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Matplotlib label transparency problems
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{
"cells": [
{
"cell_type": "markdown",
"id": "4f266d22-391d-4014-a29d-24d6b6ad1980",
"metadata": {},
"source": [
"# Fixing matplotlib transparency problems\n"
]
},
{
"cell_type": "markdown",
"id": "f5bfc684-e22f-45de-9933-e14b7b19b323",
"metadata": {},
"source": [
"## Links \n",
"\n",
"- [Twitter link](https://twitter.com/jbwhitmore/status/1662225437781790723)\n",
"- [YouTube explanation (also embedded below)](https://www.youtube.com/shorts/cxYexmVg_bo)\n",
"- [GitHub Gist](https://gist.github.com/jbwhit/8d0ade454a66acbe8c6531626cf539bd)"
]
},
{
"cell_type": "markdown",
"id": "0e6ed033-97bc-4499-b179-530063f1fe2e",
"metadata": {},
"source": [
"## Imports"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "4a547ad4-696e-42f5-b3e0-da038efe9c06",
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import seaborn as sns\n",
"from IPython.display import Image, YouTubeVideo, display\n",
"\n",
"sns.set_theme(context=\"poster\", style=\"white\", font_scale=1.3)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "261e0f2e-8330-4324-b27c-86433c854180",
"metadata": {},
"outputs": [
{
"data": {
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"text/html": [
"\n",
" <iframe\n",
" width=\"540.0\"\n",
" height=\"960.0\"\n",
" src=\"https://www.youtube.com/embed/cxYexmVg_bo\"\n",
" frameborder=\"0\"\n",
" allowfullscreen\n",
" \n",
" ></iframe>\n",
" "
],
"text/plain": [
"<IPython.lib.display.YouTubeVideo>"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"YouTubeVideo('cxYexmVg_bo', width=1080/2, height=1920/2)"
]
},
{
"cell_type": "markdown",
"id": "8cc1c1da-1200-43f8-8ca2-d2ac6a3c1d09",
"metadata": {},
"source": [
"## Data"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "069f99ae-70f5-4a0f-bfed-527bc149c602",
"metadata": {},
"outputs": [],
"source": [
"x = np.linspace(0, 20 * np.pi, num=1000)\n",
"y = np.exp(-x / 10) * np.sin(x)"
]
},
{
"cell_type": "markdown",
"id": "6cb54a11-d51d-4e48-8a2c-d0928155fe3d",
"metadata": {},
"source": [
"## Plots"
]
},
{
"cell_type": "markdown",
"id": "a898c3e1-44d4-4ce4-9079-851d106eb3fa",
"metadata": {},
"source": [
"### The Problem"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "5e553506-bae7-4fc7-bb2b-b010da0b3a79",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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x8uRJdOvWzeQ5v/vuO0VQZtiwYXjttdck3zcA+Oeff/Dmm28iISEBQMln0Ntvv43Vq1eL+4wZM0byvfr111/NusG/cuUKLly4II6HDx+uKJWqiV9//VV83KlTJ7z77ruS0r+CggKsX78eq1atEj+PL1++jHnz5mHJkiWVnr8q75vs7Gw8++yzkqCMn58fZsyYgTFjxkjeC3q9Htu2bcOiRYvEIEFycjKmTZuGH3/8EV5eXpXOrTQoExgYiLfeegvDhg2TlEMdP34cc+fOFT/bioqK8MYbb+C3335DYGBgpecvjzV/npTN8hk3bhymTZsm+bzMzs7GrFmzsGfPHnHbf//7X/Faffr0wdtvv41mzZqJzxcUFGD58uX48ssvxW27du1CfHy8onebtT5fiYilTEREVInr169j+/bt4tjLywvr1683GZQpff6FF17A3LlzJdv37dtXpetOmjQJS5cuVQQivLy8MHPmTHzwwQeS7WvWrBH7Ish9/PHHktKd8PBw/Pjjj7j33nsVv1y6u7tj4sSJWLduneTmYNGiReKNmyV5eXmhSZMmaNKkCTw9PSXPNWjQQHyuSZMmFZ4nMzMTnp6e2LBhA7744gvMmjULH3zwAXbv3o2PP/5Y3C8nJ0cSTHBycsLnn3+OIUOGmGyG6urqikcffVTScwMATp8+XW5Zkinvv/8+3nnnHcX3V6vVYtiwYfj8888l35vDhw+bTOPfuXOn5K/5ixYtQr9+/UwGKsLCwvDJJ59Ieh+UNvE110MPPYQ1a9Yobu69vb3xxhtv4J133pFsX7dunSSjpJQgCPj0008l2xYtWoRHHnnEZDDDyckJw4cPx1dffSXpEXLr1i3JjX95Sm+uR4wYgd27d+O9997D7Nmz8cUXX2DPnj3o0aOHuO+pU6ewbt06cezs7IzPPvsMr776qsksi549e2Lz5s3o1auXuC0iIkLyvqpMmzZtsHXrVgwaNEjxvQsJCcHy5csVPXXKBmrKys7OVgQdpk6diuXLlyu+b0DJzeuGDRskzaz//vtvnDt3ThwPHTpU0sB17969ZpWqbdu2TTJWu4ypVN++ffHNN98o+jG5ublh8uTJWLFiheTf844dO3D69OlKz1uV983atWslGSyhoaHYvHkzxo0bp3hPu7i44OGHH8bmzZsRGhoqbo+Oji43c8OUkJAQbNq0CcOHD1f0qOnRowc2bdqEdu3aidsyMjKqdH5TbPHz5OWXX8b8+fMVn5fe3t746KOP4OfnJ24rDcoMHDgQa9askQRlgJL3xKxZsySBdKPRKPa1Kcvan69EdRkDM0REVKHdu3dLxhMmTDCrRGHs2LGSG5ns7GxFj4Ly9OzZE6+99lqF+4wZM0by19ri4mJ89913iv1SUlIkPUrc3Nzw6aefVtrssEuXLpg9e7Y4LioqkpRbOII5c+bgjjvukGzT6XSSX+73798vKcEZPnx4uSVDZfXp00fyC78gCGb3iBg4cGClN6hdunRBnz59xLHBYMClS5cU+8n7gZSXQVHKw8NDLP1xcnJCo0aNTAZOTGnfvj3mzZtXYXbK448/jhEjRojjoqIibNy4UbHf2bNnJV+v7t2749577610Di1atMCdd94p2WbuDV7Dhg3x0UcfSUpPAKB+/fqS1yTvDfHqq6+iX79+FZ7bw8MDy5YtkwQ3vv766wr70pT1wQcfVJolMW3aNMm4vIDUtm3bJEHCO++8Ey+99FKF527UqJHi/GUD0h4eHhg6dKg4zs/Px59//lnhOQVBkJyjefPm6Ny5c4XHVEdoaCiWLFlSYXbSwIED8eyzz0q2lQ2+VcSc9016ejq+/vpr8TmtVotFixYpggJyzZo1w+LFiyVBlR9++AGpqamVzkuj0WDhwoUVBql9fX2xePFiydfm119/rbSXU3ls8fOkVatWeOGFF8p93svLS5G95ezsjPnz51e40tioUaMkY1N9cqz5+UpU1zEwQ0REFbrzzjvx1ltv4amnnsLAgQMVJQ/lKf2lrCxz/sIMlNwImrOizeTJkyXjsr0cym4re3P4yCOPSMp4KjJ69GjJSh4///yzwzQC9vT0VPzibUrr1q3xzjvvYOLEiRgyZAjGjRtn9jXkN12VNQwu9fDDD5u1n/wm1lTGjHwZWnMafI4cORJ//vknzp49iz///FPSb6cir732WqUr2gDKAMJvv/2m2CcoKAjvvvsunn/+edx333146qmnzJoDUP2vuzkr8qSlpUm+hgEBAZgwYYJZ5w8ICJB8PiQnJ5tsPi3Xvn17tG/f3qz9yt5oltcIdefOnZLx5MmTzfo8GTt2LFxdXdGkSRP0799fUdYxevRoybhsGZEpx44dk9yUmvvZWVXTp0+Ht7d3pftNmjRJUka1d+9esxqnm/O+OXjwoOR9eM899yiCwuXp0aOHJHujoKCg3Gyosnr37l1u5mZZzZs3x5AhQ8Rxfn6+pES0Kmzx8+SRRx6pdCl3+QpIffr0Qb169So8Rh7QMhWssubnK1Fdxx4zRERUoU6dOpmVQWGK/C+sZVcmKU+jRo0q/atcqaZNm6Jt27biX84TEhIQFxcn+UVZnp5d9q/elXF2dsZdd92FHTt2AChJg7969Wq1lv+2ti5duphV19+yZctqv57qfH9L52aOoKAgybhsZk8p+Q39rFmzEBsbi4ceeqjcv2K7u7ubLGmpSP369c26CQRKslrCw8Nx8eJFACXvy5s3b6Jx48biPmFhYXjkkUeqNIdS1f26ly07Kc/x48clq64MGDCgSktT33PPPZJMgOPHj1fai8Xc94OzszP8/PzEbApT74eCggJJ6YSfn58iw6g8Pj4+OHXqVLk3wb169UJYWJhYMnn48GGkpaWVuwxz2UCxTqczK1BaVa6urpIMrYr4+vri7rvvFvuRFBYW4vTp05W+r81538gbjVf1ZnzMmDGSPilHjhzB+PHjKzymKte47777JNlLJ06cwEMPPVSlOQK2+XliTpaVPDDXoUOHSo+RZ6iZym6z1ucrETEwQ0REKildmeHSpUs4c+YMjhw5goiICMU+lalqqn+7du0kJQ3nzp2TBGbk9e0uLi6K9OyKyG+6IiIiHCIwY04GQlXFx8fj0qVLOHv2LI4dO4aTJ09Knjfn++vh4VHujaycvEmqqfPfe++9aNCggZiZUFhYiEWLFmHJkiXo0KED+vTpg969e6NLly5VCjDIde3a1aysi1IdOnQQAzMAEBUVJQnMVEVSUhIuX76MiIgIHD9+XHFzaO6S2ea8J+R9RwIDA6v070X+PZN/BphibsaB/PymAlLR0dGSJaPbtWtXpe9bRZkJpauZlS4PX1xcjJ07d5oMIOj1euzatUsc9+7d2+zG3VURHh6uyGqoSIcOHSQBkKioqEoDM+a8b+RlZVX9HJcH58pb4rmiYyoifw1l+wdVhS1+npjz70PeX8ecz1j5MaZY6/OViBiYISKiKioqKsKZM2dw4cIFXL9+HTExMYiNjUVcXJzJv2BXlblL7JaSlxuU7U1gMBgU5Q7mltGUx5zeB/agsp4H5TEajTh37hzOnz8v+f7GxsaaXTJTEXNWWyklv6E2lfbv7OyMlStXYsKECZL5GY1GnD17FmfPnsVnn30GDw8P9OzZE3379sXgwYOrfJPcokWLKu0vf1+a02chKioKERERuHr1KmJjYxETE4OYmBizezNVxMPDw6zVgMqu+ASUrJhUdlWWqpIvJ2yKOWU4pSoLssi/zvLvQ02NGTNGDMwAJeVMpgIzf/31l6Q0xFJNfy39vjT3fVP2c1ar1Vb5c7xevXpwdXUVf4aUV6ZWVlWuUb9+feh0OjGYV53PcVv9PCnbt8lc7u7u1ZmOgrU+X4mIgRkiIjJTeno6Vq9ejZ9//tns1XecnJwkKzqYoyo3aab2L3szlJmZqXpPmNJVSuxdVX+Zz8vLw7p16/D999+b3cTX2dlZkp1g7jFq69ChA7Zu3Yr//ve/ipKKUnl5efj777/x999/491330WPHj0wZcoUSYPhilT16yl/X5YX1CoqKsLmzZuxceNGREdHm3Xu6nzdTa2mZEp1m6KWx5x/L+b07TGXvI9VVQKB5mjSpAm6desmZoudOnUKMTExitKNsmVMPj4+GDRokKrzKHvuqjD3fVnK3PdN2Z8JXl5eVcpSKuXj4yMGBnNycmAwGMrNYHJ3d6/y+8bT01N8f1fnfW6rnye2zkSxxucrETEwQ0REZjh+/DimTZtWYUBGo9GgUaNG6NixI3r06IF+/frh1VdftfhSmfJflMv236jqzas5CgoKVD+nJZiTpl7q6tWreP755xEbG1vhfvXr10eHDh3QvXt39O3bF6tWrTLZ2NYWmjRpgnXr1uHixYv47bffsGfPHpOrjAAl75ljx47h2LFjePDBB7FgwYJKbySrGlCSlxeZusFMTEzElClTcP78+QrPFRQUhPbt26Nbt264++678fvvvytWTqqMue8Htf/NWPvfS3UCAlU1ZswYSRnf9u3bMWXKFHGckZGB/fv3i+Phw4eblXVSHZZ4X5Zl7vtGjYBF2dI0jUZT6dyqquwcq/P9qMs/Tyz9+UpEDMwQEVEloqOj8dxzz0n+sqrVatG9e3d0794drVq1QvPmzdG0aVNFrwNze1+UZc4qIWXJyzzK/gXZz89P8lzDhg0l/RWoJBPq6aefRlJSkmR7x44dcccdd6BNmzZo3rw5mjVrpvhre3W+v5YWHh6O8PBwzJgxAwkJCTh8+DCOHDmCf//912Qm0I8//oiQkBC8/PLLFZ63quVEFb0vgZIeJJMmTVIsAd6qVSvceeed4te9efPmirI0SwbD5PPcuHGj2avr2AP5/M1dCa4q7rvvPixYsEC8qZYHZnbu3Cm5ibdUGROg/vuyuuTZLoIgVPlmPDs7W3xcWSlOQUEBjEZjlQJHZd8L5mYClcWfJ5b7fCUiBmaIiKgS7777riQo07JlSyxfvtysBrjVuSlKSEio0v7yxotla9tdXV3h4eEhzv/WrVsoKiqySDmNo1q6dKkkKBMcHIwVK1aga9eulR5riZteNdWvXx9jx44Vb4yjoqKwa9cubNq0SdL7ZP369Xj66acrvFlLTEys0rVv3rwpGcsb/65bt04SlPH09MTixYslywaXx5Jfd3nT0JiYGIcKzMiDWFX9PCksLKw0m8Lb2xuDBw8WV/m5cuUKLl68iPDwcADSwFmLFi2q3Ai3KswtOyxV2fuyugICAsTAjNFoRGxsbJVW5omNjZUEs+rXr1/h/oIgIDExsdL9SsXExEgCycHBwWbPrRR/nkip+flKRID5ec5ERFTnxMfH459//hHHOp0On376qVlBGYPBoLgpMifdPSoqqkpzPHv2rPhYq9UqlvZu166d+Li4uBinTp2q0vnz8/PtMjNEDQUFBfj1118l2xYtWmRWUAYoudkpS+3+C1WRl5dXae+jNm3a4KWXXsK2bdtQr149ybGVlRNVdRWXsvtrtVrJ+xAAfvjhB8n4rbfeMisoA0BRcqbm110+z2PHjlXpeIPBYNPyjFatWklulOWrBVVmxowZ6Nq1Kx544AFMnjy53PfU6NGjJeOdO3cCKCljOnHiRLn7qa2y962c/H1szrLK5pCfR766V2XKfo4DQLNmzSo9pio/K+Tnr8qKTmXV1Z8nlv58JSIGZoiIqAKXLl2S3PS1bt0aTZo0MevYEydOKMqSTC1vKxcZGalYGaY8Z8+elTRMbd26taLcRv7X/rJNOc0xZcoUdOrUCUOGDMHEiROrfMNRE5auy4+JiZFkQ/n4+KBXr15mHRsbG6vIVjLn+6um69ev45lnnkH//v3RrVs3LFq0yKzjgoODMWLECMm2yjIPzp49a3Z2wsWLF3H16lVx3LFjR0kZRF5eniKode+995p17ry8PMUy5Wp+3Xv27CkZ79mzp0rlMtu3b0fnzp1x9913Y9y4cZIVjKzBzc1NsjRyamqqJFBSkeLiYpw4cQJ5eXm4dOkSTp8+Xe5f+Xv37i3JuigNzOzfv1/8fuh0OowaNaq6L8UsSUlJZgcH0tLScPjwYXFcr149Mcunpnr06CEZb9u2rUrH//zzz5KxOVla+/btM/v88vnI52suR/55UlXW/HwlIgZmiIioAvIVO8z9S19RURE+/PBDk9srYzQasXr1arOus3z5csn4kUceUezzwAMPSAIcW7duxeXLl806/5EjR3D48GEUFRXhxo0bOHLkiGqp/+YwZ7nompB/fwVBMPsa7733nmJfSzTHrEhwcDCOHj2KhIQECIKA3bt3m52tIX/tlfXaMBgMZjfcXbVqlWQ8ZsyYCq8NmP9va/HixYrj1fy6N27cWJJNkJmZafbr1uv1+PTTTwGULLt9+vRpRd8pa5DfFK5du9as4/744w/Jcsj9+/cvNziq0+kwcuRIcXzjxg1cvXoVe/fuFbf17t3bKssGm/t5uXr1asl7ZfTo0aoFfwcPHgxPT09xfPDgQbOzrY4dO4aDBw+KY51OhyFDhlR63M8//2xWqdrx48cl5w8ODka/fv3MmpucI/88qSprfr4SEQMzRERUgdDQUMn40qVLuHjxYoXHFBYWYs6cOSZTl839pW7Dhg3iX6DLs3LlSskv2/7+/oobYKCkx0PZpWqLioowbdq0Sn+hT0xMxKxZsyTbRo8erejBYUnyXhdVbYxcGfn3Nzs7W3JjaYrBYMCiRYtM7mftEhZPT0/JDVZGRobJgKBcQkKC5P3l7OyMbt26VXrcN998U+n78ssvv8Tu3bvFcWhoqOJ96e/vL1k9DDDvL+8bN27Exo0bFdvV/ro/99xzkvHq1asVJW9ygiBg/vz5kgw2Pz8/iza+Lc+DDz4ouRH866+/sGHDhgqPSUpKwsKFCyXbHn/88QqPkb+2vXv34sCBA+U+byl79+7FF198UeE+O3fuxNdffy2OPTw88NRTT6k2Bx8fH4wbN04cC4KA1157rdIl4KOjo/Haa69JApMjRoxAgwYNKr1mfn4+XnzxxQo/F2NjY/Gf//xHcv4JEyZUuy+MI/88qSprf74S1XUMzBAR1UKJiYm4ceNGtf4rW0feqVMnyS+OgiBgypQpJksD9Ho9fv/9dzz00EPl3mSWXXWjMjNmzMCqVasUZRTJycn4z3/+o8hKWLBgQbl/nX/rrbckTUFv3LiBBx98ED/++CP0er1kX6PRiD///BOPPPKI5JdtPz8/vPTSS2bPXw3yRqZ//PGHqucPCQlR9BSZPXs2/vrrL8W+RqMR+/fvx5NPPlluBkVVvr9qef755yV/wd60aRNmzpyJuLg4k/sfPnwYEyZMkMx15MiRZt0gCYKAmTNnYvny5YoGvGlpaZg7d67i5v6tt95SBGF0Oh3uueceybaPPvoIP/74o8nMmRMnTmDq1Kl49913Tc4rKyur0rlXxeDBgzF8+HBxXHqT/c4775hsgnzjxg1MmTJF0TdnxowZitJCa/D09MSbb74p2fbee+/hv//9L1JTUxX7HzhwAI8++qik3GLs2LGKflVyLVq0QMeOHcXx2rVrxfeVj48PBg8eXJOXUSUfffQR5s6dK8n4AUpWSFq6dClmzpwpeW+9/PLLkj4gapg2bRqaNm0qjm/duoVx48bh+++/V3zO6vV6bNmyBePGjZN83YOCghQBjIpERETgkUcewZkzZyTbBUHArl278Oijj0o+Czp37oxnnnmmiq9MylF/nlSHNT9fieo6rspERFQLvf7669U+dvr06XjxxRcBAE5OTpg+fTrmz58vPh8fH4/HH38cTZs2RcuWLaHT6ZCYmIhr165JbhD9/PzQt29fSZDmxo0b6N27d4XX79OnD44ePYqioiKsXLkSX3zxBTp06ICAgAAkJibi7Nmzip4a06ZNk/wVU65+/fpYtmwZpkyZIqZYp6amYs6cOViwYAE6duwIf39/5OXlmexx4+rqimXLllmlLKGsFi1aSMarVq3CkSNHUK9ePWRmZmL58uXw8vKq0TVeeeUVPP/88+I4MzMTU6ZMQYMGDdCmTRu4uroiKSkJN27ckNzUurm5YdSoUfjuu+/EbfKeM9bQpUsXTJw4UZIxsH37duzYsQOtWrVC48aN4erqiuzsbERFRSkCC61btzbrRtDT0xN5eXkwGAz49NNPsW7dOnTu3Bl+fn5ISkrC2bNnUVxcLDlm6tSp5faOmT59Ovbu3Sseo9frMWfOHCxZsgTt27eHh4cHUlNTcePGDcmcdTodHnvsMUnmjHylHTW89957iImJQUREhLht8+bN+O6779C2bVuEhYVBq9UiOjpa0YsKAB5++GFJBoW1jR49GufOnZNkymzatAnff/89OnTogNDQUBQVFeHixYuIj4+XHNu+fXvMmTPHrOuMGTNG/BqVDYoMHz4cLi4uKrySirm6usJoNKKoqAjfffcdfvrpJ3Tu3BlBQUFIS0vDmTNnUFhYKDlm1KhRqmbLlPLy8sKqVavw5JNPiqvyZGRk4O2338aHH34ofs5mZmYiIiJCEcj19fXF//73PwQFBVV6LZ1Oh7vuugsHDx7EpUuX8Mgjj6B58+Zo1qwZjEYjIiMjFf/Ww8LCsHTp0hqvouSoP0+qw1qfr0TEwAwREVVi/PjxuHz5MjZt2iTZHh0dXW6aeu/evbFgwQKkpKRIAjOHDh3CY489VuH1evTogZEjR+Ktt95CUVER8vLycPToUZP7Ojs7Y9asWZgwYUKlr+POO+/Epk2bMG3aNMmqNrm5ufj333/LPa5evXpYtmxZtZtF1kT//v3RoEED8cZREATJ1yIqKgrdu3ev0TX69euHmTNnYsmSJZKb6/j4eMUNa6n27dvjww8/RGBgIL7//nvxuEOHDtVoLtX1+uuvo7i4GF999ZW4TRAEXLp0SbIktVzXrl2xcuVKs5Zxbd++PYYNG4b33nsPRqMR+fn55b5vnJ2d8frrr1d48xseHo4PPvgAb7zxhiSgk5KSUm5T0yZNmuD9999Ht27d8PPPP4tZO0eOHIHBYIBOp6v0dZjL09MTGzduxJtvvikuCw2UfF0jIyMRGRlp8jidTofnnnsOr7zyimpzqa633noLwcHBWLZsmRjMNRgMOHPmjCLDotTdd9+NxYsXm53pM2LECHzwwQeKPj/WKmMKCgrCnDlzMGPGDBQWFqKoqAjHjx83ua9Wq8WkSZPw6quvWqyxeKtWrbBlyxZMnz5d8h6p7HO2Q4cOWLRokVmrMZVavnw5nn76aTEwdu3aNVy7ds3kvu3bt8dnn32mWjDEEX+eVJc1Pl+JiKVMRERkhv/+979YvHixIoOjLCcnJ9x555347LPPsG7dOjRo0AAdO3ZEWFiYuM/evXvNatY4evRobNq0CZ07dzb5vLOzMwYNGoRffvnFrKBMqfDwcOzcuRNvv/12pTcAISEhmDp1Kn7//Xeb/RLt6emJzz//HK1atTL5fGX9fsz1/PPPY+3atZKyDDmtVovOnTtj4cKF2LJlC1q3bo3AwEDJKiXnz5+3ySojGo0Gc+bMwcaNG9G3b184OZX/dyeNRoPOnTvjo48+wqZNm6pUzjF+/Hhs2rSp3BIXFxcX3H///fj111/NykgYOXIkNm/ejLvuuqvC/Vq3bo23334b27dvR48ePaDVaiXNUVNTU/H777+b/TrM5ebmhsWLF+Obb75B3759K8w0cHFxwbBhw7BlyxaL3vhX1fPPP4/t27djxIgRcHd3L3e/li1b4sMPP8TatWslK2hVxs/PT7HMeYsWLcr97LKEwYMH4+eff0afPn1Mft11Oh369++P77//HjNnzoRWa9lf/8PCwrBlyxZ8+OGHaNOmTYX7dujQAQsXLsT3339fpaAMUJKh8+2332Ly5MnlBtIaNGiAt956Cz/88IPqGSqO9vOkuqz1+UpU12kEtZd4ICKiWu3q1auIiIhAamoqioqK4O/vj9DQUHTv3r3GZTUVXS8pKQnu7u4IDQ1Fr169VFnlIT4+HmfOnEFaWhqysrLg5uaGgIAAtGvXDi1atLD4DUxVnD59GlFRUUhPT4eTkxOCg4PRtWtXNGrUSNXrxMTE4OzZs0hKSkJBQQF8fX0RHByM7t27K3re2Kvs7GxERkYiOjoa2dnZKC4uhr+/P4KCgtClSxcEBgaadZ6yN5U9e/aUlMVcuXJFfF+6urqiSZMm6N69e7Xfl4mJiThz5gzi4+ORn58Pb29v1KtXD126dLGbkof8/HycPHkS8fHxyMjIgCAI8PHxQfPmzdG+fXvJqjz2qLCwECdPnkRsbKz47ygwMBCdO3eW9Eapqj179mDq1Kni+LXXXlM0UFbTwIEDxR4fYWFhkp5QsbGxOHHiBJKSkqDVatGoUSN0797d7Pe8JSQmJuL06dNISUkRP2fDwsLQqVMnRQPy6iosLMThw4cRGxuLvLw8BAUFoVWrVhUGm9XmSD9PakKtz1cikmJghoiIiMiEigIzRKV+/vlnzJ49G0BJdsrff/+N4OBgi12vosAMERE5ptoRuiUiIiIisoGyS4n37dvXokEZIiKqnRiYISIiIiKqhoSEBBw+fFgc23IlKiIiclwMzBARERERVcP69ethNBoBAI0bN0a/fv1sPCMiInJEDMwQEREREVXRjz/+iK+//locP/vss7WmwSsREVlX+eudETmA7OxsREVFieM2bdqUu2QiERERUXXk5+djzJgxaN68ObRaLS5fvozo6Gjx+U6dOuHhhx+23QSJiMihMTBDDi0qKgrjx48Xx9988w169OhhwxkRERFRbePu7o7s7Gzs2bNH8Zy/vz8WLlwInU5ng5kREVFtwHxLIiIiIqJKNGrUSLGtffv2+Pbbb9G8eXMbzIiIiGoLZswQERERmVC2VJZo8eLFOH78OBITE+Ht7Y02bdqgW7duVp/HX3/9ZfVrEhGRZTEwQ0RERERUibCwMISFhdl6GkREVAuxlImIiIiIiIiIyEYYmCEiIiIiIiIishEGZoiIiIiIiIiIbISBGSIiIiIiIiIiG2FghoiIiIiIiIjIRhiYISIiIiIiIiKyEQZmiIiIiIiIiIhshIEZIiIiIiIiIiIbYWCGiIiIiIiIiMhGGJghIiIiIiIiIrIRBmaIiIiIiIiIiGyEgRkiIiIiIiIiIhthYIaIiIiIiIiIyEYYmCEiIiIiIiIishEGZoiIiIiIiIiIbISBGSIiIiIiIiIiG2FghoiIiIiIiIjIRhiYISIiIiIiIiKyEQZmiIiIiIiIiIhshIEZIiIiIiIiIiIbcbL1BIio6oxGAf+ciUdSeh6aNvBBl9bB0Gk1tp4WERERERERVREDM0QOxmgUsOibEzhwOk7c1q9rQ8wc3w0aDYMzREREREREjoSlTEQOZvs/1yRBGQDYdyoW+07FlXMEERERERER2SsGZogciMEo4Oe9V0w+t2HnBQiCYOUZERERERERUU0wMEPkQM5cTkZKZoHJ55LS8nAxOt3KMyIiIiIiIqKaYGCGyIEcPF1xudL+U7FWmgkRERERERGpgYEZIgdy9kqKZOzpJu3ffSIqyZrTISIiIiIiohpiYIbIQSSn5yMxLU+y7bnRHSXjhJRcpGeZLnUiIiIiIiIi+8PADJGDOHdNmi3j7eGMft0awt1VmjUTeT3NmtMiIiIiIiKiGmBghshBXLopbezbrlkgnHRatG0aINkeeT3VmtMiIiIiIiKiGmBghshBXI/PkoxbNvIDALRtJg3MXI3LtNaUiIiIiIiIqIYYmCFyAIIgIDpBGphpVt8HANC8ga9ke3R8JgRBsNrciIiIiIiIqPoYmCFyAMkZ+cjNL5Jsa/b/AZmmDXwk23MLipGckW+1uREREREREVH1MTBD5ADk2TKebk6o5+8OAKjn5w5Pd2fp/rKyJyIiIiIiIrJPDMwQOYDYxBzJuHGoDzQaDQBAo9GgaX1p1sz1BPaZISIiIiIicgQMzBA5gPgUaWAmrJ6XZNwk1Fu6f3KuxedERERERERENcfADJEDSEiRBloa1POUjaWBmrhkaSCHiIiIiIiI7BMDM0QOQB5okQdi5Bk08QzMEBEREREROQQGZojsXIG+GKmZBZJtDYLkGTPScXZeEbJy9RafGxEREREREdUMAzNEdu5Wap5iW31ZYCbE3wM6rUayjVkzRERERERE9o+BGSI7l5gq7S8T4OMGNxcnyTadTovQQGmwRt4wmIiIiIiIiOwPAzNEdi4pPV8yDvZ3N7lfaKBHhccRERERERGR/WFghsjOJaVLS5mC/T1M7hccIAvMpClLoIiIiIiIiMi+MDBDZOeSM6SZL/XKyZgJkQVsEhmYISIiIiIisnsMzBDZuWR5xkyAeRkzDMwQERERERHZPwZmiOycvFdMPb9yMmZkgZmUjHwYDEaLzYuIiIiIiIhqzqnyXaiq9Ho9duzYgV27diEyMhLp6elwc3NDSEgIunbtilGjRqFHjx6qXW/gwIGIi4ur8XmmT5+OF1980eRzTz31FP79998qn3Py5Ml49dVXazq1OktfZEBGdqFkW3k9ZuSBGYNRQGpWQbn7ExERERERke0xMKOys2fP4vXXX0d0dLRku16vR1ZWFi5fvozvv/8eQ4YMwbx58xAQEGCbiVbRhQsXbD2FOiktq0CxLaicjBkfTxe4OOugLzKI25LT8xmYISIiIiIismMMzKjoxIkTmDRpEvLybvf20Gq1CAwMREFBAbKzs8Xtf/zxB65evYrNmzfDx8enRtcNCwuDTqer0jGCICAmJkYcazQatG/f3uS+MTExyMzMrNb1/P39qzQvkkrPkmbLuDjr4OFm+p+tRqNBoK8bElJyxW2mAjtERERERERkPxiYUUlaWhpefvllMSjj7OyMKVOm4PHHHxeDE5GRkVi8eDEOHjwIALh69Spee+01fP755zW69oYNG6p8zCeffIIVK1aI45deegkDBw40uW/ZbBknJyfs3LkTrq6uVZ8oVVlatjSwEuDjCo1GU+7+8sBMaiYDM0RERERERPaMzX9Vsnz5ciQnJwMoyZJZtmwZpk2bJskYadeuHdauXYsHH3xQ3LZv3z7s37/fqnPdt28fVq5cKY4HDBiAqVOnlrv/+fPnxcctWrRgUMaK0mUZL/7ebhXuH+AjfZ4ZM0RERERERPaNgRkVpKWl4ccffxTHY8aMweDBg03uq9FoMH/+fLRs2VLc9sknn1h8jqVSU1PxxhtvQBAEAEBISAg++OCDCo+JjIwUH5dX7kSWkS5r/OvvU3FQLNBX2n8mNTO/nD2JiIiIiIjIHjAwo4Lt27ejqKhIHD/99NMV7u/k5CTZ5/Tp05J+L5b09ttvIzU1VRzPmzev0j4wZUuZGJixLnnGTAAzZoiIiIiIiGoVBmZUcODAAfFxo0aN0Lp160qPkfdz2bVrl+rzktu9ezf27Nkjju+//34MGDCgwmOSk5PFEi2gpByLrEceWPH3qTgwE+grfZ49ZoiIiIiIiOwbAzMqiIiIEB937tzZrGMCAwPRsGFDcXzy5EnV51VWQUEBFixYII49PDwwa9asSo8r219Gq9UiPDzcIvMj0+SrMgVUUspkKmOmtGyNiIiIiIiI7A9XZaqhlJQUpKeni+OyvWMq07RpU8TGxgIoWaHJktatW4eEhARxPGXKFAQHB1d6XNn+Ms2bN4ebmxv+/vtv7NixA2fOnEFSUhI0Gg2CgoLQtWtXDBkyBIMGDapw5SAyn3xVJr9KSpnkGTOFegNyC4rh5e6s+tyIiIiIiIio5hiYqaGywQ4AqF+/vtnHhoSEiI/j4+NVm5Nceno61qxZI47r169faR+cUmUDM1qtFqNGjcKlS5cU+928eRM3b97Etm3b0L59eyxcuBCtWrWq8dzrMoNRQFaOPGOmaj1mACAtM5+BGSIiIiIiIjvFUqYaSktLk4z9/PzMPtbX11d8rNfrkZ9vmRV01q1bh9zcXHE8ZcoUuLi4mHVs2cDMpUuXJEEZPz8/BAcHw8lJGt87f/48xo0bh8OHD9dw5nVbZk4hjLIqpMpWZXJx1sHbQ/q9ZZ8ZIiIiIiIi+8XATA2VDXgAJb1bzOXp6VnhudSQlZWFjRs3iuOwsDCMHTvWrGMzMzMRFxcn2RYUFIQ333wT//77L44cOYIDBw7g+PHjWLVqlaT/TG5uLl588UWLl2jVZvLGv1oN4ONZcWAGYANgIiIiIiIiR8LATA3p9XrJWJ49UhH5vmWX3FbLli1bJAGfJ598Es7O5pW1lM2WAUoaG2/btg1PPvmkZIltd3d33Hvvvfjhhx8wbNgwcXt2djbmz59fw1dQd8mXyvbzdoVOW3nvngBfLplNRERERETkKNhjRmVVaXorXy1Hq1U3TmY0GrFp0yZx7OXlhYceesjs48PDw7F69WrExMQgPj4ekyZNQmBgYLn7u7i44KOPPsLly5fFTJl///0XJ0+eRLdu3ar/Quqo9Gxpf5nKlsouFegjz5ixTIkcERERERER1RwDMzUk79VSXFxs9rEGg0EyNjeTxVxHjhzBzZs3xfHIkSPh5eVl9vH+/v7o379/la7p6uqK559/XrIU9969exmYqQZ5xox/JSsylWLGDBERERERkeNgKVMNyfvE5OXlmX1sTfrTmOOXX36RjM3tLVNT/fr1k2QORUREWOW6tY08oOLvXXl/GQAI9HWXjNljhoiIiIiIyH4xMFND8tKejIwMs48tu6+npyfc3MzLiDBHUVERdu/eLY5btmyJjh07qnb+ivj7+8Pb21scp6amWuW6tY28lKmypbJLyUuZmDFDRERERERkvxiYqaGwsDDJOCkpyexjy+4bGhqq2pwA4Pjx48jOzhbHQ4YMUfX8lXF1vZ3dIS/ZIvMoS5nMy5jxk+2XmVOo6GdERERERERE9oGBmRry9/dHQECAOL527ZrZx16/fl183KpVK1XntX//fsl48ODB1TqPwWBAamoqEhMTzT5GEARkZmaKYz8/v2pdu67LypWu+OVrbmDGS7pfsUFAboH5vY+IiIiIiIjIehiYUUHnzp3Fx+b2U0lOTkZcXJw4VrvM6MiRI+LjgIAAtG/fvsrnGDx4MDp06IDevXtj+vTpZh936dIlyTLi4eHhVb42KQMzPp4u5ewp5eOl3C8zp9DEnkRERERERGRrDMyo4J577hEfX758GTExMZUe89dff5V7jprKycnBxYsXxXGXLl2qdZ6goCAYjUYAQGRkJFJSUsw67rfffpOMe/fuXa3r12UGgxG5BUWSbT6e5mXMuLk4wc1FJ9nGwAwREREREZF9YmBGBUOHDpUsdb127doK9y8qKsJXX30ljtu2bYs2bdqoNp9z585J+rp07dq1WucZNGiQ+Li4uFgy5/LExsZi48aN4rh+/fpVXnKbgJz8Isjbwnh7mL+cuq+Xss8MERERERER2R8GZlQQFBSEBx54QBx/99132Lp1q8l9BUHA3LlzcfXqVXHbpEmTVJ1P2WwZAOjWrVu1zjN27Fh4eXmJ43Xr1uHAgQPl7p+SkoKpU6ciJydH3PbSSy/BycmpWtevy+RlTID5pUyAss9MRo7yfERERERERGR7DMyo5JVXXhGb3AqCgNmzZ+PDDz+UrLx08eJFTJo0CT/99JO4rVevXhgxYoTJcx45cgRt2rQR/5swYYJZcykb9AGA5s2bV/HVlAgMDMTMmTPFcVFRESZPnowlS5ZImgHn5OTghx9+wOjRoxEVFSVuHzp0KMaOHVuta9d18sCMu6sTnJ105eytxIwZIiIiIiIix8BUBpWEhIRgxYoVmDx5MvLy8iAIAtatW4f169cjKCgIer1eslIRADRp0gRLliyBRqNRdS5lmwq7u7tLVo2qqscffxxxcXFieVZxcTFWr16N1atXIygoCFqtFqmpqYolsQcMGIBFixZV+7p1XXUb/5bylTUAZmCGiIiIiIjIPjFjRkW9evXCunXr0KxZM3GbIAhITk5WBGV69+6Nb7/9FkFBQarPIzk5WXwcGhpa4/O9/vrrWLhwoWLZ65SUFCQlJUmCMu7u7pgxYwZWrlwJF5eqBRPoNnlgxrvKgRl5xgxLmYiIiIiIiOwRM2ZU1qVLF/z666/Yvn07du/ejYsXLyIlJQUajQbBwcHo3LkzRo0apeoqTHJ5eXni4wYNGqhyztGjR2Po0KHYtm0bDhw4gAsXLiAtLQ1GoxFBQUFo3LgxBgwYgPvuuw/BwcGqXLMuy86racYMS5mIiIiIiIgcAQMzFuDs7IwxY8ZgzJgxNTpPr169JD1bzLVnz54aXbc87u7uePTRR/Hoo49a5Px0G0uZiIiIiIiI6gaWMhHZoaxcaSDFx4OlTERERERERLURAzNEdig7t0gyrmrGjHy57KzcQhiMQo3nRUREREREROpiYIbIDikyZmpYymQUgJw8Zs0QERERERHZGwZmiOxQTVdl8vF0VWxjnxkiIiIiIiL7w8AMkR2q6apMzk5aeLo7S7axzwwREREREZH9YWCGyM4YDEbk5Mt7zCgzYCrjJytnymDGDBERERERkd1hYIbIzuTkF0GQ9en19nA2vXMF5MEcljIRERERERHZHwZmiOyMvL8MUPVSJgDw8+aS2URERERERPaOgRkiOyMPzLi7OsHZSVfl8/jKlsxmKRMREREREZH9YWCGyM7UdEWmUvIsm2wTmThERERERERkWwzMENmZmq7IVMrbQxaYyWNghoiIiIiIyN4wMENkZ+QZM9UPzEgbBjMwQ0REREREZH8YmCGyMzmyAIqXe9VXZAKUJVAsZSIiIiIiIrI/DMwQ2Zmc/CLJuLqBGR9ZKVNWXlE5exIREREREZGtMDBDZGdy5YEZj2qWMskyZvRFBhQWGao9LyIiIiIiIlIfAzNEdkaeMePpVr2MGVOZNvIyKSIiIiIiIrItBmaI7IwyY6aagRkPF2g00m3yxsJERERERERkWwzMENkZeWDGs5o9ZnRajSLbJod9ZoiIiIiIiOwKAzNEdkat5r+Ass9MFkuZiIiIiIiI7AoDM0R2RBAE1TJmAMBbVgbFJbOJiIiIiIjsCwMzRHakQG+AwShIttUoY0a2olM2M2aIiIiIiIjsCgMzRHZEni0DqFvKlM0eM0RERERERHaFgRkiOyLvL6PRAB7VXC4bAHzkGTMsZSIiIiIiIrIrDMwQ2RF5xoyHqxO0Wk05e1fOi6VMREREREREdo2BGSI7kiMLnHjKAitV5SNr/pvFjBkiIiIiIiK7wsAMkR3JLZAtlV2DMiZA2WMmJ5+BGSIiIiIiInvCwAyRHZH3mPHyqGFgRtFjhs1/iYiIiIiI7AkDM0R2JFe2apJnDVZkAkwvly0IQjl7ExERERERkbUxMENkR3JkpUyeKpcyGYwC8guLa3ROIiIiIiIiUg8DM0R2JCdP7VIm5fFsAExERERERGQ/GJghsiPy5bJrWsrk7uoEJ510uW0umU1ERERERGQ/GJghsiOK5r81DMxoNBp4sQEwERERERGR3WJghsiOqJ0xA5huAExERERERET2gYEZIjuidsaMqXPkFjBjhoiIiIiIyF4wMENkRyyRMSM/h7zBMBEREREREdkOAzNEdsJgMCqWslYlY0a2MpM8K4eIiIiIiIhsh4EZIjuRW1Cs2KZGxow8uJPDHjNERERERER2g4EZIjshL2MCoFhRqTq83KXnYI8ZIiIiIiIi+8HADJGdkAdmnHRauDjV/J8oe8wQERERERHZLwZmiOyEPJPF090JGo2mxudVlDKxxwwREREREZHdYGCGyE7kyXrMeLjWvL8MwOa/RERERERE9oyBGSI7kV8oDZi4uzmpcl55xkwum/8SERERERHZDQZmiOxEbr40Y8bTTa2MGWnz37zCYhiNgirnJiIiIiIiopphYIbITuTJMmY8VMqYkQd4BAHI48pMREREREREdoGBGSI7kS/rMaNaKZOHMvOGfWaIiIiIiIjsAwMzRHYit8AypUxuLjrotNLVnbhkNhERERERkX1gYIbITsjLi9QqZdJoNIqsmVxmzBAREREREdkFBmaI7IR8uWx3V3UCM4Ay+4alTERERERERPaBgRkiOyHPmPF0V6eUCVD2mcnJ55LZRERERERE9oCBGSI7Ic+Y8VAxY8bLXbpkNnvMEBERERER2QcGZojsRF6hLDCjUvNfAPByZykTERERERGRPWJghshO5OVbpvkvoCyLYvNfIiIiIiIi+8DADJEdEATBshkzih4zDMwQERERERHZAwZmiOxAYZEBRqMg2aZmxoyilCmPzX+JiIiIiIjsAQMzRHZA3vgXUHm5bHnzX2bMEBERERER2QUGZojsgHypbIDNf4mIiIiIiOoCBmaI7IA8Y8bFSQtnJ/X+ecoDM2z+S0REREREZB8YmCGyA/KMGTWzZQDA00TzX0EQytmbiIiIiIiIrEW9JhYk0uv12LFjB3bt2oXIyEikp6fDzc0NISEh6Nq1K0aNGoUePXpY5NqDBw9GTExMlY9777338PDDD1e639mzZ7FlyxacOHECCQkJKC4uRr169dCsWTMMHz4cw4YNg4eHR3WmXqfJM2bUbPwLKDNmjEYB+YXFqgeAiIiIiIiIqGoYmFHZ2bNn8frrryM6OlqyXa/XIysrC5cvX8b333+PIUOGYN68eQgICFDt2tnZ2YiNjVXtfGXl5eXhnXfewS+//KJ4LjY2FrGxsThw4ABWrVqF999/H3feeadF5lFbWTow4+muDMDkFTAwQ0REREREZGsMzKjoxIkTmDRpEvLy8sRtWq0WgYGBKCgoQHZ2trj9jz/+wNWrV7F582b4+Piocv3z589LylMaN25s9rFeXl7lPldQUICJEyfi1KlTku3e3t5wc3NDamoqjEYjACAuLg4TJ07EZ599hn79+lXxFdRdli5l8jCxwlNuQRGC4K7qdYiIiIiIiKhqGJhRSVpaGl5++WUxKOPs7IwpU6bg8ccfh7+/PwAgMjISixcvxsGDBwEAV69exWuvvYbPP/9clTlcuHBBfBwaGordu3erct53331XEpTp06cPXn/9dbRt2xYAkJ6ejk2bNuHTTz9FUVERDAYDXn31VWzbtg2NGjVSZQ61XV6hZTNmdDot3Fx0KNAbbl8zX7lENxEREREREVkXm/+qZPny5UhOTgZQkiWzbNkyTJs2TQzKAEC7du2wdu1aPPjgg+K2ffv2Yf/+/arM4fz585JrqeH06dP48ccfxfHQoUOxdu1aMSgDAP7+/pg6dSo+//xzODuXZHrk5uZiyZIlqsyhLlCWMqlfYiQ/Z66JJbqJiIiIiIjIuhiYUUFaWpokeDFmzBgMHjzY5L4ajQbz589Hy5YtxW2ffPKJKvOIjIwUH7dv316Vc65Zs0Ysj/Lz88OCBQug1Zp+2/Tu3RsvvviiON65cyeuXr2qyjxqO0Upk4nSo5qS95mRX5OIiIiIiIisj4EZFWzfvh1FRbdvcp9++ukK93dycpLsc/r06WqtpFRWfn6+pOGwGoGZzMxM7N27VxyPHTsW3t7eFR4zfvx4uLm5AQAEQcCOHTtqPI+6QJExY6JZb015ysqjcgtYykRERERERGRrDMyo4MCBA+LjRo0aoXXr1pUeM3DgQMl4165dNZrDxYsXYTDc7h+iRinTP//8IznnoEGDKj3Gy8sLPXv2FMc1fV11hTUyZuTBntx8ZswQERERERHZGgMzKoiIiBAfd+7c2axjAgMD0bBhQ3F88uTJGs2hbBlTUFAQQkJCanQ+QPq6dDodOnbsaNZxZb8GV69eRWZmZo3nUttZerlsAPB0YykTERERERGRveGqTDWUkpKC9PR0cVy2d0xlmjZtitjYWACocS8WeX8ZvV6PP//8E7///jvOnTuH5ORkuLi4IDg4GHfccQeGDx+OO++8s8JzXr58WXzcsGFDuLq6mjWXZs2aiY8FQcC1a9fQtWvXKr6iusXSy2WXnFNWysSMGSIiIiIiIptjYKaGEhISJOP69eubfWzZrJb4+PgazaNsYCYrKwvDhg1DXFycZB+9Xo+cnBxcu3YN3333He666y58+OGHCA0NNXnOW7duiY/L28cUebZOfHw8AzOVsPRy2YCpjBn2mCEiIiIiIrI1ljLVUFpammTs5+dn9rG+vr7iY71ej/z8/GrNQa/XS7JbTp06JQnKBAYGIjAwULGa0uHDh/HQQw/h4sWLJs+bmpoqPq7u6wKAjIwMs4+tq+RBEncrrMrE5bKJiIiIiIhsj4GZGsrNzZWMPTw8zD7W09OzwnOZ68qVK5JVoQCgSZMmWLBgAU6ePIlDhw7h0KFDOHr0KBYuXCjpbZOcnIwpU6ZIgjCl8vLyyp1rReRfg+q+rrpCEATkF1ohMCPLwmHGDBERERERke0xMFNDer1eMnZyMv+GWr6vPLhirvPnz0vGAwYMwM8//4yHHnpIElDx9vbG6NGjsXXrVvTo0UPcHh8fj8WLFyvOW/a12eJ11RX6YiOMRkGyzd0CpUxclYmIiIiIiMj+MDCjMo1GY/a+giC9GZeXGpmrb9+++OSTT/DGG29g0qRJWLp0aYUZLt7e3li5ciUCAgLEbVu3blX0yymrKq9Lrrqvq64oKFRmrlgmY4alTERERERERPaGzX9ryMXFRTIuLja/PMRgMEjGzs7VW4knJCSkystjBwQE4IknnsCKFSvEuezbtw+PPvqoZD6FhYUAqpb1Iv8ayL9GJCUvYwIsE5iRNxTOY8YMERERERGRzTGVoYbkmSll+7JUpib9adTQv39/yTgiIkIy9vLyEh9XpTGx/HW5u7tXfXJ1iDwwo9UArs461a8jb/6bV1isKKEiIiIiIiIi62JgpoYCAwMl46qsQFR2X09PT7i5uak0K/M0btxYMpY3AC772qryujIzMyXjoKCgqk+uDpE34XVzdapR6Vh55KVMggAU6NkAmIiIiIiIyJYYmKmhsLAwyTgpKcnsY8vuGxoaqtqczOXq6ioZy0uryr62qryuxMREydgWr82RyIMjlihjApTNfwEgN5+BGSIiIiIiIltiYKaG/P39JU10r127Zvax169fFx+3atWqRvMoLi5GUlKSyWWvyyPPgvHz85OMmzdvLj6+efOm2f1zyr4ujUaDFi1amD2nusgaS2WXd142ACYiIiIiIrItBmZU0LlzZ/GxvE9LeZKTkxEXFyeOO3bsWK1r5+TkoFevXujQoQPuuecevPvuu2Yfe+7cOck4PDxcMi77uoqKinDhwgWzznv69GnxcYsWLSpcIYqA/ALrBGZ0Wo3i3Fwym4iIiIiIyLYYmFHBPffcIz6+fPkyYmJiKj3mr7/+KvccVeHl5QUXFxdx6e3Dhw9Dr9ebdeyOHTsk4969e0vGd911F5ycbt/Iy+dsSnZ2No4dOyaOq/u66hJrZcwAgKd8ZSZmzBAREREREdkUAzMqGDp0qGSp67Vr11a4f1FREb766itx3LZtW7Rp06ba1x80aJD4OCMjAz/99FOlx5w9exa///67OO7SpQvatm0r2cfHx0cSWPn++++Rk5NT4Xk3bNggLrENAKNHj650LnWdVQMzsj4zuQXsMUNERERERGRLDMyoICgoCA888IA4/u6777B161aT+wqCgLlz5+Lq1avitkmTJtXo+uPHj4dOd3t55Y8//hiRkZHl7n/9+nW89NJLYs8YjUaDV155xeS+zz77rPg4JSUFr776KoqKTGdZ/PPPP/j000/F8d13360ojyIlawZmPGQrMzFjhoiIiIiIyLYYmFHJK6+8IjbPFQQBs2fPxocffihZzejixYuYNGmSJKOlV69eGDFihMlzHjlyBG3atBH/mzBhgsn9WrVqhWeeeUYc5+TkYPz48fjiiy+Qnp4ubk9LS8OXX36Jhx9+GAkJCeL2Z555BnfddZfJc99xxx2S+e3fvx+PP/44Tpw4IW7LzMzEZ599hhdeeEEM2ri7u2POnDkmz0lSNs2YYY8ZIiIiIiIim7LcHWAdExISghUrVmDy5MnIy8uDIAhYt24d1q9fj6CgIOj1emRmZkqOadKkCZYsWQKNRlPj68+cORMJCQli35i8vDx89NFHWLRoEYKCgmA0GpGamir2oik1btw4/Oc//6nw3PPnz0d8fDxOnToFoKQM6vHHH4enpyc8PT2RkpICo9Eo7q/T6fD+++9zNSYzWTdjhs1/K5KTp8elmxnw93FF0/o+qvzbJCIiIiIiqggzZlTUq1cvrFu3Ds2aNRO3CYKA5ORkRVCmd+/e+PbbbxEUFKTKtbVaLRYvXoxZs2bBw8ND3G40GpGUlISUlBRJUMbPzw/z58/HvHnzKr359PLywhdffCEp1wKA3NxcJCUlSYIyQUFB+PTTTzF8+HBVXlddIA/MuFm0+a+8lIk9Zkr9ceQGJr63G++sOYyXFv+N11ccQGJanq2nRUREREREtRwzZlTWpUsX/Prrr9i+fTt2796NixcvIiUlBRqNBsHBwejcuTNGjRplkdWKNBoNJk6ciLFjx+Lnn3/GoUOHEBUVhYyMDOh0OgQGBqJFixYYPHgwhgwZAl9fX7PP7enpiUWLFuHJJ5/Etm3bcOTIESQmJiI/Px8+Pj5o06YNBgwYgDFjxsDb21v111ab2TRjhj1mAAAHTsdh5fenJduibqZj9qoDWD5zAHw8XWwzMSIiIiIiqvUYmLEAZ2dnjBkzBmPGjKnReXr16oWoqKgqH+fn54dnnnlG0ndGLZ06dUKnTp1UP29dVlBokIyt2WOGGTNAZk4hVv1w2uRzKZkFWL/9PF4a19W6kyIiIiIiojqDpUxENpYny5jxYPNfq/r1wLUKA1S7j95ETGK2FWdERERERER1CQMzRDamKGVy43LZ1lJYZMD2f65LtrVp4q/IWvr14DVrTouIiIiIiOoQBmaIbEzR/NdFZ7FreXJVJonjkYmSr4FGA7w8rivuv7uZZL+9x2NQoGfZFxERERERqY+BGSIbEgTBys1/ZaVMdbzHzL5TsZJxp5ZBaBTijeG9m0Grvb1aWYHegBMXkqw9PSIiIiIiqgMYmCGyoaJiI4xGQbLNkqVM8h4z+YXFMMiuX1cUFhlw4kKiZFu/rg0BAEF+7ujYIlDy3MEzcVabGxERERER1R0MzBDZkDxbBrDwqkyyjJny5lAXnL+aCn2xURxrNcCdHeuL4z6dwyT7n7iYhGKDEURERERERGpiYIbIhqwemHFXnjuvjvaZORklLU1q3dgf3h4u4vjO9qGS5/MLixF1I90qcyMiIiIiorqDgRkiG5IHZrQawNXZcs1/3VycoNFIt+XW0ZWZzlxOloy7tQmWjP193NCsgY9k26lL7DNDRERERETqYmCGyIbyZM133VydoJFHTlSk1Wrg4cqVmXLzi3DjVpZkW6dW9RT7dW0tDdacvZxi0XkREREREVHdw8AMkQ3Jl2C2ZBlTKQ9ZA2B5cKguiLqRDqFMz2MnnRatGvkp9uvUKkgyvhyTAX2RwcKzIyIiIiKiuoSBGSIbsuZS2aXkDYDrYilTZHSqZNyqkR9cTJSQhTcJkJR+FRuMuByTYeHZERERERFRXcLADJEN5RfYIDAjz5ipg6VMl29mSMbhTQNM7ufp7owmodI+Mxei0yw1LSIiIiIiqoMYmCGyIVtkzHi4yXrM1LFSJkEQcCU2Q7KtdWO/cvdv20watLl0kyszERERERGRehiYIbKhfBv0mJGXMuXVsVKmlIwCZOXqJdtaNvQrd//Wst4z1+IyLTArIiIiIiKqqxiYIbIhW5QyyTNmcupYKdPVuAzJ2NPNCSEBHuXu3zzMTzJOTMurc18zIiIiIiKyHAZmiGzIJs1/ZT1m5HOo7eQZLy0a+lW4RHmjEG846aTPX2fWDBERERERqYSBGSIbKtBLl152s0JgRh78qWvLZd9MzJaMmzbwKWfPEs5OWjSWNQC+ysAMERERERGphIEZIhtSZMy4KJdsVpuHW93OmImRBWYah3hXekyLMF/J+JqsHIqIiIiIiKi6GJghsqFCWcaMq4v1e8zUpea/BoMR8ck5km0NgysPzDRXBGaYMUNEREREROpgYIbIhpQ9ZqyQMVOHS5kSUnNRbBAk2xqZkTEjD8zEJOWgsMhQzt5ERERERETmY2CGyIZskzEjXy677gRmYhKl2TJ+Xq7w8XSp9LhmDXxRtj+w0SjgRkKW2tMjIiIiIqI6iIEZIhvK11s/Y8ZdVsqUX1gEQRDK2bt2kfeXMSdbBihpmNwgyFOy7eYtBmaIiIiIiKjmGJghsqFCWWDGKhkzslKmYoOAomKjxa9rD2KSpIGZhiFeZh8rD+LEJuWUsycREREREZH5GJghsqH8Qmkpk7sVAjPyjBmg7pQzVWdFplLywIy8LIqIiIiIiKg6GJghshFBEBQZM27WaP4r6zEDAHmFtX9lJqNRUGS5NDJjRaZSDYOl2TWxsuwbIiIiIiKi6mBghshG9MVGGGWtXdyskDHj4qSFTquRbKsLGTPJGfmKZsuNQqsSmJHueys1F0XFXJmJiIiIiIhqhoEZIhspKFQGQ6yRMaPRaOAhbwBcBwIz8cnSbBkPNyf4e7uafbw8Y8YoAPEpuarMjYiIiIiI6i4GZohspECvzLawRsYMALgrlsyu/aVMt9LyJOP6QZ7QaDTl7K3k4eaMAB83yTY2ACYiIiIioppiYIbIRgr0yiwVV2fLZ8wAypWZ8kxk79Q2ianS7JbQAM9y9iyfos9MIvvMEBERERFRzTAwQ2Qj8lImVxcdtFrzMzhqQl7KVBd6zNxKlWbMhAZ6VPkcXDKbiIiIiIjUxsAMkY3IS5mssVR2KfnKTHWhlCkxTZoxExKoQsYMV2YiIiIiIqIaYmCGyEZMZcxYi7yUKb8OlDLJM2ZCAqqRMROszJgRBKGcvYmIiIiIiCrHwAyRjSgyZlytlzHjXsdKmXLy9MjJl2YFVaeUKUyWMVOgNyA9u7BGcyMiIiIiorqNgRkiG5E3/7VqxkwdK2WSr8ik1QD1/KoemAnwcYOzk/RjM4FLZhMRERERUQ0wMENkI7btMVO3MmYSZWVMQX7uigCLObRajSLT5lYqAzNERERERFR9DMwQ2Qh7zFiPPHgSWo3Gv+Udm8DADBERERER1QADM0Q2YsseM4qMmdoemEmreePfUvVlgZlbKXnl7ElERERERFQ5690JluPw4cM4evQobt26BV9fX/Ts2RP9+/eHVsuYEdVutsyYcZf1mMmv5T1mElPlS2VXPzAjz5hhKRMREREREdWExQIz169fx++//47MzEzMnj1b8XxWVhamTZuG48ePS7Z/9dVXaNasGZYsWYLw8HBLTY/I5myaMeNat3rMyDNmQgOqX8pUP4ilTEREREREpB7V01KKioowb948PPDAA1ixYgV27typ2MdoNOKZZ57BsWPHIAgCBEEQnxMEAdeuXcOECRNw+vRptadHZDfybboqU90pZTIaBSSnq1fKJG/+m5Wrr/WrWhERERERkeWoHph57bXXsHnzZhQXF0MQBCQnJ0Ov10v2+e6773D+/HloNBpoNBoAkARoNBoNsrOzMWPGDBQWFqo9RSK7UGjTVZmkpUyFegMMBqPVrm9NmTmFKDYIkm31/N2rfb6QAA/8/8eWiEtmExERERFRdakamNm3bx927doFAJKAS0JCgmS/r7/+GhqNRgzE9OnTB59++ikWLVqEzp07i9sTEhLw5ZdfqjlFIrshXwnJzYYZM0DtXZkpOSNfMtZpNfDzdqv2+ZyddAj0lQZ2bqWyATAREREREVWPqoGZr7/+GsDt7JcHH3wQO3fuRJMmTcR9oqKicP36dXHcsmVLfP755xg4cCDuv/9+fPPNN7jrrrvE82zdulXNKRLZjUJZKZObFXvMmOpnU1v7zKRmSgMzAb5u0Gk15extHvnKTOwzQ0RERERE1aVaYKagoADHjh0Ty5OeeeYZLFiwAE2bNpXst2fPHgAlQReNRoPx48dDp7udKeDk5IR33nlHHN+8eRPR0dFqTZPIbuQXSkuZ3KxYyuTm4qQox6mtfWbkGTNBvtUvYyol7zPDlZmIiIiIiKi6VAvMnDp1Cnq9HoIgwM3NDS+++KLJ/fbv3y8ZDxo0SLFP06ZN0bJlS3F86dIltaZJZDcKFBkz1itl0mo1ikBQbW1gm5JRIBnX86t5YEa+MhMDM0REREREVF2qBWZu3boFoKS3TIcOHeDhoVz1JCcnBxEREWL/mVatWqFevXomz1e2/CklJUWtaRLZDfly2dbMmAFMrMxUS0uZUmQZM4EqBGbkqzolpeeXsycREREREVHFVAvMpKeni4/LC7b8+++/MBhKbkY1Go3YS8YUN7fbzTmzsrJUmiWR/SiwYfNfQBmYya8jgZkgv+o3/i0V7C8NzCSn58NoFMrZm4iIiIiIqHyqBWaKi2/f1JUGX+QOHToEAOKqS7169Sr3fDk5OeLjskEaotqgqNgIg+xG3prNfwHAw1W6ZHZeYe0sZZL3mFGjlClYljFTbDAiPbugnL2JiIiIiIjKp1pgxtfXV3yclpZmcp9//vlHLGPS6XTo2bNnuee7fPmy+NjPz0+dSRLZCXl/GcD6GTPudaCUyWAUkJYlDZgEqRCY8fNyhZNO+vGZzHImIiIiIiKqBtUCM6XNegVBwIULFyQZNABw48YN3LhxA0BJGVPXrl3h5eVl8lxnzpxBfHy8OG7VqpVa0ySyCwWFyqwy9phRX0Z2gaLESI3AjFarQT1/6XmS0vNqfF4iIiIiIqp7VAvMdOjQAe7u7tBoNMjNzcWmTZskz69ZswbA7TImU6sxASXLbs+fP18ce3l5oXXr1mpNk8gu2EPGTF0oZZKXMTnptPD1dFXl3CGyPjOJaQzMEBERERFR1an2J3pXV1cMHDgQO3bsAAAsXLgQ6enp6Nq1K/7++29s2bIFGo0GgiBAp9NhxIgRinNERERg/vz5OH/+PICSzJqhQ4fC2dlZsS+RI5MHZlyctNDpVIuTmqUuNP811fhXq9Wocm55xgxLmYiIiIiIqDpUrZ2YMmUKdu3aBYPBgOLiYnz22WeS5wVBgEajwbhx4yQrN6WkpGD8+PG4efMmAIgBHDc3N0ydOlXNKRLZBXkpk6uVy5iAutFjRrFUtm/Ny5hKyRsAs5SJiIiIiIiqQ9U/0bds2RLvvvsuAIhNfktLl0rHLVu2xIwZMyTH+fn5IS4uThwLggCtVosFCxagQYMGak6RyC7IM2bcXa1bxgSYKGUqqP2lTGqsyFRKvmQ2AzNERERERFQdqtdOjBkzBl9++SWaNWsmBmVKAy0jRozAN998A09PT8kxTk5OaNiwobhvYGAgPvnkEwwfPlzt6RHZBXvImFE0/y2sfRkzqZnqr8hUKljR/Ddf/MwjIiIiIiIyl0XuBu+66y789ttvuHDhAm7cuAEPDw+Eh4cjODi43GNatWoFX19fDB8+HA899JAieENUm9hFxkwdKGVKkwVmAnzcVDu3PGOmUG9AVq4evl7qNBcmIiIiIqK6waJ/pm/bti3atm1r1r4rVqwQy52Iart8WWDG2ktlA4CHm7SUKb8WljKlZ1suMBPoW9JIuOxy3Mnp+QzMEBERERFRlVj/brActSkoo9frsWPHDuzatQuRkZFIT0+Hm5sbQkJC0LVrV4waNQo9evSw2PXz8vLwyy+/4NChQ4iMjERaWhr0ej18fX3RsGFD9OjRA6NHj0arVq3MPudTTz2Ff//9t8pzmTx5Ml599dUqH1fbFeqlpUy2CMy4u9buUiZBECyaMaPTaRHk64akMqsxJabnoWUjP9WuQUREREREtZ/dBGZqi7Nnz+L1119HdHS0ZLter0dWVhYuX76M77//HkOGDMG8efMQEBCg6vW3bNmChQsXIisrS/FcSkoKUlJScPr0aXzxxRcYMWIE5s2bBy8vr0rPe+HCBVXnWdflF8ozZmxfypRfWAyjUVBtOWlbyy0ohr7YKNnm76NuNks9fw9JYCaZDYCJiIiIiKiKrBKYuXz5Mo4fP46IiAikpaUhIyMDer0eP/30k7jPli1bEBAQgP79+0OrVb0nsVWcOHECkyZNQl7e7ZszrVaLwMBAFBQUIDs7W9z+xx9/4OrVq9i8eTN8fHxUuf4HH3yA9evXS7ZpNBr4+/vDxcUFqampKCoqKVcRBAHbt29HZGQkvvnmmwoDRDExMcjMzBTHYWFh0OnMCyT4+/tX/YXUAYqMGVfblzIJQknvG/l2R5WeVaDYpmbGDADUkzUATslQXpOIiIiIiKgiFr0b3LlzJ9auXYvIyEjJdkEQFKVLW7duxYkTJ9C8eXPMmTMHffr0seTUVJeWloaXX35ZDMo4OztjypQpePzxx8XgRGRkJBYvXoyDBw8CAK5evYrXXnsNn3/+eY2vv2XLFklQxtvbG9OnT8cDDzyAwMBAACVZOwcPHsTSpUtx6dIlAMC1a9fw0ksvYcOGDeWWk5XNlnFycsLOnTvh6so+GjVhjxkzQMm8aktgRl7G5OXuDBdndb/OQb6ywExmfjl7EhERERERmWaR1JTs7GxMnz4dM2bMQGRkJARBqHQZ2djYWAiCgKtXr+K5555TJVhhTcuXL0dycjKAkiyZZcuWYdq0aZKMkXbt2mHt2rV48MEHxW379u3D/v37a3Tt3NxcLF68WBz7+/vj+++/x9NPPy0GZQDAxcUFAwcOxJYtWySBr2PHjmH79u3lnv/8+fPi4xYtWjAoowJ7yJiR95gBatfKTGnyxr++6mbLAECQ7JypGQzMEBERERFR1agemMnNzcWECROwZ88eRTCmvOBMUVERkpKSoNFooNFoYDQasXTpUmzatEnt6VlEWloafvzxR3E8ZswYDB482OS+Go0G8+fPR8uWLcVtn3zySY2uv3v3bqSlpYnjt956C82bNy93f1dXVyxatEjSW6bs/OXKZjy1b9++RnOlEspVmayfMeOk0yoySPJq0cpMisa/3hYIzPjJS5kYmCEiIiIioqpRPTAzc+ZMXLx48fYFtFoMHjwY8+bNw8cff2wyOKPRaDB9+nT4+PiIZU6CIGDhwoWIiYlRe4qq2759u9i7BQCefvrpCvd3cnKS7HP69Okavc69e/eKj/38/DB8+PBKjwkICMDAgQPF8fHjx2E0Gk3uW7aUiYEZddjDqkyAspyJGTNVEygLzKRlF8JgMP3viIiIiIiIyBRVAzN//fUX/v77b7FXSatWrfDrr79i1apVGDduHDp37mzyOCcnJ0ydOhW7du3C3XffLQZnCgsLHaKk6cCBA+LjRo0aoXXr1pUeUzYoAgC7du2q9vVL+8UAQIcOHcxuntykSRPxcVFREdLT0xX7JCcniyVaQEk5FtWcPfSYAQCPWrxktjxjxt9b/RI8eY8Zo1FAenah6tchIiIiIqLaS9XAzGeffQagpGQpLCwMX331VYUlNXJ+fn747LPP0KVLF7EvzW+//Qa9Xq/mNFUXEREhPi4v+CQXGBiIhg0biuOTJ09W+/rvv/8+li5ditmzZ2PMmDFmH1d2pSWgpAeNXNn+MlqtFuHh4dWeJ91WYAc9ZgDAXb5kdi0qZZIHSCyRMePr5QInnfRjlA2AiYiIiIioKlS7G0xJScG5c+fEbJk5c+ZUuARzeZydnTF37lyMHTsWAJCXl4cLFy6YHfCwtpSUFEmmSdneMZVp2rQpYmNjAZSs0FRdXbt2RdeuXat83OHDh8XHPj4+8Pb2VuxTtr9M8+bN4ebmhr///hs7duzAmTNnxN5AQUFB6Nq1K4YMGYJBgwaVu8ITlSiwgx4zAODhKl2BqTZnzKi9VDZQUoYZ5OeGW6l54rbUjAKgSQUHERERERERlaFaYObkyZNi/5igoCBFqU5VtGvXDs2aNcP169cBAJcvX7bbwExCQoJkXL9+fbOPDQkJER/Hx8erNidz7N+/H5cvXxbHffv2Nblf2cCMVqvFqFGjJKVTpW7evImbN29i27ZtaN++PRYuXIhWrVqpP/FaoqDQPjJm5D1m8mtJjxlBEJQ9ZiwQmAGAQF93SWAmmQ2AiYiIiIioClQrZSrtQ6LRaFQpd2nRooX4WF5yY0/KroYElJRjmcvX11d8rNfrkZ9vnRu6vLw8vPfee5JtZZfwLqtsYObSpUuSoIyfnx+Cg4Ph5CS9uT9//jzGjRsnycghKXvJmJGXMtWW5r/5hcWKBsuWCszUkzUATmUpExERERERVYFqgZnc3FzxsamSmKrS6W7fqBoMhgr2tK2yrxsAPDw8zD7W09OzwnNZgiAImDVrFm7cuCFu69OnD3r37q3YNzMzE3FxcZJtQUFBePPNN/Hvv//iyJEjOHDgAI4fP45Vq1ZJAnK5ubl48cUXa1SiVVsZDEYUFUtX7rHZqky1tPlvqqyMCQD8LZYxIz0vl8wmIiIiIqKqUC0wUzb7IyUlpcbnS0xMFB/7+/vX+HyWIm9MLM8eqYh837JLbluCIAh455138Mcff4jb/Pz88O6775rcv2y2DFDS2Hjbtm148sknJd8Td3d33Hvvvfjhhx8wbNgwcXt2djbmz5+v8qtwfPLGv4Atl8uW9ZipJc1/02VlTJ7uznB1tkxWUpAsY4aBmdsEQcCF62nY9EcUvv4tEocj4rmcOBERERGRjGp3g8HBwQBKfhE/d+4cCgsL4epaveVps7KycO7cOcW5HUFVmt6W9uQpZe4y19VhMBgwd+5cbNmyRdzm5OSExYsXIywszOQx4eHhWL16NWJiYhAfH49JkyYhMDCw3Gu4uLjgo48+wuXLl8VMmX///RcnT55Et27d1H1BDkxexgQA7q42av5bS0uZ0rJkKzL5qL9UdilFYMZEtk5dlJOnx7LNp3Dk/C3J9obBXpj95B1oUt/HRjMjIiIiIrIvqkUCunfvDp1OB41Gg4KCAmzatKna5/ryyy9RXFxyg6jT6dC9e3e1pqk6+RLTpfM2h7xEy9nZuZw9a6agoADTp0+XBGW0Wi0++OAD3H333eUe5+/vj/79+2PChAmYNWtWhUGZUq6urnj++ecl2/bu3Vv9yddCpjJmXO2klCm/lpQyZciWyvb3tkwZEwAE+UoDM2lZBTAYhXL2rhvyC4sx9/PDiqAMAMQm5WDWJwcRnZBlg5kREREREdkf1QIzPj4+YlaEIAhYvnw5Ll68WOXzHDlyBGvXroVGo4FGo0GXLl3g5eWl1jRVJ+8Tk5eXV86eSjXpT2OuxMREPPHEE/jrr7/EbU5OTvj4448xcuRI1a8HAP369ZNkDkVERFjkOo6qQBb80Gk1cHayXLZURdxraSlTZo40MOPrZbmMmUA/adDHaBSQkV23s2ZW/3wWl2Myyn0+N78IC9YdQW5+7Xi/ERERERHVhKp3g1OnToUgCNBoNMjPz8eECROwe/dus4//4Ycf8MILL8BgMIhlPs8995yaU1SdPIskIyPD7GPL7uvp6Qk3N3X/qh8REYGHHnpIEhjx8PDAp59+ivvvv1/Va5Xl7+8vaQCdmppqsWs5osIi2VLZNlqRCai9pUzyjBk/b8sFZnw9XeGkk36U1uU+MycvJmHPsRjJNk83JwT7SzOLbqXmYePvF6w5NSIiIiIiu6Rq/cRdd92FoUOHYteuXdBoNMjOzsZLL72E8PBwDBkyBD4+0p4CiYmJuHnzJo4ePYodO3bg+vXrYmBHo9Ggd+/e6Nevn5pTVJ28P0tSUpLZx5bdNzQ0VLU5AcBvv/2GN954AwUFt/9yHxQUhM8++wydOnVS9VqmlO0vZM+ratmCvJTJlYEZ1WUoMmZcytmz5rRaDQJ93ZCYdjtbLiWjAG2aWOySdstoFLBu+3nJNg83Jyx6uS/q+XvgzU//QdTNdPG53/65jmF3NUWTUPabISIiIqK6S/XGFgsXLkRMTAwiIyOh0WhKVuW4cEFR1iQIAvr37y8ZAxCPadKkCZYuXar29FTn7++PgIAApKWlAQCuXbtm9rHXr18XH7dq1Uq1Oa1ZswaLFy+WNBdu1aoVVq9eXW6j3/IYDAZkZGSguLgYISEhZh0jCAIyMzPFsZ+fX5WuWdsVKgIztukvAwAertJSpvzCIjE46sjkgRk/L8v1mAFKGgBLAjOZdTNj5vC5BEXvmIkPdEDD4JIMutee6I5pH/0F/f8vF28UgE1/RGH2k3dYfa5ERERERPZC9cYWbm5u+PrrrzFkyBBJ9osgCJJx2W3y/bp164YNGzYoMmzsVefOncXH5vZTSU5ORlxcnDju2LGjKnNZsmQJFi1aJAnK3HPPPdi8eXOVgzKDBw9Ghw4d0Lt3b0yfPt3s4y5duiRZRjw8PLxK163tCmWrMllqGWdzyDNmig2CeNPsyBSlTBbMmAGUDYDrainTtn1XJeMmod4Y3LOxOA4N9MTYAdIg9D9n4pGQIu23RURERERUl1ik46iXlxdWrFiBRYsWoW3btpIggXyJ6LLbQ0NDMWfOHGzYsMGhlsi+5557xMeXL19GTExMBXuXKNuMV36O6lq5ciVWr14t2fboo49i9erV1WqgHBQUBKOx5CY9MjISKSkpZh3322+/Sca9e/eu8rVrM3vqMePuqszWyXfwciZBEBTNfy3ZYwYAgmQNgOtiYOZaXCYuRKdJtj00qDV0Wmn21ah+LeApCwju+jfa0tMjIiIiIrJbFl0K5v7778dPP/2EH3/8EbNnz8awYcPQvXt3tGzZEo0bN0anTp3Qv39/TJ06FevWrcPu3bvx5JNPQqez3Y1qdQwdOlSy1PXatWsr3L+oqAhfffWVOG7bti3atGlTozn88ccfWLVqlWTbSy+9hHnz5lX76zlo0CDxcXFxsWTO5YmNjcXGjRvFcf369SUla2RfPWbc3ZSBmbxCx14pJ6+gGEWyrB9LrsoEAIGyjJnUzLq3KtOeYzcl4wAfN9zduYFiPy93Zwwqk0VTcmyM4ntGRERERFRXWKW5Rfv27dG+fXtrXMomgoKC8MADD+Cnn34CAHz33Xfo2rUrRo8erdhXEATMnTsXV6/eTvmfNGlSja4fHx+PN998U7LtpZdewrRp02p03rFjx+J///sfcnJyAADr1q1Dz549y83uSUlJwdSpU8X9S+fh5GS7Hir2SN5jxs2GPWZcnXXQajUwGm9nsjl6xow8WwawRsaMrJSpjvWYMRiM2HcqVrJtcM/GitWqSg27syl+2X+7H1dGTiGOnE/A3Z2rVm5JRERERFQbWDRjpi555ZVXxCa3giBg9uzZ+PDDDyUrL128eBGTJk0SAzgA0KtXL4wYMcLkOY8cOYI2bdqI/02YMMHkfitWrEBW1u2Gm0OGDKlxUAYoWQp85syZ4rioqAiTJ0/GkiVLkJiYKG7PycnBDz/8gNGjRyMqKkrcPnToUIwdO7bG86ht5KVMtuwxo9Fo4CErZ8ordOzATLqsv4y7q87iwS95KVNqZgEMRtNlm7XR+eupyMzRS7YN6tGo3P0bhXijffNAybZd/96wyNyIiIiIiOwdUxlUEhISghUrVmDy5MnIy8uDIAhYt24d1q9fj6CgIOj1eslKRQDQpEkTLFmypEYr4MTGxuLXX3+VbDt16hTuvffeKp9r48aNipWXHn/8ccTFxYnlWcXFxVi9ejVWr16NoKAgaLVapKamKpbEHjBgABYtWlTlOdQFBfLmvzYsZQJKyply8m+XL9W2jBlLlzEBylImo1FAVk4h/H0suxqUvThy7pZk3KKhLxrUq7iv1bA7m+D8tVRxfPZKCjJzCq3y/SIiIiIisicMzKioV69eWLduHWbPni0uhS0IApKTkxX79u7dGx9//DGCgoJqdM2//voLxcXSG2lT1zNHUZHp3iKvv/46WrVqhQ8++AAZGRnidlPNgN3d3TFlyhRMnDhR0neHblMul23bwExty5hRLpVt+Rt9Xy9XaDUlyz+XSs0qqBOBGUEQcOS8NDDTq339So+7s2N9uDjroP//DDKjUcCxyFsY3LOJReZJRERERGSvVA3MbN26Vc3TiUz1arFXXbp0wa+//ort27dj9+7duHjxIlJSUqDRaBAcHIzOnTtj1KhRqqzCBADR0dGqnKcyo0ePxtChQ7Ft2zYcOHAAFy5cQFpaGoxGI4KCgtC4cWMMGDAA9913n0OtqGULisCMDUuZAMDDTRpAyy9w7Oa/8qWyrZGBodNq4OfthrSs201/yz6uzW7cykZiWp5k250dQis9zs3FCd3Dg3E4IkHcdigigYEZIiIiIqpzVA3MzJ49u0ZlOeVxpMAMADg7O2PMmDEYM2ZMjc7Tq1cvSc8WU+bOnYu5c+fW6Drmcnd3x6OPPopHH33UKterrRTLZZtYstqa5Etm5zl4KZMiY8bCjX9LBfrKAjN1ZGWmI+cSJONgf3c0re9j1rF3dawvCcycikpGXkGRIlhIRERERFSbWaT5ryAIqv1HVNsUyEqFbJ0xI18y2+FLmbKtX8oElCwPXVZdyZg5diFRMu7ZPtTsAP0d7UKh097et9hgxHHZ+YiIiIiIajvVAzM1CaZoNBrxP51OJ/5HVJsoMmbsrMdMvoMHZuTNf62VMRPgW/cCM3kFRbgckyHZdke7ysuYSnm5O6Nzq3qSbfJADxERERFRbadqDcUHH3xQpf2Li4uRk5ODuLg4nDlzBufOnYMgCNDpdHjjjTfwxBNPqDk9IrtQYG/Nf2VlI3nsMVMtgT7KJbNruwvRaTCW6XjspNOgXdOAKp2jZ/tQnIxKEsenLyVDEASLlMUSEREREdkjVQMzNe2pcurUKbz55pu4du0aFixYgIKCAkyaNEml2RHZB+WqTOwxoyabZczIS5nqQGAm4op0ZbZWjfyr3DOpaxtpxkxGdiGiE7LQrIFvjedHREREROQILNJjprq6du2K9evXIygoCIIgYNmyZYiIiLD1tIhUJS9lsnWPGQ+32lPKpC8yIFcWWLJaj5k6WMp07mqqZNyxZVCVz1E/0BPBAR6SbacvJddoXkREREREjsSuAjMAEBwcjFmzZgEADAYDlixZYuMZEamrUC9r/mvzUiZZYMaBM2Yyc/SKbbbKmMnIKUSxwWiVa9tCXkERLsdmSLZ1bBFY5fNoNBp0bS3NmjlVprSJiIiIiKi2s7vADAAMGzYMfn5+EAQBR48eRWIim0FS7SEvZbJ1819FKVOh4/aYyciRZqnotBp4uVtn6WV5YAYA0rMKTexZO5jqLxNexf4ypbq2CZaMz19LhV6WWUZEREREVFvZZWDG2dkZrVu3BgAYjUacPn3athMiUonBKEBfLM2isH0pkzRw4cgZM6Ya/1qriayPpwucdNKP1LSsfKtc2xbOX5OWMbVu7A+3avZL6twyCGVWzYa+2IgL0Wk1mR4RERERkcOwy8AMAPj5+YmPmTFDtYWpLIDq3syqRZkx47iBGVs1/gVKSnLqUp+ZSzfTJeN2zapexlTKy8MFLRr6SbbJAz9ERERERLWV3QZmEhISxMfFxY57o0hUVoFe+V62ux4zhcWSEhVHki7LmLFW499SdWXJbKNRwOWYDMm21o39a3TO9s2lgR0GZoiIiIiorrDLwExcXBwuXLggjoOCqr7SB5E9kveXAWwfmJFnzAiC6QCSI5A3/7VmxgxgYsnsWpoxE5eco1hWvXVjvxqdUx6YuXgjHUXFtbd5MhERERFRKbsLzBQVFeG///2vJEumY8eONpwRkXpMBWZcnGydMaNsjuuoS2ab6jFjTfJSptqaMRN1Q1rGFOTrhkBf9xqdU14KpS8y4GpcRo3OSURERETkCGwemBEEAXl5eYiLi8Mvv/yCcePG4eDBg2LDzhYtWqBZs2Y2niWROgplPWZcnHXQaq3TnLY88owZAIpsCEeh6DFj7cBMHcmYuRQjDcy0qmEZE1DSPLlxqLdk2/mrLGciIiIiotpP1a6jbdu2rfE5BOF2bwuNRoPJkyfX+JxE9sLelsoGAGcnLZydtJKyEYfNmFE0/3Wx6vXrTGBG1vi3jQqBGQBo3ywQN29li+Pz11PxIFqpcm4iIiIiInulasaMIAg1/k+j0YjZMoMHD8b999+v5hSJbEreu8XW/WVKKRoAO2jGjDwwY+1SJnnz37RaWMpUWGRAdHyWZFtNG/+WaifrMxN5Pc1hG1ETEREREZlL9VKm0qBKdQmCAJ1OhyeffBJLlixRaVZE9kFeymQPGTMA4OEq7TOTV1hko5lUn9EoICtX2vzX1j1mcvKLFN9zR3c9LhOGMsESrQZo2chPlXO3l/WZyc0vQlxyjirnJiIiIiKyV6qWMt1xxx1VPkaj0UCr1cLd3R1BQUHo1KkT+vfvj3r16qk5NSK7UFAovUl3dbaPwIy7LGPGEXvM5BUUKbIrfDytW8oUKAvMAEB6VgFCAz2tOg9LuhafKRmHBXuZ7FNUHUF+bgjwcUVa1u3Mp8sx6WgU4l3BUUREREREjk3VwMyGDRvUPB1RrSPPnnB1UfWfYLXJb6wdMTAjz5YBrB+YcXd1gpuLDgVlegmlZtaywEycNDDTvIGfaufWaDRo3dgf/567JW6LupGOgT0aq3YNIiIiIiJ7Y/NVmYjqkkJH6THjgM1/5YEZVxcd3Kwc+NJoNMoGwLWsz4y8v0zzMB9Vzy/vVyNvNExEREREVNswMENkRfJVmeyllEnRY6bA8XrMyJfKtna2TCl5n5nUWrQyk8Eo4HqCNDDTrIGvqtdo00QamLken1Xr+vQQEREREZXFwAyRFRXY4XLZgIkeM7UgY8bXVoGZWrxkdnxyDvSyIInagZmWDf1Qtoe8wSjgWmxm+QcQERERETk4BmaIrMhee8x4uNa+UiYfT+uuyFSqNpcyXZc1/g3wcYOft7pfZw83Z0Wz30sxLGciIiIiotrL7LvCVatWWXIeFZo+fbrNrk2kpgJZjxl7yZhR9JhxwOa/mYrAjG0yZuQrM9WmjBlF498wdbNlSrVp7I+bt7LF8aUbDMwQERERUe1VpcCMpmx+uRUxMEO1hb32mKkNy2Vn5cp6zHjZSylTvk3mYQnX4+X9ZdRt/FuqdWN/7D56UxxHsQGwhNEoICk9D1m5evh5u6Ken7vNfj4TERERUc3ZRx1FOQRB4C+bVKsoS5nsIzCjLGVyvOa/ylImW2XMuEvGqZkFteazTF7KZLGMGVkD4MS0PGTmFMLXyzblafaioLAY2/Zfxc7D0UgtUyIXGuiBEX2aY0SfpnB2so/PFCIiIiIyX5V6zAiCYNX/iGobRcaMnQRm3N3kqzI5YMZMjn32mCnQGxyyZ49cVq4e6dnSrKSm9S2TMdM4xFvxb6OuZ83cSMjCy0v+xsbfL0qCMgBwKzUPX/xyDjOW7Ud8co6NZkhERERE1WV2xszXX39tyXkQ1QnywIybnTb/rQ2rMtkqY8bfRxkQSs0sgIcs+OVoYhKzJWMnnRb1Az0tci2dTouWDf1w/lqquO3SzXT0bBdqkevZuysxGXhr9SHk5lecyRadkIXXVx7Ae5N7q75aFhERERFZjtl3hT179rTkPIjqBHnzX/aYUY+8x4ytlst2c3GCp7uz5CY6LatAsdKQo7kpC8w0DPaCTme5hf1aN/aXBGau1tEls9OzC/Dul/+aDMo46TQoNkizS7Ny9Zi/9l8sermvoqyOiIiIiOwTl8smsiJH6TGjLzLAYDDaaDZVV1RsRK4smGSrjBnAVANgx1+Z6eYtaeNfSweaWsj611yLy7Do9eyRwWDEoo0nkJYlDTq2bOSHpa/2w08LH8CH0+5Gk1Dp9yIlswDvfnlE8XlDRERERPaJgRkiKypQlDLZSWDGRJmNI/VFyc7TK7bZqscMAATKAjPyniCOSF7K1DjUwoGZhtLATFpWIdJrQYCrKn76+wrOXkmRbOvYIggfTO2Dlg39oNFo0L55ID568R60bRog2e9qbCa+/f2iNadLRERERNVk94GZgoK69Ys41W7K5bLtpMeMm3IejlTOJO8vo9EA3h626+kS4CsNzNSGgMLNW9LAjKUzZhoEecHdVRq4vBpXd8qZUjLy8d2flyTbgnzdMOvJHoreVB5uznjzmZ6Knj9b913BpTreNJmIiIjIEdhNYMZgMKCgoAAZGRmIiYnBwYMHsXDhQgwYMMDWUyNShSAIKJT1mHFztY+MGVNNiB0pY0beX8bL3dmi/U8qIy9lSnXwwEx2nnJFpsYWDsxotRo0rS/Nmrlah8qZ1m0/LwnkajTArCfvKHfJcF8vV7w5sSecyrzvjQKw/LtTDlWWSERERFQXWeTP9UlJSfj222/x999/IyEhAXl5eTAYDFwCm+q0YoMRRtk/AXtp/qvVauDuqkN+4e0bQUfKmMlULJVtu/4ygHJlJkfPmJFnyzjpNKgfZJkVmcpq0dAXF6LTxHFdaQAcdSMN+0/FSbYN6dUE4bJyJbkmoT54bEgbbNh5Qdx281Y2dh+9iWF3NbXEVImIiIhIBaoHZg4cOIAZM2YgJydHlUCMRqNRYVZEticvYwLsp/kvALi7OksDM4UVL81rT5RLZduuvwwABPpIV8Nx9Oa/8v4yDep5STIzLKVFmJ9kXFdKmX7Yc1ky9nRzwoT72pp17NgBLfHPmXhci7/9tfp210X079YQbq72UTpJRERERFKq/madkJCAV155BdnZ2RAEARqNptr/lXJ353KfVDvIG/8CgKuJEiJbcXd13CWzlYEZ22bMKFZlyixw6IxBReNfKy39LW8AnJSWhxwTjZ5rkxsJWThy/pZk2yODW5dbwiTnpNNi4sj2km3p2YXYuv+qanMkIiIiInWpGphZs2YNcnNzxeCKIAgQBAGenp4IDAwUb0y0Wi0CAwPh7+8PFxcXcT8A4v/vvfdeLFu2DAcPHlRzikQ2Y2rpWnspZQKUDYAdqsdMjrT/ia0DM/JSJr2J5bwdibyUyVqBmUYh3orMnNqeNbNlrzRbxsvducplSJ1b1UO38GDJtq37riKvwHGy4IiIiIjqEtUCM0VFRdi2bZsYkNFoNHjhhRdw8OBBHD9+HAcPHkTr1q3F53755RccOnQIZ86cwYEDB/DBBx8gNDQUQElwJjIyEr1794aHh4daUySyqQJZoEOn1cDZyW76bysCM8yYqT55xgwApGXm22Am6ripWCrbxyrXddJp0bSB9Fq1uc9Mama+orfM/Xc3N7mcfWWeHtFOMs7NL8Lvh2/UaH5EREREZBmq3RVeuHABubm5AEr6wjz99NN49dVXERQUJO5z1113AShZgWn//v3i9nr16mHMmDH45Zdf0Lt3bwBAfHw85s+fr9b0iGxOnjFjT/1lAChu/vId6K/r8sCMuWUfluLirFMs1+2ofWZy8osUc28U4mW167cIqzsrM+0+ehPGMh3CXV10eOCe5tU6V7MGvujVPlSybdv+KygqVmbuEREREZFtqRaYuXbtGoCSbBedTofnnntOsU/nzp3Fx0eOHFE87+3tjWXLlqFBgwYQBAE7duzAqVOn1JoikU3Je8y42VlgRtFjxoFKmTJz7auUCTDRZyarsJw97VuMrIxJp9WgfpANAzO1NGPGYBTwxxFpRku/rg1r9F5+eFAryTgtqxB/HY+t9vmIiIiIyDJUC8ykpqYCKMmWad26Nfz9/RX7tGnTRnwcERFh8jw+Pj6YPn26OP7iiy/UmiKRTclXZXJ1tp/GvwDg4erAPWbsrJQJAPwVgRnHzJi5mZglGTeo52XVErwWDf0k4/iUHId6b5rrVFQSktOl5W7D7mpSo3O2aRKATi2DJNt2/HPNoRtRExEREdVGqv12XVh4+6/BDRo0MLlP06ZN4eTkBEEQcP36dRQVmS6VuO++++Du7g5BEHDw4EHo9bV7FQ6qGwr10ptJeytlcnfQHjOCINhdKRNgKmPGMQMzsUk5krE1y5gAoEl9H2i1t1fqEwTgenzty5rZ9W+0ZNyioS9aNVL+gaOqxvRvKRlfj8/Chei0Gp+XiIiIiNSjWmCmbJNeV1fTN0U6nU4M2hiNRkRHR5vcz93dHS1atABQEvA5efKkWtMkshl77zEjL2VylKyE/MJiFBUbJdvsIWMm0Fe5ZLYjikuWBmYaBltnRaZSrs46xSpQta2cKTtPj+MXEiXbht7ZVJVzd2sTjNBAaRP93/6JVuXcRERERKQO1QIzfn5+4uOcnJxy92vUqJH4+Pr16+XuV7pCEwDExrImnhyfvJTJ3nrMyJv/OsrSuvJsGcA+AjP+3rUjYyZeFpgJq+dp9Tk0r+UNgP85E49iw+3yImcnLfp2CVPl3FqtBvfd1Ux6vbNxSM92zPcjERERUW2kWmAmJCREfHz16tVy92vYsKH4+PLly+Xup9Xenlp6enoNZ0dke/Lmv3bXY8ZBS5nkgRknnUaR/WMLAfKMGQcMzBQbjLiVmifZ1qCedUuZAGUD4GtxtStjZt8p6R8ferYLhad71ZfILs/gno3hUqYvULFB2WiYiIiIiGxHtcBMp06doNPpIAgC4uLiEBkZaXK/pk2bio9Pnz5d7vlu3Lj9S2PZIA2Ro7L3UiZ5819HWZVJ2fjXFRqNppy9rSfQRI8ZR2u6mpiWB4NROucwWwRmZA2Ab97Khr6odiz7nJyej/PXUiXb+nVTJ1umlI+nC+7pKj3n74eiFd/busxgFJCSkY9LN9NxIyHLYTIGiYiIqHZQ7c/Knp6eaN++Pc6ePQsAmDt3LtavXw8vL+kv8eHh4QBKGnYeOXIEiYmJkmwbALhy5QqioqLEm6uAgAC1pklkMwWy5r/2Vsokb/6b7zAZM/a3VDagbP5bVGxEbn4RvDzsY37mkPeX8fF0gbcN5t+sgY9kbDAKuJmYjZaygI0jOngmDmXjdZ5uTujRNqT8A6ppRJ9m2HMsRhynZBbgzKVkdAsPVv1ajkIQBJy9koK/jsfgyLkE5Mo+85rW90HvTg0wpFdjBPq622iWREREVBeomooycuRI8fH58+cxcuRI/PTTT8jLu50K361bN3h6ekKj0aCoqAivvfaapCdNSkoKXnvtNQAQ/7rctm1bNadJZBPK5bLtKzDj4SotncgvLHKIDA97XCobAPx9lE3QUx2snEnZX8b62TJASf+j+oHS3ja1pZzp0Nl4ybh3pwZwdlL/s6FVI3+0aCgtCdtz7Kbq13EUMYnZ+O+af/HW/w7hr+MxiqAMAEQnZOHbXRfx/Pt/Yv328w7TEJ2IiIgcj6qBmUceeQRhYbfTpePj4/Hmm29i5syZ4jZXV1fcd9994g3f8ePHMXDgQLz44ouYNm0ahgwZIsmWqV+/vphlQ+TIFIEZO8uYkfeYKTYIitWO7JG9BmacnXSK7BJHW5kpLjlXMm5gg8a/peQNgK/XgsBMWlYBLt6Q9lDr07mBxa43+I7GkvHhcwnIya97JTt/HY/BK0v+xsmoJLP21xcb8ePeK3hlyd+4Epth2ckRERFRnaRqYMbFxQVLly6Fu3tJym9pcKVssAYApk2bJu4DAFlZWfjzzz/x119/idk1giBAo9Hg2WefVXOKRDaj7DFj+wa1ZZlqmOsIfyHOzpPeWHrbSWAGMLFkNjNmqq1ZmLSc6WotCMz8ey5BMvZwc0KnlvUsdr2+XRvCSXe7/1JRsREHTsdZ7Hr2RhAErN9+Hks3nYS+nKCzTlt+f6r4lFy8vuIA9p/iSpFERESkLtW76nbq1AmbNm1Cly5dxKyYsisxASVZMAsXLhSb+pZt1Fn28cCBAzF+/Hi1p0hkEwWFjtVjBnCMlZmyZRkztuiBUh5/b2k5k6MFZmKT7Ccw0yLMTzKOTsiE0cGb1x6OkAZmerQNgbOT5Zrd+3i6oGf7UMm2ulLOJAgCvvz1PH7ce0XxXICPG54d2QFfvHkvflr4AH788H58OO1u3NuzMbSyQE2xwYiPN57ALwfKX32SiIiIqKos8htgmzZtsGnTJnzxxRcYN24c2rVrp9hnyJAh+Oqrr9CkSRMIgiD5z8nJCc8++yxWrFhhiekR2YS9r8rk6qxT3IQ4wsok2Xn2G5hx5CWz8wuLFfO1acaMrAFwfqEBt1Jzy9nb/uXk6RFxJUWyrXdHy5UxlRokK2eKupGOmMRsi1/X1r778xK27lMGU+7r3RT/mz0Io/u1QHCAB7RaDVycdWjfPBAvjeuKT14fgNaN/RTHrdl6DtsPXrPCzImIiKgusGgtRZ8+fdCnT59yn+/Rowd+//13HD9+HFFRUcjLy0P9+vXRp08f+Pv7W3JqRFanCMzYWfNfjUYDD1cnSc8JR1gyW9ljxrmcPa1PvjKTIwVm5GVMGg0QGmS7HjMBPm7w83JFRs7tVbiuxWeigQ2DRTVxMipJsly1s5PWKiskdWsTDD9vV2Rk3/467jl2E0/f397i17aVf87G45vfL0q2aTXA1Ie6YOidTSo8tmGwNxZOvwdrt53Djn+uS55b/XMEPNycMLBH43KOJiIiIjKP5XKmq6BHjx4YP348nnvuOdx///0MylCtVFAoDcy42VmPGcDEktkOEJjJseOMmUBZYCY9q7CcPe1PvKzxbz0/d5sGEzUajSJrxpFXZjp+IVEy7tyqnsk+T2pz0mnRv5u0vHj/6TiHLwsrz41bWVi66aRkm0YDvPxot0qDMqWcdFq8MKYjJtynXCFy5fenEXk9VZW5EhERUd2lamAmIiJCzdMR1Sr2XsoEAB6yG0NH6DGTZcfNf/1lgRlHWi47LkWaMWMPmSnylZkcNTBjNAo4cVG6IlCPtiFWu/7AHo0k4+T0fFyITrPa9a2lqNiARRtPKFbEe3ZkB8XXoDIajQaPDG6NJ4ZJV4ksNgj44KtjSE7Pr/F8iYiIqO5SNTDz8MMPY9SoUdiwYQMyMjLUPDWRwyvUS4McdhmYcZOWAeXbeY+ZwiID9LKAlz1lzCh6zGQWiE3R7V2crPFvQwZmVHMlNkNRgtfdCmVMpZrW90GjEG/Jtn21cKWhr3+7gOiELMm2e3s2xsh7mlf7nI8Mbo2RfaXHZ2QX4v31RxTBdyIiIiJzqV7KdOnSJbz//vvo27cvZsyYgX/++UftSxA5JPlfbe2txwygXDLb3kuZ5CsyAXYWmJFlzBQbjIrlve1VXLL9Z8ykZxci3YGykErJy5gahXghNNB6/Xs0Gg36dQuTbDt4Oh7FBtNLSDuii9Fpima/Tev7YPLYTpLVH6tKo9Fg4gMdFP2ArsRmYs1WZg2bYjQKteq9RUREZAkWKWgXBAF6vR47d+7Ezp07Ub9+fYwdOxZjx45FgwaWX3WCyN4YjAL0xdJfTO1tuWxA2WPG3kuZ5CsyaTSAp7v9NP/193ZTbEvPKoCPHZVbmSIIgqL5ry1XZCpVP8gLri46SZDzWnwmuvsov872TB6Y6R5uvTKmUv26NsTGnbcb4mbn6XH6UrJVS6osxWAw4pMtZyTbnJ20eG18d7ioEBDXaTV4fXx3zFy+H/Ept3sx7fr3Brq1CUbvTnX395ysXD1OXEzE6UvJiE7IQkJKrhjgd3XRIcjXDU3r+yK8aQDuaBdiF58rRERE9kDVwEy/fv3wzz//oLi4WPyLlCAIiI+PxyeffIJPP/0Ud911Fx566CEMHjwYzs72cwOlJr1ejx07dmDXrl2IjIxEeno63NzcEBISgq5du2LUqFHo0aOHRefwzz//YNu2bTh9+jSSk5MhCAKCg4PRunVrjBgxAoMGDYKLS9VvDs+ePYstW7bgxIkTSEhIQHFxMerVq4dmzZph+PDhGDZsGDw8PCzwihybvNwGAFztsPmvoseMvWfMyAIzXu7O0Gmr/9dwtTk7aeHj6SIpW0nNKkCT+j4VHGV7Wbl65MqCcg3q2W5FplI6rQbN6vvg4o10cdu1uEybBDaqKz27AJdjMiTbbBEMCQ30RJsm/ogq87XcdzK2VgRmfj14TVHC9MSwtqr+u/PycMFbE3thxrJ9KCgTKFz5/Wm0auSPev7uql3LEUReT8WvB67hcESCZLWxsgr1BsQl5yIuORf/nI3HF7+cQ/MwXwy9swkG9mhklw3xiYiIrEXVn4KrV69GamoqfvnlF2zduhVRUVEAIAZpjEYjDh06hEOHDsHHxwcjR47Egw8+iPDw8IpO61DOnj2L119/HdHR0ZLter0eWVlZuHz5Mr7//nsMGTIE8+bNQ0BAgKrXT01NxX/+8x8cPHhQ8dyNGzdw48YN7N69G61bt8bHH39s9tc+Ly8P77zzDn755RfFc7GxsYiNjcWBAwewatUqvP/++7jzzjtr/FpqkwK9MsBhj6VMyh4zdh6YyZWWBXnZURlTqQAfN0lgJi3T/ktvElKkKzI56TSo528fAddmYb6KwIwjORUlbfrr7qpDu2aBNplLv64NJYGZf88loKCwGG5WWB3KUpLT8xVLYzet76PoC6OGRiHeeGFMJyz/7pS4LSe/CIu/PYEFU/rYVZDYUqITsrBu+3mclDWzNte1uEx89uNZbPojCg8NbIVhdzW1y5+NRERElqZ6j5nAwEA888wz2LZtG7Zu3Yonn3wSAQEBkoaXgiAgMzMTGzduxJgxY/Dggw9i8+bNyMnJqeDM9u/EiRN46qmnJEEZrVaLevXqwdtb2mjxjz/+wBNPPIGsrCyoJS0tDY8//rgiKOPn54fAQOkv/pcuXcJjjz2G8+fPV3regoICTJw4URGU8fb2Rr169aDV3n4bxcXFYeLEidi3b18NXkntI+8vA9hpKZMiY8a++6FkyTJmfOwxMCNrAJye7QCBmVRpYCbY38NubjJbyPrMXI93rMDM8QvSG9gurYPh7KT6j2Kz3N2lAcp+Wwv0BhyNvGWTuajly1/PSTJYAGDqg53hpLPM13jQHY3Qt4u0X8/5ayXZI7VZUbER3+66iFeW/F3toExZGdmFWLvtHCZ/8CcOR8SrMEMiIiLHYtHfBsPDwzFnzhzs378fn332GYYMGQInJ+mNnyAIiIyMxLx583D33Xdj1qxZOHr0qCWnZRFpaWl4+eWXkZeXBwBwdnbGSy+9hEOHDuHgwYM4fvw4fv75Z9x9993iMVevXsVrr72m2hxmzpwpCQrdf//92LVrF44cOYJDhw5h//79eOqpp8QMpry8PEyePLnS4NC7776LU6du/0WwT58+2Lp1K44fP46DBw/i0KFDePnll8XSNIPBgFdffRUxMTGqvTZHZ2q1DjV6HajNw9F6zMia/9rTUtmlAryVKzPZu1uyjJnQINuXMZVq1kAamIkv08PC3hmNAk5fSpZss+ZqTHL+3m7o3KqeZNu+k3E2mk3NXbqZjoNnpDf1Q3o1Qdtm6mamlqXRaDD1oc4IDpBmlG34LVLRp6m2iEnMxmvL92PTH1Emy5ZcnLTo1T4Uz43qgPcm98aq1wbg0/8MxMLpd+PFR7rg3p6N4e/tavLcKZkFeH/9Mbz35RGkZHAJciIiqjus8mc6nU6HAQMGYMWKFTh48CDefvttdOrUSbFsbEFBAX755Rc89dRTGDJkCD7//HMkJiaWc1b7snz5ciQnl/zCrdVqsWzZMkybNg3+/v7iPu3atcPatWvx4IMPitv27duH/fv31/j6v/32Gw4dOiSOn3nmGSxevBhNmzYVt4WEhGDOnDn44IMPxG1JSUn4/PPPyz3v6dOn8eOPP4rjoUOHYu3atWjbtq24zd/fH1OnTsXnn38uBmdyc3OxZMmSGr+u2kKeMePirIPWTjIQypIHZuy+lEmWMePtYX99q+QZM6kOsIqQPGOmgRVXDKpMk/o+kn87ggBEx6uXeWhJN25lKd6zXVvbLjADAP26NZSMT1xMVCzl7QgEQcC67dIMUE93Zzw1op3Fr+3p7owZj3VD2cWe9MVGLNt8qtx+K47qWOQtzFy+H9dMZKr5ebvi2ZHt8dU7Q/HWxF4Y2bcFOreqhyb/vzx7u2aBGNKrCV4a1xXr5g7Ff5+7U7G6Vakj52/hxUV7mT1TjmKDEXkFRVztioioFrF6Ibmvry/Gjx+P8ePH49q1a9i6dSu2b9+O+PiSH76lwZqbN29i6dKlWLFiBc6dO2ftaVZJWlqaJHgxZswYDB482OS+Go0G8+fPx5kzZ3DlyhUAwCeffIK+ffvWaA5r1qwRHzdr1qzCTJwxY8bg1KlT+O677wAAGzZswPPPPw8fH2VjxDVr1ojfEz8/PyxYsEBSulRW79698eKLL4oBmZ07d2L69Olo0aJFtV9XbeEIS2UDpkqZHCwwY48ZM7IVg9IcITBjxxkzrs46NAz2ws1b2eK2a3EZFs2KUMuZy9JsmdBAD0WmhbXd1bE+PtlyBkX/v2qcwSjg0Nl4DLurqU3nVVXHLyTi3NVUybZHBrW22gpo7ZsH4v67m0tKmC5Ep2H7wWsY1dfxfwYKgoAf917B179FQvY3NWi1Gjw4oCUeGdTa7P5EOq0G3cND0D08BBej07Bh5wWcvZIi2Scnvwjvrz+G+3o3xbMjO9jtz01LMRgFRMdnIvJ6Gq7GZSAhJRe3UnORlatHseH2N8HFWQdvD2eEBnqiQZAnmtb3QXjTADRr4GuzMkkiIqo6m35iN2/eHDNmzMBff/2FjRs34oknnkBQUBA0Gg00Gg0EQYDBoCwBsTfb/6+9+w6PqtraAP5OTSa9d0hCgAChX4oISBMbRUH47B27iMJVEctVrwIKKHqv6FUsKKiIIiiogKIiKCC9JvQQ0nudZNr5/og5zDmTMpNMMpPJ+3seHmbvnHNmJxySzJq119qwAUbjxVocd955Z6PHq9VqyTEHDhxo0baf1NRUHDt2TBzfeuutNlvG5O655x7xcXV1NbZs2WJzTGlpKX755RdxPHXqVJtaOXK33HILvL1rX4gKgoCNGzfa9Tl4OnnxX28v9/wF07b4r3vXmJEX//V3xxozssBMcTsIzOQUVknG0W6UMQMAXWR1Zs60k4yZgyelLzzl24hcwcdbgyG9oiRzv+2/4KLVNI/ZImDFxmOSufBgHSaOSGzTddx+dU9EhUoDbZ98f7zdb2myWAS8t+4wVmy0Dcp0jvLHkkcvw+3X9Gp20egeCSF4+YFL8c9b/oEgP9stTj/8cQ5zlv6GzHb+dbRHtcGEPw9nYfHKvbj5ue/x2Bu/4b11h/HzXxk4drYIRWU1kqAMUNv1sbC0GkfPFGLL7vN4f/0RzHlzG2589nu8uHwnfvzzXLt4Q4CIqKNzi1B6cXExzp07h/Pnz6OkpMTVy3HY77//Lj7u1KkTunfv3uQ5Y8eOlYw3bdrklOev79r1iY+Pl2Sy1Pf8O3bskATGxo0b1+R1/fz8MGTIkEav2xHJa8y46zt/7T5jxi0DM9IXGkVl1TbbON1JVbURJRU1kjn5i01X6yKrM3Mms8Q1C3GAyWzB0TPSwEzfrmEuWo3UqIG2xWvzi9tPfY9t+y8g3SqDCgBuvapHm9fx8vZS49EbBkjmDEZzu97SZDZb8NaX+7Fh+1mbj40aEIfXHxuFrp2CWvw8CoUCowbG4Z2nxmKkrJgyAKTnlGPO0t+w53j72N7uqPM5Zfjf2kO448VNmP/xX/ht/4UW13gzGM3YczwXb391EHe8uAlP/ud3/PjnOVTq3fsNFyKijsplPTErKirw448/YsOGDdizZ49NZkzdCxfrGinu6vDhw+Ljfv362XVOaGgo4uLicOFC7TuT+/btc8rzR0REICYmxq7z+vXrh9OnTwMA9u/fD0EQxMLA8uuqVCr06dPH7uvW1c05ffo0SktLERgY2MRZnq26Rnp/u2NHJqCeGjM1Jpv7wp3IAzNu2ZUpQCcZm8wCyioNCKznnWF3kFskzZZRKIAoN8+YSc8ph8lsabXOO85wKqMEetn3gT5uEpj5R49I+HqrUfn3C0FBAH4/kImpY7q6eGVNM1sErN5yQjKXEB2AUQM7uWQ9fZLCMHFEoiSQ0V63NJktAl7/bB+2HZAWhFYogDuu6YWpY7o6/WeDn48WT9z6DwzoHo7/rTss2QZcWW3CSx/sxG1X98S0sd3c9ueSI46fLcIXP6U5pbNVk891rgjHzxXh/XWHcUmfaFxzaSJ6JYZ4xNfRHjVGM87nlCEzvxL5xVUoKNGjsLQaldVGVNeYoK8xiz9HNGol1CoF/H20CPT3QpCfF0ICvBET5ouYcD9EhfpymxgROV2bBmYsFgt+//13rF+/Hlu3bkVNTe27snUv/OqCMTqdDldeeSWmTZuGQYMGteUSHVZQUIDi4mJx3LWr/b/IJiQkiIGZugBJc5w8ebJZz5+YeDHNu6ysDPn5+YiIuFiIz/q6cXFx8PKy74Wk9XUFQcCZM2cwYMCARs7wfDYZM1qXxUQbJc+YEYTaFrryeXdhW2PG/Yr/BgfY/r8pLq9x28CMvL5MaIC323UQkwdmjCYLLuRVICHatk6Wuzh4SlpfJj7KH8Gyjl2uotWocGnfGGzZfV6c+23fhXYRmNlxMNNmi8utV/VwaXv3O67phT3HcyVbAj/5/jgG94pETJify9blCEEQ8L+1h2yCMiqlArNvHojLBsQ1cGbLKRQKjB8ajx4JIXjt0z04l31xq6Ig1H4tT2eW4rEbBjR7+5SrHTldgM83p9nU1alPdJgveiaEIDEmANGhvggN1MHbSwWtWoUaoxlV1UYUlVUjK78SGXnlSEsvxoW8hrd9GUwWbNufiW37M5EYE4CJI7pg1MA4t83kbQ6LRUB6ThmOninEsbNFOJNZiuyCCjgrcU2pACJDfNElNhBJcYHo1ikISXFBbpm125bMFgHVNSYYTRYYTGaYTBYYzRYoFQqoVAqolLUBLy+tGj5eardsgkHkSm3yEy01NVUs8ltYWFucry4IUxepFwQBvXv3xrRp0zBx4kT4+bWPX16ys7Ml4+joaLvPjYyMFB/XFT9ujpycHPFxVFRUI0dKWQdh6tZgPdfc61p/XnXX7fCBGVmNGXf9BUheYwao3drijoEZQRBQXiVNyfZzw1+K1ColAv20KK24GEQqKq122yCCOxf+rePvo0V4sE6y3eZMZqnbfk0B4JCsvkxfN6gvY23UgDhJYOZMVinSs8sQ78ZfU4tFwBeybJkusYEYkmL/z6vWULelad6yHeKcwWjGW6sPYP6Dw9vFi5FVm1Lxw5/nJHMatRJz7xhsU5OotXSK9MeimSPx5ur9Nm3QdxzMQmZeBZ65a4jbZfQ1JqewEh9+dxR/Hs5u8BiFojbz6tK+MbikdxRCA3UNHtuQskoD9qXlYffRHOxNzW1wW9TZrDL858sD+HjDUVwxNB7XXJro8oLkzZVfrMfuYznYl5qHY2cLUdGKW7YsQm33wuzCSuw4dPHejAzxQXLnYHSPD0ZyfDCSYgOhUbvn73uOEoTabN/M/Apk5lUgM78CWQWVKCqrRnmlAeVVBlTojTZ1qBrj462Gr04DX28NAny1CAnwrv0T6C0+Dg2s/eMpX0d7mM0WVBvMqDaYav+uMcFsEWCxCLAIF/8WLIBSpfg7w6s200ujuvhY56WGl1bVYbLiPEGrvdrKz8/Ht99+i/Xr14uZF/JgDAAEBARg0qRJmD59OpKTk1trOa2mqKhIMg4KCrL7XOvtPQaDAXq9HjqdYz+A9Xo9qqouvivnyPPLjy0tlba/rAuiOXpd+baltqwbZDabJYWY3UVlVTUs5ou/GKmVgluuU60UJOsEgLIKPQJ83C8wU6E3wiT7Guo0Crf8ugb6qlFcevH/aV5RGYzGYBeuqGEXcksk90BEoNYtv6bxEb7ILbhYV+REegFG9nPtC/KG1BjNOHo6Dxar1rYp8YFu9XVNjg9EkK9aUiT0p91ncfs1rd9uurl2HMxEelaxZG7a6C4wmVxfG6tH50BcPTQOG/84J84dPpmLdb+lYdII997S9N320/j8R2kxZbVKibm3DcKAbqFtet+qlMDjN/ZDfJQvVv5wXPKi78yFIsxa/DNm3zwQA3tENnwRN6CvMeGrrSfw7bYzYgc0uQBfLcYP7YwrhiYg0io40pyvt06rwPA+kRjeJxJGkwX7U3Oxde8F/HUsp956R6XlJqz5KRVf/5yKQT2jcNWlCejfLdytg4iCIOBsVhl2H83G7uO5OHPBtoV7W8vOL0N2fhl+3ZsOoPb/TWJsAJI7B6Nbp9pgTWSIj1u/UK42mJBdUIms/ApkFlQgO78Smfm1Y2cHuyoqTaiotK8wdZCfF0KDvBEaoENYkDdCg3QIC/RGaKAOYUE6twzeCIKASr0RZZUGlFYYUFZZg7IqA0oralBWaUB53XxV7eOqaiOqDeYGv0c0h1IB6Lw18PFWQ+elho+3pvZvL3Xt3N/BMR9vNXy9NfDx0sBHV3ucn04DH28NfL3VULl4q7ggCDCaLNDX1Aar9DUmGE1mxEcFuF1Wd300Gvsy+p36aqumpgabN2/GunXrsHPnTlgsFkkwxnq70iWXXILp06dj/Pjx0Grd711ue1VWSt9d9vGx/50GX1/puzyVlZUOB2asgzL1XbMx8rXKPxfrazvzuq3p8OHD0Ovdr2jl0UNnUZR1MSU8y68AO3YYGjnDdcpy02CyegG5fbsWnSIb78blCkWlehRlHZfMHTkYBC83rN9TmXcCRVYvIP/4sxLeBvfsfLPnr8Moyrr4C25JThV27Khq5AzXMJacR1HWxQyP7duz0CPU9b+Y1+fUhRLknj8qjpUKoCwvEDt2nGnkrLYX7Z2HU6kXv0+tWX8Gif5FbvnizGIR8J8v96PIqiZSVKgvjCUhbvN1TQoyA+VnUVR+8YXH0vdPwFLWH2HNyIJoCwfS8rD6Z2kWkkIB3DS+B6oKTmJHwckGzmxdUVpg0gAFVm85Ab1VUfoiAI+/fAiXD+mM0QM6ud29arEIOHAyH5v+PIeyqvp/5gf4aHHZgFgM7hUEraYYp44X41QrrGVkV2BArB8OpOVj55EcFJbV/7vSj5nH8eNPQHiQDkNSovCPHpFukzVrMltwNrO0tl5OehFKymuaPsmKQlFb9y3477oxQX5e8NGpoVWroNUooVIpYTYLMFsEmExmVNWYUKE3oqLKgOLyGhSUVKNC79jvbnkZwK6dF8d+Og3iIvzRKcoPnSP8ERvh3+ZfX7NFQGl5NQpKq5FfUoXCkmrkl+hRUKp3+GvaVooANPWd3U+nRaCfFoG+WgT6edX++fuxr04DL60KOq0aGo3S4eCYxSLAYDKjuqY2k6XGUHt/VP6dKVRZbUKF3oDKKiMq9X8/rja228Lvclq1Ct5alfg19Pr7sVpV+/+mdquaonasVECtVEKhrN1+KgiAAAEQUJvpIwCAAKNZqN3uZjLDZBJgNFtgMpthNNUGYYwmMwzG2j81Rgss9aRjadUq3DM5BZ2j3De7FwBGjx5t13FO/U4wbNgw8UWxdUBGEAQIgoCoqChMmTIF119/PeLiWm9/clsyGKTfoJtqU93Ysc15V8SZzy+/lvW4rT8vT2OQRb+1bhbVt+atVaFCf3G91sUX3UmlLDVbpVRCq3HPYnzyfecVle77f6KwVPpLWWige9RBkYuWbbHKKqh020LVpy+USMax4X5u80LH2oDu4fjdqqZIaUUNzmWX2dT0cQfHzhYiR1aoeuwg93ph7qVV4fqx3fD++ouF9I0mM9ZuPYUZ1/Z2q7UCQFp6Eb7aaht4ue6yrm5RqDq5cwgemtYPK384LilSLgjAll3nkZlXgenjusPbTWq4ZeSWY8P2MzifW17vx328NLh8SCcM6hnZZu/0++m0GNE/Fpf2jcGJ88X483A2TmQU13tsfokeG3ecxZZd59G/ezj+0SMCnSL92/x7bKXeiJPni3E8vRgnzheh2oHfSUL8vZEYG4DOkQGIDvNFZLAPtC1880ZfY0JhqR45BZW123ryK5BdWCV5Q6sxFXojUtOLkJpem3GvUADhQT6IDfdFWFBt9kdYoA4hgd4tupcNJjPKKgwoLNOjqLQGRWXVKCrVo7CsGoWl1Xavtz2p0BtQoTcgM7/x45QKBby0KmjVSiiVSiiVCigVELNCzGYLzBZB/GMymVFjNDu0TcvTGExmGExmwM3epzOYzPhl7wXcMcF9s3sd4dSfXlVVVeI37LqAjEqlwpgxYzBt2jSMHDkSSqV7vnByFkd+YMlb5jbnayO/Rms9f0t+EHv6v7k9YmR74DtHuV8GSh0vjVqSrlpjdP22gPpU1UiDG77eard8UQ7Upqhba+idU1czmS0orZCmFYcGuOc7+zGywIy+xoSS8hoEB7hfIOlMpjSTp0tskGsW0oTosNpuIzmFF7Mc96fluV1gxmIRsHVPhmQuKsQHKYmhLlpRw7rEBmJY72j8eeRiTZGz2aXYdTQbw/rY10GxLaRnl2HVpjSYZb8XXDE03uU1e6yFBerw4NR++HrrSRyWtZ8/drYIy746iJuv7OHSujNllQZs2nkO+9Lq77SkUihwSZ9ojBvUCbp66rq1BaVSgR4JIeiREIL84ir8eSQb+1LzbBoVALUvfHYfy8HuYzkICfBG/+7h6JMU1mpbcgRBQE5hJVLTi5GWXoyM3DK7i/bqvNRIjg9GcqdgJMQEIsjf+UX2dV5qxEX4Iy7CH3XtScxmC3KLqnAhvwIZOeXIyCtHXnGVXS/kBQHIK65CXrHtK16tWgU/nQZ+PrXbStRqFdSqi1kJZosgZhsYzBZU15hQUWVEhd5Q77+lM6iUCoQGeiMsSIfwIB2C/b1rt8d4q+HrrYa3l7q2zsnfna1USiUsAiAIFljMgFkQYDDWbkWx3pZSt+WnvPLi1p6ySkNtMMDJLILw9/M7/dKtQqWs/ToqFLUZt3W7UBQKBSyW2iCS6e9gUkck7yjbnjn9M6l7sd+lSxdcf/31mDJlCkJCQpz9NG5Dvg3Lkb3t8hbh9u4/a+z5HclOkT+//FoajUbsnOXIdeVfg/a8Vc1Z+ieHI6ugEqculKBrpyD0dYN3Hxsi3wrUWj/cW0qvl95nOjf+xuwvC8yUV7hnYKa4vMbmF+AQN82YCfL3gs5LLdnWkF1Y6XaBmWqDyaZDStc49wp0WOvfLRw/WgVmjpwpwKTLurhVll9qehGyC6VbZMe4WbaMtSsvSUBqejGKrbY0/fhnOrp3Dm5WYVdnyymsxIrvj8EoewE0vG8MRg90v+xmL60KN12ZjLgDfti085zke1Z+iR7/XXMQV14Sj+F9Y9r0njCYzNh+MBO/7c1s8MVkt7ggTBzRxa0K7IYH+2DyyCRcMTQe+9PysfNIdr1BAgAoKqvG1j0Z2LonA4G+WiTHh6BrpyB0ivBHoJ+2WYEak9mM3CI90rPLcO7vP/KOi40JCfBGr4RQ9EwMQXyUv0tqYahUSsSE+yEm3E8sjq2vMSEzrwLn88qQkVOBC3nlDtdoMZjMKCo3S7ZDtpVA39oi+6GBtQGYukBMoJ+Xw19jlQIAVMDfP0Z0Xmq7OlMKgoBqgxmlFTW1fyoNfz82XJyraJ3gjbNp1Sr46tTw+bvYsa+3Gr7eWsmczksNrUb599Y6Fbw0Smg0tduF7CEIghikMZktMBhqM32qDWbUGP7+22hGTV1RYYMJ1TW127L0BjNqauoKDtd+vL6tQ+7ES6NCUlwgrrwkwdVLcRqnvpLR6XS46qqrMG3aNPzjH/9w5qXdlrz2irzmS2NaUp+mjr+/NPPCkfoq8ueX17fx8/MTAzPOvG5r6tOnDwYOHNhmz+eIUZdd5uol2GXjIaD6zMXCz12Se2P48C4uXFH9ioTTCDl+8cVity6hGD58uAtX1DB1YDZ+P3UxOKML1rnlWvcez0VIzMXvYf4+Glw+dpQLV9S4IUeVOGzVbtYvojuGD+/hwhXZ+utYDoKiL2bMqFVK3DD1KrfZbiGXnKLHXxlbJO/0aoOSMLxfrOsWZUUQBKzd+ztCYnqKc3GRfrjvtjEubZHdlNC4nvjXe39K5raf9sL8h4bZ/Ut3a8gprMQHy7ZDF9oN1j+pRw2Mw6wbBrhtsAsARowArr4iD0tW7bN5Ib/zHFCpVmLm//VHRHDrBkEEQcD2A5n47IfjyC/2hV9Ed5tjosN8cfekFAzqGem2mZ0AMG5M7edz5HQhfvjjHHYezYalkXfhT5XU/gEqEOTvhaTYIESH+SA8WIcgP2/4eNfWohAsgNliQaXeiKLyGpSUVyOvSI/03HJk51f8/U6/F4BwaILCERLU+Dq7dw7G4F6RGJIShc4u2F7VHIIgILeoCifSi3Eioxhp54txNrMUJrPrXvz6eqsRE+GHmDA/xIT7IjasNrgUE+bbblrRC4KAymoTCkv0KCjRo7BMj4KS6tpxWTUKSvQoKtVDX+Pc4I3OS1XbTcrfC4G+Xgjy0yLA7++/fWvrFwX4aRHoW/u3u/7Mb4ggCKgxmFFZbURVtan2b70JVdVGVNXU1tHR15jEIJDJVPu30WQR68XUbS9XKhR/Z/sogL//VihqO/1pNUpoNSpo/q7z5KWpDUrVBahqO0vVFi729qqtb+PtpYaXRuXWP5+ay6l3yfbt2x0qEusJQkOlqdOOdCCyPtbX1xfe3o6/0+vl5QUfHx8xIOTI88u7MIWFSbM4QkNDxc5Mzrxua1KpVM3KPKKL/H29oVRd/NZgMCnc8mtabYBkncEBPm65TgCICPWXrLW00gSVSu12P1QKygySdcZEBLrt1xQAunYKxdGzJeL4fG6V26332LlSyde0V1Io/H1dnyXRkOhwDfp1j8Ihq4DX9kO5GD0owXWLsrIvNQ9nsyokX9ObrkyBt5d7Z2YO6hWDCSO74gerLk2nMsuxZutpl3W+Ki6vxr8/2oOSSrPk6zmoZyRm3zLYpQEjew1OicWb/wzGghW7cVrWlefo2RI89sbvuGF8Mq69LAkatXM/H0EQsDc1D19sTkPa+do6LdZfR6A2M+DG8d0xaWQXt+sY05iBPaMxsGc0Ckv12LL7PH7dm4HM/MYbOZRVmbH/ZCH2nyxs9DgbChWUTXxpvLQq9OsajiEpkRjcKwohbpYZaa9OUVp0igrCuKGJAACD0YwzWaU4cb4YmXkVyMqvRGZBBfKLndfEwt9Hg6hQ37//+CAq1Bex4X6IDfdrdpaTu9FqtQgO8EHXzg0fYzJbUFX9d2Dh70CD0WiByWL5u+Bz7d8C8HfLaQVUKqW4LUvsWqSrzWxx5zcCnEWrBfz93Pf3FU/k1MBMRwvKAEBsrPRdxLy8+vcU18f62Kio5u/hjouLw4kTJxx+/tzcXMlYvobY2NhWuS65Nx8v6Qtb660i7qS8UvoOqbzArjuR/xJpMgsorzLYlcrblrILpL94ywvsuht57ZMzWaUNHOk6B09KqxD26xbuopXYb8w/4iSBmT3Hc1FaUeMW9+uXso5B0WG+GNnfPbJ5mnLXxBQcPJGPLKv/Z19tPYn+3cPRt2vb3heVeiNeeH+nzf/5XokheOr2Qe0iKFMnMsQHi2aOxMofUvHNb6ck2V7VBjNWbDyGn3an48YremBk/9gWv6AyWwTsOZaDL346gVMZJfUeo1AAlw/ujNuu7ul22ysdERqow43jk3HD5d1x6kIJft174e+tTq3f/TIyxAeDe0ZiUK9I9EkKaxctcR2l1ajQIz4EPeKlJR9qjGYU/t0hqaS8BiV/t1eu7VTzdxcbswC1UvF3dkFthoGPtwZBdR2n/L0Q7O8FHxfVMXI3apUSAb5am5p/RO6kfeVVuaHg4GCEhISgqKi2uvqZM/a36Tx79qz4uFu3bs1eQ5cuXcQASnOfPyQkxCb7p0uXLvjll18AAOfPn4fJZLKrO5P1dRUKBZKSkuxeE7mevFZLVbV7dhCSF9D193HfXz6C/L2gUEDygqGorNotXuhak9ftiHZhAU17yAMz+cV6lFcZ3CZIV9fVyJo715eqc2nfGLzz9SGxm5zZImD7wSxMGJ7o0nUdPVOIo2ek78ZPG9ut3bxzqfNS44lbB+GJ/2wTty8IArBk1V688fjoNssCqK4x4cXlO22KUidEB+C5ey5pdyn3AKBRq3DX31uFXv98HwpKpIGDzPxKLFm1F59vSsXkkV0wckCcwy/Q8ov1+GVvBjbtSkdeUcPb1vskheGeySlIigtqzqfilhQKBbp1Cka3TsGYcW1vXMirwJ7judiXloeTGSWodLB2Sn2iQ33Rq0sIUhJDkdIlFNFhvh6RzdEcXhpV7faiMD9XL4WI2lD7++nrhvr16ycGMA4fPtzE0bXy8/ORmXmxLWmfPn1a9Pw//vgjAODChQsoKiqyq+DygQMHGn3+fv36iY+NRiOOHz9u1zqtr5uUlNQhM6naMx/ZvuIqZsy0mFqlRKCfF0rKL7YAKCqrRmKMexWBzZEFZlzZ2cQecRF+0KiVMFq1oz+TWeo2WSnWWSdAbSv67p2DXbQa+/l4azC0d7SkdfYvezNcHpj58idptkxYkA5j/tHJRatpnq6dgnDb1b3w0Yaj4lxRWQ0WfLwb8x8a3urbXQxGM175eDeOnyuSzEeG+ODF+4bBT+e+AW579Okahv/8cww+3nAUm3el23TFySqoxLvfHMbyb49gYHIk+nQNQ6/EEHSO9JfU1LBYBBSVVeNMZu02k7+O59oEsuSiQ31x16QUXNI7yqMDCgqFAp0i/dEp0h9TRneFIAjILqzEyfMltd2IiqqQV6xHRZVB7LqjVCqgVirgpVUjJMAbwf5eCA7wRlyEH+KjAhAf7c/MDiLq8BiYcYKRI0eKgZmTJ08iIyMDnTo1/svi1q1bba7Rkud/9dVXJdeeNm1ao+ecPXtWktlS3/MPGzYMarVa7LK0devWJgMz5eXl+Ouvvxq9Lrk3eds5fbWbBmZk79DJOx+5mxB/b2lgprTtuyw0xmIRkFMofRfY3bcyqVVKxEf545RVbYmzWe4bmEnpEtputoiM/kecJDBT27a2HJ0i/Rs5q/WczCi2aT98/ZiuTq8b0hauG5WEAyfysP/ExW1uqenF+N83h/HI9P6t9rwmswWvfboHB05It9cF+3vh3/df2m7rdsj56TR4ZHp/XDE0Hv/75hBOnC+xOcZkFsQW0HV8dRp4a1UwGM2o0BvtanUM1H6fvOHy7hg1MK7d/P92JoVCwewOIiIn6Hg/QVrBlVdeKSk4uXz58kaPNxqNWLFihTju2bMnkpOTm/383bp1k5y/YsWKJtt2W69Ro9HgmmuusTkmICBAElj58ssvUVFRYXOctU8//VTs5AQA1113XVPLJzcj38rEGjPOIW87XVTmXoGZorJqSeYJ4P6BGQDoEhskGZ9u4l3ttnSoHdaXqTMwOQJBsq12m3elu2g1ttkyQf5eGD803kWraRmlUoE5t/zDpmXypp3pWPfb6VZ5TqPJjEUr92DX0RzJvL+PBv++/9J28X/dUd07B2PRzMsw784hSLKjRX2l3ojC0mqUV9kXlEmMCcDjNw3EO0+OxbjBnTtkUIaIiJyHP0WcICwsDJMmTRLHq1evxrp16+o9VhAEPP/88zh9+uIvXzNmzGjxGu6++27x8YkTJ/DCCy9AaOA3i7Vr1+Krr74Sx1OnTrWpL1PnnnvuER8XFBTg8ccfh9FY/17iHTt2YNmyZeJ4xIgR6NHDvVrXUtNstjK5aY0ZeXtUdy/oJn832t0CM/IioF5aFYL93asGTn26xARIxmfdJDCTX6yXFHkF2kd9mTpqlRLjBkszP3/+KwNGk3NbjtojPbsMO49IAwrXXZYEr3ZcDDTQzwvP3jXEpqDpB98ewRYnB8CqDSa8/OFu/HEoWzKv81LjxfuGIT46oIEz2z+lUoFhfaLxxmOj8OJ9wzCyf2yLsqz8dBqMH9IZix8diTdnj8bYQZ2gYkCGiIicgD9NnOSxxx5DUFAQgNrgy9y5c7Fw4UJJN6PU1FTMmDEDa9euFeeGDh2KCRMm1HvNXbt2ITk5Wfxz2223Nfj8kydPxsCBA8XxmjVrcN999yE1NVWcy83NxYIFCzBv3jxxLjQ0FLNmzWrwuoMHD5asb9u2bbj55puxd+9eca60tBTvvPMO7r//fjFoo9PpJM9D7YdOts+7yg23MtW1PbTm58bFf4F2EJiR15cJ8WkXdRLkGTMZeRWoMbZ98EDu0Clptoy/j8btago15QpZRkp5lQF/Hs5u4OjWs+bnk5Kxn06Dqy9NaPN1OFtiTCAeu2GAzfx/1xyQbCNridKKGjz/vz9ttoFpNSr8a8Yl6NbJ/WseOYNCocDA5Ag8edsgfPLCVXj8poG4Ymg8YsMb337j461G76RQTBndFfMfHI5PX7wKj94wAMnxIe3i+yMREbUfrDHjJJGRkXjrrbfwwAMPoKqqCoIg4KOPPsLHH3+MsLAwGAwGlJZK38mNj4/H66+/7pQf7kqlEkuXLsXtt9+Oc+fOAagNomzbtg2BgYHQarUoKCiQZNHodDq89dZbDWbL1HnppZeQlZWF/fv3AwAOHTqEm2++Gb6+vvD19UVBQQEslotbIFQqFebPn89uTO2UPGPGHbcyVVTZZvEEuPtWpgBp9om7BWbaW+HfOgkxAZKOVxaLgPM5ZS5/wSlvk92naxiU7aR7UJ2YcD/07RomqZWzaWc6LhsQ12ZryCqowO8HLkjmJo3s4jGFQkcOiEVucRVWbDwmzlkEYPHKPaiqNuLKSxKafe3TF0ow/+PdNq2NdV4qPHv3UKR0afxnv6fy02kwdlAnjB1UmxFWbTAhv1iPkooaGIxmsa2uv48WIQHe7e7/LRERtU/MmHGioUOH4qOPPkJi4sXOFYIgID8/3yYoc+mll+Kzzz5DWJjzUtsjIyOxcuVKm4K7paWlyM/PlwRlOnfujBUrVmDQoEFNXtfPzw8ffPCBZLsWAFRWViIvL08SlAkLC8OyZcvqrVlD7YNNu2w3DMzItzEBgJ/bB2bkGTM1DRzpGvKtTO2l5oTOS40Y2Vqb6p7S2gRBsCn827dr+6kvY02eNXPoVAGy8huvNeZMX/18EharXbk6LxUmjezSZs/fFqaN7Ybp47pJ5iwC8N81B/HBt0dsaj81RRAEbNqZjif/u90mKOOn0+DlB4a32/uxNXhr1egU6Y8+SWH4R49I9OsWjsSYQIQF6RiUISKiNsOMGSfr378/vvvuO2zYsAFbtmxBamoqCgoKoFAoEBERgX79+uHaa69ttW5F4eHhWL58OXbs2IGNGzdi7969yM/Ph8FgQFBQEFJSUjB+/HhMmjQJXl7214/w9fXF4sWLcfvtt2P9+vXYtWsXcnNzodfrERAQgOTkZIwZMwZTpkyBv79runaQc8gzZmoMZpjNFrfaR18mK/yr81K7fXcWefHf4rJqWCyC2/ziL9/K1F4CM0DtlpDM/Ivrd3UB4KyCShTKum7169Z+6stYG9YnGv4+Wkkw9Ic/z+Geyb1b/bmzCirw854MydzVwxLdvtB3c9x2dU/oq03YsOOsZH7db6dx9EwhHprWD13jgpq8TnpOGT5Yf0TS8alOaKA3Xrh3GBI8uKYMERFRe8XATCvQaDSYMmUKpkyZ0qLrDB06FGlpac06d/jw4Rg+fHiLnr8+ffv2Rd++fZ1+XXIf9W0R0BvM8NO5T+BDnjHj7q2yAduMGbNFQFmlAUFuUGBXEATkFLTPrUwA0CU2ENsPZonjUxklrlsMbLcxhQR4N1nLwl1pNSqMHdQJ67ddLFi/eVc6broiudW3E32+OQ0Wq3QZL60K1432zC2yCoUC903pA5232qamzsmMEsxe+htG9ovF1ZcmoGdCiCRQbjRZcPRMATbtTMeOQ1n1dhTqlRiCuXcMRrC/Z7TEJiIi8jR2B2a2b9+OESNGtOZaiMgN+HjbfluoqjbCT+c+NR1sW2W7z9oaEuTnJamFAtTWmXGHwEx5lRGVsmLK0e0oMNO9s7SezNmsUhhNZmjUrunac+ikdBtTv25h7bpQ6DXDE/Dt76fFe7eq2oQtu8/j2staL0hyPqcMv+2T1paZODzRowMLCoUCt1/TCxHBPvjfN4dhMl/cwiQIwLYDmdh2IBM6LzU6R/nDx0uNcr0RGbnlqDE0XPD66ksTcO+1fdw+q5CIiKgjs/un9IwZM/Dyyy+jpsa96iIQkXN5a20DM3o368xULiv+2x62NqhUSgT5uWcBYHnhX6VSgfBgnYtW47iucUGwjnuYzALOZpW5ZC0Wi+fUl6kTE+aHoSlRkrlvt52G2exY7RNHfLY5TRLE1HmpMXVMt4ZP8CBXDUvA4kdHIja8/uCovsaEtPRi7D+Rj1MZJQ0GZUIDvfGvGZfgoev7MShDRETk5hz6Sb1q1Spcd911OHz4cGuth4hcTKlUQOclzTRwt5bZ8q1M7t6RqY68zoy8DomryAv/Rgb7QO1GNYWa4qvTIC5CulXoxPlil6zlXHaZzf3Zt53Wl7F23aiuknFesR5/Hmmd1tmnMkqww2prGgBMvqwLAtrBlkVnSYoLwltzxuD2a3rCW+tY5pe3VoWbrkjGsifHYlDPyFZaIRERETmTw795nz17FjfddBP++9//SrrxEJHn0HlJtwa5W8vs9lhjBgBCA6RZKEWl+gaObFvywr9RoT4uWknzydtjuyowI68vEx3mi4jg9vf1lOuVGILunYMkc+t+PS3p9ucMgiBg+bdHJHO+Oo1NYKgj0GpUmD6uOz549grcPSkFnSIbL6zfJSYQ917bGx8+dwVuvrKHx7QUJyIi6ggcLv6rUChgMpnw9ttv47fffsNrr70maQ9NRO2fzkveMtvYwJGuIe/K1B62MgG1WwusFbhpxkxUO+rIVKd752Bstergc+J8iUvWcUAWmOnbtf1nywC1P/uvG9UVr326R5xLO1+Mgyfz0b97hNOe54/D2Th6plAyd/2Yrm5V46qtBfhqMWV0V0wZ3RXFZdVIO1+M4vIaVOmN8PPRICTAG907ByPQz/X1qoiIiKh57M6YmTlzJtTq2hdrCoUCgiDg8OHDmDp1KlatWtVqCySiticvAOxuW5kqbGrMtI8XbaFB8q1M7pExI68x054K/9aRZ3Nk5legQt+2AUWjyWwTVBjgxKCFq13aJxoRstpDK39IdVrWjMFoxkffHZXMRYT4tGqR4fYmOMAbl/SOxtXDEnD92G648pIEDO4VxaAMERFRO2d3YObhhx/G119/jV69ekEQBCgUCigUCuj1erz88su45557kJub25prJaI2Ig/McCuTc4QFSl/UukuNGXlgpj21yq6TEB1oUxfnVEbbbmdKTS+WFGJVKIA+HpIxA9QWsP6/y5Mlc2nni/HXcef87P/29zPILaqSzN01sRe0Gtd01yIiIiJqKw7VmOnevTvWrFmD2bNnQ6OpfYe6Lntmx44dmDx5Mr7//vtWWSgRtR15bQJ3y5hpr1uZ5IGZghLXZ8xU15hQVCbtthfTDrcyadRKJMUGSubaejvTwRPSbUxJsYEeV7B23OBONhlVKzYek7R2bo6cwkp8vjlNMtcrMQTD+8a06LpERERE7YHDxX+VSiXuu+8+fPPNN+jbt68ke6a0tBRz5szBnDlzUFbmmlalRNRyNjVmqt2nxowgCLZdmdrJi1/5VqYKvRHVLs5GypFlKABAZDss/gsA3WTbmdq6ALC8vky/bu27TXZ91ColbrpSmjVzPqccG3ecbfY1BUHAf9ccgMEobfs849reUFj3QSciIiLyUM3uh5qUlIQvvvgCTz75JLy8avc212XPfP/995g0aRJ27NjhtIUSUdvx8XLfrUw1RjOMJum7837tpcaMLGMGAArLXLudSV74NyTAC95ah+vCu4XunW07Mzm7a1BDKvVGnJQFgvp397zADABcNiAOXWKk2UmfbUpFcTPv5R//PIeDJwskc9dcmmDTaYuIiIjIUzU7MAPUBmLuvvturFu3DgMGDBCzZwAgNzcXM2bMwMsvv4yampomrkRE7kQnrzHjRluZyitts3cC2slWJp2XGr6y7jKu3s7kCfVl6nTrFCQZF5fXoKCkbQJfh08XwGIVA9KoleiZGNomz93WVEoFHpjaVzJXVW3CW18ecDgQdjarFO+vl7bHDgv0xh0TerV4nURERETtRYsCM3USEhLw2Wef4bnnnoOPj48YoBEEAatWrcJ1112Hw4cPO+OpiKgN2LbLdqPAjGwbk1JhWxPHnYUFyjszuThjxoMCMzFhfjaBr9T0ojZ5bnl9mV6JIfDy4KK1PRNDMHZQJ8ncnuO5Dm1pqqgy4NVP9thkwD08vX+7+j9NRERE1FJOzVe/5ZZbcPnll+PFF1/E1q1bxeDM2bNncdNNN+H+++/HJZdc4vB1Bw8e7MxlElETbIv/uk+NmXJZ4V8/Hy2UyvZThyI0UIf0nHJx7OqW2fKtTO2x8G8dpVKB5Phg7EvNE+eOnyvCyP6xrf7cHaG+jNxdE1OwLy0PJeUXs2I/+PYo4qMCmuxGVWM04+WPdiMzv0IyP3lkFwzqGdkq6yUiIiJyV04vJBAZGYlly5bhp59+wvz585GVlQWFQgGTyYRly5Zh2bJlDl1PoVDg2LFjzl4mETXCndtll8lbZbeTbUx1QmUZM9zK5Fy9EkMkgZljZwtb/TkLSvS4kCcNMHhqfRlrQf5eeOzGAXjh/Z3inMlswb8/3IX5Dw5HV9nWsjpV1UYsXPEXjp6R/tt0jQvEnRO5hYmIiIg6HqdsZarP5Zdfju+//17SuUkQhGb9IaK2JS/+607tsitsAjPta8tDWJC0ALArtzKZzBbkFUsDQ9HtOGMGAHolSOu6nM0qa/XA4gHZNiY/nQZdYoNa9TndxT96ROK6UUmSOX2NCU+9vR2/7s2wOf70hRI89d/t2C/7moUEeOHpO4ZAo/bc7V9EREREDWm11hupqal46aWXcPjwYbEgsKNtLxmUIXINefFfdwrM2GTMtJNW2XXknZkKXLiVKa+4ChaL9Ptse8+Y6dY5CCqlAua/Py+LRcCJ9GL0a8UMloOybUx9uoZB1Y6217XUnRNTkFtUhT8PZ4tzBqMZSz7bhx93puOS3tHw0ihx+HQhth/MhPxHu4+3Gi/cOwwRIe2zTTsRERFRSzk9MFNRUYGlS5fiiy++gNlslmTLaDQahId7fno3UXvn4yXNQtHXuFONGela2ttWprAgWfHfNuoaVJ+cgirJ2FenQUA7C3TJeWvVSIoLxInzJeLcsbOFrRaYsVgEm4yZjrCNyZpKqcA/b/kHXly+E4dOSdteHz1TaLNlyVqgnxbP3T0UibL220REREQdiVMDM+vXr8eiRYtQWFgoBmTqgjL9+vXDggUL0KVLF2c+JRG1AnmNGZNZgMFohtYNuszIuzK1t0BCmCxjpqSiBkaT2SVbOLILpHVR2vs2pjq9EkOlgZlzrdeZ6dSFEpRU1EjmOlpgBgC0GhVeuPcSvLfuCH7885xd53SK9MPz91zS7rO0iIiIiFrKKYGZ7OxsPPvss/jjjz/E7Ud1ARmtVouZM2finnvugVLZaiVtiMiJ6mtVW1ltdMvAjF87qzETKqsxAwBFZTWIdME2jixZ4d8YD3mB3DMhBOt+Oy2OU88VwWS2QK1y/s+gPcdzJePYcF/EhPk5/XnaA41ahYen9UNKl1B89N1RFJXVnw3mpVXh/8Z1x3WjktziewoRERGRq7U4MPPZZ59hyZIlqKqqErNkgNr6MH379sWCBQuQlJTUxFWIyJ346my/NVRVmxDs74LFyMjbZQe0s61Mvt5qeGtVqDaYxbmCEr1LAjPyrUyekjGT0kVaALjaYMbJ8yXomRji9Of6SxaYGdQzyunP0d6MHhiHS/tEY+eRbOxLy0NWfiXMFgvCg3zQOykUI/vHItDPy9XLJCIiInIbzQ7MnD9/Hs888wz27NlTb5bMI488ghkzZjBLhqgd0qhV0KiVMJos4lyl3j3qzMgzZtpb8V+FQoHQQB0y8y9uIyp0UQHg7ELpViZP2VIS6OeFhOgAnMsuE+cOncp3emCmuKwapzJKJHODe0Y69TnaK61GhcsGxOGyAXGuXgoRERGR23M4aiIIAj788ENce+21YlDGupZM79698c033+C+++5jUIaoHZPXmamqdo/ATFk7L/4LAKGB0gLABS4oAGy2CMj20IwZAOjbNUwylheldYa9qXmSsc5LjV6ybB0iIiIioqY4FDk5deoUbrjhBixatAh6vV7ScUmtVuPxxx/Hl19+ya1LRB5AXmfGHVpmWywCKvXtu/gvAITJ6sy4ImOmsFQPk9kimYvx4MDM8XNFMBjNDRzdPPL6Mv27h0Oj5hsSREREROQYu7cyvf322/jf//4Ho9FoU0smJSUFCxcuRLdu3VptoUTUtnzdMGOmqtoIiyCd89O1v8CMTcaMCwIzObLCv95aFYL8PafuR0pSGJQKiPeL0WRBanoR+nZ1Tsckk9mC/SekGTPcxkREREREzWH3W3v/+c9/JEGZuiyZxx57DF9++SWDMkQeRp4xU+kGGTNlsvoyAODv2766MgH1Zcy0/Vam7AJpYCYq1FcMuHsCP50GXeKCJHMHTzpvO9Oxs4U2WWSDGJghIiIiomZwOOe6LijTq1cvfP3113jggQegUrHdJZGn8dXJtjK5QfFfeUcmrVoJb22Lm8u1ubBAWWCmpO0zZuSBGU+qL1Onn2w7077U3AaOdNzOIzmScde4QAQHeDdwNBERERFRwxwOzKhUKjz66KNYs2YNunfv3hprIiI3oPOSBjzcIWOmvEpW+Lcd1pcBbLcyFZVV29R7aW1ZssCMJ9WXqTOwR4RkfOpCKYrKWp6dZLEI+ONQlmRuSEp0i69LRERERB2TQ4GZnj174uuvv8ZDDz3ELBkiD2eTMeMGNWZsWmW3w45MABAe7CMZW4S2384krzHjiRkzvRJDbQKMe4+3PGvmxPlim3+v4X0ZmCEiIiKi5rE7MPPII49gzZo1SE5Obs31EJGbsG2X7QYZM5WeEZjx99HAWysNbucVVzVwtPMJglBvjRlPo1YpMSBZWuz3LycEZnbIsmU6Rfqhc1RAi69LRERERB2TQ4EZZskQdRy+NsV/XZ8xIy/+2x4L/wK1tbrkWTP5bRiYKSmvQbVB2jraEzNmANtOSQdO5MNoav62MUGw3cZ0ad+YZl+PiIiIiMjhGjNE1DHIuzK5xVYmD8mYAYCIYGkB4LzitisALK8vo1ErbQoSe4p/9JAGZvQ1Jhw53fzuTGnpxTb/VsMZmCEiIiKiFmBghojq5auTFf/Vu34rU4Ws+G9AOy3+CwARNhkzbReYkdeXiQr1gVLpOa2yrQUHeKNbpyDJ3PaDWfUfbIef92RIxrHhvkiI5jYmIiIiImo+BmaIqF4+Xu6XMSPfyuSna7+BmXCbjJm228rUEerLWJNntPxxKKtZ25kMRjN+P5ApmRszqBMUCs8MahERERFR22Bghojq5SPPmHGH4r+ywExAO60xA9h2ZmrLGjPywIyn1pepM7J/rGRcoTfiwIk8h6+z62gOKvUXA5QKBTDmH51avD4iIiIi6tgYmCGiesmL/xqMZpjMzS+a6gyeXGMmv1gPQRDa5LmzZFuZYjw8YyYixAc9E0Ikc9tkmS/2+Pmv85Jxn6Qwmy1pRERERESOYmCGiOolb5cNuL5ldrmsxoy/B9WYMZgsKKmoaZPnzrHJmPFrk+d1JXnWzK4j2Q5tz8vKr8DeVGmWzbjBzJYhIiIiopZjYIaI6iXPmAFcW2fGaLJAXyMNDLXnjJngAG+oZAV326IAcHmVARV66b9jVJjnZ32M6BcD6y+3vsaMX2SFfBvz3e9nJGNfnQaX9mE3JiIiIiJqOQZmiKheXlqVTaeeSr3rAjMVsvoyQPsOzKiUCoQFtX0BYHl9GaVS0SG24wQHeGNISpRkbsOOs3ZtH6vQG/GTbBvTVZfEw9vLNquMiIiIiMhRDMwQUb0UCgV8ZC88XbmVSd6RCQD8fdpv8V/AdjtTXlHrZ8xkyQIzkcE+UKs6xo+CicO7SMYX8ipw8GR+k+f98MdZVBvM4lipVOCa4YlOXx8RERERdUwd47dxImoWH537tMyWF/719VZD1c4DCvKW2W3RmSk7v0Iyjgr1/GyZOn27haFTpLSezje/nm70nNKKGny19aRkblif6A6RZUREREREbaN9v6oholbl6+0+LbM9qfBvHZuMmTaoMZOZL82YiY3w/MK/dRQKBSbIsmb2peXh6JnCBs/58ucTNpli08Z0a5X1EREREVHHxMAMETXIx9uNMmZkW5n82nF9mTryjJm2qDGTmV8uGceGd5zADACMG9QJQf5ekrn31h2G2WJba+Z8Thm+33FWMjdqQBy6dgpqzSUSERERUQfDwAwRNUjemanSjbYyBXhAYCZCvpWppHUzZgRBQKZsK1NHC8x4e6nxf+O6S+bOZJZizc8nJHPVBhOWfLYPJvPFgI1apcStV/dok3USERERUcfBwAwRNchHtpWpSu/KrUzSwEx77shUR76VqVJvbNWspKKyauhrzJK5jrSVqc7Vlyagc5S/ZO6zTan4dW9t++waoxmLPt2LM5mlkmOuvawLokJ922ydRERERNQxsNcnETVIHphxZcZMmSxjxt+3fXdkAmDTLhuorTOTEN06n1uWrL6MVqNCWKDtGjydWqXEI9P6Y+7bv6NuB5MgAEs+24ctu88jp6gKeUXSbWWdIv1w05XMliEiIiIi52PGDBE1yFfWlUnv0uK/nreVSatRIVhW76Q168xckG1jignzhVKpaLXnc2c9E0Nw69U9beYPnSqwCcr4eKvx9B1D4KVRtdXyiIiIiKgDYWCGiBokL/7r0hozsq5MAR7QlQmw3c6UX9R6gZnMPFl9mQ64jcnatLHdMHlkl0aP8fFW4/l7LkGnSP9GjyMiIiIiai4GZoioQfJ22fK2wW2prLJGMvaEdtmAbWem3FZsmS0v/BvXwQr/yikUCsy4tjcemtbP5l4HgB7xwVj86GVI6RLqgtURERERUUfBGjNE1CCdO2XMVEqf2xOK/wKwKSabU1jZwJEtZ9ORqYNnzAC1wZmrhyVg1IBY7D6ag4y8CnhrVejdJQw9EoKhUHTMrV5ERERE1HYYmCGiBtlkzOhdE5gRBMG2K5OHZMzIAzPZBa0TmDGaLMiVbZPqaK2yG+PjrcHof3Ry9TKIiIiIqAPiViYiapBtjRnXbGWqqjbBXNc+52+eUPwXAKJCpTVmcgorIQhCA0c3X05hJSyyryEDM0RERERErsfADBE1yKYrU43J5sV9W5BnywCekzETLcuYqTaYUVJR08DRzXdBVvg3yN/L5t+XiIiIiIjaHgMzRNQgn3oKoupr2j5rpqxSGphRq5Tw1npG6+LQIB3UKmkdk5wC53dmypLXl2G2DBERERGRW2BghogaJN/KBLimALA8YybAV+MxRVlVSgUiQ6TbmbJboQCwTeFfBmaIiIiIiNwCAzNE1CCdl23GjCtaZpfLMmY8pSNTnbbozCTfysTADBERERGRe2BghogapFIqbIIzlS7ozFTmoR2Z6sjrzLRGYEaeMRPHVtlERERERG6BgRkiapS8ZbY71JjxuIyZMHlgxrk1ZsoqDTZfw5hw3waOJiIiIiKitsTADBE1ykfWuccVGTPyrUwBHp4x4+waM+dzyiRjtUpp85xEREREROQatgUkqMV27NiB9evX48CBA8jPz4cgCIiIiED37t0xYcIEjBs3Dlpt672wtFgs2Lp1K7Zu3YpDhw4hPz8fFRUV8PPzQ0REBAYMGIDx48dj5MiRdl/z7bffxltvveXwWgYOHIjPP//c4fPIffjKCgBXuaT4r/Q5PS0wExUqLf5bUl4DfY2p3ho/zXE+t1wyjovwg0rFuDwRERERkTtgYMaJCgsL8eSTT2L79u02H0tPT0d6ejq2bNmC7t27Y9GiRejRo4fT17B//37MnTsX586ds/lYSUkJSkpKcOLECaxevRq9e/fGokWL0KVLlyave+zYMaevldoHnWwrUyWL/zpdZD3ZKzmFlUiMCXTK9c/nSAMznSP9nXJdIiIiIiJqOQZmnKSoqAg333yzTUAkKCgIKpUKhYWF4tyJEydw0003YeXKlUhJSXHaGjZv3ozHHnsMZrNZMu/v7w9/f3+UlJSgqupi7YojR45g2rRp+PDDD9G/f/9Gr20dmAkNDYWvr33bIKKiouz/BMgtuUPGjE3xXw8LzHhpVAgL9EZBabU4l5lf4bTATIYsY6ZzFAMzRERERETugoEZJ5kzZ44kKDNx4kTMnDkTCQkJAIDc3Fx88MEH+OSTTyAIAqqqqvDAAw9g48aNCAgIaPHznzp1CnPmzBGDMkqlEjfffDNuueUWMSNGEAQcPnwY7777Ln7++WcAQGVlJR588EF8++23CA8Pr/faJSUlyMrKEsdLlizBsGHDWrxmah983aHGTJVn15gBgLgIf2lgRtbeuiXkGTOdmDFDREREROQ2WGTACb7//nv88ccf4viuu+7CkiVLxKAMAERGRmLevHlYsGCBOJeXl4f33nvPKWtYuHAhDIbaF68KhQJvvPEGnnvuOck2JYVCgb59+2LZsmV46KGHxPmioqJG68fItzH16tXLKWum9kHelanCDYr/elrGDGDbvvqCkwIzpRU1KKmokcwxY4aIiIiIyH0wMOME77//vvg4MTER//znPxs8dsqUKbjhhhvE8aeffoqysrIGj7dHVlaWpK7N//3f/+Gqq65q9JxZs2ZhwIAB4njDhg2oqamp99ijR4+Kj2NjYxEY6JztFdQ+uDpjxmgyo9og257nq2ng6PYr1iYwU97AkY6RF/5lRyYiIiIiIvfCwEwLpaamSjJKbr31VqjVje8Qu+eee8TH1dXV2LJlS4vW8Msvv0AQBHF800032XXe9ddfLz6uqqrC4cOH6z3u+PHj4uPevXs3c5XUXvnJslPaOmOmTJYtA3SMjJnM/ArJ/+vmkteXYUcmIiIiIiL3wt/OW+j333+XjMeOHdvkOfHx8UhKShLHmzZtatEaTpw4IT7WarV2d3uKj4+XjPPy8uo9zjpjhtuYOh4/b9dmzMgDMwqFbbDIE8RFSLcX6WvMKCqrbuBo+7EjExERERGRe2Px3xayzjKJiIhATEyMXef169cPp0+fBlDb4loQBCgUimat4Y477sDIkSORm5uLyspKu68j30Kl1dq+2K2srMT58+fFMQMzHY+vj2sDM/LCv77eGqiUzfu/4s5CA73hrVVJtm1dyK1AaKCuRddNz5H+P2d9GSIiIiIi98LATAudPHlSfNy1a1e7z0tMTBQfl5WVIT8/HxEREc1aQ5cuXSRFfu21Y8cOyTguLs7mmOPHj8NisYjjlJQUHD16FOvWrcNff/2FjIwMGAwGhIaGonv37hgzZgymTJkCb29vxz8Rckt+shozbb2VqbxS+nz+HtiRCagtzh0b4YfTF0rFuQv5FejXvf5uafYQBAFnM0slcwnRLe8CR0REREREzsPATAvl5OSIj6Oiouw+Tx6EycrKanZgpjmKioqwbt06yXqSk5NtjrOun+Pj44NnnnkGv/zyi81x2dnZyM7Oxm+//Ya3334bzz//PK644opWWTu1LXlgxmiywGA0Q6tRtcnzl8lbZXvgNqY6ceH+0sBMCwsA5xfrUVltkswlxrB4NxERERGRO2GNmRbQ6/WoqqoSx0FBQXafKz+2tLS0/gNbySuvvCJZ+9SpU+vdAmUdmKmqqpIEZXx8fBAdHW2THZOfn49HH33Uaa3AybXkXZmAts2asWmV7aEZM0B9nZla1jL7TJb0+4qvToPw4JZtjSIiIiIiIufqMBkzN910E/bt2+eUa6WlpQGAJLABAL6+9reg9fHxkYwrKytbvjA7rVixAhs2bBDHwcHBuPfee+s91jowAwAajQa33XYbbrjhBiQkJAAAzGYzDh06hOXLl+Onn34CULuFYsmSJYiJicHEiRNb5xOhNlFfYKZSb0RIQNtsV5PXmAnw4MCMvDPThdyWZcyczZLWl+kSE9jsWlZERERERNQ6mDHTAgaD9AVjU22yGztWfq3Wsm7dOixcuFAcKxQKzJ8/H35+fjbHGgwGsUAxUBvA+eKLL/DUU0+JQRkAUKlUGDBgAN5++208/fTTkmv8+9//Rnl5y15ckmupVUp4a6Xbliqq2i5jRt6VyRNbZdfpJOuYVFBa3aLspLOyjJnEWNaXISIiIiJyNx0mY6Y1CIIgGTvyTrT8XKWy9WNkX331FZ577jlJMd8HH3ywwRbfCoUCy5cvR0ZGBjIyMjBmzBj07t270ee48847kZaWhrVr1wIASkpKsGrVKjzwwAPO+0SozfnqNJJuQZXVbbiVqUq+lck2g8dTxIb7Qa1SwGS++P0hPbsMKV1Cm3W9M7LCv4nRrC9DRERERORuOkxgZt68eU7P3JC3lzYa7X+xajabJeP6WlU70zvvvIOlS5dK5m644QbMmjWrwXM0Gg2GDRuGYcOGOfRcM2fOxDfffCMGn3755RcGZto5P50GhaXV4tiVNWY8ufivRq1EXIQ/zmVf3IJ0Nqu0WYGZSr0RuUXS7ZZdYhmYISIiIiJyNx0mMNOnTx+nX9PfX7rtQK/X232uvKaMTtc6BTkNBgP+9a9/iRksdW699VY8++yzrfKcMTEx6NatG06cOAEAOHLkCARBYG2LdkxeZ6ayqm223gH1bGXy4BozAJAYEyALzJQ1cnTDrK8BAGqVwmarFBERERERuR5rzLSAl5eXpIhvSUmJ3efKuzCFhYU5a1miwsJC3HHHHTZBmZkzZ+K5555r1UBJ586dxccmk8mhrw25Hz+dNBhS4cqtTB6cMQMACbLtRueym9ex7XRmiWQcF+EPjZrf8omIiIiI3A1/S2+huLg48XFeXp7d5+Xm5krGUVFRTlsTUNs5avr06ZJOVBqNBq+88goeeeQRpz5XfeQttK3r2lD746uTJte1VfFfs0Ww2TblyV2ZgNqMGWvnssthtggNHN2wE+klknFSHLcxERERERG5IwZmWqhLly7i4zNnzth93tmzZ8XHISEhCA1tXnHP+vz555+4+eabkZmZKc4FBATg/fffx7Rp0xy+XmlpKTIyMhw6xzpDRqFQIDCQLwrbM5utTG1UY6ZSb4SsTrbnZ8zIAjMGoxk5hZUNHN2wE+eLJePkzsEtWhcREREREbUOBmZaqF+/fuLjCxcuoKioyK7zDhw4ID52Zv2bn3/+Gffeey8qKirEuc6dO+OLL75wuIjv3Llz0bt3bwwZMgRXXHGFTV2chgiCgKNHj4rjrl27OtRKnNyPzVamNgrMyLcxAZ5fYybY3xtB/l6SOXnb66aUVtQgWxbM6c7ADBERERGRW2JgpoVGjhwpGW/durXJc86ePSvJmJFfo7m2b9+OWbNmSbpDDRgwAKtXr0ZSUpLD14uMjBSvZbFYsH37drvO++OPP1BcfPHdekcDQuR+XJUxI+/IpNWo4KVRtclzu1JCtGw7k4MFgE9mlEjGWo3K5ppEREREROQeGJhpoW7duiE5OVkcr1ixAiaTqdFzli9fLj7WaDS45pprWryOjIwMPPbYY5KgzJgxY/Dxxx8jJCSkWdccN26cZPzRRx+JLbAbYjQa8frrr4tjhUKBG2+8sVnPT+7DTx6YaaPiv2VV8lbZmgaO9CyJMdKtfycvlDh0flq6dBtT17hAqFT8dk9ERERE5I74m7oT3H333eLjEydO4IUXXmgwgLF27Vp89dVX4njq1Kktri9jNpsxe/ZslJeXi3MjRozAf/7zH5sivI7o27cv+vfvL47379+Pt956q8HjTSYTnn76aRw5ckScu+6665qVrUPuRZ4x01bFf+UZMwG+Xg0c6Vm6dQqSjNPSi2FxoACwvL4MtzEREREREbkvBmacYPLkyRg4cKA4XrNmDe677z6kpqaKc7m5uViwYAHmzZsnzoWGhmLWrFmNXjs5OVnypz7r16/HoUOHxHFsbCzefPNNaDQtzy544YUXoNVerOmxbNkyPProo5LPzWQyYdu2bbjhhhvw3XffifOdO3fGM8880+I1kOvZZMy4qMaMv2/HyJjpES/NcqvUG5GZX9HA0VKCINgW/o1nYIaIiIiIyF2xIqsTKJVKLF26FLfffjvOnTsHANi2bRu2bduGwMBAaLVaFBQUSLJodDod3nrrLad0Y3r33Xcl4/LyckyZMsXh6zzxxBO44oorJHM9e/bEG2+8IdkmtWnTJmzatAn+/v7w8/NDYWEhDAbpC+jOnTvjk08+gb+/v8PrIPfj52O7lcliEaBUKlr1ectkGTOe3pGpTniwDmGB3igorRbnUs8VoVNk0/+fMnLLbYozM2OGiIiIiMh9MTDjJJGRkVi5ciWefvpp/P777+J8aaltN5XOnTtj8eLFko5OzZWamor09HTJXFlZGcrKHCsWCkDSycna5Zdfjs8//xxz587FqVOnxPny8nLJ9imgtqbMddddhyeffLLZtW3I/fh6SwMzggDoa0w2W5yczSYw4+EdmawlJ4Sg4GCWOE5NL8b4ofFNnnfoVIFkHBbojfAgndPXR0REREREzsHAjBOFh4dj+fLl2LFjBzZu3Ii9e/ciPz8fBoMBQUFBSElJwfjx4zFp0iR4eTmnVkZdhk5r69OnDzZs2IBffvkFW7ZswYEDB5Cfn4/q6moEBQUhOjoaw4cPx9VXX93glitqv+QZM0Bty+zWDszItzIFdJCMGaB2O9MOq8DM8XNFdp138GS+ZNy3WzgUitbNbCIiIiIiouZjYKYVDB8+HMOHD3fKtdLS0hr9+FVXXdXkMc6iUCgwduxYjB07tk2ej9yHt1YNpQKwrj/bFnVmyiulz9GRMmZ6JEi3H9VtUZLX+7Fmtgg4fLpQMtevW3irrI+