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@kuanb
Created August 25, 2020 19:16
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Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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FlStXUFVVlWtV7enTp/H09KRDhw4cO3aMvLw8mX7p999/v8FgVgORSIS3tzeZmZlv1Q+2tLTkgw8+4OnTp2WmZy5fvkxgYCAbN25k2LBhREZG4uvri0Qi4fr16/Tu3fuNBvP58+fljp5roPrUyDxMqbbmggULuHHjBu+//z7Dhw+nWbNmFV7DwMAAU1NTGW+vusTGxjJv3jxWrFiBWCzm008/RUNDg127dlXo+QkJCfzxxx9s2bKFjh07MnnyZBwcHBCLS84dSkpKtGrVipYtW3LmzBkkEgk3b96kXbt2QEm/5asTL/4rtGnTpsJG7/r16/z444+sXr2axo0bM3XqVD788MNa7WH08vKSyXt7enpy/PhxmcNRt27duH79ermGTFFREU9PT8LDw9/4WkpKSri6urJt2zYuX75McXExL1684MiRIyxcuJDMzEzGjh1LSEiIzGCDynLt2jU2bdrEo0ePyMjI4PTp08LPMjIymD17Nr169UIkahiRW1n++usvNm7cyP79+xk/fnyZ12hqajJy5Eg+/PBDEhISWL58eZnXJSYmIhaLUVZW5tGjRygoKJCfn4+vry/bt29HS0vrjWPxUlNTGzzMGkTuWrKvUlRUxNmzZ4mOjsbOzo7Bgwfz+PFjwsPD3+plhYaG8vjx47dWhVWFe/fusWzZMvT19WncuHGli03u3bvHypUrMTMzw9PTE29vb5KSkvj6668xNDTk1KlTvHz5Eii5UTk6OnLmzBlSUlJwcXGR+/up7zRr1kyYGVlRbt26xfz582nRogWBgYFMmTKF+/fvs2XLlhptxbCwsEBXV1fwLg0NDTEzM2Pjxo3CNWpqajg6Or6x183W1pbU1FTu37//xtdzdHQkISGBJ0+elPqZ1HBKi4PGjh3LjRs3OHr0aLV/BxEREejq6hIVFcXvv/+Oo6MjTk5OdOvWjUuXLsn1oPpvRiQSCZKdAB999BH3798XJO20tbVp3ry5MM3mt99+e+Nnori4mFOnTuHi4sLhw4cZNmwY4eHh9O7dm3379pGQkICvr2+5rWiPHj1qKPqpQWrlOCk1nAsWLODatWu89957jBgxQuhBeh19fX2aNWvGtm3banRfT58+rVYPZGJiIn///Td//vkn/v7+QnWss7Mztra2QElIzs3NjQ8//JDs7GwaN25cSjvy346enp4gI1dZ7t69y8KFC4UK6MmTJ/PJJ59gYGAgrP16VXJ1eN27dHd35+TJkzKFWi4uLty4ceON3qWHh0eFvcu3XSdtR1mwYAHp6el88sknhIaGoq+vX8l3V4JYLKZ169Z8++23zJ8/n4yMDA4ePMjMmTM5c+YMXbp0afBSKohEIpEJkd69e5f27dtja2tL27ZtMTAw4OLFi8ydO5e5c+e+9QAFEB0dTcuWLXn58iWJiYkoKCiQl5dHYGAgW7duRV9fv9xIVVJSEiKRqCFSUEPUqIf5OkVFRZw7d44LFy5ga2vLe++9R1paGmFhYTIfpNDQUFJTU0lKSqrN7VWZJ0+eEBUVhaenJ1ASkh48eDA2NjZ07NiRfv360a9fPz766COaNWvGyJEj+fjjjyscCn6XeVPBT2VISEhg8eLFNGvWjODgYCZNmoSenh4BAQEoKSkxa9asag8rb968uYx3qa+vj5WVlSCEDSW9c05OTm9sD7K1tSUtLe2tN8euXbty//79CleAS9tRoqKiZPo4IyIi6NevH61bt2bTpk1vzHEB+Pv78/LlyzL7lKXRgPpQqfwuYGJiwsmTJ3n+/Dm7du1i3bp11RZvyc/P59SpU3h5eXHkyBFGjRrF/v37CQ4OZteuXWRmZtK5c+cyOxGk0TIDA4OG1qEaoFYNppSioiLOnz9PTEwMtra2DBgwgKdPn6KhocHHH3+MoqIiw4cPr4utVZlt27bh6+tLRkYGK1as4OjRo7Rq1YoRI0YI11haWgpfz58/n/T0dNLT03n48CFPnz4ts9fzXcfKygqJRCK3huqkpCSWLFmCsbEx4eHhKCkpATB58uRqG8zX+y7d3d05c+aMEF6HEu/y5s2b5YZEpd7l24T4lZSU6N69O6tWrar0Pl/v4/z111/x8vICYNCgQXTp0oW0tLQynysSiejcuXOZms/a2tqYmZnx+++/V3pP/0U8PDz4559/UFVVJTo6mrVr18rtb/jq1ascPnyYefPmER0dzYkTJwSR/+fPn78xqlJQUICJiUmDwawB6tRvlxrORYsWERcXx/Tp02natCkGBgZvFDOvj/j5+bFjxw6CgoI4dOgQ+fn5XL16VSb39eqp/fnz52hpaWFtbc2IESOYOXMmo0ePpm/fvtjY2GBgYCAzteBdpU2bNkJbjTx58OABsbGxwvfVaV8CMDc3R09PT5DAa9SoEe3bt+fUqVPCNSoqKjg7O79RnMPW1panT5++1bt0cHAgKSmpWhXg0j7OVyMxWlpadOzYsdzn9O3bl8LCQplhBlICAwPJyMggISGhynv6LzFkyBBBrcfOzq7cFFNVGDFiBM2aNaNRo0Z4eXnRv39/9uzZQ+vWrUlPT39jEdzLly9p0qSJ3PbSwP9TJx7m6xQVFXHhwgUkEonQYN28eXPMzc0rFPOvawwMDDAxMSmz8u3nn3/mxo0bBAcHC0l8IyMjBg0axN27d4Xr1NXVMTY2xsTEhLZt2+Lt7Y2WlhYPHz4kJSVF+C81NfWdGp5tZmZWYyfdPXv2YGxszLVr15g3b1611nq979LNzY3z58/LHHJcXFy4detWtb1LsVhM9+7dS0kqVpUNGzYQEhKCpqYmN2/exNXVFUNDQ8LDw2WkKkUiEQ4ODqUMfo8ePVi6dCkaGhp8/fXXctnTf4EbN24QEBAA/L80qLzuV6+Lm9y7d4/GjRuTnp6OsbExOjo6iESiMu8F2dnZQo6/AflSLwwmlPwjb9u2jV69enH79m1+/vlnBgwYIOQ463Pv4tsqesPDw8nNzcXU1JSgoCBmzZpVKj+bm5tLXFyczNQTVVVVwYi2atUKDw8PtLW1efToEQ8ePBCM6OPHj+utEdXX15fxBOWFSCSibdu2TJ8+nWPHjlVrLXNzc/T19QXvUlNTExsbGxYvXixcI/Uuf/vtt3LXqYx3mZKSIrcK8PPnz+Pg4ECzZs2E37WTkxOjR4/m7t27RERE4OXlha+vL9nZ2Rw9elTm+UuWLKFp06ZASZXnP//8I5d9/dv5+++/cXNz486dO9y5c4fQ0FDU1NTK9N4ry44dOwgJCUFLS4uYmBhWr17NRx99xKZNmxgxYgQFBQX07duXPXv2lHrugwcPaN68ebX30EBp6o3B1NbW5vnz5/j4+AjTRg4cOCAUB6WmptZLwymt6H3bOJ2bN2/i5eWFRCIhJSUFMzOzN44Eg5JcVXx8vEyFqYqKCsbGxhgbG2NpaYmrq6sgpSU1oA8ePODRo0dliirUJvIq+CmLvn37UlRUVG1jCaUrY11dXbl06ZKM4ICzszN37tx5Y26wot6lm5ubjAiCPHj06JFM686xY8c4ffo0Tk5OLF68mD59+gAl4TpTU1OZEParoh3/RdnGqtK/f3+OHj3KokWLgJKcd58+fYiNja2WSpWCggI9evTg008/5cKFC0yePBl1dXVu375Ns2bNePz4Maqqqjg6OnLgwIFSoivXrl3DxsamOm+tgXKoNwYzJCSE9PR0mdFcrxcH1TfDaW5uzoABA3jy5Mlbc2jp6elCbiE+Pp4WLVq81WCWxcuXL0lISJDJMykpKQmeaPPmzXF2dhYmx7wazn306FGtjtSSFvzIQ97tVUQiEV27dn1rO0ZFMDc3p3HjxoJ3qaamhp2dnUwBkYqKCi4uLqxYsaLcdSrqXdrZ2QnRgZomPz+fY8eOCQVBUPJeunTpIvN5/fjjj5k/fz75+flMnDhRLq/t4uJCz549OXXqFIcOHZLLmvUJa2trTExM+Omnn4THIiMjsbOzY+TIkSxdurTKa3fs2BFFRUXOnz9PcXExYWFh+Pj4sG3bNsaMGcPatWv5+OOPycvLIzg4uNQh7ebNm4hEIgwMDGpketR/mXphMNXV1WnZsmW5p+76aDinTJnCV199hUQi4dtvv63Qc6SG8u7du/j4+MhtLwUFBdy/f1/mZq2kpETTpk0xMTHB1NSUrl270rhxY54+fSpjRB8+fFhjXkVNFfz07t2boqKiUqHFqqCpqYmqqiq+vr4cO3YMOzs7rl+/Lsg9Qkl4886dO+XefEQiEZ6enm/1LhUVFXF3d2fdunXV3ndl2Lx5M0OHDkVbW5v4+HhsbGzQ1NQkPDycR48ecfr0aVxdXeX2em3btmX79u0oKSkxfvx4AgICOH78uNzWfxvt27dn+vTp5Obm8s0331RbWvN1xGIxwcHBnD9/vtRn4q+//uKLL77A2tq6yqkId3d3Dh06JFTcXrx4ETc3N/T09Lh16xZWVlYkJSXRqFEjrK2t2bNnj0yuXSKRkJubS+fOnTl8+HDV32gDpagXBjM4OJisrCxu3rz5xuvqk+EcN24cUHKzHDp0aIVOlHfv3qVDhw6cP3+epk2boqysXGOzIAsKCkhKSpLJlYrFYgwNDTExMcHExIQuXbrQpEkTnj17Jng9ycnJPHz4UC77koaP5IlIJMLR0ZHIyEi5rHft2jXu3btHt27dGD9+PGKxWMa7VFZWplu3bnLzLh89elTtit7KIp2vaGFhwZUrVygsLMTR0ZGRI0dy//59wsPD5WpU2rZtK7T7QInHVJsG859//hEqVjU1Nenfv79c1x88eDCFhYXs2LGj1M/S09N5/vw55ubmVTKYpqamKCsrywiqSCQSjhw5Qs+ePdmwYQNjx47lr7/+Yvz48WRnZ9O/f3/+/vtvmXUeP34sM36xAflQ5wZTVVWVtm3bVmpCeH0wnImJiYJGLJRMOr979y7Dhw+nVatW/PHHH8yePVvmOfHx8fj6+lJUVERycjLNmzfn9u3btbJfKMlVST1LKYqKioIRNTY2xtramqZNm5KRkSGTE01JSZHpR6wI+vr65c6ErCo9e/akuLhYLuFYKTk5ORw6dIjjx49jZGQkUwXr5OREXFyc3LzL9evXy23flSE1NVXmPZw4cYIzZ87QtWtXhg8fTlJSEmFhYXIxnMeOHSMjIwMdHR2ePn0qTAKqLV4VH2/fvj2GhoZyObgpKChgYWFBmzZthLmuZVFUVCRzYKgM7du3F0bIvcrVq1fx8PCgadOmXL9+nfbt23P37l0MDQ1p3bo1Ojo6Mr3ON27cwNvbu0p7aKB86txgBgUFkZOTU6XCkLo0nLt27eLly5ecO3eORYsWYW9vz+effy4k2ydMmMDmzZu5ceOG8JzMzExyc3Np2rSpEJ6tTYNZFkVFRTx48ECmYlMkEtGkSRPBE+3YsSNNmzYlMzNTpjr3wYMHvHjxosx1pYOV5V3w4+LiwokTJ+S6ppQXL17IFFhJvcs33Rwr6l126dKFJ0+e1Cv1qoKCAk6ePMnZs2dlDGd4eDjZ2dn069eP5OTkSnuHIpGIHTt2cOLECaKiomo9j7Z+/XpGjBhBXl4eERERTJw4kcTERMLCwmRqJCpDUFAQy5YtQ1FRkTVr1rxR6rFRo0ZlagNXBBMTkzKrbIuLizl8+DC9evVizZo1jB07lhUrVjBx4kQyMzMZOHCgTAX32bNn6dOnT0MeU87UqcFUVlamQ4cO1RZ6rm3Dqa2tjZ6eHh9//HGpil6phqxEIinTI4uPj8fS0pK7d+/St29fue9NHkgkEqHq8sKFC0DJ6VrabyrtFTUyMiInJ0cwnsnJySQlJWFhYcGvv/6KsbExO3fulJtYeo8ePQBqLS/j5OREfHx8uTc/aWXsli1b3riOtD+zMlGU2uRVw+ng4MCIESMYMGCAoFc6ceLESlX1hoSEkJycLCMpWJvk5uYyevRoYWC8mZkZAQEBgnrYixcvyMjI4NGjR7x8+RJlZWVUVFRQVlZGLBbz/PlzHj58yP3790lOTqa4uJgff/xR0NeVzhEtCzc3N4AqH+qkowDL4ubNm3h4eGBmZsbVq1fp3LkzN27cEHrWX/WkpQPOXV1d2b59e5X20kBp6tRgBgQE8OLFC6FCsbqUZTifPHlSoekolaGsil6AZcuW4e/vj76+PgcPHizzFBofH4+1tTVnzpyhSZMmqKioVDrUWRcUFxfz5MkTnjx5ImitKigoCELQpqameHl5YWxsTEBAgDDK7Y8//qBTp05y2YOrq6uM8k5NUlHv8tmzZ9y7d++Na0m1ZetDZfebKCgoICoqipSUFCZNmiQ83q9fvwobTF1dXczMzN7Yr1qTuLi4IBaL2blzp9AmlJiYyLJlyxCJRJiammJlZYWpqSnm5uYoKipSWFhIYWEhBQUFFBUV0axZM9q2bYuKigoikQgvLy+ZMK+GhgZmZmal/j1FIhHu7u5v1fJ9Ey9fvnxjOPfw4cMEBgby119/MW7cOH7++We++OIL0tPTGThwoEwtxa1bt944CqyBylNnBlMsFmNtbc3u3bvlvvarhrNLly5yNZyampq0bNmyTJUWS0tLjhw5wokTJ+jatWuZz4+PjycgIACJREJiYiKWlpYyYdt3ieLiYtLS0khLSxMKHBQVFQVPEErymB9++CE3b94kNja2ysOgPTw8UFBQqLUWhTeN3YKKeZeKioqYmpri6ekpI5FY30lOTubu3btC0YhEImHEiBGEh4e/NfQcEhJSoRB1TeHt7S2ohr2O9G+uMvcAV1dXRo8eLXyflJTEP//8w8cff8yiRYtkoiehoaFCOLqqZGRkYGBgUO4e7969S0ZGBi1btuTy5ct07dqVixcv0q5dO3R1dbGwsBBazk6cOIG9vX2NFhf+16gzLVlfX1/y8/NlJr/LG+l0lIULFwpjxYYPH14tzceQkBCeP39e5lgwNzc37t+/T0REBKqqqpiampa6Jisri6ysLIyNjYXw7L+JoqIiJk+eTHZ2NllZWXzyySecPHkSAwMDJk6cyLBhw2jfvr0ggVhR3NzcOHfuXK0oGlVk7NbbvEsNDQ0OHTrExYsXGTFiBDk5OTW0W/lTWFjI6tWrWbJkCaGhoQwePJgrV64wYMAARo4cWa6KjK6uLpaWlnU2hadr164oKyuXqX5TVR4+fCgjALJ27Vrmz59PWloawcHBwuNmZmbY2NiwYcOGan1GX758yY8//sjPP/9crrzdoUOH8PLy4vjx49jb23P48GGUlZVJS0sjJCREuC41NZX8/HwcHR2rvJ8GZKkTD1MkEtGlS5da8xZeHStWHY9TXV2dVq1asXbt2lI/U1ZWxsjIiBUrVpCfn096ejpOTk5leiB3794V8phSLcp/E2fOnOGff/5h8eLFQsHBjRs32LNnDx07dsTFxQV/f3+ioqJKTQMpC1dXV8RiMfv27auN7dOpUyeKiorK7U+tiHfZs2dPIZ9tYGBAaGgov/76a43sV96YmZmhoaHB999/LxiL8+fPC2P5QkNDSU9PJzw8XEZAY/DgwTx58qTKhTXVpUePHsTGxspNnENVVZVBgwaxfft2VFRUUFdXR0tLC1VVVXbt2sWoUaPQ1tYGYPjw4dy5c+etrXFv46uvvqJly5Z06dKFxo0bM3DgwFLXJCUl8eDBA9q1a0dsbCzOzs6cPXuWLl26oKSkRLt27bh+/TpQEo62sbGp1baefzN1YjD79etHYWFhjVU7lkd5hjMsLKxC1YshISFkZmaWGUL19PQkLy9P8DhSU1PLnRgQHx+Pra0tUVFR6OnpoaamVm616btImzZtkEgkparzCgoKiImJISYmhqZNm+Lm5saUKVM4f/48J0+eLFdOzNPTs9wwW01w5coVdHR0GDt2LJcvXyYiIkJGgMHW1pb09PQ35i5fV/JxdXXl2bNn7Nq1S5hZWF+Rjjl7XVpRIpEQHR1NTEwMnTt3JiQkhIyMDKytrenfvz/Pnz+X8bpqExsbG9TV1eVWaKSqqsqUKVPIy8tjzJgxSCQSRCIRU6ZMYcKECcybN4/09HQ+/PBD9PT0SEtLk4vc4atRqbIiVFKOHDnCiBEjWLt2LUOHDuXHH3/E3t6etLQ0AgMDBYN59uxZ3nvvvXKF2huoHLUekhWJRNjb28tFA7SqvB6qHTRoEMOHDxcKVcpCXV2dNm3alOvldOnSRaZ/6uHDh+jo6JR5bXx8vBDWun///r8uLNuxY8e3yuE9evSITZs28fPPP6OsrMykSZPo168fWlpaMtc5OzvLPcz2NvLz8wkPD2fRokUUFhYyceJEfHx8sLOz45dffmHWrFlvPexFR0eze/duIiIimDp1KkuXLqVly5bMmDGDESNGvHE8U11iamqKoaGhUB1dFhKJhAsXLrBo0SLS09MZNGgQYrEYfX39Mj2i2qB3795cu3ZNLrk6VVVVvvjiC/Ly8li4cKFgaCQSCUuWLEFdXZ2RI0eye/du9PX1OXPmDD/99FO1PduAgAAuXryIRCKhoKCAy5cvlxuWffjwIVFRUQQFBfHs2TNatmzJ8ePH0dXVRV1dHQcHB6Ckf1MikdCtW7dq7a2BEmrdw/Tx8aG4uFgusmbV5XWPc9CgQeV6nEFBQWRnZ5fZVygWi9HU1ERDQ0M4yUnVY8oiJyeH58+fy+Qxr127ViPvsS4wNzd/Y5/aq6Snp7N7926OHj2Km5sbn332GZcuXeL+/ft89tlntG7dmr/++qtWNXCl5Obmsm/fPk6ePEmvXr3466+/hNaCIUOGMG3atHKf26lTJ06fPi2jEHT27FnatWtH3759mTJlCsnJyezYsUNuU0vkgZeXF5GRkRUS7pd6nEVFRUJO2srKSpB/rC3atWuHlpZWtYptpFhaWvLBBx+Qk5PD4sWLS3lleXl5/P7774wbN44tW7bIbRza6NGjMTc35/PPPyc1NZWCggLatWvHxx9/zJUrVzhx4kSp9qzIyEhUVVXp168foaGhnDx5EgUFBdLS0ujduzfnzp0D4Pr16zg7OzeEZeVArRtMZ2fnWg/Fvo03GU6RSIS/vz92dnbCVILXKSwsZOPGjQQGBjJz5kx27tzJtWvXUFRULLdCTVqFePfuXZlE/b+BRo0aVVoWLCsri7179xIZGUm3bt3YvHmzcLoOCAjgzz//rImtVojnz58TEREhGEuAzp07lxvmUlBQwNPTs8zil+vXr3P9+nWaNWtGQEAA48eP5+nTp+zZs6fMQrKyCAkJQVdXl40bN8pVq1eq9lSZ8V737t3js88+Y8SIEdy5c4e///6bgIAAsrOzCQsLqxXD6evry+3bt2X0VKtCUFAQ9vb2XLt2jfXr15cbwkxJSeH58+f07du32r21hoaGjBw5EhUVFZYtWyajSHTmzBkuX76Mq6srH3/8MY8fP+bSpUtcv36d3Nxc2rZti5WVFSEhISgrK2Ntbc2WLVtQUFCguLgYDw8Pjh49yoEDB/jyyy/lpnj0X6ZWDaZUqqm+CgK/bjhHjhzJ8OHDhTDh5s2byzUEsbGxXLlyhYCAAEJDQ3F3d6e4uBgLC4syb4Tx8fE4ODhw4sQJGjVqhIaGxjtVSVkezZo1QyQSVbnwIzs7m4MHDyIS/X+2oEWLFjRu3Ljc0Vq1QWpqKuvXr2fQoEG8ePGCa9euMWHCBA4ePFgqp92pUydyc3PfaCySkpJYvnw5urq6BAUFCV7NkSNHBM+gLKZPn85nn30GlLQx9OzZUz5vkBLv8tixY5X25tetWycjKH/27Fk6depEQEAAOTk5hIWFVWkyT0WwsrJCR0fnreP13oSuri4fffQRGhoa/PPPPxWSc4yKiqr2714kEvHJJ5+QmprK77//XubBOjc3l0OHDhEWFka7du3o2LEj/fr1Iy8vjwkTJqCioiJzfXFxMS9fviQzMxNPT09BpjAtLY0+ffqwatWqau35v06t5jBdXV05c+ZMbb5klZAazsOHD8vk1Pz8/N74PIlEwvbt21mwYAESiQQFBYVyE/fx8fGYm5sDJaf0f0ses3PnznLxeqTl+fn5+WzYsIGPP/6YgQMHlltIVRuMGzcOe3t7OnbsyJQpU9i/fz8+Pj6MGTOGli1bYmhoyJgxY/j4448JCwur0Jrp6en89ddffPfdd8THx+Pv78+sWbPw9vaWOTRIcXFxEb62s7NDT09PLu/N2NgYU1PTNxrriiKRSLh06RKLFy/m9OnT+Pn58fHHH2NlZSWHncri7+9PfHx8leZP6urqMnLkSL744gtevHjB999/X2Ht4xMnTqCgoFBuv3VF8Pf3B+CXX355a+61qKiIK1eusH79er7//nsUFBRKGcu8vDzWrFnD3r17adKkCRKJRJiDevToUVq2bFnmZ6qBilNrHqa7uzuKioocOHCgtl6y2ly5coW0tDQaN25MUVERqqqqTJ06lYMHDwpqN2WRnp7O0qVLadGiRbli1i9evODZs2eYmpoKecyaGLRc21haWsplGkdRURHjx49n9+7d5OTkoKKigpOTEx9++CHx8fFERETUSXjpVa/x1q1b3L59m06dOhEcHMynn36KmpoaUBJOq4xXlZuby4YNGxCLxfTu3Rs3Nzfc3Nx4/vw5w4cPR1NTk8mTJ7Nv3z6hoCM+Pp7JkyeTkJDA1q1bqzV3VOqNyDNXXFxcTGxsLJcvX6ZTp06CZ1QdTddXMTc3R19fn7/++qtSz2vevDl+fn6C0P66deuEqtLKcOvWLbp3717lXnI7OzsZRaKKUlBQwJYtW/j0009RUVEhOzubgQMH4u7uzrBhwwgPDycnJ4ecnBwcHR05ePAgMTExBAQE4O7uTkRERJX220AtG8zz58+/U6XNL1++ZO/evaSkpHDw4EESEhIICgoiNDQUPz8/jh079sYxU2/L30jzmLdu3cLe3l4ue5YOk05PT6+yqk510NfXr3ZxgaOjI8rKymzZskW4gb98+ZLIyEhOnTpF165dGTVqVI2MpqosUqPg7e0tGEsoaZ0qSw3qbRQWFrJnzx727NmDu7s7//vf/zAyMgJg0aJFmJmZcenSJXR1dTlw4ADNmzfH39+fKVOmkJSUxLZt2yp9kGjatClmZmZvnbhSVV41nNKQ4suXLwkLC6vW8IHAwEASExMrfFDo3LkzPXv2REdHRwiJV6fgKiwsjE8//bRKz23RogUKCgqcP3++Ss9/8OAB27dvJy4ujt27d3P37l3Gjx+Pj48PISEh7Nu3j6SkJPLy8ggKCmLz5s1cuXIFJyenBoNZDWrFYLq4uKCkpFRrjefyIjAwkGfPnskU+6xbtw6xWEy/fv3w8vLCy8uL6Oho9u3bV+nTeXx8PM7OzkRGRqKpqYmWlla1w5k2Njb4+PggFos5cOBAjSopvY6Ojg5isbjM8USVoUePHly6dKnM32d+fr4wmsrBwYHhw4eTnJxMeHh4qd7HukRNTQ1XV1eioqKqfEiMjIzk1q1bgsGU9uq+WjR3584dFi5ciJmZGYGBgUycOJHHjx+zffv2CotyeHp6cuLEiRobJC6luLiYy5cvc+XKFTp06ECfPn3w9vYmPDy8wgVPUoyMjDA0NGTx4sVvvE5TUxMfHx86duyIsrIyN27c4Ndff5XLYVLaZ1yVHkcHB4dqRQT8/PxISUnhp59+Eh57NTzcqVMnLl++TGFhITY2NuzevZt9+/Zha2tLs2bN6tXUnHeJWgloe3l5ERMTUyetAVVFWVmZTp06cfDgwVI/KywsZOfOnUyfPp2jR49iY2PD7NmzGTx4sEwl5duIj4/HzMwMkUhEQkKCXPKYBgYGnDhxgrt371a7arCy2NrakpeXV61/Z1tbW9TU1N4qryYVCp8/fz537txh6NChDBs27I29tDXJ6tWrhRvoxYsX2bp1Kz179uS7775j9OjR5fbTvY3Jkydz4sQJQWKvPBITE1m6dClLliwhPz+fMWPGMHny5LeKbxsaGmJhYVGrtQXFxcVcuXKFpUuXcvz4cXr37s3YsWNp06ZNmddrampibW0t81hwcDApKSnljq5ycHDg888/55tvvqFNmzacPn2aGTNmsHbtWrlFXqSfc6naT2Vo165dlfPFIpGIjh07ykg3DhkyRCaycPLkSbZt20aTJk3IyclhwIAB5Obm8ujRIyGv2UDlqXEP08HBARUVlTrTl6wqAQEB5OXlER0d/cbrIiIiiIiIwM7Ojh49ejB9+nTu3bvH9u3b3zqH7uXLlzx58gQzMzMhj1mVKe2vYmBgwL1794QJGbVJq1atePToUbXW6NWrV6Ua0AsLCzl9+jTnzp3Dzs6OQYMGkZqaWiGhcHmio6PDb7/9xl9//SVzQ27Xrh0+Pj5MmjSJR48esWvXrrdON3kVaSFQRXn8+DG//PILurq6BAcH88EHH5CZmcmBAwfK/GzVlndZFsXFxVy9epVr167Rvn17fHx8BI/z1crj/v37Y2VlRUBAAFpaWrz//vvk5+fzwQcfyKxnYGBAnz59hOKiu3fvsn79+hoN2UskklLDm99G165dUVBQqHJ7Xc+ePSksLBSiRyKRiHbt2jFo0CA6depEjx49uHPnjjCaTkFBQRgyffjwYYYMGYJYLH6nHJj6Qo0ZzDZt2rB8+XLMzc1Zt27dO/WPI+1pqoyRj46OJjo6mhYtWuDn58ekSZN4/Pgxu3btktHbfJ1XhQucnJyqvffGjRvz9OlTQa6rNjE0NKyWglO7du3Q1NRk27ZtlX5uUVERZ8+eJTo6GltbW/r371+m3mlN4enpSWRkZCnvRdp3aWhoSFBQEB999BEZGRns37+/Rou80tPT+fPPP9HU1CQwMJABAwbg6+vLkSNHOHv2LE2aNKFTp05YWVlV6fctT141nO3ataNHjx54eXlx8eJFxowZQ5cuXfjzzz9JSkril19+QSQSoayszD///EN2djbLly9HVVUVPT09oae1tlIRUoNZGezt7bl3716VQ/WOjo4y70+qGpWQkEBCQgKnTp1i0qRJQl56/PjxZGRkCEOm8/Pz6dGjxztVgFlfqDGDuXDhQrp06QLA+++/z5w5c2rqpeSOv78/L1++rFLI5O7du/z0008YGhoSGBjI6NGjycjI4NChQ2XOyYuPj6d79+7ChJM3DZB9GyKRCB0dHSQSCdnZ2bXqNSgrK6Oqqlqt2abSBvTqaK1KR7tduHCBzp07ExwcTGZmJuHh4TXWRG9ubo6Ojs4bowOPHz/m119/RVtbm8DAQN577z0CAgKIjIysUSGP7Oxs1q5di7KyMgEBAfj5+fHBBx/g5+eHuro6t2/fZt68eTX2+pWhuLiYa9eucf36ddq2bcv//vc/IRQ7adIkOnfuzMuXL4XiKlVVVVRVVfnqq6/4+uuv+fPPP6uVF6wK0ur5yiCRSOjduzfOzs5s2rSpUkMoHBwcUFJSkkkVSav4paSmpnL//n1CQ0NZtGgRycnJqKmpCUOmL1y4gIODQ4PBrAI1lsNUVlYWvtbS0sLPz0+mB0hRURE3NzcmTJjADz/8wNy5c5k+fbow5b2uEIvF2NjYVHuSyuPHj/ntt9/4/vvvefDgAf3792fGjBmlprXHx8fTpEkTmjRpUu08pp6eHs+fP0dPT++t4WB5Y21tTUFBQZWNvZWVFY0aNWLr1q1y2Y9U73Tx4sWcP3+egICAGusF9PDw4NixYxXyGDIzM1m9ejWzZs3ixo0b+Pj4MHv2bPr06SP8fSgoKFR6/NnbyM/PZ/PmzcycORM9PT0h196qVatS+cG6pri4mOvXr8sUpqiqqhIeHo6amhoFBQUyIdDc3FxWr15d68YSSqrSK/u3Jp12ExAQwJo1a7CwsHjrc0xNTdm3bx8bNmxATU1N5rPWuHHjUhG8TZs20bhxY1q0aMHGjRvR19cnLS2NgQMHcuDAAVRUVOrdv/u7QI0ZzKlTpwoDeJctW4atrS3ffvstY8eOxcPDg/Xr17Njxw5mzJhBeno6s2fP5vHjx3z00Ud12lwbEBDAy5cv5RbSkZ7wZ82axZUrV/Dy8uK7775j5MiRtGjRgoKCAo4dO0ZISEiF/nDehIGBAWlpacL/a5N27dpV6zUDAgK4e/dulRrQ34REIuHixYtCE32/fv345JNP5DaJ3sjICCMjozeKlZdFfn4+W7duZcaMGUKrzJw5c5g9ezb37t0jKSmJAQMGyGWPr1JYWChTrZ6dnV3toeo1xa5du8jKyuLly5dERUUJh2klJSVWrVpFSkoKmZmZLFmypM72KBKJKl2d3bhxY+FrJSUl/P3933rPmzVrFk5OTujq6jJo0CA0NDSEn3Xu3LlUK1F6ejp3794lKCiIp0+fEh8fj1gspmnTppiamnLr1i18fHwqte8GatBgSuXl2rRpw9y5c5k1axY7duwQ4uc9evQASk7TTk5O5OXl8ffffyMWi8sdUFvTiMViOnfuXGGVlsqQn5/Pjh07mDlzJnv27EFTU5ORI0cyZ84cfHx8mDFjBpMmTWLWrFlVPjBI5eMaN25c6x6mqalplUOeFhYW6Onp1WguTdoLuGTJEk6cOEHv3r0ZN24cbdu2rda6Hh4enDx5sso5eolEwqFDh5g5cyb79+/nvffeE2Yu/vDDD9XaW3ns37+fI0eO8NdffxEUFFTtQq2aomXLlvz9998MGjRIpse1uLiY0aNHY2Jigra2dp3VR0grnyubQti0aZMgg3n16lUaN27MnDlzCAoKQiwuO0v2asROJBIJ9whVVVVMTEzKrObfvHkzurq6tGnThk2bNtGoUSMePXpEaGgoO3bsQFdXt86qyt9VatWVi46O5o8//uCbb76RublevHiRhQsX8ujRI9577z309fVrc1sC/v7+5Ofnc+rUqRp7DYlEwtmzZ1m6dCkzZszgyJEjuLq6oqSkBED37t3x9PSsUkjOwMCA1NRU4f+1hUgkQlNTs8r5y8DAQO7du1epSsOq8mpLw9GjR+nRoweffvop7du3R0FBoVJrGRgYYGlpKbdoxKlTp2Qa+Wvq9+Hh4cHvv//OF1988dYq8Lrkzz//JC4ujq+++kqoh4ASKblXPazX0xy1hbGxcZWMtaOjI7///js2Nja4ubkxbdo0Dh06RIcOHZgzZ47QnmZtbc2wYcMwNzcnJSWFtLQ00tPTmTx5stCv3bt3b3JycsosbMvMzOT27dsEBASQmZnJzZs30dTURFdXF1NTUxISEhgyZEi1fw//Jeok9llcXIyvry+rV6/m+PHjpKenCz1mjRo1IjQ0tNb3JBaLsbW1rRHvsjykQ7Rf9ayys7OxtrYW5iZ6eHjg4OBA586d6dChA61atcLY2LiUjqSNjQ1+fn5oa2tjbGxcqwbTysoKiURSpfL9Zs2aYWBgILfcZUWRFpgsW7aMI0eO4O7uzoQJE+jYsWOFDaebmxunT5+WywxGKePGjePw4cMcO3aMYcOGyW1dKbq6urRt27ZGD4Xy4unTp6xdu7ZU5XVeXp5QYVxUVER6evob+zhriqZNm1bau9TX16dVq1Zs3LiRxMREiouLgRIxijlz5rB161bMzMz4+eefCQsLY/HixZw6dQoVFRW2bt2KlZUVa9aswcTEhG3btjF37tw37mHz5s1oa2vTsWNHNm/ejIaGBg8ePCAwMJC///4bNTW1OrnfvqvU+ngvKY8ePeKzzz7D2dkZPz8/YaI5lIxTqm18fX3Jz88nKiqq1l/7559/Jj8/n/fee4+VK1eyZs0a1NTUsLCwECowlZWVEYvFqKiooKWlhZ6eHpmZmUIF3Lx581BSUqJfv36Cx/fFF1/Uyv47depUZW8oKCiIpKSkUrP+apMbN25w48YNWrVqhbe3N97e3kRERHD58mXhhvY6Ojo6tG3bloULF8p1L/fu3avRIcweHh6cOXNGUA16F1i1ahUDBw5EQ0ODffv2UVxczNmzZ7lx4wZLlizh1q1bb+zjrCkMDQ0rXeQ2aNAgHj16VK6WbkxMDDExMfz4449ClElNTQ0nJydu3LghFPvMnz8fDw8PAMaPH1/m7E4oKYi6fv06fn5+fP/998TGxtK6dWtUVFTo1asX69at44MPPiAtLa1ezCiu79SZwZRy6tQpTp06xblz5/j4449RUVFBW1uboKAgdu/eXSv5CbFYjJ2dHfv376/x1yqL4uJiVqxYgYKCglC9+OLFC6GHrywUFBRo0qQJpqamjBw5UgjpSg8dI0eOZNu2bZw/f75Cw4CrQ/PmzSvVjC/FyMiIpk2b1mnRxqvcvn2b27dv07JlS8FwHj16lEuXLpW6GXXv3p3z58+/U4ZHR0eH9u3by93I1zReXl5s2LCBuXPnCo917NiR58+fCwVLr/Zx9uzZEy8vrxo3nPr6+pXK/6qqqmJsbPxWOT+A7du3M3LkSBQVFSkuLqZ169a0bt2a1atXc+zYMRlFMVVVVRQVFcut0pYWl9na2rJt2zZmz57NhQsXcHR0RCKRsGvXLgICAlBUVKzVCNu7SJ0bTCnbt29n+/btQMmQ6R49emBra8v58+fZs2dPjYq29+vXT5Baq0uuXbsmzAx9G8XFxTx+/JjHjx+Tl5cn9NVJKSgowN3dnT59+vDkyROSk5NJTk4mJSWFx48fy/X3qaOjUyX92NDQUGE/9Ym4uDji4uKwtLTE29sbT09PIiIiuHjxIqqqqrRs2ZLOnTuXO1C8vuLu7s65c+feKSOvqqpKu3btSgnDlyX68Gofp1QAQepxVmUaydvQ0tJ649Si15GGTiviBGRmZrJ9+3YkEolMtbSVlRXHjh1j9uzZrFmzBl1dXaZNm/bGnuu8vDxiY2Pp27cvMTExnDt3js6dO7Nu3Tref/991q1bx5YtWwgJCUFbW1u4DzdQmnpjMF9F6nW6urri5eWFvb09Z86cYf/+/XI3nCKRCDs7u2r3XcqD8+fP06dPn0qLF1y7dg1PT0+cnJxwcXGhcePG/Pbbbxw+fBixWCzMOrS0tKR79+5CtZzUiCYnJ5OWllZu+PFNGBsbIxKJqiSebWRkVG+8y7KIj4/n999/x8LCAh8fH/r168fAgQNp2rQpcXFxzJ8/v663WGEaNWpEx44d3zkjHxQURE5OTqUkI6WGU+pxSqMFUsNZlc95WaioqFRafvHly5fY2dlx5MiRN17n7+/PmTNn2LVrF3Z2drRo0YLk5GShJejSpUt06tSpwq8rrdB3dHRkz5492NnZYWRkxJ07d/D19WXevHlkZWUxbNgwunbtio6ODlevXmX58uWVen//duqlwZRy4sQJTpw4gbu7Ox4eHnTt2pVTp05x6NAhuRlOX19fofimrsnLy+PFixd07dr1rX9QryMNJ74+UqqwsJDExESZXjsVFRVMTEwwMTGhTZs2eHt7o6GhQUpKiown+uzZs7e+roODQ5UmrISEhPDgwYN6512WRUJCAr/99hs//vgjTZs2BUpaHrp3714vDloVwc3NjfPnz9e6IH91UFZWpkOHDmzZsqXKa0jTGm3btsXb21sI1VbXcGpqaiISiSo99eP8+fO4urpy9OjRcj3NNm3a0KhRI/73v/+RnZ2Nm5sbLVu2rPKgbChpa7tw4QI+Pj6cOXOGkydP4u7uzsKFC/nqq6+wsrLizp077N69m71796KoqEhoaKggtNFACfXaYEqJjIwkMjISLy8v3NzccHZ25uTJk9W+WYlEIuzt7SttnGqS5ORk2rRpU6N7evnyJfHx8cTHxwuPqaurY2JigqmpKTY2NvTr1w+xWCxjRJOTkwXPVywW89FHH+Hv78/mzZsr/NqamprY2Nhgampar73Lsjh//jyjR48GStqDbGxsuHTpUr03+tra2tjY2Lxz3mVgYCC5ubmVCnuWh7Swq23btnh5eQke57Vr16pkONu0aUNBQUGlaywOHDhA586dmTx5MqtWrZL57KiqqhIUFESHDh2IjY0VjGNubm61R+YB7N69G1tbW+Gg5+zsTLdu3cjJyeHvv//m3Llz3L59W6alrbpiKv82FN70YdHT05NP7ELO9OzZE1dXV4qLizl+/HiVE9V+fn7Y2toya9Ys+W6wGtjZ2eHv78/06dPreitoaWlhamoqGFJTU1MkEgkpKSm4u7sLUzSSk5Pp3LnzW4uLmjdvzv79+2natCkPHjzAwcHhnfJ4VFVVWb9+PVlZWezYsYO0tDTc3d25c+cOERERtS4WUVF8fX2RSCTv1DxaZWVlZs6cyY4dO2qkV7RNmzZ4eXkhFourZDhDQ0Np3rw5CxYsqPRrq6qq8vHHH2NoaEhBQQG5ubmoq6ujpKRETk4O27dvF3KurVq1Yvbs2RQVFTFt2rQqFde9ip+fH126dGHmzJnCfcbExERoU7t79y5FRUW0atWK3NxcFi5c+M4dbOXBs2fPyuwteyc8zNc5fPgwYWFh9OzZEzc3N1xdXYmMjKxUWbRIJMLBwaHeVYVdunSJ4ODgWhcfKIusrCzhZC5FR0cHU1NTmR5BU1NTGjVq9NYQbv/+/YWQprGxMS4uLvXKu38bzs7ObNiwQSZEeO7cOZydnfnoo4+Ii4sjPDy8zv/dXkVLS4vOnTtXqDKzKhgZGRESEsKRI0e4efOm3Nb19/ev0Hi9qnLz5k1u3rxJ69atZXKcV69erZDhNDIyqnJkIS8vjyVLlqCpqUmbNm0wNjbm8ePHxMbGluqp/Ouvv2jfvj1QIpRRXTm7vXv30qNHD1asWEHz5s1LaVdnZGTQq1cvmjdvjoqKCu+//z5du3at1UH09Zl30mBCSUjs4MGDHD58mN69ewvh2qNHj1ZoxFSfPn0oKioiMjKy5jdbCQoLCxGLxYwZM4Zly5bVivpNZcjIyCA3N1dGquzo0aMVyne+GgIuKCiotxqmZaGsrIyzszO//fabzOP5+flERkZy6tQpGcMZERHBkydP6mi3/0/37t2JiYmRu0avlIEDB6Ktrc3QoUPJycnhyJEjVR6MLEU6AGH37t1y2mX53Lp1i1u3bgk9uF5eXkRERHDlypU3Gs5GjRpx7dq1ar12dnb2Ww8Er6qeVVcBzcjICHNzc3x9fcscel1UVMQ///xDUVGRoMQWHh6Ov78/8fHx9eogWFfUncq5nJCGmmbMmMGFCxfo0aMHs2bNwsXFpdzniEQiHB0dqzW7saaws7NjyJAhTJw4kfDw8CpNc69p7O3tadWqlfC9iooKoaGh2NjYyGhevk5qaipHjhwhMjKSIUOGVLqyti5xdHTk7t275QrMSw3n/PnzefjwIR9++CHvvfceTZo0qeWd/j+ampp06dKlxj7nlpaWNGnShJ9//pk5c+YIw65nzZqFl5dXldf18/MjPz+/Vr2a27dv88svv7B//366devGxIkT6dSpU7mqT3l5ecIcyppk8+bNFBUV8eLFi2qNSOzRowcxMTHs37+/3HvKpUuXBH1cKeHh4YJkaQPvsIf5OhKJhD179rBv3z58fX3p06cP3t7eHDlypJQMWO/evSkqKiIiIqKOdls+vr6+gtGxsLDgs88+Y8GCBfUq15eUlMTLly+FvMf9+/cxNzenU6dODBgwgMLCQp4/f87Dhw959uwZY8eOpUmTJsTGxnLy5En27dsn423Wd5SUlHB1deXPP/9867X5+fkcO3aM06dP4+TkxIcffkh8fDwRERG1Xhzk6urKpUuXqlTFXBGCg4OJj48XVJo2bNiAWCymd+/euLu74+7uzoULF9i7d2+Fi2OkEpV1NatRWm1uZWUl43G+rvqUlpaGubl5je9HJBIxatQo9u/fX635tiNGjCglp/kqeXl5fPfdd/j4+NC2bVuZNMyWLVv49NNP60WaqK751xhMKVLlCqnh7Nu3Lz169ODYsWPExcUxYsQIbG1t+d///lfXWy2TV6cVZGZmcu/ePYYMGcKKFSvqcFeyJCYmMn36dEaMGMGaNWtkwpTSRnMrKyuMjY2ZPHmycGOxsLDA1dWV69evv1MG09HRkYSEhEoZvFcNp6OjI6NGjSIhIYHw8PBaMZwaGhrY29vXWMFGixYt0NPTY82aNTKPFxYWsmfPHvbs2YO7uztubm7Y29tz/fp1duzY8daDX9++fSksLKxzEZE7d+5w584dGcMZHh4uGM5jx44xfPhwZs6cyc6dOyvVJ1pRfHx8UFBQkItwy+3bt4X85/Pnz9HS0kIkEpGamoq/vz/9+/fH3NycW7duERAQIGMwHz58yOPHjwkJCeHXX3+t1j7edd7JKtnKIBaL6du3Lw4ODgwePFgIRyxcuLDGxidVFXV1db744gvOnTtH+/bt2bdvHwUFBcyYMYMVK1bU+U3kVfr374+ZmdlbZdZ27txJ9+7dZR4rKirixo0bTJgwQS4tAzWJkpISU6ZM4c8//6yWoVNWVsbR0RFXV9daMZw+Pj6oqamxc+fOGlnfyMiIESNGoKGhwb1799ixY0e53oetrS0+Pj5oaWmRkJDA9u3by9QOFolEzJkzhyNHjtS7dIlULlFdXZ2IiAhiY2NRUFAgJCQEGxsbnj17xj///FOlAQRlIRKJmD17NidOnODw4cPVXk9JSYlPP/0UIyMjfv/9d3R0dHj//fcJDg5GUVGR5cuXo6GhwZIlS5g4cSKbNm2SOQSYm5szd+5cbt26xebNm2tFq7cuKa9K9l9vMKUYGhrK/CPHxsbSo0ePOpulVxb6+vqMGjWKxYsXo6amhoGBAREREWhpafHixQs8PT3rTd7vs88+48mTJ/zzzz9vvK5Hjx789ttvaGpqCnq3Uq5du4arq2tNbrPauLq6YmZm9tb3WVGUlJRwdHSke/fu3Lt3T8gRyRN1dXU+//xzli9fXuNFY1ZWVvTr148mTZrw5MkT9u7dW66wuJWVFX5+fjRu3JgHDx6wc+dOmcb/fv36YWdnV6/avF6nRYsWeHt7o6mpyYsXL5g0aRJFRUXs3buX/Px87ty5w99//11tj7Bfv37Y29szc+ZMOe28NLt376Zbt25ASRHeTz/9JHytpqbGd999J7MfaTQhMzMTJycnuR0O6iP/qraSqvD48WNiYmKwtbWlqKiIBw8eMGvWLKKjoyuVY6lJnj17homJCXfu3EFbW5uwsDC0tLSAkokFLi4u9cZg6ujoVGhEVPPmzYVJE3///begkAKUMqD1DWnucuXKlXJbs6CggBMnTnDmzBkcHR0ZMWIEiYmJhIeHy+0G5OLiwrVr12qlwvrOnTv89NNPGBoaEhAQwIgRI8jKyiI8PLxU0c6dO3dYtGgRxsbGBAYG8sknn/Ds2TPu37/PRx99RNOmTZk3b16N77k63L17l7t379KiRQvCwsJo1KgRAN26dePAgQMEBARw+PBhkpOTq/waYrEYR0fHGm15a9u2LUZGRsL3ubm5KCoq8vnnnwMlU1OSk5M5evQo9+/fx9fXV7hWW1sbKyurf7XBLI//jIcJ8O233/L06VP27dvHnTt3cHV1xdPTE2VlZaKjo9mzZ0+dG87XQ5gFBQUoKSnx8uVLPD0960UoRCwW8+233/L999+/sV2hZcuW+Pv789NPPxEYGMjz588pLCxk2bJlFBUVMXbs2Ho9l7Fbt240b96cdevW1dhrKCkp0bVrV7p37y4Xw6mmpsbkyZP5+eefSU9Pl+NOK4a6ujr+/v506NCBwsJCzpw5U66Upa6uLoGBgcycOVM4GEZHR9OzZ8/a3naViI6OFvoYXy2C27BhA2PHjq3yuoGBgVhbW9eYp+3i4kK/fv1ITk6mW7duODs7o6GhQUFBgfAeioqKUFRUpKCggAMHDlBYWEi/fv1QVlYmNTUVOzu7Gismqw/85z1MaZn7smXLhD9eqVati4sL3t7e2NnZceHChVobK1YWCQkJgsHMyclh8ODBDB8+nMTExHphLKFEfaSoqOiNxlJBQYFevXpx+PBhtLS0hLFSubm5lRKNriuUlJTo3r07q1atqtHXKSgo4OTJk5w9e5auXbsK/9ZVNZwuLi7cuHGjTowllHgqGzZsQCQS4ePjg6OjI926dePq1avs2rVLpugnPT2dlStX8tVXX8lEUt4V1q1bx+jRo0lMTKRjx47C4926dUMkElUpLCsdNViTqkw+Pj5ERUWxd+9eTpw4IfSiv1pFK5XHU1JSwsTEhN69e2NqaoqPjw9WVlbVqth9l3nn+zArSvfu3Tlz5kyZH+KoqChmz57Nvn376NixI7NnzyYkJESmYrW22LRpEzdu3CAiIoL+/ftz/Phx/vjjj1rfx5to1arVW0+XHTp0AErmFLq6unLhwoV61RrzNhwcHEhMTKy1sJPUcC5YsICEhASGDx/OkCFDMDY2rvAaKioqODk51YtBwBKJhAMHDjBz5kx2796NhYUF06ZN46OPPirV67dmzRry8vJ49OgRU6dOraMdVw6RSETjxo0ZM2YMvXr1YuvWrcLPbt++zeeff46dnZ2QfqgogYGBvHz5ssYiL71790ZBQUGY/ZubmytzTywr4hgeHk5hYSH37t1jxYoVZGRkCLKY/zX+Ex6mu7s7ioqKb+3tko4Vc3Z2xtvbm86dO3Pp0iV27NhRax6nh4cHv/32G2vXrhUei46OFtQ5KjvhvSZo1qzZGys8FRUV6dWrFzt27EBNTQ1bW9t3So9SLBbj5uZW495lWUjnsko9zmHDhpGUlER4eDgPHjx443NdXFy4efNmmRWodcnZs2c5e/asUCA0adIknjx5QlxcHGPHjsXU1JQZM2ZUqM+1PuDg4CDk9KTVvBMmTGDnzp2CsbOwsMDLywsPDw+OHj1KTEzMWz1OZWVlOnfuzI4dO2pk32KxGBcXF8LDw5FIJHTs2JG1a9dSVFQkGPZXhRqSkpJISEjg9u3bMuscPnwYf39/tm3bVucprNrmP2Mwz507V+EQidRwdu3aFR8fH2Eqxa5du8jPz6+xfbZt2xYtLS22bdsm83h+fj4vXryoN9q3enp6b5ye4OjoSGpqKnFxcXh5eXHt2rV6YegrSteuXUlKSqrTogZpL+LZs2dxcHDggw8+ICUlhbCwsDINp4qKSpnSffUJaYGQgYEBgYGBLF26FB0dHQAGDx78ThjMwYMHCzMib9++zYwZM4T7yquefUJCAn/++SfNmzfHy8sLT09PwXCWN6QgJCSE3Nxczp8/XyN79/X1paCgQNjnzJkzMTMzA0o8S6mx/Pvvv8nKykJFRYVTp07h6OjI/v37BZ3bc+fO0adPH3r06FFnAhN1xb8+JOvq6opYLGbv3r2Vfu7Zs2eZM2cOu3fvpk2bNsycOZMBAwa8Uf6tOvj5+XHnzp0yQ5cpKSm0adOmRl63MohEIlRVVbl69WqZP1dSUsLNzY2DBw+irKyMk5MTx48fr+VdVh2xWEz37t0JDw+v660AJYbz1KlTLFiwgLi4OD744AOGDh2KiYmJzHVOTk7ExcWVK91Xn0hNTeX333/nxYsXwmPq6up1uKOK06dPH+HrVq1alfp3eJ179+7x119/sWnTJjp16sTkyZOxt7eXGaEFJe+/Q4cOVbpPVQSRSESXLl1kDtyv3mfy8vLYuXMnx48fZ968ecycOVOIcuTk5DBo0CCZ9WJjY7G1ta2RvdZn/vUG09PTk+jo6Gr1RZ09e5Zvv/2WnTt30qpVqxoxnFZWVujo6JQ7LPfKlSsYGhrK7fWqSvPmzSkuLi437Ofk5ERCQgKPHj3C2dmZuLi4d0pOy8HBgZSUlLeGP2ubVw3nnTt3GDp0KB988AHDhg3j/PnzLF++vN60HFWUNWvW8PLlS549e/bO5C7PnDkjfP3o0SOGDRtGjx490NTUfOPz7t+/z19//cXGjRvp2LEjkydPxsHBAbFYTEhICD/99BN5eXlcunSpRvbdr1+/UgpKU6dOJTIyksuXLzN06FBGjBhBREQEoaGhAOzYsYMnT56Qn5+PlZWVjPj7oUOH0NTUlGlN+S/wrzaYzs7OKCsry+3Udv78eb799lt27NiBlZUVs2bN4r333pOL4ZROBCiv8jQmJgaxWFztiQXVpU2bNuTk5JT5M2VlZVxdXQkPD0dVVZVu3brVixByRZHmLuuLd1kWhYWFnD59mgULFhAfH8/8+fNp0aIFJiYmTJw4sa63VynU1dUZPXo0LVu2rJe6zmVx+/ZtDhw4wDfffIOrqyu//vorGhoafP755wQEBJQr1i7l/v37rFy5kg0bNtChQwf27NnD77//TmhoKEFBQYwePRoNDQ257lkkEmFvb19qMlNKSgpBQUG4u7sLn/ktW7ZgYmIiHM43btyInp4e6enpgiGFEu80NTW12uPG3jX+1QbT29ubixcvyj0xHR0dzXfffcfWrVtp0aIFs2bNYtCgQaiqqlZpPQsLC/T19cv1LqHkRpmTk4O9vX1Vty0XzM3Nyx1b5eLiQlxcHE+ePKFbt27cvHnznQgRSrG3tyclJYWUlJQaew0FBQWWL19OUlIS27dvr/LNsbCwkPPnz8tUNVpaWmJqaiqvraKnp8fs2bOZOXOm0KAvL7p3746iouI7NdQaSj7ja9as4ddff+Xp06ekpaWxc+dONmzYQOvWrSu8TmJiIitXrpTxTM3MzPjxxx/l3vfr4+ODRCKp0CjDhw8f8vDhQ8E4Pn78mOTkZIqLizE3NxdyzlByH7SwsJDrXus7/1qD6eDggIqKSo1paUKJ1yc1nBYWFsyYMYPBgwdX2nAGBgZy//79tyqzJCcnV+qPsibQ19fn/v37pR5XVVUVKvBUVVXrTXtDRRGLxTIn7ZrCw8ODwYMHo6Ghgbu7u8wg7sqSl5fH//73PzIzM7l+/TrLli3j/fffZ9iwYTRr1qzae/37778ZP348EyZM4Pfff6/2eq/i6enJ+fPnqy0hV5t4e3ujoKDAoUOHSv3M3t6eEydOVGj49Kvs2rWr1GPOzs6lcpzVwdnZmZMnT1b4+te9zM2bN6Onp8fz589lvMxTp06hrKz8nwrL/msNZs+ePYmNja2VsueYmBi+//57tmzZQvPmzZkxYwbvv/9+hQxns2bNMDAweKN3KeXy5cs0btxYHluuMurq6ly/fr3U4926dePWrVukpaXV2/aGN2FnZ8eDBw9q1LuEEkWYV3Fzc6ty8YRYLKawsBAnJye6devGli1bWLBgATdu3BAEL6pjOF8tMrOzs5PbbFYXFxfEYvE75126urqW2R+pr6+PhYVFlapbFy5cSEhIiNAXCSW9y1988QWOjo7V7gXv0aMHAEeOHKnwc173MlNTU0lKSqK4uBhLS0vhc1BYWEhGRoagR/tf4F9pMG1tbVFXV69R77IsLl68yPfff8+mTZswMzOrkOEMCgoiOTm5Qsbl8uXLiMXiOiv+MTIyQkFBoZROppqaGk5OTjLe5buSk4KSvtHa8C6hRCRDWrizadMm9u7dS0hICNOnT8fR0bFSazk4OJRqfykqKuLs2bMsWLCA69evM2jQIIYPHy60D1SGVwUzLl68yNSpUxk5cuRbC1zehre3NxcuXHinevg8PDwQiURlepdSUZSqqt9ERERw9OhRNmzYwODBg+nRowfr1q2jdevWfPHFFzg7O1fZcHbr1o3Tp09X+nmve5mbNm1CR0eHzMxMgoODhetu3LghM0z+386/sg+zd+/eXLlypUZ7Jt9EbGwssbGxWFtb07dvX2bMmMGNGzfYtm2bTCm3kZERTZs2rXBTf2FhIdnZ2djb29dY+fmbaNeuXZktL66urly7do1nz57h5eXFrVu33inv0t7enkePHlVLMLsyzJ07l7lz5wrfKysr4+/vj6+vLz4+PkRGRr51vJW0QOn1eZRSpIYzOjqaLl268N577/HkyRPCw8NJTEys0D4XLFjA7t27kUgkwmzIwMBAvv76a+Li4ti8efMb5RHLwtHREWVlZfbs2VOp59U17u7unD17tlQIWVNTk44dO7Jo0aIqr62pqUmLFi1YsmSJMOklOTmZ1atXY2JigpeXF25ubhw7doxz585V+KAhFWw5ePBgpff08OFDHjx4QGhoKD///DNPnz4lMTGRRo0aYWVlhbq6Orm5uZw4cQI3NzdatmxJXFxcpV/nXeNf52FaW1ujoaFRY2oZlSE2NpYffviBDRs2YGpqyrRp0/jggw9o1KgRH330EUuXLuXZs2eVmouYmJiIlZVVDe66fCwsLEoZQnV1dbp27UpERIQgzfYuepd1Wc2bn5/Pli1bmDlzJpcuXaJHjx7Mnj37jSLkFQ0hFxUVce7cORYuXMi1a9d47733GDFiRIU9zlu3bgk38Tt37jB//nxWr16NgYEBX3/9NcOHD6+Ux9mzZ88aKcSrKfT09Ojfvz+KiooyYVMpLi4uXLp0qdzK8YoQEhLC8+fPyxyLlpKSwpo1a1izZg0tW7bkiy++EELab6Oygi2vs3XrVkxMTIQc5ebNm2nUqBE5OTmCl9mxY0fef/99zp07x48//lil13mX+NcZzL59+3L9+nVBlaI+cOXKFebOncv69esxNjZm//79zJ07F29vb8aMGcPPP/9c4cT5pUuX6qy1xMDAoJR34ubmxuXLl8nIyMDFxYXbt2+/U96lnZ1drXqXb6KwsJBdu3YxY8YMzpw5g6urK99++y19+/aV0SStSgj5VcN55coVBg4cyIgRIzA3N6/0Pm/dusW8efNYu3YthoaGfP3113zwwQdvFR+QFuLt3r270q9ZF3h4eHD58mV+++03OnToUMrwKCsr4+DgwIkTJ6r8Gurq6rRq1eqtHrfUcK5evRpLS0umTJlCt27dyh2RJzWq1YlESb3MkJAQAJ4+fcr9+/cxMzOjd+/eaGhoMG7cOGEPo0ePlqmi/TfyrwrJdujQAU1NTbZv317XWymTq1evcvXqVQIDA4XHdHR0GDRoEMHBwfj7+3Pu3Lk3rnHt2jUUFRUxNjau9eZ6TU1NmeZ4TU1N7O3tWbJkyTshzfY6ioqKeHh4yG04tLyQCpcfOHAALy8vunfvjpOTE7GxsXTr1g0nJyeuXr1aJSNfVFTE+fPnhdmwAwYM4OnTp4SFhZVZ/fwmbty4wY0bN2jXrh1+fn5MmzaNmzdvsnnz5jIPrD179uTy5ct1liqpLKNHjxYOAd27d8fAwIDU1FTEYjHt27fH2dmZ27dvV2syTFBQENnZ2WUW0pXFgwcPWLt2LcbGxsJn4/jx45w9e1Ymhyo9yFa3Cnnr1q18+umnGBkZ8fDhQ4yMjIRioF27dskILaSlpVXL034XqFODqauryw8//IChoSELFiyoUnL6Vfr168etW7fq/VSMHTt28MUXX8g8pqKiwgcffPBWgymRSMjMzMTe3r7MkvSawtfXFwsLC+Lj44XH3N3duXjxIpmZmXh6enL79u13qu+yS5cuPH78mKSkpLreSrmEh4cTHh6Oq6srn3/+uTD6rWXLlvz0009cuXKlSutKDeeFCxewtbWlf//+PHv2jPDwcO7du1epta5fv87169dp164dgYGBTJ8+naioKJkQprQQrz6kSirKq7+H7OxsPvnkE27fvk3Lli1JSUnh5MmTFTZ0ZaGqqkq7du3YvHlzpZ8rNZxGRkZCjvP48eMUFxczduxYmjRpIpfD66te5vLly4UxiVCS/hoyZAh2dnaoqamxdOnSf/3Yrzo1mN9++y0DBgwAoHPnzrRq1arKv/C2bduira3Nzz//LM8t1ggZGRmsXLmS/v37y+R/mjdvzvDhw9myZQtubm6YmZmxdevWUtJy9+7do2XLlrW23xkzZggqMsuWLePKlSuMHz+ewsJC/Pz83mnvcv369XW9lQpx4sQJnJ2dZYaLV7daFUoOYNHR0YLHGRoaSnp6OuHh4SQkJFRqLanhdHV1pWfPnjg4OHDy5En8/PywtrZm48aN74x3CXDgwAHs7e25c+cOP//8Mw8fPqRly5YcPHhQLvNG/f39yc3NrZYcnq6uLo6OjuTk5NChQwdmzpwpKI999NFHMsVlVeVVLzMqKop27doBJWFiNzc3Tp8+TUpKyr8+HAt1bDBfnYvXqFGjaoleS4XLK1u1V9vo6+tjZmbGihUrGDJkiPD48+fPmTx5Mn5+fvzzzz+4uroCMGLECFxcXGRuNBcvXhTmTdY0Ojo6MvsMDg5m4MCBggTY+vXrKSws5OTJkzXmXZqYmDBu3DiysrJYunSpXMI+Xbp0EfrL3gV69uzJ8OHDKSwsREFBgU2bNlU7IvMqrxrOzp07ExISQkZGBmFhYZU2nCdOnCAqKorg4GCWLl0q5Ofz8vL49ddf5bbnmsbNzY3ffvtNZtbl2yJAFUUsFtOpU6dqtb4pKyuzY8cO4T66adMmGZlOe3t7lJSUqu31PXz4kJSUFEJCQvj6669JTEzEy8uLK1eu0LFjRzIyMigoKJCLWEZ9p04N5q+//oqrqyuqqqrs2rULT09PQX/0VZHgtyEVLv/f//5Xg7uVD/379+fJkyfY2dlx7949oeL13r17DBw4kGPHjtG/f3/h+hYtWmBlZcW1a9dQUFBAUVGRmzdvoqCggLm5eYXyTmKxGGNjYxo3boyOjg6ampqoqakJyfqioiLy8vJ48eIFmZmZPH78mJSUFBwcHPjjjz/Q0tIS1nr48KFMoUjbtm2BkskNP/30U40Yza1btwoKR6ampnzyySfVWk/qXW7YsEEe2yuFrq4un376KQBLly59q4JTRViyZAlNmjQBSjy5cePGVXvNspBIJFy4cIGLFy/SuXNngoODef78eaUNp0QiYcuWLcyaNUt47G2TPeoT9vb2qKqq1liBkr+/Py9fvqzWKC9NTU0Zp6Nv377C17m5uVy8eJEpU6Zw4sQJzpw5Uy3vPiYmhg0bNjBt2jQWLVrE5cuXUVZWJj8/n/z8fAwMDBCJRFhZWZVZ7ftvoU4NZrNmzVi2bBnLly8nJycHsViMr68vffr0wdvbm4iIiApVoAUEBBAXF/dOeJeurq44OTmhrKzMgQMHuHDhAgcPHmTv3r307duXiRMnyugzpqamMnToUIqKigS92i+//JLi4mKGDx/OkiVLZG7IVlZWdOjQAVNTU3R0dFBVVUUkElFcXExhYSEFBQXk5+dTUFAglPaLRCKUlJRQVlZGSUkJJSUlRCIR7733nqDq8eLFC9TU1DA3Nyc2NpYWLVqQm5sr3MRVVFTQ0tKSu8FUUFCQCT+7uLhUe5C2ra0tqampFe5HrCx//fUX7u7uAHTq1Emm0buqvOolNG7cmJCQEHbv3l1jIc5XDaeNjQ3BwcFkZmYSFhYmk8d+Gxs2bGDixIkUFxfz008/1cheawIfH58aK1ASi8XY2tpWW+no2bNnrFu3jvfff5+8vDyZEL2CggKfffYZhw8fJiEhgS+++IKTJ09y+vTpKr2nUaNGCQfnr776il9//ZU7d+5gbm5O48aNEYlEpKWl4ezs3GAwa+SFxWLatm3L5s2bhRBbYWEhO3bsYM+ePfTr1w8fHx+8vLyIiIgod6aipaUlenp6rFixoja3XyVCQ0NxdnYWjJCvry9du3YVigv27NkjyJxJWbZsGWFhYezYsUN43rx585BIJKiqqhIaGsrSpUvR19dHW1sbiURCVlYWDx8+5Pr168THx5OUlFTpvjdlZWV8fX2F13w11NOiRQu+/PJLLC0tGTFiBLq6uvz555+VDt1VhOLiYv78808++ugjioqKiI2NZerUqSQkJLBly5ZK55JEIhEeHh5s2rRJ7nuV8qqknK2tLZqamtU+zC1cuJAvv/ySR48esWrVKtq2bYutrS3Xr19n+/btNVboJpFIiImJ4dKlS9jY2BAUFFQpw1lYWMiMGTPYunVruaL99Y2aLlDq3bs3EomkTJm9yvLpp5+yZMkSnJ2dmTdvHmpqagDC/3v27CncQzw9PZkyZQonT57k1KlTFTKcPXv2JCAgAGNjY+Gxly9f8vjxY06fPo2VlRWFhYVoaWmRmJiIpaVltd9TfUbhTWLBenp6lVMSrgT+/v7Y2Ngwe/bscq8Ri8X07dsXe3t7CgsLiYyMLKW4P3nyZDIzM+UuDi1vdHV1mTJlCr6+vjIfvqVLl8r8DiwtLdm9ezfGxsZcvHiRM2fOYGhoSEBAgNCLl5+fL2PANm3axMGDB4mOjparFqqjoyM//fQTRUVFJCcnyzTSP3jwgPnz57Nu3TrU1NRqvJy8bdu25OTkkJiYSIsWLQgICKBx48YkJSWxZcuWCs/ctLOzw9ramr/++qvG9vr555/zzTffAHDs2DGh/WLLli1V6g9WUFBg0qRJ7Ny5k7t37wqPd+7cmV69eqGlpUVcXBzbt2+XS/j3TYhEIqytrfH09CQrK4vw8HCZPb1Ku3bteP/99/nuu+/qfeX6q3zzzTfEx8eXCtlra2szYcIEbty4wc6dO6ssvmBnZ0dAQAAFBQUcPHiQs2fPVmu/Dg4O7N+/X7g/xMXFCVEZiUTC33//zbp167h06RIGBgZ4eXnRsmVLweN8Xd9YSuvWrTl+/LiQurlz5w5aWlqcOnWKvXv38vjxY9q2bcuUKVNo0qQJhYWFHD16lC+//LLSldb1jWfPnpU5p63ODOa3335LZGRkhYp8RCIR/fr1w8HBgaKiIo4ePYpYLKZ///7o6uoyevRouVSt1SQfffQRmpqaaGtrM378eOHx3377ja+//lrmWmVlZfT19Xn48CFisZhdu3bh5OQk/Hzx4sVMmjQJKAmVOjs7V7qHrrKIxWJ++OEHRo0aJTw2ffr0Os0bm5mZERQUhKGhISkpKWzbtk1GV/V1RCIRn3/+OZs3b67x31fr1q0pLi7m9u3bdOjQAT8/PzQ1Nbl8+TLbt2+vVFjM2toaJyencquQ27Rpg6+vL3p6eiQmJpZZWS1vRCIRnTp1wsvLi+zsbMLCwkoZzi+//JInT56watWqGt2LPLG2tmbAgAHMmTOn1OFmyJAhWFpaUlxcjIqKCrGxsezcubNKIU6xWIyfnx9dunThxYsX7N27t8rVsoMGDSqzO+Dp06fMmTOH4uJiQdby8OHDnDt3DgMDAzw9PbGysiIqKopTp06VMpze3t4yLS8SiYRFixahpaXFpUuXKCgoICQkhN69ewvXpKSksHTpUv78888qvZf6Qr0ymF5eXri7uzNz5sxKNdaKRCL69u1Lnz59CA0NFU5U/fv3r9eDinV0dPjyyy/ZvHkzixYtokmTJmhoaJCamsqxY8dYunTpG5vQP/vsM6ZPnw6UFOgsWrSICxcuMHHiRK5fv8706dNrRdnI0dFRprduw4YNzJ07t85VcoyNjQkODsbY2JjHjx+zc+dOmROuiooKf/zxB927d+fmzZv07t270mOY5IGtrS19+/ZFVVWVmJgYdu3a9VYvRUFBgYkTJ7J379635oaaN29OQEAAhoaGPHz4kO3bt9f4v42CggLW1tZ4eXmRk5PD8ePHcXV1ZciQIRQXF+Pn51fvD7OvMnXqVJKSkkrNpBSLxcyePZtt27YRExODg4MDPXv2RF1dnStXrrBjx44q/Q0qKysTHBxMx44dycrKYseOHdy8ebNSa+jr63Pu3Dl0dXUpKioSRoNlZWXRunVr8vLyUFZWJjAwkE6dOvHy5UvCw8OJioqicePGeHp60qpVK06dOoWmpiZDhw7l6dOnLFy4kF9++YUuXboIrxUXF8f8+fOZPn06JiYmvHz5Ugj/Qok4y8mTJzl79myt9onLm3plMOfMmcOZM2fK1GasCEFBQTInmDVr1tTrafOjRo1CV1eX3r17Y2NjA5SUp/fq1YsPPviAli1bMnfu3HLDViKRSOgJg5IWlB49enDw4EH09PS4desWvXr14vnz5zX+Xnbu3ImpqalQqOTu7s7Dhw8JCwur8dFYb8PQ0JDg4GCaNWtGRkYGBw8eJDY2lpEjR7JgwQLhukGDBlVJkFpeODo64uPjg5KSEmfPnmXfvn3lHhw7duyIq6srv/zyS4XXNzIyIigoCFNTU9LS0ti9e3eNF2IoKCjQoUMHBgwYIFPFPHXq1HeivgBKlMIGDRpUZghZmhp6teoXSg5BUpm46uST1dXVCQ0NpXXr1qSnp7N169YK1wRYWVkxevRotm/fzpAhQxg4cCBQMt3o1KlTxMfHs23bNtLT0wXP1tbWlsLCQo4fP05ERASNGzcmKCiI77//XjC4BQUFjB07ltmzZwutQY8fPyYhIUFmso5EIkEkEpGQkEBkZCQPHz5EV1eXtLQ0fv3113olU1pR6o3B9Pb2xs3NrdLe5as0atSI6Oho9PX1ycjIYPfu3WRmZnL8+PF65Wn6+PgwefJkdHR0+Pjjj9m2bZtQRPP8+XOhGnbOnDmYmZmxcuXKMoubDAwMOH36NHp6esJjZ8+epWvXrsL3o0aNqnFJQGm4atasWUIYSlFREXt7ezw8PHjw4EG9MJza2toEBgbSunVrCgsLCQ0NlRmJtm7dOr7//vtSovdBQUHEx8dXq5G8MnTv3h0vLy9EIhEnT54sNTpKQUGBCRMmcODAARlJwoqiq6tLSEgIlpaWPH/+nH379tG6dWucnZ05ePAghw8fltdbEejWrZtMK8bx48dZu3YtKSkpPHv2jIyMDLKzs3nx4kWdePlloaOjw7hx43BycmL37t1lGvjZs2dz7ty5citbbWxs6NOnD5qamly9erXKghja2toMGDAAS0tLnjx5wqZNm94qgfnFF1+QkZHBH3/8wSeffEL79u3Zs2cPhw4dolWrVvj6+qKvr8+DBw/YuXMnSUlJQrTOwcGB4uJioqKiUFBQKLXvpKQkMjMzUVVVRVFRkebNm5d6/cmTJyORSEhISKBjx46C5yktBmrWrBmNGzfmf//73zvjddYbgzlnzhxOnTpVrRO+qakpEyZMYO/evVy8eJHs7Gx8fHxwdnamuLiYkydP1sjNoDJoaWlx8+ZNIVwhbemQfv/gwQMkEgmHDh2id+/eQiFQWYZv/vz5MrnDNWvWcODAAaEoQSKR4OXlRWxsbI2+p6lTp5KcnMzatWtL/UwsFmNvb4+7uzspKSmEh4fXueFUVlZm1qxZfPzxx8Jj58+fZ+/evRgbG5OSksKWLVto1qwZvXv3xsjIiIyMDHJycti3b1+tGU7pIbK4uJijR49y9OhRLC0tsbOzw9DQkOXLl1drfU1NTYKCgujZsyd9+vQBSj6P0uZzeaKgoMCxY8do164dly9fZuzYsTRq1AgjIyP09PSEPmBlZWVycnLIzs4mOztb5utXH8vKyiInJ6dGppsMHDgQa2trfHx8BENw9OjRMtuApk2bJgxPf5MXOWDAADp27Mi0adOqtTd9fX0GDBhAs2bNSElJYdOmTWXmpVu0aMGoUaOYN28eCgoKTJkyhd9++61Ujt7ExISAgABMTU159uwZ+/bt4/r164hEInr06IGbmxtDhw4tJaD/aog3MzNTZoh4XFwcT548EYqHevbsycqVKxk4cCBKSkqoqKhgZ2cnhHTz8/Pp2LFjjefX5UG9MJg+Pj5069atWt4lwMSJEykoKChVcCISiejZsycuLi7Cqamsga+1gYGBQZleQXFxMUuXLi03hLx27VomTJgg89iCBQsYOXKk8PypU6eycuVKpk2bxrhx4xCJROzatYvhw4fL/X1IqWjFo1gsxsHBATc3N1JSUggLC6t1kfhXsbOzkzk8DR06lL179woi0p07d6Zfv34oKiry4sULunfvjqOjI+3bt69VwykSiejduzdOTk5YWFjQs2dPFBUViYiIEKZFVJcJEyYwc+ZM4fuRI0fKvXXCwsKC0aNHs2DBAp49e1budYqKimhoaKCpqSn896bvpbNgXzeurxpV6WNv8149PT0ZNGgQTZs2ZcGCBfz99980atQIKMn7ffPNNxw9erTUgc/W1hYfHx+0tLRkwpyvMnPmTC5fviy336uRkRH9+/enadOm3Lt3j02bNslUQn/++edkZWXx+++/M2rUKHR0dFi4cGG56+no6BAYGIiVlRW5ublERERw6tQpzMzMZD7njx8/Zu/evcJ953U2bNjAuHHjmDx5MjExMSxatAgzMzPy8/P5+OOPsbOz4+7duwwdOhRra2vheQ4ODu/E3Mx6YTC//fbbMkNPlcHY2Jjx48ezePHick8q0lOTtJ8xKiqKw4cPV1u5v7KsX7+enj17yoxmAoRmYynp6eno6uoikUgYPnx4qVE/hoaGbNy4kRYtWhAbG8ulS5dQUFDA3d1d0HWEknxXTXl1X331FQ8fPmT16tUVuv5Vw5mcnEx4eHidGE6RSMTKlSvR1NTk8OHDpdqPZs2aJajyALz//vvs378fVVVVgoOD68RwHjt2jPbt2wuPWVpayqVdxNTUlEOHDmFkZMTt27fx8fGRe9570qRJZGdny73NSyqM8bpRfd2wamhooKqqSk5OTimvNScnh0aNGvH7778LrRJHjhzBw8NDmC+5efNmHj16REFBAd9//32Ze2ndurUQ5kxOTmb79u1YW1vj5+eHWCzmk08+kbtHbG5uTmhoKPr6+ty5c4cXL14wcOBA1NTUGDhwIPn5+Xz99desWrWqQvlqVVVVfH19sba2pqioiDNnzvDFF19gY2NDYWEhYWFhuLq6oqGhAfx/nhJKBBPatGlDYWEhTk5OdO3alRkzZghrb9++nXnz5jF8+HDOnz/P9OnTadasGdHR0dy5cwdra2vU1NSYNWtWletYapo6N5hDhgzByspK5hdbFT799FOKiooq3M7Qs2dPunXrhoKCgmA49fT0aNGiBZcvX+bFixfV2k95qKurM23aNDZs2MCSJUuwtrZGJBLx7NkzfHx8mDVrFr169eLEiROMHTuW+fPnExsb+8bTIZTM6PP09KSgoIAOHTrg7e0NlIzWsba2rpH306ZNG4YOHcoPP/xQ6QZ8sVhM165dcXNzIykpibCwsDe2fsgbW1tb7Ozsyr2B29racvDgQcRiMWlpabi6usrkNlVVVQkKCqJDhw4kJCTwxx9/1Pie58yZI0jf3b9/ny5dusjtsKelpUWLFi24ffu23Hsjzc3N+fjjj5k/f36dVsYqKiqirq4uY0SlxrZz586lJgVJiYqKQl9fHz09Pb7//vsyUw+vYmpqSmBgII6OjkJrRX5+Po6OjjXWh9i6dWs+/PBDhg0bJhiwzz77jOLiYoyNjSs9xFkkEuHj44OjoyMqKiqkp6ezceNGGjduzJEjR8p8zo4dO7h9+zYHDhzgxo0bfPPNNwwcOFBQ/Vq8eDHfffcdHh4e9OjRg19++YWHDx9SVFTEyZMnhUN+Tk4O5ubmte7IVITyDGaNK/1oamoyduxYNDU1WbNmTbXWMjIywsjIiCVLllT4OYcPH+bw4cP06NEDV1dXfH198fPzE6raevXqVSOSekFBQWRlZTF06FChZHzRokXExcXx22+/oa6uzsaNG4WezMTExAp53kePHsXBwYGHDx/yww8/MGHCBAIDA1m8eHGNGX8/P78qSw8WFhYSFRUlFCkNHz6cxMREwsPDa9xwSlV93iRwffPmTbZv305xcTELFy4sVQiUl5fH+vXrmTVrVqmf1RQbN26kVatW3L59mz/++EOuN5SsrKwa85SDgoK4f/9+nbeRFBUVkZWVRVZWVqmfRUREMGDAAMzMzMjIyEBbW1swPA4ODoLnOWjQoLcazOTkZJYvX46enp5gMJWVlWndunWNGcxbt26xd+9eRowYITxmZmaGmppalbSRX529am1tzZUrV5BIJDx58oQHDx7IiKwA7N+/n5EjR2JhYYGfnx92dnbExMSgpqaGnp4eCQkJSCQStLW1OXr0KObm5owePZoffviBoqIiHj9+LBhMFRWVWhE9kSeit19SdQwMDPjqq68oKChg7ty51S5tDw4O5sGDB1W6cR05coQZM2agpKQkhBnatWsnUx4tL6Rz7qKiohgxYgRisZhGjRrh4ODA4sWL6dKlC23btqVTp04AuLq6UlxcXKECDAsLC3R0dASlkUWLFrFt2zbhPckbKysrdHV1ZSY2VAWp4VywYAH37t1j+PDhvP/++zRt2lROOy1Np06dyM7OLleJBkpEqn/++WcSExMZOXIkQ4YMKVX40L1792pPr68MHh4efPfdd8yYMeOdmaZiampKkyZN2LJlS11v5Y00a9aMgwcPsnLlStTV1RGJRBQVFREVFSWT9zQ2NpbRdH4TW7ZsEZr+7927V23lnrdx8uRJ4TN9//59YXBzdQu4YmNjhcNZQUEBBw4cYP78+ULOsaioCCg5QCckJLB8+XLi4uKYMGECH374IcHBwaiqqnL69GmGDRuGsrIyf//9Nzk5OXz66aeIRCJhyHhWVhaRkZF89dVXtGjRolr7rk1q1GAOGDCAtLQ0Fi9eXO3wj6GhISYmJtW+cR84cED4urCwEF9fX/r27Vsqz1gdAgMD0dTUxMvLS8Y7aNmyJbq6usL3xcXFqKqq0rNnT86cOVOhtVu1agWUnOalN/bbt29jZmYmt/2/ir+/P/Hx8dUSO3+VgoICTp48KRjOESNGMHjwYLkbTgUFBby8vCrUZnT16lXmzp3L+vXrMTU1Zdq0aTKG09PTk3PnztV46MjGxoYxY8agoaHBtWvXavS15E1wcDBJSUk8ffq0rrfyRlJTU7l58yatWrUS5CUVFRWxs7MTvn/+/Dnz588nODiYDz/88K36qOnp6WzZsoVhw4bh4eFR4/KEJiYmhIWF4eTkhJOTE6ampnLvCujTpw85OTn8+OOPeHl58f7779O9e3cWL16Mvb0933zzDYaGhhw/flxmrFdgYCDHjh0jJSWFAQMGoKCgwPLly1FXV2fy5MncvXsXZ2dnWrduzZ07d3j27BmjRo3Cz88PFxcXDh8+zLp160p5tvWFGjOYRkZGmJiYyE3kOiQkhEePHlU7jHfz5k0iIiJYtWoV/v7+7Nq1CwcHB2bPni0XwykVLR80aBDjx49HJBKRlZXFwYMHCQkJYdy4cWRnZyORSOjUqRNhYWFkZWVV2Hs5dOgQq1evplmzZkIu5ty5c2hqagqFC/LC0tISfX39GvEaXjWcUu9u0KBBMv2S1cHa2pqcnJw3epevU5bh/Oyzz2rFu/Tz8yMsLIzvv/+ekJAQITT4LmBsbEzTpk3rvXcJJa0Rf//9N/PnzxcOQDk5OaioqAjXpKSksGPHDhYvXsyFCxcICgpi9OjR5RpOPz8/4uPj2b17d62IhwQHB3P//n1u3bpF7969yc/Pr9aYsNcRiUQ4ODgIut1ZWVns37+fGzduEBMTw7fffktaWhrjxo3D0tJSZkZoZmYmRkZG7Ny5E01NTdzc3MjNzeXHH39EUVGRqVOnoqurS15eHvv378fAwIAdO3bg5eXFrl27sLOzo0+fPixbtkxu70ee1JjB7N+/PykpKXLJUxkYGGBqalpt7xJKTkC7d+/m888/5/Tp00RERDBz5kwhN1hdwyntdZI+X0FBAS0tLaZMmcKDBw/Ytm0ba9euFX7erl07IiIiKvUaN2/epKCgQOi1Sk1NpbCwUAjxyovAwEDu3btXoyfmgoICTpw4wfz580lKSmLUqFHVNpwKCgp4enpWWcTiVcOprKzMsWPHaty77N27t/CZaNmypRBJeBcIDg4mJSXlneivk/LgwQN2797N7Nmz8fDwEP4Gc3JyuHz5MtOmTWPAgAFcvXqVxYsXEx0dXabhNDY2xtzcvNqjuipK8+bNMTAwYMuWLYhEIrp06VLp+8fb6NmzJxKJpNSgCyn5+fmsWLGCy5cvM2rUKH788Ue++eYbIiIimDZtGiNHjsTOzo5Nmzbh7OyMlZUVCgoKzJs3j7S0NCZPnkznzp2JiooSRoIlJyfL3HNfnblbn6iRoh9TU1OaNm3K4sWL5bJeaGioMNS4OtjZ2aGpqSkjKCwlIiKCiIgIPDw8cHd3x8nJSZDvq+jNUiwWY21tzYEDB+jQoYPweFFREZMmTSIzM5Pi4mIZbcbCwsJKz5Bs06YNjRo1khFcTk1NxdrampiYmEqtVR7SOXcrV66Uy3pvQ2o4z5w5g6OjI6NGjSI+Pp7w8PBKj4Xq1KkTubm51e73unr1KlevXq3WGhXl9OnTDBgwACg5pQ8dOpQbN26wbds2uYXDawJDQ0OMjY3rrUdQHoGBgZw5c4bff/8dsVjMrVu3WL16NZGRkWRlZWFjY0O/fv2YOXMm0dHR7Nq1S2bEWW5uLoGBgXTp0oXU1FTmz59fK/uWFlY9ffqUvn37UlRUVKGZwZXB2dmZqKiot163adMmiouLee+991iwYAGPHj2isLCQVatW4eXlRY8ePUhMTGTHjh0YGxsTFRVF//798fDwoH///rRq1YpVq1bxxRdfyNSlFBcX13geuKrUiMEMDQ0lKSlJLidOfX19mjVrViktzfLo27cvMTExb9Q2lCqtuLu74+HhgaOjY4UNZ1BQEC9fviQqKopOnTrRoUMHlJWVCQsLY8WKFTRu3BiAVatW8cknn9C2bVtWr15d6Yq6goICCgoK+PLLLzlz5gz79u3j1q1bODg4VGqdt72XxMTEWq94fNVwOjk58eGHH1bKcEpzl6/3stZ3Tp48yZYtW4RpJrq6uvTr14+pU6dy//59tm3bVi89uJCQEB4+fFirrULV5fXDoK+vL/n5+TKfmUuXLnHp0iWcnZ3p2bMnXbp0ISoqigMHDnDp0iXGjx8vHHwNDAwYOHBgudNk5IXUu5QaZ0dHx3LnBFcVLy8vFBQUym0peZ3Nmzfj5+fH2bNnuXLlCleuXOHevXusWbMGPT09vvrqKyEf6eLigr+/Pxs3buTOnTsMHToUMzMzLl++zNSpU3n06BEJCQls3boVCwsLvv76a1asWFGv8uJyD8mam5vTpEkTueUuQ0NDefLkSbWrBd3d3VFSUnpji8GrREZGMnPmTMLCwrC3t2fOnDn4+vqWG6o1MjLCxsaGBw8e0KtXL37++Wc6duyIu7s7t27dYtiwYXTu3Jm4uDgSExP56quv8Pf3r5L+6927dwXv0t/fnxYtWnDu3DnU1dVl5mRWFWnFY1meeG1RUFDA8ePHWbBgASkpKXz44YcyvV7l0alTJ168ePHOTX339vZmxYoV/O9//xOGf8+fP5/ff/8dVVVVJk2axIQJE2qsuKuy6Orq0qtXLywsLOSSKqlNXm1/EYvFdOnSpdzw/alTp5g1axYRERE4OTkxZ84cunfvXsoDsra2lhkcXhMEBwdz79490tPT8fLyAqiwYaso3bt358yZMxWOqrVo0YJevXoJ48ImTJjAxYsX+eCDD3j27BnHjh2TuV5VVRUoma05d+5cAH744QeaNWtG06ZN6dq1K+Hh4Xz33Xc8f/6czz//HBcXFzQ0NLCyspJ7nUZlkbtwweeff052drZcJhRIhy6XpY1YGUQiEbNmzeL06dMyVbKVQepxKioqljlhYurUqSgrK6OsrMyaNWtKyeIZGxsTEhKCkZERycnJbN26tcp9fTo6Opw8eRJjY2OKiooICAggKiqKOXPmEBERUW7uoaJMmDCBwsLCOp11+TrKyso4OTnRrVs37t69S3h4eCmPqzKjsOoTFhYWBAcHs3jx4nJvVK9OYnn27Bl79uyp9BgoeWFubs6hQ4do0qQJ6enpODg41Csv4E2YmpoyduxYFi5cyNOnT/H396dz586lppCUhUgkolevXjg7O1NQUIBYLKZ9+/aCNranpydQkt65du2aXMXlpZKDUlGIWbNmER0dLddiNFdXV3x8fJgxY0aFDWa7du04efJkqccfPHiAh4cHqampfPHFF7i7uxMTE0Nubi4xMTFcunQJa2trnj9/XuqevGHDBtLS0nj69CmFhYW0a9eOfv36oa2tzblz5/D39y936LW8qBXhghYtWsg179W/f39SU1OrPexX2lRcVWMJJR5nZGQk7u7uuLu707VrV65evYqPjw/W1tbExcVx48YNlixZUmbo7MGDByxbtgxjY2NCQ0OZOHEiycnJbN68udKhNmtrayHMoaioiK+vL8nJyQwePJhx48axadMmxowZU6X3aWRkRNOmTSslDlEb5Ofnc+zYMU6fPo2TkxMfffQRcXFxRERE8OTJE1q2bIm9vT35+fnvlLGEkjDY0aNH33iTevz4Mb/88gs6OjoEBQUxdOhQsrOzOXjwoNzy1hWlb9++gqcvHVv3+vzI+kpwcDDJyck8ffoUkUiEvb19hVsyJBIJ+/fv5/Dhw8Lw55iYGI4cOSLku9u2bSso3Bw9epTLly/LpWAsKChI8C5dXFwQi8Vyl5Xz8PAgJiamUvu9fv06y5YtY8yYMUgkEqHaOCcnh0mTJpGfn09aWhrffPMNly5dQkNDgw8//JA//vgDTU1NMjIyyMrKQktLCygRcPn222+xtLTEysoKIyMjWrVqJYi+Ozg44OLiIvdCp4oiV4MpHY8kj7yXrq4uzZs3r5YmZceOHRk+fDitWrV6q+RcRZEaTumIMul8y2bNmjFp0qS3Gr8HDx6wdOlSTExMCAkJYdKkSZU2nNevX+fZs2fo6elRXFyMqakpP//8s9DjOWDAAH777bcqTS8JCQkhJSWl1lRtKsvrhvPDDz+kSZMmDBo0CEVFRcLCwuqVZ/w2zM3N0dXV5eLFixW6PiMjQ2i6DwwMJDg4mH79+hEZGSkUDkkkEjZv3lwjEz6g5PMnRSKR0L17d/T09Ni3b1+l2nhqm9cPg/369RNmQlaGwsJCtm/fzt69ewkJCWHAgAH07t2bbdu2cePGDW7cuEHLli3x9PTE29ubyMhILl68KDT+VxZLS0sZR8TLy4uLFy/KtXLb2toaVVXVKnmss2bN4unTpxQXF+Pk5ERhYSHjx48nLy+PCRMmMGPGDBQVFTlw4ACLFy+madOmaGpqAiXRsuXLlwu6vAUFBYwfP54dO3YIutX37t3Dzs4OKEnV1KWYh1wMpre3N/7+/jRq1EjQwKwuISEhPH36tMJDVF9HS0uLnTt3Ckakc+fO1Q5VvsqxY8e4du2aYDAVFRXp2bMna9asqdCNKiUlRTCcoaGhTJo0iaSkJLZs2fJWw5mamoq3tzc+Pj40adIEdXV1ITcAJX/QVTm0GBgYvDMVj1LDeerUKQ4fPiyMIPL29kZLS6tMWbT6hJqaGr1796ZLly7s3Lmz0je/3Nxc/vnnH8RiMb6+vvTs2ZP58+cL7SjdunWTGeQsT2JjYzl8+DBPnz5l69at3LlzB19fX0aNGkV2djYnT54slbuqD7x6GJT2GlZnfm5+fj7r169HXV2dAQMGMGLECJ4+fcrmzZuJi4sjLi4OCwsLPDw8BMMZHR1d6YNMUFAQCQkJpKenY2dnh4qKitznSvbq1YubN28Kc26rQk5ODitWrEBDQ0Oo7HZ0dBT+Nnv37k1YWBjXr1+noKAAJSUlJBIJaWlpzJ49W/gb6NWrF0FBQVhbW7Nq1So2btyIrq4uNjY2bN++vU4jSNU2mI6OjmzcuFGQmGrevDmXL1+u1pra2tpYWlry559/VnmNpk2byqjq1ERf24oVK+jbty8aGhps374dMzMzZs2axYULF9izZ0+FDeeSJUswNTUVPM6KGM579+6xYsUKxo8fT0ZGBjNnzmT27Nn06dOHrVu3kpiYWOn3ExwczJMnT96piseCggJOnToljBBKT09n6NChHD16VMYTqm9s27ZNkGW8f/9+lRvPCwsL2bFjB7t27WLw4MHC4927d5fLPsuif//+nDt3TqZt7NdffxUmYHh7e9OjRw+uXLnCnj175C7yXhVeb3+RtmTI4xCdm5vLqlWr0NHRYcCAAYwZM4aHDx+yadMmEhISSEhIwNTUFE9PTzw9PTlx4gRnz56tkHFq0aIF+vr6/PXXX0DJiMSrV6/KNXqgrq6Ojo5OtepODA0NiYqKQktLS8jdqqioyAhCQIl4/FdffcWtW7fw8PAgOjoaU1NTRo8ezYYNG3j+/DkHDx7kypUrjBo1ihkzZvDXX3/x66+/Vus9yotqV8l26NBBqBxVVFSkV69e1d5UaGgoz549q1Z4R5pThP9XlZE3Xbt25ddff8XQ0JAxY8Ywa9YsDh06RKdOnZg9ezZBQUEVrupKTk5myZIl/PLLL6ioqDBp0iQ++eQT9PX1y32OkZERxsbGbN26lfz8fKZOncrixYur1Lenra2Nubn5OzMR/VU2btzIoUOHWLZsGW5ubhw7dgwvLy8+/fRTmfFn9QVdXV0ZDeOgoKBqrymRSGTaIqozoP1NSFMlZVV35+XlsWXLFqZPn86BAwdo0aIF06dPZ+zYsUJ1r4mJCc7OzqVupDXNq+0vIpGIrl27yjXiBCXh8hUrVrB48WKKi4uZOHEiY8aMQVdXl+TkZNasWcOqVaswNTVlypQpeHh4lPo9WFpaMnv2bAYOHMjKlSuF0Hp6ejodOnRAQ0ND7jNMc3NzhSkrVaFr164oKChw6dIl1NXVycvLQ0FBgcGDB7Ny5UoePXokXDty5Eg8PDw4e/YsP/74I2FhYaxevZobN24wbtw4WrduDZQ4Et9++y33799nzJgx9O3bVy7vtbpUu0q2WbNmhIWFYWBgQHp6Onv27CE1NZW9e/dWKYemra3NV199VeG5buVhYGDA559/TmZmJrq6urx48YI5c+bI7WSmqanJ119/zerVq8scFO3i4oK3tzfKyspcvHhREEuvKM2aNSMkJIQmTZqQmJjI5s2bS1UiSodHvxpCbdeuHYMHD+abb76p1Pv54IMPaNq0KfPmzavU8+oD48aN4+jRo6X0V9u1a4e3tzfFxcWEh4fXG49TOmpO2oZw9uxZIiMj2blzZ5mfpcqs27dvX4qLi9m/f79cqzSljB49Gi0tLRYtWlSh6y0sLOjbty8mJiZoa2sTFBSEiooK0dHR9OvXr1ohwP9j780DoV7b8PHLGNskkSQiIYkiJPu+7/uQNqd9L+2dFqTlnLc6nVOd9n0vW0nSQkQklZTSIi1aLCX7zvj94ft5XmMpy4y8v+/3+quG+XyeGTPP/dz3fd3X1VlISEhg2bJl+Pfff/H582c4OjpCR0eHzUybG5CVlQWTyYSEhASys7MREhJCHH8kJCRgbm4OZWVlpKam4vXr11i4cCE0NTXx6NEjWFpaEkWhb9++wdfXF0wmEy9evOi0J21XYG9vD11d3U6xhVtjw4YNePnyJUJDQzFhwgS8fPkSgwYNgry8PI4ePYrLly8Tb+KcnBzcunULnz59wqFDh9j2xOHDh2PChAnIyMhg8y/W0tKCp6cniouLceDAAa64S7UGV/0wxcXFoaqqiszMTNTU1LAZ73Y1cE6fPh2DBg3qsXLGkiVL0NTUhDt37sDLywv19fX49OkTaZxra2uDxWJ1m2HY2QBjYGAAKysrCAgIICMjA5GRkV3aJIYNGwZPT882gVNSUhL+/v7Ys2dPG2PmrVu34ujRo53O0Pn5+REUFITz58/32PGgt6GsrAw7Ozvs3r27wwDRMnDGxsaSysOvxNy5cyErK4v79+/j9u3bYDKZUFJSQnFxMcLDw/H27dtfvcQ2EBUVxerVq3Ho0KEucwuEhYVx9uxZGBsbk8fMzc27dajuKubNmwdBQUH8/fffoNFo2LhxIxISEhAXF8f1ewPNjj8eHh4YMGAAsrKyEBYWRsRTBg4cCFNTU2zcuBEyMjIAmg9QAgIChB/R1NQEHh4esFgsLFu2rMc2ie2BTqdj06ZNXR7h09LSgpeXF4KCglBXV4cFCxYgIyMDpqam2LNnD8rLy7FlyxZISkoiLy8Pe/fuRX19PebOnQt+fn4cO3aM7X79+vWDt7c3+Pn5cf78eVItExYWxpw5czBw4ECEh4dznRne6wbSrR3rOxM4f5a1dRaKioqYOXMmdu7cieLiYgQHBxNPTBaLBWVlZWK8vGPHDmzdurVL16fMoc+cOdPprEVXVxc2NjYQFBTE06dPcenSpW4Hzg8fPkBISAgsFgu7du1q87vLly9HXl4ezp0716lrM5lMKCsrY/PmzZ1eT1/B/PnzkZSU1KlATwVOFouFuLi4XxY4paWl4efnh+3bt7OdsEVERODj4wMFBQV8+/YNoaGh3epFcwuzZs3CgAEDus04nzZtGslMS0pKoK2tje/fv3NyiW1AzXLv378fubm5sLe3h76+fo+N7LsDNTU14sWbnp7OVnV69uwZGRWrra2FgIAAmpqawGKxCGkGAB4+fAgbGxuOr83ExAQ2NjZYv359l563bt06vHv3jhgWLFq0CKWlpbhw4QLevn0LQ0ND2NvbtzvbOWXKFKioqCApKYlt5I+Hh4fIk4aGhrJVGh0dHWFoaIjs7GycPHmSaxrPHQVMromv19TU4OzZswgODsb79+/h4+ODdevWEXJGe/Dy8kJpaWmPgqWAgACYTCays7OJKPn79++hoaGBDRs24Pr169DX1ye/P3HixC7fw8PDAxUVFV0q8d2/fx+bNm3C5cuXMXLkSAQFBWHChAng5+eHgIAANDU1MXDgwA6fn5ubi7///puYTw8ePLhDhZWXL1922suPRqNh7NixPZ5rEhQUhLm5OUdt0n4GJSUlCAgIdFrvNSsrC3v27EF8fDxsbGywcOFCrquztAdLS0vcuXOnTYm+rKwMhw8fxrZt21BZWYl58+bB39+/T1gdUUS8nvTPjh8/jkWLFmHPnj1wdnbmerAE/jvLnZubCxqNBgMDA45rr3YWmZmZ2LJlCy5duoTRo0cjKCgITk5O8PPzQ0VFBQmQVF+Th4cHjx8/ZitBCgkJYcmSJRg6dChH12Zqatrp0SYKampqhPC4du1aPH36FNOnT0dTUxOpkFhYWCAjI6PdwHb69GmEhYXByMgI/v7+hOnf1NSE+Ph4nD9/Hl5eXrCxsSH7SnR0NPbv349hw4Zh/fr1ZDylt8C1DLM1fpZxUlnb6dOnu3Xyp9FoOHbsGFxcXFBUVARzc3N8+vQJQDM5ZvHixdi5cye+fv2KkJAQkmFeu3YNkydP7tLrCAgIQEhISI+c67W1tWFnZwcRERHY2Nhg2LBhKC4uhpOTU48zH+pUvXHjxh/q5gLNs2jjx4/vcT9n8uTJGD16NFgsFp48eYIrV6789N49xbx585CSktKtsh4PDw/JOBsaGhAbG9ujg1pnISUlhWnTpmHbtm0/7WmLi4tjwoQJkJGRwZcvXxASEvLL5mNnzpwJMTExbN++/ZfcvztoXUKmVHp+RXbZHkxMTDBjxgw4OzsDaCZuLV68GJs2bSIM/7q6OiJ3+eTJE0yZMgWurq6QkZFBfn4+wsLCemxKMWbMGEycOJGUVTuLNWvW4PPnzzh79izy8/MJwTE9PR1WVlbQ0NCAt7f3T68rIiKC+fPno1+/fjh16hRbRiksLAwfHx/w8vLi/PnzZFyMRqNhyZIlEBUVxe7duzmuNNXrGWZrdJRxjhs3DmvXrkVkZCSEhYW7HSyMjY3h4uIC4L8bDYW8vDy8ffsW/v7+0NLSwowZM7BlyxZs3rwZc+bM6dJ93NzcUFVV1aNgCTSXVjZv3oyXL18SBqGYmBh8fX17dF2gebSitrb2p2LsFFuwpzNzNBoNKioqCA8PR3R0NEaOHImAgAD4+flx7QSoqKgIISGhbo8wNTU14fnz59i9ezfu3LkDOzs7LFiwgLD0uAVLS0skJiZ2igBWVFSEvXv3kkF7f39/LFiwABISElxdY2uIiIhAUVGx0zrMfQVMJpNtltvQ0LBTLhy9hcTERLb10Gg07NixA2JiYqiqqsK+ffvYtKH5+Pjw7ds37N27Fzt37kRDQwMWLlwIf39/0v/sDuzs7PDmzZsuBctRo0ZBREQE4eHhYLFYbEGbMpOws7NDVlbWT69bVlaGP//8E5mZmZg+fTrc3d3JzyoqKnDs2DG8efMGixYtIkQoFouFv//+G4WFhfD394eUlFQXXnH30Xv1s/+D1oHzzz//xIoVKzBu3Di4u7sTCaSuorVnY+vB/cOHDyMpKQleXl5wc3PDrl27sHPnTlRWVnb6Hvz8/FBTU+MoZT82NpbtA0WxXFsKEXQHnz9/hpqa2g9/x97eHiwWq8flWBsbGzQ0NODhw4dISUnB5s2bcf78eQwZMgTr1q3DnDlzOL7JW1pa4vbt2z1mgjY1NeHZs2ckcNrb23MtcEpKSkJOTq7L1kUFBQXYs2cP/v33X/Dx8WHZsmVYunQpoqOj8fr1a6xdu5bja20JJpOJ4uLi/ynJQaqETI1JUX2/GzducPQ+dDodixYtwh9//AFFRcUuP//y5ctk7yotLSXfewaDAXFxcWJIXVNTg7i4OKxYsQIWFhYoKysjgZMi23QncEpLS0NcXLzLpXYXFxe8efOGzNju2rULKSkpOHToEJYvXw4lJSWIiIh0yVwiJCQEp0+fxrhx47By5Upy2G5qasLt27cREhICX19fwrgFgL179+L9+/dYuHBhr3ho9lpJtiMcOXKEbQ5t0qRJ3dZ8nT59Ory8vPD48WMEBAS0K0WlqKiIiRMnQlBQEPfv38fVq1c73Tj28vKCqqoqgoODu7W+jnD48GEMGDCAlKmdnJzQr18/ZGZmIjw8vFvUey0tLbi7u2PDhg3t/pyTbMGgoCA8ePCgXRNdRUVFuLi4YPDgwcjLy8OlS5d6LG3VGbHy7oKHhwejR4+GlZUV6urqEBsbi9evX3Pk2r6+vvj8+XOPLZmGDRuGvXv3wtDQkDxmbGzcZqyGE+AUEa+30ZptHxwcTETSOYkNGzZg6dKlAJplLzU1NVFfX9/p52toaMDX1xenTp2CqqoqEQ9obGxkI/sEBQVh9+7dGDRoECwsLDBy5EjcvXsXKSkpqKurg4SEBJhMJmRlZVFYWIiwsLBOfc/mz58POp3eJXUvilT5xx9/oKysDEJCQlixYgX+/fdfkqhQI32HDx/u9HUpMBgMMr968eJFNkKfmJgYpkyZgi9fvuDSpUtkj580aRJGjx7d43FECr+8JNsRjh8/TpTnHz16BGNjY6xbt45QqruCY8eOwcHBAevWretQtzEnJwebNm3C9evXMW7cOGzcuBFOTk6YMGHCDzMLOp0OTU3NHklptQdjY2MUFBRgwoQJOHXqFJ48eYItW7YgNDQUCgoKbOSgriAjIwN0Or3DE6ednR1hi3IC+vr68PT0bLPOnJwc/P3339i9ezcaGxsxf/58rFy5skdkm86IlXcXVMa5a9cuJCUlwcHBAfPnz++xUtTgwYOhoKCA1NTUHq8xNzcX9+7dY3uM0++FgIAAgoKCEBUVBWFh4f+pYCksLIwRI0aQ7NLKygo8PDydFlnvClRUVMi/paWlf0hqbA8ODg7IzMzE8+fPkZycjPj4eJw+fbrNPKShoSFkZWXx7ds3hISE4ODBgxgyZAhWrlwJExMTlJSUYN++fdixYwdqamowf/58LF269Id2cCIiIpCVle2yWIm7uzvevXtHRj6MjIyQlZVFguXQoUMxaNCgbtu+VVVV4a+//kJaWhomTpzI1qaiZjGFhIQwY8YMkpGfPXsWjx8/xm+//fZDsZee4pdnmJMmTYKSkhJOnDiB9+/fQ1BQEB4eHhgzZgwqKytx7dq1LrO3ugJbW1vo6uqiqqoKlZWVkJWVRVlZGaKjo9lONq6urtDQ0MDGjRs5ev+AgABkZmZ2WBLR0tKCg4MDGAwGMRfubMa5evVqvH37FqGhoWyPc2MWzdjYGGZmZhASEsLLly8RERHR7oCxmJgYPDw8oKioiIqKCty8eRMPHz7s9H3k5OTg7e2Nv/76i2uU8pbg4eHBmDFjYGVlhZqaGsTGxnbrBDthwgTk5eVxTGO1f//+OHjwIFRVVXH8+HHs2rUL/Pz8mDVrFh48eIC0tLQeXT8wMBBLliwB0NxHGj16dJ/X56XQekY6ODi4R9Z+P4K9vT2OHz8Ofn5+PH/+HHfv3sX3799x+fLln35OKLLN5s2bUVVVhUWLFoHFYhHzgISEBIwaNQrp6em4efMmJCUlUVRUhMjISHLtwYMHE5GDxMREpKamor6+HuLi4vD29sawYcNQWFiI8PDwNiNKU6ZMgbS0dJfESuTk5DB37lxiMyYoKIiVK1di7969hPVM6YlTnr09gaKiIvz8/FBdXY0DBw6QoMzDwwMnJycMHz4cx44dI621efPmQVJSElu3bu2RKEavz2F2Bj9inLYOnDExMb1iY8RgMODp6QkVFRVUVlbi8+fPmD59OgYPHoytW7dydGhYW1sb7u7uCAwM/CkJRFtbG7a2tujXrx+eP3+O8PDwn7JQ3d3doaKi0mbOlJuzaGPHjoWdnR1ERUXx4cMHXLp0qV1mJ+W2oaqqirq6OiQkJHQqmEyfPh2ZmZnd1l7tLnh4eKCmpgZLS8suB85BgwaRTYabyjbu7u4YN24ceHh4UF9fj+TkZMTFxXXrYNG6VTJnzpw2B6++iNYz0paWljAzM0NgYCDXDliU4frjx48xYMAAeHl5QVFRESUlJYiKiupw/GzNmjXIy8vDyZMniRDJP//8g4KCAigrK8PPzw9bt24lB08xMTF4eXlBXl4epaWliI6OJiNVkpKSsLKygpycHO7cuYP79++joaGBLXB+/foV4eHh+P79O6ysrGBnZ4cDBw50KSFZunQpampqiLarpaUlxMTESDYpLi6OFStWtCuo0l3w8/Nj7ty5kJSUxOXLl9m++zY2Nhg9ejQOHz6MiooK0Gg0rF69GvX19T1yqOqTAdPX1xcKCgrYsmVLh78jKCgId3d3qKmp9WrgpO77559/Eq+2R48ewdrammP3WLduHd6+fYvz5893+jkaGhpwcHCAsLAwsrKyEBER0aG4NTVeQvUagP9ml3fu3OF4ebklFBQU4OrqisGDB6OgoACRkZHtqsNQbhvjxo0Di8VCamoqrl+/3u7mNmzYMPj6+mLHjh3dtkrqKVoGzurqasTGxuLNmzc/fA41CxgfH8+1dVF/17i4ONy9exd2dnbQ0dEBjUZDeno6rl692qVgbWJigosXL0JAQAB3794lozsPHz5EdHQ016zDeorJkydDVlYWf/zxBwBg48aNSEtLa7e/zk0ICwsT9aby8nJcu3aNbfypdUBcsGABeHl5SS9x5cqVKCoqatdbWFhYGJ6enlBWVkZlZSVu3LhBqjRSUlKwsrKCjIwM7ty5g7S0NBI4mUwmFBQUCKeAxWJhypQpnc68paWlsWjRIjKeJyAggJUrV2L//v1krKOr0oldga2tLUxNTduIFlhaWmLMmDE4dOgQqqurwWAw8Pvvv+PFixedFm9pjT4XMCk5trCwsE4FwJaBs6qqCteuXeuVwPny5Utilvv161dMmzYNKSkpPb4uVY4JDg7u1ryimpoanJyc0L9/f7x69Qrh4eHtlkDXrl1Lfg6g12fRJCUl4e7uDjk5OZSUlOD69evtzk3SaDRYW1vDwMAAvLy8yMjIwJUrV9g2+d9++w0vXrzoMsuUG+Dh4YG6ujosLS1RVVXVYeAUFxfH/PnzsW3bNq65xPv5+cHDwwNVVVVtxpJMTU1hamoKQUHBH5bK27umnJwcjh07RuaZzc3NYWJiAn5+frx48QKXL1/uFV3PzoKqWFESj2ZmZrCysmpXZaa30Lpi9eDBA/j6+mLs2LG4evUqAgICiNYtlZUpKChg1qxZbAfd9kDtiWPGjEFtbS3i4uLImIq0tDSsrKwgLS2N+Ph4PHz4EI2NjTA0NGQT6b969SqmTp3aqdeyaNEiNDU1kVKrmZkZBg8ejJCQEADNgXzdunU4duwY1xjVsrKymDFjBhobG3HgwAHi6GRvbw8FBQUcPnwYdXV1hJh07ty5bsl99rmA6ePjAyUlpS7LsfHz88PDwwPq6uqoqqrC9evXu9QD6yp+//13zJ8/H9+/f8f58+fRv39/1NbW4ubNmz0icKxevRoFBQU4ceJEj9anqqoKFxcXiIiIIDs7G6GhoWybmKOjI8aNG4fg4GCShSQlJXGFAPEjCAsLw8PDA6NGjUJ1dTUSEhI6VFwxNDSEhYUFhISE8OLFCwwdOhQuLi6oqqqCvb19l1iI3MbPAqeXlxdKSkq4ls07ODjgzJkzAJqJP9bW1u2W2DQ0NGBrawtRUVHk5uYiIiKiQxGEn0k/ampqwtbWFgMGDPhh2b23MXHiRMjLy5OKVUurvV8NKrgtX76czBJ+//4d8+fPh5OTE96+fUvmbZctW0a8JTsDOp0OFxcXaGlpoaGhAUlJSYSbICMjAysrK0hKSiI+Ph4vX75ESkoKUY9KSEjA/fv3f1g6BkBKxrt370ZeXh74+fmxatUqHDx4kAStKVOmYOjQofjzzz+7+zZ1+vXOnDkTw4YNQ0xMDNlHPD090a9fP5w+fRpNTU1wcXGBjo4O/vzzzy4f7PpUwOTn50dgYGCbenRXr+Hu7o6xY8dyNXCuX78ez549I0PbdDodbm5u0NTURG1tLW7cuNHljKc1LZsTGDVqFFxcXCAqKoqcnByEhoairKwMgoKCCAwMxO7duzF27NhfrnTCz88PFxcXaGho/LQEq6GhgVmzZrFlTUuWLMHp06d7c8mdAhU4raysUFFRAWlpafz222+orq6Gs7Mz107cCxYswKZNm8j///77b7b/twZVkpOUlERhYSGuXLnSRqR/6tSpkJaW/unG1/JaX79+RVRU1C+b1aQqVqGhoXj8+DFMTU1hbW39S7PL9hAdHU2kOSlRdQCIiIjAzJkzISsri/nz52PHjh1dVq+h0Wiwt7cnNl2pqamIiYkBi8WCrKwsrKysICEhgczMTCgpKSE7O5vMpo8cORIVFRW4fv16u5W7BQsWgE6nE+1qExMTSEtL48KFCwD++/5fvHixVwT1gebqia2tLdLS0nD58mXw8vJixowZ+PDhA5m3Xb58OXh4eLrcz+xTAZPJZGLUqFE//GJ3FlTgVFdXJ5mLo6MjZGRksG/fvjb0+65i+fLlKCwsbLNJ9yRwdvUE2RUoKSnBzc0NAwcOJAzZefPmgcFgoH///oiOjsatW7c4ft+uonUJ9unTp+3K6dna2rL1eNevX499+/b19nI7DRqNBktLS1y8eJE8dvbsWSxatIgr95OSkkJKSgoGDBiA3NxcXL9+HXV1dUhOTv7hkL6EhAQ8PDwwfPhwlJWV4caNG6ipqcHEiRMxatQoBAQEdForWUJCAu7u7hg+fDjKy8sRGxvb66Ss1hWroKAgpKen48qVK726jp/Bw8MDe/fuBZ1OR3V1NRnOLyoqgpKSEpYsWYL6+voef8atrKxgbGwMXl5e8j40NDRg2LBhsLa2xsCBA3H79m08fvwYLBaLjWRZXV2NuLg4pKSkgMFgQE1NDR4eHtizZw8+ffoEPj4+rFq1CocPH0ZhYSEAzu7pXQHVC05NTcWVK1fAYDCwaNEiYpXHYDCwdu1aPHz4sEtKVX0mYNLpdGzcuBFXrlzhaC+KCpxz584ls1Dl5eUYM2ZMt+nwnRna7mrgpBrn3TlBdgWKiopwd3fH4MGD4ezsDElJSdTX18PZ2bnHIwechoGBASwsLMBgMJCdnY3w8HA2ktKtW7egrq6OtLQ0TJgwoc+PN0hISOD58+dEWzMlJQULFizokm1SZ6GsrIwZM2bgzJkzePnyJRoaGmBjY0NEDVJSUnDjxo0OsyxhYWG4ublh/Pjx8PX1JWteunRpl30XGQwG3NzcMHr0aNTX1yMtLQ0ODg5QVVXF6dOncfz48Z692A7QumJlbGwMW1vbPpddAs2H5aqqKhw7dgz79+8nMnBRUVFYs2YNFi9eTJiynICxsTExqn727BkuXbqEmpoayMvLw8rKCgMGDEBcXBwyMjLQ1NREKkCampoQEBCAs7MzJCQkUFBQAB0dHZSXl8PIyAjDhg0jhBoJCQksXbq003wUTkNVVRWTJ08m95eXl4evry927dqFyspKqKmpYeLEidiyZUunS7N9JmBSAuycVsuhcPLkSSJmDDSz5q5du9ata/n5+UFKSqpTNXl+fn4yq1lTU4MbN260G5haN865DXd3dxw9epT8/8SJE1i2bFmv3LurGDNmDBwcHCAmJoaPHz9i5MiRcHJyQnFxMaysrIhMWGswmUyUl5dzXMWlJ9i2bRvs7e2RlZWFQ4cOQVtbG1+/fkVcXBxHA+eyZctQXl7erqKKtbU1jI2NwcPDg/v37+PatWsdBpDdu3ezmRCcP38eCxYs6Naa6HQ67OzsMG/ePFJ+ZLFYMDQ05IoAgpeXF1RUVEh2ExQUhMePH3d5IJ/baD3DOGfOHBgZGSEuLg7nzp3D7NmzwcPDgz179nD83i3H0lqSBBUUFGBtbY1+/fohLi4OT58+RVNTE1H/aanJvWnTJigoKEBWVhYLFiwg+rFr1qxBeXk5mR/9FXB2doauri42b96MmpoaODg4QFBQkEjz/f7778jNzcXZs2c7db0+ofRDp9OhpaXF1XGGffv2ETbinTt3YGhoiICAAOjq6nbpOgwGA8rKyp0u6dTV1SE0NBQbN27Ey5cv4erqig0bNmD8+PEAAF5eXqiqqkJaWrpL+oo9RXJyMtvYCfWl5aYaRnfx7NkzbNu2DQcOHIC2tjamTp2KgQMHQlFREXPnzm33OfLy8tDS0oKhoSGCg4NhaWnZy6tuCxEREVRUVEBfXx8+Pj6Ii4vDjh078PTpU3h7e2PWrFmE+NETiIuLQ0JCosOKwa1btxAQEIDbt29j/PjxCA4OhqurK8kif4Sqqirw8/NDQ0MD06ZNw/Dhwzu9roaGBly9epVtXTQajStC/JQCF0ViMzQ0BB8fX6+PkXQGnp6e+PDhA4qLiyEiIoLhw4cjKCgIJ06cwIABAzB06FCu7Q0PHz7Eli1bcP78eUhJSWHt2rWYNWsWiouLcfDgQVy5cgX6+vrw9/eHuro6Ghsb8fLlS/J8FouF1atXY9KkSTAxMYGPjw9UVFTg6+sLYWFhtkP5r0BUVBQqKiowY8YMAM1kptGjR2PAgAEAmr8Lqqqqnfrs/wi9mmFSvUZOq+W0hJeXF8aMGYO9e/fi69evbJlfS3brmDFjMGDAAKSkpLQR8B41ahQplVDzXF1Fy/vSaDTSV/3w4QP09PS4NmLQGjQaDXv37oWQkBCio6Px4MEDeHh4QEJCAh8+fEBoaChXS8PdxdGjR9lcCzrqA65YsYJkWFQpkhKU55SqTlfh7OwMFovV7qZNo9GgoaEBCwsLlJeXIy4u7qdznB2Bn58fM2bMIEPpERERxCmiPZiYmMDCwgJ0Op2wR6l5SjU1NcTExIDBYODevXtITU2FvLw8nJ2dwcvLi+LiYhgbG3dpGH3w4MEIDQ2FiooKzpw5w5XKRus9JTAwkBi09yUMGzYM8+bNI62Y6dOnQ1xcnNilzZs3D4KCgvj77797ZT1KSkpwdXWFuLg4Pn78iPDwcBQUFEBJSQnW1tbQ19eHo6MjAODbt2/466+/2PbCoqIiiIuLo6GhAYGBgUTI4FeCGs+hStr29vag0WjkexgUFMTGIP4RfnmGSaPRMG7cuB47Y/zsHhoaGoiLiyNUZyrzCwwMRFZWFpydnREWFobExERERUXhwIEDbNeYO3cuUlJSsHLlyk6bMLeHlhmnhIQE0XSVk5Pr1SzIxsYGX79+xW+//YbQ0FC8f/8eO3fuJHqMK1aswLx58/pcxtmSmMRiscDDw4Np06ZBVFQUQLPWqba2NsTFxXHx4kWwWCxcv34dgYGBePjwIaytrREUFMQmUN4b6N+/PzQ1NTsUWGexWEhPT8fOnTtx//59uLi4YN68ed3Sqq2rq8P+/fuxY8cOVFZWYs6cOVixYkWHrhmJiYkICgpCTEwMCTITJ07EwYMHce7cOdy/fx+KiopwdHTEpk2b8O3bNyIALiYmBjs7OwDNPpOjR4/+6Wm9sLAQpqamGDx4MFeCJZ1Ox7hx40jFysDAAPz8/H1ijKQ1PD09kZubi6KiIqJ1S1WvxMTEMGzYsF6tPGVnZ2PHjh3Yv38/+Pj44O/vj8WLF6O6uhr79u2DpKQk+d1BgwZBRUWF8Aqqq6vJfkGn02FsbNxr6/4Rvn79isLCQmLz+PDhQ4wdO5YwkT98+IDRo0f36B69lmG6urpCU1OzjagwJ0H1bH40NkGn05GamsrmqyYpKUmUY1JSUogweHV1NUeczZlMJmHE/mhWjhsIDg7+IWNy2LBh8PT0xODBg/Hx40eEhoaSw8avhISEBP7++2+8e/cOFy9eBA8PD+zs7DBw4EA0NjZiwoQJGDhwINLS0shG3hKUgpC2tjZqa2tx/fr1XiE7OTo6gkajdXrTppSDLCwsUF9fj9u3b3fbE1ZMTAxMJhPy8vKd0jPV09PDunXr2A4VhoaG5P7jx4/HtWvXwMvLi6qqKoSHh6OhoQGenp4QERFBamoqVqxYgaVLl6KyshLBwcFET7Q30HpPCQgIILKRfQmtR0V+++03SEpKEg3XWbNmYcCAAT2ScuspJCUl4eXlBRkZGTQ1NcHR0RGysrIAmrWEqXJ6Q0MD5s+fj7/++osooKWlpWHZsmWdZlVzE2pqapgwYQLWrVsHoHkM7cqVK3j37h3U1NTg4+OD9evX//Q6HWWYPSvodhI0Gg3jx4/n+jiDoaHhT+nsDQ0NuH37NgmYz58/Z5NZe/78OQmYnLJLevr0Ke7fv4+qqiqEhYX1WrC0sbEBDw/PD9/33Nxc/P3335CVlYWnpyeWLVuGT58+ISQk5JcGTnNzcxw9epRNTi4zMxMyMjI4deoUBg4cCADQ0dGBoqJim1nChoYGXLp0CVFRUXBzc4O7uztERUW5KtjQr18/jBs3jgygdwZNTU14+vQpMjMzMXr0aFhbW8Pa2hpxcXHIysrqkt9ncXExDh06BBERETCZTEyfPh0lJSWIjIxk60dRSE1Nxf3799kC5oQJE/DPP//Azs4OFhYWuHXrFm7duoW4uDh8//4dJ06cIJ61enp6uHjxIjlUDhw4sNOqMT1F6z1FV1cXAgICfY7oAzRnlx8/fkRRUREYDAZGjhxJxCYo3872JPB6EwUFBdi7dy/ExMSQmJhI/qb5+fnIzMwkkqB0Oh379+8HLy8vysrKcPToUXz+/BmTJ09GeXk5rl692i1lHU4hMzMTvr6+kJGRwadPn/D69WvIycnh3bt35GfDhw//YeviR+iVgOng4IDGxkau9pS0tbXBx8fXKV1ESsNVVFQUR44cYfvZkiVL8Pr1awgKCnJs3s/b2xvnzp3r1YF7Go0GY2Nj3L17t1PU+o8fP+Kff/6BjIwMvLy8fmngFBcXx8iRI9vd/D59+oT4+Hhi/1ZfXw9fX1+cPn26XfZpQ0MDHj9+jHHjxnF9NtDExAQZGRndEqOgbMWePXsGFRUVWFpawsrKCrdv38azZ8+6FDipjYzSM506dSrKyspw9epVItZN4dixY5g8eTJERUURHR2N8vJynDhxgpTZysvLMX/+fGJyHBUVBQsLCwDNFZhBgwaRa3XVvLgnsLe3Z9tTbG1t8fjx4z6ncTt06FBISkpi586dAJqDZ3l5OcnGPD09UVJS0mfMuYuLi9neQ1FRUTb97IKCAlKuFRERwfnz5/HmzRsiAejr6wtnZ2dcu3atjaFGb6GiogIaGhr49OkTvn79ytZaq66u7tsBk0ajQVdXl6u9S3FxcULh78wXpr6+vk3vkkJVVRVpxHMClpaWEBAQYBtk7w3Y2Nigqampyw7znz59wj///IOhQ4eSwPn582eEhob2mvyZubk57t271yEx6vHjx3jy5Any8/Nx9uxZDB06FHPnzkVhYSFCQ0OJ9ikFDw8PvH37llgDcQP9+vXD+PHjiRJKT/DixQu8ePECysrKbIGTovx3FhUVFTh+/DgR6544cSKbEPjo0aPh6uqKM2fOsElUtvQq7d+/P5ycnHDmzBmoqKigrq4Of/zxB2RkZBASEgJvb29MmTIFtbW1vUZYodFo0NPTQ0JCAoDmKoOAgECXBtN7C15eXmTjFhQUhIqKChHiYDAYUFJSItlmX0FQUBAOHTqExsZGFBQUQE5OjvysZW+ztLQUnp6euHXrFjIyMnD69GkICgrC09MT3t7ecHR0ZBOG7y1UVFRATEwMQDM5SVtbm/yspqamR3wNrgdMyqiY004NU6dOxciRI6GoqAhbW1vU1dW1EZ7+VZCUlERBQQH4+flhbm6O27dvc9XWqTVoNBoMDQ17lNF//vwZu3btgrS0NLy8vODv798rgVNMTAwqKiod9nMEBQWhr6+PwMBANmKNuLg4fHx8sGDBAuTl5SE0NBRSUlKws7ODtLR0G1UleXl5fPjwgWOD7UZGRnj69GmHs6LdwatXr/Dq1SsoKSmRwBkfH49BgwaByWQiMzMTe/bs+WkQraiowMmTJ8FgMODh4QEfHx9s2LCBZIpXr15l+/2zZ8/CxcUFdDod79+/h6qqKg4ePAg3Nzfw8fGhqKgIJiYmyMvLg4WFBVasWIHw8HCOvvb2QKPR8O+//8LBwQH5+fmEGWtra4uMjIw+mV0OGTIE+/btw5EjR2BsbIzs7GysXbsWQPNBrmW22VdAo9Gwf/9+BAcHY968eWS+lcVigUZr5omWlpYSIX4LCwtYWlrizp07ePToEc6ePQtBQUG4ubnBw8MD9vb2Hc6lcwO1tbUQEhICADQ2NhLSDwBUVlaSUZPugKsBk0ajQV9fn+OlWAaDgVGjRuHly5eYP38+gGaK/YIFC7hqodQarq6ukJKSQkhICIYPHw59fX1IS0uDRqOhrq4OFRUVqKmp4Wp23R7s7e3BYrE4Mu/65csX7N69G1JSUmAymfD398eXL18QFhaGvLw8DqyWHebm5khNTUV1dXW7P58wYQLq6urasFCLiooIu4/JZOKPP/6Ao6MjIaxs3bqVlEopN4jGxkY8fvwYUVFRPTrQCAkJQUdHh2tiFNnZ2cjOzoaCggK8vb2xfPly8PLywtPTE2VlZZ0W8K+qqsKZM2cgKCjItnnZ2Niw/Z6kpCROnTqFyMhIPHjwADU1Ndi1axf4+PgANB9OtLW18enTJwgJCeHMmTO9ciB0dXUlg/QiIiIICgqCqKgoBAQEumSC3FugsksqcADNZDYbGxtISUnByMio1wRMOgs6nQ5tbW0icpGamopjx47h8ePHmD59OjQ1NQEAJSUlYDKZiIiIwOHDhyEnJwcLCwtYWFjgzp07ePDgAS5cuICIiAi4ubnB1dUVdnZ2iI2N5Yjb048gJCRE2kh0Op2No8LHx9cj/W6ujpVQZUFOCxW4u7ujoqICFy5cYCuzDRkyBNOnTyenIG5i0aJFOH78OLZu3YrU1FR4enqioaEB58+fx4YNG5CcnAwajdYlr0tOgDqkUOUqTiEvLw+7d+8mfn2LFy/G4sWLISUlxbF7UOMKlEVRe/j06RMEBASwbt06qKmptfl5QUEB/v33X+Tm5pKRCAaDQeQSgeaT/bt37xATEwNVVVUEBQVhypQp3R6sNzIyQlZWFldLvgDw9u1bJCYmktcFAPr6+mz/7wxqamrY3uOWfU0GgwF1dXWcOXMGSUlJRNv33LlzJIMrKyvD48ePYWdnh6ysrF6rnrSuBsyfPx8TJ06Es7MzR9jsnISUlBSGDBmCsLAwctCgcOTIEfz9999wd3fvc+NcTk5OxHycRqPB3Nwce/fuxdmzZxEVFYUHDx5gz5498PDwYBtlotPpOH78OM6cOQMlJSWsWrUKxsbGaGpqQkhICBnrc3R0RGBgIFfHvURERIgKkaCgINvnU0REBPn5+d2+NlczTENDQ9y9e5ej16TT6VBVVcWlS5dQV1cHb29v+Pv7o6CgADdv3oS5uTmEhYU55gLSHhgMBpYuXUr+P2jQIBw9ehRv374lj928ebPXLbSA5g98Q0MD1zLtvLw87Nmzh2RyixcvRl5eHsLCwnrssG5mZoa0tLQODbEBIDY2Fnfv3iUEA0dHR1y6dKmN5FpUVBTmzZsHXl5efPv2Denp6Vi+fDmmTZuGuro6ODo6Ii8vD8nJyRg7dizs7e2xbt06vHv3DuHh4Z0WcxAUFISenl6vyYI9ePAA7969g7y8PL59+4acnBysXLkSCQkJePjw4U/Lknx8fAgODoaWlhZevXqFqKgotnL1hAkTUFZW1oawcf/+fdjZ2WHcuHGIj49Hv3790L9//16dHbxy5QoyMzMhJSWF/Px8jBkzBkBzdcna2hqHDh3qtbX8DEwmE58/f0ZBQQFOnjwJPz8/iIqKIjU1lZBoaDQafHx8er0C1RFoNBq0tbXJvqWuro6ysjK8e/cOwsLCGDx4MBYvXky+awcPHoSYmBi8vLwwc+ZMMsp06tQpSElJEf/U5ORk3Lt3D2FhYbh8+TKcnZ1hb28Pa2trxMfHc7QCyc/PDyEhIcLUlZKSYquECQoK4uPHj92+PtcCJlXm6Srp5GdwdnZGXV0d0tPTISEhgUePHmHKlCkAQPpX3AyWQHNQogbogeYg8u7dO67eszOg0WjQ0dHpFTcSKpOj5rcWLVqE/Px8hIWFkdNdVzBgwACoq6t3yqm9pqYGZ8+eBYPBgLe3N/z8/FBcXIywsDDyd+jfvz/CwsKQnJyM+Ph4DB48mMxmAc3efdu2bQMAPHnyBE+ePIGioiJcXV2xYsWKTh8CDA0N8fLly16bP5SWlsatW7cQFhaGFy9eoLKyEjIyMrC0tIS5uTkSExORlpbWoWfo3LlzMWfOHADN/Z2QkBC2w8Hw4cNRX1+PsWPHtrFpSk9PJ+LaK1asQE5Ozg8PN5yGmZkZEhMTERgYCGVlZdy+fRsCAgIoKiqCsrIy1q5d26E9VW9CSkoKUlJSZLzIwsICYWFh2LRpE8TExJCeno4BAwaAxWKhX79+CAwMxN27dxEfH/9LxeKpw3ZiYiJ4eHhgYWFBmOpMJhOlpaVtDqbFxcU4fPgwGWWaNm0aSktLERkZiXPnzmHw4MEwNzfHypUrkZqaiuTkZFy6dAmRkZFwcnKCtbU1KeNy4uCgr6+Puro68pmWkZEhpCM6nQ4ajdajvZprtUsjI6Mflta6C1VVVQgJCeHRo0d49eoVrl69CkFBQYiJiUFGRqZLklhKSkrYu3cvtm7dSoZwfwY6nQ4fHx+2x9LS0qCgoIB+/frBzMwMwcHB8PDw6LFuYVfh6OiIhoaGXpWEo+a3/vnnHzQ0NGDhwoXw9/fv8oiBqakpHjx4gMrKyk4/p6qqCidOnMCff/6JkpISzJ49G0uXLiX9lEuXLuHMmTP4/PlzmzK9qalpG33hnJwc7Ny5E7t37wYvLy9mzZr1w/sLCAhAX1+/VzMEJpOJd+/e4eHDh+S9+vTpE06ePImTJ09CQUEBK1euhLGxcZtSIAC2EiAvLy/byADQLBr//v17MuBNeSu2hKysLMTFxXs1uwSaA2ZqaipRfgoJCYGvry+0tbWxYcMGfPjwAV5eXtiwYUO76+4teHl54cuXLygoKACdToeGhgbJ2iorKxEVFYU9e/bA0dERv/32G/HvDA4OBpPJhKCgYK+vmTpsU60cdXV1VFVVIScnB8LCwlBSUvqhrjY1yrR161YUFhZi6tSpWLNmDQYNGoSLFy9i//79GDBgAFasWAFbW1sICQnhypUrCAgIwIMHD2Bubo7g4OA2n8euYvz48WS8jI+PD3JycuT/lEZuT1oIXFH6sbS0hJmZGQIDAzl+YhIWFsbu3bvh5uZGHvPz88OQIUO6rJaRkZGBYcOGAQBCQkI6FPhuialTp7INpl+4cAEPHz6EiooKnJ2dMXjwYNTX1yMiIgLfv3/Ho0ePiBcdN0Gj0RAcHIzY2FiO9y+7AgkJCXh7e0NGRgYFBQUIDw//aQmkf//+WLp0KXbu3NllZ/SWEBcXh7e3N4YNG4aampo2msXXrl2Dmpoa0tPTERkZCUVFRTQ0NODevXu4efMm22dVTEwMq1atwrp16zr8DJuZmWHw4MEICQnp9pq7Asr7788///xhFWXIkCGwsLCAvLw87t69i3v37pFNQk5ODgkJCURHmWKXxsTEsNnS8fPzw83NDWPHjkV9fT0SExPJwWDx4sVoaGjoVV9SExMT2NjYEMuu1atXo6CgoA3hqaWGc319PRISEnr1+yAlJYXFixdj9+7dyMvLg4eHB9TU1MhnccKECRgxYgTbGA8FY2NjmJqagsFgICcnB5cvX+41nWdKFSswMBA8PDzw9/fH1atXkZ2d3SXXJgoMBgNeXl4YNWoUm6CBmJgYTExMMHbsWDx69AiJiYkoLy8HjUaDra0tDAwM0NTUhJSUlDbfyZ+Bsvnavn07iouLoaGhAU1NTWIrt2DBAjQ0NHTKh7hXlH6GDh2KOXPmQEtLC4cPH+ZKeaGiogJXr15lC5iOjo4oLi7ukloGnU5ny4I668bQOlOJiopCTEwMHB0diVI+Hx8fvn37huvXr8PKygrjxo3D48ePceXKFa4RJKhB7l8ZLIFmPce9e/dCQkICTCYT8+fPR2FhIcLDw5Gbm9vuc0xNTZGent6jYAk0M2X3798PCQmJNp89VVVVZGRkwNvbm9yH+pLq6+vD2NgYmZmZuHz5MmpqaiArKwthYWGMHDmyXZUcfn5+GBkZccUEvCO4u7vj9evXP2055Ofnk3KYhYUFVq1aheTkZDg7O8Pc3BxPnjzBpEmTUFlZCTqdDldXV7i4uMDKyor0Cevq6hASEoKIiAg4ODjA3NycPLdlubG3YGFhgbS0NLBYLCgpKUFUVLTdvjGl4Xzp0iU4OjrCysoKFhYW4Ofnx6RJk1BaWgo/Pz88evSIK+v09PREXl4e8vLyiDsTJabCz88PdXV1hIWFtfvcpKQkJCUlQUVFBQ4ODlixYgUKCgoQFRXVRsmKk2g9Kz9mzBjU1tYiOzubuDZ1dVa0qqoKp06dIqNMvr6+cHFxwbVr1xAZGYn4+HiYmJhg6dKlyMjIwJ07dxATE4MbN27A2toahoaGMDQ0xL1793D9+vWfxhI6nQ4mk4nnz58T8p2enh5h5NJoNAwdOrTHM68cDZgRERFQUlICALx8+ZJrMlWxsbG4f/8+GhsbERoaiuLiYoiJiXVJLaOhoQFXrlyBm5sbamtrO03vPn/+PMzNzWFsbIz8/HwUFBRAVFQUjx49QnV1NZn/ycjIQHJyMpKTk6Gnpwdra2toamoSJ4WfBU43NzcoKysjOjq6jTpLa7Qe5O4L+Pr1K/bt20eyvnnz5qGwsBARERFsijwiIiLQ1NTk6NB7e8pErq6uePnyJVtQZrFYiImJQUxMDPT09GBpaYmAgABoaWlBR0cHLBYLjx49ajdg6unp4c2bN72mgjR27FiIiIgQlnJnUFhYiAsXLmDw4MHYtGkTmEwmgOYsU0VFhZCEwsPDERUVBW9vb/j6+sLBwQFhYWHIyckh35OrV6/C0tIShoaGhMzSWzA0NASdTifzoq6urnj79u0PD1gNDQ2IjIxEVFQU7OzscPLkSfDy8pKeISXQzUlISkpi6NCh5G9EtUio1pSnpyeqqqp+2mOlhCukpKTg6uqKmTNnoqysDElJSfDw8MDIkSNx9OhRjjmyUIft27dvg4eHB5aWliTIt1Ym6ipajjJ5eHiAyWTC0dER169fx9WrV5GQkAAjIyMsXrwYz58/R0JCAm7cuIEbN27A0tISJiYmMDAwQGpqapt54ZZYtGgRGhsbiUCMuro6+Pn5yd5JfZ97OvPKsYApICBAgiXQrO1Ip9O5Uor09vbG7du3e6zI8/HjRyxduhRXr17tdOmjtrYWfn5+AJpLU1FRURASEsLhw4dx5coVDBw4EBcuXGD7MKempiI1NRXjx4+Hra0tgoKC8OzZM0RERBDafkuIiIhAR0cHnz59wsSJE1FRUYHo6Og2JAwKtra2aGpq6pRtTW+DyvrExcXBZDIxd+5cfPv2DfHx8Zg2bRpGjRpFzGy5BTU1NUIC6gjU32jMmDGkNE+j0eDr69um7MfHxwdjY+N2TZu5BWdnZ2RmZnaLZFNYWNhG0L11z76urg5nzpyBsLAwJkyYgJkzZ6KwsBAXL17Ely9fwGKxiK5sb8PKygqPHj0Ci8XCsGHDIC4u3mn/RepQVF5eToh6XemTdwVeXl4ku2ytdSsoKAg1NbUffgZbIy8vDwcOHACDwYCbmxsCAgKIas348eORlpbWLYJdS7Q+bKuqqqK+vh6vXr1qo0zUE9TU1ODcuXPg5+eHu7s73N3dYW9vj5s3b+L69etITEyEoaEhFixYgFevXiE+Ph5xcXGIi4uDmZkZLCwsoK2tjZiYGBgZGUFMTAz79+/H58+f4efnh4EDB2L79u1oaGiAsLAwHB0dce7cOZKZWltb/zTx6Aw4Rvqpra3FuXPnADSz7548eYKVK1fCwMCAo+QXUVFRKCoq9phwYGZmBl5eXpw+fbrbfQJ1dXWSUc6aNQuPHz9GTk4ORo8eTYyjW+LBgwfYvHkzQkNDIS8vj4CAAEyZMgUMBoPt9yZOnIjv379j37592Lx5M3Jzc+Hj44N169axyTwBzR94AwODDu2k+gqKiopw4MAB7NixA+Xl5Th48CAmTZqEcePGYcmSJVy9t7OzM7KysjoVbJ49e8bmT8lgMNrYsenq6uLdu3coLCzk+Frbg56eHoSEhHrkwnHy5Enk5+ejsbERYWFhHVYjKioqcOTIEezYsQN1dXVYtGgRFixY8MvmBfX09Ngsuzw8PPDx48cuzbw2NTXBz88P6enpuH37NlatWsXxdVIWflRAbK116+npicrKym4xeKuqqnDu3Dk8ffqUPMbHx0dE8HuC1odtS0tLUpr19PRERUUFR8XU6+rqcPHiRWzcuBEvX76Ei4sLAgICoKGhgVu3bmH79u34+vUr5syZA19fX0hKSiIhIQFBQUHIzMzEX3/9hXXr1mH+/PmIjo7GnDlzoKysjIMHD6KsrAyCgoKYMWMG7t+/TypZhoaGEBQU5AhJjaMl2YULF+LYsWMoLS1FTk4Ohg4dCktLS5iamuLOnTtIS0vrccbp7e2NoqKiHtf0qZm/nvRZW5al6uvrMXjwYJw5cwZqampwc3ODnZ0dbt26hdTUVLbnPX78GI8fP4aamhqcnJywfv16vHjxAuXl5fDw8MCAAQOwYMECAOwljdYnMx0dHdjZ2aGoqIjj4hDcQlFREQ4dOgRPT0/i2yghIQFbW1vcunWL431vDQ0NCAsLd+lk7+7ujvnz56O4uBhPnz6FhYUFdHR08PDhQzg5OWHYsGFYuHAhR9f5I9jZ2eHhw4fd7n8PHz4cTk5OCA0NRVBQUKf0aIuKirB3715IS0vDx8eHjJFcuHCBq9WA1qCs8BoaGiAlJQVJSclu9U+TkpJgZWXF+QX+H3h7eyM/Px9fvnxpk7UJCgpi9OjRPSaH/fvvv7C0tIScnBxOnDjRbRs4CtRhOykpCUBzdtnU1IQXL15wbM0doWWv2cXFBY6OjrC2tsbt27cRHx9PWlkzZszAx48fcfv2bVy6dAm///47uYasrCyEhIRw+vRplJSUQEhICH5+fsjJySFBn8FgwNbWFmlpaRzhj3B87qHlCerz5884deoUpKWlCXP2zp07uH//frcCp5iYGOTl5Xs8oNy6J9JdREdHw8TEBPn5+Thx4gSkpKQwZcoUlJSU4Pz58xg1ahScnZ1ha2uL2NjYNmM2mZmZyMzMhKqqKmbPno3JkycTUpGWlhabiHhNTQ3Onz9PWICrV6+GmZkZgOZ+zYgRI9gyo76OPXv24OjRo+Dj48Ply5dhaGgIY2NjPHjwANHR0Rwr5Ts6OuLZs2ftlr47wufPn9lmNhMTEzFnzhycOnUKAgICAJo3yN4QGzc3NwedTu82H8DDwwMHDhwAnU5HUlJSl8TbgWZpxL///huKiorw8vLC2rVrkZWVhQcPHmDSpEn4/PkzVwh+/fv3h4mJCQQFBYmouoeHB/Ly8nq1f9oZUNklxYOgFM6orI3KLnvq3vH+/XtoampCUFCwS5/njmBtbY2mpiYy8mJhYUHW7O7uzpE1/wwNDQ2IiIjAlStX4OTkBFtbW1haWhJ2c0pKCnR0dDB16lRYWloSW0YAOHPmDG7evImIiAhISkoiLS0Ne/bswbVr1wA0B8sVK1agvLycY6bivTIo+OXLF5w+fZoETlNTUyQmJuL+/fsdDli3Bx8fH3z9+rXHIgEteyI9gaWlJf799182JxIRERHiDFFWVkbKrz9StsjKysKtW7fYvASp7Ks1qJPZqFGjSMCkGL//SwGTxWJh/vz5uH37NimvmZqawtzcHOPHj8ejR48QFRXVo8Cpra2Nfv369bgUU1NTg5iYGAQGBpLHRowY0aNrdhbm5uZITk7u9md16tSppCVibGwMYWHhbmWIOTk5+M9//gM1NTW4u7tj69atREpQVFSUo1quurq6uHjxIkRERJCcnIyGhgaIi4tDRkam1xSVugImk4mCggLSTzQ0NCRZG5WpcdKtiBPBEmheJ3WIV1ZWBi8vL168eAF+fv4u91t7ioaGBly+fJkETisrK5ibmyMtLY2MPLVs3eTm5uL8+fPYvn07cVDR0dHB27dvMXHiRBQUFMDAwADV1dX466+/OHag69XJeipwSklJEQZUUlISUlNTfxo4xcXFIScnh/379/doDQYGBmw9kZ5cR1BQsA1TraysDMePHydzSNQYQ0REBGRlZYmyRWJiIhtJ5+HDh6ipqYGgoCCampqQk5MDERGRDkcIzp49i9mzZ6Nfv35ITk7muqAxJ8FgMKCtrY1du3axOVzcuXMHd+7cgbGxMWnyUzOT3Qmc9vb2ePLkCUc2mOzsbDx48ADjx49HRUUFV71N+fj4sH//flhYWODz589sgbqreP36NUxMTAA0fzZXrFjBNlOpqamJYcOGISYmplMlq8zMTBQVFcHf3588Nnr06G6vrz3MmzeP9OcMDQ2xadMm8llobd32qyEuLg5ZWVkyk0oN3lNZm5eXFyoqKjok7P0qUObylBKbpaUl4uLi0NTUBHd3906xebkBFotFWNnW1tbQ19eHgYEBdHV1wc/PT36Ph4eHZJIUKEY31W+/evUqfvvtN45WP3pXiub/IC8vD2fOnMGQIUNI4ExMTPxh4PTx8UFBQUGHs3ydhZWVFUeMZm1sbH7YV6LmkCh/OC8vL1RVVeHKlSuQkJCAmZkZ6e3GxcVBXV2dKHzw8PDgxIkTqK6uhp+fX7v9yZEjR+L06dM4fPgwR22qegNGRkbIzMzs0A6KmkczMDCAtbU1tLS0kJGRgcjIyE73IXR0dNo90HQXNBoNCQkJ2LZtG54+fcrVcRJfX1/ibiEqKgo7O7tOGaO3BC8vL06ePAkHBwdUVFTg4sWL2LdvH8aMGUNmKhsbG8HHx4fa2lro6uoiKysLERERPyVHffnyBTdv3oSNjQ3q6+s5bjDQ8jve0NBA+vmKiooICgrqUlWK2/D29kZhYSER5zA2NiaHVwaDAVVV1V43YOgMWiqxjRw5Evz8/Hj+/DmZFf3V3qIsFouMlzg6OmLevHnkZ48fP0ZRURFkZWXJY48ePUJ9fT2bwlNDQwPH98VfEjApUAbAkpKSbTLOlhujpKQkZGVle2yFM378eAgICPxQ4qkz6EpfidI9pfzhXF1dUVNTg6tXr2LgwIEwMzODiYkJXr16hfr6ejY5MyEhIfj7+7cJmJTfZUJCQp/QsO0KhISEoKur26m/ZUpKClJSUqCnpwcbGxtoaGjgyZMnuHz58k8Dp52dHTIyMjgmFDFu3Djk5eX1yuhO6z5jV/uOQHM/ysHBAUCzOtbHjx/x7t07vHv3DlFRUbC0tAQfHx9iY2PR0NAADQ0N2NvbY/369Xj16tVPR30mTpyI8ePHIz8/n22ulhOIioqCkZERcnNzMXToUIwbNw5As8nBiBEjekx24RTExcUxbNgwkl1aWFiwZW3UDCMnWaacgKWlJXh4eEgWTDFjm5qa4OLigtraWjx48OAXr/K/MDQ0RGNjI3HloTxhKeTn50NCQoKotlHghgHFLw2YFAoKCnDu3DlISkrCwsICK1euxN27d/H48WP4+fkRndGezhzZ2tri6dOnPd5Ezc3NkZKS0qXTS01NDfGHo5RV6urqcP36dYiKikJfXx8xMTHg4eGBsbExmRlrXYLS0NCAo6MjaDTaL3FD6SkMDAzw4sWLLo0FUDOSOjo6sLW1RWBgIDIzMxEREdHu39LAwAACAgIcyy55eXlhbm7ea5nChQsXYGxsDENDQ8TExOD69etdvkZJSQnb/ynVFGojbB34MzIykJGRAVVVVTg7O2Pt2rXIyclBaGhou20BFovFJqXHSVhZWeHYsWM4c+YMXF1dceTIEfDy8uLJkyeYOnUqPn36hAsXLvSabFxHYDKZbNmlqakp7t+/DxaLBQaDARUVFTJq15dgYmKC1NRULFmyBLa2tigpKSHEME1NzR4nFJyEpaUlm2RpQUEBxo0bh7S0NMyaNQvi4uIICwtjc8UqLy+Hn58fV4Rc+kTApFBQUIDz588TSa+tW7dCRUUFQLObRU+IBVpaWmAwGD3eRO3s7ACgW5sYwE6npmxuGhoaEBcXh9LSUqSnp0NVVRXLly9HcXExgoODyXO9vb2xb98+0Gg0vHz5Ejw8PN3KPn4VKLHy7vah09LSkJaWBm1tbdjZ2XUoAGFtbY1Hjx5xjGmrqamJr1+/9rgd0FnU19dj9uzZ3X4+jUbD9+/fkZycjMGDByM2NhZPnz6Fm5sbbG1tce3atQ77U1lZWcjKyoKysjJcXFzw+++/4/379wgJCcGIESOgqamJ2NhYNis7TmLMmDFstmGioqI4ePAgzp49ixcvXrCNubx9+xYXL17kujtRe6A4FQcOHADQHIR4eXlJX83Lywvl5eUcGZbnJCwsLECj0cDLy4sNGzaQx9etWwcFBQV8//6daweh7qC1gYCkpCQkJSVRVVVFSElqamp49eoVBg8eDAA/nDPuKbgivs4pPHjwgLBFa2pqIC8vj9ra2m5da/369Xjz5g0uXLjQ7fVQAueUCgUnQKPR4OTkBB0dHTQ2NrYhA7XEmTNnSJkNaP6g9DTr7k2YmZlBUlKSY4xBLS0t2Nvbo1+/fnj+/DlGjBgBe3t7lJWVwcHBgSMBk0ajYfny5QgJCeF46ZEb4OXlRUhICMzNzVFdXQ0bGxs8f/4cAIjKytixY1FVVYXo6Gg8fvz4h9dTUFCAm5sb1NXV4eTkBBqNhpKSEhgZGfXY/7Q9rFmzBl++fCH9/4CAAJw7d65N4FFQUICnpyfExMTw8uVLhISEcIw92hnMnTsXDAYDO3fuBAAEBQXh8ePHiIyMBIPBwPr163HmzJkeS7FxGhs3bsSDBw8wePDgdo0qvn79Cg0NDVRXV/+C1bUFDw8PkpKSMHz4cAgKCpKxu9LSUgwYMABAs1frxo0b8f79ewwYMABTpkzBhg0bepRMdCS+zjV7L06gJRPx/v37WLlyJczNzcksXGeho6MDISGhHo8XODs7k2yQU6BYYQEBAUhLSyP2YLa2tm2E3tPS0si/i4qKMGHCBIwdOxY8PO3+bfsU+Pj4YGhoyNG+Qnp6OrZs2YKLFy/CysoKS5YswciRI6Gtrc2xIXVNTU2UlJT8TwRLoHm95ubmAJr7xb/99hv5GaWyEhQUhJycHDCZTKxbtw5jx47t8Hpv377Fzp078enTJ/J5FBUVhZqaGsfXrqKiAhEREZI5UEoz7WVpb9++xfbt23HmzBnIyMggICAAkydPxq5du3Djxg34+vpyfH0UxMTEICcnR/YTQ0ND8PHxITo6GkBzqbasrKzPBUtK3ezatWsIDQ0l7Z6W5XsJCQmoq6v/ohW2hb6+Pu7cuYPhw4fjxIkTYLFYxDSAgry8PFJTU5Gfn4/8/HxUVVVxrfLWpwPm7t27YW5uDnt7e7i7u+PAgQOQkJDAypUrYWFh0enAyQkCCJ1O56o5M4vFQnR0NAIDA5GcnAxDQ0Ns3LiR9Cu1tbUxYMAAxMXFITg4GEZGRrhy5Qr09fWxdOlSaGhotAmwfQl6enpck5N78uRJG2KUo6NjG8nBroJGo8Hc3LxPavR2hLy8PLYqzKhRozB9+nQ2GbW6ujqcP38ewcHBxPty7dq1PwyCLRnKhYWFP81MuwMXFxdkZ2ejqqoK/Pz8GD169E/ZwVlZWdi6dSvCwsIwYcIETJkyBePHj8fu3bshLy/P8TUCza2Rb9++4f379wCa+2xUC0BYWBjKysp9qg9IoaW62aBBg3Dq1CkoKChgyZIlhI/x8eNHuLu7w9/fH3Jycr94xf9tr9BoNBQXF0NPTw9KSkpsLYWWBxMJCQl8+/aNa+v5JT1MQUFB+Pv7Q1xcHPv27fsh07Pl/NK3b98QEhKCQYMGEXLQvXv3kJyc3GE5hlMEEHd3d9TW1nLFFLslWtKpKebwb7/9RvRM37x5Ax8fH7BYLBQUFCA7OxsjRoyApaUlLC0tER8fj4yMjD41ZkKJlXdWMLs7iIiIAJPJhImJCdLS0pCfn4/169cjOzsboaGh3RrWV1dXR3l5Odf6ddzA58+fER0dDWlpady8eRO3bt2Co6Mjfv/9d+Tm5iIiIoIo5bRkcHt5ecHX1xdOTk6IjIxskx1RJr/q6upISkri+MFHSUkJAwYMIMIE1CxgZwNzeno6MjIyYGBgAKC5NM0JrdXWEBMTw/Dhw4namK6uLhvzvq9mlyYmJmzqZhYWFkhISEBJSQl4eHhw/vx5REVFITExEf3794eXlxfmzp2LoqIiREZGdskJilMwNDQEPz8/rly5AkNDQ7x9+5aIs1y9ehUCAgK4f/8+m1SikpISV2d1f0nA3Lx5M6ZPnw6g+QShoaHRpedTgVNcXJwtcN69e7dN4LS2tiY2Rt2FoKAgNDU1e91hnlLrb3nKHjFiBKSkpNh6l2/evMGbN2+gqKgIS0tLWFhYID4+Ho8fP+4TgVNHRwe5ublclTSrrq6Gm5sbeHl50djYCKC5xOfi4oK1a9fizZs3CAsL6zRBhIeHBxYWFn0yU/gR9PT0UFBQgLlz55LP/PPnzzF8+HC4ubnB398fBQUFuHTpEikz19TU4MyZM2AwGPD09MTkyZNRVlaGK1eusG38lO0UN+Dm5oacnBxUVFSATqdDXV29y3KA+/fvh5WVFUaMGIEzZ85wRSyAyWSiqKiIHPJtbGyICbewsDCUlJRw6tQpjt+3p7CwsMCDBw+wfft2TJgwAd++fYOZmRloNBp0dHQQHh5OiDI1NTXYv38/xMTE4OXlhenTp6O0tBRXr17tVRKTlZUVHj58CBqNBiMjI+IOxM/PD3l5efz+++9sB6p+/fpBW1u7SxZ4XcUvCZgjR44k/x42bBgYDEa3bIuKiooQGhoKcXFxmJubs2WcBgYGcHBwAC8vb49Vfby8vFBZWYmHDx/26DrdxdWrV6GrqwugWaKso9N9Tk4OcnJyoKCgwBY409PTf1ngpNPpMDU1Ja7n3AYVLIH/bvDKyspwdXXF77//jpycHISFhbUZu2gNNTU1VFVV/c/IDY4aNQq7d+/G8OHDcerUqTYHxPfv3+Off/6BpKQkPD09MXfuXHz//h3R0dEkKFZVVeH06dNgMBhgMpmYPHkySktLsXfvXq4KrisqKmLgwIHEjNvV1RW1tbVsPfvO4PPnz9DT0wMfHx9XxA1ERUUhLy9PNm5tbW0ICgqSwO7t7Y3S0tJ2/VN/Jagea1FREaZNmwagWbj8wIED4OfnR1FRUbus0uLiYhw+fBjCwsJE7rOyshI3btwggUxSUhKFhYVs3ztOrZlSZDMyMmLb95ydnVFdXc0WLKWlpWFoaIinT592KIjCCfySgHny5Eno6+sTe63uBMuWKCoqQlhYGAYOHAhzc3McPnyYsEmLi4sREBDQbep5X1DryMnJQUxMDFJSUhAaGvrTzeDt27d4+/Yt5OXlYWlpCXNzcyQkJHBEP7erGD9+PD59+oS8vLxevW9LvHr1Ctu2bYOSkhLc3NywevVqvHv3jpiPtwZlottTcf7exF9//UWs36ZMmYLNmze3+3sFBQXYt28fREVF4eHhgcmTJ6OyshI3b94kM5pVVVU4efIkFBQUMGvWLAgICHA1YLq7u+Pdu3coKysDnU6HlpZWG9mzroBbSkBUdkmV6G1tbZGZmYm6ujoICwtjxIgROHnyJFfu3RNQmVrr7z4l41dXV4ehQ4d2yLivqKjAyZMniWOSh4cHGVFSVFTEs2fP4OTkxNHxHqoySGWX1GGKRqNBU1OTiEMAwNq1a7FixQo0NDRw3UXol7BEPn36hE2bNsHIyIijXojfv39HeHg4W/YgJibWI63LCRMmoLS09JepdVCqPsePH8fevXu71Dt69+4djhw5gpCQEKirq2PFihXQ0dEhihncBi8vL0xNTfsMaSY7Oxvbt2/HkSNHICIiglWrVmHOnDltvB7V1dVRW1v7S/o23UVLnc3+/fvD09OT7bHWKCkpwbFjxxAcHIy3b9/Czc0NgYGBRNAfaC43FhQUcFUgYPjw4RAXF0doaCiAZrJWfX0917kCXYWIiAgUFBQIF0JDQwP9+vUjEnLe3t4oKSnBq1evfuEq24LSzv7y5QvOnj0LoDkAtvxs8/Pzt/F8bQ+UY1JQUBAYDAYZ+RszZgzc3d05tmZjY2PQ6XRERUXBwMAA2dnZRIrSxsYGjY2NRNyeRqMRXWM6nc4mcsAN9HqGSSnZhIaGco2qHxkZCR8fH/Dy8iI/Px92dnYQERFBUlJSl7JZUVFRKCkp4cSJE1xZZ2dAGbz2xO/yw4cPOHr0KIYNG0ZcABISEvDw4UOOl1JaQltbG/n5+X1uVjQnJwc7duyAvLw83N3dsWLFCuTm5uLFixeYMWMGpKSksHz58l+9zC7h+PHjUFJSQl1dHQ4fPgxVVVWMGzcOL1++RERERIcZIrUJ0ul04hJhYWGBR48eQU5OjpQfuQUPDw98+PABxcXFoNFoGD9+fJ/0dvX29sb379+JD6+DgwOeP3+OmpoaiIiIYMSIEb3WdugKrK2tkZ6ejrlz55K5RWFhYTQ1NYHFYoFGo+HNmzdQVVXF+vXrcf369Z+2nurq6nDlyhW2kSVOfsctLS3x4MEDkiy0tHPU19fHvXv3yP9ZLBa+fPlCZPGEhYWxdOlS1NTUYPr06SgoKMCcOXM4tr5eD5ijR49GZWUlV+fabt26BUtLS4wYMQK3b98GDw8PzMzMsHz5cqSlpXU6cPr4+KCoqOiXnRopg1dOqVbk5ubi2LFjkJWVZQucvLy8mDp1KnJycvDXX39xJIjy8vLCzMysT0qDUXj37h127twJOTk5eHl54ezZsxASEgIAzJw5E4sWLfrFK+w85OXlsXbtWrb3e+zYsbCzs8O6devw4cMHXLp0qUPiVUt7JSsrKxgaGuL79+9cZQgPGzYMEhISZIDe3t4ejY2NXFNp6S5ERESgqKiIY8eOAWjubwsLCyM8PBxAc6m2uLi4z1Uk9PT0wM/Pj8jISGhqapLHm5qaCI8kMzMTDg4OkJWVhZaWFptB/Y8UfxISErB8+XJYWVkhISGBY4ccis0bHR0NQ0ND5OTkkOzS2NgYvLy8bSRBd+/eDQ8PDzx//hxHjhyBvb09goODwcvLC0VFRWzcuBEzZ87kyPp6PWBSziRA8weRooHX1NSguroa3759I6e4nuDp06d4+vQp+f+lS5cQHx8PMzMzrFixggTOysrKdp8vISGB4cOHE+mrXwF7e3uwWCyOlzQ/fvyI48ePQ0ZGBq6urtiwYQMp3zU0NBD1kp5AS0sLX79+JTqbfRkfPnzAwYMH2UyjdXV1ISEhwVVXEk5h7Nix7fp+PnnyBE+ePIGCggJcXFzg7++PwsJCREZGdhgIWSwWbt682Ss6xR4eHvj48SOKiopAo9Ggp6dH9oa+BCaTie/fv5OA6OjoiBcvXrBll1Qw7UtoyeA9evQodHR0UFBQAGNjYzJyIyEhgeTkZAwbNgxZWVlwc3ODubk5XFxciPF9R9aBx48f53hWTbF5qd5ly+ySqny07MX269cPQ4cOxaRJkwjZJy8vD+vXrye/01peryfo1R6mnJwcGAwGhgwZgjVr1uD333/H+PHjoaWlBWNjY9jb22PGjBlYt24dRo0axfH7l5SU4PLly9i1axcEBASwfPlyODo6ws/PD/Hx8Th8+DD69+8PoLkEU1BQ8MsUXqgNpLXZNCfx6dMnxMXFsfW6dHV12VQ0ugMajQYzM7M+WVrrCBUVFaTHU1lZiZSUFCxbtgwLFiwgBrV9FQ4ODsjKyupwFvnt27f4559/sHPnTlRXV2PWrFlYs2bNDxV+uI2hQ4dCUlKS9C4pZSZuCYN0F1R2SfUqVVVVISIiQrJLHx8ftmDaV6CjowMBAQHC4DUwMEBwcDCmTJmCw4cPo66uDl+/fsW9e/dIOVNVVRVWVlYIDQ1FYGAgsrKy4OjoiMDAQBgaGnJ9zaampqR3qaen1ya75OPjazPxYGxs3IYZW1FRgRUrVqC6uhpv3rzBxo0bObbGXs0wzc3NMWDAABgbG+PFixe4detWG0KBoKAgmEwmpk6diqKiIly4cIHjPbDS0lJERkYiPj4e7u7u+Ouvv0Cj0TB27FjU1tYiJycHI0eOZBM+721Q2SVl9MstvHr1Cs+ePcOYMWNQVlaGp0+fYuXKlUhMTMT9+/e7Nb+qqamJ79+/95pYOaeQnZ0NR0dHPHnyBFVVVRg6dCi8vLzg7++Pz58/IzQ0lKuzpN2Bqqoqm1j5j/D161ccOHAAwsLCcHd3h4+PD1xdXZGQkNDrmZ2npyc+ffpENkQjI6M+aYLu5eWFkpISEhCdnZ2JGpGoqCgUFBRw5MiRX7zKtrC1tcWTJ09QV1cHSUlJyMnJISQkBEBzxjV79mxSfm9J2NHR0cHr16+RkZGBsLAwXL58Gc7OznBwcIC1tTVu377Ntc+Kubk50tLSQKfTYWxszNY/p/qaLfejfv36EVWn1jh16hRGjRqFXbt2cfQ72ysBc8aMGZg7dy54eHgQGRmJTZs2dfi7NTU1OH36NERFReHr64uFCxf+1M5nwYIFWLNmDT5//oxJkyZ1uqRbVlaG5ORkNkk5iixUW1vbrjhxb4BGo0FfX79X2KX9+vXD3bt3ERwcjPv376O8vBzS0tKwtLSEqakpCZydpepTcnLUCfx/BcrKyuDh4WEjFHz+/Bm7du2ClJQUCZx5eXkIDQ39pWMyLeHi4oJXr151icxWUVGB06dPg5+fH05OTrCxsYGVlRWeP38OT09PKCgoYM+ePVwbkZCSkoKUlBRRaDE3N2fzkewraD0qoqyszKZGRI2ZcKKFxEloa2tDSEiIZMUWFhZISkpCfX09dHV1wcfHR8Z2EhIScOPGDdTX1+PKlSvIyMiAmZkZrK2tce3aNWRmZuLSpUuIioqCo6MjbGxsiEoQJ3vNZmZmRInIyMgIb9++JRMB1M86k11SoNPp4OHh4TjDm+slWXl5efznP/+BoqIiFBQUOl1PLikpwf79+7F7927w8/NjxYoVmDlzJoSFhdl+T1xcHBs3bkS/fv0wcuRI/P7772w/p9PpPyypvXnzBsnJyWhsbERhYSEZuRAQEICxsXEXXy1n4OjoiMbGRq4YoLYGNWwdGxuL8vJyAMCXL19w+vRpHD9+HMOHD8eqVatISeRnGDt2LMrKyv7njK0pE932kJeXhz179mD37t1gsVhYvHgxlixZgqFDh/byKtkxatQotvJgV1FXV4eIiAgEBATg7t27mDt3LqysrKCgoIAdO3ZAWlqawytuhqenJ758+UJO/pTfbV9QpWoJJpOJ0tJSQvpzcXEhakRUdtnb6l+dgZ2dHfH9HTx4MBQUFAiBx9raGk+fPiWZ2vjx4xETE4OpU6ciLCwMb968wZEjR5CdnY3hw4eTazY0NCAyMhIBAQFIT0+HlZUVNm7c2KlxlM6Ayi55eXlhbGzM9l00NzcnPqMUqOyyo6AtLi6OpqYmjln8UeB6wBQQEGDL4LraH8vLy8Pff/+NI0eOYODAgVi7di1+++037N69G7du3QKTyWR7U1rb0kyZMgX+/v5Yvnw5FBQU2lxfRkaGlCQp/UrqOmPGjIGLiwuhY/cGaDQadHV1eyVYUoQF6iTaGnl5eThz5gyOHj0KWVlZrFq1CiYmJh3O91Fycn1l7rKzUFJSgoCAwE9lv/Ly8vDvv//in3/+IUPS/v7+kJWV7aWVssPFxQVv3rzpsagARfRpqZzCy8vLlXldSUlJDB06lDiSUDN3fU0kgpK5o3qAlBoR1XP19vZmEzHoK6B8f6lAbm5ujrt376Kurg5qampgMBjkNVFz0q0PigICAhg9ejSbKTOFjtyVKBGE7sDc3By8vLy4evUqMWmgDlOWlpag0WjECYbCj7JLoPnvxQ0BC66XZF++fImkpCTo6Ojg2bNn2LVrV7euk5OTg23btmHMmDHYsmULyf40NTVx9epV6OvrIyMjg63vSH3oL126BE1NTcyaNQvfvn1DREQE3r9/DwMDAzg7OxOd04KCAlhaWkJbWxspKSkoLCyEsbExFi9ejMzMTNy5c6ddZRhOwsnJCQ0NDb1CrWcymZ0ats7Pz8e5c+cgKSlJtHvv3r2Le/fusTnAqKuro7Kyss+VqH4GKrvsrCVQQUEB9u7dCwkJCTCZTMyfPx+FhYWIiIjoNZKYkpISxMTEOMri3rFjB9TU1KCgoIDdu3dzheHs5eWF/Px8UtJuj/nYF+Dl5cUmc9dSjUhMTAzy8vJsDM6+Ant7e6I+NGjQILL/Ac3ksFevXhFymJaWFgoKCtqIlevq6iI7O/uHex3lrhQTEwNbW1uYmJjA2NgYycnJXS6tm5mZITU1lWSXLU0aTE1Nce/evXazyx9pxiooKHBlr+Z6wJSSkkJWVhZmz57Nkebrs2fP8OjRIxIwaTQaGhsb4enpiaysLBgZGUFSUhLPnj2Dh4cHysrKkJaWhrS0NIiJicHb2xuzZ8+GoaEhxowZA6DZ/JXCq1ev2ALI9evXkZiYCCMjIyxcuBBZWVmIj4/H9+/fe/xaWoMSQu4NpmB36PAFBQU4f/48Bg8eDAsLC6xatQp3795FUVER5s2bBzk5uTYl8b4ORUVFMBgMthGkzuLr16/Yt28fxMXFwWQyMXfuXHIg43ZJ2tXVFTk5ORyVI/vy5UuPMoWfQUJCAjIyMqQHqKurS/RC+xIYDAZGjhxJ/HgpNSJqI6fsvfpa24FSH6ICpIWFBVJSUlBXVwdFRUWIioqS955islNEIAq8vLwwNDTstFgLi8VCTEwMbty4AWtraxgaGhIC140bN356ELKwsCAenQYGBvjw4QOJE9bW1uDh4cH169fZnvOz7BJojjuU/RonwfWSrJeXF1u/ghM4ePAgnj9/jsbGRkRHR+PVq1eYNGkSEhMTcfnyZSQkJOC3337DqFGj2Jw+iouLcfDgQfz1119QVVUljzs7O//wflVVVbh58yZ27NiB0tJSLFiwAEwmE4MGDeLYawL+m11yc5SEAqVc0h06fGFhIS5cuICDBw9iyJAhiI6OxoQJE6Cvr48ZM2ZwYbXcQ1ezy/ZQVFSEAwcOYNu2baioqMDs2bOxYsUKIh3GaSgoKEBcXJyUNf9X4OXlhcLCQpLR2NjY4MmTJxzvM/Hw8MDAwAAqKirdej5l0UU5s7i7uxM1Isreqy+S2hwdHfH8+XMICgrC0NAQo0aNIhKDrq6uePfuHSnfjx07tl1jdE1NTbYKQGdB2RIGBAQgMTER+vr6bH6+HYHKIHl5eWFiYsLWzjE2NkZKSkqXepcUREREuDLqw9WAKSkpCWlpaY5/sanhW0lJSUyZMgXbtm3D8ePHSRCk0WiYM2cOqqur27X4+fbtG9ubmZGR0an7VldXIzY2Ftu3b0dRURHmzp0LHx8fSEhI9Pg1Udklt8dIgLazZd3F169fERkZyUbE0tTU7LSx96+GvLw8REREupVdtgfqQPaf//wHpaWlmDlzJlauXAklJSWOXJ8CVR78meNKX4KYmBiGDRtGemtaWlpsTE5O4ujRo7h69SqSkpIwadKkLj2XwWCwGUDLyspi8ODBpHfp4+ODr1+/ciV76Qko8Yrnz5/j0aNHiIqKgp2dHZqamiAtLQ0JCQkS5Hl4eGBubt5mr+Hh4YGJiUmPD+y3bt1CQEAAEhISoKOjg+DgYDg7O7cJnFR/MiYmBrq6usjNzUV+fj6A5sNUe8zpzmSXgoKCoNPpXPEk5WrA9PLyQl5eHtco+C1PHq9fv2YrpVZXV//wDx8TE4Nbt25h3bp1WLt2bZfuW1NTg9u3b2P79u0oKCjA7Nmz4evri8GDB3f9RfwfODs7o6GhgevzcDw8PBwdtq6uriabSW1tLRITE7Fy5UqYm5v3+cBJGW5zun9WUlKCw4cP448//sD3798xffp0rFq1CsrKygCaS2dd9YClICcnh0GDBpH3/H8FVBmTymjs7e3x7Nkzth44J8BgMODm5gag+RA6derULj3fy8sL5eXlZLP19PQkakTi4uKQk5Prs9llVlYWPD09ISYmBqCZRX3p0iXExsZi0KBBZMRizJgxqK6ubsM1UFVVRW1tLceITHFxcQgMDERsbCzGjRuH4OBguLq6YtiwYdiwYQMWL15MmLGts0sjIyMkJyd3K7scM2YMGhoaOP7ZArjYw6T6Ff/++y+3btEGrq6umD59OiQkJFBVVdVh8FFWVoaQkBBmzZrVox5QbW0tEhISkJKSAn19fcyaNQs5OTmIi4vrkqQanU7H+PHjuT6HNnPmTGzevBkNDQ1YsGABx677/PlzhISEICMjA0VFRZCQkCD+pCkpKUhJSelQheZXQU5ODmJiYmzMUE6jrKwMR48ehYiICLy8vODn5wd1dXUiB7l9+3b88ccfXbpmS7Hy/xWIiopi+PDhZBBdTU2tXSk/TqCqqgqvX78mWqkCAgJYsGDBD+e4KTAYDIwaNYro8UpLS0NSUpJIRXp7e6OwsPCXqX91BErbNiIiAkwmkzzOYrGgr68PoHlv3LhxI6SlpWFtbd1u1c/U1JQr7SBqZtPExAQWFhb4559/yORBWVkZtLS08PHjR5JY2dragoeHp408Y2eyS6A52+aWwAhXMkw9PT0sX74cBQUFvepUUVhYiD///BPl5eVITU3t8Pfc3NyQnZ3NMcJEXV0d7ty5g+3btyM/Px9z5syBj49Pp3ucjo6OaGhoIJY13AAfHx+2bt0Kfn5+MBgMNqeBnoDqE8XFxZEN6evXrwgJCcGBAwcgLi6OlStXwsrKigib9wVwK7tsD2VlZTh27Bi2bt3KZjXX1b+BjIwMW3nwfwVeXl5sIxhOTk5Ei5UbcHV1xY4dO7B27VpMmTIFfHx8WLFiBWbPnk00VNuDp6cnysvLyXiRp6cnPn/+jK9fv0JcXBzDhg3rk31jJycnvHz5ElVVVUTB7Pz582zSlHQ6HdeuXcP169excOFCIgFKQUFBAUJCQnj+/DnX1pmYmIidO3eyjek5OjpiyZIlmDBhAnnMyMgId+/e7VZ2CTSX0bn1OjgeMDdt2oRr165h9uzZXBt8/hEoJYuOsjVVVVUMGDCgDTuME6irq0NCQgK2b9+OwsJCzJ07F97e3m38FltDW1ub62MkjY2NbELznDosWFpadjh3+e3bN4SGhmLfvn0YMGAAVqxYARsbGzAYDI7cu7ugXDK4mV22h4qKCrZ7VlVV4ffff4eGhgaWL1+O/fv3Q09Pr8PnU3Jy3PSn5DSofjk1+6eiooL+/ftzpKwpJCSE5cuXIyAggI1HUFBQgK1bt+LAgQP4+PEj/vnnHxw6dAgDBgzAmjVr4OfnB0FBQbZrCQoKQkVFhcyDUvyLlpqxhYWFbUZteHh4sHXrVqSmpmLr1q09fk1dBSWNSAVyMzMzHDp0CAsWLEBgYCC+f/+OmpoaXLt2DTIyMgCas+4pU6awXYdS9eoJ+a0zKCsrIxKILe+lra0NAQEB2NraAkC3epdA8+dNQEDgh04rPQHHS7Le3t7k346Ojli1ahWnb/FDWFlZITMzs0PmnaurK169esVVB/na2lrEx8cjJSUFhoaGmDdvHl69eoW4uLg24yg2NjYAwPWAyWKxMGXKFKxbtw7fv3/HmjVrenxNZWXlTjXXi4qKEB4ejtu3b3fLZo3TsLCwQHx8PFe9QDvCnTt3QKPRkJKSghMnTsDGxgZbt24lgdLR0RFaWlr49u0b2/OkpKQwZMgQIif3vwIvLy826ysXFxeixdpT7Ny5Ez4+PgCaA4WFhUWHv/vu3Tts374dKioqcHNzQ0BAAJ48eYJLly7ByckJ9vb2+PLlCzGKb8m/kJCQgKysLBnJaAkXFxdiWjxy5EikpqYSwlBvoKU04oABA6Cmpoa//voLQHMQOnr0KP744w8MHjwYJiYmhKAnJyeHxYsXY9CgQWAymaiqqiJ7EbdBfffFxMQwe/ZsAMDdu3dRW1tLssuW6MzcJQU9PT1UV1dzbV/heIbZ8gRdXl4OPz+/XpMQU1FRYXNBb42xY8eif//+vVbSqq2txe3bt7Fjxw58//6djKOIi4tDREQEnp6e8PT0bFdRgxu4e/cu7O3tMWnSJI4QsajssrOn0uLiYly6dAl79uwh2YG9vT369evX47V0FjIyMhgyZAgePXrUa/ekICEhgSFDhmDx4sXYtm0bCgsLcebMGTbyhbCwMExNTds8l8lk4vPnz31O/P1HoLRYqexSSUkJoqKiHCPNtCxvjxkzBqKioj99zosXL/DHH38gLCwMI0eOxNWrV3HkyBF4enrCzs4OwH/5F9Q6Keei1gP+ANpkqp6ent0mdHUVKioqbNKIpqamePjwIaqqqkCn06GqqkpmugsLC3Hw4EFcvnwZ/v7+mDdvHsTFxbFw4UJISkpCXl4e8+bN4/qaqUzyr7/+QkhICI4fP4758+fD29sbtra2aGpq6nZ2CTRn3NzsMXM8YM6YMQMbN25EYGAgrK2t8fr1a0ydOhV+fn6kJMAtODo6Iicnp8PeiJOTE54/f97rWU1NTQ3i4uKwfft2fP/+HQsXLkRKSgoOHz4MLy+vNl+6/wV0Vk6uPVA2a7t37wYfHx+xWWutE8wNWFpaIiEh4Zdkl9TG29rF5dSpU6itrQXQbOirra2N9evXQ0tLC3p6evjPf/6D8ePH/8/1Lj09Pdm0WF1dXfH27VuOtQNaisM/efIEq1evxowZM37Yp6SQnp6OTZs2scn/KSkpITY2FhkZGVBVVcXnz59J8OzovY+IiMDVq1dRXV2NmzdvIikpCT4+PmwOINwCla1XVFSgf//+0NDQIDwIR0dH1NXV4eHDhwCAQYMGgYeHB3PmzMGpU6eQl5eHCxcusF2Ph4eH62u2tbXFs2fP0NjYCFNTU+zfvx8XLlxAXV3dD7PLzlTgREREICkpydVJA46XZCsrK9nk7+7du4cHDx5AW1sbkydPRn5+PuLi4jguuyUpKQlxcXFymm0NLS0t9OvX75dSwqnAWVhYiCVLlgBo/pC6urp2uO6+Ck4M/JeWluLKlStISEiAqakpli1bhvT0dNy5c4cIwXMS0tLSkJaWJr6XvQkpKSnIyMhgz549bX6mqKiII0eO4OTJk8jJyQEfHx88PDwwe/ZseHp6gpeXFywWC/v27fufyTCpecYzZ84AaKuWwwkcPXoUd+/eBYPBwOPHj6GoqAgPDw+sWbMG2dnZCA0N/WnrJSwsDJqamgD+y9gEmrMaFRUVWFhYID8/v0PyYn19Pdvoiri4OFasWIEHDx5w6FW2j9bOKaampnj06BF5vdra2mxzloaGhm1ch6hse9q0aaiurm6jqMNpjBkzhigRqaiooL6+Hm/evAHQ3JpqamrqNjMWaD6gFRcXc1WBqVcMpBsaGpCamort27fjxYsXmDRpEqZNm0aMS3uCgQMHYvPmzVi2bBkqKiowffp0LF68mE0Qm4eHBw4ODnj69GmfGG/Iyckh1jVAM3mBUwIIvQFFRUX069ePYwP/ZWVliIqKwt9//42mpiYsXboULi4uncoUugJLS0vcuXOH48oynYG3tzc+f/6ML1++sD0uKCgIdXV1XLp0CW/evEFTUxPq6upw4cIF3Llzh2RANBoNDg4Ovb7u7oJinFL97ZZqOZzEq1evSBsoJycH27dvx8mTJyEpKUlYsj8imX39+hWhoaFED7gl+vfvz1aa7QyYTCa+fv3abvmWk3B1dSXC+8LCwtDS0iKZFeUg0tLAYdSoURATE2tTtt6+fTtUVVXh7e3NdSa7o6MjXr9+jZqaGpiZmZGskUajwdDQkG1KQFNTE5GRkQgODsbr169/em1BQUEoKSlxXcS/VwImhcbGRty/fx/bt2/H8+fP4evri+nTp/cocB45cgTz58/HrFmzoKuri927d6OxsRHz58/HihUrcPbsWRQWFmLy5Mm9ImjeGVRVVeHq1as4c+YMvL294efnh4KCAsyZMwcTJkzokQBCb4AayeA0o668vBzR0dHYuXMn6uvr4e/vD1dXV464xUhJSUFWVhZpaWkcWGnXICsriyFDhuDixYttfubp6YnKykqkp6e3+VlcXBwpX1ZWVkJMTAzr1q3rtR5Zd9Gacdrb4zCvXr3Cn3/+iTNnzkBGRgbr16/HpEmT2rQ+aDQaNDQ0cOrUKYwePRojRowA0Mze3LFjBz59+oT6+nrMmTPnpxJvQPO8qZycHNFybY3OjLZ0BpTwPsWMNTExwePHj0lVxtjYuE2G+++//6K0tBSLFi2Cl5dXm5G3nJwcPH/+/Kcyod0FpWUbERHRZoSF0gVvqaF9+vRpGBsbY8SIEWyGGh3B3d0dlZWVXFH3aYleDZgUGhsbkZaWhh07duDZs2fw9fXFjBkzICcn1+VrtZQdGzFiBPLy8rB3715s27YNYmJisLe3By8vLwYPHgw/Pz9Ovoxuw9jYGDU1NfD390dsbCwZR9m2bRvy8vIwa9asHisHcQuUnFxn5QS7g4qKCsTExOCvv/5CbW0tFi9eDHd3d6Jg0h1YWFggMTHxl2SXTCYTubm5bcQsBAUFMXr06A5PxYKCgrh06RKmTZsGbW1trFixAu/fv4e3tzfWrVtHyod9DZ6enqioqCCM0181DpOVlYU//vgDFy9exPDhwxEQEAAfHx9iT0fNPycnJ7MFUx4eHpSXl+Pbt2+dknijQBlKt1cSNDAwgJiYGNtoS3fHq9zc3Ijwfr9+/aCtrU0EB3R0dNgMoilUVlbixo0b2LFjB4qLizF37lxMmDCBzSs4JiYGqqqqHNfIBpoz4vz8fMyePRsbN27EvXv3yIFbSUmpDQmxZSasqqr6Q11mOp2OMWPGtCnncgNcdyv5EajA+ejRI2hpaRHJtri4uE7XoSMiIrBo0SIAzaLsFIqLi3Hx4kU25hcnnR16AktLSzx8+LDN0DwlgHDv3j2iHPT27Vvcvn27z/SuKLf13hj4r6ys5IhbjKSkJIYPH86V2dufQUFBARISEtixY0ebn3l5eaGioqJdvWOgOdC8fv2arb999uxZCAoKwsPDA15eXnBwcMC1a9fazVB/BahDAPVe94VxmCdPnuDJkyfQ0tKCg4MDAgMDkZGRAXV1dVJ1Onr0KFxcXCAsLIzLly9DVFQUQUFBeP78OcLDwxEXFwczMzOYmZlBV1cXDx48QHR0NDmAiYiIQEFBoUP3HysrK6SnpyM8PByjRo2Cu7s71q9fj9zcXNjZ2UFKSgo7duz4aRZO+XJSe52xsTGePHlC9jZra2s8e/asw4NhdXU14uLikJSUBD09PcyYMQMfP35EfHw8aDQaKisrOe7EpKioCHV1dQwdOhTjxo0D0DxBQM1jSkhItCEPBgUF4Y8//iDVuJkzZ+L79++4fPlyG0lPNzc31NXVcb1vDAA8PyqrDRw4kLtTrK1Ao9GgpaUFc3NzlJSUIDY29qeBc/Xq1WCxWAgPD29XAzE0NBRKSkq4ffs2Vq9ezRVT0a7AwMAAjo6OCAwM/Gm2w8/PDz09PRgbG+Pdu3eIi4v7pYFTTk4OEyZMwPbt23+Jf6GQkBCMjIygp6eHFy9eID4+vlNZi6+vLz5//sx1nd72sHLlSpSWlrbxTmQwGFi/fj3Onz9PMrGWGDp0KBYuXIidO3d2KLMoKCgId3d3qKmpoaqqCtevXyesyF+FCRMmYMSIEdi8eTMAYMGCBeDl5e3UDF1vQVdXF46OjuDj40NmZiasrKygra2NR48eYdq0aeT3tLS0YGdnB2FhYbx69Qrh4eGoqKggEm90Oh2ZmZmwtLSEvr4+MjMzMXHixHbv5+Li0uY7r6GhgT179pDxmPr6eowcOfKHBJcVK1agtLQUhw8fBoPBwPLly7F7926UlpZi1KhRmDp1KoKDgzvN1aBkOU1NTcHHx4dbt279UCWtq+jXrx8ePnwISUlJNDU1ESZuXl4enj17htGjR6O0tBTLly9nu++YMWOgr6+Po0ePgsViQVRUFEwmEwoKCigpKcGVK1fQ2NgIZ2dnqKurY8+ePRz97H///r1dyvAvzTBbg8Vi4eHDh0hPT4empiY8PT1RVlaG2NjYdoMhxRTbunVru2w4JSUlZGdnw8/P75cMyLcHS0tLZGRkdKo0WFdXh8TERNy7d4+cBnNzcxEXF8c1QfsfgRr4/1Vmv9XV1bh16xaSkpKIIMTr169x+/btNoP+FCQkJKCgoPBL2NHKysps2UBLUBZS7QVLoFkzlpJl6wg1NTU4f/48wsPD4e7uDg8PD9jb2+PGjRu/pFfLz88PIrmaQAABAABJREFUdXV1ohH7K/SkO4P79+/D3t4eb9++xYwZMwhLdsiQIRgyZAhxzEhPT0d6ejpUVVXh7OyMtWvX4u3btwgLC0NiYiIMDQ2xfv166OrqAmjOphUUFNrsVTY2Nu1+5zMyMvDy5UsSMHl5ednGXFqDsnU7cuQIgGYJuczMTBJgnZycfjhW1x4aGhpw7949pKWlQVlZ+adm8l2FpaUlKfu2HFupqKgg3qsUc93a2hr9+/fHzJkzMXr0aOzdu5fsNZShAaXLPHfuXDCZTFJKp7xLuY1f0sP8GVgsFh49eoSdO3fi4cOHhGLfuo5Nmeh2RB13cXHBu3fv+kywpCyNujpCUl9fj6SkJGzfvh3v37/HtGnTMHnyZEhJSXFppW0hKysLSUnJXzLw3xot51q/fv1KbNba6/laWFggOTmZK84FP0NHmsXCwsJsFlKtISEhwSbL9jPU1dXh4sWLCAoKwuvXr+Hq6ooNGzaQjby34OrqiurqanLSp/wve1NPujOg5DOPHz/OdmCh0+ntskSzsrLwn//8B8ePH4eoqChWr16NuXPn4s2bN2R+FmiukP3222+Ei6GgoIC5c+dCWFi4w+/8li1bkJmZieLiYqxdu/aH5dCWtm5CQkLQ1dUlvUsZGRmIi4t3W9C+sbERWVlZHJ9PpsZHWqKurq5N/1ZMTAzXrl1DfHw8Jk2aBA0NDWzYsKHN9Shd5ps3b7L1nXvrs96nMszWYLFYSE9PR0ZGBjQ0NODm5oaKigqoqKhg4sSJKC8v75DVJS0tjUGDBnXaObw3YGdnh+fPn3d7866vr8fdu3dx//596OjoYNq0afj48SPi4uLajCtwGlTvsjcG/oWFhdHQ0PDTkzIlQZicnMzW842NjYWCggJsbGwwZMgQLFu2jOtrbo0xY8awzcm1BJPJRGlpaYeMPi8vLxQUFHS5ikAFzkuXLsHV1RUuLi6wtbXFzZs3OVpmaw90Oh0aGhrkEED5Xx44cICr9+0OLC0tSZ/v6NGjcHZ2Rv/+/fHvv//+sAWUnZ2NHTt2YPjw4XB3d8fp06ehra0NoJlZGxYWRjSkxcTE4O7uDj4+PuTm5iIgIKDda75//75dZafWGD58OAYNGkR6pIaGhsjKyiJjOm5ubvj8+XOfcrERERGBqKgoZs+ejdmzZxPnlK9fv7ZRf2OxWG0OvFJSUuDh4WmXjZ+SkoLS0lIMGDAANTU1vUL4Afp4wKTQMnA6ODgQSyQxMTHMnDmz3Q3R3d0dX7586TNC1aqqqhAWFu6Qct4V1NfXIzk5Gffv34euri78/Pzw+fNnxMXFceU0P3To0F4d+Pf39weDwUBWVhbCwsJ+Gjhbk6UCAgIwYcIE8PLyor6+Hnv37uU63bw1XFxc8OLFizbVDxERESgpKbGp1LQEJwJNXV0dQkNDERkZCVdXVzg7O8PW1ha3bt0iRAtOw9XVFbW1tUT0mmKM9jUrLGVlZbaMT09PD/v372+XlNUR3r9/j7///pvYtAHN5cZDhw7h0aNHYDAYOH/+PPj4+AA0i/2PHj26R8QsytbN3Nwca9asAT8/P3H4EBMTw9ChQ/tc6ZsSEoiMjER9fT0iIyNx9+5duLu7Y/ny5Wy/++TJE1Iap7B9+/Y2wXLo0KHYuHEj5OTkcPv2bdy6dQuPHj3iiLdvZ9AnS7IdgQqcLXsBioqKbRztxcTEICMjwxU39+7CycmJY6LTFChK/Pbt2/HmzRsiQchp7V4LC4teG/gfP348hISEEBYWhmHDhiEgIAATJ04kowA/AhU4nz17RnpBfHx8MDIy4vay2aChoQFhYeF2GY9MJhMlJSUd9oooKyxOBBoqcAYGBuL58+eEbGZoaNjja7cEnU6HlpYWsZMSERGBvLw8Rw6HnIaTkxPevn2LqqoqiIqKQkFBodvrPHHiBCk3vn79Gl5eXli+fDn5+1Oorq7GxIkT4enpCTq96zmKnJwcJCQkEBMTg3379mHEiBEYNmwYFi9eDF1dXfz+++8oKirqU6XvlkIC1OjLhQsXkJWVhQMHDiA3N5cEw6amJqiqqpLnZmdn49atW0REviX+/fdfeHh4YNy4cdDS0sKFCxd6LVgC/yMZZkt8+fIFCxcuxNy5c5GTk4Njx47ByckJtbW1SExMxKRJk2Bubo6nT59yXH6vu1BUVISYmBjXylMNDQ1ISUlBWloatLW1MWXKFOTn5yM2NrbHiiPUwP/58+c5tNofw87ODk+ePCGECw0NDTg6OiIoKIi4S/yspH3r1i2sX78e/fr1Q1lZGUaMGAEPDw/Ex8f3SsnKyckJmZmZbTJjERERjBgxosPRg5+NJnQXDQ0NCAsLw+XLl+Hi4gIHBwdYWVkhNjYWycnJPb6+k5MT6urqSPZKOZS0FJXvCTw9PaGjo4Po6OgeMZ1bt2moLLi764yOjoa+vj4kJSWRlpYGERERMJlMHDp0iFgbfv36FU5OTpCQkICVlRW0tLTw9OnTTn2OKXh4eCA3NxelpaVspCBLS0uSZfZWSbKzaCkkQH2nqV7+mDFjsG3bNpibm6OyshLx8fE4fvw4ea6SkhKUlJSwe/duMjIINJelWwrud0Zsn9P4n8owKYSEhMDCwgKzZs3CvXv38M8//+Du3bvYtGkT5syZg5EjR8LV1fWX+HG2Bzc3N7x//57rc6AtJQhfvnyJyZMn47fffmOTCewqenPgX0dHB4KCgmyVgYyMDGzZsgUREREYOXIkAgMD4eXl9cOTemlpKc6dO4fp06dDT08PgYGBqKiowMKFC+Hp6YmBAwdy7TUwGAz069cPQ4YMaUPK8vHxQVFRUYcnYk9PT5SUlHDtxNzQ0ICIiAgEBgbi6dOncHBwQFBQEFFa+RnodDqUlZXZ3GVoNBqbbimDwWBzKOkp7OzscPjwYcyaNQshISFQVlbu9rVatml6ml1SePv2Le7du4fGxkYUFxfj0KFDqK6uJj/v168fGAwGUlJSEBwcjMjISCgpKSEoKKhd9aHWkJWVxeDBgxESEoKSkhIcO3YMlZWVePHiBdt30tLS8qdKRL0FSkjgxo0bYDAYbOLpVMWHTqcjNzcX/v7+iIyMJL3vlgz8lvwUFxcXzJkzBzExMaitrQWLxepVGzUKfeMd7iGamprw9OlTNjo3Hx9fn5AQU1RUxKBBg3p1aL6xsZEj2r3UwD+3zFhbw9bWFhkZGe2evB8+fIhNmzbhypUrUFVVxcaNG+Hu7t5u4DQ3N8etW7dw+fJl5OfnEyeJHTt2oKysDAsWLICXl9dPjb27g6qqKvzzzz+or6/H4sWLsWjRIkhKSkJMTAwKCgodshgZDAaUlJQQFRXF8TW1RkNDAy5dukQG+G1tbREUFPRD8omgoCCuXbtGRhCGDx8OoDm7bGhoIDqgXl5eKCsr49h4goqKCvk3Pz8/rKysunUdERERyMjIkEDe0+zyR9iyZQtqa2vR0NCAK1euwMfHB+vWrYO2tjbS0tKwefNmhIaGQk5ODgEBAZg6dWqHqj+enp74+PEjioqKwM/Pj/LycmhpacHQ0JAtqywsLERwcHCH34nehIuLC2pra/Hw4UMYGRnh2bNnZPRFV1cXHz58gLKyMpsUXlpaGrZv3872/bh37x6EhYWxYsUK6Ojo4MKFC1iyZAkUFRUxefLkXyJE8z9Xkv0R9u/fD1tbW0hLS+P69esYOXIk5OXlcfv2bbx48eKXrMnDwwNv3779Jew1Srv34cOHGDduHHx9ffH161fExsa2sZhqDxYWFkhKSuo1sQc6nQ41NTV8+/aNTTi6Je7fv4/79+/DwMAA1tbWGDduHB48eICoqCgMHDgQGhoaUFNTw59//tnmudQc5927d2FoaIj58+fj1atXP5zj7A4KCgrw77//QkpKCkwmE/7+/qirq8O3b9/anScGmj8nLcXKewMNDQ24fPkyrly5AmdnZ1hbW8Pc3BwJCQltdJcNDQ0JI1RKSgrz5s1DTU0NNDU1iYqPoKAgRo0axdHyfWRkJObPnw9xcXEUFBRAXl4ea9euRVRUVIczrO3B09MT379/R25uLskuqXlGTuPy5cu4ceMGeHl5UVFRAUFBQbi5ucHd3R0ODg6IjY1FSkoKHj9+DDU1NTg6OmL9+vV48+YNwsLCSCAYOnQoJCUlsXPnTgDNBKU3b96Q2dxnz57h5s2bSE5OxsmTJ6GpqQlTU1Noa2sjKysLly5d6vWROkp85saNG2T0hSIj0el0GBsbIzc3F3V1dYS5TaPRICMjgzNnzuD169cQExNDTk4OIiIisGbNGhQXF+PPP/8kBLqqqir079//p0403ECfUvrhBHh5eSEsLIzS0lLw8PBg9OjRsLS0RGNjI+Li4no1cCorK8PPzw9//vlnn5Dl4+XlJUpKRUVFiI2N7ZBcIiEhgdmzZ2P79u29NsNIo9Fgb28PfX19NDQ04ObNmz9ldRobG8PS0hKDBw+Gs7Mz+vXrh9zcXBgZGf30CyUgIABDQ0MYGBggOzsbt2/f/qFQQHchLS0NFxcXREVFtUvM4OfnR1BQEEJCQriq0fsz0Gg0ODk5QUdHB42NjUhISCAHl5EjRyIpKYkwP6urq8nM4t9//41NmzZh0qRJGD58OLZs2cKxNRkYGEBdXR1v3rwhpU8vLy+oqqqivLwcV69e/WngpN7fc+fO4dmzZ5g1axYGDBjQJWYsJ8DPzw8XFxdoamqivr6e7WAyatQouLi4QExMjIgjTJ06FQ0NDdi7dy/4+PiwatUqHD58GIWFhWQe9MSJE22yeS0tLdja2qJ///549+4dIiIiOjUtoKamhrq6uh5VBxwcHKCrq4vAwEBYWVlhwIABZJ5YT08PysrKUFJSws2bN0k/evz48XBxccGff/6J48ePw9jYGI8fP0ZGRgZSUlLa1Vpet24dMjMzuVaW7Ujp5/93AbM98PDwQFVVFZaWlmhqakJcXByysrJgYmICUVFRxMTEcCWLWrNmDQoKCtga2n0BLSUIi4uL29Xu9fHxQUFBwS9xeKHRaHBxccH48eNRU1ODmJiYn8peHTx4EEwmk/yfyWQiLi6uU/cTEBCAvr4+jIyM8ObNG9y+fbuN1RM34e3tjZEjRxI5uV8NGo0GR0dH6OrqorGxEYmJiYiLi4ONjQ3c3d3x+vVrtqHyDx8+QFRUFPz8/NiwYQPHSEuenp44fPgwAODNmzcwMTEhRCpBQUEwmUyoqKigvLwcUVFRHZqZM5lMKCsrY/PmzSTQHDlyhCvl2M6ATqfDwcEB48ePR1NTE5KTk3Hr1i2wWCwoKirC3d2dtAv++ecfFBQUwMjICMOGDcO5c+cAAHPmzEH//v1/GPSVlZXh5OSEQYMG4fPnz7h06RJYLBbs7Ozw8uVL3Lt3D0Dz3PO0adNIz724uLhDqdGfITg4GHfv3kViYiJWrlyJvXv34vv37+Dl5cXKlSvx7t07qKqqIjAwkDxnzpw5ROVo48aNbI+3xzRnMBjYsGEDtm3bxrXK3f/VAbMlqMBpbGxM+iG3bt2Cj48PR++jpqYGX19fbN68uc8oDbVGe9q9I0aMgLOzM0RERDBnzhw2JZPeBp1Oh4eHBzQ0NFBZWYkrV650mE24u7sTc+KamhoYGBjg/fv3XbofPz8/CZy9pd1Lp9OxceNGXLlypdd6xZ0FlfHr6emBxWIhKSkJsbGxUFNTw5EjR6CkpITGxkY0NDRAQEAAQLMqDqfGePbt20dYoEBzWbh1hYjBYMDT0xMqKiooKyvDlStX2MraNBoNwcHBiImJQXJy8i/LLtsDjUaDjY0NDAwMwMPDg/v37+PatWtgsViQk5PDsGHDkJSUBDqdjlWrVuH48ePIy8uDhIQEli1bhgMHDnRq/Gjo0KFwd3eHvLw8PD09ISIiAhaLBT8/P3z79g0uLi6EUFRfXw8fHx8oKCigsLAQISEhnR5XMTc3h4WFBQIDA2FmZgZxcXES8MaPHw81NTXIy8sjISGB7TAbHByMGzduQE1NDVu3biWPOzo6kqBOwdbWFqtXr0ZTUxMcHBy4tj/9v4DZCklJSWwU5SFDhnC09Lh27Vrk5uYSx/m+DBqNBk1NTUycOBF+fn6Ebefi4oK7d+/+4tU1ZxNUGa6srAyXLl1qUzYSERHBwYMH8fnzZ4SHh7f5onUF/Pz80NXVhYmJCT58+MBV7V53d3eoq6uznaz7GloGTiUlJVhZWYFGo+Ht27fw8fFBWFgYkYPLz8/H6tWrER0d3WPNYSaTSXR43759C2NjYzYGakswGAySSZaVlSEyMhIqKipwd3dHVVUV5syZ0yeyy45gaWkJExMT8PLy4tGjR4iKiiIsWAMDAygqKhK91IULF4KXlxe7du3q0j0sLCyIhybQPEdaU1ODxMREXL9+ne13xcXF4ePjA1lZWXz58gUXLlz4absiKCgI6enpuHHjBlauXIkDBw7g27dvoNFoWL58Od6/fw91dXW26gQV/Dds2IAZM2Zg2rRpkJSUxJEjR9qU9ocMGYLHjx+Tw9m2bdva5SpwAv8T4uu9idjYWBIwP378iLlz55JSbU+NkbW0tCAsLMz24ezLoLR7R44cyebWYGho2OsBc+jQocjLy2PbbGtqanDmzBkwGAz4+Pjgt99+Q1FREcLDw/Hu3TsoKytDX18fZ86cQXR0dI/XUFdXh6SkJKSmpkJXV5drEoQ0Gg3jxo3DjRs3OHZNboDFYiE6OhoxMTG4efMmOVApKCiguroaM2fOxB9//IHa2lpcvHgR2tra0NHRQUpKCm7cuNHtwPnx40dERkYiMTERUVFRHQZLoJkIcvLkSTAYDHh7eyMwMBA2NjYAmiUUw8PDoaenxzVmbE8RFxeHuLg4GBsbw8LCAtra2qDT6Zg0aRJ4eHiwePFiAM3fj6FDh3bL/eXBgwf4+PEjZGVl0djYiLq6OlRUVLQJlgBQVFSEffv2QVJSEj4+Pli2bBk+fPiAixcvtlsG1dPTIz6cRkZGyM7OJkQ6DQ0NlJSUYMyYMW0Oso6OjmhqaoKlpSXk5OSwfPly2NnZtdsHFxMTI8ESAJuXZ2/h/9qAuXHjRjx//hz29vY4cuQISkpKYGVlBUtLS8TGxvaIrejg4ICnT592yTWgL+DWrVv49u0bBg0ahG/fvkFISAhz5sxBbGxsr2wylKVVQ0MD7t692yaQVFVV4fjx4xAREcGECRMwe/ZsqKurQ19fHywWC2vWrOHoeijt3tTUVOjo6MDPzw9fvnxBXFxcjwUhAMDe3h6NjY1kJKOvg8Vi4dq1a8S4uqSkBAsWLEBqairs7OzYAqOlpSVMTU1hYGCApKSkbg3WW1lZ4fr167h48WKnn1NVVYUTJ05g+PDhJGAKCAjgwoULANAntW1bIikpiXhVhoeHE2KVv78/wsPD4e3tjU+fPnWr4lFeXg5ra2tYW1sjNzcX9vb2PyXNFBQUYPfu3ZCVlQWTycSqVavw5s0bXLx4kY1UZ2VlhYyMDNBoNBgZGZHKAA8PD8zNzfH69WvIycmxBWc/Pz/s2LEDNBoNGhoaWL9+PXlOe3jx4gXOnz8PX19f5OXlYf/+/V1+D3qK/2tLshQ0NDQwduxYou2pqqpKepvdCZyU993GjRt/iUNGTyAmJoZly5bhxo0bePr0KSoqKqCurg5LS0tUVlYiNjYWb9684dr9ly5dirq6OmRnZ8PY2BhNTU1ITEwkkmutIS4ujpcvXxL1k6dPn8LMzIxr66O8A83MzJCXl4e4uLgeqUlt2rSpTT+nr8PGxgazZs1Camoqzp49i1GjRsHMzAx0Oh33799vU4q1tbWFkZERmpqakJCQQAQOfgaKA9AVb8eWYDKZ2L17NwQEBMBisUhW/OnTJ6irq3f5er8Cjx8/JqXue/fuYdGiRZg1axZ27NjRY43s6dOnQ0JCAv/5z3+69DxFRUV4enpCVFQUL168AB8fH7y8vECj0XD37l1oaWkhLS2NlErHjh0LfX19iIuLIzs7m20e/cGDB8SBqqqqCpMnT8ahQ4cgLi6OuLg4pKWl4cSJE21GvkRFRVFRUcFVMZX/18PsAPz8/Pj999+xfft2NnIOFTibmpoQGxvb6XEUSrfzf6Uc2xJUv6d1ZsfDw4OxY8fCwsICVVVViIuL47gajZycHObOnUs2A4oQYWhoCBaLhTt37rTZbKWkpHDjxg3IyMgAAMLDwzFr1iyOrqs98PLyQltbG+bm5igsLOz0XGtLWFtbw8TEpF0Lo76M4OBgpKSktCnjmZmZwdzcHLy8vG0CJ41Gg52dHQwMDNDQ0IDbt2//VOJu9erVyM/P71Ck/keQlJTEkiVLkJ6eDmlpaSxZsgRiYmIAgOvXr7dr8tyXICQkhGPHjsHIyAiNjY1IT0/HypUr4eHhQXwhOwMeHh7s3r0bDg4OSElJwcyZM1FbW0t6uceOHev291hVVRXz589v970sLS2Fvr4+dHV1oaenh7i4OFhYWLQ5/ISGhsLS0hJAs6F0ZWUlRowYwXatFy9ecFz7uDP4fwHzB5gwYQLev3/fxgKJGkexsrLq1BynoaEhHBwc2jir/y9AVFQUixcvxo4dOzpk9fLw8EBdXR0WFhbEk/L169ccuf/y5ctRWVnZpmTWcjazsbER8fHxSEhIIG4FYmJiqKurw+nTp7Fx48ZeHWbm5eXFuHHjYG5ujm/fviEuLq7TzNyNGzciNTUVMTEx3F0kB2FpaQkzMzMEBgZ22JdsGThTU1MJ6xNgn/Osr6/v0D1FUVERM2fOxJYtW7r191y6dCnq6+vJXCslP5eSkgJfX1+Ul5d3+Zq9idmzZ7ORWQICAvD/sffWcVGm//fwAYahQUBEuhQkpBukBlAaJIy12zXWQIx1rd3Vtdtd3bWxRcQWaaQ7BBQFRRERFIOQfv7gmevLSA0wA/j6fc5fOnHf9wz3XOd61znDhw+HhIQE1q9fz/RM94QJE8gYCtD2Gzt9+jRTIynMwM3NrcsNTXl5OSQlJdHa2oq6ujrcv3+/w2ZWQ0MDx48fR0ZGBnbu3ImVK1dizpw5HY4lKys74JMG/2v66QYZGRmws7PrQJitra148uQJ8vLyoKmpCUdHRzg4OCA6Oho5OTkdFg0HBwckJyf/cGQJANbW1khOTu72xmxtbUVWVhays7OJQgldxLs/xKmsrMzg9dce7RtO6OezsbGBtrY2iRqoVCqKiooGXPmjubkZycnJSEtLg56eHnEiCQ8P73aGzdraGlxcXEO+2ed7WFlZITExsdsmHvowvq2tLWxsbGBiYkI2BnT9z3v37sHNzY38PR88eIDk5GRyDA8PDxQXF/fp76miooIRI0Zgz549EBcXZ9Bq5eDgGDDVqv7g+2vcunUrODg4UFtbiz/++INpwvx+HWpuboaEhAQUFRVZUst99OgRaSJqj8rKStKQw8HBAX5+fnh6emL9+vUkvcrLywtbW1vcunULu3fvBtBWohASEoKBgQGUlZUBtAncD6WxvP9FmGjb+W7YsAHHjh3r1vEcaBsGtrW1hYCAACIjI5GZmQl9fX1MmDABQkJCWL9+fb/b6QcawsLCWLFiBfbu3Yuamhqm38fBwQEtLS3QaDQ0NjYiLCysTyoha9asYTrVxMnJCV9fXxw9epTUpVpbWxEUFERcIAbL5og+nmNra4svX74gPDy802apLVu2ICMjg2UC5QMBGxsb2NvbY9OmTb26v+3s7GBtbQ1OTk4G4gTaasKenp7Q09NDXV0dKBQKJk2ahJaWFvj6+vap8S4gIAAfP34ksnehoaEwNDREZWUlbt++jfr6emRkZCA4OHjIbmx5eHjw6NEjDBs2DJWVlQya2AsWLGC63EOhUBAaGgppaWmEhYVhxYoVWLhwIbi5uYmcYX+goaFB6o6nT5+Gjo4OamtrMX36dPzzzz+QkJAgr21pacG5c+fw8uVLVFRU4LfffiNjIo6Ojh2M6XV0dCAmJobo6OhBWU//l5LtAe7u7qiurma6KUFZWRn29vYwMzODh4cHAKC4uBgmJiZD9ofYFdzc3NDc3Ix79+716f3tJQjpNSpma76jR4/GnDlzsGPHDqZ3zoKCgnj+/DnxyIyKisLSpUvh5eUFWVlZVFZW4s6dOywTAO8t6F1/dPsierOUvLw8xo8fD2VlZfz2228/1H2yZcsWMh/YF7QnzoSEBDx48IAshFQqFTNnzsSOHTvIJigwMJCMUjALLS0tTJ06Fdu3b0d1dTWp1V27dg3Z2dloamqCoaEhXFxcwM3NjYSEBAYC7w76+vr4+vXrgHgvGhgYQE9PD//99x+xNePi4sLXr19x48YNFBYW4sqVKz02/vj5+UFdXZ3M+EpJSWH58uU4dOgQS+aK161bh7KyMly4cAFr165FcnIysrKy8P79e2zYsAHy8vJwcHBAQ0MDdu/ejZSUFBgZGWHq1Kmk0xpo6xYfaqId/0vJ9oDMzEz4+PgwTZhFRUU4ceIEg3uCkpIS5OXl+yQpNVgQEhKCnp4eEXjuC1pbW5Gbm4snT56Q1DWNRmNKu3fixIkoLCzsldZudXU1jh07hilTpuD58+dYtmwZ3r59i6NHj0JUVBTe3t6YOXMmvn79iocPH/bL6b4voBudZ2RkQEdHB+7u7pCRkcFPP/0EKpWK/Pz8HyoLYWVlBQqF0q8Z14iICERERJBxEzMzMzKn2dDQgJCQEAaVF11dXRgaGvYoidgeHh4eyMvLI6lcuiNJ+79/amoqUlNTYW1tDRqNBhMTE0RERHQrAXngwAHMmDEDLS0tWLlyJREQYAc4OTlha2tL9Ferq6tx/fp1xMXFISwsDBQKBb6+vvD390dJSQmuXr3aKXHy8/NDV1eXIRqdOHEi3r59yxKy1NLSgrCwMA4dOgRDQ0O8efOGuI+oq6tDXV0dnJycOHLkCPbv30/el5OTA25ubkKYDQ0NePfuXb+vZ6DwP8L8/1FSUgIuLi7IyMgwndKjUCjEtgZoM4v18/NDeHg40tPTO6QZhiKsrKyQnp7Okvpfe+LU0NCAg4MD7O3tiSDE91BXV4eIiAiOHj3aq/PQRwUsLS07LBZVVVX477//wM/PDy8vL/j4+MDV1RVRUVH9Mh/uC1pbW5GZmYmsrCxcuXKFRMTq6upQUlIakgP0ncHOzg4pKSksIXn6gH77Oc20tDQ4Ojri8+fP4OPjQ05ODoKDg+Hl5QUnJyc8evSoQ3/B9zA2NgY/Pz8ZW+jJkSQ6OhrR0dHETNva2hp3797tQNBcXFyYNm0agDYymzFjBlsJU0dHB1++fCHazm5ubkhKSmJQDNu/fz/k5eXh7e0Nf3//TgUFpkyZgs+fPzNsFj5//twvb9z2cHNzQ35+Purr62FjY8NwfYcOHYKBgQGAtg15e8IEgH///Rc2NjaQlZXFH3/8wZS831DB/wizHTIzM6Grq8s0YXp6eiI6OhohISFYuHAh5s2bB15eXtjb28POzg4RERFDmjgFBQVhYGDQ4YbuL+jNUnTipNFoDMTZ2toKYWFheHp64unTp70mawsLCzx79qzblFRtbS0uXLgACoUCNzc3ODo6wt7eHomJiQzpwIFAa2srYmNjSTaiuroa7u7uePDgwaDZzjELCwuLfkeXnaE9ca5bt44ssE1NTZg7dy5KS0tBpVLh4eEBNzc3jB8/HmFhYYiLi+v0eE5OTsjIyCCzz8z6Xd67dw+hoaHw9PTExIkT4ejoiLdv32LKlCkoLy/H6tWrUVJSQvw/2Wm/xsHBATs7O2Kgrqam1uWGsqSkBPv374eCggK8vb0REBCA4uJiNDc3w8/PD7y8vB26Um/cuIGNGzfC2dkZoaGhDCUBTk5OUCgUpmbHx44dCyEhIQQFBcHAwADl5eVEyENFRYV8VwCgp6fX4f0tLS3IysrCpUuXfrjGt/8RZjtkZGRgwYIFuHfvXo/yeAoKClBRUcG+ffvAzc0NIyMjVFRUoKWlBSdPnoS8vDwhzsjISKSlpQ054hw3bhwyMzPZ2mafl5eHvLw8qKurE+I0NjaGk5MTqqur4eTk1KvjUalUmJubM93lRzdLDgkJgYODA8zNzWFubo7MzEzcunVrwMQlEhMTERMTgydPnuDcuXPg5uYmEXhERARTkoxSUlKwtraGmJgYCgsLERcXx/YOQnt7e6SlpbGt3hoeHg5nZ2dCmPQNzokTJ9DQ0IBr164hODgYbm5ucHJygoODQwe/ThsbG3Bzc+PmzZuQkZGBnZ0ddHV1mS4zNDU14fr167hz5w6mTJmCnTt3EhszNTU1REVFQVpaGsnJyb3OhvQG2traqKmpISTv7u6OFy9edLuhfPXqFfbt2wclJSUsWLAACxYsIEo5J06cwOPHj7Fjxw7U1NSgtrYWYWFhsLKywrhx4/Dp0ydwc3ODl5eXiH8UFRXh0qVL3Z7Tzc0NeXl5qK+vh62tLYP/KT1QoDsHfT82xM3NjT///BOurq44f/482+y52IX/Nf18hyVLluDhw4c9KtrMnTsX2dnZSElJgaWlJWRlZYn8VnvIy8sTv8ahRJwCAgJYvXo1Dhw4MKBenS4uLgwprdOnT2P16tVMv9/a2hojR47slVza97CwsICdnR34+PhQUFCAGzdusH0khW4Q/P09oqGhATs7O3BxcSE8PBxPnjzplDiNjIzg6OiIyMhIvHv3Djo6Ohg7dixSU1MRGxvLlk2Pubk5XFxc2D5XrKCggOvXr0NRURH3799HUVERKBQKUlNTcefOHXLu7/06Y2JiEBkZiS1btiAxMRFZWVmIjo6GmJgYGhoaYGNjg4KCgl5di6CgIF6+fEmajxISEnD16lWcP3+eISuhqakJDw8PZGVlsST65uDgwIoVK3Dnzh0UFhZCWVkZ8+fP71UznImJSadzvRUVFUhISMDKlStJ2lZRURGGhob49OkTSktL8erVK0hKSsLHxweioqLIz8/HtWvXOqgs6ejoYNKkSdi2bRu0tLSgo6NDXIIUFBTg5+eHL1++QFdXF4KCgpg1axbDevfzzz8TG7uWlhaMGzeOZFmGDRsGISGhfqlnsQr/a/phEpmZmdDT0+uWMBUVFSEuLo60tDRQKBRYWVl16XlZUlKC06dPE+K0tbUdEsRpaWmJ7OzsATe2pqfN6PU8ZWVljB07Frm5uT1GWFQqFZaWlkwrnXSFuLg4xMXFQUdHBxMmTMCvv/6Kly9f4saNG2wxkNbT0wM/Pz9u3LjR4Tl6BD5mzBgSgUdERCAnJ4d8H7y8vBg/fjz+/fdfYjdWVFSE8PBwWFtbY+XKlYQsPn36xLLrtre3R0ZGBtu7eV+9egUjIyNwcXGR3wRdhNzIyAhpaWm4desWmpqacOvWLdy5cwdOTk6wsbGBnZ0d6fD29fWFmJgYgLZ7xcHBodeEWV1dja1bt2LTpk2oqanB+vXrkZ2dzfAaKSkp3Lt3D0JCQgCAWbNm9TtS0tLSQn19PenC9fLyQnFxca9+n0lJSQgKCoK3tzfD4xISEnB3d8eHDx/I5vTly5cdRDaKi4uxe/duaGhowNPTE5s2bWIYwREUFISrqyuePHmChoYG2NraMvhV0mg0pKSkYPz48cjKygIvL2+HNW7YsGHk33QXk5SUFHBxceHXX38FHx8fjh8/jvXr1zP9uQcSgxZhysjI4MOHD0NOoFxQUBCrV6/G9u3buxxynjdvHjIzM5GamgoLCwsoKysz3QggJycHe3v7QY04+fn5sXr1ahw+fJilCyyzcHV1xZw5c/Ds2TMEBgbCysoKPDw8CA8PZyCK7zFu3DjIysoypIBYARUVFbi7u2PEiBEoKyvDzZs3ey111x1+/fVXFBcXM6iudAVVVVXQaDTw8fEhOzsby5Ytg4qKCu7evYu1a9d2+h5BQUFYWlrCyMgI+fn5uH//fq/maTsDXRN5sFWrzM3N4eDgACqVioyMDNy8eZMh4qTRaCgtLUVeXh5GjRqFx48fg0qloqmpCdeuXcONGzfw+PHjXvsm/vHHH0hKSkJLSwsyMzMZ+hqsrKxInREAgoODMXfu3D5/Rg4ODvzyyy+4f/8+nj59Cnl5eSxevLjPBsl8fHzYsmVLhxpmdnY2vLy8mD6moaEhnJ2dwcPDg7Fjx8LS0hJfv36Fo6MjBAQEYGBgQDavsrKymDZtGr58+QIeHh7w8/MjKysLd+7cYTimjo4Orl+/DnFxcYSEhODff/+Fjo4OFi1axNCQpKCgMKiKTENmDpOTkxOBgYGYMGEC3r17Bw8PjwGZbeoN5syZg9TU1A47S6BtdMTHxwd79+4FJycn1qxZg7Nnz/ba9olOnJKSkoiMjERqauqAEaeDgwOEhIQ6jXgGC3SfRV5eXkRERCA7O5uBOLm5ubFmzRqcPHmSbabOUlJS8PLygpycHD5+/Ig7d+70uymnfQqrN5vDUaNG4fjx46RpoqGhAaNHj+52EeHj44OLiwu4uLj6lbIGgN9++w0FBQWdOt4PBkxNTeHg4ABeXl5kZWXh5s2bHerPvLy8OHjwICoqKhASEoKioiLQaDSoqqri8ePHiI+PZ6pmTaFQsHfvXnh7e4Ofnx+fP38GjUYj42JCQkIICwvD6NGjUV9fj9u3b+Pdu3d9bijT0tKCtbU1qY+uWLEC9fX1/XbjkJWVxezZs7F06VKUl5fj9u3b4OTkxNOnT3H58mWm78cZM2YwCB1UVVWhvr4eq1atIprCdCcfOzs7HD16FEuWLMGBAwc6/Fa9vLygpqYGISEhXL58mRjC79+/HzNnzgTQJqunqak5qKNXXREm50BfiJ6eHiZMmACgzRC0M+3AwQa9W7Yz0FNmLS0tMDIyQmlpaZ88El+/fo3Tp0/jwoULUFdXx5o1a2BiYkKK7+wCHx8fTE1Nu507GwwUFhbi77//xu3bt2FmZoaVK1dCV1cXHBwccHR0xLp16/D27Vu2kSXQJgB97Ngx7Ny5Ex8+fMD06dPx66+/wsjIqM/HdHZ2Rl5eXq8zKc+fP2dot6dQKNDT0yO1tc5QV1eHW7duQUtLCxRK36sthoaG4OXlHVJKRImJifj9999x8+ZNqKqqYvPmzZg8eTJJ7QNti3FJSQk2btyIlJQUfPjwAVevXsXx48chJSWFNWvWYNy4caShpys0NTUhMzMT/Pz8AAARERHY2dmR579+/Qp7e3v4+fnBxMQEixYtwuPHj2FiYoJt27Zh4sSJTH//HBwcoNFoZP5bWloakpKSLDFvePPmDX7//XeMHDkS2tra+PXXX3HmzBlISUlh06ZN8Pb27vZ+oiMyMpIhyyAqKoqRI0di1apV5JqlpaUxZswYlJWVQVRUFM3NzZ3+VkeNGoXi4mLU1NRAXl6ePL5x40YcO3YM165dg7e395CdUx7wGmZ5eTkaGxvJTauiogJ9fX1kZmYOmS8pNzcX7u7u4OfnZ+hCVFJSgoiICDIyMsDFxQUbGxucO3euX+d6/fo1zpw5A1lZWdjb25MaJ7siTnNzc+Tn5/coAThYeP78OZ4/f45Ro0aBRqNh06ZNxLKLbvfDbnz69AmnTp0CLy8vvLy84OnpCWdnZ9Jkwiy0tLT6Fcn/8ccfGD16NKSlpXHixAmoqanB2NgYERERXf5eGhoaUFNTA2Fh4T7/jSdMmIDs7OwhaU+XkpKClJQU6Ovrw9nZGVu2bAEHBwcRhdixY0eH91RUVODSpUuQlJSEg4MDxo0bh6ioKCQlJXX5G0tMTER9fT14eHjQ1NTUQfzi69evDLZzoaGhCA0NhYWFBWg0GgwMDJCXl4fg4OBuO5nV1dXR2tpKMhk+Pj4oLS1laS29fabm6dOn2LFjB4yMjODi4gJdXV3ExMQQ0YHO8Pr1awQHB0NfXx/S0tLEo5O+KbCzs0NmZiasrKxw6NAhWFhYMMyn0yErKwsxMTEEBgZCVFQUMjIy5LmamhrihzmUMeCE+ebNG9y7dw9ycnIICwtDUFAQbG1tyfhFRkbGoBNnQ0MDCgoKMHbsWAbJJgcHB0RGRqKlpQUmJiYoKytjmW7pmzdvOhBnVFQUUlJSWEacPDw8MDMzGxTj1d6CTpxTpkwhjxkbG4OPjw91dXUDcg3fvn3DpUuXQKFQ4OLiAjs7O9jZ2SE5ORn379/vsbbn6uqKgoKCPo9+FBUVYdy4cQyPKSsrg0ajkfb974lzxIgR4OTk7HTBYgb6+vrg5+dHcHBwn94/UEhPT0d6ejr09fVx/fp1CAoKAmjrLzh48GCn7ykvL0dgYCCkpaWJvVpERESnfQT5+flwdXWFjY0NHj9+zLRaFL2hjK4vTe+Ovn79eqcNPHZ2dsQPVVJSElJSUjh06FBvvoo+gb7xoIs2WFhY4N69ewwi+HTQN1/0mVi6iHpAQAAkJSWhoKCA4cOHo7S0lKgIdbaGT5o0CSUlJSgrK8Pbt2+hoaHB9s/Jagw4YRoZGeHt27dYuHAh2cEWFhZCSUmJYW4xPT19UIkzMzMTNjY2hDCVlZUhLCxMoktbW1sGdQtWoT1x0u2UoqOjkZKS0u/mC3Nz8x4H/ocaHjx4QAx/i4uLsWTJkgHfWDU1NSEkJAQhISGg0WgYN24cTE1NkZ2djZCQkE7Trerq6kQ6jJUoKipCUVERA3HSvw9PT09YWlri0aNHfd5kOTk5IScnZ0hGl50hPT0dJSUlpPuSl5cXP/30E4KCgrpMg799+xZnz56FnJwcHBwcYG1tjYiIiA73VFpaGtLS0vp8Xenp6VBXV4erqyvWr1+PV69eISgoCBUVFRAREYG2tja4uLiIGIKPjw/evXvHEuk6ZhEWFoaIiAiSSbG3t0dQUBCDDrO7uzs+ffqEsrIy8PPzw9HRkbgTTZkyBdnZ2TA3Nydzr01NTR1SvWPGjIG4uDgZQSkuLoaxsXGX12VtbY0DBw6gubkZS5YsGTJaswNOmOPHj+803VNcXIx///0XSkpKZPwiKioKaWlpg0Kcz549IzNJVVVVDLVLY2NjBnULduDNmzc4e/YsZGRkCHHGxMQgKSmpT8RJpVJhYWHBElufgURkZCQkJCSQkZGBGzduQFJSkkR60dHRA95lTFeoMTExIe4dhYWFCAoKYogg3N3dUVhYyDZhATpx0jeav//+O0xNTQG0be764rOpo6MDAQGBIR9dfo/z58/jl19+QXFxMc6cOQMNDQ1s2rQJubm5uHHjRpfE+fr1a5w6dQpKSkpwcHCAjY0NwsPDkZWV1eOIE7PIz89Hfn4+FBUV4enpiVWrVkFQUBDe3t7g5eXFpUuX0NraCnFxccjKyrJVGKErtLS0ICgoCHfv3sWkSZMwa9YsVFRUIDo6GtOmTYOOjg62bt0KTU1NNDQ0ELKUkJCAiooKamtr8fr1a5JGbmxs7NCL4evri/z8fNKVX1hYCC4uLlCp1E43ZwcPHiQ1zv3798Pc3JyN3wDzGNAuWX19ffj4+GDLli097mAVFBRgb28PcXFxEnEO9PiFh4cHvnz5gpKSEnh6emL//v3g4OCAv78/Ll26xNLRg54gLS0NGo0GOTk5Qpy98faztraGlJRUp+IKQxVcXFzw9/fHxYsXOwwz0+daJSUlERUVhdTU1EEZf9DS0oKzszNERUVRUlICUVFRTJo0CY2NjXB2dsb79+8H5DoSEhKgpqYGoM33cOTIkWhuboaAgACampqYGqvYsGEDSkpK2JI5YSc6M+PW1dWFi4sLBAQEkJWVheDg4B7XHBUVFTg6OoKXlxenT59my8iVlJQUbt++TfwegbYRu5kzZ4KPj4/lMpV9gaioKKZMmYLVq1cTz9kXL17g1atX2LJlC3JzcwG0uaE0NjbC2NgYe/bsIZkrOzs7WFpaYtu2bQDaImdtbW1s27aN4Tf6+++/49atW0hJSelwDenp6URi78mTJx1KE+zGkOiS7U2659WrVzh58iQuX76MsWPHwt/fH8bGxmzvIm2PiooKbNq0CYcPH0ZqaipaWlqgp6eHioqKASVLoC2NdP78eZw+fRoKCgoICAiAlZUVQ5dgV6AP/DPrxDJUoK+vj4qKik6VP+iCEIGBgVBVVcWaNWtgaWnZYwckq5Gbm4tdu3bhxIkTkJOTg7+/P+Tk5KCsrEza5AcC7W23nj59ijVr1uDPP//Ey5cv8eLFCzg4OHT7/rFjx0JQUJAl3ZkDia7MuDMzM/Hnn3/i+vXrGD16NDZv3gxfX99uu1dfvHiBv//+G1VVVSwTKf8eZWVlDELy7969Ax8fHxQUFIbMmFdVVRWOHTtG6sJA22bCzs6OCNGLiYlBTU0NSkpKePXqFUOZJyMjA3x8fKBSqZCVlYWBgQGuXbvWYUP7/Plz0tD3Pfz9/VFVVYWnT59ixYoVLP+MfcWAEaaurm6f0j0lJSU4deoULl26BE1NTfj7+5PxCx8fH8ybN48obrAae/fuhY6ODkxNTTF//nxivUMv0g8G6P5z//33H2RlZbFmzRpYW1t3S5wmJiYoLi4esGiHFeDk5CQpsu7w5s0bnDt3DmfPnoWiomKvNhKsRHFxMXHKoGMgr2H79u2YPHky5s2bR+rrc+fOBRcXF/j5+fHrr792+35XV1fk5+cPOSGRnmBra9utk0p6ejr++OMPhISEEG/I7sY+KBQKZGRk2Dq+dOLECSQnJyMoKAg+Pj7w9vbGhw8fhpxrR2fep2PGjAHQ9r3n5uZCQkKiw6xuVVUVhIWFsWjRIixatAiFhYVk3rI9bt26BTExMQajaTr4+Phw5swZmJmZ9bmOzA4MWA3T2dkZT5486fMPkh5RyMnJgUajYfPmzaRm4+PjQ2Y7WYn2c0IKCgrQ09NDVVXVkLixy8vLcfHiRYwYMQJ2dnYICAhAXFwc4uPjGdJv3NzcsLKyIsX2HwW6urr49OkT09/127dvERgYCElJSdja2iIgIADx8fGIi4vrtcpLX5GZmYmkpCRoa2sjIyMDx44dG5Dz0hEaGkr+/ebNG5SXl5NISVBQEDY2NkhISOjwfairqxP3iR8J5ubm4ObmZkrLNTk5GcnJyUQ5yMDAAMnJybh9+zYD2err6+PNmzds3VyamZlh3bp1yMzMhLCwcLc2ZIOJt2/fwt/fH87OzrCzs0NjYyPOnj2LYcOGQUNDA1++fMGbN286NBE6OzvDz88PXFxcKCsr69SxBGgj1oqKCri7u3dYnzQ1NUmtdChhQCJMerqHFT9I+twifRYI+L9xA1aDPvPX2NiIw4cPD3p02Rnev3+Py5cv4/jx4xgxYgTWrFkDGo0GHh4e/PTTT9izZw+qqqp+KJPW/kTy5eXl5PsYPnw4AgICYG9vz5b743uoqakhIyODdEb2RdaMlTh37hxevHiBGzduYNasWZCUlCT3By8vL4C2mpq3tzdbG5TYhb5o3cbHx2Pr1q24d+8e9PT0sG3bNri5uUFaWhpr1qzB8uXL2eqbqqysDCEhIaIi5uPjg6qqqiHnjTp+/HhwcHDgzJkziIyMxLx582BoaIjg4GD4+PhASEgIampqnaaRPT09SelMSkqq2/T2o0ePoKKiQu5HoC3KFxUVHXD/WmYwIBEmO9I9d+7cgY6ODoC2TrQVK1YgOjoaycnJLGv+ePnyJSZPnoy0tDQoKChg2LBhxNh1qKGiogJXrlzB8OHDYWdnhxs3bsDMzAxA2+f4559/Bn2+lVloa2ujurqaSJH1BRUVFbh69SrExMRga2sLf39/JCcn4/Hjx/3WWe0Knp6eeP78+YAL2ncGCoUCMTExLF68mJgi5+bmYvjw4eT7UFdXh5OTExoaGkht6keAj48PJk6cCAD466+/+nQM+ryktbU1aDQaDh06BBEREQBt31Nfj9sTaDQameUWFBTEqFGjcPbsWbacq6/g5OSEpaUlYmNjMWrUKHBzcyM4OBitra3Q1NTE77//Dh4eHjQ0NODQoUMMYzBjxoyBra0t+f/bt2+7HZPJycmBq6srpk6dilOnTgFoyxw0NDQM6HgNs2BrhCkpKQlfX1+IiIiwPN2TmZmJ/fv3Y/bs2URxZ9SoUVizZg0xve0P6AQZFhaGjx8/wtbWlkHZY6iisrISV69eZWisUlRUhJSU1CBeFfPg4OBgaST/8eNHBAUF4ciRI+Dj48Pq1avh7OzM0NDACowZMwYiIiId6piDBRcXFzQ0NBCypKOyshLXrl3D1atXiRcplUrFvHnzBuMyew1bW1ucOHECEyZMgKOjI5nR7Suio6Nx+PBhQpZAW3TFjGRcb6GoqIhhw4YhIyMDAODt7Y0vX74wzDwOBTg5OUFYWBhTpkzBP//8g6ysLAgLC+Po0aO4fPkyeHh4ALTdN76+vuS7EhQUxJ49eyAuLg6gTWHIz8+vx8zFlStXMHr0aEhKSgJok08dCmWvzsC2CNPAwADBwcHEX27Tpk0sO7aAgADMzc1x9OhRIv9VWlqKc+fOkfELa2vrPo1f0EGj0RAVFYWWlhbo6ur2O+IZaFy7dg1WVlbg4OBAfn4+5syZg8TERDx+/HjAlHL6Ai0tLXz79q1HP9LeoqqqCjdv3kRERASsra2xatUqZGRkIDo6miURId1EgN2+msyAk5MThoaG3W46SkpK8PnzZ0IU9Fr4QNZ8+4JRo0aRf3NycsLKygppaWn9mpusqKhAYmIiTE1N0dLSgvLycmzbtg3Jycm4c+cOyzIzdJGJlpYW8PLyQk1NjSkHm4EEJycnzMzMYGNjQ1Kpq1evxps3b+Dn58fw2qamJsjKymL79u3k+6fbqwFtSlnMEF9RURFKS0sxdepU7N+/H5KSkkTUfaiBbYTp5+dHdvGKiorQ1tbusNtlBhQKBYKCgmQmiu5Un5GR0alWJn38QkpKCjQaDVZWVoiNjUViYiLTxCknJwcJCQmkp6eDg4MDdnZ2P5wz+IsXL7Bv3z4kJSUhOjoaQkJCJBWXlJSEx48fD7maFV2I+t69e2w7x5cvX3D79m1ERkbCysoKK1asQHZ2NqKiovo8d6ehoQEREZFBGTrvDDQaDa2trd0K7H/79g3Xr1+HiYkJ4uLi8M8//8DExARr1qwh6cqhqPZz+/Zt/PrrrxAWFkZJSQk4ODiwatUqxMbGIj09vc/lmJCQEAQHByM+Ph5PnjyBtbU1bG1tYWxsjLS0NNy+fbtfpR55eXkiwAG0RZfV1dVkpnGowN3dHc3NzWT+EmjbpHTWybp69Wpia0ihUNDS0gIJCQncuHEDIiIiCAgIYLr8ceHCBWzatAl79uyBqKjokIu66WAbYdLlngCgvr4e7u7u4OLi6rWo+Pjx42Fubo68vDy4urpi/PjxeP/+PWg0WrfvKysrQ2BgIEaOHAk7OzsG4uxpIaBHl83NzdDW1kZdXR3LIx52or0wPH2GkZ6ajIiIgI2NDVavXo3k5GTExsYOGeLU0NBAY2PjgHTHVVdX4969e4iOjoalpSWWLVuGvLw8REZG9lq03N3dHU+fPh0S0SUAWFhY9CglJisri6amJnh5eZEux1evXmH48OGg0WhYs2YNYmNjkZCQ0KcMDbsgISGBq1ev4vLly8jPz0ddXR2UlJRgbW0Ne3t7xMfHIzExsVf9EvLy8hg2bBh2795Nosno6GhER0fDwsIC9vb2MDQ0RHp6OkJCQnokTj4+Pmhra6OoqIio39Brl83NzeDl5YWmpuaQSd/TQaFQYGxsDFNTUwgKCqK1tRVNTU1Yt24dXr9+jZCQEOLg0tjYCENDQ1LfpDe4lZeXIygoCG/fvu3VxrehoQEuLi4YPnw4gLaNUXvP0aECthFmYmIiYmJi8OLFCwQGBqKysrLXbhzCwsIwMDDAvn37MGnSJIwfPx5AW/poypQp2LNnT4/X8e7dO1y8eBGSkpJkIXj8+DESEhI6JU4ZGRlISUnh/PnzJOJhpm19KKG7gf+qqioEBwcjMjKSEGdKSgpiY2PZ1gzDLGg0WreuCexATU0NHj58iJiYGFhaWmLJkiV4+vQpIiIiUFlZ2eP7tbS02KIZyyx4eHjAxcVFNj30UYuepPF8fHzw+vXrDiMBlZWVuHLlCkaMGAEajYaAgACmN5oDAVdXV+Tk5DCIoRcXF6O4uBiSkpKwtrZGQEAAUlNT8fjxY6bS7XS95s5Sr/Ro29zcHPb29sRZKSQkpNPvQ0BAAA8ePICmpiY+f/4MZ2dnfP36FZKSksTZyNPTE7W1tcjMzOz7F8EGeHl5QVBQkFgbcnBwIDExEVOnToWQkBAuXboEGRkZfPr0CYGBgfj06RNcXFwQEBCAt2/f4tatW3j//j20tbV7PRuvoqJCyBJoq1X/P0WY7u7uuH37NsN8DX2Osifi5ObmhqurK7S1tZGUlIQPHz4gLi6O4TV6enowMjJiuq28/dwifSGgE2f7mg1do7S5uRljx45FfX39kJwH6gr0kYyeDIQ/ffqEmzdvIjIyEra2tli1atWgEqe6ujoA9Nuwua+oq6vDo0ePEBsbC3NzcyxatAjPnz9HREREtzN5bm5u/XIk6Q8cHBxw+vRp8PDwYMOGDfj333+J1VJ3dTe65yJdLLszvH//HpcuXSK/F3qqllkTZnZAQ0Oj23nR8vJyXL16FSIiIhg3bhxWrFiBvLw8REdHd2mXpaOjA1lZ2R5rifHx8YiPj4eJiQkcHR2hq6uLnJwc3Lhxg+H7MDY2hqamJoA2H82bN2+CQqHg2LFjaG5uBpVKxdixY4ecXi+VSoWuri5u3rwJT09PUk6zsLAgTT25ubk4f/48iouLUVBQAKAtkygjIwMPDw8sWrQIzs7OpPZZVVXF9EbyxYsXePnyJZHDG6qqZGzRklVRUcG8efOwY8eOLnd4dAGCkSNHdiDOwMBAODs7A2gT4d26dSuANuseX19fpKen4/Tp03B3d0dKSgqio6N7fY30JodRo0YhLi4OWlpamDhxIhobG+Hq6orGxkb88ssvuH///pDNp3cGAwMD6Onp9XoQWkREBDY2NtDR0UFKSgpiYmIGlDiXLFmC6OjoIVPToVKpMDMzg6WlJV6+fImIiIgObe5aWlqYOnUq/vjjj0EhzMjISDJa1dDQgCdPngBoGxzvrnFn+fLlaG5u7lXNdcSIEbC1tcXo0aM7FcgYCKxbtw5lZWVMj2Hw8fHBzMwMZmZmeP36NaKiooikpbS0NCwtLSEnJ4dLly712gTe0NAQEyZMAD8/P548eULcURQUFBAfH99h7re2thbu7u5wc3MDALKmDRVMmTIFKioq+OOPP7B582YoKyvj6dOn8Pf3J6+pra0FPz8/GhsbMXXq1A5NZSNHjmQoxeXn58Pa2prp2u/w4cOxc+dOlJWVDbo3ZldasmwhTH9/f3z+/Bn//vtvj69tT5z0tMidO3fI4OvTp0/JPGF78PPzY/Xq1Th06FCfvf+AtprI3LlzERAQQB77999/0djYiJqamk4NaYcqODk5sWrVKgQFBfV5XlRYWBg2NjbQ1dVFamoqYmJi2F6bU1VVhbOzMw4ePMgylwhWgZubGyYmJrCyssKbN28QGRmJiooKeHt7EwcbeuMDO0GlUhEQEAB5eXmcOHECqampuHr1Kuzt7Tu89uzZsygvL8f169c71N6lpKSwfPlyHDhwoE/yb/Q5X1VVVRJ1DYSc3pgxYzBjxgxs37691/cjhUKBgYEBrKysUFNTAwEBAbS2tpJmr/5EzHp6enB2doaAgADy8vJw48YNaGtrw8PDA+PGjSOej83NzWRNS05OZosyWV/By8uLTZs24erVq6iqqsLkyZNJPffWrVuwtLRk6KgG2tycmpqacP/+ffz555/k8YcPH8LIyAhAmyFAVlYWCgsLcevWLaZsBSdNmgQZGZlusx8DgQEjTCUlJSxYsAC7du3qldKJnJwcrKys0NDQgIULF0JfXx8AkJSUhODgYISHhzOoYTg4OEBQUJAlqQ17e/tOC/Dl5eUwNDQc9Noes6CnqU+cONHvYwkLC8Pa2hp6enpIS0tDdHQ024hz8eLFiIuLI+onQxEUCgWGhoawtraGl5cXVFVVAQBHjx7Fb7/9xvbzb9q0iYhQf/78GWPHjoWQkBB+//13KCgowMDAoMN7KisrYWxszND9u3TpUnBwcODw4cP9uh66AMKYMWOQkJCAuLg4to4rrV27Fu/fv8fp06f7fAxOTk6oqqriy5cvvY4oe4KOjg6cnZ0hJCSEp0+fQlhYGH5+flBUVCRE0V5qU05ObsisK9OnT4esrCx27NiB2bNn48mTJ0hOTgaFQsHWrVsRHh6OzMxMxMfHY8SIER3e7+fnR2bUBQQE4O3tjcrKSty7dw86OjpwcHCAuLg4KisrERoa2qmuLB3W1tawtrYmTieDhQFzK/Hy8sLLly97LQv2+vVrXLhwAdeuXYObmxtWrlyJ+fPnw9XVFSkpKfD09MSiRYswevRo8PHxwdTUtE+p2M4QGRlJCvDtr1tSUpLhJh/KoI+/sGrgnz5+sX//fhK5urq6slzoftSoUeDj4+v2RzQU0NTUhMTEROzZs4dhFrCnbm1WgV7bAdrS56KioigrK8O8efMwYcIE4tbRPtsyfPhwhvdJSEhARkaGJY4kdAGEY8eOQUREBP7+/nBwcCBdlKyEmpoaREREOoh89xYtLS0oKChgOVkCQFZWFnbs2IHAwEAYGhoS/0gBAQHs3buXwaHk48ePCAgIgJ2dHcuvo7cQFBSEuro6JCUlkZWVhTlz5pDfopOTExobGxEREYGPHz/i0qVLnR7D3d2djJ3U1NTg3LlzpEM2KysLe/bswb59+1BVVYUpU6Zg8+bNMDEx6fRYr1+/JsIIQxEsJUz6rFF/f5B1dXU4e/YsgoKC0NzcjIyMDOzbtw8JCQlwdXXFypUrUVBQ0Ov2/64gKiqKiIgIyMrKYvny5aRhIi8v74cRK9DW1kZNTQ3LNSm/fv1KiBMAVq5cCTc3NwgLC7Pk+HZ2doiIiBhyqdiu0NzczDCy8f79e/zyyy8YO3YsODg63ZSyBBcvXiSpw6tXrzJ0QDc3N2PKlCmQk5PDrFmzyOtycnIYmqh8fX3x7t07lkqOffjwgSgpCQoKYvXq1Rg/fjxLidPd3R0vXrwYMmM73SEvL6/DOMWWLVvg5+eHpqYmnDx5Eubm5khOToatrS22bt06qMTp5+cHYWFhzJgxA3JyctDU1MScOXMwceJEeHh4kGZL+shJezQ2NiI8PBwlJSVYtWoVtm/f3qVdV0VFBU6dOoVNmzYhJycH7u7u+PXXX6GlpcXwOjk5OYwfPx6bNm0acKs+ZsDSlOzKlSvx7ds3/P333/2+sK7AwcEBdXV1vH79Gl+/fmXJMX19ffHhwwdERERAVVUVc+fORUJCAsLDw1l2DnaCg4MDK1aswJ07d1BYWMjWcwkJCcHKygoGBgbIzMxEVFRUn5VylJSU4O3tjX379v0wOrdAm9GytLQ07ty5gwcPHkBNTQ00Gg1UKhXh4eHIzc1l+QZg8eLFEBUVxYULF3pUT1FRUYGSkhISEhJI2k9cXBz+/v44evQo3rx5w9Jra49hw4bBxsYGY8eOJTXw/qQemWkgHGqgUCiIjIyEpqYmSkpKGLJU//33H+mX4OTkhJOTE1EYiomJGVBzB2FhYaxfvx65ubkMKfr29cpVq1bhzJkzOHHiBHx8fMhrIiMj4evrS363dNUlR0dHBAYGMjT/dAYqlQo/Pz9oaGjg06dPeP78OXh5ebFnzx4ixP7XX39h165drP7YTKGrlCzLxkpkZWUxYsQIthdrW1tbe/xj9Abi4uJQU1PD7t27AbRFPBcuXBjS9bTvoaWlhfr6eraTJdAWcd69exfR0dFEKaevxNleiPpHgZqaGgQFBbFu3ToS8Tx9+hRPnz6FqqoqHBwcQKPREBYWhidPnrCEOOmlAWbJ7sWLFx0yDb6+vnj//j1byRJgHFeytrbG6tWr+1UD9/LyQlFR0Q9DlkCbPNzDhw9JCSM5OZmQwKhRozBlyhQEBQWhoaEBd+/exf379zFhwgTY2NjAyspqwIhz8uTJ+PDhAy5cuIApU6ZAW1sbOTk5DE2WixYtwqdPn4juMNDW2+Hn58fwu21paUFUVBREREQwffp0vHr1isxldtYl29DQgMDAQAgKCsLX1xfKysoYMWIEg2sJu0y8+wOWEaa3tzfevHnT5bzTUEV7j0AVFRXw8/MP+Xpae9BrlwOtvUhXyomJiSEzb1lZWYiKimKqa1lBQQFiYmJEKuxHQXfpwWfPnuHZs2dQU1ODvb097O3tWUKckydPRmlpaZ/JTlRUFAoKCvjnn3/6fA29xefPn3Hr1i1ERUUR7d709HRER0cznbVRVFSEuLj4D+PlysXFBScnJxgYGCA6OhoaGhq4ePEieHh48OzZMxw7dgzZ2dlwdXXF5s2bkZGRgZs3b6KpqQn37t3DgwcPBow4xcXFoaSkhBMnTkBaWhrx8fHw9PREa2srUlJSSO07Pz8f6urqePr0KWnEvHfvXpeiMyEhIUhNTcVPP/2EZcuWobW1FQ8fPuyy36S6upqhkUtcXBxeXl6orq5mSfMiq9HvlKyQkBAMDAzg5OSEffv2sdWpnNUQFRXF0qVLsWfPHtTV1WH+/PlIS0tjUBEZ6tDU1IStrS2OHDkyqNchICCAcePGwcjICDk5OYiMjOyWOGfPno3c3FykpKQM4FX2D8rKypg/fz7T6UE6cVIoFISHh/eJOBUUFLBo0SLs27evz5vRBQsWQEhICHv37u3T+1mBvqTyV61ahZqaGhw/fnyArrJ/OHfuHFxdXQEAO3fuhLm5OcaNGwegrc4sLS1NZAZNTEwwYcIEcHNzIykpCXfv3mVIb06YMAFmZmZobW1FdHQ0y4lz8eLF4OXlxf79+zFt2jS8fPkSjx8/BtA2IyojI4OQkBDcvn2bXNOKFStgZGSEOXPmMNURzcfHh/Pnz0NVVRXr169nWjHtt99+Q2lpKbH7GgywJSWrpKSEe/fuQVJSEqWlpUNuGLcn2NjYICkpCXV1dcTOa6jJVfWEwZCT6ww1NTV48OABYmNjYWlpieXLlyMnJ6dTUXN5eXmMGDHih9qYAG2SZi9fvmQ6PUhP1Y4ZMwb29vYkVZuXl8c0cfr6+qK4uLjPZDls2DAoKSkxNRPNTrRP5TOTkaA3EPZnjGSg0T5t6eXlxVA6+vz5M0NqMikpCUlJSRg3bhzs7e1hbGyMx48f4+HDh2hpaSER5/jx42FjYwNra2uWEWf7FD/933RlMGVlZVCpVKxYsYIhi9LS0oJ9+/Zh9erV2LhxIx49etStuD/QJs5Ob2g6ffo0Dh8+jObmZlRVVeHy5ctdTlKUlpYypGaHEvrVJevn50c8zGRkZGBubs6SixoIiIiIQEtLi+yq2tt5/SgYbDm5zkDXZt27dy/q6uqwbNkyeHl5QVRUFLy8vJgwYQJmzpyJiIiIXonwDzboDjZ96QAvKCjAkSNHEBoaCltbWyxbtgyampo9dtWOGTMGYmJiuHz5cl8vGz4+Pvj48eOQ6faurq7G/fv3sXfvXtTX12P58uXk/mgPb29vlJSU9Ho8jRn01yu3K6SlpZF/f/v2DaWlpQgPD0dUVBSmTp3a6SYpNjYWmzdvJlrGW7duJZ2mLS0tuH//PjZv3oyEhATY2Nhg27Zt/R5l8vX1RVlZGd68eQM7OzvExsaSyNfd3R2vXr3qst68d+9ePHr0COPHj8eUKVPg4uICKpXa6Wvba8NSKBRUV1cjMzMTvLy88Pf3J9zxPb59+9blMQcb/bpz2quINDc3w9LSEq9fv/4hpORsbGyQkpKC2tpa0rD0o0U8rJy7ZDVqa2vx8OFDEnEuW7YMLi4uGD16NFpbW1FQUPBDpWMnTpyIN2/eMKVW0hXy8/NJTej7iLMzeHl54enTp31ueBEWFoaKisqgpra6Aj0jQSeKpUuXIjc3FyNGjMDMmTPBxcXF0JXJKtC7hb98+YIHDx6wtIZ+/vx55ObmIjU1FSEhIfDx8QEXFxdqamp6lId79OgRwsPD4eTkBHt7e1hbW6O8vBw//fQTqqursWXLFmzZsgWOjo4k4oyJiem1qb20tDRkZGRw4MABjBgxAsrKykSbV0JCApKSkjhw4EC3x6AHFiYmJuDn54e5uTmePXuG8PBwUmenbwrr6+vBw8OD06dPk9G0e/fuYd26dRg3blynG1ABAYEh69nbL8IMCgoijiIhISEoKysjf/CIiIghFfm0h7CwMHR0dEhNp72d148CVVVVcHNzs7RjmB2ora1FaGgoioqKiFINBwcHvL29+z2IPlCQlJTEyJEje1xImMX3xElvDmr/t9TX14eQkFCPIvrdwcfHB1VVVQPSPd1X0O+Px48fw9vbG9u3byeR9/Tp07F9+3aWns/T0xNVVVUoLS2Fr68vXF1dERER0cHcobcQFRWFsrIyfvvtN7LYnz9/Hry8vJg4cSJ8fHzg4uKC0NBQFBQUwM/PD+/fv0dISAg5RktLC+7evYuHDx/Czc0NR48eJanJ+/fvIyYmBn5+fnj48CEcHR1hbW1NmoN6Ik5eXl7MmDED1tbWSE5ORnl5OSZNmoTHjx+Tud2JEyfi/fv3TPWhxMTEICYmBkBbPdbCwgJLlizBt2/fIC4ujmnTppHXenl5dWj6ocsEdgZ+fn6mnIIGA/3OTZw+fZqhzvDkyRNoamrC0dERNBoN4eHhQ444ra2tkZqaipqaGkhLS0NaWhoXLlzo93E5ODhgZGSEDx8+sFxA4HvY29sjPDz8hxn4LykpwevXr0mrOC8vL3x9fREREdGvqG0g4OPjg7KyMpY3tNGJU0NDg0Scb968wYoVKyAtLY2zZ8/2SadVWVkZHh4e0NHRwV9//cXSa2YXamtrkZqaypCm1tHRgZiYGMsESqhUKlRUVMicIJVKhbu7O5ycnODg4IDHjx/3OmKjw8bGBomJiR0io2/fvuHixYugUqnw9PSEu7s7zp07R5Rx/vjjjw6jeE1NTQgODu4gX2hlZQUrKyuEhYXhwYMHCA0NZZo4jx8/ToTfeXh48OTJE4wZM4ZIiwoKCkJRUbHXpg3A/9VjqVQqbG1tMXXqVIbnxcXFGf6vrq4OAQEB3Llzp9Pj8fHxDdkxIraIrwNt5KGhoUHc38PDw4dENCQkJISVK1di3759qK6u7tAh1h+cOnUKnp6eaG5uxqJFi7q0IeovRo0aBTc3Nxw4cOCHIUwAWLFiBeTk5JCQkIA7d+7AwsICZmZmxH9yKBInPYV35MgRlJaWsvVcGhoauHbtGqSkpAC0yYTR3UiYxYgRI5CQkABRUVG0trZi8uTJQ6IpjFncvXsXRkZGePbsGQ4dOgQ1NTXk5+cTebb+wMvLC1paWvj9998ZHm8vIAAAKSkpuHfvHtMuG8OGDcOyZcuwd+/eHl1rhg8fzmAXmJ2d3aU6Dl3blV7Pa21tRWBgIAIDAxnKGZycnHB0dISFhQVaW1sRGxvb4W+en59PaoYtLS3g5OTEixcvMG7cOHz79g3Tpk2DrKwsSzZYoqKiePDgAUaPHo3k5GR4eXkxbCT8/f1RVVXV5bjQ5s2bERERgdjY2H5fS1/BduGC79Ha2oonT54gLy+PIfVEJ87BWuitrKyQkZGB6upqSEpKQkFBoV9pLzqEhITg6ekJoC3d8NNPP7GNMOkp7x+JLOXk5MDLy4uAgACS+g4PD8fjx49hYWGBxYsX49mzZ0wbNw8U6AP/7CZLoE1W7ePHj4QwRUREoK6u3qsMzYIFC0gDDQcHB8aPH//DEKaUlBSys7Mxb948It/Hy8tL0n3tiVNAQAACAgLdepV+D319fURGRnZ4nJ4KvXv3Luzs7GBlZQUTE5NujaKBtkhowYIF0NHRwZ07d5iyeKusrER2dja0tbUBtAk9bNu2DfHx8QgNDSVNhxQKBc3NzZg2bRr8/f1RV1eHK1euoLW1FZ6enkQ/ODk5GS0tLQwRp5WVFcaNG0eIU0ZGBk+ePCGESfe3VFFRgYWFBebOnQtzc3OWlUiqqqrg6emJtWvXYvXq1QylLllZ2R5naykUyv97EWZnoEecnJycvW6vZwUEBASwevVqHDhwAF++fMHkyZNRVlbGEhF3Dg4OZGdnQ0ZGBgD7XCxUVFTg6emJffv2/VCEOWvWLOTn5zPosLYHDw8PLCwsYG5ujsLCQkRERAy6CMawYcOwdu1aHD9+HC9fvhyQc5qYmODYsWPg5ubG/v37ISwsjObmZqZKGxwcHCgpKYGAgACANiK4cuUK0tLSEBkZ2WfLt4HC0qVLwcnJ2anpMC8vLywtLWFmZoampiYsXrwYgoKC+Oeff7Bhw4Yej02hULBp0yZwcHAgLi6OgZw6g6mpKezt7cHPz4/8/HwEBwd36Bz9999/4e3tDQBITEwkHr50iIiIdDoyM2zYMGzbtg3CwsJ4+vQp3rx5g9GjR4ODgwPx8fHQ0tLC+PHjUVZWhtjY2A4ztFQqFR4eHtDV1UV9fT0ePnyIpKQkmJiYgIeHB48fPyYR58iRI+Hq6goeHh5i+bZkyRIAbVqwubm50NPTI8e2sLBgWQlt27ZtKCoqwrlz58h3vXTpUgDodm78zz//xKlTp9he1uoOA+qH2RPU1dVBo9HAxcXV54HuvmDChAng4eFBSEgIhg8fjkWLFmHXrl0sc5D//fffoampiYiICPzzzz9Mp3R6gwULFiAlJeWHUsiRkZHB9OnTsXv37h4bq3h4eIhx8/PnzxEeHj5oxDlv3jwMGzYMe/bsGZTzA/9X2rC3t0dzczPCwsKI231nKC4uJjqg7969w+rVq1FZWQlra2t8/foVERERQ7IJSFJSEitWrMDhw4e7dRPh4+PDrVu3GOzMVFRUmB4/cXR0hKWlJTg4OJCYmIj79+93S5w6OjpwcnKCsLAwiouLcf36dXKupKQkjB49GkBbrVJDQwM1NTUwMzPD+vXrYWJigvz8fLi5uXWaTubn58fEiROhoaGBuro6lJSUwNPTE9bW1gDasnSfPn3C3LlzO515bE+curq6RNLu7NmzWLlyJTg5OXH58mUGz1QXFxesWLECr169wo0bN7BkyRK4uLiQ548fP47169cz9V32hNGjR2PatGlkrlReXh6GhoY9lje2b9+Ow4cPs9QkoLcYUoRJB32gm66Ewg7Rajq+N5xuL7jOCowePRpz5sxhq0j0jypWPmPGDBQWFiIhIYHp91CpVJibm8PS0hIvXrxAeHh4r9Jv/YWgoCB+/fVXnDp1akgQTHvibGpqQlhYWKfjW7///jsmTZqEoqIiXL58GcrKyuDg4EBCQgJKS0tha2uLpqYmREZGDmpp5HssWbIEFAoFBw8e7PG1e/fuxezZswG0EdXq1asRGhoKLy8vjB49miktaHt7e1hZWYGDgwNJSUm4d+9et7+p0aNHw8PDA+Li4gyjE3R/yNTUVKSnp8Pe3h7KysoM7928eXO3/qPtic/Ozg5qamoMz9++fRszZ87s8v0UCgXZ2dkYOXIkAJBROQCYO3cu0cn+/PkzFi9eDBEREVKGGjZsGFJSUhgacxQVFVm2hlEoFEydOhWjR49GfX09Hjx4gNTU1C5fz8nJiT///HPQxfYHvIbJDAoKClBQUEAkxOhdtewgTktLS+Tm5uLz588QExPDmDFjyI3ECnh6euLFixds/SPb2dn9cGLl0tLSkJWVxcWLF3v1voaGBkRFRSE+Ph5mZmaYP38+ioqKEBERMSDyi97e3vj06dOQIEuAsSdAU1MTEyZMIOMoT58+BYVCgaKiIri5ueHn58egWNU+qkpKSkJRURHs7Ozg4OCAyMhI5OTkDOo9JSEhAVlZWRw9epSp1ycnJ0NfXx8lJSX4559/wM/Pj3///Zc0z/j5+UFfX7/bqDMsLAxhYWGws7ODtbU1TE1NkZycjDt37nT6XRQWFmLPnj3EQu2XX34htcDr169jwYIFsLW1xYIFCzq8t6f7taGhAdeuXcOtW7fIRqA91NTUoKur26UKWVNTExk5Adr8Njdt2gRtbW3Y2Njg69evCAoKwunTp2FlZYXQ0FDy3k+fPiE0NBRTpkwB0Jam1dHRYVnDTVNTE86dO8f0652dndHQ0DBka5iDSph0tHd7aN8clJOTwxLi5OPjg4mJCcmbW1tbIzExsU8t+51BRUUFYmJibNW8VFBQgLi4+A+VigXaSD46OrrP6emGhgZER0cjISEBpqammDdvHoqLixEeHs424uTn54eamhoCAwPZcvz+oLW1Fbm5uWR8a8KECXBxcYGfnx9UVVXx4cOHDpZIoaGhCA0NBY1Gg5WVFUxNTZGUlIRnz57BxsYGDg4OiI6ORnp6+oDOIg8fPhyBgYHQ1tZGWloaU+Ly/Pz80NHRwbp16xjq4fSGO+D/VLyYWfQjIiIQEREBGxsb2NjYwNjYGCkpKbh7926n9+zr169x6dIlrFy5kjxGl35MTU1FdXU1BAUFAbRFekeOHMHVq1d7vA46vveAbGhowPnz5+Hn5wcnJyfcvHmz0xrjo0ePMGLECERGRuL8+fNYsmQJkaUTEhJCXV0dXF1doaSk1MF+8cqVKzA2NsbHjx8REREBJycn6Ovr4+TJkwPqQcrJyQlTU9M+j/YMBAY1JdsVVFVVQaPRwMvLi4iICGRnZ0NAQACjRo1CYWFhr/317O3tMWzYMFy/fh0iIiJYvnw5Uy3gzMLf3x+fP39mq17njyhWPnLkSMyZMwe7d+8m0lv9BTc3N0xNTWFlZYVXr14hPDyc5bWOn376CQoKCiwfmmcHODg4sHLlSmzcuJE85u/v3626Dz2q4uLiQkpKCnJzczFlyhQoKSnhwoULiImJYUv9/Xts3boVy5YtI/+3tLTscfRswYIFEBMT6zD+YGZmhps3b4KbmxtPnjzBo0ePiPqMoKAgxo8fj6ysrB7LAlZWVrCzswOFQkFaWhpu377d6Xdx5swZTJgwAU+fPsXUqVNJTe7+/fswMTEhr1NVVe1V1/eCBQuwfft2Er2GhoZi8uTJ4Ofnh6+vL9TU1FBVVYWgoCAGucNt27YxaM3q6OgwdAQ3NDSQ8ZTZs2cjJCQEioqK2LlzJ9TU1HDp0iXs3LkTQNtYyNy5cyEqKoqIiIgBUxNzd3eHvr4+tmzZMiDn6w5DMiXbFeg2SaNHj4a9vT08PDwwZcoUSEpK4uXLl3B0dGT6JuTh4YGpqSnZVVlbWxNJPFZAWVkZ4uLifRr4ZRZycnI/rHRfe51KVqCxsRGxsbFITEyEiYkJZs+ejZKSEpYRJ5VKhaamZq+igsFEa2srEhMTGR7T1dWFhoZGl+TzfVQ1adIkODo6gpOTE4aGhrh27Rr5juvr69l27d83202cOBFlZWUdUqmSkpJwdHSEqqoqODk5O9g+iYiIQFlZGefPn8elS5eQnZ0NDg4OmJubY+XKlZg2bRoEBQXR0tKCSZMmdUsAdAWbcePGwc7ODoaGhkhPT0dISAghTgEBARQVFUFVVbVD6jAyMpIQ5osXL3qthXvixAlcvnwZP//8M1pbW3Hs2DEAbdHq2bNnISwsjEmTJmH+/Pl4//49xMTE4O7ujurqavz555/kOFlZWYiMjISSkhLy8vIYOnjpZuQLFizAmDFjAACTJk0ihFlVVYU9e/bAysoK48ePh4GBAU6fPs3W5jtOTk4YGxszpIuHIoZkhPk91q5di7Vr15L/L1++nOl0ma2tLSQkJHD16lUiWrB3795+ucC3x+rVq/H161e2erfNnDkTBQUFXY5kDEWMGDEC8+fPx65du1hKmN+Dm5sbxsbGsLa2xuvXrxEeHt5tl2VPmDRpEkaPHo0//viDhVfJXlAoFFy+fBnc3Ny4efMmkpKSQKPRwMHB0a1WLR3BwcGkMxNoqyMpKipi1KhRSExMRFxcHFu0PeXk5HDz5k1wcnLi2rVr+PbtGyQkJPDy5UvcvHkTenp6MDAwgKCgID58+ICEhAQkJCQw1BhdXFzw33//gYeHB1euXMHixYsZzuHg4MAwZ33ixAmsW7eO6Ws0NzeHg4MDqFQqCgsL4eTkBE1NTTx8+BCrV6/u9D3Tpk3DyJEjERgYiHfv3vXyW2EO4uLiCAgIwPz588ljAQEBZOOurq6OGTNmYM+ePaivr8fjx48hLy+P5uZm/P3337h8+TLOnz8PJSUlAEBdXR0mTJjQwQuYn58fs2fPhoyMDC5evIjc3Fy2fB4PDw/o6ekNiegSGKJdsszCwsKC+LK1tLTg/PnzOHfuHLKysrptVqBSqQgICMDx48dRUVEBFxcXcHBwdCnJ1FsoKipi4cKF2LVrF1tcFYC2kYwZM2Zg165dP5TWLStnXJkBhUKBiYkJrKysiEtEb8UGKBQKtm7dipCQECQnJ7PpSlkPb29vaGpqYtu2bQyP07tqW1paup3jnDNnDhmdefPmDUxMTFBXVwdxcXHY2NhAQ0MDqampiI2NZUlNi0KhYP78+aDRaMjNzWVYJJWUlDBx4kQMHz4c3759Q05ODkJDQ7s876NHj8iISWNjI0aOHMnQ9yAqKoq0tDQMGzYMTU1NuH79OuLi4hAeHt4rMjM1NcX27duhq6sLoM1sQkdHp1+bs/7C1taWQRylfTcuLy8vfv75Z0hKSkJTUxMaGhooKCjAunXrYGBgAHd3dxgbG4OHhwcNDQ0kxV1fX487d+50+O24urrC3NwcN2/eZPlvg/67o9sDDgX8UCnZ75GVlYXQ0FDU1dUhKCgI+fn5pKs2IiICmZmZnRKnmZkZnj9/joqKCggICMDAwIBlAtpAWwrp5cuXbCNL4P+aZn4kspSQkMCoUaNw48aNATtnU1MT4uLikJSUBGNjY8yYMQNv375FWFgY08Tp5uaGhoaGH4osKRQK9PX1OzXnzcvLI1q1jo6OsLOz63Qc5dSpU6isrISioiKCgoJINPnhwwcEBQUhLCwM1tbWWLVqFTIzMxEdHd2tOXhP2LZtGxYtWgSgraTRnjCLi4uxd+9eUCgUpuqob968IYT59u3bDk2Czc3NuHXrFoqKihAWFobCwkKYmJhgzpw5vUrlJyYmIjMzkxAmFxdXB5swZ2dneHt7Iy0tjaRS2YVhw4Zh/PjxRPUoMTGRQdP727dv2LdvHw4fPkxsF01NTcHHx4e8vDwGIYT9+/fj0KFD4ODggKGhIWbOnIlnz57h4cOH+Pr1KwDgzp07qKmpgaenJ/j5+Xv0wuwN6L+7oUKW3YElhEmfUcrLy8O9e/dYcUgG+Pj4IDMzk6HQ/+LFCygrK8Pe3p6MW2RkZBDi5ObmhqWlJUlRjBs3DllZWSxrV1ZQUGC7wa2UlBTk5ORw6dIltp2DHbC1tUVcXBzLBCF6g6amJsTHxyM5ORmGhoaYPn063r17h7CwsG67MDk5OWFgYICHDx8O4NX2H66urmhoaEB8fHynz38/juLk5ERsxdprmt66davLc3z+/Bm3bt1CREQEMQfPy8tDVFRUn/R/6bJwQFuWhl5vpVKpkJGRwZs3b5hO469cuRIfPnyAsLAwg8CEmJgYTpw4AV1dXaSkpBCnHAB4/Pgx2VjNnj2b6VT+0aNH4eTkBH5+fhw8eBAlJSXkuTFjxuDMmTOgUCjw8vLCx48f++Vj2hMOHjxIxNQLCwvh5eXV6eu+H4s6e/YshISEGB7j4+MD0HavpKSkIDs7G7a2tlixYgWioqIIkUVGRqK2thYeHh4QEBDodJPWW9Dr5uzgDXag34QpLi6O+/fvQ0xMDECbOgorIwt+fn6oqqp2WrMsKirCiRMnoKysDBqNBjs7O8THx2PatGkwMjIiNjZ8fHwwMjLqdni4t5g4cSJevXrF9uhyoDoWWQVxcXGoqqoy2BYNBpqampCYmIiUlBQYGRlh2rRpePfuHcLDw/H69esOr3dxcUFTU9MPsculg77YMEPy7cdRtLS04OLiQoiT2VnT6upqPHjwANHR0bCzs8O2bduQnp6OO3fu9GrE58aNGzAzMwMHBwdycnIwffp0NDY2wtPTE7Kysnjy5AlcXFyY2tx++vQJ/v7+HR5fs2YNGatwcHCArKwsw4apsbGRISMxc+bMHlP5SkpK2LhxY6ca0bKysgwRp6KiYo/X3h+0Pz7dAagznD17FtOnT4eIiAhaW1uJ0ALQVrdMTEwEJycnzM3NkZCQgNbWViIwkJycjKlTp0JYWJiQY1JSEmprazFlyhTw8/P3W3/WysoKzc3N/bZXGyj0mzBHjRpFyBJoaw1mJWH6+Pjg69ev3TYuFBUVoaioCEpKStixYwccHR0BtN1UeXl5UFBQQHp6OpmX6i/oXavslEyTlJSEoqLiD9OtSYednR0SEhLY2l3ZGzQ3NxPiNDQ0xNSpU/H+/XuEh4eTCEFAQAAmJiZD1oy7K7i6uvaa5FtbW5GTk4Pc3FyMHTsWbm5uqK2tRVhYGIMhfHegUCjYuHEj1NTU4OLigjFjxiA7OxuRkZFMzVICbWng4OBgJCQkgI+PD/v27SPqNPRIuD+mCO39Fjk5Obv0X2yfkTAyMiKp/PZmyEBbTdDMzKxLcYXY2FiUlJRAXl4eb9++7bVQR29x+PBhHD16FNzc3N2qI2lra+PgwYMIDAzE6dOn4eHhQZ7j4+PD3LlzwcXFBT8/P6irq+P69esk3f7x40ecPHkSc+fOhYuLCyHNnJwc1NbWYs6cOWhpaemXyYSZmRmePHnS5/cPNDj7e4Dc3FyS2mlsbERrays2b94MCwuLfl8cPz8/xowZQxp+ekJxcTGDziYnJye2bduGuXPnYvr06f2+Hjp8fHxQUlLCNjsqUVFRODg4sHwkg92gKygNxd1ic3MzkpKSsGfPHjx58gRTpkzB/Pnzcfv2bbx+/Ro+Pj4/1NgOvQ2/r7Wk1tZWZGdnY//+/UhISIC7uzsWLlwIFRWVHt9raWlJ5NuEhYXx6dMnvHjxAtOmTcOcOXNI52VnEBQUxKhRo3Dy5EnEx8ejtbUVtbW1uH79OsPrXr161afPRcfevXuRlJSEyspKbN26tcfjNTU1ISEhAbt378bTp08xbdo0zJo1C6NHj8aOHTsQEhKC5ubmLi3GhIWF8eDBAzg5OcHIyIghXcsOXL9+HWPHjoW2tjYZB/keVCoVVlZWxK3m7NmzpCYJADU1NeDh4cGHDx9w/PhxvHjxAsuWLWMQY6+rq8PJkyehpKSECRMmkMdfvHiBc+fOwdDQEGPHju3TZ5CUlISwsDDu37/fp/cPBljSJSskJAQLCws8f/4cL1++hJubGwwNDdHY2Ijw8HBISEjA1tYWERERxLCUGUybNg1ycnLYsWMH0++RlpZGeHg4xMTE8PXrVxL9Njc3Q0pKqt/pTTk5Ofz888/Ys2cPWwhzz549mDNnDmpra+Hu7v5DLeLe3t748uXLD2EnxcXFhWXLlmHTpk3ksY0bN7K9WYNVcHFxgbGxMTZv3syS43FwcEBHRwc0Gg1fv35FWFgYw2B8e6iqqiImJoYMwj948ACPHj3CjRs3oKqq2q3Q+8yZMyElJdWp7+LMmTOJdBsrLPf6Ay4uLhgaGmLbtm0wMjIC0JaS1tTURHNzc4c57p9//hlUKpWppsIlS5Zg3bp1ePv2LaZNm8Y2+UVra2tIS0uTHoh169ahsrISkpKSGDlyJCorK0GlUnH58mUyTiIlJYVJkyahsrISwcHBZPyOj48Py5cvx40bNxiu193dHSYmJti5c2ev+0Po4zeDaW7QFQZ8rIRCocDFxQUeHh4MslXOzs4dBq07Ay8vLzZt2oQrV64gKyuL6fOamZlh9OjROHfuHDZs2EDqG7m5ubh79y6ioqKQmpra567TlStX4tu3bx3kpVgBOTk5hs9648YNzJs3j+XnYQdERUWxdOlS7Nmzhy0ze+yAubk5w4jR5cuXsWvXrgGz8uorODk5sXXrVkRFRbE8jczJyUlEwD9//oywsLBObcHGjRsHFxcXpKamIi8vD66urhAVFUVRURGCgoIgJyfHIPROpVIxc+ZMqKioYN26dT9MGo5uCk9HWloaDAwMkJmZCS8vL3z+/JmYjB87doyhPs7NzQ0jIyMICwvj5cuXKCgogJiYGJ49e0aUfG7evIk5c+b06xpFRERQXV1N1jQXFxcsW7YMgoKCmD59OoqLi6GmpoaZM2di+/btDCM67u7uMDMzQ2ZmJtmkcHFxwcHBAfr6+rhy5Qqx2Ro1ahR8fHxw4MABBlnRlStXgoeHp9fm0/7+/nj16hXLfDhZiQEfK2lqakJISAjExMQYbjhPT09ietodvL29UVNT0yuy5OLigrW1Nc6fPw8AiIuLA5VKRUZGBu7evQspKSnQaDTY2toiMjKy18TJ7trlly9fUFtbC35+fgBtLfd0I2pW6d6yC9bW1khKSvphyBIA4uPjERsbi+HDh+PBgwe4f/8+fH198enTJ0RERAyqH193cHR0RGtrK1tqri0tLUhPT0dmZib09PTg4+ODqqoqPHr0iCGtGRsby1A7zcvLI93ya9asQUlJCS5evIjhw4fD2dkZq1atAi8vLwDAxsbmhyBMSUlJPHnyBE5OTuDh4SFkCbSpKU2dOhW5ubnw8PBAWVlZh2ayWbNmob6+Hq9fv4ajoyMcHR2hoKAADo7/W4v7qzh2/Phx+Pr6orS0FO7u7vjy5QsRcgCA+fPn4/Lly/Dz88Pz5887zLPeunUL+fn5mDFjBhQVFXH06FHS3FVYWIgpU6bg2LFj+PjxI54/f07sytqT3N9//40NGzbgp59+woULF5i+diEhoX6n3gcabBcukJCQQFJSEoYNG4Z3797h9u3baGxsREZGBm7fvt3p6AE9urx69WqXCv2dwcTEBOrq6jhz5gyoVCrWrFmDEydOdJB0kpOTA41Gw8iRIxEVFYWUlBSmiJOd0SUdmzdvhqWlJTIyMnDz5k3Y2NhAUFAQhYWFCAoKGpIq/uzQ5x0I0Gg02NjYYPPmzWQDR4+wbG1tUVtbi/DwcIbxi6GA33//HbGxsQMiI8bJyQl9fX3Y2triw4cPCAsL67E+p6CgAC8vL0hKSqK0tBScnJwMs5aBgYFYvnw5m6+8f5CUlERUVBQkJSVRX18PPz8/cHNzM9Ra8/LyoKGhAaBjpDhq1Ci4u7tj//79ZDaUPrZEjy4rKythaWnZZ9s6bW1thhr2iRMncPToUYYg4+PHjxATE0NzczOWLVvW5agLXehATEwMly9fJoo+pqamMDY2xrFjx9DU1AQqlYpffvkFt2/fZugXUVJSwvz583Hjxo1u7bvaY/v27Thy5Migij90ha4izH43/fQEMTExXL9+nWgSrl27Fvfv34eGhga2bNmCadOmkYiKk5MT4uLi8PLyQk1NTa/IkouLC7a2tmTXbWpqiqKiok71D1+/fo0zZ84gMDAQampqWLNmDczMzDoMIrcHPbpkZ9eqpKQkmpqa4OLigoCAAMTHx2P79u0IDAyEhIQE1q9fj4ULFzJ41w0F2NjYsFSfd6BgZWXVQWqNHmHt27cPcXFxcHZ2xtKlS6GhocEQGQwWHBwcAGDANDdbWlqQmpqKvXv3IicnB1OmTMHs2bO7HWV49eoVDhw4gMOHD4Obmxu//vorea6xsbFXUchgwdTUFJKSkgDa9KjXr1+PK1euoLm5GcXFxdi3bx8x6gbAYNIsIiICR0dHhIWFMQgp5ObmMkhylpWVQV5evssO3p7w8eNHhqbAsWPH4sSJE2hpaUFrayvKyspIDwcXFxemTZvW5bHoQgcpKSn46aefSCNPYmIi3r9/T7prGxoacOPGDXh6epIaNtDWcBkdHQ0vLy+m16fW1lYICAj0+nMPJtgeYQYEBKCysrJT9wQ9PT1MmDABQkJCKC4uBjc3N/khXrt2rVcNL8bGxtDU1MTp06fBzc2NgIAA/Pvvv0zt3mRlZUGj0SAtLY3o6GgkJyd3aA5auXIl6uvr2doUMnXqVLx+/brLMQEVFRV4eHhAQkICpaWlCAoKGlRXcqCtO3DFihUs1ecdCNjY2IBGozFEl52BbtxsZ2cHTk5OREREsNXovCds27YN8fHxePDgwaCcn4uLCwYGBrCzs2NKEIJev6MjMjIS3t7eA3Cl/YOSkhLi4uLAy8uLlpYWtLS0kA11dnY2bGxscOzYMUyePBlAW9foqVOn4OrqCjMzM7x//x6WlpYdTCKsra2xZs0avH//HocPH4a+vj6GDx+O6OhopKam9rop0c3NDbNmzcLTp08hICDAMA2waNEibN68GVJSUgDaCPvcuXO4fPlytxKH9M+wb98+fPjwAVQqFUuXLkV0dDTS0tIAAL6+vqirq+sgM7pkyRKIiIgw5fSzdetW3L59m+mIdCAxKFqyKioqmDdvXo/u2e3dzC9fvgwRERHExMQwfR4uLi74+/vj0qVLKCkpgaWlJeTl5Xs9CyUjIwMajQYZGRlCnFJSUrC1tYWenh62b9/ONsV+KSkpzJ49mykrLBkZGUycOBHS0tJ4//49goODOzSqCAoKYty4cRAQEEBeXl6PAtx9hZubG1paWlii+jGQ2LJlC1JTU3ulK6ympkZs5yIjI3vUMmY1OkshDxboXaS2trYoKyvrVoLwzJkzcHV1RWVlJSZNmtSrvoTBAjc3N3bt2oWPHz8iPDwc//zzD5kTffXqFfbu3YuQkBD4+fmBSqXi/PnzmD59OoNjyLZt25jqmpWTk4OdnR2kpaURGxuLpKSkTtcADg6Objdqnp6eDIHJtGnTYGxsDCMjI0RGRuLOnTtwd3fHsGHDkJeXh+vXr3fZG/Hzzz9DQkICf/75J5qamjBixAgsWLAAJ0+eRFlZGfj5+bFy5UqcOXOG4e9OpVKxZcsWppo1f/vtN8TFxSEiIqKnr2jAMSiE2VufSGb1I7+HoaEhdHR0cPLkSXBzc2PNmjU4depUn50CpKWlQaPRoKenBz8/P/Dz8+PLly8wNjbuc72hJ0yfPh1FRUW9mmGUkJCAj48P5OXl8fHjRxQWFmLNmjWQlZVFRkYGUlNTUV9fD1FRUXz69AkHDhxgmVwdlUqFoqIiJk+ejH379g2o0Wx/YWVlBUdHR2zatKlPxDNq1CjQaDQICQkhKioKGRkZA6L1u3XrViQnJw+pzQkXFxeMjIxga2uL0tJShIWFMdSk6AtocHDwD+XlamFhASUlJaIw9uuvv8LDwwPZ2dm4ePEiTE1NISgoyEA8+vr6DObHN27cwK5du5iugUtLS8PW1hby8vI4cOAAaaDj4eFBYGAgbG1tER0djalTp3YqDMLBwYG7d+9CXFwc9+7dwz///IMVK1bgwIEDDEpMWlpaRN4uPT0dN2/e7LDucnJyYsOGDfjy5QsOHToEoM1j097eHgcOHEBzczP09fVhbm6OY8eOMfyOZs2aBQkJCezevbvbz7t69WqUlpayVUKwrxjwGqaioiLExcU7DCR3h76QJScnJ2xtbcmNamxsjJKSkn7Z6rx9+xbnz59HVVUVqa8KCwuzRIyhM8jIyEBWVrbX9l0VFRX4+++/sXPnTlRWVmLjxo1QV1cnc7EHDx7E7t278ccff4Cbm5vBCqg/kJOTQ2pqKhITE2Fvbz/kO3i/h52dHVJSUvocpT1//hzHjx9HUFAQdHR04O/vD1NT025r4P2FjY0NuLi4htyQN11Jaffu3Xj+/DlmzZqFGTNmQE5ODqtWrUJISAhERUV/KLKkUCiwsrIikY+goCBJd86bNw8RERHYvn07rly5Anl5eWzatAnTpk1DXl4eVq5ciaioKOzduxdHjhyBi4sLfv75ZyL00B3evn2LCxcuoLy8HAoKCuRxT09P0Gg0stZ1ldLW1tbGrVu3YGJigq1bt2LixIkoLy/vIFuYm5uLP//8E8HBwdDU1MSWLVvg4uJCmpGAttr1kSNHMGLECHK+rKwsfPz4Efr6+gCA9PR01NfXw8zMjOH49OkIaWnpbj/vu3fvSLr4RwHbCNPLy4vtWqtAWx3006dPePXqFSgUCqytrVnWbh8ZGUkW1YaGBpiZmcHS0hLc3NwsOT4d9vb2iIqK6rOowqdPn3D69GlkZGSQx5qamsi119bW4vTp05CVlWUo1PcV06dPJ+kpLS0t4obwI8DCwgIUCoUlUVpxcTFOnjyJixcvkuYxdtwfQBthMjOOxSxoNBqio6Nx8+ZNyMvL9/t4dIm5Xbt24fnz5zh06BA2btwIExMTuLu7Y/jw4Sy46oGBoaEhSktLSaTs5+eHT58+dXB5ycrKwvbt23Hp0iXIyclh06ZNaG5uxtSpU/Hnn38iMzMTBw4cQGxsLJycnLBkyRKmiJOfn59hLWivzgOg0/IWBwcH7OzsyNonLCwMeXl53Lx5s8vzpKSkYOvWrXj06BFMTEywYcMGSEhIkOc/ffqE8+fPw9DQkDRARUVFwcrKijTABQcHw87OjkHQvaqqCmVlZQwyfJ2huLgYw4YN6/Y1Qw1sIUxZWVmMGDGC7QOpnUWXb968YVkjzOPHjzFx4kRs374djo6O2L9/PxQUFLBmzRqMGzeOJQujrKwspKSkWLID37JlC16+fImysjL8/PPPpAln5MiROHPmDGbMmNGl6W1v0L5m0dLSAlNT0267JocS7O3tkZaWxlJB+9evX+Ps2bM4e/YsFBUVERAQAGtra5ZsToA2kQAKhcIyH1dOTk6cOnUKY8eOhZWVVa8HzrsDnTjbz9fx8fH1WT5toMHFxQUbGxuG6HLUqFHdmgnk5ORgx44dDMQ5bdo08PLyEu3egwcPIjo6GhMmTMCSJUugrq7e6bFGjx4Nbm5uhhnge/fuISUlBcXFxdi/f3+n94GWlhbq6+uJCo+Pjw8+fvzIlAhHdHQ0tm3bhg8fPmDlypVE2QgAnj59ivfv3xM3lOLiYtTV1UFTUxNA22hMeno6bGxsGI55584dyMvLQ1BQsMvz5ubmgkqlMkS2Qx1suVJvb2+8efOGbVqrdOjo6ODLly8oLi5meXRJR0xMDPbs2YPs7GyUlZXhwoULOHXqFOTk5MjCSB8S7gscHBwQGRnJkgW8tLQUx44dQ2BgIISEhEiqxN/fH4aGhuDj48OaNWv6TW5BQUGIj4/Hw4cPMW/ePERHR+Onn37CrFmzhjRxmpqagkqlMq1N3Fu8ffsWgYGB+O+//yAlJYWAgADSJNQf2NnZIS0tjWXRJScnJ8M9q6Gh0WP6rLcIDAwkdbbk5GSYmZlh1qxZJDMxVGFgYIB3796Rzt+uosvO0BlxTp8+Hfz8/MQt5tChQ4iKioKDgwMZV6JDUlIS48ePR3h4OENzj7m5OXHd+f333zucl4ODgzjPAG0R6qhRo3q1wWpqasLff/+NiIgIeHl5QVlZmTwXEhICBQUFQn5RUVGwtrYmz0dHR0NPT48hyiwqKsKXL1+IBVln+PLlC1paWpjSLx4qYDlhSklJYeTIkb2qXfYF36cgDA0N8fbtW6bNgvuDd+/e4eLFi/jvv/8wcuRIBAQEYPz48d3upjqDvLw8RowYwdK26qioKCxYsAAHDhzA3bt34eXlxTDn1draCh8fn15fa3tYWFjgv//+w5QpU3Dz5k0kJSVh9+7dyM/PH9LE6eDggIyMDLbbpZWXl+Py5cv4559/ICYmhjVr1sDR0ZHUw3sDc3NzlpN8U1MTVq9ejS9fvuD169dISUlheRpZRUUFJ0+ehLGxMZycnLBz504UFBQQUfOheH98P8vNTHTZGdoTp6ysLDZu3MhAnE+ePMHhw4cREREBe3t7rFixAvfv30d+fj5WrVrVoYxla2uLnJycLjdMmpqaaGxsJM1Fnp6eqK6uRn5+fq+/g7CwMGRnZ2POnDlkjSgqKsKnT58wceJEAEB+fj54eHgIqVZXVyMtLa1DlBkdHU0i0a5QU1MDVVXVXl/nYIGlhGllZQV/f3+8ffu2V/54fYG2tjaqq6vx4sULkkYZaHum8vJyXLlyBUeOHAEvLy9Wr14NDw8PBruz7mBvb4+IiAiWdljy8PAwDFSvXLkSAIgw/p49e0ClUrFhwwbMnj2718TJx8fXqUsG3Q1kqBKnkZEReHl5uzVKZjUqKytx7do1HD16FAICAvD394eTk1OvvnN7e3u2kPyFCxegqKiIgwcP4tmzZyyVKKNSqdDW1sbNmzfx/PlztLa2MjQH0e+PngQQBhp6enqoqKggEne9iS47Q0/EmZeXh0OHDqGiogImJiYAgGHDhmHmzJnkGOrq6hAQECCkraysDC0tLfI8BwcH7O3tSXRJoVCgqanZL2GLy5cvo7a2Fq6uruSxBw8eYMyYMaBSqWhtbUVycjJ0dHTI89HR0dDV1YWwsDB5LDExEVxcXN029lRWVg6pe6AnsKyt76+//sKCBQsAAKdPn2bVYTsFPQVBX/wMDAxQXl7OtBcfq1FVVYWQkBCEh4fD3NwcS5YsQWFhIaKjo7uspyooKEBcXJwMArMKxcXFeP/+PTGKjYiIwIkTJwhx0qGmpgZPT09s2LABhYWFuHbtGlOjIZaWlnjy5EmX3qJ04kxNTYWhoSF++umnbo2bBwrjx49HdnY2y8ZqeoOPHz8iODgYERERsLa2xqpVq5CRkYHo6Ohu55ONjY3Bw8PTbeNGf0BP3dG1l1kFDw8PfPv2rdPMSfv7w8DAAFOnTkVFRQVTknvsBL0fgq7kRY8uz5492+9j5+TkICcnB2PHjoWrqys2btyI/Px8BAUFoba2lkhz0jNBampqsLKywuLFi6Grq4vQ0FDSiT59+nTw8vKivLwcw4cPh6mpKV6/fk3mPd3c3FBfX9/vrFV8fDwx4AbaGpzc3d3h7u6O69evo6CgAOPGjSPP06NMa2trkg1paWnB169fYWRk1OVGtaSkhOjz/ghgWYRJD9cBMPimsQNjx45FXV0dnj9/3iGNMpiorq5GaGgodu3ahbdv32L27NmYNWtWp+7r9JkqVg+gNzU14d69ezh06BBcXV2xZcuWTrUanz59ip07d+LcuXMYMWIEUxEnHx8fTE1NmfJgHEoRp76+Pvj5+XtlLccOfP78Gbdu3cL+/fvR3NyMFStWwNPTE5MmTUJUVBQuXLjA0E1KJ3l2pZAnTpyIr1+/9il11xUoFApZ5LtDc3MzkpOTsWfPHuTm5mLKlCmYM2cOwzjFQEJPTw9VVVUk0vb19cXnz5/7HF12BnrEefHiRYaI882bN1iwYAEePHiAXbt24c8//8Rvv/2G8ePHQ1JSEpMmTYKamhrmzZsHAQEBHDhwAHp6evj555+hr68PDw8P6OnpgZOTEwYGBoiMjOz3tcbExIBCoTA0J0VFRUFXVxecnJyorKxEY2MjQ+07JiamQ5T56tUrjBo1qsvzFBQU/FDyeCyLMFNTUwlRfv78GbNnz2ZwtWcV6NElfSxAX18fFRUVg7o7/R719fWIiYlBfHw89PX14ePjg69fvyI8PJyoGvHx8bF8Zw+0NVx9/PgRf/zxB1OvLygoQEFBAcaMGQMPD49uI05zc3Pk5+d3aaLbGYZCxOnk5ITc3NxBiS47w9evX3Hv3j1ER0fDwcEBhw8fBoVCgba2Nj5+/Ii1a9fC0tISfHx8bCN5KpUKDQ0Nlmsju7u7o76+numZYjpxpqWlQV9fH5MmTcKHDx8QHh4+YDZr9OgyKCgIQFt0OXr0aJZEl50hNzcXubm50NLSgpubG4k4582bR/SY20de3NzciIiIAB8fH8rKyrB161ZkZGQwNNT8/vvvGDVqFN6/f8/g8dpXtLS04OPHj9DV1SUbqtjYWDg6OsLMzAxxcXFk3aBvyKurq5GTkwNdXV2i1JaRkYGffvqpy/O8fPkSHBwcEBUVZfsIIivAMsKcN28eZs+ejebmZpw/fx6ampqYMmUKy9Mt9PZpuqecjY0NWwXR+4OmpiYkJycjNTUV2traWLx4MWbOnEnaqC0sLHolAdgTqFQqxo4d26eGKzpxqqurw93dHRs2bMCzZ89w/fp18PDwwNjYGFZWVn22NuuMOMvLyxEWFsZW4tTR0YGAgABu3LjBtnP0FTU1NYiJiWFoq9fX10deXh6EhYXx+PFjtpG8h4cH6urqemVw0BMoFAoMDAz6NOPa3NyMlJQUQpy+vr6oqqpCeHh4p36crIS2tjbptgfYE112hs6Is6CgANevX8eOHTugpaUFGRkZ5OfnE/KkWxSKiori69evEBISQklJCZmFHjFiBDw9PVlyv798+ZKhWxZoE4zX0NAghOno6MggbVdYWAhjY2OyrhUUFICTkxOysrJdlsxaW1shKCj4/xZh1tbW4ujRo+T/9F2jgYEBJk+eTKyB+tNcQO+MpQtPf59GGapoaWlBZmYm1NXVMXv2bPI4qwlz4sSJqK2t7ZVo/ffIz89Hfn4+Ic4///wTHh4eEBYWRnV1NY4fP96vcaGBJk4XFxfk5eUNWTWijx8/4t69e5gwYQJev36N+vp6ktKytLSEtLQ0y+2P6GlTVkvsubi4oLGxEfHx8X0+Bt0dJT09nWRnPn361KWRdX9BX1PoTTXsji47Q3vipNc4CwoKiMXc9OnTCWHW19dj7969xBHk1KlTiI+Px3///UeO5+TkhLi4uH43Xubk5EBPT4/hsWfPnhFyLi4uhoSEBAQEBMjMd1FREXx9fcHFxYXm5ma0tLTg8+fPMDIyGrQeE1aCrROj9HTL3r17kZ2djUmTJmHu3Lmd1vSYgYaGBpqbm/H06VOSRhkKtUtm8fDhQ6JF+/79e3Bzc2Px4sUYPXp0v49N70xklYtFfn4+du7ciVevXpEFXFBQkNhL9Rfta5x5eXls6ZocO3YsBAUFh2R0SQc/Pz/evHkDa2trGBgYMJBNfX09aDQay1VynJ2d+01s34OTkxNGRkYsE9JubyuWnp4Ob29vLFiwoEPE01+MHTsWtbW1RChgoKLLzpCbm4u//voLgYGBkJaWxsaNG3HhwgUcPHgQTU1NuH//Ptzd3Rnss6ysrLBu3To0Njbi27dvePDgAZ48eYIVK1Zg2bJl/ZKeExER6dDBn5aWBj4+PlAoFDQ3N+P58+cM6kV1dXWoqKhgUI+qqKjAyJEjuz3XULDOYwbsE79sh87SLX3ZNdJoNDx69AhAm+N5+zTKjwAqlYrLly/j7t27KCgoQHV1Nemc+/btW7/Mir28vFBbW8tyq5yHDx9i7dq14ObmRnNzM7Kzs1l6fHZGnC4uLigoKBjSPp0+Pj748uULqRP9+eef4ODggKysLP777z9wc3Nj0aJFePr0KcLDw/Hx40fIy8ujpaWlTzt2VhMbHc7OzmhqamJpxgRoI860tDRkZGRAV1cXEydOxJcvXxAeHs6ghtMX0Psh6AP+gxFddga6u9DYsWNJAw+FQsHw4cPR0tKCJ0+eQFNTEy0tLRg2bBjZUNXV1WHq1KkA2lK33t7eWL58Od69e4fr16/3ekZdS0urg9lEVVUVmpqaoK2tjfT0dFLHbJ/VevHiBVRUVMjaXFdXxyBq8D0GyyqvLxgQwqSjfbpFT08P3t7e+PLlC8LCwlBUVNTte+mKGPn5+eDg4ICtre2gdz32FvR5qfYyeNnZ2aTl3MXFhbymN8RJpVKho6PDlkjq2bNnCAoKQlVVFUJDQ3stEM8sWE2cGhoaEBYWJk4LQxH8/PwYM2YMgw1dXV0dg+EyAMTFxcHS0hJLliyBrKwsfH190dLSgvXr1zPtBESHg4MDWltbWdJJSQcnJydMTEzYatNEN/bOzMyErq4uGc4PCwvrM3FqamoyyMkNZnTZGXJycvD+/XsSncnIyODhw4ekS/Wnn37Cpk2bCGFyc3PDyMgI6enpKCsrw5EjRyApKQkfHx8sXboU5eXlCAoKYvr3JC8vj+jo6A6Pf/jwAVpaWkhPT8fTp0/h6upKUrBA28x3+9nQ2tpalslEDjYGlDDp6Muusb2qj46ODqqrq3sk2aGEESNGQEFBAVeuXOnwXGtrKyFOLS0tODs7w97eHuHh4Uz9eNkVXQJtcnKxsbG4dOkSy4/dGVhFnG5ubigsLBzS0SV9rCM3N7fb19XX1yM8PBwJCQl48uQJgDaSWrp0aa8J09zcHAkJCX2+5s4wfvx4tLS0sJSEu0J74tTW1oanpydqamoQFhaG58+fd/k+fn5+fPv2jYxx0aNLegmDHl2eO3eO7Z+hN7h8+TImTJiA5ORkDB8+HM7OzgCA4cOHw8vLC2JiYqipqUFZWRn2798PbW1t2NnZITIyEmlpaSgvL8fRo0eJFeDPP/+MiooK3Lhxo9suZCUlJVCp1E7N7F+8eEG0gaurq1FZWQlFRUWydr98+RJSUlKgUqloaGhAXV1dj0pS/0vJMoH2N7+Ojg7ZNYaHhzPc/GPGjAEXFxfy8vJIkX4gFVtYAWtra8THx3drDk0XaqY3ADg5OZGdWlfESa9dsiPa5ubmxrhx43Dy5EmWH7sn9Ic41dTUICIiwtCENtTAy8sLDQ2NXm1EamtrUVRURBoxWlpa4OTkhJiYGNJ00R2srKzAxcWFhw8f9vm6O4O5uXmnkQg7QW+ky8rKgo6ODtzd3VFbW4vw8HASMdJB93ZsbW1FSkoKxo4dC1tbW7x9+xYHDx4E8H/RZUFBwYB+ju4gLCwMPj4+TJ8+HS9evICHhwchzNraWixatIi89q+//iIZJnl5edjb28PW1hZRUVFITU0lVoDi4uLw8fHBwoULUVlZieDg4E4DD3t7e5SXl3c6A5yWlgZzc3NwcnKipaUFz549g4qKCiHMpqYmvH37FvLy8nj+/Dmqq6vZ4uAzGBhUwqSjpaUFGRkZhDjpN39paSlWr14NCQkJbN26Fa2trdDR0SGiBT8KREVFMWbMmB4NVeloT5yampqYMGECkdH7fsjc09OzS1WV/oLuLcpumcPu0BfidHd3x4sXL4a0qbW3tzdqamqQk5PTq/clJCSgrq4OOTk5OH78OHR0dLBq1SokJSUhNjaWmA53BltbW5aKuAOAo6MjWltbGYyTBxKtra2EOLW1teHm5oa6ujqEhYWhsLAQSkpKxGYqIiICCxcuhKOjI4C2ER5jY2NUVlZCXV0dp06dGpTP0BXojiN0IsrIyMDly5eRlZWFb9++Yf/+/eS1Li4uCA0NRXV1NUpKSohBxPfE+eHDBxw/fhyioqLw9fXF/Pnz8fHjR9y8eZNsNIYPHw4lJaUua7lv375FS0sLVFVVUVBQgLKyMuKRScebN28gIyNDCLO9nvWPjCFBmHR8f/NfuXKFSLytXbsWcnJy0NDQYKkdETPg5ubG1KlTwcXFhQsXLnTqdt4dxo0bh5SUlF6PNtAdDuhFfkdHR9BoNISHh6OxsRHTpk3D2LFj2fJ90N1f2C1zyCyYJU4VFRWIiYnh+PHjg3i13YOXlxeampq9tr+j0Wjg4OCAj48PuZdevnyJmJgY2NnZwd/fH3FxcYiLi+twjxobG7PFqcXS0pKl3bZ9RWtrK7KyspCdnU0a6RQVFTFlyhRQKBTk5uZi06ZN5HdEx969e6GpqYlv3751Wi4ZLHQmzWdnZ4ezZ88iKSkJVCoVK1asgIKCAgoLC1FSUoINGzbgxYsXuHbtGhHWp/vg0okzOjoaycnJqKqqwokTJyAsLAxfX1/MmTMHdXV1cHZ2hqqqKp4/f47ffvuty+v79OkTdHR0UFBQgHfv3hG/TDrevHlD0rZfv379oSy8usOQIkw66Df/ly9fCGHKy8uTZoj09PQOaRd24vDhw/Dz8wPQllptL47cEwQFBaGrq4t9+/b1+fztiVNDQwOurq5YtmwZkbELDQ1luaM9fW6KVd6irEJnxFlZWYm8vDysWrUKmpqauH//frcarYMNT09P1NbWMhh+dwYrKyuUlpZi5MiRcHNzg4KCAk6cONFh41VVVYWgoCBERUXB3t4e/v7+iI2NRUJCApEvc3Z2ZrnMHp3A+yP0zWq07we4du0aKJS2JU5LSwt6enoQFhbG58+fISIiQprtgLZNzPLly3v122Yn6A2R9FKMrKwsRo4cSdTB1NTUcP/+fezfvx8VFRUA2kpXbm5uWL9+PV6+fImrV6+iqqoKb968wZkzZyAjIwMajQZra2vExMQgKSkJX758wcmTJyEsLIyjR48S55BRo0aBRqN1+bd9+fIllJSUALTNEgsJCZGaJdBGmO2V37ojTE5OziGdDWqPIU37+/btw+fPn1FeXs4Q0tva2g7oddAHdennbq+V2BMsLCyQlZXFkhuCbg10+/ZtBs1XS0vLfh+7Pbi4uNjiLcpKtJ/jTE9Px65du2BnZ0e0N4dqVx6z87KSkpJwcnKCv78/bt68iQULFmD8+PGEADrDhw8fcOXKFfz777+QlZXFmjVrcPXqVeTm5mLhwoUsF/iwsrJCYmIiy/WQWYHW1lY8fvyY/P/r16+4ePEi/P39ISIigv3798PV1ZWh9isvL485c+Zg2LBhg3DF/wdeXl6oqakx+Fna2dkhKiqKdKK6ubkhLy+PkCXQpqqze/du/PfffxAUFERAQAB+/vlnSEhIAGjzyz137hzOnj0LZWVlBAQEwNLSEtzc3Pjy5UuHOrSzs3OXXpWZmZnEFamlpQUVFRUkuAHa7kVeXl4ICAjg8+fPXX5W+jrGbu9kVmFIE+awYcPg6ekJTU1NUutpbm7Gx48fO5ivshPtb9wXL15g/fr1WLp0KcNwbmfg5eVlkIliFZ4/f47k5GQAQGNjIz5//oxFixaxbKjb0NAQZWVlA+It2l80NzcjPT2dIS3Lw8MDbW3tIdl55+npibq6uh5rzj4+Pnj37h3CwsIYNos9+QsCbaIYFy9exKNHj2Bvbw+g7TuZO3du/y6+HWxsbMDFxYX79++z7JisRlRUFGJiYnDkyBFMnDiREAfQRkDBwcFoamrCy5cv8c8//2DlypUQFxfH2rVr8fPPP3dIMw4U6PVteve0tLQ0ZGRkyD2jo6MDQUHBLiUwX7x4gb179+Lvv/8GlUrFqlWrsGzZMiKU/vbtW5w/fx6nT5+GoqIi1qxZgx07dmDHjh1oaWlBcXExNm/ejJycHMybNw/+/v4dxGYKCwvBwcFBhEbKy8s7iBPQ65j0rEZnxg6ysrIstTdkN4ZkShZoq0Xx8/MjOzsbra2tCA4ORmBgIGmt19DQAI1GI80wT548YdsA7IYNGxAREQFOTk48evQIsrKycHd3x+LFi/H582eEhYV1ugCampqioKCA5RqJTU1N8PDwgImJCV6/fo2XL19CV1eXCK+Hhob2eeif7v5y4cIFll4zu3H48GGYmJiASqXi2LFjMDExgaWlJcLDw5GbmzskhqMpFAp0dHR6NCQWFxeHrKwsjh49iq9fv6KoqAjKysr4/Plzr2qQT58+JXqjQNscn6mpKVJTU/udmrWxsUFycvKQjC7psLKyQmZmJv777z+MGTMGJSUlRPRBSkqKISLasGEDgLbISV5eHl5eXlixYgXev3+PkJCQARtho1KpHerbdnZ2iImJIX8zZuUeS0pKcODAASJisGzZMrx//x5BQUEoKSlBWVkZAgMDISUlhbS0NLIx+/btGw4fPgygLWjx8/PDwoUL8f79e1y/fp2sLV+/foW+vj5ev36Nd+/edSDM0tJSyMrK4tmzZ5CSkoKvr2+HnoiRI0cOGVMEZsDR3UIiJiY2aKvMwoULkZSUhMzMTKipqcHJyQkHDx7ssPCNGTMGdnZ24OHhQWRkJLKzswfsRywoKAhPT0+oq6ujsbERiYmJCA0NhZCQEMzMzGBjY4N9+/Z1UMtgF+j2PjQarc+OIEZGRtDS0hoyzT7Mws/Pj7hc0KGmpgYajQYeHh6Eh4cjJydnUInTx8cHGhoa2LZtW7evW7RoEfj4+EgX5LRp02BhYYHffvsNlZWVvTqnmZkZFi1ahJcvX+Ls2bMYN24cpKWlSfNHX4jTwsICTk5O2LRp05AmTHFxcUyaNAlWVlak0ae2thZTp07FmjVrYGFhAQBoaGiAo6Njh/tDQkIC3t7eUFBQwKdPn3Dv3r1edzX3Fn5+flBVVSVuQyNHjsScOXOwe/duNDY2QkdHB5MmTcK2bdt63URIn8WUl5fHhw8fEBwcTDpwU1JSSPr11atXWLFiBRISEgiZiYqKYvLkyZCXl8fr169x5swZTJw4EVJSUti9ezdUVVU7jKD99ttvmDBhAiorK4l35qlTp+Dv7w8AUFVVxdGjR8HNzQ1fX1+G9PJg4+PHj52mp4YkYSorK8PLywv79+9HS0sLfv75Z8TGxnZ7s44aNQp2dnYQERFBdHQ00tLSYGlpCRUVFdy+fZutfwwKhYLx48fD2NgYAgIC8PDwgLi4OL59+wZHR8ceB9NZDS4uLhgaGsLW1hbl5eVM26xxcnLC398fly9fHlJ2aT1BXFwcixcvxu7duzvtYFZVVQWNRgMvLy8iIiJI1mIgQaFQsHXrVty+fRuJiYldvk5UVBQBAQE4fvw4Xr58CU5OTmzbtg33799HXFwcS65FVlYWNBoN0tLSpPmjN8S5efNmZGdn/zBKW/v372do5rl16xaMjIwgJiaGz58/4+DBg+Dg4OhyYyUsLIyJEydCVVUVtbW1ePToEVsUr+j3yK1bt8jxp06ditevXxMBgQ0bNqCkpASBgYF9Pg99pERJSQlVVVVkpn3jxo2oq6vDoUOHoKWlBRUVFcTExJDmMaCttj5r1ixISUlhwoQJGDFiBK5evYqkpCSsXr0a4eHhWLt2LYyMjDrNpHz79g2nTp1CbW0tZs+eTXRx79+/360N2EDjhyLM+fPnIy0tDenp6VBVVYWLiwsOHDjA1CKnoKAAW1tb0Gg0uLi4AGjr6LK0tBwQ1Zdly5Zh69at5P9//fUXdu3axfbzdgYuLi4YGBjA1tYWlZWVPbrFGBoaQkdHhyVCBcOGDQMHB8eAWPb4+PgQK6juMHr0aNjb24OPjw8RERHIysoaMOL08vKCtrY2w73RGebPnw8RERFio+bk5ARTU1Ns3ryZ5ddE75qUlZVFdHQ0U8Rpbm4OFxcXbN68mW3G1qyGpaUlbty4AQqFwpCiBoDFixeTcZL290d4eHiHjRUvLy88PDygra2NxsZGxMbGsrQx7vt7ZMSIEZg/fz527drV7+iyMwgLC8PHxwejRo3Cly9fcPfuXYagZMSIEXBwcICCggIiIyORnJxM6o2nTp2Cp6cneW1LSwvphI2Pj0ddXR1oNFqHc4aFhWHz5s1QVFTEmTNniKBBdnY2bGxs+v2ZWIWuCHPINf0oKSlBRESE+PTR5w6ZXdhevXqFM2fOMCjqKCoqssQRhBncunWL4Wbuj9VWf9He1T47Oxt+fn6YP38+aQdvD7q3KKv0QBcvXoyAgAAsWLAAwsLC4ODggIqKSrcizH2BqKgo1NXVmZoFLCwsxN9//41bt27B1NQUq1atIg7y7ATdJ5KZ4X5JSUkICwvDyckJnJycMDU1ZbmUHR30rskzZ8506JrsCvb29sjIyPhhyBJo+5ynT5/G7NmzsW7dOobnJkyYQJqB2t8fZmZmWLlyJXR1dUnzGH1Wc/PmzUhLS4ONjQ1+//13uLu7d9u9zAzo5ZT2vz87Ozs8fvyYrGWstqr78uULTp06hT/++AOlpaWYMmUKfv31VyJC8P79e1y4cAFnzpyBmpoaVq5cSdbR9j6q7ckSaBsj2bhxI+nrePHiBf7880/ExcVh/vz5yM/Px/379/HHH3+gtbUVjY2NffbZHWgMuQhz7ty5yMrKQmpqKkaNGgV3d3fs37+/15HAxIkTiUdceXk5rly5gpiYGMTHx7PVG5FCoWDPnj2ora1FVFTUkJpR4+TkhJ6eHmxtbRm0e3V0dGBqagoALBn4V1NTw8yZM3H+/Hm4urpCTEwMVlZWUFdXx4cPH+Dh4YG8vLx+nwdo25XX1NT06XtWUVGBvb09BAUFERkZiczMTLbU5Dw8PKCnp4ctW7b0+FpOTk6MHz8epqam4ObmRktLy4DVCunmxAoKCoiJiUFiYiLDxtPY2BgeHh4/VHQJMK4pXFxciI+Ph6KiIpKTkxEdHQ1xcXG8efMG169fZ1C1os8iCgoKkozE938HGo2GcePGgZubG9nZ2QgJCenT+uLm5gYDAwNyj0hISGDhwoXYtWsXGhoaWB5ddgZeXl54eXlh7NixqKurw6NHjxjKB2pqanB3d8ewYcMwffp08PPz4+3bt/jrr79gaGiIGTNm4O3bt3ByckJpaSk4ODjg6uoKDg4O3Lp1C9u2bcPdu3cZ0tmbNm1CYWHhgGlVM4sfIiWroKCASZMmYc+ePWhpacGiRYuQkJCArKysXh/LwsICs2fPRmRkJO7fv0/8M8eMGYOEhATExcV1KyPWV5ibm2PUqFFDTsS5PTg5OaGrqwtbW1uoq6tj4sSJAIDHjx/D3d2938f39/dHVVUVSe2237wAwL///ou1a9f2+zwiIiL45ZdfyAalr1BRUQGNRoOwsDAiIiJYSpz0GmRoaGivx4tMTExQX1/PsJsfCIwcORI0Gg2KioqIjY3F8+fPsXDhQhgbG+PSpUtD+t7+HvLy8pg8eTJZU+zt7WFtbY3NmzeTv7G0tDR8fHwgJSWFsrIyXL9+ncG0m5mNlYmJCezt7SEgIIBnz57hxo0bTItncHJyYuvWrYiIiCAC9n5+fnj//j2ioqIAtNUuX716NSDd61QqFR4eHtDV1UVDQwMiIiJIDZWbmxuZmZnEZ/Pdu3dkvM/W1hYCAgIMY3jy8vJwd3fHkSNHsGzZMlRXVzM0FK5duxb5+flDThu8K8IcUmMlNBoNkZGRaGlpgYqKCgQEBPrsv0ij0XD//n0EBQWRx65duwYxMTHY2trC398fSUlJePz4MctqmxQKBTY2Njhz5gxLjscu0EXvMzIyiL8o0FbrERISwtevX/t8bDk5OYiLizPUQen6p3x8fADQrUtCb0Afbejv3+/Fixd48eIFlJWVYW9vT9weampqMGvWLJSWluLYsWN9mhdzcXHps08ku6zUesK7d+9w4cIFSEpKgkaj4dixY2SGr6Ki4ociTBqNhqioKJI2tLa2RlxcHAPhvX37FocOHSJWWMuWLWOwwurq/sjIyCDHSUpKQlJSEnEbWr9+PV69eoWgoKAeGw7perx0shQXF4eqqippmqHPXbZfy9iJhoYGXLt2DcHBwXB1dcX48eNhb2+PmJgYfPv2jSFlT6FQYGlpiaSkJNTV1cHR0RHJyclkMqC0tBQjRowAlUrF8+fPYWBgwHAuTk7Obg0phhqGDGHKyclBQkKC1Pzo85V9acowNDQEDw9Pp11aHz9+RFBQECIiImBtbY3Vq1cjNTUVsbGx/VbjMTU1RUlJCcPudCijtbUVMTExpGZRUVGB2bNn92uu1cvLC2/evGFo9ikrK8OUKVPw008/oaCggCVpX2FhYejo6GDv3r39PhYdRUVFOHHiBJSUlDBhwgSsX7+eDFsLCgpix44dvToe3SdyKCsmdYfy8nJcvHgRO3fuJI/p6uoySKANZcjKykJSUpIQvJOTE1pbW7tUWWpvheXr69vBCot+fygrK4NGoxHiTE9PJ8SZm5uL3NxcKCkpwdPTE6tWrcK7d+9w8+bNLhvuzM3NGTqg7ezsEB8fTzq+XV1d8eTJE7aWkjpDU1MTbt68iVu3bsHJyQlubm6YOnUqqdcWFBRg/fr1UFBQgJOTEyZPnkw6cB0cHFBcXIzm5ma8ffsWcnJySE9Ph5WVFXE5Adp+Iz9Sen/INP3Qd4LNzc1QVlaGkJBQn1KxQJs/X25ubrd/iKqqKty8eROHDh0CNzc3Vq1aBRcXlz43pXBzc8PKymrQXBv6ipCQEAQHB+OPP/6AhYUFHj16BGtra/zyyy/Q0tLqlVqOhIQEpKSkOjWyjomJwcKFC8moUH9hZWWFtLQ0pmyteovi4mLcunWLQZnEzMys144LTk5OaG5uHhCfSHaivVhCfHw8AgICYGtrCx4enkG8qp7Rfk2hUCgwMzNjqqmtoqICx44dw549e1BTU4OFCxfC39+fzCkWFRXh33//xfXr16Grq4vVq1fD0NCQofGluLgY+/fvx4EDB9DY2IhFixbB39+fQW2Ifo0cHBwk0yMmJoYxY8aQJjYdHR0ICAgMWHTZGVpaWnD37l0EBwczNDeVlpYiOjoaFy5cwKtXryAqKgqg7TO0F7h/9eoVFBQUUF5ejubmZgaFth8twhwShEkXFqZ3VdGjy74srGPHjoWAgADTM2KfP3/GrVu3cODAAXBwcGDlypVwc3PrlV4s0Lagvnz5Eu/evev1NQ8WODg4YGtri507d2Lfvn2orKxEfn4+jh49igcPHsDGxgbLly9nWoLQ29sb79+/Z7tgu6CgIPT19VkuOdgepaWlZMPW0NCAp0+fwt/fH8bGxkwRJ73DlZ3XOFAoLS3Fjh07YGxsjEWLFuH48eMYMWIE1qxZQ0RDhhpkZGQgLS1N1hQPDw80NjaSmiAzoFth7dy5E58/f8a8efMQEBAANTU1AG2k+N9//+Hq1avQ0dGBv78/jIyMGO6P8vJyHDt2DDt37kRdXR1WrlwJLy8vUKlUmJubw9XVlUGP19bWFgkJCSSaHKzosjMkJyczRMk0Gg0mJibg4uICBwcHKVm0tLQwBDt0wgTaAhW64D0AhmjzR8CQIMz2O0ElJSUICwv3udHBxcUFT58+7fUN9uXLF9y5cwf79u1Dc3MzVqxYAQ8PDyIw3B2oVCrGjRv3w0WXmpqaaGxsxLNnzzo8V1BQgCNHjiA0NBT29vZYtmwZ1NXVuzyWsLAwFBQUepR9YwXGjRuHzMzMftVaewIvLy8SExOxdOlSGBgYYM2aNbh06RK0tLSYIk56XepHTcfSQY9wDh8+TDxoKyoqcOXKFfzzzz8YPnw41qxZQxSVhgrs7OwQHR2NpqYmUKlU6Ovr9yh43xU+ffqEf//9Fzt27EBlZSVmzpyJtWvXko3kq1evcPLkSVy5cgVjx47t9P749OkTjh49iitXrkBfXx9paWm4c+cOpk2bRpoPRUVFoaGhQdKzQyG6bI+6uroO9esbN25g//79qKurg5+fH0JDQ7FmzRqG7tpXr15BXl4eHBwcKC4uZtDg/vTpU5cC70MRg17DpO8E6d1f9vb2pPGntxg9ejSEhYVx5MiRPl9PdXU17t27h+joaFhaWmL58uXIzc1FVFRUl0P4ZmZmKCoqGjAJPFbBzs6OoemnM+Tn56OgoAAaGhpwdHSEnZ0dwsLCiO0QHd7e3vj06RPbNTcFBARgZGSEAwcOsPU8Pj4+qK6uxsWLF8ljdGNeeXl5hhpWampqh4YgCwsLBreMHxXOzs7Iz8/vdANaWVmJq1evYvjw4bCzs0NAQADi4+MRFxc3qBGRlJQU5OTkyKiCt7c36urq+t1ERZ9bFBQUhLe3N6ZNm4avX7/izp07yMnJwatXrxjuj/bGzfT7IysrC42NjViyZAmANnGRGTNmwMDAAGPHjkVISAgh0KEUXdLx/v17VFZWYvjw4QAAPj4+kokC2oKH71OsNTU1qK6uxogRI5CZmQlDQ0PyXEZGRqcCB0MVgx5h0mg0shNUVFTEsGHDevQJ7AoeHh4oLi5miZVWTU0NHj58iL1796K6uhpLly7F/9feeUdFdXZv+2LoVaQqqCBIFRAQUUTpKAgizRZ7icYSYxRM8pqoMckbYxKNKZaYWKKxxxK7CIIgqKCxIBYUQbGgIgiKdL4/WHNeRop0ze/jWsu1ZBjOnIEzZz97P3vfd2hoqCDlJEbcJdZcA/+thThbvHr16mufK7YV+/HHH4mJicHX15fp06djYmKCoaEhn3zyCT4+Phw8eLClT5t+/fpx6dKlFvW7VFJSwtLSstZW9zt37rB+/Xr+/PNPLCwsCA8Pp0+fPkhLS+Pk5MRXX32FvLw8R48ebbFzbA2srKxQVVV9bYYjDpwrV65EQ0OD8PBwvLy8UFBQaKUzlaSqWLmSkhLW1tYSow5N5fnz52zcuJEvv/ySu3fvVhv4F18fW7ZswdLSUuL6ALh7966E5VXfvn355JNP8Pf359133wUqm6vepuwSKsunFhYWvPvuu4IGLVSWYMVC9o8fP662TwuVWaahoaGwoBaLp8THxyMnJyeMqbztvNGAqaenR6dOnQSrqqpjJQ3FwMAATU3NWi1vGotYO/K7774jJyeH6dOnM3z4cDp06MAHH3zA1q1bkZWVlRh4/jfg4eHR4CAvNrJesWIFcXFxhISEEBMTQ3h4ON7e3tVaxpsbRUVFHB0dq/n2NTfDhw8nLy/vtULbYhHqzZs3Y2Zmxvr16zl48CDTpk3D19f3rSpRNgZ/f3+uX79e77Gd7Oxsdu7cycqVK1FXVxeuC/E4UWugq6uLoaGhkE0OGzaM/Pz8FpllLSgoYPPmzSxevJjbt28TGhrKp59+Sq9evYDK62P9+vVs3rwZc3NzwsPDmTRpEmfPnkVRUZELFy7w4YcfSizwe/TowaVLlzh69Cjt27d/q7JLb29vysvLiYmJ4dtvv+X27dsUFRXRpUsXTp8+jZmZGY8ePao1YIr3MfPy8rC1tQUqO3FzcnJwcXFpzbfSaN5owKy6EhQHvMZKyQUFBXHnzp0W0y59+fIlkZGRLF26lIcPH7Jy5UoWLlyIp6cn7777roRV0NuOqakpsrKyXLlypVE/L3a1P3DggERXcUsbezs7O5OSktKi+rTq6uqYmpo2SFg8MzOTjRs3Sjymr69PaGgov//+O5988kmTpdNaGwsLC9TU1BqV4WRnZ7Nr1y5++eUX1NTUCAsLa7XA6eHhQWxsLCUlJaipqTX4b9kYCgsL2bJlC4sWLSI1NZXAwEAWLFggGM9nZmYKC6tZs2ahq6uLnJwcRkZGHDt2TEL68OXLl3Tq1AlZWVlCQkLeWJZeE3379iUhIQGRSISBgQE//fSTsChUV1dn8ODBQob5and9enq6EDDv3r0rIc+ZnJyMqalp672RJvDGAmaHDh3o0qWLsBJsSnbZsWNHdHV1mz27rImioiJiYmIkhu8VFRWxs7Nr8dduLjw9PRs941qVGzduCMISpaWlvHz5kilTptSoVdtU5OXlcXJyavERjeHDh5OdnV1tj7Y+VDVTfvLkCcuWLSMoKIjw8HDef//95jzNFicgIIDU1NQmbW+IZ56rBs4BAwagpKTUjGf6P3R0dDAyMhIaTkaMGEFOTg7Xrl1rkdd7leLiYkFrNiUlRRCpF1tbZWZmSsxoS0tLc+bMGUaOHMmzZ88ICQmR6KquqKhg0qRJNWZsrU3//v2Rlpbm6NGj2NrakpubKyxMxFy6dImioiKKioqqTRk8efIEBQUFVFRUuHLlijCCApUjZ0pKSm/F+3wdbyxgVl0JdunSRUK0oKEEBwfz4MGDVvVT27hxo7A5f+7cOXr06MGUKVPe+o6vbt26oaio2Cy+fsXFxfj5+TFy5EhcXFyYMWMGSUlJhIaGMnnyZGFF2Rw4Oztz7do1nj592mzHrIq+vj7Dhg3D3Ny80QuvrVu3EhwczNy5cxk/fryEIkqvXr3+NVmmmZkZ7dq1kzAxbgriwPnzzz+jrKzM3LlzGThwYLMHTnd3d06dOkVxcTGampp07dq1VRbRr1JaWsquXbtYuHAhFy9eZODAgSxevJjIyEh69+5NaWkply5dYv/+/cKsb7t27TA0NOTx48c8e/aM69evM2fOHGFG/IMPPmjWz1NDcXd3F3pL3N3dBR3qNWvWEB8fLyH9+Pjx42oVt4qKCu7cuYOhoSHJycnIyMigrq4OVO4JZ2dn4+/v36rvqTG8kU+wrq4uXbt2FT6Q4uyyMdJjYnf6pnTGNoaSkhKWLVvG/v37hXb7Hj16EBgYyPPnzzl+/LjExvjbgrizs7lsrcTNUWLOnz/PhQsXsLe3Z/jw4YKtWFP8NcUza6tXr26OU66GiYkJERERqKmpkZ+fz5IlSxp9rOjoaKKjo5GSkuLy5ctYW1uTm5vLpUuXmDdvnuA/+TYPawcEBHDr1q1maZ6rSk5ODnv27CE6Oho3Nzfmzp3L2bNniY2NbbK8oZaWFiYmJuzduxeozC4fPXrE7du3m+HMG0dVpZxPPvlEqELJyMhw5MgRFBUVBcm+0tJSPvroIyHQHDt2TJgc0NXVJTg4mPfee4+nT59y4MCBejXrNRf29vYoKCiwf/9+bGxseP78OWlpaYhEIkQiEd9//z0eHh5YWlpy/vx5YR8zNTVV4jjifczk5GQKCwuxt7cX+iiio6MJCgp66+cy30iGWdW2pnPnzujq6nLu3LlGHSs0NJTHjx9z7969Zj7LunF3d+fIkSPcuHGD8vJyysvL+eeff1i2bBlnzpwhMDCQ9957j27durXqedWFeMa1sQpK9aW8vJykpCS+//57kpOTGTlyJBMmTKBTp06NOp6TkxM3b97kyZMnzXymlQwYMEAoIamqqtKvX78mH1NZWZlTp04REhKCjY0NS5YsYf369RgaGhIeHi44XLxtGBsbo6Gh0WzZZU2IA+dPP/2EoqIic+fOxcfHB2Vl5UYf093dXZCT69ixI506dRJ8Lt805eXl/P333xKBYMyYMbz//vuIRCJu3ryJn5+fxMy3o6OjUJHIyspi1apVwhzomDFjmD9/vsR4RksycOBArly5QklJCR4eHsJscVUlq5ycHEHQoa5OWXGWnJWVJWG5mJSURHl5uVC+fltp9YCpra2NsbGxsNHdlOxSTU0NQ0NDYVXZWpiamiInJ1ejRVVFRQUXLlxg2bJlJCQkEBAQ8NYETg8PD0GIujWo6seZkpLC6NGjGTduHPr6+vU+hqysbIuP7VTVAi0qKiI5ObnJxwwJCSEvL48TJ04ImdqDBw/YvHkz69evp0uXLsybNw8XF5e3KnAGBQWRlpbWomM7YnJzcwV5Snl5eebMmYOvr2+DA6empqaEnNzw4cOr7Re+aS5fvkxkZCSXL1/mu+++kyjPd+jQgZycHIkZ5qSkJAl/0n79+hEUFCTYZKWlpREUFMTChQtb1HjZzMwMVVVV9uzZI9h+3bx5E5FIhJOTk6CcdO/ePeFz/ejRoxqbIDMzM+nQoQMyMjLcuHEDXV1die8nJyc3y2K1JWnVkqzYpDg+Pp7i4mJBEm/Tpk2NOl5oaGi1C601qI+pdUVFBRcvXuTSpUvY2NgQEBBAQUEBkZGR1UoVrUGXLl3Q0tJ6I4bWZWVlnDlzhnPnztGrVy/Gjh3LvXv3OH78+Gtvar179yY9Pb1FRSESEhIICQnBycmpRlGGhqKkpISZmRmbN2+u8fsPHjyQcAOZN28ecXFxJCQkvFFRcyMjIzQ1NSWs2FqDZ8+esW/fPolSbWJiIidPnqxRK3jkyJEYGRmRlpbGe++9h5GREbt27aKwsBADAwN0dXXfOkPivn37cvPmTUaNGkVpaSmamppMmDABqOwgjYiIEDLMAwcO8O677wr+pFOnTsXPzw+AmTNn4uLiwtatW5GRkcHPz08Q0Thz5gyHDx9u1gXx4MGDuXXrFi9fvsTT01OYZ31VJ/nGjRtYWVkBtWeYJSUlPHz4kM6dO/PPP//g7e2NjIyMoPm9b98+FixYgIODgyBp+LbRahlmWFgYDx8+5NtvvxUaN8TyVQ3NLoODg0lLS2PhwoWtHixNTExQUFCod9OMOHAuX76chIQEBg8ezLRp0yTKEa1BU7qQm4vS0lISEhL49ttvuXXrFuPHj2f06NF06NChxufLyMjg4uLSKqIQMTExLFmypFk+qCEhIeTn57/WJFvsBvLbb7+hp6dHeHg4rq6uyMnJNfkcGkNQUBDp6enk5ua+kdcXB84ffvgBWVlZ5s6di5+fn4QIvrq6OjY2NmRmZvL+++8L2tFjxoxhy5Yt7Ny5k6KiIrKzs9/Ie6gNT09P/vnnHyE4REdH8/333zNq1Ci8vLwkyrGWlpYoKSkJFYmq+93GxsZCtaq0tJR9+/axcOFCYmNj6dWrF4sXL2bo0KHNcg2Jrfp2796NlZUVRUVFpKamVssuAa5cuYKMjAwKCgrk5eUhLy9f4xyyWCYvJyeHsrIyunfvLnyvsLCQCxcuMGjQoCafe0vRKgFTS0uL//znP8jIyKCmpsa3337L5s2b8fHxITExscHHW758Oerq6qiqqgrKGK1FY0cyqgbO+Ph4/P39Wy1wim2OGrtP3NyUlpZy6tQpvv32W9LT05k0aRLvvPNOtRKNo6MjmZmZLS7m3pwoKChgYWHRIGWZrKwstm7dytq1a+nYsSPz5s3Dzc2tVYUPDAwM0NLSYseOHa32mrWRl5cnGCKIRCLmzJnDqFGjiIuLIzU1lZ49e7Jx40aJxY2UlBQ+Pj5069ZNMER/WxA3zYiVo1RVVbGzs2PFihUcPnyY4uJiYSSptLSUK1eu8OmnnzJ27Fj8/f0lxrQePXpEcHAwLi4u6Orq8tlnn/Hxxx9z+vRpFi1axKFDhzA3N2fRokWMGTNGYrHRUIKCgrh79y65ublCVQ0q5RJfdeEpLi6mpKQEKysrKioqXqv4A5Xd01UDJlRq08rLy7+1QgatUpItKiqisLBQGMKtqgjTmAyiqKhIGJgXj3a0Bt26dUNJSanRptYgWaq1trbG39+fwsJCIiMjaxRBbw6qitu/TZSUlBAXF8eZM2dwcnJi8uTJZGRkUFxczOzZs1FVVWXKlClv+jQbREhICC9evGjU2M6jR4/Ytm0b2traeHh4EB4eLmizir0RW4rg4OAWFf5oDHl5eezfv5/o6GhWr14tiJ07ODgQHBxMVlYW9+/fp7CwEGVlZWHBpaOjg7q6+hvLlF/F19eX5ORkodzu5ubGuXPnJLqQb968yX/+8x/279/PvXv3sLKyYuTIkUyZMkWQ1Nu3bx9hYWHIyMjg4eHBjz/+KAiZd+/enVGjRhEfH098fDw9evTA19eX+fPnc/v2bf76668GZd1iq74ffvgBS0tLSkpKuH79uuDCU5OpQG5uLqampiQlJQmjJZmZmRLPycjIICgoCCkpKdLT06slDKWlpZw+fVrQ142IiGiWnoLmolUyzPz8fFauXMnNmzer7aE5OTk1yHMR4JtvvuHevXskJCQQFhbWnKdaJ8018A//U8v54YcfOHXqFH5+fkyfPr3ZFS/09PQkbI7eRkpKSjh58iRLly4lPT2dFStWYG5ujr6+PnPmzHnTp1dvFBQU6N69O4cOHWrScWpyA2lJG63OnTujo6PzVmSXNZGfny+xmKyoqGDVqlXMnTsXTU1NoqOjhWBZXl5OVFQUH330EVOmTJEYkH8TWFlZSdgNqqmpYWdnJyHv6OLigrS0NL/++qvQ7Z+cnMyOHTskHE8ePXpEdna2UJGoqrJlb28vUYa9ePEiS5Ys4bfffkNFRYWwsDDef//9eneqi636srKyhPse1JxdisnMzERPTw+ofR8zPz+fwsJCtLS0uHz5co02irm5uQQFBfHZZ59x+PBhISN9G2iVgKmsrIxIJMLLy4uQkBChxCbOJhpiViwlJYW6ujpDhgzBz89PmIFsaYyNjVFRUWn2kYyqgTM2NrbZA2dV+cG3nZKSEuLj4yX2WQ0MDFpEOaglCAwMpKCgoNHmAa8iFjV/1UarueXSQkJCuHv37lu37yfm888/54MPPqCsrIz09HT+/vtvobNYXl6e0aNHC899/PgxM2bMYO3ataiqqjJv3jymTp36xgLnq3aDrq6u1bJLd3d3EhMTq/UXXLp0SZi3zMrK4vfff5f4ftWglZCQUKOx961bt1i2bBk//fQTFRUVzJgxg7CwsDq3gsRWfXv37hWy+qtXrwrZZW1qWzdu3BD2YmsSLxBz584dDAwMhP3QV7vmHRwchFigrKyMjY1Nrefa2rRKwKzqMKGgoMD27dtxcnKiT58+fPvttxw+fBhXV1dmzZpF9+7d6wycVlZWvHz58o10xjZXdlkTFRUVXL58WQicgwYNYvr06cJsU2MQyw+Kxe3/DZSXl/PDDz/w4sUL0tLS+P777wkJCWHKlClvxWhObcjJyWFtbd1oz8W6EAfOVatWSbiBNIc2q56eHrq6ui06d9kU2rdvL8gKSktLc/36dQnhh5KSEoks7OHDh8ycORMHBwf++OMPfv31V1RUVJg3bx7vvfdeqwZOExMT2rVrJ+jx1pRd9u3bFzk5uWpOP9LS0nz22WcoKCgIogdVs2w5OTmysrKYO3cuzs7OTJw4sU5j7/v37/Pzzz+zdOlSnj17xoQJE5g/f36Nc48hISHk5ORw+/ZtiblLcXZZmwl3SkoKMjIyKCkp1SrCDpVdweKs8fnz54IQu5jjx48Lf98XL15IeGu+aVp8D1NJSQlHR0d++ukn4H/dmlVb969fv87169cxNzfHy8tL2GB+VRxcSkoKLy+vVrGRqoqRkVGrDPzD/wJncnIyVlZW+Pr64uXl1ahxB3d392p6j287IlHlGq5///6CXq9IJBJGc16+fElUVFSTRz+amyFDhlBYWNiipW+xG4impibu7u6EhYVx+vRp4uLiGr2XHxoayr1791pVVrIhvHz5kvz8fKH86OjoyMCBAwE4deoURkZGgjVUfn4+Q4YMobi4GCcnJ6ZMmcLt27fZsmUL8vLyBAcHM2/ePDIyMti5c2eLZ9RDhgwhLS1NyCZdXV1JSkqSyC69vLw4d+5ctQrQ1KlTmT17NgCLFi3i4MGDEvuBo0aNoqCggPXr1wuPiUv5Yn/S8PBwEhISiIuLE/bAc3JyWLt2LUpKSvj7+zNw4EBcXFxYt24dPXr0QF1dHRMTE8FhRVpampSUFCG7PH78eK3vt2rjz/nz52nfvn2Nyj0ZGRnCvOX9+/cxMjKS+L6lpSVbtmwhJiYGZ2dn3N3d3xoRihbPMPv160dycjK5ubloa2tjZGRUq5HrtWvX+Pnnnzl+/Dienp7MmjVLKAnY2toyefJkiouLW6w5pjbE2WVrjmSIA+eKFSsED8oZM2bUO+MUC1E31TS3tbGzsyM3N1dC3L68vJwLFy6wfPly4uLi8PX1ZebMmVhaWjZ4/7slkJGRwdbWlmPHjrXK69XkBjJgwIAGZ5wdO3akY8eOb012KV4sVaWwsJBdu3Zx/fp1Nm7cKJFNmpmZSZSnCwsLsbW1pby8nBMnTrB06VLu3LnD+PHjcXV1ZdeuXaxevRolJSXCwsKYNm1aNX/b5uJVu0FxdllVXL13797Iy8vX6Lvq4+Mj/F9eXl6ig1xfXx9TU1O2bdtW42tXLeVraGgwb968av6kBQUF7Nixg8WLF/P48WN27NjBli1bWLlyJXZ2dly7dk1i3vx12aWYnJwcTExMKC0tJS8vDw0NjWrPycrKQkVFBSUlJVJSUgQzavHvqUePHvz+++/s3buXdevWYWtr+9Zsy7RowFRUVKR3797CL9nV1VUQLaiLlJQUfvzxRyIjI/H29mb9+vVERUXxzTffSFxIrUHXrl1p165di/jp1YeqHpQxMTH4+PgwY8YMzM3N6/y5qkLU/xZEIhHu7u61rmKrLiKioqLw8PBg1qxZWFtbv9HAGRAQQFFRUasvTqqKmosbOwYMGED79u358MMPWbRoUa0zrlBZert///5b4eX69ddfk5WVxZkzZ+jcubPwuL6+PsXFxQQEBPDhhx9K3LCVlZWFEmteXh6TJk1CX1+fefPm4eHhgbS0NHFxcXz77bdcu3aNkSNH4u3tzd69e1m9ejUKCgotFjjFXcfiTl03N7dq2eWAAQO4cOFCtexy/PjxEoo3mZmZdOzYkfbt2+Pg4MC0adO4du3aa7Wqnzx5Us2fNCAgQCL4FhcX8+uvv0o8Zmdnx6NHj3jvvffIzMx87d5lVao2/tSm+FNRUcHdu3cxMDDg4sWLyMnJoaSkhK2tLTNnzuTp06dCZ+zVq1e5ePEikydPfiuaf1q0JFvVv1BdXR0LC4sGKXBcuXKFlJQUIiIiJI6pqqpKfn5+S5xyNd6GgX/4X+C8cuUK3bt3Z+DAgUKp9lX7Im1tbUxMTFrcB7C5sbOz49mzZ68VzK6oqCAlJYWUlBTMzMzw8PDA29ubEydOcPHixVb9W8nIyNCzZ89W3yaoSk5ODrt37+bEiRO4ubmxd+9erK2tgcqbstiXsSq6urro6+vz448/tvbpVsPc3JypU6cClft+77//PvPmzQMqg3pmZqZQMt69ezdZWVmcP3+eBQsWSGTVmZmZxMXFoaWlhbu7u0RJ8syZMyQmJmJnZ0dQUBAFBQUcOnSIly9fEhISQlhYGHfv3mXnzp1NLk937NgRHR0dli1bBlRmTba2tnz//ffCcxwcHFBQUGDfvn3Vfv7Vhr9Vq1bh4OCAs7MzpaWlpKSksGXLlnqfj7gi0a5dO3r16sXEiRPJzc3l7NmzXLp0iZKSEmJiYggJCQEQum319fVZs2YNysrKPH78+LXZJVQ2/vTo0QOovVNWSkoKR0dHxo4dy/79+wkMDGTUqFGoqKhQXl7O559/LvF8cSY9ZcoU1q9f/0aU0sRI1dXEoqGh0egOFwUFBcLDw/nll194+vQpAQEBFBcXN6op4rPPPuPDDz8EKlctP/74I8ePH2/x0qyBgQHDhg3j+++/f+MB81WkpKSwtLTEy8uLsrIyIiMjSU9PZ9iwYfTo0YO///67Xhf424J4QP2vv/5qlMNEt27d8PDwQE1NjejoaP75559WmTsdMmQItra21T7kb5KoqCihkaK8vBwjI6Nq2rAzZsxARkaGFStWvIEzlKRTp06cP39e0Fc9e/YscXFxBAcHIyUlxYgRI7h+/ToqKirMmTOH5cuXk5+fz0cffUR4eDjl5eXs3buX7OxsHj9+zO7du0lPT0dDQwMPDw/Mzc05deqUUHGRkpLC2toad3d3oXz77NkzQkND0dHRaXLgnDlzJlJSUkLfRkBAACUlJRJ+qZ9++impqak17s1ZWVnx999/o66uTkJCAoGBgc3ahyASiTAzM8PR0ZEuXbpw8eJF/vnnH9zd3XFycmL48OHVfqakpAQHBwfu3r1b57FNTU1Zv3498fHx2NvbY2xszO+//84XX3whPGfKlCmCI1BFRUW16tDt27eZPHkyly9flsi+Q0NDsbe3Z/Pmza9V0WoqT58+rbFk1WIB09PTU3A9EF/oy5Yta5RlkJSUFKNHj0ZLS4vNmzcLGouFhYUcP368xVYckyZN4uLFi2/1DGPVwDl69GjBj3PNmjV88sknb/js6k/Pnj2xt7dn7dq1TTpO165d8fDwQEtLi+joaJKSkloscIpEIhYvXszRo0eJjY1tkddoDJMmTWLp0qVISUlx8uRJzp8/L2izamtrM3DgQHr06MFXX33V6i4/tTFs2DDeffdd0tLSuHr1Kp9++qmwp7lmzRpWrVqFs7MzL168EPb8PvroI549e8bWrVt59uwZ7du3Z9iwYYKvpDhwamlp4enpiYmJCbGxsYJmr5SUFObm5nh4eCAnJ0d0dDTZ2dkEBwejq6tLZmYmO3bsaFDg1NbWZs6cOfz00090796d0NBQ2rdvz4QJEwRdXDs7O4YOHcqiRYtq3TJp3749+vr6XLt2rUVHwsRZp4ODA7q6uowePRppaWlKS0tJTU3FwsJCeO7nn3/OTz/9VGvyYGVlxd69e2vct9y+fTs5OTlISUlhZ2eHo6Njred0/vx5EhISkJGR4cWLF9y/f5/k5GQuXLiAj48Pffr04dixYy2aELRqwJSXlyc8PJxVq1aRnZ2Nj48P8vLyNZYfGouUlBQ2NjZ4enpSUFDA8ePHm3Ums0uXLowYMYLvvvvurcsua0JKSoqsrCxhlZ6amkrv3r3f8FnVj6ZmlzXRuXNnPD096dixIydPnuTs2bPN3i08ePBgevbsyaJFi5r1uE1l1KhR2Nrasm3bNs6dO4eamhpubm64uLgwYsQIlJSUKC4uxt3dvVV9FetLly5dJHoG7t+/j56eHuXl5cyZM4c//vgDY2NjJk+ezFdffVVtEV5b4NTW1sbLywsjIyNOnjzJ6dOnhWtCXKFo164dMTExPHz4sFGB87333kNRUZHDhw9z8uRJ4fM4ceJEwVVJrL7TkLJqSyMSifjxxx955513hMc+++wzZs2ahba2NsnJycTExCAtLU1+fj537tzh0qVLXLlyhfLyciwtLTl+/HitM8IzZ87k1KlTZGVloaqqyv79+zE1NSUlJQV1dXXU1dWFxd3PP/9MYWEhmpqa9OrVCxMTE7S1tZGVlaWwsJDnz5+jra2Ng4MDenp6HDhwQCjhNxe1BcwW2cPs27cvN27cIDs7G0VFRYmxkuaiqsRcjx49GDJkSLMaN3t5eb0Ve5f1paKighMnTuDt7Q1UOmLMnDmTyMjIt/KmWJX67l02hLt377Jhwwb09fVxd3fH1dWVxMRExo4dS48ePdi2bRv//e9/G318kUhE796962yzfxPIyMhgaWnJjh07BO1gsTarlpYWSkpKQOU+lZeX11t5bdy5c4fIyEj69u1Lamqq0CkvEomYOHEif/zxB0OGDOH27ds1VqxycnJYs2aNEDinTp0qBM6tW7eiq6uLl5cX/fv3JyYmhjNnznDz5k1u3ryJoaEh7u7ueHh4EBsbi6WlJVOmTCE0NJTdu3ezY8eOWpuk1NXVMTAwYM2aNZibm0tYePXr1487d+4wbNgw1NXVJfYzG4uUlBQ6OjpCw5I4+amoqKCiooKysjJyc3PJzc19bZZaXl7O7t27GT58ONLS0jx9+hQNDQ3WrVtHRkYGhw4dIi8vjy5dumBnZ4exsbHw3NLSUiwtLSWCZVlZGZcvX8bY2JjVq1dLLA4KCwvp27cvrq6u6OvrExkZyaxZs6pVxLKzszly5Iiwjaeurk7Pnj0xNzfH3Nwce3t7ACZPnsyxY8da5bPY7AFTTk4OZ2dnVq9eDVRK3129erXFNCrF/pPiwBkUFEReXh63b99mzpw5iEQiPvroowZ1uXbu3Bltbe03YoXVFPbu3cuFCxdITEwkMjISS0tLBgwYILSHv403R3FnrHi4u7m5d+8emzdvRldXlyVLlgg2SWFhYRw7dqzR5XYfH596tdm3Nj4+PpSUlNRoanDy5EmKi4uRk5OjpKQEU1NT/P39iYmJabUmuvqgr6/PzZs3mTlzptA5K1amuX37Nvr6+mhra7Nx48Y6j1NX4Pzzzz/p2LEjXl5euLi4cOLECRITE0lPT2f9+vXo6+szfPhw5s+fL+yxZWVloaenx71799i5c2e1wBkSEkJ2djbp6ek8fvxYMEx+9uwZnTt3JiIiAikpKWFx25jZQl1dXezt7TEwMKBjx47k5eXx5MkTIVhKSUkJ5ysrK0u7du1QV1fnxYsX5OTk8PTpU9LS0rh27Vq1xUZUVBQ+Pj50795dsN4zNDTEwcGBDz/8kLS0NJKSkti/f7+QSOjq6qKjo4OpqSl9+vRBUVGR4uJigoODefToEb/99hsdOnRATU1NYh+9vLycM2fOMG/ePLZv305paSlubm51fp5yc3OJjIwkMjKSgoICCYH2AQMGEBQUhKmpKevWrWPr1q0N/t3Wh2YPmE5OTqSmpvLkyRNkZWXp27cva9asae6XqUZ5eTn//PMPFy9exNbWls2bNwst9X/99RcJCQmsXr2auLi41x5LnF2+bWLldaGlpYWxsTFLly4V9kXEXcaWlpZ4e3vj5eVFZGRki2+YN4SWyC5rIisri8uXLzNkyBDhsd69e3PlypUGD/3XZG9UH2RkZDAwMGiWCkhtODo6curUqRq/l52dzd69e7l9+zaHDh0iPT0dV1dXPvzwQy5cuEBMTAzPnj1rsXOrL0OHDuXu3btCQPrxxx8ZOnQoKSkpLFmyhHHjxpGZmVlv4YG6AuemTZvQ19fHy8sLNzc3oqKiOHfunLC3W7UhRV1dnTVr1hAQEMDs2bOFwCkWVHFwcBA6Y2VkZPj777/5+++/uXHjBmFhYUL1R0pKitmzZ9c7YEpLS2NtbU3v3r3R0NAgKSmJiIgIMjMz6yXKLyUlhZqaGpqammhqamJiYoKfnx9Pnjzh2rVrXL16VfClPXfunISrUXp6uiBHaGNjg6urK8OGDSMzM5N79+4Jf4fY2FiuXbuGnZ0dcnJyTJo0iV69etGpUydsbGxQVFSsZqRQUFBAZmYmJiYmJCUl4erqWu/P1J9//km/fv3o06cPp06dwtLSUugGt7W1JSEhQWKWu7lo1oApJydHv379+PXXX4HKD694tdValJeXc/78eQnj2fbt2zNo0CBcXFywsrKq001ebIX1xx9/tMbpNhvu7u41zrhWVFQIgdPCwgIvLy9hHOVNB86Wzi5fZd26dYwdOxY1NTV27drFw4cPCQsLE7oyazIrrglvb28qKipqdGyoizFjxmBqakpeXh779u1r9t+/s7MzIpFIYgyrKkOHDuXmzZsSo10HDhwgOjqafv36MWvWLJKTk4mOjn5jriVdunSRMIBWVFTEyMiICRMmkJOTg7a2Nnp6eo0ahxEHTk1NTYYOHSoRODdu3MigQYPw8PAQAueTJ08kfj4/P58xY8aQmJjIgQMH8PPz4+OPPyY4OBhVVVVKS0sF8203NzdOnz4tBJ8jR44I3bNAvRoVpaWlcXBwwMPDg0ePHhEXF8fVq1cbtE00c+ZM7Ozs2LVrF4cPHyYtLY3ExEREIhGGhoZYWFjwzjvvICsry7Vr17h06VKNC7ri4mKSkpJISkpCWVkZfX19OnXqhL29Perq6sjIyAgG0lCp1FW1+cfGxgZZWdlqfQTiMbk9e/bg6OhIr1696mX5WFxczKRJkxCJRLi4uDB//nyJ31tVYfrmpFkDZp8+fUhLS+Px48dIS0vj4uLyxgLPwoULWbt2LdLS0sJckYqKCpaWlnVqE/4bs0tNTU3MzMz49ttva31O1dlFS0tLPD09JTLOltLIrYvWyi7FeHh4sHv3bhYvXiw8FhkZiZubG3PnzuXcuXOcPHnyteVJZ2fnWrO42tDW1sbU1JQtW7Zga2vL6NGjefbsGbt37262Lm93d/da51DV1dXp2rWrcEOvyvPnzzly5AgnT57E2dmZmTNncu3aNU6cOFEtaLQ0oaGhZGRkCNmjs7OzxJaOuNTXFI/U7OxsVq9eLRE4HR0dsbOzo7y8nK+//poePXqgo6PD7du3MTQ0JDExkUuXLqGoqIiVlRWOjo6cP38eHR0d4eYsIyODl5cXN2/exMbGRsg2oTJYR0REoKOjw/Xr1/n4448lzmnu3LmoqKhw6tQpoqOj6dGjB56enjx+/Jg//vijUd3M77zzjnCti2XwLl++TFlZGeXl5aSlpZGWlsbBgwfR0tLCwsKCgIAAysrKiImJ4fLlyzVeSy9evODGjRvVxvoMDQ0FIfzffvsNOTk55syZQ2lpKTExMYSHhxMZGSkhNH/lyhW8vLwoLy8X/l+fgKmpqYm/vz+mpqaUlZWxc+dO2rVrh5GRERs3bmyUvV59aLaAKSsrS//+/fntt99wcnLC2dmZp0+fvrG2dVlZWVauXElERAR79+5FQUGBI0eO4OrqioWFBcePH682U6Snp0fHjh3ZtGnTGznnxuLm5kZCQkK9PRPFgdPCwkIInOKMs7UCZ2tnlyKRCHt7e44ePSrxeG5uLnv37iUqKqpe5UkPDw+kpKRqzeJqY/To0dy/f5/Lly9z+fJlVFRUGDZsGBMnTuT69ets2LChKW8PS0tLlJSU2L9/f43fDw0N5enTp3WWgwsKCoiIiCA2Npa+ffvy3nvvcfPmTaKionj06FGTzq8+dO3aFW1tbZYuXQpUdts7OTmxcuVKoFIAwNDQUKhgNRVx4NTW1hb290UiEYGBgfTv3x9XV1c6derEgQMHiI+P5/Tp0xgZGTFo0CDBKFwsuACVi1I9PT2WL1/OwYMHJSoWAQEBHDt2jHXr1lU7DzMzMzQ1NUlMTMTNzQ1PT0+eP3/Ojh07mrSYqqqMIysry/Tp08nKyiI1NZUzZ85w48YN4fP+5MkTYmNjiYuLw9TUFFdXV3x8fIiLiyMxMbFeimGzZs0iIyND2BoC2LRpE9OmTePLL7+kXbt2DBw4kP79+xMRESEYcmRnZ2NkZMTevXv59NNPMTExqfV9GxkZERISgoaGBtnZ2ezZs0foQ/j111+RlpZu0WSn2cZK+vfvT+fOnZGVlWX58uVApT2Nu7t7q2YvSkpKLF68GA8PD3bt2kVaWhpmZmasWrWKR48eCWUOd3d3Hj58SGRkJA8ePMDPzw8HBweOHDnS4OzhTdK+fXtmzpzJd99912gBbrHovbS0tCB639J/s+aau6wvfn5+ODo6snDhwjqfp6KiQv/+/enVqxeXL1+uVp5ctGgR58+fr1H/syYWLFhAcHAwz58/JzAwsFrGNn/+fNLT0/nzzz8b/qaqEBYWRk5OTjULKKgMNJ988gnr1q1r0A1YTk4OJycn+vXrR3p6OlFRUU3K7F5HWFgYeXl5QkAUz9OKfTonTJggEVCbk4SEBEGn+erVqzx8+BB3d3cAlixZQkpKCnZ2dqSnp5OQkIC6ujrz58/H1dVVOEZBQYHQhRwfH4+/vz9QqV40YcIE/vvf/9bY1Ttv3jzKysqQkZEhNzeXR48e0b17d5SUlLh58yZ79uyhqKgIDw8PMjMz693AaGBgwMGDB9HT0yMhIYGgoCAAevTogaOjIyoqKpw5c6aaZJ+YTp064eLigpGREWfPniU+Pv61c/TW1tYMGzaMzz77THhs5MiRpKamCoHNyMgIHx8fZGRkOHr0KLa2tnh4ePDXX39haGiIsrKyEEPEyMnJMWbMGLp168bNmzfZvXt3i24btOhYiTi7XLdunYRyiI2NDdra2q2yOhXz8ccfM3HiRKBSzWTr1q1s27ZNOIeysjLhInFwcGDUqFEMGjRIqL8XFBT8qwKmeK+kscESKkXvr127hpmZmbDHGRkZSXJycosETnF2uXv3buExb29vXFxcOH/+PPv372/2Ye0+ffpI2CrVxvPnzzl8+DAxMTH079+fmTNnkpKSQr9+/QgMDCQnJ6fe8o5eXl6C4wTAwIEDJQJjjx49UFZWbnKWraenh6amZo3BEiqzy5ycnAZnK8XFxcTExBAfH0/v3r0ZP3489+7dIyoqSsI5ozkwNjZGU1NTKBnLy8vTt29fodteQUFBcNFoCQ4cOEBWVhYnTpxgx44dErrAY8eOxcrKiqNHj2JnZ4efnx8yMjLVfgdVxyqq7ucFBgZy69YtiWAj3pvt2bMn7du3JyUlhRMnTgjH3LNnD5aWlvj5+fHRRx8xaNAgOnXqRHl5OVOnTq3XNZORkYGjoyO6urrcuXNHyLwSExNJTExEX1+f3r17M3fuXKED9vr160K5NDMzky1btqChoUH//v2ZO3cut27d4vz587x8+ZLFixcjJyfHokWLhAw9Ozubzp07o6+vL1QXr127hpWVlRAw09LSWLlyJZaWlgQHBzNt2jRUVFQYOnQoc+bMoWvXrujq6gpNX3379mXQoEG8fPmSVatWcefOnXr+VZufZgmYjo6O3Llzh4cPHxIfHy90g129erVV90CcnZ3x8PAQvlZUVKR///4UFhZy/fp1ib2pqoFz7ty5wuODBw/m66+/brVzbgrq6upYWVk1y0wX/M9mzczMDE9PT2EcpbkDp3jvUuxpKhKJcHV15fbt21hbW+Pg4EBycjJ79uwRjHebgpeXF0CD5rQKCgo4evQoJ0+eZMqUKYwbNw6oVEYZN24cv/zyy2uPUdWPsKav/f39uXLlSpPfo7+/P4WFhTUumlRUVOjWrVuTeglKSkqIi4vj9OnTODg4MHr0aLKysoiKiiIjI6Mppy4QHBzMrVu3BLHyqt32AEFBQTx//rxFGtX09fVRUVHh3XffFRoUL168iLOzM1B5r/jwww/ZtWsXZ8+e5ezZsxgaGjJgwACePHmClpYW2dnZEgLuiYmJdOzYkc6dO6OhocGWLVswMTHB2NiYbt26oaWlRUZGBvr6+ty5c6fGbSDx1sngwYOFDlORSMSYMWPIzc1lyJAhnDt3rs7xmoKCglp7BO7du8fu3bs5cOAANjY2uLm5ERQUxPnz50lKShJ+90+fPmXfvn0cOXIEa2tr+vXrx8yZM+nUqRNQKfrg7e1NSUkJmzZtws7ODm9vb4KDgzlz5gzm5uYsWbKEOXPmMGHCBCFDTklJQVlZmfDwcOGcLC0t0dLS4vjx45w7d45r166hpqZGbGyshLTgm6LJAVNGRgZXV1dhDyY+Pp5t27ahrKzM7NmzW23wX19fH39/f3bt2sW0adPQ1tamsLAQExMTTExM6NChA5MnT672c2VlZZw/f55evXoB8OzZM957771qnp1vI66urpw9e5aCgoJmPa44cJqamkpknJcvX25y4KwpuxwyZAilpaVChuTg4MDAgQNZsGABN27cYNu2bU0KKv3792+0Ce3Lly+rzWpaW1ujpaX12sXg4cOH2blzJ4MGDSI+Pl5ieLu5sktAEM5esGABV69e5a+//hLKgyNGjCAvL6+aQH9jKC0t5fTp0yQmJmJvb8+wYcOE2bimGLqbmZmhoaEhjJ+92m0v7sBsKTOB0NBQCYF3qHQMmTNnDmVlZWzcuJEBAwYIe4D79+8nNDSUvn37smfPHhYtWsTEiRMFvdTy8nJevHjBqVOnaNeuHZcuXSI/P5/s7Gxu3brFgQMHuHv3Lvr6+kybNu21i69XtxFUVFTYtm0b0tLSjB49mvz8fOHzpKCg0ODPStUOWLGCztSpU3n69Cn379/n6dOnZGdnk52dzcWLF7l165ZE5URXV5dJkybRrVs37OzsgMpk5bPPPmPnzp0sWbIEeXl5DAwM+PLLL4VSNVQGzdTUVExMTCgrK0NRUZHBgwcjLS2Nvr4+7du3Z8yYMXVONrQmTQ6Yjo6OZGZmcv/+fWRkZPD09OS3337D2dm5VVvThw0bxt27d1m5ciU//fQTysrKEiUoscZqTYj3MQ8dOsSuXbuwsrLCx8eHAQMGcOLEiVbZ02soYt+45soua0LcCWdqaiqRcTYlcNra2kpkl3Jycjg4OEg0q4g/vFZWVowaNQpHR0cJH8GGvFZAQAAqKipNWp2eOnWKs2fP0q1bN+Li4ti9ezfvvfceN27cIDIystZ5QHH5rCaaK7uEygXOf//7X6ytrfH39+fTTz9FQ0OD4OBgoHIftTkpKysjMTGRc+fOYWtrS1BQEC9evCAyMrJRTSqBgYGkpqYKN8U+ffpw69YtYRtl8ODBFBUVtYims56eHh06dOCHH36QeDw7O1tiVGHVqlVoa2szdOhQNmzYQPfu3YHK+8pHH33Ehg0b8PLyEpxjZsyYgbq6OlC5OJo8eXK1hiuxBVhd90lpaWkMDAyEr588ecLatWtZtWqV8Fi3bt2ASuEEsUD6X3/9RVBQEHp6eqxfv14iyxQ3PhYXF1NUVERubi4REREUFxfz+PFjDh8+zNGjRzEyMkJHRwcNDQ2MjIzQ0NBAQ0OD0tJSNm3axMyZM5GRkWHevHls2bIFLS0tfH19UVFRARA6YouLi4XqyqtjJS9evGDAgAHMnz+fyZMnM2rUKInvX7t27a0JltCEgCn2ZdPX12f69OlA5SD4gwcPuHv3LrKyss12kq/DwMAAHR0dYW+prKyMvLw8QeqptLRU2At5FbHPXHh4uLDCvHTpEpcvX8bc3Bx3d3e8vb2Jjo5udeuouhBLvdV3drApiAOniYmJRMZ56dKlBgVOkUgkjHaICQkJ4eXLlzVmgPr6+pSWltZLbOJVvLy82Lp1K9LS0jx+/JhFixY1Ws1G7CAfGBgoBDixG/z06dNJSUkhKiqq3gvE5swuqyLuwLWysuLYsWOCNNu4ceNqvf6bgnjm+Z9//sHGxgZ/f3+Ki4uJioqql6rUuHHjCA0NRSQSCQ4ZVbvtofKa6dmzZ7Xu5qYiLy/PxIkTcXd35/Tp0/XyBH38+DErV65k8ODBwmN6enpCZ2lcXJzQP+Hg4CBoORcXF1drltHT00NXV1di9KQmysrKOHr0KIMGDaK0tJSTJ0/i4OBAVlYWurq6PHr0iKtXrxIREYGenh4rV65ETk6OzZs307NnT6AyMNvb21NcXIyKigoDBw7kzp07yMvLo6qqipGREc7Ozty4cYPdu3eTl5dHeXm5IBdYFSkpKUQiEWVlZXz33XeIRCKhOz8wMFAIllCZeaakpDBhwgS++OIL5OTkanSrevbsGR07dpR4rLS0lJs3b74V9nNVaVTAVFZWFuZeoFLLb8OGDbi7u/P7779TVFTUYPf3pvDq7JaYzMxMFi1axK5duwQli5p+9v79+9XEFSoqKrh69SpXr16lW7duuLu74+XlRUxMDOfOnXujc5qqqqrY2dm99sPW3KSmppKamkq3bt3w8vISMs76Bs5Xs0uoLG+mpqYiIyMj0egjEono168fsbGxjVqkiLt+oXIG0sLCgrNnzzb4OFDZYXv9+nWJbLCoqIioqCgSEhKEPZ3k5GSioqJeq5bTnNllTSQnJ3P37l1BTq6lDaKr6jp3794db29vvL29iYqKqrU64+TkJNEJ6ebmxoEDB+jduzfp6enCOYslCJvbDWbFihUMGzYMqLyfNeSz9Mcff+Dg4IC0tDQPHjwQtG7d3NxwcHAgKSmJrVu3MnDgQPLz8/n5559rlNG7d+9evURd0tLSCAsL4+jRo9y7d4/hw4czduxYoFIQYcGCBUIFLTg4GE9PTwkDanFT2IMHDwgJCSEvL6/aAsra2hpfX18++eQT7ty5I/iOvopYoxaqZ4vjx4+X+HrcuHHcunWLtLQ0nJ2dkZeX54MPPsDc3FzYIhCJRAwbNkwiXty4cQMXF5d6jbK0NqLG/FC7du2EYAmVv6jTp08TGhqKhYUFo0aNIiAggPXr1wvu2y2FsbExWlpa1WSmLCwsUFZW5tdff601WOrq6qKnp8euXbvqfI2bN2+ydu1aduzYgaWlJfPmzaNfv36tmkVXRdxN2hirtObg5s2brF69mr///hsnJyc+/PBDbG1tq/naVUWcXb6qjnPmzBkMDQ1ZvHgxU6dOxdDQkPnz53PixAnMzMw4duxYo86xalb64MGDRu9Hm5mZ0a5du1qzwZcvXxIREcH3339PQUEBs2bNYsiQIaipqdX4/JbKLl9lx44d3Lx5k7179zJjxowWfS0xYpPzH3/8kYiICFxdXZk9ezY9evSodm28mlFMmjSJK1eusH79eonZbbH0WWMwNjZm1apVLF26VCiPihFnXyDZ0VofFBUVWbNmDS4uLtXGosQVH19fXzZt2sSAAQOqjSCJ7zv1uQZ8fHyASpUq8e9lwoQJwr1n9OjRggQoVFbbgoKC2LRpkxDQjh49yoMHD1BSUsLMzKzGkajLly+zdOlSfv31V+Tl5Zk9e3aD792vVhVu376NjIwMHh4eDBo0iKKiInbt2sWqVas4d+4ca9asYeHChZibm7NgwQICAgKYNWsWvr6+b2WwhEZmmPfv3+fPP/9k1KhRFBcXC+3UXbp0kQg+JiYmdO/eHV9f33rrPjaU4OBg0tLSqpXD/P39uXnzZp2r+NDQUB48eFDv2bKMjAw2bNiAnp6e4IARFxcn+Ou1BioqKvTs2bPanNKbQFyyqSnjfDUrtLGxIS8vr1pzyL59+9i3b5/g6blixQr69+8PQPfu3bG0tGxUZ+SBAwcICAjA3Nycw4cPN1ojdciQIdVGAmpC3FUbFxeHi4sLs2fP5vz580RHR0v8bEtnl1DZ+KGpqcm7777LxYsXW+x16kJcnTExMRHEMcTG3uXl5cJoSqdOnbhz5w5OTk6CItecOXO4dOkSvr6+SElJNdqFYvv27RgZGQGVVYYJEyYI39u1axcfffSR8P/6oqSkRLdu3di0aRNXr17l7t27BAcHIxKJ2LBhA1evXn1tuTU0NJSHDx++9r4jEolwdnautn8vHheBykWKsrIyUFn1+Pnnn7GyskJRUZFly5Zx5swZ4edDQ0PJy8ur8/N0+/ZtfvjhB+bPn4+Hh0eDxnhmz55NRkYGvXv3JikpieXLl5OXl4ejoyNBQUFUVFRgampKjx49gEqhip9//pnPP/9cuF80ZvulNWn0Hub777/PN998Q58+fYRutprcszU0NIRss7kxMzOjffv21cTdu3TpgoaGRp1D8dra2nTq1Imff/65wa8rXjDo6Ojg6elJeHi4YEzb3J6Lr9K/f38uXLjwVrlLiAOnsbGxEDhPnDjBhQsXqKiowMDAAG9vb8EPsCbELfRqampCwBSJROjo6DR6lCAuLq5JH0ATExPat2/foP2/Fy9ecPjwYWJjY3Fzc2POnDkkJSVha2tLcHAwhYWFQtbQUoibcN5UsKyKuIxvZGSEp6cnHh4eqKqq8t5771FRUcHcuXP5448/SEtLEwKmiYkJycnJKCgoEB8f3+i+gc6dO9f4f4BvvvmG6Oho5OTkGlTuDQ4OJj8/X8imbG1tWblyJdu2bROeIxYnr6ncqqmpSadOneo1luTr60t5eXk1Vam//voLMzMzrl+/zqBBg4SAmZGRwQ8//EDHjh35z3/+g52dnbBAUVJSwtzcvN4BMDIyEn9/fxYvXkxCQgJxcXGMHz+ekpIS1q9fX6Oq2IsXL/jyyy+rPX727Fl+/PFHpk6dWu1vmZSU9Nb0hdSHJnXJPn36lBs3bhAVFUVBQQGFhYWEhoYC/6t1r169us4O1aYQGBjIzZs3q3VRBQYGcvfuXWGmqyaGDh1KVlZWk6T7Hj16JPjreXp6Mm/ePMFfryUCp7KyMr169arW0fe2cOvWLW7duiUETvE/BwcH8vPz6wyYYjZs2MDEiRNRV1fn2LFjzb531RDEA+eN6dJ7/vw5Bw4cEOY4w8LChO8NHTq0RRaQUNl1bG1t3aCsqTUQ65YaGBhw9uxZoSFpzJgxPHjwgBMnTuDk5ERmZiYKCgro6uoClUPrHTp04OHDhw1+zX379hEaGkpxcXGNfrxVxQnqg5ycnOA1CpUNSv369ZPQ5x05ciTa2tq1fkaHDh3Ko0ePXiv8IHbEqUngv3fv3vz888/s2rWLb775hnfffZeysjIhCO/evVtQLfL19eXYsWOEhISQn59f78Xn6dOnOXv2LN7e3vTt25evv/6aLl26AJXl7Hfffbdex4HKErSpqanwvp4+fYqsrCxHjhzhwIED9T7O20Cj9jABQW4pOjoaMzMzZsyYwZ9//smRI0f45JNPsLe359dff2X16tVISUkxcODA5jxvLC0tadeunXDxitHW1qZjx451zmxpamrSuXPnZttHysrKYsuWLfz+++8YGhoSHh6Os7OzhIFsc9CvXz9Bf/Ft5tatW6xZs4bU1FQcHByAykYlcaNCXfTq1YtNmzZhZGTEiBEj3lhzlbGxMRoaGtWur4aSl5dXTcrM1ta2xZrigoKCKCgoeGu9XDMyMiSUvzp37syWLVsICAggKysLT09PiRLsy5cvmTBhAl27dm3Q64hEIrKyspgxYwaWlpbs27evyecu/t2K/56Ojo5kZGQIzTEhISFYWVnx66+/1phdtm/fHgMDg3rNkw4ePJjS0lJOnDgh8bj42hHvQz558oQvv/wSGxsbNm3ahIyMjBAsoXIP9Pbt23z11VcNNjkoLy/n6NGjLFy4UMJ5RGzcXF+ePn0qodv9+++/Y2BgUGPG+bbT6IAZFBQklDn09fX56aefCA8PZ//+/axZs4aMjAyuXbuGubk5kZGRuLi4sHDhQgnTz6YwZMiQGk1Q6+NmIF7lvSq+3lQePnzI5s2b2bBhA8bGxoSHh+Pk5NQsgVNRURFHR8dGGxb379+fn3/+udUaQKDSW69qpm1iYoKDgwMiUc2XnYyMDA4ODhw7dqzO6kBrEBQURFpaWrMsTiIjI9m+fTtFRUXCyj0sLAxPT89q6j9NQU5ODhsbm2YfwWhufvvtN9LT09m/f7+EUpCVlRVfffUVXl5e3L17l23bthEaGsqTJ0+YMmUKH374Yb0bUXx8fKioqGDr1q08ffq0yecsIyODjY2NUB4VuzGJA5quri4ODg5s2LChVvWj0NBQwWC6Ntq1a4efn5/QD1DT+7p69SrFxcXC1tO6deuE+11paanQKFdeXo6mpibt2rVDRUVFYg9X/J7mzJmDj49PrZ9JMVXnpF+XaEyaNIk9e/YIe8QlJSWEh4dz/vx5wsPD+eabb+r8+beZRt/Jqw7hVlRUEBAQAFSuJsRu10lJSXh4eLBy5UpOnjyJn58fAwYMwNPTk9jY2EZv5vfo0QNVVdVqZScVFRUMDQ1rtDASI17ltcRcmpj79+/zxx9/CMa0rq6unDhxgqSkpEZnTP369ePKlSuNCiT6+vps375daM56+fJlja4Jzc2dO3fYsGEDpqamnDx5kr179+Lh4YGHhwcnTpxAJBIxduxYbt26xYoVKwgMDKSoqOiNa/kaGRlJ6Jo2lYqKCqZNm8a0adOExzQ0NIT977i4uBq9TBvKkCFDKCwsrJc90ptES0uLsLAwYmNjmT9/vpCx5OTkSPyOtmzZQkJCAgkJCWhqajJixAjef/99MjMz2bZtW62NhCKRiL59+xIVFdVs5zx48GCKi4uFMm7Pnj158OCBsKUjbiCsTbhBTU0NIyOjOq8pNTU1IiMjMTIyorS0tJqcoYmJCe3atRP6LgIDA8nMzKx2T7hy5Qrnzp1jz549HD58WJDse1URbMiQIbRv356+ffvSr18/kpKSOHDgQI06zleuXGHjxo1s3769TtWsPn36CDaDrq6uaGlpoauri6amJqdPn65V7/jfQqMD5pEjR/jggw9wcnJi8ODBwsazvb09UlJSVFRUcP36dYYMGSII8e7bt4/9+/fj6+uLq6srrq6uxMfHc/ToUczMzBgxYgQxMTGvvdDFnYavXgDBwcHk5ubWaWE0dOhQnjx50mwamHVx7949Nm7cSKdOnQRH9xMnTjR4jlNBQYE+ffrUq1GgJjp16iQhDN1Se8qvoqenR25uLqGhocL7FZdjBg8ezPz584UMKyAggKKiIgmvyobSvn17TE1NG7w39SrBwcHcvn27RbPcp0+fsnPnTrS0tJqlcUxGRgZbW9t6u6i8KcSNPd7e3nz33XcYGhqSn5/P119/jbS0tCAvB5Xzr6dPn6a0tJTs7Gx++eUXOnbsyPDhwwkLC+P27dts27atWhXA39+f0tLSZguYr4oniEQi3NzchEaf+jTyiNV4fHx82LFjR40lW3t7e6GrV0ZGhlGjRgnqRrKysgQEBHD79m2eP3+OpqYmHTt2rLY3a2dnh6KiIt988w3FxcX8+eefDB8+nJs3b0rso8vIyGBvb8+hQ4c4deoUbm5uuLq6Ci49e/fuFTq5VVRU6Ny5MytWrKgzOwbQ0dGR+HrSpEnC/x0cHNi2bRvJycl1HuNtptElWaj0Ops+fbpEA0NycjKzZs3CxMSEiooKzpw5g5OTk/D98vJyDh48yMKFC4mNjcXJyYkff/yR2NhY3n//fXbu3MnQoUNrfU0HB4ca59jk5OQwNzevUUlCjNhEt6U0KWsjMzOTDRs2sHXrVqysrJg7d26dpclXEZvoNra0dP78eWER8fTp0yZbSdUXNzc34uLiqi0OMjIyiIiIkChH2tjY0KtXLwm7pIYyfvx4AgMD+fzzz/H19a3377cqXbt2RVNTk507dzb6PKoycuRIpk+fjr6+fo3ff/LkCdu3b2ft2rXo6+s3esZXvOBo6mKhIYiHzseNGyexIKuL4uJiFi5cSGFhoeDXqKqqio6ODl27dhW6v8+dO0dRURGff/45oaGhwrbGgwcP+OGHH/j1119p164dH3/8MePGjUNJSQkFBQVsbW3p169fjeXMxuLr6yshnmBra0tOTg45OTn88ccfxMfHY2hoWGcjz/nz5/nll1+QlZVlzpw5zJgxA21tbYnnXL9+XSIJ6NChA/Pnz2f58uXcv3+fOXPmCPPEwcHBPHnypNqMua+vLykpKcK4n5ycHCNHjmTw4MESiYSfnx8lJSVCNSc6OprPP/+cffv2YWxszIIFC5g4cSLr1q3jwoULODg41MtIQ2xEDlRzqZKVlW3S5/ttoNn8MHv27ElJSYmg9uHj40Nubi4nTpxg6NChHDt2jH/++afGn123bh2BgYHC11FRUUK37auEh4ejoKDAypUrJUoyoaGhmJub19jWLGby5Mmoq6vX256ppTAwMMDLywsNDQ2ioqKE1u+akJeXJzw8nFWrVjV6llVBQYGFCxcSFxdHbGxsqzQN6erqMnnyZJYuXVpjxiQlJUV0dDTW1tYSj588eZLQ0NAG23t16dKFadOmsWzZMnr27ImTkxPS0tJcvHiRffv21bvcOXfuXJ4/f15tVKkxiH0oHz16hI6ODjk5OURERNT6OYDKm6SXlxddunQhOjqas2fPvvZ3ISMjw+eff87BgweJj49v8nnXl6VLlwqGBseOHWPEiBH1/lk7OzsiIiKERU1hYaEQdH/66SdBcLx3794MHDgQeXl5kpKSqlm/mZubExQUhIaGBr6+vujp6fH8+XP69evXbDZQX3zxBTExMRw/fhwpKSnmzJnDnj17eOedd5gzZ47wvF69etVZ3RLTqVMnQkND0dXV5e7du+zcuZP8/Hx69+7NxIkT6dChAxkZGXz99df079+f5cuXC+N6SUlJ5OTkoK+vz6xZsySauywtLRk9ejRffvklBQUFjBw5EiMjI7766iuJ1xeJRCxevJjjx4/X2hNhbW3N/PnzGTBggPBYeXk5X375Zb269NXU1JCRkSEpKUkQjSguLsbX17fO6/9toTY/zCZlmFU5d+4cly5dAirr3cuXLyc5OZkRI0bw4MED/P39CQoKYty4cdU27l9N81/VL6zK5s2bef78OWFhYUyePBkVFRVEIhG2trZ1lmDU1NQwNjZulm65ppKRkcHvv//Orl27sLe3Z86cOdjZ2dWYEfXt25fU1NQmCT8EBATw/PlzDh482Godtu7u7sTFxdVaXlRUVOTUqVOMHTuWQ4cOAZV7LBcvXmxUlhUSEsKdO3d4/PgxR44cYeHChRw+fBgzMzMWLVrE+PHja1XfEWNoaChhWNxUAgICyM3NZfny5XzzzTdkZWURGhrKokWLau0ar9o41q1bN8LCwujdu7cg81cTYg3X1gyWgDAvC5XVhIY0t128eJG9e/dy5MgRFi1aJJGhisuXUDn6sXjxYg4ePIiNjQ2LFi0iMDBQeK1r167x9ddfc/fuXeG+IvZWbA5etYaztrbmxYsXpKWlVWvY8vX1rdfvIDMzkx9++IFffvkFOTk5wsLCOHPmDHv27MHPz49evXoRGhrKjh072LFjh0Rjo9g6Sxwcq+Lv709qaioFBQXCeJH4s/XqeZaVldXZQHj58uVqPSYikYj58+cLZfW6yMvLQ1NTk127djFhwgT+85//MGDAgH9FsKyL5p17qEJ5eTlnzpzhn3/+wdXVFXd3d2bPno2UlBQPHjzA2dlZ2CN6NXWva+bqwYMHLF++HGNjY0JCQvjPf/7D06dPKSsrq/OG0VgT3Zbk9u3brF27FiMjI7y9vfHw8OD48eNcunQJRUVFTExMcHV1bfTeJVRe5D169JDocmtptLW16datm4TI+quI58IOHDjAgQMHMDc35/Hjx2RnZ9OxY0c8PT1xcXEhNjaW06dP17mvZ2hoKCG+L+bUqVOcOnVKQifz7t277Nmzp8Yu6uDgYDIyMprFZUckEmFhYSGU/3Nzc9m4cSMyMjIMHjwYd3d3Ll26VGs3t7hxrOr+d1RUFOfOnZOoRohEIhwcHN5IZ+yRI0eEEYaMjAwWLVpEYmIi+/fvf+24gI2NDYmJiUIm37NnT6GxpqYtg/j4eOLj43F2dsbb2xsHBweJ14qMjOSzzz4TFhY9e/Zk0qRJ7N69u0l/z6rWcFJSUnh4eAhBaO3atYSEhKCqqsqhQ4fQ1NRk0aJFnD59mkOHDr32dyAOnF5eXsJcY9VFs7GxMfLy8owZM4Z58+aRk5ODn5+f8P2qknjGxsYSIhvBwcEUFBRUC1AikaheZuriCYi0tDS6dOkiLARycnLqvcc+ZMgQUlNT34okpblosYAppri4mIiICLy9vYWyQseOHbG0tBQC3LZt2xg5ciTW1takpKTQoUMHwsLC2LRpU63C0bdu3WLp0qVYWVnh7+9fZ8et2ES3LqPVN0laWhpr1qwRJOYGDx7MiBEj0NPTIysrq0mK/b6+vpSUlDTaD7IxuLu7c+rUqVrLoAoKClhYWAjd1ICEX+ODBw/YvHkzHTp0wMPDAxcXlzolCENCQkhPT681Cxe7eBgaGjJkyBBmzZrF48eP2bdvH7du3RLE7HV0dIQOv6YycOBASkpKqllSlZaWIiUlxYsXL+olySje/+7SpYtE4Pznn39wcHBg8ODBVFRUvBGBh88//5z4+HiUlJQ4cOAAffv2xdPTk169enHmzBkOHjxYY9AQB56qDUrjx4/H3t7+teNe4kWQi4sLHh4ego/tO++8Q3FxMRcvXuTPP//k3Llz+Pv7M2/ePO7fv8/evXsbPEbm4uKCtLS0YA1nYWFBaWkpN27cACqD6ebNm/nvf/8r8TMDBgzAxMSk3vKVXbt2paSkRKioiBXTjh07xrNnzzh58qSwL7h582YGDRrEs2fPWLFihXCMIUOGkJ6eTl5enjBeVJN4hbe3NxUVFTXeL3V1dfHy8sLExAR5eXkeP37Mhx9+yLVr1/jiiy9o374933zzTb2MFgwMDNDU1PzXd8W+SosHTDHHjh1jwoQJSEtLc//+fQnFidzcXFxdXVFVVSU/Px8VFRXGjRvH7NmzSUlJYevWrbXu4yQnJ7+26yo0NJRnz5699YbQYom5jz76SCgv6erq4uvr2+hGnd69e7fqzVRTUxNTU9M6V5WhoaE8f/6cy5cv13mshw8fsmXLFnR0dPDw8GDevHlC4BRLcxkZGaGlpVWvMZn09HRWrFiBtrY2wcHBTJ48GWlpaUJCQmjfvj1paWl89tlnDXvDtdC7d+9aG3Ds7Owa3JRy584d1q1bh6GhId7e3syePVvINq5du8aCBQveiGdrVdm22NhYQRLQ3d0dR0dHEhISOHLkiETgtLa25uXLlxJbLxUVFZw7d67erysOIm5ubmzdulUoj8rJyQmflWvXrqGvr09gYCDTp0/n6dOnHDx4sN5qN+7u7hIZvbu7uzB3KScnR/fu3asFpbi4OLy9vetlbwaVJd+qc4kHDhwgNzeX3bt3S3xuTUxMWLhwIaampoSFhfHnn38Kn4FOnTqhra3Nxo0b0dXVrVO8wtnZWaISp6mpiaenJ+bm5igqKvL06VPh71h1cfree+/V6/1A5bUfHBxMenp6q3oitwatFjCPHz/OoEGDsLCwICIiosaWfXGH3PPnz/nll18wMTFhxIgRLFq0iIiIiNeWEWpCSUkJU1NTNm3a1NS30GokJCQI/y8vL8fOzo7z58/X+0MoxtXVFSkpqWbtGHwdHh4eEgGtKr1792bGjBl07tyZefPm1fuYjx49Ytu2bWhra+Ph4UF4eDi3b9/mgw8+wMDAgMjIyAZ9MB8/fsyaNWtQUVFh/fr1tG/fHqgMvg4ODhK//8bg4OCArKxsjWXS/v37Cw1PjSE9PZ21a9dKeDKam5ujra1dbWvjTREdHU10dDSenp64urri5OTEqVOnuHTpEu+88w7du3fn66+/brbXys3NFaT0dHV1GTRokBCk7927xy+//IK6ujrBwcGMHj2agoICoqKi6tzC6d27N3JycsJWhomJCbKyskKwHTJkCC9fvqwWlLS1tZGWlhbkIF83U/yqgpGSkhLr1q2rdn1s2LABCwsLoLLcWnWBGBwcTGZmJr6+vixfvhxpaelqmd3MmTMZPHgweXl5fP/99wQFBdG9e3eUlZV59uwZZ8+eJTo6usmmAN9++60wSvKmmytbglYLmACJiYkNGqpOTU3liy++YMCAAQwYMIC+ffuydevW184CVUXs/9bQYPMmEeuPurm5cfz4cW7cuCEIPkRFRdV7hezq6lptz6sl0dDQwNzcvMaypoqKCtu3bxcab/z9/Rs8YP/48WO2b9+OlpYWmzdvlpht09HRaXDAeP78OYcOHcLT0xOoNOsNDQ1FSkqqSQ00np6eXL9+nfLyclRVVVFTUxMG3F1dXZtFFD0yMlLwPLx+/XqLuQE1hcjISCIjI/H29sbNzY3Vq1cLf/8LFy4Ipc2mMmnSJL766isKCgrYtm0bffr0EYL0sWPHKC8vJzc3l3Xr1qGgoEBAQAB+fn4MHDiQhIQE4TlV8fb25tKlS0JlS2woUFFRIcy8Hjx4sNq5ZGVlsXjxYgICAvD19WXgwIGcOXOGo0ePVquSqampsXfvXj755BPU1dXJzMwUAterVB1BMTMzQ09PD5FIhLe3N6ampnz11Vfs27dP2MMdNmwYGRkZdO3aVdhfFrNs2TJu3brFpUuXiIqKalabwJEjRwr/DwgIkChX/1+g2cZKWhoFBQVGjRpFt27duH37Nps3b64mXPAqSkpKfPrpp2zZsuVfPSwLlfs+lpaWws09MjKSlJSUWstw9vb2hISEsHDhwgaPaDQW8eLkVXcFqFQbqlqC3bt3r+BO3xh++OEHQZu2rKyMd999l6NHj/Ly5csGHadz586sWbOGx48fs3nzZlRVVenZs6ew996YwPnhhx+io6ODtLQ0I0eORFlZmfXr1/Prr78ybtw4Fi9e3OSVvI+PD2PHjiUuLo5t27Y1i/xbS/Lq3//AgQP10hZuLN7e3kI2HxcXVy3bF4lEDBw4kD59+kiMH1lYWODv74+uri5hYWEUFxfTtWtXgoODWbZsGRUVFQwZMgQ7OzuJIFQT4oDm5OQkZKf79u3D2toaPz8/NDU1ycrKQlFRkU2bNnHjxo1a9/2//PJLpk6dSmlpKXv27KG8vJygoCAUFRUpKiqif//+fPXVV3h7ewOVziFiMZmq+6MAM2bMkOgfaE4iIiIEr9EdO3Y0qJT7NlHbWMm/JmCK6dSpE6NHj0ZVVZVTp07V2DYtZvTo0XTu3LnZyj9vC5aWlnh4eCAtLU1kZGSNrvZi5/TWEilo3749M2fO5Lvvvqs1aP3444+MHj2aZ8+eMWzYsCZJuGlqarJixQo6d+7M2rVrKSgooHv37pw9e5bY2NjXLqbEzJ49m+LiYlauXCk8JiMjQ0BAQJMCZ9euXdm8ebNQRoPKlf2jR48EO7zGoqGhwZw5czh58mSjDbZbG5FIxN9//03fvn0pKytj6tSpdXZRNxcDBw6kX79+QmNUTYs5Z2dn3N3dMTIyYvDgwUhLS/P8+XMcHBx49OgRkyZN4sKFC5w7d65eM4w10atXL7y8vDA3N8fPzw+RSERhYSFbtmyhpKSEkpKSWjNRkUjE559/TmJiIkePHqWoqIjp06dLzJzHxsbSuXNnFBQUiIiIQFtbW8JGLisrC11dXZKSkoRyckswb948XFxcKCoqYtSoUS3q+9qS/J8JmGKcnZ3x8fGhpKSEnTt3Viu5KigosGDBArZv3/5W+AK2BObm5nh6eiIrK0tkZCTJycloaWnh5uZGr169WLRoUb0DR1NwcXGhV69eJCcnv3a8QU9Pj2fPngnO9B4YD54AAAdQSURBVM2Juro6bm5uWFtbk5iYSGxsbJ2vo6+vz8yZM1m2bFmNUmWvBs7jx483SOf266+/ZurUqUDlYP6ff/7Jd999V2vn9+uQkZFh27ZteHh4kJOTg5OT01uzb1kf5OXlcXFx4f79+1y5cqXVXlckEjFgwACcnZ2pqKggJiamxn39ZcuWMX78eOHr9evXY2hoSGlpKSNHjqS8vBwfHx/69u3LggULGnUuVa8JqBzNmT59Oo6OjvTt2xdZWVmSk5PZt28fBQUFaGhoMHDgQCwsLCRe08LCgsjISBQUFCgvL5cYRwkNDeXly5fs2LEDZWVlrl69SlxcHKWlpezatatFZiF79epFYGAgnTp1YsuWLTg5Ob02A3+b+T8XMKHyBjJ8+HCsrKy4f/8+mzZtEpqJalO5+L+ImZkZnp6e6OvrC9n3o0eP6NWrV4sbTf/000+MGjUKqDTlfRucCNq1a4ebmxs9evQgKSmJkydP1rhP88EHH1BaWvraOVfx7KSDg0ODAqezszNffvklGRkZ/PLLLzx9+rReSjC14eXlJSGq8NVXX/H99983+nj/vyESifDx8cHJyYny8vJqutV9+/bl77//RiQSUVRUJCFMMGzYMI4fP87ixYuJj4+vU4KzLuzs7Dh48CAKCgrk5+fz008/STTH9O7dG09PT1RUVFBXVyckJAQZGRk2bdrE7NmzJY7Vo0cPXFxc0NTUZNasWcLjEydOZO/evejo6KCrq8uVK1dQUFAgODgYS0tLCgoKOHLkSLWRp8ZiYWFBVFQU8vLylJeXs2fPHu7evdskXeg3zf/JgClGW1ubMWPGoKWlRUlJCYMGDUJVVZWPP/64XqbF/1dYsmQJU6ZMEb4eMWJEi5fsHjx4INxY0tLSBP/LtwE1NTVcXV2FLuOYmBhhAaGnp8f777/PDz/8UO+Mr6GB89NPPyU1NZXt27c3y/uxsbEhKipKyCZmzZrF5s2bm+XY/z8hEonw9fXFycmJsrIyTpw4Qbt27QgKCkJHR4c9e/agoKDA559/LvzMjRs3MDY25vHjxzg7OzdpXMLExIR+/fpha2vLf//73xqvPzMzM/7++2+h2Sc/Px8DA4Maj6esrMzp06fp2LEjERERjB07tlZxAQUFBYYMGYKNjQ1FRUUcP36c+Ph4unTpgp6eHklJSQ3ueRg+fDirVq0Svl6zZg3z58//13ldVuX/dMAUY2dnx6FDh4QbeExMDEFBQW/4rFoPPz8/YXymsLCQfv36kZaW1qKvKR5Yh8q5t4MHD5Kbm8vYsWPJzc1l2rRpLX4Or0NVVRUXFxd69uzJnTt3mDZtGsbGxpw5c0ZCOaW+1Cdw2tvbCzJ4TbXtqso777xDUFAQ58+fZ8mSJW9k9vL/CiKRCD8/PwIDA4X7RHl5ueCGtH//fmxsbAQtYDFffPFFvUUJamP06NFYWFjw999/ExAQQOfOnVm5cqWEwMj27duFJp6UlBShK7oqS5YsYdiwYeTk5ODm5lbvipKMjAyBgYHY2dnRsWNH/Pz8kJWV5eTJkwQHBzco2HXs2JGoqCh0dXXJzc3F29u7SZWUt4H/LwImVA54q6ioAJVDxGKfzv9fCA4OpmfPnuzfv79V1H1UVVWZOHEiL1++ZOvWrQQEBLBs2TKhK6+hotwtiYqKCr///rtwE4L/OcE0hroC56effsqtW7darBuxjeZj/PjxLFu2TPh69uzZ/PHHH0hLS6Orq4u+vr7E3vy8efOa7JWqoKBAaGgokyZNokePHkBlFmllZSUEPS0tLcEC75tvvqlmSejq6irhvDR//nyJTK8+yMjIsG/fPglHqfqKyFdFW1sbe3t7Ll++XM1B5d/I/zcBUzz7k5+fz7vvvvuvHyf5tyEtLc3du3cFMe0TJ04QEhLyhs/qf3z66aeCw0RZWRn29vYNlkx7laqBs6SkhOvXr2Ntbd3s2WUbLYO2tjbHjh3DwMCA9PR0Bg4cWK0JbObMmQQHB3P+/Hk+/vjjZhvV2rBhg8Si3traWpjZfR39+/eXUNT65JNPGuWy8/777wvl50ePHuHg4NCss5n/Rv6/CZhtvHlCQ0P58ssvyc3NZcKECW+VaISysjLfffcdpqamrF27VjABbg5kZGTw9/fHwcGBixcvNpunZhstj7KyMt26dePmzZst0sFdGz179mTnzp2oq6vzxx9/VGvseR2LFy8mKCiIxMREpk2bVqPC1uuQkpJi/PjxwihUcwlK/JtpC5httNFGG28hioqKqKmpNXrcqI3mp7aA2arSeG200UYbbUjy8uXLFhMSaKN5aTYD6TbaaKONNtr4v0xbwGyjjTbaaKONetAWMNtoo4022mijHrQFzDbaaKONNtqoB20Bs4022mijjTbqQZ1jJW200UYbbbTRRiVtGWYbbbTRRhtt1IO2gNlGG2200UYb9aAtYLbRRhtttNFGPWgLmG200UYbbbRRD9oCZhtttNFGG23Ug7aA2UYbbbTRRhv14P8B5iDrJPe8oNYAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"\n",
"import osmnx as ox\n",
"\n",
"from shapely.geometry import Polygon, box\n",
"\n",
"p = Polygon([\n",
" [\n",
" -122.27465629577637,\n",
" 37.7983230783235\n",
" ],\n",
" [\n",
" -122.26096630096434,\n",
" 37.7983230783235\n",
" ],\n",
" [\n",
" -122.26096630096434,\n",
" 37.80761398306056\n",
" ],\n",
" [\n",
" -122.27465629577637,\n",
" 37.80761398306056\n",
" ],\n",
" [\n",
" -122.27465629577637,\n",
" 37.7983230783235\n",
" ]\n",
" ])\n",
"\n",
"\n",
"# north, south, east, west = 37.79, 37.78, -122.41, -122.43\n",
"west, south, east, north = p.bounds\n",
"G1 = ox.graph_from_bbox(north, south, east, west)\n",
"fig, ax = ox.plot_graph(G1)"
]
},
{
"cell_type": "code",
"execution_count": 92,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:>"
]
},
"execution_count": 92,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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x584d9u7dKwd9zc3NlJeXA7BmzRqWLVs2m681Lobl2fr6eiwtLYmLi1NEKxcAWVlZFBcX8/nnn2Nrazvm/crKSqytrXF0dOTx48f4+PgQHx/Pn/70J+rr63nw4AGfffbZpMe4ePEiO3bsGFWDqDB/CIKQJ0nSpvHeUzIws8TT0xNPT0+GhoYoLy+nqKgINzc3QkNDp9UllJSURFBQkNGCF3hRL7Nt2za2bduGRqMhJSWFrKwshoeHp1yIrFKp5CLevr4+SkpK6OvrY8WKFQQGBo6apeTk5LBlyxYEQcDZ2Zmuri4kSUIQBLy8vGhsbFwUNR6mpKCggNDQ0Clta2try9tvvw28WNq4du0aOp2OsLAwtmzZMqczRJ1Ox5MnT2TNF3hRuLt9+/ZR23V0dCCK4qTBy+DgIPX19VMKoIuLiwkLCxuVsfLw8MDDw4OhoSEePXpESUkJLi4uhIWFYWVlNYNvNxbD8uzFixfx9vYmIyODnp4eli5dSnR0tFJLMYeIokhWVhYlJSX4+fnx3XffTXjuBwUFce/ePfbt28fg4CC2trZYWVlRWVkpB951dXX4+flNeDxPT0/q6+uVAGYRoAQwRsLCwoJ169YB0NbWRmZmJsPDw6xevZrly5dPuvzS19dHVVWVSbubbG1tp9w1NBH29vZERkYiSRL19fUkJyfLLbEODg7o9XpcXV3l7b29vWloaMDHxwdfX19ycnL+8AFMY2PjmIzFVDC0Hev1eh48eMDx48exs7MjJiZmTm60rwYrz549w9XVdZSasCRJZGdns2fPnkn3ZbAeeB0ajYb29nb5unoVCwsL1q5dC7zo7MrKykKv17N69Wq8vLxmLZKnVqvRaDTyJABeZI6uXLnC0NAQO3bsMLmY5e8drVbLmTNnUKlUsuihKIro9XoGBgbQ6XQIgoCfnx/ff//9a4N2lUpFQEAA1dXVbN++nfj4eN5//32OHTtGQEAAH3zwAT/99BN/+ctfJtyHj48P+fn5xv6qCiZACWBMgJubG7t372Z4eJiKigrKy8txcnIiLCxsXPn4y5cvyzPtxYAgCKxYsYIVK1YwPDxMbW0t58+fJyAggPz8fFasWIGLiwurVq0iOTkZHx8frKyslOJIZu9/ZG5uTkxMDDExMTQ3N5OUlERvby8BAQFERUWZpB27qalJFgqDFzPikpKSMQFxaWnpa+vBGhoacHJymlKmMSMjY8pCh66urvI19/jxY+Lj41myZAnh4eEztmy4ceMGn3766ajXgoODCQ4O5tq1awu20Hox8dtvv7Fz505Wr16NTqejoaEBc3NzLCwscHBwmFFGOjAwkLt37+Ln58eaNWt49OgR0dHRXLp0iY8//hh/f39ycnLk5e1X8fb2ljucFBY2SgBjQgx6FqGhoaOKYoOCgvD19UUQBMrKyrC1tZ2wdXmhY2ZmxrNnzwgJCSEqKoquri7q6+spKioCXsxis7OzcXV1RavVyn4lFhYWfzgZ+ZaWFqP6AHl4eHDkyBFZ7fann37CwsKCuLg4o7Wsi6JIYWHhqGAlNzeXTZs2jfr7DQwM0NLSQnh4+IT7Gh4epqSkhP3797/2uE+ePMHT03Pa7tVmZmaybUF3dzd5eXlotVoCAgLw8/Ob8jmXlpaGv7//uA/Qrq4uWltbOXjw4LTGpjAajUZDZ2envLRjaWnJypUrZ71fQRDYvn27XHCemJjI1q1bKSgooKqqis2bN3P79u0JAxiVSjWpUq/CwkEJYOYIZ2dndu3ahSiKVFVVER8fj52dHfn5+fz1r3+d7+HNmL6+Pqqrq+XlL2dnZ1mdFV6k9ktKSli2bBnW1tZkZWXh4ODA0NDQqJuEnZ0dbm5uuLm54eDg8LsMbqZT/zIdVCoVmzdvZvPmzSQmJlJYWGi0ACYnJ2dUsNLb28vAwMCYYvWpLAsZZr2v+9vq9XoqKytH1dvMhCVLlrBz5065ED01NVVedppsZq/VaikrKxtX1BFeGLm+8847sxqbwgsdqi1btphk346Ojjg6OlJfX8/27dt58OABhw8f5vjx43z//fdK9ux3ghLAzDEqlYrVq1ezevVqzp07h6enJ8nJyaxcuRJ/f/9F9+C+fPkyb7311oTvu7q6MjQ0hI+PD56enmRmZrJjx45R20iShEajoa2tjaqqqlEaNubm5ri6uuLm5oaLi8uiUqx9lcbGxjFS+8ZEq9VSVVU14YN3unR1daHT6UYFK5mZmWM8nOrq6vDw8Jh0qaajo4Ph4eEpqetmZWWN8liaLRMVovv5+REQEDCmruLy5cvs27dv3HqLyspK7Ozs8PDwMMrY/qj09fXR29tLVlYWbW1tM6oLmwo5OTkcPHgQHx8fnj59SlRUFFeuXEEURXQ63YSNFoIgoNfrF/X95o+A8teZJ9RqNVqtVl4CqK2tlbMyr5shLhTKy8uxtbV97Wzf29ubxsZGvL29xxUwEwQBOzs77OzsWLFixaj3hoaG6OjooLW1lYqKCoaHh+X3lixZImdtxmupXGhIkmTSzqGLFy9y4MABoxxDkiSysrKIi4uTX6utrcXb23vUTf9VR+qJ9vXw4cMpBW+tra2Ym5uPyuIZk5GF6E+fPiUxMXGUoaRBcHGiLpWSkhJl6cgI3Lx5kzfffBNfX1+SkpI4duwYX331ldEChufPnzMwMEBsbCyZmZns2rWLu3fvEh0dTWFhIcHBwfz66698/vnn437e19eX4uLiP6zdyWJBCWDmiZEFgiqVisDAQAIDA+nr66O4uJj+/n78/f1ZuXLlghRUEkWR1NRUvvvuu9duu2rVKlJTU/H29sbW1pb+/v4p14JYWFjIbbMjkSSJnp4e2traKCkpQaPRyO9ZWVnJgY2Tk9OC+P01NzebNCitrKzEwsLCaF1eBmdpg1icXq/n8ePHYwKVVx2px6OkpISQkJDXPpzG81gyFYbOFj8/PwYGBigpKaG7u5uqqiq+/PLLCT9nEBtUmDmlpaWIoiifqzExMXh7e/PLL7/w1VdfzXr/Wq2WgoIC9u/fjyAI2NjYoFar2bFjB5mZmXz44YccP34cNzc3ioqKxu1y27Jli2y1orBwUQKYeSA1NZWVK1eO+0Czt7dn+/btSJJEXV2dPENcu3btgtKeuHbtGpGRkVOaMZmZmSGKoiyCVllZOesbgyAILFmyhCVLlhAQEDDqPa1WS3t7O8+ePaOkpARRFIEXgaKzszNubm64uroaTTNkKuTn509a4DobRFEkKSmJb775xmj7LCoqGhWsZGdnyxo/Btra2kY5Uo+HYWnQ0O48GYWFhYSHh8+52KGNjQ1btmxBkiSCg4N5+PAhZmZmhIWFjZIFUJg9ra2tpKenj1nmDAoKoqmpiRs3bsy6vigjI4OoqCj5XN24cSO3b99m3759LFmyhJaWFnbu3ElFRQWZmZmsXr16TLG4vb290jW5CFACmDlGo9Hw6NGj19YpCIKAv78//v7+aDQaiouL6e3txdfXl6CgoHnNKjQ1NdHY2DitVPry5ctRq9UsX77c5BoL1tbWsu3DSERRpLOzk7a2Np48eSLfoCRJGlVE7OjoaPRaJLVaPeui1Im4ceMGW7dunZZw4uv44IMPZENFBwcHJEnCxcVFfl+SJHJycl6bLcnIyBhT8zQe/f39dHV1vdZawJQYzCZ9fHxkQ8n8/HyTG0pqNBqqqqom1Lv5vaDT6bh48SKfffbZuPev3bt3c/z48Vkdo6OjA3t7+1EZXoMlR1ZWFtu3b+fOnTu88cYbFBUVsXbtWi5cuMAXX3wxZl82Nja0tbUprugLGCWAmWMuX7487ToFW1tbtm3bhiRJPHv2jKSkJCwtLQkLCzNZrcBk3Lx5E19fX06cOCH7J23YsGHS7xQYGEhmZibLly/H2tp6yp4kxkSlUuHq6oqrq6vcugmji4irq6tHFRGbmZnJRcSurq4zXqM3Vf1LS0sLHR0dRq/LMBgqwotOslctDKaSLamtrcXT03NKOiwZGRns2rVrdoM2IiO///Pnz0lLSwMgJCTE6AW8ly5dIiYmxqj7nC6iKHLixAkkSSIsLIytW7ca/Xw9e/Ysb7zxxqSZ5Nlm30pKSoiMjBzzuuHabWlpYcuWLTx8+JDDhw9z6tQp3N3dKSwsJCIiYtRnNm7cSHp6ulLztIBRApg5pKqqCnNz8xnXKQiCgK+vL76+vgwMDFBaWkpnZydeXl4EBwfPSerdsPxlUFvVarVkZGRw8uRJRFHk66+/Hvchb2FhgU6nQ5IkVq1axePHj6e0rDAXTFZErNfr6ejooK2tjcePH6PX6+X3HB0dRxURT5S1UavVJlv+u3btGh999JFJ9m3g1WWUqWRLhoaGxq2ZGY+amhq8vLzmPKCdKsuWLWPZsmWydUFxcTGurq6EhobOehmysrISS0vLefdZun37NuvWrWP9+vU8ePCAY8eO4eTkxIYNG4xSh3fjxg1Wrlw5Zrl3JFqtdtbLNsPDwxNmIjdv3sydO3fYv38/KpWK3t5eIiMjqa6uJisri+Dg4FHn4OrVq0lNTZ3VeBRMixLAzBGiKJKQkGC0OgUbGxs2b96MJEk0NTWRkpJi8nV7w/LXSBlua2trYmNj0el0/Lf/9t9ISEiY8KG1dOlSWltbcXd3p6SkxCRjNDbm5uYsXbp0jO6JJEn09vbS1tZGWVkZ/f398nuWlpYsXboUDw8PHBwcKCwsJCwszOhjS09Px9fXd84NHg01BpORlZXFtm3bXrsUNzQ0RFVVlcmW14zJSOuCtra2WVsXmKJ2aSZ0dnby/PlzWQ7BoPTc1NREbm4uDx48GLW9hYUFw8PDcm2ZIAiywrSTkxOurq4sXbpUDnyysrKoqqri66+/nnQc165dG9X1NhMmC7QMekmGwvO7d++yf/9+iouLWb9+/bhLSS4uLq/1TlKYP5QAZo64desWGzduNGqdAiAbJXp5eTE4OEhpaam8bj+Vzo/pcOnSpQk1X27fvs27775LWlrahFb0q1atIjc3l6VLl2Jubj6pDsNCRxAEWSzrVfXQwcFBWlpaePz4Mb29vdTW1mJjY4O5uTne3t4zlrYfiVarpbS01GiaL1Oluroab2/vSTMPzc3NWFlZ4eTk9Nr9ZWVlERkZuej0jwx2Ib29vcTHx/Po0SMcHR0JDw+fckv/nTt3THJPmC5Xr14dd5lk+fLlvPvuu6NeE0URjUaDtbX1mHuLVqtFrVbT3NzMo0ePiI+Px9PTk/b2dj755BOuXbuGpaUlR44cGXN/KCkpYXh4eNIMzVQwBFUT4e7uTnV1Ne3t7URERJCfn8+HH37IqVOnWLp0Kfn5+aMaDGJjY7l586YSwCxQ5r+/9A9AR0cHzc3NE0pXGwsrKys2btzI3r17Wbp0KQ8ePCA5OZmWlpZZ7/vRo0dYW1uPm+rW6/U0NzcTEhKCv78/eXl54+7D2tqawcFB4EVNTE1NzazHtRCxsrLCx8eHTZs2ERMTg42NDTt37sTKyoqCggISEhJISUmhoaFhxpLlly5dmlBszVQMDQ1RU1NDcHDwhNuIokh+fj6bNm167f5aWlqwsrKa8wySMcnJyWH//v3s3buXNWvWUFBQQHx8PDU1NZP+bTs6OmhqajL5PeF1FBQU4OLiMuVCVZVKhb29/bgTI2tra/z9/dm2bRvvvPMOa9eupbq6Gjs7Ozw9Pfnqq69Ys2YNN27cGPU5tVpNRkYGR44cmfX3MTc3l+8xE7FlyxZycnLw8PCgv78fnU4nKwJnZ2ePUul1dnZmcHDwtYGRwvygBDBzwJUrVzh06NCcHnPZsmXExMSwfft2mpqauH//PgUFBTNaYxZFkZSUFN57771x34+Pj5cfWDExMZMuDzk5OdHZ2cny5ctpamqa9lgWG2q1GgcHB7n2afv27cTFxREZGUlfXx9JSUkkJiZSX18/5WCmuroalUo157PCrKwsAgMDJ82W5OfnExER8drASpIk7t+/z6pVq4w9zDnjVUduR0dHduzYQVxcHIIgkJCQQHp6+qiicHhxPV28eJEPPvhgPoYto9frefjwodFtEQzfr7m5mf/0n/4T3t7enD59GlEUWb9+vVxTBi8CuStXrvDFF18YJRhfv349GRkZk25jZmbGxo0byc3NJTIykszMTDZs2EBfXx8bN27k119/HbX9qlWryMrKmvXYFIyPEsCYmNzcXNzd3edNT8LS0pKIiAj27t2Ll5cXGRkZJCYmolarp7yPGzduTKj5IooiT58+ldOu5ubmkz7ggoODqaioQBAEVCrVKGXd3yPZ2dnjZiMsLS0JDg4mNjaW3bt3MzAwQEJCAmlpaXR2dk64P1EUiY+Pn5eH37Zt2+jp6eHevXuUl5ePmZX29PTQ39+Pp6fna/dVUFBAYGAg169f5/jx4zx48GBUgfRCZ3h4mNLS0nEL0QVBkAvdIyIiKC8v5/79+1RUVCCKIrdu3Zq3DsKRXL16laioKKNm8TQaDceOHcPf35/33nsPlUrFjh07CA8P5+TJk+j1eg4dOsSVK1e4cuUKV69e5ciRI0ZT0s7JyaG2tpaCgoJJt/Pw8ECv19PS0oKXlxeNjY189NFH5OXlYW9vP0rqYfv27ZSVlRllfArGRamBMSE6nY7c3FzZ6HC+MRSj6vV6Hj16RGlpKS4uLoSFhU1Y09Dc3ExnZ+eErYSpqaljClTNzc3RaDTj3pTs7Oxk1dyVK1dSW1tLUFDQLL/ZwqWtrQ1/f/9JtzEzM5P9sUZ2ly1fvpzg4OBRgePt27dZv379vNRNWFhYsH79eiRJoqGhgcTERGxsbFi3bh329vZkZmZOqR24r6+Pnp4eoqOj2bp1q5wJ+OmnnzA3N2fLli2sWbNmDr7RzMnOzp6SMaWdnd0oCYSEhATUavVrjS9NjVqtpr+/n5CQEKPt88mTJ9y5c4dDhw6NCWIjIiKwsbHhp59+4ttvvyU8PBw7OzujiTt2d3dz4cIF/P39+fbbb6murubevXtERESMKcA3YMi+LFmyhPLycvbu3cvmzZt59uwZ2dnZBAcHY2tri7m5OS4uLlRVVf2u71WLESWAMSFXrlwhJiZmQUjZj8Tc3Jzw8HDCw8Npb2+ftJvi+vXrfPzxxxPuy9bWlsLCQszMzNiyZQsqlQpvb28qKiomVNu1t7ent7cXHx8fkpKSfrc3Ba1WO+3W9pHdZWq1mtTUVARBYM2aNZiZmY3qFpkvRgq+9ff3U1RURGdnJ87OzlMSe8vIyGD37t3yz+bm5uzYsYMdO3bIy2rp6ek4ODgQHR294IwTOzs7EUVxWgJnIyUQtFotJSUl5ObmjhukzgU3b96c9LqeDn19fVy5cgWVSsW33347YXC9evVqampqyM/PZ9u2bUY5NsCDBw949OgR77//vvw3CQwMxM/Pj9LSUoqKinByciI4OBgHBwf5c4IgyNmVjo4O2tvb2bhxI6WlpWzZsoULFy7IthJvvfUWp0+f/t3eqxYrwkyLCBcimzZtknJzc+d7GMCL9fHk5ORxFR4XIsPDw1RWVtLY2IiTkxPh4eHk5OSg1Wpfa8IniiLJycnyDCU4OJiMjIwJfWO6u7t5/PgxmzdvJiEhYUEGecbgwYMHWFhYzPpmbdAfSUlJYd26dWzZsmXBaaaIokhlZSXPnj1j6dKlhIWFjftQrqqqYnh4eNJCYAONjY2kpqbS19eHj48P0dHR8/69JUni7t277NmzxyhBR1NTExUVFahUKkJDQ3F3dzfCKCcnLS0NjUYza88pvV7Pb7/9RmtrK2+++SbLly9/7WdEUeTo0aOjpBhmikaj4fTp0wQEBBAbGzvpPaSrq4vKykr6+vowMzPDy8uLFStWYGlpiU6n4/Lly3R3d/OXv/xF3u/SpUvlYnx4IUIaEhIypXNXwXgIgpAnSdK4XQFKAGMifvjhB7744otF4ZL8Kh0dHeTn51NYWEh0dPRrVXYNiKLIw4cPKSkpQa/X87e//W3CbePj49mzZw/V1dWYm5v/LtsUT548yWeffWaU5Z4HDx4wMDDApk2bKC0tRafTERgYyIoVKxZcC3JzczNlZWVyps9Q66HT6UhKSpq25osoipSUlFBQUIAoioSHh7Nx48ZJz8nr16/j7e09pYLi6VBaWoq9vb3Rz1edTkdZWZksXR8aGmqSZUKtVstPP/3E999/P+PfS09PD8nJyajVarZt2zZtC4T4+Hjs7OzGVcydDsePH+fNN9+cUs3VSIaHh2lsbOTp06c8e/aMvr4+tm7dSlNTk1yInZOTg1qtpqmpiT/96U/Y2tqi0+k4derUgikJ+KOgBDBzTGJiIiqViujo6Pkeyow5ffo0O3bsoLq6mrq6OlxcXIiJiZlyMXJfX9+k7ssZGRlERERgZWVFamrqvEupGxtRFDl58iTffvvtrPdlmBGOfOiIokh1dTVPnz6VawlGpscXAoalks7OTnx9fWlubiYiImJWbdM6nY709HRqamqwsrJi586d49YYabVaUlNTefr0KQ4ODsTExMx6KWpgYID09HRZhdpUtLS0yEXSwcHBU8psTJUzZ86wY8eOaQdgI3/vlpaWbN26dZQdx3QwZGFmE0RlZmbS19f32uzwZOh0Ok6ePCmPwzCuzz77DHt7e06dOkVERARFRUXyUtL169dZsWLF7963aiExWQCj1MAYmb6+Pqqrqxd1lG7QfFm5cqUs0lZXV8edO3fQaDT4+fmxa9euSdP5kwUvgOxKvX79etmp2liZhOfPn6PT6XBxcXntOExFVVUVy5YtM8q+Ll26NMY/S6VSsWrVKlatWkVfXx8lJSX09fUtCLNPA9bW1nI9T25uLmq1ekrGjpNhaWkpK8V2dnaSlJREUlISX3311ajvbG1tLS+RqNVqEhMT6evrY8WKFURHR88ou5GZmTknxbcji+0rKiooKyvD2dmZsLCwWS2h1dbWIgjClIMXURQpKiqisLBQ9kj65ptvZn1uqVQqXFxcaG1tnXFQ+ejRI/70pz/NahzXr19n9+7d8vdRqVQcOnSI8+fP8+2333L48GHOnDmDh4eH7Mb+5ptvcuLECSWAWSAoAYyRuXz58rwXWc4Gg+bLd999N+p1Pz8//Pz8EEWRwsJCzp49CyD7p0z3pubq6kphYSGArAnzqnv0TCkqKiIoKIjk5GTefvtto+xzuuTl5RlFHr+qqgoLC4tJ/bPs7e2JjIwcZfZpYWFBWFjYKAfp+aS5uRk3Nzd+/vlnJEli6dKlbNmyZVZZEWdnZ95///3Xbufp6cknn3win7u//PILgiCwadOmKXfBGDRf5nJJ2GCUGhYWRmdnJ9nZ2eh0OlatWoWPj8+0An5RFLl//76cSZgInU5HTk4Ojx8/RhRFfHx8+OSTT4xee7RkyRLa29tn9Pfv6upCpVLNqgapvb2d3t7eUfUs3d3d3Lt3D61WK9sNrFu3jtbWVgoKCggLC8PW1hYfHx9yc3OnJNaoYFqUAMaIlJeXY2NjY7QH8Xxw9erVCTVf4MUsZcOGDWzYsAGdTkdqairHjx+X1Wank5q2tLRkcHCQwMBAMjIyjPJ7E0URS0tL/Pz8qK+vn/X+ZsrAwMCstX+m65/1aqdLWVkZeXl5eHh4sGbNmil1CJmC4uJi1q1bh4+PD/Die9XU1JCUlERfXx/u7u7ExMSYzPDSwMhzV6PRkJycTFZWFkuWLCE2NnbCriKD5sv+/ftNOr7JcHZ2JioqClEUqaqqIj4+HgcHB7kdeST19fXcu3ePrVu3EhoaikqlIj4+nvDw8HEDkY6ODjIzM3n+/Lnc0m+s2q2JcHR0nFTvaDJu3Lgx68nB9evXRwn4qdVqLl++zPvvv4+HhwdHjx4lPDycbdu2cfLkSSIjI/n111/56quv2LdvH0ePHlUCmAWAEsAYCUPmYq69aYyJWq2mp6dnyulRS0tLuR6go6ODpKQk7t+/j6urK7Gxsa/1wgkKCqKqqoqwsDCGhoaMsozU0dGBq6urXAw5H3R0dBjF7+jOnTsz1nyxtrZm48aNwIsltbS0NCRJYs2aNdMuepwNAwMDtLW1jTqnVCoVQUFBcktqVVUVV69elbML27dvN3lbsa2tLW+++SbwIrty9+5dNBoNAQEB7Ny5c9Tv3LB8sBCKpVUqlawZ1NPTQ2FhIRqNRl7uFQSBpKQk3nnnHfLz88nKysLGxobu7m7++Z//Wd5Pc3MzDx48oKurCxsbGzZu3DhmmdKUODs7z8hKRKPRMDQ0NKtzuLKyEnt7+1H3h/r6eiIiIuT9vvnmm1y8eJE//elPfPjhh5w5cwZPT085M2OYdM23ns8fHSWAMRKXL19my5Ytc67nYExu3LgxYz8SFxcXWR22pqaGGzduMDg4yMqVK8c8EAx4eHhQWlpKWFgYHh4etLS0zLrQUq1Ws2zZMp4/f27U4sfpkJWVNaEGzlTp6uqiqalJfsjOhmXLlrFs2bJRAobGqKmYCgZX6skwBDOGLraffvpJ1hUyptDaRPj4+PDZZ58hiiK5ubmcPn0aMzMztm3bhoeHB6IozpuS9mQYOmYkSaK2tpaEhATghZmoh4cHBw4cAF50RNrY2HD06FEsLS0ZGhrC3t6e7du3T7o0aUrs7e1HeQ5Nh6GhoQkNY6dCcnLyGGfs9vb2URovPj4+2NvbU1RUxLp16wgPD6ezs5PCwkJCQ0OJiYnhxx9/ZNu2bQui3uyPitKFZCQeP35Meno6AJs3bx6jTguQnp7Oo0ePMDMzQ6/Xs2XLlgVTDJacnIwoisTGxhptn6IokpeXR0lJCYIgsH79etauXTvqgjc4Z7u6upKbm8vOnTtndczk5GSioqJISUkhOjp6XmbNx48f5+uvv57Vje3kyZO8/fbbJtMF6ezspLS0VF7CM0U7dlNTE8+fP59RMNfX10dKSgpNTU04ODiwe/fuOc0c9fX1kZCQQEdHB1988cWimZgcO3YMLy8vWZpAo9FQXV3NBx98gCiK3Lt3j66uLqMYJ86G3NxcNBoNUVFR0/5sTk4OJSUlfPTRR9Mu0k9OTgYY0yH6888/8/7774/anyiK/PDDD7I434kTJ2QjyK+//prc3FxaWlqMMslQmBilC2kOMHSEGNbWHz58iCAIODo64ufnR19fH2q1Wi6OFUWR48eP4+PjM++Fln19fTx+/NjonVMqlYrNmzezefNmua315MmTCIKAt7c3mzZtYv369dy5c8doBaeSJKFSqYza1TQddDodKpVqVsFLYWEhLi4uJhU1c3Z2ZteuXXI9SkJCAra2tkZrx5YkiaKiohnXKtjb28vF8E1NTaSkpNDb24uXlxfR0dEmL6a1t7cnICCAdevWLZrgJSEhAT8/P/bs2SNnZZKTk9mwYQM9PT04OjoyODi4INRk1Wr1jLNrK1euJDs7m0uXLqHX61mzZs2UMiHt7e2UlZXxT//0T6Ne12q16HS6McGQSqXijTfe4OLFi3z66accPnyYc+fO4enpKWcWjx49OqFtioLpWRxX5iJi5No6vLj5VldXU1lZOUqzQKVSERgYyJMnT+Y9gLl06ZLJu3VGtrWKokh5eTl37txBq9XKN9vXdUi8DkM2cT6zivn5+QQGBs7483q9nqysrDlrwx9Zj2LMduyCggLWrVtnlPT68uXLOXLkiHzePHjwwCgdXpMxMDBAc3PzuJnUhYq5uTnV1dX89NNPhIeHU1tbS2xsLCtXrqSkpAS1Ws3z58+N7j49Ezo7O+Wi7ukgiiKXLl3is88+w8nJCb1eT0ZGBidOnMDKyort27cTEBAw5nPt7e2cPHly3HPyxo0bE2p2BQQEkJubS0VFBcHBwYSGhtLT00NRURFhYWHs27dvlOWAwtyiBDAmZvny5SxfvpygoCCuX78uiyQ9f/6c8vJyowidzYaSkhLs7e3ntF5EpVLJ7aHwojDv5MmTZGdnIwgCkiTh6OjI8uXLcXV1xcLCYkoPwt7eXhwcHOjq6po3p9+KiopZpedN4RA8VYzVjq3RaOju7p51HdCrvHremJLMzMxZK8XONbt372b37t1oNBru37/PkydP0Gq1uLi4sG3bNs6cOcP27dvlv+tIleS5Znh4eEbF6QYnb0ODgLm5OVFRUURFRdHd3U1iYiKJiYmjGgnKy8tJSUnB3t6euLi4UfsznKuTTTo++OADjh49SmBgIDt27OD48eNERUVx4cIFvv76a3x9fblx48aCCAz/aCgBzBzh6enJm2++yeXLlxkeHgZeXHzz4SpsQK/Xk5aWNu+dU7a2tmzfvp22tjY5S9XT00NTUxN1dXVyhxKMzbI4ODjg7u6Ou7s7TU1NeHp6olar57ReYiTDw8MzLoxVq9VoNJo5KVydjNm2Y8+V4JupmA/NF2Nia2tLc3Mzf/nLXxgaGiI+Pp6enh5EUZRr7rRarex67unpOS+GktOlvr6etra2CbPFS5Ys4b333gNeNBJcuXIFjUaDr68vb775JmlpaeNmX16nrGxubs7u3bu5cuUKH374IR9++CHnzp3D19eX27dvc+DAAW7dusXFixcn9H9TMA0L+4z9neHj4zNKPTI/P5/jx49jZ2dHXFzcnLvuXr16ld27dy+IG9e6des4efKk/LOjo+NrdUEkSaKvr4/W1lbZUdbc3Jyenh6WLVtGf38/bm5uODo6zkk9TG1t7axat2/cuMGnn35qxBHNnvHasQHWrFkzrtLws2fPcHNzM0ob+XywEDRfZktqair+/v7y9fPxxx8jiiI6nU7extramk2bNo1yPZ8rQ0lDndh0uX//Pp999tmUtg0ICODBgwe8//77eHp6cu7cuXEbFN55550pBaohISHk5+fz5MkT/P39CQ4ORqvVolKp+Pnnn/n00095+PAhx44d46OPPjK5ppHCC+b/yfUHxiCq1dzcTEJCAv39/YSEhBAZGWnyJYSGhoYFMds3oFKpMDMzQ6vVTjmDIQgCDg4OODg4yJYHBjQaDW1tbVRXV9PT0yO/bmlpiZubG+7u7jg5ORn195yTkzNj/6ukpCSCgoLmzfpgKrzajl1SUoKrqyvh4eFYWFggiuKif/hnZ2ezefPmBaH5MhM0Gg2PHj0ak1VVqVTjXleCIMjL3AZDycLCQtzd3QkNDTWJ+GF1dfWMJmuWlpbo9fopbVtYWMiSJUvkTOy77747bqAynSzb4cOHZTPHqKgojh07xqFDh/Dx8eEf//gHX3zxBYGBgZw9e5Zt27YREREx5X0rzAyljXoBIYoiaWlpVFZW4uDgQGxsLEuXLjXJsRaiW3Z+fj6dnZ1j1qmNyeDgIG1tbbS1tdHZ2SkvRZmZmeHm5oabmxuurq6YmZlNe9/Hjx+fUU1TX18fZ8+eXZT+Wa2trZSWlsqdXyEhISY7Z01NZ2cn5eXls/Zrmk9Onz5NdHT0jApkRzLSUNLY4oc3b95k9erV0+6GqqqqIi8v77U1ZjqdjuPHj/OXv/zF6BPB/Px8nj17xsGDB+nq6uLXX3/lz3/+M+fPnyciIoLVq1cjiiKXL19Gr9fz0UcfKToxs0Rpo14kqFQquSBNrVZz//59BgYGCA0NZevWrUa7EO7fv8+aNWsWVPACEBERMWoZyRRYWVnh5eU1xrZAr9fT3t5OS0sLFRUVcp2SSqXC2dkZd3d33NzcJpyR1tbWzthl+dKlS4u2ANBgA9Da2kpycjJFRUWjVGEXC5Ik8fDhQ5M7TZuSR48eYWVlNevgBcYaShpT/HCm2ilBQUGUlJRw9+7dCbvQ6uvruXXrFrGxsSYJHDZs2EBxcTGNjY14eXkRFBREfHw87733HidOnJA79w4dOsTFixf57//9v/Pll1++VpVcYWYoGZgFjqFN8PHjx3IV/WzWqHt6ejh37tyCne2fOnWKI0eOmFwhdqqIokhnZyetra20tbUxNDQkv+fk5ISrqytubm6cP3+eDz/8cNpLQCUlJVRVVU3JlHAhc+/ePaKjo7GwsKC2tpba2locHR0JDw9fcIHyeJSWlmJvbz8tL6+FhEF07fvvvzdZTVtHRwelpaUMDQ2xatUqvL29ZxSknjhxYsr+XuORnJxMTU0NKpUKBwcHLCws6OjoQBRF7O3tOXDggElrUDQaDadPn+b7779HpVJx7Ngx3nvvPWpra3ny5AlDQ0MMDAywbt06Vq5cyfnz5zl48OCi9sibTybLwBglgBEEYT/wr4AZcEySpP/9lfetgJ+BjUA78LEkSXUv3/vPwLfAMPAvkiTdffm6E3AMCAMk4BtJkjInG8fvMYAZiVqtJjExkYGBAcLCwtiyZcu0ZxknT57kzTffnPOC4amSk5NDX18fMTEx8z2USZEkie7ubtra2mhubqaysnLaN+WhoSHOnDnDn/70p0WdZq6qqkIURVavXj3q9Z6eHoqLi9FqtaxcuRJ/f/8FmZXRarWkpaWZPPuSlJSEra0tmzdvNvrf+9q1a/j6+rJ+/Xqj7nc8hoeHqaqq4tmzZ9MOUvv6+rhy5QpffPHFrMchiiLNzc0MDg7i6+s74e9Up9Nhbm5u1N95ZmYmXV1dHDhwgPb2dk6fPo29vT1dXV288847o64FrVbLqVOnOHjw4Lx1Ry5mJgtgZv0XFQTBDPg34AAQAnwiCMKrlaHfAp2SJAUC/yfwX19+NgQ4AoQC+4H/8XJ/8CIguiNJUjCwDng027Eudjw9Pfnss8/46quvGBwc5MSJE5w/f562trYpfT4/Px8XF5cFG7wAbNy4kdra2vkexmsRBAEnJycCAwNlg73pIIoit27dmpVY3EJgaGiI2tracb+/o6MjO3fuJDY2VnbWzsjIoLe3dx5GOjFzYcpXXV1NY2MjGo2GEydOcPr0aaOd5y0tLXR0dMxJ8AIv6sWCg4PZu3cvwcHB5OfnEx8fT21t7WtFJA1dasZApVLh6emJn5/fpNfQzz//TF9fn1GOaSAyMpL6+npOnz7N5cuXsbOzw9fXl++++47U1NRR21pbW/OnP/2Jq1ev0tHRYdRx/NExRq5xC1AtSVItgCAI54CDQPmIbQ4C/+Xlvy8C/5fwYip2EDgnSdIg8EQQhGpgiyAI5UAU8BWAJEk6QIcC8O+6BLt376apqYm7d+++Niuj0+l4+PAhf/nLX+ZhxFPHUAxaUVEhF9QuxFn7SCoqKhBFkcePHwMvvoO7uzteXl4EBASMWVYyPMwdHBwIDw+fjyEbjaysLLZu3TrpNgbV6cDAwFFqvytWrJADwPni2bNnuLi4mHSZSxRF7t+/L3vqxMTE0NnZSVJSEgkJCVN2b5+Ia9eu8dFHHxl30FNkyZIl7Ny5E1EUZUPJySwp/P39ycnJmbPxpaSksGLFCqMuKZWXl5OVlYWFhQXt7e2EhoZiZ2dHcXGx7FSdmJg4qm3b1taWjz76iKtXr85q+UxhNMYIYLyAZyN+bgBevaPJ20iSpBcEoRtwffl61iuf9QIGgFbgpCAI64A84D9KktRvhPH+rli+fDmfffaZLEp3/PhxHBwciImJGZVpuXLliskK24yFKIqkpKSwZs0abGxsaGxslFuTF7KuiCRJo7qPdDodT58+pb6+ntLSUll/w8LCgq1bt/LkyRMiIiIoLi5e1HoRLS0tWFpaTuvBO1Lt9+nTpyQmJmJlZUV4ePicFzrOlebLlStXxjiyOzs7y3VPtbW1snt7QEAAO3bsmLLAZXp6Or6+vjMuIDcWI4PU/v5+iouLxw1Sra2t0ev1XLt2jX379pm01q2np4fKykqj1/uZmZnx6aefYm1tTXJyMhqNhu3btxMUFMSlS5f45ptvOHr0KBs2bBh1Tru6uuLq6kpBQcGcZct+7yzULiRzYAPwHyRJeigIwr8C/yvw/3p1Q0EQ/gz8GZg3a/iFgLm5OdHR0URHR9PU1CTryvj6+uLv78/Q0NC0lznmmuLiYlavXi3bGqxYsYLVq1eTkZFhVJdsY9LX1zemM8nS0lL2FxqJoe3SUOS3mIMXSZLIzc2d8cNfEAT8/Pzw8/NjYGCAkpISuru78fLyYvXq1TNqY58uOTk5c6L5Yuhwam1tHRPIAHLXliiK5OTkcPr0aczMzNi0adOktgkGNd35VtJ+FTs7OzlIra+vHxOkfvPNN5SXl3PmzBlsbGzYv3+/SfzgLl26xMGDB42+35H30ejoaE6ePCmrf3t6epKZmcl7773HxYsXZfNeA++88w4//vgj4eHhC0JAdLEz6yJeQRAigf8iSdK+lz//ZwBJkv5/I7a5+3KbTEEQzIHngDsvghJ5W8N2wBMgS5Ikv5ev7wL+V0mS3ppsLL/3It7pIooiRUVF3Lt3Dzc3NyIjIxeMcN14pKSksGPHjjEX9qvp2IVEeno6KpVqSr45z549o62tjfXr13Pp0iXa29uxtLTk008/nVdLiZmQl5eHp6enUT20JEmisbGRyspKzM3NCQsLw9XV1Wj7H8lca76IokheXh4lJSXAC+Xp9evXT5gRNbjaNzU1YW9vz+7du8cUgJ45c4YdO3Ysis6pgYEBSktL6erqYvny5QQHB2NmZoZarSY+Ph69Xs+ePXuM0gIOLwQJW1paTG5SCy+0kM6dO8c///M/A3D06FE+++wz0tPTsbW1ZdeuXaO2Ly0tpbKykg8++MDkY/s9YGodmBwgSBAEf6CRF0W5r+qhXwe+BDKBw0CiJEmSIAjXgbOCIPw3YDkQBGRLkjQsCMIzQRBWS5JUCcQxuqZGYQqoVCpaWlrYuXMn69evJzExkfT0dFxdXdmzZ8+CywCEhISQlpY2ysywpKSEpqameR7ZxNTU1EzJ/2RoaEherujs7GTZsmV88MEHaDSaRRe89Pb20tvbK1sMGAtBEPD29sbb25vBwUHKysrIz8+fsgfTVJkPzReVSsXmzZvZvHkzOp2OBw8eyA7KkZGRY8wER7raq9VqUlJS6O3txdvbm927d9PY2IiZmdmiCF4AbGxs2Lx5M5Ik0dTURFJSEn19fezcuZMvvviCyspKMjIy+Pjjj2d9LI1GQ0FBgckzU11dXdy6dYuBgQH8/Py4ffs2b731Fu+88w6XLl3iiy++4OjRo6xbtw5HR0dEUaSwsJCCggL6+/tpbm5e0A0Vi4FZBzAva1r+F+AuL9qoT0iSVCYIwv8G5EqSdB04Dpx+WaTbwYsgh5fb/cqL4EQP/LMkScMvd/0fgDOCIFgCtcDXsx3rH43u7m7q6+vlC9kwG6murubKlSvo9XrWr19PRETEgqiNcXd3Z82aNZw6dQp/f39EUcTHxwetVosoigtijK+i1+unVAA6stNl5MNzMWikvEpmZuaMLROmipWVlexmPdKDKSQkZNY3/fLyclavXj1vKXxLS0tZbbqrq4vk5GSSkpJwcnJi9+7dY5SMPT09OXLkCKIoUl5ezvnz5+nt7eWvf/3rfAx/VgiCgJeXFzk5OXh7e1NfX09BQQFPnjzh0KFDRjnGxYsXefPNN016v+jr6+PMmTO89957chbyxIkTPHv2jOfPnzM8PEx+fj6HDh3iH//4B87OznR3d+Pn58cXX3zBwMAAFy5cGLPEpDA9FCG73zEnT57krbfemlDaXafTkZKSQl1dHU5OTsTFxZlkLXo6pKWlMTAwILtSA/z222/4+/svuOUvrVbL+fPn+fLLLyfdrr6+no6ODiIiIqisrESlUk1bRn2h8PjxYyRJmpd6qqGhIcrLy2lpacHV1ZWwsLBpZ6/mSvNlJjQ0NPDgwQP6+vrw8vIiKipqXGHEGzdu4OnpyaZN42bVFzzNzc3cunWLr7/+9zmpWq2moqICmNgodCoUFRVRU1NjcmHIkydPsn///lHLej09Pfzyyy988sknODg48K//+q/Y2dmh0+kIDAwcoz5869YtXF1dX9vF90dHsRL4A1JQUICLi8ukvjSWlpZyoPDs2TNu3bqFVqs1unXBVNFqtZSVlY1J/e7cuZPr168vuACmuLgYf3//SbcZHBykvLycffv2odfrqaurm1AGfaGj0+l48uTJvI3fwsKCdevWAdDW1kZmZibDw8Ny4fdUinEzMjKmVK80H3h7e/PJJ58AL7JEly5dklVvt2/fjrm5OW1tbbS2ti5a6wmA69evj1kqMhTADg0NyUahLi4uhIWFYWVlNaX96nQ6MjMzTa4ynpWVxdKlS8fUJDk6OuLl5cUvv/yCjY0Nq1atQq1W87e//Y0TJ07Q2dmJs7OzvP3+/fv58ccfWb9+/aJbRl4oKAHM7xC9Xk9WVta0NF98fHz4/PPP0ev1pKenc/z4cezs7IiLi5uzddqLFy+yb9++MYHTkiVLGBwcnJMxTIfHjx/z7rvvTrpNWloaO3fuRBAEsrOz2bJlyxyNzvhkZmaaXPBtqri5ubF7926Gh4epqKigvLwcJycnwsPDJ2zNNWi+2NnZzfFop09ISAghISHo9Xqys7P56aefUKlUaDQaPv301RLDxUNaWtqkuiwWFhasXbsWgPb2drKystDr9axevRovL69Jg9SLFy+yZ88ek068NBoNRUVFYyZZjx49Ii0tTXa4/+ijj3B0dKSsrIwTJ07w7rvvcuHChVHBlUqlIiYmhhs3bigFvTNECWB+h1y5coWYmJgZXcgjRfKam5tJTEykr6+PoKAgdu7cabK6gaqqKszNzScsSnRzc6OmpoaAgACTHH8mDA4OTloIXVNTw7Jly2SJcUmSRs3AFhOGbpjxxMnmEzMzM0JDQwkNDaWzs5OcnBw5Ze/r6ys/8OZK88XYmJubs337drZv305qaiptbW2L9hzSaDSUlJQQHh4+JhsxHq6urnKQ+vjxY+Lj41myZAnh4eFjdKEqKysxMzMbUwxtbC5dusRbb7015t4aEBDA6tWrUalUNDc3c+nSJb7++mtCQ0NxcHDgypUrhISEcOvWrVFLSatXryY1NRWdTqdkYWbAwquKVJgVz549Y2BggODg4Fnvy8PDg08++YRvv/0Wa2trTp06xenTp6mvrzfCSP8dgzLtZOvWO3fu5OHDh0Y97mzQ6XSTapXodDqqq6sJCQlBkiQyMzMX7Vq3oXvCUFS7UHF2dmbXrl3ExMSg1WqJj48nKyuL/v7+OdN8MRVarZby8nKjFbrOB5cvX+att95iw4YN1NTUEB8fT05ODhqNZtLPmZmZsWbNGvbu3cuqVavIy8sjPj6eJ0+eIEkSer2exMREk2cxKioqsLKywtvbe8x7lpaWclDj4eGBq6sreXl5wAt9sn379tHY2EhzczNqtXrUZ3fs2MGdO3dMOvbfK0oA8zvj1q1bU2rrnQ4qlYpt27bx3Xff8dZbb/Hw4UOOHj3KvXv3ZJXZ2XDnzh02bNgw6QzEzc3ttTe6uaS0tHRS4cTMzEwiIyMRBIHCwsJFLVyVk5PDpk2bFs3D3+BNtXfvXkJCQsjKyqK2tpbu7u7XevUsVC5dusQbb7yxIDvxpkJlZSUWFhb4+vpia2vLpk2b2LNnD0FBQSQnJ0/ZF8rJyUn219Lr9cTHx3P27Fm2bNli0utLFEWSkpKmXBz89ttvy9lAeCFWqFKpiIiI4ObNm6O2DQkJobm5GVEUjT7u3zuL82pQGJeEhATWrFlj0tZcFxcXPvzwQ7799lvc3d355Zdf+Omnn6iqqprR/jo7O1Gr1VOqDXFycuLZs2ev3W4uqKiomFAOvLGxEQcHBxwdHenr66Orq2vcWdtioKurC51ON2kxuLHR6XRGu5k7ODgwNDTEhx9+CLy4RtLT0+np6THK/ueCmpoaBEFg5cqV8z2UGWF4+L/33ntj3luyZAkqlYoVK1ZMa5+GTr69e/fy3nvvMTg4yK+//io7oxubmzdvsnXr1ikHSSqVij179nDx4kX5tffff5+HDx/i6+vLgwcPRm3v7+9PQUGBUcf8R0AJYH4n9PT0UFNTQ1RU1JwcT6VSsX79er755hvee+89ysrKOHr0KDdu3JhWpuTKlStTlvvesWMHmZmZMx2yURkYGBh3DX94eJji4mI5uFlIha/TRZIksrKy2LZt25we9/nz5xw/fpxffvll1suVjx49YtWqVVhYWBAQEMCePXuIiIigvLyc+/fvU1lZaZQHXnNzMydOnJCVdo2FwQjS2FnVueTmzZts2bJl3AxrZWUlQUFBs7KOcHBwkMUPzc3NSUxM5MGDB3R3d89m2DJtbW20tbVNewnVUI9TXV0NvFhmioyMRKPRUF5ePuo+GRUVRVFRkVHG+0dicea0FcZw+fLleWutdHR0lNfmDUJbAFu2bCE0NHTCz+Xn5+Pm5oabm9uUjuPp6bkgZs56vX7CVH5WVhZbtmxBEASqq6vx8fGZchvoQmPkw38u8fX15fvvv6etrY2kpCTu3r2Lt7c3MTEx0zL/02q1NDY2jtIUghdePdu2bZO9epKSkrCwsCA8PHzGBbIeHh58+umnJCUlkZWVZTS169u3b792eXUh09raSltb27jdenq9nqdPnxqlLf/27dt88cUX2Nra4u/vj0ajobS0lO7ubry9vVm1atWMg6Rr167NWFfm8OHDnDhxQl5CWrduHQUFBWzatInLly/z+eefAy+CGzMzM3p6ehacQvpCRglgfgeUlJTg4OAwRpdgPjC0f2o0GpKSksjIyBj3Zm5oD52uZoO9vf28S3A/evQILy+vMa+3trZiZmaGq6srOp2OmpqaRav5MtHDfy5xc3OTl35KSkr4xz/+gSRJbNy4kfDw8NfWg7wu+yUIAitWrGDFihVotVpKSkpkr56ZKPVaW1tz4MABYLTa9aZNm6Y03lfp6Ojg+fPnvPXWpBZwC5pr165NmD0ylqzAeEvntra2bNmyRfbXSk5OnpG/1sOHD/H09JxxYGtpacnmzZu5efOmHMQdPnyYs2fP4ujoSFVVlSxquX37dpKSkkxiQPl7RQlgFjl6vZ60tLQF50hra2sr33hramq4evUqQ0NDREREsH79ei5fvkx0dPS0b+rbtm0jPT3d5Eqbk1FWVjbGXNLgJGxo083KylqwgmlTYaT1wUIgPDyc8PBwtFotycnJZGdns2TJEmJjY8fN4DU2NuLk5DRlzRdra2vZq0etVpOamopKpSIsLGzKGcKRBAYGEhgYOGq8Li4u7N27d8oz7CtXroxbN7JYyMzMxMvLCycnpzHvdXd3Mzw8POuW8L6+PmpqaiacCL3qr1VaWir7a4WEhEwapOp0OgoKCmYtjLdx40aKi4vliZe9vT3BwcFoNBoSEhIICAiQa3qSk5Nndaw/GkoAs8i5du0au3btWtAdLgEBAQQEBMjWBf/zf/