{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# An RL application: managing the powergrid\n", "\n", "During this session we present an application to reinforcement learning in a \"real world\" scenario.\n", "\n", "This notebook is organized as followed:\n", "\n", "In the first section we present the basics of powergrid operations (*ie* what some people are doing 24/7 to ensure the rest of the world has access to as much power as possible). \n", "\n", "In the second section, we will expose how to interact with a powergrid using the openAI gym interface and see how to apply some algorithm to solve these problems.\n", "\n", "At the end of this lecture you should be able to implement some (state of the art?) algorithm that manges the powergrid for a few days.\n", "\n", "**Disclaimer**: This notebook presents the \"powergrid problem\" in a very simplified version. This \"powergrid problem\" (as modelized for the l2rpn competitions [Robustness](https://competitions.codalab.org/competitions/25426) and [Adaptability](https://competitions.codalab.org/competitions/25427)) is itself only a small part of what powergrid operators need to do in real time. This notebook does not pretend at all to be exhaustive in the description of all of these problematics.\n", "\n", "\n", "This notebook is structured as followed:\n", "\n", "1. [Problem statement](#Problem-statement)\n", " 1. [1) Introduction to powergrid](#1\\)-Introduction-to-powergrid)\n", " 2. [2) Definition of the reward](#2\\)-Definition-of-the-reward)\n", " 1. [The joule's effect and the sag](#The-joule's-effect-and-the-sag)\n", " 2. [Thermal limits and protections](#Thermal-limits-and-protections)\n", " 3. [Margin on a powerline](#Margin-on-a-powerline)\n", " 3. [3) Game over](#3\\)-Game-over)\n", " 1. [Game over conditions](#Game-over-conditions)\n", " 2. [Operate in safety](#Operate-in-safety)\n", " 4. [4) Action space](#4\\)-Action-space)\n", " 1. [Modifying the status of the powerlines](#Modifying-the-status-of-the-powerlines)\n", " 2. [Redispatching](#Redispatching)\n", " 1. [first constraints: P = C + losses => sum(redispatch) = 0](#first-constraints:-P-=-C-+-losses-=>-sum\\(redispatch\\)-=-0)\n", " 2. [second contraints: ramps => actual dispatch != target dispatch](#second-contraints:-ramps-=>-actual-dispatch-!=-target-dispatch)\n", " 3. [third constraints: the pmin / pmax](#third-constraints:-the-pmin-/-pmax)\n", " 5. [5) Wrapping up](#5\\)-Wrapping-up)\n", " 6. [6) Optional: diving deeper into grid2op](#6\\)-Optional:-diving-deeper-into-grid2op)\n", " 1. [Dataset](#Dataset)\n", " 2. [Specific rules](#Specific-rules)\n", "2. [Creating some agents](#Creating-some-agents)\n", " 1. [1) Compatibility with gym](#1\\)-Compatibility-with-gym)\n", " 1. [Convert the environment to gym](#Convert-the-environment-to-gym)\n", " 2. [Convert the observation space to gym](#Convert-the-observation-space-to-gym)\n", " 3. [Convert the action space](#Convert-the-action-space)\n", " 2. [2) Some Baselines](#2\\)-Some-Baselines)\n", " 1. [Do nothing \"agent\"](#Do-nothing-\"agent\")\n", " 2. [Random Agent and operational constraints](#Random-Agent-and-operational-constraints)\n", " 3. [3) Going further](#3\\)-Going-further)\n", " \n", " \n", "If you want to get directly to the definition of the problem, you can visit the section [5) Wrapping up](#5\\)-Wrapping-up) and if you prefer to dive into the creation of your first agent, then you can switch directly to [Creating some agents](#Creating-some-agents) TODO\n", "\n", "## Problem statement\n", "\n", "\n", "### 1) Introduction to powergrid\n", "For this notebook we will use a dedicated environment called \"educ_case14_redisp\". Grid2op comes with many different environments, with different problems etc. In this notebook, we will only mention and explain this specific environment.\n", "\n", "Power system have one major objective: allow the transmission of electricity from the producers to the consumers as effeciently as possible.\n", "\n", "This environment is based on the \"IEEE case14\" grid studied in the litterature.\n", "\n", "This grid counts 20 power lines (represented in the figure bellow by the black line), 11 loads (each one representing a city or a big industrial consumer) represented by the triangles in the figure bellow and 6 different generators.\n", "\n", "Then generators are represented by pentagons. In reality, and as modeled by our environments, generators have varying properties depending on their types. In this environment there are 2 solars generators (in dark orange), 1 hydro generator (in dark blue), 1 nuclear generator (in yellow) and one \"thermal\" generator (you can imagine powered by coal or natural gas) in violet. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/benjamin/Documents/grid2op_dev/getting_started/grid2op/MakeEnv/Make.py:269: UserWarning: You are using a development environment. This environment is not intended for training agents. It might not be up to date and its primary use if for tests (hence the \"test=True\" you passed as argument). Use at your own risk.\n", " warnings.warn(_MAKE_DEV_ENV_WARN)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np # 99% of python scripts (for data science) use this package\n", "import grid2op # main package\n", "from grid2op.PlotGrid import PlotMatplot # for representing (plotting) the grid\n", "env = grid2op.make(\"educ_case14_redisp\", test=True) # creating the environment (compatible with openai gym)\n", "plot_helper = PlotMatplot(env.observation_space)\n", "fig = plot_helper.plot_gen_type()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**GOAL**: The goal of the \"game\" you will play is the following: given some phyiscal constraints (more on that on the next section) your agent will need to adjust the productions of the dispatchable generators as to minimize the \"margin\" of each powerline on the grid.\n", "\n", "### 2) Definition of the reward\n", "\n", "#### The joule's effect and the sag\n", "In reality, each powerline cannot transmit an infinite amount of power. \n", "\n", "Due to some constraints: for example, when too much current pass on a line, because of the Joule's effect, this powerline heats. And because powerlines are made in metal, when they heat they inflate and so get closer to the ground... or... your house...\n", "\n", "This phenomenon is illustrated in the figure below:\n", "\n", "The flow is relatively small, the powerline is far above the tree\n", "![title](img/sag0.jpg)\n", "\n", "The flow increases, the powerline gets closer to the tree\n", "![title](img/sag1.jpg)\n", "\n", "The flow is too high, the powerline gets closer even closer to the tree and ends up touching it\n", "![title](img/sag2.jpg)\n", "\n", "Which can, in the best case break the powerline or, depending on the season, the weather, etc. set aflame a whole part of a state (this is the cause of some of the fire in California in 2020) possibly killing dozens of people.\n", "\n", "\n", "#### Thermal limits and protections\n", "\n", "To avoid being in such trouble, companies operating powergrids, often set up some limits on the flows that can be transmitted on the powergrid. For the sake of the example, we displayed the this limit (called thermal limit) on each powerline on the grid in the next cell." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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w/vvvP53fNycnx/Duu++GhIWFNfTy8oodOXJk+Mcff7yvfv36OSaTiV9++SXR3d3d3qxZs7qenp6xDRs2rLdo0SJ/pZQGWLZsmbenp+ctjRs3jgFo0qRJfU9Pz1s++eSTAIDQ0FBr7dq1LfkPf39/m8FgoHbt2hZ3d/dSzQKMj48/2L1795QePXrU9vX1bVy9evWGb7/9dkhubq4CePLJJ1OefvrpY4888kjtSpUqNf7jjz88O3TocKao8ZKSkly7detWx9fXNzY0NLTRyZMnTTNmzEgueM6DDz6YEhcXV69mzZoNlFJ63rx5SaWJvTiU1qV6XYS49iWoxmBYB9oETKSX/VlnhyREaSmljMAJ4C2t9QfOjkcIIYQQQoib2YYNG2qZTKafIyMj093d3ctlJpa4/nz//ffeXbt2jczNzd1gNl95r4zs7GyXxMREH6vV2iYuLq5UyT+ZsSduTAnKE2VeQGALaD4T0M+QoLo6OywhSktrbQN+wrHOnhBCCCGEEEIIIYk9caNSEzG6V+fWL03U6gM1HtUo0xwSVKizIxPiKqwA7lBKFbrQrRBCCCGEEEKMHDky2MPDI7awxzvvvBPo7PhKa/fu3S5F3VdsbGy0s+NzFinFFTeeBNUDmMvtCyH8fscxy1lY2tBC1qH/oa1t6KVtTo1RiFJQStUC9gKttdYrnRyOEEIIIYQQNy0pxRVlQUpxhbhYgqqJMn5OxJNah93H0KFDad68Oc1ua8tHO7qZQbcEXnR2mEKUhtY6CdiHlOMKIYQQQgghhEASe+JGkqDMKPN8vOu4EjtBbd68ma1bt/L777+zdu1aPp7+Lel1XjeAepME1dzZ4QpRSiuQxJ4QQgghhBBCCCSxJ24sY1DqFlouMGFyJywsDBcXF3Jzc8nMzMTV1RWXmOEQ3E6jzF+RoHydHbAQpbACaKqU8nN2IEIIIYQQQgghnEsSe+LGkKBaA68Q95EBvxgAAgICiIiIoE6dOkRGRjJ48GDc3D2gxRwjZu9glPEzEpRybuBClNjPgAJaOTkOIYQQQgghhBBOJok9cf1LUJVR5rmE3aupM+j84eXLl7N//36SkpLYt28f06dP58CBA+AeBLd9aULbHgT6Oy9wIUpOa30K2IiU4wohhBBCCCHETU8Se+L6lqAUyjQb18qV+Nd0AxdNwPP398dkMuHu7o6bmxtnz551NIR0gLovgDJ+QoK6abfFFtetFUB7ZwchhBBCCCGEEM62a9cuF6VU3LZt21wBpkyZUqlGjRoxzo6rokhiT1zvhqBtnWg5z4RrpQsa2rdvj6urK7fddhv/+te/aNmyJfXr1//nhIZvgl9DI8q8gATlVsFxC3E1VgCRSqlqzg5ECCGEEEIIIa4lTz31VEpycvI2Z8dRUUzODkCIUktQ1cAwAY9QRfJ/Ifm/FzQbgGkDjUB+oj4V/hx04RiugSa0pT4wEnit3GMWomysBnKAtsAMJ8cihBBCCCGEEE5x7ty5m37dfEnsievZEQzGxZw7XomkkuU2TqRTac8xHWnXGGpWMe8J8bX/KtNXxfVCa52tlFqNY509SewJIYQQQgghyk2zZs2ioqOjs48dO2Zes2aNT0BAgOXFF188OmTIkNMAc+fO9R07dmzogQMHXAMCAqx9+vQ5OWbMmONGo5Ennngi7NixY+bFixfvA+jevXuNRYsWBRw7dmxTYGCg7eeff/a8++67I1NSUja5u7vrffv2mZ955pmwP/74w9tqtarbbrstPT4+/mBoaKi1YCwpKSmmVatW+XTp0iVlzJgxxwrGO3HixIBx48ZVPX78+BaAbt261cjJyTFUqlTJ+t1331UyGo26d+/eJz/66KMj+X02btzoNmLEiLAtW7Z4Go1G3aFDhzOffPLJIR8fH3vFvdKlI4k9cf3qpa3AA6XpWgUIUsoHeA8YBDzDI2qn1vrY5XsKcc1YAQxXSimttXZ2MEIIIYQQQojSy8rKUjt27HCtqOvVq1cvx8PDo9h/R8yfP7/y9OnT9y5ZsmTvwoULfXv37l07MjLynKurq3700UdrT5kyZV/fvn1Tf//9d49u3brVMZlMevTo0Sc6duyY/sQTT9S02+0YDAZWrVrlEx4enrN48WKfxx57LPX//u//fJo2bZrh7u6us7OzVZs2bSLbt2+ftmfPnm1aa/r27Vu9e/fuNdeuXbs7P5avvvoqYObMmUnffvttUlZWluHIkSNXzG0tX77c7+OPP943ffr0AytXrvTs1KlTVLt27c527dr17NGjR01t2rSJGjZs2NGlS5fuPXPmjLFbt261Bg4cGD537tz9pX2NK4ok9sRNS2udDjyplPoKmAbsUEo9A3whiRJxHVgBvA00ALY4ORYhhBBCCCHEVdixY4dr06ZN61/5zLKxbt267U2aNDlX3PPvvPPOtF69eqUB9OjRI2327Nlnpk2bVtlkMtGqVau0AQMGpALcfvvtWU8//fSxGTNmBI4ePfpEp06dzmZlZRnXrFnj4ebmZjebzbp///4nfvjhB5/HHnss9eeff/bp2rVrKsD8+fN9MzMzjVOnTj1kMDhq6v7zn/8cqlWrVsO9e/eaa9eubQFo167dmR49eqQBeHt7F2tG3S233JIxcODA1Lz+mdHR0dm///67Z9euXc/Gx8cHVK9ePWfMmDEnANzd3a2vvfba4S5dukRZrdb9JtO1nTq7tqMTogJorX9SSjUA3gHmAD2UUoO01keu0FUIZ9oIpOIox5XEnhBCCCGEENexevXq5axbt257RV6vJOdXr1495+Lnmzdv9jCZTDoqKuqCBGFERETOsWPHXAC8vLx0XFxcxtKlS31cXV31HXfckX733XenT5kyJTg1NdWwefNmz6lTp+4HSExMdEtJSTH7+vo2Ljiei4uLTkpKcslP7FWvXj23pPcbFBRkKfjcw8PDfvbsWQPA7t27Xbdv3+7h7e19wXWVUhw8eNBcs2bNC/peaySxJwSgtc4AhiilFgCfA9uVUsOBWTJ7T1yLtNY2pdTPOBJ7E5wdjxBCCCGEEKL0PDw8dElm0FW0AwcOuFz03DU0NNRiNpv1vn37Ligh3rNnj2twcPD55Fvr1q3TV6xY4ePi4qIff/zxk02aNDmnteb999+v4u/vb82/7+DgYEtISEjOwYMHL7ujrcFgKNO/0YODgy1xcXEZv//+e2JZjltRZL8AIQrQWq8EGgKzgenAEqVUmFODEqJoK4A7lVIuVzxTCCGEEEIIIUrp119/9Z07d66v1WplwYIFPsuXL/d7/PHHTw0YMODUypUrfWfOnOlntVpZs2aN+8cffxzct2/fU/l977rrrrSNGzd6/fXXX15dunQ5C3DHHXekT5w4Mfj2229Pzz+vd+/eqVarVT377LOhp0+fNgIcPnzY9Nlnn/mX5709+eSTp3fs2OHxzjvvBJ49e9Zgt9vZs2ePec6cOX7led2yIok9IS6itc7UWj8L3AHUwTF773Gl1E2/jba45vwIeADNnR2IEEIIIYQQ4sb14IMPnp4+fXplX1/f2OHDh1cbP378/k6dOmW0adMmc+bMmXvfe++9ED8/v9iePXvWfuKJJ078+9//Pp7ft0WLFtne3t62iIiI7MqVK9sAOnTokJaRkWFs3779+cSev7+/fe3atX8fPHjQJSYmpp6Xl1dsixYtoletWuVdnvcWERGR++uvv/79008/+dSqVSvG19e3cceOHSO3bNniXp7XLStKqgyFKJpSygMYCwzHkUR5Qmt9wLlRCeGQl2xOAuZorUc7Ox4hhBBCCCFuFhs2bKhlMpl+joyMTHd3dy/xmm/Xk2bNmkU1b9787MSJE2Ud+jKWnZ3tkpiY6GO1WtvExcUllWYMmbEnxGVorbO01s8BtwHVcczeGySz98S1IG/9xxVAe2fHIoQQQgghhBCi4kliT4hi0Fr/D4gFPsl7rFBK1XRuVEIAjsReM6WUr7MDEUIIIYQQQghRsWRXXCGKSWudDbyklFqIY2ONrUqpl4ApWmu7c6MTN7Gf64LhaXgBpTYB6cCfaH3G2YEJIYQQQgghrn9//vnnLmfHIIomiT0hSkhr/YdS6hZgNPAR8KBS6nGt9V4nhyZuJkoFA0M0dM878mqBVgtK/QR8AXyBLKYqhBBCCCGEEDckKcUVohS01jla61eBfwEBwBal1LNKKfk3JcqfUu2BrTiSeVGFnGEGOgFzgP9Dqetim3YhhBBCCCGEECUjSQghroLWegMQB7yf9/hVKRXh3KjEDU2plsASoHIxe3QAVqCUsfyCEkIIIYQQQgjhDJLYE+Iqaa1ztdZjgGaAN47ZeyOUJFJE+XgPx4y8kogDepdDLEIIIYQQQgghnEjW2BOijGitNyqlmgEjgXeB7kqpx7TWf19yslIKCAQ8gHPASbS2XekaSmECwgBPHMmdXOAscFhrZAOPG51SbYAWlzslFzMHCScbd6yYcCEXP84QzLF/G2BWBUUqhBBCCCGEEKICSGJPiDKktc4F3lBKfQPMADYppUYDE7TWVpRqDvQAugHhBbqewNFnPlr/lH9QKeoC9ytFnIsLDQwGatrtl/67NRrJcXNjb24uW7TmT2Ch1uwvx1sVzhFd8IkGNhDHt9zLFtWYneYGJFnCselLJ4t6GzPrWNzsm87lGDYDa4FvtOZ4xYQthBBCCCGEEKI8SGJPiHKgtd6iHEm8F4CxnvDgcaUOB8G9RXSpAgwEBu5RdX5qxp8bMl0q3Q9EVKqE5fbbMdWrh6pbFyIiwNsbTCawWCAtDXbtwnXnTupt3070b7/RPSODCa6ubMrNJQGYpjWpFXTronzlACQSwWc8wQJzT5ItYVQLyaV5SxO96hmIjoY6dcDDA4xGx3vk9Gn4+29Pdu6k0bZtxKxeTe/cXKa4uLDGYiEBmKk12U6+NyGEEEIIIcQNZuLEiQHjxo2revz48S3OjsXDwyN2/vz5e7p06XLW2bGUJUnsCVFOtNYW4K0wpZYshtVB0ORy56fgz7u8xETDsLa+foa2j/SC7t2hZUvMxius1nfbbee/NeTmYvjpJ/jqKxrNn09MTg6jlWIcMFFrssrg1kpNKTURuAeoDsRqrTcVaEvGkbjKTzC9rbWel9fmCnwAdMRRurxZa13omnFKqcdxlEMbgJ+BwXn/LS7bVsg4CkgCkrTWba/itsvMGF7bdliF2WfSzxAeaqNHbxe6d4e4OBeUunzfO+88/60xMxOWLYOvvuLWb76hhda8phSjgBlaU+jrIYQQQgghhBAVTSkVt2jRosT77ruv2Mm4opKJWVlZG8s+QueTzTOEKGeH4NZY8CqqXQNTeJJaxgN87juCceNdST5sZtIkRzLmSkm9i7m4QOfOMH066vBhTCNH4uXmxptmM/uVottV3s7VWgC0hCLLhHtorRvnPeYVOP4OjpcqUmvdAHi+sM5KqZrAWOB2oA4QhGMm5GXbitAWOAM0zOvrNEphUooxbxrG/PZDSD8++9zI7mQX3nkHmjThikm9i3l6OpLG8+ZhSE7G+MQTVDEamWo2k6gUt5fPXQghhBBCCCGEKGuS2BOiPCnlAvy7qOZMPOhh+Iqn1ScMes6LpANmRowAN7eyubyvL4wdC8nJGHv3JgBYYDAwMW8TjgqntV6ltT5Ukj5KKU/gceBVrbXOG+dYEad3B77TWh/LO3cq0LMYbYV5HPgMSAAeK0nMZUkpAs1mVprNjH7vPcx7koyG/v0dpdhlISQEJk+GxERU+/aEK8WvSvGSUpQwXSiEEEIIIYQoDaWIc8ajJDG+9dZbgeHh4TGenp6xAQEBjbp161bDEbuK++abb7zzz9u1a5eLUipu27ZtrgX7jx07tkpQUFBDPz+/xg8++GCNtLQ0A4DdbmfYsGGhQUFBDT09PWODgoIaDhkypCpAnTp16gM8/PDDER4eHrF33HFHBMD06dP969evX9fHx6exv79/ozZt2tT5+++/XQD+7//+z+uFF16ofvLkSbOHh0esh4dH7JQpUyoVFuvcuXN969evX9fb27txjRo1YkaPHh1ks/2zp6VSKm7cuHFVbrnllmgPD4/YyMjIej/88EORk3acRRJ7QpSv6kBoYQ2nCOAO01p+9r6XH39UvPsu+PiUT8nDJfYAACAASURBVBBBQY4ZfAkJYDbztMnEMqVwL5+rXZXZSqmtSqnPlVKBecdqAynAK0qp9Uqp35RSRZXGVuPC2YDJeceu1HYBpVQloBOOpN7nQD+lVIX/vFSK2mYzG4KDafbnnxieew5cXa/crzRq1YLvv8c4fjxKKd42GPhcKfl/hBBCCCGEEDe7rVu3uo4dOzZs4cKFezIzMzcmJSVtHTBgwKni9j99+rR58+bNHrt37962cePG7Tt37nQfNGhQOMC3337r8+WXX1ZevXr135mZmRu3bNmy/b777jsDsGfPnu0Ac+fO3Z2VlbVx1apVuwF8fHxs06ZNS05JSdm0Y8eO7QAPP/xwLYBOnTpljB8/fn9gYKAlKytrY1ZW1sannnoq5eKYfv31V49HH3209vDhw4+lpKRsmjNnTtLUqVODxo0bV6XgebNnz648e/bsfWlpaRtbtmx5tn///k6t5iqM/NEmhBPk4MIDxu84FViP39ebaVtBK7j17AmrV2Nwd6eV0cjMa2xW1h1a64bALcApYFbecROOBOkOrXUT4BlgnlIqqBxjeQRYprU+o7XeAhzHsb5fhVEKf7OZ5fXqEbJhA+bGjSvkmjz3HHz3HUop+gJvlv9VhRBCCCGEENcys9mstdZq06ZN7ikpKQZfX197586dM4rbX2tNfHz8QR8fH3vNmjUto0ePPvz1118HWK1WXFxc7Lm5uWrjxo1uGRkZKigoyNauXbvMy43XvXv39BYtWmSbTCZCQkKsY8eOPbx582bP1NTUYue44uPjA1u1apU2YMCAVLPZzO2335719NNPH5sxY0ZgwfOGDh16PCYmJsdsNjN48OCTR48edTl48OA1tV+FJPaEKF8HgAvKRjUwSH3KRpdmfP+DmTp1Kjagpk1h4UJMWvMgMLpir140rfWBvK8W4EM4v9bbAcAOfJHXvhHYBzQoZJgDOJKA+WrkHbtS28UeB9oopZLzNvWomXesQiiF2WRiUaVKVFu6FFNg4JX7lKUuXWDaNAzAy3kJPiGEEEIIIcRNKjo6OnfatGlJs2fPrly9evWGMTExdePj4ysVt7+Pj481ICDgfI1rRERErtVqVYcOHTLffffdGWPGjDk0fvz4kODg4MZNmjSJWrRo0WVr2ZYsWeLVokWLyMDAwIZeXl6xHTt2jAY4cuSIubgxHT582FyzZs2cgsciIiJyjh075lLwWFhYWG7+997e3naAtLS0Eq6EX76uqSyjEDccrXNQahwwKf/QHB5lNn1Y/JWiQWGpqQrQrh1Mnox66ileU4qVWvOrcyJxyFtHz6y1PpN3qCewEUBrfUop9ROOGXNL8zayqAnsLGSor4HVSqnXcMyyexKYW4y2grHEAYFAqNbannfMDziolArUWp+8+ju+olcMBlouXYoxtNBC7vLXrx/s3Anvv880pVijNXucE4kQQgghhBA3Nq3Z4OwYrqR3795nevfufcZisTBr1iz/gQMH1mrRokWmh4eHPSMj43yi68CBA5ck19LT002nT5825if39u7d62IymXRYWJgFYNiwYaeHDRt2Ojs7W7377rtVHn744TrHjh3b5O/vb1cX7RR47tw59dBDD0WMGDHiyNKlS/f4+/vb16xZ496yZct6eUuyYzBceQ5b1apVLfv27btgoaM9e/a4BgcH5xbV51olM/aEKH+fAn+CowR3tOltHuunuftu5wb15JPQqpW2BZjSJluVqQNKtUGpiPK8plIqXil1CAgDflBK5SeLgoBflFJblFJbgTuBPgXDBV7Ia/sGGKS1Ppw35jSl1D0AWuskYAywBtgDnATir9R2kceBuflJvby+Z4AfgUev/lUohFIGlLoFpdr/olp3MxvtL48ejfGWW8rlasU2bhzUqIE2GHjduZEIIYQQQgghnGXz5s2u8+bN801LSzOYzWb8/f1tAEajkZiYmMxZs2YFZGVlqYMHD5pef/31S6YmKKUYPHhwWHp6uiE5Odn8xhtvhN5///2nTSYTv/zyi8eyZcu8MjIylKurq/b29rYppTDl7RZYuXJly86dO89vL5mTk6NycnIM/v7+Nn9/f3tycrL51VdfrVrweqGhoZYzZ86Yjh07VuTMugEDBpxauXKl78yZM/2sVitr1qxx//jjj4P79u1b7LUDrxWS2BOivGmdC7QB5n7GExwlmNGvXRv/9N55RxlPW33r/0DHH4CfgESU2o5Sr6PU5eeKpc+fQvr8RaTP70j6/GLdkNZ6kNY6TGtt0loHaa3r5B1P0lrHaq0baq0baK3v1VonF+iXpLVundfWSGv9dYG2AVrr7wo8/0xrXTvv8Xheae8V2wqcM1hr/Vwhxx/QWk8ozn0WmyOZ9wlwGNgALP+eLgv8fGyuzz5bplcqFZMJxo3DbLfTUylinB2PEEIIIYQQouLl5OQY3n333ZCwsLCGXl5esSNHjgz/+OOP99WvXz/nk08+OXDy5Elz5cqVG7dt2zayV69epy/uHxAQYImJicmuU6dOTKNGjepHRESci4+PPwhw9uxZ4wsvvBAeFBTU2NfXt/GMGTMC//vf/+7JL3sdNWrU4YkTJwZ7e3s3bt26dR1fX1/7hAkTkj/44IMQDw+P2I4dO0Y88MADqQWv17Vr1/R27dqdiY6ObuDt7d146tSpl5QNt2nTJnPmzJl733vvvRA/P7/Ynj171n7iiSdO/Pvf/z5eXq9jeVH5UxWFEOXPzzXrUK/H3Kt+MqV4e1bMnTuXyZMns3nzZs6ePYvFYjn/yUV2djZ9+vRh06ZN7N27l1deeYU33yz5XgedO9jg559YZrtkb4hUoC9aLy60Y/r8LMANUMARYAowA5+HDpc4iJuRUmOAUcD5T5EsmPA3pjPmbXdeeKF4w1zuPfLHH3/w5ptvsm7dOrKysqhevTojRoygf//+xQ7TbofoaCy7dzNNawaX5BaFEEJcZxLUPRhcHsSeO5Re55fHEEIIUYgNGzbUMplMP0dGRqa7u7tfd+Wb4tqQnZ3tkpiY6GO1WtvExcUllWaMa2PakBA3AaUIScv1qHrPvcXfiNbf35/Bgwfz4YcfFjKe4tZbb+XTTz+lWbNmpY7rnvuN/MbtWC5dctMfWIRSlysazr+ZUBxlrgdJn/896fO7kD7/mlpQ9Jqi1DvAaxRI6gGsoymZNnfuuaf4Q13uPXL69Gm6devGli1bSEtLY+LEiTz77LN88803xR7fYID77sNcxeXMgyjVD6Wiih+dEEKI60aCqoUyJmC39EYZp5Ggiv8LixBCCCGcRhJ7QlScOw0G9G23Fb9Dx44d6dmzJ7Vq1bqkzc3NjeHDh9O6dWvc3NwK6V08rVpBps2dDcQV1mwE3kep4iTpTDgSfR2BxcBh0ue/Rvr8aqUO7kbk2PxjRGFNK2lFcEAukZHFH+5y75G77rqLfv36UaVKFZRStG7dmjZt2vDLL7+UKORWreBErl/lYwTNAP5Gqa0o9TJKlf6NJ4QQ4tqRoMwo83y8I12541vQtm7AY84OSwghhBBXJok9ISpObFQUFm9vZ4dxoeho8PW0sJHYIk8BHirBkPlT/4KAV4Fk0uf/H+nz7yN9frG3H7+BvQwU+jpsJJZ/3WaivOZIpKen88cffxAbW+R/60I1b+74uonG+YdigLeAdShVvQxDFEII4RyvowyNuX2BibCuUPdFUMbJJKi6zg5MCCGEEJd3Se2dEKLcePv7c82VtSgFvt52MjK9ij6pRpVWpM/fctHR4nwwkP8zpj2OmXx7SZ9/b6kCvVF4ujYlM6fQpgyDL0H+5fN5S25uLj169CA6OprevXuXqK+vr+NrBpe8R2KAVShVF62zLm7U6wZ1Az4CxgOTVdN4aylCF0IIUZ4SVFtgJE0mKnzrOY41HAvHVhg5s3UBCSqOXvqcU2MUQghRuIx9Zszedlwr25wdinAeSewJUXFstmv0x63NBkYuE1zPOwYCA6/iEvnZqtrAtqsY5/rXuBas2VlokxEr5fEeycrK4oEHHiA3N5fFixef31yjuOz2/PgKDa4aMAR4r5C2R4GqwARgoF43aKBqGr+mRBcXQghRblzN6ncvV5oN6R7N6z2fOH98/ISPWLRAmwxnbPVG3c/nHXvxiBPDFEIIUZi0HS4saxyDT71sOm/YSbFWTxI3IknsCVFxTh89yjW3DXVuLpxOM+FPatEnJR3vDWy66OgGwPUyQ1tx/IzZByQA3wNnryrYG8GJMwOBZwprqmQ/xdHD+S9b2UhNTeXuu++mUqVKfPPNN6Vaj/HoUcfXy7xHXkKp8RTYZl2vG6SAO/OeGoAoYLVeN2gW8KJqGn+ixIEIIYQoOwlKbXnHmLV2n5d9v/89xvx1IBITE1m8eDGr/7eexJ8/4IkhL/bq2FDNpZde7OSIhRBCFLRhWDiuQYozWzzYHV+JyMEpzg5JOIck9oSoOGsPHMDlyBEIDS1eB5vNhsViITfXsXt6Tk4OVqsVFxcXDAYDOTk5aK2x2+3YbDbOnTuHwWDAxcWl2EGtWwfnco3cRpETqZYyd9UXlxxNn28v5Fyd97AAXwCfAn/i89A1l9B0mt09XgV6AoEXN93KWp7/Xy8sFjAXczXCy71HTpw4QYcOHahbty7//e9/MRd30IusWgVmZaWpXlfUKZUAX+BMgWNRgF+B5/kfIT4CdNPrBr0ExKum8dfoPFYhhLjhDY0Ksbf6n3mwIuWf3xt++eUXunbtisFgILrdC6TkjOOcNWOOW4KqTy992InxCiGEyHfoW2+O/ehHq2Vw8GvY9no4NR45g4tvYX+jiRucbJ4hRMVZqxS2lSuL32HOnDm4u7vTsWNHALy8vHB3d2fVqlUAREVF4e7uzm+//cY777yDu7s7HTp0KFFQK1dCqPkEEewurPkwMLwYw1jyvm4Hngaq4PPQ4/g89Ick9S6idQYwCMi9uKk1v5B5zsT69cUf7nLvkfj4eLZu3cr333+Pv78/Xl5eeHl50blz5xKFvPIXTTPjBjy5ZBk9xy0p0KsfX6TXDZqi1w0artcNugt4AAqt3TUBXsDHwAa9blCzEgUjhBDi6iWoxmD4gAavK3wu3Ir99OnT+Pv7n3/uFxJNii3UA2VKIEHqvIQQwunsFtj4QjVC74bQTtDwTbCdM7FldLCzQxPOIYk9ISqI1mSYTPw+a9blFrO7UL9+/dBaX/Jo1aoVAMnJyZe0rSxB5tBmg4RZuXSwLC1sV4+VQHO0TrzCMNnATKAJPg81wOehqfg8lF7sIG5GWi8C2gH7Cx6OJJHqpsPMmV38D9ou9x4ZM2YMWmsyMzPJyMg4/1i2bFmxxz97Fr752koH65KiT6rlvx0X414cm2mMBJYA4/hnll5hVN75v+t1gz7T6wYFFDsoIYQQpZegPFHmBQS2gPqvXNIcEBBAauo/Sy+kpWcQ0GmeGXRL4KUKjFQIIURhdn4QSMY+N275wPHcPQhiRsOeqcGk7yp+6Za4YUhiT4gKZLHwxvLlGFevdnYkDl9+CX/vMfEi79pxzCDbC3wAtADaoPWhy3R/CHgCx+y8gfg8tKH8I76BaP0bjnLVe4DZwAkFtpesb9o++wz27XNuePk+/BAsGTk8zeSiTrGrvakPq6bxA1TT+NtV0/ggwB84WYzhjTgSfI8BB/W6QW/odYMusz2zEEKIq2eYiMm9OrfNNWG49POXVq1asWTJErTW7N69Gz8/P1xDWkDj9wygxpKgWjghaCGEEADnjhvZ8W5Vop4Bn6h/jkcOBc9qjnX3ykGzZs2innnmmWIuKFVycXFxUSNGjCi38W90ssaeEBXrR7OZNS++yL9Wr8ZkcGJq/dw5ePVVLChDQl37zn4lHsDnoe/LPqqbjNY5wOK8BwCDFWazgT2jRhH+3/8WNpGy4pw8Ce+/Y+U523sEUOhavBoYgdYX73TsRSFrCF6GAXAHRgGj9LpBh4FEYNdFX5NV03hrCW9DCCFEvgTVA3iM5rPAI4y+ffuyfv16srOzWb16NStWrCAqKorOnTvTsmVLlFJ8/PHHjr7Rw+DoD5rjv3xFgoqhlz5z2WsJIYQoe5tGhmIwG4kZdeFxowvc8h/Fr139OPy9N1W7yKaFNxFJ7AlRgbRGK8WI339n7ahRMG6c0+LgscewHzlCjt3OGOdEIQqjNRalGPbFFyxs1QoGDHBOHLm50P0+C365JxjGh4WdcggYiNaF1fW2xJH0KyoxacWRzDMA6cAaYC2QBGTimMkYiaNU9wGgSl4/i143aC+OJN/Fib8Tqmm8rOcohBBFSVB+KOPnmH3hyBI4soRZg12AW/85548nAHipFbzUqp7jWM5k+COv3ehmRFuqokzvAQMrMHohhBApG9zYN6cKTaeAi9+l7aF3Q0hHx/p7IZ22Y5B0z81C/ksLUcG05k+lGPTWW0yLjoZHH634GMaNg7lzQWu6aX3hOm/C+bRmkVKMe/JJXqldG9W6dYVfnyef1Pr3P5Rlua3XKh/OBgGuQAaOBNwC4De0LmoxwNsBO/+ssZcL5K/3sRvH+o3/yxsr8UoJOb1ukB+ORF/+IwrHGoWDAY+809L1ukEFk3353+9WTeMzSnD7Qghxo0pDGRdgPVudfbPOH8w8h9u6JP2v6pXZW7OKutwSHA4GM6D+rxzjFEIIcTFth/XPVsO3vqbWY4V/eK4U3PIfWNrAjV0fVqbu86fKI5S//vrLbdiwYeFbt271cHFx0W3btk2bNGnSoYCAABvA22+/HTh9+vQqR48edXFzc7O3bNkyfcqUKQdDQkKsABaLhaFDh4YtWLAgwGaz0atXr3KJ82YiiT0hnEBrPleKuv37M9xoxNCrV4Vdlw8+gFGOmdvPaM3yirmyKIXRQN177uGeb7/F1KZNxVzUZoMRI2DGDAWYut+pf118xU6XCsWR1MvGMc/jNxxJvD9U0/jUy3UsjGoafwb4M+9xnl43SAFV+SfZl5/46wPUJG8d2QKlvRfP8pPSXiHEzaOX1kC/iw97KbUIx8/Ehlpry8XtQgghrgH75/pyao03bVdS2Pqo5/nWhcghsP2tMGr1S8W1crE3biyO1NRUQ6dOnSLvvffelCVLluxNSUkxdu/evVaPHj1qrFixYi9ASEiI5euvv95Tv379nL1797p079691sCBA8MXL168D2DUqFHBixcv9v/hhx921atXL2fkyJEhmzdv9rzzzjulfLiUlNZSuSSEMyiFERgPDH/xRXjzTTCby+96GRnw9FN25vwXnmLK2sn66dvK72qiLCiFu9HIbKDb+++jnn3W8UFceTlxAnr3xvbTT9jtdvpozdzSjKPXDfLBkVjbpprGl+kvEyWIwQWozYWz/PK/5pf2WnFsGHPxWn6JwHEp7RVC3OiUUu2AH4HOWmuZhSeEECWwYcOGWiaT6efIyMh0d3f33HK7kDVbsaRuDAHNXGg5/8rn56bCdxEQft9x/jXtyjOxi6FZs2ZRzZs3P1u/fv1zI0eODD9x4sRmc94fr2vWrHFv2bJlvf3792+uVq3aJR+az5492++ZZ56pcebMmU0A1atXjxk4cOCJV1999QSA1WqlSpUqjfr163dywoQJR8oi3utJdna2S2Jioo/Vam0TFxeXVJoxZMaeEE6iNTZghFJs++ADpvzwA4YJE8p+ZpbWsHAhjHwul5TD2SymF3eztBlqSG203lu2VxNlSWuylaIH8PKIEYxdvBj7+PEYb7mlbK9jtcKMGfDKK1jT0jhut9NN6/MrKpWYahqfDmwuwxBLE0MusDPvcYG80t4ILkz2SWmvEOKmopQyAR8CSySpJ4QQ17Dtb1Uh+7gLjd8r3vku/tDoTVg/NIjIp0/hH3uurEI5ePCguWrVqrnmAjNS6tWrlwOwd+9el2rVqllnzZrl9+GHHwbv37/fNTc312C328nOzjZYrVZMJhPHjx93qVWrVk5+f5PJRGhoaPklRm8CktgTwsm0ZrpS/L59Ox+1bUu71q2xjhuHqXnzq5udZbfDjz/Cv1+ysH6zmR7qG8br5wjnEDj+7Q8DhpbNXYjyojV2YJxSrPztNybFxRHbrRv2N97AUK/e1Y1tsTiSvi+/jCU5GQPwmda8qjUlLpe9nuSV9q7Le5x3UWlvwVl+F5f2HqHwWX77pLRXCHEdeRLHz7gHnB2IEEKIImQdNLHrP6HUfR68ahS/X+0BkDhZs2FYOO1+3V1W4YSHh1uOHDniYrFYyE/u7dy50xWgdu3auXv37jU/9thjtT/55JN9jz76aKqHh4eePXu2X9++fWvnV4sGBQXl7tu3L3/9baxWK0ePHnUp7HqieCSxJ8Q1QGt2AO2VotXq1Yy/9VaaVKuGpWdPzN27wy23gMFw5XGsVli7FhYsgK/n5nLkpAudjL/wFy8RqzddfHq1crgVUU60Zo1SxAH3ffcd7379NRH16mrLwz2VuVs3qFu3eIngnBz4+WdY8JWdBV8brOnpmAwGFmjNKK25qWdw5pXeHsp7/FywLa+0txYXzvKrB9wHBOWdZs3btffiWX5S2iuEuKYopQKAN4CPtNaJzo5HCCFEETa+WBVrpgGlYMe7JevrE6U4+LUPB772oVq39LII58EHHzwzatSosKFDh4a9//77h1NSUozDhw8Pb926dVq1atWsGzdudLPb7VSpUsXq4eGht27d6jp+/PiQgmP06NHj9OTJk4M7d+58Njo6OueVV14JSUtLu8zCgeJKJLEnxDVEa1YqRTPgXwcO0P0//6Hnu+8S6uqKvU4drA0aYI6KQnl5Odbjy82FtDTY9bednVss7N5nItdqpJ45kQGWL+nOAhrYthV1OSknvM5ojQYWKcV3wJ0eO9f/++M3arcePboSPh4WoiM10Q1dqFMHPDzAaHTMyjt9Gv7eYWPnVit7D5ix2Q00NW/hrKXhq2BYYLNRqrUcbiZ5pb1/5z0uUKC0t+Asv6JKey/ewENKe8uAUsoV+ADoCJwDNmute1+prUD//sB04H6t9TdFXKML8D6OjWG2Av201ulXaitirF9xzA6N0LLYsXCO1wEL8KazAxFCCHEZvvWz8QizkDSjdP09wjXetcqszLVSpUr2pUuXJg4bNiw8LCyskYuLi71NmzZpkyZNOgQQGxt77uWXXz48cODAGr179zZGRkZm9+jR4/S2bdvyfydm7Nixx1JTU43t2rWLstvt9OrV61SjRo0yyyrGm5FsniHENUwpFBCb94g2GqlvMhENeGiNyYMsUyiHfSMtO6irtxPN3zRlHXUvzT0UpgtaLynP+EU5U+opG4ZP/uBfbKEhO6nL38b6JBkjOIcbVm3ERVnw4wxRuduoyw6i+ZsW/I8a7AdwQ+ucK11GlE5eaW8oF87yyy/zrYkjCQRQsLS3YOJPSnuLSSn1HxwfVj6jtdZKqWCt9bErteW11wASAAW8W1hiTynlhWOjlTu11n8rpT4GsrXWL1yurYhYI4BfgVTgaa31yjJ6GYQoFqVUA2AT8ITWerqz4xFCiOtVhW2eIW5oZbF5hiT2hLieKWXA8ct5gxL2XIvWsivu9e6f3QxL4yBaSzm2kxRS2lsw8Xe+tBdHwujiWX5S2luAUsoTOAqEXTxL7nJtee0GYDnwEo5ZfR8Wkdh7EHhca90p73k9YLnWOuxybUXE+zaOpO5R4Bat9aOlvHUhSkwppYAVgC/QTGttd3JIQghx3ZLEnigLsiuuEDc7re0o9QjwAxBypdPzJAP9yiskUYG0XoFS64Cmpej9VlmHI4qvFKW9bYGnAM+80wqW9l6wicdNWNpbG0gBXlGOZHc28JrW+qcrtAGMANZorTeoyy9SWQ0c01zzJAMhebuKFtmmtb5gxqVSygj0BdoAp4AxSilfrXVayW9biFK5D8f7r6Uk9YQQQogbgyT2hLjeab0VpeKAqUBXHOVkl56mFGg9X8HTaH2qQmMU5eklHLP2SrLg7E7g8/IJR1ytK+zaW7C0Nz/x15sCpb15u/YWNssvWTWNt1TMXVQoE1Ad2KG1HqmUigV+VErVv0JbINANuKMCY70LSNZa/w2glFoB9AKmVGAM4iallHLDMTP1S631GmfHI4QQQoiyIYk9IW4EWh8F7kWpqjj+UO0MVAY0cEI3rbGDKb2eJ9D7O6qNlKTejUTrX1DqfmAOjtKqK1kL3I/WN2KC54aWV3p7OO9R1K69BWf51aXwXXsvmOGX9/31XNp7ALADXwBorTcqpfbhWKJg02XaIoAawO682XrBwKdKqRCt9cWJtgNA+wLPawBHtdZWpVSRbYXE+jgQqZRKznvunne+JPZERRiO4+fBi84ORAghxNU7nH7Y1GdRnxpNQptkjGs77pjJIOmdm5WssSfETUIfeGcqcD8QraqNTHV2PKKMKVUNR1lhN+Ditb00joTeF8CnaG2r4OiEE+l1g3z5Z4bfxZt4nC/t5Z9E33VX2quUWo5jfbylSqmaOGY7NtL/z96dhzddpW0c/56kLbR0oVQECgQFBFkFa1FwBwYQ11cWFXFEUYoiKuASVAYUxSAyIoNilUHFGQYR3AYYwQ1QGbUwguKAKIsRWQSBApYuSc77R1qnlJa20DZd7s915Zomv+3+9Rpp8uQ851j78/G2FTjHcoqeYy+G4HyHF+VbICPTWnvf8bYVOEcD4AegqbX2QO5rDmA7cJm1dl1Z/k5E8jPBL/6+I7hAzMRQ5xERqQ5COcfeWxveih22aNjpEY6IsD0Zezi70dmH/9HvH1tOjz9dX95XMZpjT0RKYyxwLcG51e4IcRYpa9Z6gXsxZhSQbM+Mv5juTZ5i5c+jzPp987F2R6gjSmiY5NR0jt/aW7DYV1xrb97Plam1dzjwV2PMZIIj9FLyFe6Ot61IxpjHgB3W2hestYeMMbcBb+fOq7ee4Fx5HG9bATcTXFTjQN4L1tqAMWYewZF8d5/YrYuUyJME53V8OtRBRETkxGX5ssy9792b+MKaFxoOaDuAF55UJgAAIABJREFUF698kc37NnP9wuvrnP3i2e2e6/vc1kEdBmnu3hpGI/ZEahDr9QwG5gDdjMv9eajzSPmxC/q2I1hgaG/6L/k21HmkainQ2pu/8NeawlftLVj421WFW3tFqhVjzHnAv4EB1toFoc4jIlJdVPSIvW9/+bbWDQtvaP7Dvh+ipl82naGdh5K3+Nfh7MPcteQuXl33KjefdfMvz1/+/Pao8Ci9F6sCNGJPRErr78CtQKr1epKMy13YHFAiUsMVs2pvHMH56fIX+7oTHBmX19p7KHfV3oKj/L43yamHyv0GRAT4vd17OrACWBjiOCIicoJmrp5Z7/5l9zdrHt/crBm2hjb12xy1PToimleueYVeLXoxfNHwUz/f/nns3H5zN5/d6OzMEEWWCqTCnkgNYlxua72eO4CvCbZ9/TnEkUSkislt7V2d+/hdgdbe/KP8imrtLbhyb2Vq7RWpLm4CkoAkqzYdEZEqZ3/mfsfQd4a63tr4VsLILiN56g9PUTusdpH7D+owiPOanMf1C66vdf7s89s+0f0J773n3bvXYRwVmFoqmgp7IjWMcbm/s16PB3jMej1vGJf7p1BnEpGqr8CqvR/n35bb2ns6R4/yOxO4iuBqtBBctXcLRxf71NorcoJyF3bxAC9Za9eGOo+IiJTOJz9+EnXTWze1OJx9OOLd69/lytZXlui45vHN+ezWz8y4j8cxZtmYZh9s+SB2zv/N+fGUqFNq5AJ606dPT3jiiSca7969++tQZykvKuyJ1ExPAjcCzxJcUENEpNzktvZ+l/s4Sr7W3vyj/Ipq7S04yk+tvSJFewioDYwLdRARESm9xz95vFGWPyti3fB1NI5tXKpjw53heHp6SE5Mpv8b/ePf+O8bB+4454595RQ1JHw+H8YYnE5nhVwvMzPT1K5du1J+0azxmCI1kHG5M4E7gf+zXk/JvvoRESkHJjk13SSnrjbJqXNNcup4k5x6g0lOPRuIARoTLPLdD6wEYgl+KfEasAY4aNNSdti0lI9tWkqqTUsZbdNSrrBpKa1sWkp4qO5JJNSMMS2B0cAEa+2eUOcREZHSu+bMa/bvzdhLZHjkCZ/jcPZhwh3hDGw78KRXyv3pp5/Cevbs2SImJqZTkyZNOsycObOeMSZp0aJFMQAfffRRnS5durSuW7dup8TExA733HNPYk7O/2ZZMcYkPfHEE6eeffbZZ0ZFRXVu1apV26VLl0bnv8aMGTMSWrdu3TYmJqZTy5Yt27344ovxedsWLVoUY4xJevHFF+NPO+209lFRUWf//PPPYbNnz45v165dm9jY2E7x8fFnde/eveXGjRsjAN57773o+++/v9mePXvCo6KiOkdFRXWeOXNmPYD//Oc/tS+66KIz4uPjz2rQoEHHQYMGNfv1119/rxJ26dKl9R//+EfXFVdc0Tw2NrbTrbfe2vRkf4flRSP2RGoo43Ivs17PPGCG9Xo+Mi73b6HOJCKSJ7f1dkfuo7jW3lYU39qbf7SfWnulunua4KrVz4c6iIiInJiBbQem3/Ove3j3u3cZ0mnICZ1j4YaFdGva7WBCVMJJt+EOHDiweWRkZGDLli3fAFx//fWn5W1bt25drSuuuKLVtGnTtt1yyy37t27dGnHllVe2rF27dmDy5Mm78vabM2fOKQsXLtzcunXrrJSUlKa33HLL6Tt27PgGgi2zTz75ZOLrr7+++fzzz8/44IMPovv163dGs2bNcnr37n047xxvvPFGvc8//3xDXFxcIDw83MbGxvpnzZq1LTk5+ciePXvCbrzxxtOuv/765mvXrt3Yp0+fw1OmTPmxYCvu/v37HX369Gl19dVX71u8ePHmffv2Ofv379/8uuuuO+2DDz7YnO9aCa+88sqWd955Z0tGRkalHRinwp5IzTaa4KqXfwIeDHEWEZESKaa1N5ZjF/C4FEgB8r4VVmuvVFvGmD8AVwN9rLVakEZEpIpKiErwd2va7eDC/y6MPZHC3sGsgyzbvAxPT89Jt+Bu3rw5/PPPP49ZvXr1t/Xr1/cDeDyen7t06VIX4Jlnnjm1R48eB4YNG7YfoFWrVtn33nvvrieffDIxf2Fv5MiRu9u3b58FcOedd+55+eWXT/3pp5/CmjZt6psxY0aD0aNH77zooosyAHr37n34iiuu2Dd79uyE/IW9p59+envDhg1/L1T279//YN7PjRo18k2cOPHnCy64oO3+/fsd8fHxgcLuZ/78+XVzcnLM888/vz08PJyYmJjAtGnTvBdccEFbr9cb5nK5fAA9e/Y8cN1116UDxMTEFHquykCFPZEazLjcO63XMxZ41no9fzMu9zehziQicjJMcupBil61txFHF/xaE2ztbc7/Vu3dSeGj/LZq1V6p7IwxYcA04J/W2qWhziMiIifnmjOv2ffgBw/GHsw6SGyt2FIdu3jTYnwBH9e3v/7Ayeb48ccfIwDOOOOM7LzXWrVq9fvPW7Zsqf3FF1/ExMTExOW9Zq01gcDRtbAmTZr8fkxeoSw9Pd3ZtGlTn9frrT1+/Pimjz32WJO8ffx+v0lOTj7qS9fWrVtn53++ePHi6Mcffzzxhx9+qH3kyJHfW2l37NgRHh8fn1XY/fz000/hjRs3zg4P/9/MLW3bts0C2Lx5c0ReYa9Zs2bZhR1f2aiwJyKpwBBgpvV6LjIud6X9JkJE5EQVaO1dnn9b7nx8zTm26FdYa2/BFXu/Q629UnncQXAxmmtCHURERE7e9e2vP3DfsvtYtGkRgzoMKtWxCzcspEvjLocaRjc86TbcvALX999/H5GUlJSZ93Pe9lNPPTXnqquu2vfGG29sO9FrJCQk5IwdO3bHXXfd9evx9nM6nb+/58rMzDQDBw48Y/To0TuWLFnyQ3x8fOCzzz6LvOCCC9paG9zN4Ti2g7Zp06Y5O3bsiMjJySGvuLdhw4ZaAC1atPi9mOdwOKrE+zsV9kRqOONy+63XMxxIA24B/hriSCIiFSp3JF5ea+8/828r0NqbV/A7XmvvUYU/tfZKRTHGnAI8Bkyz1n4f6jwiInLyGkY39J/b5NxDC/+7MKY0hb2MnAz+9cO/+NNFf9pfFjlatGiR06VLl0MPPPBA49dff30bwNixY39fqnfkyJG/XH755a1nz56dPmjQoANhYWF248aNtTZu3Fgrf6vs8QwfPnz3lClTGnXo0OHIBRdckJGdnW2+/PLLSIfDwYUXXphR2DFZWVkmKyvLER8f74+Pjw9s27Yt/OGHHz5qCeHExMScAwcOhO3atcuZ18I7YMCAA+PGjWsycuTIJk8//fTP+/btc44aNarppZdemp43Wq8qUWFPRDAu93+s1/MX4Cnr9bxrXG6toCciwgm19g7i2NbegnP5qbVXysOjQBbweKiDiIhI2bm69dX7JyyfEPNb9m/UiahTomPe++E9juQc4YYON5RJYQ9g/vz5W2+55ZZmp59+eofY2Fj/Aw88sOODDz6oGxkZGbj44osz3n333U3jxo1LHDNmjMvn85nGjRtnDx069JeSnn/cuHG/nHLKKb4777yzmdfrrRUWFmbPOOOMzEcfffTnoo6Ji4sL/PnPf942efLkxEceeaRp06ZNs0aMGLF7xYoVv7cEX3nllQd79ux54Mwzz+zg9/uZMmWKd/jw4fuWLFmy6d57723apEmTsyIiIgLdu3dP/8tf/rL9ZH9PoWDyhieKSM1mvZ5YYAPwvnG5h4Q4jpwku6BvO2A90N70X/JtqPOI1CQFWnsLFv5+b+0F1NorZcIY0xH4CrjNWvtyqPOIiNQEa9asaR4WFvZRq1atDkZGRpbbXGzedG/YadNOO+uNAW/Qr22/Eh1z48Ib+e7X735bPWz1xvLKtWrVqsjzzz+/7bZt275u1qyZvqw8QUeOHInYtGlTrM/n656UlLTlRM6hEXsiAoBxuQ9ar+ce4A3r9bxiXO7loc4kIlIVFWjtPUpua+8Z/K/YV9iqvYdzW3sLjvJTa29NZowTuAQYAHQDYoEsC5sfgNNfhXW74dVQRhQRkbLninP5khKTflu4YWGdkhT2snxZLPp+Efd1ve+kV8PNLy0trXZWVpaja9euGdu2bQsfPXp003PPPfeQinqhp8KeiOS3EFhCcCGNs4zLXSVWARIRqSpyW3vX5D5+V6C1N/8ov+Jae/N+VmtvdWZMX+BFoPExm6DVZOBJ8DvgaYwZi7WFrgIoIiJV09Wtr943fvn4Ou9veb/YEf3+gN8czDpYpm24APv373cOGzbs9N27d4dHRUUFzj333EMzZ878qSyvISdGhT0R+Z1xua31eu4C/gvcB0wKcSQRkRqhBKv2ns7RLb2tgSsJFgPh6FV7C472U2tvVWbM3cA0wBxvN0ew+DsKOAdjLsdaje4UEakmbul0yz6ncZb4b3l0RHSgZb2WZfqFX69evX7btm3b+rI8p5QNzbEnIsewXs9Y4E9AO+Nyn1Cfv4SW5tgTqRnytfYWnMuvFflaeyl8lN/3uSMIpbIy5kyC/5Y7S3nkZKx1l0MiERHJVVFz7En1pjn2RKS8TAVuAp6zXk9f43LrGwARkUqomNbehhxb7LuBYGtvWO5+ea29BUf5qbW3ghhDPSAJOBNoEx5OG4eDeCD8tIgtjRsEdjpb+DZyJhtpwwY68xVNKHKBwDwjMWYa1u4q7/wiIiISWirsicgxjMudbb2e4cAKoD/wRogjiYhIKeS23u7MfSzPvy1fa2/BUX5X8L/WXn9ua2/BUX6bgJ1q7T05xnAqcE14ONcZwyXW4oiNxdemDbZdO8Lr1oWICPD5TufQodP5YWMyS7+17NgbAcA5YWvp7/sH/VhISzYXdokooA/wSoXdlIiIiISECnsiUijjcq+0Xs/LwLPW61lqXG61a4mIVAO5I/HyinWL8m+zaSkxHLuAx8XAMI5dtbfgKD+19hbDGJoYwwRjuCU8HPr2heuuw9G9O5x66vHel4cDcPAgfPYZLFzQkacWtMN9cDJ9He/xRMBNJ9YVPCiq3G5EREREKg0V9kTkeB4ArgYmAveEOIuIiJQzk5x6iJK19uYV/gq29u7i6GJfXgFwS01u7TWGOOARh4N7GjSAxx7Dcf31EB1d7KFHiY2Fyy6Dyy5zMPMFB++9BxMe7kHnb9Zyg/kHT1o3zfDm7V7oUD4RERGpXrR4hogcl/V6bgVeAroYl3tNcftL5aDFM0SkohTR2pv38++tvUCNbO01hqTwcN6MiiJxwgTChg+H2rXL7vyBACxcCA/dn8Oe7Zn81T+Efry5BkhGb/RFRMqNFs+QsqDFM0SkIrwC3AK8YL2e84zL7Q9xHhERqURK0dqbV+wrSWvvJmBTVW/tNYaBDgevde2Kc948nI0aFX9MaTkcMGAAXHFFOPeMdNL/rwvpwhfffsm5qKonIlK97dmzx7ljx46wxMREX/369avU57QuXbq0Pu+88w5Nnz59R6izVHUq7InIcRmXO2C9njuAr4A7gBkhjiQiIlVECVp7C47yO15rb/7CX6Vv7TWGa4B5w4fDs89iwsr5XXdkJLw4y0HnJLjrrnNvIsBWYEL5XlVEREJh/fr1tUaPHt3kww8/rBsIBHA4HPTs2fPA1KlTt7dv3z4r1PmkYqmwJyLFMi73euv1TAUmWa/nTeNy61sVERE5YQVW7V2Rf1uB1t78hb/CVu0tOMrvOyq6tdeYswiuIJ8E1AEy/8kVv4Q53xk45BbDjBnGGFNhabjjDjAGc8cdjDeGjdYyr+KuLiIi5W39+vW1unXr1iYjI8MRCAQACAQCfPjhh3HdunWLWbVq1QYV92oWFfZEpKQeA64D/gxcH+IsIiJSTRVo7T1KbmvvGRw9yu9i4HYgJne3/K29RxX+yrS115juwHPAmflf/pV63Bn2Ihd2DfD882FUZFEvz/DhsGEDzJjBHGP4zlq+qvgUIiJSHsaMGdMkIyPD4ff7j/oL4/f7TUZGhmPMmDFNli5dWqYLKHXp0qV1u3btMvbu3Ru2fPnyuDp16gRGjRq188EHH9yTt8+8efPiJk6cmOj1emslJCT4/vjHP+4ZP378bqfTWeR5Dxw4ENarV68Wn332WWxCQkLOAw88sPOuu+76FWD69OkJTzzxROPdu3d/nbf/6NGjE1esWBGzZs2a7wAmTZpUf+bMmQ327dsXXrt27cAll1ySvnDhwm1lee9VgQp7IlIixuXOsF7PXcAi6/W8bFzupaHOJCIiNUtua+9/ch+/K9Dam3+U3/Uc29qbv9h3Yq29xtwDPAMcU7abzINkRp/CgrfDCA8v5Q2WoalT4d//xnz1Fc8Al4QuiYiIlIQxJulkz+H3+82yZcvqluRc1tpSLYy4YMGChL///e+b33777a2vvfZa3aFDh7a4/PLLD7Zv3z5rxYoVUTfddFOLmTNnbr355pv3f/7551H9+vVrGRYWZv/0pz/9UtQ558+ff8rs2bM3L168ePObb74ZN3jw4BatWrXK7NWr12/F5fnmm29qTZw4scnKlSs3JCcnZ6anpztWrVoVVZp7qi5U2BOREjMu92Lr9bwJPGe9ng7G5T4S6kwiIiIlaO09jf8V+/L+93IgMXe3/K29BQt/R7f2GtMFmFZYjh00YobzHh4fF069emV1dycmLAyeeoqwSy/lYmPoYS0fhjaRiIhUZX369Dlw1VVXHQIYMmTIgVGjRvn+/e9/R7Vv3z4rNTW1/iWXXJJ+22237Qe48MILM0aMGLHr5Zdfrn+8wt7FF1+cPmjQoHSA6667Ln3OnDkHZs2adUpJCnvh4eHWWmvWrl0b2aJFi+x69eoFLrvsssNldb9ViQp7IlJa9wAbgIeAcSHOIiIicly5I/G+z30cJV9rb/6C30XAbfyvtfe33NbeYLGvQZ1rze7CP29MZQzx9RzccUfJ882bN4/nnnuOdevWcejQIXJycgjLXWljy5Yt3HTTTXz33XdkZ2dTv359hgwZwsMPP4zD4Sj23JdcAt274//kEx4FFfZERCqzkoyg27Nnj7Nhw4ad8ubWK4zD4WDXrl1ry3qV3EaNGmXnfx4VFRU4dOiQE+Dnn38Ob926dWb+7WeccUbWrl27Io53zmbNmmUVfL5u3boSjbo788wzs2fNmrUlNTW1/ujRo5s1a9Ysa+TIkbtTUlL2leyOqg8V9kSkVIzLvd16PX8CJluv5+/G5d4Y6kwiIiInopjW3gYUHOW3+/Ags/u3lkWd718RV3PjkHAiI0ueIT4+njvvvJMjR44wdOjQo7bVr1+f2bNn07JlS5xOJ1u2bOHyyy+nbt26jBw5skTnv/12nB9/TFdjiLWWsptjUEREKlz9+vX9PXv2PPDhhx/GFZxjD8DpdNoePXqkl3VRrziNGzfO2bp1a638r/3www+1GjZsmF3UMQBerzeiwPNaiYmJOQCxsbH+I0eOHPUt1s6dO4+a5GLw4MEHBg8efCAnJ4dXX301ftiwYc27du36W8eOHWvU4iHFf9UnInKsvwDfAjOt1xOCacFFRETKj0lOtSY5dZdJTl1hklNfMsmp95nk1KvMlXOvLOqYXTRgQ3ZLLr20dNfq3bs3N9xwA82bNz9mW0xMDK1btyZv4nFjDA6Hg++++67E57/kErAWB3B+6ZKJiEhlNHXq1O1RUVEBp9N51ArwTqfTRkVFBaZOnbq9ojPddttte5cvXx73yiuv1PX5fHz22WeRM2bMaHjzzTfvPd5xK1asiJs3b16cz+djwYIFscuWLas7dOjQvQBdunTJyMjIcL700kvxfr+fRYsWxSxevDg+79h169bVev311+PS09Md4eHhxMfH+wGOt1hHdaXCnoiUmnG5fcBwgisRDg5xHBERkYqyG/AVtuEzzsdhApxfDuWzCy+8kMjISJo3b87BgwcZMWJEiY9t2BCaNycbuLDsk4mISEVr37591qpVqzb06NEjPW9aBofDQY8ePdJXrVq1oX379hU+Wq179+6/vfLKK5ufeuqpRnXr1u18ww03tLj99tt/eeSRR3Yf77gBAwb8Onv27FPi4uI6jxo1yjVlypQf+/Tpcxigbdu22ZMmTfKOGzeuaVxcXOfU1NRTBg4c+HuhMCsryzF58uRGTZo06RgdHd3Z7XY3nTFjxtZ27drVqNF6AMZaW/xeIiKFsF7P80B/4Ezjcte4uQwqM7ugbztgPdDe9F/ybajziJSpuaYV8DODbLETK4uUOWNmAUMLvjyT4TwSM51fD57YUrjLly/n0ksvPWqOvfz8fj9ffPEFixYtYsyYMSQkJJT43N274/v4Y16xlttPKJyIiBxjzZo1zcPCwj5q1arVwcjIyOO2nJaXPXv2OHfs2BGWmJjoq+j2WykbR44cidi0aVOsz+frnpSUtOVEzqEReyJyMh4CLOAJdRARqSHmmsHAdxjn35