From 1a3cf8ad49add076c7daea6c29e7b09a267f2cb7 Mon Sep 17 00:00:00 2001 From: kddubey Date: Mon, 8 Jan 2024 00:17:25 -0800 Subject: [PATCH] Fix legend in EDA for Hierarchical baseball demo (#770) * Fix legend in EDA for Hierarchical baseball demo * Match colors --- .../hierarchical_binomial_bambi.ipynb | 36 ++++++++++++------- 1 file changed, 24 insertions(+), 12 deletions(-) diff --git a/docs/notebooks/hierarchical_binomial_bambi.ipynb b/docs/notebooks/hierarchical_binomial_bambi.ipynb index d5998297c..b579fcfe7 100644 --- a/docs/notebooks/hierarchical_binomial_bambi.ipynb +++ b/docs/notebooks/hierarchical_binomial_bambi.ipynb @@ -33,7 +33,15 @@ "cell_type": "code", "execution_count": 1, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING (pytensor.tensor.blas): Using NumPy C-API based implementation for BLAS functions.\n" + ] + } + ], "source": [ "import arviz as az\n", "import bambi as bmb\n", @@ -314,7 +322,7 @@ "outputs": [ { "data": { - "image/png": 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CgoiPj3+sthZWYGAg//77LwA//vhjvnOOO3fuTK9evYDcKQMFmTZtmsH3BeS+/hre3t751qFQKLC3ty/wPI9ibm7OjBkzDPZKDx8+XNvjXZz7+EnwONenmULTq1cvg5/DmvqnTp0K5E6x0Xy+Fldh3u85OTls2rRJr0ydOnUMfh5puLu7a6+joN9BJeWvv/7iu+++Q61W07RpU9asWUOlSpVK/bxCVGQSzAshRAUXEBBAdnY2AIMGDcq3XK1atbQJ0PIeA7nz5lu1aqXdl9eZM2eA3CBdk7BKM2/+4TKOjo4Gk409yqlTpwBo2LAhLVq0yLfc4MGD9Y4pLZrkWM8//3yBw4VNTEzw9PQE0AZwhvTu3TvfeurVq4eVlRWQOwe2qPz9/bWv58CBA/Mt5+HhQcOGDfPdr/mZ2tnZ8cILL+RbLm+g8rivg4+PT74BubW1tXa+7PXr13WCVkPS0tK4c+cO169f59q1a1y7dk1nOPWVK1ceq62FpQl86tatazCRW16aaSmXLl3Kdz58jRo1CgzS8+YTMDQHuiS1b98+3+HWNjY2uLq6AsW7j58Exb2+lJQU7Wen5gFNfurXr68NUgv6zCiMwr7fT548+ci6EhMTCQ8P13n/aB4ghYaGkpmZ+VhtLci9e/eYPn06arWaBg0a8Ntvv0kgL0QhyJx5IYQoRx988EGhkpI9nJ05r+vXr2v/XVAgrNl/7NgxlEolERER2i+mkBusHz9+XGfevEql4ty5c9r97u7uWFhY6M2b13yJLSjgyI9KpSIsLAzI/fJZkMaNG2NqakpmZibXrl0r8rkKKzs7Wxv4bd68udDz2O/fv5/vvkdlr7a3tyctLY3U1NTCN/Q/eX8WzZs3L7Bs8+bNde4ZQ/U0adKkwOX9qlSpgrOzM5GRkY/9OjxqDr+Hh4d2JMm1a9f0EuE9ePBAm8n79u3beknH8iqrnvlLly4BcOvWrUcG8xqZmZkkJiYaDCQfVUft2rXx9vYmMDCQ1atX4+fnR8+ePWnTpg2enp4Fjl4oqnr16hW4X9PzX5z7+ElQ3OsLCQnRPuD85JNPtCt7PEpBnxmFUdj3e1hYGCqVSu+B4tWrV1m9ejXHjx8v8GFZTk4OSUlJpTZvfs+ePdpRQdOmTXvsESRCPCukZ14IISq4hIQE7b8f9UUrb8bsxMREnX2a4fF5E2tduHCB9PR0bG1tadKkCWZmZtoHBprhoQ8ePCA0NBRA23NfFHnb8aj2m5qaapcperj9JSkxMTHfXtKCaLIvG/KogEqzOsDDGeQLo7j3wMM0P9PCfGHXBNWP+zo86lx59z98rkuXLuHj48PSpUsJCwsrMJCH3OWuysKDBw+KdZwmmHlYfsPr85o7dy4tW7YEcntRf/31V0aOHEnr1q0ZNmwYGzduLJHrL837+ElQ3OuLi4sr1vkK+swojMK+39VqNUlJSTr7tmzZwsCBA9m2bdsjR73A47e1IHmz8WtGOgkhHk165oUQQgC5PaRWVlakpaUREBBA586dtcPnvby8tJnE27Rpg7+/PwEBAYwcOVJbBoqfyV6joPmbZSnvFIRXX31Vuzb2oxTUm12RlOXrUNxzqVQqPv74YxISEjA1NeWNN96ge/fuuLq6Ym9vr+2BjIiIoEePHgCPDPZLiub+adSoEbNmzSr0cflla384i39+x27atIlTp06xf/9+zpw5ox0aHRgYSGBgIKtWrWLZsmUlusa5yJU3uP/222+1D1Yepbx6oG/cuMH06dPJysrC0dGRd955h3bt2uHs7Iy1tbX2s2zr1q18+eWXQOm+f/I+KCjsKghCCAnmhRCiwtP0VENu75ChpGUaeYd0Pvwl0sTEhFatWuHn56cdNq/5O29SO82/NfPmNWUqVapU4Hzs/ORtx6OGnGZlZWl7oUvzS3DeutVqNW5ubqV2rpKQt71FuQcM1RMbG1uoob+anrzHfR0eda68PZ55z3X69GntvOVp06blm3As76iFsqJ5T6alpZX5vfPcc89pl+CLj4/XrmV/+vRpwsPDmTBhAn/99VeZtulZkPdz2MLCosxe98K+3xUKhc4Ij+3bt5OVlYWxsTHr1q2jfv36Bo8vzRFQQojHJ8PshRCigssbQOddD94QTQZ4S0tLateurbdfE6gHBweTmJioTc6UN5j39PTE3NxcO28+7/ryxellNTMz087df1SG+pCQEG0SptL8smxmZqb9uZ49e7bUzlNS8v4sLl68WGBZzXzuguoJCQkpcJpBXFwcd+/e1Tt3cRTUHtC9nrz3umZqB6BNklec+otyzxa2bJMmTYDcUQGFGb5cWipVqkSfPn1Ys2YN3bp1A+Dy5cvaHBVPmidlZE5xNG7cWNv+svzMKOz73cXFRafHW/P+adSoUb6BfN7jS9t3331XJquUCPG0kWBeCCEquDZt2miH4f7555/5lrt79642o3HeY/LSDJPPyspi9erVKJVK7Xx5jbzz5vft26dNplacJek0ND2J169fL/DL3NatW/WOKSpzc3Mgd5h2QTTBz82bNzl+/HixzlVW2rZtq309C8pmfuHChQIT1ml+pklJSezfvz/fclu3btUOuS3u66Cxd+/efOfipqWlsWfPHgAaNGhAtWrVtPvyPmzIb655Tk4OW7ZsKfD8eQOcR90TmrKFvXfUajVr164tsGxZyfs6lVUiwKIqymtRGIV9r5eEypUra+d679q1q9h5E4qqsO93zUomGpr3T1paWr7Hx8TEaFf1KG2mpqaYm5trXzMhROFIMC+EEBWck5OTdk7wsWPHDH65U6lUfPHFF9pe7WHDhhmsq3nz5toEUOvWrQN058traAL39evXa4O6x5kv/9prr2kTS3399dekpKTolfHz89MG8x4eHo/MfJ8fTeK2vAmXDBkxYoR2ubjPP/883wzwGkePHi2zpc8eVq1aNbp37w7kLqm3e/duvTKpqalMmzatwHpeeeUV7es/c+ZMoqOj9cpcuXKFJUuWALr3XnHFxsby448/Gtz3448/aofZv/baazr78q7EkF9AM2fOHIKDgws8f94HBI+6JzT3TlxcnMF7VKNjx47a+3PlypUGX4+8rl69+lhB0+XLl7l8+XK++9VqtfZBnkKhwNnZudjnKk1FeS0KQ/N6RURElEm+hPfffx/IXabuww8/1Es4l5dKpWLDhg2PnZSwMO93IyMjhgwZorNf8/65ffu2wZEESqWSiRMnlmrSu7ymTJmCu7s77u7u3Llzp0zOKcTTQObMCyHEU+CLL77g9OnTJCYm8sUXXxAUFESfPn2ws7Pj5s2brFq1Svtl38fHhy5duhisx9TUlJYtW3Ly5EmSk5MBwz3umm2aMg4ODoVegssQd3d33nrrLVauXMmVK1cYMGAAo0aNonHjxiiVSo4cOcK6devIzs7G1NSUb7/9ttjnatmyJf7+/ly8eJFly5bRuXNnbQBrYWGhTUJWpUoVZs6cyYcffkhsbCyvvPIKAwYMoHPnzlSvXp2srCyioqK4cOEC+/btIyIigiVLltCoUaNit+1xTJ48mRMnTpCamsqnn37KmTNn6NWrFzY2Nly9epVly5YRFhZGs2bN8h06W7lyZT777DO+/fZboqKiGDhwIKNGjaJVq1ZkZWVx8uRJVq5cSVpaGgqFgu++++6xk/41a9aMjRs3cufOHYYOHUqNGjW4d+8eGzduxM/PD8gdtj506FCd4zp27IijoyNxcXHMnz+fO3fu8MILL1CpUiXCw8P5448/OHXqFK1atSpw2HPeRGUzZszgvffeo2rVqtoh087OzpiY5H5datWqFZDb4z9t2jSGDx+usxa2i4uL9t9z5szh1VdfJSEhgQkTJrBz50769OmDq6srRkZGxMXFcfnyZY4cOcK5c+d4++23tT36RXX58mU+//xzmjdvTteuXWnatClVqlQhKyuLO3fusG3bNk6cOAHkjhrIGzQ/SYryWhRGq1at2LZtG3FxccyYMYP+/ftja2sL5OYIKemHGl26dGHEiBGsXbuWM2fO0KdPH4YOHYqXlxcODg6kpaURHh5OYGAgBw4cIDExkZdffvmxeqObNWtm8P2+fPlybt26BeQ+vH34c6l///6sW7eOnJwcxowZwzvvvIOXlxfm5uZcunSJNWvWEBYW9sj3jxCifEkwL4QQT4Hq1auzevVqxowZQ0xMDFu2bDE4vLhnz57MnDmzwLratGmj7cXT/P9hnp6emJmZaYevent7P/Z8108//RSlUsnvv/9OeHg4X3/9tV4ZW1tb5s+fr13fvjhef/11Nm3aREJCAnPmzGHOnDnafW3atNGOSIDcn9evv/7K559/TkJCAps2bWLTpk0G6zUyMirR9byLqlatWixevJj333+f1NRUfv/9d37//XedMuPGjUOhUBQ4D3bYsGEkJyfz888/c//+fWbMmKFXxszMjO+++y7fh0JFMWHCBH777TeOHz9ucDpDvXr1WLJkiV4QZ2VlxcyZMxk3bhwZGRls3ryZzZs365Rp06YNU6dOpV+/fvme38XFBR8fH/bs2YOfn5/2AYLGoUOHqFWrFgDt2rXD09OTc+fOsWvXLnbt2qVT9urVq9p/16lTh02bNvHhhx9y7do1jhw5wpEjR/Jth7W1db77CuvixYsFzqFu2bIl//vf/x77PKWlKK9FYfTp04elS5cSERHBmjVrWLNmjXafs7NzqQwh/+KLL7C3t2fx4sXExsaycOHCfMtaWVkVaqWCgsyfP5+RI0cafL8D9OrViylTpuht9/DwYPz48SxcuJCkpCTmzZunV+btt9+mYcOGEswL8QSTYF4IIZ4STZo0Ye/evWzYsIGDBw9y69YtlEollSpVwtPTkwEDBhSq5y/vcPmH58trmJub4+npaTDbfXEZGRkxbdo0+vbty6ZNmwgKCuL+/fuYmZlRu3ZtunTpwptvvknlypUf6zxOTk5s2bKFpUuXcubMGaKiogoc6tqtWzcOHTrEH3/8wT///ENoaCiJiYkYGxtTpUoVGjZsSLt27ejVq1eBWaXLQtu2bfH19WXp0qUcO3aMmJgY7O3tadasGW+88QadOnUqMLjQeO+993j++efZsGEDp0+fJiYmBiMjI2rUqEGHDh148803ixRUFcTU1JRly5axefNmduzYwc2bN8nMzKR27dr06dOHt956CwsLC4PHdurUiT///JNly5Zx+vRp4uPjsbW1pUGDBrz44osMGjRIm6ivILNmzaJZs2bs27ePW7dukZqaanCddCMjI1auXMmKFSs4cuQI4eHhKJXKfIdw161bl7/++os9e/awf/9+Ll68yIMHD8jOzsbBwYG6devi5eXFCy+8QNOmTYv2g8ujX79+ODo6cvLkSS5evEh0dDRxcXHaZceaNGlCnz596Nu3r3Y6y5OqsK9FYVhbW7Np0yaWLl3KiRMnuHv3br75FUqKQqHggw8+4KWXXmLTpk2cPn2aO3fukJycjIWFBTVq1KBx48Z07NiRHj165HtvF1bt2rXZtm0bq1at4sCBA9y9excTExMaNWrE4MGD6d+/f77HfvDBBzRv3py1a9dy8eJF0tLScHR0xMPDg6FDh9KhQwe2bdv2WO0TQpQuhbqsFl0VQgghhBBCCCFEiXiyH88KIYQQQgghhBBCjwTzQgghhBBCCCFEBSPBvBBCCCGEEEIIUcFIMC+EEEIIIYQQQlQwEswLIYQQQgghhBAVjATzQgghhBBCCCFEBSPBvBBCCCGEEEIIUcGYlHcDxLMtPj6+vJsghPhPcnIytra25d0MIcqNvb09iYmJ5d0MIcqc3PviWfUk3/uVKlV6ZBnpmRdCCAGAn58fe/bsKe9mCFFujIzka5F4Nsm9L55VFf3er9itF0IIIYQQQgghnkESzAshhBBCCCGEEBWMBPNCCCGEEEIIIUQFI8G8EEIIIYQQQghRwUgwL4QQQgghhBBCVDASzAshhBBCCCGEEBWMrDMvhBACgJ49e1KpUiWSkpLKuylCCCHEMy07O5vs7OzybsZTLz09HZVKVernMTY2xtjYuMTrlWBeCCEEUHq/aIQQQghROGlpaSQnJ5OZmVneTXkm3L9/n5ycnDI5l6mpKba2tlhZWZVYnRLMCyGEEEIIIUQ5S0tLIz4+HnNzc+zs7OQBexkwNjYukxEQ2dnZpKamEh8fD1BiAb0E80IIIQD4559/MDY2pmPHjuXdFCGEEOKZk5ycjLm5OY6OjigUivJuzjOhrIJ5AAsLC+Li4khOTi6xYF4S4AkhhAD+f2ifEEIIIcpWdnY2mZmZWFtbSyD/lFIoFFhZWZGZmVliDxAkmBdCCCGEEEKIcqQJ7mRo/dPNxCR3YHxJBfMyzF4IIcQzJ+VmJGmRMWQrMzC2NMfKuRo29ZzLu1niKXQtPIrb0XGkpauwsjDDxckRtzrVy7tZQgghngISzAshRB7379/n2LFj+Pv7ExERQXx8PLa2tjRt2pTBgwfTuHFjvWPu3LnDxo0buXTpEvfv38fW1hYXFxdeeukl2rdvr1NWpVKxatUqjh07Rnp6Oh4eHowbN46qVavq1bty5Ur27dvHypUrsbW1LbVrflZkZ2QS63eOu74nSL11V2+/dd2a1OzbgaodPTE2Ny2HFoqnRYYqk4OBIWw9HMj1O9F6+xvWcmJQN296eDfB3EzuNSGEEMUjw+wN8Pf3x93dnYULF5Z3U0pNt27d6NatW3k3Q4gnzl9//cXixYuJiorCy8uLQYMG0axZM06ePMnHH3/M0aNHdcpfvnyZ9957j0OHDlGvXj0GDBiAt7c3V69eZdq0aaxbt06n/NKlS9m2bRtNmzala9euBAUFMXXqVL3hVjdv3mTLli2MGzdOAvkSkBYZS9D4WVxftIXUsHsGy6SG3eP6oi0EjZ+F8m5sGbdQPC3Co+MYNn0pM9b6EhoZY7BMaGQMM9b6Mmz6UiKiH5RxC4UQQjwtpGde6Nm5cydr164lNDQUU1NTWrVqxYcffkjTpk31yu7YsYOgoCAuXbrEtWvXyMzMZMaMGQwcOLAcWi7E43N3d2f27Nm0aNFCZ/vFixeZNGkSCxYsoH379piZmQGwbt06MjIy+Oabb3R64YcPH87o0aPZvHkzQ4YMwczMjJycHPbu3Uvv3r355JNPAGjUqBE//fQTV69epUmTJkDuPKq5c+fSunVrunTpUkZX/vRKi4zl/ORFZCkzcjeo1YYL/rc9Iy6Jc5MW4fnTB1jW1B8xIUR+wqPjGDNzDWnpufeaOp97TbM9NiGZ0TNXs2zySGo7VS6zdgohnk2pEdFE7TtNyo1IstMzMLYwx6a+M9V7tcO6tlN5N08UgwTzQsfixYuZP38+zs7ODB06lNTUVHx9fRk6dCirV6/Gy8tLp/zPP/9MZGQklSpVolq1akRGRpZLu7OyslCpVOVyblHyzMzMtAlCylqnTp0Mbm/evDktWrQgKCiIW7du4e7uDkBUVBQKhYLWrVvrlHdycsLV1ZWQkBDS09MxMzMjMTERlUpFw4YNteXc3NwAiI39/57g7du3ExERwbRp00r68grk6emJjY1NmZ6ztGVnZHLpm+W5gXxOTuEOyskhS5nBxenL8Vr4mQy5F4WSocrkk583kpaeQXZOPg+MHpKdoyYtPYMJP//OhuljZMi9EKJUJF+P4NYaXxKDb+rtS7oSxl3fE9g3rUfdN/ti27B2ObRQFJcE80IrLCyMRYsW4erqytatW7VDe19//XUGDx7M119/za5duzAy+v/ZGd9//z0uLi44OzuzbNky5syZU6ZtTkpK4saNG6SlpZXpeTXUajVciUR9PgwS08DeCkULV2jkLMuKPCYrKyvq16+PnZ1deTdFS/OAIW+mWVdXVyIiIjhz5oxOz3xMTAxhYWHUq1dPew329vaYmZlx48YNbbnQ0FAA7Zz5qKgo1qxZw7vvvmtwHn1pqlGjBpUqVSI+Pr5Mz1uaYv3OkRGbUPQDc3LIiE3g/onzOHXzLvF2iafPwcAQoh4kFfm47Bw1UQ+SOBR4mT7tPUqhZUKIZ9mDoCtcnrWOnIzMAsslBt/kwtdLaPzZcCp7NSr1dn3//ffs2rULOzs7du3apR3xmFdQUBDjxo3jnXfeYdSoUYWuW3Pcw6ysrHB1deWFF17g1VdffayOo7t37zJw4ED69OnD1KlTi13P43pmgnmVSsXmzZs5evQooaGhxMXFYWtri5eXF2PHjtUOby2IZo75jh07mD17NocOHSIlJYWmTZvyxRdf0LRpU6Kjo5k1axYnTpwgNTUVb29vpk6diqurq159QUFBLF26lHPnzqFUKnF2dqZPnz6MGjUKS0tLnbLu7u60adOG2bNnM2fOHE6cOEFcXBxr1qyhbdu2nD59mh07dnD27FliYnLn6NWtW5chQ4YwZMiQQv2Mtm3bRlZWFu+//77OHN3GjRvTr18/tm3bRlBQkE4P5MPJvcpSQkICISEh+Q5jLG1qtRq1bxBciQQFoAZSlKjvxMGNKOjrJQH9Y0hLS+PSpUs0adIEBweH8m4OMTExnD17lsqVK1O3bl3t9pEjRxIcHMy3337Lc889R61atUhISMDPz48aNWrw1VdfacsaGRnRq1cvdu3aRVpaGnZ2duzfv58GDRpoe/rnz59PvXr16N+/f5lf49Poru8JUCjyH1pfEAWEbj1AdBX9Lxji6WRsbFzs5YLW7T6u/VVQVAqFgq1HzkgwL4QoUcnXI7j80zpyVAUH8ho5GZlcnrUOj+/eK9Ue+tTUVA4dOoRCoSApKYl//vmHF154ocTP06hRIzp06ABATk4OcXFx+Pn58fPPP3Px4kV++OGHEj9nWXtmgvnExER++OEHvL296dKlC3Z2dkRERHD48GGOHTvG+vXr8fB49C9RlUrFW2+9RUZGBj4+PsTFxbFnzx7eeustNm7cqO1N69+/P7dv3+bIkSOMGTOG3bt36/Tm7dmzh4kTJ2JmZoaPjw+Ojo6cOHGCX375BT8/P9atW4e5ubnOuRMSEhgyZAj29vb06dOHjIwM7ZDY5cuXEx4eTosWLahevTpJSUn4+fkxdepUbt26xZQpUx55bQEBAQDamz6vjh07sm3bNgICAvSGE5cHtVrN7du3yy2QB3KD+Cv/TSvQNEOdZ1/96tC4Vnm07KmheZ3t7e3L9cFIVlYWP/74I5mZmbz77rs67+U6deqwYMECvvvuO/z8/LTb7ezs6NWrFzVq1NCpa8yYMZiYmHDs2DFUKhWtWrVi3LhxGBsbc+DAAS5cuMDixYtJT09n4cKFHD9+HMgd/j9+/Hi9B30l6fLly5ibm1OvXr1SO0dZSrkZaTBrfaGpIedePEmhESicHEqsXeLpE/kgmTv3i94rr6FWq7kWEc218ChZtk4IUWJurfEtdCCvkZORya21vnh8914ptQoOHjyIUqnktddeY/Pmzfz999+lEsw3btxYr0c/KSmJYcOGcfjwYSIjI6lTp06Jn7csPTPBvL29PUePHsXJSTe5w/Xr1xk8eDDz5s3jt99+e2Q9sbGxeHl5MWfOHO3QjMaNGzN79myGDh3KwIEDmTJlijbwmD59Ohs3buTQoUP07NkTgJSUFL7++muMjY3ZtGkTjRrlDmX55JNPmDhxIrt372bFihV6w0OuXbvGwIED+f7773WCCc15atfWfYKWlZXF6NGjWbt2LSNGjKBmzZoFXltYWBhWVlYGh/a6uLgAcPv27Uf+jMpCdnY2KSkp5doG9fkw8u2GUeTuV0gw/9hSUlLIzs4utzn0OTk5zJo1i4sXL9KnTx+9XzZXrlxh2rRp1K1bl19//ZXatWsTHx/Pjh07+PXXX7l06RJff/21try5uTljx45l7NixOvUkJCSwZMkShg4diouLC/Pnz+fUqVNMmDABgIULF2JhYcGHH35YatcaFhYG8NQE82n5ZBIvsvgUkGBeFCA2UVki9YRHx0kwL4QoEakR0QbnyBdG4qWbpEVEY1VKSfH+/vtvjI2NeeONN7h+/TqBgYHcu3dPpwNk+fLlrFy5Eshdqlfzb8gdTfyouCY/dnZ2NG3alKNHj5KQkKATzB89epRDhw5x+fJlYmNjMTExoUGDBgwZMkRnFbBdu3bx/fffA7B79252796t3ffLL7/o5RgrTc9MMG9mZqYXyAM0bNiQtm3b4ufnR2ZmJqamj04+M3nyZJ3Aol+/fsyePZusrCw+/vhjnR7Efv36sXHjRq5cuaIN5g8ePEhycjKvvfaaNpCH3CG4n332Gfv372f79u16wbypqSmfffaZXiAP6AXykDu/d+jQoZw4cQJ/f38GDBhQ4HWlpKRQubLhbLqaEQDJyckF1lFU9vb2OnPwCyszs2hPGUtFYlr+4ynV/+0XJcLBwaFQ782SlpOTw7fffsvhw4fx8fFh+vTpOverpsfexMSEn3/+GQsLCyB37nmTJk2Ii4vj6NGj3L59G09PzwLPNXv2bKpUqcLYsWNRqVTs3buXMWPG8MorrwC5wf7y5cv57LPPsLKyKrVrBqhUqVKp1l9WEhUl9CsuI6tk6hFPrYzMkrlH1EYmT837T1Q8cu+Vr/T0dO7fv4+xsbHB7/pFFb3f/7GOj9rvT8PRBccOxXHz5k0uXbpEhw4dqFatGv369SMwMJDdu3czevRobbnWrVsTFRWFr68vrVq10gmQHRwcCvwZafYpFAq9csnJyYSEhGBpaantvNCUWbx4MaamprRo0YIqVaqQkJDAsWPH+OKLL/j000+1U5cbNWrE0KFD2bRpEw0bNuT555/X1l+rVq1Hts3IyAh7e3vt98bH8cwE85A7hHTFihUEBQVx//59vYAwPj6eatWqFViHvb293pMgTU+2q6ur3hBYzT7NPHZNOwDatGmjV3/NmjWpVasWYWFhpKSk6GSWrlWrVr7BdkpKCqtWreLgwYNEREToJYTLe/4nSWJiYrGOU6vV2NjYlG/vvL0VpCjz7ZnHvnQDrmeFjY0NycnJZT7MPicnh9mzZ3PgwAG6du3KRx99pHe/3rp1i8jISDp27IhSqUSp1O2da9KkCUePHuXff//Vjm4xxN/fnwMHDjB37lxSUlK4ceMG2dnZ1KxZU5uMztnZmaysLEJCQqhfv37JX3AeT0sCvAx1CQXh5s/Ur0pRDOamJXOPKHKynpr3n6hYnrbkpxWRSqUiJyeH7OzsYufuyCs59M7jHX/jTom042F//fUXAL179yY7O5vOnTtjaWnJ33//zVtvvaXtNPH09CQ7OxtfX19atmzJO++8o1NPQW3T7AsJCWHJkiVAbuwQFxfHiRMnUCqVTJkyRRu3acrPnTsXZ2dnnbo++ugjRo0axZIlS+jXrx8WFhY0aNCAwYMHa4P5orYtJyeHxMREve+NDyvMA7Zn5hvK2bNnefPNN4HcOeGurq5YWVmhUCg4ePAgV65cKdTSZoaWbdL00hvap3kyk5X1/18qNQFolSpVDJ6jWrVqhIWFkZqaqlNnfuVVKhUjRowgODiYJk2a0L9/fxwcHDAxMSEyMpLt27cX+try63nXtDlvYrzypFAocHFxKdcEeIoWrrnJ7gxR5+4Xj0fzOpdnIP/8888zefJkg09ZNQ8E83sopdluKEOrhlKpZMGCBfTr14+mTZsarD/vvyWpYuFZORf8cLawrGs5YfyEfPaJ0lXcBHiuNQq57OEjuFQ3/HteCCGKKjs94/GOVz7e8YZkZWWxd+9erK2t6dy5M5CbYb5Lly7s3buXM2fO0LZt2xI735UrV7hy5YrONoVCQe/evWnWrJle+YcDeU37+vbty4IFCwgJCaFVq1Yl1r6S8MwE80uWLEGlUrFhwwa8vXWXGTp37lyZtkUToN+/f9/gfs1609bW1jrb8/sSf+jQIYKDgxk0aBD/+9//dPb5+vqyffv2QrXL1dWVf//9l9jYWL1585q58gX1LpY1BwcHmjVrVn5L0zVyzs1anzebvebvRs65f0SxldfSdHkD+c6dOzNlypR8h0tpHgoGBwcTGBio89kSExODr68vCoWiwOSaq1atQq1W6zzVrVmzJiYmJgQEBNCxY0cgN0GlqampXkI9kT+bes5Y161Jati9YmazV2BdtwYtez1f4m0TT6bi9k56AFtPXSM0MqZYD5gVCgUNa1WjYSnNTxVCPHuMLcwfXaig4y0f73hDjh07Rnx8PC+++KJOom8fHx/27t3Lzp07SzSYHzBgAJMnTwZye+YfPHhAQECANi/RypUrdebMP3jwgLVr13Lq1CmioqLIyNB9oJFf7FaenplgPjw8HAcHB71AXqlUEhISUqZtady4MZD75bxPnz46++7du0dERAS1a9c22NNvSEREBADdu3fX2xcYGFjodrVu3Zp///2XEydO8PLLL+vs02TpNjQ1oDzZ2dnRsmVLsrKyCjX6oKSpPT2JPx1M7KFAVPcTMKviQNXu3lRq1xRFMXIBiFxmZmbllvBu/fr1HDhwAEtLS2rVqsWGDRv0yrRv354GDRpgZmbG6NGjmT9/Pl9++SVt27bVJsDz8/NDqVQyaNAgatUynAgxJCSEnTt3Mn36dJ158JaWlvTu3Ztdu3Zpf5EcPnyYl156qVSz2T+NavbtwPVFW4p3sFqNc9+OJdsg8dQa1M2bGWt9i3WsWq1mUNfyXylGCPH0sKnvTNKVsOIfX6/kO6V27twJoBf/tG7dmqpVq3L8+HESExOxt7cv8XMrFAocHR3x8fFBpVIxY8YM1qxZo01SnJiYyNtvv01UVBQeHh60bt0aW1tbjIyMuH79unYVoifNMxPMOzs7ExYWxvXr12nYsCGQO2dh5syZPHjwoEzb0qNHD2xtbdm2bRvDhg3TtketVmsT6T0qWV1emjn8QUFBOpkWAwIC2LKl8F9iBw4cyKpVq1i8eDHdu3fXDqm/fPkyu3bton79+mWanbEoTExMyi34s+7Rllo9Su4poihfUVFRQO6Dvt9//91gGScnJxo0aABA3759qV69Otu3byckJAR/f38sLS1p0KABffv2NfiQDXKHms2bN49OnTrx3HPP6e0fPXo0WVlZHDt2DMidW/bw8iolrWbNmgVOCaiIqnb0JHzzATLikiCnCEOhjYwwd7SjSocWpdc48VTp4d2E33YdJzYhmeycwvfOGxspqOpgS3fvxqXYOiHEs6Z6r3bc9T1R7ONr9GpXgq2B6Oho7TLY77//fr7l9u7dq000V1o00xo1ecwgN8N+VFQUo0eP5u2339Ypv3btWu33sSfNMxPMv/HGG/j5+fH666/j4+ODmZkZAQEBREdH06ZNG+3NVRZsbGz47rvvmDhxIoMHD8bHx4fKlStz8uRJgoOD8fDw4N133y10fV27dsXZ2ZkVK1ZoH1bcunWLo0eP0qNHD/bt21eoeurWrcsHH3zA/Pnzeemll+jZsyepqan4+ub2NHz33Xd6mee3bNlCUFAQkLt0nmab5ufp5eXFq6++WuhrEaK8TZo0iUmTJhXpGC8vryI/6DIxMWH58uX57re0tGTixIlMnDixSPU+jhYtWjx1SZCMzU1pNm0U5ycvIkuZUbiA3sgIE0tzmk8fhbF52a+iIComczNT5n70GmNmriEtPaNQAb2xkQIrC3PmffQ65mZyrwkhSo51bSfsm9Yr1vJ09s3qlfiydL6+vuTk5NCiRQuDa7tnZ2eze/du/v77b20wr5nmmFOUh/GFoMkRlrfeyMhIAO1c/rwMTckurbYV1TMTzHft2pUFCxawdOlSdu7ciYWFBe3ateOXX37hl19+KfP2+Pj4ULVqVZYuXcqBAwdQKpU4OzszduxYRo0apTOP5FGsra1Zs2YNs2bN4syZMwQEBNCgQQNmz56No6NjoYN5yH1S5uzszJo1a9i4cSOmpqZ4e3vz0Ucf6SXngtzRAA/PyT979ixnz57V/l+CeSFEebJyrornTx9wcfpyMmITQKEwPIf+v+3mjnY0nz4Ky5pV9csIUYA6To4smzySCT//TtSDJBQKhcE59JrtVR1smffR69R2MrxSjRBCPI66b/blwtdLyMko/JLORuam1B3Rt0TboVar2bVrFwqFgqlTpxpMNAe5U4cvXrzI5cuXady4sTZvUnR0dIm1JTs7m82bNwPQsmVL7fbq1asDcP78ee3oS4B9+/Zx8uRJvXpsbW1RKBQl2rbiUKjLKxW4EDw9S2AJ8TSIi4vD1tb2qRtqr5Gdkcn9E+eJ9PUj9eZdvf3W9Wri3LcjVTq0kB75Z1RJjUzJUGVyKPAyW4+c4VqE/hc9t9pODOramu7ejaVHXjwRnrZRWRWRSqUiJiaGatWqlejv4QdBV7g8a12hAnojc1Mafzacyl6NSuz8AGfOnGH8+PG0bNmSxYsX51vur7/+4scff9QmrsvOzubll18mMTGRPn36aJcQHzx4cIG5xYKCghg3bhyNGjWiQ4cO2u3x8fEEBQVx+/ZtqlevzsqVK6lWrRrZ2dnExMTw+uuvo1Qqef7556levTrXr18nMDCQzp07c/ToUb766iv69eunre/tt9/m8uXL9OrVi9q1a6NQKPDx8SkwWXFRXmdZmk4IIUShaabH+Pj4lHNLSoexuSlO3bxx6uZNys1I0iJjyVamY2xpgZVz1VJJ9iOeTeZmpvRp70Gf9h5cC48iPDqO1HQV1hZm1HFyxK1O9fJuohDiGVHZqxEe373HrbW+JF7Kf8i9fbN61B3RF9uGtUu8DX///TeQm2eoIC+88ALz5s3jwIEDfPTRR1hYWDBjxgx++eUX9u/fr129qnfv3oVKFP7w0nTm5ubUqFGDYcOGMWLECJ1Ee9WqVWPx4sUsWrSIM2fOkJWVhbu7Oz///DPR0dEcPXpUr/7p06czf/58Tpw4QUpKCmq1mhYtWpTpykPSMy/KlTwFFuLJsWfPHuDpDeaFeBTpnRTPKrn3y19p9cznlRoRTdS+06TcjCRbmYGxpTk29Zyp0atdic+RryiMjY3Jzs4us/NJz7wQQgghhBBCiCKxru1E/XdfKu9miBIkC2ELIYQQQgghhBAVjATzQgghhBBCCCFEBSPBvBBCCCGEEEIIUcHInHkhhBBAbhIYIyN5xiuEEEIIURFIMC+EEAKAnj17SkZjIYQQQogKQrpghBBCCCGEEEKICkaCeSGEEEIIIYQQooKRYfZCCCEA2L9/P0ZGRvTo0aO8myKEEEIIIR5BgnkhhBAAZGdnk52dXd7NEEIIIYQQhSDD7IUQQgghhBBCiApGeuaFEEIIIYQQ4imXlZ3D6Uuh3I6KIy1DhZW5GS7VHWnXrAEmxtLHWxFJMC+EEEIIIYQQT6m4xBR2HP+Xv/3OEZuQrLe/qoMtL3b05KVOLXG0tymHForikmBeCCGEKGMpNyNJi4whW5mBsaU5Vs7VsKnnXN7NEkKUkWvhUdyOjiMtXYWVhRkuTo641ale3s0ST6F/r93m8yV/kpKWnm+Z2IRkVu06zh+HzzDjvVdo6eZShi18tG+//Zbdu3ezbds2atasWd7NeaJIMC+EEHncv3+fY8eO4e/vT0REBPHx8dja2tK0aVMGDx5M48aNDR537949Nm7cSFBQEPHx8VhbW+Pi4sKLL75Ily5dtOVUKhWrVq3i2LFjpKen4+Hhwbhx46hatapenStXrmTfvn2sXLkSW1vbUrtmUTayMzKJ9TvHXd8TpN66q7ffum5NavbtQNWOnhibm5ZDC4UQpSlDlcnBwBC2Hg7k+p1ovf0NazkxqJs3PbybYG4mnwHi8f177TYTF2xClVW45LYpaelMXLCJOR8OLZWA/u7duwwcOJB27doxf/58g2WCgoIYN24cAwYMYPLkyfnWpSn3zjvvMGrUqBJva0XxzEyO8Pf3x93dnYULF5Z3U8pMt27d6NatW3k3Q4gK5a+//mLx4sVERUXh5eXFoEGDaNasGSdPnuTjjz/m6NGjescEBQUxevRojhw5QpMmTXjllVfo2LEjmZmZ/Pvvvzplly5dyrZt22jatCldu3YlKCiIqVOn6mWRv3nzJlu2bGHcuHFlFsi3adOG7t27l8m5njVpkbEEjZ/F9UVbSA27Z7BMatg9ri/aQtD4WSjvxpZxC4UQpSk8Oo5h05cyY60voZExBsuERsYwY60vw6YvJSL6QRm3UDxt4hJT+HzJn4UO5DVUWdl8seRP4hJTSqllRTd27Fg2bdpEtWrVyrspTxzpmRd6du7cydq1awkNDcXU1JRWrVrx4Ycf0rRpU72yO3bsICgoiEuXLnHt2jUyMzOZMWMGAwcOLIeWC/H43N3dmT17Ni1atNDZfvHiRSZNmsSCBQto3749ZmZmAMTExPDtt9/i6OjITz/9pPeLJm+QnpOTw969e+nduzeffPIJAI0aNeKnn37i6tWrNGnSRHvM3Llzad26tU6vfmlzdHSkUqVKxMfHl9k5nwVpkbGcn7yILGVG7ga12nDB/7ZnxCVxbtIiPH/6AMua+iM2hBAVS3h0HGNmriEtPfczQJ3PZ4Bme2xCMqNnrmbZ5JHUdqpcZu0UT5cdx/8tcGh9QZLT0tnp9y9v9e1Uwq0qnipVqlClSpXybsYTSYJ5oWPx4sXMnz8fZ2dnhg4dSmpqKr6+vgwdOpTVq1fj5eWlU/7nn38mMjKSSpUqUa1aNSIjI8ul3VlZWahUqnI5tyh5ZmZmmJiUz8dTp06Gf3E1b96cFi1aEBQUxK1bt3B3dwfg999/Jy0tjenTpxt8YmxsbKz9d2JiIiqVioYNG2q3ubm5ARAb+/89sdu3byciIoJp06aVyDWJ8pOdkcmlb5bnBvI5OYU7KCeHLGUGF6cvx2vhZzLkXogKLEOVySc/byQtPYPsnHwe5D0kO0dNWnoGE37+nQ3Tx8iQe1FkWdk5/O137rHq2Hn8HMN7d3gistw/PGd++fLlrFy5Esidkqj5N6Atk5KSwu+//87hw4eJjo5GoVBQuXJlPDw8GDVqFDVq1CivyylREswLrbCwMBYtWoSrqytbt27VDu19/fXXGTx4MF9//TW7du3CyOj/39Tff/89Li4uODs7s2zZMubMmVOmbU5KSuLGjRukpaWV6XnVajVciUR9PgwS08DeCkULV2jkjEKhKNO2PK2srKyoX78+dnZ25d0ULc0DBk2ArlarOXbsGHZ2drRs2ZJr165x4cIF1Go19evXx9PTU+f9Ym9vj5mZGTdu3NBuCw0NBdDOmY+KimLNmjW8++67BufRl6bz589jZmaWb14AUXSxfufIiE0o+oE5OWTEJnD/xHmcunmXeLuEEGXjYGAIUQ+Sinxcdo6aqAdJHAq8TJ/2HqXQMvE0O30p1GDW+qKITUjm9KVQOrZwK6FWlZxWrVpx7949du/eTcuWLWnVqpV2n62tLWq1mo8++ojg4GA8PDxo164dRkZGREVFcfz4cXr37i3B/JNApVKxefNmjh49SmhoKHFxcdja2uLl5cXYsWO1Q1YLoplTvmPHDmbPns2hQ4dISUmhadOmfPHFFzRt2pTo6GhmzZrFiRMnSE1Nxdvbm6lTp+Lq6qpXX1BQEEuXLuXcuXMolUqcnZ3p06cPo0aNwtLSUqesu7s7bdq0Yd68ecyaNYujR4+iVCpp1KgREydOpG3btjrlL126xLZt2wgICODevXtkZmZqE2y99dZbmJoafnKblJSkvbakpCTq16/Pu+++S79+/XTKbdu2jaysLN5//32dObqNGzemX79+bNu2jaCgIFq3bq3d1759+0f+jEtLQkICISEh+Q5XKy1qtRq1bxBciQQFoAZSlKjvxMGNKOjrJQF9CUhLS+PSpUs0adIEBweH8m4OMTExnD17lsqVK1O3bl0gN/BOTk7Gzc2N+fPn4+vrq3NMgwYN+Pbbb7VBuZGREb169WLXrl2kpaVhZ2fH/v37adCggbanf/78+dSrV4/+/fuX7QWSm5gGkGC+BN31PQEKRf5D6wuigNCtB4iuYlbyDRMGGRsb6+WvEOJxrNt9XPtVoagUCgVbj5yRYF4U2e2ouBKpJ7yUcjfcuXOH5cuXG9x3757hvDJ5aUYK7969m1atWuklwAsNDSU4OJguXbowc+ZMnX0qlYqsrKxitvzJU6GD+cTERH744Qe8vb3p0qULdnZ2REREcPjwYY4dO8b69evx8Hj0B6BKpeKtt94iIyMDHx8f4uLi2LNnD2+99RYbN27U9pD179+f27dvc+TIEcaMGcPu3bt1htDu2bOHiRMnYmZmho+PD46Ojpw4cYJffvkFPz8/1q1bh7m5uc65k5KSeP3117GxseGll17Snvudd95h27Zt2iG4AH/88QdHjhyhdevWdO7cmfT0dAICApgzZw4XL140mNxPpVIxcuRI0tLS6N+/P0qlUtvO+Ph4hg8fri0bEBAAQIcOHfTq6dixo/ZBQt5gvryo1Wpu375d5oE8kBvEX/lvOoHm9Oo8++pXh8a1yr5dTyHN62xvb1+uD0iysrL48ccfyczM5N1339W+7zVzy0NDQ4mIiODTTz+lffv2pKamsnHjRnbv3s23336r894cM2YMJiYmHDt2DJVKRatWrRg3bhzGxsYcOHCACxcusHjxYtLT01m4cCHHjx8Hcof/jx8/Xu+hoHhypdyMNJi1vtDUkHMvnqTQCBRODiXWLiFE2Yh8kMyd+0XvlddQq9Vci4jmWniULFsniiQto2SmnmryPJS0O3fu6AyNLy0Px12QO5VTk/foaVChg3l7e3uOHj2Kk5OTzvbr168zePBg5s2bx2+//fbIemJjY/Hy8mLOnDnaYbSNGzdm9uzZDB06lIEDBzJlyhRtMDF9+nQ2btzIoUOH6NmzJwApKSl8/fXXGBsbs2nTJho1agTAJ598wsSJE9m9ezcrVqxg3LhxOue+cuUKr7/+Ol9//bV2OG67du346quvWL9+Pd9++6227Hvvvce0adN0HiCo1Wq+/PJL/vzzT4KCgvTmtMfGxuLq6sqmTZu0N+57773Hyy+/zE8//UTPnj21P7+wsDCsrKwMDu11ccldnuL27duP/HmWhezsbFJSyifLpvp8GPk+Zlfk7ldIMF9iUlJSyM7OLrc59Dk5OcyaNYuLFy/Sp08fXnjhBe0+zcOknJwcRo4cSa9evYDcIV4TJkzg5s2bXLlyhUuXLtGsWTMg9xfL2LFjGTt2rM55EhISWLJkCUOHDsXFxYX58+dz6tQpJkyYAMDChQuxsLDgww8/LIvLFiUgLZ+M1UUWnwISzAtR4cQmKkuknvDoOAnmRZFYmZdMsGploR8Ml4TCLE33OFxdXWnQoAH79+8nJiaGzp0706pVK9zc3HSmPz4NKnQwb2ZmphfIAzRs2JC2bdvi5+dHZmZmvsPP85o8ebJOsNCvXz9mz55NVlYWH3/8sU6vYL9+/di4cSNXrlzRBvMHDx4kOTmZ1157TRvIQ+6w2s8++4z9+/ezfft2vZvTysqKTz/9VOfGGjBgANOnT+fSpUs6ZWvWrKnXboVCwbBhw/jzzz85deqUXjAPMGHCBJ0nUNWrV2fEiBH8/PPP+Pr68vbbbwO5QVPlyoazptrY2ACQnPx4828eZm9vX6w3VWZmZom2o0gS0/IfL6f+b78oUQ4ODoV6H5e0nJwcvv32Ww4fPoyPjw/Tp0/XuV/zzrfq1asXlSpV0jm+a9euXLlyhYiIiHwT62nMnj2bKlWqMHbsWFQqFXv37mXMmDG88sorQG6wv3z5cj777DOsrKxK8Cr1PXwdongSFSX0Kzbj6RkOKMSzJCOzZN67aiOTMvlcls/+8pWens79+/cxNjbW6bgrjroltBKKa40qj92WvPLWlV+9mu0KhULn35p9mm2av42MjPTqMjY2ZvHixSxfvpzDhw+zYMECIPcef/XVV3n77bcL1ZbSYGxsjJGREfb29lhYWDx2fRU6mAe4fPkyK1asICgoiPv37+sFefHx8Y9ck9De3l4vUNb0Tru6uuoNa9Xsi4n5/16Xy5cvA7nrND+sZs2a1KpVi7CwMFJSUrSBsaZ+a2trnfImJiY4OjqSlKQ7NEulUrFhwwZ8fX25efMmaWlpOsPM87Ynb10tW7bU2+7tnZtQKSQkRG9fWUpMTCzWcWq1Ghsbm/Lpnbe3ghRlvj3z2JduoPWssbGxITk5ucyH2efk5DB79mwOHDhA165d+eijj/TuVxsbG4yMjMjJySE7O1tvSTfNL4eEhIQCl3vz9/fnwIEDzJ07l5SUFG7cuEF2djY1a9bUHufs7ExWVhYhISHUr1+/hK9WlyxNVzIy1CUUhJtX+F/VQjyTzE1L5r2ryMkq9c9lWZa0/KlUKu33icfN3dGmST2qOtg+VhK8qg62tG1ar0TziOStK796NdvVarXOvzX7NNs0f2t+Zg+ztbXlk08+YcKECYSFhREUFMSWLVtYtmwZxsbGvPnmm0DZ50rJzs4mJyeHxMRElMqCR+8U5gFbhf6GcPbsWe0L0aFDB1xdXbGyskKhUHDw4EGuXLlSqOXK8gbXGppeekP7NF/Q8yZP0ASV+a2BWK1aNcLCwkhNTdWp01D9mvPnPLSM0YcffsiRI0dwdXWlT58+ODo6YmJiQlJSEmvXrjV4rZUqVTLY8+3o6KjTbk1b8ut515TLmxivPCkUClxcXMolAZ6ihWtusjtD1Ln7RcnQvM7lGcg///zzTJ482eBTWzMzM5o2bcrFixcJDw/XDqXX0ExLMTSCSEOpVLJgwQL69etH06ZNdfblfTip+bckV6w4rJwLfpBcWNa1nDB+Qj57n3aSAE+UJNcahVyO8hFcqsv62qJoTIyNeLGjJ6t2HS92Hf07eWL8BA9J13wvezheephCoaBu3brUrVuXTp068dJLL3H8+HFtDFnRVehgfsmSJdreak1Ps8a5c+fKtC2aoPz+/fsG92vWkH64F76wLly4wJEjR+jYsaP2iZLGuXPnWLt2rcHj4uPjycnJ0Qvo4+LidNoNuaME/v33X2JjY/XmzWuCEs3c+SeBg4MDzZo1K/ul6Ro552atz5vNXvN3I+fcP+KxldfSdHkD+c6dOzNlypQCh1/169ePixcvsnbtWr7//nvtlJbw8HAOHDiAlZVVgUkjV61ahVqt5p133tFuq1mzJiYmJgQEBNCxY0cgN0GlqalpqS6l4urqajBZjCgem3rOWNetSWrYvWJms1dgXbcGLXs9X+JtE4ZJ76QoSR7A1lPXCI2MKVbHg0KhoGGtajSsnf8DYSHy81Knlvxx+AwpaelFPtbWyoL+HfVH9j5JNN8Po6Oj9fZpVud5eOT1gwe52fklAd4TIjw8HAcHB71AXqlUlvnwcc1STgEBAfTp00dn371794iIiKB27dr59sQ/SkREBADPP/+8XmARGBiY73FZWVn8+++/enPpNcfkXb6vdevW/Pvvv5w4cYKXX35Zp7yfnx9geBpBedKs752VlVWoURglRe3pSfzpYGIPBaK6n4BZFQeqdvemUrumKJ7gp5gVhZmZWbklvFu/fj0HDhzA0tKSWrVqsWHDBr0y7du3p0GDBkDuvHg/Pz+OHz/Oe++9h5eXF6mpqfj5+aFSqZg0aVK+I1pCQkLYuXMn06dP15kHb2lpSe/evdm1axcZGbmZZA8fPsxLL71UqtnsGzduLMFMCavZtwPXF20p3sFqNc59O5Zsg4QQZWpQN29mrPV9dEED1Go1g7qW/wpComJytLdhxnuvMHHBJlRZhR9xZGZizIz3B+FoX7yYpay4uLhQtWpVDh48iJmZmXZa9eDBg7l+/TpTpkyhSZMm1K1bF0dHR2JjY/nnn38wMjJi6NCh5dz6klOhg3lnZ2fCwsK4fv06DRs2BHLnIcycOVP75KWs9OjRA1tbW7Zt28awYcO07VGr1dpEegMGDCh2/ZonS0FBQTrLyV2/fp1ly5YVeOy8efNYtWqV9ilUVFQUa9euxczMjL59+2rLDRw4kFWrVrF48WK6d++uDUAuX77Mrl27qF+/vsEEe08CExOTMg/+rHu0pVaPtmV6TlH6oqKigNyHgr///rvBMk5OTtpgXqFQ8OWXX/LXX3+xd+9efH19MTU1pUmTJrz22mu0aNHCYB1ZWVnMmzePTp068dxzz+ntHz16NFlZWRw7dgyA3r17662jKp58VTt6Er75ABlxSfCIoYA6jIwwd7SjSgfD948QomLo4d2E33YdJzYhmeycwvfOGxspqOpgS3fvxqXYOvG0a+nmwpwPh/LFkj9JLkQPva2VBTPeH4Rnwzpl0LrHY2xszIwZM/jll1/Yv3+/dpRu7969ady4McOHD+fs2bOcOHGClJQUHB0dad26NW+88YbetMiKTKEul4W6S8aRI0d47733sLOzw8fHBzMzMwICAoiOjsbNzY2AgAAOHTpErVq18Pf3Z8SIEXzwwQeMHz9eW0e3bt2A3F6vh7m7u9OmTRvWrVuns/3OnTt0796dAQMG8OOPP2q3a9ZvNzc3x8fHh8qVK3Py5EmCg4Px8PBg/fr1OkNY86vfULuys7MZOnQoFy5cwNvbmxYtWnDv3j0OHz5Mly5d2Ldvn157unXrhkqlolq1aqSlpdG1a1ftOvMJCQl89dVXOg8GABYvXsz8+fNxdnamZ8+epKam4uvrS2ZmJqtXr9YL5rds2UJQUBAA165dIzg4mFatWmmH43t5efHqq6/m9xJKD6AQT5B79+5hY2PzxOTGeFqkRcZyfvIispQZhQvojYwwsTTH86cPsCyhjMSicGRkiigN4dFxjJm5hrT0jEIF9MZGCqwszFk2eSS1nQyvMlTS5N4vfyqVipiYGKpVq1biw8DjElPY6fcvO4+fM5gUr6qDLf07edK/Y8snvke+pJV1rpSivM5PfQK8rl27smDBApYuXcrOnTuxsLCgXbt2/PLLL/zyyy9l3h4fHx+qVq3K0qVLOXDgAEqlEmdnZ8aOHcuoUaMeay6qsbExS5cuZfbs2Rw/fpyLFy/i4uLCpEmT6Ny5M/v27TN4nJmZGb/99htz5sxh586dJCUlUa9ePb7++mv69eunV/7999/H2dmZNWvWsHHjRkxNTfH29uajjz7SS84FuSMFtm/frrPt7NmznD17Vvv/goJ5IcSTQ5NrxMfHp3wb8pSxcq6K508fcHH6cjJiE0ChMDyH/r/t5o52NJ8+SgJ5IZ4SdZwcWTZ5JBN+/p2oB0koFAqDc+g126s62DLvo9fLLJAXTz9Hexve6tuJ4b07cPpSKOHRD0hLz8DKwpw6TpV5rnmDJzrZnchfhe6ZFxWfPAUW4smxZ88eQIL50pKdkcn9E+eJ9PUj9eZdvf3W9Wri3LcjVTq0wNjctBxaKKR3UpSmDFUmhwIvs/XIGa5F6CftcqvtxKCurenu3Rhzs7L9DJB7v/yVZs+8yJ/0zAshhBDikYzNTXHq5o1TN29SbkaSFhlLtjIdY0sLrJyrYlNPVsIQ4mlmbmZKn/Ye9GnvwbXwKMKj40hNV2FtYUYdJ0fc6lQv7yYKISoYCeaFEEKIMmZTz1mCdyGeYW51qkvwLoR4bDI5QgghhBBCCCGEqGAkmBdCCCGEEEIIISoYGWYvhBACACsrK4yNjcu7GUIIIYQQohAkmBdCCAFAly5dJKOxEEIIUQ40D9PLMrO6KHtZWVkAJdZ5IsPshRBCCCGEEKIcGRsbY2pqSmpqKrJy+NNJrVaTlpaGqalpiQXz0jMvhBACyO0NkB4BIYQQonzY2toSHx9PXFwcVlZWmJhIqFbaymqd+aysLNLS0sjIyCjU+vGFJXeIEEIIAPbv3w+Aj49PObdECCGEePZYWVkBkJyczIMHD8q5Nc8GIyMjcnJyyuRcpqamVKpUSfs6lwQJ5oUQQgghhBDiCWBlZYWVlZWMlisj9vb2JCYmlvp5jI2NSyXJsATzQgghhBBCCPEEKa3gT+iysLBAqVSWdzOKTRLgCSGEEEIIIYQQFYwE80IIIYQQQgghRAUjwbwQQgghhBBCCFHBSDAvhBBCCCGEEEJUMJIATwghBAAdO3bEzs4OtVpd3k0RQgghhBCPIMG8EEIIAGxtbXFwcCA+Pp6Um5GkRcaQrczA2NIcK+dq2NRzLpXzXguP4nZ0HGnpKqwszHBxcsStTvVSOZcQQgghxNNCgnkhhMjj4MGDXLp0iWvXrhEWFkZmZiaffvopvXr10imXlZXFqVOnOHXqFFeuXCE2NhaFQoGLiws9e/akT58+ekvKqFQqVq1axbFjx0hPT8fDw4Nx48ZRtWpVvXasXLmSffv2sXLlSmxtbUv1mjWyMzIJ33OC63/sJ/XWXb391nVrUrNvB6p29MTY3PSxzpWhyuRgYAhbDwdy/U603v6GtZwY1M2bHt5NMDd7vHMJIYQQQjyNZM58CfD398fd3Z2FCxfq7fPz82Po0KG0bt0ad3d3xo4dWyptGD58OO7u7qVStxDPktWrV+Pr60tMTAyVK1fOt9zdu3f59ttv8fPzo3bt2vTv359u3boRGxvLggULmD59ut5w9aVLl7Jt2zaaNm1K165dCQoKYurUqWRnZ+uUu3nzJlu2bGHcuHFlFsinRcZycvT/ODdzNalh9wyWSQ27x/VFWwgaPwvl3dhinys8Oo5h05cyY60voZExBsuERsYwY60vw6YvJSL6QbHPJYQQQgjxtJKe+VJ0584dxo4di52dHQMHDsTGxoZ69eqVd7Me6fjx4yxdupTg4GAUCgVNmzZl7NixPPfcc3plDx8+zIkTJwgODubKlSsolUo++OADxo8fXw4tF+LxffLJJzg7O+Pk5MSmTZtYuXKlwXJWVlaMHz+eF154AUtLS+12pVLJp59+yunTpzl27BhdunQBICcnh71799K7d28++eQTABo1asRPP/3E1atXadKkCQDZ2dnMnTuX1q1ba48tbWmRsZyfvAh1mhIFQH5z5v/bnhGXxLlJi/D86QMsa+qPKihIeHQcY2auIS09478qDZ9Lsz02IZnRM1ezbPJIajvl/3BFCCGEEOJZI8F8KTp16hQZGRlMnjyZF198sVTPNXPmTJRK5WPXs2PHDiZNmkTlypUZOHAgALt37+att95i/vz59O7dW6f8b7/9RkBAADY2NlSrVo3bt28/dhuKIysrC5VKVS7nFiXPzMwME5Py+Xhq1apVocpVqVKF/v376223tLTklVdeYcaMGVy4cEEbkCcmJqJSqWjYsKG2rJubGwCxsf/fy719+3YiIiKYNm3a41xGoWVnZHLpm+VkKTNQFDbvXU4OWcoMLk5fjtfCzwo95D5DlcknP28kLT2D7JzCnSw7R01aegYTfv6dDdPHyJB7IYQQQoj/SDBfiqKjc+eBVqtWrdTPVbNmzceuIzExke+//55KlSqxfft2qlfPTUA1atQoXn75ZaZPn07Hjh2xsbHRHvPRRx9RpUoVXFxc2L17t7bHsawkJSVx48YN0tLSinScWq2GK5Goz4dBYhrYW6Fo4QqNnFEoFKXSVlE0VlZW1K9fHzs7u/JuSpFpHkTknTNvb2+PmZkZN27c0G4LDQ0F0M6Zj4qKYs2aNbz77rsG59GXhli/c2TEJhT9wJwcMmITuH/iPE7dvAt1yMHAEKIeJBX5VNk5aqIeJHEo8DJ92nsU+XghhBBCiKeRBPP5UKlUbN68maNHjxIaGkpcXBy2trZ4eXkxduxY7ZBYQ+7cuUP37t21/x8xYoT232vXrqVt27acPn2aHTt2cPbsWWJicueM1q1blyFDhjBkyBC9Ot3d3WnTpg2zZ89mzpw5nDhxgri4ONasWUPbtm0ZPnw4AQEBXL16Vee4rKws1q1bx/bt2wkLC8PU1JQmTZrw1ltv0a1bN52ye/fuJSkpifHjx2sDeYDq1avzxhtvsHDhQg4ePMjLL7+s3eftXbgv8aUhISGBkJCQIi+jpVarUfsGwZVIUABqIEWJ+k4c3IiCvl4S0D8B0tLSuHTpEk2aNMHBwaG8m1Mke/fuBcDLy0u7zcjIiF69erFr1y7S0tKws7Nj//79NGjQQJvvYv78+dSrV89gj39puet7AhSK/IfWF0QBoVsPEF3FrFDF1+0+rn3LFflUCgVbj5yRYF4IIYQQ4j8SzOcjMTGRH374AW9vb7p06YKdnR0REREcPnyYY8eOsX79ejw8DH+ptLOz44MPPiAgIICAgAAGDBiAs3Pukk6av5cvX054eDgtWrSgevXqJCUl4efnx9SpU7l16xZTpkzRqzchIYEhQ4Zgb29Pnz59yMjI0Oklf5harebDDz/k0KFDuLq6MmzYMNLS0tizZw/vv/8+n3/+OSNHjtSWDwgIAHLXmn5Yx44dWbhwIQEBATrBfHlRq9Xcvn27eOthX4nM/QP/H1Wo8+yrXx0a1yqJZorHpHmd7e3tK8wDFl9fX86cOYOnpydt27bV2TdmzBhMTEw4duwYKpWKVq1aMW7cOIyNjTlw4AAXLlxg8eLFpKens3DhQo4fPw5Ap06dGD9+vM7c/JKQcjPSYNb6QlNDzr14kkIjUDg5FFg08kEyd+4XvVdeeyq1mmsR0VwLj5Jl64QQQgghkGA+X/b29hw9ehQnJyed7devX2fw4MHMmzeP3377zeCxdnZ2jB8/Xhv8DhgwQO9L/fTp06ldu7bOtqysLEaPHs3atWsZMWKE3tD5a9euMXDgQL7//nu9Ja8M2bFjB4cOHaJNmzasXLkSM7Pc3rMxY8YwcOBAZs2aRffu3bXtCAsLA8DFxUWvLs228poT/7Ds7GxSUlKKdaz6fBj5dg8qcvcrJJh/YqSkpJCdnV1uc+iL4vTp0yxatAgnJyeDD+TMzc0ZO3as3qoWCQkJLFmyhKFDh+Li4sL8+fM5deoUEyZMAGDhwoVYWFjw4Ycflmh70/LJJF9k8SnwiGA+NvHxc3pAbgI9CeaFEEIIISSYz5eZmZleIA/QsGFD2rZti5+fH5mZmZiaFi8Z08OBPOTOsx06dCgnTpzA39+fAQMG6Ow3NTXls88+K1QgD7mJtAA+++wzbSAPufPrR44cybx589i5cyfjxo0D0AbHhpbC0owASE5OLtS5C8ve3h4jo6KvkJiZmVn8kyam5T/OV/3ffvFEcXBwKPZ77XFoesKtra2pVKlSgWX9/Pz47rvvcHR0ZOnSpdSqVfgHQrNnz6ZKlSqMHTsWlUrF3r17GTNmDK+88gqQG+wvX76czz77DCsrq+Jf0EMSFSX0KyAj69FFMh9dpjDURiaPfC2EeBxyf4lnldz74llVke99CeYLcPnyZVasWEFQUBD379/XCyDj4+OLndwuJSWFVatWcfDgQSIiIvQSuGnm0edVq1atAte9NtR+S0tLg9MBNCMFrly5UsSWl6zExMRiHadWq7GxsSle77y9FaQo8+2Zx77kgiXx+GxsbEhOTi6XYfaaFSJSU1OJj4/Pt5y/vz/ffPMN9vb2zJw5E2tr6wLLP3zsgQMHmDt3LikpKdy4cYPs7Gxq1qyprcPZ2ZmsrCxCQkKoX7/+41/YfzLUJRNgY/7oXyXmpiXz60aRk1Xon60QRVWpUiW5v8QzSe598ax6ku/9wjxkkGA+H2fPnuXNN98EoEOHDri6umJlZYVCoeDgwYNcuXKl2EuhqVQqRowYQXBwME2aNKF///44ODhgYmJCZGQk27dvN1h3lSpVinSelJQUnUR2eWkyZecNhvP2vj988xTUa18eFAoFLi4uxUqAp2jhmpvszhB17n7xZNC8zk/yfHlNIG9ra8usWbO0eTEKQ6lUsmDBAvr160fTpk119uV9eKj5d0n/HKycS2alDetaThg/4rPBtUZOiZzLpXrRPgeFEEIIIZ5WEsznY8mSJahUKjZs2KCXsf3cuXOPVfehQ4cIDg5m0KBB/O9//9PZ5+vrqx0e/7CifpG3sbHhwYMHBvfdv39fW0bD1dWVS5cucfv2bb1gXjNX3tB8+vLi4OBAs2bNir40XSPn3Kz1ebPZa/5u5Jz7R5S7irA0XUBAgDaQnz17dpGG1gOsWrUKtVrNO++8o91Ws2ZNTExMCAgI0CajDAgIwNTUlBo1apRo+23qOWNdtyapYfeKmc1egXXdGrTs9fwji3