{ "cells": [ { "cell_type": "markdown", "id": "c2dcb78a-a246-4537-82f0-82ea35010cda", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "(theory)=\n", "# Introduction to the Generalised Hierarchical Gaussian Filter\n", "\n", "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ilabcode/pyhgf/blob/master/docs/source/notebooks/0.1-Theory.ipynb)\n", "\n", "The Hierarchical Gaussian Filter is a Bayesian model of belief updating under uncertainty in which the volatility of the environment is encoded by a hierarchy of probability distributions. A generalised version of this model {cite:p}`weber:2023` has further framed this into a neural network framework of probabilistic state nodes interacting with each other. At the heart of both frameworks lies a generative model that consist in a hierarchy of {term}`Gaussian Random Walk`. The inversion of this model (i.e. estimating parameters from observed values) leads to the derivation of prediction errors and posterior updates that can turn these networks into learning systems. To fully understand this model, it is therefore central to start with the simplest case, the implied generative model, which can be seen as the probabilistic structure that generates observations.\n", "\n", "In this notebook, we introduce the main concepts on which the Hierarchical Gaussian Filter (HGF) is based. We review equations of the generative model and illustrate them through examples only using [Numpy](https://numpy.org/). Later in the theory section, we will discuss how this generative model can be turned into a network of probabilistic nodes, and how this framework can generalize to the whole exponential distribution family." ] }, { "cell_type": "code", "execution_count": 1, "id": "6e1a2f15-fb23-417c-bf08-95fe8019903d", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "outputs": [], "source": [ "import sys\n", "from IPython.utils import io\n", "if 'google.colab' in sys.modules:\n", "\n", " with io.capture_output() as captured:\n", " ! pip install watermark" ] }, { "cell_type": "code", "execution_count": 2, "id": "6430ec8b-1b42-450b-9ed5-a9866384042f", "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import seaborn as sns\n", "\n", "plt.rcParams[\"figure.constrained_layout.use\"] = True" ] }, { "cell_type": "markdown", "id": "6e5a969f-a32d-4933-b4f8-dee020a29bf9", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "## The generative model\n", "\n", "### Gaussian Random Walks\n", "To illustrate the generative model on which the HGF is based, we will start with a simple two-level continuous HGF (see also the tutorial {ref}`continuous_hgf`). The generative model that underpins the continuous HGF is a generalisation of the [Gaussian Random Walk](https://en.wikipedia.org/wiki/Random_walk#Gaussian_random_walk) (GRW). A GRW generate a new observation $x_1^{(k)}$ at each time step $k$ from a normal distribution and using the previous observation $x_1^{(k-1)}$ such as:\n", "\n", "$$\n", "x_1^{(k)} \\sim \\mathcal{N}(x_1^{(k-1)}, \\sigma^2)\n", "$$\n", "\n", "where $\\sigma^2$ is the variance of the distribution." ] }, { "cell_type": "code", "execution_count": 3, "id": "054c77b0-855c-46bf-b861-96d430d90d56", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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ch1pycjK//e1vSUlJISUlpcvDbmdiKzU1VR64/unWJINx7E6dOsX69euZMWMG58+fJyAgoMv7AznX4MmD+ZgxYzh37hyBgYFMnDgRR0dH5syZw4cffsj169dJS0vjV7/6VZ/KOdj6ep4Mxn46W/381V/9VY/rBAUFdVv27IDjA93OYNu2bRsffvghOTk5FBUVUVFR0W121Zc5L/tyn+zvsRjoOdyTgdw3+jJ4fFlZGZIkyQmzpx0+fBhXV1dmzpzZr7IKgiAIr55o2SUIgiAMSz/96U/R6/V88MEHferqolAo5NYSnU6cOMHjx4+7rRsYGEh1dXWXwa87Ojo4ffp0r9v39/fnhz/8IfPmzeP27dsDXqe/ZR0Kv/71r3FycuIXv/gFBoNhyMplY2NDQkICBw8e7NK6SqVScezYsS7rTZ48mYMHD3ZpbWIwGPj666/lZM1QmzlzJkqlkv3793Pv3r0uM745ODgQFxfHl19+SXFxcZcujDA4xy4gIIDLly9jYWHBjBkzKCgo6HXdvp5rnebOncuFCxc4e/Ys8+bNA55MUODv788vfvELtFqt3AKsNy/bGqk3fT1PXpa1tTXJyclkZGQQExPDxIkTu72ebYE1lNt52kCO7ZtvvomlpSXbt29n+/bt+Pj4MH/+/C7rvMx52Zf75Msci/6ew88aqvtGZxLw2W6eV69eZdeuXfzoRz8SA9ELgiCMAOJOLQiCIAxL06ZN47//+7/567/+a8aPH897771HVFSU/Ev+gQMHAORZuZYuXcr27duJiIggJiaG9PR0fvOb3/TY3WT9+vX84he/YMOGDfz93/897e3t/Od//id6vV5ep6mpieTkZDZu3EhERAR2dnbcvHmTU6dOyTP79WWdnvSnrEPBycmJn/70p/zkJz9h586dvP3220NWrv/9v/83CxcuZN68efz4xz9Gr9fzb//2b9jY2Mjj3gD8y7/8C/PmzSM5OZmPPvoIc3NzPvnkE+7evcuuXbv61CLjZdnb2zN+/HgOHz6MiYmJPF5Xp6SkJH73u98BdEt2Ddax8/Ly4tKlSyxYsICZM2dy9uxZoqOjB3yudZozZw6ffPIJtbW1ch06l3/xxRc4OTkxYcKE526jc/a5//iP/2DLli2YmZkRHh6OnZ1dv+rYk76eJy/rP/7jP5g+fTozZszgBz/4AYGBgahUKh48eMCxY8e4cOHCK91Op4EcW0dHR1atWsX27dtpbGzko48+6jbO28ucl325T/bnWLzsOdyTobhv+Pv7M3PmTLZv305QUBAJCQncuHGDjz/+mPnz5/Ozn/1sQGUVBEEQXrHXOz6+IAiCIDxfZmamtG3bNikoKEiysLCQLC0tpdDQUGnz5s3S+fPn5fUaGhqkd955R3J3d5esra2l6dOnS5cvX5aSkpKkpKSkbts9efKkFBcXJ1lZWUnBwcHS//2//7fLLGPt7e3SBx98IMXExEj29vaSlZWVFB4eLv3jP/6j1Nra2ud1JKn7TGd9LevTs/Q97UWzOz673s2bN7u9p1arJX9/fyksLEzS6XRDWq6jR49KMTExkrm5ueTv7y/967/+a7cZ3SRJki5fvizNnj1bsrGxkaysrKQpU6bIs569aN9btmyRbGxsutUzKSlJioqKeu5xetpPfvITCZAmTpzY7b3Dhw9LgGRubt4lvpLUv/PvebMxdmpsbJSmTZsmOTs7Szdv3uzzudabhoYGycTERLKxsZE6Ojrk5Z2zzvU0Y2VP8fzpT38qeXt7SyYmJhIgXbx4sdc69LaN3vTlPHnZ2RglSZIePnwofe9735N8fHwkMzMzyc3NTZo6dar0T//0T13W661O/dlOf45Lb8f2ec6cOSMBEiDl5+d3e7+v52VvcXrRfbI/x+JlzuHeYilJL3ff6E1VVZX05ptvSo6OjpK5ubkUHR0t/Z//839eOIOtIAiCMHwoJEmShj6lJgiCIAiCIAiCIAiCIAhDT4zZJQiCIAiCIAiCIAiCIIwaItklCIIgCIIgCIIgCIIgjBoi2SUIgiAIgiAIgiAIgiCMGiLZJQiCIAiCIAiCIAiCIIwaItklCIIgCIIgCIIgCIIgjBoi2SUIgiAIgiAIgiAIgiCMGiLZJQiCIAiCIAiCIAiCIIwaItk1AJIk0dzcjCRJr7sogiAIgiAIgiAIgiAIwlNEsmsAVCoVDg4OqFSq110UQRAEQRAEQRAEQRAE4Ski2WXk9Ho9ubm56PX6110U4RUTsTduIv7GTcTfuIn4Gy8Re+Mm4m/cRPyNmzHGXyS7jJzBYCAvLw+DwfC6iyK8YiL2xk3E37iJ+Bs3EX/jJWJv3ET8jZuIv3EzxviLZJcgCIIgCIIgCIIgCIIwaohklyAIgiAIgiAIgiAIgjBqiGSXkTMxMcHf3x8TE3EqGBsRe+Mm4m/cRPyNm4i/8RKxN24i/sZNxN+4GWP8FZIkSa+7ECNNc3MzDg4ONDU1YW9v3+19SZLQ6XRGNfjb66BUKjE1NUWhULzuogiCIAiCIAiCIAiCMEyYvu4CjDYdHR1UVFTQ1tb2uovSJ5IkodVqMTMzG5FJI2tra7y8vDA3N3/dRRlx9Ho9WVlZxMTEoFQqX3dxhFdMxN+4ifgbNxF/4yVib9xE/I2biL9xM8b4i2TXIDIYDDx8+BClUom3tzfm5ubDPoFkMBhoaWnB1tZ2RDVplCSJjo4OampqePjwIWFhYSOq/MOBwWCgtLSU6Ohoo7nhCX8h4m/cRPyNm4i/8RKxN24i/sZNxN+4GWP8RbJrEHV0dGAwGPDz88Pa2vp1F6dPDAYDHR0dWFpajrhkkZWVFWZmZpSUlMh1EARBEARBEARBEEaWoqIijh07xrhx40hOTh72jUaE4U8ku4bASEsajWTiWAuCIAiCIAiCIIxMkiSRmppKSkoKHh4eXL58maamJpYvX240LZCEoSGSXUZOoVBgYWEhMudGyMTEhPDwcJEwNFIi/sZNxN+4ifgbLxF74ybib9xeRfzr6+vJzc0lIiICZ2fnF67f1tbGwYMHKSwsJCkpiZkzZ3L//n0OHz5Mc3Mz69ev77H3TnNzM6ampiOmN9VwYIzXv5iNcQB6m42xvb2dhw8fEhQUJLrUvSLimAuCIAiCIAiCILxeubm5HD58GI1GA0B4eDiJiYn4+/t3a1ghSRJlZWUcOHAAnU7H6tWrCQkJkd8vKSlh9+7d2NnZ8dZbb8nP3vfv3+fevXs8fvwYhUJBcHAw0dHRREREiGdBoRuR7BqA0ZTskiSJ1tZWbGxsRmTrrpF4zIcLnU7HjRs3SEhIwNRUNPI0NiL+xk3E37iJ+BsvEXvjJuJv3IYq/gaDgQsXLnDlyhUiIiJYsmQJ+fn5pKWlUVNTg5eXF+PHj0ej0VBbWyu/2tvb8fPz44033ujyTN2ppqaGb775Br1ej6OjI48ePUKpVBIaGsrYsWPp6Ojg7t27lJSUyMvj4uIIDw8fkc+1Q80Yr3/jqKXQK0mS0Ol0SJL0wptCWVkZmzZtorq6GlNTU37+85+zdu3aV1RSYbBJkkRNTQ0i322cRPyNm4i/cRPxN14i9sZNxN+4DUX8W1paOHDgACUlJcybN4/ExEQUCgXjx48nPj6ewsJC0tLSOHHiBBYWFri6uuLq6sqYMWNwc3MjLCys13G53Nzc+P73v8/Ro0dRKBSsWrWK8PBwLCws5HUmTpxIc3Mz9+/fJzs7mz179uDp6cmsWbMYM2aMSHo9xRivf5HsEvrM1NSU3/3ud8TFxVFdXc348eNZvHgxNjY2r7togiAIgiAIgiAIwitSWVnJzp07MRgMbN68mcDAwC7vKxQKQkNDCQ0NpaOjAzMzs34nn2xtbdm4ceNz17G3t2fKlClMmTKF4uJiUlJS2L17N97e3syaNYvQ0FCR9DJSItkl9JmXlxdeXl4AuLu74+zsTH19vUh2CYIgCIIgCIIwqrS1tXHnzh2sra0JCAjA0dGxz38rSRK3b9+mra2NKVOmYGZmNnQFfQ1aWlrYuXMntra2vPnmm9jZ2T13fXNz81dSrsDAQLZs2UJxcTEXL15k586dODo64uzsjIODA46Ojjg4OMj/b2dnJ2Z8HMVEssvIKRQKrKys+p3tvnXrFgaDAT8/v0Etz+9//3t+//vfU1xcDEBUVBS/+MUvWLRo0aDuRwClUklcXJy4wRspEX/jJuJv3ET8jZeIvXET8e+b5uZmrl69yu3btzEYDOj1egAcHR0JCAggICCA8PDwXmcCbGtr4+jRo+Tl5WFiYkJ6ejoLFy4c8FhSbW1t5OXlkZubS0VFBbNmzWL8+PH93k5P8dfr9Wg0GpRKpfx6URl1Oh179uxBkqQ+JbpeNYVCQVBQEIGBgRQVFVFQUEBzczOVlZXk5eXR1tbWZV07OzscHBxwdnYmJCSE0NBQrKysXmMNhoYxXv9igPoBGE0D1A9EXV0dM2bM4LPPPmPq1KmDuu1jx47JAwwCfPnll/zmN78hIyODqKiobusbyzEXBEEQBEEQBGHo1NXV8d1335GVlYW5uTkJCQlMnjwZeDI7YElJCcXFxVRVVWFqakpcXByJiYk4OzvL2yguLubgwYPodDpWrFiBq6srp06d4sGDB4SGhrJw4UJcXFxeWJb29naysrLIycmhpKQESZLw9/fH1taW+/fvM378eBYtWvRSA43n5uZy8uRJVCpVl+UmJib4+PiwYsWKbmWVJImjR4+SnZ3Ntm3b8PHxGfD+XxetVktTUxNNTU00NjbK/19dXU1lZSUKhQJ/f3/GjBlDeHh4n+IlDE8i2TUAoynZJUkSKpUKOzs7FAoFaWlp/OxnP+POnTvU1dV1WbehoQErKyvmzZvHu+++y6ZNm15JGZ2dnfnNb37DO++80+29kXjMhwudTkdqaiozZ840mhk5hL8Q8TduIv7GTcTfeInYGzcR/94VFRXxzTffYG1tTWJiIhMmTOgyEPrTWltbuXXrFjdu3KCtrY3IyEimTJnCgwcPuHz5MoGBgaxatUp+TpQkiby8PE6fPo1KpWLixInEx8fj4eHRbdsajYa0tDTS0tLo6OggKCiIyMhIwsPDsbW1BSAjI4MTJ07g4eHBunXrcHBw6FMdO+MfHx/P2bNnycnJISwsjPj4eLkFm16vR6vVcv36dVQqFQsWLGD8+PFya6+0tDROnz7NypUriY2NHcihHtaam5vJz88nPz+fhw8fotPpWLp0KRMmTHjdRXtpxnj9G0cthV5JkoTBYECSJLKyspg1axYffvgh//Vf/0VZWRkbN24kNjaWDz74AAcHBzZu3Mjs2bOfm+j6+OOP+fjjj5+732+//ZYZM2Y8dx29Xs++fftobW0lMTFxQPUTeteZ6BT5buMk4m/cRPyNm4i/8RKxN24i/j2rrq5m7969BAcHs379+hcmAmxsbEhKSmLq1KlkZWVx7do1vvjiCxQKBbNnz2batGmYmJjI6ysUCiIiIggJCeHKlSvcuHGD69ev4+Hhwbhx44iOjsbS0pLr169z7do1tFotEyZMYPr06T12EexMlO3du5c//vGPvPHGGwQFBb2wngaDgYcPH3Ljxg1MTU1Zs2YNUVFRPXZbjIuL4/Tp0xw/fpyCggKWLVtGZWUlZ86cITExcVQmuuDJYPcTJ05k4sSJaLVazp49y/Hjx5EkiYkTJ77u4r0UY7z+RbJLkP3oRz9ixYoV/Pa3vwVg7NixvPnmm1y/fp1169bx3XffsWfPHmJiYjh8+DAAX331FePGjeuynQ8++IB169Y9d1/Pa/KanZ1NYmIi7e3t2NracujQIcaOHftylRMEQRAEQRAEQXiKSqWSBzF/4403+tXixczMjAkTJjB+/HgKCwuxtbXF09PzuevPmjWLGTNm8ODBA7Kzs0lJSeHcuXOYm5uj1+sZP34806dP79J7qCfe3t689957HDhwgB07dmBvb4+9vT12dnbyS6fT0dbWJr8aGxtpaGggNjaWBQsWPHdcKnNzc5YtW0ZYWBjHjh3j97//PXq9npCQEObOndvnYzSSmZmZsWjRIhQKBSdOnAAY8QkvYyOSXa+AVqultrb2le/X1dW1zzN/VFVV8d1333HhwoUuy21sbORs//Tp0zEYDC/clrOzc5e+6/0VHh5OZmYmjY2NHDhwgC1btnDp0iWR8BIEQRAEQRAEYVB0dHSwa9cuDAYDGzdu7LXb4osoFAp5vOG+UCqVhIeHEx4ejkajIScnh4aGBiZMmPDCJNfTrK2teeutt8jOzqaurg6VSkVzczO1tbWoVCpMTU2xsbHB2toaa2trnJ2daWpqYsmSJX1+RoyIiMDX15djx47R1NTEmjVrurRaG+0UCgULFy4E4MSJE0iSxKRJk15zqYS+EsmuV6C2tpY//vGPr3y/7733Hl5eXs9dR6FQYGNjw5UrVzAYDN2apKanp/c7g/2y3RjNzc3lD4yJEydy8+ZN/uM//oNPP/20X+UQnk+pVJKYmGhUM3IIfyHib9xE/I2biL/xErE3biL+f2EwGDhw4AB1dXVs27atX0mmwWRhYUFcXNyA/97ExKTPXQoNBgO1tbX9jr+trS1vvvkmkiQNaDbJka4z4aVQKDh58iSSJJGQkPC6i9Vvxnj9i2TXK+Dq6sp77733Wvb7IgqFAjMzM7nvrlqtxtHREXjSnTA1NZX/9//9f/u135ftxvgsSZLQaDT9KoPwYiYmJri7u7/uYgiviYi/cRPxN24i/sZLxN64ifg/IUkSp0+fpqCggDfffPO5XQ9Hk5eNvzEmujopFAoWLFiAQqHg22+/5f79+8TFxTF27FjMzc1fSRl0Oh0tLS3ys3p/GeP1L5Jdr4CZmdkLW1i9LgaDgebmZiZNmoSVlRU/+clP+NnPfkZhYSF//dd/zQcffMDUqVP7tc2X6cb4D//wDyxatAg/Pz9UKhW7d+8mJSWFU6dODWh7Qu+0Wi1nzpxh/vz5fW7KLIweIv7GTcTfuIn4Gy8Re+Mm4g8lJSWcO3eOR48esWTJEsLCwl53kV4ZEf+Xo1AomD9/Pj4+Pty+fZsjR45w8uRJoqKiiI2Nxc/Pb8haTVVUVHDw4EFqa2vx8fFh4sSJREVF9SuOxhh/kewSAHBzc2Pv3r38+Mc/JiYmBj8/Pz744AM++uijV1qOqqoqNm3aREVFBQ4ODsTExHDq1CnmzZv3SsthLHQ63esugvAaifgbNxF/4ybib7xE7I3baI1/TU0N2dnZ1NTU4OPjQ2BgIF5eXnLyobq6mvPnz5Ofn4+XlxebNm0iODj4NZf61Rut8X9VFAoF0dHRREdH09jYyJ07d7hz5w6ZmZmYmJjg7OyMm5sbrq6uuLm5ERISgrW19YD3ZzAYuHr1KhcvXsTd3Z0VK1Zw9+5djhw5wunTp4mNjSU6OlruqWUwGOQeW5aWllhZWWFpaSmPs2Zs8R9Rya7U1FR+85vfkJ6eTkVFBYcOHWLlypXy+1u3buXLL7/s8jeTJ08mLS1N/rdGo+Gjjz5i165dqNVq5syZwyeffIKvr++rqsawtXTpUpYuXfpay/D555+/1v0LgiAIgiAIo5vBYKCtrQ1ra2ujGmx7tGlsbOTu3bvcvXuXqqoqLCws8PT0JDU1lfPnz2NmZoa/vz+Wlpbcu3cPJycn1qxZQ1RUlFF3yRMGh6OjI0lJScycOZPHjx9TWVlJTU0NNTU1ZGRk0NLSgqmpKbGxsSQmJuLi4tKv7Tc2NnL48GFKSkqYNm0aycnJKJVK4uLiaGhoID09nYyMDK5fv/7CbVlYWGBpaYmbm9tAqzsijahkV2trK7GxsWzbto01a9b0uM7ChQv54osv5H8/24f2b/7mbzh27Bi7d+/GxcWFH//4xyxdupT09HSjGqxNEARBEARBEEa7hoYGrl+/Tl1dHS0tLahUKtra2pAkCXNzcwIDAwkMDCQoKAgPDw8AmpqaqKyspLKykqqqKjw8PJg5c6ZIjL0mTU1NFBQU0NjYSFNTE01NTTQ2NsozDoaHhzNr1ixCQ0MxNTVFr9dTUVFBcXExJSUlVFVVsXjxYsaPHy+e94RBp1Ao8PX17dZ4pqWlhdu3b3Pjxg3S09OJiIggMTERPz+/XpOtkiRRW1tLTk4OV69exdLSki1bthAYGNhlPScnJ+bOncusWbOorKwEnozJpVAo5G23t7ejVqvl/7a2ttLQ0DD4B2AYU0id7dxGGIVC0WPLrs4MaE+amppwc3Pjq6++Yv369QCUl5fj5+fHyZMnWbBgQZ/23dzcjIODA01NTV1m7mhvb+fhw4cEBQVhaWk54Lq9Sp3NHTsvjpFmJB7z4UKSJFQqFXZ2diMy9sLLEfE3biL+xk3E33iNptjr9Xqqq6txdXXtcfwZlUpFamoqt2/fxsrKCl9fX2xtbbG1tcXOzg4bGxuqq6spLi6mrKwMnU6HlZUVkiTR3t4OgLW1NW5ubpSWlhISEsKaNWtG9PfNkRj/x48f880339De3o69vT2Ojo44ODjg4OCAu7s7Y8aMeWUDhI90IzH+o4FOpyMrK4tr165RW1uLvb09np6eeHh44OnpiaenJ21tbeTk5JCXl0ddXR1mZmZER0czf/78QbvnGGP8R1TLrr5ISUnB3d1dblb4z//8z/KsA+np6Wi1WubPny+v7+3tTXR0NFevXu012aXRaLrMBtjc3Aw8GeRNq9UCyL/0dCaPDAYDgJxdlSSJp/OKL1re+fdPL+/cfl+Wm5iY9GufndvoTxmHQ506/99gMMix6NxG5y87T+/XxMQEpVLZ63KdTtdl+0qlEhMTk16XP71PAFPTJ5fUs/2he1tuZmaGwWBAr9d3K3tvywezTqampmi1WhQKxaip02iM01DUydTUFAsLCzn+o6FOozFOQ1WnzhYNnfscDXV6ermo0/PrJEmSfP/vTBKM9Dr1Zbmo05PPenNz8y73/pFWp4aGBjIyMsjMzKS1tRWlUomvry/+/v4EBATg7OzMzZs3uXnzJqampiQlJTFx4kTMzMy61SkkJITExEQkSaK8vJyioiJMTEzw8PDAw8MDBwcHlEoleXl5HDp0iM8++4y1a9fKzxYj7dyTJAkLCwuAEXE9FRQUsH//ftzc3Fi3bh22trY9nnudP9yPhDq9zuup896v0+meW9eRVKdnyz5c6zRu3Diio6MpKSmhuLiYyspKbt++TWtrq/w31tbWhIWFMXv2bIKCgjAzMxv0OvX07DeS4/QioyrZtWjRItauXUtAQAAPHz7k5z//ObNnzyY9PR0LCwsqKysxNzfHycmpy995eHjIzf968i//8i/86le/6rb8zJkz8oBz/v7+REZGotVqaWlpoaOjA3jSP9bKyorW1tYuJ4CVlRUWFhaoVKougbOxscHMzExOqHXqzMA+u9ze3l7O0j7N0dERnU7X5QIyMTHB3t6ejo4O1Gp1t+08m9QzNzfH2toatVot12e41alz/xUVFdy9e1de7ubmxtSpUykoKCAvL09e7u/vT3x8PFlZWZSWlsrLw8PDiYiI4MaNG9TU1MjL4+LiCAgIIDU1tUt5EhMTcXd358yZM12OQXJyMlZWVpw8ebJL2RcvXoxarebixYvyMlNTU5YsWUJtbS3Xrl3rclxmz55NWVkZmZmZQ1qnlpaWUVen0RinoajT/Pnzu81yOtLrNBrjNJR16tzvzZs3R02dRmOcRJ1EnQazTpMmTeL06dNdtj0S6mRra0tgYCCpqamUlpbKA0FHRETg6upKdnY2V65c4fLly8CTh7Vp06ZhY2NDRUUFZ8+efWGdAgMDKSoqkrvJ5efny3V68OABQUFBPHz4kD/96U+sWrWKMWPGDOtzLzY2Vj5mz36nXrx48bC/niRJYt++fdja2uLs7MzFixeH3fU0Uu8Rtra2zJkzZ1TVaSTFycPDg4sXL2Jvb49Wq6Wjo4Pp06djbm7O9evXKSgooKCgYEjqVFtbO6ri9CKjqhvjsyoqKggICGD37t2sXr2anTt3sm3bti4JHYB58+YREhLCH/7whx6301PLLj8/P7kZIiBnP4uKiggMDJSbGw6nVlA97bMzqWRvby+/19cyDoc6aTQaiouLCQgI6NKEfbhk8V+0/HX+MqFWqzlz5gzz5s3DzMxsVNRpNMZpqOoEcPLkSTn+o6FOozFOQ1UnrVbL2bNnWbx4cbd7/0it09PLR0uchqpOnfGfN28eVlZWo6JOfVk+3OtUXV2Ns7MzlpaWQ1YnSZK63fuHe5xaWlo4ceIEhYWFuLu7Ex8fT3R0NBYWFl3ipNPpqKqqorq6mjFjxmBvbz/odVKr1Rw6dIjS0lJmzpzJuHHjsLOzG/Q4vey519zczMGDB5Ekifnz5+Pj4wN0vfc/azhdT3fu3OHkyZNERkaybNkyuQWHsd8jXrZOnfGfP38+VlZWr7VOtbW1HD9+HIPBgJ2dHba2tlhZWWFra0tERAS2trZGG6ehqlNvz34juU4vMqpadj3Ly8uLgIAACgoKAPD09KSjo4OGhoYurbuqq6uZOnVqr9uxsLCQm/w+zczMrEuCpbNJoImJCSYmXQew7Ez4PKu35c/+/dPr93V5X/b59EnT3zIOhzo93QS/p/EalEpljxdCb8s7L9a+Lu9pn/1d3tP58rzlg12nZ8/j0VCnvpSxv8tHW506P8CejT+M3DrB6IsTiDqBqBMMTZ3MzMzkz9HRUqcXLR+Odero6ODs2bPcunULOzs7VqxYQUhISK/r97XsPS1/3r1/OMYpPz+fI0eOoFAo2LBhA2PGjOnx+2Fn2f39/fH39x+yOpmZmbFp0ybOnj1LamoqKSkp+Pv7ExUVxdixY7us11ud+rp8oOdeWVkZe/bswdTUFGtra7788ktiY2OZO3dul+eZ4XA93b9/n5KSEgwGg/zSaDTk5OQwceJEFi1a1ON2jO0e8bLLny17575eV51aWlrYtWsXFhYW+Pv709raSnV1tTyBRGpqKvPmzSM+Ph6FQjHgOBkMBsrKyigvL0elUsnbb25uxsbGhvXr12NjYzNs4/Si5QON07P3/5FcpxcZ1cmuuro6ysrK8PLyAmDChAmYmZlx9uxZ1q1bB/yl+9uvf/3r11lUQRAEQRAEwcg8fPiQo0eP0trayty5cykqKuLrr79m0qRJzJ07d8ADbzc3N5OXl4dWqyUxMbHXHxZftzt37lBWVsbkyZNxc3OTl3e2QLl58yZhYWGsWLECGxub11jSvzAxMWHBggUkJSWRm5vLvXv3OH36NKdOnWLMmDEsX75cHuZksOn1epqbm7G1te3xwTIjI4Pjx4/j6+vLunXrsLKyIiMjg/Pnz5Obm8uMGTO69Zx4Xaqqqti/fz+Ojo5YWFjID78KhYK5c+cyderUYXvejmbt7e00NjZiYmKCq6trjwkJvV5PaWkpeXl5NDc3ExERQURERJ/uV83NzezYsQMzMzM2b97cpWUkQFtbG2fOnOHYsWNkZ2ezdOlSXFxc+lz+jo4OCgsLycvLIz8/H7VajampKfb29tjZ2WFnZ4enpyfZ2dns2rWLzZs3iwkORrER1Y2xpaWFBw8eABAfH89vf/tbkpOTcXZ2xtnZmV/+8pesWbMGLy8viouL+Yd/+AdKS0vJycmRL6Qf/OAHHD9+nO3bt+Ps7MxHH31EXV0d6enpfc4WjrbZGCVJ6rU11nA3Eo/5cCFJkjxQ4UiMvfByRPyNm4i/cRPxf/00Gg3nzp3j1q1bBAQEsHz5cpydnZEkiZs3b3L27Fns7e1ZtWoVvr6+GAwGmpubaWhooLGxEb1ej7W1NTY2NvJ/W1payM3NJS8vj/LyckxMTDAYDMydO5dp06YBwyv2Dx48YOfOnZiaPhkwOSIigsTERNRqNefOnaOxsZH58+czceLElyqrTqcjNTWVsLAw/Pz8BrEGf6FWq8nJyeH8+fOYm5vz5ptvyoPYD5ROpyM9PZ3KykoaGxtpaGigqakJeNLKwc/Pj6CgIIKDg4Enia7bt28zfvx4Fi9e3OW5pq2tjQsXLpCeno6zszOTJ08mLi6uzw/5kiTR1tZGR0dHt7GPB0KSJL766iuampr48MMPB9RiQ+i/nq7/jIwM8vLyaGxspLGxscvQPWZmZnh6euLt7Y2XlxcKhUIeT0qj0WBnZ4e9vT2PHz/GzMyMyMhIxo0bR3BwcI9JstbWVrZv305HRwfbtm3D0dGx17IWFRVx/PhxmpubSUpKYsqUKT0mePV6PeXl5RQXF1NcXExJSQl6vR43NzfCw8MJDw/Hx8en2z2koqKC7du3ExAQwIYNG3rtgTSaDKf7/6syopJdKSkpJCcnd1u+ZcsWfv/737Ny5UoyMjJobGzEy8uL5ORk/vf//t9dPtja29v5+7//e3bu3IlarWbOnDl88skn/frwG23Jrs4ZTEbiST8Sj/lw0TlemzFNPyv8hYi/cRPxN24i/q+GTqejoKCA/Px8Wltb6ejokF8tLS1yImrSpEnd4lBXV8ehQ4coLy/H0dGRpqambkNP9PQV3tzcnNDQUCIiIggLC+PKlSt89913vPXWW4SGhg6b2FdXV/P5558TEBDAG2+8QWpqKrdu3ZIftJ2dnVm/fv1LJ4z0ej179uyRhzSZPHkys2fPHrKWHI2NjezevZuGhgZWr15NeHj4gLZTW1vLgQMHqK6uxtPTEycnJ/llb29PbW0tDx8+5OHDh13G1ZkyZQrz58/vNbbl5eWkpKTw4MEDLCwsGD9+PAkJCTg4OABPknZ1dXXU19fL/+38/87YxMXFyWM+DVReXh67d+9mw4YNAz5GQv89e/2npaVx+vRpAgMDcXFxwdHRUX5ptVoqKiooLy+noqKC+vp64MkwQWPGjJHj9uDBAyIjI8nJySErK4va2lqsra0JDQ0lODiYkJAQbG1tUavVfPnll7S0tLBt27Y+tdZ6uoUnPBlayNraWk6ytbW1UVZWhlarxdzcHH9/f4KDgwkPD8fZ2fmF23/w4AG7du0iLi6OpUuXjvrPw+Fy/3+VRlSya7gYTcmuzl8K7e3tR2RGeyQe8+FCq9Vy8uRJFi9e3Gvfa2H0EvE3biL+xk3Ef+gYDAaKi4vJzs4mJycHjUaDh4cHjo6OmJubyy9LS0vGjRv33FYyBoOBmzdv0tzcjKOjI05OTvKDaOdgw21tbbS2ttLW1oaZmRmBgYFdxl+RJIndu3dTUlLCu+++i729/WuLvSRJqNVqHj9+zOHDh1EoFAQFBVFaWip/F/X29qauro6amhocHByIj48nPj6+y/ftvjIYDOzfv5/8/Hw2bNhAdXU1Fy9exNbWlmXLlsktouBJy6eioiKKi4txc3Nj4sSJA25t1NHRwaFDh8jNzWXOnDlMmzatzw+WkiSRkZHBqVOnsLe3l3usPKumpoaUlBTu37+PnZ0dvr6+1NXVUVdXx+LFixk/fnyP2++89qdNm8bt27e5ffs2HR0deHh40NTU1GW29s5ZEDtfLi4utLa2cv78eczMzFi6dOmAElV6vZ5PPvkER0dH3n77baN56B4Onr73Z2ZmyufCnDlzXhiH9vZ2dDodtra2AFRWVrJjxw7UajWenp6sXbsWJycnKioquH//PoWFhVRWVgLg4eGBwWCgpaWFrVu39jmJnZOTw/Hjx9Hr9Tg6OtLW1kZ7e7uc4DU1NcXf358pU6YQEhIyoGfZzMxMjhw5wqxZs0hKSur3348kxvjZP6rH7BIEQRAEQRCEoaJWq7u0figtLaWlpQUnJycmT55MdHR0l7Go+sPExITJkyf3+r61tTXW1ta4urr2uo5CoWDVqlV8/vnn7N69m82bNz93n5Ik0dHRQVtbGzqdDldX10FJRqjVavbu3UtxcbG8zNLSksbGRsaMGcO4cePw8/OTW6w9fvyY9PR0rly5wqVLlwgLC2PcuHG4uLhgb2+PtbX1c8tlMBg4fPgweXl5rFu3jtDQULnF27Fjx/jqq6+Ii4vDxsaGoqIiKioqgCctym7fvs2NGzeYO3cuERER/a6/ubk569atIyUlhfPnz1NSUoKLi4s8e5hSqcTGxob4+PguiUm1Ws3x48e5f/8+8fHxLFy4sFsLtLa2Ns6ePcudO3ewt7dn+fLlxMbGYmJigl6v5+TJkxw7dozKykoWLFjQa8LOwcGB+fPnk5SURGZmJpWVlURGRuLi4iInt3qanAsgPDyc48ePs3v3bsaNG8fChQv7NUbZjRs3aGhoYP369SLR9Zp0znaZkJDQp0QX0KVRQXV1NV999RWOjo6sX7+eo0eP8sc//pHly5czduxYvL29mTt3Lq2trRQWFlJUVERdXR0rV67sU6Krra2Nb7/9lrt37xIREcGSJUvkJBs86QZeXl5OVlYWd+/epbi4mIiICCZOnEhgYGC/zqu4uDiam5u5ePEidnZ2vSaKhZFJJLsEQRAEQRCGAa1Wi06ne6nuQcLAGAwG6uvrqa6uRqPRyC2o7O3t5YSBRqORE1udr4aGBuBJgsPLy4uYmBgiIyN7HCPmdbG0tGTDhg386U9/4ujRo/JA73q9npKSEgoKCuQkXWtra5fp4BMSEli4cOFL1aWxsZFvvvmGlpYWfHx8qKys5O233yYwMLDH9RUKBb6+vvj6+rJw4ULu3r3L7du3OXDggLxO54DTjo6OBAYGEhISIo8pJEkSx44d4+7du6xZs6ZL6yNnZ2c2b97M7du3OXv2LKampgQHB5OQkEBwcDD29vZUV1dz9uxZ9u7di7+/P/Pnz8fHx6dfdVYoFCQnJ+Pu7s7Vq1flbqh6vR69Xk9raytZWVnybHD379/nzJkzdHR0sHbtWsaOHdtle5IkkZ2dzenTp5EkiYULFzJ+/PguyTKlUsmyZcvw8vLi22+/paamhjfeeOO5A/tbWFg8N6HaE3t7e958802ysrI4deoUDx48wNfXt0tXSxcXF1xcXLqdN62trVy6dIkJEya8dBdVYWAaGhrIzMxkwoQJA7q2a2tr2bFjB3Z2dmzatAkrKyvee+89jh49yr59+5g8eTLz5s2Tk7oxMTHExMQgSRJNTU3k5ORQUVFBRUUFNTU1WFpa4uDggIODA46OjpiampKamoper2f16tVER0d3K6OFhQVBQUEEBQWxYMEC7ty5w61bt9ixYwe2trb4+/vj5+eHn58fnp6eL2ylOWPGDJqbmzl27BiZmZlMnDiRsWPH9jpLoTByiG6MA2Cs3RjLysrYtGkT1dXVmJqa8vOf/5y1a9e+opL2bCQe8+FCq9Vy5swZ5s+fbzRNWYW/EPE3biL+w49arWb79u3U1NQQGBgoz241kO5b8KSbU0ZGBg8ePMDW1lZ++HR1dcXR0ZHr168bffxLSkrIyMigqqqKmpqaLkmeTgqFQk54dY5ZY2ZmhpeXF15eXnh7e+Pt7d3jg/1w0zkgvJOTE66urhQXF9PR0YGdnZ2c6Hl6wPuqqirOnDnDxIkTWbx4ca/163yIrampobq6mtraWmpqaujo6ECSJOrr6zExMcHFxYWqqqoekzl90draSlNTE01NTTQ3N9PU1ERdXZ1cD2tra0JCQpAkibt377Jq1SpiYmJ63Z7BYHjuBE2FhYWcOXOG6upqJk6cyKJFiwZtyI/Hjx+ze/duDAYDtra2VFdXExYWxpIlS+Txszo1NjZy4sQJHjx4QHR0NAsXLnzhzJQlJSXs3bsXc3Nz3nrrLbn132Df+1UqFWlpadTW1tLQ0EBDQwM6nQ4Ab29vkpKSCAsLk4/x8ePHuXv3Ln/91389bGbXNCZZWVkcOnSImJgYVq5c2e97Vn19Pdu3b8fS0pItW7Z0iaEkSdy4cYMzZ87g5OSEjY2N/AOOVqulvb2d9vZ24EkXWS8vL9zd3Wlvb5ev68bGRrRaLWPGjGHp0qXdZmp8HkmSKC0tpaCggLKyMsrLy+XB2CMjI1m+fPlzk1eSJJGTk8OtW7d4+PAhVlZWxMXFMWHChD6NL6bT6VAqlcP6c8AYv/uJZNcAjKZkV39UVFRQVVVFXFwc1dXVjB8/nry8vNf6YTXaj7kgCIIw+mk0Gnbs2EFjYyPTp0+nsLCQhw8fYjAY8PX1lcctetGXaI1Gw71798jIyODRo0dYWVkRHh6ORqOhtraW+vp6OaEzduxYFixYMOBk2kinUqn45JNPsLGxwd/fH3d3dzw8PHB3d8fCwqLLzIedD2CdCS5XV9cROc4pwNWrVzl37hy+vr6EhYURFhaGh4dHr+fW7du3OXbsGOPHj+9xAGeNRsPnn39OTU0N8KSFm5ubG25ubrS3t5Ofn4+lpaXciissLIy4uLhBrZNer6esrIzCwkIKCwupqalh4cKFTJgw4aW3bTAYSE9P59SpU4SEhPDGG28MyuD29fX1nDp1Sh44f/r06cyZM0d+X5Ikamtryc/P59KlS1hZWbFkyRLGjBnT5300Njayc+dOVCoV69ev77Ul3WCSJImWlhYqKiq4cuUKpaWleHl5MXPmTJycnPj000+ZN28eiYmJQ14W4S9aW1s5c+YMWVlZREdHs2rVqn7fwxoaGti+fTtmZmZs3bq1S7fCpz169IgbN26gUCgwNTXFzMwMMzMzLCwscHd3x8vLq9ckliRJ8mDzL0uv11NRUUFxcTEpKSmEhISwbt26Po3FV1dXR3p6OpmZmajVauLi4pg9e3aP5dbr9Vy5coXU1FRsbW2JjIxk7Nix+Pr6DuvEl7EQya4BGE3JrpeZgjQmJoYTJ04M2TTOfTESj/lwYTAYqK2tHdFf2oWBE/E3biL+w4dWq+Wbb76hsrKSLVu2yINRq9Vq8vPzuX//Pvn5+cTFxbFkyZIef5mWJIm0tDQuXryIVqslJCSE+Ph4wsPDu6xvMBhoamri4cOHnDt3Dr1eT3JyMgkJCaP2PGhvb5cH7vbw8MDDwwNJkti7dy9lZWV8+OGH/RpvaKQzGAxUVVXh4eHR55h3DuAcFxfH8uXL5e+LkiSxf/9+8vLyiIqKwtbWFgsLCxQKBWq1mrS0NMLCwlizZs2QzX7YE0mSBv0hs7CwkD179uDu7s6bb7454B96JUni2rVrnD9/HhsbG2bNmiVPaJCQkIC5uTmPHz+mvLwcjUaDQqFgwoQJzJ07t9cxtJ6nvb2dffv2UVxczPLlyxk3btwru/dLkkRxcTGpqakUFxfLXU8//PDDAQ/+L/SPJEncvn2bc+fOoVAomDt3Lj4+Pri5ufUr/k1NTWzfvh0TExO2bt3arxZXw0FBQQG7d+8mIiKCNWvW9LnuOp2O27dvk5KSgl6vZ/r06SQmJsqfq2VlZRw7doza2loSEhLQ6/Xk5OTQ2tqKnZ0dkZGRJCYm4ujoOIS16ztj/O4nkl0DMJqSXQOdjfHWrVts3bqVu3fvDmp5UlNT+c1vfkN6ejoVFRUcOnSIlStX9rr+SDzmw4Uxzsgh/IWIv3ET8R8edDodu3fvprS0lE2bNvX641FWVhZHjx7F29tbHuOnk0ql4vDhwxQVFZGQkMDUqVO7dYN6llar5ejRo5ibm3P79m08PT1ZunRpv8clGk4kSaKxsZHS0lIePXpEdXU1dXV1tLa2dlkvPj4eHx8fjh8/3ufudDdu3CAzMxN/f3/CwsIICAjoNuNhY2MjZWVlVFdXY2FhIQ8eb2Njg42NjTyDYn8NdteYgV77WVlZHD58mHHjxuHr60tJSQkPHjxAo9EAT8YF6+wS2PnqbD040h+q9Ho9TU1NFBYWcu7cOUxMTAgKCsLKyoqgoCCCg4P7lDBtbW3l8OHDPHjwgKlTpzJr1izMzMzkBNi5c+ewsbHBx8dHfnl7e7/091u9Xs/x48fJzMxk+vTpqFQqlixZ8krv/SUlJVy/fp2EhIRX0sLM2HV0dLBv3z7KysrQaDS4ubkRERGBra0td+/eJSoqCkmS0Ov16HQ6AgICeo1Lc3Mz27dvR5Iktm7d+sLPl+EqNzeXffv2ERUVxcqVK/t1X1Kr1aSmpnLjxg3s7OyYMWMG9+/fp6ioCEtLS6ysrGhqakKhUGBpaYlSqUSv19Pe3o5CoZAHzndxccHJyUn+zGhoaKC+vp6GhgY0Gg3PpmVcXV1JTEwctOSwMX73E6OuCf1WV1fH5s2b+eyzzwZ9262trcTGxrJt2zbWrFkz6NsXBEEQhOHAYDBw4MABiouLeeutt57bSjomJgZnZ2d2797Nn/70J9588008PDzIycnh2LFjKJVK3n77bUJCQvq8f1NTU3mQ6+PHj/PZZ58RFxfHrFmzRtTDzJ07d8jLy6OsrIyWlhbgyQOCp6cnQUFBXcYpy87O5uLFi2RkZODu7t6nLmHXrl3jzJkzBAcHc//+fa5fv465uTnBwcF4enpSWVlJWVmZnFRzcHCgo6MDtVrdZTtKpRJXV1fc3d3ll5+fX6+TETQ0NHDt2jUyMzNxdHTkjTfeeO6A3iUlJRQVFXV7WHJyciIuLu6lk2UxMTEoFAoOHTrE3bt38fT0RJIkPD092bJly6j5wbFzjLHHjx/LLawqKiq6jOemUCjIy8vD3t6e27dvA+Dl5UVwcDBBQUH4+Ph0Ox4PHz7k4MGDGAwG3nrrLUJDQ7tsb+rUqSQkJAzJmD9KpZLly5fj7OzMhQsXsLOzo7CwkDFjxsizOOr1+iFtfRcQEEBAQMCQbd/YGQwGqqurKSkpobS0lPz8fHQ6Hebm5nh4eKDX67l165Z8X3r06BGmpqby+ZaSkkJ8fDzz58/vcu62tLSwY8cO9Ho927ZtG1GfDc+KiIhg9erVHDhwQL4m+nqtWVlZsWDBAiZOnMiRI0c4fvw48KTbtqenJ25ubvK4eO3t7ajVatrb22lpaaG4uJi0tDTS0tIA5Ek0OimVShwdHeWE+dNlys7OJi8vjzVr1gyb1mEjjUh2CV2kpaXxs5/9jDt37lBXV9flvYaGBqysrFi1ahU//elPmTp16qDvf9GiRSxatGjQtysIgiAIw0V1dTXnzp2jsLCQdevWERQU9MK/8fX15d1332X37t18/vnnhISEkJubS2RkJEuXLh1wVzwfHx/effddbt26RWpqKtnZ2UyaNIkZM2YM++59Dx484PDhw/j5+REXF4efnx++vr69ljshIYHi4mLy8/Opqanhk08+Yd68eURERPT40NOZ6Jo2bZo8nlJVVRUFBQUUFBSQlpaGp6cn48ePl2cP7Ny3wWBArVbT1taGSqWitraW6upqqquryc/Pl7uo+fr6EhoaSmhoKF5eXlRUVHD16lXu37+PpaUlkydPJj8/nz/96U9ycvLpsra0tHD27FmysrKwsbHp1s21qamJR48esWTJEkxMTDAYDHR0dLzw2NbU1JCbm8vYsWPlwZnHjRtHUFAQ5ubmnDx5krq6OjZs2DBqEl0VFRUcPHiQ2tpa4MnMjT4+PkRFReHu7i7PzqnRaNi5cyeNjY28++67VFdXU1RURGZmJleuXAHAzc1NPicaGxu5fPkyQUFBrFq1qtcuYEM585tCoWDGjBlYWVlx5swZ9uzZI4+n1N7ejomJCdHR0UycOHFYzSQqdNfR0UFVVVW3V0dHByYmJjg5OaHT6UhISGD+/PldWgVpNBq+/fbbLi37JEkiPT2ds2fPUlhYyNKlSwkLC6O1tZUdO3bQ0dHB1q1bR0WyJSoqCr1ez6FDh+jo6CAoKEieBdLBweG5CV9JksjLy+PRo0d4e3uzbNkyPD09X7jP9vZ2du3axePHj0lOTsbS0hITExOcnZ1xcnLCzs6u1+vt0aNH7N+/n08//ZTly5cTGRk54LoDtLW1vdTfj0SiG+MAjKZujJIkoVKpsLOzIysri8mTJ/Phhx/y/e9/n7KyMjZu3EhsbCwffPABa9euZePGjYSHh/PLX/6y121+/PHHfPzxx8/d77fffsuMGTOeu07nL4iiG+PQ0Ol0pKamMnPmTDG1rhES8TduIv6vR2VlJampqeTk5ODg4MCiRYsIDw/v1zY6Ojo4cuQIBQUFLFq0aECtdnqLv0ajIS0tjatXr3ZpbTIcP191Oh2///3vcXBwYNOmTX06Bvn5+ezatYsVK1bg7e3NmTNnKCwsxMfHhzlz5nRJOqalpXH69GmmTp3K3LlzB/Xhv7MLS1FREQ8ePKCoqIiOjg4sLS1pb2/HycmJKVOmEB8fj5mZGVqtllOnTnH79m2ioqJYtmwZZmZmpKenc+HCBRQKBfPmzevxXMjIyODYsWNEREQQGxvL+fPnqampkZN00dHRcuuyztnMrl69Sn5+PgqFAhMTE6ZPn8706dPlcyUvL4/du3ezfPly4uPjB+24vC6dY96dO3cODw8PZs+ejY+PT6+t7uBJT4Q//OEPuLq6smnTJkxMTJAkibq6Oh49esSjR494/PgxVVVVACQlJTFjxozX2qWzc9ylxsZGrK2tMTU1pbW1Fb1ej42NDe3t7ej1eiwtLfH09CQ0NJTExMRBL7MkSTx+/Jjc3FwKCgqwtbUlOjqayMjIl77X1NTUcP36daytrXFwcMDe3l5OZrzKceOGQltbG5cuXeLWrVvyTKKurq7yWIS+vr5YWVnx5z//mTFjxrB69epu94PnffY3NTVx7NgxCgsLiY2NpbKykpaWFrZu3Sq3WhotMjMzSUlJobm5uUsrK1tbW8aNG0d8fDxubm7y8vb2do4cOUJubi7Tpk1j9uzZ/boutFot+/fv58GDB6xatYro6OgX/k1nl3wzMzOys7MpKysjPj6eRYsW9asLok6no6WlhZycHC5cuEBoaChr1qwxmu9+Itk1AP1NdrV36HhU3fLKy+nrbouled9P5KSkJDw9PdmzZ4+87Ic//CHXr1/n5s2bfPfdd8ycObPLNM5fffUV48aN67Kd+vp6eXru3rzoSwSIZJcgCIIwOlRWVnLp0iVyc3NxdHRkxowZxMbGDngcjs6xVobqy2prayuXL1/m5s2bKBQKxowZQ3R0NGPGjBk2X5AvX75MSkoKH3zwQZeHkt60t7fzySef4OHhwcaNG+WHwKKiIs6fP095eTkhISHMnj2b0tLSIUt09aRzNsGHDx/i7u5OZGRkjw9Sd+/e5fjx4/J4YI8fPyY+Pp65c+c+txXe9evXOX36NJIk4evry4QJE8jNzSU/Px+lUklkZCQBAQFkZGTw+PFj3NzcmDp1KhEREVy5coWrV6/i6OjIkiVL8PT05JNPPsHHx4cNGzaM+BZAT4+jNWXKFObMmdPnc/zhw4fs2LGDWbNmkZSU1OM6HR0daDSa1z6g99PjLm3evBknJyfgyUN4bm4upaWltLe3y9/h29vbAQgMDOTtt99+6TGDOgerv3fvHnl5ebS0tGBtbU1YWBhNTU0UFxejVCpf6l6j0+n44x//SGtrK6ampqhUKjmRYWpqyvz585k4ceKwPGcbGhpoaGjocYw2vV7PzZs3uXTpEgaDgWnTphEWFoabm1uXY6TT6fjss8/QarW89957A5rQQJIkMjMzOX36NEqlkq1bt/bp/jpSGQwGVCoVTU1NNDY2Ul5eTlZWFmq1Gj8/P+Lj43FxceHw4cOo1WpWrlzZ7x+oOun1eo4ePUpWVhbTpk0jISGhx9mQGxsbOXv2LPfv38fU1BSdTtflfRMTkxcmzPLy8rh48SKNjY3yuIqd1q1b99ItxEYSkewagP4mux48auRv/79Lr7yc/9/fJhHq6/jcdSRJoqOjg4aGBnx8fLhw4UKXD+z/8T/+BxcvXuTGjRtDXNruRLJraBkMBsrKyvDz8xvxg8cK/Sfib9xE/F8NSZK4cuUKFy5cwMnJiRkzZjBu3LjXPhNZX+Pf3NzM3bt3uXv3LhUVFVhYWMizSz1v/KjetLW1UVdXh4+Pz0udd01NTfzf//t/mTRpEvPnz+9xHa1WS319PbW1tdTW1lJYWEhVVRUffvhht3FnJEkiNzeXCxcuyF3YEhMTmTdv3rB7MG5oaODAgQPodDoWL16Mv79/j+t1zrp48+ZNMjMzsbW1pb29HRcXF5KSkhgzZgxtbW3cuXOHjIwM6urqCAgIYOrUqYSFhXWpd01NDSdOnKCkpAQHBwc0Gg0ffvjha0/gvAydTseDBw84fvw4kiSxcuVKwsLC+r2dixcvcvnyZbZs2dJtTCpJkuQxd5KSkgZ0zQwGlUrF9u3b0ev1bN68GZVK9cJrv7Gxkd27d1NVVYWLiwvvvffegFtGVVVVcebMGYqKinByciI8PJyIiIguZWhububevXtkZ2dTUVGBh4cHb731Vr/OsfPnz3P16lXee+89PDw8uiQysrOzuXXrFhERESxfvvyFP7gPtc7nl8LCQoqKimhoaJDf6xzPz9/fH6VSycWLF6mvryc+Pp7k5GRsbW173OaJEyfIyMjg+9//fq/d6/p6729tbcVgMIzoa3ygdDodeXl5ZGRkUFhYCDwZk2/t2rVyknigJEkiJSWFtLQ0tFotERERTJo0icDAQLRaLd999x1Xr17FysqKOXPmEBsbK7fMamlp4dGjR1y4cAGdTkdMTAwrV67scq/W6XScPXuWGzduEBISQmBgIOXl5eTk5GBtbU1bWxuzZ89m2rRpRvPdTyS7BmA0tezqnI3xu+++Y9myZTQ0NHTpkz137lzGjBnDJ5980uf9im6MI4Mxzsgh/IWIv3ET8e+fpqYmMjIysLCwkMf2cHBwwNrautdkSGtrK4cOHaKwsJBp06aRnJz82pNcnQYS/9raWu7evcudO3fo6OjgnXfewdnZuc9/m5aWxp07d9DpdFhZWREeHk5kZCTBwcH9bsGxd+9eysrK+OEPf9it9UJrayt79+6ltLRUXmZtbS3PahUREdHrdg0GA1lZWbS3tzN58uRhl+jq1PnV/enySZJEVVUVxcXFFBcXU1JSQnt7O1ZWViQlJTFx4kRqamr4+uuv0Wq1rFq1Sj4WkiTR1tbWZZbPnvaZlZXFpUuXmDNnDlFRUUNbyUGm0+l49OiRfGzKysrQ6/UEBwezatWqXhMIL2IwGNixYwf19fV88MEHcgs7lUrFiRMnyMvLw8bGBrVaTWJiIklJSS99z21tbZVnfHuRlpYWvvzySzQaDVu3bsXOzq7P177BYJAnJLCysuKDDz7osSVKb1QqlTwhhIuLC/PmzWPMmDEvvK4qKirYvXs3CoWCt99+u09d6MrLy/nss89ISkrqtZVdbm4uR44cwdzcnNWrV3dJTqpUKoqLi+WB25+eSfXpV0/3KoPBQEtLCyqVioaGBhobG2lqaqKpqQmVSoVer0ehUKDT6dDpdOj1etra2pAkCRcXF4KDgwkODsbFxYXHjx9TWlpKWVmZnHg3NzfHy8sLd3d3uWumjY0NVlZWcivP/Px89u/fz5IlS5g4cWKvx0l89vdPY2Mjjx8/Jjw8fFBbNWs0GrKysrh58yY1NTW4urrKA9tPnTqV6dOn95pcVqvV/PnPf6a2thYnJyfeeecdbGxsqK2t5cCBA9TU1MitGE+dOsXNmzcxMTHB3t6ehQsXkpuba1TxF8muARhNY3Z1JrtSU1NZsWIF5eXleHl5AU9mgJgwYQIpKSn9GoxedGMcGcQHnnET8Tduozn+dXV1HD9+nI6ODlasWPFSrSn0ej3Xr18nJSUFhUKBwWDo0qXAzMwMf39/eYBxFxcXFAoFRUVFHDp0CEmSWLVqVb9mSXwVXib+bW1tfP755ygUCt55551eP8slSaKkpIRr166Rn5+PjY0NCQkJBAYGUlBQQE5ODnV1dZibmxMeHs60adPw8PB44f4LCwv5+uuvWb16dbdhFFQqFTt27ECtVpOcnIy7uzsuLi7DfqD9l1FTU0NWVhbZ2dk0NTWhVCrx8/MjMDCQwMBAfHx8ujykVVdXs2PHDlpbWwkLC2P+/PmjbjyeZ9XU1LB9+3ba2tqwtLQkMDCQgIAAAgMD8fDweOmkZnNzM3/4wx/w8/Njw4YNZGdn8+2336JUKlm6dCmhoaFcvXqV1NRU7OzsWLRoUZ9mAn1WWVkZV65cIS8vDycnp+dOrgBPkmJffvklarWarVu34uLiMqBr/7vvvuP8+fMolUo2bdqEs7MzKpVKbm3S2tqKJEkoFAq5LG1tbdy6dQtTU1M52dqfZH9TUxNff/01ra2tbNy4EV9f317X7ey+qFQq+f73v//c/TQ1NXHw4EHKysqYPHkyWq2W4uJieVIuFxcXJEmitbW1W/cvAAsLC2xsbLC2tkan06FSqeSZWJ/H1dWVwMBAeaw0W1tbgoKCeh30PScnh3379uHn54ebmxvNzc1yAq2ncsGTwdfXrFnz3PN5NH/2j0Sdn5Pp6ekolUpmzZrV6zkhSRI6nQ4TExOUSiUnTpzg1q1bKJVKJk+ezM2bN7G3t2f16tW4urqyZ88eioqKAJgyZQrJyckoFAqji79Idg3AaEx2aTQagoKCWLNmDT/72c8oLCzkr//6r1m6dCn/+Z//+crK09LSwoMHDwCIj4/nt7/9LcnJyTg7O/fYVH8kHvPhQnzgGTcR/97l5+dz7tw5LC0t8fLykl9ubm6jptn3aIy/wWAgLS2NixcvYmdnh6mpKfX19cyePZspU6b0O3alpaWcOHGCmpoaJk2aRHJyMhYWFrS1tckPHXV1dXJLGr1ej4ODA15eXuTm5hIUFMTq1asH3GJkKL1s/Ovr6/nss89wd3fn7bff7nGg46NHj1JUVIS7uzuJiYlER0d3W6+mpoacnBwyMjJobGwkKiqKpKSkXseI0ev1/P73v8fW1pYtW7Z0eahrbGxkx44dcletzhkERyO1Ws2dO3fIysqioqICS0tLoqKiiIqKws/P77ktELRaLSdOnCAkJIQLFy7Q3NzMpEmTSEpKeu1du4aCWq3ms88+Q6lUsnr16kFJbvWkc/IDDw8PqqqqiI6OZtGiRV0SrfX19Zw8eZLCwkIiIiKYMmUK/v7+zy2PJEkUFBRw5coVSktLcXV1ZdKkSeTn51NYWEhAQAALFiyQf6g2GAwUFxeTnZ1Nbm6uPO5SZ0JzoNd+bm4ue/fupafHRisrK3mA/qdbHcbGxsozQA6EWq1m165dVFZWsnbt2l67mT7bffFFDAYDqampXL58GWdnZzkxHBgY2KV1o06no7W1tcurra1N/n9TU1Ps7OwwMzPj+vXrdHR0yEn2zgHxFQoF9+7d4+LFi2i1WqZNm8bUqVOfe+wLCgrYvXs3ERERrFmzpttnl0ajoa2tTZ7tta2tDb1eT1RU1Au7mo7Gz/6BqK2tpaKigtDQ0GF532tra+PatWs8fPiQ9vZ2+aXX67GysmLDhg34+/uTl5fHvn370Ov1PW7H0dGRtWvX4u3tDRhn/EWyawBGU7Kr89cLGxsbTpw4wY9//GMePnyIn58f77//Ph999NErfbhLSUkhOTm52/ItW7awffv2bstH4jEfLnQ6HTdu3CAhIWHYDDgsvDoi/t1pNBpOnTpFZmYmwcHBWFtbU1FRIf/ia2pqSkxMDLNnz35ud5+RYLTFv7q6mqNHj/L48WP5F0wTExMuXLjAtWvX8Pf3Z+XKlX0ab6O6uppr166RmZmJj48PS5YskR8ke9PZOuDBgweUlZURGRk5rMfEGIz4l5WV8eWXXzJ27FhWrVqFQqGQu7p9++23mJubs2TJkj51W9Lr9WRmZpKamopKpWLcuHHMmDEDR0dHlEql/PffffcdFy5c4IMPPujSYq++vp4dO3agUCjYsmVLr7+Mjwadg1DX1NQwZswYYmJiCAsL63Mcn449wLVr1/juu+8wMTEhLCyM4OBgQkJCRsVYPQaDgW+++YaKigrefffdlx5v50XOnTtHZmYmS5Ys6XUAaEmSuHfvHhcuXKChoQEnJydiY2OJi4vDwcFBnqmzrKxMnrSgrq4OX19fpk2bRnh4uHw9PHjwgDNnzlBTU0NsbCzm5ubcv3+f1tZWnJyciI6OZsKECV3GqHuZa7+iooJDhw5RU1ODpaUlMTExTJ48uc/dmQdCq9Vy4MAB8vPzWb58OXFxcV3e70v3xd4YDIaXvkc3NTWxY8cOtFotmzdv7rWVZHt7O6mpqVy/fh1bW1uSkpKIiorq1g374cOH7Ny5k5CQENauXTvoXd9H22d/f9XX13Pp0iWys7ORJAmlUklYWBjjxo17qQlYmpubuXbtGmPHjsXPz2/A5VOr1Vy9epUbN24gSRKRkZHY2NhgaWkpvzIyMigrK2P16tWMHTuWlpYWuVWXTqfj+vXrNDc3M336dGbMmNHlHDLG+Itk1wCMpmTXSCeOuSAIg6GoqIijR4+iVqtZsGAB8fHx8gOFRqOhsrJS7pJlMBiYOXMmkydPNpovC8PZjRs3OH36NM7OzixfvrzbF82SkhIOHz5MW1sb06dPx8vLCxcXFxwcHOQHndraWu7du8e9e/eoqanBysqK2bNnM2HChGE7btNwcO/ePfbv38+MGTOYPHkyx48fJzc3l5iYGBYtWtTvz2WdTkdGRgaXL19GpVLJy5VKJUqlEq1WS0JCAgsXLpTfq6mpYceOHVhYWLB58+Z+jSk0EnW2Ynn33Xd7HYS6v1QqFTdu3KCwsJCKigrgySDZISEhTJkyZdCOqUaj4fHjx126ZDU3N2NpaUl8fDzBwcGDer19++233Lp1i02bNhEYGDho232ezu58fVmvtLSUzMxM7t27h1arxcfHh8bGRrlbnKurK76+vsTFxfXaAsxgMJCenk5KSgpKpZKoqCjGjRuHl5fXkN27ampquHXrljx+35gxY5g0adKgx6+TwWDgxIkT3L59m1mzZjFz5kx5DKw//vGPmJqa8s4777zyMREbGhr48ssvAdi8eXOfkn719fWcO3eOnJwcTE1NCQ8PZ9y4cYSGhvL48WO+/vpr/P392bBhg/h+MYgaGhpITU3lzp072NraMmPGDMLCwsjNzSU7O5vy8nIsLCwYO3YskyZNeuEPXJ10Oh3Xrl3j8uXL6HQ6FAoFCxcu7Pesn2q1mrS0NNLS0pAkiUmTJjF16tQef1jV6XQcOXKEu3fvsmDBAqZMmQI86bb89ddf09jYyFtvvfXcrr/GRCS7BmA0JbskSaK9vR1LS8sR+YV+JB7z4UKv11NQUEBYWNiwGTRZeHVE/J8wGAzyAJ6BgYGsWLHiua1C2trauHTpEjdv3sTR0fGFY6YMV6Ml/jk5Oezdu5eEhATmzZvX68OBRqPh9OnTZGVlyc39lUql/HBSU1ODubk5ERERjB07lpCQkFH9oDGY8b9y5Qrnzp3DwsJCHqPoZac112q1FBYWotFo0Ov18qDOSqWS+Ph4uftFaWkpe/bswdbWlk2bNg3LLqOD6dGjR/z5z3+WH/gH4kWxb21tlWeJy8/PR6vVkpSUxJQpU17qXGlubuaLL76gsbERABsbG3mw7fr6eqqrq3F2dmbChAnExcW99Dhr6enpHD9+/IUDdg8HHR0d3L9/nwcPHuDs7Iyfnx++vr796l7V06QFPRnMa7+jo0MeZLu6uhoXFxcmTpxIbGzsoHcNkySJy5cvc/HiReLi4li6dCnnzp3jxo0bfe6+OJhqa2vZsWMHZmZmbN68udsMry/S1NTE3bt3yc7OpqqqCktLSwwGA97e3mzcuHHIupiNls/+/sjIyOD48eNYWVkxffp0JkyY0O341tbWkp2dTWZmJs3Nzfj5+TFp0iTGjh3b43GSJIn8/HxOnz5NU1MTCQkJzJgxg5SUFG7evElcXBxLlix57vcISZIoLy/n1q1b3L17F4BJkyYxbdq0F/YekCSJc+fOcfXqVRITE5k8eTJff/01arWaTZs29Xo9GGP8RbJrAEZTsqtzzC57e/th293ieUbiMR8ujLHftvAXIv5PpKSkkJqayoIFC0hISOhz0qqmpoazZ89SUFCAn58fc+fO7XFcweFqNMS/qqqKzz//nDFjxrxwUN5OBoNBHmur86XVagkPDyc0NHRUJ7ieNpjxlySJ8+fP09TUxIIFC15ZwikzM5Njx47h5+fHunXrRvUg9PAkZp9++ikWFha88847A/7O1p/Yt7e3k5KSwo0bN3BxcWHx4sUEBQX1e5+tra1s376djo4O3nzzTVxdXbtca5IkUVZWxq1bt7h//z4A4eHhBAUFERAQgKura79+UCgpKWHHjh2MHz+eJUuW9Lu8o9lQ3Ps743fz5k3u37+PiYkJ48aNIzIykoCAgBeOI9UfWVlZHDlyBGdnZ2pra7u0bBlqjY2N5ObmkpeXR0lJCa6urmzevPml73nV1dVkZ2fT3NzMkiVLBvV4PWs0fPb3h1qt5j//8z8JDQ1l2bJlLzy2BoOBvLw8bty4QXFxMba2tsTExGBubo5Wq5Vf9fX1lJSUEBwczMKFC7uMM5mZmcmJEydwd3dn3bp1XRKhnY1M7t+/z61bt6isrMTBwYEJEyYQHx/f73Ppxo0bfPvtt5iammJjY8OmTZueO16lscUfwDi+1QmCIAjCM8rKykhNTZW7JPaHm5sbGzdu5MGDB5w/f54vvviCsLAw5syZ88p/YTZGra2t7Nq1CxcXF5YvX97nB2ETExOcnJxwcnIiNDR0iEtpHBQKBXPnzn1l+zMYDHJXvvHjx7N48WKj+IX6woULNDY28v7777+yHyctLS1ZuHAh8fHxnDx5kh07dhAVFcXChQv7/FCmVqv56quvUKvVbNu2rccHMYVCgb+/P/7+/ixYsIDMzExycnI4efIkkiRhbW2Nv78/vr6+ODo6Ymdnh729PXZ2dpiYmKBSqaiqqqK6upqqqioKCgrw9/fv0t1VGDrPxu/27dvcvn2bjIwMTExM8PPzIzg4mODgYHx8fF6qJXRMTAwajYaTJ0/KM2tWV1ejVqvlV0dHB0qlElNT0y7/NRgMXV4mJiby+Jy9aWxsJDMzk9zcXKqqqjAxMSEoKIhFixYxbty4Qfmh3d3dnTlz5rz0doTurly5gl6vZ8GCBX1KIpqYmBAZGUlkZCTV1dXcuHGDO3fuoFAoMDMzk18WFhasX7++yxh6neLi4vDw8GDPnj388Y9/JCAggJaWFnkG084ZnceMGUNycjKhoaEDvqcnJCRgb2/P7du3WbJkSb9bGBoDkewSBGFUam5uJisri/Hjx4/6X/yF/tNoNBw6dAgfH58BdwcCCA0NJSQkRJ5t6Q9/+APjxo1jzpw54kvHENHr9ezbtw+tVsu2bduG9Fdw4fWQJImqqiosLCywtbWVf4HWaDQcPHiQgoICFixYwOTJk0dcF+KBKCkpIS0tjXnz5vU6U+VQ8vDwYOvWrWRlZXHmzBk+/fRT1qxZ88JxsDQaDTt37qS5uZmtW7f2aYZMGxsbpk2bxrRp0+jo6ODRo0eUlJRQUlLCpUuX0Gq1XdY3MzOTl5mbm+Ph4UFMTAyzZs0yiiTocGNra8vMmTOZMWMGdXV1FBUVUVRUxJUrV7h48SJTpkxhwYIFA95+c3MzqampeHp6olar+fTTT7utY2pqil6v73HmyGd1TswQExMjD1BuMBjIz88nPT2dBw8eYG5uTnh4ODNmzCA0NLTboPLC8NTc3Mz169dJTEwcUOs7d3d3li5dytKlS/v9t15eXrz33nucOnWK1tZWnJ2d8ff3x9bWFltbWzlxPxgiIiKIiIgYlG2NRiLZZeQUCoU8Na5gXExMTPD39x+R3Vefp729nStXrpCWloZOp6OgoIBNmzYZTfekvhqt8e+rU6dO0dLSwttvv/3Sx0ChUBAdHU1kZCSZmZmkpKTw1Vdf8f777w/bZuIjOf6nTp2irKyMLVu2iITiAA3X+Ot0OrKzs7l69Sq1tbXy8s6kl1arRaPRsHHjRqNpmdfR0cGRI0fw8/MblO5aA429QqEgNjaW4OBgDh48yI4dO5g1axbTp0/vcVtarZbdu3dTU1PD5s2bu8ye2Vfm5uZyiyB4kgTVaDQ0NzfLr/b2dlxcXPDw8MDBwUF8n32BV3XtKxQKXF1dcXV1JSEhAYPBwLVr1zh37hwBAQEDejjvPKdMTEx46623UCqVPHr0CEtLS6ysrORXZ90MBgM6nU4e88/ExER+KZVK2tvbuXfvHllZWezbtw9LS0tCQ0MpKSlBpVLh4+PDsmXLiI6OHjU/qgzXe/9QSElJwczMjGnTpr2W/VtbW7N69erXsu/eGFP8O42oMbtSU1P5zW9+Q3p6ujz97cqVK+X3JUniV7/6FX/84x9paGhg8uTJ/Pd//zdRUVHyOhqNho8++ohdu3ahVquZM2cOn3zySb9mLHjRmF2BgYGDPjCj0DO1Wk1xcbEYs0tAr9dz69Yt+ZffKVOmEBAQwO7du4mOjmbFihXiS7AAwP3799m3bx/Lly8nPj5+0LdfU1PDp59+SkJCAvPnzx/07Q9n7e3tNDY20tDQQGNjI3q9nkmTJvX7l3CVSsWxY8dQq9XY2NjIL41Gw40bN1i6dCkTJkwYoloIr5pGoyE9PZ20tDRUKhXh4eFMmjQJhUIhd/1oaWlBo9GQmJj4Wlo3vQ6tra2cPHmSgoICPvjggz7N9vYqGAwGUlNTuXTpEsHBwaxatQpbW1s0Gg1lZWWUlJSQn59PQ0MDb7/99ogaz1AYOpIksW/fPoqKinj//fdxcnLq198eOnSInJwcvve97/V5try+qq2t5c6dO/I4nBMmTBi02U6FV6+mpobf//73zJ8//5WN6SYMTyOqqUNrayuxsbFs27aNNWvWdHv/17/+Nb/97W/Zvn07Y8aM4Z/+6Z+YN28eeXl52NnZAfA3f/M3HDt2jN27d+Pi4sKPf/xjli5dSnp6+ks3d+78Bb+trW3EJLskSUKtVmNlZTUiEwFtbW0Aw7b1xHCm1+vJysoiJiZmxDf1r6ysZO/evTQ2NhIXF8esWbPkRPTy5cs5dOgQrq6uTJ8+/TWXdPgYTfHvj+bmZo4fP05kZCRxcXFDsg83NzeSk5M5d+4ckZGR+Pn5Dcl+XsZgxd9gMPDw4UMyMzN58OAB7e3t8nudrSlv377NG2+8gbe3d5+2WVtby9dff43BYCAkJISWlhYqKipobW2lra2NqVOnDmmiq3MA2ZHyOT4Q/Y1/W1sb9fX11NfXU1dXh0qlQq1W09bWJsfFx8eHNWvW9PuHp4KCAg4cOIBWqyUmJoapU6caTTKrN2q1mqtXr3L9+nVMTExYtmzZoCW6BuPaNzExYdasWfj7+3Pw4EE+/fRT7OzsqKysRJIkbGxsCAgIYMmSJSLRNcy8zs9+hULB8uXL+fTTT9m/fz/btm3rU6t7nU7H+fPnyc7OZs2aNYOe6AJwdXVlzpw5o37sLGP57nfhwgXs7e2H/Uysr5qxxP9pIyrZtWjRIhYtWtTje5Ik8bvf/Y6f/exncpPBL7/8Eg8PD3bu3Mn7779PU1MTn3/+OV999ZU8mOrXX3+Nn58f586de6k+5PBkGnNHR0eqq6uBJ80Xh3sCyWAw0NLSAjCimjRKkkRbWxvV1dU4OjoazQU7mAwGA6WlpURHR4/o41dSUsKuXbtwdnbmgw8+6NZVIiYmhtraWs6fP4+rq6vo1/7/N1ri3x+SJHHkyBGUSiVLly4d0vtzYmIiOTk5HDlyZFh2Z3zZ+NfV1ZGZmUlWVhbNzc24uroyefJkXF1dcXR0xNHRERsbGxoaGti/fz+ff/45c+fOZcqUKc897qWlpezevRtbW1veeuutV9pNUZIkCgoKuHTpEuXl5fj5+TF+/HiioqJ6jF9LSwtVVVV4eXmNuHEBXxT/5uZmcnJyyM3NpbKysksS09bWFnt7e6ytrXF0dMTb2xsLCwuuX7/OF198wVtvvdWl1fvzlJSUsHfvXoKCgli6dGmf/2600mg0pKWlce3aNQwGA5MnT2bq1KmDmngdzHt/cHAw77//PmfPnsXExISJEycSEBCAs7PzsP/+a6xe92e/paUla9eu5c9//jNnz57t9bmuU3l5OUeOHJFnXoyOjn5FJR2dXnf8X4WysjJyc3NZuXKlGMLkGcYQ/2eNmjPg4cOHVFZWdukyYmFhQVJSElevXuX9998nPT0drVbbZR1vb2+io6O5evVqr8kujUaDRqOR/93c3AwgTz8KyP2/3dzc0Ov1VFVVyesrFIoeB0nsz/LOLw39Wd6Xbb/oF+zBKPtQ1snBwQFPT08MBgN6vb7Lup0DVBoMBnl5Z5x6W67T6brsQ6lUYmJi0uvyZwdK7bypds608aLlZmZmvZb9VdQJkOswEuv04MEDDh48iK+vLxs2bECpVHYpf2edpk+fTk1NDQcPHmTTpk1yt+XhWKdnyz5U516np7cz0uv0vDjp9Xq+/fZbioqK2LBhgzz+xlDWacWKFXz66aecP39e/rV4uFxPTx/r/tRJoVBw8uRJbt26haWlJWPHjiU+Ph5vb+8uZenk5OTE5s2bSUlJ4cyZMxQVFbFy5UqsrKy6lf3BgwccOHAALy8v1q5di6WlJTqdbsjPPYVCQU5ODt999x0VFRX4+vqyaNEicnNzOXLkCKdOnSIqKoqIiAiam5spKyujtLSUhoYGuewhISGMHTuW0NBQuWXTcL6eOt/TarXy8rq6OnJycsjLy+Px48fyTGWTJ0/G2dkZZ2dnnJycsLGx6bFOUVFRfP3113z22Wds2LABNze359apurqaXbt24ePjw6pVq+RjNdo+cysrK8nMzMTJyYnAwEDc3d1RKBRyndrb2ykqKiInJ4f8/Hz0ej0TJ05k8uTJ8qDKT8fpZevU6elj+TLnnqWlJcuWLeuyfCTGabR/3+tc/nQ9BrtOkiShUqmora2lvr6e0NBQeRDup+vk5ubGnDlzOHPmDH5+fkRHR3erk8Fg4MqVK3z33Xe4u7vzve99D3d391F5j3iV517ntnQ63Qu/M42UOj1ddqVSyblz53B3dyciIgKtVjvi6zTY5x50f/YbyXV6kVGT7KqsrAToNuW7h4cHJSUl8jrm5ubd+oh7eHjIf9+Tf/mXf+FXv/pVt+VnzpyRf8319/cnPj6e7OxsSktL5QsuKCiIoKAgMjIyqK+vl/82IiICHx8f0tLSaG1tlZfHxcXh4uJCSkpKlxNg8uTJWFhYkJqa2qUMM2fORKPRcP36dXmZUqlk1qxZ8i/vnWxsbJgyZQqPHz8mNze323bKysp4+PChvMzLy4uxY8dy//59Kioq5OXDpU56vR5bW1t8fHwoLS3tUlc3NzemTp1KQUEBeXl58vLOOGVlZVFaWiovDw8PJyIighs3blBTU9Ol7AEBAaSmpqJSqeTliYmJuLu7c+bMmS4XdnJyMlZWVpw8ebJLnRYvXoxarebixYvyMlNTU5YsWUJtbS3Xrl2Tl9vZ2TF79mzKysqGtE5Xr14F4OzZsyOyTnl5eZSWluLg4MD06dOxsLDgwoULPcbp7NmzmJubY2pqyldffcXChQsJCgrqdu697jq9ynOvM+nfGf/RUKfe4pScnMzevXvJz8/Hz8+P3Nxc6urqXkmdPD09uX79OvX19djY2Ayr66lTX+s0ZcoUbt26xa1bt/D29sbV1RWDwYC9vT16vf6FdQoODqa4uJhPPvkENzc3WlpaMDU1xczMDKVSSWlpKQEBAdjb23PhwoUB1am/cQoODubatWtUVFRgY2NDSEgItra2REREEB8fz6FDh6ivryc7O5vbt2+jUChwc3NDqVQSEBCAlZUVbW1taLVajh49ikKhwN7eHmdnZ3x8fJgzZ86wvp7Onj3L4sWLycjI4NSpUwDY29sTFBTEunXraG5u5tq1azQ1NfHw4cMXnntJSUmcPXuWP//5zwQFBcnJ0Gfr5O3tzaVLl7CwsMDe3p4zZ84MWp1geNzL1Wo1lZWVNDU14eDggEqlwmAwYGpqip2dHdHR0ahUKrKzs9Hr9VhaWuLs7MzSpUtxd3cfsjpNmjRJjn1/69RpNMXJGOvU6WXrtGDBAjIzM7l+/TpqtZr29nb5e75CoeDs2bN4eHjg7u6Oh4dHlzpJkoSjoyNHjhzB29ubkpISSktL0Wq1crdplUpFcHAwtra23Lp1y+jiNJR1unr16rD/fOpvnezs7PD19aW0tJTg4GD5M22k12kwz73bt28Df7n/j4Y6vciIGqD+aQqFossA9VevXmXatGmUl5d36cv97rvvUlZWxqlTp9i5cyfbtm3r0koLYN68eYSEhPCHP/yhx3311LLLz8+P2tpaucn9SM0O6/V6ioqKCA8PBxAZbyOqk0aj4cGDB4SEhKBUKkdUna5du8aZM2eIiYlh8eLFmJmZ9SlOKpWKXbt2ybN8OTg44OPjg4+PD5GRkfIvkMMpTkN17pmYmJCfn09QUJD8y8hIr1NPcQL49ttvycjIYMmSJcTGxr7SOmk0Gnbs2EF7ezvvvPMOJiYmFBcXU1hYyMOHD1GpVDg5OeHi4oKLiwtOTk44Ojpibm6OmZkZ1tbWmJqaYmJiIrfKGIw4PX3vlyTphXWSJImzZ89y69YtFi9e3GW8s/7ESaVScf36dRoaGuSBx1tbW5EkSR7Q/+myv6hO7e3tXL58mbq6OnkmLmtraywsLPD09JQHGH62TpIkcfPmTS5cuICnpyezZs0iICBAPsbPlt1gMFBdXY2bmxsWFhY9nnuNjY3cu3ePu3fvUllZiZOTE5MmTSI2NrZLN8j+nnuPHj2ivr4eLy8vXF1d5TK+zPWk1+spLCwkODiY69evc+nSJcaNG8f8+fPlyQQGet9ra2tj//79PH78mPnz5zNmzBhsbW3lMjY3N/PVV19hZmbGpk2burQsHw2fubW1taSmppKdnY2joyNJSUnExMTQ0dEh/6jY2RvB2dmZyMhIIiMj5S74Q10nhUJBXl4ewcHB8r1/JNzLR+Pn0+uok16v5+HDh4wZM6bLNp4uu0aj4fLly+Tk5ODk5ISnpyceHh64urpibW3Nw4cPyc/Pp6ioiI6ODhwcHPD29paTWt7e3pibm3Pp0iVu3ryJo6MjCxcuJCwsTC67JElUV1ezZ88eOjo68PT0pL6+Xh5axdPTk5UrV+Li4mKUcRqqOnXe+0NDQ7GwsBgVdepUWlrK/v378fT05M033+z2nWkk1mmwz73env1Gcp1eZNQku4qKiggJCeH27dtdZtdasWIFjo6OfPnll1y4cIE5c+ZQX1/fpXVXbGwsK1eu7LH1Vk96m41REIShJUkSly5d4tKlSyQmJjJv3rwBjQvS1NTEo0eP5FdFRQUKhYLJkyczbdq0UT0wtTExGAwcO3aMO3fusGLFCjnR9ap1zs5oZ2dHU1OT/It2cHAwzs7O8sDftbW18hf9ZymVSry9vfH39ycgIAA/P79XNgOtJEly18Vly5Yxfvz4Qd2+wWBAo9H0+7orKSnhyJEjqFQq/P390Wg0tLW1yS0MAMaMGUNycnKXWbU0Gg1Hjx7l/v37TJkyhblz5/bpC1NfSZLE48ePuXHjBvfu3UOpVBIbG0tiYmKfBxnv7Kb93Xffdfkl08rKSj4HvLy85ERo56uzpVRf7os6nY5jx46RlZVFcnIyM2bMGLRxlnQ6HUePHiU7O1sut7e3N97e3uTm5tLR0cG2bdte6Zhsr8KtW7f49ttvsba2ZubMmYwfP77Xc6uza+JwHduqtraWCxcu4ObmRlRUFG5ubsO2rMLgqa6u5tChQ1RXVxMbG0traytVVVU0NTV1Wc/b21tuWfG8c6O6upqTJ09SUlLC2LFj5YkMKisr5YYEJiZPxgyOjo5mzJgxeHl54eTkJM43oc/u3LnD0aNHCQwMlIdBEAQYRckuSZLw9vbmb//2b/nJT34CQEdHB+7u7vzbv/2bPEC9m5sbX3/9NevWrQOQx+c4efJknweoH03JLp1Ox40bN0hISJCzsoJxGGmxlySJU6dOcePGDebMmcO0adMG7YtQe3s7V69eJS0tDaVSybRp05g8efKwG1R8MI20+PeXwWDgyJEjZGdns2rVKsaNG/day9M5W2FQUBDBwcG9Trmu0Whoamqio6MDrVZLR0cHHR0dtLS08OjRI0pKSuRu4p0PGJ3jR3a22PH09CQkJISQkBC8vb3lB4mn9TX+Q53oGoiOjg7OnTvHzZs38fPzY8WKFbi4uHRZx2AwcPfuXVJSUmhoaCAqKopZs2ah1+vZu3cvra2tLF++nLFjxw5pWVUqFenp6dy6dYu2tjZiY2NJSkqSW5E+y2AwyOOHVVZW4uPjw4wZMwgKCuLx48eUlJRQUlLCo0ePuv2C2snR0VGOf1BQUI9f+pubm/niiy9QqVSsXLlyyAZ9bmlpoby8XH6VlZWhVCrZtGlTt2EnRjK9Xs+pU6e4desWkyZNYu7cufK4gMNNX679zokizM3NaW9vR6PR4OrqSmRkJFFRUaMqdsZEq9WSmppKQUEB8fHxhIaGypMJGAwG0tLSuHDhAs7OzqxatapLT5n29naqqqpobm6Wu5v3lSRJZGdnc/78eZRKJV5eXnLL286k/a5duygvL2ft2rWMGTNmKKovMHy/+0mSRF1dHcXFxTx+/Bg3NzciIyN7/a709N+lpqaSkpJCXFwcS5cuHdQfr0ab4Rr/oTSikl0tLS08ePAAgPj4eH7729+SnJyMs7Mz/v7+/Nu//Rv/8i//whdffEFYWBgff/wxKSkp5OXlYWdnB8APfvADjh8/zvbt23F2duajjz6irq6O9PT0Pl8coynZpdVqOXnypNwVTDAeIyn2er1eTlwsWbJkyKYSbmlpITU1lfT0dKytrVm0aNGQPwy/LiMp/k9rb2+nra2t1xYyBoOB7OxsUlNTaWhoYM2aNURFRb3iUg4dSZKor6+ntLRUbpFoZmaGmZmZ3Erk0aNHFBUVodFosLS0JCgoCEdHRywsLDA3N8fc3BylUsndu3eZPXs2zs7OWFhYkJKSQmFhoZwc0Wq1qFQqGhoamDNnDomJia/9S2RxcTFHjhyhpaWFOXPmkJCQ0GMyr5Ner+fOnTtcunQJlUqFiYkJrq6urFu3rs+trAaDVqslPT2d7777DrVazfjx45kxYwZ2dnbU1NRQXFxMcXExJSUltLW1ERwczPTp0wkMDOwxqa/T6WhsbJS7ARgMBgwGA62trRQVFVFYWEh9fT0KhQJ/f3+mTJlCeHg4CoWiS4u4jRs3EhQUNCR1bm1tJS8vj/LycioqKqiqqpK7LJiZmREaGkp4eDhhYWEjbjbLp6nVavbt20dJSQmLFy9mwoQJr7tIz/Wie//9+/fliV/Wr1+PmZkZRUVF3L9/n9zcXDQaDeHh4SxatGjUtcwbzfLy8vj2229paWnBwsKC9vZ2DAYDDg4OBAcHU19fT0lJCYmJicyePfuVPwhrtVoOHjxIXl4ey5cv79JVXhg8w+m7n8FgICMjg8LCQvmzT6FQ4O7uTl1dHTqdDk9PTyIjIxk7diwuLi5dPg/1er3cen+wWyePVsMp/q/KiEp2paSkkJyc3G35li1b2L59O5Ik8atf/YpPP/2UhoYGJk+ezH//9393+cWyvb2dv//7v2fnzp2o1WrmzJnDJ598gp+fX5/LIZJdwmgwUmKv1WrZt28fhYWFrF69+pUkLhoaGjh79iw5OTnD+gP04cOHWFhY4OXl1e/yjZT4P02v1/PFF1/w+PFjXF1d5S4UPj4+SJJEVlYWly9fpr6+nvDwcJKSkrr8Mm1MDAYDjx8/lscGa2lpkVuJdXR0dFvfxMREnuXq2XFcnmZjY4O9vT12dnZYW1t3GSfLycmJoKCgIbtW8vLy2Lt3L35+fixfvrxfySqdTsft27dpbm4mKSnptZ3zHR0d3Lhxg6tXr9LR0YGFhQVtbW2YmJjg6+tLYGAg4eHheHt7v/S+GhoaKCws5O7du5SUlODp6Ym1tTVFRUX4+Phgb2/PqlWrBv1YSJLEnTt3OH36tNwiqLMLo7e3N2ZmZuTn58uzPioUCvz8/OTuub6+viOmK3lNTQ27d+9GrVazbt06AgMDX3eRXuh59/7r16/Ls4+uXLmyW8JDr9dz//59zpw5g0ajYfbs2S9MOD9PdXU1ly5dorW1lUmTJhEZGTngbQk9a2pq4tSpU+Tm5hISEsK8efNIS0tjzpw5lJeXU1RURFFREZIksWTJktd6DhsMBk6cOMHt27cZP348sbGx+Pn5DcvvXyPVcPnup9FoOHDgAA8ePJDv/52fAebm5nR0dFBQUCDPUts5dlTnOE1KpRJJktDpdKxYseK1t94fKYZL/F+lEZXsGi5EsksYDUZC7Nvb29m1axcVFRWsW7eO0NDQV7bvp5tGx8bGsmzZstfequVpBQUF7Ny5EwAnJyfGjh1LdHQ0Hh4effpiOBLi/6zTp09z48YNFi5cSHl5OXl5eajVamxtbTE1NaWxsZGIiAhmzpxptEmuvpAkidbWVk6ePMnEiRNpaGjgzJkz2NraEhMTg6+vL97e3lhZWaHRaGhubu72amlpkcfH6vwvgLu7OzNmzGDs2LGD+tDameiKiIhg9erVw+paHAiNRsPNmzfRarUEBgbi6+s7ZNehJEmcO3eOtLQ0DAYDjo6OLFq0iPv377NkyZJB3W9DQwPHjx+nqKiImJgY5s+fj42NTa/rq1Qq8vLyKCwspKysTO6i6+rqiq+vL05OTjg4OODo6IiDgwP29vZDngyRJIna2lqqqqq6vFQqFWZmZnLrSHNzc+rr63F0dGTDhg0v7G4zXPR07++cgOLatWt9Gg+zvb2dCxcucPPmTby8vFi6dGm/ErT19fWkpKTIg/g7ODhQUlKCk5MTU6ZMIT4+fsR8Lg1XkiRx48YNzp8/j4WFBQsXLmTs2LHodLph/dkvSRJXr17l+vXrqFQq7OzsGDt2LGPHjhWJr0EwHL77NTU1sWvXLhobG1m7di0hISHPXb+9vZ3jx4/T3t6Oo6Mjjo6OmJiYoNfrCQ4OxsfH5xWVfHhqb2+nsLBQnvCntbWVtrY2Ojo68PDwwNfXF19fX+zt7YdF/F81kewagNGU7DIYDJSVleHn5yd+TTMywz32Go2Gr776irq6OjZu3Niv1peDKSsri6NHj+Ln58e6deuGRYuD+vp6/vSnP+Hn58eUKVO4d+8eOTk5qNVqXFxcSEpKeuGvXHV1dRQVFTFhwoRhGf9n5eXlsXv3bubPn09iYiLwl3M4NzcXtVrNlClTugxELvSu89j5+vqyf/9+SktL+fDDD5+bmHgeSZIoKysjNTWVwsJCXFxcmD59OuPGjXvpxNRoS3S9SuXl5Zw5c4aSkhKio6MJDw/n2rVrlJeX4+zsTGJiIjExMS89vpTBYOD69etcvHgRa2trlixZQlhYWL+2IUkSDQ0NPHr0iLKyMsrLy2lsbKStrU1eR6lUsmDBAiZNmvRS5e2NXq9n37598rTn9vb2eHh44O7ujoODAzqdrksLSQsLC2bMmCHPYDkS9PTZf/fuXQ4cOMCCBQuYMmVKn7f16NEjjh8/TnV1Ne7u7nKrz87/WlpadplAQaFQcP/+fTIyMrC1tWXGjBnyIP7l5eVcvXqV+/fvY2lpyaRJk0hISBjwPcmYdXR0cPToUe7du8ekSZOYM2eOfI4O9+9+nTo/U+7du8f9+/dpaWnB2dmZpKQkoqOjh3XZh7PXHf/Hjx+ze/dulEolGzdulGeh7U1HRwd79+6luLgYa2trVCoVCoUCT09PAgMDiY+Px83N7RWVfnhpa2sjLS2NGzduoNFoMDU1xdraGhsbG2xsbFAqlVRWVsqTS9jb2+Pt7c2YMWOIjY01mmtIJLsGYDQluwRhOOro6OCbb76hqqqKzZs3D0qXnpdRUlLCnj17sLa2ZsGCBZiYmCBJkvyysLDA09PzlTzwdHR08Oc//xmtVsu7774rj6/UOZ14eno6ubm5XZJCzyouLmbPnj20t7cTFxfH/Pnzh0USrzdNTU384Q9/ICAggPXr14tfdgdRVlYWhw4dYt26dURGRg7KNh8/fszly5fJy8vDycmJt956q9sA8n3VmegKDw9nzZo1ItHVRzU1NVy8eJGcnBxcXFxYtGiR/Ou5JEkUFhZy8+ZN8vPzsbCwIC4ujokTJ+Lq6trvfdXX13Po0CEePXpEQkICs2fPHtR7YUdHB01NTTQ2NpKXl0d6evpLzcbbG0mSOHz4MHfv3mXFihWEhYUN6/viYJEkiT/96U9YWVmxadOmfv+9Xq8nMzOTyspKVCqV3Pqzs5Xes6ytrZk+fToTJ07ssWVBQ0MDaWlpZGRkIEkScXFx/ZrJ1NjV1dWxd+9eGhoaWLFixagYs1KSJEpLS7l27Rp5eXm4urqSlJREVFSU+D4wguTk5HDw4EE8PT1Zv349tra2z11frVazc+dOqqurWb9+PUFBQTQ0NMjjWxYVFaHT6di6deuonDRDrVZTUVEhJ7Csra1RKpWoVCquXr1Keno6ABMnTmTKlCnY2dn1eD2oVCp59vnHjx+zePHiFyYZRxOR7BqA0ZTs0ul0pKamMnPmTKOZlUF4YrjGXqvVsnPnTsrLy9m0aRO+vr6vu0jAkwe6nTt3UldX1+s6Li4ueHl54eXlRVBQ0KB3pZMkiUOHDpGbm8v3v//9Hj+sJEni/PnzXLlyhRkzZpCcnNzlwy87O5sjR47g5+eHqakpZWVlmJqasnjx4h4H45ckCYPB8NqSDHq9ni+//JKmpiY++OADo3j4fBV0Oh1nz57lzp07hIeHs2rVqkHfR2VlJQcOHECj0bB169Z+P6yKRFf/NTQ0kJKSQlZWFo6OjiQlJRETE9PtF9zO+39MTAx37tzh9u3btLW1sXjx4j63mpIkiczMTE6dOoW1tTWrVq3C39+/1/W1Wi0VFRUYDAYCAgIG/JCalpbG6dOnGTt2LCtXrhyUrhiSJHHmzBnS0tJYs2bNkM1OORw8+9lfXFzMl19+yVtvvTWoQwXo9Xq0Wq08eULnZAq2trZ9illbWxs3b97kxo0btLW1ERkZybRp04y+y9Lz5Ofnc/DgQWxtbVm3bl2P3xGG63e/vnr8+DGXLl2ioKAANzc3EhIScHZ2xt7eHgcHB6PpmjVQryP+Go2Gc+fOcevWLaKiolixYsUL49Tc3MzXX39Na2srGzdu7PG6b29vZ8eOHTQ1NbF169ZR1cKrurqanTt3yq2yOllaWqLVajE1NSUhIYEpU6b0a4KXkX79D4Rx1FLolSRJqFQqRM7T+AzH2Ot0Onbv3s3jx495++23h02iC8DZ2Zkf/OAHNDc3o1AoUCgUcreM1tZWKioq/n/s/WdwXNeapQk/CSCR8N577x0tSIIk6L03Ep0kSvdeXVNV013RPT2/JmIqpqYnKvpHT0X3tdKVKHpP0RvQAaABCUt4773LTAAJpD/fD365G0mCJEhRjuKKOMFgJjLz7LPP2Wa977uWOOrq6sjJyWHOnDmsXLnyhZO6Uqmkrq6OiIiIaWltPXr0iIqKCnbs2PHCqIxMJmPFihU4Ojpy8+ZNJiYmWLduHQD37t3j9u3bpKens2bNGq5fv87nn39OTk4Op06dIiEhgUWLFjE8PGzVHpPJxMaNG38UAdA7d+7Q2dnJp59++p7oeoswm83U1NRgb2/PmjVrvpffCAgI4OOPP+abb77h4MGD7N+/Hw8Pj1d+zmg0cufOHR4+fEhCQsJ7omuaaGpq4ujRozg5ObFu3TpRHjYVLOO/u7s7y5cvJzs7m+vXr3Pt2jWCg4NfmU07Pj7OpUuXqKmpISMjgzVr1jyXzWVxY+zq6qKrq4v+/n4x3wQFBREfH4/JZEKr1WIymfD29sbX1xdfX1/c3NxeOB7OmzcPDw8Pzpw5w8GDB9m1a9crS93MZjNnzpxBr9eTlZX1HNl27949CgoKWLdu3TtNdMHzc//Dhw/x8/N7pW7O68IiIv2mcHJyIjs7mwULFvDkyRMePnzIl19+yYwZM1i5cuX7+WASDAYDubm53L9/n/j4eLZs2SKyvp/FT3Ht9zoIDg5mz549dHZ2cvfuXS5fvmz1voODA97e3kRHRxMXF0dQUND77K9J+KH7v76+nsuXLzMxMcGaNWuYO3fuK/tjaGiIQ4cOIUkSn3766Qszjh0cHNi3b59YY3z66afvRAZoc3MzJ0+eFHqQJpNJaHFpNBrs7OzIyMh44TP+Mvzcn/83wXuy6z3e4z1+EjAajZw8eZL29nb27t370gyBHwu2trZTihC7uLjg7+8vrLLNZjOFhYXcvHmTpqYmtmzZYqU5NjY2Rl5eHsXFxcL5ztfXl7S0NFJTU6e0c29tbeXGjRvMnz9/WmUJWVlZODo6ClFPe3t7SkpKyM7OJjs7G6PRCICrqysffPABNTU1XLlyhS+++AIAd3d3AgMDmT9/PoODg5w9e5bOzk5WrVr1gxAPZrOZqqoq7t+/z4oVK340zbZ3FSUlJYyOjrJr167vddPo6urKxx9/zIEDB/jmm2/Yv3//lPe3BV1dXXz77bcolUqWLVvGggULfjG6Et8FRqORy5cvEx4ezu7du187u8HOzk4YP5w+fZrPP//8hQvp1tZWzp49i8FgYOfOnc9lhEqSREVFBdeuXUOr1eLn50dQUBAzZ86ktLSU3t5euru76e7uxsnJCRcXF2QyGU+ePBHjkr29Pd7e3igUCuRyuTgUCgWzZs0iISGB/fv3c+zYMf7+978zZ84cPD098fLywtPTU7TfsknIy8ujpqYGd3d3vvnmG4KDg8nKyiIhIYGSkhJu375NdnY2MTExVFdXo9ForIToLZpmY2NjjI6OMjo6ytjYGCaTiaSkJGJjY3+WhOzg4CD19fVs3rz5J0sIyOVyZs+eLe6fnJwc6urqWL16NampqT/Z8/4hIEkSdXV1XL9+nZGREZYtW8bChQt/EdckKCgIX19fDAYDK1euxGg0MjIyglqtpr+/n8ePH5OXl4ezszOxsbGEh4djNBrRarVotVphqpKdnf2zr9L5MdHe3k5rayseHh54eXnh7e2No6MjGo2Ga9euUVlZSUxMDOvXr39psMtsNtPa2kpFRQXV1dW4ubnx0UcfvbJvnJyc+Oijjzhw4MBrBdV+qigrK+PixYtERUWxY8eOtyoJMDQ0RG5u7ksdt99FvCe73uM93uNHhUU/5tatWwwMDLB79+6fhX37y2BjY0NmZiYxMTGcO3eOr7/+mgULFjB//nwePXpEQUEBNjY2LF26lNmzZ9Pe3k5FRQW5ubncunVLOLPpdDr0ej06nQ6NRkNERAQrVqyY9nnMnDkTBwcHzpw5A8DmzZsFITcZMpmMpKQkIiMj6evrw8/PzyotWpIkQkNDuXbtGj09PezcuRNXV1fxvlKppKamhu7ubhYuXPjGIvGSJNHd3U1FRQVVVVWMjY0RHx/PggUL3uj73uN5mM1m7t69S35+Pt7e3kRFRX3vv+nm5sYnn3xiRXg9u4A1Go0iMyEgIIDPP//8F6Up8V3x4MED1Go1e/bseeMyHltbW3bs2MFf//pXLl68yI4dO57bNGu1Wk6ePImfnx/btm17rh9HR0e5dOkS9fX1pKSksGbNGpydnTGZTJw4cYKhoSHR/xcuXKC1tZW0tDSWL1+Ora0tKpWKgYEBBgcHGRoaQq/XYzAY0Gq1jI6OolKpKCoqYt68eWRnZ/OrX/2Kb7/9ltu3bwuiDJ4GIMxms5W4PYBKpQKeltiePHkSBwcHtFotrq6uFBQUkJubCzwdE18U+baxscHV1RVXV1eMRiMnTpzA2dmZ9PR0ZsyY8Ua6Zz8WHj58iIuLy88im83GxoZZs2YRHx/P9evXOXfuHGVlZaxfv35KTUCj0cjAwADd3d309PSgVCpZsGDBW89g+7EwNDTEtWvXaGxsJCYmhn379r2xNuLPDTqdjtOnT9PU1ISDgwPffvstH3/8sdXa0SLE3tDQQH19PWVlZcDTbCBHR0ccHBwYGRmhubmZTz755GdNkPzQkCSJ5uZm8vPzaWtrw97eHr1eL953dHTEbDZjY2PD1q1bX0hKS5JET08P5eXlYs1ncWSdN2/etANxLi4uIqhmIbx+bgSmJEnk5uaSm5vLzJkzWbdu3VsLoCiVSnJzcykvL8fFxeUXZ+T0XrPrDfAuaXaZzWYGBwfx8fF5Hz3/heGn0PddXV3cunWLlpYWQkNDWbVq1U+qdPFtwGw2c//+fe7evYvZbMbOzo7MzEyReTUZOp2O2tpa6uvrkclk2Nvbo1AosLe3x9HRkfT09DfKwunq6kKSJKtr+yb939nZycmTJzGbzaxbt47h4WGqq6vp6enBzs4OhUKByWRi3759L9RVUavV1NfXo9FoMJlM4jAYDLS2tqJUKnF2diY5OZmUlBRCQkJ+EVHqHwJqtZozZ87Q2dnJkiVLiIuLw8/P7wd7/lUqFQcOHAAgMDAQk8mE0WjEZDKhVqsZHR1lyZIlZGVlvZ+PXgMqlYo//vGPzJ07l5UrV07rMy97/qurqzl16tSU+l05OTkUFhbyT//0T1aEtyRJPHnyhOvXr2Nra8uGDRtISEgQ7507d46qqir27NljJZT/8OFDbt++jY+PD7t3735p1h88JTAePHhAfn6+MAyxGCtYBOybm5vp6+sjODiYsLAw8vLy8PT0ZOfOnej1evr6+ujv76etrY3e3l5kMhlRUVFCbzEgIEAQWZOdFyVJwtXVFUdHR6sxqa+vj5KSEioqKpiYmBC/GxgYSFBQEF5eXj/IGDYyMsLo6OgrNa0sfe/o6Mi///u/k52dzaJFi77383vbaGxs5PLly4yNjbF69WpmzZqFTCZjbGyMU6dO0dnZidlsRiaT4ePjg62trQio/ZCEl16vp7a2FpVKJcT7R0ZGmJiYwM3NDU9PTzw8PPD09MTd3V3Mh5PvPZPJZKV7NjExQXl5OW5ubqxevZr4+Php32M/hbXfd4FKpeLYsWOo1Wp27NiBl5cXBw8eRCaT8fHHH0+ZfQ8InaPJ10mlUnHw4EFMJhMff/zxL4IsnE7/S5Ik5uZn0dbWRl5eHt3d3QQFBbF48WLi4uLQ6/UMDw+Lw2AwkJmZOWWJuU6no6KiguLiYnp7e8WaLy0t7TuVnapUKr7++mtsbGzYvXv3jx4wM5vNNDU14ePj88L7Ep6uzU6cOEFPT8+UWrtvCrVaTV5eHmVlZTg6OrJo0SJmzJiBSqX62T7/b4L3ZNcb4F0iu97jPX4M9Pf3k5eXR1VVFb6+vixfvpy4uLh3mtTo7e2lsbGR9PR0q03izw0ajYbTp0/T2tqKXC4nOjoahUJBW1ubyJqQyWRkZGQwa9YsAgMDGRoaoqamhtraWnp6epDJZDg6OmJvby90XWxtbfH39yc1NZWIiIhfxCSsUqkYHh5+a9lVSqWSW7du4ejoSGhoKGFhYbi7uyOTyaipqeHChQsoFAq2b9/+o5WFKpVKbty4gdFoxNbWFjs7O+zs7ESp0rvoqPR94+TJk3R2dvIP//APb63k4cqVK5SUlPCrX/1KGG2oVCr+5//8nyxcuJAlS5aIv52YmODcuXM0NDSQlpbGmjVrBCkvSRJXr16lsLCQHTt2TFmC3dfXx/HjxzGZTOzdu3da94BKpeLatWvU1dURGRmJTCajvb0do9GIk5MTrq6uDA8PExgYyODgIL/73e+mHHctm7pnN8FvAqPRSG1tLdXV1XR3dwthYXt7e/z9/UXGneV3bGxsiI2NJSMj4zuLare3t3PixAnGx8dJTU1l5cqVL2xvX18fg4OD9PT0UFhYyD//8z//bPWvDAYDN27cEMLXGzdu5MqVKzQ0NLBkyRJBXsrlciGV0NLSwu7du19r3LWQTK/bTyMjIxw9epS+vj4cHR1xd3fHzc0NNzc3HB0dGR0dRalUolQqGRkZee7ztra2yOVy7OzssLGxwcbGBltbW2xsbEhKSiIrK+udE2SXJInz588zMDBAREQEkZGRhIWFYW9vT2dnJ8ePH0cul7Nnzx4hSG4hrYxGIx9//PFrZVeOjIxw6NAhtFotH3/88Tslcj4dGAwGLl26RFtbGwaDQRwvQ3h4OIsWLcLHx4eKigrGxsZYsWLFSwXPJUmit7eX4uJiKioqMBgMxMbGMmvWLGJiYt7ams9ChqpUKnbs2EFsbOxb+d7XgU6no6SkhEePHqFWq7G1tWXhwoUsXLjQ6hp1d3dz+/ZtmpqaAIQecExMDOnp6cTFxb2WiLzZbKanp4empiZaWlpob2/HwcGBrKws5syZ886NFdPFe7LrDfAukV2WhcKqVat+sQ/BLxU/dN+PjIxQWVlJeXk5fX19uLm5sWTJEtLT038RxMZPDa/b/2azGaVSycDAAAMDA7S3tzM+Pk5/fz9Go5HIyEjS09OZmJggPz9flA/Z2dlhNBqRy+V4e3ujVCrR6XTY2dmxceNG0tLSpvw9SZKorKxELpeLDJF3CTU1NZw/fx6dTsf69euZPXv2d/q+uro6zp07h4ODA3Z2dsI11NXVFS8vL9ra2khMTGTjxo04Ojq+H/vfETQ1NXH48OHXdhB8Vf8bjUb+/ve/o9fr+fzzz1EoFJw9e5bm5mb+t//tfxMaVt3d3Rw9ehSNRgOAj48P0dHRxMTEEB4ezr1798jLy2PDhg3MmjXrheczNjbGkSNHUCqV7Nq1a9ql7PX19dy9exdnZ2eioqKIiorCz88PvV7P//f//X9otdoXugwajUaOHTtGc3MzYE0s+Pv7s3bt2u+U6TE+Pk5vby89PT1inAREeaROp6OlpQVHR0fmzp3LnDlzXstVywKLw663tzdubm60t7cjSRKLFi0iKysLmUxGR0cHtbW11NbWolQqxWc9PDxYtmwZ8fHxok9/jqiqqhJk/ujoKJs2bWLGjBnA07mrt7eXvr4+oqKiuHTpEq2trezZs4fIyMiXfq/ZbKasrIy7d+8yOjqKQqHAzc1NlLFatOim2pD29fVx5MgRZDIZe/bseSWJazQaGR0dxdbWFnt7e+Ry+feiA/dTH/sLCwu5cuUK8fHxdHV1MTY2ho2NDUFBQfT29hIYGMiHH374XMbQ6Ogohw4dYnx8nH379r3Q9Eev1wvdPZPJRGRkJOPj4xw6dIixsTE++uijd7rMa3L/W0yhenp6mDNnDg4ODkIf0d7eXpgwTYajoyNqtZry8nJaWlqws7NDkiSioqL44IMPxP87OzvFc2fJptXr9bi6ujJjxgxmzpz5ykzeN4VOp+Ps2bM0NDSwatUqMjMzpxXMMJlMwrjldYMfkiShVqspLCykuLgYg8FASkoKc+bMoa6ujgcPHuDu7s7atWsxmUzk5ubS29sLPB2Hd+7ciYeHB5WVlTx58oTu7m4cHR2ZPXs2S5Yseek+aXBwkNu3b9PS0iI0eiMjI4mKiiI9Pd0qCPZTf/6/D7wnu94A7xrZdeXKFdatW/eLuenf4yl+iL6XJImqqipKSkpoaWnB1taW+Ph4UlNTf7aCvu8KXtX/KpWKtrY2Wltb6erqYmhoSIhaWggseF7bJj4+nuXLl3P9+nVaW1tJTk7G0dGR2tpaRkZGSEtLIysri3v37lFeXs6cOXNYvXq11b3Q3d3N1atX6ezsBCA9PZ21a9e+MGtFp9MxODiIq6srLi4uP2ny1GQykZOTw6NHj0hKSsLJyYmioqJXkgEvgtls5s6dO9y7d8/KhWt8fJyOjg46Ojro6ekhMTFRlPnA+7H/XYDRaOQvf/mLMAF4ncX5dPq/qamJY8eOYW9vT3p6OgUFBYKYlSSJwsJCrl27JkqkMzMzaW5upqmpiZGREWxtbTGZTCxfvpyFCxe+8px0Oh0nTpygvb2drVu3TsuI40Xo6Ojgq6++ApiyHFOSJM6ePUtNTQ2rVq0SY5olq6G8vJzR0VFWrFgxLfewN8Xw8DAPHz6krKwMmUzGjBkzCA8PR6FQ4ODgIP51dnZ+7hwkSSI/P587d+7g6emJUqnE0dFRCG8Dohxep9Ph7OxMfHw8cXFx5Obm0tPTQ0BAAL29vcjlcmJjY/Hz88PT01McU/3uTxUDAwP89a9/FfecTCajra2N9vZ2dDod8NRVedeuXVy/fp22tjb27t07JbEqSRI1NTXcvn2boaEhUlJSiImJYWxsjJGREfFvV1cXrq6uLF68mIyMDDGPNTY2curUKby8vNizZ89PKpv7xxj7TSYTSqUStVpNSEjIC+fygYEB/va3v5GRkcH69euRJImhoSFaWlpobW3F1dX1pRlEGo2Gw4cPi/LkyeYWNjY2jI2NWWlLAWRmZrJmzRrGx8c5fPgwSqWShIQEK8MLLy+vn23247Ow9P/ChQs5ceIEY2Nj7Nmz55USIkNDQzx48IDy8nKMRiMRERGkpaWRlJREZ2cnx44dIzo6mqSkJO7fv8/AwAA2Njb4+Pjg7++PwWCgo6MDNzc3vL298fLywsvLCx8fn+/FMdNsNnPz5k0ePnzIrFmzWLt27ZR7DpPJRGtrK1VVVdTW1jIxMYGXlxfJyckkJSVZkaZms5mRkRGGh4dRKpXP/avX64WJSmZmphVHMDg4yJUrV2hpaQGeGm+YzWZWrFgxJRk3MDBAaWkpBQUFxMbGsn379ikDEl1dXRw5cgRHR0dSU1OJjo4mKChoyrYODg5y48YN5HI5W7Zs+cWs/d6TXW+A92TXe7wL+D77XpIkGhoauH37Nn19fWJSTExMfCOr3HcVnZ2dVFdXo1AoRKTY1dUVNze3N4rwvwoWAfjq6mpqamoYGxtj4cKFzJ07FwcHB9rb2ykpKbEqSfTz8yMsLAxfX198fHzo6Ojg7t27zJw5k9WrVyOXy9FqtWg0Grq7u7l16xbj4+MsWLCAnp4eGhoaAEhMTGTp0qV4eHjQ29uLr6+vcGwLCgpi586d2NnZcevWLUpKSvDz82Pt2rWo1WquXLmCs7Mz27Zts1qQjY6OUlBQQHFxsdjMyGQyXFxccHNzw8fHh3nz5r0ySqvX63+QrAa1Ws2pU6fo6elh1apVzJ07F0CUeW3cuJGZM2dO+/s0Gg1nzpyhtbWV5cuXs2DBgmkvGN+P/T9/3Lt3j9u3b/O73/3utbVJXtT/FsOQR48e0djYiEKhEHpVAKmpqcyZM4cHDx5QW1sLwMKFC1m6dKkgmSVJYnBwkMbGRhwdHac0xXgRTCYT58+fp6KiQriwTtb2k8lkREdHvzRQMjg4yDfffIOXlxe+vr6Ul5fz+9//3koz5datW9y7d29KN0l4OibcvHmTwsJCwsPD2bx583OaKzqdjtHRUavyMltbW2QymZXjm1arRa/XExgYiJ+f35TPqEaj4d69eyIj4FnIZDK8vb2JiYkhMjISPz8/7t69y5MnT1AoFJjNZtasWcOMGTMwGAwMDQ3R0NBAUVERo6Oj2NnZERkZKUrCDh06REREBLt27UKpVFJZWUl9fT1KpVJk6cHTwIaDg4Mg3hQKBU5OTmRmZv7k9DXz8vLIzc0lMTGRqqoq5HI5oaGhhIeHExERgZOTE8eOHUOv17Nr1y5u375NR0cHKSkpom0KhQI7OzvKysro7u4mOjqa5cuXi1LeZzE0NMTdu3eprKzE09OTJUuWYDAYuHz5MjExMezYseMnlzH3tsd+g8FAcXExExMTotzTbDZjNBpRq9UMDQ2hUqnEGOLr68u+ffumNCn58ssvMZlMfP755298bjqdjvr6enQ6nSCvLesTvV4v1iuT9ahWr17NvHnz0Gq15OTk0Nvbi1KptCKO58+fz8qVK0WAr6mpifHxcSF4bzmcnJzEM67RaLhz5w46nY5Fixb96BpSJpOJGzduUF1djU6nQyaTkZaWJnTjAgIC8PT0tBqjurq6uH//PjU1Nbi4uDBnzhzS09OtsrImE0sAMTExLFy4kODgYMbGxrhw4QItLS2kpqZiZ2cndL1GR0eBp+7hr2O+9DooKSnh8uXLuLm54eHhIcwJLIGByQRXUlISgYGBNDQ0UFtbi1arxd3dXWSrqVQqEfSVyWS4u7sLQtRCikZFRb2QzO3v7+eLL75AkiR8fX3Ztm3bK8tmGxoaOH36NN7e3uzZswcXFxfxXktLC8ePH8fPz489e/a8kJDV6/Xk5eXx8OFD3N3d8fX1ZceOHb+Ytd97susN8J7seo93Ad9X37e3t3Pr1i3a29sJDw9n+fLlP5o+0E8RkiTR2tpKfn4+LS0tuLi4IEmS1QYDIDk5mWXLluHl5SVe0+v1KJVKVCqV+Fer1WIwGKyyEuzs7HB2dsbJyQlnZ2ecnZ2FbpZarcbJyYm4uDja29tRq9XCXWx4eFiUIYWHhxMeHm5Fut27d49bt25ZLfqexeRJ1c3NjfDwcPz9/RkdHaW9vZ2enh7MZjNubm5s3rwZe3t7Tp48KRbIAEuWLGHOnDli8zw8PMy5c+fo6uoiOzubhIQECgoKKC8vRy6XM2vWLJKSkhgfHxfiv6Ojo0LwPiEhgcWLF1ttWPR6PVVVVZSWltLR0UFQUBAzZswgNTX1lbpHRqOR5uZmampqqK+vJyEhgQ0bNryUaGpubub06dPY29uzY8cOq42iJElcvnyZ4uLiFzpmwv8qi+rr66O3t1foPOzYseO1HUzfj/0/bwwODvK3v/2NWbNmsXr16tf+/LP9L0kSpaWlPHz4kMHBQQICAsjMzCQlJYWGhgZOnjz5nOOWQqFg586db13sW5IkcnJyxMbpWYSFhfHBBx9MKXzc39/PwYMHcXJy4uOPP0Yul/PnP/8ZDw8PPvnkE2QyGUVFRVy+fJlVq1Yxf/78l55LS0sLFy5cQKPRMHPmTLRardioPTtmTwdOTk5Chyg0NJTh4WFaWlpoaWlhcHAQQIzZTk5Ooqyor6+PgYEBqyxay6Y7MjKSTZs2TekmZwlwtLS00NzcTHt7u9jkf/LJJ1OOG5PnGZVKxcTEBDqdTpB2AwMDDA0NsWbNGmbPnv2TyPwaHh7mz3/+M5mZmaxYsYKRkRGcnZ2fI0U1Gg1HjhxheHiYnTt3UllZSX9/PzqdThwGg4Hg4GCWL1/+yjJHC/r6+rhz5w51dXUAzJo1i3Xr1v0ks4zf5tg/MjLC8ePH6evrE9fbQv7a2dkJMsDb2xtvb29sbW05c+YMkiSxd+9eK/Ln2rVrFBUV8etf//qtlhHW1tZy8eJFTCYTgYGBeHt74+Pjg4+PD/39/eTk5ADwwQcfCLMLC7RaLUqlkoaGBu7cucOcOXOIjIwkNzeXvr6+KX/Py8uLBQsWYDQauXv3LvDUAVKtVpOens6SJUumXb4nSRJjY2O4uLi8FU3BkydP0tTUJMyS3N3dhdutZWxXKBT4+/sTEBDAwMAALS0tok3p6enPZdX19PRw6tQplEolwcHBdHd3k5iYyLZt2ygtLSUnJwcHBwc2bdr03Fyh1+t5/Pgxt27dYu3atSIA+LrQarUMDQ0JF1+dTicy+uzs7BgbG0OlUmFnZyeCEBMTE9jY2BAfH09ycjIBAQFW19hkMpGfn09+fj5msxm5XE56ejrx8fGCHHyd6hSNRsOXX36JXC5n4cKFeHt7v9JMxILe3l6OHj2KjY0Ne/bswc/Pj9raWk6fPk1ERAQffPCBMODo7u4WDrRDQ0PY29szMTEhSnZTU1Npampi06ZNv5i133uy6w3wLpFdkiQxOjqKq6vrT2LB8h4/HN523+v1ei5cuEBVVRX+/v4sX76cmJiY9/fV/x+SJFFfX09+fj5dXV0EBASwaNEiEhISsLGxwWQyodFoGB0dpaenh7y8PMbGxkTKf29vL2NjY+L77OzsRJRqcqq+pRxHo9FYHfb29oSFhZGamkpycjI2NjYMDAzw+PFjSkpKxCYqJSXluQikJEncuXOH/Px8srOzyc7OfmW/Dg4OcvXqVaGH4+rqSnh4OGFhYfj5+ZGbm0tLSwtz585l/vz5XL9+HScnJ5YtWzblJtZkMpGXl0d+fr5wRZs3bx6zZs16ITllNpupqKggLy+P4eFh4uPjSU9Pp6GhgaqqKvR6PVFRUcTFxdHU1ERjYyN2dnYkJyeTnp6Ok5MTOp0OvV6PTqdjYmKClpYWGhoa0Ov1eHt7ExISwpMnT1ixYgVZWVlTnkdHRwcHDx4kLCyMHTt2TBl9kySJS5cuUVJSwvLly8Xi2HIolUoRBbVoCgUGBrJ48eI3KpF5P/b/PNHZ2cnDhw+pqanBzc2N3//+928kSj+5/y1ka0lJCYmJiWRmZhIWFoZMJsNsNvOXv/xFkEeVlZXk5OTg7u7OBx988L2ugZRKJSaTycrEYmBggNOnTyOXy9m1a5eVDlJPTw+HDh3C3d2djz76SBD1LS0tHDx4kLVr1+Lp6cmxY8eYM2cOa9asmda9r9PpuHnzJrW1tXh4eIjyGy8vL9zc3JAkSWSeWRzzFAqFVQaBra0tXV1dgtiyOOQCeHp6iqyryMjIKcc/eEpSVFVVUVRURFdXF3Z2dqxateq1CCeDwUB7ezvDw8NvTFRZskMeP35MWloaGzZs+FE3TZIkcfToUQYGBvjDH/7wykyqyeWyO3bseE4T0mw2vzFJ1dXVhUqlIikp6Sc7rr6tsb+7u5tjx44J57vpElSjo6McOXIEtVrNrl27CA8Pp7GxkSNHjkyLgJ4udDod165do6ysjPj4eDZu3Djls/XgwQNycnKwsbHhs88+m5KAmByQAoiIiGDJkiUEBQVZkSfj4+M8fvyY1tZWAIKDg9m5cycuLi4UFxeTl5eHVqsV656pSKyxsTGamprEMT4+jqOjIyEhIQQHBxMcHExAQAAmk0lkkFqCntHR0VOuLwwGA8ePH6etrQ0Af39/9u7daxXMHBsbo7e31+pwdHRk/vz5Yp36LMxmM1988QVms5ktW7YQGBhIbW0tp06dwtnZmdHRUWbMmMHq1atfOk9du3aNR48e8eGHH75Qo9VoNKJSqQShNfmYHHhwdXXFwcHBKgBsMBgwm83Mnz+f5cuXv5KkmlwinpCQwLJly7h+/TpNTU2kp6ezevXq1yprNRqNHDx4kMHBQby9vens7EQmk7Fw4UKys7OnRZqp1WqOHj2KWq0mIyODR48ekZyczPr167l37x6PHz/GaDQK91lXV1dhfuHi4iL0DPV6PTt27PhJj1FvG+/JrjfAu0Z2vS0novf4eeFt9r1Go+Ho0aMMDg6yfv16UlNT399Pk2A0Gjl//jyVlZWEh4ezcOFCoqOjra7RxMQEHR0dtLe309HRIWzT4WkEPzQ0lIyMDHx8fPDw8Jh2pM8i9iqXy0V5jFwux9fXF6VSidFoZOHChcyaNYvKykoePHjAyMgIiYmJLFq0CH9/f3JycigoKHgpoTMVJEmiq6sLFxeX5wQ/JUni0aNH3Lp1C3d3d7Zu3TqtKFd3dzcqlYr4+PhpR9WeJb3c3d3JyMggIyPDKhtiZGSEsrIySktLRRnnswgMDCQhIYHExESRfm4piZpqoTYwMMBXX32Fn58f+/bte+mmUJIkLl68SGlpKTKZDDc3N9zd3XF3d8fDwwN/f3/8/f3x8vL6zhkD78f+nw/MZjO1tbUUFBTQ0dGBl5cX8+bN+04ufpb+N5vNnDlzhqamJjZu3Eh6ejomkwmj0YjRaKSqqopr167xm9/8hqCgIPFZ4Ee7b9RqNceOHUOpVLJ161YSEhLo7Ozk8OHD+Pj4sHfv3uc2IpcvX+bJkycAQkh5us+QWq3m3r17DA4OMmfOHBITE79z23U6HV1dXXh5eU2ZkfUqWLIUJpe0TBdv69mvqKjg4sWLeHp68uGHH1plIf+QqK6u5tSpU+zatYv4+PhpfcZoNPLtt99SXV1NSEiIICYt5GRSUtKPXnL2feFt9H9VVRXffvst/v7+7Nq167XvQ61Wy4kTJ+jo6GDt2rXcuXOHgIAA9u7d+1bGlfb2ds6dO4dGoxHlvS/73tzcXO7evYtcLn+u5Lm3t5cLFy7Q09ODj48Pg4ODzJw50yqb22Qy0dTURHl5OVVVVWKd1tTUhKOjIykpKYKAaG1tpaSkRKzHLCXCFg2n4eFh4OlaIzo6msDAQPr7+2lvb6ezs/OlTokKhYJ58+Yxb948IRmi1+s5evQoXV1dmM1mIiMj2bZtG46Ojt/5WpeWlnLhwgU+++wzqwqOmpoa7t27x9KlS6c0B3kWkiRx+vRp6uvr2blzJ+Xl5SJDy3JMLju1t7cX2YKWw8fHBy8vrylJNUmSePjwIbdu3SI4OJgdO3a8cP9uMBg4f/48VVVVVsFdSZIoKyvj+vXryOVy1q9fPy3zJEvbampqgKeZf6tXr6a7u5vc3FwCAgLYtm3btBxEdTodX3zxBUNDQ8jlcsLCwujt7UWn0zF//nw8PT3p6emhuroajUaDr68vK1asIC4uTpzL+Pg4NjY2ODg4/GLWfu/JrjfAu0R2vS9l+eXibfX98PAwR44cQafTsXfv3hdqW/xSMTExwYkTJ+js7GTLli1WjmkWPYe2tjZRwuLi4kJoaCihoaGEhYXh5ubGgwcPePz4MfHx8ezYsWPamzRL2WFmZiarV69mbGxMuOJYXML27NljtbAzGAzcu3ePwsJCkeZtNpunFHmeDKPRSFNTEzExMa+V2j0wMMC5c+fo7e1l7dq1L/2N7wqz2czg4CA+Pj4vvYaW0h9Lhoa9vb34d6q2SZLEqVOnaGxs5LPPPhMRbrVazVdffYWDgwP79++fdiRQo9Hg6Oj4vZXASJLEjRs36Ozs5KOPPvrJacq8i+jp6cHFxeW1s/B6enq4ePEiPT09hIeHM3/+fOLi4qa9SDUajbS2tuLv72/125YFvaUkLSQkhP7+fiuNGgtSU1PZtm3ba533d4WlfAew0sSylEfp9Xq+/fZbampqmD17NuXl5QQEBLBnz54pNztarZY//vGPKBQKdu/ejZeX1wuvoVqtFo5W9+7do6ysDIVCga+vL+3t7fj6+rJ48WKSkpJe6xlVq9VWAY3+/n7mzp3LqlWrftBNx9tc9/X393PixAk0Gg0ffPABUVFRb+kspwetVsuf/vQngoKC2LVr12t91mw28+jRI/r6+qyyc8bGxjCbzezbt+8np0v2NvBd+l+SJHJzc8nNzSU1NZVNmza9UCz+VZgcBHRycuL3v//9G5G3z6K8vJxvv/2WkJAQtmzZMm0SNicnhwcPHuDk5MTnn3+Oq6sr9+7dIzc3Fx8fH9auXUtERARlZWWcP3+ejIwMkpOThbC5VqvFzc2NuLg4QTyoVCoePHhAc3Ozld6Tra0tdnZ2Qmt0MubMmcPixYtxcXHBaDRSXFxMXV0dbW1tmM1mfH19hTv28uXLiYuLw8HBAbPZzMOHDykqKsLOzk4ERE6fPk1vby8mk4m4uDg2b97MjRs3Xtn/RqMRSZKs/qa7u5vx8XFiYmLQ6XT8z//5P4mIiGD79u2v2UtT/95XX31Fb28vDg4OJCcnW2npKRQK3N3d8fb2nnawV5Ikent7qaioEHqP58+fx2AwsG3btueIOKVSycmTJxkaGmLLli1T6jmOjIxw+fJl6uvrmT17NmvWrHnhmleSJE6ePEltbS12dnYsXbqUzMxM8fddXV2cO3cOtVrNypUrmTNnzgvbJUkSt2/fFmZEAwMDghi1sbHBzc0NlUqFs7MzKSkppKWlERgY+Nz3/RL3/e/JrjfAe7LrPd4FvI2+t9jOKxQK9u3b95yA77sGrVZLX1+f0ISy/KtQKMjIyCA0NNRqYlEqlRw9ehSNRsOuXbsICwsT72k0Gg4ePMjY2BiJiYmC3PLw8Jhysqurq+PEiROCuHoZJEni1q1b3L9//4Vlh8/2v8lk4u7duxQWFqLT6bCzs8PT0xONRsP4+DixsbEsW7bsuVIFSZKoqKjg9u3bIr1606ZNL5ywjUYjV65cwcnJifT0dHx9fa3KYrZu3UpaWtor++KnBr1ez4EDBxgbGyM7Oxu9Xk9hYSFms5nPPvvsJzVX3L9/n5s3bwKQlpbGxo0b33jD8h4vhyRJPHjwgJs3b6JQKFi1atUrswzg6f109+5dCgoK8PPzY/369a+tfdjU1MSVK1fEgtjf35+YmBiioqKEXp1lCRgcHEx0dDTu7u5iI2ZnZ4dcLic8PPyNnHMtGzJLmY1F98loNGJvb291SJLEwMAAvb299Pf309fX95xrmgWTDT3Gx8fp6+vDx8eH9evXExQUJMhbs9lMW1sbVVVV1NTUMD4+bvUdfn5++Pr64ubmhp2dHTY2NrS3t1NfXy+ui5OTEwsWLGD27NnY29vT0dFBXl4ejY2NwgDD29sbZ2dnXFxcRDaFpRzdUg7U3d3NyMgI8DSyHxYWhqOjIw8fPiQ5OZktW7b8YM/gd537jUajEOKHp/OixShjz54909a5+q4wGo0cPXqU7u5ufv/7309bB+lV0Ol0HDlyhP7+fvbu3Tvlc2cwGMjNzcVsNr9Qv/Knijft/8kE89KlS1m0aNF3brclwzs4OPitaLtatAwTEhLYsmXLa5HRk6UEAKFRmJWVxZIlS6yez/Lycs6dOwc8zcyyt7cXJKkFdnZ2QhssMTGRhIQEVCqV0PzTarVCn89y3L17l+rqavbu3UtkZCSXLl2itLSUyMhI4aTq7u6O0WjkzJkz1NfXs23bNivn2tHRUWF2YTKZRFZ/cnIyW7duxWw2c+XKFZYvX87g4CDd3d309vZiMBiEzqtcLqeoqIiJiQlmzpxJbGwsxcXFIjtp48aNKJVKCgoK+Id/+IdpZ6caDIYX3nMdHR3CQMLJyYl169bh6+uLp6fnawf+hoeHqaiooLKyksHBQRwdHdHr9cKxsLGxkYGBAVHe6uTkxJMnT7h69SpOTk58+OGHLy3LlSSJ4uJirl69SkhIiChVnQy1Ws2RI0cYGBgQmf1TBbsMBgM5OTkUFhYSGBhISkoKSUlJVtfUbDYLqYGwsDD6+vqwtbVlzZo1BAYG0tjYyODgIPHx8URHR7/0ev0S9/3vya43wHuy6z3eBXzXvm9sbOTkyZPCBeT7cA/8qcBgMPDo0SPu3bsnInH29va4ubnh6uoqBON9fHyYOXMm6enpKJVKjh07hr29PXv37sXb21t8n4Xo0mg07N+/f1rpywCPHz/m6tWrwjloKkiSxJUrVygqKnqp/sXk/lcqlZw9e5aBgQHmzZtHfHw8wcHB2NraIkkSlZWV3L17l+HhYZKTk1m6dCne3t60traSk5NDd3c3CQkJBAcHc+vWrReen9lsFhlQFqHQoKAg0tPTSU5O5ubNm5SXl7N79+5ppb7/1NDa2srhw4et0u39/PxITk4mPj7+hU5sPyRaW1s5ePAg8+bNo6uri+7ubvz9/b93/aVfIoxGIxcvXqS8vJysrCw0Gg1lZWVERUWxevVqurq6mJiYwMPDAw8PDzw9PXFwcKCpqYlLly6h0WjIzs5m/vz5r0U2qdVqrl+/Tk1NDRERESxbtgyVSiV06Sz6JjY2NixbtoyMjIwX6kS9KUZGRjh58iRdXV3PvWfJFp3qdYtNvb+/Pz4+PkI3zHKYTCbGxsYYGRkR/z7rIOjh4YG3tze9vb1oNBrc3d1JTk4mOTkZR0dH+vv76e/vZ2BggIGBAUZHRzEYDFbkmiWL7Ne//vWU5WxdXV3k5uYKt9nJbZDL5WKecHR0JCAggICAAJGxO3lTVFNTw5kzZwgLC+PDDz98I/2118V3mfubm5s5fvw4np6epKenk5aWJjJQjh8/Tnt7O3v37iU8PPx7OvunkCSJs2fPUlNTw0cfffTWf0+n03H06FF6e3vZu3evVaCqra2NCxcuiEydn1uA5k36f3h4mOPHj6NWq0Xp8E8NRqORL774gomJCbEeCQkJeWkW52RIkoRSqSQnJ0c4zcJTYjwxMREbGxthgKNWq8Uz7uzsLBw/w8PDsbe3Z2BggMHBQQYHBwXZ/ar7RJIk1Go1Fy9epLOzkyVLlnDjxg3Wr1/P7Nmzrf52dHSUiYkJcnJyaGpqYt68eURGRhIVFSXmCrVazeXLl2loaCA9PZ1NmzYxODgoNB8t529nZ0dAQAAKhYLx8XHGxsaEPij8LyMMS7aYTqejsLBQaE4tW7bsldd2YmKCGzduUFZWRmBgIGlpaaSkpIixsKamhrNnzxIUFMTatWs5efIkSqUSeDoWe3t74+vrS1pamijJmwparZYLFy5QU1ODvb09kZGR6HQ6oaH2IlicGdPT01m7du20x+GOjg5OnjyJTCbjgw8+ICQkRJi9XL16FaPRSFxcHLt27XrlPdjc3ExhYSENDQ2YTCaCg4NJSkrC2dmZO3fuoFargafVH8nJyWRnZ7+WbpgFv8R9/3uy6w3wnux6j3cBb9L3RqORmpoaioqKaG9vJzY29idprf22YDabKSsr4+7du2g0GmbNmsXs2bNxd3e3mgwlSaKlpYWSkhJqamqQyWTIZDICAgLYtWuX1UbyTYkuC27cuMHDhw/ZunUrzs7OqNVqIUI/Pj7O8PAwXV1dbNy4kZkzZ77weyz26N7e3uTm5uLl5cXWrVtfWIZqMpl48uQJubm5jI6OEhQURFdXF0FBQaxatUpsNiwuanv27LEirCRJ4sKFCzx58oRdu3YRFRVFfX09T548oaGhAZlMxpw5cxgeHqa1tZWPP/74Z1NCYjQayc/P5/79+zg7OzM2NoaNjQ0LFy6kv7+fxsZG9Ho9Xl5eZGRkkJaW9tayEF4Ho6Oj/PWvf8XPz48PP/yQa9euMWPGDM6cOYPJZOKDDz6w2tS9x6shSdKUi9ixsTFOnDhBb28vmzZtIjU1FYCioiJycnIEsWIxlLBAoVCg0+mIjIxkw4YN0y7BMRgMqFQq6urqyMvLE1lkKSkpVufX1tbGgQMHiImJEQ5ZLxr/R0dHuXz5MsPDw2JMsxyhoaEsWrRoyrKj1tZWTp8+ja2tLevWrcPd3V3o0igUCmHIYTAYhAGEJEl4eXm9cXaTxSXQcgwODuLl5UVKSgpBQUFT9pHZbGZkZIT79+9TVFREUFAQGzZswN/fn4mJCb766ishWv2iTYVWq0Wj0TA2NibGYZ1Oh4+PD4GBgbi5ub1yk9PW1saxY8fw9PRk7969b6WU62V403VfY2MjJ06cIDQ0FEdHR+rq6jCbzcTExJCenk5ISAjffvst3d3d7Nu373tzYZYkievXr/Po0aMpHfTeFvR6PceOHaOrq0tINNy6dYvHjx8TGhrKpk2byM/Pp66ujt/97ndvpL32Y+B1+7+xsZEzZ87g5OTErl27hFblDw2z2YxOp3uhwcvRo0dpbGwEwM3NTWRSWsTdw8PDyczMtBpjhoaGaGlpob29ndbWVkZHR5HJZMydO5dZs2YJUXJbW1s8PDzw8fERWppubm4EBAQIUv5FmLz2+eCDD15IFFrWdg4ODmJ89PPzY9OmTQwPD9PX10dra6soSZwKsbGxbN++nbq6Oh48eEBfXx8zZ84kKSmJgoICGhsbcXV1FdpeoaGhVrIOWq2WL7/8kqGhITEXAYSEhDAxMcHQ0BCxsbEMDAygUqleuc6UJImamhquXLmC0WhkwYIF9Pb2Ul9fj9lsJioqCl9fXwoKCqwyXC1l7JaxfLLLYEJCAmvWrHluDTUwMMCJEycYGxtj0aJF9PX1UVlZiYuLC4sWLWLGjBli7CguLiYlJQVfX1+RoQlPicvMzEzmzZs37bFxdHSUkydP0tPTw/Lly4WxADw1fNq2bdtrBTl1Oh319fVUV1cL4gsgKSmJrKysKUsTXwe/xH3/e7LrDfAukV3vRYp/uXidvlcqlRQVFVFWVsb4+DgRERHMnj1bRLveRdTV1XHz5k0GBwdJSUlh6dKl09p4ajQanjx5wsTEBIsXL7aaTL4L0aXX6+no6BCk2mRtHUdHR5F+bikPfFXkVaVScfbsWTo6Opg3bx7Lly+f1kbTaDRSVFREXV0dM2fOfG4zbTabRYT/17/+tWijRQ9jy5YtpKenW33n2NgYJSUl5Obm4u/vj0wmQ6lU8umnn1otrHU6HZ2dnTg5Ob1SG06lUlFfX09MTMz3JpwsSRJNTU1cvXoVlUpFVlaWWGTZ2tqKc7ToJlVUVFBdXY3RaCQqKoqMjAwSEhJ+kAWHyWTim2++QaVS8dvf/hYnJyfx/Gs0Gk6dOkVnZydZWVlkZGT8aGLTPxcMDQ3x8OFDnjx5gpOTE/7+/vj5+eHn54eDgwOXL19GkiQ+/PBDgoKChMB8e3s7Tk5OuLu709PTQ2BgIFlZWWJNoVQq8fT0fKFT0vj4uNDbGxgYEG5Llki8TCYjMzOTJUuWiM1KQUEBMTExeHt785e//AU3Nzc++eQTYT8/1e80Nzdz9uxZbGxsSEpKQpIkcZhMJmpqajCZTGRmZpKVlYVSqWRwcBClUsndu3cJDw9nx44dbz1jbLqwbJYsWRiWjIzJ/x8dHUWSJOzt7Vm2bBlz5syxms+Ghob4+9//jr+/P/v27Zt2dp1WqxXljNNFX18fR44cwdbWloyMDGEQYDn8/f3JyMh47e+dCpIkiXKi6a776urqOHXqFNHR0ezcuRM7OzsmJiaoqqriyZMndHZ2Ak/nIrPZjMFgIDMzk1mzZlllNb8NWNzzXqUj+TZgMBg4duwYnZ2dIpCxfPly5s6di42NDVqtlr/85S94eHjwySef/CzW0VOt/Xp6eigpKcHJyQlXV1eRtd7U1MStW7eIjY1l27ZtU95/Op2OqqoqwsPDX9rXRqORjo4OvL29xd7JYr7h7u7+UoOakZERUVrq4eFBcHAwQUFBBAcHo9FouHHjBmq1Gm9vbzZs2EBERARarZbOzk46OzuFE2pgYCAffPABrq6uopxfJpMRFBREeHg44eHhgsy1oLe3l3PnzmE2m/n888/faL62GIHU1dWxe/duoqOjrd5vbm7m0KFDZGZm4uDgwOPHj5/TT7S1tcVkMuHo6EhkZCS9vb0MDw/j4uKCm5sb3d3dVn/v4eFBVFSUKFP09/dnwYIFYjx/duzX6XT89a9/RalUIpfLMRqNZGRkUFZWhiRJrF+/Hnt7e1G+GRYWRkdHB9u2bbPSorVgdHSUK1euUFtbS0JCAuvWrRNlfBMTE1RXV1NeXk5HRwfz589nxYoVL31+enp6KCsr48mTJxgMBmJjYwkJCcHT0xOj0cjly5dFeXpLSwvOzs7CfOnZtW1lZSUXL15Er9cTGRlJVlYWd+/eFeOYi4sL69evJz4+flrPtNFo5Nq1axQXF4uSydjYWHbu3AkggkSvA0mSOHz4MB0dHezevfutlYdrtVohVfBzGK/eBt6TXW+Ad43sem8//8vEdPu+qamJo0ePYm9vT3p6OrNnz37tbKSfE1QqFVevXqW+vl6kVL+NDKM3JbrGxsZ48OABRUVFGAwGkTLf09PDxMQEn3zyybQtvy1QKpUcOHAASZLYunXrW9dY0el0fPnll5jNZn79619TWlpKTk7OS8sv4Wlp0OnTp5mYmMDBwQFJklixYgXd3d20t7fT09MjMmk2bdpERkbGlN8zMDDAoUOHBAEQFhZGRkYGSUlJU6anv67VvIXkys3NpbOzk/DwcNavXz+tiLdOp6O6upqysjLa29vx9vbmt7/97fdOeF2/fp3Hjx+zf/9+QkNDn3v+TSYTt27dori4GL1eT3BwMCkpKValBu/xtGzhwYMH1NbW4uzszMyZMzGbzUJnypJNYBHMtmhtNDQ0EB4ezpw5c0hISMDW1pb29nZu3rxJR0cHoaGhLFu2jIiICPFbRqOR7u5uWltb6erqore3V3y/XC7Hz88PLy8vPD09xeHj42NFMFks3eEpEWEwGPjd736Hl5fXlOO/xXL97t27wrVrKsJqYmKCBw8eUFBQIM7VAicnJ1JTU4mOjiY4OBgHB4cfLChiKbEpKCiwKm20s7OzysiwHO7u7gQFBYk2Go1GhoeHRelMW1sbhw4dIiUlhc2bN78yg8NiVz9di/vJUKvVnDp1CpVKhVwuF7ppNjY29Pb2YmtrS3p6OnPnzv1O2TXV1dVcvHiRXbt2Tav8r7q6mjNnzhAfH8/27dunbJNSqRQEbF9fH42NjRgMBmQyGampqSxevPitkF4WraRFixZNq3zqbcBgMHDmzBkMBgPr169/LhDQ2trKN998w8qVK1mwYMEPck7ThSRJmM1m9Ho9BoNBlOva2tri6+uLTCbDYDDwpz/9CYPBgI2NDWNjY0zeGi5atIilS5dOee8PDQ1x4sQJBgYGgKeZRZmZmQQEBFBaWoqnpydyuZyamhoh4i6TyUhISMDLy4vq6mpRrpacnMzy5cvx9PSkr6+PpqYmRkZGGBwcpLW1VYizh4aGMjAwQE9Pj3AmtLGxISQkhP379yNJEsPDw3h7e1udc1dXFydOnBCOhJWVlSxatIiFCxe+sjqhv7+fv/3tb8JQ4k1gMpk4ceIEra2tfPTRRyLzcXx8nL/85S/4+vqyb98+Hj58SE5ODps3byYnJ0f0W2BgIIsWLSIhIUGUFnZ1dVFUVERFRYVVabhCocDJyYmRkREiIiJYsGABkZGR4nPPjv1arZY///nPjIyMYGNjg6urKzt27CAkJITa2lpOnDgBwOLFi3n8+DF6vZ7/9J/+E9evX6eiosKK8DIYDBQWFpKXl4ednR3r1q17qYOtyWR65ThZXV3N6dOneZaysLRnMgIDA0lNTWX27NkvXVdZqiAmB2zb29u5ePGiMIyKiYlh7dq14pk3m82COO3s7EQulwu9RmdnZ/r6+njy5InQ8SotLSUvL4+kpCQr987p4M6dO+Tl5bF3715iYmIYHx+nubmZpqYmJiYmmD9//muXb/f393PgwAHWrVtHcnLyL2bf/57segO8S2TXLzGd8T2eYjp939fXx1dffUV4eDg7d+780e8RSZJoaGigq6uLhQsXvtXzMRqNPHz4kLy8PCFMaol+BgUFERISQmhoKOHh4a9dJ6/X6zl48CAqlWraRNfo6Cj379+nuLgYW1tb5s6dS2pqqkiZHx8f58CBAwwPD7NkyRIWLFgwrQ2lSqXim2++QSaTERgYyJYtW76Xfh0eHuaLL77AxcWFwcFBFi5cyPLly1/5uYmJCc6fP09dXZ3ITHF3dyc8PJywsDDCwsJ4+PAhpaWlrFixgqysLKvPd3d3c/jwYdzc3Ni1axcdHR2UlZXR3NyMXC4nOjoak8lkVfppMBiIiIggLS2NxMTEF2ZPSJJEfX09eXl5dHd3ExISwuLFi4mJiXmjRUNPTw9ffvkl2dnZLF68+LU/P11UVVVx+vRp1qxZQ2ZmJvDi599gMFBfX09FRQUNDQ1IkkR4eDjx8fEkJCT8bEp13jZGRkY4c+aMICjnz59Penr6cxFjrVbL8PAwPj4+lJWVcevWLRQKhYgSPwsLcXr79m16enqIjIwkNDRU2MxbxNxDQkIIDAwkICCAwMDAaYn29vb28re//Y3IyEjkcjl1dXXA06h1eno6XV1dLF68GHd3d6G7dO7cORobG1m8eDHZ2dkv/Q2dTseZM2dEGbKtrS0zZ85Er9fT3NwsiDl4uvlycHDAwcEBFxcXwsLCCA8PJzg4+K0Is09MTPDo0SMePXqEXq8nIyODuLg4QWg5OjqKZ9Sy2RscHGRoaEj8OzQ0hEqlEt8ZEhIiSnQuXLjAokWLWLJkyZTXZLJTVmJiInV1dWJ8HR0dpbu7G19fX8LDw19Ll8toNJKTkwM8JTjLysrQaDRERUWRlpb2WppElvP8y1/+Qn9/PwqFgo8//pigoKAX/n1FRQXnzp0T4tYvavvjx48JCQkR2TlarZaDBw/S19eHQqFAq9WSnp7OokWLXpo1qlarqa2tpaamRjxHlnX2+Pg4TU1NpKWlvdQE5W3DZDKRn59Pe3u7II8sR1RUFMuXLxcGK7/5zW/w9/f/Qc7rVdBqtRw/fpy2trbn3rOzs+OTTz4hJCSEnJwcHj16xO9//3u8vb0xm81oNBpGR0extbV9YXsaGho4c+YMLi4ubN++nd7eXuFuOdXvhYeHM3PmTEpLS2lqahKBK4uT3MTEBHq9nrS0NKqrq5EkCScnJ0ZHR7G3tyc5OVm42u3atQs/Pz96e3u5cOECWq2W3/72tzg4OPDtt99SXl6Oj48PaWlppKaminlrZGSEv/3tb2g0GpKTk9mxY8e0r6clo3D//v1vrBFnMBg4cuQIvb29IlB56tQpWltb+fWvf83g4KAwIlq1ahU9PT3cv3+fjIwMoqOjX3jPj4+Pi4CKRS82ICAAZ2dnoUloMBjQarUYDAbMZjMODg7Y2tpiNBrRarWCNEpKSmLjxo1W66DJpjbwNMts3rx5LFu2jG+//ZaKigpCQ0Px9/enrq4OjUbDjBkzWL58+RvpSk1GVVUVZ86cEWTo0NAQAwMDtLS00NzcjNFoxNPTU+gxGo1G/Pz8WLBgASkpKVMSaRMTE1y7do2amhpcXV3x9PQU2pm+vr50d3eTn58vrvesWbNQq9W0trai1+tRKBSEhoZiMplExrCFeJXL5SxbtoxHjx6hVquJi4ujrq5u2mtggPr6eo4dO8b8+fORy+U0NTUJ/UuLhmR/fz/R0dEsXbr0pVmRFlhKVG1sbAgICGDjxo0/+p7uh8I7RXb9X//X/8W//Mu/WL3m7+9Pb28v8HRC/pd/+Rf+9re/oVQqyczM5I9//KOVi8V08J7seo93Aa/q+9HRUb788kucnJz49NNPf1RdLqPRSHl5OQ8fPmRwcBCZTEZkZCS7du16K/dta2srly5dQqlUkpaWRm1tLb6+vqxYsYKuri46Ozvp6OgQi7+UlBRmzZpFSEjIlIsPg8GAyWQSdtAnTpygpaWF/fv3v3BjYTQahTZBW1sbZWVlyOVyMjMzyczMnHLBYDAYuHPnDgUFBQQEBLB58+aXLrTVajUHDhxAJpOxd+9e7t27970++y0tLRw+fJiMjIzXimpJkkRBQQE5OTki3d7Ozk6kXvv7++Pu7k5hYSHz588Xblitra0cO3ZMmCZMvmZqtZonT57Q3NyMQqGwckCSyWTU1dXR0tKCnZ0d8fHxYl5QKpWoVCpUKpUo0woLCyM7O1tESr8Lbty4QVFREf/4j//41ucTg8HAvXv3uHfvHklJSVbaEdMZ+y2lBjU1NbS0tGA2m/H39ycuLo7U1NQfTbvlh4ZWq+Xrr79Gq9Wybt064uLixHUcGhpCq9ViY2MjDq1Wy40bN+js7GT27NksX778leVnkiRRV1fH3bt3UavVoqQmPDycgICA186MspAag4ODovzQxsaG2NhYTCYTbW1tYnFugUwmw8HBYUpL9mcxMDDAyZMnGRkZYfPmzQQFBSFJknDklSSJoaEh+vv70el0TExMCFdGlUpFe3s7Op0OW1tbQkJCiIqKIjMz85VE0MTEhNDlsmS7KZVKoS3j6elJcHAwHh4eolxvclaLWq1maGjIKiPEy8sLb29vvL298fHxwdvbW5RWNzU1oVAo8Pb2FoTVsmXLrMpbJEni2rVrPH78mBUrVhAcHEx5eTnl5eVCb8VSgiSTyQgODiYyMpLIyEjCw8NF31qyin19fVm0aBGSJHHixAk6OjpE32RnZyOXyyksLBSbHwcHB1HK4+zszPbt21+YjdnU1MThw4eJjIxEr9czNDTE/v37n5s39Ho9t2/f5tGjR2RkZLBx48Yp70GTycT58+epqKjA1taW9evXM2PGDPEd586do7a2lvj4eLq6utBoNGRkZJCdnS00d1QqFZWVldTU1NDd3Y1MJsPFxQWtVovJZHrO4W7//v3T2ty9DYyMjHD69Gm6urqIj48XmXYymYyxsTGampr4p3/6J1xdXfniiy8A+M1vfvOju9tqNBoOHz6MWq0WhINcLkculyNJEqdOnUKSJNasWcP58+dZsmTJtAMukzMY4+Li2Lp1Kw4ODnR3d3P+/Hn6+/un9T0uLi5C9N2SoWMRCpfJZMTFxdHY2EhISAi7du3CwcEBtVrN8ePHGRoaIiMjg56eHrq6uvj0008JDQ2loKCA69evk52dzfDwMLW1tRgMBsLDw0lKSqK6upr29nbCw8NpbW1lxowZxMTEoFAoMJlMjI6OMjY2RkxMzHNaf2azmQMHDjA6Osrvf//7aa2J+/r6uHDhAgaDgXXr1hEREYFOp+PgwYP09vbi6+tLX18fs2bNoqGhgZGREezs7MjOziY9PX1K977pwEJO2dra4uPjIzQF4WngwWw2I5PJrEw5bGxsxPP77LpGkiTxnKelpWFvb09RURF79+7Fw8ODwsJCioqKRHAmKytLEDXfBRaiKzExkZGREVFmaGdnh5+fH/7+/qSlpYmMaIPBQEtLC0VFRTQ0NODm5sb8+fOZOXOm6K/GxkbOnz+PXq9n7ty5GI1GscazzCVJSUlkZmZy5coV+vr6xLozLi6OqKgonJ2dKS4upqGhgf7+fmQyGSEhITg4ONDY2IgkSYSFhbFhwwZ8fX15+PAhN27cYM2aNcydO5empiYcHR2nHMeGh4f529/+hq+vLwMDA8hkMqKjo8Xh5uYmtNDu3LnD4OAgCQkJZGdnv7DKQ5IkTp48SUtLC59++ikFBQW/qH3/O0d2nT59+jn22bIg/7d/+zf+n//n/+HAgQPExcXxr//6r+Tl5VFXV/daA8p7sus93gW8rO91Oh0HDhxgfHycX//612884X5X6PV6CgoKePz4MRqNhoSEBObPn4/ZbObo0aOEhISwe/fuN753LaTKjRs3CAsLY/HixZw/fx5HR0f279//HMFkWZQXFxejUqnw9/dn9uzZBAUFCfHM7u5u+vv7hThzZ2cnpaWlzwm2w9PMi/z8fPr6+hgeHhaRNTc3N2bNmsXcuXOnpdHS1dXF+fPnGRoaYtGiRSxatOi5aNbIyIgoXdy/fz9OTk4/yLM/Pj5ulVXxOujt7aWzsxOTyWSlX1NeXo5WqyUmJobq6mqhUTbZ1exNyNmRkREqKiqoqKgQ0Wm5XG4V9UtMTLQqNfuu0Gq1/I//8T+IiYlh69atb+17m5qauHz5MiMjI0JLbPIG7HXHfp1OR2NjI/X19dTX12MwGPjwww+JjY19a+f8U4TRaBSR+M8++8yK4CsuLubSpUtTfs7b25tNmza9keD/ZNH7oaEhbt26RXd3t8jqCgwMJCgo6KXlpefOnaO8vBxfX19sbW3RaDSkpqZSX1/P4OAgcrkcd3d31qxZg0wmQ6PRCBezl61r9Ho95eXl5OTk4O7uzgcffPBGZe1ms5m+vj7a2tpoa2ujsbERR0dHVq9e/UK9ssePH3Pt2rXnylbkcjne3t64u7tjMBgYHx9nfHwcmUyGvb09crlc/Ovq6mpFar0qQ06lUlFSUkJZWZnIMNHr9QQFBbFy5UrCw8M5d+4cFRUVBAYGMjw8jE6nw8HBgdDQUEZGRsRmdubMmXR3d9PS0kJrayvj4+P4+/uzevVqNBoNly5dwt7enomJCVHGaDAY2L17N+7u7ty8eZPKykoCAwNZvXo1Tk5OoqTWUh5muTaWLLKwsDBCQ0Nxd3dHJpNx+PBhNBoN/v7+LF++nGPHjqFWq9m/f7+4t1taWrh48SKjo6MsW7aMefPmTdkfer2eU6dO0dzczObNm2lra6OkpESUelncfG/dusX9+/dJTU1FrVbT09OD2WwmLi5OZAHa2dkRHR2NnZ0dDQ0N6HQ6Yd7g7OzMrFmzCA8P5/bt20LP0cfHR5QQW7Qe3yYaGxs5d+4cdnZ27Nixw0pw32w2U1payrVr15g5cyZr166lr6+PL774gsTERGJjY3FxcRHHm86Bb4KRkRG++eYbNBoN0dHRhIaGkpmZaRXouHjxIsPDw3R3d+Pu7s4//uM/vrKUTJIkBgYGuHPnDrW1tWRnZ5OdnY1Op+Py5ctUVlYCT8nXRYsWkZycLITWDQYDQ0NDtLe3ExYWRnJyspiP1Go1BQUFgiyB/0UOA3h5eZGUlERSUhIAhYWFPHnyBLPZjIeHB2vXriU2NpaKigq+/fZbwsLCiIiIIDk5GTc3N2praykrK7Ny5PPw8BCuiS/aBru6ujJv3jxmzpwp1mHDw8P85S9/IS0tjQ0bNrzwWqnVas6ePUt7e7vV615eXsLQ58GDB+Tn51u9b2NjQ1BQkHhGIiMjRUawTqcTh4VUsmTLOjg44OjoSGBgIIWFhdy/f5+QkBD6+/uxs7MT5Lq7uzudnZ08ePBAkICpqak4Ozvj7+8vghVTwWg0cvDgQTo6OqZ8PzY2lqSkJOrr66mpqcHFxYV9+/a9caZjZWUlZ8+eJSUlBa1WS3t7O2vXriUoKAhvb+9XBoD6+vp48OABlZWV2NvbEx4eTldXF2NjY1bk6u9+9zsx51lIpAsXLuDo6Mi2bdtoamoiPz8fs9mMm5sbcrmc4eFhFAoFISEhKBQKxsbG6O7uxmAw4O/vj8lkQqVSsXnzZlHeef36dQoKCnBxcWFsbAyAyMhIFi1aREREhCgp/vvf/87o6Cjj4+O4urri5+dHUlISCQkJz7nem81mKioqyM3NRalU4uvrS0JCAgkJCVZC9vn5+dy+fZslS5ZgZ2dHT08Pmzdv/sXs+985suvbb7+lrKzsufckSSIoKIj/+B//I//H//F/AE8HDn9/f/7t3/6N3/72t9P+nXeN7Lpx4warVq36xdz0bxuSJIl74ueEF/W9RWC8ra2Nzz777EdNyT99+jS1tbVkZGQwf/58K82PtrY2jhw5QnBwMLt3734luWFZnN67d0+QVJWVlTx58oSsrCzmzZvHgQMHMJlMfPbZZy8l+CylR0VFRdTX14vNqYeHh3Ae02g0YlGwYcMGZs2aJT5vMpnIy8vj3r17eHl5ER0dja+vL35+fvj6+j5HcDU3N/Po0SMiIyOFMO6zsDgC3rt3D09PT1atWkVsbCwymUwsfk0mE/v378fDw+Nn/ezrdDpycnIoLi7Gx8eH4eFhzGYzCQkJbN++/a1E1S26OU5OTt/7JqWkpISLFy/yq1/9akp9uLq6OvLz8wkKCiI+Pp6IiIgXbkzGxsa4fv06lZWVREREsH79+inJiOn2f1dXF93d3Tg6OopDLpeTk5NDc3MzO3funLI8712AJEmcOXOG2tpaPv74YyviqrS0lAsXLjB79mxmzZplVd4ET3VDvst9OD4+Tm5uLkVFRbi4uJCYmCh0aizCxZbnfHKWkdFo5OLFi5SXl+Pu7o6dnR1qtVqULMHTrKzS0lIePXqEnZ0dmZmZzJ8//4XlJmazmaamJioqKkSmRFpamhAsfhtQqVRcu3aNuro6oqOjWbduHV5eXpjNZhoaGrhz544wfrCUMwcHBxMQEPCDBGMs51FSUkJ9fb3YLFnIL4Dg4GBiY2OJjY0VGw1JkigqKuL69evY2NiQnp5OZmYm3t7edHR0cOPGDZGhFRMTw/bt2+ns7OTEiRMYjUa8vLxYv349UVFRwFPNuGvXrokMKFtbW5KSkpg5cyahoaEUFxdz5coVfHx8RHYd/C/NsuHhYZHdt2PHDiRJ4ptvvmF8fJw9e/ZQXFxMcXEx4eHhbNy48YU6WxMTExw9epS+vj4+/PBDoqOjRVuvXbtGWFgYO3fuFJuzZ8ugLNdNJpMRGxtLTEwM9+7dY3R0FE9PTzQaDb/73e9EeWplZSU2NjakpaXR3t6OVqtl165d3Lp1i+bmZmbNmsXatWtfSyPtZX199+5d8vPzRRDC0g5LKfutW7eEThXAzp07SUpKes5t1QK5XE54eLggHfz9/aeVrVlfX8/Vq1eJj49nxYoVLxxTJEmiv7+fJ0+e8PjxY0EUeXp6olQqSU5OFptbnU7HtWvX8PLy4vbt29ja2rJr164psznNZjPt7e3U1dVRV1eHUqnEwcGBzZs3Ex8fT35+Pnl5eZhMJuzt7VmyZMkrtZJeBIsb4WSHWks2mk6nE21ydnYmNTWVwcFBGhsbsbGxscr+g/9FlgUHB5OWliayBi0krCU7VKVS4e7uLshyV1dXjEYjhYWFQvBdJpMRHh7OrFmzkMvlQlg9OTkZHx8fq7nR3t6e/Px84cYXEBDAhg0bcHFx4cqVK0IaQC6XW2XWWn73WVF6yxgik8nE9ysUCuRyOXq9XmTLPnu/BQcHM3/+fEJCQhgaGqKhoUH0n1wux83NjS1btry2Hq3BYKC7uxtJkmhtbSU3N5dly5YRFxdntVcYHh7m1KlTjIyMWBHp04WF6EpNTcXJyYlHjx5NGTCeDtRqNTk5OdTV1WEymYiMjCQmJgZXV1du3LiBv78/e/bssVrnKZVKTp8+TW9vLytXrhROrJYs28nUiUKhEGX5ltJ8k8kk5uGFCxfi4OBAQUGBILksBFhnZycqlYrg4GAWLVpEYWGhuHfg6fPr5uYmSNOIiAiSkpJITEy00tI0mUzU19eL51Sr1eLm5kZERAR9fX1WpcW2trZER0ezY8eOn93a/03xzpFd/+2//Tfc3d1RKBRkZmbyX//rfyUqKorm5maio6MpKSkRKdYAmzdvxsPDg2+++eaF32th0i0YGRkhNDSUwcFBQXbZ2NiIwXXyoGt53Wg0Wj0ctra22NjYvPD1Z8sLLBPcZBHYl70ul8sxm81W9rQymQw7O7sXvv6ic3/fphe3qampiZs3b9Lb2yv0PGQy2c+2TTKZjEuXLlFaWsqHH35IVFTUW+8ng8FAbm4uBoOBFStWiPTxZ8+9traW06dPs2XLFhHRe7ZNHR0dnDhxgoCAAPbu3YuNjc2UbW1ububGjRv09fWRkJDA4OCgEKBMTU1l6dKlnDx5ktHRUT799NPnSOxn22Q2m1Gr1XR1dZGfny8EVi2YbNlsY2ODj48PO3bswNfXl66uLi5cuMDg4CALFixg0aJF2NvbT9kfg4OD3Lhxg6amJry9vRkaGsLf35/169c/l65s6Y/u7m6uXbtGZ2cnrq6u2NvbMzQ0hKurK/v27RORu5/avfcmY0RDQwNXrlxhbGyM0NBQduzYgaOj48+uTZbyCBsbm+ccvaqqqrhw4QJBQUGMjo4yMjKCQqEgNjaWyMhIJiYmrEotLZuR5cuXC+HVZ9uk0+lobm7G1dWViIgITCbTc+c+NjZGTk4OlZWVU4rATobFDcrDw4OsrCyxsP25jHsv6qcbN25QUFDAtm3bSEhIYGxsjKGhIcrLy6moqMDV1RUHBwdWrFhBXFzcW2mTyWTi0aNH3L9/H4AFCxaIDE+j0YjZbEapVHL16lWhIRQREcHq1atRKBScPn2anp4eZDIZZrNZaHP4+vo+1x8ajYZHjx5RVFSEra0tc+bMwcvLy2oDNT4+TmNjI+Pj43h7e5Oamkp6ejpubm7fSz81NTVx7do1xsbGSE1NpaWlBbVaDTwV/d+9e7dVqeOPsY4YGxujvLycx48fMz4+zowZM1i0aBFubm4vvPfGx8d59OgRJSUljI+PExUVRUpKCvfu3UOtVovNa2pqKjU1NXh7e7No0SIePHhAZ2enMIxISkrCwcGB6upqdDodiYmJuLm5WZ17WVkZV65cYdGiRcyePZuuri6Gh4cpKSlBrVYLHSRLxlR8fDxnzpxheHhY6M3MnDnTauyY3KbR0VGOHz/O2NiYcBud3NaOjg5OnjyJXC4nPj6etra2KXWclixZglarpbCwEJPJRGJiIgEBAdy5c4ft27eTlJQk2mQpK33w4AHx8fG0t7czPj6Og4MDM2bMoKCggPDwcFauXElFRQU1NTWEhoaSkZFhlZE11b1nNBrp7++nv7+fnp4e2tvbGR4eJjs7m/nz54vSxZaWFm7fvk1nZycRERGsWLFC6HECxMXFsWLFCnx8fNDr9ajVaqENOTw8THt7O+3t7RgMBhwcHIiMjCQ7Oxt/f//n7r2BgQFu3Lhhpbdla2tLUFAQdnZ2DAwM4OLigq+vL0ajUZTzWu7xBQsWkJycjLe3N7W1tXz77beCOL106ZIovfLz88POzo6uri5CQkKIi4sTwbqenh46OjqYmJjAxcWFuLg4YmJiCA0Npby8nLy8PHQ6nfi9uXPnCofP1x33LG6fAQEB9Pb2EhISgp2dHb29vcI9ztbWFr1eL5wCJUkSGT4qlQpJkgQp3NDQIBwPGxsbAQgPD2fDhg0iMP2qMUKtVlNSUkJpaamV2cVkWNrz7Pzo6enJjBkz0Ol09Pf34+zsLLLPamtrxd9N1rWSyWQMDQ0JLVGNRoNWq6Wrq0s4Vi5YsID4+Hj0ej3u7u40NzdTXl5Oe3s7Go1GZHFZJBcscHV1Ff0XHh4unPi+y5wrSRJHjx5ldHSUP/zhD6Jc3gKdTsehQ4fQaDTs3btXBN1eNudKkiSI5tTUVEJDQ7ly5QqrV6+2ChhP7qdXjeVVVVVcunSJoKAgNm3aZJWY0NTUxIkTJ9i4cSOpqalWbQWEFh88XecsWrSImTNnolKp6OzsxNvbGz8/P+Ry+XNtsmgZ3rp1CxsbGzF3nj59mvHxcSvC89k1VkREBNnZ2QQFBWFjYyOMjaqrq2lra0Mmk5GcnMz8+fPx8/Oz6ieLcUFNTQ1tbW0MDg7i7u7O0qVLhRnL5KDAu7B3fxXeKbLr6tWrjI+PExcXR19fH//6r/9KbW0tVVVV1NXVkZWVRVdXl9XE/Pnnn9PW1sb169df+L1TaYEBHD16VER7wsLCmDFjBqWlpVZpqxZR3wcPHlhFgTIyMkRKtsUxDBA37uXLl61umKVLl+Lo6MiVK1eszmHdunVMTExw584d8ZqdnR3r16+nv7+fhw8fitddXV1ZtmyZ0AOywN3dncWLFwtW2IKfc5t8fX1ZsGABtbW1r2yTJTPLaDTi6+srdDVe1qbk5GRKSkqoqanByckJZ2dnBgYGiI6OZsuWLdy6detHbdN0+unWrVsiymDpp7q6Om7fvk1oaKiI6E63nyzXce3atUiSNGWbmpqauHjxImq1GplMhqenJ7/5zW9obW21apOfnx/5+fl4eHjg5+cn+iM+Pp6QkBCuXLkiNJw0Gg2tra34+flhb2+P2WwWJSuzZs2irKyMiooKHB0dCQkJwdbWlu7ublEmYVnE2NjYCKLr2X5atmwZZWVlFBcXMz4+/lz07dnIooWYgqfp8uPj45jNZtLS0igtLRWRICcnpyn7yZL239DQgEKhICAgAHd3d0FsDAwM4OPjQ0BAgFgAhoaG0tvbS21t7ZRRPrlcLspKLA5ZExMTVpuQH+ree5tjhMlkoqenh6GhIWxsbIiKisJsNuPi4oJMJvvZtCklJYXDhw8TFhYmBJwHBwfp7OwkKSlJROAs2kd6vZ7e3l5kMhkKhQJ7e3s8PDxITk5GoVBYlWyEhYWRkpLCjRs3hC6IZer38vLCy8tLRIvNZjN2dnZUVFQATyPTlgyb9PR0nJ2duXPnjtBBsmhWhYWF0dvbi16vx9vbW2jITXfcs2xaW1paqK2txWQyYTKZiI6OZtmyZT94P7m5uZGXl0dwcDC+vr6oVCqra2pra4uLiwsGgwGdTsc//MM/YDAYpjWWWyKyRUVF2Nvb4+rqysTEBEajUYzJlmto0ZCztKm3t5e2tjbhstXW1ib60rJAn5xdNnn8fNG9t3jxYu7du0dpaakYH2xtbXF3dxdjhkUA2M3N7Xt/ngIDAzl06BC9vb04ODgwNjZGVFQUe/bs4dq1az+ZdURJSYnQ+XtVmyz3nlqtRqVSMTAwwMTEBAEBAfj4+GBjYyMIl/DwcLZv387NmzeRJAm1Ws3w8DBjY2OYzWacnZ3x9PTEyckJGxsb5s+fz/DwMJWVlWIssNyvc+bMEbplNTU1xMbG8uGHH5Kfn09FRQXDw8MAojTI1dWVoaEhsXENDQ3F09OTsrIylEqlIEAVCgX79++noqLiuefJ2dmZQ4cO0d/fL+5NDw8P5s2bR11dHT09PYLA+Id/+AcmJiaEGHRdXR2enp784z/+45T95Ovry9mzZ8VrCoWC+fPn4+7uzsWLF4UWkaenJzqdDo1Gg4ODA25ubnh6eop72d7envr6etRqNVqtFkCQP5bfspQJz58/n5KSEh49eiRKxSz3jKOjI3/84x/RaDQi0Ll48WIyMjLIzc197t7r6enh9u3bDA4OolarkSSJ1NRUUlJSqKmpQavV0tvbK4wSLBpbU20gn92cWq5HTEyMmC8s996FCxeorKzEYDBga2uLq6uruJ+ezYqywMbGRhhLxMTEMDo6Smdnp1jPyGQysrKySE5OFo6v03menjx5QmVlpZjLjEajILThfwVe/f392b59OwUFBdTX14trYllvyeVyvLy8mJiYYGxsjB07dpCYmMjly5eFlpelCicpKYmGhgZMJpO419evX//CMaKvr487d+4wOjoqSMs3gUXH0dJ/Fj2ukZERhoeHRVbqy+YnR0dHTp48SX9//3Nru8m/4+DggF6vx8HBQWScjY+P4+TkxM6dOxkYGLB6nlxcXFi+fPl3GssnJiaor69n+fLlyGSy58Y9Hx8f/vSnP6HX64mNjRXPq2XOtYxNcrmcrKwscnJyaGxsFOL6zc3NQuPv7t27z/XTy8by0tJS+vr66O3tJTAwkF/96lciw21ym1pbW6muriYuLk5kKlvG8vPnz1NWVibIKGdnZ9LS0piYmBBzpSRJZGRkoFAouHPnjth/wNP5Sa1W8+jRI4xGIy0tLRgMBjw9PZmYmCAoKEgQq0qlUugeWkhunU6Hvb09W7ZsEf1kcQweHh5Gq9Xi6+uLs7OzIPH8/PwEIV1VVYXRaBQ6tD4+Pnz99dcEBweLdcjPde8+uZ9ehXeK7HoWlnr1//Jf/gvz5s0jKyuL7u5uAgMDxd/85je/EWnhL8K7nNllMBjIyclh3bp1z23Yf65tmvz6dCITly5dorKyUpgZhIaGsmTJEkJDQ63aZDKZGB4epry8nMLCQpycnFi6dKmwb21oaOD8+fO4u7uzfft2K8ehn2KGw8TEBDdu3GDlypXI5XKePHnC5cuXhebT6/STXq/n0qVL1NbW4uDgwO7du62eM8si8Pjx43R1dbFlyxYcHBw4c+YMzs7OfPjhh2KgliSJs2fP0tHRwW9/+1ur0pqJiQkOHz7MwMAArq6uLF++nMTERHp7e7ly5QrDw8PP3WdOTk4sWbKElJQUioqKyM/Px9PTk127duHi4oJKpaK8vJyYmBhRpmSJ9FZXV9PS0kJPTw/wlBjw9/cXQvLx8fGsX78eBwcHtFqtyBgbHBzE3t4eJycnbty4wcyZMxkfH6e+vp6srCwWLFggohGT+2lgYEDYSNva2pKdnc2MGTOsyh1kMhmlpaUiWmTJwoGnhhwW18jQ0FCcnJyE9bFlQf8ssrOzWbBgATKZ7CeZXWPpj1e9PjY2RnV1NSUlJQwPD+Ph4UFaWhpxcXFCPPun3qbTp0/T3t7Ob3/7Wx48eMDDhw9ZuHAhS5YssToXi7BsZWUlycnJYoE2VZv6+vooLCwUJKi/vz9JSUnExsZy69YtHB0dBbkUHR3N4OAgIyMjzJ07l6ysLKssmqnaZDabuXLlChUVFUIUuKamBrPZTHx8PLGxsfj6+uLh4SGEynU6HQMDA/T39zMwMMDg4OBzBLLl99zd3fnss8+E2cMP0U+WaG9WVhbZ2dn09PRw6NAh/P396erqIj09nXXr1iGTyZiYmODAgQPY29uzf/9+qyjj5OdJp9NRX18vtGNsbW3FHGQRv7VocoWFhVm5XlrapFarOXnyJIODg2zbto3Y2FiUSiWXLl16joizOH296N6zzP0rV64UY6xFGNryd991frKQIyEhIW/UT/X19Zw5c4bY2Fi2b9/+XOnPs22azus/laxCC4llIZIt0Ov1Isvj2XM3GAzU1dVRWVlJS0vLlNmWcrmcrVu3Ehsby507d3jw4AGrVq1CpVLx5MkT/umf/gl7e3uuXLnCypUrMRgMPHjwgNLS0ueu7WQoFAqhW+jp6cncuXOFKL7lPLq7uykpKaGqqgpAZAjB0wzq5cuX4+TkhF6vF8L7Xl5e/O53v8NkMnHo0CHGx8f51a9+hYuLy3PZ1MPDwxQUFFBeXg48dUirrq7GxsYGjUaDs7OzuJY7d+4UAaCysjKqqqqs5kAXFxe8vLxwdXUlODiYoKAgAgMDp8yybmlp4dixYyxdutRKv8xyj7W1tfHNN9+wdetWenp6ePTokcgimayBZCnHu379OqWlpQQHBzMwMCAIDFdXV0ZHR62yPCaXyU6GjY2N0KqzZMwMDAzQ19fHRx99JISvLffe8PAwhw4dEoEOSZJITk4WAdvw8HAmJiZEAMxsNqNQKMTa91nEx8ezbt2657IK4cXP0+DgIIcOHZpyrLfcLwkJCSJQVVZWhlarJSMjg9bWVgYGBggICECv1wuHQQuWLVtGVlaWGMst5bnd3d2kpqZia2tLc3MzAQEB1NfXCx0zC3lgeT4tc5SFCHwWk8ftV2U8vwg2NjYEBgYye/ZsYYTzovnp8ePHovx3qlLHqKgoVq9eLe6zsbExrl69SkNDA7GxsaxatQp3d3ercc8y9q9atQpHR8fvPO7l5ORQVFREeno6CxcuFPtiS5tUKhWHDx9Gr9ezb98+nJ2daWlpoa6ujubmZsbHx0WmmSRJrFixgsjISA4cOICfnx/79u0T4+pkdHZ2kpeXh9lsJjExUdw7dnZ26PV6Ll68SGVlJdnZ2WRlZSGXy6dsk16v509/+hMBAQHs3LlTZLT29PTwzTffEBUVxZYtW+ju7hZOsRqNRpDhGo3mufsgNDSU+Ph4kpKS8PDwoLi4mOvXr+Pt7c22bdtwcXHh4MGDaDQa5s+fz507d/D19RX7EoPBQGFhIbm5uRiNRmbNmsWKFSvEer+3t1eUpT9+/JjOzs4pxwpHR0d27dol9CQPHz4sAugWvdaf49792ddfhXea7AJYuXIlMTEx/O//+//+xmWMz+Jd0+z6pQrUS5LE5cuXKS4uZtu2baSkpNDQ0MDt27fp6+sjJiaGxMREkdre09ODwWAQKdsLFix4Tq9kYGCA48ePMz4+zvbt29+ovvyHwuS+b2ho4PTp08yePZu1a9e+lkbR0NAQJ06cQK1Ws27dOkpKSujp6RE6HvC07OHIkSOo1Wp2794tSKWhoSGOHDmCXq9n9+7dBAcHU1FRwdmzZ4UGhgUTExN88803jI2NsWXLFoqKiqirqyMiIoK1a9fi5+eHJElotVpGRkYYGhpCqVQyY8YM+vr6uHr1KoODg8yZM4dly5aJTbzRaOTrr78Wpc9xcXE0NDRw8uRJFAoFUVFRREVFERAQQFtbG7m5uSL6kpiY+MrrU1hYyJUrV5g7dy5Lly59To/LbDZTX1/P48ePaWlpEaUl8+bNe6ll89jYGPfu3cPW1pbw8HBCQ0Nf+PeWa2Jn99TV0DL5HDx4kP7+flJSUti0adM7MQZYyltLSkqorq7GYDDg5uYmtHQiIyN/VGfRl0GlUvHHP/5RLGJWrVrF/Pnzrf5Gr9fz8OFDHjx4gF6vZ8aMGWzatMnqbyRJoqWlhQcPHtDU1IS7uzsZGRmkpKSIjdHk599kMlFZWUl5eTlOTk6iFGe6sAQNSkpKpv0ZmUyGt7c3/v7++Pr64uPjg6urK05OTjg5OQnnrb///e+4u7vzySeffO/9Nj4+Tm1tLdeuXUMmkzFr1iyioqI4f/48dnZ2qFQq0tLS2Lx5sxUB3d/fz5dffklcXBzbt29/bvzs7+/n2LFjqFQq4Tbm6OgodAPd3d35+OOPhbubTqcjMDCQgIAA0WalUsnhw4fR6XTs3btXBBMsenxarRaFQoFSqWT//v2Eh4e/tK3f59w/ODgoMocA1q9f/1wJyqvw5MkTLly4QHx8PNu3b38rWkzvEsbHx4WLncUdUCaTkZOTQ319PevXr2fmzJlWz6W7uzuZmZmEhYVRUFBAaGgolZWVdHR0CEF8Gxsb1q1bh6urqygdc3Nze+lcNDAwwOXLl2lra8PDw4OUlBRqa2vRaDR88MEHDA0NcefOHXQ6HQsWLBCkxNGjR2lpaRF6N/fu3eOzzz4jJCQErVZLU1OT0Azs6ekRGSAbN25kaGiI3NxcFi5cSG9vL8nJyaSmpqLT6Thx4gRdXV1s3rxZlCYZDAbq6+sZHR1ldHSUvr4+urq60Gq1JCcnT/ncwtO5809/+hN+fn7s3bv3hWujL7/8Ent7ez7++GM6Ojo4d+4cGo2GtWvXkp6eLrJeTp8+zfDwMGvWrGHmzJkAVFdXc/78eatNZXR0NJ6enhQVFbF48WKysrKws7NDqVSK9VZwcDA6nQ69Xi8Oy0bwk08+wdnZme7ubgYHBykoKMBsNjNnzhza2tro6urCZDIxf/58li5dKsYAnU7Hw4cPefjwodg4BwQEsHz5ckJCQsRrr7P3kSSJwsJCYS4xWXweEJnmGzZssBqL1Go1R48epb+/X/T75FIzo9FIbW0tt2/fRq/X89lnn4kgc3NzM4cPHxbl3M7Ozri4uKBUKlm6dCl3794VJZjPuhJOJrG8vLyERmBERIQgeHNzc7l//74V6WUhSidvxm1tbfHy8sLPzw8vLy9xzpYSw6CgICIiIsQc6OnpKQiIR48ekZOTw4wZMxgfH6eurg4/Pz9WrlxJZGQkly9f5smTJ+zZs0estS3Xu7a2lqtXr4qsa3d3d0FWOzs7U1ZWxsaNG9/K2D+59F6n0zF79mwWLlwoyCCtVkttbS1Xrlx5KaFuySI2m83Y2Njg4eHBr371K5ycnBgbG6O9vR2FQoGNjQ3379+nqamJoKAgnJychM5VZGQkSUlJlJeXi8C6RR/rZaitreXEiRNs2bKF9PR0BgYG+Prrr/H19WXfvn3P6RpbTFXkcjkuLi4iE9TOzo7u7m5qampobm7GZDLh5eXF8PAwM2fOZM2aNeK7RkdH+fOf/yyMYbZt24ZcLmdoaIjz58/T0dFBZmYmXl5e3Lx5U7g3NjQ0WBFKlnWTXC4nKSkJHx8f3NzccHV1FYGTgYEBvvnmG5ycnNizZw+5ubm/qH3/O0126XQ6oqOj+fzzz/k//8//k6CgIP75n/+Z//Jf/gvwdNPg5+f3ixeo/yWSXZIkcf36dR49esSmTZusCFBJkqiurubOnTsMDQ3h5eVl5YAVGBj4Uoc8rVbLmTNnaGpqYuHChWRnZ/8kF+qWvk9KSuLEiRMkJiaybdu21yK66urqOHfuHC4uLnz44Yf4+vpiMBiExe22bdswGo1cvXpViIXqdDrUajWurq5kZmYSFRXFmTNn6OnpYcWKFdy9e1cI9Vqg1Wo5dOiQ2MhZSg0aGxu5evUqSqWS9PR0JEkS6b2WiLJlYeXr68vWrVutMs4A7t27x507dwgMDKSrqwtnZ2fGx8eJiYlh8+bNQpi5qakJmUxGSkqKcMKaLiyEV2pqqihHtByDg4OMjo4SEhLC3LlzSUxMfCsC66+Cpf8jIiK4fPky3t7efPjhh1YZJT93GI1G2traaGhooKGhQZTsKBQKq8PFxYU1a9b8JEwm7t69S15eHps3byY9PV28bjKZRGaiVqtlzpw5uLu7c/36dasxrLq6mvz8fHp7ewkICGDBggUkJSU9NwZ9H2P/5JJgS0S3oqICnU6HVqtlbGwMlUolynfgaUmfj48Pvr6+ZGRkPGfF3dPTw4EDBwgLC2PXrl1vZSy1RMcnJibo7e2lqamJnp4eqxKM+Ph4Ojo6GB8fF6+9zAChqqqK06dPs2DBAiEKr9PpUCqVQh/HbDbj6+vLvHnzSEtLA+DBgwfcuXMHDw8PUaZjGbNkMhk+Pj4EBgbS1NSEQqGw0t1Tq9V88803mM1mPvnkE9zd3RkbG5vWuuT76P++vj7y8/OpqqrC1dWVrKwshoaGKCwsZOHChSxbtuyV84vJZCInJ4dHjx6RkZHBhg0bfpLz508VZrOZa9euiWu+dOlSbt26xcOHDwkLC6Orq0tslGQyGVFRUcLNdnx8nK+//ho7Ozs+/fRTKwHkqWAymXjw4AG5ubl4eHiwYsUKPDw8OHbsGDKZjH379gnSXKfTkZ+fT0FBAfb29sycOZNZs2Zx/vx5UbJj0RgrKCiguLhY6BIFBQURFBQkMrAUCgWSJHH16lWKiorYunUrwcHBaDQaxsbGUKvVlJaW0t/fj6enJxaTFku7nZycCA4OJiQkBLlczo0bN1i8eDFLly59ro0XLlygqqqKP/zhDy+dHyorKzlz5gy/+93v8Pf3FyLwZWVlJCUlERYWxq1bt3B3d2fHjh1CzFulUnHixAkGBwdJTU2lvb2dJUuWMDAwQF5eHkuXLmXx4sVWv6XT6bhz5w4ajQZ7e3txWPT1LOPIs7A8exaCJjQ0FH9/f7ExHhoa4vHjxxiNRjIyMnB2dhblpba2tixbtszK1XE66O/v59KlS1YOft7e3sJl0LIxnxw8UKlU1NfXk5+fLwI6zc3NDA4OsnTpUqvKA3g673z99dfCXGhgYIAjR44Ikkur1RIXF8e6dev4+uuvxTpgMuzs7EQpmIuLC9HR0SQmJr6U5FWpVNy7d4/i4mJiY2NpaGhg1qxZrFmzBo1GY5W93NHRwdDQEDKZjODgYHx8fIQWoouLCyMjIy/tMxcXF5YuXUp6erq4ViaTiePHj9Pe3s6nn376XCavJYtwdHQUjUaDSqUSWWGW/o+JiSEmJoaAgIDX6tepoNPpKCgo4OHDhyLbqr+/n97eXqvr7ODgIDKqLNmWnp6eopQ1PDwcNzc3QkNDGRgYoKWlhf7+fqvfsrW1JSQkRLh02tjYUFNTQ2VlJa2trTg5ObFr167n9PpeBK1Wy5EjR+ju7hYlwnK5nIULFxIcHIy/v/8L7wWTyURDQwOlpaU0NDSwcuVK5s+fj06no6GhgcbGRqKiosScbxGTz8/Pp6enB3t7e5ydnfn444+pqanh9u3buLm5sWnTJsLDwxkcHOT27dvU1NQAT0v6LCW4SqVSHBbybdu2bYSHh9Pb28uTJ0/w8PAgPz9f/IYls/eXtO9/p8iu//yf/zMbN24kLCyM/v5+/vVf/5Xc3FwqKioIDw/n3/7t3/h//9//l6+//prY2Fj+63/9r9y9e5e6urrXcvN5l8guo9FIXl4eixcv/kE22D8FSJLE7du3uXfvHuvWrWPOnDkv/DuDwfBG2QRms5n8/Hxyc3MJCgpi27ZtVmWNPwUYjUYuX75MdXU1oaGh7N69e8pNxcjICPn5+RiNRpEVZGdnx/j4OMXFxcTHx7N161arcidLSYJlESuTyfDy8hLOIm5ubnR3d1NfXy8ymfr7+6mtrUUmk7Fo0SKR2aTT6Th8+DCDg4N8/PHHz5FVRqNRLI6dnZ2FnbytrS35+fnC+WZiYgJXV1eSkpJIS0sjMDCQsbEx/sf/+B/MmjWL1atXc/PmTSEMbdH/MhqNhIWFkZqaSlJS0muRXJNRVFTEnTt3kMvlODo64uTkhKOjI66urqSmplppCf4QmPzsDw4OcuLECXQ6HTt27BAir+8ahoaGaGtrQ6vVWtl4NzU14erqyqeffvqjj4OSJFmlyMNTR8TTp0+jVqtJT09nyZIlYuN14cIFKioq+NWvfsXQ0BCnT58mKiqKrKwsIiMjkclktLS0oFKphA6WpZShublZuDFZXk9MTPze+99oNDI0NCRKGAcHB+nq6kKlUhETE0N2draVS1RzczNHjhwhNTWVzZs3Wy3KLeVgSqVS6CGp1WpGRkawt7cnNjaWuLg4nJ2duXnzJkVFRS/UPbFAJpMJQfhnBWQthhN+fn7C8c5S8tDU1ITBYEAmk+Hk5IStrS0jIyO4ubmRmJhIbGwswcHBNDY2UltbS0NDA3q9HltbW+RyOWvXriUmJgaFQsHAwIDIaOnp6cHR0ZEtW7YIAsJSkmA2m4XD6uv2wdua+y3EQ2FhoTApyMjIEILDDx8+JCcnh9TUVDZt2vTC3xsfH+