{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[]},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"code","execution_count":2,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":694},"id":"u8BNb97vEyuh","executionInfo":{"status":"ok","timestamp":1721935896820,"user_tz":300,"elapsed":45023,"user":{"displayName":"Namrata Pandya","userId":"13915698646808976765"}},"outputId":"5b856f4d-b8c3-45fb-e708-e7823b078c3a"},"outputs":[{"output_type":"stream","name":"stdout","text":["Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x600 with 4 Axes>"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAA9EAAAJOCAYAAACwd4RRAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd1wT9xsH8E/YG2SLIqAiLsSBWxwVxa2to/qzrrpq3ah1b617W7VurbjrHigKrooLVFAQQURQQBRkyIbc7w/MmYSMS0gY+rxfr7yUu8vdN7nkcs93PF8ewzAMCCGEEEIIIYQQIpdGWReAEEIIIYQQQgipKCiIJoQQQgghhBBCOKIgmhBCCCGEEEII4YiCaEIIIYQQQgghhCMKogkhhBBCCCGEEI4oiCaEEEIIIYQQQjiiIJoQQgghhBBCCOGIgmhCCCGEEEIIIYQjCqIJIYQQQgghhBCOKIgmhJDv0KJFi8Dj8ZR67v79+8Hj8RATE6PaQgmJiYkBj8fD/v371XYMZUh63xwdHTF8+PCyKRAhhBBCSh0F0YQQUoE8f/4cv/zyC6pUqQJdXV3Y2dlh8ODBeP78eVkXrcxdunQJPB4PdnZ24PP5ZV0cQgghhHyjKIgmhJAK4tSpU2jcuDGuX7+OESNGYNu2bRg5ciQCAgLQuHFjnD59mvO+5s2bh+zsbKXKMWTIEGRnZ8PBwUGp56uLj48PHB0dkZCQAH9//1I7bkREBHbt2lVqxyOEEEJI2dIq6wIQQgiR79WrVxgyZAiqV6+OW7duwcrKil03efJkeHh4YMiQIQgJCUH16tWl7iczMxOGhobQ0tKClpZyPwGamprQ1NRU6rnqkpmZibNnz2LFihXYt28ffHx84OnpWSrH1tXVLZXjEEIIIaR8oJZoQgipANasWYOsrCzs3LlTJIAGAEtLS/z999/IzMzE6tWr2eWC8bthYWH43//+h0qVKqFNmzYi64RlZ2dj0qRJsLS0hLGxMXr16oV3796Bx+Nh0aJF7HaSxkQ7OjqiR48euHPnDpo1awY9PT1Ur14dBw8eFDlGSkoKpk+fDldXVxgZGcHExARdu3bF06dPS/T+nD59GtnZ2ejfvz8GDhyIU6dOIScnR2QbWeOsxV8jANy5cwdNmzaFnp4eatSogb///lvisSWNiY6Ojkb//v1hbm4OAwMDtGjRAhcvXizJSySEEEJIOUFBNCGEVADnz5+Ho6MjPDw8JK5v27YtHB0dJQZq/fv3R1ZWFv7880+MHj1a6jGGDx+OLVu2oFu3bli1ahX09fXRvXt3zmWMiopCv3790KlTJ6xbtw6VKlXC8OHDRcZrR0dH48yZM+jRowfWr1+PGTNmIDQ0FO3atUN8fDznY4nz8fFBhw4dYGtri4EDByIjIwPnz59Xen+hoaHo3LkzkpKSsGjRIowYMQILFy7k1GX+/fv3aNWqFa5cuYLff/8dy5cvR05ODnr16qVQl3tCCCGElE/UnZsQQsq5tLQ0xMfHo3fv3jK3a9CgAc6dO4eMjAwYGxuzy93c3HD48GGZzw0ODsbx48cxZcoUbNiwAQDw+++/Y8SIEZxbiSMiInDr1i020B8wYADs7e2xb98+rF27FgDg6uqKly9fQkPjax3ukCFDULt2bezZswfz58/ndCxhSUlJuHbtGrZv3w4AqFatGlq2bAkfHx/0799f4f0BwIIFC8AwDG7fvo1q1aoBAPr27QtXV1e5z125ciXev3+P27dvsy3/o0ePRoMGDeDt7Y3evXuLvH5CCCGEVCz0K04IIeVcRkYGAIgExpII1qenp4ss/+233+Qew9fXF0BR4Cxs4sSJnMtZt25dkZZyKysruLi4IDo6ml2mq6vLBpCFhYVITk6GkZERXFxcEBwczPlYwo4ePQoNDQ307duXXTZo0CBcvnwZnz59Unh/hYWFuHLlCvr06cMG0ABQp04deHl5yX3+pUuX0KxZMzaABgAjIyOMGTMGMTExCAsLU7hMhBBCCCk/KIgmhJByThAcC4JpaaQF205OTnKP8ebNG2hoaBTbtmbNmpzLKRxwClSqVEkkkOXz+diwYQOcnZ2hq6sLS0tLWFlZISQkBGlpaZyPJezQoUNo1qwZkpOTERUVhaioKDRq1Ah5eXk4ceKEwvv78OEDsrOz4ezsXGydi4uL3Oe/efNG4nZ16tRh1xNCCCGk4qLu3IQQUs6ZmpqicuXKCAkJkbldSEgIqlSpAhMTE5Hl+vr66iweS1rGboZh2P//+eefmD9/Pn799VcsXboU5ubm0NDQwJQpU5Sa2zkyMhIPHz4EAIlBr4+PD8aMGQMAxRKpCRQWFip8XEIIIYR8vyiIJoSQCqBHjx7YtWsX7ty5I9JNWOD27duIiYnB2LFjldq/g4MD+Hw+Xr9+LRKMRkVFKV1mSU6ePIkOHTpgz549IstTU1NhaWmp8P58fHygra2Nf/75p1gQf+fOHWzevBmxsbGoVq0aKlWqxB5LmHjLsJWVFfT19REZGVnseBEREXLL5ODgIHG7Fy9esOsJIYQQUnFRd25CCKkAZsyYAX19fYwdOxbJycki61JSUvDbb7/BwMAAM2bMUGr/grG+27ZtE1m+ZcsW5QoshaampkjLNACcOHEC7969U2p/Pj4+8PDwwM8//4x+/fqJPATvxZEjRwAAJiYmsLS0xK1bt0T2If6aNTU14eXlhTNnziA2NpZdHh4ejitXrsgtU7du3fDgwQMEBgayyzIzM7Fz5044Ojqibt26Sr1WQgghhJQP1BJNCCEVgLOzMw4cOIDBgwfD1dUVI0eOhJOTE2JiYrBnzx58/PgRR44cQY0aNZTaf5MmTdC3b19s3LgRycnJaNGiBW7evImXL18CkN4VWlE9evTAkiVLMGLECLRq1QqhoaHw8fFB9erVFd7X/fv3ERUVhQkTJkhcX6VKFTRu3Bg+Pj6YOXMmAGDUqFFYuXIlRo0aBXd3d9y6dYt9jcIWL14MX19feHh44Pfff0dBQQG2bNmCevXqye1WP2vWLBw5cgRdu3bFpEmTYG5ujgMHDuD169f4999/KTM3IYQQUsFREE0IIRVE//79Ubt2baxYsYINnC0sLNChQwfMmTMH9evXL9H+Dx48CFtbWxw5cgSnT5+Gp6cnjh07BhcXF+jp6ankNcyZMweZmZk4fPgwjh07hsaNG+PixYuYNWuWwvvy8fEBAPTs2VPqNj179sSiRYsQEhKCBg0aYMGCBfjw4QNOnjyJ48ePo2vXrrh8+TKsra1FntegQQNcuXIF3t7eWLBgAapWrYrFixcjISFBbhBtY2ODu3fvYubMmdiyZQtycnLQoEEDnD9/XqF5twkhhBBSPvEY8X51hBBCyBdPnjxBo0aNcOjQIQwePLisi0MIIYQQUuaoTxkhhBAAQHZ2drFlGzduhIaGBtq2bVsGJSKEEEIIKX+oOzchhBAAwOrVqxEUFIQOHTpAS0sLly9fxuXLlzFmzBjY29uXdfEIIYQQQsoF6s5NCCEEAODn54fFixcjLCwMnz9/RrVq1TBkyBDMnTsXWlpU50oIIYQQAlAQTQghhBBCCCGEcEZjogkhhBBCCCGEEI4oiCaEEEIIIYQQQjiiQW5lhM/nIz4+HsbGxuDxeGVdHEIIIYQQUs4wDIOMjAzY2dlBQ4PavggpL5QKolNTU3Hy5Em8evUKM2bMgLm5OYKDg2FjY4MqVaqouozfpPj4eMp2SwghhBBC5IqLi0PVqlXLuhiEkC8UDqJDQkLg6ekJU1NTxMTEYPTo0TA3N8epU6cQGxuLgwcPqqOc3xxjY2MARRdFExOTMi4NIYQQQggpb9LT02Fvb8/eNxJCygeFg2hvb28MHz4cq1evFvlCd+vWDf/73/9UWrhvmaALt4mJCQXR35n8Qj40eDxoalA3fvL9CYhIwtXniVjYsx70tDWLrT/yIBaaPB4GNKWeOoQQIkBD/wgpXxQOoh8+fIi///672PIqVaogMTFRJYUi5FuVV8BHixXXYWGoAz/vdmVdHEJKRU5+IV4kZsCtqilG7HsIAKhsqo9JHZ1FtvuUmYfZp0IBAD3d7KCvUzzIJoQQQiQpLCxEfn5+WReDCNHR0flmx/IrHETr6uoiPT292PKXL1/CyspKJYUi5FsVmZSBlMw8pGTmlXVRCCk1w/c9wL3oFCzpXY9dFp+aXWy77PxC9v/5fD70oYlXHz5j0bnnmNTRGU0dzUulvIQQQioOhmGQmJiI1NTUsi4KEaOhoQEnJyfo6OiUdVFUTuEgulevXliyZAmOHz8OoKh7SWxsLGbOnIm+ffuqvICEkO9PWlY+brxMQqe6NjDQUc8kAuuuRsDaRA9DWjioZf/kq3vRKQCAw/dj2WUMw+25v/0ThMikz7gd+RExK7uro3iEEEIqMEEAbW1tDQMDA+r6Xk4IZiJKSEhAtWrVvrnzonD7+rp16/D582dYW1sjOzsb7dq1Q82aNWFsbIzly5ero4wAgBUrVqBp06YwNjaGtbU1+vTpg4iICJFt2rdvDx6PJ/L47bffRLaJjY1F9+7dYWBgAGtra8yYMQMFBQUi29y4cQONGzeGrq4uatasif379xcrz19//QVHR0fo6emhefPmePDggcpfMxHF5zPY4PcStyM/lHVRiJr9euAhJh99gvlnnqtl/xGJGdjiH4X5Z56pZf9EPgbcouiEtBw1l4SQ8o9hGBQU8su6GISUO4WFhWwAbWFhAX19fejp6dGjHDwMDAxgZWWFrKysYrHWt0DhINrU1BR+fn44f/48Nm/ejAkTJuDSpUu4efMmDA0N1VFGAMDNmzcxfvx43Lt3D35+fsjPz0fnzp2RmZkpst3o0aORkJDAPlavXs2uKywsRPfu3ZGXl4e7d+/iwIED2L9/PxYsWMBu8/r1a3Tv3h0dOnTAkydPMGXKFIwaNQpXrlxhtzl27Bi8vb2xcOFCBAcHw83NDV5eXkhKSlLb668oGIbB7tvRCIsv3uW/pM49jcem65EYsocqLL51QW8+AQDOPHmnlv1/zqUxUxXFt1VvXfYOBsag91//4RMNKalQJhx+jEZL/JCaReeNEGGCMdAGBgZlXBIiiaAbd2FhoZwtKx6l+0m2adMGbdq0UWVZZPL19RX5e//+/bC2tkZQUBDatm3LLjcwMICtra3EfVy9ehVhYWG4du0abGxs0LBhQyxduhQzZ87EokWLoKOjgx07dsDJyQnr1q0DANSpUwd37tzBhg0b4OXlBQBYv349Ro8ejREjRgAAduzYgYsXL2Lv3r2YNWuWOl5+hbHpeiQ2XosEAJV3vYxLyVLp/tTpyvNEbPB7iU0DG+HmyyTcfPkBe4Y15dyFlRQp5DPIyS+UmMWZVGycvwsURavUgrNFvTv+CojCvB51y7g0hKuLoQkAgPMhCTQEhRAJvrWuwt+Kb/m8cAqiN2/ezHmHkyZNUrowikhLSwMAmJuLJprx8fHBoUOHYGtri549e2L+/Pls7VRgYCBcXV1hY2PDbu/l5YVx48bh+fPnaNSoEQIDA+Hp6SmyTy8vL0yZMgUAkJeXh6CgIMyePZtdr6GhAU9PTwQGBkotb25uLnJzc9m/xZOzvfrwGS8TM9Clvm2F+MAxDCOxnIIAWt1arriOed3ronuDyqVyPEWN/ScIADDOJwjRH4p6S5wIeotG9mZlWKqKqcHiq3i5rKuK91r+v2PfOkkxtPAynti/RLWEk7gRUtay8wqRkJaN6lZGZV0UQgjhhFMQvWHDBpG/P3z4gKysLJiZmQEAUlNT2THGpRFE8/l8TJkyBa1bt0b9+vXZ5f/73//g4OAAOzs7hISEYObMmYiIiMCpU6cAFCUeEA6gAbB/C6bnkrZNeno6srOz8enTJxQWFkrc5sWLF1LLvGLFCixevFjq+o7rbgIA9o9oivYu1vLegjK13u8lDt9/g7MT2qCKmX6ZlCEhLQfjDweje4PynWgoM/frGJBcumlVSl6B6scBVoB6qm8e15boilCpSAhR3qngt/A+/hQAcHxsSzRzoiz8hMgTExMDJycnPH78GA0bNuT0nP3792PKlCkqzWKuTDm+FZzGRL9+/Zp9LF++HA0bNkR4eDhSUlKQkpKC8PBwNG7cGEuXLlV3eQEA48ePx7Nnz3D06FGR5WPGjIGXlxdcXV0xePBgHDx4EKdPn8arV69KpVyyzJ49G2lpaewjLi5O4nYhb9NKuWSK23w9Eh8/52H91ZelelzqCU3It4NrYjGKoQn5tgkCaAA4/zS+DEtS+h68TsGUo4/xISNX/sbkmxQXF4dff/0VdnZ20NHRgYODAyZPnozk5GSZz7O3t0dCQoJIY6I8P//8M16+LN1792+ZwonF5s+fjy1btsDFxYVd5uLigg0bNmDevHkqLZwkEyZMwIULFxAQEICqVavK3LZ58+YAgKioKACAra0t3r9/L7KN4G/BOGpp25iYmEBfXx+WlpbQ1NSUuI20sdhA0fzaJiYmIg9JKtKYWbq5VYysFjWmIp34bwB9dMsBri3R6i3Fd4uu30RZxx/GYfnFMLX8bnGtXPtWDPg7EGeexGPemdCyLgopA9HR0XB3d0dkZCSOHDmCqKgo7NixA9evX0fLli2RkpIi8Xl5eXnQ1NSEra0ttLS4p7fS19eHtXX57u1akSgcRCckJEhMU15YWFgssFQlhmEwYcIEnD59Gv7+/nBycpL7nCdPngAAKlcuGjfbsmVLhIaGimTR9vPzg4mJCerWrctuc/36dZH9+Pn5oWXLlgCKssw1adJEZBs+n89+4L8ndA+mGA0pbxjDMBi06x6G73tQboPp5M+52P/fa8oMS1SGc14xivbKXHDsJ5wMelvWxSAoH7+7f/wbgl23X+P+a8k3+CVx6F6s/I2+QQ9jPpV1EUgZGD9+PHR0dHD16lW0a9cO1apVQ9euXXHt2jW8e/cOc+fOBQA4Ojpi6dKlGDp0KExMTDBmzBjExMSAx+OxsQ4AnDt3Ds7OztDT00OHDh1w4MAB8Hg8tvv2/v372aG4ALBo0SI0bNgQ//zzDxwdHWFqaoqBAwciIyOD3cbX1xdt2rSBmZkZLCws0KNHj3LRw7c8UDiI7tixI8aOHYvg4GB2WVBQEMaNG1csIZcqjR8/HocOHcLhw4dhbGyMxMREJCYmIjs7GwDw6tUrLF26FEFBQYiJicG5c+cwdOhQtG3bFg0aNAAAdO7cGXXr1sWQIUPw9OlTXLlyBfPmzcP48eOhq6sLAPjtt98QHR2NP/74Ay9evMC2bdtw/PhxTJ06lS2Lt7c3du3ahQMHDiA8PBzjxo1DZmYmm61bUcKBUyG/4swDmZlXVJlyO/IDph57grRs9U4bVE7jS86k3fwkpOXgXnQKbkR8QGZe+Rw3PergIyw6H4aJRx6r/VhJ6eqfF/h9KRyDlIwgeC4PQcO3iKfAO/vTtruYfuIpAl5InsYxv5CvltwFpHxLV9NvvnAuEVm4fObSc/KLVU7HfMzEuafx5arSOoWmnFMphmGQlVdQ6g9FPlMpKSm4cuUKfv/9d+jri+YXsrW1xeDBg3Hs2DF2n2vXroWbmxseP36M+fPnF9vf69ev0a9fP/Tp0wdPnz7F2LFj2SBcllevXuHMmTO4cOECLly4gJs3b2LlypXs+szMTHh7e+PRo0e4fv06NDQ08OOPP4JfgeIVdVF4iqu9e/di2LBhcHd3h7a2NgCgoKAAXl5e2L17t8oLKLB9+3YAQPv27UWW79u3D8OHD4eOjg6uXbuGjRs3IjMzE/b29ujbt69IF3NNTU1cuHAB48aNQ8uWLWFoaIhhw4ZhyZIl7DZOTk64ePEipk6dik2bNqFq1arYvXs3O70VUDSm4MOHD1iwYAESExPRsGFD+Pr6Fks2xlV+4dcvXWwFmsbpTXJRWQXzNhvqlv40RLkFhdDVqhjTH3FpUVPFj3pBIR9P36ahQVVTaGsqXE8m0ePYVADA7ciPAIDTj99i338x2PFLE9ipMLlcVl4Bmv15Xf6GJXT3leyxRkT93iRnFsvyL+nz/603RPP5DOI+ZcHBwrCsiyLXzH9D8GCuaGU5n8/Aee5lAMCDOR1hbaJXFkUrF4JjP6GyqR4qm5ZNwk11CXmbikoGOrA3N8COm19boNQVgs45HYpNAxvJ3CboTQr6bg+Ed6damNTRWeI2j2M/4cdtd9G7oZ3I/tqvvQGgqHdYjwZ2Kit38udcMAAsjXRVtk+inOz8QtRdcKXUjxu2xAsGOtxCq8jISDAMgzp16khcX6dOHXz69AkfPnwAAPzwww+YNm0auz4mJkZk+7///hsuLi5Ys2YNgKKhts+ePcPy5ctlloPP52P//v0wNjYGAAwZMgTXr19nn9e3b1+R7ffu3QsrKyuEhYUpNB77W6TwHbaVlRUuXbqEFy9e4MSJEzhx4gTCw8Nx6dIltfazZxhG4mP48OEAigbY37x5E8nJycjJyUFkZCRWr15dbOyxg4MDLl26hKysLHz48AFr164tNp6gffv2ePz4MXJzc/Hq1Sv2GMImTJiAN2/eIDc3F/fv32fHX5f4dSq4fV4BH4GvkpFbUPotmBpid7dvP2WXehl+WHtTbftOzcrDxCOPcfPlB5XsLzIpQ2JruvD7qIqbkiUXwtB3+10sOPtMBXuTbOqxpwh5m4bF559zfk5UUgaSMmS3AMenqreFmM8veodV3QBx7mk8/hXr7sowDJ7HpyG7nPYuKAvCAXNwbCpWXJY+o4HQs9RXIHz9TAjkF/JRyFfdByS3oBC7bkUjIjFD4voZJ0PQbs0NHLr3RmXHVJfUrOItjxk5X1sN55xW/bjOy6EJiHyfgevh79FuTQCC3pTPbq/P3qXhp2130XKFf1kXRSH3o5NxMDBGagVuXEoWem39Dx6rAwAAKzl9Z0vm7BP5ycUE852v95OeJGnt1QiZ+wt+k6p44aTIL+SjybJrcF92rUzux0jFxbXxxN3dXeb6iIgING3aVGRZs2bN5O7X0dGRDaCBoiGwwsNeIyMjMWjQIFSvXh0mJiZwdHQEAMTGfp9DL4Qp3BItUKtWLdSqVUuVZSFQ/OZ+yYXnOHQvFj81qoL1PzdUS5mECX/Zxcf4lkWw8C5VfYH7Kt8InH8aj/NP4xGzsuRTaV19/h4D3O2LLReui2BU0DvmYGDRzfiRB3FY8VODku9QTHjC1znOM3O5nfN3qdnwXH8LAHB5sgfqVJacWE/auHFVmHHiKU4EvcVoDycUqDBIyivgY9KXbu4dalvD3FAHAHAhJAETjzxG/SomuDDRQ2XHUyffZ4m4GJqAlT+5wlBX6Z8HEVFJn6Wu23krGnO6Sa6FF1BXS3TI21T02vofAGBBj7r4tY0T8gr4aLniOiyNdHFlatsvlbWARgk+mLtuRWPt1ZdYfilc4nXk3+CiypdN1yPxSwsHpY+jKKW+AxLeBuFEUFkq/g24E/kR43yCRZYN2/sAp35vhRpWRtAs4QXjc24Bem29gx9crNGyhgUcLQ1RQ8l5ii8/SyhRWcrKzzvvAQAcLAzRrpZVsfUvhCp/PnPsZq0IafcNO2+9wpi2NaQ+T7jyecWlcPzeviZMDbRFtvkv6muPI8G9i7pyLPiFfc0JlJ5dACvjitFD7lulr62JsCVe8jdUw3G5qlmzJng8HsLDw/Hjjz8WWx8eHo5KlSrByqroe2loqJ7eSoJexQI8Hk+kq3bPnj3h4OCAXbt2wc7ODnw+H/Xr10deHg1BUPgu6ddff5W5fu/evUoX5nslfE3nKxhFC5JwnHr8jlMQnV/Ix9kn8WhZw0KhOZ7fpWaDz2eQKDSWNElsSgbxJCPJn3NhoUS3puTPuYhK+oxmTuaiXT1L2E5byGewLSAKLWpYoKmj/HkouY6bjU/NhrGeFoz1tGVul5SRy960CxMJoitAZtKum24r/JxQoanbum66LbVSQl03ONfD3+PEl5biXbdfq3Tfwt/ZzNwCNog+GBgDAHj2Ll3S05SW/DkXxx+9Rd8mVWBtrNqus78dCgIAWBnpYkHPuirZ59ILYez/hStg5OGJ/atqw/c9ZP+/5EIY/te8Gl59+IzkzDwkfxmfOHzfQ8SlZMF3SlvoaH3tuBX5PgPmhjqcrm9P4lJF/vYLew8rY100tDcTWV4avdaFK0GPPIjF7+1rwN7cgPPz5ZUxNSsfBYV8XH6WiKaO5rA1LdnnM+RdarFln3ML0HnDLfRtXBXrBriVaP8nH8Uh+kMmoj+8xu47RdeFF0u7QE+BG2GBvwJKJ9GOuiqV3iRnAhANogNeJGH0wUfs3/ejuQ+DyckvRHDsJ7g7mIt8d8TdiJA8zv7PSy9kBtHC78Pft6KRmJ4jswt47fm+aFDVFMfHfk0Aq8rhc6t9v7bQq7MymHDD4/E4d6suKxYWFujUqRO2bduGqVOnioyLTkxMhI+PD4YOHcr5vsjFxQWXLl0SWfbw4UMpW3OTnJyMiIgI7Nq1Cx4eRY0Bd+7cKdE+vyUKd+f+9OmTyCMpKQn+/v44deqUSifv/l4xKLrReRqXqnDLbk5+IVZcCsc/gTFS5xzceSsa0088hec67t2g8wv5aL3SHx6rA7D3ztcAJCFNdpDZZNk1zscQ5rE6AD/vvIfr4ZJ/XJV14lEc1vm9RP8dgZy25/JDGJ+ajVYr/dFwiZ/S5RJO8COpcehGRBIG7AjE64+ZSh9DXe5EfSzWjVkS8fdSWvclRW8++HwG4QnpcrvfjjzwSOZ6Vbn76iObFEfV2Vaz8goQn5qNcT7BWOX7AiP2lezHUZxwRcfe/0pW0aDKhD3y7h82XYvEL7vviyQZYhgGW65H4mKI9NZB8aRIp4LfFdvm5ssPiP6YiZC3qWAYBjn5hfALe49OG25JvL6lZObJTIr06sNnjD74CH3+kl2Zpi43IkSHpuy5o9h5zpWQyEn4VIclpONA4BtMPPIYP6y7oUwRpe5bnKAFX5bsvEKp3egBydfbHlsq3g3iiUdxOP4oDu/Tc7D2SgTnxFzi8gtFz++I/aLXGEV6fk078RT/23Uff14Kl7mdslcK8cBC+PolSW4BHw9jPrFdvAHgWrj8GWV2347G9hvyK0iEk4KKD3UjRJqtW7ciNzcXXl5euHXrFuLi4uDr64tOnTqhSpUqcsczCxs7dixevHiBmTNn4uXLlzh+/Dj2798PQPkGikqVKsHCwgI7d+5EVFQU/P394e3trdS+vkUKB9GnT58WeVy4cAHR0dH4+eef0aJFC3WU8fvCFHXD7f3Xf/hlz32Fnrrnzmv8fSsa888+R9Pl1xCVJHrzcPxhHNZcKfoByc4vxJA99/HsnewfHkC0i17Ee9F95uSrvgu34Hg3XiZJXK4sWd1KJeFy0XkYU9T6rswYyqwv2c1FWqIl3DUO3/cQD2JS2C7D5c20E0/lbiP+XvpLyfIrLWNweo7kLLCbrkei66bbmFuCsZjyAr7UrDz03X5X6phV4Rummf+GKvy95arlCn+0WumPB196fDyPV10L96fMPPTcKho8KBsIH7r3Bk2XX2NbnUt6Pykvi/SGay9xJ+ojLoR8Hff46M0nrPN7ifGHg6U+T/zV7bj5Suqxhu97CKfZl1B7vq9Iy5ywtOx8NF7qh/qLRJPZCL+NscnSW77ep0uu+FQl8e+d8HhmZYm/j4KeB4pcr/l8BsmfVf/6u2+5Da+Nt7D/v9dwnHUR046LXqsE12Bhiv5OlLXM3ALMOBmCP06GoPmf17E1IAr1FiqeUGnB2edwnnsZU45K/50RjEPmQlCBtf9ujNRt8gv5OPJAuXGV4t/U6I+ZnKZh49pjIC4lC3/ffIVlF8OxyveF3OzZwg0XwbHlc9w+KX+cnZ3x6NEjVK9eHQMGDECNGjUwZswYdOjQAYGBgTA3l99rUsDJyQknT57EqVOn0KBBA2zfvp3Nzi2YgUhRGhoaOHr0KIKCglC/fn1MnTqVTVxGlAiiJe5EQwPe3t7YsGGDKnb33REOjhgwOPqw6EdF0QQq4j8gnutvsT9kUUmf8ce/ISLrb0d+RL8dd+XuV/gmWLyGVVU/Fs/epYmMKQKK3zzvvBVdomP8o2DiHvHyyCOt9V+aBouuAuCeWEwdN5ml5YVYN96LoQnIyMnHx8+5iHyfwQZs/736KPH50oKPTdcjAQBHH8ZJPXZJk0RtvBaJoDefMO/MM1wKTcDbT6JlEQ8SBZnMVU2VU8h9yMjFxCOPEfgqGWHx6Vh6MazYNoN3c68MSM/Jx7N3aWi90h/zzjzDx895mHGyKGBR5P2XFLdzDcKzhSr0PnL4LopXEsSmZOGelO6qXMaCClo8xV+D8J8hclrL1E38GsilNVce8dZLZbgvv4Ymy67hsYqDj+gPRb13Fp0v+nyLv961V6UnpVKnXbeiMeFwMKfvxp3Ij/DacEvqekm9AwDlpwo8wyGpl0BJO5ys9n3BzvigKEm9lqafeKqypIAd198USXyoSLKwkQcecbpmiFfiFKjgu0QqHgcHB+zfvx+JiYnIy8tDbGwsNm/eDAsLC3abmJgYTJkyReR5jo6OYBgGDRs2ZJf16tULkZGRyMnJQUBAAJKTk1G1alXo6RUNrRk+fLhIr+FFixaJzDMNAFOmTBHJ/O3p6YmwsDDk5OTg6dOnaNeuHRiGQZ8+faSW43uhmvlvUDTPWEGB6pNOfA8uP0tk/3/l+Xulb5Yl/XiMPxwMhmEw8oDkrp85+fIv2sLdpMRr6T+roCUjJ78QPbbcweiDj0QqDlQ9rkjazYYk4oESF/POhOJJXCrn1nlBYh/hlylrTLykNX5h70XOSZqE7Lmlwf+F7AqHdWIZVE8Fv4ProqtwX3YNnTbcQpeNt+F9/AnmnZGcUfyXPfcRpmTL6zEZATYg/0ZQuCXld59gtFkVIPJdy+KQXE2RVt336Tlqv5ladP45zj+Nx6Bd99Bt822JXZm5TgN25vE7NFh0FT223BHp7plfwCAtK1/pm2QBrpeBuae/fna4tCZKOiMbrn39nCraEs/lesXlRjw9J//L+FTZsvIKysVNtyBrs7Lep+ewrXziLcWCnlOlbf3VCIV+h3ffll/BG5eShXZrAnDgbgyWXwrHhZAEmd2J41KysPt2NH7Zc1+kB9irpEyRGSNipHxWSmOqQK4Es6mI36MoWrEtTFqwrKr5ysX302XjbfwVEFVsu3ep2RIrf7rJyR2SW1B8CqZ6C6/I7K1CiDzbtm3Dw4cPER0djX/++Qdr1qzBsGHDyrpY3yyFR92L94VnGAYJCQm4ePEinSgVKOQz7PzLipIWvHXacEvmPv8JjMGQlo5S18tqkRrzT5DMMr18n4FaNsYytwkWCpyFu3bFqWDKLIZhkJKZp1CCM4Zh0GYVtxtD4fvsK8/f48pzxVqvAbHWfRn37QxTND76z0vhWNvfDdl5hWzX0pBFnTH2YBACFUj8okq/7n9UogzmEe8zig0VEJaalY9um0UTkolPTSSNtMQ1Asq0W/y47T+cm9AG+YV8uC25Knf7K88T0aV+ZbnbBcd+wk/binqH/DOyGTyci2fLLam8Aj7n6eiSP+fi0rNE9HKzg6m+5MR5U449kbg84n0G1vkpHwQJvhbiQwE+ZOTiRFAc+jWpWiyx2ovEdDhaGGIPhzHdkmJk4e7NoRyGuoiWV3IULTqjgexI23HWRfb/p39vhUbVKkncLi0rH25LrsLZ2gh+3u1k7vPEozhcDE3AhA41ZW4nSejbNOy4Jbv7a0mDFuFcD9FC//+opp432XmFeBCTghbVpXeT3Owfhc3+UZyvacsuyh73CwDLL4bjTXIWFp772iVaVt6TbptuI0NCa+be/15j73+vcWFiG/AZhr1elGft195g70H2jWgKa2Nd1LMz5VSJL420lt46C3xxY3p7OFoqn8lYUmV0WnY+1lyJwHih79HJoLeYLmU4U2xKFuJSsqQm7nsn4RqcW8DHthtRWNm3QdG9dVoOnr1Lg4lm2VSOk4onMjISy5YtQ0pKCqpVq4Zp06Zh9uzZZV2sb5bCQfTjx6LjZTQ0NGBlZYV169bJzdxNFDf7VAh+a1cDDhbyfxDEs2ULyGuVmX/2ucwguiQ6b7gl80YkLTsfe/+LYf8WvrGVNm5WEWuuRGCbjKQgcSlZqFpJX+QGeKycioGCQj60NFXWiUOkqU1WXMiAYTMK/7TtLiZ3dGbXbb/xqswCaHFHHsTiUmgCdvzSBIa6WsiQMp65pPr/LZogbsn5MDSoaoo+jaqITNV0VcFu+VwIuuV+yuI2xUPQm0+cguhjD762mg/Z8wCvV3RDQlqOwln7pUnJzEOLFdc5Bz4jDzzCk7hU3Iz4gN3DZM9RKUmSCsb5imfJH32wqExXnr/H2fGtRdZ12XgbGjzZ3yOutvgXb3WSRVpL9MfPXz8jwjf+hXxG5hRNP267K/XaeffLsIdIDi3uM04WDeMRTyomSXpOPvS1NaGtqYGc/MJi4+SBokoBVWbRF/9sLzkfhg61rVDTWrmppuSps8AXADC4eTWV7E/SsB9JM1PclTBURdb3WlIALSwsIR1/nAyRuU1WXkGxDMV3Ij8iIycfXV0rI66E2amTMrh1GReuxBckRCzptJGyPoPt195A9J/dlN53cJz0YQVpWfnsVFrSAmiBuE/Sg2hpvx2Cj0SzP6+zQ8T4udQ6TbjZsGEDDa0tRQpHAgEBASKP69ev4+jRoxgzZgy0tMp3OvmK6MiDOAzb+0DiumtqCA7Uwef+G6ndDmeceCrSpS3kbarIekHrurRkPrLMP/NMZgC977/X8FgdgIXnnqOQz+BgYAzCE9JlBl37/nsN53mXJd4QScJlHmWuU1wJJx4q4DMiXaRLejOkSrNPheJ25Ec28+9yDq00XN18+QGnvoxrFM8ZsPe/12yr6G+HgnD+aTynrKrKjumMfJ/BOYM+16BDfLPVVyLQaqU/OssYE6mI80/jFWo5FEzPxCWLrSS+zxPlbySH+HzGgjI9jUuVmHBOPIBWZCyjMF0Z0/IIZOTkw/vYEzyMSRHNbSAUHAm3aAsPDShJjgfxq8Sp4LfFptLi6nl8Ufk+ZOSiwaKr8NpY9FlLlTI0xGn2Jfb1cZ0GUBbxz+Pe/15jyJ4HuB+dIuUZX8nqcv9JTiIon/vKJbQSJ+m36anQ79ip4Le4HJqAdAlDn5ZcKJ6LgCsuPXF2S5jO75c99zHOJxjvUrOldsXnOpVVScYfl/Q3S97wCa4lu/I8sdh3R1aPEbclV3H6MbdcAnwZl9pF5ySfewYM+HxG4RwrhJDSp3AQ/cMPP0icyio9PR0//PCDKspExMRI6Yqt6PQkZWXu6WdSb1iui7U2i7es1J7vC7+w9won+QLkj7da+SVpyMHANzgZFIcFZ5/LnQN58fkwMAzgfewpUrPypHZlFeCSXERYQSGDoXsfiMyty8UFGVP5cCEINNJz8nEt7L1KxpUJXruk8bbKGrb3AbyPP5U53ZfwzdlWCWPYxCkbRHfacAvdN6tmOpy4lCycffKuWBdjQSVASTPTxyZnYdrxp3ghY7qfimgZh+/JPqGeLorg8t0dtvcBTj1+h/47AkValbl0HNhXgmnEhJMM3o9OhvfxpxKnzeKi++Y7CItPx60v42yjP2Ti1QfZLdyngt8hv5CPmf/KbgnlQtrQAnnXVgCYfPQJMnLywTAM4lOz0XXTbRx/VNSbIzmz5EHIej/ZiccWn5ecrVpQaZaUkQPv408xzkdylnhpFRVccPkuy8oofUxGVuyfd95DPIfprO6UIN9BgJxhNvLIy9rPtffO2H+Cin135FV5Tj0mf0YKACiQEUVLm3rt+KO3eCyjJZxIp8qpFYnqfMvnReEg+saNG8jLK35hzsnJwe3bsgMQolqq6uIpiyoyrwKKZxoXpmgrdE5+odwkVOJd3JWZLqjXVuVuWmUJfJWMWy8/sBUkpXHx+SsgCi7zfHH31UcM2/sAow4+EkmwxNWsf0NwRajlceet6KKEY2qYMvOAjGlTFE10pKulKXWdvB4H0gIt8VYEeW+Bx+oATD76BMceyU6Cpoz1VyPQdk0A/g1+q/R0MuWFePfJRxzm4n79oXiFC5fW6accWnaDhTKxC+/zs4Spk8RJG37DxVOhZI8/77zH/p9hGNyLTmYzM3OZwhAAAqOTRX5P5CVFmnbiKTxWBcjtIv4iUfZ11XHWRanJBLk49zQerouuYv7ZZ1h2MQzhQl2cVTFX7+brkcjIyWdbfZ/Hp2HInvtsAj1pFTSCI5/jkOn62bs0HHsYi0I+g9C3aZyTxb2UkUNCQNbvR4qcoSitVvrL3b94JbgiuEyXJav8snJoAKIJWxWlqnmehYdyiMuTcZ77bg+Uuo4Up61d1L0+K6v89MgjXwliRk1N6fdaFRXn/tchIV9rnMPCwpCY+PUCVVhYCF9fX1SpUkW1pfsOlCRIuv9afnc3rhaefYbwxAz0bFBZZHy0vBYJrs49jcfmQY3Yv/l8BoUMo474Cm1XB8i9QfVcf1Pkb2V+NGPV0IU6R+zmXt6NgiI+fs6FBo8Hc0MdkeWCDLj/2/U1gdz2G68ws0tthfZ/9GFcsammft2veDd8LmTNPaooaac++XOuyHuiiBH7RYdglNW8oV033Wbna65oJLU0iU/jFy2jR4KAeHdwgNswC0WvCcIVcRk5BTDR05Y4D7EqaEopW9Pl19mEXDemt0ePLdx6SrxPz4Gx7tcxyFxmMkjk0JXb91kiatuaACjKJTFs3wM0d7LApI7OiFThte3QvVi0qyWahE9VgZDroquoWkkfd2b+wPY8ab3SH/7TpCd0E4x3lTa3vDDBOfr7VjSiP2RiULNqWPGTq9zncank+Szjc56YptruwgzD4OX7z6huZQhtFeUM2XkrGmefxOPw6ObIzCvEzJMhmN+jLlxsZScrBYA0jvkqBAr5RdOLNnU0L/Hc9gIRciqRiGpoamrCzMwMSUlFlToGBgYqzdtAlMfn8/HhwwcYGBh8k0N+Ob+ihg0bgsfjgcfjSey2ra+vjy1btqi0cOXdX3/9hTVr1iAxMRFubm7YsmULmjVrptA+5NXUC5x98g69G1bBm+RM5Bbw5Wa8VtSBwKIf+wevU3Ai6C3++l9j2JsblCh7pix9d9xFbHKWxBtcRRXyGRx7GIemjpXgbGOsVAuPvMqCReeeY2HPusoWUSrxVgfhbsohb1NV0trNMAyevk1ju6y9+rObzIRGAp9zCzBy/0P0cLMrcRnKM/F6rNjkLFga6+DX/ZKnhePi2TvR73WyjBaJkmAYBjtuRiM7rwDenV2KrVdlAP3xcy4sxZIlKTsXrbDjj+Lgcz8WHzNyUaWSPrs87lOWSq5zF0PjsaBnXcQmZ+FgYAxmdHGR2ftAQNErk8hUdV+ua4JEgNLIGpYgi4aU769wRuttN7gnRtt5KxqNqpkpVRZZhMc1+9yPxX9RyfgvKhmTOjqrPBGi+PhsLtc4riR1ORfuASBu6rGnnLv8CgjmtD7yIJZTEJ3JYYjHv8FvUaeyMUZ5VAcgOoZZVRV73TffxtI+9RH5PgMz/w2Fh7Ml/hnZXCX7FszTvOt2NP4KKBra4rVRdrJSAUVn9zjxKI6dJu+3djUULKlk4sOigmM/4V50MsZ8OR9EdWxtbQGADaRJ+aGhoYFq1ap9kxUbnIPo169fg2EYVK9eHQ8ePICV1ddaXx0dHVhbW3+TTfXSHDt2DN7e3tixYweaN2+OjRs3wsvLCxEREbC2tua8H64ZYCcffYLtN16x46D0tdX3Xoe8TcPg3feRmpUnMRmKshxnXcSKn1zRwcUaj4W6QZZUjTmX2P/vHNJEqX3Im8t2/90YkRt6Lq0wXMw78wzenWqxfwt3D1RFAF3IZ3D4/hvMF+o6l1/Ih6aGJhiGwS97pLe01l9YNIelKns8lEfHHsYi6M0nrOrXABGJGWrpph/9MRND9z7A+gFusDDUgdPsos9szMruSs9/DRTNKyoYLz24hQNsTPTwPj0Hlka6Kg0iAMB92TUAgIWhDoLmdwKgmrlohTMMC88z/SZZNUF0Tj4fQ/fcZ7tAnwh6i5BFneU+T9Z4UkmEW8W33XiFJb3r4YGc787tSPkZsyXh0tCXkKbYNUqV12SBwOhkuC2+ir3Dm2Kj2BCRkiSlkkR8jDDXruxciU+VV1ESPy27GI7n8ek4/Vg0N4Win29pnseni0yzdTvyo8rf+/xC0c/K3Sj5Y7EVTdw361Qo+//Qd6lyt+dSQXkg8A1qWBvB1kQPVSsZsO+Tqt8fUpSHoHLlyrC2tkZ+Pk0JVp7o6OhAQ0OFM9qUIzzmWx7xrUbNmzdH06ZNsXXrVgBFXRbs7e0xceJEzJo1S+7z09PTYWpqCvspx6GhK3kKBELUZcPPbkjJzFc4gRlRre2DG0tNOqSM6Z1rYe