oAW09dIzQypliJKxUKBQ1rVaNhbf3pT0IIIYQQzyIJ5vMRHh6Og4ODXiCvVCoJCQl5rLojIiIAdJav0wgMDHysuvNq3Lgxp0+f5sKFC3pD7TWZ6xs1aqTd1rp1a3bt2oWfnx+enp465f38/ABo06ZNibWvJNjZ2dGyZUuysrKKNFJC7elJ/OlgYg8ForqfgFkVB6p296ZSu6YoijGHX5QsMzOzckt4t3v3bi5dugT8f1LIPXv2cP78eQCaNWtGnz59CA8PZ/r06WRmZuLh4cGRI0f06nJycqJXr14GzxMSEsLOnTuZPn26zjx4S0tLevfuza5du8jIyADg8OHDvPTSSyWezR6gZt8OXF+0pXgHq9U499Vf/SI/g7p5M2OtbzFPpWZQ19bFOlYIIYQQ4mkkwXw+nJ2dCQsL4/r16zRs2BDIzaA+c+bMfHu7C0uTpT4oKEhnrfeAgAC2bCnml2oDBgwYwOnTp5kzZw4rVqzQJhC7d+8ev/32GyYmJjrrWfv4+DB79mzWr1/PoEGDtEP0o6KiWL9+PZUqVaJHjx4l1r6SZGJiUuTgz7pHW2r1aPvoguKZcunSJQ4cOKCzLTg4mODgYO3/+/TpQ3x8vHb4+9GjRw3W5eHhYTCYz8rKYt68eXTq1InnnntOb//o0aPJysri2LFjAPTu3ZtRo0YV95IKVLWjJ+GbD5ARlwQ5RRgKb2SEuaMdVTq0KPQhPbyb8Nuu48QmJJOdU/jeeWMjBVUdbOnu3bjw7RNCCCGEeMpJMJ+PN954Az8/P15//XV8fHwwMzMjICCA6Oho2rRpo+3ZLo6uXbvi7OzMihUrtA8Lbt26xdGjR+nRowf79u0rkWt46aWX2L9/P4cOHaJ///48//zzKJVK9uzZQ0JCAlOmTNHJqm9vb8/XX3/NpEmTGDBgAH369AFyeyoTEhKYN2+e3rr2Bw8e5ODBgwDcuXNHuy0yMncd93r16jF69OgSuR4hysKkSZOYNGnSI8u1aNFCL+gvLBMTE5YvX57vfktLSyZOnMjEiROLVX9RGJub0mzaKM5PXkRmmhJFYWJsIyNMLM1pPn0UxuaFX2XA3MyUuR+9xpiZa0hLzyhUQG9spMDKwpx5H72OuVnZr2gghBBCCPGkkvHE+ejatSsLFiygdu3a7Ny5k127dlGvXj22bt1apARXhlhbW7NmzRp69erFxYsX2bBhAzExMcyePZthw4aV0BXkzjFdsGABkydPxsTEhPXr17Nz507c3Nz49ddfeeutt/SOeemll1i+fDn16tVj27ZtbNu2jQYNGrBq1Sp8fHz0yl++fJnt27ezfft2zpw5A+RmyNdsO378eIldjxCidFg5V8Xzpw9QW5vnbsgvP8d/280d7fD86QMsa1Yt8rnqODmybPJIqjrY/lel4XNptld1sGXZ5JHUdir8Sh5CCCGEEM8Chbo4mYjEE2fw4MGEhIRo5/pWFE/qUhBCPIv2/L0LkxsxOEYkkXrzrt5+63o1ce7bkSodWhSpR96QDFUmhwIvs/XIGa5FROvtd6vtxKCurenu3Vh65EWZeZKXKBKiNMm9L55VT/K9L0vTPSOys7O5c+dOvsvQCSFEoZgYk+Veg1Yfv03KzUjSImPJVqZjbGmBlXNVbOqV3EoP5mam9GnvQZ/2HlwLjyI8Oo7UdBXWFmbUcXLErY58ngkhhBBCFESC+Qpu2bJl+Pv7ExcXx0svvVTezRFCVGAODg7aRJI29ZxLNHgviFud6hK8CyGEEEIUkQTzFdyKFSuwsrLizTff5KOPPirv5gghKrDnnnvuiR5uJoQQQggh/p8E8xXc42TVF0IIIYQQQghRMUkwL4QQAgClUomZmVl5N0MIIYQQQhSCBPNCCCEAOHr0KIDBZSiFEEIIIcSTRdaZF0IIIYQQQgghKhgJ5oUQQgghhBBCiApGgnkhhBBCCCGEEKKCkWBeCCGEEEIIIYSoYCSYF0IIIYQQQgghKhgJ5oUQQgghhBBCiApGlqYTQggBQLdu3XBwcECpVJZ3U4QQQgghxCNIz7wQQggAzM3NsbCwKO9mCCGEEEKIQpBgXgghhBBCCCGEqGBkmL0QQggATpw4gbGxMe3atdPbl3IzkrTIGLKVGRhbmmPlXA2bes6l2p5r4VHcjo4jLV2FlYUZLk6OuNWpXqrnFEIIIYSoKCSYF0KIPO7fv8+xY8fw9/cnIiKC+Ph4bG1tadq0KYMHD6Zx48Y65UNDQ/nnn3+4fv06oaGhJCYm4uHhwZw5cwzWr1KpWLVqFceOHSM9PR0PDw/GjRtH1apV9cquXLmSffv2sXLlSmxtbUvlevNKSkrS+X92Riaxfue463uC1Ft39cpb161Jzb4dqNrRE2Nz0xJpQ4Yqk4OBIWw9HMj1O9F6+xvWcmJQN296eDfB3KxkzimEEEIIURHJMPt8+Pv74+7uzsKFC8u7KUKIMvTXX3+xePFioqKi8PLyYtCgQTRr1oyTJ0/y8ccfc/ToUZ3yJ0+eZNOmTVy4cIFKlSo9sv6lS5eybds2mjZtSteuXQkKCmLq1KlkZ2frlLt58yZbtmxh3LhxZRLIPywtMpag8bO4vmgLqWH3DJZJDbvH9UVbCBo/C+Xd2Mc+Z3h0HMOmL2XGWl9CI2MMlgmNjGHGWl+GTV9KRPSDxz6nEEIIIURFJT3zQkdMTAzz58/n2LFjJCYmUrNmTV5++WXeffddTE11e8HCw8PZsWMHwcHBBAcHExMTg7OzM4cPHy6n1gvx+Nzd3Zk9ezYtWrTQ2X7x4kUmTZrEggULaN++PWZmZgB07tyZ5557jrp165KUlMSQIUPyrTsnJ4e9e/fSu3dvPvnkEwAaNWrETz/9xNWrV2nSpAkA2dnZzJ07l9atW9OlS5dSutL8pUXGcn7yIrKUGbkb1GrDBf/bnhGXxLlJi/D86QMsa+qPMCiM8Og4xsxcQ1p6xn9VGz6nZntsQjKjZ65m2eSR1HaqXKxzCiGEEEJUZBLMC63Y2FgGDx5MVFQUL7zwAi4uLpw5c4b58+dz4cIFfv31VxQKhbZ8YGAgixYtwtjYmPr163P//v1ya3tWVhYqlarczi9KlpmZGSYm5fPx1KlTJ4PbmzdvTosWLQgKCuLWrVu4u7sD4OrqWui6ExMTUalUNGzYULvNzc0NyH3/aWzfvp2IiAimTZtWjCt4TFnZXPpmeW4gn5NTuGNycshSZnBx+nK8Fn5W5CH3GapMPvl5I2npGWTn5PPg4CHZOWrS0jOY8PPvbJg+RobcCyGEEOKZI8G80Jo9ezb37t1j+vTpvPbaa0BuL9jEiRPx9fXF19eXfv36acu3bt2azZs306hRIywsLGjevHmZtzkpKYkbN26QlpZWKvWr1Wq4Eon6fBgkpoG9FYoWrtDIWefBhih5VlZW1K9fHzs7u/JuipbmAYOxsXGxjre3t8fMzIwbN25ot4WGhgJo58xHRUWxZs0a3n33XYPz6EubyY0YMmITin5gTg4ZsQncP3Eep27eRTr0YGAIUQ+SHl3wIdk5aqIeJHEo8DJ92nsU+XghhBBCiIrsmQrmVSoVmzdv5ujRo4SGhhIXF4etrS1eXl6MHTtWO8T1UeLi4li+fDlHjhzh3r17WFhY4OLiQu/evXnnnXe05bZu3cqhQ4e4evUqsbGxWFpa0rx5c0aNGqWXLdrf358RI0bwwQcf8PzzzzN37lzOnTuHkZER7dq14/PPP6dWrVo6xxw4cIA9e/Zw8eJFYmJiMDExwd3dnTfffJNevXrplL1z5w7du3dnwIABjBo1irlz5xIYGEhCQgKHDh3CwcGB3bt3U7t2bYYOHao9TqFQaIP5P/74QyeYr127NrVr1y70z7+kJSQkEBISku9w3MelVqtR+wbBlUhQAGogRYn6ThzciIK+XhLQl6K0tDQuXbpEkyZNcHBwKO/mEBMTw9mzZ6lcuTJ169YtVh1GRkb06tWLXbt2kZaWhp2dHfv376dBgwbanv758+dTr149+vfvX5LNLzTTS3dAoch/aH1BFBC69QDRVcyKdNi63ce1b7Ein1KhYOuRMxLMCyGEEOKZ80wF84mJifzwww94e3vTpUsX7OzsiIiI4PDhwxw7doz169fj4VHwF8KbN28yYsQIYmNj8fLyokePHiiVSq5fv87SpUt1gvlvv/2WRo0a8dxzz1G5cmWio6M5ePAgb731FgsXLqRHjx569V+8eJEVK1bQtm1bhg4dSkhICAcPHuTatWvs2rULc3Nzbdk5c+ZgamqKl5cXVatW5cGDBxw+fJgPP/yQr776iuHDh+vVf/v2bQYPHoybmxsDBgwgISEBU1NTzp07h0qlon379noBqrOzM3Xr1uXs2bNkZ2cXu1eyJKnVam7fvl1qgTyQG8RfifzvhOj+fSUS6leHxrUMHSlKiOZ1tre3L9cHJ1lZWfz4449kZmby7rvvPtZ7YMyYMZiYmHDs2DFUKhWtWrVi3LhxGBsbc+DAAS5cuMDixYtJT09n4cKFHD9+HMgd/j9+/HgsLS1L6rL0NLR34l5cSvErUEPOvXiSQiNQODkU6pDIB8ncuV/0XnntKdVqrkVEcy08SpatE0IIIcQz5ZkK5u3t7Tl69ChOTk46269fv87gwYOZN28ev/32W4F1fPbZZ8TGxvLdd98xePBgnX1RUVE6//f19dXruY6JieGVV15h1qxZBoP5f/75h3nz5tGnTx/ttkmTJrFjxw4OHjxI3759tduXL1+uV39qaipDhw7l559/ZtCgQXpf/M+ePcu4ceP48MMPdbYfPHgQyH/+r6urK7du3eLu3bvl2huvkZ2dTUrKYwQdhaA+H0a+3YWK3P0KCeZLXUpKCtnZ2eU2hz4nJ4dZs2Zx8eJF+vTpwwsvvPBY9ZmbmzN27FjGjh2rsz0hIYElS5YwdOhQXFxcmD9/PqdOnWLChAkALFy4EAsLC733bkmyy1ZgOG99EcWnQCGD+dhEZUmckfDoOAnmhRBCCPFMeaaCeTMzM71AHqBhw4a0bdsWPz8/MjMz9bK2a1y4cIFLly7RunVrvUAeoHp13S+ShoLeatWq0atXL9atW0dkZCTOzs46+1u3bq0TyAO88sor7Nixg4sXL+oE84bqt7a2ZuDAgfz4449cvHiRNm3a6OyvWrUq7733nt5xycnJAPkugWVtba1TrqTY29tjZFT0FRIzMzNLtB0GJablP+5X/d9+USYcHBzyfV+WppycHL799lsOHz6Mj48P06dPL/B+1SwvZ2JiUqhl6vKaPXs2VapUYezYsahUKvbu3cuYMWN45ZVXgNxgf/ny5Xz22WdYWVkV/6IKkKgooV8JGVmFL5pZ+LIFURsV/WcuhCFyH4lnldz74llVke/9ZyqYB7h8+TIrVqwgKCiI+/fv6wWF8fHxVKtWzeCxFy5cAKBDhw6FOldERARLly7l9OnTREdH62Vb1yzlllfTpk316tE8JEhK0h2KGhcXx7Jlyzh27Bh3794lPT1dr/6Hubu7a5fUehIkJiYW6zi1Wo2NjU3p9s7bW0GKMt+eeexLJ6ASumxsbEhOTi7zYfY5OTnMnj2bAwcO0LVrVz766KNH3q+a/VlZWcTHxxf6XP7+/hw4cIC5c+eSkpLCjRs3yM7OpmbNmtp6nJ2dycrKIiQkhPr16xf/wgpw++6dkqnIvPC/WsxNS+bXkCKnaD9zIQypVKmS3EfimST3vnhWPcn3fmEeMjxTwfzZs2d58803gdyA3NXVFSsrKxQKBQcPHuTKlSsFLm+m6ZU21Lv/sNu3b/Pqq6+SkpJC27Zt6dq1KzY2NhgZGREQEEBAQIDBc9nY2Oht08zPzcmzTFRCQgKDBg3i7t27tGrVivbt22Nra4uxsTGXL1/m0KFDBuuvUqWKwfZqeuTz63lPTU3VKVfeFAoFLi4upZoAT9HCNTfZnSHq3P2idGle5/IM5J9//nkmT55carkilEolCxYsoF+/fnoP8/I+bNT8uzR/FvcykimJR1TWtZwwLuRnhWuNQi5/9wgu1Q1/tgkhhBBCPK2eqWB+yZIlqFQqNmzYgLe37tJJ586de+TxmiWyoqOjH1l29erVJCYm8tNPP/HSSy/p7Js6dSoBAQGFb7gBW7du5e7du3z00Ud6c2+XLVvGoUOHDB6XXyDg4uICQFhYmMH9YWFhmJqaUqNGjeI3uoQ5ODjQrFmz0luarpFzbtb6vNnsNX83cs79I0pNeS1NlzeQ79y5M1OmTCnVpI+rVq1CrVbrJM+sWbMmJiYmBAQE0LFjRwACAgJK/T2YU8WWbEcbjB+kFjObvQLrujVo2ev5Qh/iAWw9dY3QyJhiPZhTKBQ0rFWNhrUf/ZBVCCGEEOJp8kwF8+Hh4Tg4OOgF8kqlkpCQkEcer1lH/cSJE7z//vuPPBdA9+7ddbar1Wr+/fffojS7SPUDBAYGFrk+T09PTE1NOXnyJGq1Wifoj4yM5NatW7Rt27bckpDlx87OjpYtW5KVlVXgqIriUnt6En86mNhDgajuJ2BWxYGq3b2p1K4pimLM9ReFY2ZmVm732vr16zlw4ACWlpbUqlWLDRs26JVp3749DRo0AHLfi5s2bQLQ3oMRERH89NNP2vKTJk0yeK6QkBB27tzJ9OnTdebBW1pa0rt3b3bt2kVGRgYAhw8f5qWXXirVbPYAmc1qYfzPleIdrFbj3LdjkQ8b1M2bGWt9i3lKNYO6ti7WsUIIIYQQFdmTFZmVMmdnZ8LCwrh+/ToNGzYEchNWzZw5kwcPHjzyeA8PD5o3b86ZM2f4448/9JLgRUdHa4fga+bCBwUF0aVLF22ZZcuWce3atRK5Fk39mvWpAf7++2/++eefItdnY2ND3759+euvv9i0aROvvfYakPtFee7cuQAGk/49KUxMTEot+LPu0ZZaPdqWSt3iyaNZlUKpVPL7778bLOPk5KQN5uPj4zlw4IDO/oe3GQrms7KymDdvHp06deK5557T2z969GiysrI4duwYAL1792bUqFHFu6giyKpfDfOQKDLikiCnCEPgjYwwd7SjSocWRT5nD+8m/LbrOLEJyWTnFL533thIQVUHW7p7Ny7yOYUQQgghKrpnKph/44038PPz4/XXX8fHxwczMzMCAgKIjo6mTZs2hRr6Pnv2bIYPH87XX3/Njh078PT0JCMjg9DQUC5fvoy/vz8AQ4cOZdu2bXz44Yf4+Pjg4ODAuXPnCAkJ4fnnn+fo0aOPdS0vvfQSy5cv5/vvv8ff35+aNWty9epVTp06Rc+ePdm/f3+R65w4cSL+/v588803nDp1ijp16nDmzBnOnTtH165ddTLpAzx48ECn91GT9GvKlCnabZMmTaJy5crFv1AhytikSZPy7Uk3pEWLFnrBfGGYmJiwfPnyfPdbWloyceJEJk6cWOS6H4uJMc2mjeL85EVkKTMKF9AbGWFiaU7z6aMwNi/6qgPmZqbM/eg1xsxcQ1p6RqECemMjBVYW5sz76HXMzcp+pQMhhBBCiPL2TI0T7tq1KwsWLKB27drs3LmTXbt2Ua9ePbZu3aqXVT4/rq6ubN++nREjRhAdHc2aNWv4+++/SUtL0xl636RJE1auXEmTJk3Yv38/f/75J3Z2dmzcuJFmzZo99rVUr16d9evX89xzz3Hq1Ck2b95MZmYmq1atomvXrsWqs1q1avzxxx8MHDiQoKAgVq9eTUJCAh999BELFizQm2+flpbG9u3btX9ycnL0tpXKXHYhRKmycq6K508fYO74X76C/JLu/bfd3NEOz58+wLJm1WKfs46TI8smj6Sqg+1/VRs+p2Z7VQdblk0eSW0neVgohBBCiGeTQl1aqcCFKIQndSkIIZ5FgYGBmJmZ4eHhAUB2Rib3T5wn0teP1Jt39cpb16uJc9+OVOnQolg98oZkqDI5FHiZrUfOcC1CP9moW20nBnVtTXfvxtIjL0rck7xEkRClSe598ax6ku/9wixNJ8G8KFdP6ptHiGdVfr/UUm5GkhYZS7YyHWNLC6ycq2JTr3RXdLgWHkV4dByp6SqsLcyo4+SIW53qpXpO8Wx7kr/UCVGa5N4Xz6on+d6XdeaFEEKUCJt6zqUevD/MrU51Cd6FEEIIIfIhwbwQQggAEhMT9ZamFEIIIYQQT6ZnKgGeEEKI/J08eZK9e/eWdzOEEEIIIUQhSDAvhBBCCCGEEEJUMBLMCyGEEEIIIYQQFYwE80IIIYQQQgghRAUjwbwQQgghhBBCCFHBSDAvhBBCCCGEEEJUMBLMCyGEEEIIIYQQFYysMy+EEAIAHx8fKlWqRHx8fHk3RQghhBBCPIL0zAshhBBCCCGEEBWMBPNCCCGEEEIIIUQFI8PshRBCAHD48GGMjY3p0qVLeTdFCCGEEEI8ggTzQgghAMjIyCjvJgghhBBCiEKSYF4IIYTWg1uxHFr9N5mp6ZhaW1DdzYWm7T3Ku1lCCCGEEOIhEswLIZ5qBw8e5NKlS1y7do2wsDAyMzP59NNP6dWrl8HyqamprFu3juPHjxMfH0/lypXp3Lkzw4cPx9LSUq98Tk4OO3fuxNfXl7t372JpaUnLli15++23qVGjhk7Z7OxsNm/ezJ49e0hKSqJRo0aMHTsWFxcXvXp9fX1ZvHgxy5Yto2bNmiXzw8iHMiWN4xv2knYkkDoZWQCY/bfvAcf5y9Icqy4t6TSsN5Y2VqXaFiGEEEIIUTjPbAI8f39/3N3dWbhwoc72bt260a1bt3JqlRCipK1evRpfX19iYmKoXLlygWWVSiUTJ07kzz//pHbt2gwcOJBatWqxZcsWPvvsM1Qqld4x8+fP55dffgHg5ZdfxtvbmxMnTjBu3Dju3LmjU3bbtm389ttv1KlTh969e3Pjxg2mTJmCUqnUKRcXF8fy5csZPnx4qQfyNy5c5/Db32Gx9zRV/gvkH1ZJmYHF3tMcfvs7bl4ILdX2CCGEEEKIwpGeeaEjJiaG+fPnc+zYMRITE6lZsyYvv/wy7777Lqampjplw8PD2bFjB8HBwQQHBxMTE4OzszOHDx8up9YLoe+TTz7B2dkZJycnNm3axMqVK/Mt+8cff3Djxg2GDBnCu+++q92+YsUKNm/ezJ9//slrr72m3X7u3Dn27NlD8+bNmTlzpvY90q1bN7788ksWLVrEjz/+qC2/e/duWrVqxf/+9z8AOnbsyCeffMLp06fp2rWrttzChQupUaMGgwYNKrGfgyE3LlznxjcrsM5RowAU+ZTTPPW1zswm9JvlMG0U9TwalGrbhBBCCCFEwSSYF1qxsbEMHjyYqKgoXnjhBVxcXDhz5gzz58/nwoUL/PrrrygU//91PzAwkEWLFmFsbEz9+vW5f/9+ubU9KyvLYK+pqJjMzMwwMSmZj6dWrVoVqpxarWbPnj1YWloybNgwnX3Dhg1j586d7NmzRyeY3717NwAjR47UedjVpk0bWrRoQVBQEDExMVSrVg3IfY916NBBW87NzQ3IfYimcfz4cU6dOqV9b5UWZUoaV75fhXWOmsKexRgwy1Fz+fuV1Fj1tQy5F0IIIYQoRxLMC63Zs2dz7949pk+frg1Y1Go1EydOxNfXF19fX/r166ct37p1azZv3kyjRo2wsLCgefPmZd7mpKQkbty4QVpaWpmfW5QstVoNVyJRnw+DxDSMKttQy6cDdV5oh8Ko9GcERUZGEhcXh7e3t97ceEtLS5o2bUpgYKBOcH7+/HksLCxo2rSpXn3e3t6cP3+e8+fP88ILLwBQtWpVQkP/f5j69evXAbT1paamsmjRIl555RUaNmxYKtepcXzDXmwzs/Ptjc+PMWCXmc3x3/fRc/SA0miaEEIIIYQohKdqzrxKpWLdunW88847dOnShWbNmvHcc8/xwQcfEBISUqS6kpKSmDp1Kh06dKB58+a8/PLL7Nq1y2BZtVrN1q1bGTp0KK1ataJFixYMHDiQrVu36pVduHAh7u7u+Pv7s23bNgYMGECLFi0YPnw4AMOHD8fd3R2VSsXcuXN5/vnn8fDwYODAgZw8eRKA5ORkvvnmGzp27Ejz5s0ZMmQIFy5c0DvX6dOn+fzzz+nVqxctW7akZcuWDBw4kM2bN+uVTUlJYffu3dSuXZuhQ4dqtysUCiZOnAjkDkHOq3bt2nh6emJhYVHIn2rJSkhI4NKlSxLIPwXUajVq3yDUvkEQGQfJSnLCYwlf8hcXf1qHOien1NsQGRkJgLOzs8H9mu2ackqlkgcPHlC9enWDPegPlwfw8fEhKCiIr776iiVLlvDNN9/g6OhIu3btAFi2bBnm5ua8+eabJXdh+Uj751/UxTw2B0j952xJNkcIIYQQQhTRU9Uzn5iYyA8//IC3tzddunTBzs6OiIgIDh8+zLFjx1i/fj0eHo9eYkmlUjFy5EjS0tLo378/SqWSPXv2MHHiROLj47WBN+QGIZ9++im7du3C1dWVfv36YWZmxokTJ/jyyy+5ceMGkydP1jvHypUr8ff3p3v37nTo0EEvGPj444+5du0a3bp1Iz09nb///psxY8awceNGpk6dSmZmJr179yY+Pp7du3fz7rvvcujQIWxtbbV1LF++nPDwcFq0aEH16tVJSkrCz8+PqVOncuvWLaZMmaIte+7cOVQqFe3bt9cZSg+5QUndunU5e/Ys2dnZpTr0t7DUajW3b9/O7c0VFd+VyNw/gDbC/O/vRP9gYv3OU61zy1JtQmpqKgDW1tYG91tZWemUK2p5gFdeeYXMzEz27t3LxYsXcXd3Z9y4cVhaWnL+/Hn27NnDjz/+iImJCUuWLGH//v2kp6fTunVrPv74YypVqlQi1xp88gKOyuKvKW8EVEnLIPjkBVm2TgghhBCinDxVwby9vT1Hjx7FyclJZ/v169cZPHgw8+bN47fffntkPbGxsbi6urJp0ybMzHIXaHrvvfd4+eWX+emnn+jZs6f2HFu2bGHXrl0MHDiQb7/9VjtvVqVS8eGHH7Jq1Sr69u1Ls2bNdM5x5swZ/vjjD9zd3Q22ISEhgZ07d2oDgo4dOzJhwgTeeust2rdvz5w5c7Rzihs1asTs2bPZunUrb731lraO6dOnU7t2bZ16s7KyGD16NGvXrmXEiBHaTNm3b98GwNXV1WB7XF1duXXrFnfv3tWrszxkZ2eTkpJS3s0QJUR9Piw3+5qhZzMKuLfvdKkH82XB2NiYYcOG6c3JV6lUzJ8/nx49etCqVSs2btzIzp07ef/996lSpQqLFi1i1qxZ/PDDDyXSjqhrt7VLzz2O6GvhEswLIYQQQpSTpyqYNzMz0wvkARo2bEjbtm3x8/MjMzNTLyu7IRMmTNAG8gDVq1dnxIgR/Pzzz/j6+vL2228DsH79eqysrJg2bZpOvWZmZkyYMIEjR47g6+urF8wPHjw430Bec35NIA/Qu3dvJk2aRFJSEpMnT9ZJDtavXz9mz57NlStXdOowFHSbmJgwdOhQTpw4gb+/PwMG5M55TU5OBtDp2c9L0/uoKVdS7O3tMSrGfOjMzMwSbYcoZ4lphgN5ADWo7ieWSK+0Zi68tbW1Xn2az46srCyD58rOzgZyPwsqVaqknV6Snp5usLxmhEuVKlUe2fZffvmFtLQ0pkyZgr29PTt27KBfv36MGDFCW9fXX39NYmJivg/cikKRWULTFjKzS2y0gBBPCrmnxbNK7n3xrKrI9/5TFcwDXL58mRUrVhAUFMT9+/f1gr74+Hhtsqn8mJiY0LKlfi+gt7c3gHb+vVKp5Nq1a1SrVo3ly5frlc/Kyl2z+ebNm3r7HjXcv3Hjxjr/NzIyonLlyqSnp+utO121alVANyM25M6DX7VqFQcPHiQiIkJvbvnD5ctDYmJisY5Tq9XY2NhI7/zTwt4KUpT59MwrMKtqT3x8/GOfRrOee2pqql599vb2QO771dC5NO9jOzs77f7KlSsTGRnJ/fv39aafXLt2TVumoLbfvHmTtWvXMnnyZHJycrhz5w5xcXHUqlVLe1yNGjUACA4O1rbzcahNSyhdiqlxibwuQjwpKlWqJPe0eCbJvS+eVU/yvV+YhwxPVTB/9uxZbeKoDh064OrqipWVFQqFgoMHD3LlypVCLV9WqVIlg73Fjo6OANoAMikpCbVaTXR0NIsWLcq3PkMJ2jR15cfGxkZvm4mJSb7b4f8fHkDusN0RI0YQHBxMkyZN6N+/Pw4ODpiYmBAZGcn27dt1fhaaHvn8et41837z67kvawqFAhcXF0JCQmTe/FNA0cIV9Z04wzvVamr0alfqbXB2dsbR0ZHg4GCUSqVORnulUklwcDDVq1fXeRjo4eHB0aNHCQ4O1ntAFxgYqC2Tn+zsbObOnYu3t7fOOvOgO/qkpEeiVHdz4QHHH78ed5cSaI0QQgghhCiOpyqYX7JkCSqVig0bNmh70TXOnTtX6Hri4+PJycnRC+jj4nKDDU1ArRl63rRpU7Zt21aktj6cZK6kHTp0iODgYAYNGsT//vc/nX2+vr5s375dZ5uLS+6X8rCwMIP1hYWFYWpqqu0hfBI4ODjQrFkzWZruadDIGW5E5SbB08ydVyhAraZqJ0+qdmhR6k1QKBT4+Piwfv16NmzYwLvvvqvdt2HDBpRKpc4a8wB9+/bl6NGjrF69mpkzZ2qn2gQEBHD+/Hm8vLwMTv3R2L59O+Hh4UydOlW7zdramsqVKxMQEMArr7wCgL+/PwB16tQpkWtt2t6DvyzNqaTMKNaSJjnAAytzOj1X9stRCiGEEEKIXE9VMB8eHo6Dg4NeIK9UKou0NF1WVhb//vsvXl5eOts1PW1NmjQBcoP6+vXrc/PmTZKSkrCzs3vMKyg5ERERAHTv3l1vn+Y68vL09MTU1JSTJ0+iVqt1HjZERkZy69Yt2rZtqzNX/0lgZ2dHy5YtycrKKtSoC/HkUnt6En86mNhDgajuJ2LpVJnqvdpStUOLx1pnfvfu3Vy6dAn4/4dVe/bs4fz58wA0a9aMPn36ALm5LE6ePMnmzZsJDQ2lYcOGXL9+naCgINzd3Rk4cKBO3Z6envj4+LBnzx7Gjh1LmzZtePDgAf/88w+2trZ88MEH+bYrKiqKNWvW8M477+hN/RkwYAArV67kyy+/pGrVquzdu5d27dpRq1atYv8cHmbVpSWKvaeLdawRYN2lVYm1RQghhBBCFN2TFZk9JmdnZ8LCwrh+/ToNGzYEcoexzpw5kwcPHhSprnnz5rFq1SptEryoqCjWrl2LmZkZffv21ZYbPnw406dP56uvvuLHH3/USVoHuUG1QqEo0S/hhaGZVx8UFES3bt202wMCAtiyZYteeRsbG/r27ctff/3Fpk2btD2QarWauXPnArmBzpPKxMTkiXvQIIrOukdbavVoW6J1Xrp0iQMHDuhsCw4OJjg4WPt/TTBvaWnJ3LlzWbt2LcePH+f8+fNUrlyZQYMGMXz4cMzNzfXq//jjj6lbty67d+9m+/btWFpa0qFDB9566y29/BZ5zZ8/n7p169K/f3+9fa+++irJycns27eP8+fP89xzz/Hxxx8X8ydgWKdhvTl86AzWmdkUZbHJbCDV1Jhur/cq0fYIIYQQQoiieaqinzfeeAM/Pz9ef/11fHx8MDMzIyAggOjoaNq0aUNAQECh6qlatap2jfmuXbtq15lPSEjgq6++0hk2O3ToUM6fP8/27ds5e/Ys7du3p1q1asTFxXHz5k3Onz/PnDlzyjyY79q1K87OzqxYsUL7cOPWrVscPXqUHj16sG/fPr1jJk6ciL+/P9988w2nTp2iTp06nDlzhnPnztG1a1edhxgADx484KefftL+Pysri/j4eJ316ydNmkTlypVL70KFeIRJkyYxadKkQpe3trbm/fff5/333y9UeSMjIwYMGKBdGaKwfvzxx3z3GRsbM2rUKEaNGlWkOovC0saKRl+9zY1vVmCWoy5UQJ8NqIwUNP7qHSxtrB5ZXgghhBBClJ6nKpjv2rUrCxYsYOnSpezcuRMLCwvatWvHL7/8wi+//FLoev6PvfuOq6r+Hzj+uoyLXKYooAxRHLg1xb1y5SwXmVmapWZpZmqp/bKy6ShHSt8cubUyScpAzZUDByjuLZqCGIjI3tx7f38QN28XlHFZ8n4+Hj6Qz/mcc97ncuDe9/kspVLJ2rVrWbhwIdu3bycxMRFPT08+/PBDBg4cqFdXoVAwb948unbtytatWzlw4ACpqak4ODjg4eHBzJkz6dChg7Ev9bGsrKxYv349X331FSdOnCAkJIR69erx9ddfU61atTyTeScnJ37++WeWLFnCwYMH2b9/P66urkyZMoVx48YZjPNPTU01GHv/37K33npLknkhyqm6zeuj+Hg8lz9fjW2WGg3kOYY+tzzF3JRGs8fi2bxe6QYqhBBCCCEMKLQyFbgoQ+V1KQghKpO05FQO//AHKQdPUT01w2D7fZUFVt1a0WVkH2mRF0+08rxEkRAlSe59UVmV53u/0i1NJ4QQovAsrVU88/oQYoZ05s7F28TdiiIzJQ2llSXODWrRpWP+y+sJIYQQQoiyIcm8EEII4N+VLvqNGfiYmkIIIYQQoqwVfb0nIYQQQgghhBBClAlJ5oUQQgghhBBCiApGknkhhBBCCCGEEKKCkWReCCGEEEIIIYSoYCSZF0IIIYQQQgghKhiZzV4IIQQA5ubmmJjIM14hhBBCiIpAknkhhBAA9OrVi6pVqxIXF1fWoQghhBBCiMeQJhghhBBCCCGEEKKCkWReCCGEEEIIIYSoYKSbvRBCCAB27dqFQqGgT58+ZR2KEEIIIYR4DEnmhRBCAKDVatFqtWUdhhBCCCGEKADpZi+EEEIIIYQQQlQwkswLIYQQQgghhBAVjCTzQgghhBBCCCFEBSNj5oUQQhRb8s1IUiPvoU7LwNTSApWrE9aermUd1hPrWngUt6NjSU3PRFVFiYdzNRrUqlHWYQkhhBCiFEkyL4QQD9m7dy8XLlzg2rVr3Lp1i6ysLN59990CzfD+999/8/rrr5Oens6AAQN455139LZnZmayZs0aDh06RHp6Os2bN2fSpEk4OjoaHGv16tX88ccfrF69GhsbG2NdnlGpM7KICTrD3cAjpPx112C7VR0XXAZ0wrFzS0wtzMsgwidLRmYWe09ewm//Sa7fiTbYXt/NGZ8e3vTyboyFUl5vIYQQ4kkn3ezzEBwcjJeXF8uWLdMr79GjBz169CijqGDUqFF4eXmV2fmFqAzWrVtHYGAg9+7dw8HBocD7aTQavvrqq0fWWbFiBdu2baNJkyZ0796d0NBQPvroI9RqtV69mzdvsnXrViZNmlSqiXz79u3p3bt3geqmRsYQOvkrrvtuJeXW33nWSbn1N9d9txI6+SvS7sYYM9RKJzw6lpfmrGDuhkDCIu/lWScs8h5zNwTy0pwVREQ/KOUIhRBCCFHaJJkXejQaDRs3buTZZ5+lefPmtG/fnmnTphEREZFn/Y0bN/L+++/z7LPP0rhxY7y8vAgODi7lqIUwnmnTprFp0yb8/PwYOHBggff75ZdfuHTpEq+++mqe2zUaDbt27aJv37588MEHTJ48mbfffpuwsDCuXr2qq6dWq1m0aBFt2rShW7duxb6ewqhatWqevQT+KzUyhrMzfcmITcwpyG85u3/KM2ITOTPDVxL6IgqPjmXC/PXExCcB5Lt8YG55THwSr89fJwm9EEII8YSTbvZCz0cffcTWrVupX78+o0aN4t69e+zcuZMjR46wZcsWateurVf/888/B8DR0REHBwdiYsrmw3p2djaZmZllcm5hfEqlEjOzsvnz1KpVq0LvEx4ezrp16xgxYgR169bNs05CQgKZmZnUr19fV9agQQMAvd8bf39/IiIi+PjjjwsdR2lQZ2Rx4ZNVZKdlgEZTsJ00GrLTMjg/ZxWtl70nXe4LISMzi2nf/EhqegZqTT4PTf5DrdGSmp7B1G9+YPOcCdLlXgghhHhCSTIvdI4fP87WrVtp06YNa9asQalUAjBw4EBef/11PvvsM1avXq23z4oVK2jSpAmOjo589NFHbNmypVRjTkxM5MaNG6SmphZpf61WC1ci0Z69BQmpYKdC0aI2NHRFoVAYNVZROCqVirp162Jra1vWoTySWq3mq6++wtXVlZdeeolLly7lWc/Ozg6lUsmNGzd0ZWFhYQC61vCoqCjWr1/PuHHjCtRCbmynT5/G3Nycpk2b5lsnJugMGTHxhT+4RkNGTDz3j5zFuYd30YOsZPaevETUg8RC76fWaIl6kMi+k5fp37F5CUQmhBBCiLJWaZL5zMxMtmzZwoEDBwgLCyM2NhYbGxtat27NxIkTady4cYGPlZiYyNdff82+fftITEykbt26jBs3Ls8uuVqtll9++QU/Pz+uXbuGWq2mbt26jBw5Eh8fH726y5Ytw9fXlw0bNhAZGcnGjRu5efMmzZs3Z+PGjbp6WVlZLF++HH9/f+7du4erqyujR4/mpZde0jtedHQ0W7ZsISgoiIiICJKSknBycqJr165MnjyZatWq6dXfunUrAFOmTNEl8gDdunWjbdu2BAUFcffuXVxcXHTbnn766QK/bsYWHx/PpUuX8u1y+jharRZtYChciQQFoAWS09DeiYUbUTCgtST0ZSg1NZULFy7QuHFj7O3tyzqcfP30009cv36dpUuXYm6efwuoiYkJffr0ISAggNTUVGxtbdm9ezf16tXTzYWxZMkSPD09ee6550orfD1RUVEAj0zm7wYeAYUi/671j6KAML89RFdXPr6uAGDjjsO6P0+FpVAo8PvzhCTzQgghxBOq0iTzCQkJfPnll3h7e9OtWzdsbW2JiIhg//79HDp0iE2bNtG8+eM/8GRmZjJmzBhSU1N57rnnSEtLY+fOnUyfPp24uDhGjRqlq6vVann33XcJCAigdu3aDBw4EKVSyZEjR/jggw+4ceMGM2fONDjH6tWrCQ4OpmfPnnTq1AlTU1O97dOnT+fcuXN07doVExMTdu7cyaeffoq5uTnDhw/X1Tt58iRr166lffv2NG/eHHNzcy5dusSPP/5IUFAQ/v7+epNrBQcHo1Kp8uxm3KVLF0JCQggJCWHw4MEFeclLlFar5fbt20VO5IGcJP5K5D8HRP/rlUioWwMauRUnTFFMuT9nOzu7cvlg5caNG2zatInnn39e12X+USZMmICZmRmHDh0iMzOTVq1aMWnSJExNTdmzZw/nzp3ju+++Iz09nWXLlnH48GEg5/dv8uTJWFpalvQlPVLyzcg8Z60vMC1o/o4jMSwChbO90eJ6UkU+SOLO/cK3yufSarVci4jmWniULFsnhBBCPIEqTTJvZ2fHgQMHcHZ21iu/fv06w4cPZ/Hixaxdu/axx4mJiaF27dr89NNPutbrN954g8GDB7NgwQKeeeYZ3Tm2bt1KQEAAQ4cO1SXbkPNA4O2332bNmjUMGDDAoBXsxIkT/Pzzz/nOXB8VFUVAQADW1tYAjB49mmeffZY1a9boJfPt27cnKCgIKysrvf1//fVXZs6cyaZNm3jzzTeBnFbQmJgYGjRoYPDwAMDDwwOA27dvP/Y1Kg1qtZrk5ORiHUN79hb5NnkpcrYrJJkvc8nJyajV6jIbQ5+frKwsFixYgIuLi95DvEexsLBg4sSJTJw4Ua88Pj6e5cuXM2LECDw8PFiyZAnHjh1j6tSpQE6vnSpVqvD2228b/ToKIzWfWdQLLS4ZJJl/rJiENKMcJzw6VpJ5IYQQ4glUvj4dlyClUmmQyAPUr1+fdu3aERQURFZW1iO7yeaaOnWqXjf0GjVqMHr0aL755hsCAwN57bXXANi0aRMqlYqPP/5Y77hKpZKpU6fy559/EhgYaJDMDx8+/JFL0E2bNk2XyAN4enrSqlUrQkJCSE5O1m37bzf6XIMGDeKzzz7j6NGjumQ+KSlnluSHj/uw3PLcesZiZ2eHiUnhF1XIysoq/skTUvPvu6r9Z7soF+zt7Qv0u2lsuS3hVlZWVK1aVW/bypUruXXrFmvWrNH725L7u2JhYWGwT36+/vprqlevzsSJE8nMzGTXrl1MmDCBYcOGATnJ/qpVq3jvvfdQqVTGuLRHyi/uBIWR3jIyso1znCdcRpZxXietiVmB70WR//0vxJNO7n1RWVXke7/SJPMAly9f5vvvvyc0NJT79+8bJIRxcXE4OTk98hhmZmY89dRTBuXe3jkTOuVOfpWWlsa1a9dwcnJi1apVBvWzs3M+pN28edNg2+O6++c1njU3mUhKStJLyHfv3s2WLVu4ePEiiYmJeutZ37tnpFa2YkhISCjSflqtFmtr6+K1ztupIDkt35Z57Eo+aRKPZ21tTVJSUpl0s09Ly2kZTUlJIS4uTm/bhQsX0Gg0jBkzJs99t23bxrZt2+jYsSOffPJJvucIDg5mz549LFq0iOTkZG7cuIFarcbFxUV3TldXV7Kzs7l06VK+s+Ub03+vNVeG1khJuEWleuspMgtz47xOCk12vj9Toa9q1aryWolKSe59UVmV53u/IA8ZKs0nqlOnTvHKK68A0KlTJ2rXro1KpUKhULB3716uXLlSoKXNqlatmmdLcm4reG5ymZiYiFarJTo6Gl9f33yPl9cs7Pm1qOfKq/U8twvyw8n6mjVrmD9/Pg4ODnTq1IkaNWpQpUoVANavX6/3MCN37Hx+yXFu+cNj7MuSQqHAw8OjWBPgKVrUzpnsLi/anO2ibOX+nMvjePlWrVrlOdP+gwcPCAkJwd3dnSZNmlCvXr18j5GWlsbSpUsZOHAgTZo00dv28O9n7v/L+nVQuT76YWdBWbk5Y1pO/paUZ7VrFnDpv8fwqFHdKMcRQgghRPlSaZL55cuXk5mZyebNm3Wt6LnOnDlT4OPExcWh0WgMEvrY2JykMDfRzh2n3qRJE7Zt21aoWI3xgT07O5v//e9/ODo68ttvv+k9INBqtXz//fd69VUqFY6Ojty5cwe1Wm0wbj53rHzu2PnywN7enqZNmxZ9abqGrjmz1j88m33u14auOf9EmSnvS9MNGjQoz/KzZ88SEhJC8+bNeeeddx55jDVr1qDVahk7dqyuzMXFBTMzM0JCQujcuTMAISEhmJubU7NmTaPFnxdPT0/dA7+8WHu6YlXHhZRbfxdxNnsFVnVq8lSfp4seZCXSHPA7do2wyHtFemipUCio7+ZEfXfDIWZCCCGEqPgqTTIfHh6Ovb29QSKflpaW77rQecnOzub06dO0bt1ar/zkyZMAuiXurK2tqVu3Ljdv3iQxMbHUE5K4uDiSkpLo0KGDQUv/+fPnSU9PN9inbdu2BAYGcurUKdq0aaO3LXdW7f+WlzVbW1ueeuopsrOzC9Sz4r+0LVsSd/wiMftOknk/HmV1exx7elO1fRMURRjLL4xDqVSW2YR3O3bs4MKFCwDcunULgJ07d3L27FkgZ5hL//79i32eS5cusX37dubMmaM3Dt7S0pK+ffsSEBBARkYGAPv372fQoEElPpu9l5fXY7ubuQzoxHXfrUU7gVaL64DORYyucvLp4c3cDYFF2ler1eLTvXz9zRZCCCGE8VSaZN7V1ZVbt25x/fp16tevD+R0SZ8/fz4PHjwo1LEWL17MmjVrdJPgRUVFsWHDBpRKJQMGDNDVGzVqFHPmzGH27NnMmzfPYOKqiIgIFAoFbm7GnzG9WrVqVKlShYsXL5KWlqZLAhISEvj888/z3Gf48OEEBgbyzTff6F3fwYMHda2Erq7ls7XazMysyMmfVa92uPVqZ+SIREV14cIF9uzZo1d28eJFLl68qPu+uMl8dnY2ixcvpkuXLnTo0MFg++uvv052djaHDh0CoG/fvowfP75Y5zQWx84tCd+yh4zYRNAUohu4iQkW1Wyp3qlFyQX3BOrl3Zi1AYeJiU9CrSl467ypiQJHext6ejcqweiEEEIIUZYqTTL/8ssvExQUxMiRI+nXrx9KpZKQkBCio6Np27YtISEhBTqOo6Ojbo357t2769aZj4+PZ/bs2XqzWo8YMYKzZ8/i7+/PqVOn6NixI05OTsTGxnLz5k3Onj3LwoULSySZNzExYeTIkaxZs4ZBgwbRvXt3kpOTOXToEK6urnlO9Ne+fXuef/55tm7dytChQ+nWrRsxMTHs2LEDe3t7Zs+ebbDPypUrdZP4nT59Wlfm7+8PQK9evejVq5fRr0+IkjJjxgxmzJhR5P1btGhh8DDgv8zMzPKcGDOXpaUl06dPZ/r06UWOoygiIyOJj4/H3t4+3zqmFuY0/Xg8Z2f6kp2WUbCE3sQEM0sLms0Zj6lF6a9KUJFZKM1ZNOVFJsxfT2p6RoESelMTBaoqFiyeMhILpbzeQgghxJOq0iTz3bt3Z+nSpaxYsYLt27dTpUoV2rdvz7fffsu3335b4OMolUrWrl3LwoUL2b59O4mJiXh6evLhhx8ycOBAvboKhYJ58+bRtWtXtm7dyoEDB0hNTcXBwQEPDw9mzpyZZ6ucsUybNg07Ozv8/f354YcfqF69OgMHDuStt97i2WefzXOfTz/9lAYNGvDzzz+zYcMGVCoVvXv3ZurUqdSqVcug/uHDhw0ehAQFBen+7+rqKsm8EBXEuXPnAOjXr98j66lcHWm54C3Oz1lFRkw8KBR5j6H/p9yimi3N5ozH0sWxBKJ+8tVyrsbKmWOY+s0PRD1IRKFQ5DmGPrfc0d6GxVNG4u7sUAbRCiGEEKK0KLRFnQpcCCMor0tBCFEZ7dy5E3h8Mp9LnZHF/SNniQwMIuXmXYPtVp4uuA7oTPVOLaRF3ggyMrPYd/Iyfn+e4FpEtMH2Bu7O+HRvQ0/vRtIiX0TleYkiIUqS3PuisirP974sTSeEEKLEmFqY49zDG+ce3iTfjCQ1MgZ1WjqmllVQuTpi7Vk+59ioqCyU5vTv2Jz+HZtzLTyK8OhYUtIzsaqipJZzNRrUqlHWIQohhBCiFEkyL4QQotisPV0leS9FDWrVkORdCCGEqORk7S0hhBBCCCGEEKKCkWReCCGEEEIIIYSoYKSbvRBCCACsra0xNTUt6zCEEEIIIUQBSDIvhBACgC5dupTrWV2FEEIIIcS/pJu9EEIIIYQQQghRwUgyL4QQAoCsrCwyMzPLOgwhhBBCCFEA0s1eCCEEAHv37gWgX79+ZRyJEEIIIYR4HGmZF0IIIYQQQgghKhhJ5oUQQgghhBBCiApGknkhhBBCCCGEEKKCkWReCCGEEEIIIYSoYCSZF0IIIYQQQgghKhhJ5oUQQgghhBBCiApGlqYTQggBQNeuXbGzsyM7O7usQxFGlHwzktTIe6jTMjC1tEDl6oS1p2tZhyWEEEJwLTyK29GxpKZnoqqixMO5Gg1q1SjrsCoMSeaFEOIh9+/f59ChQwQHBxMREUFcXBw2NjY0adKE4cOH06hRI13d7Oxsjh07xrFjx7hy5QoxMTEoFAo8PDx45pln6N+/P6ampnrHz8zMZM2aNRw6dIj09HSaN2/OpEmTcHR0NIhl9erV/PHHH6xevRobG5sSv3YrKytsbGyIi4sr8XOJkqXOyCIm6Ax3A4+Q8tddg+1WdVxwGdAJx84tMbUwL4MIhRBCVFYZmVnsPXkJv/0nuX4n2mB7fTdnfHp408u7MRZKeY96lErRzX7btm14eXmxbdu2sg6lWO7cuYOXlxezZs0q1nGWLVuGl5cXwcHBRopMiCfHr7/+ynfffUdUVBStW7fGx8eHpk2bcvToUd555x0OHDigq3v37l0+/fRTgoKCcHd357nnnqNHjx7ExMSwdOlS5syZg1ar1Tv+ihUr2LZtG02aNKF79+6Ehoby0UcfoVar9erdvHmTrVu3MmnSpFJJ5MWTIzUyhtDJX3Hddyspt/7Os07Krb+57ruV0MlfkXY3ppQjFEIIUVmFR8fy0pwVzN0QSFjkvTzrhEXeY+6GQF6as4KI6AelHGHFIi3zQs9ff/3FkiVLOH78OGlpadSuXZsRI0bw4osvolAo9OpevnyZnTt3cvHiRS5evEhcXBxt27Zl48aNZRS9EMXn5eXF119/TYsWLfTKz58/z4wZM1i6dCkdO3ZEqVSiUqmYPHkyvXv3xtLSUlc3LS2Nd999l+PHj3Po0CG6desGgEajYdeuXfTt25dp06YB0LBhQxYsWMDVq1dp3LgxAGq1mkWLFtGmTRvdvqUhODgYMzMzWrduXWrnFMaVGhnD2Zm+ZKdl5BT852GSzj/lGbGJnJnhS8sFb2HpYtg7RAghhDCW8OhYJsxfT2p6znvUfxs8cuWWx8Qn8fr8daycOQZ3Z4dSi7MikWS+EnrppZfo378/Li4ueuVhYWGMGDGC9PR0+vXrh5OTEwcPHuSTTz7hxo0bfPjhh3r19+7dy4oVKzA3N6dOnTpl2jU3OzubzMzMMju/MC6lUomZWdn8eerSpUue5c2aNaNFixaEhoby119/4eXlRfXq1XnuuecM6lpaWjJs2DDmzp3LuXPndAl5QkICmZmZ1K9fX1e3QYMGAMTE/Ns66u/vT0REBB9//LExL+2xHjyQp98VmTojiwufrMpJ5DWagu2k0ZCdlsH5Oatovew96XIvhBCiRGRkZjHtmx9JTc9ArcnnQfN/qDVaUtMzmPrND2yeM0G63OdBkvlKyMHBAQcHw6dbc+bMISkpiZUrV+qSjylTpvDqq6+yadMmBg4cyFNPPaWr37dvX3r06EGDBg2Ij4+nc+fOpXYNuRITE7lx4wapqakldg6tVgtXItGevQUJqWCnQtGiNjR0NeitIIxHpVJRt25dbG1tyzoUndwHDP8dB1/QunZ2diiVSm7cuKErCwsLA9CNmY+KimL9+vWMGzcuz3H0QuQnJugMGTHxhd9RoyEjJp77R87i3MPb6HEJIYQQe09eIupBYqH3U2u0RD1IZN/Jy/Tv2LwEIqvYKmwyn5mZyZYtWzhw4ABhYWHExsZiY2ND69atmThxoq676n8FBQXh6+vL5cuXqVKlCk8//TSzZs2iatWqujp37tyhZ8+eDBkyhPHjx7NgwQJCQ0NRKBR06dKF2bNn4+DgwOnTp1myZAnnz5/H1NSUZ555hg8++ACVSmVw3hMnTrB69WpOnz5NSkoKLi4u9OvXjzfeeEOvey7kdLFdvXo1W7duJSoqiho1auDj40P//v3zvKYePXoA8Pvvv7N48WJ27dpFfHw8derUYdKkSfTt21ev/rJly/D19WXDhg20a9cOyOlef+LECdq1a6fXrVepVDJlyhRGjRrFzz//rJfMP9y6WBbi4+O5dOlSvl10jEGr1aINDIUrkaAAtEByGto7sXAjCga0loS+hKSmpnLhwgUaN26Mvb19WYfDvXv3OHXqFA4ODtSpU+ex9Xft2gWg12XdxMSEPn36EBAQQGpqKra2tuzevZt69erh5eUFwJIlS/D09MyzxV+IR7kbeAQUivy71j+KAsL89hBdXWn8wCoQU1NTg/krhKgM5N4XJW3jjsO6j9KFpVAo8PvzhCTzeaiwyXxCQgJffvkl3t7edOvWDVtbWyIiIti/fz+HDh1i06ZNNG+u/wPfv38/Bw4coEePHjz11FOcOHGCX3/9lfDwcH788UeDc9y5c4cRI0bQtGlTnn/+eS5cuEBgYCB///0306dPZ+zYsXTs2JEXXniB4OBg/Pz80Gg0zJ07V+84P/zwA59++im2trZ0794dBwcHLly4wPLlywkODmbDhg0olf9+gPrwww/55ZdfcHNz46WXXiIjI4O1a9dy+vTpfF+PrKwsxo4dS0JCAn369CEtLY0dO3bwzjvv8P333z+21TwkJAQgz3qtW7dGpVJx4sSJRx6jNGm1Wm7fvl2iiTyQk8RfifznpOh/vRIJdWtAI7eSjaESy/0529nZlelDk+zsbObNm0dWVhbjxo17bMt8YGAgJ06coGXLlroHZrkmTJiAmZkZhw4dIjMzk1atWjFp0iRMTU3Zs2cP586d47vvviM9PZ1ly5Zx+PBhIKf7/+TJkw0e/gkBOcvP5TVrfYFpQfN3HIlhESic7Y0WlxBCCBH5IIk79wvfKp9Lq9VyLSKaa+FRsmzdf1TYZN7Ozo4DBw7g7OysV379+nWGDx/O4sWLWbt2rd62P//8kw0bNuhaytRqNWPGjCEkJIQzZ87QsmVLvfonTpzg//7v/3jllVeAnBtpwoQJHDx4kDfffJOFCxfSq1cvICeZHjZsGNu3b2f69OlUr14dyOlC+8UXX+Dl5cW6dev0egCsXLmShQsXsmnTJl577TUgZwKqX375hYYNG/Ljjz/qWvnfeOMNBg0alO/rce/ePZo1a6b3YODZZ59lzJgxrF279rHJ/K1btwDw8PAw2GZqaoqbmxthYWFkZ2eX2Vjmh6nVapKTk0v8PNqzt8j3MaIiZ7tCkvkSlZycjFqtLrP7TqPR8NVXX3H+/Hn69+9P7969H1n/+PHj+Pr64uzsnOfKExYWFkycOJGJEyfqlcfHx7N8+XJGjBiBh4cHS5Ys4dixY0ydOhXI6VFTpUoV3n77beNdnHhipOYzI3ChxSWDJPNCCCGMKCYhzSjHCY+OlWT+P8o+KysipVJpkMhDTtfvdu3aERQURFZWFubm/06UMHDgQL0ur6ampgwZMoSQkBDOnz9vkMzXqlWL0aNH675XKBT079+fgwcP0qhRI10iD2Bubk6fPn1YunQpYWFhumT+p59+Ijs7mw8//FAvkQcYN24ca9euJSAgQJfM//rrrwBMmjRJr7u+s7Mzo0eP5ptvvsn3NXn//ff1Wvg7dOiAq6srFy5cyHefXLmJcX5LYFlZWaHRaEhJScHOzu6xxysoOzs7TEwKv0JiVlaW0WJ4pITU/PsDaf/ZLkqcvb293u9yadFoNHz66afs37+ffv36MWfOnEfer0FBQXz22WdUq1aNFStW4OZW8Ac9X3/9NdWrV2fixIlkZmaya9cuJkyYwLBhw4CcZH/VqlW89957eQ7lMab//q0S5V+Cwkhv5xnZxjmOEEII8Y+MLOO8t2hNzErkM0pF/txTYZN5yFka7fvvvyc0NJT79+8bJHhxcXE4OTnpvm/SpInBMWrUyHm6k5ho2PXDy8vLoGtv7vEaNWpkUD932717/7aQnD17FoDDhw9z7Ngxg33MzMz466+/dN9fvXoVAG9vw0mI8irLZWtri7u7u0G5s7MzZ86cyXe/spaQkFCk/bRaLdbW1iXfOm+nguS0fFvmsSvZpEqAtbU1SUlJpd7NXqPR8PXXX7Nnzx66d+/OlClTHnm/BgcH88knn2BnZ8f8+fOxsrIq8AoPwcHB7Nmzh0WLFpGcnMyNGzdQq9W4uLjojuHq6kp2djaXLl2ibt26RrnG/2rYsCEqlapMV6YQRZOhNVISblGhPxYIIYQohyzMjfPeotBkG/0zStWqVcvt556CPGSosO/ap06d0nV/79SpE7Vr10alUqFQKNi7dy9XrlwxWKrM2tra4Di5Y181eSzj86j6j9qWnf3vh6rcD//Lly8v0HUlJSVhYmKS5w+vWrVq+e6XX4u6mZlZntf2X7nXk5SUlOf2lJQUFAoFVlZWjz1WaVAoFHh4eJT4BHiKFrVzJrvLizZnuyg5uT/nskzkn376aWbOnPnIcfK5ibyNjQ1fffUVrq6uBT5XWloaS5cuZeDAgQYPHB9+QJn7/5J8LerUqVOu39RE/lSuTo+vVABWbs6Y5vN+UhnIJGCispJ7X5Sk2jULuFzqY3jUqG6U4zxJKmwyv3z5cjIzM9m8ebNBi3V5aonOTZJDQ0PzfADwXzY2Nmg0GuLi4gyWj4uNzSepNILatWsDcPv2bYNtarWaO3fu4ObmVi7Gy+eyt7enadOmJbs0XUPXnFnrH57NPvdrQ9ecf6JElNXSdA8n8l27dmXWrFmPTORDQkJ0ifzXX39dqK71AGvWrEGr1TJ27FhdmYuLC2ZmZoSEhOjmuwgJCcHc3JyaNWsW7cLEE83a0xWrOi6k3Pq7iLPZK7CqU5On+jxt9NgqEnmYJSorufdFSWoO+B27RljkvSI1wikUCuq7OVHf3XCIdWVXfjKzQgoPD8fe3t4gkU9LS+PSpUtlFJWh5s2bc/HiRc6ePUunTp0eW9/Ly4uLFy9y8uRJnnnmGb1tJ0+eLKkwadOmDZAz5vf111/X2xYaGkpqaqrBEnflga2tLU899RTZ2dkGPTGMRduyJXHHLxKz7ySZ9+NRVrfHsac3Vds3QVGE8f7i8ZRKZZk9ONq0aRN79uzB0tISNzc3Nm/ebFCnY8eO1KtXj/DwcObMmUNWVhbNmzfnzz//NKjr7OxMnz598jzXpUuX2L59O3PmzNEbB29paUnfvn0JCAggIyMDyFmNY9CgQSU6m/1ff/1FdHR0nvORiPLPZUAnrvtuLdrOWi2uAx49UaoQQghRVD49vJm7IbBI+2q1Wny6tzFyRE+GCpvMu7q6cuvWLa5fv65b71ytVjN//nwePHhQxtH9a+TIkWzdupXPPvuMNWvW4OLiorc9MTGRO3fu0LhxYwAGDRrEtm3b+Pbbb+ncubPuA350dDQbNmwosTg9PT1p06YNwcHBHDx4ULfWfGZmpm7Sveeff77Ezl9cZmZmJZr8WfVqh1uvdo+vKCq8qKgoIOfB4A8//JBnHWdnZ+rVq0dcXJyu+/uBAwfyrNu8efM8k/ns7GwWL15Mly5d6NChg8H2119/nezsbA4dOgRA3759GT9+fFEuqcCuXLkCQL9+/Ur0PKJkOHZuSfiWPWTEJkIBhlfpmJhgUc2W6p1alFxwQgghKrVe3o1ZG3CYmPgk1JqCt86bmihwtLehp7fhfGWimMm8r68vbm5uDB482EjhFNzLL79MUFAQI0eOpF+/fiiVSkJCQoiOjqZt27a6ddPLWoMGDfj444+ZM2cOffv2pVu3bri7u5OSksKdO3cICQlhyJAhfPrppwC0b9+eoUOHsm3bNp599ll69+5NZmYmO3bsoGXLlnm2/BnLxx9/zIsvvsikSZPo378/jo6OHDx4kOvXr/Pyyy/TqlUrvfo3btxg1apVAKSnpwNw8+ZNveW45s2bV2LxClESZsyYwYwZMwpUt0WLFuzZs6dI5zEzM9P9/uTF0tKS6dOnM3369CIdX1Q+phbmNP14PGdn+pKdllGwhN7EBDNLC5rNGY+pRemvGCGEEKJysFCas2jKi0yYv57U9IwCJfSmJgpUVSxYPGUkFkp5j8pLsfoIL1++nGvXrhkrlkLp3r07S5cuxd3dne3btxMQEICnpyd+fn6FmnyqNAwfPpyffvqJXr16cebMGTZs2MAff/xBXFwcY8aM0U3kl+vzzz9n+vTpKBQKNm3axKFDh3j11Vf5v//7vxKNs379+vz888/06NGDgwcPsmHDBhQKBR999BGzZ882qH///n38/f3x9/dn586dBmX+/v4lGq8QQgh9KldHWi54C4tq/8w1kd+Eif+UW1SzpeWCt7B0cSylCIUQQlRWtZyrsXLmGBztcyZazW9S39xyR3sbVs4cg7uzQ571BCi0xZgKvHfv3rRv357PPvvMmDGJSkQmWxGi/Mh9KCfd7Cs+dUYW94+cJTIwiJSbdw22W3m64DqgM9U7tZAW+YfIJGCispJ7X5SmjMws9p28jN+fJ7gWEW2wvYG7Mz7d29DTu1GJt8iX53u/xJem69+/P7/99htJSUn5Lo0mhBBCiNJlamGOcw9vnHt4k3wzktTIGNRp6ZhaVkHl6oi1Z/nqwSaEEKLysFCa079jc/p3bM618CjCo2NJSc/EqoqSWs7VaFCrRlmHWGEUK5mfNGkSV65c4ZVXXuHtt9+mWbNmj1wLXQghhBCly9rTVZJ3IYQQ5VKDWjUkeS+GYiXzLVrkzHyr1Wp58803862nUCjK1XJxQgghDDk4OJTZkoBCCCGEEKJwivWp7b9rvAshhKi42rVrV67HjgkhhBBCiH8VK5nfuHGjseIQQgghhBBCCCFEAUl/SiGEEACkpKRIN3shhBBCiArCKJ/aMjMzOXbsGDdv3iQ1NZVJkyYBkJGRQXJyMlWrVsXEpFhL2gshhChhhw4dAmRpOiGEEEKIiqDYGfa+ffvo3r07b7zxBvPnz8fX11e37erVq3Tu3JnAwMDinkYIIYQQQgghhBD/KFYyHxoaypQpU1AqlXzwwQcMHDhQb3vz5s2pVasWu3fvLlaQQgghhBBCCCGE+Fexutn/73//w8bGhl9++QUHBwfi4+MN6jRt2pRz584V5zRCCCGEEEIIIYR4SLFa5s+dO0fPnj1xcHDIt07NmjW5f/9+cU4jhBBCCCGEEEKIhxQrmc/MzMTa2vqRdRITE1EoFMU5jRBCCCGEEEIIIR5SrGTe3d2d8+fPP7LOmTNn8PT0LM5phBBCCCGEEEII8ZBiJfPPPPMMp06d4pdffslz++rVq7l+/Tr9+/cvzmmEEEKUgl69euHj41PWYQghhBBCiAIo1gR4Y8eOZffu3cyePZuAgAAyMzMBWLBgAWfOnOH06dM0atSIl19+2SjBCiGEKDnm5uYolUpSUlLKOhQhhBBCCPEYCq1Wqy3OARISEvj000/ZtWsXarX63wMrFPTr14+PP/4YOzu7YgcqnkxxcXFlHYIQAki+GUlq5D0sFGZkaLNRuTph7emab/1r4VHcjo4lNT0TVRUlHs7VaFCrRilGLITxVa1aVd6XRKUk976orMrzvV+1atXH1il2Mp8rLi6O8+fPk5CQgLW1Nc2aNaN69erGOLR4gpXXXx4hCuvq1ausX7+eS5cuoVarqV27Nj4+PnTr1k2v3oULF1i5ciW3bt2ievXq+Pj45DkUKS4ujrFjx+Lj48PIkSNLJGZ1RhYxQWe4G3iElL/uGmy3quOCy4BOOHZuiamFORmZWew9eQm//Se5fifaoH59N2d8enjTy7sxFkrzEolZiJJUnj/UCVGS5N4XlVV5vvdLNZkXxjdr1iz8/f3Zt28fbm5uANy5c4eePXsyZMgQ5s2b98i6FUF5/eURojDOnDnD+++/j1Kp5Omnn8bS0pKgoCCio6N5/fXXef755wG4d+8eY8eOxd7ens6dO3Pp0iUuXbrERx99RJcuXfSO+dlnn3Hnzh3+97//YWpqavSYUyNjuPDJKjJi4kGhgLzeCv4pt3C0p9pbzzPzpz+IepCzQklebx255TUcbFk8ZSTuzvkvWypEeVSeP9QJUZLk3heVVXm+9wuSzBdrArxx48axZ88eve71ouI7d+4c48ePx9vbm5YtWzJ8+HB27NiRZ90TJ04wf/58Ro0aRevWrfHy8mLWrFmlHLEQZUetVrN48WIUCgULFy5k6tSpvPHGG6xYsQI3NzfWrl1LdHROK/a+ffvIzMxk4cKFTJgwgUWLFuHm5mbw+3Xs2DGCgoKYNm1aiSXyZ2f6khGbmFOQ3zPdf8ozYhO48cn3aO7H/1Ocd/3c8pj4JF6fv46I6AdGjVsIIYQQQvyrWBPgBQUFceTIEapVq8aQIUPw8fHBw8PDWLFVetOmTWP8+PE4Ozsbte6jHD9+nHHjxqFUKhkwYABWVlbs3r2bqVOnEhUVxWuvvaZX/5dffsHf3x9LS0tq1qxJcnJysc5fVNnZ2boJGEXFp1QqMTMr1p+nUnP69Gnu3r1Lnz59qFevnq7cysqKF198ka+++ordu3czatQoYmJisLOzw8nJCQBTU1Pq1q3LX3/9pdsvJSWFZcuWMWTIELy8vIwerzojiwufrCI7LQM0moLtpNGiBMbEJrGoui3ZCsWjz6HRkpqewdRvfmDznAnS5V4IIYQQogQU69Pynj17+Pnnn/n1119ZtWoV33//PW3btmX48OH07t0bpVJprDgrJScnJ92HfmPWzU92djYffvghCoWCzZs306hRIwAmTZqEj48PixYtok+fPri6/jsp1ksvvcTYsWPx9PTk/PnzvPDCC8WKobAS4hO4+vt+MkKuQUIq2KlQtKgNDV1RPCbhEOWbSqWibt262NralnUoj3T27FkAWrdubbDN29sbyOntAuDo6EhCQgIxMTE4Ojqi0Wi4efOm3kO41atXY2pqyiuvvFIi8cYEncnpWl9IpkBVjZbm6ZmcsrR4bH21RkvUg0T2nbxM/47NCx+oEEIIIYR4pGJ1s3d3d2f69OkcOHAAX19funXrxsmTJ3n33Xfp0qULc+fOJSwszFixlrjMzEw2btzI2LFj6datG02bNqVDhw689dZbXLp0yaB+WloaCxYsoFu3bjRr1oyBAwfy888/ExwcjJeXF8uWLdPVvXPnziO7oHt5eTFq1Ci9slmzZuHl5cWdO3ceG/uj6p44cYI33niDdu3a0bRpU5555hkWL15MWlqaXr3jx48THh7OwIEDdYk8gI2NDW+88QZZWVn4+/vr7dOsWTPq169fIl2BHyfuQRzn5q8jY9sxiIyFpDSIjEUbGJrzT6aDqNBSU1O5cOEC8fHxZR3KI0VGRgLoPeTK5eDggKWlpa5Ojx49MDc3591332XlypVMmzaNiIgI3QR4Fy5cIDAwkLfffhtLS8sSifdu4JGcsfBFoAE6pmYUuL5CocDvzxNFOpcQQgghhHi0YiXzuUxNTenVqxfLly/nzz//5O2338bW1pYNGzbw7LPP8uKLL+Lv709GRsE/BJaFhIQEvvzySzIzM+nWrRtjxoyhbdu2HDx4kBEjRuha1yBnnOyECRNYvXo1tra2jB49mpYtWzJv3jzWrl1bhleh74cffmDUqFGcOnWKp59+mlGjRuHs7Mzy5ct59dVX9bqmh4SEANC5c2eD4+SWnThRPj6Ya7Vabuw4BFci/ylA/+uVyH+3iQpLq9Vy+/btcv1gJndNdisrqzy3q1QqXR1nZ2fmzp2Lra0tv//+O4mJiUydOpUuXbqQlZXF4sWL6d69O23atCE4OJjXXnuNPn368Nprr+l+P4sj+WZkzqz1RXw9TQDXbA01s7ILVF+r1XItIppr4VFFOp8QQgghhMif0QelOjk5MX78eGrXrs3cuXO5d+8ep0+f5syZM8ybN4/x48fz2muvYWJilOcIRmVnZ8eBAwcMxp1fv36d4cOHs3jxYl2ivm3bNoKDg+natSvLly/XtUyPGTOGoUOHlnrseQkLC+OLL77Ay8uLdevW6c2IuHLlShYuXMimTZt04+Bv3boFkOe8B46OjqhUKm7fvl0qsT+OWq0mLfgKKPg3gX+YArRnb6FoVHFm9hd5S05ORq1WV5gx9I/TrFkzvV47uTZv3kxCQgJvvvkm0dHRfPLJJ3Tq1Im33nqLXbt2MWfOHNatW1es4TSpkfeKE7qOo1rD34UYBh8eHStr0AshhBBCGJlRPx3/9ddfbN26ld9++40HDx6gVCoZNGgQgwcP5tKlS2zevJmFCxcSGxvLzJkzjXlqo1AqlXlOIFe/fn3atWtHUFAQWVlZmJubs337dgCmTp2q18W8Xr16DB48mC1btpRa3Pn56aefdOPg/7u0wbhx41i7di0BAQG6ZD538jobG5s8j2dtbU1SUpJRY7SzsyvSg52srKycMfL5NTBqydkungj29vaYm5fPSdRyf7dMTU3zXEIkLS0NGxubRy4vcuPGDbZs2cJHH31E7dq1WbZsGUqlks8//5wqVarQqVMn+vTpw549e3jrrbeKHGuCwjh/8i00hWvZ15qYFWh5FSHKA7lXRWUl976orCryvV/sT3YZGRns3LkTPz8/QkNzxil7enoyfvx4hgwZgp2dHQAdOnRg1KhRvPrqq/z222/lMpkHuHz5Mt9//z2hoaHcv38/J2l8SFxcHE5OTly9ehWVSkXjxo0NjtGqVatykcznTsx1+PBhjh07ZrDdzMxMbxbtspCQkFCk/bRaLaYONqiT0/JtmcdOVazYRPmQ+xCpvE5o6OjoCOT87ahRQ7/1+cGDB6SmptKgQYN81zDVaDTMmTOHp556ig4dOhAXF0dYWBhubm6kpaXp5rZwc3Pj+vXrxVoLNUNbsO7xjz2OSeF+FgpNdrldw1WIh5Xn9YaFKEly74vKqjzf+wV5yFCsZP7TTz8lICCApKQkzMzM6N+/Py+88AJt27bNs75SqaRz586cOnWqOKctMadOndLNIN2pUydq166NSqVCoVCwd+9erly5ohtjnpycbPDBPVe1atVKLeZHyU2Uly9fXqD61tbWAPm2vicnJ+sezpQ1hUKBS98ORKz4Le8KWnJmtRcVmkKhwMPDo9wm8gDNmzfnp59+IjQ0lO7du+ttO3nypK5Ofn777Tf++usvVq1apVf+3weJ//2+KFSuxVvxIleMaeF603jUqG6U8wohhBBCiH8VK5n/4YcfqFWrFq+//jpDhw7FwcHhsfu0bduWSZMmFee0JWb58uVkZmayefNm3ZJSuc6cOaP3vbW1db5PcWJjYw3KcruSZ2cbtowZu+t6rtzkPDQ0VPf/R6lduzYAt2/fpmnTpnrbYmJiSE1NfWRSUto8nulA0tkw4o9f/HfsfO7Xhq45/0SFVVGWpmvVqhU1a9Zk//79DB48WLfWfEpKCj/++CPm5ub07t07z33v3bvH2rVrGTNmjN7DQXd3d44dO0Z0dDTOzs5ER0dz69Yt2rVrV6xYrT1dsarjQsqtv4s0CZ4G+NvMhL/NC/bWoVAoqO/mRH13w+FLQgghhBCieIqVzK9du5YOHToUap/WrVvnuR5zeRAeHo69vb1BIp+WlmawNJ2XlxchISFcvnxZbxk3IM+eB7kJSXR0tMG2vJa9M4bmzZtz8eJFzp49S6dOnR5bv02bNqxYsYKgoCAGDBigty0oKEhXp7xQmJjQ9L1RxBw5y9+7jpN+7wHK6vY49vSmavsmKMrhJIuiYJRKZYWZ8M7U1JRp06bx/vvvM336dJ5++mksLS0JCgoiOjqa119/Pd9ePN988w21atViyJAheuXPPvssv/zyC++99x4dOnTg2LFjmJmZ8eyzzxY7XpcBnbjuu7VI+5oAR1WPX2M+l1arxad7+fmbIYQQQgjxJCnWp+XCJvLlnaurK7du3eL69evUr18fyJk1ff78+Tx48ECv7nPPPUdISAhLlizhu+++07W837hxg19//dXg2NbW1tSpU4dTp05x+/Zt3YzxycnJLFq0qESuZ+TIkWzdupXPPvuMNWvW4OLiorc9MTGRO3fu6Mb9d+jQAXd3dwICAhg9erTuIUVSUhLLly/H3NycwYMHl0isRaUwMcGpy1M4dXmqrEMRlVjLli1ZvHgxGzZs4MCBA6jVaurUqcO4ceN4+umn89xn//79hIaG8r///c9gEkgnJyc++eQTVq5cyfbt23Fzc+OTTz7Rjc8vDsfOLQnfsoeM2ETQaAq8nxpINFFwroqyQPVNTRQ42tvQ07vR4ysLIYQQQohCM1rT199//829e/f01i1/WHlq0c3Pyy+/TFBQECNHjqRfv34olUpCQkKIjo6mbdu2eus8Dx06lN9++40DBw4wePBgunbtSkJCAoGBgXTs2JE///zTYJzva6+9xocffsgLL7xA37590Wg0HD58mGbNmpXI9TRo0ICPP/6YOXPm0LdvX7p164a7uzspKSncuXOHkJAQhgwZwqeffgrkTIj3+eefM27cOF566SUGDBiAlZUVu3fvJjIykpkzZ+Lmpr/U28mTJ/Hz8wPQPfAIDQ1l1qxZQM7EDeV1skMhjKlhw4Z8+eWXBa7fo0cPevToke/2Nm3alMjfTVMLc5p+PJ6zM33JTssoWEJvoiATWFfNhuwCzF9gaqJAVcWCxVNGYqEsn6sQCCGEEEJUdMVO5vfv38+CBQseu/745cuXi3uqEte9e3eWLl3KihUr2L59O1WqVKF9+/Z8++23fPvtt3p1TU1NWblyJcuWLSMgIID169dTq1YtZs2ahZ2dHX/++afBOPXhw4eTlZXFhg0b8PPzw9HRkSFDhvDmm2/yxx9/lMg1DR8+nIYNG7Ju3TpOnDihi8vFxYUxY8YYtLS3b9+eH374gaVLl7Jjxw6ys7Np0KAB7777Lv379zc4fnh4OP7+/gZl4eHhQE5vB0nmhShfVK6OtFzwFufnrCIjJh4UirzH0P9TblHNDte3hmPy0y54kIhCoUCbR/3cckd7GxZPGYm78+PnURFCCCGEEEWj0Ob1iayAgoODefXVV6levTrPPPMMmzZtok2bNnh6enLq1CmuX7/O008/TdOmTYu1NnJFs3jxYpYvX87KlSvp1q1bqZxz6tSp7Nixg8OHD+PkZJwZq0tDeV0KQojKQJ2Rxf0jZ4kMDCLl5l2D7VaeLrgO6Ez1Ti0wtTAnIzOLfScv4/fnCa5FGM7/0cDdGZ/ubejp3Uha5EWFVJ6XKBKiJMm9Lyqr8nzvl/jSdCtXrkSlUrFt2zaqV6/Opk2baNeunS5xX7FiBd999x1TpkwpzmnKrXv37hkkzmFhYWzcuBFbW9tizzxdGLdv38bc3LxAKwoIIQTkdLl37uGNcw9vkm9GcunICUyzNbjX80Tl6oi1p/6KEBZKc/p3bE7/js25Fh5FeHQsKemZWFVRUsu5Gg1q5T3RnxBCCCGEML5iJfMXLlygV69eVK/+7xrCDzf0T5gwgQMHDvDNN98UeK3zimTOnDlERkbSvHlzbG1tiYiIYP/+/WRnZ/PFF19QpUqVEo9hy5YtHDlyhIsXL9KnT58KMwO4EKJ8sfZ0pa2na4GfUDeoVUOSdyGEEEKIMlSszC8tLQ1n53/XD1YqlSQnJ+vVadmyJdu2bSvOacqtvn378tNPP7F7926Sk5NRqVS0bduWV199lS5dupRKDD/++CP3799n8ODB/N///V+pnFMIIYQQQgghRNkqVjJfvXp1vSXbnJ2dCQsL06sTHx+PWq0uzmnKreeee47nnnuuTGPIaxk8IYQoiri4OLKzs6WHjxBCCCFEBWDy+Cr5a9iwIdevX9d9365dO4KDgwkICCA1NZXDhw+zc+dOvLy8ih2oEEKIknX8+HH27NlT1mEIIYQQQogCKFYy36NHDy5fvkxkZCSQM0ZepVLx3nvv0bp1a15//XWys7N55513jBGrEEIIIYQQQgghKGY3ex8fH3x8fHTfu7u74+fnx9q1a4mIiMDFxYUXX3yRRo0aFTtQIYQQQgghhBBC5DD6wMhatWrx8ccfG/uwQgghhBBCCCGE+EexutkLIYQQQgghhBCi9BWqZf7EiRNFPlGbNm2KvK8QQgghhBBCCCH+VahkftSoUSgUiiKd6PLly0XaTwghROlQKBRF/hsvhBBCCCFKV6GS+UmTJskHPSGEeEL17duXqlWrEhcXV9ahCCGEEEKIxyhUMj958uSSikMIIYQQQgghhBAFVKQJ8E6fPs3o0aN56qmnaNWqFa+++irnzp0zdmxCCCGEEEIIIYTIQ6GXprt69SqvvPIKmZmZurJjx45x+vRptm7dSv369Y0aoBBCiNKxd+9eTExM6NGjR1mHIoQQQgghHqPQyfzKlSvJzMzkjTfeYNSoUQBs3ryZ//3vf6xatYoFCxYYPUghhBAlLysrq0zOm3wzktTIe6jTMjC1tEDl6oS1p2uZxPIkuxYexe3oWFLTM1FVUeLhXI0GtWqUdVhCCCGEKKJCJ/OhoaG0bt2ad955R1f29ttvExISUqyl64QQQlQe6owsYoLOcDfwCCl/3TXYblXHBZcBnXDs3BJTC/MyiPDJkJGZxd6Tl/Dbf5Lrd6INttd3c8anhze9vBtjoZTXWQghhKhICp3M379/n/79+xuUN2/enLNnzxolKCGEKAv379/n0KFDBAcHExERQVxcHDY2NjRp0oThw4fTqFEjvfobNmxg48aN+R5v48aN1Kjxb8unWq1my5Yt7Ny5k8TERBo2bMjEiRPx8PAw2DcwMJDvvvuOlStX4uLiYryLLAdSI2O48MkqMmLiIZ8VUlJu/c11362Eb9lDsznjsXRxLN0gnwDh0bFM++ZHoh4k5rsSTVjkPeZuCGRtwGEWTxmJu7NDKUcphBBCiKIq9AR42dnZqFQqg3KVSkV2drZRgirPgoOD8fLyYtmyZYXab9SoUXh5eZVQVHlbtmwZXl5eBAcHl+p5haiofv31V7777juioqJo3bo1Pj4+NG3alKNHj/LOO+9w4MCBPPfr3bs3o0aNMvhnbW2tV2/btm2sXbuWWrVq0bdvX27cuMGsWbNIS0vTqxcbG8uqVasYNWrUE5nIn53pS0ZsYk6BVpt3xX/KM2ITOTPDl7S7MaUU4ZMhPDqWCfPXExOfBIA2n9c5tzwmPonX568jIvpBqcUohBBCiOIpdMu8ePKdO3eOZcuWcfr0abKzs2nQoAFjxozJs0fGiRMn2L9/PxcuXODSpUskJyczZMgQ5s2bV6oxZ2dn603KKCo2pVKJmVnp/3ny8vLi66+/pkWLFnrl58+fZ8aMGSxdupSOHTuiVCr1tvfp08dgn7zs2LGDVq1a8cUXXwDQuXNnpk2bxvHjx+nevbuu3rJly6hZsyY+Pj5GuKryQ52RxYVPVpGdlgEaTcF20mjITsvg/JxVtF72nnS5L4CMzCymffMjqekZqDX5PCz5D7VGS2p6BlO/+YHNcyZIl3shhBCiAijSp+Xff//doEt9eHg4AOPHjzeor1AoWLlyZVFO9cSYP3++QetbeXT8+HHGjRuHUqlkwIABWFlZsXv3bqZOnUpUVBSvvfaaXv1ffvkFf39/LC0tqVmzJsnJyaUab2JiIjdu3CA1NbXUzqnVauFKJNqztyAhFexUKFrUhoau+XZlFYWnUqmoW7cutra2pXbOLl265FnerFkzWrRoQWhoKH/99VeRe9nExMTQqVMn3fcNGjQA4N69e7qyw4cPc+zYMXx9fTE1NS3SecqrmKAzOV3rC0ujISMmnvtHzuLcw9vocT1p9p68RNSDxELvp9ZoiXqQyL6Tl+nfsXkJRCaEEEIIYypSMn/79m1u376d57bDhw8blEmCQ4XoKpudnc2HH36IQqFg8+bNuvHBkyZNwsfHh0WLFtGnTx9cXf+dZfqll15i7NixeHp6cv78eV544YVSizc+Pp5Lly7l2320JGi1WrSBoXAlEhSAFkhOQ3snFm5EwYDWcr8bSWpqKhcuXKBx48bY29uXdTi6ngJ5Jdjnzp3j8uXLmJiY4OrqSqtWrbC0tDSo5+joSFhYmO7769evA+Dk5ARASkoKvr6+DBs2rEyW+fT29jYYGmBMdwOP5IyRL8rvrALC/PYQXV35+LqV3MYdh3V/ngpLoVDg9+cJSeaFEEKICqDQyfy+fftKIo4Sl5mZyZYtWzhw4ABhYWHExsZiY2ND69atmThxIo0bN9arn56ejq+vL7///jsPHjzAw8OD0aNH5zlRFeR0z23bti1ff/01Cxcu5MiRI8TGxrJ+/XratWvHqFGjCAkJ4erVq7p9kpKS+PHHHzl06BC3bt0iPj4ee3t7OnbsyFtvvUWtWrUMzqPVavnll1/w8/Pj2rVrqNVq6taty8iRIx/ZJff333/n+++/56+//sLW1pa+ffvy7rvvUqVKFV2d48ePEx4eztChQ/Um+rKxseGNN95g1qxZ+Pv789Zbb+m2NWvW7PEvfgnQarXcvn27VBN5ICeJvxL5TxDof70SCXVrQCO30o3pCZb7c7azsyvThyT37t3j1KlTODg4UKdOHYPtGzZs0Pve2tqaiRMn0rt3b73yfv36sWrVKmbPno2bmxv79u2jWrVqtG/fHshZ+tPCwoJXXnml5C7mERwdHalatSpxcXFGP3byzcg8Z60vMC1o/o4jMSwChbO90eJ60kQ+SOLO/cK3yufSarVci4jmWniULFsnhBBClHOFTuYfbpWtSBISEvjyyy/x9vamW7du2NraEhERwf79+zl06BCbNm2iefOclgiNRsObb77J0aNHadCgAQMHDiQ+Pp65c+fSrl27fM8RHx/PCy+8gJ2dHf379ycjI+ORrVw3btxg6dKltGvXjt69e2NpacnNmzcJCAjg4MGDbNu2Te/11mq1vPvuuwQEBFC7dm0GDhyIUqnkyJEjfPDBB9y4cYOZM2canGfz5s0cPnyYHj160L59ew4fPszGjRuJi4tj4cKFunohISFAzjje/8otKy/LD6rV6lLv0g/kdK3Pr8lLkbNdIcm8USUnJ6NWq8tkDD3k9FiZN28eWVlZjBs3Tq9l3tPTk+nTp9OiRQuqVavGgwcPOH78OBs2bOCrr77CysqKjh076uoPGzaMrKwsdu3axfnz5/Hy8mLSpElYWlpy9uxZdu7cybx58zAzM2P58uXs3r2b9PR02rRpwzvvvEPVqlXL4iUwitTIe4+vVBBxySDJfL5iEowznCs8OlaSeSGEEKKcqzQT4NnZ2XHgwAGcnZ31yq9fv87w4cNZvHgxa9euBXJmtD569ChdunRhxYoVug/vo0ePZtiwYfme49q1awwdOpTPP/+8QGNd69atS1BQkEEX4uPHj/Pqq6/y3Xff8fnnn+vKt27dSkBAAEOHDuXTTz/F3DxngqLMzEzefvtt1qxZw4ABA2jatKne8Y4ePcovv/yCp6cnAFOnTmXQoEHs2LGDGTNm6F6TW7duAeTZ+8DR0RGVSpXv8IqisrOzw8Sk0IsqkJWVZdQ4CiwhNf++q9p/tgujs7e3193vpUmj0fDRRx9x/vx5hgwZwvDhw/W2P/vss3rfOzs706hRI5o0acKkSZPYuHEjAwYM0Kvz1ltv6fVuAcjIyGDp0qUMGDCAnj17snbtWn7//XemTZuGk5MTCxYsYMmSJSxdurRkLvQfuStfPOqhZVElKIz0dpPx5K+aUhwZWcZ5fbQmZhX64VFxVNbrFkLufVFZVeR7v9Ik80ql0iCRB6hfvz7t2rUjKCiIrKwszM3N+fXXX4GcpPfhpNzLy4tBgwbh5+eX5znMzc157733CjxplY2NTZ7l7du3p169ehw9elSvfNOmTahUKj7++GO9xEapVDJ16lT+/PNPAgMDDZL50aNH6xJ5gCpVqjBw4EB8fX25ePGi7nXJbenOLy5ra2uSkpIKdG0FlZCQUKT9tFot1tbWpd86b6eC5LR8W+axM1y2URRP7n1X2t3sNRoNX3/9NXv27KFnz5688cYbBe5+Xr9+fWrWrElYWBh37tzBysrqkfVXr15NYmIir776KnFxcfzwww/06tWLnj17AjBmzBjmzZvHuXPncHd3L/a15efGjRvAvxPzGVOG1khJuEWledsqEgtz47w+Ck12iQy3KO9KapiJEOWd3PuisirP935BHjJUqk9Fly9f5vvvvyc0NJT79+8btO7GxcXh5OTE1atXUalUNGnSxOAY3t7e+Sbzbm5uODg4FCqm4OBg1q9fz7lz54iLiyM7+98PvA8n7GlpaVy7dg0nJydWrVplcJzc/W7evGmwLa/rqFEjp/tkYmLRx1aWJYVCgYeHR6lPgKdoUTtnsru8aHO2C+PJ/TmXZSLfvXt33nvvvUL3ILGzs+Pu3btkZGQ8Mpm/efMmW7duZebMmdja2pKSkkJcXBx169bV1alXrx4AERERJZrMlySVq5NRjmPl5oxpPg8cBdSuWcAl/x7Do0Z1oxxHCCGEECWn0iTzp06d0k0q1alTJ2rXro1KpUKhULB3716uXLmiW6c8KSlJl+z+V7Vq1fI9R/Xqhfvws3PnTqZOnYpKpaJz5864urpiaWmJQqHA39+fyMhIXd3ExES0Wi3R0dH4+vrme8y8lmjLa9x+bu8BzUNrPefWy6/1PTk5GTs7u4JdXCmwt7enadOmpbs0XUPXnFnrH57NPvdrQ9ecf8IoymJpOtBP5J9++mlmzpxZ6CXi0tLSuH37NlWqVHnk74xarWbRokV4e3vrrTMP+kNJymxYiRFZe7piVceFlFt/F3E2ewVWdWryVJ+njR7bk6Q54HfsGmGR94r0oFOhUFDfzYn67oY92YQQQghRvlSaZH758uVkZmayefNmvL311yk+c+aM3vc2Njb5dreIjc2nVZbCL8Hn6+uLhYUF27Zto3bt2nrbAgMD9b7Pbdlr0qQJ27ZtK9R5Cio3htu3bxt01Y+JiSE1NVU3SWB5YWtry1NPPUV2drbuYUxJ07ZsSdzxi8TsO0nm/XiU1e1x7OlN1fZNUBRh/L8wpFQqy2TCu4cT+a5duzJr1qx8E/nU1FQePHiAm5v+hIcZGRksXryY1NRU+vTp88gHAf7+/oSHh/PRRx/pyqysrHBwcCAkJEQ3R0fuWPa8VrioSFwGdOK679ai7azV4jrAcHJOYcinhzdzNwQ+vmIetFotPt3bGDkiIYQQQpSESpPMh4eHY29vb5DIp6WlcenSJb0yLy8vgoODuXjxokEX9ZMnTxo1pvr16xsk8vfu3ePOnTt6ZdbW1tStW5ebN2+SmJhYIq2Vbdq0YcWKFQQFBRlM2hUUFKSrUx6ZmZmVavJn1asdbr2MP0mYKFubNm1iz549WFpa4ubmxubNmw3qdOzYkXr16pGYmMhrr72Gl5cX7u7uODg4EBcXx+nTp4mJiaFOnTq8/vrr+Z4rKiqK9evXM3bsWN0687mGDBnC6tWr+eCDD3B0dGTXrl20b9/e4MFBRePYuSXhW/aQEZsImkJ0BzcxwaKaLdU7tSi54J4gvbwbszbgMDHxSag1BW+dNzVR4GhvQ0/vRo+vLIQQQogyV2maEV1dXUlISOD69eu6MrVazfz583nw4IFe3UGDBgGwePFi1Gq1rvzq1av89ttvRovJxcWF27dvc//+fV1ZRkYGc+bMybNb7ahRo0hLS2P27Nl5diuPiIgweAhQGB06dMDd3Z2AgAAuX76sK09KSmL58uWYm5szePDgIh9fiPIuKioKyHnI98MPP7Bx40aDf7mTxNnY2PDss8+i1Wo5ceIEfn5+BAUFUa1aNcaPH8+yZcse+dBtyZIl1KlTh+eee85g2/PPP8/w4cO5evUqe/fupUOHDrz77rslc9GlyNTCnKYfj8fM0gIK2ovFxAQzSwuazRmPqUXpr2hQEVkozVk05UVUVSwwNSlYjzFTEwWqKhYsnjISC6W8zkIIIURFUGla5l9++WWCgoIYOXIk/fr1Q6lUEhISQnR0NG3bttWtsQ45rWIBAQEcPnyYwYMH07VrVxISEggMDKRz5878+eefRolp1KhRfPbZZwwePJi+ffuSnZ3N0aNH0Wq1NGzYkCtXrujVHzFiBGfPnsXf359Tp07RsWNHnJyciI2N5ebNm5w9e5aFCxcWufXOzMyMzz//nHHjxvHSSy8xYMAArKys2L17N5GRkcycOdPg2CdPntRNCJj7UCQ0NJRZs2YBObMwzpw5s0jxCFHaZsyYwYwZMwpU18rKismTJxf5XPPmzct3m6mpKePHj2f8+PFFPn5R1KpVCwsLixI9h8rVkZYL3uL8nFVkxMSDQpH3GPp/yi2q2dJszngsXRxLNK4nTS3naqycOYap3/xA1INEFApFnmPoc8sd7W1YPGUk7s6Fm8RVCCGEEGWn0iTz3bt3Z+nSpaxYsYLt27dTpUoV2rdvz7fffsu3336rV9fExIT//e9/+Pr68vvvv7NhwwZq1arF+++/j4eHh9GS+ZdeegkzMzM2bdrEzz//jK2tLd26dWP69OlMmTLFoL5CoWDevHl07dqVrVu3cuDAAVJTU3FwcMDDw4OZM2fSoUOHYsXUvn17fvjhB5YuXcqOHTvIzs6mQYMGvPvuu/Tv39+gfnh4OP7+/gZl4eHhQE6PCEnmhagYmjRpUipLtFi6ONJ62XvcP3KWyMAgUm7eNahjVacmrgM6U71TC2mRLyJ3Zwc2z5nAvpOX8fvzBNciog3q1Hdzwqd7G3p6N5IWeSGEEKKCUWhLc10vIf6jvK7rKERlVRbrrSbfjCQ1MgZ1WjqmllVQuTpi7SkrQxjbtfAowqNjSUnPxKqKklrO1WhQK++VWyqr8rzesBAlSe59UVmV53tf1pkXQghRYNHR0aSkpOhWzygt1p6ukryXgga1akjyLoQQQjxBKs0EeEIIIR7t1KlTHDp0qKzDEEIIIYQQBSDJvBBCCCGEEEIIUcFIMi+EEEIIIYQQQlQwkswLIYQQQgghhBAVjCTzQgghhBBCCCFEBSPJvBBCCCGEEEIIUcHI0nRCCCEAsLCwwNTUtKzDEEIIIYQQBSDJvBBCCAB69OhB1apViYuLK+tQhBBCCCHEY0g3eyGEEEIIIYQQooKRZF4IIYQQQgghhKhgpJu9EEIIAHbu3AlAv379yjgSIYQQQgjxONIyL4QQQgghhBBCVDCSzAshhBBCCCGEEBWMJPNCCCGEEEIIIUQFI2PmhRBCPFbyzUhSI++hTsvA1NIClasT1p6upRrDtfAobkfHkpqeiaqKEg/najSoVaNUYxBCCCGEKC8kmRdCiIfs3buXCxcucO3aNW7dukVWVhbvvvsuffr0ybP+5cuX+fHHH7l48SJpaWk4OjrSvXt3XnzxRSwsLPTqZmZmsmbNGg4dOkR6ejrNmzdn0qRJODo6Ghx39erV/PHHH6xevRobG5sSudbHUWdkERN0hruBR0j5667Bdqs6LrgM6IRj55aYWpiXSAwZmVnsPXkJv/0nuX4n2mB7fTdnfHp408u7MRbKkolBCCGEEKI8km72hRQcHIyXlxfLli3TK+/Rowc9evQoo6gKr6LFK0RpWbduHYGBgdy7dw8HB4dH1j18+DBTp07l5MmTeHt789xzz2Fra8vmzZuZOXMmmZmZevVXrFjBtm3baNKkCd27dyc0NJSPPvoItVqtV+/mzZts3bqVSZMmlVkinxoZQ+jkr7juu5WUW3/nWSfl1t9c991K6OSvSLsbY/QYwqNjeWnOCuZuCCQs8l6edcIi7zF3QyAvzVlBRPQDo8cghBBCCFFeScv8E2rWrFn4+/uzb98+3NzcCrXv9u3b2bBhA2FhYZibm9OqVSvefvttmjRpYlD3t99+IzQ0VNeSmZWVxdy5cxk6dKixLkWIUjVt2jRcXV1xdnbmp59+YvXq1XnWy8jIYOnSpSgUCpYsWUKDBg0A0Gq1+Pr6sn37drZt28aIESMA0Gg07Nq1i759+zJt2jQAGjZsyIIFC7h69SqNGzcGQK1Ws2jRItq0aUO3bt1K4Yr/1bFjR2xtbUmNjOHsTF+y0zL456Ly3uGf8ozYRM7M8KXlgrewdDHsZVAU4dGxTJi/ntT0jH9OlXcMueUx8Um8Pn8dK2eOwd350Q9hhBBCCCGeBJLMV1Lr1q3Ls/y7775jyZIluLq6MmLECFJSUggMDGTEiBGsW7eO1q1b69X/5ptviIyMpGrVqjg5OREZGVkK0RvKzs42aAUVFZdSqcTMrGz+PLVq1apA9S5evEh8fDxdu3bVJfIACoWCV199le3btxMQEMALL7yAQqEgISGBzMxM6tevr6ubu19MzL+t2v7+/kRERPDxxx8b6YoKzs7ODluVFSc+mZuTyGs0BdtRoyE7LYPzc1bRetl7xe5yn5GZxbRvfiQ1PQO1Jp8HCf+h1mhJTc9g6jc/sHnOBOlyL4QQQognniTzlVStWrUMym7duoWvry+1a9fGz89P17135MiRDB8+nA8//JCAgABMTP4dnfH555/j4eGBq6srK1euZOHChaV2DQCJiYncuHGD1NRUox5Xq9XClUi0Z29BQirYqVC0qA0NXVEoFEY9l8ibSqWibt262NralnUoeYqLiwOgRg3DCdisra2xsbEhOjqav//+GxcXF+zs7FAqldy4cUNXLywsDEA3Zj4qKor169czbty4PMfRl4bI/SfIiIkv/I4aDRkx8dw/chbnHt7FimHvyUtEPUgs9H5qjZaoB4nsO3mZ/h2bFysGIYQQQojyrtIk85mZmWzZsoUDBw4QFhZGbGwsNjY2tG7dmokTJ+q6uOZKT0/H19eX33//nQcPHuDh4cHo0aPx8PAo1Hm1Wi2//PILfn5+XLt2DbVaTd26dRk5ciQ+Pj56dZctW4avry8bNmzgzp07rFu3jtu3b1O9enXGjBnD6NGj0Wq1rF27li1btnD37l1q1qzJxIkTGTx4sO44PXr00LWQ9+zZU1fetm1bNm7cqKsDsH//ft32bdu2kZ2dzZtvvqk3TrdRo0YMHDiQbdu2ERoaSps2bXTbOnbsWKjXw5ji4+O5dOlSvt1vi0qr1aINDIUrkaAAtEByGto7sXAjCga0loS+FKSmpnLhwgUaN26Mvb19WYdjIPchQ1RUlMG2lJQUkpKSALhz5w4uLi6YmJjQp08fAgICSE1NxdbWlt27d1OvXj28vLwAWLJkCZ6enjz33HOldyEPOXnyJBnr94BCkX/X+kdRQJjfHqKrK4sVx8Ydh3W/eoUOQaHA788TkswLIYQQ4olXaZL5hIQEvvzyS7y9venWrRu2trZERESwf/9+Dh06xKZNm2jePOfDn0aj4c033+To0aM0aNCAgQMHEh8fz9y5c2nXrl2Bz6nVann33XcJCAigdu3aDBw4EKVSyZEjR/jggw+4ceMGM2fONNhv/fr1hISE0LNnT9q1a8fu3bv54osvsLS05NKlS+zevZunn34ac3NzduzYwcyZM3F1ddUl2aNHj8bf358rV64wevRoXdLh6vroZaRCQkIA6NSpk8G2zp07s23bNkJCQvSS+bKi1Wq5ffu20RN5ICeJv/LPcIHcw2sf2la3BjQq3DwEomhyf852dnbl7gFK06ZNUalUHD16lLCwMOrVq6fb9vAwluTkZN3/J0yYgJmZGYcOHSIzM5NWrVoxadIkTE1N2bNnD+fOneO7774jPT2dZcuWcfjwYQC6dOnC5MmTsbS0LNFrir18E1VUXNEPoAXN33EkhkWgcLYv0iEiHyRx537hW+V1IWi1XIuI5lp4lCxbJ4QQQognWqVJ5u3s7Dhw4ADOzs565devX2f48OEsXryYtWvXAvDrr79y9OhRunTpwooVKzA1NQVykuRhw4YV+Jxbt24lICCAoUOH8umnn2JunjOGMzMzk7fffps1a9YwYMAAmjZtqrdfaGgo/v7+uLu7AzB27Fh69+7N/PnzqVatGr///rtulu0hQ4YwfPhwVq9erUuyx4wZw5UrV7hy5QqvvPJKgSfAu3XrFiqVKs/uvbk9Em7fvl3g6y9JarVaL0kyJu3ZW+TbLKjI2a6QZL7UJCcno1ary2wMfX4sLS154403WLRoEW+//TZdu3alatWqXLp0ievXr+Pu7k5ERITesBQLCwsmTpzIxIkT9Y4VHx/P8uXLGTFiBB4eHixZsoRjx44xdepUIKfXTpUqVXj77bdL9JpM4o00XCUuGYqYzMckpBklhPDoWEnmhRBCCPFEK1+fjkuQUqk0SOQB6tevT7t27QgKCiIrKwtzc3N+/fVXAKZOnapL5AG8vLwYNGgQfn5+BTrnpk2bUKlUfPzxx7pEPjeWqVOn8ueffxIYGGiQzI8aNUqXyAPUrFmT1q1bc/z4cWbPnq23XFaLFi1wd3fn6tWrBYrpUZKTk/Ndisva2hpA13XYWOzs7PSSnYLKysoyahx6ElLz79+r/We7KFX29vZ6v0OlJbcl3MrKiqpVqxpsHzlyJB4eHmzYsIFjx46hVqtp0qQJ3333HevXryciIgJ3d/c8933Y119/TfXq1Zk4cSKZmZns2rWLCRMm6B4exsfHs2rVKt577z1UKpXxLzRXlvrxdQoiI7vou2YVfd+HaU3MHvu6C5EXuW9EZSX3vqisKvK9X2mSeYDLly/z/fffExoayv379w0Swri4OJycnLh69SoqlSrPpdi8vb0LlMynpaVx7do1nJycWLVqlcH27OycD6w3b9402NaoUSODstzW8oYNG+a57dy5c4+NqTxKSEgo0n5arRZra+uSaZ23U0FyWr4t89iVYDIlDFhbW5OUlFQm3ezT0nJaiVNSUnQT3v1X48aNmTdvnkH59evXMTExoUaNGvnuCxAcHMyePXtYtGgRycnJ3LhxA7VajYuLi24/V1dXsrOzuXTpEnXr1jXCleXD3PTxdQrCouhvLRbmxnlbUmiyH/m6C5GXqlWryn0jKiW590VlVZ7v/YI8ZKg0yfypU6d45ZVXgJwx4bVr10alUqFQKNi7dy9XrlzRLW2WlJSU5wzVANWqVSvQ+RITE9FqtURHR+Pr65tvvbxmYc9tBX9Ybhfj/LblPhwojtykKS+5SfPDE+OVJYVCgYeHR4lMgKdoUTtnsru8aHO2i9KR+3Mub+PlH+fChQtERUXRtm1brKys8q2XlpbG0qVLGThwoMHDw4cfNub+v6RfB429cR5UWbk5Y1rEvxW1axZwObzH8KhR3SjHEUIIIYQorypNMr98+XIyMzPZvHkz3t76yyadOXNG73sbG5t8n9DExuaT5P1H7gf4Jk2asG3btsIHXAZq167N6dOniYmJMRg3nztWvrCz+Zcke3t7mjZtavyl6Rq65sxa//Bs9rlfG7rm/BMlrrwvTQc5Lfb/Tdbv37/PokWLMDU1ZcyYMY/cf82aNWi1WsaOHasrc3FxwczMjJCQEDp37gzkTE5pbm5OzZo1jX4ND9NUt0FdzRrTBylFnM1egVWdmjzV5+kix9Ac8Dt2jbDIe0V6UKdQKKjv5kR9d8NhVUIIIYQQT5JKk8yHh4djb29vkMinpaVx6dIlvTIvLy+Cg4O5ePGiQWvZyZMnC3Q+a2tr6taty82bN0lMTCz1hCR3HLpGU/BWrjZt2nD69GmOHDmit9QdQFBQEJCzvF15Ymtry1NPPUV2drauZ4UxaFu2JO74RWL2nSTzfjzK6vY49vSmavsmKIowxl8UjlKpLLMJ73bs2MGFCxeAnEkhAXbu3MnZs2eBnFns+/fvD+RMlrlv3z6aNGmCvb09MTExHDt2jPT0dKZPn079+vXzPc+lS5fYvn07c+bM0RsHb2lpSd++fQkICCAjIwPIWUJy0KBBJT6bfb169cjqY0LsD/uKdgCtFtcBnYsdh08Pb+ZuCCxiCFp8upf9ihtCCCGEECWt0iTzrq6u3Lp1i+vXr+s+YKvVaubPn8+DBw/06g4aNIjg4GAWL16sN5v91atX+e233wp8zlGjRjFnzhxmz57NvHnzDCauioiIQKFQFHi2+cKws7MD4O+//6ZWrVoF2mfo0KGsWbOG7777jp49e+q61F++fJmAgADq1q1L69atjR6rMZiZmRk9+bPq1Q63XgVfilA8GS5cuMCePXv0yi5evMjFixd13+cm840bN+bcuXMcP36c5ORkbG1tadu2LS+88ILeUnX/lZ2dzeLFi+nSpQsdOnQw2P7666+TnZ3NoUOHAOjbty/jx483xuU9Uv369bFt0ZK9e0LJiE2EQjwMxMQEi2q2VO/Uothx9PJuzNqAw8TEJ6HWFLx13tREgaO9DT29DecdEUIIIYR40lSaZP7ll18mKCiIkSNH0q9fP5RKJSEhIURHR9O2bVvdGuuQs9xbQEAAhw8fZvDgwXTt2pWEhAQCAwPp3Lkzf/75Z4HOOWLECM6ePYu/vz+nTp2iY8eOODk5ERsby82bNzl79iwLFy4skWS+ffv2rFmzho8++ohnnnkGS0tLXFxcDFrcH1anTh3eeustlixZwqBBg3jmmWdISUkhMDCnheyzzz4zmHl+69athIaGAnDt2jVdWe7r2bp1a55//nmjX58QJWXGjBnMmDGjQHWfeuopnnrqqUKfw8zMLM+JMXNZWloyffp0pk+fXuhjF5ephZKmH4/n7ExfstMyCpbQm5hgZmlBsznjMbUo/qoDFkpzFk15kQnz15OanlGghN7URIGqigWLp4zEQln6Kx8IIYQQQpS2StNfuHv37ixduhR3d3e2b99OQEAAnp6e+Pn54eqqPwbaxMSE//3vf4wbN46EhAQ2bNjA6dOnef/993n11VcLfE6FQsG8efNYvHgx9evX58CBA6xbt44jR46gVCqZOXNmnq1yxtCtWzfee+89ANauXcs333zDL7/88tj93nzzTb766iuqVq3Kjz/+yM6dO/H29uann37Ks1U+NDQUf39//P39dS2Xp06d0pXlJvpCiPIvIiKCsLAwVK6OtFzwFhbV/hkelN/Ee/+UW1SzpeWCt7B0ccy7XhHUcq7GypljcLS3+edUeceQW+5ob8PKmWNwd857eU0hhBBCiCeNQmvsqcCFKITyuhSEEJXRzp07AejXrx8A6ows7h85S2RgECk37xrUt/J0wXVAZ6p3amGUFvm8ZGRmse/kZfz+PMG1iGiD7Q3cnfHp3oae3o2kRV4UW3leokiIkiT3vqisyvO9L0vTCSGEKDJTC3Oce3jj3MOb5JuRpEbGoE5Lx9SyCipXR6w9S35lBwulOf07Nqd/x+ZcC48iPDqWlPRMrKooqeVcjQa18l5GVAghhBDiSSfJvBBCiMey9nQtleT9URrUqiHJuxBCCCHEPyrNmHkhhBBCCCGEEOJJIcm8EEIIIYQQQghRwUgyL4QQQgghhBBCVDAyZl4IIQQAtra2mJqalnUYQgghhBCiACSZF0IIAUCnTp3K9RItQgghhBDiX9LNXgghhBBCCCGEqGAkmRdCCAFARkYG6enpZR2GEEIIIYQoAOlmL4QQAoD9+/cD0K9fvzKORAghhBBCPI60zAshhBBCCCGEEBWMJPNCCCGEEEIIIUQFI8m8EEIIIYQQQghRwUgyL4QQQgghhBBCVDCSzAshhBBCCCGEEBWMzGYvhBBCiCJJvhlJauQ91GkZmFpaoHJ1wtrTtazDEkIIIXSuhUdxOzqW1PRMVFWUeDhXo0GtGmUdllFIMi+EEP+4f/8+hw4dIjg4mIiICOLi4rCxsaFJkyYMHz6cRo0a6dXfsGEDGzduzPd4GzdupEaNf98s1Go1W7ZsYefOnSQmJtKwYUMmTpyIh4eHwb6BgYF89913rFy5EhcXF+Nd5CM8/fTT2NnZkZmZWSrnExWTOiOLmKAz3A08Qspfdw22W9VxwWVAJxw7t8TUwrwMIhRCCFHZZWRmsffkJfz2n+T6nWiD7fXdnPHp4Y1P705lEJ3xKLRarbasgygJwcHBjB49mrfeeovJkyeXdTgiH3FxcWUdghA633//PVu2bMHFxYXmzZtjb29PZGQkR44cAeD999/n6aef1tXPTeZ79+6tl7TnGjp0KNbW1rrvt27dysqVK2nbti1ubm7s27cPc3Nz1qxZg6Wlpa5ebGwsY8eO5cUXX+SFF14ouQvOQ9WqVeX3UuQrNTKGC5+sIiMmHhQKyOsjxD/lFo72NJszHksXx1KPs6jk/heVldz74kkSHh3LtG9+JOpBIgqFgrzS3dxyl+pVWTj5BdydHcog0kerWrXqY+tIy7wwcPjwYVasWMHFixdRKBQ0adKEiRMn0qFDB4O6+/fv58iRI1y8eJErV66QlpYmD1BEheXl5cXXX39NixYt9MrPnz/PjBkzWLp0KR07dkSpVOpt79Onj8E+edmxYwetWrXiiy++AKBz585MmzaN48eP0717d129ZcuWUbNmTXx8fIxwVUIYR2pkDGdn+pKdlpFTkF9bwD/lGbGJnJnhS8sFb1WohF4IIUTFFR4dy4T560lNz3mvyq/dOrc8+kECr89fx8qZY8plQv84kswLPb/99hszZszAwcGBoUOHAjkJyKuvvsqSJUvo27evXv21a9cSEhKCtbU1Tk5O3L59uyzCJjs7W7oGP0GUSiVmZqX/56lLly55ljdr1owWLVoQGhrKX3/9hZeXV5GOHxMTQ6dO/3bnatCgAQD37t3TlR0+fJhjx47h6+uLqalpkc5TVMeOHcPMzIw2bdqU6nlF+afOyOLCJ6tyEnmNpmA7aTRkp2Vwfs4qWi97T7rcCyGEKFEZmVlM++ZHUtMzUGsK1vlcrdGQmp7B1G9+YPOcCVgoK9Z7lSTzQichIYHPP/+cqlWr4u/vr+s2PH78eAYPHsycOXPo3LmzXrfhKVOmUL16dTw8PNixYwfTpk0r1ZgTExO5ceMGqamppXZOrVYLVyLRnr0FCalgp0LRojY0dEWhUJRaHE86lUpF3bp1sbW1LetQAHQPF/JKsM+dO8fly5cxMTHB1dWVVq1a6XWbz+Xo6EhYWJju++vXrwPg5OQEQEpKCr6+vgwbNoz69euXxGU8Unx8fKmfU1QMMUFncrrWF5ZGQ0ZMPPePnMW5h7fR4xJCCCFy7T15iagHiYXeT63REvUgkX0nL9O/Y/MSiKzklLtkPjMzky1btnDgwAHCwsKIjY3FxsaG1q1bM3HiRBo3bqxXPz09HV9fX37//XcePHiAh4cHo0ePznNCKYA9e/awc+dOzp8/z7179zAzM8PLy4tXXnmFPn366NW9c+cOPXv2ZMiQIYwfP54FCxYQGhqKQqGgS5cuzJ49GwcHB06fPs2SJUs4f/48pqamPPPMM3zwwQeoVCq94/3xxx9s3LiRGzdukJycjJ2dHfXq1ePFF1/UnduY5yzsa7lr1y4SExOZPHmy3vjfGjVq8PLLL7Ns2TL27t3L4MGDddu8vcvuw1l8fDyXLl3Kt/tMSdBqtWgDQ+FKJCgALZCchvZOLNyIggGtJaE3ktTUVC5cuEDjxo2xt7cv01ju3bvHqVOncHBwoE6dOgbbN2zYoPe9tbU1EydOpHfv3nrl/fr1Y9WqVcyePVs3Zr5atWq0b98egJUrV2JhYcErr7xSchcjRBHcDTyS/xj5x1FAmN8eoqsrH1+3jJmamqJWq8s6DCFKndz74kmwccdh3cfzwlIoFPj9eUKS+eJKSEjgyy+/xNvbm27dumFra0tERAT79+/n0KFDbNq0iebNc15kjUbDm2++ydGjR2nQoAEDBw4kPj6euXPn0q5duzyPv3DhQszNzWndujWOjo48ePCA/fv38/bbbzN79mxGjRplsM+dO3cYMWIETZs25fnnn+fChQsEBgby999/M336dMaOHUvHjh154YUXCA4Oxs/PD41Gw9y5c3XH+OGHH/jkk09wdHSkd+/e2NvbExMTw/nz59mzZ0+eDxKKe87CvJYAISEhQM443v/q3Lkzy5YtIyQkRC+ZLytarZbbt2+XaiIP5CTxVyL/CQL9r1cioW4NaORWujE9wXJ/znZ2dmX2kCQ7O5t58+aRlZXFuHHj9FrmPT09mT59Oi1atKBatWo8ePCA48ePs2HDBr766iusrKzo2LGjrv6wYcPIyspi165dnD9/Hi8vLyZNmoSlpSVnz55l586dzJs3DzMzM5YvX87u3btJT0+nTZs2vPPOOwWaCEUIY0u+GZnnrPUFpgXN33EkhkWgcLY3WlxCCCFErsgHSdy5X/hW+VxarZZrEdFcC4+qUMvWlbtk3s7OjgMHDuDs7KxXfv36dYYPH87ixYtZu3YtAL/++itHjx6lS5curFixQvche/To0QwbNizP469atQp3d3e9spSUFEaMGME333yDj4+PQffYEydO8H//93+61jKtVsuECRM4ePAgb775JgsXLqRXr14AZGVlMWzYMLZv38706dOpXr06AH5+fpibm/Pbb79RrVo1vePnNXuoMc5ZmNcS4NatWwB59mrILSurMfH/pVarSU5OLvXzas/eIt9Hfoqc7QpJ5o0qOTkZtVpdJmPoNRoNX331FefPn6d///4GLe3/ffBVo0YNBg8eTK1atZg1axbr1q3TS+ZNTU156aWXeOmll/T2y8zMZMmSJfTq1YtWrVrx448/sn37dt58802qV6+Or68vX331FV9++WXJXawQ+UiNvPf4SgURlwySzAshhCgBMQlpRjlOeHSsJPPFoVQqDZJPgPr169OuXTuCgoLIysrC3NycX3/9FYCpU6fqtZZ5eXkxaNAg/Pz8DI7z30QewMrKiqFDhzJv3jzOnz9P27Zt9bbXqlWL0aNH675XKBT079+fgwcP0qhRI11SDWBubk6fPn1YunQpYWFhusQ6d1teCUlerW3GOGdhXktAlxzb2NgY7JM7Tj4pKclgW3HY2dlhYmJS6P2ysrKMGkeBJaTm33dH+892YXT29va6+7S0aDQaPv30U/bv30+/fv2YM2dOge/Vnj174ubmxl9//YW5ubnePBN5+fbbb0lNTWXWrFnY2dnx22+/MXDgQN3fAIVCwYcffkhCQgK1a9cu7qU9lvQAEA9LUBjpo0JGtnGOI4QQQvxHRpZx3mO0JmYV6nNQuUvmAS5fvsz3339PaGgo9+/fN0jc4uLicHJy4urVq6hUKpo0aWJwDG9v7zyT+djYWFauXMmhQ4e4e/cu6enpetsfnlU6l5eXl0EX39wJqxo1amRQP3fbw8fq378/X331FQMHDmTgwIG0b9+e1q1b5/sh3xjnhIK/lmUlISGhSPtptVqsra1Lv3XeTgXJafm2zGOnymODKA5ra2uSkpJKtZu9RqPh66+/Zs+ePXTv3p0pU6YU+l7N/d2Ojo5+5MOnmzdvsmHDBmbOnIlGo+HOnTvExsbi5uam67VTs2ZNAC5evIidnV0Rr6rgZK1h8bAMrZGScIty+ZFDCCHEE8DC3DjvMQpNdrn5HFQh15k/deqUrmt5p06dqF27NiqVCoVCwd69e7ly5YpuCbKkpCS9idoe9t+u7JAzYZqPjw93796lVatWdOzYERsbG0xNTbl8+TL79u3Lc3mzvBLu3J4Aj9qWnf3vB6CxY8dib2/Pjz/+yNq1a1mzZg1mZmZ069aN999/36DHgDHOWZjX8uHjJiUlGdw8j2q1LwsKhQIPD49SnwBP0aJ2zmR3edHmbBfGk/tzLqtE/umnn2bmzJmFXiIuLS2N27dvU6VKlUcm32q1mkWLFuHt7a23zjzo9z4prZ4ojRs3Npi4UwiVq3Ee+Fq5OWNaTt5D8iOTgInKSu59UdHVrlnAZVMfw6NG9cdXKkfKXTK/fPlyMjMz2bx5s8FM6WfOnNH73sbGJt8nJ7GxhgmXn58fd+/eZcqUKUycOFFv28qVK9m3b1/xgn8EhUKBj48PPj4+xMXFERoaSkBAADt37uT27dts377d6GtKF+a1BKhduzYXLlzg9u3bBsl87lj5/FYJKAv29vY0bdq0dJema+iaM2v9w7PZ535t6JrzTxhFWSxN93Ai37VrV2bNmpXv72VqaioPHjzAzU1/joSMjAwWL15Mamoqffr0eeTvtb+/P+Hh4Xz00Ue6MisrKxwcHAgJCdHN/REcHAzkDL8pSR4eHlStWrXcPJEW5YO1pytWdVxIufV3EWezV2BVpyZP9Xna6LEZm9z/orKSe19UdM0Bv2PXCIu8V6SGPoVCQX03J+q7Gw5RLs/KXTIfHh6Ovb29QfKZlpbGpUuX9Mq8vLwIDg7m4sWLBl3tT548meexIWc863/lVb+kVK1alV69etGrVy/i4uI4fvw4t2/fxtPT06jnKcxrCdCmTRsCAgIICgqiZcuWetuCgoIADOYTKGu2trY89dRTZGdn59mroiRoW7Yk7vhFYvadJPN+PMrq9jj29KZq+yYoijD+XxhSKpVlMuHdpk2b2LNnD5aWlri5ubF582aDOh07dqRevXokJiby2muv4eXlhbu7Ow4ODsTFxXH69GliYmKoU6cOr7/+er7nioqKYv369YwdO9ZgqMuQIUNYvXo1H3zwAY6OjuzatYv27dsbPDgQorS4DOjEdd+tRdtZq8V1gOEqKUIIIYQx+fTwZu6GwCLtq9Vq8enexsgRlbxyl8y7urpy69Ytrl+/Tv369YGcrqjz58/nwYMHenUHDRpEcHAwixcv1pvN/urVq/z22295HhsgNDQULy8vXfnvv//OwYMHS+qSgJyWtbZt2+p1F87KytKNw7WwsDD6OQvzWkLOGthff/01mzZtwsfHRzeEISoqik2bNukeQpRHZmZmpZr8WfVqh1uvvJc/FBVXVFQUkPPA64cffsizjrOzM/Xq1cPGxoZnn32Wq1evcuLECZKSkrCwsKBWrVoMHjyYQYMGPfL3esmSJdSpU4fnnnvOYNvzzz9PUlISf/zxB2fPnqVDhw688847RrnGR7lx4waWlpa4uLiU+LlExeLYuSXhW/aQEZsImkJ0ZTQxwaKaLdU7tSi54IQQQgigl3dj1gYcJiY+CbWm4K3zpiYKHO1t6OltOC9ZeVfukvmXX36ZoKAgRo4cSb9+/VAqlYSEhBAdHU3btm11a6FDTutVQEAAhw8fZvDgwXTt2pWEhAQCAwPp3Lkzf/75p96xBw0axKpVq/j8888JDg7GxcWFq1evcuzYMZ555hl2795dYtc1adIkrK2tadGiBS4uLmRnZ3P06FHCwsLo06eP7kGDMRXmtYScmeU//PBDZsyYwZAhQ+jfvz8AO3bsID4+nsWLFxuM19+7dy979+4F4M6dO7qyyMictdg9PT0f2TopRHkyY8YMZsyYUaC6VlZWTJ48ucjnmjdvXr7bTE1NGT9+POPHjy/y8Yvi2rVrAJLMCwOmFuY0/Xg8Z2f6kp2WUbCE3sQEM0sLms0Zj6lF6a5GIYQQovKxUJqzaMqLTJi/ntT0jAIl9KYmJqiqKFk8ZSQWyor3XlXu+gR3796dpUuX4u7uzvbt2wkICMDT0xM/Pz+DhNfExIT//e9/jBs3joSEBDZs2MDp06d5//33efXVVw2OXaNGDTZt2kSHDh04duwYW7ZsISsrizVr1hhMPmVs06ZNo1GjRpw/f57Nmzezfft2VCoVc+bMYeHChSVyzsK8lrlyH3h4enqybds2tm3bRr169VizZg39+vUzqH/5U9QOUAAAXHdJREFU8mX8/f3x9/fnxIkTAFy5ckVXdvjw4RK5NiGEEKVL5epIywVvYVHtn3ks8puY8p9yi2q2tFzwFpYujqUUoRBCiMqulnM1Vs4cg6N9zoSr+U2inFvu7GDHypljcHd2KLUYjUmhLc2pwIX4D5lsRYjyY+fOnQB5PrgTIpc6I4v7R84SGRhEys27BtutPF1wHdCZ6p1aVLgWeZkETFRWcu+LJ01GZhb7Tl7G788TXIuINtjewN0Zn+5tGNa7I2kppbzUdQFVyKXphBBCCFF+mVqY49zDG+ce3iTfjCQ1MgZ1WjqmllVQuTpi7SmregghhChbFkpz+ndsTv+OzbkWHkV4dCwp6ZlYVVFSy7kaDWrlzA1WRWlOWkoZB1sMkswLIYQQokisPV0leRdCCFGuNahVQ5e8P2nK3Zh5IYQQQgghhBBCPJq0zAshhACgevXqmJtXrDHOQgghhBCVlSTzQgghAGjTpo1MgiSEEEIIUUFIN3shhBBCCCGEEKKCkZZ5IYQQACQlJeW7HqsQQgghhChfJJkXQggBQFBQECDrzAshhBBCVATSzV4IIYQQQgghhKhgJJkXQgghhBBCCCEqGEnmhRBCCCGEEEKICkaSeSGEEEIIIYQQooKRZF4IIYQQQgghhKhgJJkXQgghhBBCCCEqGFmaTgghBADPPPMMVatWJTExsaxDEUIIIYQQjyHJvBBCCABMTU0xNTUt6zAqleSbkaRG3kOdloGppQUqVyesPV3LOiwhhKgQroVHcTs6ltT0TFRVlHg4V6NBrRplHZYQpUaSeSGEEKIUqTOyiAk6w93AI6T8dddgu1UdF1wGdMKxc0tMLczLIEIhhCi/MjKz2HvyEn77T3L9TrTB9vpuzvj08KaXd2MslPI3VDzZFFqtVlvWQYjKKy4urqxDEELP/fv3OXToEMHBwURERBAXF4eNjQ1NmjRh+PDhNGrUSFc3OzubY8eOcezYMa5cuUJMTAwKhQIPDw+eeeYZ+vfvb9DSnZmZyZo1azh06BDp6ek0b96cSZMm4ejoaBDL6tWr+eOPP1i9ejU2NjYlfu0HDx7E1NSUzp07l/i5KqvUyBgufLKKjJh4UCggr7fgf8otHO1pNmc8li6G94YoGVWrVpX3JVEpVZR7Pzw6lmnf/EjUg0QUCgV5pTG55TUcbFk8ZSTuzg5lEKmoKMrzvV+1atXH1qn0E+AFBwfj5eXFsmXLyjoUIUQ58Ouvv/Ldd98RFRVF69at8fHxoWnTphw9epR33nmHAwcO6OrevXuXTz/9lKCgINzd3Xnuuefo0aMHMTExLF26lDlz5hh80FixYgXbtm2jSZMmdO/endDQUD766CPUarVevZs3b7J161YmTZpUKok8QGpqKklJSaVyrsooNTKGszN9yYj9Z06C/J6l/1OeEZvImRm+pN2NKaUIhRCi/AqPjmXC/PXExOe8T+XXHplbHhOfxOvz1xER/aDUYhSitEk3e2Hg8OHDrFixgosXL6JQKGjSpAkTJ06kQ4cOBnX379/PkSNHuHjxIleuXCEtLY233nqLyZMnl2rM2dnZZGZmluo5RclRKpWYmZXNnycvLy++/vprWrRooVd+/vx5ZsyYwdKlS+nYsSNKpRKVSsXkyZPp3bs3lpaWurppaWm8++67HD9+nEOHDtGtWzcANBoNu3btom/fvkybNg2Ahg0bsmDBAq5evUrjxo0BUKvVLFq0iDZt2uj2FRWbOiOLC5+sIjstAzSagu2k0ZCdlsH5Oatovew96XIvhKi0MjKzmPbNj6SmZ6DWFKxTsVqjJTU9g6nf/MDmOROky714IkkyL/T89ttvzJgxAwcHB4YOHQrAjh07ePXVV1myZAl9+/bVq7927VpCQkKwtrbGycmJ27dvl2q8iYmJ3Lhxg9TU1BI7h1arhSuRaM/egoRUsFOhaFEbGrqiUChK7LyVnUqlom7dutja2pbqebt06ZJnebNmzWjRogWhoaH89ddfeHl5Ub16dZ577jmDupaWlgwbNoy5c+dy7tw5XUKekJBAZmYm9evX19Vt0KABADEx/7a++vv7ExERwccff2zMSxNlKCboTE7X+sLSaMiIief+kbM49/A2elxCCFER7D15iagHhV9pRa3REvUgkX0nL9O/Y/MSiEyIsiXJvNBJSEjg888/p2rVqvj7+1OjRs5soOPHj2fw4MHMmTOHzp07Y21trdtnypQpVK9eHQ8PD3bs2KFrbSwN8fHxXLp0Kd9uVsag1WrRBobClUhQAFogOQ3tnVi4EQUDWktCX0JSU1O5cOECjRs3xt7evqzDAdD1FijIjO951bWzs0OpVHLjxg1dWVhYGIBuzHxUVBTr169n3LhxeY6jFxXT3cAj+Y+RfxwFhPntIbq60viBCT2mpqYGQ16EqAzK+72/ccdh3cewwlIoFPj9eUKSefFEqrDJfGZmJlu2bOHAgQOEhYURGxuLjY0NrVu3ZuLEibruqrnS09Px9fXl999/58GDB3h4eDB69Gg8PDzyPP6ePXvYuXMn58+f5969e5iZmeHl5cUrr7xCnz599OreuXOHnj17MmTIEMaPH8+CBQsIDQ1FoVDQpUsXZs+ejYODA6dPn2bJkiWcP38eU1NTnnnmGT744ANUKpXB+U+cOMHq1as5ffo0KSkpuLi40K9fP9544w297rwP11+7di1nzpwhMTGRatWq0axZM8aMGYO3d05rzrJly/D19WXDhg1ERkayceNGbt68SfPmzdm4cSO7du0iMTGRyZMn6xJ5gBo1avDyyy+zbNky9u7dy+DBg3Xbco9d2rRaLbdv3y7RRB7ISeKvRP5zUvS/XomEujWgkVvJxlCJ5f6c7ezsyvyhyb179zh16hQODg7UqVPnsfV37doFQOvWrXVlJiYm9OnTh4CAAFJTU7G1tWX37t3Uq1cPLy8vAJYsWYKnp2eeLf6iYkq+GZnnrPUFpgXN33EkhkWgcLY3WlxCCFERRD5I4s79wrfK59JqtVyLiOZaeJQsWyeeOBU2mU9ISODLL7/E29ubbt26YWtrS0REBPv37+fQoUNs2rSJ5s1znsBpNBrefPNNjh49SoMGDRg4cCDx8fHMnTuXdu3a5Xn8hQsXYm5uTuvWrXF0dOTBgwfs37+ft99+m9mzZzNq1CiDfe7cucOIESNo2rQpzz//PBcuXCAwMJC///6b6dOnM3bsWDp27MgLL7xAcHAwfn5+aDQa5s6dq3ecH374gU8//RRbW1u6d++Og4MDFy5cYPny5QQHB7NhwwaUyn9baNavX8/cuXOpUqUKvXr1wsXFhejoaEJDQ/njjz8MEu7Vq1cTHBxMz5496dSpk67lMCQkBCDPmaw7d+7MsmXLCAkJ0Uvmy4parSY5ObnEz6M9e4t8HwUrcrYrJJkvUcnJyajV6jIbQw85czLMmzePrKwsxo0b99iW+cDAQE6cOEHLli0N