5PBgYGZD+Y6eDn50d8fLwJRjl1+vv7xxS15uXlye7Cz58/x9bWdtGmguvr63F1dV2Qgm/W1tZykNjQ0MDdu3fRaDSjdIpEUaS4uHhGmi+CILB8+XKWL1+OTqejrKyMgoICli5dSkhIyLSX00aOt7a2Vs7KbNiwgXXr1k0YwGdnZ7Ns2bJ5t/aYKRqNhtzcXP72t7+Nea+jo4OMjAzeeOONWR/n0qVLU3actrKykg1Inz9/LhfSTuSvdfXqVeLi4ozS+fXBBx9w/vx5eaIZFRXF0aNHWbNmjWwCCS8CssrKynmx6liMLNynnsJrUavV9PX1ERYWNt9DmRIGE7va2loOHjzIzz//jJWVFSEhIaMcqF+HjY0NHR0d83JzF0VxTDtxV1cXAwMDeHp6Iooi+fn5i04wzcDw8DBlZWWLYvze3t589tlniKIoq9VaWFjg5uZmFM0XS0tLuRi7ubmZtLQ0JEkiJCRkRl49K1euZOXKleh0OpKTkzl27Bje3t7s2bNnVI2LTqcjPz/f5JL4puTKlSuEh4eTnJyMIAh4eHjQ3t7O0NAQzs7OxMTEzLqup7y8HDs7O9lMcTosW7aMZcuWyf5axcXFo/y1+vr66O3tNZpnmaOjIytXriQ5OVk2Qj106BA3b95EFEU6Oztpa2vDy8uLrKwsJYCZIkoAM4eIokhzc7PRalVu3Lix6GTFExISCAkJkW9qhqLcEydOYGtrS0xMzGt/P1u2bCEtLe21Mv6moLKyctTDyyBSZzAHzMvLY+PGjYtWr+Phw4dyEfJiwaBTtG3bNhoaGigqKsLd3d2ox/Dw8MDDwwO9Xj9jrx4DlpaWcvahqKiIn3/+GQcHB/bv38+SJUu4dOkSe/fuXbTnUHV1NWZmZvKD2nDfCwoKMloxsiiKpKSkzHrpfDx/LYNnmbHrv+Li4vjxxx/ZtGkT9vb2uLu7o9fr8ff358qVK+zatQtLS0t6e3sVZd4pogQwc0hycjLPnj1Dp9Ph7u7Onj17xnWbnQopKSkEBATM+PPzQXd3N3V1dXz77bf8+OOPrFixQjanO3z4MIODg7J1QWBg4IRLY0FBQaSkpMzp2KuqqkhNTaW/vx9RFFGr1ahUKrRaLR4eHkiSRHd3NwMDA/NaYDwb2tvbAaZV5LiQkCSJ0tJSoyxNTIS5ublcjzNdr57xWLduHevWraOhoYGrV68yMDCAnZ3dgrLMmA6iKBIfH88333wjv6ZSqYzeYHDjxg22bdtmtKXzuro6vL292b17N52dnVRWVlJZWcnz58/HtS6YKe+88w4XL17kq6++Al4sr1dVVeHm5kZPTw+tra1s2LCBlJSUeS2gXywoAcwcodVqqaqqkg0Wq6qquHTp0pTWw19Fo9FQUVExLbPGhcDly5c5ePAg9+/fJzAwkLq6Ov7lX/6Furo6bty4gU6nY+3ataxbt45/+7d/o6amBisrK6Kjo/Hx8Rm1L0tLy9e2HIqiSGtrK2q1mo6ODnmpx6COKQgCkiSN+r/hdRsbG+zt7Vm2bBkBAQHk5uby/vvvY2dnx88//8y3334LwP3793FycuL06dNYWFjIbsKmRq1W09nZaTSHbkmSyM7ONunD39SUlpby5MkTqqurWbNmjcmPNx2vntfh7e3NF198wQ8//CB3Xi1Gbt26xcaNG02aPWhtbaW9vd2o3TptbW0kJCRgbm7O4OAg7777Lt7e3nR1dZGbm8vg4CCBgYGsWLFiVtlJT09PHB0dKSoqYt26dTg4OBAXF8eDBw/IycnB09MTKysr6urqjPbdfs8Ii1Vaezw2bdok5ebmzvcwxuX8+fNs3LhxjNmYYT386dOnODk5ERcX99rajp9//pnY2NhFpe6al5dHY2Mj0dHRnD9/HjMzM959991RHR56vZ6UlBRZdtzgbZKQkEBXVxcrVqxg586d2NraUlpayrNnzzhw4ICcoq6oqKChoQG9Xi/v097eHldXV/k/JycnbG1tJw0WDWvSHR0dNDY20tTURE9Pj7xU0N7ezpEjR/Dw8CAjI4O1a9eSkZFBVFTUnJkdajQaEhMTUavVuLi4EBcXN263x1QpKirC2dl5UnsEY1FeXk57ezs7duww2jLJ4OAgqampREZGkpSUxPPnz3F2diY2NnZOa6W6urooLS1Fq9USEBCAn5/flB94t2/fxtnZec6FA41Fe3s7V69elYN7U3Hs2DEOHz48q/N9Impra7l69SqOjo44Ojqya9cuubaturqap0+fYm9vT3h4+Iyz36Io8j/+x//gu+++o729XS7cValU9PT0MDQ0hI2NDdu2bZuT63GhIwhCniRJm8Z9TwlgTE9zczN37tzhyy+/nHS7+vp6UlJSGBwcJCwsjC1btoy5wZeXl1NWVraoZmk6nY4TJ07w5z//mZMnT9Ld3U1wcPAoV9ZXGfm7WLt2LRs2bODHH3+UTdMEQaC1tVUOgJYsWcLKlStZvXq1Sa0U4EUHw5UrV9i5cyf9/f1oNBp27949KzXR2VBbW0taWho6nY7Q0FC2bt06rcBAo9GQlZU1pjXcVIiiSEZGBo8ePcLBwYE9e/bMqFV5JMnJyXJtgYG6ujrS0tIYGBhg1apV7NixY8669URRpKamhrq6uik98Do7O7l06RLffffdnIzPFBw/fpz33ntv3IAxIyMDT09P/P39Z3UMURQ5fvw41tbWxMbGjqvHNBuOHj3Kxx9/jKOjI5cvX6a1tRWVSjVqSbu3t5eSkhL6+/vx9/eXReqmiiRJXL58mf7+fj799FMyMjLYuXMnP/74I9bW1mi1Wj755BOuXbvGn/70J6N+v8WIEsDMM8ePH+eDDz6Y8oxBr9fz4MEDqqursbe3JzY2Fg8PD0RR5IcffuD7779f0G3Tr3Lu3Dk2btyIXq+nsLCQxsZGli9fzuHDh1+bajb8LiorKxkcHOSzzz6TH3anTp3io48+MnnAMh7Pnj3j/PnzbN++fcHopej1etLT06mqqsLGxobo6Ogp3eDj4+PZuXPntFRujUVTUxOJiYlotVrWrVs3owJog8vvRFLvoijy8OFDysvLMTc3Z/v27UbrLpkKfX19FBcX09/fj5+fn6z7MZITJ06MyUguJh4+fEh7e/u4k5Kmpibu3LnDkiVL6OjowMvLi9jY2Fmdb+3t7cTHx9PT00NwcLBRsnnp6enk5eWxdOlS1q1bR3p6Ot999x2iKJKXl0dxcfGo80eSJJ48eUJtbS3W1taEh4ezZMmSCff/8OFDNBoNLi4uLFmyhKKiIpYtW4ZGoyEmJob6+npu3bpFW1sbf/vb37h27RrvvfeeSTJNiwklgJlHDEsnM+2YUavVJCUlycWjW7ZsmdBEcCFimAV/+umn/PDDD9jZ2REdHU1/fz/JycmyI+1UaGxs5B//+AffffcdTk5O5Ofn09HRIXcAzSXV1dVkZWUREBBAX1/fhA+m+aK1tZWkpCS6u7vx8fEhKipq3ECvtraWgYGBSS0f5gLD8mFtbS3Ozs688cYbU9LREUWRO3fucODAgSkt1fT09JCUlERLSwuurq7ExcVN+tAxJpIkUVdXR01NDZaWlgQHB7N06VJyc3NRq9XzZgUyW0ZmWMc7/48dO8aRI0fkDFRJSQmG+/TmzZtnJQMhiiLp6elUVFTg6OjInj17ZlSErtVq+emnn/j+++9pbm7m9OnTODg4sGLFCqKjo+Vrp6enh8TERFpbW1m6dCkxMTE4Ojqi0WgoKSmhp6cHHx+fCf2dfvrpJ4aHh/nmm28QRZGTJ09ib2/Pzp07uXfvHlqtFj8/P/Lz84mOjqa4uJitW7dO24fp94QSwMwTr7uwp4NarebXX3/Fzs4Oa2trdu/ePaawdaEhiiJHjx7lyy+/5P79++j1erq6uvj666+BFw+tkydPEhsbO6Wui6dPn3LhwgVCQ0NxdnbG2dmZ5OTkeSlm/uGHH/jyyy+xtrZGkiSePn1KdXU11tbWrF27dsGI2ImiSElJCfn5+YiiSFhYGJs3b0alUjE0NMRPP/00o2UnU1JXV0dqaip6vZ7NmzcTHh4+4bbZ2dn4+fnNyC27traW9PR0BgcHCQ4ONmpXy+sYHBykoqKC58+fU1FRwb59+1ixYoXRul3mkrNnz7Jt27Zx3bKLioqoq6sbt+DWYDfS1NRklDquhoYGkpKS0Ol0rF+/noiIiCmf07/88gtRUVH4+vqSk5NDc3Mzb7/9NmVlZeTm5qLX6wkJCRl1nVRVVZGRkYFer2ft2rVs3LgRQRBoaGjg8ePHDAwMyGUAhiyhr68vz58/p6GhgU8//ZT6+nrOnTuHlZUVX3/9NQ4ODiQlJbFy5UrOnz8vnxPt7e28++67c+oKv1BQAph54syZM0RGRo57YU+XH3/8kSNHjuDo6Eh7ezuJiYlyYWt0dPSC1Ay4d+8ednZ2hIaGcuHCBYaGhnBxcWFwcJAPP/wQW1tb9Ho9x44de22QJ4oiP/74I++88w59fX10dHTQ2dlJbW0tf/7zn+f0+ycmJiIIAjExMWPe02g0FBcX09vbi6+vL0FBQQsmMNDpdKSnp8vdXYaC0ZKSEqqrq+WOiJEaKg8fPqSgoICVK1fO+Xmm1WpJTEyksbERDw8P9uzZMyqL1N3dTXFxMbt27ZrVcfR6PVlZWVRUVGBlZcWOHTuMcs1OhXPnzhEREYGdnR0NDQ0MDAyMyiRZWFhgY2Mj/2dtbS3/29LScl70elJSUnBxcWHNmjXU19eTlZU1oR7V3//+9ymdO0+ePOHu3buyqOVsMDRG1NXV4e7uzt69eyetP6qsrKSwsJCPP/4YnU7H8ePH+ctf/jLqutXr9WRkZFBVVYWFhQWRkZFy5lin05GWlkZNTQ12dnbExMTw/Plznj59iru7O0+fPmXFihVs3rxZ/h0UFBSQlpbG0qVL2bdvH/fu3cPBwYGoqChyc3OJjIykpaWFS5cuYWNjg5OTE319fbJx7mIqIZgtSgAzD1RWVlJQUMCRI0dmva/U1FQGBwfH6AKIokhhYSEFBQXzsrY/Gd3d3Zw6dQpXV1d6enpwdXVl9erVREREUF9fT3x8PBs2bKCxsZGqqipiY2NZu3bthPu7efMmNTU1+Pj48MYbb8g3pKysLHQ63axvelOlr6+Ps2fPvlYlVZIknj17xuPHj7GysiI8PHxBrWXX1tZSW1s7avmtqamJpKQkBgYGWLNmDevXr+f06dN8//33o86zHTt2jOmmMzWVlZVkZGQgCIJ8/Hv37hEbG2tUt+yuri4SExNxcnIyeVGzYXnV4Ej8KpIkodfrGRgYGPWfVquV5QAmun8LgiAHOyODHsPPM30AZmVl0dDQwJIlS2hoaKC1tRVPT0+Cg4MJDw8fU9diuEcVFhYiCAKbNm0iNDR03KD+xx9/5PPPPzdqTVtVVRXp6elIksT27dvHKNwaJkbffPMNlpaW/Prrr6xdu5bg4OAJ9zlyGdLJyYmYmBi5dqm5uZnExESePn3K1q1b2b17NyqViubmZn777TdWrFhBaGgoiYmJREREyDIIdXV1dHd309raip2dHUuWLCEkJAS1Ws3Vq1fZunUrhYWFDAwMALBp0ya2bt1qtN/TQkYJYOaYVy+K2aDRaDh9+vRrl0l6enqIj4+nra0NT09P4uLi5qW41cDJkyd58803qaysJC8vD1tb21Hf4e9//zurVq3Cx8cHURR5/PjxpDUA5eXlskqmJElYW1uzfPlyOjo66OjoGNdzxRT89NNPvPHGG9MS5hoYGJCdjn18fFi1atW8dSzBiwfjnTt32Ldv37gPElEUSUtLIzs7m8OHD+Pn5ye/ZzjP2tvbjVKMOV36+vpISEhArVazZ8+eOQ+kjMXI5VVT/P5EUWRwcHBM0GP4b3h4eMLPmpubjwp6rKyssLa2ZnBwkJs3b/L999+jUqm4deuWnIkpLCwkNzeXd999d8JJlFarJSkpicbGRhwcHIiOjpZFHxMTE1GpVLJ6r7ExnDeGZZzY2FgsLS25fv063t7ebNiwgaamJu7fv//abtGR1NfX8+DBAwYGBvD19SUqKoqMjAwsLCwwMzOjrKwMR0dHVq9eTUVFBYcPH+bKlSt0dXURGRnJmjVr5HvBvXv3iImJoaqqioqKCg4dOiQHP5cuXeLzzz/H0dERURS5e/cuDQ0NvP3220YXCVxoKAHMHKLRaOSuG4NE9WyYieZLWVkZ2dnZwAvZ/bku0CwsLKSuro4333yTEydOYGZmxocffjgqA3H8+HFZL6K2tpbS0tIpFTp3dHRw/fp1+aawbNkyrl69ypdffmnytGpZWRmPHj3i8OHDM/q8JEk0NjbKOjdhYWHz4ueUn5/PsmXLJvWQefToEcXFxXz88ccTblNaWkpSUhLR0dGT1qkYG4Pmy2JWKr179y729vbs2LFjvocyBr1ePyrgGRwclIOPgIAAbGxs0Gq11NTU8MEHH7Bs2TJ6e3v59ddfpyztr1arSUlJobe3Fw8PD9Rq9ZzVshUWFpKXlwe8uCYNres//vgjn3766Yz0XURRpKioiMLCQoaHh0e1wxvqXJydnVmxYgV1dXX8+c9/prGxkUePHmFnZ8eGDRsYGBigvLyc7du3097eTk5ODnv27MHc3Jy2tjZ+/fVXPvvsM7novKenh6tXr6JSqfjoo48WZBmBMZgsgPnjLKSZGFEUSUpKoqamhv379xtFgKi8vBwbG5tpC9aFhoYSGhoqF8llZGTg6upKbGysyZcxDPUEf/7znzl//jze3t6oVKpRx33w4MGon7Ozs9m5c+eU9u/i4oIkSURFRclp26CgIHJzc00qAGZo556NTocgCHh7e+Pt7Y1Wq6W0tJTc3Fy8vLxYvXr1nKxr9/b20tPT89quhufPn9Pd3U1qairbt28fd2zBwcGkpaXNiertSDIzM4mMjJzTYxqT7u5u6uvrZ+3jYyrMzc2xt7cf9SC/f/8+4eHhct2XQfOlu7ubiooKysvL2bFjxyhF68nw9PTkyJEjsjTEVB2ljUFERAQRERH8/e9/56OPPgIgLS0NPz+/GYvTqVQq1q9fP26HaFlZGVFRUWzatIn4+HiGh4fJyMhg+/bteHl50d3dTUZGBpaWluh0OnnJffv27dy7d4+4uDjc3Nw4cuQIZ86c4ciRI7i4uODo6Mif/vQnzp8/z7/+67+ydevWOVtKXygoGRgjcfbsWby9vY12Ahlb8yUhIYHy8nJsbW2nXaE/HS5evEhoaCgWFhZkZWXR3t6Ovb09np6e6PV61Go1NjY2skBTfX09SUlJU07bPnnyhNu3b/PXv/5VHr9Op+PMmTNyd5MpuHz5MkFBQUbPNEiShFqtpqKiAjMzM0JDQ02qBXLv3j127949JQNCURTJysqivLwca2trYmJiRunKXLp0iVWrVs1p9qWpqYnnz58v6rbSkydP8tZbby2qjpITJ04gCAKCICCKImZmZrz33ns4OjqSlZVFW1sbq1atkpVq165di52d3Wv3a9ABmqgOyFSMrCvUarWcOnXKKN2ir9Ld3c2FCxdGTXxEUSQ5OZmqqio2bdrExo0bgRcZFcM988iRIwiCIE9CY2JisLW1pbu7mzNnzrB///5RheanT5/G3Nycnp4e3njjjVkLBi4klCUkE2MKddzLly8TEBBglGUoQzu3QZRppHXBnj17cHZ2NsKIX+i0JCQk8Pnnn8uquXv37sXT01PufFm2bBknT57k+++/p76+nrt37/L1119PuQ5AFEUyMzMpLy/H29ubAwcOAC9mhF9//bVJgjK1Ws3du3dlAzZTMTg4SFlZGe3t7Xh4eBASEmLUrMzjx4+RJGlMIeNUMHjF9PT0sHLlSoKCgkhOTp5TpVDD2v/+/fsXlVv2SAoKCqivrzeqj89c0tfXx4kTJwgNDeX58+cMDAzQ3t7Ohg0biImJGVepNiAgYMK/1/Hjx/nwww/nVHagr6+PM2fOyEtWk7WBz5ZTp07x5ptvjhusGs7nZ8+e8f7778sTl/v379Pf38+mTZvw9vZmcHCQ+Ph4OYjR6XScP38ee3t7Dh48iEqlkmuqDhw4QFpaGsPDw7z33nuLyux3IpQlJBNiEOAyZjpYrVbT09NjlOAF4MKFC7zxxhvyw9Bg2FdfX8/NmzcntS6YDr/99huffvoply9fRqPRYGNjg6enJ+bm5qMemhEREfzbv/0bLi4ufPvtt9Nau1WpVOzYsYPBwcFRN0U/Pz8KCwtNMjO/efPmpLUgxsLKykoe//Pnz0lNTUUQBEJDQ2c9W9fpdNTV1c3YrNHNzY2PP/5YViW9d++eUTrspkNiYiI9PT309/cvyhuzYXl1sZmwjuT69eu888478gz/l19+4eOPP6a1tZVTp05hbW1NXFwc27dvl5VqExISsLGxITw8fFSgUlJSgqur65xrJl26dEluGKirq0OSJJMELyUlJSxZsmTCa1elUnHgwAG6u7s5d+6cLFK6a9cuHj58SFtbG9XV1WzcuJE9e/aMCmK++OILcnNz+fHHH4mLiyMoKIhPPvmEX375he+++47W1lb+8Y9/IIqiXHT9e0TJwMySX3/9lfDwcKPWAYzUfJktJSUlVFZWTlp4OtK6wMHBgdjY2Gk/MA3aKOvXr+fChQv09PQQGhqKWq0es62lpSVRUVEzFuLTaDQcPXqU//Af/oN8YWo0Gn799VejZ0lSU1PR6XTzovYLLwKP8vJyWltbcXd3l5fnpktKSgobNmyYM7NJY2PQfHF3d+fhw4fo9XpCQ0NnHXTPJVNp0V3I1NTU8PDhQ1nzZaR+ioGWlhbi4+Pp7+8nPDxc/vuMVKr19fUlICCAY8eO8d13382ppklJSQlVVVW8//77wAtByi+++MLoHZtT1bcyIIoi//jHP2TD2vj4eGJjY9FoNJSVldHb24u9vT3Nzc3s3btXHq9Op+PKlSvodDo++OADmpubSUpK4ptvvgEgJyeHvLw8tm7duqgU3EeiLCGZiCdPnpCenm7U9duUlBT0ej1xcXGz3tdM1nbVajWJiYloNJope4y0trZy5coVDh8+zLlz53j//fepqKigqqpqxgHRZBgKpmtra3FwcODQoUNYW1tz7NgxvvnmG6M90Kbawj5XtLS0UFZWhiRJhISEsGzZsil9rqmpCbVaLa+1L0bu3r07SvNFr9eTlpZGdXU1VlZW7Nq1a1S790LDYE76xRdfzPdQZsSr0hCvk4owTIqqqqpwcXFh7969LFmyRNZHKioqore3l/37989ZJ55er+fo0aOySF1iYiJmZmbs3r3b6Meaac3ciRMnOHDgADqdDq1WOypz3dXVRUlJCc+fP5cLgA08e/aM27dvExgYiKWlJe3t7fIypSiK3Lx5k+bmZt56661Juw8XIkoAYwIMF/BXX31lNB0HYz8wT58+PeMb+0jHYFtbW2JiYsY98Q3KlStXrqS+vp7Dhw+PqqkxBEQGcbTIyEijBRiiKPL3v/+db775Bmtra27fvo2Pj8+svFVGcvr0aWJiYqbdBWZqhoaGePToEc+fP8fNzY2wsLAJl+Gm6xW0EKmoqMDc3HxCzZeOjg6SkpLo6OgY5U+zUDDUJ5hipj9X3Lp1C1dXV1k87dq1a/j6+k5pVl9XV0dKSgrDw8Ns3bpVlnXQarWUlZXR0dGBu7s7ISEhJm0FHpkB02g0/PLLL68VpJwJzc3N3L59e0bZ4I6ODk6fPo2Xlxc6nY6PPvpoTIZKkiSKiopob29n27Zto4qlU1NTefToEVqtVhbE8/LyIiAgACsrK27cuIFKpeK9995bNOeiEsCYgGvXruHt7W3UWe1MNF8morCwUNZpmC2tra0kJCTQ29tLQEAAUVFR8kX1448/MjQ0xKpVqybV5TCYrlVWVsoB0WwFmC5cuICDgwP79+8H/l0XwRiFpRUVFZSUlBi1MNsUtLW1UVpaiiiKBAcH4+npOSpQyc7OZsWKFbJg2GJjupovVVVVZGZmotPpCAkJYdu2bfO+xHTz5k3MzMzkgvPFRkdHB1euXJF1m5qbm7l169a0u/60Wi3379/n+fPnLF++nLi4OHny19LSwqNHj9Dr9axatQpvb2+jBtyvqh6bcnJy7NgxPvrooxkH0SdPnuSNN97g3r17wIuAxdzcHH9/f9atWyfvV6vV8vDhQ2xsbNi4caMsiKfVajl//jwAUVFRNDc309DQQG9vL/BCWLOnp4eAgIAFf38DpYjX6KjVajo6OozaSWBocTbGBaXVasnMzDRaJsfd3V3WbMjJyeHUqVNYWVnR1dXF0NAQn3/++WuXiFQqFbt27WLXrl2y3HZfXx+rVq1ix44dM1oH7+3t5enTp9TU1BAREcGSJUvo7u6e6deUMXRqzUbzZa5wc3MjOjoavV5PRUUFZWVlODg4EB4eLguSLdbgBaav+RIUFERQUJDsXXPixIk59zcaSU9PD/X19bi4uHDs2DFcXV3ZvXv3vAgYzpQrV65w6NAh+efr16/PqKjd2tpaLp4tKSnh7NmzmJubEx0dja+vL0uXLmV4eJiqqiri4+Oxt7cnPDx81gXbhm4fg1RDVVUVlpaWJglecnNz8fT0nHUG0MvLi8DAQCIjIzE3N0ej0VBaWsrPP//Md999J5vIBgYG8vTpU06fPk1UVBQrV67E2tqaL7/8ErVazW+//Ya7u/sY/6SOjg7a29tn+3XnHSUDMwNmo9g4HsbWfDl16hSxsbFGEdObiMLCQuLj43FwcMDPz4/du3dPeylNFEUePnxIWVnZuDojU6G1tZWTJ0+ydetWdDodra2tozxGZsL169fx8fFZtEVvPT09lJaWyoFdSEjIvFoXzBRjab4Y/I3a29txc3MjNjZWVjM1NadOneLAgQNyEFlbW0tmZiYDAwN4eHgQFRU1Z2OZCTk5OTx//lwOPB48eIBWqzWaCnJXVxf379+nq6uLVatWsWvXLjlj1tvbS2lpKX19ffj4+BAUFDSj89hgebBt2zaj2ry8imHfs9WTMaiUZ2ZmsmHDBlmzSZIkHjx4QFlZGatXr8bGxgYXFxdcXFxYsmQJ1dXVNDQ0sHXr1lHnVElJCenp6axdu5bt27fP+nvONUoGxojcvn2boKAgo7ZxXr16dUK10+mSm5tLQ0ODUQ3uXsUgcPYv//IvmJuby7MplUpFZGTklHVGDNtHRkaO0hl5dZlqMmpqaggLC5ML8fr6+rh06dKMA5jOzk5aW1unZGuwUHF0dMTFxQV3d3dsbGxISUlBpVKxZs2aRZONEUWRgoIC3nzzzVnvy8nJSe46qa6u5tGjRyZVbTZQUFCAs7PzqN/5ypUr5UxQZWUl169fZ3BwEC8vL3bt2rWg2sN1Oh15eXlynYhGo6G8vNyokhFOTk58+OGH8mTm+PHj2Nvbs3fvXtzc3IiMjESSJBoaGkhOTsbc3JyQkJBRjumT0dbWhlqtls+ju3fvEhERYZJam4qKCjw8PGYVvLS3t8sBiyiK8jKawZk9JCSEp0+fsmrVKhwdHUdlekJCQggMDCQ7OxuVSsWWLVswNzcnPDyc0NBQEhIS5LbrgICA2X3ZBYKSgZkmBlNBS0tLdu/ePesshzFF0gwCTQDDw8N89dVXJinUerWgb+TxExISaGlpwcPDg9jY2GnfkEVRJDc3l+LiYqysrCb9HU/UZTUbUbtTp07x9ttvm1QN19TodDpSUlJGzZINhb/Nzc24urpOWvi7EMjOzqawsBAbGxuio6Nn3HI/X0ynjVYURcrLy8nPz0en07FixQp27Ngx70WWBk83gznj6dOn5+RvoVarSUhIQKvVsmHDhlGq4TqdjrKyMtra2nBxcSEsLGyUqvTt27epra1l2bJl7Nu3j3PnzvHBBx/g7OxMT08P58+fN6mFww8//MDXX38942vrxIkTHDx4EFdXV1mBV6vVkpCQQGxsLDY2Nvz000/odDqsrKwYGhri7bffHjMx6ejoICcnRxadNKDVarl27RoDAwMcPHjQaCKmpkQp4jUBnZ2dxMfH09nZiZ+fH9HR0TM6aY2p+XLixAneeustsrKy8PLyIj8/n++++86oRYydnZ1cunTptfUhFRUVZGVlIYoiGzduJDw8fNrj6OjoICEhgc7OTvz9/dm9e/eo3/GZM2fYvn37GNnslJQUrKyspj3LLi8v59GjR0YpfJ5PXqf50tbWRllZGcPDwwQHBy+4tsru7m6KioqIioqSz4Guri4CAwPZtWvXnOqGzJTz588TERExbdVjgylgUVERer2ebdu2Ga2rbjq8WvRqCrXx12EIxJ88eYK7uzt79+4dNSFqb2+ntLSUoaEhAgMD5U7Er7/+murqam7evIkkSRw+fBgfH58xy3mmoLKykpKSkhkZvubl5dHY2ChnfxMTE9m5cyf379+Xg5f09HT6+/tlQcquri6uXbuGjY0Nhw4dGvMMevz4MU+ePGHLli2jgpXW1lZu3LiBo6Mj77777oKezCgBjAkRRZHCwkIKCgowNzdnx44dE7Z7vkpycjLDw8NG0XxJSkpCr9ezd+9eGhsbSUlJYc2aNWRnZ7N8+XK2bds25bTrZJw4cYJ33313yhkKg4ttQ0MDzs7OxMXFTTvqH/k7trCwYNeuXej1evLy8sZVg9Xr9fz888+ymNNUj/Hjjz/OubCWsVGr1TQ1NU2pO85Q+KtWq3F2diY8PHxKHkmm5lXNF0AuIC8pKcHGxobY2NhZd7GZivr6elJTU2etDyWKIn19fXPeEm5o+/7yyy+xtrY2eo3eTKiqqiI9PR1Jkti5c+eorIIoijx+/Ji7d++ybt06tmzZArzIGH344Yfcv3+f1tZWzMzMZA0YU5Gamoperyc2NnZan3s1YydJEgkJCeh0Onbv3o2dnR06nU62YXn1O1RWVpKcnMyaNWvG+PHp9Xqys7MRRZGtW7eOuq4qKipISUlh1apV7N69e9479sZDCWDmiJ6eHuLj42lvbx/TJvgqr/pxzIa2tjauXLkyKjV66tQpDh48yJIlS6ipqSEvLw+NRsNXX30145M0Pz+fhoaGGdeH1NXVycq2M7Uu6O7uJj4+nra2tklTtSdPnuSTTz6ZcmHxrVu3cHd3Z/PmzdMaz3g0Nzfj7Ow857Oa2XgFdXR0yLPZ1atX4+XlNS+6Ma/TfIHRbf2rV69m586dC+bG++rDfzFy79497Ozs2LFjB2BcX7bZ0tfXR3x8PC0tLaMy33fv3pW7loqLiykqKmLLli1s2rQJQRD44YcfWLlyJXV1dSYR1wQmDTBex6sqzdXV1eTk5PD222/LmdTz58+zYcOGUcHbSEaaRO7du3dM111XVxfZ2dn4+vqyevXqUde3QT/mwIEDJm3+mAlKADMPlJaWkpOTA0BkZOQY+fCff/6ZuLi4aXfdvIooihw7doyPP/54VOV5S0sL165d4+uvvzbKrOlVFcvZ7stgXWBnZ0dcXJzR07r5+fl0dHRMyQKgq6uLixcvGqVtWqPRcOLECWxtbVGpVGzevFkW7jI1OTk5+Pr6zup3OTw8TGVlJY2NjSxZsoTw8HBsbGyMOMqJGRwcJCUlZcp+TSONPU11Hk2XO3fu4OjouCi7PeDFBOHXX3+VJ0NzZWQ6XUZmZQVBYGBggH/+538GXgTBRUVFREREUF9fT19fH6IoykvDarWapKQk+vv7jRoAX7x4kbCwsGlbRTQ0NJCYmDhKv+rq1avs3r1bzlY3NTURHx8/JY0rrVbLlStXGBoa4v333x9Th1hTUyM7YY/MpGu1WtnOYLoZJFOiBDDziEajIT4+nubmZjw8PNizZw91dXWUl5fPaJ30Vdrb26mtrR03c1BeXk5qaipbtmyZdSvqhQsXCA8PN7qPS3NzM//4xz+wtbVl9erVM9aEeRVRFGUH7tdx4sQJ3nnnHaMssZ07d46tW7fi7++PRqMhOTmZxsZGHB0diYmJMfqsz0BPTw+FhYVj0sezwSBdPjg4yKpVq/Dx8TFpViY5OZlNmzbNqBOnubmZhIQE+vv7CQ0NnRcBO2MGwvPFyZMnefPNN+VA0NiSEabg73//O/b29gwMDODt7U11dTX/9E//JN9H/uf//J+sWbOGoaEhAgIC8Pf3RxAEOQB+9OiRXCw+0wlle3s7169fn7a4H7z4HX/++edy0fbjx48BWLVqlbzN0aNH+eSTT6b1d2hqauLWrVt4enpy4MCBUdfD8PAwOTk5cp3VyHvu/fv3aWxs5MiRIwsii6gEMAuEiooKMjIyaG1tZf/+/XOSkh3pgxEREcHGjRunfWMfb4ZgLOrr63nw4AGffPKJrAljY2MzoXXBdDh9+jTvvvvupDobr+pczIaWlhZu374tC2aNxFCX1N/fj5+fH7t27TLqzeHevXszLiR/HaIoUlVVRX19PY6OjoSHhxu9Q8ZYmi96vZ709HQeP36Mo6MjcXFxc9ZRNt36sIVGYWEhdXV1smhdcnIyoiguqNn4q+Tk5NDS0sJbb72FKIqcOnWK/v5+HBwc2Lp1K8PDwzx+/Jj3338fURSpra3lyZMn2Nvbs3btWlmGf6YyDgZOnjzJu+++i6ur67TGn5SUBEBMTAzwYhkqOTl5VBYyKyuLrq4uWXF8uuTm5pKbm0tkZOSYZ05nZycPHz5kzZo1rFixQn69rq6OW7duceDAgTFNEnONEsAsIC5fvoyvry8tLS00Njbi6urKnj17TF6op9frSU5Opra2Fjc3N9544w0sLS158uQJ/v7+kz74Xp0hGJPx9j2yxmE2nSdVVVWUl5dPqJis0+k4ceLErIWnDNy6dQu1Wk1cXNyE/lOG1HdRUREA69evZ+3atbM6fmVlJYIgjJqxmYqenh6Ki4vRarUEBATg5+c366yMqfyaGhsbefr06Zws5+Tm5qJWq40SCM8Hry4R9/X1cfbsWZN4BY2ksrKS0tJS4uLicHJymtZnX71+W1pauHnzJt98841cK1NZWYm7u/soDyZ4IZJXXFyMRqMZk5XJy8ujuLgYCwsLoqKiXuslV1FRQWlp6bQz6uP5MaWmphIRESE/D4x1j9Lr9fz222+0trbyzjvvjFpqlSSJ4uJiOjo62LFjh/ws0Ol0/PLLL4SGho6RzJhLlABmgTDeenJNTQ3p6ekMDQ2xfv36UZoHpqKqqoqMjAzghRR9c3MzKpWKbdu2jVkienWGYEySkpIQBIHo6Ohx3x/ZeWJtbU1UVNS0C8yOHTs2YUr/7NmzbN261aiiTiONBV+n+qrVaklJSaG+vh57e3uio6On3Vkz3oxtLhBFkZqaGurq6sbMZqfLXPo1tba2ykuuxrrODIampu5wMSUXLlwgLCyMNWvWAPDTTz+xd+/eOWmxr62tJS0tbdrF/a8WtR49epSPPvpIvt7Onj3Ltm3bWLZsGUlJSTQ1NeHk5ERcXJxs5TBZVqarq4uEhAQ6Ojrw9vYmJiZmTNbUULQ9E+2XV73vnj9/TkNDA5s2/fuz+sKFC6xdu3ba7fgTYWi7trW15eDBg6PG3Nvby4MHD9i8ebO8nC6KIufPn2f58uUmce2eCkoAs0CYbD3ZoHlQV1c35iKbC/r6+khKSuL58+e4uroSFxeHhYWFyRxbp+sG297eTmJiIl1dXfj6+k7ZuuDXX38lMjJyjPhWTU0NDx8+5NNPP53R+KdCTU0NGRkZDA4OEhgYyM6dOyfMJDU3N5OcnExPTw/e3t7s3r17Shmv12m+zAW9vb2UlJTQ398vK81ONZMyUvNlLjh69CgrV67kyZMnWFpaEhkZOWFXx1Q5e/YsXV1d2NjYEBERwbp16xZVIPPqEnFpaSmVlZVzroek1+tJS0ujqqpKNnydKIB6tVU9IyODnp4eeZmlrq6O9PR0Pvvss3E/p9VqCQoKGlVzN1lWpqSkhLy8vDFq40lJSZiZmU37/K2oqKC4uJiPPvoIeJEFuXPnDvv27ZPPHbVazb1798Zdkp4tE7VdG+qCDEvFBi5duoS9vT379u0z+lhehxLALACms5787NkzUlJS0Gq1M243ng21tbWkp6fz/PlzwsLCRl1UxuKXX36ZUUZFFEWKi4vJz8+fMGs0EsOMY+RNwJR+KBONOScnh9LSUszMzNi0adOE4mSiKFJWVkZubi6SJLF27Vo2bNgw7u9/vBnbfCJJkjybtbGxYe3ata8NrO7cuSMHy6YmJyeH1tZWWVa+u7ubpKQkWltbcXZ2JiYmZto1DLW1tWRlZfHpp5+i1WpJTU2lvr4eGxsbdu3ateBaUsfjhx9+4IsvvsDW1lZeSppPzRd4kSlLTEykp6eHFStWjKrvMmQ9DGPWarX89NNPcvvyVFrZDdYF5eXlWFhYsH37drl1f7KszEi1cTc3N54/f84//dM/Teu7jac5lZeXx/Lly0dlYGfraj2VcUzUdv348WOam5vZuXOnPBm5fv06NjY2RvPBmipKADPPzFTzZeSMxN7entjY2DlrE3306BHFxcUsXbqU6upqHBwciIuLM0qnTm1tLQ8fPuSTTz6Z1X76+vpITEykubmZpUuXEhcXN25269SpU7z//vvyjeDmzZt4eHgYRfNluhg6k5qamrC3t2f37t0TLhvpdDpSU1N58uQJtra2REVFyZkkQ93I/v37F+Rsv7+/n+LiYvr6+vDz8yMgIGDMOCsqKjAzM5t1BmQqvE7a31BMPjAwwIoVK6ZUZD1ZINze3k5SUhJdXV24uroSExMz7RqPuSAhIQFzc3N5eeDSpUsEBwfPWev/6zDUjBUWFsoTloaGBiwtLeXMwZkzZ9ixY4dcq/Kqjs3r6OnpISEhgba2NpYuXUpMTIx8r5goKwMvMlWZmZmoVKppLf/fuHEDLy8vuWC9t7eX/Pz8UUs02dnZtLW1GcUL7HVM1Hbd3NxMYWEhcXFxcqB14cIFli9fPuXfrTFQAph5xhiaLyO1C1atWmW0duOJ+OGHH/j222/lYzQ1NZGUlIRGoyEkJITIyMgZPThNJfRlqOvR6/Vjbib19fVkZWXx0UcfyRLa01HpNRVqtZqUlBR6e3vx8vIiOjp6wmWjtrY2+YG4bNkyXFxcWLly5YJVozUgSRJPnz6luroaa2tr1q5di6OjIzqdjqSkpDlLSV+4cIH29nYOHjw46e9sZJG1JEmsW7eO9evXj3uu//bbb7i7u8vKrxMxcilx5cqV7Ny5c0FIt79aqNvY2EhCQoJJug2NQV9fH3fu3KGmpoagoCD27NlDS0sLOTk58mRotn5HI+8joaGhcvZ7sqzMyOV/BwcHYmJiJpxotre3c+3atVH3n/v374+ySZmOj5YxaWpq4rfffiMgIEBeKeju7iY9PZ29e/fKWdJffvmFkJCQWXcMThUlgJlHysvLjab5Av/uBF1eXo61tTXR0dFyEZgxMdjCj3f89PR0Kisr5XXq6TxE79+/j42NDTt37jTmcGVG3kyWLFlCXFwcrq6ucqHdqVOnOHz48IKaDRvM/HJzcxkeHiYsLGzSItP8/Hzq6upkh+XFgkajobi4mN7eXvr7+4mOjp6Tv0NHRwdXr17lrbfeIikpid7eXlauXMmuXbsmDSQMGbC6ujqsra3ZuXOnPMtvb2/n6tWrfPvtt1Meh6HDpaSkBEEQWLdu3ZwU7U/ETz/9xBtvvCFfv4tB88XgZ9Tb20t6ejrd3d389a9/lf+OxvI7MmS/q6ursbGxGZX9nCwro1arSU5Opq+vD39/f6KiokadY8ePH+f999+XBeqqqqpkTzIDFy9eJCQkhJCQkFl9h5ly9+5d2tra+OSTT+SOtNTUVN544w3Mzc3ldvXIyEi56NuUKAHMPGFqD5GR2gV+fn5jzA5nSmVlJYWFhXz88ceTbtfc3ExiYiJ9fX1TygrNVWumAUMt0cDAAEuWLJHX0+d6DXc6jLxxWllZsX379jFdUqbUfJkLnj9/TmFhIebm5qOyMqbi5MmTvPPOO7I+y8hWWXNzc3bu3PnaTrT29naSk5Pp7OzE1dWV1tZWPvzwwxm7+Wq1Wh48eMDTp0/HBEdzwauFuq8uJS1EioqKePLkiaxT89tvv7F06VJ5KdhUxccjs58jM6WTZWVEUSQ/P5+ioiLMzMzYunUrfX19smYNvHCIT0xMHJWFLCgooLKyclyPt7mktLSUhw8f8vXXX6NSqWQbgr1798qFzT/++CNfffWVycXulABmnrh8+TJBQUGjqrlNQV9fH8ePH8fe3l42O5yp+JAh6Pr222+n/IA0FMSVlZVhbW1NTEzMuMtlxrJPmC4GDZyHDx/i5+e3oI0AR9LV1UVSUhJtbW24uLgQGxtLW1sboihO2lb56NEjcnJyiImJGdN9Nd+8WrszMivj4+NDUFAQZmZmRjve6xzGR/qXLVu2jLi4uNd2f12+fJmurq5Z+YqNZGRw9MYbb5i88PfVQt2enh7OnTs3ZxOLmfDqskpHRwdXrlyRM2BzZcZqsIiRJIn169fLHWeTZWUMhb+PHj1i5cqVclb4wYMHrF27Vm77bmho4Pbt23z77bcLoq4tLy+PqqoqOZhqampCrVbLRrFPnjwhKytr1rWMr0MJYOaBufQQOXPmjNzxYDA77OjowMvLi9jY2GlFyNevX8fLy2tKbsbjMZGiZVVVFfn5+a/N6pgKg+aChYUFiYmJskjedBU354snT57w4MEDzM3NJ239NtzoDx8+LLedBwUFzVgM0NiM120BL2plnj17RlVVFebm5oSFhU27I2g8zp8/j06nIzY29rWBc3l5uezau3HjRsLDw8c8SLRaLSdPnsTX1xe1Wm30biNRFE3+8Lp06RKrVq2SJ1anTp1i3759Czqo//XXX1m3bp0cuB8/fpxDhw7J58jVq1fx9/efM8NJQ8fZ06dPR9W9TJSVuXz5MsHBwdjb2/PgwQN6enqwt7fn448/xtLSkr6+Pn7++We++eabBSHfb+DevXtYWFjIOmCv2n38/PPP7N2716TnjhLAzANztZ7c0NBAcnKyrIcwkpKSEnJychAEYVxDyVdpa2vj+vXrRilwNaTpi4qKsLCwoKenh7/85S/zsuxRWlpKRUXFqDokURTJzs6mtLRU7miYyxT+TEhJSaG2tpbh4WH8/f3HreE4f/48ERER8o1+5Pe0trYmNjZ2TsTJxmO8bovxGBwcpKysjPb2dpYuXUpISMis2qxHtuROZalVq9WSlJREQ0MDTk5O7NmzR14qerXjpbW1lZSUFDo7O7G3t+eNN94wSuBlKl6dWBUVFVFTU7Og66nq6+tJSUnhiy++AF60wzc3N/P2228DLyw8fvvttxn5EBmDiepeDFmZjo4OGhoa+Otf/4ogCEiSxI0bN1i2bBmlpaXAi669jz/+2GReabPBsFRkaWmJVqvl4cOH8jVsKCMwZRZGCWDmmLn0EJmKydfIduPDhw9PuG5/5coVoqOjZ7yuPxHnzp3Dx8dnTlvvDEwltdzZ2Ul8fDydnZ34+voSHR29oGZB8OJG8fTpU7Zs2SKvrxcXFwPInTKGlO6r4l0GRlo0GNOFd6rMpHanpaWF8vJyRFEkODgYT0/PGdsNjGzJNTMzY/v27a9t4TY8PAcHB3F1dWVwcHDc+oRffvkFPz8/nj59ikajmZYY4VwycmJlTId5U/Gq5st40vrHjh3jww8/nNTzbK7GWlBQQFFRESqVii1bthASEsKpU6cIDQ2lq6sLOzs7JEnC399fnkicP3+e9vZ2HBwc2LVr14KbSD169IjHjx/LliyJiYns2rVLnlRMpnZuDJQAZg6ZqebLTHhVmGshUl5eTlFRkcnXSSfi1XT5ZBhE8vLy8jAzMxuluDmfjKfSaUCr1ZKWlsaTJ0/o7Ozkww8/fG39k0FtMysri//4H//jnCwtVVVVvbZ2ZzL0ej2VlZU0NTWxZMkSwsPDsbGxmfF4enp6SExMpLW1FQ8PD2JjYyedBOh0Ov77f//vODg4YG1tPUrB99WuMIMYYV5eHv7+/qMyTnOxRDQRqamp6HQ69uzZA4y1D1iI3L17F3t7e3nyc+7cOTZu3Cj/7rOysujs7OTAgQPzOcwxaDQaEhISqKurw9HRURbSNChuu7i4sGLFCgRBIDs7m88++4zOzk4SEhLo7Oyc0Lpgvjh+/Lhcb/T06VOGhoZk4b8bN26watUqk90rJwtg5n9R/HfGpUuX5NSmKdHr9eTl5S3owru+vj5SUlJmrMkwWxoaGujv759yEbVKpSIiIoKIiAjZDC4lJYVly5axZ8+eeZtNFxQUTChPb21tzZ49ezh79ixr164lOzub+Ph4goKCJrQuUKlULF26lOXLl89J8DI0NERtbe2sNF/Mzc0JDQ2VZ7J5eXlotVpWrlw5qmByqjg6OsrdLBUVFVy8eHHS2pfbt28TExPDhg0b6OnpISkpiZSUFGxtbeno6OBvf/ubvK1KpSI8PHzMeZeXl0dnZ6ccQMwlGo2GR48eyROrZ8+eodVqF3Tw0tXVxbNnz+TZfV1dHXq9Xg5edDodRUVF83Z/mQxbW1veeecdjh49ikql4tixYyxduhRBEDh06BCWlpZUVVVx69Yt1q5dS0dHBy4uLvIyd0lJCWfPnh2VyZlPVCoVer0ec3Nzli1bRm5urhzArFq1itra2nmZ7CkBjBEpKyvDzs7OJF02Wq2Wjo4OOe3422+/zVhMbq44f/48hw4dmpfiUVEU+e233+R18+lib28vP+DKy8s5f/48kiSxefNmk3eVjaSvr4+enp5JRaOys7OxsbFh69atbN26Ve4KO3nyJLa2tmO6rkRRJD4+floaJrMhMzOTbdu2GW1/Tk5O7Ny5Uy6YTEhIwMbGhvDw8Bm1YwcHBxMcHCyba2ZnZ4/yI2tubpZF8OBF8GP497/9279hbW3NiRMncHZ2ZteuXePWMej1enJycuZtwnHx4kU5UyuKIrdu3ZrxtTFXXL58Wb4GRVHk7t27oyxBLl26xJ49exbsPbCjowOVSiX/nlNSUnj8+DGnT5/Gy8uLZ8+e8d5777F06VJKS0vJy8vDw8ODNWvWyAGwIZOTnp6Oq6sre/bsMankwETY2trS09ODi4sLVlZW6HQ6+T0fHx9ycnLmfExgpABGEIT9wL8CZsAxSZL+91fetwJ+BjYC7cDHkiTVvXzvPwPfAsPAv0iSdHfE58yAXKBRkiTTpzVmgV6vJzU11WSzgV9//RVzc3P6+/tlHQrDTXS+0ev1lJWVUVZWhoODAzt37uThw4cEBATMW2fD3bt3CQ8PN0rWxCAqpdVqSUxMJDMzU76ZmHrdPTMzc1KjuPb2dgoKCkaddwbDucjISFpaWkhISKCvr481a9awfft2rly5Mq4a7I0bN7C0tJyyUeZUaG5uxsbGxiS/J5VKRWBgIIGBgfT391NaWiqbYa5atWra7djW1tZylqi+vp5bt26h1WrRarXjPuwzMjLw9/eXA4O6ujoSEhLo7+8nLCxsVNB27do1oqKi5uVh++jRI6ytreWW+vj4eEJDQxdcfc5IcnJycHd3l7V77t+/T1hYmHxe1tXVIYqiUZ3kjc2VK1fkAGxoaAitVst3332HJElcuHCBgYEB4uPjWb9+vex31tzcTFpaGpIksXr1apYvX84777wDQHV1NVevXmVoaIh169ZN6JFmCgwZGAMjM56Wlpaj3ptLZh3AvAwy/g3YCzQAOYIgXJckqXzEZt8CnZIkBQqCcAT4r8DHgiCEAEeAUGA5EC8IwipJkoZffu4/Ao+AuQ85p8m1a9cmdRueDVVVVVhZWcktyEVFRXR0dHD8+HHWrl3Lxo0b5+XG2NDQwJ3/P3v/GdRWvrZ5o5cECBA5mAwGTE7GBgM2Nhl3dOfc7d69e3fYT6h3npoPp94575ept+rUez5NnXlm5tm7bePcbrsNBhsngkTOBgwSOYkookBCCKGw1vnAXmtLIECAJMQeflVd1WBpaQlp/df9v8N1vXwJCwsL+Pn54c0338Tc3ByeP38Oa2tr2hnW1CwsLGBqasrgdXEbGxv6ZjU0NEQvJvHx8UZZTIaGhuDn5wdra+stHzM+Pg6SJFFeXq6zQdbDwwNffvklraD8v/7X/4KDg8OmLBKPx8Pa2hr8/f3x22+/gSRJupy21/dFkiTa2tpMYhdgZ2eH5ORkkCSJyclJ3Lp1C8HBwYiJiaFvgrshICAA33zzDW3fsTEAk0gk4PF4WoFjYGAg3YCpuUOdnZ3F8vLygZQBCIIAh8MBi8XCy5cvcfr0aYyOjppl2YVCoVBolcfFYjF6e3thb28PJpOJM2fObMrGmBvNzc3w8vKiJ9IaGxuRnJwMBoOBlZUVLC0t4T/9p/8EhUKByspK5OXlwdnZGVlZWcjMzKR7vrq7u2lnaCpYVygUqKmpQV5eHhwcHJCVlWX06SWpVEq/BkmS0OydHR0dhaurq1FffysMcbdNAjBIkuQwADAYjPsA3gegGcC8D+C//u3/8wH8T8Z6CPc+gPskSa4BGGEwGIN/O14Dg8HwA/AOgP8PgP9sgPM0GkKhEMvLy0YpLRAEAS6XqzUiePLkSZw8eRIKhQK//PILfHx8TC4OV1RUhPHxcfzpT3/S2sm5uroeeONrYWGhwdU4N3LixAmcOHGCti7Iy8uDo6MjsrOz93TD3IhSqcTAwMCON//4+HjExcXh9evXuHPnDlgsFjIzMzfZS1BZGT6fv2mKhlL/pYTN4uPjaaXYvLw8sNlspKen79qyYrveHWPBYDCwtLQER0dHnDt3Dl1dXWhvb8exY8cQFRW1qwkomUyG/v5+nTf7/Px8fPDBB1u+N83XKS4uNvr3cSuKi4uRmpqKkydPgsfj4ebNm3BycgKPx0N0dLRZll/y8/ORm5tLn9ujR4/w5ZdfwtXVFfX19fjv//2/w8LCAkNDQ4iMjDS79yCXy9HW1kYHYLOzs2CxWLRtRkFBAZ1VYbFYuHjxIoD1zciLFy/o3qSzZ88iOjoaYrEY7e3tkMlkCAoKosXwsrOzMTU1hfLycqysrCA8PBznzp0z+CaaIAio1Wr655mZGS2rhuHh4T0Lp+4XQ7xTXwDjGj9PAEje6jEkSaoYDIYYgNvfft+44bnUnfj/B+D/BcDBAOdoVIqLi7cVF9sP5eXliI2N1bnwzs7OwtnZ2eTBS0tLCzw9PQ+0sXUr6urq4O/vb/BR8K1gsVi0NQGVkVpdXd2X4SWwvmNLSUnRqzmVyWTi9OnTOH36NEQiEcrKyiAWixEeHq5l75Cfn6+zPHT37l2EhYVpLXw2Njb0+5qdnUVlZSXEYjG8vLzw1ltv7bhI6tO7Ywyo3Sk1Gnzq1CkA6yPk9fX19CSUj4/Pjn/be/fuITs7e9NnqFAosLq6isrKSmRmZm67+21tbYWHh8eBeG/Nzs5CJBJplZpDQ0Px1ltvoaKiAo2NjXByckJWVpZBgm5DMDQ0BAB0aai9vR2urq703zguLg59fX348ssvUV1djYaGBrDZbFy4cMFsVKcfPXpEB2AkSaK1tZXeiFB9krq0mPz9/fHNN99ApVKhoaEB169fh62tLTIyMpCamgqSJCEQCMDlcmFtbY2YmBj4+Pjgq6++ovvebt68CWtra6SnpxtMXLGpqQlhYWH0zyMjI1qCgUKhEBcuXDDIa+0Ws2ziZTAY7wKYJUmylcFgZOzw2J8A/ATA6BLcuqisrERISIjRBOuo/pKVlZVNAlzPnz/XKWBnbE6dOoXq6mrcu3cPXl5euHjxImxsbMDlcjE4OHhgyq8ymQx8Pv/A0uN+fn70AlRfX09nL3ZrXbBxx7YbXF1d8fnnn9Omnzdu3ICdnR38/PxgYWGxqYwxNDQEBoMBmUyGa9euwcHBAWlpaVrn6+Hhgc8++wwA8PLlS7x69WrHptydeneMRX5+Pi5evLgp6Dh27BgyMjKgVqs3peZ1BeHd3d2wsLBATU0N6urqkJaWRu8yWSwW/uVf/kVr96vLuO+gG3cfP35Mf27UTZHST6HKq+Pj4ygpKcHq6ipCQkKMVgbXB4IgUFZWRgtpqlQqNDY2aklSUI299vb2dDl3dnYWVVVVePnyJdzc3JCZmWmyDcxGBgcHAfw9AHv9+jXi4uLoHhJ9+iQtLS1x4cIFXLhwQacIY1BQEORyOfh8PhYXF+nGX6rvTSQSgcvloqSkBP7+/vvStVKpVHj9+jV9ziRJQiKR0NcMQRCQy+UHNu69bx0YBoNxFsB/JUnyjb/9/F8AgCTJ/0fjMSV/e0wDg8GwBDAN4BiA/1PzsdTjALwH4DIAFQAbrPfAPCJJctu7tal1YEyl+UIQBGpra9HW1gYnJyckJiZiaWkJa2trexrJHBgYgLe3956CrrKyMqSmptJf4J6eHjQ0NABY/7L/8MMPtPKrtbW1SYWZ7t69i7S0tAMJZLdiZmYGFRUVkEgkelkXkCSJFy9e0F5BhkAoFKK5uRmXLl3SOqYu3yuhUIiqqipIpVJ4enoiMzNT63sik8mQn5+Pb7/9dsvXGxoagkKhMPmIbnd3N/h8Pn3T3gmxWAwej7dpHHuj+KFEIkFZWRkWFhZ0BueaAnkMBgNnzpxBTEwMCgoKEBkZeSC9L3V1dVhZWaHLEzv5slGKzV1dXbCyskJqaqrJG2Q3mjNu1KlpamrC3NzctjIVw8PDqK+vx+rqKo4fP460tDST3Vyp7833339P2wNQnmTA7jSpdB379evXaG9vh6WlpZYI4/T0NHp6ekCSpJbYI0EQ4PF4aG1tBZPJRHJy8q6vyQcPHiAmJgbR0dEA1td7NpuN48ePA1jPFK+urtLv0RhspwNDN+Ts9T+sZ3GGAQQBYAHoABC94TH/AuCvf/v/LwD8/rf/j/7b463/9vxhABYbnpsB4Kk+55KQkECakps3b5ITExMmea2rV6+SIpGIXF1dJZ8/f07evn2bVKvVuz6OUqkk//KXv+zpuSRJklNTU+Rf/vIXcm1tTev3v/zyCykUCrV+t7CwQD58+JD85ZdfyOfPn5Orq6t6v05rays5Nzen9+N7e3vJBw8e6P14U6NWq8mGhgby6tWr5K1bt8iRkRGdj2ttbTXZd6qoqIh89erVlv/e3d1N3rx5k7x69SpZVVVFKpVKcmpqirx9+/aWz1EoFOTLly9JgiCMccpbsra2Rv7Hf/wHqVQqd/1cgiDI/v5+srS0lGxsbCQfPnxIvn79etPjqM/wypUr5L1793R+P1dWVshnz56RV65c2fbvZExWV1fJv/71r/Q1PjMzQ16/fl3v54vFYvLRo0fklStXyKKioj2vFbthbm6OzMvLo38eHx8nb926Rf+8urq6q3VLrVaT7e3t5PXr18lr166R9fX1Rn8fxcXFZHNzM/1zaWkpveZNTU2RN27cMMjriMVisrCwkLxy5Qr5+PFjcnl5mSTJ9bWdz+fT3+OVlRX6OcvLy+Tjx4/JK1eukI8ePSLFYvGOr1NYWEg+f/6c/nllZWXTtX3lyhWj/10BvCK3ij+2+ofd/AfgbQD9AIYA/F9/+93/DeC9v/2/DYCHAAYBNAMI1nju//W35/UBeEvHsc0ygFGr1eS9e/dIPp+/p0VzN1RXV5OlpaUGOdbvv/9Odnd37+sYw8PDWl/c9vZ28s6dO1s+Xq1Wk69fvybz8vLI69evk11dXdsev6uri7xx4wZ59+5d8sqVK/TNc7vj/+UvfzH652AoRCKRzsBOLBaTFRUVJjmHqakpvW9q1I372rVr5H/7b/+N7O3t3fKx1dXV5NLSkqFOU2/u3btH9vf37/s4AwMDWjfSrZiamiLv3LlDXr16lWxtbTXJTV5f7ty5Q46OjtI/X716dc+fyfDwsKFOa1uoDRrFX//6V60b8J07d7YM+ndCqVSSVVVV5LVr18gbN24Y5Huykbm5OfLatWv0z0NDQ1rr3C+//EIHGoakp6eHvHHjBpmXl0e2t7fT38OlpSWypqaGLC0tJQcGBrS+n/39/eSNGzfIGzdukGNjY5uOSd3buFwu/TulUkk+e/aMlMvl9O/q6urIZ8+eGfw9bWS7AObISmAfkCQJoVCI3t5eMJlMREdH49ixYwZ9DalUinv37hmkjj45OQkOh7Nt+l9fOjs7UVNTg6ysLPj7+6O0tBQLCwvw8fFBZmbmls29lDCTUCjUqaVCuf1SEzGU7H1PT8+WJanHjx/j+PHjiI+P3/f7MiVUiretrQ0kSYLFYuGTTz4xScp7r2ajEokEz549g0wmQ3Z2ttZnMTs7C4FAgKSkJAOf7fb09vaio6PDIE7nV69exWeffaa3bg01Bjs6OgoPDw/k5uYeaGP7wMAAWltb6UmzpqYmLCwsmLXdSENDA5aWlui+HA6HA0tLS9qCwZCfr1Qqxfz8vMHL2teuXcPHH38MFxcXKJVKcDgcvPHGG2AwGCbxxqNEGMfGxrREGMm/Nf4ODQ3Rjb9Uf5BYLMaLFy8glUpx5swZBAQEoKOjA319fYiPj0dy8voszsrKCiorK3HhwgVaRI9qn/jxxx+NPgV25IVkAhQKBbq6ujA/P7+nkc2tuHXrFi5evGgQQbgrV67gm2++McgC++DBA0RERGBsbAzT09Nwd3dHdnY2xsfH0dzcDABITEzctt47NDSEuro6KJVKpKSkIDo6Gnfu3Nmyb4byChGJRPD390dmZibEYjGeP39+YE60hqKzsxN9fX0Qi8WwtrZGSkrKjkaDe6WsrIwWrNsrUqkUz58/h0QiQXp6OkJCQrb0azImlCEhFfDuh7q6Okil0j3r1vT29qKhoQEMBgNpaWkIDg7e1/nslo09GLqMD80NuVyOW7du0TfCjRs2qk/LEJ+vsWhsbIRIJKKDxNraWsTExMDZ2dmk3ngUY2NjqK6u1hrHZjKZWF1dRVdXl1bjr5WVFXp6esDlcuHi4oKwsDAtwcDx8XF0dXUhKyuLvp/JZDLcvn0b77//vkmESo8CGBOj6aAbGRm55w+5vb0dY2NjBlHc5XK5YDKZyMjI2PexBgYG0NLSojU6Pjg4iPr6eiiVSsTFxSE6OhqVlZWYnJyEq6srsrOzt5yqkcvlKCsrw+TkJNRqNX788ccdgz8ej4dXr15BIpHgj3/844HIaxsKahdPNVyKxWJUVlZidnYWx44dQ05OjsGm3JaWlvDw4UODTWrJ5XI8e/aMXsBNPdJ///59xMfHIyIiYl/HkclkuHnzJv785z/v+2av2fSrT+O2oSguLoaPjw8SEhIArG8yTp8+bbRA2BDcvXsX58+fpzcsGzds+2l8NQVyuRw3b96kg8S5uTkMDw/T2Yvbt28jOzvb5NcFAHoasr+/H7a2tlpaTlTjr1qtpj2yNNdchUKBhoYGODo6Ij4+npYcEAgEePHiBT744AOTqawfmTmaGA8PD3h4eEClUqG3txd8Ph8uLi5ake1OKBQKNDU1GaR0JJVKMTg4aJBjqVQqnT46miqRtbW1+PXXX2Fvb4/33nsPq6urKC4uxtraGmJiYpCUlKR1k7CxsaGFnf76179ibm5uxws+NjYW8/PzIEnyUAcvwN81XyicnJzooHVgYAD5+flQq9U4derUvpRxgfUbAiVvbghsbGzw5ptvorm52eSLdF9fHz15sV/y8/NhZWWF69evIzQ0VEs/BwBtZKcPjo6O+Pjjj+nJnps3b+KLL74wmtQCsL5pmpycpK+jiYkJKBQKsw5e+vr6YGVlRQcvfD4f9vb29I1xcnISUqnUbIMXYP16oiYGSZLEq1ev6I1Id3c32Gz2gQQvwPo4dlpaGtLS0jA3N4fKykosLS3Bw8MDGRkZyMzMxIMHDxAcHIzKykpERkbC398fk5OTePXqFYRCIVxcXODj4wNPT09wOByMjY1pTS0eNEcBjBGxtLRETEwMYmJiIBKJ0NzcDKVSidDQUPj7+28rpLVRjXI/PHr0iF7Y9ktRUZFOHx0KFouFrKwsZGVlQSgUgsvlQiqVIiQkBGfPnkVjYyOuX78ONpuN7OxsLUVHPp8PlUqlVx+RVCrFwMCAWbtx68Ps7CxsbGy2DMJCQ0MRGhqqJTnu5OSE7OxsWqZcXxobG+Ht7W3wPq36+nqTC1kRBIGKigpaM2Q/DAwMgMVi4dtvv6UFwW7dugUrKyu4urpienqaHkv18/NDZmamXhsRJpOJlJQUgxpZbsXjx4/BZrNx7do1REZGgs/nm7VZ48bPT6VSoaamhs4MEgSBp0+fmvV7GBgYgIWFBR2AvX79GrGxsbCwsABBEKiqqjIby4Zjx47h008/BbB+3k+ePIFEIoGzszPeeecdEASB7u5uVFdXw8HBAW+++Sasra0hFApRVlaG+fl5xMXFmV2p/iiAMRGurq5IS0uDWq3GwMAAysvL4eDggLi4uE09KQMDA2AymQbRYaCUHw2R7hMIBFhdXdV7R+Tt7U378LS0tODXX3+FlZUVsrKyYGdnRwc3EREROHv2LKqrq5GSkoI7d+7QBmdbkZ+fb7Cg7KCgdmz6eEbpkhzfjeKvTCZDR0eHwRfU4eFh+Pr6mlzIislk4rvvvtv3TpByZv7oo4/o41KCYBKJBJOTk3j77bfBZDLpput79+6BwWAgOTn5QDReNtLY2Ag/Pz+89dZbIAgCt2/fxurqKp48eYKLFy8emE/NdhQXFyM5OZn+/DZ6yZm74eRGR/eVlRUsLi7Sys9FRUVGkfU3BKGhoQgKCsIvv/xCN0avrKxgbGwMFy9ehFqtRmNjI5RKJWxtbSEWi/HZZ5/pVA8+aMzvr/sPjoWFBSIiIhAREQGJRIL29nasrq7SQlokSYLD4RhkZ0kQBGpqavDDDz8Y5FgvX77Ed999t+vnUiJKycnJEIvF4HA4WFhYgJeXFy5duoSOjg7k5eXRni2Jibo1iyg6Ojrg6Oh4YE7XhkJTpXM3aEqO19fX0xmtzMzMLf8mBQUFeOuttwzazKlSqdDf328Ss0ZdGCJoevbsGWJjY1FbWwupVIrw8HCcP38eTCYTjo6OWpkxJpNJ+5DJZDJUVFSgrq5uxx4vYyKXy7UCU7lcDoVCgX/7t3/DxMQEnj17BoVCgYSEBLOZ0puZmdGyONjoJbe4uIixsTGDrFvG4unTp0hKSqIDMM0spFAohEQi0ZLbNzfu3buHwMBAMJlMujqQm5sLKysrAOttEMXFxRgcHER8fLxZBi/AUQBzoDg6OtIeF8PDwygvL4dQKER8fLxBaoyFhYWbavl75cmTJ0hKStr3TcPJyYne7XZ3dyM/Px8EQSAlJUWvzA7ldfPP//zP+zqPg2bjjm0vaNa4Z2dnweVysby8jBMnTmg1jvL5fNja2hpcoXg3fk3myPz8PGZnZ+ldNDWyT3nQbGcBwWaz8c477wBY94aheryio6ORnJxssqmfR48eaVknFBQU0NMwfn5+uHz5MhQKBbhcLq5cuQJPT88DH/V+8uSJ1kj0Ri85yi7AXJmbm8P8/Dzee+89AOvqtJOTk7SkfnFx8SbDVHNiZGQEDAYDLBYLV69ehVKpxMcff0wHL0KhEE+ePMHp06fx/vvvg8/no7e31yC9ZobmKIAxAxgMBu1uLJVKwefzUVZWhoCAAISGhu5pMRwfH8fKyopBGuAmJiYgFosNbswXFRWFqKgoyOVyVFZWorm5WUvDQBePHz9GYGAgOBwO/Pz8EBYWBgsLC4OelyloaGjA+fPnDXY8Dw8PfPHFFyAIAq2trXQPx7lz57R6CwzF3NwcLC0tDyTrYCjy8/PpvgBgPcOSmpqK1NRUrYBwJ5ffoKAgBAUFQaVSoa6uDtevX0d0dDTOnj1r1POnjA8pj6be3l5YW1tvcg1nsVh0mbK3txcPHjwAg8HA+fPnERISYtRz3Eh1dTWCgoLozFZ1dTWCg4PpBmeqT8tczCV1UVRURH9vVCoVRkdHce7cOTx9+hTz8/Ows7M7MG+gnSAIAiUlJfjuu+9gbW2Nly9fIjo6GhUVFVhZWQGbzYZCocDXX39NfyaRkZGoqakxywDmaIzaTCFJEuPj4xgYGICVlRViY2P1NigjCAJXr17F5cuX973TMuSx9GErDQPq36qqqnD58mWQJImJiQn09/fTzdK7bWo9KAQCgVbK3FiIxWKUlJRgdnYWwcHByMrKMsjCSpIkXr58iYsXLx7K4BFYF3jj8/kgSRL29vZIT0/XmW2hTDG7u7t3zMpsfJ4xszAbNV82+jfthEQiQXl5Oebn5+nvhrGzRjKZDHfv3qUb72UyGe7cuUNrpGwcSTZHNmoFaWq+UO8nISEBHR0dsLCwQEpKilnd+IuLi+Hl5YUzZ86gra0NHh4edMDb3d2NV69ebRI6nZmZwdzcHGJiYg7ilI90YA47ms6j3t7eiIiI2HaRev78OVxdXQ0y/VBcXAxPT0+Tq6tS7rl9fX2wsbFBWloaXrx4oTOQWltbA5/Ph0gk0hJoMkdUKhXKysrw5ptvmrT0wufz0dLSAgD7bj59/fo13N3dN+30DwsbBd4ow02pVAo/P78t3Xvn5ubA4XCwvLyM0NDQA3Vufv78Odzd3enrsri4GL6+vrvOkhIEgfb2dpw6dcroQcNGTZQ7d+4gIyMD/v7+9M/p6elmZcaqCRWgUKJ7c3NzGBoaotfZje9PKpWCy+ViZmbmQPukKGZnZ/H06VN8//33dP8lJWa5XQBcW1uLuLi4A5OrONKBOWAIggCDwdjzDcvGxoZubJ2amkJ1dfWW1gVzc3MQCoUGkQ4XCoWYn58/kGkfTUv5+fl53Lt3DwkJCTqzQNbW1rR41/T0NGprawGspz69vLxMet470dTUhOTkZJP3jVDj/JrNp5SVw24WppWVFYhEIrNpCN0LGyUKPD096fJbV1cXfvvtN5Akifj4eC3dnWPHjtGPo/RdbGxskJmZaVKtD5FIpHWNLywsYG5ubk/XKZPJpK8dY0JNQ1J/J6rcRQUv3d3dsLGxMdvgBVjvzaEa4fXRfKF0sADtPqmNmWVT8fjxY9qpvaGhQctB+sWLF0hISNgUvMzPz9MN7ebIUQBjApqbmxEREWGQ6NvHxwc+Pj5QKBTo7u6md8PR0dFgsVgoLCw0iGcIQRCbmusOCgaDATs7O6Smpu74WC8vL3h5eUGpVKKnpwc8Hg+urq6IiYmBtbW1Cc52axYWFsBkMg90rFWz+XRoaAhFRUW0enJCQsKOi6qhe3dMzfDwMEiS1ClRwGQyERsbi9jYWCgUClRVVSEvLw92dnbIyMigJzE09V3m5+fB4XAgk8lMppFRVFSk1eRaVFREN8abI5TGCzVVRBAEKisr6Z9VKpVZaaboghLdowKs5uZmTE5OYmpqCr6+vqiurt52akqzT4pqFN/K280YVFdXIzAwEE5OTujp6cGJEyfoQRGJRAKhUEivCxQkSaKlpYUO0syRowDGyEilUigUCoOnDlksFr0LnpubQ319Pebn5+Hh4aG3Ed12lJaWIjo62qjqofpSWFiIjz/+eFfPsbKyQlxcHID1wKGxsREqlQphYWHw8/MzeQaEJEk0Nzeb1WJANY5Tk115eXlwcHBAdna2TrG74eFheHt7m22D4k5Qmi/Ozs6YmJjYtgTGYrGQm5sLYD31XlFRAYlEAl9fX2RkZNCZQHd3d/j6+mJ1ddUk76GlpQUeHh50v1dLSwu8vLz07o87CDZqvFAaMNTPRUVFuHDhgllqpgCbRfdWVlawsrKCDz/8EFwuF2NjY/Dy8gJBEDseSzOzTHm7lZWVwcvLC++8845RsjJSqZS2C5DL5ZiYmKC/28D6+qore9fU1ITo6Giz7nMzz2/MPxBNTU1G37EeO3YMGRkZUCqV6OvrQ1lZ2a6tCzSZm5vD1NSUQbRo9ktdXR38/Pz2tUC7ubkhPT0darUa/f39KC8vh6OjI2JjY002Tsrj8RAVFWWWiwGLxUJ2djays7MxNTWF0tJSyGQyLU0UhUKBgYEBswrAdktJSQkSExMRHByMqqoqiMVieHp6IjMzc9tA3cPDg85q8vl8/P7771Cr1YiLi8PJkyfB5/NNogitUCjQ2tpKv9bGn82RqakpSKVSugF0dnYWCwsLtAbMxMQEZDLZgTWI6sNG0b3q6mqkpaXBzs4O58+fR0lJCaKionD37l1YWFjg3Llzelk4uLi44JNPPgGwnuExFgUFBXSA0tDQgHPnztH/1tfXBzabraWIDqwHPaOjo+DxeLC1tdXyqzInjgIYIzI5OQk3NzeTlS6srKzoXofFxUU0NzdDoVAgLCxsR+sCTYqKiuha6UEik8nA5/MNllq2sLBAZGQkIiMjIRaL0dbWhtXVVZw4cQJBQUFGy8qsrq5ibm6OzgiZMz4+Pvj666+1NFFsbGzg4OCAzMzMQ6v5sri4iMnJSbz11lsAQI/B9vb2oqCgACqVChEREVqZAV1Q1xfl+XX9+nVkZGSYpJ/h0aNHyM7Opl+rsLBQ62dz5OnTp1plaM0+DIIg8OzZM7O2C9goujcyMgI7Ozs0NjbCwsICXV1d+MMf/gB7e3ucOnUKUqkUHA4HlZWV8PT0RFZWll5Z7PDwcKOcf0dHBxwcHODj44Px8XG4uLjAzs4OwN9LebpKnw0NDfjggw9gbW0NkUiEiooKlJeXw8PDA++++67ZfOeOppCMBDVqSk2bLC0toa2tDWq1GtbW1mCxWLCxsUFUVJRRjbEIgsDAwADGxsbg4OCA2NhY+gusCw6HAwsLC4O4Vu+X27dvIzMzk270MwYEQWB4eBgjIyOwtrZGXFycwct9HA4H586dg62trUGPayp6enroxuigoCCkpaWZjZmbvly/fh3vvffelvoiKpUKTU1N6O3thaWlJVJSUox2U9kLAoEAdXV1+PrrrwH8XW7gm2++OeAz2xoOhwNLS0t60qW+vh4SiYTWpHn58iUcHBz06m07KK5evYrPP/8cjo6OmyYIKyoqMDMzAzc3Nzg6OiImJkZrbe3t7UVjYyMIgkBCQgJiY2NNeuNXKBTIy8vDzz//DJIkUVpaqjX9+OzZM7i7u9PO2RQDAwNQq9U6x7+vXr2KP/7xjyYt9x1NIR0AlAP1vXv3aIXGyMhIsFgsKBQKrK2tYWFhAbdv3wabzUZOTg48PDwMfh5MJhPh4eEIDw+HRCLB69evIZPJEBgYiBMnTmhdUIuLixgeHjaLZjo+nw82m23U4AVY//tQTtqUKqVarcbx48f3LCKoyejoKI4dO3ZogxeSJCEQCGi12ra2Nty5cweWlpY4f/68Qfy6jE1rayvc3d23FUeztLSkReykUikqKipQU1MDJycnZGRkGNwAczdQ4mN/+MMf6J8pSQFzRSKRYGhoiC5vyeVy8Hg8em0RiUSYmJgwa7sAqvGVmsBpamqilaflcjn6+/vpkWqxWAwul0u7a4eGhtKWMZpCnS4uLsjOzjZJz1JhYSGt79PQ0IAzZ87Qwcvc3BxmZmY2Ne4qFAoMDw9vaQ9iaWlpVr1K5nMm/0AoFAq0t7eDIAi89957O06dzMzMoKysDKurqzhz5ozRPDQ0rQtGR0dx9+5d+Pv749SpU3B2dkZBQcGum2WNwUZnWlNANUNmZ2fTIoIVFRV0WW4vk0NqtRrd3d16mTWaKx0dHVo7x8TERCQmJtJCaFwuFz4+PsjMzDRL4z2FQoGWlpZd9YnY29vTPQMTExMoKyvDysoKjh8/jrS0NJM3MZeWliIuLo5+XS6Xi8jISLP8e1M8evSILrsA630Yb7zxhlb568MPPzyo09sRmUyGnp4eeg2ixompwGOjhQObzaYNVycmJlBVVQUGg0FLOVBrgEAgwNOnT7G2toaYmBgkJSUZJSsjEAigUqkQHh4OkUgEgiC0Avit2gQaGhqMriBtSI4CGCPw4MEDkCSJb7/9Vq8vp6enJ77++msoFApwOBw0NTXBy8sLOTk5Wy5S+1H6ZDAYcHJywtraGlJSUtDZ2YmpqSk4ODgYZIJpvxQWFiI9Pd1kkb5cLtdqhmQwGAgICEBAQAAtItja2qqXiKAmzc3NSEpKOrR9IzKZDAsLCzo1XxwdHenR3a6uLjx48AAAkJSUhOjoaFOe5rbst0/Ez88PX331Fe1ETWnExMXF7Wg6agiWlpYwMTFB3wAlEgmGh4fNunH39evXcHZ2phtDBwcHYWFhQTeBNjQ0wMfHx6yVsylPKUrzRXOceGxsDARB0BYOgLYvmL+/P/z9/aFUKsHlcrG2tobjx48DAAIDAxEYGAiVSoXa2lp6TH87I9bdomm8S5IkmpqatKaOKisrERwcvGmtFwqFsLOzM1vNF10cBTAGZnh4GADodO9uYLFYdJNhd3c37t+/DwsLC6Snp2/qAL9//z7eeustnanIBw8eQCqV4vTp0zh58qTOxbugoAAfffQRbG1tkZycTEvzV1ZWHqg0/9jYGORy+b6UYnfLxt2hJpoigkKhkBYRjIqK2rbkR+16zHmR3on6+nq9+hOio6MRHR0NmUyGyspK1NfX70kkz9CMjY1BqVTqNRGyE5pO1FSG1RQUFhZqZTK2Gnk1F1QqFRobG+kAiyAIlJeX0xONMpkMnZ2dZlGm3gpKVI8qX3d2dmqNE798+VKr92hubg4sFmtTQMBkMkEQhE5xPktLS2RkZCAjIwMzMzPgcrmQSqUICQnZ90j58+fPkZCQABsbG3R2diIqKoo+nkQiQX9//6YAmFJkpu4/upBIJGancH4UwBgQgiBQWlqK7777bt/HoowOxWIxysrKUFpaChcXF0RHR9MXhq7ghcfjwdLSEpcvX0ZlZSXy8vI21V1ra2vh7++vdXPV3Dmsra2hq6uL9sqIiooyyReXqu3vJfjbK319fbC0tNTaTW2Ft7c3vL29aRHBjo4OLRFBCl27nsOGQCCAp6fnrnp32Gw2rQ47PDy8a5E8Q2LM7xKLxdrU+GgM2tra4OrqSvff8Pl82NvbG2ynbgwKCgqQmZlJf9bUzZS6PgoKCmg1W3OEIAgtUT2ZTIb5+Xm6rF9VVYWQkBA6M75RkVeT1tZWJCQk7JiB9fT0xJdffgmCINDS0kIbsaalpe16dHlubg6zs7N49913IZPJNk0/FhQUaAXEFC0tLUhMTNz2XF+/fo2wsLBdnY+xOQpgDMjLly8RHx9v0Bq5k5MTPvnkE1qE6/nz51Cr1cjOzt5URiIIAnV1dbSfhWbKk6q7hoaGoqenZ9sUtLW1Ne2pMjs7i7q6OhAEgYiICHh7exutJFJSUqJV6zc2lEDVbhsJNUUE5+fn0dDQQI/h+vj4oKurC5GRkWbV7LYbVCoVenp69tW7ExwcjODgYKhUKlRXV9MieVlZWUZpVt9IeXn5nnWQzAGVSoXm5matTIap+8J2C5Xxoqa3RCIRZmZm8O677wI4HHYBRUVFWs7jmllIuVyO3t5e2nwSWM/OxMTEbNJ3kkqlkMlku/quM5lMJCcnIzk5GUtLS7TInZ+fHzIzM/X6Lmv2tmzUfKEC4o2aL0tLS1AoFDue68jIiEFU3g3J4VxhzZDFxUVMTU0ZxINIF0wmE++++y7effddyOVyVFdX0xodb7/9NlxdXfH8+XMkJiZuunEGBATg8uXLUKlU+I//+A988MEHeu+APDw84OHhAZVKhb6+PnR1dcHZ2RkxMTEGnaxZWFjA1NTUtilMQ/P48WOcPXt2X4GGu7s7LZLX19eHzs5OiMVinbucw0Jzc7PB/JosLS2RlZWFrKwsTE1Noby8HCsrKwgPD9e6URgSsViM0dFRs77Z78SjR4+0MhmPHz822t/LEOjKeBUWFtKWB4fBLkAoFEIikdDZlo1ZyEePHmlN56yurmplZzRpamra13i4s7MzPVDB4/Fw7949MBgMpKSkIDIyUudzNO0CRkZGtM5doVBoBcQUJEmisbEROTk5O56TWq02uw2BeV4Nh5BHjx5p+ZMYExsbGzq7IhKJwGKxIJFIMD09Te92dNHZ2Uk3p+4WS0tLutdhaWkJra2tkMvlOHHiBAIDA/d9syssLDSpn8vU1JTWYrVfLCwsEBUVhenpaaSnp+PVq1dYW1vbtYjgQbOwsAAGg2EUvyYfHx+6IbaxsZE2Q0xPTzfouPyjR49oE73DyNjYGNbW1uhMxszMDJaWlow2nUgxOTkJNpu9pxHfsrIyxMbG0je4lpYWeHp60mXqoqIipKWlmW0ABqwr7n7xxRcA/q4LRCnljo2NgSRJrZLOVhM7lICpoW72lD+XTCYDh8NBbW0t3N3dkZ2dTfeYadoFUJtNzWArPz8fOTk5mzauXV1dCA8P3/FzkclkZvnZmd8ZHUIof5LtdCaMBXWjuX379qaZfk22isD3grOzM86fPw+CIDA0NITy8nLY29sjLi5uW5G8raDsAkxpclhcXEyLghmK8fFxuLq60r0yBEHQ1gX6iAgeNKbya2IymTh37hzOnTuHhYUFcLlcvHz5EsePH0dGRsa+RPJev34NFxeXTWnyw4IujZcnT56YRBmbyWTi6dOnUCgUSExM1DtgWlpawvj4OF2K3WhxMDY2htXVVbOaTttIVVUVTpw4oaX5YmNjg+vXr8PBwQFzc3O0FhLw92t945QoSZLo7Ow0inQCm82mG7gHBgZQWFgIlUqFU6dOobOzk/63xsZGrQzq4OAgACAkJETreKurq5ientYr+1JbW2uWSuJHAcw+MQc/ksHBQVhbW2/b3Pfw4UMt3QJDwGQyERoaitDQUCwvL6OjowMrKyu7kuanxpRNmVrm8/mIjIw0qFGlWq0Gn8/XWriYTCYtZiWRSOi/T1BQEIKDg82ukfEg/Jrc3Nzw6aefgiAIdHR04OrVq7C2tkZ6evqup4c2TsAcRjgcDqKiougbY319Pfz9/U0ib+Dt7Y3Lly/vSs4B2Jx91rQ8OAyie1KpVKu3hcpCUmXgp0+fYmFhAb/++it8fX2Rlpa26Vqn6OjoQFxcnNEzrtS6q1AoUFBQgPn5edTW1iI+Ph5WVlZ0Fm3jFJgm9fX1Wj0y2zE2NqZXoGNqjgKYfVJQUHCgfiQEQYDD4ej0s6Cg5NGDg4ONdh4ODg44d+4cSJLE8PAwysvLYWdnh7i4uG0DBaqubMq/nzGM41paWrSULjfi6OhI/30EAgG4XC5sbGwQGxtrFto7uiYWTAmTyURsbCwaGxvxySefoKqqatd+MpR+kLkFhvoikUggEAjoYF4ul6Ozs9PkAZmmnENPTw/u378PJpOJtLS0TWtIS0sLjh07RmefBQIB1Go1HXxSjfnmLrpHld43ZiHlcjkmJyfxT//0TwDWG5Fv3boFCwsLenKH+r7J5XLMz8/r1E0yFpaWlhCLxfi3f/s3CIVCcDgcrWDx6dOnOHPmzKaspkAggIeHh16fi1gshrW1tVleV0cBzD7x9PTE+Pg42Gw2fHx8TN7rUFVVhYiIiC3T7iqVChUVFSbLcDAYDJw4cQInTpyAVCpFZ2cnnXU4ceKE1t9nZGRkU135MLK4uAiVSqVXCZHBYCAoKAhBQUG0WaVYLIavry/Cw8MPzK1648TCQVBYWIi0tDQ4OzvTu9/e3l7k5+dDoVAgOTl5Sz+ZiYkJyOXyLRscDwMbe3eMFdz39fXBw8NDr14XyvxUIpGgrKwM5eXlCAoKov2NNLPPGy0P9GnMJwgC9+/fR0JCwoF4T3V1dYHNZsPX1xfA5ixkUVGR1gb1xIkTmJubQ2pqKurq6nD9+nVYW1vj/PnzGB0dRUpKiknP/+nTp0hKSoKlpSWWlpaQmZlJn/vMzAwWFhY29YPtdsqwuroaSUlJBj93Q3AUwOyTrKwsqNVq9Pb2oru72ygTOltB+XFojvVtpKioaN/CSHvF3t6ezjqMjIyAw+HAxsaGzsqUlJQYRDPnIKE0X/aSXmWz2UhKSgJJkpiamkJVVRWYTCaio6NN6r1jDn5NAoEAa2trm/okIiIi4OTkhOfPn0MoFOr0kzkMrsY70dHRAScnJ7p3hxLE1EefaLew2Wy61yU+Ph6nTp3aMUhydHTExx9/TAue3b17FyKRCKdPn6afu7GRV5/GfCaTibfffhs1NTWoqamBnZ0dvvzyS8O80R2gRvypzd1G1/ipqSkoFAqt3pGmpiYkJyeDxWIhMzMTmZmZWFxcREVFBQCYtMdtcXERc3NzeO+997C2tobp6WnExsbS//748WO6KVkTTdXgnSAIAlNTU2YrnngUwBgACwsLekJncXGRnkAJDQ1FQECA0bIyVK15K6jmOWOUTHYDg8GgdUFkMhl4PB54PB68vb3NTtlxt3R3dyMsLGxfASKDwYCvry98fX2hUCjQ1dWF169f49ixY0Z3KzcHvyZN6XNdFBcX46uvvqLLSJq6RidPnsT8/DxiYmLMukyxHSqVCg0NDVqZjLKyMqMJOvr7+9O9LpTYpaurK3JycnYsZzKZTCQkJMDNzQ1VVVWQyWS4evUq7O3tsby8TL+H3TTmOzs749KlS5BIJLQlhSl4/Pix1uZuY0/Is2fPtHRP5ufnwWazN33PXFxc8NFHH2FiYgKNjY0m8xIqKiqiM5VUUEJRUVGBkJCQTUrYs7OzWj0yO/Hs2TOTWGbslaMAxsC4uLjgwoULIAgCg4OD9IRObGysQZtGASAsLIyWbk9NTdVyBqaE78wtw8FmsxEWFgY+n4/Tp0+jsrJyX4aJB4lcLsfU1JRBFXdZLBZOnToFYF1Vs76+3qgigk1NTQfu11RcXIwzZ87oHDvlcDgIDw/XunY0dY1evnyJ7u5uHD9+HAsLC4fSuoEaMaYyGSUlJTh58qTRNTco80FgvZz7+PFjKJVKJCQkIC4ubtusTElJCS5fvkzfzP/yl7/Q5oxyuRwdHR3485//vKvzMeX4u1AohFQqpTd3G7OQzc3N8PX11QoA+vr6wGQyIZPJdAbLfn5+kEgk6OrqMvrEVUdHB1xcXODu7o65uTnY2NjAwcEBwHpT8sDAgE7Nl1evXum9WVlaWsLs7KzZZl+AowDGaDCZTISFhSEsLAzLy8tavSD7nUBRqVQA/u4MLBaLweFwwOVyaX2AqqoqnD592uyEh4C/C1y5ubnB398fcrkcXV1daG1thZeX16FRsTV238ixY8eQkZFhNBFBkUgEAAd60xcKhVhcXNQp/CcWizE8PLxl/5alpSWmp6fxww8/YGVlBS9evIBcLjeqy6+hmZychEwmo72/xGIxJicnTSroCIDuy1IoFOByuWhpadnSz4rL5SIiIoK+iTc3N8PKyopWcmUymTh27BiuXbuG48ePIz09fcd1iMfjwdHRccvx9ydPnmBpaQkZGRkGUfKlsnrA5iykSqVCa2vrptJ8amoqxGIx2tvbsbq6iuPHj+PEiRNa37OoqCg0NDRgYmICfn5++z5PXRAEQWfsdFkZPHnyRGfQ0dfXBzabrfd1UVRUZPZ6SgySJA/6HAxGYmIi+erVq4M+jS2hJlCGhob2NYGSn5+P2NhYnU1vg4ODqKqqgkql2rY35qBoa2vDxMTElheGUChEb28vgHWTQFPIzu+FyclJzM7O0tkSU7G0tAQej4e1tbV9iQiSJImXL18iNzf3wIJFgiBw9epVfP311zqzk9evX8elS5e27Aeqq6vD8vKy1o6ScvkdGBiAvb09srKyzFoT5sqVK1rlsRs3buCdd94xi+/94OAg6urqoFarcebMGVpM7e7du/TuXqFQ4Nq1awgLC8PIyAgcHR2RmZkJDw8PEASBzs5OtLW1gclk4uzZszrXLJVKhWvXruGnn37SeXMVCASoq6vDu+++i7KyMohEIoSGhu65t4/L5YLBYCAzMxPA+kYkLCyMDuQLCgoQHh6+bemdJEmMjo5iaGgIVlZWiI6Opp8vl8tRW1trtLHjoqIiBAUF4eTJk3QTsmav1PXr13WOTZeUlNB9Pl5eXsjOzt6y7Mrn89HX10erAR8kDAajlSRJnXUs89/m/gOxcQKFx+NBIpHAz88PYWFhek2gTExMQCaTbdmxHxISgurqanz66aeGPv19o4+YHiUCp1QqtzVMPEiohfkg+kacnZ3pEiUlImhnZ4fY2Fg6hawPfD5fy6X2ICgtLUVMTIzO4KWxsRFeXl5bBi9b6Qdt5fIbFhaG1NRUs8rscblchIWF0e+fKguYQ/ACrK8lISEhkMvl4HK5aGxshEQi0drdFxYWIjs7m16PNO0iKGfl+Ph4SKVScLlcVFdXw8PDA9nZ2fT7fvz4Mc6fP68zeNHsj7KxsaF94Zqbm3Hz5k2w2Wzk5OTo/TeTSqUYHByk1yCRSASSJOngY35+HmKxeMe+QQaDgcDAQAQGBtLmt+3t7XBzc8Pi4qLRppHm5+exuLiIDz74AAqFAr29vVr2NSqVSueGZm1tDba2trQ6b3d3N91vlJiYqNX8q1AozN53i+IoA3PAkCSJiYkJ9Pf3w9LSEjExMdum9H/55Ret2vNGOjo6MDIyYjJbg93w+++/4+TJk7sel5yfn0dXVxfUajXCw8MPZFxdk6amJgQFBZnNjUYqlYLH40EqlSIgIAChoaHbpolXV1dRX1+/bQO4sZmfn8fjx4+11E0p5HI5bt26hR9//HHL9/Hrr78iNTVVrxF86obH5/NhY2ODtLS0AzcUlEqluHfvHn0j3SkLYQ4MDw+Dw+HAysoKBEEgKCgIU1NTOhWtCYLAq1evwOPxYGlpiXPnztHaMH19fWhsbIRarUZwcDBGRka21LF68eIFnJ2dt2yMnZmZQWdnp959aLdu3cLFixfh7e2tMwt5/fp1vP/++3suq87Pz0MqlRpNGiIvLw/nz58HsN4jFxAQgNHRUaytrSEoKAhMJhM8Hm9ThrupqQlhYWGbmnflcjkqKiowOTkJZ2dnZGdn4/nz50hJSdHqqTxIjjIwZgyDwYC/vz/8/f2xtrYGPp+PtrY2eHp6btohl5WVITIycsvghaqN7tZd2RRMTU1BLpfvSetB0zDxIMbVNdHXudWU2Nvb4+zZsyBJEuPj46ioqNi2Mbq+vt5kkxJbUVhYuGWW8OHDh3jrrbe2vJGPjIzQO2B9YDKZSElJQUpKCkQiETgcDkpKSgxiXbBXCgoKtDIZGxt5zRFqMsrGxgZSqRTXrl3bslGXyWQiKSkJSUlJkEgk4HK5qKyshIeHBzIzM/GHP/wBCoUC/+N//A/Y29vj9u3bSEhIQGRkJP03WFpa2rEfyNPTU+/ghcfjwcHBgVYspxS5qTWWx+PB2dl5Xz1h7u7uRrOUaWtrw7Fjx+Dr64sXL15genoac3NzyM3Nha2tLQoLCyGTyWBhYQGJREL3Li0vL0Mmk+mcPLKxsaH/vmNjY/jtt9/g5uZmNsHLThwFMGaEtbU1EhISAADT09OoqakBsN4YZmtrq6XSqYtnz57RokbmxtOnT+mmub1yUOPqFJRzq6kzF4uLi3qNPTIYDNqskyqxtLa2wtvbGxEREbC0tMTY2Bjc3d0PdOS4oqICwcHBcHZ23vRvXV1dsLW13TJDQhAESktL9zxi7OrqSlsXvH79Gnfv3oWFhYVWhsDY8Pl82Nvb0zdSoVCIlZUVupHXHKmqqkJYWBjdjFtVVYVz587pNSTg6OhIZ4QpDx+lUkmXPi9evAiJRIK6ujo0NDSAxWIhISEBjY2NBsskU71RVF/g6uoqZmZm6NIJQRCora0127KJSqWiy+8MBgMODg748MMPMTIygvz8fKyuriI8PBzz8/P47LPP0NvbC5FIhJWVFdja2kIikez4GlZWVmAymWbZfrAV5nenOwIA4OXlBS8vL7oXhM/nIzQ0FGtra7C2tt70eLFYjJmZGbMceaupqUFQUJBBx8hNOa5O0dvbi5CQEJNq1wgEAhQXF8PGxmZT78B22NjY0PoNU1NTqK6uBoPBwOLiIj3uehBIJBKdI57AZmExXZSXlyMmJmbf03VMJhOnT5/G6dOnIZFIwOFwUFlZuWNz435RqVSb+gs0J2LMEarXgjrn+fl5zMzMbGseuxWaHj4VFRUQCAS4d+8eMjMz6UyARCJBQUEBxGIxysvLkZWVte+MZ1FRkZbNxMYJwufPnyMxMdEsN3/A3zVrmEwmenp6EBISAktLS4SGhsLX1xfV1dXo6+vD2toaKisrkZOTg9raWkRGRiIiIgK3bt3a9vgikQiFhYX47rvvzDoLuBHz/LSOoLGyssLJkydpwa7GxkaoVCqEh4fD19eXzjoUFhaaZfAil8vR3d1ttJ2NMcfVNVlbW8PExIRBNV92gmpg/PHHH2FjY4O+vj7k5+eDJEkkJyfrvWP38fGBj48Pampq4O7ujrKyMvj6+iIiIsLk1gX5+flb7qofPXqEjIyMLW8iEokEo6OjBv8uOTo60kGdZnNjUlKSwfU8njx5gvPnz9Pvsbq6GidOnDBa0G0ICgsLkZWVRV9LRUVF+OSTT/Z1TBaLRTeUzszMoKKiAsvLywgMDMTZs2extraGf/u3f8PMzMympuDdBhnU4AN1vQgEAvT19cHJyQmnTp2CVCqFUCik/ZDMjdnZWSwvLyM6OlrnOtTQ0IBTp05hYmIC//RP/4TBwUEUFhZiZmYGoaGhmJiY2FJjS6FQoLa2Fnw+H3/4wx8OnRjkUQBziNDsBenr60NPTw+cnJxgbW0NOzs7sxwXffTokcFdsLdC01DS0IaJDQ0NJu8bef78ORISEuhsQ3h4OMLDwyGXy1FeXo66ujp4eHggNzd3x4VnYWGBLpVQ1gWVlZV6NY4bioGBAUilUp03a4FAAIVCsa2XUWFhodF1KaKiohAVFQWZTIaKigrU19dvqYeyW4RCIZaXl+myhUwmQ09Pj1nKHVAIhULI5XK6vFZXVwd/f3+d5b+94unpiS+++IIu6/36668gSRJ9fX2IjIzEV199BYIg0NLSglu3bsHKygrnz5/X25xW02ZCrVajp6cH33//Paqrq5GXlweJRGKWTssUT548ocs6G9eh0dFReHh44Pnz5/S1QVkftLa2oqOjAxMTE8jKytI6pkqlQnFxMW0+SRmpUkHlYeEogDmEWFhY0Avt0tISamtr4ejoCIFAgOPHjx/ohI4mAwMDYDKZRvFz2Q5DjKtrMjU1BUdHR5Pukufm5jA7O6tzV2hjY0P/vre3F7///vu2WZmNDrua1gXUCGhbWxs8PDwQFRVltBJZaGgoVCoVneGgzncnKwFgPTNib29vsiCdzWbTJZKhoSEUFRVBqVTq7R2ki42lokePHhlNsK60tBRSqXTfgdezZ8/w2WefAQBtPmrMbCpV1pNKpaioqEBtbS1cXV2RnZ2N5ORkJCcnQyKRoLy8HBwOZ8eSX3l5udbgQ3NzM86cOQNra2vk5uaio6MDfD4f/f39aG5uhpeXFzIzM80mI9bS0gJvb284OTltWocoAT5vb284Oztrldmqq6vxxRdfgM1m4+bNmwgLC6P/rb6+Hp2dnUhNTdUqJ//yyy+Qy+VmKX66FUcBzCHH2dkZ7777rpYuiLF7QfSBIAiUl5frHJM1JWw2G8nJyfS4+m6zDgRBoKOjw+SaLyKRCCqVCgUFBcjNzd3yJhQREYGIiAjIZDJwOBzU1dXB09MTOTk59KLN4/EQHR2tM3CztrbG6dOnAayn8uvq6kCSJG1dYGgod2PN81WpVEhMTNxy4SQIAtXV1Qc2XUe5qysUClRVVSEvLw9OTk7Izs7e8jvU29uL0dFRZGZmgsVioaqqSqtUNDAwACsrK6ONc1+8eBFDQ0MoLCyESqXSyx5gI9Q0JPXdy8/Px9tvv22SbKq9vT1dEh8eHsaTJ0+gUCgQFRWFlJQU2iSyp6cHv//+OwiCwOnTp7Xeo0QiwfDwMN1vtbi4CIIg6CkhuVyO+vp6/Pzzz/Rzenp6UFBQAJVKhcjISKSkpBxYTwilCPzTTz/pXIeam5tx6tQpFBUVafWUzc3NgcVi0dc/SZKwsbHByMgIysrKEBgYqHNcn8lkHqrgBTjSgfmHRFMXJDAwcJPctSkoKChAWFiYlkCSuUCNq4tEIp3j6pq0tLQgICDgwMpzQ0NDqK2thVqtRkpKil59Lz09PWhsbAQAnD59GvPz87uanFKpVOjt7YVQKISLi4tBmma3Y3Z2dtsmzcePH+P48eOIj4832jnsFioYlsvl9E1V8xrTVKFlMBiQSCT4T//pP9H/duXKFXz//fcmGeGmTBtHR0fh4uKC3NzcHUuq1DlSN7ru7m50dXUd6ISKSqVCfX09+vv7YWNjg/T0dPj7+wNYD0aqq6sxOjoKJycnZGVl4enTp3jrrbfg6ekJkiRRUlKCnJwc+lq/e/cuzp07p7MUpflaLBYL586d03Kl3gqZTIby8nLExsbuO/Ocn5+P6OhoREZGblqHFhcX0dXVhZmZmU2qwffv30d6ejq9Ably5QpsbGzAYrHwwQcf6LyWR0ZG0NbWZhbKuxvZTgfmKID5B4aSux4cHIS1tTViY2MNWrveirGxMVRWVuLbb781+mvtl+npafT09ABY73/QDFQkEglev36NtLS0gzo9GrlcjrKyMkxPT8PLywu5ubk7BhUymQy///47Pvvssz035y0uLoLP50OhUCAkJMQk4+qazM/P48mTJzql0c0BzRsdm81GZmbmpszV9evXwWKxsLq6Spft/Pz8cObMGYOfj0KhAIAtAyOBQIDq6uody2FPnjxBQEAA4uPjoVKpcPXqVfz4449mM6UzPz+PiooKLC0twc/PD5mZmfT1MDExgaqqKhw7dowum26U3Ofz+ejp6dErIJNIJKioqMDc3BxcXFyQlZWlUxCuuLgYEokEZ8+eRU9PDxYWFnDixAmkp6fv+u8mFAppuQCxWIyOjg56HaKCsZiYGJSXl28qvV67do3OVtbX16Ourg7ffvvttpuwO3fu4NKlSya5P+yWowDmCKyuroLH42FpaQnHjh1DXFycUSZQqJ3bt99+e6g62qlx9dnZWbi5uSEmJgYVFRV0CcCc6OrqQlNTE5hMJi5cuLCl6NTY2BgWFxdx8uTJfb8mNa4+Ojpq0hJlXl4ePvroI710cA6a2dlZcLlcLC8v48SJE0hLS0N/f79W5oLH46G+vh7W1tZITU01uPbMgwcPcPr06R2PS5XDBAIBnJ2dkZOTQ/+NxWIx8vPz6fJvfn4+wsPDzTKbShAEurq6QK37G2Xxgc3eRAqFAnl5eXsKyAQCAWpra6FUKvGHP/wBTCYTMzMzyM/Px5tvvql1LRIEQTfS2traIisrS++y7NWrV/H555/D0dERJSUlyMrKonvTuru7YW1tDS6XSz+GoqenB4ODg7h06RKamprA5/Ph4OBA9zHpQqVS4ebNm2YpgAocBTBHaEAQBAoLC+Hs7AxLS0vExsZuOWK3F4qLi+Hl5WWU3aWpmJ+fR3V1NUiSREpKyoFbF2yFRCJBWVkZFhYWEBQUhPT0dDrYUqvVKC0txZtvvmnwc19eXgaPx8PKyopRS5QtLS2YmZkx2/HWraBuXJ2dnZifn8eHH36o1UQJrJd5y8rKMD8/vymDsFcoH6LdZj7HxsZQVVWFtbU12iCQKr1MTEyAw+HsWTjQlFCy+BMTE3BxcUFOTg6cnZ3B5XKRnJwMOzs7AMC9e/dw5syZfQWPBEHQ3/krV67giy++2LZZenZ2FhwOB1KpFNHR0dv21jQ2NmJpaQlvvvkment7YWFhQZ/r2toaqqqqYG9vD6lUquVCDQC3b9/GRx99hI6ODggEAqSmpqKjo0On2zuFVCrF9PS0XiWyg+AogDlCi66uLjg6OsLDwwM8Hg+Li4taaq17ZWZmBs+fP9/S1+SwQPUMZGdno6+vD5OTk3ByckJsbKxJrQuePn2KyclJuLu7IycnZ8u+BYIg0N7ejvb2dlhbWyMrKwtjY2MIDQ01mqw5YNwSpUKhwPXr183aG2gnHj16BF9fX0xOTmJhYQHe3t7IysralJns6OjAq1evYGlpiQsXLug9HryRq1ev4ssvv9xzZkylUuH27dtYWlqCr68vsrKy8OjRoy3dws0ZgUCAmpoarK6uIikpie6f6u3txevXr/HFF18Y5HXKyspgbW2td5mZIAjU1NSgv78fTk5OyM3N1couKhQK3LhxAz/++COUSiWqqqq0gpTKykrEx8fj/v37Oq+Na9euwcfHB2KxGF9++SX6+vowPDxstGk3U3DkhXSEFpGRkeBwOPD399+k1spkMhETE7OnG9/jx48NtjAcJJTWwsZx9dbWVsjlcoSEhBh9XF0oFGJubg4///wzRkZG8PjxYyiVSpw+fRonT57UWriYTCYSEhKQkJCAhYUFvHjxwqieLBSajryaJUpfX1+Eh4fvKxguLCxEZmbmoQ1eKM2X5ORk+neaInmaI++UUCWVUSsvL0dgYOCufJrq6+tx/PjxfQUaFRUVcHZ2xvfff4+JiQncu3cP8fHxhy54AYDAwED4+/ujpKSELqGqVCpUVFQYbAxcJBJhdHR0V6UXJpOJ9PR0pKenY3x8HE+fPoVCoUBCQgLi4+O1RAM3ar4IhUI4ODigvLx8S9+sxcVFrKysICwsDGNjY5DL5TqV2/9ROApg/jeEyWTCyckJIpGILh9Raq0KhQJ8Ph/t7e07TuhoUlpaioiIiH2LfR00QqEQdnZ2cHBw0Pq9s7Mzzp8/b7JxdU3NEErThsoM5eXlwdXVVed4taurK52xMSW2trZISkqiRfKoYDg6OhrHjh3b1bEmJiagUCj2ZPxpLuiyB9AUyaNGyDXtIRwdHfHxxx/Tgm537tyBlZUV0tLStjWuVCgU4PF4+7oxV1dXQyqV0uPJDg4OYLPZSE9P3/MxD5qWlhacOXOG3mgUFBRsq/S8Wx49ekT/vfaCv78/Ll++DIVCAS6Xi//5P/8nlEolLl26hNHRUYyPj9MSB1SWNTExEZ2dnTqnEYeHhxEcHIz3338f/f39aG1txfT0NABgcnISn3766aEbk96JoxLS/6YoFArU1dUhMzNzy8doTuhERkbC09NTZ9ZBJBKhoKDAbI3Q9IUSVHvzzTf12vkba1xdn7T0yMgIampqoFQqtTQ+mpqaYGFhQWfWDhKFQoGuri7Mz8/D3d0d0dHRemUUrly5gm+++eZQNYFrUlFRAQDbXlsUfX19aGhoAEEQOHPmzKYG1KWlJZSXl0MkEiEoKAiZmZmbbsD6Nu5uxeLiIvLz87Wu319++QUuLi549913D+XnsLS0hPz8fLoXZnZ2Fi0tLXvynFIoFCgtLdXqxaqsrIRSqTSYtQhBELh69SpSUlLQ1tYGFouF6Oho8Hg8KBQKWpupr69vy6b2mzdv4pNPPtG5oZJKpWCz2Ycyo3lUQjpiEywWCxYWFlhdXd2yr0PTULKvrw88Hg+Ojo6IjY3VWtQePXpklvoBu6WtrQ2nT5/W+yK3t7fH2bNn6V4QQ1gXLC4u6pWW1szKVFRU4Nq1a3B2doa1tTVWV1fR3t5usObQvcJisXDq1CkA6+Ja9fX1IAgC4eHhWzZGV1ZWIiQk5FDeNIH1G8VWZpW60LSHqKioQGNjo5Z1gbOzMz755BMQBIG2tjbcunULLBYLGRkZ8Pf3x+TkJO3IvlcKCgq0MgktLS3w8fFBSEgIHjx4QJc9tssCmROUa/x3332H8fFxFBYWYnp6GllZWVrNt/ry+++/a5VyJBIJ+vv79f6M9aG8vBzR0dE4efIklEol/Pz84OXlhfj4eCwvL9PGl2KxGIWFhbCyskJQUBDi4uLg6OgIqVQKAFtmgw9jGVAfjjIw/xtDTZNourLuhFgsBo/Hg1wux4kTJzA+Pg65XL6pG/6wsby8jLa2tn2nzKleELFYTPeC7GZcPS8vDx988MGevImKioqQnZ0NBwcHEAQBHo+HtrY2kCSJkydP7lkC35CoVCr09fVhampqU2O0VCrFr7/+atbeQDtx+/Zt5OTkwMfHZ8/HGBoaQl1d3ZY9TyKRCOXl5VhaWoJUKsX333+/5+bpiooKqNVqrRHjjc3TEokEpaWlWFxcRFhYGO2KbK50dXXB1taWboYuKiqCn58fFhcXIRAItCaUdqKtrQ0CgUArwLt+/TrefffdfTtkUywuLqKgoAA//PADJBIJ2tvbtdahsrIynDt3Dnfu3KE/F5lMhs7OTgwODkKhUGBlZQVvvfWW2U4S7YejKaQjtoTD4exJaEmtVoPL5aK3txenTp3CyZMnN/WNHCZKSkoMqvlCkiQmJyfR398PCwsLvawL6urqIJFI9jQxMDk5ibm5OZ1qtQqFAtXV1RAIBLC1tUVaWhqtYHqQLC0tgcfjYW1tDSEhIaiqqkJOTg58fX0P+tT2RFdXF3p6evbt1EyxUUF34023pqYGQ0NDUKlUYLFYSE1N3VITSBdLS0t4+PChVuno3r17SE5O1nkcgiDQ2NhITzHm5uYaVILBEMjlctTU1NClndnZWTx79kxrMpKaUFIoFNuK+clkMty+fVsrmBsYGEBbWxs+//xzg52z5qaltLRUq3l7aGiI7kuMiYnZ0uz0+vXrZiv2uF+OSkhHbElMTAx4PB6d6tcHqps/NDQUFhYWOHnyJPh8PqRSKY4fP46QkBCz3qFtpL+/H4GBgQYVrGMwGPDz84Ofn5+WYaKnpyciIyM3GSbuxyiPkq3fyq+JxWLRO2xKwbSkpASenp4Halzn7OyMCxcugCAIVFRUQC6XY3R0FI6OjocuGFapVKiurjZoHxiLxaIzmwKBAMXFxVAoFIiNjUVcXBy6urrom6tYLAaHwwGXy93R4JAiPz9fK7MwODgIBoOxZRDEZDJx7tw5nDt3DpOTk3j27BkUCgUSExO3FEssKCjApUuXTCYG2dDQoJVR1nRypqAm56jAPi8vb5OYH7DeW/T+++9rrWVBQUHgcDh7KkXporGxEd7e3nBzc9u0DimVSgwMDCAiIgJisXjL4IUgiH2fx2HlKID53xxPT090dHSAJEm9xoJJkqSFoZycnCAQCMBms7V6QSoqKsBisUxmXbAfFAoFRkZGjGojv9Ewsba2FsB6Y7SXlxcA4OHDh3j33Xf3tCi2tLQgMTFRr8/P3d2dXtB7e3tRUFAApVKp08/HlPT39+PHH3+EXC6nG6MDAgIQGhq6q3NaWVmBRCKBq6urScdHHz9+jPPnzxtNap+66VKBUl5eHqytrTE3NwdPT084OTnRwQg1rk2SJBISEhAbG7vpb1hZWYnAwEA6K0iZr+q7i/f19aUnaMrLy9HU1ARvb29kZ2ejtbUV1tbWUCqVYLFYJgteJiYm4OzsTAvWNTQ0wM/Pb8t+NM3AfmxsjB5pjouLw+rqKry9vTcp51paWiI1NRVXr16Fm5sbEhISYGNjg9nZWSwsLGBpaQkBAQF69dLJ5XJ0dHTgxx9/1LkONTU1ISUlBffu3aMtInQxOjq6p5LzPwJHJaQjMDw8DIIg9Kqfdnd3w8bGBsHBwVCr1eBwODr7XzR1Qfz8/HbdC2IqqqurER8fb/Lxb6VSiZ6eHszMzGBtbQ2rq6t7MsqjyjAXLlzY87lsNK7bbSlivxQWFiI4OFhrF0+SJMbGxjA4OAgrKyvExMRsW64Qi8Vobm6GnZ0dXF1dMTs7C6VSaRL/Jk3fGlMiFApRUVGBlZUVhIaGbgqgNJVpnZ2dkZ2dDVdXVywtLeH333/XakJ98uQJfH19kZCQsOfz4fP54HA4OHXqFEiSxOzsLD7++GOTBMUEQaCkpIRWnpbL5bh16xZ+/PHHXb0+FSB2dXXRru5bfe/Gx8fR1tYGlUoFFxcXuLm5wd3dHd3d3RgZGcGxY8eQm5u7ZYbzzp07SE9PR0BAwKZ1aH5+HoODg1hdXYVSqcTo6OiW2b3Hjx8jJibGpNesKTnqgTliW0iSRFlZ2Y6NuKurq6irq6N3LY2NjQgJCdlWMG0vvSCmYmZmBmNjYwduezAzM4Oenh6o1WqEhYXBz89P72xYaWmplk/KfhGLxeByuZifn4ebmxuysrKMmkWbmZnBixcvNhnSaSKXy8Hn87G4uAgvLy9ERkZq3aip8feLFy9u+v3Q0BBGR0dha2uLmJiYPU+HbceVK1fw1VdfHVgpjiAINDc3g8/nw9ramr4pajI2Nobq6mrI5XKsra3h888/p6/bubk5PHz4EJ9++umuNXs2cu/ePVy8eNHoIoobaWpqQnBwMH3+9+7dw9mzZ/flCD0+Po6enh5cvHhxR5NMXQwMDKCurg4ANvleabp7T09PY3x8nF6HSJLEy5cvcfbsWfz+++8IDw+ndZY2Mjg4iPz8fLi5ucHCwgJOTk6IiIjYt5CkOWH0AIbBYLwJ4L8DsABwjSTJ/++Gf7cGcBtAAoAFAJ+TJCn427/9FwB/AqAG8H+QJFnCYDD8//Z4TwAkgCskSf73nc7jKIDZO52dnfDw8KBLGrrgcDg4e/Ys2Gw2bed+/vx5vV+D6gVZWFjYlUieMSBJEi9evNBb88UUqNVq9Pf3Y2JiQue4+kZ6enrAYrGMtvMaHh5GXV0dPaabmppq8M9LHx8ZTYRCIXp7ewH8vQTX2NiIoKCgbd12ZTIZeDweJBIJgoODDfY3q6ioAEmSyMrKMsjx9svi4iI4HA4WFxfh7++PjIwMrTF6lUoFkUikNUGTl5eH9957j24E3+u1SWmZ7DRFplAocPv27S2dnXfLxizk8PAwGhsb96T5shWzs7MoLi6GtbU1srOz9TZlBP7uezU3N4egoCBcuHCBtgtgMpkoKSnBG2+8Qa9DnZ2dcHZ2BofDwdtvv41nz57h22+/1fl5XL9+Hb6+vvD19UVMTAympqbA5/MxOTkJFouFr7/+2mB/g4PCqAEMg8GwANAPIBfABIAWAF+SJNmt8Zh/BhBHkuSfGQzGFwA+JEnycwaDEQXgNwBJAHwAlAMIA+ABwJskyTYGg+EAoBXAB5rH1MVRALN31Go1KioqtlRwFQgEWF5eRmxsLG3nnpOTs+cbmqZIXlRU1LY3H2PQ2toKb2/vfY27GpON4+qBgYFaWZm1tTVUV1cbTEhrO6gdfldXFywtLZGUlLRlQ+FuqK6uxtra2p7eA1WCm5ychFwux9tvv61XzwulEXLixIl9j8FKpVLcu3fPoHoghoIao29tbQWTycTZs2d1Khu3tbVhYmIC7733Hv276elpdHd37zpjShAE7t+/T3+mfn5+2z5+ZGQEtbW1WFtbQ1hYGM6dO7fr9WRjFpIgCFy5cgXfffedUfSP5ubmUFZWBplMhtOnTyM+Pl7vDRClpltZWQk2m40PPvgAU1NT8PHxoQOi1dVV1NfXw9HREdPT03jnnXdw48YN2hlcE5VKhVu3biEtLQ19fX2HzvRUX4wdwJwF8F9Jknzjbz//FwAgSfL/0XhMyd8e08BgMCwBTAM4BuD/1Hys5uM2vMZjAP+TJMmy7c7FHAMYlUqF+/fvw9vbe1flgYOgsbERkZGRm9LsKpUKZWVldH2Zz+fDzs5uX+lZCqVSie7ubszOzu5KrXU/LC8vo7W1FRkZGUZ9HUNAlUEEAgHs7OwQGxsLBwcHVFRU4MyZMyYvW0ilUlRUVGBmZgZOTk7IyMjYU9lBJpPhzp07u+5R0MXCwgL4fD5UKhXCw8Ph6+u77TUml8vR1ta2K/0jXRhC88UUSKVScLlczMzMaFkXqFQqOmOi6zNYW1sDn8+HSCSCj48PIiIi9Opjk0gkdDOrPlDj2d3d3bCyssK5c+f0FubbmIV88eIFXFxckJKSotfz94pKpQKXy4VAIIC3tzdyc3P1CpgkEgkePnyIS5cuoaSkhFY7puByuYiPj6d7lF6/fo3FxUVkZ2dvOlZZWRkcHByQmJiIO3fuHHoT3a0w9hi1L4BxjZ8nACRv9RiSJFUMBkMMwO1vv2/c8FwtEQgGgxEI4BSAJgOcq8kpKirCqVOnEBERgf7+fpSXl+tVHjgI4uPj0dTUtEnMrbGxEWfPnqWb46anpw3mtWNlZUU3b87Pz6OhoQFqtRoRERHw9vY2SrDX0NBwaDxemEwmQkNDERoaSlsXzMzMwMrK6kC+P/b29rh06RKA9R4Bajd6/PhxpKen6x18FhQU4O233zZI+c7NzQ3p6elQq9Xo6+tDT0/Ptu7hEolk37vzrq4usNlssw9egPXPjMqw9PX1IT8/HwRBgCAInD9/fsvPwNraGgkJCbS/VWVlJaysrBAbG7tt2cfR0XFXTfGa49kSiQQVFRWorKyEm5sbsrOzt+xbWltbw8TEBJ3BW1pawuTkpEmcly0tLemewa6uLty7dw9WVlbIzs7e9jvx+PFjvP322/Dw8ICnp6fWJmp8fBxubm54/vw5XdoWiUQ6y/oLCwtait3/SL2su8Gsu3wYDIY9gAIA/0aSpGSLx/wE4CcAekf8pmJqagorKyuIjo4GsF6zj4yMhFgsRltb25blgYPCxsYGJElibW2NTsfPzs6CxWLRjZz19fX73rluhbu7O9LT02m11q6uLjg7OyMmJmZLu4PdMjg4iICAgEPp0Gpvb4/k5GS8fPkSUVFR4HK5sLa2RkxMzL77CPaCv78/vvrqK9p88O7du2AwGDh16hTtzaSL3t5eWFtbG1xMb6N7+KtXr2iRPE338Pb29n0F4MbQfDEVlHXBxMQEfv/9dzQ2NqKvr29bZVoGg0H3WVBj7ouLiwgICEBYWJhBe8gcHR3x/vvvA1jvZXny5AnW1tYQERGBlJQUrRLTRrfmwsJC+rmmJDo6GtHR0RCJRCgtLYVUKsXJkyeRkJCg9bcRCoUAAG9vbwwMDCAgIIAO+NVqNfh8Pr02UbYNLBZL5wh1QUEBPvvsM/pnJpMJhUJhspF1c8FsS0gMBsMKwFMAJSRJ/jd9zsXcSkg7TScQBIHh4WFaS4UqDxwkS0tL6OvrQ3JyMj2aSDWYjY+PQyQSbSlaZQwWFxfB5/N13oh2i1KpBIfD2VLw7TDQ3NyM48eP0z1Dq6ur9ISOt7f3pgkdUyOXy1FVVYWxsTHY2dkhIyNDa0dK9Sj88MMPJjlPgiAwODiI0dFR2Nvbw8nJCUwmExEREXs+5qNHjxAaGrrJePEwce3aNXzyySdwdnamlWnX1tZ03nh1QZIkxsfH0d/fDxsbG9qTxxioVCo0NTXR5aLU1FTY2tpienqa1ldqb2/H2NjYgQQwG1GpVKisrMTIyAg9is1ms3H9+nV88sknsLW1BZfL3aT5EhAQgKKiIvz444/0tdHYuF6g0CyJPXnyBK6urloDFGVlZfDy8tr2OykSiWBvb3/oghxjl5BaAIQyGIwgAJMAvgCwsf37CYA/AGgA8AkALkmSJIPBeALgHoPB+G9Yb+INBdDMWL9D5QHo0Td4MTe4XC5CQ0O37VFgMpkICQlBSEiIlrPxQarZOjs7QyKR0OZxVJMatUMw9c3fxcWFVmsdHBxEeXk57OzsEBcXt+v+j407tsOGRCKBXC7Xani2tbWlxy+FQiGqq6vBYDC0RPJMiY2NDb0wz8zMoLKyEhKJBL6+vsjIyEBZWRmSk5NNFmQxmUyEhYUhLCyM7n1SKBT0tbfba0woFNLN7IeV1tZWeHp60hkXTWXaqqoqWpk2Nzd326xMQEAAAgIC6AmvtbW1bR3U9wolHpeamkorDq+srOCbb74B8PcAx1yaqS0tLekMX29vL93YbGdnB0dHR1RXV2sFJEtLS1AoFKipqdnkNu7h4QEej0f/3NLSgrW1tU3Tn6dOncKLFy+2/V4WFRUZdDLLHNj3KvK3npZ/BVCC9THq6yRJdjEYjP8bwCuSJJ9gPRi5w2AwBgGIsB7k4G+P+x1ANwAVgH8hSVLNYDDOA7gMgMdgMF7/7aX+3yRJPt/v+ZoCqVSKwcHBXV1Qms7GY2NjB6pmGx0djVevXkEul9Pd8c3NzThz5syBlbo0b0R7CfZmZ2dhY2NjFB0QU9HQ0LDtuC6lHEpN6PB4PDg7OyM2NvZAHKk9PT1pzxg+n0+XmA5ql+zg4ICMjAwt93AWi4Xo6Gi9J22Ki4sP9U1ApVKhublZ56gzi8Wi+0kEAgGePHkChUKBU6dObWsEymazkZycjLKybWcsDIKTkxP8/Py0yu6FhYVIS0szGzkETSIiIhAWFob/+I//gKWlJX755RfEx8drrUNNTU0IDw+HQCDYlBkMDg5GRUUFgHVdmc7OTp3NupTujlAo1DniLZVKwWAwDsyZ3lgcCdkZgVu3biE3N3ffDX5UeWBpaWlXUwD7hSRJPHr0CO+99x6srKwgEonQ09OD1NRUo7/2btBUa2WxWFv2gpij5stu6evroxt6d4NIJAKfz4dCoTjwfqvdar6YAkqxNTg4GB4eHoiKitpSFLCqqgpqtdpsNF/2wu+//464uDi9S2hUVmYnF+eBgQGQJImwsDADn7E2YrEYHR0ddKZncnISHA4H3377rVFfdz8UFBQgLCwMMTExePbsmVbzem9vLywtLcHlcvHNN9/obMy/c+cOTp06hfr6enz//fdbZi/FYjEKCgp02kE8efIEYWFh+yqdHhRHZo4mhM/nw97e3iDTCVR5gJoCKCkpAYvFQnx8vFGVLnt7e3Hy5ElYWVmBJEk0NzcbbOrIkDAYDBw/fhzHjx+nmwuXlpbg7e2NiIgI+kJvb2/HyZMnD23wolAoMDo6uqNSsi5cXV2RlpZGj2OXl5fT/VamDCQqKioQEhJiVsELsN6UHhERgfT0dMzMzKCurg4EQSA8PBw+Pj50sCeTydDb27ujSJs5MzExQTfE6ouurIxSqcSpU6fo8rJKpcLQ0JBJyssNDQ1aI8XPnj0z64zY2NgYZDIZYmNj0dbWpuWRpFAoMDY2BisrK4SGhm45VRgWFgYOh4N/+qd/2rb06uTkBAcHB/T19W3S/JmZmdHS+vlH4SiAMSAqlQo1NTUGn05gMBjw8fFBZ2cnzp49i/7+frS3t+PYsWOIjo42mIw8sD6aOD4+rjUiqBkMmCs2NjZ0L8jU1BRqamrAYDAQGBgIsVhMN/sdRgzRu6M5jr2yskKr0vr7+yMsLMyomT2JRIKBgQGz6VGgkMvlGBgYoIMST09PeHp60uPYXV1dcHNzQ2xsLB49emSS8Vxj8vz5c7pvZC9o9spUVlYiLy8PLi4ucHV1NYkdR29vL0JCQuj1rqKiYsc+w4OEIAg8f/4c3333HaRSKSQSidY61NDQgJMnT+Lx48fbXhtdXV349ttv9Wq+ff/995GXl4egoCD68X19ffsWbTRXzPuudMgwpiNtZ2cnoqKiYGdnh1OnTgFY7+ugdoyRkZG7krfeCs2b5erqqkE1X0yFj48PfHx8oFAoUFhYCEdHR7S3t5tEJM/QTE9Pg81mG3Q6zc7ODikpKSBJEhMTE6isrISFhQWio6P37YWji0ePHpnFdMhGCgoKdLqQa45jz8/Po7i4GBKJBJaWlnq7tpsbZWVlOHHihEG0g1gsFr3B4fP5qK6uxsjICOLi4vSaYNoLa2trGBsbo19XJpOZZVCsybNnz2i36rKyMq0GZ+q6fvHiBVQqFZ48eYL4+HhYW1uDyWRibm4Oo6OjGBsbg5ubm94yCSwWC2+88QYePHiAy5cvA1hf0z/55BOjvMeD5iiAMRBTU1NGm05YWlrC4uLipvFlDw8PeHh4QKVSobe3F3w+Hy4uLoiJidlTs5ZQKISDgwN9s2xoaDCa5ospGB8fR2xsLKKiojA3N4f6+noQBGFUkTxDQk2CGSs1z2Aw4O/vD39/fygUCnR1deH169cGVURua2uDi4uLya0idmJsbAwkSdJ6G1vh6uqKubk5fPfddxgZGUF3dzccHBwQFxdnMG0iYyOVSjE0NITIyEiUl5cjKCgIQUFBBgk0pqam8MMPP4DJZKK6uhp5eXlwcHBAZmamQT/zjVnI/Px8vPPOOwY7vqGZmZnB/Pw8Ll26hL6+PkgkErx+/RrW1tZYXV1FX18f3Nzc4Orqiu+++w59fX1oa2uDWq0GQRBwcnJCcHAwVCrVrvuKgoODwefz0dTUhJMnT4IgCLPNUu2XoyZeA/HLL7/A398fbDYbkZGRe754KUn0qKgosFisLZ12t4Jq2lQqlQgNDYW/v79eN2rqdd566y0wGAyMjY3pDJoOC5TmyxtvvKH1/qlgTygUHuiEjj60trZq+aSYirm5OXR3d9OL517tLxQKBa5fv46ffvrJ7PqPrly5smXTpCbFxcXw8fFBQkIC/TtNn6rQ0FAEBASYdTCsOVRAEAQEAgFGRkZgaWmJyMjIPZcXhoeHIZfLERUVpfV7oVCIiooKrKysIDQ0dN9Z6ampKQiFQvoz6OnpAZ/Px6effrrnYxobSgPM2toaHA4H2dnZUCqVWFtbg62tLUQiEX799Ve4urrC1tYW58+f1ynEevv2bXz22We7XqMIgsC1a9fg4eGBoKCgQ7uOAyZwozYXDiqA0XSkpUZYZ2Zm4ObmhpiYGL13snNzcxgcHMSJEyfQ09NDf+HPnDmz60WGIAgMDAxgbGwMDg4OiI2NhZ2d3ZaPf/XqFfz8/ODl5QW1Wo3S0lLa++gwUltbi5iYmG1H0DVF8sztRiSVSvHq1asD9WvSdMfW5zu0kd9++w1nzpxBSEiIEc9y91RXV0OpVOr0l9Fkfn4eT5480TnVAWhfY+ZqD8Ln89HX14ePP/54078pFAr09PRgbm4ODg4OiI6O1nunrs8aoWkCymKxcOHChR0zXrqOobmxMrUQ4l4oLS2Fra0tLly4gKdPnyIiIoK+BkZGRlBZWQkAePPNN+Ht7Y35+XlUVlZiaWkJrq6uyMzMpEtGN2/exHfffben8xCJRLh58yb+83/+z4Z4WwfG0RSSEZFKpejv76cbAa2srBAXFwfg794+KpUKERERWlMNGyEIAi0tLXjjjTdgYWEBDw8PenKEx+PBwsICoaGh2x5DEyaTScuGU+nL1dVVBAUFITg4WOsYEokEKysrtPBZc3MzkpKSzOZmvlvm5uZgZWW1o36OpkjewMAAysvL93SjNgYNDQ1GEQXbDRYWFrT9hUQiQUdHB1ZWVhAYGIgTJ05sm1UZGBgAALMLXuRyOXp6evRqtH/8+DE++uijLf9d8xoTi8Vob2/H6uoqgoODERQUdODXz05DBSwWi96ZSyQSWlvJ29sb4eHhWw4HKJVKVFZW7qgLxWQykZKSgpSUFCwuLoLD4aCsrAx+fn7IzMzcMqtQXV0NT09PhIeHo7W1FQkJCfTrFBcXIykpyWyDF5FIhLGxMfzwww+YnZ2FtbU1mpubUVFRATc3N8zOzuL777/X2tS6u7vTPSojIyN49uwZ5HI5AgICQBDEns/F1dX1QCxGTMlRBmaf3L59G9nZ2fD19d3yMZS3z9TU1JZli4aGBgQHB29ZelIqlSgrK8PJkye3fa3tIEkSIyMjGB4ehq2tLT1KW1paioyMDLBYLIhEIvT29h7a3heSJOmS214ma5aXl9HZ2QmZTEYHe6YufwwNDUGhUCAyMtKkr6sPlAjc0NDQlto71C5540J9UFRUVODYsWOIiYnB/fv3cebMGdq9eCsaGxuxuLi468kjkiQxPDyMkZERrWvsICgoKEB4eDhiYmL0fg5JkpienkZfXx/UajVCQkLo0sbi4iKGhoawuLiIM2fO7PnmyOPx0NLSAgaDgeTk5E0lKJlMhrKyMkxNTcHGxgaXL1+GpaUl5ubmUFxcvGVGzBy4du0aPvroI7i4uODly5e0DYtKpcK///u/w97eHra2tkhJSdlW04kgCHR0dKC5uRmWlpYIDQ1FSkrKrq+nO3fu4OOPPza7zOBuOCohGYnu7m50d3fvqsN7cXERPB4PCoUC1tbWUKlUANaDHEptVlfPwdraGqqrq2lNhv0ik8nQ2dmJqakpODo6IjMzE0wmEy9fvkRubq7Z7nB2gmpC9fPz29dxNIM9GxsbxMbGmkTFV6lUgsvl4uLFiwe+g98JuVxO+zB5eHggMjISLBYLT548gZ+fn9mMrsvlcnA4HIyPj2NtbQ1//OMftw0qKHG7H3/8cV/BKzWuvry8DH9/f4SGhppEiBJY70MpLS3FH/7whz0fQ61WY3h4GGNjY2AwGHBxcUFQUJDBlMFlMhk4HA6mp6fh5uaGnJwcrc/l2bNncHd3B4/Hg62tLZaWlvD111+bXJlcX6qrq7G2tobc3Fy0t7fDw8OD3myWlpbCwcEBZ8+exdLSEh4/fozFxUVEREQgKytr28BEpVLh1atX6O7uBrBuyKmvHYc+HknmzlEAYwQIgsAvv/yiZby12+er1WqtNK1mz8HGmnpVVRUSEhIM2k1O3SyjoqLQ39+P1dVVxMbG4vjx4wZ7DVOysrKCpqYmgyulUl4vlG6KMW9ENTU1B2IfsV9mZ2fR09MDsVgMoVCIn376yeQBmFgsxtzc3LZlq76+PjQ1NUGlUuG7777TGaDcu3cPZ8+eRVBQkEHOixpX7+/vh5WV1a6sC/bKTkay5sbg4CDq6uqgUqlw6tQp2Nra0pkHACgvL0d3dzdsbW0RHh6Oc+fOmdUmSyKR4P79+/jpp5+wsrKC5uZmZGZmAlhfP+7evas18i2TyZCfnw8PDw90dnbC29tbrx4hyvepr68PwLrty5kzZ7YMtAcHB9HT04NLly4Z5o0eAEc9MEagqKhoXxcRk8nc9KXb2HNA1dRdXFxgb29v8MWosbERKSkpcHJygru7O2praw9t8AKsl+E2mpwZAsrrRVM3xcrKCjExMXB1dTXY68zNzYHFYh264AX4+0j/L7/8gjNnzoDD4YDNZiMmJsZkJZT8/Pwd1UapnhWCIHQu+kNDQwBgsOAF0B5XX1tbA5/PR1tbGzw9PREZGWlQIUrg76rHhyV4AUCb2ioUCnC5XPT398PLywtubm6wt7fH4OAg/vVf/xXA+nV+8+ZN2NjYIDMzc88ldUNSUFBAax3V1dVp9a8VFhZukkKwsbHB0tIS7O3t8a//+q9YW1sDl8tFeXk5LCws4O/vr1N/S9PYUqFQoK6ujhYUvHjx4qZrLTAwELW1tUZ4x+bBUQCzB4RCISQSiVFH0xwdHZGamkrfNA19kVINZlRZpKGhwey8jnbDyMgIvL29jToSrXkjksvl6OrqQmtrK7y8vBAZGbmvHSFJknj16tWe7ALMhdraWgQFBdGlo5WVFfD5fEgkEgQEBCA0NNRo/UTV1dXw9/fXW4hP13kQBIGysjKj9lhYW1vT48DT09Oora0FSZKIiooyiHu4VCo1e4G37WCxWLC1tcUf//hHLC0t4fnz55ienqal8ZlMJn0Dn5+fB4fDgUQiQXBwMNLT0w8kK9PS0gJ3d3d4enpieHgYU1NTuHv3rpa46MYR6RcvXiA5ORnJyckA1jdJ1KQYQRDgcrl4+PAhPv744y2vGRaLhczMTGRmZkIgEKCoqAgqlQpxcXFwcnKClZUVrKysoFQqjfjuD5ajEtIeMEdTut1ANbpSDWYTExOYm5ujFX4PGyqVCuXl5Zs0X0yFUChEb28vGAwGoqKi9qSrYajenYNCJpPhzp07OvtGSJLE+Pg4BgYGjOKwLhaL8eDBg33ftJ8/fw53d3ckJSUZ6Mz0Q6lUore3F9PT0/sSogT0GyowZ4RCISYnJ5GYuF4xmJiYAJfLhb+/PwYHB+Hs7IyLFy9q9aMRBIHW1lZ0dnbCysoKaWlpux7X3ityuRw3b97ETz/9BIIg6HVIrVajsbER9fX1cHV1hbW1NXx8fDA/Pw+JRAK1Wo0///nP2x67tbUVr169QkBAABITE+Hi4rJjgCaTydDU1AS5XA6VSgWVSoWpqSn8y7/8iyHftkk5KiEZkOrqagQHBx/a4AVYv1nGxcWByWSCIAjweDyTGLEZi6amJiQnJx9Y06u3tze8vb2hVCrR3d2Njo6OXanZrqysYHFxEfHx8cY/WSNBeQXp2i0yGAwEBAQgICBAy2Hd19cX4eHh++4nys/PxwcffLCvY4hEIgiFQrz99tv7Os5esLKyQmxsLGJjYyESidDc3LxrIUpgfaiAzWYf2uCFIAi0t7drrUWUfxObzaYzDY8fP4ZKpcKZM2cQGxsLJpOJM2fO4MyZM1haWkJ5eTnKysrg7++/Y4Psfnn48CHtLl1fX4+UlBQwGAxYWlqCyWTi1KlTyM3NhVQqxeDgIGJiYuDp6YkbN27seOyEhAQkJCSgra0NFRUVWFpaQnR09LaZcurvpMmNGze2LJkedo4CmF0gk8nQ09NzqB1pV1ZWIBaL6WzLq1evtHQWDhvz8/NgMplmoXdgZWVFlxUpDSC1Wr3J2XgjxurdMRWDg4OwsLDQqSS6EU2H9cnJyX33E9XU1MDPz2/fZnWFhYX7DoIMgaZ7+G60iQiCQFVVlcGNZE1JdXU1YmJitNyak5OTtUaAKUNJuVyOiooKNDY2wtPTEzk5OWCz2XB2dsYnn3xCb8zu3r1Ll522G1veCzweD2w2GwEBAZifn4elpSWdWVSpVODxePTnYW9vr7VBsbW1xcuXL5GTk7NjVuX06dN0WfbmzZtITU0FQRCQSqVgsVg7ZuvYbDYWFxeN3jh+EByVkHbB3bt3ceHChUPd6FpeXo4LFy7A2tqaFrg7aMG0vbJfzRdToFar0dvbS2sAxcTEaHnoDA0NYW1tbZMWxmHBEJova2tr4PF4WFxchLe3t97u54YqHbW0tGBmZgbvvvvuvo5jLJaXl8Hj8bYVEXz06BFCQ0MP7bjs8vIyOBwORCIRLCwskJ6erncZqLe3Fw0NDQCA8+fPbwpUpFIpysvLMTc3By8vL2RnZ+9bF0WhUCAvLw8///wzGAzGpnUoPz8fMTExiIiI0Pl8KtvU2NiITz75BMeOHdsxQzIxMYHCwkLaq47FYkGhUIAgCHz22WdbNm2XlpbCz8/v0K4xR2PUBkIoFKK7uxuWlpaIiYk5dBHtRu8STQG7w0hHRwdcXV3h7+9/0KeiF0tLS+DxeFhbW0NISAi8vb1RUVFxYL07huDFixdwcXFBSkqKQY43NTWF3t5eMJlMxMTEwN3dfcvH5uXl4dKlS/vKvpizX9NGSJKEQCDA0NAQbGxsEBcXB0dHR4NovuzE48ePIZfLkZGRYRRjTs21SCwWo7y8HCKRCL6+vsjIyNAr4KACldnZWRw/fhyZmZmb1rbu7m40NTUBgE4RPX357bffkJiYiNDQULx+/Rpubm70OjQ3N4dnz57pZQFANSpTPSu+vr5ITk7e9L1XKBS4du0avv/++00Zl5mZGZSWltLu0xspKipCQkLCoVknN3LUA2MgqF6HjaOQUVFRZqVJoAuVSoWBgQF6yqW/vx+BgYGHNniRyWSYn58/VCZlzs7OtHXB4OAg8vPz4e3tjZWVlUM18kqxtLSEycnJXavVboePjw98fHxod+z29nad48Y1NTXw9fXdd+no0aNHyMnJMfvgBVjvJaKcpDW1ifr7+7e8eRmCsbExrKysIDMzE1wuF1KpFIGBgUhPTzfI+rFxLXJycqIncvh8Ph48eACSJJGQkED3vOjC3t4eH3zwAa1ie+fOHTCZTGRmZtLZnKioKERFRdEienV1dTh27BhycnL0vgYpDZbQ0FDIZDKIRCKt8tCTJ090ek/pwtnZGV999RWA9axMb28vysrKH8mWFQAAjUJJREFUIJPJaDsUBwcHDA8P480339RZLlpbW9s2Ay2RSMzODd5QmPdd10zZOApZU1MDYP3iMNcvimajq1KpxMjICN54442DPq09U19ff2jHvplMJhwdHREWFoaIiAh0dnbq7TFkThQWFu6ou7JXWCwW3ac1MzNDa1lERUXB1tYWPT09+OGHH/b1GgKBgJbLP2xQ2kSVlZXw8vJCS0uL0UTySkpK8PXXX4PNZuPLL78EQRB4/fo17t69CwaDgcTERERHR+/pe6tQKCAQCLaUD4iJiUFMTAzd89Lc3AwHBwdkZ2dvOTJPNc/Gxsbir3/9KxoaGlBcXIzw8HA6y8Nms2lxt4GBARQUFECtVuP06dP0gIMuVCoVysrK6LJlfX29Vv8a1cC/lyk7JpNJB1jA+oTT7OwsFhcX0d/fj+DgYJ3Pe/nyJb755pstj6tWqw/tRnUnjgKYfeLl5QUvLy96AqWzs3PXLtTGZn5+HhYWFvRF1djYiLNnzxr0NSjTMVPcfAUCATw9PbV6SQ4TVP2bGmM/d+4cXR7gcrkmtS7YKx0dHXB2dt53BkQfPD094enpSV9jfD4fYWFhUKlUe77GCILAixcvjFp2MTYymQx9fX30UMHa2hq6urrQ1tZmEG0iAGhra4OPj49WCYfJZNKNpTKZDFVVVWhsbKQtSXbznaDENHfCxsaGzvT9+uuvKCoqAoBtVXmLioqQlZUFHo+H3NxcWhHXwsICqampdOAaGhqK0NBQyOVyVFZWoqWlBS4uLsjJydkUiBQWFsLa2hq3bt2Cr68v/P396awIQRBoaGjYd2Ct+Z6p6b22tjadj6mrq0NgYOC2JbbDWp7Wh6MAxkDomkDRx4Xa2JAkiZaWFnqHQwnYGXoMvLy8HMeOHTO6loxKpUJPT8+hHvtub29HfHy8VrC3sTzA5/MhFovh5+eHsLAws2pSVqlUaGhoMLlYGnWNnTx5EnNzc6ivrwdBEFqCYfry8uVLBAQEoL6+njalNKSqsikoKCjAO++8Q/9sbW1NT6tQmeH9aBMB6870J06cgEKh0BksstlsOrCYnJxEeXk5VlZWEBQUhLS0tG0DzOnpadja2u56LXJwcKDNVplMJm7evAkWi6Wl/zI5OQmZTAY2mw2lUkk3054+fRoSiQQcDgcVFRXw9vZGVlYW2Gw2bGxs6HVFIBDgyZMnUCgUOHnyJBISEjA6Ooq1tTX8+OOPkMlk+O233zA5OYnBwUHk5uZCIBDg+PHjRmknUCgUmz4DhUIBPp9/qCfP9stRE68RUavV6Ovrw+TkJJycnBAbG2vyrIFmo+tGATtDIRaL8fvvv5vkQqqvr0dERMShu9lQLC8vo62tDenp6Ts+lho17uvrM6vG8b24HBsLKqCdnp6Gq6srYmJiYG1tve1zlpaWcPv2bdja2iIoKAhJSUkYGBiASCTCsWPHEBUVZTbZ063o7u5GV1cXPv30020fp1Ao0N3djbm5Odjb2yMxMXFX1gUEQaCtrQ0dHR2wtLTE+fPnd3TypjKMHR0dtEZLdHT0psfcuXMHbm5udACxGzTF6ywsLBATEwOBQACRSISQkBD09/fjq6++wr179/Ddd99tOWqs2dSblJS06TxVKhWqqqroAYiff/4ZLBYL9fX1iI6OhpOTEwYGBtDQ0IClpSVkZ2dvOoYhEAgEKC0thbe3N9566y2oVCrcu3cPqamptErxVty8eVOvhmJz5WgKyQzYOIFy/Phxo2dlZDIZGhsbaXNDY6m9Xr9+HZcuXdJbxn2vLCwsoK+vD+fOnTPq6xiTvU5+UY3jIpHIaB46+iAUClFSUmKWC+LCwgL4fP6O2jvU99XNzW3TzdnR0RHd3d1QqVS7FpIzFXsxkq2qqoJIJIKLi8ues1YSiQTl5eVYWFiAj48PMjMzdww8ZDIZKisrMTk5CWdnZ2RmZsLd3R2vXr2Cr68vFhYW0NLSAgBITEyEs7MzysvLERMTgzNnzuh1XlKpFBUVFZienqZ93Xp7e+kMuD72HDKZDFwuF8PDw/D390dubq5WU++jR48QFBSEU6dO0UFNdna21jHGxsZQXFyMN954w2h9VR0dHWhra6NLzztp2xAEgZs3bxrVHsPYHAUwZgQ1gTI6Ogp7e3vExsYabQKFw+Hg3LlzsLW13RTMGIrW1lZMTk4arZmT4jBovuzEwMAACILYcce0E9PT0+jp6QFg+sbxq1ev4vPPPzdrJeqN2juxsbH0DrytrQ0TExObvq8bb85paWmYmprC2NgY7OzsTGpKuROFhYUIDg7WewJvZmYGxcXFdG+GSqVCb28vhEIh7O3tcerUqV1bF3R1daG5uRmA7syFLsbHx1FdXQ2pVIqQkBCtAEAul4PL5WJgYAA///zznq0UBAIBnj59ig8//BCPHz+Gs7MzZDIZYmNjt3VtBtb91JqampCQkID6+nqo1WokJCTAxcUFlZWV+PbbbwGsr3kBAQGbNmwSiQS//vor3N3dIRaLkZOTYzJLg60oKirC8ePHD61NDHAUwJgtmgJVQUFBCA4ONlhpZ3R0FBKJhBa24nA4SE1NNajZoSk1NHg8HhwdHQ+tiKBSqQSXyzXo5JdSqURPTw9mZmb0Lp/sh7q6OqysrBwqw8nFxUXw+XwoFAoEBgaitLQUP//887bf140358DAQPB4PCwvL8PHxwfh4eEHJpswMzODFy9e6J0BIwgCV69exZdffrkpACMIAn/9618RGRkJgiD2lHGSyWSoqKjA1NQU3NzckJOTs2Og9/LlS50S/z09PaitrcWf/vSnfa8nQqEQLBYLbm5uUKlUqK6uxtDQ0JauzcC6x923335Lr5FUUMXj8RAYGIi33noL9vb2KC8v13kN3Lx5E2+99RY8PT0hlUrx7NkzrKysIDc390A0WMw5W7objgIYM2ejQNV+J1DUajVKS0vx5ptvgsFgbApmDMX9+/eRkJBgcInujayurqK+vn5TyvYwUV1djfj4eKPt4qnyiUqlQnh4OHx9fQ1a+pDL5bh165ZOs8bDAEEQuH79OhwcHHD8+PEdpfmBzTfn7OxsSKVS9PX1gcFgICIiYtdlmP3y17/+FRYWFjh37ty2WQ+VSoWOjg68evUKSUlJOnfgpaWlsLOzo6XpBwYGMDY2ppd1gS6GhoZQV1cHpVKJkydP4vTp05u+KztlIYeHh7ccFzYEAoEA1dXVUKlUSEpKovu4GhsbIRaLN20wSkpK4ODgAC8vL9TU1EAmk8HPzw/h4eFwcHCAg4MD2Gw2Ojo6MDY2hvfff1/r+VKpFMXFxVhdXcWbb74JHx8fo723jVy5cgVfffXVodSY0uQogDlEUAJVVEPhqVOndl0yaWhoQHh4OFxdXTcFM4ZiZGQE9fX1+Prrrw12zK3gcDg4e/bsvuW/D4qZmRmMjY3pXdPfD2q1Gv39/ZiYmICjoyNiY2MN8nf79ddfce7cOQQFBRngLE3P2NgYqqur8c0332B5eRmdnZ2QyWQIDg5GcHDwjtcGdXO2s7PDxx9/rOUg7eTkhJiYGKN/P6urq7G2tobU1FRwuVwIhUItETaxWIzGxkZMTEyAwWAgMDAQSUlJOm9gEokEDx480Nl4T/19Jicncfr06V1nhhUKBaqrqzEyMgJHR0dkZWXh2LFjUCgUtPL0QSOXy8HhcDA1NQVPT09MTEzgz3/+s9b7lMlkuH37Nu0aTZIknj9/DgsLC9jb28Pd3R3Ly8sQi8Xo6upCTEwMTpw4obO/USKRoLi4GGq1Gp999plBM+G6KCsrA4vF0mtYwNw5CmAOIffv34e/vz/kcjksLS0RGxur1+SNSCRCb28v3eja0NCAsLAwg06vUP4323X3G4qxsTEsLi4eKsVdTYw1+aUPYrEYPB4PcrkcJ06cQGBg4J6C2OHhYTQ2NtKKoYcNqoxy+fJlrSCDJEkMDw9jeHgYbDYbcXFxtM/MbhCLxeDz+VhdXcXx48eNIkYok8lw586dTRmwgYEB1NfXQ6lUwsbGBidPntRLVO7Zs2dITEzcsn/q1atXmJycRGxsLIaHh/ecGaYMO2Uy2bblm4Pkxo0biI2NRWKi9j1SpVKhoKAAMpkMly5dgkwmw8rKCiIjIzEwMIDR0VFcuHABhYWFSEhIQHBwMIaGhjAyMgJvb29ER0dv2nyOjY3h2bNnyMnJMVrmemlpCQ8fPvyHGa8+CmAOGQKBALW1tbS6ouYEynYCVSRJoqSkhHY4XVxcRHd3t8EVa58/fw5XV1eD+d9shbGyR6aktbUV3t7eJk0db4QgCAwPD2NkZAR2dnaIjY3V+0ZN3fz/8Ic/GD1YNRalpaVgs9nbOn5LpVJaEXmv/WgkSWJ0dBRDQ0MGV8W9ceMGcnJyTNJLIZfLcfPmTa3eNk3rgr1oEwmFQvT395tdRmB+fh7FxcX44x//uOVjFhYW8PTpU8hkMly+fJnOaK2srODp06eQSqX405/+pPUcoVCIrq4u2oVa89pRqVS4f/8+nJycaDVgQ2KqqVBTcRTAHCJ2umEIhUL09vYCAKKjo7UEqvh8Puzt7REYGLgpmDEUIpEIhYWFmy5YY9DQ0IDQ0NBtDf3MGalUilevXiEjI+OgT4VGKpWCx+NBKpXi+PHjCAkJ2fZGTfUAHNbR9e1KJbogSRIjIyMYGhraV1aGUsVdWFiAu7s7oqKi9txg3dPTg8rKSlhZWcHR0RHp6elGnTy7c+cO0tPTERAQsOnf9qJNpE8WUqVSYWFhweRWLA8fPkROTg5cXFy2fVxvby9mZ2fR19cHLy8vvPXWW2Aymbhy5QqSk5MhEonoiU9NxGIxXr9+DSsrK6SkpGi9/7q6OnR3dxt0qq+jowMCgWBTL85h5iiAMSBLS0sYHR3d1lRsP7x8+RKOjo473jAoWfXZ2Vm4ubnhxIkTaGlpQU5ODoB1gSZra+sdRad2S15eHj788EOjC8mJRCL09PQcWr8jYH3nn56ebtTJoL1CZQsGBwdhbW2N2NjYTbLpphQoNBY3btzA22+/vacb48rKCjo7O7G8vIygoKA9l4bm5+fR3d0NpVKJkJAQBAQE6J1R3Kj5MjExgdraWkilUnh6euKNN94wqOgeQRCoqanRK1OiGaRtp02kTxby4cOHiImJQWRk5L7O3xjI5XJUV1fTk0f19fVoamqCo6Mj4uPjkZCQAJlMhqamJtjZ2eH06dObNo3z8/Nobm5Genq6VnP07OwsHj16hPPnzxtEGPLKlSv4/vvvzd5ceDccuVEbEDabjenpaTQ3N8PZ2Vmv6F1flpaWMDExoZeXxkbrgqdPn8Ld3R0TExNwd3fH5OQkcnNzDXJeFE1NTfDy8jJ68EKSJJqbm+lg7DAyODiIgIAAswxeANBNnoGBgVhdXQWPx4NYLIaPjw8iIiJgYWGBR48eHeqd3OvXr+Hi4rLnXb2dnR3Onj1LTwlyOBzY2toiLi5uVztmGxsbeHt748SJExgaGqKPExMTs2NPyZMnT7S8fvz8/PDFF18AAJ2JNSRMJlPvMs9G6wLKcDMyMhJeXl4A1jN+y8vLtPmtLqamprC6umqWwQuw2Ti2r68PX3zxBerr69HV1YXo6Giw2WxkZmZiYWEBXC4XXl5eiI2NpQNVd3d3ZGdno6KiAnFxcXQw5+HhgZ9++gm3bt0CSZL7mhRtb2+Hn5/fP1TwshNHGZh9IBAIUFNTg7W1NcTExCApKWlfWZnr16/jvffe23XJhGp0jYmJQV9fH9rb2xEQEIDExESDWReYcoyWz+fDzs7u0E68GEPzxRSQJImpqSn09vZifn4eBEHgyy+/POjT2hMqlQpXr17dUfNlt6ysrNC9IIGBgTuW4ID1/pHS0lLMzc3Bw8MD2dnZYDKZtN+Vt7c3IiIiNt14ZmZm8Pz58237M8yNjdpEs7OzyMrK2jaQN+dxX4FAgOXlZTqweP36NUZGRvDhhx8C+HtTblJSklaQNjExAR6Ph7CwMK0sOEmSqKys3FT+JwgCN27cQGpqKu3btFuuXbuG77777h8ugDkqIRkZlUqF2tpaDAwMgM1mIyMjA76+vrs6xl4VbTc2ugqFQkxNTeHEiRPg8/mQy+UGsS749ddfkZqaanRlSblcjrt37+LixYs6a/CHgZqaGsTFxZm1m/R2qFQqXLlyBYmJiRCLxfDw8EBUVNSBWBfsFWOXJEiSxNjYGAYGBnY1odPX14fGxkaoVCrExcUhISEBMzMzdDYlPDwc3t7eYDAYh0L1eDva2towPj4Oe3t7hIWFwc/Pb9MaVFVVBZVKtUnjiSqRr6yswNfXV6vsNj8/D0tLy00lT0OjVCrB4XDwxhtvgMFgbBkUEwSBZ8+eYWZmBpcuXaIzfiRJor+/HyMjI0hOTqYz9QRBoLS0FOfPn9cK2lQqFW7cuIHMzMxdWxEQBIFbt24dqmBXX44CGBNy7949rK6ugiAIBAQEID09fcfpjf0o2mqOSRMEgZKSEq2pHYIgMDQ0hNHRUXoCZbc7nb6+Prx+/Rqff/75rp63FzgcDsLDw2lzNH09V8yF2dlZCAQCJCUlHfSp7JmNN/+ZmRn09PSAIAhavM2cp8ImJibA5XJp6XdjozmhExAQgNDQ0B2vY4VCgZqaGgwPD8Pe3h4ZGRk4duwY+vr6IBQKsbi4CGdnZ4OXgU2FZhaS0iZqbm5GREQErU1EjYb//PPPWs8lCAIvXrxAUlISHB0dMTo6irGxMbDZbMTGxuL+/fsmCeyKiopw4sQJOvvy8OFDREdHIyoqSufjxWIxCgsLYWdnhw8//JDOhKjVapSVlSElJYUOuhQKBcrKynDx4kWtjYFKpUJeXh7eeOONXW0Wh4aG0N3dbZSppoPmKIAxEbOzs3j27Bn++Mc/giAI8Hg8tLW1gSRJnDp1CidPntS5sO1V0XZjo2tLSwsCAgK2rPnvZVSU0nz5/vvvje7QuzFdC6zLure0tIAgCMTHxyM+Pt5slWBJksSLFy/w5ptvmu057sT4+DgqKip03vxVKhX6+vowNTVlUJE8Q/PLL79s0nwxBSRJYnx8HAMDA2CxWDobo3UxMzODiooKulk4MTERv/32m8HLX6bkxYsXSExMpEd529raIBAIkJ2dDR6Ph9XVVYyNjSEnJ2eTPUhLSwv8/f3pPhoKqVSK9vZ2jI2N4fTp07se5d4Oaqw5OzsbLBYLIpEInZ2dWFhYwMLCAu2ppI8sf09PD6qqqpCUlET3CKlUKpSVlSE1NZUOvJaXl9HQ0IDc3FytDQG1ob106ZLemfyOjg4sLCwY3OvOHDgKYEzEtWvX8Omnn25KJcvlctTU1GB0dJQuMXl5eeHu3btwcXGBRCLZtaItNZqYm5sLS0tLiMVidHR0IC0tTa/n6mtdUFRUhMDAQMTHx+/q/HbLxnTtRhQKBaqqqiAQCOgdq6ll3Heira0Nnp6euy4fmhP63vwp8TaZTGZwH6/9wOFwYGlpeeB6I5qN0f7+/ggLC9Nrs9De3o6qqip89NFHB24EuFdmZ2dRX1+PxcVFEAQBFxcXTE1N4Z//+Z/pvwFlajs2NkY3Rjs4OGBxcRFdXV3bavZQo9z9/f1gMpmIiorS6ifZK69fv8arV6/AZrNhb2+Pt99+G5aWliAIAv/+7/8ONpsNW1tbZGRk7KjHQxAEfvvtNwQFBdETpSqVCqWlpbhw4QI9mj8xMYGpqalNGVu5XI4bN27go48+0qsJfXx8HK2trfjggw/29ubNmKMAxgTU19djeXl5x8bN2dlZVFRUYH5+HufPn4darUZUVNSuRcJ4PB4cHBzoRa6kpARZWVm77lPYTqDKlGZg1dXVOHnypF59BEKhEFVVVVheXsbx48eRkZGhMztEEAQmJyfBYrGMri8hlUrR0tKCzMxMo76OMSkvLweLxdIrCKbQDIatra0RExNjsKm83SKRSHD//n389NNPB/L6uiBJEhMTE+jv74eVlRXi4uK2zcqYslxrDDZqvhAEgb/85S+wsLCgdWM2DjtQjdHLy8uQSCS4dOmS3tlehUKBnp4ezM3NwcXFBdHR0fsWXGxubgaTyaSVeWtqaiCXy5Gbm4vFxUWUlpZCIpEgMjIS586d2zYw/e233+Dn54cLFy4AWN+olZWVaY1Tt7e3w9nZedPQglQqxb179/T6PstkMhQUFODy5ct7fdtmy1EAY2RMbXS3urqKuro6esy4t7cXFhYW+5Km1lxoKeuC/Px8fPHFF0avNQuFQkxMTOzaK4ggCLx+/RqvX78Gg8FAbGwsXWL6/fffsbKyAldXV6hUKiwuLiIsLMxoonJlZWVIS0sz27HpnTDEzX91dRVdXV1YXFzcVhfEWNy8eRNvvPGG2WXmKFZXV8Hn87G0tKRTzZbSfPnTn/5k9HKtsdiYhezo6MDw8DA+/PBDLVdoBwcHZGVlaWVONioZx8TE7EqyQSQSoaurC2w2e9ux7e3Y6Ne01dpOEATq6+vR09MDR0dHXLx4ccvA/cGDB/D09KTXHl39LxwOBwkJCZuC2xcvXsDNzU2vnrrr16/j+++/38O7Nm+2C2BAkuQ/zH8JCQnkQfDrr7+SIyMjJnu98vJycmVlhSRJkpTL5WRJSYlBjy+Xy8nGxkby3r17ZGdnJ6lUKg16fE3UajX57NkzUq1W7+s4KysrJJfLJfPy8sh///d/Jzs7Ozc9pqCggGxsbNzX6+hicHCQ7O7uNvhxTcmNGzfIqakpgx1PKBSSXC6X5HA45OTkJEkQhMGOrYvOzk6yoKDAqK9hKAiCIMfHx8ny8nKyqqqKXFhYIEmSJIuKisjW1tYDPru9s7y8THK5XPpnpVJJ/uUvf9F5bU9OTpJ3794lr1y5QlZXV296zOrqKtnS0kKWlpaSPB5vV2sQh8PR+Xt9/rZVVVWkWCymf/7tt9/IwcHBbZ8zNjZG3r59m7x27RrJ5/N1Pubhw4da57W4uEjW1tbSPyuVSvLp06ekQqHQep5ard7yb7iRvLy8HR9zGAHwitzinn/wRetDztDQEC0KZgrGxsZw7NgxukehoaHB4DLv1tbWSE5Oxpdffoljx46hpqYGFRUVmJ2dNejrAOvp2sTExH1nrighqe+//56eVtjIBx98AD6fv6/X2YhSqURnZyfm5+chFosNemxT0dHRAUdHR4NmLry8vJCZmYm0tDSIRCKUl5ejubkZMpnMYK9BQckY7FaC4KBgMBjw8/NDdnY2kpOTMTIygqKiIkxOTiIuLu6gT2/PbFyLCgoKkJmZqfPa9vHxwddff40//elPYDAYyMvLw6+//oqpqSkA6+J/iYmJyM3NhZubG2pqalBZWbnjGrTV94vP50MgEGz73Onpadja2tIZ5/HxcSiVyh3VzP39/XH58mVcvnwZg4ODuHbtGmZmZrQe88knn2BsbIz+PZVpWVpaAgBYWlriwoULtBggBZPJRFJSEl68eLHtOQCAg4PDptf9R+cogNkHBEGgrKwMH3/8sUleT61Wo6uri745U9MgxhSAom5E58+fh1AoRFlZGdra2qBQKPZ9bJFIBLVabZAGPE3ILcqiBEEY9HUAoLGxEZmZmUhISEBvby/KysrQ29sLtVpt8NcyBiqVCvX19UZr/qP6HnJzcxEWFoa2tjaUlZVhcHDQYJ9HUVER0tLSjCbg9euvv6K0tBRyudzgx7a2tkZCQgLm5uZw8eJFo24WjMnQ0BB8fX3pEqpAIIBSqUR4ePi2z2MymTh//jx+/PFH5Obmorq6GlevXgWXy4VKpQIAeHt7IzMzE6mpqZiamkJZWRna29t1rkH19fU4e/as1u8Igvj/t/fewW2d6Zrnc8Ccc85iJhgkKjCJYpJsSXa3Q7dly3Y7u9Pcmbs1WzV7Z2eqZnZmq3Zm7u6d0HNv21awbMuyLEukJCuQYg4iwZzAnHMGQRAEARA4Z/8gzzcACWaAQT6/KhaJeAJPeL/3e9/n2TTApWkadXV1WlNPT58+3da13dTUFK+99houXbqER48eoby8XOv1N998Ez///DN5fOrUKVRWVpLHtra2sLe3x9DQkNbnYmNjMTo6umnwHx4ejsbGxi2v74sAVwOzC54+fQpHR0fExcXtyfJWa75kZ2fjwoULe67JoentEhAQgICAgG2vA7Oqi0qf3L9/Hw4ODlqdKDRN4+bNm5BKpbCxsVnXrG47TE1Nobe3V+v/z6wq2oyKitq3otatcPfuXURERKyrbWEImBXDxN7e3l0X/rI3tA8//FDPa/m/oGkat2/fhqenp0FqqIqKikDTNGmB1fQ5c3Z2Bp/PP9A1Mas7CHfrYE7TNKqrq9Hc3AwzMzOd5+rU1BRaWlpA0zRCQ0Ph6emJvr4+LC4ugs/na703OzsbDg4OG16na2pq4O3tTVq3WYX13diZ3L59G66urlqtzT///DM8PT1JoNTW1gZTU1OS5WFWpBhefvllrfqowcFBlJeXExsJXahUKnz33XcvnJgd54VkAMRiMUZGRnDhwoU9WZ5IJAJN08T5taamBsePH98XQTFnZ2ecOXMGNE2jr68PBQUFMDExAZ/P39SZlqWxsRGRkZEGGTW//vrruHPnDv7xH/8RVlZWoGkaarUa8fHxiIqKwuzsLPLy8pCTkwN/f3+kpKRs+wbBMAxqamrWdJ1RFAUfHx/4+PhALpdDKBRCJBIRj6GDJPM9MjKChYWFPQ1egOV9dOTIERw5ckSrsNXd3R1hYWHbKvx99OgR3n33XQOu7XLR5fz8/La6s7aKVCpFZ2enVvH0ap+ziooKqNVqcqM+aCKClZWViI+PJ+uVk5ODmJiYHXcD8Xg8xMXFIS4ujpyr2dnZ8Pf3Jx2HLi4uSE1NhVqtRnt7O1pbWzE3N4eLFy9qfZdMJsPg4CDOnz8PYDk4Gh0dhbe3N3mPRCLBwsICCV7kcjlaW1t3bWL6zjvv4Ouvv8bMzAy5Lr7yyiv46quvEBMTA2NjY4SFhSEvL48EMBRFIS4uDlVVVVqZJF9fXzx79mzD5RkbG6+bfX5ROThX00NGZmbmnvXcMwyDyspKoso5NzcHuVy+59bzq+HxeAgMDERgYCA56evq6kg743o+TFKpFLOzswbTlqFpGiKRCB9//DG5iGrOwzs4OOCtt94iXUzfffcdTExMkJycvGX/pYaGhk0dydl5fIZhMDY2hpKSEvB4PERGRm7b78oQPH782OA3/82wsLAg3WdjY2MoKysDwzDEEHCjm3VhYSGCg4MN7qGTlZWFs2fPGqTDMDMzc0P1VGdnZ6SkpGjdqO3t7REZGak3n7PdMDU1BRMTE1LTIRKJMDo6qreBna5z1djYGElJSQgKCoKRkRH4fD74fD7EYjFqa2uhUCiIfUpmZqbWujx69AgzMzNQqVRkQFNRUaElf6DP//fFixfx5MkT0t7M4/GQlJSEx48f47XXXgNFUbC1tcXc3ByRkHBycgLDMFqBD7Bs/NjR0bHhtJyJiQmkUumB9JUyBFwAs0Pc3d3R2tq67Va/nSAUChEREUFG7wKB4MApLpqbmxPVSZFIhJqaGigUCvj6+q4xvBMIBBsKVe2Wx48f4/jx45uKsfF4PMTGxiI2NhZzc3PIy8tDbm4ufHx8kJaWtu4IcmFhAbOzszh27NiW1oeiKHh6esLT0xNKpRItLS2or6/fV4+hgoKCPbn5bwcPDw94eHhApVKhvb0dQqEQdnZ2iIyMXPO/lEql6OrqMrjmy+DgINRq9aaFnDuhpaUFVlZWWyqe1rxRz87OkvMrODhYyydoL2GzkC+99BJ5Lisrixgd6hPNc1UikSAvLw+FhYXw9PRERkYGzM3NYW9vj+TkZGKfkpubC4VCQaYn5+bmMDk5ic8++wxKpRI5OTkoKSmBr68vycAODQ1BpVLp7f/t5uYGpVIJlUpFrt9RUVGorq7G7OwsHBwcEBkZiYaGBi3H67i4OOTl5WlleE+fPo2nT59uGMAEBQWhqalJ740dBxWuBmYXsFMEs7OzcHd3R3h4uN6nCFZrvrS1tcHExGTbZl/7AbOi69Dd3U1qHaRSKUQiEUmR6xtNO4ed0tjYiNraWjJaWq2vk5ubi+Tk5F0LZk1MTKC1tRUAEBERsWcZte0IZO03YrEYpaWlUCqVOHbsGKm3+vbbb3H27Fl4enoadPmGsiVgLTo+++yzHV8zWDXbgYEBWFtbIzo6moij7QUNDQ1wdnYm0zECgQCzs7N7Nq0OLA/uqqurAQDx8fFrzDulUimam5shlUrR09OD1157jQSMSqUSBQUFMDIyQm9vL8LCwtDR0YH3339fr//vwsJCWFtba+lc9fb2orm5Ga+99hqA5WvK2bNntQLRmpoaBAUFaWnDXL16FZ999tm6y5qamkJhYSEuXbqkt/Xfb7gaGAPBThEA0Joi0Je0NbBcVc9G0wqFAkNDQ1ojnoMM217u7+8PuVyOpqYmtLe3IzY2Fmq1Wm8+Jpo8ePBg1ydvTEwMYmJiIJVKkZ+fj6KiIri7uyMjIwPj4+Pw9PTcdfACLI/O3NzcsLS0hLa2NjQ1NcHJyQmRkZEGLdq8d+/eoTF9s7W1xejoKH73u99hdHQUeXl5UCgUMDExMXjwUlhYiJCQEIN4Kt2/fx9JSUm7GvDweDyEhIQgJCQE8/PzaGxsJD5ngYGBBs3KsFlIdhpYLpejsbFx13Uj2yUyMhKRkZGQyWTIy8tDWVkZXF1dkZGRAWtra1hbWyMhIQHt7e0YHh5GS0sLuru7ERUVRTIVtra2oGka3333HRYWFvDzzz8jIyNDb9O8cXFx+Omnn7QCmCNHjqCwsJA89vHxwfDwsJZFQXh4OJqamrRqYRwcHDA4OLhuA4KRkdEvqg6GC2D0BJv+XlpaQktLCxobG3fdQTAwMGBwzZe9wtzcHDRN4/z581CpVCguLiZpcX1dKEpKSuDv778lO4KtYG1tTUZIra2tuH37NqytrfHWW2/p5ftZWIl5wPBFm0KhENbW1gdWrXY1eXl5ZAopKCgIQUFBkEgkEAqFyM3NhZ+f35opSn0gk8nQ2dm5xilZH0xMTEAikejUKtopNjY2SExMJB1e+fn5MDc3R3R0tEGUtCsqKrSmge/evUvsA/YDS0tL0ibd0dGBu3fvgqZpHD9+HFFRUSguLsbHH38MU1NTLC4uory8nHR5hYaGQqFQQC6X42//9m+Jhcri4iJCQ0ORlJS0q+2iaVrnOWxsbAy5XA5zc3MEBwejqKhIK4CxsrLCwsKC1meio6MhFAp33UH5osAFMHrGxMSEjEqmpqZ2fDNSq9VobW0l1fMjIyMG13wxJNPT06BpmmSm9F0PIpPJ0NbWZrARYEREBEQiEfh8vkFHtmzRJuv8zBZtRkVF7Trro1KpUFpauuej5J0yNzeHgYGBNetra2tLbtYDAwMoKCjQ+816dfGnPnn48KHBvI40O7w0fc58fHwQHBysl6xnX18fPDw8yPHY0dEBExOTA2M+GRoaitDQUMjlchQWFiI/Px+WlpaQy+UwNTWFubk5lEolLl26hPHxcRQXF6Ojo4P4Gnl5eeG9994DTdOoqKjA9evXYW5ujtTUVK3upa1SXl6uc8o8IiICAoEAqampMDIyAo/Hw9LSktY10M7ODmKxmEwjOTg4QCqVrrusg9ahZmi4AMaAuLi47LiDoLKyEqdOnSK6Co2NjXs6t6xPGIZBdXX1mqkvU1NTUgg7MTFBOlAiIiJIS+NWuXv3Ll555RWDjQCnp6dhbGy8Z5ouxsbGWkWb1dXVUCqVCA4Oho+Pz44uVA8ePMDp06cPVCv3RmRmZpIMmC40pyhlMhmampowPz9PbuA7vZj39PTAyMjIIKNcNktoaH8xYDkrERcXR7SJioqKduQxpAkbWLPFpTRNo7CwcMO6jP3C3NwcSUlJGBoawtmzZ5GVlQWVSgUnJyccP34cRkZG8PLyglwux+joKBEm1RxMJSUlISkpCTMzM8jPz8fc3Ny2pRf6+/t16skcO3YM3377LdEWCg8PR3t7u1ZmLjw8HEKhEPHx8QCWFXwXFxd3v3NeEA7HleyQs90OgpmZGQDQ0nw5ceLEoY2u2S6qjUZ/bD2ISqVCW1sbmpub4ejoiMjIyE0NEoVCISwtLXc0OtoKDMOgqqpqU6dxQ+Hg4EC6Kzo7O5GXlwdbW1tERUVtuT5jbGwM8/Pzep22MCT19fVwdHTcci2ZpaUl4uPjwTAMvv/+ewiFQri6um67sJWmaeTl5RlEDMzQWcL10KVNVFtbu2njQUNDAxiGQUxMDBkYVFZWIi4ujlyLHjx4gISEhAMbFGdlZeFXv/oVPDw8cOTIEczOzuL+/ftE3C4jI4P8v9mAZHJyEs+fPwdN0wgPD4eHhwecnJxw6dIl0s598+ZNGBkZITExcUMT3ZaWFnh4eOgcWLG6LTRNg8fjwd3dHUKhUOsctba21sq4bEXrhauB4TAYmjej7u5u5Ofnw8rKClFRUbC2tiY3SzZbMTc3B4VCoXe5/b1CLpdjYmJiyzdO1gk7KioKMzMzqKysJJLkXl5ea4K4vZgWaWxsRFRUlEGKjrcDj8dDWFgYwsLCMDc3h7q6OsjlcgQGBsLf33/DAPfnn3/ed82XraJSqVBZWbmjLqmmpiYYGxvjtddew/z8PBoaGrC4uLjldmO25sYQRdT37t3DxYsX961OBNDdeEBRFPh8vtY1RiqVoqqqCv7+/rh27Rrs7Oxw7NgxGBkZkSzk2NgY5ubmDNZRuFtaWlrW1HvV1tbi8uXLMDc3R19fH27cuAFgOWA+efIkeDweXF1d4erqqtXOz7Y7s3IRsbGxWkX+bm5uSE9P15riZy0MNlKJ9vHx0bKHMTY2JgENi4WFBamV2YzDOsjdKVwAs0+s7iBoamoiBVvh4eGkmryiogIZGRn7vLY7RyAQkPTndnFycsKZM2egVqtJ5sHOzg5RUVFkCs7QPjgymQwikchgons7xc7ODqdPnyaaF3l5ebCyskJ0dPSaOqmioiIEBgYemvqpzMzMdU0AN2J2dhYCgYAEszY2NkhKSiKDBfb4iY6O1nkzkEgk6O/vN0h7eXt7O8zMzLSKNPcbtvFAqVSitbVVq/EgKysLFy9eJFnNoaEhPHz4ECYmJlAqlUhMTMSjR49w+fLlfd4K3dA0jZKSEq2BTW9vr1YHob29PWxsbPDRRx+htLQU165dg5WVFVJTU+Hp6Ul8vCIjIyESiVBVVYWlpSUyjatZ5K+rcDgnJ2fdY40lPj4eDx8+JAGMq6srJicntabQ/fz8MDAwsKmv1C8RLoA5ALAdBAsLC8jJyUF3dzeGh4dhZmaG4ODgfRE6Y1k9GtgOExMTsLKy2vWN08jICOHh4QgPD8fc3Bxqa2shl8tha2uLhYWFNd4n+qS8vNygonu7hcfjITg4GMHBwZBKpSQQ9vb2RkhICBQKBTo6OgzSTWMIBgcHoVAotnSxrqmpQVhYGKytrUHTNO7cuYNLly6tOV41BwtisZjUE4WFhWkV1rPTDfqGpmkUFRUdyDoRYLkWTbPx4NGjR5ifnwdFUWAYBhRFQSQS4de//jW8vLwgEAhw9epVSKVSTE5OHsjA+MGDB0hMTCQDG5VKhc7OTq1p4MzMTLzxxhswNjZGWloa0tLSMDExgcLCQszPz2vVujg6OhL7lK6uLuTl5cHGxgZRUVGwsrLSKhwuLi5GeXk5FhYWNv2f29raQqFQkMfe3t7o7OzUCmA8PT1RXFy8pXNidnbWIG3/BxUugDlACAQCXLhwARYWFhCLxXj69CmcnZ2hVCoREhKyL1MYIyMjyMnJgbW1NZKTk+Hl5bWlzzEMg7q6Or3XjWhmHoRCIVxcXCAQCBATE6N3afW+vj64u7vrRfNlL7C2tibdOSMjIyguLkZPT8+emY3uFpqm8fTpUyK7vhE1NTVoa2tDa2srlEolGIZBYmLipkXWrFqrWq0mXV6Ojo4wMzODpaWlQdrLHz16hLi4uANbJ6KJi4sLpqam8OGHH2JgYACtra0wMzPD4uIimSpKTExEW1sb3nzzTTQ0NCA/Px8uLi5IS0vTm4TBbpicnIRYLNaa2mIzwWywKhAISG2LJm5ubnjnnXe0al14PB7i4+MRFhYGHo9HghWJRIKGhgbIZDKivWNubo6XX34Z165dQ2JiIh4+fAilUonY2FgcPXpU52CQ1Try9PSEra0tJBKJ1us8Hm/LdS1DQ0OHRiJBHxz8M+oXwsDAAFxdXclNuKGhAb/61a9gZWVFbkY8Hg98Ph8uLi57tl4+Pj747LPPMDExgeLiYkgkEjg5OSE1NXXDm0VzczP4fL7B5vt5PB6io6MRHR2Nubk5UhgdFhams1Zmu7Dz32wb+2GCoih4e3vDyMgIlpaW4PF4yM3N3XJR9H6Rl5cHPp+/6QhSqVSipqYGv//978Hj8UDTNP7pn/5pWwXKRkZGxIV7ZmYGJSUlsLe3x8jIiF61dyYnJzEzM0M0Sg46rHiflZUV2T8///wzbGxskJeXhyNHjpCbLdvtBQDd3d148OABlEolQkND97Ww9+HDh1paTWwHIduKvBXRPU3rAqlUioKCApSWlsLJyQlnz56Fra0tbG1tkZSUtEZ7R6VSwd3dnQhiKpVKFBUV4dq1a3B0dMS5c+e0utDi