAAAsRsgGAAAALEbIBgAAACxGyAYAAAAsRsgGAAAALPb/AbwLhXM7/BUCAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# NBVAL_IGNORE_OUTPUT\n", "# Define acquisition geometry: source\n", "from examples.seismic import AcquisitionGeometry\n", "\n", "# First, position source centrally in all dimensions, then set depth\n", "src_coordinates = np.empty((1, 2))\n", "src_coordinates[0, :] = np.array(model.domain_size) * .5\n", "src_coordinates[0, -1] = 20. # Depth is 20m\n", "\n", "\n", "# Define acquisition geometry: receivers\n", "\n", "# Initialize receivers for synthetic and imaging data\n", "rec_coordinates = np.empty((nreceivers, 2))\n", "rec_coordinates[:, 0] = np.linspace(0, model.domain_size[0], num=nreceivers)\n", "rec_coordinates[:, 1] = 30.\n", "\n", "# Geometry\n", "\n", "geometry = AcquisitionGeometry(model, rec_coordinates, src_coordinates, t0, tn, f0=.010, src_type='Ricker')\n", "# We can plot the time signature to see the wavelet\n", "geometry.src.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# True and smooth data\n", "\n", "We can now generate the shot record (receiver readings) corresponding to our true and initial models. The difference between these two records will be the basis of the imaging procedure.\n", "\n", "For this purpose we will use the same forward modelling operator that was introduced in the previous tutorial, provided by the `AcousticWaveSolver` utility class. This object instantiates a set of pre-defined operators according to an initial definition of the acquisition geometry, consisting of source and receiver symbols. The solver objects caches the individual operators and provides a slightly more high-level API that allows us to invoke the modelling modelling operators from the initial tutorial in a single line. In the following cells we use this to generate shot data by only specifying the respective model symbol `m` to use, and the solver will create and return a new `Receiver` object the represents the readings at the previously defined receiver coordinates. " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Compute synthetic data with forward operator\n", "from examples.seismic.acoustic import AcousticWaveSolver\n", "\n", "solver = AcousticWaveSolver(model, geometry, space_order=4)\n", "true_d, _, _ = solver.forward(vp=model.vp)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Compute initial data with forward operator\n", "smooth_d, _, _ = solver.forward(vp=model0.vp)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAm8AAAIhCAYAAAAYZF2UAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjMsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvZiW1igAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzsvXmsbUl1Hv6deT7nzvN983vddNPdNE3b2GCZNBlkO7KMB2JjJyJRjG08AU5isI1sYv2AOChJW8aYWLY8JAgLx41ChBxskEkQBDejwGDcwIO+787jmedzfn9crXrrrFe1d+199rnvvvb+pKt7du3aNe1dVV+tVWtVZDgcDhEiRIgQIUKECBHinkD0bhcgRIgQIUKECBEihD1C8hYiRIgQIUKECHEPISRvIUKECBEiRIgQ9xBC8hYiRIgQIUKECHEPISRvIUKECBEiRIgQ9xBC8hYiRIgQIUKECHEPISRvIUKECBEiRIgQ9xBC8hYiRIgQIUKECHEPISRvIUKECBEiRIgQ9xDOPXl73/veh5e97GWYnp5GLpfDI488gt/4jd9At9v1ld6nP/1p/NAP/RAWFxeRTqdx+fJl/OzP/iz29vYCLnmIECFChAgRIkTwiJzn47Fe97rX4cknn0Q8HscTTzyBfD6Pj3zkIzg5OcFLX/pSfOhDH0Imk7FO70//9E/xIz/yI+j1enj88cdx+fJlfOpTn8LXv/51LC4u4mMf+xiuXbs2wRqFCBEiRIgQIUKMh3NL3t7//vfjFa94BfL5PD760Y/ihS98IQDg4OAATzzxBL7whS/gF37hF/COd7zDKr2trS1cv34djUYD7373u/Ga17wGANDv9/HqV78a/+2//Tc8/vjj+OQnP4lIJDKxeoUIESJEiBAhQoyDc6s2fetb3woAeOMb36iIGwDMzc3ht3/7twEAv/Vbv4VyuWyV3n/5L/8FjUYD//Af/kNF3AAgFovhXe96F0qlEp5++ml86EMfCrAWIUKECBEiRIgQweJckrfNzU08/fTTAIBXvepVd9x/6UtfivX1dbTbbXzwgx+0SvOpp54yppfP5/G93/u9AIA/+7M/81vsECFChAgRIkSIieNckrfPfvazAICZmRlcvnxZG+dFL3rRSFwnVKtVfPWrXx15bpz0QoQIESJEiBAh7hbOJXm7efMmAODChQvGOOvr6yNxnfCNb3xD/Tal6SW9ECFChAgRIkSIu4X43S6ADtVqFQCQy+WMcfL5PACgUqlYp+eUpm167XYb7XZbXQ8GAxwdHWF2djY0dAgRIkSIECFcMBwOUa1WsbKygmj0tgyp1Wqh0+lMJM9kMol0Oj2RtO8GziV5O89429vehre85S13uxghQoQIESLEPY2NjQ2sra0BOCVuly9fxs7OzkTyWlpaws2bN58zBO5ckrdCoQAAqNfrxji1Wg0AUCwWrdOjNEulku/03vSmN+ENb3iDui6Xy7hw4QJe//rXI5VKuZYlRIgQIUKE+PuMdruN//yf//PI3NzpdLCzs4ONjQ2red0LKpUK1tfX0el0QvI2SVy6dAnAKSs3ge5RXCdcvHhR/X722Wfx0EMP+U4vlUppSRqF+1WdDofDkWedrsk1n01eMh2neJSmLm+Cl/rJMut+6+455aNLx88zpued2ssUz62N/ZRTl6cujk3dbPO2qZtt/jZ18/O87lsJArq2onCZv+4ev5ZldoNT3bx8azb5OfVl0z3betiWyba9vHyHTuV3K4+XsvtJy1RW03ijax8vY75NGSZZN909U1/VPVsoFEZIXRA4p+5sx8K5NFh49NFHAQCHh4dGA4JPfepTADDiA86EYrGoTk6g58ZJz4Rx9rzJZ52uI5GIdV5e4lFcXd5e8tTlbfqtu+eUjy4dP8+YnndLRxfPrV38lFOXpy6OTd1s87apm23+uvSdwmlwHQ6H2j+bPNzgNoDr6s/zd5qAdJOU1z5q6gfjtrFbXjJP0zt2aj8vk7PpW/TybXkpv9tzbnG91M02ns17cAvzApv283LfJp7ue7aph2kMGPfvuYZzSd7W1tbw+OOPAwDe85733HH/Yx/7GDY2NpBKpfDd3/3dVmm+4hWvMKZXq9XwgQ98AADw/d///X6LfU/jufhxj4Og2+M8te/dLovfgdXmGbfB2/Y5v/UYZ4I9K/gtY1Ck6F7Dc7luZ4W7PeY8F3EuyRsA/NIv/RIA4O1vfzs+85nPqPDDw0O89rWvBQD8zM/8zMj+taeeegr3338/Xv7yl9+R3ute9zpks1n85V/+JX73d39Xhff7fbz2ta/FyckJHn/8cfzjf/yPJ1Wlc41wgBpF0O1xntr3PJXFBLlSd1LN0H85QZjImNs15S/LcdaY5IR3tyfTu51/iLOFl/4TSt7scG7J2/d93/fh537u51Cr1fDiF78Y3/Vd34Uf/MEfxLVr1/CFL3wBL3nJS/Drv/7rI8+Uy2V85Stfwde+9rU70ltZWcEf/MEfIBaL4TWveQ1e/OIX44d/+Idx48YN/PEf/zEWFxfxnve8556Y2EKEuFcwyUHUJE2zGcBtyuNnLAiyvpMci+72OHe38w8R4l7HuSVvAPDkk0/iT/7kT/Bt3/Zt+PjHP44PfvCDWFtbw9vf/nZ85CMfQSaT8ZTeD/3QD+GTn/wkvv/7vx9f//rX8dRTT6Hf7+Onf/qn8fnPf17ti/ML3UBtu0/E6yDvV6IwTn5e0rApmx8VlfytS1/3222C91Iut7bwot7TlVOW2VRX3X2nvHUqRLe0TfU1hQdFXLySIIozGAys/tumN4m66O7bpMHTks/Z9C+379EpLV3aXuvhpc1t8rfp5zLMrf427ev3HerSCbJuNvk6pSXv28Y13fPzHH826L/nGiLD52KtzhCVSgWlUglvfOMbtSbIw6G9BZhNvCBWrLb52aQz7gZyvik4qNV4kGkFUYbzUJ5JQdbN73Ai28fLRCUHaN2ALdWfbupQmw31QdXVC0ztLcPO6nuzHd9synPW/SSI/CZZ5nHSluMP4PzdnfX422q18Pa3vx3lclm5BaG59PDwcCKuQmZnZ0fyu9dxLl2FPJfgxQIMOLsBLIg8vT4j85lEPc8LwT3runmp9yS+sSCJvJdn6L8kb1zCRiSNe3KXOI/kWtcmtlaXftKeFHT52NRNhyDLHUR+QbZhkOOj13T8bhGYxDubhKTsuSijCsnbOcNZDBR+Bs1J5DuJMpy3dIJMK2gXCOPCVhVjk7+XAVuneiKyBuAOFSknblzyxsNspRM29fBSfqe07oU9b2e9uDlrkn2W+Z3HBYQTbKXW91q97hWE5C1geBVX26bFr20kMKY4UpVkysutTF7q5qTaMZXXqfxu4TZpuYXZlNlL3Xgctzq7tY2Xeji1j1uYKS1bjPusU7iUsnFJG133+331XCwWQzQaRTQaVZI4ACPSOJ06kmNcqacfCYTum5bfla7spj5q801RPPlsEHVye86GIDuVz1aN6ydtL+nrviX5zpzy0N0zjSNeIMvita/rvj1ZJhkm03Zb4ISSNzuE5C1gBCX21j3PpQZuz9iuitzCbcvmNa4sp+1qzSbcJi238tuU2Tae7Xs0PWfzvr2EOdXDqe28DoBBr7h16lEia/1+X133+330+330ej01acTjccTj8RE1Ki8nTUhSQmdbT5uJz4YsyTLpnrXt47bfsFtZnerm9x2Pm944z4/znvyk73VOsK2bn7b3Ok6ang9yfJYIyZsdQvIWIMZdsfnJbxIrfv6MfNZtArKVTvhZwfpNx7acTul6kUTweF4kiJOsm9e8/eavg/yOvA6kMj4f3AeDAXq9Hvr9vpK+9ft9dLtd9Ho9DAYDRKNRdT8WiyESGd3/Fo1GXaWltuXSPeNn4rCV8jo96ydMB/kt+ymTTVlkOn7rG3Q7uZVTPudVgjVu2+nC/aRLcHrfXjCJOS/EbYTkLUCMu2ILMr9x87ZdodvmM84qb9x0bNINKh/b585T3byE+S2Pn4mUwnWSNil163a7SvrW6/XQ6XTQ7XYVeUskEhgMBojH44hEIojFYnfkzcvqVVriJ65NOn7KMan3O06Z/JQl6D4XRJ5BSJZ4HL/vwC08iHT9ltFvGQih5M0OIXmbACaxUvGzMnVbWTqtFp32RgSNoFbvtmnaSlWCkkQFlZbt6t5tFW76lnRxgoAXCbG8luSNyNpgMABwekIKETVSk3a7XbRaLXQ6HfT7fcRiMaRSKQwGAyQSCUQip2pUAhE5+q+zSuXSOB42Keja3/QNTVIyMm7fP2upjZ82sekPNmX0qgnxmoffutk87yYNHbduoRQueITkbQLw0zHpOac0Tfl4fcbtN0/bphOOS05MBMtre9jetyE9OpJkQ5xs8vM6EOrS8VI/m1W537q55c2Jly2kpI3/EXkjKVu/30e73Ua73Ua328VwOES73Uaj0UCr1VLkLZPJIJPJIJVKIRKJIJFI3FG24XCoSJ2UxHlRxdm2ien5cfqNW9n8Soj85jOO1MbPt+gnX79Sv3EkfrZ1072vIJ53iifLabrvlJ/ftgFCyZstQvI2IUxqYJxEGrZpmwYMv4Ofl7wnjfNYt7NqA53E66zylQsQnaSNk7der6dUpLTfrdVqodlsotPpYDAYoNVqoVaroV6vo9/vIx6Po91uq2ej0SiSyaTKp9/vq31vAJRqVRI4wiQlSU5xTJK/u/09+SGFNnguS2rulfHxufwO7nWE5C1g3G3xcFD569LxKkkMGkGpec66bmehnrob8CsdkWSN/+bkjVx+cL9tRMBIytbpdNBoNFCr1dBut9Hv99FoNFCpVFCtVtHr9ZBIJJDP59Hr9ZDNZhGNRpFKpVTZk8kkIpGIUsVy4kauRUx114Wb2sopTEeg7/b3YKv6utvl9IPz0L5+cLfHkrNot1DyZoeQvAUMPqHZ7jEYd++EzJ/ftwlzq4dTmd3UijI/v/s1ZJlM9bCRFuryt62bfMambjbSFLfvRZe+7UDOy+GXbNmQEr8DpI2alEhct9tFu91WUrZ2u41qtYpKpYJms4nBYIBGo4FyuYxarYZut4tEIqEsT9vttlKjAlCWqNFoFIPB4A7iRnU0nc5g20+9wkv/d3o/40z2um/N7Rs0jTk2fY4/51ZuL2psmz5pyt9pnNaF+XknNuMsL7dbHrZldMM4442f8T6EN4TkLWDICd+t85uet+kEthO9lwFA5i/zs8mbp2Wqm9ugYJrwvAyoXgZW27q5tY+XAV6XL0/HqVw2+ci0dNc2cHvHfgdnTtqA0ZMR6LrX6yniRSrRZrOJVquFwWCAZrOJk5MTHB8fo16vYzAYoNPpKDXpcHiqam00GhgMBqjX64hGo8jlcoqspdNpxGIx9Pt9VRdy6CvLSJI4Sea8tIGfd2CCLJ/pu3cqo833ZFNmG8Iiv0U3mL53CnNb/Nj2Fbf62RAs/i68kB6nPutEJv3ML6Y66X7LNtU9azOW6vJ1K1dQ/cM2z3sRIXmbANwmZ/5bN4jIuLpr23C39E352AwCbnnzMtjkKcN0A4ZM123CMZXLL+nQ1c0pT6dyyHLLe05pOd0zvfNxoUvfbQI0DZp8gKbfRNyIvHEVKUnfWq0W6vU6ms2mUpGenJzg6OgItVptJB1OCsn6lCalTqeDWCyGWCyGbrerJW+xWEz7nXBSJ9vHbdFjakvdROwXft693/7ulBevmy6OEznUERW38riNXTbk0hTPJi+3McH0rnVwyt/0rE3/9zI3meqpC9e9a9u6SYTkzQ4heQsYbis8t/gm2JANm0EnSPgtk00c00qPw2ZANz0fRLt4lbI5hQX53ib5zin9cQZDSdroN1eRDoe3ne3SXjYia9VqFfV6XRkrNBoNZW3qlCcdlxWJRNBut1Gv15UxQzweV+rTSOTUDxxZnnIpm4lgeFkQmL7tSX2TfjFuOk5kSJe+23VQCy63vLyME16kbH7GH7dxy8sY6HTPzzjtRq5DTBYheZswznIgPesOFFSZ/AzsXuH1+aDLfbcGukmtOE0EzkmdwuNzaRtd05FWRN6IuLVaLSV9q1arODk5UcYI3W4XjUYDvV7PuuyUdqPRwHA4RCKRQDweR6/XU0RNHqdF/+mEBhOx0ElQndpkEpDv5W5PrOeFTE4Ck14sn1Wd/Yx3kypbKHmzQ0jeQoQ4A5y3iceNUIxTXk7IeJhO0sbDuRuQ4fDUkrTZbKLRaCj1ablcxtHREU5OTpTFKUnlvKDX66FWq6HZbCISiSijBiJn8Xhc+YLj7cSd+xKJk8YOujbk9fa7MHCagHSk8TzhrIjr3cBzuW4hzi9C8naPIxw4QnDYrjD9SIL8rF51+9oAsxuQTqejDA1of1utVlOnKJD/Nq/SNgluvQoA3W4XyWQSmUwG0WgU8XgcyWQSwOjZp7Qfj8KpHbmBgx8JhR9pGSdsTvHPgyTuuTxGTVICdbfb7W6UIZS82SEkb/c47nbnDnH+MQnpmk36OuLGyRs/KYFbidKZpM1mE9VqFeVyWe17q9fr6HQ6ExncO50OarWaOsA+nU4DgJKs0X8ASuLGVam6MjmpkCexFcB2D9Z5IAZ+cK+W2waT2Jc7Ls5DGULoEZK3CcDvAON3kHcbsE0qFb+b623KbVNGXZnkMzLOWdbNlP+kyh1k3byA78vT5WeCVIvKe5K8SQtQcgNCqk/a39Zut5Vbj3K5jOPjY+XDrdPpKB9vQYL7jGu1WohGo8hmswBOzzwl8saNHmKx2IgvOAIROwnZzjZ74eReSf6OvJBFv/Fs41CaTs8FMU7ZkmG/cUz18/qcnzjj1M0m/0mm7Td/07Oh5M0dIXmbAIIibl7yc5oIbAd6J+mMW/o2ZbQpk9+83VatfurmZfCRadgMFjbvzaluTuRJl45THUwTqVdwYkL/ibjxPW5E3IiI9ft9NJtN1Ot1dSZprVbD8fExDg4O0Gg0xiqXTbnpjFRqh1wuh0gkoixRY7EYer0eIpGIIm/kToRA9wCMEDsZR7aXrjy637ZEyim+Lm23scONUEnovjmnPunUt7z0ZVk/r+nYPudGvL2Miaa2tGk3HcYhTl4WE27pyPjjLDBD3ImQvJ0T2A5cbs97TSeo9P0gyLzHKZdt3WzyN6Vlug66bm6D6zjfAU9bJ2njv+UfV5EOh8M7Tkrodruo1+vqpAQic0TkznLlTHn1ej2luiVjhm63qybUeDx+h8+3SGRU6kZx+Xu2lahK+Fkk6eoWxBjh5ZsMotxecBYkIcjxcNyx2ea5oN6t1zL5qUMoebNDSN7OGWwlI2eJoPI+67r5Tder+nCSZXFKTweTtM4UL4i85WBLkjYKI8kadwNC+9uInJExQrlcVgfKdzoddf9uoN/vo9VqoVKpoNVqKfJGxgncnQiBJHLD4XCE3OlI3bj9QUf+dLibY0dQmESfDDEeJjluh+TNHSF5mwBMKjSpPiG4qTZkHC9icV1ZbP47lU+nanEiEzqVnIlkONXNtsxc3aB7B7p62ITx+sjfurZyKqcuTac8ZZgbbIib7j24DchOEje65uSNfks3IO12G81mE81mU6lPK5UKjo+PUalUlLPeXq93V8lbo9FAp9NRZI1OY4hGo8o/3HA4HFGRkjsR3p5cQmf6hqn9nOCUhgn8nimejarR6ZvVfa8ULuO4lcF2HNI9J/OU8Zz6rE24qS42dXPqd7bxTc84zTkyHoXbvDOnurnVxzS+hAgGIXmbALhI3a0zETjh0KVliu/0W5ZFl57bfV2asm5O5XSqiw2RlXno8rRd/dm0rRshc3qOl1c3MJrakP/2WqcgIImD7QDL45MBAf0maRsAJVkjNyBkHEAuP+hetVpFtVpFrVa7a4SNgxtIAFBWpalUCrFYDIlEQusLjpc9Foup/0Ty6N1yVyM275u/F1O/CGpyNE3murHFdjHjlK5p3NLdk2OpTf+06VtuBNhEdnTltc3HRIKdyJ3TOGqqo5f5xWks8rpQkPnafudBk7znImkMyduEYDsgE2RndRqAnAYSEyHQDY62KyxZBlO5nOrG07YdFNxIoylf06DhVl+/Ug2bwVP3nCnM67djm49uIeFnUJODq3S2SxIzCifJGp2UwN2AVKtVRerq9bpyvHseMRwO1d68SORUPZpMJpWDXrJITSaTI/3U1O8oPqVt6vc25eL/ZT6yPW36OYdtPKf3ZiKeTnnIZ5zKYpKO2YwpNv1N14a6BZtufKYy6UiaDWzrZnrW9F3ZtKUuHR15No2tunSDGtv+viMkbxOCnMSDGChNK1ObeDad13alaJO2W142993KY9sGpjCn6yDr5vVZW1LlJOVzystE9mXapjw5WeCEjX7T/jZyA9Lr9ZSalAwUyA0I+XAjady9Qt5o71s6nVYSNfqvcyfCXZvQJKhTpcrfHDb90yac18cUN4j8TXHGWeCYwt3CvIyDQaRt+4xbXl7HZLf0bOCn7Dbl9lKW8zoGnCeE5C1EiHsEJpWU1wHa78DIyRoncPwweSI49EdSuEajgXq9rpzt1mo1nJyc4Pj4GO12+w4SeB4xHA6VlJAIGJE3rhalkx8ikdNjt/h/CteRNdsJmZdHYpzFhu0iIESIEHcfIXkLGDp1m5NIWYZ7FYu7xXVbXZvyty2DTlXjdG2brq4MXtS846oedSpGXRx5z0++tmRl0lJAHaTqSvdH+9vkgfLSDQg5wCVDAJLE0RFV9wKIrBIikQiazebIyQxUn0gkog67J9UqhXMDB51DXw6/75R/i24qLZt8TIsHmZfNlgOTCtFP3/FCdN3GQNvnvJbPRu1rWw+3+cWUpu378ArbNvJSx6AXcOd1QTgOQvIWMPyI9L0OEF5W6U6dWifqthnMdGo3U3m8pOVWfifRvFMZbCYTXRpu5MzpvY5LHs8aToObVJOSQQIwelIChdP+Nq4OJTcgjUZDhdH9exn8ZAaySu10OoqUJZPJEXchJJ3jKlPeHyWRcyJdtn1nUt+hbV9wKptbPD/5mvJzklQ69ddx2s+2nLbjhpd2luTYa7q2sCXE99J4eC8gJG8TgpeOMs7A5wfjDKpuYV6kQ0F2Zps6jUMUbfLxE88EOeD6JYM2K05dHEnY6Lc8UJ72t5GUbTAYoNVqKTcgdOwVHXNVr9eVpI5ch9zLIF9w5MRXkjeyTOWSt2g0qqxQ+aKCiJtJEudFwuT1OVM6NoueIPLzAr/p+xlTz5pwTGJ8Oa91MCGUvNkhJG/nFH5UmLbxJiUV8lvG8yql8qvGDgLjEny/0KlJpRsQbklKznS5GxBSIzYaDUXeyAVIrVYbIYP3OmgfHKlKSaKWSCQQi8WQSqXU8VrcqIE79yW/cETogNv74vj1uCo8Dp20xHR/HMnYWTwXBIIcX+9VBDV3BLFlJSRv7gjJ2zmFzeRt85zfOH7gt4zndTAcZwJzwt0eSEz5y0GTyBrf30bHXJGzXe4GhBzq0v428tfW6XTQbDaVJelZ1d9J5Rg0KH3a49dsNhGLxdBqte4gb7FYTOvIV+79MqlS+XO6cDdM8luWpNML7uY4cFYS9fOMoL6d53IbnSeE5C1EiADhZ9UZ5GreL0mRpI3+6w6UJ3UnJypEznq9ntrfVqlUFKFrt9vKdcgkEY/Hsbi4iMuXL2NtbQ25XA61Wg0bGxu4efMm9vb2JqqqpTaq1+tKlZpIJO4gb4lEAsAoeTO5E9EtIrx8M173ytnirKRQzwVp13OhDiYEXbdQ8maHkLyFOJe4Vwc7N3VUkGnbwMZIg8BJGl0TSeOWpKQmJJUhuQHpdDro9/uoVCrKhxupE7mRQ5CIx+PIZDLIZDJIJpPIZDJ4+OGH8fKXvxwvfvGLMT8/j93dXXz84x/HRz7yEXzxi19Eq9VS0kA6nitI8FMkACCZTCrSRv9TqRSA03dKxI6kcRTOjRqkdaqtGtW2H8m9bTbfrS7doPbcBfn8ecBzoQ4mPJfrdp4RkreAYRoAbfd46e7p0nR73mZfmW5Tsm3ZZN10z8swL0TC74DglKfTHjana6d34qfM4xBTr/vw3NqbS9nkH5E3TuDoQPlOp4PhcKiOuapWq8qHW71eV25AgiZGErOzs3jooYfwyCOPYH19HalUCsvLy7h27RouXryIXC6HUqmEZDKJtbU17OzsoN1uY2NjA5/73OfwhS98Afv7+4GWiauX6Zr2ARJ5I/9wkcjpcVuRSESdzABAWaTSkVzA7XdJxg+TUuvbIqgFltfx0O2+zdjnJy8vaXlNEzAv/GzHKb+wHZ9lXF2Zx0mbPxNK3twRkreAYTOgOn3EunteBmk50HtN17ZspvSd0hyHaNjCKU+b8tvENaXvBXzw85KGV8me2/42k4oUwMhJCSY3IK1WC9VqFeVyGa1WS4WR9ekkEYlEUCqV8NBDD+F7vud78MgjjyhDgXg8jng8jkgkglwuh/vuuw9Xr15Ve/A+97nPodvt4pvf/Gbg5E2C2o1UqdFoFJlMBgDUiQzSFxyRN6onrzO/J9vDZpIySce8fsu6/Pz0B6/jodt9m7HPT15e0goizSDrZpO/l7J6bdNQOhc8QvJ2BjCtOrxKUWzTtl0V+YHtym8Sq1i/8LLyBsZrN6/qJlPZgpLMmcrnJGmja9rfRnvcyC1GvV5XznabzaZyA9JsNpXUaRL72+LxOGZnZ7G8vIzZ2Vkkk0msr6/joYcewsrKCorF4ojqkUD+1pLJJACg2+1iZWUFDz/8MBqNBm7cuIF2u43Dw0Nsb2/j6OgoUIkhSSjJOXEkEkE2mwVw+p6J0PE8SerG3xcnWE7SDK+SKh1036ibStRpoaB7xkZqZkrPz3NeMc5YF8R47kdqZZOul/Kd9fxC6YeSN3eE5O0MYLOy8tsRgpr4/QzqTnlNkqA4QZdXkCtvm/xs4snJOCjIb4pP/vI/ETa65ipSIm+kJqV7jUYDtVpN+XCjA+YpbJJIp9O4ceMGvvM7vxOPPvooSqUSstks5ufnMT8/73pSASEWi2FlZQXf+Z3fiQceeACNRgMnJyf4zGc+g7/6q79SErKgQG3J0xwMBojH4+pEhlgspiRwVEZyJ8IncNrvRn/D4dDVL5wX1b7X/sPjeyUHfsaEsxxL/Ix145RH1i1IqVWQY+Ikx8kQ9gjJ24QgB91xP14/z5sIwzgExy0dHSYhdbQdxP3uuZgE4fOrKpXPe40jCRtw2zhBd6A8Sd+63a5SkUo3IPV6XakgidwFDdrEH4/HEY1GMT09jQsXLuDRRx/Fd37nd2J2dtZ3uqVSCaVSCdevXwcA7O/vo9/v4+tf/zqeffZZRCKRO06PCBIkxazVami32yPuRAAzeTP5gnM6mYHDSXrkFkcHL4TGBJ20eNwxYxzJkp90nJ4H9NJG+W69jIdOkrQgJXZuZQDurBsP97NIDSVvdgjJ24QgV03jdEbT827iehNBG7dDm9KxVSvY1E0Hp7p5LavNM6a8ZbjfNPm9SQ20TmpSLmUjokLuPobDodrfRhaZvV5P7W8jH24knQuavEUiERSLRaysrGB5eRmFQgH5fB4PPfQQFhcXlQo0KCSTSSwvL+ORRx5BPB5HrVZDtVrF1tYWtre3US6XA82v1+upPYKxWAyxWEypTwEo0gqMfh88jEvfeJiEl+/ZKc4437/pGVlm23HCj1RPlsGGVAQxVuoknzbjtJdyuUnsglogy3Lr6uZnbJd5hOTNHSF5CxB+VnGmQcSp09O1TrLnNsA6dWi3zuq218EpXDdYOa1K+bXTitvpGbe0ncriVDeZR1CweR9e0pL/uTECtySle3RSArkBIUtSUiN2u12Uy2WcnJygWq2qZ3k+QSESiWBubg4vetGL8OIXvxjr6+tIJpNqzxu52ggK6XQaV69eRTabxWOPPYZ2u41nn30Wn/jEJ/Dxj38clUol0DqSyrnZbCISiYyoTYfD0xMaEonEyPuKRCLKPxxwp1ED/R4O9apUL5IdGwTRHjopDcFGWuWUju4/T9drvWzT1NXDa91kHFO5baWRMi2bujmV2+k5UztMatz8+4qQvAUIt87lRIzc0nMieaa8TeVyS8trOjrYkEpK07ZuujRs28PrNa+DW57jwOnb4P91MN3j0jV+zVWkJGnjbkDosHiyFCW1Xq1WU9K1RqOhfgepSoxEIkraRCpDMir4B//gH+DGjRtW37pfpFIprK6uYmVlBcApWfryl7+MarWKmzdv4ujoSJFdMuAYdxKS75h85hGZI/9wkUhEkTcu4ZQH3BN4O7ktnOQzprLp4ujI0ziwGV9s+rdp3HAiT07jtFP+tuNDUHVzStdLHk5pOaVp85zbuGlDnkPJmztC8hYgTJ3FdsUn0+LPuK02bdLgZeLltR2gJXRl0sXhecnfTnVzIlRypS3LarsiNaWvCw8aXsm8DThxk1I33YHytJ+LTkFoNpvKDUiz2USlUkGlUlGErt1uK8lckEilUlhaWsLa2hrm5uaQTCZx6dIlXL58GblcznEBECR4fysUCrh69Sq+/du/Haurq+h0Ojg4OMDGxgZ2d3eVE94gMBye7jHk7kRSqZT6Jkgq1+/3VVvEYrER8kZxgzjg3q2skgSaSKGXNCVMhNOp/E5jmS6unz7odTzXxZdjnmkM42E2i2Uv5XOT+nlpb5u62ZQphD1C8hYgTOTBhpQ4pedFUmYS6zulLzuZifiYVqk2dTKtxJwkc05kWEc6TW0un/GTly1s49uu2L3ky39z8iZVpEQUSEVKUrhms4l6vT7i1qJSqeDk5ATtdluRwCCkThKZTAaXL1/Gt33bt+H+++9HJpPB1NQUVldXUSqVAs3LBpHIqQ+5Bx98EFNTUyiXy2g0GvjSl76ET3ziEyiXy4GTN5Jokio1nU4DODVeGAwGjuSNf/dkyQqMEjivk7sJXiUzfuG2ALOVLJn6vm78sV2QUj+yJTZybJWSTVPdTMRH1slmkSzDdPHcSJsuX9NYoCOfNuNGKHmzQ0jezhi2A58unheSpCMxtmUzldGUpg0RcSJW8r5tuf3U1RTHS938pO8Ux3Zg0cWTkwANfLr9bSRlI/LGVaTdbnfEDQhJ3vhpCUGCO9KNRqOYm5vDjRs38NKXvhTf+q3fqqRtJoe0Z4FisYh8Po9r165hOByiWq1ienoaBwcHuHXrlpJkkgRzXKMNeYTYcHi69y0ej6tzUsndSCQSUW1nkrzJ47bov2mRIsMknKRjXuBngeNnsaMjZjZpuBEy02LTKR2vY5XXeE55OsXnYTZ1c5sjvIaF8I+QvE0Ik/hQTURnHOmQbVrjqvS8DEJuq0ebwdXLPdMKNQhMKl2elk7SxokAtySVJyWQxWOn00G1WkWlUkGj0Rg5CitoNxnRaBQzMzNYW1vD8vIystksZmZm8Mgjj2B5eRmZTCZwgwSvoEmME8d+v4+VlRW84AUvQCQSwcnJCer1Ora2trC5uYmjo6NA24pU2bTnMBqNKhIdiUTUaRLcVx8596U49E1wVaofybktbEifbV5+njMtEr085xRmEycoOI3N4+bpdVwdN22bezxOKHlzR0jeJoCgOrQpHa+dzk1d4KZS5HlMSo2oy0v+tknfqR7j1C2od+p14nKbDDlx41I37gaENtmTGxDau8YPZifyVi6XUa/XVRpE+IJELBZTZ5K+4AUvwNzcHDKZDFZWVjA/P689JeE8IJFIYHFxEY8++igWFxfRarWwu7uLz33uc2g2mzg5OQm0rchopN/vKxUp7Ycj8haPx5VKFbgtkeNSOE7iTP1iXFWqxCRIjRfNg9f8vYwXbiTKlgja3HdTc/qFaZz0k7ab1sRmfgnhHedzlLzHMclVbFDpOIn0TRiXiE0CQYnsbfa53A3IFaNclXIVKf3R/jbam8ad6RJ5o2OuaIM8kbdqtaokb1Il6xe0+T6VSiEejyOdTuPKlSt47LHH8LKXvQwrKysjR1idV/IWi8WwsLCAUqmE5z3veRgMBtjY2EA0GsXh4aGSkEmVtF+QOrvb7SoiNhwO1WH15E6ELFHpGyYXI5FIRMWVB9zrJIsETuZkuC0mqXm4W/nbpu1n/PGz2BwXfsppm47uvpeF692WvHW7Xfyf//N/8Od//uf4q7/6KzzzzDOo1+uYnZ3Ft3zLt+AnfuIn8D3f8z2BltErzuco+RzAOKsNN7Wh17hu4aZV97grKp6ujOv0rJMaUz5jW3Y3qRr/b4rjdfLQpTfOoCTVo4DzSQnkbLfX66HdbqPVailJWqPRUMdakUq12WwG5gaDI5PJYGlpCSsrK5ienkY6ncb169dx7do1LC0tYXZ29p5YkcszUofD072D169fx+HhIQqFAtrtNo6OjrC5uYnd3V00Go2x8pSqce5OJB6P30HeSDpH32s8Hh/5FumaiBuX2nF4lRDz59xUcn6/LdNzcvyzkaDr4tqMTaZ0bPN3Sst0bRvHLV3bOgZRJ54W4V4ibx/96Efxj/7RPwIALC0t4aUvfSlyuRy+9KUv4QMf+AA+8IEP4DWveQ1+53d+566NXSF5mxC8itV1z5qe9xrXLdzvCk8nzjelK8Oc8tYRSlM9TQOPHHzG7WC2z8uyycFLR+psCLruWkra6JokaSRlI0vSRqOhyFm9XlduQIjQ0TNBD5zZbBaXL1/GY489hsuXLyOVSmF+fh6XLl1CJpMJNK+zRi6Xw+XLlxGJRHDt2jW02218/etfx6c+9Sm1fzAo0LttNBpKfZpMJpUFKp3WQOQyErntYoRLAOk7pJMdiPzpCFYQkpizkoLZSHicxh+bsckpL79jvs1Y5adNndJxG39N8XWwqdu9hmg0ih/4gR/Az//8z+M7vuM7Ru79yZ/8CX70R38U//W//le85CUvwb/4F//irpQxJG93AffqB+2GIOvlN62znDhs4FeCwcN1kjYK4ypSukcqUvLH1ul0lOUouaOQ5I3SHHfPFkl7UqkUEokEotEoVldX8cADD+AlL3kJHnzwQSW9ymQy9zx5y2azuHjxIhYWFpQRyBe/+EXU63UcHBwAuK3+pHcyDviexUgkoogakbBYLKaMPSKRUxUqxeMTsTyZgSZgt5MZTPcmhXttn5SpvPdSHUw4q7qdB8nbE088gSeeeEJ775/9s3+Gv/iLv8Dv/d7v4Y/+6I9C8hYixFnBtiO7ifxtBq1xVUR8IOMEi//mzna5lShZinY6HXVWJ/lwI2MFkrYFBTJGWF1dxcLCAtLpNJaWlvDII4/g2rVrWF9fHzni6V4GEdVCoYBCoQAAisDt7++j1+thf39fGTZsbm7i4OBgLJciJGnl181mc8RwgfzDEWnTSd44eZMSH1vpj6l8bs+ZJFO6MJ0U3um5u02S7nb+k8RzuW5e8eijjwIANjY27loZQvI2AbjtGfC618zLnggd4XDaL+aUtyyfn3KY2sG0irPZ72HKT1c2t/o6lc2P1MypbjK+7WTIyRu3JAWg9reROpRbkhJ5I3cT1WpV+XDjDnqDRDwex9zcHB588EHcf//9KBQKKJVKuHTpEkql0l3z2XZWiEajmJ6exo0bN5BMJpUF75e//GW0Wi2cnJyM7Q+Og++DI1Vqp9NR3y+FcdUoqUwJ9Nt0MoOtSt+tj/LfNn1Ap7KzGTspXDcGOV3Lssr83MYr27FVlwcvs+1Y55Q3wQvhtlGNmtJ2G4dN16a87rbkzQ3PPPMMAGB5eTnQdL0gJG8TgNueAbd9BG4rVadVsduK2fTb5v445ZDhtnV3iuslP7d06L4fNY1uILYZLJz2stF/aUnKT0sAoPa3kTq03+8rS1JyM9Fut9VJCc1mc0RiN+6gRirSdDqNeDyOXC6HGzdu4Fu+5Vvw+OOPY3p6GolEArlcDvl8/u8FeZuZmcEDDzyAixcvotvtKmMGcoBMRKvVaikLYL8gIk572yKRCLLZrPomO52OOvSelzEWi418Z3JiBm5L6KQ1qw1J092TaXuF7B+THL/ktc14ZTu2OpXDy1jnJW8n2MS3bQc/bX6WqFQqI9dkBe8FOzs7+IM/+AMAwA/8wA8EVTTPCMnbOYLNquu5iEnWzYac2Ax845bPZmLT/ZcEjiRtZKBAe6mIBNCxVvV6HY1GY8TRa6PRQLPZHKseEtlsFisrK1heXkapVEI2m8WDDz6I5z//+bhx4wampqYCzc8NvE1IssitRGkP2KQQjUbVXr75+XkAwOzsLBqNBsrlMrLZrPq9vb2Nra0tVKtV3/kNh0OlNudhdPoCJ29EwOh0Cykt4dI4TtKcCPc44xWPY5JqmfIy9WsbtW2Q8KJBuNs4j2XSYZKSt/X19ZHwX/3VX8Wv/dqvWafT6/XwYz/2YyiXy3jooYfwEz/xE0EW0xNC8jZBeBEZO32s/J4XNaGfstkORl4HAi+D+bii90kPUl5Vu4DzJCevKYz2sElLUnK2S0SFTkrglqTVahX1el052qW9bkEiEokgn8/jwoULePjhh7GysoJUKoW1tTUsLCyozfRniV6vh93dXXzta1/Ds88+i3q9jnw+j4sXL+LKlStYWlo6cz9yqVQKi4uLeOihhzA7O4tWq4XNzU184QtfQLlcHou86UDS10hk9BQG7ieO9h1GIhElWZPHafFv1qRKNX33bvd5HD/w+6yfcZLy06kpx6mb17LYpme65/Qc4KxOtslDFy/oOo6LjY0NFItFde1V6vaTP/mT+PCHP4zZ2Vn86Z/+6V0Z4wghebtLcNsfwUEfv1RzyDj8P4/nhQzZhHupj9sgx593qxu/lqoeOfAEvXKT5dTl4UUawMM5WZPkjbsBIatF7gaELEnJDUiv10OtVkOlUlE+3Oi5cckbOdvNZDLKme7Fixfx8MMP49u//dtx+fJlpTqdmpqauGHCcDgccS5Mvuy++tWv4umnn8YXvvAFnJycYGZmBg8//DBe9KIX4erVq0rNS4YGk5bGJZNJdQzYtWvX0O128fWvfx0AUKvVlGSM9iqO69yXyBvtdyNjBi554458idjxPEkFKxGJjFqk6kiNjC9hko75meBtF4VO+ZkImqn8XsrhRF5s6uxXG2MaH3VwIt8yHy/zi1/iNknJW7FYHCFvXvDzP//z+L3f+z1MT0/jL/7iL3Djxo0gi+gZIXmbIGxXQTYftqkTmDqnE/GSaflZPZoIVpB1o/ScBpdJTbpuA64tdHElaeP/+ckGXEUqzyTlvtnopATa+0RnlBJ5CwrxeFxZks7NzSGVSuHChQt49NFH8fDDD+PixYsjVoxngWq1iq985Sv427/9W+zs7KDVamFjYwN/8zd/g2eeeQbVahWlUgn7+/vY2dnB2toa0uk0lpeXcf/99+PGjRuYmZmZaBnj8Timp6eVCrnf7yOfzyunyEtLS+h0Otjf38fm5ib29/fVGaZ+wPdEUv7D4XBE8sZ9waVSKUQikREpQjQaHTn0noebHPtSehxeJm7TuCSJiFN+XqAbQ2wW1H4kcH7G2HGk+U75eiGENuOymyDBzzua1OLbL37hF34Bv/mbv4mpqSl86EMfUtamdxMheQsYuo4tCZZN57CFabB0k7g5Scl0z5nK7Xel6gSe37iDzDgYZyLSQUrtpDSVHyg/HN4+k5SkZzrpDO1nq9VqSjXKyd244O8gnU5jcXERDz74IK5cuYJMJoO5uTlcunQJhUJBTfiTArURJ7MHBwf427/9W/zf//t/8cwzzyhJ3NHRkTrmq16v4xvf+AYqlQry+TxSqRRu3LiBaDSqzlWlstMZokF+S7p+XygUcOnSJfT7fVy6dAmNRgNf/epX0e12UalUFOkOQgpBktdGo6FIHFcXkbGDNGogqR2Vg/q7zs0Iv5Z19QI3KZANvKj2eB5u446JjAShGnTSONhKM3XvQRff76Kc19ErKeT1OKuFXVD4d//u3+E//af/hFKphA996EN40YtedLeLBCAkb4FDdjgnkTyH7QDgNJDrSJuNhE2Xvo5wSjIqyYgT2bHpuLKtnAYgnv4kiJsufR2h9Zuu7o+TkuHw9v42ImJEzLgbkFarNaI25Odhjjvpc0e68XgcpVIJ9913Hx577DE8+OCDyOVyyGQymJqaQj6fn/ig3Ov1UC6XcXBwgHK5jG63i42NDXz2s5/F5z//eTzzzDMj/u6IjHQ6HRweHuLk5ASRyOk+sEajgWKxiHQ6jd3dXSSTSZRKJczNzaFUKk10X1wkElHkbWpqSr3DUqmkLFCJwHF/fH4xHA6V+5ButztC3iKRyAh5o3dIJJbi0H/ZJ70QA5ty6sYZr9JuP5I+p/HLbWxzWijrpIa6MdqUttszpjo4zQOmPPg9XVuZ8nMa2/2MzUEsWHRp+sEb3/hG/Mf/+B9RKpXwF3/xF3j88ccDLdc4CMnbhGC7gpTEysuqyC2eTXwbqZlNGd3C3MridRKQBM+pc7qRQJt623Z+XTxZRiq36UB5Cqf9bdwNCO1vIzcgzWZT+RJrtVoA7tw75weRyKkxwsrKCpaWlpDL5VAsFvHwww/j4YcfxgMPPIBsNqskNGfhAoSc3v7N3/wNbt68iUajgYODA3zlK1/B/v6+8mGng3Svsr+/jy9/+csYDoeYmZlBLpfDlStXFCmdtFFDJpNRx4QNh0PU63VEo1E0Gg0kEgl17ixZpI5Dxulb4uSMTrYg0qYjb9ydCHB7v9twOBw5I5XCddD1HdMkL//bjB864iPz1hEvee1F0qa7Zxq/3O673TOlofs9Th6293T52aZ1r0ncfuVXfgX/4T/8B6UqPU/EDQjJW6BwW+kAdvsUxs37PMKLKsPLCtjpeZ3UMch2snmn/DefmKSKlJ+UQAYKtL+N1KG9Xk9ZkhJRIUlcUCcl8Mm7WCzi0qVLeN7znofZ2Vlks1lcunQJi4uLyOVyni21vEAS3eFwiHa7jb29Pfzt3/4tPve5z6FSqaBer2N/fx/VatWa3AwGA1SrVXzjG99AvV5HNpvF1NQUut0uFhYWlEUqJydAcJMPJzxcLbm0tIT7779fuRPZ399HKpVSanEin35IHC0OCPRt1Wo1dLtdxGIx9Ho91c/i8fjIuafUb8idiI646SxSTX3Eaaw0ld8mvhtJ8ZqXl/s2ZXTTRtiOdX7nlyDqZgM3aZzbs3db8vY//+f/xP/3//1/AIBr167hne98pzbe3Nwc3vGOd4xdPj8IyVuA8LvSsbnvJe/zCK9SQ12YbRpSzTnJ1Z8bcdORECJrXMpG+9u4GxCyJCXLQW5JSvu5gnIDEovFkM1mkc1m1bmkV65cwSOPPILHHnsMi4uLSCQSmJqawuzs7IhPsEmBzgc9OjpSEsYvfvGL+PSnP40vfOELqFar6PV6ys+dF+lovV7H1tYWDg8PFVEdDAZIp9PKvUg2m8Xs7KySzE0SiUQCc3NzeN7znoeVlRV0u11sb28jkUig1WohHo+rutbrdTSbzbHeOangAaDVaiEWi6Hb7Y6QN+4LTudOhPYG6lR4HDJcStds+mRQfdhrXl7u25TRLY7tWOd3fgmibjYYR7J3HnB0dKR+f+pTn8KnPvUpbbyLFy+G5O25AD+rqnFWOrarUZv9Dl72RHgpt1tetvW0xTgk0U9+tmpSk4qUpGzcHxuRt1arpRzr0v43siQlB7z07LjGCclkUlmSTk9PI5VK4cqVK3jBC16Ahx9+GEtLS0ryQn+TxHA4RK1Ww8bGBr761a8qA4SvfvWruHnzJra3t9FoNHynT0S4VqsBOCWK5DqkXq8rY4xr164hnU6PnFowCcRiMZRKJeRyOSWRnZ+fVydoTE1NodPp4OjoCJubm9jd3R2bvNG3Ru+VXIsMh0MkEgmtI1/+ncVisRFpHHCnRI4/66TCtJXQyHFDJ33yA6e8eH7yGV293MisKX9ZN6f5xCm+1/HVrX5ennFLy3a8v9uSt1e/+tV49atfHWgZgkZI3gKEblWlU915XaF5yc8mLacVn+ladjrToOU1L9t6BtmZbevmB1LSRr+5ipQIF0nThsPhiASJDBTomKt6va7iktTFaX+XH5Aj2fvvvx/r6+tIpVJYXl7G+vo6pqenJ05eOKElqeTx8TGeffZZfOlLX8LOzg7a7TZ2dnZwfHwcqAsU4JTMHR8f4+bNm6jX60ilUlhdXVX70nK53IhFKhGXoEBSLa5GnZmZwYULF9BoNDA/P49Wq4Vnn30W3W4XJycnSnLmB/TNUTtS3cg3Xzwe1/qCI8LIpXG8rxChkvvl6J5X9Zt8Xvdbpj8JmMZzU33kWO9Wb13dnOrrFt/0nBN046ATTHUbR6IYwh4heQsYugFLF8dNGiWfN4V5lX7JdNxWxXxAdFpROq0WZX5uYbYYZyIwrZapTE7xnZ6l30SsiKyZTkqgjeh01iX5/hoMBmg2m0o6RBvOSYU6ziQViUSUNCmbzSIWi2F2dhYPPvggHnvsMeXItlAoYH5+Hul02ndetiBCcnR0hGq1im63i1u3buFv/uZv8KUvfQm7u7vo9XrKsjbo0yL6/T7K5TI2NjZwcnKCeDyOcrmsJFAHBwdIJBIoFAqYnZ1FqVSauHf1TCaD1dVVdcB9u93G/Py8+paOjo6URWq9XvekOpYYDk+NGujsWzpSTJI3XmfaF6gjb6ZrCZ30iIfryjkuAfCisdCV1S3MJl0nCZpTGm7jFIWbpHGmMVw3DnuRrMny+ZUAUty7LXm7FxCSt4DhVWKmC7MdJGyldjYrOK+rJZt0xqmHTWfTESgbyZ9TuFPeOpKmu8+NEOhaZ0nKpWw0CTcaDeXyo9FooFKpKDLDSd84g1E0GkWhUMDq6ioWFhaUivAFL3iBOoUgmUwqCdNZHCfV7XZxcHCAr371q9je3lZSti996Uv46le/ioODg5ETJoKUOgJQx4p1u10cHR0hGo2iXq8r1eH29jZSqRRWVlYAALlcbuLkLZ1OY2lpCfPz8+j3++h0OiiVSuj3+4jFYkqVvLu7qyxS/ZJa+rYajYZyK5JMJpV0jSxSuZEKnZ8qCQU3XODGDFKNqiuDWxllPJv+7tSfvUoDgx7fbaVrXvLn8Uz/bfIbd37xIsUL4R0heQsQThIZwH0PhSncVsolJV42EjoZj67d0nAaQE2Dos1KzC8pcZPgOdXNL3QqUromNSmAERUphRN5IyJCTlTr9TparZYib6Q27Xa72rxswSfPZDKJmZkZXL58GdeuXUOhUECpVMKVK1cwPz+vjoyaFKh9uNq4Uqlgd3cXN2/exM2bN9FqtXB4eIiNjQ3s7+/j+Ph4YuWhMpFbFo58Po94PI7Dw0Ok02m0223VXnwTPxGZoCYpklhxgkjWsFevXgUAVCoVlMtlfPWrX1XSNyL2/PuzBVk6UxuQTzg6visajao9csCpkYWJvJm+USJzbqo2W0LlNBbaqjS9vDMvGhB5z48kyzZ9G6mdW/omrYwuPo/nlJ8f6VsoebNDSN4Chk4U7baCks84xeXX46zg3OLZrMpMA4Ysnwy3KZOfzuY0eAS5CpREjf8BuMPZLhEVkowMh0N1DidZina7XeUGhMgb7YEj0ucXiUQCuVxOufdIpVK4evUqnv/85+PBBx/E1NSUkr4Vi8WJ+2wbDk+tPY+OjlAul5VT2meeeQZ/93d/h2effVY5rj0+Ph7LQe04IAOBeDyO4+NjpNNp9Ho9pFIpdcRVKpXC1NSUskidpIQhGo2iVCrh8uXLKBQKaLVaqlydTgfRaBSdTkedukHn3XoB/45pHyYZx+jIm84XHHcnoiMGdI//9rugchoLg34XNmO50z0vY74pDRPpdYrjRppM5bCdN2zjeiGTIXlzR0jeAoTXju0ljg5OeyK8rHa8rNI4xunsMv8gYbMCdINtHPrje9y4