/sZMmDABMzMzDh06RGZmJq1atWLSpEmYmpqyZ88ezp07x3fffUd6ejrLli3j8OHDQE73/8mTJ+f5ME+Ub6mR94xzoLhkkGReCFHJxCSkGeU44dGxksyLJ06FTebt7Ow4cOAAzs7OeuXXr19n+PDhLF68mLVr1wI5s1MfPXqULl26sGLFCt0H8dGjRzNs2LA8j79q1Src3d31ylJSUhgxYgTffPMNPj4+Bh+qT5w4wf/93//xyiuvADlPAidMmMDBgwd58803WbhwIb169QIgKyuLYcOGsX37dqZPn0716tWBnC63X3zxBV5eXqxbt05vSYKVK1eycOFCNm3axGuvvQbAlStXmDdvHo6Ojvz444+4uf2bWGq1Wu7dM/wQeeLECX7++WddS2CuW7duAeTZWyG3zNhj4u3s7DAxKfyiCllZWUaNI18Jqfn36dL+s12UOHt7e8zNy2biGo1Gw0cffcT58+cZMmQIw4cPf2T9w4cP4+vrS82aNZk3b16ey4p88MEHfPDBB3plcXFxrFixgjFjxtCyZUu++OILjh8/zuzZswGYP38+dnZ2zJo1y3gX9x+5D/IKshSKKLgEhZHeajOyjXMcIYSoQDKyjPO3T2tiJu9vIk8V+b6osMm8Uqk0SOQB6tevT7t27QgKCiIrKwtzc3N+/fVXAKZOnarXoubl5cWgQYPw8/MzOM5/E3kAKysrhg4dyrx58zh//jxt27bV216rVi1Gjx6t+16hUNC/f38OHjxIo0aNdIk8gLm5OX369GHp0qWEhYXpkvmffvqJ7OxsPvzwQ4Mba9y4caxdu5aAgABdMv/TTz+h0Wh455139BL53PPn9RoNHz7cIJEHdC3deS2DlTtO3tjLViUkJBRpP61Wi7W1dcm3ztupIDkt35Z57AyHSAjjsra2JikpqUy62Ws0Gr7++mv27NlDz549eeONNx65FmlwcDCffPIJVatWZf78+ZiamhZ47dIvv/wSe3t7hgwZQmRkJNu3b2f06NG6lv1hw4axadMmRo8eXWKt8zY2NuV6vdWKKkNrpCTcosK+ZQshRJFZmBvnb59Cky3vb8JAef7cU5CHDBX6k8Hly5f5/vvvCQ0N5f79+wattXFxcTg5OXH16lVUKhVNmjQxOIa3t3eeyXxsbCwrV67k0KFD3L17l/T0dL3tebV4e3l5GSQcTk5OADRq1Migfu62h4919uxZIKd179ixYwb7mJmZ8ddff+m+P3fuHJB31/j85A4/qMgUCgUeHh4lPgGeokXtnMnu8qLN2S5KTu7PuawT+e7du/Pee+89shdJbiJvZ2fHV199Rc2aNQt8ruDgYA4ePMiiRYswNzcnPDwctVpN3bp1dXXq1atHdnY2d+/e1SsX5Z/K1ckox7Fyc8Y0j4etwnjK+yRgQpSU8nzv165ZwOU8H8OjRnWjHEeI8qTCJvOnTp3SdWfv1KkTtWvXRqVSoVAo2Lt3L1euXNGtO56UlKQ3odvDqlWrZlAWHx+Pj48Pd+/epVWrVnTs2BEbGxtMTU25fPky+/bty3NN84dnec+V2xPgUduys/9ttcltqV6+fPkjrz9XcnIyCoWiULNe53XND8eYlJRk8CToUa32ZcXe3p6mTZuW7NJ0DV1zZq1/eDb73K8NXXP+iRJRVkvTgX4i//TTTzNz5sxHjpPPTeRtbGz46quvcHUt+H2RlpbG0qVL+f/27jsuy3r/4/jrZsrGgRjgLMGtKeLOUHM3NDOPlXnMhqZZNtRz6hzrdEozR2K5Ss2Rlv20zL0HOVCcuM0URUVERBky798fnPvO2xsUBWS9n4+HD+V7fa/r+lzwBflc39W9e3erF463vqA0/bsgX2wcPXoUR0dHatSoUWD3KI1ca/jiUt2HxDMX73M1ewMu1R/i0U6P53tsYqko99CIFKSi3PYbAD/vOMGpqMv31YFjMBio6VeRmpWtR6uKFHfFNpmfNm0aqampLFiwwGqBt/3791t87ObmluMPqNhY617Xn3/+mQsXLjBs2DAGDx5scWzGjBls2LAhb8HfgSmhDg8Pz/YFwO3c3NwwGo3ExMRkO6Q+OzklA9WqVSMiIoKzZ89aJfOmufI5rf5fWNzd3Xn00UdJT0/P9gVLfjA2akTczsPEbNhD6pVrOFTwxKt9IGWb18VwH/P95e4cHBwKbcG7WxP5xx57jJEjR94xkQ8LCzMn8l9++aXVdJe7mTVrFkajkVdeecVc5uPjg52dHWFhYeZRN2FhYdjb299Tj/+9Mq2boWQ+//l0a8XJKYvv72SjEd9uuR99JSJS0vRqF8jnc1fc17lGo5FewU3zOSKRoqHYJvORkZF4enpaJfLJyckcOXLEoiwgIIBdu3Zx+PBhq56vPXv2ZHttgPbt21sdy65+fmrQoAGHDx/mwIEDtGrVKlf1IyIiCA0NzXExv9xq2rQpy5cvJzQ0lEaNGlkcCw0NBbBaJ6CosLOzK9Dkz6VDM/w6ZL/zgZQs8+fPZ926dTg5OeHn58eCBQus6rRs2ZJHHnmEyMhIRo8eTVpaGg0aNGDTpk1Wdb29va22szQ5cuQIy5YtY/To0RZbVDo5OdG5c2eWL19OSkoKABs3buTpp5/WavbFlFfrRkT+uI6U2OuQeQ9DRm1scCzvToVWDQsuOBGRIq5DYB1mL99GzLUbZGTmvnfe1saAl6cb7QOtp7uKlATFtlvR19eX+Ph4Tp48aS7LyMhg7NixXL161aLu008/DcDEiRMt5gMdP36cX3/9NdtrQ1bv+K1+++03tmzZkm/PkJ2+fftiZ2fHf/7zHy5csN6X+Pr16xYvK/r06YOtrS2TJk0iKirKoq7RaCQ6OjrX9+7SpQtubm7Mnz+fS5cumcsvXbrE/PnzKVu2rMUifiIlkantJycn88MPPzBv3jyrP3/88QeQtS6Hafj75s2bs627du3abO+Tnp7OxIkTadOmDS1atLA6/tprr9G5c2d27tzJzp076dy5M6+++moBPbUUNFtHe+r9+1XsnBwhtyN6bGywc3Kk/uhXsXUsnN0cRESKAkcHeyYM+xvOZRyxtcnddDNbGwPOZRyZOKwvjg76GSolU7HtmX/xxRcJDQ2lb9++dOnSBQcHB8LCwoiOjiYoKMi8ZzpAjx49WL58Odu2beOZZ57hscceIz4+nhUrVtC6dWur3rSnn36amTNn8umnn7Jr1y58fHw4fvw4O3bsoGPHjjn+cp4f/P39+fe//83o0aPp3Lkzbdu2pXLlyiQmJnL+/HnCwsLo0aMHn3zyCZA16uAf//gHn376Kd27d6d9+/b4+voSExPDnj17aNu2rdUWWDnx8PDgo48+4oMPPqBHjx507doVgJUrV3Lt2jUmTpxoNfR//fr1rF+/HoDz58+by0wvFmrUqMFrr72WL58bkQfhgw8+4IMPPshV3YYNG7Ju3br7uo+dnR0zZ87M8biTkxPvvvsu77777n1dX4oeZ18vGn0xhEOjZ5IScw0Mhuzn0P+v3LG8O/VHv4qTT+7XRBERKamqeJdnxoj+vPPVD1y6eh2DwZDtHHpTuZenGxOH9aWyd7lCiFbkwSi2yXxwcDCTJ09m+vTpLFu2jDJlytC8eXO+/vprvv76a4u6NjY2fPPNN0yZMoXffvuNuXPnUqVKFUaNGkXVqlWtkvlKlSoxf/58xo0bx44dO0hPT6du3brMmjWLixcvFmgyD1lbx9WqVYs5c+awe/duNm3ahKurKz4+PvTv359nnnnGov6LL75IzZo1mT17Ntu2bSMxMZHy5cvTsGFDunTpck/3fvrppylbtizTp09nyZIlANSrV49BgwbRsmVLq/pHjx5l6dKlFmXHjh3j2LFjQNawfCXzIiJZnHy8aBLyPld+P0DUilAST1uPwHKp/hC+3VpToVVD9ciLiNyisnc5Fox+nQ17jvLzpt2cOGc9ArWmX0V6BTelfWBt9chLiWcwFuS+XiJ3UVRXThUpjVatWgVwzy8B5f4lnI4iKSqGjOSb2DqVwdnXC9ca2iWjsBTlFb1FClJxbfsnIi8RGR1L4s1UXMo4UMW7PP5Vst/BSiQ7Rbntl/h95kVEJP/4+Pjg4OBQ2GGUKq41fJW8i4jcJ/8qlZS8S6mmZF5ERICsNQCK8htqEREREflLsV3NXkRERERERKS0Us+8iIgAEBsbS2pqqobai4iIiBQD6pkXEREAwsLC2LBhQ2GHISIiIiK5oGReREREREREpJhRMi8iIiIiIiJSzCiZFxERERERESlmlMyLiIiIiIiIFDNK5kVERERERESKGW1NJyIiANja2mJjo3e8IiIiIsWBknkREQGgY8eOlC1blri4uMIORURERETuQl0wIiIiIiIiIsWMknkRERERERGRYkbD7EVEBIC1a9diY2NDhw4dCjsUEREREbkLJfMiIgJARkYGGRkZebpGwukokqIuk5Gcgq2TI86+FXGt4ZtPEcq9OBF5ibPRsSTdTMW5jANVvcvjX6VSYYclIiIi+UTJvIjILdavX09ERAQnTpzgzJkzpKWl8d5779GpUyerunPnzmXevHk5XmvevHlUqvRX8pSRkcGPP/7IqlWruH79OrVq1WLw4MFUrVrV6twVK1YwdepUZsyYgY+PT/48XAHJSEkjJnQ/F1b8TuKfF6yOu1T3wadbK7xaN8LW0b4QIiw9UlLTWL/nCD9v3MPJ89FWx2v6edOrXSAdAuvg6KCvhYiISHGmZP4+jRw5kqVLl7Jhwwb8/PzuWHfXrl3069ePIUOGMHTo0AKJ56WXXiIsLIzjx48XyPVFSos5c+YQHR2Nh4cH5cqVIzraOiG63RNPPGGRtJu4urpafLxkyRJmz55NUFAQfn5+bNiwgZEjRzJr1iycnJzM9WJjY5k5cyYvvfRSkU/kk6JiiPh4Jikx18BgyLZO4pmLnJyymMgf11F/9Ks4+Xg92CBLicjoWIZ/tZBLV69jyOFrcSrqMp/PXcHs5duYOKwvlb3LPeAoRUREJL8omRcrBw8eJCQkhH379pGeno6/vz/9+/ena9euVnV3797Nxo0biYiI4MiRIyQkJNCjRw/GjBlTCJGL5N3w4cPx9fXF29ubRYsW8d133931nE6dOtGwYcO71lu5ciWNGzfmv//9LwCtW7dm+PDh7Ny5k+DgYHO9kJAQHnroIXr16nX/D/IAJEXFcGDEFNKTU7IKjMbsK/6vPCX2Ovs/mEKjL4Yooc9nkdGxvD72e5JuZn0tjDl8LUzlMddu8NrYOcwY0V8JvYiISDGlZF4s7Ny5k4EDB+Lg4EC3bt1wcXFh7dq1vPPOO1y6dIkBAwZY1P+///s/li5dipOTEw899BAJCQmFEnd6ejqpqamFcm/Jfw4ODtjZFc6Pp8aNGxfYtWNiYmjVqpX5Y39/fwAuX75sLtu2bRs7duxgypQp2NraFlgseZWRkkbExzOzEvnMzNydlJlJenIKh0bPpEnI+xpyn09SUtMY/tVCkm6mkJGZwwuV22RkGkm6mcI7X/3AgtGva8i9iIhIMaRkXszS09P56KOPMBgMLFiwgNq1awPw5ptv0qtXLyZMmECnTp3w9f1rMasXXniBV155hRo1anDo0CGef/75Bxrz9evX+eOPP0hKSrrvaxiNRjgWhfHAGYhPAg9nDA2rQS3fHIeqSsFzdnbm4Ycfxt3dvbBDuauDBw9y9OhRbGxs8PX1pXHjxhbD5k28vLw4deqU+eOTJ08CULFiRQASExOZMmUKzz77LDVr1nwwwd+nmND9WUPr71VmJikx17jy+wG82wXme1yl0fo9R7h09fo9n5eRaeTS1ets2HOUri0bFEBkIiIiUpBKfDKfmprKjz/+yObNmzl16hSxsbG4ubnRpEkTBg8eTJ06dazOWb9+PT/88AOHDx8mKSkJLy8vmjRpwquvvmruScvJrl27ePPNN3F1deW7777j4YcfvmP92NhYpk+fzqZNm7h48SIuLi4EBQUxdOjQbO+1Z88eJk2aREREBI6OjrRo0YIRI0Zke+07zesPCQlhypQpzJ07l2bNmgFZvfKRkZH07NnTnMgDuLm58cYbb5ivN2TIEPOx+vXr3/H5CtK1a9c4cuRIjsNJc8NoNGJcEQ7HosAAGIGEZIznY+GPS9CtiRL6QpKUlERERAR16tTB09OzsMO5o7lz51p87OrqyuDBg3niiScsyrt06cLMmTP58MMPzXPmy5cvT/PmzQGYMWMGjo6OvPzyyw8s9lsFBQXh5uaWq7oXVvyeNUf+fr7/DHDq53VEV3C493PFyryV28w/vu6VwWDg5027lcyLiIgUQyU+mY+Pj+ezzz4jMDCQtm3b4u7uzrlz59i4cSNbt25l/vz5NGjw1y8xY8aMYfbs2Xh6etK+fXvKly/PxYsX2bFjB3Xr1r1jMr9mzRree+89qlSpwnfffZftgli3ioyM5KWXXuLSpUu0bt2aDh06EBsby9q1awkNDWXOnDkW83B37NjBq6++isFgoGvXrlSsWJEdO3bwt7/9LV96L8PCwoCseby3M5Xt3r07z/fJD0ajkbNnz+YpkQeykvhjUf+7KJZ/H4uChytB7TsvcCgFx/R19vDwKJIvVWrUqMG7775Lw4YNKV++PFevXmXnzp3MnTuXcePG4eLiQsuWLc31n332WdLS0li9ejWHDh0iICCAN998EycnJw4cOMCqVasYM2YMdnZ2TJs2jbVr13Lz5k2aNm3K22+/TdmyZQv0ecqXL0/ZsmWJi4u7Y72E01HZrlqfa0bIvBjH9VPnMHh73v91hKirNzh/5d575U2MRiMnzkVzIvKStq0TEREpZkp8Mu/h4cHmzZvx9va2KD958iS9e/dm4sSJzJ49G4BNmzYxe/Zs/P39mTt3rsUvzunp6Vy7di3H+yxcuJBPPvmEhg0bMn36dDw8PO4a2wcffEBMTAzffvstbdq0MZcPGjSIZ599lg8//JDffvsNgMzMTD766CPS09OZP38+gYFZw1ONRiPvvfcey5cvz/XnJCdnzpwByHabLC8vL5ydnTl79mye75MfMjIy8mV+vvHAGXLs0jJkHTcomS9UCQkJZGRkFNoc+ju5/cVXpUqVeOaZZ6hSpQojR45kzpw5Fsm8ra0tL7zwAi+88ILFeampqUyaNIkOHTrQuHFjFi5cyLJlyxg0aBAVKlRgypQpjBs3js8+++yBPNfdJEVdvnul3IhLACXzeRITn5wv14mMjlUyLyIiUswUvd+O85mDg4NVIg9Qs2ZNmjVrRmhoKGlpadjb2/PDDz8A8M9//tOqB8zOzo4KFSpke48pU6YQEhJCcHAwkyZNokyZMneN68iRI+zbt49nn33WIpEHqF69Or1792b27NmcOHECf39/wsPDOXfuHMHBweZEHrKGSA4fPpxVq1aRkZFx1/veiSk5zmmYraurKzdu3MjTPW7n4eGBjY3NPZ+XlpaWPwHEJ+U8NtX4v+NS6Dw9PbG3f/ALdJnmvbu4uNxTr3j79u3x8/Pjzz//xN7e3mqLutt9/fXXJCUlMXLkSDw8PPj111/p3r07/fr1A7K+zz/66CPi4+OpVq3afT/P3Wzfvh3A4gVEduIN+fRfR0p6/lynFEtJy5/PodHGrsBHfhQX+jxIaaW2L6VVcW77JT6ZBzh69Cjffvst4eHhXLlyxSoRjIuLo2LFihw8eBAHBweCgoJyfe3PPvuMDRs20LNnT/7zn//kuvdw//79QNac+ZCQEKvjp0+fNv/t7+/PsWPHACwSeRNfX18qVapEVFRUruMuKuLj4+/rPKPRiKura9575z2cISE5x555PJzzdn3JM9NLpMIYZp+cnNXrmZiYeNeh57czJfDR0dF3fPl0+vRp5s6dy4gRI8jMzOT8+fPExsbi5+dnvudDDz0EwOHDh3M16ud+mUbn3LpmRnZSjPmUhDuWiv+CCpSjff58Dg2Z6ffcxkui3EwzESmJ1PaltCrKbT83LxlK/G9Se/fuNS8m1apVK6pVq4azszMGg4H169dz7Ngx85ZmCQkJeHt731NP8Z49ewAIDg6+p2HApiR28+bNbN68Ocd6pmTC1CNevnz5bOtVqFAhz8m8KfnIqfc9ISGhQBOJe2EwGKhatWqeF8AzNKyWtdhddoxZx6XwmL7ORXG+/J0kJydz9uxZypQpc8fvmYyMDCZMmEBgYKDFPvNgOfok30ai5BNn34r5ch0XP29sc7ngnmSv2kO53BbwLqpWyn7kmYiIiBRdJT6ZnzZtGqmpqSxYsMCqV9vUO27i5uZGTEwMmZmZuU7op0yZwqhRoxg+fDgTJkygY8eOuTrPlDh/9NFHvPjii3etbxr6HhubfeJ55coVqzJTApTd8PvsEnbT8N2zZ89Sr149i2MxMTEkJSVZLBZY2Dw9PalXr17etqar5Zu1av2tq9mb/q7lm/VHCkVR35ouKSmJq1evWu0UkZKSwsSJE0lKSqJTp0533Ct+6dKlREZG8q9//ctc5uLiQrly5QgLC+PZZ58FsnbJAKhSpUoBPMm9c63hi0t1HxLPXLzP1ewNuFR/iEc7PZ7vsZU2DYCfd5zgVNTl+3qxaTAYqOlXkZqVraejiYiISNFW4pP5yMhIPD09rRL55ORkjhw5YlHWoEEDtmzZQlhYmHmrqLvx8fFh3rx59OvXj3feece8F/vdmFap37dvX66S+Vq1agFZIwEGDhxocSwqKopLly5ZnWPqEYyOjrZa1O7o0aNW9Zs2bcr06dMJDQ2lW7duFsdCQ0PNdYoSd3d3Hn30UdLT080jLO6VsVEj4nYeJmbDHlKvXMOhgide7QMp27wuhvuYzy955+DgUGgL3q1cuZKIiAjgr2Hnq1at4sCBAwDUq1ePrl27cv36dQYMGEBAQACVK1emXLlyxMXFsW/fPmJiYqhevTqvvfZajve5dOkS33//Pa+88op5n3mTHj168N133/HPf/4TLy8vVq9eTfPmza1eHBQmn26tODll8f2dbDTi28161wy5P73aBfL53BX3da7RaKRXcNH6uS4iIiK5U+KTeV9fX86cOcPJkyepWbMmkNVTPXbsWK5evWpR94UXXmDLli3897//Zd68eRZ7W5tWs89uEbxbE/rhw4czfvx4OnfufMe4GjRoQMOGDVmxYgXt27ena9euFsczMzPZs2ePef5+kyZN8PPzY/PmzezZs8diNfsJEyZk2/tu2gN+6dKlFusArF692rwN3a1atGhB5cqVWb58Of369TPPm71x4wbTpk3D3t6eZ5555o7PVVjs7OzylPy5dGiGX4dm+RiRFFcRERGsW7fOouzw4cMcPnzY/HHXrl1xc3PjySef5Pjx4+zevZsbN27g6OhIlSpVeOaZZ3j66adxdHTM8T6TJk2ievXqPPXUU1bHnnvuOW7cuMGaNWs4cOAALVq04O233863Z8wPXq0bEfnjOlJir0PmPQz1trHBsbw7FVo1vHtdyZUOgXWYvXwbMddukJGZ+955WxsDXp5utA+88xoJIiIiUjQZjHneqLto27RpE2+88Qbu7u506dIFBwcHwsLCiI6Oxt/fn7CwMDZs2GDu8Ro7diyzZs3C09OTDh06UL58eaKjo9mxYwcDBgygf//+AIwcOZKlS5danHvp0iX69etHVFQUX375JV26dAGyhsj269ePIUOGMHToUHNs586d4+WXXyYqKopGjRpRp04dypQpw4ULF9i/fz9Xr17l0KFD5vrbt2/ntddes9hnfufOncTExODu7s7x48c5fvy4uf7Nmzd58skniYyMpEWLFtSuXZvTp0+zc+dOmjVrxpYtW5g7dy7Nmv2VxO7cuZOBAwfi4OBAt27dcHFxYe3atURFRTFixAgGDBhg8fnds2cPP//8MwBXr15ly5YtVKlShSZNmgBZCzeMGDEix69PUV1wQqQ0WrVqFYD5Z9fdJEXFcGDEFNKTU3KX0NvYYOfkSKMvhuDk45WXUOU2kdGxvD72e5JupuQqobe1MeBcxpEZI/pT2bvcA4iweCjKCyGJFCS1fSmtinLbz80CeCV+DHFwcDCTJ0+mcuXKLFu2jOXLl1OjRg1+/vlnfH2t50OPGDGCkJAQAgICWLNmDbNnz2b37t00b96cVq1a3fFelSpVYt68efj5+fHee++xcuXKO9avXLkyS5cuZdCgQSQlJbFkyRIWLVrEsWPHCAwMZMKECRb1W7ZsyZw5c2jYsCGrV6/mp59+wsfHhx9++CHbRbbKlCnD7Nmz6dChAwcPHmTRokWkpKQwf/58c6/97Zo3b84PP/xA48aNWblyJQsXLqR8+fJMnDjRKpGHrGkMS5cuZenSpWzZssWqbM2aNXf8HIhI0VGtWjUCAgJyXd/Z14tGXwzBsfz/1jXIaaHC/5U7lndXIl9AqniXZ8aI/nh5Zq2vktOikaZyL083JfIiIiLFXInvmZeirai+CRMpre7nDXVGShpXfj9A1IpQEk9fsDruUsMH326tqdCqIbaO9vkVqmQjJTWNDXuO8vOm3Zw4F2113L+yN72Cm9I+sDaODvpa3K4o99CIFCS1fSmtinLbz03PvJJ5KVRF9ZtHpLTK639qCaejSIqKISP5JrZOZXD29cK1hnaFKAwnIi8RGR1L4s1UXMo4UMW7PP5VKhV2WEVaUf6lTqQgqe1LaVWU2772mRcRkVy7ePEiN27cMG+FeT9ca/gqeS8i/KtUUvIuIiJSgpX4OfMiIpI7+/fvN29DKSIiIiJFm5J5ERERERERkWJGybyIiIiIiIhIMaNkXkRERERERKSYUTIvIiIiIiIiUswomRcREREREREpZrQ1nYiIAODs7IytrW1hhyEiIiIiuaBkXkREAGjbti1ly5YlLi6usEMRERERkbvQMHsRERERERGRYkbJvIiIAJCRkUFGRkZhhyEiIiIiuaBh9iIiAsDatWsB6NKlSyFHIiIiIiJ3o555ERERERERkWJGybyIiIiIiIhIMaNh9iIiIiIihSDhdBRJUZfJSE7B1skRZ9+KuNbwLeywRKSYUDIvInKLK1eusHXrVnbt2sW5c+eIi4vDzc2NunXr0rt3b2rXrm11ztGjR1m4cCGHDx8mOTkZLy8vgoOD+dvf/oajo6NF3dTUVGbNmsXWrVu5efMmDRo04M0338TLy8vqut999x1r1qzhu+++w83NrcCeWUREHpyMlDRiQvdzYcXvJP55weq4S3UffLq1wqt1I2wd7QshQhEpLjTMPhtLliwhICCAJUuWFHYoudauXTvatWtX2GGIFHu//PILU6dO5dKlSzRp0oRevXpRr149tm/fzttvv83mzZst6m/bto133nmHPXv2EBgYyFNPPYW7uzsLFixgxIgRpKamWtSfPn06S5YsoW7dugQHBxMeHs6//vUvq1XkT58+zeLFi3nzzTeVyIuIlBBJUTGEDx3HySmLSTxzMds6iWcucnLKYsKHjiP5QswDjlBEihP1zIuVZcuWMXfuXE6dOoW9vT2NGzfmrbfeom7duhb1oqOjWbVqFVu3buX06dNcuXIFDw8PGjduzMCBA2nYsGEhPYHI/QsICODLL7+0ar+HDh3igw8+YPLkybRs2RIHBwdSUlKYPHkyBoOBSZMm4e/vD4DRaGTKlCksW7aMJUuW0KdPHwAyMzNZvXo1nTt3Zvjw4QDUqlWLL774guPHj1OnTh0ga4u4CRMm0LRpU9q2bfsAn15ERApKUlQMB0ZMIT05JavAaMy+4v/KU2Kvs/+DKTT6YghOPtajt0RElMyXEHPmzMmX60ydOpVJkybh6+tLnz59SExMZMWKFfTp04c5c+bQpEkTc9158+Yxc+ZMqlSpQqtWrShXrhxnz55l/fr1rF+/nvHjx9O1a9d8ietu0tPTrXpApfhycHDAzq5wfjy1adMm2/L69evTsGFDwsPD+fPPPwkICODw4cNcu3aNxx57zJzIAxgMBv7+97+zbNkyli9fzvPPP4/BYCA+Pp7U1FRq1qxprms6Lybmr96XpUuXcu7cOf79738X0FNmr3Xr1ri7u2PM6RdMERG5LxkpaUR8PDMrkc/MzN1JmZmkJ6dwaPRMmoS8ryH3ImJFyXwJUaVKlTxf48yZM0yZMoVq1arx888/m4f29u3bl969e/PRRx+xfPlybGyyZmc0aNCAefPmERQUZHGdPXv20L9/f0aPHk2HDh1wcHDIc2w5uX79On/88QdJSUkFdo/cMBqNcCwK44EzEJ8EHs4YGlaDWr4YDIZCja24cnZ25uGHH8bd3b2wQzEzvWCwtbUFIC4uDoBKlSpZ1XV1dcXNzY3o6GguXryIj48PHh4eODg48Mcff5jrnTp1CsA8Z/7SpUt8//33DBw4MNt59AXJzc0NT09P83OJiEj+iAndT0rMtXs/MTOTlJhrXPn9AN7tAvM9LhEp3kpNMp+amsqPP/7I5s2bOXXqFLGxsbi5udGkSRMGDx5sHt56u/Xr1zNt2jROnjyJk5MTwcHBvPvuu1SoUMGiXkBAAEFBQXz55ZeMHz+e33//ndjYWL7//nuaNWsGwO7du/nuu+/Yt28fiYmJ+Pj40KVLF9544w2cnJzM11qyZAmjRo3i888/p2fPnhb32bVrF/369WPIkCEMHTrUXG6aL79x40aL+klJSXz77besXLmSqKgonJycaNSoEa+//rpFL7vpvunp6QwaNMhijm7t2rXp3r07S5YsITw8nKZNmwLQsWPHbD9ngYGBNGvWjNDQUI4fP079+vWzrZdX165d48iRI4Xei2g0GjGuCIdjUWAAjEBCMsbzsfDHJejWRAn9fUhKSiIiIoI6derg6elZ2OFw+fJl9u7dS7ly5ahevTqA+UXDpUuXrOonJiZy48YNAM6fP4+Pjw82NjZ06tSJ5cuXk5SUhLu7O2vXruWRRx4hICAAgEmTJlGjRg2eeuqpB/RkIiJS0C6s+B0MhpyH1t+JAU79vI7oCgXXOWJra2u1dotIaVCU235uplqWmmQ+Pj6ezz77jMDAQNq2bYu7uzvnzp1j48aNbN26lfnz59OgQQOLc9auXUtoaCidOnWiZcuW7N+/35zQLl68GA8PD4v6165d4/nnn8fDw4OuXbuSkpKCq6srAD/88AOffPIJ7u7uBAcHU65cOSIiIpg2bRq7du1i7ty5+d6DnZKSwssvv8zBgwepW7cuL7/8MrGxsaxcuZLQ0FDGjx9Ply5dzPXDwsIAaNWqldW1WrduzZIlSwgLCzMn83di6sEsqKHSRqORs2fPFnoiD2Ql8ceisv5tCsd4y7GHK0Ftv8KIrNgzfZ09PDwK9YVIeno6Y8aMIS0tjYEDB5p75uvVq4ezszPbt2/n1KlTPPLII+Zzbp36kpCQYP7366+/jp2dHVu3biU1NZXGjRvz5ptvYmtry7p16zh48CBTp07l5s2bhISEsG3bNiBr+P/QoUMtXvzlt927d2Nvb0+jRo0K7B4iIqVNwumobFetzzUjZF6M4/qpcxi8PfMtLhEp/kpNMu/h4cHmzZvx9va2KD958iS9e/dm4sSJzJ492+LYpk2b+Pbbby3m0I4fP54ZM2YwefJkPvroI4v6J06coGfPnnz66afmX/Yhaxjtf//7XwICApgzZw5ly5Y1H5sxYwbjx49n/vz5DBgwID8fmZkzZ3Lw4EGefPJJxo0bZ06GXnrpJXr37s2//vUv2rRpY37hcObMGZydnbMd2lu1alUAzp49e9f7Xrhwge3bt+Pl5WUxjzg/ZWRkWCRIhcl44MxfPfK3M2QdNyiZv28JCQlkZGQU2hz6zMxMxo0bx6FDh+jatStPPPGE+ZiTkxNvvPEGEyZM4K233uKxxx6jbNmyHDlyhJMnT1K5cmXOnTtnnpoC4OjoyODBgxk8eLDFfa5du8a0adPo06cPVatWZdKkSezYsYN33nkHgJCQEMqUKcNbb71VYM965coVACXzIiL5KCnqcv5cKC4BlMyLyC1KTTLv4OBglcgD1KxZ0zwkPC0tDXv7vxYXadmypdViWG+88QaLFi3il19+4Z///KfFL+n29va8//77Fok8wKJFi0hPT+ejjz6ySOQBBg4cyOzZs1m+fHm+J/O//PIL9vb2vPfeexa9mnXq1KFHjx789NNPrF+/nmeeeQbISprKlSuX7bVMCb9p2HBO0tLS+OCDD0hNTeW9996z+lzczsPDw+JzmFtpaWn3fE6BiU/KPpGHrPL4wp3PXxJ4enpafG8+KJmZmXzyySds3LiRLl26MHr0aKv22rdvX6pWrcrcuXPZsWMHGRkZ1K1bl6lTp/L9999z7tw5KleubPW9f7svv/ySChUqMHjwYFJTU1m9ejWvv/46zz77LJCV7M+cOZP3338fZ2fnAntm4K6xipRkav+S3+IN+fTrdkp6/lxHREqMUpPMAxw9epRvv/2W8PBwrly5YpUQxsXFUbFiRfPHt88pB3BxcaFWrVqEhYVx7tw5c481gJ+fX7bJ8IEDB4Cs/ah37NhhddzOzo4///zzvp8rOwkJCZw7d46HH34428W5mjVrxk8//cSxY8fy7Z6ZmZmMHDmS3bt307t3b/NLgjuJj4+/r3sZjUZcXV2LRu+8hzMkJOfYM49HwSZeJZ2rqys3btx44MPsMzMz+fLLL1m3bh3BwcEMGzYsx/Zap04dxowZY1V+8uRJbGxsqFSp0h0Xldu1axfr1q1jwoQJJCQk8Mcff5CRkYGPj4/5PF9fX9LT0zly5AgPP/xw/jxkDrQAnpRWZcuWVfuXfJdizKck3LFU/douIrlQan4q7N27l5dffhnImhNerVo1nJ2dMRgMrF+/nmPHjlltbXb7Ine3l9/eS51TfVMCMG3atDw9w70wJbnly5fP9rhpKP2tybApabrT9W5dGO9WmZmZ/OMf/2D58uU89dRTfPzxx/cde24YDAaqVq1aJBbAMzSslrXYXXaMWcfl/pi+zoWZyD/++OOMGDHirqNMbhcREcGlS5cICgrCxcUlx3rJyclMnjyZ7t27U7duXYtjt75wNP1biymKiBQvzr4V714pF1z8vLHN4fewvCrKi4CJFKTi3vZLTTI/bdo0UlNTWbBgAYGBllt77N+/P9tzTPNHcyq/PbHN6Zds0xD18PBw87/vxDSMN7uGdbdh7rffMzY2+yTT9Ay3xlOtWjX27dtHTEyM1bx501z5W0cimGRmZjJq1Ch++eUXunfvzpgxY+5r6Py98vT0pF69eoW/NV0t36xV629dzd70dy3frD9yzwpra7pbE/nHHnuMkSNH3jGRT0xMtErWr1y5woQJE7C1taV///53vN+sWbMwGo288sor5jIfHx/s7OwICwujdevWQNYClfb29jz00EP3/3AiIvLAudbwxaW6D4lnLt7navYGXKo/xKOdHs/32Ew0KkVKq+Le9ktNMh8ZGYmnp6dVIp+cnMyRI0eyPSc8PNyqLDExkWPHjuHq6krlypVzde8GDRpw+PBhDhw4kO1K8bczJS/R0dFWx44ePZqre5rii4yMJDo62mq9gF27dgFQq1Ytc1nTpk3Zt28fv//+u9UQ+dDQUACrPeVvTeS7du3KF198cc89mHnh7u7Oo48+Snp6utXIigfJ2KgRcTsPE7NhD6lXruFQwROv9oGUbV4XwwN4sVHSODg4FNqCd/Pnz2fdunU4OTnh5+fHggULrOq0bNnSvHL9L7/8woYNG6hbty6enp7ExMSwY8cObt68ybvvvkvNmjVzvNeRI0dYtmwZo0ePtpgH7+TkROfOnVm+fDkpKSlA1raTTz/9dIGuZi8iIgXDp1srTk5ZfH8nG434dmudvwGJSIlQapJ5X19fzpw5w8mTJ82/XGdkZDB27FiuXr2a7Tnbt29n27ZtFovgTZs2jevXr/Piiy/muve5b9++LF68mP/85z/MmjULHx8fi+PXr1/n/Pnz5r3u69ati8FgYMWKFbz66qs4OjoCWavNz507N9fP/MwzzxASEsL48eMZO3aseeTAsWPHWLp0KW5ubnTo0MFcv2fPnsyaNYupU6fSvn1788iDo0ePsnz5ch5++GGLdQRMQ+t/+eUXOnfuzLhx4x5oIn8rOzu7Qkv+TFw6NMOvQ7NCjUHyzrRnfHJyMj/88EO2dby9vc3JfJ06dTh48CA7d+4kISEBd3d3goKCeP755y22qrtdeno6EydOpE2bNrRo0cLq+GuvvUZ6ejpbt24FoHPnzrz66qt5fbw78vf318sCEZEC4NW6EZE/riMl9jpkZub+RBsbHMu7U6FVw4ILTkSKLYOxsCccPyCbNm3ijTfewN3dnS5duuDg4EBYWBjR0dH4+/sTFhbGhg0b8PPzY8mSJYwaNYrg4GDzPvO+vr7s37+fXbt2UaVKFX7++WeLfeYDAgIICgpi3rx52d7/p59+YvTo0djZ2dG2bVsqV65MYmIi58+fJywsjB49evDJJ5+Y67/77rssX76cRx55hDZt2hAbG8v69etp06YNa9asYciQIQwdOtRcv127dkBW751JSkoKL774IgcPHqRevXq0aNGC2NhYVq1aRWpqqtU+8wBTp05l0qRJ+Pr60rFjRxITE1mxYgVpaWnMmTPHIpkPCQlhypQpODs7069fv2yT6Q4dOlC7du0cvy7FeViLSElU3IebieSF2r8UpKSoGA6MmEJ6ckruEnobG+ycHGn0xRCcfKy3Dc5PavtSWhXltp+b3VVKTc98cHAwkydPZvr06SxbtowyZcrQvHlzvv76a77++utsz+nYsSO9evVi2rRprF+/njJlytCzZ0+GDx9ukcjnRu/evalVqxZz5sxh9+7dbNq0CVdXV3x8fOjfv7/VsPb//ve/lC1bllWrVrFgwQKqV6/OJ598QsWKFVmzZk2u7uno6Mj333/PzJkzWblyJXPmzMHJyYmmTZvy+uuvW005ABg0aBC+vr58//33LFy4EHt7ewIDAxk2bJjV4lxRUVEAJCUl5bi4n6+v7x2TeREREZHSwNnXi0ZfDOHQ6JmkxFwDgyH7OfT/K3cs70790a8WeCIvIsVXqemZL+latWqFq6trrhP9oqKovgkTKY3Onj2Ls7Oz1QKYIqVFUe6hkZIjIyWNK78fIGpFKImnL1gdd6nhg2+31lRo1RBbR/sHEpPavpRWRbntq2e+lLh+/TrXrl274/xcEZG7MS0Gevv0GxERyT+2jvZ4twvEu10gCaejSIqKISP5JrZOZXD29cK1hnbBEZHcUTJfjKWmpjJ16lR+//130tPT6dixY2GHJCIiIiK55FrDV8m7iNw37ZlVjN28eZNp06Zx9epVhg0bRp8+fQo7JBEREREREXkA1DNfjLm7u+d633kREREREREpOdQzLyIiIiIiIlLMKJkXERERERERKWY0zF5ERADw9PTEzk7/LYiIiIgUB/qtTUREAGjRokWR3m9VRERERP6iYfYiIiIiIiIixYx65kVEBIDk5GQcHBwKOwwRERERyQUl8yIiAsDmzZsB6NKlS+EGIiIiIiJ3pWH2IiIiIiIiIsWMknkRERERERGRYkbJvIiIiIiIiEgxo2ReREREREREpJjRAngiIkLC6SjsTkVzPT6ZDdG/kezmjGOVSlT1Lo9/lUqFHZ6IiIiI3EbJvIhIPjh+/Djff/89R44cISMjg2rVqtGrVy/atm1rUS8iIoIZM2Zw5swZKlSoQK9evejatavV9eLi4njllVfo1asXffv2LZCYM1LSiAndT9TyUJLOXKQMUAYg/E8cgAt2Nix3diTxYT96dAiiQ2AdHB3sCyQWEREREbk3GmZ/D5YsWUJAQABLliwplPsHBATw0ksvWZUfOnSIv//97zRv3pyAgACefvrpQohOpPTav38/b7/9NocPH6Zt27Z069aNuLg4Pv30UxYvXmyud/nyZUaNGkVcXBzdunXDzc2NiRMnsm3bNqtrTpkyBS8vL55//vkCiTkpKobwoeM4OWUxCWcuZlunUnomz15P5qkDfzBj1jJeGD2dc9FXCyQeEREREbk36pkv5hISEnj99ddJSUnh6aefpmzZslSoUOG+r5eamsqMGTNYtmwZFy9exMPDg+DgYN5++23Kly9vUTc5OZmFCxdy+PBhDh8+zJkzZzAajWzYsAE/P7+8PppIsZCRkcHEiRMxGAyMHz+eRx55BICXXnqJIUOGMHv2bB577DG8vb3ZsGEDqampjB8/nooVK5KRkcHAgQNZuXIlbdq0MV9zx44dhIaGMnnyZGxtbfM95qSoGA6MmEJ68k0g57e6pnL3zEwGX01guo2B18bOYcaI/lT2LpfvcYmIiIhI7imZL+YOHjxIbGws77zzDm+88UaerpWZmcmgQYMIDQ2lUaNGdOzYkbNnz7J48WJ27NjBTz/9RLlyf/0CHxsby9ixYwHw9fXFw8ODa9eu5SmG+5Wenk5qamqh3Fvyn4ODA3Z2xePH0759+7hw4QKdOnUyJ/IALi4u/O1vf2PcuHGsXbuWl156iZiYGDw8PKhYsSIAtra2PPzww/z555/m8xITEwkJCaFHjx4EBATke7wZKWlEfDyT9OQUyDTm6hxbwNFopH/sDb6yteGdr35gwejXNeReREREpBAVj9+WJUeXL18GMCcHebF06VJCQ0Pp3r07X375JQaDAYCFCxcyevRoJk2axCeffGKuX7ZsWWbNmkXdunXx9PTklVdeITQ0NM9x3Iv4a/Ec/20jKWEnID4JPJwxNKwGtXzN8Uvx5OzszMMPP4y7u3thh3JHBw4cAKBJkyZWxwIDA4Gsl24AXl5exMfHExMTg5eXF5mZmZw+fRpvb2/zOd999x22tra8/PLLBRJvTOh+UmKu3fN5tkDZTCN1k1LYa7zOhj1H6dqyQb7HJyIiIiK5U+rnzKempjJv3jxeeeUV2rZtS7169WjRogVDhgzhyJEjOZ63fv16evXqRcOGDWnevDmjRo3iypUrVvXWrVvH8OHDeeKJJ2jYsCFNmjShb9++rFmzJsdrL168mO7du1O/fn3atm3LF198QUpKilW9gIAARowYAcCoUaMICAiwmtOfkJDA5MmT6datGw0aNCAwMJBXXnmFPXv2ZHtfgOHDh1skwn369KFy5cr89ttv3Lx501zu4uJCq1at8PT0zPFZClLc1TgOjp1DypIdEBULN5IhKhbjivCsP8bc9TpK0ZSUlEREREShjfbIraioKCBrdMrtypUrh5OTk7lOu3btsLe357333mPGjBkMHz6cc+fOmRfAi4iIYMWKFbz11ls4OTkVSLwXVvwO9/miKxNomZSCwWDg50278zcwEREREbknpT6Zj4+P57PPPiM1NZW2bdvSv39/goKC2LJlC3369DH3qN1q7dq1vP3221StWpWXX34Zf39/lixZQt++fYmPj7eoO378eE6ePEmTJk3o168fnTt35s8//+Stt95i3rx5Vtf++uuv+fDDD4mLi6N379507tyZVatWMWzYMKu6Q4YMoX379gC0b9+eIUOGMGTIEGrXrg3AtWvX6NOnD19//TXu7u706dOHjh07EhERwcsvv8z69evN10pJSeHAgQNUr17dKikxGAy0bNnSnFwVBUajkT9WboVjUf8rwPLvY1F/HZNiy2g0cvbs2SL9YiYxMRHIermVHWdnZ3Mdb29vPv/8c9zd3fntt9+4fv0677zzDm3atCEtLY2JEycSHBxM06ZN2bVrFwMGDKBTp04MGDCAsLCwPMeacDqKxD8vwH1+Pm0A3/RMKqWmceJcNCciL+U5JhERERG5P6V+mL2HhwebN2+2GOYKcPLkSXr37s3EiROZPXu2xbFNmzbx7bffWixYNX78eGbMmMHkyZP56KOPzOUzZ86kcuXKFucnJibSp08fvvrqK3r16mXugTt79izffPMN3t7eLF261Lzg3NChQ+nVq5dV7EOHDmXJkiVs2LCBDh060LNnT4vj//nPfzh58iSffvopzz33nLk8NjaWZ599lo8++og2bdrg6OhIZGQkmZmZVKtWLdvPk6n8zJkz5qHDhSkjI4PkXcfAwF8J/K0MYDxwBkNtLcRX3CUkJJCRkVFs5tDfTf369QkJCbEqX7BgAfHx8QwaNIjo6Gg+/vhjWrVqxZAhQ1i9ejWjR49mzpw5eZpSkxR1OS+hm3llZHLRHiKjY7UHvYiIiEghKRm/HeeBg4ODVSIPULNmTZo1a0ZoaChpaWnY2/+10FPLli0tEnmAN954g0WLFvHLL7/wz3/+ExubrEEPtyfykNWD17NnT8aMGcOhQ4cICgoC4LfffiM9PZ2///3vFivHu7q6MmjQID744INcP9fVq1dZtWoVzZs3t0jkAcqXL88rr7zCp59+yvbt2wkODubGjRvme2XHVJ6QkJDrGHLDw8PD/Lm6F2lpaVlz5HPqYDSSdVxKBE9PT4vvwaKkbNmyQNZidqZ/3yo5ORk3N7dsj5n88ccf/Pjjj/zrX/+iWrVqhISE4ODgwKeffkqZMmVo1aoVnTp1Yt26dQwZMuS+Y4035M+PfMf/LZxntLG743OJFEdq01Jaqe1LaVWc236pT+YBjh49yrfffkt4eDhXrlzJShRvERcXZ9Eblt1CVy4uLtSqVYuwsDDOnTtH1apVgaxe8BkzZrB161YuXLhgMecc/lrADuD48eM5Xv9ee8MPHTpERkYGqamp2fYCnjlzBoDTp08THBx8T9fOT7dPS8gto9GIbTk3MhKSc+yZx8M5T7FJ0eDq6sqNGzeK7IKGXl5eQNbPkUqVLHupr169SlJSEv7+/sTFxWV7fmZmJqNHj+bRRx+lRYsWxMXFcerUKfz8/EhOTiY5ORkAPz8/Tp48meN1ciPFmH7f51pcxybra2HITM9TPCJFTdmyZdWmpVRS25fSqii3/dy8ZCj1yfzevXvNq0a3atWKatWq4ezsjMFgYP369Rw7dsxqy7Oc9nE3lZt6ua9du0avXr24cOECjRs3pmXLlri5uWFra8vRo0fNe06bmM67fT/3O90zJ6Ykee/evezduzfHeqZEwc3NDci5591UnlPP/YNmMBjw6dyCc9N/zb6CkaxV7aVYMxgMVK1atcgm8gANGjRg0aJFhIeHW70YMy002aBBzqu+//rrr/z555/MnDnTovz2l4q3f3w/nH3zvusFQIxt1miaqpXu7eeSiIiIiOSfUp/MT5s2jdTUVBYsWGDV+71///5sz8lu1fpby02J8c8//8yFCxcYNmwYgwcPtqg7Y8YMNmzYYFFmOi82NtZqEbqc7pkTU9I9YMAA84r3d1K5cmVsbGzMPfa3M5XnNKe+MFTt2IIbB05xbefhv+bOm/6u5Zv1R4qt4rI1XePGjXnooYfYuHEjzzzzjHmv+cTERBYuXIi9vT1PPPFEtudevnyZ2bNn079/f4te/cqVK7Njxw6io6Px9vYmOjqaM2fO0KxZszzF6lrDF5fqPiSeuXhfi+BlAhftbLjkYI+/X0VqVraeoiQiIiIiD0apT+YjIyPx9PS0SuSTk5Nz3JouPDzcqiwxMZFjx47h6upqnicfGRkJYF5x/lbZbQ0XEBDA2rVrCQ8Pt+rJy67+ndSvXx+DwcC+fftyVb9MmTI0aNCA/fv3ExUVZfEywWg0sn37dpydnalXr949xVGQDDY21Hv/JWJ+P8DF1Tu5efkqDhU88WofSNnmdTHcx1x8KRocHByKzYJ3tra2DB8+nFGjRvHuu+/y+OOP4+TkRGhoKNHR0bz22mtWw+9NvvrqK6pUqUKPHj0syp988kn+7//+j/fff58WLVqwY8cO7OzsePLJJ/Mcr0+3Vpycsvi+zrUBtjs7YjQa6RXcNM+xiIiIiMj9Kx6/LRcgX19fzpw5w8mTJ6lZsyaQtVL62LFjuXr1arbnbN++nW3btlksgjdt2jSuX7/Oiy++aF7QzZQQh4eHExAQYK7722+/sWXLFqvrPvnkk3zzzTfMnj2bp556yjzcPiEhgalTp97Tc3l5edGlSxdWrlzJt99+yyuvvGI1VPnAgQP4+/ubV9Pv3bs3+/fvZ8KECXz55Zfm+osWLeLcuXM8//zzlClT5p7iKGgGGxsqtnmUim0eLexQpBRr1KgREydOZO7cuWzevJmMjAyqV6/OwIEDefzxx7M9Z+PGjYSHh/PNN99YLQJZsWJFPv74Y2bMmMGyZcvw8/Pj448/Ns/Pzwuv1o2I/HEdKbHXITMz1+dlANdtDBx2dqRSWXfaB9bOcywiIiIicv9KfTL/4osvEhoaSt++fenSpQsODg6EhYURHR1NUFBQtns7BwcHM2jQIDp16oSvry/79+9n165dVKlShbfeestc7+mnn2bmzJl8+umn7Nq1Cx8fH44fP86OHTvo2LEja9eutbhu1apVGTx4MCEhITz11FN06dIFW1tb1q5dS0BAAH/++ec9Pdu///1v/vzzT8aNG8evv/7Ko48+ipubG5cuXSIiIoIzZ84QGhpqTuZ79OjBypUrWb58OefPn6dp06ZERkaydu1a/Pz8ePvtt63uMXbsWPOiESdOnADgiy++wNk5a/G5Xr16FYmt7EQKWq1atfjss89yXb9du3a0a9cux+NNmzaladP87/22dbSn3r9f5cCIKaQn34TMuw+3zwBSDAbmlHfDwakME4f1xdGhaO4uICIiIlJalPpkPjg4mMmTJzN9+nSWLVtGmTJlaN68OV9//TVff/11tud07NiRXr16MW3aNNavX0+ZMmXo2bMnw4cPx8PDw1yvUqVKzJ8/n3HjxrFjxw7S09OpW7cus2bN4uLFi1bJPMCQIUPw9vZmzpw5LFq0iPLly9O1a1eGDRtGw4YN7+nZPD09WbRoEfPnz2flypX89ttvZGZmUqFCBWrVqsWgQYMsVkm0sbFh6tSpzJgxg19//ZU5c+bg6elJr169ePvttylXrpzVPdasWUNUVJRVmUlQUJCSeZEixtnXi0ZfDOHQ6JmkxFwjk6wh9LczlV+3seG7si7YV/BkxrC+VPa2/lkgIiIiIg+WwWi8j1WQRPJJUd0KQqQ0yEhJ48rvBzi/fBtJf160Oh5lZ8N2Z0eSH/GjR/tmtA+srR55KdGK8hZFIgVJbV9Kq6Lc9rU1nYiI5MjW0R7vdoF4twsk4XQUO1as43p8MmX9KpPk5kSFKpUY4l0e/yrZL+AnIiIiIoVHybyIiOBaw5f0R7xxBtp16VLY4YiIiIjIXWjvLhEREREREZFiRsm8iIiIiIiISDGjYfYiIgKAl5cXDg4OhR2GiIiIiOSCknkREQEgMDCwSK/qKiIiIiJ/0TB7ERERERERkWJGPfMiIgJAfHw8RqMRg8FQ2KGIiIiIyF2oZ15ERADYvn07q1evLuwwRERERCQXlMyLiIiIiIiIFDNK5kVERERERESKGSXzIiIiIiIiIsWMknkRERERERGRYkbJvIiIiIiIiEgxo2ReREREREREpJgxGI1GY2EHISIiIiIiIiK5p555ERERERERkWJGybyIiIiIiIhIMaNkXkRERERERKSYUTIvIiIiIiIiUswomRcREREREREpZuwKOwARESl8Bw8eJCQkhH379pGeno6/vz/9+/ena9euhR2aSK78+uuvhIeHExERwYkTJ0hLS+Pzzz+nZ8+e2dZPSEggJCSEtWvXEhMTQ8WKFenUqRNDhgzBxcXFqn5mZiYLFizgp59+4uzZszg7O9OyZUveeecdKleuXNCPJ5Kj6OhoVq1axdatWzl9+jRXrlzBw8ODxo0bM3DgQBo2bGh1jtq/lAQpKSlMmDCBiIgIzp49S3x8PO7u7lSuXJnnnnuOp556Cnt7e4tzSlrb19Z0IiKl3M6dOxk4cCAODg5069YNFxcX1q5dS1RUFCNGjGDAgAGFHaLIXbVr146oqCjKli2Ls7MzUVFROSbzSUlJ9O3bl6NHj9K6dWtq167N0aNHCQ0NpX79+ixYsABHR0eLcz788EMWL15MzZo1adu2LZcvX2bVqlW4uLjw448/Uq1atQf0pCKWvvzyS2bOnEmVKlUICgqiXLlynD17lvXr12M0Ghk/frzFi1m1fykprl69yuOPP06DBg2oVq0a5cqVIz4+nm3bthEVFUXr1q2ZOXMmNjZZg9FLZNs3iohIqZWWlmbs0KGDsV69esYjR46Yy69fv27s2LGjsW7dusbz588XYoQiufP777+b2+r06dON/v7+xv/7v//Ltu5XX31l9Pf3N44bN86ifNy4cUZ/f3/jtGnTLMp37Nhh9Pf3N77wwgvGlJQUc/nmzZuN/v7+xgEDBuTz04jk3po1a4y7du2yKt+9e7exbt26xqZNm1q0W7V/KSkyMjIs2qRJWlqa8cUXXzT6+/sbN23aZC4viW1fc+ZFREqxnTt3EhkZSffu3aldu7a53M3NjTfeeIO0tDSWLl1aiBGK5E7Lli3x9fW9az2j0cjixYtxdnZm8ODBFscGDx6Ms7Mzixcvtig3fTxs2DAcHBzM5W3btiUoKIjQ0FAuXLiQD08hcu86duxIUFCQVXlgYCDNmjUjPj6e48ePA2r/UrLY2NhYtEkTOzs7nnjiCQDOnj0LlNy2r2ReRKQUCwsLA6B169ZWx0xlu3fvfqAxiRSkM2fOcPnyZRo3boyzs7PFMWdnZxo3bsy5c+e4ePGiuXzXrl3mY7dr06YN8Nf3kkhRYmdnZ/G32r+UBpmZmWzbtg0Af39/oOS2fSXzIiKl2JkzZwCoWrWq1TEvLy+cnZ3Nb7VFSgJTe85pnqOp3PS9kZSURExMDH5+ftja2lrVN33v6PtEipoLFy6wfft2vLy8zAmN2r+URKmpqYSEhDB58mQ++eQTunXrxtatW+nZsyctWrQASm7b12r2IiKlWEJCApA1rD47rq6u3Lhx40GGJFKgTO3Z1dU12+OmctP3Rm7r6/tEipK0tDQ++OADUlNTee+998zJiNq/lERpaWlMmTLF/LHBYGDAgAG8++675rKS2vaVzIuIiIiIlBCZmZmMHDmS3bt307t3b5555pnCDkmkQLm4uHD8+HEyMzO5fPkyGzduZOLEiezfv5+ZM2fmmJCXBBpmLyJSit3tzXJCQkKOvfYixZGpPZt6X25nKjd9b+S2vr5PpCjIzMzkH//4B8uXL+epp57i448/tjiu9i8lmY2NDZUqVaJv37588skn7N27l6lTpwIlt+0rmRcRKcVMc8Sym/MVExNDUlJStvPpRYorU3s2zYu8nanc9L3h7OyMl5cX58+fJyMjw6q+6XtH3ydS2DIzMxk1ahRLly6le/fujBkzxry/tonav5QWpkV8TQvUldS2r2ReRKQUa9q0KQChoaFWx0xlpjoiJUG1atWoWLEie/fuJSkpyeJYUlISe/fuxc/Pj4ceeshcHhQUZD52O9OKyfo+kcJkSuR/+eUXunbtyhdffJHtol1q/1JaXL58GfhrJ4eS2vaVzIuIlGItWrSgcuXKLF++nKNHj5rLb9y4wbRp07C3t9d8SylRDAYDzz33HElJSXzzzTcWx7755huSkpLo3bu3Rbnp46+++orU1FRz+ZYtWwgLC6N169a52uNepCCYhtb/8ssvdO7cmXHjxmWbyIPav5Qsp06dIjk52ao8OTmZzz//HMjaEx5Kbts3GI1GY6FGICIihWrnzp0MHDgQBwcHunXrhouLC2vXriUqKooRI0YwYMCAwg5R5K4WL15MeHg4ACdOnODw4cM0btzYPASySZMmPPfcc0BWL8zf/vY3jh07RuvWralTpw5HjhwhNDSU+vXrM3/+fMqUKWNx/Q8//JDFixdTs2ZN2rZtS0xMDCtXrsTFxYVFixZRvXr1B/vAIv8TEhLClClTcHZ2pl+/fuaeyFt16NCB2rVrA2r/UnKEhIQwe/ZsmjRpgq+vL66urkRHR7N161auXbtGYGAg3333nbk9l8S2r2ReREQ4ePAgkydPZt++faSnp+Pv78/f//53unbtWtihieTKyJEjWbp0aY7He/TowZgxY8wf37hxg5CQENauXcuVK1fw8vKic+fOvPnmm9mufJyZmcn8+fP56aefOHv2LM7OzrRs2ZJ33nmHKlWqFMgzieTG3do+wOeff07Pnj3NH6v9S0lw6NAhfvrpJ/bt20d0dDRJSUm4uroSEBBAt27dePbZZ61ebpW0tq9kXkRERERERKSY0Zx5ERERERERkWJGybyIiIiIiIhIMaNkXkRERERERKSYUTIvIiIiIiIiUswomRcREREREREpZpTMi4iIiIiIiBQzSuZFREREREREihkl8yIiIiIiIiLFjJJ5ERERERERkWJGybyIiIiIiIhIMWNX2AGIiIiI3E1ERAQ//PADe/bs4fLly2RmZlKxYkUeffRRnnnmGVq1alXYIWbr/PnztG/fnh49ejBmzJjCDkdEREoQJfMiIiJSZGVmZjJ27FjmzJmDnZ0dzZs3p127dtjZ2XHu3Dm2bNnCsmXLeOutt3jzzTcLO1wREZEHRsm8iIiIFFmTJk1izpw51K5dm8mTJ1OlShWL4zdv3mT+/Plcu3atcAIUEREpJAaj0Wgs7CBEREREbnf27Fm6dOmCm5sbK1asoEKFCjnWTU1NxcHBAYCrV68ydepUNmzYwOXLl3FzcyMoKIg333wTf39/i/NeeuklwsLCOH78uNU1R44cydKlS9mwYQN+fn4ALFmyhFGjRvH5559TsWJFpkyZwtGjRylTpgyPP/44I0eOpGzZshZ1szN37lyaNWt2X58XERERUM+8iIiIFFFLliwhIyODPn363DGRBywS+eeff57IyEiCgoLo1q0b58+fZ82aNWzZsoVvv/2WwMDAPMe2ceNGNm/eTLt27Xj00UfZvXs3v/zyC5GRkSxcuBCA2rVr069fP+bOnUutWrXo0KGD+XxfX988xyAiIqWbknkREREpkvbu3QtA8+bNc33OuHHjiIyM5PXXX2f48OHm8i1btvDaa6/xj3/8g9WrV2Njk7cNfTZt2sTcuXNp0qQJABkZGfTv35+wsDD2799Po0aNqF27Ni+//DJz586ldu3aDB06NE/3FBERuZW2phMREZEi6cqVKwB4e3vnqn5qaiorVqzA09OTQYMGWRxr27YtrVq14uzZs+aXBHnRvXt3cyIPYGtrS48ePQA4dOhQnq8vIiJyN0rmRUREpEQ4ffo0KSkpNGjQACcnJ6vjpjnqR48ezfO96tata1VWqVIlAK5fv57n64uIiNyNknkREREpkkzz5KOjo3NVPyEhweK823l5eVnUywtXV1erMltbWyBrOz0REZGCpmReREREiqTGjRsDsHPnzlzVNyXYpuH5tzOV35qIGwwGANLT063q37hxI/fBioiIPGBK5kVERKRI6tmzJ7a2tvz4449cvXr1jnVTU1OpUaMGjo6OHDp0iOTkZKs6u3btArJWmTfx8PAArHv/MzMzOXbsWF4fwdxbn5GRkedriYiI3ErJvIiIiBRJVatWZeDAgcTFxTFw4EDOnTtnVSclJYXZs2cTEhKCg4MD3bp1Iy4ujunTp1vU27p1K6GhoVStWtXc4w9Qv359AJYuXWpRf/bs2Zw/fz7Pz+Du7o7BYODSpUt5vpaIiMittDWdiIiIFFlvv/02KSkpzJkzhy5dutCsWTP8/f2xs7Pj/PnzbN++nWvXrvH2228D8P7777N7926mTp3Kvn37aNiwIVFRUaxevRonJyc+++wzi23pevbsybfffktISAhHjx6lSpUqREREcOLECYKCgggLC8tT/C4uLtSvX5/du3fz/vvvU7VqVWxsbHj66ae117yIiOSJknkREREpsmxsbBg1ahTdu3dn4cKF7Nmzhz179pCZmYmXlxetW7fm2WefpWXLlgCUK1eOn376iW+++YaNGzcSHh6Oq6sr7du3Z8iQIfj7+1tcv0KFCsydO5cxY8bw+++/s3PnTpo1a8ZPP/3E1KlT8+UZvvjiCz7//HM2b97MjRs3MBqNNGnSRMm8iIjkicFoNBoLOwgRERERERERyT3NmRcREREREREpZpTMi4iIiIiIiBQzSuZFREREREREihkl8yIiIiIiIiLFjJJ5ERERERERkWJGybyIiIiIiIhIMaNkXkRERERERKSYUTIvIiIiIiIiUswomRcREREREREpZpTMi4iIiIiIiBQzSuZFREREREREihkl8yIiIiIiIiLFzP8DV0h/M3QRwWQAAAAASUVORK5CYII=", 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LiO3v709sbGyR2ppffn5+/PPPPwB8//33uc457tq1K3369AGypwzkZdasWUbfF5D9+mt5eHjkWodCocDOzi7P8zyJhYUF3333ndFe6VGjRul6vAtzHz8NinJ92ik0ffr0Mfo5rK1/5syZQPYUG+3na2Hl5/2elZXF1q1bDcrUrVvX6OeRlqurq+468vodVFz+/PNPvvnmGzQaDc2aNWP9+vVUqlSpxM8rRHkmwbwQQpRzvr6+ZGZmAjB06NBcy9WuXVuXAC3nMZA9b75Nmza6fTmdP38eyA7StQmrtPPmHy9TpUoVo8nGnuTs2bMANGrUiFatWuVabtiwYQbHlBRtcqwXX3wxz+HCZmZmuLm5AegCOGP69u2baz3169fHysoKyJ4DW1A+Pj6613PIkCG5lmvZsiWNGjXKdb/2Z2pra8tLL72Ua7mcgUpRXwdPT89cA/KKFSvq5sveuHFDL2g1JiUlhXv37nHjxg2uX7/O9evX9YZTX716tUhtzS9t4FOvXj2jidxy0k5LCQwMzHU+fM2aNfMM0nPmEzA2B7o4derUKdfh1tbW1jg7OwOFu4+fBoW9vqSkJN1np/YBTW4aNGigC1Lz+szIj/y+38+cOfPEuuLj4wkNDdV7/2gfIN28eZOMjIwitTUvDx48YPbs2Wg0Gho2bMivv/4qgbwQ+SBz5oUQogxNnjw5X0nJHs/OnNONGzd0/84rENbuP3nyJKmpqYSFhem+mEJ2sH7q1Cm9efMqlYqLFy/q9ru6ulKhQgWDefPaL7F5BRy5UalUhISEANlfPvPSpEkTzM3NycjI4Pr16wU+V35lZmbqAr9t27blex77w4cPc933pOzVdnZ2pKSkkJycnP+G/ivnz6JFixZ5lm3RooXePWOsnqZNm+a5vF/VqlVxdHQkPDy8yK/Dk+bwt2zZUjeS5Pr16waJ8B49eqTL5H337l2DpGM5lVbPfGBgIAB37tx5YjCvlZGRQXx8vNFA8kl11KlTBw8PD/z8/Fi3bh3e3t707t2bdu3a4ebmlufohYKqX79+nvu1Pf+FuY+fBoW9vuDgYN0Dzo8//li3sseT5PWZkR/5fb+HhISgUqkMHiheu3aNdevWcerUqTwflmVlZZGQkFBi8+b379+vGxU0a9asIo8gEeJ5IT3zQghRzsXFxen+/aQvWjkzZsfHx+vt0w6Pz5lY6/Lly6SlpWFjY0PTpk1RKpW6Bwba4aGPHj3i5s2bALqe+4LI2Y4ntd/c3Fy3TNHj7S9O8fHxufaS5kWbfdmYJwVU2tUBHs8gnx+FvQcep/2Z5ucLuzaoLurr8KRz5dz/+LkCAwPx9PRkxYoVhISE5BnIQ/ZyV6Xh0aNHhTpOG8w8Lrfh9TktWLCA1q1bA9m9qL/88gtjxoyhbdu2jBw5ki1bthTL9Zfkffw0KOz1xcTEFOp8eX1m5Ed+3+8ajYaEhAS9fdu3b2fIkCHs3LnziaNeoOhtzUvObPzakU5CiCeTnnkhhBBAdg+plZUVKSkp+Pr60rVrV93weXd3d10m8Xbt2uHj44Ovry9jxozRlYHCZ7LXymv+ZmnKOQXh1Vdf1a2N/SR59WaXJ6X5OhT2XCqVig8//JC4uDjMzc1544036NmzJ87OztjZ2el6IMPCwujVqxfAE4P94qK9fxo3bsyPP/6Y7+Nyy9b+eBb/3I7dunUrZ8+e5dChQ5w/f143NNrPzw8/Pz/Wrl3LypUri3WNc5EtZ3A/Z84c3YOVJymrHuhbt24xe/Zs1Go1VapUYezYsXTo0AFHR0cqVqyo+yzbsWMHX3zxBVCy75+cDwryuwqCEEKCeSGEKPe0PdWQ3TtkLGmZVs4hnY9/iTQzM6NNmzZ4e3vrhs1r/86Z1E77b+28eW2ZSpUq5TkfOzc52/GkIadqtVrXC12SX4Jz1q3RaHBxcSmxcxWHnO0tyD1grJ7o6Oh8Df3V9uQV9XV40rly9njmPNe5c+d085ZnzZqVa8KxnKMWSov2PZmSklLq907Hjh11S/DFxsbq1rI/d+4coaGhfPTRR/z555+l2qbnQc7P4QoVKpTa657f97tCodAb4bFr1y7UajWmpqZs3LiRBg0aGD2+JEdACSGKTobZCyFEOZczgM65Hrwx2gzwlpaW1KlTx2C/NlAPCgoiPj5el5wpZzDv5uaGhYWFbt58zvXlC9PLqlQqdXP3n5ShPjg4WJeEqSS/LCuVSt3P9cKFCyV2nuKS82cREBCQZ1ntfO686gkODs5zmkFMTAz37983OHdh5NUe0L+enPe6dmoHoEuSV5j6C3LP5rds06ZNgexRAfkZvlxSKlWqRL9+/Vi/fj09evQA4MqVK7ocFU+bp2VkTmE0adJE1/7S/MzI7/vdyclJr8db+/5p3LhxroF8zuNL2jfffFMqq5QI8ayRYF4IIcq5du3a6Ybh/vHHH7mWu3//vi6jcc5jctIOk1er1axbt47U1FTdfHmtnPPmDx48qEumVpgl6bS0PYk3btzI88vcjh07DI4pKAsLCyB7mHZetMHP7du3OXXqVKHOVVrat2+vez3zymZ++fLlPBPWaX+mCQkJHDp0KNdyO3bs0A25LezroHXgwIFc5+KmpKSwf/9+ABo2bEj16tV1+3I+bMhtrnlWVhbbt2/P8/w5A5wn3RPasvm9dzQaDRs2bMizbGnJ+TqVViLAgirIa5Ef+X2vF4fKlSvr5nrv3bu30HkTCiq/73ftSiZa2vdPSkpKrsdHRUXpVvUoaebm5lhYWOheMyFE/kgwL4QQ5ZyDg4NuTvDJkyeNfrlTqVR8/vnnul7tkSNHGq2rRYsWugRQGzduBPTny2tpA/dNmzbpgrqizJd/7bXXdImlvvrqK5KSkgzKeHt764L5li1bPjHzfW60idtyJlwyZvTo0brl4j777LNcM8BrnThxotSWPntc9erV6dmzJ5C9pN6+ffsMyiQnJzNr1qw863nllVd0r//cuXOJjIw0KHP16lWWL18O6N97hRUdHc33339vdN/333+vG2b/2muv6e3LuRJDbgHN/PnzCQoKyvP8OR8QPOme0N47MTExRu9RrS5duujuzzVr1hh9PXK6du1akYKmK1eucOXKlVz3azQa3YM8hUKBo6Njoc9VkgryWuSH9vUKCwsrlXwJ7733HpC9TN37779vkHAuJ5VKxebNm4uclDA/73cTExOGDx+ut1/7/rl7967RkQSpqalMnTq1RJPe5TRjxgxcXV1xdXXl3r17pXJOIZ4FMmdeCCGeAZ9//jnnzp0jPj6ezz//HH9/f/r164etrS23b99m7dq1ui/7np6edOvWzWg95ubmtG7dmjNnzpCYmAgY73HXbtOWsbe3z/cSXMa4urry1ltvsWbNGq5evcrgwYMZN24cTZo0ITU1lePHj7Nx40YyMzMxNzdnzpw5hT5X69at8fHxISAggJUrV9K1a1ddAFuhQgVdErKqVasyd+5c3n//faKjo3nllVcYPHgwXbt2pUaNGqjVaiIiIrh8+TIHDx4kLCyM5cuX07hx40K3rSimT5/O6dOnSU5O5pNPPuH8+fP06dMHa2trrl27xsqVKwkJCaF58+a5Dp2tXLkyn376KXPmzCEiIoIhQ4Ywbtw42rRpg1qt5syZM6xZs4aUlBQUCgXffPNNkZP+NW/enC1btnDv3j1GjBhBzZo1efDgAVu2bMHb2xvIHrY+YsQIveO6dOlClSpViImJYdGiRdy7d4+XXnqJSpUqERoayu+//87Zs2dp06ZNnsOecyYq++6773j33XepVq2absi0o6MjZmbZX5fatGkDZPf4z5o1i1GjRumthe3k5KT79/z583n11VeJi4vjo48+Ys+ePfTr1w9nZ2dMTEyIiYnhypUrHD9+nIsXL/L222/revQL6sqVK3z22We0aNGC7t2706xZM6pWrYparebevXvs3LmT06dPA9mjBnIGzU+TgrwW+dGmTRt27txJTEwM3333HQMHDsTGxgbIzhFS3A81unXrxujRo9mwYQPnz5+nX79+jBgxAnd3d+zt7UlJSSE0NBQ/Pz8OHz5MfHw8L7/8cpF6o5s3b270/b5q1Sru3LkDZD+8ffxzaeDAgWzcuJGsrCwmTJjA2LFjcXd3x8LCgsDAQNavX09ISMgT3z9CiLIlwbwQQjwDatSowbp165gwYQJRUVFs377d6PDi3r17M3fu3Dzrateuna4XT/v/x7m5uaFUKnXDVz08PIo83/WTTz4hNTWV3377jdDQUL766iuDMjY2NixatEi3vn1hvP7662zdupW4uDjmz5/P/PnzdfvatWunG5EA2T+vX375hc8++4y4uDi2bt3K1q1bjdZrYmJSrOt5F1Tt2rVZtmwZ7733HsnJyfz222/89ttvemUmTZqEQqHIcx7syJEjSUxM5KeffuLhw4d89913BmWUSiXffPNNrg+FCuKjjz7i119/5dSpU0anM9SvX5/ly5cbBHFWVlbMnTuXSZMmkZ6ezrZt29i2bZtemXbt2jFz5kwGDBiQ6/mdnJzw9PRk//79eHt76x4gaB09epTatWsD0KFDB9zc3Lh48SJ79+5l7969emWvXbum+3fdunXZunUr77//PtevX+f48eMcP34813ZUrFgx1335FRAQkOcc6tatW/Of//ynyOcpKQV5LfKjX79+rFixgrCwMNavX8/69et1+xwdHUtkCPnnn3+OnZ0dy5YtIzo6miVLluRa1srKKl8rFeRl0aJFjBkzxuj7HaBPnz7MmDHDYHvLli2ZMmUKS5YsISEhgYULFxqUefvtt2nUqJEE80I8xSSYF0KIZ0TTpk05cOAAmzdv5siRI9y5c4fU1FQqVaqEm5sbgwcPzlfPX87h8o/Pl9eysLDAzc3NaLb7wjIxMWHWrFn079+frVu34u/vz8OHD1EqldSpU4du3brx5ptvUrly5SKdx8HBge3bt7NixQrOnz9PREREnkNde/TowdGjR/n999/5+++/uXnzJvHx8ZiamlK1alUaNWpEhw4d6NOnT55ZpUtD+/bt8fLyYsWKFZw8eZKoqCjs7Oxo3rw5b7zxBi+88EKewYXWu+++y4svvsjmzZs5d+4cUVFRmJiYULNmTTp37sybb75ZoKAqL+bm5qxcuZJt27axe/dubt++TUZGBnXq1KFfv3689dZbVKhQweixL7zwAn/88QcrV67k3LlzxMbGYmNjQ8OGDfm///s/hg4dqkvUl5cff/yR5s2bc/DgQe7cuUNycrLRddJNTExYs2YNq1ev5vjx44SGhpKamprrEO569erx559/sn//fg4dOkRAQACPHj0iMzMTe3t76tWrh7u7Oy+99BLNmjUr2A8uhwEDBlClShXOnDlDQEAAkZGRxMTE6JYda9q0Kf369aN///666SxPq/y+FvlRsWJFtm7dyooVKzh9+jT379/PNb9CcVEoFEyePJlBgwaxdetWzp07x71790hMTKRChQrUrFmTJk2a0KVLF3r16pXrvZ1fderUYefOnaxdu5bDhw9z//59zMzMaNy4McOGDWPgwIG5Hjt58mRatGjBhg0bCAgIICUlhSpVqtCyZUtGjBhB586d2blzZ5HaJ4QoWQpNaS26KoQQQgghhBBCiGLxdD+eFUIIIYQQQgghhAEJ5oUQQgghhBBCiHJGgnkhhBBCCCGEEKKckWBeCCGEEEIIIYQoZySYF0IIIYQQQgghyhkJ5oUQQgghhBBCiHJGgnkhhBBCCCGEEKKcMSvrBojnW2xsbFk3QQjxr8TERGxsbMq6GUKUGTs7O+Lj48u6GUKUOrn3xfPqab73K1Wq9MQy0jMvhBACAG9vb/bv31/WzRCizJiYyNci8XySe188r8r7vV++Wy+EEEIIIYQQQjyHJJgXQgghhBBCCCHKGQnmhRBCCCGEEEKIckaCeSGEEEIIIYQQopyRYF4IIYQQQgghhChnJJgXQgghhBBCCCHKGVlnXgghBAC9e/emUqVKJCQklHVThBBCiOdaZmYmmZmZZd2MZ15aWhoqlarEz2NqaoqpqWmx1yvBvBBCCKDkftEIIYQQIn9SUlJITEwkIyOjrJvyXHj48CFZWVmlci5zc3NsbGywsrIqtjolmBdCCCGEEEKIMpaSkkJsbCwWFhbY2trKA/ZSYGpqWiojIDIzM0lOTiY2Nhag2AJ6CeaFEEIA8Pfff2NqakqXLl3KuilCCCHEcycxMRELCwuqVKmCQqEo6+Y8F0ormAeoUKECMTExJCYmFlswLwnwhBBCAP8b2ieEEEKI0pWZmUlGRgYVK1aUQP4ZpVAosLKyIiMjo9geIEgwL4QQQgghhBBlSBvcydD6Z5uZWfbA+OIK5mWYvRBCiOdO0u1wUsKjyExNx9TSAivH6ljXdyzrZoln0PXQCO5GxpCSpsKqghInhyq41K1R1s0SQgjxDJBgXgghcnj48CEnT57Ex8eHsLAwYmNjsbGxoVmzZgwbNowmTZoYHHPv3j22bNlCYGAgDx8+xMbGBicnJwYNGkSnTp30yqpUKtauXcvJkydJS0ujZcuWTJo0iWrVqhnUu2bNGg4ePMiaNWuwsbEpsWt+XmSmZxDtfZH7XqdJvnPfYH/FerWo1b8z1bq4YWphXgYtFM+KdFUGR/yC2XHMjxv3Ig32N6rtwNAeHvTyaIqFUu41IYQQhaPQaDSasm7E08bHx4fRo0czefJkpkyZUtbNKRE9evQA4NixY2XaDm1GRyGeFqtXr2bbtm3UqlWLli1bYm9vT3h4OKdPnwbgs88+48UXX9SVv3LlCp9++ilqtZqOHTvi6OhIXFwc3t7eJCcnM3r0aEaNGqUrv2TJEv766y+6deuGra0thw4donbt2ixdulRvaN3t27eZOHEin332Gd26dSuVa9+/fz8Anp6epXK+0pQSHk3g16tIj44DhQKM/er7d7tFNXtazB6HZS3DByzi2VapUqUi/14KjYzh45+2EPEoAYVCgbGvWdrtNSrbsvCD16njULlI5xSiqIrj3hdFo1KpiIqKonr16iiVyhI5hyYzk0f+V0kJj84xMq0ald0bo3hOh/eXZgI8KNjrXKlSpSfWJz3zwsCePXvYsGEDN2/exNzcnDZt2vD+++/TrFkzg7K7d+/G39+fwMBArl+/TkZGBt999x1Dhgwpg5YLUXSurq7MmzePVq1a6W0PCAhg2rRpLF68mE6dOuk+gDdu3Eh6ejpff/21Xi/8qFGjGD9+PNu2bWP48OEolUqysrI4cOAAffv25eOPPwagcePG/PDDD1y7do2mTZsC2fOoFixYQNu2bUstkH+WpYRHc2n6UtSp6dkbcnuG/e/29JgELk5bitsPkyWgFwUSGhnDhLnrSUnLvtdy6y/Rbo+OS2T83HWsnD5GAnohRIlRxSby4NA5Ig77ooqJN9ivrGJHjZfaUbN3B5SVZCRgeSLBvNCzbNkyFi1ahKOjIyNGjCA5ORkvLy9GjBjBunXrcHd31yv/008/ER4eTqVKlahevTrh4eFl0m61Wo1KpSqTc4vip1QqdQlCStsLL7xgdHuLFi1o1aoV/v7+3LlzB1dXVwAiIiJQKBS0bdtWr7yDgwPOzs4EBweTlpaGUqkkPj4elUpFo0aNdOVcXFwAiI6O1m3btWsXYWFhzJo1q7gvL09ubm5YW1uX6jlLWmZ6BoFfr8oO5LOy8ndQVhbq1HQCZq/CfcmnMuRe5Eu6KoOPf9pCSlo6mVn5G/SYmaUhJS2dj376jc2zJ8iQeyFEsYsLvMWV7zegTk7NtYwqJp7QrYe5/5c3TWaMxr55g1Js4ZPNmTOHffv2sXPnTmrVqlXWzXmqSDAvdEJCQli6dCnOzs7s2LFDN0f39ddfZ9iwYXz11Vfs3bsXE5P/LYLw7bff4uTkhKOjIytXrmT+/Pml2uaEhARu3bpFSkpKqZ5XS6PRwNVwNJdCID4F7KxQtHKGxo6yrEgRWVlZ0aBBA2xtbcu6KTraBww5h8M7OzsTFhbG+fPn9Xrmo6KiCAkJoX79+rprsLOzQ6lUcuvWLV25mzdvAujmzEdERLB+/Xreeecdo/PoS1LNmjWfuaGW0d4Xs4fWF1RWFunRcTw8fQmHHh7F3i7x7DniF0zEo4QCH5eZpSHiUQJH/a7Qr1PLEmiZEOJ5FRd4i8A5a9BkqPNVXp2cSuCcNTSfObZEAvr79+8zZMgQOnTowKJFi4yW8ff3Z9KkSQwePJjp06fnWpe23NixYxk3blyxt7W8eG6CeZVKxbZt2zhx4gQ3b94kJiYGGxsb3N3dmThxom54a16088x3797NvHnzOHr0KElJSTRr1ozPP/+cZs2aERkZyY8//sjp06dJTk7Gw8ODmTNn4uzsbFCfv78/K1as4OLFi6SmpuLo6Ei/fv0YN24clpaWemVdXV1p164d8+bNY/78+Zw+fZqYmBjWr19P+/btOXfuHLt37+bChQtERUUBUK9ePYYPH87w4cPz9TPauXMnarWa9957Ty/ZVpMmTRgwYAA7d+7E399frwfy8eRepSkuLo7g4OBchzGWNI1Gg8bLH66GgwLQAEmpaO7FwK0I6O8uAX0RpKSkEBgYSNOmTbG3ty/r5hAVFcWFCxeoXLky9erV020fM2YMQUFBzJkzh44dO1K7dm3dnPmaNWvy5Zdf6sqamJjQp08f9u7dS0pKim7OfMOGDXU9/YsWLaJ+/foMHDiw1K/xWXTf63Tuc+SfRAE3dxwmsmrJzF0UT5+izJ3cuO+U7ldBQSkUCnYcPy/BvBCi2KhiE7ny/YZ8B/Jamgw1V+ZuwH3xJ0/NkPuJEycyevRoqlevXtZNeeo8N8F8fHw8//3vf/Hw8NAlngoLC+PYsWOcPHmSTZs20bLlk3+JqlQq3nrrLdLT0/H09CQmJob9+/fz1ltvsWXLFl1v2sCBA7l79y7Hjx9nwoQJ7Nu3T683b//+/UydOhWlUomnpydVqlTh9OnT/Pzzz3h7e7Nx40YsLCz0zh0XF8fw4cOxs7OjX79+pKen64bErlq1itDQUFq1akWNGjVISEjA29ubmTNncufOHWbMmPHEa/P19QWgc+fOBvu6dOnCzp078fX1NRhOXBY0Gg13794ts0AeyA7ir/47rUDbDE2OfQ1qQJPaZdGyZ4b2dbazsyvTByNqtZrvv/+ejIwM3nnnHb33ct26dVm8eDHffPMN3t7euu22trb06dOHmjVr6tU1YcIEzMzMOHnyJCqVijZt2jBp0iRMTU05fPgwly9fZtmyZaSlpbFkyRJOnToFZA//nzJlisGDvuJ05coVLCwsqF+/fomdozQl3Q43mrU+3zSQ9SCWhJthKBzsi61d4tkT/iiRew8L3iuvpdFouB4WyfXQCFm2TghRLB4cOpfn0Pq8qJNSeXDoHE7DXyrmVhVO1apVqVq1alk346n03ATzdnZ2nDhxAgcHB73tN27cYNiwYSxcuJBff/31ifVER0fj7u7O/PnzdUNumzRpwrx58xgxYgRDhgxhxowZusBj9uzZbNmyhaNHj9K7d28AkpKS+OqrrzA1NWXr1q00btwYgI8//pipU6eyb98+Vq9ezaRJk/TOff36dYYMGcK3336rF0xoz1OnTh29bWq1mvHjx7NhwwZGjx79xDkmISEhWFlZGR3a6+TkBMDdu3ef+DMqDZmZmSQlJZVpGzSXQsi1G0aRvV8hwXyRJSUlkZmZWWZz6LOysvjxxx8JCAigX79+vPSS/i+2q1evMmvWLOrVq8cvv/xCnTp1iI2NZffu3fzyyy8EBgby1Vdf6cpbWFgwceJEJk6cqFdPXFwcy5cvZ8SIETg5ObFo0SLOnj3LRx99BGRnwa9QoQLvv/9+iV1rSEgIwDMTzKeERxVPRbFJIMG8yEN0fOG+MD8uNDJGgnkhRJFpMjOJOOxbpDoiDvtSd2iPpyLL/eNz5letWsWaNWuA7GV8tf8GdGWSkpL47bffOHbsGJGRkSgUCipXrkzLli0ZN26cQWdLefXcBPNKpdIgkAdo1KgR7du3x9vbm4yMDMzNn5x8Zvr06XqBxYABA5g3bx5qtZoPP/xQrwdxwIABbNmyhatXr+qC+SNHjpCYmMhrr72mC+Qhewjup59+yqFDh9i1a5dBMG9ubs6nn35qEMgDBoE8ZM/vHTFiBKdPn8bHx4fBgwfneV1JSUlUrmw8m652BEBiYmKedRSUnZ2d3hz8/MrIyCjWdhRKfEru4yk1/+4XxcLe3j5f783ilpWVxZw5czh27Bienp7Mnj1b737V9tibmZnx008/UaFCBSB77nnTpk2JiYnhxIkT3L17Fzc3tzzPNW/ePKpWrcrEiRNRqVQcOHCACRMm8MorrwDZwf6qVav49NNPsbKyKrFrhvwthVIexCuK6VdcesGGKIrnT3oBh7HmRmNi9sy8/0T5I/de2UpLS+Phw4eYmpoa/a5fEA/9rhjNWl8Qqph44v65TtX2zYtUT045ryu3a9RuVygUev/W7jM1NaVt27ZERETg5eVFmzZt9BJ029vbY2JiwocffkhgYCCtWrWiU6dOKBQKIiIiOHXqFP369aN27doG5ywNpqammJiYYGdnp/veWBTPTTAP2UNIV69ejb+/Pw8fPjQICGNjY584F8POzs6gh1vbk+3s7GwwBFa7TzuPXdsOgHbt2hnUX6tWLWrXrk1ISAhJSUl6maVr166da7CdlJTE2rVrOXLkCGFhYQYJ4XKe/2kSH1+4DxqNRoO1tXXZ9s7bWUFSaq4989iVbMD1vLC2tiYxMbHUh9lnZWUxb948Dh8+TPfu3fnggw8M7tc7d+4QHh5Oly5dSE1NJTVVv3euadOmnDhxgn/++Uc3usUYHx8fDh8+zIIFC0hKSuLWrVtkZmZSq1YtXTI6R0dH1Go1wcHBNGhQsllmn5UEeOmaYgrCLZ6rX5WiECzMi+ceUWSpn5n3nyhfnrXkp+WRSqUiKyuLzMzMIq97nhQWWSxtSg6LpJJHk2KpC9Bd171791i+fLnRMg8ePACyv+try2un1Wp/Nm5ubmRmZuLl5UXr1q0ZO3asXh3Xr18nMDCQbt26MXfuXL19KpUKtVqtq7u015nPzMwkKyuL+Ph4g++Nj5N15nO4cOECb775JpA9J9zZ2RkrKysUCgVHjhzh6tWr+VrazNiyTdpeemP7tE961Or/fanUBqC5zf2oXr06ISEhJCcn69WZW3mVSsXo0aMJCgqiadOmDBw4EHt7e8zMzAgPD2fXrl35vrbcet61bc6ZGK8sKRQKnJycyjQBnqKVc3ayO2M02ftF0Whf57IM5F988UWmT59u9Kmt9oFgbg+ltNu1a9Ibk5qayuLFixkwYADNmjUzWn/Of0tSxfyzciyeRDkVaztg+pR89omSVdgvdc4187ns4RM41ZA5oUKIostMTS+WetTFVM/j7t27pzc0vqQ8nn8Msr+T5fW9rLx5boL55cuXo1Kp2Lx5Mx4e+ssMXbx4sVTbog3QHz58aHS/dr3pihUr6m3P7Uv80aNHCQoKYujQofznP//R2+fl5cWuXbvy1S5nZ2f++ecfoqOjDebNa+fK59W7WNrs7e1p3rx52S1N19gxO2t9zmz22r8bO2b/EYVWVkvT5Qzku3btyowZM3IdfqV9KBgUFISfn5/eZ0tUVBReXl4oFIo8k2uuXbsWjUaj91S5Vq1amJmZ4evrS5cuXYDsBJXm5ubPzByv0mBd35GK9WqRHPKgkNnsFVSsV5PWfV4s9raJp1NheydbAjvOXudmeFShHjArFAoa1a5OozqG0wGFEKKgTC0Ng9jCMCumeh6Xn6XpisLZ2ZmGDRty6NAhoqKi6Nq1K23atMHFxaVQ03ufZs9NMB8aGoq9vb1BIJ+amkpwcHCptqVJk+zhKr6+vvTr109v34MHDwgLC6NOnTpGe/qNCQsLA6Bnz54G+/z8/PLdrrZt2/LPP/9w+vRpXn75Zb192izdxqYGlCVbW1tat26NWq3O1+iD4qZxcyP2XBDRR/1QPYxDWdWeaj09qNShGYpn7MOiNCmVyjJLeLdp0yYOHz6MpaUltWvXZvPmzQZlOnXqRMOGDVEqlYwfP55FixbxxRdf0L59e10CPG9vb1JTUxk6dKjevKycgoOD2bNnD7Nnz9abB29paUnfvn3Zu3cv6enZT8WPHTvGoEGDSjSb/bOoVv/O3Fi6vXAHazQ49u9SvA0Sz6yhPTz4boNXoY7VaDQM7V72K8UIIZ4NVo6GyawLw7KY6iltZmZm/Pzzz6xatYoTJ06wePFiIPuB7dChQxkzZkypzpMvSc9NMO/o6EhISAg3btygUaNGQPachblz5/Lo0aNSbUuvXr2wsbFh586djBw5UtcejUajS6T3pGR1OWnn8Pv7+9OjRw/ddl9fX7Zvz/+X2CFDhrB27VqWLVtGz549dUPqr1y5wt69e2nQoIFegomniZmZWZkFfxV7tad2r/Zlcm5R/CIiIoDsB32//fab0TIODg40bNgQgP79+1OjRg127dpFcHAwPj4+WFpa0rBhQ/r372/0IRtkT71ZuHAhL7zwAh07djTYP378eNRqNSdPngSgb9++jBs3rjguMVe1atV6poaeAVTr4kbotsOkxyRAVgGGQpuYYFHFlqqdW5Vc48QzpZdHU37de4rouEQys/LfO29qoqCavQ09i3FeqhDi+VbZvTHKKnZFSoKnrGJHZffy+7lkZ2fHJ598wtSpUwkJCcHf35/t27ezatUqzMzMdNOvy7vnJph/44038Pb25vXXX8fT0xOlUomvry+RkZG0a9dOt8Z6abC2tuabb75h6tSpDBs2DE9PTypXrsyZM2cICgqiZcuWvPPOO/mur3v37jg6OrJ69Wrdw4o7d+5w4sQJevXqxcGDB/NVT7169Zg8eTKLFi1i0KBB9O7dm+TkZLy8snsavvnmG4OhKdu3b8ff3x/ITjah3ab9ebq7u/Pqq6/m+1qEKGvTpk1j2rRpBTrG3d29wA+6zMzMWLVqVa77LS0tmTp1KlOnTi1QvUXRqlWrZy4JkqmFOc1njePS9KXZc//yE9CbmGBmaUGL2eMwtSj9VRRE+WShNGfBB68xYe56UtLS8xXQm5oosKpgwcIPXsdCKfeaEKJ4KExNqfFSO0K3Hi50HTVeaofC9OkdZartWc96wu91hUJBvXr1qFevHi+88AKDBg3i1KlTz0ww//S+QsWse/fuLF68mDp16rBnzx727t1L/fr12bFjB46OpT+32dPTkw0bNuDh4cHhw4dZt24dycnJTJw4kfXr1xtN2JCbihUrsn79evr06UNAQACbN28mKiqKefPmMXLkyAK167333uPHH3+kUqVKbNmyhf379+Ph4cHWrVuNBiv+/v7s2rWLXbt2ERQUBGQnG9Ru0wb6QghRVqwcq+H2w2QsqvybfyG3JIL/breoYovbD5OxrFU+hxeKslPXoQorp4+hmn32yLbcct1ot1ezt2Hl9DHUcTC+Uo0QQhRWzd4dMKtYuKl5ZtaW1OzdoZhbVLy0OZUiIw0z99+/f5/79+8bbNeOxn6WRiEqNGWVClwInp0lsIR4FsTExGBjY/NM/ZLLKTM9g4enLxHu5U3ybcNf8hXr18Kxfxeqdm4lPfLPqeIamZKuyuCo3xV2HD/PdSNLRLnUcWBo97b09GgiPfLiqfCsjcoqj1QqFVFRUVSvXr3Yfg/HBd4icM4aNBn5X6pVYW5Gi1nvYNesfrG0Iaf79+8zZMiQfCXAGzx4MNOnTwdgzpw57Nu3j507d+qmF2dmZvLyyy8THx9Pv379dMuLDxs2DH9/f2bMmEHTpk2pV68eVapUITo6mr///pvU1FS+//57unbtCpT+0nQFeZ1laTohhBD5pp0e4+npWcYtKRmmFuY49PDAoYcHSbfDSQmPJjM1DVPLClg5VsO6vqxAIYqHhdKcfp1a0q9TS66HRhAaGUNymoqKFZTUdaiCS90aZd1EIcRzwL55A5rPHMuVuRtQJ+W9pjlk98g3nfFmiQTyxc3U1JTvvvuOn3/+mUOHDulWturbty9NmjRh1KhRXLhwgdOnT5OUlESVKlVo27Ytb7zxBs2bNy/j1hcf6ZkXZUqeAgvx9Ni/fz/w7AbzQjyJ9E6K55Xc+2WvJHrmdXXHJvLg0DkiDvsaTYqnrGJHjZfaUbN3B5SVbIr13E876ZkXQgghhBBCCPFUUlaywWn4S9Qd2oNH/ldJDY9GnZqOmaUFlo7VqOze5KlOdidyJ8G8EEIIIYQQQjzjFKamVGnXrKybIYqRPIIRQgghhBBCCCHKGQnmhRBCCCGEEEKIckaG2QshhACyk8CYmMgzXiGEEEKI8kCCeSGEEAD07t1bMhoLIYQQQpQT0gUjhBBCCCGEEEKUMxLMCyGEEEIIIYQQ5YwMsxdCCAHAoUOHMDExoVevXmXdFCGEEEII8QQSzAshhAAgMzOTzMzMsm6GEEIIIYTIBxlmL4QQQgghhBBClDMSzAshhBBCCCGEEOWMDLMXQgghhBBCiGfcnfvR7D71D9dCI0hJU2FVQYlr3RoMeqE19WpVK+vmiUKQYF4IIYQoZUm3w0kJjyIzNR1TSwusHKtjXd+xrJslhCgl10MjuBsZowuonByq4FK3Rlk3SzyjroTc5+c/jnHxRqjBvoBb99hx3A+3RnWZ9EoPmjjXKoMWisKSYF4IIXJ4+PAhJ0+exMfHh7CwMGJjY7GxsaFZs2YMGzaMJk2aGD3uwYMHbNmyBX9/f2JjY6lYsSJOTk783//9H926ddOVU6lUrF27lpMnT5KWlkbLli2ZNGkS1aoZPhFfs2YNBw8eZM2aNdjY2JTYNYvSkZmeQbT3Re57nSb5zn2D/RXr1aJW/85U6+KGqYV5GbRQCFGS0lUZHPELZscxP27cizTY36i2A0N7eNDLoykWSvkMEMXjbOAtvlq5kzRVRp7lLt4IZcqCzXwzfggdmzco8XZ9++237N27F1tbW/bu3YtSqTQo4+/vz6RJkxg7dizjxo3Ld93a4x5nZWWFs7MzL730Eq+++ipmZoUPhe/fv8+QIUPo168fM2fOLHQ9RfXczJn38fHB1dWVJUuWlHVTSk2PHj3o0aNHWTdDiHLlzz//ZNmyZURERODu7s7QoUNp3rw5Z86c4cMPP+TEiRMGx/j7+zN+/HiOHz9O06ZNeeWVV+jSpQsZGRn8888/emVXrFjBzp07adasGd27d8ff35+ZM2caZJG/ffs227dvZ9KkSaUWyLdr146ePXuWyrmeNynh0fhP+ZEbS7eTHPLAaJnkkAfcWLod/yk/kno/upRbKIQoSaGRMYycvYLvNnhxMzzKaJmb4VF8t8GLkbNXEBb5qJRbKJ5FV0Lu8+WKP54YyGulqTL4auVOroQYPnAuTsnJyRw9ehSFQkFCQgJ///13iZyncePGjB07lrFjx/LWW2/Rq1cvIiIi+Omnn8o0AC9O0jMvDOzZs4cNGzZw8+ZNzM3NadOmDe+//z7NmjUzKLt79278/f0JDAzk+vXrZGRk8N133zFkyJAyaLkQRefq6sq8efNo1aqV3vaAgACmTZvG4sWL6dSpk+4JclRUFHPmzKFKlSr88MMPVK9eXe+4nEF6VlYWBw4coG/fvnz88cdA9i+aH374gWvXrtG0aVPdMQsWLKBt27Z6vfolrUqVKlSqVInY2NhSO+fzICU8mkvTl6JOTc/eoNEYL/jv9vSYBC5OW4rbD5OxlDmMQpR7oZExTJi7npS07M8ATS6fAdrt0XGJjJ+7jpXTx1DHoXKptVM8e37+4xjpGeoCHZOmyuCXncdY8vEbJdQqOHLkCKmpqbz22mts27aNv/76i5deeqnYz9OkSRODHv2EhARGjhzJsWPHCA8Pp27dusV+3tIkwbzQs2zZMhYtWoSjoyMjRowgOTkZLy8vRowYwbp163B3d9cr/9NPPxEeHk6lSpWoXr064eHhZdJutVqNSqUqk3OL4qdUKos09KkoXnjhBaPbW7RoQatWrfD39+fOnTu4uroC8Ntvv5GSksLs2bMNAnkAU1NT3b/j4+NRqVQ0atRIt83FxQWA6Oj/9cTu2rWLsLAwZs2aVSzXJMpOZnoGgV+vyg7ks7Lyd1BWFurUdAJmr8J9yacy5F6IcixdlcHHP20hJS2dzKxcHuQ9JjNLQ0paOh/99BubZ0+QIfeiUO7cjzY6Rz4//rkeSsiDhzjXrFrMrcr2119/YWpqyhtvvMGNGzfw8/PjwYMH1KxZU1dm1apVrFmzBsiedqj9N8DOnTupVatwc/ttbW1p1qwZJ06cIC4uTi+YP3HiBEePHuXKlStER0djZmZGw4YNGT58uN5o57179/Ltt98CsG/fPvbt26fb9/PPPxvESyVJgnmhExISwtKlS3F2dmbHjh26ob2vv/46w4YN46uvvmLv3r2YmPxvdsa3336Lk5MTjo6OrFy5kvnz55dqmxMSErh16xYpKSmlel6NRgNXw9FcCoH4FLCzQtHKGRo7olAoSrUtzyorKysaNGiAra1tWTdFR/uAQRugazQaTp48ia2tLa1bt+b69etcvnwZjUZDgwYNcHNz03u/2NnZoVQquXXrlm7bzZs3AXRz5iMiIli/fj3vvPOO0Xn0JenSpUsolcpc8wKIgov2vkh6dFzBD8zKIj06joenL+HQw6PY2yWEKB1H/IKJeJRQ4OMyszREPErgqN8V+nVqWQItE8+63af+eXKhPPx58gIfDu9dTK35nzt37hAYGEinTp2oUqUK/fr1w8/Pj7179+r1ordp04YHDx6wb98+WrduTZs2bXT7ijL9MDExkeDgYCwtLXFyctLbt2zZMszMzGjZsiVVq1YlNjYWb29vPv/8cz7++GOGDRsGZHfEDB8+nG3bttGoUSO6du2qqyPnA4nSUK6DeZVKxbZt2zhx4gQ3b94kJiYGGxsb3N3dmThxom7Ial60T1l2797NvHnzOHr0KElJSTRr1ozPP/+cZs2aERkZyY8//sjp06dJTk7Gw8ODmTNn4uzsbFCfv78/K1as4OLFi6SmpuLo6Ei/fv0YN24clpaWemVdXV1p164dCxcu5Mcff+TEiROkpqbSuHFjpk6dSvv27fXKBwYGsnPnTnx9fXnw4AEZGRm6BFtvvfUW5ubGn9wmJCTori0hIYEGDRrwzjvvMGDAAL1yO3fuRK1W89577+m9SZo0acKAAQPYuXMn/v7+tG3bVrevU6dOT/wZl5S4uDiCg4NzHa5WUjQaDRovf7gaDgpAAySlorkXA7cioL+7BPTFICUlhcDAQJo2bYq9vX1ZN4eoqCguXLhA5cqVqVevHpAdeCcmJuLi4sKiRYvw8vLSO6Zhw4bMmTNHF5SbmJjQp08f9u7dS0pKCra2thw6dIiGDRvqevoXLVpE/fr1GThwYOleINnJXAAJ5ovRfa/ToFDkPrQ+Lwq4ueMwkVUNkwKJkmFqamqQv0KIoti475Tuq0JBKRQKdhw/L8G8KJRroRFFOv56WNGOz82ePXsA8PT0BODFF1/kxx9/xMvLi7Fjx+o6QbS92/v27aNNmzYFSoCndeXKFVatWgVkf3+PiYnh9OnTpKamMmPGDKytrfXKL1iwAEdH/ZVlUlJSGDduHCtXrmTgwIFUqFABFxcXrK2tdcF8YdpWXMp1MB8fH89///tfPDw86NatG7a2toSFhXHs2DFOnjzJpk2baNnyyR+AKpWKt956i/T0dDw9PYmJiWH//v289dZbbNmyRddDNnDgQO7evcvx48eZMGEC+/bt0xtCu3//fqZOnYpSqcTT05MqVapw+vRpfv75Z7y9vdm4cSMWFhZ6505ISOD111/H2tqaQYMG6c49duxYdu7cqRuCC/D7779z/Phx2rZtS9euXUlLS8PX15f58+cTEBBgNLmfSqVizJgxpKSkMHDgQFJTU3XtjI2NZdSoUbqyvr6+AHTu3Nmgni5duugeJOQM5suKRqPh7t27pR7IA9lB/NV/pxNoT6/Jsa9BDWhSu/Tb9QzSvs52dnZl+oBErVbz/fffk5GRwTvvvKN732vnlt+8eZOwsDA++eQTOnXqRHJyMlu2bGHfvn3MmTNH7705YcIEzMzMOHnyJCqVijZt2jBp0iRMTU05fPgwly9fZtmyZaSlpbFkyRJOnToFZA//nzJlisFDQfH0SrodbjRrfb5pIOtBLAk3w1A42Bdbu4QQpSP8USL3Hha8V15Lo9FwPSyS66ERsmydKLCUtKJNPy3q8cao1WoOHDhAxYoVdb3ZVlZWdOvWjQMHDnD+/HmDzsyiuHr1KlevXtXbplAo6Nu3L82bNzco/3ggr21f//79Wbx4McHBwXojBJ4G5TqYt7Oz48SJEzg4OOhtv3HjBsOGDWPhwoX8+uuvT6wnOjoad3d35s+frxtG26RJE+bNm8eIESMYMmQIM2bM0AUTs2fPZsuWLRw9epTevbOHnyQlJfHVV19hamrK1q1bady4MQAff/wxU6dOZd++faxevdpgmYSrV6/y+uuv89VXX+meRHXo0IEvv/ySTZs2MWfOHF3Zd999l1mzZuk9QNBoNHzxxRf88ccf+Pv7G8zRiI6OxtnZma1bt+oSdr377ru8/PLL/PDDD/Tu3Vv38wsJCcHKysro0F7tMJS7d+8+8edZGjIzM0lKSiqTc2suhZDrY3ZF9n6FBPPFJikpiczMzDKbQ5+VlcWPP/5IQEAA/fr100vQon2YlJWVxZgxY+jTpw+QPfzro48+4vbt21y9epXAwEDdLw0LCwsmTpzIxIkT9c4TFxfH8uXLGTFiBE5OTixatIizZ8/y0UcfAbBkyRIqVKjA+++/XxqXLYpBSi4ZqwssNgkkmBei3ImOTy2WekIjYySYFwVmVaFoo7qKerwxJ0+eJDY2lv/7v//T6+D09PTkwIED7Nmzp1iD+cGDBzN9+nQg+zvbo0eP8PX11X3HWrNmjd6c+UePHrFhwwbOnj1LREQE6enpevU9fPiw2NpWXMp1MK9UKg0CeYBGjRrRvn17vL29ycjIyHX4eU7Tp0/XCxYGDBjAvHnzUKvVfPjhh3q9ggMGDGDLli1cvXpVF8wfOXKExMREXnvtNV0gD9nDaj/99FMOHTrErl27DIJ5KysrPvnkE715tYMHD2b27NkEBgbqlTWW6EGhUDBy5Ej++OMPzp49azThwkcffaS3dmONGjUYPXo0P/30E15eXrz99ttAdtBUubLxrKnaYSiJiYlG9xeWnZ2d3rXnV0ZG/pbYKBHxKbmPl9P8u18UK3t7+3y9j4tbVlYWc+bM4dixY3h6ejJ79my9+zXnvKg+ffpQqVIlveO7d+/O1atXCQsLyzWxnta8efOoWrUqEydORKVSceDAASZMmMArr7wCZAf7q1at4tNPP8XKyqoYr9LQ49chCideUUy/YtMLlolYCPF0KGgW8dxoTMxK5XNZPvvLVlpaGg8fPsTU1FSv466wGjvVJODWvUIf71q3ZrG0I6e//voLyI6lctbdoUMHqlevzqlTp0hKSsLOzg74X44iExOTArVFW1ahUOgdV716dQYMGIBareY///kPGzZs4Msvv8TU1JT4+HjefvttIiIiaNWqFe3bt8fa2hpTU1OuX7/O33//jVqt1tWX2zny0zYTExPs7OyoUKFCvo/LTbkO5iF7LsTq1avx9/fn4cOHBkFebGys0QzTOdnZ2RkEytreaWdnZ4Nhrdp9UVH/63W5cuUKkL1O8+Nq1apF7dq1CQkJISkpSW9+hrOzMxUrVtQrb2ZmRpUqVUhI0B+apVKp2Lx5M15eXty+fZuUlBS9YeY525OzrtatWxts9/DITqgUHBxssK80xcfHF+o4jUaDtbV12fTO21lBUmquPfPYlWyg9byxtrYmMTGx1IfZZ2VlMW/ePA4fPkz37t354IMPDO5Xa2trTExMyMrKIjMz02BJN+2He1xcXJ7Lvfn4+HD48GEWLFhAUlISt27dIjMzk1q1aumOc3R0RK1WExwcTIMGDYr5avXJ0nTFI11TTEG4Rbn/VS3Ec8nCvHjeu4osdYl/LsuypGVPpVLpvk8UR+6OgV3c2H7sfKGPH/RC62LNIRIZGYmPjw+QPeUwN15eXgwfPhz43/K+2p9LfmnLajQao8dpcwNp46DMzEz+/PNPIiIiGD9+vK6jU2vDhg38/fffeu140jnyaltWVhbx8fGkpuY9eic/D9jK9TeECxcu8OabbwLZ87ydnZ2xsrJCoVBw5MgRrl69mq/lyh5PfgD/y1ptbJ/2C7pa/b8vatqgsmpV40s4VK9enZCQEJKTk/XqNFa/9vxZjy1j9P7773P8+HGcnZ3p168fVapUwczMjISEBDZs2GD0WitVqmS057tKlSp67da2Jbeed225omSPLE4KhQInJ6cySYCnaOWcnezOGE32flE8tK9zWQbyL774ItOnTzf61FWpVNKsWTMCAgIIDQ01mH+lnZZibASRVmpqKosXL2bAgAE0a9ZMb1/Oh5Paf0tyxfLDyjHvB8n5VbG2A6ZPyWfvs04S4Ini5Fwzn8tRPoFTjZJZHkw82+rVqoZbo7qFWp6utUvdYl+WzsvLi6ysLFq1amV0bffMzEz27dvHX3/9pQvmtd+9Ho+Jikob7+SsV7u8ds7M9FoXL1402FZSbSuoch3ML1++XNdbre1p1jL2Qy9J2qA8t7kU2jWkH++Fz6/Lly9z/PhxunTpwsqVK/UCi4sXL7Jhwwajx8XGxpKVlWUQ0MfExOi1G7JHCfzzzz9ER0cbzJvXBiWPL+FQluzt7WnevHnpL03X2DE7a33ObPbavxs7Zv8RRVZWS9PlDOS7du3KjBkz8hw+NWDAAAICAtiwYQPffvutbkpLaGgohw8fxsrKKs+kkWvXrkWj0TB27Fjdtlq1amFmZoavry9dunQBshNUmpubl+iSJ87OzgZJOkXhWdd3pGK9WiSHPChkNnsFFevVpHWfF4u9bcI46Z0UxaklsOPsdW6GRxWq40GhUNCodnUa1cn9gbAQeZn0Sg+mLNhMmir/01MrKM2ZOKTHkwsWgEajYe/evSgUCmbOnGk00RxAWFgYAQEBXLlyhSZNmui+A0ZGRhZbWzIzM9m2bRuA3ujlGjWy81JcunSJhg0b6rYfPHiQM2fOGNRjY2ODQqEo1rYVRrkO5kNDQ7G3tzcI5FNTU0t9+Lh2uIavry/9+vXT2/fgwQPCwsKoU6dOrj3xTxIWFgZkL9/weGDh5+eX63FqtZp//vnHYC699picy/e1bduWf/75h9OnT/Pyyy/rlff29gaMTyMoS9r1vdVqdb5GYRQXjZsbseeCiD7qh+phHMqq9lTr6UGlDs1QFCIHgNCnVCrLLOHdpk2bOHz4MJaWltSuXZvNmzcblOnUqZPug7579+54e3tz6tQp3n33Xdzd3UlOTsbb2xuVSsW0adNyHdESHBzMnj17mD17tt48eEtLS/r27cvevXt1yVeOHTvGoEGDSjSbfZMmTSSYKWa1+nfmxtLthTtYo8Gxf5fibZAQolQN7eHBdxu8nlzQCI1Gw9DuZb+CkCi/mjjX4pvxQ/hq5c58BfQVlOZ8M34ITZwN83QVhZ+fH/fv36d169a5BvIA/fv3JyAggD179tCkSROcnJyoVq0aR44cQalU6qZODxs2LF8xVc6l6SC7k9Pf35+7d+9So0YN3nrrLd0+T09PNm7cyIIFC7hw4QI1atTgxo0b+Pn58eKLL3LixAm9uq2srGjSpAkXL15k9uzZ1KlTB4VCgaenZ6muNV+ug3lHR0dCQkK4ceMGjRo1ArKftsydO5dHjx6Valt69eqFjY0NO3fuZOTIkbr2aDQaXSK9wYMHF7p+7Zx+f39/veXkbty4wcqVK/M8duHChaxdu1bXYxgREcGGDRtQKpX0799fV27IkCGsXbuWZcuW0bNnT10AcuXKFfbu3UuDBg2MJth7GpiZmZV68FexV3tq9yq+jJvi6RARkb2uampqKr/99pvRMg4ODrpgXqFQ8MUXX/Dnn39y4MABvLy8MDc3p2nTprz22mu0atXKaB1qtZqFCxfywgsv0LFjR4P948ePR61Wc/LkSQD69u1bpuuYisKp1sWN0G2HSY9JgIIMxTMxwaKKLVU7G79/hBDlQy+Ppvy69xTRcYlkZuW/d97UREE1ext6ejQpwdaJ50HH5g1Y8vFIftl5jH+u5z7kvrVLXSYO6VHsgTz8L/FdzrjDmJdeeomFCxdy+PBhPvjgAypUqMB3333Hzz//zKFDh3Qjcfv27ZuvYP7xpeksLCyoWbMmI0eOZPTo0bpEe5A9JXrZsmUsXbqU8+fPo1arcXV15aeffiIyMtIgmIfsFc4WLVrE6dOnSUpKQqPR0KpVq1IN5hWaMlmou3gcP36cd999F1tbWzw9PVEqlfj6+hIZGYmLiwu+vr4cPXqU2rVr4+Pjw+jRo5k8eTJTpkzR1dGjR/YwkmPHjhnU7+rqSrt27di4caPe9nv37tGzZ08GDx7M999/r9uuXb/dwsICT09PKleuzJkzZwgKCqJly5Zs2rRJbwhrbvUba1dmZiYjRozg8uXLeHh40KpVKx48eMCxY8fo1q0bBw8eNGhPjx49UKlUVK9enZSUFLp3765bZz4uLo4vv/xS78EAwLJly1i0aBGOjo707t2b5ORkvLy8yMjIYN26dQbB/Pbt2/H39wfg+vXrBAUF0aZNG91wfHd3d1599dXcXkLpARTiKfLgwQOsra2fmtwYz4qU8GguTV+KOjU9fwG9iQlmlha4/TAZy1qGS4WKkiMjU0RJCI2MYcLc9aSkpecroDc1UWBVwYKV08dQx8H4KkPFTe79sqdSqYiKiqJ69ep6q1AVpzv3o9l96h+uh0WQkqbCqoISlzo1eLlrm2KfI19elHaulIK8zs98Arzu3buzePFiVqxYwZ49e6hQoQIdOnTg559/5ueffy719nh6elKtWjVWrFjB4cOHSU1NxdHRkYkTJzJu3LgizUU1NTVlxYoVzJs3j1OnThEQEICTkxPTpk2ja9euHDx40OhxSqWSX3/9lfnz57Nnzx4SEhKoX78+X331FQMGDDAo/9577+Ho6Mj69evZsmUL5ubmeHh48MEHHxgk54LskQK7du3S23bhwgUuXLig+39ewbwQ4umhzTXi6elZtg15xlg5VsPth8kEzF5FenQcKBTG59D/u92iii0tZo+TQF6IZ0RdhyqsnD6Gj376jYhHCSgUCqNz6LXbq9nbsPCD10stkBfPj3q1qvHh8N5l3QxRjMp1z7wo/+QpsBBPj/379wMSzJeUzPQMHp6+RLiXN8m37xvsr1i/Fo79u1C1cytMLczLoIVCeidFSUpXZXDU7wo7jp/nephh0iyXOg4M7d6Wnh5NsFCW7meA3PtlrzR65oUh6ZkXQgghxBOZWpjj0MMDhx4eJN0OJyU8mszUNEwtK2DlWA3r+rIShhDPMgulOf06taRfp5ZcD40gNDKG5DQVFSsoqetQBZe6Ncq6iUKIckaCeSGEEKKUWdd3lOBdiOeYS90aErwLIYpM1tASQgghhBBCCCHKGQnmhRBCCCGEEEKIckaG2QshhADAysoKU1PTsm6GEEIIIYTIBwnmhRBCANCtWzfJaCyEEEKUAe3D9NLMrC5Kn1qtBii2zhMZZi+EEEIIIYQQZcjU1BRzc3OSk5ORlcOfTRqNhpSUFMzNzYstmJeeeSGEEEB2b4D0CAghhBBlw8bGhtjYWGJiYrCyssLMTEK1klZa68yr1WpSUlJIT0/P1/rx+SV3iBBCCAAOHToEgKenZxm3RAghhHj+WFlZAZCYmMijR4/KuDXPBxMTE7KyskrlXObm5lSqVEn3OhcHCeaFEEIIIYQQ4ilgZWWFlZWVjJYrJXZ2dsTHx5f4eUxNTUskybAE80IIIYQQQgjxFCmp4E/oq1ChAqmpqWXdjEKTBHhCCCGEEEIIIUQ5I8G8EEIIIYQQQghRzkgwL4QQQgghhBBClDMSzAshhBBCCCGEEOWMJMATQggBQJcuXbC1tUWj0ZR1U4QQQgghxBNIMC+EEAIAGxsb7O3tiY2NJel2OCnhUWSmpmNqaYGVY3Ws6zuWyHmvh0ZwNzKGlDQVVhWUODlUwaVujRI5lxBCCCHEs0KCeSGEyOHIkSMEBgZy/fp1QkJCyMjI4JNPPqFPnz565dRqNWfPnuXs2bNcvXqV6OhoFAoFTk5O9O7dm379+hksKaNSqVi7di0nT54kLS2Nli1bMmnSJKpVq2bQjjVr1nDw4EHWrFmDjY1NiV6zVmZ6BqH7T3Pj90Mk37lvsL9ivVrU6t+Zal3cMLUwL9K50lUZHPELZscxP27cizTY36i2A0N7eNDLoykWyqKdSwghhBDiWSRz5ouBj48Prq6uLFmyxGCft7c3I0aMoG3btri6ujJx4sQSacOoUaNwdXUtkbqFeJ6sW7cOLy8voqKiqFy5cq7l7t+/z5w5c/D29qZOnToMHDiQHj16EB0dzeLFi5k9e7bBcPUVK1awc+dOmjVrRvfu3fH392fmzJlkZmbqlbt9+zbbt29n0qRJpRbIp4RHc2b8f7g4dx3JIQ+MlkkOecCNpdvxn/IjqfejC32u0MgYRs5ewXcbvLgZHmW0zM3wKL7b4MXI2SsIi3xU6HMJIYQQQjyrpGe+BN27d4+JEydia2vLkCFDsLa2pn79+mXdrCc6deoUK1asICgoCIVCQbNmzZg4cSIdO3Y0KHvs2DFOnz5NUFAQV69eJTU1lcmTJzNlypQyaLkQRffxxx/j6OiIg4MDW7duZc2aNUbLWVlZMWXKFF566SUsLS1121NTU/nkk084d+4cJ0+epFu3bgBkZWVx4MAB+vbty8cffwxA48aN+eGHH7h27RpNmzYFIDMzkwULFtC2bVvdsSUtJTyaS9OXoklJRQGQ25z5f7enxyRwcdpS3H6YjGUtw1EFeQmNjGHC3PWkpKX/W6Xxc2m3R8clMn7uOlZOH0Mdh9wfrgghhBBCPG8kmC9BZ8+eJT09nenTp/N///d/JXquuXPnkpqaWuR6du/ezbRp06hcuTJDhgwBYN++fbz11lssWrSIvn376pX/9ddf8fX1xdramurVq3P37t0it6Ew1Go1KpWqTM4tip9SqcTMrGw+ntq0aZOvclWrVmXgwIEG2y0tLXnllVf47rvvuHz5si4gj4+PR6VS0ahRI11ZFxcXAKKj/9fLvWvXLsLCwpg1a1ZRLiPfMtMzCPx6FerUdBT5zXuXlYU6NZ2A2atwX/Jpvofcp6sy+PinLaSkpZOZlb+TZWZpSElL56OffmPz7Aky5F4IIYQQ4l8SzJegyMjseaDVq1cv8XPVqlWryHXEx8fz7bffUqlSJXbt2kWNGtkJqMaNG8fLL7/M7Nmz6dKlC9bW1rpjPvjgA6pWrYqTkxP79u3T9TiWloSEBG7dukVKSkqBjtNoNHA1HM2lEIhPATsrFK2cobEjCoWiRNoqCsbKyooGDRpga2tb1k0pMO2DiJxz5u3s7FAqldy6dUu37ebNmwC6OfMRERGsX7+ed955x+g8+pIQ7X2R9Oi4gh+YlUV6dBwPT1/CoYdHvg454hdMxKOEAp8qM0tDxKMEjvpdoV+nlgU+XgghhBDiWSTBfC5UKhXbtm3jxIkT3Lx5k5iYGGxsbHB3d2fixIm6IbHG3Lt3j549e+r+P3r0aN2/N2zYQPv27Tl37hy7d+/mwoULREVlzxmtV68ew4cPZ/jw4QZ1urq60q5dO+bNm8f8+fM5ffo0MTExrF+/nvbt2zNq1Ch8fX25du2a3nFqtZqNGzeya9cuQkJCMDc3p2nTprz11lv06NFDr+yBAwdISEhgypQpukAeoEaNGrzxxhssWbKEI0eO8PLLL+v2eXjk70t8SYiLiyM4OLjAy2hpNBo0Xv5wNRwUgAZISkVzLwZuRUB/dwnonwIpKSkEBgbStGlT7O3ty7o5BXLgwAEA3N3dddtMTEzo06cPe/fuJSUlBVtbWw4dOkTDhg11+S4WLVpE/fr1jfb4l5T7XqdBoch9aH1eFHBzx2EiqyrzVXzjvlO6t1yBT6VQsOP4eQnmhRBCCCH+JcF8LuLj4/nvf/+Lh4cH3bp1w9bWlrCwMI4dO8bJkyfZtGkTLVsa/1Jpa2vL5MmT8fX1xdfXl8GDB+PomL2kk/bvVatWERoaSqtWrahRowYJCQl4e3szc+ZM7ty5w4wZMwzqjYuLY/jw4djZ2dGvXz/S09P1eskfp9FoeP/99zl69CjOzs6MHDmSlJQU9u/fz3vvvcdnn33GmDFjdOV9fX2B7LWmH9elSxeWLFmCr6+vXjBfVjQaDXfv3i3cethXw7P/wP+iCk2OfQ1qQJPaxdFMUUTa19nOzq7cPGDx8vLi/PnzuLm50b59e719EyZMwMzMjJMnT6JSqWjTpg2TJk3C1NSUw4cPc/nyZZYtW0ZaWhpLlizh1KlTALzwwgtMmTJFb25+cUi6HW40a32+aSDrQSwJN8NQONjnWTT8USL3Hha8V153Ko2G62GRXA+NkGXrhBBCCCGQYD5XdnZ2nDhxAgcHB73tN27cYNiwYSxcuJBff/3V6LG2trZMmTJFF/wOHjzY4Ev97NmzqVOnjt42tVrN+PHj2bBhA6NHjzYYOn/9+nWGDBnCt99+a7DklTG7d+/m6NGjtGvXjjVr1qBUZveeTZgwgSFDhvDjjz/Ss2dPXTtCQkIAcHJyMqhLu62s5sQ/LjMzk6SkpEIdq7kUQq7dg4rs/QoJ5p8aSUlJZGZmltkc+oI4d+4cS5cuxcHBwegDOQsLCyZOnGiwqkVcXBzLly9nxIgRODk5sWjRIs6ePctHH30EwJIlS6hQoQLvv/9+sbY3JZdM8gUWmwRPCOaj44ue0wOyE+hJMC+EEEIIIcF8rpRKpUEgD9CoUSPat2+Pt7c3GRkZmJsXLhnT44E8ZM+zHTFiBKdPn8bHx4fBgwfr7Tc3N+fTTz/NVyAP2Ym0AD799FNdIA/Z8+vHjBnDwoUL2bNnD5MmTQLQBcfGlsLSjgBITEzM17nzy87ODhOTgq+QmJGRUfiTxqfkPs5X8+9+8VSxt7cv9HutKLQ94RUrVqRSpUp5lvX29uabb76hSpUqrFixgtq18/9AaN68eVStWpWJEyeiUqk4cOAAEyZM4JVXXgGyg/1Vq1bx6aefYmVlVfgLeky8oph+BaSrn1wk48ll8kNjYvbE10KIopD7Szyv5N4Xz6vyfO9LMJ+HK1eusHr1avz9/Xn48KFBABkbG1vo5HZJSUmsXbuWI0eOEBYWZpDATTuPPqfatWvnue61sfZbWloanQ6gHSlw9erVAra8eMXHxxfqOI1Gg7W1deF65+2sICk115557IovWBJFZ21tTWJiYpkMs9euEJGcnExsbGyu5Xx8fPj666+xs7Nj7ty5VKxYMc/yjx97+PBhFixYQFJSErdu3SIzM5NatWrp6nB0dEStVhMcHEyDBg2KfmH/StcUT4CNxZN/lViYF8+vG0WWOt8/WyEKqlKlSnJ/ieeS3PviefU03/v5ecggwXwuLly4wJtvvglA586dcXZ2xsrKCoVCwZEjR7h69Wqhl0JTqVSMHj2aoKAgmjZtysCBA7G3t8fMzIzw8HB27dpltO6qVasW6DxJSUl6iexy0mbKzhkM5+x9f/zmyavXviwoFAqcnJwKlQBP0co5O9mdMZrs/eLpoH2dn+b58tpA3sbGhh9//FGXFyM/UlNTWbx4MQMGDKBZs2Z6+3I+PNT+u7h/DlaOxbPSRsXaDpg+4bPBuWZWsZzLqUbBPgeFEEIIIZ5VEsznYvny5ahUKjZv3myQsf3ixYtFqvvo0aMEBQUxdOhQ/vOf/+jt8/Ly0g2Pf1xBv8hbW1vz6NEjo/sePnyoK6Pl7OxMYGAgd+/eNQjmtXPljc2nLyv29vY0b9684EvTNXbMzlqfM5u99u/Gjtl/RJkrD0vT+fr66gL5efPmFWhoPcDatWvRaDSMHTtWt61WrVqYmZnh6+urS0bp6+uLubk5NWvWLNb2W9d3pGK9WiSHPChkNnsFFevVpHWfF59YtCWw4+x1boZHFSpxpUKhoFHt6jSqYzj9SQghhBDieSTBfC5CQ0Oxt7c3CORTU1MJDg4uUt1hYWEAesvXafn5+RWp7pyaNGnCuXPnuHz5ssFQe23m+saNG+u2tW3blr179+Lt7Y2bm5teeW9vbwDatWtXbO0rDra2trRu3Rq1Wl2gkRIaNzdizwURfdQP1cM4lFXtqdbTg0odmqEoxBx+UbyUSmWZJbzbt28fgYGBwP+SQu7fv59Lly4B0Lx5c/r160doaCizZ88mIyODli1bcvz4cYO6HBwc6NOnj9HzBAcHs2fPHmbPnq03D97S0pK+ffuyd+9e0tPTATh27BiDBg0q9mz2ALX6d+bG0u2FO1ijwbG/4eoXuRnaw4PvNngV8lQahnZvW6hjhRBCCCGeRRLM58LR0ZGQkBBu3LhBo0aNgOwM6nPnzs21tzu/tFnq/f399dZ69/X1Zfv2Qn6pNmLw4MGcO3eO+fPns3r1al0CsQcPHvDrr79iZmamt561p6cn8+bNY9OmTQwdOlQ3RD8iIoJNmzZRqVIlevXqVWztK05mZmYFDv4q9mpP7V7tn1xQPFcCAwM5fPiw3ragoCCCgoJ0/+/Xrx+xsbG64e8nTpwwWlfLli2NBvNqtZqFCxfywgsv0LFjR4P948ePR61Wc/LkSQD69u3LuHHjCntJearWxY3QbYdJj0mArAIMhTcxwaKKLVU7t8r3Ib08mvLr3lNExyWSmZX/3nlTEwXV7G3o6dEk/+0TQgghhHjGSTCfizfeeANvb29ef/11PD09USqV+Pr6EhkZSbt27XQ924XRvXt3HB0dWb16te5hwZ07dzhx4gS9evXi4MGDxXINgwYN4tChQxw9epSBAwfy4osvkpqayv79+4mLi2PGjBl6WfXt7Oz46quvmDZtGoMHD6Zfv35Adk9lXFwcCxcuNFjX/siRIxw5cgSAe/fu6baFh2ev416/fn3Gjx9fLNcjRGmYNm0a06ZNe2K5Vq1aGQT9+WVmZsaqVaty3W9pacnUqVOZOnVqoeovCFMLc5rPGsel6UvJSElFkZ8Y28QEM0sLWsweh6lF/lcZsFCas+CD15gwdz0paen5CuhNTRRYVbBg4QevY6Es/RUNhBBCCCGeVjKeOBfdu3dn8eLF1KlThz179rB3717q16/Pjh07CpTgypiKFSuyfv16+vTpQ0BAAJs3byYqKop58+YxcuTIYrqC7DmmixcvZvr06ZiZmbFp0yb27NmDi4sLv/zyC2+99ZbBMYMGDWLVqlXUr1+fnTt3snPnTho2bMjatWvx9PQ0KH/lyhV27drFrl27OH/+PJCdIV+77dSpU8V2PUKIkmHlWA23HyajqWiRvSG3/Bz/breoYovbD5OxrFWtwOeq61CFldPHUM3e5t8qjZ9Lu72avQ0rp4+hjkP+V/IQQgghhHgeKDSFyUQknjrDhg0jODhYN9e3vHhal4IQ4nm0/6+9mN2KokpYAsm37xvsr1i/Fo79u1C1c6sC9cgbk67K4KjfFXYcP8/1sEiD/S51HBjavS09PZpIj7woNU/zEkVClCS598Xz6mm+92VpuudEZmYm9+7dy3UZOiGEyBczU9SuNWnz4dsk3Q4nJTyazNQ0TC0rYOVYDev6xbfSg4XSnH6dWtKvU0uuh0YQGhlDcpqKihWU1HWogktd+TwTQgghhMiLBPPl3MqVK/Hx8SEmJoZBgwaVdXOEEOWYvb29LpGkdX3HYg3e8+JSt4YE70IIIYQQBSTBfDm3evVqrKysePPNN/nggw