IiIiIiJyDxX+JqElKpcImO6ZNAjPy4r8dKGMmKTYQGrX0W3RaeuNZM6cvlNj8u/TrFub0tRERERERkfMwMENEdrFpma03NHCk85RV1kjGAR0oY0ajVqFrXJBk7uDJgvoPFj8u3cYUF+GH0EDWlyEiIiIicmcMzBCRXdo6Y0YQBJvivx0pMAPYbkPan5bX6PGHZIEbbmMiIiIiInJ/DMwQkV3ktU3kLZmdraraBJNZkMwF+jmnaHZ70b+7NLByLrsMRWXV9R5bqTfiyBlpYKZvV25jIiIiIiJydwzMEJFdbLcytW5gplS2jQkAAjtYxkxyfDB0XtIa7buP5tR77F/HcyWBLLVKaRPYISIiIiIi98PADBHZxU8nDYpUVrVuYKasQrqNSatWwkuratXndDdqlRL/6BEhmfvzSHa9x/5xKEsy7t89HD7erdvOnIiIiIiIWo6BGSKyi03GTHUrB2bk9WX8vKBQKFr1Od3RsD7RkvGhk/korZBmE5VVGvDXMWkmzSW9pecREREREZF7YmCGiOziq5Nuqalo5YwZefAh0K9jbWOqM6hnpKRttsks4Nd9FyTH/LovQ7KNSaNWYni/mDZbIxERERERNR8DM0RkF5utTK1eY0aaMRPo27EK/9bx8dbYZM38+Oc5WCy1gRizRcB3v5+RfPyS3tE2xZqJiIiIiMg9MTBDRHaxaZfd1luZOljhX2tXDImXjC/kVeCPw7U1ZX7bl4GcwirJx68eltBWSyMiIiIiohZiYIaI7GLTLruNtzIFdNCtTADQp2sYEqIDJHMffHsUF/LK8fGGY5L5rnGB6J0U2pbLIyIiIiKiFmBghojsIg/MtHXGTEfdygQASqUCN4zvLpkrKNHjwVe3orhcGsC6+coeHbJIMhERERFRe8XADBHZRb6VqcZghtFkabXnY/FfqUv7xKBv17BGjxnUMxKDe0W10YqIiIiIiMgZGJghIrvUV0y2Qm+o50jnsK0x03EzZoDarJlZNwxAkH/9X4eIEB88duOANl4VERERERG1FAMzRGQXP596AjOtWGemrFJWY6YDF/+tExHig4UPj7CpN9MjPhjzHxyOQL+OHbwiIiIiImqP1K5eABG1Dxq1Ct5aFaoNZnGutQIzBqMZ+hqzZK6jb2WqExvuhzdnj8bxc0XILapCbLgvuncOZl0ZIiIiIqJ2ioEZIrKbn48W1Qa9OC6vap2tTKUVttdlNshFSqUCKV1CkdKF3ZeIiIiIiNo7bmUiIrsF+EizVlorMCPfxqRUKuDrbbuVioiIiIiIqL1jYIaI7CavM9NqGTPywr8+WiiV3KpDRERERESeh4EZIrKbv688Y6Z1asyUyVplB7C+DBEREREReSgGZojIbv7yrUyVrbWVSXrdwA7eKpuIiIiIiDwXAzNEZDd/2VamsrbaysSMGSIiIiIi8lAMzBCR3eQZMxWt1pVJtpXJl4EZIiIiIiLyTAzMEJHdbLcytVKNGW5lIiIiIiKiDoKBGSKym3wrU7m+jWrMcCsTERERERF5KAZmiMhuNl2ZWqn4r3wrEzNmiIiIiIjIUzEwQ0R2k29lqjaYYTSZnf48pRWy4r+sMUNERERERB6KgRkisps8MAMA5VXOrTNjtgio0LMrExERERERdQwMzBCR3eQ1ZgCg3MmdmSqqDBAE6VygH7cyERERERGRZ2JghojsplIp4eOtlsw5u86MvL4MwK1MRERERETkuRiYISKH2LTMdvJWplJZoMfXWw21it+qiIiIiIjIM/HVDhE5xKZltpO3MslbZQdwGxMREREREXkwBmaIyCHyjJkKZwdmbFplcxsTERERERF5LgZmiMgh8sCMPMOlpUrKZYEZZswQEREREZEHY2CGiBziL8tgqdA7t8ZMiSxjJsifgRkiIiIiIvJcDMwQkUP8ZDVmnJ4xIw/MMGOGiIiIiIg8GAMzROSQAJuuTK27lYkZM0RERERE5MkYmCEih8i3MpW3co0ZBmaIiIiIiMiTMTBDRA4J8G3l4r/cykRERERERB0IAzNE5JBAX2mgpKzSAEEQnHJtg9GMqmqTZI4ZM0RERERE5MkYmCEihwT4STNmzBYBlU7qzCTfxgQAQf7eTrk2ERERERGRO2JghogcEljP1qJSJ21nkm9jUquU8PVWO+XaRERERERE7oiBGSJyiJdGBW+tSjJXWmGb6dIcNoV//bRQKBROuTYREREREZE7YmCGiBwWIMuaKa1wTsZMMTsyERERERFRB8PADBE5LNCmM5OTMmYqqiVj1pchIiIiIiJPx8AMETlMXmfGWRkz8uuwVTYREREREXk6BmaIyGEBsoyZUmdlzHArExERERERdTAMzBCRw+QZM2VOyphhYIaIiIiIiDoaBmaIyGHyGjNO68okqzFTX2tuIiIiIiIiT8LADBE5LNBPvpWpdTJmghmYISIiIiIiD8fADBE5TN4uu8wJGTMmswXlVUbJHLcyERERERGRp2NghogcZrOVqdIAQRBadM36tkMxMENERERERJ6OgRkicpi89ovRZIG+xtSiaxaVSevLKJUK+PtoGziaiIiIiIjIMzAwQ0QOk7fLBoCyFtaZKS6TZsyE+HtBqVS06JpERERERETujoEZInKYzksNjVr67aOlnZkKZRkzwQHeLboeERERERFRe8DADBE5TKFQ1FtnpiWKZYGZEAZmiIiIiIioA2BghoiaxdmdmeQ1ZhiYISIiIiKijkDt6gV4oh07dmD9+vU4cOAA8vPzIQgCIiIi0L17d0yYMAHjxo2DVts6RU3nzZuHr7/+2uHzJk2ahMWLFzd5XGZmJr788kv8+eefOHfuHKqqqhAcHIzY2FiMHTsW1157LSIjI5uzdGpnbDJmKlqWMVNYKgvMBDIwQ0REREREno+BGScqLCzEk08+ie3bt9t8LD09Henp6diyZQu6d++ORYsWoUePHk5fw7Fjx5x+zTrvv/8+3nrrLRgM0hfgeXl5yMvLw/79+7Fs2TI88cQTuPnmm6FQsHCrJ5N3ZippYcZMcTkzZoiIiIiIqONhYMZJioqKcPPNN+PcuXOS+aCgIKhUKhQWFopzJ06cwE033YSVK1ciJSXFaWswGAw4deqUOI6IiIC3t30vbsPDwxv9+CuvvIJPPvlEMufl5YXg4GAUFhbCaDQCAPR6PV566SXk5uZi9uzZDn4G1J4E+csCM+Ut3Mokz5hhYIaIiIiIiDoABmacZM6cOZKgzMSJEzFz5kwkJCQAAHJzc/HBBx/gk08+gSAIqKqqwgMPPICNGzciICDAKWs4efKkGCABgFWrVqFz584tvu769eslQZn4+HjMmzcPI0eOhEqlgsFgwKZNm7Bw4UIUFBQAAP73v/+hR48euOaaa1r8/OSe5IETeY0YR5jNFpuuTgzMEBERERFRR8Div07w/fff448//hDHd911F5YsWSIGZQAgMjIS8+bNw4IFC8S5vLw8vPfee05bh/U2Jn9/f3Tq1KnF16yoqMCrr74qjhMSErB69WqMHj0aKpUKAKDVajFp0iR8/fXXiI6OFo9dvHixzbYn8hzydtbFLciYKamogUWQX9+r/oOJiIiIiIg8CAMzTvD++++LjxMTE/HPf/6zwWOnTJmCG264QRx/+umnKCsrc8o6jh49Kj7u2bOnU2q8fP3115JtWK+88gqCg4PrPTYqKgqvv/66OM7MzMTatWtbvAZyT8GyrUzydteOkGfbKJUKBPoyMENERERERJ6PgZkWSk1NlWSq3HrrrVCrG98hds8994iPq6ursWXLFqes5fjx4+Lj3r17O+Wa69atEx+npKRg0KBBjR4/cOBADBw4UBxv2LDBKesg9yPfalShN8JgNDfrWsVl0mybYH8vKJUsHk1ERERERJ6PgZkW+v333yXjsWPHNnlOfHw8kpKSxPGmTZtavA6z2Yy0tDRx3KtXrxZfs6CgQBLsGTdunF3nWX8N9u7dK9adIc8iz5gBml8AuLCMhX+JiIiIiKhjYmCmhQ4fPiw+joiIQExMjF3n9evXT3y8f/9+CILQyNFNO3PmDPR6vTh2RmDm8OHDknX179/frvOsj7NYLDhw4ECL10Lux1engUYt/RZSVN687UzybVAMzBARERERUUfBrkwtdPLkSfFx165d7T4vMTFRfFxWVob8/HxEREQ0ex3W26l8fHyQmJiI3bt347vvvsO+ffuQlZUFi8WC0NBQ9O7dG+PGjcOECRMa3XZl/bkB9n9+1kWPAeD06dO4/PLL7f9kqF1QKBQIDvBGXlGVONfcOjPyGjMMzBARERERUUfBwEwL5eTkiI+joqLsPk8ehMnKynJaYCYwMBC33HIL9u3bZ3NcZmYmMjMzsWnTJixbtgyvvPJKg3VjrD83lUqF8PBwu9YSFhYGtVoNk8kkPid5pmB/L2lgprlbmUplgZlABmaIiIiIiKhj4FamFtDr9aiquviiNCgoyO5z5ceWlpa2aC3WgZns7GxJUMbPzw9RUVHQaDSSc86dO4c777wT69evr/ea1t2YAgICoFTad7soFAr4+/uL45Z+buS+5Jkt8swXexXLtkAF+zMwQ0REREREHUOHyZi56aab6s0gaY66IrvWQRkA8PX1tfsaPj4+knFlZWWL1mRdpLduLTNmzMD111+PyMhIAIDBYMBff/2Fd955B3/99RcAwGg04plnnkFMTAwGDx4suYb15ydfb1N8fHxQXFwMoOWfG7mvIJuW2c3MmCmRBmZCmTFDREREREQdBDNmWsBgMEjGTbXJbuxY+bUccf78eZSXl4vj+Ph4fPPNN3jooYfEoAwAaLVaDB8+HJ9++inuuOMOcd5oNOLZZ58Vtx7VtyZ5tk1TrI83Go0OnUvthzxjRp75Yo8aoxklFdKATniwrkXrIiIiIiIiai86TMZMa5B3UlIoFM0+195tQvUJDQ3F8uXLkZGRgYyMDEyfPh3x8fENHq9QKPD0008jLS0NO3fuBFC7remHH37ApEmTGlyjI6zPbcnnRu5NvuWoOcV/C0v0NnPhQQzMEBERERFRx9BhAjPz5s2TZJU4g1arlYwdyQwxm82NXssRvr6+GDlypEPnKBQKzJw5UwzMAMAvv/wiCcxYr0meTdMU6+Nb8rmRewsOkG5lKmrGVqZ8WWDG11sNH2/HMrSIiIiIiIjaqw4TmOnTp4/Tr2ld4BaoLQZsL3ndFZ2u7TMEBg4ciICAAJSVlQEADh8+LPm4n5+f+NiRzw2Qfn6u+NyobYTIMmZKKmpgsQhQKu3PHssvlt5b4cGO1TMiIiIiIiJqz7jHpAW8vLwkRXFLSkrsPlfeqSgsLMxZy7KbUqlEbGysOC4oKJB8PDQ0VHxcVlZm99Ymi8WCiooKceyKz43ahjxjxmIRUFbpWL0kecZMGLcxERERERFRB8LATAvFxcWJj/Py8uw+Lzc3VzKOiopy2poc4e19MePBYrFIPmYdtDEajSgqKrLrmgUFBZKtTNYFiMmzBPl5QV5aydECwAWywAzryxARERERUUfCwEwLdenSRXx85swZu887e/as+DgkJESSndIcgiCgqKgImZmZDp1X19IaAIKCgiQfS0pKkozt/fysPzcA6N69u0NrovZDpVIi0E+aNVNY6lhgJr9Y2naeGTNERERERNSRMDDTQv369RMfX7hwwe6skgMHDoiPW1r/5vbbb0dKSgqGDRuG6dOn231eeXk5zp8/L4579Ogh+XifPn0knaYOHTpk13UPHjwoPlYoFOjdu7fda6L2Rx5IkQdamlJQKq8xw8AMERERERF1HAzMtJC8G9LWrVubPOfs2bOSrBJHOyrJhYeHi12eCgsLceTIEbvO++GHHyTbl4YNGyb5eEhICFJSUsSxPZ+b/LhevXq1OBuI3FuELJAirxnTGEEQbIv/MmOGiIiIiIg6EAZmWqhbt25ITk4WxytWrGiytfTy5cvFxxqNBtdcc02L1jBu3DjJ+MMPP2zynLKyMrzzzjviWKfT4brrrrM5buLEieLjPXv2SDJ96rNnzx7s379fHF977bVNroXat/AgaRcleaClMRV6I6oN0tbx3MpEREREREQdCQMzTnD33XeLj0+cOIEXXnihwQ5Ga9euxVdffSWOp06d2uKMkssvv1xSqHfjxo2S55CrrKzEzJkzkZWVJc7dc889NjVmAGDatGkIDAwUx48//rhN4eI6OTk5mDNnjjgOCQnB9ddf78inQu2QfOuRIxkz8sK/CgUQGsjADBERERERdRwMzDjB5MmTMXDgQHG8Zs0a3HfffUhNTRXncnNzsWDBAsybN0+cCw0NxaxZsxq9dnJysuRPfbRaLf71r39J6sE888wzeP7555Geni7OVVdX44cffsDUqVOxc+dOcb5///544IEH6r22v78/Zs+eLY6zsrJw/fXXY+PGjTAajQAAg8GADRs24Prrr0dOTo547JNPPgk/P79GPz9q/+Rbj/IcqDEjz64J9veGRs1vS0RERERE1HGoXb0AT6BUKrF06VLcfvvtOHfuHABg27Zt2LZtGwIDA6HValFQUCDJotHpdHjrrbecVn9l1KhReO655/Dvf/9bfJ7Vq1dj9erVCAoKgre3NwoLC8VgSp2+ffti+fLl0Gg0DV77xhtvxIkTJ7Bq1SoAQH5+PmbPng2tVouQkBAUFRXBYDBIzrntttswZcoUp3xu5N7kGTOFpdUwmy1QqZoOsMgLBbO+DBERERERdTR8a9pJIiMjsXLlSptCvqWlpcjPz5cEZTp37owVK1Zg0KBBTl3DLbfcgvfffx/R0dGS+ZKSEuTk5EiCMmq1GnfffTc+/vhj+Pv7N3nt559/HrNnz4a3t7c4ZzAYkJOTIwnKaDQazJ49G88++6wTPiNqD+Q1ZiwWAUVlNXadK9/2FMaOTERERERE1MEwY8aJwsPDsXz5cuzYsQMbN27E3r17kZ+fD4PBgKCgIKSkpGD8+PGYNGkSvLy8WmUNI0eOxJYtW/DDDz/g119/xeHDh1FQUACj0YjQ0FDExsZi1KhRuOaaa9CpUyeHrn3//fdj0qRJWLt2LX777TdkZmaitLQUPj4+iI+Px6WXXorp06c7fF1q3wL9tNCqlTCYLnb4yi+psqvtdXZhpWQcGezTwJFERERERESeiYGZVjB8+HAMHz7cKddKS0tz+ByNRoPJkydj8uTJTlmDtZiYGDzyyCN45JFHnH5tap8UCgXCg3XIzL8YZMkv1gOJTZ+bXSANzMSE+zp7eURERERERG6NW5mIqMVsWmbb0ZlJEASbwEx0GAMzRERERETUsTAwQ0QtZtMy247OTCXlNag2mCVz0aHs4kVERERERB0LAzNE1GK2LbObzpjJkmXLaNRKhAZ6N3A0ERERERGRZ2JghohaTJ4xU2DHVib5NqaoUF8olQqnrouIiIiIiMjdMTBDRC0mrzGTV1wlaRFfH3lHphjWlyEiIiIiog6IgRkiarHIUGlgpqrahLJKQ6PnsPAvERERERERAzNE5AThQTqoVdJtSPLAi1x2QYVkzMAMERERERF1RAzMEFGLqVRKRIZIAyvy4r7W6m2VHcrADBERERERdTwMzBCRU8gzXrJkGTHWyioNqKw2NXo+ERERERFRR8DADBE5hbx4b2NbmeQfU6sUNi23iYiIiIiIOgIGZojIKeSBmaz8hjNmzueWS8aRIb5QqfjtiIiIiIiIOh6+EiIip4iN8JOMM/IqYLHU3zI7PadMMo6P9m+1dREREREREbkzBmaIyCk6RwVIxjUGM/KKq+o99nyONGMmXnYuERERERFRR8HADBE5RbC/F3x1GsmcfMuSOC/PmGFghoiIiIiIOigGZojIKRQKBTpHSrckyTNjgNqOTEVlNZK5zlHcykRERERERB0TAzNE5DTyAIu8lgwAnL5QIhlr1UqbwsFEREREREQdBQMzROQ0CdHSLUmnL5TaHHNKFphJjAlkRyYiIiIiIuqw+GqIiJyma1yQZHwhrxz6GpNkTh6Y6dpJeg4REREREVFHwsAMETlNQkwAlEqFOBYE4EymNGvmVEaJZNw1LrAtlkZEREREROSWGJghIqfx1qptCgCftArE5BfrkVesl3y8a6fgtlgaERERERGRW2Jghoicqptsa9LRMwXi4yNWjwHAT6exCeQQERERERF1JAzMEJFT9U4KlYyPnC6ExSKIj62ldAmVbH0iIiIiIiLqaBiYISKn6pMULhlX6I04m1UKQRCw/0Se5GPyIA4REREREVFHo3b1AojIs4QH6xAd6ovswkpxbtfRHAhCbY0Za/27R7T18oiIiIiIiNwKM2aIyOkG94qUjLftz8T2g5mSuegwX8RHsb4MERERERF1bAzMEJHTjewfKxln5lfg619OSeYu7RMNhYL1ZYiIiIiIqGNjYIaInC45PhiRIT6NHjNucOc2Wg0REREREZH7YmCGiJxOoVBg2thuDX58aEoUOrFNNhEREREREQMzRNQ6xg/pjIToAJt5b60Kt1/T0wUrIiIiIiIicj8MzBBRq1CplHj+nkuQGHMxOOOlVWHuHYPROco2YENERERERNQRsV02EbWa8GAdXn9sFA6ezIcgAD3ig+Hno3X1soiIiIiIiNwGAzNE1KrUKiX+0SOy6QOJiIiIiIg6IG5lIiIiIiIiIiJyEQZmiIiIiIiIiIhchIEZIiIiIiIiIiIXYWCGiIiIiIiIiMhFGJghIiIiIiIiInIRBmaIiIiIiIiIiFyEgRkiIiIiIiIiIhdhYIaIiIiIiIiIyEUYmCEiIiIiIiIichEGZoiIiIiIiIiIXISBGSIiIiIiIiIiF2FghoiIiIiIiIjIRRiYISIiIiIiIiJyEQZmiIiIiIiIiIhchIEZIiIiIiIiIiIXYWCGiIiIiIiIiMhFGJghIiIiIiIiInIRBmaIiIiIiIiIiFyEgRkiIiIiIiIiIhdhYIaIiIiIiIiIyEXUrl4AUUtUVVVJxmlpaS5aCREREREREZGt5ORk+Pv7N/hxBmaoXcvIyJCMX3rpJRethIiIiIiIiMjWqlWrMGjQoAY/zq1MREREREREREQuwsAMEREREREREZGLcCsTtWtjx46VjDt37gydTuei1RARERERERFJJScnN/pxhSAIQhuthYiIiIiIiIiIrHArExERERERERGRizAwQ0RERERERETkIgzMEBERERERERG5CAMzREREREREREQuwsAMEREREREREZGLMDBDREREREREROQiDMwQEREREREREbkIAzNERERERERERC7CwAwRERERERERkYswMENERERERERE5CIMzBARERERERERuQgDM0RERERERERELsLADBERERERERGRizAwQ0RERERERETkIgzMEBERERERERG5CAMzREREREREREQuwsAMEREREREREZGLMDBDREREREREROQialcvgMiTGQwGbNy4EZs2bcKxY8dQXFwMb29vREZGYsCAAbj22msxaNAgVy+T2sCjjz6KTZs2ITY2Flu3bnXoXLPZjJ9//hkbNmzAkSNHUFhYCJVKhcjISKSkpGDSpEkYOXIklErG2t1ZTk4O1q5diz179uDUqVMoLS0FAAQFBaFr164YOnQopk2bhpCQELuvyXvDc5w8eRJff/01/vrrL1y4cAGVlZUIDg5GdHQ0hg8fjokTJyIpKcmha/L+8HwGgwHTp09HamoqAGDBggWYOnWqXefy/mj/srOzMXr06Gadu3nzZsTHxzf4cd4fniUjIwMbN27Etm3bkJmZicLCQnh5eSE6OrpZr0l4fzifQhAEwdWLIPJEhw4dwhNPPIFz5841etwVV1yBF1980aEXY9S+rF+/Hk8++SQAOByYSU9Px+zZs3HkyJFGjxs8eDAWLlyIuLi4Fq2VnK+mpgZLlizBqlWrYDKZGj3W29sbDz74IO6//34oFIpGj+W94RkqKiqwYMECfPXVV00eO3XqVDz11FMICgpq8ljeHx3DK6+8gk8++UQc2xuY4f3hGX766Sc8/PDDzTq3scAM7w/PUVNTgzfffBOffPIJjEZjo8eOGTMG8+fPb/I1yz7UeAAAKYhJREFUCe+P1sHADFEr2Lt3L2bMmIGqqipxTqlUIjQ0FNXV1SgvL5ccn5SUhC+++AIBAQFtvVRqZTt37sS9994Lg8EAwLHAzNmzZ3HLLbegsLBQnFMoFAgJCYHZbEZJSYnk+PDwcHz55ZeIiYlx2vqpZaqrq3HXXXdh3759knm1Wo2QkBBYLBYUFRXBYrFIPn711Vfj9ddfb/CdJt4bnqG8vBx33303Dh06JJnX6XQIDg5GeXm5zc+Lzp0744svvkBoaGiD1+X90TFs27YN9913H6x/lbcnMMP7w3O89dZbePvttwEAXl5eiIyMtPvcFStW1PtvyvvDc1RWVuKBBx7A7t27JfMajQZhYWEoKSmBXq+XfCwpKQkrV65sMDjD+6P1MDBD5GRFRUWYPHky8vPzAdR+83vwwQdx8803Izg4GABw7NgxLFmyBNu3bxfPGzVqFN577z2XrJlax6+//opZs2ahurpanLM3MGMwGDBlyhScOnUKQO0Pvdtuuw0zZswQf/E6e/Ysli1bhm+//VY8Lzk5GWvXroVazZ2q7uDJJ5/E+vXrxXFiYiJmzZqFUaNGwcfHBwBQUlKC77//Hm+++abkF5qHHnoIs2bNsrkm7w3P8dhjj+GHH34Qx/369cPs2bMxePBgqFQqAEBaWhreeecdyXH9+/fH559/Xm/gjvdHx1BYWIjJkyejoKBAMt9UYIb3h2d54IEH8MsvvwAAJk+ejEWLFrXoerw/PIcgCJgxY4bktcbgwYMxc+ZMDB48GEqlEmazGbt378aiRYtw9OhR8bgrr7wSb731ls01eX+0Lm76InKyN998UwzKKJVKLF26FA8//LAYlAGAXr16Yfny5bj++uvFud9++w3btm1r8/WS85nNZrzxxht48MEHJUEZR3z88cfiDz4AeOaZZ/DMM89I3g1LTEzEokWLMHPmTHEuLS0Na9asaf7iyWkOHjwoCcoMGDAAX331Fa6++moxKAPU1pi5+eabsXbtWkRFRYnz77//PjIyMmyuy3vDM+zZs0cSbBk5ciRWrVqFSy65RAzKALW/0C5duhS33XabOHfgwAH8+OOP9V6X90fH8PTTT9sEZezB+8OzHDt2THyckpLS4uvx/vAca9askQRlpk6dio8//hhDhw4Vg/oqlQrDhg3DF198gd69e4vHbtq0CSdPnrS5Ju+P1sXADJETFRUV4euvvxbHU6ZMweWXX17vsQqFAi+99BK6du0qztWlo1L7dfr0adxxxx149913bban2MtgMGDFihXi+JJLLpG8KJN75JFHMGLECHH8zjvvNPu5yXlWr14tPtZoNFiyZAn8/PwaPD42NhavvPKKODYajfjuu+8kx/De8ByfffaZ+Fir1WL+/PnQaDQNHj9nzhxJQK++wAzvj45hxYoV+O233wDAofp0vD88S1FREXJzc8Vxr169WnQ93h+ew2Qy4b///a84HjRoEObPn99gxopWq8W//vUvyZz1GwcA74+2wMAMkRNt2LBBUljrzjvvbPR4tVotOebAgQP1vkNO7i83NxfPPvssJk2ahL/++kucT0pKwpAhQxy61u+//y55J7Sp+wgA7rnnHsla5PuJqe39+uuv4uPLLrsMsbGxTZ4zYsQIREdHi2P5vyPvDc9hXTRxzJgxiIiIaPR4nU6Hbt26ieP09HSbY3h/eL60tDQsXrwYQG3A94UXXrD7XN4fnsV664lCoWhxYIb3h+f45ZdfxKCdWq3Giy++2GRDgb59+2LixIm4+uqrceONNyIhIUHycd4frY+BGSIn+v3338XHnTp1Qvfu3Zs8Z+zYsZLxpk2bnL4uan1vvPEG1qxZA7PZLM5NmTIFX375pV0vyK1Z30deXl4YPnx4k+cMGTIEvr6+4pj3kWsVFBRICuP169fP7nM7deokPs7Ly5N8jPeG59i8eTP++OMPrFy50u6uKpWVleLj+joz8f7wbNXV1ZgzZ45YTP7RRx91aPsK7w/PYr2NKT4+vtGMTHvw/vAcmzdvFh+PHDlSkp3fmCVLlmDp0qV48cUXMXnyZMnHeH+0PgZmiJzo8OHD4mN7X4iFhoZK2sjJu7dQ+9O1a1d89NFHWLhwYbN+UbLu0NKrVy9otdomz1Gr1ZL9wbyPXMvPzw8ff/wxXn31VcyZM8ehrKmysjLxsfzfnveGZwkNDcXgwYORnJzc5LGnT5/G6dOnxXF9L8h5f3i2hQsXinUfhgwZghkzZjh0Pu8Pz2KdMdPSbBmA94cn2bVrl/j4sssuc8o1eX+0PpZGJnKSgoICFBcXi2N7o9MAkJCQgAsXLgCA5Bdval+SkpIwY8YMXHvttZLinY4QBEFyDzh6H9X9MD579iwEQWgydZVah7e3N4YNG+bweQUFBThx4oQ4ts624r3RcWVmZuKxxx4T2yJ7eXnhjjvukBzD+8Ozbd26FZ9//jkAICAgAK+++mq9XbkawvvD8xw/flx8nJKSguLiYqxfvx7btm1DWloaSktL4efnh5iYGAwfPhxTp05FYmJivdfi/eE5CgoKGqw9dOHCBXz33Xc4ePAgsrOzoVKpEBMTgxEjRuCaa65BQEBAvdfk/dE2GJghcpLs7GzJ2LpORFOsq5lnZWU5bU3UdmbNmuXQv3lDiouLJZ2crLv0NMX6PqqpqUFBQQHCw8NbvCZqOx9//LGkOJ71O128NzoOs9mM8vJypKamYvPmzVi7di30ej2A2ncgFy1aJPk3BXh/eLK8vDzMmzdPHL/wwguIiYlx6Bq8PzxLeXm5pCbhnj178Pbbb6OqqkpyXHFxMYqLi3H06FF88MEHuPHGGzF37lybbAfeH57j3LlzknF0dDQqKirw2muv4csvvxQD/HWOHj2KLVu24I033sA///lPTJ8+3eaavD/aBgMzRE5SVFQkGde3/78hgYGB4mODwQC9Xg+dTuespVEbcEZQBrC9j6zbrDdFfs+Vlpbyh187kpaWho8//lgc+/n54YorrhDHvDc6hhMnTmDSpEn1fqxbt2549tlncckll9h8jPeHZxIEAXPnzhUzcidPnowJEyY4fB3eH57l2LFjkhfYv/zyi/hYpVIhLCwMNTU1KCkpEefNZjNWrVqFI0eO4MMPP5Rsteb94Tnkb/BaLBZMmzYNZ8+ebfS8kpISPPvsszhz5gyeeuopycd4f7QN1pghchLroowAJG1Nm2JdGKu+a1HHIX+3y5H7SH4s76P2o6SkBDNnzpR0dbv33nslv/zw3ugYGsua7Natm827nXV4f3imDz/8EDt27ABQu7VR3tLWXrw/PIv1NqY6Q4cOxXvvvYdDhw5h27Zt2LVrF3799VfMmjVL8nvmwYMH8fjjj0uyM3l/eA7rYBxQWyS8LigzZswYfPjhh/jrr79w8OBBrF+/Hnfffbckg+rDDz/EqlWrJNfg/dE2GJghcpK6Lgl11Gr7E9Lkx1q/OKOOhfdRx1NeXo4ZM2ZI2h8PGDBA0mYS4L3RUWRmZkKlUiE8PBxhYWGSOiLff/897rzzTsycOdPml1veH57n2LFjeOONNwDUZkG89tprze68w/vDs1gX/gWAmTNnYsWKFRg1apTk3ys6OhoPPfQQvvzyS0mWwrZt2/Dtt9+KY94fnqNu22uduqK9zz33HN59910MHz4cAQEB8Pb2Ro8ePfDUU0/hk08+gb+/v3jOwoULJXVqeH+0DQZmiFqJI4Wt5O+AOlLQjzyL/F5oyX3E4mrur6ioCHfeeaeko1t4eDjefPNNaDQaybG8NzqGq666Cnv37sX27duxY8cO/PHHH3juueck6eCbN2/Gww8/LHnHm/eHZ6mqqsLs2bPFFzH33XcfBg0a1Ozr8f7wLPfddx9ef/11PP7443j66afxyCOPNPrv0rVrV7z++uuSuXfeeUd8zPvDc9QX+Lj99ttx6623NnjOgAEDJNl4BoMBH330kTjm/dE2+OqPyEnkhdRMJpPd55rNZslY/oKMOg5n3kf2tDIk17lw4QJuuukmHDlyRJwLCgrChx9+aFPYFeC90VGEhoZKaowFBwfj1ltvxVdffSUpuPjnn3/iyy+/FMe8PzzL/Pnzxe0Hffv2xSOPPNKi6/H+8CzdunXDhAkT8MADD+DOO++065whQ4ZI6lOdO3cOZ86cAcD7w5N4eXlJxjqdDg8//HCT502cOFHStevnn38WH/P+aBsMzBA5ibxOjHw/ZmNaUp+GPIs8TZ33kWfau3cv/u///k/SPSEsLAyffvopunfvXu85vDc6tk6dOmHx4sWSuU8//VR8zPvDc2zatAlr1qwBUPtvsXjxYoe2DtSH9wcBwOjRoyXjumxN3h+eQ/5vOWjQILsakigUCkknyPPnz6OwsLDea/L+aB0MzBA5SWhoqGQsL77VGOtjfX194e3t7aRVUXsTEhIiGTf3PgJs70lyD2vXrsUdd9wh/sIDAPHx8fjiiy8aDMoAvDcIGDx4MPr06SOOT506Jd5HvD88Q05ODp5//nlxPG/ePMTHx7f4urw/CKgN8Frj9w/PI3+jOCEhwe5zrTNmACA/Px8A74+2wnbZRE4SGxsrGefl5dl9rvWx1qnq1PEEBwfDx8dHfDeiufeRTqdzqGU7tT6LxYJFixbhww8/lMz3798f77zzjs0vPnK8NwiovV+saxJlZWUhNDSU94eH+OqrryQvZN577z289957DR4v3yawePFiSe2QlStXIjIykvcHAYDNG3919w/vD88RExMjGTtSHqGhDkq8P9oGAzNEThIcHIyQkBAUFRUBgLhv1x51+8iB2n3D1LElJSWJL7yaex917drV6eui5qupqcETTzyBTZs2SeavuuoqvPbaazZ7whvCe8NzGI1GZGVlISMjA/3797e72451/RlAWliR90f7Jy+Uef78eYfOLywslGTjWRcC5f3hWaqrq1FYWIigoCCbLImGyLMXrF8k8/7wDD169IBCoRC/lzgSRKmoqJCMrTs18f5ofdzKRORE/fr1Ex9bv6PZmPz8fGRmZopj6zR16pis76Njx47ZvCNaH5PJJCkiy/vIfej1etx///02QZkHHngAS5cutTsoA/De8BQ7duxAv379cMUVV+Cee+7B9u3b7T7XuoUpUFubqA7vD2oM7w/PsG3bNgwYMAD9+vXD2LFjsX79ervPtf63BGpfxNfh/eEZ/Pz8EBcXJ44PHDhg97mnTp0SHyuVSnTu3Fkc8/5ofQzMEDnRyJEjxccnT55ERkZGk+ds3bq1wWtQx2R9D5SXl2P37t1NnrNz505JMTbeR+7BYDDg4Ycfxp9//inOaTQaLFiwAI8//rjDbSN5b3iGxMREyS+1mzdvtus8o9GIP/74QxxHREQgOjpaHPP+aP9mzpyJtLQ0u/9Yd04BgAULFkg+bv0CjfeHZ+jcubPk32Tbtm12nWcymSTfa4KCgtCrVy9xzPvDc1x++eXi4wsXLuDgwYNNnmOxWPD777+L4759+0q2vvH+aH0MzBA50ZVXXinZy7l8+fJGjzcajVixYoU47tmzJ5KTk1ttfdQ+XHrppZJ6Ix988EGT51gfExoaihEjRrTK2sgxr732Gnbs2CGOdTod3nnnHUydOrVZ1+O94RliYmKQkpIijjdv3oz09PQmz1u5cqVYjBGo/ZljHdzj/UGN4f3hGRISEiRbQrZt24aTJ082ed7KlSslGdr/93//B5VKJY55f3iO6667TjJ+7bXXbLZJyn333XeSN5QnTJgg+Tjvj9bHwAyRE4WFhWHSpEniePXq1Vi3bl29xwqCgOeffx6nT58W52bMmNHaS6R2QKvV4pZbbhHHv//+O5YtW9bg8f/5z38k76Lfcccd0Gq1rbpGatrPP/8saWes0WjwzjvvtOgdI94bnuPOO+8UHxuNRjzxxBONtiD9+eefsWTJEnHs4+OD+++/X3IM7w9qDO8Pz3HrrbeKj81mM+bMmYOysrIGj//pp5+wePFicRwcHIy77rpLcgzvD8/Ro0cPjBs3Thzv2bMHr776aoPBmdTUVLz88sviOCwszOYNJN4frY+BGSIne+yxx8RiaoIgYO7cuVi4cKGk+FZqaipmzJiBtWvXinNDhw61iU5Tx3X33XdLWqS++eabePLJJyWFINPT0/HEE0/gv//9rzjXpUsXyQs+cg2z2YxXX31VMvfUU09h2LBhLb427w3PMHnyZMm7hwcPHsT06dOxdetWScHWM2fO4MUXX8QjjzwizisUCrz00ksIDw+3uS7vD2oM7w/PcMMNN2DAgAHiOC0tDVOmTMEPP/yAmpoacf7s2bN48cUX8eijj4rfP5RKJV5++eV6OwHy/vAcL774oqS480cffYR77rkHe/fuhcViAVBb7HflypW45ZZbJIG9Z555pt6C9Lw/WpdCaCqviYgctmvXLjzwwAOSdz8VCgXCwsJgMBhQWloqOT4+Ph6fffaZpIgjeY65c+fim2++AVDbVl1eV6ghJ0+exB133CHpsAEAISEhEAQBxcXFNvMrV65EUlKScxZOzbZ+/Xo8+eSTkrlOnTo5XFMmKipKknVTh/eGZ6ioqMCdd95pUyzey8sLoaGhqKiosHkXXKVSYd68eZJ3zOV4f3QcFy5ckLwzvmDBgia3SvL+8AxFRUW47bbbJAVbgdrszLCwMFRVVdn8vqlSqbBgwQJce+21DV6X94fnOHbsGGbMmGHzb+nl5YWgoCAUFhbCZDJJPvbQQw9h1qxZDV6T90frYcYMUSsYOnQoPvroIyQmJopzgiAgPz/f5ofkpZdeyqAM1atbt25YuXIl+vbtK5kvKiqy+cGXkpKCzz77jD/43MSWLVts5jIyMnD+/HmH/ljXA7DGe8Mz+Pn5YdWqVbj11lsltR5qamqQlZVlE5RJSkrCxx9/3GhQBuD9QY3j/eEZQkJCsHr1akydOhVK5cWXdEajEdnZ2Ta/b3br1g0ff/xxo0GZuuN4f3iGXr16YfXq1Rg1apRkvqamBrm5uZKgjL+/P+bPn99oUAbg/dGamDFD1IqMRiM2bNiALVu2IDU1FQUFBVAoFIiIiEC/fv1w7bXXskJ5B9DcjJk6giBgy5Yt+PHHH3Ho0CHxHY6wsDD06dMH11xzDcaPHy95YUeuNXHiRLuKMTalqfuF94bnyMjIwNdff42dO3ciPT0d5eXl0Ol0CAsLw4ABAzB27FiMHTtW8gKsKbw/PF9zMmbq8P7wHOfOncPatWuxe/dunD9/HmVlZeL3j759+2L8+PEYPXo01Gq13dfk/eFZ9uzZgx9//BG7du1CXl4eKioq4Ofnh+7du2PMmDG4/vrrERgYaPf1eH84HwMzREREREREREQuwq1MREREREREREQuwsAMEREREREREZGLMDBDREREREREROQiDMwQEREREREREbkIAzNERERERERERC7CwAwRERERERERkYswMENERERERERE5CIMzBARERERERERuQgDM0RERERERERELsLADBERERERERGRizAwQ0RERERERETkIgzMEBERERERERG5CAMzREREREREREQuwsAMEREReYTc3FwMHToUycnJ4p9JkybBYDA0+5oZGRkYPHiw5Jpr1qxx4qrbj7lz50q+DhcuXHD1koiIiDwCAzNERETkESIjI/Hvf/9bMnfixAksXry4WdczGAyYNWsWysrKxLmJEydi+vTpLVonERERkTUGZoiIiMhjXHHFFZg2bZpk7pNPPsGOHTscvtYrr7yCo0ePiuOEhAS89NJLLV4jERERkTUGZoiIiMijPPPMM0hISBDHgiDgqaeeQnFxsd3X2LBhA7744gtx7OXlhTfffBO+vr7OXCoRERERAzNERETkWXx8fLB48WJoNBpxLj8/H88995xd558+fdrm2Keffho9evRw6jqJiIiIAAZmiIiIyAP16dMHM2fOlMxt2bKlycK9er0es2bNQlVVlTh39dVX46abbmqVdRIRERExMENEREQe6d5778WQIUMkc/Pnz0d6enqD57zwwgs4efKkOO7cuTNefvnlVlsjEREREQMzRERE5JGUSiVee+01BAYGinNVVVX45z//CZPJZHP8mjVrsG7dOnGs0WjwxhtvwM/Pry2WS0RERB2U2tULICIiImot0dHRePHFF/HYY4+Jc4cOHcKyZcvw6KOPinNpaWk2rbafeuop9O7du62W2moyMjJw/PhxlJSUoKSkBGazGb6+voiMjETPnj3RuXNnVy/RKU6fPo3jx4+jsLAQNTU1CAkJQVxcHAYOHAitVtvs6+bl5eHQoUPIzs5GRUUF/P39ERwcjK5duyI5OdmJnwEREXVUDMwQERGRR7v66quxbds2rF27Vpx79913MXr0aPTt2xd6vR6PP/44ampqxI+PHz8et912m1PXsWbNGjz77LPieOrUqViwYIHd5xcUFGDUqFFitk9SUhK+//77eo9NT0/HihUrsHXrVmRnZzd63cTERNx5552YOnVqiwIYAHDhwgWMGzdOHE+ZMgULFy6069zbbrsNu3fvFsdpaWlNnlNTU4NPP/0Un332GTIzM+s9xsfHB+PHj8ejjz6KuLg4u9YiCAK+/fZbrFy5EocOHWrwuLCwMIwfPx4zZsyw+9pERERy3MpEREREHu/ZZ5+VZIaYzWbMmzcPRqMRS5YswenTp8WPxcbGYv78+U5fw4QJE+Dj4yOON23ahOrqarvP//bbbyVbsKZNm1bvce+++y4mTJiAVatWNRmUAYCzZ8/iX//6F26//XYUFRXZvR5XO3LkCK688kosWrSowaAMULt9bf369bjqqqvw2WefNXnd6upqPPTQQ3jyyScbDcoAtcGyzz//HBMmTMC3337r8OdAREQEMDBDREREHYCvry8WL14MtfpisvDJkyfx5JNPYuXKleKcRqPB0qVLERAQ4PQ1+Pj44JprrhHHlZWV2LJli93nf/PNN+JjjUaDa6+91uaY//znP3jjjTdgNBrFObVajZSUFIwfPx7XXHMNRo4ciejoaJtz9+/fjxdeeMHu9bjSjh07cOutt9oEniIjIzFq1ChceeWVGDBggKRlutFoxIsvvog333yz0Ws///zz2Lp1q2QuNjYWl112GSZMmIDLL78cXbt2lXy8uroaTz31FPbt29fCz4yIiDoibmUiIiKiDqFfv354+OGHJS/M5VuB5syZg759+7baGqZPn46vvvpKHK9btw6TJk1q8rxjx47hxIkT4njMmDEIDQ2VHHPq1Cn873//k8zdfvvtePjhhxEUFGRzzYMHD+Lll1+WZIVs2rQJ586dQ0JCgp2fUdvLzMzE448/Dr1eL84lJydj3rx5uOSSSyTHlpWVYfny5fjggw/EbKNly5ahV69eGD9+vM21Dx48iPXr14vjhIQEvPrqq+jfv7/NsSdOnMBTTz2FY8eOAQAsFgsWLVqEzz//3BmfJhERdSDMmCEiIqIO44EHHsCgQYPq/diYMWNw1113terz9+/fH926dRPHf/75J/Ly8po8zzpbBqh/G9M777wjyZS57bbb8Mwzz9QblAFqA1WffPKJTRDm119/bXI9rvT888+jtLRUHI8YMQJffvmlTVAGAAICAjB79my8+eabkmypZ599FlVVVTbHf/fdd+JjpVKJd999t96gDAB0794d77//PiIiIsS5ffv22bV9jIiIyBoDM0RERNRhKJVKLFq0SFLrBajdGvTKK6+0yRqsgypms1kSDKiPyWTChg0bxHFkZCRGjBghOcZoNOK3334Txz4+PpKuUw3R6XS4/vrrJXPuHFhITU3F9u3bxXF4eDjefPNNeHt7N3re5ZdfjhkzZojjkpISfP311zbHnT9/XnwcHByMxMTERq8bFhaGKVOmAAC0Wi0SEhJw7tw5ez4VIiIiEQMzRERE1KGkpqbaZEsYjUZ8+umnbfL8kydPltQ+sd46U5/ffvtNUpR3ypQpUKlUkmOMRiOee+45zJw5E1OmTMFdd91ld50cefChvkwSd7FmzRrJeMaMGfDz87Pr3DvvvFOSNSPPQgIgCdgVFhY2Wfy3bg2//vorDh48iE2bNmHYsGF2rYeIiKgOAzNERETUYWRnZ+Ppp5+u92P/+9//sGfPnlZfQ0hIiKSldFpaGlJTUxs8ft26deJjhUJhk+EC1AYUrr32WjzyyCNYuHChXdkydby8vCRj685P7sa6nTYAXHnllXafGxwcjN69e4vj1NRUVFRUSI5JSUmRjO+9916sXr3a5jhrAQEBiI6OhlLJX6uJiKh5WPyXiIiIOgSTyYTZs2ejpKREnFMqlbBYLABqi7c+8cQTWL9+fat0ZbI2bdo0/Pjjj+J43bp1mDt3rs1xJSUl+OWXX8TxkCFDJG2/m6O8vBynTp3C0aNHsX//fsnWIAAQBKFF128tlZWVOHXqlDjW6XQwGAxIT0+3+xrW9WDMZjOOHTuGIUOGiHPXX389li1bJmYNlZSU4Pnnn8e///1vDBgwAMOHD8ell16K3r17MxBDREROw8AMERERdQhLly6VtDMOCgrCq6++igcffFAMzmRlZeH555/H0qVLW3Utw4cPR0xMDLKysgAAGzZswBNPPGGzRWnjxo2Sgr71Ff1tSE5ODvbt24eTJ0/i/PnzuHDhAi5cuICCggLnfBJtrLCwUPx3AgC9Xo8rrriixde0FhISgjfeeAMPP/ywJHPIaDRi9+7d2L17N9544w0EBARg2LBhGD16NMaMGYPg4OAWrYOIiDo2hvqJiIjI4/3+++9Yvny5ZO7pp5/G6NGjcdttt0nmf/jhh3oLwzqTUqnE1KlTxXF+fr5N5gogrYMSEBBgVyDit99+w80334zRo0fj8ccfx7Jly7BhwwYcOHCg3qCMdb0bd2bdiak1rzl69GisXr3aZluTtbKyMmzatAlPP/00hg8fjvvvvx+HDx92+vqIiKhjYGCGiIiIPFpeXh6eeuopyRadcePG4brrrgMAzJ49G126dJGc8/LLLzu0RaY5pk6dKtkOIy8CfPr0acmL/QkTJjTafchgMOCpp57Cfffdh7179za4JcnHxweDBg3CPffcgw8++ABvvfVWCz+TtmGdOeQs1dXV9c737t0ba9euxeeff47bb78dnTp1avAaZrMZv/76K6ZPn47//Oc/Tl8jERF5Pm5lIiIiIo9lsVjwz3/+U7JlJSIiQtIa29vbG4sXL8YNN9wgvvivqqrCnDlz8Pnnn7daRklsbCwuvfRSMVPm559/RkVFhdhlSN41qKltTP/+978lhYKB2nbSI0aMQK9evZCUlITExERER0dDoVCIx1i32XalpgIvgYGBkvHQoUPxySeftOaSMHDgQAwcOBDPPPMMzp49i507d2LXrl3YtWuXpFMWUFub57///S+io6Md2nJGRETEjBkiIiLyWG+//TZ27doljpVKJV577TWbmiApKSk2nYwOHz7c6tkk1h2Wqqur8dNPPwGoDSh9++234sd69Ogh6Sgkt3//fnz55ZeSucceewy//vorFi5ciNtvv12sa2MdlAFqi+o6i/zaZrPZ7nObWof83+zChQv2L8wJEhMTcdNNN2Hp0qX4448/sGbNGtx1112SFtsAsGzZMoc+byIiIgZmiIiIyCPt2rULy5Ytk8zNmDEDw4YNq/f4GTNmSDr0AMDy5cuxc+fOVlvj5ZdfLgk4bNq0CUDt2nNzc8X5pjIw1qxZIxlPmTIFDz74INTqppOjMzIyJOOWdGWSdypqaKtQfeoKITckJCQE0dHR4jgzMxOZmZkOra+qqsquz6+8vLzRFtkKhQJ9+/bF3Llz8eWXX0Kn00nW1dZBIyIiat8YmCEiIiKPU1RUhDlz5ki6+PTt29cmK8ZaXTaNdatsi8WCJ598UtJi25m0Wi0mT54sjnfs2IHKykp89913kmMmTZrU6HXS0tIk48svv9zuNciLDlt3I3KUdYACAIqLi+0679SpU40GQuoMHjxYMrbOKmqKIAiYMmUK+vfvj6uvvhr33nsvzp8/L358z549uO222zBixAgMGjQIn376qV3X7datG0aMGCGZy8nJsXtdREREDMwQERGRRxEEAU888QTy8/PFOV9fXyxZsqTJejHR0dF44YUXJHO5ubl47rnnWmOpAIDp06eLj2tqavDzzz/j559/FufGjx+PoKCgRq9RVVUlGdub9bJ582bs3r1bMteSIrsBAQGSr/Hx48dt1lYfe2vFWAexAODjjz+W/Ds35ptvvsG5c+dQXV2NM2fO4PDhw4iJiRE/HhwcjN27d4vX27hxo91fR/nnKK+HQ0RE1BgGZoiIiMijvPfeezZZIM8//zw6d+5s1/kTJkywCQBs3rzZpoaLs3Tr1g39+vUTx2+88YYkQ8eeQrLWW3wA+zJJ/vrrLzz77LM28zU1NU2e2xClUimphVNRUYGVK1c2eo4jX9uRI0eiV69e4rikpASPPPJIk620T5w4gfnz50vmbr/9dslWr6SkJPTo0UMcnzx50qbFen2OHj0qqWMUHByMrl27NnkeERFRHQZmiIiIyGPs27fPpmDvxIkTxdbY9vrXv/6F2NhYydz8+fNx5syZli6xXtZZM9a1VmJjYxusiWNt9OjRkvHmzZvxyiuv1FtQNz09Ha+++iruuOOOegMaZWVlDqzc1vjx4yXjN954Ax9++CEMBoNkPjc3FwsXLsSjjz4KQRBs6tM05JVXXoGXl5c4PnDgAKZNm4YtW7ZItq4Btdk/X3/9NW655RaUl5eL8/Hx8bjzzjttrn3//fdLxosXL8Yrr7wi6epVx2KxYNOmTZgxY4Zk+9dtt91mV20fIiKiOgqhJRXeiIiIiNxESUkJrrvuOmRnZ4tzcXFxWL9+vdiC2hF79uzB7bffLumw06tXL6xevRpardYpa65TWVmJESNG2GyJmTlzJh555JEmz6+ursY111xjUwzXx8cHffr0QWhoKMrKypCVlWUTXJowYQJ27dqFgoICALUttuUZRwAwd+5cSQvvn3/+GXFxcTbHVVVV4corr0ReXp5kPjg4GMnJyQgICEBmZibS0tLEgEZISAhuvvlm/Pe//xWPl9fNsfbdd99h7ty5NvVwgoKC0Lt3bwQEBKC0tBRHjhyxCT4FBgZi5cqV6N69e73XnjVrFn788UfJnFqtRnJyMmJjY6FWq1FaWorjx4/btMweNmwY3nvvPaffH0RE5NmYMUNEREQeYe7cuZKgjFqtxpIlS5oVlAGAQYMG4d5775XMHTt2DG+88UaL1lkfX19fXH311ZI5pVKJqVOn2nW+t7c33n33XYSEhEjmq6qqsGvXLnz//ffYvn27JCjj5+eHF198Ea+//jpSUlLE+fz8/EaDIk3x8fHB+++/j7CwMMl8cXExdu7cic2bN+Po0aNiUCUmJgbvv/++3VvNAGDSpElYvny5TQvtkpISbN++Hd9//z127NhhE5RJSEjAZ5991mBQBgAWLVpk829hMplw9OhRbN68Wby2PCgzduxYvP322wzKEBGRwxiYISIionbv448/xi+//CKZe/jhh9G/f/8WXXfmzJno06ePZO6jjz7Cjh07WnTd+shryVx66aWS4rRN6d69O7777jtMnTq10eBAREQE7rnnHmzevBk33ngjAOCqq66SHLNq1SoHVm6rR48e2LhxI+644w74+/vXe4y/vz9uvfVWfPfdd5K6NPYaNmwYfvrpJ8yaNavJr1NCQgKeeuopfPfdd03Wf9FqtVi6dCnefvttDB48GAqFosFj1Wo1hg4divfeew/vvPMOfH19Hf48iIiIuJWJiIiIyMNUVFTgwIEDSE9PR3l5Oby9vRESEoIePXo0mi3SGoxGI/bs2YPz58+jpKQEQUFBiI2NxeDBgyW1YlrqzJkz4vaiiooK6HQ6hIeHIyUlBQkJCc2+blFREY4dO4aMjAyxTk1wcDAiIiIwcODABgNPRERE9mJghoiIiIiIiIjIRbiViYiIiIiIiIjIRRiYISIiIiIiIiJyEQZmiIiIiIiIiIhchIEZIiIiIiIiIiIXYWCGiIiIiIiIiMhFGJghIiIiIiIiInIRBmaIiIiIiIiIiFyEgRkiIiIiIiIiIhdhYIaIiIiIiIiIyEUYmCEiIiIiIiIichEGZoiIiIiIiIiIXISBGSIiIiIiIiIiF2FghoiIiIiIiIjIRRiYISIiIiIiIiJyEQZmiIiIiIiIiIhchIEZIiIiIiIiIiIX+X+Mao5oN3TTvAAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(12, 8))\n",
"ax.plot(x, y)\n",
"ax.axhline(0, color=\"black\", alpha=0.25)\n",
"ax.set_title(\"Label transparency problems\")\n",
"ax.set_xlabel(\"X values\")\n",
"ax.set_ylabel(\"Y values\")\n",
"sns.despine()\n",