4uJQUVGB3/zmN+uuj6WlJRYWFkhBuqY1gSbj4+MGcUw/qOjlCKMo6jyA/w7ACMBVhmH+06rXzQB8C+A4gBkAbzMM07/y2r8G8CkANYB/wTBMzla+80VCpVJpab6Mj48TFUlgOa3o7e1NdFMaGhrg5OQEPp+/ZzcjNzc3onDb29uLx48fQy6Xw8fHB8nJyVo3HblcjsnJSSLOZmjs7OzWjKpZRdud7p/VDruHDZqmUV9fj/Pnz5MgUrMoOiQkBN7e3gdm+yQSiU7NF11kZWVp1ciMjIxoya1vFycnJ7zxxhtrtHf0YZioD2XovYTNaI6OjiI9PR0KhQIBAQGIjIwETdNoaWlBXV0dYmNjMT8/DxsbGwAgIoOsdso333wDExMTJCQkbNilo28qKirg5eVFMkG6JBy2K7pnbW1NAtCenh7cv38fSqUSkZGROHXqFHg8npb2zvPnz2FsbIy2tjaEhITA1NSULL+3t5e0cyckJCAiIgK+vr7Izc0ly7OwsIBMJtO6pvr7+6O/vx98Ph9ubm7o6upaY5sALCskHwSj2L1i115IFEUZAegEcA7AMIBqAJcZhmnVeM+fAUQzDPNHiqLeAfAGwzBvUxQVAeAHAKcAeALIAxCy8rENv1MXe+2FpC/Ky8sRFhYGR0dH0DSN7OxsrRuPLqanp9HS0oKlpSXivLrXNyPNC5pKpUJISAgSEhJQVlaGEydO7Ovc+MzMDNk/271ZT09Po6urS0vC+7BRWVmJgIAAnd1rbFH08PDwttuxDcWNGzdw8eLFTbvthoaGUFRUpDXN9NVXX+ndv2Z2dhZCoXBXhonl5eWQSCSHMos3OTmJvLw8TE9PIzY2loi83bhxAy+//DJsbW3R3NyM+fl5+Pr6Ijg4eM31SiKRoLCwEJOTk3B0dER6erpBdZSUSiWuX79OMnPAcgeho6MjKZ5ub29HY2PjroUE2e7Hnp4eWFpaksJfFlZ7p7OzU6f2jlwuR05ODiYmJnD69GlUVlaS1v2hoSHI5XKtwI9hGDx9+hSurq5oaWnB9PQ0+T4bGxu4uLjA3d0dZWVl+PTTT3e1bQeNjbyQ9BHAJAD49wzDvLzy+F8DAMMw/4/Ge3JW3lNBUZQxgHEALgD+TvO97PtWPrbhd+riMAYwMzMz6OzsJDfL6upq+Pj4bFnIje1CGRgYgLm5OSIjI3c1Gt0pKpUK1dXVpOVY01l1P1Gr1ejq6sLQ0JBW0d16MAyD7OxsvPTSS3qrOdpre/u5uTk0NTUhOTl5S+9tbm7ecju2IWhoaMDAwMCGonUsq4OV8vJySKVSg/mDrTZMZOUONkMul+Obb77B559/vq9t07uhvLwcISEhaG1tRUdHB2iahr29vdbNn2EYDA4Ooqurixi26gpS+vv7UVZWRo6z5ORkvU8x/fDDDzh16hRxkpbJZBAIBEhPTwegHwNNXUxOTqKwsBASiQR+fn5ITU3VasNXKBRobm7G7OwsfHx8EBISQo4JpVKJp0+for29HadOncLJkycxNDSE6upqmJmZQSaTkfoXhUKBiIgIhISE4MmTJ/j0009B0zQmJiYwNjaG8fFxDAwM4E9/+pPetu0gYGgzRy8AQxqPhwGsrhok72EYRkVR1BwAp5XnBas+y1aJbvadh57Vmi8SiQQymWxbKrSaXSgymQw3b96En58fvLy8EBYWtmfz0MbGxoiLi8Ps7OyBylwYGRkR7RS26G5xcREBAQE61VqbmprA5/P1FrxIJBJ8/fXXsLCwgIeHB86dO2fwomDNi/ZmaBZF9/b2Etn1qKgoMj1gSFQqFQQCwZZal9l5/9u3byMqKgoxMTFobm42qAbQenIH7PGzXnBy7969ffUG2i2smKazszPOnDmDEydO4OrVq1Aqlbhy5QpCQkKIGaWfnx/8/Pwgl8vR3NwMsVgMT09PhIaGkusPq5hM0zSqq6vxzTffwMjICKdOnUJERMSu17e/vx80TZPgBVjbQXj//n2D1Oa4urri7bffXrfw18zMDCdOnADDMBgaGkJ+fj6cnJwQHR0NU1NT/OpXv8LY2BhMTU1x//59ODo6wtjYGGfPnoWDgwM5hhoaGuDt7Q1nZ2cYGRkRbRi2HR4A0bX5pXDoi3gpivo9gN8DOHQGV2yhK3uzrKioQFpa2o6/r6urCy4uLnjppZcwNjaG0tJSUBSF8PBwuLm56Wu116W6uhonTpw4sBft9YruoqKiYGdnB5lMhunpab0Kc2VlZeHSpUvw8PBAS0sLbt26BSMjI6SlpRnkeG1vb0dgYOC2W+95PB6pY5BKpWhuboZUKjWYWSJLZmYmUlNTt/T9xsbG+OSTT6BUKlFWVobr16/vSC9mp2gaJvb39xMPJvb4Yenq6oKRkdGB8QbaLqsHVsBy3cjrr78OX19f0DSNyspK3LhxA2ZmZkhOToa/vz/Mzc1x8uRJMAxDRPJWNx7weDzExcUhLi4OUqkURUVFeP78Oezt7ZGamrqjBgWappGTk6MlGNff36/VQcgqURtSdG914W9hYSEp/M3IyICdnR18fX3h6+tLsjZs4fjJkydx/PhxkrkuKCiAo6Oj1gArKCgIQqEQzs7OCAsLQ1VVFc6cOWOw7TkM6COAGQGgqc7kvfKcrvcMr0wh2WG5mHejz272nQAAhmG+AvAVsDyFtLNN2HvYmyVb6Nre3o4jR47sWAFUpVKhvLwcf/jDH0BRFDw9PeHp6YmlpSW0traiqanJoF0oIpEIS0tLh0IxeLXhnVAohFgsxtzcnF7rFdrb20nmBQCxk5ibm8Pg4KDelsOiUCgwODi46+kUa2trJCQkkOmBgoICmJmZISoqSq/Tk0NDQ6RzbDuYmpoiPT19y1kmfUNRFAICAhAQEKBlmOjt7Y2goCDk5+fjk08+2Zd10werrT8aGhpgbW1NAm4ej4eEhAQkJCRgdnYW+fn5yM3NhZeXF9LT02Fubk6uP5qNBy4uLoiIiCDXOGtra7z66qsAlo+FZ8+ekZbkM2fObPlayKons8EK20GoKeGw10rU1tbWRFOot7cXDx48wNLSEvh8Pk6dOgVXV1ecO3cOTU1NGBkZgYODA2ZmZkhbt62tLebn57W6laytrYnYaWxsLL7//nsugNHDd1QDCKYoKgDLQcY7AFYfKQ8BfAigAsBvARQwDMNQFPUQwC2Kov4By0W8wQCqAFBb+M5DTUVFBRITEwHo58bz8OFDnD59es1o1MTEhIw6NLtQdmMKuBqGYVBZWYlz587t+rv2GktLS5w6dQr9/f0YGBhAdXU1KIpCRETErrJWrHiZrhsZqyasbyoqKvQ6fUdRFJkeWFxcJIGep6cnwsLCdjXNRtM0njx5siXNl4OMpmHiyMgIbty4QW4+qzVGDgOLi4uYnJwkx6dcLt9wis/BwQG//e1vASxnlG/dugWKonDq1Cnw+Xwtw9bJyUmUl5dreQyx+Pj4EAfo+vp63Lx5ExRF4cSJExvKMehST17t15Sfn4/Q0NB9aypgB0sqlYpkDi0sLJCcnIznz5/j008/BUVREAqFqKurg5ubG1xcXDA2NrbG9NPU1BQKhQJmZmagaXpXQqMvArsOYFZqWv4GQA6WW56vMwzTQlHUfwBQwzDMQwDXAHxHUVQ3ABGWAxKsvO8OgFYAKgD/jGEYNQDo+s7drutBob+/X0vzZbc3nomJCczNzW16U9SU5telJrlTmpqaEBkZeSiEunShOWKjKApLS0toa2tDU1MTacfebmYsJycHR48eNYinji7GxsZgbW1tsLoVCwsLMj3Q39+Pr7/+GkFBQYiMjNxR22Z+fj4iIiL2vftJX1AUBXNzcxgZGeE3v/kN6c5zc3NDeHj4vqppb4fy8nIysAKWp44264hkYT3MZDIZCgsLUV5eDkdHR5w9exZ2dnabegwBy9md48eP4/jx45DJZCguLoZAIIC9vT0uXLiwJghZ7Vg+PT0NHo9HCoklEgl6e3v33EBTF8bGxkhNTUVqaiqmpqbw+PFjuLm5kW0/fvw4gGUZjfLycpiZma1R3z1y5Aj6+voQFhYGDw8PtLe366WG6NDCMMwL83P8+HHmoLO0tMQ8efKEoWmaYRiGGRkZYWpqanb1nVeuXGHEYvGOPiuRSJjnz58zz549Yzo7Oxm1Wr2tz8/PzzMFBQU7WvZB4fnz58zMzIzO16amppjCwkImPz+fGR0d3dL3zc3NMV999ZU+V3FD1Go18+TJk23/73bKd999x/T29jIKhYKpq6tjnj17xtTX1zNKpXJLn9/r/bNXXL16lRGJRFrPjY2NMQUFBUxBQQEzPj6+T2u2NQYGBpjGxkbyuKmpifnpp5929Z29vb3MN998w1y5coWpqKhYc4zOzMwwxcXFTG5uLjMwMECui6vp6+tjrl69yty+fZtZWFgg63f37l3yHpqmmSdPnjAqlYo8d/369QO93//n//yfZHsYZnl/5OTkMC0tLUx+fv6a99M0TZ4XiUTMzZs3tV6/du2aYVd4H8ByIkTnPf9wDpkPMZrpTbZq/cKFC7v6Pk9Pzx1LeGsWJg4MDJB6h/XaIVdTXl6OlJSUHS37ICASiUBRlJZGgybOzs5ITU2FSqVCW1sbhELhplmZrKwsMre/F9TX168rU65vhEIhzM3NERAQAABa0wPPnz/XOT2wmszMzEOjTLtVBAIBPD0915wz7u7ucHd3X5PV20sRyq2gVqvR0tJCasDYQundemixtUKsbgprmJiWlgYPDw/iMbRZVtjf3x+ffvop+vr68MMPP8Da2hpTU1P44x//SN7DZoLZqc26ujo4OTntSQPDTrh37x6cnJxw48YNvP766+js7IS5uTnS09NhbGyM8fHxNZ9h/akYhoGDgwPkcrnW67+0aSUugNlDZmZmwOPxyM2ypqYGJ06c2HEdilKpRH19vV7ccymKIq2OmvUOHh4e67Zjd3d3w8/P70BdiLcDs9JtsZXaHWNjY5Iin56eXncuv6Ojg7Q27gXz8/OQSqV7sjylUonS0lKd6fitTA8AywWhdnZ2B/amshO2Ik1vYmJCCvZnZmYgEAigUqkQGhqqF+uL3VJVVYVTp06R9bh79y7OnTuntxvheoaJgYGBxE1+tdyBTCYj9SPsegUEBODTTz/FjRs3QFEUbt68iYSEBPj4+Gh1ECqVSlRVVRnEWVwfdHV1QaVS4Z133sH4+Dh++OEHXLx4UWvKyNraWqeGlJubGyYmJuDu7g4rKytMTk6S5omQkBAIBAKtacAXmvVSM4fx5yBPIa1Ob87OzjIlJSW7+s7bt28z7e3t+li9dRkdHSUp8LGxMfL80tISk52dvW7K9zDQ3NzM9PX17fjzS0tLTFNTE5OTk8PU1NQwMpmM+etf/8ooFAr9reQmPHv2bM+Wd+vWLaazs3PL72enB/Ly8piBgQFGqVQyf/3rX/dsqmuvuHnzJtPb27vtz6lUKqalpYV59uwZU1lZychkMgOs3ebMzMwwZWVl5HFLSwtz+/Ztgy9XrVYzVVVVzNWrV5kbN24w3d3dWq/TNM10d3czubm5TFlZGTM3N8cwDMMMDg4y33zzDcMwy1PY9+/fZ/77f//vzIMHD5jFxUWGYZaP1a6uLoNvw05Qq9XMF198Qc7bvLw8ZmZmhvniiy+YoaEh8r7BwUGmo6NjzedlMhn5f3V1dTH3798nry0tLTFXrlwx8BbsLeCmkPYfzfQmwzAQCATIyMjY8fcNDw8T4zRDwookLS0tob29Hc3NzbCzs8Pi4iJOnjy57yPHnSKXyzE+Po6zZ8/u+DtWZ2WKi4tha2uL6elpLVlxQ9Hd3Q0fH589KRTu6OgARVHb8rVhpwdomkZnZycePHgAd3d3yOXyF6Z4t7u7Gzwej0ypbQdNQ0mxWIza2lrI5fI9tQZhVrKQ7HmgUqlQXFy8J0WvPB4PJ0+exMmTJyGRSJCXl4eCggK4u7sjIyMDlpaWCAwMRGBgIBYWFtDc3Iy5uTl0dHSQ7j5ra2vExMQQU8lbt25haWkJwLJuykEkPz+fTEEPDg7CxcUFjo6O4PP5yM7OxieffAIejwd3d3cIBAKEhIRofd7CwoJMHQUFBaG4uJi8ZmxsDHNzc0xPT/8iPJF+GRNl+4xMJsPMzAzx42hra0NwcPCuOhOePHmyoXupvjExMUFUVBTOnTsHd3d3jI+Po66uDt3d3aBpes/WQ1+s7rbYLc7Ozjh//jwuXboEkUiE3Nxc1NbWQqFQ6G0ZmiwtLaGnp2fbGio7QaVSoaCggLTLbhcej4ewsDD89re/RVpaGurq6pCXl4euri4sD7AOJzRNIy8vTy/nob29PU6fPo309HQsLS0hLy8PFRUVkEqleljT9WlpadGaIr579y6pwdhLbG1t8eabb+Lzzz9HUFAQ7ty5g+vXr6OxsRE0TcPKygrx8fFQq9U4cuQIKisrUVpaiunpabS1tSEyMhJRUVEksHF2dsaVK1dw7949zM7O7um2bIRUKkVfXx+SkpJI3RHbPdrS0gInJye0t7cDWL7mssHYaszNzbG4uAhg+fxSKpXktfT0dDx79szAW3Iw4DIwe0B5eTlRWJTL5RgZGdmVZkpxcTGCgoL2bRTb1taGN998E8bGxujv70dhYSFMTU23XPi73wwPD8PR0dEg+8/Y2BiRkZGIjIwktQ5qtRphYWF6zcoIBALExe2Nu0ZWVhZSUlL0clNjrQu6urpQWlqKgYGBPbUu0CdPnjzB8ePH9ZoB07QGkUqlxLrA398fgYGBei3OXFxc1MpCsgGlobO6mxEeHo7w8HDI5XIUFRWhqqoK9vb2OH78OMbGxohZ4eLiIh49egRTU1O0trYiLCwMk5OTsLa2JkFlf38/Hj9+bFAPpu2QlZWFV155BYB23RE7CExMTERRUdGmrdFBQUHo6elBZGQkgoKCUFdXh/j4eACAp6cnFAoFxGLxvvji7SVcAGNgWElrVvNltyN/mUyG9vb2XXcH7JSuri74+/uT7BHbZSCXyyEUCjE7O7vGB+UgoVar0dzcvCcOwU5OTkhJSSGFrS0tLXpRQ56amoKpqemeXJyGhoagVCr1qjVB0zRRqzU1NSXTAxs5Gx80ZmZmMDExYdBuM2tr6y1ZF+wUTTFNlUqFvLy8A+VkbG5uTs7TwcFB3L59G7a2tigpKUFiYiIWFhbg7e2N+Ph4jI6Oori4GO3t7VqCoIb2YNoO3d3dMDExgZeXF0QiERiGIWKHT548wdGjR+Hm5qaVdbOyssLCwsIanS5XV1cIhUJERkbi5MmTuH37NglgAOD8+fN49OgR3n///b3ZuH3i4N1hXiBWS1oPDQ3B0dFxV6JxWVlZWhLZewk7baFr+ebm5sSwTNMHZadCZ4Zit51fO0GfWRmGYVBTU2Mw9+XVeHl5abkP64OnT58iNjaWZC7Y6QGGWbYuOAwZvfv37+ONN97Yk2Wtti4QCoWYm5uDt7c3QkJCdqSIPDQ0BCcnJ5KFzMrK2pZ8/14zPj4OPp+PCxcuoLKyEt988w0WFxdx7tw5UBQFLy8v2NnZobe3F/Pz88jNzYWLiwv4fD5MTEzWeDCxQnt2dnZIS0sz+DWKDdo//vhjMIy2cvn09LRWMExRFDEu9fDwwOjo6JraM4qiSObG3NwcarVa63UPDw+o1eoXvhaGC2AMSHV1NUkRsiP/3Wi+9Pb2gsfj7ZtJnEAgQHx8/IY3f00fJtYHpb6+Hq6uroiIiNhXRVKxWAylUrkjwzh9sdusTGNjI6KiovTmlr0ZPB5Pr9kQkUiE8fFxkkbXRNO6YCNn4/2msrKSaJjsNaz1BcMsWxcUFRWRAHk964K5uTlkZ2fj5MmTOHLkCNRqNYRCIclu9PT0QKlUgs/n7+WmbBmlUom6ujr8/ve/Jz5M5ubmsLCwQHt7O0pKSuDk5AS5XI6MjAxSUD0xMYGysjIwDKMld6DpUzQ0NIScnBzSsp2cnGyQIE6zcLe5uRkRERHkeL5//75WfZm3tzfa2toQFRUFd3d3VFZW6iye9/T0xOjoKLy9vWFvb4+hoSFSZwkAv/71r3H37t0DoUJsKA7GFeEFRCwWQ61Wk4ucZjCzE2iaRm5urpbj6l4yMTGx7WkLTR+UiYkJPH/+nFxM3N3dDbSmutFH55c+0ZWVUalUCA8PXzcrI5PJIBKJcPTo0b1dWT2y1czFVpyN9wO5XI6GhoZ9vylQFAVvb294e3tDoVBsaF1w9+5dnD59Gk1NTSgoKIBarUZsbCwZwT979uxATR2tJisrS8t1XCqVQiwW49ixY6SIvbm5GdnZ2SgoKEBMTAxiY2Ph5uYGNzc3qFQqCAQC5OXlITw8XEubSNODqa6ubsseTNtBJpOhr68Pv//979d4TT1//hw+Pj5a19XY2Fjk5uYiKioKpqam6xbyssXM3t7eOHnyJKqqqrQCGAcHB2IuelCue/qGC2AMRElJCYKCgkDTNCQSCVQq1a5SeQ0NDYiOjtYSBdsrGIZBbW3trupGNC8mbW1taG5uNqg79mra29sRFBR0ID1p1svK8Pl8rf93eXk5Tp8+vY9rujuqq6vh7u6+rcyFroyeLmfjvSIzM1OvAm/6wMzMDLGxsQCWp1rKysoAABEREeju7iYZrNDQUMzOzqK2thbj4+O4du0aJBKJ3guR9cnw8DAUCoVWYbEu9e/a2lp88MEHcHBwQElJCa5duwZ7e3tkZGTA3t4eQqEQ77//PhQKBaqqqrC0tISQkBB4e3uDoijweDycOHECJ06c0PJgsrW1RWpq6q6EFzMzM3Hx4kWy7qzvHTsduDoYdnZ2hkwm2/R7TU1NSfeRr68vcnNz17wnLS0NV69e1XK6fpHgAhgD0N7ejrCwMJiZmaGgoADj4+O7uvkrlUpMT0/vWd3Daurq6vQmVa+pnaLpjm1IRVKFQoGhoaF9239bZXVWpqqqCkqlEkFBQWAYRsv47bChVCpRW1u7K2XU9ZyN9d3htR49PT0AQDRHDiKa1gV1dXWora1FQkICFAoFTE1NUVlZibNnz8LY2Bizs7O4c+cOBgcHcf36dcTHxx84Y8AnT57g3XffJY87OzvXqH83NjbC1taWBBlsV9Xg4CCePHkCkUiE9PR0WFtbw9raWsu64NmzZ6AoCqdPnyb1QJaWlmSqf2xsDAUFBZBKpfDz88OZM2e2dQ729PTA2NgY3t7eRPOFXc7du3dx8eJFnddVHo9H6mAsLS0hk8l0dk1aWVkRtV4jIyPI5fI16/eb3/wGP/30Ez777LMDFXjrA+ow6zCs5sSJE0xNTc2+roNSqURhYSEpdG1paYGRkRHm5+fJfH5YWNi2ahhKS0sRExOzxlp9L5ifn0dtbS1SU1MNtgy1Wo2Ojg6MjIzAzs4OUVFRpGtLHxQVFeH48eOHrk0XWJ467OjoQE1NDQICAhAdHb0vx8FuuX37Nk6cOKF3cTE2azU2NqbTukBf0DSNr776inROHQa+/vprnD9/HqamphAKhRgbG4OZmRl8fHxgYmKCiooKvPTSSwgICMDi4iLy8/MxPj4OFxcXnD17do2E/V5TXFwMtVqN9PR0AMvX1qKiIq2BiEqlwpUrV/CHP/xB5825ubkZHR0d62oYPXz4EDY2NjA1NcXi4iKOHDmCgICANQMpmqbR1NSE+vp6MAyDY8eOISYmZsOAgKZpXLlyBR9//DGMjIzw7NkznD9/HhRFobW1Fa2treuuV0FBAezt7REbG4uBgQGoVCoEBgaued/MzAyGhoZw9OhRVFRUQK1W68zS1tTUQCgU4qOPPlp3fQ8qFEXVMgxzQtdrXAZGzwgEApIiXFxcxOjoKKk2ZxiGtPsZGRltWHjHMj09DRMTk327aVVUVBjcrHG1ImlNTQ0UCoVeFEnHxsZgY2NzKIMXYHkkNjs7i1deeQVmZmak3djLywuhoaF7Vsy7G/r6+qBWqw2ijKqZtZqdnSVZq5CQEPj4+Ogto5edna3VOXXQKS0thYWFBSlcPXXqFEpLS8EwDCwsLKBWq2FqagqRSIS+vj6iiuvu7o6uri7cu3cPKpUKsbGxm96oDYEuuQjN6RcWVqNovfWrqKjAZ599pvO1trY2zM/PE2NRmqbR19eH/Pz8NdpEPB4PR48exdGjRyGXy1FSUoLr16/DwsICSUlJOhsrCgoKyDRnRUUFqYFUqVQoKSlZd72A5TqYx48fIzY2Fu7u7qiurtYZwDg5OaGhoQEAcPz4cXz//fc6A5iWlhZYWloiOzt7TyQk9gougNEj4+PjsLCwIMGGps4CANLu5+XlBYVCAaFQiLq6unUNExmGQXV19b5NfehK1xoae3t7JCcng6ZpdHd3Iy8vD9bW1oiOjt52+znr9r1fbef6QCQSAQCpG2HbjdkOFDb4Y83cDhpskeheFJ87ODgQ64KNnI23i0gkwtjYGKljOOjI5XLU19fD2dkZV69eRUxMDObm5sg0SWNjI4qLi3H58mVSEK1pFWJvb49Lly7ByMgIhYWFuHbtGhwcHJCRkbFnbe2ZmZlaHZsjIyOwtbXVGoiMjIxgcXFx3WkvpVIJY2NjncGNTCZDUVGRVv0Jj8dbY12gS5vI3NycXJNnZmZQXFyMnJwcHD9+HCdOLCcKxsbG0NfXh88//xwikQg0TZPB6v379zcV1LO3tyd2AWZmZlpKu6vh8XgkINWlip6fnw8PDw+89NJL+OGHH1BfX0+mYg87XACjJ9gqdja6HRkZgYODw7oXTjMzMxw/fhwAMDo6qlM3pb6+HtHR0fsyylYqlejr69u3mz+Px0NISAhCQkIwPz+PxsZGLCwsICAgAIGBgVsaWdfV1eHYsWOHdt53tV4Ei2YHilKpRGtrKxobG+Hk5AQ+n3+g3MFzcnIQExOzp7U7PB6PFK2yzsaLi4sICAjQcjbeKllZWXum+aIPMjMz8eqrr+LIkSNQqVR4+PAhRkdHiW4KTdPw9vZGd3c3Ghoa4OPjg+DgYFKbpunLFBgYiHPnzmFwcBCPHj2CQqFAVFQUTp48abDzqru7G0ZGRvD19QWwPMXc2Ni4RoLi8ePHWvUxqykuLoZEIkFfX5+WV5VKpcLNmzfx+uuvrxtErNYmKigogKmpKaKiorSCOCcnJ7z55pugaRo5OTn48ssvERISgvb2dnz44YdrzuHh4WHIZLIttawbGRlBqVRumvXz8fHB0NAQ/P394eTkpLW9Y2NjGBgYIBYLb7/9Nq5evQobG5sD6xW1HbgaGD1RU1MDLy8veHh4kIOZne/cKkqlEkKhEDMzM7C1tYVMJkNaWpoB13p9iouLcezYsQNVb8EwDPr6+tDb2wsLCwtERUWtu34SiQT19fUGn/4yJI2NjXBwcCAX8s2YmZmBUCjE0tISgoOD4evru69mm2KxGHfv3t0wVb5XbOfY0aSqqgpTU1M6dWsOIt3d3aiqqiI3drVaTWovWlpaUFlZiZmZGVy+fBk+Pj5gGAbDw8Po7OyEsbEx+Hw+GUCxCsC9vb0wMTFBZGQkUcLt6emBjY0NMjIy9NrWrqvWSCAQIDAwUGs5BQUF4PF469bm0TSNmzdv4p133sGtW7dI0D83N4fx8XGkp6dv20eMVRsXi8WwsLBAaGjoms5SlUqF+/fvY2ZmBv7+/nB1dYWDgwNRA75y5Qp+97vfbcnGpLi4GJaWljh58iQqKipw9OhRnbWBKpUKZWVlSE1NxdjYGMrKyvDWW2+R5b333nta9UxKpRI//PADycocdDaqgeECGD0wPz+Puro6crOsra2Fp6cnmX/eCSMjI2hvb4eRkdGea1+MjY1hZGSEpEMPIjKZDM3NzZBIJGtSvAzD4NmzZ0hLSzs0NQurWVhYQGVlJSlg3A7sFMrg4CCsrKz2zWfo+vXr+PWvf33glEAXFhYgFAoxODiIyMjIddVslUolrl+/TgTUDhr37t0DTdN4+eWXYWtru+7NPygoiPwPnjx5AgsLC0xOTkIikSAwMBBnzpyBsbExaVOfnp6Gm5ubltiaXC5HS0sLRCIRaWGfmZlBQUEBZDIZwsLCkJSUtOv9lJ2dDVtbWzL1LhKJ0NbWRrzkgGUdmFu3bm2ro00qlaK7uxuurq5wdXXdtSiiTCZDZ2cnZmZmYGxsjKCgIHh6epIBA03TqKmpQWVlJezt7ZGSkoL29nZYWlpuWQpBIpHg4cOHeP/999Hf3w+aptftgGO1XpRKJb755hu8+uqryMnJgbe3N9LT03X+X/Ly8jA8PIx33333QF8nuQDGwDx79gypqanE16WqqkpvmRPNi8peqNnSNE0KvQ7iRXs1DMNgaGgIXV1dRH6e7bbQVfR2WMjNzUVycvKup16kUimam5shlUrJVMFeTEnW1tZiZGSEFEgeNNib4Pnz59HV1UUyDJoaNT/88ANOnTp1oI+j/v5+0q1jYmKCsLAwnDx5EgAwOzuL1tZWcvOfm5sj7bTA8rleW1uLxsZGmJmZITk5mRSjjo+Po62tDRRFrbEDmZqaQmtrK1QqFYKDg+Hl5QWBQIC2tjZYWFggNTUVXl5e294WiUSCH3/8kdSlMAyD7OxsnDt3Tivg+Oabb/DSSy/taoCoT5RKJXp6ejA6Ogoej0fUpEtKSnDq1CkoFAoUFBQQ1dy0tLQt1xJdv34dH3zwAUZGRlBTUwMXFxfMzs5ifn5eS+BucXERxsbGMDc3x/j4OI4cOQInJyfMzMxgfn4ewPLUqru7O0JCQuDn5wcej4e+vj48ffoUGRkZ+27iuR5cAGNAOjs7AQAhISEAliPhpKQkg8z5T0xMoLW1FQDA5/MNUrhZXV0NHx+fPVfK1QeLi4uor69HT08Pjh8/fmi6dFbT09MDhUKhV00OzUBv9VSBvjnomQsAuHnzJlJTU+Ht7Q1AO8Pg7u4Oc3NzVFdXb1hjcZAYHBzETz/9BBsbGwQEBCA1NRX5+flE8wUAbty4gQsXLugUZZudnUV+fj5mZ2fh5+dHBmSa09ru7u4IDw8n36dWq9Hd3a2V6ZPL5SgoKFiT3dkKq9evoaEBjo6OWlOoQqEQHR0dxG36oKFWqzEwMID+/n6IxWKEhoYiKCiI1KX19vaivLycFBh7enoSQb3V50pzczNKSkqIfs38/Dyio6Ph7OwMZ2dnrWkohUIBgUCAlJQUPHjwADExMWs6o5RKJbq7u9Hd3Y2ZmRnyvKOjI6anp2Fubo633nrrwGVjuADGQKzWfBkaGoJIJEJMTIxBl7u0tISWlhZMTU1pGZbtlrm5OTQ0NBzqupGCggLExcVBLBajvb19U5+Yg8bS0hIKCgrw0ksvGax+hZWen5mZgbOzM/h8vl4vWj/++CNiY2N1+rccBAYHB1FaWor33ntP5+sjIyO4e/cu+Hw+oqOjD2yHlyZXrlzBW2+9BVtbW9TX16Oqqgovv/wymXJoaWlBe3v7pjd+mqbR2NiIuro6GBsbIykpiRR7jo2Noa2tTacEhFQqhVAoJC3+wcHBaGhoQFNTE0xMTHDmzJkNPdxWByYLCwvIzMyEXC5HfHw8oqKiiObL559/rhdfLIZhMDc3h+npaZLNYM859rexsTGsra1ha2sLc3PzbZ2TDMNgYmIC3d3dUCgUsLGxQUhICLENkMvl6OjoQG9vL8RiMVkuwzBgGAYymQx//vOfSWBTWFi4YWa/oKAAZ86cQUtLCyYmJrZU30LTNPr7+yEUCjE0NIS5uTkkJSUhOTn5wAw+uADGQGgWuu60cHe3TE5OoqWlBcCydPhuJK9zcnIOdd3I0NAQZmZmtLyC2HZ1kUik0yfmoFFaWoro6GjY2dntyfKmpqYgFAoxPT2N+Ph4Iq2+UwYHB1FSUoL3339fj2upX7766iu8//776xZSPnnyBE5OToiNjUVraysmJyfh7OyMiIiIA9XhxVJcXIylpSWiQCuXy1FWVkYes7Uxn3322bZu/BKJBHl5eZiZmYGXlxfS09Nhbm6udU55eHggPDycZDrZFv/Ozk4sLi7ixIkTMDMzQ35+PmZmZuDj44O0tDStDDVN0/jyyy+1ApO8vDycPn0aPB4Pz549w+joKFQqFZKSknY8QFSr1ejr68Pg4CBxc7azs4OTkxO55rH3Q/a3SqWCVCrF/Pw8FhcXyWsMw8DZ2Rm+vr6ws7Pb0jkzPz+Pzs5OiMVimJiYwN/fH25ubuseU19//TU+/vhj8rioqAgpKSnrLmtsbAzT09Pg8/k7+n+z2/v8+XN0dHTA2dkZ58+f31LBsSHhAhgDMD4+juHhYVLoWl1dDV9f310FELthaWkJra2taG5uBp/P3/aouq2tDSYmJoe2tU6z22K9E5yd1wd2H+wZgomJCQwODpIahr0iMzMTgYGBMDU1xfDw8I61U7bbZaGJWCzGo0ePkJKSomVIp28EAgHEYvG6Yl6zs7O4d+/ems6p6elptLS0QKVSaXno7DcSiQS3b9/WKmgtLCzEqVOnyP/v559/hpeXF/FL2glCoRDV1dUAgISEBNLBMzo6SpoNoqKiSA0RTdP4H//jf8DNzQ2Ojo5wdHQk3ky1tbXEVTo0NBQPHjyAn58fGXjomkJls2Kff/75to4tmqbR09ODwcFB8Hg8BAQEwNfXd9fZBYZhMDMzg4GBAczNzQFYdrn28/ODi4vLpt+vVCoxMDCAyclJLY0XNgNjZGSEpqYmREdHQ61Wg6IoTE1NwcPDA/Hx8esGJrm5uTh37hza2trQ0tKyrtLvZrD6TQ0NDfjss8/2tRCfU+LVMzRNo76+nkwdSaVSLCws7OsN0cTEBFZWVrCwsIC3tzdpk4uOjt60nuWweAVtRHV1NU6cOLHhTUXTJ6a1tRVNTU1wcnIiNvf7CasjtNe6O5OTk5ibmyOj2vDwcEgkEqK74+fnh6CgoC1d8PPy8sDn83c0Yrtz5w4yMjIgEAiQnZ2NoKCgTcW+totKpUJDQ8OG3SuZmZl4/fXX1zzv7OyMlJQU4qHDCixGRUXtq+R+ZmYmXnvtNfJ4eHhYS39qdnYWk5OT+NWvfrWr5bBqx1KpFAUFBSgtLYWbmxvOnj2L9PR0kpVhOzAXFhbA5/Nhb2+PpqYmjI6OYmJiAmZmZkhJSYGrqysKCgpQUFAAExMTsg1LS0vo7u5ecy16/PgxPv3003WPrYcPHxLtH2B5CqqxsREymQyBgYFIT0/Xa8BJURSpRWGRSCQYGhpCS0sLaJpGQEAAAgICdJ47pqamCA4O1jnNymZ4hoeHtQrLZTIZSkpKUFJSAmNjY8TExKzJ1Do7O2Nqagrh4eGorKwkZQZbQaVSoa6ujqy/r68v/sW/+Bf7noHZCC6A2QGrBdIEAgGSk5P3ea2Wpx/eeustKJVKqFQqpKenk6zMRjfq1YrBhw2xWAyVSrXlE9XExITcsKenp1FRUQGVSkVMAfdjZL1fonsPHz7EW2+9pfUc28bKMAwGBgaIiNfqLh1NJBIJ+vv7d2TW+OTJE/D5fKKCStM0qqqqcOPGDbi4uGjdoHfDzz//vGGrb3V1NVxdXTccbRoZGSEsLAxhYWGYn58nHV6rW/n3gtraWjg6OpKBk1qtRnNzs1Z26f79+3rbf8ByloHtLGtvb8edO3egUCiQlJSE48ePE7uUnJwcIvr20UcfQSwWIy8vD2NjY5BIJLCxsYGjoyPGxsa06nIqKiqQkJCgdQ4WFRUhMDBw3UAxPz8fpqam6OjoQF5eHmiaRnBwMJKSkvQmH9De3o7x8XEAywGGsbExQkJC4OrqStbV1taWZL/Z2pLCwkJyzGy1MYKd3vLy8kJfXx855ywtLWFkZIS0tDQoFAo0NjZCIpHgyJEjRKCRz+ejvLwcqampeO2115CZmYlPP/103WXRNI3q6mpShnDkyBFcvnz50JjGcgHMNpmfn8fCwgI5GAcGBjacx9wrZmdnYWRkBGtra1y/fp2oTEZHRwNYvlHrcu8dHx8nVe6HEYZhIBAIkJGRsaPPa46sOzo60NraahBDyY2Ym5uDTCbb886vyspKeHp6rltvQ1EU/P394e/vT7p0amtrdbbzZ2Vl7WiU39/fj6mpKS2Zfh6Ph/j4eJiZmaG/v3/b36kLsVgMkUiEqKgona/vxC3bxsYGCQkJRK21sLAQJiYm4PP5Bi8al8vlqK6u1lrf6upqnDx5ktxQWVsAQ6X/w8LCMDQ0BCMjIwwODqKiooLUDrm5uSEjI4PURNE0jdjYWPj7+6Ourg7Nzc1QKpUwMjJCXV0dzMzMYG9vD0tLSy2BQZlMho6ODi1PJE2kUina29sRFRUFExMTnDt3DpaWligrK8OPP/4Id3d3pKam7vr6xgatLAqFAl1dXRAKhTAyMkJgYKDWtCKPxyOBhVKpREdHB4RCIaysrMDn87ckoujr64vm5mai2A4Afn5+GBwchJ+fH+Li4sAwDHp6epCXlwc7OztER0eDYRgsLS3BwcEBjo6OaG5uXnPc0zSNsrIytLW1ITg4GB988IFes517BVcDs000NV9UKhXu3r2Lt99+e1/nw0dHR/Hzzz8jOTkZFEWhra0Nb775ps73arr32tnZYXx8HK+++uqBqTjfLq2trTA3N19X4GkniMViNDc3681QciNY0b309HQSEMjlcly9ehXm5ubg8/mIi4vT+/9nN63ObDs/wzAIDw8neiM7mW+/d+8eXnnllTUjPqVSiWvXrq3rMrxdbty4gYsXL67bUfTDDz/g5MmTu64B0+zwYgXfDDE9+f333yMxMZFIxovFYgiFQiKSttPC3e2wWrcFWFYCLiwshEqlQkJCAqKjo8Hj8UDTNIaGhtDb2wuapmFnZ4eSkhI4OjpiaWkJUVFRGB0dxeuvv671//7222+Rnp5O2t3Z2pPR0VHMzMygsbERsbGxiI+P17mfW1tbUVNTg6WlJQQGBuL06dN63x9LS0vo6enByMgIAMDb2xtHjhzR2SwglUrR2toKqVQKExMTBAQEwNPTU+cxzirmavqI0TSNwsJCnQM2sViMpqYmzM3NwcnJCYmJiVCpVLh69So5z2maRnFxMTo7OxEeHk4KpQ8yXBGvnujo6ABFUUTzpbS0FFKpdI1Hx15RWVmJ5uZm2NnZISIiAgKBAFZWVuDxeLh06dKmn79z5w6MjIxgZ2e3Y5+Y/UQul6O0tHSNV5C+YA0lBwYGdmwouRltbW0wNTXVEkv77rvvkJycDG9vbzx//hxdXV0wNzfH6dOnN2xF3Q4//vgjjh49uivxKpVKhdbWVhQWFiIuLg5Hjx7VW+pZH+unyV//+lc4OjoiIyNjTUair68P5eXl67ZV75TJyUm0traCpmmEhITAy8tLL+dXe3s7Ghsb8fbbbwNYvqnn5ORoab48ePAA/v7+BpV0+Prrr3Hx4kWdtX+sxMTg4CAcHR1x9uxZkuljGAbXr18nSr8SiQRCoRAKhQIODg7k5j89PY3JyUnExsZCJpOBpmlQFAUnJyd4enpiYmICbW1tWwqcaZrGX/7yF1hZWcHIyAgxMTE4evSo3m/eNE1jZGQEvb29UKlUcHBwQFBQEGxsbNb875VKJXp7e0kDBXvttrCwID/5+fl44403YGpqSn7KysqQmJi4bmCsUqmQl5eH9PR0mJqaoqqqCtPT0zA1NUVPTw8iIyORkJBw4AMXFq6IVw+wVeNscdnY2BjMzc2hVqv3ZX3YQkvNFDKfz0dlZSXKy8s3/bxIJML8/Dw+/fRTLRt5MzMzREZG7pnr7G5g58sNxUaGkkeOHNn1BUAul2N4eFgrAGtsbISlpSUJVFJSUpCSkgKRSITCwkLk5OSsm07fKiMjI1AoFLsODoyNjdHf34/k5GQEBASguroaSqUSwcHB8PHx2fHNur+/HyqVSq/KoH/6058wPDyM7OxsyOVyhIeHk2PHUG7ZrGw9Oz3Z1tYGW1tbREZG7jgQVqlUKCws1Mp6tLW1ISQkhAQvMzMzmJmZ0Wvty2rq6uq06m9WY2pqSgrS+/r68ODBAywtLeHo0aNQq9VwdnYm+18qlcLIyAipqalobGxEVVUVTExMIJFI8Mknn4CiKFhYWGidbzRN46efftLaDxtRXFwMAMjIyICHhwdKS0tx48YNfPTRR1rfW11djYmJCaSnp29YvErTNKampmBqagoLCwuYmpqCx+OBx+PBx8eHdNKJRCJ0dnZCKpWSz7JJAx6PB6VSCT6fTwrl1Wo15HI5FhcXsbi4SJajVCrJz+LiIp4/f76uJgyr31NeXo7ExERMTEygv78fJ0+e3PW146DBBTBbRPNmqVarUV9fjwsXLqC4uBgMw+x55uLevXs6L1Bzc3OIi4vb9PP3798n3RaaNvKLi4toaWnB7OwsXF1dER4evu8dOroYGRmBnZ3dntXu2NjYkMLWvr4+FBQUwNzcHNHR0Ts2vGQvMCxKpRLl5eU6LzKOjo5wcnIiIli7YTMX360iEokwNTVFijqTk5NB0zQ6Ozu15uS3k5Vh9ZQMEVB4e3vj/fffh0qlQkVFBa5fv46lpSUcO3bMoEWLRkZGiIiIQEREhJY7tp+fHwIDA7cVCN+/f1+rO0sul2N0dJRovgDL2RddnVT6QqlUoqqqasv1Qmw3jlKpRH5+PhobGxEQEIDZ2Vk4ODigoqICZ86cAQDExMQgJiYGt2/fRkRExLrn98OHD5GQkLCl6SCJRIKuri588MEHKCwsRH5+PhwcHNZMV8nlctTV1SE5ORl37twBTdM4duwYYmJi1vyPnjx5gtnZWZiYmGBpaQkqlYpkXNLT00nhLdtCvhqGYaBWq9esv5GREaysrEiAa25ujvDw8DXL7+3tJTVPuqAoCj09Pejq6kJCQsKuu9AOKlwAswUGBwdhYWFBKtorKysRFxdHRgYymUzvUwsbUVNTAycnpzWjH6lUuqVOkLq6Ojg7O+ssNLSwsCDaNpOTkygvL4dard71qFqfsGqh+zF1R1EUKc7TNJTcrs/Q4OAgnJyctI6b+/fvw8nJCUqlcs0NVSKRoLOzc0ddPprIZDLExMToJfDTDIJZeDweKXgUi8WoqqqCUqlEaGjolrRTsrOz9ToVpQtjY2MkJycjMjISP/74I+Lj4w22rNXY2toiKSmJdHgVFhaSDq/Nsp69vb2Yn59HZGQkeW51FrKhoQHOzs7rdovpg6ysLKSlpW07A2lqaorZ2Vm8/fbbMDIywqNHjyCXy5GYmKjVBDExMYHFxUWcOnVK5/dMTk5idnZ2y0EaO9hzcHAgtYH9/f34/vvvcebMGTLN9sMPPyApKYkEm3K5HCUlJZidndW6VrJTW5988smaZfX39+PJkydYXFwkNTe6BoAURW0afE1NTWFhYQHXr1+HiYkJ7O3tiV7OkSNHsLCwgNbWVi29HLFYjMePH0OhUODcuXNbdrI/rHABzBagKAqNjY3o7+/HiRMnYGRkRA5oPz8/9Pf3g8/n78m6yOVy1NTU6LyRZWVlaXVz6GI7oyfNFDirfbGf7sYsNTU1m2q+7AWWlpakE2BoaAhFRUU6TQFXo1ar0dLSskZM7c0330RdXR1u374NlUoFT09PJCUlwc7Obt2M207XebfU1tauGwSz2Nvb48yZM1Cr1SQrY29vj6ioKJ0ByszMDMbGxjY9hvVFVlbWjoW+dsvqDi+hUIjZ2dkN1aKzs7NhZmaGr7/+GomJibCysoK9vT0JglUqFQQCwa6D3M1ISkoiRbXbob+/HwzDkMLjy5cv49mzZ2s8vx4+fEjqe3Shq/V/PdYb7Hl7e0OtVmN4eBjh4eGYnJzE0tIS6uvrIRAI4OPjg+TkZJ3aWPfv31/XkoH9n7JGmdeuXcOf/vSnLa3ralxcXPA3f/M3AJav2+Pj46iqqoJIJEJ6ejqioqIgEAgwMDAAKysrPH36FGq1Gi+//PKBMbo0NFwR7zbo7+/Ho0ePYGlpCRMTE7i5uWFubg4TExOwsrKCjY2NwS+IN2/e1FnM2dvbi6qqKrzzzjsbfn63xZGs54lEIoG/v/+WRc70xdzcHBobG0nK+aCheTPy8PBAWFjYmpGWQCBAUFDQhu2tNE2jvb0ddXV1mJ6eRlBQEF599VVDr/6W2E0H0+zsLJqbm7G0tITQ0FCtwtarV6/iN7/5zZ7UX9XW1mJ0dPTApdbHx8fR3t5O5A48PDxAURSqq6sxPT2NCxcuQCaTIScnB4ODg4iIiEBaWhqMjY2RmZmJ4ODgdVvFt0pHR4feNW1YleYPP/yQBK/l5eUICwvTCvZLS0uxuLi4rqhmRUUFxGLxlrKvcrkcN27c0Hmc3rt3D2FhYVCpVKipqcHCwgI++eQTWFtbg6ZpNDc3o6GhAQqFAp988gk5h7ezfGA5SFYoFEhJSdFbUHHz5k0cO3YMfD4fo6OjePDgAaysrHD+/PlD4du1XbgiXj0xNTWFt956C25ubuju7kZeXh7eeOMNCIVCpKWl4fvvv9+W8uF2aW1thZmZ2ZrghaZp5Obmblo3MDg4SG4cO8Xa2hrx8fFE+4KtBYmKitoT/x6BQID09HSDL2enmJubkym40dFRlJSUgMfjgc/nw8XFBRKJBEqlclNtDh6Ph4iICBw5coS0AB8UMjMzkZGRsaMbnIODA8nKsIWtDg4OkMlk8Pb23pPgRalUrtFQOSiwatEqlQodHR1oaWmBtbU16uvr8cc//hHAchbN09MTiYmJGBwcxI0bN8Dj8bC0tLSufMJWmZ6eRllZmV4LqIFlsbmIiAgSvMzOzoJhGK3gpbW1FR0dHTqnZoDlgKSpqWnLhbt3797F+fPn1xynU1NTkEgkJGu+uLgIsVhMplV5PB5xc/7pp5+06o22s3wAeOONNzA2Nobi4mLMz8/Dz88PZ86c2dUU6bvvvosvvvgC5eXlsLKywuXLl/VSG3cY4QKYLSIWiyGXy0kqsrCwEO+//z6sra0hk8nQ19eHl19+GU+ePMHvfvc7vWclVCoViouLdZ48RUVFCA8P3/CkoGkaT58+1VtxJEVR8PPzg5+fn1YtiCEVSdvb29fVVziIeHp6wtPTE0qlEq2trWhoaIBIJMIrr7yy5e9Y7yK8X/T19ZGaqN2gWdgqEolQVlYGS0tLjI6OEpFFQ7GbAGyvMDY2Jqqu9+7dg7OzMwoKChAUFAR7e3solUq4ubnBzc0NJ0+exF/+8hfY2Njg6tWriImJwfHjx3e0fVlZWVuentkqUqkUfX19JGBkGAaVlZVahcf5+fkYGxvDJ598su56Z2Zm4ty5c1vartbWVpiamuqUHXj48CGZAtrIXuLOnTswMzODSCSCo6Mj7t69i5dffnnb+9XDwwPvvPMOyex8/fXXSEhI0DKd3Q48Hg/29vZISUmBl5fXjr7jRYELYLZITU0Njh07BmC51c7Ly4tE7H5+fsjPz8e5c+fg5+eHa9euwc7ODunp6XpTwbx37x5SU1PXTEfI5XJ0dXVt2h6Xl5eHyMhIgxRHataCGCoro1AoMDg4eCj9mkxNTXH06FH09/djbGwMtbW1UKvVWlMEulgv47ZfsB1CH330kV6/19HREb/+9a+JyKJQKCTWF/pWuO7v79dLALZXyGQyzMzM4Pe//z1omkZXVxd++uknWFlZkWxvQUEB+Hw+0tPTyUDn6tWrcHJywrlz57bcJVdcXIyAgAC9j+YzMzO1pura29sRHBxMrmW1tbWYnZ3d0MG8t7cXALYkWLnRYK+urg4uLi5kGx88eIAzZ86sCUpY+5VTp07h8ePHkEgkcHJy0nkudnV1obOzE2lpaRu2XrOZncrKSi1V350gk8l+8cELwAUwWyY5ORl1dXWQyWRoa2vDn//8Z/Iaj8eDg4MDpqamkJqaitTUVAwNDSE7OxuLi4sIDQ1FYmLijhUgWVGk8PDwNa/du3dvUwPAubk5DAwMbCv1uRMMmZXRl+aLXC7fF58PtVqNtrY24pbN3qxbWlpgb2+PyMhILeuCjS7C+0V2drZBW46NjY2JaeDMzAwEAgHUajXCw8P1Uj9gyBZtQ5GZmYmUlBQAIEqq6enpsLCwwLNnzyCRSCCXy/G3f/u3AJb3YUZGBjIyMtDb24usrCyo1WrEx8evKZbVRCKRoKOjQ+/Tam1tbbCwsCD/P6VSqWUcq1KptjSdl5OTg48//nhLy8zKykJKSsqa661KpdJqYJienoZEIlmzX2iaxvPnz4mK8XvvvYcvv/xS5/ScSqVCfn4+Tp8+TVqvo6Ki1s2ACQQC+Pn5besc6urqgpeXFwmOhoaGfrFTRqvhini3CetBolAoEBYWRqrx1Wo18vPz12QIaJqGQCAgKU1W9GursJLgn3zyyZp2PNZnZKORC7CsmPnKK6/sS4EXm5Xp7u6GmZnZjrIyY2NjGB0d1fIE2QmDg4MoKyvTiwbKdqmqqkJAQIDO+qjZ2VlS+BseHo6goCDcvXsXfD5/w5vOVnj8+DEZSe4mgBSJRMjKytrQGG670DS96TqpVCq0tbVhfHx8187h2dnZxKjysNDV1YXnz5+Dpmnw+XyIxWKtAcvVq1fh5eWFkZERWFtbIz09fc15LpPJkJ+fj/HxcXh5eSE9PX3NDXQjVd2dosvOoLi4GLGxsaSL8aeffkJkZKTOwZkmmZmZmJ6eho+PD9LS0tYNAIaGhpCVlQVLS0sEBgYiKSmJHC9ZWVkICgoiRc6sZ9zqjsH79+8jICCAtFc/ePAAPj4+iI2N1blemoXTSqUSZWVl6O3thYWFBVJSUsg9YrWs/1bp6OhARUUF1Go1TExMoFAo8Oqrr/5yOo24Il79YW5uTgS72tvb8ezZM7i7u4PP58PLywstLS1aLdU8Hg+JiYlITEyEWCxGfn4+8vLyYGtri1deeWVTPY6ff/4Zx44d03nRzs7O3jR4qa+vh6Oj475Vp+82K0PTNOrr69e0HO+ErewvQzA3Nwe5XL5ucbeDgwMSEhLw5ZdfIjg4GM+ePYNYLCZqnjulrq4OCoUCcrkc169fh5mZGRITE7VsC7ZKVlYW3njjjV2tjyY0TeOf/umfYG5uTtqtdR2jxsbGiIqKQlRUlJYhaURExLbML8ViMYaHh/HZZ5/pbRv2guDgYAQHB0OpVOLmzZtYWlrCjz/+iLS0NHR2dsLb25ucG2NjY8jLy4NMJiNKwzweD5aWlmQKp7m5Gbdu3YKxsTFSU1Ph6+uL6upqODs76zV4AZaD55MnT5LgZWJiApaWliR4GRsbI+u6GWz2o7GxEbdu3QKPx0NSUtKaqcCnT5/is88+g7m5Oaqrq3Hz5k0Ay8aImmaerNHl6uBlamoKIpGIaMxMTk5CJBLplDCYmJiARCLR6voyNTVFeno60tPTMTU1haKiIszNzcHT0xOLi4sbuqGvR2hoKEJDQ9Hc3AyhUIiEhIRfTPCyGVwGRg+MjY0RU0F2zp7tRNEFTdP4+7//e/D5/E1bYzs6OvD8+XOtCw4AlJSUYGlpaUMX5p1G/IaG1U3p6uqCqakpoqOj183KVFdXw8fHZ9dOzWVlZVhcXDSYb9JG5OTkaJk16uLevXsICQkhF0OpVIrm5mZIpVL4+fltu11dV6uzWCxGQUEBZmZm4OjoiPT09C11/VRWVmJmZkavnVDZ2dlwcHBAXFwcBgcH8fz5cywsLMDNzQ0pKSkb1m2wHkwTExNwdnYGn8/fNCtz/fp1/OpXvzJYh+BWKCkpgYODw47anEdGRjAxMYHY2FiMjo6iqKgIDMPg8uXLa44LmqZRXl6O9vZ2WFpaIiMjY01wIhaLkZubSyxF/uZv/kavU4OrM3YMwyA7O1urCPaLL74ARVGIjY3ddtGxVCpFfn4+Jicn4e7ujoyMDNTW1kKhUGgVBwPL50JJSQl6e3vJ9aayshKff/75mmmma9eu4c033yTnxZUrV/D222/rPB43em01QqGQZFFSU1O3XQND0zS+/PJLnev8osOZOe4RUqkUjY2NGB8fh4WFBS5cuLBugeb3338PqVSK+Pj4LRmusRccsViM4OBgdHR04PPPP9/wpL9z5w5iYmL03hKpTxYXF9Hc3Iy5ubk1WRmJRIL6+npSA7BTlEolvv766033lyHo6OgAj8fbsGh0dHR03TZ4zSk4ExMTREVFbSnouHXrFuLi4tbNtvT19eH58+eQy+U4cuTIuoqhG2lp7BS5XI5vv/1WZ91DR0cHHj58iH/+z//5lm6oU1NTaGlpAcMwiIiI0JlFqK2txcjICLE82C/kcjkKCgowMjICFxcXnD17dkuKyDRNIzs7e8PryXpMTEwgPz8fCwsLCAsLW5MB+Pbbb+Hq6orR0VESTERFRe36f339+nW89tprROiwvr4erq6upPCUDVhTU1NRVlaGnp4e2NnZ4dy5c9tupW9tbUVFRQUUCgX++Mc/oqioCImJiTqPH5lMhm+//RZRUVFISkrSeo31QWIHlSUlJUTRdjXs+m/WVCCTyVBTU4Pe3l6o1WpYWVkhKSlp29nV1dNavyS4KaQ9wtraGklJSVCr1Xj+/Dmmp6fXHfG99957UCqVyM3NRWVlJSIiIpCYmLjuhcPe3h5vvfUWaJpGRUUFLl68uOFFZnBwUC+GfYbGwsICp06dIlkZVlo9OjoaAoFgXcOy7ZCVlYX09PQ9D14UCoWWAeh6/Pzzz+s6IWtOwW1FJA9YrpugKGrDqSLWn4ZVDL158yZ4PB6OHz8OPp9P9hVbJK7PfffgwYN1M4fW1tbw8PDYcjbAxcUFqampWFpaQmtrK5qamuDi4gI+nw8TExOiPH0QTOzMzc1JFqurqwt3794FTdM4deqUlj3AanajPO3m5oZ3332XXDeuX79OsjJTU1OwtLQkU1AymQwlJSWorq6GpaXljtt0V1uVyGQyzM7Oki5O9jhmBxTslMvg4CC+/vprXLp0aVtKvxEREWhsbERaWhokEgn6+vrW1YqiaRpGRkZrgheVSoXa2loSVLPNGrqK6DXXX9f3t7S0oLm5GXK5HMbGxggLC8O7776749otdhrLkP5WhxUugDEARkZGW1KKNTU1xSuvvAKaplFaWoorV67A19cX586dWzdNyM79bgSr+fK73/1uR+u/H1AUBV9fX/j6+mJxcRENDQ1EX2c3HUxjY2NQKBT70ja7lc6p/Px8hIaGbmkkrimSNzY2htLSUlAUhYiICFI/QtM08vPz1xUDWw2Px8PJkydx8uRJcgMTCASwtrZGQEAAjIyMtlV0vhlTU1PEJ0YXT58+3VRNWhcmJiZkdDo5OYmysjIAy0Wd+xG8bgZb28JmZSoqKnRmZdj6qd3WsLHXjaSkJExMTKCgoADj4+M4duwYKabWDGYmJydRVFQEiUQCNzc3pKWlbekYXd3pAyyfB5qF0+vpuZiZmcHU1HTbOkD9/f0QiUTw9/fHt99+u6G6clZWlk4dJrZzSTNwX2+QuDqoHx4eRm1tLWZmZgAs2xRcuHBBb6KMDx8+3DfLi4MOF8AcAHg8HlJSUpCSkoK6ujpcv34dTk5OuHDhwoa6AuuRn58PPp+/o88eBCwsLJCQkKAXXZlHjx5t6KtiKMbGxmBjY7OhZ5REIkFPT8+OWlc9PDzg4eFBMg+NjY1wcnJCX18f4uPjdzTa07yBjY2N4bvvvoO9vT3y8vJw5swZvbiSP3r0aN2RZGNjI1xcXHZtNMl6ePX09GBwcPBAZyE3y8oYQnnazc0Nly9f1srKWFhYID09nRSHurq64tKlSwCWdVvu3buHpaUlhIWFIT4+ft0B1v3797V0VQYHB+Hi4kIkAlg/JF16Lg4ODggJCcG1a9dgYWGBpKSkLQXP2dnZCAoKwrVr18j/XhddXV2Ynp7G6rKJ0dFRrWLihoYGmJqa6pzm6enpAU3T6O3tRWFhIRiGgZ2dHWJjY/Ua6LMIBAK4u7tzbdPrwNXAHFC6urpQUlJCamm2Gs1LJBL8+OOPB0o/RB9odjB5e3sjJCRkU+fn6upqTE1N7bkMP1uzsJmCbmNjI9zd3fXW/TE9PQ2BQAALC4s1PkPb5eHDh/D29sbRo0dRW1uLpqYmmJiYbFsGQBOVSoW//OUvCA0NxZkzZ7QCFV0tt7tBl/fOYYHNyoyPjyMlJWVHXWPbZXJyEgUFBZifn0dISAiSkpJ06qhUVlaivb0dxsbGOHXqlFYH0djYGJ49e0ZqudRqNZ49e0a0jwDgyy+/3NL/RCQSobCwECKRCA4ODkhNTdUSBc3NzYVEIoGVlRVMTEw2bGZg1/3KlSt4/fXXUVJSQvRfEhIScPXqVbz77rvEB+kf//EfYWFhAVNTU5w+fRq+vr5oampCa2srxGIxbG1tERkZiejoaIMW1MrlcvzX//pf8cknn+i9Q+wwwRXxHmLYAk8AOHfu3KbpVUPoORwkGIbB8PAwOjs7ifCZLkfk/ezA0lfn1E5h3Z+Hh4dha2uLqKiobWXjJicn8fjx4zXCYawMgEgkgre394Z6HOvByg+wBnqBgYFITU0lwfpm06Nb5dmzZ6RgkmPr0DSNyspKtLS0wMLCAmlpaTqvOVKpFIWFhZiYmICNjQ1SU1OJizTblSMQCBAYGEjqAAsKCmBsbLxtI9b+/n48f/4cMpkMPj4+CAoKQnl5OeLj43Hv3j24uLjAz88PycnJ6x6Pd+/eRWhoKOkAo2kaZWVlaG1thVqtxnvvvQd7e3s8evQI7u7uOHHiBObm5pCfn4+enh7Y2Njg9ddf39Nz+vvvv4e1tTW8vb13rYF1mOECmBcAsViMJ0+eYHFxEadPn9aZFm9oaEB/f/8vpthLoVBAKBRCJBLBzc0N4eHhpFWZdZvV1OTZC/TVOaUv5ubmIBQKsbi4iCNHjiAgIGDTrMyVK1dw6dKlDafrGhsbUVtbCx6Ph4SEhG1P09A0jS+++AJHjx5FR0cHaJrWm0je3Nwc7ty588JlIfeaqakp5OfnY35+HkFBQUhOTtaZcRgdHUVWVhbkcjkSEhIQHx+P+fl5NDU1ITk5GcBywHPr1q1dKf2yXkJCoRBvvPEG7t+/j4SEBPj5+aGhoQGNjY1gGGaNEm5/fz/KysrW1YAaHBxEUVERZDIZKIrSWfDd3t4OgUAAmqZx9OhRHD161KADo46ODjQ0NODkyZNoaWk5cK7pewkXwLxAyOVyPHnyBNPT0zh+/DiJzNkU6R/+8IcDV7C4F0xMTKC1tRUMw8DDwwMCgWDL0uP6JCcnB2lpaXqpF9EnDMOgt7cXfX19sLCwQFRUlE79iq22h7Jo6nG4ubnh7NmzW8r2PHnyBE5OToiLi9v2tmxGbW0tfHx89k288UWDpmlUVVVBKBTC3NwcqampWl1CMpkM3333HT799FOUlpaiq6sLRkZG+O1vf0uC4O+++w7p6el68+8ZHBxEaWnpmu49TSVcMzMzxMfHIz8/Hx999NGm2cLr16/jwoULG4rEKZVKFBcXo7+/H7a2tkhPT9e7thBN0/iHf/gH2Nvbg6IoJCYmbkns70WFC2BeQFgPjv7+foSGhmJiYgLR0dG/6AMdAJaWliAUCg1iSrcZDMPghx9+gFwux/Hjx/Wip2EI1qsnYm9EO9XLaW1tRWVlJRiG2bA12BC2BBx7w8zMDPLy8iCRSBAYGIgzZ87g1q1bSE9P1wpqNAU4g4KCMDw8TIqC9cEXX3yBDz74YMNgWSwWIy8vj7ieb0RzczO6urp0+h2tBysoKJPJEBQUhNOnT+utJqa3txf+/v4H8vqx13ABzAsM20kgFot1tgdy7D1yuRzFxcUYHByEvb09MjIy1kiWHwQ064lMTEzQ09ODs2fP7trCQCaTobCwEKOjo3BycsLZs2e1sj3Xrl3DG2+8cSD3CcfWoGkaNTU1aGhogIeHx7pTHLOzsygpKcGFCxf0mpV8/PgxRkdH4ezsjIyMjC07butitwXkbIaKrRvaD6+1FxkugOHg2CcGBwchlUp3bcpoaORyOaampnYdvKymu7sbz58/h0qlwrFjx6BUKiESifa8M4zjxaS7uxsdHR27GrypVCpMTU3pxV9ov9zuX2S4AIaDg2NfUSqVKCoqwtjYGH73u99xqXEODo4twVkJcHBw7CumpqZbLgzm4ODg2ArcMIiDg4ODg4Pj0MEFMBwcHBwcHByHDi6A4eDg4ODg4Dh0cAEMBwcHBwcHx6FjVwEMRVGOFEXlUhTVtfJbp+MgRVEfrryni6KoDzWeP05RVDNFUd0URf0PakXjnKKov6coqp2iqCaKorIoirLfzXpycHBwcHBwvFjsNgPzdwDyGYYJBpC/8lgLiqIcAfw7AHEATgH4dxqBzl8BfA4geOXn/MrzuQAiGYaJBtAJ4F/vcj05ODg4ODg4XiB2G8C8BuCblb+/AfC6jve8DCCXYRgRwzCzWA5OzlMU5QHAlmEYAbMsRvMt+3mGYZ4xDKNa+bwAgLeO7+Xg4ODg4OD4hbLbAMaNYZixlb/HAbjpeI8XgCGNx8Mrz3mt/L36+dV8AuDpLteTg4ODg4OD4wViUyE7iqLyALjreOnfaD5gGIahKEqvsr4URf0bACoA32/wnt8D+D0A+Pr66nPxHBwcHBwcHAeUTQMYhmHOrvcaRVETFEV5MAwztjIlNKnjbSMAUjUeewMoWnnee9XzIxrf/RGAVwFkMBv4HTAM8xWAr4BlK4FNNoeDg4ODg4PjBWC3U0gPAbBdRR8CeKDjPTkAXqIoymGlePclADkrU08SiqLiV7qPPmA/T1HUeQD/CsCvGYaR7XIdOTg4ODg4OF4wdhvA/CcA5yiK6gJwduUxKIo6QVHUVQBgGEYE4D8CqF75+Q8rzwHAnwFcBdANoAf/q9blfwKwAZBLUVQDRVFf7HI9OTg4ODg4OF4gODdqDg4ODg4OjgPJRm7UnBIvBwcHBwcHx6HjhcrAUBQ1BWBgv9djGzgDmN7vlTgAcPthGW4/LMPth2W4/bAMtx+W+aXuBz+GYVx0vfBCBTCHDYqiatZLjf2S4PbDMtx+WIbbD8tw+2EZbj8sw+2HtXBTSBwcHBwcHByHDi6A4eDg4ODg4Dh0cAHM/vLVfq/AAYHbD8tw+2EZbj8sw+2HZbj9sAy3H1bB1cBwcHBwcHBwHDq4DAwHBwcHBwfHoYMLYPQMRVGOFEXlUhTVtfLbYZ33fbjyni6Koj5cec5mRXmY/ZmmKOq/rfrcbyiKYiiKOtDV6IbaDxRF/UuKolopimqiKCqfoii/PdysbWPA/WBGUdSPFEV1UxRVSVGU/95t1fbZzX5Yed6UoqivKIrqpCiqnaKo36w870tRVCFFUfUrx8TFvdqmnWCo/bDy2qWVc6OFoqhbe7E9u8GQ+2Ll9Rf+Wrny/HrnxqG6Vu4IhmG4Hz3+APgvAP5u5e+/A/CfdbzHEUDvym+Hlb8ddLyvFsAZjcc2AEoACACc2O9t3Y/9ACANgOXK338C8ON+b+s+7Yc/A/hi5e93XvT9AOD/AvB/r/zNA+C88vdXAP608ncEgP793tZ92g/BAOo13ue639u6X/ti5fEv5lq5wTFxqK6VO9p3+70CL9oPgA4AHit/ewDo0PGeywC+1Hj8JYDLq94TAmAIK3VKK8/9NwCvYNnN+6CflAbbDxqvHQPwfL+3dT/2A5ZNUhNW/jbGssDVmn10UH52ux9Wtt1Kx2e+BPB/rPydAKB8v7d1n/bDfwHw2X5v30HYFyuv/WKulRvtB433H/hr5U5+uCkk/ePGLDttA8A4ADcd7/HC8kHHMrzynCbsqJoBAIqiYgH4MAzzWM/raygMsh9W8Sn+lwHoQcVQ+4F8hmEYFYA5AE76WmkDsOP9QFGU/crj/0hRVB1FUT9RFMV+/t8DeJ+iqGEATwD8c72vuX4x1H4IARBCUdRziqIEFEWdN8TK6xmD7Itf0rVyk2NCk8Nwrdw2xvu9AocRiqLyALjreOnfaD5gGIahKGqnbV7vAPjdyvJ4AP4BwEc7/C6DsNf7YdWy3wdwAkDKDr9Xb+znfjhIGHA/GAPwxnJ25V9SFPUvAfy/WN4flwHcYBjm/6MoKgHAdxRFRTIMQ+9sK3bPPu0HYyxPI6WuvKeEoqgohmHE298C/bHX+2KlNuSXdK3c6Jhgl31grpX6hgtgdgDDMGfXe42iqAmKojwYhhmjKMoDwKSOt41g+ULD4o3lVCf7HTEAjBmGqV15ygZAJIAiiqKA5RPhIUVRv2YYZt/st/dhP7DPn8XyiZ/CMIxi51ugH/ZpP4wA8AEwTFGUMQA7ADM73gg9YMD9MANABiBz5fmfsDyixMrv8yvLr6AoyhzLnjG6vn9P2Kf9MAygkmGYJQB9FEV1Yjmgqd7FpuyafdgXv7Rr5UbHxIG7VuobbgpJ/zwEwFaIfwjggY735AB4iaIoh5WK85dWnmO5DOAH9gHDMHMMwzgzDOPPMIw/lgvT9vWE3AJ63w8AQFHUMSzP//6aYZh9u0ltA4Psh1Xf+1sABetMsx0UdrwfVrbrZ/yvC3gGgNaVvwdXHoOiqHAA5gCmDLEBesJQ++E++zxFUc5YnlLq1f/q6xW974tf2rVyo2PiEF4rt89+F+G8aD9YrkPIB9AFIA+A48rzJwBc1XjfJwC6V34+XvUdvQDCNlhGEQ5+YZpB9sPKd00AaFj5ebjf27pP+8Ecy6OtbgBVAI7s97Yacj8A8MNyV0nTyvf4rjwfAeA5gMaV4+Gl/d7WfdoPFJanTloBNAN4Z7+3db/2xaplvPDXyg2OiUN1rdzJD6fEy8HBwcHBwXHo4KaQODg4ODg4OA4dXADDwcHBwcHBcejgAhgODg4ODg6OQwcXwHBwcHBwcHAcOrgAhoODg4OD4xcIRVFvUcvmn/R6ppcURflQy4aprFHo32q89vcrBpJNFEVlscrAFEWdoyiqlqKo5pXf6VtYl+8piuqgKEpIUdR1iqJMNvsMF8BwcHBwcHD8MhECeBPLbdjroQLwvzMMEwEgHsA/oygqYuW1XACRDMNEA+gE8K9Xnp8G8CuGYaKwrG3z3RbW5XsAYQCiAFgA+GyzD3ABDAcHBwcHxy8QhmHaGIbp2OQ9YwzD1K38PQ+gDStebQzDPGOWvdiAZdFA75Xn6xmGGV15vgWABUVRZgBAUdRLFEVVaHg3Wa985gmzApa1rbw3W38ugOHg4ODg4ODYFIqi/LHsbF2p4+VPoNsw8jcA6hiGUayoRP9bAGcZhokFUAPgX65ahgmWvZyyN1sfzguJg4ODg4PjBWUjI0mGYXTZFqz3PdYA7gH43xiGkax67d9gearp+1XP8wH8ZyxbHwDLU1ARAJ6veFWZAqhYtah/AlDCMEzpZuvEBTAcHBwcHBwvKMwGRpJbZSUrcg/A9wzDZK567SMArwLIYDSk/SmK8gaQBeADhmF62KcB5DIMc3md5fw7AC4A/rCV9eKmkDg4ODg4ODh0Qi2nSq4BaGMY5h9WvXYewL/CsmGkTON5ewCPAfwdwzDPNT4iAJBEUVTQyvusKIoKWfn7MwAvA7jMMAy9pXXjvJA4ODg4ODh+eVAU9QaAv2A56yEG0MAwzMsURXli2UjyIkVRpwGUYtkklA0s/k+GYZ5QFNUNwAzAzMrzAoZh/khR1L/FckdSl8biXmIYZnKlpfo/r3wOAP4twzAPKYpSARgAML/yfCbDMP9hw/XnAhgODg4ODg6OwwY3hcTBwcHBwcFx6OACGA4ODg4ODo5DBxfAcHBwcHBwcBw6uACGg4ODg4OD49DBBTAcHBwcHBwchw4ugOHg4ODg4OA4dHABDAcHBwcHB8ehgwtgODg4ODg4OA4d/z+ai+xEQYeodwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 648x648 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import geopandas as gpd\n",
"\n",
"rows = []\n",
"for node_from, node_to, edge in G1.edges(data=True):\n",
" if \"geometry\" in edge.keys():\n",
" geometry = edge[\"geometry\"]\n",
" else:\n",
" f = G1.nodes[node_from]\n",
" t = G1.nodes[node_to]\n",
" geometry = LineString([[f[\"x\"], f[\"y\"]], [t[\"x\"], t[\"y\"]]])\n",
" base = {\n",
" \"from\": node_from,\n",
" \"to\": node_to,\n",
" \"id\": edge[\"osmid\"],\n",
" \"length\": edge[\"length\"], # meters\n",
" \"geometry\": geometry,\n",
" }\n",
" rows.append(base)\n",
"\n",
"gdf = gpd.GeoDataFrame(rows, geometry=[r[\"geometry\"] for r in rows])\n",
"gdf.plot(figsize=(9,9), lw=0.5, color=\"grey\")"
]
},
{
"cell_type": "code",
"execution_count": 125,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:>"
]
},
"execution_count": 125,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x648 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from shapely.geometry import LineString\n",
"\n",
"trace = LineString([[-122.26694762706754,37.79925985116652],[-122.26666867732999,37.79970068133491],[-122.2660920023918,37.800605646561564],[-122.26770132780074,37.80126899810456],[-122.26859986782071,37.80141311202907],[-122.26758331060408,37.80292417198254],[-122.26653456687926,37.804909907830265],[-122.26547777652739,37.806312818153785],[-122.26666331291199,37.80684261119228],[-122.26750552654266,37.80545242616099],[-122.26820826530457,37.80428685451822],[-122.27041840553284,37.80534222744762],[-122.27078318595886,37.80484209275872],[-122.27197408676149,37.8028076116559],[-122.27447390556335,37.80395201417224]])\n",
"\n",
"# plot the base map in grey\n",
"ax = gdf.plot(figsize=(9,9), lw=0.5, color=\"grey\")\n",
"\n",
"# raw trace in red\n",
"gpd.GeoSeries([trace]).plot(ax=ax, color=\"red\")"
]
},
{
"cell_type": "code",
"execution_count": 126,
"metadata": {},
"outputs": [],
"source": [
"import networkx as nx\n",
"from math import cos, sin, asin, sqrt, radians\n",
"from shapely.geometry import Point\n",
"\n",
"\n",
"def haversine(lat1, lon1, lat2, lon2):\n",
" # convert decimal degrees to radians\n",
" lon1, lat1, lon2, lat2 = map(radians, [lon1, lat1, lon2, lat2])\n",
" # haversine formula\n",
" dlon = lon2 - lon1\n",
" dlat = lat2 - lat1\n",
" a = sin(dlat / 2) ** 2 + cos(lat1) * cos(lat2) * sin(dlon / 2) ** 2\n",
" c = 2 * asin(sqrt(a))\n",
" km = 6371 * c\n",
" return km * 1000\n",
"\n",
"\n",
"def get_edges(gdf, x, y, t=100):\n",
" p = Point(x, y)\n",
" \n",
" near_edges = []\n",
" for gdf_ix, row in gdf.iterrows():\n",
" l = row[\"geometry\"]\n",
" p2 = l.interpolate(l.project(p))\n",
" d = haversine(y, x, p2.y, p2.x)\n",
" if d < t:\n",
" near_edges.append({\n",
" \"id\": gdf_ix,\n",
" \"distance\": d,\n",
" \"from_node\": row[\"from\"],\n",
" \"to_node\": row[\"to\"],\n",
" })\n",
" return near_edges\n",
"\n",
"\n",
"class StateNode():\n",
" def __init__(self, trace_id, edge_id, distance, from_node, to_node, terminal=None):\n",
" self.trace_id = trace_id\n",
" self.edge_id = edge_id\n",
" self.distance = distance\n",
" self.from_node = from_node\n",
" self.to_node = to_node\n",
" self.terminal = terminal\n",
"\n",
"\n",
"# initialize state graph\n",
"markov_chain = nx.DiGraph()\n",
"\n",
"# initialize a start state with no real trace/edge associated\n",
"start_state_node = StateNode(None, None, None, None, None, \"start\")\n",
"markov_chain.add_node(start_state_node)\n",
"\n",
"# initialize state layers to connect each\n",
"last_state = [start_state_node]\n",
"\n",
"for trace_ix, xy in enumerate(trace.coords):\n",
" current_state = []\n",
" x, y = xy\n",
"\n",
" # Step 1: For each trace point get a list of edges\n",
" edges = get_edges(gdf, x, y)\n",
"\n",
" # Step 2: Create adjacency list: each edge can tragnsition to every other edge\n",
" for e in edges:\n",
" next_state_node = StateNode(trace_ix, e[\"id\"], e[\"distance\"], e[\"from_node\"], e[\"to_node\"])\n",
" \n",
" markov_chain.add_node(next_state_node)\n",
" current_state.append(next_state_node)\n",
" \n",
" for last_node in last_state:\n",
" markov_chain.add_edge(last_node, next_state_node)\n",
" \n",
" # reset what last state is\n",
" last_state = current_state\n",
" \n",
"# add last state node placeholder\n",
"end_state_node = StateNode(None, None, None, None, None, \"end\")\n",
"markov_chain.add_node(end_state_node)\n",
"for last_node in last_state:\n",
" markov_chain.add_edge(last_node, end_state_node)\n",
"\n",
"# Step 3: Decode Djikstra search on the adjacency list"
]
},
{
"cell_type": "code",
"execution_count": 131,
"metadata": {},
"outputs": [],
"source": [
"def get_edge_likelihood(start_node, end_node, attributes):\n",
" # base conditions\n",
" if start_node.terminal == \"start\":\n",
" return 1\n",
" if end_node.terminal == \"end\":\n",
" return 1\n",
"\n",
" # calculate emission weight (likelihood of point being on this line)\n",
" emission_weight = start_node.distance ** 2 # simplified to exponentially weight greater distances\n",
"\n",
" # calculate transition weight (likelihood of going from one edge to the next)\n",
" try:\n",
" graph_path = nx.dijkstra_path(G1, start_node.to_node, end_node.from_node, weight=\"length\")\n",
" lengths = []\n",
" for eid_from, eid_to in zip(graph_path[:-1], graph_path[1:]):\n",
" lengths.append(G1[eid_from][eid_to][0][\"length\"])\n",
" distance = sum(lengths)\n",
" except nx.NetworkXNoPath:\n",
" # fallback for impossible paths\n",
" distance = 1_000_000\n",
" \n",
" transition_weight = distance ** 2 # simplified to exponentially weight greater distances\n",
"\n",
" # simplified example of combining the two factors\n",
" return emission_weight + transition_weight\n",
"\n",
" \n",
"calculated_path = nx.dijkstra_path(markov_chain, start_state_node, end_state_node, weight=get_edge_likelihood)"
]
},
{
"cell_type": "code",
"execution_count": 132,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:>"
]
},
"execution_count": 132,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x648 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# plot the base map in grey\n",
"ax = gdf.plot(figsize=(9,9), lw=0.5, color=\"grey\")\n",
"\n",
"# raw trace in red\n",
"gpd.GeoSeries([trace]).plot(ax=ax, color=\"red\")\n",
"\n",
"# map-matched trace in blue\n",
"calculated_path_trimmed = [c for c in calculated_path if c.edge_id is not None]\n",
"\n",
"path_edges = []\n",
"for cp in calculated_path_trimmed:\n",
" row = gdf.loc[cp.edge_id]\n",
"\n",
" if len(path_edges) == 0:\n",
" path_edges.append(row)\n",
" continue\n",
" \n",
" last_edge = path_edges[-1]\n",
" if last_edge.to == row[\"from\"]:\n",
" path_edges.append(row)\n",
" continue\n",
" \n",
" intermediate_path = nx.dijkstra_path(G1, last_edge.to, row[\"from\"], weight=\"length\")\n",
" for ip_id_from, ip_id_to in zip(intermediate_path[:-1], intermediate_path[1:]):\n",
" mask_1 = gdf[\"from\"] == ip_id_from\n",
" mask_2 = gdf[\"to\"] == ip_id_to\n",
" ip_row = gdf[mask_1 & mask_2].head(1).squeeze()\n",
" path_edges.append(ip_row)\n",
"\n",
"\n",
"gpd.GeoSeries([row[\"geometry\"] for row in path_edges]).plot(ax=ax, color=\"blue\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.6"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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