{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# **Unveiling the Challenge of AI Bias: A Comprehensive Analysis of Research and Ethical Implications**\n","metadata":{}},{"cell_type":"markdown","source":"By: Mohammad Shahin","metadata":{}},{"cell_type":"markdown","source":"**Introduction:**\n\nOver the past decade, there has been remarkable progress in the development and deployment of large language models powered by AI. GPT-3 and ERNIE Bot have demonstrated impressive capabilities in various fields, such as content production, dialogue interaction, and knowledge enhancement (Hu, 2023). However, AI technology also brings critical concerns, one of which is AI bias. Therefore, this essay examines AI bias and its ethical consequences. We examine the potential risks associated with biased AI systems. We discuss the efforts made to mitigate bias and explore the importance of ethical considerations in AI technology development and deployment.","metadata":{}},{"cell_type":"markdown","source":"**Understanding AI bias:**\n\nAI bias refers to AI systems' systematic and unjust favoritism or discrimination towards certain groups or individuals. Biases can emerge from various sources, including distorted training data, algorithmic biases, or unbalanced system design. Numerous studies and research papers have shed light on bias in AI systems. For instance, a study conducted by Stanford University showcased alarming statistics regarding the association of \"Muslim\" with \"terrorist\" in GPT-3's output. The researchers found that in 23% of the test cases, the term \"Muslim\" was analogized to \"terrorist.\" Furthermore, the most common stereotype associated with \"Jewish\" was \"money,\" appearing in 5% of the test cases (Abid et al., 2021). This highlights the need for thorough evaluation and ethical considerations during development. AI models trained on biased datasets can perpetuate societal prejudices and reinforce discriminatory practices. Another example is research conducted at the University of Berkeley. The findings indicate that the characteristics and descriptions of the generated stories vary based on the perceived gender of the characters in the prompts. Feminine characters were more likely to be associated with family and appearance. In contrast, masculine characters were portrayed as more powerful, even when associated with high-power verbs in the prompts (Lucy & Bamman, 2021). These results expose the presence of gender stereotypes in the narratives, highlighting the potential harm caused by biased representations (Nadeem et al., 2020). This leads to biased outcomes in decision-making processes across various sectors, including law, healthcare, finance, and more.","metadata":{}},{"cell_type":"markdown","source":"![image.png](attachment:19f8beda-e8bd-4645-a404-ccc058a6cb0d.png)","metadata":{},"attachments":{"19f8beda-e8bd-4645-a404-ccc058a6cb0d.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"![image.png](attachment:e1b5c95c-d9c6-418e-b7e8-7b378610353b.png)","metadata":{},"attachments":{"e1b5c95c-d9c6-418e-b7e8-7b378610353b.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"**Implications for AI bias in our daily lives:**\n\nThe law is not immune to AI bias. As large language models like GPT-4 demonstrate the potential to support judicial services, it becomes crucial to ensure fairness and equity in their application. Legal decision-making, such as AI systems in courtrooms or for legal advice, demands impartiality and discrimination-free decision-making (Katz et al., 2023). Moreover, in employment and hiring, biased algorithms used in recruitment processes may perpetuate gender, racial, or other forms of discrimination. Also, as AI is used in health care, diagnosis, and treatment recommendations can be inaccurate, leading to unequal access to quality healthcare. Biased AI systems can perpetuate systemic biases, affecting outcomes in areas such as criminal justice, employment law, and access to justice. It is essential to critically examine AI models' biases and mitigate their impact on upholding justice and equality.","metadata":{}},{"cell_type":"markdown","source":"![image.png](attachment:2a59746c-b4ae-407f-af57-164883f021c8.png)","metadata":{},"attachments":{"2a59746c-b4ae-407f-af57-164883f021c8.png":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA78AAAKVCAYAAAAHoFx+AAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsMAAA7DAcdvqGQAAP+lSURBVHhe7N0JvMz1/sfxT5tcS64tSUkiwrFmX0P2tYRTVGSXXWWplJAtKaGylUgIkV2UEyJLZYmkkEKi/l3qdlP3/r0+5udO5yJHDmbO+9ljHmdmfr/5zW/mVHPe8/l+P99L/nOMiYiIiIiIiESxS0M/RURERERERKKWwq+IiIiIiIhEPYVfERERERERiXoKvyIiIiIiIhL1FH5FREREREQk6in8ioiIiIiISNRT+BUREREREZGop/ArIiIiIiIiUU/hV0RERERERKKewq+IiIiIiIhEPYVfERERERERiXoKvyIiIiIiIhL1FH5FREREREQk6in8ioiIiIiISNRT+BUREREREZGop/ArIiIiIiIiUU/hV0RERERERKKewq+IiIiIiIhEPYVfERERERERiXoKvyIiIiIiIhL1FH5FREREREQk6in8ioiIiIiISNRT+BUREREREZGop/ArIiIiIiIiUU/hV0RERERERKKewq+IiIiIiIhEPYVfERERERERiXoKvyIiIiIiIhL1FH5FREREREQk6in8ioiIiIiISNRT+BUREREREZGop/ArIiIiIiIiUU/hV0RERERERKKewq+IiIiIiIhEPYVfERERERERiXoKvyIiIiIiIhL1FH5FREREREQk6in8ioiIiIiISNRT+BUREREREZGop/ArIiIiZ+T333+333777Q+Xf//736GtieM///mPvfzyyzZlypTQPecWx4//mnid3H+ucKwXXnjBZsyYEbpHREQuhEuO/Q/53P3fXURERKLWhAkTbOrUqfbjjz9a+fLl7ZdffrGDBw/anXfeafXq1bNLLrkktOe5w58pPXr0sLRp0/rPc+1f//qX9evXz5YuXWp///vfrUCBAnbkyBE7evSotW7d2goVKhTa8+zxBUHXrl3txhtvtE6dOoXuFRGR803hV0RERM7YuHHjvAq7YMECu+KKK2zNmjXWsWNHe+6556xEiRKhvSILfwq1adPGrrrqKhsyZIjfN2bMGHv99de9WpsuXTq/T0REIttlTxwTui4iIiJyWps2bbKNGzdakyZN7LLLLrMMGTLYW2+9ZVdeeaWVLFnShw2vWrXK3n33Xdu8ebPfnz59+hNV4UOHDtmiRYts9erV9tNPP9l1113n23799VdbsWKFP27Xrl1+f7JkyWz58uV+nMOHD9u1115r33zzjcXFxdkXX3xhWbNm9Yotj+N5M2fOfOJ5CLSc5+LFi31fthPQ2U4FNhz3LVy40MN8lSpV/D6uv/nmm1asWDG7/vrr/T4q3cuWLfPn//777y1Llix2+eWX+zaqu7wmzodz/L//+z9/vowZM/r5f/rpp/bPf/7TrrnmGt8fX3/9tb8X69at80oz2y699FI7cOCAvw+cN8/B8/E+8PzcDl6jiIgkjOb8ioiIyFkLgljwc+LEida/f38PmH/729+sVatWHv7AcOnmzZt7EGU7w40JdQTVgQMHenDMkyeP3zdo0CB/DIFv1KhRHkQDH330kfXt29eGDh1qn3/+uYfIDh062JIlS0J7mIfZxx57zG644Qbbv3+/tWvXzoPsmSKY85rSpEnjtwnnXbp0sQ8++MBy585tc+bMsZ49e/prAa97xIgRdvPNN/v5Pfnkk1a0aFF/bYTe559/3mbPnu37gop5y5YtPTzfdNNNXlGn6hzMod66dav16dPHnnnmGX//CMTdunXzLxpEROTsKPyKiIjIWdu+fbuH2tKlS/vtvHnz2r333mvlypWzO+64wyufH374oW/78ssv7eeff/b5wRUqVPBgnD179hNV0+rVq1vx4sV9rm3ZsmU9fFarVs3y58/vjweVT6rOhE6e68EHH7TevXvbrbfe6uE5QDjlHJib3KJFC6+sUqWuWLFiaI//RVCl2dW3337rQ57r1KnjQRdUXwnajzzyiFe4mbtLxTkI9rNmzbJatWpZqVKl7L777rPvvvvOChcu7HOGa9eu7aE+HA2weG3169e3MmXK+Hxmznnbtm129dVXW7Nmzfx8CO8818MPP+zv2TvvvBM6goiIJJTCr4iIiCQI1dixY8d6tZbgSQAlfILqKiGW4dEbNmzwMEnVFDlz5vRqMGGOyichmHDHUF/CLhVjKrwMZw6GHyP+MN/g9i233OI/uc2QaBpVBQjUwX7Bz6BKeyoMk27fvr2fV44cOaxXr15+buD1MCeYfdauXWt79uzxodE7d+707eHPhyBIB8K3UVXmi4Dg/MEw71SpUvnzINifgA9u8xoZ/i0iImdH4VdEREQShKG6DOklJNL9mUosIZHAxzzXtm3bejik2sp9AcLdK6+84iGYSidDoJkfS7Cjsskw4DfeeMOPSxU3/LHx8RjmHAfCwyXoQP3ee+/Z/PnzvcpKuOScT4dOz6NHj/ZK7Lx583zeboDASpjdsmWLV3sJr1SUg8pww4YNfUgyQ69pllWkSJH/mVsc4MsDXlvy5MlD95i/Ft5XhkiHO91rFBGRhFH4FRERkQQhpBEUCX5UcgPMrSW8Mv+2Ro0aPoQ5POARHqmQMneWLsopUqTwCjJBkEZYdevW9ccTpqkCE57PFufH/FtCa65cuWz8+PGWMmXK0NZTI2ByfiyBxHzbIIAzZJrmXQxpZkhycAmqtwyFpmJNYGa49bPPPuuV4ZNJnTq1N/P64YcfQvccD8Rc1FlaRCTxKPyKiIjIGSMUMnw4fEhvfEHo27dvn8+fDUIs83qDQEnII6AyJJpjPfDAAz5smWDNvFlCMvtxYR+eNwiiwfX44Zj9gn1WrlxpmTJl8rnIzLuNX4UOFzxH8HiGF3M+VHFpnAUCLY21eA3swznTSToYas1+DFHm+fgZfr7B8bkPBF/CMucY7MNwavYJqtNcD/8ZCM5RREQSTksdiYiIyBmhYzFzcgl869ev96HOVFUDDGsm8NK4affu3b5UD82baNJER2OGAb/22mu+7A/LIbHED1ViqqrMdZ05c6bt2LHDpk2bZo0bN/ZwTIMpOiwTPD/77DMPjnSCpsJKV2Xm5rLEEc2naEpF2Caocm7Dhg3z52NdYo7JUGy2hQ8fptpKF2WOxbnTZZkmWTExMT60mddL2GcOMpVjjkko5nhUlStVquRDkwnDVKtplMXzTZ8+3Y/Na+jevbu/Vt4TjsmwapphsVYyna15birhzDfm/k8++cQef/xxX06JUMxSS1SVmWvM/hyDxl0aBi0ikjCX/EdfH4qIiMgZoNlSeNMohgEzdDkcFVvm8fLnBZ2ZqVQSAtmP/bm+d+9eD6eEVu4D4ZHgSrCmYktzKdBJOvhThbDHMOrwebEEUgIxXaSprBJEDx48aI8++qgHZ0Ij6NTcuXNnD6fZsmXz+8Cxw+f28hwsb8RPXgsBl3MNhkxzPgzv5vw4T7YRbJlXTPMvgjzHpEJMGKY6HF69DT8+r5lj8Z6wxm/wHOzP8waC947Xzb48J8/PMURE5Mwp/IqIiEhUoVpLtfnFF18M3WMeqmvWrOlVWYY1n0tUxAnQVGsDQUMsGm6Fz3sWEZELR8OeRUREJKow/Hry5MleCSb00p2ZLs4MeWaY8rmumFKVnTBhglegGarMMGY6PsfGxvoaxarQiohcHFT5FRERkahD9+gPP/zQOyoThvPly2fZs2cPbT33mC/MnFyGKzOsmbm+DPsWEZGLh8KvRBXmT9GshG6h+qZdRERERM4l+h4wRz99+vSheySSKPxKVGF4W548eXypCYVfEZGkiWWNaBpF86vExpeuNKTSZ45I0kDX+TZt2ljLli1D90gkUfiVqML8LuZzsdwF3TBFRCTp+cc//uENqP72t7+F7kkc/AlFB+brrrvuvARtEbnwnnvuOfv73/9u9913X+geiSRKByIiIiIiIhL1FH5FREREREQk6in8ioiIiIiISNRT+BUREREREZGop/ArIiIiIiIiUU/dniWqqNtz0kKX1SVLltjHH39sv/zyi2XJksVq1qxp2bJls2+//dbefPPN0J7H0Z2xRIkSlj17dl+eZMKECb4cyslceeWV1rRpU/8Z35dffmmzZs2yQ4cO2Y033mh33nmnpUuXLrT1j7Zs2WLvvfde6NZxVapUsZw5c4Zuici5pm7PIpJY1O05sikdiEhE2rRpkxUrVsyWLVtm5cqVs2rVqtm8efOsUKFC9sUXX1jq1Kk95Hbr1s1WrlxpN998s3333XdWqlQpGz16tC9S37NnTw/N1157rY0fP97DMNfZ1qtXL98W386dO/15f/jhB6tdu7Y/f8mSJf32ycyfP99Gjhxpr732ml8GDBhgGzZsCG0VERERkfNF4VdEIs6PP/5o9erV8/D57LPPWoUKFTwAE2oJr1RgUqRIYVWrVrWMGTN6Jfj222+3zp07W7t27eyhhx6yn376yfLnz29du3a1+vXr2zXXXOMXrnfs2NGKFi0aerY/2rx5s11++eUejgm9jz32mG3fvt1WrFgR2uOPqEATelevXu0XqtHp06cPbRURERGR80XhV0QizrRp02zPnj3WunVru+SSS0L3mt1www0+zJiwGwjfjly5ctnPP//sofTtt9/+n+3gvunTp9tVV10Vuue/qlev7hXmYDglQx4ZYs+Q65P5/vvv/zAkmsBcuXLl0C0REREROV8UfkUk4ixfvtyrtFR5E+rAgQNeuc2cObOlTJkydO//onJ8smDMY4sUKeJz/RhGTeWXodUMtz4ZhkMzRJswzXkTlkVERETk/FP4FZGIQ+hMlSqVXXHFFaF7zJvb7Nix48QlfL4uQfXo0aP22Wef2UsvvWQtW7a0tGnThraene7du3vzLCq7tWrVCt37vwoUKOBzkKk0P/HEEx6cmTcsIiIiIueXwq+IRByCL+GWjs2B9evX+zxguig3atTI9u7dG9piNnXqVO8Czfxe5vwOHz48tOX0mKN79913n7jwHIFnnnnGPvnkE7vnnnt8PvHs2bNDW/6IwNulSxd78MEHbcGCBR7CH3300dBWERERETlfFH5FJOJQTWX4cniHZZa4GjVqlF9/4YUXvNNzoHHjxrZ48WKfq9u+fXtLlixZaMvpXX/99dawYcMTl/Bh1gyJJoRzvBw5ctiUKVNCW04tefLkVrhwYW+aJSIiIiLnl8KviEQcwixV37feesuHNAeCNXnDwy3bw/c5lZPtRxMrqsnBhXnCrCnM0kkBHsNawSytBJZJIpRzP9fXrFnj94P7GCZ9NnOVRUREROSvUfgVkYjDmr0MXWa5IYY0HzlyxP71r395F+cA4fjTTz/1sMlcX+YJhw+TDnAfnaN3795tX375pV8/2X6BpUuX+rBljsfzsbzS/v37rW3btr69R48e3oyLyjTHY+kknp9h2gx7Jjiz5JKIiIiInF+X/Cd+qUMkghGAGP4aFxfny89IdPvwww9t/PjxHjKp9rL8EE2oaGhFg6lHHnkktOdxDIeOX3XdtWuXzwUOMJyZ+bzhyyWFY33gp59+2p+bf8duvPFGn8+bN29e3z558mS/sBwTHaPHjRtns2bN8kDN0klt2rTxf0dFJPH84x//8CZ4wZJkiYU/oejgft111/n64iIS/Z577jn7+9//bvfdd1/oHokkCr8SVRR+RURE4VdEEovCb2RTOhAREREREZGop/ArIiIiIiIiUU/Dni9CwXCtrFmzhu45uYMHD/o8QoZerFu3zucqMt/xYhru++9//9vnRvLz1ltvPeMlZs6WD3s+9h7EDR+uYc8icly+fGZp04ZuSFKgYc8iklg07DmyKfxeQNu2bbOhQ4d6IKTDbMWKFb0LLF1s6QrLuqSn06VLFzt8+LCNGDHCG/k8/vjj/mEfLPeCZcuW2fPPP2+XX365N+b58ccf7YEHHrBixYp5WE5shPOXX37ZHn74Ydu+fbsvFZOYPPzGxFhcbKxdeh5en4hEgHvvNQtb91min8KviCQWhd/IpvB7gXz99ddWvnx5e/vtty1Pnjy2c+dOq1mzpldwqZLywf1na4GyhAv7ZsiQwZdRSZs27f+EXzzxxBN+/FdffdVWr15ttWvX9iVgMmbMGNojcbEcTK5cubwCrPArIuedwm+So/ArIolF4TeyaVzoBTJmzBgrXLiw3XLLLX77hhtusDVr1vhao/Xq1fOlVKjqVq1a1QoUKOCVXdYNrV69uleIWUqlbt26XlX9M1dccUXomvmxCMyE36ZNm9pdd93l51K2bFmvIPNBTkhu3ry5tWjRwtcwZX+sX7/eH0PluFu3bv6BT9hkzVPWOOV/AqxnCtY95TZLwIwaNcqPi0WLFvnQbI5LVZjtBQsWtEOHDtkHH3zg58HSNTy2XLlyvoQNIb9Dhw7+HK1bt/b3QUREREREJCEUfi+QtWvXejU0GHrM/NTUqVN7GL7//vt9GDS3n3zySV+vlDB69dVXe+BluPM999zjQZiQmRDME/7tt998DVNC6Zw5cyxNmjTWs2dPfz6qs6xxyjYC6ptvvmkLFy70xzRq1MjXQ+V+lhLau3evjRw50iu77M/5tGrVyoNu79697eabb/ZATeAm3IIwX6pUKfvuu+/8W/IBAwb4cQjCJUuWtFq1atmzzz7r51C8eHEfEs5arfnz5/fnuOaaa+yxxx7zYwU4NkO7uXA+vxwL5CIiIiIiIuEUfi+QX3/99ZQNmcKbQtEkKlOmTLZq1Sq//dFHH1m1atX8ekKaRwXzi1u2bOmBmmZaweOpttaoUcND93vvvefhNHny5F4xpvrK3GOGTTOEjCotjyP8Zs+e3ZYsWeKVWSrTmzZt8ooyFWHO97bbbvNwz/ziFClS+HMh/LwJwMxHDrAtJibGh3IPGTLEh5Lx/F988YU/xzfffGMbNmwI7X0c7+NVV1114qLBziIiIiIiEp/C7wVCcCRQ/hmCYWxsrA9zJvhR+QwfxnymmD9cv359r+R26tTpRMWZY6VKlcqvg7nD4eGU+cPB8GbuDx7HPCquU/UtWrSoV3QZqsycYoIzxwnmHhNwE3LOzF0Ox/NXqFDBn4PGWbyGcOxPcOfCsOz4c55FREREREQUfi+Qxo0be0dnAi0YKrx582YfXsz1YI4sGjZs6BVW5sLyuED4fsH18McFuI8hzTfddJMH3SDAnmz/fPny+bzdYBvX8+bN65ViQijDlcF5cgmGNDPEOWfOnD40m0psjhw5fL4ueAzNR4Lnogp85MgRv868Zq4H2+KfD3gO9gueI126dKEtIiIiIiIiZ+ayJ2gFLOcdc26p6tI4iiHJVDPp9Ey4Y6kjrlMdZg4wHeWYd0tQ7tixo4dX5gwzx5VhxjTLmjp1qg9ZpjrLMOOg0kollq50O3bs8Lm9BMlA//79fSkkKrN0nCYYE1rpQM0QZhpQbdmyxfr16+ePJUAPGjTIg+zEiRO9YVfp0qX9PppQvf/++/445u5Saeb4VIxXrlzpr5EqMUOs06dPbwMHDvRGWu+++65t3brV92N4N3N9uU2IJnSDnyzjRACeO3eu/wy2xcfc4YmjR1uzmJgTIV9Ekjj+v6d1fpMUPlMYgXQ2I6USii+CmXKjteVFkgYa1DLKkamAEnm01NEFxjxalj0iXDK/9YcffvBmVyCMUq3Fvn37vCoaLH9EoysaYYFQGlRP+fAlMAfzaHlc0B2ZPwIIuQGCatDJmdCbMmVKv859u3bt8iDJ2sDBsTg+VVwuVIJ5XjB/mSovFd3rr7/+ROhkLjDnyWugizV/iPD8HI9qMefF8Xn9VJVZBimohDOsmkpv4KeffvJzYi4wIflU+IOn0rHwHTdqlP4QEZHjcuWyY/+TDd2QpEBLHYlIYtFSR5FN4VeiioffSpW8IZfCr4hI0qTwKyKJReE3sikdiIiIiIiISNRT5fcsMHyX+bB8q8wcXeafJub8UtbKZegwyxH9FcwJZp4C6+aeSyy/xBxe3gvmB4djznDQ3Iq5yXSrTkxe+S1SxOJ69lTlV0QiV9WqZmrud9ZU+RWRxKLKb2RT+E0gGkyxVm6LFi18/ilL7/Tu3duaNGkS2uOv4zloDsUavxg8eLDPf61Xr55/0E6aNMmX9PkzhPQ5c+Z4t2jQMZrmU+e6xxnnNH36dHvppZds6dKloXuPmzlzprVr185fC+v2Mh85MXn4jYmxuNhYu1QNr0QkUrVubZY5c+iGJJTCr4gkFoXfyKZuzwlAI6jatWt7x2XCZ65cubzBE12ZaURF8Prwww+9MRPdimkwxVq+VIn5AKaRFZVQtgVr6VIVJZDS/ImqKMsdtWnTxsMvj+Enx2EJIhpFUVkl/PJBy/YVK1Z4Yyluf/zxx7ZhwwZvRMXjCOZ0YGZpIO6jmRSd6bJkyeLPTaMqzpdzJMhzTl999ZWfD2vl7t2715tiZcyY8cT58pj169d7QKchF02yqHrz2latWvU//yMg7LKkE0s03X777aF7j+OPBrpQ09ma49IFmveDAP3555/b0aNH/bl5TTQEw6JFi3wbnTXD1ycOqNuziEQFvvwMNRWUhOPzWN2eRSQxqNtzZNP/qRPgiy++8CBWuXLl0D1mdevW9aom3zLTaIkAytq4VapU8a7IBLxhw4bZvffe68ODGXpcq1Yt/7Ak6BEICb4MbX7xxRc9dLKN4MYHKWGO7yfeeustvy/4Zjn4kGVZol69evl1Puzbt2/vYZt9g0uw74wZM+zJJ5/064RjnpslkwigVatWPdFRmnMh3BOMCcLVqlXzcIqHHnrIRh8LlwTuChUqeKfmP8M5nMw777xjd911l59L586dbfLkyX7/lClTrEOHDv5lAwH4zjvv9CWOQCMrKswiIiIiIiIJofCbAIRDvkU+WcWR4b1UdNu2betDopkHPHHiRK8KlylTxpcSYmg04ZE1b1nqhwDJpWLFir5WLqGYajLHKVSokJUoUcKXBipatKg/B8/L/VRDCaRUe+vUqePbULx48RPDitmH6yxJRLClqlyzZk3fBoZDU7Wlit28eXMrUqSITZgwweflli9f3n9SxWV+MOGYIA/C9dNPP22NGjXyfQj0Z4v1iF999VWrX7++3XHHHb7mLxXqHj16eJDnPSOA85PgznvPvGLew/Dljqg633333X7hnI/89FNoi4iIiIiIyHEKvwlAWCSUBVXQcFSFCYNBlZPrDM8NMKQXBDj2oarJkGmGOBOOqQ4H6+YmRPyq6qmqrPEF5xvIli3bSc+X4c4Mt+Y1UxVetmyZnzMhmBBPZfpsUSGnqt26dWufMxwci/nNBH2GXM+bN8+ef/55W758uVfKqbwHc6EDfFnw+OOP+4Uq+N+SJw9tEREREREROU7hNwGoOjLBnWpkfMz3Cboa46effvpDmD1VKKVSyTBlgmWnTp1C9565IEgHGCZ8JuKfL9f/7HypVnft2tVGjRplI0eOPOvmVTTeoorOnGSq3Qz3DppygS8IqFYvXLjQG5bkzp3bq+CzZs3yMM48i3AMFWcfLlTO1XRERERERETiU/hNAAIjw4C7d+/uVUuqwMzFpWrJMkQ0lzp8+LB3fiTgMcyYUMucVu7jeoDbNLdirmvatGm9kRaBGYTQb7/91vfnwr5s4zrbmCNM4OU2zatoUsU+DE3mmMFzse/+/fv/cBzOhevVq1e31atXe7jkddBI6s/OlwowFxptcVyqxzyW/Ti/4NjhuB1UjYPLtGnTfI50MIScii/NA4JjgXNh2DhDvgnizPvt37+/3Xbbbb5dREREREQkIdTtOYFKlSrlQ4KpfNKYiUokzaEIoczPffbZZ71iSUWXebl0Op4/f75XTZmHe+ONN3pTLKq9zFGla/LUqVPtyy+/9GZUdDVmTd833njDwyXzbQmGdF6m6kyTKYYn0+iK52OIMCFy7NixHoIJhwwVLly4sM/jpWEVTbYIy3SJJlxSdSVs06WO4dacY2xsrM8fpgkVgf7HH3/05+P4dHemqzTNqZjDTKWW0MxzMXeY4dM0waLiSqdr5gwHxowZ492kmdvMlwOcG/sQZnktr732mg9l5th0eeb5eC8Zyszr5ssBhpvzHDy+W7duXuk9lRPdngsVskuoANPsSxdddNEl0i7H/h9uYaNxJGH4MlXdnkUkMajbc2TTOr8SVfiDh67bdIXWHyIiIkmT1vkVkcSidX4jm9KBiIiIiIiIRD1VfiWqeOW3fHmLmzNHlV+RaEJVLW3a0A2R01PlV0QSiyq/kU3hN4ni185cYC7Mky1btqxVqVLllF2pI4WH35gYi4uNtUsj/LWISJgMGcwefDB0Q+T0FH5FJLEo/EY2lcaSqN69e3sDLNbspdkV/wFv3LgxtDVh+PDv0aNH6Na58fXXX9uIESNCt0RERERERP4adXtOglgOqV27dr68EZ2r6axMd2guVH5nz57ta+qynBHdlxk+PGjQIO9uR0fLCRMmeGdp1vmli3SrVq1s8uTJXnVNly6dvfLKK74UFMeiCzXdmq+55hrvJE1n648++sg7WqdIkcLPh6Wbxo8fb8uXL/flmViyiUDOMQ4ePOjLHW3fvt2Pu3btWl9vOXhsfCe6PcfERHwVW0TC8N98sWKhGyKnp27PIpJY1O05sun/1EkQSwrlzp3b19gNVKxY0ZcQoiLMUOh7773XQ3KnTp18O8s2Pfroox5QCaavvvqqr8PLMK8WLVp4aG3btq0H0zJlyljfvn19OSaWTGI5I9YtJnA3aNDA/xh54IEH/LisD8yxs2XLZiVKlLBy5cr5skZ0bC5UqJA1b97c92EppPr169vRo0d9malw3EelmMs333zjgVxERERERCScwm8SxJrDBN/4lVFCJFVdAi/zl9q3b28zZ870AEuVl+HNBN+sWbN6YGX9X46RNm1aD8GsY8w3YVSLqdg2a9bM+vfvb88884xXfgnOfDvOdqq6+PDDD/24tWrV8nnHBGaCNNViqrsZmOd3zOHDhz3cMky7a9eufl+ANZAJ1lw6duxoP//8c2iLiIiIiIjIcQq/SRCBknAav0JKaDxy5MiJwEmjEIYRB2GSoBsMN7788st926mwH0OqqSazL0Od69WrZ8OHD7e5c+eeeG6GPLMfx+ZCAI6PcM2waqrJ1atXt88//zy05TgqxXPmzPHLjBkz/lDRFhERERERgcJvEsQQZyqvVFIDVH0JqsGcWxB6mcN0qvm14ajehuNx4ZVlhkhXqFDBBg4caE2bNg3da5YpU6aTBnEEx+TcqBgvWbLEHnzwQevWrZvfLyIiIiIicqYUfpOgvHnzWocOHXz+7bx582zx4sU+x5cGV61bt/Zhynv27LEXXnjBq7UET+b/0tRjy5YtJ0Ip+zAcmeHOP/zwg+/DEOlt27Z5BZmfBFfceOONtnPnTtu9e7c/H8tQEHqLFy9uyZIl887THO/ZZ5/158mcObN98sknfh+PY0gzYZ1AniVLFj+miIiIiIjImdI6v0kUv/b333/fVq5c6eGT4cTBvF4CMUGWjsw0meI+AjHdM6kOs6wRc3UXLFhglStXttKlS3sn53Xr1lmNGjU83NKkisovzbAIq7/++qu9/vrrvu5ikyZN7KWXXrIiRYr43OHvv//epk2b5sGZqjTdnenSSVMtwi6NtOLi4vz41157rTe/Yk7wyfg6v8cCddywYVrnVySaMALl2H/bImdC6/yKSGLROr+RTeFXooqH30qVPCxr2QkRkaRJ4VdEEovCb2RTOhAREREREZGod94qv3wzyvxPOvGeqiLHqSxbtsyHw/KNypmiWRJDbVkj9kyaM8VHx+H58+f73NY77rgjdG9kmTp1qg8V5vxpWnWx4HdKF2bmBNepU8fSpUsX2pI4vPJbtKjF9e2rYc8iIn+mYEFa5oduRA9VfkUksajyG9kSPfwSLHv16uXrvxJSaWI0ZcoUXys2PsJxwWMfxPxLxVzSM0XTpTx58vhc1fz584fuPXM0Z3r55Zd9Hmqw/mxg9OjRvjwPofqxxx67aMMxa+iyVu7GjRu9uVSAtXgfffRR/z0wHPirr77yebXMxT0fw4L512vNmjVWt25dW7Rokf9+E5OH35gYi4uNVfgVEfkzx/7fbIUKhW5ED4VfEUksCr+RLVHTD1177777bitVqpSNGDHCRo4c6U2Udu3aFdrjj6644gpvpEQ4SwiqyVu3brWYY6HnbPD422+/PXTrj9q0aWO33nqrVy0v5qpw+fLlLU2aNKFb/0UVvXHjxl4NHjx4sHdw7tmzp23YsCG0R+Ki6VWJEiW8I7SIiIiIiMiFkqjhd9OmTV55vPPOOz0EcZkwYYKH4VatWnlYpYtwvnz5rFOnTjZ06FDvDEwHYpbdKVOmjIdOKpcNGza02NhY/7aFfQlUn376qT8PYe6aa66xHTt2+HMWLlzY96XizHPzXARxvP3223bbbbf5kj50Jg7WtD0VzplQziW+b775xoM6x69SpYp3POYbYLof840QVWMQPqdPn+6V7XvuuceyZcvmldpwhFI6Hzdv3twaNWrk3ZH37t1rZcuW9U7Mjz/+uK+Py9JDVDfBEkBVq1b1bsi8RydbKxfhFd4MGTL4e8V799BDD9n111/v51moUCFf7ohvsbnN+92yZUt/bXRuBl9M1KxZ0+/neXn9nGf79u19PyrPDHHGt99+6+8vXx7QHZr3BXRs5vfN+48nnnjCgzkjArZv3+5fNHBevFa+SV+6dKl3g+ZLFF4n7wXHEBERERERSYhED7/p06f/Q0WSYUGXX365B10C7g033OBL4BAiu3XrZjfffLMHMAIagY/w3KdPH5s8ebKtXbvWQyUBuHbt2j5MGU8//bSHOh5HoO7cubOHu6eeesrnwhKgguHMPHfv3r39sZwbYfhsEYwJfAyZJvw9//zzPsRq7NixPsyb4RAMuyLYEX4J0Jwb4Z1KbTgeN2zYMBs/frx9+eWXJ5b14TV8/PHH9vDDD9trr71mhw4d8nnR6Nu3rw8PJ6yyfBBDm/8MjyeYFihQwN833jPeE86PYMn7RIWYdXfHjBnjr4OqPfsReh955BG/n2DK72/ixIkegHkPBg0a5OvxsjzRkCFD/Hfx4osvejgmKINwS4gNvozgd8sXHhyf3z1BmefmveT8GCnQv39/fxyvk+HavH/sH2CJpDfffNMvM2fO9PMREREREREJl+iTPn///fc/BJVAUAmmgss8XeaEcju8Ssn17Nmzn6i8ElapmiJTpkzeRAnBsQI8jiAVBG0eR/UQefPmtY8++sjn727ZssWD2tlKmzatXzjWjBkzThwrR44c/pyE3oULF9qTTz7pS+8wN5ngSvU0HO9P8eLFbdasWSfm5wbH4rVQnWVoNnjdwWvhdVDlRu7cuU/b6IoqMRXy+++/3/r163dibnTwO+CcqZbzBQPvEWv/olixYl6J59wJxlSIMW7cOB9S/cEHH/ixeQ9Yl5eqNIGfwM52ZM6c2cNyIPx3fLLfOa+F95XqL79vnoOqM89BY7ODBw/+IeBynaoxF6r/v5+iAi4iIiIiIklXooZfQgxBhcvJEGivvPLK0K2Tix+UwkPu6cR/HAjiDC2mEk0F9myaY4GKJ8OlqVoSbql2hs8H5nUxLJigtmLFCq8OEzBp+ERVl6AZjjBLBZewSPU7PCjiZK8FhObwBhvh+8VHgCb8vvXWWz4UOTgOjw/vkM0x47/HDKfmfi7xn4P3lGHk3bt394o64ZOqPY8Jzo3jxT9mOI4bLgj6AZ6D4es8B1VpAnoQzsF8Yoa4c6FC/rfkyUNbREREREREjjt1WjoH6Ox7yy23+NDXYD7qF1984UOSCTxBqAoEASvYN/52hN8O9jvZ44LrAbYTohh+S+WVJXcIsad7TCD+OcyePds2b97sr4VGWVQ2CfjBeYDAu2DBAq/GEi4bNGjgQ5oJtvEDJEOReRwBOGXKlD4sOfy84j9/sI25s5wHdu/e7cN/4+8L9ieIspRTeFhG/OMTwGkexvxkUMEtWrSoPzZnzpw+DB1s5/mYv80+fKHAhft4feHnxnuzb9++E+fNsYLqNfvzRUJwDid7vTwHQ+g5Po+lsny6MC0iIiIiIhLfZU/QcSiRELQIdMyvZZgsoZGmUFTxmMvKEOA9e/Z4BZYwOmDAAJ+z+fnnn/scXqp8hC22MeeTubSrV6/2+b4ENG4zvJlQyXEJo4Qj5p6y5A/LKRHC2C9YbofmTcwD5vFUGGnQxLGpGhLiGG5MJTMIqJwz588Qa47P/GHmnnIsjk0Ha4b9cqw33njDgyJLDVGNZLgz1UqGbhN6u3Tp4q+bOa7hOGfm+C5ZssS2bdvm7xvvDQ2/unbt6ufFPgxBZm4u+/G+lixZ0ufWEgwZkkyYZyg0zbeC5R1WrVrlTaUY4k1opBkXlWlQuWZ9Y4IzVXoqtpw3w4h5jTTl4ssCzpkAz++JY/He8r4wb5i1lXnvqSi///77vpQSYZWlp5599lkf+s35EXI5F5Zb4rmYN8w2XjdLUjC0mvsZ9s3rZfkp5kXze+D3w/4cn2o6AflUnb35gmPisXNvdmy7ArKIyJ849v9dy5w5dCN6MAWHte+Dz7vERA8LPqPjf7EtItGJTEFPnMRevlMSR6Kv8wvCStChmGHOhBK6/wZPzb9AfGjwQRVUB/nACqqPhEH24TFsJ9gRcghp7McHT3Cs8Mcx35fnC39c8NzBsFnOi32C82N7sB84J54rvuCcOQeem2MQnDlu8GHL83A/+7EPxwpux8f5Bdt5Pl4Dz8F9CN6D4Hy4zn28ds6B27yG4HUGz8Fx2I74ry14X8Dz8n6Bc+UxbIt/vsHz8TrD9+e8OC77B8cP9uU+zoPzDs4tfBvXuXD9VL+H4P3hNfPcwf3x8fhKZcpY3OTJWudXROTPZMrEN7ChG9FD6/yKSGLROr+R7byEX5HzxcNvpUreYOxkXzKIiEj0U/gVkcSi8BvZlA5EREREREQk6qnym4TRkCtYLirAXGvmDJ8KQ7tpGMa6y6xDHNi7d693kWb4MvOILxSv/BYsaHHt22vYs4hEHv6/1a5d6IacLVV+RSSxqPIb2RR+kzCWXWJJpnvvvddq1KjhDbOef/55X5LpVJinSyOvhx56yP/DD0ezrUaNGvl6uxeKh9+YGIuLjVX4FZHIw/+3+vQJ3ZCzpfArIolF4TeyadhzEkYXaqq3dKdmiSMqus2aNfP5soRgLiy7RDdnrtOJe8qUKb60U/AhT9icMWOGTZgwwQ4fPuz3BeisTQdsunFTGQbdtTkWXaQnTpzo2/nDIcAfK1SV6Q5OF2rwxwXrJbNkFh2j9X2NiIiIiIgklMKv/EHjxo09FAdLOLG2LstJsdQQP4PliILh0gx1JpAWKlTI9wnQ3Zm1jgnJhOWKFSvagQMHLG/evL4EEtVjWsSznNIjjzzijwmaVdGoivWRWeqIYdbBUlks7cTyTK+99prvLyIiIiIicqYUfsUrsB07dvQ1hVlOiOFbLVq0sO+++86XUOJSvXp1D64EVtYzBGv3zpo1y3r27On333333X4/1q5d68POWJOZ4MtcYtYuvummm7zazP2sG8yQEdbvBT9ZwogAzjrKVHp5boaXtG/f3oN3w4YNvTIcjuHbrInMhTWa/xGvAi0iIiIiIqLwKz7nl6HIw4YN87AJ5u4uWbLEvv/+ew+4DRo0+J+1dQm/VHZTpUrlt6+55hr/ia+//toOHjzoVeLevXtbiRIlLFu2bKGtduIxrNlLkyzs27fPMmXK5M/Dmr/VqlXz9X25n6oyx/nss8+8ohyO4y5evNgv8+bNs9ShY4uIiIiIiAQUfuUPCJfM3aX6y1BmOjdv3LjRChcuHNrjv1KmTOnBlSZYYL5uIGPGjJY2bVobMmSIDR061C8E4NNJnz69h+1whOt06dJZq1atThynQ4cOoa3HMUw6RYoUJy7xQ7qIiIiIiIjCbxJGcD1y5IjPtaU5FcOUn3jiCe/6TKBs0qSJh81cuXLZ5Zdf7o2m2MZjvvrqK+90V6pUKZs0aZJXeam8chzm9jI/lxD69ttve6ClIRb3M1eY23v27LHff//dz4OwzX3lypXzn1ScDx06ZK+//rqfG8GXoc8Mw6aj9OzZs/1xIiIiIiIiZ0pLHSVhDCX+5JNPvILL8GOGGDOU+fHHH7err77ar9NgqkePHj6kme0MPSYkMyy5V69eJ45DkK5Xr55fv/76630pJDpFE3rp5ly8eHGfNzx69GjbsmWLXXHFFb4PAXjQoEHebbp58+be4Zk5yByvbNmy3gCL550+fbpt3rzZz4Nh2sG84/i8aRbr/D74oJY6EpHIw/+32rYN3ZCzpaWORCSxaKmjyKbwK1El6BjNck1Ur0VEJOlR+BWRxKLwG9mUDkRERERERCTqqfKbRDAXlyHGNIRi/m608spvmTIW99prqvyKiFwIOXLQiTB048JQ5VdEEosqv5FN4fcixa/lpZdesk8//dSXBWKObdasWX2dW+boJtQzzzxjffv2tTfeeMPn3gZoXMU8XD6806RJ48G4SpUqPkf3QuG1Hz161OchJ5SH35gYi4uN1ZxfEZELgX4QZ/H/73NJ4VdEEovCb2RTaewiRadkGkAtW7bM8ubNa507d7Zt27ad9X9o3bp186ZS8dGc6vbbb7dp06ZZly5d7M477/TLqlWrQnucfx988IG9/PLLoVsiIiIiIiJ/ncLvRYzKJ1VfflKVrVOnjr3zzjuhrebr79KJmWC7Zs0a/waaLslUjAmy3bt393V7Aydb/5b7WI+Xn3xDnidPHitWrJjNmzfPxo0bZ02bNvXlhVq3bm39+/f3x+zdu9e7QHN8ujtTpWWfZs2a2QsvvODdmgnr48eP907NYIkjHt+1a1d79dVX/X6CPcspvf/++975uWPHjrZw4UJ/zjfffNP353h33323b0O/fv3snnvu8WWVREREREREzpTCbwQh7LIWLlhXlxBIKG3btq0vMxSso0toJZyWKVPGtyV0ZDvDxdKnT+/HJzwTQKlCL1261INu/fr1rUSJEvbkk0/6UklDhgyx/PnzW4UKFTycUqlmiPVrr71mM2bM8Odv2bKl3XTTTf4Ywi/Dr1nKiHD/6KOPekWbY+XLl8+qVavmF8I1QXj16tX+WtCoUSNfA5jnCjCfefny5X6hyzPnKCIiIiIiEk7hNwJQQa1ataqHu0mTJvl97777rjevYs7uN9984yGS6m+GDBlswYIFPkSa+U5ff/217/9nmCvL8QcPHmzff/+9h9HkyZP7erqlSpXyajBV5y+//NKPybxg5h7HxsbalClTfK4Tz806vIULF/bH1a5d28+F9YI5X/bfsGGD3XDDDR6kWeuXqvMtt9zioZd9smTJ4sdi7jHznKl4E/CXLFni57lu3To/t/D5wIT12bNn+2Xu3Ll29LffQltERERERESOU/iNAFRdqcKuWLHChzWDCi/djL/77ju/PP300x46CZCEVYYhE2LPFMOQ2Z+KLiGaym+AQMuwaJ6PQE2IDRp7pE6d2u8LEMKD4dXsRzD95ZdfPFyzH+das2ZND7QBjg+Of7Kh2bz+t99+28+PEFyjRo3QluMyZ85sw4YN8wvhPUUiNzgREREREZHIo/AbIZj3mj17duvZs6cPI+Y6QfiOO+6wBg0a+FBkqqZUP2lYxXDnYKhw4FTDn7mf+b4cg2HVVGQDbAsPpHS0pJL7888/+22qzlRyA/v37z8R0NnGORGQqeCWLl3az5ULQR3xjx8IP9eMGTNarVq1bOTIkX6eHEtERERERCQhFH4vUoQ/5royxJiGUFQ9n332WXv99ddtxIgRVrJkSQ+FgwYN8uHKNLiiwlq0aFH78MMP7b333vOhxVRbmbfLcOFdu3Z5ZZg5swEqs4sWLfKfVFWDUItNmzb5YzjWnj17/D6qrIRr5u5yLKqtzM0NcBzmCHNM5vsyRJkKMI2uHnnkEZ+Ty+ugis1ro0K9fv16X9IpcPPNN/sQa7o+B/N327dv73OLCegiIiIiIiIJpXV+L1L8Wpi/GgwpJuzmyJHDtmzZYps3b/YGV+xDmCRwsp0qK8OXV65c6WG5cuXKfowbb7zRG2QFoZfqblCt/fbbb//QOZkKK/NwwbF3797t15mTW6hQIb9OZZdgTmWX+3LmzOnVWzpEE2yHDx/uYZallahQs43z+vjjj2379u2WK1cuK1iwoO/DHGAQqjlf/Prrrx5+eX3MdWb+L8GeIdkE+9Ot/+vr/JYubXFjx2qdXxGRC+HY54Vd4DVv+Vzk81Pr/IrIuaZ1fiObwq+cM8zL5X8I4csxnSvPPPOMB9tevXqF7jk5D7+VKnlwZw6xiIgkPQq/IpJYFH4jm9KBnBNUcVneiMosw57PFYZFN2zY0IdGs3awiIiIiIjI2VDlV84J/jViuPLvv//ut8ObWPFt+OmGKp8Ox+XC8U7WGCs+r/wWL25xQ4eq8isikalixdAVOVuq/IpIYlHlN7Ip/Mo5Q2X2888/94ZVo0aN8v8p8EcBf4AwJDohCLFUfZnnmxAefmNiLC42VnN+RSTy8P+tPn1CN+RsKfyKSGJR+I1sKo3JOXP11Vfb+PHjrV+/fv4HB92duZ0nTx7fzh8JNN1iOaSgQkx3abo+85M/Vg4cOGA//fSTd7QeO3asN9WiWRYXmnOxTrC+rxERERERkYRS+JVzhjWICcDh6NQ8cOBA7xDdqVMne/TRRz3YslwS38rv3LnT1/19+OGHrWPHjpY3b16bNWuWLVu2zLZt22bTpk3zam6TJk18nd8HHnjAXn755dDRRUREREREzozCr5wzJ5uXG9y3atUqX4KJZlj9+/f3pZZGjx7tYbdp06benXnMmDE2YcIEX8apQoUKduutt/r6xVSC16xZY7179/ZllFgqKRzVYNY75jJ06FBfFklERERERCScwq+cF5s2bfLQGsyJYt3gYI1fwnH+/Pntiiuu8HWGU6VK5fcH0qdPb3Xq1LGiRYv6MkqsaRyOZlqsZcwlW7ZsanQlIiIiIiL/QylBzguCLUOfA0ePHvX7AqdrSkI4pqI7depUD7+tW7cObTkuTZo0vhwSF4ZQn21naRERERERiV4Kv3LO0cyKBlXhYbd06dK2ceNGH8JMw6oVK1ZY+fLlfRtBmH3DG1ldeeWVduTIEb9v37591qFDB8udO7c9/fTTPhdYREREREQkIRR+5ZyiI3PLli196HLXrl1t69atfj8dn3v16uVV21atWvmyEM2aNbO1a9fapEmT7IMPPrC+fft6aAbDn1k2iWPQNIvQzGP79OljAwYM8H1ERERERETOlNb5laji6/yWL29xb7+tub8iEpnSpw9dkbOldX5FJLFond/IpvArUcXDb6VK3j1a4VdEJGlS+BWRxKLwG9mUDkRERERERCTqKfyKiIiIiIhI1FP4FRERERERkain8CsiIiIiIiJRT+FXREREREREop7Cr4iIiIiIiEQ9hV8RERERERGJegq/IiIiIiIiEvUUfkVERERERCTqKfyKiIiIiIhI1FP4FRERERERkain8CsiIiIiIiJRT+FXREREREREop7Cr4iIiIiIiEQ9hV8RERERERGJegq/IiIiIiIiEvUUfkVERERERCTqKfyKiIiIiIhI1FP4FRERERERkain8CsiIiIiIiJRT+FXREREREREop7Cr4hEtP/85z/2r3/9y44ePerXf//9d3vqqafs4YcftilTpoT2Shw8J8/973//O3SPiIiIiFysFH5FJCL99ttvNn78eKtatarVq1fPSpcubXfffbft27fPKlasaLNnz7a5c+eG9j47v/76q4fpcATsd9991xo2bGg1a9a0WrVqWdGiRa1v376+Pzp06GBFihTx+++44w7fp0WLFrZ582bfTjAvVqyYValSxcqWLWsFCxb065UqVfLry5cv9/1ERERE5NxR+BWRiEOl9ZFHHrEXX3zRxo0bZ/Pnz/egu3LlSnv++ec9CBcoUCC099kbMGCArVmzJnTrePB96aWXrFmzZta5c2dbuHChLV682M+lT58+HorBOeTOndv++c9/2syZM+3NN9+0DBky2G233WZ79+613bt3W/fu3W3BggUe2Ldu3WqzZs3y15EzZ077xz/+4ccRERERkXNH4VdEIs6GDRs8YD799NN2/fXX2yWXXGJXX321V1/vu+8+34f78OOPP9rSpUtt/fr1Xi0OR6WW+xctWmSffPLJiSov4Zoq7csvv2zbt2/36zw2CK2PP/64lSpVyi699FJ/nrp169ozzzzjoRvclyZNGr+O5MmTW7t27fxc3n77bStXrpxVrlzZLrvsMj8G+HnllVda8+bN7dprr/X7REREROTcUfgVkYhDJTV16tQ+rDjc/fffb3nz5g3dMvvuu++sQYMGNnz4cA+bTZs2PRFwma/LfR07drSPP/7YQ+cDDzzg1d3/+7//s9GjR9v+/ftt3rx5NnbsWJ/bO2PGDH98tWrV/BgBQmvXrl0tVapUoXv+19/+9je7/PLLvarbvn17S5cuXWjLH1WvXt2HTIuIiIjIuaXwKyIRh2HChMfThU1QzZ0+fbrNmTPHXnnlFZs6dart2rUrtPV4aKViy7BlqsYTJ060I0eO+LF79+7t1Vjm7xKeU6ZMaZs2bfKKbsaMGUNHOHOffvqp/fLLLyeqwyIiIiJyfin8ikjEoQpLFTUY2nwqJUuWtL///e++H42k+HngwAHfdsUVV/h8Xe4n8BKEqfpy/VQIrwRihisHGIJNA6vgsm3bttAWs8OHD3vwHjlypDe8Ysh0iRIlQltFRERE5HxS+BWRiMP8XubPEkZPh0AbCObnEnDB0GaGQTdq1Mirvwyl/jOZM2f2JlbhATlr1qxegR4yZIgPpb7mmmtCW47PKd65c6cPeX7rrbds0KBBJ+b4ioiIiMj5pb/CRCTilClTxr799lv77LPPQvckHJ2i33vvPV8LmE7NTZo0CW05Nbo1E7oZwhygizPLHoGlj6g0B9KnT2+dOnXy+cTMRf6zSrWIiIiIJB6FXxGJODSxuu6667zrcnj198svv/QKK+jOTNfm+IKGVwcPHvS5uylSpPDbQaANHhMMb2aIdYA1hWmyRQWXKm8gCLXh4ZbnOdnzxxfsdyb7ioiIiMjZU/gVkYhDQyoaWdGA6tZbb/VlhKjcVqlSxbcNHjzYq7qsu8uSSOH69+/vQZflib744gsbOnSoPfvss/b9999bsmTJ7Mknn/Rgy3FuueUW3z558mSfK8wwaoZH07GZTtHM5aVyzHbmEDO8GQyjZkkjjk8zrbVr1/r94Qi7dJRmOSWC+oMPPmirV68ObRURERGRc+2S/wQT4ESiAFW6SpUqWVxcnOZWJgE//fSTvf/++/b11197WGX9XH4SfJlvCyq73M9cXf694H95+fPn9/m7NKcicObKlcsbURGWqcTy7xBVXwLvkiVL/N+l2rVrn+guzT5btmyxjRs3+r9zmTJl8hDOT6q/y5YtO/H84Pg33nhj6NZxnAfnw3kFcubMaTfddFPoloicLb6gYl5/8IVUYuG/Y/4bZiRKeCM8EYlezz33nE9xuu+++0L3SCRR+JWoovArIiIKvyKSWBR+I5vSgYiIiIiIiEQ9VX4lqnjlt0IFi5s/X5VfkYvRFVcwFj10QyRxqPIrIolFld/IpvB7AdFUZ9GiRfbxxx9b8uTJfU4hcwPfeOMNW758uTfDOZ1hw4b5nMeOHTta69at/TiffPLJH9Y2pdEO94G5iFmyZLHy5csn+h8EARr5tGnTxlasWOFDkVmfNTF5+I2JsbjYWLtUy8qIXHzy5DELLQ0lklgUfkUksSj8RjaVxi4QmuGwNujmzZutWbNmds0113in2p9//tluvvlmX8f0zxQoUMCKFCliadKksTFjxtju3btDW/4rd+7ctnLlSps3b56VKlXKVq1aZdWrV/9DM57EdPnll9vw4cP9D5FgiRkREREREZHzTeH3AmF5lG+//dYefvhhr8bedddd9sILL9j+/ftt8eLFXgkmCA8cONAvM2fO9KVYWF+U2wsWLPCqLsurIPgZX+rUqS1Hjhx21VVX+bIt3bt39woxF5ZjmTRpkne8pYocVIj37dtnL730ki/j8tVXX/l9YD3V119/3ZeFCV+65aOPPvL7ZsyYcWLtU5ZxIXBz/2effXbiG3E663L+BHLCMNVtlqWhgs2yNWzjCwGWsXnxxRf9PQBdeDlfOu9qsIKIiIiIiCSUwu8FMn/+fCtZsuSJeakMVWbYM8uvEPhee+01v48hW6wzyjIqBFkqtkeOHLFixYrZjh07fC3Rs0FFlufv0qWLTZ061Xbt2uVhl0BesWJFD8pFixb1tVA///xzD5x33323LynDsOlatWrZ9u3bbenSpfbQQw9ZzZo1fah2165d/fisrcr6pbwmQjCVX1CJJjjzOF47r4t1Vwm/LAWzc+dOX++U94DgzHqshOBXX33V6tSpYyNGjLBRo0b5sQIMrf7hhx9OXAjeIiIiIiIi4RR+L5DvvvvOq7HxEXbz5cvn16mWNm/e3EMwYZDq7o8//midO3e29OnTe5A8U4RmqsqEUoZKx8TE+E/CYmxsrFeUCb9UmAsXLuzrohKwWTZo8uTJ/th33nnHwzLbmZecLVs2H2595513WsaMGb16TfWXebc8pl27dl51Zs5vEEiZI8FapmAOcp48eSxlypR+mzVUeU28B8yjWLdunZ8j1eGmTZtahgwZPIwT1sMRyHluLgT0n0LVYhERERERkYDC7wWSLl06O3ToUOjWqVHtpao6bdo0b6rB0GNCYEJRQWUoc/bs2b1aHAyTJlgz35jAyX2EXIJsgAZVe/fu9bDOuQSPu+222yxZsmT2zTffeMWXKi1Dkjt06ODb2T84TooUKTzYnilCNXg+AjLPMWvWLH8O5jU3btzYtwfYn2DOheHgqRPwXCIiIiIikjQo/F4gVFSZxxrMkQUV05PNZ23SpInPgZ07d67VqFEjdG/CFCxY0Pr06eOVUcJogHAZviRQpkyZ7ODBg6Fb5tcJsYR1hluHny8IzgyT7tu3r1969uzpgZr96bQJXlcwdxdUtIPmVwxZjn/M+B0zeQ4Cb/AcVJRFREREREQSQuH3Arn33nt9CHDbtm1tzZo1tnDhQmvVqpUHTOa90nSKBlcoUaKEh8RXXnnFQzOYI0szKob8EjJpWkWgZH5u+JxX9mM+LxXd+JVmGlFx3C+++MJ/ol69erZ+/XpviMUxab7VqFEjb8rFUGjauzMvmDC+Z88ea9mypY0fP96Pwf5Ul8FQaM6X533zzTc9ZH/55Zd+bgy5ZtkjXuPs2bO9os3j+cm5UullOHaA94iGXNz/4YcfehVcREREREQkIbTO7wVENZRgyJBkhjKz9BHDhQl3hETmw7IMEpiLS4WUIIply5b5GsH8+pgjTOhlSDRVXTpIB/NoCa8MBwYVXJpTBZ544gkPxwxlZl5u1qxZ/X5CKudFmKbSnD9/fg+vBHO6Qx84cMDvowEV99PBmedgDjPnR6WWc6WjNcOUWVrpvffe85BOZZhO1jT0IjwzfHrDhg0ezHkuXieviaHMQYWX94LhzMwBpiEYc5QZEn0yvs5v8eIWN2iQ1vkVuRhlysQ6baEbIolD6/yKSGLROr+RTeFXooqH30qVvLIcPpxbRESSDoVfEUksCr+RTelAREREREREop4qv2eJYb0sH8S3yoldYdy8ebN/w8Q3y38Fc3WZZ0vzq3OJ4csMfaYzNGsAX0he+S1d2uImTFDlV0TkYsTQ97NYtSAhVPkVkcSiym9kU/hNID7k+vXr50GSD9WNGzf62rkFzuEcNj60mb9LmARzgVnv9pFHHvEPWubk3nTTTb7tdOLv++KLL/qSQcwVPpeYpzxgwAB/L5YuXRq69zjeK+b+0v2ZTs3M8U1MHn5pqBUbqzm/IiIXo9tvNytdOnQjcSj8ikhiUfiNbCqNJVD37t09YI0ZM8ZDL52Yadh0rlBRHjRokM9ZDYwbN846derkH7KbNm3yc/gz7EsHadbGDTRv3jxROiXTSKtKlSqhW3/Uu3dvS58+vS/XlNjBV0RERERE5FQUfhOACuerr75qrVu39i7HXJ566in/5oewOXDgQF/CiA7NTz75pC8fRFfmvHnzWrdu3axXr15Wq1YtGzx4sO9PF2OquSzlU7VqVV/3l7V8J06c6MsHEVyp1BYuXNgmTJjgXZbp1kzY7tixow81LlOmjC9PBJYZ4ttnjsGyQ1Raly9fbl26dLFPPvnEhyRz7gGWD2ratKmH4scee8yD9/vvv+9LEXXu3NnPl47O/fv39/PF5MmTvStzixYtPNAG6/fyXpwM9ydLlswv8bHUEq+bTtM1a9b0YM+w7GLFinm35yCosw/LQfHtOtepslNlFhEREREROVMKvwmwY8cOD7Thc28JdcwtJeQSVAmpY8eO9fVoWcO2YsWKdscdd3jQI0QGoZbhWKznyxJAo0aNskcffdQOHz5s9evXt0KFCnkgJbRym+7FDIPOlCmTL//DEkhB1blHjx7+OLBOMEGbEHvLLbdY48aNrWzZsv58BMauXbv6ckVYtWqVh+zgfJlXzNq97M/juM2QZcI+wzuCNYKpevfp08cr38z1Xblypd9/NjgW4Zrh2JUrV/bwzlJGfKGQKlUqa9Cgga/7y1JQLL3E8DW+KOALA5ZaCvD6WQqJC0O6ef0iIiIiIiLhFH4TgHVvqdYGVdBwhMmiRYv6nB8uxVlrNjR0mdusxUsVlLVw+UmYvf766+3yyy/36ivr89auXdv3j+9084h4fIDjht+OL/w4hNZbb73V9ye8lyxZ0qvECM6X+5nTwDrABExeN2H+gw8+8KoyVdogTJ8N5iITcjkWVe8gxJcuXdrDNmsE8wXCM888Y2+99Za/9zz37cwXC0P1mdfDhd8DX1CIiIiIiIiEU/hNAIbiEjCpRsZHMAvvLsz18BAWbOPxAarGhL5q1ar5UOnhw4eHtiRMeBg/WTA/GYL8mZ5vcM4MOyaYUoGmAnvDDTf4/QlFxfinn37yKjaBlSp3+HzglClT+vNQFafqS/U7derUPvT5xx9/9DnG4TgfqtRcGG6e2A1OREREREQk8ij8JkCWLFk8qDIMmPCI77//3tavX+/zcpmzSvjkwnXuQ3BfOMLy119/7cOHmTvL8GLm6oLKK8soBXgs+4NKbfg2Kqd0tWQ74fWrr7468VwnO06wje7RDG0O7mMObXC+HCvYL8BthmoTPhmOTBMrqrPBfjwmOMf44h+LBl68duYlMyScYeQcO9iPsM0c4KlTp3rApvJ85513egU4fLiziIiIiIjImbrsiWNC1+VPEMqYf/vGG2/4PNnFixf7dZowMWx43bp1Nn/+fHvnnXd8PmvPnj19GO6QIUNs69atvr4uAZrwzJDhChUqGG8/yxExvJfGWczZJcwSijkGYZY5wcwZzp07t4c/5vvu37/fhw3nyJHDZs6c6QGcyiiP5Tk5NkslMd/3hx9+8GDKedAsK02aNB4mCb8MJ6b6TPik6dXatWu9cdeWLVu88dWNN97ojbGodsfGxtrHH3/sw6PZzjFpkMU5UXHl2IRxGlYFaFpFsOe18Dp5Lub2UulOmzatvfLKKz68maDOnGneXyq5VHeZ28u5XHPNNf5aaBoWtJc/Fb6UmDh6tDU7du7hVXYREblIsPxe1qyhG4mDzxymF/HlaWLji2emNIWPphKR6MXf28mTJ/e/6yXyaJ3fs8BbRlgk/PGBF3y4cj+VUX4SMPkgZHgvFxAMGZJLtZh9qJ5SmWWuK/cz3BfB8YM5unyAg+1cmOPKEGRCIPvQ4Inn5fiEP56PbQyrZk4uz8F/pMH8XO5n+8nOl2MH+wXPR4WX15ohQwb/ybkxDJkPfPblPSB0g/eCUBsgeJ+sARXr/nLuPD/VbM6PfTku1zknbnOenBe3OQ/es9OFWv7gqVS6tMUdC9X6Q0RE5CLEGvbHPk8Sk9b5FZHEonV+I5vCr0QVD7+VKnmzMYVfEZGkSeFXRBKLwm9kUzoQERERERGRqKfKbxJGlZT5tgyVprEUyy1FOq/8FipkcZ062aWa8ysiSdmtt5qFGhkmNar8ikhiUeU3sin8JlE0qurfv79VrlzZ5yDPmDHDli1b5g25Eop/hWjyFX/93b+Cucc00CpTpkzonjPj4TcmxuJiYxV+RSRpYwm58uVDN5IWhV8RSSwKv5FNw56TIMJuo0aNfOmg7t27ewiuUaOGf4iDBlxffPHFiSZW3L9jxw7buXOnN6/iJ82oQAOsRYsWWadOnWz79u3+GB7LUkYEUa7zhwH4ScfnvXv3nngucJ376ChNEy2aYD399NM2ceJEf16eg+o0VepvvvnmD48VERERERE5Ewq/SdCCBQu8I/Mtt9zit+mezJJIfHO9cOFCu+uuu3wJJNYfZhklvPbaa74OMEsPUSW+7bbbvNU7wXT16tX27bffeghmCSeWgWKdXpZOuueee3yJIjo1Fy1a1CZPnmxdunSxAQMG+HF5PLf79Oljw4cPt4oVK/oxqPoSsqlG0+2a9YBff/11a9eunR9fREREREQkITTsOQlibeGVK1fakiVLQvccx78K+fLls3HjxlmJEiV8bWFCLOsBgyEerO/L+sL9+vXz6i/V423btnnlmKouDhw4YNmzZ/fgSsimmst6waxl3LBhQ18ruGnTpn7cTZs2Wf369f24DBmjgsw6xoRjlmwibFPtpYPzJ5984hVlgnT4WsKE5ObNm/t1XsMPx877o1atNOxZRJI2DXvWsGcROec07DmyqfKbBLHOLx/W8b/3YLgzQ49z587tt6+99lr/A4KQS3WYC/eBtX2D9YvjYz/W+82bN6/lzJnTK8ysNUzYfeCBB2zo0KF+GwTsrFmz2pVXXunr/Y4cOfJ//oDgOQnhhQoVsvnz51v+/PlDW47j8VSquUybNs3XOxYREREREQmn8JsEESI//fRTH04cjsBK8AyCKfNsER5GCbbhP0+FgB2+zi7Dqgm6Y8aMsR49eoTuPb4fz/dnAxCYAzxnzhxbtWqVD30Ox/mlSZPmxOXPzk1ERERERJIehd8kiHm1DF2m0RUBmPA5ZcoUH65ctmxZH66M9evX+/DldOnSeaMrAio/A8F1hpVRBWZ4M/jJJQjPoHszxyKobty40bdzvFtvvdX27Nnjw5mxdetWf1zy5Mm98RX70Oiqc+fOfs69evU6MbxaRERERETkTGnObxK1f/9+e/zxxz1IEl6ZQ0tFlsZVNJ9iGDKBtmfPnj5ft2XLll51LVWqlL3yyiveAIsGVczNrVq1qm8n0DKsmTnDzCmmwRUV22zZsvm83K5du/qxqlWr5td5PppqzZs3z495zTXXWMaMGe3RRx/186LCyxzk3r172yOPPOLBmQ7Sbdu2teLFi4deyR/5UkcFC1pc69aa8ysiSVuJEnbsf5ahG0mL5vyKSGLRnN/IpvArUcXDb6VKFhcX94dh1yIiknQo/IpIYlH4jWxKByIiIiIiIhL1LrrKL+u+0rAoIU2LeAlcEvq4AI/leRGp39wG82updl5MDZ/C39vzcW5e+S1b1uKmTFHlV0QiX7JkZlmyhG7ImVLlV0QSiyq/kS3Rwy/BZ+HChbZ06VL/gGDZm9atW3uX3/iYM1q4cGGfS0pTpjPFEj0xMTH29ttv+8+EYj5qixYtvOkSHYnD0QiK9WUJbbfddptVqVIltOXi0qFDB3vxxRdt+/btPq82sGHDBps5c6Z/QDOPl27I9erVsxtuuCG0R+Li98/cYpY3Wr16tRUsWDC0JXF4+D3270BcbKzm/IpI5MuY0ax9+9ANOVMKvyKSWBR+I1uilsb4UKCj8BtvvGGPPfaYDRw40MaOHeth+GT44HjqqaesQIECoXvOTIoUKWzIkCF/CH0JweOGDRsWuvVHNGdat26dfffdd97s6WI1YsQIu/rqq0O3/otljdKnT+9zYLt06eIdk8uUKWP79u0L7ZG4qL7yO+V5RURERERELpTLnjgmdP2c27t3rzVt2tSmTp3qnXypPLKUDoGMUPzee+95BXjQoEFeIeQ2F7YzjJcOv4S0LVu22KRJk7z7MEvmvPTSS955mGVyWJv2mWeesQ8//NBDHcvmUGk8cuSIrVmzxl5//XUP4YQvqrdsp7K8YMEC27VrlwdtAhrhdtq0aV5BDce3xiz9wzI9lStXDt17HFXGl19+2d5880374IMPvKpNgO/UqZO99dZb/q0zx58wYYJdfvnlvmQQ58b7QSC9/vrrQ0cy27RpkwfYRYsWeSU7d+7c3nmZ94CK9I4dO2zixIn2/fffW968ef218Pysmztr1iy/PnfuXGvevLmlTZs2dNTj6/Hy2I8//tgr7jlz5vQKMYGfLsucZ4YMGfz3wTfldFdmf85l8eLFXo0P3jvO64UXXrDZs2fbV1995fvyenl/OA/eg5tvvtlSpUrlv79XX33V31OWLHr33Xftzjvv9C7T/Ct38OBBrwLz7RndobnOfXR25vfFSAF+57ynV111lU2fPt1vs0wSz8u/SyfD804cPdqaxcT4OYuIRLSUKc2KFQvdkDPFZyJL+fE3QmLjc5LPKU21EUkayBcsyZnYoxklcSTq/6kZ5po6dWrLmjVr6B7z4JLy2Ic5QwUITO+//77lyZPHw05sbKwvkUNAIpCxnA1L7RCGCW4sccPQZiqYDE8moKFZs2Z+P+GNcEdYI0SVK1fOWrVq5duDSifDmAlFLLNDRfpUVegzwTkQfAmohGTWoCWU0W2YIMrwYj4UWe6HIEgArl69un9AEtzDEch5H7p16+bHY/gyy/7wGqia85p43bwugmzwGN6vhx56yIMjwfjPEA75g4DhGgRlAuWcOXP8veYLgR9++MHPsW7dur62LsOVCclo06aNB9OHH37Ynn/+ef/d8fx9+/b1c2NJo7vuusufg8BPYOXc+OMjWJuX4J4pUyZ/LPhyhMDPuTMUm+38bjjWN998Y1988YUvq8Tvl/eF8+O8wvGFyNq1a/1ClZ73XEREREREJFyihl8qn4TB+N+GEj4JdnwzS0AkVDHsmG9OuYDHZM6c2SuuBGbCH5VSKscEN6q8W7du9X0JysG8HgImVWYeQxCmEnnttdf6vF6wvuzdd9/tYYz5r1R/zxbziydPnuxVUAIex+K1se4tPw8cOOAVaV4jFVaCI2GO548/53nkyJFWpEgRPxZfGFChpqrKe5AlSxYPy1zPnz+/bdu2zR9DaG3UqJFXevni4HSo2lKZJUhTVWb+MpVo3i/mMd9zzz02fvx4r7zzPvNtFsOoGzRo4NVzfldUfAmrVK2pNhPMCbiE9t27d/v5ffTRRx7EOTeCMM/B8XkMeJ/4/QTYTqUYnAu/K/6dIYDzRQVzv3l+XjcVaf49eOedd+zo0aP+GPDvGcPpuRC6//Xrr6EtIiIiIiIixyVq+CUMEUxoBnEyhBzCDyHvVMOFguGthEn2C4YwsX/QRfhkGI4Q4HHsS/ikekw1kuopVcSzwXG4UPUlpK1YscLDaoA5yIRzhgNTAaYqStBev369VyeLFi0a2vM4gmWtWrV8+DbDn6lkhuM94PUjeC3gveWLAPC+BCHyZBgyTvDmfKnkBu8PxyPk8n5ynQos5xrg+qFDh3wYOYEz2MaXEjwnw8WpuH/66adeqR09erSfB+cWDL8m6FPtPxXey3D8e8Pr5fj85Dm48BycJ9Xo8H9fCMwMhefClwgpj73/IiIiIiIi4RI1/JYsWdKDDeEwwJBUqpAg2AShLlwQhuKHovji7xf+82SPJbxRRWTI7gMPPOAVzviPPRN0T2bYLlVfwvSDDz74h2ZYvKbatWvbkiVLPBhS6WS+K89NEIzffZIqNHNZmU97//33e/X7dOcV3MdxmRcMvmDguU6G/dm3SZMmXq0NvkAIhP8OGKLOXO3gObjO+0TopSLNbbCdC3OHOfa9997rFyrIBN3wc2OYNWE4OCYV3qByy78P4V+OsE/8L0J4jly5cp14Dt5LgrqIiIiIiMiZStTwS+WPebnt27f3n4Q/hvwyn5X5wAQiuhAThgk9LCnE3FzCMj/Zh4pq+PJDNLr6NTSs9fPPP/dmUEw8p6kSQ3Z5HEONqXKGD2lmyC8VU4boMmyW6idzizdv3uwVYM6D4bo8NghpYBtDkdnGeTDUmtDLvFaGBnPc4ELlk2OCeb80eaLKS7gksDEkt3z58r49HJVLAiOVYhpEEQipElOtZU4tr4mqZyDYxlxmmldxzqNGjfIqMK8jeH9A1ZbtvE8sexQ+H5bjUOnlMfwuwPlRaX7llVc84NOci/nWBFbm2jKvmeo1Q4wZ4swSUTTGosLNcZj/C0I8r5ffDfOdCdwcj6DL/GJ+j7w29iEI81jea37nDFHn34Xg90DlnNe5fPlymz9/vld3RUREREREEiLR1/kFYYZAy1NRIaWSx3xOAhxq1Kjha+QxfzQYiswcT6qhoBrJcF3mmTKPlgBNmCMwBXNBg6HC4Y9jbithLvxx7EeTK+YCE84JVMx/JaiCEMp+QfWRYBfMFw7HMGXmGtMkilDN3FTOv1ixYt7hmddKQy3Om1DKPoR/GklRQY2PsM7r4fEMMSb8UT1m7ix4f2rWrOnVZCrFderU8eoqYZFAXqFCBX8Mw4OZ/xs8B52yg8o7AZTKbDCUnKAdvN+cP3OkwXsUdJ1mjjW/L/CaOBZfXlCJ5XfJ+0SFl/Oiqn377befGO5MuOac2I/3kC8RmEPM/N9gG18O8HheP6+BLzDAsGwq1UGFl+2EZ4bJ8xynWruRIeSVbr3V4vr00Tq/IhL56INx7P95kjCMhOJL3VN9VpwrfC5qnV+RpEXr/Ea28xJ+Rc4XD7+VKvkXCfGHT4uISNKg8CsiiUXhN7IpHYiIiIiIiEjUU+VXEoQ5w8zhbdy48R86ODPcmnnADEtmjvCF4pXfEiUs7rnnNOxZROTPMN3lmv8uPxctVPkVkcSiym9kU/hNwmiS1bt3b+/Kfcstt/jcWxqMMQ/6VJiPnDdvXt8nW7ZsoXuPd9JmDvGTTz7pc4IvFA+/MTEWFxur8Csi8mfq1jUrVCh0I3oo/IpIYlH4jWwa9pyEtWvXzmKOBUUafLHG8GuvveYNw2h4RRdoLlR6aUzGdRpg0eWaNZJZ/ijA/nz40+grPsIyf4QEaxNzDI7Fba6zPfz7F65zH927g8eADtb8IRPeyVpERERERORMKfwmceFr/HJ9+PDh3uH6hhtu8I7SVINZxih79uw2fvx4GzJkiGXOnNmXdQLLPrEf91NJDhBiBw8ebB06dLDu3bv7kkgEV5ZO4tiPPfaYPfvss94Nm67YwWO4v02bNtaxY0cP5VSUCdssFTVo0CDfnw7WIiIiIiIiCaHwK76c0oABAzysUullOSaWGSpXrpxlyZLF6tWrZ3fccYcH0kcffdQyZszojyPMPvLII/b888/bU089ZUWKFPH7wXJM48aNszFjxtjo0aNt3bp1PlSaEEy1mTD9+OOPe9h94YUX/DGEWpaDYo1hhpQwp5jq70MPPWSdOnWyp59+2pfF4lzDsZYx60hzIYD/8q9/hbaIiIiIiIgcp/ArHnKbNWtm9957r68FTAW4adOmNmPGDK+8svZu1apV/f7gAtZOZkh0sA4wQ6YDrLXMcGjC8cMPP+xrCx88eNC38fjgMaz5y7BobNq0ydcavvzyy30uBeGZ89mwYYNXh7t162Zr1qzx44ZjSaNUqVKduGimr4iIiIiIxKfwKx40Gcp8zTXXeDBl+HHRokU9hBI2Fy1a5BXX+IIQHPwMn7tLIM2aNatXaanYrly50ho2bBja+r+PBY8Jn+cb4P6uXbv6cSZNmuSNtcKlTZvWw3sQ4AnaIiIiIiIi4RR+kzDCanhgRd++fW3Hjh1ecW3UqJG9/PLLHiapqIL9aXpFSM2UKZMvbfTpp5/6/evXr/f7uV6sWDEf+kxTq2TJktn+/ftPNLfi8VwCXA8ew9BnKsHc3rt3r2+rUKGCvf/++35OBOEvvvji+ANFRERERETOkMJvEvbiiy96QJ0+fboPKWZOL0ONCZiIjY21hQsXWv369b1CS7BlDV+GOrdv3967NnOMnj17WpcuXfxxBFeGOlNJZq4v1ViaXjGHlxBM9ZbwSshmWSUew/DpYcOG+VBottPoinNh/i7Py2Pfeecdb4TF8xKoRUREREREEkLr/EpU8XV+y5WzuFmzToR4ERE5hTRpzBJ5LdwLQev8ikhi0Tq/kU3hV6KKh99KlSwuLk7hV0QkiVL4FZHEovAb2ZQOREREREREJOqp8nuR4teyefNm/0YZNHtiTizfNJ0N5tKuXr3a19YNX4+Xb8e3bdsWumWWOnXqE8sNRSKv/ObPb3H332+XhnWSFhGRpOOfv/xivxy78NmZmPisZknANGnS2GUX42gjVlnInj10Q0TOBVV+I5vC70WKXwvr69L86Z577rGCBQva+PHjfbkgGj8lFB/OZcuWtT59+lj16tVD95r98MMPNnz4cBsxYoQ3mNq+fbvNnj3bG11lzJgxtNf59e2339rHH3/sawsnlIffmBiLi41V+BURSaIIvnweJPYXuXxW//bbb3bVVVddnFNtmjQxy5EjdENEzgWF38imYc8XKboc33bbbXbDDTdY8eLFj31+NbHevXvbE088EdrjeKBlHV7W0OVDHnwQs6zQ0qVL7cMPP/R9wLffKVOm9OvhWCO3Xr16Pi+Krs5Uhlm+iKD90Ucf+Rq/dHdmqaGgQkzXZ5Y34jno1MxzsizR/PnzbePGjX6d7szBNvCTYM1jDh486LfpNM1juM1zcb50gqajNB2o3333XVu7dq3vs3jxYj/OihUr/LaWOxIRERERkYRQ+I0gv/76qw+tCq5TBSb4rlq1yipXruz3ESSLFi1q+/bts4kTJ1rnzp1PBNAzxdBn1uTlm/NWrVrZo48+ajNnzrTy5ct78H3ooYe8UkzVmLWACamgYty0aVObMmWKB9+KFSt6SMbzzz/vQ6+/++47v3/Tpk2+hu+gQYOsa9euHnZ5DSx/FH6+LKd01113eQMrsP3BBx/01xpgf755Dy4Jfb0iIiIiIhL9FH4jAMGP9XTHjh3r6/CCwHvo0CFfX7d79+4eNrmPSu4bb7zhlWKCaxBMzwShkYrqunXrrG7dulayZEmf/3v11Vfb4MGD/VgMSZ40aZINGTLEGjRo4MG1X79+du2111qdOnU8NLNGL8O1qSRTQWbeMkOr2a9x48ZWrVo1mzBhgh+7VKlS/pj+/ft7kC9XrpxXu3Pnzu2Vb4Y+E7AZUga2tWzZ0m655Ra/jZ07d1qFChX8cvvtt9vhY8cTEREREREJp/AbAQiWDP9l+DGBFAwhZnhxp06d/FKgQAEf2kxllaB8//33e1U1GPb8Z3788Ufr1q2bV3Rff/11u/XWW0NbzPLkyePH5udXX33lQTRVqlS+jTC6Y8cOv47MmTOfaDDC0g/sT1MtKtFPPfWUB2OCetasWX0fcFyGecfExJx0zlT79u09+FPVnTVrlleCw9EIbNmyZX5heHTq0LmJiIiIiIgEFH4jQI4cOXzIME2gJk+e7PcRQG+66SYfTsxl2rRpVrp0aXvhhRcsWbJkXnF95JFHPFSeCYZTDxs2zCu0ZcqUCd17XHi3TJ6XSi5DlkEgD4IwuB0MO+Y684w5H34SfjnXV155xSvWgfDjn0zhwoUtU6ZMtmDBAg/RvO5wvEaegwvHOtPXLCIiIiIiSYfC70WM+bXMuyVsMvS4b9++Xp3dvXu3Dwn+/PPPvQKMOXPm+H6EP4ImFdQPPvjA58YSRrn8/PPPfomPkEqFmMpquOAxwXJLIHjSBZpjs515vrVr1w5tNT+nzz77zMMxHaOZ30uwJphTteUxnD+NuhD/+GDOMcOrA4RZ5vkS5pl3rHArIiIiIiIJpaWOLlL8Wui8TAdkOjET/IoVK+ZzY+m6/PLLL3vQHD16tF155ZVWqFAha9asmTeheuyxx/y+2NhY35+5ubt27fKOzSlSpPDtVFPBMXr16uVDkxmyzP5ZsmTxbSx9RKjm+Zs3b34i5BJeqRITrK+//noP5DzfvHnzfKh1zZo1fe5wrly5vMJLEOe8Bg4caIcPH7b06dPbww8/7AGadvFgHnCHDh38OufKOWbLls07XCdPnty7WVMBpyt0hgwZfL+T8aWOihSxuGPH11JHIiJJk3/Z+89/WrI/GVn0V/FZ/evRo75KwkW5zm/FinbsQz10Q0TOBS11FNkUfuWcmTt3rv8PYcmSJaF7zh2CMmH8tddeC91zch5+K1XyJmEX5ZqLIiKS6PhC9//+7//8y9vExJ9QjF6ix8Vll10WuldEopnCb2RTOpBzgj8yli9f7lVbljE6V1jqiO7VDHtmySUREREREZGzocqvnBPffPONLV261K8zFJo5yecCQ6zpdM2SSHS9/jNe+T22b9xLL2nYs4icf+nS0YI+dEMuFFV+RSSxqPIb2RR+5Zxh7V7mFdPgijDMHGL+KGApop49e4b2OjP8axm/k/SZ8PAbE2NxsbEKvyJy/uXLZ9agQeiGXCgKvyKSWBR+I5uGPcs5s2XLFm9a1adPH1u0aJG1bdvW+vXrZ5s3bw7tceY2btzojxURERERETkXFH7lnCHs5suX78Rau/ykMzNhmG/H3333XWvdurVfqBJzH0Oaa9So4esUt2/f3urWreuNsxo3buxLJXXv3t2Xe5o+fbq1a9fO7r33XtuwYUPoGUVERERERM6Mwq+cM6wBTOANR8flm2++2Xbu3GmtWrXypZRGjhzpYXfmzJlWtGhR78785JNP+nJOrCHMEkks21ShQgUbOnSoDymj2dXzzz9vTZo0OTG3OMAaxQyzDi6sjywiIiIiIhJO4VfOi/fee89iYmK8Enz55Zdb9erV7e233/ZtzMnKmTOnZc2a1caOHevXw6VMmdLXESY4c4yHHnootOW4vXv3etWZC8OuWd9RREREREQknMKvnBc0r0qRIkXolvn1w4cPh26Zh+JTSZYsmS1btsx+//13K1eunE2cODG05bgbbrjB5syZ4xeqyQltkiUiIiIiItFP4VfOC4YyM/Q5GJL85Zdf+nBoMPeXOcLhuB3se+TIEa8c9+3b18MtXfZEREREREQSQuFXzimquTSzYujxq6++agcOHPD7y5cvb5kyZbKnnnrKxo0bZ++8844PU96zZ493hqbxFT8JwsifP7/P7Z06daodOnTIg+/kyZN9WDRDpkVERERERBJC6/zKOcXw5g8++CB0y6xQoUKWPn16v86wZZY9Yp+CBQv60Of9+/efWAqJub0lSpTwqi//Wm7dutXXarz11lt9vUb2Y+1gKsbxK8UBX+e3eHGLGzZM6/yKyPl39dVmefOGbsiFonV+RSSxaJ3fyKbwK1HFw2+lShYXF+edpkVEJOlR+BWRxKLwG9mUDkRERERERCTqKfyKiIiIiIhI1FP4FRERERERkain8CsiIiIiIiJRT+FXREREREREop7Cr4iIiIiIiEQ9hV8RERERERGJegq/IiIiIiIiEvUUfkVERERERCTqKfyKiIiIiIhI1FP4FRERERERkain8CsiIiIiIiJRT+FXREREREREop7Cr4iIiIiIiEQ9hV8RERERERGJegq/IiIiIiIiEvUUfkVERERERCTqKfyKiIiIiIhI1FP4FRERERERkain8CsiIiIiIiJRT+FXREREREREop7Cr4iIiIiIiES9S/5zTOi6SMT717/+ZZUqVbK4uDi79FJ9txPtNm7caC+99JJ98cUXdvToUUuVKpXFxsZao0aNbPfu3da7d287fPiwXXHFFXb55ZfblVdeaeXLl7emTZv64++77z776aef/Hp8KVOmtLFjx/rPU/n555+tRYsWfszWrVuH7hWRC+0f//iH/d///Z/97W9/C92TOPgT6p///Kddd911dtlll4XuFZFo9txzz9nf//53/xtCIo/SgYhEHP7gfO2116xmzZpWo0YNmz17ts2fP9+KFClid999t61fv95uuOEGGzlypH8RkiNHDt+/R48e9swzz3hg/fe//20rVqywAQMG2BtvvGG//vqrB2iuDxo0yNasWWO//fZb6Bn/F+fQr18/W7lypW3atCl0r4iIiIhcrBR+RSTi7Ny509q2bWv9+/f3AExFl0vHjh2tU6dOdvPNN9sll1xiV111lV+oyCRLlszy5Mlj7dq1s0mTJtmhQ4esQYMGli9fPkuRIoXvw4Xrt9xyizVs2PC0lZy1a9d6ZYljioiIiMjFT+FXRCLOlClT/CfBNxzDkJ599lkPvKeSIUMGr9oyLJJ9T2XgwIE+jPpkGObYp08fe+yxxzxki4iIiMjFT+FXRCLOhg0bLFOmTB52E2rr1q3+uBtvvDF0T8INGzbM7rrrLsucOXPoHhERERG52Cn8ikjEOXLkiA9jDh+WTPMr5vgGl/3794e2mB04cMADM82xuDDvN3ny5KGtCcP83nXr1p1omiUiIiIikUHhV0QiTsaMGb1LMw2qAnR1pUnVgw8+aJ988ol3eA4QjCdPnuxDnZcuXWrNmjULbTk9GmkxTDq4vP322z6n+I477vDnIAT/+OOPHq65zhxgEREREbk4KfyKSMQpXbq07du3z77++uvQPWY5c+b0Jlho1aqVpU+f3q+jcuXKXu196KGHLG/evGc8T5c5xV999dWJS9myZa148eL26aef2owZM/yya9cuX2qJ6+HVZhERERG5uCj8ikjEady4sc+3HTFihDevCgRrO4eHW5Y0Ct/nVNgn/r6sDUz35+DCXOGnn376DxfW9yQQcz137tyhR4qIiIjIxUbhV0QiTtq0ab3SOnfuXHvggQd8jd9Vq1bZ+++/7wGYy/fff2/Dhw/3auzChQt9eaPDhw+HjvBfDFUeO3asrw3M8kXjx48/o+HLe/futRdffNGrwO+8845NmzYttEVERERELkYKvyISkYoWLepNrGrXru3BddGiRZYyZUq/nj9/fvvtt9/8Ns2v2rRp43OEqezG9/vvv/ulb9++1q9fP38ct//Mr7/+6hXmoUOHWrdu3exf//pXaIuIiIiIXIwu+c+ZjAcUiRAEkEqVKllcXNyJIbAiIpK00NyOERw0wktM/AnFut9MfwjvPi8i0eu5557zaVD33Xdf6B6JJEoHIiIiIiIiEvUUfkVERERERCTqadjzBcYwXRrnMDTr6quv9qG6mzdvth07dli9evVCe53cypUr/fHMfXz22Wd9+FXv3r29Q22AdVDD5y8yLIvtZ7rUy1/Fcw8ZMsTPs2vXrpY6derQlsTB8xSuVNi6xXWzSy49P69RREQuLv/8+Z8+HDl8ve+/KsdvOazo70VDt47TsGeRpEfDniObwu8FwttO91k6xLJ26OrVqz0ovvnmmzZlyhTvHjtx4sTQ3ic3YMAAO3LkiD311FP20Ucf+XGY43TllVeG9jCf+9q5c2c/No2BPv74Y58Ty33nIwDzOrds2WLly5f3UM/yNImJ8BtTKcZi42IVfkVEkqhffvnFPw/Cvwz+qwoeLWhVjlYJ3TpO4Vck6VH4jWwKvxfImjVrLDY21j755BOvhhJaO3bsaC+88II36qASzH9Y+/bt8/25fdVVV9mBAwf8w5YutnSvTZUqle/HBz3Lv8QPv6CD7eeff26vvvqq7dmzx/LkyeNhmXVL+Vacxx88eNDSpUvnj+X4hw4d8s64GTJkONE4ivs5t59//tnSp09vyZIl8/upLvN4ziW8ssv5sbQMz5M3b1778MMPfZ8ff/zRXwv7fvvttx7Mr7nmGn8NP/zwg58Hx6SbLs9PSA+2ca6na2Ci8CsiIgq/IpJYFH4jm+b8XiBUdanABmGR/4i4jxB57733+tqlfHi3bNnScuXK5euUEiRbtGhhjRs39jVN69ata48//rg//nTCK7yESUIroXrw4MFWrlw5X+KFqnCXLl08dDZr1syryQxXbtKkiYdYsBYq/6GzdmqZMmXsu+++8yHbDM9++eWXrUGDBjZz5kzf94MPPrDbb7/dH/PEE094kMXGjRv9fo5BuB41apTddNNNHraDod69evWyBx988ERIp1p955132pgxY6x69eq+FquIiIiIiEhCKPxeIJ999pllyZIldOu/smfPbq1bt/brVHcJh/ysVq2aV0QrVqzo1eGaNWt6CE4owifhN1++fDZw4EDbvn27h1GGYBO0582b59VhwinhmKrv5MmTfXh1jx49POQ+/fTTVrJkSf/GmzVOCfF9+vSxnj17+pxjKrlUm3kdjz76qB+XijFKly5tderU8et8S/7www97xRoFChSwu+++24dqv/LKKzZu3DgP/hyXMEzQb9SokfXv39/3D+zevdtq1arll/r169uRw0dCW0RERERERI5T+L1AGG7MkKyTCa/UZsuWzUPh/PnzPWwSmrmNhMzZZchx+/btPdTOmjXLK808nmHOBOHcuXNboUKFPBxTcWUbF4YrU30lYBKag6ZcDPngOtuWLVvmc4gJ0AR1XtfWrVv9OGA4GMOcA+HnHTxPgOucB8GYkMzxeI7XX3/dn2P58uVeMQ537bXXelWYC18WpEiZIrRFRERERETkOIXfC4QAS9Ak0J4OYbBp06ZefWX4L8EwPCyeKTpCjxgxwkNkiRIlThyDIBvM3QWh/LfffgvdMr/OfYRRKrrxz5dtDI0eNmyYV4UJ2czJZZ5VEFJ5TPzAGhyHn/GPmTx58tC143iO7t27+3Nw/m+99VZoy3Fsp5FWcAnmKIuIiIiIiASUEi4Q5u7S9Grx4sUeKpnfyzBf5sYSOJl7G2A+7qZNm2z06NF21113he49HkyDoMr+hMjw4BpgG+GTUBgenNmXx/D8Aboyc15s436WU2JeMPNyqcISwMF8X5prVa5c2ZYsWXLiuDTw4jphm+NwfKrAzFcOnidjxoz2zTff+LZdu3b5cYJtwfOG4zl4nzgu2+kaLSIiIiIikhDq9nwB0RSKZlOEU6qdzFe95ZZb7KGHHvJGUsxz7datm+/btm1bD8Y0kCIEzp071+fA0mWSbStWrLD333/f5wS/+OKLJxppUSVlP4Yi33HHHT5fN3DPPffYu+++682rmP/LfGMwp5gKLtXbG2644cTawSzHxH7MVaba+uSTT/qwaebkEmDp6szcZMI6oZYGWgxJZkj1G2+84R2d6ThNA63mzZv7sW+88UZ/LWxr166dP4bXRDWZ5wVNwHgfeC7Og4ZchOuT4XUWqFTAHoh7QN2eRUSSKD5H+FKZz6pzJe/RvFbhtwqhW8fxJ5S6PYskLer2HNkUfiWqEH5pwEXTLA1/FhFJmmiyyJeyp1sa71xQ+BVJehR+I5vSgYiIiIiIiEQ9VX4lqlD5LVepnL0Z96YqvyIiSRR9Jqj+xm+geK7xJxTDq2m2GOmV37TH/klx7B8ROT1VfiObwm8C8XbR1GnatGn+wZozZ05vXkUzqHMl+JUETaSY41qwYEHr1KnT/2z7M+wf7MvauXPmzLGZM2f67XNlw4YNPl+X/xEsXLgwdO9x48eP9+ZWqFq1qhUrVsyvJxbCb0ylGIuNi9WcXxGRJIpAyucBfSISE5+xNGJkOb9I/8L1rmP/5D32j4icnsJvZFNpLIHefPNND6GEvcGDB/v6uy+99FJo67kxb948P26A5k/MYwUf5kETrD/z7bffekOtQOnSpT2on2uFCxf2plrhHaoDBN4pU6bYkSNHfM1gERERERGRC+GyJ44JXZc/QVOLOnXq2PPPP2/58+f3LpK33nqrlSpVyjsdf/rpp77W7fLlyy1NmjTewXjVqlW+Pi2dihctWmSzZ8+29OnT+zbQQZnqKN2a6Yq8bNkya9OmjXc4plnHoUOHPAxnzZrVq8sNGzb0x7DUEN86DR061D7//HOvqNJRecyYMd6N+ccff/R9t23b5pXXTJky+bmxpm+RIkX8uT/77DO/j47PqVKl8mFba9eu9WMyfItzmTVrlj8P2/Dll1/6kkssPUSgpfJNZfmLL77w1xr/WzC+DecYdKGOX/X9+eefvXs11egtW7ZYvnz5/DU/9thjtmDBAl/y6Oabb/bno5kI7zedpdlGp2iWTIqPx4yeONpimsWccXVcRESiS7Bs3vmoxrKUIJ/xkf6ZQ9X36mP/iMjpsZQnUyoYlSmRR5XfBNi+fbsvQVSoUKHQPeZLE2XIkMF27tzpSwlxady4sT3wwAO+Ni9VUZb26dGjh1WvXt3X0W3QoIEHaSqzBN2WLVv6B+ekSZN8TVuCNcsF3X333V6t3bNnj3300UeWLl06D5fZsmWz7t27eyWV8Em4BMcngBJEWUKIpZMKFChgXbt2tRw5cniAJmiCQEyQ53moLLNcEsOXeW7+aOB8Cay333673Xnnnf4aQJAn0LJ/r169bOPGjX7/2aAjM18IdOzY0YM4x+aLAcI7wbtChQo+b6tPnz5ecec94vXwRQPrDgcYdsYyUMElGBouIiIiIiISUPhNAKqSVB9Ptm4gobJkyZIehgmkDFNmXjDfDLHWLdVhqpWEWYIkx6K6ys+PP/7YQ3D79u19WQaOT5WXaiw/gyox+3Ob7VSWCYME4QD3XX318W9t2YdjsQ/3U/El/AbefvttD+YxMTG+vi/r81I55nwJn1RpCZhly5b1odZUojFkyBCrUaOGV5YJ44T+s1WlShUbMWKEV7ep4hLaeY18ebB//34fRv3OO+9YbGyszZgxw79V537WJ+b1BDgHgjoXhlkfOXwktEVEREREROQ4hd8EoMJLEKTRVXyEw7Rp04ZumQdDhiYHgrUGw4dgcbzp06d7AKQiTKX4fCFwnun5cmFYFxcqz48++qgtXbrUvv/+e9/nbI0bN84aNWrk85upqgcVW4ZYE7wZ3s2QbCq/O3bs8Go1Q7xz5crl+wWocr/33nt+WbJkiaVKnSq0RURERERE5DiF3wSgoksoC29GRWCjkku1lKpkgOtUfE+Hoc8Ey7lz5/pcVkJl4HRDd8O3USkNGk1xP/Nww53qOGdzvvv27fP5x4TWBx988ERFOqFoEEaVl/nJDK9mWHaJEiVCW48H7po1a3p1mgo2IZ1qM3OjmbvMaw5HRZiOnsFFc31FRERERCQ+hd8EYKjtqFGjvLMx1VrCWYcOHbwBE/NiN2/e7JXH999/3yuWDM+lwrp161af0xpeKV23bp03j6JzNE2puB5UNBkeTdMsAiKBk6onVWEez9Bl9uc282Hz5Mlju3btspUrV3owZX4ww6gJ1uy7fv1635/KNEs0ffXVVz5MuF69en58zp15wixRdO+999oPP/zgzaeoxAZDncH5Uh0miLI/gZ0h2zT54jx4nq+//tqPGY4qORVlzp3tPPfUqVO9EQlDxGmwxWO5cG5BVZ3wS5dohjITZu+66y579tlnfV6ziIiIiIhIQmmd37NAiKNREwGzaNGiPj+WgEbIIxAT7JhDe/311/vQXcIimD9LsywqpzSVatWqlW+nmRVBleomAZsASoMnuiynTp3aAyaYN1y8eHEPrAReGmcxx5dQS+AmCFMpJVASFhk+TDMsgifPS0dp0DmZTtAEc86XJlHMlSV0E3JpRAWej4osHaHpzEy1l/BKp2e6XPOvDq+Nx/J+gGowjboCBFgCfHysXUyVltfJ3OYyZcr4vrwHdL3mnFiXmGZcNLjiNufRunVrf42nwrD0IpWKWO+43lrnV0QkieIzi0uyK/7bHyIx8Dn469FfLX269HbpZZFdTyh17J+sx/4RkdPTOr+RTeFXogrhl2ZjBPjw+dUiIpJ0MIqI0UlB/4rEwp9QfBHOl8rxp+SISHRS+I1sSgciIiIiIiIS9VT5TcL41bNkEV2cmcsbDY2iqPyWrFTSRsaN1LBnEZEk6qcjP3kDSJb7S0x8jvK5wxSkSB/2LElLymP/xBz7RxJOld/IpvCbRNGEiw7TN998s88JZl4xaxWz/NLZYN4y84rPFf6YYFmjfPnyhe45MzwuplKMxcbFKvyKiCRRv/zyi38e0FsiMfEnFD08rrrqKk21kYiS+dg/rY/9Iwmn8BvZ9H/qJIhvw2vVqmWPPPKIDR482BtJsfQRVWDQsIs/GviJ4Jttmk5xnZ/h2wjONO8KHsNPll+iosx1fiK4zbbw71y4zn3B8bk+YcIEb3jF/tzHhe3xHysiIiIiInImFH6TIJY1ojEHnaPBt9XTp0/3NYzpFF23bl1ff7d+/freRRrt27f3gDxkyBDfRidoqseEXb4BY2mk3r17e+dpOjKXLFnSnnjiCStQoIDvT+MRli3q2LGjL7NEx2sQZIcOHeodovkGjeWhWGpp0qRJ/tz9+vXzANymTRvr3r27d9GmQ7SIiIiIiEhCaNhzEtS3b19fR3jp0qWhe47jXwWWbRo0aJAHVdYLJowypJmQyxAPlkKKiYmxxx57zKuwAwcO9HWEWaKItYpx4MABy5Ejh82ePdvSpEnjy00ULFjQK8xdunTxNX0feOABD8oMba5SpYqvkUwgZ4mmmTNn+nF/+ukn/8nSUoRe9qfKvHfvXl9eKcDSUCzpBM5pwNgBdv+a+zXsWUQkidKwZ5HT07Dns6dhz5FN/6dOgmhsxYd1/O89CJtUcwmqyJ49u69dzJxgPtS5EGqRMWNGr+aeDMdnX9YCLly4sK/hyx8grFlM9Xb06NG+NAQ2bdrk6wunTJnSkidP7usOx1/Hl/WKmft7++23e8BmKaNwDKfmeFz4g8f0dY6IiIiIiMSj8JsE5c2b1z777DMPwOGCbs9BKOZn/IAc7PNnnaHpsBn+jfvIkSN9uDJNthjCHH6c+M8RHxXhyZMn2+OPP+7ftvXq1Su05bj06dP7sGwuHPvK5Inb3VNERERERCKPwm8SxJBhqrBjxowJ3WM+v5bhw1R9mfcL5vFmypTJwyXVVUJq0LwKwXUqtUFjKnB/sH/gm2++8SHVdJPmetAwi+fbuXOnPze+/fZbfyzH9CruMQx7Zqh2hQoVvGq8cuVKv19ERERERORMKfwmQQwxnjdvni9txJBkwjCVVUIu83IJmO3atbOnnnrKAzJhlDm6BNYWLVr4bSq2HGPBggU+bDlPnjzWtGlTi4uL83m9DIm+//77bdeuXf6cXH/33Xeta9euHpQPHjzoTa2yZctmffr08YZXHTp0sKefftpDM3N8g/0JwgRyGmnRVIuLiIiIiIhIQqjhlUQVgnW5SuVsWtw0NR8REUmiDh8+bP/4xz+8l0Ri4k8oRinRm4IpOiKR4opj/1xz7B9JODW8imwKvxJVCL80xKICrfArIpI0EXwZgfS3v/0tdE/i4E8omi1ed911Cr8iSYTCb2RTOhAREREREZGod14qvyyhw5qxrPfK3NAsWbKEtvwRc0mfeOIJa9Kkid18882he/8c1b5HH33U54cy9CihmJfK/FbWpB02bFjo3uO++uor/wYZNGu65pqLc4jII4884o2kOP+rr746dK/5MkWsiwvm6fIaef//rFvzucLvlHm8W7ZssQEDBvgc38TEvwsFKhWwFnEtVPkVEUmigqXvztc6v3y2qvKb9Nx47J/6x/6RpEWV38iW6OF31apVHkzvuece/2CgWdHMmTOtePHioT3+i4ZKzZs394ZJwVqzZ4IPOZotDR069KzCFQHtvffes7Zt2/oSQOHmzp1rHTt29OA7fPhwK1WqVGjLxYX5TTfeeKM3huJngE7KLA3Elw89evSwFStWeJh/7bXXLFmyZKG9Eg//evHlR/78+f33npDf69kg/MZUirHYuFi75NLzE/BFROTiQvDl8+B8hd+rrrpKX7gmQTcf++fuY/9I0qLwG9kS9f/UVHoJpU8++aR3C6bjL0Esbdq0tnr1alu/fr0H1w8++MCXuqE6SPglwPLY5cuX+3I73333ne9PwDt69Kg/jlAX5HYeR6dgKp6HDh3yx1HN3bdvnz+O8BXgMZ9//rkvl0PHYW7zgZUxY8bQHn9Uq1YtK1u2rNWuXft/gi+P5dw4FscMPgR5fi6cF3bs2GE//vijh2y+DGAbVdpwBP9Nmzb5e8Hr5FhHjhzxfQnkvC62MYcpwD4sDcRr5DWcrLEHQbh69eq+ZBH/kbLeLue7dOlSD8pr1qzxPxA4xoEDB/wxHHfr1q324YcfnlhuCNzPefMaqChzGzyefXmdwX3gnDkury1FihR+H88RvCZ89NFHfpvXymvj+p49e/x5OL9gLWLeE14/94c/h4iIiIiIyJlI1PBLWCHUFC1aNHSPWfv27e2mm26yjRs3WoMGDezxxx/34bCEY8LqXXfd5dsIPa+//rrdeeed9uqrr/o6tIUKFfLqJaGyfv36vtQOCMI1a9b09WAJYi+88II1atTIpk6d6hXdkiVLepgGw4IJyl988YWvGxsE1NNhiPDJhgl/+umnXsEm+D700ENeGSaYcd716tU7Ea4J/bwGrvM6Hn744RPnE2jTpo2f2+bNm/39IlwSGt944w1/rSw5RFAsXLjwiZBKgK1Ro4YHSarrfJFwMuHnzrJBqVKl8i8beA8I96yhy3Pz3vOcDRs29Mow1WKaR/H+gnNo2bKlbdu2zc+D7YRv9uF3xpJFfLnB6yS48v5ybvx++ZIAnOOQIUNs8ODBfnv37t1Wp04dD86//vqrL7XUqVMnfwznQbWYY/M6eZ95L1955RV/bIDn44uF4MJtERERERGRcIkafgk2zIOJX5Fk+HNsbKwPv6WiOnbsWA9frDebPXt234chRIRjwlj37t2tW7duXj0sX7683XvvvV4hZp1asF9Qub322ms9TLFv586dfS4sYSgIuYTSESNG+DFKlCjhYfRsUVUl1BLICO8LFy70cMm8ZYZa5cuXz98DhhfPmDHDXzehkXCXM2fO0FGOY8j1oEGDPFwyxJrAx3vH+0S1m/eAtXdvueWWE+fMsAuGZFPRJfwGc5NPhWBIKGU/ginv25VXXmm33nqrvfTSSx5uqeoSMgmfrVq18i8VeB4eSwWf3xPvPc/HefK7ozLO+r+cP8ehgkuFmfclqPbzpQRYE5hjBvh98DsDlfs77rjDK/t8kcDvl3BOUOZ94XfWs2dPD8+cT4BwXq5cOb8QxI8cPhLaIiIiIiIiclyihl8CKBVOAuzJEBRpbMWQ3JPN1aViScACw3o5HmPswfVgSG78qiy3gzDM9WBfQjDVWsIYQTIYknu2qFQTGAl+/AyOxevJlSuXV74JcAMHDrQvv/zSh+wuW7bMA1o4gty6devswQcf9AthLvy80qVLd2LeUvjrZr/gfUufPv2J9+ZkCLSE7kmTJtn8+fNPBE7eV5qQMRSd3wX7hf8uCPhUegm0VLIJr+A1X3/99b6NYdSEcBpbUQnn3Dm3YO4xlebwJlzxhf/+uJ47d27/dyMmJsZfL89BBZjnoBLO/OFgODQ4X6rgXPgCIlXqVKEtIiIiIiIixyVq+C1SpIgP3w2GzcZHJfTPuiPGD7Zn6mSPIzBRtaSKOmrUKB8OfTYY7stwXiqhhEGCL1XSAIGS6ubixYs9bFPtZdjurFmzPETGD4IM16ZCTbWTIdtB9TtwqveA9QuDiioBOrh+MlSaqXg///zzf2g6xbmGNwQhqIYPyeZ6ypQpvXrP7yr+0Gr2r1atmh+Xau+CBQv8C4v450b1OlwwNJmf8b+AiN+Ii+egus1zMCyaABy+D6+BCnZwOdt/Z0REREREJHolavhlbi/zNgmbzA2lYjl58mSvFBJECUfhoSgIcEHAYv+gyhkIvx1c51hcgsfxM/7jgiBGUKKSylxkhkIH9/MYrp+sEhw/uNEBOlg+iIorGE7MnNUg1BF2mZNMVZJwyRDjF1980YdCxw9n3KbSyVBvqsksrxT/vILjInhtDAF/5513fBvvKecZPC7cyY4B3m+OFf4Yhg4T7Pl98V5QSSXIU4FlqDQVWPD6mTNct25dr27zHOwfzMPm3JYsWeLPSfMs5imzD6gYU2Hm+Znry2sOXhP7xP/dMed52rRpfny28aWCiIiIiIhIQiT6UkeEFSqCNJ4ieJYuXdobTtH0iQoqa87SKImhrjS/otsvQ3Cp9E2cONErx8wDZf5u69atPUQxz5S5qcw/pYEWc2A3bNjgFVWWVGI7FUuqvMwTpSpLw6Vx48b5eVCBzZs3r2XNmtXDOM/LfFX2odkUc0qDijShi+MRmDlXAhhdmdknderUvj4wa/8yd5nXQUOuKlWqeBCl6Va/fv18WDEBk/mto0eP/p8h3vwKqEQz15XnJwDy+jgn1i6mORUhk3nPjz32mDe+okrM0G7mF3PsYsWKWVxcnL9u3u8glHMfw5G5n+HCHJMgC6rNPA/nz3Xm/oL7JkyY4L8v3ieGiBPgCcS8Hr5oYIg1v0N+8h4y5Jj3g6DM3G1eA5VxKt0FChTwQE2op/rM74k5w7wu3huGgxOkOR7vJ19McC7M9eX3wPMx75gQHVSBaX52MrwXhSsVti5xXfz8RUQk6eEzj88hvlhOTHx+83nP3y1/NpJNos/1x/65/dg/krRoqaPIlujhV+R8Ivwyp5rQr/ArIpI00diRL1+ZgpOY+BOKkH3dddcp/IokEQq/kU3pQERERERERKKeKr+SIPzrwlB0hoGHz11m2Nf+/ft9iBnDqC8UKr8VKlWwBXEL7JJL1fhKRCQpOvyPw/bjjz+et8ov06IuvUz1BElcqY/9c6nqVhecKr+RTeE3CWNNXpZj4j9g5gEzR4pOzczHPZXDhw/78C7mJ+fIkSN0r/l8aZYi4v7t27eH7j3/CL8xlWIsNi5W4VdEJIkKmjmGr2aQGPgTir4UNKzUVBtJbN2O/UMAlgtL4Tey6f/USdgDDzxgmzdv9oZUNOvq3bu3N9M6HZY9mj179on1fgM03+LxIiIiIiIiFyOF3ySMb8QJswxVZn3coHv01KlTrVatWr5M1e7du+2VV17x23Rfpiv0s88+652asWvXLu8GTVdqqsjh6IpNZ+82bdrY/Pnz/T7W6uVYLKHEsVq2bGlffvmlb8OaNWusbdu23tn7zTff9G/VqUj37dvXHnzwQe8GzRAzERERERGRhFD4FTt06JDt2bPHLyxtxJrEDBkrUqSILwfVtGlTn9PbqVMnXxZq9erVvp1gGhsbaxUrVvSln1i7N8BcK47D0k/9+/f3QPvpp596gGVpI5a0GjBggC/tRHDGwYMH/TG9evWyhx56yJd2IvgGSyoxzIT1hTleOJafIoxzobsn6weLiIiIiIiEU/gVD7NvvPGGTZ8+3ecusVxDs2bNbPHixb6dObwsH0R1OFmyZP4TzPMl0FarVs0fQ0U3wDFpiMUcYNYNJrx++OGHPieK+cW33XabP6Zw4cInKr8rVqyw7Nmz2/XXX+8/GYLNvm+99ZZXqakec5t1ncMR2gnNXBo3bmw///RzaIuIiIiIiMhxCr9iNWvW9EorFVjCLQiyBNudO3fajBkz7K677vL7w1H9JZQGDUVSp/5vEwbWWEyePLl32uTn0KFDrXLlyqGt5kOtQRgOeq7RTIth2OB+OkpTxT1y5Ig3E+E4BG2qzOGyZctmS5cu9QvDqVOlThXaIiIiIiIicpzCr/zBggULfMkiwiZBc9q0afbtt9/+T4MrEE7BUGNQgQ3QCZowy5Do22+/3Su9mTNn9m3xG4wHt6n2Msc4uM1wZkLwTTfd5MsncRwuBQsW9O0iIiIiIiJnSuE3CaOy+/XXX9vWrVvtvffesyVLlnjXZ0IrQ5aZ6zts2DArU6bMiQrtrFmzfG4uoZh9WrRo4XNy6QAdFxfnQ6EJ0HSQLlu2rM/bnTt3rleVWR+Yfagmv/32214dBmGbIc8lSpTw0NyzZ0+bM2eOz/1lqQqaXT355JM+/JlmW/wUERERERFJCK3zm4TRdIrGVPFRrU2VKpX9+uuv9s4771iFChV8ri3/qsybN+9EQyn2Y1jzhg0bPDAXK1bMQzT7so3KLfN2aajF3F66SRNyCcEoV66c/yQQX3311R5+aay1bt06Px4Nt9KnT+/7ENLpHs184Dx58ngYPxnCcvFKxW1g3MBT7iMiItHtp59+8kswlSex8LnIZyVr5NPHQiQxlTv2T/Jj/8iFpXV+I5vCr0QVwi/NuQjUCr8iIkkTI4uYksMXtImJP6FYfu+6665T+BVJIhR+I5vSgYiIiIiIiEQ9VX6TCDohM9yY+btB46loROW3WKViNiBugCq/IiJJlIY9y1+V9dg/eY/9IxKfKr+RTeH3IsWvZcSIETZ27FhvHsWcWObn0jiKOa8JtXLlSrvnnnts9OjRVr169dC9Zl999ZX17t3bNm7caFWqVPGGVbfccot17979gn2Q84cEHaaZ35tQhN+YSjEWGxdrl1x6SeheERFJSliKj8+DYCm+xMJnNevjs0KCvnCNLsWO/VPj2D8i8Sn8Rjb9n/oiRSflDh062JVXXml16tSxZ555xrsnE2DPRunSpX3JoPiyZs1qnTp18g7O/fr1s5deesleffVV7+Z8IdBMa8KECTZ16tTQPSIiIiIiIn+dwu9FjAAcXn0lvFKpBd82jxs3zu69915r3LixLwHEfQzzuuuuu6x58+ZWt25dmzFjhu9/OuHPQdjOly+fffzxxzZq1Chf33fixIm+Ti9dn0EH6IYNG1rbtm39W68DBw7Y+vXrPWATzlmW6IEHHvDrR44c8cfQ9ZnzbNWqlT+Gbs6LFy/2KvPIkSOtXr16fv3NN9/0b9RYzohllwYMGOBdotkOlk7KkiWLL58kIiIiIiJyphR+IwChlhD5+uuvezUY27dv95A4ZswYr5QOGjTI1+tleaFs2bJ5MGad3P79+/vjzxSV188//9xiYmI83GbPnt2D7cyZM+3222/3cE2wHThwoIfjW2+91Xr06OHLEj3yyCO2aNEiP0eGa19xxRVeSWZIWOvWrX07t8FjGWZdu3ZtrzJT6Y2NjbUaNWpY5cqVPewSojn2zTff7MEZ7dq1831q1qzpt8EQaV4rl8cff9w7b4qIiIiIiIRT+I0Ar7zyiq+hy/wlqqFYvXq13yaEDh482JInT+6BOGXKlF6hpWJKxZYK65lgv6eeesoruqy/S9gMKs+lSpWytGnT+txgnoN5TTfeeKNvZxvLCoF9c+TIYenSpfNtRYsW9eDMchNbtmzxkNu3b1/bt2+fffbZZycew35UnAmurC8cjuciTBPwCfFz5szxijLHD7CuMOfMhYZeiT3HS0REREREIo/CbwRo1qyZV3KnT5/uIRJUUxkG3b59e7+sW7fOG1mxH3N3GfocBNgzQWjmOFSXqSiHB8jUqVOHrplXlsObehBeOZdA+PNxnf2pJlMFbtmy5R+eIxB+/JOhCrxt2zYP3rxOAnc4Hl+tWjW/UE3muURERERERMIp/F7EqHQGlxIlSpyYZ3v06FEfZvzFF194aGWJBfYhiDL0mWHDDBX++eef/f4AITT8doD7CapUd+MvCxH/MVR2GVbMUGPQJbpQoUJ+HTt37jwxz5egTmdqOuIxT5emWpwrzxMMTT7ZOfE6eI0BqtoMtaZqzDDsxF66QkREREREos9lTxwTui4XEQIhTaxoALVnzx4rWLCgV0Bffvlle++99zwMMv+W24TMt99+2yufDDlmPi1Di6nIMkw4d+7c3qRqypQptnv3bg/OLJ0EbjOvlhDLUkoE2WDo8aRJk2z8+PG+z3XXXedDnRmezGM5t02bNvkcX4Zd05SKucLLly+3vXv3+rrCNLliLnKaNGm8mRVzeHfs2OGvidvsz2Op6lK9ZUknUC1mmSdeH+dKFZow/+CDD9qwYcMsU6ZMvt/J8NjRE0dbTLOYM656i4hIdOHzL/5IpcTCl7h8NuozJ7pkOfZPzmP/iMS3Zs0aL8zwt7lEHq3ze5Hi1/L999/7hzcIh3/72998nu8//vEPS58+vX/QMleXKinVVSqmoPIa3Ee1lf9AuR0MT2Y9Qu4Da+oyJzdAeA6GPBOGeT4wrzZ8Pi7BlOotxwoqsfPmzbPhw4d7J2bOi9AbPgSZdRc5N47D81OZDqrEHIPzBa+d18hPjsHrZP1hhnK/++67p/0Dg/O9rdJttihukdZcFBFJovgM4TMs+KxLLHxO8dnG6KbgM1iiw+XH/rny2D8i8Wmd38im8CvnDHOSn3/+eW+AdS6/ASckM++5QYMGHoBPh/BbqVIlPweFXxGRpInwyxe7fGmcmPgTii+CGR2l8CuSNCj8RjaFXzknGHpNN2j+CKhVq9aJJZn+KoZOM8S6fPnyvnbxn4Vqwm/FShXt3bh3FX5FRJKoSA6/VBxF5OKl8BvZFH7lnGEO8Jdffhm69V/M0aVh1/lA+I2pFGOxcbF2yaWafyUikhQxFJnPg8Re+o4/oZhSxBSgc/GFa6Zj/7Q99o+IXLwUfiObSmNyztAci27TfPt99913n/jmnaZXCfXDDz/4+sYiIiIiIiLngsKvnDOlS5f2dXxvu+02b3TFerxNmjSxO++807fTBGv27Nn2xhtveDdqsFwTaxPT+Zku1swbZj3f+++/3yZPnmyvvvqqN+Wi4dXUqVNtxowZJ5pkiYiIiIiInCmFXzlnaEhFV+pwVIEJwARWlmKiEsxav3Xq1PEljhg28v777/sc4Q0bNthDDz3kyyGxrBJLKrH0Ep2qeSzLKa1fv/6sKskiIiIiIpK0KfzKebFkyRJfcuLee++1ypUre/hljWKWbCpatKgvndSlSxf74IMPPOhee+21Hnbz58/v86kOHDjgS0k8/PDD1q5du9BRj9u5c6dVrFjRL1WrVrUjh1UZFhERERGRP1L4lfNiz549HmiDbs1c37Vrl1/nvpw5c/rPzJkz/0/TENb6feGFF6x+/frWokUL76wZLmvWrDZz5ky/TJs2zVKkTBHaIiIiIiIicpzCr5wXVHgZ8hzgerp06UK3jg+Pji9oRP7vf//bhz9v3LjR5xM/8MADfn+AxzJ8mgtBWUsciYiIiIhIfEoJck4RVGlOxTxdmlr9/vvvfj9DnZnLy3rABw8etLfeessaNmx4Ykjz999/bz///POJwEtYpjJMk6yvvvrKAy9Do3PlypXo6zaKiIiIiEj00Tq/ck4RfPv27euhlZDauXNnD6xgGSQ6OBOMK1So4HN7P/74Yxs5cqSH5Dx58li3bt28cssySYMHD/br3bt39yHNmzdv9souQZhh0yfDuo4FKhWwNnFttM6viEgSxfSYX/75i11+xXlY5/fobz7y6NLL/no9IcOxf+459o+IXLy0zm9kU/iVqEL4rVSpksXFxWn4s4hIEhWsM5/YI4X4E4qgfd111510+o6IRB+F38imdCAiIiIiIiJRT+FXREREREREop7Cr4iIiIiIiEQ9hV8RERERERGJegq/IiIiIiIiEvUUfkVERERERCTqKfyKiIiIiIhI1FP4FRERERERkain8CsiIiIiIiJRT+FXREREREREop7Cr4iIiIiIiEQ9hV8RERERERGJegq/IiIiIiIiEvUUfkVERERERCTqKfyKiIiIiIhI1FP4FRERERERkain8CsiIiIiIiJRT+FXREREREREop7Cr4iIiIiIiEQ9hV8RERERERGJegq/IiIiIiIiEvUUfkVETuKf//yn/eMf/7DDhw/bf/7zn9C9IiIiIhKpFH5FJCIdOHDAXnvtNRs+fLjNnTvX/vWvf4W2nBtjxoyxHDlyWLZs2eyXX34J3Xt+8ZpmzJhh//d//xe6R0RERETOlsKviESc9evXW4kSJezbb7+1rFmz2pNPPmn33HNPaOvx0Dhz5szQrbPTsWNHGzx4cOjWuRME2jOxePFiu+uuuzzki4iIiMhfo/ArIhHnmWeesbJly1r37t3tjjvusKFDh9revXtDW83ef/99e+WVV0K3zl7KlClD186dRYsW2Ztvvhm6dXoTJ060ypUr26RJky7qode//vrrBauOi4iIiJwphV8RiTg//fSTX4JAWKZMGXv33Xf9OlXS++67zz788EOrV6+eB8innnrKr3ft2tX3+eabb/w2l2XLlvl9+Oqrr/yxxYoVszZt2px0uPF7771n9evXt9tvv91at259InQzTJrj9erVy5YvX25Vq1a10qVL23PPPWf//ve/fZ+xY8daixYtPJyz79SpU/3+k9m3b599/fXX1rlzZ1u3bp19+umnoS3mjwvOv1GjRnbkyBGvJgf38ZpBhbxhw4ZWpUoVf107duzw+6dPn+77ca4ffPCBVahQwSpVqmSbN2/295T3sEaNGlatWjW78847be3atf64wOTJk307r7F3797+Om+77Tb77bff7OjRo14x5znZ/sILL9jvv/8eeqSIiIjIhaPwKyIRp27dujZnzhwbOHCg/fzzz3bppZfalVde6dsYJkyYK1SokFdMCYcdOnTwfQiuyJw5sz322GO2YMEC27Nnj99HaKtdu7YH41GjRnl4e/75531bYOPGjV5pJkS//fbbHmo5F37efffdlj17dnv55Zd9yDUBkPvYd8mSJf54hmYTFBmyzbkRok+FMFurVi0P2RkzZrTXX389tMX8PNOmTetznR9//HGvUNesWdNfF/fzHvC6qlevbrGxsX6u119/vR+LRl4cl3MYN26cV8h5Hwm4n3zyif3www/Wrl07P1fe49y5c/sxCLZYuXKltWzZ0kP9lClTPIgT6EeMGGGXXXaZD0GfPXu230/Y59i8nyIiIiIXmsKviESc+++/3wYMGGBPP/203Xjjjf6TUIfkyZPbFVdcYZdffrmlSpXKQ/Hf//53y5Mnj28HQThfvny+PUDw27Rpk4e1W2+91UMu4THc+PHjPVQz5Jrnad68uVdlqZgSQGNiYrw7NNXQAgUKeGWYQBxUTv/2t7/5eXF+PHeyZMn8/violBJ2CZ3sS5glaDK8GClSpLAuXbp4lZaweskll/jrpDv1ww8/7M/D4zNkyOAVXrZxrlS24+LifHvBggW9aRiV4eLFi/vrJ6wTnt966y0PyJwfYZ3qdlAFp2rNPOubbrrJ0qVL5+8HlW7eM8579OjRXjXnOARuQjmV6KD6LSIiInKhKPyKSMQhvDLfd/v27V6lJLAS1v5Kx+ddu3Z5mLzllltC99gfrmPr1q1eUaWSzCWoaO7fv99/Ik2aNCdCNUGXUByE1jNFhfnQoUMexqm+pk+f3nbu3OnBM0DQLly4sFeQQZAleOfKlctvc64//vijN+7iXHmPeH3h50po5ksAfvIlAj/BlwWEWKq4b7zxht8XhNcsWbLYwYMH/TVxH8977bXX+jaOTRhnTnPwHm3YsMEbkyn8ioiIyIWm8CsiEYcqL8Nwr7nmGuvTp49XKpm7y5DcM0UQ5BIIrhOsA+HXQYCjgkzg5sKcWebilipVKrTH8UAZhMizxZxb5ssSGgmUDGdmyaUg6ILnoALOEGtCL8OkqRAH58y58pjgXKkUb9myxYdpBwjn8avPDFlm/i+VXL5goDIcrkGDBr6N8+M6XzgwLxlBwGWecPC8VH2XLl3qQ6JFRERELiSFXxGJKAQshvLSzCnA0FzCYHjlNzzYgqBHaA6aLzFXmEZRAYbo4osvvvCfCL8O5r8SRqmuUhXmwvXw4dNnIv65heO83nnnHa+6tmrVyi8MnyboUgUOb8JFMOU1MHd5/vz5VqdOndCW4+dK0yzWKg4/V6q6pzNv3jyvKhOAqVrHr6Zz7vwOmM/LPF+q0dddd51vI6RT+aYZWfCcXBgi/Ve/EBARERH5qxR+RSSiEKJoTjV8+HAPZgQx5uJS5QwqsFdffbV9+eWXf1h+J3/+/B5mCZAMIe7fv7+lTp3a9+N4zF0lKBI66YpMqGN+LEGOubKEPho7UT1laSWGSa9Zs+bE+sIcg8exP3NkwwPu7t27Twx95tw+//xz3z8+Xgtze3ksFdngGNxPcP3++++903IQ4JnTy3DvQYMG+dxigmegSZMmPuyZxl68xo8++sjn9AZVc86Bn2zj+AG+BCDgE8J5LYRqzpX7OB/mFX/22WdebadrNF2uP/74Y38s85Op9nI+dN/mdVP5HTZsmG8XERERuZAue+KY0HWRiEco4I/tZs2aqdIUpfi90nCK6iiVR8IigY5KJMOgQYilCRPdjBkSTGdj7iMss/QOgY5mUlRBV61a5eGOfeiGTOWTfej6THCkmRWVVZY/Yn4szaHokMw+q1ev9nmtHHvIkCE+vJdz4Bgc66qrrvKATMBkDi9LMuXMmdMWL17sx+B8ihYt6ucMhhzTLZoGVUEllxDM89N5mgorw6wJ7Xnz5vX3ggC8YsUKe/TRR0+8fvDcLD9E12U6M9Ppmuoxja6Yx8vQaoIu7yNBl9cHviRgrjGPYbkojku45bVScScE88UAXwJs27bNr9PZmueiERa/G45H4H311Vf9NXbr1i3B1XGRv4J/7/jyiy9kEhtfIvHfW/xpEiISnfhcp+kln6cSeS75T3h5QiTC8QcPwzWp2OkPkegW/39d8b/sCN8ebDvZffGdq31O568+PiHO5rlO9RgqyVSgqeoyrDpASCfEs+xS4Hy+RpH4GKHAFAE6mycm/j3nyze+mNK8dpGkgS+H+fKc9fMl8igdiEhEIlCFX+I72baT3RffudrndP7q4xPibJ7rVI+hokuoYP50sJ0//KmSUzEOd6pjiIiIiFwoCr8iInJGGFbNUPBGjRr5usEMo2YtZNZErl27dmgvERERkYuThj1fhKikUGFhbc/TYS4jjWroyMqcQiosdFW9mIb78q8XTYb4yTqiVIwSE8OeS5WqZC+9pGHPIomF//d8//2hY/+NXeZzjhN7aKlIQtEF/ciRwz5/Pr40af5jN9xwbtad1rBnkaRHw54jm8LvBbRnzx7vWEtTDprh1KhRw5o2bepNfGhww+V0WIOTIYg0lnnqqae8IQ5znMI/7JmbR2MdQiddZmkIRTMolh85H3i+p59+2gYOHOjdZVkKJTERfmNiKllsbJxdconCr4hIUsTnKp8HJ/vCNXfu36xOnePd1/8qhV+RpEfhN7IpHVwg3333nXeDvfPOO71rLEMJuVDxZTmSZ599NrTnqXXu3Nl69+7tXVRP1bS7QoUK3tGVZVYIyDSD4nnD1wpNTPwx0KVLlz9dW1RERERERCQxKfxeIKyNSbfUkiVL+nBlrq9du9bXE2Uu3aRJk3xoYf369a1ixYoekA8cOOBhmbl1rPXZsmVLX7MUp2oqw/0MSWQIMN+AlytXzgP2xo0bvQLctm1bXyqGqjNLBPEtNsu0tGrVylq3bu3reAaDA7Zv325t2rTx56WSy/IwVHYJ6hyHJV++/vpr35dwTTh/8MEHfUmV4PwWLVpkVatW9efisR07dvQw/sMPP9gHH3zg8wdnzJjhz8M8Qo7HWqMst8Jz9OjRw6vdIiIiIiIiCaHwe4EQ9IJ1OkGFlGHJDEcm4LK2KGt5EiBZ1/OBBx7w7QRHhkbfc889VqpUKR9KnBAsVcKahNdee62HVtbhJMTSuIYAyvqeDKdmKDXDOhiWzdBpgiphtEmTJj4sm6HUO3fu9DVJWetz1KhRVrhwYT9PwjIV6RQpUvi+NMk5ePCgPz/nT9DftWuXv+a+ffv6GqKcA18EsEbok08+6WE3TZo0XrHu1auXzyvkOZjjHL6cCnhNrFvKZdq0af4YERERERGRcAq/FwjV11M1fwpvHkMgTJs2ra1bt85vf/TRR1a3bl2/npAmM4RNgi7V006dOln27Nn98YRahkI3bNjQ76cyW6ZMGR9KzQLelStX9kowj9+7d6+VLl3a71+9erXlzJnT5s6d63OMCZ3ff/+9nx/zn9577z2v4hLuGXodfq7h16+44gq/BNjGFwDMn5owYYKf59tvv+1zt3gOgvuqVatCex9HcKZizoV51ARkERERERGRcAq/F0jWrFk9rP2ZZMmS+bIir7/+ug97JgifrHvln6EKmytXLh8+TbU16IRM8Lzqqqv8OhhizL4BrtM1k7BO6A0q1czh5TpDs2liRVgtUaKEB1XOj/2D4xDyE3LOVHnD8RzMW+Y5qIpTbQ7H/g8//LBfunXr5ucpIiIiIiISTuH3AiHELVy40Ls8B6iuUolFeBPuxo0b2/z5833u7F133RW694+C/cMfF+A+hkwTTrNkyXIiwAbCbxOQWTYpwHUqvARPgnHQKIvqKheqtARpKsJcChQo4MOZb7jhBq/CgseEz9MlCFMdBiGZS+Bk589zUIkOnoNh0yIiIiIiIglx2ROnahMsiSpHjhw+TJgOz3R+fuutt3x4ccGCBb2yyTDn/Pnz+9q4rPc7c+ZMrxR37drVwybzgF988UX77LPPPBzyWAIyc3l5XDCkmrnDzJVlrV0C6c033+z346WXXvLHZcqUyQMuQ445L4ZHM0eXubjvvPOOL1VEdZUhxzyGsMyQZOYsFytWzOfock5r1qyxFStWeEBlvu6QIUM8tDKUmvNgPeJbb73VK8JsS5cunT//J5984vObCegjR470xloMd+YCfjLPl8fxGhl+HRMT49vi48uD0aMnHtve7H9CvoiIJA18XvF5EIxyCpchw78tV67jXzSfCzwXI6hO9lwiEn34e5dRhvzNLpFH6/xeQLz1BDnCHuEyT548tn//ftu6datvZ4hzkSJF/DqNrai0UpkFYZaGUyAcE6Q5Hh++zNlluDR43O7du/06FVcaSgWCRlYglAbLEfFBTvDlJ/9hB8OIOT7PSwdmzjVjxoweMKkIM9eXD38CMZVf9qXySzWbRliEX/bj+RlqHczRpVLM66cyTAAnzIPQTKU6QIWcYxDuCeinCrbMDS5btpK9/rrW+RURSaqOHDnsnysnmwaTMuV/jn1+nZs/ffis0zq/IkmL1vmNbAq/ElUIvzTwiouL07fwIiJJFMGXKTfhDRYTg8KvSNKj8BvZlA5EREREREQk6qnyexZYWofhuXyrnC1btpM2kTqXaHRFd+jy5cuH7jk7H374oQ9nbtWqVeiec2Pjxo0+/5i5uawRHI5h3VRjwRxf5gInJp6rYMFK1rathj2LiCRVVGN/+eWfdvnl/11KLzHwJ9Rvvx31KtCll6rye9ttZvnyhW6IRClVfiObwm8CMc+2TZs2PrSWebqDBg2ygQMHWv369UN7/HXMq6UDctDUqXfv3t7UqkmTJv5By3JCderU8W2n8+uvv3rDqho1avjt2bNn27Jly/w/2nOJucETJ060yZMn29KlS0P3Hjdu3DhfgijfsU/DYcOGnZjDnFgIvzExlSw2VuFXRCSp+uWXX/zz4FTr6Z8rx8OvGl4Fate2Y5/zoRsiUUrhN7Kp23MC8CHHEkUsPdShQwcrVKiQN6W65pprvAJMQyqaN9G9mSonH4TffvutN7Ci6QaVYppP8ZhgbhBVZLb/+OOP/hiWFurYsaMHVxpZ8eHNXCKei8dQYaXjMh2daWC1ZcsWX4eXIM5jd+zY4V2ReVz//v09jFKRZd4Tz1WuXDk/LjhfGmJxjpwT58tawnSSpmEWc6ZoWMV5BefLY3gemlXRlIr9gte5atWq//kfAc2uFi9ebE2bNrWaNWuG7v0vni+8yRV/sFCdpmJMMy4qxXwZwDZs2LDBvvnmG+8cfbJGJur2LCIiBNJTdXs+1/hc5PNYnzksl2h27bWhGyJRSt2eI5u+pkwAgiBL+dSqVSt0j3k1luHIDLEi3E2dOtUrrFRbCbQsGUSYZb8ZM2Z4eG3QoIF/KPOYqlWr2vLly3248NixYz0gE/zoqMzz7du3z5o3b25TpkzxQEzwPHz4sAdm9n322WetXbt2fi6ExHr16tl7773nnZUJqHSB3rZtmwdZqtRdunTxfTlW3bp1vVo7d+5cq169uu/LpVu3bnbPPffYtGnTvHJLlZk/JNCzZ0/r0aOHvw+lSpXy7tR/hj8ITvZHAa+bCvratWstNjbWl3sitD/11FP+JUMQgHkvFyxY4Nd5jx555BF/PQG+lIh/ERERERERCafwmwAs3cMQqpPNW501a5ZvY91ewiHVWoYCs/QPATdz5sxeLWbNXObesnQPwZHK5/333+8hlvVxGRZ8/fXXe6AmkBYtWtSrteB5K1So4HOM7733Xl/yh4pq4Pbbb/elg8A+PJalkQjerPF79913+zYQeKmyskYvw5JZZoigmzt3bg+bVJI7derkgZlqK+eJhg0b2jPPPGMPPvigvyaC69liuaTRo0db69atrVGjRr7mL8NI+vbt62GZqjFLKFF5fvPNN73KTOB+9NFHfQ50gKHoLKHEpWLFir7EhYiIiIiISDiF3wRg6DAV06AKGo7qavj6s1xn+HAgU6ZM/pMAxz5UMRkqTVWVNXanT5/uATWh4ldUT1ZhPZngfAOnOl+GcrEuLxVZKqoETSqv7du39+HKJ3svzhTDw6nkEn4JtwzLBqGY5+R85syZY6NGjfK5y4R1wnb4+r/gfVyyZIlf5s+fb6lSpQ5tEREREREROU7hNwEIiMw9pRoZH/NsGcYc4Dr3BU4VSmlmtXDhQh/G3Llz59C9CRM+zPdMw2j88yVY/tn5/vDDD16lZljyyJEjvQnX2Vi5cqUHXyrLVLoZCk5FOcAXBFSxmSvMflSzmVdBtZr5W+HnCe7ji4ngcqZfAIiIiIiISNKh8JsANIViuG+vXr286RJBMy4uzquThDUaPhEoqQ4z75b7QNWUSzhuE3iZ60vFl+WHmN8Lwh1zbwMcj3AKGj0RQoPAS7MtzoXjMQeYYwbPFRwn2JfjsI3blStXttWrV/vcYCqudIEOzpfnOtn58jiCJVVhjksVOKjW8hgu4UEc3I4fyJm/zOO5n+HZNAuhyVVwLDB/miWeCL2EW+YA08CLoc0iIiIiIiIJpW7PCcT8W4Ig817feOMNn7vLnFo6KjNPdsSIEd6cifm6d911l18n7BFQmQd84403+hBehu8yz5WQTHimmsx84YwZM3qgnTBhgjesonvzokWLPGheffXVHv6onNLFmcorc3oJw8wvpnMzXaCpkBYvXtyvsywSXekYZk2FlYDMhaWZCJ7Dhw/3c7ztttu8yRXH5VgEcZ7v5ptv9goswZ45w8w7HjNmjHd3Zk4uzb1uuukmfz9oxMX94esRs++6des87HIM5vUGDa6KFSvm84w/+eQTb3zFeXPOnBfPzbFpsMUSEsyDZmg47xHV3VPhdarbs4hI0saXq3weqNvz+aVuz5IUqNtzZNM6vxJV+GLittsq2bJlcefljx4REbn4sCIAX/Se7svSc4E/oRjxxZfbwZKASRlvgd4GiXZa5zeyKfxKVCH8UkVmOLrCr4hI0qTwKyKJReE3sin8SlQJKr9Llij8iogkVYRf1tpnaGJi4k8o+l0wXSfawm8if28gErEUfiObwm8SRUh89dVXbdOmTf7BzVzbNm3a+BJDZ4NjnMs/MvjXkgZdzKNKCF5XTEwli42Ns0suUfgVEUmK+Ezi84D19xMTn1XML6Y3RTR94crHeY8eoRsi8gcKv5FN6SAJojlH8+bNbf/+/TZ06FAbMGCADRs2zLZs2RLaI2H44G/ZsmXo1rnBuQwZMiR0S0RERERE5K9Rt+ckiC51/fr1s5kzZ3plleWTatSoYblz57aff/7ZgzDb6NJMRZh9WIOY7st8i07XaDpO062Zb7obN27sHaMPHjzoHa8HDRrk21lGqW/fvl5Nphv26NGjbdKkSd49Olu2bL4vqD4PHjzYO0FT7WX+FN2g6XC9e/duK126tHfI5vHskzNnTkuXLp0/Nj51exYREXV7/msomJcpE7ohIn+gbs+RTZXfJGjFihUedJMlSxa6x3xJI+YrsY4xYZVq8LXXXusVYrDkEMsvsZzRU0895Uswvfzyy/6YPn36eBh9+umnrVChQtahQwdfwmjPnj1WqlQpr+Ky1NHrr7/uobtChQrWrl07Py7LNLGG7/333+8Bu2nTpr6EU8OGDX3JpMcff9znbj300EP25JNPeuCeMWOGPzbAHx6E9uCikfwiIiIiIhKfwm8SRJg82bfUzI+iuksll2+06tat6xVcgmvatGl9/6pVq3r3TELo9u3b/T7CMj8J03zLzlrAhOQGDRp4yO3Ro8eJdXs3btxo3333na97DL4949j58uXzNZC3bdvmz02o5sIxeT6qyITnevXqeRAOt2vXLqtSpYpfatWqZUeOHA5tEREREREROU7hNwmiK+XevXu9YhqOBiEMO06dOrXfJtSyD6EYQcAFIfd0FdYUKVL4cXgMlyVLlljZsmU93IZXZwni4ftRbY4vVapUtmzZMlu7dq0PMVm4cGFoy3EMqaaazYX9Uqe+KrRFRERERETkOIXfJIjq7VdffeVzbQOEUCqtGTNm9G1gjUTCLl0sTxZ0g/sIrfGDNPeFmzt3rleCW7Ro4VXjwA033OBBnPlZCI4TfkyqvgyzHjNmjA+97t+/v98vIiIiIiJyphR+kyCaTT3zzDM+vJmfI0aMsLvvvtsDcO/evX0OLxXUxx57zIctM+x4zpw5dvToUf8ZhN7Nmzd7Q6rMmTN7NZcmWQxBpjLL+ooEXoY/g8D7wQcfeOOq5cuX26FDh2zr1q1WuHBhb2BFYyyekyHSBGHmILMf99GV+pFHHvHq8aJFi7wBloiIiIiISEJond8kjOC6fv16r+6WKFHCuy/zrwOh9NNPP7WbbrrJChQo4B0z33rrLQ+ldHumgvv555/7Y+kGnSdPHp//SxguWrSod4kOhkrffvvtflyquKtXr/YGV5UqVfJgzBzfIkWK+L6rVq3ybcWLF/dh2TxnXFycV32pVNP5+ZNPPvFtBOlTrd3IsYoVq2T9+mmdXxGRpOrnn3/yz49gqk5i4TOT6UJ8zl166WWheyMfS/4f++gVkZPQOr+RTeFXogrhl3BNcD4fS1yIiMjFh5FMTN1h5FJi4k8olue77rrrfOqQiEQ/hd/IpnQgIiIiIiIiUe+8VX4ZMstTMVw1fjOkANsZ2sp8T7oFnykeFwzBPZshTgy3ZT5qypQpfW3ZSLR06VIfesX5J+S9S2z8bujCzNzfMmXKePOsxETlt3jxSjZ4sCq/IiJJFUOef/rpyLG/Ca4M3ZM4+Iz79dd/WYYMGZNM5ffqq+3Y31uhGyJJkCq/kS3Rwy+Nj+jOy08aJh08eNC79mbKlCm0x3+xPW/evPb8889btWrVQvf+OYY30TSJRkuFChUK3XvmCL80fpo+fbp99tlnoXuPGz16tL366qseqjt37mx33HFHaMvFhWZTTZs29Xm3zKUN8KVA8P4zv/bAgQNWu3Ztfx2n+hLiXOJfrwULFvi5EdBZqigxEX5jYipZbKzm/IqIJFUs3cfnwan6Q5wrfMbx5T5f7CaVL1zz5DFr2DB0QyQJUviNbIn6f2qaFt1///2+duuLL75o48aN829GN27cGNrjj1hXlrmalStXDt1zZlgn9qOPPvLmTGcj7f+3dx7wVRRdFL8pEKr00Htv0ps06R0EBaRKL9IV+GgiTURQinQQkCpNQQGld5HepPcOobdAEpLMt2fyNmweCSQYIO/l/P2t5O3bt7szOzM7Z+6dO4kSScOGDW2fQtKhQwcdHblMmTJRVvgC3BvSYQ8EL8QunsXIkSNl2LBh0q5duxDLHL1JILCrV6+uI0ITQgghhBBCyLvijYpfRA3etGmTNG/eXIsgbPPnz5dy5cpJx44d9b9Tp07VEX6xvM7333+vl7GBtRLL2yBScKtWrfQyOI0aNZKuXbvqdV67deumLcOIAAz69esnH3zwgV5mB6IO7rU4FueEqMXyPRB/APdTu3Ztad++vTRt2lQHxHgZuOdYsWLpzZ5bt25J/fr19bnq1q2roxkj8AXEOyIlQ/ADpHXVqlXaso1RIrhnYxkfK/PmzdPnaN26tXTu3Fkfi/VvkQewmsJ6i9+2bdtWfweuX7+u8wXLEX377bd6BDo0rCPfCMoBq/vBgweld+/e2lKOayPfka9g0aJFOm8gkpG3GEEHR48e1csj4R6wNBLSjxFv5DPyoEGDBrJ582Z9LKzpuG8MHuD5YQQeIBI0nnevXr3058GDB2tLNc6NiNEYZDAFOvLp77//1i7TyBPkI54nyhUhhBBCCCGERIQ3Kn4hsBInThzCIon5qBBjI0aM0IIHn8eMGaPF4pdffqmPhVBKkSKF/vznn3/qfyF6V6xYoee1jh07Vi+pM3HiRH1OiCUspQMhljdvXi0gsZ4shBtcliG4z5w5o4+F2zUENYQpjse6ta8L5hRhfjLOBeEHyyoiS0LE4ztYvR8/fqzdfRcuXKgt2xDlEKz2c4u9vLxkwIAB2iUcgg+WbFjM+/btq9e2hfBDHsBqbgpniMrs2bPrfKhcubI+x6uAkIRozZEjhxbUcIPGAADcu5GWc+fOaVGMNGHD99OmTdO/bdOmjU4TPuMZIU8XL16s/8Wx+B3yFmIZbuRwCcF5IZgvXbqkz1G4cGEtrO/evas/Yy1h5AsEPa7fqVMn/ZtBgwbp55gkSRKdrxDs2F+zZk0thK1CH+lBWrChXPn4PLV9QwghhBBCCCFBvFHxC3FpWnztwdwYCBiIQFhtTeuw1UqJvzGXF4GoYHn19PTUYg/HpUuXTgszAFdqa6AJiCmsPevh4RH8O/NYWGVhlYRIgtDDfOHXJW3atPreR40apecbm+fCtTH/B+IeIrxPnz76X1iFIVxhebYHFs09e/bo+4IYNc+FPIDbNQYRkGe4pilyd+3apS22yI+CBQtKvHjx9P7QwJq+sLJCpGPuMkQofodzli5dWltZITwR+AvzrnEufAdL7MaNG7WIhyBHevE7WIexNjAs6Xfu3JHhw4frtYBhjYaw3b17d/C9wbKL9XlNrM8Y17B+xrPDQAiEPyzREOm4BqzCELewrp84cUIPgpjgOefMmVNvON6Z1lokhBBCCCGERA5vVPxCuMIqB7EZGhA6obkTW4E4MjHFmvn3y7CKYfNYuD5jDViIR1gfIaRfB6QHAaRgeYXV9aOPPtKWVxMEx8JnWGwhHCE44V4MAYyAWhBoViB2ISQhmGFZhdXbin0emMBaaka3xn6riLQHc25hPYb1HBZx85z4F4MLJjin9Tz4G1Ze7Mdghfkd/sU18R0EsemuDVd0WGkhTs17wzVedm/27tr2EaFxDcwbxjVgKYYIt0b1xvGY84wNz8L6HSGEEEIIIYSANyp+YV2EhXbu3LnBAgdzeeEmay94APaZm/WzFetn++PsP1vBZ4jf06dPaysz5r7Cuvqy35jY71+2bJns379fuyB//PHH2l0XAs16DrjnQvzCKgkrKo77+eeftTC0Xw4BYhxWclh/8T3EsHke6zlNzM8Q77CIAuQrBLn9sQD7MNAAC7gpWsMCQcNwTnOONKzXiNAMF2Y8S0STBvgelmw8YzxPCHZsOD/SZ7033Bfuz7w3iG3Tsg33cFiKze9Cu39cA/O5cX7kD8T0y9JACCGEEEIIIfa4DcLkyjcEhBDcZhGMCXN3165dKwsWLNBuv5gjiiVwIH7gJpwgQQK9D+60EEoQOuPHj9fus+nTp9dzeX/66Scd7AjBro4dO6ZFNcQalihCQCm432LOMOYEY71gWFhhfcbvYHGF9fDy5cva9RjnwdxUrEFbtGhRfY9wI4YlGlZYU1whgBOCcj158kSfH27BsPbiXHBHxjxcWLfxPeYPw4UYwjpZsmTaStmjRw99D9iH+b7IbohIK4hWDasw0oR50sgTCOsSJUroYFIIEgW3YTOtuM/y5cvrz7hvuHRj35UrV3T64EpuWtRhJYUrNUQrRCOiP5tWWIRqxxJJmAcMAY97Rr7jPLgOBD5csXEN3CPSAddpuDYvXbpUuycjaNkvv/yij8Ozwr+4Po7FdSHskWf4F2IY32XKlElfG/eN6N44H76DYIb7NO4Z94h53bhniO/Ro0fL2bNn9fxpnAtu3qEBUT558hyjvLSkQCaEkGgKBpTxPsA75E2DmCMY6I4u7xyjqyC5c9s+EBINMfXCm16+k7wZ3vg6vwAvIQgWXAqWOwgbCCzsBxBcKESIbmzO5YQYhsUQICgWfofvYWHFvFdYHRG8CsdBLJrnsv4Ogi1p0qQhfoeXE8QWjsPfEK4QffgX4N4gVM2XGAQazm+Pec+4B6QLgZkgPCG+cW5w9erV4PTiGHzG70zxaQXpRh7hXpA2pAHH4l4BAmnhs3k/cGPG9TEXF5ZTfAdxjnRCKMPSC2BhxX6ATgDSZlqecT9mfuO65pxh3CvShXPh/s1zAVwP50N6zePx4sd94rywLpudDQwI4DzYh/TgM+4NbsnW7yC+cV48K+wDOJf5vADcrjEognzAtcPqZOCeP/ywgqxcufWtdHoIIYREPR49eqjfO3hnvEnwvsQ7O1Wq1C94dTkrmFlkmS1FSLSD6/w6Nm9F/BLytoD4xbxuWJQpfgkhJHqCgV9MIXpb4tc6sEwIcW4ofh0bqgNCCCGEEEIIIU4PLb/RGMxZMANPmWAkC3NtwwIj3IhI/eOPP2qXaBO4lmNOM1yx582bZ9v79oHlN2/eCtK48VZxceHYDiGEREew3jveB6FNM4pM0IXCtCusOhBZy+x98IFIpUq2D4SQKActv44N1UE0Bp2CNm3a6EBkeHljHnbfvn1t34YOXIkxp9nevQvr8uK3CHoVFcCQDjdu3Lhxi66byzvYQruPiG+EEELeHBS/0RhEfkbEakSNrlatmrRs2VIvt4QozwsXLtQbglvBQoy/sWYxhDLm1JrzqPwN0Yz5tYi2jb+tYNQd0ZlXrlyp514BHItzIUjX6tWr9fcIZmUCyzKugfWIzUBdGFlHdO5ff/1VTpw4oT8TQgghhBBCSESg+CUhaNu2rY6u3adPH738EiIzI6rzwIED9d+wFuMYU5j26tVLZs+erb/D0lQmWGICQhpiFUIXSyLdu3dPn6tnz576/IgiPWPGDL2cE4AIxhJSELqInF2yZEkthrGUEo6BW1m7du1k+fLl+nhCCCGEEEIICS8Uv0TmzJmj5+t+8cUXeu1jrI/cunVr/R2Wi8KySjVq1NBiFOsLY54DwBJFEL7ffPONVKpUSRo0aKD3A1iPL168KJ9//rk0a9ZMC2pYebE+L9ZtxlrNsCB37txZ1qxZo3+D9YAhkHEvrVq1kgEDBmhR/d1338n//vc/fY3mzZvrdZut4Dq1atXSW926dfWySYQQQgghhBBiheKXaEGJAFajR4/WAatAo0aNtCszAmL98ccfUq9evRfW1oVQxT5TDGOpB5MLFy7oNXu7deumNwhqrM9rYv4G1zPXGoaIxTrAOCf2N23aVLs4Y/+ECRO0KN63b58UK1ZMH2+C+cZTp07V