3VomDl8fxOaLTUT2X7FtbTzQ7r+ruh1rzLatk/ANStbIKLk9qwFQ6q1KmujVLJChXRo0HlEif8k2Rtfze5U+uUd2FLvDB870M8iFFPBd25Ca3VUhlWWvS0NdTWC4zIV8/ORKk8KerCz81C3MYBSEtLg4mJSVkXhxDyBacg+ty5c+jatSu0tbVx7tw5mdv26tVLZYUrr/Ly8mBgYICTJ0+iT58+7PJhw4YhNTUVZ8+eLfac3Nxc5OZ+rblOT0+Hvb09BdGEEEIIIUQiCqIJKZ84defu06cPEhMTYW1tLRI0iuPxeCgsLNlULBXBx48fUVhYCBsbG5HlNjY2ePHihcTnrFixAosXLy6N4hFCCCGEEEIIURNOndT5fD47zpfP50t9fA8BtLJmz56NtLQ09hEXp/qpbAgh5Fuyb3jTsi4CUYOhLR1gZqBd1sUghBBClPZtjvRWM0tLS2hqauL9e9Exde/fv2czBIrT1dWFiYmJyKM8G+BeVW373vCzm9r2rU5//a+xyvfZvUFltKxuofL9Ctyb3RE9GlQWWfZgbkfErOyOoHmeajtuRfJDbWvYmujh9h8d0FPNmchfLO2Ctf2/fv4jl3dVeCoxaa5Pa4eo5V0xrVMt3JzRnlMGW0XYmeqx/3+9ohsil3dV6f7FeThbokNt7kkaZelUV7TX0J2ZHVSyX2F1K3+9pq/p1wC+UzxKvM/oP7vh9YpuiFjWBTEru7MPLgY1q1aiY1/zblui5wtb2qe+yN9LetfHhA41VbZ/car+7ANF+QZKizrKX5rEz3dJdXMVva86P6GNSvcvztnaSP5GCvKq9/UaRBVIhHwbOAXRmzdv5vz4Hujo6KBJkya4fv1rZlo+n4/r16+jZcuWCu3LZxT3KbEuTfLA0wWdcWhkc0T/2U2h43A1uHk1vFjaBav7uSFmZXeV3mwKbgR/bKTaAD1kUWdUtzRE57o2COWQdVcSeYHsi6Vd0F0sGFWFv/7XGCv7yp/ORFm2pnpY/qMrRrR2ZJcJpvexMNKVOpWKg4UBOw/qwV8Vm7atolnTrwECZ/8Ae3MDbPy5IUa1ccLfSmZ5l+XI6BbQ09ZEd9evnyNNHg+jPJyU3ufVqW3ZOU2rmOlDS1MDEzs6w8HCsKTFLebu7I5sEMfj8aCtqYG+jUv+XRZk1Be/sRzZRvn3RZhnHWvsGuqOi5Pa4H/Nq+HB3I6cprhSdMqnn5vas//v726P2rYmcqfF+29W8ekihWloFE0rKV7ezYMayS2PloLZ2Z0sRT8zVkZ6UrZUzKs/u2FICwf87F70/uwd7g4A6FjHRtbTSuzKFNVVAgDALy0cRP52szdT6f7VKWZld0Qt74qVQtd7Ax3VzfBxa0YHrBL6HevfRLW/8dbGeiLXB9eqpirdPwCRa5mdmb6MLYtwqej4rV0NPJzridBFnfH3EHc8mNMR+0Y0xeMvsxsQQio2TmOiN2zYwGlnPB4PkyZNKlGBKgpvb28MGzYM7u7uaNasGTZu3IjMzEyMGDFCof242VfitN3ThZ1hql/0I9LG2VLh8sozorUjFvasV2w5X0UJQj3rWHO6cVWGiZ42/Ke3L9E+qlsZypy3VE/ClGI1rAzx6oNy87wK0xCaO++XFtVw6F4sAODCxDb4+e9ATvOBymKqr42FPetBW1MDPB7YzxFQ1Fo1W2hqDwF9bU1UtzJSqEWkipk++jaugs1i07YZ6Giy0zCVR1oaGuz8hZoaPMzrURT4PJjTUSVTOAFF703LGkUVNfo6mgia5wktTQ1oaPCgAeWnoqplY4ywxV1QyDASP6Mj2zhhz53XSu9fnnUD3PBv8NsS7aNzPVv2c/b2UxbarAoAAFS3VG1rUD07U/z5Y9GNPpfplYz1FGst0tEqXic9orUTFp9XfQZ8HSlzXPF4X+c9V3SKsz+8XEQyxReo4OLfpqYlW45V/RpgVb8G7DrxoF3VVDzDG8wMdNj/H/y1GY4+jMVTGaOyeje0w9kn8XL3e3RMC4S8TUXAiw8IjE7m/L6M71CDnTtZlq3/K6pw0dLUwMBm1dipnDrVteFUPnkE391qFtXQwcUapgbaKvuttzPVQ3xaDn5sVAWTOjpj2YUwDG3lyOm587rXwbKL4ZyPtaBHXSSmZ+PHRlVhoKOJmy+Vm35OmGsVU1gZ67J/W5vowdpENZVThJCyxymIfv1afTdhFdXPP/+MDx8+YMGCBUhMTETDhg3h6+tbLNmYqggHPgJta1nhlgou9DweJAbQAFCoohnQhG9AAGCGlwvefsrGkQexKtm/sHnd62CD30uZwec173Z4l5qNYXsfYGmf+vig4LzPlQy0MayVIxYIzb+sCjO71ManzHw42xihfhVTPFvspbIpfuZ0qyNzvZOlIV5/mevWWI/zFPKsOzM7gMfjFQuiyztTKV3rrE308HRhZ7gtvipx/ZxutfHPvTeIS8mWuF5YEwfRyjILI10pWypOX0aL0vwedTG2bXWVVQaom/B1jichCJrh5YI1VyIU2qekeJlLgKmvrdhoJwcLxWdZ0JT0Iktgdd8GmPFl3u3xHWri8rMEvE+XP5/x4dHNkZolOreqFpfJqOXYPcy9xPuQx7WKKUZ5OMH3WSIuP0tkl6vqrV3cqx7b6nz7jw6ITclC65qWqGlthEuhiRKf41nHGusHNISBjpbc37gW1S3QoroFfmpcFYfvx6Ifx1ZcZ2v5c6j/1LgKejSQPESlT6MqKgmihak6QPSf3h4fMnJhb1703Vr/c0N2nZYGDwUyKsMU7UliaqANn1EtAABXn0s+r4qibtuEfNtK9CvJMAy+52mmJ0yYgDdv3iA3Nxf3799H8+bNVX6MupVNcFdKlz/7SvK7HHEh6xQWqqopWsz4DjWx4idXpYI1eUZ5VEfIIi+Z29S0NkK7WlaIXN4VQ1o4YEy7GvihtrXIeFVJbEyKgp/2Ltb4pbkDJv1Q8nF9wjd7Gjwe/hrcGFM8a31ZJ/lOcFZX1YyjBQC3L13j+jaugu2DG8O1iinW9FN83LqksqprvLf4OG9hh0c3R7taVgCKeguUhKTKK4ExbWvg33GtJK57sbSLyN+WcoLmnUOaoEeDyuhaX3JOhZKwNtHDT42rAAB+ba1YF+lBzYq64P7WrobKy6WM8UqMo7VSssJCm0MQKfz5UiYgtjVVbdDRt3FVbB7UCLf/6AArY13M7yG7OzlQVKHYqoalyO9AN1dbmZ99AXn5LST1jlC18xPboHfDKljYsx7cHSph08CGX9aUPIru5mqLYa0c0fBLEG1vboDWNYt6gtmZ6cPFRnIgu2uoOzQ1eJjb/WvFZT072XlQLI10MamjM6euxFytlXEdl3V+fad4oDGHIHRoSwe525SEnrYmG0CLk9cdvW5l5bt8a6ioBkbZ3Qh6DxBCyjelgug9e/agfv360NPTg56eHurXr4/du3erumwEwKXJHlJ/VP/wUl0gJY20II6rgU0FN+HVJa6f3tmlRPuXRlODh9kcAk3BjbKRrhb2Dm8qtxXg1O+tMa97HSzpXQ8aGrwyGxcnPK4WAMa0lfz+cnFoVHP8M7IZfmtXA11dK+P8xDZwLEFXyxbVzQEUjYvbNli1ydjW9XfDtE61sFGoRUJcqxqW2D+iKV4s7YLr09qr9PgCi76MddXV5BYkyIvHOtezxdb/NS5WqTSpozMAoLat/FYnWdYPaIiYld3hbKNYF+mlvevjwsQ2+MNLPd9TZUzxLHpPxrWvgV1D5bd0Tv6yvaK4jCkW7lEg7VpZv4rk4KlPQ9UksZvWqajCbVbX2tDQ4KGXmx0beHAZ91rzSxIlvlAUvXmg7Jv4po6VcHxsS5XntxAmnIiJC1tTPZwc1wq9GxZVGMn76eLynVreR3a+iouTJCe4EnwWjHS1cH9ORzyY05F9n1WFy7hgDRmfYSNd6RXYtW1NcOr31nL3L69yUJaSJhitWkl2zw9FhzMIk/fZEdwnlOT2SNq9xpAWDuhWX/X5VwghqqdwEL1gwQJMnjwZPXv2xIkTJ3DixAn07NkTU6dOxYIFC9RRRiKFtG6oipLVqle9hOPWVvZtgIhlXVBTStezoS0dsH/E12ls7MRaZro3qIyOSmboHatk69lOGUmlqpjpY5RHdXa8JIehlQrhujtrE132fatb2aREQY6xnjY8nK1U0n0TAHxGtUDw/E5Y098NlQx1JI4VVVbfJlUxsaOzxPdpbrc62P0lqOLxeGwr2I+Nqqjs+ALDv7Toch3u0MuNWxk61RVtibavpI+Yld2xt4ymetLS1ED9KqYyb8bVRdoN6uSOzrgxvT3+8HIplnVbEmVb9rhUkAm+dyNaO0rtzm0v5WZfVZnHJ3Z0RszK7hJ7CyjSEiz8SRZcC+pULl4B0KmuDU781grNnMwVLqu4U7+3wuSOkis5PJyt5D5/jdAYa0Vx6V1RyVBH5nou10ybL+NgVf0NqmGlXFA+r3sdjGlbHbVsjIVa7UvPwKb2WP5j/RJXwEi7Poxs44TZXWtz/t2Z1bV2sZk3ZLVEP13QmfvnTsbPw6QfJH/udbU0yuR6SwhRnMJ3t9u3b8euXbuwYsUK9OrVC7169cKKFSuwc+dObNu2TR1lJGq2sq/0HwR5LdFLe0seSy1MVpIRHo+H9i5fbyYXiI3N/ut/jUs0rk6ZDKSd63HvUluS4QxLOLx3wqyMdRG2xAuhizpDV0sT7V2sEbOyOy5N9oCWpgZeLlPvlEOy1BJq4dTU4MFc6Obz+FjFMtZzIanr7Oi21eEpIahS55ATacmXxA/JNZusZx1rHB3T4ut+vvzLV9Fr6OVmBwcLA/RtXBXze9TFjRIm5JOliUOlEg3XEFx7DMW+wzweD46WhlKvTaqanmY4hwRG7o7mCF/SBQt71oONiR7+HdcSV6eKZoWWdjPvJeE64zOK25AgrsmnWjhZcB4bKul7cnxsi2JlEm/938IhU7g0jatVwtROolNH/fmjK6Z1qsVpiq7+7vZS11WVMdxpca966KXm6ezE5RYUv1asLkElgLJGeVRn82MIWu1LyzXvdljZtwEGNy95N3BptyZzutVRqAL9t3Y1is+8IeO2x9RAm732eMrJMC+rkt3eXL/YcKf6VUyUGrJCCCkbCgfR+fn5cHcvHtQ0adIEBQUFKikUKSKrhVgSaTcdP8u40QBkd+sSN6ebaBdpfR3VjmnW0fr666WKFsRzE9pgaEsHBM7+Af9rzn3eVPHXKU1JWqIVnR7ITF8bBjpaUrMG62hpqDUokkVWt+1aNsZsVmRpohScc1hDg4enCztzeg9V2VuguqUh9gm1CksbV6hsQj4ej4cWwjdWX3ajqnoAQ10t3JjeHusGuGFkGyc4WhrCpIR5CaQlz/nzR1eVdANXZEjJ8h/r4+Ik5ednFp4nnOtxhRO7NXEwRy2xcbLC5261hApLwbhaFxtjdrytPC62xvh7SBOcHS+7y62GBg+nf2+NmJXdcWR0C5nbSmKspy23TPWrqG66oW6utvhf82qY2NG5RN1xgaLKW0m/ic8Xe2FYK8dSb+0Tnv1hZpfa8Kxjg59k/Mbd/qMDlv9YH/oyehPIen55MryVI/6b9YPKu7SrSzNH82LDOTb87CbSaw4oqkAy1dfGr62dJJ4LWZWfPB4PR8aIficvTPRgez9UUeHYeEKIeigcRA8ZMgTbt28vtnznzp0YPHiwSgr1vZF2c6NoDf+iXqJJZHS1NHDg12ZY0qce/Ke1Q3MJ3e+4jMvbN6IplvWpj+D5nYp1N5W0z5IQbtgTdEXk8Xg4MroFO9ZWETWtjbCkd31UNtXHxB9qwsJQB+Pay6+lHtO2Bipx6i7/9UdSUFkh3MWUSwUF15t1Lq2RJRnLrCweD1K76wuY6Mt+H7Q0NXB8bEuZrYjinzVTfW2s7OuKOd1q45KMwElVrbhAUbZY4W640npZKDpHrzhBK5pHraIARpWvQfzzdnGSB5o5qvZ7HLqoM1xsjTm1JgoTfpXKvIODmlaDjpYGZnaRXwkm3gr4U6MqxeamfjTPU6SSQJEp3wSEX9MPdb5+dgSn9OKkNjj5W0ucmygaEPtOkV0Z4FXPVqGcDIIp1qRRpDJVmLmcLs+KqGSgun0BwIqfXPFyWVeR+boNOb5Orj0aNg9qhCEt5Lesrvzp6+dtXPsa2D3MXWZ3cHtzAwxu7oDzE1tLDT7X/9ywWE8NAXUkKVTWol71KlRQaKirhWeLvTBMKHHaj42qivSaA4ruUZ4u7IwFPeuKJJETKMl1++gYxSu9CCGlq0SJxUaNGoVRo0bB1dUVu3btgoaGBry9vdkH4cbNXnJNPpfgKnh+JwBFySh0tTQRs7I7opZ3xbbBjXH7jw5oV8sKulpFc/4eG9sSbYRaFf4Z2UxmV26BDi7W+KWFA8wNdYp1o5WWOVNRjauZQV9bEy2EbvSED9WyhkWxHzBFVTbVx8O5npxusAGwGVllEW7lXNqnPg6NbC6SlEf4NYxq4yQSmEs6vbK6HpfXRPg3p3dQ6nn+09rBzEAbM760VjZzMpeZ7XWjhPF72poaGNO2BurKyHxb0vdNXqByfsLX5EJzu9XB30OaQE9bEyd+a4mfGlVB6KLOCh/Tf1p7PJ7fCZVNi248VZ3FWZi9uQEWKzi0QNgECd0PBb0l5I0ZFQ9ahc+Vokl7VvzkyrYuCrLoyzLA3V4kuz6D4oG7pZEu7ExFb/6FAzIuhG+kLY10MatrbczuWpttwdbS1IC7ozlbIROzsjter+iG2rayszkrQ1bdTgcXa/RvUlXhYSacEznIsLhXPdStbMLOSiAg6zzK690ioKOlgeGtHHHq91Z4vlh01gYPZ+mt7FyykwNFQySW9qkvdzuveja4MLGNwteDmtbGuObdjv1bR1MD24V6/hz7MlxGPH9JSbrZlxbxscjC5GWW5wl9W39poVhlncBYGQk59bQ14d3ZBd1cbWXmSRGQ1HOiJF8Ne3MDduYMQkj5pHDV87Nnz9C4cdGF79WrVwAAS0tLWFpa4tmzZ+x2Jc3q/D0R/jHo5WaHBlVN0VHOWBsBc0OdYq0jWpoa6OYqvys4l8Qt4oRPq6wxZ4D8H0FhJ39rhXw+X+b4aVUEkYp04atpbYSACNnzcAuXSUdLA23EbsqEj2ZlrIvpXi6Ye/rZl3WKfUdU2RqpqM2DGmHXrWiEvksTWd66pgWqcZgfV/y11rMzQXUrIwTP68T5nCg7VdEoDydcDE1Q6rkAcHpcK2z2j5Q6vEA447VXPVv2/WjqaI6mSrbw6mhpQEfra6ucrpYmQhd1hqYGD4vPheHYozh22ipVKMlHa2QbJ7R3sQKfASYdeSw1UZQ4PW2N4tcIJcrhYmOMiPcZ+EGohwDXn5+x7WqIzGsuKaGQ+PfORMpwCqnEXhOXhFbq+v2c1ll0nm3hG38NDR7WyJniTxJG6AXWtjWGmYE27kWnKLSPYa0cMUzCGPTRHtWx7GJ4seU9GlRWaHgOj8dD42qVii2vLFY5tba/G/S0NbDnzmu50x0qisfjqaTr+2RPZ3QV+n2vX8UUd2f9AAsjHbjM8wVQ1C2ea6LI1f0a4N6rZNS1M8Gyi+EqS8Q4vXMtrL36UuY23RtURkpWfcw/86zYOvEKNnHCvxsjWjvh0L2i+biLKqKL1rWtZYVbL6X/hs/uVrz1WJipvja2DZYfQEtTT0JiPmkkVdZ6d3bBsL0P0N+9KtYrXQpCiLooHEQHBASooxzfNeH7JR0tDYzyUH66InUTznQrLwGGvB9BYRoaPOhqiCUQEtumtIPIKZ61UMBnik0nJay9ixVM9bXRQEqNsawAUdH7ZFW1+iujl5sdernZwXHWRZHls7vKvgmRRjCWU/z9kZZN+N7sjkpnD29UrRIezOmIlKw8dNl4W+Hna2jwirWQCRPuum2oq755cQWtu0v61EOvhnZo4lA8KFAWIyF6PcaxOyGPx2O78/tOaVts/d9DmmDsP0HFljvLGQLAtZLp4qQ2yMovFAluuc7zKty1l2EYTt9JRa9Ckt7bsjKyjZNIEC1rGARXwi221cwN0KdRFdyLToGrCgJGSZf8Qc2qYcVP3Fqh5ZnZpTbefsrGz03t4VXPlr3+9GhQuknHFCHpMyr4Xa5ta4wXiRlyp2oUNsDdHgPc7cEwDNq7WMtMWte3cVX8G/yW/VvWT/KEH5zRpX5lud39lU38uKqvK37Z/QBTPJ1FrhTCexPu6t61vi0uP0tk/+7MIbO/IoRfxjXvdtDT1oC1iQI9iCS8D+1qWeHpgs5AfhYF0YSUQ6rNCkWUIvyjqO5A8Y8uLriz9SNGe3APcIUJt1zUt1NvV6Oy7sxgqKuFhT1ld2001NXCo3meUsfAcnkJFkI3GZKSyPw7riX2332DuXJqzcsC15YVA7HgUlpA3FhKYFjS7szWJnoi09X87G6PY4/iSrRPAS1NDez4pTFy8vki8wari66WJucEVFw5WxvD0kgHHz/nscuaV5c9hpYrSVmoAcnDJYQDTq7ffy1NDZiIfZ6UHd8rKfgWvyQrmohtUkdnXApNVLrLqSoJV1L1b1IVLiWcfxwQbTXX4PHQtb4tfKd4wNGi5PkZhD8P/4xshlPB7zCL43AcLiyMdHFYiYRrkoxtVx1/34xWyb5kkVW5dGZ8a7z9lCU3R4XE/fJ4chN/rRvghvjUbDZJmraW7C8pl0Riyt7y1LY1wcO5HcHj8fD6Y6bcff/1v8b4mJmLd5+yceRBLGZ4qe5zBIgG76b62rAy5vZbYKijicy8QqnXdFMDbaSnU89OQsojhe80cnJysGXLFgQEBCApKQl8sSlegoODVVa474XIj6KaGy0aVDVDxLIuMrtNc2VhJFrDbGagjdSs/BLvV0D8ZkGdUxWVhLaMFlIuLWJ62pq4P6cjeDzJwWUTB3M0cVBt4idV4DIFkEA7jkMHSutWoWE1M5UF0QDQpb5imfTLGx0tDQTO7gjnuZcBlHx+eGWJjIkuwX46uFjjp8ZVOFX0daxtjesvkjC0laPEMbjiFZsd69igf5OqaMAxqVdtWxO8WNpFoTmbS4MylZRcklXxeDyVjecWfus9nK2UGoJUWno2sCudIFrGedPT1lQqgFbE4dHN4TT7EgDAQAWfaUkNB2PbceuNJ2nYg/DuhCthNDR4sDbWg7WxHhpJ6NqvSop8t656t8PNiA8qHZ5DCCkdCgfRI0eOxNWrV9GvXz80a9aMxj6rgHDrbmm8nyUNoA/82gwZOfkiXbuBopalG3LGEJdEOY2hZRI+nzyeaMWA8Km2UaTbVzlwzbudQtOVaGjwMNrDCbtuv5a5nfhnSpW0NIpaWjJy8uHAYRz390a4MohLToWSktTNWdJXXJkrooYGD+sHNOS07a6h7kjNzme7nR4d00KkR4h4mTSVGDtc3gJoQLGcDIKxpaU9h21FuuTXr2KKo2NaVKgs1MpQ9T2KeG8m7061FP6cCQ8pKOWZy0TKoK+tCQYMzDgmpQOKprJSZHw/IaT8UDiIvnDhAi5duoTWrWXPT6lKMTExWLp0Kfz9/ZGYmAg7Ozv88ssvmDt3LnR0dNhtnJyKd1EODAxEixZfu2udOHEC8+fPR0xMDJydnbFq1Sp069aNXc8wDBYuXIhdu3YhNTUVrVu3xvbt2+Hs/DVZTkpKCiZOnIjz589DQ0MDffv2xaZNm2BkpNwciMJB9AwVzKuqbu1qqbc1QFdLA7kFfHSoLXocSTdU17yLj8EsDzQ1eCjkM2hQ1RT+L5IAFL9pVTSxGFd1KpsgPCEd9uaqv5m7OKkNkjJylZrv8/f2NXEvOgV9ZdS462lr4smCTmi4xK8kxZSIx+PhypS2YBgGT+JSVb7/b8H+EU1xOTQRv3eQn/xK7UrpZlhDgycybrOFWDf2mlZGiEr6XDqFKUWKxEL7hzdFek4+zKRMQTXAvSqOP3qr8s9NRas4Ff/sqENpxohb/9cIEw4/VusxmjqaY/dQd1QyLAo8G1erpHCgbm6og7/+1xi6WhoivblK8/OjqcHD4wVFs6Uom7+DEFKxKBxEV6lSBcbG6u0uJO7Fixfg8/n4+++/UbNmTTx79gyjR49GZmYm1q5dK7LttWvXUK/e13GsFhZff9Tu3r2LQYMGYcWKFejRowcOHz6MPn36IDg4GPXrF01RsXr1amzevBkHDhyAk5MT5s+fDy8vL4SFhUFPr6i1cPDgwUhISICfnx/y8/MxYsQIjBkzBocPH1b6Nb5e0Q15hbKzU5d3tW1NVNIS/d+sH/Aq6TOaic0LLKnbtLq7rinLd7IHjj2Mw7j2NdBk2bVSPfbe4e7Y918Mp7lLFVXPzhTKToZUyVAH5ye2kbudtBt1VSiqsOJRDxop2rtYl3gquZIQHrKhrkomRS37sT4qGWpjYNNvo7VoeCtHHLr3hlOWcAENDZ7M7+Wqvg2wsGc9znMwc1WekrKVF6V56erRwA6WRroYuPOexPWVVDRHuKcKknx1b1D2Q2rKY48TQoj6KFxdtm7dOsycORNv3rxRR3kk6tKlC/bt24fOnTujevXq6NWrF6ZPn45Tp04V29bCwgK2trbsQ1v7a7eaTZs2oUuXLpgxYwbq1KmDpUuXonHjxti6dSuAohu4jRs3Yt68eejduzcaNGiAgwcPIj4+HmfOnAEAhIeHw9fXF7t370bz5s3Rpk0bbNmyBUePHkV8fLzSr5HH41XYAPrCxDaY9ENNzlPbyGNppIvm1S2KBTq/tKiGugpMGVGWnG2MMa9HXVgY6bKJwzrUFg1O1HUzVNlUH3O61SnTbN6qZGag4JRCHFgaqS9QJ9xIaiUqjyGTpZEuVvzUQO584RXFol71EL60CxxVOO6dx+OpPIAGgG5fcg3UslGul9e3qLQrl5o7mWNsu+pY068Bu2z9ADcMamZfrrOYA+XzekII+XYoHES7u7sjJycH1atXh7GxMczNzUUepSUtLU3i8Xr16gVra2u0adMG586dE1kXGBgIT09PkWVeXl4IDAwEALx+/RqJiYki25iamqJ58+bsNoGBgTAzM4O7uzu7jaenJzQ0NHD//n2Vvb6KpH4VU3h3doG+jnorAYz1tHFpcsmnZCltt2d2wJ2ZHVDT2kgkcC4f7Wzlnyqm4RHnYGGIFT+5YscvjVW+b6I8kcRi9AVRG1nJEMsTR0tDBM3zxEU1XAMINzweD7O71kF/d3t22U+Nq2LFTw1EhqKVR1T5QghRJ4WrjgcNGoR3797hzz//hI2NTZl0i4yKisKWLVtEunIbGRlh3bp1aN26NTQ0NPDvv/+iT58+OHPmDHr16gUASExMhI2NaLchGxsbJCYmsusFy2RtY20t2qKopaUFc3NzdhtJcnNzkZuby/6dnp6u6MsmFZSBjhYMdIq+asL3HNSlWD5dLQ21JRsb1Ozb6J5bUclrJaJvBwFQKtPGVST0s8HdhA7OYBjp0+wRQkhJKBxE3717F4GBgXBzUyw7qSSzZs3CqlWrZG4THh6O2rW/zuf37t07dOnSBf3798fo0aPZ5ZaWlvD29mb/btq0KeLj47FmzRo2iC5LK1aswOLFi8u6GKSMNahqVtZFIKTMVDM3QGxKltT1ovNEU7RACFGevo4m/lDhvOKEECJM4SC6du3ayM7OVsnBp02bhuHDh8vcpnr1r/MFxsfHo0OHDmjVqhV27twpd//NmzeHn9/XLL+2trZ4//69yDbv37+Hra0tu16wrHLlyiLbNGzYkN0mKSlJZB8FBQVISUlhny/J7NmzRYL89PR02NvbS92+oqplY4SX79WbybayqR4S0nJgqObu4+pA3bkV40zd8b4p+vIS76hqjitCvlFUuUQIIeWDwgOjVq5ciWnTpuHGjRtITk5Genq6yEMRVlZWqF27tsyHYAqrd+/eoX379mjSpAn27dsHDQ35RX/y5IlIMNyyZUtcv35dZBs/Pz+0bNkSAODk5ARbW1uRbdLT03H//n12m5YtWyI1NRVBQUHsNv7+/uDz+WjevLnUsujq6sLExETk8S36RQ0ZocX9M7I5urtWxr+/t1L7sdSJ7oWkuzipDX5qVAXbBzcp66IQFRL+zMtLLEZfD0KKo+8FIYSUDwq3RHfp0gUA0LFjR5HlDMOAx+OhsLBQNSUTIgigHRwcsHbtWnz48HUaJUHr74EDB6Cjo4NGjRoBAE6dOoW9e/di9+7d7LaTJ09Gu3btsG7dOnTv3h1Hjx7Fo0eP2FZtHo+HKVOmYNmyZXB2dmanuLKzs0OfPn0AAHXq1EGXLl0wevRo7NixA/n5+ZgwYQIGDhwIO7vynamyNJRGopGa1kb4a3DFTAglmjiJboekqWdnivU/NyzrYpAyRF8PQgghhJRXCgfRAQEBUteFhoaWqDDS+Pn5ISoqClFRUahatarIOuF5RZcuXYo3b95AS0sLtWvXxrFjx9CvXz92fatWrXD48GHMmzcPc+bMgbOzM86cOcPOEQ0Af/zxBzIzMzFmzBikpqaiTZs28PX1ZeeIBgAfHx9MmDABHTt2hIaGBvr27YvNmzer5bVXNJJal8hX9P6Q75loxVHxLwN9PwiRjSqXCCGkfFA4iG7Xrp3I3xkZGThy5Ah2796NoKAgTJgwQWWFExg+fLjcsdPDhg3DsGHD5O6rf//+6N+/v9T1PB4PS5YswZIlS6RuY25ujsOHD8s9FiHiGJq5knzH5N3/iyQWo46rhBSjJy+vACGEkFKh9GSRt27dwrBhw1C5cmWsXbsWP/zwA+7du6fKspEKqJKBTlkXgRBSTgmnspDb6vwlhtagpjdCMMPLBS2rW+DHRlXKuiiEEEKgYEt0YmIi9u/fjz179iA9PR0DBgxAbm4uzpw5g7p166qrjKQC6VLfFv9rXg2Nq1Uq66KUS7VtTVC/igmsaO5T8h1Z2qc+Nvi9xOq+bvB9nojD92Mx2dO52Ha2Jnpo4lAJOpoaMNEr+nnaPcwdow8+wsKe9BtDvl/jO9TE+A41y7oYhBBCvuAxDLdRaD179sStW7fQvXt3DB48GF26dIGmpia0tbXx9OlTCqIVlJ6eDlNTU6SlpX2zmbqJZIKvHCUWI98TQfJJ8f9L2g4Q/X7I2p4QQr5ldL9ISPnEuSX68uXLmDRpEsaNGwdn5+ItCEQxghtFRacFI4QQQggh3wfBfSLHNi9CSCnhHETfuXMHe/bsQZMmTVCnTh0MGTIEAwcOVGfZvmnJyckAAHt7+zIuCSGEEEIIKc8yMjJgampa1sUghHzBuTu3QGZmJo4dO4a9e/fiwYMHKCwsxPr16/Hrr7/C2NhYXeX85qSmpqJSpUqIjY2li2I5lp6eDnt7e8TFxVE3qnKOzlXFQeeqYqDzVHHQuaoYlDlPDMMgIyMDdnZ20NBQOh8wIUTFFA6ihUVERGDPnj34559/kJqaik6dOuHcuXOqLN83i8a4VAx0nioOOlcVB52rioHOU8VB56pioPNEyLejRFVaLi4uWL16Nd6+fYsjR46oqkyEEEIIIYQQQki5pJJ+IZqamujTpw+1QhNCCCGEEEII+abR4Ioyoquri4ULF0JXl+YLLs/oPFUcdK4qDjpXFQOdp4qDzlXFQOeJkG9HicZEE0IIIYQQQggh3xNqiSaEEEIIIYQQQjiiIJoQQgghhBBCCOGIgmhCCCGEEEIIIYQjCqIJIYQQQgghhBCOKIguA3/99RccHR2hp6eH5s2b48GDB2VdpO/eihUr0LRpUxgbG8Pa2hp9+vRBRESEyDY5OTkYP348LCwsYGRkhL59++L9+/dlVGICACtXrgSPx8OUKVPYZXSeyo93797hl19+gYWFBfT19eHq6opHjx6x6xmGwYIFC1C5cmXo6+vD09MTkZGRZVji709hYSHmz58PJycn6Ovro0aNGli6dCmEc47SeSobt27dQs+ePWFnZwcej4czZ86IrOdyXlJSUjB48GCYmJjAzMwMI0eOxOfPn0vxVXwfZJ2r/Px8zJw5E66urjA0NISdnR2GDh2K+Ph4kX3QuSKkYqEgupQdO3YM3t7eWLhwIYKDg+Hm5gYvLy8kJSWVddG+azdv3sT48eNx7949+Pn5IT8/H507d0ZmZia7zdSpU3H+/HmcOHECN2/eRHx8PH766acyLPX37eHDh/j777/RoEEDkeV0nsqHT58+oXXr1tDW1sbly5cRFhaGdevWoVKlSuw2q1evxubNm7Fjxw7cv38fhoaG8PLyQk5OThmW/PuyatUqbN++HVu3bkV4eDhWrVqF1atXY8uWLew2dJ7KRmZmJtzc3PDXX39JXM/lvAwePBjPnz+Hn58fLly4gFu3bmHMmDGl9RK+G7LOVVZWFoKDgzF//nwEBwfj1KlTiIiIQK9evUS2o3NFSAXDkFLVrFkzZvz48ezfhYWFjJ2dHbNixYoyLBURl5SUxABgbt68yTAMw6SmpjLa2trMiRMn2G3Cw8MZAExgYGBZFfO7lZGRwTg7OzN+fn5Mu3btmMmTJzMMQ+epPJk5cybTpk0bqev5fD5ja2vLrFmzhl2WmprK6OrqMkeOHCmNIhKGYbp37878+uuvIst++uknZvDgwQzD0HkqLwAwp0+fZv/mcl7CwsIYAMzDhw/ZbS5fvszweDzm3bt3pVb27434uZLkwYMHDADmzZs3DMPQuSKkIqKW6FKUl5eHoKAgeHp6sss0NDTg6emJwMDAMiwZEZeWlgYAMDc3BwAEBQUhPz9f5NzVrl0b1apVo3NXBsaPH4/u3buLnA+AzlN5cu7cObi7u6N///6wtrZGo0aNsGvXLnb969evkZiYKHKuTE1N0bx5czpXpahVq1a4fv06Xr58CQB4+vQp7ty5g65duwKg81RecTkvgYGBMDMzg7u7O7uNp6cnNDQ0cP/+/VIvM/kqLS0NPB4PZmZmAOhcEVIRaZV1Ab4nHz9+RGFhIWxsbESW29jY4MWLF2VUKiKOz+djypQpaN26NerXrw8ASExMhI6ODvuDJ2BjY4PExMQyKOX36+jRowgODsbDhw+LraPzVH5ER0dj+/bt8Pb2xpw5c/Dw4UNMmjQJOjo6GDZsGHs+JF0P6VyVnlmzZiE9PR21a9eGpqYmCgsLsXz5cgwePBgA6DyVU1zOS2JiIqytrUXWa2lpwdzcnM5dGcrJycHMmTMxaNAgmJiYAKBzRUhFREE0IWLGjx+PZ8+e4c6dO2VdFCImLi4OkydPhp+fH/T09Mq6OEQGPp8Pd3d3/PnnnwCARo0a4dmzZ9ixYweGDRtWxqUjAsePH4ePjw8OHz6MevXq4cmTJ5gyZQrs7OzoPBGiYvn5+RgwYAAYhsH27dvLujiEkBKg7tylyNLSEpqamsUyBb9//x62trZlVCoibMKECbhw4QICAgJQtWpVdrmtrS3y8vKQmpoqsj2du9IVFBSEpKQkNG7cGFpaWtDS0sLNmzexefNmaGlpwcbGhs5TOVG5cmXUrVtXZFmdOnUQGxsLAOz5oOth2ZoxYwZmzZqFgQMHwtXVFUOGDMHUqVOxYsUKAHSeyisu58XW1rZY0tKCggKkpKTQuSsDggD6zZs38PPzY1uhATpXhFREFESXIh0dHTRp0gTXr19nl/H5fFy/fh0tW7Ysw5IRhmEwYcIEnD59Gv7+/nBychJZ36RJE2hra4ucu4iICMTGxtK5K0UdO3ZEaGgonjx5wj7c3d0xePBg9v90nsqH1q1bF5sm7uXLl3BwcAAAODk5wdbWVuRcpaen4/79+3SuSlFWVhY0NERvBTQ1NcHn8wHQeSqvuJyXli1bIjU1FUFBQew2/v7+4PP5aN68eamX+XsmCKAjIyNx7do1WFhYiKync0VIBVTWmc2+N0ePHmV0dXWZ/fv3M2FhYcyYMWMYMzMzJjExsayL9l0bN24cY2pqyty4cYNJSEhgH1lZWew2v/32G1OtWjXG39+fefToEdOyZUumZcuWZVhqwjCMSHZuhqHzVF48ePCA0dLSYpYvX85ERkYyPj4+jIGBAXPo0CF2m5UrVzJmZmbM2bNnmZCQEKZ3796Mk5MTk52dXYYl/74MGzaMqVKlCnPhwgXm9evXzKlTpxhLS0vmjz/+YLeh81Q2MjIymMePHzOPHz9mADDr169nHj9+zGZ05nJeunTpwjRq1Ii5f/8+c+fOHcbZ2ZkZNGhQWb2kb5asc5WXl8f06tWLqVq1KvPkyRORe4zc3Fx2H3SuCKlYKIguA1u2bGGqVavG6OjoMM2aNWPu3btX1kX67gGQ+Ni3bx+7TXZ2NvP7778zlSpVYgwMDJgff/yRSUhIKLtCE4ZhigfRdJ7Kj/PnzzP169dndHV1mdq1azM7d+4UWc/n85n58+czNjY2jK6uLtOxY0cmIiKijEr7fUpPT2cmT57MVKtWjdHT02OqV6/OzJ07V+Tmns5T2QgICJD4uzRs2DCGYbidl+TkZGbQoEGMkZERY2JiwowYMYLJyMgog1fzbZN1rl6/fi31HiMgIIDdB50rQioWHsMwTOm1exNCCCGEEEIIIRUXjYkmhBBCCCGEEEI4oiCaEEIIIYQQQgjhiIJoQgghhBBCCCGEIwqiCSGEEEIIIYQQjiiIJoQQQgghhBBCOKIgmhBCCCGEEEII4YiCaEIIIYQQQgghhCMKogkhhBBCCCGEEI4oiCaEkG/Y8OHD0adPnzI7/pAhQ/Dnn3+W2fFVYf/+/TAzM+O0ra+vLxo2bAg+n6/eQhFCCCGkzFAQTQghFRSPx5P5WLRoETZt2oT9+/eXSfmePn2KS5cuYdKkSWVy/LLQpUsXaGtrw8fHp6yLQgghhBA10SrrAhBCCFFOQkIC+/9jx45hwYIFiIiIYJcZGRnByMioLIoGANiyZQv69+9fpmUoC8OHD8fmzZsxZMiQsi4KIYQQQtSAWqIJIaSCsrW1ZR+mpqbg8Xgiy4yMjIp1527fvj0mTpyIKVOmoFKlSrCxscGuXbuQmZmJESNGwNjYGDVr1sTly5dFjvXs2TN07doVRkZGsLGxwZAhQ/Dx40epZSssLMTJkyfRs2dPkeXbtm2Ds7Mz9PT0YGNjg379+rHr+Hw+VqxYAScnJ+jr68PNzQ0nT54Uef7z58/Ro0cPmJiYwNjYGB4eHnj16hX7/CVLlqBq1arQ1dVFw4YN4evryz43JiYGPB4Pp06dQocOHWBgYAA3NzcEBgaKHGP//v2oVq0aDAwM8OOPPyI5OVlk/dOnT9GhQwcYGxvDxMQETZo0waNHj9j1PXv2xKNHj9hyEUIIIeTbQkE0IYR8Zw4cOABLS0s8ePAAEydOxLhx49C/f3+0atUKwcHB6Ny5M4YMGYKsrCwAQGpqKn744Qc0atQIjx49gq+vL96/f48BAwZIPUZISAjS0tLg7u7OLnv06BEmTZqEJUuWICIiAr6+vmjbti27fsWKFTh48CB27NiB58+fY+rUqfjll19w8+ZNAMC7d+/Qtm1b6Orqwt/fH0FBQfj1119RUFAAANi0aRPWrVuHtWvXIiQkBF5eXujVqxciIyNFyjZ37lxMnz4dT548Qa1atTBo0CB2H/fv38fIkSMxYcIEPHnyBB06dMCyZctEnj948GBUrVoVDx8+RFBQEGbNmgVtbW12fbVq1WBjY4Pbt28rc3oIIYQQUt4xhBBCKrx9+/YxpqamxZYPGzaM6d27N/t3u3btmDZt2rB/FxQUMIaGhsyQIUPYZQkJCQwAJjAwkGEYhlm6dCnTuXNnkf3GxcUxAJiIiAiJ5Tl9+jSjqanJ8Pl8dtm///7LmJiYMOnp6cW2z8nJYQwMDJi7d++KLB85ciQzaNAghmEYZvbs2YyTkxOTl5cn8Zh2dnbM8uXLRZY1bdqU+f333xmGYZjXr18zAJjdu3ez658/f84AYMLDwxmGYZhBgwYx3bp1E9nHzz//LPLeGhsbM/v375dYBoFGjRoxixYtkrkNIYQQQiomaokmhJDvTIMGDdj/a2pqwsLCAq6uruwyGxsbAEBSUhKAou7LAQEB7BhrIyMj1K5dGwCkdlnOzs6Grq4ueDweu6xTp05wcHBA9erVMWTIEPj4+LCt3VFRUcjKykKnTp1EjnPw4EH2GE+ePIGHh4dIq69Aeno64uPj0bp1a5HlrVu3Rnh4uNTXX7lyZZHXGh4ejubNm4ts37JlS5G/vb29MWrUKHh6emLlypUS3wN9fX32tRFCCCHk20KJxQgh5DsjHoTyeDyRZYLAVzBN0+fPn9GzZ0+sWrWq2L4EQag4S0tLZGVlIS8vDzo6OgAAY2NjBAcH48aNG7h69SoWLFiARYsW4eHDh/j8+TMA4OLFi6hSpYrIvnR1dQEUBaaqIOu1crFo0SL873//w8WLF3H58mUsXLgQR48exY8//shuk5KSAisrK5WUlxBCCCHlC7VEE0IIkalx48Z4/vw5HB0dUbNmTZGHoaGhxOc0bNgQABAWFiayXEtLC56enli9ejVCQkIQExMDf39/1K1bF7q6uoiNjS12DHt7ewBFLci3b99Gfn5+seOZmJjAzs4O//33n8jy//77D3Xr1uX8WuvUqYP79++LLLt3716x7WrVqoWpU6fi6tWr+Omnn7Bv3z52XU5ODl69eoVGjRpxPi4hhBBCKg4KogkhhMg0fvx4pKSkYNCgQXj48CFevXqFK1euYMSIESgsLJT4HCsrKzRu3Bh37txhl124cAGbN2/GkydP8ObNGxw8eBB8Ph8uLi4wNjbG9OnTMXXqVBw4cACvXr1CcHAwtmzZggMHDgAAJkyYgPT0dAwcOBCPHj1CZGQk/vnnH3ZarxkzZmDVqlU4duwYIiIiMGvWLDx58gSTJ0/m/FonTZoEX19frF27FpGRkdi6datIhu/s7GxMmDABN27cwJs3b/Dff//h4cOHqFOnDrvNvXv3oKurW6wbOCGEEEK+DRREE0IIkUnQwltYWIjOnTvD1dUVU6ZMgZmZGTQ0pP+MjBo1Cj4+PuzfZmZmOHXqFH744QfUqVMHO3bswJEjR1CvXj0AwNKlSzF//nysWLECderUQZcuXXDx4kU4OTkBACwsLODv74/Pnz+jXbt2aNKkCXbt2sV2z540aRK8vb0xbdo0uLq6wtfXF+fOnYOzszPn19qiRQvs2rULmzZtgpubG65evYp58+ax6zU1NZGcnIyhQ4eiVq1aGDBgALp27YrFixez2xw5cgSDBw+GgYEB5+MSQgghpOLgMQzDlHUhCCGEfHuys7Ph4uKCY8eOfTetsh8/foSLiwsePXrEBv+EEEII+bZQSzQhhBC10NfXx8GDB/Hx48eyLkqpiYmJwbZt2yiAJoQQQr5h1BJNCCGEEEIIIYRwRC3RhBBCCCGEEEIIRxREE0IIIYQQQgghHFEQTQghhBBCCCGEcERBNCGEEEIIIYQQwhEF0YQQQgghhBBCCEcURBNCCCGEEEIIIRxREE0IIYQQQgghhHBEQTQhhBBCCCGEEMIRBdGEEEIIIYQQQghHFEQTQgghhBBCCCEcURBNCCGEEEIIIYRwREE0IYQQQgghhBDCEQXRhBBCCCGEEEIIRxREE0IIIYQQQgghHFEQTQghpEIZPnw4HB0dVbpPR0dHDB8+XKX7LKkbN26Ax+Phxo0b7DJ1vHZCCCGEKIaCaEIIKYH9+/eDx+OxDz09PdjZ2cHLywubN29GRkZGWReRqEFqair09PTA4/EQHh5e1sUhhBBCSCmiIJoQQlRgyZIl+Oeff7B9+3ZMnDgRADBlyhS4uroiJCSkjEtHVO3EiRPg8XiwtbWFj49PqR13165diIiIKLXjEUIIIaQ4rbIuACGEfAu6du0Kd3d39u/Zs2fD398fPXr0QK9evRAeHg59ff0yLCFRpUOHDqFbt25wcHDA4cOHsWzZslI5rra2dqkchxBCCCHSUUs0IYSoyQ8//ID58+fjzZs3OHTokMg6f39/eHh4wNDQEGZmZujdu7dIt+CQkBDweDycO3eOXRYUFAQej4fGjRuL7Ktr165o3rw5+7ejoyN69OiBO3fuoFmzZtDT00P16tVx8OBBkefl5+dj8eLFcHZ2hp6eHiwsLNCmTRv4+fmJlGP48OGoXr069PT0YGtri19//RXJycki+1q0aBF4PB5evnyJX375BaamprCyssL8+fPBMAzi4uLQu3dvmJiYwNbWFuvWrRN5vmD877FjxzBnzhzY2trC0NAQvXr1QlxcnNz3ms/nY+PGjahXrx709PRgY2ODsWPH4tOnTyLbMQyDZcuWoWrVqjAwMECHDh3w/PlzufsXFhsbi9u3b2PgwIEYOHAgXr9+jbt37xbbTto46/bt26N9+/Yiy96+fYs+ffrA0NAQ1tbWmDp1KnJzc4s9V9KY6MzMTEybNg329vbQ1dWFi4sL1q5dC4ZhFHpdhBBCCOGGgmhCCFGjIUOGAACuXr3KLrt27Rq8vLyQlJSERYsWwdvbG3fv3kXr1q0RExMDAKhfvz7MzMxw69Yt9nm3b9+GhoYGnj59ivT0dABFwePdu3fRtm1bkeNGRUWhX79+6NSpE9atW4dKlSph+PDhIgHjokWLsHjxYnTo0AFbt27F3LlzUa1aNQQHB7Pb+Pn5ITo6GiNGjMCWLVswcOBAHD16FN26dZMYpP3888/g8/lYuXIlmjdvjmXLlmHjxo3o1KkTqlSpglWrVqFmzZqYPn26yGsTWL58OS5evIiZM2di0qRJ8PPzg6enJ7Kzs2W+z2PHjsWMGTPQunVrbNq0CSNGjICPjw+8vLyQn5/PbrdgwQLMnz8fbm5uWLNmDapXr47OnTsjMzNT5v6FHTlyBIaGhujRoweaNWuGGjVqlKhLd3Z2Njp27IgrV65gwoQJmDt3Lm7fvo0//vhD7nMZhkGvXr2wYcMGdOnSBevXr4eLiwtmzJgBb29vpctECCGEEBkYQgghStu3bx8DgHn48KHUbUxNTZlGjRqxfzds2JCxtrZmkpOT2WVPnz5lNDQ0mKFDh7LLunfvzjRr1oz9+6effmJ++uknRlNTk7l8+TLDMAwTHBzMAGDOnj3Lbufg4MAAYG7dusUuS0pKYnR1dZlp06axy9zc3Jju3bvLfH1ZWVnFlh05cqTY/hcuXMgAYMaMGcMuKygoYKpWrcrweDxm5cqV7PJPnz4x+vr6zLBhw9hlAQEBDACmSpUqTHp6Orv8+PHjDABm06ZN7LJhw4YxDg4O7N+3b99mADA+Pj4i5fT19RVZnpSUxOjo6DDdu3dn+Hw+u92cOXMYACLlkcXV1ZUZPHiwyPMtLS2Z/Px8ke0cHBwk7rNdu3ZMu3bt2L83btzIAGCOHz/OLsvMzGRq1qzJAGACAgKkvvYzZ84wAJhly5aJHKNfv34Mj8djoqKiOL0mQgghhHBHLdGEEKJmRkZGbJbuhIQEPHnyBMOHD4e5uTm7TYMGDdCpUydcunSJXebh4YHg4GC2lfTOnTvo1q0bGjZsiNu3bwMoap3m8Xho06aNyDHr1q0LDw8P9m8rKyu4uLggOjqaXWZmZobnz58jMjJSatmFx3Hn5OTg48ePaNGiBQCItFgLjBo1iv2/pqYm3N3dwTAMRo4cKXJc8bIIDB06FMbGxuzf/fr1Q+XKlUXeF3EnTpyAqakpOnXqhI8fP7KPJk2awMjICAEBAQCKegDk5eVh4sSJ4PF47POnTJkidd/iQkJCEBoaikGDBrHLBg0ahI8fP+LKlSuc9yPs0qVLqFy5Mvr168cuMzAwwJgxYzg9V1NTE5MmTRJZPm3aNDAMg8uXLytVJkIIIYRIR0E0IYSo2efPn9nA8M2bNwAAFxeXYtvVqVMHHz9+ZINmDw8PFBQUIDAwEBEREUhKSoKHhwfatm0rEkTXrVtXJCAHgGrVqhXbf6VKlUTGCC9ZsgSpqamoVasWXF1dMWPGjGKZxFNSUjB58mTY2NhAX18fVlZWcHJyAgCkpaUVO4b4cU1NTaGnpwdLS8tiy8XHKwOAs7OzyN88Hg81a9Zku7lLEhkZibS0NFhbW8PKykrk8fnzZyQlJQH4+t6LH8PKygqVKlWSun9hhw4dgqGhIapXr46oqChERUVBT08Pjo6OSnfpfvPmDWrWrCkS2AOSPyOSnmtnZydS8QAUfZYE6wkhhBCiWpSdmxBC1Ojt27dIS0tDzZo1FX6uu7s79PT0cOvWLVSrVg3W1taoVasWPDw8sG3bNuTm5uL27dv48ccfiz1XU1NT4j4ZoXHMbdu2xatXr3D27FlcvXoVu3fvxoYNG7Bjxw62RXnAgAG4e/cuZsyYgYYNG8LIyAh8Ph9dunQBn8/ndFwuZSkJPp8Pa2trqUGslZWVSo7DMAyOHDmCzMxM1K1bt9j6pKQkfP78GUZGRgBQLCgWKCwslPqeEEIIIaT8oyCaEELU6J9//gEAeHl5AQAcHBwAQOJcvy9evIClpSUMDQ0BADo6OmjWrBlu376NatWqsd2zPTw8kJubCx8fH7x//75YUjFFmJubY8SIERgxYgQ+f/6Mtm3bYtGiRRg1ahQ+ffqE69evY/HixViwYAH7HFndv0tKfN8MwyAqKgoNGjSQ+pwaNWrg2rVraN26tcxpxATvfWRkJKpXr84u//Dhg8RWcXE3b97E27dvsWTJEralV+DTp08YM2YMzpw5g19++QVAUct/ampqsf28efNG5PgODg549uwZGIYRCby5zAft4OCAa9euISMjQ6Q1+sWLFyKvmRBCCCGqQ925CSFETfz9/bF06VI4OTlh8ODBAIDKlSujYcOGOHDggEiA9ezZM1y9ehXdunUT2YeHhwfu37+PgIAANoi2tLREnTp1sGrVKnYbZYhPU2VkZISaNWuyUysJWkvFW4w3btyo1PG4OHjwIDt+HABOnjyJhIQEdO3aVepzBgwYgMLCQixdurTYuoKCAvZ99vT0hLa2NrZs2SLymri+HkFX7hkzZqBfv34ij9GjR8PZ2VmkNbxGjRq4d+8e8vLy2GUXLlwoNmVXt27dEB8fj5MnT7LLsrKysHPnTrll6tatGwoLC7F161aR5Rs2bACPx5P5vhFCCCFEOdQSTQghKnD58mW8ePECBQUFeP/+Pfz9/eHn5wcHBwecO3cOenp67LZr1qxB165d0bJlS4wcORLZ2dnYsmULTE1NsWjRIpH9enh4YPny5YiLixMJltu2bYu///4bjo6OqFq1qlJlrlu3Ltq3b48mTZrA3Nwcjx49wsmTJzFhwgQAgImJCdq2bYvVq1cjPz8fVapUwdWrV/H69WuljseFubk52rRpgxEjRuD9+/fYuHEjatasidGjR0t9Trt27TB27FisWLECT548QefOnaGtrY3IyEicOHECmzZtQr9+/WBlZYXp06djxYoV6NGjB7p164bHjx/j8uXLxcZsi8vNzcW///6LTp06iZxLYb169cKmTZuQlJQEa2trjBo1CidPnkSXLl0wYMAAvHr1CocOHUKNGjVEnjd69Ghs3boVQ4cORVBQECpXrox//vkHBgYGct+vnj17okOHDpg7dy5iYmLg5uaGq1ev4uzZs5gyZUqxYxFCCCFEBcosLzghhHwDBFNcCR46OjqMra0t06lTJ2bTpk0i0zUJu3btGtO6dWtGX1+fMTExYXr27MmEhYUV2y49PZ3R1NRkjI2NmYKCAnb5oUOHGADMkCFDij3HwcFB4tRV4lMrLVu2jGnWrBljZmbG6OvrM7Vr12aWL1/O5OXlsdu8ffuW+fHHHxkzMzPG1NSU6d+/PxMfH88AYBYuXMhuJ5ji6sOHDyLHHDZsGGNoaCixLPXq1WP/FkxxdeTIEWb27NmMtbU1o6+vz3Tv3p158+ZNsX0KT/MksHPnTqZJkyaMvr4+Y2xszLi6ujJ//PEHEx8fz25TWFjILF68mKlcuTKjr6/PtG/fnnn27JnU6agE/v33XwYAs2fPHqnb3Lhxo9h0XOvWrWOqVKnC6OrqMq1bt2YePXpU7DwwDMO8efOG6dWrF2NgYMBYWloykydPZqfokjXFFcMwTEZGBjN16lTGzs6O0dbWZpydnZk1a9aITONFCCGEENXhMYyKMrsQQgghSrpx4wY6dOiAEydOiEz1RAghhBBS3tCYaEIIIYQQQgghhCMKogkhhBBCCCGEEI4oiCaEEEIIIYQQQjiiMdGEEEIIIYQQQghH1BJNCCGEEEIIIYRwREE0IYQQQgghhBDCEQXRhBBCCCGEEEIIR1rKPCk1NRUnT57Eq1evMGPGDJibmyM4OBg2NjaoUqWKqsv4TeLz+YiPj4exsTF4PF5ZF4cQQgghhJQzDMMgIyMDdnZ20NCgti9CyguFE4uFhITA09MTpqamiImJQUREBKpXr4558+YhNjYWBw8eVFdZvylv376Fvb19WReDEEIIIYSUc3FxcahatWpZF4MQ8oXCLdHe3t4YPnw4Vq9eDWNjY3Z5t27d8L///U+lhfuWCd67uLg4mJiYlHFpCCGkfHgQnQINHuDuZF7WRSGEkDKXnp4Oe3t7kXtuQkjZUziIfvjwIf7+++9iy6tUqYLExESVFOp7IOjCbWJiQkE0IeS78S41G6Fv0+BVz6bYUJaMnHyMOvocAPBiaRfoaWuWRREJIaTcoaF/8hUWFiI/P7+si0EqMG1tbWhqcrv3UDiI1tXVRXp6erHlL1++hJWVlaK7I4QQ8h1pvdIfALBpYEP0biiaQyMjp4D9f24Bn4JoQgghcjEMg8TERKSmppZ1Ucg3wMzMDLa2tnIrrhQOonv16oUlS5bg+PHjAIpqxmJjYzFz5kz07dtXudISQkgp4/MZ8HhUu18aHsWk4NC9N5jTvQ677F50crEgWtqpSErPgZWxLp0rQgghxQgCaGtraxgYGNBvBVEKwzDIyspCUlISAKBy5coyt1c4iF63bh369esHa2trZGdno127dkhMTETLli2xfPly5UpNCCFiUrPyYGago5Z95xfy4bXhFuzNDXDg12ZqOQb5qt+OQABAZl4h9yd9SXl5Mugtpp94imEtHbC4d301lI4QQkhFVVhYyAbQFhYWZV0cUsHp6+sDAJKSkmBtbS2za7fCufJNTU3h5+eH8+fPY/PmzZgwYQIuXbqEmzdvwtDQUPlSy7FixQo0bdoUxsbGsLa2Rp8+fRARESGyTfv27cHj8UQev/32m8g2sbGx6N69OwwMDGBtbY0ZM2agoKBAZJsbN26gcePG0NXVRc2aNbF///5i5fnrr7/g6OgIPT09NG/eHA8ePFD5ayaiGIbB5dAERCV9LuuiEDXbdC0SDZf44fjDOLXs/2lcKqI/ZuLmyw9q2T+R7E1yJvt/SfNC8PC19YD5EkWvvBwOADgQ+Ea9hSOEEFLhCMZAGxgYlHFJyLdC8FmSN75e6Qnn2rRpg99//x1//PEHPD09ld0NZzdv3sT48eNx7949+Pn5IT8/H507d0ZmZqbIdqNHj0ZCQgL7WL16NbuusLAQ3bt3R15eHu7evYsDBw5g//79WLBgAbvN69ev0b17d3To0AFPnjzBlClTMGrUKFy5coXd5tixY/D29sbChQsRHBwMNzc3eHl5sc3/37uzT96pJdC9FfkR43yC4bn+psr3XZpWXn6Bff+9LutilGsbrr0EAMw5HVrGJSGqJBw4SwyiqQee2l0OTcDEI4+RlVcgf2NSbqy58gK9//oPOfkK9OYg5DtCXbiJqnD9LHHqzr1582bOB540aRLnbRXh6+sr8vf+/fthbW2NoKAgtG3bll1uYGAAW1tbifu4evUqwsLCcO3aNdjY2KBhw4ZYunQpZs6ciUWLFkFHRwc7duyAk5MT1q1bBwCoU6cO7ty5gw0bNsDLywsAsH79eowePRojRowAAOzYsQMXL17E3r17MWvWLHW8/ArjwN0YLDxXlF03ZmV3le479G0q+//svELo65TfpEMPY1Kw81Y0FvSoCytjXXzKykNlU31EJGZgx81XAIARrZ3KuJTlXwGfAZ/PQENDtT+OEuI3Ugr4kiJnKb5uSjdGqjTOJxgA4GRhAO/OLmVcGsLVXwFFvxtnHr/DwGbVyrg0hBBCOAXRGzZsEPn7w4cPyMrKgpmZGQAgNTWV7R6triBaXFpaGgDA3Fx0LlEfHx8cOnQItra26NmzJ+bPn882ywcGBsLV1RU2Njbs9l5eXhg3bhyeP3+ORo0aITAwsFjLupeXF6ZMmQIAyMvLQ1BQEGbPns2u19DQgKenJwIDA6WWNzc3F7m5uezf4hnOH8d+wtO4VAxr5Vjua9M+ZeYhMukzmjpWKlZWQQCtbnUW+GJml9oY175GqRxPUf2/jAFN/pyL+NQcJKbn4Jp3O2r9UUKbVf64O7tjWReDqAAj8v/iATVPZD1Rpw+f88q6CEQJ+fxv85sRl5KFiMQMdKxjXe7vgQghZePGjRvo0KEDPn36xMagynB0dMSUKVPY2E5ZnLpzv379mn0sX74cDRs2RHh4OFJSUpCSkoLw8HA0btwYS5cuLVFhuOLz+ZgyZQpat26N+vW/Jpr53//+h0OHDiEgIACzZ8/GP//8g19++YVdn5iYKBJAA2D/FsxxLW2b9PR0ZGdn4+PHjygsLJS4jax5slesWAFTU1P2YW9vL7L+x213seh8GHyflf+5tn9YdwMD/g7ElefvS/W44j+sq3xflOrxlRH3KRuJ6TkAAP8X7+nmQAnxaTllXQSiKnK6cwtH0cyXDegrQ8i3bd6ZUHisDsCog48qxD2QKjEMg7Rsmtf4ezV8+HA2h5O2tjZsbGzQqVMn7N27F3w+v6yLR+RQeEz0/PnzsWXLFri4fO0G5uLigg0bNmDevHkqLZw048ePx7Nnz3D06FGR5WPGjIGXlxdcXV0xePBgHDx4EKdPn8arV69KpVyyzJ49G2lpaewjLk5ywqSKkDTrU1bRBf9aeOkG0RWR+BhQigfKBwV6FRMVYqT8X4BH3xBCyr341Gw8j09T2f4O3Ytl/38vOlll+60IFp8Pg9viqwiIoJw636suXbogISEBMTExuHz5Mjp06IDJkyejR48exRIfk/JF4SA6ISFB4kktLCzE+/fqD6omTJiACxcuICAgAFWrVpW5bfPmzQEAUVFRAABbW9tiZRT8LRhHLW0bExMT6Ovrw9LSEpqamhK3kTYWGwB0dXVhYmIi8pAkObPidLGj210uvoYKfEZ6q9raKxHYcj2ylMqkuLwCPh7FpCC/kGpGifIYRcZEf/mXrjNlLyuvAInUI4R80WqlP7pvvoO4lCyV7zvwOwui99+NAQCsulz+e9YR9dDV1YWtrS2qVKmCxo0bY86cOTh79iwuX77Mzg4UGxuL3r17w8jICCYmJhgwYAAbh6SlpUFTUxOPHj0CUNRb19zcHC1atGCPcejQIbYHbExMDHg8Hk6dOoUOHTrAwMAAbm5uIkNS37x5g549e6JSpUowNDREvXr1cOnSJQBF8d7IkSPh5OQEfX19uLi4YNOmTSKvafjw4ejTpw/+/PNP2NjYwMzMDEuWLEFBQQFmzJgBc3NzVK1aFfv27WOfIyjX0aNH0apVK+jp6aF+/fq4eVN2MuE7d+7Aw8MD+vr6sLe3x6RJk0SSTiclJaFnz57Q19eHk5MTfHx8FD1FUikcRHfs2BFjx45FcHAwuywoKAjjxo1Ta5ZuhmEwYcIEnD59Gv7+/nBykp+U6cmTJwC+TpbdsmVLhIaGimTR9vPzg4mJCerWrctuc/36dZH9+Pn5oWXLlgAAHR0dNGnSRGQbPp+P69evs9uUhOCCWhEUfhmbFZGYge03Xqk9a2hF7NYpHDPwGQYaEl7Eh4xcbA2Iwjq/l8hWZB7dUjT3dCj67QjEsgthaj9WSilUJKVT97kyIdISLSc7N/UWKD/qLriCFiuuS+0pxTBFCQCJ+pWnn8EXiRkq3+fL959Vei+RlVdQrPIuM7cAL9+rvuyk/GAYBll5BaX+UKSiWJYffvgBbm5uOHXqFPh8Pnr37o2UlBTcvHkTfn5+iI6Oxs8//wygaOrhhg0b4saNGwCA0NBQ8Hg8PH78GJ8/F12zb968iXbt2okcY+7cuZg+fTqePHmCWrVqYdCgQWwj6fjx45Gbm4tbt24hNDQUq1atgpGREYCimKdq1ao4ceIEwsLCsGDBAsyZMwfHjx8X2b+/vz/i4+Nx69YtrF+/HgsXLkSPHj1QqVIl3L9/H7/99hvGjh2Lt2/fijxvxowZmDZtGh4/foyWLVuiZ8+eSE6WXLn26tUrdOnSBX379kVISAiOHTuGO3fuYMKECew2w4cPR1xcHAICAnDy5Els27ZNZbMpcUosJmzv3r0YNmwY3N3doa2tDQAoKCiAl5cXdu/erZJCSTJ+/HgcPnwYZ8+ehbGxMTv+2NTUFPr6+nj16hUOHz6Mbt26wcLCAiEhIZg6dSratm2LBg0aAAA6d+6MunXrYsiQIVi9ejUSExMxb948jB8/Hrq6ugCA3377DVu3bsUff/yBX3/9Ff7+/jh+/DguXrzIlsXb25t9D5o1a4aNGzciMzOTzdatqLyCitm6F/HlR8hr4y0AUH8QLeH2IS0rH6YG2mo9bknIupwyDAMejyfSulvA5wMoWdbxnPxCBL5KRovqFirLYH4iqOgidyDwDRb3ro+AiCQcfRCLP390hYWRrkqOARRlXW+81E9l+5OGhiKUDeHs3M/j01DIZ6AplHldUoBQESvPFJGVV4CncWlo6lgJWppKzzpZKkYdeIgbMzqILGMYBk6zi1ooHs3zhKUKrwcVTVxKFioZ6sBIV+Fbq3Lt1YfPMNHThpWxLjaXQo+pJRfC8OePrjK3if7wGb/7BGNc+xro3bCKxG1C36ah59Y7+NndHqv6NWCXe66/iYS0HBwb0wLNq1uorNxRSRlgGMDZxlhl+yTKyc4vRN0FV+RvqGJhS7xgoKOa73/t2rUREhKC69evIzQ0FK9fv2Zbkw8ePIh69erh4cOHaNq0Kdq3b48bN25g+vTpuHHjBjp16oQXL17gzp076NKlC27cuIE//vhDZP/Tp09H9+5Fs+gsXrwY9erVQ1RUFGrXro3Y2Fj07dsXrq5F38Pq1auzz9PW1sbixYvZv52cnBAYGIjjx49jwIAB7HJzc3Ns3rwZGhoacHFxwerVq5GVlYU5c+YAKBrmunLlSty5cwcDBw5knzdhwgT07dsXALB9+3b4+vpiz549xcoPFOWbGjx4MJsgzNnZGZs3b0a7du2wfft2xMbG4vLly3jw4AGaNm0KANizZw/q1Kmj3EkRo/AvtpWVFS5duoQXL17gxIkTOHHiBMLDw3Hp0iVYW1urpFCSbN++HWlpaWjfvj0qV67MPo4dOwagqIX42rVr6Ny5M2rXro1p06ahb9++OH/+PLsPTU1NXLhwAZqammjZsiV++eUXDB06FEuWLGG3cXJywsWLF+Hn5wc3NzesW7cOu3fvZqe3AoCff/4Za9euxYIFC9CwYUM8efIEvr6+xZKNcaXItC/isvIKcCEkHhk5pd+yJt6qGiI0BVVpabT0qtr2/fZTFjpvuIkjD2LlbyyFcK0kn89IbGkTfh9VUYc553QoRux/iOknnqpgb5KN2PcQV56/x/KL4Zyfcyk0AY9jP8nc5l1qdkmLJlVOfiHep6unS+ru29H4KyBKZFl+IR/HHsaqpcujOqmqJl3yvr/+/0ViBuaffSZ921LIz52YloPQt2kiFYAJadlI/pwr41mK+ZxbgDmnQ3H31UeJ60cffIRBu+5hq9jnpzx6n178fUnP/jq8a/Yp1c7rzuczWOX7AtfD3yPoTQqG7LmPSBW3IMalZCEzt+TjDqM/fIbH6oBSqQRUpSMPYuF9/AkKpAzVSUjLRsd1N9F0+TUAwHq/l+w6ddVvHb4fi89yzsmsf0PxIjEDk48+kbrN6itFXaSPPRLNQZPwZWjCZRUmMcvJL4Tn+lvotOGWUj3KKOkoESdoaAkPD4e9vb1IQuK6devCzMwM4eFF92Dt2rXDnTt3UFhYiJs3b6J9+/ZsYB0fH4+oqCi0b99eZP+CBkbga49dQQvtpEmTsGzZMrRu3RoLFy5ESEiIyHP/+usvNGnSBFZWVjAyMsLOnTsRGyt6r1yvXj1oaHwNM21sbNigHCiKySwsLIq1Cgv36tXS0oK7uzv7OsU9ffoU+/fvh5GREfvw8vICn8/H69evER4eDi0tLTRp0oR9Tu3atUuU2VuY0tUltWrVQq1atVRSCC7k3djZ29vL7TcPAA4ODmy/fmnat2+Px48fy9xmwoQJIt0FysrMf0Nx/mk82rtYYf+IZmo/Xm7B1x8H8bl7Jd1gqZKk3xh19iBcdiEcL99/xuxToRik5LycwsXjM0DI27Ri64TfRkYFnRJOBb8DAFwMTcBfJd9dMbtvR7P/T+QYlIYnpOP3L/PTHvi1GdrVspK4nbruIwr5DOou8GU/L9WtDFW275z8Qiz7UpkwwN0eVsZFLXG7b79mM8ires50wY+rqm3we4nDD2Jxdnxr2Jnpq2SfN4QS5ohfxg/fjxVpcRJ5TV+2VVeysX/uvcH8M0VBvJYGD1F/dkN6Tj5arvAHUHTOXiSmIyOnAE0dzWXtSqZN117i8P1YHL4fK/Fz8F9UUTc1n/uxmOJZer+pl0IT8OeP9RX6HEmarl24skMVwaiw8yHx2H5DNDFo77/+w4jWjhjgbg8Hi5J9j6OSMuC5/haMdbXQsY41mle3UPpav/ZqBICK17NMUPHRrpZVsRbdzNwCbBAKmsUrBFVxCUpIk1xxOuvfEGz9X2Opz8sUmi6y7eoA7BrqDhdb0Rbg25FfK64exaSAxwOaOHz9LquywnDPndfs/9Nz8lXWC4woR19bE2FLvORvqIbjqkp4eDinoasA0LZtW2RkZCA4OBi3bt3Cn3/+CVtbW6xcuRJubm6ws7ODs7OzyHMEvYmBr7+9gozgo0aNgpeXFy5evIirV69ixYoVWLduHSZOnIijR49i+vTpWLduHVq2bAljY2OsWbMG9+/fl7p/wTEkLStJFvLPnz9j7NixEqdXrlatGl6+fCnhWaqjcEv0r7/+KvNBStf5p/EAgBsRHwAU/cgJB7ri3qVmo+eWOzj9+K3UbSTZfD0SG/xe4vbLrz9KT+NSRbYJSxCd+/phTIpCxxA48iAWP/8dqPJpHz5l5uGHtTew8Rq3L1WOjPdRgGEYrPZ9gbNP3klZ//X/Rx/GirTUsD/gQjciknolZOUV4F50MjsGvawtE2p9vvsqGUkcAumYj1+TPAzb+0At5ZJl1IGHIhUu0R8ypW+sIOFzJvzdU9cUbDciktBoqR+uPlftVDAMw2DT9Uh8yMhVaZdN4ZtLeT0NlLknj0r6LBKoC3z8nCtziMlSofH9BXwG4QnpxYKELhtvo/+OQJGkWnw+gwVnn+FkELdraEzy133mF/LR56//MPNkSLHtSqMdKl2ox1Jadj7OhyQo9HxJcxQLX7LuvkpGXEoWPNeXrAePQIKEZGZZeYX4K+AV+vz1X4n3L/jdzMgtwJkn8Zh9KhTXlRzqcSm0dKZmkhS45uQXsp91ZZM/Svq9nXLsCY4/+vo5Fx9HLCuIfvYuDWMOPpI748j9aMn3CRcU+GzGpmRh6rEnMrfptyMQfbcH4tWHr+U5++X+SZaEtGxOPaT+Df76PlE+h7LH4/FgoKNV6g9VVW77+/sjNDQUffv2RZ06dRAXFycyq09YWBhSU1PZfE5mZmZo0KABtm7dCm1tbdSuXRtt27bF48ePceHChWLjobmwt7fHb7/9hlOnTmHatGnYtWsXAOC///5Dq1at8Pvvv6NRo0aoWbOmSmdBunfvHvv/goICBAUFSe1+3bhxY4SFhaFmzZrFHjo6Oqhduza7D4GIiAikpqaqpKwKB9GfPn0SeSQlJcHf3x+nTp1SWaG+N+IX3NcfM9F5w02ceSw5MJPmXnQyPFYHwGWer8RA8V1qNiYdeYzQd2mYeuwpzjx+x6kbeGZuAdb7vSy6wVagm2P/HYHyN5Jg9qlQ3H+dgm0q7t74961oRH/MxMZr3AIELpfC/6KSse3GK6ldyoRrusVvCPkcu3P/uv8hBu68h+03ymd3z2Z/Xpe7jfi9d2qW5ORh0t5zaS0Gz+PT0G/7XdyXk9E14MvNsjIKCvn4KyAKT8QqjSRpsyoAS86rJ/nasYex+OPkUwzf9xCpWfkY80+Q/CdxVMhn0GtryYMSoOjmeemFMKR9mQpP2RtKNju3nC+i5/qbGL7vochwkqSMHLgvu8Z2QZV5gC8O3I2RmPgPAP68FI4Vl8NRe/5lVJ9zCQcD3xQbLsEwDKYdfyrScicu8FUynsSlFuteCigf/Chi0dnnIn9fUjCIltTKKn56e269g6ikzyrv2i1OMNWiLAfuxsBrwy3EfMzE0L0PcCdStEt9roTXM/LAI5WVsTQU8hk0XuoHt8VXMXL/QzjPvYydtxS/of0v6iMcZ13ErZdfr5V+YaIVCoq8Nz233sHVsPcYvk92pamsSn9FhCWkIypJflf/juu+9lhMlfEZKuQziP7wGS1X+KP1Sn+5OV+EK2az1ZwfhnxbcnNzkZiYiHfv3iE4OBh//vknevfujR49emDo0KHw9PRkp+4NDg7GgwcPMHToULRr1w7u7u7sftq3bw8fHx82YDY3N0edOnVw7Nix/7N332FRXF0cgH+79N6r0hSUIoqCIlZUFOy9t1gTe4stsZdgLIkl9hg1+WyxGwtW7F3EiigIYgNEpEiHne8P3GH7zsIiqOd9Hh5ldnb2srNlzr3nnqtyED1x4kScPHkScXFxiIiIQHh4OBvIurm54fbt2zh58iSePn2K2bNn49atW2p7PtauXYuDBw/iyZMnGDNmDD58+CB3kHb69Om4evUqxo4di8jISDx79gyHDx9mM4Vr1qyJkJAQfP/997hx4wbu3LmD4cOHQ09PPZl2KgfRBw8eFPs5evQoWyVOtJw64W6zSHosAEzfdx9Pkz5iopKeVUmhx0tGCFeeeYbGS86xI4DvP+ah8ZJzuPOiZE7qxD2RCucTCRWJXAXHvxcfwXv4Wj1rRaZm5SPhvfgoUEaueGrg4UjlvcaKXI5RLZDiEniliHQqyJpTpih+mLC7eMqA6IW7rJHo65966nfeKPvITkVJzRLvfFkbHoP8QgHyCwViwcOL97LnDz9PkT1y3GvDNdx+8QG9N12XeTtQ9pS9/11/gWUno9Fl7RVEJHxQmiHx15U4hbeX1vT9D8RGhcoiO78Q68/HIvbdR7xOy8Hqs8/wQOS9vPvWS7G0fWUYhsHL1GwM3XYLHdZcxpbLcZj/X3HApkrNh7JU544SyYS5FVf8OZeZKz+9WLJdu2+9FEstFX3dHLn3BhsvPEdugfxA9/6rdOyPeIVVEqP4og+jKJuES1BYVgckOmbD1JDNIPn+UhSYyPPL8Si4/Xxc7dlHc488QnRSJgKXn8fFp+8wYIt4umG8nM+V8nbqUSL+OPeM02dT1NsMjNslf3pZRk4BsvOLkFcowNknxRkZvxx/onJwevJRccA8SIVMoZMP5Y/aC/+0Vx/kj+KGP0nG9P3q62wJ+u2i2qrE//C/O2gpEnCrsmpEi+Xn5c4xFyXZ1vKsR0Eqr7CwMNjZ2cHZ2RkhISEIDw/H6tWrcfjwYWhoaIDH4+Hw4cMwMzNDs2bNEBQUhGrVqrE1oYSaN2+OoqIisbnPgYGBUtu4KCoqwpgxY+Dh4YGQkBDUqFED69atAwB8//336NatG3r37g1/f3+8f/8eo0ePLuvTwFqyZAmbhn758mUcOXIElpaWMvetXbs2Lly4gKdPn6Jp06aoW7cu5syZA3t7e3afrVu3wt7eHs2bN0e3bt0wcuRItdXwUksJOT6fj8mTJyMwMFBm9TSi2G8SIxfyAgZl3mWKByqv03IQuPw84kLbyQ3Izz1JVjq/Mk6kh3XjBfEL6zg1XIQUFgnYYiw3fmolcov4F0qURLq4qh6+5n5/rgWuROcDbrr0HC4WBmjiZim6g1zCoiaiz7yigEP4fSt6vv679wZuNoZwty1ed/xzLA8ly4Wn7+TOcwaA2RIjYJsvxWHzpZJgs3u9quDzSqqASxr5922s7V+P/TuFsjgUcClrmuU8kZHlbuuuQpPPw8P5wdD9NPeJy3Ouyhzm5IxcmBtol2ul5h/33sPxB4kKU84XHYvC8KbV5N4udPHpO5kX3g/fpCM9pwBXY7mv+yo6/1n43uKaHDd9/wP0rl88n5VL4C5rj9mHSl6nql6LyxrVlP9I8mXlFeJdZh6cLRXP983OL4SOpoZYdfOKMFjJSKMy7z/mYdPF4u8V/1/O4MnCtuxtS8p57Vx5nze/n36KYU1dYKzLbeUHLqn9b9JyMGTrLQxu5IyfDhYHjvUczdDIVfbF4cvUbJx8lCg2fQYAnrzNxMlHiQj2si0+rpw5xTVnham9FoOkV2nciibmFRZBW4MPhhGvpTJqR+mzaeR1SOUVCtQyH1lyFH7inkh0q1sFfUTmzDMMgyeJmTKXTOy18RoOjG4s9/gCAYP2ay6zv0e9zUCDX87iyNjGsDNRzygZqfy2bdvGrgWtiKOjIw4fPqxwny5dukh1xKxcuRIrV64U2+bs7Cy1n6mpqdi2NWvWyH0cHR0dbN26VWyNZ6C4UraQrL9JuASXqPj4eKltHh4eUvOrhQIDA6XaXr9+fZw6Jb/IsK2tLY4ePSq2beDAgXL3V4XartJiY2PZ9cVI2aSUsjLsGxnzxwDAe94psQIbktadV5z61VnB3DNFPeQA5FakFXVTZO70ozclo2EP1DDKnVtQhFvxqSr1ymflFaLxknOc9hWth7A0LBqjdkTAe17Jm5nL5bNYOreCOyRm5OLQ3ddwmXkc12Lf40pMCsbtuouQlZeQkVuAfpuvV1hlWMl5zqrO394f8UruBS0AxL7LQsjKS2LbuFZQPhChntFboUIBw74+8gsFaPJruNL7HHvALW32bsIHNPjlLFx/PoFlJ8sngEjPKeDcsRCXkoV5Rx7hjYJOJXkjV0+TPuK3T8WWOOMQD8anZGH6vvsyO/BOPkpETHKmVL0GWWSN+oh2nqm62oC8PhLRh1FWcdx5xjF4zT2JwOXncTVG/mdnenYBPOecRLtVl+TuI7T9ajy6rbuCM49Vn+t7OPI16i5QvAKCKp2TssSKdNKKjvSXV4fg+4952HHjhdj8cEmrzj5D7XncV37gshLCL8ejEJ2UyQbQAJCcKf8zLGTlRakAGiguiPf9P3dw72Ua9t95hfarL8u49+fB9XO+5qwwdFt/FU2XhmPN2We48CllXFFmhzLyskw85oSJpaSXhqxrsJtxqZghMUVh29V4tF11SWYmVERCGl68lz/IkJCaLTUw8C4zDytPF2eyZOcX4szjJPzv+osy/z2EkPKh8kj05MmTxX5nGAZv377FsWPHMHjwYLU1jBQL+u0CfunqjQYu0tVhuVYBVbZUxLKT0RjTwrVU7VOm3+YbCnvDnyZlot/mkh6n/MKSL2XRi7PSrEH9Nj2HrbQrS0ZuAQ7ceYV23nawNtZlt/souGj8mFeIuwkfEFDNApoafKUjXpzSs1RIYRVmFPTdfB0DGpb0iG84H6vSiF95mnP4IQ5EvMbpyc1gZ6KnMAArC99F4vNdW644D5+qpvittw/WnY/BrpsJ2PdDIzbFUZ3ef7rAT8vhdqEf8SINHWrbK91PtBjT2vBYjA50xYGIV6hqpl+6hkpQ9p6Q1GP9VbzPysedFx/w37gmKj/edTlFg7gQvheKJN4U/f+8gddpObj07B2uzmwldtv3KswTV3b9r6xzUaiwSABNDb7MytUAxAoZRb0tmbOZmpUPcwNtucft96f8z05h52Q0h+We5h4pHl0f/rfy+awnHyXCwUwfnvbGyM4vlDnd52VqNhzM1fN6BKQ7HybviUSguzUaVit9RXRFhJ8b58tQJ0GUrBoI8SlZUpkEsgplZSr4blaWZfM0KRNTZRSoE/UuM49dLUBobXgM3mXmYV4nL7kj6AIBI7X6hizvP3Lv6LibkAYAWPEp866so+SKEnsG/XUTz39pV+pjK+rA/9/1F+hStwoMdTQxX0n9i8T0XLkV5EU/F0QJrylE1zgW5H1ZyyQS8q1QeST67t27Yj/CtcNWrFghlTJAyi4m+SN6bZRdoEtyLnVplXc2YK8N1+SOKgzZKl6M4If/iV8EH3/wFkUCBu6zw1R+XGXBwswDDzDvv8fos/k6UrPy0XbVJfx56TkKiuRfXQ/bdgsDt9zE6nPFRb5eKpjvBXBLNxa9GBAwDG48f89pLdT/XS8JuC5Uop7qv6+9wMe8Qmz5lK69Ww1VeoUm7YlE13VXZI6APH+XhQN3XyO3oAhLw6LxMjWnXEdpQo9H4QLHC3Eu6cWy5vJ9t/UmZh9+hCHbyla0g2EYxL77iJMqrosq7CwobVYIlyBPlIwVrqSWzhOOFr9Jz+VUk0HRaJAiXAp9PXydDtefTyD494uQN4wuWp172cmSkXnh8lpllVtQhB7rr2L5SRVH/T+ZtCcSBUUCPHiVju//uYN2qy+BYRi5I31Nl4azr1Vl675zIdnJduDua4zfdZdTh4hoxoFAwODSs3f48Ok1q2xKjmS6rizKXjsxyZkyayAIsyQYhsGgv25i4m7ZGVtleQ1wGQOWdY2w7GQ0tl2Nx/Xn7+WOoC88xq04omQHlyoUZVpwoWx2DNeWfbf1JkJPiI/4yyswCACzDj1US2V4eXPB03IKaG40+SYJ08x9fHwquimcqTwSHR6uPHWRfB434ko/yiOqPNabFXUzPhWrzjzF/M61pG6Tt0ak0OgdEbA0lD9aU1rZ+YXsUibP32Xhj3MxiHqbgUXHFKcmCp/zXTcT8Cwpk53XrC4v3mej7+bi1DBVeuofvSl9SuXdhA/YeSMB00LccTU2Bb+eeIINA31Ru6qpSse59Owd3KxL1un883IchjZxUeta3gc/FUa6qeC1f0SkAF1pp0YIKcqA2HhRfieWqgVjfj/9FH+Ex6CBxHrEt+LLHqQ8S8rE6nMx7HJ4pVHOHxGcSVbfVbasDQCsPx+LJd1rq/xY8orcierwaU6jZGcBlznwZVnHXfTV1HRpON5l5uH2iw/4MbgmigQMO0+aS6Gug3dfo7GrpVgXwKJjURjZTP58+Go/Hcf6/vWUrnSQW1DE1g6QZfK/key69pKEI5eKdF57BR3r2KO3nwNefcjGjAMPYGeii2szWyFbDWtWN192XuxzmGEYRCdlooa1Efh8HoJ+uyj7jp+ezLsv05Sm4uYXCpCWkw9rI12VaidwCbTSFRR5U7T6x9Yr8ZzqnZRl2UVVCpjJ8lpJB7a8kV5J56Pf4Xz0O8xsW7KEjrKBBWXLdgkpenbkfTedfpyE8RwKvhJCKp7KI9EtW7aUuZRVRkYGWrZsqY42fTHWrl0LZ2dn6Orqwt/fHzdvft71b+++KPsFNlD8RfjfvTcIPR4ltQRIopx51qr65/oLmdsV9fgKpaiQMgYAGy/EwnnGMYX7jPz7jth8LFUrmRYJGLUE0JIXQpJBgjrnBRYUCWSOrnVddxV777xC/cVnMGF3JN6k52LAn7KLOigycMtNNAwVX+6qz6brnIu0qULY0SDLtP2KUxy5yi0oKlUGBAAslRgVVPYcrDr7DEUCBteULNWlqr8ux6H17xfLFEADgEYFRNGyggTJoOUZh4vZQhkX+h84vK+SOKx/Lkp0fuMHdnmv8h9REi0oufVKHKr/dBzOM44hI7dA6XxmoZSPeWLZElsuxymdnj5qR4TSTAPJtaK3XI5D+Kc1vdOy8+UG0Kr4794bDNhyg/08Fi4lqK5nPvj3i1jzqeK6y8zjCFl5CWN3Rchdpg8o6UTbeEH5lIB2qy+hweKz+OdaPOovPstphBwAUrOUd5DIWkpN6IOC9gPc0t0lO5qyVOi4kPW+lHTmcRJ+PvgAeYVFKCgSYP+dV+zzruzuijpaZWEYBndepOJDVj6n6xIuStvJUNbPa0LI56FyEH3+/Hnk50t/+Obm5uLSJeVFTr4We/bsweTJkzF37lxERESgTp06CA4ORnKyavMvX6Zym+ty8tNSJC/eZ7HLciiaT6WqcbvuYuPF5xiw5QaGbL3JXkCqKwCS/C4Zv+suuq27otLyN/IwTHEngPC5DOVQ0fWyRCrZk0TFF4PrJNZo5rJ8BReSqeOiqZ8J77PVUiiMYRg8fJ0O34WnEbjsvNgoqbyL/IzcQmTmFsB5xjGpVDdVJKRms6PHX4r4lCxk5RWiEcficrJskLh4LkumgCKFRQLsvJGAvy7LXlZrwVH1rFldKGCQnCkdVKqjk+fg3VeY8u89dF13BQvLYY3tk48SkZFbgOjETMw78ohzm7nWnJBFW7P4q3WGkuV71NVJKSQ6R3P1mWecs0CWnHiC8xIjpmVJ1RX6+1pJ5+m12PdYePQxO4UnTM1ZPK8+iH+Xqqv/Ijopk53HK3T8QaLCddqHbb+Nhr+cZZeNUkQ4qjn78COkfMzDCA5z1wEorKwv3tbiudgMw4i9pt+kqee1993Wm3j0Jh0Xn76D19yTWKSmzxygeB7/jhsJ+OfaC7j9fAJT9t6DzwJu34mKltaS5dyTZHRffw0tVpzHYzV9XudLXCc8fJ2Ovy7HlWkEn8gnEKjnuowQrq8lzuncwrnPAPD48WMkJpZ8ARYVFSEsLAxVqlRRoYlftt9++w0jRozAkCFDAAAbNmzAsWPH8Ndff2HGjBmcj/P7aW7z2FQpmFNW4dHv0GjJObV/0DvPOIZudatgVGB1HFFjT6vLzOPs/6cG1yzVMe4oGdVfGhYtttyJ5BrWpVVj1gkcGVuyDMYWkWCo2bKyT50oLBJgx40EtrhQRm4h8osE0OVrgGEYhY8hrDIuuazZ1+aPc89wNyENa/rVRfiTdxizM0Ltj/E2PRe9NlzDrA4esDfVQ8NfzqJQwCAutF2Zim/VmHWCDZTaetvC1lgX12Lfw9PeGKb66p0G0WBxSZZBXGg78Hg8tXTyTNpTMi9TNIVXUW0CVWTmFmL4ttvsKgDbrsYjYnZrpffjMlImSrTI0ridEdgw0FfhSCAALC1lBXYuAX4Mx3RWoWMSha+yOdRzUCYuJQvOM45hff96Usss5pSiWKQiolW+geK1mNVJ8njKRjoTVcxkKC+jd0TAy95YqiPv5Qf1FKsSpkML/Xk5Dm29bdVybCHJrJB/byl+XwHSHZnKDNte3HmRll3AKSNobXiM0n2GbL2F6SHuKCgSoFYVYwzdVvwY/92nkWZ10tbWBp/Px5s3b2BlZQVtbe1yn6ZIvk4MwyA/Px/v3r0Dn8+Htrbi6ygewzHfjM/nsy9KWXfR09PDmjVrMHTo0FI0+8uSn58PfX197Nu3D126dGG3Dx48GGlpaUrXcgOK099NTEzgMPFf8HXUV+mUEEIIIYR8HQR52Xi5shfS09NhbGxc0c2plPLz8/H27VtkZ1Mlc1J2+vr6sLOzUxpEcx6JjouLA8MwqFatGm7evAkrKyv2Nm1tbVhbW0NDo+wL3H8JUlJSUFRUBBsbG7HtNjY2ePJE9shCXl4e8vJK5q5lZJRPeichhBBCCCHfCm1tbTg6OqKwsBBFRerNciHfFg0NDWhqanLKZuAcRDs5OQGgOQelFRoaivnz51d0MwghhBBCCPmq8Hg8aGlpQUtLS/nOhKgBp8JiR44cQUFBAft/RT/fAktLS2hoaCApSbxoSFJSEmxtZc8FmjlzJtLT09mfly+Vz+khRB0czPWktp2Z3Byh3bwroDXftsauFmK/354VpLZjt61li7+HNmB/j/2lndqOLenkxGZ4trhtuR0fAPyczFRa5k0Vq/r4lMtxRS3tofqyWvJ42hmjqlnx+/jM5GZqO25Fif2lncIltMrq/rw25Xbsz+HouCYV3YRvmoWB+pfVJIR8fTgF0V26dMGHDx/Y/8v76dq1a7k2trLQ1taGr68vzp4tKbQjEAhw9uxZBAQEyLyPjo4OjI2NxX4AYOt39Tk/7tLutdGpjj0A4NCYxkr2Lr3FXWvhycIQXJrWAmcmN1fbcb3sjXHr5yA8XhCstmMCwLSQkmJiGwb4qvXYQqv71kXUghC1H/f+vDbYMdxf7ccVigtth00D/WCqX9Ize3d2a7haG6JvA0cEedjIve/gAKdya1dlcmpSM2wa6Iu40Ha4N7cNqpjqoeOn95k6jWvpih3DG+LenJILfFM9LdwpQyA9oqkL+/8l3WqjWQ0rxC9pj/gl7dm1gtVl7w8BODulOS5ObYGatkbQ0lB5cQeZqphKd/IAwNiWrmo5PlDcWbG8Zx1oafBwYHQjBFSzUH4nFY0TaW/4j4HoXq+q0vv8N1ZxsCQ8l8cnNMXl6S0Rv6Q9XK2N4OtkpvTY/f0dlTdagZMT1ROsz+3oiXtzS17zbTxtoMHnobWn/M+esjLW1cLpSertbLg4tYXY7+UZaNWqYqLW492b2wZbBvvBT+R1o873gJ2JLmyNddnfuRTuU8XgACfoaJZ83pRH55q1kQ77/2pWBkr3vzSthdJ9NPk8zO/khbX96iFGpNPx+PimpWskIaRS4ZTOLZrCTencxSZPnozBgwfDz88PDRo0wMqVK5GVlcVW6+bKz1n5xRAA7BnZEP7VLNCrvgNW961bmiYrpKvFx+lJzWFtrAMdzeK57Q7m+grXwlSFv4s59nwvu4OhrEYHumJoYxfoaPLLrSJjJ4mgysZYB7paGlLrZKrKWFeLHWECgCAPG5yJKs5w+GdYAwzcUra1x3k8HjzsjHF3dmsM+usmNPg8sYD6z8F+MtfUdrc1wvzOtTC/cy0AULrudkn7rXEmKlliW8nfVBk5muujho0RAMBETwuXp7cAj8fDD82rof3qy2p5DDdrQ0xpU9zZY6KvhZ3D/aGjxYemBh8WhjpK7i3fz+090dmnCvIKi2CiL53CVs/RFBEiFa/Lor6zudS22F/aofpPx2Xszd3l6S3wLjMP1sa6ePwmA+1WFy+VqK2pniC9bwNHWBrqoIdvVXSvVwU8Hq9My1fJY6JX8vwbaGtAg89D/JL2Ct875oalC8QmBdXAgC2K13JXtZNjVR8fTNgdyf6ur132GicTg9wwpHFxR8+j+cHIKSiC5afXux+HjgBVOJjr4WVqybJGhrqcZ6tx4mhRUgB0VnsP3IxLxSkFazrbmeiya1YrsqSbNy7FpCA2+SOeJGaKBXOKDA5wwnaRJcTkmdHWHSZ6WmjlYYPAmtbs+9XDzlgt69JHLQiBnrYG8gsF2HghFt5VTWCupg4GLQ0eCooYtPW2w5DGLghcfh4/t/PgdN8xLapjbTj3Ct2HxjRG57VX0N/fES6WBrgVr3jFDgdz5QVhu9erisGNnNnfyyuzhhBSMdRzlfIN6t27N5YvX445c+bAx8cHkZGRCAsLkyo2pgzXoM9fRq9xUzdLlR5LkagFIXAw12cDaCG+mkazJEebxrd0Rbe66lsSTVdLg30u53b0hLGSC6jdIxvi76ENwOcBC7vUgqu1oUqPxzBQWzoiX+Q1sLKPD0K8bDG+lRuaulmpLSWXx+Phn2H+2DakgdzXnGjat62Jrsx9FHk4PxibB/lJbW9UXf2jfoqIBjNcSD4dwufHy94EN35qJfd+E1q5oTqHEQsAqOcoHjA0crWEr5N0UFoataqYyD3W/lGNEDax/EY91DHazePxYP1pFEs0cJb1njQoRWAnupqE8NyqK0AXJfqe4fq5qV3K0Xx5aziv61+P/f/Ylq7Q0uDWjh3D/cVG+gDI7JRR1Q/Nq7P/N9DRZANogPt3HxfDmrjA30X8c0ZdSzTWdTTF3I6eAIBj45tgZW8fDG9aDXM+bZOlqZslLkxtwSkboE8DR6ztVw9bh9THkMbO+JdjZ7OvjE4tSTtH+IudA9GXZRuvsmcCeNkbQ+/Te1Jbk49xrdwQWNO6zMcVuj2rNY6Oa4KG1SzgbGmA+CXtMYLj924bT9WW2bI31cPNn1phYlANGGirpwNG3R05hJDKhdM7fPXq1ZwPOH78+FI35kszduxYjB07tlwfo5W7tdy5dY2qW+LSsxS1PI68CxpNNQXRZhI905M/jcrdiEvF67QcWXcptSGNXTA4wBnVFIyQNfzUKRG9qC20NPjoUa8qas07iekhNfHLcflrtzZ1K37OBzR0Qr8Gjnj0JgM7bySUqb2iTz0PwIaBJSnp8oKUX7p646eDD8r0uEJ9Gzhi180E/NimJiwMdLDtahwWdqml8nEMdaQ/TgY0dISA2yp6KpnZ1h2hJ2Sfp0NjGmPXzQRsuvgc7WvbSa1/K4kH+a9xG2P5nQmTWtfAwAAn+C06I3Vb5JzW8FlQsoayqYHigGT3yIY49yQZ6dkFStcWVgWPx4O7rTHGtnDF9mvxaOJqiRMPua+f26KmFcKj36Fvg7KlBpeGqZ70aNajBSFiI7uWhtpI+ag4W8ayDCP9yoiO9Iu+jjQ4BohWCkYdFY0EC+QEiG1r2eJ/w/xR09YIloY6WNuvHkb+c0dhGy5NawEHc30cf1DyPpkaXBPGuopfs3YmuvijXz10X39V7j66WuW/YodwdC81Kx/Z+YXo6ecAoLijs6zGtnDFj8El04W87E3gZV+cal3VTB/9/B1lfv7/M6x4is68Tl7YwfH7wc5ED3M7enFum7zXgKhG1cU72kW/5/UUnJuLU1vgl+NRCFOy1ja/nNfiNdHTgkkpU9tr2hqpfB/h86OuP6u0l09/D22AQX+VLQuNEFL+OAXRv//+O6eD8Xi8byqI/hy2KJgzPayJC34Nkx/wcaXog76sI02r+vjgcOQbjG/lJvP2Ld/5IWTlJfZ3fW0NZOeXfXkCPp+HbUPq47uttxTuJ0x51NPWYEd9FQXRmwb64f6rNPg5m4PH46GZm2WZg+jSCKxpJfb7v98HoNfGa6U61i9da2FSkBs7GtikjBkO8zp6Yl/EK4xvWTwqsf1qfJmOJ+rM5OZIzymAl72x3CDaxdIAP7XzwE+f0v7ORYUhp0D+a6o0F0zCwj/yOpkkA3NLA8WBXMNqFmhYzQKLjz0W276gsxduxX9AU1dLTNt/X/WGfvJjcE38GFwTu24mqBREbx3SANn5hdBX08iMMlzOxa4RDTHjwH0s7uINB3M9NF92XuH+owKrK7xdnho2hnia9FHJPkZsEG1rUnKORadMNHAxx824VKn7yvtMFOqiIFOnUCSA2vpdfYzdGYHNg/zA4/HE3r9cUrqFaaminV1jWiiejz4tpCY6+1SRO5+dq9pVTXD/VbrM2xpVt8DVWO7pxuYG2ljXv6QDUlnnHZdpJsrO0S9dvRV+/mtp8NkCfG4/n1B4LFWVdSTZzlR+B6GjhT42DPRVOo2nLMHm+R8DEbj8fOkPoERZajYo6hyo72yGoY1d5N7OleT0CaEBDR3VmmVICCk/nK6M4uLiyrsdpBTUlZK4a0RDubdp8hU/RmBNK5yPfif39s4+VdDZR/7FoLutsdi8ykEBzthwoWQe0+ZBfigoEmD0jgiF7ZDdttKllUmOIorS09YQS60vy2iHZPokACg7XGtPGzAMA3tTPdyd3Rod1lzGqj4+8HM2x6/dvTF9v+qj06LptOrwXWMXfCdykcFl7hhXwhTfgiLpOa0XpgbKTOVuVN0CZ58kS20XKs11oLDwTyHHlNGBHIu0jQ50xdknyXj+LgtA8YXgmr51EftOcTDHlejoDI9XnJK+8swzhff5XAE0VwHVLXBBosiTIgYyMiS42DakARotOadwnxlt3SFgGPTwdYCPgxkaVbdAVTM9sRE/ezlTI/rJGN13szbEs+Tic61opFH0s6OFuzUeySl6qMponKyH2zjQF5suPsedFyXzQ3cM90dj15KL/E517HHk3hvOjyNq3w+NkJyZiya/hkvdFtrNW2kHyYWpgXJvU3bel3T3ht8ixUG0Or5jFQVzg8pQvLG078szk5shM7cQ1ka6uPFTK/j/clb5ndQkoJoF5nT0hKGOplq/F0QdGdsYuloanAcArs1sKf1aUXDXvT80Yv9vY6yDpIy80jQTLdxlX5+0crcpt9ouhBD1KtM3BMMwYvPNSMWSXD5HyMZY8SiYrPnWQpLfQ5LFYDr7lL2KseiXnY+DKft/7yomaO1pg7a1VJvbJEqYCv9LV2+0lPOlJclUX1us0mhZKDpO5BzVlmFxttDH5kF++HNwcXaCmYE2rsxoCb9Pc+N613cUq1T+Of3SVf5yWcEcRkxmtHVX6fG0NPhSj+lkYQBTfekUYGUXJKpesIjOc+R6kc01rdXMQBvnpgRKbVfXJVU9RzNsHOiLsIlNEb2wLSYG1SjzMeVVKV7Tty6GNSn7iI0qatgYYu8P6ilgaM9hlNVUXxtLe9RBAxdzaPB52DmiIZb2qCO2j2hwKhpQy+pEOy2yGkJBkfzv1saulmjnbYvJrRWfP3tTPZyY0BSnJjXDdyIFjmSR9V0e7GWL/aMaiW0TDaCBstWG0Nbko6pZSTDlbKGPuNB2iF/SHk4WyusNKNpHXhr/km7eiAttV65p/rK0r23H/l/4vaAoS2JJOS1B6GpthLqfajQomq6ibl187LFrZEN42BmrJYCu52gqc7uXvQlbKJILOxM9qakL1S2l6zEEeVhLdXoI3xs6mnwEeUhfXzgq+DuNdbWwf5T4Z9X+UY2ksswIIZVXqYLoLVu2oFatWtDV1YWuri5q1aqFP//8U91t+2bIC0CuzWyp0nF+7+Ujta2/vyMOjm6Mf78PgK6W9OluXkPxBzaPx8O4lq5wstDHX9/5YX5n8TlbqnxZcSEazwirAfN4PMxqz60ip6Refg6IWdwW/fwd2RRFdw6jMxc5LF8BiI8ce38aneRyfABsQRauQRyX7qrRgepbFkgV/RQU0OHxeNgwoJ7c24HiAkTzO3nBxVL+RbHkBUk/f0fcm9MGgTWtFFasVzYgoUqAenZKcyzsXDJfXN68UU2OBZ2UEXZaqXNkItjLFu62xmwHQFmDTlmvy21D6qNDbTtMCFKcDitJ1l8pK9iU579xTVDf2Ry1qhgr3beNxBJLQR7WUktOSQaQoks1cSX6/BwYXbI0obD42I2fWqFtLVt2yRxhp5OioFeDz8O6/r5K042B4irMNWyMMKeD/EJYgOI5soo4WahvRDGguoVaX+s3fmqFzYP8xDq++jRw5PQYNWy4FZsc06I6PO2Uv95Eg6zzUwNxZ1YQ7Ezkd9T0aeCI+CXt8b9h8pdAvKegI1bVYpnlKX5Je6zso95VRcpz+MbRQh+7RjQUC9T/HFwfCzqL1wqpalbc6RO9qC1mtJW+RlHWSSFZENLXyYx9bR4ZW37LmBJC1EPlIHrOnDmYMGECOnbsiL1792Lv3r3o2LEjJk2ahDlz5pRHG796feo7SG3T4PMUfsEKXZ1RHGg3drWAtbEuniwMwYN5bTCrvQfOTG6OxV29YW+qhwYu5ng0P0Rsrs1vvepgTT/lX2xT2tTEhakt0NLdBkY64kGDsMhKWdWqYgw+r/giSogR+Zoc3rSa2DqsqtD8lE7n62SGy9Nb4IiStVmB4hGSFhx6hEUHb/433B/zOnri72ENSm4X+RvaeNooXfrjS8zs+Efk75VH1p91bkpzmOprYeqnwj2DGzljo0hRNUl/yagPYKKvhW1DGkgtQSZKWUCr7Hq6vsgydNWtDKUqL4sGoUMaO+OXrt4w0NHEhgG+qOtoisg5qq+ZeuvnIBwf3xRunzqp7EpRLZ2r+s7mZbpgkzUSGVjTGjweT2lxKi5rKXM1q70Hu7pAMIfKvJsG+YllbpjoaUu9FnydzOAsEiSa6GmpnO0hOjfX1kQXw5u44Ptm1dipBzbGulg/wJcdndswwBf35raBd1X1rhWsrGJ4Kw8btK9th5/aqZYVoo4i2HM6eKKmjREmKRlZFzU9RHk7bYx10drTBnM7emFx11q4PF28c1RRJzLXUdqpwe44PkF5BfzOdapgwwBfXJ3RErpaGpyXtmviZokoiXT9hZ86s030tdj6DJLz0/eW05KSosra3bG8Zx25t81TUP0cEH/dlXYOsaKOqoDqFtg0qHht7WVyirsCJR2cpjKq2ZelQ6h2VVPUUfNnACFEvVSeVLN+/Xps3rwZffv2Zbd16tQJtWvXxrhx47BgwQK1NvBbNK+jp9z5MpLsTfXE1h7U1dKArpYGhjeVvrCVnCPUrRQXsKIBibLed1nLHclzZEwT5BcJFKa9qmN8QjR1UJkGLhYIVzDfGxAfJTPR0xKbCyx9PHOMaeGKzmuvcG6DqIqMrzcO9MW2K/FS64qObFYNTd04dDZI/N7O2xbVrAwRMau12MW9vHPM40HhKLUiM0I8cPyB/GJayi509owMwIaLsehYW3agXqeqKfv/wQHOcP7UzpBatggp5VQEKyMdscrNuloaiJxT/Fz9c+0Flp2MxgQOo5BcKapQrsz3zaqhiasldLX4mHnggUqFvFb0Er+IFj0Xwg4oZdehfRs44nKMeAVxJ46vlaGNXbA0LLr48RhG5mNJvj5sjFTs0JB48c9SMiLM4/FUXqaNq0VdamHWoYfs7x4in+EafB7W9lOcMSKL6PeKn5MZ+DwebsZLF1JTZGgTFwyVkfr/fbNq2HjxudT2/v6OKr3OtDX56O8vPf+4TlUTXHha/BnvYK6HWe09wQOw62YCFimYolIafD6v1J8HeiKV2qcG18TAAGf291pVTHDr5yCY6WvB9VPxsra1bKVWxJBn40Bf3I5PRQt3a3y39RbmqVAhXJF1/esprWXSw7cqjtx7g4tPpb9nFX2XAhBbT3tuRy8E/XZBap+W7tY4p6AexrxOiv9WS0Md7JPIRuHCUEcTH/MK0YDDMmSKLOxSCz3WX8MPQW6YsrJMhyKElAOVg+iCggL4+UkHR76+vigsLFRLo751yr48ysKew+i2wvuL9HYrm8fa2pN79VA+nwddvngALRU0fuZiG8OauMBIV1NqDqCoFu7WaOVuzRaaKg3RtWJlVQV1sTRAXEoWp7nF5SXYyxbBXrZS1VqVzbOUR3ixLjk6Ji+gfTw/pNSV4h0t9PH8l3Z4n5WP+oull6NShs/nKUyTF63QrWjJorISzvceHVgdXetWUevotJHEeqY1bAyxfajyDAOg+JwJX/+iRXeEDo1pjC4yOo4k06lLK7Sb96cAWPXXh2inHQNunQmq9mWVZs318tK3gaNYEM0li0QZ0aXtLA118GNwTXRbdwXfNy9dVXRRejKW+erv74jFagpwRwW6okDAoLWnjdha7m28VA92bY11kZiRq5Z2KSLrZS783JkY5IatV+JVqjEh/GwHgKgFij9nZ7R1xxI5qyJIaudth6eL2ipdq7yZm6XMIFqZRV1qoUjAYFCAk9hzUpzNVbxBtJP79951sO3qCzxLykR2fhHGlzKzTR7Rv/LslOYw0NGUueyjKmpXNcXjBcHIzvqIKWVrHiGkHKj8Dh84cCDWr1+P3377TWz7pk2b0L9/f7U1jJSPGW3dkVtYhB6+ZU+jLM+AoTLQ1uRjQEPF1VM1+DyFy5BxGT22MtLB982rQYvPl1lRdu8PAbj8LKXUoxjliUvxJUB8xAuQHyzLi4NkXUyrgs/nwUwk3W5lbx9M3BNZpmOKHvv6zFYoKBKUuhK0Kng8HufnnStnSwNMCqqB3888BVA8usVlOgkXosUCRXENLrkEtpKvJ1+JAohcOJjpySwUJ/noksUVlZkQ5Ib3H/MUrlLwuYgGSD18q6pcXIvL/HRXa0NEzmmjNH2cC9Fzf31mK1yOSUEXNRSzFNLT1uCUFs7FpNZupVodQVWK3g8Tg2pgfEu3Uj/3yjoqf2heHeYG2pi2r3i5PWVZSFwKL8r6LpBX0V6UjbEuO8UnLiWL3S76lSv6/du1blV0rVsVqVn5uPH8PVp5lF+ntCafxzmAFla33zZE9nWEZhmW6iKElK9SXfFt2bIFp06dQsOGxUsj3bhxAwkJCRg0aBAmT57M7icZaBPZRD/0O4hU8CwPZgbaWFXGAh/fNXLGu8w8qQJaTd0scelZSpmOLUpyfvDXsOiDvCBxpoyiJEKWhjoK14ytCAs7e6GtN/fXqoulAbyrmODBa9lrwgqVVxorID7KzzXVkavKNNpYWhOC3NgguqwjKPJ42Rvj0ZsMubeLvj3KMn2hiqkeLk1rARMZ8xQl7RrRECcfJWJUoCt0tfjoXq+qWIeLJGdLA5yd0hzmMirBy2Ksq6X2okrqUJo4ay7HVF91BNCAeBttTXTV0vlbXrrVq4rTj5Ph71K2FF5llCVcqOu5l6eXnwMbRFsalv1zVNZ7jWsWjJBo546yzw1zA22Vvru4Eu3o5boaAwCs7lsXy3rWZus5EEK+HCp3cT18+BD16tWDlZUVYmNjERsbC0tLS9SrVw8PHz7E3bt3cffuXURGRqqtkfHx8Rg2bBhcXFygp6eH6tWrY+7cucjPzxfbh8fjSf1cv35d7Fh79+6Fu7s7dHV14e3tjePHj4vdzjAM5syZAzs7O+jp6SEoKAjPnomvo5qamor+/fvD2NgYpqamGDZsGD5+LP06rqLfecIK0pXZvE5eWNu/nlQPcmnTbeWRHL2URVFV5sqgIkbrhQVO1H0+gOLiTb38qmJAQyeVR7F+7108/7W9go4iS0MdLO0uv4hLWfD5PBwY3Qi7RjQs12D9S/Zrd2/4OpmpZekrdSntLA4Hc32lhc2A4gJC8zp5QU9bAzweDyt61RGbtyyrGGB1K0O1d8R8bqrMgz85sRkWdvZCbxlFMIGSz7k2ap5y8iUtl6ulwcefg/0wogxLfnHxOZ8SVYvMlUanOvboVrcK+jZwwOTWNfBscVu2oCJX9qZ6GNrYBWNaVBcb/WbKtYa3OH1tTWz9rj7++s5P5YwkCqAJ+TKpPNwQHh5eHu1Q6MmTJxAIBNi4cSNcXV3x8OFDjBgxAllZWVi+fLnYvmfOnIGXV0lvuYVFSbXnq1evom/fvggNDUWHDh2wc+dOdOnSBREREahVq3jpgqVLl2L16tXYvn07XFxcMHv2bAQHB+Px48fQ1S0eberfvz/evn2L06dPo6CgAEOGDMHIkSOxc+fOUv19PB4PTxaGIDUrX+1pmp9TTRsjnFdSiIuLY+Ob4FZcKnr6iV+wyRodU1SVuSLtHO6PtedjsKiLN1osPw+AW6eAOuwa0RBLTjzBlDbqD4RkFazjytXaCI8XBCtdSqdXfQdM23+/1I+jiHDe492ED+Vy/C9d7/qO6F1f/nJl5a0yBk0retXBlH/v4Qc1zPGtDII8rHEmKhkDAxRPVRFV09YINRUs3XdqYjNEJWYgoJqF3H1KQ53LXX0tPudTMrJZdTiY6WOUnAJhphyzMRTR1ODjt94+ZT7OHBnVvD93MU6uBWEJIV+H8p/ApwYhISEICSlZ4qFatWqIjo7G+vXrpYJoCwsL2NrKnju6atUqhISEYOrUqQCAhQsX4vTp0/jjjz+wYcMGMAyDlStXYtasWejcuTMA4O+//4aNjQ0OHTqEPn36ICoqCmFhYbh16xZbYG3NmjVo164dli9fDnv70gV1uloaX2wAfWRsY5x4mIhxLV1lVlJVlZe9icyls/o3dMS5J8lSFaIro0aulmj0qSDZyYnNEJP8EY1dLXH/VVq5P7aHnbHK6XCfi7626h85zmpch1ZI2VJjpHyU5qK2osMoJwuDUlXoraw2DfRDZm4hp1R3rswMtNGoeumWGVKkv78j/r4Wzxa+ImWrpF8aIbVsMaSxs9i608t61MaNuNRyn35WVl/egpGEkC+Jyle0ubm5WLNmDcLDw5GcnAyBQCB2e0SE4iUN1CU9PR3m5tJzjzp16oTc3FzUqFED06ZNQ6dOndjbrl27JjZnGwCCg4Nx6NAhAEBcXBwSExMRFBTE3m5iYgJ/f39cu3YNffr0wbVr12BqaipWoTwoKAh8Ph83btxA165d1fyXVn61q5qitsgyP+VFX1sTu0Y2lKoQXdkpG8Uhiu0vhwDGycIAv3T1hrkBpXVXVl/gkulfBD6fp9YAujyZ6mvj2oxW5T7P90vyuQfneTye1Fz4nn4OUplilVGf+g44/ThJbnFDQggpC5WD6GHDhuHUqVPo0aMHGjRoUCHpVjExMVizZo3YKLShoSFWrFiBxo0bg8/nY//+/ejSpQsOHTrEBtKJiYmwsRGfs2VjY4PExET2duE2RftYW4un7GhqasLc3JzdR5a8vDzk5eWxv2dkyC+uQ75en3sU4Uuno8mHhYpzr7nq519xactEdpAs6/1BKb3fNgqgSWm18rDB2SnNUdXsy8zyI4RUbioH0UePHsXx48fRuHHjMj/4jBkz8OuvvyrcJyoqCu7uJcUtXr9+jZCQEPTs2RMjRoxgt1taWoqNMtevXx9v3rzBsmXLxEajK0poaCjmz59f0c0odzwejSAR9ZG1bjb5NnzOokCEkK9TdStD5TsRQkgpqFydu0qVKjAyUk9q6pQpUxAVFaXwp1q1kkJGb968QYsWLdCoUSNs2rRJ6fH9/f0RExPD/m5ra4ukpCSxfZKSktg51MJ/le2TnJwsdnthYSFSU1PlzsUGgJkzZyI9PZ39efnypdL2f4mmtC7/qr4rPxUhWdLNu9wfi1SMP/rVhYWBtty1M8nXSVafCXWjEFKCMjMIIaRyUHkkesWKFZg+fTo2bNgAJyfu1T1lsbKygpWVFad9X79+jRYtWsDX1xdbt24Fn688/o+MjISdXUnhi4CAAJw9exYTJ05kt50+fRoBAQEAABcXF9ja2uLs2bPw8fEBUJx2fePGDYwaNYo9RlpaGu7cuQNfX18AwLlz5yAQCODv7y+3LTo6OtDR+fzLHX1u5gbl/zd2qVsFIbVsVVqLsbKg6x9uOtS2R3tvO7pgJIQQEfSJSAghlYPKQbSfnx9yc3NRrVo16OvrQ0tLvEBJamqq2hon9Pr1awQGBsLJyQnLly/Hu3clyygJR3+3b98ObW1t1K1bvG7wgQMH8Ndff+HPP/9k950wYQKaN2+OFStWoH379ti9ezdu377NjmrzeDxMnDgRixYtgpubG7vElb29Pbp06QIA8PDwQEhICEaMGIENGzagoKAAY8eORZ8+fUpdmftr8rlSML/EAJqohgLob4+9qR6qmOpBR4tfshQavQwIYdHHIiGEVA4qB9F9+/bF69ev8csvv8DGxuazXOiePn0aMTExiImJQdWqVcVuY0Qm4C5cuBAvXryApqYm3N3dsWfPHvTo0YO9vVGjRti5cydmzZqFn376CW5ubjh06BC7RjQATJs2DVlZWRg5ciTS0tLQpEkThIWFsWtEA8COHTswduxYtGrVCnw+H927d8fq1avL8Rn4ctB8aEJIaWnwebgwNRA8Ho86UQiRoYYNrfRACCGVAY9hVAt79PX1ce3aNdSpU6e82vRNyMjIgImJCdLT02FsbFzRzVGbh6/T0WHNZQBA/JL2FdyayoeeH/ItEi5LF+Jli7BHxasYDGzohIVdaim6GwCg/uIzeJdZvLIBvWfIt+rBq3Q8TcpEd9+qyncmX5Wv9XqRkC+dyoXF3N3dkZOTUx5tIV+BWlVMsGdkQ1ye3qKim0IIqST+/T4AXXzsxYJmP2czTvf9c5AfqprpYcOAeuXVPEIqPe+qJhRAE0JIJaLySPSpU6cwf/58LF68GN7e3lJzoqmXjBvqWfw20Ug0+da9eJ+F+6/S0aE2FY4jhBBl6HqRkMpJ5TnRISEhAIBWrVqJbWcYBjweD0VFReppGSFfIYoZyLfOycIAThYGFd0MQgghhJBSUzmIDg8Pl3vbgwcPytQYQgghhBBCCCGkMlM5iG7evLnY75mZmdi1axf+/PNP3LlzB2PHjlVb4wghhBBCCCGEkMpE5cJiQhcvXsTgwYNhZ2eH5cuXo2XLlrh+/bo620YIIYQQQgghhFQqKo1EJyYmYtu2bdiyZQsyMjLQq1cv5OXl4dChQ/D09CyvNhLy1XA016/oJhBCCCGEEELKgPNIdMeOHVGzZk3cv38fK1euxJs3b7BmzZrybBshXx0jXS1cm9kSd2YFVXRTCCGEEEIIIaXAeST6xIkTGD9+PEaNGgU3N7fybNM3QbiyWEZGRgW3hHxuBjwAAiAjI6+im0IIIYSQSkx4najiirSEkHLGOYi+fPkytmzZAl9fX3h4eGDgwIHo06dPebbtq/b+/XsAgIODQwW3hBBCCCGEVGaZmZkwMTGp6GYQQj7hMSp2bWVlZWHPnj3466+/cPPmTRQVFeG3337D0KFDYWRkVF7t/OqkpaXBzMwMCQkJ9KFYiWVkZMDBwQEvX76EsbFxRTeHKEDn6stB5+rLQOfpy0Hn6stQmvPEMAwyMzNhb28PPr/U9YAJIWqmchAtKjo6Glu2bME///yDtLQ0tG7dGkeOHFFn+75aGRkZMDExQXp6On3hVWJ0nr4cdK6+HHSuvgx0nr4cdK6+DHSeCPl6lKlLq2bNmli6dClevXqFXbt2qatNhBBCCCGEEEJIpaSWvBANDQ106dKFRqEJIYQQQgghhHzVaHJFBdHR0cHcuXOho6NT0U0hCtB5+nLQufpy0Ln6MtB5+nLQufoy0Hki5OtRpjnRhBBCCCGEEELIt4RGogkhhBBCCCGEEI4oiCaEEEIIIYQQQjiiIJoQQgghhBBCCOGIgmhCCCGEEEIIIYQjCqIrwNq1a+Hs7AxdXV34+/vj5s2bFd2kb15oaCjq168PIyMjWFtbo0uXLoiOjhbbJzc3F2PGjIGFhQUMDQ3RvXt3JCUlVVCLCQAsWbIEPB4PEydOZLfReao8Xr9+jQEDBsDCwgJ6enrw9vbG7du32dsZhsGcOXNgZ2cHPT09BAUF4dmzZxXY4m9PUVERZs+eDRcXF+jp6aF69epYuHAhRGuO0nmqGBcvXkTHjh1hb28PHo+HQ4cOid3O5bykpqaif//+MDY2hqmpKYYNG4aPHz9+xr/i26DoXBUUFGD69Onw9vaGgYEB7O3tMWjQILx580bsGHSuCPmyUBD9me3ZsweTJ0/G3LlzERERgTp16iA4OBjJyckV3bRv2oULFzBmzBhcv34dp0+fRkFBAdq0aYOsrCx2n0mTJuG///7D3r17ceHCBbx58wbdunWrwFZ/227duoWNGzeidu3aYtvpPFUOHz58QOPGjaGlpYUTJ07g8ePHWLFiBczMzNh9li5ditWrV2PDhg24ceMGDAwMEBwcjNzc3Aps+bfl119/xfr16/HHH38gKioKv/76K5YuXYo1a9aw+9B5qhhZWVmoU6cO1q5dK/N2Luelf//+ePToEU6fPo2jR4/i4sWLGDly5Of6E74Zis5VdnY2IiIiMHv2bERERODAgQOIjo5Gp06dxPajc0XIF4Yhn1WDBg2YMWPGsL8XFRUx9vb2TGhoaAW2ikhKTk5mADAXLlxgGIZh0tLSGC0tLWbv3r3sPlFRUQwA5tq1axXVzG9WZmYm4+bmxpw+fZpp3rw5M2HCBIZh6DxVJtOnT2eaNGki93aBQMDY2toyy5YtY7elpaUxOjo6zK5duz5HEwnDMO3bt2eGDh0qtq1bt25M//79GYah81RZAGAOHjzI/s7lvDx+/JgBwNy6dYvd58SJEwyPx2Nev3792dr+rZE8V7LcvHmTAcC8ePGCYRg6V4R8iWgk+jPKz8/HnTt3EBQUxG7j8/kICgrCtWvXKrBlRFJ6ejoAwNzcHABw584dFBQUiJ07d3d3ODo60rmrAGPGjEH79u3FzgdA56kyOXLkCPz8/NCzZ09YW1ujbt262Lx5M3t7XFwcEhMTxc6ViYkJ/P396Vx9Ro0aNcLZs2fx9OlTAMC9e/dw+fJltG3bFgCdp8qKy3m5du0aTE1N4efnx+4TFBQEPp+PGzdufPY2kxLp6eng8XgwNTUFQOeKkC+RZkU34FuSkpKCoqIi2NjYiG23sbHBkydPKqhVRJJAIMDEiRPRuHFj1KpVCwCQmJgIbW1t9gtPyMbGBomJiRXQym/X7t27ERERgVu3bkndRuep8nj+/DnWr1+PyZMn46effsKtW7cwfvx4aGtrY/Dgwez5kPV5SOfq85kxYwYyMjLg7u4ODQ0NFBUVYfHixejfvz8A0HmqpLicl8TERFhbW4vdrqmpCXNzczp3FSg3NxfTp09H3759YWxsDIDOFSFfIgqiCZEwZswYPHz4EJcvX67ophAJL1++xIQJE3D69Gno6upWdHOIAgKBAH5+fvjll18AAHXr1sXDhw+xYcMGDB48uIJbR4T+/fdf7NixAzt37oSXlxciIyMxceJE2Nvb03kiRM0KCgrQq1cvMAyD9evXV3RzCCFlQOncn5GlpSU0NDSkKgUnJSXB1ta2glpFRI0dOxZHjx5FeHg4qlatym63tbVFfn4+0tLSxPanc/d53blzB8nJyahXrx40NTWhqamJCxcuYPXq1dDU1ISNjQ2dp0rCzs4Onp6eYts8PDyQkJAAAOz5oM/DijV16lTMmDEDffr0gbe3NwYOHIhJkyYhNDQUAJ2nyorLebG1tZUqWlpYWIjU1FQ6dxVAGEC/ePECp0+fZkehATpXhHyJKIj+jLS1teHr64uzZ8+y2wQCAc6ePYuAgIAKbBlhGAZjx47FwYMHce7cObi4uIjd7uvrCy0tLbFzFx0djYSEBDp3n1GrVq3w4MEDREZGsj9+fn7o378/+386T5VD48aNpZaJe/r0KZycnAAALi4usLW1FTtXGRkZuHHjBp2rzyg7Oxt8vvilgIaGBgQCAQA6T5UVl/MSEBCAtLQ03Llzh93n3LlzEAgE8Pf3/+xt/pYJA+hnz57hzJkzsLCwELudzhUhX6CKrmz2rdm9ezejo6PDbNu2jXn8+DEzcuRIxtTUlElMTKzopn3TRo0axZiYmDDnz59n3r59y/5kZ2ez+/zwww+Mo6Mjc+7cOeb27dtMQEAAExAQUIGtJgzDiFXnZhg6T5XFzZs3GU1NTWbx4sXMs2fPmB07djD6+vrM//73P3afJUuWMKampszhw4eZ+/fvM507d2ZcXFyYnJycCmz5t2Xw4MFMlSpVmKNHjzJxcXHMgQMHGEtLS2batGnsPnSeKkZmZiZz9+5d5u7duwwA5rfffmPu3r3LVnTmcl5CQkKYunXrMjdu3GAuX77MuLm5MX379q2oP+mrpehc5efnM506dWKqVq3KREZGil1j5OXlscegc0XIl4WC6AqwZs0axtHRkdHW1mYaNGjAXL9+vaKb9M0DIPNn69at7D45OTnM6NGjGTMzM0ZfX5/p2rUr8/bt24prNGEYRjqIpvNUefz3339MrVq1GB0dHcbd3Z3ZtGmT2O0CgYCZPXs2Y2Njw+jo6DCtWrVioqOjK6i136aMjAxmwoQJjKOjI6Orq8tUq1aN+fnnn8Uu7uk8VYzw8HCZ30uDBw9mGIbbeXn//j3Tt29fxtDQkDE2NmaGDBnCZGZmVsBf83VTdK7i4uLkXmOEh4ezx6BzRciXhccwDPP5xr0JIYQQQgghhJAvF82JJoQQQgghhBBCOKIgmhBCCCGEEEII4YiCaEIIIYQQQgghhCMKogkhhBBCCCGEEI4oiCaEEEIIIYQQQjiiIJoQQgghhBBCCOGIgmhCCCGEEEIIIYQjCqIJIYQQQgghhBCOKIgmhJCv2HfffYcuXbpU2OMPHDgQv/zyS4U9vjps27YNpqamnPYNCwuDj48PBAJB+TaKEEIIIRWGgmhCCPlC8Xg8hT/z5s3DqlWrsG3btgpp371793D8+HGMHz++Qh6/IoSEhEBLSws7duyo6KYQQgghpJxoVnQDCCGElM7bt2/Z/+/Zswdz5sxBdHQ0u83Q0BCGhoYV0TQAwJo1a9CzZ88KbUNF+O6777B69WoMHDiwoptCCCGEkHJAI9GEEPKFsrW1ZX9MTEzA4/HEthkaGkqlcwcGBmLcuHGYOHEizMzMYGNjg82bNyMrKwtDhgyBkZERXF1dceLECbHHevjwIdq2bQtDQ0PY2Nhg4MCBSElJkdu2oqIi7Nu3Dx07dhTbvm7dOri5uUFXVxc2Njbo0aMHe5tAIEBoaChcXFygp6eHOnXqYN++fWL3f/ToETp06ABjY2MYGRmhadOmiI2NZe+/YMECVK1aFTo6OvDx8UFYWBh73/j4ePB4PBw4cAAtWrSAvr4+6tSpg2vXrok9xrZt2+Do6Ah9fX107doV79+/F7v93r17aNGiBYyMjGBsbAxfX1/cvn2bvb1jx464ffs22y5CCCGEfF0oiCaEkG/M9u3bYWlpiZs3b2LcuHEYNWoUevbsiUaNGiEiIgJt2rTBwIEDkZ2dDQBIS0tDy5YtUbduXdy+fRthYWFISkpCr1695D7G/fv3kZ6eDj8/P3bb7du3MX78eCxYsADR0dEICwtDs2bN2NtDQ0Px999/Y8OGDXj06BEmTZqEAQMG4MKFCwCA169fo1mzZtDR0cG5c+dw584dDB06FIWFhQCAVatWYcWKFVi+fDnu37+P4OBgdOrUCc+ePRNr288//4wff/wRkZGRqFGjBvr27cse48aNGxg2bBjGjh2LyMhItGjRAosWLRK7f//+/VG1alXcunULd+7cwYwZM6ClpcXe7ujoCBsbG1y6dKk0p4cQQgghlR1DCCHki7d161bGxMREavvgwYOZzp07s783b96cadKkCft7YWEhY2BgwAwcOJDd9vbtWwYAc+3aNYZhGGbhwoVMmzZtxI778uVLBgATHR0tsz0HDx5kNDQ0GIFAwG7bv38/Y2xszGRkZEjtn5uby+jr