{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "(apollo-dionysus)=\n", "# Apollo & Dionysus\n", " \n", "\n", "\n", "
\n", " + Expand\n", " \n", "
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The first portrait of Gen. Milley, from his time as the U.S. military's top officer, was removed from the Pentagon last week on Inauguration Day less than two hours after President Trump was sworn into office.

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The now retired Gen. Milley and other former senior Trump aides had been assigned personal security details ever since Iran vowed revenge for the killing of Qasem Soleimani in a drone strike in 2020 ordered by Trump in his first term.

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On \"Fox News Sunday,\" the chairman of the Senate Intelligence Committee, Tom Cotton said he hoped President Trump would \"revisit\" the decision to pull the protective security details from John Bolton, Mike Pompeo and Brian Hook who previously served under Trump.

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Asked why these actions were being taken, a senior administration official who requested anonymity replied, \"There is a new era of accountability in the Defense Department under President Trump's leadership—and that's exactly what the American people expect.\"

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Gen. Milley served as chairman of the Joint Chiefs of Staff from 2019 to 2023 under both Presidents Trump and Biden.

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-- Fox News

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\n", "\n", "The evolution of computing has been largely defined by the interplay between servers, browsers, and search engines, forming a cycle of querying and retrieval that has structured the way humans interact with information. Historically, the browser served as an access point for human-driven queries, acting as a window into the vast digital repository of indexed data. The client-server model reinforced this structure, with users issuing search requests through their browsers, which then routed these requests to centralized servers for processing and retrieval. The process was demand-driven—users needed information, and search engines acted as intermediaries, retrieving and ranking the most relevant responses.\n", " \n", "
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\n", "\n", "```{figure} https://www.ledr.com/colours/white.jpg\n", "---\n", "width: 1\n", "height: 1\n", "---\n", "An essay exploring the relationship between servers, browsers, search mechanics, agentic models, and the growing demand for distributed compute. You're setting up a discussion that touches on the architecture of information retrieval, the role of AI as an autonomous agent in querying and decision-making, and the economic implications of compute optimization. The key tension lies in the shift from user-initiated queries to AI-driven agentic interactions, where the browser becomes less of a search engine interface and more of an intermediary between users and computational agents. The equation *Intelligence = Log(Compute)* suggests a logarithmic efficiency in intelligence gains relative to compute expansion, which could be an interesting angle to explore in light of the exponential growth in AI capabilities.\n", "```\n", "\n", "\n", "However, the landscape is undergoing a radical transformation with the rise of AI as an autonomous agent. The traditional client-server dynamic is shifting toward an agentic model where AI itself queries and interprets information on behalf of users. Instead of individuals actively searching for data, AI agents anticipate needs, optimize queries, and synthesize responses in real time. This shift represents a fundamental departure from the passive search paradigm: instead of computing power being allocated only when a user makes a request, continuous AI-driven inference requires persistent and distributed compute resources. The demand for compute is no longer limited to discrete search queries but extends into ongoing, real-time decision-making.\n", "\n", "```{tip}\n", "- **Server** 🖥️ \n", "- **Browser, Search** 🔍 \n", "- **Client vs. Agentic model** 🤖 \n", "- **Querying** ❓ \n", "- **Demand for Compute** ⚡ \n", " - **Training data needs storage** ☁️ 💾 \n", " - **Quantum computing: generate data for AI training** ⚛️\n", "```\n", "\n", "At the core of this transformation lies the relationship between intelligence and compute, often framed as *Intelligence = Log(Compute)*. This suggests that intelligence scales with compute but at a diminishing rate, implying that while increased computational resources drive intelligence growth, the efficiency of that growth follows a logarithmic curve. In practical terms, this means that as AI systems advance, they require exponentially more compute to make marginal gains in intelligence. This relationship has profound implications for infrastructure: data centers, cloud computing, and distributed networks must all scale accordingly to meet the escalating demands of AI inference and training.\n", "\n", "With AI taking over as the primary agent of search and computation, the demand for distributed compute is poised to increase exponentially. Unlike traditional search engines that rely on centralized indexing and retrieval, AI-driven systems require real-time adaptation, multimodal processing, and context-aware reasoning. This necessitates a decentralized, edge-compute approach where processing occurs closer to the user rather than being funneled through a single server or cloud provider. The shift toward agentic AI intensifies the strain on hardware and network resources, making distributed compute not just an optimization but an inevitability.\n", "\n", "The consequences of this shift extend beyond technological infrastructure to economic and strategic considerations. Compute is no longer a passive resource but an active commodity, with access to scalable, high-efficiency processing power determining competitive advantage. Cloud providers, semiconductor manufacturers, and AI research labs are all locked in a race to develop more efficient architectures, including specialized AI chips, neuromorphic computing, and quantum acceleration. The demand for compute is not just growing—it is fragmenting, with specialized workloads requiring different types of processing power, from low-latency inference engines to high-performance training clusters.\n", "\n", "As AI continues to embed itself into the fabric of digital interactions, the fundamental nature of querying itself is changing. The traditional notion of a \"search\" as a discrete action initiated by a human is giving way to a more fluid and continuous process, where AI agents navigate vast datasets, optimize queries autonomously, and anticipate information needs before they even arise. This transition challenges existing paradigms of access, privacy, and infrastructure, forcing a reevaluation of how computational resources are allocated and governed.\n", "\n", "In a world where AI agents drive information retrieval, computing infrastructure must evolve to accommodate the new reality of exponential demand. Intelligence may be logarithmically bound to compute, but the expansion of AI-driven agency ensures that the hunger for compute will only accelerate. The future will belong to those who can most efficiently distribute and optimize this resource, turning raw computational power into structured, scalable intelligence.\n", "\n", "\n", " \n", " \n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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Dh2Lr1q03DLiA358LNzc3zJw587rbNtSF1trfg0RERNQ8DMSIiIha0cSJE/HWW2/h66+/xj/+8Y9Gd500xXfffQelUok1a9bAw8OjznUZGRmtfrz28N133wEA/vOf/2Dy5Ml1rmvv+6RSqTB+/Hjr0rZz587hrrvuwpYtW/CPf/wDL7/8crvWA/zeSebn54ePPvqo3Y8PXA4LASA9Pf2G2/r6+sLJyQlFRUWoqqpqsEustuvt6q4of39/3H333bj77rshhMDPP/+MW2+9Fa+99hruuuuuOiHT/Pnz8eijj+LDDz/Ec889h/feew8KhQKLFy9usC6tVotp06Zh2rRpAIDjx49j/vz52L17N9577z384Q9/uOF98/Pzg1arhUKhwIcffnjDjj0iIiKyTXwbioiIqBVNmjQJvXr1wvnz5/G3v/2tTY5RUlICDw+PemEYAHz11Vdtcsy2VlJSAqDhJYRy36ewsDA8/vjjAIBjx4416ja1nUZXLpFtieDgYPTs2RMnTpzAmTNnWmWfTZWUlAQA+Pzzz61LBq9FrVYjPj4eAPDFF1/Uu/7YsWNISUmBm5sbYmNjr7kfSZJw0003WUPS48eP17ne1dUVCxYswMWLF7F8+XKkpaVhwoQJjV5GGx0djfvuu89aU63rPX8qlQqJiYkoLy/H5s2bG3UcIiIisj0MxIiIiFqRQqHAJ598Ao1Gg2eeeQbLly9HWVlZve2Ki4tx+vTpZh0jKioKJSUl+PLLL+tcvmLFCvz666/N2qfcageJr1q1qs7SyB07duCVV15ptzpWrFiBvLy8epf/9NNPAH7vkrqR2mHwzX2OG/LMM8/AYrFg5syZOHLkSL3ri4uLrQPl28LgwYMxevRoFBQUYMmSJaiqqqpzfVZWFlJTU62fP/DAAwCA5557rk6XX0VFBe6//34IIbB06VLrktfDhw/j22+/hcFgqLPfS5cuYe/evQAafvyXLVsG4PJzBwD33HNPvW2qq6vxxhtvoLS0tM7lFosFGzZsqLfvGz1/Tz31FBQKBe68805s3bq13vWVlZX44IMPUFNT0+DtiYiISH5cMklERNTK4uLisGnTJsyePRuvvPIK3njjDQwZMgRBQUHQ6XTIyclBSkoKjEYjevbsiYEDBzZp/08++SQWLFiAuXPnYuXKlQgODkZKSgpOnTqFhx56yBoM2JMHH3wQH330Ed566y1s3boVffv2xYULF5CcnIxHHnkE//znP9uljueffx6PPvoo+vXrh+7du0MIgZSUFJw5cwY+Pj549NFHG7WfqVOn4uOPP8b8+fMxfvx4eHp6AgDee++9Ztc2f/58HD9+HC+99BLi4uIQGxuLrl27QgiB9PR0HD16FG5ubg0GQtfz6KOPXvMsky4uLnjrrbesn3/yyScYO3YsPv/8c/z8889ISEiARqNBeno6jhw5gldffRUxMTEAgFmzZmHJkiVYtWoV+vTpgzFjxsDFxQVbt25FYWEh4uPj8cILL1j3fe7cOcycOROenp4YOHAgAgMDUVpaiu3bt6OiogJTpkzB0KFD69UYExODYcOGYdeuXQgMDGzw7KwGgwF//OMf8eijjyIuLg7h4eEwGAzYv38/srOzER4eXueslOPHj4dWq8WKFStw7NgxBAUFQZIkPPbYY+jRowcSEhKwcuVK3H///Rg9ejT69OmDqKgoqNVqZGVl4ciRI9Dr9ZgxYwacnZ2b9HwQERFR+2AgRkRE1AYSEhKQnp6O9957D2vWrMGxY8ewe/duaDQadOnSBXPmzMGsWbNw8803Q6Vq2q/j2267Dd7e3vjLX/6CI0eOIDU1FQMHDsRbb70FIYRdBmJRUVE4cOAAli9fjr1792LNmjXo0aMH3nnnHdxzzz3tFoj9+9//xoYNG3Dw4EGsX78ewOXOoYcffhgPP/zwNc8CeLUZM2ZgxYoVePfdd7F27Vrr2QFbEogBwF//+ldMmDABb775Jnbu3InU1FR4eHigS5cuuPfeezF79uwm7/Obb7655nWenp51ArEuXbpg//79+Ne//oXVq1dj48aNUCqVCA4Oxh/+8AfcfPPNdW7/zjvvICEhAW+//Ta2bdsGk8mErl274k9/+hMeeuihOmFRfHw8XnzxRWzZsgWnT5/Gjh074O3tjb59+2Lx4sVYsGDBNescM2YMdu3ahTvvvLPB7yc3NzesXLkSmzdvRkpKCo4ePQonJyeEhobi7rvvxv333w8fHx/r9kFBQfjhhx/wwgsvIDk52bpEdMGCBejRoweAy51p8fHx+Ne//oWtW7fixx9/hIuLC7p06YLbbrsNM2bMsAahREREZHskca1TNhERERER2TghBHr16oUzZ87g7NmziIyMlLskIiIisgOcIUZEREREdmv16tU4ffo0Jk2axDCMiIiIGo0dYkRERERkd+6++26Ulpbixx9/hMlkwt69exEXFyd3WURERGQnGIgRERERkd2RJAkqlQrdu3fHCy+8gFmzZsldEhEREdkRDtUnIiIiIrvD93SJiIioJThDjIiIiIiIiIiIHAoDMSIiIiIiIiIicigMxIiIiIiIiIiIyKEwECMiIiIiIiIiIofCQIyIiIiIiIiIiBwKAzEiIiIiIiIiInIoDMSIiIiIiIiIiMihMBAjIiIiIiIiIiKHwkCMiIiIiIiIiIgcCgMxIiIiIiIiIiJyKAzEiIiIiIiIiIjIoTAQIyIiIiIiIiIih8JAjIiIiIiIiIiIHAoDMSIiIiIiIiIicigMxIiIiIiIiIiIyKEwECMiIiIiIiIiIofCQIyIiIiIiIiIiBwKAzEiIiIiIiIiInIoDMSIiIiIiIiIiMihMBAjIiIiIiIiIiKHwkCMiIiIiIiIiIgcCgMxIiIiIiIiIiJyKAzEiIiIiIiIiIjIoTAQIyIiIiIiIiIih8JAjIiIiIiIiIiIHAoDMSIiIiIiIiIicigMxIiIiIiIiIiIyKEwECMiIiIiIiIiIofCQIyIiIiIiIiIiBwKAzEiIiIiIiIiInIoDMSIiIiIiIiIiMihMBAjIiIiIiIiIiKHwkCMiIiIiIiIiIgcikruAqjpTEKgymyGCYBFCJgBQAgoJAlKSYISgLNCAY2CeScRERERERER0dUYiNk4kxAoM5tRajKh1GzGJZMJVRZLo26rkSR4q1TwVirhpVLBS6lkSEZEREREREREDk8SQgi5i6C6Ks1mZOr1yDMa64RfEoDmPFlX3k4jSfBXqRCu0cBXpYIkSa1QMRERERERERGR/WAgZiMsQiDfaESGXo9Ck6nZ4Vdj1O7bTaFApEaDEI0GagZjREREREREROQgGIjJTGex4Jxejwy9Hnoh2jQIuxYFgFAnJ0RotfBUKtv56ERERERERERE7YuBmExMQuBkTQ0y9Pp2D8AaUhvE+atUiHVxgSuDMSIiIiIiIiLqoBiIyaDIaMTB6mrUNHI4fnuScLljrI+LC8KdnDhjjIiIiIiIiIg6HAZi7cgkBE781hVmD/xUKgxwcYELu8WIiIiIiIiIqANhINZObLkr7FrYLUZEREREREREHREDsTYmhMBJnQ5ndDq5S2kRf5UKg93ceDZKIiIiIiIiIrJ7DMTakBACh6urcd5gkLuUFpMAuCsUGO7uDo1CIXc5RERERERERETNxkCsjViEwIGqKlw0GuUupdVIAFwUCiS4u8OZoRgRERERERER2SmmGm3AIgT2dbAwDAAEgGqLBdsrKqCzo1loRERERERERERXYiDWyoQQOFxVhbwOFobVEgB0FguSKypgYChGRERERERERHaIgVgrS62pQXYHDcNqCQBVFgt2VVbCxBW3RERERERERGRnGIi1ogsGAzL0ernLaBcCQKnZjGPV1XKXQkRERERERETUJAzEWoneYsERBwyHsgwGFHbwjjgiIiIiIiIi6lgYiLWSlOpqh10+eLCqCkYHve9EREREREREZH8YiLWCCwYDLhqNcNRISCcEjjtgdxwRERERERER2ScGYi3kqEslr8alk0RERERERERkLxiItZAjL5W8GpdOEhEREREREZE9YCDWAsUmk0MvlbyaTgik63Ryl0FEREREREREdF0MxFogQ6eDJHcRNiZTr4eFXWJEREREREREZMMYiDWTzmJhd1gD9EIgl7PEiIiIiIiIiMiGMRBrpnN6PcOwa8jQ6+UugYiIiIiIiIjomhiINYNFCIY+11FsMqHCbJa7DCIiIiIiIiKiBjEQa4Z8oxF6zsm6JgmXZ4kREREREREREdkiBmLNkKHXc5j+dQhcXlJqYmhIRERERERERDaIgVgTGSwWFJpMnB92A2YABRyuT0REREREREQ2iIFYE5VxNlajSABK+VgRERERERERkQ1iINZEDHkaRwAoMZnkLoOIiIiIiIiIqB4GYk3EkKfxSsxmCM4RIyIiIiIiIiIbw0CsiRiINZ5JCNRYLHKXQURERERERERUBwOxJjBYLKiRseNp9Wuv4dW775bt+M3BJaZEREREREREZGtUchdgT9p6oP68kBDrx4aaGihUKqjUagBAr/h4/Pnrr9v0+K2tdrB+kNyFEBERERERERFdgYFYE7R1IPZ5drb146enTMGQSZMw5d572/SYbUkAKOUSUyIiIiIiIiKyMVwy2QRGISDJePwv/v53/G3BAuvn03188NO77+KB+HjMDQ7Gv5YtQ2VpKf55112YHxqKh0eNQs6ZM9btayorsWr5ctwTE4M7oqLw+r33oqq8vE1rNnKoPhERERERERHZGAZiTWC2wXBn308/4aX16/HW/v048uuvePrmmzFpyRJ8kpGBiD598N/nnrNu++YDD6CypAT/Sk7GO4cPw2Q04t3ly9u0Plt8zIiIiIiIiIjIsTEQawJbPF/iLfffD3dvb/h07ozoYcMQ0rMnesfHQ6lSYdi0achISQEAlBUVYc/atVjyyitw9fSE1tUV8558Eju/+w7mNlwKypH6RERERERERGRrOEOsCSw22O3kFRBg/Vjj4gJXD4/fP3d2Rk1VFQCg4Px5WCwWLI2NrXN7SaFAaX4+fIPaZvS9LYaIREREREREROTYGIg1gUKSc4JYy/h16QKFQoEPTpyAxsWl3Y7LFkQiIiIiIiIisjXMK5pAKXcBLeDdqRMGT5qEVcuXo7y4GABQkp+PPT/+2KbHVdpxiEhEREREREREHRMDsSaw5w4xAHhw5Uq4enrisbFjMT80FE9Nnoz032aMtRV7DhGJiIiIiIiIqGOShLDBwVg2KkOnw9GaGrnLsCuBajXi3dzkLoOIiIiIiIiIyIodYk3gqeLItaaQAHgp2SNGRERERERERLaFgVgTeDLcaRIBwIshIhERERERERHZGAZiTaCSJLgq+JA1BTvEiIiIiIiIiMjWMN1pIh+VCvY9Wr/9aCQJWgaIRERERERERGRjmFY0kZdSCZ6FoHG82R1GRERERERERDaIgVgTcSZW40jgY0VEREREREREtomBWBN5KpVcMtkIAoA3AzEiIiIiIiIiskEMxJpIJUkIUqsZit2AkyTBn4EYEREREREREdkgBmLNEKHRcI7YDURoNFBIjA2JiIiIiIiIyPYwEGsGX5UKbjx74nWFazRyl0BERERERERE1CCmOs0gSRIiGfg0SALQWa2GMwNDIiIiIiIiIrJRHPLUTCEaDY7V1MAidyE2RgAMC4mIiIiIiKhDsAgBvRCwCAEzALMQkAAoJAlKXJ4z7iRJkDgyyO4wEGsmtSQhTKNBll7PeWJXcFUo4Mdh+kRERERERGRnLEKg3GxGqdmMMrMZl0wmlJvNN3zNrwLgpVLBW6mEl0oFL6USLgoFQzIbx+SiBSI0GmTq9XKXYVMiNRp+0xMREREREZFdqDCbcU6vR+FV4ZcENLr5xQSgyGRCsckE8VtGUBuSdVKrEerkBA3HCtkcSQjBBqcWSK2uRjpDMUgA3BUKJHp48OySREREREREZLMsQiDXaESGXo9ik6lJ4VdzSACC1WpEaLXwVirZRGIjGIi1kEkIbCkvR7XFsaeJSQASPTzgqVTKXQoRERERERFRPTUWC87p9cjU66Fv5yikNnTzUCgQqdUi2MkJKgZjsmIg1gqKTSbsqKiQuwxZ9dJq0cPZWe4yiIiIiIiIiOowWCxIralBtsEgdylWKgA9nJ3RVaPhKiuZMBBrJY66dJJLJYmIiIiIiMhW5RoMOFxdDaMQNnlCPE+lEgNdXeHO1VbtjoFYK3HUpZNcKklERERERES2xmCx4Gh1NXKMRrlLua7atpJezs7oxm6xdsVArBU54tJJLpUkIiIiIiIiW2LrXWHXwm6x9sVArJVl6HQ4WlMjdxntorNajcGurjxDBhEREREREcnOLASOVFUh28a7wq6l9pV1jLMzIrVaWWtxBAzE2sDpmhqc1OnkLqNN+atUiHdzg5JhGBEREREREcnMJAT2VFaiyGSSu5RWEaXVopdWywaUNqSQu4COKEqrRTeNRu4y2oy3UokhDMOIiIiIiIjIBhgsFiRXVHSYMAwAzuh0OFpdDfYwtR12iLURIQRO6nQ408E6xfx+6wxTMQwjIiIiIiIimdWGYRUWi13NC2usMCcnxLq4sFOsDbBDrI1IkoTezs6I7kAD5wPVagxlGEZEREREREQ2wCQEdldWdtgwDADOGQw44SBzytsbO8TawXm9HinV1bAAdvtNGuHkhBgXF54CloiIiIiIiGRn+S0MK+xAyySvp7dWi6gO1HBjCxiItZMqsxmHq6vtbk2zsyRhgKsr/NVquUshIiIiIiIiAgAcr6lBWgcbUXQjw93c+Nq8FTEQa0dCCGQZDDhmJ91iEU5OiHZx4RJJIiIiIiIishklJhO2VVTIXUa700oSxnp6Qs3X6K2CgZgMbL1bjF1hREREREREZIvMQuDX8nJUdeC5YdcT7uSEWFdXucvoEBiIyaS2W+xUTQ30NvIUKABEaDTo5ezMrjAiIiIiIiKyOY64VPJqXDrZOhiIycwiBPKMRmTo9SgymSCh/ZZS1h7LVaFApEaDECcnOCl44lEiIiIiIiKyPY66VPJqXDrZOhiI2ZAKsxmZej3O6fUwt+FxaoOwzmo1IjUa+KlUkPiNRERERERERDbK0ZdKXo1LJ1uOgZgNMgmBHIMBBUYjLplM0P32FDWne+zK26gAeKtU8FOpEKrRwJndYERERERERGQH0nQ6HK+pkbsMm5Lo7g4vlUruMuwWAzE7YLBYUGo2X/5nMtUJya5FLUnwUirhrVJBrdPh6w8/xLSJE9G7V692qpqIiIiIiIio5YQQ+KWsDDWML6wkAKFOTujPLrFmY5RoB5wUCgQoFAi4YmieWQiYhYDlt48FAKUkQQlA8dv/rcsgnZ3hplIhMyODgRgRERERERHZlXyTiWHYVQSAbIMB0c7OnAXeTAzE7JRSkqBswtyviIgIZGVltV1BRERERERERG0gQ6dr1xPQ2QsLLodiXbVauUuxS4wRHURkZCSKiopQXl4udylEREREREREjVJlNqPAZGIYdg3pej04Cat5GIg5iPDwcABAZmamvIUQERERERERNVKWXo/Gr41yPNUWC4pMJrnLsEsMxByEq6srOnXqxECMiIiIiIiI7IJZCGQZDOwOuw4JQIZeL3cZdomBmAOJiIhAZmYm2ymJiIiIiIjI5hUajTDy9et1CQC5fJyahYGYA4mIiEB5eTkuXbokdylERERERERE11ViNnO5ZCOVcdlkkzEQcyBhYWFQKBRcNklEREREREQ2r5TD9But1GyWuwS7w0DMgWg0GnTp0oWBGBEREREREdk0IQQuMeRpFAkMxJqDgZiDCQ8P5xwxIiIiIiIismk6ITgXq5EEgBIumWwyBmIOJjIyEjU1NcjLy5O7FCIiIiIiIqIGldpAwPPQyJHY8r//yV1Go1RZLAwQm4iBmIMJDg6Gk5MTzp49K3cpRERERERERA0qbeZA/RN79uCF2bOxICICt4WH46ERI/DdG2/AaDC0eo22hoP1m4aBmINRqVSIjIxEWlqa3KUQERERERERNag5A/X3//wz/jJnDvqPGYO3DhzAZ1lZeOT995F9+jRK8vPbpE5bUsY5Yk3CQMwBde/eHTk5Oaiurpa7FCIiIiIiIqJ6DE1c/ieEwPtPPIEZDz6IKffeCw9fXwBAcFQUHly5EgEhIVixdCnu6t0b80ND8cjo0UjdsaPOPn56913c3acPbu/aFZ+++GK9Y6Rs3YrHkpJwW3g4Hhw6FPvWr7de98Z992HlH/+IVxcvxrzQUNw3eDCOJSdbrzcaDPjfSy9h2YABmBcaij8OH470lBQAgMlotF53e9eueGn+fFzKzW3S/ZcALplsIgZiDqhbt24QQiA9PV3uUoiIiIiIiIjqMTcx3LmYno78c+eQMHPmNbfpO3Ik/r1nD/6bno6E6dPx8qJFqKmoAAAc3b4dn734Ih794AN8cPIkAOD8b/8HgKzjx/HKnXfi9j//GZ9kZGDZihV4fdkyXLhi9dXO777DhDvvxKeZmUicMwdv3Hef9bpPnn8ehzZtwp+//hr/O3cOyz/6CO4+PgCAz158Eaf27cNLP/2ED06eRFDXrnj17rubdP+Bpj9mjo6BmAPy8PBAYGAgl00SERERERGRTWrq4r/yoiIAgG/nztfcZuxtt8HVwwMqtRrTH3wQwmJB1vHjAIDtX3+NkbNno+fgwVA7OWHu449D6+Jive3PH32EMfPmoe/IkVAoFOgdH4+BEyZg5/ffW7eJGzcOfRISoFQqMWb+fBRmZ6P80iUIIfDLxx/jzhdfRFDXrpAkCV26d0dASAiEENjwwQe488UX4RMYCLWTE+Y/9RRO7d2LopycJj0GXDDZNCq5CyB5dO/eHQcOHIDFYoFCwVyUiIiIiIiIbIelidvXLpEszs1F54iI+vuzWPC/l17Cru+/R2lBASSFAjUVFSi/dAkAcCkvD30SEqzbq9RqeAcGWj8vPH8eqTt2YPMVZ520mM0Y5e5u/dwrIMD6sdbVFQCgq6yExWyGvroanSMj69VVXlwMXVUVnp48GZB+P42AyskJRRcuwC84uNGPgYUdYk3CQMxBde/eHTt27MCFCxcQEhIidzlEREREREREVk1t2wjq1g0BoaFI/vZbzH7kkXrXb1+9GjtWr8afV6+2dmktiIgAfguRfAIDUZidbd3eZDSiJC/P+rlvly6YvHQpFj77bJPvi6efHzQuLsjLzITPFSEbALj7+EDj4oJ/bNyI4KioJu/7SgqpOefldFxsDXJQXbp0gbOzM5dNEhERERERkc1RNnF7SZJw9z/+gW9ffx3rVq2ydn5dOHsWbz7wAPIzM6FycoKHry9MBgO+fPll1FRWWm8/YuZMbP/6a5w5cABGgwFfvfwydFeciG7CokXY8r//IXXHDpjNZhj1epzatw/Zp083qrZxt9+OD595BrkZGRBC4EJaGgqys6FQKDBh0SJ89Mwz1iWS5ZcuIfnbb5v4CDT9MXN0DMQclEKhQLdu3RiIERERERERkc1RNqPbadCECXjmq69w8JdfcO+AAbgtPByvLFqELt274+Z770VIz55Y0q8flg0YACetFr5BQdbb9ktMxLz/+z+8fMcduKtXL1iEQGivXtbrI/v2xcPvvov//fWvWNS9OxZHR+Pzv/0NJoOhUbUtfO459B05Es9On475YWF45c47UVlSAgBY8Oc/o8egQfjztGmYFxqKR0ePxpFff23y/WeHWNNIQnCRqaNKTU3Ft99+i4cffhjuV6x7JiIiIiIiIpLT7ooK5JtMcpdhV2KcndFVq5W7DLvBDjEH1q1bN0iSxC4xIiIiIiIisimeKhXY79Q0nkoummwKBmIOzNnZGcHBwQzEiIiIiIiIyKZ4KZXgcram8VTxvIlNwUDMwXXv3h0ZGRkwsRWViIiIiIiIbIQXw50mcVEooOYMsSZhIObgunfvDoPBgPPnz8tdChEREREREREAwFmSGPA0kgTAhwFikzEQc3CdOnWCu7s7l00SERERERGRzZAkCd6cidUoApeXmFLTMBBzcJIkoXv37gzEiIiIiIiIyKZ4cbB+ozEQazoGYoTu3bujuLgYly5dkrsUIiIiIiIiIgCANwfrNxoH6jcdAzFCZGQklEolu8SIiIiIiIjIZgSo1WDMc30SgECVivPWmoGBGMHJyQlhYWEMxIiIiIiIiMhmKCUJ4RoNl01ehwAQodXKXYZdYiBGAC4vm8zKyoLBYJC7FCIiIiIiIiIAQLhGw2WT1+EsSQjgcslmYSBGAC4HYmazGZmZmXKXQkRERERERAQAcFMq4c/h+tcUqdVC4nLJZmEgRgAAX19f+Pj44MyZM3KXQkRERERERGQVyS6xBkkAwpyc5C7DbjEQI6vu3bvj7NmzEII/aoiIiIiIiMg2BKrV0LILqg4JQLCTE5wUjHWai48cWXXv3h3l5eUoKCiQuxQiIiIiIiIiAIAkSYjUaOQuw6YIgI9JCzEQI6uwsDBoNBqcPHlS7lKIiIiIiIiIrLpqtXBhNxSAy91hoU5O8OYw/RbhVxNZqVQq9OjRAydOnJC7FCIiIiIiIiIrpSQhztVV7jJsgpMkIcbFRe4y7B4DMaojOjoahYWFXDZJRERERERENsVXpUJXLhPEAFdXqDlTrcUYiFEdkZGR0Gg07BIjIiIiIiIim9Pb2dmhl06GOjmhk1otdxkdguN+FVGDVCoVevbsiePHj8tdChEREREREVEdjrx0UsOlkq2KgRjV07t3bxQVFXHZJBEREREREdkcR106yaWSrYuBGNVTu2ySXWJERERERERki3o7O8NXpYKjxEM9tFoulWxlDMSontplkydOnIAQQu5yiIiIiIiIiOpQShJ6mUxwVyg6fCgWqdGgp1YrdxkdjkruAsg29e7dGykpKSgsLERAQIDc5RAREREREZGDKy0txblz55CVlYW0tDRUVVUhskcPdJ44EVUWCzpiO0eIWo0YZ2dIXCrZ6hiIUYO6du1qXTbJQIyIiIiIiIjksnfvXuzcuRMVFRUAAEmSrKuZBvfvj3B3d+ysqEBFBwvFQp2c0N/FhWFYG+GSSWqQUqm0nm2SyyaJiIiIiIhILmVlZdYwDID1Naqfnx+ioqKgUSgwwsMDXkqlXCW2um4aDcOwNsZAjK4pOjoaxcXFPNskERERERERyWbs2LEIDg6ud/nQoUOtgZFakjDc3R2d7XjwvPTbv2hnZ0RzmWSbYyBG1xQZGQmtVsuzTRIREREREZFsioqKUF5eDkmSrCGRRqNBTExMne1UkoTBrq4Y6OoKlSTZ3bB9N4UCo9zd0V2rZRjWDhiI0TXVLpvk2SaJiIiIiIhIDidPnsT7778PFxcX3HHHHXBycgIAxMXFQd1AN5gkSQh2ckKShwc62UG3WG1XWE+tFqM9POCl4qj39sJAjK6rd+/eXDZJRERERERE7UoIgW3btuGrr75C9+7dceeddyIsLAzz589HUFAQBg8efN3baxUKDLGDbrHarrCezs5QsCusXUmCrT90HWazGf/85z8xaNAgjBkzRu5yiIiIiIiIqIMzGAz44YcfcOLECSQmJmLkyJEtWkKos1hwtLoaF41GSIBNnIlSASBKq0WUVssgTCbsxaPrunLZ5OjRo7mOmYiIiIiIiNpMYWEhVq9ejZKSEsyZMwe9evVq8T61CgUGu7mhymxGlsGALL0exnbuDaoN4twUCkRqNAjRaKDm62tZMRCjG4qOjsaRI0eQn5+PwMBAucshIiIiIiKiDkYIgcOHD2P9+vXw9vbG3XffjYCAgFY9hqtSiWhnZxQfPAhtcDCqfXxQaja3edeYBKCzWo1IjQa+KhUbTWwEAzG6oYiICOvZJhmIERERERERUWvS6/X48ccfcezYMQwYMAA33XRTgwPzW8pisWDdunU4dOgQOnfujCVLlqDUZMI5gwGFRiMqLRbrts0Jya68jQKAp1KJTmo1wjUaaBUc4W5rGIjZMSEEzL/9J4SASlJBCWWrp81XLpscM2YM02wiIiIiIiJqFRcvXsTq1atRXV2NmTNnok+fPm1ynOrqanz99dfIysoCALi7uwMAvFQq65kdzUKgzGxGqcmEEpMJJWZznZDsWmrDL2+VCl5KJbxUKrgrFHztbOMYiNkBszCj2FyMfHM+CkwFyDPnocRcAjPMDW6vgAJuCjcEKgPRSdUJAcoA+Kv8oZE0za6ByyaJiIiIiIiotQghsGfPHmzatAmBgYG4/fbb4e3t3SbHKigowP/+9z+Ul5dbL7M0EHQpJQk+KhV0BQX48d13kZSUhNHDhkFnscCMy4GZWQhIkgTlb9srATgz/LJLDMRskEVYkGHMwDnjOeSZ83DJfAkWXP5mVUBh/fiat4cF5ZZyVFgqkGZMg/itadND4YFAZSC6qLugh7oHNIrGB2RcNklEREREREStoaqqCj/88APS0tIwdOhQjB07Fkqlsk2OlZ2djU8++QQmkwniikH6er2+we0NBgO+/PJLAEBmZiaGDx8O1zaqjeTFQMyGVFoqcVx/HCn6FNSImgbDrxuFYVcSV614rg3JzhjPYDu2o6dTT/TT9IO/yv+G+1IqlejVqxeXTRIREREREVGzZWVl4dtvv4XZbMb8+fPRvXv3Nj1eRUUFzOb6q6sMBkO9y4QQWLdunbWTLCcnBxaLBQrO/+qQGIjJTAiBC6YLSNGnIN2Yfvmy34KspoRfjT7eb/s2w4wThhM4bjiOTspOiNXEoptTN6ika39J9O7dG4cPH0Zubi6CgoJavTYiIiIiIiLqmCwWC7Zt24bt27cjPDwcM2bMsM7xaku9e/dGWFgYNmzYgGPHjlkvbygQO3LkCI4ePWr9XK/X4+LFiwgODm7zOqn9MRCTUZohDbtqdqHUUgoJUr2OrrZWe7wCcwF+rv4ZW2u2or+mPwZqB0Ip1W8JjYyMhJubG1JSUhiIERERERERUaOUl5fj22+/xfnz55GYmIgRI0a0a9eVq6srKioq0KVLF/Tv3x+7du2Ci4tLnW0KCgqwbt26OpdJkoS0tDQGYh0UAzEZVFuqsaV6i7UjDKi/vLE91R5bL/TYo9uDM4YzmOA6AQGqgDrbKRQK9O3bF4cPH8a4ceOgUvHLh4iIiIiIiK7t9OnT+OGHH6BWq3HHHXcgLCys3WvIycnBuXPnMGfOHPTq1QsDBgyot82OHTtgNpuhUCisA/eFEDh9+jRGjx7d3iVTO+BC2HaWZkjDf8v/iwxjhtylXFOJpQRfVHyB3TW7YRZ111rHxsaipqYGZ86ckak6IiIiIiIisnUmkwkbNmzAF198gdDQUCxdulSWMAwAdu3aBR8fH/To0QPA5c6vq+dijx8/HlOmTEGvXr0AwNoAUlhY2OAZKcn+scWnnTTUFWarajvG9un24azhbJ1uMX9/f3Tp0gVHjhxB79695SyTiIiIiIjILly6dAkrVqyAxWLBtGnTMGjQIAghOuzJyoqLi/HNN9+goKAAN910EwYPHizbfS0oKMDJkydx8803X3eZpru7OwYMGABJknD8+HE8+uijqKmpgcFg4FD9DorPajvIMGTYfFfYtdR2i+2p2WM9RW1sbCzOnj2LiooKmasjIiIiIiKybefOnUNiYiIKCwsREBCAOXPmYPv27R02DEtNTcWqVaug1+uxePFiDBkyRNb7umPHDnh4eCA2NrZR2+fm5sLX1xcajQZeXl4ICAi48Y3ILrFDrI0d0x/D5urNcpfRbLXdYnt1e1FuKUeSSxL69OmDn3/+GSkpKUhISJC5QiIiIiIiIttiNBqhVqsBANu2bUNSUhJee+01AEBZWRlefvlldOvWrUOdrMxgMGD9+vU4cuQIYmJiMHnyZGg0GllrKioqwrFjxzBp0iQolfVPHNeQvLw8dO7cuY0rI1vADrE2dEh3yK7DsKudNJzEuqp1UGlU6NWrF44cOWLtGiMiIiIiInJ0H374IYYPH45HH30UP/30EwDgwoULOHz4sHWbP/3pTygvL8e+ffvkKrPV5efn491338Xx48dxyy23YPr06bKHYcDl7jB3d3f079+/UdtbLBYGYg6EgVgb2V+zHztqdshdRqvLMGZgbeVa9I3ti+LiYuTk5MhdEhERERERkWwsFguEEFi0aBHWrl2LZ555BiEhIViyZAkAYObMmcjKyrK+dvLw8MDAgQOxZs0aALDrJgOTyYRff/0Vq1atglKpxJIlSxAbG2sTy0GLi4uRmpqKhIQE64D8G7l06RKMRiMCAwPbuDqyBVwy2QZSdCnYpdsldxlt5rzpPJwCnODp5YnDhw8jJCRE7pKIiIiIiIja3U8//YRff/0V//d//4fk5GScPXsWAKDRaHDHHXcAAEJCQhAfH49///vf+Mc//gEAmDVrlvV6WwiPmiMrKws//vgjSkpKMHz4cIwcObLRwVN7SE5OhqurKwYMGNDo2+Tm5gIAO8QcBDvEWtkp/Slsrdkqdxlt7qzxLHwm++D48eMwGAxyl0NERERERNTuysvL4e3tDW9vb5SXl2P58uVYvHgxZsyYgdOnT+Ppp5+Gs7Mzli1bhlWrViE9PR0AcPbsWUybNs0uu8Nqamrwww8/4OOPP4aLiwuWLl2KMWPG2FQYdunSJaSkpGD48OFNqis3Nxeenp5wdnZuw+rIVtjOV2wHUGAqwC/Vv8hdRrsp8S0BegEnT55Ev3795C6HiIiIiIiozXz66afo27cvevbsCScnJwCXA5TCwkIAl+dVffbZZ6ioqEBqaiqMRiPi4+MRFxeH6dOnY8GCBXjqqadw/vx5lJaW4uWXX7ar7jAhBI4dO4aff/4ZJpMJkydPRlxcnE3eh+TkZLi4uCAuLq5Jt+P8MMfCQKyVmIUZP1f9LHcZ7c4lwQUHtx5kIEZERERERB3S+vXr8fjjj6NTp05wcXGBt7c3PvzwQ0iShKSkJNx1110AgB49emDv3r147rnnEBwcDACYNm0aPv/8c0yfPh2vvfYazp8/j+PHj2Pq1Kly3qUmKykpwbp165Ceno7evXvjpptugru7u9xlNai0tBQpKSkYO3as9UyfjWGxWHDhwgWMGDGiDasjW8Ilk61kn24fLlkuQcD+Wl5bRAGU9C7BpZJLcldCRERERETUKmpqaqwfHzhwAAsWLMDGjRvx1ltv4dSpU/jkk09gMBjg7++PgQMH4tSpUxBCoHv37vjiiy8AAIWFhaiursa8efMAAGq1Gl27drWGYRaLpf3vWBOZzWbs3LkTb731FgoLCzFv3jzMnj3bZsMw4HJ3mFarxcCBA5t0u4KCAhgMBs7IdiAMxFpBgakA+3X75S5DHhKg6qzC5gub5a6EiIiIiIioRTZs2IBZs2Zh8eLF+OijjwAAmzdvRmxsLACgS5cumDNnDrZv345z586hsrISZWVlCAkJgcViwcyZM7F+/XrMmDEDY8eOhbe3N5KSkho8lkJh2y/HL1y4gHfffRebN2/GwIEDcd999yEqKkrusq6rrKwMhw8fxtChQ63LWhsrOzsbCoUCQUFBbVQd2RoumWwhR10qebULgRdQYiqBt8pb7lKIiIiIiIiapLq6GkuXLkVGRgb++Mc/QqvV4tFHH0XPnj0RExODzz//HOPHjwcAzJgxA1u2bEFaWhomTZqEkydPIi0tDbGxsRg9ejTWr1+PkydPIjExEW5ubjLfs6bT6/XYsmUL9u/fj06dOuHuu++2m5AoOTkZGo0GgwcPbvJtc3JyEBgY2KRllmTfGIi1UO1SSYcnAWsvrcXt/rfb5FBFIiIiIiKia3FxccGkSZMwfvx4+Pr6AgC2bt2Kn3/+GXfddRdGjRqF999/HwqFAuHh4VAoFEhNTbXe5tChQ9Yusq5du6Jr164ALi+LlCTJbl4jnT59Gj/99BNqamqQlJSE+Ph4m+9kq1VeXo7Dhw9j1KhRTe4OAy53iHXv3r0NKiNbZR9f2TaqxFziuEslryIpJJSoS3DccFzuUoiIiIiIiJps5syZ8PX1hclkAgAcP34ccXFx6N+/P7p3745nnnnGum2vXr2gUChgNptRXl6OwMDABvepUCjsIgyrqKjAV199hS+++AIBAQH4wx/+gGHDhtlNGAYAO3fuhFqtblZ3WFVVFUpKSjg/zMGwQ6wFUvWpcpdgU4QQOFRzCNFO0XbxQ5+IiIiIiKhWbVeRSqXC+fPnUVNTg/DwcADAm2++iSeffBJ//OMfUV5ejl27dmHNmjVQKpXo1q0bIiIiZKy8+YQQOHDgADZv3gyVSoWZM2ciOtr+Xs9VVFTg0KFDSEhIgEajafLts7OzAYCBmINhINZMRmHEMf0xxzur5HVIkoQSUYJccy6CVPaxxpyIiIiIiKiWEAKSJOHHH3+Et7c3+vTpAwAYOnQovv76a6xatQrBwcF44403rGdafOSRR+QsudkKCgqwdu1a5OTkYMCAAUhKSoKzs7PcZTXLrl27oFQqMWTIkGbdPicnB+7u7vDw8GjlysiWMRBrpjOGMzDCKHcZtscCpOhSEOTGQIyIiIiIiOxLbWfUvn37cO+99+K7777Ds88+i/vuuw9Lly7FU089Zd3WYrHY1ZLCWkajEdu3b8euXbvg4+ODRYsWISwsTO6ymq2qqgoHDhzAsGHDoNVqm7WPnJwchISE2F1nHLUMA7FmEELgiO6I3GXYJgWQZkjDKMsouChc5K6GiIiIiIioSQ4cOID//ve/2LdvH/r06YM333wTI0eOtF5f20Vmb2GYEALHjx/Hli1bUF5ejhEjRiAhIQEqlX3HAtu3b4dSqUR8fHyzbm82m3HhwgWMGTOmlSsjW2ffX/kyyTfno8hSJHcZNktA4Lj+OAY5D5K7FCIiIiIioibx8PDAwoUL8cILLyA0NLTe9fbWRSSEQHp6OjZv3oy8vDx0794d8+fPh5+fn9yltVhJSQkOHDiAxMTEZi/3zM/Ph8lkQnBwcCtXR7aOgVgzHNUdhQSJ88OuQUAgRZ+COG0cFJJ9vWtCRERERESOLSoqCh999BGAy2ESYH8hWK2cnBxs3rwZWVlZCAkJsfvlkVfbsmULXF1dm90dBlweqK9UKtG5c+dWrIzsAQOxJjIJE04bTzMMuw5JklAlqpBjykGouv47KkRERERERLaudmmkPSosLMSWLVtw6tQpBAQEYO7cuYiKirLb+9OQ3NxcHDt2DFOmTIFarW72fnJyctC5c2e7XzpKTcdnvImKzEWwwCJ3GbbPAuSb8hmIERERERGRXbLH8KisrAxbt25FSkoKPDw8MG3aNMTExNjdvLPG2LRpE/z8/BAbG9ui/WRnZ6N3796tUxTZFQZiTZRvype7BLsgIHCu6hzniBEREREREbWx6upqJCcnY9++fdBoNJgwYQLi4uI6bNdTeno6MjIycOutt7Yo7KuoqEBZWRnnhzmojvnd0YYKzAWcH9YIkkJCnj5P7jKIiIiIiIg6LIPBgD179mDXrl0QQiAhIQFDhw6FRqORu7Q2I4TApk2bEBISgh49erRoX9nZ2QCAkJCQ1iiN7AwDsSbKM+UxDGsks8aM4spi+Lr5yl0KERERERFRh2E2m3Hw4EFs374dOp0OAwcOxIgRI+Dq6ip3aW3u2LFjyMvLw5133tniZa05OTnw9PSEu7t7K1VH9qTjLSRuQyZhQomlpE32XXy+GH/y+ROqy6pbbZ9/8vkTclJzWm1/zbEnbY+sxyciIiIiam9CCOvZCYlakxACqampWLlyJdavX49u3brh/vvvx0033eQQYZjJZMKWLVvQo0cPhIa2fF51dnY2u8McGDvEmqDIXNSi7rB/T/k3svZnQalWQqVWoXPvzrjlL7cgtH/Lv5Gf7/c8pr80HX0n923xvlqNAM4Un8FEy8QOOcSRiIiIiByTRQhUmM0o/e1ficmEKosFFiFgAayvGCRc7kBQShLcFAp4q1TwUqngpVTCTaGwy6HtJA8hBM6ePYvNmzcjPz8fPXr0wNy5cxEQECB3ae3qwIEDKCsrw/z581u8L5PJhNzcXPTp06cVKiN7xECsCQrMBS3ex5RnpyDx3kSYDCb89Nef8MHCD/Bc6nMtL84GSZBg8jTh1KlTPGsHEREREdktixDINRpRZDKhxGRCudlsPe+8BFzzLXMBwAzALAQumc0oMZsh9HoAgBKAp1IJb5UKAWo1AlQqBmTUoOzsbGzevBnnzp1DaGgo7rrrLofsatLpdNi+fTtiY2Ph7+/f4v3l5ubCbDY75GNJlzEQa4JqSzUUUMBi/fXXfConFQbNHYQt/96CyqJK6+XHNxzHzy//jMriSsRMjsHcf82FUq3EK6NewcilIzFk/hDrtm/PehvdRnRD9uFslOaU4pN7PoGklDBw9kDMeW0OAODcgXP4dOmnKMkpQbeEbljw9gI4ezij+Hwx/hL7F8x9Yy42vroRFUUVSLgrAaPuHYXP7v0M5w6eQ3DfYNzx/h3w6OTRrPsoJAGttxb7kvcxECMiIiIiu1NtsSBLr0emXg+jEA2GX01ZP3LltmbAGpKl6/VwliREarUIdXKChqsrCEBBQQG2bNmC06dPo1OnTpg/fz66devmsMHprl27YDQakZiY2Cr7y8nJgUqlQqdOnVplf2R/GIg1gUmYWm1fhhoD9ny6B66+rnD2coa++vI7RSc3ncSjWx+FvlKPFeNW4MDXBzBk/hDEL4jHvs/3WQOx0oulSEtOw7w35yHpj0nXXDJ55PsjuO+H+6B0UuKtW97C1re2YuITE63Xn00+i+XJy1GSXYJXEl9B1v4szH51Nvwj/bFq7ipsXLERM/8+s9n308XDBefOnUN+fj5/0BARERGRzRNCoMBkQqZOhzyTqU4I1hZTwWr3WSMEjtfU4ERNDbqo1YjUauGtVDps+OGohBBIT0/Hnj17kJ6eDi8vL0yfPh0xMTEO/bVQUVGB3bt3Iz4+Hh4ezWvYuFpOTg66dOkCpVLZKvsj+8NArAnMMLd4H+v+sg4b/rEB+go93PzdcNd/74JS9fs34ITHJkDrroXWXYueY3siJyUHQ+YPQdzsOKx5bg2KzxXDN8wX+7/cjx6JPeAZ6Hnd4415YAzc/S+fMaPvlL44d+BcnevHPTIOGlcNAnsGokufLoiIj0DnXp0vb39zXxxcfbBF91elUcHd3R179+7F1KlTW7QvIiIiIqK2IoTAOYMBZ3Q6VFssqI0e2ns0vgBwwWhEjtEID4UCPZ2dEeTk1M5VUHszGo1ITU3Fnj17UFhYiMDAQEybNg19+vRhYANg69atUKvVGD58eKvsTwiB7Oxs9O1rQzO4qd0xEGuC1ugQm/zMZCTem4jSi6V477b3cPH4RXQd2tV6vXun30/36uTihJryGgCAi5cL+kzsg32f78PEJyZi/xf7MfnpyTc83tX701Xq6l4f8Pv1ame1NTyr/VxfpW/6nbyCGWYMHDgQO3bswLhx4+Ds7Nyi/RERERERtbYqsxmHqqtRbPr97305zxFZe+xyiwX7qqrQxWBAPxcXOHEpZYdTWVmJ/fv348CBA6iurkaPHj0wadIkhIWFOXRH2JWKiopw+PBhjBs3DlqttlX2WV5ejoqKCs4Pc3AMxJpAKbVeMu8V5IVb/3Ur/n3zvxt9Zsj4BfH46qGv0HN0T1RdqkKfm34/G4atnsVRAQXi4uKwfft2HDp0qNUSfSIiIiKilhJCIMtgwLHq6laYEtx2LhqNKCgvR38XF3aLdRB5eXnYs2cPjh07BoVCgf79+2PIkCHw8fGRuzSbs3nzZnh4eGDQoEGtts/s7GwAQHBwcKvtk+wPA7EmULXywxXSLwTdhnfDxhUbMfr+0TfcPmpUFIQQ+PqxrzFw9kAo1b8HdG7+bijOLG7V+lqDCiq4uroiOjoaBw4cwNChQ202vCMiIiIix9FQV5itEgCMQrBbzM4JIXDmzBns2bMHWVlZ8PDwwOjRoxEXF9dqnU8dTXZ2Nk6dOoXp06dDpWq91+PZ2dnw9vaGq6trq+2T7A9/ijZBa3aI1Rr38Djs+WQPSi+U3nBbSZIweP5gXDx2EUNuG1LnunEPj8OO93bgifAn8PWjX7d6nc2lki7/0Bo8eDBKS0tx5swZmSsiIiIiIkeXpddjS3k5LtlBGHa1i0YjNpaXI89gkLsUaiSDwYD9+/dj5cqV+OKLL2A0GjFz5kw8+OCDGD58OMOwa7BYLFi/fj0CAwMRExPTqvvOycnhckmCJISQc3m8XTmoO4idNTshZJwosO+Lfdixagce2fKIbDU0RagqFNPdpwMA3nvvPTg5OWHhwoUyV0VEREREjkgIgZM6Hc7odDfe2A7EurggXKORuwy6hvLycuzbtw8HDx6EXq9Hr169EB8fzyCmkQ4ePIgff/wRd911V6s+ZjqdDi+//DImT56MuLi4Vtsv2R8umWwCP6WfrGGYvlKPHat2YPid9jGHSwEF/JX+1s8HDx6M7777DgUFBQgICJCxMiIiIiJyNEIIHK2pQaa+ZSeNsiVHqqthEgLd2GFkUy5cuIA9e/bgxIkTUKvV1vlgXl5ecpdmN2pqarB582b069ev1QPErKwsCCEQGRnZqvsl+8NArAkClPKFOPu/3I+vH/kaUaOiMGhe6w0TbEsWWBCg+v0xi46OxsaNG7Fv3z7cfPPNMlZGRERERI5ECIHD1dU43wGXGR6rqYFZCPTg2dxlZbFYcOrUKezZswfZ2dnw8vLCuHHj0L9/f2jYxddkW7ZsgdlsRlJSUqvvOyMjA97e3vD29m71fZN9YSDWBM4KZ7hKrqgSVe1+7EG3DsKgW+0jCLtSJ2Un68dKpRJxcXHYtWsXkpKSuFaeiIiIiNqcEALHamo6ZBhW66ROB5UkoSv/vm53Op0OR44cwd69e1FaWorQ0FDMmTMHPXr04MnEmikvLw8HDx7EuHHj4Obm1ur7z8zMRERERKvvl+wPA7EmClQFIsOYIevSSXvhBCd4KDzqXBYXF4cdO3bg8OHDGDp0qEyVEREREZGjOK3TIb0DLZO8ltSaGqglCaHsRmpzJpMJaWlpOHr0KNLS0iCEQHR0NGbPno2goCC5y7NrQgj89NNP8PPzw+DBg1t9/+Xl5SgqKkJiYmKr75vsDwOxJgpQBiDDmCF3GXYhQBUASZLqXObu7o7evXtj//79GDJkCN81ISIiIqI2c8FgwKkOMkC/MQ5VV8NdqYS3ii/zWpsQAufOncPRo0dx4sQJ6PV6dO7cGWPHjkWfPn3g7u4ud4kdQmpqKrKzs3H77bdDqVS2+v4zMi6/lmeHGAEMxJqsk6oTu8MaQQFFneWSVxo8eDA++OADnD17FlFRUe1cGRERERE5Ar3FgiPV1XKX0a4kAAeqqjDGwwPKq96YpubJz8/H0aNHcezYMZSXl8PLywuDBw9GTEwM/P39b7wDajS9Xo+NGzeid+/ebTbwPiMjA507d4aLi0ub7J/sCwOxJpJzsL49uXqg/pWCg4MRFBSE3bt3MxAjIiIiojaR8tsZGB2JAFBlseCUTodoDtlvtrKyMqSmpiI1NRUFBQVwdnZGdHQ0+vbti+Dg4HqrYKh1bNu2DTqdDuPHj2+T/QshkJGRgdjY2DbZP9kfBmJN5KxwRpAyCLnmXHaKXYcSSoSpwhq8TpIkDB8+HF9//TWys7Nb/TS6REREROTYLhgMuGg0yl2GbNJ0OgSp1Vw62QQ1NTU4ceIEUlNTce7cOahUKvTo0QNjxoxBt27d2mT5Hv2uqKgIe/fuxahRo+Dp6dkmxygoKEBVVVWbdZ+R/eFPyGbop+2Hi1UX5S7DZkmQ0MupFzSKaw/07NWrF/z8/JCcnIx58+a1Y3VERERE1JE54lLJq3HpZOOYTCacOXMGqampSEtLg8ViQUREBKZNm4aePXtCwxMUtAshBNavXw9PT08MGzaszY6TkZEBlUqF0NDQNjsG2RcGYs3QVd0VWkkLnXCcAZ1NISDQV9P3utvUdon98MMPyM/PR6dODc8bIyIiIiJqCkdcKnk1Lp28NiEEsrKykJqaWmc4flJSEqKjozkcXwanTp1CRkYG5s2bB1UbdjVmZmYiNDS0TY9B9oVfCc2glJToq+mL/br9XDZ5FQkSApQB8FfdeMBkTEwMtm7dip07d2LGjBntUB0RERERdWR5RqNDL5W8WppOhxAnJ3g4+HI/IQTy8/Otc8EqKirg7e2NIUOGICYmBn5+fnKX6LCMRiN+/vlndO/evU3nS5vNZmRlZWHkyJFtdgyyPwzEmqmPpg/26/bLXYbNERCI1cQ2alulUolhw4Zhw4YNSExMhI+PT9sWR0REREQd2lkdV3BcSQKQodMh1tVV7lLandFoxLlz55Ceno6zZ8+iqKgIzs7O6NOnD2JiYjgc30YkJyejsrISCxcubNPj5OTkwGg0cn4Y1cFArJncFe6IUEcg05jJLrEraCQNujl1a/T2/fv3x/bt27Fz505MmTKlDSsjIiIioo6swmxGkckkdxk2RQA4bzAg2sUF6g4e/gghUFhYiPT0dKSnp+PcuXMwmUzw8PBA165dMW7cOHTt2pXD8W1ISUkJdu7ciaFDh7Z5c0RGRgacnZ3RuXPnNj0O2RcGYi3QT9MPGcYMucuwGRIk9HHqA5XU+C8rtVqN+Ph4bN26FaNGjYKHh0cbVkhEREREHVWWXg8J4FvVV7EAyNbrEanVyl1Kq6upqUFGRgbOnj2LjIwMlJeXQ6VSISwszHp2SD8/P3aC2aiff/4Zrq6uGDFiRJsfKyMjAxEREfxaoDoYiLVAiCoEYaownDedZ5cYAK2kxUDtwCbfbuDAgUhOTsbu3bsxYcKENqiMiIiIiDoykxDI0uv5F/k1pOv1iNBo7D4MsFgsuHDhAs6ePYv09HRcvHgRQgj4+/ujd+/e6NatG0JDQ6FWq+UulW7g1KlTOH36NGbNmgUnJ6c2PZZOp8OFCxcQGxvbpsch+8NArAUkSUKSaxL+W/ZfGMHhnUkuSdAqmv7Ok1arxeDBg7Fnzx6MGDECLi4ubVAdEREREXVUOQYDzHIXYcOqLBYUmUzwt8OgqKyszBqAZWZmQqfTQavVIjIyEgMGDEC3bt24ysTO6HQ6rFu3DlFRUejdu3ebHy8rKwtCCM4Po3oYiLWQm8INiS6J2Fi9Ue5SZCNBQpQ6CpFOzf8BM2TIEOzevRv79u1DYmJi6xVHRERERB2aEAIZHKZ/XRKATL3eLgIxo9GIrKws6yywoqIiSJKELl26YMiQIejWrRuCgoKgUCjkLpWa6ZdffoHBYMDkyZPbpWsxIyMD3t7e8Pb2bvNjkX1hINYKejn1whnDGYddOqmVtEh0SWzRPlxdXREXF4e9e/di6NCh0Gg0rVMcEREREXVo5WYzyi0WucuwaQJArtEIg8UCJxsLkiwWS71h+Gaz2ToMf/To0YiIiICzs7PcpVIryMzMxOHDhzF58uR26+zLzMxEREREs25rEAYUmgpRbimHCSaYhRkmmCBBggoqKCUl1JIa3gpv+Cp9oZR40gZ7wkCsFTj60snmLpW82tChQ7F//34cPHgQw4YNa4XKiIiIiKijKzFzsWRjCAClZjMCZAzEhBAoLi7GxYsXcfHiReTm5iI3NxdGoxEqlQrh4eFISkpC165dOQy/AzIajVi7di3CwsIQFxfXLscsLy9HUVFRo1Yh1YZf+eZ8FJgLkGvKRbmlvM42En7/mry6GUYBBXyVvghUBiJAFYAAZQBDMhvHQKyVOOLSydZYKnklT09P9O3bF7t378bgwYOhUvHLk4iIiIiur8Rk4tklG6nUbEZAOy2bFEKgpKTEGn7VBmAGgwEA4OPjg86dO6NHjx4ICgpCcHAw//7v4H799VdUVFTgtttua7ewMyMjAwCu2SGmF3qc0p9Cqj4VxZZiAL+HXg2t/rreijALLCg0F6LYXIxUQyqAyyFZsCoY/TT9EK4Oh0KyrQ5NR8efOK2ol1Mv5BhzcNJ4Uu5S2pwECV4KrxYvlbxaQkICjhw5giNHjmDgwKafsZKIiIiIHEuJycQwrJFKTaY22a8QAmVlZfXCL91vs928vLwQFBSEESNGICgoCJ07d+YSSAdz4cIF7NmzB2PGjIGvr2+7HTcjIwOdO3eud+K2InMRjuqP4qT+JEyo+33R0jFIFljqfJxtysZ503m4Sq7op+mHaE00XBQ8kZwtYCDWimqXTuqr9Mg0ZnbYeWISJLgp3DDTfWarLJW8kq+vL6Kjo7Fz504MGDCAwzKJiIiI6JrMQqCC88MaraQVAjEhBCoqKuqEXxcvXkRNTQ0AwMPDA0FBQRg6dCiCgoIQFBTEs8g7OLPZjDVr1iAwMLBdR+MIIZCRkYHY2NjLdQgzzhrPIkWXglxzLiRI7fKavfYYVaIKu3W7sVu3G93V3dFP2w+dlZ25NFhGDMRamUJSYKLrRPxQ+QMumC50uFBMggStpMVMt5lwVbi2yTESEhLwzjvv4NixY+jbt2+bHIOIiIiI7F+F2dzB/tpuWzVCNGmwvhAClZWVyM3NrRN+VVVVAbh8YqwuXbpg8ODB1vDLzc2tLe8C2aGdO3eisLAQS5YsadeGh4KCAlRVVSEyMhI5xhz8Uv0LKiwV110S2dZqj5lmTMMZ4xmEqEKQ5JoED0X7nGCA6mIg1gZUkgpT3aZibeVaZJuy5S6n1UiQ4CK5YKb7THgqPdvsOIGBgejevTuSk5MRExPDxJyIiIiIGlTaBgP1C86fx9LYWHyamQlXz9b5m3e6jw9e27YNETExrbK/lmhosL7BYEBxcTGKi4tRVFSES5cuWT/X6/UAABcXFwQFBWHAgAHW8Mvd3Z1/q9N1FRYWYvv27Rg+fDgCAwPb9dgZGRlQaVXICshCamWqrEHY1WpryDHl4JOyTzDKZRSinaL5/dTOGIi1EbWkxlS3qdhQtQHpxnS5y2kxCRI8FB6Y6T4T7gr3Nj9eQkICPvzwQ5w+fRo9e/Zs8+MRERERkf0pbeZA/aenTMHp/fuhUquhUqsR2rs37vzLX9Ctf/8W17SkXz8sfuklDJk8ucX7agtn8/KQnpNjDbyKi4tRUVFhvd7V1RW+vr4ICAhA79694evri8DAQHh6evLFOjWJEAJr166Fl5cXRo0a1e7HP112Gh4LPHDMeOxyPTYQhF1NQMAEEzZXb8YZwxl2i7UzBmJtSCWpMMl1En6t/hXHDMfkLqdF/JX+uMXtlnYb/hcaGoqwsDAkJyejR48e/OVLRERERPXoRPNf4i589llMufdeGA0G/O+vf8U/Fi7Eu6mprVqfrREWC46npaFg9274+vrC19cXISEh8PX1hZ+fH3x8fDjsnlrN/v37kZ2djUWLFrXrGUSNwojk6mSUDSmzq9PPslus/XFieRtTSAqMdR2LKa5T4Cw5W9s07YH0239DtUNxq/ut7X4mjISEBFy4cAGZmZntelwiIiIisg8m0fJXu2onJ4yeOxdFFy6grKjIevn+DRtwb1wcbgsPxxv33QeT0QgAeHjUKGz53//q7OOFWbPw7euv4+VFi1CUk4PX7rkH80JC8J+HH7Zuc/rAATw4bBjmh4bipfnzUVVeDuDyEs3pPj7Y9OmnWNa/P+aFhODjZ5/Fpbw8PDd9OuaHhuKpm29GSX5+i++rQqFAv/798X//939YtmwZZs+ejTFjxqBfv37o0qULwzBqNaWlpdi0aRMGDhyIsLCwdjtumbkMn5Z/iqP6o5cvsJ+X33W6xX6s+hEm0TZnhaXfMRBrJ5FOkVjosRBR6ii5S2k0X6Uv5nvMx2DnwVBI7f+l0rVrVwQGBiI5Obndj01EREREts/cCoGYvqYGmz79FB6+vnDz8rJefmjTJry2dSv+vXs3jm7bhu1ffw0ASFqwAFs+/9y6XfHFi0hNTkbirbdi+UcfwS84GA+/+y4+z87Gva+9Zt1u5/ff44UffsC7qakovngRa996q04dx5KT8a/kZLy8cSN+fOcd/POuu3DXSy/h47Q0qNVqfLNiRYvvKwAonZzYeUJtSgiBH3/8Ec7OzkhKSmq34xabi/FlxZeosFTYVRDWkExjJr6v/B4GYZC7lA6NgVg70iq0uMntJpvuFruyK2ye+zz4Kf3kq0WSMGLECGRmZuLcuXOy1UFEREREtsnSgtt++pe/4LbwcMwLDsaOb77B4//9L5RXLOua89hjcHZ3h0/nzug/dizSU1IAACNnz0baoUPI/+3v061ffol+iYnwucHA8OkPPAAvf3+4enoifsoU6/5qzX7kEWhdXRHSsyfC+/RBr/h4hPbqBbVGgyE331xv++YQACytECISXc/Ro0eRnp6OyZMnQ6PRtMsx8035+KriK+iEziZnhTWVgMBF00V8U/ENaiw1cpfTYTEQk8HV3WK2EIxJ4nINfko/WbvCrtarVy8EBgZi8+bNEPzlTURERERXaMlf0QueeQafZWXh3dRU+HTujKzjx+tc792pk/VjrYsLaiorAQBuXl4YPHEifv2tS+zXL77A2Ntuu+HxrrW/Wl4BAdaPNc7O8PL3r/O5rqqqCffu2tgdRm2psrISP//8M2JiYhAV1T6rowpNhfim4hsYhbFDhGG1BAQKzYX4rvI76IVe7nI6JPkTDwdV2y220GMhYjWxUEMtSx0SJEAA4pzAdJfpsneFXU2SJIwdOxbZ2dlIS0uTuxwiIiIisiHKVgh3fIOC8Id//QufPP88LuXmNuo2SQsWYOuXX+LU3r2ouHQJg266yXqdQmG7L7EkAEq5i6AOSwiBNWvWQKFQYMKECe1yzBJzCb6t/BYmmDpUGFZLQKDIXIQ1lWs4U6wN2O5PawfhrfTGSJeRuMfrHiS5JFnDqLbsGqvdt4vkgiHaIZhqmIrSNaUoOl5kk+8Yde3aFWFhYdiyZQu7xIiIiIjIqrXOW9e1Xz9EDx+O1Y2c09V31CgIIfDOY49h1OzZUKl/f3Pb098feTZ8UqjWCBGJGnLgwAGkpaVh6tSpcHV1bfPjVVmq8E3FN9ALfYcMw2oJCOSacrGuch1fD7cyBmI2Qi2pEa2Jxm0et+FW91vR06kntJLWen1LAjLFFU+zCiqEqEIw2XUyFnsuxhDnIYgIjEDv3r2xfft2mEy2lzrXdonl5+fj2LFjcpdDRERERDZC1YrhzqyHH8amTz5B0YULN9xWkiSMmT8fWceOYcxVyyVnPfwwfnrvPdwWHo53Hn201eq70guzZ2P1FQP7m6I1HzOiWkVFRfjll18wcODAdlkqKYTAxqqNqBbVHToMqyUgkGXKQoq+5bME6XeSYMRo0yotlSgwFaDAXIA8Ux7yzfnQCV2jbquCCv5KfwSqAhGgDEAnVSd4Kbwa7AIrLCzEf/7zH0ycOBGDBg1q7bvRKj7//HMUFhbivvvug1LJZm8iIiIiR3e6pgandDpZXg7/+sUXWLdqFf65ZYsMR2++OFdXhDg5yV0GdSBmsxnvv/8+DAYDli5dCrW67ccBndSfxC/Vv7T5cWyNEkos8FgAL6WX3KV0CK3VZUxtxE3hBjcnN0Qi0npZpaUSJeYSGIURZphhFmZYYIFKUkEFFZSSEh4Kj2uGXw3x9/dHTEwMtm/fjtjY2Hb5IdZUY8aMwdtvv43Dhw9j4MCBcpdDRERERDLzUqlkCcNqKiuxbtUq3HTnnTIcvWW8+cYytbKtW7ciPz8fixcvbpfXkZWWSvxa/WubH8cWWWDBL1W/YLb7bJscd2RvuGTSDrkp3BCiDkGkUyS6O3VHT01P9Nb0RpRTFCKdIhGmDoO30rvJ3yCjRo1CVVUVDhw40EaVt0ynTp0QExODbdu2wWg0yl0OEREREcnMS4ZwZ+uXX+LOnj3h07kzRs+b1+7HbwklAFcbHvpP9ufcuXNITk5GYmIigoKC2vx4QghsqtoEE2xv1E97EBDINedy6WQr4U9DsvLx8UFsbCySk5NhMBjkLqdBo0ePRnV1Nfbu3St3KUREREQkM41CAU07d0kk3norvsjJwf999hmUKvtacOOpVLKr5AZeeuklJCQkYNy4cci84uQIp06dQn5+voyV2R6dTofvvvsOoaGhGD58eLsc85ThFM6ZzjnE3LDrSa5JRqm5VO4y7B4DMapj5MiR0Ol02Ldvn9ylNMjb2xsDBgzAzp07odM1bpYaEREREXVc3nYWSslFAuDDx+qG+vfvj0ceeQQ7duxAZWUlgMszsuLi4jBmzBj0798fgwcPxpo1a+rcrri4GFlZWTJULJ/169dDp9Nh+vTpULRD56EjL5W8Wu3SSY6EbxkGYlSHl5cX4uLisHPnTtTU1MhdToNGjhwJk8mEnTt3yl0KEREREcnMW6lswfnYHYfA5ZlrdH0TJ05EfHw8IiMj4evrCwDIy8tDREQE9u3bh8OHD2PdunUYOXKk9TYGgwGrVq3C66+/DovFgueeew79+vXDuHHj8MADD6Cqqsq67aFDh1BQUNDu96u1HTt2DEePHsWkSZPg5eXVLsc8oDvgsEslr1a7dDLTmHnjjemaGIhRPSNHjoTZbMaOHTvkLqVB7u7uGDJkCPbu3Wt914aIiIiIHJNcg/XtkRwz1+xRWloatFotnJ2dAQDZ2dmoqKjAhQsXAFw+IZmXl5e1O+fcuXPYtm0bli9fjq+//hrfffcdkpOT8fzzz8NsNuPVV18FAGRlZWHgwIGYPn06+vbti9GjR+PEiRPy3MkWKCsrw7p16xAdHY2YmJh2OaZBGHBcf9zhl0peSYLEWWItxECM6nFzc8OwYcOwb98+lJaWyl1Og4YPHw6lUont27fLXQoRERERychXpQJjnhtzVSg4UP8GagOu8+fPw8fHB1qt1nqdt7c37rjjDgwePBgfffQRAFjnse3evRvOzs7o3LkzLl26BDc3N7i7u2PYsGHw8fGxzj9OS0tD9+7dsXPnTqSkpGD16tXo2rVr+97JFhJC4Pvvv4eTkxMmT57cbjPpThtOszvsKgIC503nOUusBfgTkRo0bNgwODs7Y8uWLXKX0iBnZ2cMGzYMBw8eRElJidzlEBEREZFMVJKEMI2GyyZvIFKj4UD9G6gNxDIyMhAQEADlbx11gwYNwpEjR7B79268/vrr+Oqrr/D9998DuLx08OTJk5gzZw4AYPz48fDz84O3tzd69eqF4uJivP766wCA9PR0VFdXw2S6HOz4+vpCo9G0871smd27dyMrKwvTpk2zdtC1NSEEjuiOtMux7I0ECan6VLnLsFsMxKhBTk5OSExMRGpqKnJzc+Uup0FDhgyBi4sLtm7dKncpRERERCSjCI2GC6muQwEg1M6CFznUBoZlZWWIjo6Gk5MTAFiDMQAYOnQonJyccOTIEQDADz/8AIvFghkzZsBiseCNN95ATEwMzp07h8cffxyVlZXWk4G5u7tDrVZjzJgxGDNmjPV1jL0MRs/Ly8PmzZsxdOhQREREtNtxc825uGS51G7HsycCAsf0x2AS7J5rDgZidE39+/eHn58fNm7caJM/pJ2cnDBy5EgcPXq0QwymJCIiIqLmcVcq4ceB8Q2SAIQ6OUHN7rAbWrNmDQYPHowVK1bg448/xr333ov09HRs27YNhw8fts5ZzsnJQVxcHADgwIEDiI2NhUajwcaNG1FQUICbb74ZHh4eWLRoEc6fP48NGzYAAObMmYOMjAxs374dCxYswBtvvIETJ07YReee0WjEt99+C39/f4wZM6Zdj31UdxQSe0CvyQADzhjOyF2GXWIgRtekUCiQlJSEzMxMnD17Vu5yGjRgwAB4eXnZ7NLOtmAwGOQugYiIiMjmRLIDqkECgOHcORiNRrlLsXk333wzvvrqKyQnJ+PPf/4zPDw8oFAosG7dOtx7770YNGgQnnzySTz11FOYMmUKNm7ciODgYAwZMgQAEBUVhYyMDFRXVwMAqqurkZOTg8jISACAWq22Hmv69OkoKyvDuXPn2v+ONsOmTZtw6dIlzJgxA6p2DJ+rLdVIM6ZxmP51cLh+8/FtFLquqKgohIWFYdOmTejatSsUNjaIU6lUYvTo0fjuu++Qk5OD4OBguUtqM9u2bcOzzz6Lzp07Y/DgwXjooYfkLomIiG7AYLGg1GxGqcmEErMZlWYzzADMQsDy2zYKAEpJghKAm1IJb5UKXkolvJRKONnY710iWxaoVkMjSdDb4MoGOZkuXcL6r7/GFo0Gffr0wYABA9C5c2e76Epqb0qlEuHh4QgPD8ewYcOsl7/88svWj41Go3UJ5VNPPYVnnnnGunwwIiICd999Nx566CG4urrCYrHgtttuw7hx41BUVIR9+/YhNDQUPXv2xP/+9z8IIdCtW7f2vZPNcOrUKezbtw833XQTAgIC2vXY543nYbH+xqSGCAgUmAtQZamCq8JV7nLsiiRscS0c2ZQLFy7gvffew9SpU9G/f3+5y6nHYrHgnXfegYuLCxYuXNghf7nv3bsXEyZMwLJly7Bw4ULccccdeOGFFzBx4kS5SyMiot8IIVBiNqPIaESJ2YwSkwm63/7MkoBGv7d95bZaSYK3SgVvpRJ+ajW8lcoO+XuOqLWcqqnBqd/mNdFlcS4ucKuuxuHDh3HkyBFUVFQgMDAQ/fv3R0xMTLsNRrc3QggIIaBQKGCxXA5krm4O+P777zF58uQ6nV/A5dAsNzcXhYWFiI6Ohlarxfnz5/Hkk08iOzsbZWVlCA8Px4svvoiYmJh2u0/NcenSJaxatQoRERGYM2dOu/8O2l69HSn6FIZijTDVbSoi1O03260jYCBGjbJ69WqcP38eDzzwQL0f+Lbg9OnT+OKLL7BgwQK7O3VxY3z77bfYt28f/v73vwMA1q5di1dffZUnFCAisgEmIZBjMCBdp0OFxdKk8KuxavfprlCgq1aLYCcnqBiMEdVjFAKbysrYJYbLPzfclUokurtD8dvPC4vFgrNnz+Lw4cM4ffo0lEolevXqhQEDBiAsLIyBezsym811hvXbIqPRiA8++AAGgwH33HMPtFptu9fwVflXyDXb5knebIkECUO0QzDEeYjcpdgVLpmkRhk7dizefPNN7NmzByNGjJC7nHqioqIQHByMzZs3IzIyskP8Mt+7dy/Ky8sxbtw46PV67N6923qdyWTCwIEDZayOiIgqzGZk6vU4p9fDfMXlbfEyvHafFRYLjlRXI7W6GmEaDSI0Grjb+AsqorZgMBhQXFwMk8kEk8kEo9EIk8mEkpISBAQFIdvLS+4SbcJAV1drGAZc7nCKiopCVFQUKisrkZKSgkOHDiE1NRXe3t7o168foqOj4efnJ2PVHdeVnWa2HoYBwPr161FUVITFixfLEoYJIVBoLmz349qrfFO+3CXYHXaIUaNt2LABhw8fxoMPPghXV9tbm5yVlYWPP/4YM2fORJ8+feQup8V+/fVXPPnkk9izZw8A4M9//jMsFgtSU1OxY8cOfPfdd+jbty+qqqo69Ow0IiJbU2g04pROh2KTqU26wRqr9ti+KhV6arXwt8EObmoag8GA//73v/jxxx9RUFCA5cuXY/z48XBxcZG7NJuzevVqHD9+vMHr3N3dkbh0KbINBocew91Lq0WPRiyHFELg/PnzOHToEE6ePAmj0YhOnTqhd+/e6N27N8MxB3XkyBH88MMPso7NuWS+hE/KP5Hl2PbIWXLGEq8lcpdhVziplRpt5MiRkCQJ27Ztk7uUBoWHhyMqKgobN27sEGfRGT16NEJDQ7Fs2TJkZGRgwIABWLNmDQoKCvDZZ5+hsrIS48ePx7x58+QulYjIIRiFwOGqKuysrESxyQRAvjDsymMXm0zYWVmJw1VVMPJ9TrtRXV2NL774AgcOHLBetmHDBqxfvx73338//v73v+Orr77Cq6++CuByaEG/69mzZ4OXS5KEuXPnIsbFBU4dYMVAc0gAPJRKdG9kR48kSQgLC8P06dPx2GOPYc6cOfD390dycjJWrlyJt99+G9u3b0dRUVHbFm7HTCaTtfurI8jPz8e6desQGxsr6wzpAlNBux9z42sb8fHdH7f7cVtDjahBlaVK7jLsCjvEqEl27tyJLVu24A9/+AN8fX3lLqeeS5cu4a233kJCQgISExPlLqfZhBCQJAkVFRV44oknUFRUhAMHDmDhwoUYNmwYPvvsM1y8eBGLFi3Cp59+iuHDh+Opp56Su2wiog6rwGjEoaoq65B8W6WVJAxwdUUAu8VsTlZWFoDLb+ABwLp16zBlyhTMnz8fn376KQDgT3/6E2pqavDOO+8AAN5991389a9/RWZmZocYB9Gaqqqq8NZbb6G6urrO5ePGjbOeHTDfaMTuyko5ypOVBGC0hwc8Wrgkz2g04uzZszhx4gROnz5dp3MsOjraJl8LyGHDhg0oLS3FnDlz6g3dt0d6vR6rVq2CWq3G4sWLZZ0f3RYD9ZeHLLd+bKwxQqFSQKm+/L0SGR+JZV8va7VjyYGD9ZuGM8SoSQYPHox9+/Zh8+bNmDNnjtzl1OPj44P4+Hjs3LkTsbGx8LLT+RGSJMFiscDd3R0rV64EAOh0Omi1WhiNRvz4448oLS3F/PnzMX78eCQmJmL27NmIioqSuXIioo7FKASOVVfjnMEgdymNohMCuyorEebkhD4uLlAzRLEJeXl5+Ne//oX4+HiEh4ejvLwcmZmZWLJkCbZs2QIAqKmpQWRkJL777jvr7bKzs3Hp0iUcPXoU/fr1k6t8m6LX67Fnzx7s3r0bpt86NYHLfzuFhIRg6NCh1ss6qdUIdXJyuKWTPbXaFodhAKBWq9GrVy/06tWrTjiWnJyMX3/9leEYgFWrVuGRRx5BRUUFgMszt7KysmAymTBo0CDEx8fLXGHTCCGwZs0aVFVV4Z577pH9ZGpF5qJWP7vky9kvWz/+95R/I2ZSDBLvTWzVY8hFgoRiczEDsSaw/wib2pVarcaYMWNw8uRJZGdny11Og0aMGAGtVouNGzfKXUqLXPkO09GjR/HBBx8AuPwcvP7668jOzsb+/fvh5+eHv/zlLzh27JhcpRIRdUiFRiM2l5XZTRh2pXMGAzaXlaGwA4wQsAc6nQ4ffPABEhIScNNNN1lfHNcuxDAajcjIyMCkSZMAAOXl5Vi9ejVWrlyJs2fPorS0FM7Ozpg7dy4UCgVuv/12jBo1ClqtFk5OTigs5FBpo9GI3bt344033sCOHTvQv39/PPTQQ9azi6vVasyYMaNeJ12MiwvcFAo4SjTsp1I1eqlkU9SGYzNnzqy3rPLNN9+0LqssLi5u9WPbqtzcXPTs2RMqlQr//e9/sWPHDvz5z39Geno6Tp48iRdeeAGpqalyl9kke/fuxYkTJ3DLLbfYRMhpEO3/+3f939fjvQXvWT//k8+fsOPdHfhb/N+wPHg5Pl32KapLq/HRXR/h8dDH8cqoV5B/5vdh9vpKPVYvX43nYp7D01FP49N7P0VNeU271C5BglHw935TsEOMmqxv377Ys2cPfv75ZyxevNjmWvg1Gg2SkpLw/fffIzMzExER9p+Qe3t749VXX8WUKVMQEhIC4PKMsaNHj2LQoEGYPn26zBUSEXUs2Xo9Dl61FMve6ITAzspKxLm4IESjkbucDuPChQvYvXs3tm3bhosXL+Kxxx5DdHQ0Tp06hZtuuglvv/02CgsL4e7ubv0bKSQkBCdPnrR2W/ztb3/DQw89BKVSCT8/P5w/fx5eXl4ICAjAN998g23btqFTp06Ij4/H+vXrkZ/vuGcO0+l0OHDgAPbu3Yuqqir0798fo0aNgoeHB4DLSySzs7Nx8803w9PTs97t1ZKE4e7u2FZRAZ3F0mE7xSQAnkol4t3c6pxVsi2wcwwoKirC008/jSeffBLr1q3D1KlTUVVVheTkZMTFxeHChQtYtmwZKu1oyW52djY2btyI+Ph49OrVS+5yAMBmwp3Un1Lx4PoHYdKZ8EriK/j3zf/G7H/Oxu2rbseXf/wSa55bg3v+dw8A4PMHPodCpcDy5OVQqpT44o9f4Jvl32DB2wvapVazMN94I7JiIEZNJkkSbrrpJnz00Uc4cuSIrIMWr6Vv3744cOAANmzYgKVLl9r1en6LxYKQkBD86U9/woMPPogvv/wSJSUlWL9+PcaPHw/g95ljRETUchk6HY7WtM+7ue3hYHU1jEIgsg26RhxNeXk5oqKiMHLkSNx0001YtGgR4uLiAAAPPfQQOnfujC+//BKnTp1CZGSk9XZnzpxBYmIi8vLyrGfsCwgIQEFBAXx8fJCUlIQ//vGPWL58Oby8vHDLLbcAgDVcuHIZoKMoKyvDnj17cOjQIZjNZvTr1w/Dhw+Hj49Pne06deqE5cuXQ3mdJYJahQIJbm7YXlEBgxAdLhSTALgpFBjm5gZVO/892NhwrFu3bggMDLTrv8mv5uHhgf3792PevHnYtm0b0tPTrT8PunTpAovFgry8PJmrbJyqqiqsXr0aXbp0QVJSktzlWJlhG+HO6PtHw9XbFQDQbVg3SEoJkfGXf8bHTovFl3/6EgBQWVSJlLUp+OvZv8LF8/LZgSc9OQl/H/Z3zF85Hwpl23/9m2C68UZkxUCMmiUsLAwxMTHYtGkTevbsCedGnNK5PUmShIkTJ+Ldd9/FwYMHMWjQILlLarbaPxweeOAB7N69G/Pnz8eaNWswb948ayBWG4ZVV1dDkiSbez6IiOxFmk6H4x0oDKt1tKYGZqBNllI5Eg8PD0RFReGll16q94Zg586dAQBRUVE4cOCAdXkkABw7dgxeXl6IiIjAL7/8go0bN+KHH35AWFgYOnfuDJPJhCeeeAJKpRKFhYX461//iuPHj+PixYt4/PHH64RrHV1eXh52796NY8eOwcnJCUOGDMHgwYPh5uZ2zdtcLwyr5apUYoS7O5IrKqDvQKGYBMBdocBwd3c4yRw23Sgc02q1CA8PR3h4OCIjI+Hn52e3b+j6+flhxowZWLRoEQICAjB27FhER0dbr3/kkUegVqvtYhWHxWLBt99+C5PJhFmzZjXq+6m9tPb8sOZyD3C3fqx2UcPZ4/fXWmpnNfRVegDApfOXICwCL8S+UOf2kkJCeX45vIK82rxWi7CNx8xeMBCjZhs3bhxOnz6NX3/9tc4ffbYiKCgIsbGx2LJlC6Kjo+Hi4iJ3Sc1msVigUCiwatUqVFVV4a9//St69OgB4PL8AldXV6xatQp5eXnIycnBsmXL7Posm0REcsjU6ztkGFbreE0N1JKEcC6fbJGePXvixRdfRO/evXHhwgXMnTsXiYmJcHJyAgAMHz4c27Ztg16vh0qlglKphFKpxNGjRwEAcXFxWLNmDbp16waVSoXCwkJ06tTJ+iLU09MTXbt2xdSpU28YBHUUQghkZmZi165dSE9Ph6enJ8aNG4cBAwZYH9fW4KZUYqSHB3ZWVKC6gyyf9FIqMdTNTfYw7GpXhmNmsxkXLlxAZmYmMjMzsXHjRpjNZri6uiIiIsL6z9vbW+6yr+vqFRkjRozACy+8gG3btiE+Ph4uLi6oqanBRx99hL1792Lbtm0Afv873lZt374dGRkZuP32261LkW2FErYTzjWGVxcvSAoJL5x4AU4urfezqylUEiOepuCjRc3m7u6OxMREbNy4EQMGDEBgYKDcJdUzduxYnDx5Er/++ismT54sdznNVvtLtPaPYoVCgX379uHNN9+Ev78/MjMzYTabcf/998PLywuDBg2CyWSCSsVvcSKixsgxGJBi5zPDGuNIdTVUkoTgVgwZHM3UqVPx1ltvWTuXVq5ciTVr1uDNN98EAAwbNgzvv/8+LBZLnZCrdqmkr6+vda6S2WyGv78/Pv74YxiNRqjVajg5OeGBBx6wHq8jj0WwWCw4fvw4du3ahby8PAQGBmLGjBmIjo5uswDBRaHASHd37KqsRJnZNpZjNZkQgCShk0qFQTIsk2wqpVKJ0NBQhIaGYtSoUTAajTh//rw1IDt+/DiEENYuytp/thYGT506Fbfeeivmz59v/fqMiYnB2rVrcfLkSQwcOBAqlQpxcXFYuHAhlEqlzYdhZ8+exbZt2zB69Gib7ES1t3DHo5MHYibFYPXy1Zj6/FS4+bqhPL8cWfuz0Pfmvu1Sg1KyrxBRbvb1FUY2Z/DgwTh8+DB++ukn3HnnnTb3B5ubmxtGjRqFjRs3YuDAgejUqZPcJbWIXq/HggULEBoaipMnT2Ls2LHW7ry+fS//kN26dSt8fX0xfPhwrFmzRs5yiYjsQonJhINVVXKX0W4OVlXBVaGAN980aZbZs2fj1ltvtb7IHThwICZMmGANxOLj46HT6fDdd9+huLgY9957L06dOoWhQ4fCbDbXWY5U+4L59ttvr3OM2rNTSpJkc39btQaDwYBDhw5hz549KCsrQ9euXXH77bcjIiKiXe6vRqHAKHd3nNHpcFqnAwC76RaTcDlILNqzB6NHjLD5MKwharUaXbt2tZ4hVKfTISsryxqQHT58GADg7+9vDcfCwsJkHQly55134tChQzh9+jQqKyuxePFiqNVq9O3bF0lJSbjvvvvw6aefonv37hgyZAiAy9/HthyGlZWV4dtvv0W3bt0wYsQIuctpkBpquUtosvkr52P939fjtbGvoepSFdwD3NF/en9rIPb3oX9H0sNJGDh7YJscX8WIp0kkUfsbl6iZsrKy8PHHH+OWW25BbGys3OXUYzab8Z///Afu7u5YuHCh3f9hmZWVBYvFAh8fH3h5eVkvF0Jgzpw5WL9+PZ599lmsX78eTzzxhHXOGBER1WcWAlvKyzvM8qnGkHC5S2aMhweUdv470RasWbMGr7/+OtasWYNff/0V//73v7Fx40ZER0cjNDQU69atw6xZszBlyhTccccdcpcrq8rKSuzbtw/79++HwWBAnz59MHToUFlXGZT9FoiXW+xj7o6fSoUeAD57/304OzvjzjvvbNVlpbagsrISWVlZyMjIQFZWFkpKSiBJEjp37mydPxYSEtJu99tgMOAvf/kLnn76aWzbtg1Lly7FPffcgz/+8Y9wdnaGQqHAv/71L3h6euLOO++0i65Og8GADz/8EDU1NViyZInNjpb5qfInnDWeRceZ+tf2xrqMRR9NH7nLsBsMxKhVfPPNN8jMzMT9998PrQ0O7D179iw+++wzzJo1q87AS3tnMBhgNpvh7OyMoqIiDB48GPfffz8efvhhbNiwAY8++iiOHj1q0+9OERHJ6Xh1NdL0ernLkEV3jQbRNvoiyJYZjUYcO3YMycnJOH78OA4fPoznnnsOEydOxP79+1FRUVFv9ldhYSH8/f3t4oVyWygqKsLu3buRkpICpVKJAQMGID4+Hp6ennKXBgCwCGHT3WISAAWAPi4uCHdygiRJyM/Px/vvv49u3bph9uzZHfrrqrS01No9lpmZicrKSigUCgQFBSEwMBCdOnWy/l+tbpuOIrPZDKPRCK1Wiz179uCOO+7ApEmTsGLFCpw4cQJ///vfcf78eaxZs8bm5nBdTQiBr776Cunp6Vi8eLFNr6A5oDuAXTW7GIg1wTz3eQhQBchdht1gIEatory8HCtXrkRsbCwmTpwodzkN+vzzz5Gfn4/77ruvzX5Ztrdt27ZBkiSMHDkSAHDy5Encfvvt2LhxI7y9vbFixQokJSUhJiZG5kqJiGzPJZMJ2ysq5C5DVqPc3bl0shn+/ve/48SJExg7dixGjBiByMjIerOCLL91HHXUZY+NkZ2djV27duHUqVNwc3PDkCFDMHDgQJt88xSo2y0mQf5grLYGP5UKA1xc4HLV2f9Onz6NL774AgkJCRg7dqwsNbY3IQSKioqQmZmJnJwc5OXloaioyBo2+/j41AnJAgMD4ebm1mrfg7XLnk+dOoVFixYhODgYBw4cwEsvvQQ3NzdMnTq1VY7TlrZs2YIdO3Zg7ty51pN0yamwsBA7duxAeHg4oqKi6ryZkG3MxreV38pYnX1RQIE/eP2Bc8SagIEYtZqdO3di8+bNWLp0qU2+03Dp0iW89dZbSEhI6DBnYNywYQMef/xxpKSkWC+bMWMGli5digkTJgBAvXklRETkmEslr8alk9QWTCYTTp8+jb179yI7Oxt+fn4YNmwYYmJi7OJkP0IIFJhMyNTpkGcyyRaMSQC6qNWI1GrhrVReM9DZuXMnNm3ahOnTp1vnyToak8mEgoIC5OfnIy8vD3l5ecjPz4f+t+5fFxeXeiGZn59fs1dQ1J646sKFCwgJCcFLL72EJ554ojXvUptJTU3Ft99+i6SkJAwfPlzucgAAx44dwzfffGP9PCgoCL169UKPHj3g7uOOd8rfkbE6++Kv9Md8j/lyl2FXGIhRqzGbzXj77bfh4uKCRYsW2eS7oZs2bcLevXtx33331Zm/Zc8WL16MLl264LHHHkNaWhqefPJJfPjhhwgKCpK7NCIim+XISyWvxqWTzWOxWBy6++tKQgjk5ubiyJEjSE1NhU6nQ2hoKIYNG4aoqCi7fYwyc3NRpFajQKWCsY1fMtUGb2qLBd1dXRHm5ARNIwIbIQTWrFmD1NRULFy4EKGhoW1ap70QQqC0tNQajtX+v7S0FMDlE1oEBATUCck6derU6O5FIQTuueceaLVa6wk1bH1JdE5ODj766CP06dMHt9xyi83Ump+fj7fffrvB6zw8POB5pycqhGN3czeGAgr0duqNsa6O0S3aWhiIUavKyMjAJ598YrPvUun1erz55psIDQ3F7Nmz5S6nRWp/6ZaVleHWW2+Fq6srzp8/j4EDB+K1116DVqu1mV90RES2pNRkwlYHXyp5tUR3d3jZQfcO2ZbKykocPXoUKSkpKCgogLu7O/r27YvY2Fj4+fnJXV6LHD9+HKtXr4avry/uve8+5BqNyNDpUGI2WzvGWtI9duVtFQB8VSoc27ABnZycMO2WW5q0L5PJhM8++wx5eXlYvHix3T/2bUmn09ULyQoKCmA2mwEAXl5e8PX1hYeHx+UwxtMT/v7+CAoKqheAnzhxAr179wZg+2FYWVkZ3nvvPXh7e2PhwoXt3q0phEBNTQ0qKipQWlqK4uJiFBUVWf9fXV3d4O2GDBkCS8L/s3ffcVHdWePHP3eG3kEUERRFBBUp9oai2Ltii71HTd0kmzxb8suTLc9ms5tsqrH33ntDRVSKiKhgR0UFFaRJ7zP39weB1VjBgTvg952Xr8gwc+8ZZGbuPfd8z9GKxvqvSDTUrzyREBN0buvWrSQkJPDee+9hbGysdDhPiYmJYdeuXUybNo2mTZsqHc5rKe9XkpqaSlZWFvfv38ff31/psARBEPRadG4u90pKxKH1ryTA2ciI9ubmSoci1AKlpaXExcURExPDjRs3UKlUtGzZEl9fX1xdXWv9IB9ZlgkJCeHkyZNA2fKtOXPmVHxfI8vkaDRkajRklpaSodGQ81iS7KXb12iQ8vJwrV8fG7UaGwMDLFQqVJLEyZMnOXXqFJ988kml+6wVFhayYsUKSkpKmDVr1hN9mIQX02g0pKWlVSTJHj16RHZ2NllZWeTl5QFgZ2fH1KlTsbS0fOp3/PFkmD4mxh6fKDlnzhzMdfheL8syeXl55ObmkpOTQ05OTsXff/t/7WOTXA0NDbG3t6devXrUq1ePs2fPVvysJUnCxsaGsWPH4ujoyNnCs4Tlh5V9WAkvJBrqV55IiAk6l5WVxYIFC2jfvn1FHyt9IstyxQHD22+/XesP3J5FHz+MBUEQ9EGxVsvBrCyRDPsNCRhkbY1RHfxMFF6fLMskJydz/vx5Ll26REFBAU5OTvj6+uLp6YmpqanSIepEcXExO3bs4Pr16xW3OTk5MXv27Bc+rjxJlqfVopVlNL/eJgEqSUINqCUJC7Wa4H37SHn4kLfffvup7WRnZ/P9998zaNAgOnbsWOn4s7KyWL58ORYWFkyfPh0jI6NKb0N4UmlpKTk5OWRlZZGfn4+LiwumpqbPPH/QaDRkZWWxceNGjIyMnqgys7KywsTEBCMjIwwNDTE0NHzi7+oX9Il7HbIss3XrVm7evPnKEyVlWUar1ZKfn/9EQqv8749/nZeX90SiC8p6tllaWmJpaYmFhQUWFhZPfG1tbY2lpeUTz3fLli1cvXoVAB8fHwYPHlzx+3u/5D7bcrfp8KdSNxlgwDybeaKhfiWJ2nhB56ytrenZsyfBwcG0bduWBg30K0stSRIDBw5k2bJlREdHV+mAQ9+JZJggCMKz3S0uFsmwZ5Ap+9m00NPpf4IycnNzuXjxIhcuXCAlJQULCwvatm2Lr68v9evXVzo8ncrOzmbt2rWkp6c/cXtxcfFLH6uWJGwMDLB5hf00cnTkYmzsM4ceWVlZ4e7uTnR0NB06dKj08Zy1tTUTJ05k5cqVbN26lQkTJtTJC781ycDAAFtbW2xtbV94v/Iak6SkJDw9PcnOziY7O5v4+Hiys7Nf+nskSdJzk2WP//1ZX8uyTGlpKRqNhtLS0oo/Go2GxMREHj58iLOzM8eOHXviPi/6+29rZiRJwtzcvCK55eDggJub21PJLgsLiyoN82rcuDE3b95k6NChT7Xdsci3QJOlQW2lFlVizyEh0cq4lUiGVYFIiAnVomvXrly4cIEDBw4wbdo0vUvQlF/VPH78OG3atKkzVzYFQRCE55NlmfjCQqXD0FvxhYW4GRvr3We2ULM0Gg1xcXFcuHDhiSWRffv2pXnz5nU2wXL37l3S0tKe+v1/lYRYZTg6OqLVaklNTaVhw4ZPfb99+/Zs2LCBBw8e4OTkVOntN2zYkPHjx7N+/Xr27dvHsGHDxGu6BkiShFqtxtPT86nvybJMUVERRUVFFBcXU1JSQklJySv9vfzr3Nzc595PpVJhYGCAWq3GwMCg4u8lJSVkZWVhY2ODsbExKpUKIyMj1Gr1E/d91mMNDAwwMzOrSHiZm5tX62u/c+fOdOzY8Zm9zS5fvkxJeglqP5HseR4ZGW9j/evfXRuIhJhQLdRqNYMGDWLdunWcP3+edu3aKR3SU/r06cPVq1c5evQow4YNUzocQRAEoZqllJZSIDpFPFeBLJNSWoqDoaHSoQg1rHxJZPmUyIKCAho1asSgQYPemAuHXl5e2NnZcfz4cW7duoUkSciyTElJiU73U75kLSkp6ZkJsebNm2NtbU10dHSVEmIArq6uDB8+nF27dmFtbS36yypMkiRMTEwq3RfuVTyvTcr9+/dZuXIl3t7ejBw5Uu+ToiqV6rkJt4sXL+JS34U00tCgqeHI9J+EREN1Q+zVYphGVYiEmFBtmjdvjo+PD0FBQbRo0QJLS0ulQ3qChYUFffr04cCBA3h7e+Pi4qJ0SIIgCEI1ii8sfK2pcHWdBNwuLBQJsTdIeno6169fJzY2locPH1YsifTx8dG7lhc1wcnJCWtra8zMzGjTpg3nz5+v0vKvFzEyMsLe3p6kpCTatm371PdVKhVt27YlLCyMAQMGVHlAlY+PD1lZWRw/fhxra2t8fX1fM3JBHz0r0ZWdnc2mTZtwdHSs9RWCKSkpJCcn4+/vT6JRIleLr4ppk78hI+Nj4qN0GLWWSIgJ1WrAgAHcvHmT/fv3M378eL17Q+7QoQMXL15k7969zJs3r8ZHEAuCIAg1o1Cr5WFpqdJh6DUZSC4tpVCrxaSOLot702k0GhISEoiLiyMuLo6MjAzUajUeHh4EBATg5uZWZ5dEvorc3FxiYmLo1asXfn5+9O7dm6KiIp3vp2HDhiQnJz/3+23btuXEiRNcvHiRDh06VHk/PXr0ICsri71792JpaUnz5s2rvC2hdiguLmbTpk2oVCrGjx9f689tLl68iImJCW5ubthiy5XiK0qHpHdMJBPcDN2UDqPWqt2vEEHvmZqaMnjwYLZu3cqVK1eeua5eSZIkMWzYMBYvXszJkycJCAhQOiRBEAShGmSIZNgryygtpZGYTldn5OXlcePGDW7cuMGtW7coKirC0tKSFi1a0L9/f5o1ayamEf4qMjIStVpdkYSqrmVuDRs25Pr162i12mcmIMub6587d+61EmKSJDFkyBBycnLYsmULM2bMeOYyTaFukGWZ3bt3k5aWxsyZM7GwsFA6pNciyzIXL16kdevWGBgY4IADDdQNSNWkiiqxX0lIeBl7iWb6r0EkxIRq17p1a1q1asWBAwdo1qwZZmZmSof0hPr169OjRw9OnjyJp6fnK40jFgRBEGqXTI1GLJd8BRJlP6tGSgciVJksyzx8+JC4uDhu3LjBvXv3gLLlgF27dsXd3Z2GDRvqXdW+0goLC4mKiqJdu3bVkgR7nKOjIyUlJWRkZGBv/+y+P+3atWPjxo3cu3cPZ2fnKu9LpVIxZswYVq9ezfr165k1axY2NjZV3p6gv44ePcqVK1cYN25cnUh8JiQkkJWV9cTUyXYm7TiUd0jBqPRLeUJMqLo3tyZaqFGDBw9Gq9Vy+PBhpUN5Jj8/P+rVq8eePXvQarVKhyMIgiDo2KPSUpEMewUykCmq6WqdkpIS4uLi2LdvH99//z2LFy8mLCwMS0tLRowYwSeffMLs2bPx9/fH0dFRJMOeITIyEo1GQ7du3ap9X46OjkBZY/3nadGiBba2tpw5c+a192dkZMSECRMwMDBg/fr15OXlvfY2Bf0SERFBeHg4AwYMoFWrVkqHoxMXL17E2tqaJk2aVNzmbuiOi4ELEuI9DKC7aXcsVfrVp7u2EQkxoUZYWFgwYMAAYmNjuXHjhtLhPEWtVjNs2DAePHhAZGSk0uEIgiAIOiTLMpkaMZnqVT3SaJDFNE69l5WVRVRUFBs2bOBf//oXGzduJD4+nlatWjFlyhQ+++wzxo0bh6+vb61fOlXdioqKOH36NO3atauRIVCmpqZYW1u/MCEmSRKdOnXi8uXL5OTkvPY+LSwsmDx5MgUFBaxbt47CwsLX3qagH2JjYwkKCqJ79+506dJF6XB0QqPRcPnyZdq0afNEAl+SJPqa98XgDV/oVj5Z0tfYV+lQaj2REBNqjI+PD82bN2ffvn3V0qD0dTVu3JhOnTpx/PhxHj16pHQ4giAIgo4UyDIlIsHzykpkmQLx89I7Wq2WxMREjh07xqJFi/j+++85ePAgJSUl9O7dm3fffZf333+fgQMH4urqqvPpiHXZmTNnKCkpoXv37jW2T0dHxxc21gfw9fVFrVZz9uxZneyzXr16TJkyhczMTDZs2EBxcbFOtiso59atW+zevRsfHx/69OmjdDg6c+PGDQoLC59YLlnOQmWBv5m/AlHpDwmJ/ub9UUkinfO6xE9QqDGSJDF06FAKCgo4evSo0uE8U0BAAKampuzfv19cHRcEQagj9GkJYPCGDXzUs2eVH//V5Mls+uc/dRjRs+nTz+xNlZeXx/Xr1zl27BirV6/mn//8JytWrCA6OhoHBwfGjBnDZ599xrRp0+jWrRv29vZiKWQVFBUVERERQdu2bbGysqqx/TZs2JCkpKQXHm+amJjg6+tLdHQ0pTp6TTo4ODB58mQePnzI5s2bdbZdoeY9ePCAzZs307x5c4YNG1anXv/nz5+nYcOGNGjQ4Jnfb23U+o1eOtndtDu2alulw6gTREJMqFE2Njb07duXs2fPcvfuXaXDeYqxsTFDhgzh1q1bxMbGKh2OIAiCoAPlDfVf1+fDhjHKzo6YkJAnbt/544+MsrNj+R//qIO9KK+8sb5QczQaDQ8ePODMmTPs2LGDH3/8kW+++YZNmzZx/vx5TExM6NmzJzNnzuT3v/89o0aNwtPTs9qbv78Jzp49S1FREX5+fjW6X0dHRwoLC8nKynrh/Tp16kReXh6XL1/W2b6dnJyYMGECCQkJbNu2DY14vdc66enprF+/ngYNGjBmzJg6VRGalZXFjRs3aN++/XPv86YunRRLJXXvzfoNEvRCx44duXTpEnv27GHevHkYGhoqHdIT3N3dadOmDYcPH8bNzQ1zc3OlQxIEQRBeQ4EOh6U4tWhB8IYN+PTqVXFb8IYNOLVoobN96INCMWCmWmVnZ3Pv3r2KP0lJSZSWlqJSqXB0dMTd3R1nZ2ecnZ2xtrauU5Uf+qS4uJjw8HDatm2LtbV1je67vLH+gwcPXjj10d7eHjc3NyIjI/H29tbZ70LTpk0ZN24cmzZtYvfu3YwaNUr8ntUSubm5rFu3DlNTUyZOnIiRkZHSIenUuXPnMDQ0xMvrxdMTLVQW9DLrxZH8IzUUmfJUqMRSSR0TCTGhxkmSxPDhw1m0aBEhISH069dP6ZCeMnDgQBYsWMDhw4cJDAxUOhxBEAThNWhlWWcTJv1GjWL/kiXkZWdjbmVF3K+9fdw7dKi4T9Lt26z405+IO3sWY1NT+k2dyuiPP0alevoANjMlhaX/8z9cCg3FyMQE//HjmfCHP6A2KDtEi9izhzV/+QvZaWl0GzkSzWPLmz7292fo3LkETJxYcdtfx4yhTY8eBH74YZWfowxoRNsAnSktLSUpKemJBFh2djYAVlZWNG7cmFatWuHs7IyjoyMGBuLwvKacPXuWwsLCGq8OA7C0tMTa2prExERat279wvt26tSJDRs2cO/ePRo3bqyzGFq0aEFgYCDbt2/HyMiIIUOGiKSYnisqKmL9+vVoNBqmTZuGmZmZ0iHplEaj4dy5c3h5eWFsbPzS+7c2bk2GJoPoougaiE5ZEhJDLYaKpZI6Jj5xBUXY29vj7+/P8ePH8fT0pFGjRkqH9ARzc3MGDBjArl278PLyokUdu/IvCILwJtHlYiBza2va9unDqe3bGThjBsfWrydg4kQSr18HoCg/n/8dOZJh8+bx2erVZKak8Ldx47B1cKDvlClPbe8/b7+NbYMGLDp/npxHj/j7uHGYmJkx5uOPuX/zJv95+20+W7WKdn37cmTtWpZ+9hluvr4A9J08meCNGysSYukPHnAxNJT3fv75tZ+nWEBVNRqNhkePHpGcnPxE9ZdWq8XAwIBGjRrRpk0bnJ2dcXJyqtGeVcKTSkpKCA8Px8fH54UVWtXJ2dmZe/fuvfR+bm5u1KtXj8jISJ0mxAA8PT0pLi5mz549GBkZ0a9fP5EU01OlpaVs3ryZR48eMWPGDMV+b6tTXFwcubm5dHjsItPLdDftTpFcxKXiS9UYmfIGmg+kqWFTpcOoc0RCTFBMt27duHLlCrt37+btt9/Wu7Xv3t7eXLx4kX379vHOO++80lUKQRAEQf/outopYOJENvzf/9H7rbeI2LuXH8LCWPvXvwJwNigICxsbhs2fD0B9Z2eGzp3Lye3bn0qIpT94wMWTJ1l57RqmFhaYWlgw5pNP2PT114z5+GPCdu7Eu2dPOg4cCMDAGTPYt2hRxeN7jh3L6i+/5OHduzi4uBCyeTM+vXph17Dhaz9HUSH2fFqtlszMTDIyMkhPTyc9Pb3i71lZWRVN0m1tbXF2dsbb2xtnZ2ccHBz07ljnTRYdHU1+fr4i1WHlGjduzLVr1ygtLX1hZaAkSXTq1IlDhw6RnZ2t80Rq27ZtKS4u5tChQxgbG+Pv/2ZP8NNHsiyza9cuEhISmDJlCg4ODkqHVC2io6NxcnKiYSU+xyRJordZb0rkEq6XXK/G6JTTx6wP7kbuSodRJ4mEmKAYtVrN8OHDWbp0KaGhoXr34StJEkOGDGHhwoUEBwczaNAgpUMSBEEQqkDXtQ7e/v4s+OADtn7zDR4dO2L72IlJSkICCVevMqlp04rbZK0Weyenp7aT/uABRiYm2Dw2RcvBxYX0Bw8AyEhOpv5vqkEaPPa1hY0NnQYN4vjGjbz1hz9wfNMmJn3+uU6e45venUSWZbKzs59IdpX//9GjR2h/7bGmVquxs7PDzs6O1q1bY2dnR7169ahfv77oQarHSktLCQsLw9vbGzs7O8XicHZ2RqPRkJSU9NLKLx8fH44dO0ZUVBR9+vTReSydO3emuLiY4OBgjI2N6dKli873IVSNLMscOnSIK1euMHbsWFxcXJQOqVpkZGRw69YtRowYUenHqqSy3lqG+YZ1qlJMQqK/WX9aGrdUOpQ6SyTEBEU5Ojri5+fHyZMncXd3r2gwqi9sbW3p3bs3QUFBtGnTRudl6oIgCEL1U+t4+Y9KpaL3W2+x7T//4dNVq574nr2TE819fPj6yMub/NZr1IjiwkIyU1IqkmIpCQnU+7WNgF3DhlyPinriMan37j3Rr6zv5Mks/OgjfHv3Jicjo6Ka7HXp+memj2RZJi8v76kqr4yMDDIyMij9tV+bJEnY2tpSr169iqVr5YkvKyurZ/aGE/TbuXPnyMvLo0ePHorG0bBhQwwMDF6pN5ixsTFt27YlOjqanj17VstQKj8/P4qKijh8+DCGhoYvnPIn1JzQ0FDOnDnDkCFDaNWqldLhVJtz585hYmKCp6dnpR6n1WqJj48nIiKChIQEurzbhUty7U6KSb/+N8R8CK5GrkqHU6eJhJigOH9/f27evMn27duZO3eu3k2d7Ny5M5cuXWLv3r3MnTtXLHcQBEGoZdSShAQ6a6wPMOydd/Ds3h3P7t2fuL3DgAGs+9vfOLh8OX0mTUJtaEhyfDyPHj6kzW+WZtVr1Ig2PXqw6osvmPftt+Q8esS2//yH3m+9BUD3kSPZ+u23nA0Kom1AAMfWr+fBrVtPbMPb3x9Zlln86af4jx2LgY4+Q1W1LCEmyzLFxcXk5+eTn59PQUHBU/8v//vjt5eUlFRsw9ramnr16tGkSRPatm1bkfSysbERn/11SHl1mJeXF/Xq1VM0FrVaTaNGjV6pjxiUNdePjIzk0qVLtG3bVufxSJJEnz59KC4uZt++fQAiKaaw8+fPExwcjL+/f6X6atU2paWlnD9/Hh8fn1c6F5RlmcTERC5evMilS5coLCwEyn6He5j1oL5cn5P5J9GiRXdjdWqGhISFyoKB5gNpZKBffbbrIpEQExSnVqsJDAxk8eLFBAUFMWTIEKVDeoJKpWLYsGF6u7RTEARBeLHqSGVY2tri06vXU7ebWljw5c6drPnf/2XLv/9NcWEhDZs1Y+R77z1zOx8vWcLSzz7jbR8fjExM6Dl2LKM++AAApxYt+N3ChSz7wx/ISU+n24gRtP3NUilJkgiYOJFN//wnHy5cqJsnJ8vcu3uXtIQEDA0NMTIywsjI6IV/L3uYXPH/8j+v+7UsyxQVFT0zwfXb/5cvY3ycWq3GzMwMMzMzTE1NMTMzw9bW9om/ly95FNMd3wwXLlwgOztb8eqwcs7Ozly8eBFZll/azN7Ozg53d3ciIyPx9fWtlub3kiRVtAnZt28fWq2Wjh076nw/wsvFxcWxd+9e2rVrV+fPP65du0Z+fv4rJWC1Wi0LFy4kLS0NlUr1xHu/h4cHRkZGeOONi4ELQflBPCh9UJ2h64yEhIyMt7E33U27YyjpV5FIXSXJsuiaKuiHqKgoDhw4wIQJE3B317+mgceOHSM8PJx58+ZRv359pcMRBEEQXtHNwkIuFRQoHUa1Ob5pE/uXLOGb4GDdbFCWyY2NJfvKFYqLiykpKaG4uLhiCaFSjI2Nn0hslf+9/Otn/d/Q0FBMzBMqaDQafvrpJxo3bszo0aOVDgcoSwRs3ryZ3/3ud1hbW7/0/rdu3WLdunVMnz69WntJybLM4cOHiYyMZODAgXTu3Lna9iU87datW2zcuJEWLVowduzYOr80e9Wv7QemT5/+Svffvn07ly49vSxy9OjRtGnTpuJrWZaJLYrlVMEpva4WK68K62/WH2dDZ6XDeaOIS2G1hVYL2WmQfr/sT2YKlBSBphQ0JSDLoDYAtSEYGIGlLdRzgnqNwNYRDPQ/w9yhQwdu3LjB7t27mT9/PhYWFkqH9AR/f3+uXr3K3r17mTFjhjjAFgRBqCVs6vByt4LcXPYvWcLAGTN0t1FJYpCfH/V+UwGn1WopKSmpSJCVJ8seX3YoSVLFH119bWxsjKmpaZ0/IRSqX0xMDFlZWUycOFHpUCo4O5ed/CYmJr5SQszV1RV7e3siIyOrNSEmSRIDBgxApVJx6NAhtFotXbt2rbb9Cf91+/ZtNm3ahKurK6NHj67z732pqancvXuXwMDAV37MqFGjyMnJ4e7duxW3qVQqWrRo8cT9JEnCx8SHpoZN9bJaTFSFKU8kxPRVXhYkx5clv1LvwaOksuQXgKQC+ellAU9IuQs3z/16fwms7KF+47IkWYOmYPf6I9l1TZIkhg8fzsKFC9mzZw8TJkzQq6STgYEBw4YNY9WqVZw5c0ZcKRMEQaglbOroUriQzZtZ9MknePv703vCBJ1u2/oZSUSVSoWxsTHGxsY63Zcg1ASNRsOpU6do3bo1DR6b7Ko0CwsLbG1tuXfv3hOVLc8jSRKdOnXi4MGDZGZmYmNjU22xSZJEv379UKlUBAUFodVq6f6bvomCbt29e5eNGzfi4uLCuHHj3oil3NHR0ZiZmVVqYEBcXBwJCQlYW1uTlZUFlCWLn/f5ZK22ZozFGC4XXyaqMIpsbXZFMkoJ5ft2NHCkq0lXURWmoLr/CqtNZLksCXbtNCRcBeRnJ79elgz77X1kGbJSITv9v0kyu0bQqis09dKr6jELCwtGjBjBxo0bOXv2rN71LHBxcaFjx44cPXoUV1dXsXRSEAShFjCQJMxVKvKe0WOqNus1fjy9xo/X+XbNVSoM9OiClCDowoULF8jMzGR8NbxmXpezs/MrN9YH8PHx4dixY0RFRdGvX79qjOy/jfZVKhVHjx5Fq9XqTf+1uiYxMZENGzbg7OzM+PHj34hkWElJCTExMbRr1+6Vn+/Vq1fZtm0brVq1YtSoURw6dIjo6Ghat279wsdJkkQb4zZ4GnmSUJpAbFEs8SXxNZ4YM8AAT2NPvIy9qKdWdrCHIBJi+qG4AG6eh2sRkJNRlgQrf1G+SvLrVT2+rYwkCNsOZ/aBe0dw7wRW+vGCdHd3p0OHDgQFBdGsWTPs7e2VDukJ/fr1Iz4+np07dzJr1iwxeUoQBKEWsDUwIL+4WE+7h+gPCbB7A07ChDdLcXExISEhtGnThoYN9W+VhLOzM5cvX6akpOSVJuwZGRnRrl07zp07R69evap9QrskSQQEBKBSqQgODkar1db5Ju817f79+6xbtw5HR0feeuutav831ReXL1+msLDwlaeZXrlyhW3bttG6dWtGjRqFWq1myJAheHp6vvISYkmScDF0wcXQhRxtDrEFsVwquUShXIgKFVp0e/GsPOFmp7LD18QXDyMPjCQjne5DqLq6vSBZ32WnQ9gO2PwVRO0vS4aBbpNgz/XrKUFJEVwJg53/gaCVkHTrxQ+rIf3798fGxoYdO3ag0WiUDucJhoaGBAYG8vDhQ0JCQpQORxAEQXgFNmq1SIa9Apm63XNNeDNFRkaSn59PQECA0qE8U+PGjdFqtSQlJb3yYzp27EhRUREXLlyovsB+o1evXvTu3ZuQkBCOHz+OmM2mG0lJSaxduxYHBwcmTJiAkdGbkyyJjo6mefPm2NnZvfS+ly9fZtu2bXh6ehIYGFhRlCBJEs2aNatSr7XkW8kc/eYozc83Z7D5YLyNvWmoboj6sfnUqkqkTCT+W11tIpngYuBCR5OOjLUcy2SryXgZe4lkmJ4RlwCVIGvh6mmIPlS2nLFGEmAviufXD7PkW5B0E9zaQ8fBYGSiWEjlSadly5Zx/Phx+vbtq1gsz9KoUSN69epFcHAwbm5u1drUVBAEQXh9Isnz6upqzzXhzZSfn09YWBgdOnTA1tZW6XCeycHBAUNDQxITE2nSpMkrPcbW1hZPT0/CwsJo165dja1Y6NmzJyqVimPHjqHVagkICNCrnr+1TXJyMmvWrMHe3p5Jkya9UT0ak5OTuXfvHuPGjXvpfS9evMjOnTtp06YNI0eO1MmggfJqM4CSwhJaGLWghVFZU36trCVTm0lKaQoPNQ95WPqQLG0WGjRoZA0aNEhIqFGjltQYYEA9dT0cDBxwUDvQwKAB5pK5eG3UAuKIp6Zlp0PoNkhNUDqSp5Unxm6dg/vXofsYcGrx4sdUI0dHR3r37s2xY8dwc3OjadOmisXyLN27d+fmzZvs3LmTefPmYWKiXAJREARBeDFbAwMMJIlSUdHwQoaSJJKHQp1y8uRJZFmmZ8+eSofyXCqVCicnp0r1EQPw8/Nj0aJFXLp0CR8fn2qK7tn7VavVBAUFodFo6Nevnzjxr4KUlBTWrl2Lra0tkydPfqOSYVBWHWZhYYG7u/sL7xcZGcmhQ4fw9vZmxIgROkmGRUVFceDAgYqvS0tLn/i+SlJhp7bDTm1HS1q+9v4E/SWWTNYUWQtXwmH3D5BWuQ+7GifLUJAHR1eVLeksLlQslG7duuHi4sKuXbsoLFQujmdRqVSMHDmSgoICDh06pHQ4giAIwguoJYlmRkaIU7bnk4CmRkaoxYmtUEc8evSIqKgounfvjrm5udLhvJCzszOJiYmVWobo4OCAu7s7oaGhNb58sWvXrgwcOJCIiAj27duHto4NLaluqamprFmzBisrK6ZMmfLGXVgvKioiNjb2hdWNsixz5MgRDh06RNeuXXVSGSbLMsePH38iGQaQk5PzWtsVai+REKsJ2elwcElZnzCtRvklkq/ksWqxXd/B/RuKRKFSqRg1ahSFhYVPvXHpA1tbWwYPHkxMTAyXL19WOhxBEAThBZoaG4s+Yi8gU/YzEoS64vjx45iZmdGlSxelQ3mpxo0bk5eXR2ZmZqUe5+fnR1paGteuXauewF6gc+fOjBgxgvPnz7N169anqmyEZ0tPT2fNmjWYm5szZcoUTE1NlQ6pxl26dImSkhLatWv3zO+XlpayY8cOwsPDGTBgAP3799dJFeL58+c5efLkU7eLhNibSyTEqlvaPdj3C6TdVzqSqnm8WiwuSpEQrK2tGTJkCBcvXuTixYuKxPAi3t7etG7dmn379pGdna10OIIgCMJzmKvVNDAwEFVizyABDQwMMBfLJYU6IikpiYsXL+Lv718rmpQ7OzsDVHrZZOPGjWnatCmnTp1SpMm9r68v48eP5+bNm6xbt07vVnToSklJiU62k5GRwerVqzExMWHq1KmYmZnpZLu1iSzLnD17lhYtWmBtbf3U9wsLC9mwYQNXr15lzJgxOk1oN2vWjFatWj2VXMvNzdXZPoTaRSTEqlNyPBxaBqVFtaQq7Hl+/XCN2AWXns6o1wQvLy+8vLzYv38/jx49UiSG55EkiaFDh2JoaMju3bvFxB1BEAQ95mpiIqrEnkGm7GcjCHXFsWPHqFev3nMrUPSNmZkZdnZ2JCYmVvqxfn5+JCUlER8fXw2RvZyHhwdTpkzh4cOHrF69uk4mF/71r38xffp0UlNTq7yNzMxMVq9ejZGREVOnTtX7ZbzV5cGDByQnJ9O+ffunvpednc2qVatISkpi8uTJeHp66nTftra2jBs3jgEDBgBgY2MDQEFBgU73I9QeIiFWXe7HwZGVoC39b7P6uiD6MJw/qsiuBw8ejJmZmV6WZJuamjJy5Eji4+OJjIxUOhxBEAThORwMDDARPbKeYipJOIjpkkIdER8fz61bt+jTp49OGnDXlMaNG1e6QgzA1dWVRo0acerUqWqI6tU0adKE6dOnk5uby4oVK/TuAvbryM/PZ86cOdy4cYNOnTpV6bllZWWxevVq1Go1U6dOxdLSshoirR3Onj2LtbU1bm5uT9yemprK8uXLKSgoYMaMGdU6UO3y5cs0b96cDz74gFmzZjFmzJhq25eg32rPJ0Rt8vAOBK8DrbZuJcPKxR5XpFLMxMSEcePGkZKSopdN7F1dXencuTNHjx4lJSVF6XAEQRCEZ5AkSVRCPYOriYmYEifUCbIsc/ToUZydnWnZsnZNh3N2diY5OZni4uJKPU6SJPz8/Lh79y4JCcpNsndwcGDWrFlIksTy5ctJTk5WLBZdkWUZMzMz6tevj0aj4Z133nnmMr8XefToEatWrQJg2rRpWFlZVUOktUNhYSGXLl2iXbt2TySr7969y4oVKzAxMWHWrFk0aNCg2mJISUkhMTGRdu3aIUlSrXyvEHRHJMR0Lf0+HF1dy5dIvoLowxB3psZ327BhQwYPHkx0dDQxMTE1vv+X6du3L3Z2duzYsUPvqtgEQRCEMs2MjTEWyZ8KxpIkmukLdcalS5dISkqib9++tS7J27hxY2RZ5sGDB5V+bMuWLbG3tyc0NLQaInt1NjY2zJw5EysrK1atWsWdO3cUjUdX5s+fj729PbNnz65I5BQVFb10qFZqaiorVqxApVIxffr0SifT6pqYmBi0Wi1t27atuO3KlSusXbuWhg0bMmPGjGpPGEZHR2Nubo6Hh0e17keoHURCTJcKciBoJWhK6mZl2G9F7FZk+mTbtm3x9fVl//79eleJZWBgQGBgIGlpaQQHBysdjiAIgvAMhpJEuze0d8uztDM3x7CWJQ4E4Vk0Gg3BwcG4u7vj4uKidDiVVr9+fYyMjKq0bLK8SuzGjRuKV2aZm5szbdo0GjVqxLp16xSZgKkrkiRx6NAhjh49ypdffomtrS0AX3/9NZMnT2by5MmMGzeOjIyMpx6blZXFypUrMTMzY8aMGW98MkyWZaKiomjZsmXFktHIyEi2bt1Kq1atmDRpEibVXMFdXFxMTEwMvr6+qMUQGQGRENMdWS5rOl9S+GYkwwCQIGwbFNfsNBlJkhg8eDC2trZs2bKFoqKiGt3/yzRs2JCAgAAiIiK4ffu20uEIgiAIz+BgaEgTI6M3fuKki5ERDoaGSochCDpx9uxZsrKy6NOnj9KhVIlKpcLZ2blKjfUB2rRpg42NjeJVYgDGxsZMnDgRDw8PtmzZwrlz55QOqVLy8vIq/v7ZZ58xd+5cOnToAMDWrVv5+uuv+fDDD4mKisLe3p6//e1vT23D2tqaadOmMWPGDCwsLGosdn0VFxdHeno6Xbp0QZZljhw5wqFDh+jatSuBgYEY1EAfy5iYGIqLi+nYsWO170uoHURCTFdux0LitTcoGQYgQ2EeRB2o8T0bGhoybtw4cnJy2Lt3r95NduzatStNmzZl165dYmqJIAiCnvIyM8PoDa6MMpYk2piZKR2GIOhEUVERJ0+exMfHp1r7D1U3Z2dn7t27V6VjW7VaTbdu3bh8+TLp6enVEF3lGBgYMHr0aNq3b8/evXs5efKk3h2zP8/evXtp3749PXv2pFWrVvzud78D4NatW3z33Xd8/fXX+Pn5YWBgwOTJk7lz5w5FRUVPPb8GDRpUe9VTbREeHk7jxo1p1KgRO3fuJDw8nAEDBtC/f/8aWd4syzKRkZG0atXqja/WE/5LJMR0oSAHTu9WOgplyDLcjC6bqlnD6tWrx4gRI7h8+TJnztR8P7MXkSSJkSNHUlxczIEDNZ8wFARBEF7uTV86KZZKCnVJWFgYxcXF9O7dW+lQXouzszP5+flVntLYtm1bzM3NCQsL03FkVaNSqRg8eDC9evXi+PHj7N69u1b02X3rrbf429/+xr1798jMzESj0QDw7bffYmtry5w5cyru+8svv2BtbY2xsXFFYicrKwug1vWxqy737t0jISGBDh06sH79eq5cucKYMWPo0qVLjcVw69Yt0tPT6dy5c43tU9B/IiH2usqXSpaWKB2JgiQI217jSycBWrduTefOnQkKCqpSv4XqZG1tzZAhQ7h06RIXL15UOhxBEAThGd7UpZNiqaRQl+Tk5HD69Gk6d+5c6yf4OTs7A1R52aSBgQFdu3YlJiamIimjNEmS8Pf3JzAwkEuXLrF27Vry8/OVDuuFZFlm8ODB3LhxA2tra7788ktycnI4duwYX331VcX9Dh48yM2bNysqyAD27NnD3/72N9asWaNA5PopPDwcW1tbwsPDSUpKYvLkyXh6etZoDJGRkTg6OtK4ceMa3a+g30RC7HVVLJWs41MlX0i5pZMA/fr1w8nJia1bt+rdh2ubNm3w8vJi//79ZGZmKh2OIAiC8AxeZmaYqVRvRFJMAixUKrFUUqhTjh07hoGBAd27d1c6lNdmampKgwYNXms6Y4cOHTAyMiIiIkJ3gemAl5cX06ZNIy0tjWXLlpGWlqZ0SM8lSRIajQa1Ws2WLVv4+9//jqWlJR06dKiYMpmbm8sXX3zB6NGjK5I7wcHBfPHFF/j7++Pn50d8fDzh4eFKPhXFZWRkcPXqVQoLCykoKGDGjBk0bdq0RmNIT0/n5s2bdOrUSVTtCU8QCbHXUZj/5i6V/K3ypZNJt2p812q1mjFjxlBaWsqOHTvQavUrOTl48GBMTEzYtWtXpWJLSkpixYoVbNmypRqjEwRBEAwlCT9LS4wlqW4nxbRaKC6mm4WFWCop1BmJiYnExMQQEBCAqamp0uHohKurK/Hx8VXut2VsbEznzp2Jjo5+ojm8PmjcuDGzZ8/GwMCA5cuXEx8fr3RIz6VWqyv+DcqTYE2aNGHSpEn885//ZNCgQbi6uvLpp59SVFTEL7/8wpIlS/jb3/5G586dWbhwIePGjeN//ud/GDNmzBt7cTwoKAgAS0tLZs2apUiPv8jISMzMzGjTpk2N71vQbyIh9jpuRkNJsdJR6A9JgosnFNm1lZUVgYGB3Lp1i1OnTikSw/OYmJgwcuRI7t69+8pTf7KysmjevDknTpxgyZIlfPLJJ9UcpSAIwpvNVKXCz9ISwzqaFJMASavlysaN7N22jeJicfwi1H5arZaDBw/i6OhIu3btlA5HZ1xdXcnOziYjI6PK2yivhImMjNRhZLpha2vLzJkzcXJyYv369URHRysd0nOVVxOVJ8S++uorvv76ax49esTHH3/M5s2bAZg6dSrx8fG88847DBs2jOPHj5OQkMCKFSs4deoUDRo04C9/+Ytiz0Mp58+f5/r169jY2DBjxgxFljQXFhYSExNDhw4damSSpVC7iIRYVclauBoB1I5JKTVClssqxLKVmWrTvHlzevXqRUhICLdu1Xyl2os0bdqUnj17kpub+9L7pqenc+fOHYYOHcrq1asJCgriwoULLFiwoAYiFQRBeHNZqNV1MikmUVYF19vOjsBBg4iPj2f58uVvbLWCUHecO3eOpKQkBg0aVJGwqAtcXFxQqVSvVT1lZmZGhw4dOHPmDIWFNd/n92VMTEyYOHEi7dq1Y9++fQQFBendKo/fkmUZWZYZOHAg//znPxk1ahTHjx/niy++QK1W880339CzZ08A7t69i6GhId7e3gCMGjUKtVqNRqPR++epK5GRkezZswdJkpgxY4Zi0zYvXLhAaWkpHTp0UGT/gn6rO58cNe3+DcjXj0aVekWS4LpyEx979uxJ8+bN2bFjB9nZ2YrF8Sz+/v4MHjz4hffZunUrAQEBLF26lKCgIH755RdUKhXdu3cnLS3tjfkAFQRBUIqVWo2/pSUmdSQpJgEmKhX+lpZYqdV4eHgwa9YsSkpKWLp0KXfv3lU6REGokvz8fIKDg/Hx8alzTbKNjIxwdnZ+7eWEXbt2RaPR6F0vsXLlEygHDhzI6dOn2bJli15Xr0qSVFExJkkSUVFRvPvuu3h4ePDzzz8DUFJSNmitffv23Lt3j9jYWC5evMjy5cu5desWarUalUpFSkoKUVFRij2X6qTVagkKCuLQoUMYGBjQvn17xYZdaLVazpw5g6enJ5aWlorEIOg3kRCrqmuny5I/wpNkGW5EKTZ1U5IkAgMDMTAwYOvWrXo11lmlUr2wF0RKSgrz5s1j3rx5/Pzzz4SFhfH73/+e6dOn8/e//50hQ4agUqn0rheEIAhCXWOuVtPTygqLOlBxYvFrMsxcra64rUGDBsyePZsGDRqwZs0avV6uJAjPc/z4cbRaLX379lU6lGrh6urK7du3X+tiqKWlJZ06dSIiIkJvjx8lSaJz58689dZb3L59m5UrV+rdRe3n6dixIzt27GDSpEk4ODgAYPjr9N4+ffowc+ZMFixYwF/+8he2bt3K//3f/wHw3nvvMWHCBGbPns24cePqVLVubm4ua9eu5fTp07Ru3RqNRkO3bt0Ui+fGjRs8evSITp06KRaDoN9q/5GeEnIfwf24suSP8LSSIrhzUbHdm5mZMXbsWJKSkti3b1+VG5JWhxdNNSksLKRTp07Mnz8fAE9PT8aNG8e7775LXl4ely5dYtKkSYwdO5a///3vNRWyIAjCG8lUpcJXq6Xhr1f7a9MlsPJY3YyN6WVlhckzEntmZmZMnjyZ9u3bs2/fPg4cOIBGo6nZQAWhipKSkjh79iy9evXCwsJC6XCqhaurK0VFRSQlJb3Wdrp3744kSa/cx1Yp7u7uzJw5k/z8fJYtW8b9+/eVDumVeHh4PPH1d999x8iRI4GyvmKffvopYWFh/O///i8tWrTgm2++ISIigiVLlhATE4ORkRELFy5UIHLdu3v3LosXLyYtLY0pU6aQnJxMq1atsLW1VSymM2fO4OTkhLOzs2IxCPpNJMSq4voZUR32QhJcVXa8sLOzM8OHDycmJkZvy8R/q0mTJlhbWzNz5kwA1q5dy6lTp3B2dub999/nD3/4AxMnTuSLL75g165dfPPNNwpHLAiCUDelpKSwa9cufv7xR0JWrKCHpSWmtahazFSloqelJW3MzFC/4HhFrVYzePBghgwZQnR0NOvWrSM/P78GIxWEypNlmYMHD1K/fn06duyodDjVplGjRhgZGb32skkzMzO6detGVFQUWVn63e7FwcGB2bNnY2VlxcqVK/WqevV5F9h/e7H7gw8+wNnZmTZt2jBx4kTef/99evXqxRdffMHx48c5fvw4f/nLX2jevDkA/fv3JzU1Va8u4FeWLMuEhYWxevVq7O3tmTt3LoWFhWRkZChaHZaSkkJ8fDydO3dWLAZB/4kxC5Wl1UJclKgOeyEZMpIg/QHUa6RYFN7e3qSmpnLkyBHs7e1xd3dXLJaXkWUZSZLYtGkTY8aMYfDgwVy4cIFFixbx+eefc+zYMa5evVpxheXvf/874eHKJh0FQRDqElmWiY+PJzw8/IkT0CZNmlDPwIA+VlZcLSjgZlEREvo3Uqc8JjdjY1qZmr4wEfZbHTp0oH79+mzZsoWlS5cyYcIEGjRoUG2xCsLriI2NJTExkalTp6J+bClwXaNWq2natCnx8fH06NHjtbbVpUsXzpw5w4kTJxg+fLiOIqwelpaWTJ8+nUOHDrFv3z7u37/P4MGDFZ0OeO/ePdLT0/Hx8ak4Zn8WWZZRq9X8/PPPhIaGkpqaiq+vL/Xr1wdgzZo1uLu7M3To0IrHLF26tKKKrzYqLCxk165dXL9+HT8/P3r37o0kSYSHh+Pi4oKTk5NisZ05cwYLCwtat26tWAyC/qs9lzv1RVYqFBcoHUUtIEGK8o16AwIC8PDwYPv27aSkpCgdznNJklTRI2Lbtm38/PPPXLhwgby8PEJDQ7lw4UJFMkyWZb766isKCsTvoSAIgi4UFRWxaNEi1q1bx+3bt5/4XvlyGLUk0cbMTG+rxV61Kux5XFxcmDNnDsbGxixfvpwrV65UQ5SC8HqKioo4evQonp6eNGvWTOlwqp2rqyuJiYkVjdqrytjYGD8/Py5cuEB6ujLT4CvDwMCAoUOHMnz4cGJjY1m5cqVi1W1Xrlxh9erVnDt3jsLCwhcmriRJqqj08vPzY9SoUTRr1gwLCwvu3r1LUFAQv//97yvuv2rVKpKTk/niiy+A51eh6aukpCSWLFnC3bt3mTBhAn369EGlUpGYmMi9e/cUrQ4rKCggJiaGDh061OnEufD69O+ITt+l14717IqTJL34WZU32be1tWXjxo1621AUnmy67+rqSoMGDUhPT2fmzJnY2NgAUFxczB//+EccHR35wx/+oGC0giAIdcfjB8u/PSH57fS68mqxDubm2P76OEWu6/8ap61aTQdzc/pYWWH3mhUUNjY2zJw5Ezc3N7Zu3cr+/fv1ajiNIJw4cYKioiL69eundCg1wtXVFY1GQ0JCwmtvq2PHjlhaWhISEvL6gdWQtm3bMnPmTPLy8li8ePFrLx+tDFmWiYiIYOvWrbRs2ZIpU6ZgYmLy0sc9L2FmbW1Njx49KqYtJiQk8PHHH/PXv/4VMzOzFz5W38iyTHR0NMuXL8fExIS33377iZU44eHh2Nvb06JFC8ViPHfuHLIs06FDB8ViEGoHkRCrrPQHIIkf20vJWkhNVDoKoGx09VtvvUVxcTFbt27V66bBv/0gvHfvHjExMUDZePFPPvmE+/fvM3ny5IrRwUlJSURGRnLkyJEaj1cQBKEuMDAwYNasWTRt2vSJ242MjCqWujxOLUk4Gxnhb2VFb0tLXIyMavSASpJl0i5exDUjA38rK5yNjKpUFfYsRkZGjBkzhiFDhnD+/HmWLVtGWlqaTrYtCK8jNTWVyMhIevTogbW1tdLh1Ah7e3ssLCx0kggyMDDA39+fS5cukZycrIPoakajRo14++23cXR0ZN26dYSGhlZ7JZVWq+XgwYMEBQXRvXv3ign2r8PGxoZGjRrRo0cP3n//faZMmcKkSZOYMGGCjqKuGSUlJezevZt9+/bh6+vLzJkzn2ian5aWxvXr1+nWrZtiCT6tVktUVBRt2rTB3NxckRiE2kNkdiorLbEs2SO8XHY6lBQrHQVQ9iE0fvx47t27x/79+2tNSfI///lPEhMTGTNmDF5eXqSkpDB37lyGDBmCkZERR48eZc6cOWzZsoWTJ0+KZZSCIAhVVFBQQGpqasXFBigb0PKyA3prAwN8zc0ZZGODt6kpFo8tp9TFqcDj27BQqfA2NWWQjQ3SzZucO3VKB3t4xj4liQ4dOjB79mxKS0srpqEJglJkWebQoUPY2NjQtWtXpcOpMZIk4erqqrPKKB8fH+zs7AgODtbJ9mqKmZkZkyZNonv37hw7dowtW7ZQVFRULfsqLi5my5YtnD17lqFDh9K3b99XSuy8yrnFTz/9xLfffkuzZs34+uuv+emnn175sfogPT2dZcuWceXKFUaNGsXQoUOfShRGRERgYWGBl5eXQlHC9evXycrKEs30hVcimupXhlYLGbXnioryZHiUBA1clA4EKGuMPHToUHbv3k2DBg3o0qWL0iG9kFarRaVSERISQlhYGKWlpQQEBACwfv167t69y759+/joo4/o168fBQUF/M///A/t27dn2rRpCkcvCIJQexQWFrJ+/XoMDAyYPXs2CQkJ7Ny5Ezc3t1fehqEk4WpigquJCUVaLZkaDZmlpWRqNGSUllL02AnP806tHj8lMpYk7AwMsFGrsfn1/8aPJdu6devGli1buH//frU1LW7YsCFvv/02Bw4cYNeuXdy+fZvBgwdjZGRULfsThOe5evUq8fHxTJgwQdHm6kpwdXUlNjaW/Pz8iqV1VaVWq+nduzfbt28nISGBJk2a6CjK6qdSqejTpw9OTk7s2rWLpUuXMn78+GdW8VZVbm4uGzduJDU1lVmzZr30vTUnJ4d///vfzJw5k4YNG2JoaPjcflXlzfj79OlDnz59nrpd312+fJk9e/ZgaWnJ7Nmznzl4JTc3l5iYGPz9/RV9nUZGRtKkSRMcHR0Vi0GoPd6sT5TXlZUK2rrdS+Mfe8O4eC+VjfNH6mBrUtkSUz1JiAH4+vqSmppKUFAQ9erVU3Rt+8uoVCq0Wi1qtZqePXuSkpLClStX+L//+z9ycnKYMWMGgYGBtGzZEig7yOnXrx9//vOfUavVTJ48WeFnIAiCoP9KS0vZvHkzOTk5zJw5s2IilZubG4aGhlXaprFKhYNKhcNjjy9PkuVpNGgAjSxTXm+uomwZphowV6ufSn49i4eHB3Z2doSHhzN27NgqxfkqjIyMGDlyJM2aNWP//v3cu3ePMWPG0LBhw2rbpyA8rqSkhKCgINzd3fV6Ynh1KR8ecPv2bTw9PV97e56enoSGhhIcHMy0adNqRTLmcS1btmTOnDls3ryZZcuWMWLECJ1MEUxNTWX9+vVotVrefffdV1qW++jRIx4+fIhKpSI+Pp74+HiGDh2KRqN5KjH2vJ+zvv/8NRoNR44cITIyEk9PT4YNG4axsfEz73vmzBlUKpWifbvu3bvH3bt3q/VzUahbxJLJynisSXyvr9ZhPPtrLOb+G7t3/0Ovr9YRfSepWnff9JMF7Iq+rrPtrToVi+//W/bEbX8a1l1HyTD0prH+b/Xp04cWLVqwfft2UlNTlQ7nhcob7ZcnwJYtW4aLiwt79uxh1KhRtGzZsmI6pZmZGcOGDWP79u38+OOPxMXFKRy9IAiCfpNlmd27d5OYmMiECROeqDQwMjLS6YmK8a8JMlcTE1qYmNDS1JTWv/5paWpKi1+ryxwMDV+aDIOyz4euXbty9epVMjIydBbn8/j4+PD2229jYGDAsmXLiIqKqjXLfITaLTQ0lNzcXAYMGKB0KIqwsrLC3t5eZ8smJUkiICCAu3fvcuvWLZ1ss6bVq1eP2bNn06JFC7Zu3cqhQ4deawDInTt3WLFiBcbGxsyZM+e5ybCcnJwnlmo2adKEO3fucPbsWRwdHdm/fz8fffRRlePQN1lZWaxatYqoqCgGDRrE6NGjn5sMKy4u5uzZs7Rr1w5TU9MajvS/QkNDqVevXkXBgCC8jEiIVUZe5hMN9b8e25vcxZ/y4LsPaOviwIgftikXmz6StZCjf6OdVSoVgYGBWFlZsXHjRvLz85UO6YUkScLS0pIffviBP/3pT/zjH/944vuqX0+cyq9EybKMi4vLG9NwVhAEoaqOHj3KpUuXCAwMrFVLh8r5+PhgampKREREjezP3t6e2bNn065dOw4cOMDWrVspLCyskX0Lb6a0tDTCwsLo1q0bdnZ2SoejGF32EQNo0aIFjRs3Jjg4uNYmto2MjBg9ejQDBgwgKiqK5cuXk55e+fOO2NhY1q5dS6NGjZgxY8YTfSQf9/nnn2Ntbc2WLVsAKi5IT548maCgIGxtbWnfvj2bNm0iLCys4nHl96ttbt26xZIlS8jOzmbGjBl06tTphReJzp8/T2FhoaItaR4+fMj169fx8/OrOD8ShJcRSyYrQ1Na1vjjN58bJkYGzOrpw/dBUXh9vpRZPXz43YBOAFy4+5C2/7scedWfgLLKsq5uTpy7m0z4zfu0cLBl9exheDUuW4edXVDEn7aFsPfCDR7lFeLhWI8d743m441HScjIYsKi3ahVEpO7tuEPQ7rS7NNfeLTgY2zMy8YA/279ETLzC1k1ZxgAkxfvJvjqXXILi2nhYMc3bwXQu1VTzt9NZt7qg5RotFjM/TcAV/7xNitOxnAhIYVdH44B4ObDDN5de5io20nYmpnwft8OFc9t1alYvg86w+gOLfnp6FkkCf44pFvF9wEoLamWf4rXZWxszIQJE1i6dClbt25l8uTJz13zry8e72VTUFDA+fPnSUlJQZKkismZV69eJTk5mYyMjNe6UiYIglDXnTlzhvDwcAYMGKCT5TZKMDQ0pFOnToSGhtKrV68amaZlYGDA4MGDadasGbt372bx4sWMHj0aZ2fnat+38GaRZZm9e/dibW1Njx49lA5HUa6urpw5c4ZHjx49MdGvqsp7Wa1atYqrV6/W2vdASZLo0qULLi4ubN++ncWLFzN48GB8fHxeWuEryzKnTp3i+PHj+Pr6MnTo0OeeCwQHB3P//n3ee+89VqxYwaBBg7C3twegQYMG1K9fH41Gw8CBA0lKSuKjjz7ixx9/5MSJE8ydOxc7Ozu9XxpZTqvVcvLkSU6cOIGbmxujRo16ae86rVbL6dOn8fT0xMbGpmYCfYawsDCsra0Vbegv1D4idVoZmmcnGPKLSlh2IgaXetbUM395ieja8Ev8a1wAjxZ8TIemjry/Lqjie9OX7eXmw0dEfD6NzF8+Ycn0QZgaGbD1vUCa2Fmzcd4Ichd/yqLpg14p5D6tm3L1H2+T/vNHvNW5NWN+3klOQRFtXRqyaNogvJzrk7v4U3IXf0qTek9WFJVqtAz9bgs+jR148N0H7PxgDP86eJoNEZcr7nP5QRpmRobc/+59Ns8fxadbgrmV8uilPzN9YGtry/jx40lISODgwYO16gqZSqVi/vz5BAYGcuTIEVauXMmWLVu4evUqLi4u/PTTTzg5OZGRkUFycjK3b99WOmRBEAS9cfXqVQ4ePEiXLl30fsDKy3Ts2BFJkoiKiqrR/bZq1Yp58+ZhYWHBypUrCQsLq1Wfo4L+O3v2LAkJCQwbNqzK/fzqChcXFyRJ0mmVmIuLC82bN+f48eO1toqpnKOjI2+//Taenp7s3r2bHTt2vLB6taSkhN27d3P8+HF69erF8OHDX3hh3N/fn//93//lxx9/JDMzkw0bNlR8z9bWlpCQENRqNc7Ozvy///f/eOedd9i4cSOmpqbUq1ev1iTD8vLy2LBhAydOnKBXr15MnDjxlQY5XL16lczMTLp161YDUT5bRkYGly5dolu3bnpf5CDoF5EQqwxNyRPVYX/cFoLN/G9x/fQXriWls+d3r9a8b3LXNvg0ccBArWKanxfRd8smVz7MymVndBxLZgyika0lKpVEW5eG2FtWfaLMjB4+WJuZYGig5tPBXdDKMrH3Ul7psZHx90nKyuPvo/0xMTLAu3ED3uvTnlWhsRX3sbcw5ZNBnTE0UNOrlQtN7a25cPfhfzeipxVi5VxcXBgyZAjR0dGEh4crHc4rMzY25siRIwwcOJAOHTqwd+9eNm3axLp16/j9739P69atOXLkCJ07d+bjjz9m0KBBHD58WOmwBUEQFJeYmMiOHTvw9PSkf//+Sofz2szMzGjbti1nzpyhuLi4RvdtY2PD9OnT6dKlC0ePHmXDhg3k5eXVaAxC3ZSVlcXRo0dp3749TZs2VTocxZmYmODk5KTThBhAQEAAaWlpxMbGvvzOes7IyIgRI0YwevRobty4weLFi7l3795T9yvvi3X58mUCAwPx9/d/acJKrVbj4lI2JOzPf/4zS5cu5c6dO5SWltKpUyeMjY3Zu3dvxf1nzZrFzz//XNFPrDYkHBMTE1myZAlJSUlMmTLllX4uUFZpFx4eTrNmzRSd6hgWFlbxeSgIlSESYpUiPTEr/asxvchc+AnJP37Iod+/hXfjp8fPPktD6/8uaTA3MiK3sOwA9m56NsYG6qcqtapKq5X587YQWvzPQqzmfYPN/G/JKigkLafglR5/LyOHRjYWGBn8N8vuWt+Ge4+yK752sHpyeYa5kSE5hY8dkNeCKyLt2rXDz8+Po0eP1poDAo1GQ4MGDVi6dClLlizh+++/B8o+cGVZZv369bzzzju89957bNiwgQULFvDOO+/o/EBKEAShNklLS2Pjxo00atSIkSNH1pqr9i/TtWtXioqKiI6OrvF9l084njRpEg8ePGDRokVvXFXygwcPWLJkSY0MN3gTyLLM/v37MTY2pm/fvkqHozdcXV25ffu2TisxGzVqROvWrQkJCakzrTbatGnD3LlzsbCwYMWKFZw6daoiIXX37l2WLl1KXl4eM2fOrNTSuvLPizFjxtCgQQMWL16MgUFZ96G33nqLhw8fPvWY8n8rfe5nJcsyERERrFq1Cmtra+bOnYurq+srP/7mzZs8ePCA7t27V2OUL5adnc2FCxfo2rXrG19NKlSe/r469ZH65S8wCxMj8ov/WxWVlJX7ypt3qWdFUamGxPTsZ35fpXrywN3CxAjgufvbcPoyG05fZv9H48ha+AmZCz/B2tTksTfnF58IONtZ8iAzl5JSTcVtd9KycLa1euXnhEHteFMKCAjA19eX3bt3c/PmTaXDqfC8gx61Wo1Wq8XJyYlNmzZx7do1srOzUalUHDlyhM8//5wvvviCDz/8EFmW6dOnD507dxYfEoIgvLFyc3NZv3495ubmvPXWWxUnMnWBjY0NPj4+hIWFUVKiTGW2m5sb8+bNw97enjVr1tSJZViv6sqVKxw5coQePXrw7rvvkpRUvVPH67pLly5x48YNhgwZgomJidLh6A1XV1cKCgpITk7W6XZ79epFdna2Ign16mJra8v06dPp3r07wcHBrF27lpMnT7JmzRrq16/PnDlzqlTNVP6e9vPPP7N7925+/PFHOnTowI4dO3j06NFT99f3iy7p6emsWrWKoKAgOnXqxLRp07CyevXzPFmWCQkJoXHjxpVKoulaeHg4RkZGdOjQQbEYhNpLJMQqQ/3yg+d2Lg7siL5OVn4hKdl5/OvAq09+crC2YERbd+atPkhSZi5arcz5u8mk55ZNQXSwMudWSmbF/e0tzWhSz4rVYRfRamWOX73Dgdj/jk/OLijCyECNvYUZxaUa/rr7FDmF/x0V7GBlTlJWLgXFzz547tSsEQ5W5nyx8yRFJaVcupfCT0fPMq17JRoVvkISUR9IksSwYcNo3rw5W7Zs4cGDB0qHBJTFVVpa+szEmEqlQqvV0qRJExYsWICVlRVpaWl8+OGHfPbZZ0yZMqViG4sWLSIiIkLRMciCIAhKKS4uZsOGDZSWljJp0qQ6+V7o5+dHfn4+586dUywGS0tLpkyZQq9evTh16hRr1qwhO/vZF/nqEj8/P7Zu3crFixfJy8tjz549SodUa+Xl5XHw4EE8PT3x8PBQOhy94uzsjKGhoc6r/evXr4+Pjw8nTpygoODVVpHUBmq1mj59+jBp0iTu37/P8ePHcXNzY/LkyVUeQFJe6WVra8vNmzdZuHAh//d//8d3331Hq1atnvs4feuvqNVqCQsLY9GiReTk5DBt2jQGDBhQ6d5bcXFxPHjwgN69eyuW/MvLy+PcuXMVS1cFobJEQqwyDAyfmjD5Wx8N6ISjtQWNP/6ZgK/XM75T5aa2rJ4zlMZ2VnT4cgU273zLvNWHKCguK2H+09Bu/HzsLDbzv+WdNYcAWDFrCCtPxWL9zrcsPn6etx7b3zQ/Lzyd7HH5/QJcP/0FU0PDJ6q7Alq50KW5E04f/YTN/G9JSM96IhZDAzX7PhpL9J1kGn74I8N/2MbHAzozsavnqz8hA6NKPX8lqVSqijLo9evXV2l0c3UwMDCgqKjouUkx4IkPMF9fX95+++2Kr9etW8eSJUv46aefsLe3f2Ou2AuCIEDZEvOtW7eSnp7OpEmTFJ2AVZ3s7Ozw9vYmLCxM0aVPKpUKf39/pk2bRkZGBosWLSIuLk6xeGqCsbExsiyjUqkYMGAAW7ZsQZZl7t+/z9/+9jdWrVqldIi1Rnm/00GDXm141JukvI9VdbS/6NOnDxqNhpCQEJ1vW0nZ2dmEhISg0Who2LAhcXFxHD58+LUqabOyspg5cyZ///vfuXr1KgMGDMDDw4OhQ4c+dd/yY/f8/Hzy8/OrvE9devjwIcuXL+fYsWN07NiR+fPnV6lPX3l1WNOmTWnWrJnuA31FkZGRAHTu3FmxGITaTZL1LWWtz+5egpCNSkdRe0gqcO8IXYYrHUml5Ofns2LFCjQaDbNmzcLCwkLpkADIycnBwsLihVdgUlJSCAgI4A9/+AOTJ0/m22+/Zf369Xz44YeMGzeuTlZFCIIgPI9Wq2X79u1cv36diRMnKrqkoyakp6ezYMECBg0aRMeOHZUOh/z8fHbt2sWNGzfo0qULAQEBdW7pvizLFZ/LR44c4YcffsDf35/evXvzxz/+EQ8PDxISEkhOTubgwYPUq1dP4Yj1V1xcHBs3bmTUqFF4e3srHY5eioiIIDg4mP/5n//R+bLv0NBQgoODmT9/PvXr19fptpWQkJDA1q1bUalUjB8/HkdHR6Kiojhy5AhWVlaMGDGCJk2aVGnbGo2m4mK0Vqt9Zo8wrVZLdnY2BQUF+Pj4sG3bNnr27Plaz+l1aDQaQkNDOXnyJHZ2dowYMQJnZ+cqb+/q1ats2bKF6dOnVwwcqGmFhYV8//33tG3blgEDBigSg1D7iQqxyqjnpHQEtYusrZU/MzMzMyZPnkxpaSnr16+nqKjo5Q+qAZaWlmRkZDy37FqWZRo0aMC6dev4xz/+wbhx41i2bBn//ve/GT9+vEiGCYLwRpFlmT179nD16lXGjBlT55NhAPXq1aNNmzaEhoai0Whe/oBqZmZmxoQJE+jfvz9RUVEsXLiwzg13KSgoYN++fbz33nv87ne/o1evXsyfP5+pU6cycuRIfv75Z/bs2UOrVq04evSo0uHqraKiIvbv34+bm1ulGp2/aVxdXSktLSUxMVHn2+7SpQs2NjYcPnxY75b4VdbZs2dZvXo1dnZ2zJkzh0aNGiFJEp06dWLu3LmYmZmxcuXKKleLqdXqlzbMf/jwIR9//DFOTk706tWLnj17KvZzLR/8ceLECbp3787cuXNfKxlWXh3m6uqqWDIMyv6dS0tL6datm2IxCLWfSIhVhrkNGIrmnpVSCxNiUNagePLkyTx69IjNmzfrxYkFlJ3sJCcnP/MDVZIktFotvr6+hISEsHDhQqKjo+nTp49oSisIwhtFlmUOHjxITEwMo0aNomXLlkqHVGN69OhRMXFLH0iSRNeuXZk3bx5WVlasXbuWXbt26c3yoarSarV8/fXXTJgwgW3bttG0aVM2b97M73//e/bv309mZibvvvtuxfHDtWvXnqjoycvLqxiKI8DRo0cpLCxkyJAhet+IXEkNGjTA3NycW7duvfzOlWRgYED//v25desWN27c0Pn2a4JGo2Hv3r3s37+f9u3bM3Xq1KdWetjb2zNjxgz69etHVFQUixYtqlKC8be/p+XH5qWlpZSWluLo6MiKFSuwsrLiX//6V9Wf1GsoLS3l6NGjLFu2DJVKxZw5cwgICHjt6sIrV66QkpJCr169dBNoFZSUlBAREYGvry+WlpaKxSHUfiIhVhmSBPa1M8GjCJUabGpvybWDgwNvvfUWCQkJ7Nq1S2+uljk4OJCYmPjMXmAqlaqiUqxevXqYmZmJnmGCILxxjh07RlRUFMOGDXvjqk3q16+Pp6en3lSJlbO3t2fatGkMGzaM69evs2DBAmJjY/Xms7WyLl++zBdffEFERASzZ8/m97//PW3atAHgP//5D++99x5QVkly9uxZ6tevj4ODQ8Xjv/vuO/bv349GoyErK4vg4GBFnoc+uHv3LmfPnqVPnz51tsefrkiSRPPmzattIrqHhwfNmjUjKChIr94/XkVOTg6rV68mJiaGYcOGMXjw4Oc2iVepVHTr1o158+ZhamrKihUrCAoKqlK1WPl72KVLl5BlGQMDg4qE09KlS/nggw9o2rQpGo2mRpO9CQkJLFq0iNOnT9O7d29mz55dpcmav6XVagkJCcHNzY3GjRvrINKqOXfuHAUFBXTv3l2xGIS6QSTEKsveuaw3lvBytg5lSbFarGnTpgQGBnLp0iWCgoL04sBdpVLRoEEDEhISnlsp9tv7C4IgvClOnTpFWFgYAwYMoF27dkqHo4gePXqQmZlJbGys0qE8QZIk2rVrx7vvvkuzZs3YuXMn69ev59GjR0qHVmleXl4UFRWxZMkS/vKXv9CuXTuOHDlCRkYGRUVFBAYGVtx3165duLq6Vpw8Llu2jNDQUH744QckScLf359vv/2WDh068Ne//vW1Gn7XNqWlpezdu5fGjRvrRd+72sDDw4OHDx9Wy+tGkiQGDBhARkYGZ86c0fn2q8u9e/dYunQpmZmZTJ8+/ZXf++3t7Zk5cyZ9+/blzJkzLF68mHv37lVq35IkkZWVxVdffcXIkSOfGCIyffp0vvzyS4BKT3CsquLiYg4ePMjKlSsxNTVl7ty59OjRQ2f7v3TpEmlpaYpWh2k0GsLDw/Hy8sLW1laxOIS6QZwpV1a9RmW9sYQXk1Rgr9xVA11q3bo1gwYN4vTp00RERCgdDgAmJiZYWVlx+/ZtUQEmCILwq8jISIKDg+nVqxddunRROhzFODg40KpVK06dOqWXnxEWFhaMGTOGCRMmkJqaysKFCwkPD9fLWJ+nvHpm5MiRHDlyhG+//RZra2vs7Ozo0aMH586dA8qqGIKDgwkICMDFxYWgoCD279/Pp59+ip2dHf/5z39o3Lgx+/fvr6hu0ZdjjZpw4sQJMjMzGT58uFgq+YqaN2+OWq3m+vXr1bJ9BwcH2rdvz4kTJ8jLy6uWfejS+fPnWbVqFTY2NsyZM6fSvbFUKlVFXy0TExNWrFjBkSNHKjWt19ramg0bNtCtWzcOHTpUcbuhoWGN/l7Hx8ezcOFCzp07R//+/ZkxY4ZOByRotVpOnDiBu7s7Tk7KrZqKjY0lOztbVIcJOiESYpVVS3ti1ThZW5Y8rCM6deqEn58fR44cISYmRulwALCzs0OtVnP37l29qFwTBEFQ0vnz5zl06BDdunVTdJKXvujZsyePHj3i4sWLSofyXO7u7rz77rsV1VVLly4lKSlJ6bBeyeMT5gB69+5Np06dAPD29uavf/0rY8aM4aOPPsLPz4+RI0dy4MABVq9ezfTp0+nTpw8AgwcPRqVSkZSUhKenJw8ePKhYPllSUsK1a9c4efKkAs+w+iUlJREWFkbPnj2xt7dXOpxaw9jYmGbNmlVbQgzKfp8lSdLrpbzFxcXs3r2bPXv24OPjw7Rp016rl1T9+vWZOXMmAQEBREZGsnjxYu7fv//M+164cIEffviBCRMmsGrVKqKioigpKWHUqFHs2rWLyZMnk56eDjy9cqM6FBYWsnfvXtauXYuNjQ3z58+na9euOl8lEhsbS0ZGhqLVYVqtltDQUFq2bEmDBg0Ui0OoO0RCrLLMbcDSTukoagfH5kpHoFMBAQH4+vqyZ8+eauvdUFkuLi5kZmaKpJggCG+0S5cusWfPHjp06EDfvn1FpQnQsGFDPDw89LZKrJyRkREDBw5k9uzZyLLM0qVLCQoKori4WOnQXsmzTjjnzJlDVFQUffr0YcGCBfzrX/8iMzOTf/zjHwwfPpwRI0aQnZ3NX/7yFzZs2ICZmRmdO3emZ8+etG7dmg8++ACAuXPn8te//pXf/e53dOzYkbNnz9b006s2Wq2WvXv30qBBA1HlUQUeHh7cvXu32oZTmJmZ4e/vz7lz50hOTq6WfbyOlJQUli1bxuXLlxk+fDjDhg3TyZJAlUqFn58fb7/9NkZGRixfvpzs7OynjrFnzJiBsbExTZs25fPPP+ejjz5ixYoVuLu7ExwcjLOzM6tXr66R4SFxcXH88ssvXLp0iSFDhjB16lTs7HR/rqrRaDh58iStWrXSSS+yqrpy5QoZGRn4+fkpFoNQt4iEWGVJErTsqnQU+k1SgZMHWNStNd2SJDFs2DCaN2/Oli1bSEhIUDokANq2bcvNmzer9UqhIAiCvrp+/To7d+7E29ubwYMHi2TYY3r27El6ejqXL19WOpSXcnJyqpiAFhUVxcKFC/Xm4lNlabVaLC0tmT9/Pm3atCEkJIT/9//+H71792b8+PFAWaXFkSNH+PLLL9m4cSOhoaE0atSIH374ATs7OzZu3MihQ4f4/vvvOXfuHKNGjeLEiRMKPzPdOXnyJMnJyQwfPrzGeivVJR4eHsiyXK3TIDt27Ii9vT2HDh3Sm4uusixz7tw5li5diiRJzJkzh7Zt2+p8Pw0aNGDWrFmMHz8eKyurJz5XfvnlF1xdXZk3bx5fffUVCxcuxNjYmJUrV/L1118DMGjQIJKSkjAzM9N5bOXy8/PZuXMnGzduxMHBgXfeeYcOHTpU22dgTEwMjx49wt/fv1q2/ypkWebUqVO4uroqumRTqFtEQqwq3NrW+mbx1UrWQqu62btFpVIxduxYGjVqxPr16yvdeLO6BAQEcO7cOdavX09ubq7S4QiCINSI+Ph4tm7dioeHByNGjBDJsN9o1KgRLVq04OTJk3pzQvsiarUaPz8/5s+fj62tLevXr2fHjh21oo/R435bNZabm0v79u359NNPK27LyckhJyenYjJlkyZNOHz4MPHx8eTm5rJ69Wr++Mc/ViwJcnFxYfv27TX3JKpRYmIiJ0+exN/fn0aN6k57jZpkaWmJk5NTtV4MVavVDBgwgLt373L16tVq28+rKioqYseOHezduxdvb29mz56t0/5Yv6VSqSoSj4+zsrLC09Oz4uuMjAz8/f357rvv2L59O5mZmfj7+/PXv/612mK7cuUKv/zyC3FxcYwYMYKJEydibW1dbfsrrw7z9PR8YlpuTbt48SIpKSmKLtkU6h6REKsKI1Nw9RXTJp/H3BoauSkdRbUxNDRk4sSJODg4sG7dOh48eKB0SKhUKkaPHk1WVhYrVqyokRJtQRAEJd26dYuNGzfSrFkzAgMDxUTd5+jZsydpaWlcuXJF6VBemZ2dHVOmTGHEiBHcvHmTBQsWcOHChVqR1HuWoUOHMn36dKysrCpu8/b2xsHBgXnz5hEVFcWf/vQnHBwc8Pb2Jjo6mvj4eObMmVNx/z179hAQEABQa38OUJbU2LlzJ05OTvTo0UPpcGo1Dw8Pbt68Wanm75Xl5uZGixYtKt1kXteSkpJYsmQJcXFxjB49mmHDhmFoaFgj+/7thZZOnTrx3XffMXbsWBYuXMi3337LkCFD6Nq1Ky4uLkRGRgJgamqq81hyc3PZsmULW7dupXHjxrzzzjv4+vpW+8Wg8+fPk5WVpWh1mEajISQkBHd394qJvYKgC+LosapadhbTJp/p1yWldTxZaGRkxMSJE7G3t2fdunV60V/B2NiYCRMmUFRUxJYtWyomYAmCINQ1N27cqEiGjR8/HgMDA6VD0lvOzs40b9681lSJlZMkCV9fX959913c3NzYvXs3a9euJSMjQ+nQdMLJyYkdO3bQvHlz3nvvPQoLC1m+fDkAmzZtokuXLpiYmABw8+ZN7t+/T79+/YCaadJdXQ4dOkReXh6jRo0SSezX1LJlS0pKSoiPj6/W/fTv35/s7GxFpp/KssyZM2dYvnw5xsbGzJ07t6Kqsqbl5uZy5coV7t+/XzEV9/79+/zwww+0b9+epKQkYmNj6dixo873XVpaSlhYGD///DN3795lzJgxjBs37rWGCFRm36dOncLLy6taK/Je5vz58zx69KjiwoAg6Ir4JKqqek5lf2rxQUm1UEng1l7pKGqEiYkJkyZNwsbGhrVr15KSkqJ0SNja2jJ+/HgSExM5cOBArTr5EQRBeBXXr19n06ZNuLm5iWTYK+rZsycpKSlcu3ZN6VAqzdzcnMDAQCZNmsSjR49YuHAhoaGhtf6ij1arxcLCgk8//ZTIyEi++eabiubyjRs3fmJJ1r///W9atGjxxG210dWrV7lw4QIDBw6slqbfbxp7e3vs7Oyq/XVtb29Pp06dOHXqFDk5OdW6r8cVFBSwZcsWDh48SPv27Zk5c6aivzezZ8/mm2++4eOPP2bw4MG0bduW4cOH07t3b0pKSvjzn//MW2+9hZ2dnc4GmciyzMWLF/n55585duwY3t7evPvuu3h6etZYYjw6OpqcnBxFq8NKSko4ceIEXl5eii7ZFOomcRT5Olp1hdBtSkehPyQVNPMBk+prIKlvTE1NmTx5MmvWrGHNmjVMnz5d8dHhTZo0YdiwYezevZv69evTpUvd7OcmCMKb58qVK2zfvp2WLVsSGBgomnG/oiZNmtCsWTNCQkLw8PColZU5bm5uzJ8/n5CQEIKDg7l06RLDhg2rtY2Vy/8NtFotKpXqiX+Tvn37MmXKFLKzs7G3t+fAgQMcOXJE8eOL15GTk8PevXtp1aoVvr6+SodTJ0iShIeHB7GxsciyXK0JEn9/f2JjYzl27BgjR46stv2Uu3fvHtu2baOoqIjx48fTsmXLat/nixw7doyEhATCw8MB+OMf/8iKFSvYt28f//73v+nRowf9+vVjwoQJwLOnz1bWnTt3CAoKIikpiZYtWzJ58uQafw8oKSkhNDQUb29v6tWrV6P7ftyZM2fIz88XvcOEalH7joj0SVMvsLIXVWLlJMBLuasHSjEzM2PKlCmYmZmxZs0avVjO4evrS7du3QgKCqrWCUSCIAg15dKlS2zbto3WrVszevRokQyrpICAAFJSUrh48aLSoVSZkZER/fv3Z/bs2UiSxLJly9i1axdZWVlKh1Zlzzpx7tSpE/v37ycjI4Pc3Fx27NhBy5YtdVZ1UtNkWWbXrl2o1WqGDh1aq5d86puWLVuSl5dX7UOeTExM6N27NzExMdy/f7/a9iPLMmFhYaxcuRJLS0vmzp2reDIMypq5BwYGVnw9cOBAJk2axPDhw/n8888pLS2tSIa97uqM1NRUNm7cyOrVq1GpVEyfPp3x48crkhA/e/YseXl59OzZs8b3Xa6wsJDQ0FDatWsnKkuFaiESYq9DbQB+Y0AsSyvTtj9YK7e2XEnm5uZMnToVIyMjVq9eTWZmptIh0adPH9zd3dm2bZteLOcUBEGoqtjYWHbs2IGXl5foPVRFzs7OtGrViuPHjyvaHFsXGjVqxJw5cxg8eDA3b97kp59+IigoqM4MlJFlGTc3NxYuXMj/+3//r6InUW39vY+MjCQ+Pp6RI0diZvbmrCKoCc7OzpiZmVXrtMly7dq1w8HBgQMHDlRLcjYvL48NGzZw9OhRunbtyvTp07GxsdH5fqqiTZs2fPXVV6xevZqkpCS+/PJLvLy8+NOf/kT9+vW5cOFCxX2rmvDNzc1l3759LFy4kJSUFEaPHs2sWbNwcXHR0bOonOLiYsLCwvD19VU0ERUeHk5paamiSTmhbqudn6z6pH5jaPOGv0AlVVk/tdbdlY5EURYWFkydOhW1Ws3q1asVv2KtUqkYNWpUxej67OxsReMRBEGoivPnz7Nz5058fHwYMWJErU0K6IOAgACys7OJiopSOpTXplKp6NixIx988AE9evQgOjqaH3/8kVOnTlFSUqJ0eK9FkiRkWa4TfUBTUlI4evQonTt3pnnz5kqHU+eoVCrc3d1rpD+gSqViyJAhPHjwQOfvIXfu3GHx4sU8ePCASZMm0bdvX72qAu7bty/ffPMN//rXv5g0aRI9evRg3LhxAMTFxT3zc0mr1VJQUPDS96OSkhJOnjzJTz/9xOXLl+nXrx/vvvsubdq0UbSaMioqioKCAkUTUbm5uZw+fZrOnTvXyAAB4c0kyXXh01ZpmhLY8zPkpL+Z1WIqFQz/4I2tDvutrKwsVq1aVVHmrPQbeHZ2NitWrMDIyIgZM2ZUyxhoQRCE6hAdHc2+ffto3749Q4YMEUutdGDfvn1cuXKFDz74oGKKYV2Ql5fHyZMnOXv2LGZmZvTq1Yu2bduKBKqCSktLWbZsGVqtljlz5mBoaKh0SHVS+aCRd999t0aW1e3bt4+LFy/yzjvvYG1t/Vrb0mg0nDx5klOnTuHi4kJgYKDix80vk56eXtFP6y9/+QuxsbFs3779mX3cNm3aRHJyMn379n2qEb5WqyUmJobjx4+Tl5dHp06d6Nmzp14cpxcVFfHDDz/QunVrhg4dqlgcBw8eJCYmhg8//FAvfi5C3SSOEnRBbfhmL518g5dKPou1tTVTp06ltLSU1atXk5ubq2g8VlZWTJ48mdzcXDZu3Fjrr5wLgvBmOHPmDPv27aNjx44iGaZD/v7+lJaWEhoaqnQoOmVubs6gQYN47733aNasGfv27eOXX37h6tWrdaLSqjYKDg4mLS2NwMBAkQyrRq6urhgYGNTIskkoq5YyMjLi4MGDr7WdlJQUli1bRmhoKP7+/kyZMkXvk2FARTIsIyOD9PR0vv/+++fet1+/fjRs2JDt27ezYsWKil5vt27dYsmSJezZs4cmTZrw3nvvMWDAAL1J+pw5c4bi4mJ69OihWAyZmZmcPXuW7t27683PRaibRIWYLkUfhksnlY6i5kgqsHOEwfPKqsSEJ2RkZLBy5UpMTU2ZNm0a5ubmisZz//59Vq9eTbNmzRg3bpxelaILgiA8LiIigqCgILp06UL//v1FMkzHgoODiYiI4P3338fKykrpcKpFUlISx44d49atWzg5OdG3b1+aNm2qdFhvjPj4eNauXUu/fv3o1q2b0uHUeZs2bSI/P5+ZM2fWyP6uXLnC1q1bGTduHK1atarUY7VaLRERERw/fhw7OztGjhxJo0aNqinS6qXRaFCr1S+d8nn79m0OHz7Mw4cPsbCwIDc3lyZNmtCvXz+cnZ1rMOKXKyws5IcffsDb25tBgwYpFsfu3bu5ceMGH3zwAUZGRorFIdR9IouhS74BZQki6Q34sUpS2VCBHmNFMuw57OzsmDZtGvn5+axdu1bxZr9OTk6MGzeOmzdvsm/fPnHFXBAEvSPLMseOHSMoKIju3buLZFg16d69O4aGhoSEhCgdSrVxdHRk8uTJTJ06FVmWWb16NRs2bODhw4dKh1bnFRQUsGvXLpo2bUrXrl2VDueN4OHhQWJiYo2tSmjVqhXu7u4cPHiQoqKiV35cRkYGq1ev5ujRo3Tq1Im333671ibDgIqLyy/7nKpXrx4NGzYEypZ3q1QqGjduTP36+rfCJjQ0lNLSUvz8/BSLITU1lZiYGHr06CGSYUK1E5kMXVIbQr8ZYGFbx5NiEkjqsucqlkq+kL29PVOnTiUnJ4fVq1eTk5OjaDxubm6MGDGCCxcucOzYMUVjEQRBeJxWq2Xv3r2EhobSr18/+vbtK5Jh1cTY2JiePXty4cIFUlNTlQ6nWjVr1ozZs2czZswY0tPTWbRoEbt27dKLadB1kSzL7Nu3j5KSEkaOHClewzXE3d0dSZKIi4urkf1JksTgwYMpLCx8peNJWZY5e/YsixYtIjs7m+nTp9O/f38MDAxqIFrlFBUVERwczE8//URcXByDBg3i008/pXv37kRGRvLTTz9x9uxZNBqN0qECZcsUT58+Tbdu3RRdvnr8+HGsrKxo3769YjEIbw6xZLI65GXBgUVQkAuy7scSK0kGZCSkvtOQnFooHU6tkZaWxpo1azA0NGTKlCmKj5E+ffo0hw8fpn///uLqrSAIiispKWH79u3cuHGD4cOH4+Pjo3RIdV5paSkLFiygYcOGjB8/XulwaoRGo+HcuXOcOHGCwsJCOnbsSI8ePTAzM1M6tDojJiaGXbt2MWbMGDw9PZUO542ycuVKTExMmDBhQo3ts/x4ctasWc9d+pednc3evXu5efMm7dq1o3///hgbG9dYjErQarWcO3eOkJAQCgsL6dKlC35+fk8MMsnKyuLYsWNcvHgRW1tb/P398fLyUnQQyLZt27h79y7vv/++YpVZ9+/fZ9myZYwYMQJfX19FYhDeLCIhVl2y0+HwsjqWFJPQApsfqjFp4cvw4cNFH6pKePToEWvWrEGr1TJ16tSKppxKOXr0KGFhYYwaNQpvb29FYxEE4dVdu3aNZs2a1ZkTioKCAjZt2kRSUhJjx46lRQtxsaWmxMbGsnPnTmbOnEnjxo2VDqfGFBcXc/r0acLCwpAkie7du9O5c2exNOc1paens2TJElq2bMmoUaOUDqfG5GnzSNGkkFKaQpY2C42soZRSSuVSAAwlQ9SoMZAMsFXb0kDdgAbqBpiodDvlNTw8nODgYD777LMa+13WarUsX76c0tJS3n777SfOC2RZ5tKlSxw4cAADAwOGDx9e59/fZVnm+vXrHDt2jLS0NLy9vQkICHjhNM6HDx8SEhLCtWvXsLe3p1evXrRu3brGqysTExNZsWKF4omotWvXkpOTw7x58xSfEizLMnlyHimlKTzUPCRHm/PE61tCwkAyQI0aQ8kQW7UtDmoH6hvUx1iqG8dobwKREKtOeVlweDnkPqr9STFJApUB9JnKpfR8du7cSdOmTRk3blydOSmrCdnZ2axdu5aCggKmTJmCg4ODYrHIssyePXuIjY1lwoQJuLm5KRaLIAgvl5GRwdy5c7l16xaNGjVi0KBBvPvuu0qH9Vqys7NZv349OTk5TJw4Ue+aC9d1siyzePFijI2NmT59+hu3vC0vL49Tp04RFRWFmZkZ/v7+tG3btkYu9iUnJ2Nra1tnjqFKSkpYtmwZGo2GOXPm1Jnn9VuF2kKSNEllJ8ilD0nWJFMgFwAg8d/Xj8yTp1fSr//Jv/4HYCFZ0NCgIQ4GDjRQN6ChQUOMpKonsjIyMvjpp5+q1Oj+dSQlJbF06VICAgIq+k7l5+ezf/9+rly5Qps2bRg8eHCdnhSo1WqJi4sjODiY1NRUmjZtSv/+/XF0dHzlbdy/f5+QkBBu3ryJg4MDvXv3rlgKW91kWWb58uVotVrmzJmj2GfB7du3WbNmTY3/DpfL1+aTXJrMQ81DHpY+5KHmIYVyIVD517eVyoqG6v++vh0MHDCUxLRdfSQSYtWtMA+OrISMZKCW/qglFRj82h+tftkV5Nu3b7N582ZsbW2ZOHFirRiTrC/y8/NZt24djx49YtKkSYqeAGq1WjZv3szt27eZOnWqOBkVBD323nvvodFoWLhwIUFBQcycOZMff/yRoUOH1srKlrS0NNatW4csy0yePFkvmwu/CW7evMn69et566238PDwUDocRTx69IiQkBBiY2OpV68evXv3plWrVtVWnXD06FF+/PFHVq9eja2tbbXsoybJsszu3bu5fPkyc+bMoUGDBkqHpFOyLJOkSSK2MJa4kjjksuYhZd97zWP7x7djgAGtjFvhbeyNvdq+Stv75ZdfaNSoESNHjnytuCorKCiIqKgo5s+fT2pqKnv37kWr1TJkyJA6vXS2sLCQ6OhoIiMjycnJwd3dnW7dutGkSZMqJ5USEhIIDg7m7t27ODk50bt3b1xdXas1SXXx4kV27NjBtGnTFJvGW56UA5g1a1aNJeVkWeZe6T1iimKIL4mveH2/7msbnnx9G2KIp7En3sbe2Kpr//t+XSISYjVBUwIXguHSybJKq9r2I2/UArqNAvMny30fPnzI+vXrUalUTJo0SZzMVEJhYWHFtKsJEyYoOgq+pKSEtWvXkpaWxsyZM7G3r9pBmCAI1UOj0VBcXMysWbP48MMP6dy5MwA//fQTBw8e5JtvvqF169YKR1k59+/fZ/369VhYWDB58mSsrKyUDumNJcsya9euJTc3Vy+WqCgpOTmZY8eOcfPmTezs7OjcuTO+vr46TThfvnyZmTNn8sc//vGZSQtZlmtdpd65c+fYu3cvI0eOrFP9/4rlYq4XX+dC4QUytBk6O0l+kfJ9OKod8THxwc3QDbX06hWLx44dIzo6mt///vc1+louLi5mwYIFaLVacnNzcXd3Z9iwYVhYWNRYDDUpOzubyMhIoqOjKSkpwdvbm27duunsXEiWZW7fvk1wcDD379/HxcWF3r174+LiopPtP66kpIQFCxbg6OioaD/JK1eusHXrVqZMmYKrq2u1769ILuJq0VUuFF0gS5tVo69vZwNnfIx9cDV0RVWnB/HVDiIhVpNSEyF0K2RnoPfVYpIK1AbQeRg0b1uWyHuGrKysiuUuEyZMoEmTJjUcaO1VXFzM5s2bSUhIYNy4cYr2VSgoKGDlypUUFxczc+ZMcXIqCHrg8uXLuLu7o1arUalUjBo1Cjs7u4orqABDhgzB29ubr776Cq1WWyuSGTdv3mTLli00bNiQCRMm1OllNLVFeRPj4cOH07ZtW6XDUdz9+/eJiIjgypUrGBsb06FDBzp16vTa1fAZGRk4OTmxePFipk6dSmpqKhs3bqSwsBBTU1Pef/99HT2DmpOUlMTy5cvx8fFh2LBhSoejE5maTC4UXeBy0WVKKVUkhvITZxPJBC9jL3yMfTBXmb/0ceWv5Zqu9Ll9+zbbtm0jPz+ftm3bMmzYsFqX2H0VKSkpREREEBsbi6GhIe3bt6dLly7VtlJGlmVu3LjB8ePHSU5Opnnz5vTu3RsnJyed7ePUqVOEhITwzjvvKNbfuKSkhF9++YX69eszceLEat1XuiadC4UXuFp8FQ3KTPcsf32bSWZ4G3vjbeyNqUocCylFJMRqWm2pFntOVdizFBYWsmnTJu7du0dgYGCtq1RQUmlpKdu3bycuLo7AwEBFy8qzs7NZsWIFRkZGzJgxQ5ykCoJC0tPTef/997lz5w7NmjXDw8ODL774gtjYWMaNG8fixYvx9/cHypooT5kyhdjYWMzNX36ypLTY2Fh2795N8+bNGTt2LIaGop+Gvti2bRuJiYm899574t/lV5mZmURGRnLu3DlKS0vx8vKiS5cuNGzYsNLbKi0txcDAgG7dumFqasrWrVuZOHEirq6uWFtbExERQa9evfjyyy91/0SqSWFhIUuWLMHExISZM2diYGCgdEivRStruVB0gbCCsCd6ASlNQsIQQ3qb9cbDyOOFiSZZlvnPf/6Dp6cnAwcOrPbYCgsLOXr0KNHR0TRt2hQjIyPu3bvHu+++W2emt8qyTEJCAuHh4cTFxWFpaUmXLl1o3759jfXKk2WZq1evcvz4cdLS0mjevDl+fn64uLi8VuIxNzeXn376iXbt2jFgwAAdRlw5J0+e5MSJE9WalNPIGqIKozhTeAZ4/eXOuiIhYSwZ08esD25Gop+zEvT/UnJdozaE9gNg8DywtPv1Rn25giKBgRF0Hw19p71SMgzAxMSEyZMn07JlS7Zu3UpkZGQ1x1l3GBgYVIwm3759O+fPn1csFisrKyZPnkxubi4bN26kpKREsVgE4U0VExNDjx498PLy4ujRo4wYMYKQkBCuX7+Ol5cX06ZN4/3336f8WpadnR3du3d/YpS7PpJlmVOnTrFz5068vb0ZP368SLromd69e5Obmys+wx9jY2PDgAED+Oijj+jbty937txh8eLFrFmzhhs3blCZa8pff/01X3/9NeHh4RgbG2Nvb4+vry+//PIL//jHP5g+fTrZ2dnV+Gx0S5Zldu3aRUFBAWPHjq31ybBHmkdsydnCqYJTaNHqzckylJ24F1PM4fzD7M3dS54277n3lSQJDw8Prl27Vqnfz0rHJMtcuXKFBQsWcPHiRQYNGsTUqVMZNmwYWq2WI0eOVNu+a4pWq+Xq1assX76cVatW8ejRI0aMGMGHH35It27danRwhCRJtG7dmvnz5xMYGEhubi6rV69mxYoVr/Vvffz4cdRqNT179tRxxK8uOzub0NBQOnfuXG3JsNTSVDZmbySyMFKvkt1Q9voulAvZn7efg7kHKdAWKB3SG6d2f3rVZvUbw/AP4HYsXI2AjAdlyxRrehpleZWaqSW07AwtOoJp5df7GxgYMHr0aKysrDh06BDZ2dn07du3TpZL65parWbUqFEYGRmxZ88eiouLK3oE1TR7e3smTpzImjVr2LZtG+PHj68VS7AEobYrLCxk1apVDB48mM8++4zp06cD4OPjQ1FREebm5kiSxGeffUZYWBhDhgyhe/fubNmyhcGDB9fIVLyqKi0tZd++fcTExNCzZ0969eolPhv0UL169Wjfvj2hoaH4+vrW2d4/VWFiYkLXrl3p3LkzV65cISIigg0bNmBvb0+XLl3w9vZ+aYK3Z8+e7Ny5E4ADBw6wbNkyJkyYAJSd7JaUlJCcnExxcTGGhoZ6/xoJDw/n+vXrvPXWW7V6MMBvq8L03Z3SO6zJWvPCarE2bdoQHR1NYmJitbQyycrK4sCBA8TFxdGyZUsGDRpU0WrDwsKCvn37sm/fPry9vWnWrJnO91/dSkpKiImJISIigoyMDFxcXJg4cSJubm6Kvy5VKhVeXl60adOGmzdvEhoayubNm7G3t6d79+54eXm98vHAw4cPOX/+PAMGDFB0VcjRo0cxMjKqlqTcb6vC9N2NkhskZCeIarEaJpZM6ou0e3A9EuJjQFsD65nLk2+OzaFlF3D2AJVuTqhOnz7N4cOHadWqFSNHjqyV08+UIMsyR44cISIigt69e9OjRw/FPnhv3rzJxo0b8fb2Zvjw4YofAAhCXRcfH88f/vAHvvzyS5o1a4apqSlarZbMzEwGDBjAxo0bcXV1RaVSUVJSwp49ezh9+jR9+/ZVdJnDy+Tl5bFlyxbu37/P8OHD8fb2Vjok4QXy8/P5+eef8fDwYMSIEUqHo7dkWSYxMZGIiAiuXbuGmZkZ48aNe2HD6/z8fCZOnEjjxo356aefnvheSEgIv/vd71i6dCkdO3as7vBf2927d1m9ejXdunWjb9++SodTZY80jzicd5iHmodKh1IlzQya0ce8z1O9xWRZ5vvvv8fd3Z0hQ4bobH9arZYzZ84QHByMiYkJgwYNolWrVk/dT5ZlVq1aRW5uLvPnz6811YMFBQVERUURGRlJfn4+rVu3plu3bjrt11UdEhISCAsLIy4uDisrK7p27Uq7du1eeP5VPkwlOzub+fPnK3ZRLTExkRUrVjBs2DDatWun022nlqZyOO8w6dp0nW63prgbutPLrJfoLVYDREJM3xTlw83zcC0ccjPLbtNF5djj2zAwAveO4NEJrKpnouC1a9fYuXMn1tbWvPXWW9jZ2b38QULFsqLjx49XHGgqlYyKjY1l586ddO/evVYf8ApCbXD37l0+//xz/vnPf+Lk5FQxae706dN8+umnnDp1CijrL/bbJQXlH+P6lrhOTU1lw4YNlJSUMH78eBo3bqx0SMIriIqK4sCBA8yaNQtnZ2elw9F7GRkZJCUlPbMHaFxcHO7u7hWv58zMTObNm8eUKVMYMmQIpaWlxMfHM3r0aL766iuGDh2q98MxcnNzWbx4MfXq1WPq1Kl6HeuLJJYksid3Dxo0taIy7FkkJEwkEwItA7FXP3k8f+TIEc6fP88nn3yik2RHUlISe/fuJSkpiY4dO9KnT58XLhlMTU1l8eLFdOnSRe+PITMzM4mIiOD8+fPIsoyvry9du3atdecuKSkphIWFcfHiRUxMTOjcuTMdO3Z8Zi+3uLg4Nm7cyIQJE3B3d1cg2rJjl2XLliHLMrNnz9bpe0l8cTz78/br3fLIypCQMJfMGWM5Bmv1q7UxEqpGJMT0lSxD7iNIvw/pD8oqyNLvQ0lR2ffLR7T+tjF/+dflyS+VCmwaQn1nqOdU9semgc6qwV4kNTWVTZs2kZ+fT2BgoKJTFGub8iq78gotpa7cREREEBQUxIABA+jSpYsiMQhCXXTu3DmcnZ1p0KBBxW3Tp0+nYcOG/POf/6w4gV6yZAn37t3jr3/9K3PnzkWlUvHLL79UJL/K76dvbt68ybZt27C2tmbChAnY2NgoHZLwirRaLUuXLkWlUjF79my9/P2qDX755RcuX77MDz/8gIGBARqNBpVKxZIlS3j06BF/+MMfgLJlSykpKXh5eent67mcVqtl7dq1pKWlMXfu3Fq7rLYunCyXK2+4P8pyFA0N/jvsITk5mcWLF792wqO4uJiQkBBOnz5N/fr1GTZs2Csnyssv8E6fPl0vp9AnJSURHh7O5cuXMTExoWPHjnTq1KlWDKh5kczMTMLDwzl//jySJNG+fXu6du1asaxVo9GwcOFCrKysmDJlimLvORcuXGD37t3MmDFDp78f14quEZQfVOtf2/DipLegOyIhVps8niTLSoXSEtCUlk2ulOWyhv0GBqA2AHObGk1+PU9hYSE7d+4kLi6OgIAA/Pz89PpgT59cunSJXbt20aRJE8aNG6dY0+yjR48SFhbG0KFDad++vSIxCEJdkZmZyaxZs4iPj8fExIQ+ffrw0UcfUa9ePWJiYvjPf/7Dv//974pE2RdffMHRo0dRq9W0bduW7777Tq/7hQGcOXOGQ4cO4ebmxujRo2u08bCgGwkJCaxcubJalrG8CbZt28bXX3/Nli1bnuqhdOvWLcaPH8+sWbOYP3++QhFWzbFjxwgLC2Pq1Kk0bdpU6XCq5HrxdQ7nHa4TJ8vlJCTUqBlpMRInw7LlfbIss3DhQhwcHBg9enSVtnvjxg32799PXl4e/v7+dO3atVKfP1qtlpUrV5KXl8e8efP0ooWKVqslPj6eiIgI4uPjsbGxoUuXLrRt21Yv4tOlvLw8IiMjiYqKori4mNatW9OpUycePHjAoUOHmDdvHg4ODorEVlRUxE8//USzZs2q/Pv5LBeLLhKcH6yz7emD8qR3oGUgDgbK/HvVdbVjUbdQRpLKJlNa1p4SXhMTE9566y1CQkIIDg4mKSmJESNGiBOkV9CmTRssLS3ZtGkTK1euZOLEiVhb13zJbJ8+fSguLmbfvn2oVCratm1b4zEIQl3x/fffY2Zmxvnz54mNjeX999/Hzs6O6dOnY25ujomJyRMnHKdOneLevXts3LiR7t27A+jtkiqtVsvBgwc5e/YsXbp0oV+/fnoZp/ByTZo0wcvLi2PHjtG6dWu9n2KqT86ePcvvfvc7Fi5cSLNmzYiJiSE8PJwLFy4wdepUunfvzi+//MKCBQvo27dvramej4uLIzQ0lD59+tTaZFh8cXydS4ZB2ZQ6DRp25e5itOVoGho0RJIkvLy8OHnyJEVFRZU67s7NzeXQoUNcvnwZV1dXpk6dWqXlgyqVilGjRrFo0SKCgoIYOnRopbehK2lpacTExBAbG0t2djaOjo6MHj2a1q1b19nPKXNzcwICAujevTvnz58nKiqKFStWIEkSTZo0UXRJaPnvpS6X014rulbnkmFQ9vouoYQduTsYZzmOeurqmcT5Jqub7wCCXpEkid69ezN+/Hhu3brF8uXLSU+vnQ0Oa5qLiwszZ86kuLiY5cuXk5ycXOMxSJLEoEGD6NChA3v27OHChQs1HoMg1GaFhYVkZ2cDZVdsyw8Avb29+d3vfsfp06cJDw/Hzc2NO3fusG/fPqBsWcO//vUvbt++XZEMk2VZLw/eCwsL2bBhA+fOnWPo0KEMGDBAL+MUXl2/fv0oLS3l+PHjSodSqxQUFGBvb09ycjIHDx5kxowZJCcnY2hoSJ8+fQgODqZDhw6oVKpa83mamZnJzp07cXd3r3gvqm0SSxIrlknWReVJsZ05O0nXlB1je3l5UVpayrVr115tG7JMdHQ0CxYs4Pbt24waNYrJNFnLwgABAABJREFUkye/VuLEzs6O/v37Ex0dzY0bN6q8naooLCzk7NmzLF++nAULFnD27FlatGjBrFmzmDNnDm3atNHZ51RoaKhOtlMdjI2N6dKlC++99x4eHh5AWRXwd999x9GjR8nKyqrReNLT0zl9+jR+fn46u9B/q/gWQflBOtmWPpKRKZFL2J6znSxNzf57vQnEkkmhRqWmprJ582Zyc3MJDAxUrJFjbZObm8uGDRtIT09n7NixuLnV/CheWZbZt28f586dY9SoUWJanCC8gnXr1vHTTz9hZ2fHn/70J0JDQwkJCeHw4cMV9/nkk0/Iy8tj0aJF7Nmzhy1btrBs2bInqnI0Go3eLpXMyMhg48aN5ObmMm7cuKeWiAm1V1hYGMeOHWPevHlP9LsTnpaZmUlaWhrm5uZkZWUxf/587ty5w9///ncmTZoEwJ///GdMTU35/PPPCQ0NxdnZWe+rrUpLS1m5ciX5+fm8/fbbmJrWvoln6Zp0NmVvqtUN9F9Vec+hyVaTMVOZsXLlSgwNDZk8efILH5eamsq+fftISEjA19eXfv36PbMZe1XIssz69et5+PAh8+fP19l2n6V8SeSFCxe4du0aWq0WNzc3fHx88PDw0PnEy/v37zNu3DjOnDnDwYMH9XqAQEZGBgsWLKBXr154enpy5swZLly4QHFxMR4eHnTq1ImmTZtWe2ubTZs2kZyczLvvvouhoeFrby+5NJmtOVvR8poD6GoBCQkLlQWTrCZhLInVVroiEmJCjXu8r1jv3r3p0aOH6Cv2CoqLi9m+fTs3btxg6NChivR1kWWZPXv2EBMTw6hRo/Dy8qrxGAShNpBlmY8++ohz587x448/cuzYMZYvX86ZM2do0qQJixcvZuzYsUDZUqQuXboQFxfHvXv3WLx4Mf/4xz+wtbVV+Fm8XHx8PNu2bcPU1JSJEyc+NQFTqN3Kmy9bWloydepU8Vn9HAUFBfTt2xcPDw8OHjzI1KlT6dKlCykpKcydO7dimfOHH36IjY0Nf/nLX567rdzcXL1pVi/LMrt37+bSpUvMnDmTRo0aKR1SpWllLZtyNpGmSavzybByEhKuhq4MtRjK2bNnOXDgAB9//PEzf69KSko4deoUYWFh2NraMnTo0GpJ0mZnZ7Nw4UKaN2/OmDFjdL791NRULly4QGxsLLm5udSvXx8fHx+8vb2xtLTU+f6gbCLvuHHjmDlzJu7u7nz77bds3rxZby8Kbd68maSkpCcSUcXFxcTExBAVFUVqair169enU6dOeHt7V0tPtVu3brFu3TrGjBnzzMm8lVUql7Iuex3Z2uw36vXd2qg1fc31N/la24geYkKNK+8rduLECY4fP05SUhIjR44UfcVewsjIiPHjx3Pw4EH27t1LZmYmvXv3rtETFEmSGD58OLIss3PnTlQqlU4+0AShrsnKyuLevXvs2bMHGxsbCgsLSUhIoLS0lHXr1jFhwgT8/PxwdHTExcUFf39/zMzMaNy4MYaGhnr/fijLMqGhoRw/fhxXV1dGjx5dKytHhBdTq9UMHDiQ9evXc+XKFfF+/xzjxo0jICCAv/3tb9y5cwcvLy8SExP5+OOPgbJeSitXriQ6Opq9e/c+cxvly9X279+Po6MjXl5eeHl5KZocCw8PJyYmhsDAwFqZDAOILowmVZOqdBg1SkbmVskt4orjaN26NQcPHuTy5ct07tz5v/eRZa5du8bhw4fJzc3Fz8+PHj166LyCqpyVlRVDhgxh+/bteHh46OSCakFBARcvXiQmJoYHDx5gampKmzZt8PX1xdHRsdqPj69evUpRURGTJk3C1dWVpKQkPv30U7Zt21at+62KO3fucO3aNQIDA5+oyjIyMqJjx4506NCBO3fucObMGQ4cOMDRo0dp27Yt7dq1o379+jqJQaPRcOjQIVxcXGjdurVOtnm64DRZ2jdrCaGMzOXiy7QwaoGLoYvS4dQJokJMUNT169fZsWMHVlZWvPXWW6K64BXIskx4eDhHjx7F29ub4cOH1/hSKq1Wy+7du7l48SJjxozR2QebINQljo6ODB06FAcHB5YvX05AQACHDx9m2bJlbNy4kezsbJo3b87Jkyfx9/fn+++/19tlkY97vMq3Z8+e+Pv7i35hddymTZsqKgvq2iS215Wfn8+MGTNYsWIF5ubmAPzpT3/iyJEj2NraEhQUxMGDB3nvvfcICgqiefPmzx2MUVpayo0bN4iNjSUuLg5ZlmnevDleXl60bNmyRn/2169fZ9OmTfj5+dGnT58a268upf1/9u47LKo7a+D4d4YOIk0RsaCggAqKYi/YK6Jgw95rutls3iS72c1md7PZJBsTYy/YewFb7A2xi6AiVURBeu9tZu77B2EilggyMAPcTx6fKMzce0a5M/eee37nyNPYk7OnQSylehU9iR6zG8/myL4j5Ofns3DhQqCsmurUqVM8fvwYe3t7Ro4cWWsN1g8dOsSjR49YtmwZjRs3rvLzFQoFjx494t69e0RERKBQKGjfvj0uLi60b9++xhJ65dLS0jA3N1cev6tXr+bYsWOcOnUKKOsl5uTkhKmpaY3GURWCILBx40akUikLFix4Y6IwKyuLO3fucPfuXQoLC2nZsiUuLi44OTlV62bdzZs3OXXqFEuWLMHKyuqtt1MuUZbI/tz91d5OXSRBgqHEkFkms8SlkyogJsREapeWlsa+ffvIzc0V+4pVQUhICH5+frRq1Qpvb+9anwKmUCjw9fUlNDSUyZMn4+joWKv7F4k0XUREBP7+/qxbtw4fHx+6dOmCn58ff/vb3zh9+jSJiYmcPXuW7t2715kLzuTkZPbt20dhYSFeXl7i+3UDkZmZyerVq+nbty9DhgxRdzgaZ/DgwTRp0oTNmzdz8+ZNVq1axYYNG/Dy8uLzzz9nyJAhJCQk0L59+0pPiS0sLOThw4c8ePCA2NhYdHR06NChA507d6Zt27Y1moROTk7Gx8cHW1tbpkyZUieXyjbEpZIvKl862eZJGw4dOsSSJUu4f/8+N2/exMTEhFGjRtX6e3hhYSFr1qyhWbNmzJgxo9I/W8nJyQQHB/PgwQPy8/Np1qwZXbp0qfUqyj//+c9oaWnx7bffAmVLDidOnMg333yDs7MzgiBo3PESHBzMkSNHmD9/Pq1atar082QyGZGRkQQFBREdHY2WlhYdO3aka9eu2NjYVOl1FhQU8Msvv9CxY0c8PDze5mVUjK0BLpV8kbh0UnXEhJhIIxQXF+Pr60tERASDBg3Czc1N4z5QNNHTp0/Zu3cvxsbGzJgxQ2XTWipLoVBw+PBhwsLCmDJlinJ6jUgkKnPv3j2++OILTpw4ofzagAEDWLlyJV27dlV+rfyjWJPf9+7du8fx48exsLDA29u7TvQ4E6nOhQsXuHbtGu+8806tVZPUFbGxsSxdupTExESaNm3Ku+++y/jx43n33XcZMWIE48ePr9b2MzMzuX//Pg8ePCA9PZ1GjRrh7OxM586dadasmUrfN/Lz89m4cSP6+vrMnz+/zlYE3i68zbWia+oOQyMM1xuO74qyNhcKhQI3Nzf69OlT49VUr/Po0SN27drFmDFj6NGjx2sfV1BQwIMHDwgODiYpKQlDQ0OcnZ1xcXFRSYXR20hJScHDw4Ovv/6akSNHEh0dzcyZM/Hz86NZs2ZAWfIuMDCQli1bqn0AVUlJCatWraJ169bV6t2Wk5PDvXv3CA4OJiMjAzMzM1xcXOjSpUulrj1OnDjBgwcPeP/995WVtNURUBBAYHFgtbdTH3g28hSXTlaTmBATaQxBEPD39+fSpUs4OjqKfcUqKS0tjV27diGTyZg+fTrNmzev1f3L5XIOHTpEREQE3t7eYsWISPScwsJC3NzcmDFjBu+++y7Lly/n4cOHHD58uM4klMr7fty5c4cuXbrg7u6ukslQorqltLSUVatWYWVlxbRp09QdjkaKjY2lUaNGmJubk5eXR9++ffnhhx8YMWKESrYvCAIJCQncv3+fkJAQCgoKsLS0pHPnzjg7O7/VErTnyWQytm/fTkZGBosWLar1m2yqkiHPYFfOrga7VPIlJZC9NRsdhQ7Lli3TiOV8x48f5/79+yxZsqRCuxS5XE5UVBT37t0jMjISAHt7e1xcXGjXrp1a2wqUV3feuHGDJUuW0KdPH06cOMG0adP47rvvCA0N5e7du6xYsYKhQ4diYmLCX/7yF7XFC3Dx4kWuXr3Ke++9p5J/d0EQiI2NJTg4mIcPH1JaWoqdnR0uLi44Ojq+MsmalJTEhg0bGDFiBL179652DEmyJPbl7qv2duqD8qWTs01moyupmzcvNIGYEBNpnMjISA4fPoyxsTHe3t40adJE3SFpvLy8PPbs2UNqaioTJ06s9UotuVzOwYMHiYqKYurUqbRr165W9y8SaTI/Pz+++uor9PX16d69Oz///HOd6BUGZXeF9+/fT1JSEqNGjcLV1VWjq9hENevhw4ccPHiQ6dOn0759e3WHo7GePn3K7NmzGTZsGF9++WWN7EMulxMdHc39+/eJiIhAJpNhY2ND+/btadeuHZaWllU6VsunSD948IA5c+ZUaWmVpjmbf5awkrAGu5TqJQJYp1gTui+URYsWacSAhJKSEtatW4eRkRFTp07l8ePHREZG8ujRI4qKimjevLlySaShoaG6w1UqT4rFxMSQlJRESEgIY8aM4ZNPPsHKyoqMjAyWLVuGra0t2dnZSKVSWrRoUettTaDshvm6devo168fgwcPVvn2i4uLCQ0NJSgoiLi4OPT19XF2dqZLly5YW1sjkUhQKBT4+PhQUlLCkiVLVHLucyzvGDGlMeLx/ZzBhoPprKfeasS6TEyIiTRSeno6e/fuJTc3Fy8vrwazFO/06dOMGDHirS44S0pK8PX1JTw8XC3LTuVyOQcOHODRo0dMmzYNOzu7Wtu3SKTpMjMzycvLU15kVraPkDrFxMRw8OBBtLW1mTJlCi1atFB3SCI1EwSB7du3k5OTw7Jly9S25ErThYaGcv36dRYsWFAr+yu/MA0LC+PJkyeUlpbSqFEj2rVrh52dHXZ2dm+cAnvt2jXOnj2Ll5eX2pd5VUeRoohN2ZuQI1d3KBrFSGJE1uYsnDo5MWrUKLXGIggCKSkp3L59m8DA35e9NW/enPbt29OxY0fl8kNNVVhYyJ/+9Cesra0JCAhg1KhRTJ48GRMTExo1asSXX37J2bNnMTExQVdX97XTZWtKbb9Xp6WlERwczL1798jLy8PU1JROnTopB4FVtX/Z6+QqctmSvUVMhr3ATGrGrMazxBuWb0lMiIk0VnFxMX5+foSHhzNw4EAGDhxYrw/069ev069fPzp37szs2bP54IMPqvwBpu5lpzKZjP379xMTE8O0adOwtbWttX2LRHWFJjbdfZ4gCFy9epULFy7Qtm1bJk6cqFF36EXqlZKSwrp16xg8eDADBgxQdzgar7aPd5lMRmxsLI8ePSI6OpqUlBQkEgktWrTAzs6Odu3aYW1tXSEhHxkZyZ49e+jXrx/DhtXtBs1BRUH4F/qrOwyNZB1uTey1WJYvX17rN2RKS0uJiYkhMjKSqKgocnJy0NHRoXHjxmRkZDBjxow6dSM1LS2NH374gfHjx2NlZUXbtm2V3ztx4gSff/4533//PSNHjmTevHk0adKE77//vtbiK2+kP2vWrFo9F1coFDx9+pSQkBBCQ0MpKipCX1+fnj174uTkRNOmTau1/euF17lddFtMiL3CJONJtNAWb1y+DTEhJtJogiBw5coVLl68iL29PePGjVNJM0ZN5OXlRe/evXF3d+c///kPWVlZrFq1qsKHbGVFRERw+PBhTExMmDp1aq02QJbJZOzbt48nT54wffr0t4pfJBKpR15eHn5+fkRHR9O/f38GDx6s8ZVsotp39uxZbt68ydKlS8W2BhouJydHmRyLjo6muLgYAwMDZeWYiYkJe/fupW3btnh7e2t0sv5NBEFga85WchQ56g5F40iQYCm3JGJ1BDNnzqyV5FNWVhZRUVFERUURExODTCbDzMyM9u3bY29vr5xUuHHjRgRBYNGiRXW66rS88tvHx4fw8HC+++47oOz9cvfu3WzcuBEtLa0aP8YKCgpYvXo1dnZ2TJgwoUb39TqCILBnzx6ePXuGnZ0dUVFRFBcXY2lpSadOnXBycnrltcnt27fJzs5myJAhL517yAU5m7I3USQU1dbLqDMkSGiv057RjUarO5Q6SUyIieqEqKgo/Pz8kEgkeHh41LsllA8fPsTFxYVff/2V4cOHA2V34Zs2bUpAQADBwcHMmTOnSg1zU1NT2bt3LwUFBUycOLFW+3rJZDL27NlDXFwcM2bMwMZGnH4iEmm6qKgojhw5AoCnp6fYC1D0WqWlpaxduxZjY2Pmzp1bp5MoDYlCoeDZs2fKBFlCQgIA2tradO/eHQcHB1q1alVnehy+KLY0Ft88X3WHodEkfhJam7XG09NT5dtWKBTExcUpq8BSU1ORSqW0bt1amQSzsLB46f0iOTmZjRs30rNnT5UNoFCHoKAgunbtyvXr15k7dy5Hjx5FV1eXTZs2oaOjw1dffVUrcRw5coTw8HDeffddGjVqVCv7fFF5v0lvb28cHR2RyWRER0cTEhJCREQEpaWlNG/enE6dOtGpUydMTU0RBIEffviBgoICOnbsyIQJEyq8F0WVRPFr/q9qeT11gQQJC0wWYCStn4UjNUlMiInqjLy8PI4dO0ZkZCQuLi6MGjWq3kyhfPr0KatXr+bChQv069ePf/zjH8oPh2PHjnHw4EF27tzJxYsXGThwYKW3W1RUxOHDh3n06BFDhw6lb9++tXbhUlpaqrw7NHPmTFq3bl0r+xWJRFUjk8k4d+4cN2/epF27dowfP15tJ9GiuiMmJobt27fj7u5O9+7d1R2OqIrkcjlbtmwhLS2Ntm3bEhcXR35+Prq6urRt25Z27drRrl07jZhIWFlis+0/JkFCk5QmPD38lE8++UQl04ILCgp49OgRUVFRyob4RkZGtG/fnvbt22Nra1uphvLlPezq6sCOO3fu4OnpyfXr12nVqhWHDx/mwYMHrFmzhpKSEs6dO4erqysKhYKMjIwaq6x9+vQpW7duZezYsbi6utbIPt6ksLCQ1atX06pVK7y9vV/6fmlpKVFRUYSEhBAVFYVMJqNly5ZYW1tz69Yt5ePatWvHlClTlD+nB3IPkChLFI/v15Agobd+b3oa9FR3KHWOmBAT1SmCIBAcHMypU6cwMDDA09OTNm3aqDsslSkuLmbmzJm89957DBw4UNl75Nq1a8yePZtTp05VuWpDoVBw8eJFAgICcHJyYty4cSo5CaqM0tJSdu/eTUJCAjNnzqzTU6tEovooNTWVQ4cOkZaWxvDhw+nZs6dY7SOqtKNHjxIaGso777xTpQpmkXq9aqKkIAgkJSXx6NEjHj16RFxcHIIgYGFhoUyO2djY1Nr5Q1XlKfLYnL1Z3WFoPB1Bh9Q1qUzymkSnTp2q/HxBEEhOTlYuhXz27BmCICgb4tvb2ysnDFZ1u+U3UZcuXVon30++//57jh49yl/+8hcEQeCzzz5DJpNx+PBhHBwcCAsLo2fPnlhYWPD48WOVtyOQy+WsW7cOAwMD5s2bp7bP8mPHjhESEsK77777xn/H4uJiIiMjefjwIZGRkTyflpBIJLRq1Yrp06eTr53PjpwdNR16nWcoMWShyULxPK6KxISYqE7KysrCz8+Pp0+f0rt3b4YOHVon+w4UFRXx9OnTCktA//rXv5KUlMSmTZuUXxs6dChubm78/e9/B35v0isIAqWlpejq6r5xXw8fPuTIkSNYWFjg7e1da3d9S0pK2L17N4mJiWJSTCTSEIIgEBgYyOnTpzE1NWXixIlYWVmpOyxRHVNYWMiaNWto0aJFne8/1ZBcv36dM2fO4OnpSZcuXV75mKKiImJiYpQJspycHKRSKZaWllhbWyt/WVpaasQSy4iSCE7ln1J3GHWC3nk9TGWmTJ06tVKPLygoUA5qKG+Ir6uri62trbISzNjYuNpxFRQUsH79ekxMTJg7d26d7F/57bffEhUVhSAIGBgY8MsvvyCVSjl48CDTp0/nX//6FxkZGaSkpODj46PSffv7+3P58mUWL16stimd5RVqY8aMoUePHlV67po1a0hNTX3p60ZGRgxZNoQrJVdUFWa9NrvxbMy0zNQdRp0iJsREdZYgCFy/fp0LFy5gbm6Ol5cXzZs3V3dYVRIdHY2npye9e/fmr3/9K/n5+UyfPp3Zs2fz8ccfAyg/3H799VdlE1S5XI6WlhYXLlzg5MmTjBw5slKToZKSkti3bx8lJSVMnjy51qrrypNiCQkJeHt716lJQiJRfVNQUMCxY8cIDw/H1dWVkSNHamzVh0jzhYaGcuDAASZNeruKE1HtCg8PZ//+/fTp00fZs/RNBEEgLS2NJ0+ekJCQQEJCAqmpqQiCgJaWFlZWVhWSZE2aNKn1ZMaVgisEFwejQFGr+62L2iS14f7B+3zyyScYGBi89P3s7GyePn1KbGwssbGxyiSFubm5MgFmY2NTIzeiY2Nj2bp1K3379q1TE09fnCZbfp4OZZ+5kydPJikpicDAQKDsRrenpyfvv/++SvafkZHB2rVr6dmzZ6WPa1WTyWSsW7cOQ0PDKleoZWdn89NPPwEglUpRKH4/jnV0dOiytAuPJY/F47sSRhmNwkG3fvXarmliQkxU56WkpODr60tKSgoDBw6kf//+dequUnFxMStWrODAgQPY2dlhZWXFypUrld8fOXIk3bt359///neF56WmpjJx4kSWLl3KiBEjlP0ISkpK/rBirKCggIMHD/LkyRNGjhxZa0ukSktLOXDgANHR0UycOJGOHTvW+D5FIlFFMTEx+Pr6IpPJGDduHI6OjuoOSVQP7Nu3j7i4ON59991XXmCLNMPTp0/ZsWMHDg4OTJw4sVrnSqWlpSQlJREfH09iYiLx8fGkp6cDZRewzZs3VybIWrRogZmZWY2eaxzMPUi8LL7Gtl9fSJHSTtKO2ytvM2bMGFxdXUlLS6uQAMvOzgagSZMmtG7dmtatW2NjY1NrKwuuXr3KuXPn6mw/MSg7t09KSlIOlVIoFEycOJF+/frxySefkJ+fT0hICD169Kj2NYsgCOzatYu0tDTeeeedSq0aqQmXLl3iypUrLFmyBEtLyyo9NzMzk927d9O4cWOaNWuGpaUllpaWNGnSBF1dXXZm7yRdkV5DkdcfUqS46LkwwHCAukOpU8SEmKhekMvlXL58mYCAAKytrfHy8sLCwkLdYb1R+Yjm8t8nJyfTvHlzHj58iLGxMUVFRXh5eXHo0CHs7e2Vjw0NDWX16tXo6uqyYsUKoCwRlpyczD//+U8yMjLYtm0bRkavnjQiCAKXLl3C398fFxcX3N3da2XJqVwu58iRI4SEhODh4UHXrl1rfJ8ikajs2Lt06RIBAQG0adMGLy+vOtmjRaSZcnNzWb16NR06dGD8+PHqDkf0CikpKWzZsgUrKytmzJhRI5/5RUVFJCYmKqvIEhISyMrKAkBfXx9ra2uaN29OixYtsLa2pnHjxpVOkhUUFHD37l26d+/+UpN2QRBYm7WWUkpV/ZLqpcaKxuTvyaegoAAoW/oskUho3ry5MgHWunXr155D1rT60E8sMzOT+fPn85e//EU5dOT8+fNs2bJFOaFXVUJCQjh06JBaE4ipqamsW7eOfv36MWTIEJVuWybIWJO1RmymX0kttFswyXiSusOoU+pe0yWR6BW0tLQYMmQI9vb2+Pr6sm7dOoYPH06PHj00uqfJ88kwqVSqXPL57NkzPv74Y8LCwpg4cWKFKo6nT5/yv//9D0dHRxYvXgzAkydPWLFiBdbW1ly6dAm5XP6HJzISiYTBgwfj5OTE1q1bSU1NZfLkyZiYmNTgqy37d/Ly8kJPT4+jR49SVFREnz59anSfIlFDl5yczJEjR0hOTlZOm61LVbQizWdsbMzw4cM5fvw4zs7O2Nraqjsk0XOys7PZuXMnJiYmeHt719gNMH19fdq2bUvbtm2VXysoKKiQILt//z5Xr14FynoDPb/U0tra+rUTbkNDQzl//jw3btzA09OzwoChbEW2mAyrgmyyyc3JRVGqoEePHjg4ONCqVSu1VRa9SCKR4Onpyfr16zl48GCd7CdmZmaGu7s7H3/8Mf7+/gBERUXRuHFjlSbDioqKOHXqFB07dlRbMkwQBI4dO4aZmRlubm4q336aPE1MhlVBiizlpSW8oj8mVoiJ6p2SkhLOnj3LnTt3sLW1Zfz48XXy7hLA+vXr+f7777GxseHs2bPk5eWxaNEibG1t+c9//kN6ejrnzp1j165djBgxgvfee48WLVrw448/KkcdP3r0iKCgINq2bau8S/W80tJSNm/eTHZ2NuPHj6+VJVSCIHDhwgUCAgJwc3Nj0KBB4hu3SKRicrmcq1evcvnyZSwsLBg/fjwtWrRQd1iiekoQBLZv305WVhbLli3TmIvrhq6goIAtW7Ygk8mYP3++Si/G31Zubm6FJFlCQoKyWsnQ0JAmTZpgbm5OkyZNsLCwwMLCgqCgIG7evIkgCAiCQLdu3RgxYgR6enpElkRyMv+kml9V9WU+y+Q/ff7DPx7+A4PGNbv0WLZfxv/+8T+2b9+usb266mo/sed99tln3Lp1C1tbW+7evcvcuXP54IMPVLb948eP8+DBA9577z21Hdt37tzhxIkTzJkzp0Z6E98vvs/Fgosq325Nurn7JpfXXeZT/0/Vsv85jedgqmWqln3XRWJCTFRvPXr0iKNHj1JaWsqYMWNwcnKqM0mX55dSAty/f58WLVqwbt06YmNjWb16Ndra2nz11VccPnyYr7/+Gk9PT7Zv385nn31GQkKCcujA9OnTGTt2LNeuXaN9+/asXLnypekzpaWlHD58mPDwcHr16sXw4cNrZWpUeZ+Inj17MmrUqDrz7yMSabrk5GT8/PxITk6mf//+uLm51clJvKK6JT09nXXr1tG9e3dGjhyp7nAavJKSEnbs2EFGRgbz58/X2FYSgiCQnZ2tbNafnp5Oeno6aWlplJSUvPI5//73v5FIJGhpaVFcXIxEW4KWTtl5i21vW5YeWFqbL+GtfGT+EZ9c/oSWzi1rfd85B3PY+u1Wli1bxvLlyzViUuiraFo/sQ8++ICjR4/y9OlTIiIisLe3f+Xjnq/Q+fXXXykqKkJHRwcPDw+VxfLs2TM2b97MqFGj6NWrl8q2WxXly+U7duzIuHHjamQf5/LPEVYSVq2G+r94/ILzGGcGLRukusD+wIsJsX90+Qde33jR2b1zrexfbKxfNeLZsajeateuHcuWLePXX39VJnvc3d0xNDRUd2hv9OJSys6dOzN58mQcHR3561//qrywfffdd8nKyuLjjz/m+vXrbNmyhY0bNwJl1SF79uxh3Lhxyib9ixcvJiIi4qWEmI6ODlOmTOHWrVucOXOGuLg4Jk6ciLm5eY2+zn79+qGvr8/x48cpKipi/Pjxda4sXiTSJHK5nICAAPz9/WnSpAkLFy7E2tpa3WGJGggLCwsGDhzIhQsXcHJyEisS1Ugul3Pw4EGSk5OZM2eOxibDoGyJnKmp6UtN2wVBID8/n7S0NA4fPkxubq7ye3/5y1+Uvz9w9gDtx7R/5cWuXCZHqiUVb7g9R4qUQkUhBgYG5OfnEx4errETYvv27cvTp0/x9fXViH5ikyZN4tNPP6V///7KqsZXkUgkyqTYmDFjKnxPFcvZ5HI5x48fx9ramh49elRrW9Vx8uRJtLW1a3SyZaYiU5wuWQUSJGTLs9UdRp0iJsRE9ZqBgQETJ07EwcGBEydOsHbtWsaNG6cRd5kq4/nk0K5duyosQREEgaZNm/LTTz/x008/MXLkSNLS0rh69Sru7u5oaWlx9+5dPv74Y+VzTE1NOXr06CvX+EskEnr16kWrVq04ePAgGzZswMPDo8ZPklxdXdHT08PX15eSkhImTpwoVrKIRG8hKSlJ2StswIABDBgwQDyWRLWub9++PHz4kGPHjrFo0SKNrTypzwRB4Pjx40RHRzNt2rQ6m5iUSCQ0atSIRo0aUVxcrPyaIAhoaWlhY2NDu3btOHDuQIXnfWT+ERP/O5GrW66S+jiVf0f9m+vbr3N1y1VyU3Jp1KQRg5YNYsCiskls6bHp/NPln8xYO4PT350mLz0PZ3dnpv40FS0dLfIz89n7wV4eBTxCEASatG3C/O3zMW9lzp39dzj30zkyn2ViYGJAz6k9Gf3FaGXCIyc5hyN/O0KUfxQlhSVYd7Jm6cGlrPJYBcDPo35GIpUwfPlwuk3qxj9d/sk3Md9gaGKIvFTOr//5lcADgZQWldJ+QHsmfTeJRk0aKV/n5P9N5srGK2Q+y6Rd/3bMXDdTudxyx5IdRF2JojivmKZ2TRn/9XjaDyg7/5UjR1tbm1atWhEYGKixCTFN6yf2uh5Zr0pyvS7ppYrk7I0bN0hJSWHRokVq+/sIDw9X9jquyenCpULN9QeMDYrF93NfEsMTMbEyYcSfR+A60ZW8tDy+cv6Kz298joVN2c2E0qJS/tbhbyw5sIQ23dv84fH1vC1zt5D1LIsdi3Yg0ZLQfXJ3dPR1KMguYMbqGcrHnfvpHI+uPqp2dasECTJk1dpGQyOeKYsaBCcnJ2xsbDh69Ci7d++mW7dujBw5sk71ONHV1a3wgSuRSFAoFMoTwxs3bvDf//4XZ2dn5PKyE52FCxfi4+ODlZUViYmJ/Pjjj/j6+gKvv0NlbW3N4sWLOX78OAcPHuTJkyeMHDmyRi+snZyc0NPTY//+/ezevRtvb2/09PRqbH8iUX0il8vx9/cnICCApk2bsmjRIuWADpGotkmlUsaNG8fGjRu5evVqjTRZFv2xCxcuEBwcjJeXV4Xm83WVTCajtLQUiUSCnZ0dzs7OODg4KM8TXtVwO/BgIMsOLcPI3AipjhTzVua86/cupi1MeRTwiA3eG2jh3ALb3r8PgAg7F8Ynlz6hOK+YFcNXcOfAHXpN78XFVRdRyBT84+E/0NbTJiE0Ab1GZfs2NDNk/vb5NLVrSnxIPOsmrcPS3pLuk7ujUCjYOH0jVo5WfHb9M/Qa6fH0zlOkUikfn/uYj8w/4sNTHyqXTKbHpld4DWdXnCX0dCgfnvwQQ1ND9n64lx2Ld7Ds8DLlY4L9gnn3yLto6WqxZvwaLq25xOjPRgNg72bPpO8noWugy+W1l9kydwt/C/4bBsYGyoqb7t274+vrS3p6usZWERoaGjJx4kS2bt3KhQsXNLKfWHp6OmZmZrVyAyArK4vLly/Ts2dPtX3WFxUV8euvv9K+ffsaT6bKhJpJ7hRkF7B+8npGfjqS9+a9R8ytGDZM3YBZCzNse9vSaUQnbu25pTye7p+4j4mVCW26twFef3zpG1ecgjtv67yXlkwmhiby06ifmPTfScr3klt7bjHm84rVhG9LLshVsp2GQlybJGowjI2NmT59Ou7u7jx48EDZj6sueTGBJZVK0dLSIj4+nl69evHnP/+ZUaNGKU8S582bx4gRIzh58iSrV6/G2dmZ/v37v3Jbz9PX12fixIm4u7sTFBTEpk2bSEtLq7kXBrRv356ZM2eSkJDAjh07KCwsrNH9iUT1QWJiIhs3biQgIIABAwaIyTCRRmjevDl9+/bF39+/xj87RBXdvHmTgIAAhg8fTufOtdOvpqZpa2uzePFi/vznPzNjxgw6d+5c4abZqxJiQz4YgklzE7T1tJFKpXQZ1wWzlmZIJBLaD2iPwxAHHl19VOE5I/88En1jfUyam+A41JFn954BoKWtRX5GPqmPU5FqSWnp3BIjs7JJ3h2Hd8SynSUSiYSWzi3pNqEbjwLKtht7N5bkyGQm/zAZQ1NDtLS1sO1ti7Ze5W4w3tl/h+F/Go5ZSzP0Gunh+S9PIi5FkJ34+3KoIe8PwbipMYYmhnT26KyMGaDXjF4YNDZAS0eLIR8MQVAIJDxMAH6/YO7YsSMGBgYEBgZWKiZ1ad26NUOHDuXq1atERUWpO5yX/Oc//6mV81ZBEDh58iQGBgYMHjy4xvf3OidPnqSkpAR3d/caX44sp2aSO6FnQjGyMMJtsRtaOlq069cO14mu3N57G4BeM3txZ98dytut39p9i57Teyqf/0fH15s079icZvbNCD4aDEDMrRjy0vJwGu2kktcmVohVjVghJmpQJBIJ3bt3x9bWFl9fX7Zs2ULXrl0ZOnQoRkZG6g7vrbVo0YIzZ84o/3zr1i1u3rzJ+++/z4cffkhOTg42Njb8+OOPmJmZVWqb5X9XLVu2VC6hHDt2bI2eYNvY2DBnzhx27tzJ1q1bmTlzpkZMxBKJNI1MJuPKlStcuXIFS0tLFi1ahJWVlbrDEomUBg4cSFhYGEeOHGHevHlif8ha8PDhQ06dOkWfPn3o27evusNRqaq+v5m1rHiuc+fAHS6tvkRGbAYKhYLSwlIsWlesiDJu9vv5hq6hLoU5ZQmOIe8PobS4lK3zt1KUU0RXz66M/ftYdA10CTsfxunvTpManYq8VI6sREaHYR0AyIzLxKS5CboGb7caITshG/PWv/dyLU/wZSVkYdLc5JUxF+UVAWU9aE9+c5IgvyByU3KRSCUU5xaTn5FfYR/a2tp06dKF4OBghgwZotHL7DWtn1g5QRDw8/Pj66+/rvF9hYeHExkZyZQpU9S2kiI0NJT79+/j6emJiYmJWmJQhayErArHF4BFGwuir0UD4DjUEVmJjEdXH9HUtinR16KZuXYmUPnj64/0mtmLW3tu0Wt62f9dJ7tWOlkuUi3x7ETUIJmbmzNv3jxGjx5NWFgYv/zyCzdu3EAur5slpgpFxWaTRkZGnDp1ChcXF5YsWaKcNDlv3rwqb9vKyorFixfToUMHfH19OXLkCKWlNbeev3nz5sybN4+ioiK2bNlCZmZmje1LJKqLHj9+zNq1awkICMDNzU1Mhok0ko6ODp6ensTHxxMQEKDucOq9mJgYfH19cXZ2rtEG15pIwssVKhLp71/LfJbJ7nd24/GVB/+M/CffPvmWDsM7KCs/3kSvkR7jvhrHX279hY9Of0SkfyRXN19FViJjy5wt9J3bl388/AffPv2WvnP7Krdr1sqM7MRsSotefc70psoaE2sTMmIzlH/OSc5BVizD1Nr0jTHfPXiXwIOBLN67mG+ffsu3T75Fv7G+MjYtye9L+1xdXSksLCQsLOyN21Wn8n5iOjo6HDx48KVzX3W5desWHTp0qPEb68XFxZw8eRJ7e3scHR1rdF+vk5uby/Hjx+nQoUOtVaBqUTPLUE2tTSscXwAZsRnK40sqldJzek9u7bnF7X23cRziiLFlWQL6TcfXi151Q8h1gitxwXEkhScR5BtEr+mqmxSqLdY8VYmYEBM1WFKplJ49e/L+++/j5OTE6dOnWb9+PY8fP1Z3aFX24http06dOHHiBL/88gudOnXixx9/ZP369QCVPgF8nq6uLp6enowbN46QkBA2btxISkqKSmJ/lSZNmjBv3jwkEgk+Pj41ui+RqK7Izc3l4MGD7NixA2NjY5YuXcqgQYPEpuUijdWqVSv69+/P5cuXiY+PV3c49VZiYiJ79+6lTZs2jB8/vsFNVHxVQux5xXnFCIKAcVNjJFIJoWdDibgYUentPzz9kJRHKSgUCvSN9dHS0UKqLUVWLKO0qBQjcyO09bR5cucJdw/dVT6vdbfWWLaz5MAnByjILkAuk/P4xmNkxWXLmYwtjUmPSX/dbuk+uTvnVpQ17C/OK8bvr37YD7RXVof9kaLcIrR0tTCyMEJeIufUd6cozvttMAESpM9dAjZp0oQ2bdpo/LJJ+L2f2LNnzzh//nyt73/JkiW0bNmSZ8+eMXLkSNq1a4evry+enp4VHlcTyboLFy5QVFTEmDFj1HKMC4LA0aNHkUqljB07ttZi0JaoJrmjkCkoLSpV/nIY6EBeWh4BmwOQy+REX48m8GAgPab+PrWz14xe3D92n5s7b9Jrxu8Jqz86vl6lUdNGLx3r+o316eLRhe2Lt2NhY0HLzi1V8jqhYsJb9GZi+lDU4BkaGjJ27FhcXV05efIkO3bsoEOHDowYMeKlEeB1RXnD/PJJc+Vfg7efbiORSOjatSstW7bkwIEDbNy4kTFjxuDi4lIjH4qmpqbMmzdPuXxyxowZdXZSlkhUHQqFglu3bnHx4kVl1U3nzp0b3EWvqG4aOHAg0dHR+Pr6snjx4jo1zKYuyMzMZNeuXTRp0oQpU6Y0yAT5mxJiVo5WDP94OKvHr0YhV+A02gmnUZXv1ZP6OJXDnx0mNzUXXSNdunh0od/8fmjrajPp+0nsW76P4rxi2vVvR1evrmTGl1W2S6VSFu1ehN9f/fim5zfIimW0cG7Bkv1LABj9+WgOf36YvR/uZeiHQ+k6oWuF/Q5bPoySghJ+GvkTsmIZ7fq3Y9b6WZWKucfUHkRejuTrLl+jb6zPwCUDMbH+PZH2YtWNq6srhw4dIjU1laZNm1b670YdWrduzbBhwzh79izNmzfHyUk1fZcqo/zm8vM6derExYsXK3xN1UvEExISuH37NsOGDVPbMsXAwEAePXrEtGnTMDQ0rLX96kh0VLKdo38/ytG/H1X+2ayVGUv2L8H3C1+Of32cxlaNmfzD5AqDNpq0aULrrq1JDE+k44iOyq+/6fh60fCPh3P4s8Oc/uE0rpNcmfzDZAB6z+zNL2N/wes/Xip5jVDWU1GsEKsaifA25SIiUT0lCAIhISGcPXuWwsJC+vXrR79+/dDRUc2bcX1RWlrKyZMnCQoKomPHjri7u9fYh2NRURG7d+8mOTmZqVOn0rZt2xrZj0ikieLi4jhx4gTJycl0796dIUOG1Oh4c5GoJqSlpbF+/XpcXFxwd3dXdzj1RnZ2Nlu3bkUqlTJ//vw63Qu1Oq4UXCG4OFg5OVH0ZoMNB9NZ7/clbzKZjBUrVuDs7MyoUaPUGFnlCIKAr68vYWFhzJ8/v14Pk5HL5WzevBmFQsHixYvV0o8xIyODdevW4ezsjIeHR63u+1z+OcJKwtR2fO9+bzdGZkaM/+d4lW8781km/+r+L74O/Rojc9W9f48yGoWDroPKtlffiUsmRaLnSCQSnJ2dee+99+jVqxcBAQGsXr2a0NDQt1pqWF/p6Ogwbtw4Jk6cSExMDGvWrCEyMrJG9qWvr8/MmTNp1aoVu3btIiKi8sscRKK6qqCggKNHj+Lj44NUKmXhwoW4u7uLyTBRndSkSRNGjBjBnTt3NHJCXF2Uk5PDtm3bAJg9e3aDTYYBNNNuJibDqshSy7LCn7W1tXFxceHevXs12idWVSQSCR4eHlhaWrJ3717y8vLUHVKNuXLlCklJSYwbN04tyTCFQoGvry+NGjVi5MiRtb5/S21LtR3faTFp3Dt6j75zVT+kRCFXcP7n83T17KrSZBhAM61mKt1efScmxESiV9DV1WXYsGEsW7aMZs2aceDAAXbs2CH2snqBk5MTy5Ytw9ramj179nD06FGKi1+/hv5t6erqMnXqVOzt7dm3bx/BwcEq34dIpAkEQSAoKIhVq1YRGhrKmDFjWLhwobhcWFTnde/enXbt2nHkyBHy8ys/iUv0sry8PLZv345cLmf27Nl1etKbKryY3BH9MQkSmmg1eenrrq6uFBUVERoaqoaoqk5HRwdvb2/kcjn79++vs4Ox/khCQgJXrlxhwIABWFtbqyWGgIAA4uPj8fLyUsuSd3Ud3/uW7+P7gd8z9MOhNLVT7TLi9KfpfGbzGY+uPsL9r6qtmtZBBxNpw/5MqCpxyaRIVAlRUVGcOnWKzMxMevTowaBBg8RKjecIgsDdu3c5c+YMBgYGeHp60qZNG5XvR6FQcOLECe7evYubmxuDBg0S+yiJ6o3k5GROnDhBXFwcnTt3Zvjw4TRq1EjdYYlEKpOXl8fatWtp1aoV3t7e4vv3W8jPz2fr1q0UFxczd+5czM3N1R2S2gmCwNqstZSi+ZVNmsBCasFMk5mv/N6OHTsoLS1l/vz5tRzV24uLi2Pbtm106dKlVpu91zSZTMaGDRvQ1tZmwYIFaukPmJiYyKZNm+jbty9Dhw6t9f0DyAQZa7LWICCmLCqjhXYLJhlPUncYdYpYISYSVUL79u155513GDp0KMHBwaxatYq7d+9qzMhndZNIJLi6urJ06VJMTU3Ztm0bp0+fVnnZfflkm2HDhuHv74+vry8ymUyl+xCJalt+fj4nTpxg/fr1FBYWMmfOHLy8vMRkmKjeadSoER4eHkRERBAUFKTucOqcgoICtm/fTlFREbNnzxaTYb+RSCRYaotVYpUhRYqVttVrv+/q6kpcXBzJycm1GFX1tGrVCnd3d+7evcvt27fVHc4bVbYW5cKFC2RkZODp6amWZFhpaSm+vr5YWloyaNCgWt9/OW2JNuZS8b2uMqRIxeWSb0FMiIlElaSlpUW/fv147733aNeuHceOHWPTpk3ExcWpOzSNYWZmxpw5cxgxYgS3b99mw4YNJCQkqHQfEomEfv36MWnSJEJDQ9m5cyeFhYUq3YdIVBtkMhlXr17ll19+4cGDBwwdOpSlS5fWSHWlSKQpHB0dcXFx4dSpU2RkZKg7nDqjsLCQHTt2kJeXx+zZs2nS5OUlbw1ZM61mSMXLmjdSoPjD5KGDgwNGRkYEBgbWYlTV17VrV3r27MmpU6d48uRJre8/Ojqa9957T5noT0lJoaSkRPn9r776Sll1V5kKtqdPn3L9+nUGDx6MpaV6kr3nz58nIyMDLy8vtU+vtdK2Eo/vSnjT8S16NfEnSySqImNjY7y8vJQfbD4+Pvj6+pKbm6vmyDSDRCKhT58+LFmyBB0dHTZt2sSlS5dU3tuhU6dOzJkzh9TUVDZv3ixeWInqjPJptqtWreL8+fN07tyZDz74gH79+qn9pFMkqg2jRo2iUaNG+Pr6ipXWlVBUVMSOHTvIzs5mzpw5NG2q2n429YE6G2/XNX/Uk0lLS4uuXbty//79CgmdumDkyJG0adOG/fv3k5mZWav7trOzw8HBgXnz5hESEoKlpaWy39bPP//M+fPnWbt2LfDmCrHi4mL8/Pxo3bo1ffr0qfHYXyUmJoabN28ydOjQWk3Ive5nTjy+K0/sqVh1Yg8xkagaFAoFwcHBnD9/HplMhpubG7179xYvan8jl8u5cuUK/v7+WFlZ4eXlpfIT+YyMDHbv3k1hYSFTp06lVatWKt2+SKRKcXFxnDlzhmfPnuHg4MCwYcPESg9RgxQXF8eWLVsYOHAgAwcOVHc4Gqu4uJgdO3aQnp7OnDlzsLJ6/XK3hixPkYdPto/YZ+gNtAVtFhovRE9H77WPyczMZOXKlYwbN46uXbvWYnTVV1BQwKZNm9DR0WHBggU12gT+2bNnmJqaVmhvsHLlSvLy8vjkk0/Q0tIiJSWFH3/8kQULFuDo6IhCoXjjpMhjx47x4MEDli5dqpZl0UVFRaxduxZzc3Nmz55daz3ZIiIi2Lt3LwYGBlhbW9O8eXOsrKzK3vNMYGfuzlqJoy4zlBiy0GRhvemjV1vEhJhIpAKFhYVcunSJ27dvY25uzogRI2jfvr34hvSbhIQEfH19yczMZMiQIfTu3Vulo6MLCwvZu3evcgpOp06dVLZtkUgVMjMzOXfuHKGhoVhZWTFixAjatm2r7rBEIrW6cOECAQEBLFiwQJyk+golJSXs3LmTlJQUZs+erbYpc3XFsbxjxJTGiEmx1xGg6G4RspsyWrduja2tLba2tlhZWb10vrpr1y4KCwtZuHChmoJ9eykpKWzevBk7OzsmT55cI+fiMTExfPTRR6xYsQJbW1tlouvWrVv8+OOPfPrpp3Tr1g2FQkFxcTEGBgaVSoZFRUWxe/du3N3d6d69u8rjrgxfX18iIiJYtmxZrU6wTU5OZt26dco/SyQSZTWdVCrF8UNHEuWJ4vH9GhIk9NbvTU+DnuoOpc4Rl0yKRCpgYGDA6NGjWbp0KY0bN2bPnj34+PgQFRVV6eaZ9Zm1tTWLFy+mR48enD17lu3bt6u0nN3AwIBZs2bRsWNHDh48SEBAgPj3LtIIRUVFnDlzhtWrVxMXF8f48eNZtGiRmAwTiYCBAwfSvHlzDh8+XOeWZ9W0kpISdu/eTXJyMjNnzhSTYZXQRa+LeLH8RyQw0XkiQ4YMQSqVcvnyZTZs2MD333/PwYMHCQwMVJ6bubq6Eh8fT2JiopqDrjpLS0u8vLwICwvj8uXLKt++QqFg4cKFDB06FFtbWwBloqtnz54MGDCAhQsXEhISglQqVU6lf1MyrLCwkKNHj2JnZ4erq6vK466M0NBQ7t+/z+jRo2s1GSYIAhKJpEJF3/Pn8ba2trjou4jH9xt00hMLAt6GWCEmEqmYIAhER0fj7+9PXFwc1tbWuLm5YW9vL1aMAU+ePMHPz4/CwkKGDBlCjx49VFYtJggCly5dwt/fn27dujFmzBhx+apILeRyOYGBgVy6dAmZTEa/fv3o06dPjS7fEInqorS0NNavX0+XLl0YO3asusPRCKWlpezZs4dnz54xc+ZMWrdure6Q6gRBENias5UcRY66Q9E4EiS00m6Fl7GX8mtyuZxnz57x+PFjHj9+THx8PIIgYGZmRps2bQgLC6Ndu3ZMmDChTp6/Xr58mUuXLjFlyhQ6dOigsu3Onj2bvLw8Dh8+DMA333xDQkICKSkpbNmyBSMjI1auXIm2tjZLly6t9Dnu4cOHiYqKYtmyZTRu3Fhl8VZWbm4ua9eupU2bNjVWWffi/h4/fkxMTAyPHz9+bS/mIUOG0L9/fxQo2JS9iSKhqEbjqoskSGiv057RjUarO5Q6SUyIiUQ1RBAEnjx5wuXLl3n69ClWVla4ubnh6OhYJ08sVKm4uJhz585x584drK2t8fDwUGlflODgYI4dO0bbtm2ZPHkyenqv75UhEqmSQqHgwYMHXL58mczMTFxcXBgyZAjGxsbqDk0k0li3b9/m119/ZerUqTg4OKg7HLWSyWTs3buX2NhYZsyYgY2NjbpDqlOCioLwL/RXdxgaycPIA1td29d+v6ioiCdPniiTFGlpaQDo6+vTsmVLWrRoofxlaGhYW2G/NUEQOHjwIFFRUSxYsIBmzZpVa3sKhYK8vDzmzJmDnp4eX3zxBd9//z0ymYzJkyezceNGnj59SnBwMBcuXGD16tXs2bOnQo+x1wkNDeXAgQN4eXnRuXPnasX5NhQKBTt27CAtLY1ly5ap/N+3pKSEhIQE4uPjlf/Pzs4GwMrKirZt22Jra0t+fj5+fn7K53l4eNCtWzfln68XXud20W2xUuwVJhlPooW22HrgbYgJMZGoFjx58gR/f39iYmKwtLTEzc2NDh06qLSPVl0UFxfH8ePHSU1NpXfv3gwaNEhlFTQxMTHs27cPExMTpk+fXqul329HDoQDgUAkUPjbryJAAPQBg9/+3xZwBZwAseJIEwiCwMOHD7l06RLp6ek4ODgwePDgap+Ai0QNgSAI7Nu3j6dPn7JkyRJMTU3VHZLKrF27ltzcXD799NM3PlYmk7F//35iYmKYPn26uLT6LRQpitiUvQk5qp1sXdcZSYyYbzIfqaTy551JSUls2LCBdu3aIQgC8fHxFBYWAmBubl4hQWZlZYW2tnZNhf/WSkpK8PHxobi4mEWLFlUr0ZOZmYmhoSF6enp8/vnnHDlyBBsbG06ePKl8jKenJ5s3b8bCwoLExESaN2/+xu3m5eWxZs2aWqvMepWLFy9y5coVZs+eTZs2baq1LYVCQUpKCvHx8cpfqampCIKAjo4O1tbWyp8bGxsbjIyMlM8tKiriu+++QyKRMGnSpJcq+3IVuWzJ3iImxF5gJjVjVuNZDb7g4m2JCTGRqBbFxsbi7+9PdHQ0TZo0YcCAATg5OTXoxJhcLufatWv4+/vTqFEj3N3dadeunUq2nZqayq5du5DL5UyfPr1SJya14/nk1x3gJnCfsuQXgM5zjy1/i37+Q670t/9rU5YU60VZgkxMktU2QRAIDw/n0qVLpKSk0K5dOwYPHiz2+xGJqqiwsJANGzZgaGjIvHnzNPLiuqq++uortm/fDsBnn33G4sWLX/tYmUzGgQMHiI6OZtq0adjZ2dVWmPXO2fyzhJWEiRfNv5EgoY9+H3oY9Kjyc/fs2UNOTo7yZzczM5P4+HiePXtGfHw8SUlJyOVytLS0sLKywtraWllNZm5urhEX6FlZWWzcuBFLS0tmzpz5Vq00AgMDef/99zE1NSUzM5O///3vhIaGMmrUKDp27AjAw4cPmTlzJocPH6Zt27bKvlh/RBAE5VCoZcuWVUgO1Zbo6Gh27tzJ4MGDcXNzq9JzBUEgKytLmfhKSEggISEBmUyGRCKhWbNmFRJgTZs2feM1T1BQEE2aNHnt1HhxeMbLBhsOprNe7VcW1hdiQkwkUoP4+Hj8/f2JjIzE3NycAQMG0Llz5wadGMvIyOD48ePExMTg5OTEyJEjK1Vm/iZ5eXns2bOH1NRUJk2ahL29vQqifVsJwCZgDZD829d0+D3B9ba0Adlvv28MLAKWAqpJLIpeJggCUVFRXLx4kaSkJNq2bcvgwYNfewInEoneLCEhAR8fH2UPyLrsH//4B6tXr+bevXsUFRUxYcIEvvjiCyZPnvzSY4uLi9m7dy/Pnj3D29tbZTeFGqoMeQa7cnahQKHuUDSCnkSPOY3nYCA1qPJzIyMj2bNnDwsXLnzlJFiZTEZycrIyIfLs2TMyMjKAsoFHLVq0qJAkU9dSyydPnrBjxw66dOmCh4dHlRJ1OTk5DBo0iE8++YTp06fzwQcf4OPjw9dff838+fMxNTUlJSUFb29v5syZw9y5cyuVDIOy5M/Ro0fx9vbG0dGxOi/xreTm5rJu3TqaN2/OjBkz3hhzYWFhhcqv+Ph4CgoKADA1NX2parAm+qYmyZLYl7tP5dutiyRIMJQYMttkNroS8Wb42xITYiKRGiUkJHDlyhXCw8MxMzOjf//+dOnSpcE2ghcEgfv373PmzBkUCgXDhw+na9eu1b7DWFpayuHDh4mIiGDUqFH07FmbI4kF4DKwGvD97c81fZKuRVkV2jDgfcD9t6+JqksQBB4/fszFixeJj4+ndevWDB48uNpLDEQiUZnyfmITJ07EyclJ3eG8tWPHjvHXv/6VVatWMWDAAO7cucORI0f49NNPK/QULO/dk5CQwPTp08WeYSpyu/A214quqTsMjTDaaDT2um93M1ChULBq1Sqsra2ZNGlSpZ7zYtLk2bNnyqWWZmZmNGvWDHNzc8zNzbGwsMDc3BxjY+MaryYLDg7myJEjDBo0iIEDB1b6eVevXmXz5s34+PgAZUkkb29vHj16xJw5c/jLX/7C3LlzMTMzY8WKFZXeblZWFmvXrqVDhw54enpW9eVUm0KhYNu2bWRmZrJkyZIK1WmlpaVkZmaSkZFBRkYGSUlJxMfHvzLZWZ4Aq83qtoCCAAKLA2ttf5rMs5EnNjri50Z1iAkxkUgDJCUlceXKFUJDQzExMaF///64uLjUiyUjb6OgoICzZ88SHBxM69atGTt2LE2bNq3WNhUKBWfPnuXGjRv07t2b4cOH13BFXh6wFVgJRFGxiqu2lCfGrIF3Kascq97fY0P25MkTLl68SGxsLC1atGDw4MHY2tpqxJIQkai+EASBw4cPExkZyaJFi2jSpIm6Q6q06OhoWrdujY5O2bL3c+fO8dVXX3Ho0CGaNWtGTk7OS9PjFAoFz549Q1tbW1xqrUIKQcHe3L2kydMa7NIqCRJsdWwZ26h601tv3brFqVOn+OCDD96qv1/5srryZZZpaWmkp6eTnZ1N+WWotra2MkFmZmamTJRZWFjQqFEjlX3O+vv7c/HiRcaNG0fXrl0r9ZzAwECGDBnC/v37GTlyJKtWrSIpKQl3d3fee+89Tp8+jVwuV/YMrexSye3bt5ORkcGyZcvQ19ev9murqtOnT3Pjxg0GDRqEVColIyNDmQR7fuKjrq4ulpaWFaq/zMzM1HruIxNk7MzZSY4ip0Ef3x11OzLMaJi6Q6nzxISYSKRBUlJSuHLlCiEhITRu3Jh+/frRrVu3BpsYi4mJ4fjx42RlZdG/f38GDBhQ7b+L8hM7BwcHJkyYoLxwUa2zwFwg8bc/a8LbrBQwpmy55jQq9iQTvU75tNgrV64QExND8+bNGTRoEO3btxcTYSJRDSkuLmbjxo1oaWmxcOHCGnqfVr2PPvqI7OxstmzZApRVgCxcuJCVK1dWSHYlJCRgbm6uvAiu7PIqUdWky9PZnbO7wS6d1JPoMbvxbAyl1VumWFJSwk8//UTnzp0ZNWqUiqIrW26ZlZVFRkYG6enpymqk8mRZOR0dHWVF2fNVZebm5lVOlgmCwIkTJ7h79y7Tpk2jffv2lXreL7/8wj/+8Q8GDhxIfHw8u3btws7OjokTJ/Ldd98pe/5V9li+efMmp06dYtasWdjavn7yZ3UVFhYq/16fT3ilpqZSVFSkfJy+vr7y79TMzKzC37eRkZFGvj8lyhLZn7tf3WGoRflSyVkms9CT6Kk7nDpPTIiJRBooLS2NK1eu8ODBA4yMjOjXrx+urq515qJAlWQyGf7+/ly9ehUzMzPGjh1b7eVpkZGRHDx4kKZNmzJt2jSV9CorkwN8AmykLAGlaSfhEsqSc+OA9YCVesPRYAqFgvDwcK5evUpCQgLNmjVj4MCBODo6auSJoUhU36SkpLBx40acnJwYP368usOpFIVCwZgxYxg0aBBLly7l0qVLfPrpp/j7+2NpaYlUKuXf//43ycnJGBkZ8c0334jvJzWsIS+drM5SyRdduHCBGzdusHz5cgwMqt6LrKpkMpkyefN8siwjI6NCskxXV7dCcszAwABDQ8MK/y//va6uLhKJBIVCwb59+4iJiWHu3LmVrsx8/Pgxubm5WFpa0rx5c27dusXChQs5ffp0lYY2paens27dOrp27fpWvRIVCgXFxcUUFhYqfxUVFVFYWEhubm6FpY7PJ70MDQ2Vy1OjoqKwsLBg7NixWFhY1Mq/aU1oyEsnxaWSqiMmxEQiDZaenk5AQAD37t3D0NCQPn360KNHjxppUqnpUlJSOH78OHFxcbi4uDB8+PBqNWdNTExkz549AEydOlUFS1XKq8KSQePHvWsDRojVYi+TyWTcu3ePa9eukZGRQZs2bejXrx92dnbihatIVMvu3buHn59flZY3qYtCoUAqlZKZmcnkyZOxsrLi8uXL+Pj40KlTJ3799VfOnz9PQUEBf//739HT06NTp07qDrvea4hLJ1W1VPJ5eXl5/PTTTwwaNIj+/furbLtvQyaTVUiQpaenk5mZSV5eHoWFhRQUFKBQvHxDUiqVKhNk+vr6pKWlIZPJcHZ2xtzcXPk9c3NzLC0tkUgkr/3cDwkJYebMmXz55ZdMnDhRefy/iUKhwMfHh4KCAhYsWIBcLn8pqfWqRNfzv38+yfXi6zMyMnpllZe5uTl6enrI5XK2bdtGdnY2S5YsUduQA1VpiEsnxaWSqicmxESiOiAzM5OAgACCg4PR0dGhc+fOdO/eHUtLS3WHVqsEQSAwMJBz584hkUgYNGgQ3bt3f+shBLm5uezbt4/k5GQ8PDzo3Pn3kcUKheIPT4Z+p+lVYa8jVos9r6ioiDt37nDz5k3y8vLo0KED/fr1e+VULZFIVHuOHj3KgwcPWLBgAVZWmv0+9fxFcUpKCtevX0cul/PFF1+waNEiWrZsibe3NxcuXODQoUPEx8fTpk0bfvrpJ/UGXs+ly9PZm7MXOfJ6f9EsQYK+RJ+ZjWdWe6nki44ePUpUVBQffvihRrfyEASB0tJSCgoKlAmy8qTS87/Pzc0lNjYWQRDQ0dGhuLhYuQ0LCwumT5+OqanpKxNdly5dIjExkWnTpr30PblcTkJCAtu3b1cm5srPJQVBUL5PvCppB6Cnp6dM2j2fwCv//ev+XF4B90fKe+nOnTu33kzFTpIlcSD3QINYGi1BQiNpI2Y0niEulVQhMSEmEtUh2dnZ3Llzh6CgIPLz82nVqhWurq507NixQS2nzM/P58KFC9y9e5cmTZowatQoZf+GqpLJZBw/fpx79+7Rp08fhg0bRlFRERs3bsTBweEN/TJigcHAUzS/Kux1tAET4Bzgot5Q1CA3N5ebN29y584dZDIZnTt3pm/fvnWqkbdIVJ+Vlpbi4+NDSUkJixcvRk9Psy8CFAoFBQUFuLu74+rqSlFREcuWLcPZ2Rko+/yaNWsWbdq0Yf78+fzrX/+iWbNm/Pzzz2qOvH6LK43DL8+vXl80S5CgI9FhivEULLQsVL791NRU1qxZw/jx43FxcVH59tUhIyODzZs3Y25uzsyZM5UVWwUFBRQXF2NpaVmlCZjlybjQ0FBKS0srfC87O5tr167Rtm1bHBwcXpvYqqmBTxEREezdu5cRI0bQp0+fGtmHukSXRHMi/0S9TniXJ7u9jb0x0TJRdzj1ipgQE4nqILlcTkREBIGBgTx+/Bh9fX26dOmCq6trtacx1iWJiYmcOnWK2NhYHBwcGDFiBObm5lXejiAI3Lx5kzNnzmBra0tJSQlxcXFIpVKWL1/+mh5jEZQlw1Kp/emRqqYFGACngb5qjqV2pKenc+3aNe7du4eWlhbdu3end+/eGBsbqzs0kUj0goyMDDZs2ICdnR2TJk2qE8uXjx8/zoABA9DT00NfXx+5XI6WlhZ37tzhnXfe4fz58xgbG5OSksKUKVPYsmULbdq0qROvrS7Jzs7myZMn3L59myYuTYi1i62XF80SJGihxSTjSTTTblZj+9mzZw+ZmZksW7as3vysxsfHs23bNuzs7Jg8eXKNJKRkMhmbNm1CEAQWLVpU6xV2WVlZrF+/HhsbG7y9vevNv93zwovDOV1wWt1h1AgJEnQlukw2nlwjye6GTkyI1SWCALkZkJEA2akgKwV5KchlZd/T0gYtnbL/NzIFC2swbQbSt1tOJqobMjIyCAwMJDg4mIKCAlq3bq2sGtPkknZVEQSB0NBQzpw5Q15eHr1798bNze2tqgiio6PZs2cPcnlZtZdEIqFfv34MHTr0hUfeoywZlkvdT4aVkwK6wFFguJpjqRmCIBAXF8fNmzcJDQ3FyMiI3r170717d7WMPBeJRJUXFhbG/v37GTVqFL169VJ3OG8tJCSExYsXc/bsWYyMjAgKCmLlypWsWrUKIyMjceJkNRUUFBAREcHTp0+VTdDLOTo64uLlwun80/UqKSYRJGhJtPBs5EkLnZpd5v/kyRO2bdvGjBkzaNeuXY3uqzZFRkayd+9eXF1dGTNmjMqPwZMnTxIYGMjChQtrfem3XC5ny5Yt5Ofns3jx4jrbQL8yHhQ/4ELBBXWHoVISJOigwwTjCTWa7G7I6v/Vcl31fPIrPR7SnkFaPMhKyr4vkf7eB/v5z/TytkDCbyXhUmlZUqxJK2jSQkyS1UPm5uYMHz6cwYMHEx4eTmBgIL6+vpw6dUpZNVafl39JJBI6deqEvb09165dUw4hGDp0KC4uLlU6qSksLFQmw6AsgXLr1i369+//XIKtvDIsh7q7TPJVFEAJ4EHZ8kn1Ns1VpdLSUh48eMCtW7dITk5WTlbq0qVLg0gai0T1QYcOHejVqxdnzpyhRYsWtGzZUt0hVUp5guvjjz/mo48+wsnJCU9PTz7++GOkUimHDx9m3LhxGBkZAfDs2bN609tHHc6cOcO9e/eQSCS8eM9/9OjRNNZtjA46yuVVdT4xJoCiREH3nO60MKv5npc2NjZYW1tz7dq1epUQs7e3x93dnePHj2NiYqLSwQFhYWHcunWLUaNGqaUP4tmzZ0lMTGT+/Pn1OhkG4KznjA46nCk4U/ePbX5fJjnReKJYGVaDxAoxTVNcAI/uQth1yM8q+5pE+nuC6209vw1tXbDvAfY9waT+JkoasrS0NAIDA7l37x6FhYW0adMGV1dXHB0d630CIDs7m3PnzhESEkLz5s0ZPXp0pS4ucnJyWLlyZYWEWLnhw4fTt29fynqG9aZ+LJN8HSllyyevAJo91e1NMjIylD33ioqKcHBwoEePHtja2ooVGCJRHSSXy9m6dSu5ubksXry4Tk1I++CDD4iOjubEiRMA7N+/nxkzZjBlyhR27doFwKeffsoPP/zA+fPnGTx4sDrDrbNSU1PZuHFjhf5NEokER0dHpkyZovxaXGkcR/OO1ulG++UXyyY3TIi4FcGECRNwcnKq8f0+fPiQgwcPsnjxYpo3b17j+6tNFy9exN/fHy8vrwqDlt5WZmYm69evx9bWlsmTJ9f6uUd9qaytqsclj+t80luCBCOJEZOMJ4k9w2qYmBDTFGnPIPwmxNwDhQJq+uAtT5BZ2UKHPtDSQawaq4dkMhmhoaEEBgYSGxuLoaEhLi4uuLq6vlWvrbokNjaWU6dOkZiYiLOzM8OGDaNx48avfXxhYSEnT57kyZMnyiUW5XeYtbW1+b//W4q2dk/KkmL1NRlWTgtoDAQBNmqOpWoEQSA6Oppbt24RFRWFvr4+3bp1o3v37piZmak7PJFIVE3Z2dmsX7+eFi1aMG3atBprQF0TZs2aRXJyMoIgkJCQwKhRo/jf//4HwMyZM7l+/Trvv/8+hw4dYs2aNcpG/KLKEwSBkydPcvv27Qpfnzt3LjY2FT/PMuWZnM4/TbI8uTZDVJm22m0ZajQUAww4cuQIDx48wMvLq8Z/bhQKBb/88gutWrViwoQJNbqv2iYIAkePHuX+/fvMmDEDW1vbt96WXC7Hx8eHgoIClixZUuutGdSdjFO3lNIUzhScIV2Rru5Q3oq9jj2DDAdhIK3fVX2aQEyIqZNcBjH3IewaZCSqphKsqiSSsuWZBo3AoXdZ5ZjBqxqIi+q61NRUZdVYUVERtra2uLq64uDggJZW/UyGKhQK7t27x/nz5ykpKaFfv3707dv3jRM58/LyiI+PJz4+nvDwcDIzM/nznyPQ1d1N/Vom+Ue0KVs2eYHf12drrqKiIoKDg7l9+zYZGRlYWVnRs2dPnJycGtQEVpGoIYiOjmbXrl307t2bESNGqDscJYVCgUQieenC8/m+YIGBgejp6SGVSunYsSMAR48exdPTk8DAQLp27YqPjw9r1qzh/PnzmJiIlQGVJZfLlb2a2rRpw5MnTwBo2rTpa5vAKwQFwcXBXC28WieqScr7CQ02HIyDroPyNSkUCo4dO8a9e/fw9PRUSXXTH7l58yanT5/mww8/rHc/o3K5nL179xIbG8u8efPeepnj6dOnuXXrFvPnz6dFi5pfzvq84uJifHx8KC0tZfHixQ2qT2pBQQG3b9/G398f8ybmdJ/bnZtFNwHqxPGtJ9FjmOEw7HTt1B1OgyEmxNQlNQ6uHIDcdH5v/KVuEtDWgV4eYNe1LFkmqndKS0t5+PAhgYGBPHv2DCMjI7p27Uq3bt3qbQVNcXEx/v7+3LhxA2NjY4YPH07Hjh2VFWA7d+6kVatWDBo06DVbOA2MqsWINck6YIm6g3it5ORkbt++zf3795HL5XTs2JGePXvSsmXLBnc3VCRqSG7evMmpU6cYP348Li4u6g6H/Px89u3bh5ubG3Z2dn+YFIOyCm65XI6uri4SiYQVK1Zw+vRp/Pz80NfXV/ZosrS0rO2XUifl5+dz4MAB4uLicHd3p1u3bpw+fZobN27g4eFBt27d/vD5daVarLwqzEhq9NL3yqubgoOD8fT0pEuXLjUWR0lJCStWrKBr164alZRWlZKSErZu3UpeXh4LFiyoctIvPDycffv2MXLkSHr37l1DUb6aIAjs27ePmJgYFi5c2GCmz6enp3Pjxg2CgoKU7U+cnZ2ZMGECqbJUTuef1vhqMbEqTD3EhFhtk5dC8HkIufJ7dZYmsm4Pfb3AqH7d9RFVlJycTGBgIPfv36e4uBg7OzucnJxwcHCol40309PTOXPmDJGRkbRs2ZJhw4aRm5vLoUOHgLIlK3Z2L96RyQYcgRTKGs83NAZAKNBGzXH8rri4mJCQEIKDg3n27BmNGjWie/fudOvWDWNjY3WHJxKJaoEgCBw/fpx79+4xe/ZsWrdurbZY0tPT2bVrFyUlJUyfPh1ra+s3Psff35/o6GjmzZun/Nq0adPw8PBg+vTpNRluvZOcnMyePXuQyWRMmTJF+bOgUCiIiYmhbdu2lVpaq6nVYq+rCnsVQRA4duwYQUFBNZ4sPn/+PLdu3WL58uX1sgIpLy+PzZs3o6Wlxdy5c2nUqHIraLKysli/fj02NjZ4e3vX+s25CxcucOXKFaZNm4a9vX2t7lsdioqKOHz4MFFRUS8N0/D29sbR0REAuSDnTtEdjasWE6vC1E9MiNUmZVVYBppREfYHJFLQ0harxRqIkpISHj58SFBQEHFxcUgkEtq2bYujoyOOjo71Lsnw+PFjzp07R2JiItra2shkMiQSCQYGBrz77rsvNGpeAGyj4SyVfJFmLJ0UBIEnT54QHBxMaGgocrkcOzs7XFxccHR0rLfLfkUi0evJ5XJ27NhBWloaixYtUsvSrdjYWPbu3YuhoSEzZsyodKV1bGwsI0aM4IcffmDs2LEUFBQwb9485s6dy+jRo2s46vrj4cOHHDlyBAsLC6ZOnaqSn4EseRb3iu8RUhyCTF09QwVAAvoSfTrrdaazXudXVoW98qm/JYvv3r3LuHHj6Nq1Zgbk5Obm8tNPPzF06NDfBg/VP5mZmWzZsgV9fX3mzp37xkEezw/+WLJkSa3fXA4JCeHQoUMMHTpUpZMyNVl6ejpr16595VCsTz75RDnBt1yGPIOgoiDCSsKQq+ncXoIEAQFDiSFd9LrgrOcsVoWpkZgQqw11pSrsdcRqsQYlNzeX8PBwwsPDiYmJQRAEWrVqhaOjIx06dKg3yyqfv4taTiKR0L59e6ZOnfrbHb2GvFTyRepZOpmVlcW9e/cIDg4mKysLc3NzXFxc6NKlyx8OSRCJRA1Dfn4+mzZtQk9Pj/nz56Orq1tr+3748CG+vr60bNkSb2/vSl/8KhQKpFIpt2/fZt68eUyePBmZTMaxY8dYs2ZNvU0uqFJpaSmnT58mMDAQJycnPDw8VP5vXyKUEFkSSVBREBmKDOVFbE0q34csQcYgq0G4mLugJan6DR9BEPj111+5c+cOY8eOxdXVtQaihSNHjhAdHc2HH35Yb29MpaWlsXXrVoyNjZkzZ84fVsOdOXOGmzdvMm/ePFq2bFmLUUJiYiI+Pj506NABLy+vBtU2IjExkZ07d1JQUKD8momJCR999NFrn1MsFBNeHE5wcTBZiqxaPb5barfERc+FtjptkUrqzmCY+kpMiNW0onw44wOZyWh8VdjrSKRlvcWGz4OmrdQdjagWFRYWEhkZSVhYGNHR0chkMpo1a0aHDh3o0KEDTZs2rbMfuKWlpfz888/k5+e/9L2yng8dAQca7lLJFxkAYdTG1MnS0lLCw8MJCgoiJiYGXV1dOnbsSNeuXWnVqlWd/ZkTiUQ1Izk5GR8fH+zs7GplmpogCFy7do1z587h7OzMuHHj0NbWrtI2ypNiAQEBXL58mfz8fNzc3Bg1SrwJ8yapqakcPHiQjIwMRo0aRbdu3Wr031wQBBLlidwvuk9UaRQKFEh+q5iu7gX089vRRpuOeh3pqNWRHb/swMHBAQ8Pj2rFXT5x093dne7du1cr1ldJSUlh7dq1Nd6zTN2Sk5PZtm0bFhYWzJw5Ez09vZceExkZyZ49exg+fHitJ7Xz8vLYuHEjjRo1Yu7cuQ1umFBeXh7r16+nuLgYmUyGIAh06dIFT0/PNz5XEASeyZ5xv/g+0aXRCAgqS449f3zroIOTnhPOes6YadWP4oL6QkyI1aT8bDi9GfIya396pKpJJCDVhqGzoLm4vrkhKikp4dGjR4SFhREZGUlJSQnm5uZ06NABR0dHWrRoUacSFQ8fPuTgwYOv/f5nnxmgp/cZdTaRrXLawDvAzzWydUEQSEhIICgoiJCQEIqLi7GxscHFxYWOHTvWatWHSCSqeyIiIti7dy9ubm4MHjy4xvajUCg4efIkd+7coX///gwZMqROffbVZYIgEBQUxMmTJzEzM2PSpEm1PnSgSFFEkjyJFFkKSbIkkuXJFAhlVSmS59oKvHgxLfntv+d7kxlLjLHStsJS25JmWs1opt0MXUnZZ92VK1e4fPkyH330UaV7V72KIAicOnWKW7duMXr0aHr27PnW23qdXbt2KZcI1udjISEhge3bt2NlZcWMGTMqJJ0KCgrYt28f+vr6z60yqB0ymYxt27aRlZXFokWLGlz1fHFxMdu2bSMvL4+5c+fi7+/PvXv3KjVM40UFigKSZEmkyFNIliWTJE+iSCgCqn58N5Y2prl2cyy1LLHUsqSZdjN0JA0rUVlXiAmxmpKTDqc3QWFe3U+GKUlAKoFB06FVB3UHI1IjmUxGTEwMYWFhREREUFBQgLGxsXJZpY2NTaUa2KqTTCYjMjJSOemr/P8FBQXk5eXg4bEcieQpYkLseUZA8m//V420tDRCQkJ4+PAhaWlpNG7cmC5duuDi4oK5ubnK9iMSieq/gIAAzp8/z8SJE3FyclL59ktKSjh48CCPHj3C3d1dpcvQXpxCKaqouLiY48ePExISQrdu3Rg1apTGVMHkK/JJkaeQIkshR5GDTJAhR06pUIoECdoS7bJfaGOqZaq8QNaXvn7pXWFhIStWrKB3794MGTKkWvEJgsCZM2e4ceNGjSRxY2Ji2L59+2sGE9UvcXFx7NixAxsbG6ZOnfrSMtHS0tJa/bksnyz64MED5s6dW+vLNNVNLpezd+9eYmNjmTdvHlZWVmUVX8+e0aJFC5Vci+Qp8kiRpZAiLzu+5YL8tce3uZY5llqWNNVuip7k5SpCkWYSE2I1IT8bfl1Xz5Jhz5FIYdgcsG6n7khEGkChUBAbG0tYWBjh4eHk5ORgYGCAg4MDHTp0wNbWtspLSdTvHDBc3UFoqA3AomptISMjg4cPH/Lw4UOSk5PR1dXF0dERZ2dnbG1tNT6ZKhKJNJMgCPj6+hIWFsa8efMqNe2xsnJzc9mzZw/p6elMnjyZdu3Ec6DakpCQwMGDB8nPz8fDw6NGkp2a6NSpU9y7d4/ly5dXu0paEASuX7/O2bNn6dKlCx4eHirr+SUIAhs2bMDIyIiZM2eqZJuarHwgU9OmTdWeyL5x4wanT5+u90tWX6U8GXj//n1mzJiBra2tukMS1VFiQkzVivLLkmF5WfUzGQaUVYppwcgFYKm+MecizSMIAomJiYSFhREWFkZ6ejq6urq0b9+eDh060K5du1f2XdA8nsAJUNd0KY0lAToB96nqxMns7GxlEiwhIQEdHR0cHBzo1KkT7dq1q4NJU5FIpIlkMhlbt24lJyeHRYsWqWRKckpKCrt370ahUDB9+nSsrKxUEKnoTQRB4MaNG5w7dw4rKysmTpzYoCqHs7KyWLlyJSNHjqRXr14q2eaDBw/w8/Ojbdu2TJkyRWXtCB48eMDhw4dZunQpzZo1U8k2NZm6E2EA0dHR7Nq1iz59+jB8eMO7iXvp0iUuX77cIJOBItUSE2KqJC+FX9eXNdCvt8mwcpKyRvtj3wGTpuoORqSBBEEgLS1NWTmWmJiIlpYWNjY2tG7dGhsbG1q0aKExSx5+9wxojbhU8o9cA/q88VG5ubnKJNizZ8/Q1tamffv2dOrUCXt7ew38txeJRPVBbm4uGzdupHHjxsyZM6da7zUxMTHs27cPU1NTpk+f3uD686hLQUEBfn5+REVF0adPH4YOHVpvpxj+kcOHDxMbG8sHH3ygsurpx48fs2/fPiwsLJg+fXq1epSVk8vlrFy5krZt21aqkbmoetLT09m0aRMtW7Zk2rRpDa6yPigoiKNHjzJkyBAGDBig7nBEdZyYEFOlwNMQcoUGcyEtkYJ5cxizFBrYG7Go6rKysggLC+PJkyfExsZSVFSElpYWLVq0UCbIWrVqpQEVZH8DvgHkao5DU2kD3sDOV343Ly+PsLAwHj58yNOnT5FKpbRr145OnTrh4OCgAf++IpGoIUhISGDLli106NABLy+vt6rmCAoK4vjx47Rp04YpU6aI71+15MmTJxw+fBi5XI6npyft27dXd0hqk5SUxPr165kwYQLOzs4q3e6uXbvQ0dFhxowZWFhYVHub169f59y5c3z44YcNLnFcWlrKyZMn8fDwqPHKsaKiIjZt2oREImHBggXo67++F1199OjRI3bv3k23bt1wd3dXe6WeqO4TE2KqkhpXtlSyIXIdBU5idl5UeYIgkJKSwtOnT5W/8vPzkUgkWFlZYWNjo6wkMzQ0rMXIZEBzIK0W91kXaQOJQBOg7E5leHg4ERERxMXFIZVKsbW1pVOnTjg6Oja4kzWRSKQZQkJCOHToEEOHDqV///6Vfp5cLuf06dPcvn2bbt26MWbMmAZZnVTbFAoF/v7++Pv7Y2Njg5eXV4NLrLzKjh07KCgoYPHixSq9+M/KymLnzp0UFhYyffp0WrRoUa3tFRcXs2LFCrp27crIkSNVFKXmK2/i/re//Y1mzZrx7bff1ti+FAoFe/bs4dmzZyxcuFAlicy6JDExkS1bttC2bVu8vb0bXGWcqGaICTFVkJfC0V8gNwMa4l+nVAoe74Np7Y6+FtUfgiCQkZFRIUGWnZ0NQNOmTSskyGr25DgIqNqI5oYqPX0DwcG2hIeHk5aWhra2NnZ2djg6OmJvb1/LiUyRSCR6tYsXL+Lv74+3tzeOjo5vfHxeXh4HDhzg2bNnjB49mu7du9dClKKcnBzl8sCBAwcyYMAA8WL3N48fP2bHjh1Mnz5d5dVyBQUF7N27l6SkJCZNmoS9vX21tnfx4kWuXbvGhx9+qJKlmJpMoVBU+BldvHgxmzZtIisrq8bOVc+ePcv169eZMWNGvZ/o+aKsrCw2bdqEiYkJc+bMUVn/O5FITIipQkNbKvkicemkqAZkZ2crk2OxsbGkpZVVbZmZmSkTZDY2NpiamlbpjukfN0LdRHUnKDYECoUWV6/25fr1sTg4OODg4ICdnZ3YE0wkEmkcQRA4cOAAUVFRzJkzh5YtW772sQkJCezbtw+FQsHkyZNp3VocHFQbIiMj8fPzQ1tbm4kTJ2JjY6PukDSKIAj4+PgAMH/+fJUvESstLeXQoUNERkYyduxYunV7+xuDhYWF/Pzzz7i4uDBq1CgVRqk5srKyMDU1Vf55x44d/Pe//6Vly5YsXrwYDw+PGjkfunfvHn5+fowcOZLevXurfPuarKCgAB8fHxQKBQsWLMDIyEjdIYnqETEhVl0Neanki8Slk6IalJeXR2xsrDJBlpSUBICxsXGFRv1NmzZ97cmiIAisWrWKJk2aMH78+FdUMS0DNgOlNfpa6jpBkFBU1A89vcviHXyRSKTxSktL2blzJ6mpqcyfP58mTZq89Jh79+5x7NgxrKysmDJlitqW6mVkZLBixQoUCgWenp706NFDIyba1QSZTMa5c+e4efMm9vb2r/lcFkFZ36Rdu3Yxa9YsbG1tVb59hULBr7/+SmBgIIMGDcLNze2tf+YuXbrE1atX+eCDD1Qy5VWTyOVyxo4dy+bNm0lLS+P9998nOzubZcuW4e3tXSFRpkpPnz5lx44dODs7M27cuHr5fvA6paWl7Nixg/T0dBYsWNCgJs2KaoeYEKsOuQyOrmy4SyVfJJXCuA/EqZOiWlFUVFQhQZaQkIBCocDAwICWLVvSrFkzrKyssLKywtzcHIlEQm5uLj/++CMARkZGTJo0iTZt2jy31a5AsBpeTV1kCmQADeekTCQS1V2FhYVs2bKFkpISFixYoLxQl8vlnD17lps3b+Li4oK7uzva2tpqifHp06d4eHjQt29fOnTowE8//cS2bdtwc3NTSzw1KSMjg4MHD5KcnMzw4cPp1atXg7rIrypBENi0aRPa2trMnTu3Rv6uBEHgypUrXLx4Udmw/G1uehUVFfHzzz/TuXNnRo8erfI41aU8Mf3jjz/y6aefYm9vz+TJk1mwYIGymvTFZZSqkJKSgo+PD9bW1syYMaNB9TNUKBQcPHiwUhW+ItHbEhNi1REdBAEH1R2F5pBIwbYL9J+k7khEDVBJSQnx8fE8ffqUhIQEkpKSyM3NBUBHR4dmzZphYGBAVFQUABKJBEEQcHNzY+DAgUilMqARYnVYVTwFxCVFIpGobsjOzmbz5s0YGhoyd+5c5HI5Bw8eJDY2lpEjR9KjRw+1JmW2b99OcHCw8sbN119/za1bt9iwYQPW1tZqi0vVHjx4wPHjx5U3purTa6tJkZGR7Nmzhzlz5rxwM0+1goODOXr0KO3bt2fSpElvtfyvfDjCBx98UC8HIzg5ObFgwQKWL1+OXC5/KUkVFRWFhYVFtauZcnJy2Lx5MwYGBsybN69BTboVBIEjR45w//59vL29cXBwUHdIonpKTIhVx/E1kJ5Ag+0d9ipSKUz+HPTFkneR+uXn55OcnExSUhLJyck8fvyYvLy8lx7XuHFj5s/vionJYDVEWZcdBrzUHYRIJBJVWkpKClu2bMHc3Jy8vDzkcjmTJ0+u9b5Vmzdv5ty5c4wfP54ePXpgZ2fHf//7X06dOsXFixeBsovhsWPH8vHHH+Pp6Vmr8dWEwsJCzpw5Q3BwMM7Ozri7uzeoC/zqEgSBDRs2oK+vz5w5c2p0X1FRURw4cIBmzZoxbdq0Ki9lLS4u5ueff6ZTp064u7vXUJS1r7wC7OLFiyxfvpzg4GAArly5QmZmJomJiezYsQMnJycaNWrEDz/8ALypf+2rFRUVsWXLFoqLiytUtTYEgiBw8uRJbt++zYQJE3B2dlZ3SKJ6TGz+8rbS48t+icmwihQCPApUdxQiEVC2LNLW1pa+ffvi5eWFvb39K0vZc3JySE7+tdr7i4gADw9o0gQaNwZHR/jvf6u9WebOhY8+qv52VEsbuKPuIEQikahKLC0t6dmzJwkJCZSUlLBw4cJaS4bJ5XICAgLo1KkT586dY+jQoZw8eZLPPvsMAC8vL548ecKzZ8+Asps13bt35+jRo0DZRWJdJAgCISEhrF69mrCwMMaNG4eXl5eYDKsiiUTCwIEDefLkCU+fPq3RfbVv3545c+aQkZGBj48PmZmZVXq+np4effr0ISgoSDk1vD4oP4ds0aIFzZo1Y8OGDQwZMoQvv/ySe/fu8fDhQ/7973/z6aefsmjR70OaBEGo0vErk8nYu3cvOTk5zJgxo0ElwwDOnz/P7du3GTt2rJgME9U4MSH2tsJvli0RFL1AgPDrICjUHYhI9JKkpCQUirKfTalUip2dHe7u7ixfvhx7ewGo3lQgd3fo0gViYyEzEw4dghrofash5ECEuoMQiUSiSlMoFJw5cwZ/f39sbGwoKirixo0btZJoOnnyJJ9++imWlpZ8+eWX7Nmzh4ULFzJr1iwKCwtJSEigdevW9O3bl19++UX5vEmTJnHlyhWAOtljKzMzk927d3Po0CFsbGx499136dq1a518LZrAwcGBZs2a4e/vX+P7atGiBQsWLEChUODj40NiYmKVnt+zZ0/09PSUP791zR8lscqXWevq6vLpp59y6dIlPv74Y1auXImTkxMHDhzgf//7HytWrKCoqAipVKps1VGZ/fr6+hIfH8+0adNo2rRh9Wa+cuUKV69eZcSIEbi6uqo7HFEDIGZ03kZJITwOFpM+r5OfDQmP1B2FSPQSOzs7OnfuzJQpU/i///s/Zs6cSffu3X/rb1FQrW2npUF0NCxZAoaGoKUFnTrB5Mnw888waFDFx+/dCx07lv3+q6/KKsveew9MTaF1a9i3r+x7K1fCrl2wZg00alS2TYCdO8HJCYyNyx7/5Ze/z/a4exdMTCAkpOzPmZllj9m2rVov8QUCkK/KDYpEIlGNKSgoYNeuXdy4cYORI0cyZ84cxowZw82bN7l27VqN7z87O5umTZvSrFkzJk6ciFwuByA5ORmJRIK1tTX6+vosWbKEDRs2EB0dDZRNF/T09Kxz1WEKhYKrV6+yZs0aUlJSmDp1KpMnT25wlS6qJpFIcHNz4/Hjx8TFxdX4/szNzVmwYAGNGzdm69atyp/LytDT06Nv374EBQWRlZVVc0HWkICAAPLy8l557A0bNoyPP/6YuXPnMmrUKKBsVQLA//3f/3H//n3atGlDWFgYy5cvB8qOiezsbOWN2VcRBIHTp08TFhbGxIkTlc36G4qbN29y4cIFBg0aRJ8+fdQdjqiBEBNib+NRECjk6o5Cc0mkEHZD3VGIRC8ZMmQIXl5edOjQAV1d3Re+W0R1lkBbWICDA8ybB/v3w/OrGWbOhJs3ISbm969t2VL22HKnT4ObG6Snw7/+BQsXQm4ufPABzJgB77wDeXnw8OHv+zt8GHJy4OhR2LABdu8u+163bvD3v8PUqVBYCAsWwIABoPqWI9VLIopEIlFtSE5OZuPGjSQmJjJr1ix69+6NRCKhR48eDBgwgHPnznHv3j2V7W/nzp3cv3+fkpIS5deSkpJIS0vDxMQEHR0dZRPuO3fuKJcEKRQK3NzcmDNnDn/5y1/o27cv3377LQMHDqxTFVXx8fFs3LiR8+fP4+rqyjvvvCM2xFahDh060LRp01qpEoOyRM+cOXNo3bo1u3fv5v79+5V+bo8ePdDX16+1WFUlLCyMCxcu8OzZsyode9HR0cTHx/PPf/6TL774gg0bNhAQEEBsbCxSqRRTU1Nu376tTIi/6Pr169y8eZPRo0fj6OioqpdTJwQFBXHq1Cn69OlTLyfrijSXmBCrKuG3JYGi1xMUEB8BeVXrNyASqVch1UmISSRw6VLZksl//KNsqWTHjnD2bFnyaty43yu04uPh8mWYNev353frBlOmlFWWzZoFJSUQGfn6/Y0eDfb2Zft1cYFp08r2X275cmjVCnr3hnv3YO3at35pf0BMiIlEIs0WHBzM5s2b0dfXZ/HixbRt27bC9wcPHoyLiwtHjx7l0aPqVbf/+uuvdO7cmW3btvHll1+yePFiZXXJ0KFDuXz5svKxCoWCtLQ0rl+/zsyZMyts57vvvuPf//43n332GaGhoYwdO7ZacdWW4uJiTp48yebNmwFYuHAho0aNEnuFqVh5ldijR4+Ij4+vlX3q6uoydepUOnfujK+vL1evXq1U1aKuri79+vXj3r17Ve5Dpi7Jycn4+vrSsWPHNyalBEEgNTWVL7/8EgALCwvi4uKwsLAAIC4uDicnJ4qLi5WP79ixI4cOHUImk1XY1oMHDzh79iz9+/enR48eNfDKNFdISAhHjx7F1dWV4cOH16kbAKK6T0yIVVV+FuRmqDuKuiGx8mXVoppRUFBAeHg4t2/frrWTprpLoLpDMqys4H//K6viSk0tS1p5eUFGBsyfD9u3l+XUt2+HESPKHv/8c8tJJGBgUFYh9jqnT0PfvmUN/E1MYN26smWbz29j6VK4f7+suqxmpp6LlbIikUgzlZSU4Ofnx5EjR+jUqRPz58/H1NT0pcdJJBI8PDyws7Nj//79JCQkVGk/aWlpFBYWAhAYGMjMmTM5e/Ysa9asITw8nB07dlBSUkLTpk3p3r07kb/d6ZBKpdy8eZOuXbvi4ODAl19+ibe3N8XFxejq6mJnZ8e4ceMA/nCJlaaIiIhgzZo1BAUFMWzYMBYtWoS1tbW6w6q3OnbsiIWFRa1WXmlpaTFu3Djc3Nw4d+4cJ0+efG2l0/N69OiBgYFBnagSKygoYO/evZibmzN+/Pg3JmYkEglNmzblwIEDXLlyBVNTUxYtWsQPP/zA3//+d9555x3MzMxo166d8vGNGjXC0tKSPXv2KKtIHz9+jJ+fH126dGHIkCE1/jo1SUREBL6+vnTu3Bl3d3cxGSaqdWJCrKrSxaRCpUikkF61k8qGRhAEcnNzSUxM5MmTJxXunCUnJ7Nnzx5++OEHzp8//9Jzt27dyt69e4GyXgWdO3fG2dmZd955RzmdqqioiB9//JHJkyfzzjvv8OWXXxIREaHct+hF+qjyLdHcvKw3WH5+2VLJ4cNBJiurDNu2reJyyTd5cTBmSQlMmFDWryw+HrKzy5Jfz/+zZmbC++/D4sXwzTdljf5Vz6gmNioSiUTVkpyczIYNGwgNDcXLy4vx48ejo/P6oSlSqZRJkyZhaWnJrl27yMh4843P06dPM27cODw9PVm8eDFFRUWcP38eFxcXoKwh+ZQpU/D39+fp06fk5eWRk5OD1XN3PzZs2MDu3bvp3bs3OTk5fPfdd6+spnrVdGRNkZuby/79+9m7dy+Wlpa888479O3bV6Njrg+kUilubm5ERkZWudl9dUgkEgYPHszYsWMJDAxk+/bt5P7R3TtAR0eH/v37c+/evUodW+qiUCg4ePAgxcXFTJ069RWtNV79HIAvvviCzz//nNOnTzN06FDu37/PP//5TwwMDPj2228rJHnKK/wyMzPZtWsXsbGx7Nu3j7Zt2+Lh4dGgEkKPHz/mwIED2NvbVyoBKRLVBPHTqqrSE8TpkpUhKCCt5pt91mUnT56kX79+eHh4MHnyZP7+978THx+PXC5n06ZNbNmyhejoaNasWcOuXbuUz4uJiSEoKIgmTZqwY8cO7t+/z7Vr1zh//jwymYzPP/8cgMOHD+Pv78/Nmze5ffs2pqam/Otf/1LXy60DDIC3/yDOzIS//hXCw0Euh4IC+PHHssSYo2NZUmvePPjoo7KKsaqsgGnWDB4//j3hVVwMRUVlSzH19Mr6k5X3Dyu3cGFZT7L168v2O2NGWVyqJSbERCKR5hAEgTt37rBx40a0tbVZvHgxnTt3rtRzdXV1mT59OgYGBuzcuZP8/NcPDbl+/Tr/+te/mDRpEgEBAZw4cYKLFy9ib2/PvvKJKMCECRNISkoiKiqKdu3aERoaSsxvzSQLCgowNTXl008/xd/fn59//pm2bdvWmRtWgiBw+/ZtVq9eTWxsLBMnTmT69OmvrMIT1QwnJyfMzc3VMsXR1dWVuXPnkpmZyfr163ny5MkbH29kZKTRVWJnzpzh6dOnTJkypdI/x+WJ39mzZzNx4kR27NjB8uXLSUxM5OzZs+zfv5/ExERWrVrFunXrKlSILliwgOTkZLZt24aZmRmTJ09W9hZsCOLi4ti7dy9t27Zl4sSJYhJdpDbiT15VpT0Tp0tWVmayOHzgDzg4OLB7927u3LlDQEAAubm5rF69mocPH3LmzBm2bdvG2rVrGTp0KFu2bFHehQoNDSU1NZVhw4bx5MkT0tLSlOXXRkZGyg/xp0+foquri6GhIQADBgwgLi6OwsJC8Q7MK+lX69m6umXVWmPGlC1hbN0arl6Fkyfht8FDzJtXtoRx5kz4g2KFlyxcWLZtc3Po3LlssuTq1WXVX40bw7//Dd7evz9+/XoICiqbTAnwn/+UJdDK86G7dv0+rbJ6DFSxEZFIJKq2oqIiDh48yIkTJ+jatSsLFy6kSZMmVdqGoaEhM2bMoLS0lF27dlFaWvrKx+3atYtu3boxe/ZsACZNmkTbtm1ZsmQJ+/fvV35et2nTBqlUyoMHDwAYMWIEd+7cAcDAwIBt27bxl7/8BQMDAxQKBYIg1InP55SUFHx8fPj111/p1KkT7777Lk5OTnUi9vpEKpXSv39/wsLCSE5OrvX9t2rViiVLlmBpacn27dsJCAh4bUJXR0eHAQMGcP/+fdLT02s50jcLCgri5s2bjBo1ijZt2lTpueWvefny5ezcuZMdO3Zw69Ythg4dSlhYGAsWLMDPz4+IiAi8vb2V7w+Ghoa0atUKQRBQKBQv9RSrz2JjY9m5cyfW1tZMmTIFbW1tdYckasDEhFhVCAKkiUsmK00hh6xUdUehsezs7HBycgLKThSsrKwoLi4mMTGRnJwcmjdvDkC3bt0wMjIiKCgIgIyMDOWH5rx58+jRowempqY0b96c8PBwvv32W6Cs18Pz483Nzc3R19cnKSmpNl9mHdKG6vTEMjIqmxz5+HHZNMi0NDhzBnr2/P0xlpZgaFjWT+x5X30Ffn4Vv5aVBYMGlf3ezg4CA8uq0MqHOy1dCgkJv0+Z/OWX37exZElZHOV9w3R04PbtssmTUFYtVj6t8u3pUPZ3JhKJROoVHx/Phg0biI6OZvLkybi7u7/1BZaZmRkzZswgMzOTvXv3vvICf/To0fj6+rJkyRI6dOjAuXPn+Oijj5DL5Tg7O/PVV18pH9uhQwekUilyubzCZ3t58qj84lgqlWp8Qqm0tJTz58+zfv16ioqKmDt3Lh4eHhgYiDdH1KVz586YmpqqpUoMyiZQzpw5k/79+3P+/Hn27dtHUVHRKx/brVs3GjVqVGG4hCaIi4vjxIkTdOvWje7du1f5+S8et+XLouVyORcuXKB9+/acO3eOFStW4Orqyr///W+gLJE2YMAApk2bRmFhIVu3biUnJ6f6L0jDPX36lJ07d9K8eXOmT5/+h8vZRaLaICbEqiI/C0pf/SYveg2x59ofKj/Rvn79OteuXWPKlCkvTeExMjJCV1eXgoICSktLiY+Pp0+fPgAkJiYSHx/PrVu3uHfvHi4uLkyZMgUou/uclZVVYTvZ2dniietruQI1V/0pCGVJq65d4bc8aB1XClT9xFEkEolURRAErl+/jo+PDwYGBixZsoSOHTtWe7tWVlbMnDmTZ8+eERoa+lJSzN3dnTNnzpCYmMjq1at5/Pgxw4cPZ+XKlSxfvhx/f38++OAD5s2bh5+fH+PGjUNLS4t27dq9NOWyriwTevz4MevWreP69esMGDCAJUuWYGNjo+6wGjwtLS369+/Pw4cPSU1Vz01oqVTKkCFDmDZtGk+fPmXDhg2vvPmqra3NgAEDCAkJUVusL8rJyWH//v1YW1szZswYlSSlz5w5Q3h4OFpaWkRHRysb6kPZao28vDwEQUAqldK6dWvat2/P3LlzKSkpYevWrRXO3eubmJgYdu3aRcuWLZk+fXql+rSJRDWtbnwKawoVJnciEtPxWLGfJu+toPHSH3D8bB3/PXG92tudu/EYH+06q4IIVUAiFRNibyCRSHjy5Anff/89/fr1o1evXhgYGFRoUKqvr09ubi4mJiYkJiZy584dJk+ejFwu5+rVq1hYWGBvb4+lpSVeXl7Kxvnt2rUjOvr3SZ+5ublkZmZiZWVVZ3qU1C4XauotUS4vq9Zatw5+/rlGdqEmruoOQCQSNVDl0+DOnDlDz549mT9/PmZmZirbfosWLZgxYwYXL1585feTkpIoKipSToT705/+xK+//oqrqyt79+7FysqKjh07cufOHRwcHJSP6dChg8pirA0FBQX4+fmxY8cOjI2NWbp0KYMGDRKXOGkQFxcXTExM1F55ZW9vz+LFi9HX12fz5s3KlQ3P69q1K8bGxhrRS6y0tJR9+/YhlUqZMmWKyvp3Xblyhe+++w6ApUuXcuvWLY4cOcK+fftYvXo1AwcOfCnxZmFhwbzfpi35+PioZQlsTYuOjmb37t20bt2aadOmickwkcYQE2JVkZ2msob67iv206W1JbH/e4/MNR9z6P2J2DY1Vcm2NYaggKwUdUeh0TIyMvjXv/5F69at+eabbwCUd5LKR79nZ2cTGRlJ586dSUtLIy4ujpYtWyIIAoaGhty+fVu5vcjISOXdZicnJ9q3b8+6deu4c+cOBw8eZMKECbX8CusSI6DdGx/1NrS0IDe3bNpkt241sgs1MADs1R2ESCRqgGJjY1m/fj1xcXFMmzaNkSNH1kgz6tatWzN27FjCw8OVSxvLtWzZkoiICOVn8Pr16xkyZAiNGzfGysqKL774gj//+c8YGxu/9Ny6QBAEgoODWbVqFREREXh4eDBnzpwq92UT1TwtLS0GDhzIw4cPleeO6mJmZsb8+fPp3LkzR48e5ciRIxV68Wlra+Pm5kZISAgpKeq7RhAEgePHj5OSkoK3tzeNGjVS2bb/+te/cuXKFc6ePYu9vT2zZs3io48+YtasWYwdO5YxY8a88nmmpqbMmzcPIyMjtmzZohzAUR9ERUWxZ88e2rZty9SpU8VlkiKNIhHEUpHKu3sWHvpDNU9s0nILaPr+T8T+7z1aWTSu8L2fz9zCNzCSS5/PVH5t742HfH00gNBvlvCVrz+BT5KwaWLCzmshNDbQ43vvIXj36sjKs7f5097zSABdbS1sLEx4+M1idl4L4dsT13ianoOZoT5z+jnz9QQ3JBIJd58kMfi/u7j6l1k4tbQkM7+QLl9u5p8T3JjTv3KTmf6QRQsY+071t1MPFRQU8NFHHxEeHo6fnx9PnjxBT0+P9u3b85///Ifw8HDc3Ny4ceMGNjY2fP311+zfv5/Lly+zevVqANLS0vjiiy+4ceMG2traNG7cmB9//JFuv2VdwsLC+OCDDygsLKRr166sWLFCvKv7h+YAu4GG09j07fUFrqo7CJFI1IAIgkBAQAAXL16kVatWTJgwARMTkxrf77Nnz2jZsuVLX//8888JDAwkLi4OJycnPvnkE3r16lUhXk3vC/YiQRCIioriwoULJCcn4+TkxMiRI1WaMBCpnkKhYN26dTRq1IhZs2ZpxM9dcHAwJ06coEmTJkyZMkVZwSmXy/nll19o2bIlkyZNUkts165d4+zZs0yYMAFnZ+cqP/91x7ZCoUAqlbJ3714OHjxIfn4+Fy9eZPLkybzzzjvKlid/9N5QXFzMgQMHiImJwdPT863i0yTh4eEcOHAAe3t7Jk2a1KAmaYrqBjEhVhW3T0L4tWonxARBoMPn62lp3pjFg1zoZdsCmyZlJ3TpeQW0XL6K0G8W0/a3irGRP+xhWMe2/HlMb77y9eeb49fYuWQcE7s7suv6Q97dcZqEFe9jbKDH3I3HMDXU56cZw5X7O3k/GjtLU9o3M+debAoj/7eHH6cOY0bfskZGP566ic+Ve9z++zxmrD+CgY4Ou5aOr9ZrVDK1hPEfqmZb9UxwcDDdunWjX79+KBQKtLW1adOmDdu2bSM3N5fvv/+elJQUbG1t+dOf/kR+fj5Tp07l//7v/xg4cKByO3l5eeTm5mJkZIShoaGY8KqWlcByarKXWP2gA7wLrFB3ICKRqIHIy8vD19eXx48fM2DAAAYNGlSr/beKiorQ1dWtsE9BEHj69CkSiaRe9NOKjY3l/PnzxMbGYmNjw9ChQ2nVqpW6wxJVUkREBHv37mXGjBkV+lapU1JSEvv376egoAAvLy/l8uG7d+9y7Ngxli5dSrNmzWo1pkePHrF792769u3LsGHDqvz88qTXmxLeMpmM0NBQmjZtqhymUVlyuZzjx48THBzM0KFD6devn0YkOasqNDSUQ4cO4ejoyIQJE8RkmEgjiQmxqrhxFKJuVzshBpCUlcf3J29w6sFjwhPTcWhuzs/TRzDcqS3ea3zp0NyCr7zciM/Mxe7Pa3jyw7tYmTbiK19/Tj14zI2/zQXKTsb0F33Htb/OxrVN81cmxF700a6z5BeXsnH+GOU2xvy4j4SsPPKKSgj6egGNDfSq/RoBaGQGEz9RzbYaOLlczpkzZxg8eDD6+vqVfl75Ug2JRFInP0xr11Wgv7qDqCN2AjPUHYRIJGoAoqOj8fPzQxAEvLy8sLOzU3dIL1EoFHX2czYlJYXz588TGRlJs2bNGDZsGHZ2dnXytTRkgiCwdetWiouLWbJkicb8+xUVFeHn50dERAT9+/dn8ODBCILA6tWrsbKyUg6Dqg3p6els2rSJVq1aMXXq1Gol1X/99dfXLtd+MVlWnkSrCkEQuHTpEv7+/vTo0YNRo0bVmSEcACEhIRw+fJhOnTrh5eVVp2IXNSziT2aVCKCi9KGVaSP+N20YD79ZTOovHzHa2Q6vXw6SkVfI/AFd2H4tBEEQ2H71ASOcbLEy/b1U3crk999LJBIMdLTJLSx57b5OP3hM339to8l7KzBZ9j/WXbxLWl5BhW0sHdyN+3EpvDPEVXXJMCgbrSf6Q4IgoFAolL9e9XUo6xExevToKiXDoGz6T10Y564ZulLWG0v0Zv3UHYBIJKrnSkpKOHHiBDt37sTS0pKlS5eqPRn2uvvIdfFzNisrCz8/P9auXUtqaioTJkxgyZIltGvXrs69FlHZ+fywYcNITk7mwYMH6g5HSV9fH29vb4YNG8bVq1fZsWMHhYWFuLm5ERYW9sqJlDWhuLiYvXv3YmRkxIQJE94qQRMZGQmAv78/P/zww2uPkxe//jb7kkgkDB48mLFjx3Lnzh0OHDhQoR+bJrt//z6HDx/G2dlZTIaJNJ7401kVWjpQA+cH5o0M+MpzAPnFpcSkZTG8U1tkcgWXw2PZFnCfeQMq38tLKq0YYIlMzoRfDrFkUFfiV7xP9to/sXRwtwp5qsz8Qt7feYbFg1z45vg1YtOzVfXSQFtsmvgmEolEmbR6/gPj+a+LVEsQhNecVBgCcwFx2enraQHDgTZqjkMkEtVnsbGxrFu3juDgYEaPHs3MmTM1oo9VfUgU5efnc+rUKVatWsWjR48YM2YM7777Ls7OzvXi9TVkrVq1wtHRkYsXLyKTaU4/VIlEQr9+/Zg9ezapqals2LABU1NTzM3NXzvJVZUUCgWHDx8mNzeXqVOnVvnmcrnz589jY2PDkCFDGDduXK2co7u6ujJ16lSio6PZvn07BQUFb36SGgUFBeHr64uLiwvjx48Xr2NEGk/8Ca0KLdVcJGfmF/LXQ5cIT0hDrlBQUFzKj6dvYW5kgGNzC6RSCfMGdOaj3WfJyC9ibJfK9wFo1tiIx6lZyjuYxaUyikplWDQyQE9Hm5vR8ey+8bDCcxb6/IqbQyvWzx3DvAGdmbH+CHJVTURS0d+ZSKRK58+f55tvvuH777/Hx8eHo0ePEhAQwL1798jI8EZsqv9H5MD76g5CJBLVUzKZjLNnz7J161aMjIxYunQpPXv21OhETV3pPlJcXMylS5dYuXIlwcHBuLm58cEHH9CjRw+xt089MmTIELKzs7lz5466Q3lJmzZtWLJkCWZmZuzYsYOWLVsSGRnJkydPanS/Fy9eJDIykokTJ1ZrUuqyZcu4cuUKkydP5scff2Tbtm3IZLJKTZKtToLS3t6eOXPmkJGRgY+PD5mZmW+9rZp0/fp1jh49iqurKx4eHmIyTFQniD+lVaGlrZIlk7raWsRn5jFmxX5Mlv2P1n9axdWoZ5z8kzdGeroAzOvfmfvPUpjZ1wkd7cqfpCwc6EJ8Zi7m766g8183Ymygx+pZI1m89SSNl/7Av49dw7tnB+Xj11+8S1BsMmtmjwLgP5MGUVQq519HVTQ9TqwQE2mg8klHBQUFxMXFERwczPnz5/Hz82PjxhuUTVAULw5ezRp49chwkUgkqo6kpCQ2btzIjRs3GDJkCPPmzcPCwkLdYf0huVxOYmKiRifFZDIZN2/eZOXKlQQEBODq6soHH3yAm5sburq66g5PpGJNmzbFxcUFf39/ioqK1B3OS4yNjZk9eza9evXi/v37GBgYcOrUqRo7hkJCQggICGDYsGG0b9++WttSKBS0bt2aPXv2cPHiRXbu3Mnp06f/MPEjl8uBsqrX6mjRogULFixAEAQ2b95MQkJCtbanSoIgcPbsWc6cOUP//v1xd3fX6JsYItHzxKb6VfHoLlw9VCu7KiguxfKDn7jx5RycWlrWyj5VTiIF2y7QXz0jlUWi14mLi8PHx+elr2tpaeHt7U379oHAtNoPTONJgX8Bn6s7EJFIVI8oFAoCAgK4fPkyTZs2xcvLq9Ynz72tO3fucOLECQYMGMCQIUPUHU4FCoWCBw8ecPHiRXJycujSpQuDBg3CxMRE3aGJalhOTg6//PILffr00bify+eFhYVx+PBhZDIZgwcPxs3NTaXbj4uLY/v27XTo0AEvLy+VJGkEQUAQBKRSKYMGDeLbb7/9wyrL7OxswsLC6N27N/B2Dfaf9//s3XdcVGfWwPHfDL2K9Ca9KE1QLGDvohJ7L7EkMX03u9nNlmR7ybu72U0xMYmJMbH3ggW7oohdQBBBRRHpvZcp9/2DMAmxKzADPt98+EBm5t57ZoSZ5557nvPU1NSwfv16CgsLmT59+lMn+Z6WSqUiJiaGpKQkxo4dS79+/bQajyA8LpEQexxlBbDr4zY/jCRJ/GvvaXYnXePE7xa0+fHajgz6joceEdoORHjGSZJEbm4uV69e5erVqxQXF7e4XyaTYWBgwIIFC3BxcQEaASegVBvh6jB9IAfooEl6QdCmumooyYGqUlApQKVs+oKmCnQ9/aZepZY2YOMCxmbajbedFBcXs2PHDnJzcxkwYABDhw7tcNP34uPjOXToEEOHDmXIkCHaDgdJksjIyODIkSMUFhbSo0cPhg0bhp2dnbZDE9rRoUOHOHv2LG+88QYWFhbaDue+SkpKWLFiBQ0NDURHR9OrV69W2+/XX3+NnZ0d8+fPR1+/fdq4KJVK9PT0NMm39957j+TkZHbu3Nlqx1AoFGzdupWMjAwmTJjQaq/Z42psbGTLli3cuHGDyZMnExQUpJU4BOFpiITY41CrYe2fQd12/YVUajVWr/4XW3MTtr4+lV4ejm12rHYR9RLYu2s7CuEZVFlZyc2bN7l58yaZmZlUVVVhYmKCv78//v7+VFZWsm/fvnskw5q9C7xPU88soSkZNh1Yp+1ABEH3NSe/SnKbvhdnN93WTPZ9dUBzsULzSEz6UR8aE3Ow7daUHLNxbvpuov2m8q1FkiTOnj3LoUOHsLS0ZPLkybi6umo7rCcWFxfH0aNHGTRoEMOGDdPadKHbt29z6NAhsrOz8fDwYMSIER36dRWeXH19PR9//DEBAQFMmDBB2+E8UFFREcuXL0eSJAICAhg3bhxmZk9+UaC6upqvv/4afX19Fi9ejIlJ268gLkkSMpmMq1evalazdHNzY+HChezYsYMxY8bcVR3WvM2TUKvV7Nu3j/PnzzN48GCGDh3aru87tbW1rF+/noKCAmbOnKn1FYAF4UmJhNjj2rMciu9oO4oOQgZz/wD6oj+F0PZqa2u5desWmZmZ3Lp1i5KSEgAcHBzw9PTE398fNzc3zUCkpqaGDz744D7JMGiqhPIF6tr1eeguGXAe0M5VSEHQeY31cOMSXD0Nld9XoTafnDzpUOun21vaQvf+4B0Ghk+2SpouKC8vZ+fOndy6dYu+ffsycuRIDAw6fs/R5kqxfv36MWbMmHY9OS0oKODIkSNkZGTg6OjIyJEj8fLyEn18nnEJCQkcPHiQV1999amaybeHAwcOcPbsWQwMDJDJZERFRREUFPTYv8ONjY2sWrWKqqoqlixZgpWVVdsE/ADZ2dn8+c9/pkuXLgQFBbFo0aK7kl9Pkwz78T7i4+M5fPgwoaGhTJgwoV0qbCsqKlizZg21tbXMnTsXZ2fnNj+mILQVkRB7XGd2Q/qZlldxhXuztIXJb2k7CqGTamhoICsrS1MFVlBQAICNjQ0eHh54eXnh4eGBqanpffeRkpKCnZ3dA3rVfAG83PrBdzCSJKO09AWsrb8QJ1ePKSYmBltbW8LDwzvFCb9wD6V5TeOCG5d+mALZ1vT0m5Ji/v3A2ql9jtkKJEkiMTGR2NhYjI2NmThxIl5eXtoOq1U19xQLCwtjwoQJbb7KWm5uLgkJCaSkpGBtbc2wYcMIDAwU79UC0DR9b9myZTg7OzNjxgxth/NA9fX1fPLJJ3h5eSFJEqmpqfj7+zN+/PhHnvKpVqtZv349t2/fZtGiRTg6tv9Mmx9Xgd2vX5harSYmJobRo0e3SvVa85RMT09Ppk2bhrFx210wKSoqYs2aNcjlcubNm6fzC58IwsOIhNjjasfG+h2aaKgvtDKFQsGdO3c0FWA5OTlIkoSlpSWenp6aL0tLy1Y8qgQMB04C7XSiq2MkSY+qKjs+/ngJjo4eDB8+vNOdwLaV0tJS3nrrLW7dukVlZSWhoaF8+eWXIjHWGaiUkJUKaQlN0yFl8va/UNZ8TNtuTb063QObEmU6qrq6mpiYGDIyMggNDWXMmDFtetKmTcnJyezYsYOAgAAmT57c6hUbarWa9PR0Tp8+ze3bt7GysmLAgAGEhYV1uP5rQttLSkpix44dLFmyROenz547d469e/eydOlSysrK2LNnDyqVirFjxxISEvLARK8kSZrm7nPmzNHqFL5Hqf4aMmQIY8aM4Xe/+91TN9oHyMzMZPPmzZiZmTFr1qw2qQjMzs5m3bp1WFpaMm/ePJ3uTScIj0okxB5XOzXW7+gk4ILckRq3EFxdXXFxcem0A1+hbahUKnJzczUVYNnZ2ahUKkxNTVskwLp27drGV8KzgB48u1MnZcBpMjNtOXLkCDk5OXh6ejJ8+HCdH1hrW0NDA7W1tXTt2pXS0lLefvtthg0bxvz58zl79ix/+MMf0NPTIzo6mqVLl4qKjo6iMAtObIbqsqYpjdoeRjXHYN4VBk3Xub6dkiRx+fJlYmNjkcvlTJgwge7du2s7rDaXlpbGli1b8PHxYfr06a3S0LuhoYFLly5x5swZysvLcXNzo3///vj7+7d5JZrQcanVar744gtMTEx4/vnndfqzRq1Ws3z5ciwsLJg/fz51dXXExsZy+fJlfH19mTBhwn0vfB47dozjx48zadIkevbs2aZxtsZ0x5iYGN5//30OHTrUaj3OSktLWb9+PVVVVUydOrVVV6DMyMhg8+bNODs7M3v2bHFeJ3QaIiH2uNRq2PgPaHxWT44f3V49Ly7nFFNfXw+AnZ0drq6umi9bW1sxgBM0FAoFBQUFZGdnc/PmTbKysmhsbMTIyAh3d3dNAsze3l4Lg7lndeqkHPgVTYsLNA0A09PTOXr0KIWFhfj5+TF8+PAHTDkVfjxofuGFF3BxcSE6Opp3332X6dOnY29vz6pVq3j99dcZNmyYZruCggL09fXFVARdolTApYNwJV43EmE/1RxTwEAIGwn62q9ELC0tZe/evdy4cYPAwECioqKeqlF2R3P9+nU2btxIt27dmDVrFoaGT9ZTtby8nDNnznDp0iUUCgWBgYH0799f9O0RHtm1a9dYt24dc+bMadUkSVvIyMhg/fr1zJo1C39/fwDS09PZvXs3CoWC0aNHExYW1mIseOnSJXbt2sXw4cMZNGhQm8Z3v2TYoyTJflwJFhsby+7du1m2bFmrxtfQ0MC2bdvIyMhg5MiRREZGPvW4+eLFi+zevRt/f3+mTJkiKt2FTkUkxJ7Ehf2QekL3BsM6QwbWjhD9OpIkUVJSwp07dzRfhYWFSJKEoaGhpnrM0dEROzs7rK2tRbl/JydJEtXV1eTn55Ofn09BQQH5+fmaJvj6+vq4ublpEmBOTk46kDh9FqdO6gFeQDLQ8iqgWq0mNTWVo0ePUlZWRlBQEEOHDhXJm59QKpWaqpDly5ezceNGPvzwQ/7zn//QrVs3/vnPfwLwyiuvIJPJ+OyzzwC4c+cOH374IRYWFvzxj3/k22+/JScnhxEjRhAeHi7eI7VBUxVWzg9LQuoqGZhbabVaTKVSkZCQwPHjxzEzM2PcuHH4+flpJRZty8rKYt26ddjb2zNnzpxHrgSRJIns7GxOnz7N1atXMTIyonfv3vTt27eVWwMIzwJJkvj222+pqanh5Zdf1unPEUmSWL16NZWVlbzyyiuaWOvq6jhw4ACJiYl4e3sTHR1Nly5duHbtGuvXr6dXr16MHz++3S+a1tXVcenSJSIjIx9p6mPz5/vHH3/M9OnTeffdd1s9JkmSOHLkCCdPniQ4OJjo6OgnSmKp1WoOHTpEQkIC4eHhREVF6cCYXBBal0iIPYnqMtj6H21HodsGTAWfe69G19jYSG5uboskWU1NDQByuRxbW1vs7Oyws7PD3t5ekygTb8Adj0qloqSk5K7kV21tLQBGRkY4Ojri4OCg+W5vb98qU0taXxYQDNQAnX1RDRlNCbF4oO99H6VSqUhMTOT48eNUV1cTGhrK4MGDtbKik67Kz8/nk08+ISYmho8//phBgwbh6urKvn37CA0NBeDNN9/E1taWt99+G1NTU9577z0MDAx4++23+c1vfkNxcTEuLi4kJCQQFBTEBx98oKmyaWhowMjISIvPsJPT9aqw+9FitdidO3fYvXs3hYWF9OvXj2HDhj1xZVRnkZOTw9q1a+nSpQvz5s17YJWcSqUiLS2NhIQEcnNzsbGxoV+/fvTs2fOZfx2Fp5OXl8eXX37J6NGjiYiI0HY4D5Sfn88XX3xBVFQUffu2HIdcu3aN3bt3U19fT58+fThz5gxeXl7MnDlTK+cKN2/e5Je//CXLli3Dzs4OAwOD+1aLqdVqPvnkE1JSUpg8eTLjxo1r09hSUlLYuXMn9vb2zJw587GS6c2VZteuXWPMmDH07dtXp6fbCsKTEgmxJ3XoW8i91nEGx+3JwAhm/PaxBuA1NTUUFhZSVFSk+V5UVERdXdPUVD09vXsmyrp27SoSZTqivr6+RdKroKCAwsJCVCoVAFZWVi2SX46OjnTp0qWDfbgm0FQp1kjnTorJgC3AlEd6tFKp5Ny5c5w8eZK6ujqCg4OJjIx8pqdSqtVqjh49yrfffktjYyOffvopNjY25Ofn4+HhoZlKDrBo0SJ69erFq6++ikwmo3fv3nzzzTeEhoZia2vLli1bGDp0KADBwcH861//IioqiitXrvD5559z6NAhvL29+ctf/kJYWJiWnnEnVFsJB1ZCRTG6XxV2PzLoYgujF4Np21YVNTQ0cPjwYc6dO4eTkxMTJkwQU/p+pLCwkO+++w4TExPmz59/14lpXV0dFy9e5OzZs1RWVuLp6Un//v3x9fXtYJ+Tgi7bvXs3KSkpvP7665ibm2s7nAfauXMn6enpvPnmm3f1q6qvr2f37t2kpqZiaGjICy+8gJ2dnVbizMrK4ve//z3/93//h4uLC42NjZrktUKhQF9fH5lMds/qsebT8Lb8G8/Ly2PDhg2o1WpmzJhBt27dHrpNeXk5GzZsoKysjGnTpun8NFtBeBoiIfak7qTD4e+0HYXukcmgxwDoE/XUu5Ik6b6JsuaTSX19/fsmysQAsvVJkkRdXR0VFRWUl5drkl/5+flUVFQATclLe3v7FokvBweHTtR88yAwDlDRcU+SH2YlsOixt2psbOTSpUskJCRQUVGBj48PkZGReHh4PHN/j++//z6/+93vmD59Ohs3btTcfvz4cV5++WXS0tKApsqRF198kTfeeIPRo0ezcuVKzpw5w1dffQXAV199xdq1a5k+fTqGhob873//48CBA7i4uBAeHs7MmTOZNWsW3333HSUlJfz9739vtea8z7SqUoj9Cuqq2n/1yNYmk4OpBYx5ASys2+QQV69eZe/evdTX1zNs2DD69esnLlbdQ0lJCatXr0Ymk7FgwQK6du1KSUkJZ86cITExEbVaTXBwMP3793+mLygIbae2tpZly5bh7+/PxIkTtR3OA1VVVfHJJ58QHh7O6NGjW9xXW1vLypUraWxsRCaTUVdXx8iRI+nTp0+bjzcuXryIq6sr9vb2mtsWLlyIo6Mj77//PpIkoVar0dPTIyYmBldXV4qLi9mzZw//+9//NPG1RmP+R1VTU8OmTZvIyclh/PjxD7x4dufOHTZs2ICBgQGzZ89u8TwFoTMSCbEnJalhy3+gtkLbkeieyb8Ay7brJdTcg+peibKGhgagKVHWnBgzNzfHwsJC8735ZxMTk2fuJP1hGhoaqKiooKKigsrKSs33H/+sVP7QQ8vU1PSuqi8bGxud7k3ROrYDM2iqEuvgJ8t3+Rh446n2oFKpuHLlCvHx8RQUFODk5MSAAQPo0aPHM3OSfP78eXbv3k1GRgbXr1+nqqqKzz77DG9vb37zm9/w+uuvExkZyb/+9S8OHDjAwYMHOXHiBMuXL+fdd98lMDCQo0eP8sEHH9CrVy+uXLlCeno6e/fupVu3bpw/f55x48ZRWFgINA12vb29uXr1qpiy+rTKCuDA19BQ1/GTYc1kcjAyaUqKWbXeyU1lZSX79u3j6tWr+Pr6Mm7cOPH79xAVFRV899131NXVYW9vT1ZWFqampoSHh9OnTx+dr9oROr5z586xd+9elixZovOrRR8/fpwTJ07w2muv0bVrV6Cp6uq7776jtLSUJUuWYGZmxqFDhzh//jxubm4899xzbdLTtLy8nCVLlpCZmYmxsTEjRozgrbfewsbGhqSkJP773//y73//u0UCacOGDcyZM4cXXniB5cuXa3V8rFKp2Lt3LxcvXqRfv36MHj36rjFZSkoKO3bswNnZmZkzZz5Ti6AIzy5dbNTTMcjk0COiqcF+p60SeUwyGTh6tWkyrOkwMk1iy9vbW3O7JElUVVW1SJRVVFRQVFREVVVViylK0FTJ9NMk2U//38LCAlNT006ROFMoFC0SW/dKdjUnFKHpdTY3N6dLly5YWlri4OCg+blLly506dIFMzOzTvHaPL7JQAwwCVDQ8ZNizf+GXwGLn3pvenp6BAcHExQURGZmJvHx8WzZsoWuXbsSERFBaGhop1+hKDw8nPDwcM3/Z2Rk0LVrV+zs7AgNDWXx4sVYWVnh5OTEW2+9hUwmY+3atfTo0YPAwEByc3NZt24dgwcP5te//jUAv/zlL/nb3/7GF198wfHjx4mMjNTsv6CggK5du6JQKNr9uXYqlSWw/ytorO88yTBoei4NtRC7Asa9/NSf02q1mnPnznHkyBEMDQ2ZNm0aAQEBz+jnwaNTKpXcvHkTPT096urquH37NoMGDWLw4ME62jtT6Ix69+7NxYsX2bdvHy+88IJO/91GRERw4cIFDh06xPTp01Gr1Wzbto2CggKef/55rK2bql7Hjx9PQEAAMTExfP755wwfPrzVK1U/+ugjzMzMuHTpEsnJybzxxhtYW1uzcOFCzMzMMDY2bpHw2rhxI//4xz/Yu3cvY8eOBXikpvttRU9PjwkTJuDo6EhsbCxFRUVMmzYNExMTJEni+PHjHD9+nJCQEKKjo8V7kvDMEL/pT8OnNyQfBUXDwx/7LJAkCB6itcPLZDIsLS2xtLTEx8fnrvsVCgXV1dVUV1dTVVVFVVVVi//Pysqiurpa0/C9mVwub1Fl1lxdpqenh76+Pvr6+k/1870GIiqVCoVCQWNjIwqFosXP97rtYT9XVVVp+rE1MzU11SS4PDw8NEmu5oSXubn5M1Dp9WRqa2s5cUKGqekfGTTo70A9TVMoOyI9mhJiG4CprbpnmUyGt7c33t7e5OXlcerUKfbt28exY8fo06cPffv2xdTUtFWPqSskSdL0BpHL5S1W2Pv1r3/Na6+9xpkzZ/D29sbd3Z2NGzcik8mYOXMmADY2NiQmJjJy5EjNdqWlpZrX6+LFi4SEhGjuO3v2LAEBASIh9jRqKr5PhtV1zv6gktSU6Nv/VVNSzKzLE+2moKCAmJgYcnJy6N27NyNHjuxEU+LbRmFhIcnJySQlJVFdXY2Pjw9Dhw4lPj6es2fP4uPjg5ubm7bDFJ4RcrmcqKgovvnmGy5dukSvXvdeBEsXGBoaMmLECHbs2EFWVhapqamkp6cza9YsXFxcWjzW09OTl19+mSNHjnDgwAGuXLnCxIkTsbW1feLjKxQKzQW8qqoqRowYAUBISAg///nPWb9+PX5+fkyYMIFbt24RExPDwoULAXjuueeYPn06crm8xXhAm2QyGX369MHOzo5NmzaxYsUKpk2bxqlTp0hNTWX48OEMHDhQp5OkgtDaxJTJp5WZBCc2aTsK7ZPJwLsXDHi0Jty6TKVS3ZU0++n3+vp6VCoVSqUSpVKJSqVCrX6yagK5XK5JkkmSRGNj4yPvy8DAAENDwxbff/qzgYFBi0qv5u/iys/jUSqVXLt2jcTERK5du4YkSZiYmPDrX08E5gHntR3iE5ADHsBaoH+7HLGsrIyEhAQuXboEQFhYGBEREZqpEM+Cn/YNUavVTJw4kbfeeovhw4drbv/yyy9Zt24dw4cPx9nZmb///e98/vnnjBkzhv79+/P6668zb948AF588UWsrKz461//KpITT6KxHvZ8BlVlnasy7F5k8qZeYuNfAcNH/11RKBQcP36cU6dOYWtry4QJE0QS5wEqKipISUnh8uXLFBQUYGxsTFBQEH379tU0/25oaGDDhg1kZ2czZcoUAgICtBy18CzZtm0bN27c4I033tDpzw1JklixYgU1NTVUVlYyYcIEevfu/cBtbt++zc6dO6moqGDYsGFEREQ8djJqzZo1rF69WlPV/d1335GUlMTu3bs1j/nlL39JTU0Nn3/+Obt27WLTpk18/fXXGBkZaT7rtVkV9iBlZWWsW7eOkpISZDIZU6dOFe9BwjNJJMSeliTB0TVwJ6PzD6LvSwYmZjDprccaXHc2arX6riTZo/7c/F0mkz00wdX88/2qy4TW1djYyMGDB0lOTtY0b21+2xw0aND3CQwV8F/g9zRNoVbef4c6QY+maZ6/BP4CtH8T9traWs6ePcvZs2epr68nMDCQyMhInJyc2j0WbfpxcuyniTKVSqVJQKSnp/Pqq68SEREBwD//+U8qKip4//33uXPnDhEREaxfv56BAwdq5Xl0ePHb4MbFzlkZdi+PeRHr+vXr7Nmzh6qqKgYPHsyAAQNEBfE91NfXc+XKFS5fvsytW7fQ19fHz8+PkJAQfHx87vmaKZVKdu7cSUpKCqNHj6Z///7is11oF1VVVSxbtozQ0FCiop5+May2dOTIEU6cOEH37t01ldQPo1AoOHr0KKdPn8bJyYmxY8c+0gqLkiTx9ttvc/78ef7whz9w6dIlPv/8c7788kumTJnCt99+q1mQICMjg/79+5ORkcGdO3f44osv+Mc//tEhLvLl5uayYcMGamtrUalUDBs2jEGDBon3H+GZIxJiraGuCrb/79meOjlyIbiIJXmFzqeoqIjly5dzr7fKl1566ScJnDRgAbpdLdZcFbYGiNBuKDQNWBMTEzl16hTl5eV4eXkRGRmJl5eXGJQ9QEFBAXPmzOHOnTs4ODgwefJk3nrrLW2H1THlZMChb7UdhXY85LO7rKyMAwcOcPXqVTw8PJgwYUKbNKvuyJqrhy9fvkxGRgYqlQpPT09CQkLo0aMHRkZGD92HJEkcPnyY+Ph4+vbty5gxY3SyokTofOLj4zl8+DAvv/yyzq4mmJmZydq1azE3N0cmk/Haa689Vh/SO3fusHv3bgoKCggMDGTEiBEPTFhVVFSwcOFCvvvuOywsLAAICgoiNDQUR0dHVq5cSWpqKk5OTjQ0NDBr1izWrl1LXV0df/7zn3n//fd1vh3ExYsX2bt3Lw4ODsyYMYPExESOHTtG9+7dmThxok5XDApCaxMJsdbyrE6d7ERTJQXhftLT09m0aVOLqaxmZmb88pe/vEfSRlerxfRpik17VWEPolarSUtLIz4+nry8PBwcHBgwYACBgYHP9Ilhcy8ymUx2zwRhdXU1d+7coXv37lqIrhNorIcd/4O6Gp65BXJkMjC+d3W3QqEgPj6e+Ph4TExMGD16NIGBgSJJ/T1JksjKyiI5OZm0tDTq6+txdHQkJCSEoKAgzUn04zp//jx79+7F39+fKVOmdPrFRwTtU6lULF++HAsLCxYsWKBzf+MFBQV88803uLq6Mnr0aL744guGDRv22NXQarWa5ORkjhw5Qm1tLX379mXw4MH3Tfz4+Pjwu9/9jsWLmxYaev311zl69Ch/+ctfiIuLIzU1le7duxMXF8eQIUP48MMPO0TVrFKpZO/evZrecVFRUZoWKunp6ezYsQMTExOmTZuGs7OzlqMVhPYhEmKtRTN1Mv3ZmXIhpkoKz4iCggJWrlypmTIpk8kICwtjwoQJD9gqHfgXTf25Gr+/TRvvDXKamuZPBn4F9NVCDI9OkiRu3bpFfHw8N27coEuXLvTt25eQkBDMzc21HZ7OaP7o1rWTlw7nWZsq+VM/uaglSRLp6ens37+fyspKIiIiGDx4MIaGhloOVDcUFBSQnJxMSkoKlZWVWFlZERQUREhIiKYv2NPKyMhgy5Yt2NvbM3v2bMzMzFplv4JwP9evX2ft2rVMmzaNwMBAbYejUVFRwddff425uTnPP/88RkZG7Nu3j8TERN54440nGhM0NjaSkJBAfHw8+vr6zJw5Ezc3t7s+S9etW8fSpUt555132LNnD/PmzUNfX581a9Zw4sQJzp8/z5EjR+jdu7em0b6uKy8vZ9OmTRQVFTFu3DjCwsLuekxZWRlbtmyhoKCA0aNH06dPHzHOEDo9kRBrTXXVsONDUNQ/O4NrMVVS6OQKCwv59ttv6dKlCyNGjGDTpk00NjYyZ84cfH0f5Xe/DPgW+Bi4SVOlVltXjenRVA1mD7wGvAB0vCt9+fn5JCQkkJqaiiRJ+Pr6Ehoaiq+vb4e4EivouGd5quRPjVxIsVFXYmNjuXHjBj4+PowdO1ZMj6TppPzy5ctcvnyZwsJCTExMCAgIICQkhG7durXJyWJubi7r1q3D0NCQuXPnin8Hoc1t2LCBvLw8XnvtNZ1IgNfV1fHNN9+gUChYsmSJJvlVW1vLJ598QmBg4EMuSj5YVVUV+/btIyMjg5dffhkbG5u7/pb3799PUVERJiYmTJ06lYSEBFasWMHXX3/d4rEd4QLV9evX2bZtG0ZGRsyYMeOB/VpVKhUHDx7kzJkzBAQEEB0dLaZQCp2aSIi1tpJciF0BKkXnT4pFTAK/PtqOQhDaTHFxMatWrdJcnTQxMaGgoIBLly4xcuTIR1qpU6FQsGrVKpTKRl55xR9YBuyiqVrMAFC0UrQ/3tdQ4A0g+vvbO7a6ujouX75MYmIieXl5mJmZERwcTFhYmM72PBF03LM8VfInJJmMRpkBH2XJMLLowtixY/Hz89Ppk7u21twcPzk5maysLPT19fH39yc4OPi+zfFbW3l5OWvXrqWmpobZs2c/UjNwQXhSZWVlfPrpp0RGRrZY7VgbGhoaWL16NaWlpSxevBhbW9sW9yckJHDw4EFeeOGFJ57Wl52dzfr16zEyMsLLy4vx48c/tD3DrFmz8PHx4W9/+9sTHVMbJEkiLi6OY8eO4evry+TJkzExebSWGWlpaezcuRNTU1OmT5/+zC16JDw7REKsLRTcggMrQa2m0w60e4+FoEHajkIQ2kxpaSmrVq3C2NiY559//ommrVRWVrJ27VoKCwsxNjbmnXfe+f6eO8Bx4AJwBrgE1H1/36MkyX78GEMgGOgH9AYGAZ23arM5IXn58mVqa2txdnYmNDSU4OBgcQVTeHSX4+DiATrtZ/RjkiS4ae2L27h5j5To74zq6uq4ceMGqampXLt2DbVajaenJ8HBwY/cHL8tYtq4cSN37txhypQpBAQEtHsMwrPjyJEjnDp1ildffRVra2utxKBQKFi7di35+fksWLDgngkvlUrFl19+ib6+PkuWLHnsPqNpaWls27YNFxcXZs6cibGxMWVlZXTt2vWuCwGSJLFnzx7++Mc/EhYWxpdfftlh+prW1dWxfft2rl27xtChQxk8ePBjX+goKytj8+bNFBYWMmbMGMLDw5/piyVC5yQSYm0l5xocWQ2SuvNVioUMg7CR2o5CENpMWVkZq1atwsDAgIULFz5Rn4o7d+6wfv166urqkCQJMzMz3n777fs8Wg1k0JQguwBcBWqAWpoSZWrA9Edf3jQlv3oDAXSGKrDHpVKpyMjIIDExkWvXriGXy+nRowehoaF4enp2mAGroAVqNWz9N9RWajsS3WLaBaa+Dc/I345arSYnJ4cbN25w48YNcnJykCQJJycngoODn6o5fmtSKpXs3LmTlJQURo8eTf/+/cUJqdAmFAoFy5Ytw9HRkdmzZ7f78ZVKJevXryc7O5v58+c/sCoyOzublStXEhUVRd++j94b9fTp0+zfv5+goCAmTpzY4gLA/aY+xsXFoaenx4ABAzSP0/W/wby8PDZt2kR9fT1Tp07Fx8fnifelVCo5cOAA586dIzAwkOjoaK1cIBCEtiISYm0p/2ZTfxK1svMkxURlmNDJlZaWsnr1auRyOQsXLnyiE6LExERiYmI0KwQCGBkZ8Zvf/Ka1wxVo6gWSnJxMYmIixcXFWFpa0rNnT0JDQ7V2lVvQYXeuwuHV2o5CN41YAK7+2o6izVRUVGgSYJmZmdTX12NsbIyXlxfe3t54e3vTpUsXbYd5F0mSOHz4MPHx8fTt25cxY8aIpL/QJlJTU9myZQuzZ8/Gz8+v3Y6rUqnYtGkTmZmZzJkzB09Pz4duExMTQ0pKCq+//vpDx2qSJHHgwAFOnz5NZGQkI0eOfKKkVkdIhiUmJrJnzx7s7OyYMWMGVlZWrbLf1NRUdu3ahbm5OdOnT8fR0bFV9isI2iYSYm2t+A4c+AaUjU3VYh2RTNaU0BM9w4ROLj8/nzVr1mBkZMSCBQue6MQoKyuLVatW3XW7np4e7777bitEKdyPJEnk5ORw6dIlUlNTaWhowN3dndDQUAICAnSiUbCgAw6ugrwbHfczua3IZODs07RYTiehUCjIysri+vXr3Lhxg+LiYmQyGS4uLpoEmIuLS4dJLp0/f569e/fi7+/PlClTMDB49qqDhbYlSRJr1qyhuLiYV199tV0qgdRqNdu2bSMtLY3Zs2c/cjVTXV0dy5Ytw9PTk2nTpt33cUqlku3bt3PlypXHrijrSBoaGoiNjSUxMZGwsDDGjRvX6lPgS0tL2bx5M0VFRYwdO5bevXvrfIJQEB5GJMTaQ2UJnNwCRbe1Hcnjk8nA2AwGTBOrSQqd2u3bt1m3bh3W1tbMnTv3iZe6VygUHDt2jPPnz9PY2Njivvfee6/DnHh1dAqFgrS0NBITE7l58yaGhoYEBAQQFhbWZivDCR1AVSls+0DbUei2Kb8Ei45ZWSlJEkVFRZoEWFZWFiqVCktLS00CzMvL65GbSuuijIwMtmzZgr29PbNnz37izypBuJ+ysjKWL19OWFgYUVFRbXosSZLYuXMnycnJzJgxg+7duz/W9klJSezYsYO5c+feM5FWV1fHhg0byM3NZerUqY+9//vFrGtjiJycHLZt20Z1dTVRUVGEhoa22bGUSiX79+/n/PnzBAUFMWHCBDGFUujQREKsvUhqSDsNF2Kbqq10/cp0c1WYT2/oMw4MRbNqofPKyMhg8+bNuLq6MmvWrFb5YG+edmBqakptbS0Av/nNb8SgQQvKy8tJTEwkKSmJ8vJyrK2t6dmzJz169MDW1lbnBrZCG7oQC6knO08bg9Ymk0HgIOg9RtuRPLLa2loyMzM1UyGrqqrQ19fH3d0db29vfHx8Ot3feW5uLuvWrUNfX59Zs2aJqUtCq0tISODAgQMsXry4zVY4bW5Yf+HCBaZMmUJwcPAT7eO7776joqKCV155pUXVZPNKrbW1tcyePRtXV9enjlcmk3H79m0yMjLo16+f1vsMSpLEqVOnOHLkCI6OjkydOrXdWkWkpKQQExODhYUF06dPx8HBoV2OKwitTSTE2ltHqBaTycDYHAZMFVVhQqeXlJTEzp078ff3Z+rUqa1WXr5q1SqUSiWLFi0iPT2dgoIChg4d2qlOyjoaSZK4desWiYmJpKWloVAo6Nq1K35+fvj7++Pm5oaenp62wxTaikoJG/8JinptR6LbDI1hxm9BTzdXm2xuht9cBZaTkwOAnZ2dJgHm5ubW6acTVlRUsHHjRoqKipg4cSJBQUHaDknoRNRqNV9//TWNjY0sXbq01afe/bin13PPPUdYWNgT76u4uJjPP/+cyMhIhg8fDvyQNDY0NGTu3LnY2Ni0StxqtZpz585x/PhxlEolkZGRREZGaqUlQ1VVFdu3b+fmzZsMGDCAYcOGtfsYpqSkhM2bN1NSUkJUVBRhYWFinCt0OCIhpg2SGq6ehvM6Vi0mqsKEZ0zzakOhoaFER0e32nTGnJwcvvrqK2bMmEGPHj1aZZ9C61IoFNy8eZOMjAwyMjKoqqrCyMgIHx8f/Pz88PX17dDTqoR7KLgFsSu0HUXHMPZFcPDQdhRA05SnvLw8cnNzycnJ4ebNmzQ0NGBsbKyZBunt7Y2lpaW2Q213CoWCmJgYLl++zIABAxg+fLiYli+0moKCAr788ksGDRrE0KFDW3XfR48eJS4urtV6eh09epSTJ0/y8ssvU15ezubNm9t0WnF9fT1xcXGcPXsWExMT+vfvT3h4eLvNAkhPT2fnzp3o6+szadIkvLy82uW496JQKIiNjeXixYsEBwczbtw4jI07/jmkWlJTpi6jUFlIoaqQfGU+lepKVKhQSSpUqJAhQw899GR66KOPjZ4NDvoO2OvZY69vj7nMXCQIOwCRENOmyhJIiYMbiU0rUWpLcyLM2QeCBoOTt/ZiEYR2IEkSR48e5cSJE0+12tD9bNq0iYKCAl577TVxctIBSJJEXl6eJjmWl5eHTCbDzc1NUz3WWleXBS26Eg/n9gFi2PNgsqaLYgGR7X7khoYGTfKr+ausrAwAQ0NDnJyc8PDwwMfHB2dnZ/H+StP7V0JCAocOHcLb25upU6d2ipNRQTccOXKE+Ph4li5dir29favs88SJExw5coSRI0cyYMCAVtmnUqlk+fLlyGQySkpKNFX/bV0pWlZWRlxcHMnJyRgYGBAeHt6mUykVCgUHDhzg/Pnz+Pv789xzz2Fqatomx3pcly9fZvfu3ZiYmDBp0iQ8PDy0HdJjUUkqMhWZ5CpzyVfmU6QqQoUKADly1DxaAYsMGdL34wwjmRGOeo446DvgZuCGs56zSJDpIJEQ0wWNdXDjEqQlNDX8lcnboWpMBkhgYAR+fZtWj7QUJ3xC56dWq9m7dy8XLlxo1cFYs4KCAj7//POnngIgaE9lZaUmOXbz5k2USiU2Njb4+fnh5+eHm5ubOBHviE5shptJon/Yw8jk4BkCg6a36WEaGxs1ya/m7yUlJQAYGBjg5OSEk5MTzs7OODs7Y2NjI04kHuDGjRuavpWzZs3Czs5O2yEJnYBSqeSLL77AyMiIxYsXP/VnX3Nl/pAhQ1q16kySJLZv387ly5fx8PBg/vz57fo5XVVVxenTpzl//jwqlYqePXsSGRnZqhfTCgoK2Lp1K2VlZYwePZrw8HCde08sLy9nx44dZGVlERERwfDhw1t9um1rq1RXktKQwuWGy9RL9Y+V/HpUzUkya7k1PY170t2wO4YysfK5rhAJMV0iSZCf2TSd8nYaIIFcDupW+qP8caLNxgV6RIB7EOh37j4bgtCseenttLQ0oqOj2yRhtWXLFnJycnj99ddFP6pOQKFQkJmZSXp6OteuXaO6uhpjY2N8fX3x8/PDx8dHVGN0FNs+aLroJDychXXTapOtRKFQkJ+f3yL5VVRUBIC+vj6Ojo4tkl+2trYi6fwESktL2bhxI+Xl5UyePLlVVtQThNu3b/PNN98wduxY+vXr98T7uXDhArt37271ynylUsnu3btJSkrCwcGBqqoqXnvtNa1UTtXX13P+/HlOnz5NTU0NPXr0YMCAAbi4uDzxPiVJ4ty5cxw4cAAbGxumTp3aatV6bUGtVnP69GmOHDmCjY0NkydP1rmFPyRJ4rbyNkn1SdxU3mxR1dUe9NEn0CiQYKNgbPREQYq2iYSYrqqpaEqOleRCcTaU5jU1BIZHS5L9OPklk4GlLdi5gY0z2HuAtW69MQlCW2tsbGTjxo1kZWUxbdq0NjlRKCoq4rPPPmPChAn07t271fcvaJckSeTm5mqqx/Lz85HL5S2mVrbX6k7CY1I0wLq/aDuKjmXOH5qqyB+TUqmkoKBAM+UxLy+PwsJCJElCT08PBweHFskvOzs7cfGgFTU2NrJjxw7S0tIYOnQogwcP1rkqEqHj2bNnD0lJSbz66qtYWVk99vbJycls376dPn36EBUV1Wq/k1VVVWzatIm8vDwmTpyIp6cny5YtIyAggOeee65VjvEklEolSUlJnDp1itLSUjw8PBgwYADe3t6P9dwrKyuJiYnh+vXr9O3bl1GjRul8xVWzgoICtm/fTlFREcOGDSMyMlLrFzokSSKlMYXz9eepVFe2eyLsx5qP7azvTIRxBK4GT7cKqvDkREKso1CrobIYSnKakmTlBaBsBKWiKVEmqUHPoKnaS8+g6equjXNTJVhXR1EFJjzTamtrWbduHUVFRcyaNQtPT882Oc62bdvIysrizTffFCd4z4CKiooWUytVKhXW1tZ069aNbt264erqip2dndYHgAKduqH+P2LiuXyniPWvTGrdHT+ksb5KpaKsrIySkhJKSkooLi4mPz+fgoIC1Go1crkce3t7TeLL2dkZe3t78d7YDiRJ4sSJExw9epTu3bszadKkdmv2LXRODQ0NfPbZZ9jZ2TF37tzHSupcuXKFLVu20LNnT5577rlWS4bl5OSwceNGAGbOnKmpwjp37hx79+5l0aJFuLm5tcqxnpRarebq1avEx8eTm5uLg4MDkZGRBAUFPXBsIEkSiYmJ7N+/HwMDA6Kjo/Hz82vHyFuHUqnk6NGjnDp1Cjc3NyZNmkTXrl21EkuFqoIDtQfIVeZq5fj305wY62nUkwEmAzCQiXP29iYSYoIgdGqVlZWsXr2a2tpa5s2bh5OTU5scp7i4mM8++4yoqCj69OnTJscQdFdjYyOZmZlkZmZy584d8vPzkSQJIyMjXFxcNAkyV1dXMcVSG1LjGTp1Dgk3cjDQk2Oor0eIqz0fzB5Bb4+2eU8A8Pjlp3w4ZySTevu3yv5WnUjmwwNnSfzrC62yv/uTQZ8opB6RVFdXaxJezcmvkpISysrKaB5CGhgYYGNjg6Ojoyb55eDg0GEqGTqr9PR0tm3bRpcuXZg1a5aoYBWeSkZGBuvXr2fy5MmEhIQ88jYbN24kICCAyZMnt9oFoqSkJGJiYnBycmLGjBktmtir1WpWrlxJY2MjS5cu1YkkvCRJ3Lp1i1OnTnH9+nW6dOlCREQEYWFhGBq27CVVUVFBTEwMN27cIDQ0lNGjR3f4Va+zsrLYsWMHtbW1jB07ltDQ0HarXJUkieSGZE7UnUCNWmsVYQ8jQ4a53JzRpqNFtVg7EwkxQRA6reLiYtasWQPA/Pnz23SlwO3bt3Pz5k3efPNNcRIo0NjYSG5uLtnZ2dy5c4fs7Gzq6uoAsLOz0yTIunXrJpqFt4dT2xm65OdMCvPj52P6Ut+o5LdbjrL53FXu/O+NNjtsR02IqZGRrjJjR0HT7zKATCaja9eu2NjY3PVlYWEhfod1VHFxMRs2bKCmpoapU6fi4+Oj7ZCEDmzr1q3cuHGD1157DTMzswc+NjMzk3Xr1uHr68u0adNaJTGlVqs5ePAgp0+fJjQ0lPHjx99zzJWfn8+XX37J8OHDGThw4FMftzXl5+dz6tQpUlJSMDY2pm/fvvTt2xcTExMuXbrE/v37MTIyIjo6Gl9fX22H22oaGhqIjY0lMTERf39/oqOjH/o79LR0tSrsfkS1mHaIhJggCJ1Sbm4ua9euxczMjHnz5mFpadlmxyotLWXZsmWMGTPmqRrOCp2XJEmUlpaSnZ2tSZIVFhYCYGJioqke69atGy4uLnddMRaeUtwmhi79lSYhBpByp5Dgd78iyNWOJYN6am5PzCog7I9fI636HQBD/7mGCB8XLmblc+p6Dr4OXfn2hWiCuzU1Na6sa+B3W44Rk3iNspp6/J1s2Pb6VH6x/hBbL1zFSF8fPbmMeRFB/GZ8BJ6/+oyyT3+BlVlTpeDP1x6kvLaeVS9GAzDvi50cScuiur4RXwdr/jNrOMN6eHApK5+Iv36LQqXGxLDpBPDKP15iZVwSibcL2fGzaQBcLyjltdX7OXczj66mxrwxMlzz3JoTalPDu/PJofPIZPDb8ZGa+5tJQI6hDbfd+2uSXl27dtWJSgvh8dXX17Nt2zauX7/OiBEjiIyMFAlM4YnU1NTw6aef4u3tzdSpU+/7uKysLNauXYu7uzszZ85slQuFdXV1bNmyhZs3bzJmzBj69u37wN/j/fv3c/78eV599VWtTdN7kPLychISErh48SIApqamVFZWEhoaypgxYzptNfnVq1eJiYlBJpMRHR2Nv3/rXDD6MUmSuNx4mbjaOJ2uCruf5mqxsWZjcdZ31nY4nZ4oYxAEodO5efMmGzZswM7Ojjlz5rT5SkMnTpzAzMyMXr16telxhI5LJpNpEguhoaFA00lqTk6OJkF26tQpGhoakMlkODg4tKgis7KyEiewT0Ol5Mfj4doGBV8dT8Ldpgs2Zg+firL6VAp73ppBoIsdr34XyxtrDnDst/MAWPhVDLUNShLefR7HLuYkZRdgYqjP5ten3FUhdquo/KHHGhHgwafzx2BqaMCHB84xbdl2bv3nVcLcHfn8+agHVogpVWom/G8Tz4X5sfPN6WQUlDL2gw3YW5oxJyIQgNTcYuYbGpDzvzeIv3aHUf9ZT3SYL972P5wwygBXJ0dcIyMfGq+g+4yNjZk1axZHjx7l0KFD5OfnEx0dLRLvwmMzMzNjzJgx7Nixg+Dg4Hv2tcrJyWHdunW4uLgwY8aMVkmGFRYWsmHDBurr65k/f/4j9YIdOnQoV65cYd++fcyePVvnPkOtrKwYO3YsVlZWHDp0iKqqKmQyGSqVioqKik6bEOvevTuurq7ExMSwYcMGwsLCGDNmTKv1OZQkifi6eC40XGiV/WmDhES1upqtVVsZZzYOb0NvbYfUqYmEmCAInUpaWhpbt27Fw8ODGTNmtPmAv6ysjKSkJEaPHo2BgShtFh6dsbEx3t7eeHs3DXQkSaKoqEiTIMvMzOTcuXNAUxWZra3tXVPVrK2txRTdR6Fsmvb32y3H+NOOExgb6BPq5sCun0/nzTUHHrr5vIggero5APD8wGDGftDUyLmgoprtFzLI+uA1nLs29bAJc3+6VZwXDeqp+flX4/rzj92nSL5TyADfbg/d9kxmDnkVNfxt6pCmPmnd7Hl9RG9WnUzWJMRszU34ZVRTJevQHu542HYhMaugRUIMaFq0R+g05HI5I0aMwNHRkZ07d1JQUMC0adOwt7fXdmhCBxMSEsLly5fZs2cP7u7uLRIZ+fn5rFmzBgcHB2bPnt0q46KrV6+yfft2rKysmD9//iNXexkZGTF27Fg2bdpEWloaAQEBTx1LayovLycmJobMzEzCwsIYOnQoaWlpJCQkcPnyZXx8fBgwYADu7u46l8x7Wubm5syaNYtLly4RGxvLrVu3mDRp0lMvgqCW1BypPUJqY2orRao90vf/7anZw2hpNN2Nums7pE5LjKIFQeg0Ll68yO7duzXNW9tjes/JkycxNTWld+/ebX4soXOTyWTY29tjb2+v+X2qra3VNOkvKSmhqKiItLQ0GhoaNNt06dIFW1tbrK2tWyTNLC0tO90g+olJagD+OW3oXdMDH4Vjlx/6nJgZGlJd35RgyyqpxEhfDzebLq0Splot8d6242w6l0ZBRQ1ymYzK+gaKq+oeafs7pVU4W5ljqP/De5+XnRVrElI0/+9g2bJni5mhAVXfP58Wvn/NhM4lMDAQBwcHNm/ezIoVK4iKiiIsLEy8VwiPTCaTMWHCBD777DMOHjzIhAkTACgqKmL16tV07dqVOXPmPPUFSUmSiIuL49ixY/To0YNJkyY99j67d++On58fsbGxeHt768Rqq5IkceHCBQ4ePIixsTFz587V9Pbr168f4eHhpKamEh8fz7fffouTkxNhYWEEBQV1+Ob6PyaTyejVqxceHh5s376dVatWMWDAAIYOHfpE43e1pOZAzQHSFeltEK32SEjsr92PEiVBRkHaDqdTEgkxQRA6hfj4eA4dOkR4eDhRUVGttpLRg5SXl5OYmMiIESNEdZjQJkxNTfHz82sxLUWSJGpra+9a9S8zM5Pz58+jVjclMgwMDLC2tm5RUdacMOuMUzGuX79OeXk5ISEhd5806d//79Pc2JDaxh+qofIqqh/5mO42ljQoVWSXVNLN5u4+hXJ5yySDuXFTXLWNCk0PsbyKakwMmoZj606nsu50KvvfnoWvg3VTI/tX/6tZzfGn+/spV2sLcsurUShVGHyfFLtVXIFr1yfooagn3tM6K1tbW1544QViY2OJiYnh1q1bjB8/XieSBULHYGVlxahRo9i7dy/+/v506dKF7777DnNzc+bNm/fUnzGNjY3s2LGDtLQ0hg4dyuDBg58oaSuTyYiKiuKzzz7j6NGjjB079qnieloFBQXs3buX27dv06tXL0aPHn3X352enh4hISEEBwdz/fp1zp8/z759+9i/fz/du3cnNDQULy+vdhnntgdra2sWLVpEfHw8x44d49q1a0ycOFGzKnxzAtHf37/FaqI/JkkSR2uPdrpk2I8drj2MocwQP8O7pykLT0ckxARB6NAkSeLgwYMkJCQwePBghg4d2m5Xuk+ePImxsTHh4eHtcjxBgKYBvpmZGWZmZri7u7e4T61WU15eTklJSYuEWXZ2NlVVVZrHmZmZaaZcmpubY2pqes8vQ0PDDlM5Eh8fz61btzhw4AC9evWib9++WFtbN935gOROL3cHtl1I57URvWlQqvjX3oRHPqZDF3Mmhvnx8rf7+GrxeBwszUjKLsDNxhIbc1McLM24UViuebythSluNpZ8G3+Zd8ZFcDw9i73JN5j6fY+xyroGDPX1sDU3pVGp4v/2JlBV3/DD8SzNyKuopq5RgYnh3c+pr6czDpZm/GF7HH+aNIhrBaV8cug8/5ox/JGfEwAymUiIdXIGBgZER0fj4eHB7t27yc3NZdq0aTg6Pt2UX+HZER4eTkZGBtu3b0eSJLp06cL8+fOfum9rWVkZGzZsoLy8nJkzZ9K9+9NNFbOysmLIkCEcPnyYnj17ahIt7amxsZFjx45x+vRprK2tWbBgwUP7oMlkMnx9ffH19aW6uprk5GQSExNZu3YtFhYWhISEEBoaiq2tbTs9i7Yjl8sZNGgQPj4+7Ny5kxUrVjBgwACGDBmimZ6blpbGvHnz7jkmia+LJ6Ux5R577lxia2IxkBngafDwHnrCoxMJMUEQOqz6+nq2b99ORkYGY8eObdcVHisqKrh06RLDhg0TjYkFnSGXy7G2tsba2vqu5dobGxs1CbLi4mJKS0spKiri1q1b1NbW0th497Q5uVx+32TZ/b60VS3ZXJGgUCg4e/YsZ86cwd3dnbCwMHrq6Td1ir+Ht8b05VJWAd1+sQw3G0teHxHOsau3H/m43744gXc2HSX8Tyupqm+kh7MtW1+fAsDvJkTy5toD/HXXSeZEBPLZgrGsXDKeV77dzz92n2J8iDez+gagUKmApv5kh67cxP3tT7E0NuTno/u2qO4a3sOd/t4uuLz1CWq1RPLfWjbXN9DXY/db03l99QEcf/YxXc2M+cWYfpr+YQ9zIv02Uf/dSPWX74CeGCI+C4KDg3F2dmbLli189dVXjBkzhvDw8A6TCBe0RyaT0adPH65fv46xsTELFix46mTYzZs32bx5M8bGxixZsqTVetz179+f5ORkdu/ezZIlS9qtukqSJNLS0oiNjaWuro5hw4YRGRn52FMCzc3NiYyMJCIigtzcXBITE7lw4QLx8fG4uroSGhpKYGBgh6/+dnJy4sUXX+TkyZPExcVx5coVzcW8zMxM0tPT70qQXmm40qEb6D8OCYk91XuYazmXrnq6t3JqRyWTmuvwBUEQOpDCwkI2btxIbW0tU6ZMuevkv63t3buXlJQUfvazn4lpJkKnoFQqqauro7a29pG/lErlXfvR19fH1NQUIyMjZDJZm3yp1WoUCgWNjY2a75WVlSgU924E/3I/bxwK00VfrEclk0PwYAgbpe1IhHaiVCo5cOAA586dIyAggOjo6A5/ci20rVu3brF+/XosLS0pLi4mOjr6iVfbliSJs2fPsn//fjw9PZk2bVqr98vKzs5m5cqVjBo1ish2WEG3tLSUffv2cf36dfz8/IiKisLKyqrV9q9UKklPTycxMZEbN26gp6dHjx49CA0NxdPTs8MntQsLC/nmm2+or6/X3GZpacnrr7+uufBWpa5idcVqFDw7i8DIkOGg58B0i+nIZZ1j2qy2ict/giB0OFeuXGHHjh107dqVF1988YdpUe2kqqqKixcvMnjwYJEMEzoNfX19LCws7tuj414UCsV9k2UNDQ1IkvTUX2q1+q7b5HI5BgYGmoo0Q0NDbt++TW5urqbflkwmQ09Pj/DwcOz8XaAgra1eus5HUoONi7ajENqRvr4+48aNw8PDg127dvHll18ybdo0nJ2dtR2aoINu3LjBhg0b6NatG7NmzWLfvn3Exsbi4eHx2GMyhULB3r17SUxMpH///owaNapNKri6detG//79OXLkCL6+vtjZ2bX6MaApUXXy5ElOnjypWU3R39+/1Y+jr69PYGAggYGBVFZWaqZUXr58GUtLS3r27EloaGi7j5FbS1lZWYtkGEBlZSUnT55k2LBhSJLEoZpDKLn7wlxnJiGRr8onsSGRXsZPloAWWhIVYoIgdBhqtZojR44QHx9PUFAQ0dHRWpmuGBsbS1JSEj/72c/EFXRB0BHHjx/n+PHjQFO1QXh4OMOGDWuawlNdDlv/rd0AO5ppvwIzK21HIWhBWVkZW7ZsIT8/n1GjRtGvX78OX20itJ709HQ2b96Ml5cXM2bMQF9fn4aGBr744gvMzMxYtGjRIye0iouL2bx5M6WlpUyYMIGePXu2aewKhYIvvvgCIyOjNpk6eePGDfbu3Ut5eTmRkZEMGjSoXcepkiRx584dEhMTSU1NpaGhATc3N0JDQwkICOhQF3E/+eQTSktL77pdJpPx0ksvUdK1hEO1h7QQmW6QI2ee5TwxdbIViISYIAgdQm1tLVu3buXmzZuMHDmSiIgIrQzQq6qq+PjjjzVLQwuCoBvOnz/Pnj17cHd3JyoqCgcHhx/ulCTY8DdorL//DoQfGJrArN83NdcXnkkqlYpDhw5x+vRp/P39mThxYqtPYRM6ntTUVLZt24a/vz9Tp05t0QsrOzubb775hiFDhjBkyJCH7qu5p1eXLl2YPn16q/ULe5icnBy+/vprzeqVraGyspL9+/dz5coVPDw8GDduXJtVoD0qhULB1atXSUxMJDMzEwMDAwICAggNDcXd3V3nk9yJiYmaBYHKy8upqqrSVIz5hfpRNrjsmZoq+VNi6mTrEQkxQegk1q1bh6GhIZMmTUJfv3PNhs7Ly2PTpk00NjYybdq0h67M05Z2797NlStXePPNN0V1mCDoEIVCQWFhIc7Ozvce6B/8BnKvt39gHZGzL4xaqO0oBB2Qnp7Ojh07MDIyYtq0abi6umo7JEFLkpKS2LlzJ0FBQUyaNOme1VVHjhzh5MmTLFmyBBeXe0+7VigU7Nu3j0uXLtGzZ0/GjRvX7tX+zbMNXnzxxadaWVWpVHL69GlOnDiBgYEBo0ePJjg4WOeSTRUVFSQlJZGYmEhZWRlWVlaaKZWt2desrSmVSsoryokziOOO6g4SIo0xyGSQmDr5lERCTBA6uLNnz/Kvf/2L3NxcPv30U8LCwrQdUqtKTk4mJiYGOzs7ZsyYodUP7uLiYj777DNGjRpFRESE1uIQBOEJXDwIKXGisf7DiIb6wk9UVFSwZcsWcnNzGT58OJGRkTp3wi+0reYK3LCwMCZMmHDfqYYqlYqVK1fS0NDASy+9dFei68dTJMePH09oaGg7RH/vOFesWIEkSbz44ouPfSFZkiRSU1M5dOgQVVVVmin6un6hVJIkbt++TWJiIleuXKGxsREPDw+Cg4Px9fV9rB6i2pLemE5sTay2w9AZcuQs7LIQC7nu/9vpKpEQE4QO7MKFC/Tp04cVK1awZMkSoOnDrjMMVFUqFQcPHuTMmTP07NmT8ePHa1aV0ZZNmzaRm5vL66+/3umq8ASh08tKhWPrtB1FxzBsLrgFaDsKQYeoVCqOHDnCqVOn8PLy4rnnnqNLly7aDktoB6dPn2b//v307duXsWPHPnSMWVxczBdffEHPnj2ZMGGC5nZtTZG8n/z8fFasWEFkZCQjRox45O2ys7PZv38/OTk5+Pv7M3LkSGxtbdsw0rbR2NhIWloaiYmJZGVlIUkSTk5O+Pn54evre/9qay1bX7meIlWRqA77ngwZ4cbhRJq0/cqpnZU4oxOEDqx37974+/ujVDatsPLxxx+jUqno1asX/fv3x8jIqEMmyKqrq9myZQvZ2dlERUXRp08frT+H7Oxs0tLSOuWUVEF4Jth1A2QgBtEPIfv+tRKEH+jp6TFq1Ci8vLzYuXMny5cvJyoqipCQEK1/Pgtt58SJExw5coTIyEhGjhz5SP/Wtra2jB49mr179+Ln54enp6dmimRISAjjx4/XyoJIP+Xo6MjQoUM5evQo/v7+D50OXFZWxqFDh7hy5QqOjo4sWLBAqy08npahoSE9e/akZ8+e1NbWcv36dTIyMjh9+jTHjx/HzMwMX19f/Pz88PLy0omG/AXKAgpVhdoOQ6dISFxuuEw/437oyfQevoFwF1EhJggdyLZt2/j2228ZO3Ys3bt3Z9iwYcTHxzNo0CD69OmDn58fTk5OXLp0idDQUP797393uIRYTk4OGzduRK1WM336dNzd3bUdEpIksWrVKs0UgLZYDlwQhHZw6DvIvSamTd6PTA4uvjBigbYjEXRYXV0dsbGxJCcn06NHD8aPH4+ZmZm2wxJakSRJHD16lBMnTmia5D/OWFKSJNavX8+dO3cwMzOjvLyccePGERoaqlNjUrVazcqVK6mvr2fp0qX3nIlQX19PXFwcZ8+exdTUlOHDh9OzZ0+deh6tSaVSkZ2dTUZGBteuXaO4uBi5XI6Hh4emesza2lorsR2sOUhaY5qoDruHsWZj8Tf013YYHZJIiAlCB6BWq/n9739PXFwcr7zyCrm5uSxfvpzY2Fj8/f357W9/S2BgIPPmzQPg8OHD/PGPf2T79u1aX+XmcVy8eJG9e/fi5OTE9OnTsbS01HZIQFNT4Q0bNjB37lx8fHy0HY4gCE8qJwMOfavtKHTbyIVNSTFBeIgrV66we/du5HI5EyZMoHv37toOSWgFkiRx8OBBEhISGDlyJAMGDHii/Zw9e5Z9+/ZhaGjIokWLnqp5fVtqnuLZu3dvxo4dq7ldpVJx4cIFjh07hlKpZMCAAURGRmq9fUd7Ky0t5dq1a1y7do1bt26hUqmwtbXVVI9169atxWqjbaVeXc+KihWoERe0fkqGDEc9R2ZYztB2KB2SSIgJgg5TKBQcO3aMESNGMGLECNatW4eTkxP19fX0798fa2trjhw5glqtblG1tGnTJuLi4li2bJkWo390SqWS2NhYLly4oBmQ6Mq0RLVazeeff46ZmRkLFizotFcEBeGZIKlh63+gpkLbkegmMyuY+sumSjFBeATV1dXExMSQkZFBaGgoY8aM0fnG4sL9SZLE3r17OX/+PFFRUfTt2/ex96FQKIiNjeXixYu4u7uTlZVFdHQ0vXrp7kp4zX3SFixYgIeHBxkZGRw8eJCSkhLCwsIYNmxYh2g439YaGhrIzMzUJMiqq6sxNjbG29sbPz8/fHx8MDU1bZNjX6y/yIm6E22y785iruVcbPU6Xj87bdONM05BEO4pLi6OrVu34ubmhpWVFfv27WPx4sUYGRkxcOBAli9fzo4dO5g0aZJmmxUrVrBs2TJef/117QX+GKqqqti0aRN5eXk6OWBKSkqiqKiIiRMnimSYIHR0Mjl0j4AL+xG9xH5KBj0iRDJMeCzm5ubMmjWLxMREYmNjuXnzJhMnTuzQvZWeVWq1mpiYGBITE594PPbjVSSjo6MJCwsjJiaG2NhY3N3dsbGxaYPIn16/fv24evUqW7duxdramuzsbLy8vJg2bZrOVrZpg5GRET169KBHjx5IkkReXp5mauX27duRyWS4urpqqsfs7e1bZewsSRJJDUmt8Aw6LxkykhuSGW46XNuhdDgiISYIOubGjRvY2trSpUsX9PT0KC8vx9fXlyFDhvB///d/5OXlsW/fPmbPns3vf/971q9fz6RJk7hz5w5vvPEGCoWCdevWERgYqO2n8lC3b99m06ZNyOVyFi5c+NCGpu1NoVBw9OhRAgMDcXFx0XY4giC0Bp/ecOkAqEVCrAW5HLx164KE0DHIZDLCwsLw9PRkx44dfPfdd/Tr148RI0Y8O9PLVEooy4fqsqafVYqm78hATx/0DEBfHyxtoYsdyHWr+bVKpWLHjh2kpqYyefJkQkJCHnsfly9fZvfu3VhYWPDCCy/g4OAAwNixY8nKymLLli0sWbJEZ2YA/FhOTg5qtZqamhrUajVz5szBx8dHXAh9AJlMhrOzM87OzgwdOpSqqipN5VjzYgxdunTRJMc8PDwe+H5w7do1SktL6du3712ve64yl0p1ZVs/pQ5NQiKtIY0hJkNEc/3HJKZMCoKOyMrK4le/+hVyuZwPP/xQc0Wqd+/e/Pe//2XIkCEcOHCAK1eu0K1bN6ZOncr//d//UVNTw1/+8hdqamrIzc3F17ep98tPp1HqEkmSOHfuHPv376dbt25MmzYNc3NzbYd1l5MnT3L06FFee+01rTUQFQShDZzcAplJorl+M5kcvHrCwGnajkTo4CRJ4syZMxw6dIiuXbsyadKkzndBqTn5VZILJTlQfAfKC+/xftJ8Uv+TUy25Hlg7ga0r2LiAjbNWk2RKpZKtW7eSkZHB1KlTCQgIeKztfzxFMjg4mAkTJty1imR+fj5ff/01ISEhREdHt2b4TyUvL4+jR49y7do17OzscHNz48KFC8yZM0cznhYen1KpJCsri4yMDDIyMigvL0dfX59u3brh5uaGu7s7rq6uLRJkK1asIDc3Fz8/P6ZMmdJiVcvz9ec5VXdKNNN/BLMtZmOvb6/tMDoUkRATBB3w3nvvsX37dubPn88777wD/JDQ+t///oehoSGvvfbaXdvNmjWL6Oho5s6d2+J2XV5ZUqFQsGfPHpKSkujXrx+jRo1ql2acj6uuro6PPvqIkJAQxo0bp+1wBEFoTaW5EPOptqPQLdGvgbWztqMQOomioiJ27NhBXl4egwYNYvDgwTr5Wf/IVErISoWrp5sSYM3JL5n8yRPrP95WrgeOXtC9P7j4NVVstgOFQsGmTZu4efMmM2bMwM/P77G2z8nJYfv27VRUVBAVFUVYWNh9x58XL14kJibmiSvQWlNBQQHHjh3j6tWr2NjYMGTIEAIDA5HJZKxdu5aCggJeffVVTExMHnmfKSkpBAUFtWHUHZMkSRQXF3Pt2jWysrK4ffs29fX1yOVynJ2dcXNzw8XFha1bt6JWq5HJZFhbWzNnzhzNxei91Xu5rrguEmKPYITpCIKMxO/h4xAJMUHQAUOGDKF79+588cUXAFy6dInAwEAMDQ35+OOPaWxs5O2330ahUKCnp8f777/Ppk2b6NmzJ5999lmHWe68uLiYbdu2UVRURHR0tNYHRA9y4MABLly4wJtvvtlhXl9BEB7DhVhIOcmz3ktMAmo8e2E+eKq2QxE6GZVKxYkTJ4iLi8PR0ZFJkyZhb9/BKheqyyDjHKSfhcY6kMmgrU6dmvdtatmUGPMNB+O2G380Njayfv167ty5w+zZs/Hy8nrkbX/6bztlyhRsbR/czFuSJHbu3MmVK1d44YUXtPK7UFxczLFjx0hNTaVr164MHjyYkJCQFjMqKisrWb58Ob6+vkyZMuWR9puSksIf/vAHunfvzj/+8Y+2Cr9TkCSJoqIiTXIsKyuLqqqqFo+RyWTo6+szc+ZMvL29WVm+kiqp6j57FJrJkRNgGMAIsxHaDqVDEQkxQdABly5dYs6cOfzsZz9jy5YtQFOj2kGDBjFlyhSio6NJSUnRPP6///0vERERREREALpdEQY/TKE4fPgwlpaWTJs2DScnJ22HdV/l5eUsW7aMgQMHMnToUG2HIwhCW1ApYOcnUF3adie4Ok6SyShXyvn0jpwegcEMHTpUZ5teCx1Xbm4u27dvp6ysjOHDh9O/f3+dbekANFVt5V6HtNOQk962SbD7kjUd1yOoKTlm59b0/62kvr6edevWUVBQwJw5c3B3d3/kbYuLi9m+ffsTVf8pFAq++uor1Go1L7744l1TK9tKaWkpx48f5/Lly1hYWDB48GBCQ0PvG3dycjLbt29n6dKlj9xUPzY2lnHjxnH06FGGDBnSmuF3apIkcezYMeLi4u55/8DhA0kJSrnnfcLd7PTsmGM5R9thdCgiISYIOmLp0qUcPHiQDz/8kKioKE6dOkV0dDRHjx5l9erVTJo06a7kTPOfry4nw8rKyti5cydZWVn07duXkSNH6nyT3R07dnD9+nXefPPNdhusCYKgBUXZsPdzbUehVaqxL5F4p5jjx49TXV1NaGgoQ4YMoUuXLtoOrcP44osv+PDDD1m/fj2hoaHaDkcnKRQKjhw5wunTp3F2diY6Olo3V+8rzYMTm6G84OmmQ7aW5hgcvWDAFDDv+tS7rKqqYs2aNVRWVjJ37txHXtCouf/rwYMHsbS0ZPLkyU+0GFJxcTErVqzA39+fyZMnt+kYtrS0lJMnT5KYmIiZmRmDBg2iV69eD23sL0kSV69epUePHg99nEwmIyEhgZdffpnhw4fzxz/+ESsrq1Z8Fp3fli1bSE1NBZrOaZpfV3Nzc3qN60WSg1hh8lHJkfOq1auisf5j0L1lPgThGfXRRx9RVFREt27dgKZplGPGjCEtLQ25XH7PpvO6nAiTJImLFy+yf/9+TE1NWbBgQYdYhr2goICkpCTGjRsnkmGC0NnZdYOgQc/u1Mmgweg5uNPbwZ2ePXty/vx5Tpw4QXJyMuHh4QwcOFAnFzzRtuaTtfLycnbu3MkHH3yAtbU1arWaxsZGNm3axPLly3FycmLkyJG89NJLul0R1Q4MDAwYM2YMAQEBxMTE8OWXXxIREcHQoUN14yKZWgXJxyD56A+3aTsZ9uMYCm7Bjo+gzzjw6/PE1WIlJSWsXr0aSZJYvHgxdnZ2j7RdZWUlu3bt4saNG4SHhzNq1KgnHiPZ2toSHR3N1q1bcXNzIzw8/In28yB5eXnEx8dz5coVTE1NGTVqFOHh4Y/8uyaTyR6aDGt+3O7du3nzzTdZsmQJv/jFLx6r75jQpLq6GrlcjouLC15eXnh4eODq6oq+vj7n688jq5N1+P5ht87dYv0b6ynPLWfc78cxZOkQNv58I0m7ktAz1OOvV//aKsdRo6ZEVSIa6z8GUSEmCDpq48aNfP755xw4cIDnn3+e6OhoZs+ere2wHsmPB069evVi9OjRLVaL0WVr166ltLSUV199tWM3ABYE4dE8i1MnZTKwsIbn3gC9lieIDQ0NnDlzhlOnTqFWq+nXrx+RkZHiJO8nSktL+etf/4qrqyuGhoacP3+eZcuW8c033/Ddd99pVkxbu3YtixcvZuTIkZpty8vLaWxs7Hj9tFqJSqXi1KlTHD9+HAsLC8aPH4+Pj4/2AvpxVVhH4OgJA6Y+drVYTk4O69atw9TUlHnz5j1yFWhKSgp79uxBX1+fiRMnttq/1d69e7l48SKLFy/G2fnpF/SQJImbN28SHx9PZmYmXbt2JSIigtDQ0FZNulZVVfHZZ5/xzjvvsGbNGt59913eeecdlixZgqGhoWZRLLVajUql0o2Er45TKpVIknTP16otGup/Ev0Jt87dQs9AD30DfZwCnZj010l0C+3Wasf4qc8mf4Z3pDdjfjUGgMzTmXw15yveS3wPE8vW/XwVjfUfj6gQEwQdolQqOXfuHO+99x4Af/rTnzAwMOCbb77pEAklSZK4fPky+/btQ19fv8MtW52Zmcn169eZNm2aSIYJwrNCzwAGTYd9X2g7kvY1cPpdyTAAIyMjBg8eTJ8+fYiPj+f06dOcP3+eyMhI+vXrJypnaZr+995779GnTx8WLlzIb3/7W6ysrLCwsGDPnj1MmzaNsLAwwsLCiIuLY8uWLZqEWH19Pf/617+oq6tj6dKlvPXWW4wePZqIiAjCw8MfOpWrM9DT02PQoEEEBASwZ88e1q5dS3BwMGPGjGnfRWzuVRXWERRkPXa12I0bN9i4cSMODg7MmTPnkRLcdXV17N27l5SUFAICAhg/fjympqat8QwAGD16NDk5OWzevJmXXnrpiZPuarWaq1evcvLkSfLy8nB0dGTq1KkEBAS0SWWmhYUFcXFxrFy5Ej09PT744IMWswrkcjm5ubmsX7+eqqoqfvGLX2BpadnqcXQmD3rfq1ZXt0l1WPQfoxn6ylAU9Qp2/2U3X839ij+n/rnVj9OsJKuEgS8MbPH/Vq5WrZ4MkyOnRl3Tqvvs7Dr/p64gdCD6+vrk5OQwffp0li5dqrm9I5yA1NTUsHv3bq5evUpwcDBRUVEdqqJApVKxb98+3NzcCAgI0HY4giC0J7tuTQmiE5u0HUn7GDSj6Tk/gImJCSNHjqRfv36cOHGCY8eOcerUKfr06UO/fv2e6dV3V61axapVqxg0aBClpaWkpqby/PPPA+Dm5kZtba3msUlJSfj7+1NVVYWFhQVr1qxBrVbz+9//no8++oiSkhJyc3P51a9+hY+PD++99x5eXl6UlZXR2NiIg4ODtp5mm7OxsWH+/PkkJSVx4MABrl27xujRowkNDW37lhB11XBoVVN1WEcjqUGlhtM7IfsKDJ0D+vcfJ16+fJkdO3bg7e3N9OnTH6liKTMzkx07dtDY2MjkyZMJDg5u9X8TfX19pk2bxpdffsnOnTuZOXPmYx1DqVSSlJTEqVOnKC0txdPTk3nz5uHl5dVmvz/N06VjYmKIiIjAxcWFqVN/WKE3Pj6eW7du8ac//YkXX3wRT09PLCws2iSWZ4UCRZvu38DYgP7z+nP88+McXXaU+FXxVBVWYW5rztBXhjLoxUEAfD3/a5wDnYn6TZRm202/2AQymPHBDOqr6tn53k5S9zf1QguKCmLiXydiZGbEe93fo7qomtUvrkamJ2P8u+OJ+VMMKoWKX3f7NT2f68ncT+e22nNSomy1fT0LREJMEHTMtGnTND83l13rcq8wgLS0NHbv3g3A9OnTO2RC6cyZM5SUlDB16lSdf70FQWgDXj1B0dB0ktmZRUwEz5BHfriFhQXjxo1jwIABJCQkcPr0aU6dOkVoaCiRkZFYW1u3YbC6KSoqitraWtauXct7771HdnY2ZWVleHl58be//Y2FCxcyfPhwQkNDSU1NpX///hgbGwOwYsUK/va3v2Fra8uJEyf4+9//zqhRozT7ViiaTv4OHTrEJ598wqlTp/j0009bXCTrTGQyGaGhofj6+nLgwAF27dpFcnIyEyZMaLsVT6vLYf/XUFPeNvtvT7nX4cBKGPk8GN59EfL06dPs37+fnj17Eh0d/dDqd4VCwaFDhzh79iyenp5MnDixTRfY6Nq1K5MmTWLDhg0kJCQQGRn50G3q6+s5f/48Z86cobq6mh49ejBlyhRcXFzaLM5mMpkMlUqFnp4ee/fuZfDgwaxevZoRI0bwq1/9CgMDA7p168aKFSsYOHAgMTEx/O1vf8PExIS33367zePrjJRS2yZ3GmsbSVidQNduXbF2s+a1Ha9h5WLF9ZPX+XLml7gEu+DV34v+8/qz7TfbGPvOWGQyGYp6BRe3XeTVba8CsO232yjLLuOd+HeQJIlvFn7Djt/vYOaHM/nr1b/y555/ZvI/JhMyvunz19jCmOOfH+fXcb9u9eekklStvs/OTCTEBEGH6XoT3rq6Ovbt28fly5fp3r07EyZM6JBVA1VVVRw/fpzw8HDdXPVKEIT24d+3KSl2IVbbkbSN8Cjw6/tEm3bp0oWxY8cyZMgQzp07x9mzZ7lw4QIBAQFERka2y8mornB1deVnP/sZP/vZz4iLi+PPf/4zM2bMwNDQEAcHB/bs2UNmZiYXL14kJSWFwMBADAwM2Lt3L2ZmZowaNQqVSsXly5dZtmwZt27dYty4cbi4uGiqd8LDw4mLiyMo6NnoA2NmZsbkyZMJCQlhz549LF++nMGDBzNgwIDWbWFQUQz7v4L6Gt1omv+0JAmK78C+FTB6MZiYf3+zxOHDh4mPjycyMpKRI0c+9GJfbm4u27dvp7y8nDFjxtCvX792uUDo7+9PZGQkhw4dwtXVFTc3t3s+rqKiQvO+o1Qq6dmzJ5GRkW2XOL0PPT091Go1NjY2LFmyhAsXLnDmzBmsrKz497//jUqlwsLCghUrVnDo0CEcHR2pqalh2rRpbNmypV1j7QxUtE1yZ89f9xD7f7EYGBvgEuTCi+texDnwh152voN88R/uz/X463j196LHyB4oG5Vcj7+O70BfkvckY+VshVsvN9RqNRe2XOCN3W9gZt10HjTh3Ql8OulTpv93erufz7V1ErGzEQkxQRCeyLVr14iJiWnTcvr2cujQIfT19Rk2bJi2QxEEQduCBoG+AZyJ0XYkravfc9C931PvxsTEhMGDBxMREUFSUhIJCQl89dVXuLu7M2DAAHx8fDrsZ8GjkiQJpVKJgYEBZ86cwcnJiaVLl5Kfn8/p06fp378/Pj4+fPfdd6hUKqZPn05iYiJ79+7l5z//OdBUibN161by8vLYvXu3pil/c0LM09MTlUpFfX09ffr00eKzbV/e3t688sorHD9+nOPHj5OSksKECRPumyR5LFWlEPslNNR1jmRYM0mCiqKmqreol1AbGBETE0NiYqKmP92DqNVqTpw4QVxcHA4ODrz00kuPvPpkaxkxYgR37txhy5YtLF26VHNxVZIkbt26xblz57h69SqGhob07t2b/v37a3UqYnOCo3ns6OrqSu/evTX3NzY2sn79eiZOnMjPfvYzAEaOHMnatWuZO7f1psY9C+S0TTJp/HvjGfrK0Ba3nd98nmOfHqP0dilqtRpFnQIbt6aEq1xPTvjMcM6uP4vvQF/OrjtLv7lNn6k1xTWoGlWaxwLYeNigbFBSU1KDhV37/q7KZbpdUKFrREJMEITH0tDQwP79+7l06RLe3t4899xzHbpZ6O3bt0lOTiY6OrpD9TwTBKENde8PhsZwYgvI6LirT8pkING0aIBXz1bdtYGBAeHh4fTq1Yv09HTi4+NZt24d9vb2REZGEhQU1GkXJ5HJZJrE1a9+9SvKysoAuHnzJn/84x+5fv06zs7O9OzZk7/97W8AfPnll1hZWfHcc88BYGxszNChQ4GmVgkzZ87ko48+4u2339ZMybpw4QLGxsatkwzqQAwMDBg5ciTBwcHExMTwzTff0Lt3b0aOHKmZevrYaiubEkadLRnWTFJDZRHqg9+wpbIL6TcyNRV3D1JcXMyOHTvIzc1l4MCBDBkyRCt/t3K5nGnTpvHFF1+wbds2pk+fzuXLlzl37hxFRUXY2dkRFRVFSEiITi0y9eabb97z9vr6emxtbTUXWpVKJYGBgdpdTbWD0qN9fh/L7pSx7tV1LN28FJ+BPujp6/HVvK+QfvT5339uf/4z7D+M/PlIbpy6wbzP5wFgZmuGnqEeJbdLsLBvSn6V3i5F30gfM5v2nzmjL1I8j0W8WoIgPLJbt26xc+dOamtrmTBhAr169erQlQBqtZp9+/bh7OxMWFiYtsMRBEGXeIWCiQWc2Az11R0vKSaTgbF5UzLMybvNDiOXy+nRowfdu3fn9u3bxMfHs2PHDo4cOUL//v3p1auXTp3AtoWuXbsCEBERwYEDB6iurubq1asEBgZiYmLCmTNnKCoq4qWXXgKa2g0olUpNhYuBgQENDQ00NDQATdUlJiYmxMXF4evri5WVlVael7Y5ODiwePFizp8/z+HDh0lPT2fs2LEEBAS0GHsUFhZia2t7/2lJjfVNfbZqKztnMqyZJCEryaFPfR69Zs3Hx9fvvg9Vq9WcOnWKY8eO0aVLFxYtWkS3bg9eaKOtWVhYMGLECHbt2sV//vMf1Go13bt3JyoqCg8Pjw4x3rx06RJyuZyePXsyfvx4Xn75Zd544w1OnjxJbGwsL7zwgrZD7HAMZA9fBKI1NFQ3IEkSFnYWyOQyrhy8QvrRdCIW/FBhaedth2uIK98u+ZYeI3toKr/kcjm9p/Zm79/38vzK50GCPX/bQ/iMcK20v9GTdc6LUW1FJMQEQXioHzdZdXd3Z8GCBZoTgI7swoUL5Ofns2TJkg4x0BIEoZ05ecOkn8P5fXDt/PcVVzqeGGuO0Te8qWeYQfsko2QyGe7u7ri7u1NYWEhCQgKHDh3S9Gfs169fp19trbmSwNzcnPDwcM1tq1evZsyYMZpqnerqaqZPn46RkREDBw6ksrKS2tpaJk6cCKCpVk5ISGifFRd1mFwup2/fvnTv3p19+/axZcsWfHx8GDt2LDY2NmRlZbFq1Sr69+/PmDFj7r2Tc3ugslj3/3ZbgQzwMFYjq8sF7p0Qy8/PZ9euXeTn5xMREcHQoUMfaeXJtqJWq7l27Rrnzp3jxo0bGBgYoFAoGD9+vObvqKM4evQoq1ev5tKlSzz//PMEBwfzzjvvcPz4cTZu3EhwcLC2Q+xwDGX3X0G1NTl2d2TUL0bx6cRPUavUBEUFETT27h6O/eb1Y92r6xj323Etbp/yzynseHcH70e8D0DQ2KZVJtubhNRuScTOQiZJz8CngyAIT+zOnTvs2LGDiooKRowY0W5NVttabW0ty5Ytw9/fX3MSIgiCcF+51+HkFt2uFmuuChs4DZy1PzWnsrKS06dPc+HCBVQqFSEhIURGRmJra6vt0NpdY2MjhoY/nNjV1NRw7tw5Tp48SX19PW+88QYODg4AHDhwAB8fH6Kjo1m1atUz1UPsYa5evcr+/fuprKykf//+XLt2jaKiIgCWLFmCq6tryw3upMPh77QQqZbJ5BD9OnR10NykVCqJi4sjPj4eW1tbnnvuOa0uhlFbW8ulS5c4f/485eXluLi40KdPHwICAti1axfp6eksWrQIJycnrcX4JH75y19y8eJF/P39qa2tZdeuXWzZsoWRI0ciSVKnGEO3p7jaOJIaklCjG9WdN07dYNXiVfwp5U/o6etmJdZz5s/haeCp7TA6DJEQEwThnpRKJcePHyc+Ph5nZ2cmTZrUqU5idu/eTUpKCm+88UaHXBlTEAQtaKzXzWqx5lj8+rRrVdijqq+v5/z585w5c4bq6mq6d+9OZGSk1qdo6aKGhgbef/991q9fT0ZGBkFBQUyePJk///nP2g5NZygUCk6dOkVcXBxqddNJskwmo2vXrrzyyivo638/AaaxHrb/r2lFSXTkb7W9yGRg5QgTXgG5Hnfu3GHXrl2UlJQwaNAgBg0apJVeYc1N8hMTE7ly5QqSJBEUFESfPn1aJOcUCgWrVq2iurqaF198EXNz83aP9XH9ONm1adMmqqurkcvljB49GmdnZ5EMe0JXG66yv3a/tsMAQNmoZNWiVTgHODPu9+MevoGWvNDlBczk4tzmUYmEmCAId8nKymLv3r0UFxczdOhQBgwYoJU58G0lLy+PL7/8krFjx9Kv39OvuiYIwjMm7wYkH4X8m02VGNrqS9R8bEdPCBnWpr3CWoNSqSQ5OZmEhASKi4txc3OjX79++Pv7d9oG/A+jVquRyWT3PFGuqakhLi6OvLw8Fi9ejFqt7lSfxU+jvr6eDz/8UNN3rdnAgQMZMWJE0//Eb4Ubl3Qnca0Fqp7DOVSg5PTp0zg7O/Pcc89pKhHbU3l5OUlJSSQmJlJeXo61tTWhoaH06tXrvhclKysrWbFiBVZWVjz//PM/JDp12P2SXuJv98mVqkpZXbla22FwPf46X878EpcgF5ZuWoqx5RMu8NHGTGQmvGT1krbD6FBEQkwQBI3y8nIOHjzIlStXcHFxITo6WisDp7YkSRIrV66ksbGRpUuXigGKIAhPrqII0s/AtQugbOT7JSnb+KDfH0PfsKlPmH9f6GLXxsdsXZIkkZGRQXx8PNnZ2ZiYmBAcHExYWBiOjo7aDk/r7pUkE9UlLe3fv5/Tp0/f877nn38eD/2GZ3Oq5E+oJfiqwJjAgcOJiIho1zGPQqHg6tWrJCYmkpmZiYGBAYGBgYSFhdGtW7dH+n3Oycnhm2++ISgoiIkTJ3aqvwFJkigtLcXS0lKrPdx0nSRJfFb+GUqU2g5F58mQ4aHvwXMWz2k7lA5FJMQEQaCxsZGTJ09y6tQpTE1NGTFiBCEhIZ1q4NEsKSmJHTt2NA2YPTy0HY4gCJ2BohFuJkFaApQXNE1XgtarTPnx/qwcoEcEePYEg/ZpNtyWioqKuHTpEsnJydTU1ODo6EhoaCjBwcGYmppqOzytE4mwe9u3bx/Jyck0NDTw01MZR2srltrXPptTJX9CQobK0hb9iW+AvO2rMCVJIjc3l0uXLpGSkkJDQwPu7u6EhoYSEBDQoo/eo7p8+TLbtm1j1KhRREZGtkHU7evLL79kzZo1lJSU4O3tzccffyzGow+xqXITeao8bYeh82TI6Gfcj34mYvbL4xAJMUF4hkmSRHJyMocPH6auro6IiAgGDhz4RAOWjqC+vp5ly5bh6enJ1KlTtR2OIAidjSRB8R3Iz4SSHCjKhtrKpvseNUn208eZWoJdN7BxAUcvsHX94TGdiEql4vr16yQmJpKRkYFMJsPf35/Q0FC8vb1FNa9wT5IkoVAoqK+vp6Ghoak5e0kGphkJz/RUybsMmg5eoW22++rqapKTk0lMTKSoqAgLCwtCQ0MJDQ3F2tr6qfd/+PBhTp48yezZs/Hzu/fqme1FkiSKioqQy+WP3Fu3ObFdVlaGjY0NhYWFnaovb1vTtcb6ukw01H98IiEmCM+o7Oxs9u/fT05ODgEBAYwaNQorKytth9Wm9u/fz4ULF3j99dextLTUdjiCIDwLGmqhJLcpQVaS0zTNUqkElQJU308B0dMHPQPQ12+a/mjjCjbOTV9Gz16VVE1NjebkurCwEAsLC0JCQggLC8PGxkbb4Qm6TK2Czf9qWg1WaCKTNb2njH+5VXfb2NhIeno6KSkpXLt2DblcTvfu3QkNDcXLy6tVk9iSJLFx40Zu3rzJkiVLsLe3b7V9/5RSqSQpKYnbt29TWFjIpEmT6NKlCwsWLCAtLQ19fX3MzMx47bXXmD17tia++1Vy/vg+lUqFubk5dXV1QNN7nVjY6eF0qbG+rhMN9R+fSIgJwjOmsrKSQ4cOcfnyZRwdHRk7dizu7u7aDqvNFRYW8vnnnzN8+HAGDhyo7XAEQRCEh5Akiby8PBITE7l8+TL19fV069aN0NBQAgMDMTLSrdU0BR2QlQrH1mk7Ct0U/TpYOz3VLhQKBdeuXSM1NZWMjAyUSiUuLi6EhIQQHByMiYlJKwV7t4aGBlauXIlCoeCFF15osynV33zzDStXrsTV1RVTU1Pu3LnDzp07GTJkCK+88goLFy6853b3apyvVCqRy+XI5XLN/XK5nODgYORyOYGBgbzzzjsEBwe3yXPpLGrVtXxd8bWoEHsAGTLs9OyYbTlb26F0OCIhJgjPiOZlyuPj4zE0NGT48OGEhoY+E9NQJEniu+++o7KysuWS7IIgCEKHoFQqNQ26b9y4gYGBAQEBAYSGhuLu7i76bAlN9n8FBbfEdMmfksnBtzdETHrsTZVKJdevXyc1NZX09HQUCgWOjo4EBgYSGBhI165dWz/e+ygvL2fFihXY29szb968Nlmd1szMjMTERHx9fQGQy+UUFhaydOlS5s6dy5QpU6isrMTc3By5XK6pADt9+jT9+vVr8V5UXFzM7du36dWrlyYhduTIETw9PfH09OT999/n0KFDLF++XHM84d5iq2PJUGQgPeN9AR9klOkoAowCtB1GhyMSYoLQyUmSRGpqKgcPHqS6upr+/fszePDgZ+rK+qVLl9i1axfz5s3D29tb2+EIgiAIT6GyspKkpCQSExMpLS3FysqK0NBQevbs2emn/gsPUFEEOz7UdhS6S64PM38LhsYPfahKpSIzM5PU1FSuXr1KQ0MD9vb2miSYNqcuZ2Vl8d133xEWFsb48eNbPRkeGRnJqFGjCAwM5PTp08jlcv7zn/8wZ84cEhISMDc3x87OjkWLFjFlyhTMzMy4ePEiX3/9NX/961+xtrbWJMmGDBnCokWLWLhw4T0ryMrLy5k6dSpvvfUWEyZMEItoPECuMpfNVZu1HYbOMsSQF61eRF8mLvo/LvGKCUInlpubS2xsLNnZ2fj7+zN69OhWaW7akVRVVbF//3569uwpkmGCIAidgKWlJYMGDWLgwIHcvn2bxMRE4uPjOXbsGJ6enoSGhuLn54ex8cNP/IVOJP1sUyWUJKZV3ZNaCTcuNa1Se6+71Wpu3rxJamoqaWlp1NfXY2NjQ//+/QkMDMTOzq6dA743d3d3xo8fT0xMDPb29vTt27dV979u3ToWLVrEiRMnMDMzw9TUlMuXL/OXv/wFSZLw9fUlNTWVadOmoVKpWLhwIQcPHsTNzQ0LCwugqarOwMAAKysr8vKaVkeUy+U0NDS0uCC9b98+rK2tNa1LRDLs/pz0nLCWW1OqLtV2KDpHhowgoyCRDHtC4lUThE6ourqaw4cPk5iYiL29PfPnz8fLy0vbYWnFvn370NfXZ8yYMdoORRAEQWhFMpkMd3d33N3diYqK4sqVK1y6dInt27cjl8txc3PDz88Pf3//Z+5i0DNH0QjXzotk2MOknYLu/TUr1SoUCm7cuEF6ejoZGRnU1tbStWtXwsPDCQwMxMHBQSeTNL169aKwsJDY2FhsbW1bdYz70UcfMXr0aH77298C8MILL/DFF1/wn//8B2NjY5RKJYGBgfTp04dz586xcOFCCgoKsLKywsDAAKVSqZnKaWhoyPbt23F2dsbHx4cBAwbwj3/8g3Xr1mFgYICJiQnvvvsuwcHBojrse4mJieTm5mJqaoqpqSkmJiaYmppiaGhIsHUwxxuPaztEnSMhEWwk+tA9KZEQE4RORKlUcvr0aU6cOIGenh7jxo2jd+/ez0SfsHu5cuUKaWlpTJs2rU0bvQqCIAjaZWhoSGhoKKGhoVRUVJCRkUFGRgaHDx/mwIED2Nra4ufnh5+fH926dXtmPxc7rYKboGzUdhS6r6qUusI7pOeVkJ6ezvXr11Eqldja2hIWFkZAQABOTk4dIjEzevRoiouL2bx5My+88EKrTONUq9WUlJRoKr0AvL29OX36tKbiVF9fn8zMTKqqqjSLNFlaWmqOr6+vz/Hjx3nttdeQJAlXV1cOHjyIi4sLAHPnzmXOnDk4OztjaGgIPHiVymfN5cuXyczM1CxE8GO2TrboT9dHiVJL0ekeGTK66XfDSs9K26F0WKKHmCB0ApIkcfXqVQ4cOEBlZSV9+vRhyJAhz3QSqK6ujk8//ZRu3boxY8YMMdAQBEF4BjU2NpKZmUl6ejrXrl2jpqYGExMTfH198fPzw8fH55nqqdlpJR2FpCOiQuwRbC3SJ6VGjqurK927d8ff3x9bW1tth/VE6uvr+eqrr1Cr1SxZsgQzM7On3ud///tftm3bxm9+8xvy8/PZvXs305RCLesAAGmZSURBVKZNw8fHh3nz5mFlZYVKpWLKlCm89957JCYm8o9//IM//elPBAQ8fkNzkQxrKTU1lS1bttx1u1wuZ/78+dyyv0VyQ7Jorv8j0WbReBk+mzOBWoNIiAlCB5efn8/+/fu5desWPj4+jBkzpsMObFrTzp07SUtL47XXXmtxpU8QBEF4NkmSRE5OjmZ6WGFhIXK5HA8PD031WHuumCe0oiNrIPsqiJPkB1LLZBRa+2A+dBrm5ubaDqdVlJWVsXLlSiwtLXn++ec1VVdPqq6ujvXr17N161bc3NwIDw/n+eefp6GhgeLiYpycnFoco7CwkIMHDzJz5sy7VjFXq9WahFfzl3BvkiSRmZnJhQsXSEtLa3GfTCZj/vz5eHp6Uq2u5ruK71Cg0FKkukOGDEc9R6ZbTBe/W09BJMQEoYOqrKwkLi6OixcvYm1tzZgxY8SSzd+7ceMGa9asITo6ml69emk7HEEQBEEHlZeXa6ZW3rx5E7VajZ2dnabvmIuLi5ha2VFs+ifUVWs7io7B3h2iXtJ2FK0qLy+PVatW0a1bN2bPnq3p4dWWRGVX66ioqODSpUskJiZSUVGBnZ0dFhYW3Lx5k+Y0xaRJk+jZs6dmm7SGNA7UHtBWyDpDDz3mWc4T0yWfkkiICUIHU1paSnx8PImJiRgaGjJkyBD69OnTLh/+HUFjYyPLly/HysqKBQsWiMGKIAiC8FANDQ3cuHGDjIwMrl27Rm1tLaamppqpld7e3mJqpa6qq25KiAmPRs8A5v6haUXOTiQzM5O1a9cSFBTEpEmTnnr89+P+Va2VGFer1aJSjKaL+leuXOHKlStkZ2djaGhIYGAgvXr1wsXFhYqKCj766CMAhg0bxuDBg1tsL0kSu6p3kaXMeqanTg4xGUKocai2w+jwRFP9DkaSJJRKJQ0NDZoy3OY3bLlcrnmTNTQ0xNDQ8Jl/w+1MCgsLOXnyJCkpKZiamjJ8+HDCw8PFAP0njhw5QnV1NfPnzxe//4IgCMIjMTIyIiAggICAANRqdYuplUlJSejp6dGtWzfNl6ur6zPdp1OnlOQ81eblNfV0fe2/3Pz3q3jYWbVOTG3IfOm/SXj3eYK72T/0sUP/uYZJvfz4+Zi+P9yoUkBlKXTpXO01vLy8mDRpEtu2bcPCwoKRI0c+1f5auzq0oaGBa9euYWxsjI+PT6vuuyOoqKggLS1NkwSTy+V4e3szceJEAgICWkxDtbKyok+fPujr6zNo0KC79iWTyRhhNuKZnTrZPFWyp1HPhz9YeCiRENNhzcmvurq6Fl8qleqRtpfJZBgbG2uWrDUxMRFJsg4oNzeXEydOcPXqVSwtLRk7dixhYWEYGBhoOzSdc+fOHc6cOcOoUaOwtrbWdjiCIAhCBySXyzWJr5EjR1JWVqaZVnnhwgVOnDgBgK2tLa6urprH2traijGWNpTkNlU73aOh/uKvd/PNiWSu/OMlejh3jgRQ9Re/evqdlOR0uoQYQHBwMNXV1Rw4cAALCwv69eun7ZA0jIyMUCgUbN26lfHjxxMeHq7tkNpcRUWFphLszp076Onp4e3tzaRJk/D399es3Hkv48aNe+C+zeXmDDMd9kxOnZQjZ7TZaPF500pEQkzHSJJEXV0dpaWlVFVVPXLy60H7qqur09wmk8kwNTXF2toaS0tL8YekoyRJIisri5MnT3Ljxg2sra157rnnCAkJEVMj70OpVLJr1y6cnZ3p37+/tsMRBEEQOomuXbvSr18/+vXrhyRJlJWVkZ2dzZ07d8jOziYpKQlJkjA2NsbV1VWTJHNxcRFV3O2hvADu0QGmqq6BTWfTsDYz4eu4JP4za0S7h6ZQqjDQb51xW6vtSyZves06qYiICKqqqoiNjcXc3JzAwEBth6QRFhZGfn4++/btw87ODnd3d22H1OrKy8s1SbCcnBz09PTw8fFh8uTJ+Pn5PTAJ9ri6G3YnozHjmZs6OdBkoOgb1opEQkxHqNVqKioqKCkpob6+vs2OI0kSNTU11NTUoK+vj7W1NV27dhXVRjpCkiSuX7/OiRMnyM7OxsHBgalTpxIQECAa+z7EyZMnKSkp4aWXXhKvlSAIgtAmZDIZ1tbWWFtba5o8NzQ0kJOTo0mQnT59mmPHjgHg4OCgSZC5urpibW0tLka2NkUD91pdcuPZNMyMDPj71KH8fusx/jltKAb6ejQolPx83UE2nk2ji4kRv48eoNnmUlY+g/+5hoKPfoapUdPYOK+8GvdfLuPmf17DpasFF2/l88sNh0jKLsTazIR3xvXnxaFhAPxpexznb+XTzdqCjWfTWDQwhNdHhvPiN3s5dzMPPbmMHk62HPzVbEyNDPhv7BmWH71IfkUN9hamvDWmL6+PbKoculVUjuevPmPlkvH8PeYUVfUNFHz8c2QL/8GlPy8h1N2BS1n5vLHmAFdyi9GTyxgZ4Mmy+aOxMTd9yGvW2DqvvY4aNWoU1dXVbN++HVNTUzw9PbUdksbo0aMpLCxk06ZNvPTSS3Tp0kXbIT21srIyTRIsNzcXPT09fH19mTJlCn5+fm12YUAmkzHSbCTrK9dTK9V2+qSYDBnu+u5iqmQrEwkxLWtoaKC0tJSysrIWzRvbg1KppLCwkMLCQiwtLbG2tsbMzEwM1LRAkiTS0tI4efIkeXl5uLi4MGvWLPz8/MS/xyMoLCzkxIkTDBgwAAcHB22HIwiCIDxDjIyM8PLywsvLC2j6TC8uLtYkyG7fvs2FCxcAMDU1bZEgc3FxERcln5by3smdr+OSmBsRxKx+Afx83UFiEq8xJbw7f4+JJ+F6Dil/exFTQwPmfLFTs02YuyPuNpZsv5DO3MggANYmpDCkuxsuXS3IL69m1L/Xs/z5MUwN705abjGj/7MBL3srRgQ0JV1iL9/gq0Xj+WTeGBqVKl74Zg8+9l3Z94uZAJy7mYe+XtOFO3ebLhz59VxcrS04djWLcf/dRJi7AwN8u2li2nXpGuf/uAjDe1SHyWUy3p8+jH5ezpTW1DH90+38ZtMxVix+8HQzVJ2775JMJmPixInU1NSwceNGFi1apDPjQz09PaZPn86KFSvYsGEDixcv7pDvAWVlZaSmpnLlyhXy8vLQ19fHx8eH/v37t2kS7KfM5GZMs5jGxqqNNEgNnTYpJkOGk74T483Hi3PDViYSYlqiVCrJy8ujoqJC26EATat9VFZWasr9W7OcVbg/lUpFSkoKJ0+epLi4GE9PTxYsWICHh4d4s3tEarWaXbt2YW1tfdcqNIIgCILQ3mQyGXZ2dtjZ2REW1lQ5VFdXR05Ojmaq5YkTJ2hsbEQmk2Fvb4+NjU2LL1tbWzEWe1TKu5M7V3KKOH0jh8+fH4u5sSGTe/nzdVwSU8K7szYhlX9OH4pzVwsA/jhxIPuSb2i2XTAgmNWnUjQJsdWnUnh7bD/Nz4P9uzGjbwAAQa72LBoYwrqEK5qEWJCLHQsHhQCgryfHQE+PvIpqbhVX4OtoTaSvq+ZYU/t01/w8rIcHY4K8OJZ2u0VC7I8TB2Fldu/fhZ5uPyR5HLqY84sxffnVpiMPecEkUCkf8piOT09PjxkzZrBq1SrWrFnDkiVLsLKy0nZYQFNifNasWXz99dfs2rWLKVOmdIhxf2lpqaYSrDkJ5uvrS2RkJH5+fi0a47cnKz0rpphPYXPVZpQoO11STIYMWz1bJppPRF8m0jetTbyiWlBZWUlOTs5T9QdrK/X19Vy/fh17e3vs7Ow6xJtzR6RUKklMTCQ+Pp7y8nL8/PyYOHEirq6uD99YaOHs2bPk5OSwePFi9PXFW5ogCIKge0xMTPDx8dGsLqdWqykqKiI7O5v8/HxKSkrIzs6mqqpKs42pqSm2trZYW1tja2urSZZ17dpVfN792D2a6X8dl0TPbvaahNHzA4MZ+8EGcsqqyC2vxt3mh2lqP/4ZYG5EEO9uPU5eeTWFlTXcKCxjSrg/ALeKy9mbfAOrVz7QPF4lSQzy+yGB5faT/f175nD+tOMEI/+9DhkyFg4M5g8TByGXy1h7KoUP9p/hVnEFarVEbaMCT7uW27vZWN73qV8vKOWXGw5z7mYe1fWNqCUJg0fpNavWvXOQtmBkZMTcuXP5+uuvWbNmDYsXL8bU9CHTSduJg4MDkyZNYvPmzTg4ODBw4EBth3SX6upqbt26xc2bN7l16xalpaXo6+vj5+fHgAED8PX11VoS7Kfs9O2YajGVbdXbUEiKTpMUkyHDTs+OyeaTMZTpxmvd2YhP03aka1VhD1JYWEhlZaWoFmtljY2NXLhwgVOnTlFdXU1gYCAzZ87E0dFR26F1SCUlJRw5coS+ffvSrVu3h28gCIIgCDpALpfj4OBw1zSuxsZGSkpKKCkpobi4mNLSUgoKCrhy5QqNjU1TA2UyGVZWVndVlNnY2GBhYdEpL2ZmZWXR2NiIj4/P3c9Pr+XpjEKpYvWpFKobGnF88yMAJCRUaolVJ5JxtjInq6SCft4uANwurWyxvUtXC4Z0d2NdQip5FdVM6e2PmVHTiWg3a0sm9/Jjw6uT7xur/Cfx2Vua8dmCsQBczi5k1L/XE+xqTx8vJ57/KobYX85iaHd39PXkTPpoy13rA/x0fz/28rex+Dla8+0L0ViZGbPjQjoLv9p938c3kd31mnVm5ubmzJs3j5UrV7J+/XoWLFigM1MUAwICGDRoEIcPH8bBwQFfX1+txlNXV9ciAVZUVAQ0rajr5eXFiBEj8PHx0Zkk2E856Dsww2IGW6u2Ui/Vd/ikmAwZzvrOPGf+nEiGtaFn591Qy3S5Kux+RLVY66mvr+fMmTOcOXOGhoYGQkJCGDhwIDY2NtoOrcNSqVRs27YNCwsLRoxo/5WjBEEQBKG1GRoa4uTkhJOTU4vbJUmiurpakyxr/rp+/Tpnz55F+j6LYmBgoEmSNfeGNTU1vetLVxICj2rfvn0UFBTQpUsX+vfvT2ho6A8XbPVbnijuunSNyroGEv+yBCvTHy7qfnbkAitPJDGrXwDv70lgoG83TA0N+MvOk3cdb0FkMP/ed5ri6jq+ezFac/v8AcH8d/9Ztp67ynNhTcmL1JxiFCoVfbyc7xn7prNX6O/tQjdrS6xMjdGTy9DXk1Nd34gkNSXM5DIZe5OucyA1k5eGhD3y61JZ14CFsSGWJkZkl1Ty731nHm1DvY717/+0bGxsmDNnDt9++y1btmxh5syZOrMA07BhwygoKGDr1q288MIL2NrattuxGxoayMrK0iTA8vPzgaaVdT08PBg0aBAeHh5YWFi0W0xPy0bPhpkWM9lWvY0qdVWHTop5GngSZRYlpkm2MfHqtjFJksjNzaWsrEzboTyx5moxDw8PUaL/mGpqakhISODcuXOo1WrCwsIYMGBAp1hRRtvi4uLIy8tjyZIlOnulShAEQRBag0wmw8LCAgsLCzw8PFrcp1KpKC8vp7i4uEWy7Pbt29TW1t7zYqyBgcFdSTITE5N7Js+av/QeZSpeG2lu0F1RUcH+/fs5fPgwPXv2pHfv3jj9JLnz9YkkZvcPpLtzy8TCm6P68O99Zxjg60pRVS1B767g/9u777io7kRt4M80eu9VAUGKgmIFFGxgxYbYe6Ipm81mk83eZO/u5737bu6b3b33bja7e5Pcm8RYY4nYRbHXGCt2BaWoFJHey7Tz/sEykagJZZgzwzzf/cxHmTlzzsOQFXjmVxysLPG7GaOQfj2n3bEpw0Lxs42H4GhtifHhAbr7fZ3tcejdBXjvmxN4df1BaAUB4d5u+ENK/AuzX3lQgne2HENVQzOcba3wcsIgzIgOgUQiwW+nx2H8n7+GRitgRnQIZgzu3AihjxYm4tV1B/HJsSvo7+WCJbEDcbuo7MefJIFZjRBr4+vri7lz52LLli3Yv38/pk+fbhRv9kskEqSkpODLL7/E1q1bsWrVqh6bnaNUKlFQUKArwIqLiyEIAhwcHBAYGIiRI0ciICDAaNZa6ypHmSOWOCzBuaZzuNZyDRJITKYYk0ACGWQYYzMGAywGGMV/o72dRBB+ODCX9EWr1T6zHoQpUygUCAwMZPnwEwRBQGFhITIzM3Hr1i1IpVIMGzYMsbGxsLOzEzter1BQUIC1a9dizJgxGDNmjNhxiIiIjJIgCFCpVGhsbHzuraGhAU1NTc/c/7xfDywtLXXlmIWFBSQSie4mlUrbffxjNwA/+rhWq4VKpYJSqdT9WVJSgpaWlud+jm/HBMHhyb3nriVGzyGRANETgUjz3Ijo2rVr2LNnD0aOHIlJkyYZTeFQUVGBL7/8Ev7+/liwYIFeRrCp1WoUFhbqCrDCwkJotVrY2toiMDAQAQEBCAwMhLOzs9G8DvpWpCrCocZDqNfWm0Qp1kfeB4m2ibCXms6oPFPHQqyHaLVaPHz4EA0NDWJH0Su5XI7AwECDbaVrShobG3H9+nVcvXoVZWVlcHJywpAhQzBs2DBYW1uLHa/XaGlpwf/8z//A3t4eK1asMJoh70RERL2BIAhobm5+YYnW2NgIlUoFQRB65CaVSmFhYQGFQqH7s6ioCJWVlbqMbeXZgAEDMCvCF9ILe0V8xUxQ0krAJ1jsFKK5dOkSDhw4gFGjRmHChAlGUwbl5ORg8+bNulydIQgCqqqq8OTJE5SUlKCgoACPHj2CRqOBtbU1AgICdAWYm5ub0XzOhqASVEY9WoyjwsRlfuNlDaC3lmFA6zsNeXl56NevH0eKofWbT35+PjIzM5GVlQUACAsLw+TJkxEYGMh/0HpARkYGGhsbsWzZMpZhREREeiaRSGBtbQ1ra2ujWev04MGDuHTpEoDWn70GDBiApKQkODg4ABVFIqczQa7PX+/MXAwfPhwajQaHDh2CTCbDuHHjxI4EAAgODkZiYiKOHDkCT09PDBw48LnHtbS04MmTJ+1upaWluo03bGxs4OfnhwkTJiAwMBCenp5m/TuJQqLAGJsxCFYE41DjIdRp64yiGGvL4Cf3Q5JtEkeFiYSFmJ4JgoCCgoJeWYa10Wg0yM/PR1BQkMktyqovtbW1uHbtGq5evYrq6mq4ublhwoQJGDRokNFs59wb3blzB9euXcPMmTPh7OwsdhwiIiIyABsbGwiCAC8vL0ydOrX9ztJOnoBEyimTHaS1doDEwhrmW4+0iomJgVqtxrFjxyCXyxEf/+J14AwpNjYWJSUl2LNnD1xdXWFpaakb9VVaWoqSkhJUV1cDaN2t1s3NDZ6enggLC9PtXGtnZ2fWBdiL+Cp8sdxhOXJVubjWfA2PNY9FKcYk//xfiCIEUVZR8JZ58+slIk6Z1CNBEFBUVKT7R6q3s7CwQL9+/URdZNWQtFot7t+/j8zMTNy/fx9yuRwDBgzAkCFD4Ofnx3/IelhtbS0+++wzBAUFITU1la83ERGRmWhoaEBRURFCQkKe//1/7z+AqhLDBzMxAoA7DRLsr7OHm5ubbkdSV1dXuLm5wcXFxew20Dp16hROnjyJpKQkxMXFiZbj6VFfjx8/xq1bt6BSqXSP29jYwMvLS1d6eXp6ws3Nzey+XvpUrinHzZabuNNyB2qoe/RabcWbrcQWg6wGYYDFANhIOYjCGLAQ06OqqioUFZnXsG1HR8f279L1QpWVlbh69SquXbuG+vp6+Pj4IDo6GpGRkVxLzUAEQcCmTZtQVlaG1157jaPwiIiI6HvndgE5mRwl9hMEiQSlvoOQrfBEZWWlbmfS5uZm3TFOTk66cszV1RUODg66HU5tbW173RvhgiDg+PHjOHv2LCZPnoyRI0f2yHU0Gg3q6+tRW1vb7ta27tfTo77c3d3h7OyMvLw8ODk5YdGiRdyhvgcpBSWylFm40XwDFdoKAK0FFoAujx6TQgottLq/+8n9MMhyEAIUAZBKuOSLMWGlrCcqlQqPHz8WO4bB1dTUwNHRsXUNh15ErVYjKysLmZmZyM/Ph6WlJaKiojBkyBB4eXmJHc/sXLhwAXl5eViyZAnLMCIiImrPzRe4f1nsFEZPIgjwDI+G51ML6guCgMbGRlRUVOgKsoqKCuTl5eHy5cvQatuXjLa2trqCzM7OTvf3p2+2trYms86rRCLB+PHjodFokJGRAblcjqFDh3bqHGq1+pmiq66urt3H9fX17Z6jUCjg4OAAJycnhIeHw9PTE15eXnBzc9OVjo8ePcL69evx7bffYurUqXr7nKk9C4kFoiyjEGUZBaWgRJm6DE80T1CqKUWJugQ12pp2x0uemnD8w8JMCilcZa7wknvBQ+YBT5knXGQukEl6V5Hcm7AQ04O2qZI//IZhLoqKimBjY9MrhuyWlpYiMzMTN27cQFNTE/r27YtZs2YhIiLCbNdLE9uTJ09w9OhRxMTEoF+/fmLHISIiImPj1kfsBKZBIgFcfX9wlwS2trawtbVFnz7tX8e2sqyurq7drb6+HnV1dXjy5AlycnJQX1+PpycdtZ3z6ZLsh+WZtbU15HK57iaTyURbDkMikSApKQkajQb79++HRqNBeHg4VCqV7tbS0vJMydV2a2pqanc+Kysr3cg6T09PhISEwMHBQXezt7eHlZXVT36+ffr0wdSpU7F//354enp2uqijzrOQWMBX4Qtfxff/P2kryWq1tdBAA7WghhpqSCGFDDLIJDIoJAq4SF1YfpkgTpnUA3OcKvlDpjx1UqlU4tatW7h69SoKCwthY2ODwYMHIzo6Gm5ubmLHM2tqtRpffPEFAGD16tW9onQlIiIiPRMEYN9/A1VPAJF3jjNaEinQJxwYu0jvp9Zqtc8tzp4uz9r+/mOeLsjabgqF4rn3v+gYiUQCtVqtK7Je9Pfnffz0ml0vYmNj067caiu4nv7YwsJCXy8tACA9PR2ZmZlYvnz5M6UlEXUPC7FuUqlUuH//vtmODntanz59TGbqpCAIKC4uRmZmJm7dugWlUong4GAMGTIE/fv373XrI5iqQ4cO4dKlS1i9ejU8PT3FjkNERETG6v7l1rXE6MUmvQx4BYl2ea1WqyvIWlpaoFardaVU29+fvrXdr9FoXnjMD5+v1WqhUCh0JVnb339434sek8vluH79Oh4+fIiEhAQEBwdDoVDAwsIC9vb2orw5q9FosHHjRpSXl+OVV14xmd+3iEwBC7FuEAQBDx8+/Ml3O8yFTCZDSEiI0Y7i0Wq1KCwsRFZWFrKzs1FZWQkHBwdER0cjOjqai1Uamby8PGzcuBETJ05EbGys2HGIiIjImKmVwLY/tv5Jz7J3BWa/3Tptkn6UVqvF7t27cfv2bcydOxdhYWFiR0JDQwM+//xz2NraYsWKFXofhUZkrliIdUN9fT0ePHggdgyj4ubmZlSLzqtUKuTn5yMrKwv37t1DQ0MDbG1tERoaivDwcAQFBZnMop/mpKmpCZ999hnc3d2xZMkS0daUICIiIhNyMR3IOs/dJp9nRDIQzjcYO0qr1WLHjh3IysrCggULEBISInYkPH78GGvXrkVgYCDmz5/P32GI9ICFWDc8fPgQdXV1YscwKlKpFGFhYaL+A93U1IR79+4hOzsbOTk5UKlUcHV1RWhoKMLCwuDn58eCxYgJgoDt27cjPz8fr7/+OoeFExERUcfUlAG7PxY7hfGRyYF5vwEsrMROYlI0Gg22b9+OnJwcLFq0CEFB4k03bZOTk4PNmzdjyJAhmDZtGn+nIeomFmJdpFKpkJ2dLXYMo+Tn5wcnJyeDXrO6uhrZ2dnIzs7GgwcPIAgCfH19ERYWhrCwsF67OL4gCLpvhFqttle8U3ThwgVkZGRg3rx5CA8PFzsOERERmZJDa4An+a0L7VPrYvohQ4HYWWInMUlqtRrbtm3DgwcPMH/+fAQHB4sdCVevXsXevXsxfvx4xMfHix2HyKQZ52JPJqCyslLsCEaroqKixwsxQRDw5MkTZGdnIysrCyUlJZDJZAgMDMTUqVMRGhoKe3v7Hs1gDKqqqmBlZQW5XN4r1hIoKCjA4cOHERMTwzKMiIiIOm/AKKAkT+wUxkMQgDBOlewquVyO+fPnY/v27diyZQvmzJmDiIgIUTNFR0ejpqYGx48fh4ODAwYNGiRqHiJTxkKsC7RaLQuxH9HU1ISmpiZYW1vr9bxarRaPHj3SLYpfXV0NS0tLhISEYPTo0QgODoalpaVer2nMbt68iVdffRURERG4dOkS/vGPfyAhIUHsWF3W2NiItLQ0+Pr6IjExUew4REREZIr8woC+A4BHdzhKDAAGxgPO3Km7O+RyOebNm4ddu3YhLS0NM2fOFL2EGjNmDGpqarB3717Y29sbxXROIlPEQqwL6urqoNFoxI5h1CorK+Hr69vt86hUKuTm5uoWxW9qaoK9vb1uPbCAgADIZDI9JDYt5eXlWLhwIX79618jNTUV//Zv/4akpCR8+umnePnll9tNpTQFWq0WO3fuhFqtRmpqqll+TYmIiEhPRs4AHucCymaxk4hHImndWXLweLGT9AoymQwpKSmwsLDA7t27oVQqMXz4cNHySCQSJCcno76+Htu2bcPKlSuNamMzIlPBQqwLKioqxI5g9Kqrq+Hl5dWlYqOhoUG3KH5ubi7UajXc3d0xdOhQhIWFwcfHx6TKnp5w8+ZNjBgxAsuXLwcAvPHGG8jMzMTbb78Na2trLFq0SOSEnXPmzBnk5uZi6dKlXESfiIiIusfarnXNrFNbxU4iHkEARqcCMoXYSXoNqVSK6dOnw8LCAgcOHIBSqcSoUaNEyyOTyTB37lysW7cOmzdvxssvvwxHR0fR8hCZIi6q30lqtRpZWVlixzAJ/v7+HfpHWaVSoaCgAPn5+Xjw4AGKioogCAL8/f0RFhaG0NBQuLq6GiCx6bh06RJmzpyJzz//HMnJyfj000/R0NAALy8vrF27Fjt37oSjo6NJFIe5ubnYtGkTxo4dizFjxogdh4iIiHqLk5vNd+rkwARg6CSxU/RKgiDg5MmTOH36NOLj4zFu3DhRf+aur6/HmjVroFAo8NJLL8HKiruJEnUUR4h1UlNTk9gRTEZTU9NzCzG1Wo2ioiJdAVZYWAiNRgMbGxsEBgYiOjoa/fv3h52dnQipjZ9Go8Hw4cPxzjvv4I033sC6deuQl5eHtLQ0ODs7Iy0tDQqFwiTKsJqaGuzYsQP9+vUz6fXPiIiIyAiZ49RJTpXscRKJBOPGjYOFhQWOHj0KpVKJSZMmifazt52dHRYvXow1a9Zg27ZtWLx4MeRy/ppP1BH8f0onsRDruLbXSqPRoLi4GA8ePEB+fj4KCgqgVqthZWWFgIAAJCUlITAwEO7u7iZR4ojl3//939HS0oK6ujqsXr0a7777LqZOnYqGhgb4+fnB29sb3333HcrKytDQ0ABbW1uxI/8ojUajK+9SUlL4tSciIiL9srYDYmcDp7aIncRwBHCqpIGMGjUKlpaWSE9Ph1KpRHJyMqRSqShZ3NzcsHDhQmzYsAF79uzhz9ZEHcRCrJNYiHVcfX09vv76azx69AhKpRIWFhbo27cvxo8fj4CAAHh6eor2TcPU/OY3v8Hly5exevVqZGZmIjo6GuvXr8fChQt1x5w6dQo///nP8cEHH8DDw8PoF9Y/cuQIiouLsXLlStjY2Igdh4iIiHqjgIFAzQTg2jGxkxjG6DmAu7/YKczGsGHD2i20P3v2bNE2h+rTpw9SUlKwfft2ODg4ICkpSZQcRKaEhVgnsRDrOIlEAoVCgfj4eAQGBsLb25sFWBfk5eXh/PnzOHHiBIDWbZZPnDiBxYsXo6amBq+99hoA4MqVK3jvvfcwa9Ysoy/D7ty5gwsXLmDy5Mnw8/MTOw4RERH1ZlHjgJYm4O45sZP0qOMNtgi38YK32EHMTFRUFBQKBdLS0qBSqTB37lzRpixGRERg0qRJOHToEBwdHTFixAhRchCZCrYTnaBWq6FWq8WOYVImTZqE0aNHw9fXl2VYF5SWlsLX1xd1dXXYt28fgNYh0WPHjsWnn36Kr776Cvn5+QCAd955B0uWLAEAoy7DKioqsGfPHgwYMIDfpImIiKjnSSTA8ClA8FCxk/SY5oh45Mjd8NVXX+H27dtixzE74eHhWLhwIfLy8rB582YolUrRssTExCAmJgYHDx7E3bt3RctBZArYUHRCZ0eHZWZm4vXXX8eoUaMQExOD5ORkfPjhhygqKuqhhMaHI+q6rry8HO+//z5u3bqFlJQUfPnll3jjjTcwdepUAMArr7wCOzs7k3qNVSoVvvnmG9jb22P69OlGXdwRERFRLyKRAnGzgLBYsZPo37ApsBo+GStXrkRYWBjS0tJw4sQJCOa4u6aIgoODsWTJEhQVFWHjxo2i/ow+ceJEDBgwADt37kRBQYFoOYiMHQuxTmhpaenwsSdPnsTrr7+OuLg47N27F+fPn8fatWvh5+eHixcvPnO8SqXSZ1SD6EhmUyprjI1EIoGjoyMKCgrw7rvvYuXKlfDx8cHy5cvx5z//GVKpFAqFAmVlZWJH7RBBEJCeno6qqirMmzcPlpaWYkciIiIicyKRAiOmtU6h7C3iZgMDRgOAbqOi8ePH4/Tp0/jmm29EHalkjvr27Ytly5ahoqICGzZsQENDgyg5JBIJZs2aBR8fH2zZsgUVFRWi5CAydizEOkGj0XToOEEQ8Kc//QmrV6/G0qVL4erqCgBwd3fHsmXLMHv2bBQVFSEyMhK7du3C1KlTkZiYCAD46KOPMHHiRIwcORIzZ87EoUOHdOe9dOkS4uLisHXrVkyYMAFxcXHYuHEj8vLysGjRIsTExOAXv/gFGhsbAaDdNSZPnowRI0bgo48+QllZGVavXo2YmBisWLEC5eXlumt05Prbtm1DUlISli5d+pOvhVar7dBrRs9ydXVFSkoK3nnnHVy8eBGzZs3Cb3/7WyxatAgA8POf/xxSqRRjxowROWnHXL16FdevX8e0adPg4eEhdhwiIiIyRxIJEJ3YWiTJFK0lmamRSABLG2DCUiBk2A8ekiA+Ph4LFixAXl4e1qxZg+rqanFymilfX1+sWLEC9fX1WLNmjWhllFwux4IFC2Bra4tNmzahvr5elBxExswEvwOIp6PDjh88eICioiJMmjTpJ489efIktm7dioyMDABA//79sWXLFpw7dw6vvfYa/vVf/xWFhYW64xsaGlBcXIyMjAz85S9/0d0++ugjHDlyBAUFBdi+fXu7a1y8eBE7d+7Eli1bsGnTJrz77rt47733cPr0aSgUCnzxxRe6Yzty/ezsbOzduxdr1679yc+PhVjn/PC/sfj4eHzwwQc4fPgwamtrdY/v2LEDly5dwv79+wEY/+tcVFSEAwcOYOjQoRg0aJDYcYiIiMjchQwDZr0FePYVO0nn9Y0EZr0N+IW98JDQ0FC8/PLLUKlU+OKLL/DgwQPD5SN4eHjg5Zdfhkwmw5o1a0SbtmhtbY3FixdDrVZjy5YtHDFI9AMsxDqho6VD27swT4+C+eyzzxAXF4cRI0bgV7/6le7+119/HQ4ODrC2tgYAJCcnw9XVFTKZDFOmTEFgYCCuXbvW7vw/+9nPoFAoEBsbC0dHR4wZMwZeXl6wt7dHfHz8M4snvvLKK7CxsUG/fv0QGhqK6OhoBAcHw8LCAhMmTGh3/E9dX6vV4pe//CWsra11mX8M1y7onBkzZmDTpk3t/luLjIzEvXv3cO/ePd2aW3PmzMGpU6cgk8mg1WqNesOC2tpabN26Fd7e3pg8ebLYcYiIiIha2TkDE18GYmYa/2ixtlFh4xYDY+YDVjY/+RQPDw+sWrUKHh4e2LhxIy5fvmyAoNTGyckJL730Ejw8PLB+/XrcuXNHtByLFi1CeXk50tLSjP6NdCJDMuJ/9Y1PR8sdJycnAK07BLZ5/fXXce7cOaxYsaLd2lve3u03Rt6wYQNmzZqF2NhYxMXFIScnp90wZ1tbW1hZWek+trKy0k3JbPu4bcpkmx8+/mPHd+T6Dg4OHXodABZinbFy5UpkZmbiD3/4Az7//HPdfydRUVFITEzEG2+8gZycHN3xbWtwGXMZplKpsHXrVkilUsyfP1+0LaiJiIiInksiAUJHGPFosX9uQNQ2KqxPRKeebWNjgyVLlmDo0KFIT09Henp6h5eBoe6ztrbGkiVLEB4eju3bt+O7774T5fcjb29vzJs3D7m5uUhPT+fvaET/xN9OO6GjxUNAQAB8fHxw6NAhrFq16kePfXqXvczMTHz22Wf48ssvER4eDqlUitTUVIP9g9WR63e2fOEugh2jVCrh5+eHvLw8nDp1Cq+++ioqKyvx1ltvwdraGqtWrUJ9fT3OnDmD4OBgAMb/2gqCgN27d6O8vBwvvfQS7OzsxI5ERERE9Hxto8XuXwZunAQaqlvLMrGKA4kUELSAk0frmmedLMKeJpPJMHXqVHh4eODgwYMoKSnBnDlzdG/iU8+Sy+VISUmBo6MjDh8+jOrqakyaNMngb2r369cP06dPx549e+Do6IiEhASDXp/IGLEQ64SOFhASiQTvvfcefvOb38Da2hqTJ0+Gq6srKisr243w+aH6+npIpVK4uLhAq9Viz549P3q8vvXE9Y159JIxsbCwwO9//3uoVCpMnDgRW7ZswfLly1FWVoa//vWvuHPnDjIzM/Ho0SPMmTOnU6P0xHLq1CncuXMH8+bNg5eXl9hxiIiIiH6cRAL0Hw6EDAWKc4Gs80BhdusgLYMVYxJAKgECooCwGMDNrzWXHgwbNgxeXl5IS0vD//7v/2LGjBkIDw/Xy7npx0kkEiQmJsLJyQkHDhxAbW0tUlJSoFAoDJpj8ODBqKmpwYkTJ2Bra4uhQ4ca9PpExoaFWCd0ptwZP348PvnkE3z55Zf45JNPoNVq4e7ujpEjR2LFihXPfc7o0aORlJSElJQUWFhYIDk5GYMHD9ZP+A7oiesb+ygmYyKTySCTyaDRaBATE4M9e/ZgxYoVSE1NxeXLl/Hhhx/Czs7OJMqw27dv49SpUxg3bhx/0CIiIiLTIpECviGtt/pq4N4lIPsCoGz6fuSWvq8naAEbRyA8FggeAljZ6vca/+Tn54dXX30Ve/fuxTfffIPhw4dj4sSJXNbCQIYNGwYHBwekpaVh/fr1WLhwIWxte+Zr/SIJCQloaGjA/v37oVAoEBUVZdDrExkTicAJxB1WUVGBx48fix3DpDg4OKBPnz5ixzA5arUacrkcRUVF8Pf3x4cffoj3339f7FgdUlxcjLVr1yI8PByzZ89mKUpERESmT6MGCu4CTx4AZYVA1WNA+8+1uDpTkj19rEwBuPoAbv6Ad1BrAWeghf0FQcClS5dw+PBhuLu7IzU1td06w9SziouLsXnzZlhYWGDx4sUGf+0FQcDevXtx/fp1pKamIiKi61NyiUwZC7FOaGxsRF5entgxTIqnpyfc3d3FjmGSBEHA6tWrYWVlhf/+7//W3WfMBVNtbS2+/PJLODg4YMWKFXy3kYiIiHonrQaoKQMqioHywtZbfSWg0bSWZ22ll1TWepPJAUf31imQrr6tNwcX0Xe2LCkpQVpaGmpra5GcnMzRQgZUVVWFzZs3o6GhAQsXLoS/v79Br6/VarFr1y7cuXMHCxYsQEhIiEGvT2QMWIh1glarFW27XFPVt29f2Nvbix3DZN25c0f3jo2xl2EqlQrr1q1DfX09Vq9ezUX0iYiIyHy1FWIiF14d0dLSggMHDuDGjRsYPHgwpkyZAgsLC7FjmYWmpiZs27YNhYWFSElJMfhILY1Gg+3btyMnJweLFy9GYGCgQa9PJDYWYp10//59tLS0iB3DZISFhXGUkB4YexkmCAJ27NiBe/fuYeXKlfD29hY7EhERERF1wrVr13DgwAE4OjoiNTUVnp6eYkcyC2q1Gnv27MGtW7cwceJExMTEGPTnfrVaja1bt+LRo0dYsmQJl7shs2L8b1kYGWtra7EjmAy5XM4yTE+MuQwDWneUvH37NmbPns0yjIiIiMgEDR48GK+88gpkMhm++OILXL58GRw70fPkcjlSUlIwatQoHD58GBkZGdBq9bxxw09cf/78+fDx8cHmzZtRXFxssGsTiY0jxDqJC+t3HBfUNw+3b99GWloaxo0bh4SEBLHjEBEREVE3qFQqHD58GJcvX0ZERASmT58OKysrsWOZhUuXLuHgwYMICQnB7NmzDfq6t7S0YNOmTaioqMDy5cs5QpDMAguxTuLC+h3HBfV7v7YdJcPCwpCSkmL0I9mIiIiIqGPu3LmDvXv3wtraGqmpqfD19RU7klm4f/8+duzYATs7OyxYsABubm4Gu3ZzczPWr1+Puro6rFixwqDXJhIDp0x2Et8d6ThOL+3d6urqsHXrVnh4eGDGjBksw4iIiIh6kYiICLz66quwtbXFV199hXPnznEKpQGEhIRg9erVkEgk+PLLL3Hv3j2DXdvKygpLliyBjY0NNmzYgKqqKoNdm0gMHCHWBYWFhaiurhY7hlGTy+UIDQ1lSdJLKZVK3btHq1ev5k6iRERERL2URqPBsWPH8N133yEkJASzZs2CjY2N2LF6nFarRUlJCWxsbODk5GTw67e0tGDXrl3Izs7G+PHjMXr0aIP9blVXV4d169ZBq9Vi5cqVcHBwMMh1iQyNhVgXcNrkT+N0yd5Lo9Fg27ZtePDgAXeUJCIiIjIT9+/fx+7duyGTyZCSkoKAgACxI/Wof/mXf8HDhw9x48YNjB49Gu+//z769etn0AyCIODkyZM4ffo0IiIiMHPmTFhYWBjk2jU1NVi7di3kcjlWrFgBOzs7g1yXyJBYiHWBIAjIzc1Fc3Oz2FGMVlhYGHeY7IUEQcCePXtw8+ZNLFq0yOA/FBARERGReGpra7Fr1y48fPgQCQkJSEhIgFTa+1bhaWxshJ2dHW7cuIG+ffvir3/9Kx48eIC//e1vosyMuHv3Lnbt2gVnZ2csWLAAzs7OBrluZWUl1q5dCxsbGyxfvtwsRgaSeWEh1kVVVVUoKioSO4ZRcnR0hL+/v9gxqAccPXoU3377LWbPno2oqCix4xARERGRgWm1Wpw+fRqnT59G3759kZKS0uuWz6irq8O7776LiRMnYs6cOXj06BHCwsJQWlqK2tparFmzBv7+/lixYoXBMpWWlmLr1q1obm5GamoqgoKCDHLdsrIyrFu3Dk5OTli6dCnX1KZehYVYF2m1WmRlZUGr1YodxegEBgbC1tZW7BikZxcuXEBGRgYmTpyI2NhYseMQERERkYgePHiAnTt3Qq1WY+LEiRg0aFCvWD+4pqYGy5cvh6OjI7799lsAwLBhw9C/f38kJyfjt7/9LUJDQ/Ho0SOUlJTg4MGDcHV1NUi2pqYm7NixA3l5eUhKSkJMTIxBXvPHjx9jw4YNcHd3x5IlSww2bZOop7EQ64bHjx+joqJC7BhGxdLSEsHBwb3imyF979atW9ixYwdiY2MxceJEseMQERERkRFobGxERkYGbt68icDAQCQnJ8PFxUXsWN3y/vvv4+7du9izZw8A4He/+x0CAgKwatUqhISE4Je//CXeeOMNAMDy5csxdepUzJ8/32D5tFotjh49iu+++w5RUVFITk6GQqHo8esWFhZi48aN8PX1xaJFi7g8DvUKvW/CtwGZ+j/2PcHV1ZVlWC+Tl5eHXbt2ISoqCklJSWLHISIiIiIjYWNjg5SUFCxevBhVVVX47LPPcPbsWWg0GrGjddm5c+cwc+ZM3cfOzs44ePAgTp06hYaGBrzxxhu6zy8rK6tdMVRfX49t27YhKyurx/JJpVJMnDgRKSkpuHPnDtatW4eampoeu14bPz8/LFy4EAUFBfjmm29M+mtM1IaFWDdYWlpyJ8WnWFtbG2yBRzKMx48fY9u2bQgKCsKMGTNYdhIRERHRM4KDg/H6669j+PDhOH78OL744guTXW/55ZdfxqZNm3DkyBG0tLRg3bp1mDdvHn7961/jZz/7GQBAJpPh8uXLcHd3h6enp+65H3/8MQ4ePKhbjH7t2rU9ljMyMhIvvfQSGhoa8MUXX+DRo0c9dq02AQEBmD9/PvLy8rBjxw4uH0Qmj4VYN7m7u8PS0lLsGKKTSCTw8/NjYdKLVFZW4uuvv4abmxvmzp0LmUwmdiQiIiIiMlIWFhaYOHEiVq9eDYlEgjVr1iAjIwMtLS1iR+uU5cuXY+XKlfjggw+QnJyMkSNHYvTo0VAqlUhNTdUdt3v3bgQFBek2E/vyyy9x7tw5/Pu//ztCQ0PR0NCAXbt2YciQIfj888/REysVeXt7Y/Xq1XBzc8P69etx+fLlHrnO04KDg5GamoqsrCzs2bOnx69H1JO4hpgeNDU1ITc3V+wYovLy8oKbm5vYMUhP6uvr8dVXX0EikeCll17iJglERERE1GFarRbnz5/HyZMnYW1tjWnTpqF///5ix/pJgiC0e4O/pKQELi4usLCwwJtvvonY2FgsWrQImZmZ+PnPf45/+Zd/waxZs3D48GF89tlnePPNNzF+/Ph25zxx4gQ++eQTrF+/vsd+ptZoNDh06BAuXbqEqKgoTJs2rccXvm9bY3jIkCFITk7mwAgySVwJTw+sra3h7u6OsrIysaOIwtra2mA7q1DPa2lpwebNm6FSqViGEREREVGnSaVSxMXFITw8HOnp6diyZQsGDBiAyZMnw87OTux4L9RW6mi1WkilUnh5eekeGzRoEP7whz9g586dKCsrw+jRozFr1iwcOHAAX3/9NVasWNGuDGtpaYGlpSX8/PxQW1uLkydPYtq0aVCr1cjJyUFpaSkSEhL0klsmk2Hq1Knw8/PD/v37UVRUhLlz57abzqlvAwcOhEqlwt69eyGTyTBlyhSWYmRyOEJMT7RaLXJzc01uSHB3SSQSBAcHc9poL6HRaLB582YUFRVhxYoV7X4IICIiIiLqLEEQcPPmTRw6dAharRZJSUmIjo42yfKkrq4OmzZtQnx8PAYOHIjq6mokJyfjrbfewty5c585Pjc3Fx988AHKy8uxefNmODg44OWXX0ZTUxOysrIgk8nw2WefYdiwYXrLWF5ejrS0NJSXl2Py5MkYOnRoj77Wly9fRnp6OqKjo5GcnAyplKsykelgIaZH5jh1klMlew9BELBz507cvXsXS5YsQUBAgNiRiIiIiKiXaGxsxOHDh3H9+nX07dsX06dPN6lZJm2jxtqcPHkSO3bsgJOTEz744APd/YIgID09HTt27MC9e/cwYsQIvP766+jfvz+2bNmCX/3qV7h27Ro8PDzw4YcfwtLSEr/61a/0mlWlUuHQoUO4cuUKBgwYgOnTp/foAIZr165h7969iIyMxMyZM1mKkclgIaZn1dXVKCwsFDuGQTg5OcHX19ck392h9gRBwOHDh3H+/HnMnTsXERERYkciIiIiol4oLy8P+/fvR21tLRISEjBq1CiT3Lxp//79KC8vx+zZs+Ho6AilUomNGzdi/fr16Nu3L4YNG4b58+frZlyUlZVh6dKlmDZtGt58800AwNdff41PPvkE586d65GMt2/fxr59+2BjY4O5c+fC29u7R64DtK4ptnPnToSFhWHOnDkm+TUl88PqVs+cnJx69B8aY+Hg4MAyrBc5e/Yszp8/j6lTp7IMIyIiIqIeExQUhNdffx0xMTE4efIkPv/8c5McUJCcnIwVK1bA0dERQOtSMjk5Obh58yZUKhUWLlzYbvmRu3fvIi8vD6tXr9bdt3fvXt26Yz0xTmXAgAF45ZVXYGVlhTVr1uDChQs9tivkwIEDMW/ePNy7dw/ffPMN1Gp1j1yHSJ9YiPUAV1fXHl3AUGx2dnbw8/NjGdZLnDt3DsePH8fYsWMxfPhwseMQERERUS+nUCiQmJiIV155BXK5HGvWrMGBAwdMej1mhUKBP/7xjygqKkJ0dDSmT5+OxYsXo7q6GgCwbds2xMbGwsrKCgCQk5ODoqIiJCUlAUCP/W7l4uKCl156CcOGDUNGRga++eYbNDU19ci1wsLCsGDBAuTl5WHLli1QqVQ9ch0ifeGUyR5UXl6OkpISsWPolb29Pfz9/TkvvJe4cOECMjIyEB8fj3HjxrHkJCIiIiKD0mq1uHjxIo4fPw4rKytMmzYNoaGhYsfqkh+uM3bmzBnEx8cDAD788EPIZDK89957AIBXX30VSqUS//mf/2mwNZmzsrKwZ88eWFlZYc6cOfDz8+uR6+Tn52PLli3w8fHBwoULuQEbGS0WYj2sqqoKRUVFYsfQC64Z1rtcunQJBw4cQFxcHBITE/l1JSIiIiLRVFdX48CBA7h//z7Cw8ORlJQEZ2dnsWN1yQ+LMQC4ePEili5ditTUVLi5ueGjjz7CkSNHEBYWZtBs1dXV2LFjB4qLizFhwgTExsb2yO8BBQUF+Prrr+Hm5oYlS5boRsYRGRMWYgZQW1uLwsJCaLVasaN0mYeHB9zd3Vma9BKZmZnYt28fRo4ciUmTJvHrSkRERESiEwQBt2/fxuHDh9HQ0IBhw4YhISEBtra2YkfTi5ycHPzlL3+Bj48PJk+ejOHDhz+3POtpGo0Gx48fx7lz59C/f3/MnDkTNjY2er9OcXExNm3aBEdHRyxdurRHrkHUHSzEDEStVqO4uBi1tbViR+kUS0tL+Pn5wdraWuwopCfXrl3Dnj17MHz4cEyZMoVlGBEREREZFZVKhQsXLuDs2bMQBAGxsbGIjY016al3giAY3c/d9+7dw+7du6FQKDBnzhz06dNH79d48uQJNm7cCBsbGyxbtgx2dnZ6vwZRV7EQM7CamhoUFRWZxGgxd3d3uLu7c72wXuTGjRvYtWsXhgwZguTkZKP7pkxERERE1KapqQlnzpzBxYsXYWVlhYSEBAwdOhQymUzsaF3S9qu3Mf0MXltbix07dqCgoAAJCQmIj4/X++tbXl6ODRs2wMLCAsuWLYODg4Nez0/UVSzERGDso8U4Kqx3un37Nnbs2IFBgwZhxowZRvWNmIiIiIjoRWpqanDy5Elcu3YNzs7OGD9+PAYMGMCfZ/VEq9Xi9OnTOH36NLy9vTFr1iy4u7vr9RqVlZXYsGEDJBIJli1bZrLrw1HvwkJMRDU1NXjy5AmUSqXYUQAAUqkUbm5ucHNz46iwXubu3bvYvn07IiMjMXPmTH59iYiIiMjklJaW4tixY7h37x68vb2RmJiIoKAgsWP1GkVFRdi9ezeqqqowYcIExMTE6LV0rKmpwfr166HRaLBs2TK4urrq7dxEXcFCTGSCIKCxsREVFRWijRiztraGq6srHBwcWJT0QtnZ2fjmm28QERGB2bNn82tMRERERCbt4cOHOHr0KAoLCxEUFITExER4e3uLHatXUKlUOHbsGC5cuICAgADMnDkTTk5Oejt/XV0dNmzYgKamJixbtgweHh56OzdRZ7EQMyIqlQpVVVWorKyEWq3u0WtJJBI4OTnBxcWFUyN7sfv372Pbtm3o378/UlNTWYYRERERUa8gCAKys7Nx7NgxlJeXY+DAgRg3bhxcXFzEjtYr5OfnY8+ePWhqasLkyZMxePBgvY0Wa2howMaNG1FbW4ulS5eyzCTRsBAzQoIgoK6uDnV1dWhqakJzc7NezqtQKGBjYwMbGxs4OTmZ7GKU1DG5ubnYsmULgoODMXfuXH69iYiIiKjX0Wq1uHbtGk6ePImGhgYMHToUCQkJ3M1QD5qbm3Ho0CFcu3YN/fv3x/Tp0/X2ujY1NWHTpk2orKzE4sWL4efnp5fzEnUGCzEToNVq0dLSgqamJt2tpaUFP/alayu/rK2tYW1tDSsrKxYiZiQ/Px+bN29GYGAg5s2bB7lcLnYkIiIiIqIeo1KpcOHCBZw9exZarRZxcXGIjY2FpaWl2NFMXnZ2Nvbt2wetVovk5GRERETo5bwtLS3YvHkzSkpKsGjRIvTt21cv59U7tQporAU0akCjav1TIgFkckCmAOQKwMYR4Gwck8NCzIQJgqC7Aa3TINtuZL4ePHiAzZs3o0+fPliwYAHLMCIiIiIyG01NTThz5gwuXrwIS0tLJCQkYNiwYRwc0E0NDQ1IT0/H3bt3ERkZiSlTpuhl6R2lUomtW7eioKAACxcuFH+TBLUSqCwBKoqAimKgvACoLQd+qjaRygEXL8DdH3D1BVx8AEd3lmRGjoUYUS9y//59fPPNN7oyTKFQiB2JiIiIiMjgampqcPLkSVy/fh1OTk4YN24cBg4cyMED3SAIAm7evIkDBw7AwsICM2fORL9+/bp9XpVKhe3btyMvLw/z5s1D//799ZC2EyqKgfuXgZJcoLbi+/JLIgUEbefO9fRz2koyv1AgZBhg46Df3NRtLMSIeonbt29j586dCAkJQWpqKkeGEREREZHZKy0txbFjx3Dv3j14enoiLi4OAwYM4IixbqipqcHevXuRl5eHYcOGISkpCRYWFt06p1qtxo4dO3Dv3j3MmTNHb9MyX0ijAh7cBu6eax0N1pXyq6PaStg+EUBYDOAZ+P19JCoWYkS9wNWrV7Fv3z4MHDgQM2fO5Dd4IiIiIqKnPHz4EKdPn0ZeXh7s7e0xcuRIDB06FFZWVmJHM0mCIODSpUs4cuQIHBwcMGvWLPj7+3frnBqNBrt378bt27cxbdo0DB06VE9pn1JXCdy7BNy7CCibW4spQ1UibaWbvSsQHgv0iwYs+N+fmFiIEZm48+fP49ChQxg6dCimTZvGYeBERERERC/w5MkTnD9/Hjdv3oRUKkV0dDRiYmLg7OwsdjSTVFFRgd27d6OwsBAjRozA+PHju7WRgSAIOHjwIC5duoRx48YhPj5eP7/fNNUDF/YBD28ZtgT7MTI5MDABiBzT+ncyOBZiRCZKEAScPn0aJ0+eRFxcHBITE1mGERERERF1QH19PS5evIjLly+jubkZYWFhiI2N7fYoJ3Ok1Wpx4cIFnDhxAtbW1pg6dSpCQ0O7fD5BEHDmzBmcOHECw4cPx+TJkyHt6uL0ggDk3wDO72ldMN8Y6w8nDyB+butC/GRQLMSITJAgCDhy5Ai+++47jB8/HqNHj2YZRkRERETUSSqVCtevX8f58+dRUVEBPz8/xMbGIiwsrOsljJmqrq5Geno6cnJyEB4ejilTpsDe3r7L57ty5QrS09MRHh6O2bNnQy6Xo6amBnfv3sXIkSN/+vefpnrgu91Awd0uZzAIiRSAAESN42gxA2MhRmRitFot0tPTkZmZiSlTpmDEiBFiRyIiIiIiMmmCIODevXs4f/48Hjx4ACcnJ4wcORLR0dHdmgJobgRBwO3bt5GRkQG1Wo3ExEQMHTq0y2/eZ2VlIS0tDX369MGMGTOwYcMGVFVVYfHixQgODn5RCOMfFfYiHC1mUCzEiEzI0wtNzpgxA4MHDxY7EhERERFRr1JcXIzz58/j9u3bUCgUGDp0KEaMGAFHR0exo5mMpqYmHDlyBFevXoW/vz+Sk5Ph4eHRpXM9fPgQmzdvhiAIUKvVAIDQ0FDMnz//2YPVSuDMduDRne7EF0/baLEhk4ABo7kbZQ9jIUZkIlQqFdLS0pCTk2OYrYiJiIiIiMxYTU0NLl68iCtXrkClUmHAgAGIiYmBjw9H73TUw4cPsW/fPlRVVWHUqFFISEiAXN65KYFarRYbNmzAw4cPdfdJJBK8/fbb7adkKpuBo+uA8kLTGhX2IhGjgWGTWYr1IBZiRCagpaUFW7duRWFhIebPn//i4cFERERERKRXLS0tuHbtGs6fP4/q6mr07dsXsbGx6N+/P9fx7QC1Wo2zZ8/i7NmzcHR0RHJyMgIDAzv8/IMHD+LixYvP3D9+/HjEx8e3ftBUDxz+Cqgp7R1lWJvgoUDsLIDr2fUIFmJERq6pqQlff/01ysvLsWjRIvTp00fsSEREREREZker1SIrKwvfffcdCgsL4eLigpiYGAwePBgKhULseEavrKwM+/fvx6NHjzB48GAkJSXBxsbmJ5/32WefobS0FBKJBE/XFzY2Nnj33XchaWkCDv4vUFcJCNqe/BTEETQYGD3nn9MpSZ9YiBEZsfr6emzcuBH19fVYsmQJvL29xY5ERERERGT2CgoKcP78edy9exdWVlYYPHgwoqKi4OnpyVFjP0IQBFy9ehVHjhyBVCrFpEmTEBkZ+aOvmSAIKCkpQW5uLnJyclBQUACttrX4Spk+DZFFF4Cqx71rZNgPhcUCI6Zx+qSesRAjMlJVVVXYtGkTVCoVli5dCnd3d7EjERERERHRU6qqqnDx4kXcuHEDjY2N8PDwQFRUFCIjI+Hg4CB2PKNVX1+PjIwM3L59G/369cO0adPg7Ozc7hi1Wv3c9cZUKhXy8/OReekiUhxqYVFV3LvLsDaDxgGDE8VO0auwECMyQoWFhdiyZQusrKywZMmSZ745EBERERGR8dBoNMjNzcWNGzeQnZ0NtVqNgIAAREVFISIiApaWlmJHNEr3799Heno6GhoaEB8fj7i4OMjlchQXF2Pt2rWYMWMGIiMjn//kSweAO+cAmFGlMWEZ4Bcqdopeg4UYkZG5e/cudu7cCW9vbyxYsKBD8+qJiIiIiMg4tLS04M6dO7h58yby8/Mhl8sRGhqKqKgo9OvXDzKZTOyIRkWpVOLUqVM4f/48HB0dMWnSJJw5cwZFRUWwtLTEz3/+c9jZ2bV/UulD4ODn4gQWjQSwsgVmvw1YWIkdpldgIUZkRM6fP49Dhw4hIiICs2fP7vSWxEREREREZDxqampw69Yt3LhxA6WlpbCxscHAgQMRFRUFHx8frjf2lPLychw8eBB5eXm6+yQSCcLCwjBv3rzvD1SrgD1/AxqqzWOq5NMkEqBfNDBqjthJegUWYkRGQKvV4tChQ7h48SLi4uKQmJjIb45ERERERL2EIAh48uQJbty4gZs3b6K+vh6urq6IjIxEVFQUl0j5p5aWFvz1r39FS0tLu/vnzp2LiIiI1g/McarkD3HqpF6wECMSmUqlws6dO5GdnY0pU6Zg+PDhYkciIiIiIqIeotVqkZ+fj5s3b+LOnTtQqVTw9/dHVFQUBgwYAGtra7Ejiub48eM4c+bMM/dbWFjgF7/4BWwbys1wquQPceqkvrAQIxJRQ0MDtmzZgtLSUqSmpqJ///5iRyIiIiIiIgNRKpXIzs7GjRs3kJubC6lUipCQEERFRSEkJMTsllD56quvUFBQ8NzHAvv4YZlDlXlOlfwhTp3UCxZiRCIpLy/H119/DbVajYULF8LHx0fsSEREREREJJL6+nrdemOPHz+GlZUVIiIiEBkZCX9/f7NYjF+tVqOhoQHNzc3tbsXFxRhm1Qj3R1dh1lMlf2ja64Cbn9gpTBYLMSIRPHz4EFu3boW9vT0WLVoEJycnsSMREREREZGRKCsr0603VlNTAwsLCwQFBaFfv34IDg42v98ftFog7T+ApjqxkxgPiRQIGgSMThU7icliIUZkYDdv3sSePXvg7++P+fPnw8qK876JiIiIiOhZgiDg8ePHyMnJQW5uLgoKCiAIAtzc3HTlWN++faFQKMSO2rMe3QVObBI7hfGRyoC57wNWNmInMUksxIgMRBAEnD17FsePH0dUVBRmzJhhFsOeiYiIiIhIP5qbm5GXl6cryGprayGXyxEQEKAryFxdXXvfjvWHvwJK8rh22DMkwLDJwIDRYgcxSSzEiAxAq9UiPT0dmZmZSEhIwNixY3vfNykiIiIiIjIYQRBQVlamK8cePnwIjUYDJycnXTkWGBgIS0tLsaN2T20FsOsjsVMYL1snYM6vWqdQUqewECPqYS0tLUhLS0NeXh6Sk5MRHR0tdiQiIiIiIupllEolHjx4gNzcXOTk5KCyshJSqRR9+vTRFWSenp6m98b8pYPA3W85OuzHJK4AfEPETmFyWIgR9aCKigps3boVdXV1mDdvHoKCgsSOREREREREZqCyslJXjuXn50OlUsHOzg7BwcHo168fgoKCYGNj5GtPqVXAN38EVC1iJzFeEmlrGTZhmdhJTA4LMaIecu/ePezcuRP29vaYP38+3NzcxI5ERERERERmSK1Wo6CgADk5OcjJyUFpaSkkEgl8fHwQGBgIX19f+Pj4wMHBQeyo7XEx/Q6SAAt/B1hww7bOYCFGpGeCIODMmTM4ceIEQkNDMXv2bNOft09ERERERL1GbW2tbvTYw4cP0dDQAACws7ODj49Pu5utra14Qa8eAW6eBgSteBlMxaRVgFeg2ClMCgsxIj1SKpXYvXs37t69izFjxmDMmDGmN0efiIiIiIjMhiAIqKurQ1FREYqLi3W35uZmAICjo+MzJZmVlYFGIh1ZBxTfN8y1TBp3m+wKudgBiHqLyspKbN26FTU1NZg/fz7CwsLEjkRERERERPSjJBIJHBwc4ODggPDwcACtJVlVVVW7guzMmTNQKpUAABcXF/j6+sLb2xs+Pj7w9vaGhYVFp68tCAIEQYBU+pwdEgUBKC/s1udmNiQAKorFTmFyWIgR6UFOTg527NgBGxsbrFq1Cu7u7mJHIiIiIiIi6hKJRAIXFxe4uLhg4MCBAFrLq/Ly8nYl2d27d6FWqyGRSODm5qYryXx9feHp6Qm5/Mcrh7t372LXrl1ITEzEiBEj2s+uaawBlE09+Wn2HoIAlD0SO4XJYSFG1A2CIODbb7/FsWPHEBISgpSUFMMNHyYiIiIiIjIQiUQCd3d3uLu7Y9CgQQAArVaL0tLSdiXZjRs3oNVqIZVK4eHhAR8fH3h6esLV1RWurq5wdHTUFV9FRUVQq9XIyMjA3bt3MWvWLDg5ObVe0AAjnl5bdxCONpb487zxPX6tHldfBSibubB+J3ANMaIuUiqV2Lt3L27fvo34+HiMHTv2+UN9iYiIiIiIzIRarcaTJ0/alWQVFRXQaDQAALlcDhcXF7i6uqK0tBQVFRUAWgs3mUyGKVOmIDo6GpJrR7u9oP7Uj7YhyN0J/710Urv7a5ta4PXW37D/l/MwPiLgJ8/zoKwagb/+FFWfvAMnWyMunLiwfqdwhBhRF1RVVWHbtm2orKzE3LlzERERIXYkIiIiIiIi0cnlcvj6+sLX11d3n1arRU1NDcrLy1FRUaG7VVVV6Y4RBAFqtRr79u3D2bNn8Wa4IyTd3F3y5fhBWL3uAP6yYAIsFd/XH1vO34a3ox3Ghfft1vk7Q6XWQCGX9eAVJEDlYxZincARYkSdlJeXh7S0NFhZWWHBggXw8PAQOxIREREREZFJEQQBf/zjH6FSqZ55zMbGBu+G20JSUdSta6jUGvi+/Q/8Y8lEzB/5/SCGmD+sw/TBIbj/pBJONlb4eHESAOB+SSV+tfUYvssthEYrYGxYH+x8MxUeb36MsrpG2FoqAAD/u3wKFscNxOFbeXjvmxPIK6tGPw8n/Me88Ugc0FpIrfhiH2RSKeqaW5BxMw+/nhKD/7fvW9z946sIdHcCADQr1fD+5d+R8av5GNnPF90ikQJRY4HBE7p3HjPCEWJEHSQIAr777jscPXoUQUFBmDNnDqytrcWORUREREREZHKam5vblWFubm6IiorCwIED4ezsDOz5e7evoZDLsDRuIL46c11XiN0pKsPlB4+x4805+G3aSd2xDS1KJP7nZiyOHYgtr8+EQibDt/cLAAAX/88KBP76UxR+9KZuymTOk0rM/Fsavn51BmZE98fuzGzM+Nt23P5/r+gKry0XbmPXm6nY+vpsNKvUuF7wBOvP3sDvZycAAHZlZsPHya77ZRgASCSARt3985gRFmJEHaBUKrF//37cvHkTo0aNwvjx47leGBERERERURcpFAqEhobC09MTAwcOhLu7e/sD9FTuvJwwCJG/+xIFFbXwd3XAV2duYNLAIPg627c7bv+1HChkMvy/OWN0i/6PCw944Xm3XbiLsWF9kDIsDACQOjwcn5+8hi3nb+Nfp48CAEwcEIRJkUEAABtLBV5OGIw3Nh7Cv82Kh0QiwbqzN7AyPkovnycgsBDrJBZiRD+hpKQEaWlpqK2txZw5c3TbDhMREREREVHXyOVyLFiw4MUHaPVT7kT4umNEkA/Wf3sD70+Lw6Zzt/DpsknPHPewogb9PJx0ZdhPKayqRYCbY7v7gtydUFhVp/u4j6tDu8cnDQyCUq3BqaxHCPFywamsR9iwenoXPqvnEMBCrJNYiBG9gCAIuHLlCjIyMuDm5oZXXnkFbm5uYsciIiIiIiLq/aT6qyteThiEP6V/h4G+7tAKAqYPDnnmmL6ujsgtrYYgCM+UYlLpsyWZn7MDzv5zSmWbB+U1SAj1//55zznPitGRWHf2BkK9XTEpMgiejnbd+dS+JwEgY8XTGZzzRfQczc3NSEtLQ3p6OqKjo7Fq1SqWYURERERERIaix3Jn/ohwlNTU4+0tR7FsVORzd3ucNigYLWo1/s/O02hoUUKp1uDE3QcAAHd7G0glEuSWfb8r5vyR4TiZ9Qh7Mu9BrdFi5+UsnL73CAueWrz/eV6KH4SdV7Kx5vR1vBQ/SG+fIyBhIdZJfLWIfqCoqAg7duxAY2Mj5s6di4iIH/8HjYiIiIiIiPRMrtDbqeytLTFvRDjWnrmBlxOeX0LZWVng6K8X4e0tR9HnnU8AAOPC+2BceACsLRT4t1mjMeUv26BUa/DpsslYFDsAO9+cg99sP4Gln+9FkLsTdr2ZiiAP5x/NEuThjGGB3rhdVIZpg4L19jlCEFiIdZJEEARB7BBExkAQBFy4cAFHjhyBl5cXUlNTW3c3ISIiIiIiIsM6tgEovIfWxbF6l5fW7IeLrTX+a8EEPZ5VAoyYCoTH6fGcvRvrQyIAjY2N2Lt3L7KzsxETE4PExETIZM8OoyUiIiIiIiIDcPUBiu63jnzqRXJLq5B2KQtXfv+Sns8sAC4+ej5n78ZCjMzeo0ePsGPHDqhUKixcuBD9+/cXOxIREREREZF5c/EFBK3YKfTq1XUHsPn8Hbw/NRYhXi76v4CLt/7P2YtxyiSZLUEQcPbsWZw4cQL+/v5ISUmBo6PjTz+RiIiIiIiIelZDDZD2H2KnMB32LkDKr8ROYVI4QozMUn19PXbv3o3c3FzEx8dj7NixkEq56SoREREREZFRsHEALK2Bliaxkxg/iQRw9xc7hclhIUZmJz8/Hzt37oQgCFiyZAn69esndiQiIiIiIiJ6mkQCuPm3riPWCxfW1ysBgKuv2ClMDgsxMhtarRanTp3C6dOnERgYiJSUFNjZ2Ykdi4iIiIiIiJ7HzRcozul1C+vrn8BCrAtYiJFZqKiowO7du1FUVIRx48Zh9OjRnCJJRERERERkzFz9et3C+j1CIuGC+l3AQox6NUEQcPHiRRw9ehQODg5YuXIl/P05t5qIiIiIiMjo+fQDLKwAZbPYSYyXRAr4hwEKS7GTmBwWYtRr1dTUYM+ePcjPz8fw4cORmJgICwsLsWMRERERERFRR8gUQP8RwO0znDb5IoIWCIsRO4VJYiFGvY4gCLh+/ToyMjJgaWmJpUuXIigoSOxYRERERERE1Fn9hwO3ToudwnjZuwBe/H23K1iIUa9SX1+P/fv3Izs7G4MGDcLkyZNhZWUldiwiIiIiIiLqCnsXwLc/UHyfo8SeJyy2dQ0x6jQWYiZKq9VCq9VCEATdTSqVQiKR6P6UmNn/Ke7cuYP09HQAwPz58xEWFiZyIiIiIiIiIuq2sBig6J7YKYyPVAYER4udwmSxEDMBarUazc3NaGpqQlNTExobG6FWq3/0OVKpFNbW1u1uCoWiV5ZkTU1NOHjwIG7evImwsDAkJyfD1tZW7FhERERERESkDz4hgI0j0FgjdhLjIZECQYMBC2uxk5gsFmJGSKvVorq6GvX19R0qv150joaGBjQ0NOjuayvJbG1t4ezsDIVCoc/YosjJycHevXuhVCoxe/ZsREZG9srSj4iIiIiIyGxJpUB4LHDlEABOmwTAxfT1QCIInIRrLFpaWlBRUYGqqioY4stib28PV1dX2NramlyJpFQqcfjwYVy5cgVBQUGYMWMGHB0dxY5FREREREREPUGjBvb+A6ir4FpiEgkQMhyInSl2EpPGQkxkgiCgtrYWFRUVaGxsFCWDhYUFXFxc4OzsDJlMJkqGznj06BF2796N+vp6JCUlYdiwYSZX6BEREREREVEnlRcC6Z+JnUJcEglgbQ/M+iWgsBQ7jUljISYSQRBQVVWFJ0+eQKPRiB0HACCRSODs7AxPT0+jLMZUKhVOnjyJc+fOwd/fH7NmzYKLi4vYsYiIiIiIiMhQrhwCbp0WO4W4Jr4EePcTO4XJYyEmAqVSicLCQtFGhP0UhUIBX19f2NnZiR1FJz8/H/v370dNTQ3Gjh2LuLg4SKVSsWMRERERERGRIZnz1ElOldQrFmIG1DYq7PHjxwZZI6y7nJ2d4eXlJeposcbGRhw+fBjXr19H3759kZycDDc3N9HyEBERERERkcjMceokp0rqHQsxAzH2UWEvItZoMUEQcOPGDRw6dAiCICApKQnR0dFcK4yIiIiIiIj+OXXyDMxq10lOldQrFmIGUFVVheLiYpMYFfYiLi4u8Pb2NkghVVlZif379yM/Px8DBw7EpEmTjGr6JhEREREREYlMowaObQRKcs1j6uSQiUDkGLFT9CosxHpYWVkZnjx5InYMvbC3t4e/v3+Prd2l0Whw7tw5nD59GnZ2dpg2bRqCg4N75FpERERERERk4tRK4PBXrVMoe3O1MTABGDpJ7BS9DguxHiIIAkpLS1FWViZ2FL2ysbFB37599b6uWEFBAfbv34+ysjLExsZizJgxsLCw0Os1iIiIiIiIqJdRNgMHPwdqSntnKdZ/OBAzs3UNMdIrFmI9QBAEPHnyBOXl5WJH6RHW1tYIDAzUy0ix5uZmHDt2DJcvX4aPjw+mT58OLy8vPaQkIiIiIiIis9DSCBxZB1QW965SLCwGGDENkPTMLC1zx0KsB5SWlqK0tFTsGD3K1tYWffv27XIpJggC7t69i4MHD0KpVGL8+PEYPnx4j03HJCIiIiIiol5M1QIc3wiUPECvWGg/ahwweAJHhvUgFmJ6VlFRgcePH4sdwyAcHBzg7+/f6YX2a2pqcPDgQWRnZyM0NBRTpkyBo6NjD6UkIiIiIiIis6BRAed2A3nXAEhgcsWYRNoae9hUIDxW7DS9HgsxPWpoaEB+fr7YMQzKw8MDHh4eHTpWq9Xi4sWLOHHiBCwtLTFlyhSEhYUZZOdKIiIiIiIiMhOP7gDndgHKJtOaQunqA4yeCzh17Hds6h4WYnqi1Wpx//59qFQqsaMYXHBwMKysrH70mIKCAhw8eBCPHz/G8OHDMX78+J98DhEREREREVGXtDQCF/YB+Tdg1KPF2kaFRScBEaMAqX43sKMXYyGmJ48fP0ZFRYXYMURhaWmJ4ODg5470qq+vx9GjR3H9+nV4e3tj6tSp8PPzEyElERERERERmR1jHy3GUWGiYSGmB+Y4VfKHfjh1UqPR4OLFizh58iRkMhkmTJiA6OhoLppPREREREREhtXSCFw68M+1xSByMfbP0WpyC2DQOI4KExELsW4y56mSP9Q2dTIvLw8ZGRkoLy/H0KFDMX78eFhbW4sdj4iIiIiIiMxZYy1w/zKQdR5obmjdwdFQlYhECghawNmrdcH8wKjWUoxEw0Ksm8x5quQPKRQK3LhxA3fu3IG/vz+mTp0KLy8vsWMRERERERERfU+rAQqygLvfAU/yvy+reoQEkEqAwEFA6EjAza+1iCPRsRDrhubmZuTk5Igdw2gIgoCsrCyEhoYiMjKSu0cSERERERGRcaspA+5dBkrygOonrWUZ0LWS7OnnKCwBV1/Atz8QPBSwstFvbuo2FmLdUFxcjMrKSrFjGBW5XI7Q0FCWYURERERERGRatBqguhSoKAIqioGyAqC6BND+RDHWVn65+bX+6eoD2DlzJJiRYyHWRRqNBllZWeDL96yAgADY2dmJHYOIiIiIiIioe7Sa1vXGNGpArQI0qtaRYDI5IFcAMgVgZcvyywTJxQ5gqqqrq1mGvUBFRQULMSIiIiIiIjJ9Uhlg4yB2CuoBUrEDmCJBELiQ/o+oq6vjrptEREREREREZLRYiHVBY2MjlEql2DGMGtdWIyIiIiIiIiJjxUKsCzg67KdVVlZySikRERERERERGSUWYp2k1WpRW1srdgyjp9FoUF9fL3YMIiIiIiIiIqJnsBDrpKamJrEjmAy+VkRERERERERkjFiIdVJzc7PYEUwGCzEiIiIiIiIiMkYsxDqJJU/HNTY2ih2BiIiIiIiIiOgZLMQ6iSVPx2k0GqjVarFjEBERERERERG1w0KsE7RaLZRKpagZjh07hkmTJnX5+VeuXMGECRP0mOjFPv30U8yaNcsg1yIiIiIiIiIi6igWYp0wZswYDBkyBCNGjNDdtm7dKnasFyoqKkJkZGS7XTGHDh2KY8eOGSyDRqMx2LWIiIiIiIiIiDpCLnYAU6LVavH2229j6dKlYkcxGSzEiIiIiIiIiMjYcIRYJwiC8Nz7z507h7lz5yI2Nhbz5s3Dd999p3ts5cqV2Lhxo+7jrKwsREZGtnv8448/xquvvoqRI0di3rx5uHfvnu7xkpISvPLKK4iJicG8efOQl5fX7trr16/HtGnTMHLkSEyZMgWbN2/WPbZo0SIAQGJiIkaMGIH9+/fj0qVLiIuL0x3T0NCA3//+9xg3bhzGjRuHP/zhD7p10tpGmO3btw9Tp05FXFwcfvvb30KlUgFoXU/tzTffxJgxYxAbG4vly5cjOzu7Q68ZEREREREREZFYWIh106NHj/CLX/wCr776Ks6cOYNVq1bhF7/4BQoLCzt8jn379uGdd97Bt99+i4iICPzxj3/UPfbee+/B3d0dJ06cwJ/+9Cfs2LGj3XN9fHywZs0anD9/Hv/3//5ffPTRR7h69SoA6Mqxo0eP4uLFi0hOTn7m2n/6059QUFCAXbt2YefOncjPz8d//Md/tDvmzJkz2L59O3bv3o0LFy4gPT0dQOuIuWnTpuHgwYM4efIkwsPD8e6777IEIyIiIiIiIiKjxkKsk/72t78hLi5Od8vIyMCwYcOQmJgIuVyOiRMnIjo6GgcPHuzwOZOTkxEaGgq5XI6ZM2fizp07AFpHh2VmZuKdd96BtbU1goKCMHfu3HbPTUpKgpeXFyQSCUaMGIG4uDhcunSpQ9fVarVIT0/HW2+9BScnJzg7O+Ott97Cvn37oNVqdce99tprsLW1hYeHB0aPHq3LZ2dnh8mTJ8PGxgaWlpb42c9+hgcPHqC0tFT3XJZjRERERERERGRsuIZYJwiCgLfeeqvdGmIffPABfH192x3n5+eHJ0+edPi8bm5uur9bW1vrpiyWlpbC0tISrq6uusd9fHzaPXf//v3YsGEDioqKIAgCmpqansnzIpWVlVCpVO3O6efnB6VSiaqqqhfma1ukv7m5Gf/1X/+FM2fOoKamBlJpa79aXV0NT0/Pjn76REREREREREQGxRFinSCRSJ65z9PTE0VFRe3uKy4u1hVCNjY2aG5u1j1WVlbW4et5eHigpaUFFRUVuvseP37c7u+/+93v8Pbbb+PUqVM4d+4c4uPjdY+3FVQv4uLiAoVCgeLiYt19RUVFsLCwgLOz80/mW79+Pe7cuYP169fj/PnzyMjIAMBRYURERERERERk3FiIddIPS7HJkyfj8uXLOH78ONRqNY4ePYorV65g8uTJAIDw8HAcPXoUdXV1qKiowNq1azt8LS8vL0RHR+Pjjz9Gc3Mz8vPzsX37dt3jjY2NEAQBLi4ukEqlOH36dLsF/Z2dnSGVSlFQUPDc80ulUkydOhV///vfUVNTg+rqavz973/H9OnTf7JMA1oX5LewsICDgwMaGxvx97//vcOfGxERERERERGRWFiIddIPRz/16dMHf/3rX/Hpp59i9OjR+J//+R98/PHH8Pf3BwAsXboU7u7uSEpKwqpVq3RFWUf9+c9/RklJCcaMGYP33nsPs2fP1j3Wr18/rF69GqtWrcLo0aNx6NAhjB07Vve4lZUVXnvtNfzsZz9DXFycbjH8p73//vvw9fXFzJkzMWvWLPj7++PXv/51h7ItW7YMMpkMY8eOxezZszFo0KBnjnneqDoiIiIiIiIiIjFJBM5v67Dy8nKUlJSIHcOk2NnZISAgQOwYREREREREREQ6HCHWCVZWVmJHMDnW1tZiRyAiIiIiIiIiaoeFWCew3Ok8lohEREREREREZGxYiHWCTCaDQqEQO4ZJYYlIRERERERERMaGhVgnseDpOKlUygKRiIiIiIiIiIwOC7FOYiHWcdbW1txlkoiIiIiIiIiMDguxTmIh1nE2NjZiRyAiIiIiIiIiegYLsU5iIdZxXFCfiIiIiIiIiIwRC7FOkslksLW1FTuG0ZNIJLCzsxM7BhERERERERHRM1iIdYGrq6vYEYyes7MzZDKZ2DGIiIiIiIiIiJ7BQqwL7O3tIZfLxY5h1FxcXMSOQERERERERET0XCzEukAikbDw+RE2NjZcP4yIiIiIiIiIjBYLsS5iIfZinFJKRERERERERMaMhVgXyeVyODo6ih3D6MhkMjg4OIgdg4iIiIiIiIjohViIdQNHiT3L1dUVEolE7BhERERERERERC/EQqwbbG1tORrqKXK5nNMliYiIiIiIiMjosRDrJh8fH8hkMrFjGAU/Pz++FkRERERERERk9FiIdZNcLoePj4/YMUTn7OwMOzs7sWMQEREREREREf0kFmJ64OjoaNZTJ+VyOby8vMSOQURERERERETUISzE9MScp05yqiQRERERERERmRIWYnpirlMnOVWSiIiIiIiIiEwNCzE9cnR0NKtdFq2srDhVkoiIiIiIiIhMDgsxPfPy8oKTk5PYMXqcpaUlAgICOFWSiIiIiIiIiEwOCzE9k0gk8PX1hb29vdhReoxCoUBAQADkcrnYUYiIiIiIiIiIOo2FWA+QSCTw9/fvlTtPWlhYICgoCAqFQuwoRERERERERERdIhEEQRA7RG8lCAKKiopQXV0tdhS9sLS0RGBgIEeGEREREREREZFJYyHWwwRBQGlpKcrKysSO0i22trbo06cP1wwjIiIiIiIiIpPHQsxAGhoaUFhYCJVKJXaUTpFIJPD29oazszMkEonYcYiIiIiIiIiIuo2FmAFptVo8efIEFRUVYkfpEFtbW/j6+sLCwkLsKER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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import networkx as nx\n", "\n", "# Define the neural network layers\n", "def define_layers():\n", " return {\n", " 'Suis': ['Foundational', 'Grammar', 'Syntax', 'Punctuation', \"Rhythm\", 'Time'], # Static\n", " 'Voir': ['Syntax.'], \n", " 'Choisis': ['Punctuation.', 'Melody'], \n", " 'Deviens': ['Adversarial', 'Transactional', 'Rhythm.'], \n", " \"M'èléve\": ['Victory', 'Payoff', 'Loyalty', 'Time.', 'Cadence'] \n", " }\n", "\n", "# Assign colors to nodes\n", "def assign_colors():\n", " color_map = {\n", " 'yellow': ['Syntax.'], \n", " 'paleturquoise': ['Time', 'Melody', 'Rhythm.', 'Cadence'], \n", " 'lightgreen': [\"Rhythm\", 'Transactional', 'Payoff', 'Time.', 'Loyalty'], \n", " 'lightsalmon': ['Syntax', 'Punctuation', 'Punctuation.', 'Adversarial', 'Victory'],\n", " }\n", " return {node: color for color, nodes in color_map.items() for node in nodes}\n", "\n", "# Define edge weights (hardcoded for editing)\n", "def define_edges():\n", " return {\n", " ('Foundational', 'Syntax.'): '1/99',\n", " ('Grammar', 'Syntax.'): '5/95',\n", " ('Syntax', 'Syntax.'): '20/80',\n", " ('Punctuation', 'Syntax.'): '51/49',\n", " (\"Rhythm\", 'Syntax.'): '80/20',\n", " ('Time', 'Syntax.'): '95/5',\n", " ('Syntax.', 'Punctuation.'): '20/80',\n", " ('Syntax.', 'Melody'): '80/20',\n", " ('Punctuation.', 'Adversarial'): '49/51',\n", " ('Punctuation.', 'Transactional'): '80/20',\n", " ('Punctuation.', 'Rhythm.'): '95/5',\n", " ('Melody', 'Adversarial'): '5/95',\n", " ('Melody', 'Transactional'): '20/80',\n", " ('Melody', 'Rhythm.'): '51/49',\n", " ('Adversarial', 'Victory'): '80/20',\n", " ('Adversarial', 'Payoff'): '85/15',\n", " ('Adversarial', 'Loyalty'): '90/10',\n", " ('Adversarial', 'Time.'): '95/5',\n", " ('Adversarial', 'Cadence'): '99/1',\n", " ('Transactional', 'Victory'): '1/9',\n", " ('Transactional', 'Payoff'): '1/8',\n", " ('Transactional', 'Loyalty'): '1/7',\n", " ('Transactional', 'Time.'): '1/6',\n", " ('Transactional', 'Cadence'): '1/5',\n", " ('Rhythm.', 'Victory'): '1/99',\n", " ('Rhythm.', 'Payoff'): '5/95',\n", " ('Rhythm.', 'Loyalty'): '10/90',\n", " ('Rhythm.', 'Time.'): '15/85',\n", " ('Rhythm.', 'Cadence'): '20/80'\n", " }\n", "\n", "# Calculate positions for nodes\n", "def calculate_positions(layer, x_offset):\n", " y_positions = np.linspace(-len(layer) / 2, len(layer) / 2, len(layer))\n", " return [(x_offset, y) for y in y_positions]\n", "\n", "# Create and visualize the neural network graph\n", "def visualize_nn():\n", " layers = define_layers()\n", " colors = assign_colors()\n", " edges = define_edges()\n", " G = nx.DiGraph()\n", " pos = {}\n", " node_colors = []\n", " \n", " # Add nodes and assign positions\n", " for i, (layer_name, nodes) in enumerate(layers.items()):\n", " positions = calculate_positions(nodes, x_offset=i * 2)\n", " for node, position in zip(nodes, positions):\n", " G.add_node(node, layer=layer_name)\n", " pos[node] = position\n", " node_colors.append(colors.get(node, 'lightgray')) \n", " \n", " # Add edges with weights\n", " for (source, target), weight in edges.items():\n", " if source in G.nodes and target in G.nodes:\n", " G.add_edge(source, target, weight=weight)\n", " \n", " # Draw the graph\n", " plt.figure(figsize=(12, 8))\n", " edges_labels = {(u, v): d[\"weight\"] for u, v, d in G.edges(data=True)}\n", " \n", " nx.draw(\n", " G, pos, with_labels=True, node_color=node_colors, edge_color='gray',\n", " node_size=3000, font_size=9, connectionstyle=\"arc3,rad=0.2\"\n", " )\n", " nx.draw_networkx_edge_labels(G, pos, edge_labels=edges_labels, font_size=8)\n", " plt.title(\"Grammar is the Ecosystem\", fontsize=15)\n", " plt.show()\n", "\n", "# Run the visualization\n", "visualize_nn()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "```{figure} ../figures/blanche.*\n", "---\n", "width: 1\n", "height: 1\n", "---\n", "_Change of Guards_. In Grand Illusion, Renoir was dealing the final blow to the Ancién Régime. And in Rules of the Game, he was hinting at another change of guards, from agentic mankind to one in a mutualistic bind with machines (unsupervised pianos & supervised airplanes). How priscient!\n", "```\n", "\n", " \n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#" ] } ], "metadata": { "kernelspec": { "display_name": "myenv", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.4" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": {}, "version_major": 2, "version_minor": 0 } } }, "nbformat": 4, "nbformat_minor": 4 }