26RJk7TQJoQQQgghhBArFL8kBHA3fvLkiWTKlEmyZ8+u59/u2bPnBcEJIFAxz9ec6+vt7a3/BRC3iAaNiHgQ1nBvhuuzib2QBgikZR99GoG14O7cvXt3fZ7JkydrF2wrcJ+GAMYGKzXX9yWEEEIIIYTYQ5UQjQkMDNRBqTA/F/NtYYEdPHiwXL16VQtIuCvDGoygWHA/hhUWAhfiGFbfpEmT6mBZCE4Fd2nMEca/OOaDDz7QbtFwZcY1YD2+efOm/hv78XtcH2BeL7YyZcpo8Q2XaZwHAbFwPCzAcHXGMbACYz8hhBBCCCGERASu8xuNgZswIjhDxCIQFSy4WO5o7Nix2oKKoFZdunSRESNGSLp06bRYhesxRCyOx1xciFQcD+sr5twi6BVcnAcNGiTnz5/XbsgoYhDJTZo0kTFjxujo0YgWjbnCENwIflW2bFnp1KmTHD16VKZPn64DaxUtWlTq16+vhfmUKVPk7Nmz2nW6Y8eOkixZMlsqQgKxnC9fBWnViuv8EkJIdAXr/OL9hHfTmwTvN7yj4LkUWev8Gq8+451o+0AIiXJwnV/HhuKXOBUQvwikhSWV6P5MCCHRE0yhwRJ75rJ8bwp0oeCVhJgX9uvfE0KcE4pfx4bqgBBCCCGEEEKI00PLL3EqYPktU6aCLF1Kyy8hhERXEFsC1l9zBYM3BbpQcK/GVKHIsvzGi4cAkLYPhJAoBy2/jg3FbxQFjwVBnm7cuKEjIyPgVK5cufT6uJgPG1GGDh2q59v+8ssvUqVKFdtekUuXLul1fnE9iEVEVq5WrZpkyZLFdsTbxyySoUWEfhUQv3nzVpBGjTjnlxBCoisQpHgfvM77MiLgfYV4GXh3RtaAa8mSIpUq2T4QQqIcFL+ODdVBFAXCD1GO58+fr4NNoYIhqnKbNm1sR0SMr776SgedMiMsm6RNm1YKFSqkA1O1b99e/42oywcPHrQd8fY5fPiwTJs2zfaJEEIIIYQQQv47boMQlpdESRClct68eVqMIvJxokSJ5Ouvv9bRkQGiKSNi86ZNm/SauoiEjFHoZcuWaQvvzp07JWPGjHpEGsydO1cvQZQ1a1b9GUBkP378WB/fu3dvffy2bdt0pGdYnX/++We9D1bjM2fOaHGMZYpglf7rr790QBGc78iRIzJy5Ei5deuWXo4Ioh3nzZYtm74GlkeaOXOmFvAIDgLL8vbt23WkaNw70ol0YNmlFi1a6KjTiCp94sQJmT17tvz9999Svnx5ffzChQu1KxuWYLIHv588eY7kzdvytSzHhBBCHB9YY/E+eBvTXzCo7OHhEWnvnHTpRDJntn0ghEQ5sGoJ+qH58+e37SGOBC2/DoQpPgFEZ7169bQLM9yUK1WqJHfv3pXbt2/LgAEDtIU4VapU0rZt22A34vACdzEsZVS9enW9FBKWNCpevLhebggdio8//lgSJ06slxz67bffDLE5WS9vlClTJi3M48SJo63IWMrozz//1Nf//PPPdQcB++GCjXV/CxcurO+5Z8+eOl2LFy/WVm4se4StXbt2Om1LlizRIhogkjPWAcZvTXC/x44d09vx48d1h4cQQgghhBBCrFD8OgCwijZq1EgLSVhUAaykEJkYeYobN67eYOnF+rf4DnOdYCk+d+6cPv5VYJ1CiEdYejEPuFmzZno+A6zJsDrXqFFDn//ChQtaYDZo0EBbbCGyZ8yYoeckwxKLa8JCmzp1ai3Oly9frgOP4N7hdv3gwQMpUKCArFq1Si9BAYEOyzJ+s2fPHi2gMYKO72CxRhARCHh8BzAA0KpVKy3OTSD4hw8frjdYnyGGCSGEEEIIIcQKxa8DAKEJd+UDBw5owQvgEgz34c2bN+utW7du2vq6e/duqVy5sixatEj/HV6rr5+fn3ZDjh8/vuzYsUOLUhMIWbhzQeBCaOIYuGQDCGTsM8Fn0/ULf8NFGi7PcIGGmwjuNW/evDpNJjg/CMttDOIX1l9TRNeqVcv2TRBYXxEDBNhmzZqlBwIIIYQQQgghxArFrwMA0QkXYIhOuAwDBKqC1bdDhw7a/Rhb5syZ9dxdRISG63PdunX1seEBghHXgEszRKsV65wpiGJYb2FZBhDhsM6a4LMZVMvLy0s8PT21lRZW3E8++ST4XitWrKiPAaHNybKKdojjcuXKaQszxDGs0YQQQgghhBASESh+oygQf6dOndIC8tChQ9oyi9Dq48eP1wIXc2IhBCEI4YaMubawBOfMmTN4/uvq1au1tfTatWty9uxZHUQK82VhhTXBb2Ahxj5EeMZ1TOD+jN/A4oy5uQBWVrgoI/DU0aNH9b9dunTR3wEEvMLSSfgNrM9NmjTRwhrWWwTrwr3i+w0bNuhzIqAVNtyjCeb9/vPPP3L69Ong+bu4xuDBg6VOnTr6MyGEEEIIIYREBK7zG0XBY4FIRNRlAFfmPHny6KjHEJatW7fWwacQOAqWWASCyp49uxaLv//+uxaWsLTCFRjrA1+/fl0LaVCzZs3gAFKXL1/WLsUmmOuLecNg5cqVWoADzPstVaqU/hsCGe7HEMZFihTR30GIYx4vokJD5EKww1Ub83vxHazBELwQv7gf3O/evXt1ZGkAwYv7BRDkCH4FGjdurF2scU2ca9++fdriHRawSJcoUUHGj+c6v4QQEl3x9n6sB3UxneZNgnc13jvwcnJ1dbPt/W9gJlD69LYPhJAoB9f5dWwofkmkgWWM0CCsX7/etifywNJKCLY1bNgw257QQScEwnrr1q1vZYkLQgghUY+HDx/qVREQPPFNgi4UBmzhFeXmFjnilxAStaH4dWyoDkikgCjMaAxglcZ6wpEFLMWY14y1i3v16mXbSwghhBBCCCERg5ZfEinA4orIzgBuZljyKDLAskVwXcP5wjOqjvsoXLiCDBhAt2dCCImuYJUBbDFjBq1M8KZAF8rP75kkSZI40tyeozpp0oh88IHtAyHREFp+HRuKXxJp/O9//9NBsxB1GnN2sSSRt7e3/s6cwxtesO4wAmFhWaSIAPGbN28FadSI4pcQQqIrGDjF+8Dd3d22582ALhTib2BFg+gy1SZXLizBaPtASDSE4texoTogkQY6GTNnzpRRo0bpzgCWW0LALXNpInQSIGoRvMocc0GALnRQ8C9+g+/xL343ffr04GPN32Izf0sIIYQQQggh4YXil0QaWIMY6wBbQaTmiRMn6mjP+L5ly5bSrVs3adGihbYKw1JcqFAh6devn14WCb/HUk6zZs3Ska0HDRqkR/A7d+4sPXr0kOrVq8uCBQtsZyeEEEIIIYSQ8EHxSyINuHxhWSMr+Iz9e/bskV9//VWL2smTJ+sInFOnTtXCFwGtsKwSlnYaPXq0XooJW+nSpWX48OF6zu+6dev0msJY5xjuZVauXr2qRTU2rCdsuloTQgghhBBCiAnFL3krYH1erO8LSzDAmr27du3Sf0Mc58uXTwfKwjrD9sGy4DZdrFgxqVixoo7+XK1aNds3QeD77t27661r164SK9abXdeREEIIIYQQ4nhQ/JK3AgQuXJ9NMG/XaiWOGzeu7a8XwW9nz56t3aYnTZokX375pe2bIGLFiqXFMzYEyHJze7MBTgghhBBCCCGOB8UviXTMAFVWsVu0aFE5cuSIDmAF4AZdvHhx/TeOsx4LYCHGXF/g5eWlg2fBDRpBsDAXmBBCCCGEEEIiAsUviVQgVDH3FusrdurUSbspA7g5Yz4u3JrbtGmj97Vr106LYFhz//zzTxk8eHCwCK5cubL8888/OsgVhPS///6rj+/Zs6cWwoQQQgghhBASEbjOL3EqsGxSmTIVZPFirvNLCCHRlcePH8nDhw/1tJg3CbpQ8FJKmTKluLq62fY6N3HiiCRNavtASDSE6/w6NhS/xKmA+K1QoYJs3bpVzxUmhBAS/YDwvX//vl5Z4E2CLtTTp08lTZo04uYWPcQvIdEdil/HhuqAEEIIIYQQQojTQ/FLCCGEEEIIIcTpofglhBBCCCGEEOL0UPwSQgghhBBCCHF6KH4JIYQQQgghhDg9FL+EEEIIIYQQQpweil9CCCGEEEIIIU4PxS8hhBBCCCGEEKeH4pcQQgghhBBCiNND8UsIIYQQQgghxOmh+CWEEEIIIYQQ4vRQ/BJCCCGEEEIIcXoofgkhhBBCCCGEOD0Uv4QQQgghhBBCnB6KX0IIIYQQQgghTg/FLyGEEEIIIYQQp4filxBCCCGEEEKI00PxSwghhBBCCCHE6XFRBra/CXF4fHx8pEKFCrJx40ZxdeXYDiGEREcePXok9+7dk1ixYtn2vBnQhfL19ZXUqVOLm5ubbS8hxJkZP368JE6cWFq0aGHbQxwJil/iVDx8+FCyZs0qWbJkERcXF9ve6MmzZ890fiRJksS2J/py9+5diRcvnsSMGdO2J3oSGBgot2/fFk9PT9ue6AsGyrAlTJjQtif6gjKBfHB3d7ftcXxQ1gMCAmyfwge6Q7du3ZJkyZJF6P2BYyF8nemd8+TJE/H395f33nvPtif6cvPmzQiXCWfkdeuHM3Lt2jXp1auXdOzY0baHOBIUv8SpQGe2fPnysmnTpmhv+T127JiMHDlSfv75Z9ue6Ev79u2lQ4cOUqBAAdue6AkGQ+rWrSsbNmyw7Ym+bN68Wf78809dR6I7KBMTJkzQ1svoDAYMK1asKOvXr5cYMWLY9kZPFi9eLJcvX5Yvv/zStif6UrZsWfnrr78kTpw4tj3Rk6dPn0rVqlV12xndxS8tv44NxS9xKuB+BrfnrVu3Rnvxe/ToURkxYoTMnTvXtif60qZNG/n888+lYMGCtj3RE4jf2rVr685LdAcDZKtWrZLvv//etif6gjIxefJkil9D/JYrV06XjegufhcuXKjFL6xb0Z1SpUrJ2rVrKX4N8VupUiXZtm1btBe/48aN094yn332mW0PcSQ4KZIQQgghhBBCiNNDyy9xKlCcMT8Hcxqj+8ikn5+fDvrCOb+c82uCeZCYs5U8eXLbnugLpkjAkpEoUSLbnugLygTywZnm/L4OfH88x9vbW8+Z5pxfES8vLz3PNbp7k5nvD9aPoIB6yAP0K4jjQfFLCCGEEEIIIcTpodszIYQQQgghhBCnh+KXOCxwyYI7K1xxrMAdBS6/0RUsUfH48WPbpyCQR/fv39dufc4G0oT1POHCas+DBw90EDQrpju4MwJX3tDqBJYsQR5Znz/+RgAsBPmJTqBuoI5YQf6grEQnRyikFW2CfVuJ+mLffjgLZpm3f/6oA/b1A6BMoGxEJ9CO2rePaE9Cyx9nwOxH2LeDZpsZnfoXeH+gftg/Z7QJ9u0j/kb7EdHlxBwRPPPQ+hdmX8uaL87c13Im6PZMHJLjx49Ljx49JH/+/HpJn6lTp0rKlCn1v4hki5fZlClTJGPGjHLgwAG9TEG/fv1sv3Z88ILq2bOnXlsSUVpNxo4dKzt37tRRKZH2/v376xd1vXr19NrH+BvHY67K//73P70EUKZMmWy/djww/6hhw4aSL18+OX36tFSuXFm6du2q04n192LHji1Xr17VyxHUqVNHzpw5o5c8SpEihV6+om3btrrT065dO50vsWLFsp3Z8Zg5c6YsWLBAihQpItu3b9fpyZMnj+zZs0e++uoref/993X6Z82aJQkSJJDhw4fLqVOn5MaNGzJ79mw9D3jjxo1y8uRJp1i7EJ2yRo0a6Wf9448/6k7JoEGD5NKlS/qZf/DBBzoCODoqKEOoB5gfP2zYMP37Tp06yZAhQyRp0qT6syOCzmyGDBmCBVyZMmXkt99+0/tbtWql5zFeuHBBOnfurKO4HjlyRLp3767TjAjQjRs31nUJx86ZM8eh5zwizUgn5uih3OOZI1IrVgZAXcidO7deu3P69On6mL59+8qdO3fkypUrMn/+fD0nevny5XoubJMmTWxndTz27dsnVapUsX0KombNmnpJvJ9++klWr16tnz/m+mK1AJQdpDdVqlR6PWisHoBygHpSq1Yt3fY6Krt375aBAwdKoUKF5J9//pFvvvlGSpQoIf/++6+Oco20oa8xY8YMXVfQjuA3yAf0NdKnT68/b9myxeGjYv/yyy/6/ZEmTRrddk6cOFFHPP/jjz90nUB/AmJv0qRJOjYA2k6Ug+vXr+v6gT4Hyk/atGlfKF+OAOo+3nulS5fWfSuAst+7d28tfiH+a9SoodsMyCaUBZQZpBvl4Ouvv9b58+mnn0q6dOn0O8bsa6Ef1rJlS8maNas+L4kCQPwS4mgYjasyGmtldGiV0QipNm3aKKOhUkbjoi5fvqzGjBmjDLGrv2/durUyOry2Xzo+hrBRRgOt09y0aVPbXqUM0aKMF5cyOnnK6LCqAgUKqF27dilD+CtD+On8MQSQOnv2rDI6vMoQfjp/HBmjM6rThnScOHFCGR1U9fDhQ2V01JXRMdP7jZeaMl7IyhA5asCAAWrkyJHq5s2bynhB6e9xDuNFbzuj41KsWDG1Y8cO/bchYJQh6JXxAlaFCxdWGzZs0PuRfqNTrx4/fqwyZ86sjM69/oz6gvJhvLjV3bt39bGOzsKFC1X9+vWV0enQn5E3efPm1XXD6KQoQxTqumAIf10XUG+wD+k3Or/qiy++0L9zZK5evaq++uorZQg2ZXTggsv5+PHjddth1hu0m0+fPlVdunRRRqdenT59WrcVRidY548hePTvHJlvv/1WGR1ZneZDhw7pPED9yJYtm9q7d6/ej/R/99136t69e7ot9fX1VUYnX82cOVOXm08++UTXHUdm586dyhC6Oh0oF19++aVuL/HeTJ06tU47nnupUqXU2rVrdb0pW7aszp/ixYvrvEP7ifKD4xwZQ/Sr3377Tf+9bNky/RlpKleunP4M8L7o3Lmzbh9QVq5cuaLL0uDBg3WeNG/eXN24cUMf66jgnenp6anOnDmj01S7du3gMoJ6YO5v0KCBmjVrlu5PZcmSRecV6sSqVat0/pj9DEcD74pq1arpdA8ZMsS2V6k///xTlSxZUqcJeZEyZUpliH3d18K7AvuQB/ny5dP1as2aNcH9jly5cqnz58/rvEIfFPtI1IFuz8ThgCsSRtyw9h5G1WDBgWUXI/JwTYkbN64epceIJEZw8TdGM50FjEyvX79ej8RaWbdunRiCVzw8PPSILda0Rb4gUiUWY8coLUYpMWqNBdqNjp7OP0cGlgeMyiMdxktI4sePr9OPdBsvLb0fkSmx3+jgaisn8gJlAlZjuHNh1NrowNjO6LgYL15twTDadZ024+Wr0wuLODwkAOoK1rZFPYFFD5Zx5AWOw9qNhjjUnx0dROz9+++/9ZqtJrBoFStWTNcNpBtpxdqdSDssvogEjvICr4offvhBDFFg+6XjgrSh7UO9hzXTtOhb6wc8QlAeYPU16wesfmhnYcmAtdPo9OrfOSqoE7BYVq9eXXsA4NnDso+6gfYRFj7kBerHihUrdNrhBYI206wfRkdYPvzwQ/1+cWTgAYLniXSgLuBdAssvrJfwfoBXCNKNuoI0oy6hTCB/8B3yAhYteNDgOEcG7cC5c+d0+UD/AV4isPDBOl60aFF9DMrEypUrtSUP9QH1yCwT+/fv1xZxR4+eD+8PvAuxzjeeM9oGvE+QD7DyolyY9QN5gfcL1rjF88e/6GvBMwQeAvBGczTgGYd6b//uwzujePHiOk2oL2grsQb4hg0btKcI9iEPUFZQV8y+lrWuwEIMbzTsI1EHil/icJjzsCBoADqu2IeXExoeiDu4uqKhgshDw4bGB27Shw4d0r9xZNDYhrZkD9JsddHE35cvX9YvLrjuIc/M+TzIr6NHj2rXZ7iDI+8cEeQFnj/SBNdduBchb5BeuKkBvLjwUkNeoEzgX+QV8gUDBnihY8F65ANc5XEuRwQvW7jgwbUTdQNuaXj5ohOPTh5AXsHtFx04vLjh8mvWFaS9QoUKelAErq9nz57Vv3E0IG6+++47+eKLL0J0OFAmrPUDeYGykDlzZv3v48ePdVlBnqG8oJMH11e4QmJgxRHB9A901CBUmjVrpgcDgX39QAfWmhfIA7gvQvhigGnw4MG6bqGD64hgoAcd/CVLluhyUbduXS324eqItJvlBGXCbEfxG7hK4zNcx+ESisFFvEu6deum9zsiaAvM9gBThNCJR3k3023mhfn+QNohblAH0LlHO4OpEXAJh6svttDmQzoCI0eO1IMicO+H2Bs9erQWdsgDc5ADfQqkHyIQfyPdZpuJ9wb6F2hz0WbineqIQPTjvYd04V+k0exH2ZcJtB1oG3AM+g2oQ/iMATUMAqBuoK+F7x0FDAKFJtpDe2dgn/1+s66gT4E8Q18L+Yd3L8rTiRMngvtaaFfIu4filzgcaIjRQNuLFAihb7/9Vs9vRCcPczfQyV+8eLG2fGEuBjqzjipuXoX5gjJBOrEP4g5zTTC/FXNfMecPlk7kE+Y7oaMLa6Ajg04c5uW0adNGf0ZZsH/OyAvMu8GLqE+fPlogoeMDSwhGczGHDYMl6OA5KhAv6NhjkGfMmDHB+WDNC+zDSxnPHtZNWLlgHUQnGKPUmPtZsWJFLXgcEYg9dNixWTHbDSvYB2sgBkwwWIBygXlrTZs2lVGjRukygTn0u3btsv3CsYClEnP5YKnDnHeUDQi6sOoHOvGwmGMOLOZH//7779pzAnEVMKcNdcaROrUmGBBBetHuQbAgL5BWpNke7IPwQfuIQQN0ilE+YA1DvnzyySfa0oP5sI4OBgzN+cv2eYH8QjmBlRzvUsz7Rr5hwBDvEbxLIXwhihctWmT7leOA9KFew1umWrVq2jMI83hDazORNxC/iAEAAQNrMfoUiDOCWAvwxoIIxgCRIwLxhncfBoYg0jC4gb5TaGUC+3A8vEhQJtC3wMASvAkwPxZ1BnNeMTfY0UFZsAfpt99v1hW0C/C4Qr6gv4UBM/yLcjFgwADtReHofS1ngeKXOBwYqYdrK8QOwMgaRmThqoeO7MKFC3WHD8IGo5BwbYNrEiwdCPjjrOCFg8bVBPkCAYDOG4JXIKAJAgBhP/ID+5GPGPVFABhHBWIWnTiM2gN0xqx5gc/osCMoBTryZvnAywqdFohd5AE+46XuqBZPgM4YhCuECp450oWRZtMyg2ePfAAoC3g5o1xggxhAXYHrG86DDpCjAZGDsgCrHix0eM4Qr7DKoEwg/SZmXsAKhg4s2gu4uKHTh/OgTUEdQZlx1PqBDjvKNTpsCHYFCxaswbDUmPUDVgrsQ17g2S9dulTXEdQZiAJYNNBe4FywkOAcjgYGe9D+m515dFDRYYelCt4PeN4AZQLlBHmGgbR58+ZpjwgMoELwme8SR60fVuD9A/EHbw9gtpmm6DPrB/ICFlLUK7xPMbAMN3F4SsDDxFHfH3BzhoUSogSDInD/xmAXyjnKCdIHYMFDvcB+iH/UDbQV8IKw9i9QJpAPZllyJJBe5AEGu/CsYdXGoIfZZtqXCRyPgQ/kAwwOGBDBwBr6VygPjt6nMLH2I4CZ/rD2o33E4BrKBjxtYFjAfryDzbri6O2Gs0DxSxwOiFyMRGOOIsC/mLNkdVtBA4PReog/NDhonGDhQkfWWcBL1vqihcUOFj9YduCOhPlIGAywgtFYWLjg5mYeh5c78sgRgXCFNQYvHAh5uDWiPCDdsGAhf+CWhflMGOE3wX7MFUYHF2lHHuAFjw4/OjGOBp4jxB6EDEDHHmUfnfucOXPqsgAQBRodOCs7duyQHDly6DJh1hXkhyPmAzrqECyw4MCKjeicGI1HFHSUCbiFI68wdw8uivZRSc258Mg3lAVHLhMAgxtw0QPnz5/Xgzt4zmgvURYAOqkYUIQgNEFn7ddff9XeMmb9wCAS2gz83tFAZx3Rq+EhAi5evKg9HVDu4fVw8OBB/axDqx8QRZj/iveOo9cPKxjkqFq1qm43AQZHMCUC70m0jxg0QjmxAg8CWPxgGYcYxKCao74/UCbQXqBMAwyQIF3oI+B5o60AoZUJvGcxmIIyYC0T+BvndTRQ9hHVGuBdiQjocAWHmz+AqDXrB+qRFbxzkT8oR8g7tJeOWibs+1QY/EM9QNuHKWN4r8Kbpnz58nrQHQMk+A6DSHjXWEGfBIMjaDeQd3jnOEO74TQYD4UQhwPRB43GRnXo0EHVq1dPGS8f2zdBGKJGR9oDRsdfVaxYUUdyXLFihd7nyCCtRqOqMmXKpJIkSaIjUSKSMZgyZYqqW7eujtr7/fffh4gweP36ddWsWTO9Dxsi/zZq1Ejn44MHD2xHORaG8FUxY8ZU8eLF05vRIVPr1q3TkVk7deqkPvvsMx19cfXq1bZfBIEopojiCYwOnI5Y2bx5c2V07BwyKiPuuWfPnjq6cfv27XXUypMnT+rvjI69jmSJ6M8oF4j6a4LfGZ0cHb0VbNq0SVWuXFkfv23bNr3PUUFUUkRnNTpkasaMGToqJ8pLw4YN1ccff6wj+FqftdH509F+sQ8bovwioi3yFGXEETEEjo6Mj7TguRpCTu9HFONWrVrpSNioH1u2bNH7TYwOrY76DBARuHr16rp+9OrVK0SeORJGx1O3jagfSPOxY8f0fkRpNUSgjviN/EB6TVBm0DaY7ePKlSt13UBe4r3iyGDFgH/++cf2KYi5c+fqtqNJkyZq0KBBIZ413jHIC7N+oP1E3UD5sn//OgJIAyI94/7xDv3oo4/UH3/8ob9DW4Ayj7KCNNtHwEfduXjxov4bKyqgf4H3KKL9OiLIi65du+o6gPZx/vz5wc8e707kBeoG2ke8W018fHx0W2q2jyg/qFvI09OnT+t9jgCeN9rIpEmT6ijOffr00fv9/f31qiF4R6J8LFq0SO9H3qB9NPtao0aNCs4vcOPGjeBo+ti+/vprfRzKiNlXI+8WrvNLHBYUXaNhCXbrs4LROKslGMcBHOeII7NWzHRbMfMA35mbfb5Y95ufw8o/RwH3j3RYseYFvsffZppNzP1mup0hL8w0APt0mPlkvx/7sJl5YX4G5j5HxUwzQDqQdny2Pntr+sy0m2XFPNbRy4S5mXlgYqbPfj+w5hFwhrwAYaUD+/Cd/X7sM/dbPwP7PHM08I4M7XlGJC/McuLIeWGm1z4dZvrCyiPsw2bmCzD3OSLW52mfDjOPnLVMmPdtxew/WtNkzRcz7djCmy/2x5F3B8UvIYQQQgghhBCnx3GH6wghhBBCCCGEkHBC8UsIIYQQQgghxOmh+CWEEEIIIYQQ4vRQ/BJCCCGEEEIIcXoofgkhhBBCCCGEOD0Uv4QQQgghhBBCnB6KX0IIIYQQQgghTg/FLyGEEEIIIYQQp4filxBCCCGEEEKI00PxSwghhBBCCCHE6aH4JYQQQgghhBDi9FD8EkIIIYQQQghxeih+CSGEEEIIIYQ4PS7KwPY3IYQQQghxIh4+fCje3t7i4uIinp6e4upKuwchJPpC8UsIIYQQ8o64deuWbN68We7evSspU6aU8uXLS7x48Wzf/nfWrVsnkyZNktu3b8uKFSskYcKEtm/eHs+ePZPVq1dL0aJFJXny5La9hBDy9uHwHyGEEELIO+DMmTPSokULgR2iSJEismnTJuncubMEBgbq7yEa//jjD/3361KpUiXp2bOn7VPkEZF7O3z4sAwdOlSWLl1q20MIIe8Gil9CCCGEkHcAxGCOHDmkQYMGUrBgQenSpYsWwqZT3vHjx+X333/Xf/8XYsaMafsr8ti/f7+sXbvW9unlrFq1SkqVKqWP9/f3t+2NekDQw0WcEOK80O2ZEEIIIeQdMGzYMLlw4YJMmzZNz8U1u2SYnwt35TFjxsjTp08lT548UqJECS0c//77b0mUKJGMGDFC7t+/LwMHDhQfHx+pX7++tvKC69evy7hx47RlOX369NqVGsdb3Z737Nkjc+bMET8/P3nvvfekQ4cOkjlzZvnzzz+1RRfuybVr15YpU6bo65QsWVJbpd3d3bWY/fHHH/X95MqVS8qWLSuffPKJPq89mHOM3/Xu3Vtat24tEyZM0FZusHXrVpk/f75ON847fPhwOXr0qMydO1fvK1OmjDRp0kSOHTsm06dPlydPnkisWLGkTZs2Ok+2b9+uf4+5zEj/999/r9Pz5ZdfSqFChWTlypU6zW5ubtqa3rRpUyldurS+Ns6PdOB7/J0hQwY92ID7XbJkiX4es2fPll27dunv8+XLp6+L6xNCHBe3QQa2vwkhhBBCyFsCFlkI0Dt37kj27NklTpw4WviCjBkz6vnAvr6+es5u3rx5JXfu3HLixAnZt2+fNG7cWDw8PKRw4cJaoMKC/P7772tB2r17dwkICJDBgwfr/T/99JPcu3dP/wbi7dKlS9KxY0fp16+fFnQXL17UYrZOnTr6PkwBGDt2bOnUqZNky5ZNxo4dq+ck4/ssWbLIlStX9P3jdxDA5n3bA2sv5jBXr15du3XjPiCWcXyaNGm0UIfgHjlypKROnVrv8/Ly0lZYXPvBgwfSqlUrfZ+wjCM/hgwZIjVr1pSsWbNKjBgxtFhGevE9xGymTJm0kEc+IM1w+4Yo/vbbb7WYhhg+efKkFuQQzNg3c+ZMfV+ff/65JEmSRGbNmiVbtmzRYr1q1aoyceJEfV/Fixe3pYwQ4ojQ7ZkQQggh5B1QrFgxLVBhwYTlFAIQ4hDA8giBiA1iDZ8h9NKmTau/B/gOVs/48ePb9ohcvXpVW08hGCGgYbE0LcImf/31lz5P/vz59TmqVKkiN27ckCNHjuhrpUuXTotouGNDjMICC9F76tQp/fvQ7i00YG1FoCucH8dUrlxZC2BYswF++9FHH2kRDzFtnvPmzZvSqFEjnV4cj3/LlSunv4NAhZCFRRa/h2Ublu8PPvhApxciFufEbyBc8TuAQQBYjhFYDMDKC4s38gFW55w5c8qBAwe0BRhCGtZvCHYMSMSNG1dfd+PGjVHabZsQ8moofgkhhBBC3gEQcxCGixYt0lZKWBrbt28vjx8/th0RcSAc4aYLAWsCgWgFll9Ef/7qq6/0BpGIezGFIYBV1yqqIQIjKvwgaM+dO6et1XBBNufUIp0mEO+IAg3rL+4baYc1GGIV4F4hbuHejXsdNWqUFqfWewUQvgBWW6QFQGTDLXry5MmyfPlyvQ/XAKlSpdLXevTokd4H8Q/LNsA+DEKsX78+OI/gbo7jIbwJIY4LxS8hhBBCyDsAog5uvLAs1q1bV4vQy5cva6EVEUxBB0zh9ypMt2Bs//vf/7T4NK2kAOcJ77nCAhbmChUqaPdpuFvDHRmiFtcywTXgwvzPP/9oQYt5wLA0w6prgvnH5r1iPi9cmz/++GPbt0GWaFh6rezcuVO7QUNYY64xXLqtYE5wxYoVtZtz165dtSjHcSbIU9yXeV24fZuu4IQQx4XilxBCCCHkHYA5t3DfNYGF1j6gklXYArjoQjCbVlgIaMzRNYFQhBjEPF4T698AIhRWWQS/gqUUG4JoRTQqtP29WYF1dsOGDVpQQmSaW7169WTv3r16/qwJXJZhZcbxcC22umlDpMMqC8uz9V5fFXgK14AlFyIX6TJdrU3gkg0rOeYsf/fddzJ16lRJkSKF/g7u0LBI4x7Na2JDfv3XAQFCyLuF4pcQ8uZBB+ldbcQhgDvh6dOnjUemtPVn9+7derN3bXzXqHf4H4kY9k3B29oiAgTdvHnztHiFSzBcc2EFNoMqJUuWTLsAwwUXYhLAcoogULBCIpozXHoRUOr8+fNa4MGdF/N8EUEaUZJhAYUQhLsu6hjOgyjOsHT+8MMPeh8iPyMoFEQ1NsztxfE4p3ldAMFsLgWEe4OVGi7C1mMAPmOur+lSbIpk7E+aNKkW7osXLw52IYaQxXxgpAnC04xIDRCpGvu++eYb7T598OBBHagKQcKQZwhcBSGLdFhdkjFXGcegDUH7AldrCFcMBOB+8FvcP1zOETALAa7MyM4YPECgLHyHgF1w3V62bJkOPEYIcWy41BEh5M2DZmb+fJgfbDveAu7uIp9+ClOKbUf4QJOIDuPmzZv1nDh0ljCXrFatWrpDhg4WOnXobKGDhO/RMUPgGkRERWcPy2Pg+9BIkCCBtGjRwvbp9UFnDAFZsAQJ7qtGjRo6AmtoVgl09sz5biZYtgRRYu355ZdftDUEmOcyXxNwM0SH8k2Ajjrm5iFN6Oj//PPPehkSWGTQ+Y0qQIQuMP67YPz3tnA3/mto/JfB+C8i4LkhqA/KMqIG25flbdu26QA/OA5lGRsEDVxOYQGDAILbalggQBAEy8s4e/asnuvZsGHDYKva28LQhzJ9uhhizrbjLWBkidSrZ/sQDiBisYQPRCzcdjFPF8vxmHNP8T0EKiyfEMQIYoW25ddff9XPBoGiPjXaOcyLxbOElRORi9F2IQI0niGsvPgd3HYBLLGIGo1rQvChfYBVE2IP7RhEHsqGSbdu3bRFGiIb7R+ee9u2bbWwxL3hX5QZXNcE0ahRnwEs1f3799dt3+HDh3XdNkHdhmsxwP1AXJr3ZwVBvBCxGsegvYX1GL+FqzTWSjYpUKCANGvWTP8NIQxr7r///quDWmEuNay8EPcIMnbt2jUdwRmCHPcIUY9jEUkaFmrUC5RdtEP4DhGtkW6Id0KI40LxSwh586CZGToUi0/C1GHb+YYxOovy9ddiKFLbjleDTiU6R7CSYIkNdBohBBHsBKIAnVR0nNDJxBywdu3a6Q4YIqSOHj1azy8zO6joXMGNr0+fPno9yubNm2urBYTxb7/9ZrtiSMzmODQBawXiEGtaIjosopoiKAvE44wZM/TSH/bAcrFgwQJtEQLoSCNy6WeffaY/W0FHFsuBIFos8gLz7tDxG2o8P8wLROf6TQDrFvIH9wURBssQ1jWNiuJ3mPHfNeO/OMZ/b4Mbxn8Djf+yG/+FF5Tl8ePHa+s5yjJcR1GWETQoceLEuqzAGoayiOPwrFHGUZZgfcNniAOUG8yxhGstlsbBeq0QSBAEGOh52WqJEB8oM5i/igi8qAdvEzgNGNXUECuoU7adbxB4HiOJhlYkURyUZ7SfaF9MoY32F+suY04vrOCEEOeEbs+EkLdH3LhiKMK3s8HyG0EQhAUWFUQThfDC3DmsrdmyZctg0QdLCywfmEMGawmWxYDlApYCdPBhRUDQGARZwdIgOB7z0/A3XA1hnQ0NuBdCZJvLnLwMWIPg3ggLEaxpsOQBiPbQwDkhdIcPH643pA/3HRpIE0Q/rFCwEuJv5AGuAeuICdIJ8WN1M7QHnUksLWI9Bn9DTNuPu8LShXyD8AXWYDdRkbjGf/Hf0n+w/EYUWAUhYvGsMZ/SLMsYmDEt/nCVRVkGyH+UTVi2MNcRbqAo4xhcgWg1yy0GUOB2C2sjLHlhgeeL66MemM/0XYBLh9Y8vIntbY3rkf8OBofQhmIw0wSCGO2wvdWZEOJcUPwSQogBOutw+YVVy3Q5NEGU0A4dOtg+hQ5+AxdkCIovvvjCtjcksOhCfFqBNW7EiBHa4oA1JeGOirlocC+039AxA3BBhGsi5gYCiElYSiFUQwPWXFj7TCBwYWGNCHCJhHgCcDPEGpxwD4QLN1wLTTfvMWPGaBdsuEjCqoLjIKDWrFkjv//+u3ZJxGcIfbPjCesj8hiusfZBaQDyFdevVq2adneEVRr5BgGGfbCyk+eYZRnC07T2m2AQAxbcsMCgA8QvrL6lS5cOdkm1B+eFp0NYwA0XczMR6ZeQqAasu/BoQHsFK2+vXr20Nw/ct1/lyk8IcWwofgkhxABWTIhLuIe+DnAlxlwwCFKrhdQe8zu4nEI0osMFyxrm58FCBysZBCDmmtlvcEkFENEQKBA5cBeGdQ/isEiRIvp7e2D5xVw7WPMw99caZTW8QBSZFjwsMwIRhev27dtXW7wRCAdgyRCIZIhzWMMXLlyo1zGFKzXmFmK+38iRI3VEV3NeIcQwhCxEemjAwogBAjwjHIu5d3DRRdAbzP/Dv+Q5KFsoy2F5GbwMDGJgfjDmnuJ5h2WBRxkMq5zjHJhfChfpd2n1JSQsUH4x2Ii2C677X3/9tZ7/i8G8qO51Qgj5b/CtRAghBnDPRacd0VetYD6vGXkYAtIKrK2wum7atEkLUwRqsV9rMjTwO8zDRLAWiF5Y16y/g6Dr0aPHCxtcUq0goAwsFggGA7dW0/pqD9xc4R4NyzACxjRo0EBf+2VAiELI4j6xIR9M0EmECAVmECME2AHoOGKuMyzhcBWHhQVzdpFPVatW1Z/z58+v7xfWQQCBZI3uag86qghYA7do07Ub+xDMCXnHdTdDgrIMt3T7sgyLuVmWDx06ZNsbBLwNMEiCyMMYyDGDBr0OGGB5//33tYcCIVEZtLvw1sH2skFLQojzQPFLCCEGEAqm1dUKBBZcdCEE9+/fb9sbBNx/8R3EBKKehuUiag86WQgoBHEIYQnhDEFsgrlnW7dufWHDkiVWIFAgVgYMGKAFKaKhhgYsr1g3ExGe4eqH606YMCFMsQzgGo17xHmxmcGKYG2GOysCfMG6N2fOHL3PHgh4CFSAuaP42xSp+Bv7XnZ9e/AbuEUjryGaIe6wdAmsyyQkyGcMQkAEW7GWZQRts/L9999rl3wsuYNnijnq4WHcuHF60AcbBmjwbOClULduXT3ggXtA+UC9Mv8mL4K8waCBOScem3U+KkAemt+hjbCC+oABKFj8sbSPWbesv8GG66CtsT4HXMd6jHWzztc3wbXsj8P9RNaztd6P9ZzmYKO5RaT9CA+4lhltnhDivFD8EkKIAayVsC5ibq0VRFXGPDB8Z79EEVx1IQIR0RbWzIgAV17MmYQLMKywn3/+uV5rEx0wdC4x59J+M5cgsgdWNghaRNV9FRCRsADDtTW0ju2rgPUbc+Rg+YXLNgJpmSL3TYNANBDhGHSACzUGLN728jmOgFmWYeW3gui2mOuN5arsyzLc1+HGDlfliCxnhXPC7RwbfouljTBwgjVZ4U6K8g2RgoEZ/B1ZAsmZgKUd9R/PDSIS7Qm8JRAh3joYh8EozKdH4DxMYTDB8jxYxgdz7LEuLZ4tngfOhXn2aKcw9xoR2/FMEPQMc/Jh7QcYWINXyYcffqgH0jAIgmNxHeuyRCZoizDfH54YGPTA8RhUQxqsHiKvCwYB0O7i/JgeYQJvhTZt2uj9GMAxvU0iE3groF1G5HlCiHNC8UsIIQYQcOjI79q1S7sRW4EVzToPDB14c3sVrzoO7sGwxsF9GZGmYXXAvGF0WO03dEYBBAbm3Zrg/IgADdEB0OlF5w2iA0IaHUjzHvAvRDTmDCMSdWi87J4xOBArVqzg4Fe4Lq5jPT6s39vvC+035j77fwGeEfIBSzfBuohgV29LeDsSZlmGldyci20SWlm2/hsWYR2XOnVqbSXGhvnyECYQ0eaGcg0gjCG8OAc4JKifmG+K+foQqPCYgFcG1qvFWt5Yh9cEohhz+yF0zSkQaAuwDi/W2EV+Y2k1zK/fvn27fvaoL/CYQJ3FdTAAgeB6EM+oQwBeIfBAAbDeY+ACc+xx3tDAwArEMQbw4HmB47FcFoKgYT1fe6t0RMH99uvXT5c1eNSYllgM8MELBYN3WNoNbVhkgnqTL18+fX0MBsG6TAhxPvgWIoS8PdBxhqva29he0ZkPDUQSRqRPWDEQjAmBoWCVQbRhE7iFwt0WVtN9+/bJyZMnjcsZ17MDQYcgpGGdwFxLWETQ0Q0LrM+LTuvL5r6a4J7Q+YMlBAGvMPcX7o6mNQ8iGi7RuCbcHNHhhWs10rNhwwbdMYb1JzThCHELSxI6nLBI2wehypYtm+7cQljB+rp69Wo9Xw55AXdF5MepU6e0+yvOY+YNOrLIU2uHElZkDDSgk465vLhXHIP0QeAC3INVwME6BZdpfA837neFIdMl8C39h2tFFLgdw90dZRmWvdDKMj6jLADkuzkH2x54CZgWOLjem1HHXwUshJgPD3APOM/bJoo3ObptQD2GRdcKxCoGElC34a5uggEr6xx3rNeMAQhr9Ha0JZMmTQqO/m4/lxXBzGBlRl01CW2+K9YsR8Tw0MAghnUgA38jEB3KFNpIgDqPdgFBpRDcD+2m2QaibKCdwnrRsG7DYg3vAOwHSCeujTYBwtocdMEcXdOt3wTH4Dy4BrxC4PYN0LbgGuaGNhmgrcGgAUC9ML83A/Ah3zGoZ5ZdQohz4TYIQ7GEEPKmMcSSoZagHmEufPMbAkhBHNmsoeEBHTgs74L1bdHJR4cd81vhCgcXRERzRscf7slwv0UnDJ0oWG3sLVoQEhAMsIjBNffChQvamvOyoCoQo+GxZMItFQGjIGQhQnEfcHOEMAXoIKKTCYsOrDNwi4bIwQbxAysclnQK7VqwBsHyjI4sOqLohKKzbAJrCzrVuDZEKZYygrUK58Vv1q1bp9c1Rh7Cwow0mx1XCF+sL4x7QocXHXyA8+A7uDVDIGFuHyzXsC5D6MI900wb8hmCH+lH+t4Fu43/Lhj/PTT+e/AW/oth/FfS+C+p8V94McsynpW1LONZwlUdZRllB51/5DOeB56hObfbCsSC+TxQHjAggjL1KiB2IEDwO5RHPMu3GQQLHsPQMxi/Ca2JiOwNBk8sn21bRjlcQLRB3MLyam1DsDRYu3bt9DPCBnEMwQehjPqOdgWDULCMIkp8qVKlbL8Msu7Do8Ss3xgEwzPEuuBoG1DHMK8b50SdBXhOWOccVk/UT4B2IKxpBRjUWrBgga6zBQsW1HUca0vj3OZ1MPiHqRGIqoz2ANZkpNEsbxCbELyI4o7fY11oCFQMaqHtgYiFNRz3it/A4oxBR1zHDLiHdgOWcPweAwCXL1/Wg4go+7iHxYsX67gIKNcos2h/0f7h/HAtx4AdBvDQ7kH0om3F79B2Q1RjHyHEuXAxGozXGKskhJAIgGYG80vfdnNjdGKMnqDtA3EGIIzhyglXcbgovm1ghX1m/AeL7NsEAtjN+I+EH1hjX2Na+38C+tXQ+OEG7sMIPoa1rq3A/RjrhWNwAmINazNjAA5CEGt2Y6kxDC5hfWzMg8Xc27DAcmOYLwxRivqzY8cOLQ4hGs3BOAhVXMcqflG/wrL84jwQzxC1GODCABbctFEvc+TIoY/BIBUELebQQogjrRDHuBeAtCFIIDxWMF948+bN+rcQ7hhghACF5wLWWMfvILYhujHf13QHx/lhWcbcZgyuoEuL6+EccMHGYCXShKj6EOnHjh3T+2GdRnArCHwM2EEMY1DIBPkPUR5WEEFCiOMS0lRBCCFvAlggML8Ulr63uVH4Og3o1MIqBOsR5haGx/L4JnAx/otp/BfrLf9H4RtxIERDaxbe5BYR4QtgvYVoCwvMc8V0DIgwe3dz07IbHhsGrME4F6yqsJpi2gAEpj2wkGJpNGzhCXwGl2sIZEwXwdrbs2fPDp7zC6sxBCWs1RDcmEphBtkC5v0jWCD+hpUVotUKxDnEKrwN4Mptn1a4jcO7wcxDnAdWcTPwFjwdINDNpd1gUUfAPgDBDxAoENMprOB8/3XuMiEkakLxSwghJMoD10VYgGD5GTx4cHDHmRBHBiLLKgjtQTmH1RfB7DDwY40bYK5Pi3m2rwLi14wKD8+JEiVK6EBV9vEK4AYNSy42DDK9CohVHAtLMoJEwXoLN2IAyypiD2DKB6Y4WOfpWsH845cB8QrrNubl2i/RBYFqH7gPn80o2bgmXMIhfpHPEMVIO+4XcRBwHOIy2At9WLZfNihBCHFcKH4JIYREecw1jQcOHKjnFBPiDGDuOlxw7UWoFYhDRM2GBRXzck0w9xdWU8wJtl+2DBbSl1mEIaZhTX3VcmcIWAUhGB4gxCE84e4MYK2GazQszXA5DqvehmcgC1GuMe8f61Fb7wdz180AVyawMJuR7wGELmIzYI4xBgAw7xhRqmH5hSjGfGJ7YY5z4NkQQpwPil9CCCGEkHcA5tXCnR/zX63AIml1u0VQKwhJRFi30rJlSy3+EBEZwZsAgkAhEJZ5TnvLMj7Dggr3YNNqGprAxT2MHTs21O9ggbYX7JhPiyBREJMAgtIM4oW04HuIbVOUm+kz79sKvrOmH1ZYWJaRVuvxCHIFYWtGicZvMBiAtdlNcubMqYU35gmbQfIgxnF/WMfYGikb4BwIAPYuYgoQQt48jPZMCCGEEPIOgHUR7rfm2tmwAiPQ1f79+3WUbnwPt19YRyHG4FKM6PIQrgDzbOGqjMBPmG+LSMhYHilLlix6Di28JRDwCsGbsAQZgjthWSFEaMdcWgS3wvzf6dOna2GJwFWIDI5o7lgLGEG1ENHdGqUeAhxrBeN8sB5DbGLdcbg8Y45v1apV9f3CMo1z4HjML4bLNaIqQxAjojLELJYUgnUZllYzuBbuF+v5QixjnjOELH4DKy+EO/bVr19fHwvXbNwbjsf94HpY6glTJMx7xr+mQEaQL/P6OA+iQyOqttXyC2swljnCuspx4sSx7SWEOAuM9kwIIYQQ8o6AyEOU5OHDhwevo212zSDSsJnA6gmhZhWjANZZCFH8FiIRog0CFJ+tFlrsw+9xTtPdGNbYsFybcQyEuXksgNXX3lqL72GdtYpIpAFiHsIbwa9wjPX+refAPtMKbb0f++vj2hDA5jJpANeBxRnph5iHsLfeL8BvkA/W+cGh7cP8aUR6hki2D4JFCHEOKH4JIYQQQt4R6IZBdMF6C4slAy29G/Acpk2bptf/heXcXkATQpwDil9CCCGEEEIIIU4PA14RQgghhBBCCHF6KH4JIYQQQgghhDg9FL+EEEIIIYQQQpweil9CCCGEEEIIIU4PxS8hhBBCCCGEEKeH4pcQQgghhBBCiNND8UsIIYQQQgghxOmh+CWEEEIIIYQQ4vRQ/BJCCCGEEEIIcXoofgkhhBBCCCGEOD0Uv4QQQgghhBBCnB6KX0IIIYQQQgghTg/FLyGEEEIIIYQQp4filxBCCCGEEEKI00PxSwghhBBCCCHE6aH4JYQQQgghhBDi9FD8EkIIIYQQQghxeih+CSGEEEIIIYQ4PRS/hBBCCCGEEEKcHopfQgghhBBCCCFOD8UvIYQQQgghhBCnh+KXEEIIIYQQQojTQ/FLCCGEEEIIIcTpofglhBBCCCGEEOL0UPwSQgghhBBCCHF6KH4JIYQQQgghhDg9FL+EEEIIIYQQQpweil9CCCGEEEIIIU4PxS8hhBBCCCGEEKeH4pcQQgghhBBCiNND8UsIIYQQQgghxOmh+CWEEEIIIYQQ4vRQ/BJCCCGEEEIIcXoofgkhhBBCCCGEOD0Uv4QQQgghhBBCnB6KX0IIIYQQQgghTg/FLyGEEEIIIYQQp4filxBCCCGEEEKI0+OiDGx/E/LuCTgny0dMlC23A207wsJdcn06VNoWc5U9MwbIgiPPRNzSSvWe3aVSCuca0wl8fFF2b9oqhy7cE//YnpK5cFn5MH9KiWX7nhBCCCGEEPJqKH5J1MJvm/TIU17Gnva37QgLD6kx44asbBVD5tRJIp/94SsSo7AMObBTvsrtZjvG0fGTM4t6SNOu02X3zWcSXFFdYknqMh1l3IwR8nHmmLadESDwjpzad0buhRhfcBFXj3iSJEVaSZcivrjb9kYrAq7K+nHjZHOyZtKvWV6JY9sdFQm4uVcWz14q20/fF4/0ZaRJx0+lUGLLoI9+xmeNZxyyeXdxiyXxEieXdOlTSDxnqSZh4iPX9m2UTXtPy9UHIkkz5ZY8efNKnqzJxePyell5o7DUKZbQyKpTsu/MPQlZHVzFI14SSZE2naSIb6kNjy7IoeNe4hOet6ZrQslYMLt42uez/005ceC8PLBd0CVmMsmWL5MkfNmYnc81OXr4sjy2XdclVgopmi990IfXJeC+nNq2Uv44mtQoP1UlZTjHDAOMPNi9dqVselJSejYrIK/RAmn87hyTLX/8IReydJK2pePb9kYevtePyeFLj+yea2xJmet9SRfP9vmdEmAUp92yduUmeVKypzQr8OqcDLxzRNb+tVn+va7EM9cHUqlCIfG8uEY2qApSJUfEWu3w57+/nF85SibtySJt+teX7K/7wN8Agde3yYZr+aVSocgvP4QQJwbilzV97L8AAC7PSURBVJAog+9W1T2rO7p4yuiAKveYHsrDI7Qtgfpo1j3jB4/V3I8TBO2L94EaftQ/6DxOwNN/+qsCsV1seeGm4iRJoZLGcVMu+CwuKnbeXmrrY9vBESHghjq4YrrqXDyhMvq7yjVZEdWwXVvVsmENVTxzEpUoXWFVt9dstf9egO0H0YOAKz+qch4uyj1Ld7XV17YzCuJ/cb5qWrSBmnHuoTo7r4nKGMNNpeu4XvnYvtcEeKlDK39S3UsmDnrG7+VSNVp3UO1afqqqF02vEiZMr4rV768WHnmdAhTV8VXnVw5R9fMmVrFTFFQ1W3RXg8dOVOOG9lKtKmRRiZKmVakTxlbFh59QaC0CbhxUK6Z3VsUTuhr1ylUlK9JQtWvbUjWsUVxlTpJIpStcV/WavV+hOvisbqfSuLmquKkLqHI16qqP63+symTyMOqkm0pWoKb65JN6qk7VUipH0pjKJWY59ePVUOrQs2vq4F/z1dDa6ZW7i1GX3bOp7lue2r4MjQB1fkJFFR/HusRQmT/+Ti3actr23esRcGWTGv95aZXCzUXFKDJUha/Z9Ffn1/6oetXOpuK4uKiEjZaol9112Piri+u+V60Ko2zGVJUm3TBSGPn4XNqtfp/UVhWMhzbURcUr2FZNXLZdnXloO+Bd4n9erf2xl6qdLY5ycUmoGi15VU4GqGsre6tSqVKoQk36qx/GjVL921VVOVOlUemSJlA1frprOy48RDD//Y+rb4rGUBIjn/rqwDPbzqjAM3VgYEGVqMJ4dc55XvuEkLcAxS+JWljFb4yC6uvDUell+zZ5pH5r5qmFi7gmURW+26PuG3sD7u1S35QLEq3ikkDV+flm0OGvwe2pVZWHcR6PqlPVbds+5X9TbR1UViV2dVXvFR6gtj+y7Y8WPFInV89Rv+y4/kY645HDU7Xh84wqdrkfVZCueqSO/DFHrToRuoh9OLuOim2IppjlxqlLwYnyVZeWt1e5DKHvmqyGmnrGAXqOPifU/sPhUS1P1YFx1VXqGDFU6uqj1I479k/SyK9ZTVW2mDFU/oEHjO6zyW01taqH0e54qKpTg2uDUR22qkFlDZHg+p4qPGC7uvX7Zyp90YFqZ3B2P1XLmycz6mMMVXLkGS2mQcC1xapJ5tLqu9Nh563vlm4qi7tRjw3BnaTuHHUjrELnu0f1L/Ceim08L3HPqXr/E0kjMz5rVfu0bhEQv0EEXByjysb8L+I3CO+F9dV7Lm9O/GoCrqkJFWIaeRxTVZ7sFcXqdYC6OKasihke8fvwd9UytbtK+vE85WVJxMNDk1W9dLFV4SFHgsteeIlI/t8/ulLNWbJH3X4jGeijTuw/rCI8JvHYKL8Z3JRLjDyq7+4oPFpJCIlyhNPRiZCoio/82auMFC9eXIqXaikzzwXY9oNAuX9gjvRrXk2KZk0jaXKWlRajt8i1g+Okfknj+OKlpPXPF/SR/kcmyKd6Xwmp/PVm8dV7g/D5q7eUxfktx0vgdfmlQ+mg65bpKr/duS6bRjaT0tkzSv1Zt4KOMc5ycd1o+bx2ccmRLoWkSJdDClf6TAYvPCR3XzWl2f+k7DsY5IrpmryOdO9cWBLg74RFpXuXmqI9XNVjObz3CI5+LWLHNqSvxsX4z4ZbMindd7i0zOoqD/eNlx+W3bV9ER2IJ9mqNJNPS6SIupEA/f+V9VuvSGBMD4mhbzKe5K7VTKpnj6u/tsctlofNLdXFkqaYkrbWIOlS1kPUrbUybf5xedUkg3fLA9kysLn023A3pAtrKDze1E8a9/5LvNK1kGlze0oJqyu4xsivFlPk5x55JODJE8v5Ysvz6hBcG4zqUFr6Dm8pWV0fyr7xP8jyO+5Ssn0nKRJ6dgfjmrKOfF4/jfg9xThe6LjGiSvxsxeQvLGV3P1zvEw/GvpTeLBmiizzrCvVkhlpcTHuM25klU43cX8d13cPs0z9N1zd3N98PXONI3Fi43m6GPkWL8rVaw+P8OWk34GNss0LrvuZQ7jHx3+/nUwZWU9cblyPcB2OSP4nyFVDmn1SWJK8gQx8sGWgNO+34dXvxBAEys1l02SbezqJG3Bc5kz6y2glCCEkfES1dwEhESRAbp/aLbt27ZJdu4/I1ae23Qb3tnwllT9sKd/OXS17zlyVqye2yuyeNaVG3+XyD47ftVuOXAv6QeDjS3J4d9C+vWfuwhwTTODtU0HntxwPYXv9GPZh+1c2DPtI6vSZJ9tPXZOHvvi1jxwYU1uKV+8pk1fskpOXvcTrsiFo18+RQY1LStn2S+WCVafbE6gkfrr3JX/+/FKgdGHJanbMDdzixRXdn3tTuGeWzGmNpkE9kauXjB6Xie99ue+DP/zl3uXLcs+utxXw+IacOX5WvJ68rBcTKD43z8vZ697GkwsLX7kfdCHxv3dZLttfKPCJ3Dh3Xm4FHRIK/vLg+lXj+zDuw/+BXL96S8L62u/+fXli+zsEAY/lxpnjctbLKprs8Lkn92w/Dnh0TS4Y6YxQn+5V1/C/ITduvazghBPX9yRJIoRMC5S7t26H/ixemc8GAY/k8qmzcv1x2F3vwCc35Nx5I79tn0PiI/eeZ5hcu3BdvEMk3E/Ozm0vn405KE/C1pFBBJyVGUOnywm/mFKkzRdSJbFt/wvElWLdB0iTzHHC9QJ0z5xZgqrDVbmeo7+MaOAZjt/FlGI9vpXPMr18HqZr2obS+aPk4uK7X6aPXyePbPuDCbwsC6fukpId64rnSy8aII9vnJHjZ73kpdXPwP/eJTl3/fFL6h8IlCc3zsn5lz78UHhF3Qob43o3z+l2IcI/fSOEI/2BPnLzvFH2vV+ek35GO3Dm2Am5+iCi8tSCO4Sqv5xeOE6WXrRez1WS1WotH6UJCPHOijjhyH+fB/IgtOz4D+2E39m50v6zMXLwlZXbjoBzMnfWFak34wepn1Lk2m+T5ZdLLys5//WdEknPkRASJQjPu5+Qd0PAaZnd8kMpVaqU3fahNJ964uWdN5/t8k3HUbL3ofFCdPGQDOXby4Cve8qnBWPJv2s2y9WX91cixrN/ZObkPfLEI5GkzpRRksdzE/9D30uHAevkhvGejJWlrgyZu0JWLBgpLQokEFflLUdmtpUO086FnYaYheV/K/fKgQMHZO+ijpI92ELjK0e27ZYbeM8b6cqSM1vQ7sjE/4JcvGZcwDWxZM+dRC79vUC+61RL8mUoLUM3bpDBlTJK6gyZpGD3jcbdGP2GW9tkdLMKUrXdSJm3aKL0qJxTspVuLRN3hgwi5HNioXSvVUM6jJsr07/4UDKkKyhVGrWTbj17Sd/pO+XWpb9lwXedpFa+DFJ66EbZMLiSZEydQTIV7C4bcSH/y7J+VCdp3rKr9B/QRkqlSSGFmk2RA4+Dzo8O3N1to6RJvQ4yYeU6+XVEK6lQsKz032Kz4wfelW2jmki9DhNk5bpfZUSrClKwbH/RX3tflG1zh0m7anklXZF+ssNq+g+8JdtGN5MKVdvJyHmLZGKPypIzW2lpPXGnLWhYgJxfM056Ny0n2dKUkEGbd8nUFkUkbcr0kim1p+RqPk/Ovqq8vfIa/nJwagf5tOko2XRPGeVrmrRp0EAaNOolC8+/RmF+/I9s2fdYlGsCKVAst8Sw7da8Mp8NHvwr83s2lHot+smU+ROkRb60UrDxGNlhMd/4X14vozo1l5Zd+8uANqUkTYpC0mzKAcFpAs6vkXG9m0q5bGmkxKDNsmtqCymSNqWkz5RaPHM1l3m2DPM99LOMmPaPXPcPkBPzu8inDRrL16tuhdpBD7y8Qpbv8BblnkMqVs0iLzNquqaoJ//rkD9cgd38L1yUoOqQXfLmzShpwxksyc0zvaR9hYVYXN6Tat1aSq4YgXJ58TiZfzFkyvz/nSE/3/1EOlcM60SBcmvbaGlWoaq0GzlPFk3sIZWNNqF064myM2REO3mwd6q0rlJFmg+eIfMn9JBGLSfIPjOCVjD+cnn9KOnUvKV07T9A2pRKIykKNZMpIR5+KLysbr2CwAe75PuPc0mqVFkka+okkrxAE5m0L2gYwOf4YuleNpXEiRVbEhdrJxNWnwoaRAn0kt2zO0iRxJmk1mizjkQG4Um/j5xY2F1q1egg4+ZOly8+zCDpClaRRu26Sc9efWX6Tm99lO+pRdKzTlVp+d1vsmXzfOlUIqt82G+1eL3GvcYsWEdqZolhlPFF0rp8Pfl241XjTm3EKSf9+laRWEZZuH94qXxdK5PEjfWelB+N90ug3Nm9QIa3LCqecWJL0saLXxjYe1n+S+A9OfbXdBnUpqrkyVBGhh/0C9oP/ms74XtIfh4xTf657i8BJ+ZLl08bSOOvV8mtcOSP356fZJFbI2lVsoa0a5pd3B9tlKkzDj3PExtP/vM7JXKfIyEkihDk/UxIFME65zfMLYbK02+Pbb7eYzW7NubqGftjFFZDjgTNfHr0WzOV3BXHuqj45UarE+bkvkc7VN8CCFATdJ6i3xzTu33/6aVy2ubfJWr8a4i5bN5z6ui5sdbjVcB59UPpGEHXFTeVquZYteeuOSHKV23umlkZHWslbulVu7+ez2YKuDhZVXkvKABLjCLDIjTXDgE+LvzaTuWJY/t9lvZqVUTinNhhpsuj6jR1x7ZPqYfqwJhqRt65qoSlR6gDT++rcwc2qe+rJ1Gubp6qcKOBasGWVWpsu3qq5ZTD6pn3LjWoWEKVqfXK5+fwPqBGlkus3BKWVt8esIVh8t6meuWOo3L9b6eROwYB19TsujhnOlV/7HK1aud5dfPcAbXp++oqiaub8izcSA1csEWtGttO1Ws5RR1+dk+t615ElfvmkC2wU4C6OrO2SuwaQ2XrutEoBQbP9qj++ZKqBgvNico+as/AGurzP4N+8WxPf5UvaQP1/Os9amCNzxW+DrhzRu3fOk7VSeaq3NJ1UOuCo0d5q12DiqmEmVqrlc8TqA6MLKcSuyVUpb89oO/H3/++2twtm3J3fU9lr/almrnrhvLxvaSWtsik3I00dlwffMJQCN81NE9/VY0TudrN4Q0b70UNVAI95/dHdUUf762u7Jyv+lZOq2K6JVC5W8xRJ0NMqw9HPvvg+WZRFUcdDPpsHHNhfAUV1yWGfr6ae+tU9yLl1DeHbHcecFXNrJ1YucbIprpuNH7l76/ub+6msrm7qveyV1Nfztylbvj4qktLW6hM7iEDeD1d1kwldY2pyoy+8NK5iU9//0wlM+q8S7yP1YLgOblWnqmnDx+q+/fvP98ePlY+tnyZU8c253fa89qgHh5QY6olV66uxnMYcSCo7IYg9Dm/4eHZnn6qULVJ6ob/BTW5SgLlYuRfnr67LNd4pP5qn0/V+emqCvBZpzqkc3shDoL3rkGqWMJMqvXzgmNUv5GqXGI3o/5+q8zq539mmqqVKqNqvvT5fPbHf/dWeWOEDHh1b113VaTcN+r5Y5upaid2VTGydVV4bHrfjUmqkt2c35fVrbB4uqSRSujippLn/1QN/GW7Onxgo/q5R0mj/rso9wyt1O+2CabPDg9VRTxcVOxyY0MENnr272BVqtwodfKlmX5fzawZ9FzrzPG27Qub8KTfe1svlTtOLvW/nUFPKuDabFU3CdqN+mrs8lVq50Vjv/9p9UPZOCpG/oHKjBF1c1o1FTtGfjUwOGhUgLoxqVL45vwaPNw1SlVJFUO/u1zcEqn3G41Qay+8mMFP/2ihPI36GmIOuu2ZxfvkF6OkBxGu/Pf3Uif2bFbfVjTKp3tO1St4vnkktRNPl6lmSY32rMxodeFllTsE99XvrfKpTxcEzc33P/29KmO8E93StlarQkwcDlD3/+s7JVzPkRDiaNDyS6IurvElQ6GSUrKk/faBFEgX7/k81Rfwk4PbdskdjMy6JJCKrVpIdtPEE6+YdOlQXuJGptuwe3Zp9lVHKZzIVp0CzsuO3Zf0KLSLWxJRZxfJTz/9pLeZq2+Ix3s4Ton/sd2y5wU/xzAI8JItw+tI6UbT5cgTQ4anri6jFv8g1RPZvv8P+B/7RXp36Sad2zWR6oVzSMkBRyRrqwmyZnkvyR8rgWTMX0o+LJDKkPhukufTXtKoTHXpNvVXmdk+t3jNHyxj9qeRhu2rSLCXaZz80nVYS8ny+G8ZOXihtlL77lokS0/4S/LUaYKsba4ppU7jypJYecm9mMWkarEMkixjfin1YQFJZfTx3fJ8Kr0alZHq3abKrzPbS65zP8mQmYFSuKCSk4cPy+HDR+SWcXx2d385u+I32aNH8a/IpasPZP+6DXJdGw49pMBnreTDhEEP2//KJbn6YL+s23A9yOLuUUA+a/Wh4GvXxJmlwAcVpXCGkPbCwKvzZfCY/ZKmYXuLG20cyd91mLTM8lj+HjlYFhoJdHMzymqGlOIqsaR4B+O7osnFI2ZaqfFxWUmqbsixwzdCtVaC8F7jv+B/cILUL5NP0r2XUNKV/FK2Zego0zcdln2zmkk2i/kz4NSr8jlQLs8dICPOlpMvP88nQfZIV0n/2RAZ2qqJNCybDmeRUz8NkZmBhaWgOmmcwzjPkVtGOcou7v5nZcVve8TXzU3iZ8igl9eJVbyDDGtZVJJ7xJS0NT6WskmV3Dh2OMi7IQL437snjzAsFC+BxA/N7GvUob3Lp0n/mlklccKEkihlcWk7dqUcM9cc0vjLsV96S5dunaVdk+pSOEdJGXAkq7SasEaW98ofKXNdX8AlvTTpWl/Suj6TY7PGye+2afaB15fItF0lpGPDVKG7aAVelfmDx8j+NA2lvcXHO07+rkZ+ZpHHf4+UwQtR7u7LiiGDZE3SJtK9zvP57HELVZKS1vWNAk7JT0NmSmDhgqJO4tkfliO3Mkp+o/H0P7tCftOVLHReVrdejqtkbjRMBn5aUvLmLyefff+rjP0osQReXCg/Lryij3DP3Va61kgivtt/kmn7TMujvxxZsk4SNmwkWV5n3nJohCv9vrJr0VI54Z9cUqcJqjiY3924cmJRXvckZrGqUiwdSombJEmb3UhTVklky4P4SZNI7IBzcvykxXoaAeIX7Skrd6+W7xrnN855Xw7/0leqFSgpHX85GWJKgYu7u8Swy3fXmDHEPdRn8Yr8d/OU7IVLSLlCqUN4UkROO/F6BF5bIjMOlJI2dZLoz26ZmkqbKolEXf1VJi+6ZmlnXSXBf32nvIHnSAh594T6TiUkSuCWVT6btVm2b99ut22WOe1zvMSt0V+uXfMK6oS5pZAsma0ug66SJE8u42Vo+xgZGEIubVqrgvASr9tGL9xA+e2X6Z3bStu2tq39YPnjSpBLp/K7bRwX9PfL8L+6RgbVKCKVB/wpl58Z91+8m/yy9TfpVuBVPpXhwzVVUalZo4pUr9dS+kzeIOduXpJt0ztKUUuwIFcX42/X+JIkqbX77y1b12yXhy6ekipNyKbEo1BFKZPcRR5sXSc70Efw9RU/o1ty9eLFYNe0uNmzS3o3F3F3s/zWFYGZXCV+kqQWoREotzetl71+fnJx61JZsmSJ3pZuCJQKvftL3+ZFJB6yMeYHUruqp5yfWV8Klu4gU3feEslUT+qXCDpTzA9qS1XP8zKzfkEp3WGqBH1dX2xfG7iJ9VaA99Y1sv2hi3imShOysfQoJBXLJBeXB1tlnU6g0em0DcdY+5guceJILBclT7y94SIQKhG5xuvinr+zLNn8hwyvmlxcA2/L+TuppNQH6cTD9n0Q4cnne7L+jy3ineV9eR9Thk3ifyA9fpolA6ulNE5zWzat3yt+fhdl69KgcyxZslQ2BFaQ3v37SvMi8YLqppFROq9CZpjEieUi6om3eIeVYWHgHi+enguvvB/K49CEs1tqKdXsS/mhb21JYdR/9wItZXi/hlLAHLTSuEqqojWlRpXqUq9lH5m84ZzcvLRNpncsGhRk7g0Rv3JXaVPAwxBQy2X8zJNG/vjL8Zmz5Fa9z6VCWG7W3ltlzfaH4uKZSkJWPw8pVLGMJHd5IFvX7RC/J1tk2WoviZsnv+S0NFNIq7W8B97eJOv3+onfxa2y1PbslyzdIIEVekv/vs2liK5kofPquhUWLhI3vmUg0zW5fNS0uiR18ZHDuw8E7/ukezPJoo7L7PEr5B72+R8wynMqaVgPA06RQ3jT7+tr1MXAq3LxYnBLJtmzpxc3F/fn+emWUT6bu1/2zWoq6QNuyJ7FP8rI346Kj/IVn6evbvPDwj11eek1f48c3TRGmuSJL+rePpn6WRVpteBSUJ2KMOHIf5QTI2HPq2kktROvRYAc/3mWnC9eUVJdOSWnThnbmQfyfrVykkweyNopP8kRe9/n//JOeUPPkRDybnmDr3NC3hWWl7XxknrqE7IXrXyeio5JFWkYr9YQNcld3G2fXeIVkE979ZE+fULZejeSwvGfdylC4/7OUVKrWC0ZsuayPHNNIsW6LJSdRsfn40yv7FWGG9eEmaVM1epSvaohWIvkkORxbF+8isD7cuuujyj1RB4/tMtQ93SSLpWrIUSCgmR5lKgntTK6yLnls2WD7r2KPD1/QW4krCB1Kyd5RUMUKDeueYm/SinlewyVoUPttkHNpTDu2dVTPpmwXMY1yCyPd02VjmXySpmuC+WEbZKbq+cnMmH5OGmQ+bHsmtpRyuQtI10Xngg9uJUmUO7fumt0dAzx+vihnXh1l3TpUun522YgldfjbVzDhmt6aTxlpnQ0FNC137pIoyE77AIshSOfY16VC1d8RfkbIsH2qxcIvCHXvPxFpSwvPezPYWyDmheW8BaxiBAjd27JZoha5XNKjp607wE/xyVBAolnVDsXj1ji8UL1c5WEmctI1erVpaohIIvkSP5G7vUF3HNL2y7VJZHLE/ln6kTZdmeLTFmWVFq1yR3mvOTA+7fkrtG2qSeP5cXql05SuSrxvn9fvL3OyLl7StzcwzpTEIE3romXv5KU5Xu88MyGDh0kzXUlC52I162wiZ0tq8DD+5nfM9sekVgfdJLPS8cWr2UTZfbZAPHbs1R2ZP5UaiECdiQRvvR7SIl6tSSjyzlZPntDkBCXp3L+wg1JWKGuVLaGQ/a/Jlt+7CRNOkyWU5kbyRf1ckuslzf34cRdUpTqJvO2r5MRlTzF5dlFWdxvhGyKhCYChJb/IYmkduJ18PlbflroJXEvTJeePXpID9vWb/k9SZbIRfwOzpJJm4LmXL+ccL5TwBt7joSQd0XkvTkIiTK4S4aMaYIsw4HXZM8/Zy2j4r5ycO0WHcAmJObbTInfE295/toPkCvXbhqvygjgnl4ypHELOmNgGqnc91v59tvn27DBX8tXX30lXw1oJ2WTh10FA87Pklb1+sqaq8bdxEgv9SZvkY3jPpEs1pH0d4lrIvFMGltcAi7IyVN2LpHqmTwz9IerZxpJG9v4nKCqjFk1X9omXCKtKzeULn16SvfFcWXAitnSxs7V+EVcxCOWh8izf2WXLZhMCALvyHUvdLECJCBeYem0cJ8c/GOY1M/uKzsnNJfq3VYGdVIDAiRe4U6ycN9B+WNYfcnuu1MmNK8u3Vba1PgLuEoiz6QS2yVALpw8pYN7PcfoHAYlUNLoBL4ub+Maz3FNXElGzhsopRJ4y55vm8jniy5bynY48vmmq14SyP/4Xtnz0LbfQoCRxwjEFnSaXRL6aa6LflyRjFvWj6ROYaM8+h+XFcv+DfYweAHLUkZRB1dJ8Uk3aZrZXfzPzZPBbb6Vf4p/Lg2sbsl2uCbylKSxXSTgwkl5sfo9M9LvKp5p0kocNzdxc1Hy8PLFlwYT0oMBRsv3766d8uJjC5Q7173CFjIRrlsvwRV2OqMNz5bFtsPALbN81vVjSemzTaZM3ipbl+6VXA2r6OXfIgPvg6tl892Y4Up/gqpjZNX8tpJwSWup3LCL9OnZXRbHHSArZreR4KYs8JIsaF5SPlqcRvpOGSxNCiUzUvSaBJyX8e37ylb7kYQEReXLGV9LhbhGGbh2QPZeiiRLZGj5H4JIaidegzu/T5E1OYbIyj9XyapV1m2NzO9SQGIa+b540pJwTJkI5zslMp8jISTKQPFLnBB3yVOpnKTDW0r5yt7xX8jYXfcMaeQrF1f0ly5Tj8szO0uJW6KEkkD3iZU83T5fph+CTcxfbu2aJP+buCfsjnRouKaQilUKaauS8tkqM8b9I/dtX3kf/E4qJo8rcePGk0Slhr/oohWMt6z/bpD8cR1LWLgYevp9SXdpoXwL0Ry8fW0ISqw7HChesz6RtMmTS/LkKSV31zVBp3gFSj3PBLvsCCdxpEzVMkYH9JZsXbMzxLwz8Tkr566IpKpSW0oYfQyjuyM3jx+VuJ+tlEM7F8jYb76XGfMmSIdir7L6AjfJkD+veLp4ybIfZ8iJEHnmLQd+HCFLvYyzPPldvhmxy+igxpHMNfrLol2bZVip2HJ59UrZa4iDJ79/IyN2GR2aOJmlRv9FsmvzMCkV+7KsXrnXdi5bLlgyI06ZqlLG6GHf2rpGdoZMoJwNSqDUDkrgaxOxa5g3F84nZjxj+35grAK9ZfbYjyRV4EVZ0KGpfLfX7FWHI59vZ5TiRdKKy+0V8sOYnSEsx4F3Nsj3I1cZp8kg+fN6iovXMvlxxomQdcf7gPw4YqngcYUbQ6y6GOkN8Pd/eardcknHYe0lt4e//Du5v0w/FZFaq5BVNsKZtzas9SgiBPr5ip+v7/MBjzil5PN2JSSOuidb/nokdTt+aJsrCYz7Mx+kebk4ZaRqUMGRNSELjlH9zskVSSVVapeQ2MnzSd7UrvJs7wr53U4g6VPZzueWIb/k9XQRr2U/yoyQD994bD/KiKVeYdbVV9et8PPk+Am56P6+1P04j21PEAlrdpe2+d3lzMzP5YsDhaRxuUiyyfsfk8lfLRSvHAXDl/6Am3L8aFz5bOUh2blgrHzz/QyZN6GDFLNYff32TJRhS65IsqKlJZvNSSfQKL+Br1NU3JJL6ieLZOj0Uy+8h1yTpZd07xn1I05KSZ3UprxtgzvPnj0fqgh86hPk7RSOshpW/j8nktoJjXHveE8G+Iv/q24t4KTMmrxXPmheW4Jm+1ox3vmt2ki5eErur54iM4+/SlyH750Sqc+REBJliEgXhBCHwaNUF+lRPpEu4AE31kivEikkccJEkrnOD7L3QXD/IBi3jOWkdJYYxqvYeLndXiM9CyaRePHjS8oS3eSvW6+yTNrjJtla95PmmY3zBT6Qv4dUkBx5SkmFcgUk+wd9ZfP9QHGJlUPafdNV8oY1jOy3X1ZvvGazWCt5dmaFjBk2TIaF2IbLpHWXgo54el9u3rypt9uP7MxAoRIod+4FudkGPrgrd17aVwg0OlLPjH6Trzx5an3ru0qqxl8beRtPLi4cLXOCl9wJkEuLfpa1HrVlWP8qgimLAWcnSssW8+TM/WOy4Y+/ZN2WrbJjzyE5abfeb6BxnWdGB833ydPgPj6IVb6ttHw/pjzY0Ftq1P1KZv25TbZvWCJjOnwkfW/VkGbvIyP95eSy+bLd7GnFySnlS6Qx+uPZJKP++qQsm789uCMWJ2d5KZHGEMrZMgbtUD5i9BFF+Rn/2i7umqqxfN2rhMS7uFBGzzkffK8BlxbJz2s9pPaw/lJFz8lU4ufnZ/w/METHSD15IvC6f5lwC/81DJ49kSdGLzZ8c2ID5dHd+7rTqx7eleerELlJxmbTZHr77BLjwTYZ1KSL/Ho56Kqvzue4UrpjZ0OsP5Fdw6rJh80GyZRFv8tvM4dI009nSdIGNXAWKd+2pbwf84Fs6F1D6n41S/7ctl02LBkjHT7qK7dqNBM8LmXkl59xb4EhM0yeBGVYcGfYNZmnJHYNlAvHjsgjoz4d2rbXkpaQJCw/Qn6d0Upy+66RL2o2lh932Ob+BxMgd85fkgeBqOmYC2gj8I7c077DgfLg7h2737yMJ3L3btB87vv3Qq4P/iq8L16U65fOyblgNxM3yd6qi3yU3F0SVe8kra0TdH1uyx1MZFYP5J65ro9rKmn8dS8pEe+iLBw9R55Xv0uy6Oe14lF7mPRHwfEoLW3bFJG4jzfKION5rbmG9sFPLq5eKtu8jPJ67aBs3XtGbrqUl7Yt35eYDzZI7xp15atZf8q27RtkyZgO8lHfW1Kj2ftBVi89f9+4zDNDBOAzeFXdegm+Ty2Ls/sek2kTN0naHmOkh67TFtzzS5f+DSTFw7PiVrqxFAvPzI+A23Lbll9PjTpjz5OLm2Rs849lhF9RKZc8POkPkLMTW0qLeWfk/rEN8sdf62TL1h2y59DJkOv9BgQYRxrt4IbfZPstX7l/4k+ZsHi/+Bg5duu68dzPX9Z5pecPG8c98w+jQGtiSqZMCWTLgEbS669rFgEcKF7GM9xwy12yNm0vtWwxz9wzZJZ07v5ydNnPstXLVx5f3CJTR62US0Z2+l46IScfhSzd4c5/C5HTThi4JhPPxK4SeOGYHHlk1L1D22RvGJX77p8jZeLRwlK1XOiT4F1T15V6JWMZdWWvTPlhlc0l3cil//JOCedzJIQ4GDrmMyFRBV/LUkd2y3qETuhLHYGAa6tU75KeKgbMRvheXJRbkmKq26DmKote1siydJEKULfX9VHFErnZlkEKOj5utiZqypAaL1/qKGYlNenGi+s0eB+ZqVrlT6zcg69vbC5uKkH2WuqrPy7YlmoKg3s/q9p6SSPLb1/Y3FWWbluMgwPU9YkVlNEXNPa5Ks8WvwedIyyeHVfLRnRT1TIFLfnkEiONKt95mJq28eKLS7UEXFPbpvdWVdNjiQ03laJsVzVuyW5lTW7AzW3qh0aFVMbclVTbgSPUsF5NVbUaXdTcI8+XFgnwWqW+LJrU8ixsm4uHSl3ua7XxzjN1bdt01btqen2MW4qyquu4JWq35UI+J+arDkXN52k8ywQ5Vd0hq9UV86a9F6vmGdKrArW+UOMWLFO/Tuut6lZqoaYfDroP78XNVYb0BVStL8apBct+VdN611WVWkxX+Nr//CY1Y3BdlSWGkeduKVW5LyeptaeDFsAwEqi2/dBIFcqYW1VqO1CNGNZLNa1WQ3WZe8S2bIi/urBhrGqRL65ycXFXaar2UzO3X1F3DvyiepdPodyMe42du7Eatfps2EvhvPIaAeraP7+oUa0LqYRYzscjm/p48FS1dPfzpWtC8OyE+mPkF6pGlli2pVFSqTLtBqmftl57frz3HjX0gwTK1bi/WJmqqh7Tdujdr8xn3MvqgapqlveCyraR5iSFWqrJu+/Zvgc+6sT8DqqoZ9DSLLrc56yrhqy+ovPA/8IGNbZFPhXXxUW5p6mq+s3crq7cOaB+6V1epXAz7jd2btV41Gp1Fgf77FZDihv36RpHpcpXV43Ybr1O6Dw89psa2rSkypgokcpQrKZq2q6z6tq5jWpYqYDKmqOkqv/FeLX2XNDyMs+OL1MjulVTmTxsS4ilKa86D5umNl4M82kZGO3FP3PUNz1qqmyxg+qpm2cJ1XrgaPX7sRcXRArB/b1qwbBOqnJG49m4JlB56/dRE9ZdsJUNX7Wzf23VfYNZd56qI7+OVD3r5jDyCs/DVSUq2EQNmIZ6DwLUzW0/qEaFMqrcldqqgSOGqV5Nq6kaXeYqS/UzEnlOLe1eRqWO7apc3OMpz7R51EfDv1ctMiVSmcs0Vn0mrVNncbzPCTW/Q1HliXqgy00ClbPuELVaP3zjue+Yq4Y2zKXiGPfi6llGdRu/Qh15+PK6FRYBN9aroXXzqZQp8qha7fuogf26q9Z1a6sWo7epm6EWaoOnK1XrDKXUdyde9myCuL93vhrSroxKpdPiolzjplI58hdShQoZW4H3VY4MSVVsV+M7lxiq+LcngvL/pekHAcpr1ZeqaFJbubZsLh6pVbmvN6o7uPdnx9SUOmlVTKN8u3gkVe9/PFyt2zVeVU5gfI6RUpUfvEytmTtUNcwVxziP0WaX6abGrzgSdIlQuD+7rspQqKaqWbakqvxpe/XlgAHqi+YfqgwJU6tSnear4yFWSrqr1vcrrpK4Gddyi6GSFGylZu5epFqk9lR5qrRU/aZv1+13+PP/mdrTL4+KEWKpo8hrJ3YPKa4SuLqqOKnyqbojtqsXa/dTdXh+N1UutZHnMdKrar0mqvUX7J6/7zH1+w+9VLUM7kHtnXtqVaHHz2rNmv/4TnnVcxy6LZT7JYREdVzwP6PhJsQ5Cbgnx9evlA3/Xhe/97JI6Vo15f0TX0jOShPlfEAMKTnyuGzvldl2sIj/zYPy18otcvx2oCTIWESqVi8l6f9LUGXj+ie3rpHNhy7L45jJJWPOwlK2TC5JElFjsiPgd0/On74hMdNnk9TxQiYw0GujjBiyXfJ2/lTS3r8mXnfui/dTX3n66KacXPOz7Cy4QP76X3Z5dbb4yZ2zx+XC04SSKVt6SRTC+uMrvr4e4uH+SK6ePCW33NJItqzJJY5p3oOLqYeHuD+6KidP3RK3NNkka/I4EXB/8ZN750/LjZjpJVvqeOG419fhbVwjPLwsn0385cHFk3JFUkv29AlDnwvnd0fOHr8gTxNmkmzpE73+UkG+t+TMWW9Jlj2DJIhIpuB3x07JpRsP5FmcJJI2ax7JkSquU7o8+d07L6dvxJT02VKLXfV7ju8dOXPisgSmzCnZPJ/JrZsuksTzxfzwu3NWjl94KgkzZZP0oT/8kPyHuhXofcN4tkb7nDCL5EwX/6VlPuD4t1L1f4lkxvIOku4NPsSw0x8oXhtHyJDteaXzp2nl/jUvuXPfW576PpVHN0/Kmp93SsEFf8n/siMVT+TGifPyNHl2yZgoqHY8vnxULrmmlxxG3Y7I7QfeOimnJatkR4Av//ty/tBBOe+TVLK/n0NSxw+t5gXI42un5MKTpJI1SzLxCHwkd+7FlCRJXpyi8er895c9/QpIye/dpM/uvTIkv/V6kdFO+MqtM2fFO1l2yRChyh1ZvCoNkfccCSFRA4pf4oQEyp3f+8pnkw7KM+PVlLBcP5nRp7R2vxW5J+s6FZcak0/JMxdPaf7rOZn9UeQsGUTCwP9fGVWhimxt/q+saP3ibK2AM2Ol74rq8m2PbO9Q7BFCojbesql7NZlT9g+ZVTehbd/bxf/fUVKhylZp/u8KebEpC5AzY/vKiurfSg+EHXca/GRXnwJS+sf0MvHin9I2mW03IYQ4KBy0Ik6IIXizp5Qnu9fL2rWrZclXH8uHDbpK/wE9pXXlolIPwle5SJwC7aRjZQrfN03grW2ydtdNObBiruy4bp2P7Ce3Di2R4eMeyYeNs1D4EkJC4n9CfunVQlp2Hyyjvv5MvjxUVbrXeDfCF4Oqt7atlV03D8iKuTskZFN2Sw4tGS7jHn0ojbM4QUsWeFU2Tf5e5h/EjFYl9+48kLilakgl27xiQghxZGj5JU5KoHhtHimdu4yS34/eDRHd2SVGIslVs7v8ML6/VElNyfXGCbwjW4Y3l9bfrZZzvvEkRdpUkijmM3nsG0dyVOskQ4a0DREplRBCNA9+labZGsj8m0pipK4qo1b9Jt3yvbu13gLvbJHhzVvLd6vPiW+8FJI2VSKJ+eyx+MbJIdU6DZEhbYuJUzRl3iukdfa6MtuvpHTuVUouLT8uFaYskE55o8o6e4QQ8vpQ/BIn54ncOLJP9p24Ivd8RGInTis5CxWWXMn5En/bBNw/I7t3/SuXHsaUVNnzSN4c6SXha08CJYREB7zPbpW1h3wlS6lyktcztPmtb5sAuX9mt+z695I8jJlKsufJKznSJ3z9+exRFL8bB2Xj1uPyIG5GKf5h8f8W+4IQQqIQFL+EEEIIIYQQQpwe+hoSQgghhBBCCHF6KH4JIYQQQgghhDg9FL+EEEIIIYQQQpweil9CCCGEEEIIIU4PxS8hhBBCCCGEEKeH4pcQQgghhBBCiNND8UsIIYQQQgghxOmh+CWEEEIIIYQQ4vRQ/BJCCCGEEEIIcXoofgkhhBBCCCGEOD0Uv4QQQgghhBBCnB6KX0IIIYQQQgghTg/FLyGEEEIIIYQQp4filxBCCCGEEEKIkyPyf7VwfPkDr+UoAAAAAElFTkSuQmCC"}}},{"cell_type":"markdown","source":"**Mitigating AI bias:**\n\nResearchers and practitioners are taking steps to reduce AI bias. Enhancing training data diversity can reduce bias. It is important to ensure that ethical considerations are considered when developing AI pipelines. Additionally, fairness metrics and ongoing evaluation of AI systems can help identify and rectify biases in real-world applications (Bender et al., 2021). Collaboration between AI researchers, domain experts, and ethicists is essential to developing comprehensive guidelines and standards for addressing AI 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"}}},{"cell_type":"markdown","source":"**Ethical Considerations and Future Directions:**\n\nAs AI evolves, it is imperative to embed ethical considerations at the core of AI development and deployment. Policymakers, industry leaders, and researchers must collaborate to establish regulatory frameworks and guidelines that address AI bias and ethical challenges. Responsible AI practices should involve diverse teams, inclusive decision-making processes, and ongoing audits to minimize bias and uphold societal values (Floridi, 2020). Additionally, increased public awareness and education about AI bias can foster a more informed society capable of engaging in discussions. This will enable us to hold developers and users of AI systems accountable.","metadata":{}},{"cell_type":"markdown","source":"**Conclusion:**\n\nExploring AI bias and its societal implications is necessary for ethical AI development. AI bias research has highlighted the risks of biased AI in legal services. Developers, researchers, policymakers, and society must actively address these concerns. Implementing strategies, collaborating, and considering ethics can ensure AI is unbiased and beneficial. Finally, one must acknowledge that “AI is good at describing the world as it is today with all of its biases, but it does not know how the world should be.” - Joanne Chen","metadata":{}},{"cell_type":"markdown","source":"**References:**\n\nAbid, A., Farooqi, M., & Zou, J. (2021). Persistent Anti-Muslim Bias in Large Language Models. Proceedings of the 2021 AAAI/ACM Conference on AI, Ethics, and Society. https://doi.org/10.1145/3461702.3462624\nBender, E., Mcmillan-Major, A., Shmitchell, S., Gebru, T., & Shmitchell, S.-G. (2021). On the Dangers of Stochastic Parrots: Can Language Models Be Too Big? Timnit Gebru * timnit@blackinai.org Black in AI Palo Alto, CA, USA CCS CONCEPTS • Computing Methodologies → Natural Language processing. ACM Reference Format. FAccT ’21: Proceedings of the 2021 ACM Conference on Fairness, Accountability, and Transparency. https://doi.org/10.1145/3442188.3445922\nFloridi, L. (2020). The Fight for Digital Sovereignty: What It Is, and Why It Matters, Especially for the EU. Philosophy & Technology, 33(3), 369–378. https://doi.org/10.1007/s13347-020-00423-6\nFuture of Life Institute. (2023, March 22). Pause Giant AI Experiments: An Open Letter. Future of Life Institute. https://futureoflife.org/open-letter/pause-giant-ai-experiments/\nHemmatian, B., & Varshney, L. R. (2022, August 10). Debiased Large Language Models Still Associate Muslims with Uniquely Violent Acts. ArXiv.org. https://doi.org/10.48550/arXiv.2208.04417\nHu, K. (2023, February 2). ChatGPT sets record for fastest-growing user base - analyst note. Reuters. https://www.reuters.com/technology/chatgpt-sets-record-fastest-growing-user-base-analyst-note-2023-02-01/\nJazeera, A. (2023, March 13). خبراء يناقشون في مؤتمر الجزيرة قضايا الذكاء الاصطناعي في الإعلام. 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Attention Is All You Need. https://proceedings.neurips.cc/paper/2017/file/3f5ee243547dee91fbd053c1c4a845aa-Paper.pdf","metadata":{}}]}