fUqVO0t7ezZs0aZs+e/Z03YL9ETL7maWlptLW1ER4eztatWzEajTQ3N1NYWMjatWufW5cMDw/z9ddf4+zszCeffPLCDV5vby8XLlygt7eXBQsWsGTJErq7uzl27Bju7u7s3bt3ynW1SqXi0aNHlJaWotfriY+PR6lU0tfXZ6XFNHfuXEHov6ydZ8+epbKy0up1y/NnY2PD6OgoPj4+zJgxA09PTwICAvDw8LC6r+7du8etW7fYunWr2JDC03Lmw4cPs379embPnv3Sa24ymfj3f/93YmJirDJtq6qqOHfuHCaTSaw/LJvn0dFRzpw5g0KhYNeuXfj7+1utT5cvX87ChQut2qtUKmlpaaGtrQ2TyST0gfr6+mhvb8fBwQFvb2+6urpwcHBAp9Ph6enJnj17qKysJD8/X2RVWdZyJpNJZM3NmjWLBQsWYDQa+dOf/kRkZCR6vV6s5RQKBSkpKdja2qLVakXQQKfToVAorJwJjUYjpaWlODg4iKCBr68vNjY29PX14eDgQFJSEqmpqRgMBhobG2lqahKkUGJiIqtXrxZmGHfv3uXevXts3ryZjIyM5+6rr776CgcHB4aHh5EkSWTPWcTvJ0u1yGQy1q1bR0pKCvb29lZk23RgNBqFE+Xq1auZN2+ecEL18vIiIyOD1NRUqz2iSqWiublZtNMyD9na2hIREYG7uzvOzs6MjIzw5MkToqKiiIuLQy6Xi/N8Fnq9ngMHDjA6OsqvfvUrq3mgu7ubL774AplMRlxcHLNnzxbujHfu3MHGxobW1lYMBgNOTk5i3W2BhXx63SDgxMQEDx48oL6+nsDAQGxsbCgrKxMB9cn7DEvgycXFhYmJCUpLSyksLLT67cjISJydnXn06BEODg7ExsZia2tLV1cXfX19VhlggBDqn7wnmQomk4mqqiqqqqpoamrCZDJZjUHu7u7C6Vsmk5GeAXRJtQABAABJREFUns7ixYtFsMli+vHkyRPGxsYIDAzE2dmZtrY2/vCHP4i+GBoaorOzk5aWFtrb24WZwosQFxcn+smyDnBxcREE2r179/D29mb58uXExcWJsWxkZISzZ8/S3t5OUFAQXV1dVq63aWlpzJw5k8DAQPLz839R+/53iuzatWsXeXl5DA4Oiujp//1//9+iFEqSJP7lX/6Fv/71ryiVSjIzM/njH/84rRTHyXiXyK5fGkZHR8nPz6ewsHDKEqG3jc7OTs6ePYtGo2HdunWkpaX9ZBbvbW1tnDx5Ei8vLz766KMpJ1KLi4mtrS2enp4YDAaxATSbzcydO5eFCxdatamjo4ObN29aiQjOnDmTRYsWPbchGxwc5NGjR5SVlQmh1IiICGHvm5qayvDwML29vVY6FK/C6OgoX375JS4uLnz00UcoFAo6OjqoqqqiurqasbExfHx8RGnSf/gP/4Hi4mJu3rzJnDlzyMrKorS0FDs7O1JSUt6pbKcXYXx8nDNnzghB0BUrVrwysm+BwWCgvLycuro6Vq1a9VolcD8FdHd389VXX4lMkp8SGhsbOXnyJP7+/mzatOk5C2+DwcBXX30lxH4tltIWPakrV66IzaAlQj/5sGgeWIwOJiYm+P3vf/+D3/Nms5mqqioxh0dHR7N48WJ8fX3R6XRUVVVx8+ZNkpKSCA8PF2Le/f39VpqaLi4uuLu7iyynjo4OJEnCycmJ8fFxIiIiGBgYQKPR4O3tTXp6OklJSej1es6cOYPBYCArK4va2lpaWloAhGOZRRDWxsYGe3t7dDqd1aLVUk5mIcAsmSSOjo7Y2tqiUCgE6RgQEEBCQgLx8fEYjUb+/ve/T7mJexaWkqCbN2/i6urKRx99NGVfaTQaurq66OrqYnR0lCVLlnwv6xVJkrh48SKlpaWCoJoqaGLZ9IeGhvLhhx8+lx3d29vL8ePHMRgM7Ny5k4iIiLd+rr80VFZWcu7cOcxmM7/97W+fy/x4Efr7+zlw4ADe3t5WawO9Xk93dzcNDQ0UFBTg4+PD5s2bCQoKora2ljNnzhASEjJl/z4LvV7PkydPePz4sXBGtre3F0HGmJgYFi5c+MpyXJPJRFNTE3Z2dri4uODi4iJKdyzX4NtvvyU4OJgPP/xwymCVJEmcP3+eyspKPvnkE0JDQ9HpdPz5z38W66PprNssAc5//ud/xtnZmbGxMY4ePWql+Wk0Gq2yeKKioti+fTtOTk5IkkROTg4PHz4U61NLpUFDQwMtLS2idNWS4WbRP7SQ5hbtwJ6eHr799luWLl2Kh4cH165dE1k9M2bMICYmhsbGRurr69FoNCgUCiIjIwURZ3EJ/cMf/oCtra3QR7JoxSkUCnx8fMT1tmyqJyYmhImPXq/H1dWVrq4uAJFpaDFjqKiooKKiworYiI6OJiYmhsjIyOfuIctYU15eLvppMnp6evjb3/4GwI4dO4QeVnt7OwcOHECSJGJiYtiwYQNnz56lt7eXffv2TTv7B57Ot8XFxTx48ECMq9nZ2eL9zs5OHj16RG1tLUajUWT0uLu709bWRltbG52dnc8FURQKBTKZTGQ6+fv7s2HDBoKDg195742NjfH3v/9drFctpYBlZWWYTCZSUlJobW2lv78fDw8PZs6ciaOjo8g86+vrE/fG2rVrSUxMJC8vj5KSEhwcHPj1r39tpT33Onj8+DFXr15lxowZbNiwYVqkotFo5Pbt28TGxhIRESFkRcLDw1m6dClDQ0P09fWJc9dqtQQGBvLxxx9Pm7yRJIljx47R0NBASEgIycnJJCUl0dvby82bN9m5c6cwLBsaGqK5uZn79+8zPj4ujHru37+PQqEgNTWVmTNnCj25P/7xj8I1/fLlyzQ0NIjftbW1xcfHh8jISNLT01EoFIyPj9Pd3U1OTo64L+zt7fH19cXX15fQ0FDS0tJE21pbW7l69Sr9/f0EBQWxbNkyoqKikMlkVFdXc+HCBUE+w9Myx+joaGpra1Gr1Xh4eLB161YhJ/NLwDtFdv1QeJfILrPZTEdHB6Ghoa8d2fg5obu7m0ePHlFZWYmdnR1Lliz53okuC3Q6HVevXuXJkyckJyezZMmSt0IGdHZ2cv36dVQqFREREYSHhxMREYG3t/dLJ8exsTFycnIoLy/H1taWjIwMZs+eTUBAACMjIxQXF+Pv709dXR3l5eUkJSWxYcOGl6Zzg3WU1cbGBjs7OzZt2sTQ0JDQF0pISGDu3LmEh4dbnaMlS0wmk7Fw4UI0Gg3FxcUUFRWh1Wr56KOPpr0gMRqNHDhwgJGREX7zm99YRZcNBgNVVVUiymJJZ3dxcWFsbIxFixaxdOnSnwwh+X1iqmffbDZTXFzM7du3AVi+fDkzZ8584dgwMjJCYWEhxcXFQofI2dmZ3/zmNz9ZXawXoaSkhIsXLwrNhp8CysvLOX/+PDExMezYseOFKeeDg4P86U9/wtbWln/+53/GycmJ5uZmvv32WwwGA+vWrSM5OdmqH6fqf61Wy5///Gd8fHzYt2/fW30OLHp6Go0Gg8HwwrIJs9lMdXU1eXl5VmWFk2HR+7K4Dfr5+eHt7Y27u/tzi121Ws2JEyfo6ekRmiBJSUnMnTuXkJAQcQ4FBQVcv36dvXv3UlVVJRyYPvjgA+H2I0kS/f39lJSUUFJSIsgsuVyOq6srer3eyuF2Kjg4OAhx+cmwmBPs2bMHe3t7q4wbS7afSqXi+vXrdHZ2kpqaKiK9Y2Nj4lCr1XR1dQlNGMsm2tnZmf379wsC+23M/ZO12qZD1LW3t3P8+HEkScLBwUHoTMlkMtRqNT4+Puzatet7Kye2RO5/6PHdYmwTExNjlbH4LCxaewqFQmREvCkmJiYEmTQ6OsrChQuZN28eCoViWn3f1dXFwYMHhRtrd3c3AwMDQpto3rx5LF68GFtbW+rq6oQUwtatW18rW8DSZq1WS3x8PJIkUVlZSUFBAX19fWzcuFFoW70pOjo6OH78OAqFgtWrVxMbG/tcu41GI4cOHWJoaIhf//rX3L9/nydPnvD73/9+2hv98fFx/vt//+8kJydjMBiorq4Gnrohh4eHU1RUhEwmY+7cuYSFhYk1kY2NjZW0xpo1a8jMzMRkMnHx4kWePHlCQEAAERERREZGEh4ejkKhoLe3l5MnTzIxMcGaNWsoLy+ntbVVPF+W4KQFUVFRrFu3Dk9PT9H/MpmM7u5u6urqaGtrE4668JSk9/DwoL+/X5RVe3t7MzExIdwnExMTWbZsmXDvtmTadnR08PDhQ3p6epDJZHzyySdTEpeSJNHd3f3/Y+8/g+M8z3xP+Pekzt1o5AyQCAQJkmDOpESRkihZycqW7CMH2WPPmdmarXpr3639vFX7eXdnZ8ce27LkIFmycs5MEnOOyCBy7pz7Ce+HxnMLEIMo2T7vHB9fVV1gEY3uJ97Pff3vf8DhcFBWVnZTMuff/va3zM7O8pOf/GRBsNHvfvc7BgYGkCSJ1tZWHnroIaLRKL/5zW+orKzkjjvuoKamRnh02UDkXXfdxerVq2/43dlslmPHjnHkyBHS6TQdHR1s3779unP5TCbDpUuXOHfu3AJWXGNjo3g5nU56eno4efKkSO+GgkeaPZ6XlpbS0dHBmjVrbqhAmpmZEdeCHW5hz8nS6TQVFRW0trYSi8W4fPmy8JKyGcrFxcW899575PN5sZizZcsWzp49iyzLPP30018JYM8vy7I4ePAge/fuZfPmzdx5551AYSyMx+OkUimSySSpVIpMJkMwGKSyshKv1yv8/9xuN+3t7Zw6dQqPx0M2mxXXs53U7vP5OHXqFLIs097e/pVWLKZp0t/fz4cffijmF5WVlWzatImVK1fecOzK5/McOXKE/fv3YxgGlZWVrFq1SoC9tteanQBvl9PppL29ndWrV4t77loVjUaZmpqivLycoqKiq95nWRYnT57kk08+WZAgaz/fvV4vU1NTV3nitbW18fjjjwOFZ/DZs2dpbW2lra3tb7rvn19/B7u+Qf0tgV1/y55dmUyGnp4eTpw4wdDQEMFgkI0bN7JmzZqvNWj/perkyZMiNr28vJyOjg6WL1/+tVdM4vE4H3/8MefOnaOqqoqmpiaGhoYYHR3Fsix8Pp8wLLc9GewEmePHj7N3716RsOP3+zEMg1QqRUlJiWhEbap3Y2Mjt956K42NjV85KO7bt09EbTc3N/PAAw+Ih3Mul+PcuXMcPXqUmZkZKioqxMPletddLBbjwIEDzM7O8sgjj9wUy8iyLF577TUuX77MD3/4QyENTCQSHD9+nOPHj5NOp4UmHwoPIjsB63/+n//n/2FovTe695PJJB9//DFnzpyhpqZGrMbaK7bpdJqpqSkuX76MqqqsWbOGjRs3YhgGv/zlL1m6dCkPPvjgf1egoWVZIp796aefvmkWxF+rDh8+zIcffsjq1au57777bnj/7d+/n/3792NZFrt27SKRSHDs2DEWL17MAw88cE3wYHR0lH379nH33XcLXxsoMMn+8Ic/cO+9935tU3G7bLlNZ2cnx44dI5fLkc1mFxj31tfXc/fdd18lS57/Gf39/eRyOeFJ43Q6uXjxIocPH0aWZbZv386mTZuuun7T6bRoeuykokcffZSmpiZ0Xb9q/I9Go/zrv/4rXq+XeDwupM/f/e53r2rQzp49y9tvv43T6SSZTLJx40YhCbUZCvOrqamJ9evXc/78eQYHB4Wcp6WlhT179lBaWko8HufYsWNCQm1LJnbs2MGVK1c4dOjQgmboWmUzWwKBANXV1cKTKBgMCmma3+/n+9//voiof++9977xs39+wMvNAF12zc7Ocv78eQzDEKlwlmXhdrvZvHnznzUPMU2TiYkJBgcHGR4eJh6Pk8lkxEvXdRobG3nooYe+tsF2V1cXo6OjdHR0XMWuvF4lEgn279/PqVOnkCQJwzBoaWlh586dC1jKuq5z7ty5BefZ5XIJcKOpqekrF7Hs7bxy5QqnTp3i8uXLWJbF0qVL8Xq9nDp1CofDwbZt21izZo1I4b7R8b5y5QqvvvoqXq+X2tpa8SorKxPj0eDgIL///e9paWnh0Ucf/Ys1T/OvL1sm9udUOBzm1VdfZWRkhEAgwJo1a1i7du2C6yCVSvHLX/5SADZ33303GzduBAoMlUwmIzz5rldvv/02J0+eFBLehx56SKhLkskkBw4c4MSJEyIl2gbybBmwba2RTqd56aWXGB4eXmC0b9e5c+d46623KCsrY/PmzXz44YcoikJ7ezvnz59H13XhdSVJEvfcc49gctzo2R+Lxfi3f/s3qqurqa+vJ5FIUFVVRU1NDVVVVWiahmVZnD17lg8++EA03YsWLSKVSjE7O3uV+fxPfvKT647z36SSySS//OUvcbvd/PCHP8ThcPDJJ5/w2WefUVlZya5du3jllVeElNLn8/GDH/zgqnE/l8vxzjvvcO7cOeGDZPvBzj8ex44d48SJE8LLbNu2bV9r3h6JRMhkMlRUVFzz/rAsi5dffpnu7m6RHGiDwOfOnePy5cvouk5bW5sITbnRfZbJZPh//p//h8WLF/PQQw9x5coVjh49SldXFy6Xi5UrVzI+Ps7SpUvJ5/MigfLy5csC6Fy1ahX33Xcf4XCYX//619TU1PDkk0/elH+iHQg1ODjIzp07WbduHefPn+f06dMLFrBkWcbj8SxgPEPhmqmsrGRqakrMGZqammhubqa+vp6KiooFEsX9+/ezb98+oDCvsFnXtmm8/dP28rOZlc3NzWzatInjx4/T09OD1+tl/fr1rF+/foGNhF2hUIgXX3yRcDhMW1sbQ0NDJJPJq9JK57O7H3/8cVpbW7/2XNg0TUZGRujp6RHPgnfffZexsTFWr17Nli1biMViTE1N0dfXJ2TNgFgsqays5PLly8RiMYLBIE888QQVFRV/033/9ervYNc3qL+DXf85y7IspqenhRn10NAQlmXR0NDA5s2b/5uj2LYJKBRWFl9++WVSqdQCc1jLsqioqGDXrl0sWbJERB9nMhkhe3E6nSJ298iRIxw8eBBVVdm1axdr1qwR+5TNZhkeHmZgYIDh4WHGxsYwDANVVcVKUSQSEV409957L1euXGHPnj0cOHCAI0eOCElORUUFdXV19PX1CTP5trY2lixZwuLFixdM9sbHx9m7dy89PT2oqsqdd955Xa8V+wF+9OhRuru7cbvdrFmzhg0bNggpjm36eebMGRwOB5Ik4fP5eOqpp74S8Dp48CCffvqpoLBPT09z+PBhzp07hyzLrFmzhs2bNzM4OMgbb7whUsumpqb4xS9+wdatW1m2bBmdnZ10d3cLk+UvM9H+Fupm7v2hoSHeffddJicnxf/Jsiy8xlatWsXq1asXTCLtNM2b8Tn5z1a2JDCbzfIP//APYr/s4IPh4WHKy8vF6vCfW5cvX6arq4vq6moaGhqorKxEkiQ+/vhjDh06xLZt29i9e/cNv8uWaOzYsQNd1zl06BCKonD77bdf00zYsiwRymDf76qqUlJSQklJCR0dHfT09HDx4sXryhlzuZxg4thNfH9/P319fUxMTIjktC+XvXpfVFTE+Pg4kUiEtWvXsmvXrpuWzMLCptHr9bJz507Ky8uFF8rY2JjYN0mSuOuuu0TTOr+i0Sh79+7l3LlzC9K3duzYIeLq7TIMg3fffZdTp05RX1/P8PAwu3btYseOHcII+PTp0wtWyru7uwmFQrjdbvL5PM3NzYyNjS0wkLalSHbqXSKRYMuWLRw6dEg8K1RVFZKY9evXi3FRURQh3bL/73o1OTnJs88+S3l5Obfccgt/+tOf0DRN7OvX8SK0LIt3332XEydOXBXw8k3KMAzht2Z7rkUiEeFdZ8tSi4qKCAQC5PN5UqmUAN8TiQRjY2MMDw+Tz+eFeXFxcTEulwuXyyWeo7Zn0cMPP3xT3nQzMzO8//779PX1CalWU1MTmzZtEuy8Lx/3TCbDoUOHOHLkCIqisH37djZs2EB3dzf79+9nZmaGJUuWsHXrVoaHhzl69CiJRIKlS5eyZcsWJEmiv7+f/v5+RkZGME2TiooKNmzYQEdHxzVZs/OZ1aWlpaxdu1bIbeAL781Tp07hdrspLi6+rn3Bzdb4+DjPPfecaIT/0gtFlmWJsXDnzp3ccsstVx1rwzAIh8OUlJTc1PxubGyMkydPCkCora2NHTt2iIWx6elpfv3rX1NZWckPfvADJEkSCw+SJBEMBvnWt751zaRtXde5cuUK7777rkhNvZYXZzgcZt++fZw7d461a9ciSRInT54UCwyhUIjnn3+eVCrFd77znavkRnZynC2PO3jwIE1NTTz00ENCPvnss8+Sz+f54Q9/eNUYfqNn/0svvcTQ0BD/9E//9JVsfvt5Y3u6QkGmVV5eTiqVIh6Pi6TzP7fy+bwIH5qdnWV0dJSuri6hIshms6iqyr/8y7/g8/kYGxvjN7/5Dbqus3nzZu64447rXh8DAwO88847hMNhtm7dyi233EIoFOLw4cOcP39eeJlt2rTpr9bz5XI5fvnLXwofu7q6OjGGZbNZzp8/z8mTJ5mcnKSoqEgkdl9r7vbBBx9w8uRJ/vmf/3nB9obDYY4fP86pU6dEEqXT6SywbFUXDfV1rFm1gt/+9rfkcjnq6ur41re+RSgU4o8vv0mgejm6o4rx2SQel4bbqeJ1aXhcKh6XiozByNAA46ODaLKFhE7A5yKXTqDKFsvaWlizeiVefxADjZwhkUjlmZwOM9jfxZW+i5QH3VRWlBMOh5mZmUX1ljEZMXGXNJLFj2FaeFwaTk1Cz6XJpeMkkwmyuTwgYSHhcrnx+9w4pQyKmYJcDCsfw+1UaWlpoaenh8WLF/Od73xHjCezs7McOXKEs2fPks/nBXPcTkWOx+O8//77eDweHn/88QWgaCaT4fz585w9e5bR0VFKS0vZuXMnb731lkgZnV+pVIrLly+TSqXEs8n+aRvN9/X1kclkcLlcAlCuqKhYAFrbNTIywrPPPktTUxPt7e2Mjo7S19cn2N12+I0kSWzZsoWtW7fy8ccf/030/Tdbfwe7vkH9Hez6/28ZhsHly5eZnZ0lHo+TSCSIx+NEo1GSySSaprF48WJaW1tpbW39b56wZlkWR48eZe/evZSXl+Nyuejv76e2tpZHH30URVE4d+4c58+fZ2Ji4oZGhXbZzCybrlpWVobH4xEpX9/97nevmtDous74+DgXLlxYILlxuVx8+9vfpqmpiXfeeQefz8fnn39OR0cHt99+O9PT0yxatEhQ60dGRrh48SJdXV1EIhE0TaOlpYVFixbR1dVFf3+/8Ir4p3/6p5tuWsPhMMeOHRNGtUuXLsXlcnH27FlcLhdbtmxhw4YNxONxnnvuOdxuN0899dQ1V1ygABy89NJL3Hrrrdxyyy3s379fJJBs2rSJdevWCcP7f/3Xf2Xx4sU8/PDDWJbF8PAwH374ofCWcLlcLFmyhMnJSSYnJ6mtrWX79u20tbX91UGvsbExPvnkE5YtW8aaNWv+aklkN3vvm6bJ9PQ0DocDj8fzlU01wDvvvMPp06f50Y9+9Fc33rdBXkmSFsRvf9MKh8P8x3/8B42NjSxbtoyBgQHhlWKXnRzY0dFx3evxy9XZ2cnMzAzr16/H6XQKA+mSkhIikYgwRVVVlXQ6zaZNm9izZ88Nj3Umk+HnP/85gUCAH/zgB6RSKT744ANaW1tZvnz5VddOOp3m9ddfp7u7WyTlrVy5klgsJqQsuVyO3bt3c/z48WvKGfv7+3nzzTeJRqMibMEG8YPBILW1tVRVVTE6OkpPTw8/+clPcLlcjI+PMzExwcTEBKOjoyQSCdF8yLLM5s2bBYPwejU5OSmMhtetW0ddXR1HjhwRnmQul4u6ujoMwxDXhB03v3TpUnbv3k1paSm9vb18/vnnQl4CBdDpqaeeuub1apomr776KpcvX2bz5s0cPnyYVatWsWfPHkZHR3n77bdJpVLs2bOHNWvWiOM1OTnJM888IxqHPXv2UF1dTT6f57XXXqO7u1t8h8fjweVyEQ6Hr3omqKpKa2srPp+PXC5HPp8XSXV33333TY8RIyMj/Pa3v0XXdWpqaojFYiQSCSRJoqWlhZUrVwoz4GtVOp2mr6+PCxcu0NXV9Y0kZpFIRJhQ269wOLyA9ef3+wkGg6Jxj0ajxOPxa36eqqp4PB4qKytpaGigsbGR6urq6wIvyWSSV199lf7+/usCKFBoPg8cOMDhw4cJBALcddddtLS0cPHiRY4ePcrY2BgulwvDMNi6dStbt27F4XAwNjbGH/7wB3K5HJs2bWLbtm0LQAPTNLlw4YJgLSuKwqpVq9iyZcs1JVG5XI4rV65w+vRpurq6cDqdYoFoPrvEZjc8+OCDrFy58rrjxnygxZZ6fROm++zsLM888wzBYJCnnnrqK82g/5yyF7G2bNnCHXfcIRbNLl68SGdnJ+l0Go/Hw5IlS2hra6OpqekqEM+yLCHrkiSJbDbLuXPnhGfYhg0b2LVrFy6Xi1gshsvlwuFwcPr0ad58800RuvDuu+8yMDBAe3s7t912G2NjY/T19TEyMiLuXYfDwUMPPURbW9s19ycajXLgwAEuXbokGln7XrKlvm63m+9+97tXBQhMTEzwzDPPsHjxYhE2YM955o+dsVhM+FQ99dRTC66V6z37L126xJ/+9KcFflc3U8lkkosXL1JeXs7w8DAHDhyguLiYBx54YIFsd3R0lPfee49169bdECDP5XJcunSJkZERAW7Nf/46nU5KS0tRVXWBNywULCna29sZHx9nZmaGFStWcOLECWpra7nvvvvIZDIi9MNeeFi/fj3btm3j+PHjfPbZZzgcDtLpNIFAgM2bN7N27dq/6vVtVygU4sCBAwwPDwuLDY/HQ2NjIzt37qSkpJRL3YMcPnGert5ByoJuvvPwt2hq/IIlOj09zc9//nNuu+22BeEG2bxBJJ4lEs8wHU6y7/OTBMoaGJtJMTqVIJIo+F4G/U7K/CqR6SE8Wp6cLhHVA6RNN2DhU9KUF8mUV9QgKQ5SGZ1EOkcoEieZzmNYMhbXf4ZLEnxVy6NKeTQpjy55yM+RptxymsoimWCRj5lQjEQqi2EpyJoLTXPgdDpIJeJzATEWvkAJ4YRBJvcF68rn0TBzKVTFYlF9NQGvk9IiN8ubSljeVEbAWzjvXV1djI2NMTg4yMzMzIJQg5qaGsGaKioqorOzkwsXLpDL5Vi0aBGrV68WAQ62X9mPfvQjqqqq6O7u5vz58/T09Ag2cyaTWfDsA6ipqaGlpYWGhgY++ugjZmdnMU2T6upqnnzyyQULU9FolP/4j/8QygvTNAkGgyJlM5PJ8MYbb1BaWsrMzAySJOH3+6msrOTRRx/976bv/3Pr72DXN6i/JbBL13WOHTvGxo0b/5vIt1KpFIODg1y5coVUKsX69etvaEA6NjbG5cuX2bZtGy6Xi6GhId555x2mpqbwer34/X5BUQ0EAtTV1bFo0aL/v0nR8vk8b7/9NufOnaOjo4MrV66Ih7TL5aK+vp7Z2VnxILN9ZmZmZsT7gsEgHR0d1NfX09/fz/nz54Whem1tLbIsk81mhUkjFAbhPXv2sGnTpgXbc+jQIT755BMcDgeZTIbi4mKRoFNfXy9o57t372bbtm03bKxt5lxXVxfd3d2MjIxQVVVFRUWFMAz9JqbCtsTxyJEjJJNJVqxYwerVq/H7/TidThwOB7Ozszz33HO4XC6eeuop/H4/pmkyNTXF8PAwIyMjXLp0iSVLlrB7925ee+01RkdHBSV8/vXw0UcfcezYMX7wgx/Q39/PmTNnCIVC+Hw+dF3H4/Hws5/9TND1+/r6+OyzzxgcHKSsrIwtW7bcUH75TcvW47///vuCcl1cXMzOnTuv2bzYXnB1dXWsW7fua4Nwf817X9d1fvOb35BKpfiHf/iHr1whhoKRsB1XfaNjm8lkRKrN0NAQ4+PjAhzYuHEje/bs+bMZnN3d3bzwwgsAC7xSqqurxYTFZo7aUdrBYBC32y2YJHa8ellZGYcPH+bjjz9GkiTBbhodHWXdunU0NzfT0NDA+++/z8WLFwVwYV+L9qTFBiHmx8e/+uqrdHd3c8sttzAwMEB/f/8CtlZdXR0NDQ00NDSgaRqvvfYamUyGhx56iMWLF3Ps2DE2bNjAuXPn+OCDD/D5fMTjcXRdZ+nSpXR2dnLnnXcSCAQIhUJcuHCBqakp0eTn83mR5mVZFoFAgIcffph8Ps/vf//768qP7LHENki2j6XH4+GOO+5gxYoVC65J0zT58MMPOXbs2AIgyJY7tLW1kUql6O3tFauZ88vpdGIYBrquC3bO/KqoqGBqaoonnniCJUuWXLWtb7/9NqdPn6a6ulp4f0mSJMxkGxoa+Pa3v72goRweHuaFF17A7/ezfft2PvzwQxKJBIqiCJmhzbK9ePEi0WhUPAvz+TwbNmxg6dKlZLNZ9u3bx+DgIJqmCUmnpml0d3cL1sLNVCQS4Re/+AWZTIaWlhYaGxtZuXIlnZ2dnD9/XoD9Pp+PyspK8QqFQvT19QmpfEVFBdu2bVuQXHej0nWdrq4uTp8+TV9fn2DIlJaWLngFg0ECgcA1xyPDMIjFYsTjcTRNw+Px4PF4vtE4bJomBw4cYP/+/TQ3N7Nz507hQ5RIJETznk6n2b59O1u3bl3wPV82HodCU7p582aOHTtGIBDg8ccfJxAIYJomR44c4bPPPqOoqEjcj3balu07czMViUQEMyOTydDY2EhDQ4Nga9pm2ZZlkUgkhIGzw+FY8Iywk5g7Oztxu908/vjjVFZW3vTxi8ViPPPMM2iaxg9/+MNvnFD8dcpuHBsaGpieniadTlNcXEx7ezsNDQ0MDQ3R1dXFzMwMqqoSCATEIqHtpWePMba/aWNjI2VlZRw7doy9e/cKT6/ly5cjSRIXL17klVdeYe3atdxzzz3CQPyjjz7i9OnTV4HSmqYRDAbJZrPEYjFaWlrYunUrixYtQpIkEokEBw8e5OTJk2JuY7M8a2pqaG1t5bPPPqO2tpYHHngA0zSFFLepqYl8Ps8vfvELANEgP/TQQ9dd5LH9qqLRqGigW1tbqaio4MSJEwue/el0mn/7t38TAQNfdz4xNTXFG2+8wfj4OFu2bOG2224Tn22aJp999hn79u0TDf73vvc9Fi9eLP7eXlg9ffo0Fy9eJJfLCS/G0tJSSkpKxL89Ho9QRrz22mucP3+ebdu20dbWJkKIMpkMTz31FHV1dQwPD/Paa6+JZ4OiKFRWVlJdXY3D4eD48eO4XC5uv/12amtrOXbsmDAt/zqLjaZpMTAWZXgyzkw0w2wkzUw0zUw0Qz5v4HKquB0qbpeKy6Hgcqp4nCoup4rLoeJ2qigyxFN5QtEkE9MRZsMJpsMJUjmZPI5rAkUuh0RDZRGVpR4GBgZJ53TKK2vI5gzSWZ1oIkc6qy/4G1WB+soA9ZV+6ir81JX7MCyL0akEY9MJeganmAxn0FSZ1lo37Q1+cpEBRgZ7BVOoo6ODW2+9lbfeeouRkRHWrFnDhQsXSKYyeP1Bbr3tdkKRBB/vPUhT8xKWrVhFNm/idamossGhA3sJzYzhVCU2b9uJp6iCSEInFM8RTeapLvOxpKGY1vog05NjvPTSSyJkoKWlhebm5gULM7YM2bZj0TQHtQ1NBMrqcXhLOXz8HDOhOM1t7RimQiKdY2I2xWSoYC1QW+amrlTBTYKpyTGy2Swup4OKigoCAT+aphZYx+EwsVgULJOKoMb6NStF2ms0GmV6elqQMI4ePYqu65imKbxKlyxZwqJFi6itrRWWKul0mg/3HmJoaIQir4pDUxgbGyOfz7NixQrKy8s5dOgQLpdLgOCJRIJf/OIXJBIJnE4nW7duZfny5ZSUlCy4fzs7O/nTn/5ESUkJMzMzlJSUsHz58r+nMf69blx/S2DXX7ts1szFixdFGghAcXExiqIwMzNDY2MjO3bsEGkSUPCBOHjwIH19fQAsXryYQCDA2bNnqa2t5Vvf+tZfnTHydSsSifDiiy8yMzPDnj17OHr0KLFYjHvvvZdgMEhvby8jIyOUlJSIidb8Se7MzAyvvvqqmEBrmiakL7t27Vqwv4lEgn//93+nsbGR1atX8/LLL5PP56mtreXb3/42Fy9e5Pjx4ySTSaDQjNmxs4Zh0NnZyalTp5ienubee++97grkjSqfzxONRvnFL37BqlWraGlpobOzU9DJ57+WLl16Q1DTlo9NTExc9TtJknC5XGiaJtggFRUVTE9Pz63iSALsXLJkCZ9//jkej4eHH374KjPg06dP89Zbb1FcXEw4HBYeF6tXr2bRokWMjo7y61//mjvuuIOtW7cu+Nvh4WH27dtHf38/LpfrKvnln8P4mu8dsX79evbs2SPiobu6uhZIXe0J9x/+8AfGx8cxDIOOjg7uueee60pSRkZGmJ2dpaGh4arY9b9UhcNh3nrrLXbs2MHixYtFY93Q0LCALn6tunDhAq+88gpQAIXta9VuwLLZLBcuXODo0aPC88Hv9wuz3sbGRvr7+3nvvfdoamrikUce+bN9+SYnJ/H7/aKRGxkZ4fnnnxepRV+umpoa/H6/AJNt7xJbgtba2sratWt5//33iUajqKqKLMvkcjlhJrxjxw4BOtt+Db29vQLUtj0u7Cj3VColJv2NjY0sX76ctrY24vG48C0aHBwU2+x2u7n77ruFWX0ymeTNN9+ku7ubdevWceeddwo5RSwWE8EN86ukpISamhpKS0tZtmwZFRUV6LrOyMgI+/btY3h4GIfDQU1NzU2nmOXzeT766COOHz8OFIAD21Onv79fGLJ6vV7uu+8+XC4Xly9fFulCdtng18qVK2lubsbpdC5YxR8aGsIwDKqrq5mcnETXdcEWeeGFFxgdHeVnP/uZ8Bqcn47mcrnIZrM4HA5WrVolwM2BgQG8Xi8ejwe32y2auffee4+amhq+853vCO8Ym9U2MjIiTORdLhe33norkUiEo0eP0tHRwb333ntTIM6hQ4f46KOPePLJJ68yvP9yJZNJfvOb32CaJjt37uSNN96grKyM+++/X/hHRSIRxsbGmJiYYHJykomJCcFyaWpqEg3Gzcx7DMNgbGxMmDSnUinq6upYu3Yty5cv/08RYNHX18err74qfNSgMP54vV6RcvVlxvTIyAgvvfQSpmnyyCOPAIVwgUwmI0y87777btavX8/U1BRvvvkmY2NjrF27FtM0GRoaEotdxcXF3H777cLT6WYrn89z/vx5ent7hbk7FBintkmxvU/2POKWW27htttuW/A54XCYl156iZmZGe67776bAi/D4TDPPfcclmXx9NNP/zedA589e5bjx4+zaNEili9ffs2Qi9nZWd58802GhoaQZVmAQpqmUVxcjKZppNNpwcKy71lbGmufQ1VVyefzeDwe6uvrcbvdzMzMCMAXWGD+fd9994n5hmEYXLx4kUOHDjE5OUlNTQ21tbWcPn0aRVGor69nfHycZDJJU1MTY2Nj4hzaIRpfZnt4PB7y+Tz5fF6MQdu3b19w/EOhEIqiLFAz2EyV+dIot9vN0qVL2bBhA9XV1SQSCV588UWmp6f5p3/6pxsaodsVj8e5cuUKFy5cYGRkhFQqhdfr5bHHHlsgswqHw7z22muMjIywfft2duzYwR//+EfGxsb4yU9+QklJCadPn+bzzz9ndnaWoqIiVq9ezerVq6+bCGx76O3bt4/JyUmWLVvGI488Iha5LMsqABXz5gDZbJa+vj5KSkooLy9fAGJFo1E++OBDLl66THVtPbfdtptFjbU4ta8GumLJHGe6pzjZOcWpriki8QJDyufWKAu6KS1yUVrkxulQyGR10nOvzBwQlc7q4v9tFpLbqeD3OPB7HQQ8DvwejVwqxORoP045j1vVMfMpnL5SUP2MTsdx+SswZC+h2WkaG2opLw3icii4nSoBr5Ogv/Aq9jsJ+pwU+ZzI8o2fzYUFpuMYRsHnsrGxkWg0yuTkJPX19UxOTpLL5ZAkiZ07dwrj9rVr13LXXXeJZ5jNjrTZ6sPDw7z44ouCafnUU0/dFNhu3xM3WsycmZnhV7/6FcFgkNbWVoaGhkQiM7DgWTk5OcnBgwcZGJlmeEYnrnuJ6z6y1tdj8dWW+2hrLKYyIHH++CfIVg4JC7fbicflJBIJYyJhWIp46ZaC5AhQUtVMNCNzZSxCNv8FHKNKOg4ph98j45SyaHoIr5LEpZoigKG7uxvTNOno6OCuu+5asKg8G03TeSXM4EQMRZGIR8KcPXsKv9dNKhHle4/cwfrVN8/e/O+9/g52fYP6WwK7DMOgp6eH1tbWv6hcyjAMLl26xJEjRxgbG6OoqIimpiYB8hQVFYkH1sGDBxkbG6OmpobGxkZ6e3uZnp4mGAyyfPlyMpmMMPzcs2fPN2Kx/KVqdHSU48ePEwgEhMdNaWkpU1NT/OlPf8LpdPLYY4+xd+9exsbG+MEPfvC1kxe7urp45513SKVSqKrKd77znQWMKcuyhK/Cf/2v/xWv10s+n+ePf/wj/f394n22yfEdd9xxzZXXP/fcZzIZfvWrXxGLxbAsC13XqaiooKioCF3Xxcv2bnjwwQeFd4NtpGhP7Gxj8O9973t4vd4FpsLzX5OTk/T19V1T5mNZFoZhUFxcfNVKdT6f55VXXqGrqwsopCOtWbOGFStWXEVPf//99zl58iT/+I//KCQEkUiEAwcOCB+xlpYWuru7hT+M1+vlRz/60TeSzM7OzvLSSy8RDoe57777rjKiHR4e5tNPP+XKlSu0tLSwe/du3nzzTcLhMN/73vcIhUICwHvsscdEKhIUrpXOzk5efvllMVHwer0iwCCdTlNWViZkUXZccXt7O4FAgJGRET799FOGh4fZtGkT27dvvyaIpOu6ACtlWeZb3/oWACdOnGB8fByn08kdd9whJF5dXV3Mzs4SiUQYHBxcYFpqs11sqZUde2574FVVVTE5OSlizOdXf38/f/rTn/B6vTzxxBMLjkUoFKKnp4eZmRk2b9684HdfLtM06erqEg3IzMwMR48epaioiDVr1nD69GlCoRDbt29nzZo1/PznPyefzy+QRSWTSQGg2M+LG5XNKDh48CCDg4MsWrSItrY2GhsbSaVSDA8Pk0wmBYCg6zqVlZV0dHSI8zU9Pc37779Pe3s7a9euZXBwkNdff1347imKQiQSwefzEQwGmZiYQNM0HnjggQWAt2EYPPPMM4yNjYn/Ky0t5fHHH7+mOffU1BTHjx9nZmaGcDhMNBqltbWVhx9++JryDzuZ0QbsUqkUuVyOqakpPvvsM5qamhgdHSWbzYq/sUGpL4/96XSac+fO4XQ66ejoEBPhzs5Oenp6hEGt3+/H6/Vy6dIlYXDf3NzMPffcQygUorS0lF/+8peUl5fzve99D1mWhXzKTjcqKiri+9//PsXFxeTzeZ5//nlheG0HN9jV1NTEd77znRuCVvF4nL1793L69GnBUDt8+DD19fVfmYZ55swZPv74YyzLIp/P88ADD9Da2npNECmXy/Hcc88RjUb50Y9+RElJCaOjo7zyyitEIhE2bdrEbbfddtXfZnI6PYMzyLKKz+vA59bweRxXNYH2+ZycnGRwcFAArbqu43a7WbVqFWvXrr1pY3f7MyORyF8NnLcrlUoRDofx+Xx4vd7rrnRblsWJEyd4//33qa2t5ZFHHhHzP9swOxqNCoC4paWF/v5+SktLuf/++xcsvCQSCYaGhjh37hxdXV03lFPeqOzvdTgcbNy4UYAmFRUVgpVXXFzMoUOH+Pjjj4Xh+vxnv2mavPPOO5w9e5Y1a9awZMkSioqKCAaDIjEzHA7T09NDZ2cnAwMDQAHosc2nrzd/sC0OGhoa/pvN2a5cucJzzz3HHXfcIUycbfm0DeDaDB978cD25lEUhVAotMCo205ay2QywlvPBoo8Hg/xeJz33nuPUCjELbfcwvbt28XxsEM2Pv30UyYnJwkGg8RisQWMWBtU+3KCml2KoiDLsmCR+nw+1q5dKwDoiooKent7OXLkiJj/FRcXs3jxYvGan8A6MjJCd3c3p06dIp1O4/f7BchnpwXW1dVRX18vmCdQeMbb43xnZ6d4NgLC4iASiVBZWcndd99NMBikp6eHjz76CI/Hw4MPPihAsHQ6za9//WskSWLdunV88MEHLFu2jPXr17N48WKxgAMLFxEty6K3t5e9e/cyPj4uFlBHRkaorq4W211XV4fP5yMUCjE+Pk7/4BgX+meZjJh4AqVoLj/JjEE0mSORypHLG+jG1a2wpsoEvA78Hgc+j4aEhG6Y5A0TwzDJ5Q3GZ5KYFlQVOyh2JDATQ3jkFD6Pk6qqKiorK6mqqqKhoeErTe1N08IwLTT1CzDHsiyR2Njd3S0A3LKyMlwuFyMjI2iahmmaGIbBkiVLeOKJJzAMg4GBAXp6eqioqFgw173e3F/XdUZHR4V1gw0SFRUViQW5a8ns7ZIkiW9/+9sLQHN7kefIkSNcvHhRAMSSJFFSUsJTTz110320ze6dP29IpVI0Nzcv8NAaGRnhj3/8I5qm8cQTT+D3++nv70dVVTHPiUaj/OpXv0LTNMrLy4lEIoK1Xlu/iJHRMZKJJKqmUd/QQF1dPaqmYVm2DFNCNy3CSZmxsM7AeJKhyQQWNz/OKZKFU0pTFlAxM7Msb6lhy+YNvPPBPiZmEyxqbietKwxOxJgOF+YWPqeF04riklJIWDg0lYqKMkpLSvD6g4yF8nQOhpmJFN4f9DvBgmy+AKbap+7pPdXct/v6Y/ffWn1tsCsUCl2lIf8frf6WwK6/tGdXJpPhxIkTIu66qamJLVu20NzcfM3Jjm1sfPz4cfr6+q5azbKrpqaGsbExHnjgAerr68lkMlRVVf03vVFDoRC/+tWvcDgcgl4+v5qamnj44Ye5dOkS77zzzjUlMV+nkskkL7/8MoODg+zZs4eGhgZCoRAzMzPs27ePxx57jGXLlgEFwOStt95icHBQTBS+ytz6zzn3kUiEf//3fyeXy1FSUsLq1atpb2+/JoBgGAZvvvkm586d45577mH58uX87ne/IxQKsWLFCtxuN5999tkNE71GRkY4cOAAPT09YiJuG2Pn83mSySSZTIaamhqmp6fJZDKsWbOGTZs20dXVxf79+0UK5gMPPLAgCevLlcvl+Pd//3eCwSAPPvigMPV1Op0sWbKE3t5ewZizQcRUKoXb7eZnP/vZTY8JExMTnDlzhtOnT+P3+3nssccoLy9nbGyM3t5eamtrWbx4sQAEu7u7eeutt0ilUmiaxg9+8AORcDQ1NcVLL71EIpEQ+2cbZk5PTyNJEsXFxYJRMH/F2y5bImUzFDweD6lUirKyMpqbmzl58iQOh4OdO3eyZs0aBgcHRcLZqVOnGBkZYdWqVcJD5Xrfc61JvSRJYsJhrxTOfzQ5nU7Wr1/Pxo0b+fjjj0U6UVVVlfD2qaqqEua+L7zwAslkUnjQ9fb2Cn8c2/Bz586dbNmy5aoxZHBwkPfee2+BKf+Xy+fz8dhjj1FfXy/O5S9/+UtM02T9+vVs3bqVl19+mZmZGR5++GESiQSffPIJpmly2223cfbsWaampsT1OTs7i2VZKIqCpmm0trZy5coV4vE4TqeT1tZWERhhpwZ5PB4SiQSLFy9m5cqVWJbFG2+8gaqqJJNJYXwOUFZWxszMjEgSO3z4sGie3G638MezgcxQKMR7771Hb2/vVdfImjVr2Lp1K36/n87OTo4fP86VK1fw+XxIkkQ8Hqe2tpapqSkCgQAPPfSQmPDavl3T09PXbOyCwaDwtrjvvvv48MMPRaKRfaxvpnp6enjhhRcEKGVLmKBwTQaDQZLJJLW1tQwMDAiGR319Pd3d3ezatQun08l7770nPnPz5s3s3r1bNKfPP/88o6OjfO973xNNnGVZIlWttraWp59++qaafNvLZnR0lEWLFnHlyhVhmm0D0fPTC7PZrJDF+Xw+4T0mSRLV1dUsWbKEZcuWUV5eTjab5eWXX2Z4eHjBmJHP53nnnXcoLS3lwIEDuDx+OjbsJG156RuJ0jsSYWQyjnmNGaIiFybqsmSCZSJZBhImmpwn4MjTVONjVVst7W0F6e/XkRXrus758+c5dOgQMzMzlJeXs3nz5q8lHbcsi4mJCWZmZoTZfSwWIxqN4nK5hJl5OBwWQS7zZVKlpaUCMLLHh71793LgwAE2btzInXfeuWDcsCV2K1eu5NKlS8Jfc82aNdxzzz3Iskw6q+NyqAvYFJZlceDAAfbt28fKlSu5//77rwLbTNPkxRdfJBgMctdddy2QIv72t78lFArxk5/85IYLLZZl8eGHH3LkyBEeeeQRlixZsuDZb0voP/roowUSX1sum0wmhRG4ZVnce++9DAwMcObMGUpKSti9ezfLli0T25ZKpXj33Xe5ePEiANXV1WzZsoX29va/6pwtm83y85//nKKiIp566qnrXnehSIIL3cN0DUwyMDJDZHaSZS3VbFy1hN7Oc/T29lBTU8OKFSu4ePHigsCLL5e9sNLZ2cnnn39OeXk5O3bsEOBvb2/vgkAKu+yx3jAMduzYQVdXl3jm2FJhRVGu61dnP1tt5l5NTY1Iph0YGJjzxQuRtRygeFi+YiVNza1ksnlOnDzFyOgoEgVLb7DQVIWS4iCSlScZD2PpWTTFojgYIJlMXiX9thcQksmkWMixGay5XJ6cpZEzHVTXt9DQtJRYSicUyxCJZykJuKgIqpw/vg+HlWDrpjXsvv1OekeiXBqY5dSlUbpHYuR1C1U2Cy/JQCaPYukUBdwsrq9hYmyQbCpG+9JWksk4odkZksk4EmBJGtG8h7jum/ObKgAFkpFClXQqSotoXlRDZVkxppFlbGSYkZEhspkUTodGJmugWwr+YBm+ojIcLt+cfN1CskxM08AyDaRcmOR0N+hJ6urqWL16NT6fTwCsExMT4vxXV1fT3t5Oe3v7V/bRuVyOM2fOcPToUUKhEFVVVaxfv56VK1cyOjrK3r17GR4eFsEmsVgMwzBob2/H6XSKeZj9O4fDwYoVK1izZg1TU1McPXqU2tpacrmckHBPT09jmiaKoghGus/nE/Yrk5OT1+3R7OvRZh2WlJSIeY5pmsiyLNKO7fdv2LCBLVu23NQi8czMDM8999xVTHNZlnE4HPz4xz9e0H9EIhFeeOEFIpEIjzzyyALmczab5ZlnnhEez5FIhKqqKjZs2CCeM5ZlMTU1RW9vLz09PSIo5EaQiWFJGGoR6ayBZRXM8k0kZFnFMnU0xUKy8miSQXVlGTu2biCbzfD+++8LRnBPTw8DAwN873vfW6CGGZuKcvTcAOd7JhkYTxFOmkiKApaEYVpYSEiYBBw5Fld7Wbusju3rWikv+ULmaVkWvf0DvPjiy9TX1fDkE4//3bPreiXLMnV1daxatWrB65tEa/73Wn8Hu65dk5OTvPDCC8Tjcerq6qioqMAwDOLxOLIsC/NQTdPo7e0VK+/ZbJbi4mIhdZtPTR8ZGRHAmW3ibFcwGOSWW26ho6NDTKAMw2B8fFz4OI2MjOD3+8V3V1RUfKPr1F6JAnj66acF7d1Oh9F1neXLlxMOh/nFL34hpCh/bpmmyUcffcSRI0euAgDsRCVN0xgeHqaoqIj77ruP6upqPvroI06dOkVTUxP33XffNeng3/Tcx+Nxfv7zn5NKpejo6ODBBx/8yr+xLIv333+fY8eO4fP5MAyD1atXc+7cOdGYd3R0sHTp0gUJWVNTU3zwwQf09/dTVlbGjh07WLFixYJJrC2rSKVS5PN5vF4v5eXljI+PL2CG2MlpN1P9/f387ne/AwqsMb/fTzQaxTRN8UCdnZ3l/vvvZ/Xq1aLBdTqd/PSnP73uCl4ymeT8+fOcOXOGyclJvF4vq1atYs2aNXR2dnL27FnhOaLrBer40qVLaW9vp7y8nN/97nfE4wUTzqKiIvx+P62trWzbtg1d13njjTe4fPmy2G4bsPrxj39MZWWlYAgNDg4KLzg7bcaWYdnMIXsb7ElSR0cHZ86cEey2L09+ZVnG6XRSUVHB5OSkWPmtr69nYmJCgCt2ffl6tmUmS5YsIZFIcPnyZbLZLCUlJTzyyCN4PB7++Mc/Mjs7y8aNGzl16hRQmECmUikmJiZobm7mwQcfRFEUXn75Zfr6+sQxam1tFVLpvXv3cuTIEcrKymhtbWV6epri4mJmZmbo7++npqaGVatWiYmOXT6fj9LSUoaHh/H5fOzevVsw8T777DM+/fTTBfu3YcMGhoeHGR8fZ+XKlezevZv9+/dz9uxZHn/8cU6ePCnMSu2yafaWZTE+Ps6BAwfo7e29Jjj05XK73VRUVCwwXl+1ahXpdJrBwcEF98O1ygaSbdDc7/dTU1NDZ2fnVe+1J7elpaU0NjZSXFzMZ599RjAYZHp6mtLSUgzDEACroigLGCeBQED4Lnk8HjKZDK+99hrj4+OUlpYyOzuL0+nkH//xH7/Wc3ZsbEwkEz322GNiO1OpFJOTk+zbt4+RkRGgsIiyZs0aqquruXTpEufPn7+qsdQ0jf/yX/6LANuuB3RBgW31xhtvsGrVKs6ePcu3v/1tVq1add1tTabz6IZJwOsQf//xxx8vkNXZZTM8JEkSHiBQkKivW7eO1157jSVLluBwOOju7iaXy+F2u8V9+t3vfld45GRyOt2Ds7z14RGcRTX0DIcZm0kBEooMdeUemmuLWLq4jNaGEpLxKBcuddPVe4VILI2kuXC7fThcHlTNiaxoICskMhJDUyniqcK9XlHspqEqUJDOzMlngv6CKXBjlR+f5wsmmb1QZicTtrW10d7ezqVLl+jq6sLtdrNu3To2bNhwzeshHo/T19dHX18f/f394hi6XC4xVk5MTCxoljRNo6qqivr6evL5vDDMt5t3VVWFt1pXV9c1pYADAwP87ne/Y936DWzYcit9g+McO3mB4ckY0bREoLSOsZkUiXQeh6ZQVeqhutRLdZmXqlIvDVV+MtExPnzvLSorK/nOd76zwN7gnfc/Zt+hs5gWbFq/it07t+F2SLzz9lt0dXXxgx/84Cq5/rXK9je6dOkSjz/+OJcuXRLP/nA4zNGjRxkcHBRy3UgkIhYt7ORP0zTZunUrtbW1VFdXk8lk+OSTT+jp6RFs6Xw+z2effYZpmtx999243W4OHz5Mf38/gUCAjRs3sm7duq+UmSeTSWKxmABnocB8mQqnmJhNMhkqeO1MzqYIxTPIklQAOxJxmpoW4XY5MUwLw7DQzQITJ5PNMxVOE45/8ewq9juJJbMYc1NLVTapKXXTWB0gOj1IJjpGx9IGVixtYnZ2lunZCOPTCaYjGWIZMFABmZbWJaiaRl//FTLpJJqUxynncCo6NeUB/B6VsdERvF6vaKgzmQyrVq3irbfeEkztkpIS9u7dy4kTJygpKaGqqooLFy6yY8d2du/eTTwe59133xVjsqo5SWd1qmsbWbFqLWMzSU5fGmZkOkPKcGPw54GLMiayZKDJJl63A5cmkUrGsEwDh6bi8bhJp1Pk8zo5UyNnOcmZ2gKGi9upUOx3UVLkosjnZCaSZmAsSi5fOOguDXRTQjcsFMnEKyco95lUlQfRLQXdkskbMjkDDDQyOZPp2Sh5U8awrr9/JX6NVa0VrFlaSUdLGaVFhTCVkydPcvz4ceLxuFgIcjgcwj6hqqpKyNfnJ9lJknQV2OP3B1ja3kHdoiWYkoPu/hFyuRzBIi+lQT9lJQEcqsTUxAgDvV309HSj6zrV1dWsWrWK9evXLwCAY7EYR48eFYmJ7e3tbNq0ibq6uqt6l2g0KjzKbL9FKIxba9euZc2aNVRWVhKLxTh9+jQnT54U458sy2iaJvZpPpPR9korKSnh1KlTpFIpHn74YRobGxkfH+fTTz9laGiIXbt2EQqFOH36tFicDYVCdHZ2YpomXq+X5cuXU19fz8zMDL29vYyOjtLa2jonXz1DJqfT0tpGZVmReL7NB80TiYRY5Lcsi6qqKrZv3059fb2Q9j7zzDOYpsnTTz+9QMWSzWZ59dVX6enp4Y477mDz5s2YpskLL7zA0NAQumFRXNlI89LVWLKHqXCaqXCKSCKLLElIEiQTccLhEIaex+f10NBQj8vpQJElZFnCrUlMjl1hcuwKDbUVzEwMIWFRXlFJc0sLTYub8Pl8XOk5z/59n1BfXy+Cj3p6eggEAkiSRH19PRcuXEBRFJ544gmam5sFm9gO0YDCM8te0Nq6das4Vvl8nitXrtDd3U13dzexWAyn00lzczPl5eVCiVRcXIyu6+zbt++/q2C6P7e+NtjV2dkp2Ahnzpzh1KlTIlp7+fLlHD169K+1rf9p6u9gV+HvDh8+zODgILFYjEgkItL+7PJ6vaKhicViC6RKUPCXWL58OUuXLhXA2NjYmJh4fvzxxxw/fpyamhoaGhrweDycOnWKfD7Pfffdx9mzZ7l8+bIwprfjx3VdR1VVampqqKurIxwO09fXV3gABYMsWbKExsZGMQBca6UxkUjQ29uLLMu0t7fz/PPPMzY2RltbG6FQiJaWFgFA2GUYBr/5zW9Ip9P89Kc//Yt5kvT29vLCCy9cd0UFEPHmdiIUFPxI3nrrLdLpNHfcccdV8s+ve+51XRcpk4ZhXHOF+8tle5ZYlsXq1avZu3cv6XRaeC19/vnngn5tV01NDXfddRexWIw33niDoqIidu7cSXt7+1UPexvosiUGTU1NFBUVcenSJeHZoOs6jz32GK2trfT09PDpp5+yffv2G6YNRaNRfv3rXxOPx1FVlcWLFwtTzJKSEiH9OHXqFLfffjvbtm0Tq/uqqopm15beAaJJlSSJtrY2Vq9eTUlJiYi1t73NVq1aRUVFBcPDw/T09NDf3y8acJt9ZTPLbMCooqKCBx54gOrqas6fPy/o3l9mAEIBDHjjjTeYmZlBURR0XRfARDqdxul0CnleNBoVhsh2JPbMzAyhUGgBQONwOMRkrK+vT0xavux/Mv/99uTK/vf8/1MUhdbWVkpLS+ns7CQUCqGqKm63m82bN1NWVobb7eaZZ55hy5YtZLNZxsfHmZ2dxeFw8Oijj1JbW0s8HheTCcuyuHjxIufOnaOkpISxsTGGh4cBBCgIhYmi7etiH/Pm5mba29tpa2sjk8nQ09Mj/MPmG8bPL/s7NU3j3nvvpaOjQ8jibrnlFk6dOiWS8DwejzinUJDsDQ8PMzY2tuC+d7lcVFZWUltbK1IcDx06dNXY4PV6ufXWWzl8+DDhcFjIHGwvmKVLl/Ktb32LDz74gNWrVzM1NcWlS5cEg6GkpIR4PM5Pf/pTSktLBXtybGyM06dP09/ff9V3OhwOKisrefLJJwmFQrz++uuEQiGWL1/O5s2bBVPhRmUYBp988gmHDx8W+/sP//APQq4xPDzM6OjonPmsJtIr7X8bhsH58+fxeDxs2rQJWZbF2BCPx+ns7ETXdZxOJ7W1tXNGxzKK5qJ9aQvDw8McPnxYPMuCwSA/+clPMAyDYyfP0dM/PJcOGOH++++nvq4WRZYpDjgZHxvlueeeo6Ojg/vuu49XXnmFwcFB/vmf/xmn00kubzAwFqV7KELPcJjuoQij04XGQ1Ukgn4XJQEnfrdCLptmdHSMQFExweJSDNPC6VBprPJT5DY5sv9dvn33Tmpqqnj99ddJJpPCAuCJJ55gbGyMQ4cOkcvlsSSNrCFT0bAcd3EDXUNhBsZimKaFIlksqg6wpLGUdGSYqaFLuOQ0861cbCak0+lk6dKlWJbFuXPnxO9tNl5lZSU+n498Ps9MNMvITJbxUJ5wyiJnKKRzkMjo5PUv7pMir0Kx28Ilp8glZzAticqqWqpq6pFVJ3ndIOBxoMo6U2ODjAz2IplZ/st3vs2ypQXWdOEZ8xaDI+PkTA1vsBJfUSWz8RwVZUHWrWwh4IYP336ZVCJKeXk53/rWt0in0/T09NDT00M6nebRRx8VTOx8Ps/k5CTDw8P09vbOBT9A3lJx+iowVR8p3UEiqzATy2HgIGcsfDa5HAqalaTEp7Bj00oqS71EE1nGZ5KMzyaZmEkyFU4J+VTQpyHnI/i0PJU19cSzCiNTcRLpa4PcMgZBv4uqMj/FARelARfFARcOTSaezBNLZomnCj8zOQNVkVEVianJCTLpFIoMsgSmoRf4B1KB4WNZEiaFRDVZ0ZBklUxOx7QkTEvCQsayJJxylhKvRWt9kIZKD5Mj/UxM2Ib9EpXVdZRW1uH3eXFrkEknuHLlChMTk7jdbv7xH7/wxrPBaFu+3tfXx759+0hkTDbuuIdwRqV7KEzPUITUnNG2JEFZ0E1liYfSgJtYLMaVwSEqqqpwOt3EE0kMPY+u6xj5LLqeA8vEIeVwKVlccgaXnEWRTCwLymuamIzkmI7mkVwlzMZM0qZTJMsp6EgS6NYXzDtNlXBrkM1mkDBxOR24nE5i8QRZU7sKiJElcDpUnJqCpsmoskQiHgHLoLqqAp/XjTrHAgxHE0yHYuimjEEhEEOWJBRZQlEksCBvmNeU33k0ncZKH2uW1dO2uAwzG+Pdd94kmync2xKFsXvr1m1s3bYNyyoAibm8wXQoytDoJBOTs0xMh0llCmbniuams6efWCKDxxfE5/cTiyeIxxM4HE6KS0ooCTiZGu1HMrOsWb2SrssXqSrz8/D9e/DPyQFVRWZ6eppf/PJZEmod05kAU9E8YOFRsrRUObllQwu3blqGy3G1pLi/v5+XXnqJoqIinnzySXw+P+mcgWGY6HPHwzBMHJpCWfD6wTh2qnt3dzeLFy8WPoJ53SCayDEZSnHwyBlOX+jBV1xDztTI5i1Ma47BY4JhWqQy+jXPwTXvWQn8XgcuFTAyZNMxgl6V9auW0txYxeRYP6eOHUJWNVqWLGNR0xJyeYtcLseqZfXUlPmQZYnOzk7ee+891qxZw7Zt2wRgbQfU7Nu3D9M0uf/++ykvL8fj8XD48GE+++wzfD6fYPnb4SPhcJhAUQmxWJTGhjoeeeQRAbhnMhkBGG3ZsoXZ2Vm6u7t56KGHxEJfV3cfnx44wsDwFBlDJm9qoPnI5iVyhoVpyZgoqJoLSXFgWDKZnE5e/2IOIWHhVAy8Wo6AI4tHzeFwOEHWmArFMSQ3bn8pyUQM9CRNDZVsXrucgNeBjM67b79GdUUxP3jqewvYsYZh8MGHn3DoyHFalq1mKmrQOTBD0nSTMd2YVmHcVmSJ8mI3FcUegn4n4XCYyalpcrk8fn8Rbo+H6ZlZTAtKS0pxOF3kDZNQJEkkkbthAiUUJLHNNR5yoT6qAzr/5YkHeemll4hFIyJYZHBwEFmWqa+vxzAMkWq+YsUKmpqaqK2tpays7CuZ0jazuauri/7+fkKh0IL5pcPhoL6+nscf/zuz66bLZmz8T//T/8Rjjz3G//F//B9/qW37T1t/S2CXYRgiOfBm6eU9PT289957wpdFkiR6e3vx+XzcddddVFZWCn+YfD7P//1//99iNSEYDKJpmljtf/zxxwWz4uWXX2ZqaoqVK1cyNDREKpVi165dbNy4UdzcdsxqWVkZVVVVXL58eQEQsGjRItatW8eiRYu4cOECx48fx+PxsHz5cjweDwMDA3R1dYnkQ1mWKSkpEZ9nmiY9PT0LUpa8Xi/JZFIYpTc0NDAwMEAul6O8vJxly5axcuVKESf+ox/96KZWWm+m+vr6eOGFF1i0aBHFxcWcOHGCW265hcrKSiFp8fl8XL58mRMnTuB2u7n11ltZu3YtiqKQzWb56KOPOHnypEjjsT0NNE276txHo1E+//xzduzYISai9qTgk08+IRqNYlkWa9euZXZ2lm3btl3TGNmWRXzwwQd4PB5M07yKfgwFQGDFihWCGfL+++8vAEWbmpp4/PHHrwkc2kBXOp0ml8uxceNGzp07J8CFVCpFf38/mzZtIhgM8sEHH3D+/Hl8Ph/ZbJYf//jHC3T+dtl6f1VVueeee1i8ePE1fVwsy2Lv3r0cPHhQyA0jkYhYgXG5XKxbt26B2bXT6aStrQ2Px8Pk5CS///3v0TRNgG9Op5Pjx4/z7rvvXvN6CAaDLF26lNbWVmpqajh48CBHjhwBEKvut912G8PDw/zud79j69at3H777UABrNy/fz+ff/45lZWV3HvvvYyPj3Pu3DlmZmZ4+umnrylD/bd/+zexT3Y5nU5qamqYmppClmWWLVtGPB4XEyd71drtdpNMJiktLWX58uVMT0+LVb8vXweVlZWsWrWKvr4+ent7hdzxywwwuyorK0mn08JAOxAIMDU1hcfjEQDvxo0bhVfXsWPHiEaj4vNkWaa0tJRMJkM8Hqe4uJiioiKuXLkivqOiogKn03lNZprT6SzIk+ZAMZ/Px6pVqzh9+jSpVApZlsU9CgXZRzweF+DB/H1/5JFHKC8vZ+/evYKZ9+W6liTULtsU3d4mO/nH5XKxfPlyuru7aWxs5M4776Snp4c33niD9vZ2Fi9ezOrVq8X9n8/n+cMf/sDg4CAbNmwQ3mtfrnw+z4ULF3j77bdZsWIF3/rWt+jv72dycpLy8nLB3Hr/o718dvQsd9y+m+XtbTg1BadDRZElpkIpxmYSjE0nGZtJMjGbJJc3yGSzTE3PAFLBH2NOaIMlgSQXpCSyjPiNVWjSHbKBw4rhkVMEXXlUK40kFe5DRVGJxBLkTQVTduMMVBNJy0TTMtGMgm4WJACqpONxSFSWBTCNHLqpMhNNk8xyw8msLIFDzuN3wZoVzVSVeglHkxw6fg7NXULO0gjFCqw6VZFZVO2nssSL26lgmhbprE4ynWNqNkI0lsK0QJUNFHSCRX6K/F5kzcXYTIbpOS8OVZEoL/YgSZBOJkln0siSjGlZGJaMiYphLdxmj5qjzGsiZafxKilcchqQyJhO0qYLyVFEPptiSVMdK5cuRiULeorKygpKSkp46623GB0dZceOHbS3twsPpNGxSYbHp8lmMnidEg7HFyCkYRiCFWtZYCKTNR2kTRdpw00WH4mcgzwaYOF2FlLJXA4VVZVJpHJEEzmMBXpKC6emIGGR1/OYlrKASSJhoUr63HH4Yl7jUk1cchaPmmb7huVsWt1KqU/mww/epaenRzB1AbJ5gws9E/z+5Q+JZB1Es07ylia+3+e08Go6RR6J9avbKS/2URxwUux3URwosNgGBgb4/e9/z44dO65ihAHohsnYdIIr4zGujMfoGQrRfWUKy8jhkjN41CxBD9xx6wbqa2t4/6N9DAyNIzs8LFqyBt1SyesmsWSWUCxLKFZIffN7HcJrKOB14HaqBa8h3WRsfILZUFjIbAqgloqsaCiqikNVMPQcmXQSWbJwaAqmnqO1pQmP20k0EmZ6eorZpETW8pA3lbljbhZkcbIsWFIL60uLAVhoCiiSCWYeCRMTea4xLjB27HvOqUJ5kQa5EGo+RLE7z7KWepa0NlNbW4tpmvz+97/H7XajKArT09NibldcXCxewWAQWZZFMqthGBiGQWNjI6WlpVy+fJk333xTMGA1zUFJZSPOQBWGEsDj9VJT5qOq1EtlqYegzylSFp977jmmp2fImg5MxQ1GFk2Vqa6pp6yyHk9RObKikdcNsnmDUCjKxctd6IZFU0srsuwgpxvkdQMZg7HhASQrT2N9NROjQ5SUFLN23XrMOZDFNE2cmoLbpeFxFe6ZSGiK2vIALU0FFmo6nebw4cMcOnSIQCDA8uXLOXHiBFBYVNy+fTtlZWVCgn6tyud13v7oM/YdvoChBkmb7oKECpAkC5fTid9fSAmOJXPEkrlrJgbapSoSpmHYVwtFPgdFLgtZlsiZKrPRLNm8gSxLFM1du163hkMxMXIpQjMTBIsKao2CrBYcmkxdhY+6Ch8+twOXszBfm4mkxWs6nGY2lgEsTBNMy8I0LXTDJJ4qbPe1Ugu9Thn0ONWlPlqaGtBUGcPIk0omSMajREKTmLkkxX4X7UubaGtpxO8vIp7KMhuKEYokCEXjXOodIZKU0LxlZE2NaDKHcZMg2fxSZJBMHacGppEv+M55vciqg1zOwO1UcGkSkdAs+XwOCwlV0nEradqbKrlz13aK/C72HzrJmcsjTERNDLWYWHouxVnScSo6TQ2V1FcV43VrZPMGFy91EonGAYWS8moyukw0kSWVMdCvpXWfu98L4KpVkLtLIMkqeeOL96hSHk3Ko+Mkb17LL9GCr+GDBRaqoiBJYBjmNWT4FjImbofE4rpyqko9+Oeus0y6oHyYmZnGyGdoqKtmTcdyqivLCmNoPsv+fZ8yNDjAunVrWNWxip8/9xrRvI9QxkXW+oKtqigS9RU+FlUHWFRdRDiR5XL/LL0jkbltKuxXYXZj4lBVHHMyd1mCVCqNblhIsopDU6mr8NFY7aexqojFNQEaq/xomjIv5KAwrtglSYVPh8JzJhRNMjkdZTocYyacYE2Tm3vu2P5XlZX/Z6q/mEH9kSNH+PnPf86zzz77l/i4/9T1twR2fZ2KRqO8//77dHZ20tTUxN1338309DSvvPIKjY2NPPbYYwvMiC3L4vnnn6e3t5f6+npCoRD5fJ5du3axatUqXn/9dXp6eli7di1nzpzB5/OhaZowp3/qqaeuKQfr6urij3/8ozDT7OjooKioiCNHjtDZ2YlhGKLha2lpQdd1rly5Ihg6to/L1NQUkUhEeBRBATBra2ujpaWFYDDIK6+8IsC0TZs2sWvXLhwOh1h9vHTpEp2dneTzeSzL4tZbb2Xnzp1/9rG2waL33nsPh8NBNpvFsiw2b97Mnj17rvk3kUiEffv2cfbsWWS50BTa0hfTNEWTPz+56cuGns8++yxTU1OUl5dzxx130N3dLSLYFy1axPDwME6nc4HM5steW+l0mrfeeovLly8LOZLt9VFSUsLs7OyCpn3x4sVs3bqV5uZmEokE//Ef/0EikRBeFI2NjSxevJiGhgZqa2txOByEw2GeffZZ0uk0uq7z0EMPsWLFCmKxGK+//joDAwNs2bKFXbt2cenSJd5//32gYAK+bNkyfv3rX6PrOnfddRehUIjJyUlKS0vRNI0PP/yQmpoaHn/88QWxxvPLNE1GR0eF9DCTyeDz+YTBrV2SJLFr1y62bt26YDVmaGiI559/npKSEhHznUqlOHLkCGfPnqWlpUWYwdusFU3Trin9CIfDfPLJJ8IfxefzCZq8bbQ9Pj7Oa6+9xuzsLLfeeivbtm0TD7l0Os0zzzyDYRg8/fTTC/bZTtGxz4VtED89PS3YL+Xl5bS1tTE1NUVPT49gi803mrfLlsjYjLf5zDf7UaSqKqZp3pDJeK2SJInS0lJhAHytR5sNvH7ZXLempoahoSHxnTbTy5ZQVlZWMjU1xfj4OG63m8rKSg4ePMjp06cFC2u+NC4ajYqVNNuIeP72yLLMqlWraG5u5vTp0/T19fHggw+ycuVKfvOb3wgvDsMwhHzI/ntFUYSXjsvl4s4776S5uZnp6WkhA4QCMPrTn/4Up9NJKJYhmzdQZBlZkujr7eHdd99B1jx4i6vR3CXkJTfRlMXA4AgSFpZlUlNTjcftnpuAFWj99r+dmkUuMkh8shtNNsiaGhnTRdJwk5p75W4i1cjtVKgu81Fd6kVToburC4em0tzSzMjwELFoBE1VWbZsKX6/j3gshmmaqILZpaEbJsfPdBJOyWSMAiDhcakU+RxEYinSuYUTZlWRqCnz4lWzZGNjoKcoLqvCwMHkbIx0zsJERSVHccBJbUWQ0PQIkpFmSesSOru6MWQ3RVVLmIqaTM2EC+wrt3cOsMsjSaBKJhI6Qb+HoN+N5nQyG80yMZvEsgqNgMupzjXfhWtEkhUBFsiYeNUMbjmFR8mwuKGKkeErbNy0nYnZOOPT0bnmF3L5PMlkBhMTB3lcDgmXQ8ahgGWkUfQoCgZpy0txzTJSVoDhqSQz0Yw4Nk7VIq+bCwAiCXA7Zcx8ClWRKCoKIskKmZxOOmuQyekLmjZFLjSwJQEX5cVugj4niiJjGTq6niOfz2IaBqF4nsHxKMmsjI4qtkHCIuArgEY+t0YinScczxJLZkUTLWMgS3YDJWPMsZGu3RQV2DzFAS8lxQHiyRxTofgcE0viCzh17t+SDJKEKbokC0UyKPI6qK0sRk+HiM+MsHzpIrZvWY/fLdNYU4KqXBsMtdmcX+XhaVkW2ZxBKquTTCZ54/VXmZ6eQXMXMRvNkDbcpEwXadNDxnTAPPDVqUl4XSoStpxcozCs2mMsWEaeRCyCZeZwKFBRXorDU0Qqa5JI5UlndbL5AkvFMC3MeY2iQ5Mo9rvxuTXSWZ2pcBp97iKVsPC5lQKQ7dTmxq2CLCqdyaPns0hz50ueO652MpnNIENS5oyf5z5Tkq/pFWeXR80TVCMElDBeOYWN06iqyrJly1i6dCktLS03za4Ph8O89957wrR7w4YNuN1uYVp/vUpl8nQNhjnTOcah073MJKQFzC9xfhwKxX4n9ZV+yos0olNXmBgbRvWUUF3fRiihMxNNE4lnSWX0OdDdor2lhrZFZTisBAf3fcymzdsorWpgdCrB6HSCqXCKaCJHMp0nkyucO0UpgEQ+LY+ZmqBIjbF+zUpal60iltIZn45y8swlpmejc1e+hCTJqJoDSVYxUTAsmbwhoZsUxsI59otbzeOwkmiSjuZ0YVgSmawOkoLm9ODx+cnlLWLJq0GjL8rCKRs01JYQ9LnJ5g3iqRyZnIE+Z/qeyxd+Gje6CL5hSVJhwcGhymiagkOVUWQJSS6w5QoLVFAadLOougAqxGZHOHviIMFgkFRGJ5HKYVgKbl8R3qIKFFcxsTSMzybmjMGvD8445RwBR4GptaKtgcmJKc6cPU88lUW3FExLwed1EQx4CAZ8lJYUkU6nOXpugLThJmMomGhzYPWX9g2wvhY49HWBpGv9vf3NX5RDk3E7VTRVIZnOi2tBVUCT8qiyhKyomJZEVoecbuF1gmLEUSUDf6AISXURC08TcJmsbKvDQZpcMsTo2DjpvISk+tAlN5GUDrKLbN7E6faRSGVxewsp2i5NRdMkMPPouRShmSkky8LpLcITKCWWyJHM5MnldUzDmNubwiJbQf57c8fGKedY0VzGsuYavC6VcCLH2HRCsHhTmevdC191bP961lD3bW/iHx5c+dVv/Buprw122UZz1yrbWPVvvf6WwK6bYXZZlsWRI0fYu3cvTqdTpIadO3dOMARsn5z5dfjwYT788EOCwSD//M//TD6f55NPPuHEiRNUV1ezbt06PvzwwwWG1DaA1d3dLeRh82tsbIw//elPpFIpkUIFCHPZgYEBTNPE5/MJkCoYDGJZFrG5JunL9WXjRDsK/Be/+IWQxuXzeUZGRti8eTN+vx/LspidnaW/v1+YT0qSxP/yv/wvC+Jfb7ZM02RycpKhoSGGhobo7+8nk8kgSRJLlixhyZIltLa23lQk9NTUFFeuXBHyQPvnyZMncblcPPDAA8zMzAiJxnyWGxTAJ5sOHQgEWLFiBX6/n08//ZR8Pi/eN/9Yejweli5dSmlpKYcOHSKTySDLMrquI8syLpeL73//+5SXl5NMJjl58iQ+nw+n08mhQ4cYGxujsrKSbDZLJpNh2bJlnD59mvr6ehwOB6Ojo+Izq6qqiMfjAqR87LHHFiTJWZbF4cOH+eSTT3A6naTTaVasWMGePXvweDxiUmv7ssiyTFlZGdPT01iWhdfrZfv27WSzWfx+P+3t7cI/JBqNMjQ0RHd3N8lkEq/Xy5IlS3C5XJw9e5ZUKoWiKDQ2Ngrjayj4Vn3729+mpKSE7u5uQcP3er1CSvfl6ujo4Nvf/vZNe8yNjo7yzjvvCLDDTqMKh8P88pe/FP5guVyOmZkZZmZmkCSJ7373u1iWJeKav//976MoCpOTk/zqV79acJ5tU92Ghga6u7uvuy0VFRU0NDRQUlKC3+9nZGSEc+fOkc1mWb16tYhMn5ycFPK0/v5+stkshmEI6WE0GsXj8eBwOIhEIgLEtePX5/uGXS/NChD+Y/Pfu2LFClpaWjh79iy9vb1UVFQwNTUlgD1VVfF6vSQSCcESs8epN998kzNnzrBx40aOHz8uPBROnTpFPB7HsizxnYqiUFNTg9/vp6+vD7fbzY4dO+jt7aWrq2vB8bWTilwuF7lcjttvv53NmzcDBVDS4XCgqqpgqw2NTNC+ooOKiqq5RkGnt2+A8VCG/UcuoHoriGY04qncVcdkfsmYOKQsDjmPpkBtfQNDo9OkcxaW4sIwLFRVnluV1zH0PIYpzfnVwPyJmaZYBN0Gfi2LW0pi5QormbKisWnzNsorazAMk/JiDzVlXoJ+pziuts/az372M+EzODo6ym9/+1txPL/sFWefX0mS+MEPfoCvqIzekQiHT3Vz8XIvpp7GocKuW7fRWFeFno0z1Huey5cuCNBx06ZNIjXXNE0GBgYYHx+ntbWV3t5ePv30U8orq1m1cTeXhpIcOT/GRCiNjEGJKwtmjkWLm0CSGbgyBJKM2+0lm8uTTGcEi8bvVti0upXmuiANVX4Ss8McPLCf2XCcxpYVLGpdTjIrEUlkiSdzDI3NcGVkCsUZIH4NOZuEdd30J6dq4VQlFAVMS0KSFeIpHcMssHDKfDKKGQc9zbJlSzFlN0OTcSKxDLFEag6IsAGh61dhBXnuKrCuvz03X3OfIEkCECzIogu/XbhaX2D0SZKJSh6nlMUh5XDIOaorgqRSaaJJnbThIGs6yUueggzPyANmYd/m5GGWZRR+miaKoiJJJpJRYAcGSyvQHF7SOZ1MVicSyzCflCFLUFHiobzYQ3mRq8BE0RRkCdI5nYuXe4nGU2guP7opkTcKTZ5uWHPsRfh6M/FrHzf72H1xDv56zZKqSIXUOFPH1HM4HCqKIpPL6RhzLD7mWCV+l0Fl0ElthY+muhJaGivp7e7k6NGj8xY9ZErLq9h1x92oTi+haIoTpy5wsWuArKGguQKYiotEKo+FQlovMMg02cArx1EVmbxhoWpOXJ4A2WwOn0ejpqKIhuoSasp8lARcJDJ5JmaTjE3HGZ2MMDWTIJ5KI8kyPq8XzeHAsixcmkow4MTn1gTT0OkoMCmGJuKMTCcIRTNzR9nAKeUIuC3K/DLp6HgBVFFVgsXlePxBMrpC91CESHoh2/DqMuErJFFfLk2VCfocBH0as+E4kaRxXfBXksChKsiSiUNTkecM13PZFJalo2KgKSYOxUJTLJwqaAqEE1mShpekGUA3F36uLBXufVmy8HmceNwOvC4VjCyJRJx0OiVChSwLfP4AiqLOMdQsDNMk4HVSU1bwssslpuk8f4xEPI7mKaakoh5PoAxUD6nsHCiWM0hl88RTeVKZPMacfDGTM8hkc4X5q89JXUURzXVFlAULXk6maRYA9FiWsakww2PTBHweKspL8LgduB0qmiozE00zOpVgYjZ5Q+C1IEF3Ul3qJR0ZRdajODUJCYnbbtspPKT8XgdNNUXks0k++ugjLl26JK59y4JgSTlZy83wZALNHSBYVoOk+ZiOZBifTZLNzSWYYxD0aZSXFhFL5gjH0oWUvS8xW/1uhbpKH+2Ly8hm0vQNTzE+HSeVKwDNsgR+t4rP48Dvc+J3O5mYHCMWS1JTU0M6k2VmNoxhyTgdTopLyzAlhVgiW7C+CDioLPFQVeqjtNhHSZGL+go/1WVeNHXh9R1NZOm8EuLylRBXxmO4HGqBeTrHPnU7VSZDSfpHI/QNzxJJXt2nKZKJQ5VwOVTcbgcelwNNVcikk6TCw9yyuobB7tO4XIXF+OXLlzM5OSlUCTeaH0JhkbilpUXMBfr6+rhwsZPL3b0k07lCQIGqYZgSWV0hnNGIZVVMScOUPWRyXw5d+uLukySJ6hI3Rc40mcgQmmTQsGgxkXCIaHiGpUuaUSST/t4ukDWc/nKWLF/PbNxgeDJBJJEVMt28XgCCdXNurLcssUBxrWtTkiQhF3VoMjVlPuoqvCyvMbn7tg1/Z3ZdrzweDytWrGD16tWsWrWK1atX09bWxrFjx3jqqaeukrv8LdbfEtj1Vb5N+XyeN998kwsXLoh4cqfTSSaT4f/8P/9P2trartmQDw8P85vf/AaA//pf/6toJKAgE3v11VdF/LMt61myZAmTk5OsXLmSfD7P0aNHufPOO9myZQuWZXHq1Cnee+89KisrefTRRwkEAszMzDA+Ps74+DhTU1PU19ezceNGnE4nzz//vIjJBoRsKRgMiojudevWIcsyPT09qKp6VQKb0+lk9+7dtLW1iUSrG5XH4+Ff/uVfbnpF0TAM3njjDbq6ugToZ/sbVVdX8/3vf38BW+7PqZmZGZ599lm8Xi/f//73iUajvPHGGzz++OO8/fbbDAwMUFNTQyqVorKykp6eHsGce/3114HCoG0DADt27CCXy13Xp09RFJqamli0aBHt7e3XNMmHwuTj0KFDHD58WABMNitodnYWn8/Hj3/8YzKZDENDQ1y5coX+/n7y+TxPPPHEAkP7+TUxMcH+/ftFnDrA559/zieffML69euRJIljx46xfPlypqammJ6epr29nXg8fsPzXFpaSltbG21tbdTV1SHLsjCmXrlyJcFgkM7Ozqs86gAxbkDhemxqaqK1tZVLly4xODjIzp072bBhA319fbz66qtCy3+zZcdUnz9/ngsXLtDQ0MDExMQCgMDv91NeXk5xcTFnz57F4/HwxBNPYJomzz77rGA12UCyDQw1NTWxf//+BYmONpg4X2JnS9gSiQTJZFL4Uq1du5Zt27bdMHnHNE1ef/11Lly4gGVZbN9eMOWFwur7uXPnOHfuHLFYDF3X2bRpEx6Ph7179wKFCUsikaCkpEQYtc83WbZN12OxmLjPmpqaKC4u5uTJk5SUlBAOh9m9ezeTk5OcP39egGBLly7lvvvu46OPPuLs2bNs2bKFI0eO0N7ezq5du/jwww/p7OxccCw8Ho9g49kpmoZhkEqlqKioYPXq1TQ0NBAOh9m3bx+zs7PiWHi9Xp588klhwD8wOMKR071c6p9mKi6TMj3zZFVXl6ZIWGaOgNdFkd+LYVrkdJNsLk82b5LNGZiWNdfoF2QdXy5VMnEqeWorg0SjBRasaUoYkgNNc1AU8GCiMDWboDDXmwO8VJnqUi/LFhezoqmEIwc/IRSaKUzC/T62bNmCrHqIp3XiKZ1oMseVkWnGJ2coLg6iKCrZnE4mnQY9iUtO41LylBa5ePTb36KqolgA0H19fVy+fBlJkqitrcXpLebYhRHGI6BbCg4pj1M1cEh5NCmHJmUoD3rYtGkja9asWbA4YZoW8VSOcDzL0HiI9z89xsh0CstRQjRdaEqK/U42Lq9iY3slSnaSw4c+44477qC+vp7f/OY35PN5fvSjH4m5QWdnJy+++CK33XYbH+8/irekkaxaSteVEMlcofGd36ioiozLqaDrX3jQ/KVKkr4aVJElUBTAyBMMeNBzKVTJQJEsdD1fYCkCmsNNSVkl2bzJbCRBKp3HkmQhPWVB81WQPGFZWHOtvtet4HNJWIaOoecKsjJU8qZKxlDm+R1ZqJKJIhnI6EhY5CxtjkHzVaCALRWxGQ/MCfdMZMkUEpuCD888ptFX1rUZDV+/rgdQWahSAWyQzAwuDYJ+L7F4DMsyKS4uJRaPkc/lcGpywT/GVIhnJDI6yJaBLJkokomqFHyeDD2Ly6FiGHkkqyCB8zgl8qlwQUqkWFSWl9DS2saixc1Isko2X/BCqin3oSkyZ3umOXxhjM6BEMlsoblzaDJep0Ium0JTCmCHz60SmZ3E73VRWdvE8HSSiZnUNWQ2YFp2Y3u94z7/gv06jJWv+zdfv2QMVHkOfJU09OvIN20OjoWMhIlTtTBMyJtXA1LaXEMvzzGNdMPEMC0cmow+d4wrKytIpQuAeCxliL2VKYzXlSVeGuvKkWWFSDyLLEv4PBogkc8bpDJ5RsZnUBzuORbWtYF0ae6uKdwTBemwy6mCBdFkYU6hKhJ1FX6CPpWh4VHyhoQvUIxuQE4vABTJeJiyoI+qynIUpWDsrcy9bKZwJJFlaDzKVCSNZV3/nMkSeN0OfB4Nr0vD6y4wiHTDJBKNMTMTKgBpqCRz0jXvZ/t7Db3AVlelPG7VYMmiCtZ3NFFV7OL0uU7OXuojkQWHt5w8LmYiaYy5bfO4VOor/WRzBsOTcQE2lAYcVBS7mZ4awyFbrFyxlOJAgS2fSOeIxAty45lwkmgiQ063bnLM+fJxKEiyXVKayhIXy5qqKA04GBoP0T8WYypqkjLcN5wjfN1yaApFXgeqKpOx5XNfAnlURcbjUvG6NFxORcwtTNOas48oXC9NtUU01RbRXFtEScAlekjTNHnmN79lcCLKqjWb8PqDSKqTTM4klckXmH9zgE9eN8nkdE5cHCFnKNSUuglIUziyw3g08yqFQDBYTN2iJRw6foHiqmaGJmJImoe62hr8XjeqKjE9OU4oHKFxUQt5oxAiMxNJFJh3ukXOAH1ulx0qBLxO/F4nMjrpZJx0MoZHTlLmjBL0OQrSatXB8NgUqtPH4tblFJXWEU7qOFQZKzND76VTKGSpr6mkpKRY9OOZnM7kbIp0No9TU0nnCqzCkekEk7MFdm0ykycazzI2U7ienA4Vl0PBoSk41MLP2gov7YtLWLaohNIiN+lMjs8OfMr99/7doP669f7773P27FnOnj3LmTNn6OnpERKp//1//9/53/63/+2vta3/aep/FLArFovx4osvMjU1xZ49e+jo6BAgzmeffca+ffv4l3/5l6vYRolEgv/3//1/SafT7NmzRzAToDCQ7d+/n4MHD1JTU8MjjzyC3+/nP/7jP0RUvS1NsyVvu3fvZmpqivPnz7N27Vpuv/12YUxsl51c5na7hbQyl8uhaRqVlZU0NDRw4cKFq1hMpmmiqipFRUULGk27rucXNL/sdIxwOCw8eX72s59d1dSPjIxw6NAhampq6OjowDRNDhw4wOnTpykuLiYcDiPLMkuXLqWjo4PW1laxnalUis8//xyXy8WWLVuu6SF1MzU9Pc2zzz6L211IpUmn01RWVjI5ObnAcBIKRqB/+MMfFjwsbDDBZr9cr+wkNKfTSTQaxel0XiXBS6fTnDlzhuPHjxMOh6mqqhLAVS6XI5fLEY1GGRwcRFVVfvzjH+P1evnDH/5AOBzmySefXJCEZpdpmoyMjNDX18fQ0JAAZSzLoquri6qqKhobG5mdnaW3t1ecX1mWWb16NRcvXsThcLB8+XIhVw2Hw7S0tHDnnXdSXl6OYRgCaB0dHeXkyZOsXbuWe+65Z0GSzOeff86hQ4eAq68lr9dLQ0MDqVSKkZERHn744QVG8gcOHGDv3r1XnZevqp6eHpHyZ5+71atXs27dOsrLy3E4HFy8eJG9e/cSi8UIBALE43EeeughXC4XZ86cIZfLcfnyZVRV5X/9X/9Xcb2dPHmSt99++yu3wefzCT+//v5+KioqWLNmDS0tLVjIxJJZgn4Xinz1pNaWTkqSxOOPP76AtQeFez0SifDqq68yOjoq7h3bh2vbtm2cP3/+Kian0+nk/vvvZ8mSJbz77rucPn2axYsXMz09TSKREHLB+++/n0WLFvHBBx+Ic1NUVEQqlcI0TXRdZ8eOHRw6dEgY5V+5ckWc26qqKhTVQf/QBLV1DSiqg1A4QiQaR1E1GhoX07hoMV5fEZFEhkg8Rz6f4/Tp0xi6gWEaBIpKmY5mSesKuqVhWDduwmUKYITf56Q44BPMkpnpglS7uqYOS1KJJLKEohlyuokiS7hUk5Ji/9zEVC00ri4Nn6fAbhidjNA9ME5a1xawEbxuDSyLZKYwYVu6qBgjPkI2FcVftZTRmSyz0cxNylBuBjhYSOlXZOaAgCyyZaBIBrqlkjGd87ZzTqQjzY318zZFkSUcmiKuP8O00A1jgXl6YYtMSgJOaiqKqCh2YaRmWdZSS3lZKbJcAE8VSUI38nz04YfEEwm27dhNztIYmy74kM1E00zOxObJ5r7YJ1XSUSiwMEypsGp8o1IkKPI7yaZT5HUdWXGCNLdvFoLn5XU7KPK55rybCu9JZ/LMxjJMh9PXlVXImIXjNk9KeeNzQkGaZplIyGL3rgprwBKG6JiGkLU5NBmHps75sKkC3MvrJpmsPsdO+QIIsn86FInigAM9OY1LSvDAHZuJp7J8evAUvrJGohmJaEInq3NDVsac0q/AHpMAI4dDNVHIgWXh8pURTRlk8191MG5eciJL4PNo1Fb4qSx2IWOSiEWYnBwjn83MwYQWSOIKLhjCK3k2rGzkgbtuxZKdDIxFSKezNNaWUFHsXsCmiEQi/PGVd+gcmJ6TExfmbZKsUFJSSjBYzNT0NBUVlZimRSKVJpbIEE9myeezSEi43S5ccx5YboeCZeZIJZMkkqmCxFNxYSlukhn9L8BKu9bxhKuP6bW+6ObHjRudJ5dDwevWCHgcFPkdmCbE03mSqTzpbJ5MzlhgqP3lz9IUGYcmCzAoksjOjX9/KWD0y/tlYYt3VUVBUSR03UBWFJwOB3nDJJ83yc/dyE5NobbCR1tDkGWLijl/7gw1Da0cPHKWcCKPp6iSRMZc4LmlKhKWaaBKOmUlRSDJBall9kbnvABOlwY9FPndjE0nSaQLBvT1lX6WLSqlothdeEapBclwKpXmwqVOrgxPYWpF5CQf0eQ3kX59UYoiFcAg1WRRYz153SKRLgB0um4yGwphWhIOl5dURievG1zrHGmqjMuh4HKoaGqBbW5aFh6Pn6xuoikyqmwQj8Xw+nyomou8bpLXDVLpzJxMVJljb1pfOm4mHodMfVWQqlIvtRU+assL3n/JRJLzFy7R1dNPXtdZvXIZt2zbRMDrJB6Z5uSJY1RV19DS2obL4yWfN4ilclQEPXg9DkxDZ2Jigr4ro7i8RWJhIpszSKaynDt7mp23bKE44MbvceBza8hygQV06vRZ3vvgI4qCZbR2bGUspDM0EWN8Nknopp/rhXuiqtRDfaWfsqAbRZHJ6wZDE3H6RqMk04UeonB8FWRZIpPNksvlUTVnISxDAGVfPN9kWSoEbqgFOaqESSyWQHW4yeRMLCgwFgWAZoPNfz3g+y9T33yssOW50tyn2ODi9VjDm5vg//sPfwe7broymQx9fX2UlpZSVVX1l9qu/9T1PwLYNTo6yh//+EdkWWbHjh18+OGHBAIBnnzySfx+P//X//V/sXTpUu69994Fn2cYBs8++yyjo6M0NDTw/e9/Xww4doM6MjLCrbfeyo4dOzBNkzfeeIMLFy7gdDqFMejNVHl5uTBu7+rqYnBwcMHvZVkWkkMb5LIlUZlMhkwmI4AeYAGAY7Mz7PM8H6iQJIkHHniAlpYWJicnmZyc5MKFC4yNjS0w1S4q+iJK1waWrkellSQJt9stmGeBQIDi4mJKSkoYHx/n4MGDotEuLi7m3nvvZdGiRfT29pJKpVi5cuVNy90uXbrEn/70J1RVFUmZS5cu5fHHHxcpfi6XC9M0+dd//VdxTuYfA7fbTVlZGcXFxTidTvr6+ohGoxQVFfwFbBBNURTGxsYoLy/nhz/8IS6Xi6GhIc6cOcPFixcxDIPly5ezZs0a9u3bx8TExFXJkRcuXODVV18V50+WZb773e9SWVlJLpcjFosRi8WErHRgYIBsNovb7aaxsRFFUchkMgwPDy/wcpqfgmdL1ux9ePrppxcYy58/f56PP/5YMHKmpqbEeSwuLmbZsmXCCN6yLOLxOKZpCt+3+V5yq1atoqamhkgkwujoKPF4XBjhzy/LssS98dRTT10T2JtfhmHw8ccfc+TIEWpqatA0jcHBQUGjf/jhh8nn8+zdu5fJyUmam5sZHx8X52piYoLdu3dTU1PD7373OwB++tOfinH90qVLvPzyyzgcDsrLy/EHiunuHyaayJG3NJyeIHlLI55IYiEhKxo5HSzVTU5XyOhgzrEnoLCC3dZQwi1r6+hoKaOq1EtX52VefvllOjo6yGQy9Pb2sm7dOsLxLBMzSaajWcJJk4xeMDA2KABBqtOLaZigJ3DIOVyKjlPK4nZYLG1bwqLGBk6cOM701ASrOlZyx21b2f/pR1y6dPG6x1NRFNxutwhWkCQJn8+Hz+djYmJiQUPv9wdoXLKGjFzK5aEYF/tDwtPmzy0JE7dmUVNRRHN9KYtriyjxOUnndCLxLKYFiWSarp4+pqZmcXkDBIoLjctMJD3XaBSmT2V+i2JnGqc+jWZEkCWLlStXsn79eurr68U9FwqFOHz4MGfOnAGgrW0pG7fsIGNoTIZSc9IOixVNZSxpCGJZ0HVlmtfe/phYNMzOW3ewqKGOUDTFsfNX0HExORtneHwGSXGhGxayDE5VwqWB1yXjdamYqIxPR0hkQEfDnvQVwIiCKfPV8hxrwbEq/M/1/Jtu5ngDmHNMwELIwJ9jHSPLEk5VxsincMpZqoss5MwEHiXDzlt3sHHjRpESOjQyDooHAxlDz7NoUSNLl7YzNj5J95VxiqrbOdk5RTSRQ5VBk3LIcgFwkiUJSQZdN8jp0lzqlXQVM8ztVHFIWTQzioMMDjmPSzWQrQxOtfB+w1LQTQXdUli7cSuKw08olmE2mmE2mmYmmhGNioSJ12EhmylU8qiyjoqOIhWacQMFS3YUxgLZidtbhCk7mY5kBXjgcipUFHsKTB/TIp3JEosnC15AmoJTk9FUda7BUcjpFrFkhnQmfwOvrr9EzQc0/jwPFdvA3Tbm/oLx80WDY3PPoNC82OELkiRhWjdmfxR5HZQVu1EVmeHJuAA0VdlExpiTQGsFPxrTIpPNYyF9Q1+kLxhpsqwgwVxiqIypZ5EkC8s0UTUHmiJj5FIoUp6K0iLqaioI+H04VAk9nyWbyTA6McPYxAyqlMfjcdO6ZCmq5ianmyBBNqeTSufp7R8ikzfn5nYBNIeDvG6i6+Zcg2eSSCRRVQ2Xy0E2FcOpSbhdDjLpVCHd0+ugva0Jt9tFNmeQSOUFmzMU++K6tktVJPyeguTK5VAAi4mJaXQTcgbISqEp14V089rHSpEVNAUMPYskyyiK86o0RVWh4EOHOfez8Ds7BfMLaTF8PZDv61eBWWbOY2r+ZT//eqXIUoGNqEg4tYLczefRcGoqDlXG4Sj4w2lqAVzMZTP0dF7E0lNs37yONR1LKQm48LlVwuEQ//HLX1NR28yq9TuYCiUJxTIcO3WReCpPcXk16WwB4Eukr794e3XZd+rVvllftySpMCYHfU4qSjyUBd2FZ45pzQH/OolkmrypkEjlSKb1OX+960vyoPDM1LQCUK1pCpoiiX5EwsLMJdi4qpmW+mIW1wSoLvORzel0XglzoX+Gk5fH6B9LYI9VLk3C49IK4SOKjEMxwciQSsRIzy1M+Lweqqsqcbk0ZEkmkc7RMxQhmdFxanJhgVOySGQMkun8X8WT7S9XN3ONW3MLORKqqqCpSoEpj4WuFxZtdMP8s6+Rr1uShPBYBcSYb5eqSKxvtP4Odv29blx/S2CXYRjClNPW7p4/f5433niD6upqNm7cyJtvvkl9fT3RaJRMJkNHRwdHjx5l69atqKrKhg0bgIJH17Fjx4SR9ebNm2lra6O2tpauri7eeustXC4XDz30kGC0vPjii4yNjVFdXc3o6CgrVqzg3LlzNDc3s27dOvbv379AWlhdXc3q1avRNI3+/n66u7uFRMsGY77szwMF02jDMJicnCQYDOL3+5menl5gVG2Xy+WaS/BSmJ2dZdmyZcJbx/bUAdiwYQN33313YSJqmpw4cYKPPvpowXe73W5yuYJ/QE1NDaWlpQLwsb2VbGmVw+EQKUG5XG4B8CfLMuXl5bS0tDA4OMjIyIhIiYSCN4Rt4F5bWyukZDYzzJb66LrOxYsXURRFbJedXldSUkIkErmhrt3r9dLc3IzP50NVVXw+H0VFRbhcLl5//XU0TaO1tZWTJ0+KY6tpGqZp4vF4RGJhMBgUbCOPx8NLL71EX18fbW1tXLx4kUWLFnH//feLgIL5jKLGxkaRwvflVLu6ujqam5tpaWmhurpa7P/+/fvZt2+fOG/Lli3j888/p6+v75r7qWkaS5YsYcOGDTQ2NgIFttnhw4eJRCKUl5ejqqqIe56ZmVmQvDf/c4qLixekFvb395NOp2lra2PTpk0sWrQIXS+swo2OjjI6Osr09DS1dfWU1zTz8cETTIYy1DevwOV04nIWaMpOh0ImlcDhcBFL5jh3qYdwPI/iKsKyIJNJUuT34vN6CYVmCl4qloysaqiqE8Mq3P9YFoaRR5FlDLMwwXbIeapK3KxftZTigJN4NMxnnx9BdpUwG9fJWm6y5sKHpCJLheSebAZdNzGQuVqacq2V7vnNJNf5v4WSKHmeBELP55AkUBS54NthWoIR8dUNwRecEVVVUCUw9FzBr8eWnljyHNPFmkuTK3zuF03rwu9QlQJrCMsinTW4lmGsc24l0+VQyWTSpNLZgsRFUpAUBSwI+JzUlnnxO3KMXOnE7XKRlYuYjsvEs/aR+IJdUzgmBSNqyyowVpFkcnkTwyq00qpkzL10FMkobL2sYMw1pk6nG8s0yKTiOFSJ6qpy6murqS4PsKK5lNpyH6FYIRFwZCpB73CE3uEIgxOxr5y4qoqE3wVmNsaKZc1YkkI8mZ9LwsoSS2RQyBJ0w4ol9SxvrSXolZmaiTARSjEVzjAVyTA+k6KgoLl28y9J4HdBqUfHacVIJRM4nU4WN7VQXllDLJknm9dJpnXiqZxgu81vdlTZwuN2YBgWuXnsiPnXjs2qkGWQLIPKsiIqy/woVoaRgR6qihXu2rmOjes6kGWZvr4+nE4nnZ2dfP755wDs2XMXjS0r6L4yxZnLg1zqn2E6bokkuq9aiXY5FLJ546omW2LOxF02UWUwdN2elmOizF279jv/WvXnMFq+PoNHliyK/W5KitxUl3qpr/Tj86jk8qYwlQ4nssiShNelYVgFI+3RqQTxVK5gUj3Hkstlc3NpdwUGoUMuyB7TyQSNdeV0LG9D0wpAaCpTMOhPplKcPn2WvGFQVVVFXVU5iVSSqZk4kXiadM4kbyjkLUVIJv9SQNpXlTQ3VFzrqBb7nTTVFrFscSmrWsooL3Hjn2Nunj5/mfMXe3F4SzDUIs52TzAwkcKc59Vns/Y0VcXUszjlHJqUpbmxhmVtiykJuCnyKEyM9NF54QTxWAyHw0EiaxHOBwnli0mZHvF5qmTg1kya6sqorigmJpLysoRjGRLped6LskRpkROfEzwuBzPTk4DJ0iVLQJa4MhJiaDIu2J5OTUYlg0aOxrqCZMgwLDS14AkXT+UJxTJE4lkM00RTC+xPTZVRZJlkJsd0OCUM279efQGQyHPPLomC1O/rlixZaFIeWVFJ5y24pgfYja4p6xrvu9F7F/5Okiwky0LTNCzmfLcMS3yqpsiYlo5lWiApCzz2rv09f871f6Nx5su/+7rf8823S5GlwsKCKpFOxcEy0BQJv89DIODD7/WQzOSZDBVCBvJf8zrQFImA14HX48DjUnFqCqoioxsWyUyeSCxDOJ5d8Fy2WWoOrRAilNMtIWFVFUnMcWRpISNWlkAlj0IOVTaxJIWMYUvJv/m4pSqFOWNZ0E3AozA+1ENVWYAtG9fhchYCZoI+Jz6PA9lWTGTzxBI5oskssWSO6XCaSDxDKJqku28YxeknkSnMAxVZwjQNmJPXwxwQhIVkFYIgZMksPGsVD5l8IcyjrMhNNh3FpcHS1kX4PU7cLpV4MsdkKMnQZHzOr+/P2XeZ0iIXjVUFSWdVqRdFkQhFM/QNTdN9ZYJwXCdnOcQ8QEHHKedwawYuDbLZLDnDQV72ktaVeZ8tCZbe9RCeHSuK+P88tePvnl1/r+vX3xLY9eUaGxvjV7/6FStXrqStrY1XXnmFyspKIfULh8OMjo4KOdt8fxr4wgSwurqaUChENpsVIFR1dTXLli0jl8sJFo5lWTQ2NtLb28ujjz7KsmXLOHfuHK+//rrwhgKEfNIGtr7MAlMUBZ/Pt4DFZaesDQ8PU1tby+OPP8709DTPP//8AlP8+aUoCtu3b+fcuXMiCc32FnvyySdFepptrF9UFORbDzyKKbnIZVMcO/I5gwM9c2lRX3xuRUUFy5Yt4/Lly8zOzl4TUPJ6vWK/crmcYJlVVFRQVVWFrutcunSJQCAg9lGSJMrLy5mamsLr9WKapgDjAIHa30hyaO+3zeIrKSlh//791/ScslMBbRApmUx+pcxzfnk8Hh5++GEWL14sjv8bb7zB+fPn+c53vkNraytdXV28/fbbpNNpWltb8Xg8nDlzRhiT2/u9fPlyWltbCQQCFBUV4ff7r5J32rLZA/8/9v4zSK7zPPOHf8/JnXtynkEGCIAACDAHkSApiqKswKUkK5jySvLau1u75ar/x7fqrdr9sLtVu++Wt2r9ly2vrLUlK9CiKJEUFUgxZ5AECIBEToMZYPJ0Die/H57uMxkYkJQs07qrBjPoPn36hOc84bqv+7peeEGWsd3/OfR4K28dOMxr+95izfqriGe6ODc6jRcq0hmoXJP1+YFCGApEIxsWhHMTAV24qLhYWkjCUsErowUlFBHgBQaemsT1VQLfIUDgBjpOaEROTaoqIJDZW0VVGm57glBIYCUMlQUaSPMnyoj5tOTVTsaan5csAV1TQYiG6OVq79/i7UIEygpZq+ZxLVdGQqQT9V4HnybgpSjSxjwMJXCjiABNldfJ8xssoAVaKmGD/bOwLOryk+Fghe0+qAXqaoCB5a7l6o5DEUFjgdZgjRCia4KwIQ68EBwMEUgwsdnWVgKyUnGdbMrEUEPy+RyuXaejNYmpehRzExjCY+f2TYydP05Mhwce+Fc89thjJJNJ7rrrLkzTxDRN3n77bV544QU++clPsmvXLoQQzM7O8td//dfRM+8FCiU/SclL4GttzNY0Wa6AR0ypE1NqZPQymmFRDVLM1i0cX6DjoAkXRTR01Cydbeu7uX7nRnTTiNy/9r99mGMnh2np7CeeaqdSd0nFdGYnR6hXZtl723W0trYzmasyOVtjouGGWKo6oBh4jQXfcvdNUwTxmI7nujiuXKR6fnNBsVLbk21VVzzSMY1MKoauSueqSt2nVAuY7zugawqd2RgtGQtTE4yOTZEv27jBwhJUeTyhHJ+EgrOoWkjCuBIkI/Ck7pPwiVk6qYRFIm6gCZ8LF8fwkQseN9Spe5JpSeOeGIqLKgIEQrolNhwTw4bzngiDxvMqsAxd9p12EVOVZY4xy+Lq7dtpzaawDAXHdalW64xenOTs2dNoquCmG29EaCaHjpwh1OLkSz4T+eqC+xAzVUxDI9YQGE/EdNIJI2KMaKpCqeIwNlNhOl8nX6pTqXmNxJkc55rMoSuLpcytqKxmFWBJzNKIGSqqohCEIdVqFc/zJbtZVRoAQxAJFweB1I5qPseqImjPWnS3JWjPxGjNWLSkLUxdjdp8b0ccQ9NwPZ9ixWG2KJNHtuMzla8xlasyU6xTqjhU694l+vr5IaKSmjBk1QxXTWmW30C4iv4wHddoteoY9WFSqjQXckONRLaHRLYHxUzT293J+MURDrx7krbutVRdnZlCjXLVWQIkCyTDMBU3aMtYGLpK3fGxHR/H9ak5HqWyHY0lhuIw1JVgy/p+ihWHYtWlUKqTLzt4nk/M0qhXC5iKz9r+dmanJ9i5fTMb1vaSjstScSHg1EiBgyenODY8y/iMdLmOmSoDnSnWD2TpTIUUp4bZuOkqcjWV8xMlRsYLnB2ZIETBDxTcUMLbK9+blcbi1c0dTE2QSZnETHnMjuOQz+VIpZLE4smobM8PwkbbkrpKcp4SoqmCdFynXC7jC/OSJdKWFmKKGgZlFFVDiXVScRSqdXcVc5X5LN/F/7vUeS99TVNAxcYyFLo62lFV2XckYjqKgPHxCcYmpvBCA4x0BMJmkgZt6RiqKmS7sT0qdTcCswI/xFs0nlqGgmnoDRZxSMzUSDb6qZgpXVZnizZj02WK1dUx0DRV0NWaoKMlhq7JRKDr+diuT932yJXshtnDBxeqQkOja77JQoiKj654dGQt2rIJaoUx/MokWzat4SO33kw2neAHP/gBnh/w+c//IULRKJRt2Qfla5JNnK8zk6+h6wrZpEkiJvvuIIRCWbKOJ6aL1B1/iQGEADRNkclRr+nyufB+NzXYrl7fxkBXirPnx3jtjYN09a+n7uvMFuoUK06DUTc3j+1qS7CmJ8263jRdrXHpPByCHwQ4boDdeB46W+L0tCfIJk0yKRNTvzzINDY2xvPPv8DIeA4z1YOvpSk5OuOzNhemygQhWIagNeahODMI38ZHo+rHsJEJ6ZUYwf/PF69h77WXrhb5MMXvwa73EB8msMvzPPbt2xc5jX3rW98iDENuueUWfvKTn2AYBrZtMzg4yNTUFK7rLmFNLY6tW7dGTouLBd+FEJHA/fySvra2Nnbu3Inv+xw5cmQJ0NIUsW/+vlRks1luvfVWrr76alRVZXR0lH/8x3/EMAwsy2J8fByQbClN07jvvvsoFAqRxlNTyHo+iGcYBn/04INMlRSODRe4MFXmyKmLzJaXdqzNUPFJaWUyWoE17QqV4urNG0zTJJFoiFqWy8s6kG3bto1arcb58+cve08WR39/P52dnYyPjzM+Ph7p7jXv9+LYvXs3LS0tEfOoUCzhh5pcvISCZCpNLJGUiyfboVDIEfi+pMITYug6jm2DCDENg61br6KjvZ2JyUkOHTrERz96D2MTUxw5dprAKaDjsdj0tbOzk1g8yYkzI3ihhh+q9PYNseOaa7FdObC0pk0MQ2VytsrBExMcPjnRmCAJWJUOzaWiyQQK5y1P5//vN5GZX47tNP+91WQzr/T91RzT5T8rCFFF0AAAJZNBIWiIIQe0pgy62pK0ZtMkEwmmCjWOnzxH3fHRrSSVmttYiAtipo5uaIRBKLVI5pWuLA+shQuOo+la916EYK8sGkwHAboWYukQM1Twq7j1ColkmoodUqqHuIEWiZML5AQ3lTBJxgwMXZYszBZtKnV33r4lUGroWjRZqttyAjYfzFJFiCZs4pqHQYXBnhauvWYHARrnRsY4OzLB1Gy5wfQzpDucryzJ1MoFq5yANy/pewcoJVtOU0NE4EYMMwUfhLw37W0t9Pb0YHsBp8+OUqmHhIqJvWyGMoz2a+kqXiiWaG79pkMRchIdMzRE6OLUS1LDqsGi8gLJDGyWHy1cYM+1VVVAX2eSnvYUQsDEbJWJ2eoy2lrLP7uGGtKaNmnLxqnXapwdrxGgkI4rbF+TISiPUM5dQMOR4uSpDqxUB4m4xa0338CJ4yd58ZXX2bZjN60dvZwbGefE6fNU6x5eqOKFWvR7/jOkCQ9TsbEUm4QRoIQulmWSK7kIq528rVF3ruyeKPjEVJurN/ezfrCTctUlV6oz3QBfcoVKQ48F/IAogbBcqIqQJU1xHV2VyYxK3aVa97Adf1kQV9eVqExKU5TI4a1mz4E9Gg5DPWl2bulnqDtNqVLjuRdfx/EFbR19nLswRdmVzxVAMqaxri9LZ0uclrRJS8qiJW2STZqoioIXSNDKD0I8T5ZVTTdKRpulo9W6S6FYwfMDVE2CtCsx/wQ+cUtHVbVVggSXjjnQbmFyQxGCmKWhigCnXkEoGqgmjuu/r7FWJi7konkxQ1dTpSPnUubu4nGpmdT4TbIXP5hQFEHMVMkmLdqyFmEQkitUmClUsF2WzDF1FQglo9ML5xiCcUuTjngdCbIJnaNHjjBTqEIYYFk6upFgsmBTDxKR0Pr7i9XMBRb2WYKV7h28/3sVNphzss2GgdTh0nQV12uMYyvMASQLKFzQvoVogvIhyUSMq9a2cdPVPexY346mCV588SWGBntp7xri3TPTHDgxxenRAjOF2hLh9tWEIohA1mY0+6K6432gZiVXGk1DAVWVZgWyRG/h8SiN5FhzXqZE93qlpOhvIi7dJgUhphawaU0nQ90Zulotpgs2IxMlqbGZr2O7fsPMZW5fQkBHS4yMFVKaPsfunVvp7u7h3TMzHDo1Rc32aUmZXLO5k23r2tg82EJ/V2pZXdrVxsRsldfeGWNkohSx94WQ/YXrBozPVJjK1yiUbSo1dwEbT1MgboKheJRrLm5oRKYvqiK4/4YUX/7Mbe9Z//mfW/we7HoP8WECu+Zrdu3bt4+nn36abdu28c477wBSaPz222+nt7eXffv28dRTTy3Zx3x210qC7otfz2az6LrO1NQUpmlKJybfX7B9U0Oro6ODUqm0gLF0qe/au3dvJLA93zluPng1v9QxlUoxMDCA4zicOnVqwb6CUFDyk+TcDHkvgxfqqHikTJ/B7jSD3WmOH34dXThSZDhsaAmFKk6oU/TSlP04IEgoFTb0xigWZrAdjyBUEIpGIpnGsgwqpTxOvYIqApJxk5ZMgpgha+Or5TzF3BSKWN3jKsG6EPQkqfZBJnI2NTvAVH38ep5rrt7IPXtv5rlnnmTNmjU888wzuK6LHyrUAgsv0HBDDTPRwsCajTi+dPXJl23yJVuyGX7jsdy5rp5qv/I+lu5Haegi6VqjhCWEUGgEQjIwwiWfWQysrHRcAaoIUUOb7o4WdE2R2Sc3lFo2S4DSpbR7XfjEDNCFLfVQGu+rmoEXCmp+nOaaWBBInSGY92xcmi0UWSSHjdIsEZCO6/R1tZBNJyjkZ7l4YQRVuHS0pKjX67iBQra9B8+uUa8WcWolWRanmuzauYP+gT5y+TIvvPw6jgfdnW10dvcxXXQ5MTxLqeYBIabiYip14qpNNg6WUgc7j64GbNq0ia1bt3Lw0GGOnzzH9l3Xs27TdnIlm2OnL/LWO+coewZucCnNgaWsg0tei2j7SAo1YrgIfCzToKctRkqvMzszQcWGUM9i2zV0xUMXHpYmhcf9IMANDbyGc5zjy/tiGSqphEUyYaJrBiOjo2SzrfQPDERirKausnEgy7reJM/86nHOT1bYvvs2EslkpOVRrTdLACUjY3y6SLEqJ/cCeQ8TcYtytU6x6q147qoSSu0mYQMCN9SwAyNi6Viqi0a9AbSpqJqJoqrUnQDbtiPArlmWJYQyz2Ftuet+uef0ciDt4udt+e11TSGdkEyEwA+o2dKFcnUlSHPHowiBaUhnI02TAruS7bES2yfE0GSZsaYqqAr4vke9XkfgowQucQMG+9rZtK6Pl197i+mKTi1MEIQCy1RlmV0QYjsyCx89yQLipkbMAFNxCb0KNTvE9hX8BiAF0J5S+ehNG7l6UzfT+Rr7Dp7m4NFhAi1NyRYrljZIJ0alcc18mQQBhAgaGlw+ShhIZ0VAM2KgGNgeCxZoiggxDe0yoEckv77gVVWR0HQQAEKKFgfBQrfQZmmZ43pXVFKmKgJTVwnC8D04XV4+iaCpCromS5STcYO4qRGGIeWaS7nmkmyU7KQSBpqiSGc6IeYc6oRAUQUxQyMR04lbOsmYTtyS1/LY6VFefeMQVVfBDkxCRScM5CJeVbU5B8UVmT4Lj1c+tQEqfsR8VETQKHkUoOi4vjy2WCxGEEK17r7PpJFsx4amytKpMGw4j66etfPeQJH3CqjM9TsC0SiXX1gapamyPWqqEgnFV2s2QmgwjxV+pd85x2BWCHyPOTavfFcakwQk4hbxWJxy3ccPAvkMh+CHIfVI30kmhNTGs+m6Dc0kIfvvKzk+AahItqxlmpixGLbj4zUSUfNL8mTplS1NRAIVD12mncScK2oyESMUBrmyi+NfyoglQFN8VFx0xSeTNEnFDamXZCXJ5SvM5Es4XohQDRTNxPO5LPDU1D1stkEhwDI0IKTuLC0TX/G6NBiNqiLvubPI2KIpcRAzNGKWNIQRCGq2LKmv1L1ITP1KQ2+2Pb/B1r6C3aQTOumEiWmohI2+1mswRj0vwAvChhakTCrHDIVt6zvYtq6NbWvbWN+fQW2ct+8HvH1yipffvsDJ0RymIRMNuq6gCIHrBxRKNrNFu8Gw/GBCUwVxUyFwymhNLUrV45rtG7nh2qtJJ2Lse+sQz7xyiK6h7YxO20zMVpfsIxnTSSdNBrtSdGZ0Dr/1AjftuYr7/+AuZqan+Na3vsXOnTsX6FW7XsDRczO8dXSS/ccnGR4vEoaSobmhv4VNg1nW9GYY6EzS15lstK2lEYYhw+MlXj08xmvvjHHmQgFNVRjqkfrBTaF+P5DM7LilE7M0OScwZQL06vVtbFvfTiZpRvudmZlh3759vP7WO0zV4oSxHrb3uPybr/yr32t2/T5Wjg8j2HXjjTfyrW99i3Q6zezsLIlEguuuuw7bthkdHWVsbGwBe8gwDBzHWVFwvRmtra0R4HQlYZomt9xyC0eOHImYWJeL5bS6FocbqNQDi3pg4gQGbmjghAa2r+OjRpNvIUJ0TcX2VVxfYCo2Wa1Ai5YnoVYj4b9mLBaw37t3LxcvXuTYsWO4gUrBS1PwMhT9JIQCRQSyLCSZkBOPhoVupeZQq3srZmzl5MaPtHdU4aEwp1EUhhAKKSxsh1bk7qWKkLgpqLmLBYvnD8ZLs6DzLaINXSVmasRMlZiloSAoVBxyjbKP5h7eW4ciF1Lzz3QpC+dSoNJqKflXFkKEKKGPrviYWoDw62iKj2XoJFs6GZmsUXHea/ZYXqnmQkNOAANUAUJBTlYDuTgPQiVqn6oIkMk1H1NXEV6FlBUw0JVifPwirW2djOV8pmsxar6Bpgp625N0tcbp60ww1J2ms8Xk7X0vcP7sCdo7OimWKhRLVaxYgi1bt3Pg0LvUnQDdTEQlH6ZiE1NtdBzphqNppFq7KYYdjBd1Ls66C/RH5BXxo/a5spD0couYpvixsgz7okkhl65zMR3s8hSWoeCGJkaihVLVoVpzo+dIUyAMPBRFoOsG1WWs1n/zsRTIbIZ8xpRIFNgPmcdSChv6ZEoj28gSfY90QlL6HTegZnvRdh+8AOzqAFRoChwTOQIt/7n5i7dw0d2fv/1CoFnDJx7TyGZk5jQMoac9wU3be2hNm0zMVjk7OsPI2DS5fIFSuUqAQDdihOiU6h5uoHJ5IXu5IJPXs9mGw6hEfS6L3WCwagoxU+rYOG6ztOcSu1/8XQLJ7DNUPC+gXJtj5egquP7Sfk6CkLKNi8AlCHzs0GAh2CEXua2ZOK0ZCyX0sGsVSpUqtu0ShIJ4MkUsnqRSrVEq1wgagHoQCLl4CuQzozQEoIIwjK7flbhciYb4vyrkvW8aAMxplIkF286VhSzf9jQRIEKHUI6O8/bx/scDSUz25eiyQHvoyvdjmZossWloySRiOjFTQ1MFrh/iutLtz/WDhvbglS1YFydgFAJU4RM3Qgb7uqg7IZOzJYrVlRlhy+1zbk6kIITS0EScC0MTWKqL4pdJmCE7tqxl57YNtGdjTE+MUCgUybZ1oZkpSlWXXMmW7DRFAn2zs7O8ffAgmiJob0mSzSQQeoKSrTFbdCgWC1QrZQl8ajqu66NpGo4vcH2kvp1QLwF6hpFbbdi4TIpCIynUGKWCOSH2ZpLjgwhFEcQapbNxUyNmSeAyZmpYpoYgZCpfZ7ZRKlqq1PGCsMHiaJTQ+nP949I+cvFYsvQaiMboqykhpgYEDiL0UAhIJhP09HSjGQaEIcVCgfGL59m4fg2FmXFq1TKDQ2s5OTxGzVFRYy0Uq0GjHwIdG13xGBzoJptKsHNjB7vWp3jyl09wdniUa3Zfx7W7riIejzM2NsZjjz2GpmlRdcbAwACf/exnF6yj8sUKTzz5PAcOnyQIQ9YP9nDdnp3M5Cs8/8p+HF9h+/btTE1NcmH0PKqqks2kmZ6aRtE1urv6yLR344UGdcejZvtUay6Fik2hvFCI3tBV0gldblN3V/m8NVz+5sjOi663/GfxvhbrYF15hA1x+fnjzgcXYl5TWu2+hQBVUdA1gaFJx8ma7UXzk+XYctAwnFHmr0UCDOGiqxJ8rXtaxDyMmRptGYvWtEU6YciSzEYJt+eH2K7PmdFcI6EXYGqyKscNFo7tSUsQeHUMwyQeT+AHYVQhEDTY603NV1UVDHSlWNOdxq1MMHH+KH/6x5/jl0/8FF3X+PrXv35JkKhadzk9WuDE+RzHz+c4eT7HdEG2eQG0ZizaM7LUtWZ70Y90BQ3QNYUdG9q5Y08/V69vl8cfNzB1lTAMI4OChCVdt+u2R6HiUKo4VOouIxNFRibKXJgqM5mrUqq4S5iB1/Q7/H//w2d+D3b9PlaODxvY9cQTT0TOcJcDi1RV5eqrr2Z4eDjSsmrG4jK4JgC0mIHV7Kj9UEWPt1N2dXKVAF9NU3VCdOFgKTamYjPU08LWTYMILcbTz79K3VVRzCQVu8Fe8l3aWlvwA5jKVaQzkJDlmQIpJt1kWrmhNo9J01x+Nwm3jayMEiICKVqoCGmhrOOQSqdl+YMttZXUBotDV1wMHHTFJUQlEBq6mSRfdrFDA4WQIBSoeoya4+OFkvI/0NNOWzZOKq5DYMsyGEXF8aBYdTlxepRyzSEIVXzUqAxmbpANo7OYdwfm/Z6/iFzu/ZXi/WZP5+/j8hOx5bddfjtLF3S1xrErs3h2iXTCwg8CqraPL+JU7JB4PIbryMl0GApUTUcIBdtxGlpYzUlIiNrQyhKKtL2fy8KFWKqHCF1UTcc0LUKhUa66S8RkhZCit4Hv4fhzk09BiK54DUZhY2EYChaDPkqTVUXQGNw/eMDuUqGIcBXMiKX3T2k80/NbS7NkSMGjUi4BIZl0mkQyQbVao1Cq4DTK7QLmLJKVqH9QogX08ky6xa+tNoLGAl0sYIcs3V/QOKb591F+95zI/NLtdU0h8H3kPGJlUfHlgeAP4nn7Tcfqrn1zAhv6LkKEc0wgAuKmSk9nlnxuCqdWASGwfQM7MHFCHZ/55ZPyKWn2z0LIAUP2g3MZURWXZNxEVTVKFamls7TdfFDRvP8r90+X71ff+3FJxmUTcBAEIRGIJvuQeTbjjU8sbHFX8t2rOZflj3I1IUtdVgJAVzpeCQTqmirBr8DH972GKLYyr8+gkRDwUZgrRVFVDd0wZV+PwPc9bMfF8ZvaMou/b/Vg0JVtv9pY7h7I50klRFVkUkRTAtYNdtLTkaY1pZOMqex7fR/FOmixVi5OlakHJm6oL7M/yWRY05NhXX+GTQNZkprDr59+hlyp3tBi00i3dDI7M4OmyXEum83S39dHtVpmZHSccj1EMdOgWlLmwqmSsDTasglmpy6iKFKHK1BMFCOJ42s4PvihLMVZDACYRoP5YmoN0XhnGW2hEEPYJC1BT2cbLdk0hiaoVitMzRSZLtSp2uAxH9C+dLtWG4kGOQbNf35CNEVB11UIfDzPQY4lYpEJS8P+QYEg8LCsGF4gljWQWPmey+O4PEAu2b9xS2pIJSyNWrVEMZ8DpH4lIXhIuQcvVAlC5bdkTiHPwzJUMjEFVXgEgYfvuXiuTRiEeEJHtzK4vkLdkWw0wgbg0gB05u9v/vW4lNnCBxm6pqCrIa7jzDOUgIUJ4isHRSWTXjQAsStl/C0O2T4VwobBhuwHZfn83FZNwfLmdfX9AO8ybUzQ6Ktpsmqbs6NAjvWqFiUhljsHRZFsM00VDbauHLfCMGy4mkqtrWZCHmRCpyMFLTEfxSsg6uN8/O7buOWWW5Z1m5+dneWXv/wlJ0+eJNMxRKJrK0dHapwcyc8dh5DHEvoeigjpaMs05CKkbl4qpkvmtq5G4v2uFzA8XuTshQIjk+UIvFMIaM1IE5RkzEBVZR9mu36kzeV6fpS4DMMQ2w2o1V3pWLnCvVYECEWg0HBy/A2UqwpBQ6JH3skb14X8P1//vRvjhz6+8Y1v8D/+x/9gbGyMbdu28b/+1//itttuW9VnP0xgVxAEPPPMM5E71JWE48vJUIAiFy6hhR2Y+KECYdAYaKV4rb9gQrncJC5YMMFYvOicv+3yE8xLASnz4/KTnkvHapkNK2cZf3cXtb+JWJhtXo7VImOla9Kw4W5MKhYyPpa7v+G8OywW3K0welU0FtCSdaQoCqqmEQRSwPPyVvaruYfNzPrcIrTpSnQpjS8BxE1BOq6SL1SpBwLQVgRQljsuwRxdPgz8hsB3KItVlohVhgs+uzSWe/7mBkxYLlsZNo5BQVWVyEUnICQMpAOkH0gDB0tX8b0q2aTF+jV9xDSPk8cOk00nMMw45y7OYsbTBGiUbUG5zrxJ55UARc374aEJf24BgLros7I9hMEcvCXL0QSu5zVK15b2S4oISeg+Cd3lIzftYLArzUBXit6OxBLK+slzE/z1dx6lYBuUHcko1YQvhdYNhWwmQ6lSwa2XsXTBjqu30dXRTtXxOH5ulvPjJQpVB29FfaqwAcJqiIYJgQRp5+5xE3AQ+Oiqhh+CF/gsdPVaCbSef83ng0CLPzf/s4v//u2Hpgp0VRAGDcZVdB9X/2wt/Xs1n5OTTOlQtpqJ7ErXXQLCl99+uWNu/n850HZpKArETJ1UXKctY6EpgprjU646lKruEn2Q9x8Lj3W+sPvy+j6S/aIqCooqgXNZ3rsUPJn/ubmWuvRaGWpIzFQbZarhojnLlUfTDIR5QOTCec2l5ifz/7/wOFUhSCcN2rMWg10ptq5rp7c9SXtDgL5Wq/C33/57UDR0I8aFsUnCBptcUVTKnknFi+MKk62b1tDZ3oquKVwYGebs2bOEaoyqq1HzdHxh4Yera+9NNumlY2E/IRoLdV1XsXQVK2ZF40UYSpZF3Xao1GzCUAGhXFG7E0KydzIJg5akRnHmAo7jYMZSlG2FihPiYzS2DjCxsdQ6CQMMy6RQchB6HCueoe4GVKoOjjefGXfl7UOCtgpGQ4tJIaRUqjTSAu+dPbg4dDUkZigkYjqphEk6YWEYUlzdDwIqlSqpRAzHrlGtFCkV84ShoKVrLRenq8wU6oSApslFeBAsBUgUAYYGgVtHEQ39MCFZOVeaeBCNf+b3evMd9LRGebUEV+RcYsmI1FjQSya03EnQ0Pls7jlhCmIG+PUCpupiKB6h56LqKi0trbS1tWFacd4+cp7ZSogvYiytglz8jM4laEIkw8k0dGKmdFyOmRqpmEE6ZRA3dQxNQWuUvZq6iqqKxvxTMjs1VcF1bPbvP4BQDTZu3kJ7NkFLyiRu6TLJW7PJ5UtMzBSZyVelvEjNw/U8eeGEgqrqCFXOP8IwlCYWQYAfyGqPhKWRiOvouolQNFk67zarTGxsJ2jM5eT1B7A9FoCPnS0x+jqSpOIGhYrNdL5OoWxTs70PhFluijqdGY1brt3CVeva0VSFqVyF/QePcfLMKKEao6+vh/6edqrFWS6OnKZcruCHOlu2XU0skaFcc5jOVajWXYSikitJZ9eVDm+l3vmfIoRogGHN/jVspF/n6c+9l2P92LUd/Ps/vDFikH7Y418k2PXQQw/x4IMP8o1vfINbbrmFb37zm3zrW9/iyJEjDA5e3p3gwwR2lctl/uf//J/R/91Ao+RaBKGCqgYEoULdM6gEKZyG9ozPaso//rnHShPRxe9fDhRZ6fO/a/F+AcDfxXN7P1n398deuLLvudJF9OXa5uJtLgcErwYo/qe4v6sDFZuZTaUx2ZQOcAExy0DVdEoVBztYqo+m4pNNxwmBctXBeQ/i5pqqYOjyRyGkXC7SkkmTTMQiDZdyzaNYcajUpD6FoYZ4Tl1S51HRdAtVAdd1CBqzyKbA+YrlzAJ0xUcLa1iqTcbyWd+XYWb8LP3d7YzPFCnWFbRYKxN5l6pn4oU6vtDxgvc6uQkX/YaVExhXss/LgTS/uyEIScT0yHXOX8Zp68r3GUTCvgtdMuF347lcbTTAjIbhi1wryUWwH4QrliU2X1n+Kq78GUWRgKapa1imStzUcb2AXKEi2TXMlVs24Xep/aU1tNwW7U8sBfLjlkrM1DF0BVOXi1iAi1MlCpWGUzABpiJLcsLAJwyDBriuNe6s/IxCU0dPNNg2DRdDpVFmF4b4gRTRDyIG0e/C+PPbjt/kca0mYSLHGFUoDeCvue3lj0vXJEvr8jpMjRK1MECIAF3TUFWNIGwKgTdGBLXh2ud72I7DQqZ4o20vOqTf3Apv6fnLpztoMEgkMLlg1hzOe4Ibl/D9HJ7SAME0TYnAbsn2XHqspq6QSlgoAhw3oFixLwss6iromkbVXlrxogpZhRKEYYP51VwXXeJ4G5IgAL4fLmGaJ2JSo8/3A0rlMkEoUFRDJmGbwB/SFKVZBiyLPaTGoR+E88oRG+BWVFXQjOXbrGgw1pavFllu+2YC+dLb/eZiLvHaBICu9FhUVSa/l3OMFRAJwosG0mQYGqauSFMRX0pGrNzmfluxfB8mAMNQURsNwg/DBe7rX7nvKj5316bf4nH+08a/SLDrhhtuYPfu3fzVX/1V9NpVV13FZz7zGf7bf/tvS7a3bXuBQ12xWGRgYIDp6ekI7FIUJdKvmi+E3nzd87wFpXyqqqIoyoqvN+3Wm9F0TFhcZrjS67quSwR/kei7pmnR6/+/v/k5r5xpHuv7XbRcabzXSftqFvqX+sxyi4Yr+e7fxckgrHw+SzNQS7d5v9/5274m7+Xe/TZjtSDNB3fscqIyv/zi/e57uXYz/9mZr83VENCNLON/233I72IbeD9xuQXoHEtNFWGjNEVtZN0X9+OXuh+XGvrnX9vVglGr7ZvnWDtL979ciUiAofiIwANFEISS/aCqcnExl7W/XOJBNECkOfOBS5/DpdvVwsn+cu+udBzydwPeaJzxpbZfHsiWix4VXVUIQx/X9RqMCilcbaghLekY1XIOEXoYukYiHmc2X8DDAjWG7XoE6NFCShfSpGQlh+Erj0uzlOQVAKVR6hIE4W944dAExeXChRBsV+peWnqIqXq4rotqJAiEgeNBzbl0vY8EqBQQkrUqr+XvSp+0Uh95ub5z4X2TTNBgXstrjgnylbnCc5ls0JWQvt4OEjGTWq1CLpenVrNlqxcatqfgYl7iPs9bmgshAQ1V6gMJIUjGdVpTJh0Zg/aMihbazEyOc/HiKJ7nkojHqXkqGGkG127l1PkxxiZyqHoCPwTbcfFRuZIyNNHQQOvIWtjlaSxdAtwDg2vQDZMgVMgVykxOFynZ4gN8huZfExGBGe9/5baasTpAzAOJAQxNQVVCbMdjTmfvtxuKaOhBhb8JXcr3E+9lfXKp/bz/a9sEbVRVPkemJhn3dbuOUHQc18eeJ6SviBANh/a0zrqBVkaGz2J7Onqqk0JFOtkGwRxr9b0lLUBTBKapoiCk4Loi18sEIY7n4zbGgoWxuusizT7AD3zCMER5307sH0zomkI2ZZJNGmSSJp3ZGC0pU5YixzQmJyd55/h5zk3WKbtNk6APjnk1vyLj1i0G/+HLd6Bp2u8EHrH49ZWwlJVev+y5/0sDuxzHIR6P86Mf/Yj7778/ev3P//zPefvtt3n++eeXfOY//af/xH/+z/95yevf//73icfjAAwODnLNNddw4MABzp8/H22zefNmtmzZwiuvvMLU1FT0+q5duxgaGuKZZ56hVCpFr9900010dnbyxBNPLGgwe/fuJRaL8fOf/3zBMdx3333UajWeffbZ6DVN0/jEJz7B5OQkr776avR6KpXizjvvZHh4mLfffptvvVABEqu5bP+EcaVslw8KxLn8wumfNv4pM/zLLcb/OTEOVor3e1/faxv8TYI2v+vA4JXEPwWQxgrf+WEDy5uxMriyMoB2KXAuXNQ7rHQtL7fovrJkiCIEhgamGoJflc6CDQHzIJQLZgmWyUIq1/UaDoMi0pSjscxDNBeWgjkw7kqTQ01g4HKfCxf8rRA2GEZh5BhrCAcCG11T6O3tY2SyQq7s4aExXz/oyo5vaag4xBQbU1fk94U1NCXEQ8UOLEJFan003QDDUOCGRkMcf2FiRSAZS5rqYwgfVYVkKo2mm+QLZal34oG7jG+EwEMXAYTSuEUoOk7QLD8O6EgbWHpAPl/AC1VU3SAINZRG+Y7juI0ypMuN6c3vW+gSKe/cUvH8lfcx/1kIWbxY0ZQAgxqqkFpEsXiCwPdxPKlBFqCg6zqqpkuxZ/9S7Io58LT5zcGS41z4fM2dX4CmSKc8izq6rhNLZijmZ6SmopGmUNcu4Y4XogsXU3EwFQdDkQLfzRJxL9RAMaTpSlDDUFxMxcVQXQzhcNWGQXQzxo7dN3H46BmOHT9B0gzAyVMtF8hkMmzYdBVvn5hkrKAyUTGx/eVczKT7bdwQJGMKphqQjKkI32ZmdpZsWzdjkznQEvjCpOYKXG+5RXiI2nA3VJVmAsknCERDAqDJ3lnaPzav6UImpnxmDTWQLD1AhH5DY0+aXhiGjoKP59pk0wkpQO17lKt1KvUQBxM70Fnq2nxloalzkJUfhA19ySsDJwBURT7HqgK2G0Yi4vLZBlOTbCjLUOhob6NerzOTK1F1oNzgC1iGiqEh2UqBLIkLQsnQUpRmj0yjBFVD1TRK5TqOvzqB96VJiA9iTid7MSHer8j8+w9VyOuvayo+UH+fZjtqg70UhkEDEJLXS7LVwfEWAvi6tKfGW/YZWk2EzJcYWWkbQ7howkUVEmSX5hiKHJuFQhAq0ozL/80nWS/3XLz/WG68fi9j+MrXQRHSHTIZN/E9mz0DPgNt8r3fBTyiGR0dHdx8880cO3aM48ePR69fDmO5XPyLA7suXrxIX18fL7/8MjfffHP0+n/9r/+Vv//7v19wcZvxYWV2TU1N8Wf/80kgxZxWy5VM5q40PkxMjMs9NpfrHhdPiJsTpKa2zuJQFn1m/neE0QAvGu/PV66Sw/R8Kf6ApfdgrpOcO/L5k+bVAICLz2218V479aWfabpnEZUBKVF5m7wm6jKLgSuNfw6gxXuJ9wNYzgc939vgrCkgmuyOK8rC/S7cj98m2LsSICVLbXRdiezCV8fomN8fXAqEWdhnicZiztQV4jGTWrWM64GLzqXL3Ofrh11J1lJ+ry4CQhSpD0OIrviooYMiQnQjQd0NsZeAG4v7p9X0zZc7lsbWQrwHlkWzxE+CDwtFsZX3OXlvLiaWAx6lOLCmBLhOHSGkjp8bLHa/vTLmz+L3VAFJU9CaDPBrOVAN+oc2UK370im17kViuc29qYrA1FV8P5Auv8X6MsDCbzqulJnRBMVWp1EkaJbOgOf7iAbAoiseCUulsz3NQE8H6VQcU1cbWjnStcwyVDpaErSlLSzN42eP/YSxsYtkMhk2X7WVtes2kUxnCUOpSTldsDk/UebdExc4N3IB3Z0iqxaxDGhvb2dsYpaClyTvpil4KQlOzWszluZjUiam1OhIK2wY7KSzswsUjZlcgUCJMZ2vc2p4gmItwMWC0MfSFUK/joqHKhogs4ihmGmKlYU6Pqau0Jq2iFsanu9TrklHMtvx55V4CZpzHEUhKt+SJUZzPyGyNEyWFV1Ku60Zi4Hry9+/1cXlwfv5rUXiCMqCPkQhQFMCFDwy6WTDeVhD+HVmZ2YItSS+mkAIBUNTURW5Hy8IpSFOEDYEs4NlmU+iIaRvijodCYcHP30jO7asQVUVjh8/zsM//glrN13Nxq3XcuZigdOjRc5PlJgp1K+ISSWELM2LWxqmrqI0xvd6w/2w1nAnvZJQFMG63jRrejK0pg0MXaFUccmXbWZLNhfGcxTKLgEK2ZRFJmmgCKk5WKu7Uj8rYZCK65i6hqoI+joT9LYnCMKQas1ltugwXawxNVtmdDxHueZHJipCQCquk7B0NE3B1FQSjf+n4hrJmEFHa4zc2CmOvHuYz37uDxGqjq4pCL/OyMgIw8PnGRm9gO+7JC2FWDxB1dEYLwlqnsGObZtRNIuL0xWm8zVKNXeec+AVXa4oEqZGKqGjqgqu51Ms10GouH5A8Fsrw2vMHRqGQaHMJdHVFidp6ZQqVXLFGl6wMjNSVxUsUyUZ18kmLRIxjXRCJx03iFk6QkC17jNbrDOTrzFdqDGdq0R6te1Zi/W9GYZ6UrRnLBRVtp+ZQo3Zks1Urkq+7FC3PSoNFlszpHaWiJ6BmKmiNAxjbGdOgF7XlLkSSIiE/Jfrl0RzA6RerK6ppOIG2ZRBwtKJxzQyCZNU3MB2fCZzVYbHS1ycrkTHYOpqw6Fx+YmzIqAlbZGwdBQF6o7Hnr4aX/ncR2Vi5XcAj1j8+u+ZXe8zmmDXK6+8wk033RS9/l/+y3/hu9/9LseOHbvsPj5Mml2u6/LQQw9x+vRp6oHOuN1F3s00dLng/U8EVjNpX6kJ/q6Aar8Li+n3GvMnV/Nr8pcDfC51jgGGJp1KfD9YVNqx2us9fztZSjJn577adjJ/H/8c7slikKAZ7wUY+qCOB+Ym+hKUUPDQNa0hvjt/0fteFrur+f5/DvcOmhMzTWk8QUEDoBAKQZQJvZJzkm1YUyRQFAZ+AzLSFxSG/q6EpoqGoLHU/7i8MPMcEAYBMUPHME0IfWq1Op5Pw2OxAVSp0JZN0JKStuI1W+qblasOpZqLvUgZWBCgCb/h2CtFkQMlTt6xlnEVnesv5gueKwh0XUEgcBqTOCEESuhJMWYhF4uEPjGlRkzzCYOAltYslmlw7dZertm6hrfeepO3336bWCxG3+B6MNqYKoXsf/cMdmCiiAANh5QVctdt17NlfR+5Up23T05xaiTHxakylbrUbWo6WQaBD6G8froqj4GG5hNCGr8IoaCoKkEo5OI2nGNzWbqAMMDzfcJQaZRqXWk0rlMTRAjDRcDDle7r/bVnQ1MIfAddBRF6JGIGViJNsexQqjrznMJW+92XOpeF7zX10xA0JuA0WGwLOR9XApKJxj9zM+9GGxVzej5NExX/EsC/go+u63KxusrkQBMwkvdUvtKWMelpNbFzw2BPy3M102jxDqp+jPG8T6XukYob7NnSyXVbu9i9uZNkXAq7h2HI8ePH2bdvHzt37mTzlm2cGZ3i58+8ybtnpnECjSAQmFYcM54gCBUJeNYcFrLl5iXchAS1pJObTNS5XhC5oi17bo1niHBxaVvIHCtnzuymGZoKlqGhKuC5Nr7roGpSl8d1HYJA4KE3nqX5x9vQ0VKk0YoqfMLAl07QCHxh4HirSR6s9L68BmEYIMKg0cwEoRCNvm75z6fiOp0tcWKmhuv5zBYq1JyAcu3yDCBNFYS+g2VopFNxVEVey6m8E+kamYZK0tKZLUoBe0UBS3HRcFD0OCV7zk2yqzVGS8oiZmrELI24qROzpNZdzNSIz/tbEVI7yfV8JqemGb1wEUPT2LRxDd0dbfLzlkZrysIylzL86nWbHzz8OIePD7Nu005imW4mc1XGp6uMz1ao1hcuwE1DJZ0wiJsahYpDoWyvymBheRbfakOyIROWQlsmhqHrTObrlKr+ZdmnTZF+XVMiMMX3Q7yGqP1yGmBAA4xZ/sQ0VTTcTxVqpVkGe9vYsLaPtowEoJtjk64p5PMFnn/xFYxYkhuvv5a+jjSWqUUi/OWqw4ETUxw6NcXJkRyeL8932YQ04QK2WPPaNM4UkP3+Qm3H1UXTtdc0JAikaQqO61EoVgCBput4/kKjGEXIC9w0JrqSMDSFzUOtbFvXxvb1bWwealliSjQ//CCkZnuUqw7lwgw/e+wRXNflgQceYN26dZf9Ps8POHexyJGzMxw6NcXZi0Vmi/VljW80VZZzOp4PUXuVce0a+P/829+7MX5o472UMS6ODxPYFQQB09PTxGIx/vIv/xLHcZZso+s6ruvK8o5QwUfBD1QCxWDzpg2cPH2eSj3AFSa2pyIATfFwA41qEMcJTAJAwyOm1IlpdeJKjZQZIPwqN1y7g/HxccbGxrAsi1qtRhiCHegU/TQlL0WA1AVyvRAv1PBCtWnCzeoXmYtBhznm06U/Ixe4Sigd01QlQFV1rFiCat2h7njIJZQf5eTlFHm+LfWCq97odsRlWEYrAwpCyD2HYaMTW5QZXH1cDmhcfN2WW1B+kIvzxcczf/+r/Z6VACaWvK40WBnNreRkObzC7NlK92nhTprWyQvv08Ls9UIQavH787db7vvea/xzA3P/aQEzRchSDN/38Dx/xdIWGe8HsP9Nn99cPyjZJXOAUCabxfVCKrU6TkPcWy4YxaKF/vz9sMwxv9+2utLzu9w2q+0rLtenXT4sUyVh6QhCKlWbmju3H13Isq4gVHBCo8GYudSx0CiSmztXOUJcnvWmKkDgoSgCTTfwfSloHbJ0UQ+gCR8NB0MNWLd2gNlcmXy5TqXuL9Iwulz7Xe79ufTYB8nIkgvLEFVRLwu8LTyaD6qfXM1gcCVjU/P3YqBn5f2sBKc1Q1MF6YRJS9okHTcwdBVFAdcNKFdqjF4cJ5VKkUqnsd2ASs2lUnUkI2G52lHkAldVwHelg1mAWLCgEsxprTVBJsf13yPzZDXP+fIhSw5DvGDuM6rwMakTTyTwAoVS1Y5AdqkvubqD1ISHoTiYwqE9a9GW1smPn+a6nRtRhc/JkyexbRvLshgcHCSTyZBOp3Fdl1OnTjF6YQw7MHBCi87eQdb0tdPZEiObinHszBj73zlL3bZpa2tnaGiQWrXGkaNHQZFlk34gSKZb6ejupW775AplSpU6lZqL1wDhmteqNaXTmtIp11zGc27jOnik1ApxtcaOq9YxNnKK3o4UX/vK58nnc9R9i3dOT/Pc60cYmShLN/UGQK40/CEFIdmUwc4tA+zc1MGeTZ2kkiZTuSpvHp3gndMznLmYZypXQcNDC6vElBoprcpAd5qP7r2VbVdtjOY/y0UQBJw7d45Dh9/lwJFhpsvgKmn8ABS/Rntrgs3rB7j6qg3EYxYzxTqTs1XGZqqMz1S4OFVmKleN+h1FEXRkY/S0Jehqi9PTlqC7XboZVusyoVKqOhQrDtW6SyZp0pq2aE1btGUsWlKWZGI1DlmIhragCCmViuTzecYnZzh5fpZcoUS1lGe2UMb1VdxAutS7oYYTmtQDaQ5zqVhqhhFiKB4xUaW/XefmXWu47YYdZNNxhBCSfffww+zatYu9e/dGcjp+EFKs2ORLNrmSTb5UJ1+yiVs6qiqYLdQYHi9xfDjHVK624KlTREgqbqKqAlVV0BQFVRW4XhCxcefHQGeCW3f1c+P2Htb2pufNb0OeefY5fvHsW2Q613HtNdvp6czSlomRiOt4bkA2ZVIuFTh48CAHDx0ml8vT29PNnXfdTcVPcuTcLOfGCqiKQiZpkkkYpJNGA7xSCYKQkYkS5y4WOHMhR9VplsTKRNV7WQs1+zNNERgqJOM6mVSMuKVjmRoJS2dtb5qe9iQxU0NVBYamMtCVRNeuLKkUhiEvvvoWv3rqGdrbO7j33nsxrBiTs1VcLyAZM2TiQ8i1Xq5oc2Ikx4nhHGcuFHA8WQbd05ZgoCvFYHeKrtY4ddtnZLLEhcky4zNVZov1JUCnNHFR+fJH1/CJj1z1ezfGD3PccMMN7Nmzh2984xvRa1u3buXTn/70sgL1i+PDBHbND9/3+da3vsX4+PiqP9PM/DYjkUjgOA7JZJJ4PM6FCxeW/VwsFmPt2rUcPXqUMAxpb28nk8lw+vRpbr31VrZs2cK5c+d4+eWXqdVqS75PURRpPxyGeKFKxYvh6W2EQiUMAxxP4AYKtq9EA5C/CmBMxUMTUr/FsuKUbRoTvGY2Z+WOQRCiqQph4CHwicobhBRHnHPNacYcmNbcQ/N1QxORRfBqFj2G4tHdlqCnM0ui0VHWHR/H8aRldk1mroqlCq4fNmyG5x9HE/efz4FYeHaXypQ37cIlL3kO1Fld5xKgCoFhaIShzOD6wXIlBst8LwGGcIirVRJqlZZsht17rqPuQqnqMDYxw2yhIt3w6p4ESUM5MMUtnZgp6fW6rtKWtuhsiVGYHmVs9AxrBnrIlx0uTNcI9QxVT6XqLL2HArEoU7/0OBeei7yOlqFItkLgAiFuoFB35VkJAnRFCuKK0EMRYeNHoJkpcpWm7oZss6mYwlB/J26tyOT4BZxQp+bH8DGWEcCev2ARGJpkumiNiY0XNPQzojKjuQlk0/mm6RIVhsy5IK3CcWq1ixjRmGRLMHj+Anw12fCGU5EqM3UrUbsvewyi0erDoEGfnr98Xu25/CaAuZX32dSDCcIAEWlbvJ/jeu+L0A8W6PpNgLoBilAigFuIpti9zPq3pi0CP6Bqu1RrTuN5+yAmhqtnAa187Cvt80ra5EqxNFEgWTaKBDcQOK4XaQ75vo/jug3RYsk4W/kb5o01oulmqmHoGkEYUK7UG6DFbwfIlt3Z/LFmZXCvyeaYr+fV1HQzdY1YzGyMg2FDx0zgeD62E0TtauWQ6TEVX36DouOHYtXAUbOvmmNJE43kDdIChmHIMbmRzAnDheyGuKXRlraoOz5V28N2vAabZ7k5ynuLxtVZ5tWVo6vFYsuaVlQ3z+iZdyNHxCaY7IY6XqhiibpkZSoxaqKVXFWed8JSCewSuuKyc9tG+rtbI1AjkzQQBEyOj3Pq5AlOnz4pS3mQbr0oBgPrttLaNcS7J4Yp5caJ++OoIkBRFHp6epiamsJxHHp7e/nsZz9LS0sLALVaje9+97tMTU3R29vL7Ows9Xq9USok70yAQhgKzFgcy4ozM5snncmSKxTRNR3H9ejr62frjj34ocL0TIGZXI6RC+MUilWc0KAemLiBvmh+G6ILj5gekk5o6Nh41RkMxWHzhrVYloHthpTKVXL5AuVKjSAU+EocT+9gohhEU7nVrBC1xsJf0wSOG1BfzMgVkI4bjfJBI2ImKYqgXq0yMTFB2VGxQzM6h2bJ48rRmA+poIQuhuqxfeMAWzd0s6E/S0dLDF1VGuLsihS1V+XcQG2UwIJ8DkpVWcY2nZc/M4U6hYpDvlSn0GCQVuoujhtETKrFx9Z0WpQOkUKWi2sqxXwOMxZD00wqdZfaPI0tTRUMdKVY15uhPHuewsQZ2lqSTJegZ+1Ojg3PMpGzIxBPU6ElqeNUc6TjGp5dRVVC1q8bYv2aQUxTw/UC6o5H3fapO7IkOJsy6W1P0NOepKcB+tUdj+PDed44dJaX3niXRLYHw7QabDsdy1SxDFlSl06YpOI6qYSBXS3wy6deYKJiUQpbqDsBna1xdqxvR9MEF0ZHGR8fZ3BggM6ubmYKdaZyVSZz1QaTuXnu0sVaVyWo6AUhtbp3xUyuxZGO62RSFl0tMdqzMfwgpFC2GZuR7D5LC6iVZ9FwWDfYy9BgH6PjMwxfzDFddLF9/ZLJGiGguy3BYFeKvo4kNccjV6yTK9nkinXyZYd0XKerLUFXa5zutgRdrTFKVZfz40XOXCgwPFZYVp/yUqFrsg07jXl387X+ziRD3WkGu1P0dyZJJ0ySMZ1kXIJ0uaJsw+dGxnjmuZdBtdh01dV8+o7NdLf9rmt2f3DxLxLseuihh3jwwQf567/+a2666Sb+5m/+hv/zf/4P7777LkNDQ5f9/IcJ7HJdlyeffJJ77rkHXdcJw5BXXnmFl19+GZBicfPF4CzLQtM0yuXykn0lk0nK5TKapkU1u4vBMEWRmbU///M/J5lMUqvVeOSRRzh16hQApmli2zbr1q1jYmKCSkXWJcfjcVKpFLZtk8/nF3zvJz/5ScIw5MyZM3ieh+/7VCoVSqUSlUqFWCzGnj172H71DjxMJmbrTM/mOHH8KMNnT5GIGey5Zhe33Lgb363xgx/8gFwu1zh+BVdJYmUHOXWhSC1MU3EvlalfGprwSKpl0nqVFsth/YZNlGoex09foOxZ1HxTAhkNZpj8YhUFj56ONB0tcfBrzMzMkCvZ1H0TVySohzGceckWQYihhbSmE/R0pNi+vo2r17ezYSCLJn3fcRyHH/3oR5w+fVoCaUKnt7uNG2+4nkcffZT777+fHTt2cOHCBV544QVOnDiBZVnU63WAJZM0TQlob2vBNE08z6NcLlOv17n33nu59tpro/r2MxfyHDg+xf7jExw9l7vkJEaChqCEHiouuuqTjmm0ZGJ0taUY6GllsKedwe6EFPn1fTzPY3h4mF//+te0t7fzwAMP0NHRwfDwMPv37+fs2bOR8GKzOYZaglh2AEfNMlWCQsWhXHXxgoUOQ5oKa3qzrO1Js7Y3Q19HklRC46c/+gG18iydnR08+OCDxONxKnWPk2dGeOyJJymWKnzkxh3cfst1PP/887y+/yhV36Srbz0dvWsZn6kyMVtlplCL7MXnFhcLr4dcj4coQi6KLMskCEJqjhS8bcnIbJNTr1Ap5bEDszFxBEO4mEpNLqRUhZbWDmp2wGyhghdqEfi3XOiaQkvKxNIVam5AoezgzBulFUUw2JVibW+adX0ZhrrTZFMmCUtn7MIwjzz8jwRCxSVBNYixdsseRqeqDI8VCf06lqiztr+F3Pg57rh1D23ZNI/96iWKXoK8beE2MqKtaQtLh3yhgO2p+CgoKIhGeSGhXELN9TXyGgohS1Q0xcep1zBNC003qbs+NduL2kJzIdtoGQv2ceXA1sKYr5+kCuhoiZGKG5QrJfLFKl6gEgqd+RU6MVMjmzLJxBXy0xcRfhVLsUlpFVKW4FOf+iRbt24FoG57nL2Y45fPvM6RUxfBzJJMteL6AaVKnWrNwQvkcUCAZZpYMQvPk9ckEddRCPCcOrbj0vQHlILuGqEwcX0JPsZjFoahEwSSGr/y5LQJzsq/w0CyYYUisN3lr5Ms5WMeqHj5ay5duWRZh6ZJV0K7buMFNDQ/Pmgm5EqMpksxoJaCRysz1D7I4/2gwcLVfufiZECTydws/VGaKQJgvlbZavZ3+e9vJl6Wa5ZNzZVmKeJKIffgY6hg6iq2Y5NMJvF8QaEyx35vsvhk3yPZ3H4oz09VFGKmhmWZsgQyCHFcH9cLcFy/wYJa7vwWtjFFhJiaBBhXk7C7XIgGWyAMZP89V9K4OEJUEZJMWADYjo/t+pe8boamYBqyrEkIImCnyQrzG0kRTRWoYR1LqbGmK87M+Ah967YShiG5fJ58roAfCvxQQdHj5Os6TqAjCOhp0TF1BcdxKJVLuL5MZAqkELxhGsQTaRxP9mDVcl4mjQhp7+jAMBOUqg75skOl5i5zFiu1uTm2pKaEBIGPomgIRUGEHgQuqvDJJAwymSST0wXqbohqJLFdObaH4aX2/8FHE1Seu7+XSx6GmJpPb2cLMcukZnuUag6O41GpSCaQqkk2mQQr5L3WVIEfhuRLdsQAMnX5fuB7eE6NmGXQ3ppFURUqdZdi2ZmXRJg7tiYopTXcAy1DwzJVNEVg2zU8VyaTg8DHdWXZaICKqsdwfLHq5FaUxwvnj/2XDl1TMPVGiZwhwSBCCUA4ro/t+NQdH8lElQn5+WxHy1BZ359h18YObry6l/7OJKoi+NWvfsXLr73J3rs/Tld3H4/95B/Jpiz+5OtfxQsEh09c4K2Dxzhy8jxFW8UNTXQrg1A0qjUb25XVJSFyHLQaJXwxU0PXFAoVh5lCPToPQ1dw3SDqaVQR0JZN4PkhlZq7gO2pqYL+ziRb17axe3MnW9e24Th1HnnsSd49OYLVuo46aaYLdWzbwXNdDNNA0/SGVlUQzbUUAe3ZOJoq++Cmxp7rSfDQ9S9dqrw0wkjr0VBchFsgZTjs3NzD7TfvobWlpaHzJ1lqIMsAK5UaL7/yGm8fPNToZ1TiqVbaOnqJp1txQ51atUa5UqZcKlEulXBcF1WPE0+34ocas4UKVdtHVUSjbFLDMqX+lUAyZmu2R63u4jYa+XzwWBHQ0RKnPRujo/HT3hJDVYRk5pVt8kXJ0gsJ6Wqd27Y9G0PXFM5PlDg/Ln+Gx4tL2HfN+9ccE0PA96WzwN1X+fzbP/7078sYP+zxjW98g//+3/87Y2NjbN++nb/4i7/gIx/5yKo++2EDu37+859z330La3eLxSIPPfQQU1NTbNy4kSNHjrB9+3bOnDmDbdvs2LGD3t5enn32WarVKqlUiu7ubkZHR3FdF8MwqFar0f7Wrl3Ljh07ePTRRwFYv3499957L+3t7QA888wzvPjii2Sz2QVgVnd3Nzt37uTXv/41Q0NDXHfddTz66KPYtr0ARIvH4/T19TExMUGxWMQwDDZu3Mi6des4duwYJ0+eZGBggI997GP09fVFn5udneWll17i4MGDhGFIV1cXPT09nDhxIgLaBgYG6OzsxLZtjh49KidsocwsBihLfiM0vEB2agm1hqXUEQIymQxBEFAqlRBCkE6n+drXvobjOHzve9+jUChE4OBKj6UQgmQyiWnKDFjVVam4Kl6gUHNCyV4KFHw1RSVIUrN9LENl69o2tgy10J6NUS5M8tpLz6ALF0sX3HzzTdi2zbFjxygWiySTSW659Xb61mzm6KlRXt//LucvzqLoMQwr0VigC1AMLC1A8UokTB+DGjo1VOQgqqo6mWyWeDyO57lUSnnq1TJ+AGU/iRtq9Pd0cN2enRw/cojR82dQhce6oQEqlTIzMzMYhoHjOLS0tHDrrbeyc+fOSIwwDGU9f7FU4cWXXuHIsZNcdfUeXn/rMIWKR6jEqDoNZpxQMC2LZDKN43pcnKlH5UWGsEmoVQzFRRM+rZkE9VoRS1dImiFaUOHLX/7Sgnbz2muv8atf/YrPfvaz/OIXv0DTNO699142b96MECICZbu6uqLPTE5OMjw8zJ49e5ZQhx3H4e/+7u8olUp86Utf5rkXXgI9Tc03uTBV4dzFPCVbaQjXerIcSTRZiArJdJZy1ZZZQ6Gxpr8T3ZvFLoyghrUIsGyCzTfffDMDAwM8/vjjFIolQsVgaN1mhtZuoqW1HbdeYHZilNHzZxgbu0gYhnzuc59j69at1G2PQkWW7/a0JTD0pWCZbdv8xV/8xQJjD9M0+bf/9t+SzWYBKBQKfPOb36RWq5FMJlEUhWq1Sjwep1gsctttt7F5+3UcP5/n5EiOUyN5Tl8oLJkMxUyV1nSMdMJAVUImx8cIfIf169aQTCQ4M3yBqdkiVjxNIHRcL2DjQAtb17WyfV07GweyGLrKxYkcrx08wzunpjg3UWWmLDBVj6RuY4Ql2hKQNl3SSZNyuUy5XEEIgRWLUa9WiMdj1Go1WltbufXWW9mxY0fUVqvVKj/84UOcP3+ewcEB8vk8lUqF66+/Hs/zePPNN7n+po/Qv+5qRqfKsiwjX2Nsqsj4tHSzai4GVHwstU5LPCSmOhi6Qq1SIQwD2lpbCMOAWnkGNaiSTehs2LCe7u5unnnmGa6++mpuuOEGXnrpJd59913Z/g2D1tZWstksmUyG4eFhJiYm+PjHP851110HwPnz5/n7v/97AP79v//3tLW1EYYhf/d3f0+uUOLzX/wKJ06f5+SpM2jYqKGN69Sp1+vk83kSiQTlcpm1a9fy2c9+FseXuj2lisvEdJ7HnniSmtM0lRCRE1ux4kUW5/myw8SsFLD1g4UMlcstIgUhOjZp00MEdTyh09k9SLXuUyjb1Bx/CdPlg4v3wuSai6aOUxCGEDZ105Z+vrGVXPSLBqsvmA8cLs/OkUskh6Sl0NvZhqZrTOVK5Io2cu68mM0WRoDopY0IVoqgcTSXBrlUArJpkxCVYsVZcm8sQ2WwO8VAZ4r+rhSWYvPGq89i6iqf/OQnSKWylOsutboUPW/qpBw7eZYzwxdQ9DjJTAc1R5b+VOveMqBP8+qtzoltHhF2CfAebdNgX4owQFMhDPw54V0UhNAJQg8Rho27ubwD4cL2/psDTxQBuq4SM1TilizncT2HaqVMrVJB1VTS6TSxeBLHDahWa1TrtgTnQmmNEzNCOlsSDPV1oKmw/53T5OombrBS4nAxUHslTFSxzO/Lbb/wfFdPLlnts738+Sx1pVtaQZCK62RjIf0dOk7hIqX8NPFEgo/f9wcoiuDVV17hwuh5mew0dG659XYS6RZsT1CuOuSKNd4+8BbZVIz2jnaOHT+N6yuEik5XTx+GlSRfssmXbQl0OF4E/iiKkG6sSHDCcxsC1osYw6KRdAjC8IoF5+dfFSGagLRs30EgIsfHla/n/D28/xACkjEdTVGklUoYNErkggUQfXPIaZZWy7GISPdJVWDTYCtb16R5982nWbdhM67ew+EzM4zPVFEUQWvaolKtNzRwlx6/poS0ZOJYuspsyV4BnF1dSOBQgpOqKiiXq3ih0gC2PqikSoimKGiaGmkQJuNSPD4ZN6TJQuP1JgDVHN8uTlcYHiuSK8k5o6oI0gnJBswkDFnOmDSoVuscPXGauhOSbmnHD1UKZYeq7a5au3ClEEIyXGOGDoRRe/YDaSjiNhjMi11Xo883+pPlwFNFQDomUJ1pbr1miK88cMeyc+f3GmEYzrEQay7lmtvQRnQX3CHbcTh08BBr2uGPvnD/78Gu38fK8S8B7Gq+9+ijj/Luu+9GIJSiKGQyGUqlEp7noWkat912Gy+++CKJRIJ169Zx7tw5crkcLS0t0eL1j//4j3n44YdxHIe9e/fy5JNPUiwW2bt3LzfddBNCyOzG66+/vuAYWltb+drXvsbk5CTf+9738H2f/v5+0uk0p06d4uMf/ziHDx/m7NmzAGSzWTZv3sy2bdvo6emJFpunT5/mySefZHJykquvvpo77riD1tbW6HsuXrzI/v37mZiYYHp6OmIyvZfQNA3TNHFdl127dkWgYLFYxDRN6vV6xH7r7e3l9ttvp16v8+STT0YA20qhqio9PT309vYuW2sdBAEXL15kdHQU07S49e7PMFFUOHR6mjOjBfJle9En5lzBFEVOvIEFGgOKImjLWKihS6WUI5206OvpZGL8AnVXoeJqVJzFbl6XCpkxFiKMGDnNoUGWFMkpfjxmkc2k8DyPYqlMve4SChVV0xslIsGKWWaFAF1xsLSQ7s52UsmEpLI3ynF62+PMXDjG1MhROlqT5PN5Wlpa+OxnP8vjjz9OpVLh61//Orqu84Mf/ICJiQk+//nPs2HDBsrlMv/7f/9v1q9fz9q1azlz5gwXLlygVCotAXFBDkLj4+McPnyYiYkJ1qxZw+bNm+no6JDMN9/nhz/8IefPn+erX/0q3d3dC85lZGSEb3/722zdupXh4eGojQgh+PjHP8758+d59913o8XVwMAAMzMz1Ot1du3axW233UY2m+X06dM8+uijVCoVwjAkFosRj8fp6upiamqK2dlZPM+LAFfTNFm/fj3r16/n9OnTnDhxgq985SsMDAxc8u56nsdf/dVfMTs7y44dOzhz5gzVapUgCLAsiz/90z9dUOrx//6//290Tk126Mc+9jFuvPHGpfv2A86PlyhVnagUJW4t7Lfq9ToPPfQQIyMjDA0NcebMGe67774IuLmSCMOQkZERHnnkkQiM7uvrY2hoiM7OTvbv38/w8HC0/Q033MA999yz7LN54cIFfvzjH0es0d27d7NlyxaOHTvGzMwMw8PDrF27lhtuuIFarcZbb73F6OgoyWSSHTt3YSZaOTk8xcFjIxTqCnXfoh6YEVNmuRCEGMLBUBzakoLuFp3S1Bm6WixuvvkmRkdH+eQnP4mu6xw9epRnnnuR3OwMn//cA2zevHnBvk6dOsX3vvc9DMPg61//OiMjI/zsZz/jK1/5CmvXrl3xGk5OTvLwww8zOzuLEIJsNsuXv/xlMpkM+Xye6elpRkdHefXVV3Fdl2QyySc+8Qk2bNhIoeJw8OQ0bx6dYP/xSSo1l0xDu2O6UF+wsFJFgGVqUiTadRGKIGbF8H2ZXfUablrN0FQh2XMJE9NQpQNgoUZ1VVbuPoYSoiohoe/io+GGKnOuxksZTtAUC156j1JxnUxcoZa/SG+7iakJpqZn2Lh5K7F0F+MzFQoVh1rNYWKmiO3LBagQkk2jEBB4NorwSSVidLS3gZCL6emZGYqlCgkzZPumAXZuHaK3LUk6rvHc888xtGk3rx0a5sDRMYqOfJZ04cofRQLqfqjiCwvbU/BCNXLKUhUQDS1LrcGeEaqKpunUbRdV1VBVBc+pkUqliCeSVKp1iqUSmgiImyqeXSaV0Bno6+LixQlKlTp+KDVB48ksgz2trOtvIT9xhnMnD/Pxj95Oa896jp3LcWx4lmPncpSqS7VGf3cinPd7KTjVBA6FEKiqGjEeLrW/RnoNIUJU4RM3NdYM9hC3DMIwpFhxyJVsCmWbSv29LALfC/voysoT54dlqJId5Pt4no8fLSiX289CsEhVmwtn8FwH3w/m9YnN5eccSPHbZTmCwEcXPoYigaIQAYqOaSUjhnHzCFW1kewM5uvuKfOurPxLlgEqCEKCQI6LUnz/UuBniASalXnXdSGIqCoCQ1cQoY/vVEklYrS1t9CWidGWjtGSMjh/9jgjw6e4eutW2vo2MDZdYTJXJV+yo/lV0y1TEYKejgTdrTEmpou8duA0RVtp6Kctp3V56eupCln9oGkquq6jaRI8UYRA1wT4DnW7imvX0ERATA+JGSoxSyVmGgSew8zsDLqZJNvRT6glyZVsKsVZ3HqJwcEhCjXBhWlZuSJNmZRGiaaC5weS4eh41B3/fZfcfZChRCC7L1l3htGoCJAso5UZUyGGrpJNGvR3pljfl2FDfwv9DS2qat3lwlSZkYkyp0ZzjE6WqdTcyGGwaSoQtSFVkLB0DF2NnFObbNKmA6+uSaZeAPJ5DaG7Lc5QT5qh7jRdWZ0Xn3kCx66TTqejH13Xeea5l3D1NjoGd3BytMLZscIl2aaaKqJjASIx/9U5tjaurSJBTAUfQw1JmCG4JZKGz65dO2htbaNSqTKbyzGby5OfGsUUNXZctZYdO3ehx1r4yS9f5t2zOWpkcbyQuKUx1J2OmFryR+rFxS2NREw6fJqGekm9u/cSl1r3f1jj92DXe4h/KWAXyMXe888/z/PPP09vby89PT3k83nOnTu3wC60Gbqus2XLFq699loGBiSD4e///u+p1Wo4jsMf/uEfsmXLFjzP49lnn+WVV16ht7eX3t5eDh06RBiG3H777Vx77bX8/Oc/59ChQ8DSckiAvXv3oigKBw4ciBZSYRhGv1VVpauri5tuuont27cTBAFvv/02zzzzDJVKhaGhIYaGhpiamuLYsWML9i+EZBcUi8UFNqcALS0t0YIVpE5ZpVJh3bp11Go1pqenufrqqymVSnzkIx+hv78fz/N4/PHHOXToEPF4nGq1yjXXXMPk5GSka5ZOp6V+QKmEYRgYhkG5XI7OR9f1yBpWURS2b9/OrbfeSkdHR3Qs1WqVkZERDh48yNGjRwG48cYb2bFjBwcOHOD1fW8QKjHuue/ThGqcl159k63bthOiMDMzyxtvvkUIGI3yDENxiGkB3d1dXLx4kZtvvpm77rorsqltWs1OTEzy3R/+hMlcHd2MUa1UECKMhPQTyRSlSh3XCwmFSjKVRdUNcrncgnbUnKAGCK65Zg+KqhMEIbqu4Dk2YxdHmZwYk5P9ho5Vs0wmZukEThlDcbF0hRtvvIE333wT27bZsmUL1113HWvWrCEIAjzPw/M8Xn31VV5++WWGhob41Kc+xRNPPMGFCxf46le/GrGyXNfl4Ycf5tSpU+zatYtjx45FrEVFUejq6sK27agNAnR2dgLQ29vLyMgI09PTxONxent7GR4exnVdWlpa2Lx5M+VymSNHjvDlL395iRtLEAR885vfpFQqUavV2LVrFzfccANHjhzhxRdfXNBe+/v7ueqqqzhz5gzpdDoCueZHE1Q9cOBA1K6a4KxlWSiKQr1ep1QqLWDThWHIP/zDPzA5OcnXv/512traFuy3Kch79OhRjh07tsCqWFVVbr/9dvL5PPv370dVVf7Vv/pXOI7DSy+9xMzMTFS+DLBx40Y+97nPva9B2PM8fvrTn3Ls2DHuv/9+tm3bdkWf932fN954g7feeovp6ekI4L/mmmv4xCc+wVtvvcUvf/lLfN8nmUxy7733cvToUY4ePcrnP//5BUCR67o899xzvPrqq3R0dHDnnXdy8eJFXn75ZXzfJxaLRc/6/Gdh3bp1XHvttWzatAlVVbFtmxdeeIHXXnuNRCJBd3d3xGTNZGQyYveePdx62+3kyy6j43lGJwtcnCxx4twYsxWwA1mSZBkqa3rSFAuzBMIkV6zh+LLETFMFg91p1vdlWDfvxzI0fvWrX/Haa69hGAZCCLZu3cqnPvWpFa9jzfYYmSjhOC6vvb6PY8eOyQSEUKSmoidwA51AGChGHM1MkS/VqTlSi7E5ge5p0bn2qi5uv3YtGwdaqFYrvPDCi7z6xiECNU73wEbypTqjFydQNIv2zl5iyXTD4t4jV6yQL1ZkySgyo6w0ZuANbW2Zwb2CCfD8UBVQcWhNGey6aojWtMH5M0eZvHAWoegoqQFOTfig6MRNjUTcxNA1FAHlmkuuWG/oOl16UrtaDZ3LhWWoJGM6043Sls6WGFvXtpI26vieT9WFqg3lekCx6mHXKji1QgSAdbenSCWT6GYSoVsUy3XOnR/DcT0ymTS9PV0IYHj4LK7j0j84RCKRxvF8HC+gXneYmJyhWnfQDRPH9RtsaIUwcuhddO6EpGIqvZ0ZghCqNZtqzaHuuDhu2GBXr/4aJGM6rWmLlrRFe9aivyPJYHeKzoxOvTLLT3/yEzq7e7n9rnt55NFfcGF8tlHyHaJqGrF4Qv5YcVrSMbLpOLGYhaoZ+IFgdnaWickpxiZmyVd87NCQ5eWBcUWJIQjRFaSm0rIsl+Z2kr2hKgqutzqh+Na0yYb+Ftb2pvCrk5x4500y7X2s2XwNF6aqDI8XOT9WjMpwLF3FNNVm9VfDLU2W6Pn+YpfK5Y9xJaaWptJwcHt/0XwWdeGh4kl9LeHL3wSEapySo1H3jQi0vVTETJXWpI5GjYQp8N0aleIsvT0d7Nm1g0Qigev5lGou07Nl3jjwLuV60NAS0/HDxaCOPHeVAFUJQCgI1cBdUdz/vYCIqwH15rPfVrvf5UPQaHtao7yxUVZOCDOFegQKqYogHYO2bIxsKsnU5DjFYoGe7i5SmRaKFZdy1aValxqrQggySYOWlEVr2iQZ04hZeqNEkEh8OxHT2TLUwqbBFuKWzszMDGfPnqVWq1GtVqnX61SrVcIwZOfOnVx11UJhbs/z+Md//EfOnDnDF77wBTZs2LCq83a9oAGuLmQal6suU/kq0/kaE7M1zlzIky/W8Jwq1XIBz66gCg8BxFLtZNp7mS7UmZipYLsBmiJIJQxE6OBUS6RSMfIlG7TkIif0ZoR0tkh9KM+pMT52gVQyzsYN67BMnWTMIJWQDKuYqVOq1Hn1tZeZmpziuhtvQ+hx8iWbc2NFTo/m8fwQ01DZOJBlXV+GzpY4nS0x+bs1TsLSpS6YI8HacsXmwkSeiYLL6ESZsZkKk7PVBSXfS9qMgHTCJGZKgN9QFUxDQ9MEM9MzOI5Nb3uChOZg2zVyZZ/Zukk9iBEiE/A7N3awY0M7Xa3xOaYdsh8qFWZ46uc/5sbrdvPxj398yfdLrVmf6UKdMxcKnBzJc2Y0z8hkmXzJJhHTyKYscMtUi1OkkzG0RCfTRY/ZYpM0IBMP7dkYa/paWNuTYdNgC0lLmggcfvco+WIFw4xTq9fZvXsPg0NrGJ+uMDxRolRxZKlwVZaZLgdIqo22MN9AQf6ONXTYpAbb2EyFE+fzTMxUGJ+tMDpZZnK2Srnm0tkaZ11vhm1rW9m6ro3ethi/+tUvfw92/T4uHR8msKsJrqRSqUuixydPnuTZZ59lbGyM3t5ebrrpJmKxGK7rks1myWazTE9P893vfhdd1+np6aGzs5POzk4sy+Lhhx/G930URYlKaVpaWvjVr37FgQMHAFnq+MADD5BIzInmvfrqqzz55JPR/+eLSs5/rfn/JvB04403ks1mOXXqFKdOneKuu+7illtuQQhBrVbj6aef5vDhw8u6T7a0tHDbbbdx1VVXMTs7yw9/+MNI72l+NF0qu7u72bVrFxMTEwvKH5txyy23cMcdd6CqKiMjI/T29vLCCy/w4osvsn37dvbs2UMmkyGbzRKGIU888QT79+8HIJVK0dvby5kzZ0gkEiSTSUZHR5ccbzKZpFKpMDs7u+I9bB7zn/3Zn0VlSM17b9s23/zmN0mlUnz+859neHg4Ai6aC/De3l46OzuZnZ1lenqaarXKhg0b+PSnP00ymcRxHF588cWIfdff38/o6CiPP/44juOQSCRoa2uju7sby7J48803o3vm+z733HNPxP4DWfZ27bXXUqvV0HU9uncnTpxYYFrQLHWcry0G8PnPf57169dz6NAh9u3bx9TUFJZl4TjOEgBzflx77bXccMMNtLW1Re3NcRy+853vRMBkR0cHO3bsYN26dXR2dqKqKqOjozz33HOcOXNmwf6y2Sx33nknQ0NDnD9/ns2bN3Pu3DmOHTvGiRMnKJfLfOYzn2Hnzp1LjuXll1/m17/+NYqicP/997N9+/bovZGREb7zne/geR7btm3j/vvvj5iMy0VT1+6ZZ57h4sWLUenMctHX10cikeDEiRNkMhmuu+464vE4zz33HGEY8oUvfIF4PM7Ro0c5ceIE58+fX3JN+/v76enpoVgscvLkSb785S/jui7/+I//GG3b29vLVVddRWtrK/v37+f8+fNRGfSNN97IddddRzKZXPGcLhVhGEZOWc1wXZexsTH6+vpWvFYzMzM88sgjjI2NsW3bNnbv3s2aNWt48cUXef7550mlUhHL6+abb+aOO+6Qmjy+z49//GNOnDgRTZiHh4d57LHHKBQK3H777dx8882oqsqBAwd47LHHIsZsT08Pn/jEJ8jn8/zkJz+J+tQgCOQkOgiYmZnBtm1uu+02br75Zur1Oi+++CL79u0DWLYN1Wo1vve97zE9Pc19993H2vWbOTtW5NRIgQNHzzM2Nk7gVulsS7N1y3rW9HdRqjicvlDgzMUCw2MlPD/A0BSu2dzJ9Vs7Ofjy44S+ZKf+u3/374jFYoBc+E7MVCK2zbHhWYbHipdcdCsKZBIG2ZRFJmmSTZqIwObC+dPY1Ty68MjGPIRfIwxDLMsiHo9Hpe6ZTAbXdSmXy6iqSm9vL1u2bKGzs5O2tjYymUy0qCkUCvzkJz9heHiYzZs3c+edd0ag9PwIGnbnvh/guB773niTF158CT8I0XWDrVuvYqC/jzff2Ifvufzpv/kTfv7EY5w7d46vfe1rnDx5kv379zM5OcmaNWs4d+4cu3fvZnBwMGrjQgjWrl3Lli1bGB0dlYkeobJh+63UlFam8jWmJsbJzc4SCsHg4BAt2TStSZVqYYKpsbM4lVlihkA3YxRLVfxGGb1QdDLpBC2ZJK0taULfpVwqsPu6WzATrcwW6swUa+TLNp0ZnT1X9dF1CaHaer3O9773vajvGxwcZHh4GE3TZCl5ow9RVZVEIkGtVsN1Xfr6+rj++usZHBxcArqDfD7ns7k3bdqEpmkcO3YMRVHZfvUONm7eynMv7ePk2THc0MAOdXQrg+vaBJ6DQkg6FSedjDM1OUY6FeeG66+ls72Vs2dOEvgB7R0dtLa2oihyUZVJGAx0pSJG6Llz5zh06BDT09NMTU1FY0hHRwdf/epXGRsb45FHHsFxnAUgfjOy2Sw333wzu3fvXtKn+L7PM888wyuvvEJHRwednZ2MjIwyna8ijAyxdAdB4DMzNY6uhLS1Zrj7no/x4muHOHziIjXSlF2DOSAiIKnW2Lqhl/VDXYBgbCrPqbMXJWAaanih1gBxQuK6z0BHjLW9GURQw6sVqBanKRVnUfBZM9DDmjVrOHLkCLlcjmuvvZZ77rkHTdOo1t2GHkyRcs1lplDl4mSB8ZkK0wUHRYToSoCCR+g7iNCLWKSqCFCVEE2RBj9+qIJq0t07SCrbTiGfY2L0JKawMYSNqbpyf6YUcvYa56HqJio+oVdnoK+LtpYUnlPDNGNMTE4xNT0jHdhQyLT2kG3rIZZqxfZVjhw/y2y+hGbGqdk+fqig6RY9nRl625ME9RyTF06i+rIEPAgVzFiS1vYu0tk21g72UMuNcPLYIYrFYjTf0zSNP/iDP1h2vAa5Pjh//nwEmPzsZz/j0OEj1AOTnv61bN1xHaOTJY6fHWcmX2Owr4OutqRkdmSsiOXRlrFw7DqHDh3ilVdeQdM0vv71r5NMJpkp1Nj37jiGrtKWsUjGDJJxHRWfqYkLDJ8/z7HTY5weq1DxLAQhcaWGoTgEKHihRjyZZc+ePaiqRqFYZPTCRaZn8tTrjbmVUDDMGLbjQeizacM62ts7sV2fat1l5OIkY5OzqEaSUEjwY4Fbp5AAWNzSSMYkQFV3PHIlW5pZ4CNCn3QyTjoVw9ClCUzNdhfoqcVMjVRcMoWarMf5bCEQFMo25ZqLImBNb4ata1vZPNRKf2eSvg6pZ3q58Dwv0rP9wz/8QzZu3HjZzywXM/kyExOT4Ncpl8uUSiVKpRLT09NMTExEesZNB8VqtYppmmzbto2rd+ygo7OHuCXnu/lSnW/9w6OcHZ3ixt1buP++2yXbfKLE5GyVlrSFFlb5xeM/xtA1/uiP/ojW1laGh4f54Q9/SCqViljUi8/1L//yL+ns7ORLX/rSgvcc1+f0aIGj52Y5NjzL+fESU7kqzhVpaUlGlZQaWfi6ohAxTSXLS5FMq2A+j3M5U6DlQwjQVYV0wqCjJc5AV4re9gRCCI6cPMeJ06OkW7uxfVX2Lb40GbhSVt5iva2WtEXMVJmeLWN7lzYvW01kkwbt2RiWoUUSLUEQ4jdkGhQh5ya261Os2JSqS/W55LGJJQ6My8WDH9vA5z669QNnjf2uxu/BrvcQHzawq8nQuVyjby6WX3rpJc6dO0d7ezs7d+6kp6eHnp4e4vE4ExMTvPPOO0xOTjI5ORktSnRd50/+5E84efIk+/btiyYPQRBwzTXX4Hkeb7/9NmvXruXzn/88lmXheR7f/va3qVarPPDAA7iuy8zMDBMTE5w5c4Z4PE5/fz/ZbJZUKoXv+/ziF78A5AS9yUJ6/vnneeGFF9i6dSuJRIJ33nmHWq3G4OAg5XKZ2dlZdF0nFosxNDTE5OQkExMT0SIpm81y6623sn///iVAU5OVUSgUyGazCCHI5XLR9XRdFyEE7e3tfOYzn6G3tzf67LvvvstPf/pTOjo6+OIXv0gqlYreO3nyJI7j8Pbbb3Pq1CmuueYaPvaxj2GaJpOTk7zxxhu8/fbb0cAJkmXU29vLxYsXSaVSdHZ2cv78+QW6SfPLw4IgYHZ2lra2Nh599FGOHj3K3XffTS6XIxaLkU6nSaVSHD16NAKmTNPENE2q1eqC7+7t7WX79u309vbS19dHoVDgySef5MSJEwwNDbFu3TpyuRz5fJ6pqaklgODatWuje5NKpajX68suLOaf63KAVWdnJ5VKJdr/HXfcgaIoHDx4kJmZmehzTSelLVu20NraylNPPUU+n8cwjIj5lU6nUVWVcrl8yWNpfq9lWZw/f57+/n4GBgZ4/fXXaW1tpVwuR2y8Wq3GVVddxf333x8ZQpTL5QX3vhmTk5P89V//NUIIvvSlL7F+/frovXK5zOOPP86JEydQVZUNGzbwh3/4hys+wxcvXuTJJ59keHiY/v5+7rzzTnp7e5mcnCQej2MYBrOzs4yMjPDWW29Fz21/fz9hGDI2NnZJgLAZqqoSBAF/9md/FjHjfN/nBz/4AaOjo3z1q18F4P/+3/+7oF02Q1EUNE1bAEL39vby4IMPRqBVsVikWCzS3d0dMQsvF0EQcPDgQZ577jmKxSLpdJpNmzZhWRbj4+NMTk6iKAq+70cmG/39/VxzzTVs27YNRVEYHx/nm9/8JkAEVlx99dVs3LgxAuh9348yxB0dHYyNjZFKpVizZg26rtPf3x+x6/bs2cN9993HxYsXeeKJJxgfH2fPnj1s3ryZt99+O2ozzR/TNLnpppuo1+u8/vrrHD58GEVRuPXWWzly5AiO4/Bv/s2/icCncrnMP/zDP1AsFvmjP/qjqO8JgoCnnnqK1157jXXr1nHHHXesWJrqegEjEyUOnpzi1cNjHBueRQAJpcTOLf2oRoqpfJWphoNVs6xwoCvJliG54Fjfl5GlMY22Wa1W2Pf664ycO4lTr5DNZti8eTNDQ0Ps37+f06dP093dzR133IEQgpdeeomRkRFisVgEVMfjcRRFoVwuR+zKVCpFLpdjZmYmAmBaW1v59Kc/zeDgICDHsMOHD/Pss89SKBTYuXMnt99++7JgzOjoKD/72c+YmJhACEF3d/eCfnpiYoJvfvObbNiwgZMnT9LT08PExAQg2Ym33XYbfX19vP322zz66KNcc801fPKTn6RcLnPs2DGOHj3KuXPnEEKgaRp/+qd/uoQxefz48Qgc7ujoYGpqCtM02bp1Kzt27GBwcJAf//jHnD59mi996UvYts3MzAz5fJ4LFy4wPj6+oJ++/vrr+ehHPxoBVfPH/kKhwM9//nMSiURkQlMqlZidnSUIAr74xS/y61//mpGREQYHByPgeO3atWzduhXP85ienmZ6eprx8fHo+RZCMDAwwIYNG1i/XurHNZ+BgwcP0tvbi+d5TE5Ocs0113D99ddz7Ngx3njjjYhBm06nicVi5PN5HMehv7+f2267jcHBwYZ+JYyPj/PTn/6UyclJbr31Vj7ykY8s6B+afa1pmhiGAUig67vf/S6pVIr+/n46Ozvp6OiIxoiJiQmef/551q9fz/33348Qgmq1SqVSoVqtUq1WGR4e5vDhw7S0tLB37162b9+OEILp6WkeeeQRJiYmuOGGG5ienubkyZN0dHSwd+9etmzZEj0Tp06d4qc//SmVSqVR6iNIJBJSLiJUqHgJFBGQtVw0VbbF6667jpaWFgzD4JlnnuHo0aONPiygHpiU/QRlP0klSFL3jQXtyjJUYgZ4dhkldNCVgIHeDtauGWRspsaZ0TwTuRrvJSwdOlKg+zk0d4ZUXOe6629g7boNkRh1JmGStjx+8siPmZycpLW1lXq9TqVSIZlMsn37dt566y1c1+U//If/wC9+8QvOnz/PH//xHy+YQ/m+z8zMDBcuXODs2bOcPn2aarUaJcc2btzIZz/7WarVKvv27eP111/HMAw+97nP0d/fj23bHDx4EMMw6OvrixIz77zzzoI5SjOB293dHTGXH3jggQVj8krR1PdsPgdf+MIXoj56ufA8jxMnTnDw4EFOnjyJEILNmzdzzz33LNtPXSo8z2NsbCyagzSTJ47j8PTTT9PW1saDDz4YPQ8g584TExOMj48zPj7OkSNHIh3SPXv2cO+990bP1VtvvcXPfvYzdu3axSc/+Un8IGRsusKFqTKjk2XGpiuUay51W2rm1R2fUtVmtlBfwHYzDRW74eA40JVix4Z2rt7QDiEcOTvDkbMznLlQIAhl2+1uk4yWJrOlNWNRrrpcnCozPF7izIUCE7NzmsGpuE4maTYcuFUsUyNuasQtHUuXZZ2uF1C3PU6cPkuhWKGjLUNfTwddbVksS8MyNNqyMXra4nS2xNFUBT8IGZ0scWI4x7HzOY6dnWF8Vj43ggBTcYnrAamYIBEz0M04imbhozByYZy67WGYMUChZrv4gewvY6ZKiEq5Lq/JfKCluy3Our4Ma7rTmIZkP9u2lD3wXJd7776VLev70IIqP374IXzf5wtf+MKC5+bNN9/kiSee4M/+7M+WyGYsF009qMlclalcjdlinVLVIVeqM52vMzFbYTpXo+a8P2qmdJP2UIUgFIos/xU11FA6UnqhdEpsEhwSySTpdJpKPZAC+c5C86S4qaHiELoVrtm+jqGeNlRVRLphihCYpkrC0tE0BREGlIoFTp06ybETJ2nv6Gbnrj2YlnR17GiJ09ueoCMbQ22YfgVBwE9/+lMOHn6XG269F89opVxxqDmSVT5bKDN6cYqKDWV7Ts9LiBBdBBD6CEVg6DqapqPpGrGGKYOpq6iKNHSYztciPbP50dueoD0bwzRUNFWhuy1Bd1uc7lb5O5syI7fR8ZkqJ0dyDI8V+fLHNrN1Xfvvwa7fx8rxYQK73mvt7sjICC+//DJnzpyJgIB0Ok13dzetra3RhFJVVer1Ol1dXWzZsgWQE5SjR48yNTXF7t27o6zDmTNn+NGPfhQNwL/61a84fPgwX/va1+jp6VnVcc3MzPD973+fUqmE67ps376dvr4+XnnlFUqlEqqqsnv3buLxOK+88grxeJxPf/rTrFmzZsFDXygUOHHiBEEQsGfPHjRN4+mnn+bll18mDEP6+/spFAoR46vZ+SaTST760Y+yZs0a/vZv/xbP86hWq1FJZJMxls1mo4X297//feLxOF/5yleo1+sUCgUmJyd5/vnnURSFT33qU2zatGnJuTqOw4EDB3jqqafo6upicHCQffv2RaCEqqoMDg5y/vz5BQyeO+64gxtvvJFHHnmEEydO0NPTw9jYWHQOmUwGx3EWsKfmRyKRwLZtstksuq4zNja24P2mHlk8HueWW26htbWVlpYWurq62L9/Pz/72c+IxWL09fVx+vRpVFVdACYNDQ0xOztLpVIhCAJuvfVWNm3axE9+8hMKhQKGYVCv12lra+Puu+9mYGCAqakpqtVqVD72+OOPc/DgwSXHbhhGVKq3UjQXG83rOB9Yi8WkCHlHRweFQgHHcUin0xH4p2latGArFot8//vfjwBI3/dJpVJUq1U6Ojp44IEHyGQyqKq6ROOpWCzyjW98A9u2l2giHT16lMcffzxqG0EQ8NBDD3H33Xdzyy23LDmfI0eO8Mgjj9DW1sZdd93Fxo0bIyB2pWf/wIED/OxnP0PXdWzbRlEUduzYQTqdZt++fdTrdQzDwPM8VFVl27ZtkYHDXXfdxa233rpgf7Zt83d/93dUKhX+5E/+hHg8jm3b0SL7sccei4C3crkcXedmeaOmaXzmM5/hwoUL7Nu3D9/3I0Cqvb2dXC5HGIbce++9C8p6wzDk5MmT/PrXv2Zqaoq+vj5yudwC84y2tjbS6TT5fJ5cLkdbWxsdHR1UKhVGRkbIZrNcc801vPTSS7iuy969ewEJSDfB7+aiyjAMzpw5ww9+8AM8z4uYSE1AoQmG3HLLLdx1111RnxMEAW+88QbPPvssqqpy6623kk6n0TQt+qlUKrzxxhucO3eOdDrN9ddfz+7du4nFYuRyOf7mb/6GgYEBvvjFL1IsFvnud7+Lbds8+OCDEYOpVqvx8MMPc/bsWe6++24mJyf5xCc+seq+P1es89q74zzy5H5yJQ9T9UiYkEmotCQN2rMmHSkwtaZwfBjpdLW2ttLW1kZLS0uU6JjPIC2VSrS3t3PHHXewdevWqD969913+dWvfhU5AGcyGarVKoqicOONN3LjjTdKJkqjTMXzPEqlEjMzM+zfv5+LFy9y0003sXfv3ug8fd/nrbfe4oUXXoi07davX8/AwADJZJKTJ0/y/e9/P2IK79ixI3L9be6jUCjwox/9KGI89fT0sHPnTq6++uooa9+MJuDV0dHB5s2bWbduHfV6PQL3/viP/3hFJ+izZ8/y3e9+l3Q6HbFOm8fQZAg2zSNAasM988wznDlzhr6+Pu68884IhPU8L9Im7Ojo4Oc//zk33HADTz/9dOSIDFI7r7Ozk3Q6TTKZZOfOnQRBwLe//e2opPYTn/gEYRjy0ksvkcvl2LVrF3v37o3mRJVKhVdeeSUqe/UbAr/NhX4Yhtxzzz3s2rWLMAx58803efbZZ3Fdl3g8Ho2tzf63CRa3tLSwf/9+NmzYwP3337/gWvu+z0svvcQLL7xANptlcHCQYrFIPp+nUCjg+34EXGYyGY4fPx6xwhVFoa2tDc/zFsgU7N27l9tuu+2Si4KJiQmeeeYZTpw4QVdXF5s3b+aVV14hnU7T09PDkSNHyGaz7N27NwLPQc55Dh06xPHjx6M+dT7Qb1kWW7duZdeuXRw4cCBiwc8PIQSpVIq9e/fS19dHvV4nCAIOHz7MiRMnKJVK+KGClWhh9w23YSVaOPjuSd45egahx0ikWsmV6lRqLn6oENddLCrElBptKcGGgXbaOzpIpluJJzIYsRSuD5VKiReff5ZSMU9PVwdTkxMIM0todTA8Wadgm5d0+tVUhTU9KUxKVKbPYSo2mzasIZtJcfDAW2zauI4LI+e4ds9u7rjjDr773e8yOzvL1772tSWgcDPCMGRiYoLTp08zPj7ORz/60QVz9EKhwMMPP8zFixe5++67I3mH06dPL2AnK4rCunXr2LlzJ0NDQySTyXlgfZWf/OQnnDp1ittvv53bb7992bYRhiHPPfccL7zwAjfffDObNm3ioYceIh6P86UvfWmBZizIufi+fft4+eWXqdVq9PX1sXPnTrZt27akP/E8j4mJCVpaWpa8t5poSjOcO3eO/v5+vvjFL66YOJqamuKhhx6iUCgQBAGdnZ187nOfi47/0KFD/PSnP2Xbtm18/OMfX/F46vV61B9kMlk+8enPYvuaZLHmarSmLXZsaKclbS37+Wrd5We/3sfBYyMUa1CyBRVHpe4v1GK8VHxQZeDL7TcVUwmdEqaw6WjL0NXTh+2FlGtu5GJtaCqqKijkZnFch1g8SbFcb7hiyz5BCvVLpiGEpA2PzQMJhoYGZUl+yWYyV2Vythq5GEohdRbptjWYb6GU+ohZOumEhaEr5GYmQaikMq3UbKlB5jT2FX2uEWH0z9zfTeaQEJJ5pxBA6NHTnsar53DLk+zZvpZPfPRWpnJljp4a5ezIJBcnCxTLdTThoysOhnDRFRdNBGhCGkQpiqCjo4NsNkutVuPChQvE4/EouXHkyBH27duH4zhomobrutx888189KMfJVesc/x8jmPnZhkeL3FhqszEbPWypgmZWEhSraL5sySUChkr4KMfvTtylL9cBEHAY489zltvH+am2+5mw9o+zp48wjvvvBPNWwA2bd7C0LqrUONtTOelKcT0bIGL41NMzxSwPVlmXXGNiHnWno3R05bANFSK+Vkmp6ZIpzMIQrzaLLfdcj3ZlHxf09TIFdSO3EG96O/oNdtjQ3aGr3z+92WMv49LxO/BrrkIw5DZ2VnGxsYYGxtjfHw8AgFs244mbqqq8q//9b+mv7//kvu7ePEi3/nOd4jH4+RyOT796U+za9euKzqmWq3Gj370I86dOxe9Njg4iKZpnDlzBlVV8TyP3bt3c88990SZ4UvF2bNn+c53vsNdd92FZVk88cQT/MEf/AHZbJbXXnuNkZERgiDAdV02btxIT08PBw4ciAT6S6US3d3djI+PR/s0TTMqP1wOfNm2bRv33Xcf8XicIAh47bXXSKfTC0rZQDIQfvCDH+A4Dp7n0dXVxfT09AKAqyl+q2ka9Xod0zRxHCea6KuqGi0ym5MYx3EiFk25XKa9vZ0zZ87w9NNPYxgG//E//sfo+H/xi19E7m4rxfyyufmlpwMDA2zdupUNGzYwNjbGyy+/HIECzUVxExALw5DBwUGuv/76JboLi6NZAtjS0sINN9yA67q89tprVCqVCJBbHPO1o+YfYzwe57777ovKkDzPo62tjWw2S6lUwrIsbrvtNoaHh9m/fz/VapX169djmiZHjhwhlUqxbt26ZQG45v6TySSWZeG6LlNTU3ietwA4qtfr/PKXv+TgwYNs2bKFP/iDP4gYRU0g9sEHH4yAsTAMefXVV3nqqafYvn07n/70pxdMaC/37DfblWmaDAwM8M477xAEAZlMht27d3PgwAHWrl1LpVKJyh1vueWWFScIpVKJv/3bv8U0Tb761a9iWRanT5/mxz/+MaZp8vnPf57u7m5ef/11nnrqqaiPbW1tZWZmJmI63XLLLWzcuDHSpZsPXDWvZWdnZ1RueP78eQYGBlAUheHhYa666qroGh07diwqOxVCsGbNmohZ2HQBnZ2djUToh4aG2Lx5MxMTE5w9e5ZisRh9bxPUaQJmd999N5s3b8Z1XY4fP87bb78dfdenPvUpTNNk//79lMtlrrvuOnbu3EmtVuOpp57i8OHDy7aTvr4+brrpJrZs2bKkZKopIH/ttddy8uRJAL7yla9Ez/Pk5CQ//OEPqdfrEbPhvfb9juNw4sQJisViVKZRKpWoVqtSMFhRot++75PL5RYs4lOpFMlkkng8Hv009ePqdeniWKvVKBQKzM7OsmnTJu66665oQZhOp7n55pup1WoRy3W5PrSpvdgcqx944AEGBgawbZvh4WFOnjzJkSNHqNVq0bPeNFYRQlCv17n77rvZtWsXv/71r3n77bfZsWMHjuNw/PhxDMMgm81GIPL8CMMQ13VxHAfHcThz5gwHDhxgfHw8WlSbpsnNN998WSfo/fv389RTT1Gv14nH42zYsIGuri6effbZqGS8ycYolUqRNlzTHRYgn89HJa0gy7WPHj0aMVja2tq4/fbbOXnyJIcPH2bdunXceeedxONxVFXl29/+NpZl8Ud/9Ec89thjEeukt7eXeDzOyMgImqbx1a9+dcFC/sKFC/zgBz/AMAz27t3L1NRUVI7bLFE+d+4cr7zyStRumzEwMMBXv/pVxsfH2bdvX+Sa3Oy/mwmd1tZWqtUqhUKBfD4f9QlNIKinR5brtbS0UCqVeOuttxaMxR0dHSQSieg5b46Xruty5513ctttty17X8TPoXUAAQAASURBVGq1GufOnSOZTEbP/tNPPx31OZOTk4RhyEc+8hFuuOGGqP8Nw5AXXniB5557jvb2dq666iq2bNnCgQMHePPNNxkaGqKrS+pkXrhwIWqbmqZFbafJPguCgJ07d1KtVqN7snfv3mjcGB0d5aWXXuLEiRPA3Djc1JAcGRlZwrJNJpNs2bKF9evX09/fj6IouK4b/Zw/f56nnnoqYgu1trayfft2Tpw4EV3XbLaFwQ1XM7hmPdlMGr2h46SrKrPFGidH8tHP6ERpxXIlTXh0d2RpSRrMTI4iAofWttb/P3v/GRzVle9745/uVre61co5ZwkQSEIBRM7RJAMGjLGxPfZ4PHfmnnOeeuqpp279q27d++6+uLeeqnPmHHvGYRwwBmyCiQYDAokchYRyzrG7JXXO/xfyXqNGIhrPzPHwrerCFk2r9157r73W7/cNhISEjl0/sjE2m9HiYMTkYNRsZ9hox+ZwERGiJi0+hOTYYJJjgkiKCSImXMP5s6eFb6VcLicpKYnR0VH0ej0zZsxg9erVE+TzXq9X+Bq19Y5yvaKR1u5hUPgTpPUnPDSQYO2YuXRooD8jA630ddSwbuV8Fi0cGwu9Xs9XX32FzWbj1VdfJSkpyYd1bDKZKCwspKSkxCfkxmQy0dHRQWdnJ11dXfT09ODxeATDOCcnh2nTpj1x4Ut69k+fPp39+/eTmZnJtm3bHrqestvtwgNTrVbjdrspLi4mLy8Ps9nM3bt3BQNs2rRpFBQUkJaWhlwux+FwiCKey+WipKSEhQsXPtG6e/y5l7yDMzMzCQoKEr62MrkfN+/ex2x1sGzFakJCI8Zkqx4PwVrVGIswUEWASs69exXcv19Ne0cnXpkf8UmpJCSmoPb3A48bh9OJ1ebEaLLQ1taCw2ZFpdFitrqxuxTI/NTIVVo8cn/cXiV2twKH04Xd7sDlkeFGjgcF3od66/0FCrmM8BA1CZEa7KN92EZ7yM1OYNvGVYSGBtPaNcD5q/VUNOro1rtw44dnks/1U8iICf/Ru0mroKamBrmfP/FJqVjt7jE/KP0oFpsTr9wPt2fiZ/gr5WNFK7kMu9ODYxJDe0kuqPSTo1KOeT6qlTA6rMNhtyBX+GF1KrB7H17k1qr98FfCiNnlI29U4EKtsKOW29DIbYRoICTAi904xJw5JSxfvtxnjWK327l9+zZXr14VxaRXX311QqgOjDH2Gtt6+XzvYVxeJR6PC4/b9WNmohePzA+3MhKTOwC9eawY6qeQjZnoK2QoFHL85GP/r/H3Q/NjIm2A2g9/lQL9qI0BvYV+gwXbuHAbOW5UciehgUoykqMxDnXiNA+wbu1q4uJiUMhlRIUFEKwdY1V6PB6am5spKyujo7Ob6MQskjLy0JthwGCho7MH/bCRoOBQ/DVabHYXOsMoXtkYC9A17oSq/OT4qxT4q/zwVyrG/nvcnyo/GVF+vby+7UWx6wUegRfFrieH5Juzd+9e9Ho977777mOp2FK3OjAwkP/6X/+rD8X6UZC6+RaLBaPRyL1793xYRwqFgtDQUMEO2rx58xMZUVosFj744AOioqJ44403kMlkHD9+nLt37/LWW28JCZDL5eL+/fsieXEyU32peDN+cTUe6enprF27lpCQEB8GwaFDh+jo6ADw8R+Tvt+ePXsEO0upVAp/CUnycvfu3Un9yfz8/MSiPiEhgR07dvh4po2Hx+Ph66+/pr29HZfLRVpamkjqa2trm1TmJnkZPXgepNQ9f39//q//6//yWfjU1dWxf/9+8R4JaWlprFq16olo1xLq6+s5c+aMOM9xcXEiHRHGZHrbtm2jvb2dQ4cOIZfLWbJkCRcuXCA8PByz2UxAQABr167lyJEjWCwWVCoVWq0WnU5HUFCQKOxKG7+UlBRkMpkodo73EisuLhZFDqvVKlgGdrtdsBEfPE/p6enIZDJaWlqw2+2sXbuW/Px8n4KSx+Phq6++oq+vj/fee4+goCBOnTrFrVu3WLBgAcuWLZtQgHqSe1+v17Nnzx4MBgPh4eGkpqYKX7rY2Fh6e3uFx11eXt4jPcNgrEv86aefEhsbS3JyMmVlZWRmZrJlyxYfaUdPTw/ffvutj4RU2uBKRWKdTkdsbKxgUTx47iTGXGBgoJBlSsWXByHdq3K5nOjoaOH11NTUNKmEVS6XC+aS5LU3MjIy4X2SrNPr9RIXFyeYBAMDA8DY9RcYGEhdXR1BQUHMnTv3Rx8VBVarlbq6Ompqamhvb8fj8ZCamsqmTZseOoeWlZVRWloq2LESa7auro7Dhw8TFhbGjh07CAsLe+5zv9vtxmg0PtSfSfIU1Ov1GAwGHymYxWIR3nwajQa1Wi3+nD59ug+z0ePx0NjYyK1bt2hqakKj0VBQUEBKSoqP7FMmk6HT6WhoaKC5uVkUt4ODgzGZTKJwm56eLlJ4586dS0dHB62trWi1WjZu3IjJZOLs2bO43W4xLkqlkkWLFjF79myf55PH4+Hu3buUl5dPej3I5XJSUlKIjIzE5XLR2toqPPseF6Lg8Xjo6uoSBbrxz46goCDBqnY6nSQlJREUFCR8HiXZp9PpHPMQ+jH4BcYKbi+99BKDg4NcunRp0t8tPVPee+89cU2NjIzQ3NxMU1OTmJvGv1+lUuHn54dcLsdut/sUFGGMJSsxOK1WK4GBgZSUlFBQUCAScF0uF/n5+axevZrz589z69YtwsPDRTK0xFANDg5Gq9WK/5euLX9/f8GKVKvVTJ06lY6ODvR6PSqVik2bNokipMfjISUlhR07dqBSjaUaXr58mQsXLrBw4UKWLl0q5lCXy8WNGzcoLy/3KbIqFAqCg4Nxu92Mjo5SWFjI0qVLfQonXq+XU6dOcfPmTcEaA/j++++5ceMGGzZsoLCwULzfbrfT0dGBv78/CQkJ6HQ6Pv/8c9GsUqlUWK1WNBoNK1euZHh4mLKyMrKysti8ebOYV+/fv8/BgweBv3ibSnOqWq1mxowZZGZmUl5eTnd39wSW2WRQq9Wo1WpRpDabzSxcuFCw2STPz9zcXObPn+/DupXgcDiormng+JkLOF0eFi5aSnhkNHaHmyGDkVNnSolNTEetDWNo2MLA0JiU1e12I5eBv78Kf3/Vj95eFtwOMwqcyGUe7B4VDm8AdgKwOv9SyFHKnGgUYyE8gf4eXE47/uoAMrOyCQoOwenyYP6RkTNiGmNgjJjs2H6USamUCpJjg4gIlDGq70dnGMXlkaPSBKH012Iw2jHZx64VP4Wc5Jgg4qK0P66HnXR292CzOQgJCcVlH8XjMJEUF0FJ0XRS4qPGTKhD1AwNDnD58mWRthwcEkpQRBIy/wisHjV9Q6P0D41gtDhwef3wylT4+yuJDA0gNNCf0CB/QoPUaFSKv2SCesfm6qamJjIyMxkeHqamuprIqGiys7MF++kvjEcZapUfGn8Fne2tNNTdH/PgchmQ8+P5UKnQaDSMjIyIe1qyCqitrcVqtVJUVMTChQsntWx4FLxeL2fOnOHatWsPLTxbLBYOHDgg0oUn8678+uuv6e7uJj09nZycHKZOnfpYOWldXR13796lpaUFPz8/sTaQ7m/JEsFkMuFyuXj77beJjo7m9p0KDn93nGnT80jPnMLR46dwu91MyUqjpbGOzZteoqjgL2s4r9fL/fv3+f7777FarYJdLr3cbjcnT54iODScdRu24MYPm8Mt/N2kpEGA3t5e/vznP5ORkcH27dvF75AYeC6PDLtHhQxYNH8Wq1YswU/hW+TU6/V89tnnIFeSlJzM/coKMjPS2bRpI8HBwbhcLi5evCjYq+Hh4SIYaXTUSFhkLEVzlyJXBhKsVWIeGaSjpZ7GhlocDgeBgUFExiYSEByDQh1KY1sftc09qAKj0RndOFx/YY6FBY0FiESEjB1roEaJ+sdCjtJPRld7K5WV95ArFKxevRZ/f3/cnrGEyfBgNWFB/oQFq9EP9VNdXY0mQMuw0U5dUzs9/cO4vGOhNQHaIELDo/D6BeHwKMaSOFUKVEoFXveYRB8/NW6vEpPFgcnmwu5w4fF4cTg9PwbMPD3iIgLITgkjSutmqKuG+MhAZkyfxplzFxnUG0nNmIp+1EZn3zAxiVk4UdOnt2C2OglUy7CODpGZGkd2eiJajRKXy43F7sIwYkJnMGG22tCqvASrIVDtJcjfg7/chdvtZMuWLS+KXS/wcLwodj09zGYzn3zyCX5+fvzqV7/yMY1+8H1/+tOf8Pf3x2AwCFnOo76bJIH4/vvvfWjoAQEByGQysQFbvHgxeXl5mEwmvvvuO1paWigqKmLVqlUPLah5vV727dtHV1cX77//vnhQu91uvvjiC/R6Pb/+9a9FkuL58+e5dOkS06ZNIygoiM7OTlFwkzxXxkOr1TJv3jwuXbokZINz5sxh9erVwFix5rvvvkOpVLJ161ZaWlq4ePEiJSUlrFq1it7eXg4ePCgYJpJMY9WqVSIAwG63s3PnThobGykrK5twjHFxcRQVFVFaWoqfnx87d+4UfkvjIZkJ79q1i+bmZq5evQr8xag/MjKSBQsWoFarhWm55Pcik8lYuXIleXl5wlRbmnpSUlJ44403UCgU6HQ6PvroI+HddunSJaqrq5HJxtKt3njjjceyA2FsoXLy5EnhfaRQKEQXWsKKFSuYN2+eWAxI0iWZTEZJSQk3b94kICCAkpISzp8/D4wVn8LCwmhvbyc6OpqBgQE2b95McnIyLS0ttLa20tLSIpgFOTk59PT0iGJLXl6eYMg9aOouk8lQqVSo1WohI2psbBQFP6VSyapVqyguLp70mKV7JyAgAK1WS0tLC+vXr/fZOI3Hk9z7TqdTyGyys7OJj48nLCyMqqoqmpqaxAapv7+fnp4eBgcHxTUonVdJEup2u/F4PBiNRiH9mj59Olu2bJm0o2wymThw4ICQtD6InJwcsrOzOXnyJFFRURQVFYnN94NMBa1Wy/Tp04XsIyAggKqqKiorK1m1ahUGg4GMjAzKy8vp7+8nNzfX59w/KG0dzyxJT0+nra2NoKAgNBqNODYY29D7+fn5BFz4+/sTEBDA6Ogou3btIi0tjaGhIS5fvkxlZSX+/v6kpqbS3NyMw+EgISGB3NxcQkJCOHXqFDabjdWrV1NQUDChgOn1eqmsrCQzM1MUrSV/jpycHDZt2iTmuuc59zscDvbt20dbWxs7d+58ZnPfR8FgMFBRUcG9e/cYGRkhPj6eWbNmMX369Md+f5fLRUtLC2VlZXR3dxMdHc3mzZuJiYkRfjT79++no6MDlUpFeno6Cxcu5MSJE3R2dhIZGcnQ0BCJiYlMnTqVK1euoFAoeOWVV0hOTsbr9dLQ0MDZs2dFGm9qaqpgH0jFn8jISJ/Cvsvl4ujRo1RVVbFkyRIWLVr0WNlEQ0MD33zzDVFRUSxatIikpCS0Wi0dHR2iQPzgss7Pz4+ZM2cKeayUJhocHMzmzZs5c+YM3d3dLF26lClTpgg2nuRlKH3GmjVrKCwsnPAd3W433d3ddHd3U15ejkwmY+bMmaLYK41PVVUVBoOBqVOnMjg4yODgICqVisDAQIxGIx6Ph7i4OLq6uti9ezdGo5GjR4+KYvSaNWsoKioSnpC1tbUEBQWJ+0uhUKDRaPB4PBMYnxKrSrqHw8LC0Ol0yGQyMjIyCAgIoLKykpSUFDZt2kRYWBgAV65c4YcffhDPXMnzbXR0lKKiIubNm4fD4RCssuHhYex2O7NmzZrQmHG73Rw5coT79++zbt06iouLfYz6pZ89Dv39/SLlGhBNpylTprB161bRvFGpVGzfvp2wsDC+/vprOjs7fT5nxowZ5Ofnk56eLubg8ayznJwc0tLS6OzspLGxUfy+0NBQ4UM4vsCck5Pj4w3kcDi4ffs2165dY3R0lOzsbBYsWCAkpA0NDbS2tuJ2u0lOTmbLli0TzLSlUIl/+qd/8vmOg4ODNDY20tjYSE9PD5GRkcTGxgoP2YiICAYGBgQjqrW9m2ELKDRhRMSm4VUG0z1gpKt/FGQy1P4q/H5krvgpZGg1ShGaEfLjKzpMQ2pcMDERWp8Cg9SYqK6upqWlBblczksbXsY/KI7WnhFae0bp05nxU8jHvJ5cDrq7OseKdjJ/8AvA4pThdI2/b734yVxolB5iIoKxuvzo01l85E1RoRqCtSo0/nIc1lEMg70YzRZSM6bhkfszbLRjMNpxOH9k1I/7dJvNhlqjRj6uQOzv749WG/Dje2UgGwsekTy3xrN9ZEC41otGNorKrSczIZiEmDDq6mpRKpXExMQwMDBAVlbWQ30RHwePxyMCm9auXcvs2bMf+l63283x48epqKjwKU5LjFaz2cxrr732ROvH8bDZbJw/f57bt2+LBldgYCDTp0+nqKiIo0ePotPpePPNN33WzdevX+f7778X/y/NYQUFBQ9NMLZYLNTU1Ii5cXBwUKxB4uLiMBgMqNVq3njjDR/2rMvlorm5mfb2dgoLC9HpdOzfv585c+awatUqYKyYfv36ddEQ12q1GAwGioqKmDVrFidOnBC+oEeOHEGlUvHmm28SFBREU1MTR48exeFwkJeXR3NzM8PDw8J2QlJPzJo1i76+Pr777jsGBweZNm0aHR0dmEwmwsPDyc3NJTc3l/DwcGQyGWazmfPnz3Pnzh0WLlzIsmXL8Hi8DI1Y6eo3/ZhoaUM3YmVo2MrQyJjc2v5jEuTTmMyrVQrkMi8W+8SilAyQy73IvJ6x4ASZDOePyc2TQYYXtZ+bgB+LSHK3Ca9jmISoIFYsns30nKnY7E66u3vo7O6hq7uXXp2NAaMMnVmO2aXBzYOy4UcnqMpl4K/yQ+Pvh1ajRKWUY7W7MAybcLg8eBlLMZb9mOArMdfkMvAg/zHJVyZ+V1GSk//f715+Uex6gYfjl1TsehqD+p+KwcFBPvnkExITE3nttdcmbHBdLhd79+5lYGCA9957D4PBwJ49e8Tic7KO0PhO9ezZs5k1axZarRa1Wi2Op7u7m7KyMhoaGoiIiGDRokVMnz5dSEMCAwN5+eWXhYnxeEgPrNdee23CBs5kMvHRRx8RGBjI7t27OXXqFPfu3WPlypXMmzcPGDu/ksQMYObMmej1ejo6OvDz80OlUrFhwwYyMzPFpgfGFqEBAQHcuHGDqVOnsnHjRtGFKi0tpaysTEjuxropY8UuSWJTV1f30HFQKBRERkaSl5fHxYsXcbvduN1uYmNjsVqtmM1m4uLiiIyMFJ2loaEhTp8+zZw5cxgaGqKpqUk8vCMjI1m3bp1gND04pu3t7cK3q6WlhX379hEbG8uCBQuEl5Lk71VRUYHH4+HXv/61MONvbGwkICCAa9euMTw8/MiCl9frpaKiglOnTglmW0pKimBRaLVaYcaelZXFxo0bfbruEqsMoLCwEKfTSVVVFTKZjMTEREpKSujo6KCvr09sHLxeLxkZGSKxUKlUYjQa8ff3Jzk5WWxuFAqF6JSHhYWRk5NDamoqdXV1WCwWBgcHhVwPEJuwvLyxePObN29SV1fHqlWrmDNnDm63m7a2NtxuN1qtloCAAO7cuSOutfHX4WTnqby8nM7OTmEaHR0dLSSz7e3tVFZWCuNzyXNOYj9JngqDg4OCYSItcCXza+n3SP9GoVAItpXT6cRisdDX10dCQgLLly8X7J2hoSFu377NvXv3sFqtxMbGotFoaG1tZfr06SQmJlJaWirOpWTebrVaiYyMFNKburo6ce0MDw+zaNEiFi1ahEKhoLy8nPPnz7Ny5UoqKipEEfpBNoPUpZ41axYwJgVMS0tjwYIFmM1m7t+/T11dHbGxsaxYsQKVSsXdu3c5ceKEuGaSkpKIjo7G4XCgVCqFMfW+ffvo7Oxk9+7dJCQkAGNSsytXrtDV1UV2dja5ubk+/jQ2m43Tp09TUVFBVlYWGzZseGSn/NKlS5w7d47Zs2ezZs0an/vzec39UuLj4OCgYPu99dZbPpveZ4XD4aCmpoaKigra29tRqVRikyGds6dFQ0MDBw8eJCwsjJ07d4rNtcvl4k9/+pPwduvp6RHPd5PJxNKlS5k7dy5yuRyj0ci3335LV1cX8+fPp729nY6ODtLS0li5cuUTe0zCX+7F0tJScnNz2bhx4wT/HOl+unPnDidOnGDKlCmiK+v1erly5Qrnzp0jOTmZrVu3olarMZvNmEwmzGYzvb293LhxA7vdLopeQUFB1NTUcPLkSdRqtZB4Pnj+L168SFJSkkiZnDJlChs2bHgoA9hgMPDnP/8ZtVrNW2+9JaRVXq+XtrY2jh49yvDwMEqlkhUrxnxRpPCO0tJSbt68CYw9A6OjoykrKxNJzkVFRcLM3GazMTAwQFdXl889GxkZKe47Pz8/DAYDra2tdHd3T5Cuq1QqoqKiSElJYenSpXR2dvLdd99htVpZs2YNBQUFANy8eZOTJ08KtvG0adNYtmwZer2eqqoq1q1b59PAk4pt483sTSYTlZWV9Pf3s2XLFnJycnxYKy+99JKYZ54EUlHt+vXr3L17l+nTp/tIayVPUKvVikqlEg2A8PBw9Ho9s2bNEsmLk0EyH5cgk8nIzs5mzZo1T124cLvdVFVVcfnyZSGjlclkQhaenZ09wcNKghQMsnXr1gkWDo+Dw+GgubmZ+vp64YsGY3Lw9PR08ax4HCP5aWCxWIQ/54Po7u7m8uXL1NbWEhAQQFZWFkajka6uLux2B8iVuGRqLA7w14YTk5CGwj+YEZODiBA1qXHBpMQFE6RycfrUMXHdSmPocrlEQIqUKCj5G46/Pieb+6WmyJYtW8jNzZ302FzuMRN3/aiNunYD1S1j5vF9urHCshz3WBFA6UHmMhEfHUxJcT7hIYEEapRoA5QEapTI5TLwjm3vpbktWKsSCanwl8JwdXU1GzdufCI7E2kuPHv2LGlpaYSFhVFdXY2fnx8bN24kKSkJhULBwMAAbW1ttLW10dfXR2JiorgOpXnN6XRy/fp1Ib+cNWsWfn5+NDY2MjAw4NOolJpo0nU0MjIimL1eL2gCArFYzMhlYx6WO3bsmFRyNxmsViutra3CLkUK8dm5cydOp5Pq6mrq6uqw2+0olUrxd93d3Zw+fZo1a9bQ09NDZWUlISEh/OpXv+LEiRM0NjaSn59PRUUFMplMsL2NRiMajYZf//rXhIWF4fV66e7u5vbt21RWVormtdfrJSsri1mzZpGZmemzhpC8E+/fv096ejp5eXnEx8eL97jdbq5fv05ZWRkymYwlS5Ywe/bsp16HOF2eMXaVF8ouXuDGjevEx8Xy9ttv43R7MYzaMBhttHcPcuX6XQzDo8REBJOaFINS7sIw2IPHaaZgZj5FRUVoNBq6urro6urC7XZT19BMS0cvgSFRJCSlIfPYMA33M6Lrx+l0TFDvBAUFER8fz8jICP39/YJ5Gx8fL+ZkPz8/7t2rxGD2IFMGMmqy4pUrcbrlWN0q3F6FKFQh+9HO3gtemQxkYwm1MoU/IMPtcuB02BkT0HpRqZSoNRr8/dUoVWr8lCpkMkk+Lsft9eJyebA5XLy6Iov87JgXBvUv8HD80opdRqORoKCgv8pF39LSwp49eyguLuall14Cxmi3d+/epaqqCofDwRtvvEFqaiow5pW1f/9+YTY/Z84csZHQ6/Xs378fg8HAhg0bHvqAltDT08PFixdpaGggMDCQnJwckZrX1dVFVlaWKFb4+/vj8Xi4fv06ubm5LF++HD8/P9HJdLlcOJ1Ouru7OXDggFhMvvzyy5N+D6k7DIjo6szMTI4fP05dXR2BgYFERESgVCppbm728Y+JjY0do+a63fT39zMwMCA65jExMej1ehwOh3hgtLe3097eztDQkJAMTXabx8XFkZCQQGVlpZiIOzo60Gg0hIaG4vF40Ol0YoMwfmIPDQ0VHkM3btxgx44dIoDgYaitreXgwYOkpaWxbds2IRX5+OOPBSPIz8+Pd999l4iICCEhkclkE6RnoaGhZGdnk56eTlJSEjKZjLa2Nk6ePOkjfRwPf39/srKySEpKQqPRcPr0abxeLxs3bvRZeFRWVnL48GGfY87PzyctLY3vvvuOkJAQ1Gr1mIfHjxuOyaBQKIiOjqa3t5c1a9ZQXFxMTU0NbW1tVFdXY7fb0Wg0wudCKoJIG9TMzEyioqJ8qO4//PADV69eFSmPD5OZSEUaybtlfGF5YGCAo0eP+jCQJAQFBYnUsrCwMPLy8sjLyyM8PByHw8HAwIBIaRoeHiYyMpK4uDji4+OJiIh4pIfaZJA84Hp6ekhLSxMbYo1Gw8yZMykqKhLFHmkxvnjxYhISEti7dy+AmIsBsrOzefnll0VhWJIQlpeXU1ZWRmxsrJDqzJ07l4aGBnQ6nY+f3GSQpJP+/v709PQQERHB0qVLmTZtmiiKjH8W6HQ66urq6OzspLOzU7BMpk+fztatW5HJZDgcDr788ku6u7vJzMwkPz+f7OzsJ+q0NTQ0cOzYMVwulzD5frCQJRXZH2ai/DzmfpPJxJdffonRaOT1118nMjKSL774guHhYd555x3BjnlaGI1Grl+/zq1bt7Db7aSlpTFz5kymTZv2XDqR/f39fP311yKpKiEhAb1ez7//+7+LTUx0dLQo4L388svC5F+C2+3m3LlzXL16lZiYGFasWEFGRsYzn0spnTc2Npbly5ej0+lEqnFfXx9OpxO32+0jZbVarRw5coSGhgbmz5/PsmXLHnoPOhwObt68ydWrV7FYLCQmJtLZ2UlOTg4bNmx4KNt6POrq6jh27BgymYytW7f6yEvHY2hoiM8++4zg4GB27txJdXU1N2/eRK/X4+/vLwIh1Go1mzZtIiMjA5fLxUcffSRMsOvr6ye9J+VyuZBAqtVqVCoVo6OjDA0NER8fz4YNGwSjyuv1Ul9fT1lZGb29vURGRjJ79myys7Opqqri7t27olgvl8vJzc1l6dKlXLhwgYqKCgoLC1mzZg1dXV2UlpYyMDBAYmIiGRkZDAwMUFFRAYzJkQsLC+np6aGrq0tsdB6G0NBQ4uLikMvlVFdXP5a18iiM3+BnZGQQExOD1WrFZDIJqwSPx8PMmTOZN28e4eHhXL16lTNnzhAaGsrChQvJz8/3Kfi0tLRw/PhxYfkwY8YMli5d+kxm6A9+VylpOjMz84muOYAvvvgCu93Ou++++8j7y2g0Cv/Y7u5uWlpacLvdIhgiIyMDvV5PS0sLLS0tohBYVFTEkiVLHsnwv3fvHjKZjLy8vCe+x00mE/39/fT399PY2EhbWxvh4eHMmzeP/Px8/Pz80Ov1omDpdDpRKpW43W42bNgwaYGnvb2d/fv3o1KpMBqNREdHs3XrVuHx5Xa7+eabb2hqaiInJ4e6ujr8/f3ZunWrWFdPNvd7vV4OHz5MfX09v/nNbx5afJwMuhErDR0GGtv6qK7voGdwFIdXhcOjxOUdSwx8EgQF+BESIEetcOK1j+CwmciZnkt4RKRI8pTLZKj9x2SVapUfan8/5LiQu214nCZsJgMtLc0TfGsng0wmEwU/aS0VGRlJcnIy9fX1WK1WcnNzKSkpQaZQ0z80TN+ggYGhYbr7hhjQDWN3gsMFbq8Cl1eB26vAzbj/9vqNJQjiJSHSH+doN1qFmRUL8li3avFTrZm6urq4fPmyTzNbavZJKbo6nW6M9aQIwuRQYHWpUMjcBCjdvLxuOTOnZxCg9uPAgQPCx09KNB4dHcXj8YgAqoyMDFpaWoRlR15eHkFBQVitVrEulNbBLrcbh1ctmIx1rQP0DIwSHKAgIlhFdJiG2Agtgf5eau5eYnh4jFX2POYVCXv27KGxqYX45AzWvrQem9XM7Vs3qa25j7/KD22AFp1hFLdXhr8mkKiYeBQKBT3t9fjhJDd3BrNnzyYgIIBvv/2W3t5eVqxYwZw5cyasrzo7O2ltbSUzM5PQ0FDhp9fb20twcLDw0oyKipowxlarlT179gBjgWGZmZlU19Tzxf6jhEXGjT0nVSoSfmzqt7U2E6xVkzM1C4fNzOiIDqfdRmxsjLBm+eGHH3jppZfInpZHz6CZnqGxNNShEStatZLgQBXBWn+CtSqCA1REBcuJiQp7Uex6gYfjl1Ts+mvJGMdjfFyxtHGWEp8KCgomJO3YbDbu3r3LjRs3GB4eJiUlhaysLMrLy9FqtezYsWPCRuRR6Ovro6KigpqaGoxGI8HBwcKU2Gq14nA4hBn60+BxEgTpuFUqFYWFhRQXFxMeHk5jYyPd3d3odDrxGu8TNN7oWS6Xk5WVRWxsLN3d3aIwlpaWJopvEs06ODgYg8GAzWYTMfU6nY7GxkYfOaW00Y+KiiIzM5OOjg56enrEQsDhcAgvkuHhYdasWSMW5l6vVyys3nnnnUnljzCWRnb06FGmTZvGli1bfBbWer2eDz/8kJycHBYuXCiifHt7e5k3bx5LlizB7XYzMjJCY2MjFy9enNRHSYJSqaSwsJDExERu3LhBd3c3+fn5qFQqurq66OvrQ61Ws2TJEhoaGmhsbKSoqEgUKb1eL7W1tdy4cQOAefPmERUVxdGjR8nNzWXTpk0+coobN27w/fffExAQgMPhYM6cOaSkpNDV1UVZWZlgNqWlpREbG0trays9PT0APn5ek0GhUBAYGCjM6zs7O8WiLCIigs2bN+N2u/nuu+8YHh6moKCA4OBgysvL0Wg0GI1GUlNTSUpKEimWV69eRalU4nK5iI+Px2KxoNPpSE5OJiYmRqQrJiQkIJPJ6OrqoqKiApfL5SNHlN6XnZ39kzrjXq+Xuro6ysvLxcZj2rRpkzIOJEaWXC4X17PRaGTJkiXExcVx+PBh1Go127dvn8Cu6e7u5vDhw+h0OqZOnUpLS4tPsTA1NZUFCxYIeaN0/2u1WkpKSiguLkaj0dDT08OZM2dob28X946fnx9z585lwYIFEzZMUohHY2Mjp0+f9vEdcTgcVFRUUFlZSXd3t/DYS09PZ3R0FJ1OJ3yuHA4Ha9asEX4kFouF06dPU1lZSWpqKuvXryciIgKPx8PJkye5ffs2q1evZs6cOZOe95869w8PD/PFF1/gcrl44403hB+P2Wzm008/BeCdd955qoWsTqfjypUr3Lt3D4VCQXFxMbNmzXomCczjYDKZ2L9/P319feTn5wvfpjlz5uD1erl58yYLFy5k4cKFj7y+DQaD8Hj7qeju7mbfvn2YTCZkMpnwbhkZGaGnp8ensBsdHY3dbsdut7N58+ZJE3sng9Pp5Pbt29y/fx+ZTMYbb7zxxL6YMHbeDh8+TEdHB6+99tpDC179/f188sknE+ZqiTlhNptFMyEtLQ2NRkNtba0IkMnMzCQlJYXU1FQ0Gg3+/v5UVFRw/vx5/Pz8yMnJIT8/XyQpS82OoaEhZs2aRXx8PFeuXGFgYIDU1FQWLVpESkoKjY2NXLp0ia6uLqKjo5k/f75gsEnnPT09naioKK5fvy6evWFhYaSkpIgggPEpjlKBVEqkjoiIwGg0imIljDWX5s2bh8fjoa+vj97eXnQ6HQsWLHhsoUtiwj2MTQdjqbuHDx8mIiKCZcuWidTdyeB0Ojl48CAymYy6ujpCQ0NF6vHZs2eFnHP9+vU+Rul/K0gWA2+99daE1NLe3l4uXrxId3e3aHSp1Wri4+PJyMhg6tSpkxZuvF4vvb291NXVcfXqVbRaLWvXrp3AuDGbzRw9elQUBtLT01m/fv2khXyXy0VFRQW1tbX09/cL+b1SqSQ2NpY5c+YwdepUwQ49fvw4DQ0NaDQaCgsLmTVrFoGBgUKO92Bqb2VlJUePHiUpKYnt27czPDzMoUOHGB4eZvXq1RQVFQFj18J3330nApOcTift7e0sWbKEuXPnUldXx507d9i5c6fPvW+324WNyK9+9auHsv4eB6PRyI0bN35kkzpwoyA0PJrwyFiCQiPxeMH2o1efzWbFYrEyqDdidiqwe1R4FIHYPf54ZWOeSZL8008hx+P1Yne4sNrHkuYmLtPH5J9jvmx2QgNkhAfK0Sqd+MudBIeGERAYip9Kg83hwWx1oDOMMqQfxWS24/LKcXvlOL3KsZdHidPr9xBJmxeVAvyVMjQqOQFqPzQqObrBXkKDNBQX5hEcqGawr4sbdyoJikxnyCxnwDC25lPIvKiUctT+SjT+SvxVCrQaJSmxYwy+tLhgkmODCFArGTU7aO8bpaN3lPq2AWqbe4V82PtjTKLb48Vo9WJ2/OW+V8pduD0yPPzlGaZUeJF5nCKtUa32H2MIyeWoNYFYbY6xc/vjMfspxkzsx4qLShQKGVarHbtjTFLo9nhxexXid2iUXpQeIwEqDw63AqvLb2xcxd97mJcXz4qSDKalRQhJsNfrZWjYRlPXMG29o6j85IQFqwkPHvPdCgtSY7Y66dWZ6R0ae/XpzOhGbYya7IyYHNidjy5wPgwqPxkqmQ2l14q/wolKpSIzM4sArRaP58dza3FgNDvH/rQ4sNicaNXKH7+jmtAgf8KD1Wg1SuFzp/b3Q61S4PUg0hANI0a6evrRjdjQGd0MGV2MWHyTNJ8EfoqxvaGfQobH7cLhdPuMc1iQiqgwLVa7i1GzHaPZgaT8XJsLv971wqD+BR6BF8Wun44zZ85w/fp1srOzKSgoIDMz87GbBY/HQ11dnaDzTp06lU2bNj1xd/BBeL1eOjo6qK6uFolc4eHhREdHC/leUFCQiEyX2Fwej0ewvKQ/T506hUKh4J133nnkcRgMBm7dusXdu3exWq1C/paWliYWHV6vl9HRUTo7O7l//76PubIEqRAlbSTUajUZGRmkpaWRnp7O8PAw3377LUqlku3bt0+QFA0PD/PBBx8IKvuDDKGHpRVOZhDqcDj485//jNVq5de//vWEBfmNGzc4deoUhYWFrFu3btLzc+3aNU6fPk1xcTF3794lLCyMTZs2kZiYKNg+V65coampiaCgIKKjoxkZGcFgMEzo3sXHx6PRaERK1oPyHKPRyPfff09NTQ0ZGRkkJydTXl4+6fGOh1wuJzQ0lPT0dFauXOmzSPz2229pbm4mIyOD6upqMjMzGR0dxWKxsHv3btra2qipqREbr+zsbMEkdDqdNDc3c+bMGYaHh8nPz2fGjBnY7XZMJhNGoxGTyYTFYiE+Pp6cnByGh4f55ptvCAsLY3h4mKCgILZt2yaKjT09Pezbt08kwY2f5iV/l7Vr1wrWWVVVFRcuXMBut1NcXEx+fj4hISGcO3eO27dvExYWRmBgoJAhyuVyRkdHGRgYIDAwkIKCAgoLC3+WosR4SCwtnU5HVFQU586dIyIigtHRUXbs2EFERAQHDhxgYGCAl156ycfXyuFw0NjYSGlpKTqdTnymUqnkzTff9JHFDQ4Ocu3aNaZMmUJ9fT2VlZXIZDJyc3MZHh4WhrX+/v6YzWYiIiKEh8Xy5csf2v0vLS2lvLycN998c8KmTafTUVlZSWVlpdjcRkREEB4eTnh4OCMjI1RVVVFQUMDatWvFfN3c3Mzx48cxGo3MmjWL4eFh6uvrHyv9+Clzf29vL19//TV+fn688cYbEzZ+er2eTz75hPDwcHbv3v1Yz8W2tjZu3rxJbW0tWq2WOXPmUFxc/Mxz+5PC6XRy9OhRampq8Hq9Ph4nEsvirw0phTIyMhKFQiHMzDdu3EhBQQFWq5WWlhbhTbdq1apnuu9+yvi7XC727dtHR0cHr7/++gQLAK/Xy6VLlzh//jzx8fHk5+eTnJxMWFgY/v7+IiRESimVCnj+/v6UlJRQWFg4wbtJwvDwMPfu3ePevXui0JiXl0dwcDBOp5OGhgaRxCyxtGUymXh+u1wugoODheRaYvdI0vi7d+9iMBjE71MoFCiVSnbs2EFwcDBff/21+L0PBsyMh0qlIiMjg6ysLJEg9ywYGRnhww8/RC6Xs3XrVtLT0x/63t7eXr7//ns6OjpISEhgyZIlE9iGEhPj9OnTbNmyRRjaS2nKarV6UrboXxvS95SkoMePH0ej0TBr1izy8vLw8/PjypUrlJaWEhkZSXZ2tmAZh4SEPNV3NxgMnDx5kqamJqZOncratWsJDg6mtraWY8eO4Xa7SUxMJDo6WiQAL1++XEiv7HY7t27dEmnPmZmZREdHC3Z8e3s7DoeDuXPnsmTJEgA+++wzRkdHWbZsGTNmzPC5B71eL9euXePMmTNMmTKFzZs3c+3aNS5cuMDMmTNZv369KMA7nU5Onz7N7du3mTJlCna7nba2NjHuzc3NbNmyhcbGRvEck9YDSUlJrF+/3qdZ3Nvby8cff8ysWbNYs2bNY8dIWmN4PB6Cg4MnXGsSG11KbpaKv1ICtZTMGxkZSUJCAvHx8fj7+zM6OopCoXhogbevr489e77CaLbg8ihwoyIwNBqzzY3eaCcwNAajXcHQiBOn9/FFOxkeFDIPCtz4KbwovA6UcidafzmRoQHERAShVoHTZmbEMIBpRIccD5NdZhkZGezYscNnTC9cuMDFixd5+eWXiUtM5w8f72NwxIkXGR6vHOR+aAICUaqDGLHKGRhx4PmxMqHV+GG2jq1PFXIZ0aH+xIarCQ7SjklBPV6GdDqGBgdQeK1o5HbUChtquZ0AtZK5c+ficMu5X99O98DoWHiCzI+8/JnoDQba2tqJioomNDSE3u5ObFYTsTHRRISFMDI6yqjRjMliw+ny4vbK8SJDIYPAwABCQ4IJDwvBoOtnZLANrcJOsFYpvCSlZFGrdayg2dFvpK7TypWqXnQjNkKD/CmaGo3BaKe5a5gR09heJChAicfjxWybfF2ukMuICQ8gNlJLZIiGkB+ZS7islF/8AZnXjUYbREFBEVExsWPpj14vGn+/H5mBY0Uot8dLn85C75CZnkEjzZ1D6EZsaDQaFAo5CrkMmQwUCjmBGiXBASqCtCqCAlRoNX6YLE70ozYMRjsGow3DqB2r3YnV/hhWIR5UCjcBCjv+MgtqmQ2Nwoa/wsO69etobWmhrq6e1994HW1gEAODBo4e/x6LzUnJ3AUEBAbjcntxuz24PV4cThf9/X14bCNYR/uwjg6MXc8KBevWraOgoACPx0tNfRNHj58mMTacna9ue1HseoGH40Wx66dD8gx41t8ppeQ9r8WYJHd6VoZKZ2cnn3766RPLESSt/c2bNwXLJzQ01CeBxWq1cuXKFWw2GzNmzBBpXA9bYPv7+6NWq/H392dwcJC0tDS2bt2KRqPh4sWLVFdXk5ycTFZWFunp6UIiqlQqmTJlCu3t7YyOjgrfIqljLW2kRkZG8Hq9zJ49m6VLl/psREdGRvjoo4+IiIhgx44dIoWrqqqKo0ePik3kw8bL4/Hw2Wef0dXVxdy5c4UPRUVFBefOnRPJjcHBwSgUCvR6PU6nk5ycHGbPnk1SUhIOh4OysjJu3rwpioBxcXEUFhaSm5s7Ieq6oaGBEydOYLFYmD9/Pjk5OSgUCh9z9ZqaGs6ePUtSUhJTpkzBaDRy584dgoKC2Lp1qygiSomdMTExwvwcxgztlyxZIiQLj4LL5eLy5cuUl5cTHBzM2rVrH2n03dvby549e0hMTGTLli0+xzd+szkZZDIZcXFx2O12Fi1aJFgAP/zwA5WVlbhcLsEolMZDuh5qamq4ePGiMOwODQ2loaEBh8NBRkaGGCOFQsHw8DD9/f1kZmYKY+LnAUlqKjFv9u3bR0tLC7GxseTk5DA4OEhVVZWQnI6MjPgw6CSZpxSY8TiPJbPZzM2bN7l79y6hoaHMnDlTGKPX1tZy+PBhYmNjRbJifHw8a9euneAt5/F4RLDFb37zm0kX8l6vV6SrPXi/3L17l5MnTxIREcG2bduIiIjA6XRy//59Lly4IFJgFy1aJDZVD8OzzP0Wi4XS0lJu375NdHQ0u3bteugmvru7m88//5yUlBRmzZolkqykY7JarVRUVHD79m10Oh2RkZHMmTPnie6V5wmv18t3331HY2Mj//RP/zRhnvhbYbyf0/r16wVr43nhpz77nU4ne/fupaenx8d3bvwG90lN96Wm08qVK5947CUpyb1796iursbhcPiESEhpjZJv4HgvRK1WK14BAQFYLBa6u7tFqq5UvLXb7T7hGOMlX6mpqUJaC3D+/HmuX79OTk4OFotFMC1/CjweD59//jnDw8NERETQ1tYmpOkPO6der5fW1lZKS0vp6uoiKSmJ3Nxc9Hq9kNRJsuqwsDBhGu3xeGhubhYekT8HLBaLkPlMlswoff/m5mbOnj1Lf3//hL+XyWQEBATg7++PXq9n/vz5LF269KFrN6/Xy8DAADU1NTQ3N+PxePD398ff3x+VSoXFYiEmJoaoqCjRjHQ6nSgUCvHMkMlkhIeHo9PpWLZsGaOjo9y6dYvk5GSSkpK4ffs2DoeDmTNnkpqaSkVFhUiojomJYcqUKchkMi5dukRQUBChoaF0dXXx9ttvizWE0WikqqqKzs5OFi5cSHx8vPAXlFJgpfTOycZeYnMpFApSUlIICgrC6XTS2toqislarRaHw4FKpSIkJASbzcbw8DBz5sxh8eLFooEnNR9fffXVCUy3+/fvc/bsWSwWywTWZnBwMFlZWWRnZ6NSqThz5gwej0f41hUWFhIVFcXUqVMn7J2kcaqrq6O+vl6ki6ekpDB9+nSmTZuGVqtlaGiIs2fPUl9fD4wVlubMmYNKpRKJ2Rs3biQnJwcYm6du3L7HpetV9AyO4ieHkKAAwkK0hIcGEhkeQnRkGJERYYSGhhIYGCjsJNra2mhtbaWtrQ29Xo9CoSA2Npb4+HgSExOJj48X75euExgrsk9mG3Ds2DHu3bvHa6+9RnJyMg0NDaJxIfnuSvB4Zdg8aixuNU6vEn+5HY3chr/cjpSNIFk2nD59WpjNS2uwwMBA7t27J9aAErswLi6OkJAQSktLhbx1eHiYY8eO4fV6yczMZOnSpRMa5F7vWKJyS0sL7e3tIoHVYrEIFuv4coJ0fxmNRvLz81myZIlPU8bj8dLQYeByZQ8VDYNEhmrISAwhKUrDQEcNtVW3mT17FkuWrWDYaEc3YqOmoRWnzUxM+Fgyo0Y99jvGhyBJXrZer5eVK1c+1Z7ObDZTXl5OdXU1SqXSJxU6KCiIkpKSJ7Zm8Hi82J1umls7OPzdcawWMyFBWjLSU5iSnUlWZgZqtVrYc7z66qtkZGRw8OBBGhoaWLduHeXl5YSEhPDmm28ik8mwWCzs3buX/v5+0cx9EJJSQmqeS+qDtWvXYjabKSsrIyUlhcDAQDZt2vSi2PUCD8cvrdh15swZVq1a9Q9z0f9cOHbsGNXV1fzud7974i6u3W6nublZSBoMBgMjIyMi9Wg8ZDIZkZGR5OTkCNaNx+Nh1qxZYuEivUJDQ5kzZw4ej4fvvvuO+/fvM336dHp7e8VDOzk5GYfDQVxcHFVVVbhcLoKCghgeHkar1VJYWCjSA2GsuPLpp5/idrvx9/dn8eLFFBcXi81JZ2cnn332mY9xp4TAwEASEhKE8X1tbS1ut5vly5eLz5d8RqKiojCbzWIjJZfLCQkJITQ0lICAANRqNSEhIeTn54v7z2AwcO7cOaqrq0lNTWXFihXo9Xru379PY2Mjfn5+PsbW49k+paWlXL9+nbS0NF555RXsdjt6vZ7u7m5KS0vJy8tj48aNgpGm0+k4dOgQfX19LF26lPnz5yOTyQSDDcaCCOLi4sQmLjg4mHnz5lFYWPjY+2xoaIiTJ0/S2tpKdnY2q1evnlSGUVVVxaFDh9Bqtaxbt04wr6RU0JaWFgoLC4UBfkpKCoODg2KjIzGipAXreDnOg9BqtYSGhmIwGMRnzZgxgytXrjA8PExhYSGRkZE0NjaKDaLRaBTJjNJjJicnh5KSEhISEsRm9EF4PB5hPN3d3U1oaCjz588X11lNTQ0HDx4U4yJ5ujU0NFBVVUVDQ8OE3wtjjIXc3FzCwsI4c+YMwKTBE8+C9vZ2vv76axGAcfHiRfr6+li4cKEwxZdgNBr58MMPiYuLY9euXY8tBLhcLm7fvk19fT2ZmZnExcVx4sQJRkdHSU5Opru7G5vNRmpqKunp6dTV1dHT00NmZiYrVqx4qLT4aeZ+j8fD7du3KS0txePxMG/ePNLT0x+bbNXY2Mjhw4fFfObv7090dDRarZampiY8Hg85OTkUFRVNGnDxpJBMc5/l3w8ODvLBBx+wevVqSkpKnun3P294vV7Onj3LlStXntq4/EnxPJ79ku/c0NAQb775JtHR0Rw/fpy7d++yZs2aSc+nyWSit7dX2AZYrVYxJ+Xl5ZGYmPjU49jV1cXx48cZGBigpKSEpUuXTion9ng8j5x3hoaGhPeKVCBwu90YjUZGRkbweDyoVCry8vKYO3eumJclZs+FCxdwuVyoVCq0Wi0vv/zyGKPhxyCPoKAgEfwieXQ+ChcuXKCsrIw333yTpKQkLly4QHl5+QRvwskgFY1KS0vp6ekhPDycmJgYYmJiiIiIoLKykoCAAGFuHRcXR35+PrNmzXouklwYu7caGhro6enxSSWWyWSiaTa+uNzb28sPP/xAa2srycnJzJ8/n+DgYOGl+u///u8EBwfT398vGnEvvfSSj0G21+vFYrGg1+upr6+ntrZWeMVlZWWJYB+bzUZvby9ms3nSZ59MJiMnJ4d58+YRHR2NQqEQPohr164lOjqaY8eOYTQaKSoqYs6cOdTV1XH69GlxLrOzs302+Dqdjj179gg7js2bN9PR0cG9e/dEimNgYCBWq5WdO3eSmprKwMAAJ0+e9LFaGA+n08ndu3e5fPkyo6OjBAUFoVKp8PPzE03HwcFBNBoN77//PjabjW+++Ybu7m6WL1+O2+2mvLycgIAA1q1bR3Z2tkgh7+zs5P333xdp41JK57Rp00hKShIFDZ1OJ1KzpTAGGJvv09LScLlcIkzH6/X6sAc9Hg+XLl0STE2VSkVWVhZTpkzB6XRSU1NDS0sLMFZMk+7LwMBA1q5dS0pKCtXV1Zw5c4aYmBheeeWVhxYkbDabYHo+LUwmkzAYf1a43W7BiH377bd90lpHRkZobW1lYGAAh8OByWQS6gWpCB8REUFCQgJJSUncv3+fzs5O3G43aWlprFmzZlI7l76+PuRyOZGRkeK+djqdnDhxguHhYTo6Oli6dClJSUnCHgLG1jQ//PADVquVwsJC8vPzuXfvHqWlpSgUCoKCgkSzoKenB7PZTHp6Olarla6uLjZu3EheXh63b9+mrKwMm83GrFmzWLhw4aTWBm63m5s3b3Lx4kU8Hg/Z2dncv39fNHru3r3L0aNHH6o6mQypqanMnTuXhIQE7t+/z+joKOnp6aSkpIjPke77q1evcuXKFWQymUgcHr+nGhgYwGazsXDhQubNm/dE10FFRQXHjx8nPj6edevWER0d7XPtDQ4O8qc//Yn8/HzWr18PjD2Hjh49yr179ygpKeH69etCKSAldI5X9JSUlDB//nyUSqWPxUZmZiYrV65Eo9Hwhz/8Qah3lixZwpw5czh79uw/1L7/RbHrGfBLKna9wPOD1WrlD3/4A+np6WzdunXC39tsNq5cucLQ0BDDw8PCT2sySMWZFStWoFarhXRsPEwmE4cOHaK1tZUpU6awYsUKH38Ns9nM/v376e3t5eWXX2b69OkAwrdLMkyVyWRMnTpVeKaYzWYSEhKEafr47nRrayt79uwRse2hoaEsW7aMwMBALl++THNzMzDGUhsZGSEqKori4mJGRkbo7e2ls7NzQnFl9uzZLFmyBI1GI8x2z58/j8fjmZQOPh6SBKOiogKtVsvKlSvJzc31YY+YzWaqq6u5e/eu+E6hoaFi8yMtjh/sTMlkMgoKCiaVXrrdbkpLS7l8+TKpqakkJCRw9epVVCoVLpeL3/72t2IjNDQ0RHl5OVVVVQQGBvL6668/1mNO8g07ffo0ZrOZefPmCfloc3Mz9+7de2TiZlBQEJs2baKjo4OysjLmzp1LY2MjQ0NDT7VYkJIVJano+AKSWq1mxYoVWK1WysvLhcdSXV0dg4ODZGRksHjxYiIjI/n2229paWkRjCpp7LVaLYGBgYJlIV0nTqcTmUxGdHQ0Q0NDhISEsGjRIqqrq2lsbGTatGls3bp10q7d8PAwH3744YTgAOm7S38+b7bMmKxiD2q1ml27dlFZWcnFixeJi4tjy5YtPvdRc3Mze/bsYfny5SxYsGDSz3O73VRUVFBWVobRaCQ5OVmkBEmpcIAwUJeKWl6vl5qaGs6fP49eryc/P5+lS5c+E6tOur8aGhowm82C0Xb06FGMRiOzZ89mxYoVDA0NcffuXUZHR9m2bZvPuEiybClcY2BggOHhYbKzs5k5c6ZPGurTwGAw0NjYSHNzs0haXbx4MXl5eU+8WZcYpWazmd/+9rd/VUbZw+D1eoXc9WEFo78n2Gw2vvjiCyG97OjoYN26dRQVFYlCdGdnJ01NTTQ3N9PX1yf+rZ+fHwEBAWg0Gmw2GyMjI8TFxTF79mxmzJjxRGzY8+fPc/XqVeLi4tiwYcNTJWE+Dbxer/AvlAJGJJ/DyspKnE4nubm59PX1+QS7wNimPywsDKPR6MMUCwkJITExkdTUVFJTU4mIiBDPrra2Nr744gsRMCGhoaFBeBPu2LHDZ8P8sO8t+QpOBpfLJRoF9fX15OTksHnz5p+cUNjU1MT+/fuRyWTEx8eLQJy4uDjq6+u5cOGCeIaEhYVx8+ZNqqqqiIyMZMWKFWRnZ08oSpSVlYkG1MyZMykrK6OtrY24uDjBxjGZTGIDq9FomDp1KtOmTSM9Pd0nLW///v0MDg5SVFTE9evX2bJlC3FxcYyMjDA6OirMpR88l+PZlgUFBaKxcuLECSoqKkhKSiImJoaioqIJY1NbW8uBAwfIzs6mo6NDrP+Sk5PJy8tj+vTpyOVyUWjatm3bQ734HA4Ht27d4sqVK1gsFnJzc1mwYMGkjLn+/n4++ugjsZ5xu9388MMPXL9+nfz8fObPn8+ZM2doaWnhN7/5DdHR0VgsFj788ENCQkLYsGEDly5doqqqyodd5vF4KC0t5dKlSyQkJGA0GgVDKSAgAD8/P4xGIwsWLGDGjBl8+umnJCcno1arqaqqIiEhAYfDgU6nEyzJ1NTUCdeqxWKhoqJChDxNhpKSElasWPF3MYc/Cg6Hg88++wyj0cg777zzWAm61+tFp9PR1tYmwqeMRqP4+ylTprBjx45HFvC8Xq9YW/X29tLf309wcDBTp06lvb2d8vJyke7scrk4e/YsNTU1xMfHExkZyf3798U9NWPGDDZu3CjW5FLTdcWKFSL9+9ixY9y9e5eXX36Z/Px8HA4H165d4/Lly3g8HiIjIwkLG2PShYWF4efnx6VLlzAYDBQWFrJ06VK0Wi0nTpzgzp07LFmyhNLSUgoKCkRRSJLPSjYd49O+FQoFTU1NXLx4UVhWyGQyNBqNSCdVKpWCDSx52D6qGCf5Ol67do2wsDBeeumlh0rKPR4PZ8+e5erVq8ycOZN169ZNuC5dLpfwtPzNb34zQcb8/fffc+PGDeETKfl3RkZGEhERQWtrqwi1kIrko6OjREVFsWrVKjIzM3G73TQ3N3P48GEx1yxYsIDly5c/8pr7JeJFsesZ8EsqdkndzPFV/xd4dty7d48jR47w+uuvk5GRIX7e2dnJoUOHsFgsJCUlCaaS9NJoNKhUKvF60rHwer1UV1dz7tw5RkZGKC4uZvHixVitVvbu3YvD4eDVV1+dlIHh8Xjo6Oigs7NT+JRERUURHx8vfGFcLhfR0dFMmzaNOXPmoFarqaio4LvvvmPOnDnCzB7GJBFLlizBYDBQVlYm2BZpaWnCXH38Q3o8ZDIZycnJGI1G9Ho9SqWSV1555aELvZGREcrLy7l79y4ajYb58+dTXFwsHhgej4eLFy9SVlYGjBVmAgMDUSqVImlG6vBJL7lcTkNDAwqFgpdffpm0tLTHLvhbW1s5fPgwZrOZRYsWMXv2bD766CMCAwN56623fMZRr9dz4MABjEajYEE8Dk6nk0uXLnH58mXUajV2ux2XyyV8ZLZv347D4eDAgQNkZmayePFiPB4PUVFR9Pb28sUXX7Bw4UIyMjL44osvKCoqYs2aNVitViorK2lvb2fatGkkJiai0WhQKpWMjo6K6Ozh4WFGRkYYGhqiq6uL2bNnM3/+fAYHB4W/VE5ODkuWLOHKlStUVFSIItd4nzSv18vFixe5ePGikIpKMuaoqCghr9BqtSQkJJCYmEhcXJzoVu3fv5/R0VGUSiXZ2dnExMRQUlIygb2h0+n4+OOPsdlsQjprNBqprq6mqqqK3t5eAObOnSu8mZ4npM69x+Nh165dOJ1ODh06hNFoZNWqVaIAAAiWgOQRGBYWJuYFk8nExYsXMRgMTJ8+ncWLF2M0GikvL6etrU1Q06VFWnR0NNu3b/dhALrdbm7fvs3Fixex2+3MmTOHJUuWiAJmZWUlVquVoqIilEolnZ2dXL58GavVSmBgoM/9KhUIg4KCMJvNIt2svLxcGHhLBbjHBXX8FEiebZWVleh0OtGJzsjIoKenh9raWiIiIli8eDEzZsx4bAdfSqV79dVXCQkJwWg0ig2bZO78UxhnTwtpo3H9+nVWrlwpNg8/B57ns99sNvNv//ZvPgVmhUJBQEAAdrsdh8NBQEAAGRkZZGZmkpycjFarnbDAb2pq4saNGzQ1NaHRaISkbvw87efnx4wZMzAYDBw5cgSDwcDSpUuZO3fuX20N43Q6qauro6Kigr6+PmbOnElJSQnBwcGYzWauXbsGjCXIBgUF8dZbb4kNlNVqRafTMTQ0xMDAAJ2dnSJYRqvVkpqaSk5ODt9//73wvHvwuIaHhzlw4AB6vZ433njDx2/wSfCwsa+treXbb78lOzubrVu3PlXh4MqVK8DY5lun03HgwAEyMjLYtm2b+Bxp093V1UVLSwu1tbViE6bRaCgoKPAx1lepVERGRvo81/v7+0VBU0p3rKioEM/4oKAggoKCRFjAg+euvb2db775Bj8/P3bs2EFcXBx79+5lYGCA3/3ud49lOni9XuGjt2nTJtLT09mzZw9DQ0PiGg0ICBDhMHPmzCE7O5v+/n4+/fRTMjMz2bZtG2azmfr6etLS0iYwt10uF4cOHaKuro6XX36ZvLw88XcPppfn5+ezYMGCx6YnSnKpbdu2MXXqVIaGhujp6eHEiRNERUWxdetW9u3bh1qt5le/+hUymYzOzk4OHDggghtWrVolAk9GRkY4ePAgXV1dLFu2jJycHPbv349OpyMzMxODwSD8uSRIrDqpwSXJVGfNmsXq1asfud768ssvaWlpYcWKFZSUlIjCptFoRKvVTvAN/HuGyWTik08+QalU8u6774p1TEtLCzdv3pxwH0hwu91cuXKFsrIyn2L6r371K5/1FoxdQ3V1dVRWVtLV1SXY1VqtlpiYGAYGBjCZTAQEBBAXF+cTfqRUKsnLy2P+/Pk0NjZy9uxZwRQ0Go2kpaXx2muv4XA4+MMf/oBCocBkMpGSksLq1auJjY0VDN833nhDhJhYLBbu3bsnVCySkkVqbK9atcpnXex2u/n000/p6ekhPT2dXbt2PZG38+XLl7l+/Tpms5nw8HCUSqWPJFqywLFYLKJ5+6AX3sMwMDDAiRMn6OjoICcnR6QxhoaGCt/IgwcP0tzczKpVq8aSPB8Yx9HRUc6dO8f9+/d59913J23QeL1ewezNz88nKyuLxMREH1+8rq4ujh496hM4JrE6HQ6HuEaysrJYvnw5n332GTabjaKiImbNmjVpUuQvFS+KXc+AX1Kx62/l2fVLhdfr5fPPP8doNPLb3/4WuVxOeXk5Fy9eFN5KP4eJt8vl4vr165SXlwNjm9PAwEBee+21h1K6x4+9n58fLS0t3L59m7q6OgICApgzZw4hISE0NTVRV1eHRqMRZu/nz58Xvys6Ohqn04nBYCA9PZ3e3l5UKhWrVq1Cp9PR0NCATqfDarWSmJjIokWLiIuLw+12c+vWLW7duuXDcEtJSaGkpASDwUB/f/9YrPE4c2Gn04nFYsHf35/58+cza9Ysn6KH0Wjk4MGDdHR0sHDhQiHXGx0dxWg00tXVhVqt5t13353gzzMyMsJXX32FyWRi586dExYQk8Fms2G32wVzpqOjgz//+c8iZWu8p4PFYuHLL79kdHSU3bt3P1Ri9iD0ej2nT59GqVQK7xUpHTAqKorh4WERPR8UFIRer6erq8vHqyYgIIBVq1aJtDCv1/tU9760WC4pKWH16tXIZDKqq6tFwujmzZtJTEx86AbJbrfzxz/+EYPBILw9pC6j5G0SExODVqvF398fj8eDy+WisrISi8VCYGCgkDBIcdslJSXMmDGDkJAQ6urqOHz4MB6P56GMKYPBQF9fH1OnTv3ZChhGo5E9e/ag0+lYtGgRs2bNEkb/CQkJZGVlERcXx9WrV4WRNviy5gDhFeFwOLBaraIjunjxYuFLJoVdSEmtq1evZvbs2YyMjNDS0kJLSwvNzc1ioSstYvv6+uju7gb+sjiSpGTjERwczPr160lNTeXw4cPU1tYKVt5YCpRXePwtWbKEwcFB2tvb+ad/+qfn3mF3u90cPXqUyspKCgoKyM7OJi0tbYIMqrS0lMbGRqKjo1m1apVP02E8hoaG+PDDDwkNDfUJLAAE28xkMhEUFMT06dOZMWMG8fHxP9t109nZKVJVV65c+bMzup7ns19qgKxcuZLY2FgsFot4+fn5kZGRQWxs7BOfO51OJwILXC6XmMekOUEul+NyuYiNjWXz5s1Plcb818TAwACfffYZISEhREdHk5yczPTp0ycEL9jtdjo7O2lra6OpqYn+/n7kcjk7dux4aMPHbrezZ88eBgcH2b179wSPnUfhUWPf0NDAgQMHSE9PZ/v27U90H0vPvPFywPDwcNatW4dCoaCrq0u8JEZqWFgYiYmJKJVK6uvrfRhv4yHJt6TnQ3Jy8oRwjyfFrVu3OHXqFElJSWzbtk14k+n1ev7jP/5D+H89Dh6Ph2+++Ya6ujoxbwcHB1NSUsLMmTNRq9XU1tZy7do1urq6CA8Px+VyERAQwNtvv/1E6acej4djx45RUVHBqlWrUCgU3L171ye9XLKweBJ4vV4RpPPOO+8IifTQ0BD79+/H6XRSUFDA5cuXycnJIS4uDofDQVVVFWazGT8/P+x2O/n5+aSkpIj1yNatW8X6RKPRsH37dsFokxpnLS0tXLt2DafTKVQB0rNOqVTidDpJTU1l27Ztk7Jq6uvr2bdvH3Fxcbz33ntPdLzPG9Iz9nnN/4ODg3z88cdkZWWxdetWRkdH+eMf/wiMFcQjIiKEh6VSqaS5uZlTp06h1+tF01FqZsnlchYvXsycOXMwGAzcuXOHqqoqrFYrSUlJZGRkEBcXR1xcnPByO3HiBAUFBTQ2Ngqpr0KhICYmBofDwdDQkPius2bNYsWKFeJePXjwINOmTUMul1NdXY3L5WLx4sXU1NQwODgoPLqOHj3KwMAA77///kMZ3B6PB6vVOqlP4ODgIJ9++ikul4uQkBDefffdR4bW6HQ6Dh8+TE9PD8XFxRQWFopr0WAwoNfrRYAVIOTM9fX1nD59msTERF555RVhQyMxo6qqqkQokcREttvtDA0N+YR7SSwxuVzOK6+84rP2kDwmb9y4QW1tLX5+fqxevZrCwsJHXifXr1/n6tWrPvLdxMREEWwVEREhPBxv3bqFXq/HYrEQEBBAeno6OTk5Yr0rhZ3YbDaSk5N5/fXX/2H2/S+KXc+AF8WuF3gUBgcH+fDDDyksLBSd20WLFrFo0aKfvYpusVi4ePEiZrOZ9evXP/LB8LCxNxgMlJeXc+/ePcGayszM5NixY3R1dbFkyRLmz5/PnTt3xOLTZrNx6tQpH7rzgwgKCmLGjBkiUl5K9Ovq6uLOnTvC0FWCUqkkOjpadGbGp19qtdpJTeebm5s5dOgQCoWCLVu2kJqaOuF7DA0N8fHHH5OSksKrr746YfFitVrZv38/3d3d7Nixg8zMzCc59T4YXwxUq9VERUURHR1NUlISWVlZfPnll4yMjLB79+4JUgedTseJEydITk6moKCA3t5eLly44NOZkphdTqdzQhplUFAQLpcLm82GWq3GarWiUCjw9/cXBQ2ZTEZoaKhIEH3S1LubN29y8uRJn8CBkZERjhw5Qltbm5BbPvh5brebvXv30t3dzdatW7l27Rp6vV5sXsd3ocYfo0KhEIWYoKAg8vLy0Ov1NDU1TTDHlbB48eLHmrP/3HA6nVy8eJGrV68SHh7Ohg0bsNvt3Llzh+bmZvHdExMTCQoK+jGC3SYKp3a73UeKo9VqsdvtWCwW1qxZQ1FRkSgE6nQ6WltbhTxs/IYzPj5eeFQ0Nzdz8+ZNcb3Ex8czMDDgc96VSqWPkbfb7Wb27NkMDQ2JTmVhYSENDQ2YTCamT5+ORqPhwoULXL58maioKIaGhigpKWHlypXPbb5zuVx8++23NDY2snnzZmbMmPHI93d2dnL+/Hna29t56aWXJjDNPB4PH374ITqdDqVSyYoVK4iNjRXGvlIhT0rErampwWw2ExwcLNh0LpcLt9st5LghISE+r8jISGJiYh5reO90Ojl37hzXr18nMTGRjRs3PtS8+3nieT37DQYDH374ITk5OWzatGnC30vS4ecBs9nMZ599JjZiCQkJrFu37meTLj4PtLe38/nnnwNj50JiI06ZMoWsrCzByDGbzZhMJmpraykrKyM4OJjR0VGmTZvGsmXLfCwKJEgFr6GhIXbv3v3E58Fms/Hdd9+xefPmSQsvzc3N7Nu3j+TkZHbs2PHY4sznn3+O1WqlpKSEo0ePEhYWhsPhEAUslUpFQkKCYO0mJib6bG5dLpdIwBx/rdhsNmGqL72kUJUlS5Y88XU1Xn74MBbRuXPnuHr1qvBctVgsuN1uca+7XC4GBgZoaWmhtbVVyPHVajVr165l+vTpk36fzs5Orl27xsDAAK+//vpTycnHf2+ZTCbSy7Oysp5pbrXZbPzxj38kICCAyMhI1q9fj1KpxGKxcPDgQeGNBX8JPAoLC2Pjxo0EBgZy69YtLl26hMViITs7m4ULF3Lu3Dna2trIzc1l7dq1D/WRs1qtHD9+nJqaGgICAiguLqa1tVU05SSEh4eTlJREYmKiWHv9x3/8By6Xi3/5l3/5q++57Ha78HPyeDyEhYX5SPCk6/lZ5riamhq++eYbVq5cSW1tLUajkd/85jcMDQ1x9epV6urqUKvVxMbG0traSkpKCi+99JJPcV9qNEjyPafTiVarJT8/n/z8fHQ6HR6PR7AdAwMDJzQ6vV4vQ0NDaDQaUZSyWCx0dHSI4sp43L9/n4MHDwJj6w0pad3j8XDnzh1KS0txOBwUFxdTVVVFdHQ0r7/++lNds6Ojo3zyySeo1Wo2bdrEl19+SUJCAq+99tqEz/F6vdy6dYszZ84QHBwsGq9PA4nFCLBy5Uq6urqorq7GYrGIUAVA+ExKDN2RkRHS09OZNm2akFLPmDFD2FYYjUYaGhq4desWfX19hIeHM3v2bGbOnPlUYTgmk0n42HZ3d+N0OikpKSEnJ8fnfEjrlps3b4qUaalAN5YwqaC7u5u4uLgXxa4XeDReFLte4HE4d+4cly5dIiQkhC1btvxdUqwfN/YPFr2WLFnCyMgIly5dIjU1lc2bN+Nyubhx4wZ3797F5XIxffp0Fi5ciFwu54cffqC+vp6UlBRycnLo7e2lqakJk8mESqVCqVSKxXBQUBCxsbHCvDguLo7Nmzc/dtMnGXmaTCYaGhq4fPkymZmZvPzyy49MlGpsbGTv3r0sWrRo0k6uy+Vi37599Pf38/vf//6ZEtr0ej0DAwMMDg6KP/v7+yksLGTZsmV89dVXDA8P88Ybb4hNil6v57PPPgPGHqpSISI6Opq5c+dy4sQJ4Wtx+vRpAgICmD59uugytbe3+3hqTZs2jezsbNLT00Xy1NDQEIODg/T19XH79m2SkpJ49dVXH2l2PB6SEX9xcbHwLPB4PNTX13P//n3kcjk5OTnMnDlT0NcPHTpEbW0tr7/++qQFSAkmk4m+vj76+vrE5kar1TJr1iymTp3q81C32+1UVVVRVlYmZBa5ubls2rTpryY7exz6+/s5fvw4XV1dFBQU4Ofnx82bN0lKSiIpKYnOzk70er1P6o/k6Sd5fUmb3PER8ykpKZhMJmF6rdVqUavVGAwGYQINYyEEGRkZxMfHc+XKFQYGBkhJSaG7u3tS3zZJHhkTEyMWfFevXkUmk03oVD6I9vZ2Ll26RHNzs2B8paWlkZycLCSy0isgIICYmJgnGie73c6+ffvo6up6quLzeN+LhQsXsnTpUlHA++qrr2htbSUmJoadO3c+dgPq8XgE6wbGvKakQqxcLhdmwtJrvFw7NDRUsFIk+YT08ng8XLt2DaPRyNKlS5kzZ85PKhC63W6RviZJMo1Go9h4jN+QP49nv+R5ZjQaef/998U86XK5uH//PtevX0ev15OUlCQYOQkJCc/E+nM6nXz++eeMjIywa9cu7HY7J0+eZHBwkOLiYpYuXfrEc9hfCx6Ph3379tHa2opCoZjgIwhjBWapaCphzpw5rFy5kqqqKkpLSxkdHWXZsmWTslVtNptgkk6ZMgWHw8Hs2bMnld9KXpBnz57FYDAQERFBUVER+fn5BAQE4HK5xNi0tbWxd+9e4uLiWLhwIQkJCZOe35aWFr788ktmzpxJRUUF+fn5Ijikt7cXhULx3OQyXq+Xy5cvc+7cOeHf87jPdTqdHDlyhJqamkd64DkcDv7t3/5NFH8mGyuZTEZCQgLp6ekioEMqmnm9Xvr6+mhpacFkMgkftp+a7ip5xYWGhj5x8NGj0N3dzaeffkpAQAAzZswQksKAgAAhA/3jH/9IQkLCpM1Ah8NBb28vLS0tXL58meDgYNatW/fIZ8P4Y2ltbSU6OloUVcxmM9evX+fSpUt4vV5hct7X1+fDHC4sLGTDhg0/+fifFG63mzt37nDx4kVhri6F9EieuwaDQRSXsrOzmTJlCunp6SiVSlEMkV6hoaEUFBRMOJ9nzpzh6tWryOVy3n77bZ8ijcFg4Nq1a3R2djJ37txJpfler5evvvqKwcFBcnNzRZGwtbWVH374wUfiJkHyx42PjyckJERIf8f7p2q1WpF0+CCcTif/5//8H+x2O8HBwfz+97/3eYbYbDYuXbrEtWvXUCqV2Gy2p2pCtra2cuLECVwuF7/61a8IDg6mpaWFPXv2oNFoiI6OFkEf4eHhXLt2jebmZoqLi1m5cuUTMScng8lk4ptvvqGjo4OgoCCRVPuwtYrH46GqqsrHcmLRokXY7Xbhiyw1ITMzMykpKSEjI+Mnr0/r6+tpaWkRXsePOh6JNSs1VCXGdUBAAK+88so/zL7/RbHrGfBLKna5XC7KyspYtGjR372x438muFwu7t27N6lk4e8FTzr2BoOBCxcuUFlZSXx8PDNnzqS8vFx4sWg0GoqLiykuLiY4OJjBwUG++eYbDAYD69atY+bMmeKzvF4v/f39NDY24nQ6iY+PJyEhwWcR19bWxrFjxxgZGWHRokXMnz9fFEEk2dvg4KDYxEmQy+U+6YiPQ3l5OefPn2f79u0iPn48RkZG+Pd//3eKiopYvXr1E57VR6OiooKjR48yY8YMVq9ezd69e9Hr9Sxfvpz09HS++OILZDIZWq2W7u5uIUE1GAwi/jw8PJzGxkZmzpzJmjVrfBbT0sYnKipKbDgeBpfLxbFjx2hsbCQgIIBdu3Y9cazy9evXOX36NJM9PqTEIpPJREhICFFRUTQ1NbFt2zYRB/484XK5uHr1Knq9/ok8F/7akLqO586dw+VysWrVKmbNmjXp2Egbx1mzZgkJ10svvSQWuR6Ph8OHD4ui4ksvvTTBZN9gMHDp0iUqKyuFr5fD4SA8PFx4c4yOjgq236xZs0hOThYpiZ2dnXz//ff09vaSl5fHggULCAgIeGTxeDx0Oh3/8R//QUpKCh6P56GFtdzcXNavX//IhanFYuGrr75Cp9OJuPangRR4cfbsWfLz8ykoKODUqVP09/eTlJQ0wVfvecHlcjE0NOTDSBkYGBCMPUmW5/V6SUlJYcOGDT4BBs+C4eFh4aEDiI1rcHAwDoeD1tZW4uPjWbVqFSkpKc/l2S+ls7311lvCc1GSplssFjIzM0lMTKSrq4vOzk7sdjsKhYKMjAw2bNjwxOEEXq+Xb775hqamJt566y0h2XO73dy4cYMLFy4gl8uFbPjvYS3j9XqF7Hbnzp1kZmYKFqvNZqOnp4eKigqam5uJjo5m0aJFoqAxfl3pcrkoLS3lypUr7NixQzAMxqOuro5vv/0Wt9tNaGgow8PDJCYmsmDBAmH03tnZyZkzZ+jq6iIjI0PIbaSgk8jISAYHB0UzJiAgwMezCcZYN4mJicTGxmI0Gunt7fVpsBQVFbFu3bqfvdlw7949jh49SkZGBq+88spD5xCLxcK+ffvo7e1ly5YtuFwu0tPTfeYyr9dLS0sL169fp7GxEYDp06eTn58vfIqkwnZwcLDPes5qtVJTU0NraystLS1YrVaUSiUajYbR0VFkMhmJiYmkp6czZcqUvxsGYkVFBefPnxes6fGFvby8PBISEjh16hSvvPKKCDaCsc19TU0NFy9eRK/XM2/ePBYtWvRcNswdHR189tlneL1epk6dytKlSzly5Ijw2QwMDKSoqIiCgoJnClt5UkiFigsXLqDT6R4Z8OLxeOjq6qK+vp76+np0Op1QH4xPVA8KChJeV5s2bfL5rOrqar799ltUKhW///3vn6mgOTQ0xAcffMCSJUvIzMwUiaYpKSmsXLmS8PBwkSgrGd3bbDYiIiIwm82Mjo5iMpkmrOcUCgWRkZEiHTM+Ph65XM7Zs2e5fPkyMNb4eeedd4RCQWIWjb+fJCZ7SkoKU6dOJTo6mtjY2AmS1f7+fs6ePUtTUxMJCQm8/PLLPozWjo4OWlpaRMN2aGgIj8dDYGAgmzZteiYVxoNwu93o9XoiIyOfeB5zu93cu3ePsrIyITfUaDRkZmaSlZVFRkbGpPLcp8X4QAjJlH7z5s2PbCBPhn/Eff+LYtcz4JdU7HqBF3hSdHR0cOrUKfr6+oSEMC4ujpycHCwWi0h7uXDhAiEhIWzbtu2ZvVQkGdiVK1eEATaMPUDi4uKIiooSlGypIxUcHPxUXVTJw6KxsZF333130u9aXl5OaWkp77///nPzhampqeHgwYNkZWWxfv16fvjhByorK5HL5ahUKvHwXrt2reiWSubhnZ2dyGQyNmzYMOmm51mg0+nYu3cvNpuNV1999Yl8ymBsUSglUUkwGo1cuHCB2tpawsPDCQsLo6enh6VLlzJr1qzn8n3/s8JsNuNwOB7poffBBx8QEhLC7t27sVqtQhqck5PD3Llz+f777+np6WH27NkMDAzQ2trK1q1bJ5X12Ww2bt++zY0bN0RCVkhICFOmTGHq1KkkJyc/tDDo8XioqKgQBbply5Yxe/bsJ178nTx5kqqqKv75n/8ZtVrtI1d1Op20t7dz8uRJQkND2b59+wSJ1ngGit1u5/XXX3+mjaIUwlFWVkZrayswtoDXarWiG93W1saVK1dYv3793+3z3O12i+LxZKiurubYsWNoNBpefvllH8aJhLa2Nn744Qd6enomTe99WnR3d/PJJ5+wYMECFixYwNmzZ7l9+zYKhYKZM2cye/Zsn8+XzMXb29u5fPkycrmcnTt3PjZNEOCHH354ZLHHZDJx4cIF7ty5Q0hICMuXL3+orOyvBUnKLiWSPQyNjY0cOHCAhIQEdu7cOekzTCr2NTc38+tf/1qcV6vVypkzZ0QKoM1mQ6fTCWuBvr4+wX6or68nNjaWlStX+qSIjWczwBh7SaFQsHDhQubPn49cLkev19Pd3S1kNH19fYIN0tXVxeLFiykqKnouzKMnRVNTEwcOHCA6OpqdO3dOKMbr9Xr27NmD1Wpl3rx5NDQ00NXVhUKhENJRl8sl5OExMTHMnj2be/fuiXTWRzVOzGYzf/7zn9Hr9RPYXnK5HIPBIHwTW1tbsdlsbNq0yaf59/cCl8uFxWKhvr6esrIyIdl2OBz81//6X5HL5dy5c4fr168L2dbq1aufu1fe7du3OX78uPBE8ng8qFQqMjIy0Gg0VFVV4XQ6SUlJYcaMGeTk5PzkIoLdbqejo0MUgXp6evB6vWRkZAh5+5NiaGiIhoYGnE6nSM0LDw9HpVLR0tLCkSNHcDgcrFu3jtzcXPR6PX/6059ITk6mp6eHiIgIdu/e/dQNO7vdzuHDh2loaMDr9RIYGMisWbOYMWMGQUFBdHR0UFNTQ11dHRaLBYVCQVBQEL/73e9EsUPyzjKbzT6vnp4eGhsbsVqtImSkqqoKgBUrVlBdXY3ZbOZXv/oV7e3tXLt2jd7eXiIiIsjNzcXhcNDX10dra6tPGjYgQiSCg4Npa2sTaeFarVZ4lKalpZGWliYKbePhdrsxGAwEBQX9ZAbl84DL5aK+vp7g4GASEhKeayOtt7eXb7/9Fr1eL34mNTYWLlzI4sWL/+4avX9P+EUVu1JTU2lvb/f52f/7//6//K//9b/E/3d0dPC73/2O8+fPo9FoeO211/jf//t/PxXt8ZdU7PJ4PHR2dpKUlPQPk8rwAmN4lrH3eDzcvn2b8+fPC4r5gwmLM2fOZO3atc9MJR6P3t5empubiYqKEuaaz3MD43A4+PTTT3E4HLzzzjsTFswul4sPPviA4OBgdu/e/dx+t7TBSU5O5qWXXuLzzz8XnbWAgAC2bt2Kx+Ohvb2djo4Ouru7cbvdZGVlCf+Mn4rx42+z2YRP2caNG8nNzf1Jx9rZ2cnZs2fp6OggLS2NGTNmkJCQ8A+V/vK0kDxj3n//fZ8iQXV1NSdOnMBqtRIeHi78KLxer5DnvPnmmw/1qJBMViWpsDSuT3L/W61WSktLuXnzJoWFhbz00ktPtKAyGo3867/+K/PmzXuo4fPAwIBIJ920aRM5OTl4vV7q6+uFR11GRgZr1659ataTw+GgvLycO3fuYLFYCA4OJj4+nqamJiGNkIq6UspXSEgIb7zxxk9mWD1vSKEWfX19REdHk5OTw/Tp04mMjMTpdPL9999z584dpk+f/lifRq/Xy/379zl37hyjo6PExcVRUFDAtGnTHsrck1J1x88HDoeDP/7xj6jValavXs13333H6Ogoixcvpri4+LFs5tHRUb7++mt0Oh1bt25lypQpD32vFIyxevVqkQT3MAwODnL27FkaGhqIj49n06ZNfxPzesnbcMWKFcyfP/+x7+/o6GDv3r2Eh4eza9cusdnr7OykoaGBpqYmIUGRvJu0Wi01NTU4nU5WrlxJYWEhTqeT27dvc+3aNUZHR0VKo81mY+HCheTl5QmGaGdnJ/Hx8Rw7doyqqirWrl1LTEyMMFCWnu9SMXP8+Evbho8//hiFQsHbb7/9Nyks9vT0sHfvXuRyOSEhIbjdbpxOJ1arVfhTjt/ihIWFYTab8Xg8TJs2jeDgYPz8/ITcWiaT0d/fzx//+EdiYmKIjIwUTLvg4GCio6OJiIjAbreLIKK33377sXOGx+MR6XSPK37+NfCoud/pdHLz5k3Ky8ux2WwEBASIcKDc3Fzmzp37VAWgp4HX6xWhC9OmTcNoNFJfX88//dM/ERISgt1up7a2lvv379PS0oJMJiMjI4Pi4uKHBjk8Ch0dHXz55Ze4XC6CgoJISUkR8tOf4zlgtVo5efIk9+/fZ/r06eh0Oux2O++99x4DAwN8/vnnFBYWsmbNmkc+ZyWFRFNTE01NTXR2duLxeARbczIJbmhoKDk5OeTk5KBUKvnwww9ZsmQJixYteuz3lhhsDQ0N1NXVYTAYSEtLY9euXRiNRj766CPMZrMoEpaUlJCZmTmhEfof//Ef2O125HI5YWFh2Gw2rFaraJqGhYURGxsrbBn6+/tpa2vD4XCgUqmEJcr06dP/IeR3breb+/fvc/XqVeHZm56ezvz582lvb6esrIz09HRaW1tJSEhgy5YtT6TO+Efc9//iil3vvPMOv/71r8XPAgMDxcbQ7XYzc+ZMoqKi+D//5/+g0+l488032bJlC//2b//2xL/nl1TseuHZ9Y+LnzL2FotFxKtLsbuSMfN/NlqswWDgo48+wuVyUVBQQElJiU+Md1NTE1999dVDGTTPira2Nr7++mscDgcKhQKPx0N+fj4dHR2ieyNFaqekpJCSkvLEPkdPggfHX5I1VlZWEhUVxbx588jNzX3mbpHX66WhoYGysjJ6e3vxer0olUri4+OJj4+npKTkZ5Uj/GfCwMAAf/zjH1m0aBGLFy+e8PdGo5G6ujry8/N9isgul4svvvgCvV7Pr3/966c6ny0tLdy5c4dNmzY99v6/e/cux48fF4lZTyLNPnPmDLdv3+af//mfH9p9t9vtHDt2jOrqagoKCoRUOS0tjSVLljyT12F9fT2nTp3CZDKJ7raUojgwMIDBYBDFFb1ez7/927+xbNkykTq2a9eup0q2exKYzWYOHjxIXFwcy5cvf+IFpslk4ssvv8RkMrF8+XJaW1tpaGjA4XAQHR2Nx+NheHiYtWvXTuoH8zC4XC7u3LlDeXm58E1MSUnxOS/Sa3h4mPDwcGbMmMGMGTMIDg7m6NGj1NfXU1BQwK1bt4iPj2fz5s1PtUF0OBwcOXKE2tpaVqxYwbx58yZ8/6amJvbu3UtxcTFr16594uNra2vj5MmT2Gw23n333b/qOq2qqopDhw75hHg8Cfr7+/nyyy9Rq9XExcWJApdWqyUrK4vAwED0ej11dXX4+/uj1WqJjo5m9erVE47P7XZTU1PDlStXBLsrOzubzMxMkpKSRNKf2Wymra2NLVu2+MjVrFYr5eXl3Lp1C6fTKYqa+fn54njq6urYv38/u3fvFt6MfwsYDAbhmTM8PCxYrGFhYcJG4ty5c8ycOZMNGzYIabRer2fnzp2TJjvev3+fhoYGkeA8OjoqpNhBQUF4PB4cDge7du164mRIr9fLsWPH/i4KXk+y9rPb7Rw5coT6+npR+JRkWVlZWU8sa39aDA8P88EHHzB16lSam5vJzs5m48aNE95nNpuprq6mqqqKrq6upw4tsNlsfPjhhwQHB/Pyyy8TFhb2VyvY3r9/nxMnTuB0OnnnnXcEa1kqkoeGhrJw4ULy8/N91l8ej4e6ujquXLlCd3c3SqWStLQ0MjMzycjI8GEsjoyMiPshNjbWp9HldDr56KOPGB4e5ve///0TzY96vV748yqVSp+Exb6+PqqqqsT++mFoa2vjwIEDongaHR3N1KlTiYiIYOrUqZM2yD0eDz09PUIq3NbWhkajoaCgQPio/dLgdDq5e/cuV65cYWRkBJlMRnBwMK+99ppP8+bChQtcvHiR4uJi8bx47733HlnwGhwc5NixY0IC+Y+y7//FFbv+5V/+hX/5l3+Z9O9PnTrF+vXrRUcLYN++fbz11lsMDAw88YLoRbHrBX4JeDH2f4HJZOLmzZvCayY7O5s5c+aQmpqKTCYTrKff/e53z0yXttlsItXNYrFgtVrR6/X09PSgVqvZvn07ycnJuN1uWlpaCAsLIyIi4mdbgE02/l6vl46ODq5cuUJDQwNBQUHMnj37oWwNr9eLTqejp6eH3t5ehoeHmTdv3gQppGRqKyXJSAuWd9555+/OVPqvDa/Xy5///GesViu/+c1vnrpYbDab+eijj1Cr1fzqV796LKNyvNG9RqPhn//5n5/omm5tbeXAgQMEBQXx2muvPXaRaTab+dd//VdhGjsZvF4vo6OjXLp0idu3b5OQkMDy5cuf2oMCxjZJ33//PfX19WRmZrJ27VqfovVkOHfuHDdv3uT//r//b5xOJ19//TUDAwO8+uqrz20DPzo6ypdffonZbMZms5Gdnc2WLVseO07Sv7PZbOzevVtsIqTIcWkuWbNmzTOlN0r3/+LFi2lpaRHeQ1LXXZLghIaG0t3dTW1trSjMe71ekRa4aNEiEUrytPB6vZSWllJeXk52djaBgYEijdRut9PX10daWho7dux46s83mUx8/PHHaDQa3n777efCNH4campq+Pbbb8nLy3umoAy9Xs8333yDTCYjKyuL7OxsUaiV0NDQwNdff82SJUsmLYyPh2QIXllZSVNTE2azWTAkurq6cLvd7Nixw0fWOB4ej4fz589z9epVPB4PISEhrFy5kmnTpvGnP/0JjUbDm2+++VTH+LxRUVEhzKyTk5OFvE2r1TI0NMQnn3xCXFwcu3btEoWD8aEXr7zyyiOZhTB2Hq1WKx0dHXz//ffClwcgKiqKmJgYkbgsWSyMv46lZOS4uDhR8Nq8eTN5eXnPfNw/JeX0adZ+Xq+X3t5eYbjd3d2NTCYjPz+fBQsW/GQGlDT/BwUFMWfOHJRKpWBzymQyfv/73z9yHh/vy5ibm8vGjRuf6Bl66NAhGhoaeP/99/8mBROTyYTZbCYmJsbn5/39/ZSVlVFTU0NoaCiLFi1i2rRp3Lt3j2vXrjE8PExqaipz5swhIyPjmcM+jh49SktLC5mZmWzevHnS9z3oZ6fRaCgqKmL27Nk/SbIsjdn58+eJj49n69atTzwGOp2OW7duUVFRIZ6nBQUFZGZm/qdrtI+H2+3mwIEDdHZ24nK5cDqdZGdn09bWRlpaGlu3bp30XpUKXosWLeLevXuEhoby5ptvThpkICVWSmnRD/vMXyJ+ccUuyTQ7KSmJbdu28f/8P/+PWOT89//+3/nuu++4d++e+DcGg4Hw8HDOnz//ULmF9MCSMDo6SlJSEkNDQ6LYJcW+PpiqI/3c5XL50KkVCgVyufyhP5cM/SRIN/GDRr8P+7lSqcTj8QivIxjzYvDz8/P5udPp5IcffuCll17yiaz/z3xM43/+sO/+4pjkwu9j5cqVKJXKX8Qx/dRxkmQ+165dY3BwkMTERNasWYNWq+Xf//3fKS4uZtmyZeK7KxQKkbYiSc8mO6aBgQEOHTqEXq8XEcBSHHBISAiLFy9GrVb/Va89GPNWksZ//HeX/HWuX7/O/fv3cbvdqFQq/P39xZ9yuZyBgQEREhAaGopCocBgMLB8+XLmzp2L2+2e9LsPDAzw2WefERUVxc6dO1GpVP+w196dO3f4/vvvefPNN4Vx+NMe08DAAF988QUpKSm8+uqreL3eSb97d3c3hw8fZmRkhMLCQm7cuMGyZcuYO3fuEx2TwWBg37592O12tm7dKoqaDxuP8vJyrl69yu7du4X0xW63U15eTk9PD4ODgz7P1ujoaHbt2uVTAH3UOFksFiH1vXv3LhqNhtWrV5OTk/PQa086JrfbzR/+8AemTZvGunXrcDqdOBwODh06RHt7Oxs3bhSbifGFlqe59oaHh9m7dy8ej4fXXnsNvV7PkSNHCA8P57XXXiMgIGDScZL8htxuN6+99hqRkZHP/dqTnv0rV64U59tms6FQKMRCWTomu90u5KwajQaHw0FoaCgbN24UrISfcj9VVVVx9epVFAoFarUatVqNSqUiMDCQefPmoVKpnmne6+/v589//jMpKSls3boVuVz+s80RDQ0NHDp0SMhJx282nvdcfuHCBcrKyliwYAFarRY/Pz/x+yTz5wePSZI+tbS00NzczMDAANu3bxf38KPGyWw2C6N3GFNMmEwmVqxYQW5urs/9Ov6YxhdknsdcPjo6il6vJzU1Fa/Xy4ULF7h69aowEQ8MDBTf3Ww28/nnn6NUKnnzzTd9ip1yuVx4djY0NAhWTEREBBEREQQHB/ucV6lIJr1f8hmUPJ6k0BybzcajMG/ePJYsWcKJEyeorKxkw4YN5ObmPvW1NzIywmeffUZKSgpr164V8rUnnSPGr/sfxOPGaXh4mJqaGq5du4bZbGb69OnMnz/fp+j1JPeTw+Hgxo0bXL58GT8/P+x2O1qtlsWLFzN9+nSOHDlCSEgIa9euFX6P7e3t+Pv7k5qaOuGYamtrOXr0qJBzjWcTP3hM9+/f5+jRo2zZsoUZM2b8Xa4jBgYGKC8vp76+XvyeadOmUVJSQlxc3E+6n6Txj4mJ4fTp07z99ts+npgymQy73c4333xDe3s70dHRgiWtVquf29qora2NI0eOYLfbycrKIikpiYSEBCIiIh77zHU6ndTV1XHz5k36+vrw9/cnOztbJJBLycs/9zg9+PNnWcNKlhS1tbU+Sc3Svmzr1q14vV6RrmwymdBqteLZKPlDzpgxg/v37wv5vHRMZrOZEydO0NTUxKxZs1iwYAGlpaUT9n7/mfe5j8Mvqtj1//1//x+FhYWEhYVx48YN/tt/+29s2rSJjz/+GID33nuPtrY2zpw54/Pv/P39+eyzz9i5c+ekn/s//sf/4H/+z/854ed79+4VE2pycjIFBQXcvXtXGH0Cwgz4ypUrPhGwM2fOJCUlhfPnz/t4Hs2dO5fo6GjRqZIgxWqfPHnS5zu89NJLwldFgp+fH+vWrWNgYICrV6+KnwcFBbFs2TLa29upqKgQP1cqlaxatYqmpiYxsf5nPyZJhlVXV/fimB5yTOfOnRMpS7+UY3pe4yR9Tnd3N3a7nblz5+JwOLh9+zZpaWmiAC4xtGBMNiFJ9MYfk8FgoLOzE61Wy1tvvSU253/tY3pwnFavXs2lS5d8utSTjZO0aUlMTKS7u5uBgQGxeYqNjaW4uJjBwUERFS4VMaZNm0ZMTAzDw8OTHpPkxxYWFsb27duJiYn5h7v2nE4ntbW1hIaG8v777/+kYxoZGaG1tVUw68Yfk+TLdvbsWdRqNSkpKcITY3BwkNmzZwuPm8cdk1ar5YMPPsBsNqNWqwkLC2Pt2rXExsZOGKcVK1bw5ZdfMjQ0RFZWFv7+/nR0dGA2m0lNTcVoNIrihkajEelNiYmJgm324DgNDw8zPDyM3W4X955SqSQsLIyYmBhycnKeaJyGh4dpa2sTKaHSOEmm9uOvW2nRB2Mb1ilTpnDjxo1HjpPNZqOlpYXAwECWLVtGU1MTMCYRa2trw9/fn7lz5wovDoC4uDhiYmLYv38/brebjIwM/P39/6bPp+rqao4fP47dbicuLo709HQWL15MV1eXT+Pw7+F+muyYvvvuO1paWoiKiiIlJeVnmSNGR0eFb8rbb78tmiU/1zGdP3/e5xp9cBkfFxdHRkYGy5cvn/SYZs+eTWlpqc89/7hxunz5MvX19XR1deH1en2aoyqVCq1Wi1KpJDU1lfDwcGpra+nt7UUmkxEXF8fLL79MQEDAU8/lly9fZnR0FJ1OJ86dRqPB6/Vis9mIj48nJyeH+fPnU1dXR21tLWazmd7eXlwuF7/97W9pbW196DFJBttSo/zBcymXy9FoNMhkMkwmE6mpqYKFMn6cvF4vLpcLm80mJKE1NTViMyatJ5KTkwkKCqKnpwe9Xk9oaChr1qxBpVJRWVnpM06TXXvR0dHcvHlTMMak4k9eXt5T3U8hISEsWLCA06dPP9McIUmoR0ZGhMolICBApFbOnz+fkZER6urqxNwZFRXF3LlzKS0t5fr16zgcDqKioiguLiYzM5ODBw8KpntCQgI5OTl4PB6uX7+OTqcTYzN16lS2bNlCeXm5zzGlpaVx+vRp3G43aWlpgo0+/pjsdjv19fWEhITw29/+1ueY3G43brebGTNmMDAwQGNjo9hcKxQKZs2ahVarpba29rHj9LzmvaysLIaHh+nr6/PZ1D+PtZFWq6WlpQWHw0FiYqIoTKvVampra7HZbCItXSaT/Sxzuc1mo7+/H5PJJEIJpHtOq9USEBDAxo0bUSgUDz2m0tJSIWO22+1iXSJJ9OVyOWq1mqKiIgIDA/+unk+lpaV0d3czODiIXC7nt7/9LQ6HgwMHDviszSUoFAqUSqUYm3feeYf6+nouXrwoGu+AkHDrdDqR0Dx37lyWLVvG5cuXGRoa+lmPabJx+jnX5Y/D332x62GFpvG4efMmxcXFE35+8OBBXnnlFYaGhoiIiOC9996jvb2d06dP+7xPpVLxxRdf8Oqrr076+b9kZtf4n/89VrxfHNOLY/pbHpPb7eb69etcunQJjUYjuiR+fn4kJCSQmppKcnIyg4ODXLx4Ebfbzfz585k3bx4ej4dz585x48YNpk+fzrp169BoNH/zY5Lwc45TQ0MDx44dIyAggC1btgiq/oPHVFVVxbFjx1i4cCFut1vQ5KXv/Pd0TM97nDo7O0VX8ze/+Y2QBfyUY7px4wZnz57Fz88PlUolXm63G51Ox5w5c3zipl0uF3/6058IDg5m165dYrH7uGOy2Ww0NTVRU1NDY2MjLpeLxMRE8vLyfHx9pGj7zz//HKvVSl5eHleuXGH79u1MmTJlwjGZTCa++OILnE4nO3fuJCoqymecbt68yenTp4mMjBT+Q/Hx8T7+MdI4mc1mhoeHCQwMRKPRCIaWdEz79+/HYrHw7rvvThgniQVjNBppa2ujsbHRp/glGSPPmDGD7OxsETcvjUdfXx9ff/01gYGB7N69m4CAAJ9jNRqNfPPNN+j1erKzsxkeHkav14vig8T8enB98decI7xeLzdu3KC0tJTo6GjWr19PdHT0X+1+6ujo4PLlyyxZskQw2571mCT5hmRy/6j7yWazUVdXx9DQEFqtlpCQEJ+Nl7+/P35+fuKYmpubOXDgABkZGWzduhWVSvU3mcsltszly5e5fPkyWVlZQi47/lhhbO7p7u5mxowZwnfnScdpeHiYK1euMGfOHPz9/Wlvb6e7u5uenh6ROCsl9Urn1uv1EhERwcKFCwUrOCUlBblcPukxuVwuKioqqK+vZ3BwEIvFQkJCAjNnziQkJITDhw9jtVrx8/OjqKiI3NxcBgYGaGhoEJv3oKAgXnnlFZKTk7FYLDQ0NNDa2kpaWpowuH5wPGQyGUajkYGBASwWiziW1tZW2trakMvl7NixQ0icn3ac2traOHjwoPhuvb293Lx5k56eHkJDQykqKiI/Px+1Wj3p/WS32/nqq68wmUy89dZb2Gw2vv32W+x2O5s3byYrK+uvfu3J5XLu3bvH7du3GRkZwWKxTCgY+vn5iYaGXC6nv7+ftLQ0Vq5cSWRkpM+119nZyblz58QGXSqySL5U7e3tnDt3jtDQUDZt2uQjA1QoFIyMjPDVV18xOjpKXl4excXF4j0Oh4M9e/ZgNBp55513MJlM3Llzh4GBAfR6vU/zV/reEptdoVAwNDSEXC4nPT1dMIjUavXf9RpWwsPWET09Pfz5z39m3bp15OfnU1tby/Hjx4mMjOSVV17xkSv+3MckSWal+am7u1sUX0JCQoiPj/cJSHjwmLxeL0NDQ2LekIqXEju5p6dnQiDKz3lMLpeLhoYGKisrCQsLY968eeJ8SuMkSXAVCgW7d+8mOTmZlpYWvvzySxYvXkxBQYGwThrPoL137x4nTpxgwYIFLFmyBI/HI5ou586dw+l0ivOSkZHBunXrCA4O/ru69l4wu8ZhaGjIpwI5GVJTUyf1k+nu7iYxMZFr165RUlLyzDLGB/FL8uxyu900NjaSlZX1RBfMC/xy8GLsnxzDw8OcOnVK+FhFRkYSEhIikpqSkpIICQnh4sWL3Lhxg+DgYBHLvmrVKkpKSv4maVWPws89/pL/zNDQECUlJZSUlEzwefB6vRw4cIC6ujrxgAsLC2P16tVPla4kydIsFgt9fX309fXR39+P0+lk+fLlE3wx/pbwer1cvXqVc+fOERsby9atWx/rLfU0n93Q0CA6nA6HA4fDgdPpJDc318ebRxp/Pz8/vvrqK9avX09RUdFT/06Hw0F9fb0wdZaMoMfLEEwmEx999BGjo6MUFBRMajg8/r1ffvklRqORXbt2ER0dTWNjI1evXhUbIBhjr0jSigd9J/r6+ti3b5/ojPr5+REUFERQUJDY3NfU1JCZmUlycrJPYVB6mUwmrly5Qk9PD3FxcSxYsICAgAC++OILEhIS8Hq9dHd34+/vz4oVKygqKhIForNnzxIeHs7bb789qSedtKg/efIkDoeDuLg4IaMKDw8nOjpaLBx/Ljzq/h8dHeXIkSO0trYyf/58li5d+ld9RjQ2NvLNN9/gdrtRq9W8/vrrPjKbZ8GpU6e4efMmy5YtIykpidjYWB+vur6+Pu7cuUNlZSV2u52QkBAsFsuEhT4gpNxqtVokk23fvv1nH7MnRX19PYcPH0ar1QrWrMPhEKbHkom7n58fc+bMYd68ec/VO9Fms/Gv//qvgl1z584dsVGRoNVqKSgooKCgQMx/w8PDlJaWUl1dLd6rVqvJzs7G398fl8tFU1MTMpmMTZs20dLSwq1bt0QzOjExURioh4SE0NDQQG1tLc3NzbjdbsLDw9Hr9URERAi53Ph56kHY7Xa+++47amtrmT9/PgMDA7S0tLB9+/ZnSv+DMYPoffv2YbVa2bZtG2lpaXR1dXHjxg2qq6tRKBQUFRX5bIxh7H7du3cv3d3dvPXWW2LDb7VaOXjwIC0tLaxYsYK5c+cKSbb0ioiI8Jkjf85nv9QQlORWVqsVq9UqkvccDgfZ2dlMnTr1oWsir9dLU1MTdrudjIyMCdfm4OAghw4dYmBggGXLlk0It7DZbFy5coXbt29jsVjIzMxk9uzZ9PT0cPHiRTZu3CiujZCQEBITE33m3/DwcFGYGw+j0UhNTQ3V1dV0dnaiUCgoKChg6dKlDw1hGRgY4NSpUzidTjZt2vRM/orPGw+O/8GDB2ltbSU/P58rV64wY8YMNm7c+Hfh5zQ6OkpXVxddXV3U19fjcDh47733ntozzOv1cvDgQZqamnjvvfee25prMgwPD3Pr1i3u3r0r0qCtVisej4fCwkIWLFhAcHAw1dXVfPvttwC88cYbpKenY7FY+PDDD4mIiOCNN9545Px05coVYUUwb9488fOenh4++eQTZs+ezfTp00lISPC5P/4R935/98Wun4Ljx4+zYcMG2tvbSU5OFgb1XV1dYuG0f/9+3nzzzRcG9S9Myv/h8GLsnx6NjY20tLQwOjoqXkajEZlMxoYNG5g5cyZDQ0OcPn2a/v5+tm7d+sRpTX9t/DXG3+l0cvHiRW7evInb7SYvL4958+YRGRmJwWDgxIkTNDc3ExwcjNlsZtOmTdy9e5fW1laysrJYvXr1Iw1wdTodFRUV3Lp1y8cvRa1WExsbi8lkQq/Xs3TpUubNmzfpwsHr9WIwGAgMDPzZTaxNJhNHjhyhubmZefPmsWzZsr/ZYmP8+J88eZLa2lr+y3/5Lz/pmXbv3j2OHj1KRkYGr7zyijifFouFDz74AKvVSmhoKG+//fYj07ysVit79+4VEj+p4BAdHc327duFSW1jYyNqtZqZM2eKlLmuri5u3bqFVqsVnkZSoprRaMRsNjM0NITRaCQ4OFhsDCfztEtNTWXBggWkp6eLxeK9e/c4cuQIK1asEFKou3fvkpqaitVqFd9ZoVCwbt06CgoKgLGNUlNTE62trbS2tgoWgVKpZPfu3SQmJj7zeR8Pr9eLyfT/b+++46M670T/f0Ya9d67UBeqSCC66SCK6ZhqYzC2sWN772aT7L03yS9ZZ3eT7L3J5m42sR0nNgYbbJrpvRdTBUhCoN5772VGU87vD15zgpAEQhYIaZ736zUvmzOjmfPMd077nuf5Pq1UVVVRXV0tz0Bpb28v1yQy1CU6e/Zst+0/MzOTQ4cOoVQqWbZs2XOfae/27dscPXqUsLAwFixYwO7du6mtrWXdunX9mp3TQK/Xc/DgwS6JFGdnZ7y8vGhsbKSsrAxbW1vi4uLkBIwkSXR2dtLa2ir/dgzDxx4eRvZwb8kXRX19vfzdBQQEUFBQIN8RN1x8mZqaotFoMDMzY9KkSYwfP35A9oGGCTAWLFgg9/40sLe3p6WlpUsPAjc3N5RKpVwTzJAYMzMzQ6PRoFQqcXZ2xszMDAcHB+bNmydf7KrVaoqKirC1taW2tpaSkhJKS0upqqpCkiT8/f2JiIggIiICBwcHysrKuHjxIjk5Obi4uDB16tQeZ4Krra1l165dNDc3s2zZMkaOHIlOp5Prdr3yyitERET06/vp6Ohg79695OfnY21tjZubG25ubjg4OFBTU0NWVhZa7YPZoSdPniz3ZktPT+fVV1/ttk0aJhK4cuVKj5/n6urKpk2b5KTRcDj302q1nD9/nqtXrxIWFsaaNWu6Jc+0Wi337t3jxo0bXWqr1tbW4uTkxJQpU4iNje3XMbipqYm7d+9y5coVTExMmDlzJqNHj5bPMQznPteuXZNnx2tqamLOnDmMHTt2UG9+Phr/5uZm/vznP6PRaHqdGfdF0Nrayl//+le5CPvTxk2tVvPpp5/Kk/kM9D7bMKTSMGOun58fpaWl6PV6NBqNXI9LkiSio6NJS0tDkiR5pnfDzd+ioiLefffdPp2LnT17lu+++47FixfL5xoAFy9e5OLFi2zatKnbucVw2P6f1rBJdl27do3r168zY8YMHBwcSEpK4p/+6Z9ISEjg4MGDwINsZlxcHB4eHvzud7+jvr6ejRs3snTpUv70pz/1+bNEsksYDkTsB4ZOp+PYsWPcuXOHKVOmMGPGDPmA9iKeMBg8z/irVCqSkpK4fv26fKerra0NGxsbXn75ZYKCgvjqq6+oqKhg6dKlKBQKTp06RXNzMxMnTmTatGnyOqpUKtLS0rh79y6lpaVy7RgPDw9qa2tRKBSMGzeOSZMmYWFhIZ8QOzo6yjUMpk6dSlRUFHfv3iU1NZWGhgbgwcWvh4cHHh4euLu7Y21tjZmZmTxMzdzcHGtr637FNScnRz4WLVu2jODg4IH7gvvh4fhrtVo+/vhjvL29e7xoeBqGYV2GyQesra3lHgmrV69m7969WFtbM378eLy9vXFzc+vxpLWzs5MLFy6g0Wi4e/cuvr6+rF27tssJakNDg3wH1VC/61FTp05l2rRp8kWIXq/nj3/8IyEhISxatEh+nV6v79IbwsTEpNe7v4YTzNWrVxMSEsKBAwe4f/8+8KAG6Jo1a7h7966cBDMxMSE/Px940CMtMDCQwMBAvL292bVrFzU1NWzcuBF3d3fa29upqamRT4wB+b9arRadTif/V61Wd0nkGWqRPVzLzN3dHScnJ1paWqitrZXrmMCDIQAODg7Y2Nhga2uLJElkZWURHh7O4sWLe+2t8CwYCo5funSJhIQE5s+fj4mJSZeZ89asWfO9txudTifXGKyoqJCLG8fHxxMWFjas7nR3dHTw6aef0tTUhIWFBTExMSQkJODk5MSBAwcoLi7G2toaX19fUlNTsbKyYvTo0YwZMwYHB4d+fWZFRQV/+9vfsLCwQKVS4eXlxZgxY4iIiCA5OZkLFy4AyL0Xa2pq5N+rtbU1nZ2dKJVKpk+fTkJCAuXl5fKQ4Ndee00+5zb0rLx79y4ZGRly8tjFxQU/Pz/8/PwIDQ3ttQfIw0kveFB039nZGScnJ2xtbUlKSsLBwUEuRm+g0+nkxJOhwPnDDHWHntRTTq/Xk52dLSela2pqqKurkxOShqGpkiTh6OhIQ0MDr7zyilwPrCcFBQXU19d36aGq1+v59ttvcXV1Zf369XIC8dFjf25uLjk5Ofj6+jJixIjHXtsY6iq9CDIzM9m1a9djZ7dsamri8OHD5OXlyTMc9jfJ9ajW1lbOnj1LSkoKXl5ezJ8/n/b2do4fP05raytTpkxh8uTJSJLE6dOnSUpKIiQkhMWLF3+vGQ2/j97ir1Qq+zUT8vNUUlLC1q1bGTNmTI8TLDxJRUUFn3/+OWPGjGH+/PlPfL1GoyE9PZ38/HwCAgKIiIjoNpKspaWF8+fPk5KSgqOjI/Hx8fJNraioKObNm4dCoSA5OZlbt27R1NQkXyPMmzeP8ePHAw/yGKdOnWL16tV9qkMFD/aDR48e5c6dO6xcuVJOwOv1erZs2UJHRwcrVqzA29u7S5uM7dpv2CS77ty5w3vvvUdmZiZqtVqelep//s//2eWErbi4mPfee49z585hZWXFunXr+P3vf9+nqdcNRLJLGA5E7AeO9ND011FRUSxduvSFu9P/qOcRf5VKxdmzZykpKaGmpkY+kTfcuX/44srW1pYDBw6Qnp7OrFmzGDduHFevXpWnJTecRJ4+fZqOjg6CgoLkYuVLliwhJiaG9vZ2rl69SlJSEpIkERISQllZmTxs51Hm5ubyXf/29naqqqrkR2/JEycnJ2JiYoiJielyEdQbtVrNyZMnSU5OJiQkhKVLlz62V9Pz8mj8MzIy2L17N2PGjJHXz5BkCQwMfKoeihUVFezYsQMLCwtCQkK4efMmr776KiEhIVRXV7N//36554VSqcTT0xMvLy9cXFxwcHCQHyqVii1btuDg4MDrr7/e63FarVZz6NAh0tPTmTx5MtOnT8fExITvvvuOCxcu4Ofnx4oVK7C3tycnJ4evv/6at956Cx8fn359d4aZ3LKysrCzs6OpqQlJkrC0tESlUsl1oZKTk+WeKVOmTCEhIaFbAkmlUrF161ba29uJj4/nxo0bXWqEPom1tbU8nNrwX3d3dzw8PHBycuqWuFSpVNTV1VFTU0NSUhL+/v50dHTQ1tZGR0cHcXFxjBkz5rkm6nU6HYcPHyY1NbXHngUajYY9e/aQn5/PihUr+t2jxpgYihwXFhayfPlyIiIi5O/UsO0nJCSwfft23NzcWLRoETdv3uTu3bvytPcJCQkEBwf36bfQ2NjIzZs3uXHjBnq9noiICCZNmtStV0Fzc7M85Lm4uBhJkvDw8KCjo4PW1lYSEhKYPn16l2RRbW0t27dvR5IkFi9eTGlpKXfv3qW+vh47OzuioqIIDAzE19f3qRO01dXVVFZWUl9fT0NDg/zfoKAgFi5c2GNPN0MvwbS0NOLj41GpVDQ2NtLQ0CAfNzw9PQkKCiIoKAh/f/8+HWPVajWlpaW0t7dTW1tLVVUVJSUltLe3Y25uzqpVq/qV7C0tLWXbtm2EhobyyiuvyDfoFixYgFKplM9dDLNswoPj3IgRI3B3d6e5uZmmpia5CLhKpcLNzQ1vb2+8vLzw9vbG09Nz0M4j9+zZQ3FxMR988EGXY4Shht3Vq1exsLBg+vTpxMfHP5OEdklJCcePH5d7J4aEhDB//vxuN0xycnI4dOgQOp2OadOm4eDgINczs7S0lGcBfZaG+rn/rVu3OHr0KEuWLCEuLu6p//7mzZscP36cVatW9XosMfQeT01NpaOjAzc3N2pqajA1NSUsLIyYmBj8/Py4desWV69eRalUMm3aNHQ6HefPn8fa2pqXX36523BnvV5PXl4et2/fxs/PT5418cSJE9y6dYuJEyeSmJj4VO3R6/Xs27eP+/fv4+zsLN9Mc3BwYN++fTQ0NODu7i4PZ6ysrMTOzo4VK1YMyfj3x7BJdj1PwynZpdPpuHv37oDd5RCGDhH7gZeens7+/fvx9PRkzZo1L0RSozfPOv719fV88803tLS0EBUVJSc03N3dMTc3p7a2llu3bpGSkoJarSYsLIwxY8ZQWlrK5cuXiYuLY+HChTQ2NrJ//37KysoA5DvThuKZs2fPZvTo0V1OENvb27l27RqFhYX4+vri5eXF2bNn5V47FhYWcoHjtWvXdqllBQ+SGYYhSxqNRn6oVCpycnLIyMiQZ6eLiYkhPDy8x8RCfn4+hw4doqOjg8TEREaPHv3C9PbrKf7Hjx8nMzOzy+s0Gg1arZb33ntPnoWsLxoaGti+fTv19fVMnTq1W03Mzs5OKisrKS8vp7y8nIqKChobG7sNJ3RxcWHTpk29XsQWFhZy4sQJ6urqWLJkSbeeFkVFRezbt0+umZKcnExTUxObN2/udyyqqqo4efIkBQUF8rKXXnqJadOmcf36dc6fP4+VlRWjRo3Cz8+PM2fO0NLSwoQJEwgNDcXb27tLz4iMjAy+/fZbdDodo0aNkofcSpIkPwC5MLrhv4bCyf3xouz/JUmSEwdLly4lJiamx9c93KNm6dKlvfbiEB4kNL/++msqKytZu3Ztt2FvD8e+oqKCL7/8Ur5BrNVqSUtL49atW1RVVeHk5ERoaCiBgYHd6uM2NTWRnp5Oeno6paWlKJVKtFptn+v/tbe3k5OTQ3Z2NgqFQp6MoCctLS3s2LGDqqoqzMzMiIyMJDY2Vu45+bxJksTJkyfJzs7GwcEBR0dHnJyccHR0RJIk8vPzyc/Pp7W1FVNTU3x8fLC3t8fW1lauHWg4DhpusNTW1iJJEhEREbz88svy+cPDw99feuklZsyY8dRtzsrKYteuXYwdO5Y5c+aQlpZGZGQkx44d4+7du3Kv9Pb2doqKiigsLKSoqIj6+nrs7e1xcnLCwcEBJycneSZfQ89InU6HqakpCxYsYPTo0c/i636spqYmPvroIxISEkhMTESSJFJTUzl79iwdHR1MmDBBnhzhWdLr9dy/fx9zc3PCwsJ6Pb60t7dz5MiRLrM6GlhaWrJ06dIuRdQH2ouy7+8vSZI4dOgQaWlpvPnmm09dz1GSJPnmyTvvvIO9vT319fXU1NRw//59cnNz6ezsxMrKSr754+zsTEtLC/fu3SM1NZXq6mrgwQ3BiRMnMmXKFLKysjhw4ADjxo1j1qxZfRoSbpispqysjAULFvSrbio8+O1lZWWRn59PQUEBdXV1wIPC/s3NzfI5hImJCW5uboSEhDz3WpyDSSS7+mE4JbsEQRhYZWVlfPPNN5ibm7Nu3bo+9f4ZbgoLC9m9ezdWVlasXbv2sd9BZ2cn9+7dIykpicrKSpycnPD29iYzMxNfX195qnXDcEUTE5MuM7Co1WqUSiVBQUFMmzatS3dtw/Nbt26lra2NN998E3t7exQKBSkpKRw+fFguGrpw4cI+Jz8Ms+ykpaXJ05Pb2Njg7++Pn58fvr6+pKWlkZSUREBAAEuWLHmqRNGLRK1W89FHH8lDHJ9GW1sbWVlZxMXF9Xpx1tjYSF5eHqWlpXh6ehIQEIBOp6OxsZG2tjZGjhzZ43CP+vp6Tp8+TWZmJtbW1vj5+bFkyZIehw+1t7dz6NAheSrr8PBwYmJicHJywsnJCTMzM2pqaqiqqpInN2hubsbV1RUPDw88PT3lnguG4QqGmi/p6emMGTOmy8VJR0dHl0SUWq3m9OnT3L9/H5VKhbW1NSEhIQQFBZGbm8u9e/fw9PSkqakJBwcHNm7c+MwvzF4U586d4/Lly3LdksfR6/UcPnyYlJSUft/VH+7a2trYsWMHDQ0NvPrqq32qBZefn8/XX38tD1+1sLBAkiRKS0tJSUkhPz+fxsZGFAoFXl5e+Pj4UF5eTllZGaampoSEhBAeHs53332Hvb09r7/++jNJ6qvVanniqWddX3EgSJJETU0N+fn58sxyhvpvnZ2dwINhz4Zh8x4eHpiYmHDmzBm5DqhhOJMkSVy5coVz587JM1OGhoY+1TWIoUfMnDlziImJYdeuXVRVVfV4k6CvdDod1dXVJCUlkZyczEsvvcTMmTOf+02dy5cvc+HCBTZv3syVK1dIS0sjKiqK2bNnv7DHXp1Oh0qlkov3q1Qqbt++TWZmJlOmTJF7KAvdabVavvjiC9ra2ti8efNT9+hUqVR8+umndHR0oNFouszwp1AoMDU1ZfLkyXR0dFBcXExVVRXm5ubybNSSJGFlZUVHRwcxMTFMnDiRL774gsjISJYuXdqndSgpKWH37t0oFApWrlyJn5/fU7XhcQwzM1ZVVcm1KeFBTcy0tDRee+21F7ae8LMgkl39MJySXUM9wy/0n4j9s9PY2MjXX39NS0sLq1ateu5Fnvuirq6Oa9euMXLkSOzt7bGxsel3PaqH3b59m2PHjhEQEMArr7zS51m+DDVYkpKS5PpH8OACV5IkfH19mTp1KtnZ2ahUKnmISVVVFQUFBdy5c4fa2loiIiKYMWMGbm5u6HQ6duzYQXl5OW+88Ua3WRlbWlrYsmULjY2NuLi48Oabbz71rGQqlYqSkhKKi4vlKbO1Wi1mZmbMnj170IvR9uZptv/09HT27NnT51oSHR0d5OXlkZubS3l5OTY2Ntjb22Nvb4+DgwMWFhYUFxeTn59PfX09CoUCNzc3amtr0ev1+Pv7ExkZSWRkJHZ2dkiShF6vl+tqXb16lRs3bmBtbY2VlRX19fWYmppiZmbGwoULe7wrXlpayoEDB6irq8PCwqLXoYKGum329vbU1dVRWVnZZUp6Kysrpk2bRkJCwlPvNw0F9HNycsjNzaWyshJra2vmzJnDqFGjqK6u5osvvkCpVOLr64unp6c8VMjW1nZAf0cvwv7/9u3bHDlyhNmzZzN58uQ+/Y0kSRw5coQ7d+70ewbR4aqlpYUvv/ySjo4O1q9f3+sstD3FPjMzk71792JmZsa4ceMYP358lwvIhoYGCgoKKCwspKSkBE9PTyIjI+WZEq9fv86pU6fYvHmzPFOg0LvOzk7UanWP23VraytHjhwhKyuL2NhYubZQVlYWt2/fpqSkBHjQ03P+/PnEx8f3ed9gqDdomFF0zZo13W4Q9cfDpRyio6NZsmRJn4bjaTQaampqcHJy+l4zghrqTnZ2dtLe3s6KFSseW9/sRfVwUjMwMJDly5cP+AiBF2HfPxCampr49NNPsbKyYtGiRY+tN1ZfX097e7s8lE+SJO7cucP9+/cJCwujtbWVK1eu4OPjQ3t7u1zH1dbWVu75bzj3NMzGXlZWhp2dnfxae3t73nnnHTkRr9PpyMrKIjU1FZVKJW9zZmZmKBQKUlNT8fX1ZeXKldja2tLS0oKpqekTE3eG3t79SYRKksT169cxMzN7ZkN6X0Qi2dUPwynZNdTHbgv9J2L/bKlUKvbs2UNhYSELFy7sMlPKYMvJyeHbb7/tdsGvUChwdXWVC7g/rht+bm6uXEDXoKysjDt37jB27Fjmzp3b7wNpW1ubXMzTkDR63LAAeJBISEtL48KFCzQ1NREbG4tGoyErK4vXXnut1xMhQ5f4lJQUlErl977jpdPp5JoIL/Lx4Wm2f0mS+Prrr6murua9994jLy+PnJwczMzMsLCwkE/i1Go1ubm5lJSUIEkS7u7u+Pn5oVKp5LovhpnYnJycCAoKIjg4mMDAQCwtLeno6CAzM1MuCPvw3daHGS7ICwsLqampYe3atTg7O3PkyBFycnKIjY1l3rx5WFlZUVRUxOXLl8nLy8PFxYU5c+YQHh5OR0cHDQ0NNDQ0oFarcXNzw8PDo8ceI21tbVRWVtLU1ERERMT3uih7WGtrq1xI2qCqqoq0tDQqKiqoqKiQawD5+Pjw2muvdSuO21+Dvf/Pzs5m586dcjH6p0nkSZLE8ePHSUpKYv78+YwbN67X1xp6nhiGyvr7+w/LIZBqtZotW7agUql4/fXXHzuLbW+xb25u5tq1a9y+fRuAhIQEJk6c+NhC2hqNhsuXL3P16lV56Lnw/UmSxN27dzl+/Lg8UYNer8fPz4+QkBCKi4vJy8sDwN/fn1deeaXHOD16YSxJEocPHyYnJ4dNmzbJMwUOFEMpB29vb1avXi1fuBt669bV1cl10gy10gy9ZB6d0fBp6HQ6tm7dSmlpKZMmTWLOnDkD2q7nraCggL1796JUKlm5cuWAzdYLg7/vHygdHR189NFHqNVqtFotcXFxJCYmdjk+V1dX891333Hv3j0kScLb25sRI0aQn58vz5xsbW0t18XTaDTExMQQFBREamoqhYWF8gQR4eHhTJkyhYqKCpKTkykvLwceJLmam5uxs7Pjtddew9zcnNu3b5OSkkJrayu+vr44OzvLCW5DOY2QkBDGjRtHVlYW6enpFBcX4+joyObNm3s8x5AkiezsbM6dO0dDQwNz5859qtIYGo1GnpE4KCiINWvWDOn4Pw2R7OoHkewShgMR+2fv4ZkaB6t7/8MkSeK7777j3LlzhIaGYm5uztSpU1Gr1bS1tdHa2kp2djY5OTl4enoyc+ZMQkJC5HUuLy8nKSmJtLQ0dDpdt/dXKpUkJiYyduzY5900mU6n486dO1y6dInW1tYnzmBlkJaWxoEDB9Dr9UybNo3p06fLzxmGoxhOfAIDAx+7zRgOqy9ijy6VSiX3uqqsrGTVqlV9uuBpaGjgo48+wt7enoaGBjw8PJAkST5xU6vVmJiYEBQURGhoKCEhIT3O6KbX61Gr1U9MGBl6hxne9+GHi4sLBw4coLm5mVdffVUuNG+4QDxx4gRKpRJnZ2eKi4txd3dnypQpREZGDqlhIZIk0dzcTGlpKUeOHMHT05NXX311QAoYD+b+v7y8nK1btxIUFMSqVav6fYf61KlTXL9+ncTERGJjY+UJKwzFwg0X1DqdDoVCIV+0jB07lnnz5g2p38Lj6PV6du/eTUFBAW+++Sbu7u6Pff2TYt/W1saNGze4efMmWq2WkSNHEhcXR1BQUJfvLDc3l2PHjtHc3MzkyZOZMmXKCz8xy1DT1NTElStXcHZ2JjIysss1R15eHocOHaK5uRlTU1PmzZvHmDFjaGpqIi8vT67f09HRgYmJCebm5piZmWFmZoZer2fdunW4ubkN+DqXlJSwc+dOLCwscHZ2pr6+nsbGRvm4aBi6aRge7uLiQnJyMikpKXh6erJgwYKnGtKl1WrZs2cPeXl5eHh40NraygcffCD/ttva2igsLKSxsZHRo0f3euyRJInk5GTOnDmDt7c3EyZM6PMEDc9Cc3Mze/bsobS0FDs7Ozw9PeXvzcvLq8c6oQ9raGggKyuL4ODgLnH+Pvv++vp69Hr9C1GeY+/eveTl5aFQKLCysqK1tRUzMzPmzp2Lq6srly9fJiMjA3t7eyZMmEBNTQ13795Fp9NhYWHBhAkTaGho4O7du8CDXlzLli0jKCiImpoaTp8+Lc/WGhcXhyRJ3L9/H51OJ5/jnD17FrVajZ2dHWZmZjQ3N6PVauXZb0NDQ4EH5zNarVaugarRaCgqKqKoqAgTExOCg4MJDQ3l/Pnz8szTD8e2sLCQs2fPUlpaSkBAAI6OjqSkpBAeHs6iRYu69f6TJImCggJycnLkG5J37tyhsbGRuXPnUlZWxssvv2w0134i2dUPItklDAci9s+HJElcu3aN06dPExUVxZIlSwbl++7s7OTgwYOkp6czdepUJk+ezPHjx3uMf3FxMWfPnqW4uBh/f3+ioqK4e/cuZWVlODg4MHbsWOLj47ucNL5oiR2NRiPPQtNXDQ0NfPbZZ7S3t+Pn50dMTAxlZWXk5eXR2toqd3831AgLDQ0lLCwMSZLkQuuGh0KhkIeg+fj44O3tjY2NDW1tbXJisa2tjc7OTpRKJUqlEjMzM5RKJTY2Nnh5efX6nWq1WlJTU7l37x729vZ4eHjID1tbW+DB706tVqNSqeST/ZycHHkGNBcXF7n7fWRkJOPGjcPX17fHz9Tr9dy4cYMzZ86g1+uZO3cuEyZM6PYaQz2qZ6mpqYmvvvoKtVrN+vXre4xvS0sLJ06coLW1lYkTJxIeHv7C/T6fVnFxMV999RXh4eGsWLHie7dnMPb/bW1tFBUVcezYMRwdHdmwYcP3+mxJkjh79ixXrlzpstzCwgJHR0fc3d3x9vaWt0MzMzOSkpI4ceIEI0aMYOXKlQPWS68/DPUGv+9QktOnT3Pt2jXWrl0rX1w9Tl9jr1KpuHPnDikpKdTU1GBnZ0dsbCxhYWHcuHGD9PR0AgMDWbBgwQtx8WuMdDod3333HZcuXUKv18vHKABHR0f8/Pzw9/eXh4AbJlpJTk5Gr9czefJkXnrppQHfB9TX13PixAlMTU1xdnbu8jDUzXxUaWkpx44do6KiglGjRhEVFUVHR0eXhyRJ2Nrayg8bGxsuXrxIfn4+a9aswdnZmY8//pjo6GisrKzkukXwYBZoS0tL5s+fT2RkZJd1UKlUHDlyhPv37xMVFSUPYXdzc2P8+PHExsYO+Hdk6LlsWI+H10eSJEpKSrh16xbFxcX4+fmhVquprKykpaUFeBDfsLAwwsPDGTFiBKampnR2dpKRkUFKSgqFhYXAg5uQ8+bNk3sB9XX7r6iooKGhAW9vb3Jycrh79y6lpaUoFArmzZv3XEs0GJI3Op0ONzc3iouL2b9/PytWrMDBwYEvv/ySoKAgTE1N5cL/Tk5OvPTSS0iSxIULF2hra8PHxwczMzMqKipQqVTAg55dCQkJ3LlzB7VaTUhICJmZmTg4ODBz5kyKi4u5desWTk5OxMfHM2rUKOzt7amtreXTTz/FxMQErVaLXq/HyckJa2trNBoN9fX13Sbcefg8z93dnaioKEaOHCkfh3Jzc9mxYwfTpk1j2rRplJSUcOnSJfLy8vDy8mLWrFkEBQWhUCjIzMzk8OHDKBQKlixZQmhoKG1tbaSkpHDnzh15cgmNRtNtdnHRs0t4ouGU7NLpdOTk5BAaGmo0Y3eFB0Tsn6+MjAz279+Ps7Mzq1at6jYl9bPU0NDAzp07aWxsZOnSpURERDwx/pIkkZuby9mzZ6mqqiIoKIhx48YRGho6bHpE9ESr1bJ9+3aKioqAB0PmfHx8iI+PJyIigqamJrKzs8nOzpYTRwa2trZyYuvhBNjDNZ8eZWpq2mMvOUdHR2JjY4mNjZWHJKnVam7dusX169dpbW0lODgYtVpNVVUVGo0GeHDiZug99fC6KZVKAgMDCQsLIzQ0FFtbW+7fv09rayu3b9+mvr4eT09PAgMDu836d/fuXSoqKkhISCA/Px8bGxveeOMNFAoF9fX1JCcnk5qaSktLC0FBQYwePZrw8PAB7eWh1WpJSkqS6828/vrrAz4E50WXkZHBnj17GDduHHPnzv1eFxrPY/+vVqvJyMiguLiY4uJieYYoT09PXnvttQGpRSNJkjxJhKOjI46OjlhaWj72uykoKGDPnj1YWVmxZs2aZ9K75XH0ej1XrlzhwoULmJiY4OXlhbe3Nz4+Pvj4+Dyxx8bDUlJSOHjwIImJiUycOLFPf/O0sTfsy1JSUrh37x4qlQpbW1sSExOJjo4e8onk4aClpYUjR47IvbxUKhUNDQ1yL5yNGzfK25tOpyM9PZ2qqiquX7+OjY0NiYmJ3RJAg0Gv15OcnCzPpAjIdYwMCYHW1lba29vlv1EqlaxZs4bg4GAAzp8/z6VLl7C3tycwMJDAwEC57tLx48fJyMggLCyMBQsWyLWXvv32W9rb21m4cCHR0dFIkkRRURHXr18nKysLa2trwsLC5OShi4tLv78rrVbL4cOH5R5FDzMzM8POzg6VSkV7ezuOjo7Y2tpSVlZGYmIi48ePp729nbKyMnkm0+bmZiwsLPD19aWkpITOzk4CAwOJi4sjJCSEc+fOcfv2baKioli4cCFmZmZP3P7Ly8v54osvuiRrPDw8GD9+PNXV1Vy/fp0xY8Ywf/78Z379UF1dzYkTJ7rMfgwP6meGhYXh5eWFTqfj9OnT8ozHKpUKS0tLTp8+LdfGbG9vR6FQ4OTkhLu7OxYWFlhYWDB37ly58Pz58+fJyckhISGBcePGoVQqkSSJlpYW7Ozs5Jh3dHSwbds2tFotq1atYsuWLbi6uqLT6TA3N8fV1RU3Nzfc3NxwdXXFxsYGU1PTPv1mDJO2GIZHurq6MmPGDCIiInqs72eYqdXHx4eKigoAIiIiGDNmDDqdjr179+Lg4MDixYtRKBQ0NTXR2dlJdHS00Vz7iWRXPwynZJcgCM9PVVUVu3fvpr29neXLl/fpLvz39fCQgjVr1jxVTyd4cKHT0dHxzHvsvGjy8/OprKykoKBArh/l4+PDiBEj5J4ilpaWFBQUYGpqire3d6/Hg5aWFsrKyujo6JDvRhsehpMprVaLVquls7OT2tpa7t+/T3p6Omq1Gh8fH7y8vEhLS0Oj0TBq1CgmTZok96aQJIn6+nqqqqqoqamR72BbWVlhaWmJpaUl7u7uvd7FkySJvLw8kpKSqK2tRafTodVq0el06HQ6XF1defnll/Hx8aGgoIAvv/ySMWPGUFtbS1FRERYWFkRHR+Pp6cndu3cpKSnB2tpaTtZZW1tjamraJYHW14SpXq8nJSWFixcv0tLSQnx8PDNmzJB7sBmbpKQkjh079lRF3QeDJEns2LFDHlpkuEj09/fvcXjr89bQ0MA333xDU1MTCxcuJCoq6rkk8evr6zlw4AAlJSVyPSzDzIaGnpZ+fn4kJiY+sU5PcXExX375JbGxsSxatOi5JCq0Wi0lJSXy/k94cen1eiorK/nmm2+wtrZmw4YN3Y7j9fX1nDx5kuzsbNzd3XF3d8fJyQlnZ2ecnJywtLSkrq6OmpoaamtrqampoaOjg/Hjx8vJgGehs7MTlUqFlZVVj8ctvV4v95K2srLqsk8xDP/urQdZZmYmx44dQ61WExUVRWpqKp6enrzyyis93kCpr6/n1q1bFBQUUFlZCTy4qeTv78/EiRPx9/fvc7s6OjrYtWsXpaWlTJ8+HYVCQUNDA01NTTQ2NsrDBB++Cebl5YWzszP3798nNjZWTlgZ2lpVVUVWVpbcA2zUqFHd2nH//n0OHz6MhYUF3t7eWFtbEx4e3q0kg2ECmEuXLiFJEq6urri4uNDc3ExFRQUmJiZERkbi6+vLqVOn8Pf3Z+XKlc/k/LCjo4Pz58/Lvarmzp2Lm5sbu3fvpqGhgbCwMOrq6qiqqkKn06FUKtFqtXISLzMzEy8vL3nGyxUrVuDv74+ZmZl8k6+6uprg4GDCw8P7fPOlqqqKnTt3olar2bBhAx4eHty7d49vv/2WxYsX97s+b3V1NdeuXZPLhJiYmLB48WJiY2Pl33Ftba38WzS0yzCza29CQ0NZsWKF0czw3BOR7OqH4ZTs0mq13Lx585ketIQXk4j94FCpVOzfv5/s7GymT5/O1KlTn3iR0tjYSGZmplwvqq8Hrfv377N//358fHy6FIsFEf+noVKpyM7OJisri9LSUpqbm4EHw6W8vLwYO3YskZGR3/tz6uvrOXLkCMXFxYwbN44JEyZQUlIiDyGNjY1lwoQJA3Lc+T7xP3DgAKmpqQQFBREXF8fIkSO7nDDX1NRw584dUlNTu3Wfh7/PIjZ69OjHfk56ejpnz56lvr6e6Ohopk+f/tjC28bCcOd32bJl/S62/qy3/7S0NPbt28fatWsJCwsb8PcfCGq1moMHD5KRkYGTkxPjx48nPj6+x0kKvi/D7F8nT57ExsaGZcuWdbtIbm9vp6ioiIsXL1JVVUVUVBSzZs3q8QK8rq6OLVu24Obmxvr165/qDr3Y9xuXmpoatm7dioODA6+//jpKpbJb/HNzc7l37548aYdhqJyBtbW13EtFp9ORmpqKg4MDs2fPxt7enr179+Lq6kpAQACBgYF4eXkNaq8RSZIee16lUqk4c+YMd+7cYcKECcyaNatP66tSqSgtLaW4uJjs7Gxqa2tZuXJljzMAP6qxsZHt27fT0tKCv78/5eXlcg81e3t7vL298fPzIzY2FhsbG+rr6ykuLiY5OZmSkhICAwMpKSnBzc2N1atXY29vT0dHB01NTTQ1NdHe3k5YWFivN4Jyc3PZuXOn3Puos7MTMzMzgoOD5cTR7du35ZkDV6xYQWhoqPw9Njc3k5GRwYULF7C2tmbq1KmcOnUKCwsL1q5d268esu3t7XJ5BGtra/nmnFqt5tq1a+h0OqZOncqECRMwNTXlxo0bnDhxgtdee03uyafRaCgvL6eoqIjk5GQaGxuxsLBg1KhRZGZmAvDaa6/h5uZGWVkZN2/e5N69e5iYmODh4SEXmnd3d8fBwQFzc3OcnZ2xs7PD1tYWOzs7HB0dsbGx4f79+xw8eBAXFxdWr16No6Oj3JZDhw5x79493nnnnac6TzHMkHj27FlsbW0ZPXo0ERER7Ny5EzMzMzZu3EheXh63bt2isLAQa2trRo4cia2tLRYWFvJ3ZqjFZ7hJqdfrUSqVREREdLmRY4z7f5Hs6ofhlOwSdZuMl4j94JEkiUuXLnHhwgWCg4OJjY3F29u7S9d4w7TFycnJ5ObmYmJigl6vx8TEBD8/P4KDgwkJCcHT07PbSZ1h+uqzZ88SExPD4sWLux3URPz7r62tTZ4tr6CggIKCAqZMmcKMGTP61btCp9Nx7do1Ll68iI2NDREREdy+fRulUsnUqVMZO3bsgF84fJ/463Q6uZfa42i1WsrKytBoNPIJmE6nIz8/n5SUFCZPnsysWbO6fWdqtZpjx45x9+5dQkJCmDVrFp6enk/dxuHKMINoWloamzdvfuremvBst3/DLFmGulgvurKyMq5fv879+/exsLBgzJgxJCQkdLmQeVqSJNHW1kZ1dTU1NTXk5OSQl5dHfHw8c+fOfewNC71ez927dzl37hzt7e2MGzcOLy8vqqqqqKqqorKyktbWVhwdHXn77befuleF2Pcbn8rKSrZt24arqyurV6/m7Nmzj42/RqOhsbERlUqFs7Nzt14vNTU1nDlzhuzsbExMTHB0dMTFxYWioiI6OzsxNzdnxIgRTJw4kcDAwGfePr1eT0lJiVxiQKVSycXG6+vrSUlJobKystv6aDSafm8DWq2Wffv2kZmZybJly4iJien1tfn5+ezatUuu7eTo6Eh0dDR+fn54e3s/9lgqSRJJSUmcOXNGTsR3dnbKPcIfZmZmxoQJE5g0aVKXnpfp6ekcOHAAJycnbGxsKCoq4tVXX6WiooKsrCxKSkowNzdHqVSiUCh46623et3/1dfXs2vXLhobG5k9ezZJSUk0NTWRmJj4VLMDZmRksG/fvm5tMLC1tWXkyJGMGDECLy8v9Ho9f/3rX4mPj2fBggUAnDx5koaGBnlmZycnJ44ePcqdO3fk97GyspITg83NzVhaWuLl5YW7uztqtZrS0lJqa2u7fLbhfPthI0aMoKioiOjoaBYvXtztd9PZ2cknn3yCu7s7a9eu7dN30NLSwoEDB8jPz5eTroZz9aqqKj7//HM5geXv709CQgIRERHfK0lljPt/kezqB5HsEoYDEfvBl5OTw4kTJ6ivrwf+3lPI0dGR7Oxs2tvb8fX1ZfTo0URFRdHa2kpeXp4805JGo8HS0hJ/f39GjBjBiBEjcHd35/jx4yQnJzN16lS5q/yjRPwHxsOJxZEjR7Js2bKn6hlimGmvurqaCRMmMH36dMzNzWltbeX8+fMkJyfj6OjIrFmzBrQO1mDG33An89SpU0RERLBs2TJ5HcrLy9m7dy9tbW28/PLL/e65NNxptVo+/fRTzMzMePPNN586Gfos43/o0CHS09N5//33sbOzG9D3fpaampq4ceOGXKjYxcVFrvcTEBDwxGL2kiSRmZnJzZs3qaqq6lJzyN3dnWnTpvWpB4hBZ2cn165d48qVK2g0mi6TURjq6/Vn+JDY9xun8vJyvvzyS3mo4sPD4fpDo9Hw6aefyrXBwsPDmTZtGjqdjsLCQjIyMigvLyc6OprExMQu+wKtVktxcTH5+fkUFRXh7OzMpEmT8PDw6PPnG+r1paWlkZubi0qlwsbGhtDQUBobGykqKpJnYDVMWlFVVUVMTAyJiYkDMhRer9dz+PBhUlJSWLBggTwTtV6vp76+nvT0dO7fv091dTUAYWFhjBs3Ti4y/jQaGxs5fPgw+fn5eHh4EBERgZubGw4ODjg4OGBiYsLVq1e5ceMGZmZmTJkyhTFjxnD58mW+++47oqKiWLx4Me3t7fz5z38mMjKS5cuXAw+ua/fu3UtNTQ1vvPHGE2+gPDzh0YQJE1Cr1SQnJxMSEsKiRYsee22s0WjYv38/GRkZmJiYMG/ePCIjI1Gr1TQ3N9Pc3CzPpltRUUFTU5P8ty4uLrzzzjsoFApOnDjB7du3u0zKoFAoMDU17TGBplAo5NlIlUolJiYmWFpaypOY+Pj4YG9vT35+PpmZmWRnZ9PZ2Ym9vT16vZ7W1la8vb154403ej0Pu3//Pnv37uX1119/YpI3IyODw4cPY2pqytKlS+Weag/Lzs6moKCA+Pj4ft3U6okx7v9FsqsfRLJLGA5E7F8cHR0dVFRUyAXN6+rqCAwMZPTo0b0e4HQ6HSUlJRQWFlJcXExJSQlarRaFQoFCoWDRokXExcX1+pki/gMrKyuLffv24eTkxNq1a59Yl6ihoYFLly6RkpKCl5cXixYtwsvLq9vrqqurOX36NLm5uZiZmREYGEhISAihoaHfq+fJixD/zMxM9u3bh7u7O6tXryYtLY2zZ8/i6enJihUrnuskDkNRWVkZn3/+uTwcuq8kSaKiooIbN2587wveRxUVFbF169YuF35DjVqtlm8oFBQUyDcjfHx8iImJITo6ultPl8LCQs6cOUNZWZk8lMvNzU1OLHyfemAqlUoe5jMQXoRtXxgcJSUlfPXVV+j1emxsbDAxMZHPGVxdXVm0aFGfkkCSJMm9mt544w1qa2u5cOECDQ0NxMTEMH36dJycnEhNTeX06dNyrUl7e3v5nEWr1WJjY0NAQAClpaU0NTURHBzMpEmTCAwM7DUZpFarSU1N5caNG9TX1+Ph4UF4eDhhYWF4e3vLQ80MCY+AgABWr16NhYWFvD46nY6ZM2eSkJAgb5uGGYw7Ojqwt7fv8w0ESZI4efIkN27cICAggJaWFurr67tMEOPh4cGaNWu+1zHb8FmpqamcPHkSvV7PlClTmDBhQpfkS3NzMxcvXiQ5OVmu/TVr1iwmTZokz8b41VdfUVJSwrp162hra+PWrVtUVVWxfv16/P39aW1tpbq6Gmtr6157VUuSxNWrVzl79ixubm7odDo58WlYH0Ni3svLSy4kv3PnTtrb23FycuL1119/4nfS3t5ORUUFlZWVeHt7k5+fz+3bt+Xe5ePGjUOn09HY2EhdXR0NDQ3Y2NgwceJEefZPW1vbp75RqNVqKSgoIDMzk6qqKvz9/blx4wb+/v6sWrWqx5sfkiSxZcsWdDodb7/9NgqFApVKRX19vVyXrbGxkdraWvLz8xk5ciSLFi16rjVxjXH/L5Jd/TCckl2Grr9+fn7DeoY1oTsR++FFp9NRUVEhx/RJxY1F/AeeoXCpRqMhMTGRgICAbscIQ5IrNTUVa2trpkyZwtixY58Yg+rqanJycsjNzaW4uBi9Xo+7uzsLFy7Ez8/vqdf1RYl/eXk533zzDSqVCq1Wy6RJk5g5c6bRzBL0fZ09e5arV6/y9ttv92moZ2FhIefOnaOkpARLS0tGjx7N2LFjv/dFGPy9t5mlpSWbNm0a9JndBkpTUxP5+flkZWWRk5ODJEmEhIQQExODs7MzFy9eJCcnB29vb3lq+BfZi7LtC4OjrKyMpKQk7O3tkSRJfty9exdTU1PWrFnzxH3Jd999x9mzZ3nllVeIiooCHpyDJCcnc/HiRdrb24mNjUWv11NaWionjBUKBS4uLnL5Bi8vLxQKhTxD5NWrV6msrMTV1ZXw8HCsrKwwNzfHzMwMc3NzSkpKSE5OprOzk8jISMaPH4+vr6+8rykpKWHbtm2Eh4eTmJhIfn4+R44cwc/Pj5UrV2JjY0NHRwdnz57l9u3buLq6YmFhQWtrK21tbXKCzNTUFE9PT7nXj7e3N25ubr3u0/R6PZ999pk8G56JiQkjRowgLi5Orj21efPmAeuZ3dHRwcWLF0lKSsLOzo7Zs2cTFRXVZf3q6uq4du0akZGRXfZJra2tfPfdd6SkpKBWqwFwdnbGw8NDnt25ra1Nfv3IkSOZOXMmdnZ2nD9/nurqaiIjI4mKisLa2louS2CYfKa4uJjq6mqcnZ3lCY5UKlWX9R87dizz5s3rdf/T3t6OlZWVnCzKyckhIyODrKwsTE1NsbW1RaVS8f777w/IrL59VVRUxK5du7CysmLdunVybS6tVkt7ezttbW1kZmZy6dIlPDw85KGTBmZmZjg4OODo6EhkZCRxcXHP/ThpjPt/kezqh+GU7BIEQRAGTltbG99++608TbadnR0+Pj74+vpSV1dHamoqVlZWTJ48mYSEhH7dWVOpVOTn53P9+nXKy8tZuHDhY3vxveiam5s5c+YMsbGxhISEDOq66HQ67t27R0lJCYmJic+kWPlA0mq1/O1vf8PExIS33nqr1yRhWVkZ586dIz8/Hy8vLyZNmkRpaal8wRMaGkpCQkKXgsRP6+LFi1y6dInNmzc/1XCkoaS9vZ309HR51lF4cKE4c+ZMIiMjh02CTzA+TU1N7Ny5k7q6OpYvX87IkSN7fF1WVhY7d+5k6tSpzJgxo9vzGo2GpKQkbt68ia2trZwsMjMz49atW5SUlKDT6TA1NcXLywsfHx8kSaKuro66ujoaGxuBvw87M9S5ArC0tGTMmDGMHTu2W+/pxsZGPvvsM1xcXFi/fr2cWCouLmb37t0A+Pr6yrNN6vV68vPzsba2xtbWVp4p2TADpWGW1Lq6OgCcnJzkGYYf7nUsSRKHDx8mOTmZ+Ph4PDw8iI2NxcLCgt27d8uzOU+YMIHZs2c/dVx6KravUqmwtLSktraW06dPk52djZ+fHytWrOi1V7mhfMDp06d59NLfxMQEBwcHeZi0h4cH7u7ulJaWcuHCBRobG+V6Xn5+fhQUFKBQKAgLC2PUqFEEBwcjSRKdnZ10dnaSmZkpF4E3DDPUaDQAzJ8/n4CAgF7bm52dze7du3FycsLW1la+ueft7U1sbCzm5uYcOnSIlStXDsjEQE+rvr6er7/+mpaWFqytrWlvb+82I6Lhtzd27Fi8vLxwcXHBwcEBa2trcYwYBCLZ1Q/DKdml1Wq5dOkSU6dONZpZGYQHROyNm4j/s9Xa2kppaSmlpaWUlZVRVlaGubn590pyPUqn03Hs2DF5Rqk5c+b0+U6diH9XarWa27dvc+PGDZqbmzExMSEqKoply5a98CenFRUVfPbZZ0yZMoXp06fLyyVJoqCggJs3b5KVlYWbmxszZsxg5MiR6HQ6Ll26xIQJE8jMzOTWrVtUVFTg6+vLwoULnzpZVVdXxyeffNLvC7qhqKGhgerqakJCQoZUT0Sx7Ru3x8X/4VpMM2fO5KWXXkKhUNDc3ExJSQmlpaXcuXOHoKAgVq1a1a99o1arpbKykrKyMvn4aGpqiouLC87OznJi4MqVKxQVFTF9+nQmTZqERqPB3Ny8x21NrVazZcsWOjs7eeutt7r19mlqauLq1avU19dTX19PY2OjnEDz8vJi1KhRPQ5PhgeJpbKyMu7du0d6ejqdnZ34+fkxatQoIiMjOXXqFCkpKSxZsqTLTacTJ05w8+ZN1qxZQ1VVFefPn2fTpk299rqvr6/nzp07tLS0dHkAbN68We4pdfHiRS5evMikSZOYNWsWJiYm5Ofnc+jQIczNzdm0aZNcnD47O5uGhgY6OjpIS0ujvr4ehUKBj48P8+fPJyUlhdu3b/ODH/wAV1fXbutUU1PD0aNHKSoqkr/3+Ph4oqKiqKysJCUlhaqqqsfG287ODjc3N1xcXHB3d8fHxwcPD49u5yoajYZz585x/fp1eZmpqSljx45lwoQJODg40NLSwscff0xISAgrVqx47Oc+Sx0dHVy5cgV4MFOptbU1NjY2WFtb4+LiQltbGx9//DEzZszgpZdeGrT17Ikx7v9FsqsfhlOyyxjH7goPiNgbNxH/58twYj3Q3cYlSeLmzZucPHmS4OBgVqxY0WUWpt6I+CMP2cjKyuL27dtoNBpiY2OZOHEiVVVV7Nu3j4ULFzJmzJjBXtUnunDhApcvX+att97C0tKSlJQUUlNTaWpqwsXFhalTpxIdHS3//h6NvyRJFBUVcfToUerq6pg4cSLTpk17bM82SZIoKysjJSWFe/fuYWVlxXvvvWe0v6ehQmz7xu1J8X84oeLj40NLS4s8FMvR0ZGAgADmz5//zHu96vV6ubdocHAwy5Yt6zEZpdfr2bVrF0VFRWzatKlPhbz1ej1NTU1UVFSQlpZGdnY2AKGhoYwaNYqwsLAek2oajYbMzEzu3r1Lbm4uSqUSrVbLsmXLukymcvPmTY4fP878+fMZN24cer2ezz//nM7OTt55551uSYbc3Fy+/fZbTExMcHV1xc7OTn7cvHkTd3d3Vq1axdGjR0lJSSEyMpKMjAwCAgJ45ZVXsLa2pqamhi1btuDt7c26deu4f/8++/fv73FmQXgw22FoaCjZ2dm4u7uzfv164EGCq6SkhKKiIu7fv4+joyMLFizAz8+P69evc/PmTdra2vD29kar1VJTU0NgYCBNTU3U1dWhUCjw8vIiKCgIV1dX6urqqK2tpaamhvr6evR6Pebm5vj6+uLn54e7uzu5ubmkpaWh1WqxsrJi+vTpjBgxgiNHjlBeXs68efNISEhg586dlJWV8d577z3XOlf9cfz4cVJTU/mHf/iHfg+11Gq1aLXaPp3T9ZUx7v9FsqsfRLJLGA5E7I2biP/wkpeXx969e7GxsWHUqFHyHXInJycsLCy6vX44xF+SJFpaWqiurqa5uVmuDWL4ryRJWFhYYGlpKT80Go08y5NheIqFhQUJCQmMHz++y4xhR44cISUlhbfeeqtP9bAGk06n47PPPqOhoQG1Wo25uTnR0dHExcV1qWlj0Fv8dTodV69e5dKlS9jY2LBgwQJCQkLQaDTyEJXOzk7y8vJISUmhrq4Oe3t7Ro0aRUJCwpA/JzIGw2HbF/qvr/G/f/8+KSkpuLu74+vri6+v76DMrpqXl8e+ffswNTVl1qxZuLq64uDggI2NDQqFglOnTnH9+nXWrl1LaGhovz6jvb2dtLQ0UlNTqaiowN7ennHjxjF69OgeC5F3dHSwb98+cnNzgQfDI+fNm4ePjw/Z2dns3LmTcePGMW/ePPlvqqur+etf/9ql9+vDRd6DgoKYOHEiAQEBXRJtmZmZ7Nq1Cw8PD2pqaliyZAmxsbEUFBSwd+9ezMzMWL16NV5eXhQUFLB9+3YCAwMpKCjAwsKCjo4OgoODycvLIzExkdGjR7N3716cnZ3Jzs6Wh41aW1vT2dkpT3Tk6elJREQEEydO7JKc0+l0pKSkcOrUKTo7OzEzMyMmJobAwEBcXFwoLy8nIyOD/Px8AgICWL58Oba2trS3t9Pc3IxaraakpISSkhKKi4tRqVTycMDQ0FDWrFkj35TR6XScOnWKmzdv4uvrS2lpKatXr+51iO2LpL29nf/+7/8mNjaWBQsW9PnvHr2JpFQq2bRp04BN2GOM+3+R7OoHkewShgMRe+Mm4j/81NXVceTIESorK7sUhLW1tWXevHlyIWEYmvGXJImMjAwKCgqorq6murq6SzstLCywsrLC0tJSLm6rVqtRqVTyw8TERJ4dyvBfNze3Hu/ia7Va+W7822+/PaB3V5+FmpoaLl68SFhYGBEREY+N65PiX19fz7Fjx8jLy+vx75VKJREREcTFxREQEGA0hW6Hg6G47QsDZyjGv6WlhX379lFYWCgvMzExwd7ensbGRubOncuECRMG5LMqKyu5ceMGaWlpmJiYMGrUKMaPHy8P88vKyuLIkSNoNBqWLFmClZUVx48fp7q6mujoaLKysuRhno/uFy9fvsz58+d58803cXd359ChQ9y7d4+goCDKy8vlWlzh4eFEREQQHBxMe3s7H330EZ2dnaxdu5awsDD5/Zqamti9ezfV1dXMmzcPnU7H9evXaWhoACAoKIjIyEhOnDhBZGQkS5cuRavVyvFXKpVUVVVx5MgRamtr5YL1Hh4ehIaGMmLECDm5aLhhUlNTw44dO9Dr9SxatIji4mLS09PlSQgcHR0ZMWIEpqam3L17F0mSUCqV8nuPGzeOuXPnYmJi0qVnenR0NEuXLu3xWJKWlsbhw4eJiIhg2bJlAxLn5+HKlSucO3eO6dOny8m+pqYmmpubUSqVODs7yzXknJ2dqaurIyUlhZqaGuzt7YmNjSUjIwOdTsemTZsGJNk8FLf/70sku/phOCW79Ho9tbW1uLq6ipNVIyNib9xE/IcvwwxIhvok9+7do7CwkM2bN8sn7EMt/q2trRw5ckSuPWUooGt4ODg49KkdPRX7fZz6+nr++te/EhwczCuvvPLC1+/qq77EX5IkcnNzaW1tlWdDM8yMZpjFTBh6htq2LwysoRp/w3HNkDAwPBwdHUlISBjwfXNrayu3bt3i1q1btLW1ERoaKu8TQ0NDWbhwoXwNqNfruX37NufOncPZ2ZkNGzbIwzxLS0vJzMyUZyu8desWOp0OW1tbamtrsbKyoq2tjbi4OGJjY8nPzycjI4Pa2lrMzc1RKpWYmJjQ0dHRY01ErVYrD29UKBRYWVmhUqnQ6/XMmzePq1evYmtry8aNGzEzM3ts/Nva2sjLyyM3N5e8vDza29uBBzc3XFxccHFxIT8/H3t7e1599dUu18Ctra0UFxdTVFREcXGx3Ou3o6OD9vZ2oqOj8fLy4vTp0/j7++Pr60tOTg41NTXExsayZMmSx/4eOzo6sLCwGFK/Wa1Wy1/+8heamppwcHDA3t5e/q9Go6GhoUE+T9NqtZiamso3kQIDAzExMaGpqYktW7ZgaWnJxo0be+xp+DSG6vb/fYhkVz8Mp2SXIAiCMLx1dnZ2mbHvWdzNM5xK9OeCo6WlheLiYtzc3Hqc3j0jI4MjR44AsGjRouc+hCE9PZ09e/bI9VcEQRAE46DVajl58iS3b99GkiS8vLxYvHhxj0PbOzs7MTExkYf9NTU18Ze//AUTExNMTU3RarVoNBp5qKAkSYSEhDBnzpxutcZqamrIyMigoaGBGTNmkJKSwsWLF3n33Xdxc3Pr8lpJkqisrCQ9PZ3vvvuONWvWkJGRQWpqKra2trz99ttPfb0qSRKNjY3U1tbKdbfq6uqwtbXl5Zdf7nNPZ71ez/nz5/nuu+/kWak7OjpQKBREREQQExNDeHj4sLmR9Ki+nBtJkiTfVOrpe62pqeGLL76QZxp90WeJftGIZFc/DKdkl0aj4dSpUyQmJhpNd0bhARF74ybib1yqqqr47LPPiI2NZdGiRQMSf0mSqK6u5v79+6Snp9Pe3s7SpUu7DLPoiV6vp6SkhJycHHJzc7vM5mRvb09ISAghISF4e3tz/vx5UlNTCQ8PZ9GiRf0u9Pp9HT9+nFu3brFixYpBme58oIntf2irqakB6HbR2xci9sZtoOKv0+nIzs4mJSWFoqIiJk6cyJQpU4ZVbxG9Xs/p06e5fv06YWFhBAQEkJSURENDAxEREcyZMwcnJ6de/3bbtm00NTXx7rvvdkli3Lhxg3v37jFjxgyCgoL6tC5arZZPPvkEOzs7NmzY0C15kpuby44dO5g2bRrTp09Hp9Nx7tw5oqKi8Pb2ll83WNt/Tk4Oly9fxsvLCw8PD86fP4+pqSnr1q3r06QCxq6srIwvv/wSPz8/1q5d268ZgCVJ4u7du5SUlDB37lyj2f8bx5yTwmNptdrBXgVhkIjYGzcRf+Ph4eHB/PnzOXz4MAEBAYwcOfKJ8dfpdNTX19PW1oZWq0Wn06HT6dBqtdTW1pKenk5dXR2WlpaMHDmStrY2vvnmG2bNmsXkyZO7nYzrdDqSkpK4dOkSHR0dWFtbExISwuTJkxkxYgQ1NTXk5uaSm5vLnTt3ADA3N2fJkiWMGjVqUO/8JiYm0tbWxp49e5g5cyYvvfTSkL8TLbb/oaempoYLFy6Qnp4OQFxcHLNmzcLW1vap3kfE3rj1J/6SJNHZ2UldXR2pqamkpaXR0dGBt7c3UVFRXLx4kfz8fJYtW4ajo+PAr/Rz1tbWxrfffkthYSHz5s1j3LhxKBQKxo0bx927d7l48SKff/45GzZs6DHpfPnyZUpKSti4cWO33jrjx49n/PjxT7U+SqWSBQsWsH37dtLS0oiJiaGuro7CwkKKiorIzs4mJCSEadOmAWBqasqcOXN6fK/B2P5DQ0O7TCAQEhLC119/zZYtW1i/fj0+Pj7PfZ2GEh8fH1avXs3XX3/N7t27mTNnjlyWoi9aW1s5dOgQOTk5BAYGPsM1ffEMmWTXr3/9a3lMsrm5uTx7xMOKi4t5//33OXfuHFZWVqxbt47f//73Xbr7paWl8cEHH3Dz5k2cnZ155513+MUvfjHkT1oFQRAE4XHi4+MpLCzkyJEj3U7OW1tbycvLk2cprKuro7Gxkd46fxsSXHPnziUoKAhTU1MkSeL8+fOcPXuW6upqFi1aJN85LCwslIv4jhkzhvj4eLy9vbsce+3t7QkODmbu3Lk0NjZSXFzMiBEjcHBweHZfSh+ZmpqyYsUKXFxcOHfuHHV1dSxcuLDbFPKCcVKpVGRmZnLv3j1KSkrw9/cnPDyc8PDwASkq3NDQwMWLF7l79y729vYsWrQInU7H+fPnSU9P56WXXuoya5per6empoaysjJ5Zk5BeBqFhYWcPn2a9vZ2VCoVarVaPh7Y2NgQFxdHXFyc3Ctn1KhR7Nu3j7/85S8sXLhwSP/mysvL2b17NxqNhtdff52AgAD5OVNTU+Lj4wkLC+PLL79k69atrF+/vsuwxuLiYi5evMjUqVPx9/cfsPUKDg4mKiqKY8eOcerUKdra2lAoFHh7ezN27NghdRPG3t6eN954g+3bt7Nz585+DbU0NkFBQaxcuZLDhw/z0UcfERoayoQJEwgMDHxs3LOysjh06BAKhYJVq1aRnZ39HNd68A2Zs7TOzk5WrlzJxIkT+fzzz7s9r9PpePnll3Fzc+O7776jrq6ODRs2IEkSf/rTn4AHww/nzJnDjBkzSEpKIjs7m40bN2JjY8OPf/zj590kQRAEQXhuFAoFL7/8MuXl5ezfvx97e3suXLhAQUEBFRUVAHIR2pEjR8r/b2dnJxfXffi/j55cKRQKZs6cibu7OwcPHqSuro4FCxZw/fp17t27h6+vL5s3b8bLy+uJ6+ro6PjC9Q5QKBTMmDEDFxcXDh06RENDA6tXr8ba2nqwV00YBIZizvfv3ycvLw+dTseIESOYMGECxcXFHDt2jKNHj+Lj48PIkSMZN25cn2qtaDQauUZObW0t1dXVZGVlYW1tzbx58xg9erSc1IqOjubixYtcuHCBO3fuEB4eTmVlJeXl5Wg0Gvk9Ozo6GDt27DP7LoThpaWlhT179uDo6Eh0dDSWlpZYWFhgaWmJra0t/v7+3YYr+vv78+6773L06FG+/fZbcnJyWLhw4ZAZKmWom5SVlcWJEyfw8PBg1apVvd5ssbGxYcOGDWzfvp1t27axfv16vL29UalU7Nu3D19fX6ZOnTrg6zl37lx0Oh2urq6MGDECPz+/ITtZiIWFBatXr+azzz5j586dbNy4UdSjeoLw8HCCg4O5d+8e169f56uvvsLDw4MxY8bg7u6Ok5MTdnZ2KBQKOjs7OXnypHxsWLRoEebm5kaX7BpyNbu2bt3KD3/4w249u44fP87ChQspKSmRxyYbNpzq6mrs7e355JNP+OlPf0pVVZW8Y/iP//gP/vSnP1FaWtrnbPhwqtklSRItLS3yhiEYDxF74ybib7wqKyv57LPP0Ol0WFlZERISQnBwMCEhIQNWE6uiooKdO3fS3NyMjY0Ns2fPHvShiAOppKSEnTt3Ym5uzogRI4AHyTDDQ6lUyrMXGh7BwcEvzDmD2P77TpIkdDodzc3NFBcXy4+6ujoAfH19iYqKIioqqksvro6ODrKzs8nKyiI7OxsPDw/WrVvX6zZWV1fH/v37KSsrk5fZ2Njg6upKWFgYY8eO7TVxUFtby5kzZ6iqqsLLywsfHx98fHzw8vLi3LlzJCUlsX79egIDA0XsjdyT4q/X6/nqq6+ora3l3XfffepjgqEu0JEjR4iLi+Pll18eqFUfUFqtltu3b1NZWUltbS01NTWo1WoAeb370nNXpVKxfft2amtree2117h+/Tq5ubm8++67L9wNG3gx9/2VlZVs2bKFkJAQVq5c+cKs14tOkiQKCgq4fv06OTk58nJTU1McHR3RaDR0dHQwd+5cRo8eLU+K8KLF/1kbNsmuX/7ylxw8eJDU1FR5WUNDA87Ozpw7d44ZM2bw+uuv09TUxMGDB+XXJCcnM3r0aPLz83sdw6pWq+UdIDxIdvn5+VFbWyufuBpm2tDpdOj1evm1D8/A8fBXbWpqiomJSa/LH74jB8g73EfHWfe23DC9rE6nk5cZTsAfXm44ibO0tESv1/e47kOtTQ8v723dRZserLtGo5F7aAyHNg3HOD2rNimVSjo7O+WL8+HQpuEYp2fVpvLycrkniiRJz6RNKpWK9PR0IiMju9QsGS5xamxs5MyZM3R0dAAPjqd6vR5JkuT9q0ajobOzE61Wi7m5ObNmzSI+Ph4zM7NBbZMkSWi1WpRKpZxAGYrbU3NzMwcOHMDf35/JkyfLbXma7UmSJJqamigrK6O8vJzKykqamprkmdMe/Ux3d3f8/f3x9fXFz89PTnA9rk2VlZV8/fXXmJmZsXr1alxcXLq0KSsriyNHjmBjY8PkyZNxdXXF0dGxyzTz/d1HaDQadu3aRUVFBW+88QZubm6o1WpMTEzkff+LsD09TZtehN+eQqGgsrKS+vp6mpqaaGpqorm5GUdHR+bOndvlM1+kNhn29+bm5j3G49KlS1y4cIF169bJw/f6E6cbN25w4sQJ+X1epH15e3s73377LWVlZXh4eODi4oKrqysuLi54e3vj6Oj4VHFqb2/nm2++oaKiAp1Ox7Jly4iNjX0htyfDvt/MzOyx8XveccrLy2PXrl1MnjxZrjvW1zY9uu4vSpue536vs7NT3gc1NTXR0NCASqVi4sSJODs7y23q7drvRWyTwZPi9CRDZhjjk1RWVuLh4dFlmZOTE+bm5lRWVsqveXjcNSD/TWVlZa/Jrt/+9rf86le/6rb81KlT8vAFf39/4uPjuXv3LsXFxfJrwsPDGTlyJDdv3pRnz4EHdw1GjBjBpUuXaGlpkZdPnDgRd3d3Tp061eUHM2PGDKysrDh27FiXdViwYAEdHR2cP39eXqZUKnn55Zepra3l2rVr8nI7OztmzpxJSUkJKSkp3d4nLy+PrKwsedlQbpObmxuTJk0iJydHtOkxbWptbR12bRqOcXoWbUpMTOTEiRNdXjvU2zQc4/Qs2wTg5+dHUlLSM2tTREQE586de25tet5xsra2xt7enpdffpnq6uoe21RUVMStW7coLy/n+PHj3Lhxg/Xr11NZWdmlTX5+fnh6epKfny/3GhqMNg2VOHV0dFBSUoKpqSnXrl3j1q1b+Pr6Ym9v36c2SZJEWVkZ9fX18gm0ubk51tbWWFlZYWdnR3BwMHV1dVRXV6NUKrG2tiYoKIj4+HiSk5O5fPlyn9sUGRnJ3bt3+eyzzwgKCmL27Nm4urqyZcsWKisrcXBwwMfHh5CQkAGPk42NDZIk8eWXX/LOO+902SafdZxg+P32dDodtbW18vBvExMTzM3NMTMzIzc3F6DLReJAtsnBwYG9e/eiVqvlIeV2dna4urrKN66f1CbDd/9onEJDQ7l48SIeHh6kp6fLEyH0J04eHh7Y2Niwd+9ewsPD8fT0fCH25Wq1mvz8fExMTFi1ahWZmZkANDY20traSnR0dK/78t7iVFxcjJOTE83NzVhYWMgX8C/y9mRra8usWbNeiO3J0KYZM2Zw/vx5SktL5Vkuh+o+YqDi1J82jR8/nuTkZIqLi7l+/Xq3NtXW1g65Nj0uTk8yqD27Pvzwwx6TSA9LSkoiISFB/ndvPbs2b95MUVERJ0+e7LLc3NycL7/8kjVr1pCYmEhgYCCffvqp/HxZWRm+vr5cu3aNCRMm9LgOw7lnl0aj4fTp0yxYsAATE5Nhm/EWbeq+7h0dHZw6dYo5c+ZgZmY2LNo0HOP0rNoEcOzYMTn+w6FNwzFOz6pND+/7DV3bh3qbHl7+osYpLy+PY8eOoVarmT17Nv7+/hQWFlJQUEBRUREqlQorKys2bNiAs7PzU7WpqamJ0tJSQkNDsbGxeWybDPGfM2eO3HtoKMWptLSU3bt34+joyKuvvkpraysnT56ksLCQkSNHMm/ePOzt7Xttk1ar5ejRo6SlpTF58mSCgoLw8PDoMkzwWbSpvb2dvXv3UlFRwfz587l37x6FhYXMmDGD8ePHy5/ZUzy+72+vrq6Obdu24e3tjZ2dHYmJiXJ7v2+c1Go15ubmKJXKYb+P0Gg07N69m8rKSlasWIGHhweWlpZyL7mbN29y5swZXnnlFcLCwgasTTqdjsuXL3P16lUCAwMJDg6mo6ODjo4OVCqVPLHImjVr5KLoPbXp4X3/w9rb2/n8889xdnZm7dq1mJj8vSZXf+NUU1PDZ599RlxcHHPnzh30fXlZWRl79uzB0tKSdevW4ezsPKR+e0+KR1/iZIh/YmIiVlZWL1SbJEniwIEDpKens3DhQiIjI4d0z+MXcb/X27XfUG7Tkwxqz64PPviANWvWPPY1j/bE6o2npyc3btzosqyhoQGNRiP33vL09JR7eRlUV1cDdOsV9jALC4sei/8ZuoA+zNTUtMcv3vAj6Ovy3uoyPM1yExOTLgerJy3vbd1Fm4Z3mx79HQ+HNvVlHZ92+XBrk+EA1tN+bKi2CYZfnEC0CYZPm0aOHElAQACnTp2S74wqFAp8fX0ZP348/v7+HD9+nN27d/Pmm292KX7f27rX1NRw9epV7t+/jyRJKJVKoqOjSUhI6Dbj5aPrbmZmJj//IsVJkiTq6+txdnbutr6G4S5eXl6sXbtWLpr9+uuvc+/ePU6ePMnHH3/MtGnTGD9+fLfPVSgUHD9+nLS0NJYuXUpsbGyP6zDQbVIqldjb2/P6669z4MABDh8+jLW1tVxL61ED/dvz9PRk5cqVbN++XR5GORDnsJmZmezfvx9/f39Wrlwp93Dq67r3tLyzs5O2tja5d0df2vo89hE6nY4DBw5QVlbG+vXre5xpb9KkSZSWlnL48GE2b94sJ60ft+5PalNDQwPffvstFRUVzJo1i8mTJ3fbrrVaLTt27GDPnj288cYbXa5rDG1Sq9UcO3aMnJwcVCoVvr6+eHt74+XlxdGjR9HpdCxfvrzXgudP+9vz8PBg1qxZnDx5kujoaEaMGDFo+/K8vDy+/fZbvLy8WLNmjbxvfZH2e8/z+GT4rBepTQqFgsWLF6PVajl48CBJSUkkJiYyYsSIbq9vbW0lJycHGxsbQkJCurThRWrT0y5/Xr+9R8/9h3KbnmRQk12urq64uroOyHtNnDiRX//611RUVMgzPZ06dQoLCwvGjBkjv+ZnP/sZnZ2d8mwPp06dwtvbu89JNUEQBEEQhP6ytLRk8eLFxMfH09HRwYgRI7pcXK5bt47PPvuMXbt2sX79+h5PQiVJIi8vj6tXr1JQUCDXCQoLC+PevXvcvn2blJQUvLy8iI+Px83NDTs7O2xtbQd85q6GhgYyMjKor68H6FID0MfHh1GjRj3xPdra2igpKZGLv1dUVKDX61EoFHh4eMgF1yVJ4ujRowQFBbFq1apuPbFiYmIIDQ3l3LlznDlzhuTkZObNm0dwcLD8vR06dIjU1NQ+JbqeBaVSyYoVKwgLCyMgIOC5TloQFBREYmIiJ0+e5NNPP2Xq1KnExsb2eMHxJJIkyfWdgoKCKC4uZtu2bY8twt8XWVlZHDt2jLa2Nl577bXnfn6en5+PXq8nMDCwy4WVXq9n//795Ofns3bt2h4TXfDgd7hkyRL+9re/sWfPHjZt2tTvGQk7Ojrk2QGtrKx444038PX17fG1SqWS1atXs23bNrZv386bb77ZpUB6VVUVu3fvpq2tDXt7e9ra2rh48WKXnhvr1q0b8N/juHHjSE9P5+DBg/zgBz94ZrMz6vV6iouLycjIoKysjM7Ozm61EyMjI1m6dOmQmSHSGCmVSlatWkVhYSGnT59m69athIWFMXv2bJRKJRkZGWRmZlJSUiL/jZOTE+PHjyc+Pv6Zz+YoSRKVlZWUlZXh6uqKr69vr4ki4cUwZArUFxcXU19fz6FDh/jd734n10kICQnB1tYWnU5HXFwcHh4e/O53v6O+vp6NGzeydOlS/vSnPwHQ1NREeHg4M2fO5Gc/+xk5OTls3LiRX/7yl/z4xz/u87oMt9kYtdoHRWqNZVYG4QERe+Mm4m/cRPxfbCUlJWzbto3IyEiWLVvWJUaFhYWcOXOGsrIyvLy8mDRpEpGRkV0SFnq9ntzcXG7fvt1tmnEzMzPs7e0JDg4mLi5OvkH4NOrq6uSaPpWVlSiVStzc3IC/F8A21DUyJPZ6YyhkDeDg4IC/vz9+fn64u7tTU1NDWVkZZWVlcu2UqKgoli1b9sQ7vFVVVRw/fpyioiLCw8NJTEzk8uXLg5roehEYapVduXKFzMxMnJycnjrp1dnZyYEDB8jIyGD69OlMnTqVyspKduzYgYWFBa+99lqPvbIep6WlhRMnTpCenk5ISAharZaKigo2btyIp6dnf5r61NLS0ti3bx/wICk9cuRIIiMjCQwM5NixY6SkpLBy5UoiIiKe+F5VVVV89tlnREdHs2TJkie+Xq/XU1RURFlZGRUVFZSXl8slW6Kjo3n55Ze7TPTRm9bWVj7//HNMTU3ZtGkT1tbWpKamcuTIEVxcXFi5ciX29vbysLHa2lrKy8sxMzMjKirqie/fH7W1tXz66ackJCQwd+5ceblOp6O1tbXLo6WlhdbWVkxNTXFwcMDBwQFHR0ccHBywtLREq9Wi0+nQ6XRotVpqa2vJzMwkKyuL9vZ27OzsCAoKwtLSUu69YmZmhp2dHVFRUUZ/vBtKx35Jkrh//z5nz56VtwVTU1OCg4MZOXIkYWFhNDQ0cP36ddLT0zE3N2f06NGMGzduwGbC1Ov1NDQ0UFBQID8Mk9IY1sfX15eAgAACAgLw9/fv182D52UoxX+gDJlk18aNG9m2bVu35efPn2f69OnAg4TYe++9x7lz57CysmLdunX8/ve/73IXMy0tjffff5+bN2/i5OTEu+++yy9/+cunCvhwS3YZ2xSkwgMi9sZNxN+4ifi/+O7du8e3337LtGnTmD59OpWVlZw9e5bc3Fy8vb2ZNWsWgYGBT4yfWq2WLyAN/62vryc9PZ329nY8PDwYNWoUMTEx2Nra9vo+Go2GtLQ0bt26RUVFBWZmZoSFhREREUFoaGi3O+qSJHHkyBFSUlJYv359jz10UlJSOHjwIOPGjWPSpEk4ODg8th2NjY24u7v3+TcrSRLp6emcOnWK5uZmFAqFUSe6oOu2X1VVxcWLF8nMzMTe3h53d3fs7Oyws7PD3t4eW1tbrKyssLS0xMLCAktLS9rb29m1axcNDQ0sW7asS4HghoYGtm/fjlqtZt26dXh7e/dpfe7cucPp06cxNTVl3rx5REdH09nZydatW2ltbWXTpk1PTJ5ptVoKCgrIyMigpKSEpUuX4uPj0+fvJT09nb179zJq1CjGjx8vJ3Pr6upQKpVotVp5lr2+Sk1N5cCBA7z88suMGTOmx99tS0sLycnJ3L59m+bmZszNzfHy8sLLywtvb2+8vb1xcXHp82cC1NfXs2XLFhwcHPD09OTOnTvExcWxYMEClErloOz7r169yunTpwkICKCtrY3W1tYuSQN40CvOxsZG7sTQ1NREZ2fnE9/b2dmZiIgIIiIiehy6LfzdUDz2a7Va0tLSsLCwICQkpMfeW01NTdy8eZM7d+6gUqkIDAxk1KhRXep+GXR0dMiTkzycBjEkghobG2lsbKShoYHGxka5l7GPjw9BQUEEBQXh4+NDbW0thYWFFBUVUVRUREdHBwEBASxfvlyepfdFMxTj/30NmWTXi2Q4Jbs0Gg3Hjh1jwYIFoluvkRGxN24i/sZNxH9ouHz5MufOnSMoKIj8/HxcXFyYOXMmERER3+tEVaPRcPToUcLCwrh//z5ZWVno9Xq8vLzw8/PDz88Pf39/7OzsqK+v59atWyQnJ6NSqQgNDSU+Pp6QkJAn/nZ0Oh07duygoqKCt956q8tFe2ZmJrt37yY+Pp6FCxc+0xPvzs5Obty4gaura5965QxnPW37lZWVJCcn09TUREtLi5wU7e0SwcnJiTVr1uDu7t7tuba2Nr755htqamoYO3YsNjY2WFlZYWVlhbW1NWq1mpqaGmpqaqitraWmpgaVSkVcXJxcNNugtbWVLVu2oFAo2LRpU7fhkRqNhtzcXDIyMsjOzkatVuPs7IxCoUCn0/Huu+/2adhuVlYWu3fvlntSGnpmSJJEdXU1GRkZuLi4EBMT0+fv2eDIkSPcvn0bCwsLPD098fT0xMvLC0tLS1JTU8nKysLU1JTo6GjGjBkzYMmaiooKtm7dik6nY8GCBYwePRoYvH2/Xq/n1KlTtLS0YGtrKz8Mw6ttbW2xtrbu0itGkiRUKhVNTU00NTV1mYHSUL/Hzs4OFxcXo7lw/76G+7G/s7OTjIwMUlJSKCwsxNzcnKioKDw9PSkvL6e0tFSe7djExASFQtHlt6NUKnFwcMDJyQlHR0ecnJxwdnbG19f3sT0rJUkiPz+fAwcOoNfrWb58uTx8/kUy3OPfE5Hs6geR7BKGAxF74ybib9xE/IcGQ42q7Oxspk2bRlxcXL8KtD7q0fh3dHSQkZFBUVERJSUlNDQ0AA+mCG9pacHKyoq4uDjGjh371MPTVCoVn3/+OXq9Xi66n5+fz9dff83IkSNZvnz5Cz3sY7jp67av1+tpa2tDpVKhUqlQq9WoVCq0Wi3h4eFdklKP6uzs5OjRo3Jvh0d75yiVSlxdXXFzc8PV1ZXAwED8/Px6fK+Heylt2LABvV5PTk4OGRkZ5OTkoNVqcXd3l3v2uLu709jYyF/+8hfCw8NZvnz5Y7+PvLw8vvnmG8LCwnjllVcG/Leo1+vJz8+noqKCyspKKisr5fp2bm5uJCQkEBsb26chik+ruroaExOTLvWRxb7fuBlT/BsaGkhNTSUlJYWWlhY8PT3l+o++vr5yYnwgtbW1sX//fvLy8njppZeYMWPGC3V8M6b4G4iKaoIgCIIgCC8ghULBwoULkSTpmfZcsLKyYvTo0XLvj5aWFkpKSuQivNHR0f0+Mba0tGTt2rV8/vnn7N69mxkzZrBz504CAwO79KIRXiwmJibykManZW5uzrJly+R/63Q6Ojo6aG9vx8zMDEdHxz7/np2dnXn11VfZunUrn3zyCS0tLeh0Onx8fJg2bRoRERHdhvk5OTmxcOFC9u3bR3BwcK+TJBQWFrJz506Cg4NZsWLFM/ktmpiYEBISQkhIiLzMMLT4WfdI6qnnnSAYCycnJ6ZPn860adPQ6/UDcqPoSWxsbHj11Ve5cuUK586do6ioiFdeeWXId44ZykSySxCzSBgxEXvjJuJv3ET8h45ncUH8uPjb2dkRGRlJZGTkgHyWs7Mzq1ev5ssvv2Tr1q34+fmxatWq53LxIXT3vLd9U1NTeahaf3h5ebF27VquXr3KhAkTGDly5GPruwHExMSQl5fHsWPH8PPzw9nZWX5Op9Nx5coVLl26REBAACtXrnyuv0ULC4sBnxX1aYh9v3EztvgrFIrnun0rFApeeuklRowYwd69e9myZQsbNmx46l7Rz4rRxV8MY3x6w2kYoyAIgiAIwvOQnp5OWloaS5YseSbDtgThYWq1mk8//RQrKys2bdqEqakpFRUVHDp0iKqqKiZNmsT06dON7uJPEITno6mpiS+//BKNRsPrr7/eZUix8HyIZFc/DKdkl16vp7a2FldXVzGUwMiI2Bs3EX/jJuJv3ET8jZexxb6srIwtW7Ywbtw4lEolV65cwd3dnSVLluDl5TXYq/fcGVv8ha5E/J+/1tZWvvrqK1pbW1m/fj2enp6Dti7GGH/jaKXQK51Ox7Vr19DpdIO9KsJzJmJv3ET8jZuIv3ET8TdexhZ7Hx8fZsyYwfXr17l69SrTpk3j7bffNspEFxhf/IWuRPyfP1tbWzZs2ICDgwPbtm2jrKxs0NbFGOMv+u0KgiAIgiAIgjAsTZ48GaVSSVBQkCjaLgjCc2dtbc3rr7/O119/zZdffsm6desYMWLEYK+WURA9uwRBEARBEARBGJYUCgUTJkwQiS5BEAaNpaUlr732Gj4+Pnz99deUlJQM9ioZBZHsMnIKhQI7O7tnOvWx8GISsTduIv7GTcTfuIn4Gy8Re+Mm4m/cRPwHl7m5OWvWrMHLy4sdO3ZQXl7+XD/fGOMvCtT3w3AqUC8IgiAIgiAIgiAIwrOnVqvZvn07tbW1bNiwocei9TU1NWi1WqOtLzhQRM8uI6fX6ykqKkKv1w/2qgjPmYi9cRPxN24i/sZNxN94idgbNxF/4ybi/2KwsLDg1VdfxcnJia+++oqamhrgQXzS09PZtm0bH3/8MZ999hk5OTkD9rnGGH+R7DJyOp2OlJQUo5qVQXhAxN64ifgbNxF/4ybib7xE7I2biL9xE/F/cRhqeNna2vLll19y7tw5/uu//os9e/ag0+lYvnw5oaGh7Nq1i7y8vAH5TGOMv0h2CYIgCIIgCIIgCIIgPCfW1tasX78eS0tLrl27RkhICO+88w6bNm0iJiaGV155haCgIHbu3ElhYWGP79HW1kZubi6dnZ1P/Dy9Xo+xVbBSDvYKCIIgCIIgCIIgCIIgGBNbW1vefvttJEnCwsKiy3NKpZJVq1bxzTff8PXXX/Paa6/h7+8PQFVVFdevXyctLQ2dTodSqSQ0NJSoqChCQ0MxNzdHkiSqq6spKCigsLCQoqIi/Pz8BqOZg0Yku4ycQqHAzc3NqGZlEB4QsTduIv7GTcTfuIn4Gy8Re+Mm4m/cRPxfTObm5r0+p1QqWbNmDV9//TU7duxg9uzZZGRkUFBQgJ2dHdOnTyc0NJTc3FzS09PZu3cvZmZm+Pr6UllZSUdHB6ampvj5+TFu3Dj0er1RxV/MxtgPYjZGQRAEQRAEQRAEQRCetc7OTrZv305JSQk+Pj5MmDCBiIgITE1Nu7yuvr6e9PR0SkpK8PT0JCAgAF9fX8zMzAZpzQeXSHb1w3BKdul0OnJycggNDe22sQjDm4i9cRPxN24i/sZNxN94idgbNxF/4ybiP7RpNBrq6+vx8PDo198bY/xFgXojp9frycrKMqopSIUHROyNm4i/cRPxN24i/sZLxN64ifgbNxH/oc3MzKzfiS4wzviLZJcgCIIgCIIgCIIgCIIwbIhklyAIgiAIgiAIgiAIgjBsiGSXkTMxMcHf3x8TE/FTMDYi9sZNxN+4ifgbNxF/4yVib9xE/I2biL9xM8b4D5kC9b/+9a85evQoKSkpmJub09jY2O01PU2j+cknn/Duu+/K/05LS+ODDz7g5s2bODs788477/CLX/ziqabgHE4F6gVBEARBEARBEARBEIaTIZPW6+zsZOXKlfzgBz947Ou++OILKioq5MeGDRvk55qbm5kzZw7e3t4kJSXxpz/9id///vf84Q9/eNar/8LS6XQkJyej0+kGe1WE50zE3riJ+Bs3EX/jJuJvvETsjZuIv3ET8Tduxhj/IZPs+tWvfsU//dM/ERMT89jXOTo64unpKT+srKzk53bs2IFKpWLr1q1ER0ezfPlyfvazn/GHP/yBIdLBbcDp9XqKi4uNalYG4QERe+Mm4m/cRPyNm4i/8RKxN24i