mhSAIm78QHk65ooMDzqdDmq12ogPN7I0HLd9aNP98vIypqamkE6ncf36dbzoRS/Cww8/jOnpaSVBImnKJEFHVm1tbWFjY0M5pP3GN76BmzdvYnNzU/khI5Xx3QAdVTUcDnFycoJUKoXhcKjcd2SzWRSLRVy4cAGpVArZbHai5SHyls1msb6+juFwiMPDQ6RSKQwGA+RyObRaLZycnGBraws7OztjtR19lwDQbrcRiURGiDSp1vnCgr4j+k1ETlqkDofDke/MRgrvN45pjPQD3bN+JF5epIpen/PzjE3+TtoWL+mECAYheQsQbiLiSXzEkqwF0dlNaVOYrejfSX3hty1sV5G24V7zpv/8t8mSlKRs3JKUwslBKvnr6nQ6qFQqqFQqatM4pe11siFJI/3RSQnPe97zsLS0hHQ6jbW1NaytrWF6ehqFQmHstjGBys4NNrrdLsrlMjY3N/HMM8/g+PgYjUYDm5ubuHXrFnZ3d5WUMijnw35A7kQ6nY46zH04PPWB1mq1kMlkMDs7qw6eLxQKSn3KT50Iss9LNy3D4RDr6+uo1WpKGre9vQ0AyshBJx22AS0yyP9bJBIZkbwReePOg8nxMOXjZtRgq0b1Cr+SPK/jkkkj4TVvHTFyen5S84uT1M5v2n7eQSh5c0dI3gIEJyo60uJHGuY0EEx6NeOUp03dTJ3epErRIehB3Q9MalIAI+doUjhJ2rgbkFarpSxF6Virer2ORqOh4tNJCeNIS6LRKLLZLAqFgjqTdGFhAQ888AAeeeQRrK2tIZFIYHp6GnNzc0gmkxNv03a7jZOTExwfH6t9WVtbW/i7v/s7fP3rX0e5XEaz2cTe3p46t5TabhIDuS1I/U3vg/a2pVIpdLtdpNNpdV4qcOrYM5FIIJ/PY3p6GlNTU4EaNej6UTKZVAYNCwsL6HQ62NjYUOXf399Hv99Ho9EYkeraghYjlD9JjKPRKNrt9ogvOAAj7kYiEb1z30hEb9TA7/slXzwNXgfbdLxKmrxKx7xuo5HXchvIuOTKafEfSsvON0LyFjBsPn4v0rDz2oHGlXB5UV362WviFabySCmbjrxxZ7vcIpJUpN1uVzncJevSRqMxcuwROU0N4qSEYrGI1dVVzM/PI5lMYnl5GS94wQvw2GOPYX19XZGQZDI5cYtJ4PbesW984xs4PDxEp9NRxgmkNu10OiiXyyNtdB7AyctweHuvXr/fV2eQkiTs+PhYkanhcHgmFqnJZBILCwuYmppSBiALCwsATvvH7u4u2u029vf3sbm5qSyZ/YDaotVqYTgcKktk7u9NuhihvXI8T7qWjp6lxJiHU/4SQakRTWm7jUHyWbfyjFveoFSiQT0/CYSSNzuE5C1A+BVlm6Rsumsv0juZh1PaTnGd0vBahnFUEl7yoee9kERdOB+86T9XZXIVKUnhaNM4kRCyJCU3DLTni/Z68We9kjeSYtCER4YHly9fxqVLl0aul5aWMDs7O9E9bTq1cblcxu7uLp599llsb2+j0+ng8PAQm5ub2NvbU21A7XNeB9rh8NQilY7lIvUpqQYrlQpSqRSazSYymQyKxSKA23u/6LzQoCZMevdkhALcVnVeuXIF3W4XS0tLaDQauHnzpvIbSOTLj1qeFhlkiUqSN7IwpZMaqHwk2aX/9Kf7Bvm3bKN50MFUF6cxy6n+XsdzXm6/kjBT/f3ML6bn3Qin37xs6nxe+/e9hpC8BQi/0iGTlM3LCsxr2Zyet5Wq+emoZ9FxvZTLibw6SdoojCxFuRsQsiQlotbpdFCv19X+KVKb0tFX40jbUqkU8vm8snzMZrO4du0aHn74YVy/fh3ZbBb5fF4dJi+lGkGDDn0/Pj5GuVxW+9tu3ryJr33ta2o/GxE6OreU2mlcB8STBhFxIi+0Hw443WOWSCSUWrHX66FQKCCZTKJUKql9cUEeLabrk/l8Huvr60gmk+q7KxQKGA5P9+uRep4MZNrttnV+0gUJEVeSphGZpHdIR25xgx7aD8j7lu67NIXp4EQc3MZN20WefN6Up1zw+Vmw2qoxvUj6vMwf4+Y1TrxQ8maHc0/e3ve+9+Gd73wnPv/5z6PT6eDatWv40R/9Ubz+9a/35Ivqs5/9LP78z/8cf/mXf4kvfvGLODo6Qj6fx/Of/3z88A//MF7zmtdM1LdViNtwG9S87iPRpW0bR/dbkjc+8XBnu8BtS1KSspFaqdlsKhUVHSZeq9VUGO1tG2dQiUROT0pYWFjA8vIyCoUCcrkc7rvvPrzgBS/Afffdh1wup/ZppdPpiatJ+v0+arUatra2sL29rQ6U39jYwMbGBg4ODpQhwPHxsWoT3rZBwFY15gVURn4maL/fVwSm0WggkUig2+0iFouh0+moA+5XVlaQTCaRy+Umei5sJBJBLpfD2toa5ubm1PvI5XLo9/tIpVLK+fP29rbyN+gXJFkmAh6JRNQewUgkosgbVz3HYjHtPjdpfUpEz1RPSo/gRqbks6Y0Tc/JMFspVogQk8C5Jm+ve93r8OSTTyIej+OJJ55APp/HRz7yEfziL/4iPvCBD+BDH/oQMpmMazq9Xg8vfOELAZw63Xz88cexuLiIW7du4ROf+AQ+9rGP4Y/+6I/wv//3/8bU1NRYZXbabDppjCOqByZvmUXws4LzW0YbSLLGw7mkgasESd1E7jxIokbkrdFojPhro2OdOFHxSt5oguMWjTMzM1hfX8e1a9cwMzODbDaLK1eu4NKlS1hZWZmo+wq+x487eD04OMDm5ia++c1vKkfD29vb2NvbU+eSksFGq9UacUBssx+LS2S4Gs5JauGk/ja9fx34qRmEer2uyBq5zojH4+j1eshms8jlchgOh8rPHvlHo6O3gnbuS3sZSW1L7Vyr1ZRa9+DgALFYDM1mU33P9P16IdDD4VC9PzqZgZO3VCql2oTqSI5/5X4y+ra5epWkeU719Qs+ftmqOv1qV5zy9hLP73NB4Kzml1DyZodzS97e//7348knn0Q+n8dHP/pRRb4ODg7wxBNP4GMf+xje/OY34x3veIdVeo899hh+8Rd/Ed/7vd87csTLF77wBfyTf/JP8Nd//dd4wxvegN///d8fq9xeJUQ2+zqcVpROonA31aAcuJzKGqTky61sOugmYgp3Kp/c52E78HGpG5/kaVM4d3tBbkBo4qP9baQSJcmbPH/S64ASi8WQy+VQKBSQzWYRj8exsrKC++67Dw888ADm5+eVT7epqakzOdaKLElPTk6UtHFrawvf+MY3sLGxoXzZHRwc4OjoCJVKRbUJt741gU/kwO2Jn6RX3C2HJHQSkqhxFTiAO6SqUmVO4MSNjFGkCpXIWyaTUQQ6Fouh0WggmUwim81iampK+d2bJOLxOKamppRzXzIYicfj6Pf7yGQy6rutVCqo1+vWBI76BLdIJSMFUh2T5I3eCT9yjfdf2g/I/7i7FdP2El2ZbMlYELDZP8ZBdbEhZnLs0o3xNu1hKptTGm7zi1NcL/OLLq2QvLnj3JK3t771rQCAN77xjYq4AcDc3Bx++7d/G9/xHd+B3/qt38Kb3/xmlEolx7Ti8Tg+9alPae899NBD+I3f+A3883/+z/He974X7373uyeuPrXtFKYOq3vOq6rRKa4NKRxHLeV1hWtSe8jJ2Ck/p986aQygtyQlSRuFkTNZTkTIGKHRaIxYm457UgJNwqurq5idnUUymcTa2hoefvhhPP/5z8fi4iJisZg6dD5o9Zxs4+Hw9KSIg4MD3Lp1S52GsLe3h29+85vY3t5Wp0icnJwoa1J5NJbpW+NEjSZxuuYTPd3XOX3lE4eUsPGzZrnaloiIPJNW1w5E4On98rM8e70ekskkMpmMyqNSqSCZTGJ6ehrr6+vIZDJIp9PWqj0/iMfjmJmZUf79+v0+tre31Tg3PT09IjH1Y/XM25baIxI5dS1CvuDoXXArVXomErnTnQi9WwBqj5xUr/L4shw8bV1Z+W/dOGujRqV4XsmJzM9tkWkzB5jCg5hf3OBW3rMg0X/fcC7J2+bmJp5++mkAwKte9ao77r/0pS/F+vo6NjY28MEPfhA/8iM/MlZ+jz76KAAoCcHy8vJY6XGMI2Yfp/OMA1tidVbi+0mI/+m//M0ncyIZnLyRipRUnp1ORxkfECGh/W10rBCpSL0SN0lecrkcFhcXcfXqVayuriKVSmF5eRnXrl3DpUuXMD8/P9FBkggOt649Pj5WlqQHBwfKknRnZwcHBwfq/NZ6va4kc7yduWRFStBIjcZVadJqU/ec7vs0EXW+F0taydJ9Trr5kWdUfpI+kYqPyj0YDJBIJJBKpVRZ6/U6EomEcuOSz+fVM1S3oCWmJLHN5XKqDqlUSqmsZ2Zm0Gq1cOvWLbV/rV6vG8mrG2irALWPjrwlEgk1NlC7ccIoyThBSldtFsJepfx+YCJetuOfrYQrSJxXQhVK3uxwLsnbZz/7WQBQh2fr8KIXvQgbGxv47Gc/OzZ5e+aZZwBAHdh9N2GrAgwyj0mqF8Yhr5OEVInpVKQmNyA06ZHkifZ1SfJGEyAng7aIRE6NEUqlEvL5PJLJJAqFAq5fv44HH3wQFy9eVOdqLi4uTlz1BpyqFSuVCo6OjtSxVcfHx/jmN7+Jb37zmzg+PlaWpIeHhzg5OVH74ajNuKUukTF+hBIRVSJl8tB3CuMuNzh50xE4k+TNbT8jlxDyMLkvjAgIJ/gkYSR/elQvMmpoNptKxUgq7mKxiJmZGRQKhYlK/yORU5cyS0tL6Pf7WFpaQqvVQqlUUuSKLKOr1erIqR824FsK6B0TQRsOh+oYNk7eIpHIiE88bpHKy83fua5epvr6hdexcRyJ01mpeYOCrbr1XqvXvYJzSd5u3rwJALhw4YIxzvr6+khcvxgOh/iN3/gNAMA//af/dGQ/3FlB7g846zz85hnUaka3gp4E5OTNyRv3s8YtScmalCZ36QaENoLTyQHkBoR8Yflto0gkgmw2i4WFBSwtLalzNO+//348/PDDuHz5MlKplLJgPCvyVq1WsbW1hb29PeVYd3NzE1tbW+pkhFqthnK5rAgtSR6lZIXqSf9J8sSJGt/UD9xJ8MaVvElyTfvAgNuWlEQ+dNJYXdr8TNBoNKrcikQiEbRaLcRiMXVWaL/fR7FYRCqVwuLiIhKJhJKQTRKZTAaLi4tqD1yr1UKxWFRtUK1WUa/X1fmo5BvOFnyhws/yBWB05Mv3zdE7NpE306LQTco2Dhlzkup5hU5NfhZjf5CwJcte8w4lb3Y4l+StWq0CgOMgls/nAQCVSmWsvN7ylrfgE5/4BPL5PN7+9re7xqfN6YRx87dBECuZoCR2TmlRuXg8+XvSRFEXTw4GOhUpkTO+D4pOSiCVJ1lJcme7pGIiSRT3V+YFkUhEERUiMfPz87h48SIuXbqEYrGIQqGAa9eu4cqVK7h48aKSVExiYKb24G5Q6AgrImtkRbu7u4v9/X1Uq1VFXskZLJEcPjFzFSjfIyZVolzKxgkdl9Y5kTdTveg/J28A7nj/JC3ihK7f7ytHtFKCx9Mmy9tI5La7jEjk9h4wkkr1+33lo48MHGifHJFXsk4N8j0nEglMTU2p/cI0pjWbTcTjcUXAk8nkiDEO92vopU9S36G2MJE3qiMRdm6lSu+aIFXuPC6Bj0FuZZRwa2/TWMPzlfnbvkPdWOll/PSiKp7kwtlUjxDj41ySt7PCH/3RH+Hf//t/j2g0it///d/H9evXXZ9529vehre85S2BlsOt4zhJFM4KkvzYPmO7l8NPnbwOyjpJG9/LpLMk5VK2Xq+nVKTkr63VaqmTEuh0ADmZ2yCRSKBYLKJUKqkJfHV1Fc973vNw/fp1lEolpNNpLC0toVQqjUijJoHhcIhms4mjoyMcHx8rowyyJN3Z2VHqwcPDQxwdHSlVIZ0wIQ00+D4mTsKIzJGKlJM3Lo0DRiVvwO2J200qQ3XivzmBB+60Nh0MBmq/FsUjokGuLnQSWwK/JkkbSeG4n7hMJqPIG3Dq2iOVSiGTyWB6elq5gAmq3+v6JBnDXLx4Eel0Gq1WC8fHx8qYIpvNKgfF5XIZlUrF+gxeIm8kgeMqUk5uqf6kWuXOffl+Qk6SpSpVahicSNC4pEVHDHVtS//5+OOH0AQpMfSbrleYJKROCCVvdjiX5K1QKAA4HcRMqNVqAKB8GXnF+973Pvyrf/WvAAC/+7u/ix/6oR+yeu5Nb3oT3vCGN6jrSqWiVLj3KvwOYjpyZrPiG2f1aUpLdk7dRM3/OHmjSVlnSUpqUlKhEXmjMHLIy/2V+QFJQlZXVzE9PY1UKoULFy7gwQcfxP3336/2RdGJCZMkbsBpm7VaLWWBSD7qdnd3sbm5qYwTWq0WKpWKkrTp9okBt1Vh9FsaY7iRN6ki5YSN/3Ho1Kb8mr4Duqb8pORNR95I8kTEjYgGXxzw3yRpI6JC+ZHxQDKZVJKjZrOp/LQNBgNks9mJ+usDbp+Je+HCBczNzaHX6+Ho6EiVK5fLqTNqqYxevne+UKJrevc6dyL0HXCiRu8HGCVm/EgtCd2YpCNVfgmMDQmTJPO5SCScMEnJ3t9nnEvydunSJQDAxsaGMQ7do7he8Gd/9md41atehcFggHe/+92KxNmAnyMoYbOi8yLONqVvSsuLqF2uUP3Az6rKBFPd3AY6WzWpVJESyeCTMne2y/fpkPqv2+0qYwRO6Egy5wW0aZskDKVSCaurq7h69SoWFhaQSqWwtraGq1ev4tKlS8p5tJQyBQFqD6oLSR/39/exvb2NjY0NlMtlZUlKznYpPlmSSsmjVHdJC1GpEuXkjeoqyZtJTSr30BF0kzonVfSclJhy8sYlQEQwiIBJi1QKi0QiWgLHCQqlkUgkRiRRrVZLHalFrl+Gw9suNpLJpFKlBoVIJKIkgGS0VSqVlB/DfD6vyPtweGqoQ+ea0r5QL1sF+GKIpJEm8kbvUDr35SQfGCVJUsXK6+lFc6B73iucFhVu+buN3V7uecU4cxWH1+dDyZsdziV5I9cdh4eHuHnzptbilPy2cR9wNnj/+9+PH/7hH0a/38e73vUu/PiP//j4BRZwE9NLsb/tbxmmu9aJ8XWdUJbHjxh/HJhWw0GkyTu/VI/Rn1SRktSN1H0keeLOdnXkjZNAW0SjUWQyGUxNTSGfzyORSGB6ehrXr1/Hfffdp45Smp2dxfz8vHLIO8nVa6/XU1aitVoNvV4Ph4eH+OY3v4lbt26pPX0nJyfK2S61IamWudqL6sknXbl3jQgIhfE9b/S8VK1y8gaM7qEjOLUT/66pfJxgye9Ekjcqq/T9x8maDKPySEkkpUukle61Wi0kEgm1n3YwOHXJEo/HUSgUMDs7q4hdUJCEZzgcKoOZdrutfMHNzMyo+tDZtdVqVRmo2PYDUq/TIklH3qhN+BjFnftS2/L9gLwenJzr6uunjQg2C+cgoBvP3eYXGW7zWxdmis/LIu/blMumziF5c8e5JG9ra2t4/PHH8fTTT+M973kPfvmXf3nk/sc+9jFsbGwglUrhu7/7u63T/cAHPoBXvvKV6PV6eNe73oWf+ImfCLTcpg/UJK43TThuE5HTSs6LNGxc4uRnZeY3T56XSUpHv/kfhZGEhJM3koTQZEsqUtqg32q1UK/Xlb82Im9cbeoFfGIqFApYWlrC4uIiUqkUZmdncf/99+PBBx/E2toa4vE4MpmMOtg8SMj2Ak6PNjo5OcHm5iYODw+VG5DNzU3s7Owoy1E+UVPbcRcgBOmvTVqScp9mNFHoyBuX2PF0+aSsI3A2bSC/EbkAInKgI2+c+FE5OaEjgsfVsjw/slwmgsGJGEm1aNtIv9/H8fGx8g9H6nNyJ2JLXL0imUxifn5e7YHrdruYm5tT9aW9kLu7u+pYOC8SczKGATBCtkgaSb7yOFHjdZYWqfQOKYxU4Lo20o1dTmOMhGkMtpXsmciUE7yO417mF6dv6G7NLyGccS7JGwD80i/9El7xilfg7W9/O77ru75LSdgODw/x2te+FgDwMz/zMyOnKzz11FN405vehNXVVXz4wx8eSe+DH/wgfvAHfxC9Xg+/8zu/g9e85jVnVpegRdl3ozPoVlHjDDgybS/l0D1jInDAnSclcPJG7jzIOIH28pB1JffhRhOuV6elsVhMnTdJv5eWlnDp0iXlZX9mZgbXr19XDni5SmgS75vUYVRXshrd3NxUbkAqlQr29vZwcHCgpI/UJkQ8dMYZREZsLEkleXNyAyKlbwSbCQjQSzF4GBEE+kZkfjyMq01lmbhqlUvj+L6v4XDUApfXk9yT0CkFg8EAlUoFiUQC7XZbfUt0LBddB+0bjoxoCoWC6jOpVEo54D05OUGj0UA6nR4h8iTFlu5hnEDpt1otADA68iXpLknh6B6FSWImJW9uxE3+lmWU0BE9nWRM95wpPj1jO3Y+18hRKHmzw7klb9/3fd+Hn/u5n8Nv/uZv4sUvfjFe/vKXI5fL4cMf/jBOTk7wkpe8BL/+678+8ky5XMZXvvIVNQAQ9vb28P3f//3odDpYW1vDxz/+cXz84x/X5vuOd7wDc3NzgdYlyM41qY5qs9KUK9y7DTc1KbdU4/uSaJLhvtjIs7x0A0I+3OhZUhV6QSKRQKlUUpakqVQK6+vruHHjBi5duoRcLod8Po+VlRUUi8XA9zNJDAYDZSVKR1rV63VsbW1hY2MDBwcHSsp4dHSEcrmsJI20L5CriqWahR9hBYyelMAd8sqTEvgxVzryBoxK2Zwk2TroJmv+X6pRpTROLlwkyeNklcI4eZNEhhO4aDSqLDFpAz/tBRsOh6jVaojH48r9SLvdRjabRSqVUhaphUIhsO+Gv0tCNBpFsVjE6uoqAKgtBLQnj8hls9lEuVxGuVz2RN744ojU6vReiLwlk0nVtolE4g4Czok1pcvfj86dCK+vLJPpntuzfuBHzXgexmEbnJc547mEc0veAODJJ5/ES17yErzzne/Exz/+cXS7XVy9ehVvfOMb8frXv95anUSSAgC4desW/vAP/9AY99d+7dcCJ29ecDc+chtVh1Qp6OBWbr918yJl4xMl32ROkjYib7S/jYgabZ7mUiVJ3nj6tohEImqCXVlZUS4/Ll68iOc973m4evUqcrkcUqmUOnA+yPeve1dE3vb397G1taX29e3u7mJrawvHx8fKLxdZknJ3KdSOOgkHl6rprEblaQomS1Kelom80TX/bws+SfL/8luS7ShJmQyXZaE4XMqmW3Rw1T1J7vi+OSJvFNbpdJBOp5HL5ZR/uHw+7yrlGQeRSAS5XA7Ly8vI5/PodDoj5I2O3CqXy4hGo8rYxxa0ICAHx1zyxv3rUX245a5JKssXEPy/rJeOqNFvWxInIRc18p4urlM+k3y3k4ZXUvpclJQFjXNN3gDgla98JV75yldaxX31q1+NV7/61XeEX7p06cw+BvmBmvY2uO15kAOG6cO3Cdf95v9t4Cbm1+UtV8Sybm5pOIVLssYnXk7eaOLkahxuSUpEjaRP3IcbOWQmlakNIpFTH1bk/iEajWJ6elo5252ZmUEmk8HFixfxwAMP4Nq1a8oZ9aQGYn4yBJGv3d1d3Lp1CxsbG2g0GsotyP7+vpKY0NFfpErmEk1J3Li0SacitTFGcFKRSvKmay+na7fJUhI4/oyb5I23A9WNS3r4c/wsVWkgQfe4Dzgib8lkcsRZcKvVUuRtMDg9Q7Xf76u9Yul0GqlUKnCjBnJbsrS0BODUoTo53M1ms2i1Wjg8PFT71UilSpJuskg2QS6M+MH20Wh0xNKfJNTStYt0MaIb53RETxKMccYp/p3q5gRdfD9wm0dM+evq6jZf8HKapIROBM1Lu4Zwx7knb/cadBOIbgXm9oG7TUxO4bID6X7LScgtDS9wy9sPdKSN/ksCJ1030B4c7gaE+2fj5K1Wqynyxv2V2YIOAZ+enkY+n0c8Hsfc3ByuXr2K69evY25uDslkEgsLC5iamkIikTBaxAUF8s91eHiojvE6ODjAs88+i+3tbUViT05OcHx8jFqtptqQLEk56QBuv0u+v01nNSrDOLGR+9s4gaM8+J8M43D7tkz90nRN0FmkUjtI8iaJGqUp98VJ6S3/zS0u+QRJ7UlpdbtdJJNJ5f9tOByqfXH5fB5zc3OYmZkJnLzJ38lkEtPT07hw4QLS6TQ6nQ729/dVPQuFgjJ0IYmuF1UqbWcgFTL5y6O8uVECcPt7pDJSG+oMXLh61a2+ttA9YyJOQUD3TtzGbt0cYztfyPS99kObOLxfBYXnImEMydsZQH6sTuTKK3Qd1aZzuMFvJ7QR/3uBTnUlJ1MuZSOyxi0gSR3Fvf5zNyA6yRuX4Lm1FycgqVQKxWIRS0tLiqjNz8/jvvvuw/3336+sBfP5fODuHkygw+K3trZwdHSEbreLo6MjbG1tYX9/X02OtVpNHUJOdefSSuBOiYXODYhJ8iZdhZgsSSVZ00289FvC5pvTqcFsJrzhcKjKyEkcL5f8/kkaZCJ0JGWTkmT+7obD4R2Wld1uF4lEAplMRj1TrVaRSCQwOzurLJonfeYtncwQiUSUc9/d3V31zvb399HpdHBwcKCkuSR9k3WV4G54qA1JVUptQFI5AKqdeJ+idiYXI8DoNwTgju+L4PRNeFnc6sZE3Zxgm4bTc34WNl7z9dJvbOOE8I6QvN0FBPkhB0mQ5ORD97zk4XVQ8hpH7jUi1ZP0u8XPXySVDakNyWqSnMsSSSFJnJtqhyORSCjHzaSuWllZwaVLl7C0tIRUKoWFhQXcuHED9913HxYWFu4gMEGC1L2tVktJEOnw+I2NDUXeyuUy9vb2cHh4qEhts9kcUSWTFFNKqHi5+f42N2MEaYFqqyKVCx0vk5NOyiG/b1Ma9CxXmXL1HD2rs2gk8D1Z/B6XsPFvmqukaeFB/7lEstfrjTjwHQ6HqNfriMfj6nxSOjWBLJzp2LUgv7l4PI5SqaQsUgeDAaamplS/nJqaQrvdVurd4XCovjdaUDmd1EBW4rzt6DvrdDpK8ia/R4rPXY1QmO4bonte1Ki6sTFIlShPzyS9mzQpcks/CEmbRCh5s0NI3p7j8CplC3LVNg6c1KTckpQfmC0tSWnVzi1JJXmj8zj5ZnHbjk6StunpaWWIkM1mceHCBdy4cQOrq6tIpVKYmprC8vIyCoUCUqnURNu03++jVqthf38fJycn6Ha7qFQq2NzcxK1bt3B8fIx+v6/UWBSH9gWSPy/Z7lw6JiVoZElKE1/QlqQ6aYUXqZuTxEI3KZoIHydrvH14fXRqU5PkRZI3Kc3j92QZuDsRikdGDY1GQ5GkQqGgnEDPz89jamoqUPLGiTmVo1gsYnl5Gf1+HwsLC2i1WigWi4hETi1EaZFEanrbQ+75FggAI6pkAMqogQwdACjrVN629N3p3iGgN2qguvrBOCTL6Tu3kcSZ4ume81PGSRDIkLzZISRvIUZg6oyTIBxuK1cu9aBr6VuM9mZxNyBkSUokhA5QJ/Vgv99X/tuIvHEVjRO4dCgajSKXy2Fubg5LS0vI5/PIZrO4cuUK7r//fly4cAGpVArpdBpTU1OBq7B00kjyz7a7u4udnR20223UajV1XalUVP0rlYrWDQrfuyXJE3cDQm2gU4lKVyHSktRJRaojaW7SNxnfrd1M8Zyk0FzyJvM0Tajy+9VJc4hI8L1g/BlOAPkig+8BGw6HaDabiMViyp1It9tFLpdTe9FocSEJp2272SASiSCdTmNxcVE59221WsoSlsgld33CrZelz0AJ6t9UfzJOoDYk8kZlkZI3ACPkjb8PJ6kbJ866d+wkCfMrnTpLwhEkuQzVpGeDkLz9PYdpgvK7CvOSpy1x4386S1JSkdI9UhuS+pOsJukcRe5slvZ3SUmTDrFYDKlUCplMRln1zc3N4cKFC1hfX0ehUEAul8Ply5dx/fp1Rd4kmQkSnU5HqTtJ4rizs4Nbt25he3tb1f3g4ACHh4eoVqtKtUonRXCVs5w8OaEi8mayJNWRN52UTfdHeTlJqHi4/O0FthOOlMCZJm+qFydZUqJHxExK2YhYyPxNalS+yIhEblukDoenx7mROw0AyoVIOp1Gr9dT1qrk0DeTyYyc1BAU6MSQUqmkypVIJNDtdhV5K5fLSCQSI5ayJPl1Or2EJOlEWrlxwmAwuIO8cYtdAlffUxryXevGJ7fvxm1B4JaWDXQSYR5+HkjTuGUIJW92CMnbcwxeCZT8DQQ7AMgB0USSdOpRqSIlcsbJG+1vIz9kdEwPHZRORIUkbbTKJ8mcFzUpWZLOzMwgl8shkUhgYWEBly9fxuXLl5UT3uXlZczOziKfzwd+tBUHEdOjoyMcHBwoH3V7e3vY2NhQJyW0Wi0cHx/j+PhYSRrpRAluSUrg6iNJwmyNEZxOSqA85LXM3zR5On2ftpI3t+d0361pkSPJmG4RYspPR954mhQmLVLpnXFSSGeEcvJGLkOIxDQaDSSTSSUx5mQnCHDpLH37fJGTSCSUypTIG5HLWq2m9mQ6ScDlWEHfMknguCNf2iuoI29SIkph3PeglMjJuvJyyHuTIFSS4PP/tuTxPBC8EOMjJG9nCC8SLa/SL68rC5uJ0EveNhMqn+z4s/w3n+ykipRL2iiM+4+iSU1uvCcpU71eV9I4m5MSaCIikkHHWK2srGBmZgaJRALLy8u4ceMGrl27plx/0JFCQUvadKo08qt169YtlMtlZdm3vb2Nw8ND5SKlWq2iWq2qSU5akuqkYTaWpDxMPselG05SNzfJG38fut86mKQkfu5ROP9+5bdMZadrqrtu4pT9xbRXjhYjPIzS5P2EvmmSRhFRIXciyWRS7Sur1WpIJpNq71s+n0cmk9G+i6BAhhNra2soFovo9Xo4OjpSpLFQKCh3NgCU8QxvA9P4Rn2Z9riSKplAYdxAhL5pSd64FE8SN9M70rWVbRuOq170+67GyVcuaiaVRyh5c0dI3iYML2J1t8nJqUNIUjQuvEownPLWxTNJ2iR541IGrjKhAZ0kS7QPiO9nkz7cSPKmy0tXf1KRptNpJXVbW1vDxYsXlRuQ5eVlXL9+HdevX8f09DQikcgdG/iDAje0IHXn0dERnn32WWxsbKBcLqPb7eLk5GTEYIEMNkgaaVKRUr254YEkZtyyVBI1v5akTuRN/ubXXicHL9+017TlHipukUoSIV1ZuOSN58+f4e9IWlsTEaf4fBzo9/uIx+MjG/gbjQbi8TgqlYpKp1KpKMvVXC6HTCYz4lpjXMRiMeW2ZGFhAcPhEIeHh0oiVigU0G63lVFDJBJBvV5XUnQ6sk7XV4m80R44AI7kbTgcqm+avy8ib5J8ywWYSRqnk4jp7sk4NosGU7pBwpZs2fahULo3eYTkbcLQrbR1cQhuBO2sMMkO6ETguFUYtyTl0iI6W5OTNyIzvV5P7W/j5I3UpLbnkhJ5m5qaUhK1QqGAixcv4urVq1hcXEQymVTGClNTU8jn8xN9R2Qluru7i5OTE/R6PZycnGBzcxNbW1uoVCojDlHpmvYBSrcMUmokJWa2zna5vzZJ1GzIG29z/p/H47DtSyY4qTGd4uv6MpfEOS1IpMRGl4a85qROusvg+fD9nzycW18SWq2W2ndGzx4fHyORSGBqakp910GSN76gofINBgMsLS2h3W6jVCqh0+mgWCyq+HQk28nJier3TtI3PnYAt1WjOvImrVSJaHPJmzScoXAiyfKb4HGCwiTHEt036CcN3bPjljuUvNkhJG8TgFzRyTAJp5WZLo5TWn7Ay2pD2oLsCJK4SRUpkQ+6JiLGz0EkqRInbySdopW52z4aIiY06MdiMZRKJSwuLmJ+fh7pdBrFYhFXrlzBjRs3sLy8rLzZT09PB763jU/8VG7aK7Szs4O9vT3lr213dxe7u7vKcrRer6NarSrpBUksuTWtTupl2rsm3YDI/Wy2kjedlM0LUfMzSej6iVN/4/3VlKfN909SJU7uAIwQBp63rt/xOLq+qSOJANQChZMSuk/HTTWbTRXn5OQEyWQS7XZbSd+crIKDQDKZxOzsLCKRCObn59HpdFAoFFSe1WoVzWYTyWRSfcP8v5sqVZ7MwCWhRCTlmEcH3dM3rSNm9OdlvPQD3dwhr+n3OHkQnAQIbiRNV1bT7+ciibpbCMlbwNB1Zt0q20m65tYBJtkJdPnbwikuv8cnGz6p8f0tnHRxR6VkSUorcX5SAu1jI0tSIm9u+2aA003V3PoukUhgfn4eFy5cwPLyMrLZLIrFIq5evYr77rsPq6uragVPqqkgQXUjdS+R0q2tLTz77LPKc329XsfBwQEODg4UgaU2IckjEV+diws+SeukajTR8UlNZ4xgkrxRPjwvGS7DePlkeSVsCZxbW7tJ83QE0C1MqlJ5HDk5SjJAEh6ClK5RGL/Hw6nP8HYHbp8VSv7her0e8vk8EokE2u02IpFTFyOkOs3lcsjn84G7uUkmk5iZmUGxWFSStWKxiOHwVK1Jiw/KNx6PKx9vvL/rwC1yaSHBiTR959yNSCQSGRl76Js3nczA34+J3JrGUJvFuozvhyzqvinbhbmUFpvSlvdlXLf50FSGUPLmjpC8BQwboub28TqtViZJ2px++82XDwbyP590iGDRpEOrZ1KR0oBMKlJpSUoOeOVJAW7lpvqRWnRmZgbZbBbJZBJLS0u4cuUK1tfXkcvl1J63+fl55bne1IbjYjg89du1v7+vjrBqtVrqQPmDgwNF6E5OTlAul+9QE/N9QnJAlBahnLzxkxL8WpJK0sDjy/ayIXBOi51JgPc702JG17+5pI0TBlkXSeZ4OtKdCIUBo+0o98qZ+hZ/D51OB9FoVDm67fV66kxU+l6azSZSqRSy2aw6zi1I59L0bZAxBQCl2l9fX0csFlPnDBN5SyaT6Ha7qNfrODo6GjkjVfZxWujx/PhYKve8cfJG8WkPnXzfun2sPNxmvPcjrXPrBzbPOD1rO75LKaBN/rZl4HmE5M0dIXkLELad0iSudooT9McnV/66MK8rPTfoJG1ceiCdxBJ54xaiJFUiNShdE3kjFaGNpI1bTdJh3ktLSygWi0gmk1hdXcW1a9dw8eJF5PN5tQcuk8lo98SM2y5cNUST6t7eHjY3N5Ua+ODgALu7u8ozfavVQrVaRa1WU2SV2pHaQCf50rkB4YYWMo6OvPG0dG5ApNNTHXlzG+CdVvUcft6FSR1E95wIoyRfOvAJ3bSI0ZVD1+90vuCcLCA5geMkkCxS6UzVwWCgjnajfWHtdhupVAr5fB4AlF9DvqVAR8a9QEdwstkslpaWlFNhOqt1MBgo8lYul9UeNlIH8+/dBNpyQe1GEjWuUuXPUz+QqmudixGqi/zeg4CtVNhpkT3OGC7TtiGi8nt2kjqH8I+QvAUI3UdpG+Ynjl/YSAL9rPQ45OTEJxFOVOgeSd2IlBEJIwkSXevcgHDyRmk57W+jVT95nydXBqurq1hbW1N72NbW1nD9+nVcuXIF+XxeDfq0NyZIkJ+rWq2mzmA9ODjAxsYGtra2UK/X0W63cXx8jP39fWWMQHv+iNACt4mxHMg5wdJJ1ZxOT+ATFCdmTuRNt/J3k7J5+Tad4thAR7ycCJ3pGVO4lPjw9E3SdLlo4+1O37YkaPI5N4tUigOckhpyOE3kpd1uI5lMqlMRIpGIslJNp9PKGXWQWwWi0dPTSmgv3HA4VBLBwWCATCajvn9qi2q1OuJw2+Tcl+pP7oQikciII18yaiBpHS1kuLqVwrlRA7WNJG28nSXR94og5god+bIlUW6LJ6/9M5S8BYeQvAWMoFYWNh9bUCuqcfI3hUl1jpxouLNdAGrfC/c9xt2AcPJGzmiJvBGho8HXrfNHo1FkMhlMT0+jWCwqS7sLFy7g0qVLmJ2dRTKZxOLiIhYXFzE9PY1sNuvaHrbQlY2kCjs7OyiXy8oX1q1bt7C7u6vcJVQqFZycnKBWqynCy/3c8fT5BCPPFrU5KUESM34tyRuXrEkpWxBSN6cwp3AnmFRcJhJmCpP36VpHnnm4zhUIf54TbRMpkeo6ncSOwnWLmsFgcIf1ZbvdRiKRUIfJDwYDdSJCqVTC0tISUqnUiAsSXna/IMlvJpNR17S/LZPJoNPp4PDwUOVBrnHK5bIaL0yLNu7PELht1EESN26RSuSNJHsm8sa3F+jqr1OxUhybdjONYUFJOykPU3puZbSZf0JJ2+QQkreA4WVlM+6HPc5KbhIdSkfY6NrJkhSAkiIRCeHEjFbU3W5XSdk4oeP74nTgRgUkdZudncXS0pIiatPT07h69SquXr2q9vkUCgVMT09PRNLGVaTD4anz1MPDQ2xtbeHg4ED5a9vZ2VHGCNySVJ7Jyo9MAnCH5MvJklROWPxMUqkio7QkSdPteaPfPMyGsPmRvvmBbjKS4SYVEIXJa1McSeioT/Bw3h48biRy2/GuLJtO4iZVfTw/3TP0nul+u91WJIq+UyJv8/PzSCaTyGazI++eq9L9QPc+E4kEpqenMRgMMDMzg263i/39fZXXyckJ2u32SFlIck8LQZ1VL3B7vNG5EwHuPPSeiDK33CXVK7Ub7xeyXvLdeiVSso1McXXE0CmtSc8/fhdVoeTNHSF5mxDcVjO6SeosyxE0dGpSCuP727jKlEjHcDgckSAREaFjrrgPNy55o+coDRPIao5UPalUCgsLC1hfX8fCwgJSqRRmZmZw9epVXL9+HQsLC4rYBO3zitqjXq+jUqmgVqsplenm5iY2NjZweHio/LXt7+/j+PhYtQHt8SPyyidlantO0ExSNVIBm3y4AXeSNwqTkjc3SZuO1Jmu+X8ZbroOCl4mPpPUTRfPFIdL4mR/AZzHCkpTGjXIMC715iSQW2TS90D5dbtd5U6E8qnVaupoK4qTy+XUIqdYLCKbzQZ6qkg8HldHztFCb2pqSpWT+gVJ6sgQgzvlpn1uElR/cjsUiUS05I2/P75XjtqSv2PdAkUSWqfFvZfv2ml+MS1KJoFQsnb3EJK3M4aXThckvIjHvcQxqUl1lqT8AHRa+ercgHDyRntZSK3K97xR2nJ/lxxI0+k0SqUSpqenkU6nkU6nsby8jEuXLmF5eVndX1tbw8LCAmZnZ8eSIrhhMBig0WgoS1I6vmt7extbW1vKAW+9XleWpKQS4g6HZdtLSQiXoOmMEaTalP/xtHTkjU9S8tokZQtK6mZzzyt0Uje6dpK26cJ10jSdNFonfdOVyZQvJ+qAs5Uq34zP+6Wu3iSJIuIzGAxQq9UQj8dHyFs2m0U6nVaSaiJRQYG+YbI4pfGDpM6zs7NKpUrxSVpPe/i4tFG2P3cnQmSM+j0nb9QG1GcojKTWurFHZ4ku99Dxe6ZvisMmjpc+4WfOkc9MYs4KJW92CMnbGUIO5vw3/2+bxjjlAOwlDW7p6NRBfGIg4kZETafupMOlST04GAxGNiLT87QHzuRxPRI53YxMErNoNIpCoYD5+XksLCwoI4XV1VVcuXIFa2trSKfTyGazmJ2dDdyfFSer3LHw0dERtre3sb29req5v7+P3d1dVCoVtRGb/F2RCoifSUowqUg5MXMjb/w5kzECJ3SSqPFneLgM4+/Jhsy5Ici+4JSH/NZs+o6bVI4IgZTO6cgcJxHUdpIg8sPqdQRNl5ZOxUoSKDKAIcIUi8UUoet0OsovYr/fV3vgaGuC/N6CAC3E5ufnEY1G1UIunU4rNSb5RiQ/btwitdPpjIwbvP58IUJp6SRv3NBB505EWlnLttVJ4mwX1m7t6FXqxuPazCu6eco0nznV67lIpO4GQvI2IegmBR1Z8zqw+ZVEmDqTHwJnkrZxaQIfGLmKlMK5BElaknI3IBTGiYtuQiLQSp3OUozFYpiamsLq6ipWVlZQKBSQyWSwvr6OGzduYH19HZlMBrFYDMlkMlB/VoROp4NyuYxyuazqt7e3h42NDezs7Kh6Hh0d4fDwUBkjkENSkkZS+/LJWSf90hkjyP1sMg6X2EmiZrIkNUnanCRvbpICXRxdPB28Sh3cnjFNUjzMNGFyYsX/8z4j3U7o+pWJqFGYjnzx/zoXI7K/8kUWEZ1IJKI29ff7fSSTScRiMUV+Op0O0uk0MpmM6pN06H06ncbU1BSKxWKgi6FIJIJMJoP5+XmUSiV1jnEmk0EkcnqcXavVUlaqAJBOp9VCiPqVzqUI9SsirNRXqO2IaJORRiQyapFKoP4ixydpfWr67vxI0vh3wq/l806L9iDGPJ1UTkfkbEhiKHlzR0jeJgS/JMsNNpOObb5OH7Tpnm6CkXuu5GZ8bklK94i80d416fJCt+eN0tL5XqLBK5lMKme7hUIB8XgcMzMzuHDhAi5cuKAmlJWVFaysrGBhYSFwaZsEndFI5492u10cHh5ic3MTe3t7qh2I4JFaSLpK4eCkTUrMpA8705436QZk3GOu3Mgb/y9/m+LornXwswjyKzmTUjLAbDFKkERJkicdyTNJ3mQ+Mk8TedMRRZ6mJIOcuNDmfm5gRESNqzMTiYQ6ozSTyQRO3ki6R6CFDVnIttttnJycKOKVTqfV/lEqNxFQOXZRnyPpJt92QOSNnApTWdzIm06qStc6QiclWLL+EnI8Ni1+TM/LdExkzw2mfm1L2GRZQvLmjpC8TRi6Ve84cOuAQUuNeNr0Xw78cl8JSdoonKssiHwRMeM+3MgtAD89gbsK0U1qZFSQTCYRjUaRSqUwOzuLxcVFdaD83NwcLl++jEuXLqkwOkg+yA3W1B78WK/B4PTsyN3dXWxubuLk5ASdTgfHx8fY3d3F4eHhyCbrarWqjvWSZ7sCt8kq/20yPPBC3qSUjYdJYqZTm5okbU7X/L8MN13r4Peb90PgdJIT3QRtSpdPzDpCx9V4TpI3An8/cs+bTvJGxEIugDiB4WXn/ZMTlV6vp4x/6Bkib9PT04jFYkilUkq1SNbe3CAmCNC2iOXlZWXYcHR0pMhbLpdDt9vF8fGxaoN2u60WlGSwwOtOamPetlQP7guO9gZKK2++V47antdZ1594XB6PY5Ljuy5dm7xMi5sQk0dI3s4BdKsueU+HoDqJnHRMZNNJesAnDunhX7oBIatJTsz4AfN0ogIRPpM1aSQSGbEkpU3Ti4uLWFtbw8zMDJLJJObn53HlyhVcuXIFMzMzagVNatUg0e/3UavVcHx8rCxJy+UyNjc3cevWLeWbqlKp4ODgAMfHx6qOsv5SMkB1ltIxSczoWp5JqrMklWpSLonTkbcgjRNMYRyTJG9+YUP6ZDxOwOS1TppN/2UYkSduqcrz43F0pI/CdORNlodL5PiJDMApeaOFEz1DhgL1el09T8fIkdudQqEQKHkja1dapPX7fRwdHan2KRQK6HQ6I34a6Wzker2uNAGmNueklUgcfd+SvA2HwzvUrfSfjzPSAMjNiME0Ho/z3evmGQndokR3P2iEkjc7hORtQpCkxwm8g8iOYts55HOy43lJw9SR6b8c4HWWpFzKRitcUn/qXF7oyJvcn8IlRkRg8vk8pqenMTU1pfxPra6u4uLFi8on1ezsLNbX17GysoJSqRQ46eW/SUVD/tmIqJFxAhkj1Go1nJycoFqtKqJLqmR54Db/FnT+2rhEQyd5cyJvTpakUvpGZZDfpiRwujiyLvJ5UxynMD9xCDYqIRtVkm7hpVsA6Z7j5ZZSNoojrVG5lE2WR0rZTOQNGLU+Nbmcof+6PWK9Xg+xWEztASMLaiJvRHwKhYJaQNHiShq3uL0HJ0QiEWVBTuWl47UGgwFKpRI6nQ7y+bz6lslavVwuj7Sd3O5BpJXqy9XGAEbUptTW3CKVv1cpDeWEjhutmL4hHUyLfVM76Z51mh/kN2NLHGWaMp+zXmw9VxGStwlB98GP84zpg5ed3i2+fM7pPv2Xv/ngRmSNkzcia5y8kaSN4vL9bDIOP+aJ588lZkROSqUSFhYWMDc3h3Q6jVwuh/X1dVy5cgWLi4vqmB+Swunaahxw/3RkIbu7u4utrS3s7u6i0+mgVqthb28Pe3t7qNVqaqIjZ7vUTvLUCU6e6NrGkpSTN2o3uS/Oxi2IzJ/CpAWhJG88jF/z/zLcdO0lzAt0z7tNOrowSdx4OiapG93ThekMEGQf5CSP50HxuUWqbg+brD9XF+okfZwAciMGriIcDodotVqIxWLKnUiv11NHXnU6HUV2SOJN2x3G8aOoe4+0YBsMTp37djod5HI5AKf7Oml7BkkNY7HYiBqV9uHK8S0SGZW8SVWyJG+8nXgdqf/o3il/l/K7cpsDvLSRqT/KdJ3SMfWhcftrKHmzQ0jezgn8rkLHWbHq4DTB0GCmO5OUSAdJ0bhZPknVdOSNJG9EgkiFyMtJ5CGRSCCbzSKfzysCNzMzg+XlZSwtLSGTySCfz+PChQu4evUqlpaWkEwmkUgkkMlk1GbjoEAT1vHxMU5OTpQaeGdnBxsbG9jf31cWo0dHRzg6OlLGCHQmK5FcQO+6QRIsKVXjKlJO3iTB45I24E7yxsPkJKKbWHRhvNz8vy6OvG8KmwRxM8GGrNk8Z3qGh0vyxRcoPEyqR2W6fOLXtTtPj74FSpeeof4sCaiOwFFfpe+UvrHh8PRkhmj01D8cpZvJZJBKpZTatdVqqQXY9PS02h8X5DtNpVKYnp5WlrCkNiWiVq/X1f684XCofMK1Wi1Uq1W1mCRIH3lUXinJpv/Ska+U2HGjBk7SeD+UkN+OvOcVNpI9P8+EUrWzQ0jeJoSzYPqmFb+X503XUspGYZykcfJGRK3f76vVK1lu2ZA37r+M8pNEJZVKoVgsqrNGaZ8LqURp79va2hpWVlawuLg4su8rqIGFt0e73cbR0RG2trZQq9XQbrexv7+Pra0tHB4eKokiWZKSMQKt8uURPsCoxEuSMFJVuUne5H42W0tSL+SNrvl/Hodfyzg217ZxgoQfshZEfpzMSUm3jrzx+E7vRBdHSvg4oaPneP8mcDJHz3OVYbfbRSQSGVE1ptNpJBIJNT6QxKtQKGA4HCKbzSpixcs+DuLxOPL5PHK5nCoXAEUuG42GOjFiOBwikUgop9hUF5KkkzScL7AoPZK88XahMYvqQpI3fsQe9UV6L7wvE3REjsL4uG/TbqaFhFf4fTde320oebNDSN4CxFkTNqfVmFsaujA5QcjJgwZzvi+EW5LSYEf722jvmjw8niRP9KdT29DKNp1OI5VKIRo9PUx+bm4O8/PzapPy4uIiLl26hAsXLiCfz6ujrvL5vCI5QYAmPKobEc2DgwNljFCtVtXh2bu7uzg+PlbtU6vVUKvV7tjPx8mxJE+cvFI4We3pyBsnavKEBZMlqZS8SSIgyZzpvxuZ45gkabOJZ0POeDx5bRNH94ypf0kCJ+NwtRzF07n3kFIcTrJ05I3H040rcl+dlMTRb+6rkQgLcNudCJEjTt6KxaKSYrXbbbUo4f19HIIhny0UCkoS3+l0UKlUlNo0nU6rvanUr8i3JPV3aZBF7cUJLxFg6ciXtwlwuz/y9uWLM/6uSHLnVFf+bs5a8uVFgvdcJFB3EyF5mzCcBnOCzeRlCvfaWZ2kbXQtV9h8lc3dgNBARmpSuiapmpS8cfImVatUF1q1RqNRpSKlMxNzuRwWFxexsrKiXH4sLS3h6tWruHjxIgqFgnLSS4dVB4ler4dKpYLDw0NlaHB0dITNzU0leaMD5Q8PD1GpVJTlLZc86qSausFbpxKla2onTtS4EYOJvPHJRl5L8sjDTZI3CuP/eTwO2+/czzfu5V079UUZTxI2+YwuDk/bRPwkWaM4ktABo9IXTrSkVI33WxOJkeSN4tM9HcHj+fKxQH7HRFSoHP1+X32r9Bwdel+pVNQYUi6XldXo7Oys2g8XFKLRqBo7yLkvOfIl6R/5YqS2pr2oJI3j7UR1k21GRIuPaTpDByl5o3Rk36Sy03/+rgGzQY3pm/QK+ZxTf5GLEB7mFaHkzQ4heZswbEmYDvLj13XMceC0oqZBmUuHaHXNDRSkI1kibyR5I6JGYZQeP3GBVqychMRiMWVJSlK2fD6P1dVVrK+vKwOEhYUFpSbN5/Oqbcd1R6BrE7JQ297eVipRut7d3UW9XlfWpicnJ6jX60rCxv3ccXAJlyRhJI0gqZpJbWoibyZjBB1R4+E6ssbLqiNvbmTO5to2jg5nJXGwIXA2zzo9I8kd75N8D5wka5LM6cJ4X+aTrCQS/LsHbp++QGMC5cufJ/BycdcZwKnfOG6RSuSNtkCQRSotPCSp8YNI5HTLBUnagFNJHI1DRN6Ojo5UfFqIcRLJDYto7IpEbrsMoffD/cSR2lQeei8ldtTfCdKoQcbVPS/r7ATTN+yV+Jn6us2zXsoX4k6E5O2M4UdCAJjVpW4wxdMNuHwVzQdq3YHyFMZPSpCSN+7gkzbz87T4REZOPVOplFqtl0olzM/PY3p6WnluX19fx6VLlzA3N4dEIoFSqYSpqSmkUqlANz5T3WhfHq3Ct7a2sLm5if39fSWJ29vbw8HBAZrNpopXq9XU9XA4HDHqoDpLcqUzRtCRN50DXmmM4ETedPlTmNO1WxhHUETN6/uUBImgI002afsla04TLy+Tk+RNFyaJG4XLhZeOvPE6e1Gb0rdC0jVZJ9mfgdvOfSUp6XQ6yuKTniMpGFmrRiIRJW2nI7jGkcTJ73M4HCKVSqlj8/L5PLrdrjoZIhKJqC0QqVRKtQ0/X1m+E07mdL7gdORNvi+dRSq1HX+n0tiB15Piyvq7welb9UKkzmoRFSIkb4HCJBmzXb24xXEjcDYiaz5gyN/cEIEGai5lIwkSHSg/HN7ez0YER0feiPBRWgROHshHWy6XUwRudnYWy8vLmJubU8YKFy9exJUrV7CwsKAIXy6XGzkyJwgMh6f7c8iRLlmNbm9vY2NjA0dHR8rR5+HhIY6Pj9XeGN4mfLLlpEFn/UlETVqS0mZnSd7oOdNJCToVKSdfJqLmROb4f12YLQGbBHGzTWscQmgKCyIO/y37pu5aN96YpGCSqPFvgUgaD+PSOU4YdBvodZI4vgeODBhoQUTuRChetVpFPB5Hu90GcCrhzmazymqUJHJBOtSmU1ZI4tfr9UbIW6VSQbvdVuQtFospy1UuFeTvgNqBj71E2rik0+TIVxpr6b4ft0UThXOY5gLdM5wkuj3rROpk3eQ9t2eDlrw9FyV5IXkLEE4TmC1sSJfb806/+X+TJSl1Hn7ME90nKRsnb1wlKtWm9Bx32kuTAScqmUwGpVIJpVIJmUwGiUQCCwsLWF9fx+LiItLptCJvly5dwvz8/NjqFF3bcEMM8s+2vb2t9uzR9fHxMfr904Oxy+UyKpXKiKSRE1wqI//TWZKayJutDzdqB93GZ8pDEjM5GZvImtOkYfruJ0naJrHCd+pbOimEDPMax0nC4UTqdGROxuGEi0gXl/5IyRsvmw1540RQEjRKn9eF0iYLzU6no+LVajXE4/ERAyfat0oWq+l0WqWtM6LxCtpjR1styK0J7VujY+rI+W88HlcaBL7fVC5yCeQaxY288XfBF6DcHYlsR/ktyX7M4xPcBApOhJ/CdN+yqc+4LeYm0X//viEkbwHDZpXjBNnhnDqIbXn4f/qt+5N73OgwedqAS77YaOM9lzLx0xO4qxAu0eN1JMsycpyby+UwOzuL2dlZ5dhzaWkJFy9exMrKihrMZ2dnlZf2cfe1cfR6PTQaDTQaDVXn/f19ZYxAdTw4OMDe3p4yRmi328pvFHeXwlWkVGcu2eDEjJNZvp9NxuFhMi1J3nSSN0nM3MgbD+PX/L8ujrxvCvNL3PzEdYNtv9X1R52ExE8cGU6/5cTpJImjMH4PgJag8e+F56HL1428ARghcLzP09hB/znZGwxOHVaTZAs4Va1SfycyRXvlSEKfyWR8O/fVfc/D4anhwtzcHACoxRrtk0skEur8YSJeZIhBpI7qDdyWRnLCzKXsJl9wXPLmZtQgyRV/d6b6+oHsG7rFhtf03O6Hkjd3hOQtYLh1FD+Tk2mg90oUpYRJWpJKZ7vcDYgkbxQmJW98cz4NxnzFTFKhTCaDXC6nNicXCgUsLCxgcXFRHamzsrKCS5cuYXV1VUnjstks0ul04Cs3sjY7ODhQZ5IeHBzg1q1b2N3dVWrg4+NjHB0dqZMSyBiDH2vFB3GqN/ezRoRL7mezdQMiyRuXtPF2lhO0jrzpwgjyHg+Xv92ImVei5vf96iQKTlIGL/lJiYdbObxOGPSMlHbwyUxem8gbkQJ+Lb8Hbh3Kv1mZB3CbjDiRN3qOf/t8fJH/KT7tdaPykKEAkbfhcKj8suXzeXXU1jgnM+jaPp1OY25uDtlsFt1uVznyHQwGirxVq1XEYjEMBgMkk0nls5LamUvfdAu44XBolLxxC1a+L06SNymBlOSQ4gbZNl7C3eYqP30jxJ0IydtdgE6tQuFeVzWmeHIVrrMk5XvcpAUorSi5I1nu8oLCJHmTFqnAnZaU5ERzamoK+Xwe8XgcxWIRKysr6vzRVCqF5eVlXLx4EWtra4qw6aQ8XqGb8FqtFk5OTpRKtNvt4ujoCNvb29jf31d1rlQqKJfL6qQETlZNqiK+V82WvAHQSt50e+VMlqS6VbqOvOmuKczpv4xne20K8xPHTxp+0nVbKJkkHk7SNt0zkoBJ6bskdPy3JHT8ORMx4ySPf680JvDvie7x53TSOW6FycH7By8Xfc80XtBRWqTGJNVqIpHAzMwMEomEks5TWcYdG4i80T674fB0zyuRylQqhU6ng3K5rIhXJpNBv99HtVpV+dL4KZ37cuJFfZi3I68/cNuogRNw2aep7XWkTYbze7z9dfe8xOHxvCzGnOKGkjc7hOTtLkC3wg4KOpWJJCucrNHgQPvbiISQVEnnBkT6cCPJEw3m/LgdWkWSJSmRlqmpKczPz6NUKiEej2N6ehrr6+tYX19XG4lnZmZQKpXGPv9QYjA4PYO0Vqsp0lkul7G5uYmNjQ3lXLdcLmNvbw+Hh4dKskbe2WV9OTnmLjuA2ySMznakNtGRN2lJKg+Yl+SNEzU+icrB282y1CmM/zeF2VwHce9uwW9flc/prk2SQEng6Dn5rCRkvI/TPXr/OmkcfScUn+971ZE3uubkjciaTvpEafMy0njCCQjdIxVpOp2+g7zVajWVB/l1lFJ8P9B908lkEqVSCSsrK+qorePjY5UHWanSNg4Aam8vjZ1c+8Dry/s0uRMhlTLgTN6onfgij9eD0uDvX9d/g8J57K9/HxCStwnD9GH76Uxuq38dWaNrqSLlvopoYKGN9kRGODEbDod3HB7PN+dLyRMnFGQRSkdaJZNJzM3NYWlpSa2kp6encfHiRVy8eFGdd0hnlQa5t43q32g0sL+/r6Rs1WoVW1tb2NrawsnJifLXdnR0hJOTEzUoU3vQ5mre7sBtMsWd5Holb3yCpGtOBPk1jyslEDqi5kbe+H8ej0N3bfOde7l/HicEU/9zkzw49Vune27EjqfhJnmjMG7EQO9Nlp9P/nTttueNpyVV+DT+cLdDlL4u716vpyxSqey0L67ZbCrCk8/nkUwmMT09rcaZIC1SaTtHJBJRzn2Pjo5UPQuFAjqdDjKZjCo7jYWNRmPk/dB/vtdPkjedOxFu6ECkj7c/J+40llC7m4wYnL5jt/nFpl/KOLpv2GkRdF4kb1/5ylfwoQ99CJ/+9Kfx6U9/Gl/+8pfR7/fx67/+6/iVX/mVQMvnByF5uwchO5FpIOeDpElFyv2QESkh8kYqUenDje95k6pWGmA4ychmsyiVSigWi0gmk0ilUlhcXMTq6irm5ubUAEySNxqMpZTJb1vRSp3q2m63cXJygt3dXezu7iqjg93dXezs7KBSqSh/beVyWTnsJLLKz2DlE5fOIpRfS2MEkw83TshsLEl1UjWdZamOrLld8/8yXHcdNInzGscGNpOQiTTp4jgRM9NzXuoiCZZpIqI0dWMA9XtTerxMuu+Gjx2m54iocckbl07z+ksCF4lElJSKfKOR9eVweFuFSe5Eer2ecivU7XaVZJ8MoKT7HD+IxU5PdeESwFwup8pcLBZHyFs0GlXGWvF4XNWLnpXklR8nxskYcCd5I+LMySmNHXLRzOvrRODotww/iwWVG0k8D+TtXe96F5588slAyxEkQvJ2DmDzYUkpj1xR83jyTw4cRMQ4CSEJGvlr42eUSvLGXYVwUgjc9ldGvtqi0Sjy+TxmZmYwPT2tnG4uLS3hwoULWFhYUAdVz83NIZ/PB26QQGeL1ut1Vce9vT1ljNBut9FoNHBwcID9/X3UajUlZSNLUm7IwQdgYJQsRSJ3nj9qQ97oOS6x4+RVkjU3S1ITeeNldiNqTmGmay9hJgQ9Scj+NQ5RlO/dK3QqLJmmzXhgImDy2mnc4KQMuC1p41I2Tiyov9O3w6/lcwS5L47ypmd5ebiFZjQaHVE5tlotZXUKnJK3TCajyFskcir1SiaTSCaT6mD6VCpl8VbMbcz7I42Tc3Nz6Pf7mJqaUm5NqN60rYTIGxEwGl+pnlR/GoMlceIGC1zKrvMxJw1EqNy8Hm71lHOI7jnTgsbrYuRewfOf/3z8m3/zb/Doo4/ihS98Id761rfij//4j+92sRRC8hYg+Mr3LD5m08AsCRWRMU64pC8yfgoCdwMiyRs/5ol3chos6HgbGjhjsRhKpRIWFxcxPz+PTCaDTCajLEnpsOhUKqXUIEG3UbvdxtHREfb39xWB29/fx61bt7C/v6/Uw8fHxzg+Pka9XldtRFam3AGnlDYQOZPkjcJM5M3ppARO0uR+Np2K1JasuYVRuPxtQ9r8hHuN4weTkBj4lQw4kUk5adJ3xr83ExEylU2XFl1LtRuXsvFniExJsib7Avd7JiV2/JvlC0pg1Lkvt9DkjmrJIpUIXbfbVQYGNIbV63VF3BYWFtQiMkikUim11YMWgiR5i8fjaLVaykoVOHUGTAthOhKM9ymuseDvix+5RfFoGwW9Q3LerTuZgadFv/meOd7vx52vbMihl3zOi+TtX//rfz1yHfT2nXERkrcJIIjJwkklo1sl8QGQkzcaEKV6Ux4Mz/ezmcgbXyny8/s44SApWqlUUkfcTE9PY3l5GcvLy8pH08rKCi5cuIDFxUUkk8k79omN027cz9pgcOrB/eDgAJubm8qZ7uHhIXZ2dtQZpe12G5VKBZVKRZ2UQBuP+dE39E44adIdHp9MJrVSNjc3IJKcmSRvvCxejBHktRsp0xE507XEeSRy48BG6maK4/asjpTp4knyx8mXSRJH6UlJHCdXPEzui+PP829MSuJ07kT49gLdc7IN6B4vz3B4ejIDlwT2ej2lJqU8ms2mOjIvGo0qX3BycTTOt0VGDLlcTpWL3IkQeavX64pQUfkajYaqC/d/yccpah9qQxN5o3jcwEQ+R9CpjnX92EnaFlRfPI99+l5GSN4mBD+qELd06JqHcZLGBz9uAUknHHAnstyS1ETepLUpF/lzckGDaDQaVab2MzMzyOfzymp0bW1NnSOYSqUwNzeHqampwI+26vV6qNfrqFQq6mzR4+Nj3Lp1S5G3breLk5OTEYMF2mTcaDRUm/B2pLaXBgOcmFG4zhiBkzd6TlqS6owRTJakfECW5A0YJWuS1PE4/L/8rbu2jWNzz088r+kE1Q/d0jbFoXhuZI+TJFM6bs/q0nCS8unIHX9eJ43TWaRK62a5+JBxdNImvtDkC1KSqklr2X6/rxZJFNZqtZBIJFCtVtXz5Nojm82qExXGce7L+zMAZWxFJy9wX3DD4VBJBrk7EZLk06KRt4V0LcLbJxKJKGkbxZUWqdy5L3+HnNDJhaCunvI74OEcbv2Jl52XxwnnRfJ23hGStwnBNMHpPiKbCYZ3JPlbWpLSoEdh0g0I38/GN+Jz8karSk76CHxQSaVSIx7P0+k0Zmdnsbi4iGKxqM4OvHDhAtbX11EoFBCPx5X16bjGCBL9fl8da0UuP05OTrC1tYXt7W3lgLdSqeDo6EidlMCNMfixVlRP+s8tQGlySiQSd1iSknsT/ozOklS6AdGRNz7YSuKmG4RlHB4m66SroymOKczmnp944z6je85LOjYTk80zboRSxvUz0UjpiUlyxuOQNIdLuDhBMvUBSd50iwSeh46oyZMHuMSN5z0c3rbQ5GUk8kZqxOFwqAhUvV4HAOUCiAgWSeN00n2/3xcZZM3Pz6vjvCqViiJV5GKkXC6r8tPWlGazecd7oXJT2tS3eb2pvJy8Ufl1JzNQWrKufBy36ev8O3FqM6c+F9QiLURI3iYOm4HYacVsUn3w1alUk3IVKUnVyOeQNEYwSd4oHSJ31HG5dCgajSKXy6FYLCopWzabxeLiIlZWVjA9Pa3I28WLFxV5o3TGtSQFMHKu4GAwUIfJb21tYX9/XznWJcvSer0+YklK10RguXNhTozot8nlh40bEJ0xgs6Hm1wZ68iaKYxf829Lhuu+P9O1bRwv98eNfxawkRB4ecZt0rORwulUkDJvXTqc0FGYlNDoCB8nD/SMPJmBwDfY03NyzxvFIeLBn9NZpOrIDXBb6kTkbTAYqH1xtGeVFm7JZFKpVJPJJNLptOpr1G/9gsgb7YUbDoeKvAG3fcGRi5FIJKL8ZJKEkJNcbhDFJZ/U5ryNSArH9+NSvWwkb/K9ybHC6Xu1+c5lWrZ9fJKSt0qlMhJOVsr3IkLyNiF4/VidfusGWCl145ZaTpakUvLGyRupSLkvIjk4S0vSYrE44kw3l8thZWUF6+vramPv1NQU5ubmUCgUkM1mA5uoabVdqVRQrVaVgcH29jY2NjZwcHCAbreLer2Og4MDHB4eKlUq7U0hJ71SgglghKxyEsYNDzhR42Hy3FKdMQInc5K88TAboqYjaaYVr9NK2MtAbfMe/b5rrwP+WUA3KXl5zm3C070L00RouuYTvm4xKJ/jJEESJS6J44tFmSblJy1SOXnjixFJ3qj/cWkcH990qlSdVWWn01HuRKg8lUoFiURChZGBARk2lEolZDKZsb5TflQXlXtubg69Xk+Rt1wup+LT1gxya0KEmMZlTmSlFkXuMZSSU370Fu9DcpzR1cNUP0no+X+bdvPzzKSwvr4+cv2rv/qr+LVf+7W7U5gxEZK3uwzTCkMSNvptsiSV5uckReLEjNyA0CqVwriUjft+AzDS8enImmw2q9SCpVIJ8/PzmJ2dVRajq6uruHDhAubm5pT1aaFQCHRvG7VHq9XC0dGROn+01Wphb28PW1tbODo6UqciHB8fo1wuK1UF94AuN0jT4EIDIZc2mowRdJI3uZ9NZ0kqfbjZqkndyBv/L8Pd4nkJ8xtHTi6Af3J01nAjULr4HDYSO5PUjYfpyBm/50QGTdI43TWPJ783nq/JnYh8jkgGpcF9TfK66tzyALiDTFI63W4X0eipOxEiN+QYnKxU2+222uqxsLCAVCqFdDp9x/sYB2Q0EYlEMDU1pXzSAad9nBaNdOg9kTcyypDvTqqeyV2KzpEvl7zRO6ExiUBjDL0HwHkfnJeFlOm784JJSt42NjZQLBZV+L0qdQNC8jYxuK2yTXFM0jZAryKVakNuSapzA8LJG5e80QZavqqVG+aJnBWLRaTTacTjcczMzGB5eRnz8/NIp9PI5/NYX1/HhQsXMD8/r0jLuAdJ02BO7kqIsJLV6NbWFur1OtrtNg4ODrC7u6tOSuDSOTK+oPryyUFKuXQSNCJq3A2INFgwGSNwNbFsWz5wclIlr+m/DXmz/e01zOaeWxwdcXRL7yzJnBvB8jJB2ZBSpzgmIifL47QQdCJyEpJcm6RtfGzi36ANeeNpUh/kfYHGOCJ00lUPX3Bx576RSET9HwwGyvKT4nQ6HXXiy3A4VK6JuDsfvjfVDxKJBIrFIrLZrBqf6ZzWSCQyQt4Gg9OzXfv9vjo9gsZwvljnWgGqi3TuS20oLVKJHBK4Cxb+zuV4o/sm6DeBfyfy3nlEsVgcIW/3MkLyFiBsVgtSxaG7p1sJ69QIXGJGpIxbknLDA1KTUjzuKoSvmIHbHZlvvKfNvlNTU5iZmVEr2rm5OayurmJpaUn5cFtYWMD09DTy+Xygx9XQZuCTkxM0m030ej0cHh7i1q1b2N7eRqPRQLvdxvHxMQ4ODlAul1V7NBoNtddEJ8HkJIvXn8iaE3mTxghO5E0SNb5p2MmSlOKY/uvIkLy2IUpew/3GMz1ns8LXSe10993gFM/2eRvItGwkbzye7vlx2llHFOUkLP/Tby7RkX1H7nmT5I3nxQmetEjl6cvnaKEpr2ksJDIInJJI6qsU1m631fYOeq5WqyEejyObzWJqagqFQmEsf5ORSESNE8DtrSzNZhMARnzBDYdDJBIJZSVP4wG5K+LOfekd0CJWt2+Q7wOkNqDyELi6lZfZaUHI48nvT34jNt+7EyYpeXsuISRv5wCmAVOSKiJn3A0IV3fy/WykEiTyRpI2vjmfS+coXz4YkHqBNvjmcjnMzc1hfn5eOdSdn5/HhQsX1OHN5OeNnvE7yegmj06ng3K5jJ2dHXXe6PHxMba2trC3t4dGo6Esu46Pj1Gr1dRAR1JGqZrhJIkbFdCkwsmrSW3KjRiAUXUrpW0yRpAWX5KsmYiaDSmzkQ75IS/jrK45SdOlZ5O2iah6Ld+4UgId6dGRIy/5mtqF37MNl+V0C+eLRH6Pq9E48ZJSNf48pS8XhNyylMJ0vuB0+08BjEiQuPSNx+cEk/o05dFut5FIJBR5GwxO/UDS3txIJIJ0Oq2Ild9vkyMajSor/GQyqdwSEUGkUyLIxUgkcrovjjQkjUZDkTmqHzeq4m3GyRsPk5I3UrfycvP3zOcBec+tvuMiJG92CMnbXYRp4OTXXMpG5Iw723VyA0LxuDECDVhc1UqkTRIXsiTNZrPKvcfi4iKWlpaUG5DFxUWsr69jdXUVmUxmRDo1TscmYsqlg+QChO9nozNK9/f3VZ1rtRqq1SqazeZIm/GNv5IomU5B0JE3mwPlpXNdG2e7kpiZiJqOvJiImg1hC5Ls6MiZDDet6p3im6RFbnlLSYETyTKV3aacunfhhdDZlMGGtHlRbcl20X0XckwCbkt5eLgkb0TK+B4uE3lz8wXHyQM/vYGrUrkkkKtNpeuMbrer3IlQ/Hq9jkQioY61otMTIpGIslAdZ79uJBJRLkqKxSIGgwEajQZisRgGgwFSqRQ6nQ4qlYpqx3Q6raziCdywg7cP1ZfaUOdOhI/HOncikqDJha181/z74N+UjBNicgjJ2zkAH/T4n9zjxt1ZUDhJ0PheLp3kjcIoLWmUEI1G1SBFRKZQKGB6elr5ZisWi1heXsbKygqmpqaQSCQwOzuL+fl5TE1NBbrxdzgcotFo4OTkRFmS1ut1bG1tYXNzU/lwq1QqODg4wNHRkZIsNptNpULlbSfry6Vj3PDAhrzJkxL4fjZpnEDx3PazuZE10zX/L397DbO5N87ztuGS5HnJy+naiazwODYTkBcJm9e0dPGd4tgQOROJdKsrbw85RvF85ATP4xPRkEdi8TDeV2h841sRpMSJEzpKk/KTe3epbN1uF7FYTKkwh8Oh2hdHYWQdSnvXpqamxj79JRaLqWO0gNOTF2jcJke+x8fH6n61WkWv11NGDVRP2gYiDa1Ig0JtRW3E290PeZOEXH5LXscVG5wXydtnPvMZvPa1r1XXX/va1wAA7373u/G//tf/UuFPPfUUlpeXxy+kR4TkbQLQrfTlffmfD3IUxtWkwJ1uQKRUjSRq3AEvdWxO+ngZaXAkS1JSGZAaYWFhQRG1YrGI1dVVrK+vY3p6GrFYDPl8Xnkt99tpdW1ER8rQYfF0NuDu7i62trZQLpfVPhGyJKU2kOSVwMmR3JdG5I2rRHV73kjKxsmbyV+b3M9msiSVZaNr/t8tzOm3U5hTuN94umfke6Aw+dtWMudWHpPUSychMEmkZBoyTNbNJH2wmTh05NVLHBP5NYXZkFf5m1+7Sd5kGeWkLxc2wKiKjpM3YFTqROnoLDN5mXSqRToztN1uA8CIUUOr1QJwSt7IdxtZpJocivv9TuPxOPL5PBYXF5HP59Hr9ZQPzEgkooyraEEcjUbVOE4kU7Y9J7GUjpsjX54GJ6d8UcvrQO+OpyfrarMQuRdQqVTwyU9+8o7wW7du4datW+qavqWzRkjeJgDTxyoHNTkAOlmS0jWturgxAu3n4uSNkxduWclXo1w6RJakdHwVGSMsLS2pvRrFYlFZkpLHcr4HbByQipQMLbrdLvb29rC5uYnd3V2194MsSSuVipKyVatV1Gq1EbIqVaR8kiBiRuUmYsUlj5y86VSkbs52bfezORE4/i15IXEcflfGfgdct3KYCEfQA7wXIivv27a53/T9kDndc05xdITGhqyZwkzvz+k5Tujoea5ypW+d+ikncdJgQUfe+NYRWVe5B47GRVIxcsOlRqOBeDyuJuFOp6MWsr1eT6k3qe+TY9dxxjzSbJDUrd/vo1AoqLpx8jYcnrr0oIU6WZNyFTTfAjMc3rbA1Tn3NZE37g2A72vk75a/R/4sf9/02wlOfeC8SN5e9rKXBV6OIBGStwDh9kHK//KPd0CdOwsib3zvmlSJktqUHzpP6fGOJS1JydJqampKDU7z8/NYWVnB/Py8MkRYXFzE7OysOvw5KNB5o2RJ2ul01GHye3t7aLfbaDabODo6wtHREWq1mqorbejlvu7koCMJFrcaNZE37gaEE163/W1OKlITUZO/edlN5EJ37TRoeiF4ThiHaLk966f8k8A4g7ab1IsmOaf6mPLXkTLdfVupnNNkqyNn8h4naJIM8H7IiRSPy+NxYsDDiHyYyBtfJPGxVOZLJImepfzoZAbuaiSdTiOdTqvn6YSGTCaD6elpTE1NjahBvYIMwsjPGNWDLEtrtZpy5EvkjRbqfI8g1Us33us0LYCevEmjBifyppM+c8jv20aKHMI7QvIWEEyDnCRt9NtkScrDSYLEj6sissbJG5e8Sekcz5s6Pa0eydluNBpFPp/H7OwsZmdnkclkkEqlsLi4iLW1NSwuLqpjZaamppRn8CDaigabdrutLEkrlQo6nQ4ODw+xvb2N/f19Ve9yuYyTkxNljcWP/uLWU8DoSl4aFRB51bkBMZE3CuPpUBgna04qUjcpmw0xcyNzbveClqoR3AiJW9o6FZhJusQnhklMBDZp2hAsXZgbubMtk1fJm9NzNunQtZSm6cib7ONSysbT5xIkUx4UhxM1Sd5kOrLefHzg5KTdbivyQuSNiBURGiJvxWJRLXZJKma7eHJDMpnE1NQUAKgFOfcFRy6P+DhO20SoLnxvG80RsmxySwe1K9/6Qr95G9KYRmG83WV6XqRwEudF8nbeEZK3gOA0kMprvjrkKyVSk3Lyxt15cJUoraqI1BB5k5akVDZOKMinUaFQGLGCWlhYwMLCAnK5nCJv6+vrWFxcVGqCZDI5lg8kAFrSSYfHb25uolwuKzcge3t7ODw8VIS0VquhVqupkxKkahkYJU8ARkgYETMiak7kjZM+HXnjeUnypiNqfIDj4TLM6Zvycn8c+EnHrwRPJ7UhmIiaqW9RunICcQqXZdI94xRHd8+r1MGvBMMGOqIo7/GJVkdIbNqAP0ukirc3/955PBqnuFRNTuA6a1NuKU9xuNSNp0ljKid2NPZI1xndblcdA0hh5JeNTk6IRqNoNptKYp9Op5FKpcZavKRSKUxNTSnnvq1WC4lEAoPBQB3xVa/XFXlLJpMjzn1pjuB15W1Li3lOtoDbUj+d2lTnTsSkLpaaGKcF1nORTJ01QvIWEORKU/6Xf6bOJS1JOVEjf2U8TFqbclJIkEc40f616elp5HI5dczVysoKlpaWlJPKhYUFLC0tYX5+PtCjrcgE/vDwUFlVlctlbG1tYWtrC5VKRYUdHh4qn27k6JL8ufG2BG6TIWntyY0RuNUoqY05eZPGCJK8uRkjAKPkzSRpsyVt45I1m8nESUrjFU75maRLpmecJE1uUihdu/L8ncppI+Gyfd5mUeeUhiktL1I/N8mbG1nzIunkkhw5/nEpmY5A8j7GJW/UhyldSd7kc9KdCF8M8zrwhS6vc6/XU/tdaSymfXHValWRpGKxqKzwZ2ZmRhZ1fkBjDR2lRcdg9ft95R+uWq0qkpXJZJRrJGpD0kDwIxKpztwi1Ym8kVSPE1pqe/5eCXxe4+McH+/ku3ZCKHmzQ0jeAoSJwEmSwSVtnHBJNyBEymgfhE7y5tWSlEjL9PQ05ubmUCqVEI/HMTU1hdXVVSwvL6tzSIvFovLd5ndFqSOu5NNob29PHR5frVaxs7OD3d1dRehqtRqOj4/VNd/zxzcp88GIyJVO/SnJm9zzprMklScl6IwRdMYJOuJGv3m5dZOzLTHRwct78kMG3WCSeMk4/J6U+sjfMg2d1IfHcSMrujim+F4lbLo66AikWxw38Ofc4rtJPXR5u5E1WxInJW+6iZ7nyUmZzp0IH4skeaO0dOSNW+xzaRKX0vEwGjMIrVYL8XgcjUZDxSFH5XNzc0gkEsoy1I3AmNpLgtSzc3NzSCaTyjUS1ZPIG3fRRPuhyXJWvgPZjvzdSJUrJ2/0jM7QQffNcHLo5VvlZQ4SIXkLYYQkbvLaZEkqyRt3tstVokTe+J43CuNqQ04mqHNmMhnk83nlu4i8fS8tLWFqagrxeBzT09NYXV3F6uqq2tdB6oBxDRPobFVyottqtZTLj/39faUOJTJHxgjNZhO1Wg2NRuMO58JywOcGBNJKlNS9JHnUxdHti3OyJNUN0DR4SbUpLye/5v+dfpvCbAdDHdHwSvLcJnXdwkVO4LaTmNPg7SQ905WRP+NGFHXkz4aIeiW8TvnyupmIrCyLiRyayKxMQ1c/2ZZudXVqW3rWtKeN/+aQRkBECiTJ4ws3GmcleeOLPb43jn9rNAaTJIosNgGofXGtVkvlncvllESMJIOpVArxeBzpdBqZTGYsjUUsFlMuSgqFAgaDwQh5y2az6Ha7I6SR9v/yI7K48IDXWZI3bsShM+zg5I0/J4maHAedvq8Q/hGSt4AhpUzAbWME3okkeSMJms6SVDrgpTiyQwKnnYM7ko1GT4+1mpqaQrFYVIRsYWEBy8vLmJmZUT7dlpaWsLCwMGKy7nVi0rUHnTd6fHys1L50UsLBwYHaiEuWpGSMQJakRFapLXldiWBJEsZVopy82ViSSjcgchLhq38eTpBkzgtRcyNwEm5x3PK2TdfrtVO437T4PT/pyjDbdrepm4nU2tZVR0plOrZE3anMpjK4SStNJNOW0AGjnvoB3EGeiNzp1Ka6fXHSSpWfPEBxaJzk/ZOPwbIcXIPBCV+n01GEjtKl852J5LXbbaRSKaTTaczMzNxhBOAVkUhE7aWj8tHJC8PhEPl8Ht1uV1m9EnkjdyJUb66h4XMTt0ilOhHIHx4nany/GydvNKbSu/PS73QIJW92CMlbQOCDhm5Q4gSOdya+MpRHWFFHlJI3krZx0OBElqS06ovFYigUCpibm8P09LS6R5aks7Oz6qy/UqmEVCrlW00qV3oAlATt6OgI29vbqNVqaLfbODg4wPb2No6OjpRkrlwuo1wuK2MEaUnKBwgCScu4+lMeHs+d7UrypnO2K1Wwuv1sXtWkXgiaFyLkJ47pGa9SpHGkec9VeG0/esbpOSm5tJWqmcrkJMUzxfFK1vjkLiVslA4naTwNnXsL3X9J8LiKVIbppHNyDKU8+ThN+dBxWdx3Jjk0p71krVZLuVQCoLaqyPds+43IOpNkr1QqYTAYoFgsjpC3WCymNBxkVBaPx5UWh2s/CFxSySWbNC7qyBuf12h8lWHSqIEvcrkUNoR/hOQtIEiJGydwUt0nN5TqyJtObcotK7lqgBMMImLkbDcWi6FUKmF+fh5zc3NKnL+8vIy1tTW1X4PUqdziyA/k8VT9fh/Hx8e4desWtre3Ua/XlSRuf39fHXPV6XSUs11ZXz6YS0mYbu+aPCnBdPSVzpKUq0j5IMb/dJI3+m0Kk79lfAkvA7xf4iQnZNOEK/NwIhNe87WtFy8Hv+9WJyeVje6+U110hIan5VYnno5uYub5msqta3ddXZ2gq5+b5E1XRt3zfr4J3hacSOikdnzxxAkWD+OLO07eKA4nLDxtGnP4eMPHZ16+wWCgVKQksSLXHvl8fsRKlST/2WxWWff7XejQXmTaA0dqUxobm82mOqN1MBio8rVaLVVPImBca8MtbSmOibzJdyX3xfFvkX+z1PZu32ooebNDSN4CgiRu0pJUugEhFSmF0bX04cYNFviqkCDVf6lUCoVCQTmRpP1spBLNZDJK8kYOd+WernHQ6/VQrVZHLEnJDcjOzg7q9bpyyHt4eKgsS+nYF1oZ8vbkgzupImiQ4FI1Sd6cLEmJqHHJGw1OkqjZSNl0JM1E3PwO3KbnnNKzyYsP0joiKtMxkVC/ZTNN9G5t6pS+LTEety42z5uIkVtesl1kGP/vhXQ65en1Gfmsjhg71cVE0qRUTReXkzJeBr64k+SNyIaOvHESwiVJXJpHZSL3HXT6AnBK3hKJBPL5vCorWYcWi0VleDDuyQxEAolURqNR9b/VainyNhwOkUgk1FGDVH6pyeHuVLhhBx/33MibbHv+Piic/38ukqmzRkjeAoIkbiZLUromUkYrHVIRcvImpXOUD4ARokL7IqLRKNLpNKanpzEzM6POHJ2ZmVFuQMgB79TUlDJg8DuYyDoPh0M0m02Uy2Xs7u7i6OhIufzY2dnB3t6ecvNRq9VQLpeVcQK1CVcJ8wGB/suD4W3JmzzWSpI3isdXxZK8UZgNeXOb1G2IQBCQ0iuel5PkJmiC6VQuXVlMz/gpm5MUy61spjAvz8t6OUkMncKkNEOm45aHE2xJviyLbZu4SVtM8eW4ZzJ6oL5qImpO5E1apPJ8+BjHyzYYDJT0ntDpdBCPx1Gv10fIWyKRUISKGxdI4yebNgEwMl7TnmZahNP+YZJykYSOuxNptVpqW44kxbwdZP+U5I1bpFIcLrHj0BF0J4Tkzh0heQsIREDo45cbX7k7D64SNZE3WhmRmhS4s8NHo1FlSUri+Gw2i/n5eczPzys/RLOzs1hbW8PS0hKy2SxisZg6/mUcwjAcDtWZo81mE71eD41GA9vb29jc3FT72arVqnK222w21UqQLEkl4SXo6ivVn/ykBOmAV+evjYiY9AWnG0zlH5VJJ/nQrTb9Smqcwt1gkvz4JZRe8tINuDpS5jQwS3IlSYLuvhvpk/ma8peSHlMdncrgVC8dYfUCm29FlttEsvzkZSLBpjAdsdPVW7Yhf08ynPdHXRgwejA7t0jlBI+IRyQSGVlUy+ekQRgtqilfUkGSRCsWi6HRaKhnSfJGjnQHg4HSiGQyGeUQfZz+TgYS5NyXHPkCt33BlctllQcfgykNXX2pbfj74WSVHJxzi1opsSNIgxGdi5YQ3hCSt4DAVaXS2a48e46sRvlmfL7njUvs5H4Crv6LxWLKkpSkbLlcTlmSkg+3mZkZLC0tKfIG3CZGQZC3w8NDHB8fq1UfuQGh/Wy1Wg1HR0fK2pRbklJ9KT0qGyddnIQRUZPGCOTDjYeN62zXRN74fx6PQxdP3jNdO8FporZ5xva+bZkkITGl45fUmp5zeh8muMV1KqPb+7cpg58yc+hIjykPL3Fk+iZi6URkbcJk+rINZTwuFZJSRx150+2DcyJvlD8PI/AxWB4zSASOniV0u11Eo1F1wP1gMECtVhs59J4MDFKpFKanp9V+OL+IRE63yiQSCWUoUa/XVf6ZTAbdbhe5XE61CWk/6JjDaDSqhA+k7eHtzt1Q8flIpzY1HXrP24mkdSbw9x0UnouSvJC8BYRer6f2P5CkjQYA2s/Gfbhx8salbCZnu8BtS1IyLODevUulkjJWWF5exsrKivLhVigUUCqV1HN+CBvvyJyUVioVHBwcYHd3V+232Nvbw+7uLk5OTtQKr1wuo1qtKlG9VAlzksQtnqS/NmmMINWmJvJm8temsyTV/RFMRM1t0hyHJE8yTZ4OH+Dk5Oom0XGSrMmJW0InuXIiBTKek3RJEgUbSZGu7qZ0JOlwIi66OLaSMt03FvSE5PV70pE8p3Z2e9YUR25yl1Ic3k85UaP7FMbT5GMBSc9IysRJHxE37uqJ/3HiQvvOyJ3IcDhUJzNQGDnVzWQy6Pf7ingR6ZHaAJt3wOeI4fDUnQi3RO33+8jlcqr9aNFMpDESiSji1mq1RuoNjLpn4u0tyRu1qw1501n68ncakjd3hOQtIHCfOURMqMPLI6y42lQeh6WzJKXfZLFEziHpZIT5+XlMT08rS6fl5WWsrq5iamoKsVgMqVQKuVxurI2ywOngVK/XUa/XFRk9PDzE1tYWdnd3lcHB4eEh9vf3UalUFFElFSmXPkrjC6m21Plrk/vZuCUpJ2pSYiclbZy8AWYpmxt580PabCeuSUGSFBOBcCIlFC4JDZ9E3Ugbf8Ypjpd7uvTc2tKJUJqubcrmRtxsnuVxZFuayh0EbNM2fcu2BFV+I7q0iAzIb05K3ih9aXjA21Jam3LyxsdaLm3iZeMLWEqfxnOS5vG9YM1mE7FYTJG3breLVCqlVJyRSET5ZaNxmvzH+UUsFkM+n0c0GkWxWES/31cGDpFIRI3fyWRShdE4zdua6kdzFn93lI/8rmlMlWMIn3u4kUcI/wjJW0Dgzhu5s93hcKh1tkvkh8iM3FsB4A53Ful0WknRaMU2MzODxcVFzM3Nqc6/srKiJG9cXeDFklQ3iHa7XSVpq9Vq6Ha7ODo6UiclkAPek5MTHB0doV6v3+FjiBM22en5PjRunOBkjGBytislbXJFS3ElWZP7NeR9ghOBM4V5uS/bxyRJcoOOgLhNtjakxYmc2ZTP7TknKZauDeQ9U3n9kGI30uEUz3TfqW5ey+5GgG0JnZO0zCkNHVHT3bd956a2pfs6owUZh6fjFiZ9wVEeXKpGz0m1IZWbEzr+v9VqIRaLKakeqStpLxqXzpE/TtoaYvq+3EDbZ4iwDQYD5U6EyBu5NSHSSiffcCJLEjhp/c9dX8nFCZe88XvSSpWfXiERSt7sEJK3gECdk1uScqtRInBcyiYPDqYBhP7TaQi0nyuTyWBmZgbT09PIZDJIJpOYnZ3FysoK5ufnlQPe6elpZLNZtaeBw8vkRdIxIpXValU52y2Xy+h2uzg+Psbu7i4ODg4UQa1Wq6hUKsoYga9M+V4TTpY4CdMZI3Dy5nRSAoXRH+VjcrYryZmcJHWTptNE6ae9nSZ1XTrjEjenMjqVwY+UTEfwdCRSR+ht28NpkjMRH1OZZJl1+epIhqluTuRXV15ZbifoyKxbuk6wee+6e25pmCRvMsy0GOBx+RhJz0lSJ78hHXnjBFBaqXLpHN/CQSSNkz6eByd2tD2Exh16rtvtKg8BRBrr9bo65YY8BvCy8bHMDbyNuCo1l8thZmYGANQim8gbnRJBPumAU6MGcldFqlSuHuXjuMxXEjVuxU91clKbhrBDSN4CQqfTAYAR8sZ9uHHJG1+56CxJgVMyQ9ZI6XRaGSfMzs5ibm5OufmYn5/HysoKFhYWlDSOEzevAziBRP78bNFqtYrt7W1sbW2hXC4rK6b9/X0cHR0paWKj0UC9Xh/p9FLVIPd3uFmSmsgbN2rgaTlZkvL21hE1SVDcCFlQk2RQ6TjFdXvGqW42ZNVLmkHlZUskbcpkk79TOd2+HdswG7Kui+P3HUkS5oeo69Jxe8aJrNmAkzFOVnj6OmKuU5vKo7d0vuC4UQPdo/GN8qXxXZIoIi2kIqX45EaE+2LL5XLKIrVQKChvArZtIpFMJtW+aJKycV9w5L6J6plMJpXDdWpHfpwYbx/SNlHenLxR2/O91uTSxIRQ8maHkLwFBPp4+eHxtJ+NW5s6WZJydxYk+i6VSshms4jH48jn81hYWMDCwgLy+TySyeQd5I2Tl3FA5I0sSalz7+zsYGdnB+VyWRG6o6MjnJycqD17pCKVVksARgZM6TSXu/ygNiAVqVSl6owRpBsQTsZ0KlKnawrT/fYaJmFSLcmJzO+EZgOTJM6LxMdvHJOqLCg4SRltn5W/bZ4DvKuP/ZZt0mnp7umke27P6MJNkjcZ1yThlGMKMOo7TBeX0uEEhMK4RSqlJffFSStVSksSOk7gdN82GbaR1Au4Td7o0HsyMEgmk5ienlZkb5wxnU6DKBQKGA6HirwNBgNF3qrVqmqzVCqFfr8/YgnL5zN5YhAnvtJqV4bRHsAQ4yEkbwGBe60mS1J+tIrOBBsYPZOUnO2SKpAsSckNSLFYVC4/CoUCEokESqUSisWiOsvUD6gDcmvXTqeDo6MjpRLtdDqo1+vKkrRarSqfQuRsl8ipVAnzAZDqLEkYDWjSktTJ2a4kbzwfnTHCuPvZ/EycOiJgmjjd0jdNqE7PmtRauklSltEtX1N9dPec1JSm551Ukl5JhK5uujxkOk5t4qVupv+6OpvqZtPGpnKZFgZeJBI2iwqnNrNJmz9j+oZMZdDlLReNFIcv5jjRoriSfOlcjHB/nPw5nrfcmE/GDHysJqOGVqul4pD2hNSsNCfIRb7tmETjKb8uFouYn59XjnwrlYpKj/bkpVIpFZ/mB3J7wt8Hby9eLp07EbK+NSGUvNkhJG8BgTbjk9UOV5typ70mS1KyQCIpG6265ufnlb+2Uqmk3IAUCgWlWiXHu+OsyuXZop1OB/v7+9jc3FTkrdFo4PDwUBkskJStXq+j0WiMHP8lne1KtabOklQ62zWRN74HRKci5QSO8ud/PIx+8//yt+7aFGYDL8/JSctpAjORCZ6OjjzYTrgy3I20yefcSIlTPClVcXrejRg6PetUV/mMqZ4SOtLHw3Xll2XUERG3BYGpvXXp6J7xQ/D4c6YymMi1vG8i1iaiyn8T2XJqS07eAIyMT07kjdKRR2/RGE/xdM59+d43qiOdO0qqxF6vp3zB0YKfjt6ig+8LhYIiVl7eB4EcutMWnH6/j0KhoOqby+WUWxNKgxbk5NyXvzvu5Jd/i5y8UVwSZoQYD+eevL3vfe/DO9/5Tnz+859Hp9PBtWvX8KM/+qN4/etfP5Y5NQB88IMfxPd8z/cAAF7+8pfjL//yL32nxV1gSB9m0pKUyArfy5XJZFAsFpU6NJVKYXZ2FouLi0p0XiwWsby8jOXlZRQKhRFVohdLUonh8NQitlwu4+DgQPkBOjg4wPb2Ng4PD9XZoycnJzg5OVHGCJ1OB81m844z8qieNPCRmpQGOhqIyMUHd/khfbhxYwQdeZP72XT723REzS9pc4ITEXKajNzStCmfzNvpWS/E1TZcl5ZbGjZlNaXpFsepvuOk5RRmc98mLaf3KMO81ttrXZ3q6UTsJBk3kUkTTCROR1Td0qDf0qiBwnSLGZ1RA5EvMkLgRg38OSJzvPzSIpXy63Q6aj8ckUIyVKM0yMCA/LWlUilr8qYDkTfaCzcYDFTaw+Hpnjtya0IElRb1tEeQSC4JJ3h9pXqaty9Zt5oQSt7scK7J2+te9zo8+eSTiMfjeOKJJ5DP5/GRj3wEv/iLv4gPfOAD+NCHPoRMJuMr7ePjY/z4j/+45wHFBO4GRPp5I1AHJykTGRhEo1F1UgK5AUmlUpifn8fS0hJmZmbUgcczMzMoFArKY7YfcEfCNKAQcdve3lbSt6OjI+zt7aljrtrtNiqVCiqVyogzR25ZS/XkUi9OzLyQN+kqhYfx9E1kzXRNYfy/02/dtQk2k67b8/JZN0kSHxzlROn2X1dH3X3dc06Ew61PuaWvq6OufUxt4yQ90r2TSdXNqd1sJFymNpFxTHVzakvTtayDUz1t7uuIkU1aTu2la1+eFhEAikdEQ2fUINPgz1OfctrzxsciHge407kv10iQpI27maL/tIWESBBJ3ugUhUQioepDY6SXRXwkElHPUHsMh0PMzMxgMBigUChoyVu73R5xJ0ISRbKula5UJHmj+oXkbXycW/L2/ve/H08++STy+Tw++tGP4oUvfCEA4ODgAE888QQ+9rGP4c1vfjPe8Y53+Er/Z3/2Z7G7u4uf/MmfxLve9a6xy8stSYkUcRE7EQ/g9v42OteOnCrOzs5iZmZG7X2jY67m5ubUptV8Pj+2xJH2qlWrVWVJWi6XlbNd2r92fHyMg4MDZYzQ7XaVipT2+ElLUhrouAGB7ggrHXnT7YPj+9soTFpwObn94L8lYbMlWaZ7JkJlA7c0nfIxkSv5m8eRk5NT+XXt41QepzKY4EZCeZgpXVk3OUnoyuyGSdTNjZCa0tW9M6cy29zTERVdfBOJ1aXvRmxt3oXpOTfSrYtnAiduUvJG6fDvSEfeODkiEiP7m3SHBGBknKS0yTOBPD+03++rhSyVjchbtVpVz9O5qaS1yeVyY2lgaJ91JBJBqVRSPumIJJKWhepNBg/tdluVn0gZryeB7oWuQoLBuSVvb33rWwEAb3zjGxVxA4C5uTn89m//Nr7jO74Dv/Vbv4U3v/nNKJVKntJ+6qmn8N//+3/Hv/23/xYPPPBAIOSNq0idLEmJuNC+BdqvViwWsbCwgLm5OWSzWUXeVlZWMDs7e8dmVVvwzkO/6aSE/f19nJycKJcfOzs72NvbQ61WUxtYj4+PUa1WlVicfARRfSldvvqURgXcGIGreuWeNyJvcm+cmzGCmyUpD6PfHE6Eya1t/RA4PtnoJnZd+rxMNhO6zMvv5O8Uz1R3m4nflJYXkqSrm1cS7UT2bAmMrlxuYbbvTgc3KZyJ7PN0g/ombNMzwUs5dESOvyMdieNl44SMEwvduMHjAhghbzTmyD1vJIly8g8nx02d78t+v6/GUCoHncKQz+fVPFOpVEb8w3GLVD99gualTCajhBDcF1y73VaWsQBG3IlQHvK4R76VhreX08H0oeTNDueSvG1ubuLpp58GALzqVa+64/5LX/pSrK+vY2NjAx/84AfxIz/yI9ZpHxwc4Cd/8idx33334d//+3+P9773vYGUWXqh5gNBIpFAKpVS5CWVSqFUKmFqakr58ymVSlhaWsL8/LzaizA7O4vp6WkUi0VPhE1XNpKckddvOo+U9rNVq1Xs7e3h4OBAnYxQq9VQqVTUNamEeafk5AnACDGTe9ecyJvOisrJklQ34NqSNx5mC78TnZO0wEuccRBUOrbpywl3kvnbpm0qhx+C5CXOJCDzNEnSTCR/EuV2WlA4TZx+n5PPOxFtHakjcBcjvCySQHB3IjSW8L1flJY01pIWqZQWT5PnT47cpbsn2mtGxgKk2iRSReNkOp1W1qw0BtuA6hOLxdReOtIgdTodxONxZbQmfcHVajXVdqSB4s59ZRty1yIh/ONckrfPfvazAICZmRlcvnxZG+dFL3oRNjY28NnPftYTefupn/opHBwc4M/+7M+UJU0QkCpS3snJkpQcLaZSKUxPT2N2dhaFQkGdUbq4uIjFxUVlcUpq1XEGWlq1VSoVVKtVdfjw3t4etra2cHR0hF6vh1qthsPDQxweHqLZbI5YkvJjraThhbT25AOHzpJU+mvTWZJK8mZjjKAjaiaC5IfESUmZ6bm7MZk7wUaqN0kSEmS6NqrHoMoxjmTMD8Z5B5Oomwlu5dT1DR15dHrWBCeCZ0PiZFp8sc2fdTJq4CpWaeig8w9Hi3q+AOUWqTrnvvQ89yDQ7XYRjUaVinIwGKBWqyGRSIxYqZKQoFAoKBdSft93NHp62gOdm00aG2o78gXH51HSyjSbzZF25X9u5C2UvNnhXJK3mzdvAgAuXLhgjLO+vj4S1wbvfe978ad/+qf4+Z//ebzkJS8Zr5AO4Jvqo9EostmsMjKg/W6zs7NYWFhQbkCmpqawvLysyBuXTnnZxyA/UiJvJycnODg4UA509/f3sbu7i+PjY2X+fXx8jHK5jFarpfYytFottZri4GoBTrrcyBuXxnFVMpey8ZUsv7aRspn+y99ucCJpd4ug2apXOageujqYVIZe8z8r+HkPTlKX84S7JeXz+k25EbdxymizyLBNw7Q4cfseaFyTBIKe58RMp1qVJzPwM0IpHa5alWXikjuuTiXy1ul0VHw6Vos7iKcjEvv9PlKplDrT1K2dTW2RSqUwNTWFfD6PwWAwQt7S6fQd7kTIOTtpinh9uUVqiPFxLslbtVoFAORyOWOcfD4PAKhUKlZp7uzs4Kd/+qdx9epVtZ/OD8gBL4HyJ+LCLUmJjOTzeUxNTaFYLCKRSCCTyWBhYQGLi4uYmppSbkDm5ubUuaV+QKsafjxXv9/H0dGR2s/WbDbRarVweHiIvb09nJycKCkbSee4w2FuNUskS6oOSIJG94ioETGTB8xz8iaNESR50+1n45I3Cgta0mYbzyuZsonnZeLUxdWpgXRxvU7E94J0Lqj0bdWmZwWv35PtN2gi9055mJ6TUlFTHk4SNF353MpvKh9dmxYuuvJxyZqOvMk6SvJGYzCFOR16T0SGW6RKVSonZiTJi0RuuxMhdeZweOruibQ8/X5fueSgBTbfd2z7vmncJpCqdDAYIJvNKp90VP9ms6n2ylEYWZfyIySd+k4oebPDuSRvk8BrXvMaHB8f43/8j/+BbDbrO523ve1teMtb3nJHOBERImfZbFYRmEKhgLm5OUxNTamzR8mSlMgbnWPKVyx+QCrQcrms1J/Hx8fY3t5W5K3T6eD4+BiHh4eoVCpqX0O9XledjwYS6WxXqjI5MeNkTkreJHkjoib3s3FVgYm8TVrS5hZvXLhJvMYhhKbnncJ16fslrs8VnHX9vUwuTuTeSSXp9l2YFgK2iyLbdJ0WBl4lbW5wk8TxeESyuLqP+ikndTw+j8OPy6IwfsYpT0sSOuC2RSonc3zPHOVBaZDxAHf8m0wmkc1mVXkbjYaaX0qlklpce2k7wnA4VNt5uHNfkrwReet0OkgkEkpdTPMLnZNKrlFCjIdzSd7Il029XjfGqdVqAIBiseia3h/+4R/iAx/4AH7qp34KL3vZy8Yq25ve9Ca84Q1vUNeVSgXr6+tK2pRMJpHP55UH7FgshqmpKczNzWFmZkZ1rsXFRSwtLWF6evqOTf62kHsKgNsnJezv76s9bicnJ9jZ2cH+/r5Sg1YqFZycnKBWqynLIronV0ZcEiaNCkyHx0tjBC6dk+QNuE0MpSUphRPcyJvTbxOcJAJe0rGN62fg8kPIgkg/qPhu8KNy06m1bfc86QgFYRITi1v9TBIkm7g299zIk+lZv23h1Af99jMbiZ3bwkdHRp2kftxyFMAdkjlO3jgBpPjcJxonb1w6x33I6eoh/aWRepa2oVCZ6CitTCajykbkrVgsqj1s/JB4m7GPg8gbHXBP6lkqX7PZVJaxg8EA8XhcHanFLXZDP2/j41ySt0uXLgEANjY2jHHoHsV1wlNPPQUAePrpp+8gbzs7OwCAT3/60+ree9/7XiwtLWnTMnm2JklbKpVCsVhEqVRCJpNBPB7H9PS0cgNC+xDm5+cxMzOjVkNeOxFw+kF2u12lJqU9CbSfjbsB2dvbw+HhodqTwP28cS/Z0mcbJ0/c0EAeYaUjb/z8USdLUsrLzRhBXsv2GlcypYtDg7PT5GuSFvCJwZSeV9JimohM6fndh+SnbF7yM6l2vaRhesam7E6Ewqs6WxdPpukk9XErH3+3fqBra9vvz1Z9rCOfJlLttQ2c6u+F9PL8dc9yQkZxiHDwZzhR03130lGtjONE3mRa8g8YtejkksJer6ekbJy8JRIJNJvNkT3YJIGjA+tt+zntgyPnvVQP2pNHe6rJzQmRPO5OpN1uh2ebBgDf5G13dxcf/vCH8ZnPfEZtfJ+ensbi4iIee+wxPPHEE1hcXPSV9qOPPgoAODw8xM2bN7UWp5/61KcAYMQHnBvoGR1OTk7w0Y9+FADUAcFeQGbbmUwGMzMzmJmZUYRuenpaOdvl1kDpdHpkj5dXDIen5+KRBK3b7aLRaGB3dxfb29sol8vo9XqoVqs4PDzE8fEx2u02+v0+Go0G6vW6Mk3n+y0IUkXK1Z98P5vJklSSN5MxAh8QpSpBR9j4faffQcDrROsmZdCteG0mP7e8TOTfa/m9wImkyHhyIpZk10RuvEz0XqVnbm1so0q2qRt/dhwiLa9tCZ3Tt2Uqj5fy6t6Xn+/QJv2gn9ctvDg542m49VP6z40adC5GaKzlC1lJ3qRbDe4vjVuk8rmD9reRpedweGrUEI/H0Wg0VB7kzaBQKCh3VV7aUfaJTCajtv+QixDuC46sVKm+tDUnxHjwRN663S7+5E/+BO985zvx13/91wD0jJZe7rd+67fip3/6p/HKV77S06kAa2trePzxx/H000/jPe95D375l3955P7HPvYxbGxsIJVK4bu/+7td03v/+99vvPcHf/AH+Jf/8l+OfbZpqVRSKtHZ2VnMz88r8fL09DSWlpYwNzen/PAQibMdmKSKlDpxvV7H0dERDg8PlR+evb097O7uolKpqDjHx8eoVCpKLUpHndD+NgInS0TWuLNdqRI1GSNI8ib3t1F6/FoSNR1x80vUnCa6cScHv9ItJ7gRhXHSCepZP+TBltzalsGmPDqSadOWQRH3IFb9JrKry9sk9TKVU/eMCV4lmn7j2D7n1LY236eOeOtIGyfLnDDx9uBqQZ4uf4aTN4rDLVKpDDr/cHwOkK6pgFPyRtIvypdORCAju16vp5zAk5qVHPHqxl83RCIRdT4qOfdttVqqTkTeuC+4VCqljBd0CCVvdrAmb3/8x3+MN73pTdje3sZwOMT8/Dy+7du+DQ8++CBmZ2dRLBZRLpdxeHiIL37xi/jEJz6B//f//h8++clP4o1vfCPe9ra34cd+7MesC/ZLv/RLeMUrXoG3v/3t+K7v+i4lYTs8PMRrX/taAMDP/MzPjJyu8NRTT+FNb3oTVldX8eEPf9g6ryAwMzODVCqFXC6HhYUFLPz/7b15mF5FsT9ek20mmSGBEAJIQsKOsklYNREhQVn0BmRfFOJ2BUQElMuiXNYLyBdRAsj1pyCbyKKswhVZXEC2sIrABcUIYc9CtkkySWbO7w9uv9TUVFVX9+nzzjuT/jzPPPOePtXV1X26qz9dfZbRo7u9w819+sptudJVkwXu3gH3Lp0VK1bA3Llz4d1334XZs2fXyNvcuXNr97x1dXXBkiVLYNGiRdDe3l57Ua97bNuyRcq98oOSN/y0KX59iNPFkTfLwwjSag/DOplIcmUn8iojA6FyKSbgGGjbcLFbbyH5HTg5a5pUbirbQsHptvR9n4x1+zG23XoTXN018uqL/EpwfhITDfx+OAfpQQffE6nSU6pOJy7LkT68hel0OyLlXjHS2dkJQ4cOhebm5hrZc/emuddY4S81WOAW6u6pU7eb09XVVSvHvUECAGDo0KHd3tiQEQcTefvEJz4BTzzxBIwaNQqOO+44mDZtGmyzzTbefM8++yz84he/gF/96ldw5JFHwk9+8hN45JFHTIbtu+++cNxxx8H06dNh5513hilTpkBrays88MADMH/+fJg4cSKcc8453fIsWLAAXn755ahtz7JYc801YejQodDW1lZ7Dchqq61We1VIW1tbLWIVC/clBPcuNkfe3nnnHZgzZ07tvWzvv/8+vP/++7WHETo6Omov28Wf8aKTEyZY+CEKjby5NOl9bY6ASVukviibNhGlXMH3RfR2/bkto1QTPt3CSo0Qwp460iRFz2J0U1h0WyJYfWWMWIipJT9uN/qb+hy8+8HJ01tPcFTLkSWsVyNvTsbtkOComyNr+HvaLq/T5R4UcETNPR3qXrDrZNwtP+4e7JAvMwBAN/muri5oa2urvXfObdU6efdWAwk58maDiUn8/e9/hwsvvBCOPfZY9mZ9CR//+MfhkksugQsvvBCmT58OP/jBD4KMu+SSS2DixIlw+eWXwyOPPAIrVqyAjTbaCE455RQ44YQTzI881wOjR4+GYcOGQVtbW+1LCe4Jn8GDB9e2S63AIXL33z0l6r4/umLFCpg3b17tM1duK3TBggUwf/782sMIK1asgI6Ojh4v28UTI32oAJM37jUg9OPxPvLGPUWqRdrcMfebO/alNwpi7+kCsG93+dK4iJIUZdLsw/K+CIYvimW9vhx89dF0am0l1c2iQztvrRtXH1/dcLq2XeyzqexkJ7WJtKUb0rah0V1L3Sx9WIP0YAOOlrl0+pUaR9Twwpl+N5V7ATBtR3xfnLvvzZE3d27lypW1BxXcQn7ZsmW175o2NX1wDxu+pceyiMFwUbgBAwbAaqut1oO8LV68WCVvGTY0FYZRunDhQtMrOeqlp5GwcOFCGDFiBPz617+GtrY2aG1thbXWWgtGjx4NbW1tLGGxoLOzs8cXDhYuXAjvvvsuvPPOO7WPxb///vswe/ZseP/992H58uWwYsUKWLx4MSxatKj2pQT8TVJ3ubWX7Tongu9vw0+S0vvgfC/bxeSNEjVuAvGlSfCRDE6Wc9jcsVamRnw4G2IIZqOT0oz+hxgC54vgSTq5Mcrp4fRzJNZnu6VulARraZi4uZ0NTNKkd7i5J/zdMf4Gtbu9xd0mQ2UwWcNbqc5344fEWlpaYLXVVoO2traaXx85cmTtKz+OvK2zzjq1XSP3RKojc9ZoHG2Prq6u2rezZ8+eDe3t7dDe3g4HHHAALFiwoMYJ3Fz6//7f/4t+Ub2EpUuXwkknndStvL4OU+QtVWX7S6NxWHvttaGtrQ1aWlpg+PDhwY9gU7iXMLrtz87OTli0aBG888478O6778LixYth5cqVsHDhQpg3bx4sWLCgNqiXLl1ae9+OG0S+l+3iJ0kpeXORN/y+Nu5JUhxlw8cA0I0oOhs48hYSgQkhdNZVeUj5lIzF6vJFq0JgyRMbzbBEJiSZmLpYbQ85L8nFEGst4kflLLot0dFQPaFpGJI8Z5OUx6czJK8k40uTIm0YFhmXZiF++J44Lj9uQ/ygg5Ohn9Dinkh1afj+N1cefuABb926+9vcA4RNTU21p0Pde1WLooDFixfDoEGDal8ywvcw+0D9uHtAb/jw4VAUBay22mq197RmxKMh3/PWF4EfUGhpaQl6uhYTLPd7+fLltY/Fu++PutXLe++9B+3t7bWneObPn1+LxLmIHV6tAXxI2Nxv+nkqN6Dd51O4e964l+1yDyNIUTbuZbvuN/5Pf+M0bsuIynDtW0XkKlZnLJFMZVPMBGg51mRStX8ZcqDJlWlrS78Ntcmq26cnhV0hNnHjMvX4C9XnI5ycDJbj8mlk3ZEk/A42Wg5O57644PvoPQB0i9hxNuInUrFet1viZB15c+9ic/esuTcl0CdS6b3LFgwePLim0z3xKoG2Twqk1tcIiCJv8+fPh9dffx3Gjh0La6yxRi393XffhVNOOQWeffZZGD9+PJx11lmw9dZbJzO2kTFq1CgYPnx4cKd2cF84cKSro6MD5syZA++++y7Mmzev9mLdOXPmwJw5c6C9vb32vjb3sl339Kj1Zbv43jV8fxsldJi8cS/bpVuwlpft4v/ab5qmkQHJoVLSJxE8rnxfxCJ2K7RsVE3L74vgcTaHRv1oe2q2xUYDNRmtXGuaFVof6M2IYlkbUl0XH8qWIZEmSTfXLtqCz2qnrx/hMrR74Cg5oRE0St6cT3VEzcm4xTl+nQi+x86Vg2Xcwwz4wbmOjg4YOHAgLFu2rFb24sWLYfDgwbUXAXd1ddUW8i0tLcEBCjePtLa2QlEU6r3zmbzZEEXezj//fLjoootgxowZNfK2YsUKmDRpEvzzn/+Eoijgueeegz//+c/w/PPPw0c+8pGkRjci8NcCQuEibQsWLIAFCxbUImdz5syBd955B95///3adui8efPg/fffh6VLl9beqeM+Nk9ftotXbfRJUu77oxJ5o+9rc+TN6aZkDRM7B428xU4OUj4L+UuhS8tn0Y2hTcTYiVt0cpEAi43cZBdKKDR7NPnQdvQtAHxpVsLAkVDaTvicpMtCDELOS4Sck6fkx1I3iaRw0SipTSTbfHXznbfKh+SzTu4SWfPJ4y1QVx4mdE7G5dHIm0tz71LDC2eXDz+R6srDT7DiaJ37OgJ+nYh7wbx7H9vy5ctrDzqsvvrqNQIY4ruxD4udKzM+RBR5+8Mf/gDjxo3r9nWDW265BV599VX45Cc/Cf/xH/8Bd911F1x55ZXwk5/8BM4999xkBjcq6OQqwQ12fEOri6DNnz8fZs+eDUuWLIHly5fD3Llz4b333oP58+fXInMLFiyAhQsX1siae5IUv7ON2oMfRnADXSNv9H1tTsbJcU+S4vLocUj7YHkrJOIjbVlwMnTiwmkh9sTKaeQyltxay/bZFCrL5UsVodLAkVzJphDC4Fts+OpmIYs+cFEe7rdUvnaM03x15Y414salWYkSNx6pDm28cmMb6/XZE2O3dC3oFipHzHAbuuiTk3FpmPTQJ1KdjNt9oaCkzpXn3hOH3xfnvszgvoSAP3oPALV7uukODNcGMT6tP0bKUiOKvM2aNavHduhvf/tbaGpqgquuugo23XRTmDp1Ktx///1w9913rxLkLQSdnZ21iJn74sGCBQtqL9t15G3evHkwZ86c2meuOjo6YPHixbXPWrnB6J5OwiF77klS+gkrSt60J0mxXu5JUjxpYofjjvF/h1RkLkS/hXRYJ8aqyUhqhG6FpiwjlPCEliHpi9nCDYXFFmuZlu3R1Fu2MfARNg3c9eAma6pfKrPMb83+MmTNnaM6uJf7UnLqCBTWw22bcu+Hc+SNazv8RKpb+ANAt3fAubLdQt5ts2Ly5vS77Vb3RGroy30zyiGKvM2bNw/WWmutbmmPPvoobLjhhrDpppvW0iZMmFD7XuiqCs4BuEjb+++/X7t3jZK3FStWwIIFC2qftXIkbcmSJbUX9OIBiR2AI2f4SVLu+6OUvLltUpxPexgB/9FVl0bcyk5s1gm56slN2kKK1eGblGOICLdlJuXRJmMLYdCimr46WPJSO2ndNGhROck23znf9ShTNykthLj6zsXI0HaMueYh5WJYZLVoHVcPLr9UlkXeN57xMX6ogZIwHKlz7U1lQsgbfq2I+6Mv93X2dHV11XZqXNqKFSu63bPW1NRU+/RWW1sbrLHGGrWFPrfjEQJMbFOhP0byoshbc3MzzJ8/v3b8zjvvwGuvvQZHHnlkN7mhQ4fml/HBh6se1yk7Ojpg4cKFMGfOHJg/f37tlR/vvfcezJkzp/bh3kWLFsH8+fNrBG/lypWwfPlyWL58eY+wOH0YgT5JSskb/cA83iKlT5JyW6TSC3cduImyLJGSyIWPjKQAnaykSEHoJM+RWmny8RE8KeLDETiq22pnTB5uEuL0cpElqleToWXRdrC0lQaah7alVDdOB9d/uHOWPsz1TStZxPXQ2kiyWZKXzvnqxhHzEGhtH3I+FhyplcYgfagB3/Pm0qlvxR+kt7zIF7+GBOtwwPKYVLpFu5Ndvnw5DBo0qPbVnqIoag81uI/SNzc3d5uHuDkgIx2iyNumm24Kf/nLX2DJkiUwbNgwuPXWW6GpqQkmTZrUTe6tt96C0aNHJzG0r6Ioito3R919akuXLoX33nsP3nnnndqW6KJFi2DOnDkwd+7c2meslixZAu3t7bUvJeCVEo204QFMtz/px+O5p03pk6QA0I284bLwoNTIG/6PYZ2QsAPUVrTaxBASebLYGOP8Y0hsTPlWm8rKSTKpyvcRW0kmpiwrytQtdFzElqW1mw+x/Tb0+pdpRyuhk/wAR0C185ScSws2rmxKni3XwflWupOC/2Pixd0rR8mbi4ThBx3wg2306Ve3o+N8v9O7cuXK2pcTnO4lS5bAoEGDoKOjA5qaPvxu6sCBA6GlpaXHlxqsyJE3G6LI28EHHwwnn3wyfPrTn4ZJkybBlVdeCc3NzTB16tSazMqVK+Hpp5+GHXfcMZmxfRE40uZepLts2TKYPXs2vPfeezXytnjxYpg3bx7Mnz8fOjo6avfFLVmypHZ/Gzeo8damO6afsJLIm/sD+DBih8ma9iSpZaK1giNinB6JfPnK89mWV4cZGY0PC6HjFny+iKDTTX/7tlBDCQEtg6ZR0sKRUGwL9yooTN4c6SqKD18V4kiWm0/cVx8c8BOpuExH3twH5YuiqJE3/JRqS0sLDBkyBEaMGFGbizKqQRR5+/a3vw333nsvPPjgg/DUU0/BwIED4cc//nG3++Duu+8+WLhwIXzqU59KZmyjA99LgJ8kdcRs7ty5tU9ezZkzB2bPng0LFy6sRdkWLFgAixYtgo6ODujq6uq2RUoHsvtzA8SRLvwaEIm8uTTps1ZYP32KSCNuMStsrS05ZyedxzKh2071gHX1nZGREQ/JB3Fb3r682hY3lrGkURuk3QOAnhE1ag+uE91adfMP1UVfJ+KIG9bl/uOHIjAxw8cAH7zcd+DAgbVXjXR2dkJzczO0tLR0ey8c3t3BgQAJOfJmQxR5GzJkCNx3333w8MMPw7vvvgsTJkyADTfcsJtMS0sL/OhHP+oWjVsV0NnZWfs8ldvifP/992v3szny5sjcwoULa1up7klSF7rWXrbrfmNi5s5pL9vFDyNon7Vy5fmeJHVp3G/uWIKPCGInRVfU9DgkElcvZOKWsSqjqsULt6jTZHBUjYu2UV9D9fgInWYTR+KobnqMn04FkO+Lw2lYxi38sZ/H302lurSX+2ISVxRFjbzhV4048obJnpt/hg4dCi0tLd1eEMwhkzcboj+P1dTUpEbVdtttN9htt91i1fdZrFy5Etrb22H+/Pm1rx7Mnz8f3n333VrkraOjA+bPn1/7bmlXVxd0dHTUtkjdgJNetotXMPhhBByJo6/8oF9KoE+kcisjTN4cuMgb/e0DJys5d+qYJHJWNtK3qiF2Mu0LEcT+XLe+inq1q+RbODkuEsad4/ycVB8LSdAicZyNWC+NsnF2Yz/JvWKEfjcVkz66jeryumgejup1dHR0e8VIZ2cnDBkypBZ5a2r68HUiw4YNq31qy0feMmzIrZgIy5YtgyFDhtS2P2fPnl37eLx7+e7cuXNrW6ELFy6EhQsX1h5GcE+Sumgdhhtk3BOhjqhh8sY9jIC3VnGUTXvZrhRlk6JrIQ6a2y6g53xptPwMO2LbrC+0daq69Wcy11frlsJuzV9JhMpSrra9KpWj3VfngF8bwt2Xhxf3OPIG8OEDCzjKRr+livO5d7/RJ1Ix3H1v7tNZzoaVK1fWvsLg8jjyttpqq9V2hQA+mC8l5MibDSbydtttt8EXvvCF0oXdeuutsN9++5XW04hwUbX29vbax+Pdx+IXLlxY+8C8I2jt7e3Q3t4OS5cura1uuK8kUHJF712j5I172hQ/jIB10SdJXTounyNv3G8N0nYDdUjUWYaW45PvqxOWBVVEm6psL428p7IjpAwOsXUvW249yihbt3pAikaFgiPlkkzIQtJ3L5wmQ8u1kDgqT/O48uj9bVIaJX3cE6l4BwgAau8bdVuxmLx1dnbW7rd29jjy5j56DwDQ2toKixYtUuuZ4YeJvO2///6w0047wZlnngl77LFHUAFFUcA999wDZ599Njz55JM9okr9Be+++26NkL333nswe/ZsWLRoEXR2dsKiRYtg3rx5sGDBgtoXFdz3SJcvX95tkAB8OBjpp6i4LVH8sl28lYoJniNq2st2AT58khTbwDm1EIdKHQuA/GJPfI46PYvTtjo+CutEaCE6ki7p2FK21a6YiVWLLNBzVv0WeWu0NrZsWoaUv4x+S7kpEVs3iz5Nnis3pK/FEvQyBLNMfpwXR7fwdiSnX9p61cgitVWK9mE97qlSTNawDC6PRtmcDH4i1b3PDW+J4teJ0K1Ut1Pkvr7gbOrs7Ky9EN7B3RfnIm1dXV0wbNgwWLx4sdj2OfJmg4m8/ehHP4KzzjoL9t57b1hvvfXgiCOOgClTpsCOO+4Ira2tPeTb29vh8ccfh/vuuw+uv/56eOutt2DEiBHwox/9KHkFGgXvvfde7YED9yRpe3t77UnS+fPnw+LFi2ufsnLbp/idbQDQbZDRJ0K114Dg+9mcHCZndIsUEzgHfA6n4f8Y1jTq9LhzFj0cUkyQ1snWSlI5WenYUrbVrlgCZy3fOnGXmeh9uqzysfqtdXPQ+nZqhC4wQvtzSN1C6muRtdbNos9yXltA4jTqC7XdAd8Y58qSSJxmNwD/mS1M3pw97tiRL+51IvRdcPgFwPgD9pQU4v9NTU01MudeD1IURTfy5vQNGzYMlixZItYzwwYTefv2t78Nhx9+OJx55plwzTXXwHnnnQfnn38+DBgwAMaMGQNrrrkmDB8+vLY9+MYbb9SYe2trKxxzzDFwxhlnwKhRo6quT69h9uzZ0NLSAkuXLoW5c+fCvHnzYMmSJbUom3vZrrv5k3uSFJMpt9VJHzygT5JyDyNwH4+XtkglEhE6aXKy1KlYyYV1sk+lh8tn0R+qsx76LG1ikdMQS5B6E1WTv3pBu+apowuNUDeH1GMy1r9wZAvvKNA0a1lS+VIkjsq487QPUDKHCZ3z/5ioOZ0uzT1J2tTU1I2w4W3Vzs5OWL58ee0hCJxn+fLlMHDgwNorRoqigJaWlnzPWwKYH1gYNWoUXHbZZfBf//VfcNVVV8Htt98Ojz/+OLz22mvw2muvdZMdMmQITJw4Efbdd1/48pe/DCNGjEhueKPBkbdly5bB+++/X3va1EXZ3JOkOByNByPd2sTkzffxeHp/W8j72jSyJv22gsvvW+1radJWo7T9Q2Wo7tA0bAf9zdmu2cnp1Mqktln0ce1G9dHflogEV0cMyXauLE031afVwfKf089dP8tCQ5pUubppk69kC3fNubagdkrXxtffJFt840DSr9mgtalmnyUfLZPKSWNW6o8SfL5Na1uf36D20t+cDvypraL48NUgmLy5fNI9b3h+oJ/ewvkcyXNkzqU5nTha5x5qWLFiRU2Hj7xl2BD8tOmIESPghBNOgBNOOAGWLVsGL7zwArz77ruwYMECWH311WH06NGwxRZbQEtLSxX2Nizmzp0Lzc3Nta8pLFq0qPY5rBUrVtReAUIfSHB/+ElSTN7ox+PpAwv04/GOpFHy5s7RcrEt3G8NnAOPIXlWSERTc/KSTJm0ECct2eCbmMraYWmDUBkOMW2oXRNfGZJ91v8htlqurfTb2i5WWyxlxfaPlLZoeULKDLHXKhvaFyxkTlo4+uRCy9J8LCZpTg++J45G2fBDBpiouXN42xTPK9IrRpxdmNS5c+4Fvi4a517k655Yldo0R978KPWqkJaWFthuu+1S2dKnMX/+fBg8eDAsX74c2tvbYfHixbWHEfCTpK4T0QcGOGImPUlKPx4vva+tykibhZCUASWGVviicVIeXK6mx1eOJS8nG1q/EB1SW/iiJVo+i82hxF6LjFjy0P9cvVxabN2sUUVLvbT6lVkUxS6itCgfd4zLkiK23LXwRUNjETJWfRFMB65P0fPasZbuu07aOJfq4uzEkTgA/uW+eA7BRK2pqee74PATqfjFvU6Xk3dl4RfNO9Lm/g8ePLj2ShIOmbzZkN/zlggLFy6EQYMGwcqVK2HZsmXQ0dFR68C4M2Kyhu9L4z5h5Y5pNM7JAEBNB/6IMPeyXUzcXBr+70NKYsbpjiVqLj/Whf9zg9ZSlq99pPN0cvdNUGUmZcsExKXH1o2et9RNm1CpLq1NNaLEESofwbVcD2ky952ndbOOtVASzqXHEGtsOz2WCL6UhiM6Wj56TiK9PhmLLq4fWnyhtY/EwtdGmm5fv5PmHSxHtz/pi3wdwQPoTt6498O5vE63I254a9WRNzdPZpRDJm+JsHjxYhg0aFDtPTgrVqzo9mJEgO4fdaev85C+P0pftos/Ho+JGiZrZT9pJcES1YpdVVsmhtDzVr0pialVdwxZ1XT7JqAUdYypm3VitEzK0u/YfuA7H0vwY9s6tp4xY7kquZBr4bM7tl1jrqVFX9kxFBM15+yIzY/fLID9M74Hzv1p74JzeqQnUimBw/bjhxok5MibDZm8JcLSpUth0KBB3d6LgwcIfZKUe18bR96khxG4bVJXFiVrlLi5NA2aA4whERb9HLSogkYQY7eOaH5fGfSctVzJicdGX0KQaltNgoXUlWm72Cit1k9SbuGF6PIthLAeSW/IdmFVkBZwIX0BILz9Q/oMp98y3jS7OH0SuOtsXbRIen35MZHi+jq2Ab8+hL7cF0fZXJr7jCMmb/QpVBzlc0+kurwZ5ZDJWyK4jonD1XjVQh8qcO9r0x5GoO95ow8jON2WSJtL51C1Y6dlYYcSQgS0+mjbIrHEyEcwNIIbOmFa7aL1SE06rJOJlDeWvLo0S1Q3htz6+n5Z8hNLlLS6Wft7mbpZYKlbSJvTc2UImzUv9jucHaF1K4tQnRoJ1mRw/WhUjM4TeB5xshx5czL001sA0OOJVLydir+RmiNv5ZHJWyLgfX86KOg3SXHkzfckKf2sFfeyXUrcuP8YqZxRrJ5Qx1vWFmt5lgklZLKIgeV6lZn4tDxlroeljWNIXWhdq+hTIeWmvO4p5cvkjyFKVaKKNk41JmJtiyUXtDzLgpNG4OjDDZi80Xz4bQn4qVWXF2+3UrLozuP/GfHI5C0R8IrEkSz3m26JauQNPzmqbZHiQYWPXRpF2UnVgthtr3ps68RA27Lt6wiJJvVW+b2pu4yO/ly3KvX35hircsveglSkj/pVnEajpzQKp5E3HHlzMvhdcE6GfmYL66JPp2p1ypE3PzJ5SwwcMZMeRsDbpvhluzg650iZI3BOd+jDCJx9PkikxXr/h4+ccees98dwx1b7tWPquKxtarU7hZyUj7Pdnae247qFbpOWnbhitrtoHSzXlqubr/2pTamJWyhZtvbbGN3W8WwtRxvfms7YBYTWJyQZXxlWSHbTsciVreXjbLHYLl0Pa35HyrAtHHnDL5d3unHkzaXhV4bgNsHbp/2RSPUGMnlLBPzUJ93udE+NcpE3St5CnyQFkLc1YicgyRFb9YXYYZnMQ+ul2Swdx07cmjOOIX8xZYdcrzIEJVS+TN2kPNZrG9MHU8C3sLHm9fVTKhtKxFPYFKKHk7dcI65u1nyh9pSR9/kx6fqk8tk+HRrhxWmYWGEyh8mbS+O+zEAjb+6hBieDiZ2EHHmzoTR5e/HFF+GRRx6B2bNnwxZbbAFTp04FAKh9v3PIkCGljewLwNE26UnSIUOG1Do9lcGvAcGDwxppK+NYG7Fj99VtSmt7W0hrbyJF+/fHujVqv0xhU3+uW2+jqjqE+hucT/L7jmhh8ubk8etGMHlzslLkDd9X19fud7vlllvg8ssvh+eeew6WL18OG2+8MRx++OFwwgknwODBg3vNrgF+ER6zZs2C3XffHbbaaiv4xje+Ad///vfh9ttvr53/2c9+BkOHDoUHHngghZ0ND7fl6e5bc2QN/7k0J4OfJsX3t7n/OALHReLwOYDuxE4jdBRWeboqwysk+p9L85FErLPM5Oqzh7NFO+bsxvqtK8WQukk6fXZp6dbzAPJqPKZcLn+IXmtZ1vxa+1va3WKHVOdQWMeORUdZPVL+KnRadVvssdpnHcMhCPELPsT4di6fNl9o8w6en9wfnve4Oc/Nd/jP5fG1R+q/GBx//PFw0EEHwV/+8hfYcccdYc8994TXX38dTj75ZJg8eTIsXbo0Sm8KRJG3efPmwac//Wl48MEHYYsttoCjjz66R+McdNBBMGDAALjzzjuTGNrowJ3T12k50sYRN0rUfH8cQgmdNYrHOQJORjqHgUP6oY5JstG3ReHbrvBtF1nrRvOEEmqpXF9ey/lYshMa5eXyc/XDxz7bpLYp68R97W5pC6luoe2ulUuh6fT1Zcs5LEPLqjJCq0WIpLzW/hpaVoguqzyOboVC63vWeYELBHBkDhM47o/ObZTQ0blQi1g1Cnm7/fbb4ZJLLoG2tjZ4/PHH4d5774Xf/OY38Pe//x222morePjhh+H0008P1psKUeTtBz/4AfzrX/+C7373u/Dcc8/BZZdd1kNmjTXWqFVwVQDXOTXihgkcJnISaZO2Tx1CCF1KxEZ/sEyVdlocMrYnZpBz9odE9mKByYoFMZNuzLVJGcFI0U6S3pS6U0REY8pyoMQ3ZYQspN+ERigtabS8KqJ/XFllIs4posCp4JsbuHmFm3+k+7o5AkfnPy6g0eg477zzAADglFNOgQkTJtTSR40aBT/5yU8AAOCyyy6DBQsW9Ip9UeTtjjvugPHjx8MFF1ygdr4NN9wQ3nrrrWjj+hKsETf6YIIvwiadA+CjXxK5wwhZmWkybtVI02g6nUwoaYud7EIcpDS54t8xhFeyAdeNayeLvpCtFF/+EBsstrnjEKJG29oSUeH6UdnVNW2XED3ShE4nQ42EWMi+tXwOVv1WchLSbzR/4ksrQ+bKklepHNpnOVijkaEEM5Wf9s0R3LE290hEDs9vEonDkTgJjRB5e/PNN2HGjBkAAHDYYYf1OD9p0iQYO3YsdHR0wD333BOkOxWiyNtrr70GEyZM6HbzIochQ4bAvHnzogzra8BETYq0acRNI2kANmImESSaNxUkh0zTubrETkIOVjLic/5lnawvv3StJOLqs81np5TfR5QtkK6rVAdKbLj8DrHOV5uky9RVswH/tpIVny3Wa+3TK8lJ1yrEBqncslEvbTFnWZho/cqX7ruOVmgLXFxG2bay2oL/aN/V8tDfnD5p7qLROG0rtdEjb8888wwAAIwcORI22GADVmb77bfvJltvRD1t2tLSAosWLfLKvf766zBixIiYIvoc8Ifm6UfncWiZGwAA3cPVDhIR4n5LMrHpMStJiVBxK+MQksLls+aJIa2WOmjpIfnxhBU6gYSQ1yrIO2eHq0cKAhVaNk0rW1ffNSlLDmP7pDZ2fDpDFwcWn5GS+Fj9REg9OTjdZfX4QAlbqG8OldXGg5Zmjbo2NTX1eAkvzs9dM+oT3GtHJMREynwI1Tdz5kwAAFh//fVFmbFjx3aTrTeiyNvmm28OTz/9NLS3t0NraysrM2fOHHjuuedgp512KmVgXwF+CS99Xxt9ehSTN7riccArHZzWm/BNOFbHFFuP3qx/Cqcbo98KHzmsJ1I4Xq4+vkVASljKj9EJ0D0KlrqMlPAR1zLnqy6/jO6yiF2cSvlj9cRAW0xyuzlF8eFrQJyM+3Mvl6fkDX+wvt5YuHBht+Pm5mZobm7uIeeCUxK/AQBoa2tjddYLUdumBxxwAMydOxdOPPFE8Z0tJ510EixZsgQOPvjgUgb2FdBQsfYgAn29B/5Pf2tpsaBh8JB8MXpoFCZkZcVtlXARP237TNIbs/UjbVP5bPFFLrVtwbJ184FrV8s2pXVrMwaWMZBqTFivV0x50rXjxoIW3aWynC4tn8U2yzV0MiHj3SdHy7bYTSM+NJ9lzEh+KcRuDjTaJslIvjPUJ/t8cEy/9fV/bv7CQQluK5X+18D5ljJ/DmPHjoURI0bU/s4///zgtmkUREXevvnNb8I111wDP//5z+Gpp56C/fbbDwAAXn31Vbj44ovhlltugSeeeAI+/vGPw7Rp01La27DAn7bChA0Aap2aDjRpAOC03oI1rB6jS5qgaIgdr+5wPro6tLYVXTladeDJgtpjneRxHjr5cHponakdnCyVwemWiCnX7rR8qteHFBGYKvTSa2rRybWH7/qE9k3uumvgrg8lD3RcuTSpDKmvSnZJ49Nqu9SfpLr5/INkA1d/rh/gMqXx6usr1j6locrFSSh87eDmOFcW/u3kBw4cCEVRdHuRb70xa9YsGD58eO2Yi7oBAKy22moAANDe3i7qWrx4MQBAN331RPQ9b/feey8ceOCB8Mgjj9Ru2Hv44Yfh4YcfhqIoYIcddoDbb7+94W9MTAVH3pqaum+TAoBK3FLCsuLrTXAOjZIXbjKUnCo91iYaOnlJNlkmaKrbImslefS8pW7uvCSDiYGPnOD/9HcMqlqElNUbez1CjsuAixLR62whLdz44vqKpZ9J0BYe3GJCIpM0SmLp89zYspAwDZpPsiymaDv0FqR2r7IsfEwfaHQEzn3AXgLtByng9A0fPtxEtsaPHw8AH5A9Ce6ck603oj+Pte6668LDDz8M9957L9x9993wz3/+E7q6umDs2LGw1157wT777FOZ425EWJ4cpQ5BchAcYldwlgGrraargEQwYieNkBW/JCPp4I4tkQJ6rK3wJV0heXxRAGuUSCK5Wj4NKSNvFl1lyrO0UaqyYnVpY8Q6frQFUqr6+IiP77zvnMVWS91C9YZE+32+JhSh+bgFQGxezhaJmLv/jsAVRVHbkQL44IEF7U0VVZI3K7bddlsAAJg7dy7MnDmTfeL0ySefBADo9g64eqL0t0332GMP2GOPPVLY0qeBnybFnxUBCCNqGjGIWemlGgQWgiet5EP1c5E5ny1cXus5Ll3TY9XB5QmZ8GOcteU6hdatjE0aQslPmQkzRn9oP/LJlGn3kLJDdFSxwPbVW4pe92bdrNerjM0hC79YhPhcDlzUXfpPy3XnuPnOETZ33nfPW29jzJgxsMMOO8CMGTPghhtugO9973vdzj/88MMwa9YsaG5uhr333rtXbIz+tmlGd9CIm/ZiXQw8ICyDjg4u/NdI8BEsn93c9lAIJEfDtZ/mkLmtHO43ldfq51sRa23iqyPXn3D/4yZSi82aDVwbSWn0N2czzc+d12z32SPV0ze2LP1AayPJFqk8Cp/9nDxXjuaDLDZL9ZR0+iLSseNb6uuSHVreGFLGjSUOVUQ2sW5qkwXW8a7l58qjkTf6R1+RZbEt1V8oTjvtNAAAuOCCC+Dpp5+upc+dOxeOOeYYAAA49thje+11aKUjb52dnTB37lxYtmyZKKO9K6W/gIu4ufTUA1ZyVCkR6xRidPvOx0RnpP+SXuyIq9zKseSxRme0Oobo0MiCzzZLu0r2+tIt56V+6ruGvrr5ygqJolgismWiuZbzljaU6h8TLYy5pjHjPMaOsnWTZKomZhxS+eWU/t2Bi8bh6FujY99994XjjjsOpk+fDjvvvDNMmTIFWltb4YEHHoD58+fDxIkT4Zxzzuk1+6LJ2yOPPAJnnXUW/PnPf4bly5eLck1NTbBy5crYYvoMfBE2K1zHppNeSsIWG83i9GBwOqVJqTdhISV9xcHEICSqIF3T0Gvo02XRycly5BCn+8gpldHskc5Z62bRif+nHvehWNXHQAysOhu5XaUoJT0XAhrE0OofGynTEKvvkksugYkTJ8Lll18OjzzyCKxYsQI22mgjOOWUU+CEE06AIUOGJLUzBFHk7cEHH4S99toLVqxYAQAffELCPVq7qoJ7uhTAvnrinDc+73RJv7Gcg3X12NtkikPspMW1XcwKORWZ48hFqokjRI91i8eB679SdFLSb213rNOnxxrR0WyVQOU1XTF1k+Q0Gd8kJ+nSYB1bVS1ouPKtulPZ0MjkKQTSnEDhS6fntWMpj2Qf/e0icH0FBx10EBx00EG9bUYPRJG373//+7BixQo4/vjj4fvf/z6MHDkytV19EiEOgVu5a4OPTmz0N1e+5OhiVlL1jqDFOteqtjJS2VNGl6THMqFZI200zeWl/dPXZy19k9PDTejcIsUalbJO9pI+rY/75GPsspDgskjZl1Pp6S9kKhaxC7tY4maRpSTNek5CX4y8NTKiyNuzzz4LH//4x+Hiiy9ObU+fRegqPxYW0uZDVdE2K8GTJvL+AI6IVL39FBJRi9VLo2P4t1Y3J0NJjY8sORlaJrUF5wslBVxUz9lqGc+avDY54rpJNmikVkPoJNobKDMeett2itCorkXOMqYA0oz1/uR7VzVEkbe2tjbYfPPNU9vSp4EdsgRrtI2brHzbpdIEp0VUegsW5+0jpr6JzRd1rGoS0Cb9mMlYQ+h11KI6oSSH/raSOB9R0fJL9vjst+jUypHGkNZ2WiRRs4Hq5XRIZVoRGimNXZD4fI+2k6BFVmNJbWyesohZXGvg5oKQSJrvHP2tRdw0GQ5Wf5Mjb35Ekbedd94ZXnnlldS29AvQzhlDPjSHrf2WJgqOHNLjenZuizPzycSe97V1FbD2iaohEYcQ4hQj4yM51jJS2RNaDjeuQiJzIXW0kNIq+4+VpMYQN00H91vqnxq5lVBVP+tNcD47NM1C4ELTHLS5T0MmbzZE3TX4ve99D55//nm44YYbUtvTZ2F16BxcZ9X+nBzOI+nRZKTyY+DqjOvuk5EcukWXpF+Dr26N7qCrhBbF0fpeTBk+mdCJIbRcWpeYcQIQvkUtLaBi21a6VtpxGcSOD0s7We0su7BIhZS+LNbflYVvrHHjxDcvWYHnx1XZ76ZCVORtp512gptuugm+9rWvwV133QV77bUXrL/++uITJLvsskspI/sCYjpkyBYIHii+iBoXddOcqeZgemPFYlmZ+cLuWtREk9eimZoeawSgTKQvJq+Wp8ykGBrxiJErY4MWwbJEtywos8go2we0iF6ZidHS/612UXuoL0rZl615NDursqFKaL5SI/XawiFkYVOGwGk6c+TNj+j3vHV2dsKwYcPg5ptvhptvvlmUa2paNd7zlgLWrU7qBLFDcumcDKfLZw/OQ8upCr4yLG2Bz0tEzqXRiV3TSR2b1RmFTBjc9aR2W5GKUKYmCBqZkmRD8pVFGYIeCq5vSNc+hvhY7Ob6lVS2RtB80BZDIYulkPOSHTFELsX1r7rfSmmhZM6SL6P3EEXe7rzzTjj44IOhq6sLRo4cCRtssAG0tbWltm2VgZV0YXBkTSIbKZwFRyYtEbx6EL2QY1+6T0cMeQidcGMjE1ZYJ/NQggCgE+sQvU6OI9Zl2yW2bpqekMWRRH58i6MYwpFq/Fv7fcw5X3+3nrec4+pRdSStNyN1Wt+l52maFoGr0q/nyJsNUeTt3HPPhaIoYPr06XD00Uc3/Edm6wE60cTAt/p1MhJxk0igFo2ylktlywwGjmz6yreE77U8Gpn1tQ9NLzMhcoTGV07qiI+F4MZEMmLTrPpi7IrVIZEVKfoVYlcISZGijfWMFGFbOL2W8VKFPWXL8OUJ7SdVw+IDY35rJE2SC0EK/5LRE1Hk7cUXX4RPfOITcOyxx6a2p8+izGRuXUG7ciTiJkXeOFurdKgWpIoG0rr4tpY0UmqZGMtu4YRMCFoUJqN3UO+x0kiTnHUhQaOmVSxAsE34vyufpml5+zIsW6HaOSuBi7VHgs+H5sibH1HkrbW1FcaNG5falj6PGCdlcYRYTtuq8W2/0nz1cF5WQllGd2wEJDRPPVfi1m0KLfIgndOOcX5JB87H9SltC1WDVg+L7dqiJNQmLqLNyVjqprWfpCembj6buDpJPkvKb1kQ9XakpTdJmdT/q4aVxNHfIeTPAi0Cm5EWUeRt1113hWeeeSa1Lf0CqSdvK/nSInPcb6zTMrGVrVd/Hryas9bamJ4PaSNJXotEUjlqO5XlopF4pS7VVzuW7OCOOXuobkt+aStII7kWwhZCgqXr7isP5/XVTRvLGpHliLilL8b2XZ9d1H4qGxL96w1UtYCTzpX5LaVZSZylnUPbI0febIh6z9s555wDs2bNggsuuCC1PX0WVTkK3JFpp+bS6W9Jp/S7ioHjg1vR478Ymd6CZg83gdN2ptfO4rS5yRlPpPjPt8LWoku+srEOTAZovblr54v20Ppwunx14+yjZVPSQ+2jeSmplX5r8LWhb+xy7Svp5kidZJ82GeP+KfXdEHB2auNfymfRbZFvdB/E+QcLyQqZJ7T5hitD6yuxoP0s1V9/Q1Tk7bHHHoOvfOUr8L3vfQ/uvPNO2HPPPdX3vB1xxBGljOwr8DleijIrVlee9JvKUjvpSpbmS2UrBy3iURa+KENvIVXbchOerxxNRpvMLflC7Qux01KmlqbVjbZ5SDuG6JXStHpospbrz5Vnbcd6+YB66q7Sjt6yWSJVIRE2a3QNw1dfutiS8jbCte7riCJv06ZNqzmJxx57DB5//HFVflUhbw4+8kTlUjgujoxJZUirJ4sOLl8sqhjAVvJQL1RN5GNACa2VcEg2+qI1sfWKyRu7EElVNyvB9NmpRVg1hLRZDFHx5ZEWixbdjYBGIWNaOke6tAiZldilQMyijKKKSFmOvP0fjjjiiIYZbI0CutoI7Sw+YsSd1yZhGtWSInNcPirTW6tiS3v62qkRwbUxjUByEUmNWFPdXD5atkRiNFmubK7PcZEcLTLM9T/NNlqOdE6bFKWxgvVwdmnjSGoPTq808dJ6cLZL8vWom2Uh2Miw2tjbddEIGXdM08r8ttqWKqKcEY4o8nb11VcnNqPvwxrxkSbXUIIkEa6Q37R8bHdvb2P0pdV6LLTrI10vieBxhAXr0mTxf4kwcOkcWePspDpoX9P6sVQ2tYGSIV/baHWT7MS6pTpqMlyaZhfXHj5iprUVrZu0iKPntXrSumXoiPWrPsJVlqiFLnq1Oljmwhx5K4/oz2Nl9ITVYVtQljxpK2XfqlrK59JpPodYe7l8VQ42jahqhITq0Cb1EOdG0zjnJ610uXySLk2WEjif3biO0n+fDq1cSxv4Jglf23B1sejS0jibrQs77ZxWfqitoXW1tKsP2pjQojjWcViPxWYK/Zb5QCJWliiZj9iFgFsUhLRBzJjJsCOTt0SQHJpEhvA5moc75qBFYThZyXFIJEaSsdqoRQe5/zQPVz7V75OzyFgn+VAdkh6rM+UIUhXwkTYOKSbtUF1VtUGsXmvdYtpAi4yF2FRlvwmZnGMIq+8cPl9Gh1VGgnRdfJFbTpZL06JkFhlfXg2+eQXLScehbZsjbzaYyNuf//xnAADYcccdoaWlpXZsxS677BJuWR+Eb1WFB4JFHsM3gDSixP3GeTQZTr/PRh9SDnTOhhQTVko9sajXKrXeE3x/QZWkMzZq0dvtrfk+LBPjXxoNdNEjLUJjtig1Mlf2t9UGTIxDFtUWAt/XrnUjwkTedt11V2hqaoKXXnoJNt1009qxBU1NTbBy5cpSRvYFuEFsXYVJUTNNP6dHg5XQac6Hy+ez0XquigGcSmc9nQsX5bRsWfi2jKSFAhf9jb2+WkSVk+X6HNVt6Z9cXktk27JQ8dkhlSXVjZan1ZezgbYtZ79Wd06G0yfZI8laCZe2WNPSGh20TUPIiYVMhZCyskSNysZcM+mYS9faJ0febDCRt1122QWamppg2LBh3Y4zPgTtqJzzxOmWlahWjhUWh2sldjHl++zB6dT5aatXyRYfEaoXQsqUJmefHq7PYV2hDjd0Upby+/L6FgUWmzgbfce0bX311SZjbaKSCC3Np10nes5HEDQiYZGnchzRtJJoqS5WWOR910zTEerDtH4U2yYaJPKlETQuPcbvafZaSbel3TN5Kw8TefvjH/+oHmf4yVbZzuOLakhlcM7FspLWyGcIodMmZqzPt/LXYG2TehI5n+3aSluKtliIKc0jyfrawtJOlnI4vdy1tpQntYevbvSYyxdDtqVztBxrVES6niG2aAsxDtL1811bqW4hk7lWp1gZzs9xMqHlUGJMxypH5i0kRLveUt+U+pPlt8WOGMLJIWReyAiHibxNnjwZ9tprLzjppJOqtqfPQlqFcatwDI0wUf34P9UhnZPkLL99dkpkkNrM6dGiDqEkK2S1mILA+a6jBSETR+hqWEqXokWhtoeWY81HEUIGpLr5yktZ7xCdZepmPW+NdHD5UhExB84Plul3EsqMGUkuJIoXs1jjzofIx0TbLL5ag69vSect14ezL6MnzJG38ePHV2xK3wbXQaVVoLTa1pyFhdhZYV2d+oidT0+I09POa6vs3kDZSU2KPlmiCT493DXz/dfKkM5ZJ+BQvS7d2R9ig/Q/1A4rqbDojBnroTbFLN7KInTyj5nA64lQshdCPlMQsZTEDSB+gaOpvocAAJYRSURBVBWySNJ8eCNd+76K/KqQhKDkzEJ4fPlSgHO0voifJCORA64+vjSuLN/E7WsXC+kNIcZVgHNkRdHzxagW0qVBu66cLdqiwdeHuLKbmmz3c3FkS9IfEtnwETjfgiqEkFB5+lsicVwdcNtQWWmcaHWVfJBE5qht0mKDy8vBSnJiEXKdfLAuHKi89RzXtjS9jIzFrlhYyVjIOQ7OF6ZEby30q0QmbxVAIm2cHD6n5dMiFBoszkVz+JytFhlLGpfXt8rVSGAjwnLduMmBIxAScbO0gzRxU8IgkQLOJgux52zgSKhETq11sxA9SU4id1zdtPFsIWjS9fORyhDCbukzUh2lc5a6STqqROryNN/EEXTLWNTStPwhMlpZFmjtGEvGtHwZ5ZHJW0WQnK+PfGir5XrAskrXVuwxA1Sa5H1pjQBL9MkHSYZzktrEbuljEkmUzlujDhzxonaH1M0S1bIuCPBvaz/SSKtmt2aDJR89Z4loSG1P60HTtHqFtK0PljFSdXQuBJItVgJt0a+lWX7XAyHkK5bgcciRNxsG9LYB/QnWCYQeUyddb3CDJcSZ4PxUl+SoLJEAH1y74b96w1Kmq69UL26FTX+7P45caRMtjWJpxDv0WGp3Siq4+kqLBFoebQdpUeEjG1SnjyxY2olrE6mNJVt915azWyN9oRFCSzou2yfHwTLp13Ps+vyGZbHCnbOQMslnSvJS2VUQHA1cG0nXzkfcGoWk93WYyds111wDAwcODP4bNKhccO+WW26BXXfdFdZYYw1obW2FbbbZBi688EJYsWJFtM477rgDpk6dCuussw4MGTIERo8eDZ/85Cfh7LPPjtZJiZjUubXVtOZUJCdThrj4Jp8Yx6MROo7YpSBxGiwEL4YEWuqNJ1JNr9RPOPs0uyX4Fgk+Akb/a5EJa918EyZnM9c+IZO/pR3wtfOVJ6VZr7OPQITqp+VIeXxtSn9reSRI4x+fD0VVY1mDz07Jp/l8IdUfIiOdC4G177ljmoees+az9CHahqn++hvM5K03Gu3444+Hgw46CP7yl7/AjjvuCHvuuSe8/vrrcPLJJ8PkyZNh6dKlQfqWL18OBx10EOy7775w//33wxZbbAEHHHAAbLnllvDqq6/C9OnTo231IaTT+/KlcErUBgma09VImZQ/tX2pYY1KWJwW/Z0ase1a1pHV47r0lrOterK3ylSRNwa4Paxl4wUL1uOOG3EilWwq0x/q4TtDCLVPj3bNJHlqhy+fBZm82WAOi+25555w8sknV2lLN9x+++1wySWXQFtbG/zpT3+CCRMmAADAnDlzYPLkyfDwww/D6aefDhdddJFZ59e//nW45ZZbYN9994Wf/exnMGrUqNq5rq4ueOKJJ5LXQwN1ZnTl74AjHVonrBfZ4Wz0yXB1sOSnCIk6aHqs+a3lhsqFwNcnQvLhY6eDu1ZYVipL67dYt+86SxEUX704OV+5Wl4qo/VXyzWhtnCkJrRuFkh2SHZrdnDj1wepv0nHVcNSnq+v+EBlJUJmzR+L1It639jsjQV2xgcwk7d11lkHPv3pT1dpSzecd955AABwyimn1IgbAMCoUaPgJz/5CXzqU5+Cyy67DE4//XQYMWKEV98DDzwA1157LWy55ZZw8803w+DBg7udHzBgAOy8886lbJYmPw3UsWoTKC3DsioOcbo0H1c+ZwNXtoW0WfJLx9jO0PrFlO9zrtJ1jC1f0xvi6H2kC8vhsiwO2uXxkQOOJFIiwxEdrmwt3enTSBTOayXA2jjjyCKtG71mEumVxpg7lq4ll1e6llr9pLK0dgptvxBUuWDS7LIQfyndSuIsv7UyJTssCyYAPynzHWv+weL7NFQRKeuPkbeGfGDhzTffhBkzZgAAwGGHHdbj/KRJk2Ds2LHQ0dEB99xzj0nnpZdeCgAfbMVS4pYazvmFrvhwPpqfO5b0WNJDwDkUl0YdD07nfnN5rDbQP02HRa9vUuPKsuhKMelobUknW+l6cDISGeH+c3q1a8qRI1oOrgNXBiYcWIaru2QbZxO1i9pA82NCxPUBrQ1p3bi8HKGjOrn20641Ja9SH9LqLZURO/mV8T/WMRgz2XPkX2sTrWzpd4gv5OoQW6eYNvfNNdq8ZNFtnQ8z7GjIV4U888wzAAAwcuRI2GCDDViZ7bffHmbNmgXPPPMMHHrooaq+zs5OeOCBBwAAYJdddoF33nkHbrzxRnj55ZehubkZtt12W9h///2hra0t2uaqOia3KtYmSQnSqoybsELrwtnjs1uS4eyi58qkWyFFfOqFkJUznYw5Od81xzK+PoLzae3ki5ppOqgMTaN15PRQIsPl5+qvTYLSxEXL56JhXN04/dRmLo80lqj90vWg5yz1rTdCF7+p4SOM3LFE5nznQu3y+UrOp3LQggBVtq114ZoK9fbf9UBDkreZM2cCAMD6668vyowdO7abrIZ//vOfsHjxYgAAeOyxx+CYY46pHTucdNJJcOONN8LkyZNjzTaBG3RamjYhaw5ccszaRMYdc/o00qXVzSejTfw+SOTUQnY1+0NkYlFGt6uvj8hzhIjagHX5SAbNI6VpiwZpNU7zaiRJSqO6NMIotb8v3Vo3TD4lgqy1iY/4aWNFIu9cOb6FW29N5qlkrITGl9+XFiITGm3jFr0ANj8eS9RidGdUj4bcNl20aBEAALS2tooyLkq2cOFCr765c+fWfn/1q1+F7bbbDmbMmAGLFi2CZ599Fvbee2+YPXs27LPPPvD3v/9d1dXR0QELFy7s9qfBOUnJKfvSsPMNHWC+AaWF+WkazaeF/n3bApJMKLjyJMdidS4+R8uV6bMpRFeIowfwO2RpwvI5YGt7WfX4yrfUjaaF1C3kvCbjq5sUASw7uVrttsBSNwmWiJMmb9FdReQF4MPrQMdeGf+Df0u+jspI415rW7wAwOcsCzdr/+PkaX8PmcNC/C4G104p/vobTOStq6sLrrrqqqptqQz4wq233npw7733wvbbbw9tbW2wzTbbwJ133glbbrklLF68GC644AJV1/nnnw8jRoyo/bkIIEDPTluFs9XKCJ0kLNGKWNLjc2Dab02fjziVhcWpae1ivfbaNbTYZm0DSZ+P8EryIeRUys/JWm2Q7PYRYG0hQmVC+xk3uVoRu7ixEH4fgZDqooGrn1bvkPaI8Tup4Lv2oT5Mu56hdln9hHVBEDKfpEBV8+KqjoaMvK222moAANDe3i7KuG3P4cOHm/UBAEybNg2am5u7nR84cCB84xvfAACA+++/X9V16qmnwoIFC2p/s2bN8pbvgzUC5yMM9Jg6Q0kHXsWFrFosq0d6LobQ+SYvDZycZZIIJWr1dkqWSbSKFSdXV62NJftC7cKTmFauptc3uXHXU6qbRpJD6uZ0cePVl8+im9pr6dMSpLageSwEMGZ8WfSl7POcz/IRbF/5IT4ToPuWOfefk9f8P5XTdGiyVfo7aQ4q+9ff0JD3vI0fPx4AQCVG7pyT9elzA3vDDTdkZVz622+/repqbm7uQf5C4CNPUholWNy5MjZZOziW4Wxzx9I5TldKJ6BNqlim0Vd/WnvRNEwAcJrTQ2Xwf65M7jyXD5dBy9VIPNbnq4umlxIfX7/z9cXQukmTN9Uj6faNY+6aSZDqRomhte+XGR+9uYixjpsy4K67T86Xz7JIqIKAaO1naVvrtQ7xuVWQrf5I3hoy8rbtttsCwAf3qkkPJDz55JMAAN3eASehra0NNttsMwD44CW/HFx6mSdOMaqIeODf3CDTVl2SLqpTWuniAWUZhNoK07JqlVa9Wpq1zUOiJFUMeqtT99WJI2nut/Sf5pFW5fi8Lx2fxzZIfUqKCND/VC8mIpysb4xo0QJL3ThdvrpZ9HB187UJJbGW8rjjUISQlXohtFzJb/jSaFkh/s1no9QvtH7mu7acvDZ2NOJWFiE+N8OGhiRvY8aMgR122AEAAG644YYe5x9++GGYNWsWNDc3w957723SeeCBBwKAvC163333AQDAjjvuGGMyAPBRAfc7FNKkap2sfOd9kxmVkSYRDM5J+YiKRtwkHVKaZpNE8HzXxlLvUPiuE/7tuz7SsUZofeSZy2uZ2CQbqI1cn9DslK61pEebOEPqxpXhO6fZGHp9tDGASR+tp3RtOYT265D+WA9ofSBkQefzMbG+ytrXubIt7Rk7T6Ra9Phs4kgb5wMwuGuY4q+/oSHJGwDAaaedBgAAF1xwATz99NO19Llz58IxxxwDAADHHntst68r3HbbbbD55pvDlClTeug77rjjYI011oB77rkHfvrTn3Y7d+ONN8Ivf/nLmlxZcKTNt+qXOjzVQ3X5VmSxKyrOOWkTrzZBWsgYzUvlYhyxddL3rWg5Weu19NkYAqtuzU7NeftW+Vq6ZIMlXdIROy64/o/7sDZB+coIqVds3XwTLFc3el1ovhgikGrCixlbIb7SUreQuvgWN5YyfIscX7q7rqHkw+r7ffMGlad5Qvybsz9mHsqQ0bDkbd9994XjjjsOFi9eDDvvvDPstddecMABB8DGG28Mzz//PEycOBHOOeecbnkWLFgAL7/8Mrz66qs99I0aNQpuuukmaGlpgaOOOgq23HJLOPDAA2HChAlw6KGHQlEUcPrpp5sjeRw051lvWAYuPdYmdGtUQoN19SrloWVqEQrNtlCyYT0fAqrLt2KPQYxOra2t5WDgelrJtCRjsUGKoEjXzicvtSGnM/aaSRO49pvaIdWD6pdsDCGpMahybPnaXVtEWvyLpDPUl4XaHErurf6+HihTviWKFvPX39Cw5A0A4JJLLoGbbroJPvGJT8AjjzwC99xzD4wZMwYuuOACePDBB2Ho0KFB+j7zmc/Ac889B0ceeSTMnz8f7rjjDnj99ddh7733hnvvvRfOPvvsUvZqDtT99q12JFhW9RYH6RtU1kgBTYuFb7Xqk9PStDLpoO7twW2J+MTqdHWjk7wWGaCkQCPwWE4jfFTO/WE7peuCFxEYnM1c2Zb6crqpzdYoj0YULHWTrpUUSePaUKp/f0IoaZJkrf5GkwuBz59a/D2XZvHHFvmQeUmag3zjLaMcGvJpU4yDDjoIDjroIJPstGnTYNq0aarMpptuCldffXV5wxj4BkHZCVla6WPHTQcPN5lJK/UytlgjG5QQWO225CuDGJ2cHNeuluhTlXBtp0VXuTz0nJYXl8HJh5SppXHH3DXz2QrQnZw1at2kvL482N56Rl2kcSzJxOpOCY20SXIh+eoFyxiwHpctG6eF9oEqImX9kSw2PHnrrwhZHQHEdT6O8DhdEhkqU76F+KQgZiH5fGRKOpei/Tk9GnGmbWMlGRY76zGB15MkpCg3hNz0Vt1i4evj3PgKiSzWq800HxDS/7nzIYQrluBJuqRrgBFD2vsCWc5Ig0zeGgAxTsinRyNmVF4ieBakjH5RWzSSZsmnyXN5MXrDcVmjXKHwTRYS4ZX6B9e+vj6kkeuQfisRWuma+/RTGa0eWnkSGeLyaXIcLO1trb+G1HIaLHb5FlAhPiokX+qImi+ya0UoMatHdK0K5MibDZm89WFozs0a3arChtBBbpm8LPUJLc8hpVOyROxSRfUscLrxfy76Z2kTzk66Pcfpwc7YUravPKluUj7JJl8eOuHS8mjdfPXwEQGtjcrUjUOqPm+JlKeMBlGUHTuxUbSQci1tVBYaUauy/atAJm82ZPLWR8Ct2kM7pESAYgiYj5RoOrRoCraLnrNES7iIiGSjhthJMSVSOHtrpC12+4aT8em2RkOrnGC0SKQrH8vi/2Vt9OWLXZRg3VW3H0XqssqMNx/pDz2OJXgUoZFGK+nyETWrbfXuMxnlkMlbH0LMwJK2VbRVvsVxStGL2C0BSU8soeOOpTQrUkbMLBN0VdtTIWSqrEMPIcuhk1CVtllIb6p+FHrekreek3BVi4xYW3xp9SBqoQhdIHFpZbdJG4W45cibDZm8JQS36pWIkY8gUYISuxXCkQSq00fwrEg5+DVyE0LoQsrj9MXCQn5TwBdpqfekWhWhSVlWLBplcms01CuSWnbngebxbWPHlpM6gmUZ1xppT7EYcISK292g4HypNidmxCGTt0Sg97VoJCBkdRwSHUixjYp1aRGuFOVr+TTy6ovKaduotDwsk9KBW7bFNFlLeVKf42Qs0TXtmktpFlj6T1906Bxp9rW3b+z4FiGWaLNWPpahdfGhjIwvr/X6WyJrXFpsdM1K8DBStpMv0lvlYkkq2xo5pv42hCznyJsfmbw1EHrrngNLFNBHgqqEb4KykDguH6e7v0EjEdTJas4W54tBWV0+0kLTpeiA9Xpb5Mq0k3Rem+CammyfMHJ5U5HvRkYs+fLlk9KqQgwxq/paphwrGemRyVvFsERZrOdinInFgWuDTyJA9YaFeHGh+dit1ZDr1miQCAxuh3pdTy6qFwOqwxe58J332RMyadVr8pIiZtqWlJX0NiJC+2aK6FpMualRdks0xfUN0RGzA5Mjb+WRyVsfgm+QWLbfQkmglQxZy+d0We2m6aHETCo3dhup3rBOvNjZh25ZlC1byhtbrqQrBVLa44tc0zwpt6Sl8vvyAoSDb8L3ydDzvjFhJSE+3xOySAjZnrTos+qpd9/o632xEZDJWyLg1QJHKrAchbb9Ix1b7KlqgEikzToZlnVQHKxbp1Ke2DJT2u9rxyraynfs7IqN/GbYiYG2MKFRPq6Pu+OqwJWdWndMPsu5sosXCbG+zLf9nRJSJD6V7hj5EJKdwSOTt0Sg96OEDg5uBWfZJtLs0c5pA9myHWnRK9khTVwh25oWlNlG5dogpDxNhgPtO2UiAVZYt49ibckIg9Tf6HUIJSKxEXrJvqqIhpWIcWlam6QkCr4xXjbK5SN1MWVXfd1CYLElb5vakMlbRQjZGpGcMkegUhEbjZhw5M6y2pbqHGqPJRLps1siZj5Cx+mSbOJsCD1