"fig.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "98493405-f5ef-4ac0-a6aa-17fb4046138a",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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fybOQNHTLnrjJkVsTxQCBFAnwL9e88LB/00TgJyvyw9NI/m9BisYjGggEjgCEQeCqBAaBQPsRcAsDeVfeGgBhkL239eIMOC0GyQoDIyXYIRFpkL0ytN+9gpRBoHMQkN+xSIEW87JDfsfJvmjIC8WX33Q2X5h0Dt6wMtcJQBjkeg2jfCDgIgBh4ILBLkBawsC0vqgzAmHg5opjEOhIAhAGHUkbeeU+AQiD3K9jlBAE2ghAGLSh4IM0hQG/odSuRNIlK5XuC25bcAwCIJAaAQiD1LghFgj4E4Aw8OeCsyCQkwTaUxhIc7xs0owvx7Ga891jDNxOtcaTzjmhxEyKyXxwRwBOJFbeTmppCgNXi0FyA7njl8+ytLYmVh4b2r2XvGRLhacTN159ah7RPp10ooWIdd6dt/s4Vhz3NcsyMYbp2ar5ppeGtVfSSsxmd2k74ljKl8r9lIxtlqHEiZeXVxik8vdEmEtXpGS7EqVyP0ZSsGWNX06NGy+cOwetq8zY6U4Xx7lMAMIgl2sXZQOBMAKZFAb6MJUHj32weTMTZ1ket37OjVsYmHCchL59VzfASVXix34Qih1igzzUIzc562+DxEmtKxGnGBrsaC0zZbBWhOy1Yew1MU+cD/7gzdplU+AzfKhl8CtHqITmkhPHltfEY5tMCpy/Oy0JLVe0HjRfGy9yr06Wxgi/am0OPy+2mxxMNCmvWiicnLAmfz4Rvz45LQ7sjuukIllIopKO+6wcyxU+afLU61oHGk7C27jumLaezLm2RE1KnFb0/uoy4NX8Z3hzpsbmkFGSTqgANs+2pN2Zh44lqOYYit8WRsva4jnNKQpvc05imQK3xQg/MPecnEyAvY1ruUkWWhSpU/PN5GayNtdi5S/3kvbZlzr3cOa4bgfem69N3Z5VGyxH56w98goDy0PtFa4hVGbvX5/KPxFhoOy1VjR/a63kq3XsVx8aT2OoDXZGND1n05I03PF1DJS5lUI3UGvbPekO56QSzllLr2ElbbXXP66TCo5uZQIQBrdy7aPstxwBeWjwY4nLzTPxmAdZarNvyOPF+wByP2j00WMfQCZH/dLG2woD6w6JPep66N4+yuWb+ed5WLYlY8phZySxLoCE1/QknD4I/ZwQCZOKMIgsu+Qjm81LmcqDX1irPXLdOZJv5mqoXJZl6PHNIWXTb5qqOWFS8OPpzctx4tQmJzU5UudA0tb0NWX+xl/tW1M551jrPXLi25iheOKsmjQlXZOTEyB0RVMyBENOlBPEOD+hEjplVhs1ZfkMpWwcHLmm180Fjqv3grVdbbAh5JvOwqVnHOaarqSh9tlPOWNttanIOT7LX9Xh5vplW6SVSmpUN+Evm7XXPw0NG8qB2UkoxxJ3GnyF028xyUvKtpx6b/nf25q62tlsvuh9o5bZvKPt7d8Jxx6xUzenVFpC536wITSclEd+X7bO5bvDhI9MHdq/P06ZJLa31c9ykRQkD967DTP5yFmbl6TgrkO5JvEkUugOD/3uJKRstj4lB4npN1ub3FuarqYj8dQMzUvS1hCR4sO51xzLvLRsalpGTZdCf6sljs1DwsmdJgyUhZ7RT81HxUTojIkrxzY/LV9kXA2PTxDgewXrGOA2AIFbh4B94MujJnVh4DzE5SHjfWQpS/fjzTgk5kHmcHaEgZ5rS8c+c3lv36jZa/ogdNKQMlhRoA/SkOQJPVX1IamPa0kj0oGS+PoQlWtiZ2Ibp8bP1cgyskUmb30EiwuizoR9JIvFzubY4y5HKFVXwPC8/OrNCgNJXcpq9pKGRA6lZZ0T+ep1yjRYyGUy8Q3zMBusoPRj6c5fydhsnbI7vEI5+Thn+cxMYpr8Q+WQstjNpuFXBgnj3FchBjai2dt7wFtex17HVgkueWkpbJ04172OpIS1oXnP0eS6xJWdXLHlCb+HbZ24w0hMu8l5+SepGDIhZ1Dveznjz7ItvnkREJqtx9zjThlsGL+9+++EXncsseVzzvg7qpqGUTOchOYrJdHjEBNTHuf+l6v6O5S6sqGZAUd3OPCR596R+EpC4stmees3/XTsjWTmrU/J2/u3wM2jLW02Ty2U+87Wk9qvv20nd298OS88tEQ2lLXPltqeNynzSRPDlY/7xYKElTKE/35sXZnrxlpJzfKJFDASDhsIQBjgHgCBW4iA+wHl52AmgkIeq9bh1TTkUePdJB/nQSdH3oeQ48DpQ8pxkt3pOA6DpOZ9WPMZ4/ToYzSaY++1Q1xbtsU+zcWqlISBPoRD7hCnaIi40tUyOJzsg9jmzTEYmbVDBZAYFSLmcXosj1Yq4PJKSspCmDvc3Y6533VJxctCeDpp6DV14rSunLQlrmyWt1jgfvOu14ybYsKplVLf4Wl461Prwgljnd3o8ZWQ3nuWg9eB87uv7Ntny9ztBEqKUe9hIR26PwwTqR8xjjdvGrZ+vfe4hHMcRhHiXibeNNQOU8JQHhJfUrZpuOvV1oVcj/U7tjzccTXd2J/u9ENWhO4XdzyvbeH1qWk4wkDslPLZzWFprDOnnTSccHLB/DJCf1NMGFMXNozYIWHs/Sv1pL8lm5d/Gk59uevCWOMRBmHlNGlrip70jX1Sysh7yssz8rpJre3vmd4AnCsz9+Yj6dg7Ra4rL7XC8pYo5lrY70/jKksJ4/79awr4BAElAGGAOwEEbiEC7gdULIciFhL7kDaP4rCHjzue45TIg6qgzamSMPaaPs71Qe6Oa4/lIaiOYPjD1P2wlgeodRJsTGffVmYOIg6tdUjU6VJ3JZqwcFKJPDIW8YNaH7WRZXBsFwnhdQrdqekD2/0G1X3VOVYHUZyfPGo25XXK7AiDcE5O/EjnR+JrGspIHSvDKHTeic0hTVDjqYQYRuZvnBK2TRwTv03vnRDzMCaJcXDXO5fV48A595XaoY5TuB2RHPxtlXjRuEam4bB05xcZzslLrjlveL1OnjcNdYXlnNuZs78hdWQj89e8m01Nxrr/3HnZ47bfDNek5u7+3dhQwkevSr2G/z3x3FNshd+aKZF8Isthc9O87L3jTk/uCbmTpWXE3yl2p6HMvb/JSDvc9SR3s/7utIxio//m1In3b1I4z/D7VlPz3tuGbNjftXA7xTL798z+fZDvrXnev7fWWo0vdcph5MPnd27DYn/rEoAwuHXrHiW/BQm4H1DhD/JkcchDxj6UwuPqQ1ydBn1Yex9UzgPUuIqcTrSHrfOwdDs3Wo6QIxvmYEbYwo9BFRfiDIhDYfOS8yFHI4YzG56e/W5c8JAwcDts7uv+osaGcO+FkrXLfd4eOxzUBXKXg89wOcS1bHPT2spo4+vecpNwXpulRcIKA62TUIy2BKS+ZfOrc0/+hmW0sjjlUBscB0zSjnVP6fW2EpqyhjtY7vvKWz6JrZtlIN/c91TosmcXLaw6WOZu8rXDJhIrnHXk/OrTxnf2XG5G6ty7wopZcu6yee9rjWXTj6xrvR7r06Ytd5Q49JJGtC0a82js3OlImNBfgLh1IfG8edl7R+4ppRivrFofVizJb0jTiF1PTj0ba6P+ttpqki31infLk2swVFfWdjeN2L8NCRlpp9SL1o2XN58zv0MTSz7MpveQ/YY9CPgTgDDw54KzIJCTBBJ7QCVTdHVM5IFjNz20rkTo7VSUFgN9kPs9JG1q/g9L64hKqLaHtcsGG1v21vGQY3Gl1GEMfesAYWDsM+JF8oy3KU8J5WXq8JRrzcahcQpseShPOe9ck/B2s86DXzjrdEnYUK3q3sfBsOnZveav8YSxn3iwYW0+sbk4HCSeOkRy5HDwi59I2tZhtqnZFOV75GZKY067RYTa4ziM4QLFphMrnLVV6iq8BcjGj7WXurT3tgoD7+/Ipu+IBv97wi8P+3dCaiGawLLxLM82a0KOs73XJFxL2O/fxrXiWixz87XXw/fuvBy75G+EUNSxFM758Nj6PT9PhYHYa8MmWk9aRv905aytDzmWe0LCy2Z5yv0recpdFb6pDZqDco8MI3Fsvbrtl/PuMsh3m7fdyzljofenpafxCQIuAhAGLhg4BIFcJ+B5QMljLPTGLNlyy0NIHz3OU0YfgSoE5Kp+l1DyL1qLgdtRl1jhW8gxa3szLw9LfXiKkyCbfNq8zImoH/rYVmdAAolDIW6TOj9+D+uoSfEF69SYI+MMea2Q62KjWiusvdfdaXt4ilfNQW1oLaV8lzP6rT2EgdijZZK9zVWt1G/Kz68cXmHi79BoSl7HxtSuJyumZcrunFQOel9ZJpJW6C7wiBDrNPk5yuH52++J7t1pup0wsSOaMNB7TC0ND2dtlSlRm01jjbt0iVnl5S7xNQ23Ux5+rySSsv07IbVgrI9570othgY4y50TCmttkDSUT2T5nN8I5+NypKPZaMsr5XTElPyO9d4NZ+yXDtM295iGVWbR6lPPq5DwSyv6OfNLCmMh97AKA+lEFr7Z+15iuu+18HD2vnHbb8MIc/3tyt676Rn7y5Z68l7HNxCwBCAMLAnsQeAWIGAf+PK4j/XwiY1CB8KqyyspyaaPIXMsH/yUk0eQ/JOvfsJAzooTEdshl4e+pmAe/SEh4zgIkkr4I1Ds8d+MRW1OjqQtFDpCGER/i24f5kJCN+fIPrzFbn1bqmHCnT3LQ8LZt6B+BBxnLVY4Q8k4T5KGq2ZNknrVWx5v/pFOj9sWt2MjdW/LaJ0zW6NaUnfueix05J+fHTbtWPe2DeNO321ftGOTX5vTa+7GkB2xxK3ev9Zet4Bw7IhVF9Gs0fPO75nvYbHG2Cd5qn1iszvP2Kk5V226wshdbieEHkmdUSvnbBxSzqvNBs6fz6lgkN9XQXhU892GkS+JtBjY8GKXIzbc5Y1VFybL0G9e7x/7W7H3Xng96XnbwiDx9R7UlKJ/2nvLK5KUptgtTMM3zcvUWMy/zfHvm1Dupk40FymXs8m30D/3aScAjm5xAhAGt/gNgOLfWgT0wRp6QJmHeGwnzo+Ozo7Dbwg5GZlfXR9+fg86xzHwEwbyaIrlwGnemoY8NN1h1UnWwYbRnA4/273nxKGQVMXJEGuSY2HcICNa/B07ue60GDgOsNcGeXfINnA6+owWp4G5mi9eprbMEr99hYHXQrFN3UNxi9RKecttmNmvzFEsN26NcU69trtTdDs2wlzKqk6RqWEtu0lfYkWm4xffpm+vue8Ve83uLUfJV6z2y8OGjbb32Cs1GBIMkeHlHlM3TNk495i1Va9Gvz8i03SfcdJ338Nt40XMbzySoTsFv2P7d0KqV8sWPY1ovwNNI/Zv1IYRG+ILAybFLPUXIi0GlqUwkFqUvGLVhd5n8nuT+9ldH976lN+zTZtCY28kvOQsf+/E2uQ2x25pMdB0wlNQG4xVbKHk49jgDuu+b+LVjcaTNGXjvbkX5Vh+yVLO6PUqobDdmgQgDG7Nekepb1ECngdUjIdPNDz6YJHHVnxnus0B47DRhIHzcPJ/QOnDUt/YuR0HcQIkfdmi9V82F/lD0rCb96EuDkViZbHx3XuxQXgYl8THGbY2ShmNU+HjULh5xnZqmKD4Cfx2Vrb2EAbCqdUAcgEzuemHXFenTJ09d516Wwwkfqw0rGPmduK0PiVWLKdI7wdz1xjHJpyrdZpip2FIc3y5L7lEcZwjPy5qh8nFpBHdweIcjDPmdUSFqLVV7HDefsuVyK0gn0Nx3Wi5vGztb1rT0WtWGITfJ5Ep+5+xacpVvzzdsZxyeO9zTSO+MDC/I07Q1ErMujC1ZX5z3t+UMDa/Qk6DU/P5LTr2SlgpkTc/b31KGo5T7i5f7LSj/61xeLaXMJDa1/xj3c9uOyScs4qyiY4PEDAEIAxwI4DALUTA/WDQx6M4RokDsA97ieF21CNTcD+AIx0f52Er/o7/GzRJM58dojw2UEw0zkCb4yDpq3sQ/vY63BaxWZwPcR04lqu8jo3ywJdryWyWhUndxxmRPMVGtdKdr5OLOjS6Mm20N4kamt1wTkso6Kek5ziIiTvmUkpx1rwOlIosviPCWgIcS/VImStLp4+3OCTmbjCBYt0XlokEdDP3nI/hrEstSV7q2EW/ryREtDeu7t+Acohe73rvWO4Oc68j6RY4ysn5lHtM74DIvGyd6r2tTqcT0zly3ac+bNzlUTIq4CLzc1KMdxSept5rzv1m45tfTei+DGeuacQTBvKrNDEj7kmbh927696bl/DRdPx+Gza+7O19asK5/u5461N+G849YcvRZqnrd+dOW44d0aH3t8SRzcPTla+5GPpQG0ytKRGXDe5wzt9OsVPS1zycvO15dyzn2B1f/hok8/ffSQVHuUwAwiCXaxdlA4EwAu4HVCqOg/OQFGeGHyrGAfNm4n7A6RV59HsfQPbhJNfVDucBZ1Nz26qOgDeMOw1/Z1RS1oeyOBXGVo8dLoeLH7BSnmQ2y0KcDL83vqbUcYSBpCHhxE7JP3xBI7FHw6j18l228PI6Do91CiTFyM2x2RvOnhcnw2Htje+2w1jtckps/hLDWGp4em2IHd+U3mSoafvVhdSXw0EcGuFgHSOJbO8Jr+Nokm37cDuBTnnlsp+9WjdyzSuE2mKG6s0bty0zuRqy2a9c1l4tFd+DhqkT29wVbWX22uCE8uahlkjrgiNknLCJHen9oG52uBPtpODk20bDZb+9p/T34T/GQNIyvzwWe7IpB+/fCnPBw5HDeZxrsUMtcNLwspQ6Nyw5HdlrXchJpeW+JyLrySmnrSdjtSTl2vT+dv+WNW0J4uYZ7QWA++9mrPvXfc94hYGx3JTQ7+9RuB2R5XQVBoe3NAEIg1u6+lH4W42A+wFlHnLycJPnV9hDzsOFn1iOw+I8JCVM24MyFN8+gPWR6CQa3qXBebjZnCQPPtYEjLNg07B5ODZoHAkqb7/VeHEv1B69Kp8S0zzC9ZpxVt0Op5RFH+Tut9dO/NhHkSzVBgUqn+yasVOn9vs5O5K+l6daoyXX3G0ZJKQeazm9Tp91zCWE21kIL4HaHNli4LXDhyVXjvCWK7Hyt/mJHWqtnrH1YEshdem5zgFsXZr0Q9dDtwMnoqElHctBCXM6LmfU3lexHCu1yOEu+WnJJPXQZsrrWBjuZCsLkwvbk2qLQShXl3DQM9YIa5U/cyeUhpOyO5u5+/Q35ZxM+Mh9b0skIWE4CWuthDbBqtcjGTj3mgjn6MJA4tt607Qkg1B+5gTnbrIVC/yEq9SlXpHgsqm9ko7dtC411UiB5a1P+Q25/05w2qE6kvjulAyUkG2am143+bvuSzfP9hIGXhvdvxhmYNA5lhv7hLHLRksKexCAMMA9AAK3EAH3wyPRYutDxO3YyoNYXVhNwz5u9Zs8g/QR5DysxXlyP4SsI+CEC7fGuCEmHZN/lAeY80CX+Oo4aEzJOzwNCeN1Fuzb3HDHT0LG34SD0pGwtizWqRBn3ZKJ6axLTBdPm47mr2UypeFDyU9yCrfXzdPmr/G9n7Fs8mMpsS1FTUn4San4n14wp60wcagraRskltOk6XJ4LhvfJfzVyVGnaNUQekVTUvcwsuXEcogvDCRNrT/Z27tCjuTYun8mT8/babXFsrIho3VbsnkIMUnbr24MzVC9at62jBLHbkLGy9xekX04O/11un+z7tDxj93puelIrap1jm1Sa3LefT9IDpqGipV444CUk8Syf1eEim56pJ/KQC0IXead1KNYoILXnrehJB2bmolvbLVXNbStTwknYXzrKfRbd8f02iiWSAr8L+zvlbAQ+2Qzd3nYdbXCEUjRbdByOnaKNY5Fmo9aoWnqNYeBxFQ7DRVbAGsA9iDABCAMcBuAwC1FQB4avBlHJNGC68PH++DXh488UN2bOWseNnpBHlTGY+CA7oelOS8R5TLv9MFsIrYlJ/mptWGZtIXQA7UhVC6TmhMgdhocxyTNzoB5UMfOx0nVfWSdS+ecdSrsI1gycZfdCek+EltsGZzzhgjbZq8Y54LNDLdXeRpgHNb7ttNJTY4kJUnVSdN93fLQMO4rWk+Sb54pj/eaFQaaunLUT1MCEzh2XWh69n5RO2weao3ef5KqLQMfRrB1O5ZqgU3Ff89pcbBwWyWs5GL2UZy4kFWhcNHzsnUTXmcm8bYPa4fDy+TNH9GYt0UNHVhRJF/DW+jCw8b7LjarSFNXXdibO8ZVTLE0VplsuSWv6MLJa4mTh5eD5m7z88aRb/a+0fshVJ9hvydz15hkXYVwJZVIfep9aVJyxdRDvV84lXDTzWUnjg0XkQCfcJhJOlHstH9To/yGmZJJxy+25h2do59NOHfrEYAwuPXqHCUGgYwSkIdlrNlsEs9MHmj6OPN/uMZOybHDHc7v8ei+nqljtT1dDpFlCLdfvI7wc+4yxLvuDhvvWD0crZJoDo+m4RUG7jfV1kuKZXO4HbYMqdwPNm54mrG/K3cJY8scu7yxU0v3aio2iMunIlWOrDhN1ZJIYSD1p3Y5aSZTp06seEfxfwPxUrDX3fZm2lZ32uLQZ/N+seX17vV3a/82y7VMM/Dmh2+5QwDCIHfqEiUBARAAgawQ8AoDcZLghHRsRagoEOrajSo9/v7CoGNLhNxAAASyQwDCIDvckSsIgAAI5AwBCIPsVqU48tLNTEYAQBhkty6QOwh0dgIQBp29BmE/CIAACGSVgHZj0f7R0o1F3lan98Y6q8XpFJnbriwy5kP5S1cfaamJPcYkscJZoSGhvVODJhYfoUAABDovAQiDzlt3USznhwQ/k/P5o0vXblRYWBQlHE6DAAiAQPoEZFzFzZv11NzUyAvSFVBhURf83Ukfa8wUmph1480GamnRVcELCguouKiY8grk7336oqyxsYGa+J9sUp9F/A8bCIBA7hNobm7CrES5Vs3ypqeAnwsDBvSnp5/5AVVUVORaEVEeEACBABFobGykr1evpurqKho4aBDNnj2HysrKAmRh7plSU7Of1nzzDR0+fJiKi4upvLyc5s+fT8OHj5R2g7QLvHnzJtqyZQsV5OfTrFmzaeq0aWmniQRAAASCT2Dfvv0QBsGvpuQsNMKAZyscNXIk/d3f/R3NnTuXXyCl/wYpOSsQGgRA4FYhIC0GV+rq6MaNG/xmuYhKSkqouAveMLdn/V+9coUOHTpEZ8+epe7du7MgGE6DBg+mosLCDMgCouvXrtH169fNbDuSfjf+hw0EQCD3CWzYsBHCINeq2S0MfvWrX5m3SLlWRpQHBEAgWARaWpxVd2XqRjvtbLCszB1rhHdTU5P5l89v9QtZEMi/TG0i9nTqXXmvhPrMFFekAwJBJ/D9uvUQBkGvpGTtgzBIlhjCgwAIgAAIgAAIgAAIfP/9OgiDXLsNIAxyrUZRHhAAARAAARAAARBofwIQBu3PuMNzgDDocOTIEARAAARAAARAAAQ6PQEIg05fhZEFgDCIZIIzIAACIAACIAACIAACsQlAGMTm0ymvQhh0ymqD0SAAAiAAAiAAAiCQVQIQBlnF3z6ZQxi0D1ekCgIgAAIgAAIgAAK5TADCIAdrF8IgBysVRQIBEAABEAABEACBdiYAYdDOgLORPIRBNqgjTxAAARAAARAAARDo3AQgDDp3/flaD2HgiwUnQQAEQAAEQAAEQAAEYhCAMIgBp7NegjDorDUHu0EABEAABEAABEAgewQgDLLHvt1yhjBoN7RIGARAAARAAARAAARylgCEQQ5WLYRBDlYqigQCIAACIAACIAAC7UwAwqCdAWcj+c4mDFpaWw2m/Ly8bOBCniAAAiAAAiAAAiAAAkwAwiAHb4POJAwu1tXTkVOX6Xp9Ew3qV0LDBvakLsUFOVgrKBIIgAAIgAAIgAAIBJsAhEGw6ycl6zqLMLhWf5PW7zxOG3edoLqrDTRmeB+6Y8YIKh/dj9B6kFLVIxIIgAAIgAAIgAAIpEwAwiBldMGN2BmEgfQe2nf4HH20eh9t33uaGm4204A+JXTXrJH06N3lVNKtOLiAYRkIgAAIgAAIgAAI5CABCIMcrNTOIAwam1ro83UH6LO1tXTy7BVTC4WF+TRx7AB67uHJpvUgB6sGRQIBEAABEAABEACBwBKAMAhs1aRuWGcQBnVXb9Abn+6m9TuO0Y2GJsrPz6fm5hYa3L+UHr+3gu6eNZowFjn1ewAxQQAEQAAEQAAEQCBZAhAGyRLrBOE7gzA4cvIyvfzhdqqqPUt9e3U3A47PX7xORUUFdM+c0fSDByZREbcgYAMBEAABEAABEAABEOgYAhAGHcO5Q3PpDMJg4+7j9PaKKjp6qo6mVw6kPj270e6as3TxSj3dNnEI/fixaSwYunUoN2QGAiAAAiAAAiAAArcyAQiDHKz9ziAMPv5mH33yTS1dvd5A98weRYMHlNIGnqFo78FzVD6qH720dDqVDeudg7WDIoEACIAACIAACIBAMAlAGASzXtKyKujCoLmllV77eAd9veEwjy3IM7MQjWYRsHrTYfpu61EayiLhJ0un0vTxQ9LigMggAAIgAAIgAAIgAAKJE4AwSJxVpwkZdGFQd62Bfv/BdtrE6xf06tGFnlo8gcaN7EtfrD9IK9bUUO/SrvTMAxNp4ZwyDEDuNHcdDAUBEAABEAABEOjsBCAMOnsN+tgfdGFwnKcnfZmFgYwpGDmkJz21aAKNHdHHtBh89OVeyuNWhMXzx9LTiydSAR9jAwEQAAEQAAEQAAEQaH8CEAbtz7jDcwi6MNh3+Dy9vGw7HTh2iaaWD+TpScfTqKG96Pvtx+j9L/bSFZ7KdN604fTzp26jLjxLETYQAAEQAAEQAAEQAIH2JwBh0P6MOzyHoAuDzXtO0Ksf7eSFza7SgttG8BiDCho2sJS2VJ2kd1dV07HTl2nyuIH0ty/Ope5di9GdqMPvIGQIAiAAAiAAAiBwKxKAMMjBWg+6MPhq4yF6ixc3u3TlBj145zh6gLsNDexbQrtrz9A7K6vMzERlw/vSf//xXBrQpzsLA3QnysHbFEUCARAAARAAARAIGAEIg4BVSCbMCbIwkBmJPvp6L328er9Z8Xjp/ePpXh5kLOsY1By5wF2Jqmjz7pM0ZGBP+uWzM3nsQV8zc1EmuCANEAABEAABEAABEACB6AQgDKKz6bRXgiwMbjY20xuf7uKpSg9RfkG+GXh8B3cnKu3ehY6cusxrG9TQ19yiIKshy5SlMycMoQIOhw0EQAAEQAAEQAAEQKB9CUAYtC/frKQeVGHQyjTqbzTSf723lTbuPGGmJX1yUSXNmTKMxxIU0enzV+nzdQfp0zX7qVuXIvrBg5N4ytLRVAhhkJX7CJmCAAiAAAiAAAjcWgQgDHKwvgMrDFgZXK1voH98bQPt2X+Whg/uSSIMplcOMbMPXayrpzWbj9A7q6pIRhU8trCCHl9YSUWFaDHIwdsURQIBEAABEAABEAgYgZwUBnasamtrq3Ew9YOotTW1QaySXmtrS4JVl2dm0QnPy9jE9sh/sba8vHzOK1aI+NeCKwxazYDj//Xb7+jgsYs0vqw/r1UwgSaOGWC6C12rv0nruSXh1Q+3UwN3Obpvbhn96NGp1LUYU5bGr3WEAAEQAAEQAAEQAIH0COSgMGAxwI58nnHAQ8LAMNIzLUYcJCcQCvLZU09YGEhmedTc6n3LLc46u/x8LbbX3yKWp2CjKWLoI6jCoIUVz4kzV+h/v7yOTpyuoxkTBpsxBuNG9TPaTcTAtuqT3NVoG13h1ZHnTRtGP1s6g3rw+AMr9tzlxDEIgAAIgAAIgAAIgEDmCOScMMhnB9yKAnskvrgVC3IuWXFg04uF3aYvYTQPP2EgrQ6h1KLoA4krYdLZgioMZEai/YfP0a/f2ExneDzB7TOGm65CZcN6m+I2NrWYKUtlVeRT567S1PGD6E+emmEGIudjBeR0bgnEBQEQAAEQAAEQAIG4BHJMGLRSAQsD/c92ybFONr+xD4mGVMRBbJLx087PM20BpC0CXtEQO+3krwZVGDQ1t9DWqlP02/e30SUeT7CQpyl9+K5xNHxQT1NIuS6rIr+2fCfVHrlI5aP60p/xlKVD+pdSAYRB8jcCYoAACIAACIAACIBAEgRyShi0Od/cFcf/zbs48OKaEzvoIhysaEiCmE/QvJDTb1oD2vJ2B7TCQfJl2zKUrzsH93GQhYEMLn79k108O9FNeuCOcbRo3hga3L+HMb+FWxQOHr9Ef1yxi7ZXnzaDk//yudk0ckgvzEzkrmAcgwAIgAAIgAAIgEA7EMgxYdCsTj/371dhEElMWw1afLv7RIaOf0accJUh0k6RH+qm5I1nw8hZEQXRbPPGSv1bUIWBdBVasXY/vf95NUm3oiULx9M9s0dRv97dTWFlsPjRU3X0Hi9y9v3WY9SnVzf66xfmUPnIfpiZKPXbATFBAARAAARAAARAICECOSQMnNYAHfjr3xogTjO778Y5l6N0ZgDScQXaAiFDBqKNXdA8dT4iFQZaNxJf8/e3NaEa9AkUVGEgi5vJVKQreJ2CwsICMyPR/OkjzHoGthgytmD51/to5be11L1bEf31i3Np8tiBVFyEmYksI+xBAARAAARAAARAoD0I5IwwkPfw0k1IuvM0m6460ZxtGYegU4/GEhCJwLYOv4SN1UVIuhrZUQXavqBtBmKhHYNszmeoi1FQhUHDzWZ6haci/YpXPS5hp//5R6fQ7MnDzLHlfe7SdVr53QH64Itq00rwF8/OolmTh/KUpYU2CPYgAAIgAAIgAAIgAALtQCB3hEGoJUCEgY4fiEZLByiLS56OMHBaC6QlwMiSqK0PduyDnW3IigFrocRWu7WrkQ1nrye7D6IwkBJer2+k/3hnM63bfpx69+xKP31iGk0fz4ubudYpuFh3g77ZdJje/HSXmUnqhcemcnej0WZl5GQ5IDwIgAAIgAAIgAAIgEDiBHJGGLjHDsTuIuQIg3QGICfaWiBVoS0Z6vyL06/CwLZoqKywZ6U7ktifzhZEYSBrGFxip//f397MaxWcpoF9S+jnT0+nSdxNqLDAKW8dr1/wPQuH15fvIOl6tPS+SjNzUSmvZYANBEAABEAABEAABECg/QjkjDBQR90OKhan2zre4fCky5E646kKg/DWgmhjC2zO6vSzHJCIIgxUGdjLoTUWTGck0/oQL722iFEOgigMZLCxrF3wGxYG1QfO0Sheu+Clx6fR+NH9yb1Ggax+vLnqJP3hw51Ud+UGLVowhp5ZPJF69egapbQ4DQIgAAIgAAIgAAIgkAkCuSMMpAMRO/zidIvDH0sYyFoH0pUoHWEgA5hlizW2wARI8EOceekEJdIhVbtsVkEUBrJGgcw49G9/3ESHeErSieMG0POPTKExI/pwvTkirr6hiXbVnKFXlu2g0zwQed70YSwgppsZipxQtqTYgwAIgAAIgAAIgAAIZIpA7gkDJtPC05UmJgwKIt7eJwLW3W0p3bf7Tn7SgYiFAXu/5iiNgchBFAYyVWnt0fP0r29uNqsaz54y1LQEyBoFeS5hIN2H9vHqyL//YIcREFMqBtIvfziL+vcu0QYXBxiOQAAEQAAEQAAEQAAEMkggd4QBv3HXaUjFsY7u8LvfzKc2+NjpimTe8RsRkpka0dmSuCUjzXEGQRQG4vDvqT1L/8ItBpd5rMHdc0bT47yOwdCBpZ5OX9KyIC0Kv+PVkasPnqOxI/vSf//xXBrUr4enZSEzxJEKCIAACIAACIAACICAJZAzwsDIgQSmKxWn2a5jkMrbfnm5rd2IEu2KxPJB+sBw7yUREtE3ERy525VIpirdvu8U/cvrG0m6Cz105zgeVFxuBiG7mcgiZ8fOXKH/encr7dh7mkYN7UV/w2sZjBjUiwoKYvFzp4JjEAABEAABEAABEACBZAnkkDDQ2X9koG+0PvrioMt16cuf6tt+KywkpUTGF2gLhY42jrXqsdhl12HQFoPUneAgthjcYDGwcfdx05WomVsFnlhUSYvmjWlb9dh9457mQcrSYrBx5wluUehJv3xupmk5KOZF0bCBAAiAAAiAAAiAAAi0D4GcEgbWaVenXxxrx7nWbuzSWqBOeiJOvR9ys0oCtzpIHiY1Tc4vaOic0xIQPY6E0at+tsdI3PdSEIXB9RuNtHbLEfrte9t4XEcr/ejRyXT3rFG86nG3iDKcu3iNXvtkF63ddIT69ymhP3lmBk0cOwCLnEWQwgkQAAEQAAEQAAEQyByBnBIG2p1IPHXruLPzHnLcndYC7dJj3HCPU6+OuaCVI7eokHN2s8JAhYUz/7697rc3bQvs+OumbRZt6bOBtlVBLRCbHUHjl168c0EUBtd4cbPP19XSGx/LwmV59JOl02n+9OHUsyRyfYILl+vpvc+raBWvgNyzRxd6iRdCm1E5BIucxat4XAcBEAABEAABEACBNAjkmDBgd9uMIVBxIM63dceFkbjbeoXbDdwXzDV29UPOu3b58XP6nbf/yQiDNiniEgdij90cu9IXBZJmEIWBLFy2/Ov99OGX1VTMKx2/tHQGzZ48lEq7F1sMbftLvH7BJ2sk7D7q1qWQnufVj+dOlbCRIqItEg5AAARAAARAAARAAATSIpBzwkBoaLchcd29mxEF5m18+BUJp9155CjWoGQdBxBy9ZN6sx9qh2gTB5KTbrHtsqES3wdNGEj5Ll+pp3dX7aWV39ZQqbQCLOVWgAlDqKRrUUTBRER8tf4gvbliNxXm59OzD02iu2aO5NYDLHIWAQsnQAAEQAAEQAAEQCBDBHJSGFg2dlyB0zrgJwhs6LAmhAhZoeHE6db0YqVl04zcq00sLByjOFBqaUWmrmcCJwwY7YXL1+l1HjewhscNDOjbnbsSTaMp5YNMi0B4OWT142+3HeNFzrZRc3MrPXH/BFp0exn16Rk5HiE8Lr6DAAiAAAiAAAiAAAikRiCnhUFqSDp/rOAJg1Y6e/E6L1rGMw3tOkHDB/U0wmBC2QDqwt2KwjcZqLy16iT921ubqaGhmR65p4IevWuc7wxG4XHxHQRAAARAAARAAARAIDUCEAapcQt0rKAJgxZuHTl97hr95u3NtGv/aRo7oi+99PhUnoK0HxUXRQoDWfNgz4Ez9PevrCdpPVg0fyw9eV8ltzSUBJo7jAMBEAABEAABEACBzkwAwqAz114U2wMnDFpa6cTZK/RPr22g2qMXaAJPPfqTJdNo9LDeVFgQOci7samFDhw9T//rt9/T5as36M6Zo+iZBybSkP68SnJme11FIYjTIAACIAACIAACIHDrEYAwyME6D5owaGZhcPRUHf2fl7+n46fraPqEwfRjFgbSpaggP9LTb+IF0I6cvEz/+/fr6Mz5azRr8hAzAHnEYF792Cd8DlYhigQCIAACIAACIAACHU4AwqDDkbd/hkETBtICcPDYBfr7P2zgLkVXae60oSwMptOgfj18WwBkwPGxM3X0z9zCcJgFgixu9vyjU6gsSgtD+xNFDiAAAiAAAiAAAiCQ+wQgDHKwjoMmDBoam6n6wFn69Rub6Pyl63TnrJH0/CNTaACvauy3SQvD6fNX6Tc8+Lj6wDkqG96HXlwyhSpG9aeiwsiuR35p4BwIgAAIgAAIgAAIgEByBCAMkuPVKUIHTRjUNzTRjn2n6D/f2UqyeNn9t4+lZxZXUt9e3X15trAwkFmMfsezGMnsREMH8CxGPFhZxiZ08Rms7JsIToIACIAACIAACIAACCRFAMIgKVydI3DQhIHMLLRx10mzLsG1+kYz/ehjd5dHXZdA1ni4cLmeXl2+k77n9Qz69upGP31yOq97MJC6Fhd2jkqAlSAAAiAAAiAAAiDQyQhAGHSyCkvE3KAJA1nJ+Dt28N/4eCfdbGzhBcsq6cEFY6KuZCxrv9Vdu0F/XLGHvlx3kEq6FdEvnp5B0yuH+C6IlggThAEBEAABEAABEAABEIhNAMIgNp9OeTVowkCmHF298RC9/dkes2r0Dx+aRHfPHk09S7pE5SutDO99Xk2ffLOfCnlcwS+euo1mTRpqRELUSLgAAiAAAiAAAiAAAiCQMgEIg5TRBTdi0ITBxbp6WvX9Afrgi71UUJBHLz42jRbMGM5OfnFUiLL68Sdr9tO7K6t45qI8eumJ6XT71GFUGkNMRE0MF0AABEAABEAABEAABOISgDCIi6jzBQiaMJCZiD5eU0OffL2fuhQX0M+fnMFrEwyl7l2LosKVActfrDtAr3+yi1p5MPKPHplsFjrrXdo1ahxcAAEQAAEQAAEQAAEQSJ0AhEHq7AIbM2jC4OzFa7Tsy7208ttaKuleTH/+7CyaWjEo5niBGzebae2Ww/TKh9upkcclPLmoku6dU0b9evvPZBTYyoBhIAACIAACIAACINBJCEAYdJKKSsbMoAmD07x68Tsrd9NXGw5RL37j/9cvzKHKsthTj8raBxt2Hqff85Sl167zTEY8i9EDC8bSwL7+ax8kwwdhQQAEQAAEQAAEQAAEIglAGEQy6fRngiYMTp69Sm+u2EVrNx+hvvzG/3++NI/GDO8bc7GymywMtu09Rb99d5tZ++C+eWVGHAwdUNrp6wcFAAEQAAEQAAEQAIEgEoAwCGKtpGlTkIRBC889evz0FXrjk520YccJ6tenO/1/v1hAIwb3pMKC6KsYNza1UNWBM/Qf72yjsxeu0oLbRtDSeyeYeGniQXQQAAEQAAEQAAEQAAEfAhAGPlA6+6kgCYNmHjh8+MRlHkS8g7ZXnaYhA0vp//3ZfF7NuJQK8vOiom5qbqEDRy/Qv761hU6eqaOZPFXpMw9MpNFDe0eNgwsgAAIgAAIgAAIgAAKpE4AwSJ1dYGMGSRhYB/+1j3fRntqzVDa8D/3tC3NpcP8elB9DGDQ3t9Kx03X06zc30pETl2gSr3r8o4en0NgRfQLLHYaBAAiAAAiAAAiAQGcmAGHQmWsviu1BEgY3m5pp/+Hz9OpHO6n2yAWaMHYA/fKHs2hAn5KYwqCFWxrOXLhG//TaBqrheOWj+tGLS6ZQxej+FL2dIQoQnAYBEAABEAABEAABEIhLAMIgLqLOFyBIwqCBpx2VsQJ/WL6Ljp28TNMqB9OfPD3DTDuazwuXRdtkbMLlKzfoH15dT1W152jk0F70k8en0cQxA2IKimjp4TwIgAAIgAAIgAAIgEBsAhAGsfl0yqtBEgY3eKGynTWn6Q8f7qQzPG3pnKlD6SV28Pv07GZWNI4GmHUB1Tc00v/9wzrauVfHJrz42FSaUj4o5mxG0dLDeRAAARAAARAAARAAgdgEIAxi8+mUV4MkDK7faKTtPO3oK8t28rSj9XTXrFH03MOTqFePrjGFgYCXKUv/8bX1tHn3SRrA6xfI6sfTucWha3Fhp6wXGA0CIAACIAACIAACQSYAYRDk2knRtiAJg2v1jbR5zwl6edl2us7HixeMoacWTaTS7l1YGMQuYBNPWfqbtzfRd9uOsZDoRs8+NJFm8exEJd2KYkfEVRAAARAAARAAARAAgaQJQBgkjSz4EYIkDK5cb+AVjE+YFYybeQrSR++poMcXVibk3DfxzESvLNtGq3nF5G7diunpxRNo7tRh1LOkS/ArARaCAAiAAAiAAAiAQCcjAGHQySosEXODJAzqrjWYN/4vf7CN8nh60mcWT6QH7xhH3brE7w4kayDIismr1tZSYWE+PXH/BFowYwT1Lu2aCAaEAQEQAAEQAAEQAAEQSIIAhEESsDpL0CAJAxlXsGbzEXqNZyUqKMijF3gA8cI5oxMaJyDCYNlX1bT8q/2MvpWWLBzPYxRGUt9e3TtLVcBOEAABEAABEAABEOg0BCAMOk1VJW5okITB+UvX6SvuCvTOyirz1v/nT82g+dNGUJfigrgFkrUMPvuuluPuoUYeb/Do3eVGVMgaCNhAAARAAARAAARAAAQySwDCILM8A5FakISBLFK26vsD9OGXe6lb10Jew+A2mjV5GHUpSkwYfL35ML3BqybLIOaH7hxH988rM6smBwI0jAABEAABEAABEACBHCIAYZBDlWmLEiRhcOrcVVqxtsb8K+GZiP70mdtoBk85WpyIMODFDNbvOG5mNJLFzhbNH0MPLBhHwwaW2qJiDwIgAAIgAAIgAAIgkCECEAYZAhmkZIIkDI6fuULLv95HX60/RL15UbM/e2YGTU5wkbJWFgbbeXGzf39nK52/eI3unVtGD99VTiMG9wwSbtgCAiAAAiAAAiAAAjlBAMIgJ6rRW4ggCYMjpy7Tsi+r6dstR2lAnx70pz+4jSrL+ie0erEIg32HztM/v76RTvOqyXfMHMkDkCto9NDe3gLjGwiAAAiAAAiAAAiAQNoEIAzSRhi8BIIiDNivp0MnLtF7n1fRxp3HaciAUvrzZ2fS2BF9qbAgPy44G/8f/rCeTpy9YtYweJxnJpL48RZHi5s4AoAACIAACIAACIAACHgIQBh4cOTGlyAJgwPHLtDbn+2hbdWnacSQnvQXz86ikUN6JSwMjp+po394dT0dPXmZpk8YTEtZGFRwi0M+lEFu3KwoBQiAAAiAAAiAQGAIQBgEpioyZ0hwhEEr7T98nt74dDdV1Z6jsuG96S9+OIsHD/ekAl7sLN4mLQanzl2hX7+xkWqPXqQJY/vT0nsradK4gQnFj5c+roMACIAACIAACIAACDgEIAwcFjlzFCRhUH3wnFncrObIBaoY3Y9+ycJgYN8Syk9QGJzjQcf/+tYmqj54nsYO70NL76+kaRWDEmpxyJkKRUFAAARAAARAAARAoAMIQBh0AOSOziIowqCFX/nvqT3D043uNF2BJo4bYIRBX56dKCFhwOAuXq6n/3hnC+3cf4aGDSqlJ1kYzJgwhIoL46+D0NHckR8IgAAIgAAIgAAIdGYCEAadufai2B4YYcArF+/Yf5p+/8F2Os3rGUwZP4j+ilsMSku68ODh+F2JpHiXr96g376/jbbuOUX9+nSnpxZV0uxJvEBaAisnR8GD0yAAAiAAAiAAAiAAAj4EIAx8oHT2U0ERBk3NLTzo+BS3GOygs7wC8sxJg+kvn5tD3boUJTyr0LX6m/TKhzto/fbj1KOkmJ5ePIHmTRtBXSEMOvttCvtBAARAAARAAAQCRgDCIGAVkglzgiIMGhqbacueE/TqhzvpQl09zZk6lP7qubkJrWFgOdQ3NNEbH++iNZsPUxGLgacXT6Q7bxvJ4qLQBsEeBEAABEAABEAABEAgAwQgDDIAMWhJBEUYXL/RSJt2n6DX2bGvu9pAC2aM4HUMZiU1o1BjUwv9ccUuXjn5IHHPJHrmgQl09+wyKulaFDTssAcEQAAEQAAEQAAEOjWBnBUG4hybTea8lM30ac8j+1VPJvvZQqZnvHyEko1IgfPRPKL1oW8NpSEJ2DC6T882x5KgCIOr12/S+h3H6Y+f7abr9Y10z+xR9NMnZiQlDFpYDbzLC6StWFtDN7kFQroS3Tu3jEq7d3EKjCMQAAEQAAEQAAEQAIG0CeSgMGjlxa/E5W41/wkhdbvlDPvzrbK3Dnni/ERX5JEIA1UE0XSBCcV52FydHDhXk4axou10XihFsUlsy8QWFGFQxwOHv912nN5btcc49fffPoaef2RKQjMSWQ5C68Ovqmn51zVUf+MmLb1vPN0/bwz1Lu1mg2APAiAAAiAAAiAAAiCQAQI5JwzEKc4X5519bHkDb97CG4dcaImbqcIgeSe8lQpMK0Qrd2lRB15Sc2961l94iF1WVEgc2zqgYkFTMbIjA+IgKMLgIo8rWLPlCC37Yi8za6WH7hxHTy+amJQwEDKfcmuBpHHlegM9cncFLWaB0Z9nKMIGAiAAAiAAAiAAAiCQOQI5JQzaRAELAJEH1oFXXPLG3jrn/O7f961+LLAiDFqMtGhpzeeAKgNixXCuSSuG5E3c5iCiQI5sfHcLB1/3XHNSSOYoKMLg/KXrtHrTYVq+ep8RA0sWjqfH2LFPZA0Dd3m/WHeQ3uPuRJeu3KDF88fSAwvG0uD+PdxBcAwCIAACIAACIAACIJAmgZwSBvnsuMtbeXHB1XkPp6MOurQcaJcicfAT21R0sDBgx72FRUcyW17ILhEDfo6/u5uSXBdRk84WFGFwhqco/ZIHDX+6poaKiwt5DYIJ7NiPYZFkRVFipZQZid5ZWUXnWGgsnDOaHrxjHA0f1DOxyAgFAiAAAiAAAiAAAiCQEIEcEgbi9OvgYHHco3UVEidduhpFFw/+3Gy85B13FSPi7se0S65yq4La5W5R8Lcn1tmgCIOT567Qqu8P0KpvD1BJt2J69uFJdPesUUkLg3U7jtFbn+0xi6TdwVOVSpek0UN7x0KAayAAAiAAAiAAAiAAAkkSyElh0Byjq495H8/iQMYHcOcgFhCJEbOtESoMor3xjjwvTrq0MciV2MJAhY2Yk3xXJW8ZgiIMjp+po8/W1pJ0BepV2pVeeGwKL042PGlhsKXqJL356W46dqqO5vJaCI9yd6SxI/p6C41vIAACIAACIAACIAACaRHIGWEgzjCPKmAYedQcs5++OuDxHHUvVU1besCIm+9s8k2khm7yLbylwhEi/t2IbFqSdj41m7RyRRgcOXmZPuFuRF9vPET9enfnqUqn0W0ThvBYDzdDSyD6flfNGbMWwqETlzj+YHrsngoaP7p/9Ai4AgIgAAIgAAIgAAIgkDSBnBMG8VsCkhcGjuiwfB0xIGfUzZWctW3ALQ7kjO0i5Ccc2lI0wkCEjbQsRAoMGy6RfVBaDA4ev8TTjO6ltZuP0qB+PehPn7mNJo0bkLQw2Hf4PL360U6qPXqBJpcPIBnEPGnswERQIAwIgAAIgAAIgAAIgECCBHJSGMR+4+4WBol1JbJv/YWpce7DHHddN8HMN2SuuwcYW1Eh8dznI+tHp0OVUQat3BVKwqe6BUUY1B69SMt4DYJ1247RUB4s/Jc/nEXjRvYz6zkkU7ZDLDBe+Wg77T1wnirK+tHSe8fTtPGDk0kCYUEABEAABEAABEAABOIQyEFhEN8BdwYpJygMxEdvZcefu8DomIRIp12ccREQ8k9FgM4sZActt1013Zz8asW9TkJuCIP9/Kb/gy+raeOuEzyLUC/6mxfm0sghvZIWBifOXKHfL9tGu/afpTEjetMT91XSzIlD/SDiHAiAAAiAAAiAAAiAQIoEck4YaHcemZUoGhFpMVA3vSWJwcfRUnOf13RlYLMjTpJtMZA2CWnxkDRS3YLQYiD89x46S+/zwmTbqk7RcBYE/89P5tGQ/qVJC4OzF6/R797fRtv3njbTlD65qJLmThmeKh7EAwEQAAEQAAEQAAEQ8CGQc8LA7ZT7lJdPaVciuZbMrET+aXnPOiLAmVnIPcYgflciHWMQa1Ylb47+34IgDFpaWmnPAREG1bRr31kqG96b/gcLgwF9S5KWPJev3qD/fHcrbdlzkhc2K6Un76+k+dNHJC0w/GnhLAiAAAiAAAiAAAiAgBDIGWFg3PzQNKSxxhhY5z1+y4L3BrET6URviQilyK0R7gHQmp+eiyUM3HbFnlXJa5fftyAIg+bmFtpZc5o+4BaDvQfPU/movqYrUV+enSjZtpDrNxrpP97ZzF2STlL/Pt153IxzJQAAQABJREFUjEEl3XHbCCosSG8hOD92OAcCIAACIAACIAACtyqBHBMG6pLHXC8gNK1p/JYF55YQR1s3O8bAueY+ss69hG5pLTCX5JwdexDLLnc3JG7TiNEVyp2j/3EQhEFjUwt3/TnFwqCaDhy7RJVj+tFfPTeH+vbq5m90jLM3G1u4xWAzrdt+nHrzegiPLaygu2aOoi7FyjhGVFwCARAAARAAARAAARBIkEBOCQM7dkAca30776Ugb/2la0/4AGFvqMhvbqddWyMiw0jaMjJAJhtV0WEHH7vz9LdLUrMLqEWzPTLH6GeCIAxuNjaTLEwmwuDY6StmmtE//8Es49hHt9z/ShO3Prz8wXZau/UIde9aTI/cPY7umT2aj4v8I+AsCIAACIAACIAACIBA0gRySBiwAx5qDTCuOM/+Iw66e9Pr+vbff60Ap2UgMp5dLVne5nvTlW5MVhhIp6Hw6UYdwcIhjV2SupOGCpZmPhOSLRHpu62JfxwEYdBws5k27T5uBh+fPn+VplcOpj95+jbqWdIlfgHCQki3pNc/2UWreaG0osICevjOcbRw7mgq7Z58WmFJ4ysIgAAIgAAIgAAIgECIQE4JA3HQ1QmXI+Oumy454njLZrv0mK468s3qAHNVu/zIoQoKx3F30pUI1nk3kcyHCg79blYz4FmF3Js6/k5LheQreegKwGqNnNHWAonpztudUmLHQRAGNxqaaP3OY0YYXLxcT7MmD6WXlk5nZ744sUK4QjXzQOZ3Vu6hL9YfFEy0eMEYun/emJRaH1zJdvih1HtjUzPduNnE5Wilrl2KqLgI3aE6vCKQIQiAAAiAAAiAgC+BHBMG7FKH+vSHXO+IQrNvZhxwryjQeNoViKcLNX38vc6517k3iUgkk74IDnHmVVqECw4TpM0uCSWhJbzElm+6Z8FhWgq8+ZqgSX4EQRjIgOHvtx81g4+vXLtJ86YNpxeXTKWSFLr/yAxHy1bvpZXfHqCbjU10/+1jaDH/68cDmTvLJnV+vf4mHTtVR4dP1rEuaKVRQ3vS6GF9qGtxYWcpBuwEARAAARAAARDIYQI5Jwy0rtpc9JDz7nLcjVce6Xw7gkIlRWR3IasDNG0JpZumpe69vyhw7h8OZYSLnJEYIhM0Jel+lKktCMLgWn0jrd1yxExXepPfkN/Bg4Wfe3gydeuSvBMswmDFtzX0yTc1dO36Tbp3Xhk9uGCsmfo0U8zaO52b3FKwu+YMfb7uIC/UdsaIwYrR/WgJD6SeOHYgt3RF3pPtbRPSBwEQAAEQAAEQAAE3gRwVBu4iJnrsdfQTiWV9ufDWh0TitmeYIAiDK9cb6JtNR8zg4xYGdM+c0fTs4klUnMJMQsL3i/UHaPnqfXSh7oYZePwQjzMY0r9He2LMaNrHefXm5V/vo++2HqX6G9yViHVA1y4FdNvEIfTS49OpV4+utgEqo/kiMRAAARAAARAAARBIlACEQaKkOlG4IAiDumsNtHrDIdNiIOsN3D9/DD153wQePJxay8iaLYfp/c/30hkeyHznrFE8M1E5DR/Ys1PUiggjEUmffLOfjp66bLoO5TGG6/VNZvrWnzw+lWZOGop1GTpFbcJIEAABEAABEMhdAhAGOVi3gRAGvFrxKu42I9OVyiDbh+4cS48vrKSC/NS6zMhA5ndWVpk++gt4cbPH7hlPo4b06hS1d7GunpZ9tY/WbD7MrQJ5NGncADNw+msWTk3NrSx0RtILj04xU7HaVqhOUTAYCQIgAAIgAAIgkFMEIAxyqjq1MEEQBuIMr/z+AC3jlY9LeYrSx+4p57f8FaZvfSrIt1Sforc+3U0Hj180A5lFZIwZ3juVpDo8TvXBc/Te59VmbMGoob1oMbeelPboQm9+spuO8kDksuG9SNZ4GD64J1oNOrx2kCEIgAAIgAAIgIAlAGFgSeTQPgjC4Pyl6zxguNaMC+hV2o2euH88PTB/bMqUd9eepdc/3kn7D1+g2VOG0tKF46l8VL+U0+uoiDLV6jebDtPH3I3oxJk6Y7uIGpmm9IMvq+mbjUeoR/ci+gWv8SDjDTBDUUfVDPIBARAAARAAARAIJwBhEE4kB74HQRicOX+NPuWZhFasqaE+PbvR04sn0L1zy1Kmu//IBfrDhztI3r7PmDCYlt47niaMGZByeh0VsZ7Xc3j38yojDlp4oTaZUemhO8aZLkXSteiPK/ZQU1MLLbm3gh69q4J6cksCNhAAARAAARAAARDIBgEIg2xQb+c8gyAMTvAsPJ+uraHPuTtRf15v4AcPTqQ7ecrSVLeDxy/RHz7aTntqznIf/YE8XqGCpo4fnGpyHRbvHLecvPLhdtqy5xQN7FtCD981znCQKVh31Zymlz/YQbIytLQW/OyJ6WYKVkxd2mHVg4xAAARAAARAAARcBCAMXDBy5TAIwuAIz77zKa87sHrjIRrUrwc9+9Akup0XOUt1O8oLg726fAft2HeaKrgL0WP3VNBMdqZ19ehUU23/ePsOnaPXPt5F+w6f5xaO/vQoj7OYUTmYpIvRkZOXWezsoJ1cpuGDetEvn5tFZbzgWaozN7V/aZADCIAACIAACIBALhOAMMjB2g2CMJA3/B9/w/P2bzlKQ3ha0ecenkSzeErOVLcTZ6/wGINdtK3qFK8Y3IseZWEwd8owyk9xlqNU7Ug2nnQXep8HYJ++cI3mTR1Gj9xVzoOm+5iF7c5fvE5vr9xDX60/aAZo/+zJ6dxNagjPTlSUbDYIDwIgAAIgAAIgAAJpE4AwSBth8BIIgjCo4TEBH/GCXht3nqARPNvOc49MpulpdP05zWMW3vx0F23efZKGDOhh1jGYP31EoGfxkfUL3ufpWld+e4AaePXnRQvGmAHY0rVKNlnr4UsWBW99tsfM1vTE/ZV0P49B6M2DtbGBAAiAAAiAAAiAQEcTgDDoaOIdkF8QhMFe7kLzEa9UvJX71o8e1pt+xMJAxgakuklf/bfZgV6/4xj1Zcda3rzfzQudyeJpQd1k4PFry3fSt1uO8IrPhfQ4DzBeOKeMunUpNCbL9e17T9Fv3tpM167f5IHJY+iJ+8abrldBLRPsAgEQAAEQAAEQyF0CEAY5WLdBEAa7a8/Qh7yo1679Z2jcyL70PAuDitH9U6Yt6yK8u6qKvtt2lEq7d6WHeBDvfXNHc3/8gpTTbO+IZ7j70Ms88Hh79Wl29kvoSW4RmDd1OBWExIzMRnToxCX6Py+vo7McdgaPmfjRw5NpJC/cFvQuUu3NDumDAAiAAAiAAAh0PAEIg45n3u45BkEYyCDhZV/tpeoD52h8WT8WBlNp7Ig+KZe9jldSfo+75azlMQtdigrNSsqLeF2ELrweQFC32qMX6ffLtlENr70wcewAbjEYT1PKB7YNmJaZiUQ8/PqNTbSXp2EdxS0rLz42hXn1D3S5gsobdoEACIAACIAACKRHAMIgPX6BjB0EYbC1+iR9wINua3mswQR2il94bCqN4jfhqW7X6m/ygmB76euNhymPBxw/yP31H76zgroUB1cYbN93in7//naSgdPzZ4ww6xS4xREPQaDLLHhe49mW1mzmlpAexfSTJdPMAOSSbhiAnOq9gnggAAIgAAIgAAKpEYAwSI1boGMFQRhs3H2ClvEb/kPHL9PkigH8JnwaDRtYmjI36Y//0eq9PFj3EDU2NdMDC8bSknvGU9dQf/2UE27HiDJVqyxgdvHydXqAFzV7cME4M3DaneX1G428QnQNvbOyilpZKTz/yBS647aRPAC5qzsYjkEABEAABEAABECg3QlAGLQ74o7PINvCgF+Em0HCMk3n8dN1NG38QPoxvwmX9QxS3W42NtMna/abGX6u37hJ0o3oifsqAzu1p6xT8MEXVfQpr/zcyGMJHls4nu6dM5r69vLOONTA5drAA6p/9/42EpHwEA+qfpBFTzqsUmWMeCAAAiAAAiAAArc2AQiDHKz/rAsDVgYySPi9z6vpDK/qO2PiYNNFpl9oms5UkIujvWLtfna0a0nGG9x3+xgzmLe0e5dUkmv3OCJkfvfBNvpu61Hq3q2YlvJsQ/OnD+eB0157RTRUHzxL//72FjMAeR4vAreUBc+oIb15LEK7m4kMQAAEQAAEQAAEQKCNAIRBG4rcOQiCMFiz5TC9t6qazvM0o7OmDKWXuMWgVxrdY6Q//mff1dIn3+znrjn1PO3naHpyUWUg5/wXW+Xt/z++tp5XNT5jug89tWgCr9Q8NGJMhAieY9yq8m9/3EQHj100A49lZqKK0f3aBinnzp2JkoAACIAACIAACASZAIRBkGsnRduyLQxktp2vN7Ew4BaDy1fqaS6v+PvS0hmU7oDaL3gxsOW8NoJM7Xknr2Eg038O6FOSIqX2iyZjBWTdhf/7yno6cPSCcfafZmEwkddxKAhbqVkWQZMByP/CMxPJ1K6DB5SamYmmVgwK9BoN7UcPKYMACIAACIAACGSLAIRBtsi3Y77ZFgbSPUYG3sqsRFevN9DtvELxT5+YnvYUnN+w2PiQhcFJmeWHu+U8cf8EGsqOdNA2EUa1LAj+5Y+b6eSZOpo5aQiPh5hg1nPws1XGGfzmrU20bsdx6lXSxawSPWvS0MCOn/ArA86BAAiAAAiAAAh0fgIQBp2/DiNKkG1h0HCzmb7ccIgXONtL9TxQWGbZ+Sm3GBQUpNdpXsYtyKJpx05fplmThxpnO50pUCPAZehEc3MLbd5zkl5etoMu8IxEd88eTQ/zgmwjB/tP1ypC4vVPdtLn3x2ggsJ8WsrrHQizPj29A5UzZB6SAQEQAAEQAAEQAAFfAhAGvlg698lsCwPpX/8ld/v56Ov91NjYRHdxt58f83Sl6a7mu2HXcSMMDh2/aOb6X3pvZVqLprVXLTexMPiKp1V967PdVN/AMw3dWU73zyuLOtOQdCdayaJAVna+weFlKtb7542hwf1Tn8WpvcqGdEEABEAABEAABHKXAIRBDtZttoXBFe4+9MW6AzxQuJbkbfjCuaPpOR5Qm5/mNDtbq0/RMl7krObweZpSMdDM3jN+dP/A1eBNXmdh2ZfVPB5iv7Ht6Qcm0J1mbQL/FgAZkyAtDL//YDudu3idhdRIeuSuCho11L+FIXAFhkEgAAIgAAIgAAI5QQDCICeq0VuIbAsDGUy76vsD9NnaWrNKsbwtf2bxxLRn2dlVc8asflxde5ZXU+5Pj3OXm8njBnkLH4BvN2420asf7eTuVAepK6/M/OPHp9HsycOopKv/asasC+ggt4L80+sb6fipOu4mNcR0Jyof1R9TlgagPmECCIAACIAACNwqBCAMcrCmsy0MLvB0oit5alERB8WFhbR4fhm/3Z+QtpO799A5kkXTdu0/TeWj+tGShRU0o3JIoGpQ3v5fvtpAv31/K23cecKsYPyzp6bTtIrBVFxU4Gsr6wJuKbhGf/+H9VR7RKYs7WdaQ6aWD0p7XIZvhjgJAiAAAiAAAiAAAj4EIAx8oHT2U9kWBtIdZgULgy/XHaTuXYrogTvG0qN3V6QtDGqPXmRhUEXbuEtR2bA+ZjXhOTwIOUibrEtw9sJV+g0vWFbFLRsjeaGyHy+ZQpVjBsScfvTSlRu8yNlm2sHrHsjYAlnVWWYm6sItDthAAARAAARAAARAoCMIZEQY2K7j0iUCW/YJZFsYnObVjld8W0ureWaiUp5+82EefPsgi4N0tyMnL/PaCFW0afcJGsEz/Dx2TwVPWzoi3WQzGl8GHh/l7kC/fmMjHTt1mSaVD6QfPjiJxozoG7GGgTvjazxg+9UPd9D324+1rZS8YMaIqN2P3HFxDAIgAAIgAAIgAAKZIJCwMBBnUx1/Z8pJFQQt5JwhauVvra3uM5kwE2kkQyDbwuAErzPw6ZoaknUHZMpNceDv43EG6W6yfsG7LAzWbT9uVhOWdO+aOSrdZDMaX9Zw2M+Do//x1Q08VWk9LbiN11vgblQjBveMOcZC4r27ag99zq0sIi6e4PETC+eWUU8WVthAAARAAARAAARAoCMIJCAMWnk2GW0KEIdfHH+75eeJKPA2ExhhAHFgEWVln21hcOx0HX38zX76dssR6s8rE8sg4bt5ytJ0N+mH/86qak23bwl3Tyqn+9h5DtImi5Xt2Hea/vm1DbyGg0xVOo7XMCiPOlWptV3GJkgri8y6VHetgWclKjfTlvbv3d0GwR4EQAAEQAAEQAAE2pVATGEgLQJ5pM6/uP+trfltwkCcz3y+JpuKBREMKgvks8W0GjgiwgTER4cQyLYwOMxdfpZ/vY++33bMvNmX/vKZ6PIj/fDfWbmHvuaWiL7cEiEO9+L5Y9Meu5DJSqlvaOIWjWP0n+9sMW/+n1o8waxh0LdXfAd/7dYj9PaKPXTmwjVaOGc0PcTlGzGoZybNQ1ogAAIgAAIgAAIgEJVAHGGgzr+6+yIMxNFXASCtCNpaINIh32Qgbz21dUG6HclVPR81d1xoFwLZFgYHj1+ij1bvpXU7jpsuNE8tmkBzeLrOdLdr9TfpbRYGX647RL16dDGDmh+6ozxQM/eIjZ/zbExvfrrbLOj2o0cm04IZI83sRPHKv23vKXrj4110hMcozOYpSx/jAdsy+xI2EAABEAABEAABEOgIAjGFgXQVklYAIwG4tcDZVACI62+kgxEMelWcUpEKpq3BE8eJjaP2JZBtYVB79AIt+2qvma6zbHgfeoYX+MrEtKLyNt70w2fHu3vXYlq8YIwZ2BxtGtD2peyfunQD+oAXN/t4dQ316F5Ezz82hZ38oVTaPf5YgZojF+i1j3fS3kPnqbKM12ng6VinjR/snxHOggAIgAAIgAAIgECGCUQVBrYbkQiDFuPgO92CxPHUbkTaWuCdjUhFg9gpobzXMmw9kvMlkG1hsI/XG/jgq320ZfdJfuPdl559aBIvRDbQ19ZkTjbcbKb3v6yiVd8doKLCAjOgWaZB7dalMJlk2i2s3OuXrtTTq8t30ppNPL6ib3eeqnQqTa0YxELGf3EztzGnzl2lVz7aTjv2nqFhg0rNlKXzpg53B8ExCIAACIAACIAACLQbgajCQHLMz2vmz8jxArGEgelAxMLBjEmAMGi3iouVcLaFQdWBs2aF4m1Vp3j+/v4k3WnGj+4fy+SErsnAXhm7sPLbA3x/tdI9s0fTknvK+c18/LfxCWWQZiDpSnfu0nX6dx5fsHXPKRoxpBe9tHQqVY4ekNB6BNLa8PKybbowGo+hkLEZMutSQYEjytM0EdFBAARAAARAAARAICqBqMLA3WKgb/4d58TORqSjDLytAm5hgAHIUbm364VsC4NdNaeNMNjJb74njhtALzw6lcaO6JN2mRubmmnF2hr+V0siEu6cOdJM69mzR9e0085EAi0sDOSt/z+8up5qDl9gMdSPfvbkDBo9rHfMxc1s3jJl6cvLttPaLYepa5dinua1nO7lWZeC0iJi7cQeBEAABEAABEAgNwlEFQZSXCsAZHCxXZtAWwu0PcB0KHKNL3DHMSMNMMYgK3dNtoWBDKKVaTf31JylyRUD6SdLpvEKwL3SZtHI8/vLwN4VvEbC1es3aT4vAPbk/ZVmrYS0E89AArL+gCzCJmsYHOHFzaaNH0Q/Z2EwbGBpzDUMbNbS4vDHz3abwdUiMh7gMRSLbh/DA5e72SDYgwAIgAAIgAAIgEC7EYgpDFQEtHCnDW4HMLMMiVjQdgLf1oLQwGNpW3CLiXazHgn7EsimMGB/ljZXnaCPeIzB3oPnaer4gfTS49NpKDvH6W5Nza20euNB+uSbGrpYV09zpw4jmfFoAK+VEIRNWjH2HjxLv3lrC8nqz/OmDecxBtNoIK+5kMgmcvvTNfv4X60RPnfPHkUP3TEu7hoIiaSNMCAAAiAAAiAAAiAQj0AcYeCsYyAJieNiOxRJNyFpMdCNj0KCQb77iYZQQOw6gEA2hYG86d6w8zgtX72Pao9dpBkTBtOPH5tGg/v3SLvkzS2t3M3mCI8z2G8cb5nS8wcPTAqM43ydFzTbVn2KfvfBdrpcd4Pu57f9Ty2upH4JrGFg4azZfNh0wzpz/pppEZGFzjLR2mLTxx4EQAAEQAAEQAAEohGIKQwkkjiZIgHU3VdxYM6YLkQqE2Q8gs5SFJraNNTCEC1TnG9fAtkUBuK8ywJfMkhYutXMnDTEjDFI9K15LDItkvaOY7xGwj46xnP9z5g4mJ59cLLpqhMrXkddu3K9gb7ffpxeX76DbjQ0mxWfZeXj3qWJj4HYWn2S3v5sDx08dolmMbslC8djLYOOqkDkAwIgAAIgAAK3OIG4wkD5sBSwTQV8wo43cLMTZ1Q26UritCvIMbaOJpBNYSD97L/depQ+5rf6J89dMXP4/+jhKdS/T/yVf+Nxkj74G3dzNyVpjThykaZXDqIfPjyZRg5Of/xCvLwTuS4rM6/eeMg49vI7kNmY7p41ikpLEp81SdYykOlOq3lmp8nlA424mFI+KJHsEQYEQAAEQAAEQAAE0iKQoDBIK48sRtaWDjUgzwwAVeGSnklWBJmGFE5KJZGk6VJPEVlIO0soiBMhIpQE8hNekQGjn8mmMJCZdb7ZdJg+4QHC5y5dI5mH/9kHJ1HfXpkZQCtv1D/k8QvVB84Zx/lHj0yhMp71Jwjbhcv19CnPmvQhD7wuLsqnnz91G82eMoxKEljDwNp//MwVepXXMthWfZrGjuzLMxNVGHGV71bmNjD2IAACIAACIAACIJBBAikKA+vZxnKEM2hlkkmJY6zdnySi19b0plCVlhN18KXkNmVrXqy0xR5rl6ZgY3n3cq0zC4ObPAD3qw2HzLSil/kN+u3TR9DTiyfyzEGJd6fxEvF+21VzJjQV6mkzFerzLAzGsQMdhO3sxWtmNqbPeDrV7t2K6L89P4fFyyDqWlyQsHmyDsLrvPrxxl0nzNgJGWMg07IWFtjxPAknhYAgAAIgAAIgAAIgkBSBJISBusFtDnfo9bc6serq2hBJWZDhwGJffj5bov97UrfOvNgcyzn3RAp9MTHyWsxbf7+4ct069b7XOS5P+sqpxc5bWjT84vvZFO1cNlsMZHXiz9fV0me8CNm1+pt0x20j6SmeUjRTaw3sPXiOVz/eywuInaTxZf1Md53KsgHRUHTYeenmdJLXMHh75R6z6nGv0i70P1+6nd/696PiwsSd+stXb9C7q6pMd6zuXYvpwTvG0P3zxia0QFqHFRYZgQAIgAAIgAAI5CSBBIUBu6ptb8rFudVNHNgWs1aBzkokLq3jdHd8a4JdlE0FgDrgtuuQOvZisTrwarctSby9M+uSlllycMpnWwJs2hw6NNbCSVfXhFCn31jhYHQCZegom8LgRkMTffZdDa9OfJBu8oJkd80aSUvvHU+lGVqduPboRXr/iyqzOrC0FDz70CSaWpH9Pvgy6Poor13w5qe7aMvuUzSwXwn9j5/MMzMKJfO2/1p9I4+h2EurNxzm31YrLZo/hqTVoHsS3ZEydBshGRAAARAAARAAgVuMQALCwHGKHWdYvdpwYSCOsWzeqUw7jqhOmarrLvh363EJGOO8O859LCulXOLYS/mbXbMxeeM4nCLXcEgtX2/6iX/LpjCQKTs/XbufVrEwkLvhnjmjaMk946mEu9ZkYjt04hILg2pat+0YlQ3vQ88snsAzHw3NRNJppSGDrg+waHmNuwFV8fiHsuG96S+fm03DBpRSQRLdgKQr1opvawy/K9dv0EJe+fjJ+yqTGsCcVkEQGQRAAARAAARA4JYlEFcY2NWPbRcYKwmkW4wjDPhqqF+/89acj4wT3VFs1XkXVz+WMLHiwQiHvMg3+37W2jicg0nbL4y0Bdi1HNxcJKxloy0qQi4xQeKfT/yz2RQG8sZbpiqVFYoLCwro3nmj6dG7K6hbl8L4hicQQlYUllWVv9t2lIYP6sUrH4+n26eNSCBm+wYRh37voXP0yoc76MiJy2bF5188NYMG9e3BXdsSr29pJfhy/UH6+Jv9JGsZ3DVzFD3zwAQevJ3+rE7tSwCpgwAIgAAIgAAIdHYCMYUBdxQyzq44sk4XIXV0Zd2CaA6wiAPpjd9quhl1FKJWKmBxIs535Bt7xwZxmtV2CVkQ0eXHCekcSRy7xRI7VkT5cVEhpaJFRJadZEb6psv3TG7ZFQY3zeDgL9cdZDFQxIt8ldGDd5YnNQA3FguZtUemK13LC4EN5EXTlvI8/3ey82x5xorbntdu3GyiXfvP0O95cbNzF6/THF6V+cdLpprZmJKdUejbbUfMzEuyDoSs7vz0ooksgnq2p/lIGwRAAARAAARAAAQopjCwjm64o+0413aMgUNSxIQ60iIPEnsj78RO/cjkFre7j6Qvb/Z1EHGzES6ZcspdwsQMbnYGnKrA0rKJaBAb5J854kM9khJkxpZsCgNZ5Ou9z6vpK37rLfP3P7BgLD0wfxwV8fSdmdhO8QBfeZv+NU+J2rdnN3rknnK6j7vbJOt8Z8IWdxr13IVqK696/J/vbKF6Hmdx37wyXpV5IjPomrRo2VJ10rSK7D98gabxWg3Slah8VD93djgGARAAARAAARAAgYwTiCEMtGuMuK3q4DtOa2xhwO5t6A27fz//jJfBJGiFgTjXsQVJewgDLbO0Csjb//BxCHksRPSamKocJaRuKgf0e6yuSjZ8/H02hUHdtRs8M08VC4ND1K93N55Vp5wWcatBMgNwY5XwzIVrZq2A1Twlag8e0PzQnWPpwQXjkuquEyv9VK9dZUG0YecJ+q/3tlFLSwstubeCVy2uTGoNA5t3FS9u9gF3l5IWiIrR/cwiZ9PHD7aXsQcBEAABEAABEACBdiEQRxjIgFvp/iJvexMUBqarjogJp9uMpNHem1esiK2Ovd68HWEQ3hLiDZf4N9tKIjmKmx8+45FtebHOv+y1S1LojDFVWYeLsMStcEJmUxhcrKs3U3au3njY9K9/5O5yunfO6Iw57ucvX+fBubUkXZW6FBfR4vllZhGwgvzMtEg4FJM7klWP1245wmsQ7DJ33g8fnsTdqMamNLbi4PFLLAyqaMueUzSCV3WWRc5unzY8OYMCEFoGZF+51kCXrjSYBd8G9Olh9gEwDSaAAAiAAAiAAAj4EIghDCjU5Sayz77XCfc6ZM4AXCsofHJth1NemxIVBomNMYhlruSrnYDsYOzIvG0YE9JnQLbpH9/KMoXTUkHlFWKx8ve7JvnJRDijRo6kX/3qVzR//ny/YO1yThboeuuzPWYMwBCekUec2ntmj85YXpeu1NPK7w7Qqu8P8piSPB7czLP28DoJmWqRSNVQKfcXLFY+4BmTuvCCZi8umUYLZoxMaWyFdJf64MtqM8C6X+8SHryt3aVStS0b8UQQyGDsrVWnSRZ+Ky4qoAruDnX79OFmIHVBEgOys2E/8gQBEAABEACBW5FAVGEgzqo6vDLI2NvFRRxP/8HH3jjqCHcM1mg2RebubjFIRxhw6doYqSiI5vhH2hB5xnaFkivS4iBppbplUxiIU/v2yt3s1B4zA2Yf58HBsshZprY6dji/WHeAPlt7gJq5y87d3Brx7IOTqCiJKUEzZYs7HSn3irU1vLBbLXdxKqafPTmdZk4cahxid7hEjmWRM5mSVbpLlUh3qTvGmrUM8oyCTCSF7IaRKWt3cjeorzYcpP2HLpgxFwUFedSntBvdMXME3ctjQmR8SDKzNWW3RMgdBEAABEAABG4NAlGFgRRfnW3t7qKzDCkU8U8ihYE43CoMxE0W6RBrBp9M4/UKA3GqoznWrkHCCc5KFGmrkQBtwiD0Lc3yuuwKG7wcmX/sM9kUBsdO19E7q/bQ+h3HadSQXtw/vjKj3WBkOlRxOD9ZU0M3GhrNjEQvPDqVipJYXTg2vdSuSrk//GovfcODouUt/y+enk6Txw1KyS5ZJG4Zp7Xyu1oz5et9POXr4zxeQVoigr618EJvNUfO0ypuPdm06wQ1NrVQ7x5dqYEXu6vj7laDuRVJWnhumzg4Y4veBZ0J7AMBEAABEACBzkIgpjCQQtj+8eryS994EQxWAGibgoSz3WnkWBzljhx4bPIPtWKIJeGDf+W63RwBIXam0mLApeO8bMkzWdb8vGZOl1sM0hRV2RQGsgDZe59XGadQFiB7nFc9njN5mMWf9l6c5tXsfH/89X6q4zfr82eMoJ8unZ7Sm/m0jXElIOV+Z+UeU27pQvVnP7iNxo3sl1IXJ+mb/8ma/fTpN7W8enQTrx49ip7gmYl68ixPQd/qrjbQ6o2HeB2LgyTjTUYP621EwMW6G0Y03WhoplmThtBSLs+oob1TEk5BZwD7QAAEQAAEQKCzEogrDBwnWFsOwgsqZ93v5q3L3JGtBWqTvHGPtzox29rWDUq67CT7BlZaRbSEVgrxC9IwAmqN8ynhNUg8JlYYSGuLCisnlWSOsikMann1XxEGW6tOsWOswkC61GRqa+Q3z99sOmLWMpCByDLP/y+euo378mdmAbVU7aw5coFe/2QX7ak5SyOH9qJf/nAWjeAF2KQLTbKbvHX/QlpFWPyIcz2PF3B7elEl9e9TkmxSHRpe1uTYe+i8WeBO6r9f7+60kFe+ljEmFy7X02vLmU/tWZ7CtZieWjyR5nHd9S7t2qE2IjMQAAEQAAEQAIHoBOIKA4mqXZt17n9tD4hMUN3fULuBv4aIjJTRM+K0q43iVItz7bfZFhCxN3z2IL/w9py2kpgOVXzKto/wPk5ZrbCSdIyk8Bl8LNfcgkVsjyciJE60LZvCYB8POH2P+8fv3Nc+U202s9Mss//IdJ4ydam8fZYVhku5L362NuMQH5RVj3dS7dELVM5TjP7183OoPzvGqfSjF7H5Pa/sLAu5HT9TRzMmDOY1ESYFfpEzWeRNVm1e+e0BOnfpGq/BMJie4K5k40b2NeMMpJvVW5/tpqvXbppByEt4/Im0KGR7DYps3TfIFwRAAARAAASCRiAhYeAYbd9+s+fC/8tgSLNyr9lLqOTfjjppp3/kONf+XZnUSY8vHvwscQQFF90IDylrIuV1BEs0MeIWHRom0bT9LFWRka1ZifbUnuGBs3vNm+EJY/rTUu5KNLl8kL+hKZwVHfbd1qNmcO6Js1doJjvNP3tyBvXhwazZ2pq568+umjMsDHbQsVN1NKl8AP3ti3ONWEllwLCIza3VJ83qx/v4Dfzk8oFmgPXYEX2yVcSE8j3J9SGCbd32Y1TSrZju4/UrHuZVr7t1KeSB4q0k1/+DF4CTMg3sW0I/eHAidzMamtKUrgkZhEAgAAIgAAIgAAJJEUhSGCSVdocHVgdb++mbt/PGcde3+ioK9Kw49tKP37vxtZCfr60AjtNvBYeEdxx3+eaEkW/OJu6rc01y0/z9WhpEOITs4litac5IJDZIXtkSBjv2nTbOobQcTBo30AiDCWMGiFkZ29btOMbTgu6lIycvm5WBZYyBOJrZ2hoam2kbr3r8+vKd3Ipxld/wD6G/eWFeWoOFqw6eNasfb+MuObLI2Q8fmkwTx2aWY6Z5beUVm6W1SGYimjC2Py/wVkHTxw9p+11JNzCZyvaL7w/w2IlmXhV7HK/1UEZD+pdm2hSkBwIgAAIgAAIgkAKBnBIGUn51wLVVwDj47O07LjrPlsQ+u4oC56yNpzMteZ1z99t85SvOfexN3HwRBiowbCwrDuS7k4ZaoSmmO+hYc8quMNjCzuEyfmssXWqmjh/EwqCSZP76TG6b9pygZSwMDvB4hkn8Nv3HS6ZmtZvNNZ6ec/PuE/THT3fzYl43eEzAMPqLH8ymwjRmSpLBzDJl6Tqe9nX08N7clWiimf40kxwzmZYMmJYB4avY6ZdB4XfMHEVLeA2Lwf17tGUjv4ddNafpt+9vo5NnrpiWkKX3jaeJYwam1OWqLWEcgAAIgAAIgAAIZIRAzgkDpSJv4a37rU63vpPXbkByJXJjt5zftMvm7uNvhEErt0KEokgIPfRLQ2NHG+OgokVSUOmgoeVThIK2YLjFhFxJZctmi8HGXcdNFxhZvXdGJQuD+yZQprvAyNt5mc5TBrpWlvWnFx+bSmXcVz1bm6ytIN1n3llVRTdYJCzktRVeXDKdZySKdo/Et1S6SYnAkn75QwaWmlmJ7uAF0+x9GD+Fjg0hC8+9yi0mG3ia2p48PemDvPaCrFfQvWuRxxARTr95e7MZg9K3Z1dawl3N5k8fERHOEwlfQAAEQAAEQAAEOoRATGHgdmTjviYP84GS64ef+bKKA6VOtjr7mkOYkRHZ2rDh4ez5iAhRToTHDw/GwiDMw8uEILC5ZFMYfL9dB80ePVlHM0PTUo7maSkzuUl/flkzYDfPACQDW59/ZDJ3t+mfySySSktmDlrDA6KlFUNmFHrornH01KKJ3J0r3n0QPRtZLVjewMtg3t48fuLhO8fR4vljA/tmvYrHlry5Yg/tP8yDr0f15dWaK7iFY0iEvU3chegDWaOBByjLQmiLF4ylB+aPoUH9nJaF6FRwBQRAAARAAARAoD0JxBEGtie+LFgWuVm3R67ZYw0lb8DtAODIeDjTvgSyKQxkxiCZTUcGms6eMpRnpZlAwwf3zGiBq7n//Uer95t+/WXczUb630/m8QzZ2sSJ/4pXKRZHXroPPXn/BF6teFyEU5yMfSI2PvvuAK3iRc6KiwppEffFX3LP+LS6JyWTfzJhRdR+zqtRL+d6P3fpOi3gla5FyPgJQgkrXcHeWrHbDNSezoPHH2MREfTxE8nwQFgQAAEQAAEQ6KwEYgoD0+XF6/H7l5Of9vICXHvOqygQYZDJt+D+GeOsH4FsCgNZ3Go5O8hnzl+ledxF5AnuKiILfmVy23+Y58r/Zr9ZTGzE4F707EP/P3tX/hbVmWbfFgEVEBWVRVFE2QQEFJdoTNxbNERNYmLHLKbXdPf0zHT3PPNfzPP0Dz09093TS3pLOsYlalziFjXGXUEEAUFARFYXRFxAdM75LhWwAlW3qm7VJfG7eSJU1V2+79St4n2/97znTAVtKdbKS3h0roaWO/IpuPW74cYcDo3+9SszZT6CY2+kSh0XbgM96QC8DHZ/flm4yj4fJmevLU+X0GBPvTccZ/Tfz3swndsIc7fDeO+pUrbiuSQkMomKUtTXVevQX/D3HeflPCRto6PC4OoMOhGM6gazY15vGgGNgEZAI6AR0AjYhoCbxMDsuIx6goPXz0eBdj42O9KnYT87E4N9x6vUyvn11naZB048HXutVgy6fPWmfILEgLx+Jh1r0Zg7O9M6d2VP75GrjbdlF5KCfUgORsG74HsvZUOGEzQaJ7qYJ+dlsM3+gp2YZyuaeWly9vaqrAEp7dkMP4n3thVKYVmjMmFbDTWiZ5AUhvSTxHBu9DPg/IjRt9GPsMxFIuEJbnpfjYBGQCOgEdAIaAS8R8CixMAYgFE1oPsw+f1G5cB4Rf8bSATsTAz2HK1UwSybTJ/DKjd9DOiAa+VGmdKdCMSPnKmRseCm0xWYSYhdGxutdxwqkyOna9UK+E9ez5VU9Dw495F4Mr7Oh4+E/RrbDhq0LCYaP3hlugwPs8/Irb/xl4Ha9aet56UGSkqZUInKR2KQPrl/pSFWEveCekRn5+ugHj2TPV5WPpcsE+EYrTeNgEZAI6AR0AhoBOxDwNLEgNPorcnvibOwfRB8865sZ2LwyeFyrJ5Xyp27D2QB1HkoVzoiYoilIJOKsvvzCtWYy6RjzZJUWTgzwdJrmD0Zg9yKK9eVStKpomsSBwWhf4O52cTYET4pCJGSc/ICZFmhTFSFCklmcjQSgxwZM9I+v4a+MGF18BAoRBvhT3Cj9R4UmSYpRaIJsa6DfBrh0dPAoSyVD2nTbDgl+1Jl6Wt8+jmNgEZAI6AR0AhoBMwjYHliwKB0EFqPNZ3I/Jtg9Z52JQYMZrcfMhKDe/c7ZPGcRMiVpigHYCvn2AgTsd2fV8peKNtERoTKKlQlqNhjx0ZH34uXm2HqVirFl5olAbKpP1s/S5l2+cAkUlMpKIMsKxKD0sstkgJZ1g2rs/ps6LVj3o5rcv7v77ogB1EB4LYSjcQLkKSNinTtRM2G7X/svKD6REYj2ckDneh5HDcQeygcc9U/NQIaAY2ARkAj8E1HwPrEgHpE3X4Aus/AntvHrsSgCyZX2z4rkz0I2Ds6HsoSyFCugY/B0NDBlgJB+gkVe8i/Dx8aAupKkqKiWHoRkyejsVch3Z73lUolVvZTJ0XB3CxXce19TQyYcFDhqaC0Uai+tP4FuB/DDGygbEz+76Nf4DcfnJKzJfUyekSYvARa16yMOBnq5F/gPGZKlVJy9uDJGul69Eh5P+Q/n9Rvw7Lz8fqxRkAjoBHQCGgENALWI2B5YtCbSmQYhVk/aH1G1wjYlRh0dHYpSs2+Y1VKSWfZPCMx6K8J1fUs+n+V/Qt7j1Uq/v2Q0GCo4EyB+lFq/wf48RXO+QyC4s1IDBog0TotZSyaj6fLSKyYmxH0cjU0NlnvQAXmBEzDaHJG9+NZGfY1WTuPlRWiBqhP/ff7p6UC/gX0lFj77TT0GUS7VWTq6nosh85A4vVwhXJBng236Ffg/TAO89SbRkAjoBHQCGgENAL2IGBZYmA0HiuRUszksVIl4iNnhwN7pvl0XdWuxIBqMx+DUnPghCFbSbWZVQjYgy2WoWxD/8J+qB9thtNwSMhg0IgSVVDpizyot3fIg44uOX7+qmzCWFqRsNC74a0XsyxpEqbaESlT5PCTmsNeCtJ0BspGGtH5S43y3pZCabxO34pxqqckcfxIU0M8z0oLqFIXK5slNXE0qkspMi05xtSxeieNgEZAI6AR0AhoBKxHwGViwNV/CI+6veq3VALAfY2NvxnVAl/XTB1n1D89QcCuxKD9XqdsQWJwCGZfgwYNkrz5k+GAC1OuIGvvA9JQDkLj/6NPL6qV6UWzJ8naZVP7lcf0BDtP92UyRFO3j9BIy+rB/BkTZN2KDBnmhkpj5jpNkAGlP8KnSA7ChoEytSAJxmFJZg4NyD6kUdHYjI3H9+4/VI7Py9BXEj063NT1axtuo8JUqioi7DNg5WcpjtebRkAjoBHQCGgENAL2IOAyMYB3sVIZcj80Bn5GYmDUDGhuZm0w6H4Meg8HAnYlBrfb78uW/WVKnz4Ubr0M9PKeTZIgixMDBuOHTtXIpn0XpaurS8mi0v14CKoHgd7a73Uo1+OPYPAVhGRoMRyK1y5Ll2A4IPu6kTJ14ESVokzR/IsVGCZAA2Hjp539BR/uuSD70O/Bas3rK6cp6VGzkqqs/OyAgzWTCyaSi2YnKNdo3YA8EN5hPQaNgEZAI6AReBoRcJ0YdDcRmwnxyTd2eB9r+pC9t5JdiQEDWXLtj2IFfdhQcv+TlFpQEJ3vLNzuo7GZq/Sb95ZipboDrrkTEJRmShiuGejtNszHaOq2BfMegibrPCRDqxelIaH2fST3WBkBjWgTKiP8fD0P+dfXV2RaknT4OrpHGM+ttnvyx03n5OzFRkV1evPFTMlKiUWCZs6dmX0GTArYRM57Z3bWeCQ+aQNOktVXrPTxGgGNgEZAI6AR+Log4DIx+LpMQo/zSQTsSgyut95VwfoXBbUSGR6qEgNKllqdGDwAZecYrsEk5HY3r/9Ni3j9TyLp/hEVkkj32QH1oPBhlE5NtozuQ2rS0XNXlN7/XdC06Cb8Zv40WxIgZyTYX3ANzda//vtJGJu1StLEUaBQpUsKjN1Y3TC7nbxQJ9th4sZG6/QpY9Bgna6amM0er/fTCGgENAIaAY2ARsA6BHRiYB2WA+ZMdiUGzeDEf4Qm3BNoxh0F47EXUDFgs6zVTcEMmE8W1cnm/aXScuOu5EyNkQ2rsmTkcNfa+f54g+pb2iDPCk8F0Gl4fcp1LoLJlxVbJzj8p4quykZUDFpuYp5pMfLO6mxb5uk8HzozX4Kx26/+ckJu3b6PpGUcmqPThMZmnpiUVVy5oRrWTxfXw/l4hGqwpvKSr1KvzuPVjzUCGgGNgEZAI6ARcI+ATgzcY/S128OuxKCh5Q4agkvkFBx7x0aFC3Xpn0UzrieBohmwGZSeLr4mW5EYcNV6WvJY+e6aHKELcqC3K/WtsgsuzIdP18jYUeFKrnMuVvat2Lgqf660XraAMlV97ZZMnTwGUqg5EmOyudeKMfR3DtK5TmG1/3cbz8KzoktW4L1ePm+yRON992RrhNzpJ4cuyQE0k48cPkw1rC+bO8XyhnVPxqT31QhoBDQCGgGNwNOKQHdikGp5q7DRimwB0fppfWd8mLddiUFdUxtWt4vlLFZ/48YOh4pOsszNHo/VX2vvA6rhnCuFKzASg6o6I2D+wSvTEZiH+YCad4dW1sJr4HC5nITXwLjo4fJaXrrMSIv17mRORz1CYlBCV2XMs7iiWSbHj5Qfrp2hVuWddg34QzZd7zxSoSRj2Wi9Fh4L82dMlBERQzway+12SM+CirUbpniPYHQ2b/oE5ddghaqTRwOxYGcmcp0Pu9T/IYMHS3DwIMuTYguGqU+hEdAIaAQ0AhqBfhFQicGU5JTHZAU/7lYW6ndv0y9AlQgSplqZyDRglu5oV2JwBfKTG/cUS8HFBpkQF6kSg9nQtrc6MVD6+dDA/xga+OXV1yU5YZT8CG7DsTaspJdWNcPtuVwK0YCbAHfi11dmSPpka9yJ2c9fAboOHYJZhYlD4vHjV2eAzx9l6f3izcnYLPzX7eflyJkrRuNxfqZkp8Z63P/g6BfZgaoBK07ZqdGKLmVH9ccbHHgMHb+Z4NQ334GfQ7vce9CpcIgdE4HqThh+D7W8z8bbserjNAIaAY2ARkAj4AqBLxMDhvJWqQlxffiRTgxc4e7X1+xKDEh3+XB3sRSWNaKBdKRKDGakIzGweLZcSS+ubIIGfrkUX2qSSTDU+sm6XBmPwDnQG026PkbgfrGyBQlKlGoO5sq+VVsNqEqfwP2Y8qxjUBH54drpkpkcbTmmnoyXikRNCID/98PTUlTeLBPHRYLilC3JSFiCB5tTJHJcj+cihtuBYQkwpHvyBvRRWImh41r++MnqFf0misqb4IB9Ta7U35ZO9MCEQqEqEYli7tQ4mYqm6qjIYZbL9vpjPvqcGgGNgEZAI/B0I/AklcjSCI4Vg6cbXLtmb1diQGWZD3ZfkAsIFlMmRcmLC5PVKrKltxVA5X1VWo2VeiQG50rqJR4Nr//y+iyZiJ+B3hgMboV3QyVVddADwCZoUoqs2thDwebm3aDtjEBz84bVWTJnGulZVl3B8/Owx4NJ4P98cFopEmUkoffh5RyJx7y9qQ7xvvkEkqXHCq+qHoW1306TuVnW9Gl4PjvzRzBBZVLAcX8GUz/2S9CPgdSqDlCKHsMbkvfC4jkJMjMjTiUHVjfimx+t3lMjoBHQCGgENALuEehODNJ0CO8eq6/NHnYlBpdqriMxKFYrv+mTR0O6M0Uyk6L9ghuvRQoPuf3sZ/jZ+plYobVupd7soI9DgYl+CnVNtyULNJjvWdwE3XyzXfkkbMdcw+CmvBZynkthouZNAG52Tu72o8HchYpG+cPmQrmO8c2bHq/8Fbzt8WBwvRd9Bnu/qJTQkGDVgLxqUaqtVRF3GPB1elh8UXBVJW7X0F8THhai7sE4UIiuNLRKNfpfKDPLxHX5s1NkFpKD4ZDx1ZtGQCOgEdAIaAQGKgI6MRio74wP47IrMSitbpEPdl6QsqrrMi0lWlYtTFFKOj5Mpd9DL1+9JTsOlcnnZ2olZky4/PQ7uUpDv98D/PACex3oM0BzMwa3uQj8fvDydPgZhFh2tRut9+TwmRrVgMzV5pXPJcuaxamWS8B6MmA6Fh8rrJO/o8eA7sf5SABXzp/itYxqO4JnznEzpG7ZvMsm5rfgS2GFe7Qn8/JkX9UAf7FeNWCTRhaBpGBmZhzocykSDcpXbeNtJcNagN6TuzCqI51oJczvslJiPPJ58GRMel+NgEZAI6AR0Aj4ioBfEgPSHDSNyNe3xvvj7UoMSsD7f39nsWoInpEeCwfgFPDuR3s/ERdHknu/E9z7g6BwUBqV3Ptp4N4HcnsAmc4jZ2sUpYla/nOyxsn3kRiEBHvGs3c1Zja1clV6876L8gBB+MLZk+SNFzJtDS7pePwpfBvoyDwo6FuqJ4DqUxEwePNmY5BNX4oPd5dIy6120M9ilPzsqMjA+1KYHT8pXjsPV6j3n991bJp+eelUmRBj0KnYO1Fd1wpfj2JQ65pUhYeKS3nPTpb4mMBT3szOS++nEdAIaAQ0Ak83AqYSAwaa1Czqj9bMP4zOnGc+ZxzR31FPN/D+nL1diUHRpQaVGFReuSmzpo1DYpDqtybSq1iR3Q3/ABqLRY0cppRsyOMO5MaV7s9OVasA8d79DuXZ8Ga+tSvdvAY9G+gPcfP2PZmN/oIfrc1F8mHeXdhKTPi5ZnWEilB7j1XKsCGD5V/WzwZlbKwMCRns1aUYRF+oaFKVl9LLLZKIxvXvw68hIW7kV75XvLqAxQdRSYkJ4Z7PK+UqlLhIYXthQZLkotG+d5XD4bdBV2z2UVClaOncybIgd4IMBS1MbxoBjYBGQCOgERhoCLhMDBjsG2pFSnzUo7EbqkT2BC8eDfQbuLNdicFZUCuoSlQFms8crCCT8pIAN1t/bFyx/RTa93uOVkhkxFB5Iz9D5uVM6Dd59ccYyDHff6IKCUolNPgfYzU/QV5DD0BQkHX3PasSBWX18s9dJZDDhJkbKFo/f+sZcPGDAjpXB36kT9UiGP5gV5GcKW5As3AYGr9nIgEc9URQ7Njf7E/6UexABejo2StQXwqXd17KkpyU2AGZGDAp3XqgFK7U12RIaDCoT/GgCSX1SaWirKthgHdF2lD9oXv1i6DYJUF9SW8aAY2ARkAjoBEYaAi4SQweyyAlY8qKgZEiOOoAxkQcz/W8yueNNAJH8jC9BRwBuxKDk3DC/Qj0khoEeWxIXbM4DbQJ6xR6egPZAAWYfccQlEOtZ9iwYHltebosAs0mkPWpG613FaWGjbM0tFo2bxL6Kqzl/5NmU4zVdFK0qupuCiVB//N7cyUc2vjOVbre+Pjrd66C01vhz1sLVXMt1adInxo3NsKnhIjyp3uPXxaurrNHg4ZpS+Yk2tpL0ReGXTBhOwzvhl2gETFBSE0crZIC0p+C0APivDlM6ujTQEpR1IihshjN48tQOfC2wuJ8Df1YI6AR0AhoBDQCViHgMjEY9C217t8d6Hf/0UOwz8CTj/gvFhBVgGK8ykyANmlMCr76R9KqQevzuEbArsTgi4JacOFLQa9olfm5E2UNqERxCBj9sTWDznIA/QU7IXNJTv9LS9Nk+bwpAQ2WaWZFOtNnJ6vQfDpE8tBcunzeZIzBunv/MbLrcigwvY+mbur8Txo3Qn7x9jMyBvQpO6QvWcEoutQov//onNwCtWlO1nhUa6apgHeQD/NuRfXlc1QLqPD0EMH34jmTZN3yDEv7Nay4D6/fuiub0O9xHBKlQUFBsmDmRPWeuzJkY5/IAVSW9h+vElYQslD1eWlJmi0qWlZgoM+hEdAIaAQ0At9cBEwmBoOQAPQEO4NUYvAIJmY9CYARE6hUAWgxYeD+Pcd8cyEceDOzKzFQ6jngntdDunHBrASlShTjJzdiBmiHTtcIZTwZIOcvSFar9T7Eph6/kXWYJxOTwxjHaATqlGddMDPB4/O4O4D8dDpKny1pUO7HPwN1Z2LsCFsMs6hIRBfm97YUKq3+5VAjImUsIgwVDHcTcfE6JVDPwhNi454Sabp5V3LQzPuTdTPRwxAS0GTPxRBVBfRcab1qBL9ce1OZsa0AhSg3Pc5lMziTu4uXm5VXQ0FpI5K6MFSXEmXJM4moNFnXqO5q7Po1jYBGQCOgEdAImEHARGLwVRdjBp5IFVRloHfCwAuyysCNFQOjrqAe6n8CiIAdiQGDHyoEMVDnaj7Vc4wmjmsAABSfSURBVF54Pllx0P0xdTbicoV5KxKRxyhbfRs68dT474PN4Y/Lq3NSGWn7Z2XgxdfKeFCmXkbVguZjVm/UxGez7xfnarEyT/fjHElLHOMTp9/bMZI+xfeZK/tBUCR6FRSuxaD8DIXTry8bKVMMnpkYlFdfh5vySPnlW7ORcIXZUhnpay5MXrbBoZnzvwcJ0udQFVsOlaFx8NFwt7FScBCVpU+PVkG+tEOy06KV90M0FLX0phHQCGgENAIagYGCQL+JAVdese6vxskAvzc1qCcxYGXgyUZLvsaUQJGKdNXAlvfZjsSAXGpyxHeCS82gfRGoIGzI5OqoPzY2/h6FjCc9BDo6H+J6ifLGysyABpGVWDX++GCpnICmf2L8SFmXl6506q2eL5uOd6HBmb0Mw7Ey//aqaWqV2kpZVLNj5ljoUkxaDKsEG9ZkyYypcRLqo0Qr+5HopkxZVprWjYEXAL0pktBTMdjCZm6z8+xrvzr0FLy3rVBRunhfr3w+CQ3v8aaSoi4kPkWXmhR2F/AzFhS7tcum2u5i3dc89XMaAY2ARkAj8PQi4DYxID2gyynAdwT/hM3oJ+gB0EgajMRA04l6cAnkb3YkBgx89nxRIbuOVCr1Fa4irwDNxBX32hdMSGk5gQCSzc50l+Xq7XfXZAc0MSitalYVi3Ml9cqv4Y38TL+YrDWDWkP1o+1YrQ6FJOi6vAx5HvOlMlGgNwbvlE4lnSgGq93vrpshU+KjLKleNLTckd1HK7GqXgk5z8Gy/oVpMi873pZ59oUre2j+uav4SzM7GpbRp8Nsb0UjKmn7kTxTYpffq/Q1+M6KDNClvt7SpUzqAknh6+u90c9pBDQCGgGNgDUI9JsYqJAfq/+qmRhVgSdpQUgHul8zKgY97GKdGFjzxvhyFjsSA1JBuJJMCdH7DzqhvJKomjL9ZVKl9P2hgvQhqCdsXH0GTbDvvjozoLz78+WNqBiUSTFWgNMmj1FuvWwOtnqjodgR0KY+hGQpP5EvL0mVvPlJkMr0jb7j6TjpN3AJjdB/31Gk3K0TMNefg+5DedG+FHk8PT/n+TloWaQT8X7iijy9MAZC4NwJ74K/fVKk+kn4bZeHpHfhrEmqt8TsPDs6H8kZ9FFs2V8qtaChTYL/wTtIZqeg2mRlw7rZ8Xi7H++DTszlASp1D6FSxb8RrOoEBw9WCSLlenv+Inh7FX2cRkAjoBHQCNiBgIvEwKASMcjkb70rAz00I1QGnJIG0o/6OsaOyT2t17QjMejs6lL8633HqhEsdMHIKRGSjIkyAh4D/tjug+99Biv1XMFtQSNybkas/BuMtqz0EHA1bvZUnILxGOU1K67cUP4CXOGOj3bPN3d13r5eu4PqyElo5r8HidAOYMuGV/YzBDpg7kBwTEWif0A6tQ5eBmmTR8t/bHjGsgZhvqcFZQ3yh03n5PadBzIXNB3SpiLDh9q6Is33mtWM3248oxIiKm29AhrQjKmxHqsmXUFCQF+Dz9CnEAZZ1tWLktGnkDRg6FJ93X+O5wCDSthI46tC5YgN2Dda7+NvwGOJCA9BQ3ykJKA3ZPSIYarKY7aS4ji//qkR0AhoBDQC9iPgOjFAUsBaATf+27vXwKgYcLXISBq4T/ce6hkldOrUf2Dso//1NwJ2JAYMWMkPP3iiBvcJmoEh27kUfQbDw4f4ZboMUgtK6bR8AUFbm+L2/3LDXEsoLWYG3NX1WI6dr0VicEnIPc9BkEhaSKwfVJjudyBgxlx/t/EsaFMdUHyaJK+vTJeIYUMCGjC349qnQSH6cM9FyG46XJhnWEb1YZWA0qxMDGrRcM0Ga3okxI1BRcLGPgOaup04f1X+tr0IgTAlWscpkzI6Hnu6Mck7DgocqyJ32jskM3ms/HhdruodGehVg7touGYSTDUw9kncun1fSCHk34agQYMkPCxYJQZswJ8+NUaiIocF9P709L3Q+2sENAIaAY3AVxFwkxgYYX/vJmRHszGDTyNp4J8FJgeOf42LcL8n6Udfvbh+xj8I2JEYPECg/iEkNQ+fqsHqZxBWQROV4RgbVP2xMYgklYe0FgbmGUnR8kusXtM0KhB8Z16fAdJOGF1dv9UusxAMvYpVZMqWWr0xCboAk7P/g3cAVYFmZo6TDauyZGTkUNP8divGRGUdKkGx4ZteA0z+Xl2WLoMHPylA4O21SFHhivr7O4vkXEmjRCPJ+rHqYRjl8cq8t2NwPo7fa6xkfPRpMXoDqiC28BjVgjTV4zFyuOfVMBqkMfnZhN6Y8zA84+o6+zTSJtmjMuU83/4eU1CAFTr6MdTUtQqN7vi+h+B/ft468Ji0IkoHkz44PS0WCexE5dUw0BOe/uasn9cIaAQ0Ak8jAi4TAwJiBFm9lYZ6ggDDz4B/Ovl/z8aUgcZnTBX0FngEbEkMYHz1/q4iOQJXWAbnBgc7QcKGhvgFAKogFVc2yV+xikunZXL8fwG+u9LTD0BmwAoJlXnovHznboeivdC0auRw6yskDMLKqluU2zDN46ZOGSs/eDlHxqL51wpuv9k3qEk1z6IJGhKtQ9EwS7dpNplbNQZSVZpv3lGSt3ugwsQeih/Dy4Cuwr7KoZqdo/N+vM/Y/P2bD05CRvWG0JdjHSpDNCnz1rlY4YgA+xMoePG7Mw/UsNULU/z2WXGek6eP6RnCKschJP10e0ZxQMZHR6JKFiMJcfDTQDJAqlVxRbNUgF50B4Zu4VgQyEgaI0vh8pySMMaye8TTsev9NQIaAY2ARsAzBNwmBj2nQ3KAgIt/vHtvDEINCpHxrEE34u86KTAQCfy/diQGXFX9247zchRa++HgTpMHT+Ucf/HgedeVQveeiUEl6A3Jk6LQYzBLRmEFNhDcZjoA7z56Cc7Hl1VPBVWRVi9OAb3H+goJqxM0OWN1pPQy3I/Hj5B3X8tFcDY8oNx0BoU7kQjth2wqqxXffyVHrQxbiTerEodOVSuKGD8561/IVGZ5/sDVzCeT1ZoSJKD/88+zyul5Zmacci2e2B0QmzmH8z70Q2C1i/du8/U7kpo4Wr77Ug78ECIC+n46j6uvx3RtPllUB4pgtVQjAR8CtaiMpLHqs82kgAki/y5QcIAJDylvVKyqa2xDohMs6UgO8uAxkgzZWV056Ath/ZxGQCOgERhYCHiQGLgauCNb0MmAK5QC9ZodiQGDnT9vLVBcbDYcU1FmPuQY/amcU45V9H+gx0AFy/GjhI7AlNAkncHfG3n/NLvaA2nNYLjXLpydIC8uSPHLyjZXrUmxIVXrdHE9TOPC5V/Xz1R87mCLaDzu8GKDKfnlnDMDv9gxEXAmzlXuv1YGfFSbonIP7yVy8GlctwYJ1yjw1e3YOB4mgJv3lqnqaf7CZFnsoRqR87j5fl5tui0bdxcryd2I8FAkBtlwe471WyLtPAYzj5kUnb1YL/sgsVp2+bqEooKTDUfqRTAvZH+Fc8WEla0W0OrOXWxQCwRVV2+p5GA6+m+I27gxwxWGZq6t99EIaAQ0AhoBexBwmRgY1QAjyHKuFNgzXH1VMwjYkRiwMfEPm86qoDEK5k/5C2j+NMFn4ytX82Wg+k8EV0Xgak+Ii5SfgnZCB2KrqC2urt2O+W5Bs/U+rJ4PA12KCkyskoQgSbB6Y1B+rfmOut5h9DWQLvXzt+ZAQz8qYNx7Npmyz2Ez+gsu1dxAQjBSfvTqDDQGWxvssRJTVt0sf9xcANpKm6KrvLM6WzV1W5mAmHmP2E9AGs17HxfCdO0aqlFDIUk7TbJAbQrz0XuAlRG+l5TbpYrXcsif5sMpnAlQAJhwbqfP7/vK2htQULqkAn0+ZqVgKWSIUyeN7ve+Y9JDlTD2I5B6VAP1ohERQ2R+7gT0HU1Rv1tZYXI7Eb2DRkAjoBHQCHiEgJvEgNpCxqYpQh7hauvOdiQGXFn97cbTchYr2jFYTeYK4dyseL+qBJFes2lviZwpbpC4aKxgg15Dbf1AOOVSsnETguQD6DMYgSbUvPmT4dswxW/Viuab7UoBaSe8IkLQw/Hvb86Cok0MVm2tT0T6unm5GnwKvhEb0TTbDMoIV46/uyZHUYoc3xF9Hefpc0xASFn6w+ZzirPO9/NdJCDU/A/E+9p7vFwxv3z1hvzuowK5ggA3LTFKNiBJIY3I17EYCVCL/GkLEiBIv6bi3G+vyg7Y/dt7nn39zmbjT5H0Hjl9RVGokpCEMinIQVOxu34Poy+jHX0JV/H5qFYUIzpF50Oadc60cRI+NHRAJD99zdv5OSpSUY2rDdUr0iUfQpaZCSqrhKRJkjZJPAJRpXQem36sEdAIaAT8gYCJxIApgaO9mOpDvfsMrAwJ/DE9B8WJ57ZyrMZ5ubLHlTRjM3v+Lw9wHIifZo/tdYiLX+1IDNrARf5f6LyfK2lQq/arkBjMgekYZQz9tdVca5UtBy7KicI6Ra/54doc5UTra9BmZrwM1KnOcxjN1gx6VqJCsgQUC39tlMnci0CNajZBoA/9aO10mQV1In/1cDjPg1Sxo+dgsra7RB6ARkXX3jfzp7kNEp3P4+4xP09UXvrL9kL54uxViYLKE2k2mVCdcheQuju3p6+zqfwkkqG/bDuv3LWXoJF2zeJUKE+F+fyJZfDchHuIcrvHC66iWTdE4ZmbHqeCTU/HauX+7Gk5TY8ONEfTqyA6Kgz0oQSZP2OiWvE3cy0G1Nea2uQz9IuwZ4RYTkGfwVooOtEtOtDvpZkxO/ZhhY6J201I8rKpmvNovnEXRooPhMkiv/c5fi4IjB0VBlpduPoZicpIaHBgEnXHWPVPjYBGQCNgNQJuEgMGsUZi0PPTkCblQPDdjy9JyJL2FetaPVIPzsfA2Ai1jfEbh/IZ58TGg5PyaHVSlRqp8/dM28DEwMG4ct9n7j72K7tAEFad7Csv9H0aN8/akRhwhfG30NkvRPMhV1TZiMvA1Z+0gVqstFIhh0pIlH38HpR60qHYEwjefR2CBVKJjiMpiUXT6ItIhNhT4a+N7s6HsXrLQJJB5Rv5GfL8zAS/NDv3NQdWSA7ClIvJED0Fls5LRJCX7hfaFhtet8E47hP8H4qKyGt5GTIve7zfPDH6mi8/y6TE0M17F/4PRsD3FiRi58LDINyiBnPS0Rg0fwDDuE7QiZZgRX4FKEUxoyO6v2v6Gpn/n6tvbkMl7qKcBR2IX0tzs+OVYSE/1558Q7HKRCrR9kPlchoGfTzXvOnxsvK5ZDTOD7xGayLLMdOjg4sOF6taYGjXIo0t7cKeIsqx8rPHjXRF3hO8F2JGh0lSwiioL0XJBJi80ZBvcJAnSKlT6n80AhoBjcCAQMBlYtAzQiPQZsDJzZEaOB45Am6+ZneSYCQFRgDeM1L+Zmwc86PHfOR4pvsFNz+YFHSnFV/uacy/50yGqVvf5+1vXI6Ei7g9VklW38d/eVETv9iRGJBe8nv0GJDvz8bE1VhZnZkRZ2K03u9yDQEMfQT2ozmSDc/vrMlSVIdAJAZVUGjZsh/BE6hTExAwrVqUIrORCPlra4Mx1gnw3P+GlfR79x+qxGslehr8ZSDnPI9GqOewYkEZUQZD+QuTEMQmOe9myWP2q3xRUKu4/QzGVqCRfTk8E1iZCdTGFW8GtVTauoB7OhrB+ruvTpckrHqHWLQqzCC0uu6m/Pofp6W++bakgLv/Wt5UJe8ZiHu4Lyw5JnoVbEdSxv4K9rGwdyYHfRXezJuVppLKZlSaipWqESsj/KzMQ7JBv4NA9430NWc+x+9fVsKYFBWWU1mpXr3/vP9UAoA+Iiow0buB+3aicsDE7t79DpUwhILeFx87HN8/McAqTlVZhkLByZ8LI/3NRT+vEdAIaAR8QcBkYtBzCedVcwa2xuZYNXekDXzW9yC3++SmfwR9i27M9N51eCkYh3Lcyq0Z3+qPkRgY3RNmx4dEg8fjKGO2hnkb/0D0JAzGa8r2TSUevYeMZ7tlXb9ML7DPk1jyZIOk65HZMfU+/5O/25EYMEj/YzcvfMqEUSoxmAE1En9uDQhWqQq0+/MK8JZD5O3VWTIrY5xXAYyn4+RK4tYDpSoRIkViFfjTVJXx18YgpABqL+9tK5RboBUtnTtZGW15Y7LlzRirESTvAs5HSZ0aFa6uPS8n3ptTuT2GdA36Nvzqryek7Q48IrDK/DI8IrjKHKhAklSSoopG5cJ8HT4G09Nj0QOQJdGYu1V8clJWSMH7I/oMTkLpifSUV+EN8QzM8oZDqSjQG5ut+Tlm30NpZYsMo+wwKhjPoXGYLsbebPy+JI3oyJkaVYXg+5kYP1JeWpoqGajuBYoK52rsfB/uItkur2lRBn6FZU247x6oahWFFCaNi5TJGDN7pyIgwcqk8VbbA1CMbqtkp7ahTSVRvG+p3JQG+dkFMyeqJm0m7oEQQ3A1PzOv8b1nNeQhHN1pwvcI/+MpI2PCHyr+VRoEWijnwoohf/KzaPwNM3MFvY9GQCPwdUHA48SgZ2L81ugOc/Gt0TsdML5PAu987DBcU9enL7MxxC+HzICZo1L/eeTMzMDeSCV4BqPi8OVp8YtRoeD1+ZvDHdqxB9MQx2tqT6fEwRgXExpWM3zHzY7EgHKaf9paqLwFqMvOVcHslBgHBH75SZ7/PjT/UkJzaGgwONqZSgnJm5VNTwd4/lKjbDtQpqRSaa5G6lT65LGensb0/vcRqFJPn2o95D3PzRmvOOmBWkUvrWpWq8iUopwQO0LWA+tMBHb+2Bh4ceX2v/58XLlaT50yRtYtn6o46oHoH+GcHC7PlIjt7DSqFqsXpYK6Za1hH8/92RnSiS4oedbF3XQielQEeqN7+R6oEH18sBxj6ZTcjFhhr1DSxNE+BYAMOluhwkTfBnoisMH8WSR7eag40QvBqkTLG7z4J+IumoupokSqXHn1dQTHj1QFkgZtHGcy5s8ExjkI5n3aCtpROVS62JNRVN4spFTyDw/NBxfC+XkOKiPR6EMI1H3rCQb8+8ikiC7m7Uje2MdE/wn2vjDxuYfFCGLBJGAIvl8jw0NA2QxDghSGnopwJUXL71pHkuDJtfW+GgGNwMBFgInB/wMAAP//DSymUQAAQABJREFU7L1neFRXmjX6IhEFIigQBEiAMiJnMNmAAZPBsdvd7Q7TMz3zxXvn3ju/+vf3zPPNfDM9M93T0aEd2hgbG0w2weQcBAooAQKEJBBIICEBku5a++ioSrlKqpJKVe+2RZ2qs88Oa5869a79ph6x8cm10qFSKz16iAQJm7GawidSUxvUoVbdu7hWgnqw11qp4UhqMaAmxTrPeu6MrwfqB6FV4ZxM200axgct989r2Qb+xbiaxySohznLVoAb229u/M312/Qz9hWMbmKio+WXv/ylzJs3r2klD3+Se/uhvP/VZbl+84GkxA2V9UsSZGL8MA/30rC5ktKncujsDfl8X7r07hkkb706UZbMGiN9egU3rOiFd+eu3ZWvD12X3PwSmZQ0TDa9nCxx0WFe6Mlq8tmLatPXb7dekht3Hspk9Pnz16bLsPAB5rvntY7rGr6YcU+2f5sh1288kMSx4fLjjVMlesQgr3RbU1srD7G2v/38vFzJLMIc+8vbaybKpIRh0rd3T6/02bjRO0WPZcfh63L4zA3pH9JLfrR+ssycOAr9e/beqsGX/cbdR/LbreexrqUydtRgeX1likzCdyc4uP3PgMbzaet9dXWt3Ckuk19/clbyMI5BoX1ly4pkmT1ppAzs36ety9s8X415ZuPZ8Kftl+Tm3VIZgDZfXRgnC6fHSNigfm1e760KTyqeybEL+XLoTJ7cKijFd6mHxEQNloUzYmT2xBEyOLSfBAW1vA64VaW6pkbKnlTK1axiOYj75fqN+/LiRa25b6YmD5eXZ4/FsyFc+nj43ukIJrzvHldUmbXgMzsz74HcLXoiTyufSdXzaoy/Br9D+J3E/Dh7YhCMH5XeeLb27dNThgzsK7Gjh5hn3piRg2U4nkP8XIsioAh0fwROnjwlPdpPDCBe46nBBwcFcgcpwBEEcwq5nVcgDEO45kgsAbz5h7kl5BvJW6pbENIbj9kiHDWYT2tkx0EMGtbj5xyR1JGKFsZFtOrGX21ITfP1Go+tufddQQz44/Lh11ckJ/+hTEocKusWJ8j42KHNDc9jnz16/FSOnr8ln+y6Kj2CQAxWjZflc+M65Qf4xKV8Izjm3yuV6SlRsnlZstcEZQJGwep2Yan85tPzkgnBI2FMhPzizRkyatjAVgUXT4DNvk9fuQ1ikIkxlMlkrO9fgZQMGegdgY7CSAUElM/2psmBk3mG9H1v7SSZMylKBoR0XEhtCxPON+vmffnLnjS5BmEvamio/Pd3Zsuo4QOlJxm3BwufRE8rn8t72y/Kqct3pDeID0n1AgjMgyGcd1ahgLzvRI58dTBDqp7VyLypo2TtogSJhpAc3Ipg7M74qp5Vy/6TObLraLYhfrHRQ2T1gniZNn5EpxE+5/FyzocgyH93/ibu68dmQyElLkIWzRwjyeMipX+/Xngmu/YcpqBd+eyFFBQ/ke/O3cD35a6Ugiz0giCdMCZMFmE9JycOk4EDOm9NnedqHz+HwP/gUQWeIQ/kyvV7hgSShFdibaqx+RCE5ygJTE9stATjmESpFl9Ikp/q6hp5ZkgDfqtwT/RCnX59exniPhbkIGlchIwDWQgbFGK+s3afvvDKZwrnXln1XJ5inR6VPZVHjyuxRs+k4inIEOb/HPNjPd7v1tx6Sv++vbFmvc2zbkBIb0N++uA7yvOu3hu+MP/mxsC5srh4i1uV9d+AQKCdxICir4MU2ITApgc19bv1rj1UPYO0gxi0JlgbumIEcAhbhhi0PUbXiAF2VdAu27fQodbCQqRHXX+WBqX5/vjlDJJqXGt0D4ZYtReXriAGaTlF8tE3V/FD80imYZdsDYSKpLER7Z2CS9eVlVfJiUu3QUguG9y2LE+W1QvjO0XIOHz2puw4cl0K7z+RuVNGCfvm7r23Cu+l4pJy+fVn5+RyRqGMGTlE/vr1qdhhDjM/Ut7ql+1WVr2Qoxduyc7DWfgxfSqzJkbJjzdNk35e3CGkAHLgVK58tucahJEa2QjitXRWjIQPDvHmVE3bFRDUL6YXGGJQ/LBCJicMlV+8NVNCQUq88SNKwevg6Ruy7UCGEVjmTR2N3fR4obDVGYUC003slr+P3XxqhIjxW6snyNTkYR4nYkUPy42G79zVu2ZXeibupVXz47yqbWsOw6e4p/kdPng6T+4UlZl7mQSFGgxq/qiZcnet+ezmTvtDCJ0X0u+BINy0tBD4fDS0a3OgfaEGZmhY52j5nOfN3f8iPD+uZReDEBTKTWiFOE5+zyjkk+SPiBwgIyJCJTKsHzRG/SD09zREmKSgsvKF8Hl7/9FT8xy696BcivHHZwPJQ78+wTIIbYwaFiqJY8IlISZcRmLTguSqq8oLCPplT6rMeAtLKqTwwRO5h+c1Nc0VT5+bufPZwnokPfwecg3NbzH+oYaEBKlXz2BDGqk5pKYkckh/iRgSYjRdxC0Mn/UHaSCOzf+6dy4CJKnUMJeD+D4ufy7l2GThOnGtn+Nz3qPc/MD/pnDc+N/Ms3cvzBnzJjnkd6BPn17mu0FtEN/3NFpMzNMXJloHq5lG3T/8neS8uJ5mXXHvUhCz5lqnAcPgOWcSQN67JMDUzvIzlvpVxFsfmmbdbDvnxWViwBuBQq9NAqxjDtL+lBDi2CwQP+/cwlFQMLd2662xNDcCCs2WTsEdYmAJ/JYmouUdQxIAmlNZY7DqGeMj9Nn2uCxiwDG3bArV3IyafmYTg9GjRsk//MM/yJw5c5pW8vAnqVmFsnVvutlRpvq8M37sy/FwPwsBwxAD3HirIEytWZhgdnW8+eDiPX4Qpgd7juVg57MCu6vRsvHlRK/toHOp2Cd/yD+AVuZM6h38iIfKD9dPxI9wpNc1JBQIuAu670SeeeDOnzZaNq9I8equIIWR82kF8vHOVLOzR9OOV16KlZFDB3r4zm3aHMnPMRAhmoqxvDxnnGx4OcnMlz8k3igk1B/uuCJ5MMmLHjEYBDcOgvkIr2LMefC+KiuvNAT7ywPp8rSqGsJrlGxYmmSERE+bM1FouZR5T3Z9l23mOhiC1aIZ0RDIo4XH3i/c2a+WC7i39p3IlfyCR2ZXn1jzvh4Hot0Rwks8+bSnQEohnJrF7FslRhjjxgFNAGdPHCmjoX2i4NkZhd/fLIwhFYQg+9ZDIyg/AwZ9IMwPjxhgTIJoPsXjQTDx6gMhkMIw197SGFBjCUELQiV31vncpdbhHgTtmzCDu3X3MZ5NFfIcQnYvCJaDoBUZDpJBE6M4aIVGgyBQU9IL8wU8Xin8VhqtDYTfJ5gvScAdmEYVFD8GIaowz5ByaAaMgAyNAQVF7vjbAiHn6fzV5jqyPf5RiCZpMJoEmlIZgbmnDOjXGwSqjyELQ2AOFwmyEAFSTU1fX2Dbu5eFY5282aG5m6dO3aOH46FwT0JPQf8Z5vMEa8J15n1Hs7bH5c/w2QujDeFGRxXqsD6F5VrIyiSKzoXz5zhJhEgMaDJGk1zeC2a+JAo4DoGGKARkrz/m3r/uOAQEknPt2ZNCtnXf9ISwbQiHEb4tAbthj47eOS2eI8aU4zk2Z+x579Xgj+aOz7G+lfwD0eGcqKXjPWm/t+aINSPZq7vGtFvXOY85V64lx2cdW/Pm/UkNX6+elkaIWiG+p5ky8TDH5jze130/7DYs/KwF4rF9L/GYhc+EugPrBW85FvMfX837OgzwhnO1CSuJC5+NJN92e1Zj3vv39JmzLZsSWXOiSGtNquEU+WndJ+a0dey9obbeMoVh2vK3JYBziVwx7XHuzdYEtCWwNxxDHTFwIgsGyXptinMP1rFlCkV2ywdo+/E0xACXjxgxXH7+85/L1KlTrZuQd58XCh+w16Ax2A1BuQi7SJOgMufOWzR+/Bo/gDzVPb8gfChczS6SL/ZlmC/RSzB/WD4vVkLwAGPxxmz5neCX9tjFfCM88keSO+jstz8ekF6C2MznMR78u2GGcTr1rvnxWQeTE2pl+MDmQ8YbhWv7ECr345jvSQg57Is72jSNsHdYPN0v15b3DW2+t+1Lwy5fOcwxwoHxOInxkl+DYw49jFBBDcmZK3cktH9vWb0I5i5JI+of9o66njnifCm07DqaZXwq+KNFsskd5oED+nhtbdkvf3zuwp9iz/FsycwtwXx7ycoFccafIwS7hfU/aJ6ZqvlhownPycu3Dakvxb1FAXIetG40PeSPsTfuZUzVPA8oROTAL+i7c7eMfT2xps/MLAjrFI495UPCpzeFtTz4A125XgT/oIfCedN3g6ZF9CGx+/PkM5LzZKEpb9VzmjY9NmSAJp73cExNCb/D9NuhjxDN4+gfwPuMc6cpUcPC50pdo3UnuD7PIGTSLOdhWaXRRLCfgmJoEaCV4Dx5bw3ADjt310cMHWDM8UaAeHCHnaY4xJ2tmqcW2nPl6WVGYU+Q1+I6CpA0DSrDfVSCjZMH0Gjch5aPr9xIKa+AUAzCwrokAdRg0CSIAi7NoEgCe9N0KhgCrREUKZhaO86W0F1tMKNwTeGTr9Q2UADlUPgMpCBNTENBqtj2QDwzQoHnIPzxmNoEfpcoZFPYJiHktRYCdaA6vRg0MAbeF+yHAjD9PnjvVtWNgeaH5dDi0CeEr5V4z7V9ys+wLpbJl+UnQozQFBEzr04Q1vdqnbfecu3M+PAPpmfWkvOkgEriR20CiYAhDuaYZIkkAnPkK4kTPyfJ4J/Btm7Ode2Z0WBM9hpS8H/BP8z3OX5fq/HKOVDzQa3Oc9zLPCb5JCbWHzUgdde8sIiPTSiIXf2c2I9jpgZ3imH43xxTXuKczRyxNtSKcI0sTYJFlHjvcJ3553xs1bVM7/hbyb8exIrt45V9OPrmfOvmjAOjtcHaWGO21qqeEOBzS4tFTU6QxEKLOTlxODDtnM33K1dSWyYGtjOvNTWLHphJAlVrspy2b5SGQrm15M2PzJkYBDtunuYrm09tYmCoRyuCfcMx2MTAXAW8KOy0Pq5g3KDE2lPEYOjQSHnnnXdk4sSJhnG3MsUOneKXijuddLzjTtJEOInOTBlhdk+s+6RDzTd7MZHkA+P6rQfyDUx6+NCkpmLp7DF46Pdu9hpPfIipmn4p2Jy/VoDjF8bHgDuefFB6a74cO+3uT1y8LcchoPMHjTvZ42MjDRHyVr9c2/uPytFvvjFh4s4Yd1Yn4SHFNfBm4e7X9oOZMHt4JBFh/eucOId4jZBwLvxBoRPwUdidk5gMgzDzKojBKGhovIUx+6UwcDmz0KxvCb5DCSB8NFHjbqs3C4U4avvoq1MJbQGF5JfnjIV5ROtOtx0dUyE2EE6n3paM3PvmGRwfEyZzJo+SKODsrUJBmY7Pp0H4aEqDzU1jNjQtOQo7+KFGoPFk3+YZBcGFO+t07qWZFu35ufNIkxt+d2m2RGGV37OOFrbAe5RCJM1luJufe/sRCMETs3NMLUAkCUHUIIkZPkiGhodg17uPEXTYfb0g5cJAzGjrriG5pNnKffRJ08q7IAnF2KUn6avXIsA0aShMlIbiexyJP5rkcNfZttevnz4m4Pw9s/vhkDg+9kWBkUI6d8Up/JeAnPA78+hxlfmMwjKFLgpxFP7pPD94IIR0aC3oL8D3JAYUXokJ61Eo5BhsHGwBk/1R+OQmVAWEbs6T3xn+Pa57JVGg8M66FGzZHslGP5rhYLOI68td9b74XeoHoZnCtdmBhsBnBEl0yvXns6d+Z7zaEoK5lpyr+UMfNOnibx1JC89xB539EhtyOmdhln3wd4KkheOhgGnP1e7X4Ip/2C/nTGHUWfC2++A6vqDAXlNtjRPHBqO6m4akytn0iv1wLEEUsjG3ejJk5sperfV0EAOHoGwLzEZLBRwoLHNcjv6stbLmYJEz4och1AnjFgnhmtp12J/9HTN98j7D2Dl8xyuFczMy81qLN+Y/1sGxdc6qj+5M26YP9sPO8YtoxtDDQYL4mVXYUt0RD6C2YXvWWHhg/fZwjs5j4uX8jkyIi5Rlc8cZ7U1dM159SUvPaI0Y0JnXLnXEgJOqn6x9rutfG5rsNN71cB6fMzHg7pS9cM51Gh7bxKDjGgP217Btxzv6SPCk54gBNQY/+9nPZPLkyeYG5E3ojcIvXCnMLy5jZ4zC3LhRQ4x9NB/K3uyTD8VMOD1/BeGRPxJToKanCYZlC05m7fn5cq7cNToC+2HaSbNQgOMOOh/4XujS9MEHEc08aEZErQF3LZbjQTEDBIwOud6YKzvmfPPh9Hz4zE1EXSnCzt9AWTl/nNFU8CHmrcL5MrLLtgNpMIEoMj/wnC9JJ3/svDFfzpU/unTKPHAqz+w2JsdGCDUzvKf43fTW+vKHhbuuNE/LulkiYYP7yQIQsCnGnIgbGJ7FmnOlQEHhkf4NNHfhjie/PxMQVYxChLeK3XcWvrsn4SOUg00FCokk9tQc0BTFU/PlfcQfXe6m5mGup9AfzWooMJAEUStDB2vueHoYYgMf50pBpwQmh1xXmhfl3yszgg4F5KRx4TAHjDD2/dxYYH137jNTnb/HGDyFOO6Uk9ASU77yeUwhjQL5mJGDzLOZzvQUjims8bqO3ln2GPg8ePrsOfxkKg0ZoobiHrQINOWhmQvnRpy5ucBIVPyj2Q21chTUjQBbb8JkhlZvMkPBnLvkT6ABYFskHXQepsbiCZ79FGY5D5pbkACQeIQN4l+IhOOV/g8DIKBb5j0U5CC8cYUs6HjUpNjneYL3I9eRwjF/d0gEqBGiFpf9l+HvMUzyLBMejrNKnlKzgO8Y2+Hc+WcL0PytMOZaHEddR+yDGL6AMEyCwe8nhWJDGDA5nucf7136AlhmPg4fAD4XSUT6kYDYx3jtC4JiiAiF9bqdb/bJHW2CRtwo+FqCuGXCYsgB5ml27blbD2JgCBmej3ytwjrzWWmdt0kKtBusW0dcOHYM14zZzJHzpLxlXnFsCnu3xgCEDBZ8FvKetfw7LJzqj6F9MFoIPJ+okTDEru6VzyxDTnA915dzZVsWvtYamL4MjpYgbgR+M3fH/ElCDAkiKTFaDAsT6zOHiZJ1P3CN6kgL2rE0FfarPXdO2Co8srEPAoHgWnKMGC4+5/1BQoX39YSK/ju9JBYbJ5PibY2q3Zr3XlNTEdClpahEFqD2j6Fjct4bTvtbbg8xcN35uM7HADc19/9bKm1pDFo3JXI4T1Oz0GFTIgyTPgZ///d/L7NmzTJfzpbG7YnP8Z2Qx7Bt5IOQP/K0S7TuH0+03rQN3o18KKXn3TdRiag+pp3wW6tT8GPTz2t988vLaCPffJclp00UmWBoKcbKMvx5kxgQAdpGn0eYVPoZcIeHQtySmWPNDy1/MLxV0nKKIbBmSzp2d+Nh0kNH67jRYeYh6K0+7XYZJecgSAl/MFe8NE7mw4yJu9nemi13dBmlZh+iIdHmdNHMGEQJSjQ/Ml6E2PwoUHjd9d11Ez6TP8yMDEQyRHMMT68vv5sU4E5ezsfa5hrzgwkwb3kb3x8KU9787nJt+T2igHcKmjeSbJog0ll1+dyxMnPCSI8SEwqVNOU5jH6uQCvDe4kaihUw/6OjLIUpb66tfS9zvtQanIEpIF9pPhaCZyU1B3T0prM5n13ukjISglKs5S1ESMvA8zAj94EUw8mbc6LpDkPgToQDfTy0ExTGKUx5+n6y58h1Zcf8HaCtO6M0UWtBHxo6Pz9GFCCaurBwJ9SY9oAYkAzS7IZrQSGW7fAZxwhZrE+Bm/jRNMgy63lu1pFzsc14wkGmaSI1CsRnKDR9JAbcNHEQLnuUtkxjv3ft1cytQVWrHQrwJC0cF4kLtTX3ocEgSSsFMSsHSaC2gd9vkgp7R5z3IUv9WmDO/F1jP0Y4hIBI4ZZ4cI5G2IeQaGz8YaZFQjWoP4mVZcJEvwYSL0Y262Ns/i3y03Tcpts2/6kfF2pahAXkAJoKkhbbrMeQBczLmFgRA5Ah+9h27LYIjqXVYJt2uxwX/ygcc55GqMcr15TEh4SG83G8WvOy/AAs7Qf9Gox2wpAeS6imhsIQPwrYBLSVwrFwbvaaGL8EvHd8ZpEznicBsMkA/W2MiRPNm4CH0ajYWpe6V2t9ucbWIDAsU8z6kviABJAAGHMkHNvzsDQ7/NwyO6Nmi0SX5Lmzytlz51smBp01CE/001AoN1+vZpt11CNjpJDfxp2DGrbGwBgFtahhoJ0aa+DGR5tW22ydDN/azWitP3tcvMJycm57XM1OkDPCOHDfdWoeg5bG4s3PDTGAsPo+BOW7DKOZNFx+snmqRODHjyzcW4UP/m37041Qxd2pVQi5yFjlVsQGb/UKEwEQA0YU+dePzsDW9Llxtmb0Gu4GeqtQuDiFUKU7Ya5FMwxqZd5YOcE4T3qrT+d2GTmGYUupkVoKE5dXIMwxRKu3CvNx0NafO9kUyDcjlv+CadHe6q5Ju3RWpdMzd3spzDG6F9XI7f1xb9JB3Qf8gWNeAUbWOne1wJDLTcuSZDFCdbormLbUhyufM4cDQ9LSf4UCxHjMlaF/qXX0xHeYQjPzfhwCuSQJoQnGKJjRrF0MvxFsJHTmjy3xoNBEe39GU0uFBu4BBHgKMTEw76HGJBkhP2nzT7t0CoQUmmyBwsaTwgzXj7vWZRC0abrD8KPpIPDURvBzXk+zrEm4h6Yi2hKd9ilgeO+paI+u4St3UBkOlH5C1GLQhIvjNTv9EJj5TOPOMiAw6+2YL0dKAc3ZxIL1LBt37qJSMI4Y0g+OzqEyEn906Ga0IG5MUchqjFvDkXnvHedDwZm76jRvorlTKV5JbEgcuD6cN3fXjUYAa8li7RxboVIp2HO9LFMk+CxgrvRfIIHiMc9RcDQ76104VxtFW5B2CNCWQG38NIAFyQTrmD/+qHC+WCDOmbvk1AJYPgmW87J9jutt6tTV7ao1tefp/MppWNocyHy4Tyn51f1ff+xcv/4YtzYpIOdiyBFONDxu+p2vv7aTDlyOStRJ4+lAN44d91bDlRrh3RLUcQU3N9osdrhS3Mp1Qntzlxh9AG523h5MUmY/gkkM2Am+FK0QkYbEoGMmKQFDDPCwYTKhP+9IxY//I6HZB+PrU1Dmjou3CiNebIWwyohIkfgRN4mapsWYXQ9v9cl2uTPB+Pr/+KeT+IF5BiEuxkTLiYoc6LUfQapPmfxpFzQk/DFnuMUtK8abCBzenKvdNp3af7/tkiF+s9A382PEIRSiN1aXP1qMmEPTNO7o0v773Y1TjJBqj8fbr8wTsXXfNTkPYT0CxIRakpdnjzOCgCf75m4uHeh3IAQtj5mU8N0NUxCZpr/5sfJkX621xXv6KnwcdkMjxQRhNAV5CY7X6+uifFFAaG9h2zSVOgJyeQKaEQrlFJZXwbl6PvrgjnUHmm/vsAwB4o7+WWgO6C9EHwAKixR2o6MG4jkG3wNo5IZi95vmL9xBpQDBXxaaPnDnmTvoTMLH+5QmSnwmUdjkrjHvmxQ8C2fCoToWBIs7rl0xz8YAUYiiCRA1Bxz7rYIyM26aO3FHndF17B11zpVzpvBLokqSxB3zARCKSdij6NCMyEcM/RqGSEDcWfb1QlmDDrY0taFvGu9PCtJmBx3njNMqBeX6XXM68NIhvP3fAV/HRMfnmwj4FTGwdvbB4rhvXy+YNwS+uZCiDWs0fWcL7RTvWxbuSQAse0Ln/vlArtMBGLJA0tBcscmHpW3gg6D9D4NAIQZ8sGbnP5CPkT/hOpz7mDDpF2/NQpjFAV4lBvxR+3T3VcS6v2cie6yBcyodJzsixDR3TzT+jDuq3LX/3++dNKrqmROiTHbaGIS39NaPBzH+BuYt9GsgSViEsKGbliUaFX3j8XnjPXcXf4PcDVk3SkxkItr7UzNENaynCwVHZsGlMzt3+bjT+pNNU2Di0HlJqTiG3cey5NtTN4yjI++rzTDd8qRWiAIa7fu/QcjQs/BZof01yS21T96+h5tbM2bgPQsixEzT1Pwxcs+ri+IMIWqvYy4FrnxoXRgQ4fjFW8bEgWYmjGxFJz7uyHZl4W8JNZ5Z2NigiVN6zn1DvGmuEAxBeAhMiij8MrcAzQgoGNPM4UnFC0TdgWCNhGwkFxVPXxjBkmaMDJWZCKf16fA7Gg/NQ2ckA2wvhhSGaW7EaDp0HmbQChIERnnjbjsJEJ9plrmRFemHvgn0SSCB4g6zNzd/2jsvvU4R8AcE/IgYUDVlxGpDCiicNy3UKvCRjN37VshD4+so3FuhULmP0TzpIOHgng4FequOo5X6cTVzjrUs8lBtqIA743L00PAoUIgBBWVGQ/pk9zVkqC0ySYT+6/dmQW0eauwVG6LiuXdMBvXJrlQTRYaJfNZCWJ0OswRPm3s0HjHVzhSUfwVTopuIvz4e2VnfhE14LHYXqVL2RqEdNCMDHUDMd4ajW/HSWOzaJ3qtv8ZzoIPhe0i8RRJGe+n1SxPh7D3aKzuEdBDddTRH9iMDMB3nX54zxsTz545tZxUKTMzfQCGZkWwYB349cijMRHZtTxUKX0eQl4K5BOhTwYy1P4K2gKYYXVUo7B6Bb8euI9lGG8Zd4LdenWC+VzT34TPS1cKdWTrMHziZC3O/O0YjwhwCS2eNMX4FtNH2pcI8EtSW0GSPeQa4JiTk9pTN7w+IsG1CxM+tXxqBNqCnifJDEyQmaKPvBB2LtSgCioAi0F4E/IoY8HFp5QKg1gACutEaWI9XCssU2fln/dvQXMf64cHj1vofeNqPZQtah3DPKg5yYF9naQVa0lbgCtM/z+N6p3GZ1urG1ty42rOwgUIMuCtIU4G/IDsuBUfa5v6PH84xAo63BGWuB22E/7zziqQhwsgE2PBugLA6EY6b3i6cL3cJf/OX8ybMI+2Sv7dmAuySvRdFhmp/EoNjENrouMgkcrTz76xCx9HPkcuA5iDcMV0HR2CG07SiBHl2FPQv+PpwJiLX3IEjbCg0I0nGrMWzvbTdGs1CdhzJkqPYSaYZyGJkfN6IhGMUAj1RGIGIvgXM0zBkYAh20cdAW5BgdqU90X572uC9zXwK+0DKmI2YgjFj7G/GGkxBDglqDlwpFJ7p6MrkZXTU5y40Q87SiZx+QLTRdodkuNJnR+twzNTGkSDQJJL+Anl1YUbpvEoszA8TfpJom0y7c5oLMeRp7GgkEcPGAJOT0ZGZu+je3qDo6Hz1ekVAEfBtBPyMGHD33YjtBnXuqtjFEvMdpICfc2fJLoY04Fo+gGubSTDGHxMK/zzPh7PTpXjHUqdN4Dnnk+Zcy+Piaas1tA7CwNY7WgKFGNAkgs52n++9htjkd2UIolL8P+/ONYmDvEkM0nOLLfMl/IBPHT8cWY+TTMjBjq5bW9dzvo9g4vLHLy+ZHAp0tPvB+skmWRKd0bxRKGRtR2Qg5mygIELBfB527Dur0O6fybe+wU4yMxIzkdxq2Ih70rSGc6FwdgY+IzuxU0/iNz4uQt54JQU7sOGdNdX6fmhiwshI3NEvAklIAfl8Ew7fjFrT0UL79MNnb8hehEUlyUyBsy99RuKj4bfR8UdPh4bHedPpmo7uDMvL5yjnTPOfKTAfoxlJa0Ivr2fCQ86Ppjn0w6HAzLwb8+FAzvCgXWEq5Soo/H4zugmj8NBRldoyRvFhvHw6cVLopyYrFE6oTEhGPBgfv09vmNbALr01bFwdg9ZTBBQBRcDviAGX1IjXdTv0FhWwxHmeswTvpsK7dQ0Ff9ZxaATMB3X/WOTAIg/Ov6GOT5q22+B69l5HPhzXs2drXC35RTi34cpxoBADCg40rfl8fxp2tG+ZH8z/76cvITxfmFcjq1zKuCefQUtBAZIOsSQGjKLi7cL50h6bPhXfYTeZJhF0jmV0FTrmeaNcg6BFZ9xriHhC++UNcApl1tbOLDSx2LY/A3bVZcA7StYuSsROqWfxplC5/2QOhPEcE0aStv2vv5JsQnd25lzZF9eZTubUGjBXBne86ceyZNbYDttV856ltoC76QxzSPOa1dACdXZ0nuYw5bypIcq7XWLCAV/KKDRY0MSJ2cWnjY8yZoK0t3cu3G1/ADOwC2n3QChum113tsPoVSQFsyaOkqHYYadTZ3cogMFEb6GpJP/od0DiytEzpKOJdc5XzMeXiU53wFrHqAgoAk0R8Eti4Jim9TDlg9Yqrf0wOGq5Urfh7lrrhMDu3Xp19GNGg3/4g0g646kSKMSAeDGr6JffItY9Qh5SUP77H8+VhJgIr5pFUFD9AoJqPuKGM9b8+iVJxgnZU+vXWjvc8aVpDfMKUEj4ITQGTNLEEH3eKMxOy/CZNG2gdmTL8vEe2bl2Z6yMPPUpiFgGbO4TYENNrQXJkCcLnR8piB/BbjPNdxhPfy0iIHWmf4HzfOj8TJOavcdzTQQTOpR+f80k42fhXM+dY947B0/nInnbDUsTAW0BnblTYof6zG6zTQ6ykdF83/EckxCM+TvoWBsbM8Qk1osGUbAdayueViHCzROTz4T2+cXIh8BncywiSpHcMbwuo9ioo6o7d4rWVQQUgUBGoI4YJNVJq54TTgMZ1K6eeyARg2LYwH8N8489iJrTF2r1//GDOUbQ8ZZpDdeW9u7bD2VKcckTWYCMx2sRa57ZRDujcGebUYJITChEvQHnY8bZp1mBpwtNGygo74TAfO/+E5Ph+XWY13jajKetcdMx9c87U41TLoU8CuwLpkd71AGaUXq+wprSV2W0iXOfAP+CzjOZaowB7covI3Qqsc9E0iom/3p95XjjhNxekxFqC2gWdhk78XRQpe/CCpjpMBeHLxXe17zPGXHsOEKqMvN1CZJFMfIOk68xdj1jurPQkfo+zt3Hc4DXcC7JseEmSVoSMhszuo+3Inb5EmY6FkVAEVAEPIWAIQZx8Ylma72hU6ynutB2OhuBQCIGzDDJLMQ7savNFPF/+9ZMY4/sLdMaCst0bNyNPpkBeRESQtHmnVFPOqNQYGRegU93XZVKCELGGXf2GLMr6un+KWjthX3/Puxa04SJya82IXRmZ0c9YXz2T/dY5lOMa/4KYvvT7txTDshc09NwxGUkIDp/Tk4cZsLAMtpTV5YCmMl9C60Bo+vQZGQ+yBCTy7kbpYdzoLaA7fCP3xnOkffteGgLfFVwphkNtXI0KaIpG0N0MucC/U7MmLGPVQMzIipbeS8wvCdzAEyKH2o0eCF9exvtQVeuofatCCgCikB3Q8AQg/iEROP2SnZgJeZSzUF3W0jn8QYSMWAW4r2IZLL9QAZ2FIPlZ1ummt1Cb9lMM3oKHVRJDirhJMhsvCtfipVwmDp0RiExOHv1jnyAbM+MuMKY7Cvnx5rETZ7un2SACbAOIxY8d6lpXvMqtCPeIl0tjR+QI48CtEJwmH0Mp0xqaRhzn46lnii0R6dpFjPw0mGV2oiN8KXg7nRXFo6LGoztMJWjU25M1GD54YZJMKeKcMs0hjvwWTDNYbZuRtJingCu5RL4F/iatqAx3rStpxMuneAZTYkJ4B4h7j3JIqaFfATBmE8fk9k3DmZm40YNlsED+nUbf4LG89X3ioAioAh0NQL1GgOG02SxrPJJEPhOCQJR6G4lkIgBbbG5q0rnVNoW/wg298yc6mp4Q3fXlruYFLAOnr5hHAK5c70cwrk3THmaGxv7ZzbgPyAbMM2o5k6xfBwYutTThaRrK/wZTl2+bcI8rpwfJ0sR8rE3TDo6s/BRRDL0JcjfDYSnnY547RsQvpOZiT1RmL9g6750OYkstKFIZrZi3lhZhuhH/ZAZtysLBXrG46et/SGQM2aAXfFSHHxaEqA1cH03nOY2O2F+duj0TRCfKjjxDpdVWEs6k3cX51VqCUjaSvB9ZwbuCuTX4H3BDQDmtwhHKN1QZMVtr5lVV66z9q0IKAKKgC8hUO9jYMfZJzVgcYTOVHLgSwvmylgCiRhwN5ERerbuTTPp5r/36kQTs9xTZiaN8eaO/cdIbsY+eyN76irs1i+FKY/tDNm4vqffU2Nx485D+TVyGdxGqNYpyTB7gUOwp4Rk5/EWwK+AidwYqpR294yMw+RiXeHImZNfYvJVXMksQgbkMCSVS5QZiFJDMtjRwp1oOjczSR5xXAMfBiYU8wUTGwr1F9MLDEErvF+OJH4D5aebp5rIW71BFNoqFKjTcosQyeqaMZOif8gqZDmeB0Lpre9IW2PyxHmSJrON5YkbwBMD0jYUAUVAEfATBOqIQbJ5zFKgZKx++7eWD9/aHvzxcSfqjp8g042nEUjEgPG+6aD4l91XjXnBFoSYXD431mt28LS7ZybeE+gzFLHEGeqRtvedZV5De3hqCv4V2Y+zb5Zg1zcc2Y8nmCzInr5lmfDro29SjcCchCzLzDo8JXG4R4Rxd8fKOVN7QV8AJlpbCft4ai96eSDj81HkDPgK5mEFSLA1Y8IIZHZO8ng4VHfna9enKc0djItOyHQED0IGXJqO8b4bMrBvqzv+vJYJspgZ/DS0Pi8QC59mWK/A9I1mSSpT2yjrqyKgCCgCioCNQANiYH3ILL2GCuCtpT2wUoYpObBB8/XXQCIGtIM/g+RmHyFqTTnMC9bDNnwNhCZv2U7TifN3n5+Xs6l3jV/BWph1LISwRTOPzigk6+UI0fhPH5wy9uKjRwySt0AMJkNg9/ROPqPibN2bDtvuBzIN4TI3YJc+YUxEZ0yzSR9cZzqZH4Y5zIvqalkCUsD8ER31JamG8+rW/deMadgLkL6lsL1fDTObrvYvcAaA91xqVqF88NUVYVZkOrozTO0EONm2Rkhph3/84i1oWtJMYjyam9F5nJmE+3opIZ7zuPVYEVAEFAFFoPsh0AwxACmoUxn0kGqH9oBaA6M5sPUJ3W+ygTLiQCIGJAPn0wosZ9zHVdhJjUMSriSv2fwzEtEfvrgo52BeMwLOrxROGdayM22b6Wfwfz48ZRI6MZvr66+Ml+kwffG0sHf0wi2T3MyEKp08EiY2iRIDItIVpbqmxgjvu0AObN+K11emdDgaE/MXUCty7mqBcWKliRKdcj2hifAUTiSD9IMgMdqNsLw1wGLmxJEmYzGTfzHhVePyDNoBmkj96cvLkg/HZRKINYvjZdGMMQj32bVO1Y3Hqu8VAUVAEVAEfAeBZomBY3gNtQeW/oAEoekPkeMa64g/Zlq6BoFAIgYVlc8R770Q5j2XEeu8Ak6j44ygTIdEb5QimLT8CaZEjAUfDSGZmYDnTBrlja5abJN+Br///ILZDaZvw6blSSbJmSf9HGiGsutolokERKdPOyxrZ+cwcAbhLLL1MiJUFkyoUpCcazPmnTQ20rmK28cZecXwo7gm12mWNSbcJPyaiuRpvrb9QUGfoVQ/+OqymT+T+TEiFTMXMzqTMzF9Bj+YWwWP4KydDvLI7MG1MmfKSJMxmlqDnh4wv3IbaL1AEVAEFAFFoFsg0AYxsOZAQbNOX1A3Kb5rvah2oXV8vHk2kIhBJcwsrtpRemBmsXBmjHxvzUREKfHOrijDRn6444ox42F2VZouTfdwFt627g0Kep/Ap+IAQqbSQZa2/wyxORjJnDxV6LTK3AGHEH2JKkTmDlgBQdRbJlqujJs+D0xCdv7qXRkxdCB8AaxEZ65c21wd4ngETuTMnF2EjLnEkOFYu0or0twY7c8wVCEJPoPoTJ/BNOghIkYxRO7CmdHyEhzCqb1iJmyaHeXeLkF24zy5AK3W08oXwjCeW1Ykm6zBHTW9ssejr4qAIqAIKAL+iYBLxIC+BpbfQY3LKNCFuba2bc2Cyw1qRZcRCCRiUAW7cGaG/e3WC8Z5dO7UUfKjDVMkwkt5BbJgnvHRzitm13Z8bASE00SZmDDM5bXxVMWdRzIhJGfJM8S6pyMqIyMxK7CnCgnXByBAx2FOxCyzjNSzdNZY8WZG6bbGztC0zHJ9COFpGa7T5FUA/q5E52mubd47W/deM5msq2GetQo4LkNeCm9pm5obgzuf0fH8ETDYg/ClR87dkjJE5KIpGX0NqO2gFqEI5DgV0ZWybpQYnxubQE1HiNJQZDt21iy407fWVQQUAUVAEQgMBNokBpa2wOGMbJsTtQWPagzaQsh75wOJGDB8aA6cY3/92XljSz19QpT8bPM08ZbJy9XsQmQdvmYSLk1JGiZrITB31JylPXcCw6Uy2syjx09NlJkViLsfFRnanqaaveYBbNqZRI27zpHh/ZE3IFHmT4tuNQpOsw158EM60+4/mQM7+xzshD+DecxoeQ074e0V5Jmn4XcwyaJjb2TYAGheEoxZWN8uzl/QGmTU5Ny9/9hkMD6bWoCY/k8NISAGfXoHyZPyZ/IA82K9UfA/IJmbNTHK5KHwhfCrrc1NzykCioAioAh0PQItEgPjgFyLfX8ToYgDrcV/1ALwyBULXFfqdD0A/jiCQCIGdMS9ebdU/u2Ts3IDpiaTIaz//LXpsLsONfeup9f3XNpd2QpTDmZgpcC1BqYnsaM9k2jLnbEytv0fv7xkTGAWw86cWgNPmsAQ04++uSLXkCl33KghxlxpBhycu7JQ2D2detuE7qS9/QT4GbyFvBVjEHqzPYWJ4uicewdrOTFhKPwLEk3YV18XoKk5uIX1OZN6x/jX0DmcWZJZOHb6mjADMNdravJwkALVFLTn/tBrFAFFQBEIRARaIAY0HTI0wGBiawlUC9A9bpFAIgYUFm8jzvuvPjpt4vqnxA2Vv3ptmowaNtArCaqOX7ol2/ZlmLCRtElftcCzArmrd9j1G/flN59dMELtrEkjjb19fEy4q5e3We9qdpF8Co1Ebj7IVqKlGRkf2zFH3zY7daEC570D5kSMCsVQra8hIhOTkblbuMGx6+h1mGNdRxbd5/IyTIhWwHF9JHwXukOx81lcv/FAckGS7j+sEJpD0ZyImqME3AtjQei8lQG8O2CkY1QEFAFFQBFwH4EGxMDSDlAlYGkKrOaY8gwf1VIDoFoA9yHu/CsCiRhQwOOO6a8+Pi0ZufdNnP2fbZlqEjh5I/rKwTN5iPaSacJHUphciZj3njThcfVuuQkn6P+E+VQetCS0MV+HfAopsUM9RoZOXbktnyGbdEHxYxOO9dWFCTJ2ZPt25l2dkyv17sGGfs+xHDkI51r6PjDZFzMyM/GXq4X3TGXVc2hcLsopJEzr16eXie/PbMADYYffnQqjFZXC16AMicxewKyub99eJvFZKLBRf4LutJI6VkVAEVAEfAMBJ2JgOxjjVxPGQiyWzsAiBPwx1dI9EAg0YsAQor/57KxcySwyu6Q/3TwF5j3hXkk6tvtYtnx98Lo8rqg02XdfgW2/J51+Xb3DKCD/fttFSc8pNnOmffxUJK7yBBnid33/qRyTw4DRb1a8FCerIIAzsVZXFyY6o3/FN0eyTZSe2dCWMNmXO9F2qGViNuHffHbOaESYBfiNVSkyEQTLE/h1NUbavyKgCCgCioAi0F4EDDGIi0+qpTBpByG1qAEJQZDxKWhv43pd1yAQaMTg/qNy+QOE5HMIYzkacdp/vHGK0Rz06RXs0QWgwPzVoQzZ9V02nF+fm1365SAGg0P7erQfVxorgdPp+4hpfzH9nklYtQmJ1mYjn4InMjDTb4Pz3Hs8FzvrL6x5IlTpoAGdP8/GWDBT8bm0O7L920wT1z8ZkaF+smkaTIBcd7ymw/oFJMX7AzQGjOzz0rTRJrpU9IjBXvFLaTwHfa8IKAKKgCKgCPgqAoYYxCckwlDIUgnYWgLLdMhXh63jag2BQCIGxIHZa99HBJ2TF/NlBOyrf7hhkjGr6Ytsr54stOHeuj8NEWHy5DlCXTKx2MuzxxpnT0/240pbzPj80TdX5eSlfGMKs3FZkiycHuORcKKMl/8p8iQcu5APohFskrixbV+xV79+8wH8DDJNtmKuN3f7ZyMTsKuF89t+kAQvy1yyZcV4g13YIM/lgXB1LFpPEVAEFAFFQBHwJQSciAFMh+BkQEKgZkO+tETujyXQiAFDNn6yy0rGxbjuP1g/SSYht4A75iWuoFyFyC+f7mHc+xvGfpsC5eKZYyCYe5aAuDKW57At/wuiIx2Cz0MtTGNIDF6eM84jcy59Uil//OIitBGFEj4kxIQqpcmOr4TxpOnYgVO5shuaG+ZVWLkgTja9nOySfwXNiBiK9VcfnUH+ixJjHvX2mhQ4WA/vknV0Za21jiKgCCgCioAi0FkI1JsS0a9YtQSdBbt3+wk0YvAI5iBfHMiQPUezZBDiuf9g3SSZhmzEnt7htnbpU41moh8SbFFjwNj+XSUwb0fG3t1wxGVM/9UIm8rsxEM8kP24+GG5/Psn5yQTEW/ioq1QpVMgOPuK/T2z+568nG/Cxj6peCZTkbzrxxunGlMnE2a5la8XcyGk5RbLrz89h2RhlTItZbi8sXKCCfXq62FKW5mWnlIEFAFFQBFQBDyCgCEGsfHJlh2RR5rURroagUAjBozI8vWR67LjYKb0RzSW76+ZKDORYyAU8dw9WbiTTrv+8wiVyYRSm7BLP2fyKOntYV8GV8e8/2SufI1wm9SYWBGSYmUE8jd0tNy4+8gQg1t4nQKhewPi+yeNjfCZKDf0M0jLLTJkMD3nvoxEIq9fvDHDRE1qS7jnvbLneDYiS2VID8T8Z+I2Yhc+KKSjsOn1ioAioAgoAopAt0dAiUG3X8KmEwg0YsBINfvgKPsZzHxoWvK9NZNkrhdCT9KX4U9IKnY5s1BGwNl148uJSCI10iMOv01Xse1PuGu+bX+GCSnK+XoqpOjlzHsI5XlZCpFhd97U0SaJG5Oc+UrhLgYTzO05mi0HT1thS99YNQFmXTGtajVIKO4Ulcmfv0k1GZ3DB4fITxDBamL8MDUj8pXF1XEoAoqAIqAIdCkCSgy6FH7vdB5oxIAmPofO3JA/77hi7MzfRjZcJh/zdBSdogfl8ttt5xEi9L4JEcrd5ilJXWdik5pVaPwMmMvATkKWPK7jScgOw4eC/gtl0JAsQzSiFYi85E7UH+/c1Q1bpfnYCTheb9ufbiInkRj9aP0UmI8xfn/DuvY7Oh1fuV4o722/bBKC0QTpnbWTTFKzYGgPtCgCioAioAgoAoGOgBIDP7wDAo0YUOA7johEdJilc+mbq1OMUzDNfTxZ7Nj32TdLJBlZgDcgd0BK3DDpKqEy785D+WhnqqSBqCSMCUNY0UTjW9HROX95IF12ImJPDXbYX0XyMDpYR8AJ2ZfKM0SFSoevALMzkxgxC/Jfvz4Die0Gtag1uA/fiT3Hc5ADIcuQh83Lkw3xGYgwrEoLfGl1dSyKgCKgCCgCXYWAEoOuQt6L/QYaMaAzKnMY/Mdfzko1YtRvQrSgFdjp9nT4SWYb/rdPzko+bO+nJg83gnhX2t4XIzrP+19buQxGDRso66HBoM9DUEtb5i7cc7UISfYnmBEx8lJvRFui8OyLGYEZOe1ucRnClmbJYWiLQvr2BCGcgJwE0dIf2X8bF+YuyL71wBAJEophYQPkp8iQnQQNi6fzXTTuW98rAoqAIqAIKALdBQElBt1lpdwYZ6ARg0pEmqFd/L98eNrkF1gLAXn1/DiP73Jn5z+Uf/v4jBQga+7sySNNUqy46DA3VsazVRmR572vLsnpK3ckAvbyryIy0cIZMdK7Z1C7OqLtPnfi/x3kh0RrCOL6vw3ty/SUqC6LvNTaRMrKq8zcP0WoWpqTkRS9CV+DoQhZ29gJmQ7aND1i9CpqmGZNiDJmRGFwOm5ct7U+9ZwioAgoAoqAIuDPCCgx8MPVDTRiUAVhNi2nSP7pvVPCXAOvvBQnaxbHmxj1nlzeq9lF8p+fnYdT7hNZBEdXCuJjogZ7sgu32uK8P4Yj7dFzN6UvdslXzY+VpbPHtTtMaw224UsfV0ErckbSsoslClqId9ZMkIkJw7vMXKo1QKgFyLtdIh/uSEVOggcSGRYi7yLrdUrc0AbOxHQ6zslHUjSYEJHwDOjfR95CUjSGmu2qiFKtzUvPKQKKgCKgCCgCXYWAEoOuQt6L/QYaMeAuN7Ph/vP7J+Vx+TNZPGsM7P+TTBbkDljVNFmhs9fuyHsws7n/sEKWw1SJibVowtNV5QUE4y+RwffbU3nCrMxMcGZyGbTTt6Ia/hmM9vObv5yDwP0IfhQR8ubKFPgvMFRpV82y5X5pTvSwrEL2nsiFSdF1JHqrwZokGIIUCZ+IHnWDpqPyqct3ENo1Ux7BoTpxTLj8/LXpzWoWWu5NzygCioAioAgoAv6PgBIDP1zjQCMGtv34v/z5jJQ8eirzpo1CjoFkI7R3xN7e+dagmc3R8zflo2+uyWMIl69gd55+DCMiO543wLkfd47paL33RI4J21kK4XchnITXwFmYpjTtKS9ALjLy7svvtl6QwpInMnvSKNkIgjVmZNdpRdqaBxOWZeQVm/CqBQhFGg0Nzlswfxofa2kNSJgyb9yXb5AlmfknBoX2ldULYk1o157tNLlqa0x6XhFQBBQBRUAR6K4IKDHorivXyrgDkRjcQISeX318zsTenzFhhGxZkeLRbLYkBvsQ0eZzhMesqnouqxfGw2xnbLuF8FaWz+VT3DE/fvGWfIXEboyYNG/qKKMpaa8W4xk0EGev3kZ0p0tSDv+FlfDTWAkCNNwDSdNcnpSbFYkBE899hvCqh8/mIXu7GI0Rx84Qq8w9cQiO1PuhVaiEk/p4RJP64frJXarpcXOKWl0RUAQUAUVAEeg0BJQYdBrUnddRoBED7nTfKiiT//gUEYMQOWhiwlDsGk/ATvcQj9nGU+DcfhBhPBEFh5F71ixJkEVw9O3qjLmXMu7J1r1piLhTIjPgUEtNSezo9iUj4+77gVM5JnLP8+c18gbs8Jk0zNNhXz39TTAaI/gQ/PaziybZ24D+vWUJzMnGwxQqBw7jxy/km8+HhQ8wfiHMdNxVIWY9PXdtTxFQBBQBRUAR8CQCSgw8iaaPtBWIxOBu0RP5zWfnJBeCYAJsyL8Hp9m40eESHOwZ43iYr8snu1PlAHaeaYKyAVmPX5oaLYNhmtKVJQu+FZ/svmqchVPih0JjkGgy+bo7JvAeqUBkn22I2rMXGYU5x3fWTYY50UgJDentbnOdWp+krRJO5/thVvUNxl6KCET9MWYmO2Mo2yeIXkSH47mIJLUeuR6Y8ViLIqAIKAKKgCKgCDRFQIlBU0y6/SeBRgzoNFv44In8FrbxGYhRT03BD9ZNMgShZ3D7Qnc2vgnYx3vbL5n4/iEQOBnffw4EzdCQPo2rdup75lbYuveaXEy/J2PhC7BmcYLMnjiy3vHW1cFQC0In3T8hK/DZ1DsSBuH5nbUTkVF5eIMIP66219n1OP4H8C+hz8XJS7eNCRF9MOiAPHhgX5k+fgScs8ciAdpg1RZ09uJof4qAIqAIKALdBgElBt1mqVwfaKARAwqA9x+Vy++3XZQrmYUyYuhAhK2cLMljI6WXhxxMSQxoqnTq8m1jWvP6yvEyA/H9Q5pJpuX6SnW8JgnRNvg9nIYwHz64P5xq40ymYndNZYhhUUkF/DTOSDa0EGNHDTFal0REJOouIT05h3sIJXslq0iuw+G49Ak0BSG9YFoVJhMQwpS+F91lLh2/M7QFRUARUAQUAUXAfQSUGLiPmc9fEXDEgLvdMB/545eXTJz6iCH95Sebp0AYHOYxYkA79n/+4KTZmaet+puIfDM1eUSXZ83lLv9XCMP5HXIZ9OnVE9GSxiHqToLb86afxu17ZfKP752UIpANZnZmsrDutsNOclBWXiklpZUwI3puErMNgcYgtH9ftzHx+S+6DlARUAQUAUVAEfAwAkoMPAyoLzQXaMSANuaPIQy+99VlY0YSCnvyn702TSYnDPPIDjHbp5D5v5En4Rp2o0cOGyTfX4vEX/HDxFOmSu29bxhp55vvsuTAyTxkLX4hS2AusxkOyP369HSrSSZLY9jPf0X26DLkgmAGZZpLMRyrZ7w03BpOhyszWRvXjakMPBWytsOD0gYUAUVAEVAEFF6yW6AAAEAASURBVAEfR0CJgY8vUHuGF3DEACDRcZYZcI8gNCXNe366ZZrZ0e/bO7g9EDa4xsoIXCn/58NT8GGwzGxof89Y+V2d+Is75PtO5spukIOH0JrMnx4jr61IdjuSUEXlczkDc6Q/fnFRqB1ZhXCsqxHyMwKJwrQoAoqAIqAIKAKKQGAgoMTAD9c50IgBl5DRZz7ZlWri1ffFbvm7G6aY8J2e8AGg8M2EX7/66IyJepQ4NkLefnUCMuhG+MTdc/TCLZP59y5yGTCHw+Zl42X0cPcyMpchcs8BOO5uhb8CtSCvvzJeFoBkdHXUJZ8AWAehCCgCioAioAgECAJKDPxwoQORGFQiBv/n+67JboSr7AXB9ntrJyNqUJRHogbR8fhWwSM4H59HnoRHMilxmLyxckK78wV4+pa7kF5giAFDl6bAyXYjQqkmwfHanUJtw+f70k3Iz9ABfeRHSAI2bXwUQn72cqcZrasIKAKKgCKgCCgC3RgBJQbdePFaGnogEgMm5/r6cKZ8jSzAPYJ6wHE2BXkGRsugAR3PM0DH3KxbTKB1wUS9mTnRSiQ2BqEvfaFcByFg9mMmOxuH5GbrkctgBoR6VwtDfRaVlMv7X1+RUwj1OTxigPzNG9OFmhGN4uMqilpPEVAEFAFFQBHo/gj4OTGA92GD4gk3SkebtC+ng6OjtNU+46o3vsZxNY8Yd71hmw3Pu/IuEInBMzjP7jmeLV/AFIY7/HScXQhTmLBB/VyBrNU6tLm/ml0of9h2ycTHXwDH3LXIFzAa4S99odyBCdH2b9PlBIV6OAuvWxyPrMxjXB6alTm6VP6EqE7XsosNufi7t2bK6BGDNOa/yyhqRUVAEVAEFAFFoPsj4HfEgII3RGusDFLVotiiOkRyfMp37Re869uurWnkdGr1aPqotXs03df/Q2E9yIyrAZOoP+846IGRo2Zb1RwXNDkKVGJw6MwN+WzPNWGEHQruS2ePkUiELu1oITE4d+2OvL/9CmLjV8ryebGyCo65IyIHdLRpj1z/6PFT+fLbTDl4Kg/JvPrJyvmx5i84yLXkbtS2pOcVyXtfXjEhS6fDT4E+GsPC+xui6pFBaiOKgCKgCCgCioAi4PMI+BkxqJVgI5fXGBHcQQtssmCRA0uAd3dtINhDuGcL9UI7mYIpFuWgLG/E/2bIAaxbcC3HxVr2ddbVzv86xtZyHef6zR0HIjGg8H78Ur58vDNVyhGhaOWCOFkxdxyE244L79RGnEDbH8LUhtF71i5JkGVzxsnQsI6TjubWz93POKadR67L3uM5cBwOliWzYmTdkkSXk6+VP30u9FN4DxoDOiG/8lKsbELI0yEgGfW3uLuD0vqKgCKgCCgCioAi0O0Q8CNiYAntFN4t4draxbdWpAcEHHvH3hLeYW3iRnEiBRTv6wV/W3i3+mYfLM2Rgx49jB7AjM263r7WjWG4WDVQicG5a3flg68vS+njKnkZ8fy5qx81NNRF1Fquxh31Q2fy5ONdV+UFCMgWhANdPHOMR8yUWu7V9TMkLt+evgHH6yx5AsF+zuRR8hqiClGwd6WUQQvCyEZ/RrhXRmBixKWlwC80pI8rl2sdRUARUAQUAUVAEfATBPyKGAQbwby2zhSnseAN4b2OHFCMr6l1zczCWmcSA5gP4Y1l5tO4bdZyJg9BTuTBasG6nmMDYXGrb+t6d/4NRGJAO/nUrIZ+AGsWJUi0m2E7m8OZEY/2QOjeiqg9pJ3fXzNR5sOxeaAHHJub68/dz6ox91NX7hitQX5BqUxG1mKOcUSEa6So+GGF7D6WLd/Aebtnz2DjeDw9ZaTbSdLcHbfWVwQUAUVAEVAEFAHfQsBviIGxzIfgbwn9FNybCu/UIVCjwMJde9Z1pVDQZvuWQVLL9v+WqRHNhRoTD7tfjM/06w4pcWWEDesEIjGgcMzoPL9B5KDC+09k9uSRCNuZJJ6IHERTne0HM2Tn4SwJgk3YjzdOkdmTRiKUZ++GwHfRO5q2Xcm6J18fum4yMyeNi5AfrJss40YNaXNEvPZ2YZlsO5AmJy7eNlqGv32LEYkipU+vjieHa3MAWkERUAQUAUVAEVAEfAYBvyEG9o58U6HcGWvHrn7LO//O9e1jtgoJCgbXFOxbKg3NhZyFfwcxaF5T0XKbLfXV2ucBSQyYa+DuI/nVx2flDgTdaSnDZcvylA7nGiCNfFJRJZ/tTZMDJ/OkL4Tln2yeihj/I1y24W9trTx1LvtWiQnXeubKXYmJGiRvrk6RqUkj2myeEZxy80uQNfqKZOY9kJiRg43GYPTwQSbRWZsNaAVFQBFQBBQBRUAR8BsE/IYYBMPUh+Y8EMGbmPE4VssS8G0/hOaFdEdt944cpKPxGIxuwpgiGXpBitFIV1H3OU80OuPeGKzagUgMTHbiB0/knz84LTdBECYkDEUSshRJiAlvD4T11zDGf+mTKvnzzity/EK+MR/68cbJMjlxuDDDsq8UkqFdSO525NxNCR8cglwGiMo0a2ybw6N/wrWcIvnjF5ek6EG5TE4aLj/bMlXCB4UY7UibDWgFRUARUAQUAUVAEfAbBHyQGBjp2EWAHTvtNjFoXRPgLLw3Nvdxsctmq1mEgwI5R9R4DPwcdKXuSosEODdjz8LyYsB5dyBwbsjuAf0h+a/EREfLL3/5S5k3b14ztfzrIwrwD8sq5R//dAI74A+F5jQkBsl4ZW6I9pYatFtS+lTe235Jzl8rMJGIfoiswMww3Ke375jaPHhUIftP5iJzca70glZj+byxMKVKhulc63N/UvFMzsJp+8/QGFQ8fSGLZ42Bf8IECYGZVOtXthdRvU4RUAQUAUVAEVAEfBUBnyEGlF8c++muwWXE8TrTnqAe1ZZQDsdeSzxvvo2W/QCar+/ap60TDtvMiW3VUYgGwj/nbfk+8IiEpWMiWSBqDEimGKb0f/3huGTB12Dc6DAQg/EyAQJ8MFlSOws1EcXICvzbbRdgv19skn69s3aiJMEGv3ev9rfbzuG0eBnnfvjsDTggZ0tl1XNkfY6WH4DA9O7Z+hhJKHgdMycHIe8BsyavXhiv/gUtIq0nFAFFQBFQBBQB/0XAh4hBvcjsItoWjaAQzR3hHlJHDExysJYFa88Tg4akwMyikWBvaRKoBrAE/6YaAUcbrGNFLmp5Dm0BFKjEoOrZC/nH905IGrL3MmsvQ3ZOThwG4bj9O/u0wS8ofiz/8ek5yYEdf8KYcHkbO+px0eHSqwOEo601dPc8ozIx8/GX32ZIEYjMNEQm+il8IQa1ETmJjsc0QTp0Os+YSf1ow2SZkRIlvdogFO6OT+srAoqAIqAIKAKKgO8j4DPEgFBRoHW30BnY0ja4SgyM2G2ciGny05FixHxjPmRFQ2qOFDi3z3E2JQVWDc7dzozc2BTJuQ1XjgOSGACYZwgr+q8fnZZLGfdkWMQAeQ35BqYmj5C+vdvvC0CBm8Lzv3x4Wu4WPTa+C2+tnmCiHfX0IWLA++JiRoF8eSBD6IicODZCaPLUWlQm3os5cDz+fH+aXICZ1IihA+W/fX+2cV4OZkY+LYqAIqAIKAKKgCIQUAj4FDFoL/LOxIDidWumOJ7SGDgL8jYh4Gv7i0Nr0NYc2uojEIkBMaEj7X9+dk5Op941ycc2gxjMxO53SN9ebUHW4nkSg5t3S+G7cFJKYHYzc2IUNBEpJj8CQ5f6UqEJ1Q5kQD539a6MHDZQSGCmgRi1VJgtOjW7UD7fm24iE8VFh8n//e48aBn6dMgvo6X+9HNFQBFQBBQBRUAR8G0E/IYYGBv9WuYQaJkYWASiTmNAk512JRqjAG8Z/HBpSQYsItJxIdH2RWB7FsloX5uBSgwo6NJJ+Biy+DLHwKblSSbfQEcy+LLNnNsl8r9+fxxhS5/JgunRsnn5eImKDDWaKl/6et+FydPeYzlwQs6RwaH9MP9kWYYMxi2V8qfP5UzqHfkciduY/XjGhBHyV6/NMBoWfle0KAKKgCKgCCgCikBgIeAXxIBL5tAEWM7HzZvsOHblLeHbfVMiegCwL8voyTVSQEGdpfUcCCAbtTCHgkDm8DFon3QWqMSASc4+2nVVDp7Kg2NwsGxcliQvTWGG4j4G//b8UwUtRHpusfzTeyflKRKdLZ8XJxteTjTRidrTnjevKYVwf/D0DWNO1AuO0a+8FCublyW36HzNaEt0PKb5EX0KVi2Ik03LxqN+++47b85N21YEFAFFQBFQBBQB7yPgN8SAwjBDglIER7DOZm35rTpWjWqjLXBPALJ39KkvYCuuaQpsMuIs8DddWBICK6RprdFkdMQsKVCJASMIfY4MvnvhTMuyHpmPF2KHn7vn7S1Pq14Yn4V//+SsVOF4zZIEeRVReyKQK8DXCsd64lK+MQ2qqHyG7M+j5IfrJrUYepS+E7uB1bcgUkMG9ZO3kRRtwfQYX5uWjkcRUAQUAUVAEVAEOgkBvyEGhg4EYScfqgJShOZ2523B3jL/cU9bYGsKuC7uOQfbxKB1B+WGYyNhcY+0ON8vgUoMqCXacSRTvj50Hf4GL2TdkkQk+RoDf4P2C/EV0BKcunJbfr/totRU18qGZYmyYm6s8WFwxtwXjmn2dBGO11/sT5dbBaVwQA6XX7w505CYxqZBJLYZ0IR8dShTLmcUmihO7yIiUfK4SF+Yio5BEVAEFAFFQBFQBLoAAb8hBhR8LMt8W2tAckBEKWBTOLfO8yOShuZ25ClQsziuM29h3mOoRF1LtvkQz1ltW7Xsf/lZw9L4erZmExerT0NlzEXukY6G/djv2GagJTiz574PSb4+35sGf4AqWQtiQBv7yCH97dNuv9Kv4Mi5G8h8nCrBuMm2IATq4pljoIXo63Zb3r6AGpOsWw+MsM8oQ8PhB/GLN2dIHHI6NHaUptkVE5tt25+BaEtlMiF+qLy7cYoMDx/g7WFq+4qAIqAIKAKKgCLgowj4DTGw8LUJALMMW+Y+Nu62uG7Z7/NT+xOrhiW8W3TBYeNvnbN38+tqGjMi67j5f50Ff7uGo31Lc2B/zleLXtRpFNrlEO3cGtoLYGJw9PxN+eibq/Ko7KlJ1EU7+2EdEHbLyqtk7/Ec2bYvTfr26SlvrJqA5GHwW+jffr+Fhqvl2Xd3EFJ17/FsOCDnSWhIb/nemokyH8nOGvsN0PGYhOerg9el6tlzmTsFCdFgdtQPc9SiCCgCioAioAgoAoGJgJ8RAwrFXEgjmteL/pYeoO7TRsnHHMtumfyYqxtoFOp28xvyiPq2HdezfUdpHPHIeVyOWo4ji0zwfaOOHFVcPgpkYsAoO+9tvyzM6LsCpGDl/DgZOTTUZewaV3z0uBKmSZnyzZEsGdC/t3x/zSSZOSFKBkDo9sXyEISI5Gj7t5nC5GzLgcHr0HI0TvJWcP+J7DuRYxy1Q/r2lpULxsm6xUl13x9fnJmOSRFQBBQBRUARUAS8jYDfEQMbMFsQ53vLNIhHrQndlljPGo4jXsMCsd2+1Fn6t042+bfp9Y2rONprbLbUuGZ73gcyMbiceU9+//lFk/13MfwLVsNROAZZkNtbKGh/BtOkAzBRooPuuxummGzKHcmN0N6xuHIdHZAvphfIx9CakBxNGz9C/vqN6TKgH3MTWC3wnsu4UWzIzvm0Ahk1bBA0IeNlxvgoV7rQOoqAIqAIKAKKgCLgpwj4LTHw0/VyaVqBTAwYWvS3Wy+YLMXzYPKzdnGCjBs1xCXcmqtE4fqDHVfk+IV8hCgdID/dMkXGxw5FrP/g5qp3+WfUEly/cV8+gk9E1s0SGTNysPzirZlGa2JnaqaTMjUrO5EMjcnbUuIj5UfIkjwSmY+1KAKKgCKgCCgCikDgIqDEwA/XPpCJQdatEvnd5xckv+CRTEfW43UgBvEx4dgtt1U+7i14UUm5/P6Li3IO2ZRHDR8of/36NImLDjd5EtxrqfNqMwzpl99myLHzt2QgnKR/smmKTE0aIX3qyMxjOGYfgA/C3uO5JnrTXIQ1fQuhSgeE+KbfROchpz0pAoqAIqAIKAKBjYASAz9c/0AmBnl3HskfvrggObceysSEobJ+aaIJwRnUDmLA0Ld3i59AA3FermQWylhoHv7u7ZkSDdMke/fdF28fmj8dOXdTPtuTBiO4WpPobdX8eOOMzPEyQzJDutIXIRz5GFbOH4cQrHHSE0nOtCgCioAioAgoAopA4CKgxMAP1z6QiUH+vVL545eXJRPmNAnQFDBL8aT4YU3Cdbqy7AzpeRP5AH4Hn4WMvPuSOCZc/sv3ZkoUwoC2VwPhSr8drUM/gyvX78kfv7hsojNNThomP9441WRrZtjSC/BBIDHIxJyoTdm0PEmmJA7vaLd6vSKgCCgCioAioAh0cwSUGHTzBWxu+IFMDO4h2s6ftl+Sa9nFEhM1SDYi+/HU5BHI6+C+KRFt8XOQF+D3X1yS3PyHMilxmPzN6zNkaHj/ekfe5vDv6s9sQkMH5MtIeBYGrcDfvDldksdGGsf6PceyEJEoV8qRo2H2pJGyecV4GRbW/lwPXT1f7V8RUAQUAUVAEVAEPIOAEgPP4OhTrQQyMbgPZ+H3QQwuwfRneMQA2bw8WWbA16A9pj+Vz6olPa9Y3sPO+53CUpkNW3xGJaL5TTsskzr1HikpfSp7kM9gBzQDDMbFLNArEbq09EmVbD+YIeeuFsiQgf3klZfG4S9OeqkZUaeuj3amCCgCioAioAj4IgJKDHxxVTo4pkAmBsw78MHXl+UcMv+GQfDdDDOZuVNGt4sYVFQ+l9SsQhCNVCkueSKLZsXI26snSNigkA6ukPcvr3z2QtKyi4y2oxgO1IljI4xZVQESoB0+e9P4GUxEtuMN9MFAlCX39Snen4P2oAgoAoqAIqAIKAKdi4ASg87Fu1N6C2RiUP70mXy4I1VOXsqXkH695TUk91owLbpdO+Jsi3H+P/z6ipQ+rpJVC+KMI+9gRPrx9VKDsKXUnny6+yqwuC19kNE4aVyElJZVQvtRZrBZgjwPK+aNM5oDX5+Pjk8RUAQUAUVAEVAEvI+AEgPvY9zpPQQyMah6Xo0Y/lcQceeW0RJseSVFFs+MkT693M87UFZeJacu30GysCvytPKFbFqRLKuQSXlg/+4R1rMKplAXMwpADq5JIXwvaC70orpWgoN7mCRtr8yLRU6GSLzXaESd/iXVDhUBRUARUAQUAR9EQImBDy5KR4cUyMSACb4+3pUqh0/fMDBuXJYkS2ePlfZkKqZZ0rELt0AMUqWmRuT7ayfIklljpT80Ed2h1CDcahl8Cg6cyoXW4I7JhExSwKRnC6fHwCl7eLchOd0Bbx2jIqAIKAKKgCLQ3RFQYtDdV7CZ8QcyMYAsLFv3XZP9iLrzAuFG1y5JkGUgBgMHuG/+w3wA357Kk61700y4059tmSZz4IDcHpLRzDJ1ykfEowj+ERczCoX+BT17BUl8dJgwlCudj33dibpTQNJOFAFFQBFQBBQBRcAgoMTAD2+EQCYGXM6vDmXK7qPZUln1HMm74mT53HEmkpC7S33/YYXsPpYtXx/MlF4wRfqv358lU5KGS9/ePd1tqsvrM8JSOTIe02yIGg+NQtTlS6IDUAQUAUVAEVAEfA4BJQY+tyQdH1CgE4M9x3Nk5+EsKSuvlJfnjBXa0jN0qTsFG+1S+OCJCfe5/0SO9O3bU/7nD+Yigk9ku/wV3Olb6yoCioAioAgoAoqAItAVCCgx6ArUvdxnoBODw+duyPYDmfKgtEIWzYiRV6A1GD1soFuo0wTnTlGZfHEgXY6dz5fBA/vKf//BbImLDpfeGvPfLSy1siKgCCgCioAioAh0DwSUGHSPdXJrlIFODE5duS2f70sXZkGeO3mkrF4YL2NHDnELQ4b7vFlQCv+Ca3IeORGocfi7t2fCcXeImuG4haRWVgQUAUVAEVAEFIHugoASg+6yUm6MM9CJwcWMe/IXhOjMv1cq05H1eM2ieKGzrTuF0Y1y80vkE+QBuJZdLDFRg+Vv3pgpo4eHtitZmjt9a11FQBFQBBQBRUARUAS6AgElBl2Bupf7DHRikJ5bjBCjVyUHgv2kxGGybnEC4vUPdQt1RjS6fvMBkpulgiA8RHKwcPmr16YbzUFwkOYJdgtMrawIKAKKgCKgCCgC3QIBJQbdYpncG2SgE4O82w/lgx2XJSP3gXEWXo+QpZMTh7sF4vMXNUKC8acvL0lB8WOZjGhEP9001UQ3ClJi4BaWWlkRUAQUAUVAEVAEugcCSgy6xzq5NcpAJwYU5P8Igf5qVhGchcNk/dJEmQGTInfKM2RQvpJVKL///KKUItHZrEkj5d0NU2TQgD6I/a8aA3ew1LqKgCKgCCgCioAi0D0QUGLQPdbJrVEGOjEoQTSi30GgvwRfA2b5XbckUWZPHGmSlLkKZGXVC7mQXiB/2HZBKipfyKKZY+SdtRMlBDkAlBa4iqLWUwQUAUVAEVAEFIHuhIASg+60Wi6ONdCJQVl5lfweAj2jCUUNDYXzcYLMmzLarWhC5U+fyZnUO/L+V5eF2oMVL8XJGytTpF+f7pfczMXbRqspAoqAIqAIKAKKQIAjoMTAD2+AQCcG5U+fy3vbL0Kwvythg/qZcKULpscgY3Gwy6td9qRSjl3Ml08RlaimRqB1SJD1S5KkjxttuNyZVlQEFAFFQBFQBBQBRcAHEFBi4AOL4OkhBDoxeFr5XD7ZdRWC/S3p37e3rFwQK0tmjZWQvr1chprmSIfP3pQvD2SY8KSbVyTJinlx0ruX6+TC5c60oiKgCCgCioAioAgoAj6AgBIDH1gETw8h0IlB5bNqJDi7JkfO3ZKeQUEwAxory+aMk9D+fVyGuvDBEzlwKk92fZdlCMVbqycItQ69NOuxyxhqRUVAEVAEFAFFQBHoXggoMehe6+XSaAOdGDx7XiNfH86Qb0/dkBcvquXlueNk5UuxMji0r0v4sdKdosey+2iWHDydJ4NC+8kP10+S6eOjlBi4jKBWVAQUAUVAEVAEFIHuhoASg+62Yi6MN9CJAZOT7TmWjb8ceQIn4qWzx8qahXHwNwhxAT2rys2CUvnqYIacvHRbIof0l5+9NlWSx0Vq1mOXEdSKioAioAgoAoqAItDdEFBi0N1WzIXxBjoxqKmplW/PwAzoSJYUP6yQxQg1un5pghHwXYDPVMlBtuNt+9PkQto9E9no796aKTEIfapZj11FUOspAoqAIqAIKAKKQHdDQIlBd1sxF8Yb6MSAEB27cEu2H8yUO4Vl8A2Ilo0vJ8mIyFAX0LOqZN64j4hE1yQtu9gQgv/5wzkyFJoDzXrsMoRaURFQBBQBRUARUAS6GQJKDLrZgrkyXCUGImev3YUDcprcuP1I5kwZJZuWJUvMiEGuwCfV0Dhcyy6Sv+y5Jjm3SiQ2Jkz+3x/Pk9AQzXrsEoBaSRFQBBQBRUARUAS6JQJKDLrlsrU+aCUGIqlZhUawz75ZItNSRsjGpUkSHxPeOnB1Z5nQ7HJmoXy2N01u3yuVlLhI+b9+NA95EHpKD0177BKGWkkRUAQUAUVAEVAEuh8CSgy635q1OWIlBiIZMAX6DDv+6Tn3JSU+UjYsSZQJ8cPaxI4Vnla9kPNp0DjsTYePQrlMB7H427dmmRwGygtcglArKQKKgCKgCCgCikA3RECJQTdctLaGrMRAJPf2Q9mKHf8r1wslLjpM1i5OkBkpUW1BZ84/qXgmp6/ckS+Q3OxxRZXMnzpa3t04VUOVuoSeVlIEFAFFQBFQBBSB7oqAEoPuunKtjFuJgUj+vTL53EQVKpBRwwYaYjB38miXTIHKnlTK0Qv5sv3bDGHo05fnjJW3Vk/UiESt3HN6ShFQBBQBRUARUAS6PwJKDLr/GjaZgRIDEWYu3rY/3ez8RwwJkVcXxZuwpUEuOAmUlD6Vw+duyNeIahQcHCRrFyXIuqWJ4sq1TRZDP1AEFAFFQBFQBBQBRaCbIKDEoJsslDvDVGIgUlJaIV9+mynHEba0P6IJrUaCs1fmxboUbpR+BftP5crOQ9dlAK7d8sp4WY7syepf4M5dqHUVAUVAEVAEFAFFoLshoMSgu62YC+NVYiDGN2A7iMHhszfgGxAsK+fHmp1/agDaKgXFj2Xv8RzZfTRbwgaHyDtrJ8q8KaPbukzPKwKKgCKgCCgCioAi0K0RUGLQrZev+cErMRCpelYtXx3KkP0n86SmpkZWQFvAJGe9ewU3D5rTpzcLSmXXd1ly6PQNGRreX366eapMSRruVEMPFQFFQBFQBBQBRUAR8D8ElBj435rCwbYWjrIiMdHR8stf/lLmzZvnh7NsfUpMUrbzSKbsOZorlc+ey5LZY2UTiMGAkN6tXlhbK5KTXyJfH86UM4hMFAXH5b/aMlWSxka2ep2eVAQUAUVAEVAEFAFFoLsjoMSgu69gM+NXYmCBsvtYNnb+s4VRhhbMiDHEIGxQv2YQc3xUA2aQnlMMbUOmpF4vktjRYfITaAzGjhzsqKRHioAioAgoAoqAIqAI+CECfksM7OAz3AEW4T+ecB01jblwG7Tdlz0+MzpXm3WhZ1ZRYmABdejMDdlxJEvuw5l4zuRRIAaJMjwitFUUqWm4lHHPhCplLoTk2Aj5MXIYREW2fl2rjepJRUARUAQUAUVAEVAEugECfkkMKBj3ABmgeF5LUmB4gf0JXtspiNvtWg22tLpWP7W1zZGDunHhlPNZfgp5FMX505bab/tzJQYWRicu5cuOw9fldmGZTBs/AsQgWWKiBrUKYHV1rZy5ehs5EDKkCCFP6Vvwo/WTJRxOyFoUAUVAEVAEFAFFQBHwZwT8jhgE1ZECQwjqBW2LCfTAe0sIb58AHtSjxrRAAZ4ttkQwLErSuI9axME3V9XdT/Z5qzbP1NQyYo79eV21drwoMbBAO59eIF/DJCjn1kOZGD9UNi5LkoSY8FYRff6iRo5fvCVb96XLk/IqmT1pJKISTZLQ/n1avU5PKgKKgCKgCCgCioAi0N0R8CtiQIE4yIjsELIpvFt8wKwRz1m0ALvz5pz7AnhQj2ojttewF6e2m94EjdtG33X9W6SC5zk+qxEHmeEI22q7aW+NP2Ffge58TEzScopkO5KUXc0uhvNwuIlKNDF+WGO4GryvrHohhxDi9AskR2PW44XwTfjeqxNdimbUoCF9owgoAoqAIqAIKAKKQDdDwI+IAYRhCMSW8VAQdt+bCufOAri1O+/OarH9GktTIMFtEIOG7RpCgmttUtDYzMhBaGpBWkgMGo+9YXttvVNiYCFEH4EvD6TLubQCGTdyiGxAVKKZE6Jaha+svFIOnsqD8/F1kwxtGRKbvbEyRbMet4qanlQEFAFFQBFQBBQBf0DAb4iBJVxbwne1EaybCtesQ30Bi7tmO3b7poUW2m/phrBNkCydRfMagYbtt52Eq6W++DnbUo2ByF0kKtuGnf8TF/NlFMKOrl+aKPOnRbcGndx/VCH7T+TInmM50q9vL1m9IE7WLUls9Ro9qQgoAoqAIqAIKAKKgD8g4DfEwNIGcEefjrwtCdaWnT938KlRoNmOq8Vu32GGROJBDUVTAuLcJqMP1RkvtdGnpZGor90BrYESA2sFSkorQAwyTPbjyCH95dVF8fIy8hkEBbW8ZneLrKzHh87kyeDQfrJuaYIsmzPOeUn1WBFQBBQBRUARUAQUAb9EwI+IgeUYbAnuLQv8zrv3LROIpmvtfB3JB22J7JCjxlOAgjw+aOx7YGkCLBOn1s2EHKZQrddrOrbGnygxsBBh/oLtMAmiaRATm62YN05Wzo9r1V8g784j2X00S05cui3DwgfIlhXJMhehTrUoAoqAIqAIKAKKgCLg7wj4CTFwVaimMG85KFO4d93R19E+d/QNEaj7l3vP1nveKjAT4nnHB/X98aylpWh5t5o+DGyNhIXttLcoMbCQK3/6TL45mg3ToFyYVgXJ4lkxsm5xgoTARKilknnjPjImZ8mFawUSjdCmb65OkckJw1uqrp8rAoqAIqAIKAKKgCLgNwj4DDGwTG6cJOo2IUZAUlS3zYHqIwa1IVTbJkEUvF3VGFDQtsyBrEEZ4b+OAFB853mOxIjyPSzHZ5scWETE8n1wmCE1P7l6YtBBB2QlBha+TxFh6MDJHNl7PFeeVj03/gWblyfLwFZCj165XogQp9flGiIZJYwJM6FK46LDml8w/VQRUAQUAUVAEVAEFAE/QsCHiIG1k++8/94WzpZwj+wEYBU9xDmUaMu77e0jBrblf/O7/pZJkYM81JIc1FhjcCYGLTlF2/OsJzdKDGxIOvT67Hm1HDl3U3ZBa/AQ/gazJo2St1alyJCB/Zptl+Fjz169a+U+yEfug4Sh8uNNU2U4TIq0KAKKgCKgCCgCioAi4O8I+AwxINAUolsW6ZsuBWtbO/MgFSb5GPMXtB7uswfq0VDHIhUt+yI021szPgTO9RykwxH1yB1iUK8xcNMx2nkMPFaNgYUIsxifvJxvTIPy7zH78XD54brJEjGk+SzGTG7GbMk7j1wXOiFPTxkhPwUxGDigb2OI9b0ioAgoAoqAIqAIKAJ+h4BPEYP2omuZIVkaA+odmuYwcLTsEN5dNyVyXN36kU0CaFhkmSlRm2FpQkhFzFEL0YY4B5IbVGp3AjZ7dEoMLCSoATiXdld2HM6S63kPZAI1ABunSFRkqA1Vg1eaHh0+e1P2wPm4FI7Lc6eMlnfWTJKQfi37JDRoQN8oAoqAIqAIKAKKgCLQjRHwG2IAOoBlsITvloiBRSCs6EXuawxcWWUnzUW9r4P1Ga9ukxjUzaEtrUdbI1Fi4EAoNasQycoyJTWzSJLGRcgPoDGIHT3EUcHpqKy8Cj4JubLvRJ5U19TI4pkxsmX5eOnTO9iplh4qAoqAIqAIKAKKgCLgnwj4BTHg0gQFQdSvZR6DppGBHEtHId0YINXtyrtqSkQdgF1aNnayNQa2RwIzGDuTkdYFfjuPQdvmUPZIWnpVYuBAhlGGdhy+LucRZWjsqMHy5qoJMilhmKOC01FJ6VP4I2SZ8Kb9+iK86UtjkeAsQXr1dPU+cWpMDxUBRUARUAQUAUVAEehmCPgPMTACvx39h34GTVeCAjODjVK0bytCkPPV9nX8zNJGNE8ObGJg9WKNoSExoE8Er216vX2tRSqaH7/zmFo7Zlua+dhC6MbdR/INfAZOMi9BRKhsXp4k82Ai1FwpelButAtHzt6QyLD+smZRgiyZNabVhGjNtaOfKQKKgCKgCCgCioAi0B0R8BtiYAnWZAPIA9CCA7Kzf4Fl1uPakjmE9tZ28x3aCGdiwB7ssXF0LRELRwK11n0kXBmxEgMHSgX3n8ieY9ly+MwNGQQn4lcXx8sr82IdFZyObt0rlS+/zZCTF2+bHAabliXJHEQy0qIIKAKKgCKgCCgCikAgIOA3xICL1VDwt3fneQaiOjbpqS2w/RCsnXues0tjFUPDXX2H4G7pHCyNhFWHgnjdp0Yf0Zh02OfZtzWKxmMzV9Rd63zOHpt7r0oMHHjRPGgf/Ab2n8iRnsHBsnzeWOM34KjhOLp+84EhBhfTCiQ+Jlxee2V8i2ZHjqv0SBFQBBQBRUARUAQUAf9AwK+IgcNsx1ociwZQFLf+rMhAFLybsxl37PhzV5+iunNpKtxbZ5lBgbVZTH/4p/G1PGdfz7HY4+KoeK11vZVCrSlh4dXuFSUGDryY/fjg6TzZgWzGL5DXYOHMMSZpWXBQQ+LHKy5l3DOmRJl59yUlbqi8DmJAgqBFEVAEFAFFQBFQBBSBQEDAr4gBF8xZALcWkGK4JXpbgrtNE6yz9r/O17Xsf2CTB/sqx6vdNsX8lordB887kwnrHT5pIZRpS+219LkSAwcyzE1w5NwN2X4gU8rKK2UO/At+tH6yhPRtGIKUGiA7h8HtwjKZmjxCtqxIlujhgxyN6ZEioAgoAoqAIqAIKAJ+jIDfEQOuFTUHVqG4joIX66j+hPV5o38pULM4mwk1qmLaZnx8Rx92DQr29nFbr3XX14+L9VsfW1stOp9XYuBAg2vFJGfb9mdIIZyLpyYPN8QgfHDDJGc1NbWy/1Su7P4uWx4xh8Hk0bJpWaJEDunvaEyPFAFFQBFQBBQBRUAR8GME/JIY+PF6uTQ1JQYOmEgMLqQXyFcHMyUn/5GMj42Qd9ZNaqIJeFFdY8yI9h7LAcGrlUWzYmTDkkQZENLH0ZgeKQKKgCKgCCgCioAi4McIKDHww8VVYtBwUdNyiiD0X5fU60UyDsnN3lk7URLHRDSo9LiiSr48kCGHEL2oT59esvKlcbJ2UaIEB3tOk9OgQ32jCCgCioAioAgoAoqAjyGgxMDHFsQTw1Fi0BDFnPyH8s13Vi6DqKED5ftrJhgfAudahQ+eyBcgBqcu35awQSGyemGcLJ87zrmKHisCioAioAgoAoqAIuDXCCgx8MPlVWLQcFHvFJUhl0GOCVkaAZ+BN1aOlwXTYxpUyr39EBqDdEQmKpToEYNk7ZIEzWHQACF9owgoAoqAIqAIKAL+joASAz9cYSUGDRf1waMK2Y9cBjtgTjSgfx9ZtyReVi+IhwO5w0woNavQ5DDIyH0g4+MiZcPSRJmAkKVaFAFFQBFQBBQBRUARCBQElBj44UorMWi4qAxT+t25m9AIZJoTS+aMNTkKevcMrq946spt2f5tpty8+0hmToxCRKJkGRM1uP68HigCioAioAgoAoqAIuDvCCgx8MMVVmLQcFErKp/LaQj+XzCXAUKRUvB/d8NU6d/PymVQjVClTIK2C6FKi0qeyEKYGW1anqShShvCqO8UAUVAEVAEFAFFwM8RUGLghwusxKDhoj5DxuOLGQUm6tCtgjJJRsjS//L2TBk0oJ/JR1FZ9UJ2fpclB0/lSWXVc1kKp+N1i+NlYP++DRvSd4qAIqAIKAKKgCKgCPgxAkoM/HBxlRg0XFQmL0vPKzbE4GpWEZyLB8t/e2eWREWGGj8DahG27kuXExfzpR8yIr+CUKXL5sZKvz49Gzak7xQBRUARUAQUAUVAEfBjBJQY+OHiKjFouqh5dx7J14cz5eTF2xIZFvL/t3duv7ckVR2vvc8Mw2UOODgckZlRmHEGcRLAAdGRqAiJmnghMcHEJ9+8PPAv8L8YJPFBHkTUOD5gxKAYARky3BIQFRmEIMKRGVB+v5/1XavXrurb3v27nb1396dPzq+7q6uqqz6ratVa1dW90+++64n0+CO30nq9ysuHvpPe+4FPpo9/9qvpwfw501/9hUfTz77xoXTXjXU/I0IgAAEIQAACEIDATAngGMxQsDgGfaF+5eu301Mf+WL+ZOkX00tefHf+ZOnj6W0/9ep0IzsG+p2D9/7ZJ5N/kej+9Otveyy98bWvbH21qJ8jIRCAAAQgAAEIQGBeBHAM5iVPqw2OQV+o3/z28+lvP/Zv+ctDn02nZ2d5udAj6V2/9Hi6+6510heJ3v/Xn0n/8Z/fzi8mP5B/8fix9GM/8vJ+JoRAAAIQgAAEIACBGRPAMZihcHEM+kJ9Pr9g/LFnvpL+6IOfSt+6/d30ltc/kH7vXW/K7xHcnV88/lz6yw9/IT33/P+mt73lNelXstPwyvvv7WdCCAQgAAEIQAACEJgxARyDGQoXx6Av1JOTs/TpL34t/eEHnk5ffvZb6bWvuT/9/m+9Ob38ZS9K7/vzp9OH89OEu/PvGvxafr/g7T/96nTvi+/pZ0IIBCAAAQhAAAIQmDEBHIMZChfHoC/UvHoofSn/eNmfPPVM+qdnnk2v+IGXpD/47Tel+176InuK8PTnvppu/eC96Tff8ePpyTc8mG7w4nEfIiEQgAAEIAABCMyaAI7BDMWLYzAsVH196KmPfCF98G8+n15w9430O+98Q3rpzXvS+5/6rP3i8etf+0PpN37xMfta0XAOhEIAAhCAAAQgAIH5EsAxmKFscQyGhXr7O99L//ipr6T3ffDp9Nx3v59+7k0PpZfdfGH6u4//e/5F5O/l3y542N4veNWtm8MZEAoBCEAAAhCAAARmTADHYIbCxTEYFqp+Afnz//qN/JsFT6d/+fI30637b+aXj2+kZ792O92bf+X4nW9/LL31Jx/Kv3jM+wXDBAmFAAQgAAEIQGDOBHAMZihdHINhoeozpV/7xnfSn37oc+lDH/1S/p2ClNb5z/dPTtPjj94yx+AnHr5lnzAdzoFQCEAAAhCAAAQgMF8COAYzlC2OwbhQn/vu/6VPfObZ9Md/8Uz+xeP/yb9pkGw50S+/9eH0829+dbr18pek7C+wQQACEIAABCAAgcURwDGYochxDMaFepo9gf/61vPpr/JLyJ/4zFfTSX5a8OiP3pfe8TMPp9c8cJ+9lDyemisQgAAEIAABCEBgvgRwDGYoWxyD7UI9yc7BN/77ufTpL3zdlhE98tB96YdfcTO98AV3bU/IVQhAAAIQgAAEIDBjAjgGMxQujsE0oerpgbb1msVD04gRCwIQgAAEIACBORPAMZihdHEMZihUqgQBCEAAAhCAAASumQCOwTUD3kf2OAb7oM49IQABCEAAAhCAwHETwDE4bvkNlh7HYBALgRCAAAQgAAEIQAACWwjgGGyBc6yXcAyOVXKUGwIQgAAEIAABCOyPAI7B/thf251xDK4NLRlDAAIQgAAEIACB2RLAMZihaHEMZihUqgQBCEAAAhCAAASumQCOwTUD3kf2OAb7oM49IQABCEAAAhCAwHETwDE4bvkNlh7HYBALgRCAAAQgAAEIQAACWwjgGGyBc6yXcAyOVXKUGwIQgAAEIAABCOyPAI7B/thf251xDK4NLRlDAAIQgAAEIACB2RLAMZihaHEMZihUqgQBCEAAAhCAAASumQCOwTUD3kf2OAb7oM49IQABCEAAAhCAwHETwDE4bvkNlr52DN7znvekJ598cjAegRCAAAQgAAEIQAACEAgCf/8PH02rRx593VkEsJ8DgbN01zqlBx54VXr3u9+dnnjiiTlUijpAAAIQgAAEIAABCFwjgY9/4p9xDK6R756yPk03Vindc88L0oMPPphu3ry5p3JwWwhAAAIQgAAEIACBYyFw+/ZtHINjEdbUcmop0SqdpvVqldbrdVrlPRsEIAABCEAAAhCAAAS2ETg7yzYkS4m2ITrGa1mojS8gAbNBAAIQgAAEIAABCEBgCgEcgymUiAMBCEAAAhCAAAQgAIGZE8AxmLmAqR4EIAABCEAAAhCAAASmEMAxmEKJOBCAAAQgAAEIQAACEJg5ARyDmQuY6kEAAhCAAAQgAAEIQGAKARyDKZSIAwEIQAACEIAABCAAgZkTwDGYuYCpHgQgAAEIQAACEIAABKYQwDGYQok4EIAABCAAAQhAAAIQmDkBHIOZC5jqQQACEIAABCAAAQhAYAoBHIMplIgDAQhAAAIQgAAEIACBmRPAMZi5gKkeBCAAAQhAAAIQgAAEphDAMZhCiTgQgAAEIAABCEAAAhCYOQEcg5kLmOpBAAIQgAAEIAABCEBgCgEcgymUiAMBCCyYwFmu+2rB9afqEIAABJZEYNk6H8dgSW39Wup61phMuSOZ7eQG1Jn6FcbUlRJfGVoDm87Odhuqq1WOK0FsooZsNgFXWr45Zebs1ITFMO8yfGvTLgQ/HqlwK63i5PQSQvQUnbGNExA/tdAzB+cRc3s3jKUxj2QQlCW0iNLIrgTEBfYTCFh7Fn2TwQbqQMrMfnPZpeVCCP4DSQjaENhw3oS0D1a5/UoHRQuvr7a5N+w3cTdCqZNw3CHgDMWu8FODnmLLuOyUYaTN6Sz/42SPY2DC489FCPgA3nQEU1feCXxAX6VTM16Ps2NchMd1pxHvdTrNt1mnE8M+zFYKTmpJ/1vGVWMY2ZUJjsV11+cQ8w92ruBFyhW8SEe73tCNpl9VpPSJSBuRlEMjlQiq0nHoBIxQ4xgEk9KGg99Yu/c2L0l5DMUP2NvTxr3YtwlEe3aS0unrdoTNWdZNHbnFJUnAJIPOCSS9vet2JxUtthtJuug0X9Qo0N7E3rWL2rviaQt9Bfs2raGz0s6DWx1ru+7IUmkc4vmwxzGo5c/xZAJuQOUOYepHf7VJIalzhJLCORCVq9jaA8d2ruuV5OKbDTX6kwNcLpKQS2nKU4cmm8XsupytJW/42RBrMHXkjm+N5izdyMaRDy0+mNh0U4t9DDJ1Oo5FoMteJDVLba3VGLrZY1LoGZlumCquyazqAdHuld2JpVMI224CYeybJKy9941S5VLiFe3vuTetPZ/IfFpvfdLmKZb5N9q+a4/MoNe+xcXbv1iWLRO3CSNv+S6pfD1Pc5dJDrHPkhjMs+S01CPxUzt1gn7kasSnhTxkmKGn9fHWc3HZKI2OPFcd5RAXzlFgxjE4CjEdXiF9dui0afhS+N4hVNKu0zA+y3R49Tq8EjXqppqNU8jY0xgfJPRUwVWTpd4opPYAPpbH4TG4MyWKAULkjM2qa8hkmjYIC2h3oGizlQFVDwStvG2Q6M763Zk6Hu5dtvPTEOs6x42jbtt1Z3j4Ws3e+w7sp7QD51YmGcRc7bq9mYaxfhE6x/ajOqebvp3bUs+kTdS+iwFfxtNtTIo+SlXaSBF9xg3Ubp+JWEveh61SnAIZ8G32RbdknW66O4gFX5ebnuSHzle+jUTyvhmLO/lGLoe4xzE4RKkceJnU6NVZ1At8FqjdkVT8WmExS3cxgdYGjZSLb8PGT1yzoTsPMD5cF0UVJYg8pQg1yHeVYMRb4t7ZVE7VoCL3wcD4tQwlPS1QWg0HNzYDRM3R+4Sc6XHHro6/rGNxDfb9disWzk/tVvTrATzYd521QjBkq140Jp8SmyPn5aRFw7i12nswqo2jYX1i40U6aeQ2HCdyW+reloia3j4Pn2Cv/pDb9cAyL2evfuWTHTnFUhEP1jv0glp4W6fU0Z2zx8kkm3FhlfVVlpalG2PfaKTROPVdDukYx+CQpHE0ZVFH0dyGzXMMGkFSROo06nhjzsPRVHcPBTU1ldlpb8NzVkZS8n4+bFjWg7mU19Ag4HnYvJSkY3FilmMP1TyoW26UuCCZ0zRcvJhB8hlUxV3ZbJ/Si+nQIKGcJB/1CfWNExvElZatEJC+KANvCY+j2gGQAeXhzjXYuzwiReyVr2Zk09kp+iigjOyLjsi4XCCmKYaeGEiDyEBSH9g2I31jHexzigEDdqQoCwnWeCrN0cwxN4bnrsqHPtEIIaaeQz/VOrNf5c6i7rJNRv2U8w/xyQjxGx4vC4FG2ZiUpMutxXu/0N+RNl1kdFzscQyK5DmaSKAeiM3UiT7TSW8DcR6GfdBgpqKDZ+upGakaKbLS0Qtn2vvgMW4AlUE6Zo8sAyVubZKf8lee2+TXSrSYk2jMY+xMIpmGBtoyIIThc5aXH52eDqdVGpehP3oeG0wWg/pcFc20G8fKuDeOWz1AW6seGaDF/oZUUHYMtsc7V6FmGTmMJXOOcxs3vZL1xaBj0Jo1VbsfbvtunMJ+uMH4MiKfaJNO8Vhq28Ezwur0JpfGKbM+MeJQhM5RtjgGNUHXx6bLe45VJuoC2MijTum6PCZHJbPhdl90Vk5hzsdwvHbe+z/DMdi/DI6sBMW4kVHpima4CrsetQ2nItQJ9A3UNk8pmLaSkbGvQWCX4VMrKwaK87U3d6psGBbtZkDQTLbktetxfek7xr33DsP5yrKE2D42O28ZQu6WtQfi9hOc8QmIiLerfyyB61gdvX23Jw1Cr6jNSufXWzDdtTbedU44Bn3dVee5tONgo7btWl8ttN6ayaGOvvB0u58EuExLzmNGbH3HZRy7PlZdTcNkRM7UQ4o8+g6V9QQba6Xz1SfaElMOvoXOz3lIviMORMQ+lD2OwaFI4mjKEQ1dCmmXY2AxTNmdnt04mhoeakF3OgY2oxqDb3sAr+skpSYFqO2YZjHqOuzjuD87HQZO6RMaJLrDel3WMKQUZ2zJUR1/yccx0+kM3ACSRrEB25tvbsc686VxQ4Zrzc8Hfe8fymdoFraOv7RjsbS17rnitRETbbbLt7CXYdU3nmp+NXtzikcNqTrVMo6Dr2rrzdodhDA1fe8TPnW79f4R+l6xIkWbm9ibzs/BtVzbsZZ4Jr0tJ1ibs7O/uWGHbnBJOPu63Xp7dmltf4dS9/AR4ZjY4xh4q+DvOQiEIvOGvsUA3RiqUnjDL2Se47aLj3pVjoGkIWWlvQ80wwPK4oFXANwIMnM+jyEaOGTYBzcfYHRWniJUiavD6Ds4BhWUkUO1dzF1yu4Y6MzMnIa9y+XE4uxi3zZOx/XWSHFmHewcZST1dUIYoF3HQECiPfu1Iq0urDb78XjddEs4d+NU+tgNUjcjvdWr/s4/9HXond1LS4Od9RjT91m6ud94/nF1ufti3LuBb3rFNInLQX1C/cEnHmqnSu/7aeSUUyaH2CcrhkgqnhM/rnctcQyGpEnYFgJuVKqxW5exTjEcvd15eGIwTGl66C7HIAZwV0XbZkTdkO0aWdNLsrSY4iVascSiUfU+nmQYzlPjyC7jNAyp3TJaGuOh+jpgH6C9tYp1t92uV+4YZClUzlo/v6KPZFzhGNSEat1Rz4wqTlwbcwwkE2vPW5jW7D1uMXzrcizxOAxQn6Ue5hL8xCc+XFCPB2r7McvdZehpJaP8L8tI/NmyFjHjXvqkab8y4TeTPYVQsPeY4tx2DLZNeiotjkFhydFsCcgI8sbOQHxnhVwPBN3BWyUpCmy74VOUVT0Lcmfrcjx3K+1dZVbL77KP2VYNADgG1ydZG2A3uqe08fw74HqIM4G9Sa+RIY5BSKqtN2Q0tg3H0Dtdx6Bu9+cZCxR3zIiNMrHvEui+x+QvhWss9tF4nKnLV/Gy/uKJwQas6xN/KrmdYRkDPLZ0h7X4SexxDDbIOZgzgXrWc9vMW3vAYSC+bJuIAXrIOFXebd79AT7uHwOFzt2QjSvs2wTKgKBB1VZg20HXcJIpZQvrdhindX6audNg7jm378vZGIFuH9CXQ1ZnUx0Dl5H3H/SRM67bZDi9hb5pkcoZMwOq6gMXGwvGdVO5M0ddAsHaWvFm1hrHoMtp+nlp+1MndGrHQDpfmt/1+PBdNda6Y3Bck3AsJRqWJ6FbCKhDxExFd/a0ThaPoBmIayoXP+4aRb2ZPc1fTPh8Xe1A+EDfNnQvXsL5pCwKXVaQDwHbPi9aBm0Z+2M8y0CkwcT7znyY3YmalLbrc3ZirbW+Ct+lZ0JGu+LdiXocyj28nbu54y5qv+3KsIlN7LSF3tilkyLd1HgRn32fQLRfdwzWzURQ8yRA5ueI3vE+szte/47zDvG2by1ZGiTzG58sCPZFd5gGtyHYHYN+vxE99R3ZQdr8HsPxLMIB/cExOCBhHEtRimOQG7t1pqHG7h1CHWNXpzuWeu+7nLsH11BCGgTGDdS2wybZDclv37Xd5/1L23XVrlasgWO8TG2mwwNMDEQyq7bJZ/wuc74SbTdrlxEDR7X3gdZn6mKg3d0vnFsM7rtmB+dMuVs3a5P5tx2yldm9tDkX89jUD7TFhJD1jAmTEcFe7X6bfOM+S9n7cqzGaDfMw3LweN2X7KPPFEdtiFthb71nqx4bSj/XMGdqWsRsFD0RHtbxzln0SvsdCuuTajtlY/n30+07BMdg3xI4yvtX6x1HDVB1HHU6ecrjRupRVn9Phd5tAE1RVh7HjdOs6rbMkuypmnu9rRs6PoskM9RbsDhtL5YPAP6VirGX0abE2X6X+V4tbMIxGDKQslzy7FvWJvlfiVfSjk9UKM4qG8AyBk75QlqnIalxi3e/kYfh6kaR/naNm9A54qp+Miw3Hwu8Pw3H6RRpIadhnJo+zuzEd2iLNq5rZTx19tvThnx2v/80dN+5h1mLtBn9obYdtQ97p93G6/FYchsaI2qnbNuy67jToexxDA5FEkdVjqJsfIDuKrPF+Ce4AAANcElEQVS47kNNzC4dVRUPsLC1IhpjagZQHjq0DRmoLUVoA9HQQH6Alb8jRYp228zgmbKfyqdOOzQr6tdtEDcDqttn7kgFD/YmbvjIMA2jv88n2q6bsG3G8QJy7TBEZcP40tAvo1SGFdt0AqF3pHNyK+4llPHjmn7YuIr0cj62f/O9l/UiAmrjUXz7BmZbt6iNR5xga2EDjplfd4zjjtsiMI9UsmabdUNnoqylOzLf9rirtD51VJw1v43SqU+oR+jw2NjjGLgc+XtuAvKiwwCN5p+7QNZYbpz6LJQpupx3KLJz34YEGwL1INBWUJso+aAounrGWzEkJakobaayOkrQLiz4T/B1PjI8d8Ew7b+JVAxX7w9m5uY/Prj4IOF/8/VsZLG1CZRZUW+pYqVWq9Za9ErTijttV6G+ltcdC2/fbfbK69gG6Dah/ZzFMrkxx6DWOdG+xVov1uszv6ZzJEL75V7afVeKarvSPd7S7SxHCU75WvOkS/qkv3S3tHvlm882aT0npeJpgdiMbUXviJQb//qogbZGY+TwfC3rHF0vm87yfz2NzIHuHPhV/7y1UinPkJudHsUfHIOjENNhFtI6RKO0+iVkEO4zuVyIiJrxkwfYE7PvayVV8q5nOarQfNjMhG+eFAynL2mWdOQDrBR92YJPHRZXY9jN++py7VxEzNg3w0iOH/nGFfYiUDtQPpxaaANHkIeZNxGaAdoNrAgrex/wfQgvoRztJlDPaHdnVCO1G0fewiMs9uoffqX/tCHiLHvvrTIYFhbSE66z9XHS2vAscXQkdyDnYUti2ld0Vpxh9E6fjoc4+67uKPyN8KDeblr2IHsfTcYn8cZKs/9wHIP9y+BoS6CBvMwKVdaRDeC6hiK6SuGaWZQVkKkiw72d79BAo2RuyG5Pe5XlPo68XME3E0WTiuwGT9/YsQE6X6zzmiqzSTeeeSRvt6pk0SnT+Tl3H5IDlJwCHdPmg8h59rXeMeesiKWTTZ+9R805MBZ0WA2dOj8p6Ivojr7e8V4A+yHWQ2GZuzlY0hPechWibRfDvs46bvY4BiZ2/lwNAXUmBt+rYTmWy0UYXyTN2P3nHu4DwrRa0tancbpMLNruZeiR9lgJ0O6PVXJzKDeOwRykSB0gAAEIQAACEIAABCBwSQI4BpcESHIIQAACEIAABCAAAQjMgQCOwRykSB0gAAEIQAACEIAABCBwSQI4BpcESHIIQAACEIAABCAAAQjMgQCOwRykSB0gAAEIQAACEIAABCBwSQI4BpcESHIIQAACEIAABCAAAQjMgQCOwRykSB0gAAEIQAACEIAABCBwSQI4BpcESHIIQAACEIAABCAAAQjMgQCOwRykSB0gAAEIXBEB/9XV/Avb9ltv5/kRN/9xOKXf9UuhV1TUK8vGy+zl50carwwrGUEAAkdIAMfgCIVGkSEAAQhcBwEZyKt0Zv+Vv45Oz6Y5B6vVaZOuyWFiuuuox/ny9PquVv5rs6dn6/MlJzYEIACBGRHAMZiRMKkKBCAAgcsScOegGPl2tMPIl1EdDoU7E8dkXHvZ17kOx1f2y0qb9BCAAATaBHAM2jw4gwAEILB4Al1D30znEefgPHEPEyyOwWHKhVJBAAL7IIBjsA/q3BMCEIDAgRPQDLqeAmhBkc+ka0lRd1nRWVI8xdksQhpxIHKEA91wDA5UMBQLAhDYAwEcgz1A55YQgAAEDp1A/b6BXAO9UJzdgKrY2aDOTsFa13KoHR2dU6Dq4BhUQuUQAhBYOAEcg4U3AKoPAQhAYIxAe5lQal5EDufg1J4W6BnC+BOFsZzrcLkV2rpPIzy0/3dXfL9e59YPqXPd5Rjsul/kNT2efwUp17gp5Pm+ACWHLO7pe0+v486FdjTOIAABCOwkgGOwExERIAABCCyXgL1UbF8cqh2AlJ0CvZZch13EKHWj3AzlnNu2z5y6Mezx7W/n6YSux9Inl1YY6jpT2ZqrnXTbnxjICNfdcix7YjJcRy9b4TFUj7r8lp89Zyn5eZ2irNq3t3769nU5B17Skmc7BmcQgAAEdhPAMdjNiBgQgAAEFk1AnyLVkiFtbnyGmZ0/ZyqDu2dsT8Xl7yjIZFe+/mnUYcM2li1FGerPqNbX/Hp9/yixyq6nHnriUd9D170cXoZ4IuJ53Fid2IERGKmnOyUnlutQPL+uu/u9nGQpg7ssfnWMgb/zcWp16Jffy+rlV74lb7/CXwhAAALTCOAYTONELAhAAAKLJRCGrdyAsl3WKfCcwijX2TYnw41/3b9939ooj1n9tuGdzeXmXQjdQzPrp+mGDpvNjfWhz5Uq73VqHAN7YtB2GiIHj6eynZlzo/ctYivs3DHoGu+67jVXzdxB8vc1IoccbuV3p6B7TbFqhrpeO00lF44gAAEI7CaAY7CbETEgAAEILJ6AjFM3yRsUKzdAy/r2iyLKpqzlHU8NilFdchyOY0b1mb/r0DW4S1od1em7Tw2u2zHw/MeM/ihny3kR6erpRCZtzoHXcYxPOBZRv8iZPQQgAIHpBHAMprMiJgQgAIHFEqhnxR2C3IS8wMin5y/FpZ4R7y/1cYPXf1m5/bRAN1VaGf4WqzKmda3eYimO4p1YvFhuc82OQWPUrxq3anzZVbscmvl3trVTI4dhyDEQh1Lbq5BJyY0jCEBgSQRwDJYkbeoKAQhA4IIE/GXjthcwtJ7+Itn70wg3jGUQ17Plyi/ecWhM53M7I3X+d9oxCG67y147BjHr79Z+1F8sPJbC8zOItjh0mQ0CEIDApQjgGFwKH4khAAEIzJ9AzOjLGDWDtDFPfa5eM9vVdPWFcJRZ8ZSXKJ2clvxqo97fQdg1Y95Yy9lqjll0z61Y0W2HpjbI2zPy/pTk4u8YKH3zjMOo6E7bN4+hktZPTrwc/g6D0ntNIi8tUsphFhhhisUGAQhA4PwEcAzOz4wUEIAABBZDoDbMGxM6111HMtNjBjuWvVwcizsf2brNmeqJQTgb4ZTYvRU+aFy7Y6G7u2nsprM7MV4mcxKaKfY75RiITrw/cR4yzrkwsHrlijUuQD7tUqiutJZJneeuxIUABCCQ9cwjj74uNCg8IAABCEAAAhsC9Yx311iNJTKKrGtja983me04aN/LlxO1w4bvYa5C85sKYTpHmeKW8gfWZlj7V5Uu5BjYmn93OyLf2Hs5m8+VmvMSTzWKY2D8bLQdzsPLHDnGfiiuOwW6p8hrc7fADs1dOxt5D8Fj8BcCEIDAOAEcg3E2XIEABCCwYALFqBWEtjGdjdFsmOprOWGcdq9fBFzr6UDOXetj4onFcP6ljGZ4y0QeMb7Ly8fdunhKXddR7eB4Haf9jkGwsKcdKrtt7fLVeV+ETz+N+HioOUiNozDMqp+aEAhAAAJdAjgGXSKcQwACEIBAY5BvXy60Wf6TDdJimA/Nck8DKiM3fzMo/3fjPRwDhfoLyd28z9KN/LRAWzbBmzh22vsTTzjkN9Tr95VSRvWQY6BMPP/+7xPUNwiHRmFdx6DOW2VsVjPVyavjYujHUipdVP6+hePTnFY7v880FlUyDiEAAQi0COAYtHBwAgEIQAACMUsvY3OXwV/W0MeMu4z3rgE/jak7BvaKsd03nkbISFY5uvm2DHKZ9yNLaLw+7uSoJCetXz/e4Riss7GdrXnFGpvxr78a1HYMVOKcslnqZI6BlXOIhzsnqqXfKxhGuMow7vx07+OO1NB9CIMABCAwTgDHYJwNVyAAAQgsjkDbOJdNnGe5szG7baudAzPrRwz0bXnEtTD2NUfuRrIM5eEvH0VcpVUZ7b+9fBu55TyaH0/T1djaS2085egTg3VOl39ETalVDjP1m6x8GY/SF6ej6xhYqqYMSut8VJKaaVN6i6enJbm0G4bFMSjp67Q5NJ82OVu+nr4dR3dkgwAEILCLAI7BLkJchwAEILAgAm7k+5IUN3JlYG43MmvD1Azo1gu454OnvGK9vlI2Zrsm7Qe3WCJU4urIy1ucAU8ctdjuGChWxMxH+bA2ur08uofHKvdQyNiSo2LcR0k29bH8lZdfMTfDnJu6DOYaWf6b9CpjPlH57MBIOa+xJxuKyQYBCEBgGwEcg210uAYBCEBgQQTq2fUhA3UbCjOe67XwNsu/LcX4tXWepV/Z8h1fPlOvt++mKoa7rii+b7KXayNahng82ZCZXZbauKk/9sTADO/8xMDvE7lH3rqXZvfz7xo3TwXaToeXxWJtnhrofv2tlHX4PQQ5DnGPfmp3CNy9UHmGYhAGAQhAYDcBHIPdjIgBAQhAYBEEZHjalndhqE6teJm5jhSXMVDdeD5PGbzsXnAvi0zpXI9qadGmfp1wr61iy2QfMttzsAxzM87Ldc9f1xQmw92PtxnmwUn7s1Ol8XIqZV1Wnfe3uMdQPRW7lK2flhAIQAACuwngGOxmRAwIQAACEIDAlRIwx0CeBRsEIACBAyKAY3BAwqAoEIAABCAAAQhAAAIQ2BcBHIN9kee+EIAABCAAAQhAAAIQOCACOAYHJAyKAgEIQAACEIAABCAAgX0RwDHYF3nuCwEIQAACEIAABCAAgQMigGNwQMKgKBCAAAQgAAEIQAACENgXgf8H01LKZsm4hmIAAAAASUVORK5CYII=",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Image(filename=\"example.png\")"
]
},
{
"cell_type": "markdown",
"id": "e242841c-4a05-48b8-be6b-f70a10759e73",
"metadata": {},
"source": [
"### The Fix: set `matplotlib` figure facecolor to opaque"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "3de50fbc-4825-402f-918e-f3b0d0922223",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(12, 8))\n",
"\n",
"##################################\n",
"## Set axes face color\n",
"# ax.patch.set_facecolor(\"pink\")\n",
"## Set figure face color\n",
"# fig.patch.set_facecolor(\"xkcd:pale turquoise\")\n",
"## Set figure background opaque (solution you want)\n",
"fig.patch.set_facecolor(\"white\")\n",
"##################################\n",
"\n",
"ax.plot(x, y)\n",
"ax.axhline(0, color=\"black\", alpha=0.25)\n",
"\n",
"ax.set_title(\"Explanation of fig vs ax facecolors\")\n",
"ax.set_xlabel(\"X values\")\n",
"ax.set_ylabel(\"Y values\")\n",
"\n",
"sns.despine()\n",
"fig.tight_layout()\n",
"\n",
"##################################\n",
"# Fixes background when saving as a file\n",
"# Should work if you set the facecolor above\n",
"fig.savefig(\"fixed-1.png\")\n",
"# Turn off transparency\n",
"fig.savefig(\"fixed-2.png\", transparent=False)\n",
"# Set saved facecolor explicitly\n",
"fig.savefig(\"fixed-3.png\", facecolor=\"white\")\n",
"##################################"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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