lrNBWAhMKjwDGrwvsIo0BXVJlyOp1069aNunXrMmzYsFIdGx6OAU6s4igiIpVW/fr1/WeddVaWino1mwp7InLCjMt9ABgF3G69nm6hziMi1dxc0wLjfJGGvcAGrgZSQh1JaiBrfwJ6Ab/mf7kOv3H4iJPybobJyckp1Rx7AOnpBACNcBUREamGVNgTkZP1D+AD4AXr9Wg0gIiUj7kmAhP+BrFnhnPxO9DuIcDxLHNN+1BHkxrI2k+B9sAsYB9AB77hSJaT//63dKfy+/1kZmaSnR3s4srKyiIzM5NAIMD777/PqlWryMrKwufz8fHHH/Pss8/St2/fEp8/JwfWrcMBfF26ZCIiIlIVqLAnIifFuNwWuBNoBdwT4jgiUn1NxDg6csGCMJy1ocN4SDjHgQlfwFwTGepwUgNZuwtrbwcaAL3bs35cpDPbt3x56U7z2muvERkZSe/evQGIjo4mMjKSlStXcujQIYYPH05CQgIJCQmMGDGCu+++m0mTJpX4/KtXQ2YmTqCUyURERKQqOHZmXhGRUjIu9/fW63kSeNR6PfONy+0NdSYRqUbmml7AAyQ/x3e7DClXXwKA9RG26vOc1lunMaNJIYsZiFQIa33AskhYlhNOt3/+k94jRpT8y/MhQ4YwZMiQIrdfe+21JxVvyRIID+fXnBw2ndSJREREpFLSiD0RKSuTgZ+B6aEOIiLVyFxzKiZsLq4BAZrfSuvWrVm+fDnLly/nsSeeovfFnWlSj1uZa/4v1FFFfD5eWLoUx+rVoU4StH8/TJuGPyeH56ylnGf/ExERkVBQYU9EyoRxuTMJtuRebb2eq0OdR0SqgbnGgQn7G7UbxNHlRQcFFsF99dVX+WOKG5rfajFhrzLXNA1RUpE8/wwP5z8PPUSlWJ1wyhTIzCQD+HOos4iIiEj5UGFPRMqMcbk/AOYCf7FeT3So84hIlXcPNtCTC+aHEVH3qA0ZGRl88MEHXHXVVXDOdEOdZpGYsHnMNc4QZRXBWmxODg+8/z7OOXNCmyUtDaZOJeDz8bi1pIc2jYiIiJQXFfZEpKyNBmKB8aEOIiJV2FxzNjim0PExQ/1ux2x+66236Nu3L7Vr14awOnDhgjDgPODhCs8qko+1fAhMGTqUwKefhibD9u1wxeUBfyDAx2i0noiISLWmwp6IlCnjcu8G3MAo6/V0DHUeEamC5ppoTPgC6p9vaesudJdXX32Vm2+++X8vxHeCs6c6wExgrrmggpKKFGWstSy58kp8335bsRfeuxeuvCyH+P1bHGm+Ti9ai69iE4iISIXZs8fJunW12LOnXDsWunTp0vruu+9OLM9ryIlTYU9EysOLwGrgBev16N8ZESklxwzCoppy/j/CcBz7PvXnn3/G6/XStWvXoze0GgmJlwUw4fOZa+IrKKzIMazF7/dzw+HDrDn3XPz/+lfFXPfbb+Hcs3PYv/EXFvt6m06sexZjoirm6iIiUmHWr69Fr14taNiwE506tadhw0707t2C9etrhTpaWXjnnXdiunbt2qpu3bqdjDFJ66vJfZUXfeAWkTJnXO4AMBw4Fxga4jgiUpXMNYMgcDMdJ4YRyIHD2455NI7LYePq947d9tuP0OFRJ85aDTDOvzK3wGobIhXIWg77fFxy5Aj/6NsX7rsPDh4sn2v5fPDcc5B8tp+GO/7DF76zacEWgIbAXeVzVRERCYn162vRrVsbPvoojkAg+FogAB9+GEe3bm2qQ3EvOjo6MGjQoF9feOGFraHOUhWosCci5cK43GuBZ4HJ1us5NdR5RKSKcNS6EoA1d8O7p5f+sTQZfIcdYLoDkaG9GanprCUzEOCPwO3TpvFbs2b4pk2DzMyyOX8gAG+8Ae1aZXPvSB93Z09huf8CGvBL/t36ls3VRESkUhgzpgkZGQ78/qO/wPT7DRkZDsaMaVIelz1w4EBYr169WtSpU6ezy+VqP2PGjIS8bdOnT09o0KDBUdMwjR49OjEpKal13vNJkybVb9q0afs6dep0TkhIOKtfv36nFXWtHj16/DZy5MhfO3fufKQ87qW6CQt1ABGp1sYDA4CngT+GOIuIVAWBrLuAZ463ywWP8tbp9XnrtTspet1R69vHIJtR1vFESstaLDDLGN46cAD3mDHcM3ky3Hwz4f37Q1ISlHZs6Q8/wIIFMPfVbL7ZGMENZiGL7Thasrmw3av8yA0RkRrBmKSTPoffb1i2rG6JzmXtmtKcev78+afMnj178+LFize/+eabcYMHD27RqlWrzF69ev1W3LHffPNNrYkTJzZZuXLlhuTk5Mz09HTHqlWrNFVEGVFhT0TKjXG5D1mv527gTev1vGxc7o9DnUlEKrlB9lfg1+Pt8tmN5tBnm9jz2qf2ywpKJXLSrOVX4H5jeHbXLu5+5hkGTZ5M48REcnr3JrxNG2jTBlq3hrp1ISIi2GJ7+DB8/z1s2AAbN8Jny7NZ998IEsIOcI1vAXOYQSe77niX3lBBtygiItXYxRdfnD5o0KB0gOuuuy59zpw5B2bNmnVKSQp74eHh1lrcxbVHAAAgAElEQVRr1q5dG9miRYvsevXqBS677LLD5Z+6ZlBhT0TK29vAImCm9XrOMi53VqgDiUiVl4VGIUkVZS3bgQeM4UHg7B076P+3v9HNGNpmZ3NKUcfFhx2ijdnA+TlpPM1bXOxbQXjxC976gCfLML6IiJSXkoyg27PHScOGnX6fW68wDgfs2rWW+vX9ZZiOZs2aZRV8vm7duhKNujvzzDOzZ82atSU1NbX+6NGjmzVr1ixr5MiRu1NSUvaVZcaaSoU9ESlXxuW21usZCfwXuB94PMSRRKTqU2FPqrzcFt01uQ8AjCEOaAXEABFADnAE2LzHV3eQk8CfS3mZ57H2+zKKLCIioVa/vp+ePQ/w4Ydxx8yxB+B0Wnr0SC/roh6A1+uNKPC8VmJiYg5AbGys/8iRI0et4bBz587w/M8HDx58YPDgwQdycnJ49dVX44cNG9a8a9euv3Xs2FEDP06SFs8QkXJnXO5twKPAI9braRniOCJS9amwJ9WStaRbS5q1fGQt71nLh9ayylp2O63/GeBegsW+458HLPBU7v4iIlKdTJ26naioAE6nPep1p9MSFRVg6tTt5XHZFStWxM2bNy/O5/OxYMGC2GXLltUdOnToXoAuXbpkZGRkOF966aV4v9/PokWLYhYvXhyfd+y6detqvf7663Hp6emO8PBw4uPj/cHIzkKv5ff7ycjIMJmZmQYgKyvLZGRkGJ+v2JHqNZIKeyJSUf4M/AA8Z72eUk4TLiJyFBX2pGay9lngHGAmsKuQPfbbjg3WkXplwH45bDHW2kL2ERGRqqx9+yxWrdpAjx7pOHJLOg4H9OiRzqpVG2jfvlxGwA0YMODX2bNnnxIXF9d51KhRrilTpvzYp0+fwwBt27bNnjRpknfcuHFN4+LiOqempp4ycODAvXnHZmVlOSZPntyoSZMmHaOjozu73e6mM2bM2NquXbtCs/7rX/+KqVOnztmdOnVqD3DOOee0q1OnztnPP/98QmH713RGf+9FpKJYr+cC4BPgeuNyvx7qPNWZXdC3HbAeaG/6L/k21HlEypIxZjHwq7VWq21LzWWMg2CRryFgCC4684X9cpgfWAicD5xjklO9oQspIlJ9rVmzpnlYWNhHrVq1OhgZGZkdkhB79jjZsSOMxERfebTfSvk7cuRIxKZNm2J9Pl/3pKSkLSdyDo3YE5EKY1zuT4G/AtOs1xMX6jwiUmVpxJ6ItQGs/RJr38Xad7D2U6zNMcmpAeCPwB7gLZuWUqKJzUVEpAqqX9/PWWdlqahXs6mwJyIV7UEgHC2iISInLhMV9kSKZJJTDwFXA82Bl2xaiqbAEBERqaZU2BORCmVc7l+B+4AR1us5J9R5RKRK0og9kWKY5NQfgOtzH2NCHEdERETKiQp7IhIKrxKcay/Vej1hoQ4jIlWOCnsiJWCSU5cCbmCyTUvpHeo8IiIiUvZU2BORCmdcbgvcAXQA7gxxHBGpelTYEym5p4HXgXk2LaVlqMOIiIhI2VJhT0RCwrjc/wWmAI9br6dxqPOISJWiwp5ICZnkVAvcBmwF3rFpKTEhjiQiIiJlSIU9EQmlJ4C9wDOhDiIiVYoKeyKlYJJTM4BrgPrAHJuWos8AIiIi1YT+qItIyBiXOwO4CxhgvZ7LQp1HRKoMFfZESskkp3qB/sAVwCMhjiMiIiJlRIU9EQkp43IvARYAz1mvJyrUeUSkSlBhT+QEmOTUlcA9wKM2LeXqUOcREZGTs4c9znWsq7WHPc7yvE6XLl1a33333YnleQ05cSrsiUhlcC9wCvBwqIOISJWgwp7IiZsJzAL+ZtNS2oY6jIiIlN561tfqRa8WDWnYqROd2jekYafe9G6xnvXV4v3RhAkTGrRr165NTExMp3r16p116aWXtly9enXtUOeqrFTYE5GQMy73zwTbgu63Xo8+ZIhIcVTYEzlBuYtp3AV8Q3AxjfgQRxIRkVJYz/pa3ejW5iM+igsQACBAgA/5MK4b3dpUh+JeZmammTp16k87d+5c5/V6vz7jjDMyL7vsslaHDx82oc5WGamwJyKVxfMEP2TMtF6P/sEWkeNRYU/kJJjk1CygHxAFzLVpKeXawiUiImVnDGOaZJDh8OM/6jOTH7/JIMMxhjFNyuO6Bw4cCOvVq1eLOnXqdHa5XO1nzJiRkLdt+vTpCQ0aNOiYf//Ro0cnJiUltc57PmnSpPpNmzZtX6dOnc4JCQln9evX77SiruXxeHb16dPncHR0tI2OjraTJk3auXfv3vB169Zp1F4hwkIdQEQEwLjcPuv1DAe+AP4IvBriSCJSeamwJ3KSTHLqTpuWci2wEpgEPBjiSCIiNZrBJJ3sOfz4zTKW1S3JuSx2TWnOPX/+/FNmz569efHixZvffPPNuMGDB7do1apVZq9evX4r7thvvvmm1sSJE5usXLlyQ3JycmZ6erpj1apVJZ5f/e23346NjIwMdOjQIas0mWsKjdgTkUrDuNxpBEfuPW29noTi9heRGisLcBhj9AWlyEkwyalfACnAAzYt5YZQ5xERkcrr4osvTh80aFB6eHg41113XXqvXr0OzJo165SSHBseHm6ttWbt2rWR+/btc8TFxQUuu+yywyU59osvvogcM2ZMs8cff/yn2NjYwMndRfWkwp6IVDYPAz5gcqiDiEglYkw0xlyPMQsOwYwdgB++x5h3MOYmjIkLdUSRqsgkp74CTAf+atNSOoc4johIjWWxa4p7/MIvax3FlHEcOPiFX9YWd67S5mvWrFlWwec///xzREmOPfPMM7NnzZq1Zc6cOac0a9asY/v27dukpqbWK+64jz/+OKpPnz6tHnzwwZ9Hjx69t7SZawoV9kSkUjEudzowChhqvZ4LQp1HRCoBY+4CdgP/APpFQ6NGgANOA64C5gC7MWYsxui9jUjp3Qd8Drxt01JODXUYEREpXH3q+3vS84ATpy1suxOn7UnPA/Wp7y/ra3u93ogCz2slJibmAMTGxvqPHDly1HuwnTt3hud/Pnjw4AOffPLJ9/v27Vt777337rrjjjtO//rrr4ucWuWdd96Jueqqq1o9+uij2x966KE9ZXkv1Y3e/IpIZfQ6sAx4wXo94cXtLCLVmDEvAX8hOMn/8dQiOE/YPIzRQgAipWCSU3OAgUAAeMOmpehvr4hIJTWVqdujiAoULO45cdooogJTmbq9PK67YsWKuHnz5sX5fD4WLFgQu2zZsrpDhw7dC9ClS5eMjIwM50svvRTv9/tZtGhRzOLFi39fdX3dunW1Xn/99bj09HRHeHg48fHxfgCns/C3bHPmzKl74403tpw+ffqPd99996/lcT/ViQp7IlLpGJfbAiOAlgRH74lITWTMtcBtpTxqAHBzOaQRqdZMcupe4BrgHOCZEMcREZEitKd91ipWbehBj/S8tlwHDnrQI30Vqza0p325LDAxYMCAX2fPnn1KXFxc51GjRrmmTJnyY58+fQ4DtG3bNnvSpEnecePGNY2Li+ucmpp6ysCBA39vnc3KynJMnjy5UZMmTTpGR0d3drvdTWfMmLG1Xbt2hWYdO3Zs0yNHjjhGjBhxWlRUVOe8x8yZM4tt362JjLWFjuAUEQk56/WMA8YCbY3LvS3EcaoUu6BvO2A90N70X/JtqPOIlFqwpfYboO0JHO0FzsDa7LINJVL92bSUgQRHzt9mklP/Guo8IiKV1Zo1a5qHhYV91KpVq4ORkZEhec+xhz3OHewISyTRVx7tt1L+jhw5ErFp06ZYn8/XPSkpacuJnEOryYlIZfYUMBj4i/V6rsodySciNcMZ5Cvq+XCymRZsoA2/cCpZ1MJgiSCbRHbQhg2cxjacBABcQGfgixBlF6myTHLqfJuW0gmYadNS/muSU/8d6kwiIlK4+tT3q6AnKuyJSKVlXO4s6/UMBz4i2B70VogjiUgF+Y2oqK/ozAL6837E5Xyfcxo5NjjtV1ydHGpFWKyFzGwHhzKCb2dqObJp7dxMn5x3qU1mp8cMX1qLvhAQKb1xwFnAmzYtJckkp+4IdSAREREpnObYE5FKzbjcHwOvAdOt1xMT6jwiUr6M4VRjeDoh/ND7F/Ip751+J5ffcwaz54SzejUcOgQHDoeze18Ev+yP4OBvYezfD59/Di/8NYJL72zD/MajeIzxL0REsN0YHjOGuqG+L5GqxCSn+oFBwEGCxb3aIY4kIiIiRVBhT0SqgvuAaGBCiHOISDkxhjhjeMzp5MeEBO5xP+RIWL8eNmyO4KmnYPBgSEqC6Ohjj61bF849F4YMgWnTYMtPEaxeDaNGkRgTw9iwMLzGcL8xRFb4jYlUUSY5NR24GmgDPG/TUkyII4mIiEghVNgTkUrPuNy/AA8C91ivp1Oo84hI2TKGy8LC2BodzUMTJ1L7xx8JmzAB2rUDcwKlBGOCRUCPB378kbD77yemVi2eDA/nB2PoVtb5Raork5y6EbgRGALcFdo0IiIiUhgV9kSkqpgFpAEvWK9H/3aJVAPGYIxhPLCkf3/ifvwR59ixUKdO2V0jPh4mTYItW3B2704DY/jEGEaU3RVEqjeTnLqI4Jx7z9i0lEtDnUdEpBLxAzYQCOiziZyw3P//WMB3oufQ4hkiUiUYlzuQu5DGGmAY8EKII4nISTAG43DwEnDrX/4Cd9yB40RG55VUYiIsWYLz8cdh/HhmGEMja3mk/K4oUq1MAjoBb9i0lHNMcuq2EOcREakMtgcCgZ3bt28/vUGDBgcjIiKyjTFatEtKxFprsrOzI3bv3h0bCAS2Aj+f6LmMtfr/nYhUHdbreRq4DWhtXO7doc5TWdkFfdsB64H2pv+Sb0OdR6QgYxhrDE+8/Tbmqqsq9tp//SvcdhsAt1rLyxV7dZGqyaalRAOrgABwvklO/S3EkUREQm7NmjUNjDETHA7HH4wxGjglpWKt9QUCgfettROSkpJO+LOtCnsiUqVYryca+C+w0rjcg0Odp7JSYU8qM2O4Flg4bRrcc09oMowdC089hT8QoLu1rAxNCpGqxaalNCc4Lcb7wA0mOVUfJESkxluzZo0BYoF6gBYakpKywD7gYFJS0kn9PVVhT0SqHOv1XA28DfQ0LveHoc5TGamwJ5WVMdQNC8N7881Ev/QSpjzbb48nEICrryawdCk7c3Jobi3ZoUkiUrXYtJSewFLgYZOc6gl1HhERkZpOkzyKSJVjXO53gHeBmdbrqR3qPCJSKmNq1yZyypTQFfUAHA6YMQNHIEAjgu39IlICJjn1A+A+YJJNS+kb6jwiIiI1nQp7IlJV3Q00Bh4MdRARKRljqO90MuahhwiLjw91GmjWDO68E0d4OBOMITLUeUSqkGnA34C5Ni2lVajDiIiI1GQq7IlIlWRc7h+BCcBD1us5I8RxRKRkrnY6qTVyZMkPmDdvHhdeeCGxsbEYY/D5fEdt//rrr7nooouoU6cOiYmJTJgwgdJMM/Lgg5CTQ32ge8lTidRsuXPrpQDfA+/YtJTYEEcSERGpsVTYE5GqbBrwHfC89Xo0Ua1IJWcMl3brRiA6uuTHxMfHc+eddzJt2rRjth06dIjevXtz/vnns3fvXpYuXcqsWbMK3bcojRvDGWeQDVxS8lQiYpJTjwD/B8QDf7NpKfpcISIiEgL6AywiVZZxuXOA4UBP4PoQxxGR4zAGEx5Ozx49CCvNcb179+aGG26gefPmx2x788038fv9TJw4kcjISDp06MD999/PjBkzSpWtVy8iIiLoVaqDRASTnLod6Af0ITiKXkRERCqYCnsiUqUZl3sV8BLwjPV66oY6j4gUKTI7m1M7diy7E65du5bOnTsTFva/WmFycjJbtmzh4MGDJT7PWWdBIGBbll0ykZrDJKd+BtwFjLNpKdeGOo+IiEhNo8KeiFQHbsAJPBHqICJSpEiAqKiyO+HBgwepW/foen587qocpSnsRUaC8fuiMOZ9jEnBmISySylS/Znk1BeBF4A5Ni2lQ6jziIiI1CQq7IlIlWdc7n3AGOAO6/V0KfXxxvQ1xvzHGLPWGLPeGHNzvm0vG2M2GWPWGWM+M8Yk59v2Vu4xeY+AMeaqIq5xhjFmVe650owx7UqyrYhzPWqM8RtjmpX2XkVCKAsgO7vsThgbG8uBAweOem3//v2/byup7Gyo5ciBYFv/C8AmjNHII5HSuQf4CnjbpqXUC3UYERGRmkKFPRGpLl4DVgCp1usp8RxexhgD/A0YYq3tBFwBpBpjYnJ3eQtoa609C3gSeCPvWGvt/1lrO+UedxuwD3iviEulAi9aa1sBk4FXSritYF4HMARYDtxS0vsUqQQywsL47Ycfyu6EnTp14quvvjpqpdzVq1fTvHnzUhX2Nm+GRs5f8r9UD1iAMcPKLKxINWeSU7OB/kAE8LpNSynVfJoiIiJyYlTYE6nBjDG3GGOsMeaafK8l545MW5c7Cq17gWPuNMZsMMZ8k7tP7SLOfW7u9k3GmI+MMY1Lsq2Ic71qjDlojKlT5D4utwXuANoRnOunNCyQ188XC/xK7ugia+271tq8qsHnQGNjTGEfVoYCf7PWHjMeyRhzKnAOwQIiwEKgqTGm5fG2FZH1D8Bu4D7gltxCn0ilZy0Ba1m+fDmB0hzn9/vJzMwkO3eoX1ZWFpmZmQQCAa699lqcTifjx4/nyJEjrF+/nqeffpoRI0aUKtvHy7K5JHtZwZcN8LTackVKziSn7gauAS4g+EWViIiIlDN9IBSpoYwxpwG3EyxW5b1mCI5QG587Qm0g8IoxJjJ3+9XAjcB51toOBNvWcgo5twP4O3Bv7ii0JcC04rYVkTMWuBJYBww47j253BsJfpCYaL2eJsX+EgBrrQWuA940xvwIfArcXFiBjmCb0ZJ8hb68jJHADcBfi7hMU2Bn3nG51/QCrmK2FWYoMNta+xXBAmTPktynSMgZE3al/62Dyz/0Gb+/5Ie99tprREZG0rt3bwCio6OJjIxk5cqVxMTEsHTpUlauXElCQgI9e/bk1ltvZdSoUSU+/+HDkPZVGJewvLDNMcCDJU8rIiY5dQ3BUeyjbVrKTaHOIyIiUt2psCdSA+UW12YBI8kdmZYrAahvrf0AwFq7CTgAXJa7/X7gUWtteu72Pdbawj6iJwE+a+3Huc9TgStzR/cdb1thbgA+AP5MsKhVnEnALxynWJhf7ui7R4BrrbXNgB7Aa8aYUwrsN5hgobOw1rz+wCZr7TclueaJMsGRQ72Af+S+NJuS/U5EQsuYJsCnk3nwhvRDDvP66yU/dMiQIVhrj3lccsklAHTs2JFPPvmEjIwMdu3axYQJEwh+R1EyqakQbnP4A+8Xtcv5JU8rIgAmOfXvwFTgJZuWck6o84iIiFRnKuyJ1Eyjgc+stWvyv2it3QvsNMYMhGBbLtAaOC13l7bAObmtuquNMXcXcX4X8GO+8x4CDgKJxWwrzFCCBaxFwBnGmNbHuzHjch8BRgD9rNdz+fH2zdUJSLTWrszNkwZsBzr/fk5jrgPGA3+w1u4uImNRo/UAfgIa5bXw5o6MdBEcmXe8bQXdBIQB64wx2wiOJLrSqFVQKjNj6gGfAee24nsG8zf+NDabnGPG+la8gwfhyYk53B14hvrsLWo3vVcSOTFuYCXwlk1LaRDqMCIiItWV3qyK1DDGmPZAP+DxIna5GrjVGPMVwdbTT4G81tMw4HTgIqAPkGKMuaIcs3YAGgHLrLU5BOehu7XY41zu94D5wHPW64kqZve8wlqb3Gu2BFoA3+U+H0jwd9XTWntMsS13/3P43yi6Y1hrfwH+AwzOfakfsN1a+8PxthVyqqFAf2vtabmPpsA/8x0rUhm5yddaPt5O4MefHMyYEcJEuZ54AnIOZ/EATxW5jz0zPtsu6KsVqEVKySSn+oDrgWxgoU1LiQhxJBERkWpJhT2RmudCgiPwvs8d9XUe8KIx5g4Aa+06a20fa21na+1ggiPpvs091gv8w1rrzx3dtyT3+IK8wO8fhHNXmI0DdhSzraChBOe42pKb9Qbgj0UsXlHQKCAeGHe8nXJH4A0D5htj1hGcY/CufEW8vwO1gXdyFxNZW2CE3K3AQmvtwfznNcZcZYyZle+lFIKF0E0ECx23lHBb3vm6AKcSbEvO7++oHVcqq+B/K0ctZtOcrTxiJ3L/fQE+/DBEuYDXX4ennoIp/tHUY3+h+9gwE+Des5KAbXZB36/tgr6T7IK+Xe2Cvs6KTStSNZnk1H0EvzDsBEwPcRwREZFqyQTnaReRmsoYsxyYZq19O/d5I2vtztyfbydYdEq21lpjzENAXWvtA7kLRqwEnrLWvlHgnA7ge+A2a+3Hxpj7CC640f942wqcI4Jgse8Ca+3GfK9/AUyy1r5T3L1Zr+cu4Bmgk3G5vy1u/+rELujbDlgPtDf9l9Soe5dKxJhzybdAT54AhuvNfN6vcw2frw6j9XEb7Mvel1/CxRf6uT37eaZT1IwCADxk37jsz8DFBBfxuZLgFxN7gMUEpwhYZvovOVTemUWqMpuWci3BVd+Hm+TU1FDnERERqU5U2BOp4Qop7I0nuPKtATYAI6y1P+Vuq01wsYtkwBIcqfan3G3DCc5Vl/e8a+6+tQkW6G7Kd54it+XLNRB40FqbVOD1uwm2xV5V3L1Zr8cJfAEcAS42LnegdL+dqkuFPakUjEkCVhe2KYNILg37hG2xHXl3STjnnlsxkZYuhYH9fHQ78hH/DPQljEKX6M0ERmPtzPwv2gV9DdCO/xX5ziO4Mvhygm3x/zT9l/yIiBzDpqU8BowFLjXJqZ+GOo+IiEh1ocKeiFRr1utJAr4EbjMu98uhzlNRVNiTSiE4snczwbkyj3GQGK5zLOAjRw/+PM3JnXdCKRa0LRW/HyZNgvHjrT3bfLV2ReDC7DpkdCH4JUae9cAC4DWs3VLcOe2CvqcSXDX8SqA3EJ17jn/mPr40/ZcUWjkUqWlsWoqD4HQX5wHnmOTUn4o5REREREpAhT0Rqfas1zMdGAScaVzuIpe+rE5U2JNKw5gRQJFLZfhx8Bh/YiLjOPccP09OCeeSS8ru8tbC4sXwwAPkfPcdjkCAMcB0a7EYU5/g3JUO4FesLWyuz5JdZ0HfWgRbdq8gWOg7DbXsihzFpqXEEmzPzwAuNMmpR0IcSUREpMrT4hkiUhOMI7gqX9FLX4pImbNpKc3tp0P72HMSi9zHSYBHmcAXnEudrz7l0kuhV0+/XboUcnJO/NqZmfDOO9C1K74rr4RNm/hXIEBHa3nWWoLfalq7B2u/xdpvTqaoB2D6L8ky/ZcsM/2X3A00BzoQnOOzNfAGsNcu6LvULuh7l13Q97STuZZIVWWSUw8C1wAtgVSbllJOY3RFRERqDo3YE5EawXo9A4D5BOfaWxnqPOVNI/YklGxaSiTwAMH5tLay/8i9pvdrlxNcIfd4H+TtLIa+fVf4i02zchznxMbi69cP59VXYzp0gGbNwFnEerQ+H2zZAuvWwVtvYd95h0BGBs7wcJbn5DDW2mMX8agodkHf+kBf1LIrAoBNS+kDLAHGmOTUZ0KdR0REpCpTYU9EagTr9RiCHyJcQGfjcmeHOFK5UmFPQsWmpVwBTCfY4voo8KxJTg3+92ZMS2AA0B/oCIQBPuBrgnPbvYG1PwR3pQXQLyKCG7Kz6QQQEUGgRQt8LhfO2rVxWAuZmQS2bsW/dSvhPh8GsOHhfJGTwzxgobVsr8j7L85xWnaXECzyqWVXagSblvIgMAnobZJTPwh1HhERkapKhT0RqTGs19OCYLHrUeNye0KdpzypsCcVzaalNAeeJViwmk9wJM7xi2rGRGBtsUV2Y4gn2NLaJvdxKlCL4Orc2QRX194AbAQ2WkuVKIwVWGX3CqAr/1tldxHBVXa3hSqfSHnKbcOdC/QCkk1yarEL1oiIiMixVNgTkRrFej0PAw8D7YzLvTXUecqLCntSUY5pu4W7THLqh6FNVTUV07K7CPhCLbtSndi0lCjgM4Kjd7ua5NTDIY4kIiJS5aiwJyI1ivV6agFrCRYgLjcud7X8R1CFPakIx227lZOS27J7EcEin1p2pdqyaSnNgNXACmCASU6tln+XRUREyosKeyJS41iv52KCrW79jcu9MMRxyoUKe1KeCrTdvg7cV2zbrZywfC27efPydSU4N+FychfgUMuuVGU2LeUS+H/27jy8yWp54Ph30qQsAoKiKGgAAQFBUCBs4o7ixQXFuoB63fgZFdwV4gp1jXr1orjFXdGiiF4XLq4oqOCVqAgIoiBKUFHBBdnbNPP74wQo3fe0ZT7P0wfynjfnnZSSNJMzZ3gPGCeByK0pDscYY4ypVSyxZ4zZIWks/DRwFNBJ/KE6t+rFEnumKiTLbscAIazsNmWKKdmdikv0WcmuqT5ZsjewN8N1dkWm0WhwFDABOEECkTcqJTZjjDFmB+BJdQDGGJMi1wANgJtTHYgxtUGy7HYhcDVwI9DdknqpIRnTVknGtGckY1oG0BzXfOAD4HTcfmW/6JTBT+uUwSfrlMGNUxmrqeOypBHimwHMIkuGVHC2B4GngOc1Guxc4diMMcaYHYSt2DPG7LA0Fh4BRIBe4g/NTXU8lclW7JnKYmW3tUeyZHc/tu3LZyW7pmplpT2Jr9FZtDgyjZ/eWIvGuzBcy/38oNFgPdxee7sAvSUQ+avSYjXGGGPqKEvsGWN2WBoLe4CPAB/QT/yhOlO6Zok9U1H5ym6XAZfYCr3aJU/J7nG4kt3GuFWXb2Alu6aisuR0YBKHvAp7DIRp3XNYv/xTNH4Yw7XcP1caDbbENdP4EjheAhH7GTXGGGOKYaW4xpgdlvhDCeBC4EAgmOJwjKkxNBo8nu3Lbg+wpF7tk6dk9xS2ley+T8GS3QydMrhJKmM1tUyWtEXSHqfDxcpeQ8C7Ewx4yQf0B66tyNQSiPwMDAWOBKyRhjHGGFMCW7FnjNnhaSx8Jy7B11H8oV9SHXgboZYAACAASURBVE9lsBV7pjys7HbHYCW7pkKyxIf4ZtO4/QEc87l33sJvGTNmDNnZ2bRuup6nMqIJ0EMYrrMqchmNBs8DngBOk0BkcuUEb4wxxtQ9ltgzxuzwNBbeCVgEzBJ/aHiq46kMltgzZWFltzu2ZMnuP9jWZddKdk3RsuR2PPVG848v0rIbtOeYY47hlVdeoWnTpqAKM47N5Zf3fkVzujJc/6zIpTQanACcB/SXQGRe5TwAY4wxpm6xxJ4xxgAaCx8PvA4cLf7Qu6mOp6IssWdKK1l2ex+wO5AJ3CeBSHZqozKpolMGpwOH4lZtHg+0BVYD03BJvnckY9rfqYvQpFSWHAm8S++I0P4CPvzwQ+69914A/vzzT6688kqGDOoP/90vTvafb6C5JzO8/G82NBr0Ae/gfg57SSCyulIehzHGGFOHWGLPGGOSNBb+D9AV2F/8oU2pjqciLLFnSmJlt6YkJZTsTsWV7H6fsgBN9cqS3RDfQlodtysHv+xBhEmTJjF69Gjmz58PQP/+/Zk9ezbNNn8B7x8F6AUM18cqclmNBncDorjVxIMkEMmp8GMxxhhj6hBvqgMwxpga5FLga9zG32NTHIsxVaKQstsjJRB5P7VRmZpIMqYpriR3IRDWKYOb47rsHo9ranCfThlsJbs7giwRxPsM9Zo3o+8THkQA2GWXXejTpw/NmjUDoHv37ixZsoTevY+E/cbA13dPIEtmMVwXlffSEois0mjwRGA28C/gskp4RMYYY0ydYV1xjTEmSfyhFcBNQEhj4Y6pjseYylZEt1tL6plSkYxpqyVj2rP5uuxOB05jW5fdZ6zLbp10CZp7DAMme0lvtvVg3759+e6778jOziY7O5uFCxfSpk0bN9jtZmh2QBrim0KW1K/IxSUQ+RI4F7hUo8FzKzKXMcYYU9dYYs8YY7Z3P27V3kMaC0uqgzGmMmg02E6jwam4fSTnAJ0kELnb9tIz5SUZ07IlY9q7kjHtMqAdbhuDfyX//iKwWqcMfkenDL5Upwxum8pYd0QiUk9EHhCRJSKyQESeK+Scc0VEReTEPMeuE5FvRCSx9XiWHACee9h/nLD7gK33nzp1Kn369GHlypXsueee9OvXj0svvZTdd9+dqVOn0mm//ekwarX3pH8nOv3yF+NLiHemiCwVkSJfdyUQeRG4E3hEo8E+Zf+uGGOMMXWT7bFnjDH5aCzcF1fyc5b4Q8+nOp7ysD32DBRadjvKVuiZqpavZDd/l92pwP+sZLdqici/cVvuXKqqKiJ7qOovecbbAFmAAHeq6qvJ471xzVKeBMbr87yL+ObRYM+29HvWg6QBsG79Btr1Pp2Zr06gU4fWjLr23zSon87dY0cWHBs1kgYb5nP3cIYwXF8vJNYOwEzgT2Ckqs4o6nFpNJiG+znqjmumsbLi3y1jjDGmdrPEnjHGFEJj4UeAk4BO4g/9mep4ysoSeyZft9txwP22Qq/6ichg3H50Hlyi5W5VfSbfOUcA7wJXqer45LGGwBNAAEgA16nqlCKu0Qd4FGgA/Aicpao/lTRWxFzP4J779lTV9eV93Fsku+wewrYGHNZlt4qJyE7ASmAvVS3wvRURD67T7BjgHmD8lsRennNm4BJ7sxVPTEjUyzv+0qfwxAx4a4y7vehHODoMPz5QzNiD3msZlhMuJJ47gLRkzD1U9aziHp9Gg01xK49/Bw6TQGRzSd8TY4wxpi6zUlxjjCnctbiVDHekOhBjyiJf2e2nQEcJRP5lSb3qlywrfA44R1UPwHUgjohI4zzn7AyEcYmuvK4GNqtqe9yqt4dEZNdCruEBngcuV9V9k/OML2msiHib4JJv84BTyvWg88/pSnbfK6Fk910r2a1U7YA/gOtE5DMR+UhEjswzfiUwS1U/L2kiOYPjdr8wsWGvUaw84jbOA1oCLa+YSOb/lvLcltvfr6LdT3+SWPoLexc1ds9/4wV+9kQkDTgbt0JwInB88v9E0TEFIn8BQ4AuwIMaDdq2GcYYY3ZotmLPGGOKoLHwmbg3Gv3FH/ok1fGUha3Y2/Eky25DuFU4VnZbAyQTe6uBk1T1QxHpBrwJtFXV7OQ5E4GXgKHAl3lW7C0EzlfV/yVvTwbeUdXH810jAExU1U7J242BVUBTYP+ixlR1UyHxBoEjgUnAlap6cKV+Q/LJU7J7HHAM20p2p+JW81nJbjmISA/gc+BsVX1WRA7ErQjtAuwGPAYcoqo5W1fmFVyxNwdoCHQGJgA3quraPONXAfuqajB5uyGwFqiH61pb6JiqxvNd53jgWlXtn7w9BZiuqg+X9Dg1GhwCvIp7rnuwLN8jY4wxpi6xFXvGGFO054H3gUc0FvamOhhjipKn2+1VwA1Yt9saQd2np6cBr4jIcuBjXLJlS1IvA0ioFtx3DPADy/Pc/iF5rNjzksmXv3GrpYobK8z5uJVTU4EOIlKl3cHzdNk9Fddl9yhcl91Tcd+rLV12T7Euu2USw5VvPw+gqnOB73GJ3oOBNsASEfkB6As8KiIXAYhIfRG5GeiFK9/uo6qX503q5blG6zy32wArk4m74sbyOx/YV0R+SMZzcPJYiSQQeQ0YC4zXaPDQ0tzHGGOMqYsssWeMMUUQf0iBi4FOwKUpDseYAqzstmYTES8u0TpUVVvjVsNNFJHmIrJHcuyyVMa4hYjsD+yJWxWYgyshPq/arl+wZLcL20p2X8BKdktNVVfjEqSDAESkLW5vw69V9WFV3VNV26hqG+B/wAWq+nByr8f5uFLdZcA1qvpZEZd5C+ghIp2Sty/G/TuVNLaViLTA/Z9onyeePYGWItK9lA/3VtzqzikaDbYu6WRjjDGmLrJSXGOMKYHGwpm4lVCdxR9akep4SsNKceu2QspuR0og8kFqozL5iUgvICu5v92WY1HgOiAdtzpuY3KoOZANPKyq11ewFHc1sDOFl+KuBnbOX4orIuOBc4C/kod8uA+A9y5ipVW1SZbs/gO3/9+Wkt1FuISOlewWQkT2wTVfaY5bvXezqr5cyHkzcD+HRwL/BBbjyrh3wZXPbgIOVNVVyZV8P6vqI8n7ngDchWsK8xVuNeqaksbyXHs0bkXgyfmO3wt4VbVUH6hpNNgY+AT3/2eABCIbSnM/Y4wxpq6wxJ4xxpRAY+H6uDcmC8QfOinV8ZSGJfbqpuQm8Vu63TYHMoH7JBDJSWlgplDJFUlLgd6q+rWItMd18zxAVWP5zn2a7ffYGwe0UdVzkiuuPgX2S67Gyns/D7AEGKGqH4jI1UBfVc0obizfHOnAz8AAVV2c5/inwO2q+lqlfVMqqIQuu1OBt2t7l10RBLdXXToQBzarUumJy+QekGfjVkZuAi4BXtVa+OZAo8F2QBS3WvAMCURq3WMwxhhjyssSe8YYUwoaCx8FvAMMEX+osP2wahRL7NU9yTeu9wHH4srarpZA5KfURmVKIiLDcCv0ErgVcHeoalYh5z3N9om9nXArqXoBucANqjo5OXYh0FJVb0re7gdEgPq4BN1ZqrqipLE81z4VGKOqPfMdvxQYqKonVMK3otLplMGCa+6wJcnXD/e9molbyTdVMqYtS12EJROhPm5vwd4i7JeeTrfsbNqokndf10S9evwUj/NVbi4LgS+B/6puXV25ZbJGuEYkh+NW3W3Z7+414FPy/NKf3D8xgkuSbmmOUasTohoNHoVL7IUkELk71fEYY4wx1cUSe8YYU0oaC2cBBwH7iT+0PtXxFMcSe3WHld0aUzqVVbKrUwbXx3WPbZ78c8tXtmRMe6iicYqQBhzv8XCqCENyc2m4zz5kd+uGr3NnpFMnaNoUfD6Ix2HdOli6FBYtQhcsIGfxYryqqMfD9HicF57jjPfPIOs24GRcArcwK4C79obHf3TPJ9cmvzcXqGq0oo+pptBo8CpcCfBgCUTeTnU8xhhjTHWwxJ4xxpSSxsJ74PYfiog/NCbV8RTHEnu1XyFlt+OA+63s1piS5SnZPQ73/2gf4Hdcye5K3P5xTXAJuxa4pg274faWa5B/uuSXB9hXMqYtKU9MyRLbE30+7ozH6dCvH/HTTsM7dCjstVfp5/nrL3j9dZg8mdx33lZPM/7UG+M3eS7gUdIp/ulhGqwbCp7NcCNwf6r3T6xsyefNZ3H/7gEJRJamOCRjjDGmyllizxhjykBj4YtxiZYe4g8tSHU8RaktiT0RqQfcg+veuAmYp6pnJsd+ADazrbnAHar6oojsiuv4uEVD3Jv23VX1j0KucRxuD6k0YAFwzpaSs+LGioh3JtAK6FCV+1Aly27vBwYDk4BrrOzWmPLJV7J7AtB/yxDbEnYlyQW+APpIxrQy/98X4UCfj8dzcuhx8skkbrsNT8eOZZ2loFWr4PbblIceTNCKnxkfH8kJvFHsfX6ByB6qF1b86jVTcpXzR7gEbV8JRNamOCRjjDGmSllizxhjykBj4TS2dd87RPyhRIpDKlQtSuz9G9c18VJVVRHZQ1V/SY79AJyoql+WMMfVwKGqenwhY42A75Lji0XkAWCjql5T3FgR1+mA27vrT2Ckqs4o58MukkaDDXFlcqOxsltjqoROGRwEHqJ0Cb28jpeMaVMLHRHZGZc07IZLKG0A5gJTBT3D42FCnz5w//14e/Uqf+xFWb4crgslyHrBw+X8m7u5Bm/R/TY2Au1QXVn5kdQMGg3uDXyGe70eKoFIjXytNsYYYypDWX+hMcaYHZr4Q7nAhbhN2s9LcTi1WrI5wPnA9VtWv21J6pXR+cATRYz9A5ibp9PnQ8CwUowV5jzgOeDx5DUrjUaDotHgCcBC4ArgeqC7JfWMqXySMS0CHAb8jWswUZIE8DXw34KTSRdEpgK/4UpArwZGAtckkKxRPPAn8PD11+P96KOqSeoBtG4Nz0/yMHEiRNIv5di0t1hLo6JObwD8s2oiqRkkEFkBZOCaDd2U4nCMMcaYKmWJPWOMKSPxh77AdRG8S2Ph3VIdTy3WDvgDuE5EPhORj0TkyHznPCsiC0TkCREp8L0Wkf5AM6DwVTTgB5bnuf0DsKeIeEsYy3+dNOBsXJfSicDx4lboVFiy7HYqrnPlJ0AnCUTusb30jKk6kjHtI1zH4R8pObnnAeYAbbefRE7HrQo7FkjPf6dxjCOSdlHaCy/AzTdDWlplRF68M8+EmR+n8UXjQxnueYHcon/V37Xqo0ktCUQ+Ai4Bxmo0eFKq4zHGGGOqiiX2jDGmfG7ElVrdnepAajEv0BpYpKq9gEuBF0WkRXL8EFXtBvQAVgPPFDLH+cCz1bAB/GDgB1VdrKqrgfeA4RWZUKPBhhoN3oxbpdcGOEICkeG2l54x1SPZBKMXLjlXXLfcDcBJwHc6ZfBCnTI4rEPbna+QRRFdaLMYxi3cxEMPezjttEoPvViBALw61cc7nmMYw51FnfZbdcaUKhKIPAI8Cjyr0WCXVMdjjDHGVAVL7BljTDmIP7QWuAw4W2Phw1IcTm0Vw5W4PQ+gqnOB74H9k7djyT9zgPHAwXnvnNwj71TcKrrirtE6z+02wMpkIrC4sfzOB/YVkR+Se/8dTDnLcZNlt0PYvuz2ACu7Nab6Sca033FluZNxjTTySwCX4zrmDgTeBU7huzWPC0hhcy6mI+d5nuaKy5X/+7+qibskBx0ETzyVxj1czcsMzT+8jsI/KKmrLgHmAa9pNLhLqoMxxhhjKps1zzDGmHLSWFhwJZT7AN3FH8pOcUhb1aLmGe8A41V1moi0BaJAd+AvwKeqfyXPuxLXSOOQPPc9HzhXVQcUM39jXIOMQ/I0yNikqlcXN5ZvjhbAUmDvPPF4cCV8/1DVeaV9vBoNtsd1Vd7S7fZqCUR+Lu39jTFVI9k5d2zyK69VwN6SMW3z1nO9no6Su3VvzgJO9bzEwnYnMP/r9Gopvy3OGcNy+WzKchbG983bTOMWVHeofec0GtwDtzJzIXCsBCJVvcrbGGOMqTa2Ys8YY8pJ/CEFRuFWehXaSdWU6ELgGhFZALwKBFX1J6AF8IGIzE+OHUrBzd4LbZohIjeLyIUAqroWGAG8KiJLgb2AW0oay+ds4J0tSb3kfRPAC5Ry1V4xZbeW1DOmBpCMaSoZ08bh/r/n4lbq5QLhvEk9AMnVFgVncOZyAC8lMrj1ztQn9QAyb0nju0Qbnt329Pk0cHPqIkoNCUR+wZVTHwrckeJwjDHGmEplK/aMMaaCNBa+Ftd1r6v4Q9+lOh6oPSv26jqNBgU4AVdK3BwYB9xvjTGMqbl0yuBDgTdwpbmtJGPauu1OENkfmF/Yfc9iIgu7nsbn831IoYW6Jfvzzz8JhUJMnTqVNWvW0K9fPyZMmECnTp3KNd+I8xPMnBjLXpLT9v9QfbZ8UdUNGg3+E1eGfKYEIs+nOh5jjDGmMtiKPWOMqbh7gGXAA8nyXGO2lN1Oxa1E/AToaN1ujan5JGPaTKAj0LZAUg9AdQHwaYHDwHTfIDKGlT+pB3DOOeewfPly5s2bx+rVq+nSpQtHHXUU69evL9d8Gad4WJrTJl3Qd8sfVd0ggcizuA9aHtdosEeq4zHGGGMqg63YM8aYSqCx8CHATOBU8YdeSnk8tmIvZTQabAiEgDG4vflGSiAyI6VBGWMql8iRuO7YW33DvnTiG2bNgv79yzft+vXradKkCbNmzaJv374AbNq0iUaNGvHMM89wxhlnlHnOtWuhaVM0keAMVSaVL7K6Q6NBL/AWsC/QSwKRHaJDsDHGmLrLVuwZY0wlEH/oQ+Ap4D6NhZukOh5T/fJ0u12E63Z7La7b7YyUBmaMqXyq03F7q279hDxKAJ83QSBQ0amVvB+8b7n9xRdflGu+xo2ha1dygN4Vi6xuSDbOOA2IAy9pNOhLcUjGGGNMhVhizxhjKs9ooB6FN2AwdVi+stvZuLLbe63s1pg6TPVfwECS++2tYWd23imOrwJpop122omBAwdy00038euvv7J+/XpGjx6NqvL333+Xe97ddiMN2Ln8kdUtEoj8DpwI9MKV5hpjjDG1liX2jDGmkog/tBq3gmOUxsI9Ux2PqXqFdLs93LrdGrMDUX0f1e5Ap/l0e0PxVHiPm+eee46WLVvSs2dP2rdvT7NmzejUqRPNmzevcLQVnaAukUBkPq4L8sUaDY5IdTzGGGNMedkee8YYU4k0Fvbg9tprAPQRfyg3JXHYHntVKk+32/uAXYGxwARboWfMjkuEM71enl2/HklPr7x5f/vtN1q3bs0bb7zBwIEDyzVHz/2zafPVG1+9TMZVwHRUU/LaVBNpNHgrbsX9YRKIzE51PMYYY0xZ2Yo9Y4ypROIPJYALge7AReWeJ1MaS6ZkSqacIJkV6a9oKluy7Pa/uLLbWVjZrTHGmROPI9FoxSb55ptv+O03189h6dKlnHHGGRxxxBHlTuqtXQvzFnk5hZe6Am8DsxFpV7Eo65SbcN+XlzUabJXqYIwxxpiyssSeMcZUMvGHFgL/Am7XWLhlme6bKR7JlH/6PL7v6qXVuwF4zevxvieZ0qVKgjWllq/stjWu7PYMK7s1xiQtSU9n1YwZFZtk1qxZ9OjRg4YNG3L44Ydz4IEH8vLLL5d7vo8/htyEh0OZueVQb1xyb7+KRVo3SCCSAM4E1gD/0WiwfopDMsYYY8rEEnvGGFM1bgF+B+4t7R0kU/r6PL6oIM+ce+C5zVdcscLz4Tkf0rl550MEmS+ZMkEyZZeqC9kUxrrdGmNKQxXNyeHtSZOIJxLln+e8887jxx9/ZMOGDaxYsYK77rqL+vXLn2t66cUE+/m+ZU9+yXt4d8rw+lTXSSCyBhgCdAQeSW63YIwxxtQKltgzxpgqIP7QBmAUcJrGwoOKPTdTWqXdnPYc8Emfvfp0/yL4BZHjIrLbTrtxcOuDmRuc6330+Ec9zeo3u9Dr8X4vmTJSMsVbLQ9kB2dlt8aYslDlnoUL8b7ySqojcb79Fp6dCFfn3FHY8CBEDq7umGoqCUS+AYYB/wQuTXE4xhhjTKlZ8wxjjKlCGgu/DBwAdBV/aGPeMcmUBsBVaZJ2w56N9/SMHzTeN7TzUKSILfXWbFrDrR/eyr//9++ERzxLchI5o3Ssvlfoda15RoVoNNgQtzJvNLAEGGUr9IwxpeH1MrltW076+mu83hR/BDPs1Fzm/ucHvop3xEuh/TJuRPXW6o6rJtNo8FrcqvtBEohMT3U8xhhjTElsxZ4xxlSty3AlT9dtOSCZIpIpGT6Pb2m9tHrjMg/LrPftqG99J+938tak3sKFCxkwYAAHH3wwAwYMIBqNsnP9nbn76Lv5euTXnqPbHd0eeNd3s+91yZT2qXlodU+y7PZEXNnt5bjk3oGW1DPGlFZuLjcsW0biyitJ6afnTz8NL7yUxh3xq4tK6gGkVWNItUUYeAWYrNFg21QHY4wxxpTEVuwZY0wV01j4cuAuoJv4Q4slU54Azjtz/zMT4YFhT6smBZvw/fbbb6Snp9O0aVMWLVrEiBEjmD179nbnvL30bS5585KcpX8sRdHBeVfv2Yq9skuW3d4P/APIAq6xxhjGmPIQ4TTghYcfhgsvrP7rf/QRHHl4Llfk/os7CRV36hBUX6+uuGoLjQZ3Ara86PaXQGR9KuMxxhhjimMr9owxpuo9gOuk+rDGwgLMrZdWL/f+f9xfaFIPYPfdd6dp06YA1KtXj7S0gosqBrUfxNX9r/YlV/l9WVXB13XJbre34P6N/Fi3W2NMBanyIjBu5Eg0K6t6r/2//8FJx+dwrE7lDq4t8jzttEe2fn9bZ42Fd6vG8GqFZCLvRKAV8JQ10zDGGFOTWWLPGGOqmPhDceBC4FDgTGBiPBGPT5w/scT7xuNxRo4cyQ033FBgTFV5YM4DOcBkHaurKznsOi9f2e1lWNmtMaZy3ZxI8O8zzoBrr4V4vOov+PTTcNghufRZO53nEsPxFFENrEI2wYOn4vFcB/yosfBzGgv3T374ZAAJRL4HTgWGQvHLHo0xxphUssSeMcZUA/GHPgUeAe5JnHtHWkITEx+Y80BOcdshJBIJzjrrLIYMGcKgQQUb6875aQ4LflvgS2ji4aqLvG7K0+32P7hut52s260xpjKpoqpcBfzfXXeRc9BBxD/9tGqutWwZnHpKQs89Fy7JuZfXEsexExuKOv1nUY6SyyefDLTEdXDvgnsu/FJj4aDGwo2qJtLaRQKR94GrgNs0Gjw21fEYY4wxhbHEnjHGVJ/rgAQQVvThJX8s8c1cPrPQE1WVESNG0L17dy666KJCz3nos4fU5/EtZts+QKYEhZTdHmZlt8aYqqTK44kEvebO5fO+fWHIEBILK2nn019+gVGjYN99Sbz6mid2Gi9ccTejH/CSm/85LQF8jGsK1BXVDwHEH1ov/tBjQA+gHzAPuA/4WWPhBzQW7lI5kdZq9wPPAlkaDXZMdTDGGGNMftY8wxhjqpHGwsNwjRkOqvfMTRNO7HTiAZNPmVzgQ5apU6eSkZFB3759Adhll1145ZVXto7/sfEP9rxnz0R2bvYoHasFVuxZ84ztJfdHGgKMB3YBxgETbIWeMaa6iCDAsT4fd+fk0KlXL3JOPx3fySdDmzaln2f1anjtNZg8mdzp0/F4PKzKyeFG4ClVcpIXE2BfoCmQA/yI6m+lmV9j4ebAubgtJPYBZgIPA/8Rfyi79JHWHRoN1sd9H3YG+kggsibFIRljjDFbWWLPGGOqUXL/oneAFg2evfH+eEIf/enKn6RFoxZlmuffn/yba969ZmOu5rbQsbq2wHUssbeVdbs1xtQkIqQBx4hwaloaQ+NxGvn9ZHftine//fB06gRNm0J6OuTkwPr1sGQJLFqELlhAztKl+IC4x8Nb8TgvAS+rFl13W14aC3uAo4GLgOOAVcDjwKPiD8Uq+3o1nUaDrYDPkl9DJBBJpDgkY4wxBrDEnjHGVDuNhTsAC1ZtWpfZ6sU7r8s8LLPRdQdfV/r7q9L+/vY5y/5a9oSO1ULrdC2x58pucQ0xRgNLgJESiBRe+2yMMSkgQjpwBNBHhE7p6XTPyaFdIkF6nnMS6eksz8lhQSLBImAu8JYqf1dXnBoLtwYuAEYAzYGpwEPAu+IP7TAJLo0G+wMzgLskECnY1coYY4xJAUvsGWNMCmgsPBYYvcekWyd5fTv/M3Z5zJfmSSvVfacvm87AiQMBDtCxOq/Q+XfgxF4hZbdjgQes7NYYU1uI4AXScWW0cdUi2ttWM42F03FdYi8CDgG+wzWGekr8od9TGVt10WhwBPAYcIoEIlNSHY8xxhhjiT1jjEkBjYXrA/PnrFqxou/Uh444cI8D4w18DQp9QtZc9QJImsQBfvjrB8+q9au+yL4xu3eR8++giT2NBjvgym6PAZ7Hld2uTG1UxhhT92gs3BWX4DsLl4R8EbeKb474Q3X6DYZGgw8C5wD9JBCZn+JwjDHG7OAssWeMMSmisfBA4N3D33z0+Zm/fP9XkSf+xL78xEC68ST12ZQ8+h8dq9OLnHsHS+xZ2a0xxqSGxsKNgTNwSb5uuFLhh4BJ4g+tT2VsVUWjQR/wHrA3EJBAZIdYrWiMMaZmssSeMcakkMbCz+HKmfYTf2hdYeeISCPgN+Aq1YIdcAudd8rge4ErgMGSMe3Nyoq3prGyW2OMqRmSzaH64xJ8pwAbgWeAh8UfWpzK2KqCRoO74xppLAEGSSAST3FIxhhjdlCW2DPGmBTSWLgF8A3wmPhD1xR1noi8ALRS1YNLnHPK4E641XppuDcdvSVjWp17sreyW2OMqZk0Ft4dOA8IAm2AD3Cr+F4Tf6jOfPCi0WAP4GMgIoHIFamOxxhjzI7JEnvGGJNiGgtfCDwA9BB/qNC9ekTkBOA1oLWqxoqca8pgAT4C+uISewBnS8a0Zys36tRJlt1eB1wDfAuMsrJbY4ypeTQWTsN9+HIRMBj4Bdd44jHxh35MZWyVRaPBYUAWcLYEInXmtdYYkhzfZAAAIABJREFUY0ztYYk9Y4xJMY2FPcBsoDFwkPhDBfbbE5F03BuisKreVeRcUwafBzwOSJ7Da4D2kjFtdaUGXs2SZbcn4spum2Flt8YYU2toLNwWuAAYgXsOfx23iu998YcSqYytojQavAu4FDhEApE5qY7HGGPMjsUSe8YYUwNoLPx/wKPAeuBC4Pn8XQVF5FGgt6oeUOgcUwbvDizFJQjzigOTJGPaPys98GpiZbfGGFM3aCxcDzgZuBg4CLdH3cPA0+IP/ZnK2MpLo8E0YBrQBeglgcgvKQ6pdsqSYXjq3Uhi8z8Zrp+lOhxjjKktLLFnjDE1gMbC/8C9KdhiFhAUf2hrR1sROQy3T1FXVS3Q6VanDJ4EZADeIi4zUDKmFdlJtyaysltjjKm7NBbuhivTPQu3fcQk4CHxh2pdUkejwWZAFPcB3UkSiCxLcUi1S5a0R9Lmk7ZTA3I3/oDmdGO4rk11WMYYUxtYYs8YY2oAjYWPBabmORTHldOOBzLFH1orImnAcuBpVb1hu/tPGTwIeKuYSySAFUBnyZi2sVKDrwKFlN3eBDxoZbfGGFP3aCzcBJfcuwi36u0zXJnui+IPbUhlbGWh0eCRwHuA4joChyUQ+Sa1UdUCWZKO+D6lSceuHPq6lzcPjBNfO4lhubW20sAYY6qTJ9UBGGOMAbY1utjCmzx2GbBUY+FTE8vvSAAvAMNFZOseejplcEPcvnrF7VHkAfYCrq/UqKtAsux2GvAK8CHQUQKR8ZbUM8aYukn8ob/FH3oQ2B84FLetRAT4SWPhezUW3jelAZberOSfgktUfq3R4CsaDfZMYUy1wa2IZ38GvOSlUVvo/5wXTZxFlpyZ6sCMMaY2sBV7xhhTA2gsfCLwn6KGcW8S3j//mpcfeGryZ68A/VT1fwA6ZXAYuJqCycHC5ALdJWNagVLeVCuk7HakBCIfpjYqY4wxqaCxcAvgfNy+s3vjVsI9DLwu/lA8lbEVR6PBX4Hd8xyK4z6s+wC4FfhAAhF7A7ZFlhwNvE2fJ6DdeduOf3YZLHlwI5q7P8P1u5TFZ4wxtYAl9owxpgbQWHgo8HIJp8UTqtKy521/rVm7afKmzfGLdcrgbsBcSr8COw58AfSTjGk1oguhld0aY4wpisbCacCxuDLdY4CfcM2mHhd/6OdUxlYYjQZnAf0LGdqS4PsCuAV4XQKRGvE6nDJZ0gLxLmTvoc046AVP/QYN6Nu3LwDDTz+FC/Z+OM7f3y5Ac/oyXLNTHK0xxtRYltgzxpgaQGPhU4DJpTk3c/z0xIPPzGbOG6Patfl5wZXAJbiVeHmf0AW3gi//cU/yq5tkTFtQKcFXQLLsdgIwCHgOGG3dbo0xxhRGY+F2QBC3km9n3Er3h4AZ+TvJp4pGg08C/6ToVfS5ybEluBV8k3bID7KyxIN436LBHocxeIGP9Ka0adOGH374Yds5axbDmwfkkth8D8N1TMpiNcaYGs4Se8YYUwNoLHwabv+8kiSWfL9aOh52jwwItDnzw9GdZ+BWMuS3JzAu+ZU/UbZOMqZlVSDcCtNocCdc2e3VWNmtMcaYMtBYuD5wCnAx0BdYjCvTfVb8ob9SGls0eD1u5Xl6Sacm//wFCEgg8lOVBlbTZMmV4PkXR30s7NYPgEaNGtGzZ0+aNWvGvffeyz777APfPQGfjgAYxHB9J6UxG2NMDWWJPWOMqQE0Fh4GFJdsywF8uGYSEW/b665IJHShqp5T6HxTBncBvgK61qT99Kzs1hhjTGXSWPhAXJnuGclDWcDD4g99kZJ4osHTkzFISefiVu+tA7pLILK8SgOrSbKkJ3g+pfstaXS5buvh1atX07x5c95++21uv/12Zs6cCaow67QEK/7zJxrvwnD9NYWRG2NMjWRdcY0xdYJkyq6eTM+Dvlt8H0um1Mbuc2lsXzILbj8ecN1u7wfaiz90qPhDWYmEPg8MFZEG1RlkRSTLbt/Eut0aY0y1EZFzRURF5MRCxo4QkVwRuTzPsdtFZLGIzBORz0RkUDFzdxCR2SLyrYhERaRLacaKmCszGUvrMj0+f2iu+EMXAC2BEDAA+Fxj4f9pLHy2xsLV/Tq5jJKTernAWtyHW3vvYEm9xohvCrsPgM7bV9c2b94cgEGDBrF8efJbIgK9H/VQv8XOiHciWWLvX40xJh9vqgMwxpiKkEzxARd6Pd7bmtRr0qBt07Z8vvLzqCfT84yi1+pY/SXVMZZS3l9U48nbbwKTcHvQ1Rd/KG9XuBeBe3FluFO2m0mkHmd12pNeu8PiP3clo0rjLkCjwV2BfYEOyT/3Aw7GrdD7GjjUym6NMabqiUgb4P+A/xUytjMQBqblG/oIuEVVN4pId+BDEWmpqusLuUQEeFRVnxaRDOBpIFCKsfyxeIBzgBnAubhtJMpE/KE1wASNhR8ADsWV6T4O3Kux8JPAI/leR6tKSdfYCNwJjJdAZE01xFPDeB5Ub8O9pP+kNDzbtiFct24dDRo0IC0tjfnz529N8gGQ3hQGvOTl3QEDgctxv/8YY4xJslJcY0ytJZlytM/jm5DQRPur+l3luf6Q62mc3pgXvnqBK9+5MmfV+lU5uZqbCdynY3VzquMtjsbCg3CJvBhun6BnxB/6JTl2DvAk0Ef8oeiW+/QR+WQ4NL4MpuPKdHcHdgF6AzvlmX4ZruNuFqpfVkq80WAjtiXutvzZBWgPNEmelkh+bfkQ6Sugh63QM8aYqpdMlr0DjAHuAcar6qt5xicCLwFDgS9VdXwRc/wFdFPVH/KN7Q4sBXZR1biICG5P1wHA30WNqerSQq4zCNcpNgi8CrRV1Qp3jNVYeE9gRHLeVsDbuNfY/4o/FC/uvuW+pttyYi3bvw7HcVtqrMF9P3tLILK2Kq5fk32SKaP7deBODn0DWh233dicOXMIBoM0btwYgPvuu48DDzxw+wkW3g7zbsyFRB+G6+fVFbcxxtR0ltgzxtQ6kikdvB7v+HgiPvi4fY/Lvffoe9M67Nphu3PWZ6/nrll3EZ4VTqjqipxEzmXA6zq25j7paSy8F/BT/s5+GgsL8AHxRBO6jgvJxpxLgX64JF6ZLoHb2+4aVHPLFWM02BS3SXmLPHPm4EqJi+oACLAJ2FcCkRXlua4xxpiyEZGrgcaqOlZEZpAnsZdcQXe8qp4tIk9TdGLvfFzn9QM135sGEekJZKlqxzzH5uDKYdcUNaaq7xdyncnA+6r6iIh8kTyv0holaCzsBY7DreI7ClgBPAo8vuVDtMqk0eBXuA+74riy2/uAu4GGwGfAx0CGBCIVTl7WdCKSBhzn9XDJrxHvkc128pBo0iXX45Hc0mxCuB3Nhb/mpeOp9zGnbzq4CsI1xphayUpxjTG1hmRKE+AGj3iu3KfZPokH/vEAR7U7qtBk0k7pO5F5eCbnHXieZ/S7o/eevGjyq16P9wPJlEt1rH5VzaGXivhDPxZ6vPW1jXWPJjE255wlG3PersglgCuA1sDJ5ZyjKe6NiSbnE0ru/JcAQpbUM8aY6iEiXXHP84cUMrYHcANwWAlzHAmMBY7Kn9SrTCKyK3A0rmQY3Ar183GrDSvnGm513qvAqxoLdwAuBK4Exmos/ArwEPBh/g/WKmA6biX7g0BYApGtDR80GsxIjt+AyOu4f6cuQH1gPS7xNwXV6igbrjLJf9fzccnU1vEEb7+/IP7voQE0bc3cik2e2FyR34WMMabOsRV7xpgaTzIlDTjH6/He1cDboMntR97uvbDXhXg92z6b2LRpE0ceeSQ+n49169Zx1VVXMWzYsK3jHy3/iJHTRsa/+u0rj6IPA2N1rP5e/Y+mjEQ6AG8B+1TyzINRfbM8d9RosDduH6R6lNyEKQ4sBHpKIFKuVYLGGGPKRkQuwjVm2LINxR648tixuC0fnsTt9QbQHMgGHlbV65P3PxSYiFvVN6+Ia1RKKW6yccetwOrkoTRgV2Bv1ap7nU421TgNl3gKAItwZboTk/v1VWz+aLBxUeW2eu6BEaYvu0BW/F3cFJ8Do1AtsD9iTZbcl/ESXJfiHOAp4CFV/SalgRljTB1miT1jTI0nmXIKMPns7mdzz9H3sGvDXQuco6rE43F8Ph9r1qyha9eurFix/QKx3EQuT3/5NBf99yLNSeRM0bF6ajU9hPIRSQe+AdpUweyfo9qrvHfWaPAQ4F3c3n7FVdMoEJBAxPbCMcaYFMlfiptv7GnylOKKyCHAc8AQVS12aVVy3qfzNMgIafK1pbixfHMsAK5R1bfyHHsRmK2q95Xn8ZaVxsK9gIuAYbgPrDYDf+JW0G0pp83N8/d4nr/n5Ln9iPhD7xV7MZHbgOtKGVouEET1ibI9ouolIj7gJGAUrlnWYuAB4FlV3eH2EjTGmOpmpbjGmNpgqtfjXdthlw6NC0vqAYgIPp8PcJ3VunXrVuCcNE8aB/kPIieRI8AzVRlwJbmQUiT1NlGPb9mXr+nMYjrxPW3ZSAPieEknm6b8RUe+oTNf04nF+Ikh0AMRL6qFbx4u0gDIKWpcApEPNRo8BVfaVJQ48IAl9YwxplZ5Arci+ym30A6As1R1gYicAJygqiOSx4PA0yJyHW6V3rl55iluDAAR6Y1r/JQ/GfY8bhVftST2xB/6DDhfY+Grcb8fHM+2RlBlsZaCjyXPhSSD0if1+JXd076m82OjZU6bKL0bA7vh/m0Ut3ftj7gk2tfAYlWKXQJY2ZKrNi/A/b7SEngDt4fh9Kos3zbGGLM9W7FnjKkVJFPubdm45ajY5TFfmqfwHg1r1qzh+OOPZ+HChdx5552MGDGiwDmXv3U5D0Uf+jknkePXseVrIFFtRJbguswWsIYmvM4JTPGcytsMYnMiHY8k2GfvHNp3TKNhozTSvELO5gS//xZn8WJY9ZfbCm8v3y+cnPMCT3D+Yeto/JEqCUR2w3VGPAW3J5Mveamfgf8AU4APUU0kO/6dhGvEsSvQgIKr9hT4Fdcwwz6tN8YYUyskG1ZFcN10y9LfYR3QUfyhnwsddU0kFgCdi7w2sJAuTCGDl3zDWZSzLwCNGuZqh45pOXvtha9ePUQVNmwgsWwZ8e++wxuP4wHU5+OTnBxeAF5R5acyxF4myYTsJcCpuFWNT+DKbb+vqmsaY4wpmiX2jDG1gmRKR2DxG8Pe4Lh9jyv23FWrVtGrVy/mz5/PzjvvvPX4hpwNtPhXi/i67HU36Vi9o4pDrjiRtUCjvIeW42ecZPI8Z6CeNAYenuDk07z07QsdOkC9ekVP9/vvsGgRvPMOTM7K0W+X+cTn49eMnKzpT3HukHpk71RCRB/pqN438M8DrgMG4fZfGg0MBJ6l4BugEyUQea2Mj9oYY4xJKY2F03AfaB1P8R3f8zpP/KGnihwVGQB8VOj1gFc5kXHe25gf3489m2dz8unpHHss7L8/tGwJUkSKMR6HH36AL76AV15BX3+dxMaNpHm9vBePE1Kl4Kp5ES+gaOk/4BSRerhE3iigNzAfmIDrfryhtPMYY4ypfJbYM8bUGr5bfDMGth044M0z3yzwS3Z2djY+nw8RYcOGDRxwwAEsWLCAenkyXU/NfYoRr40gcV9iKn/xEfAp8LmqrqvGh1F6IjFgb4BVNOc2rudhz0hatVSuvSmdjAxo1qx8U6u6JF/kESXySIJW/MzN8WsZThYein5d0OYN4YFjv2GfZhdIIPLh1uPRYBB4JHkzDrwpgcgJ5YvOGGOMSS2NhesDbwP9KX77ojgwEziqQFddEQ+umUgGMBhol//OMziUMd57mBPvScZJuVx6RRoHHQSeklpTFWHjRnjrLbjtNuKff443LY1XOuYuHLeQrh1wq/KPwXW4B/gd+C8uifk2qtn55xORVrhS2wtwq/RfwSX0PrZyW2OMqRkssWeMqTUkUzIEeWnZZcto07TNdmMLFixg5MiReDweNm/ezGWXXcbpp5++3Tk9HumRO2/evEWJRxLfA32AFkAC17X10zxfi7QMn2JXGZGxwLjpHMEZ3hehyc7ceLOP//s/SE+vvMssXw7jbkrw7EQ4Rt7hmcSZNKfoRoQqvC4JHVLgeDR4FfAvXKfFjhKIrChwZ2OMMaaW0Fi4CfAxrny2uOTe68DdwKytyT2Ro4DHgNaF3WEz6VzDv5jAJRx9RJzb7/LSs2clxq7w6qsQGpPIXf5dbtp9iVFcwKPF1RZ/C5yB6mfJLsYDcKvzhuIaiTwKPKKqP1ZelMYYYyqDJfaMMbWGZIrP5/H9fHX/q5vffuTtZbrv5z9/Tq/HegEcpmN1ZvKX1r1xCb4+uLKSXrj94tYDn7Et0TcnFb/I/i67Nn6S81aO4c6dMoYqjz2ZRp7K4kr3ySdw2tAcPKt/5b/xQXRhUXGn90Y1mv+gRoOnAb9IIDKzygI1xhhjqonGwi1wvwu0omByT4EsXOKvB/AV8BDdbq4nazbeg+uwW8AqmnNi2lTmp/ck8riX4cOrLv54HMaOhTvuUM7XJ3iIi/BReN8shQ3Xw8N3uC02ugNR3Oq8l1R1U9VFaYwxpiIssWeMqVUkU27ZpcEuoZVXrfSmp5V+2dqI10foxPkTl2bnZnfUsYU/8Ynbc6Yr2xJ9fYD9cHvH/UyeRB/wmapWTlMIke64Mp0Abk+9TcDivnxSf470OT8cFq65puj9dSrT6tVw0vE5fBXdyOzcPnRmcVGnjkb17qqPyBhjjEktjYXb4l77m7Ftz704LvE1AJfgCwAXs2zV6Rw1vp7EE4XO9Rc7098bZWOL1kx9O50uXao+foDXXoPhp8UZnP0aL+opRW67sRToAlnZcL+qflo90RljjKkIS+wZY2oVyZS9BVn+/NDn5ZQup5TqPms2raHVva1yN+duvkLH6oQyXU+kCW4l35ZEXx9gT7Y0r3O/6G9J+C1U1cI/Bi988kOBhymkQ94UTuYUpjBhAowaVZaIK27TJjjikBx+m/sz/4v3LKos9zq0FjQgMcYYYyqBxsLdgFlAQ9xKvGxgf/GHvt3uvAbpL8umnKGFzZGDl2M9b7Fw10P49Asfe+1V5WFvZ8YMOGpggjG5t3MrNxZ3ahDVR6spLGOMMRVkiT1jTK3jvdn7Rq7mFt8aNx+PeDYlNLGHjtU1Fbl2soR3L7ZP9PXC/aK/Afic7ffr+7HQzaVFLgIeoJAynbkcwEGeTzg3mM6DD5Vz9+wK+vVX6H1gNm1+m8P03MPwUmDLwWNRnZaK2IwxxphU0Fh4ADAdSAdGiz+0/cp19zvCZsBX2P0vYQJPpF/ER7PTKnU/vbJ44gkYMQKyGMYwXijqtMmonladcRljjCk/S+wZY2odyZR2QLcy3m21jtWPqiQeV8K7H9sSfX2ALrgS3l/YvoQ3qtAWmJsc344Ch6TNJtEzwMxZXrzFbdVdxebNg549EjyeOI9zeCbv0BxU+6QqLmOMMSZVNBY+Cvfh3p3iD22/Sl8kHZfYK2AuB9CDuTz7LJx1VtXHWZyLLlReeeIPlsX97MSGwk75D6qFrjo0xhhT81hizxhjqoCINAZ6sn1zjlaAvgvrB7q99Ap4i0H8g7eYNQv696++eIsy4rwE701cyTfxfahHNrg3LEehVZMkNcYYY2o1kR9xr/fbOc4zjV+6DiT6pa9a9swtzqpVsE/rONdtvJFrCRd2Siaq46o5LGOMMeWUmhovY4yp41R1rarOUNU7VXWoqu4F7NUF/llUUg9grPc2jj0mXu6k3rhx40hLS6NRo0Zbv4YNG1bORwE3jfOwkj14mnPANRCxpJ4xxhhTtAKZsjkE+G/iH9x6Z8WSer/++ivDhw+nRYsWNG3alH79+jFzZtmb0O+2G1x+lZe7vNexjp3yD/8FjC9/lMYYY6qbJfaMMaaaqOpPX8GHRY3/zJ7Mifdk5KUVq7/t168f69at2/o1adKkcs/l98MJJwjj0676BuhqST1jjDGmWI8CS/IeeI0h7LNXNoMGVWziiy++mBUrVvDVV1/x+++/k5GRwXHHHccff/xR5rlGjoS/4o35kEPyD92A6l8Vi9QYY0x1ssSeMcZUr9UUsf/OTA4lzZPg4IOrOaISHH6khyXs6xd0bapjMcYYY2o01WzgMOCLLYdmeI/iiEEVL8FdunQpGRkZ7LbbbqSlpREMBlm3bh1Lliwp+c757LEHdG63mRkctuXQRuACVB+sWJTGGGOqmyX2jDGmOqluAB4pbGgmh9LrgDiNiizULZ25c+ey22670bp1a4YPH873339fofkOOwxyc2kAHFixyIwxxpgdgOrPQF/gqrU0mjsntweHHlbxjfXGjBnDq6++ysqVK8nJyeHBBx+kXbt2dOtW1n5izmFH1+Nd3+DNuPLhbqg+VuEgjTHGVDtL7BljTPW7Hfg7/8GfZS/adUqv0MQZGRksWrSI3377jdmzZyMiDBw4kHXr1pV7zn322frXlhUKzhhjjNlRqOagem8T1p4YVy/t2lV8yoMOOoj69evTsmVLGjRowD333MMzzzxDgwYNyjXfPvvAIum6BtVrUV1a8QiNMcakgiX2jDGmuqn+BhwBrMx7ONtTj/SK5fXo2rUrrVu3RkRo1aoVTz75JD/99BOzZ88u95x5YqpXseiMMcaYHU46UOHX90QiwRFHHMEee+zB77//zqZNm3jssccYPHgwX375ZbnmrFcP6ummxoi0qVh0xhhjUskSe8YYkwqqnwP7Aw8CvwE0yF3Phg2VexkRQURQ1XLPkSemSo7OGGOMqfM2AhV+ff/zzz9ZtmwZl156Kbvssgter5chQ4bQrl073n777XLNuX497CJ/NAC+RySKyNEVi9IYY0wqWGLPGGNSRfV3VEfhSlyP2Ez6zLnReG5Fppw8eTKrV68G4Ndff2XEiBG0aNGC/v37l3vOefO2/vXbisRmjDHG7IB+TUtjQ57X0nLZdddd6dy5Mw8++CB///03iUSCqVOnsnDhQnr27FmuOefNTbBv7tdbbvYC3kJkbMUiNcYYU90ssWeMMammmovqB28yOLzke2/aypUl36Uozz33HJ07d6Zhw4b06NGDnJwc3nvvPRo3blzuOWfMgPR0VgFlb7tnjDHG7MBUiYsw84MPSFR0rtdee43Vq1fTvn17mjZtypgxY5gwYQIDBw4sT1zMmB7n8Nz38h4WYBwiwyoaqzHGmOojFSnPMsYYU3lOkxd3nSKnrvp/9u47Pqoq/eP455kSihDMYleQqEiJYu8F1J8rrhWB2FbFZS1r1xURWcXgqljWvuriih11wLq4axdsWBYVcWgiUXAtu2B0RASmPL8/7qAhThJSh4Tv+/XKK8w9957z3Bhh5rnnnOeee81OPDHf0fxs771Jv/kmsUyG4/Idi4iISEtjxoWdOnH1f/9LpKF77TWWGTOgTx94kz3Yg7eqNn8M9MY9lYfQRESkjjRjT0RkTWDW+1GOmXwUj9u1V64g3aAFuY1n6lR44w3C7tyf71hERERaqNj338Pf/57vMH425qo0W0fmswvv5mruDhyYqyFeVPybeFHxhfGiYn2OFBFZQ+gvZBGRfDPbDngd2Ga0/4lZH0d4+OF8BxUs0xk+nFQ0yltA/XbmFhERWcu5syCT4Y5Ro0g1dpGs+pgxAx5+NMTo1AgiVPskcYOqB+JFxRsAE4DrgAfjRcWRJgxTRERWkxJ7IiL5dwNQBNCL2ZzAA4y4MMl//5vfoB5+GF57jUgyyXB3tG+DiIhI/V1VUUH60kvzG8SKFXDW6Sn6hOMMZkJNp/4vx7HLgJWLiY8GHosXFbdp7BhFRKRulNgTEckns37A/pUPXe9/JLr4SwYclmTZsvyE9dZbMGQIGeAmd17NTxQiIiKtgztfpdOcesMNcM89eYuBM/+QYdrbSe5N/ZZQNc/skhZeMbNT1x3jRcVbrDwWLyreGjgdWDlLLwQcAjwTLypu39Sxi4hI9ZTYExHJr72qHliPxUxK9eejacsZenKaVDNvXf3JJ3DooaTceR64sHlHFxERaZ2y+9WOOeUUMi+91PzjX3cd3D0OHkofw/ZMr/a8ijYdX3cLnQd8Ei8qfjteVHw+cBP8IhMYBvoCL8aLigubLHAREamREnsiImug3sxiQvooHo+lOPyQFN991zzjvvYa7LwzqUSCmakUR7tXv/mOiIiI1NlIYOJBB5G5997mGTCVgvPPc4YPhxu4gCN4uqbTr9zgx4oDgI2Bg4FZwBXZP+faUy8C7AJMiRcVd27k0EVEZDWYu7ZNEhHJG7MDgeera36bXTkyMol2G3XiwUcL2HPPpgljxQr4y1/gT3/CQyEmpVIc586SphlNRERk7WVGCLgKGH7yyfiNN2KdOjXNWPPnw4nHJfn3u/jdmSGZ4xkfrubUD4FLcH+m8sF4UbEBbwM7UfOkkBQwD9ivpKL8q8aIXUREVo9m7ImI5JP7C8Br1TXvxjt8kNqG7l++yl57wVFHpJk5s/GGz2TgoYege3eSI0eSymQYlkpxpJJ6IiIiTcOdjDsXAwMeeIDvu3Yldd118OOPjTfG11/D2Wc5PbdO8820cp7PHPDq8YzfABgK3AU8DNwDXAJsjft2VZN6WUcSzMir7XNjBNgKmBovKt688e5ERERqoxl7IiJ5ZGbRY+HGO+HMmjancWASh3JJ5DpmpremdDAce3yIX/8a2rat+7iffw6PPw533klq1izCoRAPZDKMcufTet6KiIiI1JEZRcCwcJgLOncmfMYZRAYNgpKSuveVTsMbb8CECTDurhSd0t8wKnUpv2McUVIA2+H+4er2Fy8qjgJzga6s/oQQB74F9iqpKJ9V13sQEZG6U2JPRCRPzGwX4O9Aj8Ew9lHob9C9pmtShNOXcsXTN0Qv3nRF0nbt0C7FoYeF2H3PEL16Qc+e0KULmP18zbJl8PHHMGsWzJwJzz+TZOq/o4TDLHXniUyGMe581LR3KyIiItUxY2PgomiUE5JJOm+1FckBA4husw0//fvesePP57tls8azAAAgAElEQVTD//4X/Ns+eza8/z48NXEFXy0uoFf0Y05OjuVM/kp7VpkGWIr7hNWNKV5UfAbw11pOSwMZgoReiJ/34VsB3EswM/C1kopy7dkrItJElNgTEWlmZrYOMBo4j2AZ7qnuPhez9sBgYBBwINCm0mVzgYnAeNzjAG/YXiOmsdNVT4YHMcP6sCi1LgAFkTTt2mQIhyCZMpYsC+NuhCzDFtGF7LHiVQYT41X27XSdD0s0352LiIhITcwIA3sCg9q04eBkkuJMJkiWtW3r6fbRVDjjsDwZ4sflwXZ5HcJL6R2azSHJJxnERHpT7US5w3H/x+rGEi8qPhG4E/gRWJr9vgT4Pvu1BPih0tfS7Pe2QGfgAGA74EvgUeAR4J2SivI15gOomd0CHA5sDuzg7h9UavsUWA4/ZUevdvdHzawzULmucXtgC2ADd//GzO4B9uLnn9d57v5uNePvBowF2gGfAye4+39qa6umr/uAAcDG7v5DnX4QItKiKbEnItKMzOwggjfJRcAw4G53z+Q4cR1gQ6AA+A73L3OcM4RgfxwAFtGZ2fRkPluwjLakiFDACtblW3owh+58TFuWrzw9DUTRPwIiIiJrLDMiQDHQC1jvKkaMLKJiizYspwsL6clsNuU/WC39ECyP3QL3iqaNeFXxouLewDHAsQR78JUTJPgeBj7Kd5LPzPYF5gOvA0fmSOytcqyaPi4E+rr7YdnXhwP/dPeUmR0K3Obu3XJcFyJ4cHuKu7+S7Wc3dx9cU1s1MRQCnwJxgveW99bl5yAiLZsSeyIizcDM1gNuAE4AHgPO9lzJurp1ujHwCcGT3Lp6DPdBDRpfREREmpfZfsDL9bjyT7hf2djhrK5sdd0dCZJ8xwCbATMJEnyPlFSUz8tXbJA7iVeHxN4sYIS7P5mjbT2CGYvt3D1VpW0X4AF375l93RH4H7AusG11be6+LMc4pxHMkHwYuMDd91nNWxeRVkBVcUVEmpAFjgNmEbzhGuDugxqc1AOys/huq8eVGeCyBo8vIiIizcv9FeDmOl41Gbix8YNZfSUV5V5SUT6tpKJ8GMGy132ycZ0DfBwvKn43XlT8x3hR8Wb5jDOH+81shpndbWbrV200sz0JVmFMqub6c8nO3svR1hX4bOULd/8eSACb1NKWy1BgXDaO7mbWo7YbE5HWQ4k9EZEmYmabA88ADxHsj9c719PcBvoz8EYdznfgQtxnNnIcIiIi0hzczwNOJdi/rSYZgoRef9yXNnlcq6mkojxTUlH+eklF+ZkEiaqDgI8IHjouiBcVT4kXFf8hXlT8i0RaM9vX3fsQzDRcBNyX45yhwP25Endm9luglOC/VZMxs22BjYHn3T0JPAj8rinHFJE1i5biiog0MjMLA2cBVxJsdnyKu7/WhAO2Ba4BzgTCNZz5FXBqXTbOFhERkTWUWQfgUIKiW7sBHYAfKd5wKacfvBkffro9D74yO68x1kG8qLgt0J9gqe7hBPsMv0iwvPTJkory75pq7NqW3Vqw/clcd+9Y6VgHgmW2u7j77CrnH03w8PUAd19QTZ+5luIuAjqReynuIqBT1aW4ZnYTMIRgH0WAKMEEni7VzBQUkVZGiT0RkeqMNwM7GzzOcf5S7Rf89NT07wRPd8cAV+baC6VJmG1AUA3tKAoivVi/UxcWJeazPPkyMAF4Gb3BExERad0SsU7AAuAaCkuvync49REvKu4AHEZQdKM/wezDfxIU3phUUlHeqDMQqyb2LChiFnX3b7OvL8i271vpmqHAye6+d5W+Sgke7v6fu39GNbIFMj4Gfl+pQMbu7j6oprYqfRQAXwB7V04umtnbwFXu/lR9fyYi0nIosSciUp3xdi5wExZeiqf7cJx/Ut2pFsyaGwlcDEwjmKU3o5ki/aVErIRgWcs2FJbG8xaHiIiINL9EbAxwMtCNwtIf8x1OQ8SLiouAowhm8u0P/Ag8RTCT7/mSivIV9e3bzP4GHAJsBCwGvnf3rcxsC4JiZ2HACCrnnuvun1a69k3gLne/p0qfSYJVEosrHT7A3Reb2enAJu5+WfbcPYC/AW0JEnQnuPvC2toqjVUKDHf3naocP4cgsXh4fX82ItJyKLEnIpLLeNsBQu9QcnGEz59Mkfh4Bp7cneP8F28ezWxfYCxBhbdLgL+6e7q5Q16FEnsiIiJrr0RsY6AcOJ/C0jvyHU5jiRcVb0Sw9PhYYE+ggiAB9wgwuaSiPL/vv0RE8kDFM0REqhpvHbDoRNbfw9h2NOw9MYKFtgNGVz7NzDqZ2Z3AFIInuSXufkvek3oiIiKydiss/ZKg2MOFJGKRfIfTWEoqyr8qqSi/raSifC+gG8G2JzsT7MX3ebyo+OZ4UfEe8aJiy2ecIiLNSYk9EZFfCN1CpF1X9nokTCgMnXrBzreFgOGMtwMBzGwAMAsYCBwHHFLTPioiIiIizex6oJjgvUqrU1JR/llJRfm1JRXlOwC9CJat9gfeBMrjRcVj4kXF2ynJJyKtnRJ7IiKVjbdjIHMyu98Xof1mLFq0iKKiIu59LQxdBmbSRB/ptr5NAh4HXgB6ufvDrn0NREREZE1SWPoxMBG4mESsVSe3SirKZ5dUlF8O9CQoYPYowXLdD4CZ8aLiy+JFxVvnMUQRkSajxJ6IyErjrRgL/53uf3C6HAlAWVkZ++yzD5jBbn8PZQrW/9W9p4f3bxOhv7uf5O6L8hy1iIiISHWuAbYHDsx3IM2hpKLcSyrK3y+pKB9OMFtxL4JlumcCc+JFxdPiRcXD4kXFXfMaqIhII1JiT0QEYLxFsWiMjlsXsMNfDGDmzJksWbKEHXfcMTinYF2ifSfQt5e3XXYfvfIZroiIiEitCkunESS2huc7lOZWUlGeKakof7OkovxsYFOC5Ob7BIXOPosXFb8eLyo+M15UvEFeAxURaSAl9kREAmWY7cA+E6NE2gEwcuRIysrKVj1r/T2xPqMNQtcz3nbMQ5wiIiIidXENsD+J2C75DiRfSirKUyUV5S+WVJT/HtgIOAJYAFwLfBkvKn4+XlR8cryoeN28BioiUg9K7ImIjLcDgIvZ+dYwnXoD8Oyzz7L11lvTtWuOlRq9L4b193IsOpHx1qF5gxURERGpk5eA91gLZ+3lUlJRvrykovzpkory44ANCIqgLQXuBL6OFxU/FS8qPiZeVLxOXgMVEVlNpv3eRWStNt7Wx6JxNj20M/s8FsKCvaWvvPJKXnjhBdq2bcu8efNo164dt912G3379g2uW/ofeKZ3iuSShzguPSR/N1CNRKwE+AjYhsLSeL7DERERkTxKxAYTFJToRWHpnHyHsybKztYbQFB04wBgGfA08DDwXElF+fI8hiciUi0l9kRk7TXeDIs8Q5v1D+TQeISCopynXX755XTr1o0hQ4as2vD50/DqEQDHc5yPb+pw60SJPREREVkpEQsDs4HJFJaeku9w1nTZffcGA8cAewPfAo8DjwCvlFSUp/IYnojIKpTYE5G113j7A3A7XQdD513r18fHd8IPny7F0z05zhc2anwNocSeiIiIVJaInQbcAhRTWPpFvsNpKbIVdEsJZvLtCPwXiBEk+aaWVJRn8hieiAiRfAcgIpI3FvkCC3/F508Hs+/q38/3eLqi8QITERERaXT3AWXAecBFeY6lxSipKF8AXA9cHy8q3ppgFt+xwFnAgnhR8aMEy3U/KKko16wZEWl2mrEnItIaacaeiIiIVJWIXQxcAnSlsPTbfIfTUsWLig3oQ5DkOwboBswlSPA9UlJRPjt/0YnI2kZVcUVERERERNYOdwAO/CHfgbRkJRXlXlJRPr2konwEsAWwJ/AscBowK15U/H68qHh4vKh487wGKiJrBc3YExFpjTRjT0RERHJJxK4BTgK6UVi6LN/htCbxouIw0Jdgqe5AoAiYSjCTb0JJRflXeQxPRFopzdgTERERERFZe9xEkHA6Kd+BtDYlFeXpkoryl0sqyk8BNgIOA+YDVwP/iRcVvxgvKh4aLyouymugItKqaMaeiEhrpBl7IiIiUp1EbCywP9CDwtJ0vsNp7eJFxe2BQwhm8v2GYILNswSVdZ8uqShfksfwamRGG6A7QaKyIHt4BfAV8LE7y/MVmzQPMyLAlsBmQBvACH4H/gfMdWdpHsMTVBVXRERERERkbXM98HuC5aKxPMfS6pVUlC8FJgAT4kXFnYAjCYpu3A+siBcV/4Ngue6zJRXleV0ebcbGwIBwmP6RCH3M6OKee6WfGZm2bVmYSvFhOs2zwOPuaLlxC2fGr4DDzTikoIDtzejmXm3uyNu25ctUihnpNC8Cj7lT3ozhCpqxJyLSOmnGnoiIiNQkEZsIFAM7U1iqD4V5EC8qXh8YRJDk2xdIAI8TzOR7qaSiPNUccZgRBU6KRvldMsnubdqQ6d+f0PbbY716Qc+esNlm0LZtcP6yZfD55zB7NsyaBR98gD/7LJnlywlFo7yVTDIOuM+dZHPELw1nRggYFIlwSjrNfuEwtv/++M47E175O7D55tCuHZjB8uXw1Vc//w7MmIE/8wzpJUuIFBTw4YoV3Af8zZ0f8n1vawMl9kREWiMl9kRERKQmidguwDvAryksfSHf4azt4kXFmwGlBMt1dyZY5jiRYCbfGyUV5ZnGHjObzDk6GmVMJsNmgwZhpaVY//7Qvn3d+lq6FJ59FmIxfOJEPBRiYTLJxUDMnUaPvTIzuwU4HNgc2MHdP6jU1h/4M8Ey4qXAae4+Pdu2K3ALwfLStsA97n5tpWvPAM4GUkAG2M3dfzGj0sx2A8YC7YDPgRPc/T+1tVVzL/cBA4CN3b3Jk2JmGHBQNMp1qRTbHHwwmWOPJXTYYdCpU936WrECXnkFJkyAhx4inU5TkUxyGfB3JXmblhJ7IiKtkRJ7IiIiUptE7CXAKSz9v3yHIj+LFxVvRTCL71igN0FC6FGCJN97JRXlq/ch3mx9ggIe3YAowYzAKcBUw3tEozySSrHd8cfjo0djxcWNE//8+XDZZWTGjycUiTA9meRod+Y0Tu+/ZGb7EhQpeR04cmViz8yKgHnAvu4eN7N9gDvcfZts+wfAZe7+tJn9CpgN9HP3mWZ2BHAR8Bt3/86Cn+U37p6uMnYImAuc4u6vmNmFBAnAwTW1VXMfhcCnQBy4293vbcQfU47x2CQa5YFkkv1/8xvSV19NuE+fxun766/hyivh9tvJZJO8x7jzVuP0LlWpKq6IiIiIiMjaaQxwAInYzvkORH5WUlE+r6Si/M/ANkAf4AHgKODfwJx4UfHoeFFx72o7MNsfs5eAL4G7gUuBi4GrgDce4rhFbcPJGdtu4yXTp8MDDzReUg9giy3gwQcJTZ8O225LSTjMB2YMarwRVuXur7r75zmatgQWu3s8e95rQFcz23HlpcC62T+vQ1AQ4pvs62FAmbt/l732f1WTelk7ASl3fyX7+m/AYWbWtpa2XI4FXgRuAIbWdt8NYUbfSIT4ppuy72uvwTPPNF5SD2DDDeGWW2DePEL9+rGZGa+bcXbjjbBmsTLb1MqsXb7GV2JPRERERERk7fQi8D4wPN+ByC+VVJR7SUX5jJKK8ksIklS7A88QFD6Jx4uKp8eLikfEiyql5cxGEfx33R8IV+3zZs7htzz0q5NPCUemvmWRbbdtuvi33RamTiVyyim0ASaYcU7TjZbTx0BnM9sTwMwOBzoSzGAEOBm4wswWEMysu8TdVxb/6A3sbGZvmNm/zay62LsCn6184e7fE8yM3KSWtlyGAuOASUB3M+tRt9tdPWYMDoV46Te/oXD6dCJ7790UowS6dYNnnyVcVkYYuCUU4i/Z5b+tgpXZOlZmZSELzY+Goh9bmQ20Mmv2+1NiT0REREREZG0UFM24BhhIItY93+FI9bJJvrdLKsrPB7oA+wFvARcC8+NFxW9VtOn4KHA55E6cPM4AzuNmxoyB2+8IUVDQ9HEXFMDtt2NXXw3AzWYMaPpRA9nZdoOAq81sGvBrYCbBnnkQzGIc4e5dgRLgSjNbORMyQlBcZl+gP3CamR3aVLGa2bbAxsDz7p4EHgR+1/jjsEcoxEOnn074iScIFRY29gi/FArBpZfCgw+COxdAsyd4G52VmVmZHRsNRee1i7QbecV+VxSUlpRuDEyMhCKvWplt15zxKLEnIiIiIiKy9nqMYH+yYfkORFZPSUV5uqSifHJJRflpwEbAISHPfNIh+WPOvdsA3mMHTgiP5/TTMlx0UfPFCkEV1eHD4dRT8XCYh83YobnGdvdX3L2vu+8E/JFgttxMM1sPGODu47PnzSdIlO6VvXQB8LC7p919EfBPghmTVS0gKNoBgJl1BDoBX9TSVtVQgtmE883sU4JluSeaWaS+916VGZtHIkw66CBCt9wSJNya0/HHw1VXgRk3mnFw847eeKzMdo6Gom8ZNv63fX674fxz54cv2ecSHjzqwdCbv3uTPhv02d2w90NloTutzNZvjpiU2BMREREREVlbFZamgOuBk0jENs53OFI3JRXlyZKK8n/2+m7Bi1FP55yplyTC0ZHH2H2vCLfcGqL5FwoGyb3bbsP23ptINMpjZkSbZ1yr/Dt9KfCyu88DKoAfzGz/7HnrAbsRFJ8DGE8wUw8zawf0A6bnGGIaEDWz/bKvTwP+ka2eW1Nb5RgLgN8Cu7t7t+zXpgSJwUPqffOrjIFFozy45ZYUPvII4fAvFmk3j4svDhJ8kQiPmP20v2GLYGW2UXh0+B7gnR033nHHd055h3FHjLONOmz00zl7dNmDd099N3Lvkfda5/adh0ZCkflWZudbmTXp/Fgl9kRERERERNZu9xIkOs7NcxxSf9Xt28a9DOFT35y77okQbZZ0Wm7RKNx9N+FMxrsdz4N3YDYUs6Mx69aQfs3sb2b2ObAZ8JyZzavUPNrMZmePbU62KEW2EEYpcJ2ZTQdeBW5y96nZ624ANjSzmQRFS/7l7hOy451uZqOz/WQIknI3m9lc4FDg/NraqjgS+MzdZ1c5/hANKaJhthFmgzEbehllVyeT7H3XXUSaY/lt9SHBrbdi67RNdRzOmC8w+wGz/2H2PGanZSs5r1GszNpYmV0UtvD8DdbZ4LfjjxpvU4dOjey8Se6aQyELceJ2JzL/nPmRYXsO6xAJRa6PhqIzrcyabJaiua9epWwREWlBErESgieO21BYGs93OCIiIrKGS8RGEOw51pXC0u/yHY7UkdlZwK1VDy+jDd0j5Rw6dEPuuHPNmNdz+mkZ/jnua+amimnL8pWHpwEPA7fiviLXdWXWYyfgSYLiIH8D3h7lc5TQqMwsRLA334kEy4pDDuwaeY/1+m3Lv15otJW9DXL11XDlpT8yP705G/C/yk1J4ArgSoLEaF5ZmR0SDUX/amZdRuw9IjRsz2GsU7DOL85btGgR3bt358Ybb2TIkCGrtM2vmM8fn/9j5snZT4YiocjzqUzqDB/lnzRmnGvG/9kiIiIiIiKST3cQFF04Pd+BSL1MAJZWPfgcB/F5amNG/qnhH/2nTp3K/vvvT8eOHVl33XXZc889yWTqnnsZ+acQC1Mb8xwHVT68E8GS8Hcw61rNpdsDmwLHA1OBmWXW46wy69GilnQ2GbMi4AXgLmAfsvme6WzHv1M78KfL65/UKykpoUOHDj99tW/fHjPjiSeeqFd/55wD4TYRHubYqk1RYDTwSDZJmW//B3Sdfebs0OX9Ls+Z1AMoKytjn332ydm2RdEWPHH0E6E7D7mTVCb1a4JqyY1qTfhBiYiIiIiISD4Vln4L3AmcTyLWNt/hSB25f02OGXuvsB99ei5ns80a1v3UqVM5+OCDGTJkCF9//TWLFi3ixhtvxOqxYV+XLrBtj+VMpl+u5u2A1zBrX83lGfhpf74ewE3A12XW4/4y67FXmfXIww6Ca4AgCfY8sH/Vpsn0Y90OSXbPVfpjNcXjcZYsWfLT15gxY+jcuTMHH1y/1aXrrAP79g0x5aftB39hMPwy65cHf0tmkjbzfzOrPWHmzJksWbKEHXfcscaOpn05zaOh6HxgcuOGGJRwFhEREREREbmJYJ+9E4GxeY5F6q4MKCHYyw2AydFfs99BbRrc8UUXXcTQoUM58cQTfzq222671bu//Q5qw+T5vw4WXv5SV4Lfw6tr6caAcPbrGOAEYF6Z9fgr8MAon7O43gG2PMcAOTd9mxzan779QjRmwYw77riDoUOH0rZt/Z8B7Pd/Ya58YT8yKSNEzhXVZZg9inuqpn4syC5HgLZAm2q+19RW4/fwGeHFt719268O2fqQnEnjkSNHcvPNNzNu3LhqY0wsT/DAhw9kkpnkrT6q8ffDU2JPREREREREoLD0CxKxB4BhJGJ3U1iazndIUgfuP2J2BDAMGO5Q9FGqB3/cqWHdLl26lDfffJM99tiDXXfdlU8++YRu3bpxySWXMHDgwHr1ufPO8NdUT5wgO5fDMMyuqy2pU8nKWXxbESzpvbbMekwgSFC/uhbsxTeiuoaPItszZLfGy+q9/PLLzJ07l9NPb9iq/V12gW9SnfiSjdmUL3KdsuXuMOVtszS1J+HqMlPTgWXA8irfcx1bnn4vHX9ug+f2/ezbz9h83c1X6ejZZ59l6623pmvXmlfXPvjhgyTTyTRwXx3iXG1K7ImIiIiIiMhK1xFsvn8Uwb5t0pIEBQeuweyGr9mwf9rDT3fs2LAuv/nmGzKZDPfddx+TJk1ihx124Omnn+aYY45hypQp7LHHHnXus0MHSHuYJFEKck/bK3qcjfaYYT2+qXSs2sq/VaycxXcscBxwVZn1GF/nIFuQy6B7dZmtH7w9Df0dqOz222+nf//+FBcXN6ifDh2C7z+Qe986gCL4L/AfciTcWI2kXDXfU16HKrJWZgWRUOSLsdPGdr7ygCtXaZs2bRpvv/02/fv3Z968ebRr147i4mL69u370znuzq3v3JrMeGa8j/KK1R23LpTYE5G1npndAhwObA7s4O4fZI93Bl6qdGp7YAtgA3f/xsx2IViy0oHgyc8F7v5yNWPsRvDEsB3wOXCCu/+ntrZq+roPGABs7O4/1PvGRURERKoqLJ1DIvYEMJxEbCKFpa19plPr5J7c2PgnQDL3ctfV1jGbFRoyZAi77LILAEcddRT77bcfTz75ZL0SeytjilD9hLw5dHi17tGuYmWu65LsV6u1jBDtyF3IJGLpBv8OrPTFF1/w1FNP8eSTTza4r5UxRatZjw38+C/4Hd40ybDV5aN8hZXZnXdOu3P4qH6jIgXhgp/aRo4cyciRIwG4/PLL6dat2ypJPYA3Fr7B7EWzo8DtTRWjEnsiIjARuBZ4vfJBd19MUH0LADO7EOibTeoZ8AQwxN1fNLOtgRfNrIe7/1i5Hws2s30IOMXdX8n2cxMwuKa2XIGaWSFwGDA9e869Db99ERERkVVcA7wNHAC8mOdYpJ7cSUejJBYupLAh/XTq1Iktt9yyXoUyqvP559A58i2hVO688TJCb60g9Psqh48CRhHMxsslQ1Ag9DuC9/cTgYWNE/GaLYWNJvj5/MIG/l8WLtywUcYZO3YsXbp0qXfRjMoWLgQjQ2eq3Qrxr/lO6lUytuLHikuemPUER29zdM4TLr/88pzHb3/3di8IF8xYkV7x76YKTok9EVnrufurwOq8WRnKz/tXdAbWd/cXs33MNbNvgYOBx6tctxPBlO9Xsq//BvzZzNoC21bX5u7LcsRwLMEb7IeBC1BiT0REJK+qm/m/Gm39gT8DBcBS4DR3n17NGIcS7BsWBmYQPFhM1NZWTV9TgE2B7tUuRyssfYdE7BVgOErstVxmm/cMffT5lJd79r7ggobtsXb22Wdz9dVXc8wxx9CnTx8mTZrElClTGD16dL36m/xSmn3SU6ptb0vm3FE+J175WJn1qK6ua5Jgj71XgDuAf4zyOSvqFVhLZXY+QdGUgqpN+yRfYvILPXI11UkqleKuu+7inHPOIRQKNagvgClTYPtonMLk97mavwLGNHiQRuKjfEH0iuizt71724FHb3P0aufR/vfD/5gwc4KnMqkmKZqxkhJ7IiKrwcz2BIqASQDuvsjMvjSzUnePZZfl9gC65bi8K/DZyhfu/r2ZJQj2CampbX6OvoYClxEsEb4jO0NwTmPco4iIiNRLzpn/NbWZWRHBjP193T1uZvtkX29TtQMz6wDcTbBqYLaZ3QZcCgyrqS1XoGbWHegOVAB9gck13Nc1wLMkYjtRWDqthvNkTWQ2HLji95mx0cunXE86HW5QVdRzzz2XpUuXcthhh/Htt9/SvXt3Hn300XpVxk2n4dUpGUb7S9Wdcjnu79TWDUEyexHBljZ3j/I5ud47rx3cF2B2BsEkgVX+S/djMjfPOo/Fi6Fz5/oP8dRTT7F48WKGDh3asFizXnluOQcmX8jV9CFwJMHqqTVGKpO67fUFrx88dtpYitoWrdY1L85/EeBHgkkZTUaJPRGR1TMUuN9Xrcx1BHCNmY0A4gRv2le3cledmdm2wMbA8+6eMbMHCTa3Ht5UY4qIiEjNapr5X0PblsBid49nz3vNzLqa2Y7u/l6Vcw8G3nf32dnXtwPPEyTvamrL5XfAg8CXBO9tJtdwa88DHxC8zyit4TxZ05jdCZwG0J9nOW/JzTz+OAzOudHL6hsxYgQjRlRbfHW1PfYYJH4IcxDPVW1aDJyJ+6PVXJohSFo52YfcwDOjfE4j7SDXwrnfjVk5cA/B5AEA+jKFdqFljBvXlmHV/c2wGgYOHFjvKshVvfUWfDS3DTcG20BC8N/2DSAGjMV9TZxx+VzYwgtPm3RalzpeN85HNe2+6ErsiYjUIvs0vBTYpfLx7HKZ/pXOm0WQ4KtqAcESnJXndQQ6AV8QLOmtrq2qoUBHYH72A0IUCJnZyCoJRxEREVmzfQx0NrM93f1NMzuc4N/4bkDVxN4qs/uBT4GNzSxSU1vV9wZmFsl+QYMAACAASURBVAZOAvYnmOU0ysw6uft3OSMsLHUSsWuAh0jEtqKwdF697lSal9neZJN6AD2YyzH2KJeNGMCAAQVE8pwBSKXg0hEpP8KeWdLD534HfE+wn+ME4MVaEjoPECy7fW2Uz/mshvPWXu4vY7YFsC8wCNi3iG87/T4ztuPVfz6j02mnRaywQTsuNo4RIzy9QaTik36pyRcDPwAf4v5VvuOqiY/yNJUSpmsSJfZERGp3NDC90tNwAMxsY3f/MvvnUwj+UcpVFXcaEDWz/bJ76Z0G/MPdl5lZtW1VxioAfgvsXjkOM3sbOAR4qrFuVkRERJqWu39nZoOAq7MPEKcCM2nCmf/Ab4BPV76PMLMXgeMIZj1VZyJwFXAhcHoTxiaN589VD5T5pfSeP4hx4+DUU/MR0s/GjYOPyyM+14/YCfeP63LtKJ+TIphxKjVxTxPsN7hyD29uNX4V/oEFY8awzlVX5S80gOeeg8mTLQy/Oi3iqcn5jaZ1aPiOhyIiLZyZ/c3MPgc2A54zs6pPpIcS7F9T1almNtfMPiaoVDtg5SbUZna6mY0GcPcMQVLuZjObS7Cx7fm1tVVxJPBZ1eQiwX48jbPRhYiIiDQbd3/F3fu6+07AHwn2152Z49RVZv4TzOr7Mjsjr6a2qoYCW5vZp2b2KbAPtb2HKCxNAdcBQ0jENlqN25J8CpZ07F318NZ8zHl+E+eenead2naua0LvvANnn00GuNGdOiX1pGHc+Sad5uIxY+Dpp/MXxyefwNFHkwqHedy9xq0ApA6sukJIIiLSgiViJcBHwDYUluZaHiwiIiKNKJssO7Jy5dua2qrM/P8z0Mvdf7GBVXabjk8ICm2sLJCxzN0vrKmtSh8bAvOALu7+bfZYCPgcOLi6arwAJGLtCJb4jqOwtOEbrEnTCZZbryDHBJ4UYQ4N/Yvpv+rHO+9F6VLXXcIaaOFC2GEHUt99xyupFL9xb9LZqZKDGWbGXW3aMGTqVMLbb9+843/3HeyyC6lPP2V2Msnu7jTpvnNrE83YExERERERqaeaZv7XsipgtJnNzh7bnEqz58xstJmdDuDu3wO/B57MnrsZcEVtbVWcRFB869uVB7KrBh6h9ll7PwI3A2eQiHVanZ+J5EmwBDNnkjZCmkczg/jVt/PZb+8VzJnTfGHNmQP77EMykWB+KsVgJfXywx1354xUijf335/U1KnNN/aXX0K/fqTKy/k2meQ3Suo1Ls3YExFpjTRjT0RERBpLIlZEsOz3CgpLr813OFKDbhsey2f/HV9d81dsyBGRZ5jTZjvG3R/hqKOaNpzHH4eTTiK9fDkfJJMc6s4aXSBhbWBGx0iER8046OabCZ1+OuQo6t1oXn0VBg8mVVHBwmSS/u7MbbrR1k6asSciIiIiIiLVKyytAP4GnE8i1jbf4UgOiVgnErFRfHjrnRzQJ1ndaRvxNZNTe1P6wz0MHAiDj0ozu+oOzo1g9mw46igyAwfCDz8wLplkHyX11gzufJ9KcVgyyVVnnIHvtx/pd99t/HE+/xx+/3u8Xz988WKeTSbZWUm9pqHEnoiIiIiIiNTmRqAzcEK+A5FKErEOJGIjgHLgAuAGTjt4E2BsdZe0YxljOZWnOYzpkxYkS3o7Q4fijZHgmz0bhg7Fe/fGJ01iHnB4JsOp7vzY8N6lsbiTdudSYN833+T9XXcNErHTpkFDF3UuWADDhsEWW5C5/36+dOd36TSHu/NNowQvv6CluCIirZGW4oqIiEhjS8TuJqim24vC0nS+w1mrJWLtgTOA4UBbgn0Qb6Cw9OfkidlewPHAUcCGla5OAS8DE15nr0f24fWB0ShXJZNs0qMHyWOPJXrEEdC7NxQU1BzGihUwcyY89RQ8/DDJOXOIRqN8kUxyCfCgO/o9WcOZYcDh0SjXJJP06NIl+B0YMAC22w7atav5+lQKPv4YJk2CRx4h+d57RCMRvk2lKAPudGdZc9zH2kyJPRGR1kiJPREREWlsiVhPYCYwmMLSxxqrWzNrS1DIozfwI/Bf4A/uPi/bfg+wE5ABksDF7v5Stm0yQfGR77Ld3efuN1YzzqHA9UAYmAEMcfdEbW3V9DUF2BTo7s35oTpYCn0qMALoBNwGXEth6aJqrwkqIG8FdCSomruQSoVUglMIEyRtB0ejHJ1M0jkUwjffnOQ22xDp2pVQmzbBucuXw4IFZD76iNRnnxHNZLBolMXJJI8AE4HXlNBrebIJvl2AQQUFHLdiBZuawaabsqKkhMgWWxBq2zbYj2/5cvjyS/yjj0jOn08klSIUibAknWaiOxOAl9xZnudbWmsosSci0hopsSciIiJNIRF7HOgC7EphaaN8mMwm9vYH/uXubmZnAYPcvV+2fd2VFX3NbAfgJWA9d89kE3s3ufuTtYzRAfgE6Ovus83sNuBHdx9WU1s1fXUHpgAVwJnuPrmhP4NaJWIFBBWMRwLrAXcA11BY2uj71mWTfNsCvYCeZvQuKGAzgpmBAMtWrOBzd2YCs4FZwAwl81qPbJKvJ1CS/d6roIBiM9oSbOm2LJnkq0xmld+B6e6syFvQa7FIvgMQERERERGRFuMa4C1gP4LlnA3m7suAf1Y69BZwYaX2yrPLOtVzmIOB99195U5ytwPPA8Nqacvld8CDwJcEybbJ9YypdolYFDgJuBTYGLgLuIrC0v801ZDZBN0H2S9ZC7njBMm6WfmORWqn4hkiIiIiIiKyegpL3yZIZF3chKOcCzxV+YCZjTGzT4DHgYHunqnUPMbMZpjZo2a2RTV9dgU+q/T6U2BjM4vU0rYKMwsTJNrGAQ8Ah5lZfZON1UvEwiRiJxIkVu4AngO2orD0zKZM6olIy6PEnohI69S29lNERERE6uUa4EASsR0bu2Mzu4RgP7gRlY+7+8XuviVQClxrZivLOpzg7j2BPsBrwKTGjqmK3wCfuvtsd18EvAgc12i9J2IhErFjgDhwD8E99aCw9FQKSxc02jgi0moosSci0jpdkf2+e16jEBERkdboOWA6cFFjdmpmFxJUcD3Y3ZfmOsfdXyQoArFt9vXC7Hd399uALcysc45LFxAU2VipG/Clu6dqaatqKLC1mX1qZp8SFJwYurr3WK0goTcQ+BAYD0wjqD58MoWl8xvcv4i0WkrsiYi0NolYf4K9YgCuIBGrpUi9iIiISB0ERTOuAQaTiHVvjC7N7ALgWODAynvqmVnUzLaq9HpXYANgvplFzGzDSm0Dga/dfXGOIZ4FdjSzntnXZxBU4q2trXKMGwIHAFu5ezd370aw790mZrZdfe6bRMxIxA4nSORNJKg6vC2FpcdTWDq3Xn2KyFpFVXFFRFqTRGwdYA6wCWBAmqBi2si8xiUiIiKtSyIWARLACmAvCkvj9e3KzDYDFgLzge+zh5e7+25m1h54gaBoRgr4AbjU3V82s3UIqtO2ATLAIuACd5+e7Xc08IW735l9fThwLUERyY+Ak9z9u9raKsV5EbCbuw+scvwGIOLu56z2TSdiBhwEjAZ2IdhTcBSFpdNXuw8REZTYExFpXRKxa4ELgHClo2lgBwpLZ+QnKBEREWl1ErEwQVIvlP1+BjAuO5tPqhMk9PYnSOjtSVAN+DIKS6flNS4RabG0FFdEpLVIxLYH/siqST0AB+4mEdPf+SIiItJYNuXnz5MFwN+Bh0jEOuYvpDVcIrYP8ApBwY0fgD0pLD1EST0RaQh9yBMRaQ2Cp+bjCJahVBUBdgZOa9aYREREpDXbMsexwcD07MNGWSkR251E7AXg1eyRvhSW/prC0qn5DEtEWgcl9kREWoczgO0Jkni5GHAdidgmzReSiIiItGJbEmz3UVkE6Aq8QyJ2RnbZ6dorEduJROwZYCqwDvB/wH4Ulr5a84UiIqtPiT0RkZYuEetCUJmutjfPBcCtTR+QiIiIrAW24peJPQi2BIkCfwUmkoh1atao1gSJ2HYkYk8C/yao4HswQYGRl7QHoYg0NiX2RERavtupfqZeZVHgKBKxw5o4HhEREWn9tiJ4b1GTw4EZJGK7NEM8+ZeI9SYRmwB8AHQDjgB2pbD0WSX0RKSpKLEnItKSJWIDgEOp/Y31Sg6MJRHr0HRBiYiIyFqgJ7WvFogAmwBTScRa716/idjWJGIPAR8BvYBBwI4Ulj6thJ6INLXVmeEhIiJrrh3qeL4B6wMbAksaPxwRERFp9YK984pX8+wMwQPIA4G/NVlM+ZCIbQFcBpwAfAwcB8QoLM1VzExEpEkosSci0rJdBYzPcXwr4B/AYcC8Km3LKSwtb+rAREREpNVaD2hfQ3uaYK+9+cCTwDPA680QV/NIxLoCfwJOBhZkv4+nsDSV17hEZK2kxJ6ISEtWWLoMmP2L44lYOPuncgpLf9kuIiIiUn9bVnmdIvhsuTKhdwdwM4WlVR8utmyJ2KbAJcApwBfA6cD9FJYm8xqXiKzVlNgTERERERGRutik0p8X8/OsvBeBSUD3VpXUS8Q2AoYDfwAWAecCd1NYuiKvcYmIoMSeiEjrYhYC9mDX7vty/H4Qe60/bxydwH1hvkMTERGRVuNJYAhBsYj3V9lTLhEbA/yTRGwHCkvfz094jSQRWw+4CDgLSGT/PDa7YkJEZI1g7irSIyLS4pl1A4YBA4CNq7Q68C7wEHA77tr/RURERJpGUFjjA2Yt/JTdL3wcWJdgqe4C4EXcf8xrfKsjEfsV8EfgHGAZMAa4g8LSpXmNS0QkByX2RERaOrMjgfuBjqtx9tvAkbh/1bRBiYiIyFonWDlwOusV/pFFiS1ynPED8E/gOtzfbdbYErEI0BnYoJqvjYAuBNV+2wPfA9cBt1JYuqRZYxURqQMl9kREWjKzA4DngVAdrpoD9MFd+8KIiIhI4zArAh4D9luNs1PAcNxvaLJ4ErF2BPv+dSWo4lsIWKUzPBuHE7yPqrxN1RdACYWl3zZZfCIijaQuHwRFRGTNcw11/7u8B/D7JohFRERE1l7PsHpJPQiSaH/B7JQmjGdzYF+CCr6dWDWpR/Z1FChg1aTeEmBPJfVEpKVQYk9EpKUy+zWwUz2vHtGYoYiIiMhazGwgsEc9rizDrH1jhwNAYelsgqIXdfVbCks/a+xwRESaipbiioi0VGZ/SBG+/Q324kP6MItezI5sQ3loS5Z5G1JEKCBJJ/uOHsmP6OUz6cls9uRNtuITgLa4L8/3bYiIiEgLZ/Y2sGuuJgc+pA/vsguz6cmsUAkfR3qxxDuQJMIKa/PDcmv3TTrNnFSKj4DZwDRgmjsN/7CaiI0FfgeEazkzDdxCYekFDR5TRKQZKbEnItLCmBEBDtiB9y9ZECned3FqXYo6JunV0+nVp4Att4T27SESgRUrYPFimD0zw+wZSeZ+GiWZCrF9NM70ZK8/OaEJ7szN9z2JiIhIC2b2NUEBCiBI5k1jJyYyiInRY/kkuTnt2qTpuVWKXn0K2LqH0akTRKOQTML338PcuTBjBivmziX844+Eo1G+SiZ5GJgITF0lyRfM8tsdKCLYJ28h7u/ljC0RKwBeI1jlUF1yLwV8COxBYan2IBaRFkWJPRGRFsKMEDAoGmVMMknxdtt58phjLDpwIGy1FVjVnWNySCZhyhSYOMGJTbBURQWRUIjHMhlGujOnyW9CREREWh+z+QTVZHmL3RgRvpbJ6X3ptukKBh1bwKBBsMsuEFqNjaDc4f334bHHYPx4kp9+SjQaZVoyyTDH2gMnAwcTVK6tbAHwOPBX3OcBKyvhHg+UEey55/xyrz0nqNbbh8LS8vr9AERE8keJPRGRFsCMfaNRbkul2PaYY8iMGkWoR4+G9ZlKwVNPwYgRJOfNIwzc485wdxY3StAiIiKydjC7Zj7FF10QupmnMoex125J/jwmSt++q/fgsTru8M47cMklnn75ZQsfGHqJmzJn05tZNV22lEj4dBaPTwGXA1sB9wNPAjGCYhlVHUVh6RP1j1REJH9UPENEZA1mRsiMUcDkfv3o/f77MH58w5N6ECzVHTgQZs4kevfdhNZfn5OiUT4yY8+G9y4iIiJri2Lmz9ohPIO5W/Rn0iR4bWqUfv0altSD4PrddoOXXrLwSy/B4m32ZefQe9zDkJoua086cz8T33gIeBfoRWHpyRSWPgUMrXJuGrhVST0Rack0Y09EZA1lRvtwmIeAw2+6idCZZzb8DXJNFi2C3/6W9Asv4JkMJ7vzYNONJiIiIi2dGQb8CRh9yinuN99s1q5d042XTMIlI5zr/2Kczw1cz4WEqquvEQ1/QTJdjPuqe+YlYn8BziNYgjsD2J3CUhUTE5EWSzP2RETWQGaEwmEebt+eQ196idBZZzVtUg9gvfXgmWcIn3ceEeB+M45s2hFFRESkhRtmxujbboOxY5s2qQdBsY3rrjcefBBuC5/LJVxV/cnJ9CbACTlahgOvEOyrN1BJPRFp6TRjT0RkDWTG1eEwF738MqF9923esd3h1FPxe+5hRTrN7u580LwRiIiIyJrOjCOAJ/7yF+yCC5p//HvvhZNPhns5iZO4v7rT/oL7hc0YlohIs9OMPRGRNYwZg4CL77qr+ZN62fG5/XZsr72IRKP8y4xOzR+FiIiIrKnM6B4O88jQoXD++fmJYcgQuOgiOCV0N++xQ3WnLWvGkERE8kIz9kRE1iBmFESjfHL00Wz6wAM08eLbmi1aBMXFpJcs4c+OXYF7Op/xiIiIyBrALBQJ+yPFxQyIx4kU5Kox20wyGdhrtyQd33+N59MH5DplT9ynNndcIiLNSTP2RETWLEMzGTa54or8JvUg2HPv4osJdwgvHbWIzinMkpjNxuwqzKp9NC4iIiJrNl8wZl1fMOYsXzDmkBpPNAth1hezWzFbgFn6A7ZLp9MMHjMmv0k9gFAIrro2ygvp/XmFflWbJympJyJrAyX2RETWBGYFS6zDBm2i6ctPP81D3bo1TrcDBgzAzHjxxRfrdf2550K7jlFu4yyAyP+zd9/hUZZZH8e/Z5LQhFCkKkQQxQIWxIkFGy4r1lVXBERBV9RZde36Lu6yYjcqa1nbjm1XUERARcWuK4ptHRHWgmInKqgIQsACKef9455AgDTSJuX3ua5cyTzlfs4ohGfOc9/nANsBFwPvYPYwZu1rJlIRERGpTZ6bY56bM9Bzc+4DvgNuAR4o8wSzXsCrwCzgT0APIJJjf6F/v3x+//uqxXHZZZfRu3dv2rZtS8eOHRkyZAjz5lW9nO+gQfCb/Qu4Ou2SkpsXEjrfiog0ekrsiYikitlmmJ2A2Qxgxdd0/251flrnE0bVzGS9iRMn8vPPP1drjNat4cihGTyffmhpu38PvIZZ52pdRERERGqN5+Z08Nycc4AFhETdcUDxXLvSbzrM+gJvAnuV3FyE8XzaEI4/KQOr4u3KiBEjePvtt1mxYgWLFi3ioIMOYsiQIRQWVr3ix/EnpjPbB/IrzQGeBvbE/bMqDygi0oCkpzoAEZEmyWwg4Sn5VsWbXmIQm7UoYMCA6v9q/vrrrxk3bhyvvvoqW221VcUnlOOAA+Df9+zGKjajNT9tuHsH4FLgjGpdRERERGqM5+YYsB9wGnAsYUJHWnJ3RiWGuAXY6MHd+/RjWUFbBg2qemzbbbfdujjdSUtL4/vvv2fZsmV06tSpSmMOGgSri5pxIved/JAP/1fVoxMRaXg0Y09EpK6Z/RZ4kRJJPYDX2Zu994KMytxul8PdOfnkkxk3bhxZWVnVGwzYbz8o8HTeZveyDjkluVxHREREUshzczp6bs4FwKeEJbTDCIm8tPLOW4/Zb4BSU3evszdtWhWwyy7Vi/PJJ5+kXbt2tGjRgvPPP5/zzjuvykk9gJ49oWtX1kxleLfqRSYi0vBoxp6ISF0ySwdug7BWpKQfI5vTtXv1fy3fcccduDunnXZatccC6No1fP+RMsvpZXj/HseRm/NYjVxQREREquIK4HfJn4sTeRXdWEQ8N6fvelt6tB9hX/1Y6sHL6EDnDoWkpVXvfuWwww5j+fLlLFu2jPvuu4/u3btXazwI9yvffkuHag8kItLAKLEnTY6Z/QG4Fzja3Wckt80izJ5akTzsPne/MbmvMzAR6A2sBs5w91fKGPtwYALhZuo94CR3z6toXxljvQxsCWzr7l6d9yz1yihg29J2FJJOpJrzqD/77DOuuOIK3nzzzeoNVEJxTIXlPewfHr0KuKrGLioiIiJ1oTXw/npbDu4Hd80u9eBC0qp9r1JShw4dOOecc2jfvj19+vRhl2pMBUzGVfmZiSIijYQSe9KkmFlP4FRCMeANnVec6NtADvCmux9sZlHgUTPr5e75G4zdGrgH2N/dPzKzW4G/AReVt6+MOLclJH9+BPYnLKWQxmGfsna0KVrO8mVFVKdKwuzZs1m6dCkDBgxYb/sxxxzD8OHDufPOOzd5zBXJdHdrVpV90JyFx3Fc9L1NHlxERERqShqwLzCccL9RSMWf91YBe663Zc7C3wFXl3ZwG1ayPM9wp8rNMzZUVFREfn4+n3zySbUSe8uXA7CyZqISEWk4lNiTJsPMIsDdwFnA3zfh1GHANgDunjCzRYRk2wsbHHcIMNfdP0q+vh14jpC8K29faU4G7gcWA2NQYq9B8NycCNAJ6AZsscH38PORu/S1x/5X6vn9mcs/Xj8K92ZVvlkeNmwYgwcPXm9bjx49iMfjHHTQQVUas3jyX3/mlnXIszb17SlVGlxERERq0rvAbZ6b051wP3k60BUooPTPfkWWNfaD9ba8c/GC5LnbbHjwbrzDkuXN+OIL2HrrqgV48803M2LECLp06cKSJUv461//SrNmzRg4cGDVBgSWLYMvvqAZ8E6VBxERaaCU2JOm5HzgNXefY6VnTXLM7ApgPnCxu39uZpsDGe7+bYnjvgRK60iQBSzc4LhuFmqqlbnP3QtKDmJmacCJwIHAD8B4M2vr7iuQlPDcnDRCZ7iNE3Xrf+/K+ktAfgIWERK0i4HXaNXsG+Do0q5zALP4y9JmLFgA229ftVhbtWpFq1atNtresWNHOnSoWtmZl16CHZp9Spc135e2exXw5yoNLCIiIrXCssZ+DVzuuTlXAUOAPwKHAUVU9BnQvQCzC4GH2WBpazZv0SKympdeal7lxN7zzz/P1VdfzapVq8jMzCQajfLCCy/QrVvV+168/DK440Cp5XJERBozJfakSTCzfsAxwH5lHDLK3b+ykPE7E5gJ7FhX8W3gUODL4tl9ZvYCMBK4I0XxNFqem5MOdKHsRF3x9y6svz52JSFRV5y0e5l1ybvibYssa+zGy0EevLgZ8DEbdMQF2J23aZ32M48/3qrKib3SVKdEY1ERzHx0DQeueba03QuBY3EvfQqiiIiIpJRljS0EngKe8tycLYA/AGcQ7nHKvkFwfwyzi4HrSm5uwWr2tjd5fMY+jBlTtXJ2M2fOrNJ55XnsMbxZMz5cvZplNT64iEg9p8SeNBX7Aj2BT5Kz9boCd5pZN3e/w92/Akg2qbjVzCaY2ebuvtTMCsysa4lZez2B3FKukQv8tsTrnsBidy8wszL3lTLOGKCPmX2ZfN0yebwSe5XkuTkZhGRcWYm64p87AyWnb65g/eTcRyV+XjvzzrLGllNsrqLgfA1m5wHT2OApeAYF/LHwNq6/5lxOPz2DNm2qfJUa89BDsOCzdKZze/EmJ9SonA7cTTkNYESk7pnZc4R/44oIDyHOdve5ldj3JaFB1C/Joa5x94fKuMYYYCzhgcd/CE2l8ivaV8o4BnwOfO7uv6neOxeRiljW2EXAVZ6bcw0wmDCL74tyThlQ2sazCm/k6Jn7M2cODCj1iLr16acwaRIUFW1SqR0RkUbD1GxTmqJkF9yb3H1Gcqns5u7+XXLfMcAN7r5V8vW/CTPoLk02z5gB9CyleUYb4DNgvxINMn519wvL27fBGF2AT4Ee7r48uS0CfA0c4k18ZpTn5jQjfCgtK1FX/L0j6yfsfqSUGXUbbrOssT/XyRsBMDuY0G25U8nNP7A5W6ct5KLxm/G3v9VZNKXKz4c+fTy/cOE3L+R6j78TPvR/jvui1EYmImUxs3Yl/v04GrjU3XepxL4vgaPcfV4F4/cCXgN2A74DHgOedffbyttXxliDgeuB7kC2u5eXYBCRumb2CuHh+Hoc2CN9DpsP2pmnn0v9PJHjjytk1sPL8u7KP7H7of6UmmeISJOT+t/EIqnXHHjSzJoTZjH8APyuxP4/A5PM7BNgDXBCiZkJlwOL3P2f7r7SzE4BipOF7xNq5VHevg2cCDxX/MEreW6RmU0hzOQ7u0bfeT3huTktWD9hV9ay2M03OHUZ6yfq5rFx8u5byxr7C/WN+zOY7QgcBxwLDAQiHVnKRYU5XH3lpRx8cBrRaOpCHDsWcnPNirz7n3D/PHWRiEhllfz3A2hLiaV25e3bBEOBx4tnsZvZP4G/ALdVsK80Y4C7gO0IhfpT/DhDRDawvLSNBlxTcBGDn3+RO++E006r46hKmD4dJk9JYypnZB7K0y9hdgjuS1IXkYhI3dOMPRGpNZ6b05KKG050Azbs6vADpcyoY+OE3erafxd1xKw9YWlwZAF9VvRLXzCpfXv2e+cd0rt3r/tw7r4bTj0VgBPceaDuIxCRqjKzicCg5MtD3f29ivYlZ+zlET6zvwWM9VI+HJvZLYQHWtckX+8IPOPuWeXtK2WcDoSZ7L0IDaaeBLZy96Lqvn8RqT5PxNpww+tX2ZT3zyrrmL9xOTlpf+W55yMMGlTWUbXn7bdhv4GF/GFNnNs4s3jzRNxLe3guItJoKbEnIpvMc3M2o/xEXfHP7UqeBiyh7ERdcRLvW8sau6ZO3kg9Zka7jAwSffrQ88UXSe/Spe6u/dhjcMwxeGEhV7szru6uLCI1ycxOBIa7+6EV7TOzLHfPNbMM4EpgpzLOq6nE3lnAXu4+Mvn6beBv7v50zbx7EdlUnoilERL/JwK/pQddcQAAIABJREFUB5pxzEOr7KsV7Uo7vghjuE3jxda/47n/ZLD77nUX6/z5MPiAfPotfYWnioaQTuG6sKAf7h/WXTQiIqmlxJ6IrOW5Oa2puH5dNyCzxGlFwPdUUL8O+M6yxpZaQF1KZ8bWrTN+fa1Dp7Sujz6RwW671e71iorg+uvh4osBuNudmDuaPSPSgJnZL0B3d19a2X1m1g342N03auFjZhcBvd39j8nXhwJ/cfd9yttXyjjzCCUYfk1uagO85O5Dq/F2RaQKPBHbERgNnABsCSQIdYCnWPadbYHngK1LO/dnWnJU5AleTT+Ae+9LY8SI2o/3ySdh5PAC+v76Dk8VHkQ7Vmx4yKW4X1b7kYiI1A+qsZciZmxGWH6yGeH/wxrCEpgv3Gnys5Wk5nhujhE+MFUmYde6xKlFwLesS859ArzCxsm77y1rbGndfaWa3Pl8sfX69vjvpnTda499uOyKNM45B1q2rPlrffIJ/OlPFD7/PObO/wE3uFep/paIpIiZtQNaebLBjZkdBSwFllWwbzMgo0QNvuOAuWVc5mHgVTO7lNAg44/AlErsKxnnAELjoC2Kl94m4/vKzDqVtgRYRGqWJ2KdgBGE2XkDCI3aJgKTLBpfN9vN4z8Q/s7eRPjd0KzkOK34hSeLDubcNTcXHHfcGenPPed+zTVmtbHSYNkyuOxS5x+3GKNsCnf6KbSg1KosrUvbKCLSWGnGXh0ww4Bs4Oj0dAZEIvRbs4auZRxb1KwZufn5vFtUxH+B6e58XKcBS4OQTNi1peL6dVsArUqcWsi62XTlzbJbYlljC5HUCR+8Hy0kwjVczNWRv9GhozH+ymb84Q+QXgOPZr75Bi67DL/nHkhL4/P8fEa783r1RxaRumZmWwHTgJaEhzNLgAvdfV4F+7YmJOXSCDX2PgfOcfcvk+PeTWiK8Xjy9anA2ORlZwF/LNFUqsx9JeK8HfjF3S/YYPsjwKvufkON/AcRkfV4ItYcOIyQzDuU0O3+YUJCb5ZF4+Xf95m1BY4ADiYk552QxH8SeNLwQzIyuCMtjfYXXEDaRRdB27bVj/unn+Dmm+G6q/NJX/0T1xecx0n8Gyv7lLNwv7X6VxYRaRiU2KtFZmwLnN6sGcetWUPXHj3IP+AAMnbYAbbfHrbdFlq3Dh/O8/Nh+XJYsAA+/BA++AB/8UUKly8nvVkzPlqzhsnAHe78kOr3JbUrmbBrT8X167YAWpQ4NZ8ww6685bCLgB8sa6yWVzYEZjcC5xa/XExXruAS7rJT2aJrEceObMbQoZCdDZFI5YdduTIsY5k6laKZMwH4Pj+fvwIT3dHsSxERkUbCEzED9iAstR1BqH/8H0Iy7xGLxlfV5PXMaAWclZ7OuObNaTF0KGnHHosNHgzNm1d+nPx8mDULpk9zHp5awK+rCrig8Dou4O9ksrK8U5cAW+Neo+9LRKQ+U2KvFpixpRmXAKd0707hqFFkDB0Ku+4KVs6jpQ0VFMDs2aGN+wMPULBqFWsKC7kWuNG9/H/RpP5JJuw2p3JdYkve+qyh/ERd8fdlStg1Mmb/ADbqRvcpvbmHMUzLGMln+VvRvcsasvdKZ/sdI+ywA/TuDa1ahYcGa9bA0qXw0Ufh6733KHjjDSIFBZCezsv5+TwITHJfW+dKREREGjhPxLYi1MwbDfQBPgLuAx6waPyr2r6+Ge2BMa0zVo9eld98p8xWBew9EHbol87228N224XZfM2ahXuVlSvh44/DvcqH7xfyxutFLMvLoH/GexyTP4VTuYvOVGqV/tm431LLb09EpF5RYq8GmZEG/DkSYXznzkSuuor00aNrZrncypVw001w7bUUrl5NXkEBp7vzUPVHlury3JwI0JGKE3ZdWb8uya+Un6gr3rfMssbqL2pTZHYS8K+ydjvwP3bhMY7kXduFDzN25pP8nhT4xr902qWvpLd98euc/J0nA28AMzQDWEREpPHwRKwNMJSQzDuAUEfzQcLsvLctGq/7+0mz/rn0eOcRfs/b7M5HzXbmo8Jt+alw44LBLSO/sl36Z2y/5l124x2O5lG24bN3gZ0rukwhcCN8cRFES2sWJCLSmCmxV0PMaJ+eznR3DrjySiLnngstWlR83qZauhT+8hf8zjuxSIR/FhVxtjvqNFoLPDcnjVA/pKxEXcmEXclMyi+Un6gr/nm5EnZSLrN04ENgm8qekk8637Alq2lOAek0Yw1tWUEnlmDwLO4H117AIiIiUpc8EUsDfkNI5v2ecE86k5DMe8qi8dQ25TPrAeSW3FSEsZhu/MRm5JNBBvm04me2YBGRjft29Qf2BU4CdivlCr8Cz/wLZpwMVxBWuhzm7gtq/L2IiNRTSuzVADO6Z2TwcocOZD3xBOnRaO1fc9o0GDWKosJCZhUUcLg7v9T+VRsHz81JBzpTccOJLoRC4sV+ouLlsIuBPCXspMaYHQ48Ss10MR+E+6waGEdERERSyBOxvoRk3gmE+9a3CEttH7JovH7NWDN7ktCsY1O9gfveJcbpBRxIqBNYAHwFPFdcT8/MugKPEZYeD3X3F6sZuYhIg6DEXjWZ0Tojgzd69mT7WbNI32KLurv2nDkwaBAFP//MI4WFjHDf+BFXRTw3JwMoaAyJqGTCrgsVN5zoDJRsNbCS8hN2i4FFljVWdQ0lNcwOJjx571SNUZ7GvSo31SIiIlIPeCLWGTiOkNDbjZDYmgRMsmj8o1TGVi6z/sAcKK+RbakOxP2lTbuUtSSUMRkKnOnu8U28pohIg6PEXjWYEUlLY0abNhwyZw7pW29d9zG88AIMGYKnF62+cjUtHgZaE6akf477j+Wdm2zmMAfoQWhT/wzwvGWNrVdP+ZLJx65U3HCiM+vfMKyg4uWwiy1rrLpmSb2Xa9blXzDnGGjTF9rYpt0czwRG4P5TbcUnIiIiNc8TsRbA4YRk3iHAamA64YHfLIvGG0bjNLMTgHtYv950WQqBc3C/rWqXsggwHrgEuAm40N0LqzKWiEhDoMReNZhxdloaN770EpF9901dHP/8J5x+OrzCvuzLq8Wb84GXgGnA/biX2vHSc3O+J8wCKmDdstO5wBOERF/CssbWyj+EnpvTnJCwK69+XTc2nqX0IxV3iV1sWWN/ro24RVLBzE4F7gB28VAMuxuwO+GJ9H7AhlU9i4DXgXtxL7MBh4iIiNQvnogZsCchmTcCaAu8QEjmPWrReMN8UGe2K3Aj4b4lUsoRDvwXuAD316t/ORsJ3Ev4bzfS3fOqO6aISH2kxF4VmdE6PZ3cs8+m/d//ntpY3OHA/fIpfCPBy4UDS5vG8wFwDKUUkfXcnFnA/qUMmw9kEJapPgs8BTxrWWMXVRhPbk4LKq5f1w3YfINTl1Jx/bpvLWus6glKk2Jm7YGPgQfc/dxSDmjN3Wd9whsfzeWe558BlgEv4r64jkMVERGRKvJErCcwipDQ24bQQOs+4AGLxr9OYWg1K9TC+z3Qn46ZW3DIgEOZ89m1zM+9DfevavZSthcwA/geOMLdv6zJ8UVE6gMl9qrIjL+0bMnlCxeS1qk6Va9qyOuvw8CB8AxDGMJzpR2yFMjG/fOSGz0351bgNEISryyFhGV/EeBz4E1CgV4oPXnXfoPzf6DiLrHfWtbY1ZV6syJNjJndDIwEtnX35RsdkDd1c8Lfs8PJHPZkHYcnIiIiVeSJWCZh9v1owsP2pcBkwuy8ORaNN+4Pa3lT+wLvA/3IHPZBbVzCzLYilCXpDBzl7m/UxnVERFKlJrosNjlmWEYGZ599dvWSeu7OpZdeyl133cWKFSsYMGAAt99+O/369dvksfbeGwYPKuD2l//EkKJSE3ubE1rAH7/B9o+ouFZXyc6wWye/RhKefBUn6BYSEn4bJu++s6yxazbt3YhIMTPrB5wJ/LHUpF5Q3Is7UTdRiYiISFV5IpYGDCYk844m3Gs/ARwJPGPRuO6da5C7LzSzvYEHgZfM7GR3n5zquEREaooSe1XTOz+fLocfXr1BJkyYwL333suzzz7LNttsw+WXX86QIUNYsGABrVu33uTxDj8ynUtnH0BhUYQ0Nq6j68ZxPHTqavbqXXKpbA8q/+egMPl1B3BFfWuyIdLYmJkBNwPzCB3eyhIFFpI57Ps6CUxEREQ2mSdi/YATCQ/auxEeil8APGTR+LJUxtbYuftKMzsSuB54wMy2By5194bRfEREpBxK7G0qs4yBzB79dvOBRdGolVb0tdJuv/12LrzwQnbaaScArrjiCu6++24effRRRo0atcnjDRoE5xa04X/swm7M3Th0xzz3x/3Ziw8I9bpmAb8A11YwdD5hGe7twFWWNfa7TQ5ORKri98CBwMAKurlls255vIiIiNQTnoh1AY4jzM7rD+QSGjpMsmh8o/rXUnuS91Lnm9lHwG3AdmZ2krurfreINGhK7FWW2WBCMdvf9Wduu6J+2TRvXplu7aVbsWIFX375JdnZ2Wu3paen079/f+bOnVulxF6/ftCyWSH/W1N6Yg/A/u/hi7ho+iPFrz03xwjt4FuVcnhxp9wpwHjLGvvFJgclIlViZq2AG4BJXl5nuLypRkjsXV9HoYmIiEg5PBFrARxBSOYdQniQPg04H3jFonHNEkshd7/TzD4DpgOzzOwoV8MxEWnAlNiriFkLIE74hxmAVbQms121JuuRlxe6rbdr12697e3bt1+7b1NFItBms0JWrSlzGe+vhCn/a1nWWPfcnE+AXUpsLiD82XgGuNiyxr5fpYBEpDouItTGHFvBcVmEYtCqryciIpIinogZsBdhqe1wIBN4Pvl6hkXjP6UwPNmAu79oZnsSmmq8ZWZHuPu8Mk+YbMdhGX3x/EsYqeW7IlK/KLFXsceAg0puSKeAwsLqNajKzMwEYPny9Wvh//jjj2y55ZZVHregwEinoKzdt+G+qJTt7wI7AU6Yofdf4CLLGquOUSIpkOzeNpZQ+6W0v7MlRYEiYE6tByYiIiLr8USsF2FVz2igNzAfuBp4wKLxb1IZm5TP3Rckk3vTgVfNbKS7P77RgZNtAEQm4flpwEoqLmMkIlKnqjftrLELBVYP2nBzR35g0dfVe1DTtm1bevbsSSKxbpJNQUEB8+bNo3///lUa86efYMVPaWxOqT0t3ifcZJTmf4Q/C/OBg4F9ldQTSakJwNfATZU4NhuYT+awVbUbkoiIiAB4ItbWE7Exnoi9AnwO/Ikw82sA0M+i8euU1GsY3H0pMIRQemiGmV2QbF4WTLY2WMZ0Ou8Lu+YAdhWTbY8UhSsiUirN2Cvf+NI2DuQ1cj69mCVLoFOnqg9+xhlnMGHCBA488EB69+7NlVdeSUZGBkcffXSVxnvtNSgsijCQ1zbc9TBwCu7LSzkNQh2vF4D3LGusppaLpJCZHQgMBQ5399WVOEWNM0RERGqZJ2LpwGDC0tqjCA/FHwd+Bzxj0Xh+CsOTanD3NWZ2KvAhoWbxDmZ2hruvwSK3kd6qO3tPTqNlV/j2Bfju5WlMtp0Y6StSHLqICKDEXtnCk5qdStu1D68SsSJefjnC0KFVv8SFF17IypUrGTx4MHl5eey+++4888wztG5dZo28cr30Emzb7Eu2XLMI4DNCQm867uXW3rKssU6YtSciKWRm6cDNwFPu/mSFJ+RNTSPMDphSy6GJiIg0SZ6I7UxYZns80BV4AzgPmGrR+LJUxiY1x90d+LuZfQJMBnp/dYtN6bE5o9j7fmi1RThwr0lpPNm3G/kr7mSyjWCkV68+k4hIDTDX76JSmVmLQlgRgVJb3w5Mf5MOvx3AE0/Vj9zo6tXQu7fnL/3m13t+odWfCO3cRaQBMbM/EWbQ9nP3jys8IW9qX8Iy+wFkDnunlsMTERFpEjwR6wKMJMzO2wVYCEwEJlk0/kkqY2t01t3L9CNz2AepDgfAzHbt042n5l2T1rVF3zNsfssYsVgMM8PdufEvxxJdfi7AHxjp/05xuCIiqZuxZ5dZFLgAuNPH+39SFQdAso5CL2APYM/kV/+nIeOwMs4ZV3Aphz79NG+8AXvtVVeRlu3uu2HxYqyIltcoqSfS8JhZR+AK4MZKJfWCbGA18F6tBSYiItIEeCLWkrCsdjSh5trPwDTgHGC2ReMqV9NE+APMX1OUsTSS2aer9b+OTkvzmDlzJu3atWP+/PmccsopvH7rBbDgpjuYbG8w0hekOmYRadrqPLFnl1m3iEWuAU7cos0WhYtWLhqefnn6jEIvvMDH++d1EoNZG0InyT1LfHUCCghLUv8L3LoE8hweNbANxziYZxiY9iZjL9ydl2anE0lhG5K8PLjy0nzGFP37pzs5rRN4buqiEZEquhL4Nfm9srKBuWQOU10fERGRTeSJmAEDCcm8YUAb4Pnk6xkWjf+cwvAkda5olh7Zgf2nG2kt6Ny5xdodzZs3Jy0tDXa5Gr59MZ0VH0xjskUZWam6yCIitaLOEnt2mTUHzk2ztPGdN+ucfuOQGxnWd1ja058+zdlPn33YF8u/OMwuswnANT7eV9bYdc0iwA6sn8TrS0jWfU1I4l0HvAm84+4/bzDAdcCfNxoXmFB4Lvu+8Sp/+xtcdVVNRbxpCgth5PACipbncQXj2gKzMDuworp6IpIik21z4HDgMUaGhjZm1h84DTjRfZN+/0Vh4245IiIiUjZPxLYGRhESeFsTloJeCUy2aHxRKmOTFJtsBwH/R/Q2aLv9ersKCgo488wzGTduHKQ1g32mpvP0zjtSmH8NcH5K4hURoQ5q7NllZsCRGZGMf0QsssXF+1ycdtHAi2iV0WrtMWsK13DbW7dxyaxLClcXrF6WX5R/IXC/j/dNnvJuZp1Yt6R2D8KMlkzgF2AOIYH3JvBfd/+6koP+Efg70GrDXfdwMqdwDxMnwqhRmxpt9Z1/nnP7P/KZVbQfe/Lf4s2zcd+v7qMRkXJNNsPSHscLD8fSpuGFw+14AGYTuuvt417J33t5U1sAK4GTyBz2QG2FLCIi0hh4ItaWMCtvNLAPsAR4gFA7b55F4yo8ngr1qcbeZOuMpc+nx9HtGfhQBFu3aKuoqIjjjz+e/fbbj9NPP33dOZ9PhDdPBDiMkf5UnccsIkItJ/bsMuuXHkm/paCo4IDhfYcXXffb6yJZbbPKPH7JT0sY99I4v2vOXZYeSX8nvyj/TB/vb5Y5vlkzQkHb4iTenkDv5O5PWJfEexN4z92rvlwtJAx/DwwF9gWaAw4sPJpHfpiZdtSAf/3b7IQTqnyFTVJUBOPGwTXXwAOMZCQPbnjIb3F/oW6iEZFKmWxngt1Cv0uM9y8DGGPH8ytwP5Dt7m9Xeqy8qXsSOvP1IXOYCnmLiIhswBOxdOAgQjLvKMKim8cIybxnLRpXKYtUqy+JvckWwdKfoUWXQRz2fjrN2q3d5e6MGTOGPn36MHbs2PXPc4fXTygid+oKvKAvI31xHUcuIlI7iT27zDY37HLg9J267FR426G3pe+Ttc96x7Ro0YI999wTgJEjR3Laaaet3Tfv23mc9fRZha/mvpoWscgDRV70Zy5lEdCD9RtcDCAk2FYQltQWJ/HecvelNf7G1nuT1gzIx93NiAA5wEXnnx+Sbc1K7aVbM5Ytg5NGFfD003Cnn8of+Hdph43F/drai0JENslk2xkib9NvXAY7XwZz/w//8IbVO/25cMUHX/O4u5+6SePlTT0buAzoQOYwzTIQERFJ8kRsF0Iy73igC6FsxURgmkXjP6YyNtlA/UnsnQ+RCfx2ttFp7/V2zZw5k6FDh6797NqhQwceeeSRdQfk58GTOxXwy6LZeMFgRm76qjMRkeqo8cSeXWYZEYt83bZ52w4TDpqQftKuJxGxjTtL9OzZky+//LLMcdydRz58hLOfOrtocd5i9wm+hF/oChQROkCuXVILLKj08rVaZMbotDTu3G470iZMIP3ggyk5g7vaCgrgvvvgkovzsR+X8mDBsezLq2Ud/mfcr6u5q4tIlU22VljGPDoM6MVvZ6cTSYfCNRQ+s0fRgo/e59z7Cno+965/tUlj5k2dBHQhc9hBtRO0iIhIw+GJWDdgJCGhtzPwJSGZN8mi8U9TGJqUpz4k9ibbdhD5gNZbp9HjqKqNsfw9WPwswFmM9FtrMjwRkYrUePMMH+/5aZenvZjVNmvoyf1PLvO4H374gf3335/27dtzww03sPXWW6+338w4ZsdjuGfOPZHvv/x+acEvBTcREnlz3H1VTcddE9yZaMZ/P/6YGw49lEMHDqTgqqtI33dfqtU1d80amDEDLrl4DZ9+kcYpfi9X8lc6Uu6kxDIzfiJS1+wm0lr0+nX3f6f/Zt/9ycjIYNWqVVxwxujI8C3/6s+NLbgAOHcTB80GptVCsCIiIg2CJ2ItgSMJybwhwE/AVOAs4FWLxlP+4F8ahK+IZPyXn7/ajAW3VH2USHPwgnk1F5aISOXU1lLcfYDZb53yFtEto6Ue88MPP9CxY0eeffZZrr76al5++eWNjlm4fCG9bu6F48N8vDeoD7Bm7J2RwYT8fPbq0oX8ESPIGDoUsrMrt0z3p5/gpZdg+rQiHnukkOWrMhhhD3G5j2NbKnzo+DTuh9bE+xCRappsQ4Fp7DMN73EMBQUFZGRksGLFCvr168dXr1wDb4wCOIKRPrNSY+ZNbQf8CBxJ5rDHay94ERGR+sUTsQgwkJDMGwa0Bp4lzM573KLxn1MYnmyq+jBjT0SkgavxGXtJrzWLNFtw+9u39/nXlv8qdTFqx44dARgyZAixWKzUQe6ccyfpkfQf8ovyZ9RSnLXGndfNGAjs8t13HHPHHYy8+Wa2jkTwnj3J79eP9O22I7LZZpCREWblLV8O8+dT+MEHFC5aRDOAbTNyvx+Xf0vnY3iYnr6w4uum2TIr9AtL3ZeIHU9YmjBOxYJF6sBk2wpL/xdb/8HJGmoGZGRkALBq1Sp23nln6HUCLH62iIVTJjHZ+jLSF1Vi5N2T3xO1FbqIiEh94onYNsCo5FcvQmmey4HJFo2rYYGIiDRZtZLY8/Hudpnd8uB7D958w0E3pLVv2X69/atWraJly5akpaXx7rvvrk3ylbSmcA3xOfGC/KL8uI+vRjfbFHLHgXnAPDMuAbYvKmLXzz9nhy++YIdnn2UHoBWQbka+O3mrV/Me8BHwIfD2x2t6foXdcD5wDVDuXD/v2W4VE4a08Ky22xjMX7s9LFP4B3BKctPrhI5gIlJbJls6ljGF1r2aM+CmtQ84VqxYwRFHHMEHH3zAtdcm+9tEb4+w5NXN+PnryUy23zDSCysYPRv4msxh+iAjIiKNlidi7Qiz8kYTZul9DzwA3GfR+P9SGZuIiEh9UVsz9gAmFRQVTJj4v4lp5+x5zno75s+fTywWo02bNgDcddddG50846MZLPtlWRpwZy3GWGeSSb4Pk1+bevINmD1MuLEZSvhQX2w58DgwnRH9XiCr7a3ADE/ExgLXA9sCjwDbJ48vBE5DiT2R2nYJkM2+0yOkt1q7sW3btrzyyissWbKE3XffnWOPPZa2bdvCvtMzeHaPfYH/IyTyy5MNvFV7oYuIiKSGJ2IZwEHAicDvkptnAIcBz1k0XpCq2EREROqjWqmxVyxyWSTeu0PvP3z8p48zbBPbw+73r/0K3vj6jefy/5Z/WC2F13CZtQQygTXACkp0BPZEzIDzgAnAK0CUMNOvZBK3COiuZQsitWSyHQD8h91vM/qcsXbzmjVryMjIwMz4+eef2XXXXXnvvfdo3rx5OODDv8Pci4rABzLS3yxz/Lypi4B/kDksp1bfh4iISB1I3r/uSpiZNxLoTGgENxGYZtH48hSGJ7VJNfZERKqtNmfs4fg/P1326WmzvpzFoF6DKn3eh0s+ZHbu7HRArcJL4/4L8Etpuywad0/EbgMGAYeXMUIR4cbp2toJUKQJm2ybYxlT2OLgIrY9Pa3krgULFnDmmWcSiURYvXo1l19++bqkHsD258HiZ53vZk1jsvVjpK/YaPy8qVsC3dCMPRERaeA8EduCkMgbDewEfAHcAUyyaPyzVMYmIiLSUNRuYm+8z212RbM5d7x9R/9BvQZFKntefE6cjEjGN/lF+c/VZnyNkSdivQhLb3cq57B0IOaJ2HUWjdfelE2RpsjS7oWiLnQ7GHKnrrdrp0x4ZdKZ6x+/8KH1X295eBrfvtAdS7sTGF7KFbIBB+bUYNQiIiJ1whOxVsCRhKW2vwVWAQ8BZwCv6d5URERk09RqYg8gvyj/lunzp/9rq5u2WlPZcxatXJReUFRwq4+vsIC8lOCJ2JHA/UALIK2Cw3sB+wCzazsukSYl0rwNhT87b59Z8bHljtOiTRl7soGPyBy28Ww+ERGResgTsQiwL2Fm3rGE5nHPEmbrPW7ReKkrUURERKRitZ7YA6Y6vmXuitxNPe+e2gimsfJE7GBCYeHKygfGoMSeSM0a/tOBtXyFKJCo5WuIiIhUmydi2wKjkl89gf8B44EHLRr/NoWhiYiINBq1ntjz8f4LcHVtX0f4DHgD2AMwQvfb8v7/ZgAjPBE726LxvDqIT0SqK29qhJDYezTVoYiIiJTGE7H2wDDCUtu9gO8IK0omWTT+v1TGJiIi0hjVxYw9qQMWjX8C7O2JWDtgMHAo8Dtgc8LsvIxSTssg1PC6q67iFJFq6UPoiK3GGSIiUm94IpYBHExYavs7QqO2GcAVwPMWjRekMDwREZFGTYm9Rsai8eXAdGC6J2IG7AocQrjJihJm8xURavBFgHNRYk+kocgmJOrfTXUgIiLStCXvM/sTknkjgU6EEi9nANMtGlctWBERkTpg7mo81VQkl0b8lnWz+dondx1n0fiUlAUmIpWTN/UWYA8yh2WnOhQREWmaPBHbAjiesNS2L6EczETgfovGP09lbNIA5U3tC7wP9CNz2AepDkdEpCHSjL0mxKLxH4GpwNRkd7IooYDxZE/EugN/t2hcmV6R+isbLcOZhLZdAAAgAElEQVQVEZE65onYZsBRhNl5g4GVwENADHhd948iIiKpo8ReE2XReBHwX0/EDgMuAK4DdvRE7HSLxlenNjoR2Uje1GaEpfW3pToUERFp/JIPgfcjJPOOBVoCzwAjgCcsGv81heGJiIhIkhJ7TVzyCesET8Q+Ah4EtvVE7PcWjS9JcWgisr6dgWZAItWBiIhI4+WJWB9CMm8UkAXMBf4GPGjR+HepjE1EREQ2psSeAGDR+ExPxPYGHgfe8kTsCIvG3091XCKyVjZh6dOCVAciIiKNiydiHYDhhITensC3wP3ARIvG30tlbCIiIlI+JfZkLYvG3/NEbA/gEeANT8RGWDT+ZKrjEhEgJPYSZA4rSnUgIiLS8HkilgEcQkjmHQEUAo8ClwIvWjRekLroREREpLKU2JP1WDT+vSdivwH+CTzhidhFwA0qiiySctnAY6kOQkREGi5PxAzYjZDMGwl0BF4GTgemWzSel8LwREREpAqU2JONWDS+2hOxk4H5wPVAX0/E/mjR+JoUhybSNOVNzQS2B8alOhQREWl4PBHrDhxPSOjtCHwK/AO436LxL1IZm4iIiFSPEntSquQMveuTTTUmA9t4InaMmmqIpMQAwIC3Uh2IiIg0DJ6IbQYcTUjmDQZWAFOAU4A3tRpDRESkcVBiT8pl0fgTyaYaT6CmGiKpkg0sBr5JdSAiIlJ/eSIWAfYHTgSGAi2Ap4BhwEyLxn9NYXgiIiJSC5TYkwolm2pkE5pqvO6J2HFqqiFSp4obZ2h2hYiIbMQTse0IM/NGAT2Ad4C/Ag9aNP59KmMTERGR2qXEnlRKiaYacUJTjQuBG7WMQ6RORAl/90RERADwRGxzYDghobcHYWb3/cBEra4QERFpOpTYk0pLNtX4A/ABMIHQVON0NdUQqUV5U7sRZl+ovp6ISBPniVgz4BDCUtvDgQLCiopLgBctGi9MYXgiIiKSAkrsySYp0VRjAfAA65pq/JDi0EQaq2jy+9spjUJERFLCEzEDdifMzDsO2ByYBcSAhy0az0tddCIiIpJqSuxJlVg0/rgnYgNZv6nGB6mOS6QRigKfkDnsx1QHIiIidccTsR7A8YSE3g7AJ8CNwP0WjS9MZWwiIiJSfyixJ1Vm0fi7nohFgUeBNzwRG2HR+FOpjkukkclGy3BFRJoET8RaA0cTltoeCCwHpgAnA/9VbWMRERHZkBJ7Ui3JphoHAneyrqnGTbrxFKkBeVONkNgbn+pQRESkdngilgYcQJiZdwzQHHgKOBaYadH46tRFJyIiIvWdEntSbcmmGicRmmr8ndBU4ww11RCptm2AdkAi1YGIiEjN8kRse0IybxTQHZgDXAxMsWh8SSpjExERkYZDiT2pEckZetd5IvYRMBnYVk01RKotSuh4OC/VgYiISPV5ItYRGEFI6EWBb4D7gUmqVSwiIiJVocSe1KhkU429CU01/ptsqjE/1XGJNFDZwLtkDvsl1YGIiEjVeCLWDDiMkMw7DMgHHgH+CvzHovHCFIYnIiIiDZwSe1Ljkk01sgk3rcVNNZ5OdVwiDZAaZ4iINECeiBlhRt5o4DigA/AScCrwiEXjK1MYnoiIiDQiSuxJrbBo/DtPxH5DaKoxU001RDZR3tQMoD9wd6pDERGRyvFELAs4gZDQ2w74mFB/+AGLxhemMjYRERFpnJTYk1pj0fivnoidyLqmGjt6InammmqIVEo/oAWasSciUq95Itaa0M12NDAIWA48CJwIvKWHmiIiIlKblNiTWpW8mb022VTjAUJTjaFqqiFSoWzgJ+DDVAciIiLr80QsjZDEG01I6jUDZiZ/fsqi8dUpDE9ERESaECX2pE5YNP6YJ2IDgcdRUw2RysgG3iZzmIqqi4jUE56I7UhI5p0AbAkkgD8DU/TQUkRERFJBiT2pMxaN/y/ZVONR1FRDpCJR4NlUByEi0tR5ItYJGEFI6O0OfANMAibpIaWIiIikmhJ7UqeSTTUOZF1TjQuAm1V/RqSEvKmtgb7AFakORUSkKfJErDlwGCGZdxiwGngYGAvMsmhcs6lFRESkXlBiT+pciaYa84EbCE01/qSmGiJr7QZEUOMMEZE644mYAXsQknkjgHbAf4AxwCMWja9KYXgiIiIipVJiT1IiOUMvJ9lU436gjydix1g0vjTFoYnUB9nAEiA31YGIiDR2nohtRaiZNxroA3wEXA/cb9H4V6mMTURERKQiSuxJSlk0PiPZVOMJ1jXVUBdQaeqiwFtkDtMSdRGRWuCJWBtCB9sTgQOApcCDhATf2yoRIiIiIg2FEnuSchs01XjTE7HhFo0/k+q4RFIoG/hXqoMQEWlMPBFLA35DmJn3e8J98EzgaOAplQQRERGRhkiJPakXLBr/1hOxQcBdwJOeiJ0H3KIn5tLk5E3tBPRE9fVERGqEJ2J9Ccm8E4AtCL9fLwKmqASIiIiINHRK7Em9kWyqMZrQVONmoG+yqUZ+ikMTqUvR5Pe3UxqFiEgD5olYJ+A4wlLb3YCvgH8Dkywa/yiFoYmIiIjUKCX2pF5JztC7pkRTjW09ETtWT9SlCckGPidz2A+pDkREpCHxRKwFcDhhdt4hwGpgOmF23iyLxotSGJ6IiIhIrVBiT+oli8YfTTbVeJzQVONwPWGXJiIbLcMVEakUT8QM2JOQzBsBtAVeBP4APGrR+E8pDE9ERESk1imxJ/WWRePzkk01ZhCaagyzaPy5VMclUmvyphohsXd1qkMREanPPBHrSaiZNxrYFvgQyAEesGj86xSGJiIiIlKnlNiTei3ZVOMA4G7gaU/EzgVuVVMNaaR6ApujGXsiIhvxRCwTGEpI5u0PLAUmAyOBObo3EBERkaZIiT2p95JNNUYRmmr8g9BU4yw11ZBGKBsoBOamOhARkfrAE7E0YDAhmXc04d71CeBI4BmLxtekMDwRERGRlFNiTxqE5FP4q5NNNSaxrqnGshSHJlKTsoH3yRymmlAi0qR5ItaPkMw7AegGvAlcAExVQy0RERGRdZTYkwbFovFHPBH7gnVNNY5QUw1pRKJAItVBiIikgidinQnLakcD/YFc4F5gkkXjC1IZm4iIiEh9pcSeNDgWjc9NNtV4FDXVkMYib2o6MIAwI1VEpEnwRKwFcAQhmXcI8AswHTgfeMWi8aIUhiciIiJS7ymxJw2SReOLPREbBNwDPJVsqnGbCmdLA7Yj0Ao1zhCRRs4TMQP2IiTzhgNtgeeBE4EZFo2rHIGIiIhIJSmxJw2WReO/eCJ2PPABcAuhqcbZaqohDVQ2YabKB6kORESkNngi1gsYRUjo9SY0xboGeMCi8W9SGZuIiIhIQ6XEnjRoyRl6VyWbakwE+qiphjRQUeAdMocVpDoQEZGa4olYW2AoIZm3H/ADMBm4D5irmfYiIiIi1aPEnjQKFo0/vEFTjcNVaFsamGzgpVQHISJSXZ6IpQODCcm8o4EI4d/n3wHPaGa9iIiISM2JpDoAkZpi0fg7hFlPywjJvd+mOCSRysmb2grYCdXXE0kZM2tuZrea2Sdm9p6Z3V9i33Nm9q6ZzTOz2WbWvzLnlXKNMcnjPjOzu8wsozL7ShnHzOwLM3uxJt57TfFEbGdPxCYAXwFPAz2B84BuFo0fa9H4E0rqiYiIiNQszdiTRiXZVOMA4F7gaU/EzrFo/LYUhyVSkV2BNCCR6kBEmrAcwIE+7u5m1rXEvmHuvhzAzI4G/g3sUonz1jKzXsAVwG7Ad8BjwGnAbeXtKyPW3wDLgZ3NrJe7f1G1t1x9noh1AUYSZuftCiwE7gYmWjT+SariEhEREWkqlNiTRifZVGMkoQnBrZ6I9QXO0SwBqceyCTNNP091ICJNkZltBowBuru7A7j7t8X7i5N6SW0JibwKz9vAUODx4v1m9k/gL4TkXXn7SjMGuAvYDjgZ+NsmvuVq8USsBWFZ7YnAEOBnYBpwLjDbovGiuoxHREREpClTYk8apWQx7is9EfsQmERoqjFMTTUaLjP7B+GD5FZAf3efl9y+OVByOVorYGugs7svM7NZyXNWJPff5+43lnGNw4EJhNlz7wEnuXteRfvKGOtlYEtg2+IP/OXIBt4ic5iKyIukRm9Ccv0vZjaY0KH6Undf+7vFzCYCg5IvD63seSVkEWazFfsyua2ifesxsw7AwcDpyWOeNLPx7l6ryTRPxAwYSJiZNwxoAzyffD3DovGfa/P6IiIiIlI61diTRs2i8YeBfYDtgTc9EdsuxSFJ1U0n/L8s+eEXd1/q7rsWfwF3Ak+7e8kk7nkljikrqdcauAc4yt23BRaRnAVT3r4yxtoW2BZYDexfifcWEnsikirphAcA8919d+Bs4CEz61J8gLuPdvcewDjg2sqeVwuOJ/yOW+7u7xKW7g6prYt5Ira1J2LjgU+B2cDewFVAD4vGD7ZofLKSeiIiIiKpo8SeNHolmmosJyT31FSjAXL3V9z960ocOoaQhNtUhwBz3f2j5OvbgeMqsa80JwP3E+pMjSn3qnlTOxBm/ai+nkjq5AJFwAMA7j4X+ILQ1GY97n4fMCg5W7jS5yWP3arE657JbRXt29AY4EAz+9LMvgR6UdHvmU3kiVhbT8RO8URsNvAZcCahq+1uwE4WjV9v0fiimrymiIiIiFSNEnvSJFg0vpgwc+oZQlONM1McktQCM9sbaA/M3GBXTrJb5UNmtnUZp5e2FK6bmaVXsG/DGNIIdafuJSwDP8LM2pYTdjT5XYk9kRRx9x8IS/qHwNpGF72AD82snZltUXysmR0FLAWWlXdeKZd5GPidmXU1MwP+CEypxL61zGwA0AnYwt17untPwoOBIWbWqVr/DRKxdE/EDvVEbArwLaG+32LgCGBLi8bPs2h8brLUhYiIiIjUE6qxJ01GiaYa8wlNNXYEzlVTjUZlDDDR3QtKbBvl7l8lPyyfSUj67ViLMRwKfFk8u8/MXiB0jLyjjOOzgYVkDvuuFmMSkYr9EbjHzK4lzMKLufs3ZrYVMM3MWia3LwEOL1E7s9TzAMzsbkJTjMfd/XMzGw+8ljxvFhAHKG/fBsYAU0rW03P35Wb2PDAKuGFT37QnYrsQ6uQdD3QBXgfOAaZZNP7jpo4nIiIiInXLKq7pLtL4eCI2FJhI+ABzrD68NBzJpWdHFTfPKLG9NWF2SbTEktnSzv8V2NLdl26w/VhgjLsfnHy9I/Ccu3cvb18p488g1AJcldzUEvgqWX9rY3lTnwB+JXPYsRW+eRGRGuCJWFfCA4cTgZ0Js5AnApMsGv80haGJSFOTN7Uv8D7Qj8xhH6Q6HBGRhkhLcaVJsmh8OrAv65pq9ElxSFJ9w4H/lUzqmVl6ySL2ZnYM8N2GSb2kZ4DdzGz75OszWLcUrrx9ayWv9Rv+n707D6+iPPs4/r2zsBtF3HABqiLgUteJS4tL6664GwURt7ajti5V61arYrWvrdXat1o71SqbiHGpCq91F3dhxH1DRBCttFURA4KQk9zvH3MoISRAkpNMzsnvc125wjmz3Qe9wuQ3z/PcsGWdaXK9gY3NbPuVrlhVaSRTcdU4Q0RalcdhV4/D4z0OHwb+CVxJsgTAXsAWFkRXKNQTERERyT+aiisdlgXRNI/DcuABYIrH4bEWRE+kXZc0zMwi4BBgI+BRM1vg7lvW2eU04NZ6h3UG/s/MOpNMkfsCOKzOOa8CPnP3v7j7AjP7EfBAdu28t0lGs7CqbfWcRDKSb/6yN9y91swmZOs7u97+m5FMfVOwJyI553FoJCOIRwAVQA/gMZJptw+pm62IiIhI/tNUXOnwPA67AncAxwBnWxD9OeWSpKOoqjwGuBtYm7KKhavbXURkTXgcbkES5p1I0szjLWA0MD7bTEpEpH3QVFwRkRbTiD3p8LJNNYaSNNW4uU5TjcxqDhVpqQB4T6GeiLSUx+E6JKPyRgDfA/4D3AmMsSB6fVXHioiIiEj+UrAnAlgQOXCVx+F7JKMaBngcVqiphrSycjQNV0SayeOwFNifJMw7PPv2gyTLFjymB1QihcHMupCs7bs1sJgkuD/D3T/Mbi8H/pdkCZIuwB3u/rvstlHAfiQdvQEed/dfNHKdXYG/kjT++hQ4sU6X70a3NXKu0cCRQG93/6bZH15ERFZLzTNE6rAguoekqcbW5LCphpnNNrPpZvZ69uu4BvY5xczczI6o896l2eNq677fyDUONbP3zWyGmd1vZmVrsq2Rcz1jZh+amTXn88oaqKosBnZBwZ6INIHHoXkc7uBx+AeSX64nARsDZwEbWRAdZ0H0sEI9kYLzV2CAu29PEuDfVm/bb9x9R5IRuxeY2dZ1tl/n7jtkvxoL9YpIRvme6+5bAQ8DN65uWyPnKgOGAG8Axzbr04qIyBpTsCdSjwXRNJIpklUkTTV+mKNTH1fnpuruFa5p1g/4MfByvWOeAA4Cnl1lzWY9gL8BR7h7f+Az4Fer29bIufoD/YElJN0SpXUMJFnIXsGeiKyWx2Fvj8MLSH5Rfo1khN4twJYWRIMtiG61IJq/ypOISF5y92/d/WFfvjj6y0C/ursA62T/3B1YCsxr4mV2BjLu/nT2dQQMyY4WXNW2hgwluYe9gaR5mIiItCIFeyINsCD6jCTUegx41OPwjFa7VvIU9DaS0RZL6m5z96nu/tEanOYg4DV3fz/7+s8kN1Wr29aQU4Fx2Zp0M9Z6ApL/3m+lXYiItE8eh908Dod6HP6DZHTer0h+oR8MbGFBdKUF0cxUixSRNJxDMmpvmVOAX5vZHOAD4FJ3/1fd/c3sTTObZGY7NHLOPsDHy164+wKSh9wbr2ZbQ04DbicZUdzfzAY05cOJiEjTaI09kUZYEC3yODweuBz4s8fhNrSsqcaY7NTWqcDF7r5srZPzgBfcfVoLZr6ucMMFzAZ6m1nJqra5+wqfxcyKgZOAHwBfAFeY2dru/nVzC5NGlQOvUVZRnXYhItJ+eBwWkQR3I0imsHUDHgWGAQ9ZEC1OsTwRSZmZXQpsCdSdUXIxcIm7jzezzYFnzOwVd38X+CUw191rzexI4B9m1t/dW6Vxl5ltB/QGHstecxzJQ+OLWuN6IiKiYE9klbJNNUZ6HL5L0lRjK4/D45rRVGNPd59jZqXA1dlzHWxm2wJHA3vmtPDmOxiYvWx0n5k9QfLL5C2pVlWYyoEX0i5CRNoHj8P+wInZr34kU26vBMZbEP2r8SNFpKMwswuAo4B93X1R9r31gCPd/XgAd//IzF4mWWvv3boNLtz972Z2LTAAmFbv9HOAvnWutRawNskSLr1Wsa2+04C1gI+yD6xLgSIz+2X9B8oiIpIbmoorsgayTTX2BLYhaarRvynHu/uc7PdqksWGB2c3DSb5BW6Gmc0GdgP+amZNnfq7ws1Y9pxzszdQq9pW32nAVtlmH7Oz9Wk6bq5VVXYBvgvEaZciIunxOOzpcRh6HL5AMn3uJ8B9wA4WRDtYEN2gUE9EAMzsPJKlVPZz97rraX4FfGNmP8jutx6wK/B29vWmdc6xG0lI92EDl5gGlJrZPtnXITDR3b9dzba6NXYChgO7uXu/7NcmJPeihzT/04uIyKpoxJ7IGrIgesXjsBx4gKSpxjEWRE+t9jiz7kBpnZuwoSQLn+Put1BnNJyZTQZudPcHmljeI8DNZjYwO9ruTGDCGmyrW+eGJNM6NltWa3b9v0/NbHt3f6OJNUnjtid5gq3GGSIdjMdhKXAgyVTbw4Bakn9XrgYeVzdbEakvG85dD3wEPJ0dCbfE3Xd19xozqwCuyy7BUkpyL/lS9vBR2Xu8GmAxcOyyJVbM7HRgY3e/PDttdjgQZZtifEYygphVbavnCODjOus6L3MnyYPiB1c+REREWsqWN1cSkTXhcdgNuINkCu3PLIj+sqr9s2ud3AcUA0ZyU3aOu89uYN/J1An2zOwy4HRgfWAB8C2wo7t/bmZXAZ+5+1+y+x4G/I4ksH8bOKnOjVuj2+pc+0JgV3c/ut77NwAl7n72Gv0FyepVVZ4FXAX0oqyiNu1yRKR1eRwasCNJmDeM5Gf6c8AY4B4LIq1jKiIdU1XlNiT3pttSVvFO2uWIiOQjBXsizZD9Je1ykvWPbgJ+rlEWssaqKscCG1JWsX/apYhI6/E43Bg4gaQp0TbATJIwb5wF0Zp0PBcRKWwK9kREWkxTcUWaoU5TjfdYsanG/NUcKgIQkIziFJECkx3VfSTJ6Lx9SUZb302yJtWL2X8/RERERERyQsGeSAtYEFV6HM4iWTPkZY/DQy2IGlqQWCRRVbkOSTc6ra8nUiA8DotIGiyNAI4FupKsbzoUeMiC6NtVHC4iIiIi0mwK9kRayIIo9jgMSMK9qR6HR1sQPZ12XdJu7ZL9rmBPJM95HG5FsoD8iSTdx18HfgXcZUH07zRrExEREZGOQcGeSA5YEP3T43BPYBTwmMfhzyyIopTLkvapHPgnZRVz0y5ERJrO43Bd4DiS0Xm7Af8CxgFjLYjeTLM2EREREel4FOyJ5IgF0SKPw+NJmmr8xeNwa+B8NdWQegI0Wk8kr3gclgIHkYR5Q4Ba4O8kDZSe1M95EREREUmLgj2RHLIgqgWuzDbVGAUM8Dg8Xk01pI5y4E9pFyEiq5btfr4TSZg3DFgPeBY4A7jXgqgqxfJERERERAAFeyKtwoLobo/Dj0jW3XvJ43CImmoIVZWbABujEXsi7ZbH4SbAcJJAb2vgQ+B/gXEWRLPSrE1EREREpD4FeyKtpE5TjYeAKR6Hx6ipRocXZL9PS7UKEVmBx2F34EiSMG9f4GvgbuBHwMsWRJ5ieSIiIiIijVKwJ9KKsk01BgOjSZpq/NSC6K9p1yWpKQfep6zi67QLEenoPA6LgL1IwrxjgK7Aw0AFMMmC6NsUyxMRERERWSMK9kRaWbapxnHAFUCUbapxgRZb75DK0TRckVR5HA4gCfOGA32AV4HLgLssiP6TZm0iIiIiIk2lYE+kDWSbalyRbapxBzDQ4/A4CyKN3OooqiqLSKbi/j3tUkQ6Go/DXsBxJIHersBcYBwwxoLo7TRrExERERFpCQV7Im3IgmhCtqnGAyxvqjEz7bqkTfQHyoA47UJEOgKPw07AQSRh3hAgA9wPXA48aUFUk2J5IiIiIiI5oWBPpI1ZEE31OCwn6Zg71ePwaAuiySmXJa2vHKgG3ki7EJFC5XFowC4kYd5QoBcwGQiB+yyIqtKrTkREREQk9xTsiaTAguhTj8M9gVHA4x6HZ1oQ3ZpyWdK6yoHXKatYknYhIoXG43BTkjXzRgCDgBnAjcA4C6LZKZYmIiIiItKqFOyJpMSC6JtsU40rgb9mm2r8Qk01ClaApuGK5IzHYQ/gSJIw74fAfGACcCowxYLIUyxPRERERKRNKNgTSVG2qcbl9ZpqHK+mGgWmqrITsCNwS9qliOQzj8MiYB+SMO9ooDPwMHAsMMmCSCNiRURERKRDUbAn0g5YEN2lphoF7btAJ2Bq2oWI5COPw4EkYd5wYDNgGnApcJcF0edp1iYiIiIikiYFeyLthAXRlGxTjYdImmocZUH0TNp1SU6UAwuA6WkXIpIvPA57AccDJ5FMZf8MGAuMtSB6J83aRERERETaCwV7Iu2IBdEnHoffB8YAT3gcnmFBdFvadUmLBcArlFXUpl2ISHvmcdgJOIRkdN4hJJ2k7wd+CTxlQVSTYnkiIiIiIu2Ogj2RdibbVONY4CrgVo/DbYAL9AttXisHJqZdhEh75HFoJOH3CGAosC7wNPAT4D4LogUpliciIiIi0q4p2BNph7JNNS7zOHwXuB0Y4HE4VE018lBV5VrAIOBXaZci0p54HG5GsmbeCGAg8AFwPXCnBdHHadYmIiIiIpIvFOyJtGMWROM9DmcCD6KmGvlqZ8CAOO1CRNLmcdiDpJvtCJLutvOBu4CTgakWRJ5edSIiIiIi+UfBnkg7l22qEZA01ZjicXi0mmrklXLgX8CnaRcikgaPw2KSEG8ESajXCfi/7J8ftiBakmJ5IiIiIiJ5TcGeSB6o01RjLElTjdMtiP6Wdl2yRsqBqZRVaCSSdCgeh4NIwrzhwKbAK8BFwAQLoi/SrE1EREREpFAo2BPJE9mmGseQNNW4LdtU4xdqqtHulQNR2kWItAWPw/WB40kCvV2Af5I8kBhrQfRumrWJiIiIiBQiBXsieaROU433gL+xvKlGVcqlSUOqKjcCNkPr60kB8zjsDBxCEuYdAiwF7gMuBibr4YOIiIiISOtRsCeShyyI7sw21XiA5U01Pkq7LllJkP3+SqpViOSYx6GRjEY9iWSE3jrAU8BpwP0WRAtTLE9EREREpMNQsCeSpyyIXvY4LCdpqjHV4/AoC6Jn065LVlAOzKCsYl7ahYjkgsdhX5I180YAWwHTgeuAOy2I5qRZm4iIiIhIR6RgTySPWRDNqddU4ww11WhXytE0XMlzHodrkXSwHUHS3XYecBdJwPeKBZEaw4iIiIiIpETBnkiesyBa6HF4NPBrkqYaWwMXal2rlFVVGslU3JFplyLSVB6HxcAPSKbaHkVyvzAJOBJ42IJoaYrliYiIiIhIloI9kQKQbarxy2xTjduAgWqqkbotgJ7A1LQLEVlT2W7bI0hG421M8v/vL4C7LYi+SLM2ERERERFZmYI9kQJiQTSuTlONFz0OD1NTjdSUAxng9bQLEVkVj8P1gaEkgd7OwCfAKGCsBdH7KZYmIiIiIiKroWBPpMBYEL3kcRiQNNWYkm2q8VzadXVAAfAWZRWL0y5EpD6Pw87AEJIw7yBgCXAvcCEwOTsKWERERERE2jkFeyIFqF5TjSc9Dk+3ILo97bo6mHI0DVfaEY9DA3YjCfOOA9YBngROBf5uQbQwxfJERERERKQZFOyJFKg6TTWuBv6WbapxkZpqtIGqylJgJ0AdiiV1Hof9SNbMGwH0B94DfgvcaUH0aYqliYiIiIhICynYE2ASvVwAACAASURBVClg2el0l9ZrqjFMTTVa3bZAFzRiT1LicVgGHEMS5u0FfAmMB4YB0yyIPMXyREREREQkRxTsiXQAFkRjPQ4/ZHlTjSEWRLPSrquABcA3JCOjRNqEx2ExsC9JmHckyb/xE4EjgH9YEC1NsTwREREREWkFCvZEOohsU41ykqYaU9VUo1WVA9Moq9C0Z2l1HofbkoR5w4HewBTgfKDSgujLNGsTEREREZHWpWBPpAOxIPrY4/B7wDiSphqhBdEdaddVgMqBR9MuQgqXx+EGJNNqRwA7AnOA24GxFkTT06xNRERERETajoI9kQ4m21TjKOAa4PZsU42L1VQjR6oquwPbkDQtEckZj8MuwBCSMO8gYDFwL8novGeya2qKiIiIiEgHomBPpAPKBgCXeBy+y4pNNRakXFoh2AkoQo0zJAc8Dg3YnSTMOw5YG3gCOAl4wILomxTLExERERGRlCnYE+nAsk01ZgJ/Z3lTjdkpl5XvyoHPgY/TLkTyl8fhd4ATSQK9LYB3gf8B7rQg+meatYmIiIiISPuhYE+kg7MgerGBphrPp11XHisHplJW4WkXIvnF43Bt4BiSMG9P4AtgPDAaeM2CSP9PiYiIiIjIChTsiUjdphp3kjTV+IkF0ei068pTAUkQI7JaHoclwL4kYd6RJNO4JwKHAY9YEFWnWJ6IiIiIiLRzCvZEBPhvU40jgd8AozwOtwEuUVONJqiqXB/4DlpfT1bD43A7knXyTgA2Al4Cfg5UWhDNS7M2ERERERHJHwr2ROS/sk01Ls421biVpKnGCWqqscaC7Pc41SqkXfI43BAYRjI6bweSdRhvA8ZYEM1IszYREREREclPCvZEZCUWRGM8Dj8EHgBe8Dg8TE011kg5MIuyii/SLkTaB4/DLiTTakcABwKLgXuAc4HnsmG6iIiIiIhIsyjYE5EGZZtqBCTrfU31ODzSguiFtOtq5wI0DbfD8zg0YA+SqbYVwFrA4yTh3gMWRItSLE9ERERERAqIgj0RaVSdphrjgKfUVGMVqiqNZMTe/6RdiqTD43Bz4ESSAG9z4B3gGuBOC6LP0qxNREREREQKk4I9EVklC6IFHodHsbypxtbApWqqsZJ+wHpoxF6H4nG4NnAsSZg3GPicpLv0GOB1CyJPsTwRERERESlwCvZEZLWyId5F2aYafyVpqjFcTTVWEAC1wGtpFyKty+OwBNifJMw7HCgCHgSGAI9aEFWnWJ6IiIiIiHQgCvZEZI1ZEI3ONtX4O0lTjSEWRB+nXVc7UQ68TVnFN2kXIq3D43B7kjDvBGBD4EWSJhiVFkRfpVmbiIiIiIh0TAr2RKRJLIhe8DgsBx5ieVONF9Ouqx0oR9NwC47H4UbAMJJAb3tgNhAB4yyIZqRYmoiIiIiIiII9EWk6C6LZ2aYadwJPexz+2IJoTNp1paaqsgTYGRibdinSch6HXUmm2I4ADgC+ASqBs4HnLYhqUyxPRERERETkvxTsiUizZJtqHEnSVGN0naYaHTH0GAR0A+K0C5Hm8Tg04PskYV4F0AN4DBgOPGhBtCjF8kRERERERBqkYE9Emq1OU433WLGpxsKUS2tr5cBi4J20C5Gm8TjcAjiRJND7DvAWcBUw3oJobpq1iYiIiIiIrI6CPRFpMQuiUfWaahzWwZpqlAOvUlahbqh5wONwHZJReSOA7wH/IZlWPgZ4w4LIUyxPRERERERkjSnYE5GcsCB63uMwACaSNNU4woLopbTraiMB8EzaRUjjPA5Lgf1JwrzDs28/CBwKPGZBpFBWRERERETyjoI9EcmZbFONPYDxwGSPwx9ZEBV2Q4mqyq7Ad4Hr0i5FVpRdN297kjDvBGAD4AXgLOAeC6L5KZYnIiIiIiLSYgr2RCSnsk01jgD+BxiTbarxywJuqrEjUAxMTbsQSXgc9iYJ8kYA2wGzgFuAsRZEM9OsTUREREREJJcU7IlIzmWbalzocfguSVONQQXcVKMcmAd8lHYhHZnHYTeSKbYjSKbcLgQqgTOBF7RunoiIiIiIFCIFeyLSauo11Xg+21RjTtp15VgAxJRVKDhqYx6HRcD3ScK8CqA78CgwDHjIgmhxiuWJiIiIiIi0OgV7ItKqsk01yoGHgLgAm2qUA3elXURH4nHYHzgx+9UPeAO4EhhvQfSv9CoTERERERFpWwr2RKTVWRDN8jj8HsubapxmQTQu7bparKpyXWBLtL5eq/M47EkyKm8EsAfwb+BOYIwF0Rtp1iYiIiIiIpIWBXsi0iYsiKo8Dg8HrgXGZptqXJbnTTX2yX6PU62iQHkclgIHACcBhwG1wAPA1cDjFkSZFMsTERGRlqiq3AK4Ju0yRETynblrWSgRaVseh6cCfwH+DzgxL5tqJKP1pgPrARtRVvHvlCsqCB6HRtJpeATJWnnrA88BY4B7LIi+TrE8ERERyYWqSgOeZPlD0u9SVvFWihWJiOQtjdgTkTZnQXR7tqnG/eRjU42qym7AI0AvwElCqOtSrSnPeRxuDJxA8ne5LUmX4ZuBsRZE6jgsIiJSWE5geagHMBRQsCci0gwasSciqfE43ByYSBKQHZkXTTWqKkuBScAPWP5wZBawhTrjNo3HYTfgCJIwbz9gAXA3yei8Fy2I9PcpIiJSaKoqewEfAuvUeXcJ0J+yik/SKUpEJH8p2BORVHkclpF0lf0hcJoF0Z0pl9S4qsoiYCxwHFBcb+tgyiqeb/ui8ovHYRGwJ0mYdyzQlWT04xhgogXR4hTLExERkdZWVXkHMJwVZ49lgEeBIXpQKiLSNAr2RCR1HofFwO+A84DfAL9qd001krVgbgDOBorqba0GxlNWcXJbl5UvPA63Ak7MfvUFXicJ88ZbEGl9QhERkY6gqnIf4KlV7HE0ZRX3t1U5IiKFQMGeiLQbHoenAbeQTHUd0a6aalRVXkISOjZmCbABZRVVbVRRu+dxuC7J6MYRwG7Av4BxJOvmvZlmbSIiItLGqiq7AO+SPOCr/5AUknWLPwe2oqxCzbJERNaQgj0RaVc8DvckaarxCXCYBVH6a61UVf4IuHU1e9UCp1NWsbr9CprHYSlwEEmYN4Tk7+XvJKPznrAgyqRYnoiIiKSlqvIq4FJWXs6krgzwV8oqfto2RYmI5D8FeyLS7tRrqnGEBdHLqRVTVXkkcB9gq9nTgdcoq9i59YtqXzwODdiJJMwbBqwHPEsS5t1rQaSn7iIiIh1ZVeXWwJusOtRbxoE9KKtI7/5PRCSPKNgTkXYp21RjAkn32VMtiMa3eRFVlXsDjwGlTThqO8oq3m6dgtoXj8NNSBa/HgFsTdLhbgwwzoJoVpq1iYiISDuRNB97AdiFFRtmNKYG+ADYnrKK6tYsTUSkEKzJD1YRkTZnQVTlcTgEuA640+NwG9q+qcYxJKFehmRKaSmrHrlXDZwG/Lz1S0uHx2F34EiSMG9f4GvgbuDHwEsWRHpaJCIiInUdQbLW7poqBgYBJ7P6pVBERDo8jdgTkXYv21TjLyTTc0+0IPqmTS5cVdkTCIDNs19bAAOyX3UfjCwlWQS6hCTo2pCyiiVtUmMb8DgsAvYiCfOOAboC/wBGA5MsiL5NsTwRERFpz6oq1wP+TMMPR8uA/UlmSNRvQHYBZRUft3J1IiJ5T8GeiOQFj8O9SNa6S7+pRlVlDLwG/JXlod/mwFbAXOAEyiracmRhq/A4HEAS5g0H+pB85tHAXRZE/0mzNhERESkAVZXbAG8D21JW8U7a5YiI5CMFeyKSN+o11TjcgmhKmxdRVdmF5InyqZRVjGvz67cyj8NewHEkgd6uJEHlOGCsBdFbadYmIiIiBUbBnohIi2mNPRHJGxZEH3kc7gHcBTzjcXiKBdFdbVzG9iRr7U1t4+u2Go/DTsBBJGHeEJI1Bf8OXA48aUFUk2J5IiIiIiIi0giN2BORvONxWEzSVOPnwNXAFa3WVMOslKRJxMHABmzTZ0vKt9qWsU8fRabmcdyXtsp1W5nHoQE7AycBQ0lGQU4m6Wp7nwVR/XVuRERERFrGrCvJPdUxwA6UFq9D3w02Yt6Cx5m38A5gIu4L0y1SRCS/KNgTkbzlcfgj4BbgQeCknDbVMOsCXEXS7XWdRvaaD9wOXIb74pxduxV5HG5KsmbeCJKOczNIwrxxFkSzUyxNRERECpnZT4DfA2utYq/FJDMGrke/qIqIrBEFeyKS1zwO9yZpqvExSVONT1t8UrMNgYeBndbwiDeAA3H/V4uv3Qo8DnsAR5KEeT8k6dw7gaQRxhQLIv1DICIiIq3H7GbgzCYcMR4YgbuWAxERWQ0FeyKS9zwOtyBpqtGTpKlGy9a/M3sU2L+JRz2F+w9bdN0c8jgsAvYmmWp7NNCZJKwcA0yyIFqSXnUiIiLSYZgdDjzQjCNPwX1UjqsRESk4CvZEpCB4HK5NMgptb+AUC6IJAJhtAhwFbAd0Bb4BXgfux/0/K53IbC+Steaa44e4P9XMY3PC43Agyci84cBmwDSSMO8uC6LP06xNREREOhizIpL7ru2acfRsYEC+rmcsItJWFOyJSMHwOCwhaapxLo/MuJ3Lnx5gsAdgDexeSxLgnYf7G8veXGKdx39M36HvM5Av6cVSOlFELZ1ZwmZ8wiDeY0P+3eAJgbtxP74F9R8LbAIsbeJXJ2AwSaBXDnwGjAPGWBC909x6RERERFrErD/wwbKX39CN6QxgBv1ZSA+qKaWUarqxiC35kIG8z1qs0Dtjd9xfbvO6RUTyiII9ESk4fvBWY3nsw+FWs/qfbxmKl/6GS6+7gqt6du7MfrXVmS2ra0sMoFvnDJ1Kndpa+HZpEUszxQCsU7KAbXmbQzMPcDT3sSUzl53uSdz3bVbNyYjDL0lCyJrs96Ls15pYTLLW4BjgKQsirUkjIiIiqXrR9tj9Y/q+eL8dQ1y6Ox8v3RiAIqulW5daSkuc6oyx6Ntiaj15bLpp6b/ZqWYqR9XeywCmH76bv/xQmp9BRKS9U7AnIoVlDafSfsKm/JaLqCwZxueZdRk0oDZz2BFFJdtsA4MGwYABsFadnm3uMHcuvP8+vPcevBLX8tDfa5hXVcoOpW9zWvVfOIU7JnT3b4Y2t3SPw9HAMKCkiYfOBAZbEM1t7rVFREREcsWM7xcXc5G7H2B46Q/2qmHvfUsZNCi5z9p8c+jUafn+mQx89NHy+6xnn8rw+JNF1NRabVGxPZnJ8HvgcXf0y6uISD0K9kSksJg9D3yvsc1f0Iv/4RJuLjqLDTeEH5/ZiWOOgYEDm36p6mqYPBnunuCMHVNLJ8t8vrC68/nAeHeaPGLO47A38CHQbQ0PqQFiYH8LogVNvZ6IpMPMHgM2IlkSYAFwtru/Zma9gCfr7NoN2BzYwN3nmdlkoC9JZ2uA0e7+h0aucSjwe6AYeAs42d2rVretkXM9Q7JMQH/XjaOIrIIZ25eU8NtMhgN2353MaadRcvjhsN56TT/X/PkwcSKMGkXNU09RXFrKs9XVXOjOlNxXLiKSvxTsiUjhMPsu8EZjm+/ieE4vvpXOZZ257MpSwhA6d87NpT/+GK68Eh89GkpKePOM6j+e80fODUg60g4CugALSYK4e4EHcP+y/nk8Di8Afsvqp+BmWB7qLVzNviLSjpjZOu4+P/vnI4Er3X37Bva7ANjL3YdkX08GbnT3VXaXNLMeJCN593L3983sJmCxu/9iVdsaOVd/4BngK+Cn7j65eZ9aRAqZGZ1J7l/O2W47MtddR8n++4M1sihxUz37LFx4IZkpUygx4w53znLnm9ycXUQkv63p2k0iIvlg/YbezFDMz7iJYdzFiNO7MfPjUs4+O3ehHkDfvnDHHdhbb2FbD6jZ7o7iH02exCHXAbsBawOdgV7AgcBtwKeYnVv3HB6HxcDbwKLVXC4DTEGhnkheWhbqZa0NjU4tOw34WzMucRDwmru/n339Z2DoGmxryKkkzXhuy9YjIrICM3qXlvJily787Pbb4fXXKTnggNyFegB77gkvvURJZSX06MGJpaVMM+M7ubuCiEj+0og9ESkcDYzYy1DMkUUP8UTJAYweW0xFReuX8e23cEZYy5ix8Dc/lZMZvardb/WpP/kDSUfb4cCmwAygfyP7Lwv1DlSoJ5K/zGwMsE/25cHu/la97XsA9wObunsm+95kkim81cC7wCXu/lED5z4f2Mrdw+zrbiRTfjsD5zS2bdl16pynGPgE+AHwBclSAX3d/WtERAAz+paW8tImm7D+P/5BSXOWNmmq2bPh4IPJzJjBgkyG77vzbutfVUSk/dKIPREpHO5vAi/Ufesc/pcnSw7gyafbJtQD6NIFbh9VxAW/KOLHdhuT2WtVu/+Ylz55FziRZFTMNhZEWwGPkIR4dWWAl4EDFOqJ5Dd3H+HumwGXkUxfq+80YEy9sO1Edx8IfBd4DpjUymUeDMx29/fd/QvgCZIGPyIimLFWaSn/2GIL1n/llbYJ9QD69YMpUyjZccfk+mY0YwU/EZHCoRF7IlJY6nTFvYmfchY3cc89cMwxbV9KbS0cd0wNT01cyJTMzmzJzAb38x6dZvDUyYMsiP7bcMPjsD/wHsni9pCEei8CB1sQaU0ZkQJiZotJRuZ9mX3dA5gLBHWmzDZ03LfAJl5vvU4zOxY4zd0PzL7eGnjM3Tdd1bYGzv8A8H2S9UEBugKfuPsuLfvEIpLvzCguKWHiWmux36uvUtKvX9vX8O9/w047kfn8c6ZUV/MDd5a2fRUiIunTiD0RKSzuzwBnfMR3as6zP3DllemEegBFRTB6XDF9B3XjR8WjGl1EyxYu7W/lf+21wntBNAO4niTQWxbqHaRQTyS/mdk6ZrZxnddHAF8C8+rsdhzwRt1Qz8xKzGzDOq+PBv5dP9TLegTYycyWjZ85E5iwBtvq1rkh8ENgS3fv5+79gN7Axma2UqMPEelwTnHnwEmT0gn1ADbcEB55hJKiInYDfp5OFSIi6dOIPREpSH2LP3m4eJPeB06fWWKlpenW8vzzMHgwPMZ+7McTje3WB/dP6r7hcbgWMA34jGSk3uqaaohIO2dmfYF7SEa/1QKfAxe4++t19nkRuNXd76jzXneS7rSds8d9AZzn7m9kt18FfObuf8m+Pgz4HVBC0pTnpGVr461qW53rXQjs6u5H13v/BqDE3c/Ozd+IiOQFs17AocCm81m7S7/Sf55z3CndekRRLltkNM+ll8J117Egk2Ezd7QGqIh0OAr2RKTgmDHIjHfGjsVOOCHtahIHH5Dh86feYmpmJxq4A54H9MZ9pSkkPufa04CbgYeAvwCTrc/Fta1croiIiAiY7Q9cCOxF8jCAGzmHi0uvZ+asYjbZJNXqAPjqK+jTh5qFC/mNO5enXY+ISFvTVFwRKUTDNtqIzPHHN/8EEyZMYPDgwZSVlWFmZDL1+1g0zSWXlfBKZkemM6ChzYuAno0cuh1QChwJPAl85HOuvcjnXLthI/uLiIiItIyZYfY/wKMk0/JLlm0aW3oqI05ufqh38cUXs91221FWVkbv3r0ZOnQon3zyyeoPbETPnvCzn1HcqROnNvskIiJ5TMGeiBSc0lL2O+ggSouLV79vY3r27MmZZ57JjTfemJOadtsNunfJ8DT7NLR5U+ARzBr7mZxh+Q11X+Bq4J8+59r7fM61+/mca/WzXERERHLpF8DF9d+cz9q8Vr0tBxzQ/BObGaNGjeKLL77gvffew8wYMmRIC0qF/feHpUvZxIx+LTqRiEge0lRcESkoZnQ3Y/6YMZQMH97y802ePJl99tmH6upqSkpKVn/AKhy0f4ayJ+7nbj+usV2G435n3Td8zrU3AmcAnRrYf1ng9ylwC3CH9bl4bouKFBERkY7NbB3gIxqYTTCRQzmMiXz+Oay3Xm4u9/rrr7Pjjjsyb948evZsbALDqi1eDGVl1GYynOrO6NxUJiKSHzTKQ0QKTT93SrZvhz0bt9+phOml265ql/ObeMplSeOmwEjgU59z7YM+59qDfM61LRivKCIiIh3YKTSyRMh0BrDpBktyFuoBPPbYY/Tt27fZoR5A166w5ZZkoOE1T0REClnLhp+IiLQ/XQG6dUu7jJV17w6LaLwwL7Z+zLl2m3pvrwsN9dtYybKf54dlv07zOddOaU6dIiIi0oFtvM4O9tn8BjctohvduubuUk888QQjR47kvvvua/G5evQAWMWNlohIgVKwJyKFZinA0pX6y6ZvyRLozJLGd9ikZ0/g7Rxd7m85Oo+IiIh0JBU7w41PNripM0tYWp2by0yaNInhw4czbtw4DjzwwBafb0lyi7WKGy0RkcKkYE9ECs1cgI8+gkGD0i5lRR/NrKV3zaeN71Bkfwb+XO/di4DjSTrjNmTZOnuvAXcBT5ANN0VERESaLFPbz+FBg5WW9ejNXD77TwmLFyfTX5vrzjvv5Mwzz6SyspIDWtKJI6u2Fj7+mCKy94EiIh2Jgj0RKSjufN6lCzMnT2aLQw5p/nlqamqorq5maXbo35IlS8hkMnTq1ImioqYvT+oOk5/I8NOapxrb5Uub/eXF9Ll4wQrHzbl2HlC/y1ENyRqpXwO3AbdZn4unN7koERERkfr+dPE73GRjgZPrb9qTZ1maKebll2GffZp3+ptuuolf/epXTJo0icGDB7es1qy33oKqKkqAZ3JyQhGRPKLmGSJScJYs4dHHH6dFE0XGjh1L165d//sUuUePHnTt2pVnn322Wef74AOY+0Un9uHphjYvACpwX9DQRpb/rF72mZ4HhgIbWZ+Lf6FQT0RERHLsfOCl+m/242P6lf6Tpxp9Trl6Z511FgsXLuSggw6iR48e//167rnnmn3Op5+GbiVLl8ymr0bsiUiHY+71B4KIiOQ3Mw4AHnn5Zdh117SrSZxztlN5yxd8nNmETitmjs8CP8J9RkPH+ZxrfwNcAswDbiUZnfdhqxcsIiIiHZtZZ+Aa4EyyzckAzuFG7l3/TD78uLRF03FzJZOBbQcsJZh1D2N9+DzgVNwfTLsuEZG2omBPRAqLWUktdu3gkpfO7/q9nXlicvorDsyZA/23qOVXmcs/vIxr/gPMB54G7sV99qqO9TnXlgJ7As9Zn4u1dp6IiIi0LbPuwCHA4cCms+nbdWDxjJ2v+W1p0fnnp1wbcMcd8OPTanjXB7EVMwBqgRNwn5ByaSIibULBnogUDjMDHgSGTGYv9mEyEyfCoYemV5I7DBuG33cfn1VXs7m7GluIiIhIfjPjt2uvzXnTp1Oy4Ybp1fH11/DdQdXsP3c0t/LjupvmAlvgvjil0kRE2ozW2BORQnIcMARgb55hmN3F8OMzvP9+egX94Q8wYQJUV3O6Qj0REREpENcuWsRnhx1G5ttv0ykgk4GKozIs/Xw+I7m8/ubewBkplCUi0uYU7IlIYTArAkbWfes2P5WB377OoQdU88UXbV/SpElwwQUAXOzOpLavQERERCT33PmqupqDpk1jyamnUtvWk8Dc4efn1vLs5BoeyhzMxjTYM2OXtq1KRCQdCvZEpFBsDGxV942ufMsDNYdS/dl/2HP3ambNarti7roLjjqKWjNGAde13ZVFREREWp8779bUcPSECTBsGLVtNXIvk4Ezz6jlppuLGFU7goBXGi2xbSoSEUmXgj0RKRTFDb25Ef/m+cxudJo9nV12qGbixNYtYulS+PnPYdgwqK7mj7W1/MhdN5YiIiJSeNx51J2D7rmHxbvtRubDD1v3ep9+CvsMrmb0rUu5l6M5jspV7f5861YjItI+KNgTkULxGfCvhjZsxqe8kNmVIQvGc9hhcORhGd55J7cXr61N1tIbMIDqP/2Jb4ER7pznTk1uryQiIiLSfrjzWE0NO737LtO32Yaaiy+Gr77K7TUWLICRI2HrARn+88ocXqrdlaO5v/GaYBZwW26rEBFpnxTsiUhhcK8Grmlsc3cWMcpPZhKHMPMfH/Dd7Wo5eUQtcZys09JcixbBPffA9tuTGToUnzOHe2pq2Nqdsc0/q4iIiEj+cOeD6mp2WbqUi66/nqo+fai5+mr45JOWnXfuXLj+eti8TzU3/Hohv1g0kmmZ7dmeNxs9ZglwLBQb7NGyq4uI5Afztl7pVESktZh1mgfvrgtbrGq3Woy7GMrIkquZkfkOm2zs1ccPtdKDD4ZttoENNgCzho/NZGDWLJg2De6/t4b/m+QsXlJMcYk9nMlwifsq7jRFRERECpwZawPnFxdzXk0N3YOdMrUVQ0uK9t4bBg6EHj0aP3bRIpg+HZ57Du69q5rnp5RQVGRLdqyJH/k/DtlzAz7vuZrLf/IQXHQ4nAgcBNwJXODuDc7qEBEpBAr2RKQgmFln4Nq14NxH4ZPdYbPVHVOLTRvG+JF3c/wefUrnnjenuncngJ5rVTNwK2fDTUvo3KWImhr4dlENs2ZkmDGrhKWZYoqslr2KnueYmgnsx+OV/X3Gca3+IUVERETyhBmdgX2P4v7RT5Xs12t+Zi0ANt1gCQMGFbP2usV06mwsXeIsmF/DB+/X8PHczgD0KF7EYbUPUO5TnjiXPx7uziLMegHHZL/2Yfn6ykuAR4F7gb/jvtDMDDgC+COwNnA5cLO7Z9rub0BEpG0o2BORvGdm/YEJwADgTHcfg9lBwPHAYcA6dXb/FngMuAe4OzuFl1ormvIZG5e/z0DeZyDvMYh5rMsSulBMhk4spQ9zGMR7DOI9BjCdMhYsO+co3E9pq88rIiIikjfMXslQvPNMtvjvPdYHbMU3dKeaTpSylG4sYks+ZBDvMZD32ZIP6UQ1wO24n9bAOTuTBHYOfI370oYvbd2By4DzgXdJ7hNfbK2PKiKSBgV7IpLXzGw4cAswAzje3T+ot0Mp0B/oASwGZuG+sIET/RE4u5llnI571MxjRURERAqX2c3Amc08Oif3WGY2ELgZ+AFwB3CRu3/e0vOKiLQHCvZEJC+ZWQ/gJuAk4EbgTbiH9AAAD/RJREFUYndf0oITbgTMBLo18chZwIBlI/9EREREpA6zTYAPgS5NPDKn91jZ6bnHATdka7kUuNXda3JxfhGRtKgrrojkHTPbAZgGHAoc5u4/b1GoB5AsqnxZE4+qBs5WqCciIiLSCPd/Alc28agMcG4u77E8MQEYCIwieUD8spntkqtriIikQcGeiOQNS5wFTAH+Bezg7hNzdgH3P5CMAFx5qu7KPgMOxH1Szq4vIiIiUojcfwuEwKI12PtfwMG4P9Q6pXiVu58H7Eiy9vJUM7vFzNZtjeuJiLQ2TcUVkbxgSSe020lG6V0FXN1qUyeSKSPHk3Rd2xUwAIeMwVMkXdfuwX1+q1xfREREpBCZ9QGGkdxj7VxnSw3wDMk91gTcv2qbcsyAE4HrSAa9XAiMdvfatri+iEguKNgTkXbPzPYE7iQJ2Ia5+7NtePG1j4Ujp8AdJ8GGv3b/T5tdW0RERKRQmfXaDW5eBJu+mYzQq0qvFFsHuBo4A3iZpHvuG2nVIyLSFJqKKyLtlpkVm9nlwNPAq8D2bRrqAbh/fS+89wlwNXRt02uLiIiIFCr3L6fAF29BbZqhXlKKz3f3nwEBUAK8amY3mtnaadYlIrImFOyJSLtkZpsCTwK/BM4FjnD3L1MqZ172u9ZeEREREcmdpUCntItYxt1fBXYHTieZovu+mZ2QnbK75sZbH8bbWq1QoojIShTsiUi7Y2aHAq8DvYHd3P1Pnu66AQr2RERERHKvXQV7AO5e6+63AgOAicA44Ckz23qNTjDe9gZmY6WPMd5KWq1QEZEsBXsi0m6YWWczu5HkJmoSsLO7v5ZyWQDzAUfBnoiIiEgutbtgbxl3/8LdfwLsBqwNvGFmvzOzHo0eNN7Ww0rvZv3vO1AOXNY21YpIR6ZgT0TaBTPrD7wEnAac6O4nu/vClMsCINt9dz7QK+1aRERERArIEtppsLeMu08hWXvvXOAnwHtmdsxK03PHm2HFd9C517rs+WARO91QBHY5423PFMoWkQ5EwZ6I5JyNtFIbafvbSCteo/3NhpM0x3BgJ3cf16oFNs88NGJPREREJJeWAp3TLmJ13L3G3W8mmZ77FHAP8Ej2wfQyZ+K1h/C9CSV0Xhe2+ilsfHAtVno34033kCLSahTsiUhO2Ug7qLSo9F3g0dKi0tdtZONPKc2sh5mNBsYCtwF7uPuMtqq1iRTsiYiIiORWu52K2xB3/7e7nwTsCWwMvG1mv55+vZVD0R/Y9lc2+JjLWG+99bhy5EjYbVQxnXquhxXfzvgmNuAQEVlDCvZEJCdspA0o/XXpI8DDB/c/ePPHhj/Gnn33HAQ8U3JVyb020vqtsL/ZjsA04BBgiLv/3N2XtHnha07BnoiIiEhu5VWwt4y7PwfsBFzSrRPndioteaF23fIitv0V48eP5/e//32yY5f14PsTSvDaw4EwxZJFpIAp2BORFrGRto6NtBsMe2fLdbf84ZMjnuSB4x8o2m+L/Xj8xMeLJw6dyGZrb3ZYkRV9YCPt13ahdTezs4GXgbnA9u4+KeWPsSa+RGvsiYiIiORSXgZ7AO5e7e43fHqzPdhngy7FRYMnFFNUwmabbbbijhvuA9tcClb0R8bbtulUKyKFTMGeiDSLjbRiG2lhSVHJrLU7r33WzQffXPzWGW+V/OA7P1i+jxmHbnUo0382vfS3+/62tHtp90tKSku+5LvcSBHXAD9093+m9ymaRCP2RERERHIrb4M9AMbbsT27+QnFe9xhdO/b+H7bXQHr7lKEld7LeOvWdgWKSEegYE9EmsxG2t6lRaVvFFnRLT8NfrrOrHNmlZwRnEFJUQkA48aNY/fdd2f33XfnySefpFNxJy7Y4wJmnj2zeET5iM52lFnplaVDuJKdU/4oTaFgT0RERCS3lgCdVuowmw/GW1+s+Ha2+LHT55hV71tUCt+7u4TiTluCXd82BYpIR6FgT0TWmI20tUquKrkfeHrvfnsPfOuMt+zGA2+kZ9ee/91n/vz5/O53v+Ppp59m4sSJnHvuudTU1ACwYY8N+dvhf2PaT6YRbBLsAEwpvqp4jI20dt8NjWQqroI9ERERkdxZmv1emmoVTTXeSrCSu+mxRWd2vnHNQske/WDX24vBT2e8HdW6BYpIR6JgT0SaYlGRFe1asU0Fjw5/tHjr9bdeaYcpU6YwePBgunTpwnrrrcdmm23GzJkzV9hnx9478vwpz5fsu/m+XmzFO7P8pq49mwf0yssnyiIiIiLt07J7wHybjns5WMDge0spWXFm7UknncR1113HmDFj2HfffVc8qm8FbHGaYyWjGG992rBeESlgJWkXICL5w6/wGhtpNz884+GRizOLS7qVrrxEyJdffknPnstH8PXs2ZMvv/xypf3mLZ7HM7Of8era6j/5Fe6tWnhuzCN5mtwdWJhyLSIiIiKFIP+CvfG2N3AZW19odOoJiz5dYfPoW65Zcf962xn0C+Ozh7vx7ed3Md72YphnWrVeESl4CvZEpKn+tqh60VWV71Ry8g4nr7SxV69efPXVV/99PX/+fHr1WrmZ7Og3RlPrtUuAO1ux1lyal/2+Lgr2RERERHJhWbCXD8uyJKzkYDxjvHMNvHPN6vdvWDEUBcD6wNzcFSciHZF5XgyUEZH2pOSqksrtN9r+yGk/mbbSw4H58+ez1157MXXqVL755hv22msvXn/9dYqLi/+7T63XsuX/blk9a/6s2/wKP7NNi28mM+sPfADs6O6vp12PiIiISL4zs12Bl4F+7v5x2vWskfFWBmyTgzMtYJi/nYPziEgHpxF7ItJkNV7z51fnvnrsq3NfZafeO62wbZ111uH8889n7733BuCGG25YIdQDeGrWU8yaP6sU+EsblZwLy0bsrTz8UERERESaI/+m4g7zKuCltMsQEVlGzTNEpDme6VTc6cM/x39ucMjviBEjeOmll3jppZfYb7/9Vtp+c3xzbWlR6VS/wt9s9UpzZ372uzrjioiIiORG/gV7IiLtjII9EWkyv8J9ac3SP417c1zt199+3aRjP1vwGQ9Nf8iqa6v/1ErltQp3ryEJ9xTsiYiIiOSGgj0RkRZSsCcizTUmU5upGfvm2CYddNurt/H/7d1/bJVXAcbx57w/SlEo7YptxdzgJCNhTB2yFjvbpS4kS7MYNZmJ1m1EFmPiYBuy1BmT3b5LYIZWkkHdWk0JkPmuUJbMYdAMDWg6EwpGCFuaLRlhsDoX0tLSYW3v2/f4B7rZ0UEpvdz71u/nn6b3vOfkuf/ctE/OPccxzgVJ+7ITK6v6RbEHAAAwU5J3eQYA5BnO2AMwLTZtB53Aeb7lLy0PDo8OT/mzpLWnNYri6Fc2bf+VzXxZMiDO2AMAAJgpo//5yY49AJgmij0A02Zln+0b7lsd/CmY8u7fcTs+Lqk9i7GyaUDs2AMAAJgpfBUXAK6TsXbSs+8BAB9hjAklfcJa+41cZwEAAEg6s8HUu2PugdiL/2Bvsg/atH0315kAIGk4Yw8Apqh8gS7sfdStUmjuyXUWAACApDKB+az3lPeiinWgZmWNKlIVX3WN+5YJzBMmMIW5zgcAScKOPQCYitCYnlPmZNXn7HIZb1g2Wq4GezbXsQAAAJLCBGaepCcc4zQuXrBY2+q3+ffecq9GohE1v9qsp7ufHo9t/PdMnHlE0m9smn9WAeBqKPYAYCpCs0bSTtXsk47/ONLFt3tko7vUYMdzHQ0AACCfmcA4khp8x/95gVtQGtQF7vpV61XgTjxa7+zQWTUebIw7X+90PMc7HMXRepu2r+UmNQAkA8UeAFxNaJbKuCfs0kcKzcqt0vnj0u8rY9koUIN9KtfxAAAA8pUJTJXv+L+I4uiOh770kN109yZT9smyK87pPtOthw88HJ1876Qr6Tkr+6RN2/4bkxgAkoViDwCuJDRzZPyjWrBsme7p8eTOufT6G9ukvz5mJXuXGmx3bkMCAADkFxOYRY5xfhbb+IE7U3dGrfWt3opPr5jwTG1trXp7e7Vu3To1NTVNGIttrJ3Hd6rxYGM0NDo0EsXRTyW12bTN3Lh3AQD5j8szAODKNstxb1VNl/f8C12qrq5WdXW1/nj2VmlRfSzj71VoSnIdEgAAIM884zned/fct0fd3+u+rNSTpDAM1dLSMulkxzhau2KtTj16ylt7+9r5krZJ+lp2IwNA8lDsAcDHCU29pB+pst0djMu0ZcsWHTp0SPv379djGzZovHKHq4LiT8m4HQqNyXVcAACAPNIxNj7m3FZ2m8zH/JmUSqWuukjRnCKVzyuX7/gDkn47wxkBIPEo9gBgMqGpkPF+rcUNsW5+QEeOHFFtba0KCwu1cOFCpVIpvdU3JH2l05ONvynp+7mODAAAkEde8R3/nfZj7de1SGY8o7ZjbZlMnGm3aTs2Q9kAYNag2AOAjwqNI+OFmrtonqqec2SM+vv7VVLy4TduS0pK1N/fL1XcLS3/iSRnu0KzPHehAQAA8odN2zg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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_helper.assign_line_palette() # get a prettier coloring for the powerlines\n", "_ = plot_helper.plot_info(line_values=env.get_thermal_limit(), coloring=\"line\", line_unit=\"A\")\n", "plot_helper.restore_line_palette()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And to be certains that the flows stays below these limits, every powerlines (on our simplified setting) is equiped with some \"protections\".\n", "\n", "The detailed functionning of these protections is out of the scope of this lecture, but the principle is rather simple. A protection is a piece of equipment that will automatically disconnect a powerline if it detects some danger.\n", "\n", "For this environment these \"protections\" will automatically disconnect some powerlines when:\n", "\n", "- the flow on the powerline is above the thermal limit for too long (3 consecutive steps)\n", "- the flow on the powerline is exceed twice the thermal limit (in this case the disconnection is instanteneous)\n", "\n", "#### Margin on a powerline\n", "\n", "Now that we know the current is limited, we can properly define the \"margin\" on a powerline. The margin can be thought as the amount of current that the powerline can still transmit without any danger.\n", "\n", "More formally, if we denote by `i` the current on a given powerline and by `M` its thermal limit then the margin is defined as, for this environment as:\n", "```\n", "relative_flow = i / M\n", "raw_margin = 1 - i / M\n", "raw_margin_capped = max(0., raw_margin) # to ensure the margin is between 0 and 1\n", "margin_powerline = raw_margin_capped^2\n", "```\n", "\n", "The \"reward\" of this game is then the sum of all the `margin_powerline` for all powerline of the grid. Note that if a powerline is disconnected, with this setting its margin is 1.0 (there is no powerflow on it) and if the powerline is on overflow (the flow `i` is equal or above the thermal limit `M`) the the margin is 0.0, which make sense because in this case, you can't have any more flows on this powerline.\n", "\n", "\n", "### 3) Game over\n", "So now we have defined what we need to do: at any time we need to maximise the total margin of the grid. This corresponds to taking as less risk as possible during the powergrid operations.\n", "\n", "\n", "#### Game over conditions\n", "But as we saw, a pretty simple \"policy\" would solve this problem very easily. As we explained above, when a powerline is disconnected from the grid, then the margin on this powerline is 1.0, which is the highest possible margin. The policy consisting in \"disconnecting every powerline\" would then be extremely efficient. This makes total sense: if everything is disconnected, the no power is flowing and everything is safe [this is often why I would recommend to switch off the house circuit breaker before trying to touch any powerplug in your house.]\n", "\n", "But this solution is not satisfactory. The goal of the powergrid is indeed to bring power to as much people / companies as possible. In our framework grid2op we modeled this phenomenon by introducing some \"game over\" criteria. And, when the game is over, you lost the game.\n", "\n", "To be perfectly exhaustive, there are 4 game over conditions for this environment at the moment:\n", "\n", "- a load is disconnected from the grid\n", "- a generator is disconnected from the grid\n", "- the grid is split into independant part\n", "- some technical conditions imposed by the solving of the powerflow equations (out of scope)\n", "\n", "\n", "#### Operate in safety\n", "So as you see above, the \"game over conditions\" make the simple policy of disconnecting everything pretty useless. Because, well, it will game over at the first time step.\n", "\n", "In this environment, the objective is then to manage different scenarios, each representing a given day and avoid game over.\n", "\n", "\n", "### 4) Action space\n", "So now, let's dive into the details of what your actions are.