/KujlCiHKsY8eOT/VwMyGEEEII8T8SzJdzRcmqL4QQQgghhBCifJJgXgghBACpqakolcqyboYQQgghhMgHCeaFEEIAcOLECQCjy1AKIYQQQoini6wzL4QQQgghhBBClDMSzAshhBBCCCGEEOWMBPNCCCGEEEIIIUQ5I8G8EEIIIYQQQghRzkgwL4QQQgghhBBClDMSzAshhBBCCCGEEOWMLE0nhBACgB49emBvb09qampZN0UIIYQQQjyB9MwLIYQAwMLCggoVKpR1M4QQQgghRD5IMC+EEEIIIYQQQpQzMsxeCCEEAKdPn8bU1JQOHToY7Eu6HU5KeBSZqemYWlpg5Vgd6/qOJdqe66ER3I2MISVNhVUFJU4OVXCpW6NEzymEEEIIUV5IMC+EEDk8fPiQkydP4uPjQ1hYGLGxsdjY2NCsWTOGDRtGkyZN9MrfvHmTv//+mxs3bnDz5k3i4+Np2bIl8+fPN1q/SqVi7dq1nDx5krS0NFq2bMmkSZOoVq2aQdk1a9Zw8OBB1qxZg42NTYlcb04JCQl6/89MzyDa+yL3vU6TfOe+QfmK9WpRq39nqnVxw9TCvFjakK7K4IhfMDuO+XHjXqTB/ka1HRjaw4NeHk2xUBbPOYUQQgghyiMZZp8LHx8fXF1dWbJkSVk3RQhRiv7880+WLVtGREQE7u7uDB06lObNm3PmzBk+/PBDTpw4oVf+zJkzbN26lcuXL1OpUqUn1r9ixQp27txJs2bN6N69O/7+/sycOZPMzEy9crdv32b79u1MmjSpVAL5x6WER+M/5UduLN1OcsgDo2WSQx5wY+l2/Kf8SOr96CKfMzQyhpGzV/DdBi9uhkcZLXMzPIrvNngxcvYKwiIfFfmcQgghhBDllfTMCz1RUVEsWrSIkydPEh8fT61atXj55Zd55513MDfX7wULDQ1l9+7dBAUFERQURFRUFI6Ojhw7dqyMWi9E0bm6ujJv3jxatWqltz0gIIBp06axePFiOnXqhFKpBKBr16507NiRevXqkZCQwPDhw3OtOysriwMHDtC3b18+/vhjABo3bswPP/zAtWvXaNq0KQCZmZksWLCAtm3b0q1btxK60tylhEdzafpS1Knp2Rs0GuMF/92eHpPAxWlLcfthMpa1DEcY5EdoZAwT5q4nJS3936qNn1O7PToukfFz17Fy+hjqOFQu1DmFEEIIIcozCeaFTnR0NMOGDSMiIoKXXnoJJycnzp8/z6JFi7h8+TK//PILCoVCV97Pz4+lS5diampKgwYNePjwYZm1Xa1Wo1Kpyuz8ongplUrMzMrm4+mFF14wur1Fixa0atUKf39/7ty5g6urKwDOzs75rjs+Ph6VSkWjRo1021xcXIDs95/Wrl27CAsLY9asWYW4giJSZxL49arsQD4rK3/HZGWhTk0nYPYq3Jd8WuAh9+mqDD7+aQspaelkZuXy4OAxmVkaUtLS+ein39g8e4IMuRdCCCHEc0eCeaEzb948Hjx4wOzZs3nttdeA7F6wqVOn4uXlhZeXFwMGDNCVb9u2Ldu2baNx48ZUqFCBFi1alHqbExISuHXrFikpKSVSv0ajgavhaC6FQHwK2FmhaOUMjR31HmyI4mdlZUWDBg2wtbUt66boaB8wmJqaFup4Ozs7lEolt27d0m27efMmgG7OfEREBOvXr+edd94xOo++pJndiiI9Oq7gB2ZlkR4dx8PTl3Do4VGgQ4/4BRPxKOHJBR+TmaUh4lECR/2u0K9TywIfL4QQQghRnj1XwbxKpWLbtm2cOHGCmzdvEhMTg42NDe7u7kycOFE3xPVJYmJiWLVqFcePH+fBgwdUqFABJycn+vbty9ixY3XlduzYwdGjR7l27RrR0dFYWlrSokULxo0bZ5At2sfHh9GjRzN58mRefPFFFixYwMWLFzExMaFDhw589tln1K5dW++Yw4cPs3//fgICAoiKisLMzAxXV1fefPNN+vTpo1f23r179OzZk8GDBzNu3DgWLFiAn58fcXFxHD16FHt7e/bt20edOnUYMWKE7jiFQqEL5n///Xe9YL5OnTrUqVMn3z//4hYXF0dwcHCuw3GLSqPRoPHyh6vhoAA0QFIqmnsxcCsC+rtLQF+CUlJSCAwMpGnTptjb25d1c4iKiuLChQtUrlyZevXqFaoOExMT+vTpw969e0lJScHW1pZDhw7RsGFDXU//okWLqF+/PgMHDizO5uebeeA9UChyH1qfFwXc3HGYyKrKAh22cd8p3VuswKdUKNhx/LwE80IIIYR47jxXwXx8fDz//e9/8fDwoFu3btja2hIWFsaxY8c4efIkmzZtomXLvL8Q3r59m9GjRxMdHY27uzu9evUiNTWVGzdusGLFCr1gfs6cOTRu3JiOHTtSuXJlIiMjOXLkCG+99RZLliyhV69eBvUHBASwevVq2rdvz4gRIwgODubIkSNcv36dvXv3YmFhoSs7f/58zM3NcXd3p1q1ajx69Ihjx47x/vvv8+WXXzJq1CiD+u/evcuwYcNwcXFh8ODBxMXFYW5uzsWLF1GpVHTq1MkgQHV0dKRevXpcuHCBzMzMQvdKFieNRsPdu3dLLJAHsoP4q+H/nhD9v6+GQ4Ma0KS2sSNFMdG+znZ2dmX64EStVvP999+TkZHBO++8U6T3wIQJEzAzM+PkyZOoVCratGnDpEmTMDU15fDhw1y+fJlly5aRlpbGkiVLOHXqFJA9/H/KlClYWloW12UZaGTnwIOYpMJXoIGsB7Ek3AxD4WCfr0PCHyVy72HBe+V1p9RouB4WyfXQCFm2TgghhBDPlecqmLezs+PEiRM4ODjobb9x4wbDhg1j4cKF/Prrr3nW8emnnxIdHc0333zDsGHD9PZFRETo/d/Ly8ug5zoqKopXXnmFH3/80Wgw//fff7Nw4UL69eun2zZt2jR2797NkSNH6N+/v277qlWrDOpPTk5mxIgR/PTTTwwdOtTgi/+FCxeYNGkS77//vt72I0eOALnP/3V2dubOnTvcv3+/THvjtTIzM0lKKkLQkQ+aSyHk2l2oyN6vkGC+xCUlJZGZmVlmc+izsrL48ccfCQgIoF+/frz00ktFqs/CwoKJEycyceJEve1xcXEsX76cESNG4OTkxKJFizh79iwfffQRAEuWLKFChQoG793iZJupwHje+gKKTYJ8BvPR8anFcUZCI2MkmBdCCCHEc+W5CuaVSqVBIA/QqFEj2rdvj7e3NxkZGQZZ27UuX75MYGAgbdu2NQjkAWrU0P8iaSzorV69On369GHjxo2Eh4fj6Oiot79t27Z6gTzAK6+8wu7duwkICNAL5o3VX7FiRYYMGcL3339PQEAA7dq109tfrVo13n33XYPjEhMTAXJdAqtixYp65YqLnZ0dJiYFXyExIyOjWNthVHxK7uN+Nf/uF6XC3t4+1/dlScrKymLOnDkcO3YMT09PZs+enef9ql1ezszMLF/L1OU0b948qlatysSJE1GpVBw4cIAJEybwyiuvANnB/qpVq/j000+xsrIq/EXlIV5RTL8S0tX5L5qR/7J50ZgU/GcuhDFyH4nnldz74nlVnu/95yqYB7hy5QqrV6/G39+fhw8fGgSFsbGxVK9e3eixly9fBqBz5875OldYWBgrVqzg3LlzREZGGmRb1y7lllOzZs0M6tE+JEhI0B+KGhMTw8qVKzl58iT3798nLS3NoP7Hubq66pbUehrEx8cX6jiNRoO1tXXJ9s7bWUFSaq4989iVTEAl9FlbW5OYmFjqw+yzsrKYN28ehw8fpnv37nzwwQdPvF+1+9VqNbGxsfk+l4+PD4cPH2bBggUkJSVx69YtMjMzqVWrlq4eR0dH1Go1wcHBNGjQoPAXloe79+8VT0UW+f/VYmFePL+GFFkF+5kLYUylSpXkPhLPJbn3xfPqab738/OQ4bkK5i9cuMCbb74JZAfkzs7OWFlZoVAoOHLkCFevXs1zeTNtr7Sx3v3H3b17l1dffZWkpCTat29P9+7dsba2xsTEBF9fX3x9fY2ey9ra2mCbdn5uVo5louLi4hg6dCj379+nTZs2dOrUCRsbG0xNTbly5QpHjx41Wn/VqlWNtlfbI59bz3tycrJeubKmUChwcnIq0QR4ilbO2cnujNFk7xclS/s6l2Ug/+KLLzJ9+vQSyxWRmprK4sWLGTBggMHDvJwPG7X/LsmfxYP0RIrjEVXF2g6Y5vOzwrlmPpe/ewKnGsY/24QQQgghnlXPVTC/fPlyVCoVmzdvxsNDf+mkixcvPvF47RJZkZGRTyy7bt064uPj+eGHHxg0aJDevpkzZ+Lr65v/hhuxY8cO7t+/zwcffGAw93blypUcPXrU6HG5BQJOTk4AhISEGN0fEhKCubk5NWvWLHyji5m9vT3NmzcvuaXpGjtmZ63Pmc1e+3djx+w/osSU1dJ0OQP5rl27MmPGjBJN+rh27Vo0Go1e8sxatWphZmaGr68vXbp0AcDX17fE34NZVW3IrGKN6aPkQmazV1CxXk1a93kx34e0BHacvc7N8KhCPZhTKBQ0ql2dRnWe/JBVCCGEEOJZ8lwF86Ghodjb2xsE8qmpqQQHBz/xeO066qdPn+a999574rkAevbsqbddo9Hwzz//FKTZBaofwM/Pr8D1ubm5YW5uzpkzZ9BoNHpBf3h4OHfu3KF9+/ZlloQsN7a2trRu3Rq1Wp3nqIrC0ri5EXsuiOijfqgexqGsak+1nh5U6tAMRSHm+ov8USqVZXavbdq0icOHD2NpaUnt2rXZvHmzQZlOnTrRsGFDIPu9uHXrVgDdPRgWFsYPP/ygKz9t2jSj5woODmbPnj3Mnj1bbx68paUlffv2Ze/evaSnpwNw7NgxBg0aVKLZ7AEymtfG9O+rhTtYo8Gxf5cCHza0hwffbfAq5Ck1DO3etlDHCiGEEEKUZ09XZFbCHB0dCQkJ4caNGzRq1AjITlg1d+5cHj169MTjW7ZsSYsWLTh//jy///67QRK8yMhI3RB87Vx4f39/unXrpiuzcuVKrl+/XizXoq1fuz41wF9//cXff/9d4Pqsra3p378/f/75J1u3buW1114Dsr8oL1iwAMBo0r+nhZmZWYkFfxV7tad2r/YlUrd4+mhXpUhNTeW3334zWsbBwUEXzMfGxnL48GG9/Y9vMxbMq9VqFi5cyAsvvEDHjh0N9o8fPx61Ws3JkycB6Nu3L+PGjSvcRRWAukF1LIIjSI9JgKwCDIE3McGiii1VO7cq8Dl7eTTl172niI5LJDMr/73zpiYKqtnb0NOjSYHPKYQQQghR3j1Xwfwbb7yBt7c3r7/+Op6eniiVSnx9fYmMjKRdu3b5Gvo+b948Ro0axVdffcXu3btxc3MjPT2dmzdvcuXKFXx8fAAYMWIEO3fu5P3338fT0xN7e3suXrxIcHAwL774IidOnCjStQwaNIhVq1bx7bff4uPjQ61atbh27Rpnz56ld+/eHDp0qMB1Tp06FR8fH77++mvOnj1L3bp1OX/+PBcvXqR79+56mfQBHj16pNf7qE36NWPGDN22adOmUbly5cJfqBClbNq0abn2pBvTqlUrg2A+P8zMzFi1alWu+y0tLZk6dSpTp04tcN1FYmZK81njuDR9KerU9PwF9CYmmFla0GL2OEwtCr7qgIXSnAUfvMaEuetJSUvPV0BvaqLAqoIFCz94HQtl6a90IIQQQghR1p6rccLdu3dn8eLF1KlThz179rB3717q16/Pjh07DLLK58bZ2Zldu3YxevRoIiMjWb9+PX/99RcpKSl6Q++bNm3KmjVraNq0KYcOHeKPP/7A1taWLVu20Lx58yJfS40aNdi0aRMdO3bk7NmzbNu2jYyMDNauXUv37t0LVWf16tX5/fffGTJkCP7+/qxbt464uDg++OADFi9ebDDfPiUlhV27dun+ZGVlGWwrkbnsQogSZeVYDbcfJmNR5d98Bbkl3ft3u0UVW9x+mIxlrWqFPmddhyqsnD6GavY2/1Zt/Jza7dXsbVg5fQx1HORhoRBCCCGeTwpNSaUCFyIfntalIIR4Hvn5+aFUKmnZsiUAmekZPDx9iXAvb5Jv3zcoX7F+LRz7d6Fq51aF6pE3Jl2VwVG/K+w4fp7rYYbJRl3qODC0e1t6ejSRHnlR7J7mJYqEKEly74vn1dN87+dnaToJ5kWZelrfPEI8r3L7pZZ0O5yU8GgyU9MwtayAlWM1rOuX7IoO10MjCI2MITlNRcUKSuo6VMGlbo0SPad4vj3NX+qEKEly74vn1dN878s680IIIYqFdX3HEg/eH+dSt4YE70IIIYQQuZBgXgghBADx8fEGS1MKIYQQQoin03OVAE8IIUTuzpw5w4EDB8q6GUIIIYQQIh8kmBdCCCGEEEIIIcoZCeaFEEIIIYQQQohyRoJ5IYQQQgghhBCinJFgXgghhBBCCCGEKGckmBdCCCGEEEIIIcoZCeaFEEIIIYQQQohyRtaZF0IIAYCnpyeVKlUiNja2rJsihBBCCCGeQHrmhRBCCCGEEEKIckaCeSGEEEIIIYQQopyRYfZCCCEAOHbsGKampnTr1q2smyKEEEIIIZ5AgnkhhBAApKenl3UThBBCCCFEPkkwL4QQQicy5CF/bPQiOSWNilYVaNCwDm4dW5Z1s4QQQgghxGMkmBdCPNOOHDlCYGAg169fJyQkhIyMDD755BP69OljtHxycjIbN27k1KlTxMbGUrlyZbp27cqoUaOwtLQ0KJ+VlcWePXvw8vLi/v37WFpa0rp1a95++21q1qypVzYzM5Nt27axf/9+EhISaNy4MRMnTsTJycmgXi8vL5YtW8bKlSupVatW8fwwcpGSmMKf2w6x63wQDxQKIOx/O09fwnGDF4Pcm/Dy8N5Y2ViVaFuEEEIIIUT+PLcJ8Hx8fHB1dWXJkiV623v06EGPHj3KqFVCiOK2bt06vLy8iIqKonLlynmWTU1NZerUqfzxxx/UqVOHIUOGULt2bbZv386nn36KSqUyOGbRokX8/PPPALz88st4eHhw+vRpJk2axL179/TK7ty5k19//ZW6devSt29fbt26xYwZM0hNTdUrFxMTw6pVqxg1alSJB/LXL99g+CeL+OV8EBG5lLmflcUv54MY/skibgTcLNH2CCGEEEKI/JGeeaEnKiqKRYsWcfLkSeLj46lVqxYvv/wy77zzDubm5nplQ0ND2b17N0FBQQQFBREVFYWjoyPHjh0ro9YLYejjjz/G0dERBwcHtm7dypo1a3It+/vvv3Pr1i2GDx/OO++8o9u+evVqtm3bxh9//MFrr72m237x4kX2799PixYtmDt3ru490qNHD7744guWLl3K999/ryu/b98+2rRpw3/+8x8AunTpwscff8y5c+fo3r27rtySJUuoWbMmQ4cOLbafgzHXL99g0s+/kw6gUKDJpZxGoQAgXqNh4tJt/DJ5OI1aNCzRtgkhhBBCiLxJMC90oqOjGTZsGBEREbz00ks4OTlx/vx5Fi1axOXLl/nll19Q/PulHsDPz4+lS5diampKgwYNePjwYZm1Xa1WG+01FeWTUqnEzKx4Pp7atGmTr3IajYb9+/djaWnJyJEj9faNHDmSPXv2sH//fr1gft++fQCMGTNG72FXu3btaNWqFf7+/kRFRVG9enUg+z3WuXNnXTkXFxcg+yGa1qlTpzh79qzuvVVSUhJTmPrzdtKBrBzv67xkKRSkazR8vPR3ts37UIbcCyGEEEKUIQnmhc68efN48OABs2fP1gUsGo2GqVOn4uXlhZeXFwMGDNCVb9u2Ldu2baNx48ZUqFCBFi1alHqbExISuHXrFikpKaV+blG8NBoNXA1HcykE4lMwqWxNbc/O1H2pAwqTkp8RFB4eTkxMDB4eHgZz4y0tLWnWrBl+fn56wfmlS5eoUKECzZo1M6jPw8ODS5cucenSJV566SUAqlWrxs2b/xumfuPGDQBdfcnJySxdupRXXnmFRo0alch1av257RCxaCCfgbxWlkJBLLD798O8NnZQyTROCCGEEEI80TM1Z16lUrFx40bGjh1Lt27daN68OR07dmTy5MkEBwcXqK6EhARmzpxJ586dadGiBS+//DJ79+41Wlaj0bBjxw5GjBhBmzZtaNWqFUOGDGHHjh0GZZcsWYKrqys+Pj7s3LmTwYMH06pVK0aNGgXAqFGjcHV1RaVSsWDBAl588UVatmzJkCFDOHPmDACJiYl8/fXXdOnShRYtWjB8+HAuX75scK5z587x2Wef0adPH1q3bk3r1q0ZMmQI27ZtMyiblJTEvn37qFOnDiNGjNBtVygUTJ06FcgegpxTnTp1cHNzo0KFCvn8qRavuLg4AgMDJZB/Bmg0GjRe/mi8/CE8BhJTyQqNJnT5nwT8sBFNVlaJtyE8PBwAR0dHo/u127XlUlNTefToETVq1DDag/54eQBPT0/8/f358ssvWb58OV9//TVVqlShQ4cOAKxcuRILCwvefPPN4ruwXOz2v0LBwvj/UWg07PYv2GeqEEIIIYQoXs9Uz3x8fDz//e9/8fDwoFu3btja2hIWFsaxY8c4efIkmzZtomXLJy+xpFKpGDNmDCkpKQwcOJDU1FT279/P1KlTiY2N1QXekB2EfPLJJ+zduxdnZ2cGDBiAUqnk9OnTfPHFF9y6dYvp06cbnGPNmjX4+PjQs2dPOnfubBAMfPjhh1y/fp0ePXqQlpbGX3/9xYQJE9iyZQszZ84kIyODvn37Ehsby759+3jnnXc4evQoNjY2ujpWrVpFaGgorVq1okaNGiQkJODt7c3MmTO5c+cOM2bM0JW9ePEiKpWKTp066Q2lh+ygpF69ely4cIHMzMwSHfqbXxqNhrt372b35ory72p49h9AN3H737/jfYKI9r5E9a6tS7QJycnJAFSsWNHofisrK71yBS0P8Morr5CRkcGBAwcICAjA1dWVSZMmYWlpyaVLl9i/fz/ff/89ZmZmLF++nEOHDpGWlkbbtm358MMPqVSpUrFc68WzlwnXFLxXXkujUHAvS8PFs5dl2TohhBBCiDLyTAXzdnZ2nDhxAgcHB73tN27cYNiwYSxcuJBff/31ifVER0fj7OzM1q1bUSqVALz77ru8/PLL/PDDD/Tu3Vt3ju3bt7N3716GDBnCnDlzdPNmVSoV77//PmvXrqV///40b95c7xznz5/n999/x9XV1Wgb4uLi2LNnjy4g6NKlCx999BFvvfUWnTp1Yv78+bo5xY0bN2bevHns2LGDt956S1fH7NmzqVOnjl69arWa8ePHs2HDBkaPHq3LlH337l0AnJ2djbbH2dmZO3fucP/+fYM6y0JmZiZJSUll3QxRTDSXQkABRjOwKeDBwXMlHsyXBlNTU0aOHGkwJ1+lUrFo0SJ69epFmzZt2LJlC3v27OG9996jatWqLF26lB9//JH//ve/xdKOWzfDnlwoH27fvCfBvBBCCCFEGXmmgnmlUmkQyAM0atSI9u3b4+3tTUZGhkFWdmM++ugjXSAPUKNGDUaPHs1PP/2El5cXb7/9NgCbNm3CysqKWbNm6dWrVCr56KOPOH78OF5eXgbB/LBhw3IN5LXn1wbyAH379mXatGkkJCQwffp0veRgAwYMYN68eVy9elWvDmNBt5mZGSNGjOD06dP4+PgwePBgIHvoPqDXs5+TtvdRW6642NnZYVKI+dAZGRnF2g5RxuJTjAfyABpQPYwvll5p7Vz4ihUrGtSn/exQq9VGz5WZmQlkfxZUqlRJN70kLS3NaHntCJeqVas+se0///wzKSkpzJgxAzs7O3bv3s2AAQMYPXq0rq6vvvqK+Pj4XB+4FUSGunhGtKjUWcU2WkCIp4Xc0+J5Jfe+eF6V53v/mQrmAa5cucLq1avx9/fn4cOHBkFfbGysLtlUbszMzGjd2rAX0MPDA0A3/z41NZXr169TvXp1Vq1aZVBerVYDcPv2bYN9Txru36RJE73/m5iYULlyZdLS0gzWna5WrRqgnxEbsufBr127liNHjhAWFmYwt/zx8mUhPj6+UMdpNBqsra2ld/5ZYWcFSam59MwrUFazIzY2tsin0a7nnpycbFCfnZ0dkP1+NXYu7fvY1tZWt79y5cqEh4fz8OFDg+kn169f15XJq+23b99mw4YNTJ8+naysLO7du0dMTAy1a9fWHVezZk0AgoKCdO0sCnOzws6W16c0MymW10WIp0WlSpXknhbPJbn3xfPqab738/OQ4ZkK5i9cuKBLHNW5c2ecnZ2xsrJCoVBw5MgRrl69mq/lyypVqmS0t7hKlSoAugAyISEBjUZDZGQkS5cuzbU+YwnatHXlxtra2mCbmZlZrtvhfw8PIHvY7ujRowkKCqJp06YMHDgQe3t7zMzMCA8PZ9euXXo/C22PfG4979p5v7n13Jc2hUKBk5MTwcHBMm/+GaBo5YzmXozxnRoNNft0KPE2ODo6UqVKFYKCgkhNTdXLaJ+amkpQUBA1atTQexjYsmVLTpw4QVBQkMEDOj8/P12Z3GRmZrJgwQI8PDz01pkH/dEnxT0SpUHDOnD6UtHraVT2U26EEEIIIZ5Xz1Qwv3z5clQqFZs3b9b1omtdvHgx3/XExsaSlZVlENDHxGQHG9qAWjv0vFmzZuzcubNAbX08yVxxO3r0KEFBQQwdOpT//Oc/evu8vLzYtWuX3jYnJycAQkJCjNYXEhKCubm5rofwaWBvb0/z5s1labpnQWNHuBWRnQRPO3deoQCNhmovuFGtc6sSb4JCocDT05NNmzaxefNm3nnnHd2+zZs3k5qaqrfGPED//v05ceIE69atY+7cubqpNr6+vly6dAl3d3ejU3+0du3aRWhoKDNnztRtq1ixIpUrV8bX15dXXnkFAB8fHwDq1q1bLNfq1rEljhu8uJ+VhaYQn0UKjQZHUxNadSj95SiFEEIIIUS2ZyqYDw0Nxd7e3iCQT01NLdDSdGq1mn/++Qd3d3e97dqetqZNmwLZQX2DBg24ffs2CQkJ2NraFvEKik9YWHaCq549exrs015HTm5ubpibm3PmzBk0Go3ew4bw8HDu3LlD+/bt9ebqPw1sbW1p3bo1arU6X6MuxNNL4+ZG7Lkgoo/6oXoYj6VDZWr0aU+1zq2KtM78vn37CAwMBP73sGr//v1cupTdM928eXP69esHZOeyOHPmDNu2bePmzZs0atSIGzdu4O/vj6urK0OGDNGr283NDU9PT/bv38/EiRNp164djx494u+//8bGxobJkyfn2q6IiAjWr1/P2LFjDab+DB48mDVr1vDFF19QrVo1Dhw4QIcOHahdu3ahfw6PG+TehF/OBxXqWI1CwSD3psXWFiGEEEIIUXBPV2RWRI6OjoSEhHDjxg0aNWoEZA9jnTt3Lo8ePSpQXQsXLmTt2rW6JHgRERFs2LABpVJJ//79deVGjRrF7Nmz+fLLL/n+++/1ktZBdlCtUCiK9Ut4fmjn1fv7+9OjRw/ddl9fX7Zv325Q3tramv79+/Pnn3+ydetWXQ+kRqNhwYIFQHag87QyMzN76h40iIKr2Ks9tXu1L9Y6AwMDOXz4sN62oKAggoL+F8hqg3lLS0sWLFjAhg0bOHXqFJcuXaJy5coMHTqUUaNGYWFhYVD/hx9+SL169di3bx+7du3C0tKSzp0789Zbbxnkt8hp0aJF1KtXj4EDBxrse/XVV0lMTOTgwYNcunSJjh078uGHHxbyJ2Dcy8N7s+V8MPEaDVkF6J030WiwQ8GgYS8Va3uEEEIIIUTBPFPRzxtvvIG3tzevv/46np6eKJVKfH19iYyMpF27dvj6+uarnmrVqunWmO/evbtunfm4uDi+/PJLvWGzI0aM4NKlS+zatYsLFy7QqVMnqlevTkxMDLdv3+bSpUvMnz+/1IP57t274+joyOrVq3UPN+7cucOJEyfo1asXBw8eNDhm6tSp+Pj48PXXX3P27Fnq1q3L+fPnuXjxIt27d9d7iAHw6NEjfvjhB93/1Wo1sbGxeuvXT5s2jcqVK5fchQrxBNOmTWPatGn5Ll+xYkXee+893nvvvXyVNzExYfDgwbqVIfLr+++/z3Wfqakp48aNY9y4cQWqsyCsbKyYP+lVJv38O+n5DOhNNBosgAWTh2FlY/XE8kIIIYQQouQ8U8F89+7dWbx4MStWrGDPnj1UqFCBDh068PPPP/Pzzz/nu57/Z+++46qq/weOvy7jIpcpCihDFAduTXGvXDnLRWaWZqlZjkwttV9WNt0j5VuO1FyVSVIGaq4cOEBxiwtNQQxEZG8u9/cHcfN2QRmXJe/n4+ED+ZzPOed9LgfufZ/PUiqVbNiwgSVLlrBz504SEhJwd3fno48+YuDAgTp1FQoF8+fPp2vXrmzfvp1Dhw6RkpKCnZ0dbm5uzJo1iw4dOhj6Up/IwsKCjRs3smjRIk6dOkVQUBD16tVj8eLFVKtWLc9k3sHBgZ9//pnly5dz+PBhDh48iLOzM1OnTmXcuHF64/xTUlL0xt7/t2zy5MmSzAtRTjVoXp9vJr/EdO+fiSVnLHxeY+hzy21QsHTycOo3q1f6wQohhBBCCB0KjUwFLspQeV0KQojKJCUxhd9+3sdvwSHczdZ/S3AxyhkjP2h4b2mRF0+18rxEkRAlSe59UVmV53u/IEvTSTIvylR5/eURojKKjo7mdkgY4WFRJKWkYqkyx72eCy075L+8nhBPk/L8oU6IkiT3vqisyvO9X+nWmRdCCFF0uStdDB3Vv4wjEUIIIYQQT1L09Z6EEEIIIYQQQghRJiSZF0IIIYQQQgghKhhJ5oUQQgghhBBCiApGknkhhBBCCCGEEKKCkWReCCGEEEIIIYSoYGQ2eyGEEACYmppiZCTPeIUQQgghKgJJ5oUQQgDQq1evcr3eqhBCCCGE+Jc0wQghhBBCCCGEEBWMJPNCCCGEEEIIIUQFI93shRBCALBnzx4UCgV9+vQp61CEEEIIIcQTSDIvhBACAI1Gg0ajKeswhBBCCCFEAUg3eyGEEEIIIYQQooKRZF4IIYQQQgghhKhgJJkXQgghhBBCCCEqGBkzL4QQotiSbkWQEnEfdWo6xuZmqJwdsHR3LuuwnlrXwyK5ExVDSloGqipK3Byr0aBWjbIOSwghhBClSJJ5IYR4xP79+7l06RLXr1/n9u3bZGZm8t577xVohve///6bN998k7S0NAYMGMC7776rsz0jI4P169dz5MgR0tLSaN68OZMmTcLe3l7vWOvWreOPP/5g3bp1WFlZGeryDEqdnkl0wDnu+R8j+a97etst6jjhNKAT9p1bYmxmWgYRPl3SMzLZfzoEn4OnuXE3Sm97fRdHvHp40suzMWZKeb2FEEKIp510s89DYGAgHh4erFy5Uqe8R48e9OjRo4yiglGjRuHh4VFm5xeiMvj+++/x9/fn/v372NnZFXi/7OxsFi1a9Ng6q1evZseOHTRp0oTu3bsTHBzMxx9/jFqt1ql369Yttm/fzqRJk0o1kW/fvj29e/cuUN2UiGiCpyzihvd2km//nWed5Nt/c8N7O8FTFpF6L9qQoVY6YVExvDJ3NfM2+RMacT/POqER95m3yZ9X5q4mPOphKUcohBBCiNImybzQkZ2dzebNm3n++edp3rw57du3Z/r06YSHh+dZf/PmzXzwwQc8//zzNG7cGA8PDwIDA0s5aiEMZ/r06WzZsgUfHx8GDhxY4P1++eUXQkJCeP311/Pcnp2dzZ49e+jbty8ffvghU6ZM4Z133iE0NJRr165p66nVapYuXUqbNm3o1q1bsa+nMKpWrZpnL4H/SomI5vwsb9JjEnIK8lvO7p/y9JgEzs30loS+iMKiYpiwYCPRcYkA+S4fmFseHZfImwu+l4ReCCGEeMpJN3uh4+OPP2b79u3Ur1+fUaNGcf/+fXbv3s2xY8fYtm0btWvX1qn/xRdfAGBvb4+dnR3R0WXzYT0rK4uMjIwyObcwPKVSiYlJ2fx5atWqVaH3CQsL4/vvv2fEiBHUrVs3zzrx8fFkZGRQv359bVmDBg0AdH5vfH19CQ8P55NPPil0HKVBnZ7JpU/XkpWaDtnZBdspO5us1HQuzl1L65XvS5f7QkjPyGT61z+SkpaOOjufhyb/oc7WkJKWzrSvf2Dr3AnS5V4IIYR4SkkyL7ROnjzJ9u3badOmDevXr0epVAIwcOBA3nzzTT7//HPWrVuns8/q1atp0qQJ9vb2fPzxx2zbtq1UY05ISODmzZukpKQUaX+NRgNXI9Ccvw3xKWCjQtGiNjR0RqFQGDRWUTgqlYq6detibW1d1qE8llqtZtGiRTg7O/PKK68QEhKSZz0bGxuUSiU3b97UloWGhgJoW8MjIyPZuHEj48aNK1ALuaGdPXsWU1NTmjZtmm+d6IBzpEfHFf7g2dmkR8fx4Nh5HHt4Fj3ISmb/6RAiHyYUej91tobIhwkcOH2F/h2bl0BkQgghhChrlSaZz8jIYNu2bRw6dIjQ0FBiYmKwsrKidevWTJw4kcaNGxf4WAkJCSxevJgDBw6QkJBA3bp1GTduXJ5dcjUaDb/88gs+Pj5cv34dtVpN3bp1GTlyJF5eXjp1V65cibe3N5s2bSIiIoLNmzdz69YtmjdvzubNm7X1MjMzWbVqFb6+vty/fx9nZ2dGjx7NK6+8onO8qKgotm3bRkBAAOHh4SQmJuLg4EDXrl2ZMmUK1apV06m/fft2AKZOnapN5AG6detG27ZtCQgI4N69ezg5OWm3PfvsswV+3QwtLi6OkJCQfLucPolGo0HjHwxXI0ABaICkVDR3Y+BmJAxoLQl9GUpJSeHSpUs0btwYW1vbsg4nXz/99BM3btxgxYoVmJrm3wJqZGREnz598PPzIyUlBWtra/bu3Uu9evW0c2EsX74cd3d3XnjhhdIKX0dkZCTAY5P5e/7HQKHIv2v94ygg1GcfUdWVT64rANi866j2z1NhKRQKfP48Jcm8EEII8ZSqNMl8fHw8X331FZ6ennTr1g1ra2vCw8M5ePAgR44cYcuWLTRv/uQPPBkZGYwZM4aUlBReeOEFUlNT2b17NzNmzCA2NpZRo0Zp62o0Gt577z38/PyoXbs2AwcORKlUcuzYMT788ENu3rzJrFmz9M6xbt06AgMD6dmzJ506dcLY2Fhn+4wZM7hw4QJdu3bFyMiI3bt389lnn2Fqasrw4cO19U6fPs2GDRto3749zZs3x9TUlJCQEH788UcCAgLw9fXVmVwrMDAQlUqVZzfjLl26EBQURFBQEIMHDy7IS16iNBoNd+7cKXIiD+Qk8Vcj/jkgul+vRkDdGtDIpThhimLK/Tnb2NiUywcrN2/eZMuWLbz44ovaLvOPM2HCBExMTDhy5AgZGRm0atWKSZMmYWxszL59+7hw4QLffvstaWlprFy5kqNHjwI5v39TpkzB3Ny8pC/psZJuReQ5a32BaSD771gSQsNRONoaLK6nVcTDRO4+KHyrfC6NRsP18Ciuh0XKsnVCCCHEU6jSJPM2NjYcOnQIR0dHnfIbN24wfPhwli1bxoYNG554nOjoaGrXrs1PP/2kbb1+6623GDx4MAsXLuS5557TnmP79u34+fkxdOhQbbINOQ8E3nnnHdavX8+AAQP0WsFOnTrFzz//nO/M9ZGRkfj5+WFpaQnA6NGjef7551m/fr1OMt++fXsCAgKwsLDQ2f/XX39l1qxZbNmyhbfffhvIaQWNjo6mQYMGeg8PANzc3AC4c+fOE1+j0qBWq0lKSirWMTTnb5Nvk5ciZ7tCkvkyl5SUhFqtLrMx9PnJzMxk4cKFODk56TzEexwzMzMmTpzIxIkTdcrj4uJYtWoVI0aMwM3NjeXLl3PixAmmTZsG5PTaqVKlCu+8847Br6MwUvKZRb3QYpNAkvknio5PNchxwqJiJJkXQgghnkLl69NxCVIqlXqJPED9+vVp164dAQEBZGZmPrabbK5p06bpdEOvUaMGo0eP5uuvv8bf35833ngDgC1btqBSqfjkk090jqtUKpk2bRp//vkn/v7+esn88OHDH7sE3fTp07WJPIC7uzutWrUiKCiIpKQk7bb/dqPPNWjQID7//HOOHz+uTeYTE3NmSX70uI/KLc+tZyg2NjYYGRV+UYXMzMzinzw+Jf++q5p/totywdbWtkC/m4aW2xJuYWFB1apVdbatWbOG27dvs379ep2/Lbm/K2ZmZnr75Gfx4sVUr16diRMnkpGRwZ49e5gwYQLDhg0DcpL9tWvX8v7776NSqQxxaY+VX9zxCgO9ZaRnGeY4T7n0TMO8ThojkwLfiyL/+1+Ip53c+6Kyqsj3fqVJ5gGuXLnCd999R3BwMA8ePNBLCGNjY3FwcHjsMUxMTHjmmWf0yj09cyZ0yp38KjU1levXr+Pg4MDatWv16mdl5XxIu3Xrlt62J3X3z2s8a24ykZiYqJOQ7927l23btnH58mUSEhJ01rO+f99ArWzFEB8fX6T9NBoNlpaWxWudt1FBUmq+LfPYlHzSJJ7M0tKSxMTEMulmn5qa0zKanJxMbGyszrZLly6RnZ3NmDFj8tx3x44d7Nixg44dO/Lpp5/me47AwED27dvH0qVLSUpK4ubNm6jVapycnLTndHZ2Jisri5CQkHxnyzek/15rrnSNgZJws0r11lNkZqaGeZ0U2Vn5/kyFrqpVq8prJSolufdFZVWe7/2CPGSoNJ+ozpw5w2uvvQZAp06dqF27NiqVCoVCwf79+7l69WqBljarWrVqni3Jua3gucllQkICGo2GqKgovL298z1eXrOw59einiuv1vPcLsiPJuvr169nwYIF2NnZ0alTJ2rUqEGVKlUA2Lhxo87DjNyx8/klx7nlj46xL0sKhQI3N7diTYCnaFE7Z7K7vGhytouylftzLo/j5Vu1apXnTPsPHz4kKCgIV1dXmjRpQr169fI9RmpqKitWrGDgwIE0adJEZ9ujv5+5/y/r10Hl/PiHnQVl4eKIcTn5W1Ke1a5ZwKX/nsCtRnWDHEcIIYQQ5UulSeZXrVpFRkYGW7du1bai5zp37lyBjxMbG0t2drZeQh8Tk5MU5ibauePUmzRpwo4dOwoVqyE+sGdlZfHNN99gb2/Pb7/9pvOAQKPR8N133+nUV6lU2Nvbc/fuXdRqtd64+dyx8rlj58sDW1tbmjZtWvSl6Ro658xa/+hs9rlfGzrn/BNlprwvTTdo0KA8y8+fP09QUBDNmzfn3Xfffewx1q9fj0ajYezYsdoyJycnTExMCAoKonPnzgAEBQVhampKzZo1DRZ/Xtzd3bUP/PJi6e6MRR0nkm//XcTZ7BVY1KnJM32eLXqQlUhzwOfEdUIj7hfpoaVCoaC+iwP1XfWHmAkhhBCi4qs0yXxYWBi2trZ6iXxqamq+60LnJSsri7Nnz9K6dWud8tOnTwNol7iztLSkbt263Lp1i4SEhFJPSGJjY0lMTKRDhw56Lf0XL14kLS1Nb5+2bdvi7+/PmTNnaNOmjc623Fm1/1te1qytrXnmmWfIysoqUM+K/9K0bEnsyctEHzhNxoM4lNVtse/pSdX2TVAUYSy/MAylUllmE97t2rWLS5cuAXD79m0Adu/ezfnz54GcYS79+/cv9nlCQkLYuXMnc+fO1RkHb25uTt++ffHz8yM9PR2AgwcPMmjQoBKfzd7Dw+OJ3c2cBnTihvf2op1Ao8F5QOciRlc5efXwZN4m/yLtq9Fo8Opevv5mCyGEEMJwKk0y7+zszO3bt7lx4wb169cHcrqkL1iwgIcPHxbqWMuWLWP9+vXaSfAiIyPZtGkTSqWSAQMGaOuNGjWKuXPnMmfOHObPn683cVV4eDgKhQIXF8PPmF6tWjWqVKnC5cuXSU1N1SYB8fHxfPHFF3nuM3z4cPz9/fn66691ru/w4cPaVkJn5/LZWm1iYlLk5M+iVztcerUzcESiorp06RL79u3TKbt8+TKXL1/Wfl/cZD4rK4tly5bRpUsXOnTooLf9zTffJCsriyNHjgDQt29fxo8fX6xzGop955aEbdtHekwCZBeiG7iREWbVrKneqUXJBfcU6uXZmA1+R4mOS0SdXfDWeWMjBfa2VvT0bFSC0QkhhBCiLFWaZP7VV18lICCAkSNH0q9fP5RKJUFBQURFRdG2bVuCgoIKdBx7e3vtGvPdu3fXrjMfFxfHnDlzdGa1HjFiBOfPn8fX15czZ87QsWNHHBwciImJ4datW5w/f54lS5aUSDJvZGTEyJEjWb9+PYMGDaJ79+4kJSVx5MgRnJ2d85zor3379rz44ots376doUOH0q1bN6Kjo9m1axe2trbMmTNHb581a9ZoJ/E7e/astszX1xeAXr160atXL4NfnxAlZebMmcycObPI+7do0ULvYcB/mZiY5DkxZi5zc3NmzJjBjBkzihxHUURERBAXF4etrW2+dYzNTGn6yXjOz/ImKzW9YAm9kREm5mY0mzseY7PSX5WgIjNTmrJ06stMWLCRlLT0AiX0xkYKVFXMWDZ1JGZKeb2FEEKIp1WlSea7d+/OihUrWL16NTt37qRKlSq0b9+e//3vf/zvf/8r8HGUSiUbNmxgyZIl7Ny5k4SEBNzd3fnoo48YOHCgTl2FQsH8+fPp2rUr27dv59ChQ6SkpGBnZ4ebmxuzZs3Ks1XOUKZPn46NjQ2+vr788MMPVK9enYEDBzJ58mSef/75PPf57LPPaNCgAT///DObNm1CpVLRu3dvpk2bRq1atfTqHz16VO9BSEBAgPb/zs7OkswLUUFcuHABgH79+j22nsrZnpYLJ3Nx7lrSo+NAoch7DP0/5WbVrGk2dzzmTvYlEPXTr5ZjNdbMGsO0r38g8mECCoUizzH0ueX2tlYsmzoSV0e7MohWCCGEEKVFoSnqVOBCGEB5XQpCiMpo9+7dwJOT+Vzq9EweHDtPhH8Aybfu6W23cHfCeUBnqndqIS3yBpCekcmB01fw+fMU18Oj9LY3cHXEq3sbeno2khb5IirPSxQJUZLk3heVVXm+92VpOiGEECXG2MwUxx6eOPbwJOlWBCkR0ahT0zA2r4LK2R5L9/I5x0ZFZaY0pX/H5vTv2JzrYZGERcWQnJaBRRUltRyr0aBWjbIOUQghhBClSJJ5IYQQxWbp7izJeylqUKuGJO9CCCFEJSdrbwkhhBBCCCGEEBWMJPNCCCGEEEIIIUQFI93shRBCAGBpaYmxsXFZhyGEEEIIIQpAknkhhBAAdOnSpVzP6iqEEEIIIf4l3eyFEEIIIYQQQogKRpJ5IYQQAGRmZpKRkVHWYQghhBBCiAKQbvZCCCEA2L9/PwD9+vUr40iEEEIIIcSTSMu8EEIIIYQQQghRwUgyL4QQQgghhBBCVDCSzAshhBBCCCGEEBWMJPNCCCGEEEIIIUQFI8m8EEIIIYQQQghRwUgyL4QQQgghhBBCVDCyNJ0QQggAunbtio2NDVlZWWUdijCgpFsRpETcR52ajrG5GSpnByzdncs6LCGEEILrYZHciYohJS0DVRUlbo7VaFCrRlmHVWFIMi+EEI948OABR44cITAwkPDwcGJjY7GysqJJkyYMHz6cRo0aaetmZWVx4sQJTpw4wdWrV4mOjkahUODm5sZzzz1H//79MTY21jl+RkYG69ev58iRI6SlpdG8eXMmTZqEvb29Xizr1q3jjz/+YN26dVhZWZX4tVtYWGBlZUVsbGyJn0uULHV6JtEB57jnf4zkv+7pbbeo44TTgE7Yd26JsZlpGUQohBCiskrPyGT/6RB8Dp7mxt0ove31XRzx6uFJL8/GmCnlPepxKkU3+x07duDh4cGOHTvKOpRiuXv3Lh4eHsyePbtYx1m5ciUeHh4EBgYaKDIhnh6//vor3377LZGRkbRu3RovLy+aNm3K8ePHeffddzl06JC27r179/jss88ICAjA1dWVF154gR49ehAdHc2KFSuYO3cuGo1G5/irV69mx44dNGnShO7duxMcHMzHH3+MWq3WqXfr1i22b9/OpEmTSiWRF0+PlIhogqcs4ob3dpJv/51nneTbf3PDezvBUxaRei+6lCMUQghRWYVFxfDK3NXM2+RPaMT9POuERtxn3iZ/Xpm7mvCoh6UcYcUiLfNCx19//cXy5cs5efIkqamp1K5dmxEjRvDyyy+jUCh06l65coXdu3dz+fJlLl++TGxsLG3btmXz5s1lFL0Qxefh4cHixYtp0aKFTvnFixeZOXMmK1asoGPHjiiVSlQqFVOmTKF3796Ym5tr66ampvLee+9x8uRJjhw5Qrdu3QDIzs5mz5499O3bl+nTpwPQsGFDFi5cyLVr12jcuDEAarWapUuX0qZNG+2+pSEwMBATExNat25daucUhpUSEc35Wd5kpabnFPznYZLWP+XpMQmcm+lNy4WTMXfS7x0ihBBCGEpYVAwTFmwkJS3nPeq/DR65csuj4xJ5c8H3rJk1BldHu1KLsyKRZL4SeuWVV+jfvz9OTk465aGhoYwYMYK0tDT69euHg4MDhw8f5tNPP+XmzZt89NFHOvX379/P6tWrMTU1pU6dOmXaNTcrK4uMjIwyO78wLKVSiYlJ2fx56tKlS57lzZo1o0WLFgQHB/PXX3/h4eFB9erVeeGFF/TqmpubM2zYMObNm8eFCxe0CXl8fDwZGRnUr19fW7dBgwYAREf/2zrq6+tLeHg4n3zyiSEv7YkePpSn3xWZOj2TS5+uzUnks7MLtlN2Nlmp6Vycu5bWK9+XLvdCCCFKRHpGJtO//pGUtHTU2fk8aP4PdbaGlLR0pn39A1vnTpAu93mQZL4SsrOzw85O/+nW3LlzSUxMZM2aNdrkY+rUqbz++uts2bKFgQMH8swzz2jr9+3blx49etCgQQPi4uLo3LlzqV1DroSEBG7evElKSkqJnUOj0cDVCDTnb0N8CtioULSoDQ2d9XorCMNRqVTUrVsXa2vrsg5FK/cBw3/HwRe0ro2NDUqlkps3b2rLQkNDAbRj5iMjI9m4cSPjxo3Lcxy9EPmJDjhHenRc4XfMziY9Oo4Hx87j2MPT4HEJIYQQ+0+HEPkwodD7qbM1RD5M4MDpK/Tv2LwEIqvYKmwyn5GRwbZt2zh06BChoaHExMRgZWVF69atmThxora76n8FBATg7e3NlStXqFKlCs8++yyzZ8+matWq2jp3796lZ8+eDBkyhPHjx7Nw4UKCg4NRKBR06dKFOXPmYGdnx9mzZ1m+fDkXL17E2NiY5557jg8//BCVSqV33lOnTrFu3TrOnj1LcnIyTk5O9OvXj7feekuney7kdLFdt24d27dvJzIykho1auDl5UX//v3zvKYePXoA8Pvvv7Ns2TL27NlDXFwcderUYdKkSfTt21en/sqVK/H29mbTpk20a9cOyOlef+rUKdq1a6fTrVepVDJ16lRGjRrFzz//rJPMP9q6WBbi4uIICQnJt4uOIWg0GjT+wXA1AhSABkhKRXM3Bm5GwoDWktCXkJSUFC5dukTjxo2xtbUt63C4f/8+Z86cwc7Ojjp16jyx/p49ewB0uqwbGRnRp08f/Pz8SElJwdramr1791KvXj08PDwAWL58Oe7u7nm2+AvxOPf8j4FCkX/X+sdRQKjPPqKqKw0fWAVibGysN3+FEJWB3PuipG3edVT7UbqwFAoFPn+ekmQ+DxU2mY+Pj+err77C09OTbt26YW1tTXh4OAcPHuTIkSNs2bKF5s11f+AHDx7k0KFD9OjRg2eeeYZTp07x66+/EhYWxo8//qh3jrt37zJixAiaNm3Kiy++yKVLl/D39+fvv/9mxowZjB07lo4dO/LSSy8RGBiIj48P2dnZzJs3T+c4P/zwA5999hnW1tZ0794dOzs7Ll26xKpVqwgMDGTTpk0olf9+gProo4/45ZdfcHFx4ZVXXiE9PZ0NGzZw9uzZfF+PzMxMxo4dS3x8PH369CE1NZVdu3bx7rvv8t133z2x1TwoKAggz3qtW7dGpVJx6tSpxx6jNGk0Gu7cuVOiiTyQk8RfjfjnpOh+vRoBdWtAI5eSjaESy/0529jYlOlDk6ysLObPn09mZibjxo17Ysu8v78/p06domXLltoHZrkmTJiAiYkJR44cISMjg1atWjFp0iSMjY3Zt28fFy5c4NtvvyUtLY2VK1dy9OhRIKf7/5QpU/Qe/gkBOcvP5TVrfYFpIPvvWBJCw1E42hosLiGEECLiYSJ3HxS+VT6XRqPhengU18MiZdm6/6iwybyNjQ2HDh3C0dFRp/zGjRsMHz6cZcuWsWHDBp1tf/75J5s2bdK2lKnVasaMGUNQUBDnzp2jZcuWOvVPnTrF//3f//Haa68BOTfShAkTOHz4MG+//TZLliyhV69eQE4yPWzYMHbu3MmMGTOoXr06kNOF9ssvv8TDw4Pvv/9epwfAmjVrWLJkCVu2bOGNN94Aciag+uWXX2jYsCE//vijtpX/rbfeYtCgQfm+Hvfv36dZs2Y6Dwaef/55xowZw4YNG56YzN++fRsANzc3vW3Gxsa4uLgQGhpKVlZWmY1lfpRarSYpKanEz6M5f5t8HyMqcrYrJJkvUUlJSajV6jK777Kzs1m0aBEXL16kf//+9O7d+7H1T548ibe3N46OjnmuPGFmZsbEiROZOHGiTnlcXByrVq1ixIgRuLm5sXz5ck6cOMG0adOAnB41VapU4Z133jHcxYmnRko+MwIXWmwSSDIvhBDCgKLjUw1ynLCoGEnm/6Pss7IiUiqVeok85HT9bteuHQEBAWRmZmJq+u9ECQMHDtTp8mpsbMyQIUMICgri4sWLesl8rVq1GD16tPZ7hUJB//79OXz4MI0aNdIm8gCmpqb06dOHFStWEBoaqk3mf/rpJ7Kysvjoo490EnmAcePGsWHDBvz8/LTJ/K+//grApEmTdLrrOzo6Mnr0aL7++ut8X5MPPvhAp4W/Q4cOODs7c+nSpXz3yZWbGOe3BJaFhQXZ2dkkJydjY2PzxOMVlI2NDUZGhV8hMTMz02AxPFZ8Sv79gTT/bBclztbWVud3ubRkZ2fz2WefcfDgQfr168fcuXMfe78GBATw+eefU61aNVavXo2LS8Ef9CxevJjq1aszceJEMjIy2LNnDxMmTGDYsGFATrK/du1a3n///TyH8hjSf/9WifIvXmGgt/P0LMMcRwghhPhHeqZh3ls0RiYl8hmlIn/uqbDJPOQsjfbdd98RHBzMgwcP9BK82NhYHBwctN83adJE7xg1auQ83UlI0O/64eHhode1N/d4jRo10qufu+3+/X9bSM6fPw/A0aNHOXHihN4+JiYm/PXXX9rvr127BoCnp/4kRHmV5bK2tsbV1VWv3NHRkXPnzuW7X1mLj48v0n4ajQZLS8uSb523UUFSar4t89iUbFIlwNLSksTExFLvZp+dnc3ixYvZt28f3bt3Z+rUqY+9XwMDA/n000+xsbFhwYIFWFhYFHiFh8DAQPbt28fSpUtJSkri5s2bqNVqnJyctMdwdnYmKyuLkJAQ6tata5Br/K+GDRuiUqnKdGUKUTTpGgMl4WYV+mOBEEKIcsjM1DDvLYrsLIN/RqlatWq5/dxTkIcMFfZd+8yZM9ru7506daJ27dqoVCoUCgX79+/n6tWrekuVWVpa6h0nd+xrdh7L+Dyu/uO2ZWX9+6Eq98P/qlWrCnRdiYmJGBkZ5fnDq1atWr775deibmJikue1/Vfu9SQmJua5PTk5GYVCgYWFxROPVRoUCgVubm4lPgGeokXtnMnu8qLJ2S5KTu7PuSwT+WeffZZZs2Y9dpx8biJvZWXFokWLcHZ2LvC5UlNTWbFiBQMHDtR74PjoA8rc/5fka1GnTp1y/aYm8qdydnhypQKwcHHEOJ/3k8pAJgETlZXc+6Ik1a5ZwOVSn8CtRnWDHOdpUmGT+VWrVpGRkcHWrVv1WqzLU0t0bpIcHByc5wOA/7KysiI7O5vY2Fi95eNiYvJJKg2gdu3aANy5c0dvm1qt5u7du7i4uJSL8fK5bG1tadq0ackuTdfQOWfW+kdns8/92tA5558oEWW1NN2jiXzXrl2ZPXv2YxP5oKAgbSK/ePHiQnWtB1i/fj0ajYaxY8dqy5ycnDAxMSEoKEg730VQUBCmpqbUrFmzaBcmnmqW7s5Y1HEi+fbfRZzNXoFFnZo80+dZg8dWkcjDLFFZyb0vSlJzwOfEdUIj7hepEU6hUFDfxYH6rvpDrCu78pOZFVJYWBi2trZ6iXxqaiohISFlFJW+5s2bc/nyZc6fP0+nTp2eWN/Dw4PLly9z+vRpnnvuOZ1tp0+fLqkwadOmDZAz5vfNN9/U2RYcHExKSoreEnflgbW1Nc888wxZWVl6PTEMRdOyJbEnLxN94DQZD+JQVrfFvqcnVds3QVGE8f7iyZRKZZk9ONqyZQv79u3D3NwcFxcXtm7dqlenY8eO1KtXj7CwMObOnUtmZibNmzfnzz//1Kvr6OhInz598jxXSEgIO3fuZO7cuTrj4M3Nzenbty9+fn6kp6cDOatxDBo0qERns//rr7+IiorKcz4SUf45DejEDe/tRdtZo8F5wOMnShVCCCGKyquHJ/M2+RdpX41Gg1f3NgaO6OlQYZN5Z2dnbt++zY0bN7TrnavVahYsWMDDhw/LOLp/jRw5ku3bt/P555+zfv16nJycdLYnJCRw9+5dGjduDMCgQYPYsWMH//vf/+jcubP2A35UVBSbNm0qsTjd3d1p06YNgYGBHD58WLvWfEZGhnbSvRdffLHEzl9cJiYmJZr8WfRqh0uvdk+uKCq8yMhIIOfB4A8//JBnHUdHR+rVq0dsbKy2+/uhQ4fyrNu8efM8k/msrCyWLVtGly5d6NChg972N998k6ysLI4cOQJA3759GT9+fFEuqcCuXr0KQL9+/Ur0PKJk2HduSdi2faTHJEABhldpGRlhVs2a6p1alFxwQgghKrVeno3Z4HeU6LhE1NkFb503NlJgb2tFT0/9+cpEMZN5b29vXFxcGDx4sIHCKbhXX32VgIAARo4cSb9+/VAqlQQFBREVFUXbtm2166aXtQYNGvDJJ58wd+5c+vbtS7du3XB1dSU5OZm7d+8SFBTEkCFD+OyzzwBo3749Q4cOZceOHTz//PP07t2bjIwMdu3aRcuWLfNs+TOUTz75hJdffplJkybRv39/7O3tOXz4MDdu3ODVV1+lVatWOvVv3rzJ2rVrAUhLSwPg1q1bOstxzZ8/v8TiFaIkzJw5k5kzZxaobosWLdi3b1+RzmNiYqL9/cmLubk5M2bMYMaMGUU6vqh8jM1MafrJeM7P8iYrNb1gCb2RESbmZjSbOx5js9JfMUIIIUTlYKY0ZenUl5mwYCMpaekFSuiNjRSoqpixbOpIzJTyHpWXYvURXrVqFdevXzdULIXSvXt3VqxYgaurKzt37sTPzw93d3d8fHwKNflUaRg+fDg//fQTvXr14ty5c2zatIk//viD2NhYxowZo53IL9cXX3zBjBkzUCgUbNmyhSNHjvD666/zf//3fyUaZ/369fn555/p0aMHhw8fZtOmTSgUCj7++GPmzJmjV//Bgwf4+vri6+vL7t279cp8fX1LNF4hhBC6VM72tFw4GbNq/8w1kd+Eif+Um1WzpuXCyZg72ZdShEIIISqrWo7VWDNrDPa2OROt5jepb265va0Va2aNwdXRLs96AhSaYkwF3rt3b9q3b8/nn39uyJhEJSKTrQhRfuQ+lJNu9hWfOj2TB8fOE+EfQPKte3rbLdydcB7QmeqdWkiL/CNkEjBRWcm9L0pTekYmB05fwefPU1wPj9Lb3sDVEa/ubejp2ajEW+TL871f4kvT9e/fn99++43ExMR8l0YTQgghROkyNjPFsYcnjj08SboVQUpENOrUNIzNq6BytsfSvXz1YBNCCFF5mClN6d+xOf07Nud6WCRhUTEkp2VgUUVJLcdqNKhVo6xDrDCKlcxPmjSJq1ev8tprr/HOO+/QrFmzx66FLoQQQojSZenuLMm7EEKIcqlBrRqSvBdDsZL5Fi1yZr7VaDS8/fbb+dZTKBTlark4IYQQ+uzs7MpsSUAhhBBCCFE4xfrU9t813oUQQlRc7dq1K9djx4QQQgghxL+Klcxv3rzZUHEIIYQQQgghhBCigKQ/pRBCCACSk5Olm70QQgghRAVhkE9tGRkZnDhxglu3bpGSksKkSZMASE9PJykpiapVq2JkVKwl7YUQQpSwI0eOALI0nRBCCCFERVDsDPvAgQN0796dt956iwULFuDt7a3ddu3aNTp37oy/v39xTyOEEEIIIYQQQoh/FCuZDw4OZurUqSiVSj788EMGDhyos7158+bUqlWLvXv3FitIIYQQQgghhBBC/KtY3ey/+eYbrKys+OWXX7CzsyMuLk6vTtOmTblw4UJxTiOEEEIIIYQQQohHFKtl/sKFC/Ts2RM7O7t869SsWZMHDx4U5zRCCCGEEEIIIYR4RLGS+YyMDCwtLR9bJyEhAYVCUZzTCCGEEEIIIYQQ4hHFSuZdXV25ePHiY+ucO3cOd3f34pxGCCGEEEIIIYQQjyhWMv/cc89x5swZfvnllzy3r1u3jhs3btC/f//inEYIIUQp6NWrF15eXmUdhhBCCCGEKIBiTYA3duxY9u7dy5w5c/Dz8yMjIwOAhQsXcu7cOc6ePUujRo149dVXDRKsEEKIkmNqaopSqSQ5ObmsQxFCCCGEEE+g0Gg0muIcID4+ns8++4w9e/agVqv/PbBCQb9+/fjkk0+wsbEpdqDi6RQbG1vWIQghgKRbEaRE3MdMYUK6JguVswOW7s751r8eFsmdqBhS0jJQVVHi5liNBrVqlGLEQhhe1apV5X1JVEpy74vKqjzf+1WrVn1inWIn87liY2O5ePEi8fHxWFpa0qxZM6pXr26IQ4unWHn95RGisK5du8bGjRsJCQlBrVZTu3ZtvLy86Natm069S5cusWbNGm7fvk316tXx8vLKcyhSbGwsY8eOxcvLi5EjR5ZIzOr0TKIDznHP/xjJf93T225RxwmnAZ2w79wSYzNT0jMy2X86BJ+Dp7lxN0qvfn0XR7x6eNLLszFmStMSiVmIklSeP9QJUZLk3heVVXm+90s1mReGN3v2bHx9fTlw4AAuLi4A3L17l549ezJkyBDmz5//2LoVQXn95RGiMM6dO8cHH3yAUqnk2WefxdzcnICAAKKionjzzTd58cUXAbh//z5jx47F1taWzp07ExISQkhICB9//DFdunTROebnn3/O3bt3+eabbzA2NjZ4zCkR0Vz6dC3p0XGgUEBebwX/lJvZ21J1yot88OMfRD7MWaEkr7eO3PIadtYsmzoSV8f8ly0Vojwqzx/qhChJcu+Lyqo83/sFSeaLNQHeuHHj2Ldvn073elHxXbhwgfHjx+Pp6UnLli0ZPnw4u3btyrPuqVOnWLBgAaNGjaJ169Z4eHgwe/bsUo5YiLKjVqtZtmwZCoWCJUuWMG3aNN566y1Wr16Ni4sLGzZsICoqpxX7wIEDZGRksGTJEiZMmMDSpUtxcXHR+/06ceIEAQEBTJ8+vcQS+fOzvEmPScgpyO+Z7j/ld+OSmOj9M/djE/8pzrt+bnl0XCJvLvie8KiHhg1cCCGEEEJoFWsCvICAAI4dO0a1atUYMmQIXl5euLm5GSq2Sm/69OmMHz8eR0dHg9Z9nJMnTzJu3DiUSiUDBgzAwsKCvXv3Mm3aNCIjI3njjTd06v/yyy/4+vpibm5OzZo1SUpKKtb5iyorK0s7AaOo+JRKJSYmxfrzVGrOnj3LvXv36NOnD/Xq1dOWW1hY8PLLL7No0SL27t3LqFGjiI6OxsbGBgcHBwCMjY2pW7cuf/31l3a/5ORkVq5cyZAhQ/Dw8DB4vOr0TC59upas1HTIzn5i/UxgvY056UB2ATtyqbM1pKSlM+3rH9g6d4J0uRdCCCGEKAHF+rS8b98+fv75Z3799VfWrl3Ld999R9u2bRk+fDi9e/dGqVQaKs5KycHBQfuh35B185OVlcVHH32EQqFg69atNGrUCIBJkybh5eXF0qVL6dOnD87O/06K9corrzB27Fjc3d25ePEiL730UrFiKKz4uHiu/X6Q9KDrEJ8CNioULWpDQ2cUCkWpxiIMS6VSUbduXaytrcs6lMc6f/48AK1bt9bb5unpCeT0dgGwt7cnPj6e6Oho7O3tyc7O5tatWzoP4datW4exsTGvvfZaicQbHXAup2t9AZ2voiTOyCiny30hqLM1RD5M4MDpK/Tv2LyQUQohhBBCiCcpVjd7V1dXZsyYwaFDh/D29qZbt26cPn2a9957jy5dujBv3jxCQ0MNFWuJy8jIYPPmzYwdO5Zu3brRtGlTOnTowOTJkwkJCdGrn5qaysKFC+nWrRvNmjVj4MCB/PzzzwQGBuLh4cHKlSu1de/evfvYLugeHh6MGjVKp2z27Nl4eHhw9+7dJ8b+uLqnTp3irbfeol27djRt2pTnnnuOZcuWkZqaqlPv5MmThIWFMXDgQG0iD2BlZcVbb71FZmYmvr6+Ovs0a9aM+vXrl0hX4CeJfRjLhQXfk77jBETEQGIqRMSg8Q/O+SfTQVRoKSkpXLp0ibi4uLIO5bEiIiIAdB5y5bKzs8Pc3Fxbp0ePHpiamvLee++xZs0apk+fTnh4uHYCvEuXLuHv788777yDubl5icR7z/9YoRLz4yolRX0splAo8PnzVBH3FkIIIYQQj1OsZD6XsbExvXr1YtWqVfz555+88847WFtbs2nTJp5//nlefvllfH19SU9PN8TpSkx8fDxfffUVGRkZdOvWjTFjxtC2bVsOHz7MiBEjtK1rkDNOdsKECaxbtw5ra2tGjx5Ny5YtmT9/Phs2bCjDq9D1ww8/MGrUKM6cOcOzzz7LqFGjcHR0ZNWqVbz++us6XdODgoIA6Ny5s95xcstOnSofH8w1Gg03dx2BqxH/FKD79WrEv9tEhaXRaLhz5065fjCTuya7hYVFnttVKpW2jqOjI/PmzcPa2prff/+dhIQEpk2bRpcuXcjMzGTZsmV0796dNm3aEBgYyBtvvEGfPn144403tL+fxZF0KyJn1voCvp73TIz529QETRF7uWg0Gq6HR3E9LLJI+wshhBBCiPwZfFCqg4MD48ePp3bt2sybN4/79+9z9uxZzp07x/z58xk/fjxvvPEGRkYGeY5gUDY2Nhw6dEhv3PmNGzcYPnw4y5Yt0ybqO3bsIDAwkK5du7Jq1Spty/SYMWMYOnRoqceel9DQUL788ks8PDz4/vvvdWZEXLNmDUuWLGHLli3acfC3b98GyHPeA3t7e1QqFXfu3CmV2J9ErVaTGngVFPybwD9KAZrzt1E0qjgz+4u8JSUloVarK8wY+idp1qyZTq+dXFu3biU+Pp63336bqKgoPv30Uzp16sTkyZPZs2cPc+fO5fvvvy/WcJqUiPuFqn/fxDB/p8OiYmQNeiGEEEIIAzPop+O//vqL7du389tvv/Hw4UOUSiWDBg1i8ODBhISEsHXrVpYsWUJMTAyzZs0y5KkNQqlU5jmBXP369WnXrh0BAQFkZmZiamrKzp07AZg2bZpOF/N69eoxePBgtm3bVmpx5+enn37SjoP/79IG48aNY8OGDfj5+WmT+dzJ66ysrPI8nqWlJYmJiQaN0cbGpkgPdjIzM3PGyOfXwKghZ7t4Ktja2mJqWj4nUcv93TI2Ns5zCZHU1FSsrKweu7zIzZs32bZtGx9//DG1a9dm5cqVKJVKvvjiC6pUqUKnTp3o06cP+/btY/LkyUWONV5RuD/5GQaad0JjZFKg5VWEKA/kXhWVldz7orKqyPd+sZP59PR0du/ejY+PD8HBOeOU3d3dGT9+PEOGDMHGxgaADh06MGrUKF5//XV+++23cpnMA1y5coXvvvuO4OBgHjx4kJM0PiI2NhYHBweuXbuGSqWicePGesdo1apVuUjmcyfmOnr0KCdOnNDbbmJiojOLdlmIj48v0n4ajQZjOyvUSan5tsxjoypWbKJ8yH2IVF4nNLS3twdy/nbUqKHb+vzw4UNSUlJo0KBBvmuYZmdnM3fuXJ555hk6dOhAbGwsoaGhuLi4kJqaqp3bwsXFhRs3bhRrLdR0TVah6isNNLxBkZ1VbtdwFeJR5Xm9YSFKktz7orIqz/d+QR4yFCuZ/+yzz/Dz8yMxMRETExP69+/PSy+9RNu2bfOsr1Qq6dy5M2fOnCnOaUvMmTNntDNId+rUidq1a6NSqVAoFOzfv5+rV69qx5gnJSXpfXDPVa1atVKL+XFyE+VVq1YVqL6lpSVAvq3vSUlJ2oczZU2hUODUtwPhq3/Lu4KGnFntRYWmUChwc3Mrt4k8QPPmzfnpp58IDg6me/fuOttOnz6trZOf3377jb/++ou1a9fqlP/3QeJ/vy8KlXPhuug7ZD156bqCcKtR3SDHEUIIIYQQ/ypWMv/DDz9Qq1Yt3nzzTYYOHYqdnd0T92nbti2TJk0qzmlLzKpVq8jIyGDr1q3aJaVynTt3Tud7S0vLfJ/ixMTE6JXldiXPytJvGTN01/Vcucl5cHCw9v+PU7t2bQDu3LlD06ZNdbZFR0eTkpLy2KSktLk914HE86HEnbz879j53K8NnXP+iQqroixN16pVK2rWrMnBgwcZPHiwdq355ORkfvzxR0xNTendu3ee+96/f58NGzYwZswYnYeDrq6unDhxgqioKBwdHYmKiuL27du0a9euWLFaujtjUceJ5Nt/F2gSPKcsNTUzs4g0MS7SJHgKhYL6Lg7Ud9UfviSEEEIIIYqnWMn8hg0b6NChQ6H2ad26dZ7rMZcHYWFh2Nra6iXyqampekvTeXh4EBQUxJUrV3SWcQPy7HmQm5BERUXpbctr2TtDaN68OZcvX+b8+fN06tTpifXbtGnD6tWrCQgIYMCAATrbAgICtHXKC4WREU3fH0X0sfP8veckafcfoqxui31PT6q2b4KiHE6yKApGqVRWmAnvjI2NmT59Oh988AEzZszg2WefxdzcnICAAKKionjzzTfz7cXz9ddfU6tWLYYMGaJT/vzzz/PLL7/w/vvv06FDB06cOIGJiQnPP/98seN1GtCJG97bC1y/Y0oGv1gXbZk8jUaDV/fy8zdDCCGEEOJpUqxPy4VN5Ms7Z2dnbt++zY0bN6hfvz6QM2v6ggULePjwoU7dF154gaCgIJYvX863336rbXm/efMmv/76q96xLS0tqVOnDmfOnOHOnTvaGeOTkpJYunRpiVzPyJEj2b59O59//jnr16/HyclJZ3tCQgJ3797Vjvvv0KEDrq6u+Pn5MXr0aO1DisTERFatWoWpqSmDBw8ukViLSmFkhEOXZ3Do8kxZhyIqsZYtW7Js2TI2bdrEoUOHUKvV1KlTh3HjxvHss8/muc/BgwcJDg7mm2++0ZsE0sHBgU8//ZQ1a9awc+dOXFxc+PTTT7Xj84vDvnNLwrbtIz0mAbKf3I2+RVoGByzNSDAyIrsQrfPGRgrsba3o6dnoyZWFEEIIIUShGazp6++//+b+/fs665Y/qjy16Obn1VdfJSAggJEjR9KvXz+USiVBQUFERUXRtm1bnXWehw4dym+//cahQ4cYPHgwXbt2JT4+Hn9/fzp27Miff/6pN873jTfe4KOPPuKll16ib9++ZGdnc/ToUZo1a1Yi19OgQQM++eQT5s6dS9++fenWrRuurq4kJydz9+5dgoKCGDJkCJ999hmQMyHeF198wbhx43jllVcYMGAAFhYW7N27l4iICGbNmoWLi+5Sb6dPn8bHxwdA+8AjODiY2bNnAzkTN5TXyQ6FMKSGDRvy1VdfFbh+jx496NGjR77b27RpUyJ/N43NTGn6yXjOz/ImKzX9iQm9KfBGfCrfVrUgXaEguwDd842NFKiqmLFs6kjMlOVzFQIhhBBCiIqu2Mn8wYMHWbhw4RPXH79y5UpxT1XiunfvzooVK1i9ejU7d+6kSpUqtG/fnv/973/873//06lrbGzMmjVrWLlyJX5+fmzcuJFatWoxe/ZsbGxs+PPPP/XGqQ8fPpzMzEw2bdqEj48P9vb2DBkyhLfffps//vijRK5p+PDhNGzYkO+//55Tp05p43JycmLMmDF6Le3t27fnhx9+YMWKFezatYusrCwaNGjAe++9R//+/fWOHxYWhq+vr15ZWFgYkNPbQZJ5IcoXlbM9LRdO5uLctaRHx4FCkfcY+n/KXWwt+WbycD74cQ+RDxNQKBRo8qifW25va8WyqSNxdXzyPCpCCCGEEKJoFJq8PpEVUGBgIK+//jrVq1fnueeeY8uWLbRp0wZ3d3fOnDnDjRs3ePbZZ2natGmx1kauaJYtW8aqVatYs2YN3bp1K5VzTps2jV27dnH06FEcHAo3Y3VZKq9LQQhRGajTM3lw7DwR/gEk37qnt93C3QnnAZ2p3qkFxmampGdkcuD0FXz+PMX1cP35Pxq4OuLVvQ09PRtJi7yokMrzEkVClCS590VlVZ7v/RJfmm7NmjWoVCp27NhB9erV2bJlC+3atdMm7qtXr+bbb79l6tSpxTlNuXX//n29xDk0NJTNmzdjbW1d7JmnC+POnTuYmpoWaEUBIYSAnC73jj08cezhSdKtCEKOncI4KxvXeu6onO2xdNddEcJMaUr/js3p37E518MiCYuKITktA4sqSmo5VqNBrbwn+hNCCCGEEIZXrGT+0qVL9OrVi+rV/11D+NGG/gkTJnDo0CG+/vrrAq91XpHMnTuXiIgImjdvjrW1NeHh4Rw8eJCsrCy+/PJLqlSpUuIxbNu2jWPHjnH58mX69OlTYWYAF0KUL5buzrR1dy7wE+oGtWpI8i6EEEIIUYaKlfmlpqbi6Pjv+sFKpZKkpCSdOi1btmTHjh3FOU251bdvX3766Sf27t1LUlISKpWKtm3b8vrrr9OlS5dSieHHH3/kwYMHDB48mP/7v/8rlXMKIYQQQgghhChbxUrmq1evrrNkm6OjI6GhoTp14uLiUKvVxTlNufXCCy/wwgsvlGkMeS2DJ4QQRREbG0tWVpb08BFCCCGEqACMnlwlfw0bNuTGjRva79u1a0dgYCB+fn6kpKRw9OhRdu/ejYeHR7EDFUIIUbJOnjzJvn37yjoMIYQQQghRAMVK5nv06MGVK1eIiIgAcsbIq1Qq3n//fVq3bs2bb75JVlYW7777riFiFUIIIYQQQgghBMXsZu/l5YWXl5f2e1dXV3x8fNiwYQPh4eE4OTnx8ssv06hRo2IHKoQQQgghhBBCiBwGHxhZq1YtPvnkE0MfVgghhBBCCCGEEP8oVjd7IYQQQgghhBBClL5CtcyfOnWqyCdq06ZNkfcVQgghhBBCCCHEvwqVzI8aNQqFQlGkE125cqVI+wkhhCgdCoWiyH/jhRBCCCFE6SpUMj9p0iT5oCeEEE+pvn37UrVqVWJjY8s6FCGEEEII8QSFSuanTJlSUnEIIYQQQgghhBCigIo0Ad7Zs2cZPXo0zzzzDK1ateL111/nwoULho5NCCGEEEIIIYQQeSj00nTXrl3jtddeIyMjQ1t24sQJzp49y/bt26lfv75BAxRCCFE69u/fj5GRET169CjrUIQQQgghxBMUOplfs2YNGRkZvPXWW4waNQqArVu38s0337B27VoWLlxo8CCFEEKUvMzMzDI5b9KtCFIi7qNOTcfY3AyVswOW7s5lEsvT7HpYJHeiYkhJy0BVRYmbYzUa1KpR1mEJIYQQoogKncwHBwfTunVr3n33XW3ZO++8Q1BQULGWrhNCCFF5qNMziQ44xz3/YyT/dU9vu0UdJ5wGdMK+c0uMzUzLIMKnQ3pGJvtPh+Bz8DQ37kbpba/v4ohXD096eTbGTCmvsxBCCFGRFDqZf/DgAf3799crb968OefPnzdIUEIIURYePHjAkSNHCAwMJDw8nNjYWKysrGjSpAnDhw+nUaNGOvU3bdrE5s2b8z3e5s2bqVHj35ZPtVrNtm3b2L17NwkJCTRs2JCJEyfi5uamt6+/vz/ffvsta9aswcnJyXAXWQ6kRERz6dO1pEfHQT4rpCTf/psb3tsJ27aPZnPHY+5kX7pBPgXComKY/vWPRD5MyHclmtCI+8zb5M8Gv6MsmzoSV0e7Uo5SCCGEEEVV6AnwsrKyUKlUeuUqlYqsrCyDBFWeBQYG4uHhwcqVKwu136hRo/Dw8CihqPK2cuVKPDw8CAwMLNXzClFR/frrr3z77bdERkbSunVrvLy8aNq0KcePH+fdd9/l0KFDee7Xu3dvRo0apffP0tJSp96OHTvYsGEDtWrVom/fvty8eZPZs2eTmpqqUy8mJoa1a9cyatSopzKRPz/Lm/SYhJwCjSbviv+Up8ckcG6mN6n3okspwqdDWFQMExZsJDouEQBNPq9zbnl0XCJvLvie8KiHpRajEEIIIYqn0C3z4ul34cIFVq5cydmzZ8nKyqJBgwaMGTMmzx4Zp06d4uDBg1y6dImQkBCSkpIYMmQI8+fPL9WYs7KydCZlFBWbUqnExKT0/zx5eHiwePFiWrRooVN+8eJFZs6cyYoVK+jYsSNKpVJne58+ffT2ycuuXbto1aoVX375JQCdO3dm+vTpnDx5ku7du2vrrVy5kpo1a+Ll5WWAqyo/1OmZXPp0LVmp6ZCdXbCdsrPJSk3n4ty1tF75vnS5L4D0jEymf/0jKWnpqLPzeVjyH+psDSlp6Uz7+ge2zp0gXe6FEEKICqBIn5Z///13vS71YWFhAIwfP16vvkKhYM2aNUU51VNjwYIFeq1v5dHJkycZN24cSqWSAQMGYGFhwd69e5k2bRqRkZG88cYbOvV/+eUXfH19MTc3p2bNmiQlJZVqvAkJCdy8eZOUlJRSO6dGo4GrEWjO34b4FLBRoWhRGxo659uVVRSeSqWibt26WFtbl9o5u3Tpkmd5s2bNaNGiBcHBwfz1119F7mUTHR1Np06dtN83aNAAgPv372vLjh49yokTJ/D29sbY2LhI5ymvogPO5XStL6zsbNKj43hw7DyOPTwNHtfTZv/pECIfJhR6P3W2hsiHCRw4fYX+HZuXQGRCCCGEMKQiJfN37tzhzp07eW47evSoXpkkOFSIrrJZWVl89NFHKBQKtm7dqh0fPGnSJLy8vFi6dCl9+vTB2fnfWaZfeeUVxo4di7u7OxcvXuSll14qtXjj4uIICQnJt/toSdBoNGj8g+FqBCgADZCUiuZuDNyMhAGt5X43kJSUFC5dukTjxo2xtbUt63C0PQXySrAvXLjAlStXMDIywtnZmVatWmFubq5Xz97entDQUO33N27cAMDBwQGA5ORkvL29GTZsWJks8+np6ak3NMCQ7vkfyxkjX5TfWQWE+uwjqrryyXUruc27jmr/PBWWQqHA589TkswLIYQQFUChk/kDBw6URBwlLiMjg23btnHo0CFCQ0OJiYnBysqK1q1bM3HiRBo3bqxTPy0tDW9vb37//XcePnyIm5sbo0ePznOiKsjpntu2bVsWL17MkiVLOHbsGDExMWzcuJF27doxatQogoKCuHbtmnafxMREfvzxR44cOcLt27eJi4vD1taWjh07MnnyZGrVqqV3Ho1Gwy+//IKPjw/Xr19HrVZTt25dRo4c+dguub///jvfffcdf/31F9bW1vTt25f33nuPKlWqaOucPHmSsLAwhg4dqjPRl5WVFW+99RazZ8/G19eXyZMna7c1a9bsyS9+CdBoNNy5c6dUE3kgJ4m/GvFPEOh+vRoBdWtAI5fSjekplvtztrGxKdOHJPfv3+fMmTPY2dlRp04dve2bNm3S+d7S0pKJEyfSu3dvnfJ+/fqxdu1a5syZg4uLCwcOHKBatWq0b98eyFn608zMjNdee63kLuYx7O3tqVq1KrGxsQY/dtKtiDxnrS8wDWT/HUtCaDgKR1uDxfW0iXiYyN0HhW+Vz6XRaLgeHsX1sEhZtk4IIYQo5wqdzD/aKluRxMfH89VXX+Hp6Um3bt2wtrYmPDycgwcPcuTIEbZs2ULz5jktEdnZ2bz99tscP36cBg0aMHDgQOLi4pg3bx7t2rXL9xxxcXG89NJL2NjY0L9/f9LT0x/bynXz5k1WrFhBu3bt6N27N+bm5ty6dQs/Pz8OHz7Mjh07dF5vjUbDe++9h5+fH7Vr12bgwIEolUqOHTvGhx9+yM2bN5k1a5beebZu3crRo0fp0aMH7du35+jRo2zevJnY2FiWLFmirRcUFATkjOP9r9yy8rL8oFqtLvUu/UBO1/r8mrwUOdsVkswbVFJSEmq1ukzG0ENOj5X58+eTmZnJuHHjdFrm3d3dmTFjBi1atKBatWo8fPiQkydPsmnTJhYtWoSFhQUdO3bU1h82bBiZmZns2bOHixcv4uHhwaRJkzA3N+f8+fPs3r2b+fPnY2JiwqpVq9i7dy9paWm0adOGd999l6pVq5bFS2AQKRH3n1ypIGKTQJL5fEXHG2Y4V1hUjCTzQgghRDlXaSbAs7Gx4dChQzg6OuqU37hxg+HDh7Ns2TI2bNgA5Mxoffz4cbp06cLq1au1H95Hjx7NsGHD8j3H9evXGTp0KF988UWBxrrWrVuXgIAAvS7EJ0+e5PXXX+fbb7/liy++0JZv374dPz8/hg4dymeffYapac4ERRkZGbzzzjusX7+eAQMG0LRpU53jHT9+nF9++QV3d3cApk2bxqBBg9i1axczZ87Uvia3b98GyLP3gb29PSqVKt/hFUVlY2ODkVGhF1UgMzPToHEUWHxK/n1XNf9sFwZna2urvd9LU3Z2Nh9//DEXL15kyJAhDB8+XGf7888/r/O9o6MjjRo1okmTJkyaNInNmzczYMAAnTqTJ0/W6d0CkJ6ezooVKxgwYAA9e/Zkw4YN/P7770yfPh0HBwcWLlzI8uXLWbFiRclc6D9yV7543EPLoopXGOjtJv3pXzWlONIzDfP6aIxMKvTDo+KorNcthNz7orKqyPd+pUnmlUqlXiIPUL9+fdq1a0dAQACZmZmYmpry66+/AjlJ76NJuYeHB4MGDcLHxyfPc5iamvL+++8XeNIqKyurPMvbt29PvXr1OH78uE75li1bUKlUfPLJJzqJjVKpZNq0afz555/4+/vrJfOjR4/WJvIAVapUYeDAgXh7e3P58mXt65Lb0p1fXJaWliQmJhbo2goqPj6+SPtpNBosLS1Lv3XeRgVJqfm2zGOjv2yjKJ7c+660u9lnZ2ezePFi9u3bR8+ePXnrrbcK3P28fv361KxZk9DQUO7evYuFhcVj669bt46EhARef/11YmNj+eGHH+jVqxc9e/YEYMyYMcyfP58LFy7g6upa7GvLz82bN4F/J+YzpHSNgZJws0rztlUkZqaGeX0U2VklMtyivCupYSZClHdy74vKqjzf+wV5yFCpPhVduXKF7777juDgYB48eKDXuhsbG4uDgwPXrl1DpVLRpEkTvWN4enrmm8y7uLhgZ2dXqJgCAwPZuHEjFy5cIDY2lqysfz/wPpqwp6amcv36dRwcHFi7dq3ecXL3u3Xrlt62vK6jRo2c7pMJCUUfW1mWFAoFbm5upT4BnqJF7ZzJ7vKiydkuDCf351yWiXz37t15//33C92DxMbGhnv37pGenv7YZP7WrVts376dWbNmYW1tTXJyMrGxsdStW1dbp169egCEh4eXaDJfklTODgY5joWLI8b5PHAUULtmAZf8ewK3GtUNchwhhBBClJxKk8yfOXNGO6lUp06dqF27NiqVCoVCwf79+7l69ap2nfLExERtsvtf1apVy/cc1asX7sPP7t27mTZtGiqVis6dO+Ps7Iy5uTkKhQJfX18iIiK0dRMSEtBoNERFReHt7Z3vMfNaoi2vcfu5vQeyH1nrObdefq3vSUlJ2NjYFOziSoGtrS1NmzYt3aXpGjrnzFr/6Gz2uV8bOuf8EwZRFkvTgW4i/+yzzzJr1qxCLxGXmprKnTt3qFKlymN/Z9RqNUuXLsXT01NnnXnQHUpSZsNKDMjS3RmLOk4k3/67iLPZK7CoU5Nn+jxr8NieJs0BnxPXCY24X6QHnQqFgvouDtR31e/JJoQQQojypdIk86tWrSIjI4OtW7fi6am7TvG5c+d0vreyssq3u0VMTD6tshR+CT5vb2/MzMzYsWMHtWvX1tnm7++v831uy16TJk3YsWNHoc5TULkx3LlzR6+rfnR0NCkpKdpJAssLa2trnnnmGbKysrQPY0qapmVLYk9eJvrAaTIexKGsbot9T0+qtm+Cogjj/4U+pVJZJhPePZrId+3aldmzZ+ebyKekpPDw4UNcXHQnPExPT2fZsmWkpKTQp0+fxz4I8PX1JSwsjI8//lhbZmFhgZ2dHUFBQdo5OnLHsue1wkVF4jSgEze8txdtZ40G5wH6k3MKfV49PJm3yf/JFfOg0Wjw6t7GwBEJIYQQoiRUmmQ+LCwMW1tbvUQ+NTWVkJAQnTIPDw8CAwO5fPmyXhf106dPGzSm+vXr6yXy9+/f5+7duzpllpaW1K1bl1u3bpGQkFAirZVt2rRh9erVBAQE6E3aFRAQoK1THpmYmJRq8mfRqx0uvQw/SZgoW1u2bGHfvn2Ym5vj4uLC1q1b9ep07NiRevXqkZCQwBtvvIGHhweurq7Y2dkRGxvL2bNniY6Opk6dOrz55pv5nisyMpKNGzcyduxY7TrzuYYMGcK6dev48MMPsbe3Z8+ePbRv317vwUFFY9+5JWHb9pEekwDZhegObmSEWTVrqndqUXLBPUV6eTZmg99RouMSUWcXvHXe2EiBva0VPT0bPbmyEEIIIcpcpWlGdHZ2Jj4+nhs3bmjL1Go1CxYs4OHDhzp1Bw0aBMCyZctQq9Xa8mvXrvHbb78ZLCYnJyfu3LnDgwcPtGXp6enMnTs3z261o0aNIjU1lTlz5uTZrTw8PFzvIUBhdOjQAVdXV/z8/Lhy5Yq2PDExkVWrVmFqasrgwYOLfHwhyrvIyEgg5yHfDz/8wObNm/X+5U4SZ2VlxfPPP49Go+HUqVP4+PgQEBBAtWrVGD9+PCtXrnzsQ7fly5dTp04dXnjhBb1tL774IsOHD+fatWvs37+fDh068N5775XMRZciYzNTmn4yHhNzMyhoLxYjI0zMzWg2dzzGZqW/okFFZKY0ZenUl1FVMcPYqGA9xoyNFKiqmLFs6kjMlPI6CyGEEBVBpWmZf/XVVwkICGDkyJH069cPpVJJUFAQUVFRtG3bVrvGOuS0ivn5+XH06FEGDx5M165diY+Px9/fn86dO/Pnn38aJKZRo0bx+eefM3jwYPr27UtWVhbHjx9Ho9HQsGFDrl69qlN/xIgRnD9/Hl9fX86cOUPHjh1xcHAgJiaGW7ducf78eZYsWVLk1jsTExO++OILxo0bxyuvvMKAAQOwsLBg7969REREMGvWLL1jnz59WjshYO5DkeDgYGbPng3kzMI4a9asIsUjRGmbOXMmM2fOLFBdCwsLpkyZUuRzzZ8/P99txsbGjB8/nvHjxxf5+EVRq1YtzMzMSvQcKmd7Wi6czMW5a0mPjgOFIu8x9P+Um1Wzptnc8Zg72ZdoXE+bWo7VWDNrDNO+/oHIhwkoFIo8x9DnltvbWrFs6khcHQs3iasQQgghyk6lSea7d+/OihUrWL16NTt37qRKlSq0b9+e//3vf/zvf//TqWtkZMQ333yDt7c3v//+O5s2baJWrVp88MEHuLm5GSyZf+WVVzAxMWHLli38/PPPWFtb061bN2bMmMHUqVP16isUCubPn0/Xrl3Zvn07hw4dIiUlBTs7O9zc3Jg1axYdOnQoVkzt27fnhx9+YMWKFezatYusrCwaNGjAe++9R//+/fXqh4WF4evrq1cWFhYG5PSIkGReiIqhSZMmpbJEi7mTPa1Xvs+DY+eJ8A8g+dY9vToWdWriPKAz1Tu1kBb5InJ1tGPr3AkcOH0Fnz9PcT08Sq9OfRcHvLq3oadnI2mRF0IIISoYhaY01/US4j/K67qOQlRWZbHeatKtCFIiolGnpmFsXgWVsz2W7rIyhKFdD4skLCqG5LQMLKooqeVYjQa18l65pbIqz+sNC1GS5N4XlVV5vvdlnXkhhBAFFhUVRXJysnb1jNJi6e4syXspaFCrhiTvQgghxFOk0kyAJ4QQ4vHOnDnDkSNHyjoMIYQQQghRAJLMCyGEEEIIIYQQFYwk80IIIYQQQgghRAUjybwQQgghhBBCCFHBSDIvhBBCCCGEEEJUMJLMCyGEEEIIIYQQFYwsTSeEEAIAMzMzjI2NyzoMIYQQQghRAJLMCyGEAKBHjx5UrVqV2NjYsg5FCCGEEEI8gXSzF0IIIYQQQgghKhhJ5oUQQgghhBBCiApGutkLIYQAYPfu3QD069evjCMRQgghhBBPIi3zQgghhBBCCCFEBSPJvBBCCCGEEEIIUcFIMi+EEEIIIYQQQlQwMmZeCCHEEyXdiiAl4j7q1HSMzc1QOTtg6e5cqjFcD4vkTlQMKWkZqKoocXOsRoNaNUo1BiGEEEKI8kKSeSGEeMT+/fu5dOkS169f5/bt22RmZvLee+/Rp0+fPOtfuXKFH3/8kcuXL5Oamoq9vT3du3fn5ZdfxszMTKduRkYG69ev58iRI6SlpdG8eXMmTZqEvb293nHXrVvHH3/8wbp167CysiqRa30SdXom0QHnuOd/jOS/7ultt6jjhNOATth3bomxmWmJxJCekcn+0yH4HDzNjbtRetvruzji1cOTXp6NMVOWTAxCCCGEEOWRdLMvpMDAQDw8PFi5cqVOeY8ePejRo0cZRVV4FS1eIUrL999/j7+/P/fv38fOzu6xdY8ePcq0adM4ffo0np6evPDCC1hbW7N161ZmzZpFRkaGTv3Vq1ezY8cOmjRpQvfu3QkODubjjz9GrVbr1Lt16xbbt29n0qRJZZbIp0REEzxlETe8t5N8++886yTf/psb3tsJnrKI1HvRBo8hLCqGV+auZt4mf0Ij7udZJzTiPvM2+fPK3NWERz00eAxCCCGEEOWVtMw/pWbPno2vry8HDhzAxcWlUPvu3LmTTZs2ERoaiqmpKa1ateKdd96hSZMmenV/++03goODtS2ZmZmZzJs3j6FDhxrqUoQoVdOnT8fZ2RlHR0d++ukn1q1bl2e99PR0VqxYgUKhYPny5TRo0AAAjUaDt7c3O3fuZMeOHYwYMQKA7Oxs9uzZQ9++fZk+fToADRs2ZOHChVy7do3GjRsDoFarWbp0KW3atKFbt26lcMX/6tixI9bW1qRERHN+ljdZqen8c1F57/BPeXpMAudmetNy4WTMnfR7GRRFWFQMExZsJCUt/Z9T5R1Dbnl0XCJvLvieNbPG4Or4+IcwQgghhBBPA0nmK6nvv/8+z/Jvv/2W5cuX4+zszIgRI0hOTsbf358RI0bw/fff07p1a536X3/9NREREVStWhUHBwciIiJKIXp9WVlZeq2gouJSKpWYmJTNn6dWrVoVqN7ly5eJi4uja9eu2kQeQKFQ8Prrr7Nz5078/Px46aWXUCgUxMfHk5GRQf369bV1c/eLjv63VdvX15fw8HA++eQTA11RwdnY2GCtsuDUp/NyEvns7ILtmJ1NVmo6F+eupfXK94vd5T49I5PpX/9ISlo66ux8HiT8hzpbQ0paOtO+/oGtcydIl3shhBBCPPUkma+katWqpVd2+/ZtvL29qV27Nj4+PtruvSNHjmT48OF89NFH+Pn5YWT07+iML774Ajc3N5ydnVmzZg1LliwptWsASEhI4ObNm6SkpBj0uBqNBq5GoDl/G+JTwEaFokVtaOiMQqEw6LlE3lQqFXXr1sXa2rqsQ8lTbGwsADVq6E/AZmlpiZWVFVFRUfz99984OTlhY2ODUqnk5s2b2nqhoaEA2jHzkZGRbNy4kXHjxuU5jr40RBw8RXp0XOF3zM4mPTqOB8fO49jDs1gx7D8dQuTDhELvp87WEPkwgQOnr9C/Y/NixSCEEEIIUd5VmmQ+IyODbdu2cejQIUJDQ4mJicHKyorWrVszceJEbRfXXGlpaXh7e/P777/z8OFD3NzcGD16NG5uboU6r0aj4ZdffsHHx4fr16+jVqupW7cuI0eOxMvLS6fuypUr8fb2ZtOmTdy9e5fvv/+eO3fuUL16dcaMGcPo0aPRaDRs2LCBbdu2ce/ePWrWrMnEiRMZPHiw9jg9evTQtpD37NlTW962bVs2b96srQNw8OBB7fYdO3aQlZXF22+/rTNOt1GjRgwcOJAdO3YQHBxMmzZttNs6duxYqNfDkOLi4ggJCcm3+21RaTQaNP7BcDUCFIAGSEpFczcGbkbCgNaS0JeClJQULl26ROPGjbG1tS3rcPTkPmSIjIzU25acnExiYiIAd+/excnJCSMjI/r06YOfnx8pKSlYW1uzd+9e6tWrh4eHBwDLly/H3d2dF154ofQu5BGnT58mfeM+UCjy71r/OAoI9dlHVHVlseLYvOuo9lev0CEoFPj8eUqSeSGEEEI89SpNMh8fH89XX32Fp6cn3bp1w9ramvDwcA4ePMiRI0fYsmULzZvnfPjLzs7m7bff5vjx4zRo0ICBAwcSFxfHvHnzaNeuXYHPqdFoeO+99/Dz86N27doMHDgQpVLJsWPH+PDDD7l58yazZs3S22/jxo0EBQXRs2dP2rVrx969e/nyyy8xNzcnJCSEvXv38uyzz2JqasquXbuYNWsWzs7O2iR79OjR+Pr6cvXqVUaPHq1NOpydH7+MVFBQEACdOnXS29a5c2d27NhBUFCQTjJfVjQaDXfu3DF4Ig/kJPFX/xkukHt4zSPb6taARoWbh0AUTe7P2cbGptw9QGnatCkqlYrjx48TGhpKvXr1tNseHcaSlJSk/f+ECRMwMTHhyJEjZGRk0KpVKyZNmoSxsTH79u3jwoULfPvtt6SlpbFy5UqOHj0KQJcuXZgyZQrm5uYlek0xV26hiowt+gE0kP13LAmh4SgcbYt0iIiHidx9UPhWeW0IGg3Xw6O4HhYpy9YJIYQQ4qlWaZJ5GxsbDh06hKOjo075jRs3GD58OMuWLWPDhg0A/Prrrxw/fpwuXbqwevVqjI2NgZwkediwYQU+5/bt2/Hz82Po0KF89tlnmJrmjOHMyMjgnXfeYf369QwYMICmTZvq7BccHIyvry+urq4AjB07lt69e7NgwQKqVavG77//rp1le8iQIQwfPpx169Zpk+wxY8Zw9epVrl69ymuvvVbgCfBu376NSqXKs3tvbo+EO3fuFPj6S5JardZJkgxJc/42+TYLKnK2KySZLzVJSUmo1eoyG0OfH3Nzc9566y2WLl3KO++8Q9euXalatSohISHcuHEDV1dXwsPDdYalmJmZMXHiRCZOnKhzrLi4OFatWsWIESNwc3Nj+fLlnDhxgmnTpgE5vXaqVKnCO++8U6LXZBRnoOEqsUlQxGQ+Oj7VICGERcVIMi+EEEKIp1r5+nRcgpRKpV4iD1C/fn3atWtHQEAAmZmZmJqa8uuvvwIwbdo0bSIP4OHhwaBBg/Dx8SnQObds2YJKpeKTTz7RJvK5sUybNo0///wTf39/vWR+1KhR2kQeoGbNmrRu3ZqTJ08yZ84cneWyWrRogaurK9euXStQTI+TlJSU71JclpaWANquw4ZiY2Ojk+wUVGZmpkHj0BGfkn//Xs0/20WpsrW11fkdKi25LeEWFhZUrVpVb/vIkSNxc3Nj06ZNnDhxArVaTZMmTfj222/ZuHEj4eHhuLq65rnvoxYvXkz16tWZOHEiGRkZ7NmzhwkTJmgfHsbFxbF27Vref/99VCqV4S80V6b6yXUKIj2r6LtmFn3fR2mMTJ74uguRF7lvRGUl976orCryvV9pknmAK1eu8N133xEcHMyDBw/0EsLY2FgcHBy4du0aKpUqz6XYPD09C5TMp6amcv36dRwcHFi7dq3e9qysnA+st27d0tvWqFEjvbLc1vKGDRvmue3ChQtPjKk8io+PL9J+Go0GS0vLkmmdt1FBUmq+LfPYlGAyJfRYWlqSmJhYJt3sU1NzWomTk5O1E979V+PGjZk/f75e+Y0bNzAyMqJGjRr57gsQGBjIvn37WLp0KUlJSdy8eRO1Wo2Tk5N2P2dnZ7KysggJCaFu3boGuLJ8mBo/uU5BmBX9rcXM1DBvS4rsrMe+7kLkpWrVqnLfiEpJ7n1RWZXne78gDxkqTTJ/5swZXnvtNSBnTHjt2rVRqVQoFAr279/P1atXtUubJSYm5jlDNUC1atUKdL6EhAQ0Gg1RUVF4e3vnWy+vWdhzW8EfldvFOL9tuQ8HiiM3acpLbtL86MR4ZUmhUODm5lYiE+ApWtTOmewuL5qc7aJ05P6cy9t4+Se5dOkSkZGRtG3bFgsLi3zrpaamsmLFCgYOHKj38PDRh425/y/p1yHb1jAPqixcHDEu4t+K2jULuBzeE7jVqG6Q4wghhBBClFeVJplftWoVGRkZbN26FU9P3WWTzp07p/O9lZVVvk9oYmLySfL+I/cDfJMmTdixY0fhAy4DtWvX5uzZs0RHR+uNm88dK1/Y2fxLkq2tLU2bNjX80nQNnXNmrX90Nvvcrw2dc/6JElfel6aDnBb7/ybrDx48YOnSpRgbGzNmzJjH7r9+/Xo0Gg1jx47Vljk5OWFiYkJQUBCdO3cGcianNDU1pWbNmga/hkdlV7dCXc0S44fJRZzNXoFFnZo80+fZIsfQHPA5cZ3QiPtFelCnUCio7+JAfVf9YVVCCCGEEE+TSpPMh4WFYWtrq5fIp6amEhISolPm4eFBYGAgly9f1mstO336dIHOZ2lpSd26dbl16xYJCQmlnpDkjkPPzi54K1ebNm04e/Ysx44d01nqDiAgIADIWd6uPLG2tuaZZ54hKytL27PCEDQtWxJ78jLRB06T8SAOZXVb7Ht6UrV9ExRFGOMvCkepVJbZhHe7du3i0qVLQM6kkAC7d+/m/PnzQM4s9v379wdyJss8cOAATZo0wdbWlujoaE6cOEFaWhozZsygfv36+Z4nJCSEnTt3MnfuXJ1x8Obm5vTt2xc/Pz/S09OBnCUkBw0aVOKz2derV4/MPkbE/HCgaAfQaHAe0LnYcXj18GTeJv8ihqDBq3vZr7ghhBBCCFHSKk0y7+zszO3bt7lx44b2A7ZarWbBggU8fPhQp+6gQYMIDAxk2bJlOrPZX7t2jd9++63A5xw1ahRz585lzpw5zJ8/X2/iqvDwcBQKRYFnmy8MGxsbAP7++29q1apVoH2GDh3K+vXr+fbbb+nZs6e2S/2VK1fw8/Ojbt26tG7d2uCxGoKJiYnBkz+LXu1w6VXwpQjF0+HSpUvs27dPp+zy5ctcvnxZ+31uMt+4cWMuXLjAyZMnSUpKwtramrZt2/LSSy/pLFX3X1lZWSxbtowuXbrQoUMHve1vvvkmWVlZHDlyBIC+ffsyfvx4Q1zeY9WvXx/rFi3Zvy+Y9JgEKMTDQIyMMKtmTfVOLYodRy/PxmzwO0p0XCLq7IK3zhsbKbC3taKnp/68I0IIIYQQT5tKk8y/+uqrBAQEMHLkSPr164dSqSQoKIioqCjatm2rXWMdcpZ78/Pz4+jRowwePJiuXbsSHx+Pv78/nTt35s8//yzQOUeMGMH58+fx9fXlzJkzdOzYEQcHB2JiYrh16xbnz59nyZIlJZLMt2/fnvXr1/Pxxx/z3HPPYW5ujpOTk16L+6Pq1KnD5MmTWb58OYMGDeK5554jOTkZf/+cFrLPP/9cb+b57du3ExwcDMD169e1ZbmvZ+vWrXnxxRcNfn1ClJSZM2cyc+bMAtV95plneOaZZwp9DhMTkzwnxsxlbm7OjBkzmDFjRqGPXVzGZkqafjKe87O8yUpNL1hCb2SEibkZzeaOx9is+KsOmClNWTr1ZSYs2EhKWnqBEnpjIwWqKmYsmzoSM2Xpr3wghBBCCFHaKk1/4e7du7NixQpcXV3ZuXMnfn5+uLu74+Pjg7Oz7hhoIyMjvvnmG8aNG0d8fDybNm3i7NmzfPDBB7z++usFPqdCoWD+/PksW7aM+vXrc+jQIb7//nuOHTuGUqlk1qxZebbKGUK3bt14//33AdiwYQNff/01v/zyyxP3e/vtt1m0aBFVq1blxx9/ZPfu3Xh6evLTTz/l2SofHByMr68vvr6+2pbLM2fOaMtyE30hRPkXHh5OaGgoKmd7Wi6cjFm1f4YH5Tfx3j/lZtWsablwMuZO9nnXK4JajtVYM2sM9rZW/5wq7xhyy+1trVgzawyujnkvrymEEEII8bRRaAw9FbgQhVBel4IQojLavXs3AP369QNAnZ7Jg2PnifAPIPnWPb36Fu5OOA/oTPVOLQzSIp+X9IxMDpy+gs+fp7geHqW3vYGrI17d29DTs5G0yItiK89LFAlRkuTeF5VVeb73ZWk6IYQQRWZsZopjD08ce3iSdCuClIho1KlpGJtXQeVsj6V7ya/sYKY0pX/H5vTv2JzrYZGERcWQnJaBRRUltRyr0aBW3suICiGEEEI87SSZF0II8USW7s6lkrw/ToNaNSR5F0IIIYT4R6UZMy+EEEIIIYQQQjwtJJkXQgghhBBCCCEqGEnmhRBCCCGEEEKICkbGzAshhADA2toaY2Pjsg5DCCGEEEIUgCTzQgghAOjUqVO5XqJFCCGEEEL8S7rZCyGEEEIIIYQQFYwk80IIIQBIT08nLS2trMMQQgghhBAFIN3shRBCAHDw4EEA+vXrV8aRCCGEEEKIJ5GWeSGEEEIIIYQQooKRZF4IIYQQQgghhKhgJJkXQgghhBBCCCEqGEnmhRBCCCGEEEKICkaSeSGEEEIIIYQQooKR2eyFEEIIUSRJtyJIibiPOjUdY3MzVM4OWLo7l3VYQgghhNb1sEjuRMWQkpaBqooSN8dqNKhVo6zDMghJ5oUQ4h8PHjzgyJEjBAYGEh4eTmxsLFZWVjRp0oThw4fTqFEjnfqbNm1i8+bN+R5v8+bN1Kjx75uFWq1m27Zt7N69m4SEBBo2bMjEiRNxc3PT29ff359vv/2WNWvW4OTkZLiLfIxnn30WGxsbMjIySuV8omJSp2cSHXCOe/7HSP7rnt52izpOOA3ohH3nlhibmZZBhEIIISq79IxM9p8OwefgaW7cjdLbXt/FEa8ennj17lQG0RmOQqPRaMo6iJIQGBjI6NGjmTx5MlOmTCnrcEQ+YmNjyzoEIbS+++47tm3bhpOTE82bN8fW1paIiAiOHTsGwAcffMCzzz6rrZ+bzPfu3Vsnac81dOhQLC0ttd9v376dNWvW0LZtW1xcXDhw4ACmpqasX78ec3Nzbb2YmBjGjh3Lyy+/zEsvvVRyF5yHqlWryu+lyFdKRDSXPl1LenQcKBSQ10eIf8rN7G1pNnc85k72pR5nUcn9LyoruffF0yQsKobpX/9I5MMEFAoFeaW7ueVO1auyZMpLuDralUGkj1e1atUn1pGWeaHn6NGjrF69msuXL6NQKGjSpAkTJ06kQ4cOenUPHjzIsWPHuHz5MlevXiU1NVUeoIgKy8PDg8WLF9OiRQud8osXLzJz5kxWrFhBx44dUSqVOtv79Omjt09edu3aRatWrfjyyy8B6Ny5M9OnT+fkyZN0795dW2/lypXUrFkTLy8vA1yVEIaREhHN+VneZKWm5xTk1xbwT3l6TALnZnrTcuHkCpXQCyGEqLjComKYsGAjKWk571X5tVvnlkc9jOfNBd+zZtaYcpnQP4kk80LHb7/9xsyZM7Gzs2Po0KFATgLy+uuvs3z5cvr27atTf8OGDQQFBWFpaYmDgwN37twpi7DJysqSrsFPEaVSiYlJ6f956tKlS57lzZo1o0WLFgQHB/PXX3/h4eFRpONHR0fTqdO/3bkaNGgAwP3797VlR48e5cSJE3h7e2NsbFyk8xTViRMnMDExoU2bNqV6XlH+qdMzufTp2pxEPju7YDtlZ5OVms7FuWtpvfJ96XIvhBCiRKVnZDL96x9JSUtHnV2wzufq7GxS0tKZ9vUPbJ07ATNlxXqvkmReaMXHx/PFF19QtWpVfH19td2Gx48fz+DBg5k7dy6dO3fW6TY8depUqlevjpubG7t27WL69OmlGnNCQgI3b94kJSWl1M6p0WjgagSa87chPgVsVCha1IaGzigUilKL42mnUqmoW7cu1tbWZR0KgPbhQl4J9oULF7hy5QpGRkY4OzvTqlUrnW7zuezt7QkNDdV+f+PGDQAcHBwASE5Oxtvbm2HDhlG/fv2SuIzHiouLK/VzioohOuBcTtf6wsrOJj06jgfHzuPYw9PgcQkhhBC59p8OIfJhQqH3U2driHyYwIHTV+jfsXkJRFZyyl0yn5GRwbZt2zh06BChoaHExMRgZWVF69atmThxIo0bN9apn5aWhre3N7///jsPHz7Ezc2N0aNH5zmhFMC+ffvYvXs3Fy9e5P79+5iYmODh4cFrr71Gnz59dOrevXuXnj17MmTIEMaPH8/ChQsJDg5GoVDQpUsX5syZg52dHWfPnmX58uVcvHgRY2NjnnvuOT788ENUKpXO8f744w82b97MzZs3SUpKwsbGhnr16vHyyy9rz23Icxb2tdyzZw8JCQlMmTJFZ/xvjRo1ePXVV1m5ciX79+9n8ODB2m2enmX34SwuLo6QkJB8u8+UBI1Gg8Y/GK5GgALQAEmpaO7GwM1IGNBaEnoDSUlJ4dKlSzRu3BhbW9syjeX+/fucOXMGOzs76tSpo7d906ZNOt9bWloyceJEevfurVPer18/1q5dy5w5c7Rj5qtVq0b79u0BWLNmDWZmZrz22msldzFCFME9/2P5j5F/EgWE+uwjqrryyXXLmLGxMWq1uqzDEKLUyb0vngabdx3VfjwvLIVCgc+fpySZL674+Hi++uorPD096datG9bW1oSHh3Pw4EGOHDnCli1baN4850XOzs7m7bff5vjx4zRo0ICBAwcSFxfHvHnzaNeuXZ7HX7JkCaamprRu3Rp7e3sePnzIwYMHeeedd5gzZw6jRo3S2+fu3buMGDGCpk2b8uKLL3Lp0iX8/f35+++/mTFjBmPHjqVjx4689NJLBAYG4uPjQ3Z2NvPmzdMe44cffuDTTz/F3t6e3r17Y2trS3R0NBcvXmTfvn15Pkgo7jkL81oCBAUFATnjeP+rc+fOrFy5kqCgIJ1kvqxoNBru3LlTqok8kJPEX434Jwh0v16NgLo1oJFL6cb0FMv9OdvY2JTZQ5KsrCzmz59PZmYm48aN02mZd3d3Z8aMGbRo0YJq1arx8OFDTp48yaZNm1i0aBEWFhZ07NhRW3/YsGFkZmayZ88eLl68iIeHB5MmTcLc3Jzz58+ze/du5s+fj4mJCatWrWLv3r2kpaXRpk0b3n333QJNhCKEoSXdishz1voC00D237EkhIajcLQ1WFxCCCFEroiHidx9UPhW+VwajYbr4VFcD4usUMvWlbtk3sbGhkOHDuHo6KhTfuPGDYYPH86yZcvYsGEDAL/++ivHjx+nS5curF69Wvshe/To0QwbNizP469duxZXV1edsuTkZEaMGMHXX3+Nl5eXXvfYU6dO8X//93/a1jKNRsOECRM4fPgwb7/9NkuWLKFXr14AZGZmMmzYMHbu3MmMGTOoXr06AD4+PpiamvLbb79RrVo1nePnNXuoIc5ZmNcS4Pbt2wB59mrILSurMfH/pVarSUpKKvXzas7fJt9Hfoqc7QpJ5g0qKSkJtVpdJmPos7OzWbRoERcvXqR///56Le3/ffBVo0YNBg8eTK1atZg9ezbff/+9TjJvbGzMK6+8wiuvvKKzX0ZGBsuXL6dXr160atWKH3/8kZ07d/L2229TvXp1vL29WbRoEV999VXJXawQ+UiJuP/kSgURmwSSzAshhCgB0fGpBjlOWFSMJPPFoVQq9ZJPgPr169OuXTsCAgLIzMzE1NSUX3/9FYBp06bptJZ5eHgwaNAgfHx89I7z30QewMLCgqFDhzJ//nwuXrxI27ZtdbbXqlWL0aNHa79XKBT079+fw4cP06hRI21SDWBqakqfPn1YsWIFoaGh2sQ6d1teCUlerW2GOGdhXktAmxxbWVnp7ZM7Tj4xMVFvW3HY2NhgZGRU6P0yMzMNGkeBxafk33dH8892YXC2trba+7S0ZGdn89lnn3Hw4EH69evH3LlzC3yv9uzZExcXF/766y9MTU115pnIy//+9z9SUlKYPXs2NjY2/PbbbwwcOFD7N0ChUPDRRx8RHx9P7dq1i3tpTyQ9AMSj4hUG+qiQnmWY4wghhBD/kZ5pmPcYjZFJhfocVO6SeYArV67w3XffERwczIMHD/QSt9jYWBwcHLh27RoqlYomTZroHcPT0zPPZD4mJoY1a9Zw5MgR7t27R1pams72R2eVzuXh4aHXxTd3wqpGjRrp1c/d9uix+vfvz6JFixg4cCADBw6kffv2tG7dOt8P+YY4JxT8tSwr8fHxRdpPo9FgaWlZ+q3zNipISs23ZR4bVR4bRHFYWlqSmJhYqt3ss7OzWbx4Mfv27aN79+5MnTq10Pdq7u92VFTUYx8+3bp1i02bNjFr1iyys7O5e/cuMTExuLi4aHvt1KxZE4DLly9jY2NTxKsqOFlrWDwqXWOgJNysXH7kEEII8RQwMzXMe4wiO6vcfA6qkOvMnzlzRtu1vFOnTtSuXRuVSoVCoWD//v1cvXpVuwRZYmKizkRtj/pvV3bImTDNy8uLe/fu0apVKzp27IiVlRXGxsZcuXKFAwcO5Lm8WV4Jd25PgMdty8r69wPQ2LFjsbW15ccff2TDhg2sX78eExMTunXrxgcffKDXY8AQ5yzMa/nocRMTE/Vunse12pcFhUKBm5tbqU+Ap2hRO2eyu7xocrYLw8n9OZdVIv/ss88ya9asQi8Rl5qayp07d6hSpcpjk2+1Ws3SpUvx9PTUWWcedHuflFZPlMaNG+tN3CmEytkwD3wtXBwxLifvIfmRScBEZSX3vqjoatcs4LKpT+BWo/qTK5Uj5S6ZX7VqFRkZGWzdulVvpvRz587pfG9lZZXvk5OYGP2Ey8fHh3v37jF16lQmTpyos23NmjUcOHCgeME/hkKhwMvLCy8vL2JjYwkODsbPz4/du3dz584ddu7cafA1pQvzWgLUrl2bS5cucefOHb1kPnesfH6rBJQFW1tbmjZtWrpL0zV0zpm1/tHZ7HO/NnTO+ScMoiyWpns0ke/atSuzZ8/O9/cyJSWFhw8f4uKiO0dCeno6y5YtIyUlhT59+jz299rX15ewsDA+/vhjbZmFhQV2dnYEBQVp5/4IDAwEcobflCQ3NzeqVq1abp5Ii/LB0t0ZizpOJN/+u4iz2SuwqFOTZ/o8a/DYDE3uf1FZyb0vKrrmgM+J64RG3C9SQ59CoaC+iwP1XfWHKJdn5S6ZDwsLw9bWVi/5TE1NJSQkRKfMw8ODwMBALl++rNfV/vTp03keG3LGs/5XXvVLStWqVenVqxe9evUiNjaWkydPcufOHdzd3Q16nsK8lgBt2rTBz8+PgIAAWrZsqbMtICAAQG8+gbJmbW3NM888Q1ZWVp69KkqCpmVLYk9eJvrAaTIexKGsbot9T0+qtm+Cogjj/4U+pVJZJhPebdmyhX379mFubo6Liwtbt27Vq9OxY0fq1atHQkICb7zxBh4eHri6umJnZ0dsbCxnz54lOjqaOnXq8Oabb+Z7rsjISDZu3MjYsWP1hroMGTKEdevW8eGHH2Jvb8+ePXto37693oMDIUqL04BO3PDeXrSdNRqcB+ivkiKEEEIYklcPT+Zt8i/SvhqNBq/ubQwcUckrd8m8s7Mzt2/f5saNG9SvXx/I6Yq6YMECHj58qFN30KBBBAYGsmzZMp3Z7K9du8Zvv/2W57EBgoOD8fDw0Jb//vvvHD58uKQuCchpWWvbtq1Od+HMzEztOFwzMzODn7MwryXkrIG9ePFitmzZgpeXl3YIQ2RkJFu2bNE+hCiPTExMSjX5s+jVDpdeeS9/KCquyMhIIOeB1w8//JBnHUdHR+rVq4eVlRXPP/88165d49SpUyQmJmJmZkatWrUYPHgwgwYNeuzv9fLly6lTpw4vvPCC3rYXX3yRxMRE/vjjD86fP0+HDh149913DXKNj3Pz5k3Mzc1xcnIq8XOJisW+c0vCtu0jPSYBsgvRldHICLNq1lTv1KLkghNCCCGAXp6N2eB3lOi4RNTZBW+dNzZSYG9rRU9P/XnJyrtyl8y/+uqrBAQEMHLkSPr164dSqSQoKIioqCjatm2rXQsdclqv/Pz8OHr0KIMHD6Zr167Ex8fj7+9P586d+fPPP3WOPWjQINauXcsXX3xBYGAgTk5OXLt2jRMnTvDcc8+xd+/eEruuSZMmYWlpSYsWLXByciIrK4vjx48TGhpKnz59tA8aDKkwryXkzCz/0UcfMXPmTIYMGUL//v0B2LVrF3FxcSxbtkxvvP7+/fvZv38/AHfv3tWWRUTkrMXu7u7+2NZJIcqTmTNnMnPmzALVtbCwYMqUKUU+1/z58/PdZmxszPjx4xk/fnyRj18U169fB5BkXugxNjOl6SfjOT/Lm6zU9IIl9EZGmJib0WzueIzNSnc1CiGEEJWPmdKUpVNfZsKCjaSkpRcooTc2MkJVRcmyqSMxU1a896py1ye4e/furFixAldXV3bu3Imfnx/u7u74+PjoJbxGRkZ88803jBs3jvj4eDZt2sTZs2f54IMPeP311/WOXaNGDbZs2UKHDh04ceIE27ZtIzMzk/Xr1+tNPmVo06dPp1GjRly8RMsYYgAAXLZJREFUeJGtW7eyc+dOVCoVc+fOZcmSJSVyzsK8lrlyH3i4u7uzY8cOduzYQb169Vi/fj39+vXTq3/lyhV8fX3x9fXl1KlTAFy9elVbdvTo0RK5NiGEEKVL5WxPy4WTMav2zzwW+U1M+U+5WTVrWi6cjLmTfSlFKIQQorKr5ViNNbPGYG+bM+FqfpMo55Y72tmwZtYYXB3tSi1GQ1JoSnMqcCH+QyZbEaL82L17N0CeD+6EyKVOz+TBsfNE+AeQfOue3nYLdyecB3SmeqcWFa5FXiYBE5WV3PviaZOekcmB01fw+fMU18Oj9LY3cHXEq3sbhvXuSGpyKS91XUAVcmk6IYQQQpRfxmamOPbwxLGHJ0m3IkiJiEadmoaxeRVUzvZYusuqHkIIIcqWmdKU/h2b079jc66HRRIWFUNyWgYWVZTUcqxGg1o5c4NVUZqSmlzGwRaDJPNCCCGEKBJLd2dJ3oUQQpRrDWrV0CbvT5tyN2ZeCCGEEEIIIYQQjyct80IIIQCoXr06pqYVa4yzEEIIIURlJcm8EEIIANq0aSOTIAkhhBBCVBDSzV4IIYQQQgghhKhgpGVeCCEEAImJifmuxyqEEEIIIcoXSeaFEEIAEBAQAMg680IIIYQQFYF0sxdCCCGEEEIIISoYSeaFEEIIIYQQQogKRpJ5IYQQQgghhBCigpFkXgghhBBCCCGEqGAkmRdCCCGEEEIIISoYSeaFEEIIIYQQQogKRpamE0IIAcBzzz1H1apVSUhIKOtQhBBCCCHEE0gyL4QQAgBjY2OMjY3LOoxKJelWBCkR91GnpmNsbobK2QFLd+eyDksIISqE62GR3ImKISUtA1UVJW6O1WhQq0ZZhyVEqZFkXgghhChF6vRMogPOcc//GMl/3dPbblHHCacBnbDv3BJjM9MyiFAIIcqv9IxM9p8OwefgaW7cjdLbXt/FEa8envTybIyZUv6GiqebQqPRaMo6CFF5xcbGlnUIQuh48OABR44cITAwkPDwcGJjY7GysqJJkyYMHz6cRo0aaetmZWVx4sQJTpw4wdWrV4mOjkahUODm5sZzzz1H//799Vq6MzIyWL9+PUeOHCEtLY3mzZszadIk7O3t9WJZt24df/zxB+vWrcPKyqrEr/3w4cMYGxvTuXPnEj9XZZUSEc2lT9eSHh0HCgXk9Rb8T7mZvS3N5o7H3En/3hAlo2rVqvK+JCqlinLvh0XFMP3rH4l8mIBCoSCvNCa3vIadNcumjsTV0a4MIhUVRXm+96tWrfrEOpV+ArzAwEA8PDxYuXJlWYcihCgHfv31V7799lsiIyNp3bo1Xl5eNG3alOPHj/Puu+9y6NAhbd179+7x2WefERAQgKurKy+88AI9evQgOjqaFStWMHfuXL0PGqtXr2bHjh00adKE7t27ExwczMcff4xardapd+vWLbZv386kSZNKJZEHSElJITExsVTOVRmlRERzfpY36TH/zEmQ37P0f8rTYxI4N9Ob1HvRpRShEEKUX2FRMUxYsJHouJz3qfzaI3PLo+MSeXPB94RHPSy1GIUobdLNXug5evQoq1ev5vLlyygUCpo0acLEiRPp0KGDXt2DBw9y7NgxLl++zNWrV0lNTWXy5MlMmTKlVGPOysoiIyOjVM8pSo5SqcTEpGz+PHl4eLB48WJatGihU37x4kVmzpzJihUr6NixI0qlEpVKxZQpU+jduzfm5ubauqmpqbz33nucPHmSI0eO0K1bNwCys7PZs2cPffv2Zfr06QA0bNiQhQsXcu3aNRo3bgyAWq1m6dKltGnTRruvqNjU6Zlc+nQtWanpkJ1dsJ2ys8lKTefi3LW0Xvm+dLkXQlRa6RmZTP/6R1LS0lFnF6xTsTpbQ0paOtO+/oGtcydIl3vxVJJkXuj47bffmDlzJnZ2dgwdOhSAXbt28frrr7N8+XL69u2rU3/Dhg0EBQVhaWmJg4MDd+7cKdV4ExISuHnzJikpKSV2Do1GA1cj0Jy/DfEpYKNC0aI2NHRGoVCU2HkrO5VKRd26dbG2ti7V83bp0iXP8mbNmtGiRQuCg4P566+/8PDwoHr16rzwwgt6dc3NzRk2bBjz5s3jwoUL2oQ8Pj6ejIwM6tevr63boEEDAKKj/2199fX1JTw8nE8++cSQlybKUHTAuZyu9YWVnU16dBwPjp3HsYenweMSQoiKYP/pECIfFn6lFXW2hsiHCRw4fYX+HZuXQGRClC1J5oVWfHw8X3zxBVWrVsXX15caNXJmAx0/fjyDBw9m7ty5dO7cGUtLS+0+U6dOpXr16ri5ubFr1y5ta2NpiIuLIyQkJN9uVoag0WjQ+AfD1QhQABogKRXN3Ri4GQkDWktCX0JSUlK4dOkSjRs3xtbWtqzDAdD2FijIjO951bWxsUGpVHLz5k1tWWhoKIB2zHxkZCQbN25k3LhxeY6jFxXTPf9j+Y+RfxIFhPrsI6q60vCBCR3GxsZ6Q16EqAzK+72/eddR7cewwlIoFPj8eUqSefFUqrDJfEZGBtu2bePQoUOEhoYSExODlZUVrVu3ZuLEidruqrnS0tLw9vbm999/5+HDh7i5uTF69Gjc3NzyPP6+ffvYvXs3Fy9e5P79+5iYmODh4cFrr71Gnz59dOrevXuXnj17MmTIEMaPH8/ChQsJDg5GoVDQpUsX5syZg52dHWfPnmX58uVcvHgRY2NjnnvuOT788ENUKpXe+U+dOsW6des4e/YsycnJODk50a9fP9566y2d7ryP1t+wYQPnzp0jISGBatWq0axZM8aMGYOnZ05rzsqVK/H29mbTpk1ERESwefNmbt26RfPmzdm8eTN79uwhISGBKVOmaBN5gBo1avDqq6+ycuVK9u/fz+DBg7Xbco9d2jQaDXfu3CnRRB7ISeKvRvxzUnS/Xo2AujWgkUvJxlCJ5f6cbWxsyvyhyf379zlz5gx2dnbUqVPnifX37NkDQOvWrbVlRkZG9OnTBz8/P1JSUrC2tmbv3r3Uq1cPDw8PAJYvX467u3ueLf6iYkq6FZHnrPUFpoHsv2NJCA1H4WhrsLiEEKIiiHiYyN0HhW+Vz6XRaLgeHsX1sEhZtk48dSpsMh8fH89XX32Fp6cn3bp1w9ramvDwcA4ePMiRI0fYsmULzZvnPIHLzs7m7bff5vjx4zRo0ICBAwcSFxfHvHnzaNeuXZ7HX7JkCaamprRu3Rp7e3sePnzIwYMHeeedd5gzZw6jRo3S2+fu3buMGDGCpk2b8uKLL3Lp0iX8/f35+++/mTFjBmPHjqVjx4689NJLBAYG4uPjQ3Z2NvPmzdM5zg8//MBnn32GtbU13bt3x87OjkuXLrFq1SoCAwPZtGkTSuW/LTQbN25k3rx5VKlShV69euHk5ERUVBTBwcH88ccfegn3unXrCAwMpGfPnnTq1EnbchgUFASQ50zWnTt3ZuXKlQQFBekk82VFrVaTlJRU4ufRnL9Nvo+CFTnbFZLMl6ikpCTUanWZjaGHnDkZ5s+fT2ZmJuPGjXtiy7y/vz+nTp2iZcuWen9jJkyYgImJCUeOHCEjI4NWrVoxadIkjI2N2bdvHxcuXODbb78lLS2NlStXcvToUSCn+/+UKVPyfJgnyreUiPuGOVBsEkgyL4SoZKLjUw1ynLCoGEnmxVOnwibzNjY2HDp0CEdHR53yGzduMHz4cJYtW8aGDRuAnNmpjx8/TpcuXVi9erX2g/jo0aMZNmxYnsdfu3Ytrq6uOmXJycmMGDGCr7/+Gi8vL70P1adOneL//u//eO2114CcJ4ETJkzg8OHDvP322yxZsoRevXoBkJmZybBhw9i5cyczZsygevXqQE6X2y+//BIPDw++//57nSUJ1qxZw5IlS9iyZQtvvPEGAFevXmX+/PnY29vz448/4uLyb2Kp0Wi4f1//Q+SpU6f4+eeftS2BuW7fvg2QZ2+F3DJDj4m3sbHByKjwiypkZmYaNI58xafk36dL8892UeJsbW0xNS2biWuys7P5+OOPuXjxIkOGDGH48OGPrX/06FG8vb2pWbMm8+fPz3NZkQ8//JAPP/xQpyw2NpbVq1czZswYWrZsyZdffsnJkyeZM2cOAAsWLMDGxobZs2cb7uL+I/dBXkGWQhEFF68w0FttepZhjiOEEBVIeqZh/vZpjEzk/U3kqSLfFxU2mVcqlXqJPED9+vVp164dAQEBZGZmYmpqyq+//grAtGnTdFrUPDw8GDRoED4+PnrH+W8iD2BhYcHQoUOZP38+Fy9epG3btjrba9WqxejRo7XfKxQK+vfvz+HDh2nUqJE2kQcwNTWlT58+rFixgtDQUG0y/9NPP5GVlcVHH32kd2ONGzeODRs24Ofnp03mf/rpJ7Kzs3n33Xd1Evnc8+f1Gg0fPlwvkQe0Ld15LYOVO07e0MtWxcfHF2k/jUaDpaVlybfO26ggKTXflnls9IdICMOytLQkMTGxTLrZZ2dns3jxYvbt20fPnj156623HrsWaWBgIJ9++ilVq1ZlwYIFGBsbF3jt0q+++gpbW1uGDBlCREQEO3fuZPTo0dqW/WHDhrFlyxZGjx5dYq3zVlZW5Xq91YoqXWOgJNyswr5lCyFEkZmZGuZvnyI7S97fhJ7y/LmnIA8ZKvQngytXrvDdd98RHBzMgwcP9FprY2NjcXBw4Nq1a6hUKpo0aaJ3DE9PzzyT+ZiYGNasWcORI0e4d+8eaWlpOtvzavH28PDQSzgcHBwAaNSokV793G2PHuv8+fNATuveiRMn9PYxMTHhr7/+0n5/4cIFIO+u8fnJHX5QkSkUCtzc3Ep8AjxFi9o5k93lRZOzXZSc3J9zWSfy3bt35/33339sL5LcRN7GxoZFixZRs2bNAp8rMDCQw4cPs3TpUkxNTQkLC0OtVlO3bl1tnXr16pGVlcW9e/d0ykX5p3J2MMhxLFwcMc7jYaswnPI+CZgQJaU83/u1axZwOc8ncKtR3SDHEaI8qbDJ/JkzZ7Td2Tt16kTt2rVRqVQoFAr279/P1atXteuOJyYm6kzo9qhq1arplcXFxeHl5cW9e/do1aoVHTt2xMrKCmNjY65cucKBAwfyXNP80Vnec+X2BHjctqysf1ttcluqV61a9djrz5WUlIRCoSjUrNd5XfOjMSYmJuo9CXpcq31ZsbW1pWnTpiW7NF1D55xZ6x+dzT73a0PnnH+iRJTV0nSgm8g/++yzzJo167Hj5HMTeSsrKxYtWoSzc8Hvi9TUVFasWMHAgQP1Hjg++oAy9/8l+WDjypUrmJmZ4e7uXmLnqIws3Z2xqONE8u2/izibvQKLOjV55v/bu+/4HO/9