vlaladyrn1h+dZGrE9iWLHktk3xr9r0p3bJ+0LCK04xDSmzL6bdnKTCVTJcr6qdDFcIaOTN4qAkceQsPqHHmQIjRStMbq4OuJ2C04X3QgJNKmHVvKluR7mwSlJnRVONze7n9VIpYEpdITG1WL1e1kQ8dOjIwmbyVtUln9pU9a5xjOB2skK2Tu4vKERBBz5M2GTN4qQkynp7BG3kKjYSFlWwc0R5w0m3oDFhIn1UGbFKXtbl+kNdb+1HnKbFeVQX9yqNa+n1pPVVE1q8+guwZaxFuyNzQSWWaLtLfh22FIGV0L3eL1bbtaoelNtXOUkclbZSjbQa3O1OfsY+/BkIiOllbGgcfAt5UqRS81u8tOMnQySxV1CCFRoWQsxI4Y2Xro6U3ERpLL6NHGfciY0PKU3RK19tnQtJCom5ZmOeeDlfCEHltlYmzDsPi1lGPUalOOvPmRyVsfAecUpS1UH2LIk+W+MF+eVNEJDI3khhBQyxZ06Eo2xG7LuTITn3TOei2q2Poqm68REEvcym5vcn05FiFj20cMrUjR/2NJm7Uvl9mx8KVp50PKLWtjFT45oz7I5K0fIeUWnXUlrt1TJqVVCcskxJFKH3HT6iaVHWuzT5dFPvVEVuZ86nyNBClSmyJfLIGQ8lkj0TRNyo/lpTwhNlvSaHrZqJuEFFt7PiIXs4VKYelHZbZdcX5flC7knM+/5cibH5m8ZZSGdA8ZTZNIXkrSaYFGNinqSUhjCVejkblQuVT56oHQ+7NC88VuVYZs84fI4PIaZQykImihiL1/LOV9bFXpseiOJYhV1n9VRiZviSCtFrT7v8p24JBtFg2pyJNlGxXrLjMBWNsvNIrGTRQxE2MM6knK6k3m6kHGYxAbMQvVLeVrNLJWz/7OlW1Ji5UPkbPWN2bLM6WfjkWq8Sj1DZwec11z5M2PTN7qBOv2iDYYfHrqDc3J+7YhU5QdqjeWLGoRRakMn65QmapIWxkSVyVpa0RnW+Wkq0UnQrc6rZFwqx5fPktdMOqxIIj1DakRsk3qQ71ItLW8Mn0gozwyeeslhA7q2CiTy+tbCfkQGp3jyGgZQpdiMvc5+1SRC4D4aGZVBMwdx+iKsdGaLwZVErvYyUrTYyH6ZRYI0rGPjPkibKkjfKmiYiG6NHt8+kIJSBmillLG1Rf/j4GvvKoIWn+LvN1zzz3wxBNPwFNPPQVPPfUUvP322wAAMGvWLBgzZky03kzeKkYKp1AG1JGH5nNI0fkpoQtZzVtRRkcqAhdiR5mtIum35RinxUbjqpJJma8MykTaLNtyMVt3NB9dmAH0HF+SPo5gcLp8dqe67cKaL0Y3F2Esg5QRNUsZMfl6K/pVdqz2N/J22GGHwYIFC5LrzeStAmgTfL0HVCNuPzmUJW31jPZUrVPSWyYSF0roYsqS0FvXJiXqEWnT5EK2Ly3ROC2ypkXFYyOEVaHslmjZBXVVZC0FGnlM1Xvbt1Gw3377wSabbAITJkyACRMmwOjRo5PozeStAoRuvXCOVcqrOd9UA0Pb+msUpCI6GFXdn+eDVGYouQohZ7HRNmtU0IJGnmhCUTay7TtnSdNIRYisJb8vvWpYyK+GmO3g3oB1y9uip8z8otlmhdXm/hZ5u+qqqyrRm8lbgyDG4TRauL4qWLYKU0SNGjGCEFKvekXaYrdVOfQHAhdL+i3bolwaF7GWZHzHMbot9ehNWEgITZNu4+jtulmJfIwen4zlnrf+MH77KjJ5SwhuGwKgsZyBhN6wLYS8WKNGViKTyr5USEWaNJkqtkn7w/ZoWcQSG+sWpGVS1cgZ1esjeqFl1uP6lvVN2L9x/pjbNpZ2RKR8Gd0RGzXsb5G3qpDJW0JwAx8gbgKstzPoTecTEk2z5qt3BCmVnpi+Ug/iZ7XPKrOqwEeSqIwmh+WtMpYonk+GouyN9GVhIZtSG0k+2keyY/L1N4SM61TbvamxcOHCbsfNzc3Q3NzcS9aUQyZvicGF4q33tDUSqpqANb2+CBpNs8hYf1ttLCNbVk+VpMxSXmhdM4n7ECFbTNZtP64M7diaZvVTVZIxTVare8h2qeaTLRE4Din9fCip7y1wdebauBHueRs7dmy39DPOOAPOPPPMpGXVC5m8VYSyg7gRB26ZyTuEQGECJpGx1KROSmuESFNKYmfRF0IyqgJd9PTm4idF2b628pGzkAgRp8N3O4fVrpSIJYk+Asrdzxd6D5w75vogRwC1qJw1UuqrY71hHd/c+NT8UW/WbdasWTB8+PDasRZ1+4//+A+48847g8v4+c9/DpMmTYqyLwSZvFUEutpohMEooUpy4PsdQsqwjC9fLLnz1a+3o0lVECsLmas3kbKOH22CDImc9BaBoeVLE6FGvjg9XLolekf19kZ/j4kYUsImkSxr1M3JUIRG67jfnG7Ltq8l2tpbiI36cqgy8jZ8+PBu5E3DW2+9BS+//HJwWYsXLw7OE4NM3voILJ05xJmnKE/Lo0WwtMialXT5dEhkzmKjL/qWyrE0iuPlgCcPjUg1Sh2sk3tI/lQIJbsS4UhhR0q5snk4+EgAF1WjcliGI3X02EKcKKiMRBbdb2qzdQuWq7smwyHlvFAPVEneQnD99dfD9ddfn9SOlMjkLTG0VR+WcdBW2KFOO7SD0pB/jG4LAfLJWIlYCJmLjbzFRONCYIlqlJmsuQkjNE9oPmt6KBqFGAKUu+6xkSyt/rG+wTrefXrKymgIibJxaZwPlrZAnb2cPJcPl+fzn5IP54inJaomyfjmCus1ix1vVl9TpoyMnsjkLTEs26SagwGQO7kvPWYQW0kZlxZCdFKQMpzGRdYsMpI9UppUN62uscRH264J3YaIIVZWxxrrgOudLwViiUi98/l0WCbWEFtiFzZlx4lE3CzkjkbiuHwSyfP5bI7k0Ugb9S+av+cInRZBo+WUGTNcfp9OiZBy18VSfopxQHX2N2TyVgdoE2/IpGxJj+mkZZ00N9iskS8fCePkrXnKkjmp/j6ETp6WyBc3YWj6Q8me5bwmk5L4pZIJRaqokrXPhCycQmSkSA5HGqQ8VnKm5fHVw1JPq+/UiBgtk5IySqJ8ZI36W18Zkhyug+/a0DSpfSQ/5svnI1kW/2XxQRnpkMlbg4IOdslJxOq2pvscshTBskS5rBE0qqMqslaGwIU4KmlFbiFG3IRkiU5I+stG9GJJW9VRvpSIJWNV5IshVe5Yio7QY0o6fHZYflvrQiFFpLgxFELmfJE3XHZoPppXssm1gc/Pa+1C2zAkukXzWcpOJePLHzu3aTp7C+eccw7cfffdPdKnTp0KQ4YMAQCACRMmwE9+8pMgvZm8NTCqWMmG6LYSNYuMhUyVIWUhMlz51jYJhZUIWaMJMfm0NJ+9KaN8sRG13iRwVrIUm6/MOPTJWBYrXJSOS6OETlqAcPaELBYlGSlChX9XFXkLyUfL5+ojtaPLZyF0XBp3HThIduH/Ur7YMbwq49VXX4XHH3+8R/ozzzxT+93S0hKsN5O3ChC68oglCbFkzudYLY7YR8QkmVACJ5E5C8njbPHZKbUJB+pgaZpGRKQVvvRfOofPxxK/EBlrWqyMpSwLtAkqFDFkLRUJo2mWPmsdo75xi2UkEoPPc/8B4rdkufMciZPKKxtBC80n6aG6uP9aXbj6S20ijRcun3ReQmw+nN9aTuxY1XT2Fq6++mq4+uqrk+vN5K0CaB3U2omkwWvJYykvdhLgZCykzJdP05OKqEn1sLSbz+lYIwH0OGYyGTBgQI9ypLIspM9nt68dYmSs+Sx6UqMqshabL4aYSf99Y6Wrq4vNQ485AuegRYAoEdSgETRfPkpWQggddz5k7HLlUP1aPtqWXF04SO3DpVMdWr6Q+UyTrcfYXZWQyVtCcB3dutrQdIaes04IFjJjJWL0v2VCseaLIYuWCVCD1Qn5nLTk4ENkuOMY0hdC8qQ0SUY6L6VZ88XIlEWqhVIMobOOSfpf6v+hi6MBAwawZE075sqkxzGEztfPuHYKIYZUFo8bmobt8I0tzSfgc3Ru4PJzMtY5RWtTC+mi19hSJkeUQ8H577JIra8RkMlbQkgOyrrCjJEJmURiJgkLcZLy+Yga/R+iO0SGqy+GtmLljq3kzUKwXBQN4IOImoWs0ciby0fTqH3S5KKRO6m+0nFKGQ6NQt44uVSELqR/+8YTTuOiajhNI2o0zZePsyF27ErtphEOLl2Sx4TGNwZix5PkA7R8HIHkyBFHrkJJnqV9Q6+BdC0sRDyTNz8yeUuIMiTMIuebCMpMApoM/S+ROnpsTUtlI9cGDj6HIZ3XyJl2LJEnSsKkNJqnjIxUvm/y4erGtRWXz3LMwUL06gkrkfDJSMcWOd94pHLcWOvq6jIRMycXKiPlk/RIdZPqmqIPOP0cEQLoGZXCBIjKWMaMb/z58mmLJy6fxW6O6HHtyxE6K1m2kLOM8sjkrQGgdWYriYslbqHONJaUxRBFKU1qB4wYZ885MMlxaqSMc95SVA2TPI6YpSB4Pjul+vraQGo3a1osmas3UpA1i0yZxYuPvKUkZpQISsTQev+cREClNpDa1wJJjyMr+HwIeeLSfOPLQvK0fFIeTNxoGq43zYPrIJE8iirGJ3e9U+jsb8jkrWKEELMqHL70Xzrnc6YaUbPo9tntq78PIaQilKhoK2MfgaMkzB1z5I3q8BE8H3kLnSRCyVoZotboBC6GuEnpoeM7dNHlG7ch5I0jZhJZc8d0K9W6JYvtxDb62sDXbtz5kL5k1aORN+08ldPyab6GEjOpXG5xJpE66ZiWYSF5jbAA64/I5C0RrKsFK0GxECItLdThx+aLtYmrdxmiRtN95CGEqEhEiRIxTsalhZA3qitEBuv22ST9t0w6vrb1Icah13MSiFmp+/KEjn3820fMOBmJmFlkJKKmyXDkTStPO8/V11JnqV05n2SF5bo6EuUQsgiKXWRZZLBdVpt8hA23CSVxVI6esyImz6qGTN4qRIyzpmm+/+631aHj39aJwWqL5DzLkjSAcNIQQkq0Va0lTSJTvjSJ0NE/LhpnJY8pJgbfb+s1KYtGJ29WXZJu3/gJIS7SeOeImCZDI2+YmOF8vq1VLY0r35JmbROff5KuidYHpPyUzPjGT+xiyuq7LLqxrZiIVjl2Mzkrj0zeEsLiAEKOY4gUlgsla75JgOaRyre2hYPmJCiZoPKc05L+hxAzScYS1RowYEAQebPI+PJZ66a1CdduUptL1yo16knYJFQx0YQSOHzsG+s4ncr40lLd82aNzlnK9/myGH9H5SjpAviQzKQgcTiNHvsWT760EDJHyRqXhxI4/J/aS0keltPSNPjaPAb9kSxm8pYIsSTNR4ysZCqUvIU4N8lmbaKxwEIQrEQNbxtyclbCI0W5qEwoCZN0p76fTXLoPhmpzS3HUlosGtnRVl3Psn7DN+Z9MqFbq5Y/AP7eOQsxpISP6pLs1GSkYy4dEw/O33EkjTvm0rSxl4rQ+RZqVr+gHeN0jqxKpC+jHDJ5SwiNzHDHVRCzMjLULitJ0waiNNlpDiF0RVl229KXD5cnbW1KjpLLR8vXZHx6yzpleo00x6zBQmpSOewqHX8qcpaiPaSxpi2oqEysnwgleFKaRS/9s0bnNKIWmibV1deevuvlS9cIDj4uO95jCJ8k4+zGtqcaN05f6jHeH8liJm+JIBEejQDFkKkQmVinRO2Ujn3giIL7HeJILIQn5JUbFhlNN2dnzAMDqWSk/9I5X5p0XBaSPmu/kia4KmAto4wtIXm1sWjxMdpYD/UdZWQcMQPwR9AkYuh7IjY0HyaL1vfhce3piA29BjTdcl01Umcd61b/YsmnyXA2SWm+9nB1zuTNj0zeEqGrq4t9r5ED7ZDUATgdNL/mNFwa93i9JR+XRu22wjdoY15aSwmXS6PpXD73h8vCZC2G9NE0Wg+fw/N99YBziCFpWvtrjpSianJE+5fPmTcq6tl22mQuEQALwbP4BF8aR2QoceLkOD2x99xpMliP9KCFRcaXxtWTgrsmPjkMaWz7/IQkQ98HWeb9kHgc0/7pzrn/mMRnxCGTt0TQBq/mAPGx734TAN4p+sgbZx9nAz6nwUIULKs+jihRgsURNZ8MlqO6sT0+gmchalp9afvEkLAYUhZC1KR0Cwmx9JXQCaqszrKgJMkioxEpet6nU4Ob/GhZ3HWWZC2ETvvvfpf1N1Ie6susD0P4CB2VkchaZ2cne56WL5FFWjcfoQv1v5gAOcT4G6kPd3V1ifcPS37R2aSVJ/VHqY6px3iVPqO3kMlbInArNgfNUbnfnJzmzKh8KFnE5YbASkJCti19xAwTrIEDB4r5cFlW8qbZyNXPyXHtIf2X2o22q5aXk7UcW0gBh5C+YSVhKSavULkQ0ElRk9OOaZpEsnBa6vrQ8qWyfZOqhdhJslZSqPk/6dgaaaPkzUfoOjs7xXy4LC5ip5XP+XLOT3PtSsHJc30yhrxxxJBbwOJ82kJU8oE58lYembwlAh242iDVVmbWe0IsurEMZ68GjVxQ8mJ9OACTI4lgDRw4kCVvUj4qg9M0Ysg5nZiX22I5rq2k9gxpc6s8B+06+4hDLJGKJWkx/dQqIyHmuljTYmWsNmDEtoE0iXPnNZLns4kjfBaC5/OTkoxEsCgJc5E2gJ4ED+dx+TgZR/q4siSCSdO4Ng0hddL18RE4mq+pqQm6urq6ydBoXMw9vTTNV5cyY1rS2d+QyVsidHZ2QmdnJwDYyVrKdxq53w4hE6FEMrQByREzemwlYS6NRtW0fNgOnA+XR8kbtb8qoqaBypVxKmVJV2wZMYRKOg6NOpSRiSVqPhkrWU9JFOsNjXTG9mluki5D6Ch54tIk8saRLkreMFHzyfgidgBQI0kSMaV14xZb0m9OVvJbFhLmbMLkjs4BIWTOzZUZ8cjkLRGkeyoAqiFvDpIDxL/pikwjJfSc9G4yjpg5OUemtO1OF2WjETQXefORN1/kzcli2yUHg49x3a2Tcgzwytg32ZU9r8nFEqFQm0LIWoryLPBdSyuRspC5lOWlyhdrk3Q+dCEjwUfe3H/NT1qfLPVF1TiC58gbzkcX71xUz7oli4mX5vOdLw8ZQ5TUcYtRjXRJxIzOK7582rYpN6eVRWp9jYBM3hIBD15tu5M6kxDypqVp4AibdVBqUTWNYGES5sgbJWY+8iaRPl+kDxM1Suik+uM0Ct9kpLV/yHWS5C3OOZZMWXRY6+crq5GIm0MKQqXJ+GRjyVOsXSHydFK26qUymnzo2OL6kuQ3fU+NSvfAhZI3d4zJm5sPsB4q44v8YZtC5wmu7bg0jbhxadI8gbdWNfLmZHLkrTwyeUsEutrjBpz1fjZttYn/W6ENSI6oYcIjbVFypIseY5my5I2zkRI6rm4aWcX/6W8f8DVwk5x0Hh9zk452zOWxpFmOY2U4xOiu0h4qZ722IcQsJF/MoiC2rBB7uP5vSXPHjtxJRC/GJgss40jyrRwx0siTNfJGt1ZdGpbB0Tish+rmbHJ1sRI6zi/52lHyjz7yRsviFssDBgww2cUR0bJIra8RkMlbIqxcubLWOSXyRgeX5emjEMIWMuC4rUXrfWkSCaMylLxx0TlH+jBRs5I3nKYRNZymtRcFdx00uZgJheaPJXRVkTkpLYWelPlSIJaocWmxMlWV7yNhITLSIkgafxypsyyeLAurkAUON/4s0TguOkZJGHcfnEbeqAwum4vYcffTYRtdOq0r529o23DtqV0jrk8MGDDAfF9cU1MTrFy5ki2fszUFMnnLEMENTADoMehdGj7H/XbQOp1vcEkDhxIzJ6Pdl+YjZpjQuWMuGucjhpaomu/mWK1trNBWiNx1s0wUGpl36Vof8ZWHj/F/mq6lpSRPKXXHlsnB2g8kuaqIWkrdnIyVqEnkzf3H48+l4zHK6ZIInWQXVxcrkXX66W9pHFHyhtO4+9IsDyzQqBpH3nzROY7gUfKIdeHgAUdM8R++DrRtaLtJ/Qb/prLUjzt97jhvm5ZHJm+JgAdd7P1sLt0HH1njolNcBEuKjuGonEbesAxH3jRixm2Rxty7htuAax8LJLLMEWoLEbPKWO9l0cqn5zjbffUMTdPSNRlfnpRlWWDpJ1YC5zuXuixfWgryppE5KudbUEnHjnBI5eFyNTJhaR8Af8Raut2FjlsfeeMiaBp5k2TowxA4OufbbsXRQWwnrTtH5rQ2o4ta7tpiosalaeSN811lkVpfIyCTt0Sg26Y+ohbTQTnnRlc4lAThY2sEDROzQYMGqflwlI0SM23bFNvl6saRN84x4P/0twU+shNL1HzELMVWumanVjfut5SWiiw1mgxFGUIVoiNVWZxMCInTFj10zOHfVMYyRqV7nmg+/HQl9gvURokEUEIXer3o2Bg4cKBpjEoPFVAyZbkvDhOzEILni9hxkTjufjrN33Dg/IVG8t0xfqhB2zbNsCGTt0TATxLRyBuAvC3KQXOw1AlKN/Bbtza5CJpG3gYNGmR+GEEilJzdLs03oYSAIy0agbZGTH0kjDrIKsibz+FKDthC1GKIUGw+a57UBC4VmQqRK5tHymcldNrkyqVJMqHkjfNbWj5875RkE43YOTgiQdOl9taugzauaARLe6iAEjqOmAF84DdWrlzJkjeO4MVsyVqic9Ji0R1LbYXbU+o32Ef62j0lUutrBGTylgjcYLV0egza4aXVK3aCdKtTI2ZYbuDAgd2IWUjkbdCgQSxRpETNGlXjjl0a/k8htS8lahbCIzlliZj5bg7m+kK9yZvvt9aeVaOeBDEUKYlVVdDKkkhLI5M3KifJAECN4Pns5BZ9lrbBoL7E/dbGJCVvAN23O51M6H1xVMalYYKHy7ZsyWKyzNlN/WJTU5NKrnA+2r4uralJf89bhg2ZvCWCu2EUwL5ykJwNdlJSVE0jT5iYAXTf2kxB3qwv0vU5eIms+SARNek3TpOIkrai5sib9MfJuDQfMaTlS3ZLddPah/6W2rNR0Ig21ZOcWWGJKPkIHE7Xxij2SxoJczIcCdOImSRjidD7FoZSfd1v198kskfTrWSOjn+6mOMedKAEa+XKlcHkjYvYcVE96UELaqerP1c32h5SGiZ0+Z638sjkLRG4SVWC5Ey4aJX2UAEAf88Z3trERM3JYKLG5cNOk5I3GlXjCCZ1priuVrKmOQNt1evSLMRMInP0TyN0ZXVLDj+UrHF9z+pQQ1CGwDQi+QlBSFuVmSzKXhOunSXSYiVz1oWY5AOsBE8jaqG6pTRaX6lttHYOIXMA+q0UeGtTInM0zRE6AKgdY2K2cuXKHqTPuiWr3auH7bT6HC69P5KpeiOTt4TgOiTnDAH8DxoAQI9IGEewJGJGo2qDBg3qtt2pRd6wPdyLdKnj1Fa9XN197caRFfffssqlZAmAj3xRB2QlbyEEj6ZZ6sHVmWsP6bz2OyViyFhfJ3A+xLZ1Pa6RNCa1sRpL6LTomI+YxZA3TrdEDCWbtTSAnluBXHs50DHpHoSQ/BQ+xvehSQ86rFy5sptfCSFvOGLH5dOedsWEU/OB3H/6WwIlvinQH8liJm8JoTlKztlwESzf+9IkEkYjaBx5o9E4qpuSNyfHOU5XD46s0fpTWEmIRHA00gUg35dmIWtW3Vwatdkqw9XVl6a1JXcspYXCQr6sBC2UyNWT+IW2lVXeOnmVhS9yhI+5aBQ99kWsJNLFnad+kMr4SJflfjrrPXc+EqiRuaYm+WlXrv25Mcot6Lh70HAafRhB2jblyBsmfZS80XycbpdPixhi2zHhDRkjmbz5kclbImirR86Z0HvVtIcKOPLm2xKVyBslhhJ5xGmaI8P156BFgyTy4luZWghWbKRNkgmx0Vo3jZhROdqGWrtq1yAWmgPmog4a0bI4c8vkF5IPp8e2R1niFXptqiBx2rFG5kIInuQDNb8YIhNK3gC67xrgsqRFdaiN7j8lc1K7AnxwfQcMGMD6ALroo+SN29qkBCs08oYJnrQlKz34IN0rJ/lAzT9k2JDJWyI4UgXAh/qtL7vVomox5A1Afhcb96CBREJTEjUAPYLFOQDJKWghfCvpo8epiBluByt5k9rOJyNdBy2Ng+XaWsgalxZKACUZboLUYJHD9lrbKoR4Wa5JinIxMJnAadKxRt4sMr5FXkqC5yNYEgnjyBu9z1gihjSN2ozTXH/SCB3XLyW/if8GDRrUzVc530Zf5MtF0HyRN7rdqpE3TAwlQsf5ZVpPrg1SLFykdu0vyOQtETDxwqQMgH9JrSNcLqqGSZiTc0RNIm80HyV99EEH6d1rAP77PTRwk5CFBGkEizomTgYgjLxxjtB3Hxp3Y65Gwiwy9DzNZ0mTjq0yEjjS5cCRG41Q0TQfAeTK0uwIsd9H+OjEGkOArXnKkO1U15KTkUiGNc1C6Gh+i0zowwk+gqf5QEr66AJXI4ZdXV2sTVKbWY7ddeF8CfWB2taq9MCCSwPoTvAweVuxYgW7tcrlo+SNixhiv5sRj0zeEqG5uRmGDBnSjbxJkS8cHaPkDUfeMHnDemjkTXsBLwCwhJI6N5dmcfb0v9W50HPcCyIl8qbp8m2lWomalobrb5HB/7GcT8aSZjnW4JvUOV0coZFITmg+ywLBComIWGyNQSoyXYYshlxLC/HGx66v+NI43RrhkwiblQRqaZhk4fNadM5C5iTyxslwujS7ubahbYevIfURnP+jkS/pHXKWbVNMzNwxJm/clix9khXb5OuzqcdqFWO/t5HJWyI0NzdDc3MzS55Ctj818iZF3qSX5HKrUM5p+uAjONI9Z9zKUFst0jSJqHGkzHKvGl7tcVukGlnTjrX/IWm+4xjCJslwhMqnJyXJksrlypDK1ezR9EjRDU5WIzsurR6kUDtvIdA+HRyhlgilRL41suZ+x8hIZE5aiFplfH7S/XH3AXPkjSN9XBq2kbNbahvabvS6cP5O8pOY4NF3wVHypkXeHFHT7qdzunE0sApfsqohk7dEGDp0aI28Se9Zk4iZj9BxT4TSLVEt9O/SNYcAoN9vgdN8hIojXdy7gujKMIT0+cijj5hJx7gdLITMct53LE2SvYGqSBqATtTKkLgU4KIbNJ2m4WPpXBUI1Y2vacz11eoWQ/Lwb6kPSItMiehIxzRNI0/4/mMno5EwulimMtonAiWyKC2ypXbgrpP7jY/xdiX1wXixzD3Jar0vTorOUdJXFEVtTuNAbU+B3vKnVSKTt0QYOnQotLS0mB8q0MgbXvFxW6IhA94HacBTYubSMOkC4F8sKd2DwRE6jrxpkTfOJkrENPJG66o5PK59aFrMsZRWBUL7QBmC5JuIrcc+3SH5rKDXQyIlkkwIobPo9pXr9IW2QWoCrNWD2kdJJGePj9S5Y25hqqVJUS5JhiNdAD0jb9QvYz1axE4ifdz90tROJ+9rJ3otNP/OLbLdMd1ulbZNfQ86uAheV1dXtzpkxCGTt0Roa2vrQd7c4KWRN+6eN5dPekkuR9YAejolDOooKRGxRLB8JEwib9z9Fj6Cp22TOhktDdeNc1RcW8SQMylNSw+V4aBFMsrqDUmn52KJmm/isZC8FGSEI0Ea8eDSrKTNko+rF3dtUxHtVHqlNvLlweVyJJo75voOJWZcGs7HLXppmkbmfMSMe2emT8YRG043biONmHJtIvkw373CODqHj2maL/JGCZ57MwMHbhFdFvVaLNcTDU/ebrnlFrj88svhueeeg+XLl8PGG28Mhx9+OJxwwgkwePDgIF3t7e0wffp0+M1vfgOvvPIKLF26FNZcc03Yfvvt4d///d9h6tSp0Xa2trbC0KFDayRs8ODB4rYp3v70vSTXd9OrS8eghMQ5Bd+qS9vuBOh+0ykNtVsIXQh5c7oxMcN20brQAW85pgghab5zVI6bmCzAzpqbHLEdKYiMzxbt2Jrfly+EAPryctAIgoV4aeWGXmuO0PlsTAmNuGtkUtJB+6qvXlJ5VB/N7yPynI/kjikJommUqIWQN1/Ejt7ygo+tt8Vw9jvQeYNrN85HYl8pzQkceZOicxx507ZNqV0ZPBqavB1//PFwySWXwKBBg2Dy5MnQ1tYGDz74IJx88slw1113we9//3sYOnSoSdfcuXNhl112gRdffBHa2trgk5/8JKy++urwj3/8A+6++264++674bjjjoNLLrkkytbW1lZobW0N3hKVBrdLkwYeN5lIZIW734G+6BETNWnVhQcuJWH48ym+N3DTvNheaSWIZTjyptWfax/u2HrOB2kCt07UWBb/lhyvNrHG1iOWmFmPuXRtQRKi0wcLAebaFl83+psrI5YI+mwMhaWdLO0tAbcFd41wvX0LEEk/1c2NLY1sSgteH3mjUS18zBE8H3nDW6n0pex4XuAIHk3D5XMEjxLomLkE+2V3zN3eIm2tcvfF5W3TNGhY8nb77bfDJZdcAm1tbfCnP/0JJkyYAAAAc+bMgcmTJ8PDDz8Mp59+Olx00UUmfWeffTa8+OKLsN1228Hvf/97GDlyZO3cPffcA/vssw9Mnz4dDj30UNh5552D7V1ttdV6kDccefN9NxSnu2MH62oJp0k3plJixpEwfLNqDHnjtk21Bw8oybSSNdwWPuJGETMRShMPhTSR0fPSsVZ+SD6rvRbE1kUr30fWrHpC5VKs6jlSItliIXEWQlPmWpYl42XKC7nOGnwEz7Ig8i2KLGSO+mlM1lyadl8cR/Dwse9LOAMHDoTOzs5u+fB2qzS/cFurUpvQdsTtyfltbp7gvvCwYsUKKIpCJW8W/x2K/hjJa1jydt555wEAwCmnnFIjbgAAo0aNgp/85CfwqU99Ci677DI4/fTTYcSIEV59Dz74IAAAnHzyyd2IGwDA3nvvDbvtthvcd9998Oijj0aRt7a2Nmhra4OmJv7botzAxU4AoKdzwcADBR9jokaJkrYy4l7iKL05mw5KTnfolmhsVE0iazSNO45BzMSTijBZ9IZEb1K3h++cdBxL6KwE0gdukg8hwlqkjZPhokJalMhqk4aQvFX1Vw7WPmghYyG6pTbXyBwlbPg3TYvdWtU+UcjNHfj2GpePe13UwIEDu5EkF4nDUTiJzHEBBNrOlMxZ7pXDkbd69rn+ioYkb2+++SbMmDEDAAAOO+ywHucnTZoEY8eOhVmzZsE999wDhx56qFdnS0uLqexRo0aFGft/aG1trZE37gsHlnvXKHC42h27/5QEcdExGkGTXtAIoBM8uiUa87QprgslaqFRNZrGHXNtSSMdWmTK4lysMtpEXQaWyFpVZUv6rITLdz62/S35uDbx9R96Hbm8WIYSD+1YsikVUvVlC6zRSCmfJCfp09oSj3HOX8QQOvdbInOYrNFj631xHHnTonHSWwl8X9lxdacBBK1eHDhfzgUQ8D1wGnLkzYaGJG/PPPMMAACMHDkSNthgA1Zm++23h1mzZsEzzzxjIm977bUXPPnkk/CDH/wApkyZ0mPb9A9/+AOss8460Q8ttLa2wrBhw7oNLtr5uUHiQDu/S6P/aaRNIl3SR4k1GY704S1RvEXKRfrowOXsxnXjooj4v5RGEbKax21fxeovhlBwRNI3wfv0hkRvrO0XGgkJ0deXVuIaaUup1yofqj+lrNYnrUStDLQx4vMdvuieNTrHERzufmVpa9V3Xxy3bUqjcdwnEvFWKhd5cw8N4DTJB0n1ltqeRuLowh/PBRlxaEjyNnPmTAAAWH/99UWZsWPHdpP14eSTT4YnnngC7r33Xhg3bhxMnDix9sDCU089BRMnToQrr7zSuwXb0dEBHR0dteOFCxcCwAeRvaFDh3YblNwAd9CIGT7GZC2UqHGfL6H5tMgbvQfO9+ABrotlSxT/x3IYjbJi0iaz2HOaXNmokoXYheiNsUXLUxVZk6KqUgQmFWiZoeWkapt6RtmsurT+pvXXeox9y6KQG5s+Que2Bil548gcXeBLDyNokbfOzs5u5G3QoEG1NCfjnvJ0upzf5qJx2HanQ4oqciSX8/d4nli5cqXa7jny5kdDkrdFixYBwAfRLAltbW0A8CF58qG1tRXuuusuOO200+CHP/wh3HvvvbVza665Juy+++6w3nrrefWcf/75cNZZZ/VIb2lpqW3N0igbB9eZ8YDhth+56Jj123P0SR/6+RLp/jbtfjY8CHE9uIHqfrv/lghbVZAmmRCSFJoeKlM1Ukfjqia0McATCRc5qBISOeQidRRl2ztEtl59MaS/cXk50sS1E04LiQ5zZUhy3LElIod/43u9MFnDpGjAgAG1BTUmc9r2p8uDo2wrV67s8caDzs5O9is/zlfj6Bx3Tza2m9aX3j/HAS/oV6xY4W33DB0NSd6qwNtvvw377LMP/PWvf4Vzzz0XDj30UBg9ejS8+OKL8P3vfx/OOussuP322+Ghhx6C1VZbTdRz6qmnwoknnlg7XrhwIYwdO7bbq0AAeCciRaI48qRF1XxvsubegI0/TRJC3kIfPKD1o2kYHImTEDvhWMhZaJSr7MRYTyInTWySjE/WB0vb1gvSda3HKlyLLlXZ3haZKq9JaH+jMj6Cy8lLhM0XBQ0ZD5KcZj8ldzTNPSUqReOcjCNm7pi+YsTJ+CJvzue7fO4YE7yurq4eb0rAgQbuATsfiXXt4vIWRZFf0psADUneHHlqb28XZRYvXgwAAMOHDzfpPPLII2HGjBlw4YUXwkknnVRL32GHHeC3v/0tbLfddvDcc8/BRRddxEbWHNwH6CncoKKQolF0S5I+VICjbBwxw+FnGlWzbptKT5LSSCD34IFERGmdaTtwbZMSZSNsIRNdKqJGJ5/YyIy1fG0bi8ppJESzt7fQF5x0PSKPqXVqRMVXvqW/WaKSHBnTopqSTl8f8ZE+iy7aXhypcTI0DRM67mE3fC8bjs5h8ua2Q+m2aWdnZ7c8eNvUkTes3z34gNOc/8eE0v3nInGU4OE8Uttl8uZHQ5K38ePHAwDArFmzRBl3zslqePPNN+G+++4DAGAfbhg8eDAccMAB8Pzzz8P999+vkjcfpG1CyxOhHAnjyNuKFSvUyBu3taq9KgSTMi6qJj0lStNwG2iDJfVAqiKSFhutKEvoQsinZfKMlcGTD/5N0xqJuPUVWEmwdA0c6tUnpfNV9kksF0PQJGiRujLQbJPKpZErjtBh3+xkHJHCpMn5aYm84egcJmZODoCPznEEj+Zz262YUOJjZzf1IRnl0JDkbdtttwWAD76KMHPmTPaJ0yeffBIAoNs74CS8/vrrtd9SpM49qDBv3rxgewE+vD/M/cYEBj+liWWlLVFKwtzNnXj700reaJQPOwPuYQRK0DSiJhFVDlYnGRvpio2spZKNkdHkLZGOslEOKsNFNPBvmuYjFxK48mnZMTJlQfVZosUxNkiTuCYn/dbyVCVDr3tIPqsMlfORW185oVFj3zkNuCzaVlo9OEKHI3GYGDkCB/AheaLkzc0pOKomkTcng8kbANS2X+m9cpTgYWII0P3rEa4tMJlz847Ufjny5kdDkrcxY8bADjvsADNmzIAbbrgBvve973U7//DDD8OsWbOgubkZ9t57b68+/CDC448/Dp/5zGd6yDz22GMAAOKrSXxYsWJF7e3RNIJFyZNEsFasWNHjoQJt2xQgbksU2+h78EAicO43/g8gT6pVRwnKkK96THiSHF2dY0gORyMu1ihHbIREkrdM9tpkGzpRW+sv2RMjYyV3IcSyHtEza14uUqSRqVCEXj+pbMlmbHcsQiN5HLRxYW1D3xjAdXc+GUe+8PYnAHQjb04Gky6ADwiXe9DB6eIefNC+IERfJsy9GqWpqSk/sJAADUneAABOO+00+MIXvgAXXHAB7LXXXrUI29y5c+GYY44BAIBjjz2226s9brvtNjj11FNhvfXWgwceeKCWvv7669fI4Le//W245557um23Xn/99XDTTTcBAP9SYAs6OjpgyJAhLDFypMtH3rgnQunrPKgM1Y2JGo2q4Zft4vwuTYu0aY6GrsJThMVDogspo3WWc7EyuF19kS0N2sreihgiFLt6Da0fLkuz0xJVDC0v9BwFV9eyRKeMjC8vJda03S2LIm7x5uuT1kWGVUbzPRKhCyHZvjJCYY0+csARNpwHR+4woQPgt1bdPEEJF468uXve6LYp/YKQk6GEjr7Dzp3Hr9vi6p8jb340LHnbd9994bjjjoPp06fDzjvvDFOmTIHW1lZ44IEHYP78+TBx4kQ455xzuuVZsGABvPzyy7Bs2bIe+q666irYbbfd4KWXXoKPfvSjsPPOO8OoUaPgpZdeghdeeAEAAL74xS/C4YcfHmVvR0cHDB48uBtRwlEuKTrGETNORoqqSVuidAs05MEDd4whOXuHsiteCaFRspjoQ1VRNcu5mDaTVvbcZFSG4EgkM0SHFVp/48qvwgaf7tCJPvTaatHJEB0hMpSkle2Pkn4Ma2Q+pC+HnNP6lBTNk8ooA6ndNALKtZ0jYJiYYR/vInFue9WVwb3I15E3HJ1buXKl+vUG+oUHR9IwwXP53DmNvGXY0LDkDQDgkksugYkTJ8Lll18OjzzyCKxYsQI22mgjOOWUU+CEE06AIUOGmHVtueWW8Le//Q1+9KMfwf/8z//AjBkzoKOjA9ZYYw3YY4894Ctf+QocdNBB0ba2t7fXBg19GMERLB95016SS/O5QShtf3IPHlCi5uCblChxk2RST6aNQsSs0YOqETuxp4jOcecsuiwy1om3rO2po3I+fVVF3CxlWsZsbyGW0IXKlB0rWE89fJuP9FJI4xqn4/84OgfwIemTvvCACZ30kmAso33Ci8pob5LIkTcbmor+WKs6YuHChTBixAj47W9/C62trWLkDRM1ieDhfDhNeyKURthomitPO3Zp+D+Ww0g1YYcgxAmnmqhSb1vVaxLlrpdlEowheFW6jkYjHABx9bVe9xAZLRJkXWg1GurpV0IjqClRNjLKpeH/9Dc9xveguWMsQ7/6wL2qhD6MIL04mCN9Ll97ezt8/vOfhwULFtQeInRz6RZbbMG+dqsMOjs74YUXXuhWXl9HQ0fe+hIWL17cYytTi6BZImYpiBlHygDsTsRK3mJWvDE2xSCFXm31jbc06OTJkSKc7ovqaXos9oVEGRspShM7aVojFvVCFe1ZlgxqfRL/5kg/7WcaWdRIJtUZE2WzooyfkWTLRvi0fFzkjx77ZLDfp/4GkzW3rYr1UoJH07gXCXOkTyJvTU1NsGTJErFdcuTNhkzeEmHx4sXdngrlHhjg7kOjpAuTOZzuIBGzkAiZtGKnDtgataGQIjsWOxoZPmdrWR1reUJ1c7JlokMWUlkVwZP0cgRAs6FeTtoyVjT5EN1l9VHg6xzSLy3nuDSNCKbuy5Ku1Igl0Kny+Y4xuB0Wl4fzU9TXUBlMyFw6TsMEj3tgYcCAASp5y7Ahk7dEWLRoUbd3tHERNO7JTnfM/ae/tTQfJOfJyfhWzD6bYvNJ6M1Vk5tEaP2kFa1vle8jR6kRukVkjVxZJovQemqyIYuTesFqU0g0sGzk0LJIkqLxPt0WcBE8ql9bEGpjqDeueW+TtJDzFsKvHVtskhalmLgBQI/oHI3YLV26VLUzR978yOQtERYvXtyNvHEEjYuihSJ0BSZFbGJWo1ZnL6VZV4c0TYvIVAXLBKeRbirrS0uFEBLgEBJBCpkgtOhdKqTQlTIyo/VV7dpYxiaNVsVE86qKnOJyrL9Dx0vVkfrQfh9DtKwRszJ19ZG00GMLuGgdR+wceePeCIHLz+TNj0zeEqG9vb32JQR6XxqAv0NyWxKWEDZNkxydZXLwkaQQ8mVxCJYVt6QnJLrHyVDCYkXVk18INFvKRLxSkq6QSCOuT1lny5Vbtq208aXpjImmhUavLWOz0SewmAVeDCENJV2xJCx0oW21B0Afo9IYkuYj7r82d1n6kzR3uW3U/KqQ8sjkLREweeOibBQcWcNhZneO+z4ct6qh7/DRysT5NBkO1snDQua4ydU3wWiEjrM/dfSnXsTNal9vTsgxRMYno8mG1rVMRME3YUqEoYqIgURQOB9i1RkDqb6pxkTsboAvEhmyWC1DwmLIWqwP5haflsUPR8ooacOfrnLHNB+V0cp0dcJzTn5Jb3lk8pYIS5cu7fYqEA6+0DJH1Ohj2pwcfkEjVxZnA7cyssA6YUkTJ57wYydj6qBCo2gWglfGziogOWZp4pKIVVkCFCuTSmc9roV0zS1tGRNlk3S7MRrSFlq00bIwwmVbyrPojUFMlLOMD9OIloWUcfKx5M0Hn0/SrhNH1HAa3TWiD9q5NE4XF52T6rp8+fKQKmcwyOQtETB5o6CDWSNhlKi5t2ADfBiZw47d5XeRN+zwpUib5Ji0lbzkMKSoG500qE3a6hH/l6CRmdBongRsc6wOqe6xurQ0C4kORSgxji3TantvEWmuD1gnXi0yrJUXmoeWxR1b8/Z2ZJounkKiZ9p5K0nT/KKFnJUlcJq/5SD5Gc6vSsTMkTf6sJ1G6JxOjtBp9mrkLUfebMjkLRGWL18urgC5KBsmbzTKhgkZli+Kott5d+xb9UgOUHNGIU6GgtrDle8boBxxcr99JFA7dmkWWImkT7dFj6UMH4nkIpJcG3Jlcu3M6fYhlDxY5OtF4qTFgC/NR3B9/VFD6ELEd62lxQ0dT5y8pV9Y+7EVeOxY8ll8lI90+UiYlGYpJ6TuvkUxTtPGESZmlGC5dHfMETr8MnlJxhKNw3blD9OXRyZvieDImzSwfVuimITRQY5lsE7NUbk3VFudtoTYlXTMRCNN0tqEJBGWeiCmHKnNfe0sLQw4WCIAOM2iO2WbWshYrEwsuPFBy5Dai5MpC6luFiJI60Ll6Ni3khX6OxaWulUFX72ktFiCp8lYYV0AcYt4jqi5NPoyeUzMuC//OD3Sl4CwHo68YVs08uZb2MegXnNCPZHJWyKsXLmy26Cm5Mt9R86dc7+5lYrTo01WvsmFvjnb2cERIcvkY3E6GgmQyKOmi4uuYTLnO58SVn0WuVjbUpMVrLNRnJuPoFknMg1c/9T6ZgjJrRKhfUv6HaKvCkjt54vqpSo3lMDRdB+Z42yPIcDS9ZEiWngs+7Y2OaKGo2ycjI/gccRNerDBPdyXEY9M3hKhs7OTja4BdN/edOc4oiaRNy4ah2XwAJGcipPRHJEv8lImSsdFyXAeTb+VmGk6Qohjb4Ejpjg9dVn1yKPp0MhFWRJHZWh7UnDnLZE2mj/2WsUSlyr6MR1nvUVWQ+GLdsUQNU2PtEj1/bYgNNrmI2ocofPd8+aOJUKn6eZswr+l+8OpbCr0lr9/77334He/+x387ne/gxkzZsCsWbNgwIABsP7668NnP/tZOPHEE2H8+PFRujN5SwRKvlwagM2JSFuikgPAkTtK+lw63m7lonCUHLpoHSYQ3GRkdURlJjRKsKQJhbNTmrQlXbEIyS/ZJ+m0kBWtblI+Hymk7alN4L7raiVqsflC2z8EWl/T9Ifk08aYppP+5srxXT8fIQ25Xhy0ulv7ckx5PsLkI3BcOrdwDtVlBR3/3H/8B8B/wUciapYImrSVKuWzkDdsO66P1Ab9hbydeOKJ8Mtf/hIGDBgAW265JUydOhXa29thxowZcOmll8JVV10Ft912G3zmM58J1p3JWwXgyAN1uLSD0jSOuGBdjmjRsrjJGRM5rIPq5b5ZZ4kAaStRicxKE402EVngIy/1AkcQfQ5Lm2CtkyDVpZEDy7X0tbtmg3aeyx9L8FIghphpxJbLxxElrR6WKI7vt0YKfeWXIVkSGSxL0mIg9WmJhEnHPoJo+e2gLdJ88wIlapQocYTLpXH3rmlRNUr6cF6OUEp14Oq6KmDkyJFw1llnwVe/+lVYb731aumLFy+Gr3/963DjjTfCIYccAv/4xz9gjTXWCNKdyVsvgiN09H1tGJxToQOjqemD14tgYob1OxlK5jjChuWo3dwK0zc4rcTMStY4gkSjRj7d0qRaJXyER0qn57U2wte6nhNmSBvGkIgQgheCGGIWuriogsBY+7jVNgxuTFvHuDU9Fj7CxclY/8fqpr8dtHHtIzkSUZK+nY3TpKdGsQx9kpST4aJsUh1SoCqdvYHp06ez6W1tbXDllVfC3XffDfPmzYO7774bvvjFLwbpzuQtESyDHIMjHvihBidDCZ0bWPQJVDqZ0HfGYUKHdVOCx72ehBI6jhhZJzCu3ThSQgkZV0fJUWqRDp9ubgIPQWpyobUPJQPSRM7pxOek9q0CPr1a+9WTXHNtZCFfseOA00PBLUykvm4lw1IZmpxlzGrlxfoJ+pvTY4mSWYiaRTcnZ+2jtI0pOcO/8R8A9CBTbo6gBEva/sQyXKSNK9dnk9ZXQtJXJQwbNgw222wzePLJJ2HWrFnB+TN5SwRMlgDklaHkHLBTdr+5hwwcweIGE5bh0ug75CjBo19qcPJclI7+tk5uvnPUZo1c4XQJlslUIj1SeSEoSzi4/BqpsUyUvkm5KsdqIRZUNvS8RbdG+rXyfOed7irbkBI4Wr5mm6TLIuuT0a5taFtQ+VBCpp2zkEALSdNgvRYaMXLg7mfDJMvJ+O5B44iaRuiwTfQdblwdOX+sLaK5HR1rG/YXrFixAv71r38BAMC6664bnD+Tt0SgRIgi1IFxDhqg51OjGnlzso7s4QcSurq6un29wZE0fN8bJYqYqHHkDddVcoi+QSmRNXqeylgmZG6ClZyLtKLWIgxSfWIcEbUllhBw7eiLFpQhRlXAZ19M21j7Qr0iBKGkO8U1CpWtR1uERtgkOWtUzbeo9p0LIc0cAZLIGyZdlLxZnhq1EDMLUeMIpVZnibjRvD7ytirgyiuvhDlz5sDQoUNhr732Cs6fyVsiDBw4sPZiXAkSoXG/uQmbA46OcZMNR9S4KJsbXJisUaJGH2LgHmrAET2cl9YldoKV4CNmml4ugsHpk8rViCHNX5YIpiZNWj+LJZtaGdwxl87JaOetE0qMTi6SgGWkfkNlOJ2hNvqQ6prF2OFbGFDZkGMpv4V8WaJs3CKTg7SQ9OXB/91veizdz0aPOWLGETWN0HHETHrwQLIftx0dG9zCWgK+b45ru6p83sKFC7ulNzc3Q3Nzc9KyLHj++efhpJNOAgCA008/HdZee+1gHZm8JQIlb5bViS8NDyA8WCh5wulOnr4eBBM6AHnblPveKi7TEUEsg4miS5NWvj6HbRm0GkGSiBltKw40rwRtYtZIHKfHV8/QiV8jlpxejbz47IslZKFyjQjaB7Txy/VNCgvp8bV3ShJnXWxZ+mcIabMQLu1/qD7JJgrLYgwfc0SNkiIuTSNqWMa3/UnzSduvkk24Xpz/kNpP6w84TSNvVWLs2LHdjs844ww488wzWdn/+I//gDvvvDO4jJ///OcwadIk8fwbb7wB//Zv/waLFy+GqVOnwimnnBJcBkAmb8mAyZvFgVqdrMVhc2SORuckEkbJG9bFETwsJ+XjbJLIXOhExsE3iVJZ6lQp2bOQQ5pX0q/pwjZIdQptC8nhWspLQab6GgkDqN/WKEC5LV4AnaClbHtr/wshbTTN8ls7T/2LRc5itwYpKhRC1vCxtm0pETNLJI7T7bOJ1sOyuNSONfneirzNmjULhg8fXkvXom5vvfUWvPzyy8FlLV68WDz3zjvvwJQpU+C1116DPfbYA26++ebovpjJWyIMGDCgB3mTohoA4atkaWLlHJdE6Oh57gEGH8HTiKCkW7KJErqYdvHlpcSMaw+tXC5dW11SvZysxUaL7ZZ6cWSBI6q0rpyORiNmsTbWk6zFQupb7py2GKB5fIsbqT/4+o7Vbm2S585pBCxWxmcjBwtJpkQI/6ZydNtSup/NR8ys96r53sVG7fbVO4SoS8fuf299YWH48OHdyJuG66+/Hq6//vpkNrz33nswefJkeOWVV2D33XeH22+/vdSWbSZvicBF3qQVDU7jfnPHXLpzotwkzk3KlDhx98XhvByhc8TM95Qq3UrlvvIgEU9sN/fbAjphcZMY1264nS0yuH1puTH24vxSP5L0WxYNFj1WHfWAtW2lviIRFq087bhesF4XTZY7LxFA64KTG6dWWEiclhYio5WrgfoJnE5/S8TN/ee2KC1PjXLkzUfwOHKGdVM7tfpJSEnCffeH9zfMnj0bJk+eDC+99BJMmTIF7rzzTmhpaSmlM5O3RNDIm7QS46Im+BzWwUFz8Bp5A9AfPKDkTYuqaRE7rNuVT4kbt1r2RQpiIOnUSJ2GWBkpH72WZQiHDxwZ4voineB7C3QsWElcTBll9aSExQfQa6VdM24Rl8I+Szod65ycb8Ln0lIt+nzkDJ/jfDklTpQ8SaTLuiWqkT6NqGkEzTq2y1wT6ZxG3qjdKdCbfmzOnDkwefJkeOGFF2DKlClw1113wdChQ0vrzeQtERx5swx4fMw5aM4B+1bcWn5uAHFkiouWcfe3+cgbJXgSMdTIHE2nEzcH36qbI2oSabG2qXRdKAnV4COCqR2PNolq7dUX0QgkLAbSwk46z/2X9IbYECOjkadQIuB+W8iZlbRZxiP+7VuMY0JFj2PIW5kHDTTiqdVdu45Wwqz5c5pvVYm8zZs3D6ZMmQJ/+9vfYPfdd4c777wzCXEDyOQtGXCEyroyw2nOGXMO2zKJaius0MHm0rgIGkfeXDon4/7ofXGSbkyoKJnCdnL18zllSty4SA73G+cPJTGaTo2QckQxFTiHLpHNRiZtfZWYWcBdA3p9fMQpNUJIYQjBKkvUJF0WcGNBIm/42HfPmUbUNGKm3c+Gy5fmE1ovbfxKbaXNEziNk/GRNzxvSKB1SYHe8mNf+9rX4K9//Ss0NTXByJEj4eijj2bl9t13X9h3332DdGfylgg48hZD3kJWgyHn8HkpwuTSuAGIo3Ea6cLES3qSld4Xh23ANkkOgJOhCHHe3GQoTYxSukboOALog5XQxeiUkIKkxkAi0NQm3zVJZYs1XSMq9YCvPGnxlqqMmDaxEDXuvE93TN2kxYkUuaLp0sMB0vYngO0rCDSfj6iFkjWuHXxty/lgfE6T00jeqhR5A/igrW+++WZRbvz48Zm89Ra4yJs04NykZR2U1knLOnC5yVAaoJSoYULn6o1tdnnwihLr0QieRN7oZ8c4W7EODZaJh2svXzmUiFiuhU8PLt9qp1QOlcPt3VurUgCZtGGbuDScXqVdWlq9SRuFdYHhyxciax0/XD4fMbMSPg2hPtAXwdKe4qTEjPrw2PezSeVx9obW28FCzn2kTFtk+2RWlcjbH//4x8p0Z/KWCJi04DRK1gB6DlIng8mOk8URKq0DSjK+PNhW7j99XxwmUxIJ48ia9alVTgZPSppTkEgp106+dsCylDxgHfg3bX8fMaF6JJs1+PJx15+bFDmZ3iR1HLTrllp3X4RUhzJkznpO6lNVyGjpXJ+QSI5lAU3JGkfMYp4S5fK5NM4mbDtH3jRopJjz+xYiRv29lE/S3R/GW28jk7dEkDqkZRJ0Mm5rMaRMKUrnc2LcOY58cAOSIyzaq0IwUcMyOB/W64vGcdFAao9G6CwRHEryONKHy5OONRlqn3TNJEcnnYshdByqJEuhZXPlVzkB9PbkElt+LFELJXAxhIvzkRYip9lhXZxyUTVrlIuLllmImiTH6aZpmt2+ekttRduWI1IW8qY9bCb5Za1MCq6+ZdFoC9EUyOQtEXCnlAYclsXEBUfeuK1XbWXo0p1efIxh6bwW8qCRJXpM24QSPOnzXM55ud/aN1mdHLfi44gbd8zVkyJ0MrWQOl8eCVK93DmNqOJ8Pj31hIUoanbSfqgRaK59LNe3kQldyLkyRE07thCvEPJG4VvoYBkuOiWRNXou9KEC6X42jrhZyCLn27X6hvgzjVD7SBhOwz4ZoLsPpvmkYwmZvNmQyVsi+FYTTgZ3Iroliu8fw4THB3rfmYNvIvd1aGwHradG3rSHGqiM9pSqk6FOm3uHHL0vDstQMimRKm7C59qKc4BVETVOjkuTiImP8ODjesFCFq2EUiIMlolLStPSQ2WqRNn6WIhTKAEoI+M7J41T7pgjQZanNiViRkmYJkPTaPkSWePs5urHtQvX961kiqZhXxoTZaPpmkxGPDJ5SwTJOWECJJEhl67d86bJUF3SsUPIZC3l1xwDjY7h+jt5HGHk6inlc06QOhEswzkRznaaD8M60UhECNuhydA25iYoTs53rXE9Y/qJlVz6EEPCrDL1Rm8SutiyreQ2hMil0qPJWKCNG4mYUYJFSRwleSnJG16MSwSz7JiTiBNO04iYdEsKzUcjb5Jun00cUrQDp7O/IZO3CuDrmNJ530rURZgogcPROZpmmZhjCJ4U6cF1pIOd2zZ1cjjKRkkgJmtSxI6SPmwbR/Twf9o2uA40nbaBRNi1NCt5wm3qy0fJGrVdInZSPTjyx5XP2Uj1UFgIXW8TNQusNvrGtZYWQpR88tL5UAKGx1hIPilNOif5KI6o0f8SedPuObMQNZpG5STdGlmjfV/yvT5CTa+tRNSwjEbWfGlS+ZofzkiHTN4SAXdWjfhIk6Q04XLbpvSpVnzs/lMZCVqERpLXdDjbfQPcOS0sS7db8X1xGqFzpBaXQwmkFP7X6iCRFiyD20QihBwsBM4HS1lcHTi78TFnK1eeRuBDEePYrW3daIglPiHyoSQthCRy5C3EftqfqO/CkEibRoKkKFcMCdPez+bTzdmkkdAQaP6WSwslZviYu5+N/pcIvWS3JssR2rJIra8RkMlbInDOiyNm3IRH82jETHJUmAz5ZHzg7JXIi6aPEgf6eDluB+ckaNnYZlw37DCoDBfS58qV3jXEETfLZER/+9rKkia1sWYTbScfOBIXQug1cOWncqSNSNyqsMlCslISLoteX58Pncg14uYjagDARrmkBw9wmnVL1Bex48giZydH3qRjra3LEDWLjCUfLZ87lshaI47dvoZM3ioAR9y0qIUkw+mTHmDADtA5Eh+5ovnKQCJY7hytn3ZMn7ilUTaJvFHSR2Us0TlsL22jkAmJax/t2tLfPhkLyfNNihKxouVR+zV7LaRvVXXcGtn2/cbHoWQuFSmzEjffOesC0v23EDUqF/s6DymN00XTOJu4Okv1D2lv7r9EwrB/o/m4F6BL97NJtlhs4+Ql0LZLgdT6GgGZvNUZHBGgxEub5OmTpdhRYD30SVZpFSjpwXKcjRK4iV2qH74HjiOorg70vW9YR8x9cS4fTefeOSddw1CE5JHan0vzEThJP70ePuLnI3QOGjGkMj4bGw2p7JbGd+yxldRJkyiV9dlnJW8xkHyURtZCXufBETAroZPKl9Lwf/pbgnQtuWONXEkyUpokYylfsltDfyRT9UYmb3WCb8LzdXqO8Ll0jsBpzsU6ybtyOBJGbZPSuDzOBovjoHXnCCbVRyNoUrtJhA7bhFemWJYjM1L7SfCRIct1wtcbH1MCyv3m5Kx2csdcfTn7Yyd8nM8yZkJA9VVlt+8cdyzJlCFwnG4LuZPqE0vWKbnBfRlA/uJAmfvZNGImbZFayZtULwm+661dt6qJGkcONRmpTpZ6Y9C2TIH+SBYzeWsgSB3aOqlzhI4eW1a0uFypHJ9D5uriI3T09SE0HRMVjbz50rAuyxYBN4FybRIKznHTdrGmWcGRFAvBc2nYbo68crZKNnCkz0KItfOcXsuCxUJQpP5rIcA+3aEEKZSEWWW0crS0GEj+hiNqlJhhOY6UUbkQ8kZ1Y7KI07h6aP7Sek01osalxZA3KZ+1/LLwzR+ZvPmRyVsvgpscud+WyVqTweTFQt5iyYJ14qXyDnjbEh/jtqBky9lLX8rrI29cdI7qkQgdjdhx7aS1gZWk0zSNINCyLYRFyuezw2IrVzdcJv5P7bGkaZCIUMykw9mtleFLC5FPRcJiiFosgfNNyvg3R3p8Dx5whEsiYdYom0+35jd9dZbaK/S6hRCzGMLnK1+ylaubBSkI4KqOTN4SwUec8DGW5yZ8jRhwhE9zilxaiFOSZKitNC2k3Wg+jRg4Z0uJrUZA6AuAcV3ofXH4OtD8Gqnk7OZkNPjIEEe0QiBdI62PcrZrejhZ6ZwPjeDgY/q0pMNyrgyBkkheGRJnqYMG6ju4NM0v+d6zhmUoMevs7GT1aLo5m7Be/J/+trRTGbKG84USOl+aZJP223dOSgPIkbcUyOQtEeiAliZAH2mjx76JlNNFHRBN42RcGbGEzkcsrIOHa0efk+LaAueVSKeP9ElEEBM9zn7tOlnTNQJLbebIs4U4Wsmgte/RPFLdYlFPMhc6KVsQSsDwccyEGyojyWn2a32G/ud8CbcdaY2O+chbyFOj1EaNdFphIToa4UpB5iQZql+z0VcXn6wD9V8Z5ZDJW0WwdFCJtLk0C3HTdHNOh5IXXB7nqLj7O/BTohIxooO0zKD1DXo8AXDOj/v0lo+8SRNbUXz4oINLow86cHnof2xf7KQQ0y9wPskeq24pH02rClyf4NqUay9f37TabyXKPt3aYkSS8Z2LnaglaP2U+gj6XyJF1vvZYp4ktejmbAoha9YFmUaecRr3Qlzfp6hwGifnK99it1TXkD5P5xwJVrkQ9EfCmMlbIkidPNQBhE5+FlLEDRyNvOAJiX6pgU740ooa/+fyUVkJPuLmbOzs7OxB1vB9bdQBWp5I5WQ4x+heTSLZR+UpYiZ9idxzZIJeYwsp0wiPpEfSXTZiESPrm2h8k5YEieSFXtsQ+7QJ1zcppyZwFNJYtywOQx8ywPlC72fjono+G2m9JFiJmvTfQspCZKheX/lSPULSNPjGSEYcMnmrM3yTm0bktAiJb/KmBMjquLSVqU9GsgnLWgY0RyBwW9B70ByZco6a2oGJqvQkqyTDrYK5F11KEyitM24PrS3o9ePyaYSKa39rWb4y8Xma5qtXX0PZulgmQx8ZiJ2UU5BXB8mXSL6CkjRK1pxM6JYolrHotvgz7revjXzXgfMH9SRrUppUL2v/qGJs02uSSmd/QyZviWDt3NKkSMFNxNykKk3qHAm0kDcqn5LQUQJhIRIcMIGQ8uOtXc6BWiJvVtKHZZxuTOrcOekLDhws/YbLI004Uh/hiDFXPgeNLGbI8E2WoZNryKSspfugkRzNJ1BChdNCiRpNw3p8736T7KL14dpJ69dWwqYROE7Gmk86pnWwHEtpWrokl31Btcjkrc6QohOSnIMlOoPzSlEaKQ07Nmyjz0kDxN8Xh/9z5YXAl4++hsQBOzlqoyNbXOTNlSd9BYK7Lw63iQaJlIY4QtrOIROR1Jb0+nELhP7srFNPRtpE6vsde94KrQ/Q8xIpCnk/G5aJibxxxFAikDE+JibKZSFmofezaTLU3jJEzXeOynCL8VjdZeYBTWd/QyZvCcF1SKnT+AaGFEGRdPnIGUfWcBomL1gGp2EZnD/lfXG0HpZBx5FC7jx1aJR04bby1d/JuC1ajvS58nD+ECfN2VMGzhaOgOFrxvUL2kaxiK1Db5DCkDGYQs43uXLRF00uBD6yho8tizqOTIVG1QB6EjxM1CzkzWe3QwjR8JE3Osbx7xCCx+mxlC/Z7KuXD5Y2SlEOQP8kW6mRyVvFiJ10QidsTp6mSRM1TXOwOGkqZ3XuXD5K+CRoBI3qp+3v0iz3xVFCS8mbb3WLHRolipKjxvZL168MODLGtZMkR+vG2aZdu94gYbGowlbr5GbpVz45CdYFkXQskTWcpkXZ8J/vAQUuDyVvVA+2Cdtu8S3atbCSNJxmIWvWfJI9UpqvPlb0pTG7KiGTt0SQoiaxiJmwuUnY6aATL5XlHJu0Uo0haxJxk/JhG1Otwqgeel+cI1g4jT6M4PSEfLILoOeLfp1un9Om5WoTdwpohI7CIpPxISyRC002hqhZIUWkfAsu95+7vyw08mZ9ka724IHFV4ReB42AcWkSOYshc5INkq2x9bQiVZ/T9KTy91Xr7G1k8pYIqSexUNIWmsdH6DjiRIkVTqMyPqfPyWEiRPPSuoaC1k0CJnQ4MgfQM5LGEXZK5iTC51txcwSbK4dLDwVH4rm2ommhtq3qsFybepA26dr4FnDSwosSKmt0zPciXSpDy/YtBCl87WaJaPlImEbENJLHyVns0uoW29/qgbzoK49M3hKi3h0yhLRxE6pE4LBO7BSlKBP+j/P4nCvnlDViqNXFQhZoPeg5+q42+oCBy0cjZrRNpM9sURmO0Lk/jkhrsBBTTpbrA1iPNCn4CEB2zjI00huSz9rGvmuFj7VxTNM0giW9ENdyzxuXj/oEvKjiCKYFUnuGRseamrpH0bV8FlKmHWt2+9I0NNJ4rWLh1x8Xk5m8JQI3yFJB6ngxAzSEwHHH1tU5zosJDpahT25aVvlUzh3HRnskIorbFt8XxzlWjtC6Y5wmPZFKJwH3G5fhiwaEkiY6sXD9QoKFTPYGUo2TqqHZE2IrvQ7W/q+NZ98iDED/eDwldFSGkjdKBrWFn2SjDxq5sRAnLTImjVNp3EpEUDq21sOXFouqxk6jjcm+iEzeKkaKThqqQ3NoXIRGirZwx1JUSCJd+LdlYgjNh9NiJjKuDjhNW3VTgobTaX5qI5efI3PaBICvD70eFDSNXn+pj3HtmJJ8pERvTghVlu0j0iHnfIsgyzh1xIseYxnfwwkAfFQt5EW6Zfumj1xxaRbiFpKP2sWlWY59dQ+RSY3QcZ7aL1Sls7eRyVsiaBNgvWEdxL4OTWUw4cDEgZK6EELHnQ8lfRLxKkPgtPz0QQf8DjfaBpRsaeSNI4yW7RhJjwTuHEfmJdmyoIuC/oR61slCzrRzvvHn0rhXcFjIm++9a2W2RGndfO1uIUohJEzKy/22/JfSpLpZZDSE+scyOmKJZoaOTN4SoZHIWyy4wagROAcaVdKOuYmCymlkzumgMhZHIp23RjY4cuXKxffL0Q/VO4KH6yq93JcjfNLnt/AxvSZSf5SuJ62zz+FyfcBHCjk9qwJC6qv1Zan/SiRNImv02LJ4kv4A5PesSdE4TjdXvlZn7DO08/Q4hnRp5E2Sofosx5rdMWk+pBiHsTqsPjcVqtDZ28jkLRH6A3kDCCNwkgwlafTY/bdOHpqMLw0fx642KcGk+ujXE/DXHGi7YD3W14dwkT73G+BDsmglVA5cHiusK//+MCbqiVCiJ/3mznH/Q79KIJGwWKKGy9fqJEEjMhbiFErCrDLaf1+apW7W9EZFJm/lkclbIoSQt3oONK3T0omepmtp+JjTY508QkiZVYbTTYlK6GDmiKkDJVecg3dlc2k4H5dGo3pUhtMt6aPXj9YtBI3Y3xsN1n4W2x/xb6pDGzsWQgVgvy8tJKqmLc60tvD1I40caYQL5wv5XFUIcZPSLMdWGQmNMt9grMo+IRUyeUuEEPLG5U0BbuBYdEvRF46o+GRC82CCEULeaH73R/W5fDi/ZKfF8VACSPVgIhVK6KTXh9AypdeLSOVxNtG64GtjQV+bTLgypX6fojwHa4TBMm5wPt/iKJSoWQgX/ouJ2Pns5tpPgtb/LGTKR8oscpw+ao+UT6qHr24+WSuqmnNSLOhCFzIWVKGzt5HJWyKUIW8pbQhBTMSFm2R8BE5y0phw4TROhjuWZKguSuxcmjZhaoNdI4BYxjcBcO+Lw1uw7k96uS8lZfgcfQ0LfYcdBm5/Wi9tcrFMPFZYFxkp9ZadFMsslqis1h+5/o7Tpb5Pb/z3RcfoE6JcmkTMsG6qn7NR+y2BI0fut0ScrGSNk/flk/TQ/JzN3HFIWoxMFeht8rgqI5O3CtHIHdQadbCQNV8+TDRomubwLTLSBME9/UllpAnT2jY0j5SfkiwH+hJg6R44nOZ7uS9uN1/EQJpMYuqP8/vSYtFo48lqT8z48emxRLlSRdV897NhWaqbykgIjdhIJEs7VyVRCyVuXFrZ8dNo4wMjpL/HjI3e0NnbyOQtEbhBHZq/LEI6KC3P4lixDBetobooGeDIEieDdXCTAJXDREzSxclQAof/0/r62pYjbBwJwnWgEwh37xwlau6Y6qFkDkfesG5Or4+shaz8+1rkoAws403qA1YCJ5Egml42qkb1UBnu9R2SPZLd1vZxkMhPCKGyELMYQifZJ/3n6iGlhRLZGPTmfBO7OMzojkzeEsK30orVBSBPAloeKyyDSZKJiSJwRE4jUNykELLyBwDTto40qUqEjjumkAigNrngNqDtIUXeaBu6YyxDyZpkO9XDtYMV/YnMWcYbJxM6Pjh5KzFzMpaHCqQt0RT3s0n1cOm+/kd/hxKs2M9VSWmSPSFplmPruRAZC6S+TElXmbKxr7fIpUQVOnsbmbwlAh3kOD2V/lS6QwahNuCkc9Qxc46aIwiYQLljnBcfc+QN66AyOFol6eHK1yYgqV00eak9MFmTJhiXj0be8NaqNLnRe+kAur/SBBNCCSH9LSbiEKqzSnDXPXSc0IVJTPlcX5aibGW+esDJSOXTccGNRw0+YmMlVCFEjC6OcBrNw9miETqpLqmIWplxVwYh9mvgxkYjLs76GjJ5SwSJvHFy9UbMislHTqQoDM2n6dFIHf4t/Xf6uXPSBCORPCmfZCdXZ/qbq69PBrcrnXDoOWwbjjRwT6vidKeHkjWNYHLHFlhIWyM68lBSzl1baRGi6bIQJ1yORsJCvi1K02j52mKJ1ttXT2kS9xEwLk0jZZZ82AYrcdPqEHPsS7eeT5WnLCzzjWUhVKVN/QGZvFWA2MFZFWi5IatjSd5CRJycLyrhjrnzEgHD+TSSxqVJk5KF3FESRcvR2pojQz6iyt2Xpn2eq6mpqTZB+6IGXV1d3aJ27hiXxxGQskQu9fgoM65inbrUp63jgurxkSGOYLk07gsHjqhJ+STSx40D6UW6tI5SnbXJmyNZ9L/v3WsWAqeVZyGMXD0spKzs4iWkbzfiIojCMi4yebMhk7dEkAY8J8dN8o0IboKi5zlHxK28QkgePqbkz0fMfDJYp4WsSVEHbuIKmbi5unL6uIcYaMSMPozg5LGcm4TxObz9ytnFHafuv1UROc3GGOKp5aN9LxZc/9K2MSkJ06JqmMxxf7QsaVFD2yG0vhpR0shWKFHTyBunn9pE7Y0halYyp6X7zpWRrTfwmGxkO/sKMnlLiNiVV4g+Db7IT4hey+TnI6gaLCSPEgUu6uMjc1yaFGHwTVwcadNA2zCE1GltKH0uy+V3pIxG4KgcJXScjZw9FoJkgWWxI8mXkbX2f1++1KTN/dYWC/i6uWPtA++UmPnui9P6fEgdJSKjkacyxMyXz5cm2anVxVJfX1qITKqxFgvr9dfGScpyQlCFzt5GJm+JYJ2IqlxxxDqMWIKn6eKcmY+scaCkgRI4/Bufw5MOTeNkLITOmo+rVxmiw5FWWi8MTNow0cLbok4Gb5O67VdK8jh7aD19dZMmSU3eh5RjiWtbnwyVDyXrlv4nbZH6iFrIFqlWvg9WX6cRqdREzULcNJLm66dliVrK+aHK+SS2LG0shRK5DBmZvCUCdRY4XZJvFOAJvqy8Nulx+WiaT4ZOklSOIzrSpCRNlvRcCMGT6kJJZig0YqARLPwb3xtHbcf2URmtzV09uXa39v3QKIdFpwUWW7Ec11e5/ifpkPof/S2doyRMOo/luPM0jbYFd2yFjxzFEDN6zxv9MolEyqQFg49UUhl6Tjq2yvjyWNBI84eDRMy4cWYZb1XY1p+QyVsiSOSNyoSk9wdQ0gFgi8JpMhyJkSY+fEzT6LYiN4FhOQD/PUhceSGTvAWUUHEEi8ri+hXFh1urtE04Wbq1KhE7rnwNoaQt1UQoTTKcDJaTSDmVD4XUV7m+ReXwb0rWsG5tPEgEkiIkYmSJfElEzUrwsG7fe90kmyTbffUO6Z9VELjemDMk/+IgLS778/zWm8jkrWLERhJ8elLCMpmFyvtkJHKG80tEhCNCHKGgxzSNS6dl0W1Ed06LYHBptKxYAqcRNyonHWNbMDGjW6lce2JdVgIZgpDxknIs+foiTktB1CTi5FsIaA8eWPVw1zKWtHEyGnHSiJj7jfsfPnZyjqjRfFhGSuNs5eoRunhIRdAaicRpY0JLoz6A61vWhVMqVKGzt5HJWwWo1wAMiTJUUX5ZaAQmZPLkSBFH6nzRB4740f80YkUnRUyMfLotpMsS0eBA24O2BbaB2sO1k0QUNQJncf4SQifPEBnLZELrKOXTytD6Ef1vJVz0HJXj6uAjZtxkq02+PsKjkSnuWCNvElHTSCC1gbORk9HqpsHar6sgb6nKDSVYWj5NT38kUb2FTN4SgXMELl3LY9Fb1q7egHXCs0ZBtMmUK0siIe43JSo+woXT6XuvpK1ULBMS9bAQ2hhyQ9uLlmUhvdwDDfhdcZwOTr/VZk0u5aLH1+c0cNdb0k/7g+W+NE6H1ncsY04aT86PSdfIQtzcf18aJmo+UqaRNV9Z0jFXj5g0H1KSu6qgle0j/1TGshCKLS8W/ZE0Nix5e/nll+H3v/89PPXUU/DUU0/BSy+9BJ2dnXDOOefA97///Wi9999/P1x88cXwxBNPQHt7O4wbNw72339/OPXUU6GtrS2Z/VLnrDKiUC9YSYJFlsvHkQstzXfs0jgyp6XRCRbgw5v5Y4ggtg3LaFEPCdLEZHGOtCyuDlg3157UVik6E1s/qsdSp5i+JuXV6hYCbQEh2cLJSuQu1D6JWHNy1nMhZEoiZjjNGnmTyqc2UDt8dbG0RcqFQ6NCGvc+Gc0XZKRDw5K3K664Ai655JKkOn/0ox/BiSeeCE1NTfCpT30K1l57bXjooYfgvPPOg9/85jfw8MMPw6hRo6J0U2eB02P1pZDpDVgiG1o+H/mTIlXYkUgRJSpjIWGUwEiRN1we91Z6C4Hk6kfrRuGbqDRCJ0XKJJJBv6sqRXq4a5G6v5bRp0UHUkAjXzSNHmvROE6/BOm6+haWvr5Gj31kiiNqAPJTo9Y0Wh53LJF/K5nz1T+VbG+D60uxY0TKZ12I5cibDQ1L3rbcckv47ne/C9tuuy1MmDABzjvvPLjuuuui9T3zzDPwne98BwYOHAh33XUX7LXXXgAAsGTJEpg6dSo88MADcNRRR8Gvf/3rVFVgEbKitZ4LkekthBC6UKehkQ/82xJlw+VLMpiQ0GMAPjonETfNRkvdsb34WIqE+MC1AW5f2gbcf85uSa4KSLbhc1VAioj5rrU1qiYROQpr21rbQiI4FgJF+yB9GCGUrHF9WiJ0nI1avawyHBrZ93KQomNWGY3glx1fmbzZ0LDk7Wtf+1q3Y/rEXyjOP/98KIoCvvzlL9eIGwDAsGHD4Morr4QNN9wQfvOb38D//u//wuabb16qLIcyhKs/EzkHycYYxyId+yZxK6GzRExS6LbUTQM3ycVCajsXHeIiOhbyR0lDKKELmXS1SZzaQNM0WPoD1cfJ+e55C7GJA21bru19+bnjGDIVQ9Qseqidmo2WuoW0R1+C5bprMtI5y2KiP5Kn3kbDkreUWL58Odx9990AAHDYYYf1OD9u3DiYOHEiPPTQQ3DbbbfBqaeeGlWOZVLh0kIdaNl8oTK9BW7Acys+OvFzx1Sfj1xZ06RJNySfz05Lu/j6mTQxUr0cwZXIFZXDZVrs5giepVytzpyMNHFYJiCJvNM8Un+wkjpruRzpxcdcfX3Xj8pqaRJZqoK8SflwOpXT7LQch6Q1CizEyLc44vwq1a2Nf60cyR/7bEmJ/kgeVwny9sorr8CSJUsAAGD77bdnZbbffnt46KGH4Jlnnokqo0zUwCKn5Ys9F2qTFZZVXYge34pRilRJZACncQREm6hDiJmWT4uw+Agdd4wh9R1t4uXy4bIsbYhl8VOEXH6JZHDlhcAy8Yb2Qx/5t5y3kDlLfwiZKH2k2kpsNFLEkSkL4QoleD6bLDKWOlPE+sZUPtAHyxjRZCTSxuWTFgW+NAp6vTLisEqQt5kzZwIAwOqrrw6rrbYaKzN27NhusmVgmUBSyaQ4FyITIpcinyViQB0GN/Fz5EeLnNA0TUYic1weLEcfavDZJdXFAq5vhTh9jlBJJIyz0Uc2uevHyUjkjyMnPlj6hJWo+/pNCMEPrQe9Hi6tLPm1EiULCbPkDcnjs4uetxyHpMXCMuYs0EiXRSbkHCdrSdNkfEhNcvsjVgnytmjRIgAAaG1tFWXca0IWLlyo6uro6ICOjo7a8YIFC2r/ly1bFmVfX1uF1NPeegzi2EhMVXZwE2g94MgDJkb4NSlWSDaninJU2SapJhfpfNm+I0XO6t1P8ASdcjyUIZtVob/5u5SItdfNoX2tvo2EVYK8pcT5558PZ511Vo/0iy++uBesycjIyMjI6JuYO3cujBgxAgAAhgwZAuussw688847lZS1zjrrwJAhQyrR3RtYJcib2yptb28XZRYvXgwAAMOHD1d1nXrqqXDiiSfWjufPnw/jxo2D119/vdYJM6rDwoULYezYsTBr1izvtcpIg9zm9UVu7/oit3f9sWDBAlh//fVh5MiRtbSWlhaYOXMmLF++vJIyhwwZAi0tLZXo7g2sEuRt/PjxAPAB0Vq0aBF739usWbO6yUpobm6G5ubmHukjRozIA7+OGD58eG7vOiO3eX2R27u+yO1df9BXgLW0tPQrglUlyr08rY9gs802g2HDhgEAwJNPPsnKuPQJEybUza6MjIyMjIyMjFCsEuRtyJAh8LnPfQ4AAG644YYe51977TV45JFHAADgC1/4Ql1ty8jIyMjIyMgIQb8ib5dddhlsvvnmcMQRR/Q4d8opp0BTUxP84he/gN/97ne19CVLlsBXv/pV6OzshP333z/46wrNzc1wxhlnsFupGemR27v+yG1eX+T2ri9ye9cfuc3Lo6lo0Gd1n376aTjmmGNqx6+++irMmTMHxowZA+utt14t/bbbboN1110XAADOPPNMOOuss+DTn/40/PGPf+yhE3+Y/tOf/jSMHj0aHnroIXj77bdhs802K/Vh+oyMjIyMjIyMeqBhH1hYuHAhPP744z3S33jjDXjjjTdqx/idaz6ccMIJsNVWW8EPf/hDeOKJJ6C9vR3WX399OPXUU+HUU08VX+CbkZGRkZGRkdEoaNjIW0ZGRkZGRkZGRk/0q3veMjIyMjIyMjL6OzJ5I7jllltg1113hTXWWANaW1thm222gQsvvBBWrFgRpe+pp56CAw88ENZee21oaWmBDTbYAL71rW/Be++9l9jyvolU7f3MM8/A+eefD1OmTIG1114bBg8eDGussQZ86lOfgssvvzz6+vU3pO7fGPfcc0/tG5O77757Amv7B6po8zvuuAOmTp1ae2v86NGj4ZOf/CScffbZCS3vm0jZ3u3t7XD++efD9ttvD8OHD4fBgwfDOuusA5///OfhzjvvrMD6voWXX34ZLr30Upg2bRpstdVWMGjQIGhqaoJzzz23lN77778f9t57bxg1ahQMHToUNt98c/je975Xe5l+BgAUGTV8+9vfLgCgGDRoUPHZz3622G+//YrVV1+9AIBi0qRJxZIlS4L03XLLLcWgQYMKACh22GGH4qCDDio23HDDAgCKtddeu/j73/9eUU36BlK194oVKwoAKACgaGtrK3bbbbfikEMOKSZNmlQMHDiwAIBixx13LN5///1qK9TgSN2/MebNm1d85CMfKZqamgoAKKZMmZLQ8r6L1G3e0dFRHHjggQUAFEOHDi0mT55cHHroocVuu+1WjB49ulhzzTUrqknfQMr2njNnTvGxj32s5lc++9nPFgcddFAxYcKEmr857rjjKqxN48O1N/0755xzonVefPHFBQAUTU1NxS677FIceOCBxTrrrFMAQLHZZpsVs2fPTliDvotM3v4Pt912W22QPvXUU7X02bNnF1tttVUBAMV3vvMds74333yzGDZsWAEAxU9/+tNa+sqVK4svfvGLNULX1dWVtB59BSnbe8WKFcV2221X3HzzzcWyZcu6nfvrX/9arLvuugUAFF/+8peT1qEvIXX/pjj88MOLgQMHFkcffXQmb/+HKtr8iCOOKACg2HfffXtMYp2dncWjjz6axPa+iNTtfdxxxxUAUGy33XbF3Llzu527++67awvzVbnNf/aznxXf/e53i1/+8pfFSy+9VHzpS18qRd6efvrpoqmpqRg4cGBxzz331NLb29uLKVOmFABQ7L///qnM79PI5O3/sMMOOxQAUJx77rk9zj300EMFABTNzc3F/PnzTfpOOumkAgCK3Xffvce5RYsWFSNGjCgAoPjd735X2va+iNTtreG6666rRSqWL19eWl9fRJXtfeuttxYAUJx00knFL37xi0ze/g+p2/z+++8vAKDYcsstV9l+rCF1e2+55ZYFABQ333wze/4zn/lMAQDFxRdfXMru/oQjjzyyFHlzUeWvfe1rPc7961//KgYMGFAAQPHSSy+VNbXPI9/zBgBvvvkmzJgxAwAADjvssB7nJ02aBGPHjoWOjg645557TDpvu+02UV9bWxtMnToVAABuvfXWWLP7LKpobw3bbrstAAAsXboU5syZU1pfX0OV7T1nzhw46qijYLPNNsv3WyFU0eaXXnopAAAcf/zxMHjw4HTG9gNU0d7Wb2zmd4OmwfLly+Huu+8GAP4ajhs3DiZOnAgAH86vqzIyeYMPbnYHABg5ciRssMEGrMz222/fTVbDokWL4B//+Ee3fGX09Tekbm8f/v73vwPAB59JGzlyZGl9fQ1VtvfRRx8Nc+bMgSuvvDJ/UBohdZt3dnbCAw88AAAAu+yyC7zzzjvw4x//GI4++mg4/vjj4Zprrlmlb+auoo/vtddeAADwgx/8AObNm9ft3D333AN/+MMfYJ111qktxDPK4ZVXXoElS5YAQJ43LWjYl/TWEzNnzgQAgPXXX1+UGTt2bDdZDf/6179qvyWdIfr6G1K3t4aiKODCCy8EAIDPf/7zq+TnWKpq7xtvvBF+/etfw7e//e3aijjjA6Ru83/+8581cvbYY4/BMccc04OsnXTSSXDjjTfC5MmTY83us6iij5988snwxBNPwL333luL+qy++urwj3/8A5566imYOHEiXHnllTBixIjyFcioXZfVV19dfGH+qjxvUuTIG3wQKQMAaG1tFWXa2toA4IMvP1j1aTpD9PU3pG5vDWeddRY8+uij0NbWBhdccEEpXX0VVbT3O++8A9/85jdho402gvPOO6+8kf0Mqdt87ty5td9f/epXYbvttoMZM2bAokWL4Nlnn4W9994bZs+eDfvss08t0rwqoYo+3traCnfddRd897vfhfb2drj33nvhpptugqeeegrWXHNN2H333bt9qjGjHOo5L/QHZPKW0W9x7bXXwtlnnw0DBgyAq666CjbZZJPeNqnf4N///d/h/fffh5///OcwbNiw3jan36NAH8JZb7314N5774Xtt98e2traYJtttoE777wTttxyS1i8ePEqu0hJjbfffhsmTpwIl156KZx77rm16OcTTzwB2223HZx11lkwadKkbov1jIx6IZM3gFqItr29XZRxWxTDhw8369N0hujrb0jd3hxuueUW+MpXvgIAAD/72c/gwAMPjNLTH5C6va+55hq466674KijjoJdd901iY39DVX6lGnTpvXY/h84cCB84xvfAIAPXnC6qqEKn3LkkUfCjBkz4JxzzoHTTjsNNthgA2htbYUddtgBfvvb38JWW20Fzz33HFx00UXlK5BRl3mhPyHf8wYA48ePBwCAWbNmiTLunJPVMG7cuNrv119/HbbaaqtS+vobUrc3xa233gqHHXYYdHV1wU9/+tMaiVtVkbq93ZNeM2bM6EHe3nnnHQD44Msi7tyNN94I66yzTpjRfRyp23z8+PHQ1NQERVHAhhtuyMq49LfffjvM2H6A1O395ptvwn333QcAAIceemiP84MHD4YDDjgAnn/+ebj//vvhrLPOCjc6oxvcdZk/fz4sWrSIve9tVZ43KXLkDT58lcTcuXPFGyGffPJJAACYMGGCV9/w4cNh44037pavjL7+htTtjXH77bfDIYccAp2dnXDFFVfA17/+9XLG9gNU1d5PPvkk/OlPf+r29/LLLwPABw7YpS1btqxkDfoeUrd5W1sbbLbZZgAA4utuXLq7L2hVQur2fv3112u/pSiPe1CBPomaEYfNNtusdgtGnjf9yOQNAMaMGQM77LADAADccMMNPc4//PDDMGvWLGhuboa9997bpPMLX/iCqG/x4sVw1113AQDAfvvtF2t2n0UV7Q0AcNddd8FBBx0EK1euhCuuuKK2jbSqI3V733777VB88ILvHn+/+MUvAABgypQptbRVcZVcRR93W//StqiLFO24444xJvdppG5v/CDC448/zso89thjAADiq0kywjBkyBD43Oc+BwD8NXzttdfgkUceAYAP59dVGr30cuCGg/RplTlz5oifVrn11luLzTbbrJg8eXIPffjzWP/f//f/1dJXrlxZ+4RI/jxWuva+++67iyFDhhRNTU3dPkeW8QFSt7eE/IWFD5G6zWfPnl2sscYaBQAU//3f/93t3K9+9avad2XvvvvuairU4Ejd3u6LDR/96EeLmTNndjt33XXX1dr7uuuuq6Q+fRGWLyxceumlxWabbVZ86Utf6nHuqaeeqn0e63/+539q6fnzWD2RyRuC+5bd4MGDiz333LPYf//9ax81njhxYo+PGruJaty4cay+m2++ufZh9J122qk4+OCD84fpEVK197vvvls0NzcXAFCMGTOmOPLII8W/Vfmjxqn7N4dM3rojdZv//ve/L1paWgoAKLbYYovigAMOKLbddtvaB8FPP/30OtSqcZGyvZ9//vli1KhRBQAULS0txa677loccMABxRZbbFFr7y9+8Yur7AK8KD4gWzvttFPtz7XXmDFjuqW/9dZbtTxnnHFGAQDFpz/9aVYn/jD9rrvuWhx00EG171PnD9N/iEzeCG666aZil112KYYPH14MHTq02HLLLYsLLrig6Ojo6CFrmdyefPLJYr/99ivWWmutYsiQIcW4ceOKb37zm8U777xTYS36DlK098yZM2vO1PdHV9CrGlL3bylPJm8fInWbv/zyy8WRRx5ZrLfeesXgwYOLNddcs9h7772Le++9t8Ja9B2kbO933nmnOPnkk4utt966aG1tLQYNGlSstdZaxR577FHcdNNNFdek8fGHP/wh2O/6yFtRFMV9991X7LnnnsXIkSOL5ubmYpNNNilOPfXUYuHChdVXqo+gqSjQC4QyMjIyMjIyMjIaGvmBhYyMjIyMjIyMPoRM3jIyMjIyMjIy+hAyecvIyMjIyMjI6EPI5C0jIyMjIyMjow8hk7eMjIyMjIyMjD6ETN4yMjIyMjIyMvoQMnnLyMjIyMjIyOhDyOQtIyMjIyMjI6MPIZO3jIwGwoMPPggDBgyA1tZW+Mc//iHKnXXWWdDU1ARbbLEFdHR01NHCavCvf/0Lmpqaoj5iXyZvb+COO+6ApqYm+OEPf9gt/cwzz4SmpiY488wze8ew/8OCBQtgzTXXhJ122gnyO9wzMhoTmbxlZDQQJk+eDMcccwwsWbIEpk2bBl1dXT1knn76aTj33HNh0KBBcO2110Jzc3MvWFo/jB8/HpqamuBf//pXb5tSGh0dHXDiiSfC2LFj4Zvf/GZvm8NixIgRcOqpp8ITTzwB1157bW+bk5GRwSCTt4yMBsMPfvAD2GijjeAvf/lLj+hMR0cHHHHEEbBy5Uo47bTTYLvttuslK9NivfXWg5deegkeeOCBuuatNy699FL45z//Caeccgq0tLT0tjkijj32WFhrrbXg1FNP7ReR3YyM/oZM3jIyGgytra1w9dVXw4ABA+D000+HF198sXbu9NNPhxdeeAEmTJgA3//+93vRyrQYPHgwbL755rDRRhvVNW890dnZCZdeeim0tLTA4Ycf3tvmqGhpaYHDDjsM3n77bbjpppt625yMjAyCTN4yMhoQkyZNghNOOAE6OjrgyCOPhJUrV8IjjzwCP/zhD2HIkCFwzTXXwODBg4N0Tps2DZqamuDqq6+G5557Dvbbbz9Ya621YOjQobD11lvDJZdcAp2dnWL+G2+8EaZMmQIjR46E5uZmGDduHHzlK1+BV155hZV/++234dvf/jZsuumm0NLSAsOGDYOxY8fClClT4KKLLuomy923dvXVV0NTUxO89tprAACwwQYbQFNTU+3vj3/8o5gX44033oBvfetbsMkmm0BLSwuMGDECJk6cCD/96U/Z+rpyp02bBu3t7XDqqafCxhtvDM3NzbDOOuvAkUceCW+++abS0jzuvPNOeP3112HfffeFESNGBOV98sknYd1114WBAwd2i8bia/ryyy/DwQcfDKNHj4bW1lbYYYcd4I477qjJPv744zB16tTaNf/EJz6hRiunTZsGAACXX355WEUzMjKqR5GRkdGQWLp0afHRj360AIDilFNOKTbZZJMCAIrzzz8/St+RRx5ZAEBx9NFHFy0tLcX48eOLgw8+uPjsZz9bDBkypACA4oADDii6urq65evq6iqOOOKIAgCKQYMGFZMnTy4OOeSQYtNNNy0AoBg2bFjxP//zP93yvP3228VHPvKRAgCK9ddfv9hnn32Kgw8+uPjUpz5VjBw5shgxYkQ3+ZkzZxYAUIwbN66W9tBDDxVHHnlk0draWgBAsf/++xdHHnlk7e+ll14S8zo88cQTxciRI2t2HHzwwcWee+5ZtLS0FABQ7LHHHkVHR0e3PL/4xS8KACj23XffYuutty5WX3314t/+7d+KffbZpxg9enStrPnz5we1v2vDn//85+z5M844owCA4owzzuiWfscddxTDhg0rhg4dWvzmN7/pds5d029961tFa2trsdlmmxWHHHJI8YlPfKIAgKKpqam45ZZbittuu60YPHhwse222xYHH3xwsc0229Su50MPPSTavNZaaxUAULz11ltBdc3IyKgWmbxlZDQwnnjiiWLgwIEFABQAUHziE58oVq5cGaXLTfQAUBxzzDHFihUrauf+9re/1Sbq//7v/+6W74orrigAoBg1alTxzDPP1NK7urpqhGP11Vcv3nvvvdq5s846qwCA4t///d97kMHly5cX999/f7c0jYCNGzeuAIBi5syZbL2kvMuWLavlPeqoo4rly5fXzr366qvF+PHjCwAoTjvttG75HHlz5G7BggW1c/PmzSs+/vGPFwBQnHfeeaw9EsaOHVsAQPHCCy+w5znyNn369GLAgAHFWmutVTz66KM98uBreu6553Zr6+nTpxcAUIwZM6ZYY401imuvvbZb3uOPP74AgGL33XcXbZ46dWoBAMV1110XVNeMjIxqkclbRkaDY88996xN0H/961+j9biJft111y2WLl3a4/yll15aAECxySabdEvfaKONCgAopk+f3iNPV1dXsfXWWxcAUPzXf/1XLf2YY44pAKC49dZbTbZVQd6uu+66AgCKj3zkI8WyZct65Pv1r39dAECx2mqrdWsPR95aW1vZiNONN95YAEAxefJkU92Koihmz55dAEAxYMAAkXxj8tbZ2VkjV5tuumnxj3/8g83jrumOO+7YgySvWLGiFnU88MADe+SdM2dOAQDFkCFDuhFbjFNPPbUAgOKEE04w1zUjI6N65HveMjIaGA888ADce++9teNf/epXpXUedNBB7JOORx55JAAA/P3vf4e33noLAD64X+zVV1/tdh6jqakJvvzlLwMAwB/+8Ida+o477ggAAKeccgrceuutsHjx4tJ2h8LdE3fIIYewr1PZb7/9YI011oBFixbBU0891eP89ttvD+uuu26P9I9+9KMAAEH3vb377rsA8MFrOAYOHKjKLlmyBPbff3/48Y9/DJMmTYJHH33U+zDGXnvtBU1NTd3SBg0aBBtssAEAAOy999498qy55powcuRIWL58OcydO5fVu+aaa3azPyMjozGQyVtGRoNi4cKF8JWvfAWKooBjjz0WBg8eDBdeeCHMmDGjlF43oVOsttpqtcn6jTfeAIAPCcqaa64Jw4cPZ/M5YoHJzJe+9CU4/PDD4ZVXXoH9998fVl99ddh6663hmGOOgQcffLCU/VY4e6T6NjU11c5xRGz99ddn87l2WLZsmdmWBQsWdMur4Uc/+hHcfvvtsOWWW8L9998PI0eO9OaRbG1ra1PPr7baagAg18XZ+/7773ttyMjIqB8yecvIaFCccMIJ8Prrr8OUKVNg+vTp8L3vfQ86Ozth2rRplb97qyj5Zv0BAwbA9ddfDy+88AJceOGF8PnPfx7efvttuOKKK2DKlCkwdepU9cnWRsCAAenc4+qrrw4AHxByHz73uc/BmmuuCX/729/gggsuMOn32RpbF0c611hjjaj8GRkZ1SCTt4yMBsTdd98NV111FQwfPhyuuuoqaGpqgtNOOw223XZbePHFF+GMM86I1j1z5kw2fdGiRbXtszFjxgDABy/ABQCYO3euSDz++c9/dpPF+NjHPgYnnXQS3H777fDee+/B/fffD6NHj4a77rqr8rf3O3ucfRxcW3C2p8To0aMBAGD+/Ple0vrxj38c/vSnP8G6664LZ555Jnz3u9+t1DYNrj+svfbavWZDRkZGT2TylpHRYJg3bx58/etfBwCAiy++uLblNXjwYLj66qth8ODBcNFFF8Hjjz8epf+WW25hI3fXXXcdAABsvPHGNTIzZsyY2rbo1Vdf3SNPURS19N12200tt6mpCaZMmQKHHXYYAAA8++yzJnuHDBkCAAArV640yTvsuuuuAABw0003sduCt912G7z//vuw2mqrVf6lilGjRsHYsWOhKAr43//9X6/8FltsAQ899BCMHz8efvjDH8JRRx3Ffiqtavztb38DAOg3X/LIyOgvyOQtI6PBcOyxx8Lbb78Ne+21F3z1q1/tdm7rrbeG008/vbZ9GnLflcNbb70F3/3ud7tFgF566SU4++yzAeCD7VoMF/k555xz4LnnnqulF0UB5557Ljz77LOw+uqr1wgnAMC1117LPgSwaNGi2oME48aNM9nrooAvvPCCSd7hwAMPhPXXXx/eeustOPHEE7uRv5kzZ8J3vvMdAAD41re+VZdPVTly++ijj5rkN9poI3jooYdgs802g5/+9Ke1z6LVE87WyZMn17XcjIwMHZm8ZWQ0EH7zm9/Ar371K1h99dXhZz/7GStz6qmnwoQJE+B///d/4T//8z+DyzjqqKPg5z//OWyyySZw6KGHwp577gkf//jH4d1334UvfOELcPTRR3eT/8Y3vgFf+tKXYM6cObD99tvD7rvvDocddhh89KMfhf/8z/+EoUOHwg033ABrrbVWLc+tt94K22+/Pay33nrwuc99Dr74xS/C5z73ORg7diw8++yzsOWWW3Yjexr2339/AAD44he/CPvvvz987Wtfg6997Wvw8ssvq/mam5vh17/+NYwcORKuuOIK2HjjjeGQQw6Bz33uc/Cxj30MZs6cCXvssUepLegQ7LvvvgAAcN9995nzjBkzBv785z/DNttsA7/85S/hwAMPrNu3Rp955hmYO3cu7LjjjuxTtxkZGb2HTN4yMhoE7733Hhx11FEAAHDJJZeI92ENGjQIrrnmGhgyZAj88Ic/hMceeyyonJ122gkeeeQR2HLLLeG+++6DP/7xj7DJJpvAxRdfDDfffHOPV040NTXBtddeCzfccANMmjQJnnrqKfj1r38NS5YsgWnTpsEzzzwDe+21V7c83/nOd+D444+HMWPGwNNPPw233HILPP300/Cxj30MLr30UnjsscdqTzr6cPTRR8P5558P48aNg3vuuQeuvPJKuPLKK+Htt9/25t1hhx3g2WefhW9+85swcOBAuO222+Chhx6CbbfdFq644gr47W9/W9uWrRpTp06F9ddfH+68886gpzdHjx4Nf/zjH+ETn/gE3H777fBv//ZvsGTJkgot/QBuO/yb3/xm5WVlZGSEoako+1hZRkZGn8C0adPgmmuugV/84he171Zm1BcXXXQRnHTSSTB9+nT41re+1dvmiFi2bBmMHTsWBg8eDDNnzmTfk5eRkdF7yJG3jIyMjDrhW9/6Fmy44YZw4YUXRt2vWC9ceumlMGfOHDj//PMzccvIaEBk8paRkZFRJzQ3N8PFF18Mb7zxBlx22WW9bQ6LBQsWwAUXXAA77rgjHHHEEb1tTkZGBoNBvW1ARkZGxqqEffbZp/RLkKvEiBEjxM9lZWRkNAbyPW8ZGRkZGRkZGX0Ieds0IyMjIyMjI6MPIZO3jIyMjIyMjIw+hEzeMjIyMjIyMjL6EDJ5y8jIyMjIyMjoQ8jkLSMjIyMjIyOjDyGTt4yMjIyMjIyMPoRM3jIyMjIyMjIy+hAyecvIyMjIyMjI6EPI5C0jIyMjIyMjow/h/wfAIBCnPhmL+wAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# NBVAL_IGNORE_OUTPUT\n", "# Plot shot record for true and smooth velocity model and the difference\n", "from examples.seismic import plot_shotrecord\n", "\n", "plot_shotrecord(true_d.data, model, t0, tn)\n", "plot_shotrecord(smooth_d.data, model, t0, tn)\n", "plot_shotrecord(smooth_d.data - true_d.data, model, t0, tn)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Imaging with back-propagation\n", "\n", "As explained in the introduction of this tutorial, this method is based on back-propagation. \n", "\n", "## Adjoint wave equation\n", "\n", "If we go back to the modelling part, we can rewrite the simulation as a linear system solve:\n", "\n", "\\begin{equation}\n", "\\mathbf{A}(\\mathbf{m}) \\mathbf{u} = \\mathbf{q}\n", "\\end{equation}\n", "\n", "where $\\mathbf{m}$ is the discretized square slowness, $\\mathbf{q}$ is the discretized source and $\\mathbf{A}(\\mathbf{m})$ is the discretized wave-equation. The discretized wave-equation matricial representation is a lower triangular matrix that can be solve with forward substitution. The pointwise writing or the forward substitution leads to the time-stepping stencil.\n", "\n", "On a small problem one could form the matrix explicitly and transpose it to obtain the adjoint discrete wave-equation:\n", "\n", "\\begin{equation}\n", "\\mathbf{A}(\\mathbf{m})^T \\mathbf{v} = \\delta \\mathbf{d}\n", "\\end{equation}\n", "\n", "where $\\mathbf{v}$ is the discrete **adjoint wavefield** and $\\delta \\mathbf{d}$ is the data residual defined as the difference between the field/observed data and the synthetic data $\\mathbf{d}_s = \\mathbf{P}_r \\mathbf{u}$. In our case we derive the discrete adjoint wave-equation from the discrete forward wave-equation to get its stencil. \n", "\n", "## Imaging\n", "\n", "Wave-equation based imaging relies on one simple concept:\n", "\n", "- If the background velocity model is cinematically correct, the forward wavefield $\\mathbf{u}$ and the adjoint wavefield $\\mathbf{v}$ meet at the reflectors position at zero time offset. \n", "\n", "The sum over time of the zero time-offset correlation of these two fields then creates an image of the subsurface. Mathematically this leads to the simple imaging condition:\n", "\n", "\\begin{equation}\n", " \\text{Image} = \\sum_{t=1}^{n_t} \\mathbf{u}[t] \\mathbf{v}[t]\n", "\\end{equation}\n", "\n", "In the following tutorials we will describe a more advanced imaging condition that produces shaper and more accurate results.\n", "\n", "## Operator\n", "\n", "We will now define the imaging operator that computes the adjoint wavefield $\\mathbf{v}$ and correlates it with the forward wavefield $\\mathbf{u}$. This operator essentially consists of three components:\n", "* Stencil update of the adjoint wavefield `v`\n", "* Injection of the data residual at the adjoint source (forward receiver) location\n", "* Correlation of `u` and `v` to compute the image contribution at each timestep" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# Define gradient operator for imaging\n", "from devito import TimeFunction, Operator, Eq, solve\n", "from examples.seismic import PointSource\n", "\n", "\n", "def ImagingOperator(model, image):\n", " # Define the wavefield with the size of the model and the time dimension\n", " v = TimeFunction(name='v', grid=model.grid, time_order=2, space_order=4)\n", "\n", " u = TimeFunction(name='u', grid=model.grid, time_order=2, space_order=4,\n", " save=geometry.nt)\n", "\n", " # Define the wave equation, but with a negated damping term\n", " eqn = model.m * v.dt2 - v.laplace + model.damp * v.dt.T\n", "\n", " # Use `solve` to rearrange the equation into a stencil expression\n", " stencil = Eq(v.backward, solve(eqn, v.backward))\n", "\n", " # Define residual injection at the location of the forward receivers\n", " dt = model.critical_dt\n", " residual = PointSource(name='residual', grid=model.grid,\n", " time_range=geometry.time_axis,\n", " coordinates=geometry.rec_positions)\n", " res_term = residual.inject(field=v.backward, expr=residual * dt**2 / model.m)\n", "\n", " # Correlate u and v for the current time step and add it to the image\n", " image_update = Eq(image, image - u * v)\n", "\n", " return Operator([stencil] + res_term + [image_update],\n", " subs=model.spacing_map)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Implementation of the imaging loop\n", "\n", "As just explained, the forward wave-equation is solved forward in time while the adjoint wave-equation is solved in a reversed time order. Therefore, the correlation of these two fields over time requires to store one of the two fields. The computational procedure for imaging follows:\n", "\n", "- Simulate the forward wave-equation with the background velocity model to get the synthetic data and save the full wavefield $\\mathbf{u}$\n", "- Compute the data residual\n", "- Back-propagate the data residual and compute on the fly the image contribution at each time step. \n", "\n", "This procedure is applied to multiple source positions (shots) and summed to obtain the full image of the subsurface. We can first visualize the varying locations of the sources that we will use. " ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# NBVAL_IGNORE_OUTPUT\n", "\n", "# Prepare the varying source locations\n", "source_locations = np.empty((nshots, 2), dtype=np.float32)\n", "source_locations[:, 0] = np.linspace(0., 1000, num=nshots)\n", "source_locations[:, 1] = 30.