/sZNxN+4GWP8lYO9AgPtgw8+4K233iIwMJA333yTzZs3y+NSr127xrRp07CwsJBfP3fuXH76059SWFhIYGBgj++pVqtRq9Xyv5ubmwHQaDRoNBrgwRhYU1NTdDpdlx+QYblWq+2SUDM1NcXExKTX5Yb3NVAqH4RKq9X2abmZmRl6vb5L5lahUKBUKrssf/hzelv3odamh5eLNj2+TfD338BwadNwjNOzaJPBw+8z1Ns0HOP0rNr08HoNlzY9vFy06fFtMjyn0WiGTZv6sly06e8lOx7+3KHepuEYp2fVpofbMVza9PBy0abHt8nwXlqt9rFtHUptenTdRZse3ybofu03lNv0JMMq2fVv//ZvzJo1CysrK86ePcuPf/xjamtr+f/+v/8PgMrKSgICArr8jYeHh/xcb8mu3/72t/zqV7/qtvzAgQNYW1sD4Ovry6hRo0hNTaW0tFR+TWhoKGFhYdy4cYPa2lp5eUxMDP7+/ly8eJHW1lZ5+bhx43Bzc+PkyZNdfjBTpkzBysqKU6dOdVmHxMREOjo6uHz5srxMqVQyd+5campquHnzprzc1taWadOmUVxcTFpaWpf3aW5upqCggJycHHnZUG6Tq6sr48ePJzs7W7SplzZduHCB9vZ2Dh48OGzaNBzj9KzaNHPmzC7xHw5tGo5xepZtggf7/jt37gybNg3HOD3LNh08eHDYtQmGX5wGsk2jR4/utu8f6m0ajnF6lm2CB/v+c+fODZs2Dcc4Pcs2nT59munTpw+rNg3HOA10m65fv95l/z8c2mRnZ/fY2uuDmuz68MMPe0wiPSwpKYmEhIQ+vZ8hqQUQFxcHwL/+6792Wf7ol2HIYj7uS/rpT3/Kj370I/nfZWVlREZG8tZbb/VpvQRBEARBEARBEARBEISB8aQJAwc12fXBBx+wZs2ax77m0Z5YT2PChAk0NzdTVVWFh4cHnp6eVFZWdnlNdXU18PceXj2xsLDoMvTR1taWkpKSJ2YSh4Lm5mb8/PwoKSkRM0saGRF74ybib9xE/I2biL/xErE3biL+xk3E37gNx/jb2dk99vlBTXa5urri6ur6zN4/OTkZS0tLHB0dAZg4cSI/+9nP6OzsxNzcHIBTp07h7e39VEk1ExMTfH19n8EaDx57e/th86MXno6IvXET8TduIv7GTcTfeInYGzcRf+Mm4m/cjCn+Q6ZmV3FxMfX19RQXF6PT6UhJSQEgJCQEW1tbDh8+TGVlJRMnTsTKyorz58/z85//nM2bN8u9statW8evfvUrNm7cyM9+9jNycnL4zW9+wy9/+csh30NLEARBEARBEARBEARBGELJrl/+8pds27ZN/nd8fDwA58+fZ/r06ZiZmfHxxx/zox/9CL1eT1BQEP/6r//K+++/L/+Ng4MDp0+f5v333ychIQEnJyd+9KMfdanHJQiCIAiCIAiCIAiCIAxdQybZtXXrVrZu3drr8/PmzWPevHlPfJ+YmBguXbo0gGs2tFlYWPAv//IvXWqSCcZBxN64ifgbNxF/4ybib7xE7I2biL9xE/E3bsYYf4VkmI5QEARBEARBEARBEARBEIY4k8FeAUEQBEEQBEEQBEEQBEEYKCLZJQiCIAiCIAiCIAiCIAwbItklCIIgCIIgCIIgCIIgDBsi2SUIgiAIgiAIgiAIgiAMGyLZZcQ+/vhjAgMDsbS0ZMyYMVy+fHmwV0kYYL/97W8ZO3YsdnZ2uLu7s3TpUrKysrq8ZuPGjSgUii6PCRMmDNIaCwPpww8/7BZbT09P+XlJkvjwww/x9vbGysqK6dOnc//+/UFcY2EgBQQEdIu/QqHg/fffB8S2P9xcunSJRYsW4e3tjUKh4MCBA12e78v2rlar+Yd/+AdcXV2xsbFh8eLFlJaWPsdWCP31uPhrNBr+1//6X8TExGBjY4O3tzevv/465eXlXd5j+vTp3fYJa9asec4tEZ7Wk7b9vuzrxbY/dD0p/j2dBygUCn73u9/JrxHb/tDUl+s8Yz/2i2SXkdq1axc//OEP+fnPf05ycjJTpkxh/vz5FBcXD/aqCQPo4sWLvP/++1y/fp3Tp0+j1WpJTEykra2ty+vmzZtHRUWF/Dh27NggrbEw0KKiorrENi0tTX7u//7f/8sf/vAH/vznP5OUlISnpydz5syhpaVlENdYGChJSUldYn/69GkAVq5cKb9GbPvDR1tbG6NGjeLPf/5zj8/3ZXv/4Q9/yP79+9m5cyffffcdra2tLFy4EJ1O97yaIfTT4+Lf3t7OnTt3+MUvfsGdO3fYt28f2dnZLF68uNtr33777S77hE8//fR5rL7wPTxp24cn7+vFtj90PSn+D8e9oqKCLVu2oFAoWLFiRZfXiW1/6OnLdZ7RH/slwSiNGzdOevfdd7ssGzlypPS///f/HqQ1Ep6H6upqCZAuXrwoL9uwYYO0ZMmSwVsp4Zn5l3/5F2nUqFE9PqfX6yVPT0/pP/7jP+RlKpVKcnBwkP7yl788pzUUnqd//Md/lIKDgyW9Xi9Jktj2hzNA2r9/v/zvvmzvjY2NkpmZmbRz5075NWVlZZKJiYl04sSJ57buwvf3aPx7cvPmTQmQioqK5GXTpk2T/vEf//HZrpzwTPUU+yft68W2P3z0ZdtfsmSJNHPmzC7LxLY/PDx6nSeO/ZIkenYZoc7OTm7fvk1iYmKX5YmJiVy9enWQ1kp4HpqamgBwdnbusvzChQu4u7sTFhbG22+/TXV19WCsnvAM5OTk4O3tTWBgIGvWrCE/Px+AgoICKisru+wHLCwsmDZtmtgPDEOdnZ1s376dTZs2oVAo5OVi2zcOfdneb9++jUaj6fIab29voqOjxT5hGGpqakKhUODo6Nhl+Y4dO3B1dSUqKoqf/OQnoqfvMPG4fb3Y9o1HVVUVR48e5c033+z2nNj2h75Hr/PEsR+Ug70CwvNXW1uLTqfDw8Ojy3IPDw8qKysHaa2EZ02SJH70ox/x0ksvER0dLS+fP38+K1euZMSIERQUFPCLX/yCmTNncvv2bSwsLAZxjYXva/z48Xz55ZeEhYVRVVXFv//7vzNp0iTu378vb+s97QeKiooGY3WFZ+jAgQM0NjayceNGeZnY9o1HX7b3yspKzM3NcXJy6vYacW4wvKhUKv73//7frFu3Dnt7e3n5q6++SmBgIJ6enty7d4+f/vSnpKamykOghaHpSft6se0bj23btmFnZ8fy5cu7LBfb/tDX03WeOPaLZJdRe/juPjzYSB5dJgwfH3zwAXfv3uW7777rsnz16tXy/0dHR5OQkMCIESM4evRot4OhMLTMnz9f/v+YmBgmTpxIcHAw27Ztk4vTiv2Acfj888+ZP38+3t7e8jKx7Ruf/mzvYp8wvGg0GtasWYNer+fjjz/u8tzbb78t/390dDShoaEkJCRw584dRo8e/bxXVRgg/d3Xi21/+NmyZQuvvvoqlpaWXZaLbX/o6+06D4z72C+GMRohV1dXTE1Nu2Vrq6uru2V+heHhH/7hHzh06BDnz5/H19f3sa/18vJixIgR5OTkPKe1E54XGxsbYmJiyMnJkWdlFPuB4a+oqIgzZ87w1ltvPfZ1YtsfvvqyvXt6etLZ2UlDQ0OvrxGGNo1Gw6pVqygoKOD06dNdenX1ZPTo0ZiZmYl9wjDz6L5ebPvG4fLly2RlZT3xXADEtj/U9HadJ479ItlllMzNzRkzZky3rqmnT59m0qRJg7RWwrMgSRIffPAB+/bt49y5cwQGBj7xb+rq6igpKcHLy+s5rKHwPKnVajIyMvDy8pK7qz+8H+js7OTixYtiPzDMfPHFF7i7u/Pyyy8/9nVi2x+++rK9jxkzBjMzsy6vqaio4N69e2KfMAwYEl05OTmcOXMGFxeXJ/7N/fv30Wg0Yp8wzDy6rxfbvnH4/PPPGTNmDKNGjXria8W2PzQ86TpPHPvFMEaj9aMf/Yj169eTkJDAxIkT+etf/0pxcTHvvvvuYK+aMIDef/99vv76aw4ePIidnZ2c2XdwcMDKyorW1lY+/PBDVqxYgZeXF4WFhfzsZz/D1dWVZcuWDfLaC9/XT37yExYtWoS/vz/V1dX8+7//O83NzWzYsAGFQsEPf/hDfvOb3xAaGkpoaCi/+c1vsLa2Zt26dYO96sIA0ev1fPHFF2zYsAGl8u+HfLHtDz+tra3k5ubK/y4oKCAlJQVnZ2f8/f2fuL07ODjw5ptv8uMf/xgXFxecnZ35yU9+QkxMDLNnzx6sZgl99Lj4e3t788orr3Dnzh2OHDmCTqeTzwecnZ0xNzcnLy+PHTt2sGDBAlxdXUlPT+fHP/4x8fHxTJ48ebCaJfTB42Lv7Oz8xH292PaHtift+wGam5vZs2cP//mf/9nt78W2P3Q96TqvL+f6w377H6RZIIUXwEcffSSNGDFCMjc3l0aPHi1PUyoMH0CPjy+++EKSJElqb2+XEhMTJTc3N8nMzEzy9/eXNmzYIBUXFw/uigsDYvXq1ZKXl5dkZmYmeXt7S8uXL5fu378vP6/X66V/+Zd/kTw9PSULCwtp6tSpUlpa2iCusTDQTp48KQFSVlZWl+Vi2x9+zp8/3+P+fsOGDZIk9W177+jokD744APJ2dlZsrKykhYuXCh+E0PE4+JfUFDQ6/nA+fPnJUmSpOLiYmnq1KmSs7OzZG5uLgUHB0v/43/8D6murm5wGyY80eNi39d9vdj2h64n7fslSZI+/fRTycrKSmpsbOz292LbH7qedJ0nSeLYr5AkSXqGuTRBEARBEARBEARBEARBeG5EzS5BEARBEARBEARBEARh2BDJLkEQBEEQBEEQBEEQBGHYEMkuQRAEQRAEQRAEQRAEYdgQyS5BEARBEARBEARBEARh2BDJLkEQBEEQBEEQBEEQBGHYEMkuQRAEQRAEQRAEQRAEYdgQyS5BEARBEARBEARBEARh2BDJLkEQBEEQBEEQBEEQBGHYEMkuQRAEQRCEZ+jDDz8kLi5usFdj0GVlZeHp6UlLSwsAW7duxdHRsdfXp6Wl4evrS1tb23NaQ0EQBEEQhguR7BIEQRAEQegnhULx2MfGjRv5yU9+wtmzZwd7VbsoLCxEoVCQkpLy3D7z5z//Oe+//z52dnZ9en1MTAzjxo3j//2///eM10wQBEEQhOFGJLsEQRAEQRD6qaKiQn7813/9F/b29l2W/fGPf8TW1hYXF5fBXtVBVVpayqFDh3jjjTee6u/eeOMNPvnkE3Q63TNaM0EQBEEQhiOR7BIEQRAEQegnT09P+eHg4IBCoei27NFhjBs3bmTp0qX85je/wcPDA0dHR371q1+h1Wr553/+Z5ydnfH19WXLli1dPqusrIzVq1fj5OSEi4sLS5YsobCwsNd1a2ho4NVXX8XNzQ0rKytCQ0P54osvAAgMDAQgPj4ehULB9OnT5b/74osviIiIwNLSkpEjR/Lxxx/Lzxl6hO3cuZNJkyZhaWlJVFQUFy5ceOz3tHv3bkaNGoWvr2+vr6mrq2PcuHEsXrwYlUoFwNy5c6mrq+PixYuPfX9BEARBEISHiWSXIAiCIAjCc3bu3DnKy8u5dOkSf/jDH/jwww9ZuHAhTk5O3Lhxg3fffZd3332XkpISANrb25kxYwa2trZcunSJ7777DltbW+bNm0dnZ2ePn/GLX/yC9PR0jh8/TkZGBp988gmurq4A3Lx5E4AzZ85QUVHBvn37APjb3/7Gz3/+c37961+TkZHBb37zG37xi1+wbdu2Lu/9z//8z/z4xz8mOTmZSZMmsXjxYurq6npt76VLl0hISOj1+dLSUqZMmcLIkSPZt28flpaWAJibmzNq1CguX77cx29WEARBEARBJLsEQRAEQRCeO2dnZ/77v/+b8PBwNm3aRHh4OO3t7fzsZz8jNDSUn/70p5ibm3PlyhUAdu7ciYmJCZ999hkxMTFERETwxRdfUFxc3GuvquLiYuLj40lISCB/EKbfAAAEw0lEQVQgIIDZs2ezaNEiANzc3ABwcXHB09MTZ2dnAP7t3/6N//zP/2T58uUEBgayfPly/umf/olPP/20y3t/8MEHrFixgoiICD755BMcHBz4/PPPe21vYWEh3t7ePT6XnZ3N5MmTmT17Ntu2bUOpVHZ53sfH57E92ARBEARBEB6lfPJLBEEQBEEQhIEUFRWFicnf7zl6eHgQHR0t/9vU1BQXFxeqq6sBuH37Nrm5ud2Ku6tUKvLy8nr8jB/84AesWLGCO3fukJiYyNKlS5k0aVKv61RTU0NJSQlvvvkmb7/9trxcq9Xi4ODQ5bUTJ06U/1+pVJKQkEBGRkav793R0SH31np0+UsvvcTatWv54x//2OPfWllZ0d7e3ut7C4IgCIIgPEokuwRBEARBEJ4zMzOzLv9WKBQ9LtPr9QDo9XrGjBnDjh07ur2XoZfWo+bPn09RURFHjx7lzJkzzJo1i/fff5/f//73Pb7e8Fl/+9vfGD9+fJfnTE1Nn9gmhULR63Ourq40NDR0W25hYcHs2bM5evQo//zP/9xjTa/6+nqCg4Of+PmCIAiCIAgGYhijIAiCIAjCC2706NHk5OTg7u5OSEhIl8ejva4e5ubmxsaNG9m+fTv/9V//xV//+lfgQS0soMsshx4eHvj4+JCfn9/tMwwF7Q2uX78u/79Wq+X27duMHDmy1/WIj48nPT2923ITExO++uorxowZw8yZMykvL+/2mnv37hEfH9/rewuCIAiCIDxKJLsEQRAEQRBecK+++iqurq4sWbKEy5cvU1BQwMWLF/nHf/xHSktLe/ybX/7ylxw8eJDc3Fzu37/PkSNHiIiIAMDd3R0rKytOnDhBVVUVTU1NAHz44Yf89re/5Y9//CPZ2dmkpaXxxRdf8Ic//KHLe3/00Ufs37+fzMxM3n//fRoaGti0aVOv6z937lyuXbvWJblmYGpqyo4dOxg1ahQzZ86ksrJSfq6wsJCysjJmz5791N+ZIAiCIAjGSyS7BEEQBEEQXnDW1tZcunQJf39/li9fTkREBJs2baKjowN7e/se/8bc3Jyf/vSnxMbGMnXqVExNTdm5cyfwoM7Wf//3f/Ppp5/i7e3NkiVLAHjrrbf47LPP2Lp1KzExMUybNo2tW7d269n1H//xH/yf//N/5JkSDx48KM/02JMFCxZgZmbGmTNnenxeqVTyzTffEBUVxcyZM+VaZd988w2JiYmMGDHiqb8zQRAEQRCMl0KSJGmwV0IQBEEQBEF48RUWFhIYGEhycjJxcXFP9bcff/wxBw8e5OTJk316vVqtJjQ0lG+++YbJkyf3Y20FQRAEQTBWokC9IAiCIAiC8Mxt3ryZhoYGWlpaus0q2ZOioiJ+/vOfi0SXIAiCIAhPTfTsEgRBEARBEPrk+/TsEgRBEARBeF5EsksQBEEQBEEQBEEQBEEYNkSBekEQBEEQBEEQBEEQBGHYEMkuQRAEQRAEQRAEQRAEYdgQyS5BEARBEARBEARBEARh2BDJLkEQBEEQBEEQBEEQBGHYEMkuQRAEQRAEQRAEQRAEYdgQyS5BEARBEARBEARBEARh2BDJLkEQBEEQBEEQBEEQBGHYEMkuQRAEQRAEQRAEQRAEYdj4/wHHgCErbqkGVwAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "np.random.seed(123)\n", "\n", "# Simpulate two sets of Gaussian Random Walks\n", "u_1 = np.insert(np.cumsum(np.random.normal(loc=0, scale=1, size=(30, 200)), axis=1), 0, 0, axis=1)\n", "u_2 = np.insert(np.cumsum(np.random.normal(loc=0, scale=5, size=(30, 200)), axis=1), 0, 0, axis=1)\n", "\n", "_, ax = plt.subplots(figsize=(12, 3))\n", "ax.plot(u_2.T, linewidth=1, color=\"grey\", label=r\"$\\sigma^2 = 3$\")\n", "ax.plot(u_1.T, linewidth=1, color=\"#4c72b0\", label=r\"$\\sigma^2 = 1$\")\n", "ax.set(xlabel=\"Time step (k)\", ylabel=\"$u$\", title=r\"Gaussian Random Walks with different values for $\\sigma^2$\")\n", "ax.grid(linestyle=\"--\")\n", "ax.legend()\n", "\n", "handles, labels = ax.get_legend_handles_labels()\n", "unique = [(h, l) for i, (h, l) in enumerate(zip(handles, labels)) if l not in labels[:i]]\n", "ax.legend(*zip(*unique))\n", "sns.despine()" ] }, { "cell_type": "markdown", "id": "a111b343-0172-4ceb-98cc-786ab4d6eeed", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "This simple process will be our first building block. Importantly here, the variability of the sensory input is constant across time: even if we don't know exactly in which direction the time series is going to move in the future, we know that it is unlikely to make certain kinds of big jumps because it is controlled by a fixed parameter, the variance $\\sigma^2$." ] }, { "cell_type": "markdown", "id": "44be6e84-78df-4c3a-b577-3d0b732f9ef9", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "#### Adding a drift to the random walk\n", "\n", "The Gaussian random walk can be further parametrized by adding a drift over time. This value, often noted $\\rho$, will be added at each time step:\n", "\n", "$$\n", "x_1^{(k)} \\sim \\mathcal{N}(x_1^{(k-1)} + \\rho, \\sigma^2)\n", "$$\n", "\n", "We run the same simulation using $\\rho = 0.1$ in the cell below:" ] }, { "cell_type": "code", "execution_count": 4, "id": "a4cac17f-6ce5-41a3-8960-a781dc95e6b7", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "np.random.seed(123)\n", "\n", "# add a drift at each time step\n", "rho = .2\n", "\n", "# random walk\n", "u_1 = np.insert(np.cumsum(np.random.normal(loc=rho, scale=1, size=(30, 200)), axis=1), 0, 0, axis=1)\n", "\n", "_, ax = plt.subplots(figsize=(12, 3))\n", "ax.plot(u_1.T, linewidth=1, color=\"#4c72b0\")\n", "ax.set(xlabel=\"Time step (k)\", ylabel=\"$u$\", title=r\"Gaussian Random Walks with a drift rate $\\rho = 0.2$\")\n", "ax.grid(linestyle=\"--\")\n", "sns.despine()" ] }, { "cell_type": "markdown", "id": "86d7744f-bafd-4b65-9a31-15beb09e841b", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "#### Autoregressive processes\n", "\n", "We can also assume that the generative process follows an [autoregressive model](https://en.wikipedia.org/wiki/Autoregressive_model), in which case the value of the next iteration is weighted by a coefficient and pointing to an intercept, often noted $\\phi$ and $m$ (respectively) in the Matlab toolbox.\n", "\n", "\n", "$$\n", "x_1^{(k)} \\sim \\mathcal{N}(x_1^{(k-1)} + \\phi(m - x_1^{(k-1)}), \\sigma^2)\n", "$$\n", "\n", "We repeat the same simulation below using $\\phi = .4$ and $m = 12.0$." ] }, { "cell_type": "code", "execution_count": 5, "id": "85c9972d-3e71-4737-9465-9f0f3d54b8ce", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "np.random.seed(123)\n", "\n", "# random walk with AR1 process\n", "_, ax = plt.subplots(figsize=(12, 3))\n", "\n", "phi, m = 0.4, 12.0\n", "for i in range(5):\n", " x_1 = [0.0]\n", " for i in range(200):\n", " x_1.append(np.random.normal(x_1[i - 1] + phi * (m - x_1[i - 1]), scale=1))\n", " ax.plot(x_1, color=\"#4c72b0\", label=r\"$\\phi = 0.4 - m = 12.0$\", linewidth=1)\n", "\n", "phi, m = 0.1, 5.0\n", "for i in range(5):\n", " x_1 = [0.0]\n", " for i in range(200):\n", " x_1.append(np.random.normal(x_1[i - 1] + phi * (m - x_1[i - 1]), scale=1))\n", " ax.plot(x_1, color=\"#55a868\", label=r\"$\\phi = 0.1 - m = 5.0$\", linewidth=1)\n", "\n", "\n", "ax.set(xlabel=\"Time step (k)\", ylabel=\"$x_{1}$\", title=\"Autoregressive process with varying slopes and intercepts\")\n", "ax.grid(linestyle=\"--\")\n", "\n", "handles, labels = ax.get_legend_handles_labels()\n", "unique = [(h, l) for i, (h, l) in enumerate(zip(handles, labels)) if l not in labels[:i]]\n", "ax.legend(*zip(*unique))\n", "sns.despine()" ] }, { "cell_type": "markdown", "id": "153bb455-86ff-4b6b-846c-236a998fe3d1", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "With the two examples above, we have seen that a {term}`Gaussian Random Walk` - the simple iterative sampling from a given Gaussian distribution at each time step - can be further influenced by two kinds of parameterizations:\n", "1. by adding a constant drift.\n", "2. by adding an autoregressive component, with a slope and intercept.\n", "\n", "The main idea behind the generative model of the Hierarchical Gaussian filter is that variables that *complexify* a regular {term}`Gaussian Random Walk` are controlled by a hierarchy of other nodes, where each {term}`Node` is also a {term}`Gaussian Random Walk`. This remote influence can come in two ways: \n", "1. through **value coupling**, a parent node can influence the mean of the {term}`Gaussian Random Walk` of its child.\n", "2. through **volatility coupling**, a parent node can influence the variance of the {term}`Gaussian Random Walk` of its child.\n", "\n", "In the next sections, we simulate different kinds of couplings between two {term}`Gaussian Random Walk`." ] }, { "cell_type": "markdown", "id": "4d7e4338-c077-4181-b2f4-fbe0f10362ed", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "### Value coupling\n", "\n", "We call value coupling the influence that a parent node, or a group of parent nodes, exert on the mean of the {term}`Gaussian Random Walk` of a child node. In that case, the mean of the Gaussian random walk at one level is a function not only of its previous value but also the current value of the higher-level state. Such a model can be formalized as follows:\n", "\n", "$$\n", "\\begin{align*} \n", " x_1^{(k)} & \\sim \\mathcal{N}(\\lambda_1 x_1^{(k-1)} + \\rho_1 + f(x_2^{(k)}), \\, \\sigma_1^2) \\\\\n", " x_2^{(k)} & \\sim \\mathcal{N}(x_2^{(k-1)}, \\, \\sigma_2^2)\n", "\\end{align*} \n", "$$\n", "\n", "where the parent node $x_2$ exerts an influence on the mean of the child node $x_1$. We can see that some variables have been introduced here, namely $\\lambda_1$, the autoconnection strength (i.e. the strength of the influence of the mean from the previous time step) and $\\rho_1$, the tonic drift (i.e. the propensity for the {term}`Gaussian Random Walk` to naturally drift in some direction). This simple equation turns out to be a very efficient way to combine drift rates and autoregressive processes while being controllable through a unique parameter ($\\lambda_1 \\in [0, 1]$). With $lambda_a = 1$, the node is performing a Gaussian Random Walk and the drift rate is some of the tonic and phasic drift. When $\\lambda_1 < 1$, the node follows an autoregressive process and reverts back to the total mean $M_1$, given by:\n", "$$\n", " M_1 = \\frac{\\rho_1 + f\\left(x_2^{(k)}\\right)} {1-\\lambda_1},\n", "$$\n", "\n", "If $\\lambda_a = 0$, the node is not influenced by its own mean anymore, but only by the value received from the value parent. More details can be found in {cite:p}`weber:2023`." ] }, { "cell_type": "code", "execution_count": 6, "id": "04b1309e-b74f-4f33-bde8-b153bd340586", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "outputs": [], "source": [ "np.random.seed(123)\n", "\n", "lambda_1, lambda_2, lambda_3 = 0.0, .9, 1.0\n", "rho = 0.0\n", "sigma_1 = 1.0\n", "mu_1, mu_2 = 0.0, 0.0\n", "\n", "# lambda = 0.0\n", "x_2_1 = np.repeat([0, 1, 0, -2], 250) * 3\n", "x_1_1 = []\n", "for mu_2 in x_2_1:\n", " mu_1 = np.random.normal(lambda_1 * mu_1 + rho + mu_2, sigma_1)\n", " x_1_1.append(mu_1)\n", "\n", "# lambda = 0.9\n", "mu_1, mu_2 = 0.0, 0.0\n", "x_2_2 = np.tile(np.repeat([0, 0, 0, 0, 1, 0, 0, 0, 0, 0], 10) * 6, 10)\n", "x_1_2 = []\n", "for mu_2 in x_2_2:\n", " mu_1 = np.random.normal(lambda_2 * mu_1 + rho + mu_2, sigma_1)\n", " x_1_2.append(mu_1)\n", "\n", "# lambda = 1.0\n", "mu_1, mu_2 = 0.0, 0.0\n", "x_2_3 = np.tile(np.repeat([0, 1, 0, -2], 125) * .5, 2)\n", "x_1_3 = []\n", "for mu_2 in x_2_3:\n", " mu_1 = np.random.normal(lambda_3 * mu_1 + rho + mu_2, sigma_1)\n", " x_1_3.append(mu_1)" ] }, { "cell_type": "code", "execution_count": 7, "id": "a44fa090-e2b0-4029-969c-595e0083d09a", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_, axs = plt.subplots(figsize=(12, 3), nrows=2, ncols=3, sharex=True)\n", "\n", "# lambda = 0.0\n", "axs[0, 0].plot(x_2_1, \"-\", linewidth=1, color=\"#4c72b0\")\n", "axs[0, 0].set(title=r\"$\\lambda=0.0$ - GRW with phasic mean parent\", ylabel=r\"$x_2$\")\n", "\n", "axs[1, 0].plot(x_1_1, \"-\", linewidth=1, color=\"#55a868\")\n", "axs[1, 0].set(xlabel=\"Time steps\", ylabel=r\"$x_1$\")\n", "\n", "# lambda = 0.9\n", "axs[0, 1].plot(x_2_2, \"-\", linewidth=1, color=\"#4c72b0\")\n", "axs[0, 1].set(title=r\"$\\lambda=0.9$ - Autoregressive process\", ylabel=r\"$x_2$\")\n", "\n", "axs[1, 1].plot(x_1_2, \"-\", linewidth=1, color=\"#55a868\")\n", "axs[1, 1].set(xlabel=\"Time steps\", ylabel=r\"$x_1$\")\n", "\n", "axs[0, 2].plot(x_2_3, \"-\", linewidth=1, color=\"#4c72b0\")\n", "axs[0, 2].set(title=r\"$\\lambda=1.0$ - GRW with phasic drift parent\", ylabel=r\"$x_2$\")\n", "\n", "axs[1, 2].plot(x_1_3, \"-\", linewidth=1, color=\"#55a868\")\n", "axs[1, 2].set(xlabel=\"Time steps\", ylabel=r\"$x_1$\")\n", "sns.despine()" ] }, { "cell_type": "markdown", "id": "b6505c14-61b0-4faa-81d1-016d2344fd88", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "### Volatility coupling\n", "Now, we can also decide to change that and let the variance itself be a stochastic process generated by another random walk. The HGF fundamentally capitalise on this notion and generalizes the standard GRW by letting the variance $\\sigma^2$ be controlled by a higher-level node." ] }, { "cell_type": "markdown", "id": "74d41670-5bca-4484-893f-702afa3fb3cb", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "If we take as example the two-level continuous HGF {cite:p}`2014:mathys`, the model is constituded of two states of interest, $x_1$ and $x_2$. $x_1$ is performing a GRW as previously defined, but it is also paired with $x_2$ to each other via *volatility coupling*. This means that for state $x_1$, the mean of the Gaussian random walk on trial $k$ is given by its previous value $x_1^{(k-1)}$, while the step size (or variance) depends on the current value of the higher level state, $x_2^{(k)}$." ] }, { "cell_type": "markdown", "id": "6f3ca10d-f1da-40a3-aac7-4b81b1f8554e", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "$$\n", "x_1^{(k)} \\sim \\mathcal{N}(x_1^{(k-1)}, \\, f(x_2^{(k)}))\n", "$$\n", "\n", "where the exact dependency is of the form\n", "\n", "$$\n", " f(x_2^{(k)}) = \\exp(\\kappa_1 x_2^{(k)} + \\omega_1)\n", "$$\n", "\n", "with $\\kappa$ as scalling parameter (by defaults in most case it is set to `1` which indicates a complete volatility coupling), and $\\omega_1$ being the *evolution rate*, also refered as the tonic part of the variance, the part that is not inherited from parent nodes.\n", "\n", "At the higher level of the hierarchy (here the second level), the nodes are not inheriting anything from their parents anymore, and only rely on their own variance:\n", "\n", "$$\n", "x_2^{(k)} \\sim \\mathcal{N}(x_2^{(k-1)}, \\, \\exp(\\omega_2))\n", "$$\n", "\n", "The model described above can be implemented in Python as the following:" ] }, { "cell_type": "code", "execution_count": 8, "id": "1da6f085-191c-4b9d-b425-10a0f29d9fec", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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8aLVap3/ffPMNcnJymvQ648aNk5M3y5cvx4QJE9C3b1/ExcVh+fLlWL9+PcrLy52SXZmZmfj1119dXtcxD5bjtTMzM1FQUACdTueybUZGhksdm/L3bS5HvZcvX45169bBbDZj7NixGD9+vFO7L7zwQhiNRgA174363pONvXe++eYb3Hrrrfjwww8xbNgwREZG4pZbbql3jqraNm/ejIkTJwIAPvjgA6xfvx5btmzB008/DQBN+ltkZmZi9+7dLn9zk8kEIUST3htNfa83JW7ri4m673HHe/rRRx91qfvMmTMB1Ly3/vOf/+CJJ57ATz/9hDFjxiAyMhKXXXYZjhw50mjbiIiIatN4uwJERETeZjQacf311+ODDz5Aeno6PvroI5hMJnlyd8D+JTE9Pd3luWfPngUAREdH17v/hQsX4pZbbsFLL73kVJ6Tk4Pw8PDWaYSHHnjgAVx99dXYvn073nrrLXTv3h0TJkxo8DmOicMbmtQ7IiICKpWqSX8zx+iwyspKp5US6/vy7i654Chz92W+NURFRclf2hurS0MyMjKQmJgo37dYLMjNzZXr7fibfPfdd0hOTva4vuPGjcOCBQuwefNmbNq0Cc888wwAYOzYsVi2bBlOnjyJkJAQpxU+o6Oj0a9fP7z44otu9+lIdkRHRyMqKgpLly51u53JZPK43k3Vvn17dO/eHcuXL0fHjh0xePBghIeHY9y4cZg5cyY2bdqEP//8E3PnzpWf4/gbp6enuyRqz54922AMA/Z2z58/H/Pnz0daWhp++eUXPPnkk8jKyqr3b+Hw9ddfQ6vVYtGiRU6jIX/66acmtzk6OhpGo7Heyf0bq39TNfWzLioqCps3b3bZrm5MOLZ/6qmncMUVV7h9zZSUFABAcHAw5s6di7lz5yIzM1Me5TVt2jQcPHjQ80YREVHA4cguIiIi2C9ltFqteO2117BkyRJcd911CAoKkh8fN24cVqxYIX/hc/jss88QFBTklDSoS5IkpyQOACxevBhnzpxxKnNs05qjvRrb5+WXX46kpCQ88sgjWL58OWbOnNnoqo/du3dHly5d8NFHH6GystLtNsHBwRg6dCh++OEHp9e22WxYuHChnKwAIF8yuXv3bqd91F4lsLZ9+/Zh165dTmVffvklTCYTBg4c2GDdPTVq1Cjs3bsX+/fvdyr/+uuvm7WfL774wun+//3f/8FisWD06NEAgEmTJkGj0eDYsWMYPHiw238ODfXtuHHjIEkSnn32WahUKowcORKAfUTUypUrsWzZMowcORJarVZ+ziWXXIK9e/eiS5cubl/Xkey65JJLkJubC6vV6nY7R+KipRp7744fPx4rVqzAsmXL5ARt9+7dkZSUhH/+858wm81OI9fGjh0LwJ58rm3Lli04cOAAxo0b1+S6JSUl4f7778eECROcLp2tb8SaJEnQaDRQq9VyWXl5OT7//HOXbevbxyWXXIJjx44hKirK7d+9oUuPm2PcuHHYv3+/yyXBn332GSRJwpgxYwDYV3gtLi6WL/92+PLLL53up6SkoFu3bti1a1e972l3CdK4uDjMmDED119/PQ4dOoSysrJWaR8REQUGjuwiIiICMHjwYPTr1w/z58+HEMLpEkYAmD17tjyn0T//+U9ERkbiiy++wOLFi/Hqq68iLCys3n1fcskl+OSTT9CjRw/069cP27Ztw2uvveYyuqRLly4wGo344osv0LNnT4SEhCAhIUFOMniiT58+AID3338fJpMJBoMBnTp1kke5qNVq3HfffXjiiScQHBzsMp9Rfd5++21MmzYNF1xwAWbNmoWkpCSkpaXh999/lxM68+bNw4QJEzBmzBg8+uij0Ol0eOedd7B371589dVXclJtypQpiIyMxB133IHnnnsOGo0Gn3zyCU6dOuX2tRMSEnDppZdizpw5aNeuHRYuXIhly5bhlVdecUpQtqaHHnoIH330ESZPnoznnnsOcXFx+PLLL+XRJipV034//OGHH6DRaDBhwgTs27cPzz77LM477zxcc801AOyJv+eeew5PP/00/vrrL1x88cWIiIhAZmYmNm/eLI98AYC+ffsCAF555RVMnjwZarUa/fr1g06nQ2xsLPr06YPU1FSMGTNG/ruMHz8eeXl5yMvLw5tvvulUt+eeew7Lli3D8OHD8cADDyAlJQUVFRU4ceIElixZgvfeew/t27fHddddhy+++AJTpkzBgw8+iCFDhkCr1eL06dNYuXIlpk+fjssvv7zFf3OTyYTk5GT8/PPPGDduHCIjIxEdHS0ndcaNG4d33nkHOTk5mD9/vvy8cePG4eOPP0ZERAQGDRokl6ekpODuu+/Gf//7X6hUKkyePBknTpzAs88+iw4dOmDWrFn11qWwsBBjxozBDTfcgB49esBkMmHLli1YunSp02ilvn374ocffsC7776LQYMGQaVSYfDgwZg6dSrefPNN3HDDDbj77ruRm5uL119/3SUJ7tjH119/jW+++QadO3eGwWBA37598dBDD+H777/HyJEjMWvWLPTr1w82mw1paWlITU3FI488gqFDh7b47z5r1ix89tlnmDp1Kp577jkkJydj8eLFeOedd3DvvffKSepbbrkF//rXv3DLLbfgxRdfRLdu3bBkyRL8/vvvLvv83//+h8mTJ2PSpEmYMWMGEhMTkZeXhwMHDmD79u3yvIFDhw7FJZdcgn79+iEiIgIHDhzA559/jmHDhrVZbBMRkZ/y7vz4REREyvHvf/9bABC9evVy+/iePXvEtGnTRFhYmNDpdOK8885zWTnR3SqA+fn54o477hCxsbEiKChIXHTRRWLt2rVuV1P86quvRI8ePYRWq3Vaic7T1RiFEGL+/PmiU6dOQq1Wu13t8cSJEwKA+Nvf/tbQn8fFxo0bxeTJk0VYWJjQ6/WiS5cuLqsNrl27VowdO1YEBwcLo9EoLrjgAvHrr7+67Gvz5s1i+PDhIjg4WCQmJorZs2eLDz/80O1qjFOnThXfffed6N27t9DpdKJjx47izTffdNpfc1Zj7N27t0t9br31VpdV9fbu3SvGjx8vDAaDiIyMFHfccYf49NNPBQCxa9euBv9Wjv7btm2bmDZtmggJCREmk0lcf/31IjMz02X7n376SYwZM0aEhoYKvV4vkpOTxVVXXSWWL18ub1NZWSnuvPNOERMTIyRJcmnbrFmzBADx4osvOu27W7duAoDYvXu3y+tmZ2eLBx54QHTq1ElotVoRGRkpBg0aJJ5++mlRUlIib2c2m8Xrr78uzjvvPGEwGERISIjo0aOHuOeee8SRI0fk7Rz9VZe79647y5cvFwMGDBB6vV4AELfeeqv8WH5+vlCpVCI4ONhpJVXHCpdXXHGFy/6sVqt45ZVXRPfu3YVWqxXR0dHipptuEqdOnWqwHhUVFeJvf/ub6NevnwgNDRVGo1GkpKSI2bNnyyuACiFEXl6euOqqq0R4eLjcJw4fffSRSElJEXq9XnTu3FnMmzdPLFiwwKXfTpw4ISZOnChMJpMA4PQ+LCkpEc8884xISUkROp1OhIWFib59+4pZs2aJjIyMBtvQnPf6yZMnxQ033CCioqKEVqsVKSkp4rXXXpNXTXQ4ffq0uPLKK+X385VXXik2bNjg9nNm165d4pprrhGxsbFCq9WK+Ph4MXbsWPHee+/J2zz55JNi8ODBIiIiQv47zZo1S+Tk5DTYNiIiorokIYQ4p9k1IiIiUpT//ve/eOCBB7B37155MnKl6tixI/r06YNFixZ5uyoAgLvvvhtfffUVcnNzodPpvF0dIiIiIgIvYyQiIgpYO3bswPHjx/Hcc89h+vTpik90edtzzz2HhIQEdO7cGSUlJVi0aBE+/PBDPPPMM0x0ERERESkIk11EREQB6vLLL0dGRgZGjBiB9957z9vVUTytVovXXnsNp0+fhsViQbdu3fDmm2/iwQcf9HbViIiIiKgWXsZIRERERERERER+o2lLBxEREREREREREfkAJruIiIiIiIiIiMhvMNlFRERERERERER+IyCTXUIIFBUVgdOVERERERERERH5l4BMdhUXFyMsLAzFxcXerkqrsFqtOHjwIKxWq7erQuRTGDtEnmHsEHmGsUPkOcYPkWcCNXYCMtlFRERERERERET+SRIBeC1fUVERwsLCUFhYiNDQUG9Xh4iIiIiIiIiIWonG2xWglrNYLNi8eTOGDBkCjYZdqiSV2dnIXr0WNovF21UhNwSA08FBGDr5YsaOwlgrKpD1xwqYi0u8XRVyw2az4QwEhl5zNWNHgbLXrkf5mTPerga5YbPZcKaoCENunwGtTuft6lAdxYcOI3/HTm9Xg+oh6XRICw/F0JEjeexRGH7nUTabzYYzhQUYetedARU7gdNSPyaEQHZ2NifcV6CTn3+J7NVrvF0NakBVu3iIiyd5uxpUR/aatfjr/QXergY1QKjVsF42PaBOmnxB+dmzOPz6m96uBjWiePgwRPbr6+1qUB0H5r0Kc36+t6tBDSgd2B9ixAhvV4PqOPHZQuSsWeftalADzNFREHcGVr6AZ6hEbchSWgoACO3TG8bERC/XhmqryslG/rYdUFVVebsq5IalxB47hoR2COvLL4RKIqxWZC3/A5LVCmEJrIlOfYGltAwAoDIYEDNqpJdrQ3XlbvwTlqIi+fyAlMVa3S/RI0dAbTR6uTZUW8nhwyg9fgISz9sUycrvPIpms9lwIi/X29U455jsImpL1aPtYseMRtz4sd6tCznJ374D+dt2eLsa1IjQHinoOvMeb1eDarFVVSFr+R/V9wLrF0KfUH3c0YaaGDsKVHLsGCxFRd6uBjUi+eYbYIiN9XY1qJYTn36O0uMnvF0NqofjAqO4cWMQO3aMdytDLsxmMw4sWeLtapxzXI3RD6jVavTv3x9qtdrbVSHyOUajkbFD5CHGDlHzSJIEAFCpeApO5InY2Fgee4iaKVDzBRzZ5QdUKhWSk5O9XQ1yq/pnDsm7taD66bQ6fulQInkOQgaP4khSrZvsH8Vh7ChbdcxI7B9Fcsx/y8825Qo1mXjepkQ89ihaoOYL+EnhBywWC1asWAELV78garbikmLGDpGHGDtEzeNIpthsnO+OyBNpaWk89hA1U6DmC5js8gNCCBQXF3M1RgVydAl/IVSg6j6xWa2MHSWqCR7v1oMaJGyMHcVi6ChT9WcaY0ehODpFuapjx1xVxfM2JRK8mkXJAjVfwGQXUVsKsA8Un8QuImoBBpDSBNqJrO9iPxEREbUlJruIzgn+zKE0HG3nI9hNysPY8Qn8jFMm9oqPYPwoDj/TfAT7iRSEyS4/oFarMWzYsIBbXcEncEiv4gUFBTF2FIijU3yDmpMEKw8vw1I0qTpm+MVdoXjsUbx28fE8b1MgwWOPogVqvoCrMfoBlUqF2NhYb1eDyCdpNGqu6qNoPGlSmtpf0hk7RJ5RSYwdReOhR7GMQUE89hA1U6DmC/hJ4QfMZjMWL14Ms9ns7apQffgLrvJU90lxUTFjR4m4/LtPMFcxdhSLoaNIjrEPgbYilq/g6BQFqz4fOHH8OM/blIjnbYoWqPkCJrv8BE+aiDwjOEkwERERkU+w2WzergKRTwrEfIFXk11z5syBJElO/+Lj4xt8zurVqzFo0CAYDAZ07twZ77333jmqLVHz8RdCBXP88sRcl7IxdJSn1q+2TBYrkDxXJINH2Rg7SsbRKQrEPvEN7CZSEK/P2dW7d28sX75cvt/QpGnHjx/HlClTcNddd2HhwoVYv349Zs6ciZiYGFx55ZXnorpERERERERERKRgXk92aTSaRkdzObz33ntISkrC/PnzAQA9e/bE1q1b8frrrwd0skuj0WDMmDHQaLzenVQXr19XvODgIMaOEnF0inLV6hNNgK3q4ws4oljZHBNrc4JtheIq2orXPjGR521KxGOPogVqvsDrrT1y5AgSEhKg1+sxdOhQvPTSS+jcubPbbTdu3IiJEyc6lU2aNAkLFiyA2WyGVqt1+7zKykpUVlbK94uKigDYJ2pzTNKmUqmgVqthtVqdrgV3lFssllonkPYRaCqVqt7yupO/Od5Yda+Vra9cq9XCZrPBarXKZZIkQaPRuJQDgNFohNVqdaqLL7fJUV5f3X2lTaK6jharBRaLxS/a5C/95LgtSRLMZrOckPTlNvlTPznq74ghf2hT3br7aptqnyiZq8yQquPHl9vkT/1U+3F/aZODP/STrXofVotVPnf19Tb5Uz85mM0WSLWe48tt8pd+cuxfkiT5ub7epqaU+0qbHNtZrVb5cV9vk7u6+2qbhBAwGAwQQvhNm+rL/Ti1rdEt2tDQoUPx2WefoXv37sjMzMQLL7yA4cOHY9++fYiKinLZPiMjA3FxcU5lcXFxsFgsyMnJQbt27dy+zrx58zB37lyX8tTUVAQFBQEAkpKSMGDAAOzevRtpaWnyNikpKejRowc2b96M7Oxsubx///5ITk7GmjVrUFxcLJcPGzYMsbGxSE1NdXrDjBkzBkajEUuWLHGqw5QpU1BeXo6VK1fKZRqNBlOnTkVOTg42btwol5tMJowdOxanTp3Czp075fLo6Gjk5OSga9euOHr0qFzuy22KiYnB8OHDceTIERw6dMhn25STmwsdgJ07dyHMoPeLNvlLP4UWFkEHoKSkBL/99ptftMmf+sl4+DCCAaSnZ6Ab4BdtcvCHfnL4448/IIwGv2iTv/STJiMT4bAPwPOXNgH+00/5+fnQAtixYztsJUV+0SZ/6qfo6i9Xf6z4A8Jo9Is2+Us/BR09iiDYzwc6VFTAYrH4fJv8qZ8ciYkdO3egqqjAL9rkb/0EABMmTMCyZcv8ok3Tp09HYyRRO2XmZaWlpejSpQsef/xxPPzwwy6Pd+/eHbfddhueeuopuWz9+vW46KKLkJ6eXu/lkO5GdnXo0AE5OTkIDQ0F4NvZYYvFgtTUVEyaNMlpzjNfbpO/ZPH3PjsHxXv3octDf0f0iIv8ok3+0k/F+/bjwOznYAkPw/nvviX/OuDLbfKnfjrz7fc48823iJ04Ht3uu9cv2lS37r7cpvXT7VMH9HnvLQRFR/tFm/yln4r27cfB2c/BmJiA/m/92y/a5OAP/bT7yadRcvAQOj54P2JHXOQXbfKnftp81XUAgAEfvgdteLhftMlf+un0N9/i7Lffo7xHCkY+Pwdardbn29SUcl9p096n/4miffvRZdYDiLpwuF+0yV3dfbVNZrMZy5Ytw+TJk12m1/HVNil+ZFddwcHB6Nu3L44cOeL28fj4eGRkZDiVZWVlQaPRuB0J5qDX66HX613KtVqtyx9JrVY7JYwcHG+CppbX98dvTrlKpYJK5TqnQ33larXa7X58vU3u6u4zbar+MFGrNXIdfL5NftJPasdrieZ9Fii5TY2V+1KbHPWv/b+vt6mp5b7QptqP1X7cl9vkL/0k70+S/KZNtfl6m6TqOtY+Z/P1NvljP2m0OpfHfL1Nvt5PtfcvSRIkSfL5NjW13CfaVP2dR6PRuDzus21qZrkvtKm+uKlve19oU0MUNTtmZWUlDhw4UO/liMOGDXMZdpeamorBgwc3u+FE54KckeYk28ojd4liBrdSbcoZdEwNYT8pDycJVjbH+QBjR3EUdLELNYj9pEj8zkMK5NVk16OPPorVq1fj+PHj2LRpE6666ioUFRXh1ltvBQA89dRTuOWWW+Tt//a3v+HkyZN4+OGHceDAAXz00UdYsGABHn30UW81QRE0Gg2mTJlSbwaUiOoXEhzC2FEynjQpk2PUKmOHqFkkecQ3VzJVMh56FKi6U5KTk3neRtRMgZov8Gqy6/Tp07j++uuRkpKCK664AjqdDn/++SeSk5MBAOnp6U4TmXXq1AlLlizBqlWr0L9/fzz//PP4z3/+gyuvvNJbTVCM8vJyb1eBGsCTJiWyd0rt68dJQfgLu29gPylOzYhi79aD6sGRXcrFPvEJFrP7FTTJyziqWPECMV/g1dTe119/3eDjn3zyiUvZqFGjsH379jaqkW9yrEYyZcoUXs5J1ExlZWWwWCyMHcXiSZMiSQAEYLFY4TojJhHVx5GMtFr5Q4ui8VdKxTpz9gy68ryNqFkCNV+gqDm7iPwOr19XLMelJBLnflAkjk5ROkfHMH6Uqu5qS6QMNb3C2FEcp5FdjB+lkT/TGDrKxtAhBWGyi4iIiIiIiIiI/AaTXX4i0Cab8xm8fl255FEP7Bsl4+gUZZI475BycUSxslX3C1f+UziGj/JUx46Kn22K5PhM43mbcgViviDwWuyHtFotpk6d6u1qEPmk4OCggLp2nag1BeKJk+IxiaJoji+CGjVjh8gTSUkdeN6mRDz2KFqg5gs4sssP2Gw2ZGVlcVU5JeOPHIpltVgZO0rEUZHKVt0tjB2iZmLsKFbt0XYcnaJc5eUVjB9FY+woUaDmC5js8gNWqxUbN26E1Wr1dlWoDg7pVbDqPqmoqGDsEHnIxthRLh53FMmRTwm0LxxErSUrM4PnbUrE3ygVLVDzBUx2EVGA47BrReJqjArHjiFqGR57FIerMSobE/hE1ExMdhG1JV6KpVgcbUfUcpxkW3k4oljh2C9E5Je4OAopD5NdfkCSJJhMJp7YEnlAJakYO0rGvlGm6n5h7BA1jxwxzBMrGz/aFMdxvNFqtTz2EDVToOYLuBSMH9BoNBg7dqy3q0HucGCX4hkMBq4op0AcMeQbNGq1t6tAdXFEsaJJKvvvzGoVf29WHB53fEK7du143qZAgsceRQvUfAGPtH7AZrPh5MmTnOyUyAMWi4Wxo2g8aVIkrihH5BFR/SsYE/oKF2CjH3xJSUkJjz1EzRSo+QImu/yA1WrFzp07A251Bd/A69cVq7pPqqoqGTtKxC+CPoGxo2A87ChT9Ueb1cbYURomIH1DXm4ujz1KxK88ihao+QImu4iISLF40qRMEjMpROTX+BmnODwhIKJmYrKLqA3x+nUFc5w08YdcZePJrTLJ8cMAUhzBn9cVjbHjExg+CsROUTgee0h5mOzyA5IkISYmJuBWV/AJPJdVPLWaqzESeY6xozS8FMs3cHQkkWcMegPP25SIxx5FC9R8AZey8AMajQbDhw/3djWoAQH2ueJTdDo9V/VRIo5OUbbqftFouBqjcjF2lEhVvQqjiqsxKk/tL+s89ihWbGwMz9uUjLGjSIGaL+CR1g9YrVYcPHgw4Cac8w38wq5Ujl82LGYzY4eo2eyfbVYLY0epeNhRJkc6JdBWxCJqLYUFhTxvUyAO7FK2QM0XMNnlB2w2Gw4dOsQTJyIPmC1mxo4C8VIspbNnUmyCsUPUHI7PNsHjjvJwZJeiOX6kLCwq5HkbUTMFar6AyS6itsRLsZSLfULUckxKKg+PO4oWaPOlELU6HnYUyt4x/IwjJWGyi4gCG0+aFI0nTQrFfiFqIR58lIa5e4XjcYeImsmjZFd5eTnOnDnjUr5v374WV4iaT6VSISkpiZOdKhBPnBSs+pxJo1YzdoiayfGVQyUxdhRHPvDwi6ESORL4EmOHyCPBwUE8b1MijipWtEDNFzS7td999x26d++OKVOmoF+/fti0aZP82M0339yqlaOmUavVGDBgANRqropF1FxarZaxo0Q8aVK26n5RqQPrpImoxeRkFz/blKfmF0r2jwJVd0lkZCTP24iaKVDzBc0+S33hhRewfft27Nq1Cx999BFuv/12fPnllwA4obC3WK1W7NixI+BWV/ANvH5duex9YuZqjEQe4GqMSsWBXb6BE9QTeSYvN4/nbUrENICiBWq+QNPcJ5jNZsTExAAABg8ejDVr1uCKK67A0aNH+YXeS2w2G9LS0tCnT5+Ay9YqHhPAimexWGCz2Rg7SsPYUbjq1RhtgXXS5BsYO0rm+GE40FbE8glcjVHh7H1SWlrK8zZF4rFHyQI1X9DskV2xsbHYvXu3fD8qKgrLli3DgQMHnMqJqBaeNCmOPG+Kl+tB7jHXRdQy/AFSoeR+4Yec4rBLiFqOxx5SkCYnu4qLiwEAn3/+OWJjY50e0+l0+Oqrr7B69erWrR2Rr+OJk3LxWOwbeNKkTI5+4Wec8vA6RkVjEpLIMxITxYrmGLXKzzhSkiYnu0aMGIGMjAy0b98e8fHxbre58MILW61i1HQqlQopKSkBt7oCUWtQczVGheJJk6JVdwtjh8gzEpORCsTLGBWtuktCQ0N57CFqpkDNFzS5tYMHD8bQoUNx8OBBp/IdO3ZgypQprV4xajq1Wo0ePXoE1PW3voMryimXvU80Gg1jh6iZHF/UVSp+tikOB3YpmlT9RSPQvnAQtZZQk4nnbUrE+ScULVDzBU0+0n744Ye4/fbbcdFFF2HdunU4fPgwrrnmGgwePBh6vb4t60iNsFgs2LBhAywWi7erQuRzzFVVjB0l4kmTT+BqjETNI4R9YvpAWxHLF9ReVZ6jipXI3ic5OTk8byNqpkDNFzRrNcbZs2dDp9NhwoQJsFqtmDRpErZs2YKBAwe2Vf2oCYQQyM7OdjpIkzLw+nUFkxyrydkYO0TN5IgYxo4ScUSxsjnmu2PsEHmisqKSxx4l47FHkQI1X9DkkV3p6el44IEH8Pzzz6NXr17QarW47rrrWpTomjdvHs4//3yYTCbExsbisssuw6FDhxp8zqpVqyBJksu/updXEhGRD5MvxeJJkxIxgU/UMoKTbCsPu0TZeNwhomZqcrKrc+fOWLt2Lb799lts27YNP/zwA2bOnIlXXnnF4xdfvXo17rvvPvz5559YtmwZLBYLJk6ciNLS0kafe+jQIaSnp8v/unXr5nE9iNpMgGXPfQnPmYhaAT/jFIcjihWO3ULUQjzuKJLgqGJSniZfxvjxxx/juuuuk+9PmjQJK1euxCWXXIKTJ0/inXfeafaLL1261OU1YmNjsW3bNowcObLB58bGxiI8PLzZr+mP1Go1+vfvH3ATzhG1Bo1azdhRJJ40KZpjNUY1J9kmag5HElIlMXaUh6sxKpmjS8LDI3jeRtRMgZovaHKyq3aiy2HgwIHYsGFDq63GWFhYCACIjIxsdNsBAwagoqICvXr1wjPPPIMxY8bUu21lZSUqKyvl+0VFRQAAs9kMs9kMwL4qjlqthtVqhc1mk7d1lFssFqdrXNVqNVQqVb3ljv06aDT2P3XdSeHqK9dqtbDZbE4TmEqSBI1G47Y8OTkZVqvV6XV9vU0ajabeuvtKmxyvabFaYbFY/KJN/tJPFqu9Xiq1ClarVX7Ml9vkT/1kra6Prdb/vt6munX35TY5OI47/tAmf+kna63H/aVNDv7QT45d2Gw2mM1mv2iTv/RT7W3MZrO8cqYvt6mhcl9rk6M+RoMBkiRBCOHzbWpKua+0ybFd7e+jvt4md3X35TYlJSUBQJPbqvQ21T4frU+zJqh3p2PHjli/fn1LdwMhBB5++GFcdNFF6NOnT73btWvXDu+//z4GDRqEyspKfP755xg3bhxWrVpV72iwefPmYe7cuS7lqampCAoKAmDv/AEDBmD37t1IS0uTt0lJSUGPHj2wefNmZGdny+X9+/dHcnIy1qxZg+LiYrl82LBhiI2NRWpqqtMbZsyYMTAajViyZIlTHaZMmYLy8nKsXLlSLtNoNJg6dSpycnKwceNGudxkMmHs2LE4deoUdu7cKZdHR0ejsrIS8fHxOHLkiFzuy22KiYnB8OHDceTIEad53HytTcVFxdAA2Lx5M8IrK/yiTf7ST6FVZugAVFVVOe3Hl9vkT/0UfOIEjADS0tLQCfCLNjn4Qz/Zqk9A1q5ZA2tEhF+0yV/6SXf8BEKrH/OXNgH+008ZGRnQA9i3dy92qeAXbfKXfpLKKxBVffu3336ThxL5cpsA/+knw/6DCIF9HumOFRUwm80+3yZ/6idHYmLTpk0wp530izb5Wz8FBQXhoosuQmpqql+0afr06WiMJBQyJf99992HxYsXY926dWjfvn2znjtt2jRIkoRffvnF7ePuRnZ16NABOTk5CA21nxL6cnbYYrEgNTUVkyZNchqa6Mtt8pcs/s4HZqH81Gn0mP0Mwvr19Ys2+Us/VZw5g90PPgKbXo9Bn3wo/zrgy23yp3468eFHyFqaisSrrkTHm2/wizbVrbsvt2nTzbfBUlSEHq++hNDOnf2iTf7ST3kb/sTRN+cjtHcv9H5hrl+0ycEf+mn/vFdRsGkz2t92CxKmTvGLNvlLP5kLi7DjjrsBAOd/+5XTvHe+2qaGyn2tTZm//Y6TCz5GZcdkXPTay9BqtT7fpqaU+0qbdtz/EMpPn0aPOc8itE9vv2iTu7r7apvMZjOWLVuGyZMnu8zp6attOicju1rD3//+d/zyyy9Ys2ZNsxNdAHDBBRdg4cKF9T6u1+uh1+tdyrVarcsfSa12P3+P403Q1PL6/vjNKVepVFCpXOd0qK9crVa73Y+vt8ld3X2lTXJ9NRq5Dr7eJn/pJ7P8WqJZnwVKblNj5b7UJsd8No45ofyhTU0t94U2ySMe1Bqnx325Tf7ST2rHPGqS5Ddtqs3X2+T4TFOrVPI2vt4mf+knUeu5Op3OZVtfbFNj5b7UJnWt8zZJkiBJks+3qanlvtEme2JC4+ac2nfb5H/9VF/c1Le9L7SpIV5Ndgkh8Pe//x0//vgjVq1ahU6dOnm0nx07dqBdu3atXDsiCgiKGNtKrtgxROS/lHFdBTljpxAR+ROvJrvuu+8+fPnll/j5559hMpmQkZEBAAgLC4PRaAQAPPXUUzhz5gw+++wzAMD8+fPRsWNH9O7dG1VVVVi4cCG+//57fP/9915rh7ep1WoMGzbMbbaUvExeUI6r+ihPzVwcjB0FY+wokqNb3P2qR97FJIqyOSY9Z+wQNVP1cScyMpLnbUrkOPjwtE2RAjVf4NVk17vvvgsAGD16tFP5xx9/jBkzZgCwT0JYezKzqqoqPProozhz5gyMRiN69+6NxYsXt9qKkL5IpVIhNjbW29Ug8klS9aU+pDDySRPPmhSpul9UKvYPUXNI1d8EGTkKxOOOwtn7xaDX87yNqJkCNV/g9csYG/PJJ5843X/88cfx+OOPt1GNfJPZbEZqaiomTpzY7OtYqa3xxEmpHKPtzGazvPw7ETVR9UebxWxpeDs696rPrTiiWJkcK5nWntiXiJouPT0DXXjepjg1X+t57FGiQM0XMC3uJ+qunkBETcVrfpSIl2IpHBMpRC3EDznFcXQJP98UyZHAb8pgCSJyFYj5Aia7iNoSr19XLvYJUYvxS4cScUSxorFbiFqGxx2F4qhiUh4mu4gosPGcSaF40qRo7BailuGxR3GYvFc4HneIqJmY7PIDGo0GY8aMgUbj1SnYyA1ev65gUs1qjIwdouZxTLKtVvM0QnH4fV3RVFyNkahFYqKjed6mRFzgQdECNV/AI62fMBqN3q4CucVvHUQe4UmTsjm6hR9xisPRKb6C/aQ8HFGsaPIqwPz6qkj8SFO8QMwX8NPCD1gsFixZsiQgJ53zFTxxUiJ7n1gsFsYOUTM58ilcUU7BeNxRJEfs2Kw271aEyEdlZmXyvI2omQI1X8BkF1Fb4ugUxZK7hKMglIndomiMHyXj6BRFq+4WRo4CcTVGhWPwKBu/85DyMNlFRERERERERER+g8kuorbEX5+Uq/qXJ/7+pEyCoyKVrbpfOD+UArFPFM4xOoX9pDjsE0VznA7wrECZHOcDHFVMSsJklx/QaDSYMmVKwK2uQNQa1Go1Y0eR+KVD2Ryrmaq9XA8i36JSSU7/k5LwuOMLYmNjed5G1EyBmi9gsstPlJeXe7sK5BZHpygXR6b4Av5CqFAcnKJcnHdI2dgvysc+UqbqfuHCKArF8wHFC8R8AZNdfsBisWDlypUBt7oCUWuwWa2MHSXiSZNP4JcOouax2ewfblyNUXl4GZbS2fslNzeH521EzRSo+QImu4jaEE+cFIxdQtRyHNqlQBxRrGTsFqIW4mFHoXjsIeVhsouoLfGATOQZTlCvbBKvY1QqXprtI9hPysMuUTaeDigbP9NIgZjs8hOBNtkcUUtxtB0R+TN+xCkUO4aoRXj+pnDsH8UKxHxB4LXYD2m1WkydOtXb1SC3ODpFuRwrYqmg1Wq9XBdyxdhRMseXjUA8cVI8+cd1xo4SqVTq6v/5e7Py8LijZI7jTkxMDM/bFIgDu5QtUPMFPNL6AZvNhqysLNhsnOyUqNmEYOwQeYixQ9Q8jstMebkpkWeqqip57CFqpkDNFzDZ5QesVis2btzIVbGUiPMOKVd1n9hsNsaOAvF7oG9g7CgRjztKJqr7J9C+cPgEnrMpnL1fCvILeOxRIi7KpWiBmi9gsouIiIiIiIiIiPwGk11EbYijUxSMPzwpG38hVDauxqhc8ugU71aD3JMYO4rFLlE4+TONHaVMHBlJysNklx+QJAkmk4lfCok8xNgh8gxjh8hDDB0ij2jUGh57iJopUPMFXEbJD2g0GowdO9bb1SB3ODpFwapXY5QkriinSPyFUMkcn2lqtdrLNaG6BFdjVDR5NUaJvzcrD8/ZFK26XyIjI3nepkSOYw/DR5ECNV/AI60fsNlsOHnyJCc7JfKA4GqMysSrFHwCY4eoeeTVGBk7ysPrGH1CeXk5jz1EzRSo+QImu/yA1WrFzp07A251Bd/A0SlK5fjlVgjB2FEyho4iOb4S2hg7CsTRKUrmWI1RMLGiXIwdhbL3S3FxMc/bFKjmM43xo0SBmi9gsouoLfFclsgjPGlSNk6yrWDsE5/AZJcC8bCjaDzuKB37hZSHyS6ic4EnTsrDPiEif8bPOGXiqCEi8mMcVUxKwmSXH5AkCTExMfxwUSCOTlGw6niRhGDsKBIvxVI29oticYJ6RXN8prF3lIfnbApX3S06nY7nBkrE8FG0QM0XcCkLP6DRaDB8+HBvV4PIN3E1RqJmc5wrqTVcjZGoOaTqVRhVKv7eTOSJsLAwnrcRNVOg5gt4pPUDVqsVBw8eDLgJ53wDR6coV83cD4wdBXL8ws7QUSRR3TE2a2Ct6uML5NEpPO4okmOC+kBbEcs38JxN2ez9UlpayvM2JeLISEUL1HyBIpJd77zzDjp16gSDwYBBgwZh7dq1DW6/evVqDBo0CAaDAZ07d8Z77713jmqqTDabDYcOHeKJE5GHGDtEzcUv7EQeEVyNkaglysrKeOwhaqZAzRd4Pdn1zTff4KGHHsLTTz+NHTt2YMSIEZg8eTLS0tLcbn/8+HFMmTIFI0aMwI4dO/CPf/wDDzzwAL7//vtzXHOiJuCPHIrFH24VjvMOKRtXxVIwx+gUL1eD3GPsKBfP2ZSNsaNwHFVMyuP1ZNebb76JO+64A3feeSd69uyJ+fPno0OHDnj33Xfdbv/ee+8hKSkJ8+fPR8+ePXHnnXfi9ttvx+uvv36Oa05ERERERERERErj1dn9qqqqsG3bNjz55JNO5RMnTsSGDRvcPmfjxo2YOHGiU9mkSZOwYMECmM1maLVal+dUVlaisrJSvl9UVAQAMJvNMJvNAOwTharValitVqfhfY5yi8XiNORcrVZDpVLVW+7Yr4NjIkWLxdKkcq1WC5vN5nRdrVQ9kXbt8pw163D2x58QU1GJPctW1Gm5BEly/AAi3JTX/WWkmeX1/cJST7kkSW7q0txy32qTufq9ZrFYYbFYoNFo6n2P+dp7r3a5L7bJUuv27ocecZqjwx/ee74eT1W5uQAAm7C/f/zpvecP8SRVD3346+13cdJgkOvvD+89z8uV0SZLcYm8H3987/l6mxz7yFyairyNf/rVe8+zuiunTTa5LyWXfvWH956vx5PVZq+PLjcPe2Y9ilpvEKd6+uJ7r6FyX2mTufrYY7Fa5H70l/deU8qV3iar1YoOHTpAklw/33y1Te7yPnV5NdmVk5MDq9WKuLg4p/K4uDhkZGS4fU5GRobb7S0WC3JyctCuXTuX58ybNw9z5851KU9NTUVQUBAAICkpCQMGDMDu3budLqFMSUlBjx49sHnzZmRnZ8vl/fv3R3JyMtasWYPi4mK5fNiwYYiNjUVqaqrTG2bMmDEwGo1YsmSJUx2mTJmC8vJyrFy5Ui7TaDSYOnUqcnJysHHjRrncZDJh7NixOHXqFHbu3AkAMOw/gJBTpwEA5W7/YuRtQqXC6m1bEZ2VieHDh+PIkSM4dOiQ/LivvvcAICYmxnfbFBSEYFMILMUlqDh9BqRMR7Oy0R7wr/eeH8STKjICOH0aVdk5IGXSx8X65XvP19t0Ij8fwQAsRUWwVP8gRsqijY5y6j9/ee/5ejxpsnMQDgBmM8qrv/uQsgi1Cqu3boXYsweA/7z3avP1Ngkh/KZN06dPR2Mk4cUZMs+ePYvExERs2LABw4YNk8tffPFFfP755zh48KDLc7p3747bbrsNTz31lFy2fv16XHTRRUhPT0d8fLzLc9yN7OrQoQNycnIQGhoKwHezw1W5uSg7cxYnT55Ex44dXUanqFQq2Gw2pzo6yuuuxqBSqSBJUpPL1Wr7kvPNKRdCuEyM11B5fXX3pTbp4+Ogj47mLxMKbJO5sBB7V61Gx+RkqKr72PG6/vDeq1vua23SmEwI7pjsl+89X29TZUkpdv/+u1Ps+NN7rynlSm6TpNEgoldPiDr78Yf3nq/HU0V5OfYu/wMdExKgUqv97r3XWN19oU0hXbtA1Bkx4A/vPX+Ip9K0Uzi8Ywe6dOkiv25tvv7eq6/cV9qkiYmGPjpaLven956vt8lqtWL//v3o16+fy8g8X22T4kd2RUdHQ61Wu4ziysrKchm95RAfH+92e41Gg6ioKLfP0ev10Ov1LuVardblj6SuPvGoy/EmaGp5fX/85pSrVCqoVK7TqtUu18bHQxcVhQ2nT+G8vn2a1OnkXfW9x3ztvVebr7ZJhIbirEaN/uf1Y+wonL+99xoq94k26XWMHR8gAf733vPxeNJotTgrbIwdH+Tr7z1/iKfgpA5I37sHA/r0Zvz4EH947zWlXOltOnXqFPr27etXbWqMVyeo1+l0GDRoEJYtW+ZUvmzZMgwfPtztc4YNG+ayfWpqKgYPHswPPSIiIiIiIiKiAOfVkV0A8PDDD+Pmm2/G4MGDMWzYMLz//vtIS0vD3/72NwDAU089hTNnzuCzzz4DAPztb3/DW2+9hYcffhh33XUXNm7ciAULFuCrr75q8ms6hsQV+clcCWazGWVlZSgqKmLCj6gZGDtEnmHsEHmGsUPkOcYPkWf8NXZMJpPTNE51eT3Zde211yI3NxfPPfcc0tPT0adPHyxZsgTJyckAgPT0dKfJzDp16oQlS5Zg1qxZePvtt5GQkID//Oc/uPLKK5v8mo7Jzjp06NC6jSEiIiIiIiIiojZVWFgoz8HujlcnqPcWm82Gs2fPNpoJ9BWOCfdPnTrVYGcTkTPGDpFnGDtEnmHsEHmO8UPkGX+NHcWP7PIGlUqF9u3be7sarS40NNSv3rxE5wpjh8gzjB0izzB2iDzH+CHyTKDFjlcnqCciIiIiIiIiImpNTHYREREREREREZHfYLLLD+j1esyePRt6vd7bVSHyKYwdIs8wdog8w9gh8hzjh8gzgRo7ATlBPRERERERERER+SeO7CIiIiIiIiIiIr/BZBcREREREREREfkNJruIiIiIiIiIiMhvMNlFRERERERERER+g8kuIiIiIiIiIiLyGwGZ7BJCoKioCFyIkoiIiIiIiIjIvwRksqu4uBhhYWEoLi72dlVahdVqxcGDB2G1Wr1dFSKfwtgh8gxjh8gzjB0izzF+iDwTqLETkMkuf2Oz2XDo0CHYbDZvV4XIpzB2iDzD2CHyDGOHyHOMHyLPBGrsMNnlB1QqFVJSUqBSsTuJmoOxQ+QZxg6RZxg7RJ5j/BB5JlBjRxIBOHFVUVERwsLCUFhYiNDQUG9Xh4iIiIiIiIiIWklgpfb8lMViwYYNG2CxWLxdFSKfwtgh8gxjh3zVwt8OYOarK2CxeudSDsYOkecYP0SeCdTYYbLLDwghkJ2dzdUliZqJsUPkGcYO+apvlh/GqcxivP3tLq+8PmOHyHOMHyLPBGrsMNlFRERERH7PWms01/ItacjKL/NibYiIiKgtMdlFRERERH6vpNzsdH/L/kwv1YSIiIjaGpNdfkCtVqN///5Qq9XergqRT2HsEHmGseO7Au0ShtrW7TzjdF8lnfs6MHaIPMf4IfJMoMYOV2PkaoxEREQUAApLKnHT7KUAgIVzL0ZYiN7LNWqZ01nFuPeVFbh0RGfcdVlfAIDNJvDNskPYejATz9w+FK9+vhV7j+ViWN922Lgn3en5t0/rjctHd/VG1YmIiKiNcWSXH7BYLFixYkXAra5A1FKMHSLPMHZ8089rjsm3HUkvANiw+yy2HfS9S/o++GkvAOCXtX+hrMKMf/5vA6Y/9gu+TD2Ew2kF+Hn1Mew9lgsALokuAPjo133ntL4AY4eoJRg/RJ4J1NjReLsC1HJCCBQXFwf0pQlEnmDsEHmGseObvv3jiEvZifQizPt0CwDgp9cuhdob1/Z56K8zhfLt/cfzsONwttPj3688eq6r1CjGDpHnGD9EngnU2OHILiIiIiI/5+4Ed/2us9hzNEe+/+femtFPZosVpzKLG9ynpdbqht5QVFop35774Z9Nfl7vzlFtUR0iIiJSECa7iIiIqEm2HsjEN8sPodJs9XZVqJmKy8wuZS9/tgWlFTXlOw5lybc/+mUfZr66Ass3pzk9p6TcjMNp+fgq9RCue2YJjp8thDcIIWDz4AfqqDADnrh5MABAkgCrlxN2RERE1DZ4GaMfUKvVGDZsWMCtrkDUUowdoqY7lVksj5758vdD+OAxxo5SffvHYei1alw6sotc9sXSA263rT2aq11UMAB7ImnR+uMAgIVLD2D8kCRUma2w2QSefGstTmbUjPh68M1V+OX16W3RjAaVlLsm7xry74dH4/c/T+DWqb2g19lPf4UAzuaUokOcqS2q6BaPO0SeY/wQeSZQY4fJLj+gUqkQGxvr7WoQ+RzGDlHTfbp4v3zbZhOMnXPk2OkCZOSVITbCiILiSlisNnSIM8FiFcjKK0Ol2YpenSIRFWZEWYUZB0/m47Ml9sTWRf0TERlqAAAs2XBC3ufMK/vhne93V++/ZmTWJ4v3Y9qIzrjyyUVymdUmYLHanMpqE8KeeAoxapvcJiEEcgsrEB1uhNUmkFtYjtiIoCY/HwDyiyoafDwy1IC86m0euXEQOieG4d4rz3PZbtb81fhu3iXNeu2W4HGHWtueYzn4dNF+3HNFX3TrEOHt6rQpxg+RZwI1dpjs8gNmsxmpqamYOHEitNqmn2wSBTrGDlHTbdqX4XR/8eLFARU7Qghk5pUh2KiFJEn460wByiosMFtsSIozIS4qCHqtGpLUtAnehRAoLjPjZEYRSsrM6J4UDq1GjX1/5SC7oByns0pw4HgeTqQXeVznrQcyMXFoMkrrjIKaPLyTnOyqq25Sy2yx4Z6X/2jwdZZtOonLR3dtcr2+XnYYX/5+EPdf3R8n0guxaN1xPHPbEAzt067J+ygtt68oFR8VhIzcMqfHbp3aC1OGd8Tj/12LDnEmjB7Y3uX5Oo0KVRYbKqusKK+0wKg/N6fEPO5Qa9pxKAv/fH8jAOC1hdvw/lPjvVyjtsX4IfJMoMYOk11+ItCWESVqLYwdosa5m6i8ovLcxI4QQk4gmS025BdXIC2jGCFGLTomhMJQfUma1WpDRl4ZsvPLcDanFDkF5QgL0SMtoxiVVVbotCpUVFlh1GtgswkUlFTCqNfgTFYJgowamC02CCGqHwdUKiA7v9y+b5tAZZUVBSWV9dYTAOIig2DUa1BRZUF5pQUqSULnxDAEGbQoKauCSiWhsKQSmXllKKuwwNqMSac0ahXiIo0oLbegoKQSocE6SBJQWFJV73OOni7AxKHJeO+HmsTWFc1ISgFAabnZJVlW10e/7mtWsuvL3w8CAN76dqdc9vGifc1LdlXPNRZk0OKnV6fhssd/BQBMGJKEq8Z2s+//sbH1Pv+bl6bi8urn7D2Wg/N7xQMAyirMWL/rLC7o2w6mIF2T69McPO5QU9T+7AOA3MJyfL3sMKYM74hOCWEAgHe+3yU/np5TihPpRejYLvSc1/VcYvwQeSYQY4fJLiIiImrQ/uO5LmXfbQUunQZk5Zfh4Ik8FJZUoai0CmWVZqgkCRarDTqNGmmZxdBr1YiPCoJBr4FBp0ZmXhmCDFqcyixGTLgRwUYtosIMsNoE8osqYbXZsPdYLo6eLoBKJSEsWAeL1Ya8Iudkk06jQnioAVVmKwqKG05EtbbYCCN0WjUkCTibXQqrzT7yq65tB7PcPLtGTIQRKkmSnxtu0qNbh3DEhBvRo2MkBqbEIixE7/Scul+CC0sqUWW2QaUCosKMmPbIzwCA3zacwMwrz8Oq7aflbbsn2y9zumJ0V/yw6qhnjXfjVGZxq8x9VWW24rWFW9Gvawymjehc73aO+ePyCiugVqvw+M2Dsf+vXNx5Wd8mvY5GXbNG0+rtZ+Rk1zvf7cbqHaexYU86Zt95QQtaQv6ipNyM4tIqtIsOPmev+dvGE3jnu124eFhH3HeV/fLbGc+lAgCWbjyBX9+wz5NXd1Tj319fiZ9enQZ19fvbZhOQJDR5xCkRkT9hsouIiIgalFfoOj9SSSVw+wvLUdDAyKLWklVVLt+WJECnVaOyyooqiw1ZdRJMRr0GPTtFItigxZnsEhQUV0KnVeHCfgnQqFUwW2woLqtCuEmPYIMWarUKapUEg06NIIMWlWYr1CoJlWYrIkMNyMwtRZBRi3bRwUiKM1WPqtI7zVFlsdpQWm7GsdOFkCR7HfQ6NUqqyw6eyIOAQN8u0TDoNOiUEIqwEPs+DNWXz5ktNgACGrWq0S+mdR+vmwy7ckxXfL/Snsh66p11To9Fhdnn8Lrh4h5ysis63IicgnKn7fp0icLeY65JztoSY4JxJrsUADDz1RXyF3BPOPbz8PzVOJlRjD/3ZmDK8I7yl/b6OEbbjeifiBH9E5v1mo427juei60HMrFlfwZW77AnBrceyPSgFeRvqsxWXP/MEgDAgqcnIDayeXPLeeqd7+wjtpZuPIHbp/VGc1JVlz3+K4IMGrz16Fjc/oI9QfbFc5MRGtw2IxWJiJSKyS4/oNFoMGbMGGg07E6i5mDsEDXNl6mH3JYXlFRBJQGdEsMQFxmE0GA9gg0alFdacCqzBMVlVRhVPV/S2ewSlJSbYbHaEBNuvxwvuZ0JmXllSM8pRVmFGaHBekSFGaDVqBAZZkBKUgRCg/UoLquCWiUhMTYEYcF6qFQSbDaBw6fyUVxahRCjDgkxwQg2ap1G7LSFIIPrXBcatQphIXoM7OE6+WvfLtHAqC4u5XVpNa1X74lDk+VkV92EVY/kSACAXluzIlN+UQVeuvdC/OPd9XLZs7cPxbVPL5HvXzW2G4b3a4cQow7tooNhtQmk55Tg3ldWyNvUHXHmjhACKglwdwXnDyuPOq30uP1QljziysFmE9iw52yDr9FU/brGYO+xXOQUlMsjxWqrqLTIycjWwuOOb9m8v2auwiffWYePnpl4zutw9HSBvNCEwy9rjmF4vwREhupdRrwCQFmFRU50AcDb3+3EU7cOafO6tjXGD5FnAjV2Aqu1fsxoNHq7CkQ+ibFDVL+i0iqUVdTM1zTpgmT07BiJ+V/vAAC8+veLkBQXiuBmrMTXWlQqSU7ckLOYelY2XPDMBKf7489PwvItaXj3iXFoFx2M+bNG4aF/rcZtl/RGkEGLB6/tj39/sxOA/ZLR2iu9qVUS2sc6X7a4ZX8mhvR2Tk7VVVpudpvoAuzzdtX23IJN+PDpCYirNZrmq9RD+HpZTfL1b1f0a/D1GhIZqm/w8b+/sRIf/GNCg9t4gscd31H7MkHHHH5tzWK1Od3/xzvrccPEFKeyD37eiw9+3tvkfe48nN0qdVMCxg+RZwIxdtr25086JywWC5YsWRKQk84RtQRjh6h+B47n4cZ//oa7Xloul00Z3gnjzk/CnZf2woReQNdE7yS6qGFajQpvPTbGqWxk/0TE1kmCPXjdAPz6xnR5LqIu7cPx6xvTccUY+2Tz44ck44aJKUhJjsD0ekan/d9LU+XbR08XNFq3/GbOrfbxr84JsNqJLgCYemGnZu2vtvqSgg4ZuWUul8m2FI87vqWwzqIU5edgYY43v9zuUlbf6Nqm6l4rUe3LGD9EngnU2GGyi4iIiFw8878NLmWO+Z6mDO+I5OhzXSNqjuT4UNx1WR/5/oXnJXi0n+sn9cDrD4x0e/kmYJ+f7NKR9onkv0o91Ghy6FgTEmK1rd9dc8li3cTD9XVGuzTXed1iGt0mI6+0Ra9BvmvfX7n4afUxp7K0jKI2f9303Oa/5359Yzp+ef3Seh/feSTb7aq6RET+jMkuIiIiclFltjrd12lULhOhk7IN6hEn306ICWmz15FqTZ/9/EebGtz2i98PNro/lcp13q/1u87iptlL5fvD+7XDDZN6NKOWrtQqCW8+NLLBbTbuSW/Ra5BvKik348m317mUn0hv+2RX+9j6Y/Wdx8e6lN12SS8A9oUrbrq4/piY+eqKeh8jIvJHTHYRERFRo757+RJvV4GaKchQMzVrYkxwm73OdbVGWDWWDHAkUcefn4Su7cNg0Knx46vT8PULU+Rtnrr1fAzr206+v/dYDl7+bIvTfh68dkBrVB3dOkQgOd4+99iztw/Fdy9fgp9eqxkhs2jd8VZ5HfItv21w7vfR1QttnM4qafPXLimzz5N46YjOLo+1jw3Bx8/aJ8kPC9Hhzul9cPnorvLj14zvjo+fnYhfXr8U7z4xFv9+eLTT86c98rPLDxlNUVhSCSHqmWyPiEihOEG9H9BoNJgyZUrAra5A1FKMHSL3/jpT6HR//qxRTqvsMXZ8Q4TJgEduHIQQoxZajbrxJ3gopNa8bR3bhQIAzBYrlm85hXe+2wUAePq2IUhJipBXjpt6USd0bR8uP09tqHl