j+OvO1N2jIhmWK3EpkTsalC7g6o62qqDDqpLB85pz9GenpaqUdGaRY3S6qFVe4/UiE1sVUIQEREyZN6/P/K777rdCSGJrPfz8eiDfK/vdV2fK75J78/1XR0fz/fYxFJR7qERKUhFue3XB37efoJTUZfvqwPHYDBQw68iNfytR6uKFHfFNpmfMmUKqampzJ8/32qBt/3791t87ebmluMvqNhY617Xn3/+mQsXLvD2228zePBgi2PTpk1j/fr1eQv+DkwJ9Z49e7J9AXA7Nzc3jEYjMTEx2Q6pz05OyUDVqlWJiIjg7NmzVsm8aa58Tqv/FxZ3d3ceffRR0tPTs33Bkh+MDRsSt+MwMet3k3rlGg4VPPFqF0TZZnUw3Md8f7k7BweHQlvw7tZE/rHHHmP48OF3TOTDw8PNifxXX31lNd3lbmbOnInRaGTAgAHmMh8fH+zs7AgPDzePugkPD8fe3v6eevzvlWndDCXz+c+na0tOTlp0fycbjfh2zf3oKxGRkqZn2yC+mLP8vs41Go30DGmSzxGJFA3FNpmPjIzE09PTKpFPTk7myJEjFmWBgYHs3LmTw4cPW/V87d69O9trA7Rr187qWHb181P9+vU5fPgwBw4coGXLlrmqHxERQVhYWI6L+eVWkyZNWLZsGWFhYTRs2NDiWFhYGIDVOgFFhZ2dXYEmfy7tm+LXPvudD6RkmTdvHmvXrsXJyQk/Pz/mz59vVadFixY88sgjREZGMnLkSNLS0qhfvz4bN260quvt7W21naXJkSNHWLp0KSNHjrTYotLJyYlOnTqxbNkyUlJSANiwYQNPP/20VrMvprxaNSTyx7WkxF6HzHsYMmpjg2N5dyq0bFBwwYmIFHHtg2oza9lWYq7dICMz973ztjYGvDzdaBdkPd1VpCQott2Kvr6+xMfHc/LkSXNZRkYGo0eP5urVqxZ1n376aQDGjx9vMR/o+PHj/Prrr9leG7J6x2/122+/sXnz5nx7huz06dMHOzs7/vOf/3DhgvW+xNevX7d4WdG7d29sbW2ZMGECUVFRFnWNRiPR0dG5vnfnzp1xc3Nj3rx5XLp0yVx+6dIl5s2bR9myZS0W8RMpiUxtPzk5mR9++IG5c+da/ffHH38AWetymIa/b9q0Kdu6a9asyfY+6enpjB8/ntatW9O8eXOr46+++iqdOnVix44d7Nixg06dOvHKK68U0FNLQbN1tKfuv1/BzskRcjuix8YGOydH6o18BVvHwtnNQUSkKHB0sGfc23/DuYwjtja5m25ma2PAuYwj49/ug6ODfodKyVRse+ZffPFFwsLC6NOnD507d8bBwYHw8HCio6MJDg4275kO0L17d5YtW8bWrVt55plneOyxx4iPj2f58uW0atXKqjft6aefZvr06Xz22Wfs3LkTHx8fjh8/zvbt2+nQoUOOH87zQ0BAAP/+978ZOXIknTp1ok2bNvj7+5OYmMj58+cJDw+ne/fufPrpp0DWqIN//OMffPbZZ3Tr1o127drh6+tLTEwMu3fvpk2bNlZbYOXEw8ODjz/+mA8//JDu3bvTpUsXAFasWMG1a9cYP3681dD/devWsW7dOgDOnz9vLjO9WKhevTqvvvpqvnxvRB6EDz/8kA8//DBXdRs0aMDatWvv6z52dnZMnz49x+NOTk689957vPfee/d1fSl6nH29aPjlEA6NnE5KzDUwGLKfQ///5Y7l3ak38hWcfHK/JoqISElV2bs804b1492vf+DS1esYDIZs59Cbyr083Rj/dh/8vcsVQrQiD0axTeZDQkKYOHEiU6dOZenSpZQpU4ZmzZrxzTff8M0331jUtbGx4dtvv2XSpEn89ttvzJkzh8qVKzNixAiqVKlilcxXqlSJefPmMWbMGLZv3056ejp16tRh5syZXLx4sUCTecjaOq5mzZrMnj2bXbt2sXHjRlxdXfHx8aFfv34888wzFvVffPFFatSowaxZs9i6dSuJiYmUL1+eBg0a0Llz53u699NPP03ZsmWZOnUqixcvBqBu3boMGjSIFi1aWNU/evQoS5YssSg7duwYx44dA7KG5SuZFxHJ4uTjRePQD7jy+wGiloeReNp6BJZLtYfw7dqKCi0bqEdeROQW/t7lmD/yNdbvPsrPG3dx4pz1CNQafhXpGdKEdkG11CMvJZ7BWJD7eoncRVFdOVWkNFq5ciXAPb8ElPuXcDqKpKgYMpJvYutUBmdfL1yra5eMwlKUV/QWKUjFte2fiLxEZHQsiTdTcSnjQGXv8gRUzn4HK5HsFOW2X+L3mRcRkfzj4+ODg4NDYYdRqrhW91XyLiJynwIqV1LyLqWaknkREQGy1gAoym+oRUREROQvxXY1exEREREREZHSSj3zIiICQGxsLKmpqRpqLyIiIlIMqGdeREQACA8PZ/369YUdhoiIiIjkgpJ5ERERERERkWJGybyIiIiIiIhIMaNkXkRERERERKSYUTIvIiIiIiIiUswomRcREREREREpZrQ1nYiIAGBra4uNjd7xioiIiBQHSuZFRASADh06ULZsWeLi4go7FBERERG5C3XBiIiIiIiIiBQzSuZFREREREREihkNsxcREQDWrFmDjY0N7du3L+xQREREROQulMyLiAgAGRkZZGRk5OkaCaejSIq6TEZyCrZOjjj7VsS1um8+RSj34kTkJc5Gx5J0MxXnMg5U8S5PQOVKhR2WiIiI5BMl8yIit1i3bh0RERGcOHGCM2fOkJaWxvvvv0/Hjh2t6s6ZM4e5c+fmeK25c+dSqdJfyVNGRgY//vgjK1eu5Pr169SsWZPBgwdTpUoVq3OXL1/O5MmTmTZtGj4+PvnzcAUkIyWNmLD9XFj+O4l/XrA67lLNB5+uLfFq1RBbR/tCiLD0SElNY93uI/y8YTcnz0dbHa/h503PtkG0D6qNo4P+LURERIozJfP3afjw4SxZsoT169fj5+d3x7o7d+6kb9++DBkyhDfffLNA4nnppZcIDw/n+PHjBXJ9kdJi9uzZREdH4+HhQbly5YiOtk6IbvfEE09YJO0mrq6uFl8vXryYWbNmERwcjJ+fH+vXr2f48OHMnDkTJycnc73Y2FimT5/OSy+9VOQT+aSoGCI+mU5KzDUwGLKtk3jmIicnLSLyx7XUG/kKTj5eDzbIUiIyOpahXy/g0tXrGHL4tzgVdZkv5ixn1rKtjH+7D/7e5R5wlCIiIpJflMyLlYMHDxIaGsq+fftIT08nICCAfv360aVLF6u6u3btYsOGDURERHDkyBESEhLo3r07o0aNKoTIRfJu6NCh+Pr64u3tzcKFC/nuu+/uek7Hjh1p0KDBXeutWLGCRo0a8d///heAVq1aMXToUHbs2EFISIi5XmhoKA899BA9e/a8/wd5AJKiYjgwbBLpySlZBUZj9hX/vzwl9jr7P5xEwy+HKKHPZ5HRsbw2+nuSbmb9Wxhz+Lcwlcdcu8Gro2czbVg/JfQiIiLFlJJ5sbBjxw4GDhyIg4MDXbt2xcXFhTVr1vDuu+9y6dIl+vfvb1H/f//7H0uWLMHJyYmHHnqIhISEQok7PT2d1NTUQrm35D8HBwfs7Arn11OjRo0K7NoxMTG0bNnS/HVAQAAAly9fNpdt3bqV7du3M2nSJGxtbQsslrzKSEkj4pPpWYl8ZmbuTsrMJD05hUMjp9M49AMNuc8nKalpDP16AUk3U8jIzOGFym0yMo0k3Uzh3a9/YP7I1zTkXkREpBhSMi9m6enpfPzxxxgMBubPn0+tWrUAeOONN+jZsyfjxo2jY8eO+Pr+tZjVCy+8wIABA6hevTqHDh3i+eeff6AxX79+nT/++IOkpKT7vobRaIRjURgPnIH4JPBwxtCgKtT0zXGoqhQ8Z2dnHn74Ydzd3Qs7lLs6ePAgR48excbGBl9fXxo1amQxbN7Ey8uLU6dOmb8+efIkABUrVgQgMTGRSZMm8eyzz1KjRo0HE/x9ignbnzW0/l5lZpISc40rvx/Au21QvsdVGq3bfYRLV6/f83kZmUYuXb3O+t1H6dKifgFEJiIiIgWpxCfzqamp/Pjjj2zatIlTp04RGxuLm5sbjRs3ZvDgwdSuXdvqnHXr1vHDDz9w+PBhkpKS8PLyonHjxrzyyivmnrSc7Ny5kzfeeANXV1e+++47Hn744TvWj42NZerUqWzcuJGLFy/i4uJCcHAwb775Zrb32r17NxMmTCAiIgJHR0eaN2/OsGHDsr32neb1h4aGMmnSJObMmUPTpk2BrF75yMhIevToYU7kAdzc3Hj99dfN1xsyZIj5WL169e74fAXp2rVrHDlyJMfhpLlhNBoxLt8Dx6LAABiBhGSM52Phj0vQtbES+kKSlJREREQEtWvXxtPTs7DDuaM5c+ZYfO3q6srgwYN54oknLMo7d+7M9OnT+eijj8xz5suXL0+zZs0AmDZtGo6Ojrz88ssPLPZbBQcH4+bmlqu6F5b/njVH/n5+/gxw6ue1RFdwuPdzxcrcFVvNv77ulcFg4OeNu5TMi4iIFEMlPpmPj4/n888/JygoiDZt2uDu7s65c+fYsGEDW7ZsYd68edSv/9eHmFGjRjFr1iw8PT1p164d5cuX5+LFi2zfvp06dercMZlfvXo177//PpUrV+a7777LdkGsW0VGRvLSSy9x6dIlWrVqRfv27YmNjWXNmjWEhYUxe/Zsi3m427dv55VXXsFgMNClSxcqVqzI9u3b+dvf/pYvvZfh4eFA1jze25nKdu3alef75Aej0cjZs2fzlMgDWUn8saj/vyiWfx6LgocrQa07L3AoBcf07+zh4VEkX6pUr16d9957jwYNGlC+fHmuXr3Kjh07mDNnDmPGjMHFxYUWLVqY6z/77LOkpaWxatUqDh06RGBgIG+88QZOTk4cOHCAlStXMmrUKOzs7JgyZQpr1qzh5s2bNGnShHfeeYeyZcsW6POUL1+esmXLEhcXd8d6Caejsl21PteMkHkxjuunzmHw9rz/6whRV29w/sq998qbGI1GTpyL5kTkJW1bJyIiUsyU+GTew8ODTZs24e3tbVF+8uRJevXqxfjx45k1axYAGzduZNasWQQEBDBnzhyLD87p6elcu3Ytx/ssWLCATz/9lAYNGjB16lQ8PDzuGtuHH35ITEwMM2bMoHXr1ubyQYMG8eyzz/LRRx/x22+/AZCZmcnHH39Meno68+bNIygoa3iq0Wjk/fffZ9myZbn+nuTkzJkzANluk+Xl5YWzszNnz57N833yQ0ZGRr7MzzceOEOOXVqGrOMGJfOFKiEhgYyMjEKbQ38nt7/4qlSpEs888wyVK1dm+PDhzJ492yKZt7W15YUXXuCFF16wOC81NZUJEybQvn17GjVqxIIFC1i6dCmDBg2iQoUKTJo0iTFjxvD5558/kOe6m6Soy3evlBtxCaBkPk9i4pPz5TqR0bFK5kVERIqZovfpOJ85ODhYJfIANWrUoGnTpoSFhZGWloa9vT0//PADAP/85z+tesDs7OyoUKFCtveYNGkSoaGhhISEMGHCBMqUKXPXuI4cOcK+fft49tlnLRJ5gGrVqtGrVy9mzZrFiRMnCAgIYM+ePZw7d46QkBBzIg9ZQySHDh3KypUrycjIuOt978SUHOc0zNbV1ZUbN27k6R638/DwwMbG5p7PS0tLy58A4pNyHptq/P/jUug8PT2xt3/wC3SZ5r27uLjcU694u3bt8PPz488//8Te3t5qi7rbffPNNyQlJTF8+HA8PDz49ddf6datG3379gWyfs4//vhj4uPjqVq16n0/z91s27YNwOIFRHbiDfn0v46U9Py5TimWkpY/30OjjV2Bj/woLvR9kNJKbV9Kq+Lc9kt8Mg9w9OhRZsyYwZ49e7hy5YpVIhgXF0fFihU5ePAgDg4OBAcH5/ran3/+OevXr6dHjx785z//yXXv4f79+4GsOfOhoaFWx0+fPm3+MyAggGPHjgFYJPImvr6+VKpUiaioqFzHXVTEx8ff13lGoxFXV9e89857OENCco4983g45+36kmeml0iFMcw+OTmr1zMxMfGuQ89vZ0rgo6Oj7/jy6fTp08yZM4dhw4aRmZnJ+fPniY2Nxc/Pz3zPhx56CIDDhw/natTP/TKNzrl1zYzspBjzKQl3LBX/CypQjvb58z00ZKbfcxsviXIzzUSkJFLbl9KqKLf93LxkKPGfpPbu3WteTKply5ZUrVoVZ2dnDAYD69at49ixY+YtzRISEvD29r6nnuLdu3cDEBISck/DgE1J7KZNm9i0aVOO9UzJhKlHvHz58tnWq1ChQp6TeVPykVPve0JCQoEmEvfCYDBQpUqVPC+AZ2hQNWuxu+wYs45L4TH9OxfF+fJ3kpyczNmzZylTpswdf2YyMjIYN24cQUFBFvvMg+Xok3wbiZJPnH0r5st1XPy8sc3lgnuSvaoP5XJbwLuoUin7kWciIiJSdJX4ZH7KlCmkpqYyf/58q15tU++4iZubGzExMWRmZuY6oZ80aRIjRoxg6NChjBs3jg4dOuTqPFPi/PHHH/Piiy/etb5p6HtsbPaJ55UrV6zKTAlQdsPvs0vYTcN3z549S926dS2OxcTEkJSUZLFYYGHz9PSkbt26eduarqZv1qr1t65mb/qzpm/Wf1IoivrWdElJSVy9etVqp4iUlBTGjx9PUlISHTt2vONe8UuWLCEyMpJ//etf5jIXFxfKlStHeHg4zz77LJC1SwZA5cqVC+BJ7p1rdV9cqvmQeObifa5mb8Cl2kM82vHxfI+ttKkP/Lz9BKeiLt/Xi02DwUANv4rU8LeejiYiIiJFW4lP5iMjI/H09LRK5JOTkzly5IhFWf369dm8eTPh4eHmraLuxsfHh7lz59K3b1/effdd817sd2NapX7fvn25SuZr1qwJZI0EGDhwoMWxqKgoLl26ZHWOqUcwOjraalG7o0ePWtVv0qQJU6dOJSwsjK5du1ocCwsLM9cpStzd3Xn00UdJT083j7C4V8aGDYnbcZiY9btJvXINhwqeeLULomyzOhjuYz6/5J2Dg0OhLXi3YsUKIiIigL+Gna9cuZIDBw4AULduXbp06cL169fp378/gYGB+Pv7U65cOeLi4ti3bx8xMTFUq1aNV199Ncf7XLp0ie+//54BAwaY95k36d69O9999x3//Oc/8fLyYtWqVTRr1szqxUFh8unakpOTFt3fyUYjvl2td82Q+9OzbRBfzFl+X+cajUZ6hhSt3+siIiKSOyU+mff19eXMmTOcPHmSGjVqAFk91aNHj+bq1asWdV944QU2b97Mf//7X+bOnWuxt7VpNfvsFsG7NaEfOnQoY8eOpVOnTneMq379+jRo0IDly5fTrl07unTpYnE8MzOT3bt3m+fvN27cGD8/PzZt2sTu3bstVrMfN25ctr3vpj3glyxZYrEOwKpVq8zb0N2qefPm+Pv7s2zZMvr27WueN3vjxg2mTJmCvb09zzzzzB2fq7DY2dnlKflzad8Uv/ZN8zEiKa4iIiJYu3atRdnhw4c5fPiw+esuXbrg5ubGk08+yfHjx9m1axc3btzA0dGRypUr88wzz/D000/j6OiY430mTJhAtWrVeOqpp6yOPffcc9y4cYPVq1dz4MABmjdvzjvvvJNvz5gfvFo1JPLHtaTEXofMexjqbWODY3l3KrRscPe6kivtg2oza9lWYq7dICMz973ztjYGvDzdaBd05zUSREREpGgyGPO8UXfRtnHjRl5//XXc3d3p3LkzDg4OhIeHEx0dTUBAAOHh4axfv97c4zV69GhmzpyJp6cn7du3p3z58kRHR7N9+3b69+9Pv379ABg+fDhLliyxOPfSpUv07duXqKgovvrqKzp37gxkDZHt27cvQ4YM4c033zTHdu7cOV5++WWioqJo2LAhtWvXpkyZMly4cIH9+/dz9epVDh06ZK6/bds2Xn31VYt95nfs2EFMTAzu7u4cP36c48ePm+vfvHmTJ598ksjISJo3b06tWrU4ffo0O3bsoGnTpmzevJk5c+bQtOlfSeyOHTsYOHAgDg4OdO3aFRcXF9asWUNUVBTDhg2jf//+Ft/f3bt38/PPPwNw9epVNm/eTOXKlWncuDGQtXDDsGHDcvz3KaoLToiURitXrgQw/+66m6SoGA4Mm0R6ckruEnobG+ycHGn45RCcfLzyEqrcJjI6ltdGf0/SzZRcJfS2NgacyzgybVg//L3LPYAIi4eivBCSSEFS25fSqii3/dwsgFfixxCHhIQwceJE/P39Wbp0KcuWLaN69er8/PPP+Ppaz4ceNmwYoaGhBAYGsnr1ambNmsWuXbto1qwZLVu2vOO9KlWqxNy5c/Hz8+P9999nxYoVd6zv7+/PkiVLGDRoEElJSSxevJiFCxdy7NgxgoKCGDdunEX9Fi1aMHv2bBo0aMCqVav46aef8PHx4Ycffsh2ka0yZcowa9Ys2rdvz8GDB1m4cCEpKSnMmzfP3Gt/u2bNmvHDDz/QqFEjVqxYwYIFCyhfvjzjx4+3SuQhaxrDkiVLWLJkCZs3b7YqW7169R2/ByJSdFStWpXAwMBc13f29aLhl0NwLP//6xrktFDh/5c7lndXIl9AKnuXZ9qwfnh5Zq2vktOikaZyL083JfIiIiLFXInvmZeirai+CRMpre7nDXVGShpXfj9A1PIwEk9fsDruUt0H366tqNCyAbaO9vkVqmQjJTWN9buP8vPGXZw4F211PMDfm54hTWgXVAtHB/1b3K4o99CIFCS1fSmtinLbz03PvJJ5KVRF9YdHpLTK6//UEk5HkRQVQ0byTWydyuDs64Vrde0KURhORF4iMjqWxJupuJRxoLJ3eQIqVyrssIq0ovyhTqQgqe1LaVWU2772mRcRkVy7ePEiN27cMG+FeT9cq/sqeS8iAipXUvIuIiJSgpX4OfMiIpI7+/fvN29DKSIiIiJFm5J5ERERERERkWJGybyIiIiIiIhIMaNkXkRERERERKSYUTIvIiIiIiIiUswomRcREREREREpZrQ1nYiIAODs7IytrW1hhyEiIiIiuaBkXkREAGjTpg1ly5YlLi6usEMRERERkbvQMHsRERERERGRYkbJvIiIAJCRkUFGRkZhhyEiIiIiuaBh9iIiAsCaNWsA6Ny5cyFHIiIiIiJ3o555ERERERERkWJGybyIiIiIiIhIMaNh9iIiIiIihSDhdBRJUZfJSE7B1skRZ9+KuFb3LeywRKSYUDIvInKLK1eusGXLFnbu3Mm5c+eIi4vDzc2NOnXq0KtXL2rVqmV1ztGjR1mwYAGHDx8mOTkZLy8vQkJC+Nvf/oajo6NF3dTUVGbOnMmWLVu4efMm9evX54033sDLy8vqut999x2rV6/mu+++w83NrcCeWUREHpyMlDRiwvZzYfnvJP55weq4SzUffLq2xKtVQ2wd7QshQhEpLjTMPhuLFy8mMDCQxYsXF3Youda2bVvatm1b2GGIFHu//PILkydP5tKlSzRu3JiePXtSt25dtm3bxjvvvMOmTZss6m/dupV3332X3bt3ExQUxFNPPYW7uzvz589n2LBhpKamWtSfOnUqixcvpk6dOoSEhLBnzx7+9a9/Wa0if/r0aRYtWsQbb7yhRF5EpIRIiophz5tjODlpEYlnLmZbJ/HMRU5OWsSeN8eQfCHmAUcoIsWJeubFytKlS5kzZw6nTp3C3t6eRo0a8dZbb1GnTh2LetHR0axcuZItW7Zw+vRprly5goeHB40aNWLgwIE0aNCgkJ5A5P4FBgby1VdfWbXfQ4cO8eGHHzJx4kRatGiBg4MDKSkpTJw4EYPBwIQJEwgICADAaDQyadIkli5dyuLFi+nduzcAmZmZrFq1ik6dOjF06FAAatasyZdffsnx48epXbs2kLVF3Lhx42jSpAlt2rR5gE8vIiIFJSkqhgPDJpGenJJVYDRmX/H/y1Nir7P/w0k0/HIITj7Wo7dERJTMlxCzZ8/Ol+tMnjyZCRMm4OvrS+/evUlMTGT58uX07t2b2bNn07hxY3PduXPnMn36dCpXrkzLli0pV64cZ8+eZd26daxbt46xY8fSpUuXfInrbtLT0616QKX4cnBwwM6ucH49tW7dOtvyevXq0aBBA/bs2cOff/5JYGAghw8f5tq1azz22GPmRB7AYDDw97//naVLl7Js2TKef/55DAYD8fHxpKamUqNGDXNd03kxMX/1vixZsoRz587x73//u4CeMnutWrXC3d0dY04fMEVE5L5kpKQR8cn0rEQ+MzN3J2Vmkp6cwqGR02kc+oGG3IuIFSXzJUTlypXzfI0zZ84wadIkqlatys8//2we2tunTx969erFxx9/zLJly7CxyZqdUb9+febOnUtwcLDFdXbv3k2/fv0YOXIk7du3x8HBIc+x5eT69ev88ccfJCUlFdg9csNoNMKxKIwHzkB8Eng4Y2hQFWr6YjAYCjW24srZ2ZmHH34Yd3f3wg7FzPSCwdbWFoC4uDgAKlWqZFXX1dUVNzc3oqOjuXjxIj4+Pnh4eODg4MAff/xhrnfq1CkA85z5S5cu8f333zNw4MBs59EXJDc3Nzw9Pc3PJSIi+SMmbD8pMdfu/cTMTFJirnHl9wN4tw3K97hEpHgrNcl8amoqP/74I5s2beLUqVPExsbi5uZG48aNGTx4sHl46+3WrVvHlClTOHnyJE5OToSEhPDee+9RoUIFi3qBgYEEBwfz1VdfMXbsWH7//XdiY2P5/vvvadq0KQC7du3iu+++Y9++fSQmJuLj40Pnzp15/fXXcXJyMl9r8eLFjBgxgi+++IIePXpY3Gfnzp307duXIUOG8Oabb5rLTfPlN2zYYFE/KSmJGTNmsGLFCqKionBycqJhw4a89tprFr3spvump6czaNAgizm6tWrVolu3bixevJg9e/bQpEkTADp06JDt9ywoKIimTZsSFhbG8ePHqVevXrb18uratWscOXKk0HsRjUYjxuV74FgUGAAjkJCM8Xws/HEJujZWQn8fkpKSiIiIoHbt2nh6ehZ2OFy+fJm9e/dSrlw5qlWrBmB+0XDp0iWr+omJidy4cQOA8+fP4+Pjg42NDR07dmTZsmUkJSXh7u7OmjVreOSRRwgMDARgwoQJVK9enaeeeuoBPZmIiBS0C8t/B4Mh56H1d2KAUz+vJbpCwXWO2NraWq3dIlIaFOW2n5uplqUmmY+Pj+fzzz8nKCiINm3a4O7uzrlz59iwYQNbtmxh3rx51K9f3+KcNWvWEBYWRseOHWnRogX79+83J7SLFi3Cw8PDov61a9d4/vnn8fDwoEuXLqSkpODq6grADz/8wKeffoq7uzshISGUK1eOiIgIpkyZws6dO5kzZ06+92CnpKTw8ssvc/DgQerUqcPLL79MbGwsK1asICwsjLFjx9K5c2dz/fDwcABatmxpda1WrVqxePFiwsPDzcn8nZh6MAtqqLTRaOTs2bOFnsgDWUn8saisv5vCMd5y7OFKUMuvMCIr9kz/zh4eHoX6QiQ9PZ1Ro0aRlpbGwIEDzT3zdevWxdnZmW3btnHq1CkeeeQR8zm3Tn1JSEgw//21117Dzs6OLVu2kJqaSqNGjXjjjTewtbVl7dq1HDx4kMmTJ3Pz5k1CQ0PZunUrkDX8/80337R48Zffdu3ahb29PQ0bNiywe4iIlDYJp6OyXbU+14yQeTGO66fOYfD2zLe4RKT4KzXJvIeHB5s2bcLb29ui/OTJk/Tq1Yvx48cza9Ysi2MbN25kxowZFnNox44dy7Rp05g4cSIff/yxRf0TJ07Qo0cPPvvsM/OHfcgaRvvf//6XwMBAZs+eTdmyZc3Hpk2bxtixY5k3bx79+/fPz0dm+vTpHDx4kCeffJIxY8aYk6GXXnqJXr168a9//YvWrVubXzicOXMGZ2fnbIf2VqlSBYCzZ8/e9b4XLlxg27ZteHl5Wcwjzk8ZGRkWCVJhMh4481eP/O0MWccNSubvW0JCAhkZGYU2hz4zM5MxY8Zw6NAhunTpwhNPPGE+5uTkxOuvv864ceN46623eOyxxyhbtixHjhzh5MmT+Pv7c+7cOfPUFABHR0cGDx7M4MGDLe5z7do1pkyZQu/evalSpQoTJkxg+/btvPvuuwCEhoZSpkwZ3nrrrQJ71itXrgAomRcRyUdJUZfz50JxCaBkXkRuUWqSeQcHB6tEHqBGjRrmIeFpaWnY2/+1uEiLFi2sFsN6/fXXWbhwIb/88gv//Oc/LT6k29vb88EHH1gk8gALFy4kPT2djz/+2CKRBxg4cCCzZs1i2bJl+Z7M//LLL9jb2/P+++9b9GrWrl2b7t2789NPP7Fu3TqeeeYZICtpKleuXLbXMiX8pmHDOUlLS+PDDz8kNTWV999/3+p7cTsPDw+L72FupaWl3fM5BSY+KftEHrLK4wt3Pn9J4OnpafGz+aBkZmby6aefsmHDBjp37szIkSOt2mufPn2oUqUKc+bMYfv27WRkZFCnTh0mT57M999/z7lz5/D397f62b/dV199RYUKFRg8eDCpqamsWrWK1157jWeffRbISvanT5/OBx98gLOzc4E9M3DXWEVKMrV/yW/xhnz6uJ2Snj/XEZESo9Qk8wBHjx5lxowZ7NmzhytXrlglhHFxcVSsWNH89e1zygFcXFyoWbMm4eHhnDt3ztxjDeDn55dtMnzgwAEgaz/q7du3Wx23s7Pjzz//vO/nyk5CQgLnzp3j4YcfznZxrqZNm/LTTz9x7NixfLtnZmYmw4cPZ9euXfTq1cv8kuBO4uPj7+teRqMRV1fXotE77+EMCck59szjUbCJV0nn6urKjRs3Hvgw+8zMTL766ivWrl1LSEgIb7/9do7ttXbt2owaNcqq/OTJk9jY2FCpUqU7Liq3c+dO1q5dy7hx40hISOCPP/4gIyMDHx8f83m+vr6kp6dz5MgRHn744fx5yBxoATwprcqWLav2L/kuxZhPSbhjqfrYLiK5UGp+K+zdu5eXX34ZyJoTXrVqVZydnTEYDKxbt45jx45ZbW12+yJ3t5ff3kudU31TAjBlypQ8PcO9MCW55cuXz/a4aSj9rcmwKWm60/VuXRjvVpmZmfzjH/9g2bJlPPXUU3zyySf3HXtuGAwGqlSpUiQWwDM0qJq12F12jFnH5f6Y/p0LM5F//PHHGTZs2F1HmdwuIiKCS5cuERwcjIuLS471kpOTmThxIt26daNOnToWx2594Wj6uxZTFBEpXpx9K969Ui64+Hljm8PnsLwqyouAiRSk4t72S00yP2XKFFJTU5k/fz5BQZZbe+zfvz/bc0zzR3Mqvz2xzelDtmmI+p49e8x/vxPTMN7sGtbdhrnffs/Y2OyTTNMz3BpP1apV2bdvHzExMVbz5k1z5W8diWCSmZnJiBEj+OWXX+jWrRujRo26r6Hz98rT05O6desW/tZ0NX2zVq2/dTV70581fbP+k3tWWFvT3ZrIP/bYYwwfPvyOiXxiYqJVsn7lyhXGjRuHra0t/fr1u+P9Zs6cidFoZMCAAeYyHx8f7OzsCA8Pp1WrVkDWApX29vY89NBD9/9wIiLywLlW98Wlmg+JZy7e52r2BlyqPcSjHR/P99hMNCpFSqvi3vZLTTIfGRmJp6enVSKfnJzMkSNHsj1nz549VmWJiYkcO3YMV1dX/P39c3Xv+vXrc/jwYQ4cOJDtSvG3MyUv0dHRVseOHj2aq3ua4ouMjCQ6OtpqvYCdO3cCULNmTXNZkyZN2LdvH7///rvVEPmwsDAAqz3lb03ku3TpwpdffnnPPZh54e7uzqOPPkp6errVyIoHydiwIXE7DhOzfjepV67hUMETr3ZBlG1WB8MDeLFR0jg4OBTagnfz5s1j7dq1ODk54efnx/z5863qtGjRwrxy/S+//ML69eupU6cOnp6exMTEsH37dm7evMl7771HjRo1crzXkSNHWLp0KSNHjrSYB+/k5ESnTp1YtmwZKSkpQNa2k08//XSBrmYvIiIFw6drS05OWnR/JxuN+HZtlb8BiUiJUGqSeV9fX86cOcPJkyfNH64zMjIYPXo0V69ezfacbdu2sXXrVotF8KZMmcL169d58cUXc9373KdPHxYtWsR//vMfZs6ciY+Pj8Xx69evc/78efNe93Xq1MFgMLB8+XJeeeUVHB0dgazV5ufMmZPrZ37mmWcIDQ1l7NixjB492jxy4NixYyxZsgQ3Nzfat29vrt+jRw9mzpzJ5MmTadeunXnkwdGjR1m2bBkPP/ywxToCpqH1v/zyC506dWLMmDEPNJG/lZ2dXaElfyYu7Zvi175pocYgeWfaMz45OZkffvgh2zre3t7mZL527docPHiQHTt2kJCQgLu7O8HBwTz//PMWW9XdLj09nfHjx9O6dWuaN29udfzVV18lPT2dLVu2ANCpUydeeeWVvD7eHQUEBOhlgYhIAfBq1ZDIH9eSEnsdMjNzf6KNDY7l3anQskHBBScixZbBWNgTjh+QjRs38vrrr+Pu7k7nzp1xcHAgPDyc6OhoAgICCA8PZ/369fj5+bF48WJGjBhBSEiIeZ95X19f9u/fz86dO6lcuTI///yzxT7zgYGBBAcHM3fu3Gzv/9NPPzFy5Ejs7Oxo06YN/v7+JCYmcv78ecLDw+nevTuffvqpuf57773HsmXLeOSRR2jdujWxsbGsW7eO1q1bs3r1aoYMGcKbb75prt+2bVsgq/fOJCUlhRdffJGDBw9St25dmjdvTmxsLCtXriQ1NdVqn3mAyZMnM2HCBHx9fenQoQOJiYksX76ctLQ0Zs+ebZHMh4aGMmnSJJydnenbt2+2yXT79u2pVatWjv8uxXlYi0hJVNyHm4nkhdq/FKSkqBgODJtEenJK7hJ6GxvsnBxp+OUQnHystw3OT2r7UloV5bafm91VSk3PfEhICBMnTmTq1KksXbqUMmXK0KxZM7755hu++eabbM/p0KEDPXv2ZMqUKaxbt44yZcrQo0cPhg4dapHI50avXr2oWbMms2fPZteuXWzcuBFXV1d8fHzo16+f1bD2//73v5QtW5aVK1cyf/58qlWrxqeffkrFihVZvXp1ru7p6OjI999/z/Tp01mxYgWzZ8/GycmJJk2a8Nprr1lNOQAYNGgQvr6+fP/99yxYsAB7e3uCgoJ4++23rRbnioqKAiApKSnHxf18fX3vmMyLiIiIlAbOvl40/HIIh0ZOJyXmGhgM2c+h//9yx/Lu1Bv5SoEn8iJSfJWanvmSrmXLlri6uuY60S8qiuqbMJHS6OzZszg7O1stgClSWhTlHhopOTJS0rjy+wGiloeRePqC1XGX6j74dm1FhZYNsHW0fyAxqe1LaVWU27565kuJ69evc+3atTvOzxURuRvTYqC3T78REZH8Y+toj3fbILzbBpFwOoqkqBgykm9i61QGZ18vXKtrFxwRyR0l88VYamoqkydP5vfffyc9PZ0OHToUdkgiIiIikkuu1X2VvIvIfdOeWcXYzZs3mTJlClevXuXtt9+md+/ehR2SiIiIiIiIPADqmS/G3N3dc73vvIiIiIiIiJQc6pkXERERERERKWaUzIuIiIiIiIgUMxpmLyIiAHh6emJnp/8tiIiIiBQH+tQmIiIANG/evEjvtyoiIiIif9EwexEREREREZFiRj3zIiICQHJyMg4ODoUdhoiIiIjkgpJ5EREBYNOmTQB07ty5cAMRERERkbvSMHsRERERERGRYkbJvIiIiIiIiEgxo2ReREREREREpJhRMi8iIiIiIiJSzGgBPBERIeF0FHanorl44yb/u7KcDBdnyvpXpIp3eQIqVyrs8ERERETkNkrmRUTywfHjx/n+++85cuQIGRkZVK1alZ49e9KmTRuLehEREUybNo0zZ85QoUIFevbsSZcuXayuFxcXx4ABA+jZsyd9+vQpkJgzUtKICdvPmWVhbL8UyzZnBy7a20HkVYt6j/hW5Ll2TWgfVBtHB/sCiUVERERE7o2G2d+DxYsXExgYyOLFiwvl/oGBgbz00ktW5YcOHeLvf/87zZo1IzAwkKeffroQohMpvfbv388777zD4cOHadOmDV27diUuLo7PPvuMRYsWmetdvnyZESNGEBcXR9euXXFzc2P8+PFs3brV6pqTJk3Cy8uL559/vkBiToqKYc+bY9g2+X98lpDI/9yduGRnm23dP85f5os5y3lh5FTORV/Nto6IiIiIPFjqmS/mEhISeO2110hJSeHpp5+mbNmyVKhQ4b6vl5qayrRp01i6dCkXL17Ew8ODkJAQ3nnnHcqXL29RNzk5mQULFnD48GEOHz7MmTNnMBqNrF+/Hj8/v7w+mkixkJGRwfjx4zEYDIwdO5ZHHnkEgJdeeokhQ4Ywa9YsHnvsMby9vVm/fj2pqamMHTuWihUrkpGRwcCBA1mxYgWtW7c2X3P79u2EhYUxceJEbG2zT7DzIikqhgPDJnExNY3J5VxJMRjAYMCYQ32jIevPy3E3eHX0bKYN64e/d7l8j0tEREREck/JfDF38OBBYmNjeffdd3n99dfzdK3MzEwGDRpEWFgYDRs2pEOHDpw9e5ZFixaxfft2fvrpJ8qV++sDfGxsLKNHjwbA19cXDw8Prl27lqcY7ld6ejqpqamFcm/Jfw4ODtjZFY9fT/v27ePChQt07NjRnMgDuLi48Le//Y0xY8awZs0aXnrpJWJiYvDw8KBixYoA2Nra8vDDD/Pnn3+az0tMTCQ0NJTu3bsTGBiY7/FmpKQR8cl0kpNTmFnOhRSDgUyDIVfnZhqNJN1M4d2vf2D+yNc05F5ERESkEBWPT8uSo8uXLwOYk4O8WLJkCWFhYXTr1o2vvvoKw/9/wF+wYAEjR45kwoQJfPrpp+b6ZcuWZebMmdSpUwdPT08GDBhAWFhYnuO4F/HX4jn+2wZSwk9AfBJ4OGNoUBVq+prjl+LJ2dmZhx9+GHd398IO5Y4OHDgAQOPGja2OBQUFAVkv3QC8vLyIj48nJiYGLy8vMjMzOX36NN7e3uZzvvvuO2xtbXn55ZcLJN6YsP2kxFzjQBkHrtnYwD3+nGRkGrl09Trrdx+lS4v6BRKjiIiIiNxdqZ8zn5qayty5cxkwYABt2rShbt26NG/enCFDhnDkyJEcz1u3bh09e/akQYMGNGvWjBEjRnDlyhWremvXrmXo0KE88cQTNGjQgMaNG9OnTx9Wr16d47UXLVpEt27dqFevHm3atOHLL78kJSXFql5gYCDDhg0DYMSIEQQGBlrN6U9ISGDixIl07dqV+vXrExQUxIABA9i9e3e29wUYOnSoRSLcu3dv/P39+e2337h586a53MXFhZYtW+Lp6ZnjsxSkuKtxHBw9m5TF2yEqFm4kQ1QsxuV7sv4z5jRoWIqDpKQkIiIiCm20R25FRUUBWaNTbleuXDmcnJzMddq2bYu9vT3vv/8+06ZNY+jQoZw7d868AF5ERATLly/nrbfewsnJqUDivbD8dzAY2ObswP2+7jIYDPy8cVe+xiUiIiIi96bUJ/Px8fF8/vnnpKam0qZNG/r160dwcDCbN2+md+/e5h61W61Zs4Z33nmHKlWq8PLLLxMQEMDixYvp06cP8fHxFnXHjh3LyZMnady4MX379qVTp078+eefvPXWW8ydO9fq2t988w0fffQRcXFx9OrVi06dOrFy5Urefvttq7pDhgyhXbt2ALRr144hQ4YwZMgQatWqBcC1a9fo3bs333zzDe7u7vTu3ZsOHToQERHByy+/zLp168zXSklJ4cCBA1SrVs0qKTEYDLRo0cKcXBUFRqORP1ZsgWNR/1+A5Z/Hov46JsWW0Wjk7NmzRfrFTGJiIpD1cis7zs7O5jre3t588cUXuLu789tvv3H9+nXeffddWrduTVpaGuPHjyckJIQmTZqwc+dO+vfvT8eOHenfvz/h4eF5jjXhdBSJf17ggq0NF+3tMN7n6BWj0ciJc9GciLyU55hERERE5P6U+mH2Hh4ebNq0yWKYK8DJkyfp1asX48ePZ9asWRbHNm7cyIwZMywWrBo7dizTpk1j4sSJfPzxx+by6dOn4+/vb3F+YmIivXv35uuvv6Znz57mHrizZ8/y7bff4u3tzZIlS8wLzr355pv07NnTKvY333yTxYsXs379etq3b0+PHj0sjv/nP//h5MmTfPbZZzz33HPm8tjYWJ599lk+/vhjWrdujaOjI5GRkWRmZlK1atVsv0+m8jNnzpiHDhemjIwMknceAwNku2qXAYwHzmCopYX4iruEhAQyMjKKzRz6u6lXrx6hoaFW5fPnzyc+Pp5BgwYRHR3NJ598QsuWLRkyZAirVq1i5MiRzJ49O09TapKisqblXLbLn/e4kdGx2oNeREREpJCUjE/HeeDg4GCVyAPUqFGDpk2bEhYWRlpaGvb2fy301KJFC4tEHuD1119n4cKF/PLLL/zzn//Exibrw/LtiTxk9eD16NGDUaNGcejQIYKDgwH47bffSE9P5+9//7vFyvGurq4MGjSIDz/8MNfPdfXqVVauXEmzZs0sEnmA8uXLM2DAAD777DO2bdtGSEgIN27cMN8rO6byhISEXMeQGx4eHubv1b1IS0vLmiOf4/LbZB2XEsHT09PiZ7AoKVu2LJC1mJ3p77dKTk7Gzc0t22Mmf/zxBz/++CP/+te/qFq1KqGhoTg4OPDZZ59RpkwZWrZsSceOHVm7di1Dhgy571jjDVm/8lPzaT0Jo43dHZ9LpDhSm5bSSm1fSqvi3PZLfTIPcPToUWbMmMGePXu4cuVKVqJ4i7i4OIvesOwWunJxcaFmzZqEh4dz7tw5qlSpAmT1gk+bNo0tW7Zw4cIFiznn8NcCdgDHjx/P8fr32ht+6NAhMjIySE1NzbYX8MyZMwCcPn2akJCQe7p2frp9WkJuGY1GbMu5kZGQnGPPPB7OeYpNigZXV1du3LhRZBc09PLyArJ+j1SqZNlLffXqVZKSkggICCAuLi7b8zMzMxk5ciSPPvoozZs3Jy4ujlOnTuHn50dycjLJyckA+Pn5cfLkyRyvkxspxnQAHPJp2oIhMz1P8YgUNWXLllWbllJJbV9Kq6Lc9nPzkqHUJ/N79+41rxrdsmVLqlatirOzMwaDgXXr1nHs2DGrLc9y2sfdVG7q5b527Ro9e/bkwoULNGrUiBYtWuDm5oatrS1Hjx417zltYjrv9v3c73TPnJiS5L1797J3794c65kSBTc3NyDnnndTeU499w+awWDAp1Nzzk39NfsKRrJWtZdizWAwUKVKlSKbyAPUr1+fhQsXsmfPHqsXY6aFJuvXz3nV919//ZU///yT6dOnW5Tf/lLx9q/vh7Nv1kvJiumZeb4WQJVK9/Z7SURERETyT6lP5qdMmUJqairz58+36v3ev39/tudkt2r9reWmxPjnn3/mwoULvP322wwePNii7rRp01i/fr1Fmem82NhYq0XocrpnTkxJd//+/c0r3t+Jv78/NjY25h7725nKc5pTXxiqdGjOjQOnuLbj8F9z501/1vTN+k+KreKyNV2jRo146KGH2LBhA88884x5r/nExEQWLFiAvb09TzzxRLbnXr58mVmzZtGvXz+LXn1/f3+2b99OdHQ03t7eREdHc+bMGZo2bZqnWF2r++JSzQefMxd5KC2dS3a297UInsFgoIZfRWr4W09REhEREZEHo9Qn85GRkXh6elol8snJyTluTbdnzx6rssTERI4dO4arq6t5nnxkZCSAecX5W2W3NVxgYCBr1qxhz549Vj152dW/k3r16mEwGNi3b1+u6pcpU4b69euzf/9+oqKiLF4mGI1Gtm3bhrOzM3Xr1r2nOAqSwcaGuh+8RMzvB7i4agc3L1/FoYInXu2CKNusDob7mIsvRYODg0OxWfDO1taWoUOHMmLECN577z0ef/xxnJycCAsLIzo6mldffdVq+L3J119/TeXKlenevbtF+ZNPPsn//vc/PvjgA5o3b8727duxs7PjySefzHO8Pl1bcnLSIlokpfI/9/vb/s5oNNIzpEmeYxERERGR+1c8Pi0XIF9fX86cOcPJkyepUaMGkLVS+ujRo7l69Wq252zbto2tW7daLII3ZcoUrl+/zosvvmhe0M2UEO/Zs4fAwEBz3d9++43NmzdbXffJJ5/k22+/ZdasWTz11FPm4fYJCQlMnjz5np7Ly8uLzp07s2LFCmbMmMGAAQOshiofOHCAgIAA82r6vXr1Yv/+/YwbN46vvvrKXH/hwoWcO3eO559/njJlytxTHAXNYGNDxdaPUrH1o4UdipRiDRs2ZPz48cyZM4dNmzaRkZFBtWrVGDhwII8//ni252zYsIE9e/bw7bffWi0CWbFiRT755BOmTZvG0qVL8fPz45NPPjHPz88Lr1YNifxxLQ1ir7M+M5PrNjZk3kPvvK2NAS9PN9oF1cpzLCIiIiJy/0p9Mv/iiy8SFhZGnz596Ny5Mw4ODoSHhxMdHU1wcHC2ezuHhIQwaNAgOnbsiK+vL/v372fnzp1UrlyZt956y1zv6aefZvr06Xz22Wfs3LkTHx8fjh8/zvbt2+nQoQNr1qyxuG6VKlUYPHgwoaGhPPXUU3Tu3BlbW1vWrFlDYGAgf/755z0927///W/+/PNPxowZw6+//sqjjz6Km5sbly5dIiIigjNnzhAWFmZO5rt3786KFStYtmwZ58+fp0mTJkRGRrJmzRr8/Px45513rO4xevRo86IRJ06cAODLL7/E2Tlr8bmePXsWia3sRApazZo1+fzzz3Ndv23btrRt2zbH402aNKFJk/zv/bZ1tKfuv1/hwLBJ9I9PZrKnMymQq4TexmDAuYwj49/ug6ND0dxdQERERKS0KPXJfEhICBMnTmTq1KksXbqUMmXK0KxZM7755hu++eabbM/p0KEDPXv2ZMqUKaxbt44yZcrQo0cPhg4dioeHh7lepUqVmDdvHmPGjGH79u2kp6dTp04dZs6cycWLF62SeYAhQ4bg7e3N7NmzWbhwIeXLl6dLly68/fbbNGjQ4J6ezdPTk4ULFzJv3jxWrFjBb7/9RmZmJhUqVKBmzZoMGjTIYpVEGxsbJk+ezLRp0/j111+ZPXs2np6e9OzZk3feeYdy5cpZ3WP16tVERUVZlZkEBwcrmRcpYpx9vWj45RBsR05n8NXrfFfWlWu2BgxGY7Zz6A1GMBqgYlk3xr/dB39v698FIiIiIvJgGYzGfNqjSOQ+FNWtIERKg4yUNK78foA/l21lx8VYtjk7cMHe+h1vDb+KPNc2mHZBtdQjLyVaUd6iSKQgqe1LaVWU2762phMRkRzZOtrj3TYI77ZB1D0dRZ3la7l44yau/pVJd3GinH9FKnuXJ6By9gv4iYiIiEjhUTIvIiK4Vvcl/RFvvIDOnTsXdjgiIiIichfau0tERERERESkmFEyLyIiIiIiIlLMaJi9iIgA4OXlhYODQ2GHISIiIiK5oGReREQACAoKKtKruoqIiIjIXzTMXkRERERERKSYUc+8iIgAEB8fj9FoxGAwFHYoIiIiInIX6pkXEREAtm3bxqpVqwo7DBERERHJBSXzIiIiIiIiIsWMknkRERERERGRYkbJvIiIiIiIiEgxo2ReREREREREpJhRMi8iIiIiIiJSzCiZFxERERERESlmDEaj0VjYQYiIiIiIiIhI7qlnXkRERERERKSYUTIvIiIiIiIiUswomRcREREREREpZpTMi4iIiIiIiBQzSuZFREREREREihm7wg5AREQK38GDBwkNDWXfvn2kp6cTEBBAv3796NKlS2GHJpIrv/76K3v27CEiIoITJ06QlpbGF198QY8ePbKtn5CQQGhoKGvWrCEmJoaKFSvSsWNHhgwZgouLi1X9zMxM5s+fz08//cTZs2dxdnamRYsWvPvuu/j7+xf044nkKDo6mpUrV7JlyxZOnz7NlStX8PDwoFGjRgwcOJAGDRpYnaP2LyVBSkoK48aNIyIigrNnzxIfH4+7uzv+/v4899xzPPXUU9jb21ucU9LavramExEp5Xbs2MHAgQNxcHCga9euuLi4sGbNGqKiohg2bBj9+/cv7BBF7qpt27ZERUVRtmxZnJ2diYqKyjGZT0pKok+fPhw9epRWrVpRq1Ytjh49SlhYGPXq1WP+/Pk4OjpanPPRRx+xaNEiatSoQZs2bbh8+TIrV67ExcWFH3/8kapVqz6gJxWx9NVXXzF9+nQqV65McHAw5cqV4+zZs6xbtw6j0cjYsWMtXsyq/UtJcfXqVR5//HHq169P1apVKVeuHPHx8WzdupWoqChatWrF9OnTsbHJGoxeItu+UURESq20tDRj+/btjXXr1jUeOXLEXH79+nVjhw4djHXq1DGeP3++ECMUyZ3ff//d3FanTp1qDAgIMP7vf//Ltu7XX39tDAgIMI4ZM8aifMyYMcaAgADjlClTLMq3b99uDAgIML7wwgvGlJQUc/mmTZuMAQEBxv79++fz04jk3urVq407d+60Kt+1a5exTp06xiZNmli0W7V/KSkyMjIs2qRJWlqa8cUXXzQGBAQYN27caC4viW1fc+ZFREqxHTt2EBkZSbdu3ahVq5a53M3Njddff520tDSWLFlSiBGK5E6LFi3w9fW9az2j0ciiRYtwdnZm8ODBFscGDx6Ms7MzixYtsig3ff3222/j4OBgLm/Tpg3BwcGEhYVx4cKFfHgKkXvXoUMHgoODrcqDgoJo2rQp8fHxHD9+HFD7l5LFxsbGok2a2NnZ8cQTTwBw9uxZoOS2fSXzIiKlWHh4OACtWrWyOmYq27Vr1wONSaQgnTlzhsuXL9OoUSOcnZ0tjjk7O9OoUSPOnTvHxYsXzeU7d+40H7td69atgb9+lkSKEjs7O4s/1f6lNMjMzGTr1q0ABAQEACW37SuZFxEpxc6cOQNAlSpVrI55eXnh7OxsfqstUhKY2nNO8xxN5aafjaSkJGJiYvDz88PW1taqvulnRz8nUtRcuHCBbdu24eXlZU5o1P6lJEpNTSU0NJSJEyfy6aef0rVrV7Zs2UKPHj1o3rw5UHLbvlazFxEpxRISEoCsYfXZcXV15caNGw8yJJECZWrPrq6u2R43lZt+NnJbXz8nUpSkpaXx4Ycfkpqayvvvv29ORtT+pSRKS0tj0qRJ5q8NBgP9+/fnvffeM5eV1LavZF5EREREpITIzMxk+PDh7Nq1i169evHMM88UdkgiBcrFxYXjx4+TmZnJ5cuX2bBhA+PHj2f//v1Mnz49x4S8JNAwexGRUuxub5YTEhJy7LUXKY5M7dnU+3I7U7npZyO39fVzIkVBZmYm//jHP1i2bBlPPfUUn3zyicVxtX8pyWxsbKhUqRJ9+vTh008/Ze/evUyePBkouW1fybyISClmmiOW3ZyvmJgYkpKSsp1PL1JcmdqzaV7k7Uzlpp8NZ2dnvLy8OH/+PBkZGVb1TT87+jmRwpaZmcmIESNYsmQJ3bp1Y9SoUeb9tU3U/qW0MC3ia1qgrqS2fSXzIiKlWJMmTQAICwuzOmYqM9URKQmqVq1KxYoV2bt3L0lJSRbHkpKS2Lt3L35+fjz00EPm8uDgYPOx25lWTNbPiRQmUyL/yy+/0KVLF7788stsF+1S+5fS4vLly8BfOzmU1LavZF5EpBRr3rw5/v7+LFu2jKNHj5rLb9y4wZQpU7C3t9d8SylRDAYDzz33HElJSXz77bcWx7799luSkpLo1auXRbnp66+//prU1FRz+ebNmwkPD6dVq1a52uNepCCYhtb/8ssvdOrUiTFjxmSbyIPav5Qsp06dIjk52ao8OTmZL774AsjaEx5Kbts3GI1GY6FGICIihWrHjh0MHDgQBwcHunbtiouLC2vWrCEqKophw4bRv3//wg5R5K4WLVrEnj17ADhx4gSHDx+mUaNG5iGQjRs35rnnngOyemH+9re/cezYMVq1akXt2rU5cuQIYWFh1KtXj3nz5lGmTBmL63/00UcsWrSIGjVq0KZNG2JiYlixYgUuLi4sXLiQatWqPdgHFvl/oaGhTJo0CWdnZ/r27WvuibxV+/btqVWrFqD2LyVHaGgos2bNonHjxvj6+uLq6kp0dDRbtmzh2rVrBAUF8d1335nbc0ls+0rmRUSEgwcPMnHiRPbt20d6ejoBAQH8/e9/p0uXLoUdmkiuDB8+nCVLluR4vHv37owaNcr89Y0bNwgNDWXNmjVcuXIFLy8vOnXqxBtvvJHtyseZmZnMmzePn376ibNnz+Ls7EyLFi149913qVy5coE8k0hu3K3tA3zxxRf06NHD/LXav5QEhw4d4qeffmLfvn1ER0eTlJSEq6srgYGBdO3alWeffdbq5VZJa/tK5kVERERERESKGc2ZFxERERERESlmlMyLiIiIiIiIFDNK5kVERERERESKGSXzIiIiIiIiIsWMknkRERERERGRYkbJvIiIiIiIiEgxo2ReREREREREpJhRMi8iIiIiIiJSzCiZFxERERERESlmlMyLiIiIiIiIFDN2hR2AiIiIyN1ERETwww8/sHv3bi5fvkxmZiYVK1bk0Ucf5ZlnnqFly5aFHWK2zp8/T7t27ejevTujRo0q7HBERKQEUTIvIiIiRVZmZiajR49m9uzZ2NnZ0axZM9q2bYudnR3nzp1j8+bNLF26lLfeeos33nijsMMVERF5YJTMi4iISJE1YcIEZs+eTa1atZg4cSKVK1e2OH7z5k3mzZvHtWvXCidAERGRQmIwGo3Gwg5CRERE5HZnz56lc+fOuLm5sXz5cipUqJBj3dTUVBwcHAC4evUqkydPZv369Vy+fBk3NzeCg4N54403CAgIsDjvpZdeIjw8nOPHj1tdc/jw4SxZsoT169fj5+cHwOLFixkxYgRffPEFFStWZNKkSRw9epQyZcrw+OOPM3z4cMqWLWtRNztz5syhadOm9/V9ERERAfXMi4iISBG1ePFiMjIy6N279x0TecAikX/++eeJjIwkODiYrl27cv78eVavXs3mzZuZMWMGQUFBeY5tw4YNbNq0ibZt2/Loo4+ya9cufvnlFyIjI1mwYAEAtWrVom/fvsyZM4eaNWvSvn178/m+vr55jkFEREo3JfMiIiJSJO3duxeAZs2a5fqcMWPGEBkZyWuvvcbQoUPN5Zs3b+bVV1/lH//4B6tWrcLGJm8b+mzcuJE5c+bQuHFjADIyMujXrx/h4eHs37+fhg0bUqtWLV5++WXmzJlDrVq1ePPNN/N0TxERkVtpazoREREpkq5cuQKAt7d3ruqnpqayfPlyPD09GTRokMWxNm3a0LJlS86ePWt+SZAX3bp1MyfyALa2tnTv3h2AQ4cO5fn6IiIid6NkXkREREqE06dPk5KSQv369XFycrI6bpqjfvTo0Tzfq06dOlZllSpVAuD69et5vr6IiMjdKJkXERGRIsk0Tz46OjpX9RMSEizOu52Xl5dFvbxwdXW1KrO1tQWyttMTEREpaErmRUREpEhq1KgRADt27MhVfVOCbRqefztT+a2JuMFgACA9Pd2q/o0bN3IfrIiIyAOmZF5ERESKpB49emBra8uPP/7I1atX71g3NTWV6tWr4+joyKFDh0hOTraqs3PnTiBrlXkTDw8PwLr3PzMzk2PHjuX1Ecy99RkZGXm+loiIyK2UzIuIiEiRVKVKFQYOHEhcXBwDBw7k3LlzVnVSUlKYNWsWoaGhODg40LVrV+Li4pg6dapFvS1bthAWFkaVKlXMPf4A9erVA2DJkiUW9WfNmsX58+fz/Azu7u4YDAYuXbqU52uJiIjcSlvTiYiISJH1zjvvkJKSwuzZs+ncuTNNmzYlICAAOzs7zp8/z7Zt27h27RrvvPMOAB988AG7du1i8uTJ7Nu3jwYNGhAVFcWqVatwcnLi888/t9iWrkePHsyYMYPQ0FCOHj1K5cqViYiI4MSJEwQHBxMeHp6n+F1cXKhXrx67du3igw8+oEqVKtjY2PD0009rr3kREckTJfMiIiJSZNnY2DBixAi6devGggUL2L17N7t37yYzMxMvLy9atWrFs88+S4sWLQAoV64cP/30E99++y0bNmxgz549uLq60q5dO4YMGUJAQIDF9StUqMCcOXMYNWoUv//+Ozt27KBp06b89NNPTJ48OV+e4csvv+SLL75g06ZN3LhxA6PRSOPGjZXMi4hInhiMRqOxsIMQERERERERkdzTnHkRERERERGRYkbJvIiIiIiIiEgxo2ReREREREREpJhRMi8iIiIiIiJSzCiZFxERERERESlmlMyLiIiIiIiIFDNK5kVERERERESKGSXzIiIiIiIiIsWMknkRERERERGRYkbJvIiIiIiIiEgxo2ReREREREREpJhRMi8iIiIiIiJSzPwfxbvAwMcGJ0oAAAAASUVORK5CYII=", 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" ] @@ -330,12 +338,12 @@ "# This adds space on the left side to indicate percentage of hits.\n", "ax.set_xlim(-120, 320)\n", "\n", - "# Add dots for the times at bat and the number of hits\n", - "ax.scatter(df[\"AB\"], list(range(15)), s=140, color=BLUE, zorder=10)\n", + "# Add dots for the the number of hits and the times at bat\n", "ax.scatter(df[\"H\"], list(range(15)), s=140, color=RED, zorder=10)\n", + "ax.scatter(df[\"AB\"], list(range(15)), s=140, color=BLUE, zorder=10)\n", "\n", "# Also a line connecting them\n", - "ax.hlines(list(range(15)), df[\"AB\"], df[\"H\"], color=\"#b3b3b3\", lw=4)\n", + "ax.hlines(list(range(15)), df[\"H\"], df[\"AB\"], color=\"#b3b3b3\", lw=4)\n", "\n", "ax.axvline(ls=\"--\", lw=1.4, color=\"#a3a3a3\")\n", "ax.hlines(list(range(15)), -110, -50, lw=6, color=\"#b3b3b3\", capstyle=\"round\")\n", @@ -354,12 +362,12 @@ "# Create handles for the legend (just dots and labels)\n", "handles = [\n", " Line2D(\n", - " [0], [0], label=\"At Bat\", marker=\"o\", color=\"None\", markeredgewidth=0,\n", - " markerfacecolor=RED, markersize=12\n", + " [0], [0], label=\"Hits\", marker=\"o\", color=\"None\", markeredgewidth=0, \n", + " markerfacecolor=RED, markersize=13\n", " ),\n", " Line2D(\n", - " [0], [0], label=\"Hits\", marker=\"o\", color=\"None\", markeredgewidth=0, \n", - " markerfacecolor=BLUE, markersize=13\n", + " [0], [0], label=\"At Bat\", marker=\"o\", color=\"None\", markeredgewidth=0,\n", + " markerfacecolor=BLUE, markersize=12\n", " )\n", "]\n", "\n", @@ -702,9 +710,13 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "And there we got several divergences... What can we do?\n", + "Sometimes, there can be several\n", + "[divergences](https://www.pymc.io/projects/docs/en/v3.11.4/pymc-examples/examples/diagnostics_and_criticism/Diagnosing_biased_Inference_with_Divergences.html)\n", + "when fitting a hierarchical model. What can we do in that case?\n", "\n", - "One thing we could try is to increase `target_accept` as suggested in the message above, but there are so many divergences that instead we are going to first take a look at the prior predictive distribution to check whether our priors are too informative or too wide." + "One thing we could try is increasing `target_accept`. But if there are many divergences,\n", + "that suggests a problem with the underlying model. Let's take a look at the prior\n", + "predictive distribution to see whether our priors are too informative or too wide." ] }, { @@ -1240,7 +1252,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.4" + "version": "3.11.5" }, "vscode": { "interpreter": {