\n", "\n", "plot_velocity(model, source=source_locations)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Imaging source 1 out of 21\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Imaging source 2 out of 21\n", "Imaging source 3 out of 21\n", "Imaging source 4 out of 21\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Imaging source 5 out of 21\n", "Imaging source 6 out of 21\n", "Imaging source 7 out of 21\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Imaging source 8 out of 21\n", "Imaging source 9 out of 21\n", "Imaging source 10 out of 21\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Imaging source 11 out of 21\n", "Imaging source 12 out of 21\n", "Imaging source 13 out of 21\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Imaging source 14 out of 21\n", "Imaging source 15 out of 21\n", "Imaging source 16 out of 21\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Imaging source 17 out of 21\n", "Imaging source 18 out of 21\n", "Imaging source 19 out of 21\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Imaging source 20 out of 21\n", "Imaging source 21 out of 21\n" ] } ], "source": [ "# Run imaging loop over shots\n", "from devito import Function\n", "\n", "# Create image symbol and instantiate the previously defined imaging operator\n", "image = Function(name='image', grid=model.grid)\n", "op_imaging = ImagingOperator(model, image)\n", "\n", "for i in range(nshots):\n", " print(f'Imaging source {i + 1} out of {nshots}')\n", "\n", " # Update source location\n", " geometry.src_positions[0, :] = source_locations[i, :]\n", "\n", " # Generate synthetic data from true model\n", " true_d, _, _ = solver.forward(vp=model.vp)\n", "\n", " # Compute smooth data and full forward wavefield u0\n", " smooth_d, u0, _ = solver.forward(vp=model0.vp, save=True)\n", "\n", " # Compute gradient from the data residual\n", " v = TimeFunction(name='v', grid=model.grid, time_order=2, space_order=4)\n", " residual = smooth_d.data - true_d.data\n", " op_imaging(u=u0, v=v, vp=model0.vp, dt=model0.critical_dt,\n", " residual=residual)\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAApkAAAIGCAYAAAAfn5TEAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjMsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvZiW1igAAAAlwSFlzAAAPYQAAD2EBqD+naQAAgClJREFUeJzt3Xl4FFXeN/xvJ5CQPWDYEyAuJGNgGGIQvBMGhYASBIWwKKMYHhzkRWUQnCEBUeeBITKKiLggiiCO3GwhQoZlIDBiAg6CxCUqBCRAFDAsQxLSmLXfP3iqrV6qUl19eku+n+vKdXVXnVN1qrq6cvr8Tp1jMJlMJhARERERCeTn6QIQERERUfPDSiYRERERCcdKJhEREREJx0omEREREQnHSiYRERERCcdKJhEREREJx0omEREREQnHSiYRERERCcdKJhEREREJ51OVzE2bNuHuu+9G27ZtERISgj59+uDvf/876urqPF00IiIiIpIx+Mq0kjNnzsSyZcvQqlUrDB48GKGhodi3bx+uXr2KlJQU7N69G0FBQZ4uJhERERHBRyqZH3/8MUaPHo3Q0FDs378fiYmJAIBLly5h8ODB+OabbzB79my88sorHi4pEREREQE+Usm88847cfjwYSxcuBDz5s2zWFdYWIiBAwciMDAQP//8MyIiIjxUSiIiIiKSeH2fzJ9++gmHDx8GAEycONFmfUpKCmJiYlBTU4MdO3a4u3hEREREZEcrTxegKUVFRQCAdu3aITY21m6apKQklJWVoaioCA8//HCT22xsbMS5c+cQFhYGg8EgtLxERETNnclkQlVVFbp06QI/v1/bq3755RfU1ta6ZJ8BAQFo06aNS7ZNruH1lczS0lIAQLdu3RTTxMTEWKRtyrlz58x5iIiISJ+ysjJER0cDuFHBjI2NxYULF1yyr06dOqG0tJQVTR/i9ZXMqqoqAEBISIhimtDQUABAZWWl3fU1NTWoqakxv5e6of7+979Hq1ZefwqIiIi8Sn19PT799FOEhYWZl9XW1uLChQsoKytDeHi40P1VVlYiJiYGtbW1rGT6kBZRw8rOzsZf//pXm+WtWrViJZOIiEgne13OwsLCLCqfIvjAM8pkh9c/+CNdqNXV1Ypprl27BgCKv5yysrJQUVFh/isrKxNfUCIiIiIy8/pmvB49egCAasVQWieltRYYGIjAwEDRRSMiIiIrJpNJeMsjWzJ9k9e3ZPbt2xcAcPnyZcUHe44cOQIA5kHaiYiIiMizvL6SGR0djX79+gEA1q1bZ7O+sLAQZWVlCAwMRFpamruLR0RERDJSS6boP/I9Xl/JBIC5c+cCAF566SUcPXrUvPzy5cuYPn06AOCpp57ibD9EREQexkomSXyikvnggw9ixowZuHbtGgYMGIDhw4dj7NixuPXWW/HNN98gOTkZCxYs8HQxiYiIiOj/8foHfyTLli1DcnIy3nzzTRw8eBB1dXW45ZZbkJmZiWeeeQYBAQGeLiIREVGLxwd/SOIzlUwAGD9+PMaPH+/pYhARERFRE3yqkklERETejS2ZJPGJPplEREREWtXV1WHv3r3485//jH79+iEyMhKtW7dGp06dMGrUKGzfvl01f35+PtLS0hAVFYWgoCDEx8dj3rx55slflJw8eRIZGRmIjo5GYGAgoqOjkZGRgVOnTqnmq6qqwty5cxEXF4egoCBERUVhxIgR2Ldvn2q+xsZGvPPOO+jfv795pqX+/ftj5cqVTVbM9R6jIwymFvjzoLKyEhERERg8eDCnlSQiInJQfX099u3bh4qKCvNse9L/1vLycpfMXd6hQweL/anJz8/H0KFDAQCdOnXCHXfcgZCQEHz33XcoLi4GAEydOhUrVqywmRpz6dKlmDVrFgwGAwYOHIiOHTuioKAAFy5cQFxcHAoLCxEVFWWzzwMHDmDYsGEwGo1ISEhAr169UFxcjG+//RYhISHIz8/HgAEDbPKVl5dj4MCBKCkpQefOnZGSkoKff/4ZBQUFAG48k/L000/b5GtoaMD48eOxZcsWBAcHY8iQIeZjv379OsaNG4f169fDz8+2PVHvMTqKLZlERETUrPj5+SE9PR2ffvopzp8/j3/+85/YsGEDvvnmG6xfvx7+/v5YuXIlPvzwQ4t8RUVFmD17Nvz9/bF9+3bs378fGzduxA8//IAhQ4bg+PHjmDZtms3+jEYjxo8fD6PRiKysLBQXF2P9+vUoLi5GVlYWqqurMX78eFy/ft0m79SpU1FSUoIhQ4bg5MmT2LhxI/bv349//vOf8PPzw8yZM/H111/b5Fu+fDm2bNmCrl27ori4GNu2bcO2bdvw7bffokuXLti0aRPeeustm3x6j1EPVjKJiIhIGG8YJ3Pw4MHYvHkzBg4caLNuwoQJyMjIAACsXbvWYl12djZMJhMmT56M4cOHm5cHBwdj1apV8PPzQ05ODo4dO2aRb82aNTh37hx69uyJhQsXWqxbuHAhevbsibKyMpv9fffdd9i6dSv8/f2xatUqBAcHm9elpaUhIyMDjY2NyM7OtsjX2NiIxYsXAwAWL16M2NhY87rY2FjzuuzsbDQ2Ngo5Rj1YySQiIqIWRZqyuqyszLystrbW3Fdz4sSJNnm6d++O5ORkAEBubq7FOun9Qw89ZBOe9vPzw4QJEwAAW7ZssZsvOTkZ3bt3t9mnVI68vDzU1dWZl3/22We4cOECAgMDkZ6ebpMvPT0dAQEBOHfuHA4dOiTkGPVgJZOIiIiE8YaWzKacOHECANC5c2fzspKSEhiNRgBAUlKS3XzS8qKiIovl0ntX5auurjaXWZ4vISEBbdq0sckXFBSEhIQEm306c4x6sJJJREREwnh7JfPChQtYs2YNAFi0ApaWlgIAIiMjERYWZjdvTEyMRVrgxpPhly9fBgB069ZNNd/FixdRXV1ts0+lfOHh4eYHneT7bCqfUln1HqNefLSaiIiIfEJlZaXF+8DAQAQGBmrOX19fj0ceeQQVFRXo3bs3nnjiCfO6qqoqAEBISIhi/tDQUJtySPnU8kr5pLxSOq37rKystLtPvWV1NJ9ebMkkIiIiYVzZkhkTE4OIiAjzn/UDMU2ZNm0a9u7di5tuugmbN2/mlNQuxpZMIiIi8gllZWUW42Q60or5pz/9CatWrULbtm2xZ88e9OzZ02K9FD6Wh7OtSQOVy8sgDzsr5ZUPcG4vr959uiufXmzJJCIiImFc2ZIp9VGU/rRWMmfPno3XX38dkZGR2L17t/npcrkePXoAAK5evWoRApeTnkaX0gI3Km7t2rUDAJw9e1Y1X1RUlEWoWtqOUj55mFy+z6byKZVV7zHqxUomERERNVt/+ctf8OqrryIiIgK7d+9WfKo6Li7OPE7lkSNH7KaRlicmJlosl967Kl9ISIhFy6uU79tvv8Uvv/xik+/69ev49ttvbfbpzDHqwUomERERCeNNT5dnZmbi5ZdfRkREBPbs2YN+/foppg0ICMCIESMAAOvWrbNZf+bMGRw8eBAAMHr0aIt10vv169fbDH7e2NiIDRs2AADGjBljse7BBx8EcGNKSnutklI5Ro4cidatW5uX33XXXejUqRNqamqQk5Njky8nJwe1tbXo0qUL+vfvL+QY9WAlk4iIiJqd5557DosXL0ZkZGSTFUxJZmYmDAYDVq9ejV27dpmXG41GTJkyBQ0NDUhPT0d8fLxFvoyMDHTp0gUlJSWYP3++xbr58+ejpKQE0dHRmDRpksW6hIQEPPDAA2hoaMCUKVMspp3cuXMn1qxZAz8/P2RlZVnk8/Pzw5w5cwAAc+bMsRmmKDMzEwCQlZVlMzi83mPUw2ASPcKpD6isrERERAQGDx6MVq347JMv0nvZGgwGwSUhIn4fW576+nrs27cPFRUV5gdEpP+t1g/niFBZWYmYmBiL/anZtm0bHnjgAQA3BheXBia3FhUVhVdeecVi2dKlSzFr1iwYDAYMGjQIHTp0QEFBAc6fP4+4uDgUFhYiKirKZlsHDhzAsGHDYDQa0atXL/Tq1QvFxcUoLi5GSEgI8vPzMWDAAJt85eXlSElJwYkTJ9C5c2cMHDgQ5eXl2L9/P0wmE5YtW4YZM2bY5GtoaMC4ceOQm5uL4OBgpKamAgDy8/NhNBoxduxYbNiwwaaS6cwxOoqVTFYyfRL/qRF5D34fWx61SubZs2ddUsns1q2b5krmmjVrMHny5CbTde/eHadPn7ZZnp+fjyVLluDzzz9HdXU1unXrhrFjxyIrK0txEHMAOHnyJBYsWID8/HxcvHgR7du3R2pqKp5//nnccsstqseXnZ2NnJwcnD17FiEhIbjzzjvx7LPPYsiQIYr5Ghsb8e677+K9997D999/DwC4/fbbMWXKFEydOlX1O6b3GB3BSiYrmT6J/9SIvAe/jy2Pt1cyyTuwhkVERETCuGKu8RbYHtYssJJJLuONNwU9ZXJla4s3niPyfs3lmnTlvthKSuR5rGQSERGRMGzJJAmHMCIiIiIi4diSSQ7T+otSdDqt4S/RYTJP/YLmL/eWTe069qVrw1P3Aa0YVhePLZkkYUsmEREREQnHlkwiIiISii2PBLCSSSr0hLlE31iUQlmuDJ0zzEPewBvGntS7LXnZtYb95enUjl3PfUm+bevyKG2PYXT9GC4nCcPlRERERCQcWzKJiIhIGLZkkoQtmUREREQkHFsySRMRfaS09K+0TqO2zll6+mJ524xBRCLouUZd+X20/p5p6fftynsUOYYtmSRhSyYRERERCceWTCIiIhKGLZkkYSWzmdIT8tUTolLbr3UZ/Pz8mkwnTyNCY2Oj4rqWHBrjDVuMlnwNqXHl91jpvmT9XVdKJ3poqOYyMxORK7CSSURERMKwJZMkrGQSERGRMKxkkoSVTB+nJVynFgaXh5jUQstaZ/Bo1erXS8o6ZKYUQtMaWlMrnxJ33ph8KXTqS2UlMdz5XdDzXVW7D8jXybetdh3L0zU0NCim03pvk5dBraxaRsRghYlaClYyiYiISBi2ZJKEQxgRERERkXBsyfQxWp9klL+ur6+3SKcURtL6JLbaU+NaQ09aaX1CVGR4Tq3cetc5Ux4R+/FUeNxT+/VUq4ee/WrNo+ca17ofPQOci/jOKd1XRN871LoFaX3yXF52f39/u8sByy5DWo+vubXSsSWTJGzJJCIiIiLh2JJJREREwrAlkyRsySQiIiIi4diS6ePkv+7k/Svlr+vq6izyyPtoytNZ/1JU6hcl74+klk5rWbX2l1IbhkQPLTMQac2vls9btqfElf1MfZWe/ovWtPZZ1Nof0hPb0zr8mQjy+4pav2+lvpF67kOA8n1F7X4o36+8D6Z1Pnk6PWX1VWzJJAkrmURERCQMK5kkYbiciIiIiIRjS6aPUQv1yMPg8hC52hBGcq1bt7Z4rxSiUgvDqoW+5eXQOryI0joRoTo9QxjpSefs7CCObNvZEHtT29fC20KBelpA9F5fokPfStsQMbSQlvMieggja3pmAZNfX0qhaett6Llnqd2/1LoZyd9b31OVytrcsCWTJGzJJCIiIiLh2JJJREREwrAlkySsZPoY6xCOUrhcni4gIMAiT2BgoPl1UFCQ+XWbNm0s0slDPWozXCiVz/qpdqWn35XSWL9XC88phRLVnlbXsq2m9quFWjhNdGhZaXtqx+1t4W1vp+dcuvIfrvU+Rc48pbfriJ6RG5SeGrf33t5y6zTy+5fWe5baqBy//PKL+fX169fNr2tqaizSye/D8tdaZ00jak7cdmXX1dVh7969+POf/4x+/fohMjISrVu3RqdOnTBq1Chs375dNX9+fj7S0tIQFRWFoKAgxMfHY968ebh27ZqbjoCIiIiaIrVkiv4j3+O2Sub+/fuRmpqKV155BT/++CNSUlIwZswYtG/fHnl5ebj//vvxxBNP2L2Qli5diqFDh2LXrl1ISEjAyJEjUVFRgUWLFiEpKQmXLl1y12EQERERkQZuq2T6+fkhPT0dn376Kc6fP49//vOf2LBhA7755husX78e/v7+WLlyJT788EOLfEVFRZg9ezb8/f2xfft27N+/Hxs3bsQPP/yAIUOG4Pjx45g2bZq7DoOIiIhUsCWTJG7rkzl48GAMHjzY7roJEyZgz549WLVqFdauXYtJkyaZ12VnZ8NkMmHy5MkYPny4eXlwcDBWrVqFm2++GTk5OTh27Bji4+NdfhyeoDbrjbw/kbyfT2hoqPl1WFiYRZ727dubX7dr1878OiQkxCKdvC+n/LX1DBdyWvpdWpdVKT+gPOyRdX75eVDqE2W9DaX9qg1dorV/plI/L7UyqG1D/lprfj2zs1ifV5GzLInoF+quvqXW/fu0nnNn+zNqHXZHKT+gvf+0nDyd/PttnV+pb6R1GeTbUNue0nfa+h6jtF+1z0Wtv6ac/PtdW1tr9zUAVFdXm19fuXLF/PrixYsW6aqqqsyv5f041e4Jzg5l5m344A9JvKa3cd++fQEAZWVl5mW1tbXmvpoTJ060ydO9e3ckJycDAHJzc91QSiIiIiLSwmsqmSdOnAAAdO7c2byspKQERqMRAJCUlGQ3n7S8qKjIxSUkIiKipjBcThKvGMLowoULWLNmDQAgPT3dvLy0tBQAEBkZaRPylcTExFikbS60zu4hDz/JhyBq27at+XWnTp0s8nTt2tX8Wh4ulw9tZP1evm3rIZHkrIf9kJMPKaI0E4Z1fnmISS2UKE8nH1JErTzysJQ8fGU9JInS7B5qIXu1GZeUqA1PpbUMSl0r9HRdsC6TWshey9A9WkPdasekdxtK+fWEqvWEaNWOSb5OLcSrNfQtDzWrDeOjpQzW9wT5OrXzIN+vfBtq31ul77r19uTk3zOt9x5r8rC4PLxtfR+Qv5eHy+XDwAE3/p9J/vvf/9rdjzWlc9kcQufUsnm8kllfX49HHnkEFRUV6N27N5544gnzOqlvi3VfQTmp72FlZaVimpqaGosbhFpaIiIicg5bHgnwgnD5tGnTsHfvXtx0003YvHmzaiuZXtnZ2YiIiDD/Sa2fREREROQaHm3J/NOf/oRVq1ahbdu22LNnD3r27GmxXgqRy5/qsyYNxh4eHq6YJisrC7NmzTK/r6ys9KmKptawlLzFV969IDg42CKPPCwlD/tYk4eB5K+tn/yUh6nkYVnrUJu8HPJtyMPJ1mFdeTr5DxDrMJLSU6FqT97Kz6v8GKzDZEohVbWn0NVCY0pl0DrTkNZQrvy1iBlF9GxDafQDR+h58tbZ41Xbj9o6rWFP+XulUQDUjkGpqwegfP1bf2+VtqHWvUN+v1Erg/w7JC+PdSOC/Njl6azLIP/OKN07pP779sogz28dOpdvQz6Tj/y1NfnnZH1/ld975cckP1a1US+aQ4icT5eTxGOVzNmzZ+P1119HZGQkdu/ebX66XK5Hjx4AgKtXr6Kqqspuv0zpaXQprT2BgYE2FR4iIiIich2PhMv/8pe/4NVXX0VERAR2796t+OR4XFyc+VfikSNH7KaRlicmJrqmsERERKQZny4nidsrmZmZmXj55ZcRERGBPXv2oF+/foppAwICMGLECADAunXrbNafOXMGBw8eBACMHj3aNQUmIiIizVjJJIlbw+XPPfccFi9ebA6Rq1UwJZmZmdi8eTNWr16N9PR03HfffQBu9L+ZMmUKGhoakJ6e3mxn+7FmPayJ0nAl8j5S1jNSlJSUmF9/8cUX5tcdOnSwSCcf3kjel8q6r9JPP/1kft2xY0fza/nMQoDlMEjy/lLyIT+s88jLID8+6/5X5eXl5tfy4Zusu1jIz598uBJ5fuv+vfK+rvJ+cvL8AHD58mW7+7Ue4kS+Dfl5uHr1qkU6eV8v+bmT57fu+ymfbUS+X+vuIvJ+X/JtWPd/lm9DrU+s/Djk50Xr0FdKw8iI2IY8v/V5UOoTaH2Ny68BeRms//HJz4N8G9bXoXwb8v598nJbX+ORkZF2j8O67658v/Lr4aabbrJIJz8v8m3IrwHrkTjk9wh5fus+mfL9yofxsb7HyK9xeb9o677i8nuYfEg2+Xmwvm7keX7++Wfza/kQboDlNS6/BqzLIL9H3HHHHebX8vsNYHku5Pcs+b3a+rphBYqaK7dVMrdt24a//e1vAIBbb70Vb775pt10UVFReOWVV8zvExMTsWTJEsyaNQtpaWkYNGgQOnTogIKCApw/fx5xcXFYsWKFW46BiIiI1PHBH5K4rZIp/1V45MgRxT6W3bt3t6hkAsAzzzyD3r17Y8mSJfj8889RXV2Nbt26ISsrC1lZWYoDtRMRERGRZxhMLfDnQWVlJSIiIjB48GCbYT28hdJQNNbhcnnYTWlmDesQqDysK89jHSJUmgXHOiwlDYgPWIaErM+tPCQnD0vJ81sPL6IUYrIOE8tDXvJjty6DfOgQeXhOvl/rcywPDSvlt1d2e+UBlGcGUtuv0pA31kOhKOVRm+1F62xAarO9KG1DKb81pRmNRG1DKb/SMDxaZ/VRm/VJbXgq+XWp9NmqnWO1mXyUhr5Su16VvmfWn6vSd0bteyYvj/U9RqkLhvV1Ld+vNGyddX7r8yDfhvy1PD+g3J3C+lqR32Pk90PrbgjyrhVKM5FZ37/k51nPkF2eUF9fj3379qGiosLcxUj633ro0CGL+7oI165dQ//+/S32R97P44OxExEREVHz453NeEREROST2CeTJKxkegm1L5DW8InSzDtqT+sqhboBy7CSfNvWM1zIt6EUEgcsQ1byfakNlC/fhvyYrMuq9MSvdYhQvg15OEzpSVvrMsjXWZdBfhxqM6golcH6yWmlkKParDDybcj3Yx32VNqGdYhQnk4tnKy0DaX81ttQ6+KgdC6tvwvybchfq50HpS4F1udVaRvW6eTHLn+tFh5V2q919wul74I1+flT6+Ig/2zk51V+DVmXQSmPWncA+Wvr2bTk9yalWX0A5afI5edE7Z6g9v1WKrd1uFceLpdfN9b3Vy3dO9RmgJJT6zpC5AtYySQiIiJh2JJJElYyiYiISBhWMknCSqaXsA6DyL9QaiESpTCqdYhWTmnQduvQn1I6tSd81Z5oVgqhqYVAtTy1bL0NObXQmFJIVY1aKExtX0rbkJdBLQQt37baOdZzHGrXl9I6reE+PWVQCxGK3I9aOr3bkFP7bildK3quBzXydNbXq9K1ovZ0uVIZrMuj9XurlEftfqg0Ioj1OVbal/XkCFqf2ldKZ33s8i46WitGStc/w+Pk61jJJCIiImHYkkkSDmFERERERMKxJZOIiIiEYUsmSVjJ9FJa++JomWFErf+c1plN5EOAWFPqp6XWR0pPf0g563Kr9UHVsg09fRnVtqd2Xq3Pi1IepX6YevoHql0DateDnv5hSsfubH5Xl0HrfpU+PzVqwy3JqX1/tOQH9PUDlFP7LihtW+v3UWvZ1L7PSsNlqV3jakNDqc32Jaf0XVDrP6rWz1QJ+2FSc8JKJhEREQnDlkySsE8mEREREQnHlkwfoCdEq2cIJLUhU9TKozRzi9ahjvRQC89pDTPKt6F1SBitZVI6J9b70hp6dfZ86c2vJ583tDjoCZe7M5ypZxtau6U4e/7VvgtK21bLo3aP0UN+vGrnUSmd9RBISt9Vte4rcmr3Q2eHMPJVbMkkCVsyiYiIiEg4VjKJiIhIGKklU/Sfo44fP47ly5cjIyMDvXv3RqtWrWAwGLBw4ULFPC+++CIMBoPq37FjxxTznzx5EhkZGYiOjkZgYCCio6ORkZGBU6dOqZa1qqoKc+fORVxcHIKCghAVFYURI0Zg3759qvkaGxvxzjvvoH///ggLC0NYWBj69++PlStXNnnO8vPzkZaWhqioKAQFBSE+Ph7z5s3DtWvXVPM5guFyH6N20Wj9Eur5sqqFdeWhHrUZRkSEpLVQ249SWErpSW61/Nb70Rr61pPO2XOnFtLTsw1n8+sl+slbT3VDUCL6GtLaJUTrU+NKoWB3fbetqT31r3VEABGjHojM0xx4S7j87bffxrJly3Ttr0+fPvjd735nd11ERITd5QcOHMCwYcNgNBqRkJCAlJQUFBcX44MPPsDmzZuRn5+PAQMG2OQrLy/HwIEDUVJSgs6dO2PkyJH4+eefsXPnTuzcuRPLli3D008/bZOvoaEB48ePx5YtWxAcHIwhQ4YAuFF5fOKJJ5Cfn4/169fbvf6XLl2KWbNmwWAwYODAgejYsSMKCgqwaNEi5OTkoLCwEFFRUQ6cMftYySQiIqJmp1evXnj22WfRt29fJCYmYtGiRfjwww815X3wwQfx4osvat6X0WjE+PHjYTQakZWVhUWLFpnXzZ07F9nZ2Rg/fjyOHz9uM7Xp1KlTUVJSgiFDhmDbtm0IDg4GAOzYsQOjRo3CzJkzMWjQIPz2t7+1yLd8+XJs2bIFXbt2RUFBAWJjYwEApaWlSElJwaZNm/D73/8eTz31lEW+oqIizJ49G/7+/sjLy8Pw4cPNxzBq1Cjs3bsX06ZNw+bNmzUfvxKGy4mIiEgYbwmXP/7443j55ZcxceJExMfH6xrjVqs1a9bg3Llz6Nmzp004fuHChejZsyfKysqwdu1ai3Xfffcdtm7dCn9/f6xatcpcwQSAtLQ0ZGRkoLGxEdnZ2Rb5GhsbsXjxYgDA4sWLzRVMAIiNjTWvy87Otok0ZGdnw2QyYfLkyeYKJgAEBwdj1apV8PPzQ05Ojmq3AK1YySQiIiJyQm5uLgDgoYcesqnM+vn5YcKECQCALVu22M2XnJyM7t2722x34sSJAIC8vDzU1dWZl3/22We4cOECAgMDkZ6ebpMvPT0dAQEBOHfuHA4dOmReXltbi+3bt1tsW6579+5ITk62KJszGC4nRVp/9SkNp2L9y1Op75OIvjtah2xS6kemtdxah4OSE/HrWWT/TMA7Zu9xJW/ra6lGdOuKnutD67A7eoYj0jP7lRqlz0Ztxh9n90mO8ZY+mc44evQoMjMzceXKFURERKBv374YOXIkwsLC7KYvKioCACQlJdldLy2X0jmar7q6GidOnMDtt99ukS8hIcHujHxBQUFISEhAUVERioqKcNdddwEASkpKYDQam9xnQUGBTVn1YCWTiIiISCYvLw95eXkWyyIiIvD6669j0qRJFsurqqpw+fJlAEC3bt3sbi8mJgYAcPHiRVRXVyMkJATAjf6TavnCw8MRHh6OyspKlJaWmiuZTeWT9llUVGROK88XGRmpWGGWyirPpxd/0hEREZEwruyTWVlZafFXU1MjtOy33HILFi1ahKKiIly5cgVXrlxBYWEh7r//flRUVOCxxx7DRx99ZJGnqqrK/FqqPFoLDQ01v66srLTJq5RPnteT+fRiS2YLJDrsoBTKVQtfKYW39cyQ4QilELnWIYy0huWV9mm9Xz3U8oseSsbZLg7uDDvr4a7yuTJEq/cz1zJbmNoQRnr2K3rmKa3bE3H+ne06QmJIrWySF154waGnwJvy6KOP2ixLTk5GXl4eZsyYgeXLl+OZZ57BuHHjEBAQIGy/zRVbMomIiEgoVz1ZXlZWhoqKCvNfVlaW247pxRdfhL+/Py5evGjxMI087FxdXW03r3yA8/DwcJu8SvnkeT2ZTy9WMomIiEgYV4bLpT6K0l9gYKDbjqtdu3bo0KEDAODHH380Lw8LC0O7du0AAGfPnrWbt6ysDAAQFRVlEaru0aOHaj6pW4A8rZZ88n3ay3f16lWLMH9T+fRiJdPHaRlDTO9YY01NrSX9yfn5+Zn/RGxbyz7dScQYbo2NjeY/0eTnX+tnoYe3f06eKp+7zr+ea0jk+IOiuPI+oHT+RV8bWs+lN5xvck5DQwMqKioAwOahmcTERADAkSNH7OaVlkvpHM0XEhKCnj172uT79ttv8csvv9jku379Or799lubfcbFxZnH4nS0rHqwkklERETCuLIl05O2bdsGo9EIg8FgM/zP6NGjAQDr16+3+fHX2NiIDRs2AADGjBljse7BBx8EcGNKSnutkuvWrQMAjBw5Eq1btzYvv+uuu9CpUyfU1NQgJyfHJl9OTg5qa2vRpUsX9O/f37w8ICAAI0aMsNi23JkzZ3Dw4EGLY3IGK5lERETU4p09exb/+Mc/7LYMfvzxx3j88ccBAH/4wx/QqVMni/UZGRno0qULSkpKMH/+fIt18+fPR0lJCaKjo22GP0pISMADDzyAhoYGTJkyBdevXzev27lzJ9asWQM/Pz+bvqd+fn6YM2cOAGDOnDk2wxRlZmYCALKysmxa8zMzM2EwGLB69Wrs2rXLvNxoNGLKlCloaGhAeno64uPj1U+YBgaTN/w8cLPKykpERERg8ODBaNXK+x+w1/q0s9JyV3/EStt3dlBovfQ8cao24LrSOq2DP2stgyu5IjSvhaduL54K1Xvz56n2pLgrny5353daTumzcPW1oWXyBj33dG9TX1+Pffv2oaKiwvyAiPS/dffu3apD5OhRXV2NYcOGWeyvKUePHsX06dPN73/44QdcunQJ0dHR6Nq1q3l5bm4uOnfujC+//BJ9+/ZFaGgo+vbti65du+L69ev47rvvcOLECQDAPffcg23btlkMSSQ5cOAAhg0bBqPRiF69eqFXr14oLi5GcXExQkJCkJ+fjwEDBtjkKy8vR0pKCk6cOIHOnTtj4MCBKC8vx/79+2EymbBs2TLMmDHDJl9DQwPGjRuH3NxcBAcHIzU1FQCQn58Po9GIsWPHYsOGDXa/C0uXLsWsWbNgMBgwaNAgdOjQAQUFBTh//jzi4uJQWFiIqKgoTedZDSuZLaCS6cg6PfRsz1OVHjmt/4ScrWS6c5gVPbzhs/ClIZG8/XPSek/QU8nUUx5XEjljkF5q22MlUxw9lcxPPvkE99xzT5PpSktL0aNHD1y+fBkvv/wyDh8+jJMnT+Ly5cuora1FVFQU7rjjDkycOBETJkxQve5OnjyJBQsWID8/HxcvXkT79u2RmpqK559/HrfccotivsrKSmRnZyMnJwdnz55FSEgI7rzzTjz77LMYMmSIYr7Gxka8++67eO+99/D9998DAG6//XZMmTIFU6dOVb3W8vPzsWTJEnz++eeorq5Gt27dMHbsWGRlZSkO1O4oVjJZyXQaK5n23ze1XGt5XM0bPgtWMpvGSqYtVjI9R62S+a9//csllcx7773XoUomeR77ZBIRERGRcN7fjEdeT8+MPUotEO5sHVGa/ceanpYFtXOi1IohemYgrZRmPnInb2ihVOOJ1ksRfR619q/Ueo176vpw9vx7+/XV3LjiaXBfaeElS6xkEhERkTCsZJKE4XIiIiIiEo4tmSSUntC5nNawmCvDdlrD23ofVpHnUwvjaQ3ni2S9H294uMMTfPXhHut1ekLi7mwxcuV5Zojcc9iSSRK2ZBIRERGRcGzJJCIiImHYkkkSVjJ9gNbwqrvKYM3Z8SG17kdOb1jd2fCc1s9Cz/lSoxRGdXVY1xuePHcXd4bIRZ5LtafGHcmnhdZRIUSfS5H3PdHfTRFYgaLmipVMIiIiEoYtmSRhn0wiIiIiEo4tmURERCQMWzJJwkpmM+XsUEKOENlnVGt+0X03RXC2v6aIvpquPN7m2D/TXdeHiPPlzcMR6T2P7uoD6c4KCodOYiWTfsVwOREREREJx5ZMIiIiEoYtmSRhJdPHiPii6Qmlq+XxRHhI7/BBIumdGUjr+Xc2fO6u0LkaT4XVPTVjj5yzx651aCJvC51b84bwsej7l7PHxAoTtRSsZBIREZEwbMkkied/7hMRERFRs8OWTHKYK8Nf1tvW8+vVG8Jzak+a63kK3ZtD52q8IWztTqJD5HrSOdvi4w3fHxH3Aa3bJvHYkkkSj/4H+Mtf/gKDwQCDwYCFCxcqpsvPz0daWhqioqIQFBSE+Ph4zJs3D9euXXNjaYmIiIhIK49VMg8ePIglS5Y0+aty6dKlGDp0KHbt2oWEhASMHDkSFRUVWLRoEZKSknDp0iU3lZiIiIiaIrVkiv4j3+ORSqbRaERGRgY6d+6MBx54QDFdUVERZs+eDX9/f2zfvh379+/Hxo0b8cMPP2DIkCE4fvw4pk2b5saSExERkRpWMknikUpmVlYWTpw4gZUrVyIiIkIxXXZ2NkwmEyZPnozhw4eblwcHB2PVqlXw8/NDTk4Ojh075o5ik0BSNwnrP73pmgO1GypvtM2Xls+8uX7uvA8QNW9ur2R+8sknWL58OSZNmoS0tDTFdLW1tdi+fTsAYOLEiTbru3fvjuTkZABAbm6uawpLREREDmFLJkncWsm8du0a/s//+T/o2LEjXnvtNdW0JSUlMBqNAICkpCS7aaTlRUVFQstJRERERM5x6xBGzz77LEpLS5Gbm4u2bduqpi0tLQUAREZGIiwszG6amJgYi7T0K2/81ScyvOUNM/5oPR6tM/7oHepIC+uhdfQMLdTcw5N6rhvRMxrpGZpIz6xdjuRzlruGPPOWe57I760v85bPgzzLbZXM3bt345133sFDDz2EBx98sMn0VVVVAICQkBDFNKGhoQCAyspK1W3V1NSgpqbG/L6p9ERERETkHLeEyysqKjBlyhS0b98ey5cvd8cuLWRnZyMiIsL8J7WAEhERkVjsk0kSt1QyZ86ciR9//BFvvPEGoqKiNOWRQuTV1dWKaaTB2MPDw1W3lZWVhYqKCvNfWVmZxpKTMzz1JKjSk6ii/zzFnTddbzhed3HnsXrDP87m9j3xlu8nEf3KLeHy3NxctGrVCm+99Rbeeusti3XS8EOrVq1Cfn4+OnXqhPXr16NHjx4AgKtXr6Kqqspuv0ypsiilVRIYGIjAwEDnD4SIiIhUcVpJkritT2Z9fT3279+vuP706dM4ffo0unfvDgCIi4tDcHAwjEYjjhw5gnvuuccmz5EjRwAAiYmJrik0EREROYSVTJK4JVx+9epVxT4Wjz32GABgwYIFMJlMOH36NAAgICAAI0aMAACsW7fOZptnzpzBwYMHAQCjR492x2EQERERkUYem7tci8zMTBgMBqxevRq7du0yLzcajZgyZQoaGhqQnp6O+Ph4D5bSs/R0kPaG/mDknbT2a3NXfz5P9Rdk/z5So+de25Luu3zwhyReXclMTEzEkiVL0NDQgLS0NNxzzz2YMGECbr31VuzduxdxcXFYsWKFp4tJRERERFa8upIJAM888wz27NmDe++9F19//TW2bt2K0NBQZGVl4fDhw5qfViciIiLXY0smSdw64489a9aswZo1a1TTpKamIjU11T0Faoa0fjn1zhyidXstNewo4ri9YRYRrfv1ts9Z7bqWl9VT/8Sc3a/1+W6p/4z1Hrez9z3e54iUebySSURERM0Hny4nideHy4mIiIjI97Als4XT8+tQa/hRLZ+ekJK7wlDeEjbVcrzeEqrzxOepJ8zpLZ+tq/KI5s7ryZXnSMS59IYuK76CLZkkYSWTiIiIhGElkyQMlxMRERGRcGzJ9HGuDAU2NjY6nMfPT/l3i5ayujLcrlVLCIXJP1u1z8xZnvqcXNnqoed74U6+dP2KDHerpRF9L9PDlz4XZ7ElkyRsySQiIiIi4diSSURERMKwJZMkbMkkIiIiIuHYktkCaJ0RRERfM7VtKPVx0tqvVE+65kitb6qvDrOidxYpb6ZWVl86DmeJHmbIlfcvte1puX/RDWzJJAlbMomIiIhIOLZkEhERkTBsySQJK5nNiKdmNtEaotUSztI7bIjSsftyKMsTx+HOGYScnSXIlde4L80M5I2UjkNvFwJnQ+Geuif48v3HGaxkkoThciIiIiISji2ZREREJAxbMknCSmYLJw/nWIeqlUJUop+alZdBz9PpIvhqWEstvK2nG4Mrz7E1PSFMT/2j0Rqu1RMm9iXOPgEuIiTu7LnU2iXE+rvgq/cIIk9iJZOIiIiEYUsmSdgnk4iIiIiEY0smERERCcOWTJKwkuljRHzRXDkMjOjtae2vKSfvS+XtQ/I4uz21NKLLo2emIa39LkVcN6KHzdFD67Er7dfbv5uu7GupdXvO9vsWQXQfYvb3pOaKlUwiIiIShi2ZJGGfTCIiIiISji2ZHuTq8KGjrMsjDzvLQ15aQ39qnB0KxdmZhaypDd3jDaE2pTwihjCSsz538vOiFsr11GxTclr2qzUMq3eGGWeHMPLEd8mRdN4Q+nZ29h61PErXu6d42/8IrdiSSRJWMomIiEgoVgoJYLiciIiIiFyALZnNiCuflFUKnVun01MeV4YItT593dDQoCmPGqWQu9Ynsb2BdXn0PNGvdduiabkmRIfBtaZzZ0hbaZ07Q93e0Iolv95Eh8i94Ql3b8ZwOUnYkklEREREwrGSSURERMJILZmi/xx1/PhxLF++HBkZGejduzdatWoFg8GAhQsXNpk3Pz8faWlpiIqKQlBQEOLj4zFv3jxcu3ZNNd/JkyeRkZGB6OhoBAYGIjo6GhkZGTh16pRqvqqqKsydOxdxcXEICgpCVFQURowYgX379qnma2xsxDvvvIP+/fsjLCwMYWFh6N+/P1auXNnkOdN7jI5gJZOIiIianbfffhszZszABx98gOLiYotuUWqWLl2KoUOHYteuXUhISMDIkSNRUVGBRYsWISkpCZcuXbKb78CBA+jTpw8++OADREZGYvTo0YiMjMQHH3yA3/72t/jPf/5jN195eTmSkpKQnZ2NqqoqjBw5EgkJCdi5cydSU1OxfPlyu/kaGhowbtw4TJs2DcXFxbjnnntwzz334JtvvsETTzyBCRMmKHaT0XuMjmKfTC/l7MwhrmTd/05teCM5V/aZE0nvcEai+1pq6edoTWm/WsujdwYhrdeAnjI4e427sp+j1nR6jkHEd0G+X3f143QFPX1+la5DPd8r0dw5U5cneEufzF69euHZZ59F3759kZiYiEWLFuHDDz9UzVNUVITZs2fD398feXl5GD58OADAaDRi1KhR2Lt3L6ZNm4bNmzdb5DMajRg/fjyMRiOysrKwaNEi87q5c+ciOzsb48ePx/HjxxEUFGSRd+rUqSgpKcGQIUOwbds2BAcHAwB27NiBUaNGYebMmRg0aBB++9vfWuRbvnw5tmzZgq5du6KgoACxsbEAgNLSUqSkpGDTpk34/e9/j6eeekrIMerh+W8bERERkWCPP/44Xn75ZUycOBHx8fGafmBkZ2fDZDJh8uTJ5soXAAQHB2PVqlXw8/NDTk4Ojh07ZpFvzZo1OHfuHHr27GkTjl+4cCF69uyJsrIyrF271mLdd999h61bt8Lf3x+rVq0yVzABIC0tDRkZGWhsbER2drZFvsbGRixevBgAsHjxYnMFEwBiY2PN67Kzs21+LOo9Rj1YySQiIiJhvKVPpqNqa2uxfft2AMDEiRNt1nfv3h3JyckAgNzcXIt10vuHHnrIpjLr5+eHCRMmAAC2bNliN19ycjK6d+9us0+pHHl5eairqzMv/+yzz3DhwgUEBgYiPT3dJl96ejoCAgJw7tw5HDp0SMgx6sFwuQ9wdjYVTw39IHo4EK2hP2eJGB5JK7Vf1nqGVRKdTg9vCEfKuTLk686hieREh9KdSeMMrcMMackj4poWcbyiZyHyRd4SLndUSUkJjEYjACApKclumqSkJBQUFKCoqMhiufReLZ88naP5qqurceLECdx+++0W+RISEtCmTRubfEFBQUhISEBRURGKiopw1113OX2MenjXfwMiIiIiDygtLQUAREZGIiwszG6amJgYi7TAjSfDL1++DADo1q2bar6LFy+iurraZp9K+cLDwxEeHm6zz6byKZVV7zHqxZZMIiIiEsaVLZmVlZUWywMDAxEYGChkH1VVVQCAkJAQxTShoaE25ZDyqeWV8kl5pXRa91lZWWl3n3rL6mg+vVjJ9AF6QilqX3A9oTYRIVBnZwZS25Z8G97yRKxIWs+/N4TL5TwVOnfXNeCNYXBvo2dGHTWiQ+Ryou+NWkP7znaJakmkVjbJCy+8gBdffNEzhaEmsZJJREREwriyJbOsrMwcPgYgrBUTgDl8LA9nW5MGKpeXQR52VsorH+DcXl69+3RXPr3YJ5OIiIh8gtRHUfoTWcns0aMHAODq1asWIXC5srIyi7TAjYpbu3btAABnz55VzRcVFWURqpa2o5RPHiaX77OpfEpl1XuMerEl04PUBu92dlBtNfLwjtbwkOgwnvw41MJpWgeJVgpFieg2IHKAbb30DHYuOpSoJ/Stdo6dLZ/o8y/6GhcdShfN2XuMnjCx1m2o3Q+dvW5EfM5q9ywtIXKtg7FbXxu+Ekr31afL4+LiEBwcDKPRiCNHjuCee+6xSXPkyBEAQGJiosXyxMRE5Ofn48iRIxg5cqRD+bZs2WJer5QvJCQEPXv2tMgHAN9++y1++eUXmyfMr1+/jm+//dZmn84cox5sySQiIqIWLyAgACNGjAAArFu3zmb9mTNncPDgQQDA6NGjLdZJ79evX2/zQ6axsREbNmwAAIwZM8Zi3YMPPgjgxpSU9lolpXKMHDkSrVu3Ni+/66670KlTJ9TU1CAnJ8cmX05ODmpra9GlSxf0799fyDHqwUomERERCeOrg7EDQGZmJgwGA1avXo1du3aZlxuNRkyZMgUNDQ1IT09HfHy8Rb6MjAx06dIFJSUlmD9/vsW6+fPno6SkBNHR0Zg0aZLFuoSEBDzwwANoaGjAlClTcP36dfO6nTt3Ys2aNfDz80NWVpZFPj8/P8yZMwcAMGfOHJthijIzMwEAWVlZNhEDvceoh8HkK+3vAlVWViIiIgKDBw9Gq1be0WNAa7jcmtIA5WoDl3vbk9hayyqnVm6tg7b7UrhczpfC5WoYLncsnWgtNVwugivD5XLeHC6vr6/Hvn37UFFRYX5ARPrf+tprr9nMz+2s69evY+bMmRb7a8rRo0cxffp08/sffvgBly5dQnR0NLp27Wpenpubi86dO5vfL126FLNmzYLBYMCgQYPQoUMHFBQU4Pz584iLi0NhYSGioqJs9nfgwAEMGzYMRqMRvXr1Qq9evVBcXIzi4mKEhIQgPz8fAwYMsMlXXl6OlJQUnDhxAp07d8bAgQNRXl6O/fv3w2QyYdmyZZgxY4ZNvoaGBowbNw65ubkIDg5GamoqACA/Px9GoxFjx47Fhg0b7H7P9B6jo1jJ9NJKptI6rX0W1SqSoitheujpF6pGawVbaV9q50FPpVxPBcMbZgrRWnHQylMVAtEzY3mqAqqUR/QPDa3DDCmts75uXDkrj+h7h5b9WFM7Ji3nUu0+rvVe5Gm+UMn85JNP7PY5tFZaWmrzkEt+fj6WLFmCzz//HNXV1ejWrRvGjh2LrKwsxUHMAeDkyZNYsGAB8vPzcfHiRbRv3x6pqal4/vnnccsttyjmq6ysRHZ2NnJycnD27FmEhITgzjvvxLPPPoshQ4Yo5mtsbMS7776L9957D99//z0A4Pbbb8eUKVMwdepU1e+c3mN0BCuZrGQq7peVTNt1rGQ6hpVMx/elJQ8rmTewkuk5apXMpUuXuqSS+cwzzzhUySTPY59MIiIiIhLOO5rxyOYXqrMtFVpbP+UtAdZl8Pf3V1ynp2xKZZXvR29Lh9Z+k0otBnr6eGptJfUGIvrPubJVUmt/T1eeY60tSJ5q/XeWiNZGpVY6Vw/BpnT+5eUR0X9R6/WvtU+ms7yp5dIRvjqEEYnHlkwiIiIiEo4tmURERCQMWzJJwkpmC6B1iA2toWWtoX21/SqFR9VCeqI5+0CP3g767rpZ6gl9iw6Xix72SCs9YWs9n5mvfs7W60Q/IOQsrV1R1Lr7aP3MtHYb8LZhlIh8gUf+A9TW1uL1119HSkoK2rVrhzZt2iA6OhrDhw83j4pvLT8/H2lpaYiKikJQUBDi4+Mxb948i0nniYiIyLN8eTB2EsvtLZk//vgj7r33Xnz33XeIiopCcnIyQkJCUFZWhk8//RQhISGYMGGCRR75oKEDBw5Ex44dUVBQgEWLFiEnJ0fYoKFERETkHIbLSeLWSub169cxdOhQHDt2DC+++CLmzp1rMRen0WhESUmJRZ6ioiLMnj0b/v7+yMvLw/Dhw81pR40ahb1792LatGnYvHmzOw+FiIiIiFS4tZKZnZ2NY8eOYerUqXjhhRds1gcHB+N3v/udTR6TyYTJkyebK5hS2lWrVuHmm29GTk4Ojh07JmSeTW+h9Veb1sGR5eT9mEQP6uzsUCha+2S6ctgQvUT329NyDbj6170vDcAu5+zwW95wXkX0tXR0n64mot+knokOXDkEm9Z7rVLZrN83hxY7tmSSxG19Muvq6vD2228DAP785z9rylNbW4vt27cDACZOnGizvnv37khOTgZwY+5RIiIiIvIObmvJPHr0KC5duoQuXbrg1ltvxTfffIMtW7bg3LlzaNu2LQYOHIjhw4db/CosKSmB0WgEACQlJdndblJSEgoKClBUVOSW4yAiIiJlbMkkidsqmV9//TUAIDo6GpmZmfj73/9ucdEsXrwYffv2xccff4xu3boBuDFpPQBERkYqTtYeExNjkZZu0DOEi+gQtJ7Qt9qNRMQQOnqGIVFKpydsZ/1exExDWvLonXPdm4fu0UpEaNnZIX60DofjbHcTR8oq8roWMfuVnmHS1LpF6OkWpIc3z/JE5GluC5dfvnwZwI0HeRYvXozp06fj+PHjqKiowJ49e9CzZ08UFRVhxIgRqKurAwBUVVUBAEJCQhS3GxoaCgCorKxUTFNTU4PKykqLPyIiInINDl9EgBsrmdJFUldXh4cffhhvvPEGevbsifDwcKSmpmLPnj1o06YNiouLsX79eqH7zs7ORkREhPlPav0kIiIiItdwW7hcHu5+4oknbNZ369YNI0aMQE5ODvLz8/Hoo4+a81RXVytuVxqMPTw8XDFNVlYWZs2aZX5fWVnpFRVNPaFhV/6i0xqe06uhocGp/GplcHbWDnfOXqI1pK20Tum1I+nkn4V8P2qfkdr2RIfplYgOW8vTqV1f8rCsfBvy5Wrbs962lnRqZVULBbvrWlYLb+vp6uFs2FntHGultfuKs/R2tZHzhtEClLBPJkncVsm8+eab7b62l+b8+fMAgB49egAArl69iqqqKrv9MsvKyizS2hMYGIjAwEA9xSYiIiIHsJJJEreFyxMTE82/vC5dumQ3jbRc6mcZFxeH4OBgAMCRI0fs5pGWJyYmCi0vEREREenntkpmp06dkJKSAuDGPOTW6urqsH//fgDAnXfeCQAICAjAiBEjAADr1q2zyXPmzBkcPHgQADB69GiXlJuIiIi049zlJHHrjD8vvPACUlNTkZ2djYEDB2LAgAEAgPr6esyePRunTp1CWFgYJk+ebM6TmZmJzZs3Y/Xq1UhPT8d9990H4Ma0klOmTEFDQwPS09Ob1Ww/gHJowLofjrMzWYjuhynv06R16B5XznbhDTOjiOiTqdRv0nrb8nVa+27K81j3yVTar9r29PTPFNEnU0s/TLV+e0r9Lq3XyV9r7Wtp3XdTqV+n1v6jWvsdO8uVs1U5QsvnqTbskdZ7mVK/V+vtib5nNbcZf4gkbq1kDhkyBAsWLMD8+fMxcOBA3HnnnejUqROOHj2K06dPIygoCP/7v/+Ljh07mvMkJiZiyZIlmDVrFtLS0jBo0CB06NABBQUFOH/+POLi4rBixQp3HgYREREpYJ9MkrgtXC557rnn8K9//QtDhw7FsWPHkJeXh4aGBmRkZODo0aPm8LjcM888gz179uDee+/F119/ja1btyI0NBRZWVk4fPgwoqKi3H0YRERERKTCrS2ZkmHDhmHYsGEO5UlNTUVqaqqLSuTdtA5joTVEqGcYH7VwjlL4VmuIVutQKKKHF3F2BiE9oXi9+5XnadXq16+t9XHLQ696ZhNSC9mrDW/kq0MYyamFy/VsT8SsPHJK51JESNvZGXq0EnG+lLoaqHVdkB+fWtcFteGptA7LpKXriNp9rjlgSyZJ3N6SSURERETNn0daMomIiKh5YksmSVjJ9CClpxUB5fCV2lOv8nWtW7e2m8b6vdpTl0phH+uyKYVo1cLlSnlcHS5XCtdpnWlFLZ3WJ5CV1qnNHqOUR60MWo9JbbnW0LCW8K+rZyjRcg1oDR9r/T5qnaVJ7al9pXRqszSpbVvPyAFK31ut58GVowNYvxc5q5LafrXeG63Pq/x9XV2d+bXWbilKZbMunzdjJZMkDJcTERERkXBsySQiIiJh2JJJElYyfYBamFgppCoPlwcEBFjkkT+drBYS0hr6U8rjDYM1aw19q4XT5OdL/to6vC0/50p5rNMpvdaaTi2PWhmU1qkdu1J3AOt8zj6JrcbZJ+bVQtDy1/X19Yr7la+zTqe0Th42tX6v5bUj6bSWQel45a/VuryonVetT1U7S2sXDq2jCmgdPULpegCA2tpau+nUui7I6ZkEg8hbsZJJREREwrAlkyT8yUREREREwrElk4iIiIRhSyZJWMn0cVr6/Kj1Y9PTb8m6H6CcnmFI9PSh1Doji3VfRKV+hWr9DZX6L1qfB6V1WvtaWved1ZJO67bV+mSqpdN6jrT0a9M6HIv1cqV/LlpnWtE63Ixanzmlvo1qfTK19q+U9+FTy6M1ndI667IqrZO/FnG+tA7do6ePp4jhz7RSug619vMVUQYiX8NKJhEREQnDlkySsJJJREREwrCSSRJWMr2E1vCvWvhK/iWUh6tqamos8ijNBqQWKpWXQW34GnkZ1GajUUsnpxRKVwu9KpXbmjx8Jd+edVhLaUgX689CaTgprTP56JnxRy2PWrcBZ7sh6J0ZSGnbemgNP2qdyUdEWFdrmFjL7D16w7B60jk744/ad12+H+vPXL49rdeN0uepZ0Yj63xq21PqRqA2hJTafuWU7lm+MsMPkRJWMomIiEgYtmSShEMYEREREZFwbMn0IK1hYjXysI08LK41TKM2g43WWWGUQj16Qqpa84g4d0r0zlSkdWYTpc9D7elYrTOoaH2iVs+MLHpmbvFU64PWa0DPNaVnFiO1kRa0blvrd0bLftTSaVnuCD3XlNYwvZ6uENZhcK2zOanNCCWn1BVFqZuSvfdaeHPLHlsyScKWTCIiIiISji2ZREREJAxbMknClkwiIiIiEo4tmV5Ka/8r6/5FErW+RUr9m6y3LX+v1ifTG4bc0DIjiFoepfNovQ21vq5K67QOO6XWV0zrMDfOllVrvzY9/UetOdsyIaIPpZ4hspT63KmtU0unNDyV1r7PWmdf0ltWLWWwpnVGL3fR2ndTafghe+8l1udLfq+0nsVLKY/SefHV1ju2ZJKElUwiIiIShpVMkjBcTkRERETCsSWzmVILS2kNLctDOvIwktZQjxqtIW2lPHrDulqGNdE6LJBaOE10SFvL7Cx6y8oWAseohdX1zKSkJXSulkdPKF5rWdVm8tEzXJnomaKcvfcAyvcftfuSK4dQay54XyGALZlERERE5AJsySQiIiJh2CeTJKxk+jil0Jja081yamFirTPTaF3n7Kwdasv1pNPabUApj4gntp0NfYt4Gpwco6c7hnWYWMvT+FpD7CKehNeaR2sYXOkJdb3p9MwWppTfmtbvgtIT/WqjAKilI2oJWMkkIiIiYdiSSRL+tCIiIiIi4diSSURERMKwJZMkrGR6kFr/K6V1ajOWKPWlks9AAdjOACRR6xOop9+k1qGA1PIo9SfVm05L/0rRwyNpPa9NlV2idaYVtf3It8G+m7a0zgwkIp2c1nuC1qHHtM54pXQ9qG1bKY/afq1nJ9KaTks/TLVrXCmPNbXPTOv9Vc/QUHKunCXLXVjJJAnD5UREREQkHFsyiYiISBi2ZJKElUwfoPblUgq7yMNNavnloXPrbclD0GqhMaXwnC/NfKF2fFqPQ2t4TilMaR061BLS1hreVkunJzyn54bv6n8Seq43pTxaZ3TRGgbXE1ZXC9eKDtnrOQ/eQGsIWm2WIC33UOt08hC5dTrr91rKxwoUNVesZBIREZEwbMkkCftkEhEREZFwbMn0cUqzUMgpLbemJ1xrnU/taU95+F0ebhLxFLSedHJ6ngbXGoJ2ZTqtoW69T6xqbT3wlVYGZ7s+OLJOTzpXhsH1pFObeUdO78xAzqaT0/NEuiNlUJpdzXq/Sum8veuBSGzJJAlbMomIiIhIOLZkEhERkTBsySQJK5nNiFKoR+vT6dZhYj2DkMtZp5OHjpwdwF3PQO/W6TyRp6l1WtK5OkTuynSeJiJcrjWdyNC5I9t29olrd+Wxfq/nCXBn81in0xouV3rdVJmIWhqGy4mIiEgYqSVT9J+jMjIyYDAYVP9++eUXu3m/+OILjBs3Dh07dkSbNm0QGxuLp59+GuXl5ar7/Pnnn/HUU08hNjYWgYGB6NixI8aNG4ejR4+q5qutrcXixYvRp08fhISEoG3btrj77ruxefPmJo9z06ZNuPvuu9G2bVuEhISgT58++Pvf/466urom87oaWzKJiIhIGG8LlycnJ+PWW2+1u87eg7GbN2/Gww8/jPr6evTr1w+xsbE4cuQI3njjDWzatAmFhYV2t1dSUoKBAweivLwcN998Mx588EGUlpZi8+bN+Pjjj7Fx40aMHj3aJp/RaMTQoUNx8OBBREZG4r777sO1a9ewb98+7N+/H7Nnz8Yrr7xit/wzZ87EsmXL0KpVKwwePBihoaHYt28f5syZg7y8POzevRtBQUEOnjFxWMkkIiKiZuvxxx9HRkaGprTnzp3DY489hvr6erzzzjuYOnUqgBujo2RkZOAf//gHJk6ciEOHDtmMavLQQw+hvLwcjz76KFavXm2uwK5cuRJPPPEEJk2ahBMnTqBTp04W+5w7dy4OHjyI3r17Y9++fYiKigJwozX17rvvxpIlS3D33Xfj/vvvt8j38ccfY9myZQgNDcX+/fuRmJgIALh06RIGDx6MwsJCzJ8/X7GC6g6sZHoJ0bPMqPWXUhpWw7pvkVofSDmt/RSV8ojo56inj6eW/HrLqrUMerehtFzr9hzdj6vyuZvePnLO9q3TOhSQ1v3o6YuodRta+1eq7dPZ/pAiyqolvzWtwygpnQe18um5hnzle2XN21oyHfHaa6/BaDQiNTXVXMEEbvzffPvtt5GXl4fDhw9j9+7duPfee83rd+7ciaKiIkRGRuKtt96y+D87depUbNy4EXv37sWyZcuQnZ1tXvff//4Xb7/9NgDg7bffNlcwAeCOO+7AnDlzMH/+fPztb3+zqWQuWrQIAJCZmWmuYAJAVFQU3nrrLQwcOBBvvPEG5s+fj4iICEFnyDHsk0lEREQEIDc3FwAwceJEm3WhoaEYNWoUAGDLli12840aNQqhoaE2eaXtWefbsWMHamtr0a1bNyQnJyvm+89//oNz586Zl//00084fPiwYllTUlIQExODmpoa7NixQ+FoXY+VTCIiIhLGWx78kfz73//G7NmzMXXqVGRlZSE3Nxc1NTU26aqqqnDy5EkAQFJSkt1tScuLiooslkvvm8p34sQJVFdXa8538803o127dgCAL7/80iZfu3btEBsb61BZ3Ynh8mZKbSYgrV9WrcMgad2ellCuK8PyIrahVj6tIXut60SeLzXOhthbGrVQqZzeWYO07EfPtvWEeNW4MmSvVj4t21IjYtgpEcdO7rN27VqbZZ07d8b777+P++67z7zs9OnT5tfdunWzu62YmBgAQGlpqcVy6X1T+UwmE06fPo2EhARN+QAgOjoaV65csdinlnxKZXUntmQSERGRMK5syaysrLT4s9ciKenTpw+WLVuG4uJiVFZW4ueff8bu3bvxP//zPzh//jxGjRqFTz75xJy+qqrK/DokJMTuNqVQeGVlpcVyKW9T+azzNpVPaZ9687kbK5lERETkE2JiYhAREWH+kz9EY+2ZZ57BjBkzkJCQgLCwMHTo0AFDhw5FYWEhHnjgAdTV1WHmzJnuK3wLxHB5M6InTCMPpbs6vGpvPLKmaH2qWus6bwjZa12n5zyLnqGnpYbSRYRe9aTTWgZnQ8vW2xf5tLsj23B2vyI4+1nrnXGpOXPl0+VlZWUIDw83Lw8MDHR4WwaDAX/961+xdetWfPXVVygrK0NMTAzCwsLMaaqrq+0+kX3t2jUAsCgDAISFheHKlSsW/S3t5bPOK+1TKZ/SPvXmcze3t2SePXsWTz31FOLi4hAUFGQeSf+xxx7DV199pZgvPz8faWlpiIqKQlBQEOLj4zFv3jyLD46IiIg8y5Xh8vDwcIs/PZVMAPjNb35jfv3jjz8CALp3725edvbsWbv5ysrKAAA9evSwWC69byqfwWCw2E9T+eTlk+9Tei1t15GyupNbK5mHDh1Cr1698Oabb6K6uhrDhg1DWloaDAYD1q5di6SkJGzatMkm39KlSzF06FDs2rULCQkJGDlyJCoqKrBo0SIkJSXh0qVL7jwMIiIi8mGXL182v5ZaBcPDw80z+Rw5csRuPmm5fFxK+fum8t12220W/TObynfq1ClcuXIFANC3b1/zcun15cuXFR/sUSqrO7m1kjl16lRUVVVh6tSpKC0txdatW7FlyxacPHkSzz33HOrr6zF16lSLuUSLioowe/Zs+Pv7Y/v27di/fz82btyIH374AUOGDMHx48cxbdo0dx4GERERKfC2IYzsWb9+PYAbFcu4uDjzcmnax3Xr1tnkuXbtGvLy8gAAY8aMsVgn5du2bZvdELa0Pet8aWlpCAgIwNmzZ3HgwAHFfAMGDECXLl3My6Ojo9GvXz/FshYWFqKsrAyBgYFIS0uzWe8uBpObhtG/fPmyeST78vJytG/f3mJ9Q0MDwsLCcP36dRw9etRcSx8/fjw2bdqExx9/HO+++65FnjNnzuDmm29GY2Mjvv/+e8THx2sqS2VlJSIiIjB48GC0auX93VJdOVOEL88ooWednOjZdrSuY1/L5qM59t0U0Q/T2TJ4O1d+nr5yT66vr8e+fftQUVFh7vMn/W+dNm2a7jC2kpqaGqxYscJif2q+/PJLnD17FmlpaRb/5xsbG7F69Wo89dRT+OWXX/Dcc89hwYIF5vXnzp3DbbfdBqPRiJUrV+KPf/wjgBt1lMmTJ+PDDz9Ev3797E4reccdd6CoqAiTJk3C+++/bzOtZGhoqN1pJaX5x3/7299i3759uOmmmwAAR48exaBBg8yVW3vTSo4ePdpmWsnLly/jnnvuwTfffKM677k7uK2G5cgFJ1VGa2trsX37dgD2R7Tv3r07kpOTUVBQgNzcXGRlZYkpLBEREeniygd/tDp9+jRGjx6Ntm3bIjExER07dsTVq1dRXFxs7v/48MMP44UXXrDI16VLF6xZswYPP/wwpk6dilWrVqFHjx44fPgwTp06hY4dO2LdunV2H/j63//9XwwcOBBr165FYWEh+vXrh9LSUnz++edo1aoV1q5da1PBBG5MD/n555/js88+w2233YbBgwejuroae/fuRV1dHWbNmmVTwQSABx98EDNmzMDrr7+OAQMGYMiQIQgJCcHevXtx9epVJCcnW1SgPcFt4fLQ0FAMHDgQAPDcc8+hrq7OvK6xsREvvvgirl+/juHDh5sHEC0pKYHRaATg+Oj7RERE1DL16dMHM2fOREJCAo4dO4YtW7Zg7969AICxY8di+/btWLdund1o5rhx43Do0CGMGTMGp06dQm5uLhoaGvDkk0/iq6++MvfbtBYXF4evv/4aTz75JBoaGpCbm4vS0lKMGTMGhw4dMofUrQUHB+OTTz5BdnY2unbtih07duCzzz7DXXfdhY0bN2LJkiWKx7ls2TJs2LABd911Fw4ePIgdO3YgOjoaL730Evbt24egoCAdZ08ct4XLAeD48eNIS0vDqVOn0LVrVyQlJcHf3x9FRUX46aefMGHCBLzxxhvmpvC8vDyMGjUKkZGR+O9//2t3m0uXLsWsWbOQlJRknsezKQyXO0dviEtkaEzv8WnJpzcMrrRORGhadLjc2eujuYTbtYZ8lYgOm4r4jigdkytD5839nqCXt927RVILlz/xxBMICAgQur/a2lq88847msPl5B3cWsOKi4vDZ599hkcffRS7d+/GTz/9ZF53++234+6777a4eESNaF9TU2MxK4AnR78nIiIiagnc+nT5gQMH0Lt3bxQXF2PdunW4cOECrly5gry8PNTV1WHKlCmYMmWK8P1mZ2dbzBAgheOJiIhILF94upzcw20tmVevXsXo0aNx6dIlfPbZZ+jfv7953f3334/bb78dvXv3xvvvv49HHnkE99xzj7AR7bOysjBr1izz+8rKSp+qaKp9uayfbhPJG0OBzm7L2XC5nnRaQ7K+9AS5yNmbRPG2J5U99eS5yHSe+G67mvV1qFR2EderfBuuvFd7G2948Ie8g9taMrdv346LFy/i5ptvtqhgSuTL8/PzAfw6Sv3Vq1ctJq6X0zKifWBgoM0sAURERETkOm6rZEpDBqhV8KR5QqXR7ePi4hAcHAzA8dH3iYiIyP0YLieJ2yqZXbt2BQAcO3YMFRUVNuvr6upw9OhRAEBsbCwAICAgACNGjABgf0T7M2fO4ODBgwCgODQAEREREbmf2/pkDh8+HCEhIaiursYf//hHvP/+++Ynw2trazFr1iycPXsWrVu3xtixY835MjMzsXnzZqxevRrp6em47777AABGoxFTpkxBQ0MD0tPTNc/209zw151jXNkvVOmzcHU6pTxa+0268hqS9wt1Z789Z4cmUqPnOFyZx5X9Jn2pr6W3a0n3avbJJInbKpnt27fHihUrMHnyZGzatAmffPIJ+vXrh9atW+PIkSP46aef4Ofnh9dffx0333yzOV9iYiKWLFmCWbNmIS0tDYMGDUKHDh1QUFCA8+fPIy4uDitWrHDXYRARERGRBm4dwuiRRx7BkSNHkJGRgbCwMOzduxc7d+5Eq1at8Ic//AGfffYZpk2bZpPvmWeewZ49e3Dvvffi66+/xtatWxEaGoqsrCwcPnzYPA0lEREReRb7ZJLE7dPd9OnTB6tXr3Y4X2pqKlJTU11QIlLiDeFfd3HnDUzrUCZ6hlYRmUeN6OGbPEX0tedtoXRnaR3ux528bfYrIlLm/XMqEhERkc9gn0ySsJJJREREwrCSSRJWMslhnpqByFOcPQ7RM4dQ86I0K4zWPNacncFG6+gFnqKnDN5QbqKWiJVMIiIiEoYtmSTx7l75REREROST2JLZAon+RehsiFxPuNCVXP2LWeT22VrgHBEhZJHb03P+tY7ioJW3fR8B7/7OeMs58iZsySQJWzKJiIiISDi2ZBIREZEwbMkkCVsyiYiIiEg4tmS2AL7cx9AT/Z089Yu5ufzyb2xs9Mh+lYiYdUhEX0lXba85tvD40jF5wz3L27AlkySsZBIREZEwrGSShOFyIiIiIhKOLZmkyBO/HEUPxyJCSyqDt4W6RRBxTHpC7t4QYtfDG2ft8oZ7EWnHlkySsCWTiIiIiIRjSyYREREJw5ZMkrCSSWbe8CX2hjK4mieOsTmGwd1J6/lz9kl20SF2d5WhOeJT40TOYyWTiIiIhGFLJknYJ5OIiIiIhGNLJhEREQnDlkySsJJJLuMN/ctE86UbHfthup/8nIuYaUgLEddkc/zeefsxNWesZJKE4XIiIiIiEo4tmURERCQUWx4JYCWzRdA6i46I2XacvbF4KvTXHG+IauFahtLFcFdI3NW0Xv++9N2S71dPubXmYVieSBkrmURERCQM+2SSpHn8DCciIiIir8KWTPIZrgxLtbRZUzwR5nV1iL65hK5F8oZQrtYyePt3hrRjSyZJeFcmIiIiIuHYkklERETCsCWTJKxkEhERkTCsZJKElcwWSN5HSu2LqzWdUp6WzBvOg7fdlFtan0lvuAZ8iTecLw5bRCQWK5lEREQkDFsySdKymhaIiIiIyC3Ykkma6AmdeztXhry84RwxpEfN/RoXgd8T8diSSRK2ZBIRERGRcGzJJCIiImHYkkkSVjJbOBFPkLvry+9LYS1fKiuRHr46S5becvM7TeQ4VjKJiIhIGLZkkoSVTCIiIhKGlUySsJLZjDj7BLhaOEjroO3ezpfK6i68eTuG15AtEdeQN5xX0WVojqNyEDmClUwiIiIShi2ZJOEQRkREREQkHFsyiYiISBi2ZJKElUwfp9SHSG//Skf3o3d7zvKG/lvNBc8lOUvvNdQc7h1at8f+mdQSsZJJREREwrAlkyTsk0lEREREwrElswVSCu/o/aXoS+FWXyorka/gvYPk2JJJErZkEhEREZFwbMkkIiIiYdiSSRJWMslMazjIG7/snghlMXzmGFdfN/w8HCPy8+C9g+RYySSJw+Hy48ePY/ny5cjIyEDv3r3RqlUrGAwGLFy4sMm8+fn5SEtLQ1RUFIKCghAfH4958+bh2rVrqvlOnjyJjIwMREdHIzAwENHR0cjIyMCpU6ccLT4RERERuYHDLZlvv/02li1b5vCOli5dilmzZsFgMGDgwIHo2LEjCgoKsGjRIuTk5KCwsBBRUVE2+Q4cOIBhw4bBaDQiISEBKSkpKC4uxgcffIDNmzcjPz8fAwYMcLg8REREJB5bMknicEtmr1698Oyzz+Kjjz7C999/j0cffbTJPEVFRZg9ezb8/f2xfft27N+/Hxs3bsQPP/yAIUOG4Pjx45g2bZpNPqPRiPHjx8NoNCIrKwvFxcVYv349iouLkZWVherqaowfPx7Xr1939DCIiIiIyIUcrmQ+/vjjePnllzFx4kTEx8fDz6/pTWRnZ8NkMmHy5MkYPny4eXlwcDBWrVoFPz8/5OTk4NixYxb51qxZg3PnzqFnz5424fiFCxeiZ8+eKCsrw9q1ax09jGZD+sXozl95BoNB158r9+WJYyLH6L1u+Hm4hifOsTfcKzx13XjiXu0p8mMV+afXpk2bcPfdd6Nt27YICQlBnz598Pe//x11dXUCj5rscfkQRrW1tdi+fTsAYOLEiTbru3fvjuTkZABAbm6uxTrp/UMPPWRTmfXz88OECRMAAFu2bBFebiIiIvJtM2fOxPjx43HgwAHceeeduO+++3D27FnMmTMHgwcPZiTUxVxeySwpKYHRaAQAJCUl2U0jLS8qKrJYLr13NB8RERF5hre0ZH788cdYtmwZQkNDcejQIfzrX/9CTk4OTpw4gd69e6OwsBDz5893wRkgicsrmaWlpQCAyMhIhIWF2U0TExNjkRYAqqqqcPnyZQBAt27dVPNdvHgR1dXVwspMruFtoSxfCrUyzOw9WvJn4YnvZnM5d+R+ixYtAgBkZmYiMTHRvDwqKgpvvfUWAOCNN95ARUWFR8rXEri8kllVVQUACAkJUUwTGhoKAKisrLTJp5ZXymed11pNTQ0qKyst/oiIiMg1PN2K+dNPP+Hw4cMA7HfVS0lJQUxMDGpqarBjxw6nj5fsaxHTSmZnZyMiIsL8J7WAEhERkVjeEC6XutG1a9cOsbGxdtOwy53ruXzGHylErhbOlgZjDw8Pt8mnllc+iLs8r7WsrCzMmjXL/L6yspIVTQephaN86WlJT4TVvD2U5+3la0lEfBbu+j7Ky9pc7gG+dBykTup+p9TdDrDfVY/Ecnkls0ePHgCAq1evoqqqym6/zLKyMou0wI1KZrt27XDlyhWcPXsWffr0UcwXFRWlGo4PDAxEYGCgE0dBREREWrhyMHbr7m5K/9/1dtUjsVweLo+Li0NwcDAA4MiRI3bTSMvlHXPl7x3NR0RERM1PTEyMRfe37OxsTxeJVLi8khkQEIARI0YAANatW2ez/syZMzh48CAAYPTo0RbrpPfr169HY2OjxbrGxkZs2LABADBmzBjh5SYiIiLHubJPZllZGSoqKsx/WVlZdsugt6seieWWB38yMzNhMBiwevVq7Nq1y7zcaDRiypQpaGhoQHp6OuLj4y3yZWRkoEuXLigpKbEZy2r+/PkoKSlBdHQ0Jk2a5I7DaPb0Dg/izcO2cJgTItfz5Hda5P2GQyR5v/DwcIs/pa5wUvc7qVudPfa66pFYDvfJPHr0KKZPn25+/8MPPwAA3nnnHfzzn/80L8/NzUXnzp0B3AhnL1myBLNmzUJaWhoGDRqEDh06oKCgAOfPn0dcXBxWrFhhs6/g4GBs3LgRw4YNw6JFi7Bt2zb06tULxcXFKC4uRkhICDZt2oSgoCCHD5yIiIjEc2WfTK369u0LALh8+TJKS0vtPmHOLneu53BLZmVlJQ4dOmT+u3TpEgDgxx9/tFheU1Njke+ZZ57Bnj17cO+99+Lrr7/G1q1bERoaiqysLBw+fBhRUVF295ecnIyvvvoKkyZNwpUrV5CTk4MrV65g0qRJ+OqrrzBgwAAdh01ERETNVXR0NPr16wfAfle9wsJClJWVITAwEGlpae4uXovhcEvm3XffrfsXSmpqKlJTUx3Od+utt+KDDz7Qtc+WRP65+FJ4R09ZOdQIke/zpfuUHi31PuUNLZkAMHfuXIwePRovvfQShg8fbm6xvHz5sjki+9RTTyEiIkJoWelXLWIwdiIiInIPbxiMHQAefPBBzJgxA9euXcOAAQMwfPhwjB07Frfeeiu++eYbJCcnY8GCBS44AyRhJZOIiIiapWXLlmHDhg246667cPDgQezYsQPR0dF46aWXsG/fPj7T4WIuH4ydfIf1L0VvDmV5c9msqf0C96XjIO/h7WHY5nBde/s59mbeEi6XjB8/HuPHjxdYGtKKLZlEREREJBxbMomIiEgYb2vJJM9hJbOZ8tUnzUXTemPy1DliKJ2UeOM/VW//PnkDb/zciDyFlUwiIiIShi2ZJGGfTCIiIiISji2ZREREJAxbMknCSmYLoHdoopbUr9Mb+5ppKVNz/1yaK2/7h+lt5fEUPeeB584WK5kkYbiciIiIiIRjSyYREREJw5ZMkrCSSZq0pNC5Gm8Lq+u98bbkz1Akb//H5+3l8wY8R0Suw0omERERCcOWTJKwTyYRERERCceWzBbI2dC3L81SY10ed/0a9rawujU958HbPlvRfKmlxNvK6u3XBlvV3IstmSRhSyYRERERCceWTCIiIhKGLZkkYSWTiIiIhGElkySsZLZwovtXevtQR/IyecNNy5f6tzp7vlx9PN7weYrk7cfjbdenNWfPn7effyJfwEomERERCcOWTJLwwR8iIiIiEo4tmaTIlUMdyXl72M1TtJw/Xzp3bIn4Fc+Ffq48d/xcxOG5JIAtmURERETkAmzJJCIiImHYJ5MkrGSSJq58CtpTT1h725PmevjS0+ktja9eU2rcdU0xJE7UPLCSSURERMKwJZMkrGQSERGRMKxkkoQP/hARERGRcGzJJKe5cqgiPb9e2RfxBg4h5RpsUXGMu84XPxfvwZZMkrAlk4iIiIiEY0smERERCcOWTJKwkkluo3STEB2u5c3IMaLPl7eF33k9iOMN59IbykBE2rCSSURERMKwJZMk7JNJRERERMKxJZM8jk9BNy9scSA9eN00H2zJJAkrmURERCQMK5kkYbiciIiIiIRjSyb5DIbViXwPW6BaHrZkkoQtmUREREQkHFsyiYiISBi2ZJKELZlEREREJBxbMqnZcfYXr6f6dPKXOqnxxHXJa5L0YEsmSdiSSURERETCsSWTiIiIhGFLJklYySSywpsZeSNel+QrWMkkCcPlRERERCQcWzKJiIhIGLZkkoSVTKIWjjdvx3BGKSIibXSFy48fP47ly5cjIyMDvXv3RqtWrWAwGLBw4UK76RsbG3Hw4EE8//zzSElJwU033YTWrVsjKioKQ4cOxUcffdTkP7ovvvgC48aNQ8eOHdGmTRvExsbi6aefRnl5uZ5DICIiIheQWjJF/5Hv0dWS+fbbb2PZsmWa0586dQrJyckAgHbt2iEpKQlt27bFqVOnkJ+fj/z8fKxfvx45OTkICAiwyb9582Y8/PDDqK+vR79+/RAbG4sjR47gjTfewKZNm1BYWIhbb71Vz6EQERERkQvoasns1asXnn32WXz00Uf4/vvv8eijj6qmNxgMGDx4MHbu3Iny8nL861//wvr16/H555/jk08+QUhICP75z3/ipZdessl77tw5PPbYY6ivr8c777yDzz//HBs2bEBJSQkeeeQR/Pzzz5g4cSJ/5RAREXkBtmSSRFdL5uOPP27x3s9Pva56yy23YO/evXbXDRo0CJmZmZg/fz7Wrl2L559/3mL9a6+9BqPRiNTUVEydOtW83N/fH2+//Tby8vJw+PBh7N69G/fee6+ewyEv5g03Fm/rg+cN56QlE33+eX3Z8rZzQkT6eMUQRn379gUAlJWV2azLzc0FAEycONFmXWhoKEaNGgUA2LJliwtLSERERFqwJZMkXlHJPHHiBACgc+fOFsurqqpw8uRJAEBSUpLdvNLyoqIiF5aQiIiIiBzh8SGMjEYjXn/9dQBAenq6xbrTp0+bX3fr1s1u/piYGABAaWmpawpIHiUPm3nqlyx/QZMr8fq6gSHy5oXXNQFeUMmcPn06SktL0aVLF8ydO9diXVVVlfl1SEiI3fyhoaEAgMrKSsV91NTUoKamxvxeLS0RERHpx8HYSeLRcPmCBQvwwQcfoE2bNti4cSNuuukml+wnOzsbERER5j+p9ZOIiIiIXMNjlcxXX30Vzz//PAIDA5Gbm2seR1MuLCzM/Lq6utrudq5duwYACA8PV9xXVlYWKioqzH/2HjAi72cwGBT/iMj78TvcMvDBH5J4JFy+fPlyzJ49GwEBAcjJycF9991nN1337t3Nr8+ePYvevXvbpJEqjD169FDcX2BgIAIDA50rNBERERFp5vaWzDfffBMzZswwVzBHjBihmDY8PNw8k8+RI0fsppGWJyYmii8sEREROYQtmSRxayVzxYoVeOqpp8wVzPvvv7/JPKNHjwYArFu3zmbdtWvXkJeXBwAYM2aM2MISERERkW5uq2S+++67mD59ukMVTACYOXMmgoODkZ+fj3fffde8vKGhAdOnT8fVq1fRr18/DBs2zFVFJx+g1teLfcCIxON3jpSwJZMkBpOOT+7o0aOYPn26+f0PP/yAS5cuITo6Gl27djUvz83NRefOnfHll18iMTERJpMJ8fHx6N+/v+K216xZY7Ns06ZNePjhh9HQ0ID+/fujR48eOHz4ME6dOoWOHTuisLDQHFbXorKyEhERERg8eDBatfL4KE7kIbxpEenHSmPLVl9fj3379qGiosL84K30v7Vbt25NTjftqMbGRpw9e9Zif+T9dNWwKisrcejQIZvlP/74I3788Ufze2lsyqtXr5r/oR87dgzHjh1T3La9Sua4ceNw8803Y9GiRSgoKEBRURE6d+6MJ598EvPnz0fHjh31HAYREREJxnEySaLrp8bdd9+tqWlbeuJba3q1i+iOO+5ATk4OysvLUVNTg9OnT+ONN95gBZN00xPuc+UfkRpPX5+8Xkmr5hYub+q78NBDDynmbWxsxDvvvIP+/fsjLCwMYWFh6N+/P1auXNnkMeXn5yMtLQ1RUVEICgpCfHw85s2bZx66UcnJkyeRkZGB6OhoBAYGIjo6GhkZGTh16pRqvqqqKsydOxdxcXEICgpCVFQURowYgX379qnmU6MrXO7rGC4nb9QCv4rkAFbsyJuohcujo6NdEi7/8ccfPRIul757jz32mN31/fv3x//3//1/NssbGhowfvx4bNmyBcHBwRgyZAiAG5XH69evY9y4cVi/fr3dc7V06VLMmjULBoMBAwcORMeOHVFQUIALFy4gLi4OhYWFiIqKssl34MABDBs2DEajEQkJCejVqxeKi4vx7bffIiQkBPn5+RgwYIBNvvLycgwcOBAlJSXo3LkzUlJS8PPPP6OgoAAAsGzZMjz99NPaT9r/w0omK5nkJVrgV5EcwEomeRO1SmbXrl1dUsn86aefPFrJdPQe/dprr+GZZ55B165dUVBQgNjYWABAaWkpUlJScO7cOSxfvhxPPfWURb6ioiLccccd8PPzQ15eHoYPHw4AMBqNGDVqFPbu3Yv09HRs3rzZIp/RaMRtt92Gc+fOISsrC4sWLTKvmzt3LrKzsxETE4Pjx48jKCjIIu+DDz6IrVu3YsiQIdi2bRuCg4MBADt27MCoUaNgMplQVFSE3/72tw6dA49OK0lEv/J0+JN/3v1HRL6jsbERixcvBgAsXrzYXMEEgNjYWPO67OxsNDY2WuTNzs6GyWTC5MmTzRVMAAgODsaqVavg5+eHnJwcm+db1qxZg3PnzqFnz55YuHChxbqFCxeiZ8+eKCsrw9q1ay3Wfffdd9i6dSv8/f2xatUqcwUTANLS0pCRkYHGxkZkZ2c7fB5YySQiIiJhmlufTD0+++wzXLhwAYGBgUhPT7dZn56ejoCAAJw7d87iQera2lps374dADBx4kSbfN27dzdPw52bm2uxTnr/0EMP2bQk+/n5YcKECQCALVu22M2XnJxsMdOiRCpHXl4e6urqVI7aFiuZRERERE149dVXMX36dDz55JNYvHgxjh49qpi2qKgIAJCQkIA2bdrYrA8KCkJCQoJFWgAoKSmB0WgEACQlJdndtrRcnk/+3lX5qqurceLECbtplLBDIhEREQnjyiGMKisrLZYHBgYiMDBQ6L6UzJ492+J9ZmYm7rvvPqxZs8ZmpJvS0lIAQLdu3RS3FxMTg6KiInNaeb7IyEiEhYUp5pOnBW48GX758mXVfUr5Ll68iOrqaoSEhGgqa3h4OMLDw1FZWYnS0lLcfvvtisdkjS2ZRERE5BNiYmIQERFh/tPTT9BREydOxMcff4zTp0/j+vXrKCkpwRtvvIGbbroJu3btwtChQ/HLL79Y5KmqqgIAc0XOntDQUACWFWdn86nllfKJ2qcWbMkkIiIiYVzZkllWVmbxdLlaK+Zf/vIXbNu2zeF9vffee0hJSTG//+ijjyzW33bbbbjtttuQlpaGvn374ptvvsGKFSswc+ZMh/fV3LGSSURERMK4spIphW61OHfuHI4fP+7wvpoa7FwSGxuLyZMn47XXXkNeXp5FJVMKdVdXVze5H/nxOJtPLa/8uETsUwuGy4mIiKjZ+cc//qHrKfb77rtP8z5+85vfAIDFlNoAzDMenj17VjFvWVmZRVr566tXr1qEwJvKFxYWhnbt2qnuU8oXFRVlERpvqqyVlZXmMLl8n1qwkklERETCtKQhjKSHbawf0klMTAQAfPvttzb9NQHg+vXr+Pbbby3SAkBcXJx5nMojR47Y3ae0XJ5P/t5V+UJCQtCzZ0+7aZSwkklERETkoMbGRmzcuBEAcOedd1qsu+uuu9CpUyfU1NQgJyfHJm9OTg5qa2vRpUsX9O/f37w8ICAAI0aMAACsW7fOJt+ZM2dw8OBBAMDo0aMt1knv169fbzPAe2NjIzZs2AAAGDNmjMW6Bx98EMCNKSnttWZK5Rg5ciRat25ts14NK5lEREQkTHNqyfzoo4/s9ussLy/HH/7wB3z55Zdo3bq1zbzefn5+mDNnDgBgzpw5NsMUZWZmAgCysrJsBk7PzMyEwWDA6tWrsWvXLvNyo9GIKVOmoKGhAenp6YiPj7fIl5GRgS5duqCkpATz58+3WDd//nyUlJQgOjoakyZNsliXkJCABx54AA0NDZgyZQquX79uXrdz506sWbMGfn5+yMrKavJ8WePc5Zy7nIiIyCFqc5e3b9/eJXOXX7x40e1zl0tzet922224/fbbERISgrNnz+LLL7/EtWvXEBwcjDVr1mDcuHE2eRsaGjBu3Djk5uYiODgYqampAID8/HwYjUaMHTsWGzZssHuuli5dilmzZsFgMGDQoEHo0KEDCgoKcP78ecTFxaGwsBBRUVE2+Q4cOIBhw4bBaDSiV69e6NWrF4qLi1FcXIyQkBDk5+djwIABNvnKy8uRkpKCEydOoHPnzhg4cCDKy8uxf/9+mEwmLFu2DDNmzHD4/LGSyUomERGRQ9QqmVFRUS6pZF66dMntlczc3Fxs2bIFX375JS5cuICrV68iKCgIt9xyC4YMGYInn3zSYl5ye+V+99138d577+H7778HANx+++2YMmUKpk6dCoPBoJg3Pz8fS5Ysweeff47q6mp069YNY8eORVZWluJA7QBw8uRJLFiwAPn5+bh48SLat2+P1NRUPP/887jlllsU81VWViI7Oxs5OTk4e/YsQkJCcOedd+LZZ5/FkCFDNJwtW6xkspJJRETkkJZSySTnsIZFREREwrhynEzyLaxkEhERkTCsZJKET5cTERERkXBsySQiIiJh2JJJErZkEhEREZFwbMkkIiIiodjySABbMomIiIjIBdiSSURERMK4ohWTLaO+iS2ZRERERCQcWzKJiIhIGLZkkoSVTCIiIhKGlUySMFxORERERMKxJZOIiIiEYUsmSdiSSURERETCsSWTiIiIhGFLJknYkklEREREwrElk4iIiIRhSyZJ2JJJRERERMKxJZOIiIiEYUsmSVjJJCIiImFYySQJw+VEREREJBxbMomIiEgYtmSShC2ZRERERCQcWzKJiIhIGLZkkoQtmUREREQkHFsyiYiISBi2ZJKELZlEREREJBxbMomIiEgYtmSShJVMIiIiEoaVTJIwXE5EREREwrElk4iIiIRhSyZJ2JJJRERERMKxJZOIiIiEYUsmSdiSSURERETCsSWTiIiIhGFLJknYkklEREREwrElk4iIiIRhSyZJWMkkIiIioVgpJKCFVjKli7++vt7DJSEiIvI90v9PViZJTYusZFZVVQEAPv30Uw+XhIiIyHdVVVUhIiICABAQEIBOnTrhwoULLtlXp06dEBAQ4JJtk2sYTC3wZ0hjYyPOnTsHk8mEbt26oaysDOHh4Z4uls+qrKxETEwMz6MAPJdi8DyKw3MpRnM7jyaTCVVVVejSpQv8/H59hviXX35BbW2tS/YZEBCANm3auGTb5BotsiXTz88P0dHRqKysBACEh4c3iy+9p/E8isNzKQbPozg8l2I0p/MotWDKtWnThhVBMuMQRkREREQkHCuZRERERCRci65kBgYG4oUXXkBgYKCni+LTeB7F4bkUg+dRHJ5LMXgeqSVqkQ/+EBEREZFrteiWTCIiIiJyDVYyiYiIiEg4VjKJiIiISLgWWcnctGkT7r77brRt2xYhISHo06cP/v73v6Ours7TRfMadXV12Lt3L/785z+jX79+iIyMROvWrdGpUyeMGjUK27dvt5vvxRdfhMFgUP07duyYm4/GszIyMpo8J7/88ovdvF988QXGjRuHjh07ok2bNoiNjcXTTz+N8vJyNx+F550+fbrJ8yj9yWfzaqnX5PHjx7F8+XJkZGSgd+/eaNWqFQwGAxYuXNhk3vz8fKSlpSEqKgpBQUGIj4/HvHnzcO3aNdV8J0+eREZGBqKjoxEYGIjo6GhkZGTg1KlTog7LIxw9l42NjTh48CCef/55pKSk4KabbkLr1q0RFRWFoUOH4qOPPlKcjnHNmjVNXq+7du1y5eESCdPiBmOfOXMmli1bhlatWmHw4MEIDQ3Fvn37MGfOHOTl5WH37t0ICgrydDE9bv/+/Rg6dCiAG1N5paSkICQkBN999x3y8vKQl5eHqVOnYsWKFTAYDDb5+/Tpg9/97nd2t21vAN+WIDk5Gbfeeqvddf7+/jbLNm/ejIcffhj19fXo168fYmNjceTIEbzxxhvYtGkTCgsLFbfXHIWGhuKxxx5TXP/dd9/h8OHDCAsLwx133GGzvqVdk2+//TaWLVvmcL6lS5di1qxZMBgMGDhwIDp27IiCggIsWrQIOTk5KCwsRFRUlE2+AwcOYNiwYTAajUhISEBKSgqKi4vxwQcfYPPmzcjPz8eAAQNEHJrbOXouT506heTkZABAu3btkJSUhLZt2+LUqVPIz89Hfn4+1q9fj5ycHMVpEm+55RakpKTYXde1a1fHD4LIE0wtSG5urgmAKTQ01PTFF1+Yl1+8eNHUu3dvEwDT7NmzPVhC77F3715Tenq66dNPP7VZt379epO/v78JgOmDDz6wWPfCCy+YAJheeOEFN5XU+z322GMmAKbVq1drzvPTTz+ZgoODTQBM77zzjnl5fX296ZFHHjEBMPXr18/U2NjoghL7puHDh5sAmP74xz9aLG+p1+S7775revbZZ00fffSR6fvvvzc9+uijJgCmBQsWKOY5evSoyWAwmPz9/U07duwwL6+urjYNGTLEBMCUnp5uk6+6utrUpUsXEwBTVlaWxbqsrCwTAFNMTIzJaDSKO0A3cvRcnjx50jR48GDTzp07TfX19RbrPvnkE1NISIgJgOmvf/2rTd7Vq1ebAJgee+wxVxwKkVu1qEpmv379TABMCxcutFlXUFBgAmAKDAw0Xb161QOl8y1TpkwxATANGTLEYnlL/YeuRk8l889//rMJgCk1NdVmXVVVlSkiIsIEwLRr1y6BJfVdP/74o8nPz88EwPSf//zHYh2vyRuk61Ctkjlu3DgTANPjjz9us+706dPmc/z9999brHvzzTdNAEw9e/Y0NTQ0WKxraGgw9ezZ0wTAtGLFCjEH42FazqWaBQsWmACYbrnlFpt1rGRSc9Ji+mT+9NNPOHz4MABg4sSJNutTUlIQExODmpoa7Nixw93F8zl9+/YFAJSVlXm4JM1Tbm4uAPvXamhoKEaNGgUA2LJli1vL5a3WrFmDxsZGJCQkoH///p4ujk+qra0197W2d911797dHAKWrk+J9P6hhx6Cn5/lvxU/Pz9MmDABAK9XCe+f1FK0mD6ZRUVFAG70j4mNjbWbJikpCWVlZSgqKsLDDz/szuL5nBMnTgAAOnfubHf90aNHkZmZiStXriAiIgJ9+/bFyJEjERYW5s5iepV///vf+Oabb1BVVYWbbroJd955J9LS0mxmAKmqqsLJkycB3Lgm7UlKSsKHH35ovq5bujVr1gAApkyZopiG16S6kpISGI1GAOrXXUFBgc11J71XyydP19I1df8EbjxE9dxzz6G8vByhoaHo1asXRo0aZbc/LJG3ajGVzNLSUgBAt27dFNPExMRYpCX7Lly4YP6nnp6ebjeN9HCQXEREBF5//XVMmjTJ1UX0SmvXrrVZ1rlzZ7z//vu47777zMtOnz5tfq10vfJa/dX+/ftx8uRJBAQE4NFHH1VMx2tSnXQtRUZGKla87V13VVVVuHz5MoCmr9eLFy+iuroaISEhwsrta4xGI15//XUAyvdP4MaDVAcOHLBY1qZNG7z44ouYM2eOS8tIJEqLCZdXVVUBgOrNLTQ0FABQWVnpljL5ovr6ejzyyCOoqKhA79698cQTT1isv+WWW7Bo0SIUFRXhypUruHLlCgoLC3H//fejoqICjz32GD766CMPld4z+vTpg2XLlqG4uBiVlZX4+eefsXv3bvzP//wPzp8/j1GjRuGTTz4xp5euVUD5euW1+qv3338fABRbeXhNaqP3HunI9WqdtyWaPn06SktL0aVLF8ydO9dmfadOnTBv3jwcOnQIFy9eRGVlJQ4fPoxJkyahpqYGmZmZWLRokQdKTqSDpzuFusvf/vY3EwBTcnKyYpq5c+eaAJiGDRvmxpL5FumBn5tuusl0/Phxh/I+/fTTJgCm9u3bm2pqalxUQt/R2NhoeuCBB0wATH369DEvP3DggAmACYCprq7Obt7du3ebAJgCAgLcVFrvVFFRYX4KX/40tFYt6Zps6mGVjz76yATA1LVrV8VtrFy50vyAj+Snn34yX68nTpywm6+kpMSc5ty5c84diBfQ++DP//2//9cEwNSmTRtTYWGhw/tdsmSJ+QHVCxcuOJyfyN1aTEumFP6prq5WTCMNNBweHu6WMvmaP/3pT1i1ahXatm2LPXv2oGfPng7lf/HFF+Hv74+LFy/i0KFDLiql7zAYDPjrX/8KAPjqq6/MDwHIQ5VK1yuv1RvWr18Po9GI6Oho3HvvvQ7n5zX5K733SEeuV+u8Lcmrr76K559/HoGBgcjNzTU/ROWIP/3pT4iKikJNTQ12797tglISidViKpk9evQAoP40n7ROSku/mj17Nl5//XVERkZi9+7d5qcjHdGuXTt06NABAPDjjz+KLqJP+s1vfmN+LZ2T7t27m5edPXvWbj5eqzdIofKMjAybp5q14DX5K+launr1qkUIXM7edRcWFoZ27doBaPp6jYqKapH9MZcvX47Zs2cjICAAOTk5Fn2wHeHv74/bbrsNAK9X8g0tppIpVYouX76s+LDEkSNHAACJiYluK5cv+Mtf/oJXX30VERER2L17t+ITpE1paGhARUUFAPCJ3v9HemAC+PWchIeHm2fyka5Ja7xWb8zwc+jQIRgMBkyePFnXNnhN/iouLg7BwcEAHL/upPe8Xm29+eabmDFjhrmCOWLECKe2J90zWvr1Sr6hxVQyo6Oj0a9fPwDAunXrbNYXFhairKwMgYGBSEtLc3fxvFZmZiZefvllREREYM+ePeZzqMe2bdtgNBphMBh0V1Sbm/Xr1wO4UbGMi4szLx89ejQA+9fqtWvXzE9Jjxkzxg2l9E6rVq0CANxzzz24+eabdW2D1+SvAgICzBUge9fdmTNncPDgQQC/Xp8S6f369evR2Nhosa6xsREbNmwA0PKu1xUrVuCpp54yVzDvv/9+p7Z39OhRlJSUAADuvPNOEUUkci1Pdwp1J6VpJS9dusRpJe2YN2+eCYApMjLS9PnnnzeZ/syZM6YPP/zQdP36dZt1ubm5pnbt2pkAmB555BFXFNcrFRUVmbZu3WrzAE9DQ4PpvffeM7Vp08YEwPTcc89ZrJdPK7ly5Urz8vr6evOUdi15Wsna2lpThw4dTABMH330kWI6XpO/0vKwyhdffGGeVnLnzp3m5Y5MKzl37lyLddIDldHR0T47raQ1Ledy5cqVJoPBYAoICDDl5eVp2m51dbXpjTfeMFVWVtqs279/v6lHjx4mAKaUlBTdZSdyJ4PJZDJ5oG7rMX/605/w+uuvo3Xr1hgyZAhCQkKwd+9eXL16FcnJydizZw+CgoI8XUyP27ZtGx544AEANwZSTkhIsJsuKioKr7zyCgDgyy+/RN++fREaGoq+ffuia9euuH79Or777jvz4MP33HMPtm3bZjGkSXP28ccfY/To0Wjbti0SExPRsWNHXL16FcXFxeb+aw8//DDWrl2LVq0sh63dtGkTHn74YTQ0NKB///7o0aMHDh8+jFOnTqFjx44oLCw0h9VbmtzcXIwZMwaRkZE4f/482rRpYzddS74mjx49iunTp5vf//DDD7h06RKio6PRtWtX8/Lc3FyLQcGXLl2KWbNmwWAwYNCgQejQoQMKCgpw/vx5xMXFobCw0O5QUQcOHMCwYcNgNBrRq1cv9OrVC8XFxSguLkZISAjy8/MxYMAA1x60izh6Lr/88kskJibCZDIhPj5edRYqacxh4EZ/2LZt2yIwMBB9+/ZFt27dUF9fj5KSEhQXFwMAevfujX/961+qA7kTeQ0PV3I9YsOGDabf//73pvDwcFNQUJCpV69eppdeeqnZD2HiCGn+3Kb+unfvbs5z6dIl05w5c0yDBw82devWzRQSEmJq3bq1qXPnzqb777/ftG7dOpt5jZu7U6dOmWbOnGlKSUkxde3a1dSmTRtTYGCgqVu3bqaxY8eatm/frpr/yJEjpjFjxpjat29vCggIMHXv3t305JNPtvjhS+6//34TANP06dNV07Xka/Lf//63pu9waWmpTd49e/aY7rvvPlO7du1MgYGBpttuu82UlZVlt4VN7sSJE6ZJkyaZunTpYmrdurWpS5cupkmTJplOnjzpoqN0D0fPpdb01v+Ca2pqTPPnzzcNHz7cFBsbawoLCzO1atXK1L59e1NqaqrpnXfe4f8p8iktriWTiIiIiFyvxTz4Q0RERETuw0omEREREQnHSiYRERERCcdKJhEREREJx0omEREREQnHSiYRERERCcdKJhEREREJx0omEREREQnHSiYRERERCcdKJhEREREJx0omEREREQnHSiYRERERCcdKJhEREREJ9/8Dh8ay4luzqCEAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# NBVAL_IGNORE_OUTPUT\n", "from examples.seismic import plot_image\n", "\n", "# Plot the inverted image\n", "plot_image(np.diff(image.data, axis=1))" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "from devito import norm\n", "assert np.isclose(norm(image), 1e7, rtol=1e1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And we have an image of the subsurface with a strong reflector at the original location." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## References\n", "\n", "[1] _Versteeg, R.J. & Grau, G. (eds.) (1991): The Marmousi experience. Proc. EAGE workshop on Practical Aspects of Seismic Data Inversion (Copenhagen, 1990), Eur. Assoc. Explor. Geophysicists, Zeist._" ] } ], "metadata": { "@webio": { "lastCommId": null, "lastKernelId": null }, "hide_input": false, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.12" }, "latex_envs": { "LaTeX_envs_menu_present": true, "autoclose": false, "autocomplete": true, "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 1, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false } }, "nbformat": 4, "nbformat_minor": 1 }