/9ewYiZSkCHlU1VPv1KwSCQAqyf2qmJ565vahyMwtw3nday5rTEmKwKG0/FZ7DQfGjvJl5pXhsyUHnMqM1Ynjn1YfQ1FpFR64dgDUbkYgtoYDJ/IAAH26ROOuy/riby//gTPZJZAk++it6HCjfMli3dVPHY8DQPtYk9sE1R9b0jB+SDJe+WwLeneOckqWubN5Xwae/2gTJgxJwgOtlGT2FOOHyDOBGjsc2eUnysvPzQoxRP6GsUPkKrPWPEULnp6ALrWSEg6MHd8wemB7DO4Z1/iGLTSyfyIA+8iuiioLrnpqsZzoAoAXP96MW+b+Lt9PiHYeaSZJEhY8MwHvPjEWYSF6hAbr6n2t0YM6tGrd46OCnRJdAHDTZPvlYB3iQlBRZUFl9WiYrQcy8efell3ayNhRtsMnXZOcBbUWVlix9RQue+wXnGyDSxpLy80oLbeP7IqJsCet3n58LO64tDfeerRm0QlJklwSXe5IkoR5My90Knvn+914bsGf2LQvAx/VWQDCnde/2AoAWLY5zaNRYa2N8UPkmUCMHSa7/IDFYsHKlSsDbnUFopZi7BC5t25nzaTgsZGuK9YxdqiuuKia98nVTy2GzdbwJU/uRmbFRgShfaz9kkK12vUUNdioxaQLknHV2G4trG3jwk32xRhyCipw9VOLcdWTi3A2pwRzP/wTL368GbmFzl8ahBBYt+sMsvLtE/Rn55fj5c+24PhZ51GSjB3lqzQ7903/7jG4zM1qpPe/vrLVXzs9p+aHhqS46lhQSbhsVFckxYd6tM8+XaLx7O1Dncp2Hs6Wb2fnN/wFuLyyJsHV3NVUWxvjh8gzgRo7THYRERGRrLTcjDU7zwAADLq2u/SN/EtLJ4t354lbBjvd//DpCbj/6v7oUJ0EaEvh1YsxlFfWfDG4Z94f8u0vlh6E2WJFVl4ZzBYbUjel4ZXPtuKOF5YBAN76difW7zqLh95c1eZ1pdb17292yrfvmt4HT95yPmIjXJP+gP1y3da0YY/9h4bIUD102tb7/B3SO77ex25/IdXpcsfjZwux4Je9KCk3I7+4wmnbuslbIiIlC6yLNomIiKheRaVVuPGfv8n3R1VPykzUGI2bkVj1ef+p8U3abnjfBAxMicX2Q1kAgCD9uTttDQ3WwajXOCW7alu2OQ3LNqfJ9+NrjWwrqzBj77EcAEAjA9xIYRzvNYdLR9pHdAUbtRjWt53L6pxXPLEIC+de3Cor1R4/W4hv/zgCAPLcdq3p8ZsH49XPt7p9rKi0CmEheggh8MAbqwDYE72//3nSabvPfzuAC/q0c7MHIiLlYbLLTwTaZHNErYWxQ2QnhHBKdAHAPZf3q3d7xg41ZuHci7H7SA5eXVjzBfv/XpoKYxOTViqVhLl3D8OB43nQaCSo2mhC8Ppeu75ElzsZuWXy7dNZJTBbbfVu6++xI4Ro0nxSSjT7/Y3y7XuvdP78+8eMIQCAQyfz8Oh/1srlS9Yfx/WtMLLx08X7W7yPhozon4iT6UX4Zvlhl8eyC8pRUFzpdGlm3UQXAPTrEt2mdWwKf48forYSiLETeC32Q1qtFlOnTvV2NYh8DmOHqMaRUwVO9yddkAytxv1oHcYOufPmQyPx8Pw1AIAHrx2AsBA9LuqfgN82RmPPsRw8fMPAJie6auvZKbK1q9oknRJCcfxs8ychP5NdgtqL4NVO/vhb7Bw6mYcNu9Ox43AWikurUF5pgdUmkBRvwgV92qF35ygEGbQIC7EvOFBYUoX4qCAYdK7vg9zCcuw6koMt+zOw60g2QoLso+sSooPRMSEUvTtFITLMgHZRwfUm0xyX43mSbLPWGYY3ZXgnt9ulJDu/H79MPdQqya5tB2tGld11WZ8W78+dmyb3dJvsmvWv1U16/qL1x7HtUBb+9+Q4ryQ0/S1+iM6VQI0dJrv8gM1mQ05ODqKjo6FScRo2oqZi7BDVyC9ynpvFsRKYO4wdcqdbhwj8+sZ0pzJJkvDSzAthttjqTZ4q1fP3DMfCpQdRWm7GzsPZKC6ratLzlm484XS/uMwsry6p9NgpKK7E7qPZsNoEbDYBg14DvVYNnVYFlSTBJgTOZpfiVFYx9h/Pw9E6SXKHw2kFOJzm/jHAfpmozSZQVmlB1/ZhOJFe7LLSX3GZfVXCv84UYt2umkUzdFo1QowaaNQq2IT9crsQoxYCQE5BOXQaFSxWgctHd0FSnAnhJj1yCytwKC0fh9PyUV5hgUolITRYByGA0gozbDaBvDqfgQ159o6heH7BJvl+SVkVQoLqX0G0MSV13ltdEsM93ldjvnphCp59bz2Onm7a/FsDU2LRt2u0PPIsPacU2w5mnZNVXutSevwQKVWgxg6TXX7AarVi48aNmDJlSkC9eYlairFD/iArvwxBBi1CjK6r2zXHkdMFTvfVDcQEY4eay9cSXQAQFqLHfVedB8A+p9HyzWkYOSARH/68F+t325MvL993EZ58e53T8/Yfz3O6n19UISe73vxyO1bvOIN+XaMQEqRD58QwDEyJRZfEcJitNug0KthsAvnFlSitMGPfX7koLK5EaYUFhaWVyM4vR1K8CTHhRiREhwCwX3JpCtIiMsyAmPAgWK02CABVZitUKglnsktwNrsEVWabnLCz2gS6tg8HAKRlFOHgyXykZRThbE6p06i0xmjUEi46LxF9ukSjU4J9tUCjXoO9x3Kw9UAWjp4ugMVqf93a+y0qrUnu1E6KtYsOxuCecejVKRJhwXoUlVbh2JkCHEkrwKG0fJRXWlBltiKvTmKstNws366osj/mmP/KE/NnjWrw8SG94vH4TYPlS3T/3JuB8UOSPH69O15c5nRfrW67UVMhRi3+NWs0Nu/PcErY1UendY3duR/+6ZLYPhd47CHyTKDGDpNdREREPiq/qAJ3vLAMwQYNvn6xZcPTv1nmfGlLn85RLdofkT8JDdbhijFdAQBP3no+Pvx5L0zBWvTuHIUFz0zAG19sQ1pGMUpqJV0c8ooqkNzOnghavcO+0unuo7kAgA2707Hwt4PytmqVBCFEgxPb7/srt7Wa5VZMhBGJ0SHyvGUVVRaUlJtRWFIFlWQfwdcpMRShwTqMPz8JUWGuo0A7xJkwudZlgGaLDWaLFUa9BgUl9qTdmewS/HWmEJ0SwpAUb0JCdDCCDK5J+wvPS3Daz8mMIpjNNpRXWiAgEBqsQ1m5BSq1hPAQPY6fLcSaHWdQUWVBTkEFKqosSIgOQUiQFkN7x8MUpEN6binUKgmmIB0MOjX0OjWMeg26tA9v8mILw/rVTNSemVfWwJaNK6uomR9uzKD2SEmKaNH+mmJIr3j07BiJAyeck7Mj+ifiZEYR0jKKAdgTefdf3b/N5xQjImptTHYRERH5KMeXlNIKCw4cz/N4biNrrcm0+3WNxnUTU9Cjo3fmSSLyBXdOr5lTKTYiCK/cPwL5xRW4Zc7vLtvmF9svjxO1hjZNGZ6McJMRu45k49DJfFiqY9Axb5RKJUGnUSEuMgidEsMAAUSFGVBeacHZnFIEG7VIyyiGxWqDKUiLrLxyFJS4X8HPFKSD2WJFj46RiAk3oqh6bq3s/HJYhUDnhFCEGHXolBiKC/sluE1etZRWo5JH90WYDIgwGdA9KQJjBnVo9n4cI9Lq0yHOhJED2n4lWY1ahavHdcO3fxxBbmF5q+334RsGtdq+GqPXqV3KBveMxazrB+KKJ34FYB8JFhaix69vTMex0wV4qHp+r5ZeuklE1NaY7PIDkiTBZDL57Mo3RN7C2CFf9+XvNSNCHn9rLX55/dImv59f+3wrzuaU4LUHRjotR3/9xBT0aWTFLcYOkasIk8HpfrcO4ThyqgD/+moH+nSJhl5bk1i4ZUpPBBv1uH5iCkrLzSgtN8Og16CiygKNWoWwED3UzVx90myxoqzCAiFgH/EUpEOVxQaDTs1YbSPR4fbEoLsRfU1lttT82PDfR8e0uE7N8dSt5+Pap5fI92+Y1ANjB9svx3zt7yPwyeL9ePiGgfLjnRLC5Nu5RRXnPNnFYw+RZwI1dgLngk0/ptFoMHbs2IBcTpSoJRg75KuEEDh+thAnqy8zcTiTXdKk55eUVWHNzjM4eroQR08VYOOedPmx2IigRp/P2CFqXL+uNUnjO15YhrTMmngNNupr3dYiNjIIocE6xEYEITLU0OxEFwBoNWqEhegRbtIjwmSAWq2CUa8JuC8355IpyLHKpPtRdU1RVlGTKOsQZ2pxnZojyKDFgmcmwKhXY+SARFw/MUV+rEfHSLx830VOxwSVSkKHOPtccQXFnrfZUzz2EHkmUGNHUcmuOXPmQJIkp3/x8fHy40IIzJkzBwkJCTAajRg9ejT27dvnxRorg81mw8mTJ2Gz2RrfmIhkjB3yRZVmK75edhgPvLHK5bGFSw+6PsGNDbWSW39sPeX0WGSYoe7mLhg7RI0z6J2/VJytTkYnRhsYO37CcRng/uN5mPbIz/Ilq83hmFw/yKDxKMnZUrERQfjmxal47KbBTdo+PMR+jKi7EMO5wGMPkWcCNXYUlewCgN69eyM9PV3+t2fPHvmxV199FW+++SbeeustbNmyBfHx8ZgwYQKKi4sb2KP/s1qt2LlzJ6xWa+MbE5GMsUO+ZsPus7jqyUVOly/W1tQVGXMLauaXWbrxhNNjTZmcmbFD5N7z9wwDANw8uSdEnVnm3/p2FwBAIyoYO36iY/XCAw51F/poCsclkDqt6/xZ50pzRv+FhdhHs335+0Gcyjy338F47CHyTKDGjuKSXRqNBvHx8fK/mJgYAPZRXfPnz8fTTz+NK664An369MGnn36KsrIyfPnll16uNRERUdub9+kWt+WTLkgGAPz+58km7aekwv38Mk/ecr5nFSMiAED/7rH49Y3puGZ8d/Tu4n5FU1PjgyfJR9S97Lu0kbm7Dqfl4+55y50mtP9zr32krTcuC/RE7QUM1u0668WaEBE1THEXbR45cgQJCQnQ6/UYOnQoXnrpJXTu3BnHjx9HRkYGJk6cKG+r1+sxatQobNiwAffcc0+9+6ysrERlZc0BpKioCABgNpthNtsPSiqVCmq1Glar1Wl4n6PcYrE4raKjVquhUqnqLXfs18FxfazFYmlSuVarhc1mc8q+SpIEjUbjUu54bt1MrS+3yVFeX93ZJrapNdrkUHv/vt4mf+wnpbUpt7ACeYVl6JQQ6lR+LtrkzqUjOiE0uGaS4D/3nsUFfRIabNP+v3Ld7mtIrxi5zY21CaiJHSX2k7u6+/p7j23yrTb1TA7Hk7cMwsufbXNuh7omdnytTU0pD7Q2JUQH42xOKQBg1fbTePDa8+pt0yP/XgMAmPFcKn54eQp2HM7Gt38ckbepXU+l9tO4wYn4ec0xAMCW/em4fmLKOesnx+NCCAghAv69xzaxTU1tU+3YaWpbld4mrbbxqxkUlewaOnQoPvvsM3Tv3h2ZmZl44YUXMHz4cOzbtw8ZGRkAgLi4OKfnxMXF4eTJhn/JnjdvHubOnetSnpqaiqAg+y8ySUlJGDBgAHbv3o20tDR5m5SUFPTo0QObN29Gdna2XN6/f38kJydjzZo1TpdRDhs2DLGxsUhNTXV6w4wZMwZGoxFLltSseAIAU6ZMQXl5OVauXCmXaTQaTJ06FTk5Odi4caNcbjKZMHbsWJw6dQo7d+6Uy6OjoxETE4O//voLR47UHDB9uU0xMTEYPnw4jhw5gkOHDrFNbFObtGnkyJEICQnBsmXL/KZN/thPSmvTnS+ugtUmcPX5gOMH7nPVJglA7QujenaMRO/YEuw+UtOmlZuP4YI+CQ226ehp5xMaABjTA0591VCb8vLsc7U4YkeJ/eSP7z22yTfbdOdI4MM1Ne3rlWCPHV9uE+B//eRpm+6f3hH/WFAzh/BNs39DeZXAC7d2xV/HnM/La7t1zhLUnuIrKUbrVB8l91O3WOBIFmA12wcTnOt+slqtqKioCPj3HtvENjWnTREREbBarUhNTfWLNk2fPh2NkUTtlJnClJaWokuXLnj88cdxwQUX4MILL8TZs2fRrl07eZu77roLp06dwtKlS+vdj7uRXR06dEBOTg5CQ+2/zDM7zDaxTWwT28Q2NdYmSaXG5Y//CgBoFx2Etx8d3eI2ncwowi9rj+O6Cd2REBPaYN0vf2Kx0/5/ef1SWK1WCCFw4+xUlFdaXMrrtmnl1pN486udTvsJN+nx0dPjnMp8uZ/88b3HNvl2m654suYL0w8vT/GLNvljP3napkMnc/H4WxucnnPReQl4+Pr+8v0lG07iw1/qX1hr3r3DkJIcoZg2NdRP2w9l4YWPt6JTQij+88gYn+knf3zvsU1sU6C2qSkjuxSd7AKACRMmoGvXrnjsscfQpUsXbN++HQMGDJAfnz59OsLDw/Hpp582eZ9FRUUICwtDYWGhnOzyZVarFUeOHEG3bt2gVntvcksiX8PYoebadjATcz74U74/tHc8nrl9qMf7s1ptuKw6eda7cxRevu+ierc9kV6Ev7++0qns1zdqftVa8Mte/LTafmnJlWO6YsYlvV32cTqrGPe+skK+/9Or03A4rQBdO4RBq2l6DDB2iJrnqqcWobLK/sXgtbtSGDt+xmK1yT+E1Pbjq9NwKrMYy7ek4Zc1f9X7/GCjFl+/MKXex5Xm+NlCpxWB77/6PEy6oGObvy6PPUSeCdTYUdwE9bVVVlbiwIEDaNeuHTp16oT4+Hiny42qqqqwevVqDB8+3Iu19D6bzYZDhw45ZUuJqHGMHWrI2p1ncNPs37D3WA4AwGyxYV+dua427cvAtEd+9vg1HPOeAHDZd20l5WaXRFddUy/sJN/+fuVRbD+U5bLNgjqjCtRqFXp2imxWogtg7BA1l1FXM3MIY8f/1LeK7dwP/sQDb6xqMNEFAJ/OntQW1Woz4SF6p/uOlUbbGo89RJ4J1NhRVLLr0UcfxerVq3H8+HFs2rQJV111FYqKinDrrbdCkiQ89NBDeOmll/Djjz9i7969mDFjBoKCgnDDDTd4u+pERORHikqr8OrnW1FYUoWn3lmPU5nFePy/a5wmEq4tv/bEK00ghEBJuRnfrzwql8VEGOvdfletObmG9o7HU7eej4VzL3baJjrc+fmz39+Iumq/RmJMcLPqTESee/iGgQCA26b29HJNqK3876lxLmU7a3121+fT2ZOg1/rWSIvQOskuADh0Ms8LNSEiqp+ikl2nT5/G9ddfj5SUFFxxxRXQ6XT4888/kZxsX1L98ccfx0MPPYSZM2di8ODBOHPmDFJTU2EymbxccyIi8idrdpx2uj/z1RU4erqw3u0378sEAKRlFOGr3w8iv6jh5NdrC7fh+meWoKi0Si7Lzi+vd/svlh6Qb5dXWjC8XwLC6nzZ0KhVeOPBkS7PLSypxHVPL8ZdLy3DbxtOyOWv/t11WyJqGwNSYvHtvKmYNqJT4xuTT0qIDsGD1w5odLurxnaTb//6xnREhhraslptQq2SMKJ/olPZqwu31bM1EZF3tPlqjNu2bcOgQYOatO3XX3/d4OOSJGHOnDmYM2dOK9TMf6hUKiQlJUGlUlTukkjxGDt08GQetuzPxI2TekClkgDYR3X978c9DT7vs9mTEBFqkC9hfOvbnVi07i+cSC8CAGw+kIl/PTSq3uev3XnGbbnVaoO6zuUwZ7JLcCqzRL4/qEdsvfvt1iEcA3vEYvtB+yWMZosVz/5vA0orLCitqJl49J7L+yI0WNdgGxvC2CFqPoPOPnkvY8d/jR+ShPFDkuq9vH3c+R0wZXgn/LzmGIb0jj/HtWtdD1zTHxcPS8bzCzahosqKrLwynM0pQUJ0SJu9Jo89RJ4J1Nhp82TX5Zdf7rTMJLU+tVrtNGk/ETUNY4ce+89aAMD/LT8sl9We+6o+dUdVAZATXQBw9FSB02PllRYs/O0Afln7F66fmFLvfkvKzS77nv/Vdqf700d1rff5kiRhzp0X4MonF8FssSGvqBLHzxa5bGeztWxtGsYOkWcYO4EtJTkSMRFGfPHcZBh0vnXpYl0GvQb9usbg5sk98cHPewEA98z7A5OHd8RNF/ds0Q8q9WH8EHkmUGOnVZJd11xzjdtyIQTy8nj9dluzWq3YvXs3+vXrF1CrKxC1FGMnsNW+hLC2uokqdxyjwPp1jcbuozlut5nzwUacTC/C/df0x/aDWfhlrX2C4q9SD9W734170nHxsI5OZQdP5su3v503Ferq166PJEmIDDUgM68MGTmlbrcx6Ft2+GfsEHmGsRMYJg/riN82nsDlo7ticM9Y/LLmL/TqFIWJQ+1Tsxhb+BmsJCFBzkmt3zacQHZ+OWbfeUGrvxbjh8gzgRo7rfJJu3z5cnz++ecICXEetiqEwJo1a1rjJagBNpsNaWlp6NOnT0C9eYlairET2N780v38IofS7MmlZ+8YiuWb07BxT7rT4//30lT59jO3D8U1/1jsdj/bqi8lnPPBnw3WY2jveGzalwEA+PaPwy7JrtoMuqYdthNjQpCZV4aNe9NdHhuYEovRA9s3aT/1YewQeYaxExhmXnUe7r2yHyTJ8cNIjJdr1HZ6JEe4lG09kNkmr8X4IfJMoMZOqyS7Ro8ejZCQEIwa5To/SSAOlyMiImXLyiuTk1H1iYsIwvSRXZySXT2SI5x+kW/pr/P9ukbjwesG4IZnf7PXq84k9ULUXG740HVNP55Wf7/C4vXHncrnzxqFLu3DPassERE1mSPR5e8SYkIwdnAHrNh6yqncZhPyKGgiIm9o0QxlxcXFAIAffvjBbaILAJYuXdqSlyAiImp18z7b0ug2IUFa9O4chQXPTECQwZ7UumKM63xZsRFG+fZ7T47DuPM7NKkOT956Pl6890KYgnTo2iFcLi8pq7m8srTcLN/ulBDWpP0C9hUY63r+nmFMdBERUaubdf1Al8sWyyrM9WxN5N7anWfw3Yoj3q4G+ZEWJbtGjBiBjIyM1qoLeUilUiElJSXgVlcgainGTmCqNFud5uV65MZBuGJ0V1xSZ2L6YIMWABAbEYRPZ0/C24+NwbC+CS77cywjP6hHLBJjQnDjpJ71vna3Wkmt6LCa5ebn1PqScN9rK+TbtVdQ7JzY9GTXXZf1dbrfpX0Y+nevfxXH5mLsEHmGsUP+anDPOPz6xnT5flGZ+3kxW4Lx478sVhte/XwrPl28H8fPFnq7On4nUGOnRa0dPHgwhg4dioMHDzqV79ixA1OmTGlRxajp1Go1evToEVDX3xK1BsZOYCoqcT4B75Ecgdum9cYd0/s4letrrZRl0GmQFB/qdn+Th3fCSzMvxKzrBwIAIkNrVlOcMCTJadsjtZJs0eE1I8Jqr8CYV1QzKquguAIAYApq3qpWiTHOc2jGRgQ16/mNYewQeYaxQ4Hinnl/OF2K3xoYP/6rpKxmJOCni/d7sSb+KVBjp0XJrg8//BC33347LrroIqxbtw6HDx/GNddcg8GDB0Ovd12WndqGxWLBhg0bYLFYGt+YiGSMncBUXOvX5pfvuwjxUcEAAI3a+ZDYnPlW+naJlhNWarUKV4/rhvO6RePv1/THvx4aha7tw/D6AyMwdnDNJY7hJoPTPh68tr98u7CkEtMe+RmP/metS52bonbyDABCjNpmPb8xjB0izzB2KJDkFVW06v4YP/7rw5/3yrcbm1OVmi9QY6fF49hmz56NRx55BBMmTECfPn1QXl6OLVu24Mcff2yN+lETCCGQnZ3d6r+eEPk7xk5gKiq1j5xKijehd+cop8eundAdADCsb7sWvcYtU3rhhb9dCEmS0LVDOP41azRSkiNx7xX9YNRrMKxvO6jrTNw77vwkuWz1jtMten3AfkmJg9XWuu9xxg6RZxg75O+evWOofDu3sHWTXYwf/1X7vCcspHmj2alxgRo7LUp2paen44EHHsDzzz+PXr16QavV4rrrrsPAgQNbq35EREQey8wrc5kkt7D6MsbQYNeTqesn9sDrD4zAYzcNbpP6GPQafP3CFDx16/kuj0mSBFN1nUrLnX95c1wi2RwDU2rm6Lrkok4NbElERNQ6hvSKlxddeeTfa/DXGc6/RA2rvRgPYD9Py8or81JtyJ+0KNnVuXNnrF27Ft9++y22bduGH374ATNnzsQrr7zSWvUjIgURQqC8MrCGv5JvKiqtwtVPLcKdLy7DP95dj7/OFMq/ZmXklQJwP4+VWiUhJTkSWk3bTeCpUkn1XiJZUGwfdfbl785zYQ7oHtPs17nkok648eIemHRBMjonhjf7+URERJ6IrHWZ/oNvrgq40STUPJv3uy54t+DXvbC18qh0CjwtOpv/+OOPsWPHDkydOhUAMGnSJKxcuRL//ve/MXPmzFapIDVOrVajf//+ATfhHJ17b3+3Czc8+xtOZhR5uyqtgrHjv35afRQVVVYAwLHThXjwzVW49NFf8P2KI1j4mz2RlBAT7M0qNovJzSi0xkiShOsmpOD+q/u7XDLZUowdIs8wdigQ5BaVO92/9NFfkN8K83cxfvxTUWnNvKT9ukYDADbsTseyzWneqpLfCdTYaVGy67rrrnMpGzhwIDZs2IBVq1a1ZNfUDCqVCsnJyQG3lCide7//eRIWqw0f/LTH21VpFYwd/1Ve4X4E4ie1VvjpEGs6V9VpsmvHd3cpe2nmhS6T53sbY4fIM4wdCgTH3Vy6uGp7y+eiZPz4nq+XHcK0R37Gu9/vqnebvOq53S4d2RntY2tWk16/60yb1y9QBGrstElrO3bsiPXr17fFrskNi8WCFStWBNzqCuQ9jhEzvo6x41/e+GIbpj3yM46dLsDBk3mNbn9+r7hGtznXbprcE3GRNZdXXjW2G/p2ifZijdxj7BB5hrFDgeB/T413Kfvo1304cLzxY3NDGD++54ul9tH0SzacwGdLan5wPHqqAFc+8Ssue+wXnMkuAQBEhRpg1GvkbZLbhZ7byvqxQI2dNkvtRUREtNWuqQ4hBIqLi3k9PLWp/cdz5dtWq82LNWk9jB3/IYSQfzV+6F+rcfR0wxPiXjqyM7QaZQ7lrp3sGjkg0Ys1qR9jh8gzjB0KBPFRwfj1jeno1SnSqfzxt9a2aL+MH9+y769cp/vf/nEEAJCWUYRZ81ejymKD1SawaZ99zq7IUAOmj+oib//T6mM4frYQhSWV567SfipQYyewxrERkceeeGudfLuxRALRudbc0YY3TurRRjVpudum9ZZvR4UZvVgTIiIiz82beREu7JfgVOZYiIX837+/3uFSVlxWhfteW+l2+3CTHhEmA268uOYc7YE3VuGm2Us5WT15RNP4JkQU6P5v+WGXMptNQNXKk14TeWrn4Wy35bdM6Ylx5ydBq1GhpMyMN7/chh4dIxFk0J7jGjZdl8Qw3HhxD0SHGRDqwcT0RERESqBSSXjg2v5Yv/usXPb9yiO449I+XqwVnSvtooORnlvqVLZhd3q92zsuYVyzw3Wurr1/5aBfV/crU3/w0x7YhMDdl/Wtd7VrCkwc2eUH1Go1hg0bFnCrK9C58/lvB1zKTmcVN3o5o9mi7Lm9GDv+46VPNrst16hViAw1wBSkQ7voYLz2wEjFn2Q7VlEcPyTZ21WpF2OHyDOMHQo0QQYtYmtdnv/T6mMwWzybDoPxo1zHzxbijheXIbfQvhJnRaUF2w9lAQCmDO8IncaedmhoRfdOCWEAgCtGd3V57C83ix4AQElZFX5Z+xcWrTvuklhzsHJUWMDGDkd2+QGVSoXY2FhvV4P8VH0JrfteWwmNWsKPr17q9vHf/zyJt77diXZRwXjm9iFIilfeJJOMHf+hkgB35zIThyo3YeTLGDtEnmHsUCB65/GxuOrJRfL9FVvTMOmCjs3eD+Pn3KoyW5GRWwqDXoMqsxWhwXpo1BLO5pTi2OlCZOaVorzSgpIyszxv6oznUvHrG9Px9bJD8n72/pWLmIggnMkuwa9r/5LLn7z1fIQYtXjmvQ2YPKwjdFp7IqZTgut3hvwi95e/vrZwm3z72KlCJESHOD2+dscZvLpwK8JCdFg4d7LnfwwfF6ixw2SXHzCbzUhNTcXEiROh1Sr30hzyTQdP5su3n7ltCF74uGYEjcUqcPxsIR54YxUA4NuXpsJQPQT5rW93AgDSc0tx32sr8esb089ZnZuKsePbDhzPw89rj+GOaX3kRJdKJcnzOlwzvjuCjezXtsDYIfIMY4cCkV6rxgv3DMcz/9sAACivbP7I/7SMImw9kAFNyWFMvnhSs+MnK78MlVVWCCEQGWqA0aBFdn4ZisuqoFGrYLbYUFRahUqzFVl5ZQgyaHFBn3iEheibXdfWVlRahb3HcqDTqmETAn/uSUdmXhmG9o5Hl/bhiAw1IDYyCCoJ8mV8lWYrhE3AJgTOZJfAahXoEGeSz4sqKi0wW21QqySUV1pwOK0Af50pxI7DWUjPKYVBp0ZOQbnbHxKbovb3h2F92mHdLudLE9vHhsjzuX3yz4kIr/V37pwYhsnDOyIzt0weHfbDqqNOc5o6OB4HgPW7z2JEnYV9Xl24FQBQWFKF0nIzgo1aCCHw46qjSIwJwdA+7TxroI8J1GMPk11+ItCWEaVz58Of98i3h/Zph2sndMc3y2rm8HIkugDgu5VHcNPFPeUhzLVZrDZo1Mq7cpqx47ueemcdrDaB/bVW+xmYEoutBzIBAKMHtvdW1QICY4fIM4wdCkTndY/BiP6JWLvzDHIKXM8TG1N7UvNFe1chPMSA3MJyZOWXQ6OWoFGr0CHOBJ1WjeKyKgQbtNBqVBDC/sOrJ6/54c9qDO+XALPFBq3GnhCLCjMgr6gCxaVV0GnV6NUpCuWVFuh1aoQYtbDaBIINGmTml6HKbENSnAmVZisiQw1IzynF2ewSlFdZUFZhgUol4UxWCU6kF8GgU6NddDAkSYJRr4FaJSE63Iiz2SU4eroAFqtr1mn30Rz5tlolwWoT0GnVUEnuF+7R69RIjAmB1WrDqcziBhNZRdVXBDrarVFLch1Cg3UIC9EhKT4UYcE6qFQSFq07Lj83I7fUaSXGEQMS8U2d+X/P7xUv3667GI8kSZh55XkAgBc+2iSv1uhOv67R8t+hsem6rntmCb5/+RKczirBx4v2AwB+eu1SqANkDuJAPPYw2UVEDTqZUex0f9LQjk7Jrtq+WXYYl43qihnPpbo8tvVAJi4IkF9P6NxwzMGQX2tlp4dvGIjs/HKoVRI6xJm8VTUiIiKqo3tSBNbuPIP8oooW7Sc9pwzpOWXyfYtVwGK14sipgnqfo5Lso7/VahUqqxNBkgSEGLWoqLJCr1XDahOIMOlRZbai0mxFcZkZK7aearAuDSVimqOiyorjZ+ufzyrIoIFeq4Zep0bX9uFoH2vCtoOZyC2sQF5RhXxOVGV2n+TSqFUoLTfXO/dVaLAOvTtHYWBKLNrH2i8FjA43IjYiCFabDVqNGmaLFWUVFoQG61wmgr90RBfcPW85AOCul5Y7PZYUZ8KkC5Lx+58n5bIJQ5Ka8FcB7pzeR/4bmy1WaNQqp9eu3d51u87icSEgSRLyiyqw91iuy/4enr8at0zpJd/ffjATwUYtNu/LwI0X94BWE1hzWvk7JruIqEGOSUTHDu4AAIiJMGLh3Itx0+ylbre//pklbstf/Hgzvp03FQYdP3aobYQG62AKsv8jIiIiZYkKNQAA1uw8gweuGwC9tmmJhboLHt13ZV+EhthXLI4INUCnUaPSbMHBE/kQQsBqE9CoVaisso+eahcdjJTkSBh0akiShLIKM3ILKxAVZqh3dWYhBHYcysauI9nQalUoLq1CVn45osONiDDpEWHSI7ewAuk5pUjLLIZGLSHEqINNCFRWWaHVquTL5mw2+6WEcZFB6NYhAmHBOhgNWpRVmBEfFQyjXoNKsxWmIC0KS6qQlV+GI2kF6NI+DO2ig5EYE4JuHcJdEkw3Xtyj+u9jQ3ZBGUrKzAgyaGCzCYSF6KHVqGC1CZiCdLDZBE5mFOFMdgmC9FpEhhkQHxUElSTZk4Aqqd6VDFUqez9pNWqEhbjvs/ioILflky5IhiRJGD8kSU52zbyyX5N/kIyrtbjBFU8swtXjujklq8oqnUcr/f31lfjXrFG4Ze7vbvd3MqMYH/68V77/3IJN8u3VO87g/afGQ6tR3pUo5Bl+6/QDGo0GY8aMgUbD7qTWJUTN+OZrJ3SXb4eF6NEhzoRTmcXunlavDbvPYuzgpv2Scy4wdpRPCAGbTUDt5hLY8BA9CkpqRnXddkkvl22obTB2iDzD2KFAZgquSSz974fdeODaAU16XnatSxDfe+wiJMRFuk3MtI9tWgIlyKCtN8nlIEkSBvaIxcAeyp/UW6tRuUzMXpdKJaFTQpi84mFrqy9RNqp6SonEmJr6XTyso8f7/faPI3Kya9fhbKTVuQLlZEYxMnLL0JD6Vm3MKSjH319fgdsv7YMhtS6z9AeBeuxh2tJPGI3GxjciaqbacwFE17me/vUHRqBju4ZXWBzYIxZjBtXMm1RQXImtBzKbnSRrS4wdZZv36RbMeD4VRaVVTuVHTxU4JboAuE2IUdth7BB5hrFDgar2ojFNnfg9t7Ac98z7w/6cYB1io5S3ujfZDe4Z51LWu1MUAMAUpMO7T4zFR89MrDcxVp+QOosNvbZwK/Yey5EXPACAK0Z3lW/P/3p7s/Zf25nsUjy/YBMOp+U3vrGPCcRjD78Z+AGLxYIlS5YE5KRz1HZOZhThmfdqDiK6OkPNgwxavPHgSAzv1w6d3fxKdOF5CZh71zDccWkfuWzHoWzM/fBPzHx1RdtVvBkYO8q3cU86CoorsXj9cVhtAuWVFrz3w27Mmr/aZduhvf3rVzglY+wQeYaxQ4Gsa/tw+faidX81uv33K444zQNbWFrF+FGwe6/o51KmqjX5e/tYE2Iimp9weeOhkU731+w4g6feWe9UdtmoLvLtw2kFTo89csNA/PjqNFw7vjuaaunGE82up5IF6rGHyS4icuvzJQca3UanVeOpW4fg34+MRtf2zgmvx28aDMD+y920EZ0BADuPZMuPp246iT3HcpwulSSqrfZ748vfD+Kyx37BNf9YjMXrj7tse+vUXo1ekkBERETeI0kS7r+6PwD7hOyNjZ75etmhc1Arai2xkUFYOPdi+b6jr1sqIToEL993UYPbBBndnwNeOqIzRg/qAI1ahakXdgIAhIXo8Mvrl+L1B0bUu78/tqR5XmFSjMC6aJOIGiWEwOG0fKfVZW67pHejz5t95zB8sngf+neLwehBHZweM+hcJ7P87//tBABo1BJ+fPXSllWa/FKlmxWF6hozqD0evmHQOagNERERtVTticxfX7gNHRNC8cQt50Otcr20raLK+TxgYEoMgGyX7Ug5al+e6u7831O9O0c1+Lheq8agHrHYdjBLLvvhlUucVleMCDXg1zemy/dTkiPr3Z9NAEdPFziNRvQGq03g7W93oluHcEwe3smrdfFFHNlFRE5WbT+NR/+z1qns4mHJjT4v3KTHQ9cNdEl0AcCOQ1lunmFnsQpk5TU8kSQFphPp9S/B7dCnS/Q5qAkRERG1huT4mjm30nNLsXFPOo40YX6kEf0T8diNA9uyatRKpo3ojJSkCFzQt12bv9bdl/XF9y9fAgB44pbznR6rneiqz8wr7ZdeXjW2m8tjqZtOOt1fsTUN2w5melpVj2w7mIllm9Pwzve7ncr3HM3BlU8uQkY9k+2THZNdfkCj0WDKlCkBt7oCtY03v3Se1PG6CSktvjxsaJ+GD3Z3vLisRfv3FGNH2T74aU+j26iaOckptQ7GDpFnGDsU6MJNevRIjnAqs9oEsvPLsfC3A8gtLIfFasMbX2xz2ubRGwchOEjP+PEBd1/WF68/OBJ6beuN7AKc5+VymDA0SZ5X2KjX4MJ+Cc3a5+ThnfDVC1Nwy5SeLo/9tuGEfKntxj1n8a+vdmDOB3/CYrV5UHvPlJSZ5dtmS83r/uPd9agyW3HXS8sBAMVlVdhztP7pYQL12MNkl58oLy9vfCOiRrj7gLzx4h4t3u9YN6O96rLZvDN3F2NHuWpPMOruBAcAmOvyHsYOkWcYOxToYiODnO7nFVbg9hdS8c3yw5jxXCp+33gCq7aflh/v2yVanuic8RO47ri0D35+zXnqE4POOXlz12V9MLR3PJ6/Z1iT9xti1EKSJNw1vQ+6dQh3euzNL7fhlc+24KVPtshlBcWVOFdqfz86eDIPAPB+nR+DT6QXYd4nW/CPd9dj4dKDTo8JIeTkXCDGDpNdfsBisWDlypUBt7oCNd/2g1k4fraw3sfX7DjTJq8bFWZodJsDJ/La5LUbwtjxDfFRQbjj0j7Q15r74bZLeuPCfgkYOSDRizULXIwdIs8wdojgsor3qwu3Ot1/78eaL/OmIC1evHc4AMYP2Vd3/M8jo3HJRZ0wb+aFLo9HhRnxzO1D0b97bLP3fenILnjzoVFOlzSeyS7Ful1nnbY7l8muotIq+fY/3lmPjNxS/LrWeSXTw2n52HMsBwDwf8sPOz02/+sduHn2UmTkFgdk7DDZRRQgMnJLMfuDjXjgjVUoLqtyu81Pq4863f/fk+Na5bXVauePmq9emIJrJzgv//vk2+tgPYfDgncdzsbjb61HTsk5e0lqhvLKmoPx/FmjAQBvPGhfenpwzzhcMaYrnrz1/CbNx0BERETKccmIzrigT3yTtm0fa4LEYdxUS6eEMNxzeb82m7f11qm9EG7S1/t4QUlNsutsdgkOnWy7H+zziyuc7jsuW6zNseiXQ+3RYCu2nkJJuRmL159oi+opXmBdtEkUwD5etE++vWTDcVw7PsXp8dNZxTh6umbU17cvTYVB33ofEW88OBJb9mfKl0XedHFPTL2wE26Z87u8zaP/WYN/zRrdaq9Zn2+WH8LC3+zDfDOygVva/BVrVJqtOJtdAkmSUFllQXmlBR3iTFBJEsoqLSgpq0KHOBOCDFrYbAJVFisKS6qg1agQYdK7PeErKauCSiVBr9NArZJgswlIkn0lmSOn8qGSJBj1GpRWmGHUaZBdUI6zOSUoq7Agv6gC4SF6BBu1iA43olNCGKLDDXISqbzSgu2HspBfVIGC4kpUmq0wBemQGBOCqDAD8orsB2GVSkJiTAhUKglmiw1CCFSarbBYbOieFCHPp9BUuYX2odZGvRrB1ctJJ8eH4pN/TkRocP0nIERERKRseq0aT982FN/+cRifLTnQ4LYd24U2+DhRW3jxb8Nx32sr3T5We2TXPS//AQBY8MwExEYEud2+JfIKKxrfqI784gpEhRmdBhH8vOY4rhvSmjXzDUx2+YlAm2wu0NhsQp6rwFMbdqfLt4+ddr2U8d5XVsi3JwxJatVEFwB0T4pA9yTnCUkjTAbMmNoLnyzeDwBOybbWVFxWhYLiSnSIM+FUZrGc6AIAx48zZRVm2IT9un3Afo17em4pikqrYLMJ5BVVoLC4EnnFlcjKL8PRUwUor7RACCCvqAI6jQpGgwZCABEmPeKjgtGrUyRyCyvw574MRITokZFn3189c0fKNGoJarUKlXWW3Absl4TmVh/4YiOMqDLbnH5hijDpkV99ENaoVR5Nohls0CC5XSjyiyqR3kqrvJiCdIgKM6B9bAiqzDbodWq0jw1BsFGL4rIq5BVWwGK1IcigRVSYAQdP2CcErb2ENWAfnk7KwOMOkWcYO0R2owa2bzTZVXeVPMYPnQtJ8a5J1hH9E7F25xn8+5sdGD8kySmZ9MeWU7h+YorLc1oqp7D+ebb0OrXb7woZuWWICjPiVJbz5Stfbwauvtw7cyR7Cz8t/IBWq8XUqVO9XQ1qI8dOF+Chf62GUa/B/73kWT/P+tcqp/tlFWan+xv3OF+L3rNjpEev44krxnSVk10AUGW2NnsUUENyCspx2/OpAOyTVv6w8qjLNk+8vQFHTxdACMcIpWCk55Q1K1FUZbGhqsR+eWhRaRVOZhRj074M+fGsvDL5dohRC5VKgk6jgsUm5F+INGoVVJJ9XxZrzcFLkiAnyHJr/cKTle96AMyv9WtT7frrdWroNGrYhIApSIsOcSaYgnQIMmhQUFyJwpIqnMosRkFJJUorLNh/3HlIdkpyBDrEmqBSSaiotCAzvwx5RRXQqFQoKrU/x0ElAUEGLaw2G2wCqKyyorisCsVlVTiRXtTkvylgP2CT8vC4Q+QZxg5RjdiIIPxr1ijM+tdqDOwRi8dvGozrnlkCAPjHjCEY1td5NW/GD3lTaLBOvn04LR/xUcHy/S9/P4jLRnWBsZUHCzjO+2+YmIIvUw85PXbb1F5O89s5ZOSWonfnKKfvHg46nc6lzJ8x2eUHbDYbcnJyEB0dDZWK07D5m3++vxGA/XKyguJKhJv0DY70WrX9NIpLq6BWS/hzTzqemjHEZcTUriP2pWkPnshHfHSQ0woj7WNDMHZw46snthZJkvDa30fgsf+uBQD8daYQPVox2fb5bzW/GH7w0150TghzShgBwJFTBfJtm03gVKb9lxCVSoK6+rK8ru3DYArSIT46GDHhRsSEGxEXGQytRgW1WkJZhQVFpVUIC9GhosqK/X/l4sjpAkDYl9nu2TESXTuEw6jXICE62OlyxIoqS3WiS4IkAZnVBye9Tg2NWoUgvQZmqw05BeUoLjWjymJFiFGLKrMNFVUWdGkfDpVKQnpOCaw2gfAQPQqrR3t1TgyHVtP0zwWr1YYNu9ORmV+G+KggdIg12S+zbGRkYUWl/ZLMsBC907Y2m0B2QTmy8stQVm5GWmYxDDoNzBYbzmSXoKLKAp1GDaNBg8hQA8oqzMgtrMCBE3lIzynFHZf2bnLd6dzhcYfIM4wdImdd24fjh1cugUatgiRJmDAkCZl5ZRjSK85lW8YPecvEocm4elw3LF5/HIB9uo26M4ucTC9q1e8wAOTz+VGD2jsluy4b1QUThia7TXbN/3oHvl95FKcyi10es9lsARU7THb5AavVio0bN2LKlCkB9eYNBIvX/eW0CkdWfhnW7DyNz5ccwMXDOiK3sAJXjOmKru3DAdgTFW98sc1pH8s2n3S770sf/cVt+btPtM6k9M1ReyRX7YnJW8OKraec7heV2g8afbtEo31sMEpzT2LAgPNwXrc46HVqHDqZB7XaPj9Wu+hgGHQaCCGaPTnqwJSmrwJTd9nk2r8UOajVKrSPNTW4n24dai4TdbePplCrVRjhwQqHBr3G7aWvKpWEuMggxFUvMz60TzuXbepTVmF2+duQMvC4Q+QZxg6Rq9qLzTxw7YB6t2P80Ln0zG1D8MLHm/HCPcNxXvcYAPY55E6kF8FsseHh+Wuctj+dVdJgsmvD7rOIjQhC1w7h2Lw/A//9ZiduvLgHLh7W0e32lWYrKqovUwwL1uPXN6Zj2iM/AwCmXtgJOq0aP792KVZuO4WeHSPl+cMAuE10Tehtj6FAih1+iyBSsLrZ+kf+XfOh+tPqYwCAtTvP4Nc3psNqE7j/ddeJFD/4aa98+39PjcM98/5w2cbh3w+PbmGNPVN78tF/vr8Rv74xvVX2e+3Ti13KcqpHdY0amIixgxKxZMlJjBqQCK3WPlfX+b1cVwfiKkDeEWTQersKRERERBSAhvZp5/KdxDEdx2sLt7ls/+9vdtin/Yhz/XH6yKl8zPvUfiXNr29Mx/MLNgEA3v5uFwC4JLyEEPhptX3qFY1aQpDBnrZ5aeaFKCmrkn/UVqkkjDs/CQDw+E2D8erCrW7bMn1kJ8TgeOON9jM+m9Z755130KlTJxgMBgwaNAhr1671dpWIWiQrrwzTHvkZ0x75GUIIVJldJxysz5VP/Io/96bjdJ2JCOsKC9bj5sk93T4WFxmEzolhzapza2np5PvuCCFQVlH/KDEmsIiIiIiIqLXMfHUFpj3yM1ZtP+1UvutIjnx764FMp8ccCa/aXv9im7yglilIJ39v6dslGsP6Jrh97QEpMW7LH7x2AG6d4v77n7/zyWTXN998g4ceeghPP/00duzYgREjRmDy5MlIS0vzdtW8QpIkmEwmfnn3cbVXo7n00V9w5ZOLmvzcKosNL3+6pdHtgo1aXNTf/QdkhEnvtvxcqT26y2xpeqLPndc+31rvZZoO4wZ3YOwQeYixQ+QZxg6R5xg/5G3XjO/epO3e+GIb9v2ViyfeWovisiqnlRvnfviny/aizlLta3ackW/XXZm8PiFBrpPPD0yJxbjzA/c7jyTq/mV9wNChQzFw4EC8++67clnPnj1x2WWXYd68eY0+v6ioCGFhYSgsLERoqOuyor7k4Ik8bN6fgdBgPY6dLoDNJtA+NgShwTpsP5SNzLxShATpYLPZu1mlkqCSJOh1alSZrcjOL0el2YLQYD2sNhvKKyyICjci2KCFUa9BkEGDju1CodGoUFhcCY1GhfziSnSIDcHwfgnQadXIzi9DYWkV2seGIMighU6javNAqjRbkZFTCpsQyC+qRGmFGUlxJuh1aoQYtdDrNDibUyJPRF5abkZBcSWqzFYcPJkHi1WgoKQSUaEGjBnUAed1i3b7AXEuOa7Bduez2ZNwy9zfW7T/958aj3bR9iGv//2/nUjddBKJMcE4k10KAHjkhoEYPejcTUxfV3mlBdf8w37Z4dy7hzVrzqvarDaByx5zTnS98eBILN14Ass22xPiXTuE418PjWpZhYmIiIiIKGCUVZhx7dNL5PtXj+uGaSM645Y5DX9PmzaiM35d+1e9j//fS1OdVnK888Vl8oJVAJo8xct1zyxBabkZt13SC1eM6dak5/gzn5uzq6qqCtu2bcOTTz7pVD5x4kRs2LDB7XMqKytRWVkp3y8qsl9razabYTabAQAqlQpqtRpWqxU2W03m1VFusVicMq5qtRoqlarecsd+HTQa+5/aYrE0qVyr1cJms8FqrRnhIkkSNBqNU/nBE7n49o8jbtvdHHlFNX+fnDor1dXnne93uy1XqyRYbQIpyREw6tRIbmdChEkPlUoNo14No06NmAgjKqusKK+yorCkCn+dKcRfZwsRHqJHsFGDolIzQoN10KglZOeXQ5IkRJj0OJNdghMZxaisatnIH4ejADbtywAAtIsKQvtYE7RaFaqqrGgfFwKz2Qa9ToUgg2P4qA2RoQZYrDaUVVjQLjoExWVVUKuAhOhgJMbYE361+6nKbIVOq4YkSaiyCJRXmhEaVDMXUZXFhtkfbGqwniFGtdP9UQPao3tSGD74eZ/b7efPGoH8okrMXbBZLosK1crvy79d3hv3X30eDp7Iw+NvrQMAdGwXArPZ3OT3Xu3y+uKmOfFU+wN+9vsb8cXciQgJ0jcrniRJhbkLXP+W3ZMi0LV9GMaf3x4/rjqGmyf3gMVigUqlwsmTJ5GQkCBP1tiabVLCZwTbxDa1RZssFgvS0tKQmJgIlUrlF23yx35im5TXpqqqKpw5c0aOHX9okz/2E9ukzDbZbDacOXMGycnJ8n58vU2NlbNNymqTUa/BK/dfhJPphTBbbBg9MBFGvRovzbwQ/3hnPepTUNzw9+uCojLoIoOhVquRX1TulOhyaEqbPp89AWWVVoSFGJzaZLPZkJ6ejg4dOjj9vRpqq9L7yTHfckN8LtmVk5MDq9WKuDjn5Wjj4uKQkZHh9jnz5s3D3LlzXcpTU1MRFGRfISwpKQkDBgzA7t27nS6HTElJQY8ePbB582ZkZ2fL5f3790dycjLWrFmD4uKa1Q6GDRuG2NhYpKamOr1hxowZA6PRiCVLajLBADBlyhSUl5dj5cqaicU1Gg2mTp2KnJwcbNy4US43mUwYO3YsTp06hZ07dwIAMgqAgZ0NyC6oQGR4CMwVJcgrAWwAuiaaMHpoTxw+cgzHz+RCLQGSBASZIhEdHYXC3HRIlhKoJcAmgC5dOiPIFIGtO/aisKQSWjVQZQFs2ghodTocP5UJoxYIMQDZxUBu9fRQOg2gVQGORQOt1aPIDp3MBwDsrHWNcmuSql87SA/odDpkFVSh7jjFSJMWViHBoLbAoLFBkgCtGhjYOxkJcZH4dcVOHM20Pyk9twzpuTUfLFsPZnlUL5NBQkhwEErKK1FcZn8PdIsDrrwwGi//YP9bXD4QCA8CftlZ83dsyJIlS9A9DjhcfYn3TZN7YP+uTQg1AEV1PjtvG6nG3m2uc9j99ttvTvenTJmCxCgtRvcAVBKwa8sa7GvGew8AYmJiMHz4cBw5cgSHDtUsh+tpPNX2/HupeOyW5sVTUPx52Hk4G+7k5OTgyJ6N6BMF7NiciaMmE0aMGIHdu3dj9+6axG1rt8nbnxFsE9vUFm3KysrCnj17sGfPHr9pkz/2E9uk3Dbt2bPH79oE+F8/sU3KbFN8fDwsFotftckf+8lf29Q+Sosju+3nPyv/2AeNRoOLJ0/BwO6RMJflYY/zdF0AgA27zv5/e3ceFeV19wH8O/uwjuwj4IKGCHVQEarBfSFi3KtNrTUuMU1qIhFjaxJDE01al75NrXpOtFETzBuNJDkx0RprhcSgVqI9gBFXNGFRhKAEAWUd5r5/+PLoODOKozDM8P2cwznhPnfmuXeG7xh+3Oc+Fm1vzX4Eb/zvzU3oV793AD9cAX45KhxXr5jv6TVugD8A3Nec4Km1mBMABAYGIi0tzWJOzvg+TZ5879VuTncZ4+XLlxESEoIjR47cfCP/34oVK/Dhhx/i7NmzFo+xtrKrS5cuuHr1qnQZozNXvI1GI/bv34+EhAQoFLdWALX2nGrqTVDIZdCobl6yeKOuEcIENBgFvj1Virr6RqgUchRfvY7a+iaYBFBRVYeyihpAAFqNEiqlHD5eWgR00qKqpgFalQJBfu5w16jQ2CRQU9eI67UNqK5pRJdAT3QJ8kK3zjqoFICftwYKhVyaEyBDU1MT6hqMKK+sg97PHRq16p5zEkKg8kYDzhddQ1HZDZRfq4WvtwZXrtVCrVIA4mYhrOpGPXSealyvaYSbVgmTSaDqRiO83FX4vrjyrpuhA8DCX/XF+k9ubkDo661F0q/6YNmWYzb7e7mrUF3TiKVzYvHzyEA0NZnwu78cQER3XyydMwBGoxElV2/gSG4Jdh/KR9WNBnyycjyU8lvz3LE/D59+ffNDdOfqcWbP3x6r+Ju/OIHdh27dKeT9Pz6OAB93q3kyNpmw5qMsdO/sjakjegIA9mYWYcuuk2Z9k6b3RfyA7lbHLoTA3r178fjjj0t/HWhvf0Fqj+8T58Q51dfXY9++fVJ2XGFOrvg+cU7tb061tbVIS0uTsuMKc3LF94lzap9zamxsRFpaGp544glplbGzz+le7ZyT883pk6/OIzXN9pVXQ/sFY8lTsTCZTJjysuUezdNGPoLPDtz8/W32uAj8YnjPm7/7PMCcbs/OndsNOev75JIru/z9/aFQKCxWcZWVlVms9mqm0Wig0Vhu7Nb8Pxm3UygUZgWjZs0/BC1tt/Xi30+7XC7//yJOy9oVCoXV52mtOenuOFWn245PHtbT6nO0NoVCDrVaBW9PN7P2e80pQK1GgI8nBj3AuYUQuF7biKLSapiEQKPRhGWbblXCP7htA3pA2Cx0xUQEIvHJfvDvZD4HlQr4YNlY6XulUokueh2m63WYMiIcTU0ms0sBAeCXox9FvdGEof1CWv1nz9rP2P3+7I0f0sOs2JV38RoCfNytjnH7vrM4/F0JDn9XggAfD4yK7YLqmgbp+F9fHIrwLp3MCqJ3jr35A/N+Pguc/TOCc+KcHtacmo/dftzZ5+SK7xPn1D7ndHt2XGVOt+OcOCeg9eYkk8kgk8lcak53a+ecnGtOv4rvhV0H81Fbb7kQ4q8LhyKim680dmsqr9/8fWbayEfw5Ohe9xz7/czJVm5s9XeW98kWp7sbo1qtRkxMjMXyu7S0NAwa9CClCuclk8kQEBDQ4e6u0N7IZDJ4uavRu4cfonr6o3+vQGx9Y4x0vPmDCzDfI+12vxwVjuXPxlkUuu5Fo1LAXWsZfnetCs9OjpI+VNu7YH9PzL7t1rjVNxps9m3+iwcA/H1HNgpLqvBxWh4AIOGxbojo7isVumxhdojsw+wQ2YfZIbIf80POQKVU4MM3x2LDy6Ng6OlnduyR0E5m3/914VCLx6f/9+blflqN9YKPPTpqdpxuZRcALF68GLNmzUJsbCzi4uKwadMmFBUVYf78+Y4emkMolcoOW+hr73y8tPfVf0jf4FYaifOYNjIcR3JLcOHiNeTklWGgQS+9jqXlN/DsynR4e1jeOTPx7VvXmXcN8mrRuZgdIvswO0T2YXaI7Mf8kLPQqBToEuSFCUN64OT35QCA5c8+BuUdf4h/tIuPzefQqq2v/LJHR82OUxa7pk+fjvLycrz11lsoKSmBwWDA3r17LTa47iiamppw/vx5hIeH21wOSY4hl7esej5hcBgS4rqje2fvVh5R+yeXyxDTKxAXLl7DkRMlOHKiBGHB3ngirrt0B9Cqu6z4AoABvfUtOhezQ2QfZofIPswOkf2YH3I2bupb5RY/neWVO7f/rtjnEX+cuHDrxm4a9cMr1XTU7DjdZYzNXnjhBRQUFKC+vh5ZWVkYNmyYo4fkMCaTCefOnbO4jSi1PwOtFGF2vz0Jv5vah4Wu24QEepp9n3+5Sip0tYSnu+XKL2uYHSL7MDtE9mF2iOzH/JCz8dXdusrH19v6FT/PTDIg+tEA/CYhwqw92M/joY2jo2bHKVd2ETmTN5+Nw7Z9Z7D4N/3R2c8Db2zKNKvad7Rrp1siLqrzAz3eQ8uPNiIiIiIicpxuei/8JiECCrnM6jYsADBleE9MGd7TbEP7CUPC0Cfcv62G6bL4GyFRK+sfEYj+EYHS968/MxBPLv0SADBvYm9HDatd0z7Ast2Xn4plAZGIiIiIiBxKJpNhxphe9+4IwE2jxK6/ToIQ4p432aKW4avoAuRyObp27Wr19p/U/mjVSmx7cyySnx6ASUN7OHo47dadS3lvNz3+UbhplNiS/Dhe+GVfqf2L/5mIodEhLT4Hs0NkH2aHyD7MDpH9mB9ydXK5rFUKXR01OzIhhHD0INpaVVUVdDodKisr4e3NfZKI2itjkwmZJ0qQk1eG534RhUtl16W7mzS7XtuIP79/FHFRnTF5WE8HjpaIiIiIiIjaAxa7XKDY1dTUhBMnTqBPnz4d6u4KRA+K2SGyD7NDZB9mh8h+zA+RfTpqdjrWOjYXZTKZUFRU1OHurkD0oJgdIvswO0T2YXaI7Mf8ENmno2aHxS4iIiIiIiIiInIZHfJujM1XblZVVTl4JA9HY2MjampqUFVVBZVK5ejhEDkNZofIPswOkX2YHSL7MT9E9nHV7Hh5eUEmk9k83iGLXdXV1QCALl26OHgkRERERERERER0P+61B3uH3KDeZDLh8uXL96wEOouqqip06dIFFy9edIkN94naCrNDZB9mh8g+zA6R/ZgfIvu4ana4sssKuVyO0NBQRw/jofP29napH16itsLsENmH2SGyD7NDZD/mh8g+HS073KCeiIiIiIiIiIhcBotdRERERERERETkMljscgEajQbLli2DRqNx9FCInAqzQ2QfZofIPswOkf2YHyL7dNTsdMgN6omIiIiIiIiIyDVxZRcREREREREREbkMFruIiIiIiIiIiMhlsNhFREREREREREQug8UuIiIiIiIiIiJyGSx2ObkNGzYgLCwMWq0WMTExOHTokKOHRNRmVq1ahZ///Ofw8vJCYGAgpkyZgnPnzpn1EUJg+fLlCA4OhpubG0aMGIFTp06Z9amvr8eLL74If39/eHh4YNKkSbh06ZJZn4qKCsyaNQs6nQ46nQ6zZs3CtWvXWnuKRG1i1apVkMlkWLRokdTG7BDZVlxcjKeeegp+fn5wd3dHv379kJWVJR1nfogsGY1G/PGPf0RYWBjc3NzQo0cPvPXWWzCZTFIfZocIOHjwICZOnIjg4GDIZDJ88cUXZsfbMidFRUWYOHEiPDw84O/vj4ULF6KhoaE1pv3wCXJaqampQqVSic2bN4vTp0+LpKQk4eHhIQoLCx09NKI2kZCQIFJSUsTJkyfF8ePHxfjx40XXrl3F9evXpT6rV68WXl5e4rPPPhO5ubli+vTponPnzqKqqkrqM3/+fBESEiLS0tJEdna2GDlypOjbt68wGo1Sn7FjxwqDwSCOHDkijhw5IgwGg5gwYUKbzpeoNRw7dkx0795d9OnTRyQlJUntzA6RdT/99JPo1q2bmDt3rjh69KjIz88X6enp4sKFC1If5ofI0p///Gfh5+cn9uzZI/Lz88Wnn34qPD09xdq1a6U+zA6REHv37hXJycnis88+EwDE559/bna8rXJiNBqFwWAQI0eOFNnZ2SItLU0EBweLxMTEVn8NHgYWu5zYgAEDxPz5883aIiIixKuvvuqgERE5VllZmQAgMjIyhBBCmEwmodfrxerVq6U+dXV1QqfTiX/84x9CCCGuXbsmVCqVSE1NlfoUFxcLuVwu9u3bJ4QQ4vTp0wKA+Pbbb6U+mZmZAoA4e/ZsW0yNqFVUV1eL8PBwkZaWJoYPHy4Vu5gdItteeeUVMWTIEJvHmR8i68aPHy/mzZtn1jZ16lTx1FNPCSGYHSJr7ix2tWVO9u7dK+RyuSguLpb67NixQ2g0GlFZWdkq832YeBmjk2poaEBWVhbGjBlj1j5mzBgcOXLEQaMicqzKykoAgK+vLwAgPz8fpaWlZjnRaDQYPny4lJOsrCw0Njaa9QkODobBYJD6ZGZmQqfTYeDAgVKfxx57DDqdjnkjp7ZgwQKMHz8e8fHxZu3MDpFtu3fvRmxsLJ588kkEBgYiOjoamzdvlo4zP0TWDRkyBF999RXy8vIAAN999x0OHz6McePGAWB2iFqiLXOSmZkJg8GA4OBgqU9CQgLq6+vNLt1vr5SOHgDZ5+rVq2hqakJQUJBZe1BQEEpLSx00KiLHEUJg8eLFGDJkCAwGAwBIWbCWk8LCQqmPWq2Gj4+PRZ/mx5eWliIwMNDinIGBgcwbOa3U1FRkZ2fjv//9r8UxZofIth9++AEbN27E4sWL8dprr+HYsWNYuHAhNBoNZs+ezfwQ2fDKK6+gsrISERERUCgUaGpqwooVKzBjxgwA/LeHqCXaMielpaUW5/Hx8YFarXaKLLHY5eRkMpnZ90IIizaijiAxMREnTpzA4cOHLY7Zk5M7+1jrz7yRs7p48SKSkpKwf/9+aLVam/2YHSJLJpMJsbGxWLlyJQAgOjoap06dwsaNGzF79mypH/NDZO7jjz/Gtm3b8NFHH6F37944fvw4Fi1ahODgYMyZM0fqx+wQ3Vtb5cSZs8TLGJ2Uv78/FAqFRUW1rKzMovpK5OpefPFF7N69GwcOHEBoaKjUrtfrAeCuOdHr9WhoaEBFRcVd+/z4448W571y5QrzRk4pKysLZWVliImJgVKphFKpREZGBtavXw+lUin9XDM7RJY6d+6Mn/3sZ2ZtkZGRKCoqAsB/e4hsWbJkCV599VX8+te/RlRUFGbNmoWXXnoJq1atAsDsELVEW+ZEr9dbnKeiogKNjY1OkSUWu5yUWq1GTEwM0tLSzNrT0tIwaNAgB42KqG0JIZCYmIidO3fi66+/RlhYmNnxsLAw6PV6s5w0NDQgIyNDyklMTAxUKpVZn5KSEpw8eVLqExcXh8rKShw7dkzqc/ToUVRWVjJv5JRGjx6N3NxcHD9+XPqKjY3FzJkzcfz4cfTo0YPZIbJh8ODBOHfunFlbXl4eunXrBoD/9hDZUlNTA7nc/NdPhUIBk8kEgNkhaom2zElcXBxOnjyJkpISqc/+/fuh0WgQExPTqvN8KNp4Q3x6iFJTU4VKpRLvvfeeOH36tFi0aJHw8PAQBQUFjh4aUZt4/vnnhU6nE998840oKSmRvmpqaqQ+q1evFjqdTuzcuVPk5uaKGTNmWL01b2hoqEhPTxfZ2dli1KhRVm/N26dPH5GZmSkyMzNFVFQUb2FNLuX2uzEKwewQ2XLs2DGhVCrFihUrxPnz58X27duFu7u72LZtm9SH+SGyNGfOHBESEiL27Nkj8vPzxc6dO4W/v794+eWXpT7MDtHNu2Xn5OSInJwcAUCsWbNG5OTkiMLCQiFE2+XEaDQKg8EgRo8eLbKzs0V6eroIDQ0ViYmJbfdiPAAWu5zcO++8I7p16ybUarXo37+/yMjIcPSQiNoMAKtfKSkpUh+TySSWLVsm9Hq90Gg0YtiwYSI3N9fseWpra0ViYqLw9fUVbm5uYsKECaKoqMisT3l5uZg5c6bw8vISXl5eYubMmaKioqINZknUNu4sdjE7RLb985//FAaDQWg0GhERESE2bdpkdpz5IbJUVVUlkpKSRNeuXYVWqxU9evQQycnJor6+XurD7BAJceDAAau/48yZM0cI0bY5KSwsFOPHjxdubm7C19dXJCYmirq6utac/kMjE0IIx6wpIyIiIiIiIiIieri4ZxcREREREREREbkMFruIiIiIiIiIiMhlsNhFREREREREREQug8UuIiIiIiIiIiJyGSx2ERERERERERGRy2Cxi4iIiIiIiIiIXAaLXURERERERERE5DJY7CIiIiIiIiIiIpfBYhcRERHRA1i+fDn69evn6GE43Llz56DX61FdXQ0A2Lp1Kzp16mSzf25uLkJDQ3Hjxo02GiERERF1FCx2EREREdkgk8nu+jV37lz84Q9/wFdffeXooZopKCiATCbD8ePH2+ycycnJWLBgAby8vFrUPyoqCgMGDMDf//73Vh4ZERERdTQsdhERERHZUFJSIn2tXbsW3t7eZm3r1q2Dp6cn/Pz8HD1Uh7p06RJ2796Np59++r4e9/TTT2Pjxo1oampqpZERERFRR8RiFxEREZENer1e+tLpdJDJZBZtd17GOHfuXEyZMgUrV65EUFAQOnXqhDfffBNGoxFLliyBr68vQkND8f7775udq7i4GNOnT4ePjw/8/PwwefJkFBQU2BxbRUUFZs6ciYCAALi5uSE8PBwpKSkAgLCwMABAdHQ0ZDIZRowYIT0uJSUFkZGR0Gq1iIiIwIYNG6RjzSvCUlNTMWjQIGi1WvTu3RvffPPNXV+nTz75BH379kVoaKjNPuXl5RgwYAAmTZqEuro6AEBCQgLKy8uRkZFx1+cnIiIiuh8sdhERERE9ZF9//TUuX76MgwcPYs2aNVi+fDkmTJgAHx8fHD16FPPnz8f8+fNx8eJFAEBNTQ1GjhwJT09PHDx4EIcPH4anpyfGjh2LhoYGq+d4/fXXcfr0afzrX//CmTNnsHHjRvj7+wMAjh07BgBIT09HSUkJdu7cCQDYvHkzkpOTsWLFCpw5cwYrV67E66+/jg8++MDsuZcsWYLf//73yMnJwaBBgzBp0iSUl5fbnO/BgwcRGxtr8/ilS5cwdOhQREREYOfOndBqtQAAtVqNvn374tChQy18ZYmIiIjujcUuIiIioofM19cX69evR69evTBv3jz06tULNTU1eO211xAeHo6lS5dCrVbjP//5DwAgNTUVcrkcW7ZsQVRUFCIjI5GSkoKioiKbq6qKiooQHR2N2NhYdO/eHfHx8Zg4cSIAICAgAADg5+cHvV4PX19fAMCf/vQn/O1vf8PUqVMRFhaGqVOn4qWXXsK7775r9tyJiYmYNm0aIiMjsXHjRuh0Orz33ns251tQUIDg4GCrx/Ly8jB48GDEx8fjgw8+gFKpNDseEhJy1xVsRERERPdLee8uRERERHQ/evfuDbn81t8Ug4KCYDAYpO8VCgX8/PxQVlYGAMjKysKFCxcsNnevq6vD999/b/Uczz//PKZNm4bs7GyMGTMGU6ZMwaBBg2yO6cqVK7h48SKeeeYZPPvss1K70WiETqcz6xsXFyf9t1KpRGxsLM6cOWPzuWtra6XVWne2DxkyBDNmzMC6deusPtbNzQ01NTU2n5uIiIjofrHYRURERPSQqVQqs+9lMpnVNpPJBAAwmUyIiYnB9u3bLZ6reZXWnZ544gkUFhbiyy+/RHp6OkaPHo0FCxbg7bffttq/+VybN2/GwIEDzY4pFIp7zkkmk9k85u/vj4qKCot2jUaD+Ph4fPnll1iyZInVPb1++ukn9OzZ857nJyIiImopXsZIRERE5GD9+/fH+fPnERgYiEceecTs685VV7cLCAjA3LlzsW3bNqxduxabNm0CcHMvLABmdzkMCgpCSEgIfvjhB4tzNG9o3+zbb7+V/ttoNCIrKwsRERE2xxEdHY3Tp09btMvlcnz44YeIiYnBqFGjcPnyZYs+J0+eRHR0tM3nJiIiIrpfLHYREREROdjMmTPh7++PyZMn49ChQ8jPz0dGRgaSkpJw6dIlq4954403sGvXLly4cAGnTp3Cnj17EBkZCQAIDAyEm5sb9u3bhx9//BGVlZUAgOXLl2PVqlVYt24d8vLykJubi5SUFKxZs8bsud955x18/vnnOHv2LBYsWICKigrMmzfP5vgTEhKQmZlpVlxrplAosH37dvTt2xejRo1CaWmpdKygoADFxcWIj4+/79eMiIiIyBYWu4iIiIgczN3dHQcPHkTXrl0xdepUREZGYt68eaitrYW3t7fVx6jVaixduhR9+vTBsGHDoFAokJqaCuDmPlvr16/Hu+++i+DgYEyePBkA8Nvf/hZbtmzB1q1bERUVheHDh2Pr1q0WK7tWr16Nv/zlL9KdEnft2iXd6dGacePGQaVSIT093epxpVKJHTt2oHfv3hg1apS0V9mOHTswZswYdOvW7b5fMyIiIiJbZEII4ehBEBEREZHjFRQUICwsDDk5OejXr999PXbDhg3YtWsX/v3vf7eof319PcLDw7Fjxw4MHjzYjtESERERWccN6omIiIjogT333HOoqKhAdXW1xV0lrSksLERycjILXURERPTQcWUXEREREQF4sJVdRERERO0Fi11EREREREREROQyuEE9ERERERERERG5DBa7iIiIiIiIiIjIZbDYRURERERERERELoPFLiIiIiIiIiIichksdhERERERERERkctgsYuIiIiIiIiIiFwGi11EREREREREROQyWOwiIiIiIiIiIiKX8X+GTq5Civa10wAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "np.random.seed(123)\n", "\n", "kappa_1 = 1.0\n", "omega_1, omega_2 = -6.0, -6.0\n", "mu_1, mu_2 = 0.0, -2.0\n", "x_1 = [0]\n", "\n", "# x2 - volatility parent\n", "x_2 = np.tile(np.repeat([0, 1], 1000), 5) * 6\n", "\n", "# A Gaussian Random Walk with a volatility parent\n", "for i in range(10000):\n", "\n", " mu_2 = x_2[i]\n", "\n", " # x1 - child node\n", " pi_1 = np.exp(kappa_1 * mu_2 + omega_1)\n", " mu_1 = np.random.normal(mu_1, pi_1**0.5)\n", "\n", " x_1.append(mu_1)\n", "\n", "_, axs = plt.subplots(figsize=(12, 3), nrows=2, sharex=True)\n", "axs[0].plot(x_2, \"-\", color=\"#c44e52\")\n", "axs[1].plot(x_1, \"-\", color=\"#4c72b0\")\n", "axs[0].set(ylabel=\"$x_{2}$\", title=\"Volatility coupling between two state nodes\")\n", "axs[1].set(xlabel=\"Time step (k)\", ylabel=\"$x_{1}$\")\n", "\n", "axs[0].grid(linestyle=\"--\")\n", "axs[1].grid(linestyle=\"--\")\n", "sns.despine()" ] }, { "cell_type": "markdown", "id": "0e6a0474-69c8-4cbd-89e5-1c2ca4e2e2a8", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "In this example, it becomes apparent that the volatility of the observation is not constant in time anymore, but depends on the values observed at the level above." ] }, { "cell_type": "markdown", "id": "cb7d2736-c868-46e3-90e2-e6bc37f61fe5", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "## Dynamic beliefs updating\n", "### The Hierarchical Gaussian Filter in a network of predictive nodes\n", "The coding examples introduced above illustrated generative models that can simulate data forward from a given volatility structure, with key parameters stochastically fluctuating. Based on these principles, any given latent state in the world can be modelled as having a volatility parent state, a value parent state, both, or none. When the node is an orphan, it evolves as a Gaussian random walk around its previous value with a fixed step size. Consequently, when inferring the evolution of these states, the exact belief update equations (which include the computation of new predictions, posterior values, and prediction errors, and represent an approximate inversion of this generative model, see {cite:p}`2011:mathys` depend on the nature of the coupling of a given state with its parent and children states. In particular, the nodes that implement the belief updates will communicate with their value parents via value prediction errors, or **VAPE**s, and volatility prediction errors, or **VOPE**s, with their volatility parents. Hierarchical Gaussian Filters use this as a model of the environment to make sense of new observations, also referred to as the sensory part of the HGF, or the filtering part. In this situation, new observations are coming in at the network's root and the model updates the belief structure accordingly (from bottom to top nodes). It is therefore straightforward to describe the standard two-level and three-level Hierarchical Gaussian Filters for continuous and binary inputs as the combination of value and volatility couplings (see {ref}`hgf-fig`)" ] }, { "cell_type": "markdown", "id": "1e76a017-b0a0-4d2a-a931-c760b14970df", "metadata": {}, "source": [ "```{figure} ../images/hgf.png\n", "---\n", "name: hgf-fig\n", "---\n", "The two-level and three-level Hierarchical Gaussian Filters for binary or continuous inputs.\n", "\n", "These models were described in {cite:p}`2014:mathys,2011:mathys`. The binary HGF has the particularity that it uses a sigmoid transform in the input node to convert continuous values into binary probabilities. For both models, volatility coupling is depicted with dashed lines, and value coupling with straight lines. The three-level HGF has one volatility layer more than the two-level HGF, which is used to estimate higher-order uncertainty.\n", "```" ] }, { "cell_type": "markdown", "id": "427556c3-b80b-4588-af42-5dbe67c1ffc8", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "```{hint}\n", "Hierarchical Gaussian Filters are inspired by other simpler models for Bayesian filtering and reinforcement learning. These models can be seen for example as generalisation of the [Kalman Filter](https://en.wikipedia.org/wiki/Kalman_filter) or the [Rescorla-Wagner model](https://en.wikipedia.org/wiki/Rescorla%E2%80%93Wagner_model). Specifically:\n", "\n", "* A one-level HGF for continuous input can be seen as a [Kalman Filter](https://en.wikipedia.org/wiki/Kalman_filter).\n", "* A two-level binary HGF can be seen as a [Rescorla-Wagner](https://en.wikipedia.org/wiki/Rescorla%E2%80%93Wagner_model) model with an adaptive learning rate that depends on the precision of the belief.\n", "```" ] }, { "cell_type": "markdown", "id": "c5ac10e6-e40f-43cd-8c89-17f76e34fb57", "metadata": { "tags": [] }, "source": [ "### The propagation of prediction and prediction errors\n", "\n", "Having described the model as a specific configuration of predictive nodes offer many advantages, especially in term of modularity for the user. However, the model itself is not limited to the description of the generative process that we covered in the previous examples. The most interesting, and also the more complex, part of the modelling consists of the capability for the network to update the hierarchical structure in a Bayesian optimal way as new observations are presented. These steps are defined by a set of simple, one-step update equations that represent changes in beliefs about the hidden states (i.e. the sufficient statistics of the nodes) specified in the generative model. These equations were first described in {cite:t}`2011:mathys`, and the update equations for volatility and value coupling in the generalized Hierarchical Gaussian filter (on which most of the update functions in [pyhgf](https://github.com/ilabcode/pyhgf) are based) have been described in {cite:p}`weber:2023`. The exact computations in each step especially depend on the nature of the coupling (via {term}`VAPE`s vs. {term}`VOPE`s) between the parent and children nodes. It is beyond the scope of this tutorial to dive into the derivation of these steps and we refer the interested reader to the mentioned papers. Here, we provide a general overview of the dynamic of the update sequence that supports belief updating. The computations triggered by any observation at each time point can be ordered in time as shown in the belief update algorithm." ] }, { "cell_type": "markdown", "id": "ce53b384-743a-4989-86cc-137e9241780a", "metadata": {}, "source": [ "```{note} Belief update\n", ":name: belief-update\n", "\n", "Let's consider a simple network containing $x_{node}$ be a {term}`node`, defined at time $k$, with children nodes defined at $x_{children}$ and parent at $x_{parent}$. The standard approach to update this network upon the presentation of a new observation is:\n", "\n", "1. {term}`Prediction` step\n", " For $n$ in the network, starting from the leaves to the roots:\n", " Given the time elapsed since the last update\n", " Given the the posterior value of the node $n$\n", " Given the prediction from the parent nodes\n", " - Compute the *expected_mean* and *expected precision*\n", "\n", "2. Beliefs propagation step\n", "For $n$ in the network, starting from the roots to the leaves:\n", " 1. {term}`Update` step\n", " Given the prediction errors received from the child nodes\n", " - Compute the new sufficient statistics for node $n$\n", " 2. {term}`prediction error`\n", " Given the new posterior from the update step\n", " Given the expectation from the prediction step\n", " - Compute a new prediction error ({term}`VAPE` or {term}`VOPE`\n", " - Send it to the parent node\n", "```" ] }, { "cell_type": "markdown", "id": "a05caf80-b412-4d05-a317-6e3c0bb05ad0", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "```{important}\n", "We have placed the {term}`Prediction` step at the beginning of the update loop to account that the prediction depends on the time that has passed in between trials, which is something that can only be evaluated once the new input arrives. This is because we usually think about the beginning of a trial/time point as starting with receiving a new input and of a prediction as being present before that input is received. For implementational purposes, it is most convenient to only compute the prediction once the new input (and with it its arrival time) enters. However, it makes most sense to think of the prediction as happening continuously between the time points, but this is not something that is tracked continuously by the model.\n", "```" ] }, { "cell_type": "markdown", "id": "0b42f5b3-ef6f-41d4-91a9-f1b604db1c80", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "## Glossary\n", "\n", "```{glossary}\n", "\n", "Gaussian Random Walk\n", " A Gaussian Random Walk is a [Random Walk](https://en.wikipedia.org/wiki/Random_walk) with normally distributed increments. This is a mathematical model used to describe the behaviour of a variable that changes randomly over time. The Generalized Hierarchical Gaussian Filter implies that the behaviour of continuous state nodes is guided by this kind of process. This process can be further complexified by adding a constant drift or an autoregression component.\n", "\n", "Node\n", " HGF models are defined as networks of probabilistic nodes. A node is defined by its parameters (e.g. sufficient statistics, coupling values...) and by its connection with other nodes. The dependencies structure can have more than one dimension (i.e. there are many kinds of dependencies between nodes, especially here the volatility coupling and the value coupling).\n", "\n", "Prediction\n", " At every time $k$, a continuous node $i$ is defined by its sufficient statistics, the mean $\\mu_i^{(k)}$ and its inverse variance, or precision, $\\pi_i^{(k)}$, and hold predictions about the next observed values, denoted $\\hat{\\mu}_i^{(k)}$ and $\\hat{\\pi}_i^{(k)}$.\n", "\n", "Prediction error\n", " Difference between the top-down predictions at node $i$ that is inherited from parents, and the bottom-up incoming observations passed by children nodes.\n", "\n", "Update\n", " At each time $k$, a new value is observed at the input node and the sufficient statistics of the nodes (i.e. beliefs) are updated accordingly from the lower part to the upper part of the structure.\n", "\n", "VAPE\n", " Value prediction error. The error of top-down prediction concerning the node's value ($\\mu_i$).\n", "\n", "VOPE\n", " Volatility prediction error. The error of top-down prediction concerning the node's volatility ($\\pi_i$).\n", "\n", "```" ] }, { "cell_type": "markdown", "id": "af330558-df06-43b0-bf75-0bd77187bdc8", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "# System configuration" ] }, { "cell_type": "code", "execution_count": 9, "id": "b29ec7fb-2a4b-4d64-ac66-426f3bc9b6d5", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Last updated: Fri Aug 23 2024\n", "\n", "Python implementation: CPython\n", "Python version : 3.12.3\n", "IPython version : 8.23.0\n", "\n", "pyhgf : 0.1.4\n", "jax : 0.4.31\n", "jaxlib: 0.4.31\n", "\n", "matplotlib: 3.8.4\n", "numpy : 1.26.0\n", "seaborn : 0.13.2\n", "sys : 3.12.3 | packaged by conda-forge | (main, Apr 15 2024, 18:38:13) [GCC 12.3.0]\n", "\n", "Watermark: 2.4.3\n", "\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark -n -u -v -iv -w -p pyhgf,jax,jaxlib" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.3" } }, "nbformat": 4, "nbformat_minor": 5 }