\n", "\n", "For this envrionment you are allowed to do two different things:\n", "\n", "- toggle the status of some powerlines: this means connecting or disconnecting some powerline\n", "- apply redispatching actions: adapt the production of the generators to solve the issues.\n", "\n", "In this section we'll detail what are exactly doing these actions, and how to implement them in the grid2op framework.\n", "\n", "#### Modifying the status of the powerlines\n", "Powerlines can be switched on / off. We saw a bit earlier that they can be switched off by \"protections\" in case of overflow (see the section [Thermal limit and protections](#Thermal-limits-and-protections) for more information).\n", "\n", "But the agent can also willingly disconnect a powerline and of course, symmetrically, reconnect it.\n", "\n", "Let's plot the initial observation of the powergrid:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "obs = env.reset()\n", "fig_ = plot_helper.plot_obs(obs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On plot we see different things. \n", "\n", "First, There are some color on some powerlines. This means that the flow on them is less than 50% of the thermal limits. Then we see some powerlines that are orange. \n", "In this case this means that the flow on them is between 50% and 100% of their thermal limit. If a powerline were to appear red, this would means it's in overflow.\n", "On each powerline, the flows (given by default as a percentage of the thermal limit) is displayed near the powerline.\n", "\n", "We also notice some values on the generator: this is the amount of power they are producing, and some values on the load (negative) representing the values they are consuming.\n", "\n", "And now let's disconnect the powerline with id `14` and display the resulting state on the screen.\n", "\n", "(you can change which line is disconnected by changing the value of the `line_id` variable in the cells bellow)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "line_id = 14\n", "disco_line = env.action_space({\"change_line_status\": [line_id]})\n", "new_obs, reward, done, info = env.step(disco_line)\n", "fig_ = plot_helper.plot_obs(new_obs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On this case we can notice that this powerline (at the top) is now displayed in a dark dashed fashion. This means that it is disconnected.\n", "\n", "#### Redispatching\n", "Now that we saw how to disconnect some powerlines, let's see how to perform the other kind of actions available: the redispatching.\n", "\n", "##### What is redispatching\n", "But first, what is concretely redispatching? \n", "\n", "Redispatching is the fact to modify the schedule of generators (schedule that was planned usually the day before most of the time either by a central authority or by an economic market). \n", "\n", "This is done in a cumulative manner compared to what the real production should be.\n", "\n", "For example if \"someone\" (a central authority or a market) decided that generator 0 were to produce 73.8 MW at 00:10pm and you decided at 00:05pm to do a redispatching on this same generator of -3MW, then, the production of this generator at 00:10pm will 73.80MW (decided the day before not by you) + (-3MW) (decided by you 5 mins before) = 70.80MW.\n", "\n", "Let's see an example on the cell bellow:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "gen_id = 0\n", "dispatch_amount = -3\n", "dispatch_action = env.action_space({\"redispatch\": [(gen_id, dispatch_amount)]})\n", "new_obs, reward, done, info = env.step(dispatch_action)\n", "fig_ = plot_helper.plot_obs(new_obs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see here, you still see that the powerline is disconnected (of course no one has reconnected it), but you don't really observe the redispatching on the state. Fortunately, you have a way to plot the redispatching that was made. We'll do it in the next cells" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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3b97emm3uvvvu/MTExNYtWrRoKyJqyZIlmReSvakRpS7oe0hEZ5IszSHaNEDjDqjfoKxdkaTOa0JWovoiIlcD+A3AFZxHj4iIiIguFRs2bGip0+lWR0dHH3Nzc7vse18R8M0335j69OkTXVlZuUGvP7c1MMrKygzp6emeVqu1e2JiYpMu/LGHHlFdShYNRDcf7uEG9FgDQF0NYJSTUxHVVHMePSIiIiIiImqEWNAjqluPQdmuxzXJevhfA7R9SQDN60iWOGcHIwI4jx4RERER0fl47rnnAo1GY0Jt2xtvvOHv7HwXateuXYYzPVdCQkKss/PR2XHILVFdSZYoiGYLWv/bBfGTHPvsVuC7q6wo3JIGZemAJHXZr8RDziciz8HRczRI8ZcAEREREV0COOSW6gKH3BLR+UkWLUT/MTyv0KLN+L/3a3TANR/rINIGwPNOy0d0sjUAAgDEODkHERERERERXQAW9IjqxhjAnohrknXQGk4+4hULtH9TA8g4JEuic+IRnYTz6BERERERETViLOgRXaxkaQtoJqHdJA3M7WpvE/ME4H8toNEnI1lcGzYg0ck4jx4REREREVHjxoIe0cVIFgNEnwyfROCKMWduJxqg80ItRBcJYGKD5SM6szUArhcRcXYQIiIiIiIiOj8s6BFdnHEQTWtc87EOGt0/t/RoASRO0wJ4GsnStUHSEZ3ZGnAePSIiIiIiokaJBT2iC5UsnQB5HglTNPCMOrdzIh8GgnrZIfr/Ilk86jcg0T/iPHpERERERHSanTt3GkQkcevWrS4AMHPmTJ+IiIg2zs5FJ2NBj+hCJIsbRJ+MZtcpRA8/9/NEgKv+o4XWLRiQyfUXkOifcR49IiIiIiI6F4899lj+3r17tzo7B53sLGMEiegM7oGyRKJoqxVfRVacrbECYLMpndUOrUag9MqmEahhSJaXkaSyGyAvUW3WABglIqKUUs4OQ0REREREzlVeXs45thsJFvSILsznAMJQkQtU5J61scDxl23rPoSu2IR+FhuMrUOw4O73WMwjp1oD4HU45tHb4dwoRERERESXh06dOsXExsaWZWdn69euXevp6+treeaZZw4//vjjeQCwePFir4kTJwbv37/fxdfX1zpo0KCjEyZMyNFqtXjkkUdCs7Oz9V9//fUeAOjXr1/EsmXLfLOzszf5+/vbVq9e7X7bbbdF5+fnb3Jzc1N79uzRP/HEE6G///67yWq1yrXXXnts9uzZWcHBwdaaWfLz83U///yzZ+/evfMnTJhw0vvUadOm+b766qshOTk5mwGgb9++ERUVFRofHx/rV1995aPVatXAgQOPvvfee4eqz0lJSXEdPXp06ObNm921Wq26+eabCz/44IMDnp6e9oZ7pZs2FvSILkSSKgYw6XxPaw8gQWQMgHcADMM0cQXwhFLqeB0nJDoXNefRY0GPiIiIiJqE0tJSSUtLc2nIe7Zu3brCaDSe86iXpUuX+s2dOzdj+fLlGV988YXXwIEDI6Ojo8tdXFzU/fffHzlz5sw9DzzwQMH69euNffv2baXT6dT48eOP9OzZ89gjjzzSwm63Q6PR4Oeff/YMCwur+Prrrz0HDx5csHLlSs+OHTsWu7m5qbKyMunevXv0TTfdVLR79+6tSik88MAD4f369Wuxbt26XdVZPv30U9/58+dnfvnll5mlpaWaQ4cOnbVW9P3333vPmDFjz9y5c/evWbPGvVevXjE9evQ43qdPn+OHDx/Wde/ePWbUqFGHV6xYkVFYWKjt27dvy6FDh4YtXrx434W+xnQyFvSIGphSqhjAIyKyHMAcAN1E5H6l1DonR6PLjFLKIiLV8+jNcnIcIiIiIqI6kZaW5tKxY8e4hrznn3/+ua1Dhw7l59r+uuuuK0pKSioCgP79+xctXLiwcM6cOX46nQ7XX3990ZAhQwoAoGvXrqUjRozInjdvnv/48eOP9OrV63hpaal27dq1RldXV7ter1cPPfTQke+++85z8ODBBatXr/bs06dPAQAsXbrUq6SkRDtr1qwDGo1jCYV33nnnQMuWLdtlZGToIyMjLQDQo0ePwv79+xcBgMlkOqcedFdeeWXx0KFDC6rOL4mNjS1bv369e58+fY7Pnj3bNzw8vGLChAlHAMDNzc360ksvHezdu3eM1Wrdp9OxFFUX+CoSOYlS6n8i8juAeQB+EZFJACZVLVZA1FDWgPPoEREREVET0rp164o///xzW0Pf83zah4eHV5z6dWpqqlGn06mYmJiTCoNRUVEV2dnZBgDw8PBQiYmJxStWrPB0cXFR3bp1O3bbbbcdmzlzZmBBQYEmNTXVfdasWfsAID093TU/P1/v5eXVvub1DAaDyszMNFQX9MLDwyvP93kDAgJOet9qNBrtx48f1wDArl27XLZt22Y0mUwn3VdEkJWVpW/RogXf89YBFvSInEgpdVhEbgUwAsBkAD1FZKBSareTo9HlYw04jx4RERERNSFGo1GdT285Z9i/f7/hlK9dgoODLXq9Xu3Zs+ek4cK7d+92CQwMPFF0u+GGG4798MMPngaDQT388MNHO3ToUK6UwpQpU5qZzWZr9bMHBgZagoKCKrKysv5xhVqNRlOnH+wHBgZaEhMTi9evX59el9elk2mcHYDocqeUsiulpgNIBOAKYJOIDBERri5EDaHmPHpERERERNQAfvrpJ6/Fixd7Wa1WfPbZZ57ff/+998MPP5w7ZMiQ3DVr1njNnz/f22q1Yu3atW4zZswIfOCBB06sxnjrrbcWpaSkeGzcuNGjd+/exwGgW7dux6ZNmxbYtWvXY9XtBg4cWGC1WuXJJ58MzsvL0wLAwYMHdR999JG5Pp9t2LBheWlpacY33njD//jx4xq73Y7du3frFy1a5F2f973csKBHdIlQSm0DcBWADwB8COALEfFzbipq6qqGeP8CFvSIiIiIiBrM3XffnTd37lw/Ly+vhKeeeqr55MmT9/Xq1au4e/fuJfPnz8946623gry9vRPuvffeyEceeeTIiy++mFN9bufOnctMJpMtKiqqzM/PzwYAN998c1FxcbH2pptuOlHQM5vN9nXr1u3IysoytGnTprWHh0dC586dY3/++WdTfT5bVFRU5U8//bRj1apVni1btmzj5eXVvmfPntGbN292q8/7Xm6EUyYRXXpE5AYAC+EYFv+gUuo7J0eiJkxEngXwFIAgzqNHRERERM6wYcOGljqdbnV0dPQxNze3857TrTHp1KlTzNVXX3182rRph5ydpakpKyszpKene1qt1u6JiYmZzs5Tn9hDj+gSpJT6EUA7AD8BWCki74kIP82g+rIGQAAc8+gRERERERHRJY4FPaJLlFKqAMC9AO4H8CCAP0Uk3qmhqKnaCKAYHHZLRERERETUKHCVW6JLWNXwx/+KyK8AFgH4Q0ReADBVKWV3bjpqKhRgfhnYfxXwLERuhGORjF8AfA6lCp0cj4iIiIioSfnjjz92OjsDNX7soUfUCCil9sLRe+plAK8D+EFEwpyZiZoAkSCILANwaALQuhcQAaAfgAcAzAGQA5EFEPFyZkwiIiIiIiI6GQt6RI2EUsqmlHoNQGcAIQA2i0h/J8eixkrkCgB/AbgDgPYMrQwABgH4AyIhDRWNiIiIiIiI/hkLekSNjFLqLwBXAlgMYLGILBT2oKLzISIAlgAIPsczogHMq79AREREREREdD5Y0CNqhJRSJUqpxwD8C0AvAKki0sXJsajxuANA2/M85yaIXFUfYYiIiIiIiOj8cFEMokZMKfW1iLQFMBfATyLyBoCXlFKWE41EAuAo4ARV7ckC8CWUyj31eiIQAGEA4qq2IDiGXdoBlAHIALAVQJpSKKqv56J6N7C2nUXwRBpaYyvaIAORKIMb7NDAgEoE4TDcUfLCcMEIAAeUgmrgzERERERERFSFBT2iRk4plSMivQE8BuBtADeLyEAFmAFMBHADTp8jbRZE/g/ACwK1GcD1IkjS6dDPaoUnAPj6whIaCuXmBrHZoEpKgIwMaCsqHNdyccGuykosAvCJUtjdUM9LdcK7+g+7EYlPcC8W6+9HmiUaAGB0saJVhA0eJkCjEZSXKxw4KMjOM/QB0EenwzGNBp8phWQAa5SCzUnPQUREREREdFnikFuiJkA5fADH3Hqah4HNNmAtgB6ofcEDXSX0t0zB03946MoLAPzQti3uf+01eP78M5CXB+TmQr9pEwy//Qb9H3/AsG0bDKWl0GZmAl99BQwdiiizGeMB7DIY8LsIujXgI9PFyf4J3XCtbj2isBvTvcej+6PR+OorIDMTOF6qQ+oOF6z90wW//G7An6kuOJxrQF4e8PPPwGuvwbNtW9wP4Ae9HtkiGC0Cg7MfioiIiIioKZs2bZpvQEBAO2fnAACj0ZjwzTffmJyd43LGgh5RE6KU2n4UGPUhYNCe4e+3ArAMd6C1bhde1L+pGzbK1bRjB5CaCv3YsUDXroCPT+3X12iAFi2APn2A6dOBI0egW7kS6NIFiQB+0umwTASR9feEdLFE0CpUezjsevwEY5dErFwJHDqqx/Tpju9rixaO73NtfHwcPx9jxzp+XnbsAJ58En56PSbr9UgXwZ1Vw7aJiIiIiOgSIyKJ//vf/86rCHemImJpaWlK7969j9ddOjpfLOgRNTF+wPNn+otdCjcMkv/iLixDxztDsXOXFpMnAzExF3YvnQ7o2RNYtQrab74BWrTAbRoNtokg6YIfgOqNCO7TaLDVrUXg1cuXA9+v1qFnT8f38ULExACTJwPp6dDcdRfCAHyh0WChCIx1GpyIiIiIiIhOwoIeUVMiEg7HqrenyYUvbtD9guUe92DFCuCTpVqEh9fVbYHbbgPS0qB/4gm4APhYBC+zt9alQQQigpcB/PfJJ+GSlgb9rbc6vm91ISICWLwYmhUrAHd3DNDr8YsI/Orm6kRERERE504Eic7azjXja6+95h8WFtbG3d09wdfXN75v374Rjuwn96DbuXOnQUQSt27d6lLz/IkTJzYLCAho5+3t3f7uu++OKCoq0gCA3W7HqFGjggMCAtq5u7snBAQEtHv88cdDAKBVq1ZxADBgwIAoo9GY0K1btygAmDt3rjkuLu4KT0/P9mazOb579+6tduzYYQCAlStXeowdOzb86NGjeqPRmGA0GhNmzpzpU1vWxYsXe8XFxV1hMpnaR0REtBk/fnyAzfb3VNsikvjqq682u/LKK2ONRmNCdHR06++++87jfL+/9DcW9IialsDadhbDHTfofkFOs3ZY/5cet9xSPzfX64F33gE+/BAQwTgAL9XPneg8vSyCcR9+CEyd6vg+1YdbbgH+/BO6Zs3QTq/HzyLgL2giIiIiohq2bNniMnHixNAvvvhid0lJSUpmZuaWIUOG5J7r+Xl5efrU1FTjrl27tqakpGzbvn2726OPPhoGAF9++aXnJ5984vfrr7/uKCkpSdm8efO2O+64oxAAdu/evQ0AFi9evKu0tDTl559/3gUAnp6etjlz5uzNz8/flJaWtg0ABgwY0BIAevXqVTx58uR9/v7+ltLS0pTS0tKUxx57LP/UTD/99JPx/vvvj3zqqaey8/PzNy1atChz1qxZAa+++mqzmu0WLlzot3Dhwj1FRUUpXbp0Of7QQw+1uNDXkVjQI2pqCk7doQA8rJmHw+6t8NM6PaKj6z/EI48AM2dCAIwXwb/q/450JiK4HcC4mTMhjzxS//eLiQHWroXOaESUVou57KVJRERERPQ3vV6vlFKyadMmt/z8fI2Xl5f9lltuKT7X85VSmD17dpanp6e9RYsWlvHjxx/8/PPPfa1WKwwGg72yslJSUlJci4uLJSAgwNajR4+Sf7pev379jnXu3LlMp9MhKCjIOnHixIOpqanuBQUF51wvmj17tv/1119fNGTIkAK9Xo+uXbuWjhgxInvevHn+NduNHDkyp02bNhV6vR7Dhw8/evjwYUNWVtYFTgBELOgRNSVKpQP4o+audzEKn6m+WPyZvs6G2J6LoUOBwYOhtFoki6BVw92ZqokgSqvFx4MHQw0d2nD3DQ8HPvsMOrsd/QCMarg7ExERERFd2mJjYyvnzJmTuXDhQr/w8PB2bdq0uWL27NlnWMZz2v0AACAASURBVJbwdJ6enlZfX98TY1mjoqIqrVarHDhwQH/bbbcVT5gw4cDkyZODAgMD23fo0CFm2bJlnv90veXLl3t07tw52t/fv52Hh0dCz549YwHg0KFD5zyu5+DBg/oWLVpU1NwXFRVVkZ2dbai5LzQ0tLL6zyaTyQ4ARUVF2nO9D52MlVCipucVAN8Ajnnzxmlfw4svaNCjR8OGEAHefx/y669wycjA6wDubtgEpNXi9chIuLz/PqSu5ss7Vz16AOPHQyZNwqsiWKgU8ho2ARERERFdjpTCBmdnOJuBAwcWDhw4sNBisWDBggXmoUOHtuzcuXOJ0Wi0FxcXnyhw7d+//7Si2rFjx3R5eXna6qJeRkaGQafTqdDQUAsAjBo1Km/UqFF5ZWVl8uabbzYbMGBAq+zs7E1ms9l+6puC8vJyueeee6JGjx59aMWKFbvNZrN97dq1bl26dGmtlAIAaDRn7wcWEhJi2bNnz0nz/O3evdslMDCw8kzn0MVjDz2ipkap5QBeBRy981zcdRgzxjlRXF2BiROhs9tUvz+l43qIfA+RmRC5ASL8/09dEtFUva4zIfL9H9Jpvd2m+k6cCJ2rq3MiPf004O4OPdhLj4iIiIgIAJCamuqyZMkSr6KiIo1er4fZbLYBgFarRZs2bUoWLFjgW1paKllZWbqXX345+NTzRQTDhw8PPXbsmGbv3r36V155JfjOO+/M0+l0+PHHH43ffvutR3Fxsbi4uCiTyWQTEeh0jr5cfn5+lu3bt594d1BRUSEVFRUas9lsM5vN9r179+pfeOGFkJr3Cw4OthQWFuqys7PP2JNuyJAhuWvWrPGaP3++t9Vqxdq1a91mzJgR+MADD5zz3IB0/viGmqgpUurFDLR8aJp2tHpqrB4m09lPqS99+wKxrSyYIU9cBeAmAMMArAawDyK3Oy9ZE+J4HffB8boOA3DT+zLyqthWFvTt67xYJhMwdix0Oh2eEoETfwqJiC5jyaJHsoQiuaH7ahMRUW0qKio0b775ZlBoaGg7Dw+PhOeeey5sxowZe+Li4io++OCD/UePHtX7+fm1v/HGG6OTkpJOG+Xi6+tradOmTVmrVq3axMfHx0VFRZXPnj07CwCOHz+uHTt2bFhAQEB7Ly+v9vPmzfP/73//u7t6eOu4ceMOTps2LdBkMrW/4YYbWnl5edmnTp269+233w4yGo0JPXv2jLrrrrtOmpe9T58+x3r06FEYGxvb1mQytZ81a9Zpw4O7d+9eMn/+/Iy33noryNvbO+Hee++NfOSRR468+OKLOfX1OhIg1d0oiahpEUEvAN8eOgQEBTk3y5QpwJv/LsARq09tKyQ8BaXebfhUTYTIkwBOev0UAH9dAZ573dtpvTOrZWef+PnrpRS+c24aIqLLULK8BuDfAIYjSc10dhwiojPZsGFDS51Otzo6OvqYm5sbh2rSBSkrKzOkp6d7Wq3W7omJiZnOzlOf2EOPqOnqEh6OSmcX8wCga1cg12rGTsTUdngqRFo3dKYmQSQOwDun7t6JGORZvdG1qxMynSIwEGjVvBJjMPkziKyDyFMQuQR+KomILgPJ0hmQ5+DTARDtO0gWLlJFRETURLCgR9RE6fW47vrrYTh7y/qXkAC4GWxYi2trOywAXmjgSE3FC8DpnR7X4lq4GWxISHBColp0uUGPv3RXewDoDGAqgAMQeYXzKBIR1aNkMUL0HyOgux03/Qp4xmgh+kVIFq4mSERE1ARwlVuiJkqrRXBEhLNTOBgMQHAzK3IOBNR63A7c4yrymqWBczVmegDlwN21VcRyEIDgZlYYDJfGe7bwCMHvmpPm89UAGAegJYCBTglFRNT0vQGtS3N0nq+F1gW4JlmHlYmdAIwGMNnZ4YiIiOjisKBH1EQpBb3hkuif52AwKFTApdZjGkCnAbY2cKRGTXDmLtaVMMBguHTmRzUYgIraO4veB5FkKLWioTMRETVpyXIjgJHo+AFgDHXsM8cD7V7RIHXca0iWb5Gk+HuXiKgma6nAelwD1wCbs6MQnQsW9IiaKBGUlZQ4O8XfSkoFbiir9ZgVyK8AujVwpEatEoAV+FkHnLbKlBvKUFJ66SxmWFKCM37v4eipx4IeEVFdSRYviH4hQm61I2LgyZ/9XPEMkLUMKEhNRrIkIkmxczwRUbVf+rXA4e/MuHldGvyuOuM/XokuFSzoETVRlZXYtmkTIgE4fdxlQQGQlWNADHbWelwHvKOU2tbAsRo/kXcBvHLq7mikIyvHgIICwGx2Qq5TbE6xIcZyxm/v1RBxh1KXUPmZiKgx07wLvUczdPpQAznlwx2NDrjmvzqsiG8NhRcBTHBKRCKiS82hbz1w+FszXAOBDU82x83rdoLTPdMljj+hRE2U3Y6ff/kFym53dhJg3TpAKUEX/Frb4VwA0xs4UlMxDY7X7yRd8CuUEqxb54REp7DbgbW/2tFV/XTGNglAHxFpJcKJ2omILkqy9AHsD+Kq/+jg2qz2Np4xQMJbWkBeRLJ0bNiARESXILsV2Ph0OAJvBrp+AeT97oE9i7ydHYvobFjQI2q6fj1+HLqUFGfHAFatAmL1GfA/vfZ0EMCNUKrICbEaP8fr1h2O1/EEf+QiRp+JH35wTqyaNm0CCo7r0RW/1Ho8B7BvAj4BsAtAiYhsFpElIvKSiPQXkXYi4tqgoYmIGqNk8YPo5yFioB1hd/5z2+jHgWZdFTT6j5Esbg0TkIjoErXzPT8cT3dF4juAf2cgPAlIfaE5rJfQHDZEtWBBj6jp2qjXY9eUKXBqH72CAmDObCsGWubW3J0DR++y9lBqs3OSNRFKbQHQHo7XM6d690DLXPznQysKCpyWDAAw5S0bWuvSkYDaK8sBwDMAvAFcDWAYgG8BuAFIApAMIBWOQt9uEflaRCaLyGAR6Swi/OSUiAgAkkUg2llw8fFCh+ln//e9aIDOC7UQfUsAk+o/IBHRJaoiV4ttr4Uiajjg1dqxL+FNoLJAj62vBDg3HNE/Y0GPqIlSCnaLBS8tWQJJT3dejmnTAEulKr8Xn4wGMBRADwAhUOpJKHValz26AErlQqknAYQAuBHA0CQkj7ZUqvJp05wXKz0dWLJU8KJ1AjSoddXdPQBmKaWKlFK/K6XmK6WeVUr9SykVDcAIoC2AAQAWAigGcBOA9wGsA1AgIodFZLWIvC8ij4vIjSISInLqxFFERE3aAChbX3ReqIPhHD/rcA8HOkzXAngKyXJdvaYjIrpUbfp3EAAt2r709z5jKND6OWDn9GAU79XXx207deoU88QTTwTXx7UBIDExMWb06NH1dn26NHBRDKKmbYlOh0kjRqD5ypXQaht4hrJdu4C33oKt3Kp/s6XKfKdh734ZUsoGYDWA1S0BlAu83noLL957L7TR0Q0bxWYDRg63opV2P+6xLq2tySYAff5pMQylVAWArVXbCVVz7YUDuAJAbNV/2wO4F0D1MiDHRGQHgO2nbHuUUtaLeTYioktKsgRDdLMRcAPg4gvkbzj3c73bAd7tFIq2L0KyxCFJHa+/oEREl5iCVBdkzg9A4nuAi8/Jx64YA2R8BGwcHYJuX+x1Sj6is2BBj6gJUwo2Edy7ejV+feklYOLEhrt3cTHQpw+sFgu2Anij4e5MNbxpseCOf/0LcX/9BZ2HR8Pd+KWXgDU/Aj/b74X271HfCo6edckA/gNHwe68KUfhMrNqW169v6pXXjM4Cnw1N0evUIdKEUmHo7hXs+C3UylVdiF5iIicLAzKakL2/wEr/+9CztcAEgTAFwALekR0+dgwqjk8YxRaDT19ZIfODbjybcGv9/gie/VRBHY/44fQRM7CIbdETZxS+N1ux4hJk4CltXaUqnsWCzDofmXPyECxxYLblUJ5w9yZalIKZRYLbs/IQMkDD8BusTTMfZcsASZNAirtuqFX4Y9YAN0AXAsgDEp1gVIfXGgx758ohxyl1Bql1Eyl1BNKqZuUUqEAvAB0AvAIgG8AGAD0B7AIQAoc8/RlishyEZkiIg+LyDUiYj7jDYmILgVJ6ncALQBEVm/vfIuukU+h8sbXMLHm/jNvqgWS1F5nxCcicop9Sz1xZI0nEt8TaM7QzymsH+DfDdg4ujmUrd6ibNy40bVbt25RZrM5PiAgoF1SUlJ4Xl7eibFVr7/+un9UVFSch4dHgp+fX/wdd9zR4vDhwydCWywWDBs2LNTPzy/ebDbHjxgxIqT2O1FTwx56RJeHj0QQN2AARubmQoYPr78bHTsGDLjbih9XKVht+juVwv76uxudjVLYJ4I7vvwSK//1L+iWLIHW07Pe7oWZM4HHH4cSwXS7HR85OuVhZ/3c8XyyqWMA/qzaThARFwCtcHKPvu4AhsOxOAdE5AhOH7q7HcBBpVStkwMSETWoU4pxo++TlwAcyDyCSUhSlU7JRER0qbJVCFL/3RyhdwCBN565nQiQ+C6wMtGIXbN8ED0iv66jFBQUaHr16hV9++235y9fvjwjPz9f269fv5b9+/eP+OGHHzIAICgoyPL555/vjouLq8jIyDD069ev5dChQ8O+/vrrPQAwbty4wK+//tr83Xff7WzdunXFc889F5Samup+3XXXsdd1E8ceekSXAaWglMIopfDSiBHA4MFQhYV1f5+NG4GrrrTgr9XHsMbWRaMgfBNxCVAKa2w2XPfDDziWmAjrxo11f4/CQuDhh6FGjACUwgSlMKru71L3lFIVSqltSqnPlFITlVJJSqkrAXjA0ePlVgBvAtgFxwIdEwB8DyALQJGI/CEiC0TkORG5Q0RiRIQflhGR04hIPICBAF5QisU8IqLTpL3lj9IDLkiYcva2PglA5BBg6ythqCyq8/rJ0qVLvS0Wi3zwwQcHTCaTPTw83PLuu+/uX7Vqlff+/ft1APDggw8WtmvXrkKr1SI6OrpyzJgx2b/88otX9TU++eQTv+HDh+ckJiaWu7m5qbfffvuQp6dn/XUppEsGC3pEl4mqot4rAO5ctAjHIiJgff99x/DYi3XwIPDgIDs6dFDw3bsBG63tcBX+AIAXL/7qVBeUwu9WK9rt24cNHToADz4IdfDgxV/XYgFmzAAiImBdtAjHANypFCYqVfuyto2FUsqulNqrlPpWKTVVKfWIUqoLAD8AAQCuBzAWjjkBA+Ho0bcMjnn5SkVkm4h8JiITRSRJRBJExOikxyGiy8ubADYCaKCJNoiIGpHSQzpsnxyC2NGAKfLczomfBNjKddg8LrCu42RlZelDQkIq9fq/F9Nt3bp1BQBkZGQYAGDBggXeCQkJsT4+PvEeHh4Jw4YNa1FUVKS1Wh3rvOXk5Bhatmx5YjobnU6H4OBgfqBzGWBBj+gyoxT+Z7WiRVER3nviCdiiomCZNAnIyDi/69hswKpVwMOD7YiOtOLHTw4jWd2LX2ydEYoTlaKr6jo/XTilcMBiQWelcG9yMg5HRsI2eDDUqlWO7+f5yMhwzJMXFQXLk0/CVlSE96xWRCiF/9VP+ktD1Tx9R5RSPymlZiulRimleiqlmgMwAegI4GEAXwLQArgbwEI43lwXi8geEVkhIlNF5BER6SIivk57ICJqUkSkB4CeAJ5RStnP1p6I6LKzaWwwdO4axD1/7ue4NgPaTAB2zw5E0Q5DXcYJCwuzHDp0yGCp0cti+/btLgAQGRlZmZGRoR88eHDksGHDjhw4cGBzcXFxyqxZs/YAQPXMLwEBAZV79uw5kctqteLw4cN1mpMuTRwWRHQZUgoFAMaIYOa+fXjqlVeQNG4czO3bw9KlC/Rt2gBxcUBYGODi4ij2lJYC6enA1q3Atq0K//etBdl5Blyp24rXrP/BUHwIt9PXvjh9xShyqqqec4tF8CWAoR9/jIfnzUPbQN9K3HSLHnFtBHFxQHQ04O4OaLVARQWQlQVs2+b4/q//pRJ/pRrgprMUl1n1CwC8oxTOsyTc9CiligH8VbWdICIGOCaerzlP33UAHgVgrGpzFLXP03eA8/QR0bkQEQ2AtwCsVEqtdnYeIqJLTu7vbti72B/BtwB7Fp3fuaIBAMHGUWG4YWWd/bv37rvvLhw3blzoyJEjQ6dMmXIwPz9f+9RTT4XdcMMNRc2bN7empKS42u12NGvWzGo0GtWWLVtcJk+eHFTzGv379897//33A2+55ZbjsbGxFc8//3xQUVGR9kz3pKaDBT2iy1hVEeZxETwF4MZNm3DX9u1ItFpxhc3mWBDgVCH6HMTZt+BR268YgMWItf7jegcb6iM3XTylUAbgPYhM34EY2+K8Afjtky5YrWmLg5aAWs/x0JYiTrMdCZYNmITP0cX660h3VTK/QYM3QlVzWFUX6E6oevMdhr+LfLEAWgPoC8fQXsCx+u4OnF7oy1BKNdC6xUTUSAwA0L5qIyKiU7n4WuHqZ0XuOkHuuvM/X+cOGJvX6VBWHx8f+4oVK9JHjRoVFhoaGm8wGOzdu3cvmj59+gEASEhIKP/3v/99cOjQoREDBw7URkdHl/Xv3z9v69atJ6ZymThxYnZBQYG2R48eMXa7HUlJSbnx8fEldZmTLk3CD/6J6FQiEADN4ZgbzAWA7Udc/3Z7bLrKG0Xnc6kboNSaeohIdUnkGBzDRQEAhfBCJlqiDG6wQQsXVCAQ2WiO/ad2ubwdSn3VwGkvCyLih5N79FVvzauaWOFYqKO6wFdd9NuhlOI/4IguM1Urdu8A8LNS6gFn5yEiuhAbNmxoqdPpVkdHRx9zc3PjHHB0QcrKygzp6emeVqu1e2JiYqaz89Qn9tAjotNUDcvcV7U5yE8jAKyBY/XPc/E5i3mNxn8BPFb9hTeKcCVSznZODoD/q89QlzOlVC6AX6q2E0TEA0A0Ti7y3QUgClW/00VkP2oZvlt1TSJqmh4DEARgnLODEBERUcNgQY+Izo1SG+CYbPtTOIYJ/pOPAIyo/1BUR94AMASA/mwNa5gCpcrqKQ+dQdU8fRurthNERI/T5+nrCuARAO5VbXJxcm++6i2Lk+cTNV4i4gXHqvLTlFL7nZ2HiIiIGgYLekR07pT6HSJtAfQHkARHwUADAAo4ugDQLAV2rlBqqDNj0nlSaj9EBgFYhHP7vfApgPfqNxSdj6r59HZUbcuq94uIAAjF6UN37wDgX9WstJZ5+nYA2F01/x8RXdqeheN38evODkJEREQNhwU9Ijo/ShUB+BDAhxAxAvAGUClA/kPA9QBWicitSqkVzoxJ50mpxRDZB+B9AAlnaJULYDKAyeAErI1C1Qq5WVXb9zWPiYgv/l6Mo7rQNwRARFUTq4hk4PThuzuqegoSkZOJSCiApwCMU0oVODsPEVFjVnlkn4+18IjZNaLNPo3BzersPERnw4IeEV04pUoBlJ74ElgtIl8AeEdEfmDvnkZGqd8AXAmRKwAMOAIk/gjcdi2wONTRe+97KMV/3DQRSqk8AL9WbSeIo1Afg5N79N0OYAyqhmWLSBZqH757VLHYS9SQXgZwBMAMZwchImqslNWiKd+7JdxaeMRHdHqUbFtncg2Py9T7BB5zdjaif8KCHhHVtTFwvLF/HMBUJ2ehC6HUdgATAkTiANwGYJJSapuTU1EDUY5CfUrVdoKI6AC0xMmFvs4ABuPvxXLyReS0BTkA7Oc8fUR1Sxz/j34QwENKqXInxyEiapSsx/ON5Xs2R8JuM7i1uhJaDzPK96dpyzM3RdmOhea4NL/ioGi0/LCSLkks6BFRnVJK7RGRKQAmiMjHSqkcZ2cioounHL0z06u2L6v3V83TF4K/i3zVQ3j7AAioalYmIjtxeqFvF3vyEl2wNwBsAfCxs4MQETU2SilUHtodUHk4M1RrMsO1RTtoDK4AANcW7WD19EX5/u0BtuJCT9eW8Rlao6nCyZGJTsOCHhHVh9fh6DUwCY5VNomoiaoaYnugavu/msdExAcnz9F3BYCH4JinTwDYapmnbweA7Uqp4w30CESNjoh0A9AbQC+llM3ZeYiIGhN7ZZmuPDO1pa24yGQIiYIhsAUcn086iAj0fqHQephRlrHJrXTHb3EuoTH79P7N82q2I3I2FvSIqM4ppUpE5FkAi0RkllJqg7MzEVHDU0rlA1hXtZ0gIm5wzNNXs9jXG8BoAIaqNgdxeo++7QCOcJ4+upxV9Yp9C8AqnLLYDRER/TNLfrZn+b5tLUWr0xhjr4LWw/uMbTWu7jBe0RkVB9OlYv/2CNuxPE/XiLb7RKfnNCJ0SWBBj4jqSzKA4QDeE5GufANORNWUUmUANlVtJ1TN09cCJ/fouwqOHr+mqmYFInLqYhzbAezlPH10megLx9+LDvzdSkR0bpTdJhX7t4dYcg8E6HyC4Nq8NUSnP+t5otHANSwWOk9flO/Z7FOSttbDNaJths7Tt/SsJzdB06ZN83311VdDcnJyNjs7C7GgR0T1RCmlRORJAH8CGADgEydHIqJLXNU8fbuqtq+q91f1SArCyYW+KwDcCiCwqln5P8zTx3lvqEkQET0c01p8wt7vRETnzlp01GTJPRDgEhoDfUAEznforM7LH8a4Lijd8buhImtHc13ctTvqKapTWK1WiAi0Wm2D3K+8vFxcXV35odRF0jg7ABE1XUqpvwDMA/CWiLg7Ow8RNU7K4ZBSapVSaoZSaoRSqrtSKgiAGcA1AEbAMYefB4BBAJbAsWBAqYjsEpGvRORNEXlQRK4SES+nPRDRhRsKIBzAC84OQkTUmOi8/I9Do7UDOO9iXjXR6qGsFui8/QsuNk9WVpauR48ekSaTqX1oaGjbmTNn+ohI4jfffGMCgNWrV7t36tQpxtvbu31wcHDbJ598MthisfydRSTx1VdfbXbllVfGGo3GhOjo6NbfffedR817zJgxwzcmJqa1yWRq36pVq7gPP/zQXH3sm2++MYlI4ocffmiOiIhoYzQarzx48KBu7ty55ri4uCs8PT3bm83m+O7du7fasWOHAQBWrlzpMXbs2PCjR4/qjUZjgtFoTJg5c6YPAGzcuNG1W7duUWazOT4gIKBdUlJSeF5e3onqYKdOnWIGDRrUvHfv3i09PT3bDx48OOxiX0NiQY+I6t/zALwAPOvsIETU9CilCpVSvyml5iqlxiql+iilWgEwAogHkATHKqBlAG4BMAvAegCFInJQRH4QkekiMkJEuotIkHDGa7oEiYgJwAQAHyil9jg7DxFRYyIardJ5+hZYCnIuuFeYrTgfsFmg8wkuvNg899xzT0u73S6ZmZlbUlJS0j777LMTxbbU1FSX3r17Rw8ZMuTI0aNHN61Zs2bnypUrvV988cXAmtdYuHCh38KFC/cUFRWldOnS5fhDDz3UovpY1dDY4I8++mhvYWHhpvfff3/f6NGjI04t+n366ac+69ev315UVJQSHBxs9fT0tM2ZM2dvfn7+prS0tG0AMGDAgJYA0KtXr+LJkyfv8/f3t5SWlqaUlpamPPbYY/kFBQWaXr16RcfExJTt379/yx9//LF9165drv3794845V6+999/f15BQcGm2bNnH7jY15BY0COieqaUygYwEcBYEYlwbhoiulwopcqVUpuVUkuUUi8ppforpdoBcAfQCkAfAO8C2A+gA4BX4Vhk4BAc8/T9JiJzRWSsiPQWkUgRaZhxKES1GwPABY4V5ImI6DzpzIGF9pJCsVeWX9D51oIcaFzdy7VuHhc1lUdGRoZ+/fr1psmTJx/w9/e3+fv72954442D1cffeeedZjfeeGPh0KFDC/R6PaKjoytHjRqV/cknn/jVvM7IkSNz2rRpU6HX6zF8+PCjhw8fNmRlZekAYMaMGQGjR48+3K1bt1KtVouePXsW9+7dO3/u3Lm+Na8xZcqUA4GBgTY3Nzel0+nQr1+/Y507dy7T6XQICgqyTpw48WBqaqp7QUHBGWtHS5cu9bZYLPLBBx8cMJlM9vDwcMu77767f9WqVd779+8/Mc1bjx49Cvv371+k1WphMpk473Ed4Bx6RNQQ3gPwCIDJAO52chYiuowppWwAMqq2b6r3V/XKC8Tp8/T1BBBc1axCRNJx+jx96UqpC3t3QHQORCQQwNMAXlVK5To7DxFRY6TzblYEjUZZC3PE0Cz8vM5VSsFakKN0vsH5F5tj3759BgCIioqqrN4XHR194s+ZmZmuv//+u8lkMp2YHkQpJXb7yTWw0NDQE+dUF8iKioq0YWFh1v3797tOmDAh7JVXXgmtbmOz2aRjx47Ha14jJiamsubXy5cv95g0aVLw7t27XcvKyk58kHno0CG92WyutZCZlZWlDwkJqdTr/15kpHXr1hUAkJGRYWjevLkVAMLDwytrO///2bvz8Kjq64/j7zNL0gRICPsqIgVUIosgVtwLRahLXQoo0lp/LtQVBDfcqlWpSHGhVIogtVqpqKVuaN1FKtpSFAREUYEiCgqyCCaEzMz5/XEHBQwQIMnN8nk9zzx0Mnfu/cxTJDNnzvd8Ze+poCci5c7dt5jZMOAZMzvO3V8PO5OIyLbSu4WuTN9e3fax9Ly9A9m+0Hc2cADBaoeUmS1l+yLfB8Aid9/nZTkiBEtt1xN8QSYiInvBojGP1qm/PrHui7oZjVrt0XiN5KZ1eGKLxes13ef5eVsLWx999FFG165dN2/931sfb9SoUfEpp5yy9vHHH1+2t9eoX79+8YgRIz6/9NJLv9rVcdFo9NslyJs3b7b+/fu3HTZs2OfPPffcx3l5eak333wz66ijjjp466bqkcj3G/VatmxZ/Pnnn2cUFxeztai3aNGiTIA2bdp8W8SLRCLaBKOMacmtiFSU6cA/gXu1bE1EqhJ33+Du/3b3B939Gnc/xd3bEizf7Uiwk/dDwCagN3AfMItg6e5KM3vVzP5oZpeaWU8za6Y5fVJaZtaeoMv9N+5eEHYeEZGqLJ7XeF1y41pLFe9Zs1hi3RdYZlZRtFbuPnfkt2nTprh79+4br7766uZr1qyJrlmzJjpi4D8y8gAAIABJREFUxIjmWx+/7LLLvnz++efzJk+enLd582ZLJBIsWLAg84knnsgp7TV+/etffzF69OimM2bMyE4mkxQWFtqMGTOyZ86cmb2z5xQVFVlRUVEkLy8vmZeXl1q2bFn8+uuvb77tMc2aNStev359bNWqVd9+nuvXr9/6WCzml112WYtNmzbZ8uXLY1dccUXL448/fsPW7jwpHyroiUiFSHe/XAEcTPDBRESkSkvP6Zvv7o+7+2/d/Sx370yw024b4CRgDLAU6EIwT/Rl4DOCTTneNrM/m9k1ZnaKmbXVFx5Sgt8BHwJ/CTuIiEhVF6vbeAMW8cT6L0r9nGC57SqP5Tba5+W2Wz322GNL3d1at259SKdOnQ4+6aST1gNkZWWljj322IKnn3568QMPPNCgadOmHfPy8jr//Oc/b7N06dKM3Z13qxtvvPHLa6+99vOLL764VXqn3I5XXXVVy02bNu20BpSbm5u66667lo0ZM6ZpdnZ2lxNOOKHt6aefvl1H4sknn/x1r1691h944IGH1KlTp/Of/vSnevXq1Us999xzixcsWJDVokWLTt26dTu4devWRVOnTtUGTuXMtrZOiohUBDO7C/gl0Nbd97llXcqPmXUAFgD57r4w7DwiVV26K68R35/TdxCw9RvwLcDO5vQVVnRmqUBmbYGzCHZnzgQ2vATLfg7XfQ2nuPsz4QYUESlfc+bMOSAWi73arl27r7Oysspt3lrB4tltgLrZ7Q4r1fHJTesp+OBtsg88/P1o7bxy+V08a9asrCOPPPLgZcuWvdeqVavi8rhGTVFYWJixePHinEQi8eOuXbsuCTtPedIMPRGpaL8FBgE3A0PCjSIiUnHSncpfpG+vb/uYmeXw3Zy+rX+eSdDpFwXczJbx/ULfIn05UsWZHQRMAnrs+NBPgC/BM+BkzF7F/ZsKzyciUs3E6jZeV7R8UV1PFGOx+G6PL163Csv4wZZIrbplVsybPXv2D4qKiiJHHHFEwbJly+LDhg1refjhh29UMU/2hAp6IlKh3H29mV0PjDezCe7+ftiZRETC5u5fA/9J375lZpnAD9m+m68ncDGQlT7mC0rYkAP4zLUUo3IzOw54hmCZdokywQhGVRyG2U/QLrciIvskltdkQ9Gni/hm4b8c2/0UMi8usniD5uvKcvztunXrohdeeGHrL774Ip6dnZ06/PDDN44fP/7TMruA1Agq6IlIGCYDFwH3mNkJ+sApIlIydy8CFqZv3zKzCNCK7Xff7QgMAOqlD9toZluLe9velri7hlSHzSwbmMouink76AxsHVshIiJ7KRLPSGa2OHCZFxftvj0vLVZ/33e33Vbv3r2/WbZs2YKyPKfUPCroiUiFc/ekmQ0B3gBOBp4OOZKISJXi7imCzTaWAs9v/Xl6Tl9Dvj+j73igZfqwYjP7iO8X+j7ULqplz4w6QIdtbk2AzEOY16YL7zZqwyd0YCH5LKANnxAjuavTDcTsFtw/qYDoIiLVVkbjVl+FnUFkX6mgJyKhcPeZZjYVuMvMXkh3oYiIyD5Idzx/mb7N2PYxM6sDtGf7Ql8/giW9W+f0/Y/vF/o+cHd98NkDZuQAp8Zi/MKMH7sTycwk1b49if33J56ZiaWSh/DlxoP516IkSz/LwN1oEFtHv8TfGMgUejCLCN9rYI8C/Ql2vhUREZEaTAU9EQnT1QSznoYCo0LOIiJSrbn7RuC/6du3zCyD7+b0bV3CexzwayA7fcxqStiQA1ihsQnfMSMPuCES4VIz4r17kxo4kMiPfgT7708kGiVjm6MJ3orH+OYbeP99ePHFPB558HzGf3wxbWL/4/bE1fTnMXaY2pRTgS9JREREKikV9EQkNO6+3MxGATeY2UPuvjLsTCIiNY27bwHeT9++lZ7T15LtO/o6AD8H6qcP25Se07fjrL5P3L3G7NRnRgz4dSzGbbVqUes3vyH2y19C/fpES/P8WrXgsMOC23XXZfDeezBmdEvOfGQq90aHc0/yUroze+vhn5fbCxEREZEqQwU9EQnbaOA8guVDvwo3ioiIbJWe0/e/9O2f2z5mZg34/py+Y4D90ocUm9nHlDyn75sKeQEVxIwGsRiPu3PMkCFErr8e8vL26Xx06gQP/TXC5UNh2OVd6PH2W9zpVzGUe76O4A+XXXoRERGpqlTQE5FQuXuBmV0JTDWz8e7+77AziYjIrrn7GmBm+vYtM6vN9nP6DgROB9qSft9pZsspYflu+pxVihkHxOO80qABLZ5+mki3bmV7/m7dYMabce68E64a8Xue5eSPXvPjN2qNs4iIiKigJyKVwePAJcC9ZtYj3RUiIiJVjLtvAuakb98yszjQhu07+o4GLgBqpY9Zww6bcaT//LQy/l4wo2E8zsz27Wn00kvEmjQpt+twzTXQvn2E/v2P62IJxhL8zhQRkTK0evXq6Oeffx5r1qxZomHDhrvccryy6d69e/sf/ehHG8eOHauxDDWICnoiEjp3dzMbArwDDAIeCjmSiIiUofQ8va2z9v6x9efpOX0t2H5DjoOA04CG6cMK0nP6duzq+7jC5vSZdSPYEXh/IFpExpdNY58eGWnUsNFrr1msQYPyj3DqqfDIIxbp35+LzfiPO38p/6uKiFR/CxYsyBw2bFiLV155pW4qlSISidCrV6/1Y8aMWZGfn18Udj6RnVFBT0QqBXefa2YTgTvM7B/p3RhFRKQaS3feLU/fXtj2MTOrz/fn9F0AtEofkthmTt+2Bb8P0p2C+86sD3Av0G7bH/+Wm1gXqc+bTxsVUczbql8/uPJKuOsu7jfjXXfeq7iri4hUPwsWLMjs0aPHQQUFBZFUKmgGT6VSvPLKK7k9evSoM2vWrEUq6kllFQk7gIjINm4AsoERYQcREZFwuftX7v4vd5/o7sPcva+770+wRPdQ4BzgCSAF/Ax4AJgNbDSz5Wb2gpndY2aDzewYM2tkZlbqAGaXAs+xQzFvBc35feRqRo2OcuihZfJS98jvfgedOhGJxbij4q8uIlK9DB8+vEVBQUEkmUxu9/shmUxaQUFBZPjw4S3K+prdu3dvf+6557Y8+eSTW9epU6dzkyZNOo4aNarhtsc8+uijuR06dDioTp06nffff//8m266qXEyuetVwOvXr4/17t27Ta1atbrst99++ePGjdu6Iz1jx46t37hx447bHj9s2LBmXbt2bb/1/siRIxu2bNkyv1atWl3q16/f6Ywzzti/bF6xlBd16IlIpeHuq83sZmCUmT3g7p+EnUlERCoXdy8A3k3fvpWe03cA22/I0YNgJ/Xa6cPWmtn3NuQAlm83p8+sM/CHkq5/J1fTqKEzeHAZvqg9EIvBb39L7OST6WvGoe68E04SEZHKy8y67us5ksmkvfjii3VLey53n7P7owJPPPFE/UceeeSTJ598cunDDz9c97zzzmtz4oknfp2fn180Y8aM7F/84hdtxo8fv/Scc85Z9/bbb2efccYZP4zFYn7TTTd9ubNzPvbYYw0mT578yfTp0z+ZNm1a7qBBg9q0a9duc+/evXe7u/z8+fMzb7311hZvvPHGosMOO2zzhg0bIrNmzcou7euRcKhDT0Qqmz8CS4Dfhx1ERESqDncvdvcP3f1Jd/+du5/j7t2BHKAl0Bu4BZhPsOvuNQQdeEsJuvreMbNHzOyGj2F8SddYSx4TI4O5+voMMjMr5nWV5MQT4ZBDSESj6mgXEamK+vTps/6UU07ZGI1G+dWvfrU+Jycn8dZbb2UDTJgwoeFxxx234fzzz18Xj8c5+uijCy655JJVf/7znxvu6pzHHnvshoEDB26Ix+MMGDBgQ+/evddPmjSpVIMh4vG4u7vNnTs3a+3atZHc3NxU3759y2Z8hZQbdeiJSKXi7sVmNhT4p5n1cveXw84kIiJVl7s7sCJ9e2nbx8ysHttvxnFQFpx3QLD5xfe8wTEUeQaDBpVv5t0xg3PPJXb11ZxgRsSdSrcLsIhImErTLbd69epokyZNOm+dnVeSSCTCqlWr5pb1rrdNmzbdsu397Ozs1MaNG6MAn332Wbx9+/abt328bdu2RatWrcrY1TlbtWpVtOP9efPmlarL7sADD9wyadKkJRMmTGg4bNiwVq1atSq67LLLvhg8ePDa0r0iCYM69ESk0nH3F4BngHvNTF88iIhIuXD3te4+y90fcPcr3f3EAjh8Z2+QZ3I0+e22kJdXoTFLdPTRkEhQh6AQKSIie6hhw4bJXr16rY9Go17S49Fo1Hv16rW+rIt5u9O8efPipUuXbtcH/vHHH2c2adJky86eA7B8+fKMHe5nNmvWrBggJycnWVhYuN2vt5UrV8a3vT9o0KD1M2fO/Gjt2rVzhw4duuqiiy5q/d5774XYjy67o4KeiFRWwwmWRF0UdhAREalR1gGbS3rgrfgxHHl85fhs07kzZGaSJJgTKCIie2HMmDErsrOzUzsW9aLRqGdnZ6fGjBmzoqIznX/++Wtef/313AcffLBuIpHgzTffzBo3blyTc845Z82unjdjxozcRx99NDeRSPDEE0/kvPjii3XPO++8NQDdu3cvKCgoiE6cODEvmUzy7LPP1pk+ffq3X0/Nmzcvc+rUqbkbNmyIxONx8vLykgDRaLR8X6zsExX0RKRScvePgLuB35pZqWY/iEgNNcX2Y4rlhh1Dqgn3YoIdc79njTWiefMKzrMTsRg0aEASqL/bg0VEpET5+flFs2bNWtSzZ88NkUhQHolEIvTs2XPDrFmzFuXn5xft5hRl7sc//vE3Dz744Cd33nln07p163Y566yz2lxwwQVf3nDDDV/s6nn9+vX7avLkyQ1yc3O7XHHFFfuNHj36f3369NkEcPDBB28ZOXLk8htvvLFlbm5ulwkTJjTo37//twXCoqKiyKhRo5q2aNGiY+3atbtce+21LceNG7e0Q4cOFf76pfQsGCsiIlL5mFkOsBiY5u4Xh52npjGzDsACIN/dF4adR6REU+xwYBYW/y9e3IOBXqHLYqSaMmtJ8PvnB9v+uHXGCgbf0pxrrw0n1o5at6Zo2TJud+fWsLOIiOyrOXPmHBCLxV5t167d11lZWbtcXloeVq9eHf38889jzZo1S1T0MlspO4WFhRmLFy/OSSQSP+7ateuSsPOUJ3XoiUil5e5fA9cCg82sY9h5RKSSmWLZWHwKeV2AVDeCpfoi+879U+AkYOO2P86mgI0bS35KGDZtIgIUhJ1DRKQ6aNiwYbJTp05FKuZJVaGCnohUdg8Bcwg2yLCww4hIpTKSSEYrjnkqQsdbIxC5nSl2SNihpJpwfwU4FHgMKAToUDyXd/+bCDXWVqtWwZo1xAF1UIuIiNRAKuiJSKXm7ilgCHAccHq4aUSk0phixwNDOOyPUWq1hIOugnpdweJTmGIZu32+SGm4f4z7AKAxMLCOf/30v960VLIS9G78619ghgOzws4iIiIiFU8FPRGp9Nz9LeCvwBgzywo7j4iEbIrlYPGHaX5Skta/DH4WiUGPv8awyEHADaHmk+rHfSPuf5vMeb/Z+E008p//hB0IXnwR4nHed+frsLOIiIhIxVNBT0SqimuBBmhGlohgdxOr1Zjuk6JsuxI/px10GR0Fu54pdlh4+aQamxePM++OOwi1R2/lSnjwQVJbtvCnMHOIiIhIeFTQE5Eqwd0/A0YCI8ysRdh5RCQkU+xE8P/j8Ikxshp///F2l0CjY51IfApT1NErZcsdLy7m5qefJvree+HlGD0agLXAA+GlEBERkTCpoCciVcldwBfAqLCDiEgIplh9LP4grc5Ksd/PSz7GInDEg1Es3prgSwCRsvZ0PM7CCy4gsWVLxV989mz4wx9IFRdzu3uwWYeIiIjUPCroiUiV4e6bCZbcDjSzI8POIyIVzKLjyciry2F/3PX7l1qtoNu4KDCUKXZchWSTGsOdVHExA+bMIXHFFXhFXnv1ajj1Z6kkMAP4Q0VeW0RERCoXFfREpKp5EngVGGtm+jdMpKaYYgPwZD+O+EuMjLzdH3/Ar6DZiUks/jBTrE6555MaxZ2FySS/vO8+7I9/rJhrbtoE/U5LEF+9Mjon0fEp93Dn+ImIiEi49GFYRKoUd3dgCNAZ+FW4aUSkQkyxpljsftpc4DTrU7rnmMHhk6LEspuA3V2+AaUmcudx4IZLL4WbboJUqvyu9fnn8OOji1n47408mTiRjsy/GbOc8ruiiEgNtHp1lHnzMlm9Olqel+nevXv7yy+/vFl5XkNqBhX0RKTKcfcFwHjgd2aWG3YeESlHU8yw2ANEMuvQ8nRj9ZuU+rbpE2hzfgz8PKbYT8N+KVL9uHM7MPi220iedBKp5cvL/Pw8+yx07VTM+gUreDNxOJ2ZB1AXuLRsryYiUkMtWJBJ795taNKkM50759OkSWdOOKENCxZkhh2tLDz11FN1jjjiiHZ169btbGZdF1ST1yUQCzuAiMheugk4C7gBuCrkLCJSfiJYtD3Jb4zX++7LadoBz5VVKJGt3LnfjPdffplH2ralxVVXEbn2Wqhde9/OO38+DLs8wcuvx+gfeZIJqQuoy4ZtD9EsWRGRfbVgQSY9ehxEQUHk21brVApeeSWXHj3qMGvWIvLzi8INuW9q166dGjhw4FcNGzb84qyzzvph2Hmk7KhDT0SqJHdfS1DUG2Jm7cLOIyLlZKAnSRUdCjTf2e2Aobx50FU8vKtjIDUujPhSM7jzr+Ji2m3ZwjV33ME3LVqQuOQS+Ne/9mwp7tdfw0MPQd+fJOjcKcW6fy1gBscwNdV/x2IeQLkuCRMRqRGGD29BQUGEZNK2+3kyaRQURBg+vEV5XHb9+vWx3r17t6lVq1aX/fbbL3/cuHH1tz42duzY+o0bN+647fHDhg1r1rVr1/Zb748cObJhy5Yt82vVqtWlfv36nc4444z9d3atnj17fnPZZZd91aVLF+2MXs2oQ09EqrIJwK+Bu4CTQs4iIuVloG+A71cztlp6tm0CEgz0zysulMj23CkCfm/GXzZsYPCkSZxz3338sHFjio88klh+PpafDy1aQGYmJJPwzTeweDEsXAgL5hYz6+0IiWKnj73Io/5nzkj8ncjON9KdW4EvT0SkajHrus/nSCaNF1+sW+pzuc8p7akfe+yxBpMnT/5k+vTpn0ybNi130KBBbdq1a7e5d+/e3+zuufPnz8+89dZbW7zxxhuLDjvssM0bNmyIzJo1K7u015bqQwU9Eamy3D1hZkOAV8ysr7s/H3YmEQlFEaB5MFIpuLMauM2M24GOX3zBaU8+Sefp0+m8ZQv7ubNdF0g06ps7RRbEOhXPjg3gbc7g79T3tbu7zGbgnnJ6CSIiUs6OPfbYDQMHDtwAMGDAgA0PPfTQ+kmTJjUoTUEvHo+7u9vcuXOz2rRps6VevXqpvn37bir/1FLZqKAnIlWau79qZtOAu83sFXffEnYmEalwW4CMsEOIbMsdB+albwCYkQU0IChAp4DCZNK+mJPseD5B13lp3YH7qrLMKyJSrZSmW2716ihNmnTe5WyESARWrZpLw4bJMkxHq1atina8P2/evFJ12R144IFbJk2atGTChAkNhw0b1qpVq1ZFl1122ReDBw/e7bdBUr1ohp6IVAdXAvujHf9Eaip16EmV4E6hO5+687E7S9xZ6U4K9/uBCwn+Lu9UEjwB1+N+S8UkFhGpxho2TNKr13qi0ZJnG0SjTq9e68u6mAewfPnyjB3uZzZr1qwYICcnJ1lYWLhdrWblypXxbe8PGjRo/cyZMz9au3bt3KFDh6666KKLWr/33nt6L1TDqKAnIlWeuy8Ffg/8xswahZ1HRCqcCnpS9blPBPKB24ElOzz62Ufw1y6QiOvvuohI2RkzZgXZ2anvFfWiUSc7O8WYMSvK47IzZszIffTRR3MTiQRPPPFEzosvvlj3vPPOWwPQvXv3goKCgujEiRPzkskkzz77bJ3p06fnbX3uvHnzMqdOnZq7YcOGSDweJy8vLxlELnmvpGQySUFBgW3evNkAioqKrKCgwBKJRHm8NKlAKuiJSHVxB7CJ4IOQiNQsWnIr1YP7x7jfgHsbgh2a2wMtgf3auv9iPgwBbjSz3qHmFBGpLvLzi5g1axE9e24gki6PRCLQs+cGZs1aRH7+Ljun91a/fv2+mjx5coPc3NwuV1xxxX6jR4/+X58+fTYBHHzwwVtGjhy5/MYbb2yZm5vbZcKECQ369++/Zutzi4qKIqNGjWraokWLjrVr1+5y7bXXthw3btzSDh06lJj1+eefr1OrVq1DO3funA/QrVu3DrVq1Tr0vvvuq1/S8VJ1mPtOd84SEalSzGwQ8BDQzd3fCTtPVWdmHYAFQL67Lww7j8jOmNk9QHd37xF2FpHyZGYGTAF6AV3cvVw6R0REwjBnzpwDYrHYq+3atfs6Kyur4udir14d5fPPYzRrliiPZbZSMQoLCzMWL16ck0gkfty1a9cdO96rFXXoiUh18gjwNjA2/aFHRGoGdehJjeDBN/EXAl8Bj5pZfDdPERGR0mrYMEmnTkUq5klVoYKeiFQb6Q86Q4AjgQEhxxGRiqMZelJjuPtGoB9wKBozISIiUmOpoCci1Yq7zwb+DIw2s1ph5xGRCrEFFfSkBnH3+cDFwFVmdkrYeURERKTiqaAnItXRdUAucHXYQUSkQhShJbdSw7j7gwRfYP3FzFqHHEdEREQqmAp6IlLtuPsq4FbgajNrFXYeESl3WnIrNdWlwKfAY2am/wZERERqEBX0RKS6GgusAEaHHUREyp02xZAayd0LCObpHQj8PuQ4IiIiUoFU0BORasndi4ArgH5mdmzYeUSkXKlDT2osd/8QOB+41Mz6h51HREREKoYKeiJSnU0HXgDuNbNo2GFEpNyoQ09qNHefCtwHTDKzdmHnERERkfKngp6IVFvu7gRdeh0IuhdEpHoqAuJmpvc1UpMNAxYDT5hZVthhRESqmtWsjs5jXuZqVpdrI0D37t3bX3755c3K8xpSM+iNr4hUa+6+CBgH3G5meWHnEZFysSX9p7r0pMZKj5roB+wH/CHkOCIiVcYCFmT2pnebJjTp3JnO+U1o0vkETmizgAXVYpzHzTff3LhDhw4H1alTp3O9evU6HX/88T/873//+4Owc8m+U0FPRGqCWwAHfhN2EBEpF0XpP1XQkxrN3ZcC5wDnmdk5YecREansFrAgswc9DnqVV3NTpABIkeIVXsntQY+DqkNRb/PmzTZmzJhPV65cOW/58uXvtW3bdnPfvn3bbdq0ycLOJvtGBT0RqfbcfT1wPcHA8IPDziMiZW5rQa/Kv+kW2Vfu/hQwBhhvZvlh5xERqcyGM7xFAQWRJMntiltJklZAQWQ4w1uUx3XXr18f6927d5tatWp12W+//fLHjRtXf+tjY8eOrd+4ceOO2x4/bNiwZl27dm2/9f7IkSMbtmzZMr9WrVpd6tev3+mMM87Yf2fXuuOOO1b16dNnU+3atb127do+cuTIlWvWrInPmzdPXXpVXCzsACIiFeQB4CLgHjM7IT1fT0SqOjO7BBrNAq6EDpi9RbD0UKQmGwH0IJin183dN4UdSESkIhnWdV/PkSRpL/Ji3dKey/E5pT33Y4891mDy5MmfTJ8+/ZNp06blDho0qE27du029+7d+5vdPXf+/PmZt956a4s33nhj0WGHHbZ5w4YNkVmzZmWX9tpPPvlkTlZWVuqQQw7R+6UqTh16IlIjuHsSuBz4CXByyHFEZF+ZtcdsNLB8HDz6DjAQXgO+wGwyZkeHnFAkNO5eDAwAGgATzEzLqkREKpFjjz12w8CBAzfE43EGDBiwoXfv3usnTZrUoDTPjcfj7u42d+7crLVr10Zyc3NTffv2LdUXN//+97+zhg8f3uq22277NCcnJ7Vvr0LCpoKeiNQY7j4TmArcZWZamidSVZmdD8wDrgR2XAqTC5wLvIHZPWjnW6mh3P1TYBBwFnBhyHFERCqU43N2d/uSL+dGdlMSiRDhS76cW5rz7Um+Vq1aFe14/7PPPivVLOADDzxwy6RJk5Y89NBDDVq1atUxPz//oAkTJtTb3fNee+217D59+rS75pprPhs2bNiaPckrlZPe5IpITXM10BwYGnYQEdkLZucCEyndvLwhaLdPqcHc/Z/A7cBYMzs07DwiIpVJQxome9FrfZRoiaN4okS9F73WN6RhsqyvvXz58owd7mc2a9asGCAnJydZWFi4Xa1m5cqV8W3vDxo0aP3MmTM/Wrt27dyhQ4euuuiii1q/9957O31v9NRTT9U55ZRT2t1yyy0rrrvuutVl+VokPCroiUiN4u7LgVHADWbWNOw8IrIHzH5AUJzYE4Mxa1cecUSqiJuBN4HHzaxuyFlERCqVMYxZkU12aseiXpSoZ5OdGsOYFeVx3RkzZuQ++uijuYlEgieeeCLnxRdfrHveeeetAejevXtBQUFBdOLEiXnJZJJnn322zvTp0/O2PnfevHmZU6dOzd2wYUMkHo+Tl5eXBIhGoyVe66GHHqp79tln/3Ds2LH/u/zyy78qj9cj4VBBT0RqojuBdcDvwg4iInvkl8CeFuKjwFXlkEWkSkjPkB0IZAOTNU9PROQ7+eQXzWLWop703LB1+W2ECD3puWEWsxblk18uG0f069fvq8mTJzfIzc3tcsUVV+w3evTo//Xp02cTwMEHH7xl5MiRy2+88caWubm5XSZMmNCgf//+3y6RLSoqiowaNappixYtOtauXbvLtdde23LcuHFLO3ToUGLWESNGtCwsLIxccskl+2dnZ3fZehs/fvxul+lK5Wba6FFEaiIzGwA8Chzu7v8JO09lZGYdgAVAvrsvDDuPCGZjgctW0Zh36cJCOrCAfJbHDmCzZWM4mV5Iq8QndGAh+SygC+/SmC/fxv2IsOOLhMnMjgNeAYa7+z0hxxER+Z45c+YcEIvFXm3Xrt3YyOWPAAAgAElEQVTXWVlZWyr6+qtZHf2cz2PNaJYoj2W2UjEKCwszFi9enJNIJH7ctWvXJWHnKU+xsAOIiITkMeASgrlCPdxduzyJVGJm1B/O6IP+G/0RbyR74ERo2mALHfKNH7aNk5UVHFdYCEsW9+CfC1Ks+ioDI0W32LyDZxsXAk+4szbUFyISEnd/3cxuBEab2dvu/nbYmUREKpOGNEyqkCdViQp6IlIjubub2RBgDnA28HDIkUSkBGbUBW6IRBgyLjY8+rNTUkw7O8Ixx0C9ejvbDC54e7N2LcyYEWHKI53qzHuG8YkEfzTjHuB2d9ZX1GsQqUTuAI4GHjOzLu6uWUoiIiJVlGboiUiN5e7vEuyWOcrMaoedR0S+Y0bEjEtiMZbl5DDk7ruJrV5jNvXxKKeeCvVKMfWlXj047TR4/ImIrV5N5K67iOXkMDQWY6kZF5npfZDULOlu9F8ABjxsZvpvQEREpIrSL3ERqeluIBgUfl3YQUQkYEZuNMpT0Sh/uPxycpctI3b55VCnzt6fMycHhgyBpUuJXXYZdSMR/hiN8qQZOWWXXKTyc/c1QH/gJ8A1IccRERGRvaSCnojUaO6+GrgZGG5mB4QcR6TGM6NpPM6bdevS5/XXsTFjIC+v7M5frx7cdRe89hqWm0vfeJw3zWhSdlcQqfzc/S3gauA2Mzs27DwiIiKy51TQExGBPwJLgDFhBxGpyczIjsd5uUUL2s2eTeyoo8rvWsccA7NnE2venPbxOC+ZkV1+VxOplO4BngYeNTMVtUWkMkgCnkqlVKeQvZb+++NAIuws5U2bYohIjefuxWY2FPinmfVy95fDziRS05hhkQiTsrJo98orxFq3Lv9rHnAAvPwy8S5dODCZZIIZv3THy//KIuFLbw51LvAOMMXMfuLu2t1RRMK0IpVKrVyxYkXrxo0bf52RkbHFzPR7WUrF3W3Lli0ZX3zxRU4qlVoKfBZ2pvJm7vrvQ0QEwMyeAVoDnd292n+jsztm1gFYAOS7+8Kw80j1ZsavzRj/3HPQp0/FXvu55+Ckk8CdC92ZWLFXFwmXmXUFZgGj3P2msPOISM02Z86cxmZ2cyQS+YmZqQFJ9oi7J1Kp1EvufnPXrl2/CDtPeVNBT0QkzczaAguBYe4+Luw8YVNBTypKeqntp5dcQr277w4nw5AhMH48a4qL2c+dwnBSiITDzC4iGD/R191fCDuPiNRsc+bMMSAHqEewK7dIaTiwFvi6a9euNaLQpYKeiMg2zOxO4Hygrbt/FXaeMKmgJxXFjKEZGYxZvpxI48bhZFi5Elq1IlVczFB3/hBOCpFwmJkBjxDsfNvF3VeEHElERER2Q8MmRUS2dxuwBfht2EFEagIzLB7nmosuCq+YB9C0KQweTCQeZ4SZugGkZvHgG/7BwFfAVDOLhxxJREREdkMFPRGRbbj718AI4Ndm1jHsPCI1QLviYpqceWbYMeDMM6G4mKZAm7CziFQ0d98I9AO6ACNDjiMiIiK7oYKeiMj3/YVg17970suQRKT8HJWZSerQQ8OOAd26QTxOCjgq7CwiYXD3+cDFwJVm9rOw84iIiMjOqaAnIrIDd08BlwPHA6eHHEekuju8WzdSGRlhx4DMTDj0UJLAj8LOIhIWd38QmAw8aGatQ44jIiIiO6GCnohICdz9LYIB4b83s6yw84hUY/WaNSMWdoitmjfzeD7zu2HWMOwsIiG6DPgUeMzMMsMOIyIiIt+ngp6IyM5dAzQChocdRKS6MiMaqUTvRiJRoz0fdgU+x+x5gt2eRWoUdy8gmKd3IDAm5DgiIiJSgkr0FlpEpHJx988IBoOPMLMWYecRqY7c2bhuHamwc2z19boEtdkEEAP6AP/BrG+4qUQqnrt/CJwPXGJmA8LOIyIiIttTQU9EZNfGAF8Cd4QdRKSaem/2bJLuYceAVAr+O9vpxLxtf5wN/AOz5iHFEgmNu08F7gMmmVm7sPOIiIjId1TQExHZBXffTLDk9mwz6xF2HpFqaOa6dcQXLw47BnzwAaz9Os7RzNzxoUzg6hAiiVQGw4APgSfMLDvsMCIiIhJQQU9EZPf+AbwKjDUz/bspUlbMGhSQdW12ZDPTp4cdBp57DmpHC3bs0Nvq/IrOI1IZuHsRwTy9/YA/hBxHRERE0vTBVERkN9zdgaFAF+BX4aYRqSbM9gP+ncXmU89L3c+YO4rZvDm8OIWFMGZUMecnJxAnUdIh2ZjVquhcIpWBuy8FzgH+z8x+FXIcERERQQU9EZFScff5wHjgd2aWE3YekWpgPHAAwNXcyZqv4M9/Di/MAw/AurXOVYwu8XGHzUBBxaYSqTzc/SmCubL3mVl+2HlERERqOhX0RERK7zdAHLgx7CAiVZpZV+CnW++24DMuTE3g+muKWbKk4uN88gncOKKYX6fuoxkrSzzmT5Bp8LKZXWLaIENqrhHAuwTz9GqHHUZERKQmU0FPRKSU3P0rgmLeEO32J7JPfr7jD+7gGloWLuaMU4opqMA+uG++gdNOLmb/zR8wkutKPMah+Gm4HPgKGAWsMLO3zOxqM/thxaUVCZe7FwMDgAbA/WZmIUcSERGpsVTQExHZMxMIdvu7K+wgIlXY92bR1aKAaYlTWPbBZn5xdpKiovIPUVQEg85KsmJxIdMSp5BNYUmHbTE483n3ce7eH2gInAJ8AFwDfGRm75nZzWbWUQUOqe7cfQUwCDgTGBxyHBERkRpLBT0RkT3g7gmCDTJONLO+YecRqaI+LemHbVjCP5In89Izm/lp7wRffVV+Adasgd4/SaVeea7In0yeRGuW7XiIAzOBI3Cf9u0P3Qvd/Rl3PxdoAvRKH3cBMI+gwDfazI7QrthSXbn7P4HbgXvN7NCw84iIiNREFmzeKCIie8LMpgEHAx3dfUvYecqDmXUAFgD57r4w7DxSjZjVB5YBJc7gepfO/Cw2nUijhoyfFKdvGZbO3eH55+GCC0isXs2XxcWc6FgmcDJB910CWAo8hvvy0p43XbzrDpyevrUBVgL/SN9mpJcrilQLZhYFXgJaAV3dfX3IkURERGoUFfRERPaCmR0AvA+McPe7w85THlTQk/JiZrWnwCtnBQWwEn1JQwZHJvFk6hRO6Jng9/fEyN/HfTXnz4ehQ0m++irRaJSnkkkucGf1vp31+9LLbg8BTiMo7nUE1gFPA9OAl9y9xPW9IlWJmTUh2CTjbeB01wcLERGRCqOlICIie8HdlwBjgJvNrFHYeUSqivRS9YWDoN1smLGz4xqxmn+kfsarHM+yGcsKOnZ0jjmGxMSJsHZt6a/31Vdw//1w9NEkOnWCmTNZCByXSHBqeRTzADzwnrvf4u6dgLbA74B2wFPAajN73MzOMrOc8sggUhHcfRVwFsFcyaEhxxEREalR1KEnIrKXzKw2wQYZ0939wrDzlDV16ElZMrOGwD3AQOAxYIi7r8KsH3AJcAyw44YSC4EH7+XysUO596eRCIOAU8yIHnQQiS5dyOjQAQ44ALKyguW0hYWwZAksXAhz57Jl0SLi7hQDz6RSPAw8406q4l759sysOfAzgs6944Ak8DJB597T7l4uRUaR8mRm1wG3AMe4+1th5xEREakJVNATEdkHZjYIeAjo5u7vhJ2nLKmgJ2Uhvfx0EHA3UAhc7O7PlHBgc+BYICd93Lu4v/f9w8ghmHfXNRajYyTCIVu2sF2XbEYGX6ZSzE8kmAfMAZ515+syfmn7zIJZgicRFPdOAOIEG2xMA/7h7iVuHiJS2aRnSD5LsNS8i7uvCTmSiIhItaeCnojIPkh/iHmTYJD+MdVpfpAKerKvzKw1MIFgJ9j7gOvcvcwLa2ZEgUyCnWm3uJMs62uUt3THb1+C4t6JQB1gNsGGGtPc/cMQ44nsVrpA/S7B742T3D20TlgREZGaQDP0RET2QfoDy+XAUcCAkOOIVApmFjOz4QQf7JsDR7n7peVRzANwJ+lOgTuFVbGYB+Dum9z9cXc/i2C33ROB94BhwAdmttDMbjWzLumuR5FKxd2/Ivg9+BPg2pDjiIiIVHvq0BMRKQNm9meCLqT27l4Qdp6yoA492Rtm1hmYRLCz623AKHcvCjdV1WVmMYIvDLbumNsC+B/BstxpwFvuXiWLmFI9mdkVwO+Bnu7+eshxREREqi116ImIlI0RQF3g6rCDiITBzLLM7A7gv0AR0Nndf6ti3r5x94S7v+7uQ4D9gO7A3wg6+GYCn5nZn8zsBDPLCDOrSNo9wNPA38ysSdhhREREqisV9EREyoC7rwJuBa4xs1Zh5xGpSGb2Y2A+cDFwGXC0u78fbqrqxwOz3X0EcCDQARhHUOT7J/ClmT1sZqeZWXaYWaUKm2K/4G/xNUyxE/fm6elZsucCBcAUM4uWaT4REREBtORWRKTMmFkmwRLVd9y9ys/T05Jb2R0zqweMBv6PoCPnEndfEW6qmim9AcnWZbk9gM0ERb5pwLPuvj7EeFJVTLGWWHQRGXm12LJ+DZ44kIH+1d6cyswOBd4C7nT3G8s2qIiIiKhDT0SkjKSXFg4D+pvZsWHnESkvFugPLAJ+CvQDTlUxLzzuvtTd73L3o4BmwBVALeDPwGoz+6eZDdYSSNmpKRbBYn+hVqsM+s6FjLy6WPS+vT2du78DDAFuMLM+ZRdUREREQAU9EZGy9izwAnCvlhlJdWRmLYGngKkEXXkHu/sTrpb/SsPdV7n7BHc/AWjEd8sf7wY+N7OZZnaFme0fYkypfC7Ck8fRY0qc7OZwxF9ieLI/U6z/PpxzAsHMx7+m/+0QERGRMqKCnohIGUoXNa4gmG11fshxRMqMmUXM7BLgfYL5bce7+wXuvi7kaLIL7r7O3f/q7qcDDYGfE+yS+xtgqZnNMbMbzOxgM7NQw0p4plhbLDKGDtcZDQ4PftasL7S5wLHYRKZY0705bfp34mBgDfComcXLLLOIiEgNp4KeiEgZc/dFBIPqbzezvLDziOyr9DzFfwH3An8AOrn766GGkj3m7t+4+zR3H0TQudeHYFfiy4CFwCIzG2lm3VTcq0GmWBSLP0LOQVHyb9r+sUPHGFlNs7DYA0zZu78T7r6RoJDcBRi5z3lFREQEUEFPRKS83AI4QReMSJVkZplmdjPwLhAHurr7de5eGG4y2VfuvsXdX3D3wQQz944BngMGArOB/5nZvWZ2rMYHVHtXQqorPabEiGZs/0i8DvT4axxP9iVYur1X3H0BcBFwpZn9bJ/SioiICKBdbkVEyo2ZXQjcB3R09/fDzrOntMttzWZmRwITgVbADcBYd0+Gm0rKW7ozrwvBbrmnAQcDqwnmJU4DXklvACTVwRQ7BCLv0On2GB2u3flx7wyHD+8twJMdGOjL9vZyZvYAcAZwqLsv2dvziIiIiAp6IiLlJt3V8l/gS6BPVds0QAW9msnMcoA7CLppXgAucvel4aaSsJjZgQSFvdOBbsBGgs1/pgH/dPdNIcaTfTHFMrD4HPI6H0jvt2JEdtGImdwMz3UsZtPSt/DE8Qz01N5c0syygbeBLcCRKg6LiIjsPS25FREpJ+lupiFAb+CkkOOI7FZ6Kdz7QH/gF0BfFfNqNnf/wN1/5+6H8V23ZjOCXY5Xm9lTZnaOmdULNajsjRuxyEH0eGTXxTyA6A+gx5Q4njoauHRvL+juBUA/oD0wZm/PIyIiIiroiYiUK3d/A3gMuNvMMsPOI1ISM2tiZo8DTwKvAQeld0atUl2lUr7cfbm7j3X344CmBJtpxAmWZn9pZi+Z2cVm1izMnFIKU6w72HV0+X2UnLale079bpB/g0FkNFOs/d5e2t0/JNgF/hIzG7C35xEREanptORWRKScmVkr4APgN+5+Z9h5SktLbqu/9Ly084DRwAZgsLu/EG4qqWrMLBf4KcGy3J8C2cBbBMty/+Hun4QYT3Y0xbKw+HwaHrk/PV+JYnvw/X6qGP7ZLcGGRfPw4h8x0BN7G8PMxgHnAN3SRT4RERHZAyroiYhUgPROocOBdu6+MuQ4paKCXvVmZm2B+wl2N70XuEnz0GRfmVkWwZiB04BTgDzgPYLi3jRggTo/QzbFjgdeLYMzdWSgz9/bJ6e71t8EMoAfpZfjioiISCmpoCciUgHSg8A/INgh8tyw85SGCnrVk5nFgSuB3wAfAue7++xwU0l1lP67dizf7ZjbBPiYdOce8B/3vdtcQfZePGpH9/8Rj7mTc0RbHrzkJ8yI7PkQngIG+rP7msXMWgPvANPc/bx9PZ+IiEhNooKeiEgFSc8KehToXhUKKCroVT9mdhgwiWAg/c3AGHcvDjWU1AhmFgEOJyjunQ4cAHxOUNibBrzhvvfLN2X30l8sjQQuB54HLnT3z8JNBWZ2CvAUcK67PxhyHBERkSpDBT0RkQqSnlc2g2CI/JGVvTNFBb3qw8xqAbcS7Lr8BsEH+Y/CTSU1Vfrfwo58V9zLB9YCTxMU915y983hJax+zOxo4M9AA2Ao8JfKtPTZzEYDlwCHu+/9Ml4REZGaRAU9EZEKZGZdgDnAL939r2Hn2RUV9KoHMzsB+BNQl2Cp7eTK9EFeJD3P8TSC4t7hwCbgOYLuvefc/esQ41VplbUrb0fp5dmvA/WBw9x9Y7iJREREKj8V9EREKpiZ3Q+cCLSvzJsQqKBXtZlZA+BuYBDwOHC5u68KN5XIrplZc+BUguLesUASeImgc+9pd18TYrwqpbJ35e3IzFoAcwn+/x5YmbOKiIhUBns+AldERPbV9UAtYETYQaT6scAggk1YjgdOdff+KuZJVeDun7n7H929J8EmGr8GHLgP+MLMXjWzy9LFHymBmWWb2T0EIx4+BDq4+4OVvUDm7iuAs4EBwOCQ44iIiFR66tATEQmBmV0B/A442N2XhJ2nJOrQq3rSO0aOB04gKICM0HJFqQ7MrA7Ql6Bz70SgNvAf0jvmuvviEOPtlBlR4AigE9AhI4NOZjQDMoGUGQXFxXyYTDKf4N/bt935/u8Es/rAyUAzggLnp8CzuK/f/rCq1ZVXEjP7LXAN0MPd54SdR0REpLJSQU9EJATpeUHvAYvc/fSw85REBb2qw8yiBDOybgP+B1zg7m+Gm0qkfJjZD4BeBHP3fkYwd20hQXFvGjAvzCKWGQZ0BwbG45xdXEz9WrVIdOiAd+5MvEULyMiAVAq++QY+/BCfN4/iJUuIJ5NYRgbvbNnCQ8BUx1oAtwA/IdhQaVtFBHPxbjRYQhWYlVca6X/PXgL2Bw71HYqWIiIiElBBT0QkJGbWh+CDVy93fyXsPDtSQa9qMLNOwCSCDqCRwO/cvSjcVCIVw8xiwNEEnXunAc2BpQQbakwD3qrIHcXNODQeZ2xxMUe2bk3xL39J/MwzoX17MNv1c4uK4LXX4JFH8L//ndSWohRDU3dxI7dGc9l5o20SigbBukchiyralbcjM2sCvAu8DZxe1V+PiIhIeVBBT0QkRGb2DNAa6OzuibDzbEsFvcrNzLKAG4GrCZYeXqD/n6QmM7MI0I2guHcG8ENgFfAkQXHvdXcvLp9rUz8SYUwqxS+7dSN5113Ejjpq90W8nSkshIkT4eYbiokWbmJk4mrOZxI7O10CfCocf7b7jL1+EZWMmR0HvAJc6e53hxxHRESk0lFBT0QkRGbWlmCp2DB3Hxd2nm2poFd5mdnxwP0EmwZcC4yvyC4kkcrOzAzowHede52B9cAzBMW9F929YA9PWhvoAzQlmGO3HHjR8PbxONPz8mh8zz3Ezjxz7wt5O1q7Fn57izP2DzCQvzHRzyOLzTs7/BHcB5XNlSsHMxsB/BY41t1nhZ1HRESkMlFBT0QkZGZ2J3A+0Nbdvwo7z1Yq6FU+ZpYHjAbOA54FLnb3T8NNJVL5mdkBBIW904EeQAHByINpwHR337CLJx9C0A17EsGy1m+9RK9vTo0++4OuR2TwxN8t2qhR+eR/4QU48+fF5Bf+l6eTPyWPEsfKJYFGuK8tnxQVL911+SxwCNDF3deEHElERKTSiIQdQESkMjKztmY2y8wWm9nsdHFrZ8eeZ2YfmdknZjYxveHFbh/bxm0EOzZ+aWaNtnnuAWaWMrMn0/dfM7NB2zx+g5ltTg+I3/qzD8ys5z6+fKlkLPBzYBHBTpcDgFNUzBMpHXdf4u5j3P1Igp1ihwM5wF+A1Wb2vJldsO2/wQCY9SNY0t6PHYp5CzmY06JP1zrx1Fj0pZfLr5gHcMIJMPOtOEvqdaN/9O8kS34LHwUall+KipfuPP4FQUfkw+kCn4iIiKCCnojIzkwA7nf3dsAo4MGSDjKz1sCtBEPZfwg0Bi7c3WPbcvevCXYojABXbfPQ/wFztrn/GnDcNvePB+YCP0pfrynBroDa3bQaMbMWBDPAHgemAwe5+2MaEi+yd9x9pbv/yd17E/y7fD7BjrFjgVVm9oaZDf2H2cnA34Af7HiODeRwWuxZOh4a469TomRmln/u/Hx46rk4MyPHcgO37eywnXcaVlHpzvUBBDsbXxtyHBERkUpDBT0RkR2kOzS6AX9N/+jvQEsz+2EJh/8/e/cdJ1V99XH8c6ZsAZZiBQRUbCgdF0UEFSvGKNaoqMQWS4waNV2NNTEm1sQYYw2CG3svo1HBCCg6IlWxwGNBxQKCAwg75Tx/3IEsyywssLt3y/f9evHKM/f+7u+ekefFzJz7+51zNPCku8/PJ1huA46vxbnq5gOfAmfnV2NFCH7AVFQZsyqhZ2ZFBM007uB/Sb59gNfdvcYCS9J0mFnEzH4KvENQC2w/dz/Nm9F2OpGwuftCd7/X3Q8HNiNYifcpcEUcniRY9baGMyN38F27Ljz8eJyiooaLt7wc/v6PKH/ityQ4qPrpl3Cf33DRNBx3f42gAdBV+WYZIiIiLZ4SeiIia+oKfLGy62w+GfcJ0K3A2G7Ax1Vef1Rl3NrOFfJ3oDXBj5YDgSTwbZXzk4HOZtaVYFXeG8B4gpV65P/35bW9MWkazGwX4L8EK4ZuBXq7u/5uReqRuy9190fc/YR3Ybcf1jBuGn14IPcjbrszTufODRoiAKedBof+IMPFsWuptkz3qoaPpkHdBDwB3G9mHcMORkREJGxK6ImINB7vAROAi4GfAHdXPenulQTbaffJ/xnv7nOALvk6evsQrOKTJsrMis3sMoKt1CVAubv/xt2/Dzk0kRalx1pq0V1tv6fvLpWMGNGQEa3usitjTMn05TkOXnnoUtxfCS+i+pd/uHYqsBT4t5kVXD0pIiLSUiihJyKypk+BTmYWg6AhAcHKuk8KjP0E2LrK622qjFvbuZqcTNAgY2/gpQLnxxGsxBtGsDoP4HWCbWJbEazikybIzAYDU4BfA78FBrn71HCjEmmxUoUOfkJXHvajuPjyIswaOqT/2XVXGH5AhmtjFy8HjsG9xqJ6zYm7LyL4vBsMXB5uNCIiIuFSQk9EpBp3/4ogsbKyo+xRwDx3/7DA8EeAw8ysYz7xdxZwfy3O1XTvOQRF2NsAnQoMGUdQGHxrd5+dP/YKcCkwMb+KbzWpZGKnVDLRACXbZUOYWVszu4VgdeZnQK98N85MyKGJtGQzCLpKr+YV9iYey/HDmvbjNqCjfhRjou9phj8ZdiwNyd2nAOcDl5jZ8LDjERERCYsSeiIihZ0JnGlm7xN01Ttl5Qkzu9PMDgNw97nAZQRbYT8EvibokLvWc+twOvAFQXfd6t4EOhDUz1vpFWAHqtXPSyUTZalk4kaCpgrTU8nEfrW4tzQgC7povkPQLOXHwEH5/78RkTC554A/VD88gSGU98tQWhpCTNUMGQLZLMVA/7BjCcE/CZpGjc3XlRUREWlxLChHISIijYmZHUmwwm9Pd5+0PtemkgkjWFV4E8E23Kr+DVxYVj58nZ0QzawnMJNgxdis9YlB1i5f0P1m4EfAfcAF7v51uFGJyGqCbuO3A6etPDSgaAb7nNOLG24IL6yV3KFtWzJLlnCBO7eEHU9DM7M2BA+5vgX2dvd0yCGJiIg0KK3QExFpnB4j2F57swU/KmsllUxsBzwLPMSayTwIVoLNTiUT56SSCRUUb2AWOJVgK98g4AfufqKSeSKNkHsO99OBC8h3HP+Otmy2WbhhrWQGm2xCFmgbdixhcPclBPX0+gHXhByOiIhIg1NCT0SkEcp38zsfGECwFXOtUslEcSqZuIRgRd26agq1A24BXk8lE7tubKxSO2a2PfAicCfwL6Cnuz8XalAism7uNwEdgRHLaL0s7HCqMVrw93l3nwmcDVxkZiH2HRYREWl4LfYLgIhIY+fuM4DbgGvMrMYVGKlkYl9gGnAVULLaSTPiW2xNpLSs0KXlwBupZOJvqWSiXZ0FLqsxs7iZ/YagyP7mBN1rL8ivLhGRpsC9EvcnF9qmH3/7bdjBBNxh6aJ00ZncNgSzncOOJyzuPhq4GxhtZt3DjkdERKShKKEnItK4/R4oAi6pfiKVTGyZSibGAi8BO1U/H23TgVa77ElJt51ptcseFHftAZE1dtlGgJ8RbMM9Ll9/T+qImZUT1Hi6nCDhuqu7v7HWi0Sk0VqxgtcmTaJRdKCeMwcWfBfnRMYeBMzC7DrMWmophZ8BHwMPmVnJugaLiIg0B0roiYg0Yu6+gCCp93Mz2xEglUxEU8nE2cB7wAnVr7FYnJJtelO6025ES9sExyxC0Zbb0LrXUGIdOha6VUeChhkvpJKJHerp7bQYZtbazK4HJgOLgD7u/kcVbRdp8ia8+SaRFSvCDgMmTIDiSCUDeROCrbcXAWPCjSoc7v49QT29HYHrQw5HRESkQSihJyLS+N0GvA9cn0omBgCvAbcS1MJbTXyzLrTuNZT4ZlthtuZiu0hRCaXb9aN0h12x4tJC99ofmJlKJq7YcZuuRXX6LloIMzuQoJbhacBZwL7u/n64UYlIHXklnSbywgthhwFPPJpl98ibFFNZ9fDxmA0LK6Yw5f+dPR34qZkdF5lanZcAACAASURBVHY8IiIi9c2CuusiItKY9dqh+6GjRhz45FnHjsgV6nobKS2jZOtdiLbpUOs5PZel8ou5VM6fGxRjqmZFZeUnx154RbeXJ0/p5e6zNu4dNH9mthlwA3AS8Ahwrrt/EW5UIlLX4nGe69uX/d98k1iB5yYNYuZM6N0bHuYojuLR6qdfxn2/MOJqDMzsFoJmUuXu/l7Y8YiIiNQXJfRERBq5VDLRD3gW6LTGyUiU4s47EN+yGwXyfLWSW76E5R+/Qza1sOD5+V8veHiHg084ZoMmbwEsWAo5ErgJqATOcffHw41KROqLGbsDrz//PBx4YDgxHPejLDMf+4DpmV2IsMZ3+eW4F1yC3RKYWTEwgaBJ1O7u3tg6E4uIiNQJbbkVEWn85gNbVD8Y67AlrXsNpajjNgWTebNmzWLIkCEMHTqUIUOG8OabbxacPFLShtIdB1KybR8stuYuW2fNX4sSMLOtCZKtY4GHgV2UzBNp3tyZHIvx7Kmnkl6woOHv/9BD8MBDUa7M/K5QMg+gpTbGAMDdVwA/AroAt4QcjoiISL1RQk9EpJErKx8+H3im6rFY+y0p3a4/kaKam/ltvvnmPP3007z66qvcfvvtnH/++TWONTPim3amdKfd1jj3n0nJRzY8+ubJzKJm9nNgFrANsJe7n+3ui8ONTEQaQibDyV99xTfHHks2m224+86aBaeMyvBTbuVIHqtp2NSGi6hxcvf/I9h2e4qZnRJ2PCIiIvVBCT0Rkabh7qovMqkF+Dp+RW6xxRa0b98egOLiYqLRdS/ayC7+erXX78z5iAv+dMvM9Q22OTOzPgSNSf5MUDOvv7u/Gm5UItKQ3Pk6neawcePInXnmOv85rhNz58JhB1fSJz2FG/l5jeNOg7iZHVyo3mpL4u5PAtcBfzez3mHHIyIiUtda9Ae9iEgT8izw5apX2QyZRfNrdWEmk+Gcc87hkksuWes4dyf9zbzVjo158gXSmcx6B9scmVmJmf0BeAvIAgPc/ffuvjzk0EQkBO4kczmOueceMiNGkF1cj+tzX3sNBu+Wpu0X7/FY9lCKSBccNx+m3wPfEHxmzDKzs8ysdf1F1uj9DpgCPGRmZWEHIyIiUpeU0BMRaQLKyoengXurHkt/89k6r8vlcpx00kmMGDGCgw46aO1jly4it3zpqtfunrn/2Zc3LOBmxsz2BqYD5wEXAEPcXSsXRVo4d57I5dj3+edZ3L8/6USibudfuhSuuAL2Hppj129f4pXMnmzJVzUNf7gj7JFzPwDoA0wkaNbzqZldY2Zd6ja6xs/d08BxwKbA7fkmRiIiIs2CEnoiIk3HPVVfZFMLyS2vuXmfu3P66afTt29fzj777HVOXj1BuHBxatyCRS27JJyZtTez24HxwPtAT3e/xd0bsGqWiDRm7kzIZOjz6ackDj4YDjqI7IwZGzdnNgv33gvbbUfmqqv4vk120WWP5w49ry2p16oNTQFjgOG4H0O+o6u7z3D304FuwI3AKcD/mVmFma1ZLLUZc/d5wAnAscBZIYcjIiJSZ8xdzQtFRJqKVDIxCdhj5euiTt0p3mrHgmOffvppjj76aAYNGgTAJptswqOPPlpwrGczLJk2DnL/y1O9MPHNnx7989/fCvRy91l19y4av/wqjiMJOiRGCFbmPej60BSRtTBj33icv6bT9BwwgMyoUcSOPRY6dlz3te7wxhtQUQH33Udm4UKiwF3uXOrO/2osmG0CbAKkgfkEXV3XEZcVEyS0LgD6AZMIVu895u4toq6CmV0J/BoY7O5vhR2PiIjIxlJCT0SkCUklE6cBd658bfFiWvfZh43dRZT+Zh7LP1ptB+kX3Q88bvg33y6eRgtL6JnZVgSJvMMJVkX+wt0XhhuViDQVZkSBA80YGYlwVDZL6VZbUdmnD7E+fYh06QLFxcEqvKVL4f33Ydo00jNnYkuXEisq4qPKSkYD97nzQd3GZgbsBfwcGAF8CvwNuNPdF9XlvRobM4sCLwDbEtRAbdbvV0REmj8l9EREmpBUMlEGzAdarTxWusOuxNptvlHzLps9meySb6seuqbtwIPvA2bSQhJ6+Y6QZwDXEhSVP9PdXww3KhFpysxoBewH9DWjZ1ER/XM5tnSnCMhFIiwHPqisZBrBv7evA1Pcqfcv6Ga2HcHq41MBI3iA8Vd3r9MkYmNiZlsCUwn+Ox+pVdciItKUKaEnItLEpJKJe4CTV76OddiS0u36b/B8ueVLWTrz1eqHd2w78OAiWkhCz8x6AHcQbGe+HrjC87WoRESaMzNrR5DUOw/YGniaYDvuuOaY8Mo3OXoZ+KW73xB2PCIiIhtKTTFERJqeu6q+yCz6ily6coMnS38zr/qhV8vKhzfbFRpVmVmRmV0KTANaA7u5+6+VzBORlsLdF7v7jcAOwNFAB+AlYKqZnWJmJaEGWMfc/RXgEuBaMxscdjwiIiIbSgk9EZGmZyJUqavkTmbh5xs0kXuO9II1rr17gyNrQsxsD2AK8FvgYoJk3pRwoxIRCYe7Z9z9UXcfCgwEZgC3Ax+b2eX57arNxbXAf4AHzGyzsIMRERHZENpyKyLSBKWSid8A16w6YBEsGtuAmRzPpKseWAJ0LCsfvtTMetIMt9yaWRnwB+BnBKtQznT3ueFGJSLS+JhZZ+Ac4CygDVAB3OTu00INrA6Y2abA28A7wA/cPRdySCIiIutFK/RERJqm0UB21SvP4ZnKDfiTrj7v/WXlw5c25BtpSGb2Q2AWcAJwCnCgknkiIoW5++fufjHQFTgX2J1gK+7LZnZYvplQk+TuC4AfETQt+W3I4YiIiKy3JvshLCLSkpWVD/8CeK4epm6W223NbEszux94CpgA7Ozuo5tjwXcRkbrm7svc/XagJzAcWAE8AbxnZueaWZtQA9xA7v468EvgSjMbFnY8IiIi60MJPRGRpquuk2+zgdfreM5QWeAU4F1gMHCIu490969CDk1EpMnxwPPufjBBcu8lgnp088zsL2a2dbgRbpCbCZKT/zazjmEHIyIiUltK6ImINF1PAh2r/vn8q2869/jBibN6Hjpq/LLlKzpWP79w8Xeddjz4hM8HHnPGjdXPAYPKyoc3mxVrZrYdQdHzu4AxQE93fzbcqEREmgd3f8fdzyLYjnstMBKYa2YPmdlgM7NwI6yd/ErtU4GlBEm9DSlI27JU2HlURL+nwg4NOxQRkZZMTTFERJoZM9sbGA8c5u5PFTh/E8GWqZ3XtuW0qTbFyP8YuxC4AvgQON3dJ4cblYhI82ZmceAY4AKgHHgTuBF42N3XKNja2JjZAGAScJ27XxJ2PI1Whe0EkemUdixi+VcL8MxOjPQFYYclItISaYWeiEgz4+6vAA8BN5hZcYEhDwE7EWyXalbyP8jeAK4i6GS7q5J5IiL1z93T7l4B7AYMAT4GxgL/Z2a/MbNNQg1wHdx9CnA+cLGZHRx2PI1ShcWweAXte0U4+G0o3rQdFr0t7LBERFoqJfRERNYilUzskEomHk4lEyemkokmsX0o75dAF4IfJ9W9BnxBsJKiWTCzVmb2F4IVIUuAvu5+tbtXhhyaiEiLkq+zN9HdjwG2A+4n6CI7z8z+YWY9wo1wrW4HKoAxZtY17GAaoV+D92NwRYySLWDQ6BiePZoKOy7swEREWiIl9ERECkglEyWpZOIyYAZwFEENtpdSyURj/iGyirt/DPwZuLR6kW93zwGPAEeHEVtdM7P9Cf6ezgB+Cuzj7rPDjUpERNz9I3f/BcEDpl8DBwDvmtmzZnZgY6uzly9DcSbwNfBAfhuxAFRYP4hcQd8/RmifX+Df+SDY/gzHYrdTYZ3CDVBEpOVRQk9E1ouZ7WBmk8zsfTN7M19nraaxp5nZB2Y2x8zuqPrFeG3nqs0x3swqzWyLKse6m1nOzB7Pvx5nZidWOX+JmS03s5Iqx2ab2X61eY+pZOIAggTR5UDVLavDgOmpZOLqVDJRWpu5QnYtsAj4Y4FzDwG7mNkuDRtS3TGzTc3sXwSNL6YR1AT8Zz5hKSIijYS7p9z9bwTlHkYApcDzwEwz+4mZNZrPVHdfQrCCvR/wp5DDaRwqrBiLV7DZ7k6PC1c/1/96o7RzCRa7h4rGlaAVEWnulNATkfX1T+B2d9+RIGH0r0KDzGxbgjpmQ4HtgS0JVlCt9VwNpgMnVXl9KvBWldfjgH2qvB4GTAUG5e/XCdgGmLi2N5ZKJjqlkol/Ay/k4yokDlwMzEolEz9Y23xhc/dlBFtvTzGzgdVOTwS+pAmu0rPA8cC7wIHAUe5+pLt/HnJoIiKyFu6edfcn3X0Y0J+gTMItwKdmdrWZdQ43woC7zwTOBi40syPCjqcRuByL7MgeY2JEoqufibeBwWPjePYg4LRQohMRaaGU0BORWsuvkisnKHINwbbNrmZWKPl1NPCku8/Pb2G5DTi+FucKGQ38OB9DBDiWoMbNSqsSemZWBGwL3MH/knz7AK+7+/JCk6eSiWgqmfgZMBtYsw6MFfynclvgmXx9vS5riT1sDwATgL9W3drk7lma4LZbM+sGPE3w9/8osIu7PxpuVCIisr7cfaq7nwxsDfyd4MHeR2Y2xsx2DTU4wN1HA3cB95hZ97DjCU2F7QH2a3a9MUrZdoXHbDEUelwIFv0rFbZNQ4YnItKSKaEnIuujK/CFu2dgVa2ZT4BuBcZ2I+hwt9JHVcat7VwhnwLzzWx3ghVZSeDbKucnA53zBawHEXQ5HU+wUo/8/75caOJUMlGev/5vQNvq5+Obd6VN32GUdO+LxQs1jOUo4N1UMnFBKpmIreU9hCL/d3QesDtwQrXTDwO9zWynBg9sPZlZ1MzOA94hWD25t7uf5e6LQg5NREQ2Qv7h3mUE3wPOAvoCSTP7r5kdaWbRtc9Qr84l+L7yUNUyHi1GhbUmEq+g4345tj9r7WP7Xg1ttotjsTFUFH4SKiIidUv/2IpIU3E3wVaO0/L/9yr5TqYTCVbi7QOMd/c5QJf8F/B9CFbxrZJKJtqnkolbCJJ/a6wEiLRqS6segyjZuicWixPfpBOtew4hvsXWhWJrA9wAJFPJxKCNepf1wN3fBu4ErjWzNlVOvUpQ+LtRr9Izs94Ef7/XAzcSdLD9b7hRiYhIXXL35e5+N0FCbz9gMcFK8g/N7AIzW+OhWwPE9D1BPb0dCD7nWxj7E5Hirgy6J8q6yuNFS2DPihie25PgQaKIiNQzJfREZH18CnQysxgEtcwInqh/UmDsJwTbaFbapsq4tZ2ryePAQQRf9F8qcH4cwUq8YQSr8wBeJ/givhXBKjxSyYSlkonjCbbXngOs/g01EqW4aw9a7TyIaJv2q52yWJySbjvTauc9iLRqVyjGvsCkVDLxz1Qysck63k9DuwRoDfx25YH8SstHCf4b/Y+ZYTbkNTj8dOA/sB8h/JAysxIzuwqYkj80wN0vrWnrtIiINH0eeNndDyVoovEMcDUwz8xuaujtr+7+PnA6cHa+fmvLUGH7gf+MgbdGaVXLyiKb7Aq9LjUsci0V1qN+AxQRESX0RKTW3P0rguTKyo6yRwHz3P3DAsMfAQ4zs475xN9ZwP21OFfTvZcDFwDn1dDFdBywP7C1u8/OH3sFuBSY6O6VqWRiR4KOqBUEjThWE+vQkda9hlK05TbYWnaLRFu3o9XOgyjutgtE19hlawR1gGankolRqWSiUXR8y//dXQFctOrHkFnsH/DRv6Dv92bvYPYeZp8RdMZ9dRBcfQewP9wMfInZw5jt1hDxmtleBI1NLgAuAvZ09xkNcW8REWkc3P19d/8Z0IWgmdaRBCv2HjOzvarWhq3nOB4kaN5xh1nzT1T9sL8NWPR9/MnslgdCl8MhvaT2f3qcD2U9Ili8ggprdKVIRESaEwvKK4mI1E6+3tq/gE2B74BTViZazOxOgmYXT+Zf/wT4Tf7S8cBZ7p5e17lq9xsP3OTuj1c7fjJwuLsfnn8dI6ir94y7H1cl1tklRUWXfjXxiXj+fkVr3KO4FSXddibWbvP1/u+RS69gxaezySz8oqYh44GflpUPf3e9J69jZlZUAjNGwcJ/wnJgT4KuvesjA5yL+211HyGYWXuC7slnAM8CP3X3j9d+lYiItAT5z/ojCR72DALeJijF8EC+/EZ93ruYoMlUCbB7vpN8s5FPju4J/OLA3hz2/G/Y2GSpAzsx0j/Y+OhERKQQJfREpNlLJROHA4+tccKMoo7dKerUHYtsXM3tzHcLWP7xLHxFwe/3ibLy4Qdv1A3qgtkxlXBXEZTVwWwjyCdu64qZHUHQ6TAGnA/c7/qQEhGRAsxsEMFnxTEE9WBvBW5z96/r8Z7bAlP2hfEvwXsEOxW6EqzO/5zgu0YF7sn6iqGu5ZuOHAH8gqCB1uSo8Zcl97CsZH0f+a1uCSP91ToIUUREaqCEnog0e6lkogj4DNhs5bFIq7aUdu9LpKT1Wq9dvnw5++23H/F4nCVLlnDRRRdx/PGFS+h4LkflF3Oo/GJO9VPHlZUPf2Dj3sVGMruAui3o/TbuA+piIjPrTLCV6QhgNHCRuy+oi7lFRKR5y3e4P4dgZXcrYCzByv6Z9XCz0vfg6Z1g33WMfBQ4Bffv6jyGOpJvknUKwWrHbYAngOuASXqYJiLSNCihJyItQiqZuIHgSysA0bJNabXTwHVe5+5kMhni8TiLFy+mV69efPrppzWOTy+cz/K5U6seWgh0LisfvmLDo99IZtsRrCTYuGWIa9qbjeg2a0GhwtOBvwALgDPd/T91FZyIiLQcZtYaGAX8HFhZM/cmIFFD7d31vUER8AKwdy2vSAL74L50o+9dh8ysE/Az4GygFLgHuNFdW2NFRJoaFSoVkZbibqok9LKpBeRWLCNS3GqtF5kZ8Xiw52TJkiX06dNnrePT38yrfui+UJN5gd+xlmReDmMSg3mNPZhFT2bF+zPHt+X7XDE5IhRZmo7Rr+mVnkpPn0FfpjGcBGUs2XqNycw2Jahr1AZYBkzB/bM1h9lOwB0E9XpuAC73RvajR0REmo78Z8g/zOyfwHCCz/xngPfM7Gbg3o38nDmZWiTzFtGOBMOZTp/yJyOHv/lhCWWZDJu6Ewdy0SjLIxHmrFjBVGAmMBF4w516XWVhZj2BCwkamy0mSHb+oz63KIuISP3SCj0RaTFSycRkYFWX1qJO21G81Q7rvG7x4sUceuihzJo1i2uvvZbTTz+94Lhc5fcsnf5K9cP9y8qHTy00vsGYfQlsUf3wTHoyhpP4d3wUn6Y70XHTSnr1Nnr2jbPjjtC6NUQisGIFzJsHs2bkmDk1zQcfxYmTpgvzXvswt92fgacdO4jgaf+BrN5oIwf8F7gL97EWrHD4FUH34VnAT9z9rfr+TyAiIi2PmfUiWLF3IsFDptuBv7t7zUvtC08UA94Hti10upI4T3IYFZETeYZDyFmUnbqn6dkvTs9eEbbaCoqKIJeDJUvgvfdg+nQy06fj335LPB5nXjrNaGCMO+9t1JteLWwzYBhBfbyD8+/h+uA+/n1d3UdERMKhhJ6ItBipZOJMYFV3VisqoXXvvQm+767b119/TXl5OdOnT6ddu3ZrnF/x+RwqP19tx8qUsvLhu25k2BvPbDHQduXLT+jK7+xP3Ocj2bpzJcePKmLkSOjdu3bTLVgADz8MY+71zMRJFusSn7/ojvTJ7Yfz/Fqv+wLGdYctlsN2wO8JtvhkNvyNiYiIrJuZbQ6cRVBrbzPgYYLPoMm1nGB34PXqhx14ghH8MnYTc7PdGLZXlpGj4hx5JLRvv+5p3eHtt6GiAsaOJf3ll8TMuMedS9z5In/vtgSr2dsRdKifjvvcdbzfOEGzkF8A/QkerF0HPFMn249FRKRRiIQdgIhIA7ofWPVE2iuXk/1u7b0XKisrWfngo3Xr1hQXF1NSUrLGOHcnvWCN7bZ3b2zAdWQuQIYol3MZO0U+4LUuR/PQQzD30yKuuab2yTyATTeFM8+ECRMtNns27HrQZu0PJsHB0ef5mG41XtcJhj0S/JDq7e5/UTJPREQagrt/7e5XAVsDpwI7Aa+b2SQz+5EFK/BWZ7YFZr/GbBoFknkfsD37Rl/hCB5n1yO68uGcCC+Oj3PqqbVL5gW3gAED4Lrr4PPPiY8di225JaOiUebuYa/dlrXow8CXwLPAvwm66M7B7HXMziaoRVtlPmtrZhcCc4AxwAfA7u6+t7s/pWSeiEjzohV6ItKipJKJe4GTVr6ObdKR0u79ahw/Y8YMzjnnHCKRCCtWrOD888/nuOOOW2Nc5rsFfP/+m6teL19RSY9DTnp/4eLvJgCT8n/eC+XLtNmJC+kw5pjoo0yKDuXKq6Ocdx4UF9fdLcaNg3POSPP1R0t4KHME+7DG1mMAHNygD/XRfVBERKQW8ltRhxLU2RsBzAP+Btzp7t9iNgx4ANi80PXPMZzjow+yTY8Sbr09zuDBdRfbsmVw/fVw1RVZDvQXqMgdS1tSNQ0fBxxhwSr88wg6/UaBuwg6/f5f3UUmIiKNjRJ6ItKipJKJfQi+AAcsQpu++2Cxoo2a9/u508ks/HzV67mffv7ffkeeNgkYTFC3r4Sg4+1rBMm9icCb7r5so25ciFkboD2QBr7pyBedy2LLP1y+6VZFTzwbZ8CAOr8jENQF+vGJWZ5+KkdF7jiO4tGaht6Fe+FChCIiIg3IzLoTJMNOA+wYSNwPh0ag4BeD0YziNLubkSONf94RobS0fuKaNAmOPCxN58XvksjszxYU7l0xHb7sC5sC3wB/Bf7p7gvrJyoREWlMlNATkRYllUxECLagdF95rLjbzhRtsWbD1tryTJol08bB6ovvDigrH/4iQL4RRD+C5N6e+T+dgAwwlSC5NwmY5O5r7NutlaDGzvHASIJVBwawjNIFvWOziWzdpf248ZFoly4bNHut5XLws3Ny3HV7lv/mhrA7bxQaNh73YfUbiYiISO2ZWTvg1Enwxz2Ch3BreJlhHGAv8otfRvjTn4Its/Vp7lzYb680Xee/yUvZvYlTuFLFJfDnP8Dv3X1F/UYkIiKNiRJ6ItLipJKJi4GrV76OtGpL6102fL9M5defsOLjd6oe+hjoXlY+vOD22vxWn24Eib3B+T99CeqafsL/tuhOBKavs9ac2UCCAt+rFbBz4DS7m0danUTy7Rg7rLuhb53IZuGQ4Rlmjv+GKZk+hVYVPIv7IQ0TjYiISC2Z7UHw+buGT+nCgNh09jm0LQ8+Eq33ZN5K06fDoIFZzqj8GzdxQU3D9LkqItICqSmGiLREownyXQDkln1Hdtl3GzxZ+pvPqh+6p6ZkHoAHPnb3Cnf/mbsPINgiuz9wJ9CBIOH4FrDYzF42s6vM7GAz67DaZGb9gJdhzW4U93Mc9/gpjP13wyXzAKJRqHggRlHHTTglem+hIU82XDQiIiK11qfQQQdOiD3A5tu04e7RDZfMA+jTB+68J8rN/JynqTFn172mEyIi0nxphZ6ItEipZOI5YPjK19G2mxFrt9l6z+PZLJWff7DaIWDbsvLhH29MfBZ0rtuF1VfxbZ8/PYv8Kr7FcEpb2Kv69Vki7Bz7kEHHbs29Y8N5dvOf/8CBB8JrDGIQk1cengdsh3tlKEGJiIjUxOx04I7qh//D/hzIf3jtNRg0KIS4gCMOy/Lxc7N4K9OXAvnEtwkeDoqISAuihJ6ItEipZOJo4KF6mPrFsvLhB9TDvJjZlsAe5GvxDYCBb0G80NgKjudEu4933zV22qk+olk3d9hjYJpN336JZ3IHA3wPHIb7i+FEJCIishZmPQgemq16EubAXrFJlA4dyAsvx0IL7a23oLwcnuKH/JBnqp++AvfLQwhLRERCpISeiLRIqWSiGPiMoDNcXTq+rHz4/XU8Z0FLzc5qDf8odG5wbDJdD9+VBx6KNkQoNXrqKTjsMHiXHnN68N6xuL8VakAiIiJrY/YgcMzKl9PoQz+mMX487L13eGEBHHxgBn95HInsgVUPp4Ctcf82pLBERCQkqqEnIi1SWfnwFcDYOp52EfB4Hc9Zo9YUbne3jFLezA7g0BHhJvMADjgA4jH3XXjnaiXzRESkCfgdMH/li1fYm3at0wwZEmJEeYceHmMie5Jh1ed7BviJknkiIi1TeOvGRUTCdyt1+2Dj7bLy4cvrcL51mUywG2i1cjpvsBsZjzF0aANGUoOSEti13DKvv25DgH+FHY+IiMhauX+I2Z4EZTkGTLCh7DnEiIb/jIyhQ2FJthXT6cMA3v4U+DHu48KOS0REwqGEnoi0WGXlw98Hzgs7jg3mPgOzJ4ERVQ9PYQBbdKikW7eikAJb3eDBxN9+m5DKiIuIiKwn97mY7QbsPyE+7JEz94i1DjskgJ49obQ455esuPqGZznkV7jnwo5JRETCoy23IiJN2++AhVUPLKENHdrlsAJt8MLQoQMAZSGHISIiUnvuWdyfX8BmK9q3DzuYQCQCbdpa+jl+8JmSeSIiooSeiEhT5v4OsBfw3spDhuPeSLJ5BN1uCbYGi4iINDWN6vMrmk0XXczVZ2D2Y8zahB2PiIiERwk9EZGmzn0W0A84FniijFTm64URGksT86+/BkAFu0VEpMkx47v851jo0mn4NhVlez7sQVCXdlZ+a7CIiLRASuiJiDQH7stxfxD3w3/BdUO/TcV5//2wgwq8+irpFSuYGHYcIiIi66uykgkTJhTuKt/Qpk6FFekou/HGykPdgJeU1BMRaZmU0BMRaWayxKZEIlROmBB2JLBkCUyfTgxoBNGIiIisH3cmvP46lk6HHQlMmACbxBbTg9lVD7cBrgspJBERCZESeiIizYxjPQZG3lr60P3hLyh44olVNfT+G3IoIiIiG2LcihVEn3su3CDc4eH70+ydG0dkzbJ+QzHbK4y4REQkPEroiYg0J2aHAZN/n7m0w/MvxnjzzfBCyeXgiitIm3G/O5+HF4mItP8KOAAAIABJREFUiMiGceeDWIznrriCTJi1aceNg0lvxLkwV+NivN0bMh4REQmfEnoiIs2FWVfgQaDkYJ5j19hUrvh9NrTmGA89BB98QCyX4+pwIhAREdl4mQyXT5lCLJEI5/7ucOXvMwyL/pchNZekbTzt7UVEpEEooSci0nz8GiiG4Fv9HzO/4plElDvuaPhAPv4YzjyTTDTKWHfeafgIRERE6oY7b8RiPHnyyWTmz2/4+19/Pbw6KcLV2d/UOOZdeK8BQxIRkUbAPMy14yIiUjfMDFgKlFY9fAlX8ZfYb/nvhCi7N9BmnO+/hz32IPPOO8xJpyl3Z0nD3FlERKR+mNEhHmfqwIF0Hj+eWDzeMPd9+WU4YP8c1/hv+BV/KTjmdcjtAWngSeBe4Hl3bwRtPEREpD5phZ6ISPPQimrJPIAruIxhuZcZcUiaadPqP4hly+CYY8jOnMmKdJpDlcwTEZHmwJ1v02kOff11sieeSK6ysv7vOXkyHHNEmiN4nF/WkMwDlreDHwDnAB2Bp4B5ZnajmfW34IGfiIg0Q0roiYg0D8uA76sfjJLjgdzR7LzoNfYanOHpp+svgM8+g332IfP88yzLZjnInQ/q724iIiINy53puRw/fOQRVuy/P9mvv66/ez34IOy7d4ZBS15itJ9UU4G8+cBBO7s/7+53uftewHbA34FDgSnAdDP7hZl1qr9oRUQkDEroiYg0B0H9hHsKnWrHdySyB3Dk92M59FA4+6wcdfkjJJuFu+6C3r3JTJ3KJ5kMu7vXXLVbRESkqXLnxWyWwa+/zhe9epG5776gq3td+fxzOHlUjmOPhT1XjEs+nDvib61ZVrVynwMTCVbk9cT9v6vH53Pd/UpgB2AIMAm4hGDV3nNmdryZtaq7iEVEJCyqoSci0kx8Zbb1JjAnBtFC5x0Yw0n8OnY9y4o7cMllMc46C8rKNux+uRy8+CJceCGZd94hAtzmzu/cWbzh70JERKTxM2NTM/7szim77kr2uuuI7b03bOgG18WL4eab4do/Ztgs+xXXZc7nGB6eC+wE5IAOQAmwGPf1KmdhZqUEK/ZGAcMJVvU/SFBvb4K712FKUkREGooSeiIizYCZbQ+MPgx2exiIQ6ymsUtozZ/5FddGfpe1eIwRh+aiI0+MsP/+0Lr12u+TzcL06XD//TDmXs98Md9isRgvZDJcoG62IiLS0pjRLx7n5nSavbp2JT1qFPFjj4WePSGyjr1QqRQ8/zxUjMnyzLNQ5Cv4bfZqLuBGSlm+clgf3GfUXbzWETieILnXD/iIILE3xt0/rKv7iIhI/VNCT0SkCTOzCHA28GfgA2CUgwHXA8MoXFphNnC14Qng6KGxSf94NTPYzJxtt6qkZ98YO/aI0rp18GNkxQr49BNn1tRK3v0gxvLKKFvHP2Or9EePT2LPy9yZ3lDvV0REpLExw4D+wMh4nJPSabYoLia7005k+/WjqEsXKC4OHoqlUvDeO1lmTc/w8RfFRCzHsMgrjMyO4Ugepf2ai9x3x/2N+onb+hAk9k4gaKgxCRgNPOjui+rjniIiUneU0BMRaaLMrCtwN7AvcA1wpbtXVhnQGTga6E6wYu8r4Cnc364yJgKk57FV5A12YxY9mUlv5hT14HtakSVCMSvomP2MXtlp9GImfZjOAKZgcBLuYxvuHYuIiDRuZkSAcqAP0DMep288mt2qS+7THWJkrJRl7FA5i17MpBcz2Z3JdOTLmqbLAF1wr3FA3cRsMeAAguTe4QQPBp8kSO694O7p+ry/iIhsGCX0RESaGDMzgi/dfyXocDfK3SdvxITvATtuwJUDcU9u8H1FRERaCrO/Aueu51X/wv2U+ginJmbWDjiG4HvGUIKHgRUE23Knun48iog0GkroiYg0IWa2JXA7cBhwE3Cxuy/byElPB+5Yz6vG4z5so+4rIiLSUphtBcwE2tfyiqVAf9w/qL+g1s7MugMnEST3ugMzCBJ797n7F2HFJSIiASX0RESaCDM7GrgNWAKc7O7j62jiODAV2KWWV6SBfXGfUCf3FxERaQnMBhBsZd1qHSO/Ao7AfVL9B7Vu+Z0Bg4EfAz8CyoAXCJJ7j7v79yGGJyLSYq2j95KIiITNzDYxs/uAh4DHgD51lswDCGrj7AvUpuj2YoIfGUrmiYiIrA/3KQSdZf8AzK1++mNgAdwC9GssyTwAD0x09zOATgRdcnPAGGC+md1pZnvlG3WJiEgD0Qo9EZGGVGHtgQwjfUlthpvZwcCdBA9gTnf3Z+ottmCl3mkE3e72JCiKvdInwP3Arbh/XG8xiIiItBRm/YEugM2FBdvDkw5/dfcrwg6tNsysI0Fy78dAX+D/CJJ8Y9z9wzBjExFpCZTQExFpKBXWGYvNBvsKT/dmZM1bVMysDLge+Anwb+Bcd1/QUKFi1uV+2PcOGD0CjjoPHkMfGCIiIvXGzP5I8GCtm7uvCDue9WFmfQnq7Z0IbAlMJNiS+6C7LwozNhGR5koJPRGRhlBhhsWep7TjMFZ8a2SX3sJI/3mhoWa2N/Avgho1Z7v7Qw0ZapU4ehIU8O7l7rPCiEFERKSlMLMuBKvcTnf30WHHsyHMLAYcQLBq7/D84ScIknsveFDmQ0RE6oDqHIiINIzT8ewBDP53jIG3RIHzqbDVusSaWamZ3QCM43+JtFCSeSIiItKw3H0eQb3cn+cbUTQ57p5x9+fc/TigI/AzoDPwNDDPzG4ws36hBiki0kwooSciUt8qbFssejM7/wK2GALb/hi2+mEWi4+hwtoCmNlAYApwOsF2m8PcfX6YYYuIiEiDu4mgccZeYQeysdx9kbvf6e5Dge2BW4ERwNtmNs3MLjKzTuFGKSLSdCmhJyJSnyosgsXH0Gb7OH2uDI6ZwW53Rom12jKTs5vN7CrgNeBzoLe73+OqhyAiItLiuPsbBN8JCpblaKrcfU6+2cf2wFBgMvB7glV7z5nZcWZWGmqQIiJNjBJ6IiL163zIDWbPihjRkv8dLd0Sdr8zFov4yT/szy8Jvrgf4OogKyIi0tLdBIwws+5hB1LXPDDB3c8g2JI7EsgBY4H5ZnanmQ1tqluORUQakppiiIjUlwrbGSLT6H1ZnN6/LzgkN+F4ch8//G3MMjswsgG72NaCmmKIiIg0vHxjibnAI+5+QdjxNAQzW5ncGwX0JWgOci8wxt3nhBmbiEhjpRV6IiL1ocLiWLyCDn2Nnr+tcVhkt1uJlWxShkX/0YDRiYiISCPl7hngFuA0s6DWbnPn7vPd/QZ370dQQ/Ax4CzgQzObYGZnmFn7cKMUEWlclNATEakfvwH6MPi+GJF4zaOKOsAeo2N49hgq7NgGi05EREQaszuBKHBK2IE0NHef5u4XAV2AQ4B5wF8JtuQ+YGY/yK9iFBFp0ZTQExGpaxU2AOwy+v0pQrud1z2+83DY7ieOxW6nQt3eREREWjp3XwiMBs4zs2jY8YTB3TPu/qy7H0dQb+9coDPwDEEzjRvMrG+oQYqIhEgJPRGRulRhJVi8gs0HOz3Wo0HdgOuN0k6lWOwuKlQIWkRERLgZ6A78MOxAwubui9z9DncfStAp9zbgcGCqmU0zs4vM9FBURFoWNcUQEalLFXYtRH7F0Eegzbbrd+1Xr8Jb5wKcxki/uz7CWx9qiiEiIhIuM3sGaOXuw8KOpbHJd8LdE/gx8COgDfA8QTONJ9z9+xDDExGpd6o9ICJSl6Kle5L9Hl49YsPniBTvAYSe0BMREZHQ3QS8YGb93H1q2ME0Jh6sTJkATDCz84DDCJJ79wFLzOxBguTeBNcqFhFphrRCT0SkLlXYJsDmGznLZ4z0JXURzsbQCj0REZFw5VehzQTecPcW1yBjQ5hZR2AkQXKvD/B/BIm9Me4+J8zYRETqkhJ6IiJSkBJ6IiIi4TOznwC3AN3c/cuw42lK8k0zRgEnAFsCEwmajTzk7ovCjE1EZGOpKYaIiIiIiEjjNRZIAWeFHUhT4+7T3P0ioAtwCDAP+Bsw38weMLMfmJnKUIlIk6SEnoiIiIiISCOVb+7wT+CnZlYSdjxNkbtn3P1Zdz8O6AicC3QGngHmmdn1+dV8IiJNhrbciohIQdpyKyIi0jiY2VbAR8BP3P1f4UbTfJjZdsBJBNtytwWmE2zJrXD3+WHGVhMzIkBroAjIAd+7szzcqKSumGEEf7/FgAPL3VkWblQNL5VMtAMuBV4tKx/+RNjxNFZK6ImISEFK6ImIiDQeZnYf0BPor66tdSvffGQIQWLvR0Ab4HmC5N6T+VWSIcXGdsAIoE9xMQMyGXbMZimuOqaoiC+zWaZms8wgqBP4nDsrwohX1o8ZnYDDgf5FRfTL5dglk6F11THxOAuBGek004E3gCfd+S6EcOtdKpkw4FjgRoLVtABPAeeWlQ//OLTAGikl9EREpCAl9ERERBoPM9sNmAwMc/fxIYfTbJlZKUECbRRwELAEeJAguTexIZKpZrQHflxUxKjKSga0a0dm112hTx9iPXtC585QXAy5HKRS8N57MHMmPnUq6XffpSgaZWk2ywPu/MudV+s7Xlk/ZpQAI2MxTspm2bukhFz//uT69iXeqxdsvTWUlIA7LF0KH34Is2bB1KlUTp9O3J008FQux73A0+7kQn5LdSKVTOwA3ArsX+D0MuBK4Iay8uHpBg2sEVNCT0REClJCT0REpHExs4nA1+5+eNixtARm1gkYCfwY6A3MBcYA97r73Lq/H3HgjFiMPxQV0eaoo4iccAK2334Qq2Xrjnnz4IEHYPRo0jNmEI/FSGQyXOjOu3Udr6yf/HbaY+Jxrnen8yGHwIknEjnkECgtrd0cCxbAI4/A2LFkJkwgFosxJZ3mPHcm1mvw9SiVTJQAvwF+S7CVfG1mAWeXlQ9Xohol9EREpAZK6ImIiDQuZnYM8ACwg7vPCTuelsTM+hGs2jsB2AKYANwLPOjui9djop2BnQgSFwuBCbgvN2P3eJyxuRzdzz+fyCWXQIcOGxfziy/CeeeRmT2biDs3A7/VVtxwmLFdPM596TS7n3ACuWuuIdK168bN+fbbcP75ZF59lVg0yoPZLGe6s6huIm4YqWTiQODvwPbreem/gF+VlQ//us6DakLU5VZERERERKRpeAyYR9ClVRqQu0919wuBrYBDgM+BvwHzzex+M/uBmRVeR2dWjNkvMZsGvEPw9/gA8B/gyyvssomRiE/cay+2nT2byPXXb3wyD2D//WHGDGK33UakpITz4nFeNWOLjZ9Z1ocZB8RiTN1xR3Z94w0YO3bjk3kA/fvDK68Qe/xx2GQTjozHmWpGj42fuf6lkolOqWTi3wS1KtdI5kXLNqFVzyEUb90LovFCU5wMzE4lE6enkomCeS0z28HMJpnZ+2b2Zn6xQkFmdpqZfWBmc8zsDjOL1+ZctTnGm1mlmW1R5Vh3M8uZ2eP51+PM7MQq5y8xs+VVO5ib2Wwz26+mWKtSQk9ERERERKQJcPcMQRLpVDNrG3Y8LZG7Z9z9WXc/lqBo//lAF+AZYJ6ZXW9mfVddEGzbfQ34M9Cn+nx/4tdtL+eKwb/6lUWff57o9uu7TmkdolE44wx46y2inTrRPx5nshnd6vYuUhMzjjXjuaOOotUbbxAbOLDO52fECJg2jVjfvmwVizHZjPK6vUvdSSUT0VQycS4wGziu+nmLFVGybR9KdxxItLQNRZt3oXWvocQ23arQdJsAdwCvppKJ3gXO/xO43d13BK4lWNW3BjPbFrgKGEqQXNwSOGNd52ownaBz9kqnAm9VeT0O2KfK62HAVGBQ/n6dgG2gdluoldATERERERFpOu4EogQ/FCVE7r7I3W939yHADgQJhCOBqWY2tdTsF2kYD/QvdP2DHMNv+RM33wzXXBMk3+rLLrvA5MnEunenSzzO02bUsmqbbCgzdotEGHvOOUQrKoi0alV/9+rUCcaPJ7bXXrSOx3nWbFWH2EYjlUyUEzT2+SuwxgOJ+ObdaN1rKPFNOxM0ng5E4kWUbtub0p12I1LSptDUg4G3U8nEdalkog1AfpVcOTA2P+YRoKuZFUqZH03QzXp+vunNbcDxtThXyGiCmpuYWYSgY29FlfOrEnpmVgRsS5CU3Cd/fh/gdXdfvpZ7rKKEnoiIiIiISBPh7t8SrDQ5z8zqMQUk68PdP3T3y4DtgL2AN0fClXHYsdD4mfTk1OhozvlpjvPOa5gYO3aEZ54hVlzMzpEI/8w3aZB6YMYW8ThP7LcfdtNNEGmAzEvr1vDww0Q7d6Z97P/Zu+/wKMusj+PfMyV0BBWkqIAoUUCQpoI0dVUUexd7WXtde+9tVfS1d1HX2EHBKLurIguCKChSpNhQERCwIAgkU877x5NoSCYFSGZSfp/rmgtz3085QySZOXPf50QYWdBkJeNWTh3bbOXUsQ8CHwO9is+HGjal4Q59qd+uMxYpPeRIk01p2LkfWW07pfoLDQMXA3NWTh17SDgc2gpYXLCqmYJk3PeQcnXq1sB3Rb5eUOS4suZS+YFgG/4uwN7AVODXIvNTgDZmthXBqryPCZL+uxfM7w68X8b116GEnoiIiIiISM1yP8HKjgMyHYisy92T7j7B3f/+OHyV6pgEIY6JvEb3XhGG35vet+QdO8LLLxNx53jgyLTevA6JRHhiiy3Y7KWXCFflysvimjeH0aOJhsPsTNA1NmNWTh1rK6eOHUawvfYcKJZADoWpt9UONNyhL+FGm1TomhYKUa/1NjTq0p/wJi1SHbIlMHLU/bfeF42UkR2sWk8DpxY8ni464e75BNtpBxc8PihocLRlQR29wQSr+CpECT0REREREZEaxN3nAW8DF2Y6FildGLZJNf46hzE7kc0Tz0TJykp3VLDffnD0UZ5sHF1751qrPxizvhQp5C8byGx7zAbeYDecGI9z4MMPE9100/SH0a0bXHkl4cbhNdf9bJtNx2wqZq9jdjRmVbjxt4TdgBcI6s6tI9K8FY26DiBri3brbK+tqFC9hjTcrhf1O/bAsuqXmO+ybfv+0WikXWGjGgtusjXBKr3ivgfaFfm6fZHjyporzRvAPkB34L0U8+MIVuLtTrA6D+Aj4AiCpjtTyrn+n5TQExERERERqXnuBQaZWcr6bFItrC4+kMS4JXIjhx+apHPnTIQUuOZaC/0Rr9fuLfYfB0wCFmH2X8xOJKj9JRVhtgVmN2A2D5gDjJ8V6jZipy4x9t8/c2Gdfz5YvWj4Uc7sTrDN9VDgReAnzNLVJXsywRbUP1lWfRps15sGHXcilCIRV9Ty5ctp3rw5I0aMKPWYaPMtaNSlP9EtOqwz3mLTZrTctNkCoLCj7GHAQndPtWr2deBAM2tVkPg7E3ipAnMpFdS/uwg4392TKQ4ZB/wNaOfucwvGxgPXAh8WrOKrEP1DFRERERERqXneA2YTdFmV6umt4gMfsSsz4ztwxVWZLX/YuTMctH+Sx8LnFA6FCZIMI4B3MWuWqdhqDLP+BF1Nr6egVuIyNuf15KFcfk2UDVh4VmmaN4ezzo3waPQ8fN2pxsD9mP1fVcfQpPeQBMU6y1q0HpFNNq/Q+TfeeCMDBgwo9zgLR4g2L7EIMNGzc6cTgDPMbD5wBXDyn+eYPWlmBwK4+zcE38MPCbbJLyNocFPmXFncfaS7jy1l+hOgOUH9vELjCRrrVLh+HiihJyIiIiIiUuMUFHm/DzjGzKpdR0sB4FYgUXRgAgPYYtN8elSDdZX77h9mEn2JESk+tTvwH63UK4NZN+DfwDpblSfSHzNnn30yE1ZR++4LC2Ot+D51D4fzMdszDWE8U/SL5B8rSKxZVe5JX3zxBatWraJnz54Vukns5x+LD+W+/p/xH7p7X3fv5O693X1m4aS7n+buo4t8/YS7dyx4nOrusYrMFeXug939jRTjI9z94CJfx929ibsfXWRsnrubu99RoSdcQP9ARUREREREaqYXgJUE28CkugmK3V9SdGhiaCADBkcyunqrUP/+sDpRn+nslGq6D3B4mkOqSW4AStSjm0h/unbKp3nz9AdU3M47QyScZCL9Szvk2vW9ppmFzayRmW1mZm3NrKOZdTGzXma2m5ntaWZDzewwMzu2aZ9991jw45L5Ra8RW76w3PtcffXV3HjjjRWKyRMJYr8sLj78dKpja5sSqXgRERERERGp/tx9jZk9CpxlZncU1G6S6sT9PswWAo8Cm82I9OSsPtVjXc3220PDenFm5HWjD1NTHXIZ8Eqaw6r+zLYDDk41NSPcg15966U5oNQaNoQunWLMmNONY8lJdcig1mYvLQm2W9ev4GN9ckgxYO2dT77gj1x/8Z+D8Z8X4W07YaHU/w7Gjh1Lp06d2HrrlCsLS4j/tgQS8aJDPxE0Dar1lNATERERERGpuR4GLgeOpli9Kqkm3F/DbDQw5Dff5LWmTYlmOiSAUAiaNEqyKq9xyvkEdI6YdUlzWNXe2zBoX0i5xvKPUFOaNk13RKXbpJmxitTfX4CGsCmwAvgVWFuJjzx3TwCsnDq2AbAY2ATA4/nEVyxLVfcOgGnTpjFlyhSGDBnCV199RYMGDejQoQODBg1KeXxseYntts816T0k5bbY2kYJPRERERERkRrK3ReZ2cvAhWb2bEFtPalugs6Vo9dksSqZpBpsyAwkEhAhnnJuBTQAZqU3ourvXmDfUubCxEmm6muaIfFY6d9fYOXXsD/r0VV1QzTpPWTNyqljc4CzCsdiyxeWmtC7+uqrufrqqwG44YYbaN++fanJvOTa1SRW/lJ8+JlUx9ZGSuiJiIiIiIjUbPcRdE4cBHyQ2VCkLKEQvy5eXD0SemvXwm+rIjTn15TzCRhLsRqAAmFokoD/hKFJ8blN48tYsihJdWlXsGSJl/r9BR6q6mReEU9TJKGXWLGMZP5aQln1yzzphhtuKHM+9nOJenyTm/QeMmfDQqx5lNATERERERGpwdx9qpl9CFyEEnrVl1mj7Zjx48TxO3SASMbbYnz8McQTIfoyOdW0t4DL3H12uuOqEczuB64uPryrT+KB/+2De1bGG58sWQLfLKzHrnyUavoX4J40hjMNmAnsWDgQ+3kR9Vpvs8EXdPdU223rRDOMQtUjbSwiIiIiIiIb4z7gADPbNtOBSApmA4D5F3LfgI8/MctP17qoMkycCG2iS2nPglTTd+I+M80h1SR3A58VH+zPRBYvz+LbbzMQUTETJ0LIkvRjUvGpH4DdcV+erlia9B7iwFNFx2LLF7IxFQISvy/HY3lFh1YDL2/wBWsgJfRERERERERqvjcI3qifl+lApBizPYH/Am324H3y8o033shsSMkkvPhcPnvF3yne3SEPOA/3KzMSWE3h/huwO/B60eE+fELT8CpyUjaVTa+c5xPsHP6UpqwsHPoOuBPYCfcZGQjpBYLOtwB43moSq37b4IulWJ33SpPeQ1amOra2MtVMFRGRVCzoajYL6KrtFiIiItWfmV0CXA9s6e4rMh2PAGYhgtdTOxQOHRl6lbmdDmT67CxCGVpiM2oUHHoofEqPX3owfQ0wH3gJeA33El0GpAzBa+ZhwIFAy8u4s+GTTf/R6LuFEWtSospeesycCd26wTk8OPxBzptCkMz7eKOWxFWClVPHvgocXvh1eJMWRDdru/4X8iRrF8yEdZ/OwCa9h0zY6CBrECX0REQkJSX0REREahYza06wSu9ad7830/EIYHYE8ErRoRnsSHdm8MorcMQR6Q8pHocePYjPmUNuPM7B6Y+gdjNjs3CYH268kQZXl6iylx6HHUZyzBjmx2J0cafa9N1dOXXsEOCdKrj0l0B2wdbeOkNbbkVERERERGoBd/8VGAGcb2bhDIcjgQHFB7oxkxPsec48LcaCBekP6Mor4YsvSCYSXJP+u9d+7vycSHDL9deTnFSifF3Ve+IJGDmSUCzGxdUpmVfgv0CJvbKV4Om6lswDJfRERERERERqk/uB9gTb/yTzUr7nftjPpO3qLzn0gBhr1qQvmFdegbvvhmSSv7szK313rnPuMOPfBx9MfMmS9N3044/h7LNJAre583b67lwxTXoPSRB86FCZksBzlXzNGiGS6QBERERERESkcrj7fDPLBS4ERmU6HiFl84FGrGZk/EB6z/mMg/c3Xn8zQuPGVRvImDFw/PEkzXg0maybCZB0cSdpxrG//cZne+xB23ffJdKmTdXec9o0GDKEODAeuK5q77ZRnga2r8TrzW3Se8iiSrxejaEaeiIikpJq6ImIiNRMZvY3gq1tvdz900zHU5e9ZdZgd/ixETRPNf8Jvdkv8h/admrMqLeidOhQ+TG4w733wiWX4MAz7pzhTrzy7yTFmdE+GuW9zTZj69GjifTpUzX3ee01OP54EvE44+NxDnanTnV7rau05VZERERERKR2eY/gQ7kLMh1IXWWBfQ6AyWdBs9KO68NUPor3Jjn/S3rsGGP4cMjLq7w4Zs6Ev/2NxCWX4O5c5c5pSualjzsLYjF2Xr6cCf36kbziClhRif2nv/8ejj2W5BFHQF4eT8Tj7KtkXt2hhJ6IiIiIiEgt4sE2rPuAY8ysVabjqWvMrCfBCsmxwA/Pw47ASUDKankd+YbJ8T6c88c/ueLSRDI722MvvbRxib2vv4bTT8e7d8cnTGC2OwPducMdbdFLM3d+jsfZKx7n4nvuYWWHDsQfegh+/33Dr7l4MVxzDWy3HclXX+VH4PBkkrPcya+0wKXa05ZbERFJSVtuRUREai4zawB8Dzzs7tdnOp66wMw6ALcCxwAfA5e5+/giB3QETi6Y36bIqcuAV4ERhi8Nh7kzkeDIxo1JHHEE4aOPxnbeGZqVus4PEokgiffOO/Dcc8Q+/ZRoNMpPsRiXA89Xw26ndZIZmwLXmXFONErowANh2DBCu+0GLVuWfp57sBrvvffgX/8i/sEHhEMh/kgkuBF4wJ1KXNcpNYUSeiIikpISeiIiIjXgxf2aAAAgAElEQVSbmd0MnAFs7e5rMx1PbWVmmwHXAOcA3wFXAa95WW+2zbYCmhCs2vsB9/i602wFHJWVxYn5+XQFaNmS/G7dCG+5JeF69YIk3qpVMGsW+fPnE8nPJxQOsyaZ5DV3XgDe0/ba6smMzYDDolFOiMXYDaBZM2I77ohtsw2RevWCJN6aNTBnDrE5cwitXk04FCJuxtuJBP8C3nJPvepT6gYl9EREJCUl9ERERGo2M2sDLADOcPdnMhxOrWNmDQnqFF4B5AE3AY+7e6VuezRja4Jtu12ArpEIrUIhGrgTTyRYmUwyH5hd8JipJE/NYkZLoDvB97dLJEK7UIj67iSTSVYnEnzNX9/fz93ZiM26UpsooSciIikpoSciIlLzmdnzQDdgpzJXjEmFmVkYOJEggdccuAe4292VaBGRtFFTDBERERERkdrrPoKE3uAMx1HjFXSuHQp8DjwOvAVs6+7XKZknIummhJ6IiIiIiEgt5e7TgInAhZmOpSYzs52BcQRJvC8JdjCc6e6LMxuZiNRVSuiJiIiIiIjUbvcBB5jZtpkOpKYxs23N7BVgChAF+rv7Ie4+N8OhiUgdp4SeiIiIiIhI7fYm8D1wXqYDqSnMrKWZPQDMIdiyfAhBMu/DzEYmIhJQQk9ERERERKQWc/c48ABwipltkul4qjMza2Rm1wJfA4cD5xJsr31DTUVEpDpRQk9ERERERKT2ewow4JRMB1IdmVnEzE4HvgIuA/4JbOfujxUkREVEqhUl9ERERERERGo5d/8NeAY438zCmY6nuijoXHswMBN4CHgd6OjuN7v7qsxGJyJSOiX0RERERERE6ob7gfbAQRmOo1ows37ABGAUMAvo7O7nuvvSzEYmIlI+JfRERERERETqAHf/EngLuDDTsWSSmWWb2UjgQyAB7OruRxT8/YiI1AhK6ImIiIiIiNQd9wEDzKxXpgNJNzNrZWaPALOBbOBAYLC7T8lsZCIi608JPRERERERkbrjfYJ6cRdkOpB0MbMmZnYjQcOLA4EzgO7uPkada0WkplJCT0REREREpI4oSGDdBxxtZq0zHU9VMrOomZ1NkMi7ELiVoHPtU+pcKyI1nRJ6IiIiIiIidUsOsAI4K9OBVIWCzrWHE2ytvQ94kaBz7e3uvjqz0YmIVA4l9EREREREROoQd18LPAKcZWb1Mx1PZTKzgcBk4FVgKrC9u1/o7sszG5mISOVSQk9ERERERKTueQTYBBiW6UAqg5l1NrPRwHjgD6C3uw9z928yHJqISJVQQk9ERERERKSOcffFwEvAhWZmmY5nQ5lZWzN7kqDRRztgX+Bv7j4ts5GJiFQtJfRERGRdZm0xu/AHuPoR4Cs4D7O+mQ5LREREKt3/ATsCu2c6kPVlZpuY2W3Al8DewClAT3cfq861IlIXmH7WiYgIAGY7EhSOHkzqD3y+BW7H/Yl0hiUiIiJVp5nZxFOh4T1BvbnGwGpgGvAK7j9nNrqSzCyLoJnHtUAYuA140N3XZDQwEZE0U0JPRETAbD/gNaBBBY5+AjgT92TVBiUiIiJVxqwxMDwOJ0YgK8URcWA0cA7uS9IbXElmFgKOJEjgtQUeAG5z918yGpiISIYooSciUteZtQK+oWLJvELn4v5QFUUkIiIiVclsC+BdoGsFjl4E7In73KoNqnRmtgfwT6An8C/gWnf/LlPxiIhUB6qhJyIil7J+yTyAywm2vIiIiEjN8wQVS+YBtAFeJQONM8ysm5m9A7wH/ExQI+8EJfNERLRCT0REzH4FmhV+GSPCQrZkNQ1JEqIeebRiCU1ZWfzMobi/ndZYRUREZOOY9QA+rcihv9OEJbQij3p8Qp+LTuXpN4GF7sSqNkTbGrgJOAGYDlzm7u9W5T1FRGqaSKYDEBGRDDILLaZVs1c4ksn0ZXZWD+bFtiHm0RKHbpW1hC7xGXRPfsqhjKQX0zYPZyBkERER2SjHpxp04BP6MJJD+TzUk9nhbvwQa1X0kHuBe82I16/PN/n5fObOR8Ar7iyqjMDMrDlwJXA+sBg4DnjJVbdXRKQErdATEamDzIgAw6JRTk7Ek4MbNUgycKDRtXuYLl2gUydo1AhCIcjLg4ULYfZsmDXT+WhCjK9/yGKT6OplK2INHwMecifjxbJFRESkAsyeAU4q/HIJW/AwZ5MTPZGvY+3YZqt8+g6I0qWr0bUrbLkl1KsHyST88Qd8+WXwmuDzz0mOH4+vXk0oGuV/sRjPAC+4Ey+4zw7AoQQNLAAWAq/jPq9kSFYfOAe4miC3eAvwsLvnVeHfhIhIjaaEnohIHWPGPtEo/5dM0mn//fHjjiM0dCg0qGAVPXeYNg1efBGefZbYb78RTyS4FRjuzpoqDV5EREQ2jtkdwOVrqM+9XMTt4Wto2DTKsSdFGTYMevWCilbLW7MG3n4b/vUvkmPGYKEQX/499tBzD3HuEUD3Uk77FLgc93cLOtceS5DAawncB9zp7r9t9PMUEanllNATEakjzNg8EuG5eJx9DziAxN13E+7UaeOuuXo13HMP3HoriWSSpbEYx7ozrnIiFhERkUpn1nEcg+efFHkhtDzcksuvinDxxcHK/I0xfz5cenHSR78VsqGhd3gmeQItWF7a4cn/wCP7wG4Eib8RwHXuvnDjohARqTuU0BMRqQPM6BqNMrZFC1o+/zzRPfao3OsvWgRnn01y9Ghw5wJ3HqzcO4iIiEhlMOOcsCUfPGB/56FHw7RpU7nXHzcOTjo2BsuW8lZ8CDsyq9Rjh8Kkt+EMdy/9IBERSSmU6QBERKRqmbFzJMLk3r3ZYvr0yk/mAbRpA6NGEbrpJkLAA2bcUPl3ERERkY1hxvXAg9ffGGLkm5WfzAPYfXeYNiNKuz4tGRCexBR2LvXYXPhdyTwRkQ2jFXoiIrWYGa0iEWYMHsymo0cTrmidvI3x+ONwxhkADHPnxaq/o4iIiJTHjKOBFx95BM48s+rvt2YNHHJgnBkf/MKn8W604qfSDm2Le6V0yRURqUuU0BMRqaXMiEYifNCmDTtPn06kefP03fv88/GHHyY/kaCPOzPTd2cREREpzoyu4TBTzzyTrAcfpIItLzbeb79B7+4xWv84lfcTA4kWNMAtphvueq0gIrKetOVWRKT2uigUYpcxY9KbzAO45x5s550JR6O8ZKbfNSIiIpliRiga5aXevQkPH56+ZB5As2Yw6q0on0b6cA8Xl3ZYqZ0zRESkdHqTJSJSC5nRKBLhyosuItytW/rvH43CY48RicXofDYP3Y7Z0ZjthVn99EcjIiJSx5jVL/i9e/S5PHB7LEaXxx4jkpWV/lB23BEu+EeEeyKXs4oSrXRzcV+c/qhERGo+bbkVEamFzLi4Xj3++f33hFq2zFwchxyY4Lt3ZjMt3r1wScBKYBRwL+7TMxeZiIhILWTWHfgHcDDQ1IHekelsNaQLb4yJZCysZcug/VZxbsy7gku4p+jUrrhPyVRcIiI1mVboiYjUFmYhzPbE7PxWWT9fceqpmU3mAVx2ZZjP4t2YwZ/LBJsAJwBTMDs5c5GJiIjUMmYnAlMIfs82BZjJjnwa785lV2YumQfQogWc8vcIz0RPLxxKAGcqmScisuGU0BMRqenMmmB2N7AQePcXmv/fkvzNNt9770wHBjvvDE0bxpnAgOJTWcBTmO2fgbBERERqF7P9gGeAekWHJ9KfJg3j7LJLZsIqau+94YtYJ5awxSfAnrg/lumYRERqMiX0RERqMrP2wDTgYqA1wCT6AbDbbpkK6i/hMPTbDSZaiYQegAE3pTkkERGR2uhmKNnwYiID6Nc3+H2caf2Clye0ZsnNuI/PbDQiIjWfEnoiIjWVWRgYC2xXdPgLOrNlyzw23zwzYRXXo3eEL6LdS53GbPd0xiMiIlKrmA0Ceqaa+iKrOzv1zux220KbbQZt2pAPdMl0LCIitUH1+OkuIiIb4lggu/jgahrSpHH1aXjUqFEQU2k+hv67mC1NY0giIiK1xmTov2spc3/QiMaN0xpOmRo2xKGMFwUiIlJhSuiJiNRc56QajBIjFiux6yZj4nGIEi91/t5g26223oqIiGyAe4GXS5mLEide+q/gtCuIJZbhMEREagUl9EREahAzixLUymu7Cjo2SnFMC5axeFmYeBwi1eCn/MKF0CL5U8q5JKwB9gZ+TWtQIiIitYRDswT8NwwNis+1TC5m4cKOmQirhEQCli4lAmhVvohIJagGb/VERMTMDNgEaFvOoyUFRa+/AzqnuFY/JvHH2giffw69eqUh+HJMfD+Pg+Kpa1+H4JEX3Se+mOaYREREahWzhwkaZK2jX/x/jHy/D8Wa32bEjBmwejVhYFKmYxERqQ2U0BMRqWJmFgFaUXqSbsuCP4vWlMkDfizyeL/Y1z92hJOB64vfrzNf0CyykgkTmmQ8obd8Ocz9ph53MTHV9FTgljSHJCIiUhvdAgwCehcd7M9Ebv/2KpYuhZYtMxNYoYkTIRLhj3ic2ZmNRESkdjD36lM4XUSkpjGzJpSeoCt8bMG6XcWXUyw5l+Lxi5f3A9psE4KFepsUnzo69DLzdjiET2dGsQyW07vnHrju8rUsSmzBJvxeOJwE/gWcg/uqzEUnIiJSi5hdBAwvOrSCprQNL+GGOxpwySUZigtwh512Ij57Nm/G4xyeuUhERGoPJfRERFIwszDB9tZUCbqijyZFTssHFlF2om6Ru6+txED3BUYC9YsOf8ZO9OQzRo+GAw6otLutlzVroP1WcT/456d+eowzfwJ+BnKBl3BflJmoREREaimzUcDBxYcv406e3fQivv0hSsMM9ZfNzYX99weglzufZiYKEZHaRQk9EalzzKwR5deqaw2Ei5z2KyWTcwuLfb283FV1VcGsB/AEsM4G2wNCuSzquhcfTY0SjaY9Ku66C664gvxkknbuLEl/BCIiInWI2VvA0OLDP9GSDqHvuf62elx+efrDisehb58Ym88YF38nuc9BuL+d/ihERGofJfREpNYwsxDQgrITdVuy7hbVOLCY1Am6oqvqVqfnWWwEsx2AY4AuQP3xDPS9wu/vc+55ocjwe9O773byZBgwgGQiwY3u3JTWm4uIiNRBbvZPg0tTzd3C1dwYvonx/wvRr19647rkYueh+/L5ONmbHZkVA/bAPWVxXRERqTgl9ESkRjCz+pTdUKJwVV3RtWgrKL9W3VJ3T6bnWaSfGccBz+fkwDHHpOeeS5ZA9+7Ef/mFd+NxhrpTa/9+RUREMs3MNgdOaAdnzoXt6qc4JolxUOgtpm22F9M+j9K6dXpie/llOPpoeJ7jOI4XCofH4z44PRGIiNReSuiJSEaZmQGbUXpDicLHpkVOS/LXqrpUj4UEq+rUcAEIhfi/cNjPfeEFCx15ZNXe64cfYM89iS9YwI+xGD3c+bVq7ygiIlL3FOxK2AP4O3AIkAfkzIX62XBCqnN+YxP6RKYTadeWf78fZeutqzbGV1+F44YlOCP+MPdzfvHpXXD/uGojEBGp3ZTQE5EqY2b1gDaUvQW2DVCvyGmrKL9W3U/unkjPs6j5zAgdzBsz37SDOt9wg3HNNRAKlX/e+vrwQzj4YOIrVvB1LMbf3FlY+XcRERGpu8ysLXAScCrQAZgMPAm84u6rCD4ovR24DChRb2MhbRkSeZflm3TktTei9O9f+TEmk3DrrXD99c7Z/jD/x/mESy7WPwn3Zyv/7iIidYcSenWcGe2ArgWPzuEwLUIh6rsTSyRY4c58YHbB4wt34pmMV6qHglV1zSm/sUSLIqc5sIRytsC6++/peRZ1iFmHJDb/Yc6OXGT30aunM/z+aKXV0Fm2DK67Dn/8cQiFGBuPM8yd3yrn6iIiInWbmUWA/QhW4+0H/AY8Bzzl7rNKOak/QdLvUKBpkZlfl7DF6B7hGdv+lGzZ7/TT4aabsJYtKyfWyZPhovNiTPvUGO4XcS4PlswqBo7B/aXKuauISN2khF4dZEZ74OisLE7Mz2d7gBYtiHXrRqhNG8JZWUE3qt9+w2fNIvbtt0STSSwa5ddYjBwgB5jsjv7nqYXMLEpQi66senVtgAZFTltN+bXqlrh7LD3PQtZhditwFcB0unNR+H4+SAzkyMMTXHxpmD59wDagZ8bixTBiBNx6K4n8fH6NxbgcGKGaeSIiIhvPzDoCpwAnE7w2e49gNd4b7r62ghepD+wANCLYBfEF7vlmhIATo1H+mZVF86uuInzyyWxQbT13+OQTGH53gpdfDTMoPIF7E+fTg+mlnZIHbIP7ovW/m4iIFFJCrw4xo1Mkwt3xOAc0bUr8mGOIHHEE9OwJzZuXfl5eHsyZA2+9Bc8+S+yrr4hGo3wVi3ERkKvEXs1QsKquKaU3lCh8tGTdLRpLKb1OXeF/r3D9MKm+zJ4k+JQeCJZKjuZArozczZz4dnTcOp9jTshin32gS5fSfx7k58O8eTBlCrzwAvHx4wmHQqxNJLgHuNMd1SwUERHZCAVNwA4GTgP2JKgZ/AzwtLt/Xfn3ozFwWTjMxcmkN9x9QJyjj4uy666QnQ1ZWanP+/VXmD0b/v1vePG5fL7+PovtI19xe/wSDuLN0lblFXoE97Mr+7mIiNQ1SujVAWY0A24w49zttiN5xx1Ehw4t/Rd0Wdxh+nS4+WaSo0YRikT4IB7nfHdmVnrgUmEFWzFaUf4W2EZFTsuj9Bp1hY/F7p6fnmchVcbsLuCS4sMOTKMXOQzj5ehxLIoF+21ab55Pp05GoyYhwhHIW+P8sCDBl99FiSdChELEzchNJPgXQVJ/TXqfkIiISO1iZl0IkngnAM2AXILVeG+7e5WXvDGjwZk8cutSa3VRrg0lL5lFJJxku3Yxtmofol6DEIk4rF6VYP48WLQ8eCPROrKMo+PPcwwv0pup5SXy+B1+bAq9cP+pqp+TiEhtp4ReLWdG12iUMY0aseXttxM57TSIRCrn2hMmwPnnE58xA08m+bs7KmxbBcysCeUn6loBRdscLKf8LbC/aFVdHWHWHfiMFMWxCznwPVszmy7Moitf05E1NCBBmHrk0YoldGUW+WRdczIj7nYnL23xi4iI1EJm1hg4kqA23q7At8BTwAh3/zEDAR0FvJRHFvPIZhZdmUVXltCKPOoRJkF91rItX9GF2XRlFlvxAyE8AVwK3AGUumTgM1i4D7RZBue4+6PpeloiIrWVEnq1mBmDw2He6tOHeiNHEtmQmhjlicfhqqvgrrsAuBG4UVtwK8bMwgTbW0tL0hVuh21S5LR8YBFlJ+oWVbiuitQdZqMItvBsjDygI5l4kyEiIlILFJRA6U2wGm8YUA8YBTwBvO/umatDG9TsmweE1/PMKbjvitlmwBHAUcB2QAT4mWC1YY7B58C1BO8Zbgau14fLIiIbTgm9WsqMHqEQHx1yCJEXXiBUr17V3u+JJ+CMM3B3rnTnzqq9W/VnZg0pPUFX+GjNui+YfqXsOnU/Asv1wkc2iFlL4D9A9424imreiIiIbAAzaw4cS5DI6w7MIUjiPe/uyzMZ2zrMXiBINK6PA3B/q+K3sNOAxwhqA56Zji3FIiK1kRJ6tZAZm0WjTO/bl9bvvUe4srbYlmf4cLjkEtydvd15Nz13TS8zCwGbk7qZRNFHsyKnxQkKGpdWp65wVd3q9DwLqbPMGsXgnnw4vVEZ229LMRvYHfdlVRGaiIhIbVOwGm8gQRLvcCAJvExQG29ytfyQ1mxbYBLQooJn5OK+//rfxg4k+Lt4FzhKr4NFRNafEnq1jBkWiTC2RQt2//xzoi0q+qu4ErjD0Ud58u1Ra2Ofx7tM24Zvo8Bq4GMgB/dSe9dXBwVdxcqrVdcGiBY5bQXl16pbmtHtEyJFmNnFjeCWyXDpjtAV6Eaw9SdaxmmjgFNx/zUtQYqIiNRgZrYFcCJBIm87YBrBaryX3H1FJmOrELNs4HWgSzlHPgWczQY2UDOzfsAYYD6wv7v/vCHXERGpq5TQq2XM2BN4d/x4GDgw/fdftQq275jPoUsf5X4uKD49DTge9znpjKng09HNKDtRtyWwaZHTkgSr6kpL0i0kWFW3Kj3PQmTjmdmmwNfAo+5+ZZGJhsABU+D2FtBqm+D/8Z+Bt4EXcf8yIwGLiIjUEAW1kfcmSOIdCPwBvAA86e6fZTK2DWJWDzgIOAbYl6DWHzFYHg2eVw7uH2/8bWwHYCywBtjH3b/b2GuKiNQVSujVMllZTNxtN3YdN269i9lWmvvvh8svyuObZHtas6T49O/AvrhPqox7mVkWwaq5smrVtaHgRUiBVZRdp+5H4Cd3T1RGjCLVhZndTbBiYNtUKwTM7GNgirufl/bgREREaiAzawecDJwCbAVMIFiN93qt2UZqFtoXdv4fTF4NXd19duVe3toC7xCUtdnX3T+vzOuLiNRWSujVImbsDEz54AMYNChzcaxZAx22jHHKL3dxG1enOuRrIJsyEmYFq+qaUX6tuqKbih1YQjlbYN399416giI1kJl1AOYCl7j7Aynmo8BKguLUI9IcnoiISI1R8IHyAQSr8fYBlgMjgKfcfV4GQ6syZtYFmEUVJPQKrt8MeAPoARzs7uMq+x4iIrVNmtolSJrs3bIlsYEDy6yFVeUaNIBDj4ry7pP7clssZUKv40w4t1uwGqisZF2DIuesZt3E3GxKJuuWuHusap6VSI13C/A9QVe5VDoTrGT9NG0RiYiI1CAW1JY7lWC1ewuC7vFHAGN8A+vIScDdfzOzIcDzwFgzO97dX8l0XCIi1ZkSerVIJMKg3XcnYuvbu7IKDBgAjz/ajT9oSCNK7jb4Eu4r8uVS/krKzQXeo+Q22BXVshOYSA1gZr2BYcARZbzh6AmsBb5IW2AiIiLVnJk1IOhQexpBx9qFwKPA06r3Vrncfa2ZHU3wPuElM9si1a4CEREJKKFX0wWdWYcCRzeM/LHnbrs1rAbpPOjfHxIeZiq9GcT/SswPgCnAUcBifaIpUnUKtq/fBXxE0LGuND2BGe4eT0tgIiIi1ZiZ7USQxDsOaETQjXU/4D+qs1x13D1hZucTfKB/f0F9vSv1wb6ISElK6JUjN5pdb2hsXl6m40jJ7DDgcWDTOGF+jzekTZtMBxVo1Sr485d1Gsf+pQV8rk81RdJiKDAY6F/Oi+FeaLutiIjUYWbWlKCr62lAb+Ar4HbgWXcv0elNqkbB65U7zGwx8BTQ2sxOK7W0To7VIygdMothKr8jInVHKNMBVFe50ezmudHsR4GludHsi3Kj2dUr+Wl2HvAaBBmzZMG3MlRNvqPhgh678dQ5YwfuT2M4InWSmUWAO4FR7v5hGceFgZ2AaemKTUREpDqwQD8zexpYDPwfMA/YHejk7ncqmZcZ7v4sQfORw4ExZta4lENvI/hQMmXxbhGR2qqapH+qj9xotuVGs48n+EV+BtAUGA5MzY1m75rR4AqZtQPuKToUJUbE4qxcmaGYiimMoxF/pJp+iSrojiUiJZwMdAKuKOe47Qma0GiFnoiI1AlmtrmZXUTQufVDghV5VwCt3f04d/9A2zwzz93fIUiu9gLGmVnLdQ7IsYHARbT6G2DXkmO90h+liEhmKKFXRG40e3vgfeA5gs5VRXUHJuVGsx/LjWan3keaPlfAup1sDegamcu0arK+pjCOHZlZfOoN4JQ0hyNS5xR8in0T8Ji7zy/n8J5AjOBNjYiISK1kZiEz+5uZvURQo+0mgmTeLkB3d3/A3X/NaJBSgrt/DPQDNgM+NLOOAORYEyz6L1rvm2T3f0OL/klC0RxyrH4m4xURSRcl9IDcaHbD3Gj2rcAMglpTpTHgdGBubjT7hNxodqYaUOybanBA7H0mvl89+ktMmADtoovYioWFQ5OBU3E/BPe1GQxNpK64mKCI900VOLYXMFMNakREpDYyszZmdjVBTbz/Au2AswlW453u7h9rNV715u5fEiT1VgKTzKwX2D1EGrRm16fCWAj6PhfBIh2BWzIbrYhIetT5hF5uNHs/glUpV1Fs1VuoXhab79kv1WktgGeBcbnR7B2qPMhiHFJ+6jSQ/zF9doTFi9MdUUlv5yaTTWM/f0TQybYD7v1wfzrTcYnUBWbWCrgUuNPdl1bglJ6ofp6IiNQiZhYxswPNbDTwA/APYDTQzd37uvtT7r4qs1HK+iioZTgImLHfTkwA/zs7Px6hQevggMbtodf9YeAf5NiAzEUqIpIedTahlxvN3jI3mv0akAt0KD7fYu/+DJz+FruMfYZd/j2CRp3ap7rMIODz3Gj2bbnR7IZVFWvBC5KeZnaemb38MTRPddxQcmkZ/pm7766qSCpm/Hj4+JNQaCY7Xo77K7gvyGxEInXODcAK4N7yDjSzENAD1c8TEZFawMy2MbNbge+BNwlWqx8HtHX3C929RD0YqTncfeW4azg257yIJbY8Atodte4BHU+F1vsmsei/yCm1iYaISK1Q5xJ6udHsSG40+x/AHOCw4vP1Wreg54v30eetJ2m0bTsANt+jLwM+HUOnGy8gVC+r+ClR4Epgdm40e2hlxGhmTQrqe9xgZv8FfiVYPXMz0GQMvJrqvAas5dL47TzyYIKlFVmTU0Vuui5O58j8JY59nLkoROomM9sBOA241t1XV+CU7YDGKKEnIiI1lJnVM7Ojzexd4GuCes0jgO3cfU93f9FV8qXWGLxD6L6mmzSLhHd5pOSkGez6VJhwgzZgGV7mICJStawulYvIjWb3BR4haHCxrlCI9uccR6cbLiDatPQPc/74+ntmX3ATy/49obRDRgEXDI3N+6GicZlZW2A3oH/BnzsRJFsXEBTq/RCYCMx29yRmBkwCSnTd/YOGbBtZQL+hm/LaqDCW5ip/zz4LJ50E77EHezBuHDAU9zXpjUKkjsixekCEYf5nO+mCrUXtgR7unijvEmZ2DPA80FhvdkREpCYxsy4EH2IdT7CD5W3gSeBtd49lMrbapuDveoHUnaEAACAASURBVBbQ1d1nZyyQHDsceJVBb0HbMtZSLHgJJh0DMIRh/u80RSciklZ1IqFX0JX2DuDvqeab9elG14duZJMenSt0PXdnych/M/sft5K3KOVSuD+A64H7h8bmrfNiomB7WxfWTeC1B5LAdP5K3n3o7j+WGoRZc4KOsQOLT41jMHvZu9x6e5jLL6/QU6oUn34Ku/VNcG7+cO7issLhS3C/J31RiNQRORbGopMh2RVPdGWYf2Nmg4APgH3dfWxFLmNmdwN7uXvJDzpERESqGTNrRFCj+TSgL8EH4E8BI9x9YRmnykaoFgm9HNsCi8yjwwlN2fWp8pctTDgiycI3l+Ox7Rmm7sUiUvvU+oRebjT7KOBBYPPic5FmTdn+ln+w9WlHYuHwel879vsqvrzxfr598HlIJlMdMnOR559xemJBFn8l8PoCzYBVwEf8lcCb4u4r1ysAszB/fSrZj6ALLwD/5NI1V9qdDV551TisxMbiyrdgAQzeLcY2P03iP4k9ifDnwqAlwDZapSdSyXLscix8Gw23clYvnPL4e/FBZzzFJILaeXtXtFufmb0PLHD3U6o0XhERkQ1kwe6UXgQfzh9D0CBuFMFqvPfcPeULcak8GU/o5Zhh4dHUbzWE/b+IEG1a/jl5P8OY7Dj5v77CsMSxVR+kiEh61YUaej1JkcxrO+xABs96h3ZnHFNqMq9+/foMHjyYwYMH8/jjj5eYjzZtTOd7rqL/R6/TbOeUi1t2fDy5bALBiplzCNqsX0fwgqS5u+/l7je4+7vrncwDcE/g/hju/QlW+Q0BDgQGHsKoZo49fMQR+AMPQFXmbadOhX59YjRbOo+XE4cXTeYBtCJ4viJSWXJsRwjdQrdbQgwYGQbv26Y5zwC9gcvWI5lnBD8jVT9PRESqHTNrbmbnAJ8BnxDsTLmBoMHFUe7+XyXz6owT8MT+9Hu+Ysk8gHqbQd8REUgOI8fSsMRBRCS96sIKve0JGmD8qftTd7DlCYeUe2779u1ZsGBBhe7jySQzz7qOH57+q1/FKk/8cWLim7Py8AnAdxV9k11ZzDDgKuCWY47Bhw/HWrWqvOvHYvDgg3Dl5QkGJj7g1eShbMLvqQ7dC/d3K+/OInVYjmVh0Wk032l79p4UIRSBmTcTm34De9yaHD1hrh9U0UuZWUfgK2A3d59UdUGLiIhUTMGHTQMIVuMdDjjwMsFqvEnpfj0tgYyu0MuxrbHwF2zerxFdrlr/82dc4/z6+Qo8vj3D/KfKD1BEJDMimQ6gqg2NzZubG82eRLAlFYBVXy6o0LnLly9n0KBBNG/enOHDh7PNNtuUeqyFQqya+/U6Y40tfP9aTz6/QYFXAnccuNWM6a+9xlNvvMHm11xD+KKLoEGDjbouY8bApRfms+A74/Lk7VzPjYRJ+QGpA99s+N1EpJhrsdAO9HshTKjgR3iXK+G7kbx79extybEowypcCLwnQf3Oz6soVhERkQoxsy2AEwjKyXQiWD1+EfCiu6/IZGyScQ3xRAOWTYAP9t2Q8w2sEcFWbRGRWqMubLmFoFDunxY+NxJPlNv8kQULFjB+/HjOOussTj755DKPXTXvG36dVGLX2tPrG2hVcCc3FqPjmjXcdN115LVtS/zcc2Hy5PXbirtgAdxxB3TvnM9BB0H370YzJ5nNTVxfWjIPYCTuSuiJVIYc2xnsKnrcHabpdn+NhyJEB7xIvahtD1y5HlfsBcx1/6tLroiISLqYWdjMhpjZa8BC4BrgXaCXu/dy90eVzBOG+VxgE6Dphj+8OcP8u/QHLyJSdWr9lluA3Gh2E2Ax0KhwrM+Yx2k5ZFCFr1He9tu5V93N13c9UXTof0Nj8yp+gzQxow1wSlYWJ+Xn03GLLYj17k14xx0JdekCrVpBVhbE47BiBcydC7NmwWefkT9nDlnNI7/7kfEcO5ln2IWPy7yXw1qDXXCfkZ5nJ1KL5VgDQtEZbL5bB/Z8L4yl+Dxm7r3w6cUJ8F0Y5tPKu6SZ/QdY4u4nVEHEIiIiKZnZ1sDJwCnA1gQN4p4AXnP31ZmMTVLLeFMMEREpodZvuQUYGpu3Mjea/QrBCwcAfnjm9TITeqtWraJBgwaEw2FmzJjB5puX6Kvxp2Q8zsLn3yg+XC1W5xXnziLgFjNuBbr/9BP7v/023d59l53y89nGnXU6hGRl8VMyyefxODOA8VPjO323Dd++AZS+/xj4BfwkWDgGltb+lLFIWtyGZXWg77Opk3kA2RfADyNh+ZQccqw7w3xtaRcr0jHw5qoJV0RE5C9mFgUOIKiNtw+wHHgWeMrd52YyNhERkZqoTiT0CjxFkYTeT2PeJ2/ZL9RrsWnKg7/44gvOOOMMmjRpAsATTzyR8jiAZWP/R96SZUWHVgKvVULMVaagvt70ggcAZkSBJkAWEAdW5+VR7FPSb8CsB3ABcAywQ7FLLwReHg5vjIFngMlmNsTd51XVcxGp9XJsMHAhfR6ERluXfpyFoO9zYXK7dCQRuwm4rIyrbg1sCpS7kk9ERGRDmVkn4FTgJKAF8F/gSGC0u+dnMDQREZEarU5suQXIjWYbMJegyC4Ane++kg4XnLTR1556+Dn89OY6TVyfGBqbd/pGX7gmMOsKtCOox7gEmErB/1Rm1gJ4C9gW2N/dJ2csTpGaKseaYNEvaL13awaNCWNW/jlfPQEfn+7AQIb5xFSHmNkhwEigqbuvrNSYRUSkTjOzBsBhBA0uBhF84Ps08Iy7L8hgaLKBtOVWRKT6Wa+mGGZ2v5ktMDM3s53KOC5kZsPN7Aszm2Fm48xs2yLz+5vZXDP70sxGmlnTUq4zouBePYqMNTGzVWY2veDrZ8zsmiLzxxWc077I2Nj94/NPodg22B9GvM7GJjTzflrO0twPig9Xy+22VcJ9Fu65uI/B/ZOif6HuvgzYA5gEvG9mB2csTpEay+4l0rAVuzxZsWQeQMfToPU+SSz6AjnWuJSjegHzlcwTEZHKYmbdzewBYBEwAvgVGAq0d/frlcwTERGpPOvb5fY1oD9QXoegA4HdgO7u3g14D7gNwMwaE2x/PdjdtyP4hX9tGdeaRlAwt9BRwJwiX48DBhf5endgSuGYmUUKYn4feA74s73tylnzWTF1ZjlPpWwLX3gTj8eLDn1RcH8BCrpnHgI8D7xuZmdlOCSRmiPH9gM/lc6XR4j9Dr/Pr9hj5ZfQ+YowZluB/bOUq/dE221FRGQjmVlTMzvdzD4hKOWyL3AnsKW7H+Lub7t7ouyriIiIyPparxp67v4/ACt/lYgD9YD6ZhYnaBe+sGBuX+CzIsVvHwb+A1xayrVGAn83s0vcPY+gDt7TwBkF8+OAR8wsq6AOR3+CulGHEHwy2AdY7u7fAuRGs98mKMgLBKv0mvXpVv6TT/Uk3Vk44vXiw08Pjc2rG/uYK8jd42Z2BvAD8LCZbQVc7XVlv7fIhrLIQDwOn18VPDbgCoTq70mOGcP++vdWpCHGXZUVqoiI1B0Fv0d2JdhSexTBe4rXCV7P/8/dkxkMT0REpE6oqqYYYwhWyi0haBDxI0H9DAgKsRdd4bcAaG1mEXdfZ6lbgdUExXMPNrPPAaPICj13/8HMFgO7mNl3wC8ECcLCN6q7E6zOK/Q0RRJ6i156i853XUG4YYP1fpK/TfmcVXO+LjoUJ1iJJsUUJO9uNrOFwBNAWzP7u4ohi5TB4zcDL27UNZJrlxZN5hVoA7REK/RERGQ9mNlmwPEEibwuwEzgSuAFd/8lk7GJiIjUNVWV0OsNdAXaAr8DdwCPAsdt4PWeBm4CPifonFpc4bbb74Dx7r7GzJaaWYeC8aJJtlxgKcGbWeK/r+KjvU8i2jxlGb8yrf7m++JDY4bG5i1d7wvVIe7+jJktAV4lSOQephpeIqUY5n8Q/NyrbL0K/vysCq4tIiK1iJmFCD4gPw04FIgRfNh0CvCJdlyIiIhkRlUl9E4A3nf33wDM7FmCVXMA3wN7FTm2PbC4lNV5ALj7R2bWBtgB6Mxfb0YLjSN4kfEd8HLB2Hhgb4JaficXHjg0Ni+WG81+DrikcOy3KdPX8+mVqu40w9gI7v6OmQ0mSK6ON7Oh7r44w2GJ1CU9ga8Lf0aLiIj8P3v3HWZnWa5t/LySTEIRUbGQhjSlBAUmtggREVHZKAgoHUSKXUHUrbj1Y7sFBQVRcSsKSI8gglio0iEEcSMgYKEjSQAVRHoymbm/P96xQQIpk3mnnL/j4Bgzq7zXQhjWXOt5nvupet977wHsBaxOc0b0h4HT/DBWkqT2LepQjIV1B/CmJKN7//x2mjHnAOcBnUnW7v3zh4BTF+I59wU+uYA3EJfQnOOxCXBl7/cuAz4BzKqqWU+5/9Io3u6leW1aCFX1f8AU4DnAjH/550HS0tcJ/LrtEJKkgSXJqCTvSPITmg/hPwn8HHhlVb2uqo6xzJMkaWBYpEIvyXd7z0CbAJyf5LZ/ue2YJFv1/vF/gTuBG5L8BtgM+CBA75uAvYGzeh8/Afjis127qi6qqtMWcNu9NG86/lRVj/Z++ypgNf79/DwAtuz6w++AGQvxkhfFCVt2/WGBqwz1dFV1B80KyvuA6Ule33IkabiYjIWeJKlXktWTHESz2+WnwAo0Z+WNq6p9q+rGVgNKkqSnyXA99uLsjrXWAtbow6f81ZZdf/hzHz7fsJFkOZpVmpsDO1XVWS1HkoasJCvTrCh+S1X9ou08kqR2JBkDvJPmg/Y3A/fTnFV9bFXd9kyP1fCTZBLNjqv1qurmtvNIkpbeGXoD3pZdf/gD8Ie2cwiq6vEk29Ks7DwjyUer6ttt55KGqM7er67Qk6RhKMm6NCXe7sDzgXOBbYCzq6qrzWySJGnhDdtCTwNLVc1L8gHgHuB/k0wEPuvkNKnPdQJ3V9UDbQeRJPWPJMsD29MUea+n2Vr7DeC4qprZZjZJkrR4LPQ0YPSWdwf1ntN4DDA+yd5VNbflaNJQ4vl5kjQMJAnNhzj7ADsDywBnAW8FLqyqnhbjSZKkJWShpwGnqo5Pch/wI2Bsku2q6uG2c0lDRCfwvbZDSJKWjiTPA3ahWY23AfB74AvASVX1pzazSZKkvrNIU26l/lJV5wGbAK8ELksytuVI0qCX5IXAKrhCT5KGlDSmJjmRZvDRV4EbgKnAulV1uGWeJElDi4WeBqyquhaYAiwPzEiydsuRpMHOgRiSNIQkeXGST9GswrscmATsD4ytqj2q6krPI5YkaWiy0NOAVlV30BzefB8wPclGLUeSBrNOYFZV3d92EEnS4kkyMslbk/wImAV8DrgImFxVk6vqO1X1t3ZTSpKkpc1CTwNeVf0FeBNwJXBhkm1ajiQNVg7EkKRBKsnEJAcCdwDnAS+hOSdvXFV9qKr8+S5J0jBioadBoaoeB7YDTgDOSPKRliNJg1EncG3bISRJCydJR5JtkpwD3A18BDid5ly8qVV1QlU91m5KSZLUBqfcatCoqnlJPgj8ETgyyQTgs1XV03I0acBL8nxgdVyhJ0kDXpKX0ay+2wN4EfALYAfgJ1U1t8VokiRpgLDQ06DSe7Dzl5LMBo4GxifZyze30rPasPerhZ4kDUBJlgW2BfYBNqE5H++7wHFVdWeb2SRJ0sBjoadBqaqOT3IvcAawcpLtqurhtnNJA1gncD8wu+0gkqR/SvJKmhJvV2AF4GfA24Hzq2pem9kkSdLA5Rl6GrSq6nyaT7BfAVyeZFzLkaSBbDLw695VrpKkFiVZIck+Sa4BbgC2AA4FJlbVNlV1tmWeJEl6JhZ6GtSq6lpgCrAsMCPJOi1HkgYqB2JIUovSeF2SY4B7gW8BtwFvAl5eVYdU1b2thpQkSYOGhZ4Gvd5zZTai2Uo4PcnGLUeSBpQkzwVejufnSVK/S7JSkn2B3wAzgNcCnwXGVdXOVXWJA74kSdKistDTkFBVfwE2Ay4HLkyybcuRpIFkg96vrtCTpH6QZESSNyX5Ac0HjgcDVwOvA15ZVd+sqgdaDSlJkgY1Cz0NGVX1OLAd8H3gR0k+0nIkaaDoBB4A7mk7iCQNZUnGJjkAuAW4CFgd+DAwtqr2qapfepapJEnqC0651ZBSVd1JPgzMBI5MMhE4wK0sGuYciCFJS0mSUcDbgL1pptM+ApwEHFNVv2kzmyRJGros9DTk9JYWX0oyCzgGGJ9kz6qa23I0qS2dwE/bDiFJQ0mS1YA9gfcC44FLgd2BH1fVEy1GkyRJw4BbbjVkVdUJwJbA1sA5vYMBpGElyfLA2jgQQ5KWWJIxSbZPcgFwB7APcDLNlNpNq2qaZZ4kSeoPFnoa0qrqAmATYD3g8iTjWo4k9bf1aX7WOxBDkhZTknWSHE5zpMcPgC5gG2BiVX2mqm5tNaAkSRp2LPQ05FXVr4EpwLLAjCTrtBxJ6k+TgYeAO9sOIkmDSZLlk+yR5Ergt8C7gCOBVatqy6o6q6q62k0pSZKGKws9DQtVdSewETALmJ5k45YjSf2lEwdiSNJCSzI5yXeA2cD3gHuBtwKrV9X/VJUTwyVJUuss9DRsVNVfgM2Ay4ALk2zXciSpP3Ti+XmS9IySPC/Jh5L8Gvg/YFPgi8CEqnp3VV1QVd3tppQkSfonCz0NK70HVb8LOBY4PclHW44kLTVJlgUmYaEnSU+TxtQkJ9CsxjsMuBGYCqxTVYdV1Z9aDSlJkrQAo9oOIPW3qupO8hGag62/mWQi8Jmq6mk5mtTXXgGMxIEYkvQPSV4M7A7sDawFXA98EphWVQ+1mU2SJGlhWehpWOo9T+zLSWbRrNYbn+S9VTW35WhSX5oMPALc1nYQSWpTkhHA5jQl3tbAk8ApwM69w7MkSZIGFQs9DWtVdWKS+4AzgHOSbFdVf2s7l9RHOoHrXH0qabhKMgHYs/evlwLTgfcBp1fVY21mkyRJWhKeoadhr6ouAN5Ac9bY5UnGtRxJ6iuT8fw8ScNMko4k2yQ5G7gb+BjNB3frVtXGVXW8ZZ4kSRrsLPQkoKquA6YAY4Crk6zbciRpiSQZA6yH5+dJGiaSrJnkEOAe4EygA9gJGF9Vn6iq37UaUJIkqQ9Z6Em9quouYCOaXwSmJ5nabiJpiUyi+WXWFXqShqwkyyTZOcklwK3AbsDRwOpV9Zaq+mFVzWk3pSRJUt+z0JP+RVU9ALwZuBT4RZJ3tZtIWmyTgceBP7QdRJL6WpJXJPkmMBs4Efgb8A7gpVX1+aq6s9WAkiRJS5mFnvQUVfUE8C6a6bc/TPKxliNJi6MTuL6qutsOIkl9IckKSfZJ8kvgN8CWwFeBVarqnVX186qa125KSZKk/uGUW2k+qqo7yUdott9+o3dK3mecFqpBZDLwy7ZDSNKSSBLgNcA+wI40RwmcARwAXOp/lyVJ0nBloSctQFUVcEiSWcD3gQlJ3utZPBroknQArwS+3XYWSVocSV4A7EpT5K0H3Az8F3By7/EYkiRJw5qFnvQsquqkJPfRTMw7J8m2VfW3tnNJz2AdmonNDsSQNGgkGQFsQlPibQvMA07t/fMvez9okyRJEp6hJy2UqvoFMBVYF7g8yfiWI0nPZDIwB/hd20Ek6dkkGZvkAOAW4GJgTeCjwNiq2ruqrrbMkyRJ+ncWetJCqqrrgSnAaGBGkkktR5IWpBO4oaq62g4iSfOTZFSSLZOcRXNe7X8C5wAbVNVrquroqnqk3ZSSJEkDl4WetAiq6i5gI+CPwJVJ3tBuImm+JuN2W0kDUJJVk/wPcBfwc2BF4D3AuKr6WFXd0GY+SZKkwcJCT1pEVfUgsDlwCfCLJO9uOZL0D0lGAhsA17adRZIAkoxJ8u4kFwB3AO8DTgZeXlWbVtUpVfVEuyklSZIGF4diSIuhqp7oLfK+AZyWZFxVfaPtXBKwNrAsrtCT1LIk6wB7A7sDKwHnAdsBP/dIAEmSpCVjoSctpqrqTvJRmrN/vp5kAvDpquppOZqGt06gC7ip7SCShp8kywHvpplM+/cjKo4Ejquqe9rMJkmSNJRY6ElLoHfq3qFJZgHHAROS7FFVc1qOpuGrE7ixqua2HUTS8JGkk2Y13i7AcsBPgLcBF1ZVd5vZJEmShiILPakPVNXJSe4DzgTOTbJtVT3Udi4NSw7EkNQvkqwI7EyzGm9D4BbgIOCEqvpTm9kkSZKGOodiSH2kqi4E3kBzhtkVvVtwpX6TZATNL9UOxJC0VKSxcZLjgXuBr9Fs8X8DsHZVfdUyT5Ikaemz0JP6UFVdD0yhWf06I8mkliNpeHkZ8BxcoSepjyV5UZJPAL8FrgDWBz4JjK2q3avqit5jKCRJktQPLPSkPlZVd9McBH43cGWSTVqOpOGjE+gGftN2EEmDX5IRSd6S5IfALOBA4DLgVUBnVX3b4yUkSZLaYaEnLQVV9SCwOXAxcEGS7VuOpOFhMnBzVT3ZdhBJg1eSCUk+D9wBnA+MB95PsxrvA1V1ravxJEmS2uVQDGkpqaoneou8rwOnJhlXVV9vO5eGtE48P0/SYkjSAWxJM6l2C+CvwInAMVX12zazSZIk6eks9KSlqKq6k3wMuAc4ondQxn9WVU/L0TTEJAlNoXdm21kkDR5J1gT2AvYAVgYupJlce1ZVzWkxmiRJkp6BhZ60lPVuS/pKklnAccD4JHv4i5L62OrAijgQQ9KzSLIMsC3NarxNgdnAscD3q+qONrNJkiRp4VjoSf2kqk5Jch/wY+C8JNt4mLj6UCfQA9zQdhBJA1OSV9CUeLsBzwXOBrYCzq2qeW1mkyRJ0qJxKIbUj6rqImAqsBZwRe8WXKkvTAZ+X1WPtR1E0sCRZIUkeye5mmYC9juAw4BVqmrrqvqZZZ4kSdLgY6En9bOqugGYAowEZiRZr+VIGhociCEJaM7UTPLaJEfTbKf9X+BO4M3AmlX1paqa3WpISZIkLRELPakFVXU3sDFwF3Blkk3aTaTBrHcgxmQ8P08a1pK8oHcQ0w3A1cDrgc8D46pqp6q6yKFMkiRJQ4OFntSSqnoQ2JxmouAFSbZvOZIGr1WAF+AKPWnY6V2Nt2mSU2hW430Z+BVNmbdeVX29qh5oNaQkSZL6nEMxpBZV1ZNJdgCOAE5LMr6qjmg7lwadzt6v17eaQlK/SbIysAewF7AmTYn3MeDUqnq4xWiSJEnqBxZ6UsuqqjvJvsA9wNeSTAQ+6bYoLYLJwC1V9UjbQSQtPUlGAm+jmVT7DuAR4GTgmN7zWSVJkjRMWOhJA0BVFfDVJLOA44HxSXavqjntJtMg4UAMaQhLsiqwJ/BeYAJwGc3qvDOq6onWgkmSJKk1nqEnDSBVNY1m9cXbgPOTPK/lSBrgHIghDU1JRid5d5LzgTuA9wPTgLWq6o1VdbJlniRJ0vBloScNMFV1MTAVeBnNBNyJLUfSwDYOeDGu0JOGhCRrJzkMmAWcBnQD7wImVtWnq+qWVgNKkiRpQLDQkwagqvoNMIXm39EZSV7RciQNXH8fiHFdqykkLbYkyyXZPckVwO+A7YFvAatW1X9U1ZlVNbfdlJIkSRpILPSkAaqq/ghsTLPV6ookb2w3kQaoycAdVfVQ20EkLZokGyb5NnAvcCzwJ2ALYLWq+kLvfwckSZKkp7HQkwawqnoQeAvwC5oz9XZoOZIGHgdiSINIkhWTfCDJtTRnX24GHARMqKrtquq8qupuN6UkSZIGOgs9aYCrqieBHYGjgFOT7N9yJA0sDsSQBrg0NkpyHDAbOAK4GdgEWLuqvlpV97caUpIkSYPKqLYDSHp2VdWdZD/gj8DhvYMyPlFVPS1HU4uSrEwzFMMVetIAlORFwG7A3sA6wA3AfwLTquqvbWaTJEnS4GahJw0SVVU0Zd5s4ARgXJL39K7g0/D094EYrtCTBogkI2i20e4DvBN4EpgG7A5c2/uzXJIkSVoiFnrSIFNVP0hyP/BjmnP13ulKj2GrE7i7qh5oO4g03CWZAOwB7AWsCswA3g+cXlWPtpdMkiRJQ5Fn6EmDUFVdDEwF1qSZgDux5UhqRyeuzpNak6QjydZJfgbcDexH82HLelX1+qo6zjJPkiRJS4OFnjRIVdVvgClAgBlJXtFyJPU/B2JILUiyRpIv0ZxrehawLLAzML6q9q+qm1sNKEmSpCHPQk8axKrqj8DGwB3AlUk2bTmS+kmSFwKr4EAMqV8kWSbJTkkuBm6j2V77fWCNqnpzVZ1WVXNaDSlJkqRhw0JPGuR6z897C3A+cF6SHVuOpP7hQAypHyRZL8nXgVnAycCjwFbAKlX1X1V1R6sBJUmSNCw5FEMaAqrqyd4i73DgB0nGA19zmuKQ1gnMqqr72w4iDTVJngPsAOwNvA64E/gacHxVzWozmyRJkgQWetKQUVU9wMeT3ENT7E1Msn/v9zX0eH6e1IeSBHg1TYm3EzCaZsDF54GL/VkqSZKkgcRCTxpiquprSWYDJwLjkuxeVU+2nUt9rpPm/2NJSyDJC4BdaIq8VwK/Bf4fcFJV/aXNbJIkSdKCWOhJQ1BVnZrkfprpi+cneWfvWXsaApI8H1gdV+hJi6V3Nd4mNCXeu4Bu4DTgA8DVHlcgSZKkgc6hGNIQVVWX0EzAXYNmAu7EliOp72zY+9VCT1oESVZO8mngFuASYC1gX2BsVe1ZVTMs8yRJkjQYWOhJQ1hV3QhMAQq4OskrW46kvtEJ3A/MbjuINNAlGZnkP5KcCdwDHEAzFXzDqnp1VX23qh5uN6UkSZK0aCz0pCGuqu4BpgK3AlckeVPLkbTkJgO/diWRtGBJXprkC8BdwNnASsCeNKvxPlJV17eZT5IkSVoSFnrSMNB7ft5bgfOA85Ls1HIkLZlO4Nq2Q0gDTZLRSd6V5DzgTuCDwA+Atatqk6o6qaqeaDelJEmStOQciiENE1U1p7fIOwyYlmQ8cLirvAaXJM8FXo7n50n/kGQtmgEX7wFeSLOl9t3Az6pqbpvZJEmSpKXBQk8aRqqqB9g/yUzgTiQqWAAAIABJREFUcGBikv2rqrvlaFp4G/R+dYWehrUky9FMqN2b5liBe4BvA8dV1d1tZpMkSZKWNgs9aRiqqq8lmQ2cAIxLsltVPdl2Li2UTuABmvJCGnaSbEhT4u0CLA/8FPgP4AI/nJAkSdJwYaEnDVNVdWqS+4CzgAuSbN171p4GNgdiaNjp3Wq+M02RN5lmyM+XgBOr6r42s0mSJEltcCiGNIxV1aU0W9VWB65Mskq7ibQQHIihYSGN1yc5DrgXOAL4HfBGYK2q+oplniRJkoYrCz1pmKuqG4EpQAEzkqzfciQtQJLlgbVxIIaGsCQvTLI/cDMwnabE/jQwrqp2q6rLXKEqSZKk4c5CTxJVdQ+wMc02tiuSbNZyJM3f+jQ/t12hpyElyYgkmyc5DZgNfAG4AngNsEFVfcsjASRJkqR/stCTBEBVPQS8FTgXODfJzi1H0tN1An8D7mw7iNQXkoxP8jngduACYCLwAWBsVb2/qn7lajxJkiTp6RyKIekfqmpOkp2ArwKnJBkPHOYv1AOGAzE06CUZRTOVdp/erw8BJwLHVtVNbWaTJEmSBgsLPUn/pqp6gE8kmQl8DZiY5ONV1d1yNDUr9C5oO4S0OJKsAewF7AGMBS4GdgHOqqonW4wmSZIkDToWepLmq6qOSDKbZuXMuCS7+kt3e5IsC0wCDmk7i7SwkiwDvJNmNd6baKbVHgd8v6pubzObJEmSNJhZ6ElaoKo6Lcn9wFnABUneWVUPtp1rmHoFMBIHYmgQSDIJ2BvYHXgecDawNXBOVc1rM5skSZI0FDgUQ9IzqqpLaSbgrgZcmeSl7SYatiYDjwC3tR1Emp8kz0myZ5IZwE00K/O+BqxSVVtV1U8t8yRJkqS+YaEn6Vn1HlQ/BegGZiRZv+VIw1EncF3vGYfSgJDGq5N8j2Y77VHAH4HNgTWq6uCqmtVqSEmSJGkIstCTtFCqaiYwFfgDcEWSzVqONNx0Ar9uO4QEkOT5ST4CXA9cQ7OK9/8B46pqh6q60PJZkiRJWnos9CQttKp6CHgbcA5wbpJdWo40LCQZQ3OGnoWeWtO7Gm+TJCcBs4FDac503AiYVFVHVNVfWg0pSZIkDRMOxZC0SKpqTpKdga8AJycZD3y1qqrlaEPZJKADB2KoBUleAryHZsjFy2j+OdwPOLWq/tZmNkmSJGm4stCTtMh6t9J9MslMmkPvJyT5eFV1txxtqJoMPE6z3Vla6pKMBN4C7AO8A3gMOAXYoaquazObJEmSJAs9SUugqr6eZDZwEjA+ya5V9UTbuYagTuB6C1Mtbb1TrN8L7AlMBK7o/d9nVNXjbWaTJEmS9E8WepKWSFX9MMn9wFnAL5JsVVUPtp1riJkM/LLtEBqakoymWYW3N/BW4C/ACcAxVeWqUEmSJGkAciiGpCVWVZfRTLl8KTC9d5WP+kCSDuCVeH6e+liStZJ8BbgHOB0IsD0woao+ZZknSZIkDVwWepL6RFXdDEwBuoAZSTZoOdJQsQ4wBifcqg8kWTbJbkkuB34P7AQcBaxWVW+rqh9V1dx2U0qSJEl6NhZ6kvpMVc0EptIUBZcneXPLkYaCycAc4HdtB9HglWSDJN8C7gW+T7Otdktg1ao6sKrubjWgJEmSpEVioSepT1XV34AtgLOBc5Ps2nKkwa4TuKGqutoOosElyXOTvD/Jr4DraM7H+zIwsaq2rapzHLQiSZIkDU4OxZDU56pqTpJdgJnASUnGA1+pqmo52mA0GbfbaiElCc3W972BHYCRwI+ATwGX+e+gJEmSNDRY6ElaKqqqB/hUkpnAEcCEJPu5ImjhJRkJbECzRVJaoCQvBHajKfLWBW4EPgOcXFV/bTObJEmSpL5noSdpqaqqbySZDZwEjE+yS1U90XauQWJtYFlcoaf5SDICeBNNibcNMBf4AfBe4FeuxpMkSZKGLgs9SUtdVZ2e5H7gJ8CFSbaqqgfazjUIdNJMDb6p7SAaOJKMoynt9gJWA64GPgScVlWPtplNkiRJUv9wKIakflFVlwMbAxOB6UlWbTXQ4NAJ3FhVc9sOonYlGZVkqyQ/Be4B9gd+CryyqqZU1bGWeZIkSdLwYaEnqd9U1c00B/bPBWYk2aDlSAOdAzGGuSSrJzkY+CPNCtflgV2B8VW1X1Xd2GpASZIkSa2w0JPUr6pqFjAV+B1weZLNW440IPWej7YhcG3bWdS/koxJsmOSC4HbgT2B44GXVdVmVfWDqnqy1ZCSJEmSWmWhJ6nfVdXfgC2AnwPnJNmt5UgD0cuA5+AKvWEjyaQkRwCzgVOAJ4B3AqtU1Wer6rZWA0qSJEkaMByKIakVVTUnya7ATODEJOOBQ53M+Q+dQDfwm7aDaOlJsjywA82k2inAXcARwPFVNbPFaJIkSZIGMAs9Sa2pqh7gP5PMBL4OTEzysarqbjnaQNAJ3OzWyqEnSWjOR9wH2AlYBvgxcCBwUe+/F5IkSZK0QBZ6klpXVd9MMotmm+G4JDtX1RNt52qZAzGGmCTPB3ahWY23PvB74L+Bk6rqzy1GkyRJkjTIWOhJGhCq6owkfwJ+ClyYZKuqeqDtXG3oXcHVCZzZdhYtmd7/L6fSrMZ7F1DAacCHgavcYi5JkiRpcTgUQ9KAUVVXABsBE4HpSVZtNVB7VgdWxBV6g1aSlyT5T5pVeJcB6wIfB8ZW1XurarplniRJkqTFZaEnaUCpqt/SDAeYA8xIsmHLkdrQCfQAN7QdRAsvycgkb0tyBs2wl/8CLgQmV9Xkqjqqd8KzJEmSJC0RCz1JA05VzQLeAPwWuDzJ5i1H6m+Tgd9X1WNtB9GzS7JKkgOBO4BzgRcDe9GsxvtwVbnSUpIkSVKfstCTNCD1rmTaguZMvXOS7NZypP7UCVzbdggtWJKOJNsmORe4C/gIcDqwTlVNraoTq+rxVkNKkiRJGrIciiFpwKqqub1F3kzgxCQTgEOG8tlj/zIQ46C2s+jpkrycZkrte4AXAb8Atgd+WlVz28wmSZIkafiw0JM0oFVVD/DpJDOBbwATk3y0qrpbjra0rAKshAMxBowkywLb0UyqfQNNwXwUcFxV3dViNEmSJEnDlIWepEGhqo5MMhs4BRibZOeqeqLtXEtBZ+/X61pNIZKsT7Mab1dgBeBnwJbA+UO4UJYkSZI0CFjoSRo0quqMJPfTnKt3UZJ3VNUDbefqY5OBW6rqkbaDDEdJngvsSLMa71XA7cChwPFVdV+b2SRJkiTp7xyKIWlQqaorgY2A8cD0JKu1HKmvORCjn6UxJcmxwL3AN4FbgE2Bl1fVIZZ5kiRJkgYSCz1Jg05V/Q6YAswBZiTpfJaHDAq9AzEm4/l5/SLJSkn2A24ErgJeDXwGGFdVu1TVpb1nOEqSJEnSgGKhJ2lQqqrZNAMKbgIuS/KWliP1hXHAi3GF3lKTZESSzZL8AJhNM014BvBaYP2qOrKqHmw1pCRJkiQ9Cws9SYNWVf0N+A/gJ8DZSd7TcqQl5UCMpSTJuCSfBW4FLgRWAz4MjK2qfarqmqqqVkNKkiRJ0kJyKIakQa2q5ibZHZgJHJ9kPPDlQVrOTAbuqKqH2g4yFCQZBWxBM6l2S+Bh4CTgmKq6sc1skiRJkrQkLPQkDXq955x9JslMmoEGE5N8pKq6W462qByI0QeSrA7sCbyXZhvzJcDuwJlV9WSb2SRJkiSpL1joSRoyqupbSWYD04CxSXauqsfbzrUIJgNHth1iMEoyBngnzWq8NwP3A8cB36+qW9vMJkmSJEl9zTP0JA0pVXUmTaHzBuCiJC9sOdJCSbIyzWoyV+gtgiTrJvkaMIumyJ0DbANMrKoDLPMkSZIkDUUWepKGnKq6EtiIpiCbnmS1liMtjL8PxPh1qykGgSTLJ3lvkunAzcC2wDeAl1bV26vqrKrqajelJEmSJC09FnqShqSq+h0wBXgCmJGk81ke0rZO4O6qeqDtIANRGq9KchRwL/BdmlV5bwVWr6ovVtXMVkNKkiRJUj+x0JM0ZFXVbJqttzcClyV5a8uRnkknrs57miTPS/Jhmr83vwI2Ab4ATKiq7avqgt6hKJIkSZI0bFjoSRrSquphYEvgLODnSfZoN9ECTcZCD/jHarypSU6kWY33VeAGYCqwblUdXlV/ajWkJEmSJLXIKbeShryqmptkd2AmcFyS8cCXqqpajgZA7+COVRjmAzGSvBh4D82k2pcD1wH7A9Oq6m9tZpMkSZKkgcRCT9Kw0FveHZBkJnAkMDHJR6pqXsvRYBgPxEgyEticpsTbGngcOAXYqaqG3d8PSZIkSVoYFnqShpWq+t8ks4FpwNgkO1XV4y3H6gRmVdX9LefoN0kmAnv2/rUKcCVNqfejqnqszWySJEmSNNB5hp6kYaeqfgy8meZMtot6t7y2aVgMxEjSkWSbJOcAdwMfAU6nORdvalWdYJknSZIkSc/OQk/SsFRV04GNgLHAVUlWbzHOkB6IkeRlSQ6lOcPwTJrV4TvQTKr9ZFX9rtWAkiRJkjTIWOhJGrZ6i6QpwGPAjCST+ztDkucDqzPEBmIkWTbJLkkuBW4BdgG+C6xeVW+pqtOrak6rISVJkiRpkLLQkzSsVdW9wCbADcBlSd7WzxE27P06JFboJXllkiOB2cAJwEPA24FVq+r/VdWdrQaUJEmSpCHAQk/SsFdVD9OUTmcCP0+yRz9evhO4n6YAG5SSrJBknyTX0BSjWwCHAhOr6p1VdfYAmSYsSZIWQ0fbASRJT+OUW0kCqmpukvfQnPN2XJIJwMFVVX16oeR5wLuArYCX/BZWvxvmvg22JjmHqrl9er2lJEmA1wL70JyH1wGcAXwauKyqelqMJ0mSlkQyEngTsBPw9jmwUhfQDT8lOQk4hapbW80oScNc+vp3VUka7JJ8CPgWcDTw4T5ZXZZ0AAcD+wKjF3CvvwKfoOq4Jb7eUpJkJWBXmiJvEnATzd+nU6rqgTazSZKkPpBMBH4IvO4Z7lXAYcABVHX3Sy5J0r+x0JOk+UiyDTAN+AWwY1U9vgRPNgb4Mc1W1IXxJar+a7Gv18eSjADeSFPibQt0AafSFHnX9PkqRkmS1I6mzJsOTFzIR/yAqp2XYiJJ0gJY6EnSAiR5PfAz4FbgHVX158V8ok/QfIq9KF5P1YzFul4fSTIW2APYC1gDuIamxDutqh5pMZokSVoakmOBPRfxUZtTdeHSiCNJWjALPUl6BknWBs4D5gJbVNXtJK8AdgamAMsDjwFXAdOouukpT7AMcCew8iJe+lyq/mMJ4y+yJKOAt9GsxtsSeAQ4CTimqn7T33kkSVI/SVYBbmPRZ2BcRtUb+z6QJOmZWOhJ0rPoXal29lqwyjVw73NhvWe4+9XAblTdlpCf8fbtluHJ029iPWYygTmMIRTL8CSrcSeTuJlJ3MxKPDi/51qOqieWyot6iiSr0Xwi/15gPHApzWq8H1c/ZZAkSS1KtgdOK2AmE7iJ9biZSdzLWOYymhH0sCxPsAa3/+P9y4o8DDAPGI2/WEpSv7LQk6SFcHPyholw0XOfZTp4AVcw9eH3cMK5szpWe3NXFysBrPTcLlZdpYdllg1V8Phjxe13j+SRx5unW73jj+zQdTI7M431uPnvT7cSVfNt+vpCmrP9tqZZjfdm4H7geODYcnKdJEnDRsLIz/M//z2b8Z/78ah38eC8FQFYeaW5TBhfjBkTenqKxx6F2+4ayeNzmvcv63Tcyo5dJ9XX2W/tB+sFt7T5GiRpuLHQk6Rnk4Rmmuu6C7pLNyM4nj04uOO/ubNrImut0VU77daRqVNh0iR48Ysh+ffHVMHMmXDTTXDxxXDqSXOZef9o1u+4mQO7PvdYFx3P3b5+2LMUXs46wN7A7sALaLYUHw2cXVVdfX09SZI0MCWMBj7c0cEBXV28aMP15rLDrqOZMqV5/7LSSk9/TE8P3HVX8/7lggvgh9Pm8ee/jqKjg191dfGpKi7r79chScORhZ4kPZvk3cAPF3TzxWzK/qO+yU0967L33vCBD45g/fWfXuA9m54euPJK+OYR3Zxx1khGjeLSefPYr4obenOMASYAo4G/UnXfwr+ELA+8m6bI2wj4I3AscFxV3bNoSSVJ0mCWEGDrjg6OAFb52McYsffesPbai/5c8+bBRRfBV79K90UXMXLkSH7S3c0nq7itr3NLkv7JQk+Snk0yDdjpqd/uYhSf5lCOYH+2eMs8DjtiFOsucA3fornySvjoR5l3ww2M2KQu+c5FbPacEdQ2wHP/5W43AtOA4xdU7iWZTFPi7QwsC/wEOAa4sKq6+yatJEkaLBKWGzGC7/b0sOv229Nz6KGMWHXVJX/eKjj3XNh3X+bdeSfd3d3sXcXJS/7MkqT5sdCTpGeTnEVz1tw/PMryvHvEmVw6ajO+d8xIdtut7y/b0wOHHAKf+1yxTx3Nt/kgI5nvDtwHgJ2puqCJm+fRFHh7AxsCf6Ap8U6sqj/1fVJJkjQYJLywo4Pzxoxhg1NPZeSWW/b9Nbq64NOfhiOOAOCLwIFV+EunJPUxCz1JejbJ14F9//7HLkbxlpEXcdMKUzj7/A5e85qle/mzzoIdt+9m13nHc3Ttzfx28hbM/Q586sMwmWZrLcDpNGfjTS9/2EuSNKwlLN/RwTUvehEvv+giRi3O9tpFccwx8L73UVUcXMXnl+7VJGn4sdCTpGeTrEGzym0kwP4czlGj9+WqX45kgw36J8JPfwpbbw1H8X7ez/fme59fAa+B62lKvGlV9VD/pJMkSQNZQkaO5NTll2fb669n1Gqr9c91jz4a3vc+ALap4qz+uaokDQ8WepK0MJJjgL1OY3t25DROOgl23bV/Ixx4IHz5oHlc0bMRr+WaBd1tc6ou7M9ckiRpYEvYN+GI888nm2/ev9feZx/quON4orubDau4pX+vLklDl4WeJC2MZPSjLH/KWqNuf9cWu7+IY44d0e8RenpgszfOY+6Ma7ly3uvmu/UW+CRVh/dvMkmSNFAlvGDkSGYecADLfvGL/X/9OXNggw2Yd+ut/HTePLbr/wSSNDT1/2+kkjQYVc1dgUcv/jMvrv/+Qjs/OkeMgIO+PIqr5r2WS9h0QXdzcq0kScNZ8lySPUhOJ7nkg3z7Vyss173Mpz7VTpwxY+CLX2RUdzfbJkxqJ4UkDT2u0JOkhZAwoqODe/bck7FHHbWgxXH9Y7NNusj06VzYPd9S79VU/V9/Z5IkSS1LRgOHAB8ElgF4lOWZMPJePnHgCny+xbEUPT2wzjp03XYbP+zupp8PLZGkockVepK0cCZ1dTFun33aLfMA9v5AB5f2TOUxlpvfzdv3dx5JktSyZHngPODj9JZ5AFfxev7WvQJ77dVaMqDZZfD+99MxciRvT/wdVJL6gj9MJWnhbLzssnSvv37bMWDqVOiukVzN6+Z386dINuvvTJIkqVWfgaefx3ElG7PGxDmMG9dCoqeYOhW6ulgRWKvtLJI0FFjoSdJCSNhoyhQYNartJDBhArx07Byms9GC7tLiphpJktSvkhWBj87vpukjN2GjN47u50Dzt8EGMGYM3bDgNzCSpIU3AH41laSBb9Qoxq+xBiPbzvF3L1013H/vSxZ08ya7JlNPgQf7M5MkSep/F8NbNoUV53fbfSPHs/FqrZ8WAkBHB6y8Mt13383KbWeRpKHAQk+SFkLCmI6OtlP80+gxYQ5jFnj7VXB5P8aRJEktOZH57LXtNZcOBtT7l9EUMDCWDErSIGehJ0kLoaeHxx5/vO0U//TYI8WyPDHf23pg7sqw0Z0s4A6SJGnI2ApeBxwzv9uW4wkG0vuXxx8n+P5EkvqEhZ4kLYR58/jdtdeyCdD659zd3XDz70awM3+Y7+0j4PtXVf1fP8eSJEltSH5LM9120lNvennXTfzmujUZCL/2PfQQzJ7NaFjAGxhJ0iJxKIYkLZwrbrqJUQ8/3HYMuPFGePjxUUzlivnd/ARwSD9HkiRJbakq4L/nd9PUupzpVxY9Pf0baX5mzIAqAK5sOYokDQkWepK0cKZXkUsvbTsGXHQRrDjyUdbjpqfe9FdgC6rubiGWJElqS9WPaFbpdf/rtzfmSh56tINf/7qdWP/qootg1dGz5hR5ddtZJGkosNCTpIVQxexxo/5042GHzqs2c8ydC984bC47d5/ESP7xcftDwLHABlRd1l46SZLUmqqv08zH+BnQBbAB1zNp1B84/Cvdz/jQpe2hh+Doo+ax59yjxgA/Jzmw1UCSNARY6EnSwkgOmTbv3a+44qpRubzF+bEnngiz/zSqZwdO/SzwAWBL4CVU7U3VH9tLJkmSWld1BVVbAS8BdhhBfehN884/+rQfjeD3v28v1pFHQp58ko9y5N+/9d8kO7eXSJIGv1S1uthEkga+ZH/gcIBNRl7JI+u+hquu6WCZZfo3xv33wytfybw//5kTenrYu3+vLkmSBqOEkR0d3PKGN/DS889n5MiR/Xv9226Dyet3se/jX+Z/+LeFeb8HJlE1AE74k6TBx0JPkp5JshxwF/AigFtZk1eNvI7tdl2OY48bQdI/Mbq64E1vovuXv2RWVxcbVvFg/1xZkiQNdgmvGTGC6QccwKiDDuq/6z72GLxuchejb/8tV857Hcvy5FPvshlVF/dfIkkaOtxyK0nPbEd6yzyAl3EbJ3fvxHEnjOAb3+ifAFWw334wYwbdXV1sZZknSZIWRRXX9PTwoYMPhlNP7Z9rdnXBHrt3M/v2xzlj3tbzK/Og2RosSVoMFnqS9Mxe+tRvvIOfcwif5uMfhwMPhJ6luFFkzhx4z3uo73yHnu5udq3ihqV3NUmSNFRVcXTCN3beGb71reYDw6XlkUdgm63mcfZZXZw+bxtW5e4F3fWhpZdCkoY2Cz1JemaPzu+bn+YrHMX7OfiL3Wy7dTf33df3F77lFth4Y+ZNm8aTVbyjitP7/iqSJGm4qOLjVXz+ox+FPfek/vrXvr/GddfBazvncs2FD3NRz6a8iUsWdNfZgNttJWkxWehJ0jP7MdA9vxvez/e4uDbl2vP+xMtWn8fBB8MTTyz5BR94APbdF9Zdl7rhBm7t7qazinOW/JklSdJwVkVVcRCw9ckn8/CqqzLvyCOb7bFLavZseO97epg8uXj+Xddx7bz1mcLVC7z/jXACVXOW/MqSNDw5FEOSnk1yMrDLgm5+nGU5nE9wyMj/4vkrjWD3vUaz886w3noLf4kquPpqmDYNjj+eeU8+ySPz5vFZ4Jgq5i35i5AkSfqnhOcBnxsxgv0mTqRnr73o2GknWHPNhX+O7m649FKYNq1q2ilVL+q+f8Qh8z7BjpzKCBb8e+ZP4MHt4DndcBBwaFXNXdLXI0nDjYWeJD2LKcn7j4HvTIJnnGk7m7Eczie6v9fx4Ucf7VpmxfXWmsvGm45m0qSm3Ft1VRgzpinvnngCbrsNbr4ZbroJLrlgLnfNGs1aHbdzb9cLD3qYFQ+r4m/99BIlSdIwlbAGsH9HBzt1dfH8V60/l9dN/ef7l4kTm/cv3d3w+OPNkSA33ww33VhceF4X9/5lNC/oePiuB7ue+81bWfO6Nbn9CGCDBVzuT8Chr4JvXgsfB/4HuA3Yq6qu6aeXLElDgoWeJC1Akg7gK8B+Y+G7f4QVR8G7gZELeMjvgfeGuuajfPNDRY68btRruJl1eWjeCvN9wEs6HmBSz028qvtqduRUNuB6AqtTdefSeVWSJElPd2C+MOb1XPXkmWzLDR2v4uaedXi0e7n53nd8x/1M6rmR13VPZ0dOZR1+vxtVJ//jDsk6wA7AGsAo4C/Az4ELqer+592yJvA9YBPgG8Dnq+qxpfUaJWkosdCTpPlIMhb4IdAJ7FNV03pvWBnYHtgcWBGYA9wI/ICqX/3LE7wC+A1AAfcylnuYyBzGMIIeluFJVuUuXsgD87v8SlQ9uNRenCRJ0vwkjwDPgeb9yx9ZhftY+R/vX5blCdbgdp739E0EW1H1s8W7ZALsBRwGPAi8r6ouXPwXIUnDg4WeJD1Fkqk0Zd6jwLZVdeNiPtGvgQ0X8VE/o2qrxbqeJEnSkki+A3xgER91H7AaVU8u2aUzDvgWsA1wPPCJ8gNOSVogp9xKUq809gMuAa4BXr3YZV7joMV4zBeX4HqSJElL4hBgUWfeHrakZR5AVc2uqm2BdwFbAL9N8u7eFXySpKew0JMkIMlzgB8AhwOfB7apqoeW6EmrzqQ5g2+h7g3s+2/bdiX9//buNDrO6kzw+P9KJXnD2MIQVrPvCWBWL4TFCYYwSRNgwuYmIBJCooQG+sAQZqxMp2lrmGZLp5mgEIKRWQroTtJJgMYJi4HukNhsNjSxaTBrWBowZSBgW5b0zIcqgWyVFksllWT/f+foyO+9973vU/5Qp+rRc++VJA2miJeBM4CWXt5xB/m970oYQvwc2Au4m/yKiX8pVO9JkjowoSdpo5dS2gNYABwFfCEiLouItpJMHvFd4HSgu0Mu/ggcS8Q/luSZkiRJfRVxO3A4sKibUW8DFwOnEdHb5N96hBC5iPg6+c9m+wBLUkrnpJT8/ipJBe6hJ2mjllI6AZgLPAv894h4ZQAfNhU4YQkcshCOOB3+TyX8ExGLB+yZkiRJfVU4rfYZmPEMTDkZGvnktNqSJ/KKh5DGAJcCFwAPkz+s7PnBeLYkDWUm9CQNO/VNzTOAzYHbZ9dW9+lNLKWUIb/H3XeBnwDnRwn2f+nlsz8P3AdsHhFFj7mVJEkaKlJKpwC3AxVRpi+QKaWDgRuA3YC/Aa6OQUoqStJQZMmypGGjvql56/qm5tuA3wJZ4N76pubd13eelNKngN+Q/0vv1yPim4OVzCvIFX5vNojPlCRJ6qvmwu9MuQKI/D7DBwEN5A8RW5BSmlSueCSp3KzQkzTk1Tc1VwJ15D/AbbpOdzP5E9kum11b3WNSLqU0GfgZ0AqcGBFPlDjcHqWUdgJeACZHxMKRcKncAAAS5UlEQVTBfr4kSdL6SCl9kfxS200i4sMhEM9ewPXAFOAK4NKIWNnjjdn0ZSqqT6Kt+TvMjPcGOExJGlBW6Eka0uqbmg8if2DFNXRO5gFUA/8b+I/6puZjupon5X0L+DfgGeDAciTzCtor9GrK9HxJkqT10V6hV13WKAoiYgn5gzvOA84FFqeUDu/2pmzalpS5hbbmv4SKkp7MK0nlYEJP0pBU39Q8vr6p+f8BC4EDe3HLLsC8+qbmO+qbmrfp2JFSGgXcSH4j58uAL5Z577r3gTZM6EmSpOFhSCX0ACKiLSKuBT4NPAc8lFL6cUppXKfB2ZRImSZGbzeCqbcAbWeSTccNcsiSVFIuuZU0pNQ3NSfgVOAHwJbr9o+ogqP2r2T0SLhnYSt/Lr7I9gOgHri24awR2wM/B3YEvhoRdw1U7OsjpbQcqI+IxnLHIkmS1J2U0lTgEWBiRPyp3PGsK6WUgNOAH5JPPtZFxK8/HpBN34TUyIx/T2wxDR75ahsv376CaNmDmfFOmcKWpH6xQk/SkFE44OJe8gdedErm7bNjBeefUMXUvSvZb+dKzj+hisl7VpA6TzUW+OHKD3NLt91l8iIgAQcNlWReQQ4r9CRJ0vCwpvB7yFTodRR5WWAvYD7wq5TSHSmlLcmmXUiV/8DeF+eTeQAHXVPBiM03JVVeRzYV+SgpSUNf2U4pkqR29U3NI4H/CVxCkQ+Km42Fv5iSYbdt1/4bxKgRib+YkmH/Xdv49e9beX352hXHo8bU7HLmrAdpbVmzMFM1opxLbIsxoSdJkoaLIbfktpiIeAc4PaV0K3BdZQVL3ngv8+5WE3fNpH3+9pOB1eNh6twM8485kXxlX7Y8EUtS37nkVlJZFQ6y+BH5PfDWUlkBh+9TweH7VFKV6f6Pp21twYJn27jviVZWryk65L+AC4Hs7Nrqsr/xpZR+C7wSEWeXOxZJkqTupJT2BJYA+0XEU+WOpzdSSmOvPYt7vvn5ykMrjn0UNtu/86BH64Lnf/pnomUvZsZrgx+lJPWdCT1JZVE4uOIHwMnF+nfZOl99t/m49VsF8cFHwb8+2srTL7Z1NeQB4Nuza6ufXa+JSyyldAdQFREnljMOSZKknqSUdgaWAQdHxGPljqdXsunTULGIff82w2fqi49p+RDu/vQaPnrtQaLlGGb65VjS8OEeepIGXX1TcxWwiCLJvE1GwkmHV1J79Pon8wDGjk6cckSG2qMzTBhbdMjngKfqm5q3Wu/JS8slt5IkabhoX3JbVdYoeiubqkhVWWomwd6XdD0uMwam3VpFtM4AvjFo8UlSCZjQkzToZtdWryG/YfHHEjB5z/yhF/vtXEnqZn/iW265halTpzJ16lTuv//+omN23aaCc79cxfT9Kqjs/E731Oza6jf79SL6z4SeJEkaLobFHnodzCKlzzDt1gwVPWwbv8WhsNdFkCp/SDbtPDjhSVL/mdCTVC5zOl5kMjDjgEpGjei+Km/FihVcfvnlzJ8/nzvvvJMLLriA1tbWomOrMonpkyoZO7r7Z5fJu5jQkyRJw8OQPuV2Ldl0IKTvMenvKxi3Z+/u2fdSGLtrhpS5mWzyO7KkYcE3K0nlch/wavvFmhb4j5e63PfuYwsWLOCwww5j5MiRbL755kycOJFly5Z1Of7FN4IVf16raRVwW5+jLh0r9CRJ0nAxPCr0smkkFVVZtjg02OO83t9XORKmZTMQU4ELBiw+SSqhHuqPJWlgzK6tbq1vam4Cvtfe9vhzbRy0e2W39y1fvpyamk/yYDU1NSxfvrzL8Y8/3ylJ+PPZtdUr+hByqeWAsSmlTES0lDsYSZKkbgyPhB58g7Y1u9Oca+WBo9b/81VmbCVr3r+MbLqemfHBAMQnSSVjQk9SOTXRIaH36tvBWyuCT43vetnthAkTyOVyH1+vWLGCCRMmFB27cnXwx85Vf0NhuS3kE3oA44F3yhmIJElSD9qTY0P9UIxfAfvw3jPw3jN9neMFk3mShgMTepLKZnZt9Qv1Tc0PkD95FoAnnmvlCwd3/dY0efJkLr74YlavXs2HH37IK6+8wi677FJ07FMvttGydj7vReDBUsReAu0JvRpM6EmSpCEsIuJTY0c377FFzZbljqVbM+MV4JxyhyFJg8GEnqRym0OHhN6Ty9qYcWBQWVG8Sm/8+PFceOGFHHnkkQBcffXVVFYWX6b7+HOdqvNunF1b3fNGfYOjPaG3WVmjkCRJ6kauoa4COGfB+adWj6nOXJ5rqMsA19TManTLEEkqoxQR5Y5B0kasvql5FPAGMK69beb0DHvv0L8ze954t40f/Xqtz5kB7Di7tvqVfk1cIimlccAK4NiImFfueCRJktaVa6jbH/gxcMg6XYuBuppZjb8f/KgkSeApt5LKbHZt9UrWOXX28eda+z3vE52r8+4dKsm8gg+ANjzpVpIkDTG5hrpNcw11/wA8RudkHsB+wCO5hrrrcg11rjaQpDIwoSdpKLih48V/vha8/1Hfq4dbWoNFL3RK6N1QbGy5REQb+WW3JvQkSdKQkGuoS7mGupOBJcD59Px98Rxgaa6h7oxcQ13Xp5pJkkrOhJ6koeBx4On2iwhYtKzvW90tfTVYuXqtpnfJn3o21JjQkyRJQ0KuoW4X4B7gDmCbdfur9phE9WeKFeuxBTAXmJ9rqNt7QIOUJH3MPfQkDQn1Tc0XAD9ov56wKZxyRN/O7bnn0VZefHOt97ZrZtdWn9e/CEsvpbQQeDgiLip3LJIkaeOUa6gbAXwX+F/AiHX7K8ZNYPQxp1C12z4ArHlpKR/dcxtt775VbLoW4Apgds2sxo8GLmpJkgk9SUNCfVPz5sDrQNUATD9pdm314gGYt1/Gjkz3njaNtp+czUnMjPfLHY8kSdq45BrqPg9cC+zeqbOikpFTZjDys8eSqqrX6oqWNaz6w72s+t08aFlTbOqXgL+qmdV4V+mjliSBCT1pg5NS+i2wFfkDFz4AzouIJ7sY+3XgEvLL7x8Avh0Ra3rqW2eOB4FpwHYR8VahbWfgeeDXEXF8Smk+cENE3FLorwfqgfERsarQtvT4b970X5+ecsrhpfmf+NgTs2urDyzxnCXxT+elZ0+ewu5QMZeZrbXljkeSJG0ccg11WwFXATOL9We2343Rx55G5eZbdztPa+5tPpp3Oy0v/LGrIf8CnF8zq/HV/sQrSerMPfSkDc/JEbFvREwCrgaaig1KKe0E/B1wGLArsCX5jY277evCU8BXO1x/jfy+eO3mA0d2uJ4OLAKmFJ63NbDj9nscdlVvXuB6mjMAc/ZfNk0/eQq7s+PpQNuZZNNx5Q5JkiRt2HINdZW5hrrvAEspksxLozdh9HG1bHL6X/eYzAOorNmCTU49lzEnfoO0ybhiQ04AluQa6i7KNdQNxCoMSdpo9W2DKklDVkSs6HA5DuiqDPcr5Cvo3gRIKf2Y/N4pP+qhr5i5wDeAq1JKFcAp5JdvHFHonw/cWJirGtgJaCCf5Huw8PsPY2u2ubtwXfQTYR+0AbeVaK7SyaZNSVU3t211dFRMvSkBbbx8xxyyaU9mxjvlDk+SJG14cg11o4CHgYM69yaq9/8so6Z/mYpRY9Zr3pQS1XsdQNXOe7Py4TtZ/ej8/AlnnxhDfl+9M3INdUfUzGrM9flFSJI+ZkJP2gCllG4iXwUH8N+6GLY98HKH65cKbT31FfMq8GZKaTL5U1sfI3+Ca7sFwDYppYnkk3kLySfu5gDfL8T6wOza6tYOcW/A0g/IjNmyYsoNiZTgoGsqePO+cax++zqy6SvMdC8ESZJUWjWzGlfmGuo6rdCq3HI7Rh97Gpltd+7y3sMOO4wlS5Zw7rnn8v3vf7/omDRiJKNnnET1PlP46J4sra+/tO6QUcCKzndKkvrCJbfSBigizoiIieT3qfv7QXrsHODrhZ+1lrlGRDPwO/KVeEcCD0bEMmC7lNLIQtv8QYqzvLLpixBfY/L1GUZtmW+rHg9T52aI1hOBU8sanyRJ2pCt9RktjRrD2LMu6TaZB5DNZrnyyit79YDMVhMZW/s/qBi3Wadn18xq9I+WklQiJvSkYSyldEZKaVHh56x1+yNiLjA9pTShyO2vADt0uN6x0NZTX1d+CRwD7AfcX6R/Pvnqu+nkq/MA/gCcBGxLvopvw5ZNE0hVTexwWhvbf2Xtvq2Pht2+FaTMdWTTNmWJT5IkbeiywOr2i1j5IS2vPt/jTRMnTlyvh7S++Sfa3nu3Y1Mb+S1aJEklYkJPGsYi4qaImFT4uTGlND6lT5JBKaXjgeXAu0Vu/zlwXEppq5RSAr4F3N6Lvq5iWQX8NflTdduKDJkPHAXsEBFLC20PAd8Dfleo4tuwpcpGqmvGc/CPir/37n9lYvS2I0mZJrIpDXJ0kiRpA1fYv+4XHduaFz9S8uc0L/7duk331MxqfL3kD5KkjZgJPWnDMg74ZUrp6ZTSYuBc4EsR+T3ZUko/TSl/mmpEvAD8DfmlsM8DbwPX9dTXnYj4RUTM66L7UfL76y3s0PYQsBvwwHq+zuEnm04hWk9i6twM1TXFx2TGwLRbq4jWGcDZgxqfJEnaWKy17LZ56ZO0rfqoZJPHmmaan3m022dKkvrPQzGkDUhEvAwc0k3/2etcXw9c38XYLvvWGXdkF+1NQFOH6xZg7DpjngU2/Eq0bNqalPkJO58VbPOF7l/vFofCXhfB0qt/SDbdx8x4cZCilCRJG4cHyB9+lt9epWUNa555jBEHHl6Sydf852Ji1cqOTW8Dd5VkcknSx6zQk6SBlE2JlLmBUVuP4oCrepe83PdS2GTXKlLVzWST79OSJKlkamY1tgE3dmxb3cOy2zPPPJMrrriCm266iaOOOqrbsasXdVpue3PNrMYNf2sVSRpkVuhJ0sD6GtF6LNNuhaqxPY8GqBwJh96W4TcHTwMuAK4eyAAlSdJGp4n89ioJoPWNl2l96zUqP7Vt0cFz5/buPIvWFctpeenZdZtvLDZWktQ/qbC1liSp1LJpe1LlEsbvO5rdz13/+1+YA2//fg207cvMjw8SkSRJ6rdcQ9295A8sA2DEIZ9j9IyT+jXnyofvYtW/3d2xaWHNrMbJ/ZpUklSUFXqSNHBWQVrNiqcqWHhO32ZIaQ3Byp4HSpIkrZcb6JDQa356AaM+dwKpsm9fEaOtjebFvy/2DEnSADChJ0kDZWa8BWxW7jAkSZKK+CWwAhgPECs/ZM1zT1G95wF9mqzlpWdpe//djk0rgTv6G6QkqTg3W5ckSZKkjUzNrMZVwK0d21Yv6v5wjO6sXtzpMIyf1cxqfK/PE0qSumWFniRJkiRtnOYA32m/aFn2DCuuurBPE8WqTjuEzOl7WJKknngohiRJkiRtpHINdU8Ck0o87TJgt5pZjX7ZlKQB4pJbSZIkSdp4DUQl3Y0m8yRpYJnQkyRJkqSNVxZoLuF8bcDcEs4nSSrCJbeSJEmStBHLNdSNp3TFHlEzqzFXorkkSV0woSdJkiRJ6pWU0j8CxwE7APtHxKIuxn0O+L/AJkAAdwOXRERbof9LwJVAJfA0UBsR7xeZpwk4EzggIp4stI0F3gCej4hJKaUbgWURMbvQfzpwM7BTRLxUaJsH/HNE3FCK/wdJKjeX3EqSJEmSeutnwGeBl3sYlwNOjYi9gQOBacAZACmlTYAbgOMjYjfgdeB73cz1OPC1DtenAEs6XM8HjuxwPR1Y0N6WUsoUYn6gh5gladgwoSdJkiRJ6pWIeDgi/tSLcU9GxAuFf68CFgE7FrqPBZ6MiKWF62uB07qZ7hfAl1JKIwrXZ7H2YR7zgakpperC9WeBy/gkyXcw8E5EvNhT3JI0XJjQkyRJkiQNmJTSVsBXgLsKTduzdoXfS8DWhUq6Yj4C7gWOTyntCSQ6VOhFxKvkl+BOTiltD7wL/JZ8VSDkK/aszpO0QenqDVOSJEmSpH5JKW0K3AlcHhGP9WOqOcClwGLgxiL97ctuXwYeioiVKaW3Uko7Fdpv7sezJWnIsUJPkiRJklRyhcMr5gG/ioirO3S9Qv5QjXY7Am9EREtXc0XEH4BtgFOB24sMmU++Em868GCh7SHgaOBQrNCTtIExoSdJkiRJKqnCwRfzgHntp892MA84oLB8FuDbFE/Sret84KKI+KBI33xgCnAE8O+FtoeAC4HXIuK19XwJkjSkmdCTJEmSJPVKSum6lNKfgO2A36SUnu/Q99OU0nGFy/OBQ4ATU0qLCj+zAAoJubOBXxbu3w74u56eHRH3R8QdXfS9Qb7y762I+HOh+RFgJ6zOk7QBShFR7hgkSZIkSZIk9ZIVepIkSZIkSdIwYkJPkiRJkiRJGkZM6EmSJEmSJEnDiAk9SZIkSZIkaRgxoSdJkiRJkiQNIyb0JEmSJEmSpGHEhJ4kSZIkSZI0jJjQkyRJkiRJkoYRE3qSJEmSJEnSMGJCT5IkSZIkSRpG/j+UK3+xxlsixQAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig_ = plot_helper.plot_current_dispatch(new_obs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see on the figure above, the generator 0 has seen indeed its production increased by 3MW (hence the 3.00MW) but we can see something else.\n", "\n", "##### first constraints: P = C + losses => sum(redispatch) = 0\n", "The generators 1 and 5 see their production increased by 1.50 MW.\n", "\n", "But why is that? This is because a powergrid need to be a steady state. And this implies that the total generation and the total load must be balanced (up to the losses). \n", "\n", "This entails that if you ask to increase a generation somewhere, the environment will have no choice but to decrease the production somewhere else.\n", "\n", "Now let's see what happens if I wand to decrease the generator 1 of 5MW again. So the total \"setpoint\" for the redispatch on this generator should be `(-3MW) [action previous step] + (-5MW) [action this step] = -8MW`\n", "\n", "Let's see what happens if i do that:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "gen_id2 = 0\n", "dispatch_amount2 = -5\n", "dispatch_action2= env.action_space({\"redispatch\": [(gen_id2, dispatch_amount2)]})\n", "new_obs2, reward, done, info = env.step(dispatch_action2)\n", "fig_ = plot_helper.plot_current_dispatch(new_obs2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### second contraints: ramps => actual dispatch != target dispatch\n", "Oh, oh, the dispatch setpoint of this generator is -7.50, whereas it should be -8. Why?\n", "\n", "This is not a bug, in fact there are some physical constraints for the generators. You can't have their productions increase (or decrease) too much between two consecutive steps. This is a very important phenomenon that has been taken into account in grid2op.\n", "\n", "Actually, if you look at the difference between the production at this step and the previous observation (that was called `new_obs` and the current one, denoted by `new_obs2`) you will see:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "-5.0" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "new_obs2.prod_p[gen_id2] - new_obs.prod_p[gen_id2]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And if you compare it to the `maximum ramp down` (which is a fancy word to say \"the maximum value a generator can decrease between two consecutive steps) you will see that the number above matches this physical constraint): " ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "5.0" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "env.gen_max_ramp_down[gen_id2]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Indeed, the production decreases of 5.00005 (~5 up to the rounding) 5MW which is the maximum allowed by the physical limit of this generator (which is 5MW).\n", "\n", "This means that if the environment had implemented the entire redispatching action, this would have resulted in breking the generator `0`, because its power would have decreased too much. This is why the environment automatically \"limit\" the action, in this case to -4.5MW instead of the -5 in the action.\n", "\n", "This is why there are two distinct information about the redispatching:\n", "- `actual_dispatch` which is the redispatching really implemented on the grid. It alwas sum to 0.0 (up to the rounding factor) and takes into account the limits on the generators\n", "- `target_dispatch` which is the sum of all the redispatching action that the operator wanted to perform.\n", "\n", "You have access to these values in `obs.actual_dispatch` and `obs.target_dispatch`. We also show how to plot the \"actual_dispatch\" and now let's see how we can plot the \"target_dispatch\"" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig_ = plot_helper.plot_current_dispatch(new_obs2, do_plot_actual_dispatch=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### third constraints: the pmin / pmax\n", "Ok so now let's see a third (and last) type of physical constraints that are important for generators.\n", "\n", "In reality, just like you cannot run at 50km.h^-1 or drive a bike at 200km.h^-1, or your car cannot drive at 600km.h^-1 or a plane cannot fly at 100.000km.h^-1, there are maximum values (and minimum) values a generator can produce.\n", "\n", "Any attempt to go above pmax or bellow pmin will be \"limited\" by the environment. For example, if a generator is operated at pmax, and you ask to increase its production, then the action will not be implemented on the grid with the same mechanism detailed above.\n", "\n", "### 5) Wrapping up\n", "\n", "Congratulations, you just learn a new game based on a real industrial system !\n", "\n", "This new \"game\" can be summarize as maintaining in safety a powergrid (see sections [Game over conditions](#Game-over-conditions) and [Operate in safety](#Operate-in-safety)) for a certain amount of time (in this environment a day) while using some actions consisting in \"[Modifying the status of the powerlines](#Modifying-the-status-of-the-powerlines)\" or performing \"[Redispatching](#Redispatching)\".\n", "\n", "Your reward will be sum of the margin on the grid (see [Margin on a powerline](#Margin-on-a-powerline)). It is highest when the flows are minimal. It is 0.0 after a game for the rest of the scenarios and always positive. \n", "\n", "As any reinforcement learning setting, you need to maximise this reward.\n", "\n", "Good luck !\n", "\n", "\n", "### 6) Optional: diving deeper into grid2op\n", "For this lecture it's probably not necessary to go into such details, but you might encounter some \"hard to explain\" behaviour when you building your first agent. \n", "\n", "#### Dataset\n", "For this environment you have at your disposal a few scenarios each representing the equivalent of a day (24 hours) of grid operation at a 5 mins resolution. \n", "\n", "The datasets are located at:\n", "```python\n", "print(f\"Data are located at {env.chronics_handler.path}\")\n", "```\n", "And you can list what is in there" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['2019-01-12',\n", " '2019-01-13',\n", " '2019-01-14',\n", " '2019-01-15',\n", " '2019-01-16',\n", " '2019-01-17',\n", " '2019-01-18']" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import os\n", "all_days = sorted(os.listdir(env.chronics_handler.path))\n", "all_days" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A grid2op typical dataset is made of scenarios. Each scenario has a name (in this case the name matches the day this scenario represents).\n", "\n", "So for this environment you have 7 different days. For each day, a \"grid dataset\" is made (in this case) of 4 csv:\n", "- \"load_p.csv.bz2\" represents the \"active loads\" (how much power people will consume at each steps)\n", "- \"prod_p.csv.bz2\" represents the \"active generation\" (how much power powerplant will produce at each steps). Note that this represents their production in case there are no redispatching.\n", "\n", "The other file are important for grid2op but are how of the scope of this notebook.\n", "\n", "You can list them with the command below:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['load_p.csv.bz2',\n", " 'load_p_forecasted.csv.bz2',\n", " 'load_q.csv.bz2',\n", " 'load_q_forecasted.csv.bz2',\n", " 'prod_p.csv.bz2',\n", " 'prod_p_forecasted.csv.bz2',\n", " 'prod_v.csv.bz2',\n", " 'prod_v_forecasted.csv.bz2',\n", " 'split_and_save_meta_params.json',\n", " 'start_datetime.info',\n", " 'time_interval.info']" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sorted(os.listdir(os.path.join(env.chronics_handler.path, all_days[0])))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Specific rules\n", "One more thing that might be usefull.\n", "\n", "In grid2op there are different kinds of rules that \"model\" some constraints the powergrid operators have to deal with in reality.\n", "\n", "These \"constraints\" are similar to \"rules\" in video games. See the section [Random Agent and operational constraints](#Random-Agent-and-operational-constraints) for more information about some of them.\n", "\n", "The main rules used for this environment are:\n", "\n", "- **cooldown**: if you act on a powergrid, you have to wait a few number (3 in this case) of steps before you can act on the same powerline again\n", "- **restoration time**: if a powerline is disconnected because of the \"protections\" (see section [Thermal limits and protections](#Thermal-limits-and-protections) ) you have to wait 12 steps before you can reconnect it. This model the fact that in reality you have to send some team of people to inspect that the powerline can be safely set back into service.\n", "\n", "If an action would violate these rules, it is replaced by \"do nothing\" (see [Random Agent and operational constraints](#Random-Agent-and-operational-constraints) for a more detail explanation).\n", "\n", "\n", "We remind also that the environment also takes into account some physical constraints:\n", "\n", "Some powerline are disconnected when they are in overflow for too long, or when their overflow is too high (see section [Thermal limits and protections](#Thermal-limits-and-protections) ) and there is nothing the agent can do about that (beside of course reduce the flow on the concerned powerlines).\n", "\n", "The redispatching implemented is not what the agent asked for. This is mainly due to the physical aspect of powergrids that are detailed in section [Redispatching](#Redispatching). " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Creating some agents\n", "\n", "Ok now we know all about the problems we want to solve in this environment. We recall that this problem is explained in more detail in the [5) Wrapping up](#5\\)-Wrapping-up) section (with hyper text links pointing to most relevant questions if you have any interrogation or need a reminder.\n", "\n", "### 1) Compatibility with gym\n", "Grid2op is a framework fully compatible with openAI-gym. This means that there are the same interface (`env`, `env.step`, `env.reset`, `agent.act` etc.) but this does not entails that it is a gym environment. \n", "\n", "Actually, for people who don't know openAI gym (and this is the case of most people having a \"power system\" background) we did not want to include more complexity to this problem.\n", "\n", "However we put a lot of effort to make the use of grid2op with this framework as easy as possible.\n", "\n", "\n", "#### Convert the environment to gym\n", "To benefit from the openAI gym integration, the first thing you need to do is converting the grid2op environment to an open AI gym environment. In the next cell we show an example on how to do it. " ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Is env and open AI gym environment: False\n", "Is gym_env and open AI gym environment: True\n" ] } ], "source": [ "import gym\n", "from grid2op.gym_compat import GymEnv\n", "gym_env = GymEnv(env)\n", "print(f\"Is env and open AI gym environment: {isinstance(env, gym.Env)}\")\n", "print(f\"Is gym_env and open AI gym environment: {isinstance(gym_env, gym.Env)}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**NB** some feature of grid2op are only available when the environment is presented as a grid2op environment and not as a gym environment. These exact features are out of the scope of this notebook.\n", "\n", "#### Convert the observation space to gym\n", "\n", "Stricly speaking, the observation space and the action space are now gym spaces. as is shown in the next figure.\n", "\n", "There are of type `Dict` with the keys being the attribute present of the observation (or the action) and the values depends on the type of variable. It is often \"Boxes\" for floating pointing numbers (continuous variables, such as the flows on the powerline) and \"MultiBinary\" for discrete variable for example for the status (connected / disconnected) of the powerline.\n", "\n", "The observation state, in this case is:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Dict(a_ex:Box(20,), a_or:Box(20,), actual_dispatch:Box(6,), day:Discrete(32), day_of_week:Discrete(8), duration_next_maintenance:Box(20,), hour_of_day:Discrete(24), line_status:MultiBinary(20), load_p:Box(11,), load_q:Box(11,), load_v:Box(11,), minute_of_hour:Discrete(60), month:Discrete(13), p_ex:Box(20,), p_or:Box(20,), prod_p:Box(6,), prod_q:Box(6,), prod_v:Box(6,), q_ex:Box(20,), q_or:Box(20,), rho:Box(20,), target_dispatch:Box(6,), time_before_cooldown_line:Box(20,), time_before_cooldown_sub:Box(14,), time_next_maintenance:Box(20,), timestep_overflow:Box(20,), topo_vect:Box(57,), v_ex:Box(20,), v_or:Box(20,), year:Discrete(2100))" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gym_env.observation_space" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ouf that is a lot of information, there are plenty of data available and we don't really know what to do with all that. Let's simplify it a bit and keep only some interesting component:\n", "\n", "- `line_status`: that tells whether or not a powerline is connected or disconnected\n", "- `rho`: which represents the flows, expressed in percentage of the thermal limit (see [Thermal limits and protections](#Thermal-limits-and-protections))\n", "- `actual_dispatch`: which represents the current state of redispatching (see [Redispatching](#Redispatching))\n", "- `target_dispatch`: the setpoint given by the agent until then" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Dict(actual_dispatch:Box(6,), line_status:MultiBinary(20), rho:Box(20,), target_dispatch:Box(6,), time_before_cooldown_line:Box(20,))" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ob_space = gym_env.observation_space\n", "ob_space = ob_space.keep_only_attr((\"rho\", \"line_status\", \"actual_dispatch\", \"target_dispatch\", \"time_before_cooldown_line\"))\n", "gym_env.observation_space = ob_space\n", "gym_env.observation_space" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "odict_keys(['actual_dispatch', 'line_status', 'rho', 'target_dispatch', 'time_before_cooldown_line'])" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ob_space.spaces.keys()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Much better now, isn't it ?\n", "\n", "For example, let's sample an observation, to see what type of data an agent will receive:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "OrderedDict([('actual_dispatch',\n", " array([-18.761885, 86.05507 , -49.56959 , 38.037197, 24.830906,\n", " -98.18561 ], dtype=float32)),\n", " ('line_status',\n", " array([0, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 0, 1, 1],\n", " dtype=int8)),\n", " ('rho',\n", " array([0.01785601, 1.2859993 , 1.1237719 , 0.36164704, 0.09625486,\n", " 0.0845398 , 0.7250524 , 0.1175003 , 0.04197022, 0.10491537,\n", " 0.00931062, 0.09584312, 0.04171903, 1.1342742 , 0.7340154 ,\n", " 0.4686891 , 0.5915466 , 0.37957868, 0.23034249, 0.22972362],\n", " dtype=float32)),\n", " ('target_dispatch',\n", " array([-119.63179 , -84.9828 , 62.171608 , -41.507587 ,\n", " 6.7686553, 84.57177 ], dtype=float32)),\n", " ('time_before_cooldown_line',\n", " array([ 593, 81462, 13113, 98276, 62366, 27959, 88883, 31168, 61987,\n", " 35459, 79298, 84877, 25503, 79166, 90786, 57889, 559, 35023,\n", " 15072, 62749], dtype=int32))])" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gym_env.observation_space.sample()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Oh but we see here that the dispatch (sampled, remember that open AI gym by default don't take into account all the information given in part [Problem statement](#Problem-statement)) \n", "\n", "It's considered a good practice in generator to feed a neural network with data approximately in range [-1, 1]. Again, scaling the data in grid2op is relatively easy, and can be done the following way:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "OrderedDict([('actual_dispatch',\n", " array([ 0.30162534, -0.53241026, 0.07464068, 0.22018477, 0.9461922 ,\n", " 0.40248832], dtype=float32)),\n", " ('line_status',\n", " array([0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 1, 0, 0, 1, 1, 0],\n", " dtype=int8)),\n", " ('rho',\n", " array([2.176992 , 0.20614886, 0.5591336 , 0.93488497, 0.57139605,\n", " 2.4030962 , 0.06897231, 1.170465 , 2.9936044 , 1.1900301 ,\n", " 0.40314814, 0.2938665 , 0.39633656, 0.94470507, 0.6433409 ,\n", " 0.5098018 , 1.3535143 , 0.48382583, 0.5831257 , 0.05590543],\n", " dtype=float32)),\n", " ('target_dispatch',\n", " array([ 0.5635136 , 0.5917324 , -0.97518027, 0.19761842, 0.54520583,\n", " -0.06261873], dtype=float32)),\n", " ('time_before_cooldown_line',\n", " array([22026, 56211, 87824, 44358, 72786, 39915, 77879, 1758, 69576,\n", " 15378, 71938, 33269, 19448, 28113, 80017, 75433, 50653, 23077,\n", " 79739, 28710], dtype=int32))])" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from grid2op.gym_compat import ScalerAttrConverter\n", "ob_space = gym_env.observation_space\n", "ob_space = ob_space.reencode_space(\"actual_dispatch\", ScalerAttrConverter(substract=0.,\n", " divide=env.gen_pmax,\n", " init_space=ob_space[\"actual_dispatch\"]))\n", "ob_space = ob_space.reencode_space(\"target_dispatch\", ScalerAttrConverter(substract=0.,\n", " divide=env.gen_pmax,\n", " init_space=ob_space[\"target_dispatch\"]))\n", "gym_env.observation_space = ob_space\n", "gym_env.observation_space.sample()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Much better now, all the variables are in range [-1, 1]. \n", "\n", "So to summarize what we did in this subpart:\n", "\n", "- first we extracted some relevant information of the observation space\n", "- then we noticed some values were out of a \"normal\" range so we rescale them\n", "\n", "This way, the agent will only have access to relevant information (preventing overfitting for example) and it will be able to learn as efficiently as possible.\n", "\n", "#### Convert the action space\n", "\n", "As for the observation space, we will also try to convert the action space.\n", "\n", "But first, let's see what it looks like:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Dict(change_line_status:MultiBinary(20), redispatch:Box(6,))" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "act_space = gym_env.action_space\n", "act_space" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So we have to kind of actions:\n", "- \"*change_line_status*\": if we want to change the status of a powerline (for example connect it if it is disconnected, or disconnect it if it's connected) cf. [Modifying the status of the powerlines](#Modifying-the-status-of-the-powerlines)\n", "- \"*redispatch*\": if we want to apply redispatching actions cf. [Redispatching](#Redispatching)\n", "\n", "Let's see how an action should look like:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "OrderedDict([('change_line_status',\n", " array([0, 0, 0, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 0, 0, 1, 1, 0, 0, 1],\n", " dtype=int8)),\n", " ('redispatch',\n", " array([ 1.5107589, 9.17721 , 0. , 0. , 0. ,\n", " -3.4777057], dtype=float32))])" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "act_space.sample()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The line status change is pretty straight forward: we put 1 when we want to toggle the status of the powerline and 0 other.\n", "\n", "What might be a bit complicated here is the encoding of the redispatching. We have to pass a vector of floating point numberd and continuous actions are always more difficult than discrete actions. It this section we will encode this space so that, for each generator you will have 3 choices: \n", "- dispatch positively (increase the production of this generator)\n", "- dispatch at all\n", "- dispatch negatively (decrease the production of this generator)\n", "\n", "To that end we will" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Dict(change_line_status:MultiBinary(20), redispatch:MultiDiscrete([3 3 1 1 1 3]))" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from grid2op.gym_compat import ContinuousToDiscreteConverter\n", "act_space = act_space.reencode_space(\"redispatch\",\n", " ContinuousToDiscreteConverter(nb_bins=3,\n", " init_space=act_space[\"redispatch\"])\n", " )\n", "gym_env.action_space = act_space\n", "act_space" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ok great so now everything is discrete, which should be much better. Let's see how an action looks like:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "OrderedDict([('change_line_status',\n", " array([1, 0, 1, 1, 0, 0, 1, 0, 1, 0, 0, 0, 1, 1, 1, 1, 0, 0, 1, 0],\n", " dtype=int8)),\n", " ('redispatch', array([2, 0, 0, 0, 0, 2]))])" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "act_space.sample()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2) Some Baselines\n", "\n", "#### Do nothing \"agent\"\n", "The first baseline we can implement is the \"do nothing\" agent. This agent will simply .... do nothing, under any circumstances.\n", "\n", "Let's see how it performs here by evaluating it on the first week (remember each episode represents a day, so to evaluate it on a full week we need to run it on 7 episodes).\n", "\n", "In fact this agent is so simple that we will not even bother writing a class for it :-)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "nb_day = 7\n", "from tqdm.notebook import tqdm # for better progress bars\n", "\n", "# build the do nothing action\n", "do_nothing_act = gym_env.action_space.sample()\n", "do_nothing_act[\"change_line_status\"][:] = 0 # i enforce the fact \"i don't modify any line status\"\n", "do_nothing_act[\"redispatch\"][:] = 1 # i enforce the fact \"i don't modify any generators\"" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "566f9cea42e14106b5154b55977872df", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, max=7.0), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Over the 7 the do nothing agent survived on average 206.00 / 288 steps\n", "Its average reward is 3226.99\n" ] } ], "source": [ "# run the episode\n", "cum_reward = []\n", "nb_ts_survived = []\n", "for i in tqdm(range(nb_day)):\n", " obs = gym_env.reset()\n", " reward = gym_env.reward_range[0]\n", " done = False\n", " ts = 0\n", " tmp_cum_reward = 0.\n", " while not done:\n", " obs, reward, done, info = gym_env.step(do_nothing_act)\n", " ts += 1\n", " tmp_cum_reward += reward\n", " nb_ts_survived.append(ts)\n", " cum_reward.append(tmp_cum_reward)\n", "print(f\"Over the {nb_day} the do nothing agent survived on average {np.mean(nb_ts_survived):.2f} / 288 steps\")\n", "print(f\"Its average reward is {np.mean(cum_reward):.2f}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Random Agent and operational constraints\n", "Now that we know how to do nothing, well kind of, let's build or first acting agent, an agent that takes random actions.\n", "\n", "Before we do that, we need to explain some \"operational constraints\", that are similar to \"rules\" in video games.\n", "\n", "A first rule is that you cannot change the status of more than 1 powerline at each step. This constraints comes from the fact that today humans operators are in command of the grid and humans are not known to multi task really well, especially when there are so much at stake. To reduce the possibility of errors, it is asked to one human to only do one thing at a time.\n", "\n", "A second rule comes from the material. A breaker on a powergird do not exactly look like the switch on your house. A typical breaker can look like this:\n", "![](./img/circuit_breaker.png)\n", "*image credit*: https://www.globalspec.com/learnmore/electrical_electronic_components/electrical_distribution_protection_equipment/circuit_breakers\n", "\n", "And well... who would want to operate this thing by turning it on and off again at the risk of breaking it ? No one really want that, this is why there is some \"cooldown time\". When you act on a breaker at a given step, you cannot act on it in the next 2 or 3 steps.\n", "\n", "\n", "If you \"break these rules\", your action is replaced by \"do nothing\" automatically. This is exactly what happens in video games. If you face a wall, a \"rule\" prevent you to cross it (in most video games at least). And most of the time, if you try to \"go forward\" when facing this wall, your character will not move an inch. This is the same for the powergrid. If a wrong \"command\" is sent to the system, nothing is done at all.\n", "\n", "Given that, let's see how we can do a random agent that meets this constraint." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "class RandomAgentWithConstraints:\n", " def __init__(self, action_space):\n", " self.action_space = action_space\n", " self.do_nothing_act = action_space.sample()\n", " self.do_nothing_act[\"change_line_status\"][:] = 0 # i enforce the fact \"i don't modify any line status\"\n", " self.do_nothing_act[\"redispatch\"][:] = 1 # i enforce the fact \"i don't modify any generators\"\n", " \n", " def act(self, obs, reward, done):\n", " # generate a random action that do not meet the oeprationnal constraints\n", " res = self.action_space.sample()\n", " # select only one powerline among the powerline that are supposed to be disconnected\n", " # in the random action\n", " # and set the other one to 0\n", " ls = res[\"change_line_status\"]\n", " if np.any(ls > 0):\n", " id_ = np.random.choice(np.where(ls)[0], 1)\n", " ls[:] = 0\n", " ls[id_] = 1\n", " return res" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "cae84e43ea2a4b2493c4d549f9f4bc1e", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, max=7.0), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Over the 7 the random agent survived on average 3.43 / 288 steps\n", "Its average reward is 33.18\n" ] } ], "source": [ "cum_reward_2 = []\n", "nb_ts_survived_2 = []\n", "random_with_const = RandomAgentWithConstraints(gym_env.action_space)\n", "for i in tqdm(range(nb_day)):\n", " obs = gym_env.reset()\n", " reward = gym_env.reward_range[0]\n", " done = False\n", " ts = 0\n", " tmp_cum_reward = 0.\n", " while not done:\n", " action = random_with_const.act(obs, reward, done)\n", " obs, reward, done, info = gym_env.step(action)\n", " ts += 1\n", " tmp_cum_reward += reward\n", " nb_ts_survived_2.append(ts)\n", " cum_reward_2.append(tmp_cum_reward)\n", "print(f\"Over the {nb_day} the random agent survived on average {np.mean(nb_ts_survived_2):.2f} / 288 steps\")\n", "print(f\"Its average reward is {np.mean(cum_reward_2):.2f}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see, and this is pretty common in \"real systems\" (as opposed to video games) doing nothing is most of the time a good strategy: the \"do nothing agent\" survived on average 206 steps while an agent that takes random actions only surive 3-4 steps (depending on which random actions are taken of course)\n", "\n", "This is mainly due to the disconnection of powerlines.\n", "\n", "\n", "### 3) Going further\n", "\n", "1. Try to implement an agent that only takes random redispatching action\n", "2. Can you code an agent that reconnect powerlines when they are disconnected, and only then ?\n", "3. Could you imagine a way to have a good performing agent ?" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 4 }