6zNXr14V2z5s2DCmb9++DMMwzMyZMxkXFxcmPz9f5mPa29szixcvFttWv359ZvTo0QzDMExcXBwDgPnzzz/Z2x89esQAYKKiohiGYZi+ffsy7dq1EztG7969xZ5bIyMjZtu2bTLbIFS3bl1m3rx5CvchhBBCyJeJRqIJIeQbU7t2bfb/GhoasLCwgLe3N7vNxsYGAJCcnAygOH05PDycnWNtaGgId3d3AJCbspyTkwMdHR3weDx2W+vWreHk5IRq1aph4MCB2LFjBzvaHRMTg+zsbLRu3Vrscf7++2/2MSIjI9G0aVOxUV+hjIwMvHnzBo0bNxbb3rhxY0RFRcn9++3s7MT+1qioKPj7+4vtHxAQIPb75MmTMXz4cAQFBWHJkiUynwM9PT32byOEEELI14UKixFCyDdGMgjl8Xhi24SBr3CZpo8fP6Jjx4749ddfpY4lDEIlWVpaIjs7G/n5+dDW1gYAGBkZISIiAufPn8epU6cwZ84czJs3D7du3cLHjx8BAMeOHUOVKlXEjqWjowOgODBVB0V/Kxfz5s1Dv379cOzYMZw4cQJz587F7t270bVrV3af1NRUWFlZqaW9hBBCCKlcaCSaEEKIQvXq1cOjR4/g7OwMV1dXsR8DAwOZ9/Hx8QEAPH78WGy7pqYmgoKCsHTpUty/fx/x8fE4d+4cPD09oaOjg4SEBKnHcHBwAFA8gnzp0iUUFBRIPZ6xsTHs7e1x5coVse1XrlyBp6cn57/Vw8MDN27cENt2/fp1qf1q1KiBSZMm4dSpU+jWrRu2bt3K3pabm4vY2FjUrVuX8+MSQggh5MtBQTQhhBCFxowZg9TUVPTt2xe3bt1CbGwsTp48iSFDhqCoqEjmfaysrFCvXj1cvnyZ3Xb06FGsXr0akZGRePHiBf7++28IBALUrFkTRkZG+PHHHzFp0iRs374dsbGxiIiIwJo1a7B9+3YAwNixY5GRkYE+ffrg9u3bePbsGf755x92Wa+pU6fi119/xZ49exAdHY0ZM2YgMjISEyZM4Py3jh8/HmFhYVi+fDmePXuGP/74Q6zCd05ODsaOHYvz58/jxYsXuHLlCm7dugUPDw92n+vXr0NHR0cqDZwQQgghXwcKogkhhCgkHOEtKipCmzZt4O3tjYkTJ8LU1BR8vvyvkeHDh2PHjh3s76ampjhw4ABatmwJDw8PbNiwAbt27YKXlxcAYOHChZg9ezZCQ0Ph4eGBkJAQHDt2DC4uLgAACwsLnDt3Dh8/fkTz5s3h6+uLzZs3s+nZ48ePx+TJkzFlyhR4e3sjLCwMR44cgZubG+e/tWHDhti8eTNWrVqFOnXq4NSpU5g1axZ7u4aGBt6/f49BgwahRo0a6NWrF9q2bYv58+ez++zatQv9+/eHvr4+58clhBBCyJeDxzAMU9GNIIQQ8vXJyclBzZo1sWfPnm9mVDYlJQU1a9bE7du32eCfEEIIIV8XGokmhBBSLvT09PD3338jJSWlopvy2cTHx2PdunUUQBNCCCFfMRqJJoQQQgghhBBCOKKRaEIIIYQQQgghhCMKogkhhBBCCCGEEI4oiCaEEEIIIYQQQjiiIJoQQgghhBBCCOGIgmhCCCGEEEIIIYQjCqIJIYQQQgghhBCOKIgmhBBCCCGEEEI4oiCaEEIIIYQQQgjhiIJoQgghhBBCCCGEIwqiCSGEEEIIIYQQjiiIJoQQQgghhBBCOKIgmhBCCCGEEEII4YiCaEIIIYQQQgghhCMKogkhhBBCCCGEEI4oiCaEEKJ2PB4PY8eOLffHOX/+PHg8Hs6fP1/uj6WK7777Ds7OzmLbeDwe5s2bVyHtIYQQQoj6UBBNCCEV7MGDB+jRowecnJygq6uLKlWqoHXr1lizZk1FN02hq1evYt68eUhLS6vopqhk3bp14PF48Pf3r+imEEIIIeQLREE0IYRUoKtXr8LPzw/37t3DiBEj8Mcff2D48OHg8/lYtWpVRTdPoatXr2L+/PlfXBC9Y8cOODs74+bNm4iJiflsj5uTk4NZs2Z9tscjhBBCSPnQrOgGEELIt2zx4sUwMTHBrVu3YGpqKnZbcnJyxTTqKxYXF4erV6/iwIED+P7777Fjxw7MnTv3szy2rq7uZ3kcQgghhJQvGokmhJAKFBsbCy8vL6kAGgCsra3FfhfOM967dy88PT2hp6eHgIAAPHjwAACwceNGuLq6QldXF4GBgYiPj5c65t69e+Hr6ws9PT1YWlpiwIABeP36tdR+586dQ9OmTWFgYABTU1N07twZUVFR7O3z5s3D1KlTAQAuLi7g8Xjg8XhSj3no0CHUqlULOjo68PLyQlhYmNRjvX79GkOHDoWNjQ27319//SW136tXr9ClSxcYGBjA2toakyZNQl5entR+iuzYsQNmZmZo3749evTogR07dkjtI2+edXx8PHg8HrZt2ybzb9TV1UWtWrVw8OBBmY8ta0703bt30bZtWxgbG8PQ0BCtWrXC9evXVfqbCCGEEPJ50Ug0IYRUICcnJ1y7dg0PHz5ErVq1lO5/6dIlHDlyBGPGjAEAhIaGokOHDpg2bRrWrVuH0aNH48OHD1i6dCmGDh2Kc+fOsffdtm0bhgwZgvr16yM0NBRJSUlYtWoVrly5grt377KB/JkzZ9C2bVtUq1YN8+bNQ05ODtasWYPGjRsjIiICzs7O6NatG54+fYpdu3bh999/h6WlJQDAysqKfbzLly/jwIEDGD16NIyMjLB69Wp0794dCQkJsLCwAAAkJSWhYcOGbAeBlZUVTpw4gWHDhiEjIwMTJ04EUJwK3apVKyQkJGD8+PGwt7fHP//8I/b3cbFjxw5069YN2tra6Nu3L9avX49bt26hfv36Kh1H6NSpU+jevTs8PT0RGhqK9+/fY8iQIahatarS+z569AhNmzaFsbExpk2bBi0tLWzcuBGBgYG4cOECzdkmhBBCKiuGEEJIhTl16hSjoaHBaGhoMAEBAcy0adOYkydPMvn5+VL7AmB0dHSYuLg4dtvGjRsZAIytrS2TkZHBbp85cyYDgN03Pz+fsba2ZmrVqsXk5OSw+x09epQBwMyZM4fd5uPjw1hbWzPv379nt927d4/h8/nMoEGD2G3Lli0TewzJtmprazMxMTFixwDArFmzht02bNgwxs7OjklJSRG7f58+fRgTExMmOzubYRiGWblyJQOA+ffff9l9srKyGFdXVwYAEx4eLtUGSbdv32YAMKdPn2YYhmEEAgFTtWpVZsKECWL7hYeHyzxmXFwcA4DZunUru83Hx4exs7Nj0tLS2G2nTp1iADBOTk5Sz8ncuXPZ37t06cJoa2szsbGx7LY3b94wRkZGTLNmzZT+PYQQQgipGJTOTQghFah169a4du0aOnXqhHv37mHp0qUIDg5GlSpVcOTIEan9W7VqJbZ0knC0snv37jAyMpLa/vz5cwDA7du3kZycjNGjR4vNzW3fvj3c3d1x7NgxAMDbt28RGRmJ7777Dubm5ux+tWvXRuvWrXH8+HHOf1tQUBCqV68udgxjY2O2TQzDYP/+/ejYsSMYhkFKSgr7ExwcjPT0dERERAAAjh8/Djs7O/To0YM9nr6+PkaOHMm5PTt27ICNjQ1atGgBoDi9unfv3ti9ezeKioo4H0dI+FwNHjwYJiYm7PbWrVvD09NT4X2Liopw6tQpdOnSBdWqVWO329nZoV+/frh8+TIyMjJUbhMhhBBCyh8F0YQQUsHq16+PAwcO4MOHD7h58yZmzpyJzMxM9OjRA48fPxbb19HRUex3YfDm4OAgc/uHDx8AAC9evAAA1KxZU+rx3d3d2dsV7efh4YGUlBRkZWVx+rsk2woAZmZmbJvevXuHtLQ0bNq0CVZWVmI/Q4YMAVBSXO3FixdwdXUFj8cTO56sdspSVFSE3bt3o0WLFoiLi0NMTAxiYmLg7++PpKQknD17ltNxRAmfKzc3N6nblLXr3bt3yM7Olvs8CwQCvHz5UuU2EUIIIaT80ZxoQgipJLS1tVG/fn3Ur18fNWrUwJAhQ7B3716x6tEaGhoy7ytvO8Mw5dJWLpS1SSAQAAAGDBiAwYMHy9y3du3aamnLuXPn8PbtW+zevRu7d++Wun3Hjh1o06YNAEgF6kKlGa0mhBBCyNeHgmhCCKmE/Pz8ABSnDKuDk5MTACA6OhotW7YUuy06Opq9XXQ/SU+ePIGlpSUMDAwAyA82ubKysoKRkRGKiooQFBSktP0PHz4EwzBijyurnbLs2LED1tbWWLt2rdRtBw4cwMGDB7Fhwwbo6enBzMwMAKTWvxaOPIu2CQCePXsmdUxl7bKysoK+vr7c55nP50tlFxBCCCGkcqB0bkIIqUDh4eEyR4uFc4+5pisr4+fnB2tra2zYsEFsWagTJ04gKioK7du3B1A8J9fHxwfbt28XCyIfPnyIU6dOoV27duw2YTAtGWxypaGhge7du2P//v14+PCh1O3v3r1j/9+uXTu8efMG+/btY7dlZ2dj06ZNSh8nJycHBw4cQIcOHdCjRw+pn7FjxyIzM5Odg+7k5AQNDQ1cvHhR7Djr1q0T+130uUpPT2e3nz59WioNX9bf3qZNGxw+fFhsWbCkpCTs3LkTTZo0gbGxsdK/jRBCCCGfH41EE0JIBRo3bhyys7PRtWtXuLu7Iz8/H1evXsWePXvg7OzMzg0uKy0tLfz6668YMmQImjdvjr59+7JLXDk7O2PSpEnsvsuWLUPbtm0REBCAYcOGsUtcmZiYiK1z7OvrCwD4+eef0adPH2hpaaFjx45scM3FkiVLEB4eDn9/f4wYMQKenp5ITU1FREQEzpw5g9TUVADAiBEj8Mcff2DQoEG4c+cO7Ozs8M8//0BfX1/pYxw5cgSZmZno1KmTzNsbNmwIKysr7NixA71794aJiQl69uyJNWvWgMfjoXr16jh69Cg7P1tUaGgo2rdvjyZNmmDo0KFITU3FmjVr4OXlhY8fPyps16JFi3D69Gk0adIEo0ePhqamJjZu3Ii8vDwsXbqUw7NHCCGEkApRkaXBCSHkW3fixAlm6NChjLu7O2NoaMhoa2szrq6uzLhx45ikpCSxfQEwY8aMEdsmXHZp2bJlYtuFyzTt3btXbPuePXuYunXrMjo6Ooy5uTnTv39/5tWrV1LtOnPmDNO4cWNGT0+PMTY2Zjp27Mg8fvxYar+FCxcyVapUYfh8vthyV7LayjAM4+TkxAwePFhsW1JSEjNmzBjGwcGB0dLSYmxtbZlWrVoxmzZtEtvvxYsXTKdOnRh9fX3G0tKSmTBhAhMWFqZ0iauOHTsyurq6TFZWltx9vvvuO0ZLS4tdauvdu3dM9+7dGX19fcbMzIz5/vvvmYcPH0otccUwDLN//37Gw8OD0dHRYTw9PZkDBw4wgwcPVrrEFcMwTEREBBMcHMwYGhoy+vr6TIsWLZirV6/KbSchhBBCKh6PYSqw6gwhhBBCCCGEEPIFoTnRhBBCCCGEEEIIRxREE0IIIYQQQgghHFEQTQghhBBCCCGEcERBNCGEEEIIIYQQwhEF0YQQQgghhBBCCEcURBNCCCGEEEIIIRxREE0IIYQQQgghhHCkWZo7paWlYd++fYiNjcXUqVNhbm6OiIgI2NjYoEqVKupu41dJIBDgzZs3MDIyAo/Hq+jmEEIIIYSQSoZhGGRmZsLe3h58Po19EVJZ8BiGYVS5w/379xEUFAQTExPEx8cjOjoa1apVw6xZs5CQkIC///67vNr6VXn16hUcHBwquhmEEEIIIaSSe/nyJapWrVrRzSCEfKLySPTkyZPx3XffYenSpTAyMmK3t2vXDv369VNr475mwufu5cuXMDY2ruDWEELI51FYJMC7zDzYmerJvD07vxACBjDUKVWiFCGEfFUyMjLg4OAgds1NCKl4Kl+l3Lp1Cxs3bpTaXqVKFSQmJqqlUd8CYQq3sbExBdGEkG9G743XcCMuFTtH+KNRdUux24oEDGr/dBwA8HRRW2hrUuoiIYQAoKl/HBQVFaGgoKCim0HUSEtLCxoaGhXdDJlUDqJ1dHSQkZEhtf3p06ewsrJSS6MIIYR8nW7EpQIAdt5IkAqicwqK2P+nfMyDvZzRakIIIUSIYRgkJiYiLS2toptCyoGpqSlsbW0rXUeSykF0p06dsGDBAvz7778AinvGEhISMH36dHTv3l3tDRR18eJFLFu2DHfu3MHbt29x8OBBdOnShb2dYRjMnTsXmzdvRlpaGho3boz169fDzc2N3Sc1NRXjxo3Df//9Bz6fj+7du2PVqlUwNDRk97l//z7GjBmDW7duwcrKCuPGjcO0adPE2rJ3717Mnj0b8fHxcHNzw6+//op27dqV699PCCFfC5WKcRBCCCFyCANoa2tr6OvrV7pgi5QOwzDIzs5GcnIyAMDOzq6CWyRO5SB6xYoV6NGjB6ytrZGTk4PmzZsjMTERAQEBWLx4cXm0kZWVlYU6depg6NCh6Natm9TtS5cuxerVq7F9+3a4uLhg9uzZCA4OxuPHj6GrqwsA6N+/P96+fYvTp0+joKAAQ4YMwciRI7Fz504AxXNP2rRpg6CgIGzYsAEPHjzA0KFDYWpqipEjRwIArl69ir59+yI0NBQdOnTAzp070aVLF0RERKBWrVrl+hwQQgghhBBCilO4hQG0hYVFRTeHqJmeXnFGWnJyMqytrStVarfK1bmFLl++jPv37+Pjx4+oV68egoKC1N02hXg8nthINMMwsLe3x5QpU/Djjz8CANLT02FjY4Nt27ahT58+iIqKgqenJ27dugU/Pz8AQFhYGNq1a4dXr17B3t4e69evx88//4zExERoa2sDAGbMmIFDhw7hyZMnAIDevXsjKysLR48eZdvTsGFD+Pj4YMOGDZzan5GRARMTE6Snp9OcaELIN8N5xjEAQPvadljbr57YbR/zClFr7kkAwNUZLSmdmxDyzaPrRcVyc3MRFxcHZ2dnNuAiX5ecnBzEx8fDxcWFHRStDEpdtaVJkyYYPXo0pk2b9tkDaFni4uKQmJgo1hYTExP4+/vj2rVrAIBr167B1NSUDaABICgoCHw+Hzdu3GD3adasGRtAA0BwcDCio6Px4cMHdh/Jvzk4OJh9HFny8vKQkZEh9kMIId+CM4+T0OmPy4hJzizZyLH7ViBgcOfFB+SKzJcmhBBCRFEK99ersp5bTuncq1ev5nzA8ePHl7oxZSGsDG5jYyO23cbGhr0tMTER1tbWYrdramrC3NxcbB8XFxepYwhvMzMzQ2JiosLHkSU0NBTz588vxV9GCCFftuF/3wYAjNsVqfJ9/7z8HL8cf4KAahbYNbKhmltGCCGEEKI6TkH077//Lvb7u3fvkJ2dDVNTUwBAWloa9PX1YW1tXWFBdGU3c+ZMTJ48mf1duO4fIYR8KzJySpYeYTgORf/vegIA4Nrz9+XSJkIIIYQoJzmVVl0CAwPh4+ODlStXqvW45Y1TOndcXBz7s3jxYvj4+CAqKgqpqalITU1FVFQU6tWrh4ULF5Z3e+WytbUFACQlJYltT0pKYm+ztbVlK7wJFRYWIjU1VWwfWccQfQx5+whvl0VHR4ddE5rWhi47Su0k5MtTSTOyCCGEkM/u3bt3GDVqFBwdHaGjowNbW1sEBwfjypUrFdquefPmwcfHp0Lb8CVQeU707NmzsWbNGtSsWZPdVrNmTfz++++YNWuWWhunChcXF9ja2uLs2bPstoyMDNy4cQMBAQEAgICAAKSlpeHOnTvsPufOnYNAIIC/vz+7z8WLF8UWaz99+jRq1qwJMzMzdh/RxxHuI3wcUr4OR76G++ww/O/6i4puCiGklEpX0pIQQgj5OnTv3h13797F9u3b8fTpUxw5cgSBgYF4/54yr74EKgfRb9++RWFhodT2oqIiqdFZdfv48SMiIyMRGRkJoHiEPDIyEgkJCeDxeJg4cSIWLVqEI0eO4MGDBxg0aBDs7e3ZtAMPDw+EhIRgxIgRuHnzJq5cuYKxY8eiT58+sLe3BwD069cP2traGDZsGB49eoQ9e/Zg1apVYqnYEyZMQFhYGFasWIEnT55g3rx5uH37NsaOHVuufz8pNmF3JABg1qGHFdsQQohKlI1Ey1osgkavCSGEfG3S0tJw6dIl/Prrr2jRogWcnJzQoEEDzJw5E506dQJQnD69ceNGdOjQAfr6+vDw8MC1a9cQExODwMBAGBgYoFGjRoiNjRU79vr161G9enVoa2ujZs2a+Oeff8RuT0hIQOfOnWFoaAhjY2P06tWLjeG2bduG+fPn4969e+DxeODxeNi2bRt735SUFHTt2hX6+vpwc3PDkSNHxI798OFDtG3bFoaGhrCxscHAgQORkpLC3p6VlYVBgwbB0NAQdnZ2WLFihTqf1s9K5SC6VatW+P777xEREcFuu3PnDkaNGlXuVbpv376NunXrom7dugCAyZMno27dupgzZw4AYNq0aRg3bhxGjhyJ+vXr4+PHjwgLCxMrh75jxw64u7ujVatWaNeuHZo0aYJNmzaxt5uYmODUqVOIi4uDr68vpkyZgjlz5rBrRANAo0aNsHPnTmzatAl16tTBvn37cOjQIVojGsWVdKfuvYe/LsdVdFMIIZUYjUQTQggpDwzDIDu/8LP/qLJqsKGhIQwNDXHo0CHk5eXJ3W/hwoUYNGgQIiMj4e7ujn79+uH777/HzJkzcfv2bTAMIzaId/DgQUyYMAFTpkzBw4cP8f3332PIkCEIDw8HAAgEAnTu3Bmpqam4cOECTp8+jefPn6N3794AipfxnTJlCry8vPD27Vu8ffuWvQ0A5s+fj169euH+/fto164d+vfvj9TUVADFHQMtW7ZE3bp1cfv2bYSFhSEpKQm9evVi7z916lRcuHABhw8fxqlTp3D+/HmxmPJLovI60e/evcPgwYMRFhYGLS0tAMXzioODg7Ft2zap6tdEtq913b/z0cn4bustAED8kvbl8hjCdWbL8zEIIeojfM86musjITUbABDsZYONA/3E9svMLYD3vFMAStaJbr4sHC/eF9+H3u+EkG/N13q9qC7CdaJF1xDOzi+E55yTn70tjxcEQ1+bU81mAMD+/fsxYsQI5OTkoF69emjevDn69OmD2rVrAygeiZ41axZbc+r69esICAjAli1bMHToUADA7t27MWTIEOTk5AAAGjduDC8vL7EBwl69eiErKwvHjh3D6dOn0bZtW8TFxbEFjh8/fgwvLy/cvHkT9evXx7x583Do0CE281dIsj1ZWVkwNDTEiRMnEBISgkWLFuHSpUs4ebLkuX/16hUcHBwQHR0Ne3t7WFhY4H//+x969uwJAEhNTUXVqlUxcuRIuYXFZJ3jykDlkWgrKyscP34cT548wd69e7F3715ERUXh+PHjFEATZOZKp/oTQgggnprNtfuWsrkJIYR8jbp37443b97gyJEjCAkJwfnz51GvXj2x9GlhQA2ULLnr7e0tti03NxcZGRkAgKioKDRu3FjscRo3boyoqCj2dgcHB7EVgjw9PWFqasruo4hoewwMDGBsbMwWbb537x7Cw8PZUXZDQ0O4u7sDAGJjYxEbG4v8/Hy2DhUAmJubi9XZ+pJw7y6RUKNGDdSoUUOdbSFfqHeZeXj5IRv1HM2QnU9BNFGf5Mxc6GhqwERPq6KbQgghhJAvgJ6WBh4vCK6Qx1WVrq4uWrdujdatW2P27NkYPnw45s6di++++w4A2KxfoHgkWN42gUBQhpZzJ/rYwscXPvbHjx/RsWNH/Prrr1L3s7OzQ0xMzGdp4+eichAtTB+Q56+//ip1Y8iXqf7iMwCAvT8EYGlYdAW3hnwtMnIL0GBxcRV8dafxMgyDKXvvwcJAGz+391TrsYl8oqPKhQLFQ9E0ZZqQymHL5TiY6WuhW72qFd0UQjjh8XgqpVVXJp6enjh06FCp7+/h4YErV65g8ODB7LYrV67A09OTvf3ly5d4+fKlWDp3Wloau4+2tjaKilRfSrZevXrYv38/nJ2doakp/fxXr14dWlpauHHjBhwdHQEAHz58wNOnT9G8eXOVH6+iqfwK+/Dhg9jvBQUFePjwITuZnHz9niZlQl9bA1XN9MW2X36WgvdZ+RXUKvK1KCgS4G1aLnpuvFpujxH77iMORLwGAAqiK8i5J8lS23gySnHL2kYI+TxevM/CwqOPAYCCaELU6P379+jZsyeGDh2K2rVrw8jICLdv38bSpUvRuXPnUh936tSp6NWrF+rWrYugoCD8999/OHDgAM6cKR7wCgoKgre3N/r374+VK1eisLAQo0ePRvPmzeHnV1ynxNnZmV0BqWrVqjAyMoKOjo7Sxx4zZgw2b96Mvn37Ytq0aTA3N0dMTAx2796NP//8E4aGhhg2bBimTp0KCwsLWFtb4+effwafr/Ls4kpB5SD64MGDUtsEAgFGjRqF6tWrq6VRpPJ6l5mHNr9fBFB+RX6SM3PxNPEjGrta0AV0KRUJGGjwv7znrrBIgIDQs0j5WL6dMQVFNM5ZEej9/PVjGIbO81ckI4emaBFSHgwNDeHv74/ff/8dsbGxKCgogIODA0aMGIGffvqp1Mft0qULVq1aheXLl2PChAlwcXHB1q1bERgYCKD4e/jw4cMYN24cmjVrBj6fj5CQEKxZs4Y9Rvfu3XHgwAG0aNECaWlp2Lp1K5teroi9vT2uXLmC6dOno02bNsjLy4OTkxNCQkLYQHnZsmVs2reRkRGmTJmC9PT0Uv+9FUktuQ58Ph+TJ09GYGAgpk2bpo5DfnN+OxWNU4+TsG9UIxjqVN4UlOfvPsq9TV1hiTCFd1UfH3T2qSJ2m0BJCmhllFdYhPcf82FvqvdZHu/f2y/x88EH+HNwfTSvYfVZHlNdkjPzyj2ABoo7GcjnV5rQisKxyu/Ss3c4/uAtxrRwRff1V9Ghtj1md6AMj68B9YcQUj50dHQQGhqK0NBQuftILqDk7OwstS0wMFBq26hRozBq1Ci5x3V0dMThw4cVtm3fvn1K2wMUL2slys3NDQcOHJB7bENDQ/zzzz9ia1dPnTpV7v6VmdrGz2NjY1FYSD2WpbX6XAyeJGZi540XFd0UhUTfPr+ffipxo3oDkwm7I8V+T/mYB//Qs2p9jM+h3apLaLTkHB6+TgfDMJj8byTmHXlUbo83bd99FBQxGPn37XJ7jC/d8Qdv2f+ruMofZ5efpWD5yWgK2MsoOVP++plEddGJmcjJV22u24kHb9Fl7RUkfFpqTNLALTex6+ZLNPk1HEkZedhyOU4dTSUqiknOxO6bCeX6mfP+Yx7epud80Z9r7zLz8CYtp6KbQQj5wqk85Dl58mSx3xmGwdu3b3Hs2DGxSeykdPILP091PXVYdfYZOtS2Y39ffU686t7umwmobm2I+s7manm8LZfj8O4LvKCOfZcFAJh54AHGt3Jj5+LO6eAJfjmmXPMr2RBCRm4Bhm+7jWfJmVjRqw5auttwvq+6UkSTMnKRlVeIj3klHX4MU/bRlrsJH5BbIEBAdQt224AtNwAAjhb66OXnIO+uKmMYBk+TPsLV2lCtKfsH776CvrYmgr1s1XZMKUqaK6tDQ/RcfQ7Z+YXQ1uBDU+PLnKOlyNmoJAzbfhs1bAxxahL3Ii6jdkQAAGYevI8dwxuWV/MqzKlHidh48Tl+7+UDRwt95Xf4zAqLBLj94gPuvUzDyGbV5H4WBv1WPNWKz+ep7TNH8qF8F51h/39lRktUUUOGVWJ6Lkz0tBD5Mg0DttxAxKzWMNEv+4oMadn5GLrtFiYG1UAzkawsYTHUB/PawEiXVn4ghJSOylcJd+/eFfu5f/8+AGDFihVyF8kmioleOMYky0+XlicuJQuP3nye+QSS17hPEjPl7jvjwAP03HBNbY8tK5X7+vP3aju+LJm5BUpTyJ8mZSIpIxeA4k6QB6/TMUJkdLi8+/FzClSvrKjM76efYsjWmygsUr2z57dTT3EzPhUfsgswdJv0KPnD1+k4EPFK5n0jEtJUfjxJBUUC+P9yFi1XXBDrjFHHeei67ir6br6O9x+lO3lepcoevSutNediELzyImYdeqC2YyZn5GLSnnv4/p87ajumkOh7QpWQX5V9Lz17h6i3GezvAgGDBf89lvt6Et3vx733sObsMwDF73fPOSfh+vMJuRkKz5IyyxTYZ+QWIFfJe7O8siMO3C3uwHua9FFpG2T5HPNj07LzUSDn86W8npeR/9zBnRcf8OPeeyrfN7egCK/LcVTz+buP8JgThj6briP0xBOcfJSo9D534j8o3ac0RN9jADDgzxty92UYBvOOPMK2K4qzEiJfpqFh6Fl4zAlD383XUSRgUGfBKbW012fBaUQkpGHQXzdl3v7qQ8WPRucWFOFqTMoXNYBCCCmmchAdHh4u9nP27Fns3r0bI0eOlFnOnCgnel2gar2j7PxCtFh+Hu1XX0aqRGXswiKB1LrNuQVF2HzxucK5zbJM33cfP+69B6acQr+rsSmYsf8+MnIL5O6z9470BXGfTdfLpT0AcD46Gd7zTqHaT8fl7vM6LQdtfr8I/1/O4viDt6gx6wT+maF42QAA37pJREFUvf0SRQIGT5MyFV70ldcFYXlJ+ZiHVWefITz6Hc5Hv8O0ffcw88B9Tvd99CYd267Gi237mFeIDRdiEZ2YiZjkj+iw5jKWn3oq8/5v0+Vf7Ei+7mUJPR6FGrNOsL+feFhyIarO8/BORhCtrqMXFAlQUCTAb5+mUey6+VJNRwbSc0red9uuxMkNYuTJK5QfkLVYfp79f3lctMYkf8TALTfRdtUldlt4dDL+uhKHyf8qDooO3H2NfXdeYcXpp4hJ/ogNF2LZ22QVn7sdn4rWv18U+5uUeZ2WA+cZx7DufAwycwtQe94p1BcZzZO08UIsGi05h5dq7nyR5D47TOXHkAyiFJGX+i1PWnY+Xn3Ihs+C02gnci6F/jj3DC4zj2PFqWiV09HlyS8UiE1LSs1WvR5D4LLzaLzkHJ4lye9QBoq/e385HoVb8akqHX/NuRix12K8xPOampWPxkvO4dj9kikqe25z/2y4FZ+Kg3dldzY9fJ2O9qsvs7+3lTgvijq6IhI+YNvVeMz777HCx++y9orM7eHR0tX7y+JDVj7ORiVhyNaSgFqg5LM/J78I/1x/oXInyZPEDKTI+C6QZfK/kej35w0sPib9PMWnZKHTH5dxmkPHCSHk81M5iG7ZsqXUJHIAyMjIoCWuSqlI5IP8v3tv8Nvpp0q/kIXqLTzN/v/Ss3fotu4KQlZehPOMY3D9+QQ855zEDpF51ivPPMPi41FoueIC/rocx+mDPj27AHtuv8S+O6/w5C23dqmq3+Yb2H3rJVaclL/ONJdgSV3eZebhu623lO738HVJBsDoTymP0/bdx9R999Dm94vYfOm53PuWJrjacysBYQ+LL5Zy8ouwNOwJ7iaUjDq8+lA+F96nHyfBT+TC//rz9/j39ivsuvkSzjOO4cX7LIX3F70QE6o19ySWnHiC4JUXEfTbBYX3H7vzrsxAbeuVONRbeFos+JFl48XncqfsKzsPj96kY+reewoDefZYMg6mjhi98NMoeuMl58p+MBlEUzbn/fcYE/dEcg6CrsamoOasMKwNj5F5u+gFaJ7EaIs65lXGinQIRr5MAwA845jREyHy3jl2/y3Whpe8jni84tf5vCOP4LfoNJ4kZrCjgKpMKxGes6Vh0Xj8pjgIzRSbTsAgPiWLzXgJPfEEb9NzseTEE86PwVXEC/ERyp03E1S6v7K1vUXFKflMELXpYix8FpxG/08jm6LnL+VjHlaeecp2sK05FwOPOWHIUiEb4NGbdLRccR4Xnr4T2/73tXis+pSFABR3yNxN+ICfDj7AB47fN4mfspDWK/kMWn8+FpsuPlc5O0uyk2/JiSdi77XGS87hdVoOxuyMUOm4Qj03XMOkPfcwde89DPrrpliGQq+NStqqIIoWzVpYGx6DN2k5yC0owuR/IxH2UHlQqEpWDJfPkY5/XMaw7bcRHl3yGhAo6CsUCBgsPfkEsw89RPvV0p06svafdegBBm65gZCVl8S+L+VhGAbHHxQ/F9uvSdfDmbbvPu6/SsckJZ2BhJCKoXIQff78eeTnS3+55Obm4tIl5R80RJrkF8Dqs8/Q+veLYsGvPLkFJd8CE3ZHIiIhTSrF+ueDD5FbUISDd1+JpYItOPoYw7YpDxQLRb5pFhwV7y1Vd8qwcL6wpIVHFfdmy5OTX4SbcakoEjDIzi/EiL9vY5+MEW1JwjlTypx+nCRzu/DvWHNOdmABiAdXY3ZGYMjWmwpHRV+mZmP6/gf44X/FF0vrL8Ri3flYdF1XvJ7yhguxaPJrOKd2q2qERJGyPyUKB5X2Ak4VR++9Ffv9SkwK5n8a5ShLwKEsyG2/+jL23nmF8bvuyrx97uGH7P+LBIxU+r+qo7qyJGXmITUrvxyLbIlfDR+7/xbNlnF7LU3aEwkAWPapA+xw5Gs0XxaOJ4kZSi9uv9sqO81SFWejSt6DTz999nF5PRQUCbDzRkkQ+T5L/Lnl83jos+k6tl2NR8rHfISsvATRP6ffZtWzYEQzIIRB2sozzxC4/Dx+3Cd+oXzsgfjrvbSy8grZDqi36blqOaYoedlDg+Wk0Mryy/Hi8/VCouPm39sv4bfoDFaeeSZ1n/4KUokldVhzGc/fZUm16amMzuqu665i540EDNuu/LtR1IGI1zj1KBHp2bKfj+cp3DsVRJ2S8R2zTKSzWV3fwXvvvMLFp+/E3hPZSkb88wrkf7aJdrgsOxmNRkvOwX12GA5EvMYP/ysOkPcqGDFXVu4hLiULzjOOocasE6j+03E4zziGUf+TH3jLyoIplBNFFxQJEPT7BWy9Eg8ASJNzToV+3HsP1X46jv9dT8ClZynsdmWdy/lKvhvScj7fwMHX4EvL7iPcVdZzyzmIvn//Pjv/+fHjx+zv9+/fx927d7FlyxZUqVJFyVGILPLmFf988KHM7aWx/GQ0Ju25hziJL/J7r5TPpd59S/4X3bR93NJ5FREdScqUM7pQ2mqvP/zvDnptvIZ14THYeiUepx8nlWremywCAYOLEiMbkhQFUMLU+Jz8Ihy7/xbh0e/wOi1H6sMiLiUL8448wrPkktdJYZEAsRKjbeoauSpNquTnmFs25dN5S87IBcMwUhfRzjOOwXnGMTAMgzsvUrH8ZDTyCwVKP3y5TlG4Ff8BzjOOiaVNZuUVio0gdFhzGe1WXxILpDdelJ+NIPQmLQeHI1+zQefhyNeYe/gh+7s6l3a79Owd/r4WjxbLz+NqTApyC4pw6Zni17EiSRklwee2K3GYsDsSL95nY8KuSOy+pXikU/SCs7T+vV3SKaZKoT7JqSB/S4wEybrAFv0cuhorXY9h0dHHWHZS/vtQdEqDcF61cCT0QMRrlVKgcwuKUCRgcDUmBRsuxLKv89SsfLZmQXZ+IbzmnoTP/NOc5kD/cy1earRW8v0jGficfiS7I5EreamyTxIzFH6/CLMOuJD3EVCoYP5UaeowjPznjtz5vKLP44TddzldFGblFSoMZBUFaXdeqJY2LvRQTfVVuHR8T1VwfhWNEgMl00RE5xKfeJiIPpuuKQ1ehZaGyc58u/PiA56/Ez/G06RMFAkY7LvzSuw6Kju/UG7H/MPXiqc/KHsJPE1SvUbOt0hLq7g4XHZ2+U6BIRVHeG6F57qy4DyJ2cfHBzweDzweT2batp6enthC3YS70ONR5f4YkiOHqlimIMVaHX6TMw9WHYQXhCtOP8XIZtU43Ydrj9fWq/FKRwZzFfTUP3ydDl8nc7GLdYYpTjtzMNPH+gG+AEouFkQvwM9EJYkVVVt5pvTP4aG7r7E07Ak2DfLD+ehkLD/1FFsG+6GVB/fq2bJ66nPyi6CnrcE5LZKLf2+9xLT99/G9gnP56kMOuq8vTkM00NGEo7niaruqdnCO2RmB9rXbAyiuuC7pSWKm1NxKZdXFA5edR36RAB+y8jEowJld3s3RwgDxKVno7GOvWiMlpGXn4+j9t3CzNsTALSWjcf1UGM3jQnT+Y3RSplo7AoUiX6Zh0dHHmNXBEz4OpmK3qVKM7I5EarMk4Qg7V2/Tc9jP2XEt3aCrpaFw/5cfsuEg8drkOvqfmVsA73mnUNPGCNGfRlNdrQzhYmWAVisuwLuKCf4b1wRRn6bf5BQUwXveSanjrD8fC20NPiYGueHeq3TMPly89F78kuLX98vUbMw6JH4Op+67j651q7DVy0NPlO37K0XOZ6i8AEcVCe+zpapLb70SBx8HU9R1NGOfu89BtO7A4cg3OBz5Bg/nByM7rxAJqdnwk1jF4r97bzBOTvYLUNyJ0nzZebm3d19/jT2PqjgQ8Rq/9fIRa688ir4rE5TMt1c2N1zZKK0815+novmy85z+9mtyCpPK+hyZ9emz7OandscvaQ+BgMHsQ/KXq1Q055phGHT+Q3w+uPOMY4haEAI9bQ2klWJ+/rdKQ0MDpqamSE4unkevr6+vltU8SMVjGAbZ2dlITk6GqakpNDQUf69+bpyD6Li4ODAMg2rVquHmzZuwsipZLkBbWxvW1taV7o/7UtyIk/9lEp+SBRtjXehpSz+3n2O5p/KsOiqkKG1x/51XpR7llCyas0liRLBIwODB63R42hlDW7MkKUNRsbLkzFycfJSErnWr4H/Xy7amt/AiR3SQ8cTDt3j4OkNpD7YwpVtIVrojVxM/BQvjdt1le9jH77qLRwtCSnW8Oy9SMW7nXbxJz8WSbt6c56dysfBT8RVFo7uilZOXnyqfdZq3XYmDk6UBjtx7I/N2TYkR0aux79HY1VLu8YQXjBefpaCBS8kyWcLRnH/K8ForLBLAZ8Fp5TvKoa7lxdThwat0thBRl7VXsHVIfbHbl558Al8nM7FtpW3/lRjVKv+LpkqnZuXDXsnSP8+SPqJRdfmvCUVufvrOEA0CD0a+RnVLAwDFKwEA4u8FWYXSgOKR8EbVLfBeRmdX06Wyg3qvuSexrGcdeNoZIeVj6S/2H75OR2c5haW4TIPYfjUegxs5y7wtJ79IZqeEcArI1OCaePRG8efs8Qdv0c7bTuE+soi+5jJyC8AwsrMuBv91k+3M+ff7APg4mLLfRYoCaKC4I1UZgYCRys54mZqNj3mF8LAzRvgT2cW7HrxKR8c/pOtYSPqgJM1ZkUWlnKLFFdfq80fvv4GFgY7Y8oSyMlpuygj6/7oSh/0KVgBQFEQ/epMhsxPnz0vPMa6VG3pvLL+iqV8jW9vipRmFgTT5upiamrLnuDLhHEQ7OTkBAATKcmy+IWvXrsWyZcuQmJiIOnXqYM2aNWjQoIFaHyPw0yjk6UnN4GZjJHYb13m7ymy7EofvGrvIvE3e/C5VDN9+G7/1rgNjkfUYGYaBgClOW1VkSilTrzNzC+ReAALFFxe/n36KP8Jj0KmOPVb3rYu8wiLwwFPYqdFg8VkAwPknyUore3IlmqornBsopK5iagzDYMCWG9DR1MCWwX4ygwrREfGsTymEhUUCzuvlTvn3Hlp7WosF+DNkjNSWRWau8mJCf1+LZ//PJYDOyS8SGzVMzsiFsZ4WkjPy8Kuc1FxlFWclOw523UxAQDULpenGb9Jy0I5DERtVlCXVftahB/jf9QRMDa6JMS1c1dgqcW/Tc5CVVwgbY12F+0le2A+RKP6XlJHHfmYKvc/Kh6Whjspt4rKM250XH3A+OlkqGJbsRJFl7pFHcgNApW2T8bo+dv8t+vs7im27GsstXf5OwgexjI1dNxPQt4Gj3P3zCgVyawSIEg0miwQMem64ilYeNhjTwhUMw6DDGvmBGpdU/7lHHqFQwKBjHTvk5gvQbFk42tayxfoBvkqLZnLJsBq9IwKbB/nBzdoQzpYGyMgtgI4mHzqaxZ8XwqUNJf249z6W9aiN/CIBas+Tv1yTaDbETwcfICb5I5b3rIMevlWVtk3ZfGUA2HHjBQYGOIttE34v7hnZEEPk1ERRVBBTVFnmY3OZSiYqr7AI/917i6Zulko/J4r353atOnZn8etYdOSaa5fbomOKszAUff/Ie+2vOP0UHevYf9Ysia8Bj8eDnZ0drK2tUVBQ9utWUnloaWlV2kFaTkH0kSNH0LZtW2hpaeHIkSMK9+3UqZNaGlbZ7dmzB5MnT8aGDRvg7++PlStXIjg4GNHR0bC2tuZ8HK7zT1v/fhHxS9qjSMBg48VYNHW1Un4njub99xgGOppwMNdHdStDWBnpIDO3APramsjKL/u6oGeiklB73ikEVLPAxkG+MNbVQv8/b+Bteq7UHO3SWH8+tjhdsYoJGlW3wO+nnypNXxddturIvTdwszbEitPcU6LPyunBV9WjN+ngyxkly84vxKC/yp5uW1gkwIGI1+zIWk5BEfS1pd/6L1PFgy1h6nQjkR56RfZHvFLYK/+5qLr0U3pOAUz1tcDj8RCfkiUVhJWGZAXeo/ff4uj9t+yFWnh0MjT5PDR1sxKrOq5o3XVZkjJyseVTlf0VPetIdY6M23UX/8kZLefif9eL5zQvOxktM4guzXrhktaGx7ABzbiWJY+hrvyBmOSPsDDQFntuOM1H5fDZ3H19cVG/Nedi8FM7d3Y717nZpS2WIu9uO26Iz0HfeIFbMJSSKd7RMPPAA3SqU7YpBEBxoJRfKEAdBxNsuvAcEQlpiEhIw5gWrjILZpXGwqOPxebfCou3qavglrCo4q2fg9iO6+kh7hjcyAn+v5yVeZ/9Ea9gqq+FNypkcsV86nj7ce89TkG0ZJq9LML0/E4+VWCgrSE2719eAA1AboaNLA0Wn8H5qYHQ19bErEMPUMVUH6MCq3O+vyJhD9/iQMRrrO5bF3+ci8Efn6qSc0nVrjNftbWmc/KL8PBNOmpYGynfGcBQDkVZ9915hW71Ss7lx7xCZOYWwM5EcZaKOr6DvlUaGhqVNuAiXx8ew+FbnM/nIzExEdbW1uDz5Y9K8Xg8FBWpt1pzZeXv74/69evjjz/+AFA8Qu/g4IBx48ZhxowZSu+fkZEBExMTOEz8F3wdxXM2SeXgam3IXuh8Sdp42khdsM7v5IVaVYzZucPk8/CyNxZLIb0zq/jCXB0Z5552xtg1oiFb2OjxgmB4zpGeB6sO538MhLWxTrkdHwCWdq+NHr5VFa7Tropu9aqwVfN3DvdX+3xwUdoafNyb2wYec8LKdBx3WyOkZRdAR4vPVq5e2dsHf15+rnTKR5/6DgqLQlak6EUh+ONcjMLVC8ri6oyWaFROy8GRr9+Aho5sB2JlIMjLxsuVvZCeng5jY+OKbg4h5BNOQTQRl5+fD319fezbtw9dunRhtw8ePBhpaWk4fPiw1H3y8vKQl1eSXpaRkQEHBwcKogkhhBBCiEwURBNSOam8TjQBUlJSUFRUBBsb8erFNjY2SExMlHmf0NBQmJiYsD8ODg6fo6mEEEIIIYQQQtSI05zo1atXcz7g+PHjS92Yr9nMmTMxefJk9nfhSDQhFaVTHXuV5r4R9Rsc4CS2znRZNa9hxS7rtrCzFzsnUt2616sKH0dTzOYwL7O0TPW1sKJnHQzbflvtx67vbIZb8YqXuCqraSE11bJMkyQrI53PsjJDeVresw5+LGXRSC76+Tti543Kk45Lvix1HU1xtxTrhBNCvi2cgujff/+d08F4PN43EURbWlpCQ0MDSUni80yTkpLklmDX0dGBjo50hdh7c9ug7hLlS0kAxXMcr8S8x84bLzCvk5fCNSJLo6aNEYY2cUZgTWskZeTCRE8LWXlFaqsWPC2kJkY1rw4BU1yFWFuTL7cwiypmd/CEuYEWPuYWorWnLTr9cVnp+s2qujenDYz1NOEyUz3zM4U2D/JDsxqWqDlLeu7kzZ9a4XRUUpnW2o1f0h7JmbnouvYqu1zZ7VlBbBGhRV1rya0eG+RhjTNRX/9yEaJFal59yEaTX7mt1VuWx0r5mIec/CI4mOtjcuua7Dzm0hwvr7AIhUUMDHSkP86jkzLVNrcvfkl7/Hv7JVwsDVD/05q2rT1s0DC07O9hoR3D/dH/01zlNX3roqlb2QsoNqthhb+HFq+a8P5jHswNtJFTUKR0PrezhT7i3yte61bUnA6eWPCpwNWZyc3ham2IjrXtFa4SEL0oROZ7X0heAaVFRx8rLZ74YF4bTNwdyakIorWRDhpWs2A71TrVscfwpi7o9Ifs5ae4WtnbBwuOPsa4lq4w0NbEtP33AQA9fKvCy94YbVeptxK90C9dvTGsiQtarbigtmMeHddErKLyhamBCr+Da9gY4mlS6WpoxC9pD+cZxxTuI7pGuCL7RwXAx8EMwlp36v4OA4AprWtgbEtXXHqWAjcbQ9iZ6CltPxfbhzbAf/feILSbNzr9cQVRb4vrAHB5flR1dFwTbLgQi651qyAuJUtpEP1Hv7psZW95fmheHcObuoAHwMJQBxm5BUjOyEV1K8NyOQ+EkM+LUxAdF6f4y/pbo62tDV9fX5w9e5adEy0QCHD27FmMHTtWpWNpcKziOq6lK/S1NdHa0watPW2U30FFkhdrwiUk1DFlPqCaBTr52LNLpmjwAAdz9c0DH9ZEfHmuo+Oa4PzTd5i2777c+9yZFYRHbzIwff99zOvkhWAvWyRl5MLCQBuuP5+Q2t9Ev3h5riszWmLN2Wf4qb0Hem+8zn6pl1ZrTxux6syirI110d/fqUxBNABYG+ni0rQWaLf6EgQMA3N9bfY20WXHRFWzMsCfg+vjWVImHMz14T5beYGke3PbwEhHE302X8fNuFTs+yEAvk5mn/1ioVF1C1yNVW2NX6GqZvp4vCAYupoaOPckGcP/Lt0o6KExjdn1jAFgeBMX9PArqdIqWglZ+NoqLR1NDciInwEAi7p44+d2nmUucBVQrbhCey8/8ewZWxPlS80oc2pSM2y5FIdxrVyRW1BS7Vte1XpV/dK1Fvt/i0/Pu6zq9JIauVoi/r3iDoj789qg9rxTGN/SFd5VTdjt1a2K12tW9jknXCpJVS09rJUG0Ua6WhgVWJ1TEB3sZYsmbpZsEP1brzrIylNcJNRMXwsGOpoKl1Cr62iKiNmtARR3UAGAsW7xc+9hV/a5nct61MbUffdha6yLFb3qoP+fN2D06fiin3NlEbO4LTT4PPB4PBwc3QhJGXlo42kDPp+H3SMbos8m6fV8Nw/yQ2tPGzAMg5CVl+BqY4hj998qfJwBDR2RlJGHuR09ObVrQENHpZkmAxo6wtfJXOZtNsY6SMqQ3dnMdSS2dlUT7P0hgH0dN6uhvlVDgOLMmuafjrn3hwD8fS0ebWtxW7f7+sxWKnXw1apigj/61QNQvP64Mh1q2ysNoqua6Yl91hvrasn9zhV1dkpztXYAEULKR5nmRDMMo5Yg60s0efJkbN68Gdu3b0dUVBRGjRqFrKwsDBkyRO2PZWusiyltakpt3zzITy3HD+3mLfc2WesJq2rXyIZy1xxV11IYoqyNddHLzwFHxjaWu4+FoQ6a1bDCtZmtEOxVnD1gY6wLTQ0+ewEsSxVTPSzpXhvGulrQ11b/MgqDA5zUfkygeMmdY+ObImxCM6nld8w+BXGiy6oI39ZuNkZiaygrYqKnBT6fh3+/D0D8kvbwczYHj8dDUzdL5XdWI64dU/Loa2uCz+chyNOG01IqsnhXMRH7fVYHT7jbKg8abIxVX89YGT1tDUwNLv78aOAi+4JanotTW2BUYHWs6uuj9nYJ1bAxwq89aqOqmXjAKessSr7nPDkEYpLH5Sr1o/I12o11tRC/pD0mt6mJwqKS70Iun5s6muotSTKngyfGt3IT28b149vNxhA1bUqW9tHU4Cvs3FnUpRauzWyFS9NaKDyuk0XJZ2lVM31cn9kK139qxW67MyuIWwPl6OnngPgl7XH9p1Zo7GqJmMVt8WBeMADuy4wpMqGVGzQ1+Oz5rOtohpBatuyxG1aTvfyfsKObx+Ph5KRmWPspOJPkblvynJvpa2PzID/Or1cuHTADGkp/nyzo7IWpwTWlXiuiRF8L6miHLN+puEa6oY4mRge6wsVS/vezKAOd0n8/VzVTvASVUEcly8BZGMjvyLE0lH1bpzr2qG5liJ/beXBqAyGk4pTqW3zLli2oVasWdHV1oauri1q1auHPP/9Ud9sqtd69e2P58uWYM2cOfHx8EBkZibCwMKliY2XVw7cqdo7wl3mbukak5QW4n8O04Jro7Sd/bvjMtu6wNipdYFG7qqnY7/4cA4hTk5pz2u/X7rVVbZKYWlWKAwDRfijJNssjuYar6Bq18mjweTIvLE9OaobQbt5Y0NmL3SZQY+eYujp73G2N0LVuFQDFI+XyCFONhYI81J+5MbSxC35oXl1mkNLA2bzUgXx9Z3NMDyk5l30bOCDIwwb7fggobVMBAGNauOLporbo76/ae93RQh/TQ9xhbVT2EWcuxJ5PGU/hw3nB6Pmps2dgQyds/5SmLUr4viqr91mqTQnRVjEoFgZ7pSE6unVxagv8b5g/hjZxkQrMHTgGZDwAzpYG2DWiIU5PaqZ0/wYu5tDV0gCPx0OH2txGBoHizAXRLAALQx25wULDaqp1+ADFwb+QiZ7iET8unRiTWtdQuQ1c6WrxsXmQH7rVqwJtDT76+6vYgcrhI8bZQvpzclCAM8a0cEVPXwd2lFdSQHXZnQOqNGGCgiAdUPwZrg5GHEZ8AWBqcE2s6uMjtk1WFkw7b1sEexV/lxh+Sv0Z1VzxIICipQt3j2woc3srD2sAwIhm1RQemxBS8VQOoufMmYMJEyagY8eO2Lt3L/bu3YuOHTti0qRJmDNnTnm0sdIaO3YsXrx4gby8PNy4cQP+/rKDXWVa1JSfArW8Zx1UszLkdBw9jiOGqjozWX5QaWtctotrHo8nluYq6fvm1XFDZOSitKqa6cHVmtvzyDUAcrU2xJbBpQ8QtwyuD0A8iK7vbI42njYYKfIFKhytEE1br+9sxgYTADCyWelH9K2NdNG3gaPYxa16EmmLcR3JVmb70AZY2KUWFnapJfcCBBAffelatwrmdeKWHslViJct5nT0xIy27jg3JVDstrCJTbHne/ltU4YB8L3IuR/Q0Al/DvaDM8fRF0W0NflSIyx+Tma4N7dNmY+tLuIxtPSrkM/nYXFXb+z9IQBzOnrCSqKDbXwrNxwaLT8DRRVjWyoOAiTVczRFL7+qYp0gigiD7tJ0uNSwMcKCzl7YONAXjhb6aPIp22NQgBN8ncwwq31xYGptrIu9HDpgQj6lyAZUt4CbyCjkzuH+aOluLbZvQDULuIp8J3H9fpKnrbfsOiJ+ctKQVXFvThvsH9VI5m3q7CjkQhiAAUBP36qIWhACB3N9/NbLB48WBEtNjdgy2E9hpoVkR6osij57tTX5MjuhhMfeNNBX6fEVTYvwcTQV+31UYHWxDhdlnRzK1JU4vlDtqia4MqMl5+OMaeGKzj5VxLbJ6hwN7Voba/vVw7/fB+D2pwwKT3tjPJgn//NT0WvM1doIt36WzsTgcl4JIZWDykH0+vXrsXnzZoSGhqJTp07o1KkTQkNDsWnTJqxbt6482vjV2zpE9heZqhT1XFYxFb945vGKv8TW9ZedZiZKNO1IU+KCb0qbsvfUS44cCnXxKf4y4fF4+KNf3TI9hoWhDufURlUom9en6AtROO9c9ItWQ4OHTYP88JPI6Mz+UY1wYHQjjBe5qDfU1cT8zl7wsDNmU3W3Dqlfqr9B1LIetWFpqIM1fZW/LsoqyMMaB0c3AtcYgscrHgEY2NBJ4ciocE4kUFzhubTpvEJnpxR3Ik1uXQMXpgZig8jFpYVESh7DSKfy1nEwVfoY41u6wkhHEz+2qQk+n4e7s1vjxISm8LIvTgs319eGq7Uh3Dh2BMnj62SOxV1r4e+hDbD3hwDsGtkQJnpa2DG8dB2Akk5ObMZOhxjbwpUt6MWV6AiQvPertiYf9Z3NoaUh/fVlYaAtNhqpyMIutcR+lxw583Uy43QcIR6Ph6U96khNUVGWGrpIpB2io+gjlYxEDQpwZqeiCBnpamH/qEYY3rTkvvWdzXFtZkuZnZEDGzohakGIVGeEUCNXS/z1nfjnyq6RDcUyWr4v44iZvPfn2JauaK/CKLcsJvpaUudR+Hyv7VcPrSQ6CMqToU5J0LisZx2xzwlZr+VWHjY4PqGp3OPpamlgTAv5nacO5txSkoUmBrlBW4OPpd1rg8fjoY2X7M4NUY0UjFiLTvV7uqgtpoe4w0Ak6O5Q256dSlQadR1kvz93DPeXut5RlaGMIhMm+lrQ1OCzWRhCika8a0lM65Ek+b773zB/tUyhI4R8HioH0QUFBfDzkx598/X1RWFhoVoaRUpHdH6VpK1D6sPL3hh/DvLDg3lt8PyXdoic0xrtvJVfpIh2prbxEk+NdVRjgTBAfJ6Uvo74F66s7xZ5qe5C24c2gL+LOVb38ZE5siUP1zlR9qZ6ODquCS5Na8Fe0HzXyBlnJjfHuJauWNi5lpIjiNOSEVEa6GiinqMZTPS1MLJZNfg5maFjbXvoa2vixISmGNPCFQAQWMMKk4LK1qnR088Bt35uJVYkCVA+aqCsM0HWnMDNg/xQ19EMJyY0Q2cfDr3vEp36wuBWKHJOa9yd3RpaGnz80a8uWrlbY2KrsnfyVLcyRPyS9hjfyk1sjicAGOlowk/kIl3WxVewl/J08sltaiJybht2vp+ZgbbYc8rn83ByYjOcnKg81VaZ/v5OaFbDSiwQLctcbNEL4Zq2Rtg/qhH+HOSHCUFuaFbDSqXpIqLvca7v1j71S6aDdKtXPKIk7FhSZGBDJ9z8uSSwlJyjqKUh3oLhTVwwUMYcU2WUdXz0beCI6zNbYdeIhjgwqjEuTWuBpT1qc/obuLIz0WM77URp8HnQK2NtB1lV4VXVtlZxwCZMq63vbAZdLQ380bcu+56QTO/mOj0HEO+QGNDQCU8XtUUbL1uxtHih+s5mGNjQCVdVGM0EAPtPI8njW7rKvL086sdMDZaf9XBQxYyMOlVNEb0oBL3qc19601jB94IwyDU30GazLkQ7iTT4PBwZ20SlNoqa0qYGRgVWx5bBfggRCfhVKUhoJ6cwoq+TGfrUdxCbCqTK+atmaYBZ7T04z98WaiJRP4RLzQdCSMVR+dtv4MCBWL9+PX777Tex7Zs2bUL//v3V1jCiuuY1rPBTO3fwecWVRBd+Wm7Fw84YNWyMcGy8/F5tRURHSiXn2PnLKayiqkNjGuPEw7eYFFQD2z5VxpT80tLS4CO/UCC2rVF1xUWrRKt7qtLBG/5jIHqsv4p7r9KV7ivsbf6xTU109qkCVytD8Pk8mcXgZDHQ0cSAho4oLGJgrSQ9/icFxUZ4PB4mBLnh9zNPOT2uouNIOj6hKRovOSe1fXYHT1yNScGsDopTptt524LPE58jJnycmrZGWNWnLg5HKl6z2lyiSEt1iTRSU5FqvB1q26ND7fJPi+PxeNj7QwAORb5GenaBzGrMXK+9lKX1lrVgmuJjl/SnLupSC5svPVc6iiL0UzsPTN13n51eYKqvjSCReg2h3byx66bsKteSdR1U6egSCq5li923XgIoGRUa1bw6kjJyUUdJjQFrI100rGaO689TEVLLDs1rWKPb+qsY26I6dDQ10MTVEvdepmHzYD80cDbHvP9UX3d7UVdvTN4TiaFNXLD39kuZy8bZmuiy6bwO5vpqXb1AEVUHvZwtFLerfW07RLz4gLfpufi9dx3Ox13Xvx4+ZBfA3EAbrTxsoP9ppI/H4+HM5OaIfJkGL3tjsVUCVAmWpoe4o5W7NVtzQhjUSabbjm/lhklBbiqNBi7rURt777zChgG+0NHky+1UmNS6BsKjk2UW++Lq1s9BqL/4jNjUJFnrwXvYGcvsIFCEASP1d8/u4MleR0jS0eSjt4KA28xAG/fmtIGudslnS98GjsgrFLBzrh3M9XFkbONSLaVmoKPJTp1o7GrJvjZER4m7+NjjkMT3irutEZ4kFi8NJi9TjMfjYcmnmienHydB79P8f2VGB1bHkMYucjM7VDUqsDrG7bqLVh5W2KaWIxJC1KlUXchbtmzBqVOn0LBh8dy/GzduICEhAYMGDcLkyZPZ/SQDbaKcq7Uh9v0QgH9vv5Sai6aMgY6m2NzYYC8b/O96AgY3KlvFZ9HAx0ckNVUdS5SIHtdHIu1VMvgY2bQa/giPUdtjKqKlwYehrmpvDx6PhxoqVDUVtaiL/ArplUEVUz0MaeyMrVfiARRnAAg7MCSXGJOFx+MhtJs3pu9/IHefgQ2dsPtWAgqKpKPOzYP8ZKbp8njcg1RRulp8seWUyoLH46FrXfnz+r8Ezhb6aFjNHIY6WhjQ0An9Gjhyrm7c088BjVwt2ZE4rqyNdLC6j/g0DVnXqab6WkjLLpB7nIBqFrA20oGbTUlgwefzsIBjFsjO4Q2RVyhgR2Rvi1SM/mdYAxQJGJmvPa59GlVM9bDn++J5yS6WBpVq7XVVlxFTlpGir6WBazNVr2HB4/HYTjLJbA4NPk9mav0gFVYy0ODzZHb4in50/DOsAQKqWaicTtvTzwE9FRTHFHIw18edWa1Vrhq+a0RD9N18HTbGOrAy0sGDeW3E6p8MDHCGrYke3KwNEbj8PADA18mU8/F1NPnIKxTI7HAa1sQFmbkFWHnmmdRtR8c1UVrvQrLCu6YGX2yqAVBcTPPazJYw0dMSW7tdVlaPPLpaGoicU/zcinY2Lu1RBzVtjdGshiXSswvw3/23GNfSFY0+dQh34pABxaWA67AmLgh/kozRLVxVarcyHevYw8fBFIb8Amz7Xm2HJYSoicrv9ocPH6JeveLUzNjYWACApaUlLC0t8fBhyXq2NK9DNXt/CEDEiw8Y0bQa+Hwe50JRW7+rj0n/RmJ5D+le/6pm+pjRlluRG0VE50GLfkHVsCnb/ExlJEcJTMu4nm5TNyv8fe0F5/1DatnhSsx7lYODr9WcDp6oYqqH/CIBu26wKnr4OiDiRRr23H4ptQQUUDxHdXwrN9RffEbqNmM5HRp7RgZg6r57mN/JS+bt8szt6IWZB+QH9Opkb1r5Xz88Hg+7R5YUoFL1Qr80cxCb1bCSSiUW/doQvvuVtURXSwNXZ7Qs9Ug9X0FKM4/Hg6ZIWvegAGf8fe0F6jiYlmoeeQ0bI4xpUR1WKo4SlheVV2ZQ8r1eX8Ul1MqiLYepSMr4Oplh351XAIq/H8pbaZbdCqhugcg5rdn1hWXNwZUM9FTpHLk7pzWy84vYNdQl+btYAJAOotV5iWdnIv358fcw1eopmMpYF1xbky9Wo6CRa/kstzi7gydmK8nGkmd9/3qYtv8+VveVXffFwVwfGRkZZWkeIaScqBxEh4eHl0c7vnn1nc3lFthSpIW7Ne7Obl2unRZmBtoY06I6+DyewtHZgQ2d8M/1kiC1v78j6jmqVpxHlLqnkAV5WOOfYQ04jxb3a+AIBzM9pSmhlc30EHf8GvaEU9E4VfB4PKlRBFVo8Hn4tUdtzGznrnJvvZ+c90YDF3NcmKp4rVqguJLr3YQ0AMXLA3nZl/9cs+1DG+BWXCo61amifGcVTAupiaVh0UoLT1V2st7fsj7HuHy2cS0mVlau1oZ4ND8Y+trc0jtlUTSPtbw1r2GFC0/fAQAezGvDeRmguR09sersMyzpJjtj5tK0FohI+ICO5TyFopqlAZ6nZGFoY+XZL1z08nOAJp8n9/OlspAVICqiShCtr62psMq2qPbedjj24K1KbSmNHr5Vy3TtwJWqKe/loa23HYK9bNWyrjkh5PNSX94JqTCfY9RfeOF3NSZF7j4O5nqY2dYdoSeeAAAWdy1dinKH2nY4ev8thkqkCZc1qObxeCqNNmjweQisqb7qre62RujbwBH/Z+++45so/wCOf5J0791SWmiZZa9CWzbIUmQICvJDBBeIDAEHTkARQRRFkOFAEUWGioCA7A2lUErZm0JLJ6WT7ib3+yNtmjRpmpZCGc/79eoLcvfc3ZNc7nLP+j7TN1Z8XGVFjO1al5Hta5v8YHS/GXsgdC0KqHU+Xrfm/W7HA68eHczN1Bz8XW1RSRK37pTMASxJ+mMBq4L2ePyqNLZLXfo19zY5+N2DSiodKY6qnVrtXqmKQFrV5dk2Puy7dIu67rYmF6ABXurgz8gQvzIf9O/XOO61r4dw4PItnmx6963QoL6vmNIV+2ExsXs9/jp+UxNssipo3xo/HdDknhai5z7bnJVHbvBuFQbVM2TN6GDu5BUaDLZXHUQBWhAeThV+GsjNzWXhwoXs2bOHpKQkVCrdcYURERFVljnhwWOoHPt6l7psP5fAsHa1WBt+866PsXBYK+YMbq7XWtnhHnXFul+6B3jojfu+Vx7UAnR55HIZmyd0pM4HW6p0v5ZmCk0gMjkyajha89nApnfVolhdZDLZfQs8dS8ZbonWX/9wnZ0H29PNa1DLxYa6lZgq7UF40Hezs3zo4w/cS1N6NWRyzwZVek/T3pOzVgWopdndRXU3ZEigL0PuQ6VGVQVEFQTh8VbhJ+1XXnmF7du38+yzz9KuXbuH7gFUuDvaBdvi4CbvPRmgGXt9N1PlFJPJZAa7+zb2dmDbpM70nr//ro9RHcSlYprSD+tdG96bsYp3EyVXuHuGpowxFJ1bXDdVRyaTmTRvufDwupfPZHK5jA+eCiAzt/CRqMgTBEG4GxUuRG/atIktW7bQoUPF5iAUHg3NfRw10XKn9NKfg/ceTIWpo6GXvd5USQ86GwsF2fnKCkdbF9Sf3S+j2lZ3NoR7wNAlLArMgvBgMTfTjTdgatBTQRCER12FC9E1a9bE3r5y0/gIDz+ZTEbktF5lrn+Iyrb3Teh7T3AzLZsm3o6cuplW3dl5qBTPeS48Gmo4WhGfnguU0Z3b4Fbi/AtCdWnp48QTAR6i5VkQBKGUCoc0nTdvHlOnTuXGDdOnChIeH4a6aFb5Me75EaqWo405Tbz1p3QSync/vk9C9Sg9hR3ojrO0KGoBE3UoglB95HIZy0a1ZUYFpxEUBEF41FW4JTowMJDc3Fzq1KmDjY0N5ua6ET5TUlKqLHOCYIgoVz36mtZ04ExsBn2bV00UXuHBoF0eNnQZa0+hV9bc4IIgCIIgCNWtwk8pw4YNIzY2ls8//xxPT0/R1VLQIQq4xhkKnCToW/FyEHsuJPFkM6/qzopQhXR+L8q5VxQnFVeMIAiCIAgPmgp35z58+DB//vknU6dOZdSoUYwcOVLn716ZNWsW7du3x8bGBicnJ4NpoqOj6du3LzY2Nnh4ePDOO+9QWFiok2bv3r20bt0aS0tL6tWrx/Lly/X2s2jRIvz8/LCysiIoKIijR4/qrM/NzWXcuHG4urpiZ2fH4MGDSUxMrKq3+lAzNPerUELUOZnGxdaCwW18HtqpuoTymXqvENeMIAiCIAgPmgoXogMCAsjJybkXeTEqPz+f5557jrFjxxpcr1Qq6du3L/n5+Rw+fJhff/2V5cuXM23aNE2aqKgo+vbtS7du3YiMjGTSpEm8+uqrbNu2TZNmzZo1TJkyhenTpxMREUGLFi3o3bs3SUlJmjSTJ0/m33//5c8//2Tfvn3ExcUxaNCge/fmBR3f/a8VAJ8OePjGaDWu4UBIHVcGtPSu7qwIQrVSqcpLIUrPgiAIgiA8mGRSBSP3bN++nU8++YRZs2bRrFkzvTHRDg4OVZrB0pYvX86kSZNIS0vTWf7ff//x9NNPExcXh6enJwBLly5l6tSp3Lp1CwsLC6ZOncrmzZs5c+aMZrvnn3+etLQ0tm7dCkBQUBBt27blu+++A0ClUuHr68uECRN47733SE9Px93dnT/++INnn30WgAsXLtCoUSNCQ0MJDg426X1kZGTg6OhIenr6Pf/M7qfkO3kEfraTOm627H676z07Tm6BEitzRfkJBUGodn7vbQbAx9mam6nqStjeTTz5fkSgTrpCpYp6H/4HwK63ulDX3Y7gz3eRkKGO6H19Tt/7mGtBEITq96g+LwrCw67CLdF9+vQhNDSUJ554Ag8PD5ydnXF2dsbJyQlnZ+d7kUeThIaG0qxZM00BGqB3795kZGRw9uxZTZoePXrobNe7d29CQ0MBdWv38ePHddLI5XJ69OihSXP8+HEKCgp00gQEBFCrVi1NmseZm50lp2b0Ytvkzvf0OKIALQgPN0PVt9qLituhRXduQRAEQRAeNBUecLhnz54y150+ffquMnM3EhISdArQgOZ1QkKC0TQZGRnk5OSQmpqKUqk0mObChQuafVhYWOiNy/b09NQcx5C8vDzy8vI0rzMyMir2Bh8iDlbm5ScSBOGxI5NB+7quHL56mxeCa+uv1/q/ZVFF2Yz+TRjz23HGd6t3n3IpCIIgCIJgXIUL0V26dNF5nZmZyapVq/jpp584fvw448ePN3lf7733Hl988YXRNOfPnycgIKCi2XzgzJ49m08++aS6syEIglBtZMhY8XI7EjPzqOlkrbfeTCFnSs8GZOUVatb3buLF6Rm9sBeVc4IgCIIgPCAqHfp2//79LFu2jL///htvb28GDRrEokWLKrSPt956i1GjRhlNU6dOHZP25eXlpRdFuzhitpeXl+bf0lG0ExMTcXBwwNraGoVCgUKhMJhGex/5+fmkpaXptEZrpzHk/fffZ8qUKZrXGRkZ+Pr6mvTeBEEQHhVmCrnBAnSxiU/U11smCtCCIAiCIDxIKlSITkhIYPny5SxbtoyMjAyGDBlCXl4e69evp3HjxhU+uLu7O+7u7hXezpCQkBBmzZpFUlISHh4eAOzYsQMHBwdN3kJCQtiyZYvOdjt27CAkJAQACwsL2rRpw65duxg4cCCgDiy2a9cuTQt7mzZtMDc3Z9euXQwePBiAixcvEh0drdmPIZaWllhaWlbJexUEQXiYONuYk5pdQOcGbtWdFUEQBEEQhLtmciG6X79+7N+/n759+zJ//nz69OmDQqFg6dKl9zJ/GtHR0aSkpBAdHY1SqSQyMhKAevXqYWdnR69evWjcuDEjRoxg7ty5JCQk8NFHHzFu3DhN4fX111/nu+++49133+Xll19m9+7drF27ls2bN2uOM2XKFEaOHElgYCDt2rVj/vz5ZGVl8dJLLwHg6OjIK6+8wpQpU3BxccHBwYEJEyYQEhJicmRuQRCEx8mmiZ3YeS6R5wJ9qjsrgiAIgiAId83kKa7MzMyYOHEiY8eOpX79ku525ubmnDx5slIt0RUxatQofv31V73le/bsoWvXrgDcuHGDsWPHsnfvXmxtbRk5ciRz5szBzKykrmDv3r1MnjyZc+fO4ePjw8cff6zXpfy7777jyy+/JCEhgZYtW7JgwQKCgoI063Nzc3nrrbdYtWoVeXl59O7dm8WLFxvtzl1aeno6Tk5OxMTEiCkLBEEQBEEQBD3Fw//S0tJwdHSs7uwIglDE5EL0kSNHWLZsGWvWrKFRo0aMGDGC559/nho1atyXQvSj5tq1a9StW7e6syEIgiAIgiA84GJiYvDxEb15BOFBYXIhulhWVhZr1qzh559/5ujRoyiVSr7++mtefvll7O3t71U+HzlpaWk4OzsTHR0tahYfYMU1wKLHwINPnKuHhzhXDwdxnh4e4lw9HCpzniRJIjMzE29vb+Ry+T3OoSAIpqpwIVrbxYsXWbZsGb/99htpaWn07NmTjRs3VmX+HlkZGRk4OjqSnp4ufvAeYOI8PTzEuXp4iHP1cBDn6eEhztXDQZwnQXh03FWVVsOGDZk7dy43b95k1apVVZUnQRAEQRAEQRAEQXggVUm/EIVCwcCBA0UrtCAIgiAIgiAIgvBIE4MrqomlpSXTp08Xc0c/4MR5eniIc/XwEOfq4SDO08NDnKuHgzhPgvDouKsx0YIgCIIgCIIgCILwOBEt0YIgCIIgCIIgCIJgIlGIFgRBEARBEARBEAQTiUK0IAiCIAiCIAiCIJhIFKIFQRAEQRAEQRAEwUSiEF0NFi1ahJ+fH1ZWVgQFBXH06NHqztJjb/bs2bRt2xZ7e3s8PDwYOHAgFy9e1EmTm5vLuHHjcHV1xc7OjsGDB5OYmFhNORYA5syZg0wmY9KkSZpl4jw9OGJjY3nhhRdwdXXF2tqaZs2aER4erlkvSRLTpk2jRo0aWFtb06NHDy5fvlyNOX78KJVKPv74Y/z9/bG2tqZu3brMnDkT7Zij4jxVj/3799OvXz+8vb2RyWSsX79eZ70p5yUlJYXhw4fj4OCAk5MTr7zyCnfu3LmP7+LxYOxcFRQUMHXqVJo1a4atrS3e3t68+OKLxMXF6exDnCtBeLiIQvR9tmbNGqZMmcL06dOJiIigRYsW9O7dm6SkpOrO2mNt3759jBs3jiNHjrBjxw4KCgro1asXWVlZmjSTJ0/m33//5c8//2Tfvn3ExcUxaNCgasz14+3YsWN8//33NG/eXGe5OE8PhtTUVDp06IC5uTn//fcf586dY968eTg7O2vSzJ07lwULFrB06VLCwsKwtbWld+/e5ObmVmPOHy9ffPEFS5Ys4bvvvuP8+fN88cUXzJ07l4ULF2rSiPNUPbKysmjRogWLFi0yuN6U8zJ8+HDOnj3Ljh072LRpE/v372f06NH36y08Noydq+zsbCIiIvj444+JiIhg3bp1XLx4kf79++ukE+dKEB4yknBftWvXTho3bpzmtVKplLy9vaXZs2dXY66E0pKSkiRA2rdvnyRJkpSWliaZm5tLf/75pybN+fPnJUAKDQ2trmw+tjIzM6X69etLO3bskLp06SK9+eabkiSJ8/QgmTp1qtSxY8cy16tUKsnLy0v68ssvNcvS0tIkS0tLadWqVfcji4IkSX379pVefvllnWWDBg2Shg8fLkmSOE8PCkD6559/NK9NOS/nzp2TAOnYsWOaNP/9958kk8mk2NjY+5b3x03pc2XI0aNHJUC6ceOGJEniXAnCw0i0RN9H+fn5HD9+nB49emiWyeVyevToQWhoaDXmTCgtPT0dABcXFwCOHz9OQUGBzrkLCAigVq1a4txVg3HjxtG3b1+d8wHiPD1INm7cSGBgIM899xweHh60atWKH3/8UbM+KiqKhIQEnXPl6OhIUFCQOFf3Ufv27dm1axeXLl0C4OTJkxw8eJAnn3wSEOfpQWXKeQkNDcXJyYnAwEBNmh49eiCXywkLC7vveRZKpKenI5PJcHJyAsS5EoSHkVl1Z+BxkpycjFKpxNPTU2e5p6cnFy5cqKZcCaWpVComTZpEhw4daNq0KQAJCQlYWFhofvCKeXp6kpCQUA25fHytXr2aiIgIjh07prdOnKcHx7Vr11iyZAlTpkzhgw8+4NixY0ycOBELCwtGjhypOR+G7ofiXN0/7733HhkZGQQEBKBQKFAqlcyaNYvhw4cDiPP0gDLlvCQkJODh4aGz3szMDBcXF3HuqlFubi5Tp05l2LBhODg4AOJcCcLDSBSiBaGUcePGcebMGQ4ePFjdWRFKiYmJ4c0332THjh1YWVlVd3YEI1QqFYGBgXz++ecAtGrVijNnzrB06VJGjhxZzbkTiq1du5aVK1fyxx9/0KRJEyIjI5k0aRLe3t7iPAlCFSsoKGDIkCFIksSSJUuqOzuCINwF0Z37PnJzc0OhUOhFCk5MTMTLy6uaciVoGz9+PJs2bWLPnj34+Pholnt5eZGfn09aWppOenHu7q/jx4+TlJRE69atMTMzw8zMjH379rFgwQLMzMzw9PQU5+kBUaNGDRo3bqyzrFGjRkRHRwNozoe4H1avd955h/fee4/nn3+eZs2aMWLECCZPnszs2bMBcZ4eVKacFy8vL72gpYWFhaSkpIhzVw2KC9A3btxgx44dmlZoEOdKEB5GohB9H1lYWNCmTRt27dqlWaZSqdi1axchISHVmDNBkiTGjx/PP//8w+7du/H399dZ36ZNG8zNzXXO3cWLF4mOjhbn7j564oknOH36NJGRkZq/wMBAhg8frvm/OE8Phg4dOuhNE3fp0iVq164NgL+/P15eXjrnKiMjg7CwMHGu7qPs7Gzkct1HAYVCgUqlAsR5elCZcl5CQkJIS0vj+PHjmjS7d+9GpVIRFBR03/P8OCsuQF++fJmdO3fi6uqqs16cK0F4CFV3ZLPHzerVqyVLS0tp+fLl0rlz56TRo0dLTk5OUkJCQnVn7bE2duxYydHRUdq7d68UHx+v+cvOztakef3116VatWpJu3fvlsLDw6WQkBApJCSkGnMtSJKkE51bksR5elAcPXpUMjMzk2bNmiVdvnxZWrlypWRjYyP9/vvvmjRz5syRnJycpA0bNkinTp2SBgwYIPn7+0s5OTnVmPPHy8iRI6WaNWtKmzZtkqKioqR169ZJbm5u0rvvvqtJI85T9cjMzJROnDghnThxQgKkr7/+Wjpx4oQmorMp56VPnz5Sq1atpLCwMOngwYNS/fr1pWHDhlXXW3pkGTtX+fn5Uv/+/SUfHx8pMjJS5xkjLy9Psw9xrgTh4SIK0dVg4cKFUq1atSQLCwupXbt20pEjR6o7S489wODfL7/8okmTk5MjvfHGG5Kzs7NkY2MjPfPMM1J8fHz1ZVqQJEm/EC3O04Pj33//lZo2bSpZWlpKAQEB0g8//KCzXqVSSR9//LHk6ekpWVpaSk888YR08eLFasrt4ykjI0N68803pVq1aklWVlZSnTp1pA8//FDn4V6cp+qxZ88eg79LI0eOlCTJtPNy+/ZtadiwYZKdnZ3k4OAgvfTSS1JmZmY1vJtHm7FzFRUVVeYzxp49ezT7EOdKEB4uMkmSpPvX7i0IgiAIgiAIgiAIDy8xJloQBEEQBEEQBEEQTCQK0YIgCIIgCIIgCIJgIlGIFgRBEARBEARBEAQTiUK0IAiCIAiCIAiCIJhIFKIFQRAEQRAEQRAEwUSiEC0IgiAIgiAIgiAIJhKFaEEQBEEQBEEQBEEwkShEC4IgCIIgCIIgCIKJRCFaEAThETZq1CgGDhxYbccfMWIEn3/+ebUdvyosX74cJycnk9Ju3bqVli1bolKp7m2mBEEQBEGoNqIQLQiC8JCSyWRG/2bMmMG3337L8uXLqyV/J0+eZMuWLUycOLFajl8d+vTpg7m5OStXrqzurAiCIAiCcI+YVXcGBEEQhMqJj4/X/H/NmjVMmzaNixcvapbZ2dlhZ2dXHVkDYOHChTz33HPVmofqMGrUKBYsWMCIESOqOyuCIAiCINwDoiVaEAThIeXl5aX5c3R0RCaT6Syzs7PT687dtWtXJkyYwKRJk3B2dsbT05Mff/yRrKwsXnrpJezt7alXrx7//fefzrHOnDnDk08+iZ2dHZ6enowYMYLk5OQy86ZUKvnrr7/o16+fzvLFixdTv359rKys8PT05Nlnn9WsU6lUzJ49G39/f6ytrWnRogV//fWXzvZnz57l6aefxsHBAXt7ezp16sTVq1c123/66af4+PhgaWlJy5Yt2bp1q2bb69evI5PJWLduHd26dcPGxoYWLVoQGhqqc4zly5dTq1YtbGxseOaZZ7h9+7bO+pMnT9KtWzfs7e1xcHCgTZs2hIeHa9b369eP8PBwTb4EQRAEQXi0iEK0IAjCY+bXX3/Fzc2No0ePMmHCBMaOHctzzz1H+/btiYiIoFevXowYMYLs7GwA0tLS6N69O61atSI8PJytW7eSmJjIkCFDyjzGqVOnSE9PJzAwULMsPDyciRMn8umnn3Lx4kW2bt1K586dNetnz57NihUrWLp0KWfPnmXy5Mm88MIL7Nu3D4DY2Fg6d+6MpaUlu3fv5vjx47z88ssUFhYC8O233zJv3jy++uorTp06Re/evenfvz+XL1/WyduHH37I22+/TWRkJA0aNGDYsGGafYSFhfHKK68wfvx4IiMj6datG5999pnO9sOHD8fHx4djx45x/Phx3nvvPczNzTXra9WqhaenJwcOHKjM6REEQRAE4UEnCYIgCA+9X375RXJ0dNRbPnLkSGnAgAGa1126dJE6duyoeV1YWCjZ2tpKI0aM0CyLj4+XACk0NFSSJEmaOXOm1KtXL539xsTESIB08eJFg/n5559/JIVCIalUKs2yv//+W3JwcJAyMjL00ufm5ko2NjbS4cOHdZa/8sor0rBhwyRJkqT3339f8vf3l/Lz8w0e09vbW5o1a5bOsrZt20pvvPGGJEmSFBUVJQHSTz/9pFl/9uxZCZDOnz8vSZIkDRs2THrqqad09jF06FCdz9be3l5avny5wTwUa9WqlTRjxgyjaQRBEARBeDiJlmhBEITHTPPmzTX/VygUuLq60qxZM80yT09PAJKSkgB19+U9e/Zoxljb2dkREBAAUGaX5ZycHCwtLZHJZJplPXv2pHbt2tSpU4cRI0awcuVKTWv3lStXyM7OpmfPnjrHWbFiheYYkZGRdOrUSafVt1hGRgZxcXF06NBBZ3mHDh04f/58me+/Ro0aOu/1/PnzBAUF6aQPCQnReT1lyhReffVVevTowZw5cwx+BtbW1pr3JgiCIAjCo0UEFhMEQXjMlC6EymQynWXFBd/iaZru3LlDv379+OKLL/T2VVwILc3NzY3s7Gzy8/OxsLAAwN7enoiICPbu3cv27duZNm0aM2bM4NixY9y5cweAzZs3U7NmTZ19WVpaAuqCaVUw9l5NMWPGDP73v/+xefNm/vvvP6ZPn87q1at55plnNGlSUlJwd3evkvwKgiAIgvBgES3RgiAIglGtW7fm7Nmz+Pn5Ua9ePZ0/W1tbg9u0bNkSgHPnzuksNzMzo0ePHsydO5dTp05x/fp1du/eTePGjbG0tCQ6OlrvGL6+voC6BfnAgQMUFBToHc/BwQFvb28OHTqks/zQoUM0btzY5PfaqFEjwsLCdJYdOXJEL12DBg2YPHky27dvZ9CgQfzyyy+adbm5uVy9epVWrVqZfFxBEARBEB4eohAtCIIgGDVu3DhSUlIYNmwYx44d4+rVq2zbto2XXnoJpVJpcBt3d3dat27NwYMHNcs2bdrEggULiIyM5MaNG6xYsQKVSkXDhg2xt7fn7bffZvLkyfz6669cvXqViIgIFi5cyK+//grA+PHjycjI4Pnnnyc8PJzLly/z22+/aab1euedd/jiiy9Ys2YNFy9e5L333iMyMpI333zT5Pc6ceJEtm7dyldffcXly5f57rvvdCJ85+TkMH78ePbu3cuNGzc4dOgQx44do1GjRpo0R44cwdLSUq8buCAIgiAIjwZRiBYEQRCMKm7hVSqV9OrVi2bNmjFp0iScnJyQy8v+GXn11VdZuXKl5rWTkxPr1q2je/fuNGrUiKVLl7Jq1SqaNGkCwMyZM/n444+ZPXs2jRo1ok+fPmzevBl/f38AXF1d2b17N3fu3KFLly60adOGH3/8UdM9e+LEiUyZMoW33nqLZs2asXXrVjZu3Ej9+vVNfq/BwcH8+OOPfPvtt7Ro0YLt27fz0UcfadYrFApu377Niy++SIMGDRgyZAhPPvkkn3zyiSbNqlWrGD58ODY2NiYfVxAEQRCEh4dMkiSpujMhCIIgPHpycnJo2LAha9aseWxaZZOTk2nYsCHh4eGawr8gCIIgCI8W0RItCIIg3BPW1tasWLGC5OTk6s7KfXP9+nUWL14sCtCCIAiC8AgTLdGCIAiCIAiCIAiCYCLREi0IgiAIgiAIgiAIJhKFaEEQBEEQBEEQBEEwkShEC4IgCIIgCIIgCIKJRCFaEARBEARBEARBEEwkCtGCIAiCIAiCIAiCYCJRiBYEQRAEQRAEQRAEE4lCtCAIgiAIgiAIgiCYSBSiBUEQBEEQBEEQBMFEohAtCIIgCIIgCIIgCCYShWhBEARBEARBEARBMJEoRAuCIAiCIAiCIAiCiUQhWhAEQRAEQRAEQRBMJArRgiAIgiAIgiAIgmAiUYgWBEEQBEEQBEEQBBOJQrQgCIIgCIIgCIIgmEgUogVBEIQyyWQyZsyYoXm9fPlyZDIZ169fr7Y8GdK1a1e6du2qeX39+nVkMhnLly+vtjwJgiAIgvBoEoVoQRCEx9TixYuRyWQEBQXd0+O8++67yGQyhg4dek+PIwiCIAiCcD+YVXcGBEEQhOqxcuVK/Pz8OHr0KFeuXKFevXpVfgxJkli1ahV+fn78+++/ZGZmYm9vX+XHKa127drk5ORgbm5+z48lCIIgCMLjRbREC4IgPIaioqI4fPgwX3/9Ne7u7qxcufKeHGfv3r3cvHmTn3/+mcLCQtatW3dPjlOaTCbDysoKhUJxX44nCIIgCMLjQxSiBUEQHkMrV67E2dmZvn378uyzz96zQvTKlStp3Lgx3bp1o0ePHgaPU9Y467179yKTydi7d6/O8h9++IG6detibW1Nu3btOHDggN4+yxoTvXv3bjp16oStrS1OTk4MGDCA8+fP66TJzMxk0qRJ+Pn5YWlpiYeHBz179iQiIqJSn4EgCIIgCI8WUYgWBEF4DK1cuZJBgwZhYWHBsGHDuHz5MseOHavSY+Tl5fH3338zbNgwAIYNG8bu3btJSEio9D6XLVvGmDFj8PLyYu7cuXTo0IH+/fsTExNT7rY7d+6kd+/eJCUlMWPGDKZMmcLhw4fp0KGDTgH+9ddfZ8mSJQwePJjFixfz9ttvY21trVfYFgRBEATh8STGRAuCIDxmjh8/zoULF1i4cCEAHTt2xMfHh5UrV9K2bdsqO86mTZtIS0vj+eefB2DgwIGMHj2a1atXM2nSpArvr6CggA8++ICWLVuyZ88eLCwsAGjcuDGjR4/G19fX6PbvvPMOLi4uhIaG4uLioslTq1atmD59Or/++isAmzdv5rXXXmPevHmabd99990K51cQBEEQhEeTaIkWBEF4zKxcuRJPT0+6desGoImcvXr1apRKZZUeJzAwUBOwzN7enr59+1a663h4eDhJSUm8/vrrmgI0wKhRo3B0dDS6bXx8PJGRkYwaNUpTgAZo3rw5PXv2ZMuWLZplTk5OhIWFERcXV6l8CoIgCILwaBOFaEEQhMeIUqlk9erVdOvWjaioKK5cucKVK1cICgoiMTGRXbt2Vclx0tLS2LJlC126dNEc48qVK3To0IHw8HAuXbpU4X3euHEDgPr16+ssNzc3p06dOiZt27BhQ711jRo1Ijk5maysLADmzp3LmTNn8PX1pV27dsyYMYNr165VOL+CIAiCIDyaRCFaEAThMbJ7927i4+NZvXo19evX1/wNGTIEoMoCjP3555/k5eUxb948neNMmTJF7zgymczgPqqyVbwihgwZwrVr11i4cCHe3t58+eWXNGnShP/++69a8iMIgiAIwoNFjIkWBEF4jKxcuRIPDw8WLVqkt27dunX8888/LF26FGtr67s+TtOmTZk+fbreuu+//54//viDTz75BABnZ2dA3Xqtrbj1uFjt2rUBuHz5Mt27d9csLygoICoqihYtWpSZn+JtL168qLfuwoULuLm5YWtrq1lWo0YN3njjDd544w2SkpJo3bo1s2bN4sknnzT2tgVBEARBeAyIQrQgCMJjIicnh3Xr1vHcc8/x7LPP6q339vZm1apVbNy4kaFDh1b6ODExMezfv59PPvnE4HHy8/MZPnw4YWFhBAUFUbduXQD2799Py5YtAXUr9A8//KCzXWBgIO7u7ixdupSXXnpJMy56+fLlegXw0mrUqEHLli359ddfef/993FycgLgzJkzbN++nRdeeEFz3Dt37uiMsfbw8MDb25u8vLzKfByCIAiCIDxiRCFaEAThMbFx40YyMzPp37+/wfXBwcG4u7uzcuXKuypE//HHH0iSVOZxnnrqKczMzFi5ciVBQUE0adKE4OBg3n//fVJSUnBxcWH16tUUFhbqbGdubs5nn33GmDFj6N69O0OHDiUqKopffvml3DHRAF9++SVPPvkkISEhvPLKK+Tk5LBw4UIcHR2ZMWMGoJ4j2sfHh2effZYWLVpgZ2fHzp07OXbsmE60bkEQBEEQHl9iTLQgCMJjYuXKlVhZWdGzZ0+D6+VyOX379mXr1q3cvn37ro5Tq1atMrtXOzk50bFjR9asWaMpKK9cuZL27dszZ84cPv/8c7p168acOXP0th09ejSLFy8mLi6Od955hwMHDrBx48Zyp7cC6NGjB1u3bsXV1ZVp06bx1VdfERwczKFDh/D39wfAxsaGN954g8jISKZPn87kyZO5ePEiixcv1oznFgRBEATh8SaTJEmq7kwIgiAIgiAIgiAIwsNAtEQLgiAIgiAIgiAIgolEIVoQBEEQBEEQBEEQTCQK0YIgCIIgCIIgCIJgIlGIFgRBEARBEARBEAQTiUK0IAiCIAiCIAiCIJhIFKIFQRAEQRAEQRAEwURm1Z2Bx5VKpSIuLg57e3tkMll1Z0cQBEEQBEF4wEiSRGZmJt7e3sjlou1LEB4UlSpEp6Wl8ddff3H16lXeeecdXFxciIiIwNPTk5o1a1Z1Hh9JcXFx+Pr6Vnc2BEEQBEEQhAdcTEwMPj4+1Z0NQRCKVLgQferUKXr06IGjoyPXr1/ntddew8XFhXXr1hEdHc2KFSvuRT4fOfb29oD6pujg4FDNuREEQRAEQRAeNBkZGfj6+mqeGwVBeDBUuBA9ZcoURo0axdy5c3Uu6Keeeor//e9/VZq5R1lxF24HBwdRiBYEQQCQJFj5HCjM4fk/QAx1EQRBABBD/wThAVPhQvSxY8f4/vvv9ZbXrFmThISEKsmUIAiC8Gi6teMbzE79gcPoLSjs3XVXZsTBlR3q/+dlgJXj/c+gIAiC8FBSKpUUFBRUdzaEh5i5uTkKhcKktBUuRFtaWpKRkaG3/NKlS7i7uxvYQhCEYiqVxLAfj+Bub8l3/2td3dkRhPsiLz+fG1fPUz+gOe6HZgBw6a9pNHhpiU66rPxCbIu3KVRieX+zKQiCIDyEJEkiISGBtLS06s6K8AhwcnLCy8ur3N4fFS5E9+/fn08//ZS1a9cC6u4l0dHRTJ06lcGDB1cut4LwmLiUlElYVAoA34nRD9Xr1J9g6wp1u1d3Th55J795hnY5BznU7DM6FC1Ly8zUS3cnr6QQnZuvLkRfuXqFq39+hMcT42jVttP9yrIgCILwkCguQHt4eGBjYyO6vguVIkkS2dnZJCUlAVCjRg2j6StciJ43bx7PPvssHh4e5OTk0KVLFxISEggJCWHWrFmVy7UJZs+ezbp167hw4QLW1ta0b9+eL774goYNG2rSdO3alX379ulsN2bMGJYuXap5HR0dzdixY9mzZw92dnaMHDmS2bNnY2ZW8lHs3buXKVOmcPbsWXx9ffnoo48YNWqUzn4XLVrEl19+SUJCAi1atGDhwoW0a9fu3rx54ZEhSdWdg4fDjYuRxO5YSN1nPsKzpn+V71+VfA35ulfVL2akV/n+BV3tcg4CUPPsD1pL9S8GmUyutz515cv0Vp2Ezf9BW3GuBEEQhBJKpVJTgHZ1da3u7AgPOWtrawCSkpLw8PAw2rW7whPOOTo6smPHDv79918WLFjA+PHj2bJlC/v27cPW1rb8HVTSvn37GDduHEeOHGHHjh0UFBTQq1cvsrKydNK99tprxMfHa/7mzp2rWadUKunbty/5+fkcPnyYX3/9leXLlzNt2jRNmqioKPr27Uu3bt2IjIxk0qRJvPrqq2zbtk2TZs2aNUyZMoXp06cTERFBixYt6N27t6bmQrg3MtJTuPZpcw7/OKm6s1JpMhm4kY492dWdlQeayx99aJ/8F6m/DLsn+796/eo92a9QHsngf4tptx1IKnWCOsrr9zRHj5vUtDROnzyGJGr0HiqXz0UQtm11dWdDEB44xWOgbWxsqjknwqOi+LtU3vj6Ss0TDdCxY0c6duxY2c0rbOvWrTqvly9fjoeHB8ePH6dz586a5TY2Nnh5eRncx/bt2zl37hw7d+7E09OTli1bMnPmTKZOncqMGTOwsLBg6dKl+Pv7M2/ePAAaNWrEwYMH+eabb+jduzcAX3/9Na+99hovvfQSAEuXLmXz5s38/PPPvPfee/fi7T80biUl4L64IafkjWk+LbRK931mwze0V92gTuwvwPwq3XdVS0zN5Hh4KF07dyMuPZcrSVn0aeqFIi+DcKuxAEjSs6LLURnsZTkABBSevyf7V6pEAaI6yHT+b6gluiSFVLxeXCJVKn1+MM2IJyLtN1p36V/d2RFMVH9tNwDOOrnRJKhHNedGEB484nlKqCqmfpdMKkQvWLDA5ANPnDjR5LR3Iz1d3a3PxcVFZ/nKlSv5/fff8fLyol+/fnz88ceaGoXQ0FCaNWuGp6enJn3v3r0ZO3YsZ8+epVWrVoSGhtKjh+4PVO/evZk0aRIA+fn5HD9+nPfff1+zXi6X06NHD0JDK19ozC1QkpKZg7eLXaX38SAoXNQeZNBcda7K9y1TltQI7V08nlrdX6NOQIsqP05VuLBwME+pwth8bTzbbkCQ/DyHRy7GJ/uKJo0kiRl8TPH3yu8ZPHxMdWdDqBLGW6K1L4jillJR3VG1/IgHoPDUXyAK0Q+dOzci4BEtRBcqVZgpKtxBUhAeS9evX8ff358TJ07QsmVLk7ZZvnw5kyZNqtIAbJXJx6PCpEL0N998o/P61q1bZGdn4+TkBEBaWho2NjZ4eHjcl0K0SqVi0qRJdOjQgaZNm2qW/+9//6N27dp4e3tz6tQppk6dysWLF1m3bh2gDjygXYAGNK+Lp+cqK01GRgY5OTmkpqaiVCoNprlw4UKZec7LyyMvL0/zunSE8x1zhtCl8DBXRh2mnn/VjwGtSmH/fIfN+T+pNWYtjq66n0MN2e17eOSSB+yuSb+Rueov+OTBnFatiyoMgKD43+lrkQbAvhOrIaCVJo0oHJhm8OV3gaotRIu6i+phqPVZd71+IVoQhEfbiSO7cNoylmyZNU5jtlDTu2Z1Z0kQ7puYmBimT5/O1q1bSU5OpkaNGgwcOJBp06YZHePt6+tLfHw8bm5uJh9r6NChPPXUU1WRbQETx0RHRUVp/mbNmkXLli05f/48KSkppKSkcP78eVq3bs3MmTPvdX4BGDduHGfOnGH1at3xQaNHj6Z37940a9aM4cOHs2LFCv755x+uXq3+8Y+zZ8/G0dFR8+fr66uzvp9yJw6ybG7tXVrGHh4cQSc/pFl+JOfWfHxfj1v6kbq4y++DTLuwZpWfqhM4SRQSqo8oRFcPmc533sD3X+sXqaQlWpwtQXiUtdo6CH95Ik1k17m+/v48Rz4oTocfYNe3r5F8K7G6syJUg2vXrhEYGMjly5dZtWoVV65cYenSpezatYuQkBBSUlIMbpefn49CocDLy0snMHJ5rK2t8fDwqKrsP/Yq3G/m448/ZuHChTpRsRs2bMg333zDRx99VKWZM2T8+PFs2rSJPXv24OPjYzRtUFAQAFeuqLvQenl5kZioe6Mqfl08jrqsNA4ODlhbW+Pm5oZCoTCYpqyx2ADvv/8+6enpmr+YmBgT3u2DTZGvP0XNPfUQ9n3WbnmTI4HM8CWXkhhNenLc/cqWIPoBVAvdlmgDY6K1W6JR3YccCYJQUYd+nkr43H4olcoq37dcmVd+okdIs01P80TqWi6tGF/dWRGqwbhx47CwsGD79u106dKFWrVq8eSTT7Jz505iY2P58MMPAfDz82PmzJm8+OKLODg4MHr0aK5fv45MJiMyMlKzv40bN1K/fn2srKzo1q0bv/76KzKZTNN9e/ny5ZpexAAzZsygZcuW/Pbbb/j5+eHo6Mjzzz9PptYUlFu3bqVjx444OTnh6urK008//UA0Tj4IKlyIjo+Pp7CwUG+5UqnUK1hWJUmSGD9+PP/88w+7d+/G34Quz8VfrOJ5vkJCQjh9+rROFO0dO3bg4OBA48aNNWl27dqls58dO3YQEhICgIWFBW3atNFJo1KpNLVGZbG0tMTBwUHnz5D6t3aW+74eNJIkkX7n3kebfjhbpEoKCuoChExvTW5OFi5LmuH4XSOUBq6tB8GliH2cnt2VK6erNlhcdREBSKqHTO96KLVeu5JJKkkpVK+9f3xF2Oe9Df72C/db9V8PHaKXEpi9nzMH1lf5vkNur6vyfT4MvLIvV3cWHimSJJGdX3jf/yrSwzAlJYVt27bxxhtvaKZVKubl5cXw4cNZs2aNZp9fffUVLVq04MSJE3z8sX5P0KioKJ599lkGDhzIyZMnGTNmjKYQbszVq1dZv349mzZtYtOmTezbt485c+Zo1mdlZTFlyhTCw8PZtWsXcrmcZ555BpVKVHRXODr3E088wZgxY/jpp59o3bo1AMePH2fs2LF6Abmq0rhx4/jjjz/YsGED9vb2mjHMjo6OWFtbc/XqVf744w+eeuopXF1dOXXqFJMnT6Zz5840b94cgF69etG4cWNGjBjB3LlzSUhI4KOPPmLcuHFYWloC8Prrr/Pdd9/x7rvv8vLLL7N7927Wrl3L5s2bNXmZMmUKI0eOJDAwkHbt2jF//nyysrI00borSllYSPEsZG5agacedFY56nOw87vxdE9eyZmBW2hazjZ35SFsPNSLRizXHvOp/jctOZ7iPgw52ZnYOTjft/yZqsFGdQCi9L8HQ7M4klLTuHQ2kuDgTpiZlT2HXmWE/vQWZVdHVY3083vv8RGEytApHojhDg+MrpfUXWwP/jSZjq8v1Fu/Z/V8VAmn6DbhJ+QiMNQjLSHmqub3SlWQe0+OcTnyAPVbdjKa5k52Dvv/XUFAcB/q1K5tME1O1h1O/PERrq0H0rBNV83yPX8txuLSJpqOW4Wjo2NVZl14QOQUKGk8bVv5CavYuU97Y2NhWtHq8uXLSJJEo0aNDK5v1KgRqamp3Lp1C4Du3bvz1ltvadZfv35dJ/33339Pw4YN+fLLLwF1L+EzZ84wa9Yso/lQqVQsX74ce3t7AEaMGMGuXbs02w0ePFgn/c8//4y7uzvnzp3TiUv1OKrwr93PP/+Ml5cXgYGBWFpaYmlpSbt27fD09OSnn366F3kEYMmSJaSnp9O1a1dq1Kih+VuzZg2gbiHeuXMnvXr1IiAggLfeeovBgwfz77//avahUCjYtGkTCoWCkJAQXnjhBV588UU+/fRTTRp/f382b97Mjh07aNGiBfPmzeOnn37STG8F6oH5X331FdOmTaNly5ZERkaydetWvWBjpioszK/kp6JWoKye2iDrQnVwtJ63f0chkyjcPuOeHk8yUAF/ZMP39+x4hQUFHP/vF5Jir1d6H9qtbUqlslTgJPV5024VrYqavbNHd3FhZiBnQqv+B8QR9bzsCd/2oOPOARxcb/rnr1Sqyq2lTYi+TMjNe3cfKSZLj67S/cUnJnIzTr87vkpMpaVD+3oITNvKuYgDuusNVDI9nD1QdEVFXSE3z/B9/vT+fzj7eUeiL0Xe30xVQpt4/XmKc3Oy6HZhOk+k/U3oX19X+TFTbydRUJBPTFIqf/z1J8kZ977XU2Xk5Oaz7fNn2fTrl9WdlQrJSLvNzStnylxfUKhk9+zB/Pe9ekYSr2WtNevu1bXpuv5/5aY5suJjnjr/LmbLnigzTeSq6bSP/YWG/w7QWd7tzPt0yD/EyT+NFy4q6siCkYR9+0Kltn0U7nNC5Zjaeh0YGGh0/cWLF2nbtq3Osnbt2pW7Xz8/P00BGtS9d7V77F6+fJlhw4ZRp04dHBwc8PPzAyA6umqfox5GFW6Jdnd3Z8uWLVy6dEkTjTogIIAGDRpUeea0lfcl8/X1Zd++feXup3bt2mzZssVomq5du3LixAmjacaPH8/48VU1hqXyD9qhezbjtucd4tt/Suc+z1ZRfkxUukvsPW850v+RCT7xLgy4N9Mfhf/1JcEXvyDriCV8klT+BgZoFxpO30yjZpBWYLGiArNcXtKSWxXBxupvfg4LmRK2DYGQ9LveX2m3U9NojrrrmdvltcAb5W6Tk51N7JdBxKucaTh5Cx5Ohqdyy8/Nqsqs6tj312KcT/1ERqePsarC/SoLC6mxRH3/y3k3DmsbWwBuXD6N5coBXKn3Mh1fuPfxIqrCpdPHiD+1m/ZDpmBubl4l+0xJTqJ4IsLSXbjrbxgArUsCp8i06nWle9z1JD76Mol/jMU99wa3un5By66DkCSJvQtGo7Jx5YnX5pS/ExMc37OeNvtGcty8NW0+3KO3vtnuUQBcXT0KpkVWyTHvFZWBe3BeTrbmenK6ugF4u8qOF3vtPDVXBHNZXpfrePI/1WE2XB9KtzFf4mB/9y2IhQX5HF80Evw64BnQEWePmji6uFdqX8f++Zbe+Tsgagfwzl3n7X6x+qY+DjIlN4bto3bDlnrrTx/aRPe8nRC/E6XyM3T7Hd19wU+lVOm15riQwbnQ/2gc8mSZ2/nfUg+pqyW/xdH1i2neeyRW1rY6afxi1hnNomVe1c0mcuXsMYJT1gOQnBCDm5ev8Q2Ee8raXMG5T3uXn/AeHNdU9erVQyaTcf78eZ555hm99efPn8fZ2Rl3d/U9ydbWVi9NVSj9Wy+TyXQadPr160ft2rX58ccf8fb2RqVS0bRpU/Lz764B8FFQ6X5XDRo0oH///vTv3/+eF6AfeXdRcArcO4L68lg6H3nFpPQFBQWE/vc7ifEVC2wWezOamzHRXD0TplkmV+leQC1zj+q8TklNrdAxit1OvMnZQ5s1hcxid/tIrVSq2Ll2EWdPh5uU3ubGbgBsZcYDncTG3iQ98065+7PKSUSxaqjWEvU70hkHqrr7QC0WsqoP9qLN9duSrnNyE4M/nT/wF/WkaDrJThLzdbcy08nv0Vjl0wc30eXM+zSXX6XjoVEE3v63/I1MVJBX0jKWmnRT8/+MtW/gxW06XqnalqnU5EQO/zGL5MTYKt0vQIO/e9Dl8ueE/T2/yvZ5fmVJ97Makm5llHnp76rW6b/X80SnrxhOy9xj1CSJlntfIj8vl+uXTtEtdS1PxC4B4NC3I4mY3UMvgNKVKxe5VUbU1NIUx9S9NdoURABwcvdqLp/Yr5fOQZV2F+/GNNr31Ha3N1T4OyQZemSQSvZpqcxSF0y3LCMpNqrS+Sx24+AfANRXXaWn6jAAA+6swWFeLfYvn37X+4/Y/CNBaVsIivwQv9VdcFxQj5ycys36EHjh/rRAV/Utsvj3IiFyq966s4e30HrPi5rX5w6Zft/MzcvnxLED5BcYH0d/+sA/BpfX2zrc6HbaH0O7yPc5sWKqXpoaspJrNPqTAE582VfnGlBkVV0cn9z1kzT/VykrHjtAtENXLZlMho2F2X3/q0i8FVdXV3r27MnixYv17jsJCQmsXLmSoUOHmrzPhg0bEh6u+3x77Ngxk/NjyO3bt7l48SIfffQRTzzxhKaLuaBW4UL0yy+/bPRPuHv5eXkc3fwztxLKL+hqP4RmZaZz9Osh7P7uDS5fMNw968iaLwgJG4e0tLPJrZ4FBfnU/KkZPsuasffQQc3yuqobRreT5jczaf+lWS9uTZMd/+PkrtJdB+/uZyZs8y/0OPcBTf4uu/uX7uHKP17czevU/LEJuV81MbwLrSLAcLNdeGn9qEvFXX3L6c59bOefRM7syNWLJ03L933UOO8koWvmlptOplU50EZ+CVUZQxAqGvArJyeHIzv/JiMzw2i6ZjvLfiAz5TrIzzNt7F/0toUkxqsL0s0KTpm0jali4hOJiDzBzR+H0v7SXG79OLj8jSrg2Jblmv+bJ0RWej8qpYqkpJL52x2zTa+w0+3OXVTJVM42h5aO58Jn7cjNKanMkFQqDiwey6G/F5S5nX/BNZ3XEf8uRZmv21W4Q+p6Wucd43LEXtLTUrl+5Tz7//iCer+3w/Jb/Wv+4uljREdd0n1PWveAmMsnabF/DPU39NPb9n505zy9Z43O6yt/z6jQ9nYGphXUvn7qKa8SvnYObY5OwfaH4ErlsdTOy1zV+fr8cjdPiLlCxNblqJRKMu9k6l3r0p1bettcmV25fNuUU9laVQx9T/b88SV7Vs7l8tlwTszqQlLCTQNbli/y+BGUWvfmJtuH6axPvKAbWFIycr8OX/QSrTY/TehPU4we88zFSwaXl1sZXOrQNRL3Gk1eS4qnVdZBwhaVxK4JzD5gZAu1wz9MJHTJ2HLTuRaU3PMkSQRcEkzz3XffkZeXR+/evdm/fz8xMTFs3bqVnj17UrNmzXLHM2sbM2YMFy5cYOrUqVy6dIm1a9eyfPlyoPLBVJ2dnXF1deWHH37gypUr7N69mylTjF/Tj5MKF6JTU1N1/pKSkti9ezfr1q3ThFAXKubWTd1Q8eErp9Hu2GSUS7tWaD+nfptKu4xtdE9eSf3VHdi7Zj65ueqHf0ml4uC3L9GpqFXMS5ZC9CcBROxdX+5+s++UFFCk27qtCynJZdfkusoqNwVW8cNI/gXdmnEpS/+BpyLMrut3pTTGUPTg0uIjtwPgKUur8D4uhau3lcu1547W//Fte/BVWipPU7jmwaykCjlf/k2+9KdwdOsKw+nKGBN++1a8weXhP44j+ODLXPqu8kMZyitDx1w5g8VszzLHumm3ngfH/4bn94YrVO6W69JmtF7flWZ56qEmjQrP39X+cnJLHvpjY6Joe/RNzeuaqUe4EX29QvtTKZVcPrGfI9/+D4/FDQnfrq4EK30NZMtkXDQ3N3hlpGUXcEshJ0Gh0LT+lle47JDwGwGFFzm57RfNstOHNtEp6Q86nC57LntZqV4UfmcW6lZiaX0xAjYPwnG+H36/B9P50ucAOMh0C9y34qNp+HcPav2qOyZN+/3fir5YZn48MK1l+240P/C6zuvgpLV3vc/SFX/Bl+cBYCszPehUdHwiu3Zt1ynAVQWPnwJpfeRNwucPxf4rH3Jm6MYtKcxO09ummfx6lebBkIKCAjIyTGvNUSmV3LgYWeb6zIxUul36jG6XZ1H/zydoVRCJx9KK34OCzs+m5b+9Sf3UcJAugB5xS3VeW+aU/ZvcMWMTAF0Sfy0zza2kONrH/lLm+orwU8Vw5LtR5aYLvr3epP2dPvwfx77oS/u4XwlJ/IPkcho1apCs+f/ZbctMOoYg1K9fn/DwcOrUqcOQIUOoW7cuo0ePplu3boSGhuLi4lL+Tor4+/vz119/sW7dOpo3b86SJUs00bmLgydXlFwuZ/Xq1Rw/fpymTZsyefJkTeAyoRJjov/5R7/rjUqlYuzYsdStW7dKMvW48VnZWee1R+wOALy0bsqm8C81PVbX89PZlx5Dl9HzCNv2Bx1TdaeOqE0CtfeOhK7Gx81qFxI88nUDCcRfOILpl3jZTs/qiG1hOv4fn9Q8Mpd+dO58a9VdHaNdSsW68DbLKb8bjPYDckTkCVq3bFVqfdla7BoBndKRaY2JNhZYzEn14HahyUxPwd6x7G+CZfgPOq+Dj73JobjTuMftJNncG5/hi3BwcCJ2zw8Ymv39wqF/Ce73CgqF7nijTil/AxCYF2ZgK7XUW/EYi3deXlVJyl+T8AWCUv/l1OwnyG3yHO36lxRG7tdsWVXZ0nXm6G6abnmGAzVfRSGX0z5G9/z4yJLh5xYwo/wx9dlZmVz+5kkKFba0yTtC/aLlzmFzoNfzNMmL1En/P29PrlpY8F1CEl1ydAtaqTn5DK+l/gasK6zY+1VdDwXGAVCQWX6FW+nT5kUyUbsXlSyo4DCbxKizlDea9mpSJq3LSfOwuRj6711F05dUKmp934BawPbET+j1v0madWbJd1dRJJepz2G7TPVvaulrKCD2L4M36ZzsbKxtbEw+TmLsNcoLK6osLOTkzt/xbd6VjJ/6U1d1g+Sx53DzrFnmNoWFhYR//zrBt/4sO02+4evk6PbVtOv1vCnZ1+EmM96rR5tXzGZgQoWPUSx62Uu0kVddl+rg5H9QFv6Iwuzu4zk026772cXGRIGlHW7O5c+e0T1mEVFXRuBfz3DU5WKHNy6jfdH/axZGE/bnVwQ+MwmFWYUfzYWHWO3atTUtxmUpHYkb1AHBSveuKR5mW2zWrFn4+PhgZaWOXDFq1ChGjRqlWT9jxgxmzJihs49JkyYxadIkzesePXpw7tw5nTTaxzWUj8dFlcxFIZfLmTJlCt98801V7O6xV09ZyUnMDXyJu8T9RMSutQSHjStzs5tXzxrdbcSPJYGj+qMbvC37+JrSyXWU1W1XW8zVszQrOE0dKZqzR/7TLC/dUnQ/hX050KR02nlsvb4rzHDkyHcvaa0v/8aiMw7YSCFahkRyfDShq2aTnnabOxmp3Pi0CUeWvI5KqeLAzg3s/fFdk/Jd1XIWdjC6vonynN6yDrE/0UC6Tvv8w9T6pRVO3/oTFL/S4PYdIt/h2OLKtcRfWnV3n0mL3JLKlOZ54bSLmEr4xiWaZRG/lT8PY0qSfuRuQ+7cyWT/NyM4vP57crIq15PDFE23qIOYdIr9Sa8AXVpacoLR9TlfNqZF4Wna5B3RWe5bGM2JnerW6Mvm5nzh4kSKXM5VCwsANtvpB0nJ0yo4ZxSoH+ZzZTL+sbPlVtHUSZJKRdyNK3q9FkLS/qWgIL8oTflxAQyN5w9JL5nKMNfELvzl0ZvmzogdP7xH8nRfjn7em9zcssfmSpLE7mUfcOjf8lvxYm9c5ejOP8nKTDMxxyWKexcYE3Li7q6vK6cOaf7f61LJOOfc7Du0y9xpaJO7VtziXVZvKeu5NQj90/RI49nLBpabJvzvr2l95E1sv2+nGQoVFVZ2xe6hVXPInumrV4AOOjuTqE+bk5t9B0ml4sTazw1u3+7wvQm4qU1mYrfl0N9nsGPzX6z+6Uvy8ws0n3/pe0ZFWKkMXx/7V3x61w/0hnpEtdjcD/v59XSWJcVGcemTliRN99NL7/97MIUFZQdeup0UR/uIkm6xlrJCgs7OJPyfb3XSFRbkm/QcJQgAixcv5tixY1y7do3ffvuNL7/8kpEjR1Z3th5ZVTah49WrVyksrHgwBcG40I0/mtztq6yW69YHXjO6XeHKIUbXd8nSDzhSrG3q5jLXARyfW3Z0TVD/QMTuK+nupcwtCdBVVvCnDLmMtfZ2pMrL//qeOvQf12a2Yu/SyQbXG+o+eHD1lwRlmdb1W2bgxzo4WbvF34Qfc+3o3EbSe5CC2/fNCLk4h6s/jODspu+orbpJcOIqwravptPBF+kae++m/DLGo7CkkHj++F4O/PappjtuVd0XSnfDO/TbJzqvT+75i2vn1MHtoi6e5NBfC1EqlfimHDa638o8cAVGvAdAesotguLK7q5Y7NK6z0za74nVn9I5fSPtI9/F+kt1i6xSqSIrs2qirBcUKtm6oOwKtdKOLP8Ap+8acuTPeWWmccVwy5WFTAkR6s9mkE8Nfnd04BM34/1WtM9E8dCGn5zNmebuyv+81bPTHv71A7x/acPh5e/rbX9nVh3Cvn2BwPDyoyOX14Hg+C9vlZNCV1njQxVaARjl5RQ6esYtwU2WQbv8I1yY37/MdGeObKd7zCI6HJ9Ubr5q/tKadgdfxXZe2d10i2lfC5JKhXymi8Hx21UpP0c3KGPMlTNk30kn78696Xmz59tXUcx0JmLfBqPpQs5+YnR9sdiYKPxLxQcpLCjQS+dx8XdAtzXc2BR4HS7O1hsyUMxfdYMzO1cg+9SZ7kll339KB8QDSIiL5sY19bCCvLzKBVErJiswbbqxkCvf0PPYKzx/8zMsPndDMbP81tzyKCTDvyvdohdw+TPjUwGV5+Ixw5U3lrJCnQK25Q8daCBF4SEz/F29HL6rzGPcuW14iJI89jgAB36fBTMcMZvlzvW57Q2mFYTSLl++zIABA2jcuDEzZ87krbfe0mtpFqpOhQvRU6ZM0fmbPHkyzz//PEOHDmXo0KHl70CokJCIt7m09EWD665dMD4Nl6lqKasuyq8KmObmwkoH9RRGbfOOELpzXZk1qeE/TyE4uqTgZ3l9r876/Dz1A8eWX0pq2z90c2WmmwsTPI13ngz9bRrNdzxPHeU1uib8rLf+5IFNpH/qS+iG71EpVRz9bwUxURfpeKHsAk/4zrWcnRmk+ezl5RSSzSm/AKk7T7RpkbVbZx+i4aWSz01+ueyKjvut0b8D6HR1Hsc2qLvGHvu36gr2F47tInKXuvdDh6u6LUUt9r1CnbU9AfBf1ZkOZz7i6D8L8C5nWERl2yziblwiL8u0B325pP9QbYjFHd2AQMe2LCf1Uz/OLqnc3KOlhW/7nT4pv5ucPvi6+hwGn/20Usdrla1bgXGxqBW6LNrf/uLzEmajvj4Siro4drih7gXQIXqpXmu9M5kEpepWvpXVGlTc1bcsdlnGAycC5GRlcviHiVw7E0ZZxfLGuRGa//e+WDLVWcQ24+eh9GwH2grSdR/AT+z5m+uVDDx4/ow6fznZWVyZ2YpDC9U9PpITDQenOv9pSQElLe3ux3GXbs30/b0DBV82Iv5KZLnblhVDASA7y3DlTrdUdcuudtTpu1FzWUu9ZecOl3wHw/dv5uSR3XoFbQD/U5WfV1tmwm/FsX/1e5l4/dCM2ivakXY7CcvZXga3u3q67OExOnkoqPyUhBnpd/vdKbsarIHyCkoTK29Ph24jqtS1k59ddpf27E9qcCFMHc/EUWb8/RsLvHbrP8M9CECFpFLR6UpJwM46VC5QnPD4+eabb4iLiyM3N5dLly7x8ccfYyaGB9wzFS5EnzhxQufv1Cl1BNp58+Yxf/78qs6fAARmG+5Ol7m+auairGghIh/dh93tNtZ84upMAbDezpZ/7O2Y41rS4hRy8CWObDIcaKNtnO6DZED0HzqvLWZ7cOzfpTx14wvNsr226rFqJ62MB0oIufqt0fX1d76Mi+wOISfe5fjWn2kXNgHfX41PTB948DWaKC8grR1JavRZmh//wGh6CxMK0dqUBQWcnt2N0MWjy03rREkBIijFeKuKMSqlkoRo9bzPyQkxHFv3bZV0JZZuFk21cPtKxfKD+juZKZOx1MmBv+xLuv0GbB5EywOjiYu6UOb2cddLgjeFnJlRZrqNdrbssrGu9Axz3r+0RbbMtHkoy+vGe/18OEdWfQ4q3e9L87C3cJOl066Me4Cpoi+f5thXA5Ff2V6p7VVS1Qz8Lq/SSedcFP3f2KFPLjfcw0Tb8b/LbkU3xqKw/GnrTi56gfZxv1Lnr14mRdfWni7PO7TyUzRl5pZ8T84c/o9W+17Gb1VnI1uUrdFf3Yg4dphzu1ZQXxVFh9t/E3U2TGfqKp30qstE/DiO3NxcTv5S/udvjEqpRIrXL/w7yrII2F5+xdHRBS8Qffkk+Xl5xN+M4uzMYI6sXwxAcozhqM8VEfqz/rRJ2g4uecPg8uLhBKnJiQTu/h8tturPAQvgoUoyuNwU5VUCAajiy54h4MLGsq+LGn/141LEXs3rXTbWhBn4vb2beWLP/lVWIdI0xgqoAEoTp5lqtm0I/qWuHZmRXm62slwC/nvOpH0b6qlWLCD9kMHlbdP+40zYDpP2LwhC9apw9cSePRWLcCyYZreNNcesLHk7JQ3Tp2qvGgqZRGFhIVkZqdg7uiDXCt6Uk5uPtVbaHJmMdn6+AOyJvombUsVbRS3CjfILmFlGd02rC3/DAP1u5eoHT90fmhluLvxtb8fBGzdxVKloe3xqUVpY5ORY7vuJu3GFqGObMTZK93z4bhpS8gAgRZU/1YU2J1Uazj+b1sXqupkZ5y0t6JOVjQz1+FALSaK2gZry2BPbaJsXAUkRwA+olMoK13RdNDdnhaM949LS8TYhfcSCoQSm7+BY6y/wOjGftlI8YbERBE0ov5uytvOzgknz76cJMhSSsoEja78kKaOky6ASjH6/VcBwb0/OlIok+Wymbo1/4vIX8C7jGcp7ufGKEIAEhYIP3V0BOG4k3aG/Fhj9HrmXEVE5+sJxXGQykswU1CkoRF5Oq5HfmifwM7DcUnZ3XeGVSiXXZzajLrHUuov9qJBVydgf7X38Z2fL3Fu3S6XQ6k5cVIjTLsrdmNEQ7U7JtW7pxmgwRJZ4Wm9Zbk4WVuVsVyuv7EjaxYKz92r+r916dSczHTt74/eqigaO1HYjueR6aKoVACm/oJAjy9/DwsGDoOfeJnTV55S+S6XK5TiqVDrnImzXOoIblXyy/n/24tboksLtHZmMs5YWBObmoQBax/4Oc36nS9H60xYWHLCxZlR6Bt+4OBGck8sT2TlcithHg9ZdNPvJzs7C0tIKhUKh6S5+N7Hsg9I2w8rNXJX7k2LjR1vleYh8Hwa+UeEJwwzdm0Kil3LqYEc8/Jri5eNP6N8LCDn9MZcGbqZ+iw50TDQcw0FWdPQL/y0pN+haxNYV5F/eQ/2hs7i4+3cadn8BVw8T7twGCmj5QKKZAt9C9f2mZuLuMjeXp5Xd08JGlkeDjQMAiFcomFT0G386Kpo8GRQUVQva5Vd+xoyQmB/LTZOfl0v67QTcvf301nmpjAckO7X9VwJR31FKfxdyZDIKZOBQVnd6WdU8hRkLFGpourhizbYZH2InCMKDocLPRd27dzc4lVVGRgbdu3evijw9NBYtWoSfnx9WVlYEBQVx9GjZ3e/KUtxd+U1Pd353dGCjna3BthqDgS5yj1EITPZw43cHe0A9fUwBUAAkF00Vo70/FXDc0pI7Mt22MdVMDxwX1OPS7A5cPL5Xc7zEy+qgSictLYi0tOCMZUl3zG61fDTBfgC9AvTz3p7Mc3YCoHWO7vySF47t5OTuNZrWmxS5nP3WVqiAv+3VXcGf9NF9kFjm6MD3zroPpqEGase9f2lDhzPT9JZra7TpGZ2afEOFnHygfS0fdttY63VbVGi1xf9pb8vfdrY6Y7WVwDVzMySgn68373q40dy/Fh+6uTDIpwZP+3ojoW6J0SbllzwcFxYUEPqTbktPcSttMUNFs2d9arDR3o4XaujGiw1bt4CjG5bopQ9MV9d6t42Yiq+k7iYaVDT++OqZMO4UjclPk8v50M2FT12dkYB91lZst7Emt6hFoFHBeUIu6c4ZHXzuMwZkrEIFPOvtRUv/WjTzr0VX35qa72KGXEaUuRmHrK34zNVZrwAN6HzPAFrJ1C3nEnDTTFFub4poMzP+trNljoszr3u607NWSUTcssahnzm4kQ5n1FMkldcZ+2M3FyZ4uGn2VGt1d/r4ejPAx5uzFhZ43K74vaG0TJmMOzIZxy0taeZfi8PW6mJgdlYGmRlpBrdRzHShLuUP11ABo73ced3TnUhLC71PxExmfCxvoqLsc3BM6xotq/FMUqmQJInCfP1gXtqb1EY3yJk36pa8hU6OLHO019nmOW8vvnZ2QlbUui9JEukp6oJrRtHnVQB0863JoJrqbq05MhkdatXkOydHTau5BOQVPYUrgd8c7DljoFt63vWSc5yVo76vXzpxgEJgi60NCUWVk5ttbThcFCnVUEveTTMFG+xsDV7bxcpqKLOY5Urn2B8JPj+LyN1raX9ZdyqSSEsLOtf2oYV/Ldba22k+20E5fyKVmiNb0uoCEOLny6s1PPnNwR5D/lfTiyXOjjxTswarHew1ha6cIyU9kNJuJ2Ez15sLn3cEIO5kSWubBMQWXcfr7Gw5Zan7+aqAGDMz/rS3JcLSUu96rKuKwqZAd2iFolTJKctAy6UEhFtZstDJkQ61fTTnVXv/zXe+gNdPLdWfQ9GUaQ3W9+XoBnWLd6SlBYucHHW+p3b7PyE+/iZBV+brHOuIlSUppU5e6yMTCL69DtfFjWh/YRbJPwzUWZ8hlzHBw42nfGrwTE0v0uTqb6b5ZXU8kkLgZ0d7YszM6Fjbh6d8a7LbRl31XZsEbiUZHnvrlK2erjJJodBMOZdd6jPKlslYoXVd5chkBPrVIsTPl/Z+vsRbqLh+IQKVUkl6SjKHv5/AtbNHNe93gbMj6+xsdSrCSn/jb8vlNCv6XRhew5Nm/rUY7+nOHZmMmLkhuP/QgisnDxH697cww5HDfxnvYVZMmZ3GdhtrmvvXYpKHG7kyGRGWloRZWdLOz5cOtX25o/V+01OSOTW7G0fXLURSqnOpAk5YWpBj4hQMyqK/m2YK7shkqJT613fpbubXzM2Y5+zEbQMXdT7wiasz10V3XEF4IFX4yty7d6/BH/7c3FwOHKhYa97DbM2aNUyZMoWlS5cSFBTE/Pnz6d27NxcvXsTDw8Pk/Zw9sJ6OWq+nubsyraiFbEpKKi+lq7vVyj515tqQHZoxnxEh39Ea6OdTg5vm5uy0teFve1uuGHi4G5+axuDMO7zh6UHj/HxNIRXgq8Rb9M7OUQcBAgIKz8O/AzgS9Qn+IQO4dWYPMdZWvOFl+D2NLmM5wFlLS85aWvJWahoAoWu+pN3gySjMzAjYPFidSKb+se1SWx1E6e3bJQ9CmVoFpwE1a3DNQn/aitE1PPl+1RzaX5xNoSRH+jAB7VSXzc35ysWJz5JvY6uSeN/dlSeyc+h/R7dlM7DU9FfDtFpD3/R05/R8f5JGn6b43SokJUoZrHKw5wtXdZCUGajP20w3F4JycgmzttJ5PwAbtT57CYg5tBrn5n34wsWJHLmcGRe+IEmhwFJSET+3Mx0KznHZ3JylTg7MSk6hbVEvgNNR0Vw3M6OfrzcDM+8wLTmFXbY2vOPhptn/raIf3rgbl4j9eQRBMnUX6LzeI7G0UneJj9y1hmbATTMzahUWUghctTCnYX4Bh7+fSId4dWv05y7OrNJ6mPqz1MP0woRbdM0pu2b9pRoeXNR6ML5tpqCFv+lto91r+fBzfCJtcvM4bWlBo7x85ro6s6YoH7YqFX2ysnFRKpmYmk6cmYIzFhb0yM5BBvT1LbtlJy4ulvzk6zRs3Zn8vFx2zHkOmU8gT8Woxyv+YW/HbDcXxqWmscjZib9vxtOgKHBQrkymOScAS50c8C8opE9WNulFhaZZrs78EX+Tc0d30rhdDwBWrVqOuZkZzz73AlmZaeTJ5ZyztKB9Ti5y4LCVFXHmCp7NzCJbJsNckmivdRyAMV4e/Lj8fYKvqx/m896Lw9JKP+J1sXzAAvVDvxxYY2/HpNQ0rFUS812cCLVWP3gfsinpe3I6qmRKu9Alr2NdvwtONevj10g9LvbQ9xPZ5O7KJjtbrFQqZiansN/amn/tbdkSow4297JWZc71Utfwbhtrus9w1LQUtZbJoOh9qopa2nJlug+XEnDGwoKm+fnIij7f1UXfgx5ZOdQuLOQ5by8uWlpwwdKCKVHbiNy1mqzLB+mQ8BtHPIZSa9AnnLcwZ0jNGgAko9CcZ4DvnR0Zn5ZO/5o1iNLKc5fsHPYVfT49srL5JqmkNTndvi4b7GwxkyS8Y67g6eFBgw1Ps9zBnnlF94g5Scm8V3SNRkZFc/XUQa7Y2fCBu3rZjuhYnvRVV/CkyuWMKuNcymUyYszMsFGpiDMzI9bcjD5Z6kLwRXNzvJSFXN/3O60U6kq+bJmc3lnZjPAuGQM7080Fa5WK7tk5eJKG59nP2WprQ+2CAhrlFyArVO8vT6v8MM/VmVZ5ebTIK3kG0H4aiDMveaT4Xw1P/ojfQHzMVbxq+nPuny9oT0mkftmtkpb+5kX3goC8fC4U3SeOXY/hb3tbnaFB2kalZWh+WwC9qdTkspIKmLkuTvzu6ADAyahoZKhbJ/+1s9X0SAEYVrPk82mdm8uv8SXdrXNzsnV6LwRFqofyFH+mPzk5UCiT0SQvj9Vx0fB9E50m0O021rxdVLkwPfk23bNycCmqrNZuBW9YqP5cJOC0pQWfubpwXuve2anot/J0VBgXzc151kf9Hf7GpSRY15ue7vwRm0Cz/HzcFwdwY9g+4o//i5R1W9MyrszLAjk8oVWhCLA2Np5G+er720CfGsRrFeDalboHvenpxubV3QhzehqZVEj79K3w5wqy/WJY62DPj0U9x6YXfcb++QVEWZjjWqhkb0wsr3m5c8S65H5zqqjCbZ+NNR+4u7Ig6RoAyYd/IyRRPcVl+zPTkAZN4LK5OYOL3juAQpJolZtHz6xs+t/JIuj85zQr+l7tsrWhra3+lGUb7G0ZnqEetnHjhyE0z4uAUxGE2Xdnkocbu7S2iYiKRgH8aW9H9+xszXR2KuApH29izfUfpxdcOYLUcQAyuRyVUsWJ+YNok7mH6OEHqIW68WBAUWPBcicHtsTEanoRALzg7cV5SwvWmNsAD+4Ul4LwuJJJJoamLR773LJlS3bv3q0zAbhSqWTr1q18//33BucyexQFBQXRtm1bvvvuO0DdbcfX15cJEybw3nvvlbt9RkYGjo6OpL9nT4cA41FTG+bl88HtVFrn5SEBtxVyHJQqdtraMFWr0FRZ/8bE4ahSYS5J2ErqtuFC1N0UCmQQ6Hc3HUHBXJJYGZeAmQT1iwofMWYKsuVy3AqVdK1taGZg0+29oQ66YSVJ2EgSmXIZkZaW3FYoNBUSpf0al8hPTg7Emyn47NZtPJRKjllZ4V1YyJcuzpof82LFhYlISwuWOTrwTkoaO2ytma/14FIZkVHR5MpkBBc9nExMSWOBixMAp6KiuWRhzrM1axjZg3ErUhtSmHKDxorL/Gdng5kEfrZ9CHhxPukZGXh+34T33F3ZbGdLp+wcrpmbE2tuxsSUNF5Nz2CxkyPPZ2SadI7eTEnDU1mIEhkfu7tioZL44lYytioVo0u1ildWw7x8ncK4Ie/dTinzwduQ01HRRQWzljTNj2S/tRUOKhWZcjnjPd3LHXtnyPfxSYypUVLB9Omt27TOzUOm8qSWKlbT4pM15jTuS5tqHvYGZ9zhbwc7g/s0JCIqmnSFnHyZjNtP/IFrzfp4/9ya2zIXXD6+SuIsNyKtLDWVK03z8gy29JdlbWw8r3l58Gt8InULSlpQoofvx9uvEfJZ7hWqDDEk7HoMG+1sSTRTMCo9k45F37WJshG89uK7NPu1mSattUqFtSSRUlRBsSY2nqHlXB8noqL1aosvPrmGZy8Yjykx49ZtZpRx/yi2/mYcz3t70TIvj6+SkulY21fznm72+IUGO0Zpzm1pjfLyWRuXUOZ6gDVxzmRaeiG51MOmZiNcw77AbtxeChbWp1upazIgL59OOTmagsvpqGgiLC0Z6V3+tbfvxk0uW5jzatF1+vfNeLKsO/Oi6+Uytxmbmk6klYWm8sWQ01HRZMlk2Erq/h6r7e1okF9A66kJXPx9Cs9JZUcvNsXbt1NZ62DH62npdM/KIdjPl9dT03llzHkUX3jT2shnOz35Np+4GT+/3bOyMZMknsjO4amsbA5YW5Evk9E+JxdrSWKtvZ3BIUwuSiW7omORgNb+tQjIy+eqhTkFpe4lXoWFWKskoizMWRWbwL92tryQkYnquV08fWSE0bz9F1NS4VKW3+MSCMjPRyGpW0yS5XI22dkSb2bGuymptCzj81mckMRMNxedAnRZ1sbGE5BfgAx1jxRLScJMZUmIv/HAn5YqFXnlzLARfj2aODMz/AsKyQeWOTnw5J1s/AoLjV43AP/cjOcZn/J/O1vl5uKoVLEwKZksmQwbSeIf26ZM9zA+X/bWmFhOW1rqVFyXtiDxFl2LKnJBXVmiAsxRV/APKiN/b6SmsbioFx+AMkfJ+bHnSU9Px8HBodz39LjJzc0lKioKf39/zXzIgnA3TP1OmVyIlsvlmijChjaxtrZm4cKFvPxy5eZyfZjk5+djY2PDX3/9xcCBAzXLR44cSVpaGhs26Ad5ysvLIy9Paw7UjAx8fX1ptKQRCuv7PQpaEAThwaeQJJSVqMQQBEF4VIhCtHGiEC1UNVO/UyaPiY6KiuLq1atIksTRo0eJiorS/MXGxpKRkfFYFKABkpOTUSqVeHrq1vB7enqSkJBgcJvZs2fj6Oio+fP19TWYThAEQVATBWhBEARBEEA9pFgmkxmMzVURfn5+VTKjlMmF6Nq1a+Pn54dKpSIwMJDatWtr/mrUqIFCIVpTjXn//fdJT0/X/MXExFR3lgRBeISNSU2v7izctQ+S734e4uriXXB3kdUfZV2zspmQklbd2RAEgzxNnGNaEO7WqFGjkMlkyGQyzM3N8fT0pGfPnvz8889Go7sLDwaTAott3LiRJ598EnNzczZu3Gg0bf/+/askYw8yNzc3FAoFiYm6UywkJibi5eVlcBtLS0ssDYxFPHLjZrljopckJNE6Nw+bUt3obynkdK91d+OJQT2m2FXrYk3DjnhFTRop1QFOXvd01wk2VFG7omNxUSo1X7bwNnMJPP4uoI4g3s/HmztljI3qn3lHJxiXIdrBj4rlA7fMFPQpY8xY8TjY6+Zm1CooREHJVBj7ra0YVypg2umoaCJ7raXl9iHkymRYSRKxZgqe9vGmsJKtZeNS02iq6IVZzk1e81QHYfo5PpGXa3jiXVDItpvqZcVjv3rdyWK7nTpw1Ktp6SQrFKwv+my6ZmVr5s/WtrvPFi7+NZOOt9aQpFAgQ0I2+jRunj6k307EcWEDtttY85anOxtvxjG8hheZCjlDMjL5+Haq5jMpb/xZ8WcE6si2qQoF7kolMtQRXoP87r7nxStp6dQtKOADdzd6ZmWzw8D7BfVYNe3zPikl1ejY9R/SAnDPuILti6uJ3vi5JjK5CvX3Y4CP4aBkdfPzcVSpiCjV1cdZqWR/dKzOZ3YiKho5kDU5iqgt39L84nwA8qfGErFtBa+lq6Omv307lShzc8246M9u3eYjd1dqFBYaHJ+o/d2PHn4Qb7+GhK34CJ9Ow6ndoAXjZ6jHxx62smKJsyMvpWfwpqfuWMXiYD+GHLoRw0Fra7pm5xArr0N95VUApGmpSJKEfKaLSd8NY05HRZMml+OkUnHDzIyni4LATTF7gmFvzedzrTHRbxQFklrs7MTzGZm8lpahFxjJL79AJ4DZ6ahowhz7UD/9MC6oxzlmjj1B+60DjOZrS0wcTxkJSFe879SivMeZudHH1wbPwkJ+8XoZReOn8f41uMzPZ2HCLQKzJZ7wcyO7jPtf+PPHMDczJ+tOOvaOJWNv82c48oxPDZyUKk38ht3RN7lubs7LNTzpkJ3DS3ntCEzbTFBtn3LHnm6JicWnUMlMV2ca5+fzbGYWMYM28NSJCQbTj0jPYGJRJU1bI9d28ffzYr1XaXjlJy6am+OqUuL2cSoJu5fw1OEP2WVjw1eu+tdn25xcjlkb75pZHDfCu6AQe0nioLWV+rdyehq/fDSEr+ufL3Pbsu6Z2n6LS6BlURC1sCbTCDz7KXLQGeNqaFxxZFEQKkATGPBDd1f+s9MN/Lc6Np7jVlbssrVmccItLCRJHRhzRjqDf2jIJSPxH3ZFx+p990s7WXTf0XbI2opUuRzbjDp86J+mE8Cz2M7oWEZ4e5Y7Jrp/5h1mGajoOhq0gM9vfs5VA4FOiy2LT+SVcmJlFH9/Imw60Dr7ENlFY5bP917NrFNvctLA7Bza25pyb2qcl0e9/AKd97HHyoOJNXTfu5kkaX7r+97JYs6t28QrFPQycg5+jUukddEwvii/IfhfXwvAWYvmOKvO0tvA80nxNqbGMxAefn369OGXX35BqVSSmJjI1q1befPNN/nrr7/YuHEjZiI6+wPLpJbogQMHkpqaqvl/WX/PPPPMPc3sg8LCwoI2bdqwa1dJUBSVSsWuXbsICSlvVkhd8S+Hc9JAIRDAt6CA01HRdMzJxUaSSHrtJAUf3uLmC4dgRjruShVyrYL1sesxOJeaMgngpbQMtsbE4l5YyNKEJJ7PyOTn+ERm3LrN/lIF6N+83sdxWgyNPj4KM9K59tIpZmvN5RqYozsFzbHr5beoexQVoKVpqTAjncB+YzTr3JQqQosCg4E6WEqx4h/o01HR/BFruJv8dwlJ5L+fRKj7EEKbTKPwQ3W0XAugZqGS3+MS6Hsni13RsXotczLAv6gAXfwaoHNOruZhvZg0PY2W7XsD6gBmSbhQs1DJiesxvH07lZfT0lkWr65UmZZ8mzWx8TyRlc0+rfdW2utpGXScsIxag7+iZW4ejfPyaJObx9HrMWy+GUeSrGge46ho1t+MY96t24Tk5OBaqGR8ajozk1P4MDmF9TfjWJiUzImoaOqXipzv7ulL21fmc7TFTDyUStyVKmzt1AUrR1dPTvX5m17ZOZyOisa/oJCNsXF8eus2z6bZk/VWNKcs2xD74mFmJxmf0/bH+JIKJXPU57z487SRJH6O15/Tc01sPF8n3mJRQhKDMu8Y3T/A+NR0+t3J5lRUNF8nJbM4IUln/fzEW8xPvEXNQiVLEpJ4JvMOYddjeKUown1ZAl//hXofn6BG7Ya0G/cLR5vP5PLAzZyw706dgkLCr0czIj2Df27G82tcIqejojkdFc362AR+jU+if1Hem+fmcTIqmv3RulNKvZKWjhkQ+8Ih7B1daDpkOictWhNu0xkLazuC+r/O5hj15z48I5MZt1M4fD2GLTFxDLiTxemoaLbHxPF9QhLfl3rP6W9GEebYhwjr9vjWbYKZuQUdXplL7QYtdNK1z83lt/hEumfn8HtcAttiYlkdm8DJqGg2xsZzsIzvqYNK4qmsbGwkifofR8CMdJiRjkwuR65QcKTpJ7yYri6YtsjNY8PNONbdjGdsajqHbsSwNjae5rl5BvcN6nvT5YGbuGLVgYM1RnHBpmSObz//Bnrpx6ZlMDYtg9NR0Xx4OxUPpVInAv6JqGj+jY3ntzj1/eKJrGyOug4gaPIaCl7bx5GAD8h66wYySwcO3ojhLa1t90Tf5HOt77lvYSG1C0omO3rndiq1CvQnO3NWqZABqQ1GcLzoXNm3GYK3fyPOP72e1bHqKYZeTM/g1bSSe1DXnByyRh9hR0wsL6elMzQjk9Wx8fQtmjng6PUYLC2tkCsUOgVogLPB8/n3Zjy/x5d8H92VKtrm5nHkegxLEm+BwhwFEH7jJnuib2oCMGqbmJLGnhs38S1Ust/pGabdTtXMye7o7M7pqGide7ydSkXY9RjeTUnDSpKwkiROlfH79XpqOkpJBjPSafjCPI40+hCPfEtin1TPhGDVYjA+hUpGZmTyRmoa9koVO6JjCcjLp1tWNssSkgjVOvZrabr376EZmciAhvkF2Bf9Dhb/VgJ0HjVT89l8WXReaxQWsvfGTT5KTuHzW7cZbuDe8FyGetmShCRNARqgzcAJKCj5nTht2QoF6usb4JtE9ZzJHyen6Mw3bVNUMB6dpr5Onsm8w/GifDXJL+DFjEx+jU/CtrgAXeTvuARCr8cQpPWb2ym7ZAYED6WSdTfjdZZp+/tmPHJAVXQOpGmpnO2xgg45uTydlY2DuYzD0SXfiT9iExifmsbu6Jt4KpVsi4nj43J6gryTksZZi+bkvBPL1SElz0Nte49gXWwCve9kMS41jV3RsZyMimbPjZtYqVR0zs6hXW4e62/GYW5CWJ4ct2YcrjVGc24bhTzJkoQk/peeqXMOrYu+n8WF76dKzcJR2nu3U1gTl8is5BSOBbyrWW7u8ASvpKXzetEzg6NS/Vtf/H2ac+s2zEinhlJpsBIfIDgnB3ubduROjaPww1v4j/qRnHfjiBlxmCYfHMC7UH/brTGxmkJ367w8vk6s/DzcwsPD0tISLy8vatasSevWrfnggw/YsGED//33H8uXLwcgOjqaAQMGYGdnh4ODA0OGDNE05KWnp6NQKAgPDwfU5REXFxeCg4M1x/j99981w0ivX7+OTCZj3bp1dOvWDRsbG1q0aEFoaMlUtDdu3KBfv344Oztja2tLkyZN2LJlC6AOJv3KK6/g7++PtbU1DRs25NtvdaeeGzVqFAMHDuTzzz/H09MTJycnPv30UwoLC3nnnXdwcXHBx8eHX375RbNNcb5Wr15N+/btsbKyomnTpuzbt8/o53fw4EE6deqEtbU1vr6+TJw4kayskms/KSmJfv36YW1tjb+/PytXrqzoKSqTSdUb2l0KRPcCtSlTpjBy5EgCAwNp164d8+fPJysri5deeqlC+6nh6YUcmJuUzGoHO6Ynp1CnoJBr5mb4ancHnJGumV7Jp15TzeKNN+NZ7OzIyPQMrCSJfdGxmh/5bJmMG+ZmNMwvQA7sLppypkPRj3JbSh5uT3X9meZdB1M6HqgkU+CkUtE9KxsFMCQjk/Ci1oEn72RhZeQHsFFePh2Lpj067tCTNkZaQ7R/TByUSjIUCrprPRw0y8/nk1u3NVNlFOuSkwuWloSM+1GzLF9SaKbsapGXT4uiSoCX0jM4b2lBr6xsYmWeZFh60yj3hMH8jE3L4LnMO3zk5sqQzDuaoHrFZEicsmpL89xjjMwo+RHXfh/zyyl4avalMGNFUSHzZJefablPHVvAcsIRDv/9Oe1jf9FERv4hQfdH9XmtwqcZsC42gSVODix2dtI8AFla2dDumYmccasNMhlNbUump2oe3AO2luzPTanimTtZXJO7Y2vvSIv3dwNQMyubTjduMtvVmbr5BYxKz9A88BW3Vh/yHoVjk1403fE/nTx+bz6CMbm/cTIqmmWODmyys+XVtHQa5xfQuGgqlc45ubyWls5lCwsmeupHdQ27HqO5WRWfiU45ufwXE8tnri5MSUnTTDsF6ofpjloPn6PSMlju5IBHYSGOKhXTk1N4oWhqGoW85JFXJpfTbtBEAJRNgzn69SDaZe/jXSNdT2clpxhsjZmUkspeGxtGp2VwxqwJTYuuW7lCTosP9ugcs1ZhIbXulFzv9pKEfakuhe2L3s83ibeY7OnOp7du4+jsQtDkNWXm7cwTK2i660WdZcXTE3lrzUTsqFKxOjYecwkaFBSQj2k/DsHPTiJ4xnRGp6XjqCq5F9QvKlg45BewMj5R0yLkVqgk2azk856cmoasZSdo2QmAk2d3QfgkACys1a3xvgUFxJgbbikHGJmRSeP8fJ3eLi3z8jlVNJVRmIs6X5416+D5/NSSDVUSozIyeTEjk9yiFq5+Wdn007qGN96Mp0AGlkVvbUjmHWa6OiMHhmXoFsCUVq4Ut7sVj+VuFNgNNhXotAiaS1Cn6LuqLCzAQSUxWauCb86t2+qHdCMKzR0M1oCfdO5Ji1T1/MtSrRAo6lXhplT/bk9OSdVMhdQ/8w4jMjKxkiROm7dAUbcLHP9Hs68Cubr3kZUk8X5yCkucHfk5PkmvR5QM+PxWMhvtbPkq6TaOKhUq1DX05/r/S+OidMFD3wXepbjN2cm1pLdPceUIwJ9xJRWmdpKkc09VAj87OdI1K5uppaYPPGfelMYFZzSv5VozN/fJyqaP1n6GFt03x6alc8XCnKfvZBGSk4tnUSX0tFL7BjAzt+CIx1DqJW3DcvIJsrcshosnmJSazoTUdBTo3v8vD9xC/fVPaV7XKygg/Hq05rtULH3iVVISrpN8fj9tT3/CYf8JtNd6/z8kJLHIyZF+d7LwKywkWybDUpI41PQzOpz5iMWJt0hQKHBRKulZqyYpCgU/xifSoKCAW5IjOS/8Sy3U95kmHfrDTvW+Va1GwPF3WRMbT7JCQbP8fJppVcLKUH/ffQoLGVPUM+vH+EReK2o93hITi0ppQ5Np6qlN6zYOVFeyFW0rA74q9T12U6k4plWZU7egkIjrMaTLZVhK6qklr1hYYC5JbImJ41CTGVhe3UaLIR9iZWnFyUNB+LXsiiPqe+T7Kerz9F5KKjkyGXIkzed7tOl0vjjzCaPT0vEpVM8aEWVuRuP8As2UaoMzSx60Ww1+l7B/LPFs3h3bmPNMOqSeUmtcqcobQ7bFxHLTzIx2pSoMr9TqjpV1Se8DaxtbfOs20Umz4WYcPzs6MCYtg5qFuo0gPbNz1BWcOUqcys2FoEOSoCD7/h/X3AaqIJZH9+7dadGiBevWrePll1/WFKD37dtHYWEh48aNY+jQoezduxdHR0datmzJ3r17CQwM5PTp08hkMk6cOMGdO3c023Xp0kXnGB9++CFfffUV9evX58MPP2TYsGFcuXIFMzMzxo0bR35+Pvv378fW1pZz585hZ6f+TVapVPj4+PDnn3/i6urK4cOHGT16NDVq1GDIkCGa/e/evRsfHx/279/PoUOHeOWVVzh8+DCdO3cmLCyMNWvWMGbMGHr27ImPT0mv2nfeeYf58+fTuHFjvv76a/r160dUVBSurvqzKVy9epU+ffrw2Wef8fPPP3Pr1i3Gjx/P+PHjNQX0UaNGERcXx549ezA3N2fixIkkJSXp7asyRB+BSho6dCi3bt1i2rRpJCQk0LJlS7Zu3aoXbMxUT2Zl82RWyQVfR6sAfdB3jM5c0sUirYJomRvGF1o/VNqXro0kaeZ7LE/zroMNLlfJFMiAb4sKhFlaN4chRQ8in966zd/2dqyIT2SbrQ3vFk35sFbrYUgqNddr/EvHyMlKp87aHnrH3HQznqsW5rQp9YM04E4W5y0tNHPCliVhxH5iQv+mw9WvdZbbShKLimt2Z8Rhm5xI6L9fU7vby+TcPEndna/ppHdTqlhaRk1wusIZrxE/wo8tjeYFSqbyWJKQhKUk6cybC4BMrjlv9QOf4JzDJuyd3fF18aD9a/Nhxi+ld2nU2LQMRqdlUDpKQdNOxruvnrBpj7kym6Z5kdwKeIE6pdY7qlQGH+6L895hdFFN5I6SdZmSNXkyddFCDryWnsFr6YanDvEpVOJTmMOmmDhNl16AwZl39B7ctbcpfY7+qfsZz1z9SGfZW6lpTExNU/eIKMrLwoRbWEkq5DLD8RwUZma0e3cjFHWJLi3p1RNcPLqNTqf0p7Q798RyXtk1StMKnubayuA+ip2wDqFVTiiXFfWor7xiNG2P7BwioqIpu1hZommnARQEJWH+eflz1zfRulcYn0RMn3YB2hjtgo1HYSGlHzXkWkVDpZMfACqtVLED/6Tm+uf09tvWQGu3ZqtyWrrkUOb3Sw46hR4rSTJYYQIgsywZdqKQ6/60at/93tB6KHfxrNwwB5nK8JhN3/99R/J37YixqEO7p0dzMDWGjte/06wfmZ6Jf0EhzfLyNAXrY3bdaPXmn4Rt/U2TLlcyx9mrZJjR/zLvMCzzjt75Oq+qRSN5NP3uZNPvTsnvV/H7bdymc6XeX1kmp6bzSnoGDlrft3PN3sO9w3ByI3bC0clcMG9MACCj/Ap/R5WKnxKMP0xlvZuAjbUVMiD4jR+QVCpkcjltnn0XZn0JoHevTRp7jvqeNYnIW0/r/wZqlpcuQAM4urjh6OKGf+NA0ru9QHsX3WtVDkzQ+s4Uf1fNtLpKexUV/v+9GUeMmZnmWraaEom7di8Grd9vZ9/GcJyiikzd54Rw+24EZqor+rR7YwTn5hGUk4udSoVvoZKr5l6YPplg2YrvH3/EJRJjZqapEPV6bjIwWZOuRRnPKQDWpa7hgB4j4cwnWlPzSZrP5XhUNIVFw7KKmZmbEzTkbQBSb16qUP69C5V4F+r3AlRY2RpIratOQSGflbqnFE+3COrvqPHJtgSDCrLhc+PDce6JD+LAovzzboqAgABOnTrFrl27OH36NFFRUZrW5BUrVtCkSROOHTtG27Zt6dq1K3v37uXtt99m79699OzZkwsXLnDw4EH69OnD3r17effdd3X2//bbb9O3b18APvnkE5o0acKVK1cICAggOjqawYMH06yZejhVnTolT4Tm5uZ88sknmtf+/v6Ehoaydu1anUK0i4sLCxYsQC6X07BhQ+bOnUt2djYffPABoI4VNWfOHA4ePMjzzz+v2W78+PEMHqy+1pcsWcLWrVtZtmyZXv5BHbR5+PDhTJo0CYD69euzYMECunTpwpIlS4iOjua///7j6NGjtG3bFoBly5bRqFGjyp2UUkwqRC9YsMDkHU6cOLHSmXnYFNd23EsJr0bS0cff4DqXwfNgpaHiddWRShUwbCWJw9djyFTINT8az9zJ4pmiblNlPbYomg3SeV2jtrqr5iGPYXRIWqWzzlmlItDAQ7EC+PB2armF6Fr1mlKrXlMuzNpKQMG5MtM5uXkS8tIX6hd+DYn3bYGrZy0s5hge1w5w+okVyA7Mw+G5hXjU9Cc0cD4hRS1nZdkRE0esmRlN8/M5bWSMGKgLeI3bdDKaBiB66C5qrXlC8zqKmvhT0o24ImH+Lg/cRMr+H6g7dDb2js5cuXiCds3al7+hCRIH/Y18058V2qZ2YSG972Sxzc6WN1LTNC1UAPudBtI5bT0Jr57A6yfDBdP+w8ZyJDKYU0d2MeLlCVjPVf+QFhc6ix8juxb1kqhMrXGMrAa+PnUoNHsGDBSi67ToDFpT4MrLOUSLtzeTmnab2yvfoX5KSSH6tFUgzXLDycYSG62eI6YUoDVpLSy589YN8nOyubT3D4LPzTR524RhO7D++wXy/7ce47O+mka7MNk4L19vvbNFyfQtTlbqx3PtR+OaLXtxYkdHWmUd5JRVINlebQm+vsToMW0Dh95Nlo06a9GMJvmnAZBbltyXrGxL3kccbnij3ytln91TdLEqO9bEDmUbepaxTiaV3GmjZd7UkuK4Iq9DPXcv+CSa4plrHWq3gOsl2ymAbqW6/7Z9e706/1r7THphF7VKBQst/RU+2GgaQYMmwKyq+Gbou2jZlIZ5Z/SWO5SqsGk8+H0A3PqM4rpfM/zrFLV9mzZ7p1FRQ3bjXyoeiKyoR5WZuQUX+/9Lw4399Lbz8FSPdW0d1I2959/E3NaZDmdnlHs8R5fyK7s0aWvU01vmoJJ0KsNKDwPQJjPSM6zNlH+IOncU/z97UbNQydeJt3Aq6oWoXelgZ1WRO5GuI3Y9CL6zU2eZtSTp9Ci6GxaWZY+ntwAsjHw/yvtJyMOcskdjm+aivC4NVVf1lp+wDqHJpA0w2/TvgvBokiQJmUzG+fPn8fX11ZnVp3Hjxjg5OXH+/Hnatm1Lly5dWLZsGUqlkn379tGrVy+8vLzYu3cvzZs358qVK3Tt2lVn/82bN9f8v0YN9ZzlSUlJBAQEMHHiRMaOHcv27dvp0aMHgwcP1km/aNEifv75Z6Kjo8nJySE/P5+WLVvq7L9JkybIte4znp6eNG1a0pNWoVDg6uqq1yqsPSzWzMyMwMBAzp83HN/i5MmTnDp1SqeLtiRJqFQqoqKiuHTpEmZmZrRp00azPiAgACcnJ4P7qyiTCtHffPONSTuTyWSPVSH6fvAqowANUKt+szLXVUS4TScCy1hX19NJb5m6q6l+rSuou6xpS590jfhrZ2jZ0nDBsPWor9m32pku0YsBuCL3p54qSrP+nFljLFQ5Osu+TErmHQ833rttfLxW/akH4DP97h9lqVG7IQBH6r9F8OV5BtM06zQAtFp0TSl+OatUOBd1kwvIz8enoAAPA2PXK8K9VkPCms4g6MwMALzePQZzK1frWl+rOy1AvRZ3VzGT+NoJEi6foHnnZ6gnlyPftLbC+5h96zYvpWfSqNQY786TfgXAKUd/rNtR576oPJoSbGZGcGBbggPVtY7nLJrRuKigY1jFC9G+0y8AIJdMi+Jq37rsFhQAuUKBs6sHZvW6wtH1muV59Z8mu88/pMdfw+b3LmVuXx47eyewd0JuVrGHXq+G7eCDirXKGCPXem41+KlrPb0Wd7NXlUpYf8zvhO9dTYPOQ7CxdYBZxgvRTTvoF3JMcaTeFIKvfG00TX67cXDwdU7YtKdG3ZawV73cyqakVfqmVUO8cw0M7WhsvGfILclwDwgAmVZX/JofnuZ2ShJ13fQr/xQVaBGRaVVX1KqvHlMfizs10e3pkSVZYvZhDB0t7rYYAeHtl1B46m+9whRAZs0ucE2/EK3tUN0pdCj6v0wux69xW8268lqij7ScQ3CkfgWYNv/GbYyub9i6MxiPtUrXUZ+q/2NCIboiAto+AZsrvt0R92exyIqnVdMQDke+Sftr3+qlkclk+DcJgqL6z55ljLuujPNmAaR6BNF+9IIye/ncjTCLILCvQZC1ad/9Ay6DkVzrod1nQiYru4IhsscqajduhyXq8eZyWeUqayyH/Ayr9e/p2U71sTAQhFaoIHMbdatwdRy3ipw/fx5//7LLANo6d+5MZmYmERER7N+/n88//xwvLy/mzJlDixYt8Pb2pn79+rpZ1RomVTxksXjI7quvvkrv3r3ZvHkz27dvZ/bs2cybN48JEyawevVq3n77bebNm0dISAj29vZ8+eWXhIWFlbn/4mMYWnY3w4Tv3LnDmDFjDJY9a9WqxaVLVff8YohJgcW054Q29nft2rV7mlnh3qg/ekWZ6xQK4/Ush5tM13ndML+ApQlJrC+KLO3o5EpA6y5l1npb29jQ5eXZmtepLV/XWR/w/iH8PwjXWdYnK5tj12MYnmE8GJWikhENg4dPMzlteS2MtyQHndfmqLurL49P4mizT/Q3MFI7ni7ZcmvsWRJfO4m1rT1Bz05G9XEKzEjH2saW/A+qLwjJaYuWmv971qxDi66DNee87/A3K7w/c6BJfn6ZNygLC2sKJN2WsnZv/kHwsA/00uabGY/ufjfjl2SS4cqQ0qexWbvuJu2vTZ+RRHT8XmeZja0DklQ18yU37f0SV+T+HHHuzxG/cdx4fk/5G1XSaYsW6sBSWuRIvJaWjoVK4s1SwfsA5FoPr57W6mEPXyYlY69UMT1ZPZTAzsGZwP5jcXByxczAWOnDVlXThTjIhPtAqx7DSHw5nOZT/sXLtx4nu6/g4oBNOmlUCsMtYkEd9YeyHA9eqPm/GWVXtLnXKyncKczMcPXwNniPbRTch0tm+gHaDJGhf++xnhDK0Y7LdJZZTUvAUqsAfSDwu9KbmSyw1/8IfvtvnWWH/ScQ6j6ElsNmlLt9hxHTy1zn7dewzHX76r9Hu36jTc5nVUiy0J9JI7ydaQ0UVSl43DJav7sFmVxO+xc/vcu9Vey+dKHfBhp9FKYuQN+lJLnhHhANJ24gaMKvJu+n08Sf6Txc93dDbl52IbZlx6dwdlH39djtURJFJt5AXx1JXnbPs9oNmhNu3UFn2QmzljR+ruzvtFABMpm6W/X9/quC8dCgHk98+vRpBg8eTKNGjYiJidGZGvfcuXOkpaXRuLG6542TkxPNmzfnu+++w9zcnICAADp37syJEyfYtGmT3nhoU/j6+vL666+zbt063nrrLX78UR176NChQ7Rv35433niDVq1aUa9ePa5e1e9VUVlHjhzR/L+wsJDjx4+X2f26devWnDt3jnr16un9WVhYEBAQoNlHsYsXL971PNPFTJ4n2hBJkpCqoMvU4y5XMtw6dKTRhxXaz5GGhmvVwxp/SF4ZxwBwdDIyqknrweyqrDbhgV/qrDa30u9a3SEnV2scUsUotMYVHnQZjFwh1+kOUsxYQDNtia9GEFpnIukTLnG49liT83E0yNQHQ+P5KDTQ2aM4wmu7wZMA9IKWlSVT7oC7pw+eNf00y+RaXS4tLCy4NbbsKV3uJY8Xfy5zXW2/OoS3mWt0e9XH+oF8jJEr5BS+G01ogPrhJ0syVnNf3udr+o9emG03Lg4oaf5x9zQ8xVyhVLmaVZlcTuseJWODsFS3plRVOEcbWwfqTYsk+M3fCB71ObUDWhNp1a78DY1IwUFv2Tl5A2q8uoaz3dQFsOII2p8mpzAxNZ2wGzEG7xFymYKDN2LYd+MmVmbqwmejXImD0Tc1UaONiey5lqB3NlT6vRzwLZk5QCaTsUFZ/rAGz1r1NRV2LToPoGEr3V432oXTCx1KCk3FFSOhHsMAOOT5Am36lASBS7Uqe+oc3zqNONNvMzdePGo0b3KFggYfHVPPtPDcDqNpDbXcuri6067HszrLFKWmRGrYquqGFIU79KD9yM8IGfcjZuYVHZmvy9zcgiMB73NN7qezPO/9BLoMf1/n3mlIttF7SsVdtSup+DjW5ksOe/6PNn1GlZn+9tiznGi/iFMWZcdTOFD3rarM4j0T49aR1LGnCWjTtcr2mSx3M7jc1N9TYxoFP8UprYphUN9bLgzSvYa6jPmGDQ7D2NV6EdFNx+ntJ8O1ud4yTT7lcgKnbtFZ1uqjfZoC+gH7JyuZe+Fhk5eXR0JCArGxsURERPD5558zYMAAnn76aV588UV69OhBs2bNGD58OBERERw9epQXX3yRLl26EBhY0o+0a9eurFy5UlNgdnFxoVGjRqxZs6bChehJkyaxbds2oqKiiIiIYM+ePZqCbP369QkPD2fbtm1cunSJjz/+mGPHjlXZ57Fo0SL++ecfLly4wLhx40hNTeXll182mHbq1KkcPnyY8ePHExkZyeXLl9mwYYNmqG3Dhg3p06cPY8aMISwsjOPHj/Pqq69ibV35aXu1VaoQvWzZMpo2bYqVlZUmBPlPP/1UJRl6HOWMN9zVVB3N1Lj97iWRkIOGTuW4XReOOPThjmTFPt+xpI2/SNCQd8mdfJHDdd7khqzkoT8GTyK6lB+0KuGVCGJeOIT/R5F4N9Z9YGrec3i521eEtatWl+Si7pwyuZzbE65wzK3iU6h5+tQl5MWZOLp60mrIR4Q5PcWJDovL3a7dkyO4ZFZ2S0Yx7d/rMz1+IxV7jrebX/IWTMplyU6MV0qVX3Hg7nn/A2nkSeZ4+tQ1mkZhoX/Duigr6aYkV8hJHnuOVb5lt/4dCXhf57W1rR3BQ97hQr/1FE4uu/KgdFA7PRV46Ap6Z71OoUGuUBBupTutXZ5kho2dM7eLeiHs9NF/uCrPwbpTOGrdiea9RgFgYaNfUK0qDcb/RViNFyq9fbJCP5hi42nHcPOooQlYODIjk4ioaE0AMGN9RBxVEi5a3buKA8GZomWH3igUcsJcB5abNmrILm5T0p30qGMfPFvrdv3u98kWYuU1ShbMSOe0he70YeWRaxVOa3coGZ9tVtTdNOSNpWS/c5MOYxcB8EPdRSwtfJphb35hdL9N23Skdp3y71HF6jQxXlniEVC5OAiW1uX09KiA/NqVH7JgSPDz71Fn2kluDNsLwFGHXlhaltyLDFUAFUtSmDYmNer5vYSHLCo3Xb3nPuOK3I+D9d+hbb/RtB+7xOi4ZFdPH1r1eoFaY//iQI1RBtN0GjGNUKenDa6LCNbvpl1dfMdvxtlTf87meAwXhE0hL6NqsSoaAs3MzWn+wT6OtVZfg6nY07JDbwKa615D5mZmDJiylCf6v0DdTvoBD411Cy9P4Lhf1dOTCY+8rVu3UqNGDfz8/OjTpw979uxhwYIFbNiwAYVCoa7Q3bABZ2dnOnfuTI8ePahTpw5r1ujOzNGlSxeUSqXO2OeuXbvqLTOFUqlk3LhxNGrUiD59+tCgQQMWL1Y/O48ZM4ZBgwYxdOhQgoKCuH37Nm+88cbdfgwac+bM0XRDP3jwIBs3bsTNzfC9onnz5uzbt49Lly7RqVMnWrVqxbRp0/D2LnkW/uWXX/D29qZLly4MGjSI0aNH4+FRNTEHKtzfddq0aXz99ddMmDBBM/g7NDSUyZMnEx0dzaef3m33oMdP6WAiqZI9Fxq+jikzTncet4SIsKG4e9XCVy6nzdvqAVr5+QV0sShpfXZ0cqX9i59yevYByFNPMeEz/SK+JvziePmWFJAkrQJfAu54WZU9/uOMeVOalrlW17HgReQmXaFTYHco6g2p3YLj6upOlK0bBuLzmMza1o6gSavKT1gk28IFymlQ1/70mnbsj9T+afVUXkcnFSUoeQ+H603B0qUmbY5WrvXAUHfL+yVK7oe/6rre8hTJHufphufJ1GGgZbb21FD2rv0S7zZ9aQC4edbEtlZLKGPq8Rb99AujMrmcgDbdjB46y7MtXDtYdoJyroHz/f6l0b/9CLPtRpCB9U3e/Ae+UI9HjXpuOx5+TbA0M8P+gyuk3kmnh2vFb9YdS3VT9ajpz6FaryMzt6H21d+pSRK3cKqSYF82do64Bj0P63+v1Pa2w1dw4q8pyCUVLXLCuGAWQICBdIb6wkQN2Y32iK+7aUU63XMVxVEi5L7tNNM7lcW/cSDnnv4N10391cdG0nvolRsYr5Hb5Hk4cdLkfGnvwdrGlpsjwwAZPhYl3bxttKadGz3iBaDylRrGRFi3p3XOYYPr/Bo05+yA/3B09cZw/4oyVLLXhbYbLx4l5vRBQp4epbM82cIHt3zDc5gnvBJB2SEgddVu2ApmpFO6GiHKtgUuWQcMbhNXfzh+JuzbP6AV/gGtINR4ZZl7jVq4TzuJfjgw45yc3eg05luYsRxQx35oOOJbTfVPq9eXsW/pWCwDehJ8RN3bKkpem9ZGWrkNOSlvQgvVWW5JjlVyX8mQrHGQlTOW+pXtsKy1wVWJE65hbK4TuVaF8672v/HEYXXXarnWPeS25ICrrOzY1jdfPGL0ux749GhOO3lRM6CtkVRqhu5cVk6Vm60FwNrKklDPIYQklT2FofDwW758uWYuaGNq1arFhg3Ge1kNHDhQryFm/vz5zJ8/X2eZn5+fXjonJyedZQsXLqQslpaW/PLLLzpzPIM6UnYxQ+9p7969esuuX7+ut6xRo0Z646uLde3aVS/vbdu2Zfv27WXm18vLi02bdIdZjRhRekLfyqlwIXrJkiX8+OOPDBs2TLOsf//+NG/enAkTJohCdBVwnBZNiML0GszWQV31lllYlNV9u+TLV5kHViet4DWXPXoafYjxfNX0m3/bPvoPjaULjdJ9LkS6DfqK5N/7cqXuSILLSONRPxC0elSWblko/Qk7etWnsgpkd9e98W64vbmHs+fCaLLteZ3lUR2+wMVIa4pGqZveuT5raGxlTdcXdVuey2o1Dg34gBBb/aEDpmg79D2OfHsC68J0WuQbnhfcmEZtOkObdIMFaACF1vu3sXfB1lbdMmdhaYmFZdVFWO3wsrpV5MblQYT+O4saT71XJQ+7gMGKhH2+YzGlXbBmncbUfHcrhQX5nD7yH37NdbszH3N6irZpW/S2u6qqQd1SgZu0K+mkotZoqZzu9qef+oe0G6fp2L6k+6PMxK7AjQO7aCrtkFTIDBSa9Y5fwUJj6W7SPv6GqhjuD68h38CvJd/kg62/0Zk+sUmrirdGW9uVtOaftG5HtkdrQm4srdA+atdpaLBVPbpmX9yivtdbHvPCQXx9jfd+MYV1t7dg0wEizZqT0fA52j39KiqVkuvnwwluVbXTc1UVpZM/ji4lV76VlRVdJhU9zBYVopPqDNKpnDIm78NkMjIyqKlSsnP9fOp2G1HmfSVfUmAhMy0opnLiKc4sfJLbLUaXeR+p4VuXUI/nCUlarbfO08CcsNpSG/0PzszgvHljvGqUtDppB/q6btcS16z9ACRILnjJSoKRXlbUp34d49PcyORymnUeaDSNIUcC3kOVm0n7QNNiYZSlxYtfcnidJ47N+sCcezsTiyAIFVfhQnRBQYFOH/xibdq0obCwcuNgBV3yChSgK6qwzatweJw6YnEltrd1cNb83zN4mJGUZY8XNZX+4+z97drkU68p0rQo3IwUEmvVb86lfuuxc/XGUEdqU3Js71JSFWFpYF7J423n4Rn+FapBy/TW3S/2ji40CXkStukub93D+HegmLxUd+7GwX0Mpmte08ng8pDnp5p0HEMsLa0IfncDhQX5mul4tlr3pU9OJULbGmBhaUmoz8vI8rMIrlX5ShJT1a7fjNpT9B8674ZXHd0+I8ed+tDllTkV2oeZuYU6en0pbSetMhiF97pDIHdfDCoK2lYqcJvcsuLd3w21RIN+IVpuVbF9m7UdBXv3c8msAaaF+Lp3vLUK8GF2T9Cxv+FxZhWhPZWQUm5J62HTCf3bHu/AvtQ2sp0ptKsfrtYcSN3Y9cS/eBjfOk3ucs9qjQO7kVrnGi2cnHUqQBsHGu/dYshhx6dpn76p/IR3y0gX4RtDdxMfuY02g03v7WRpbo57UYG1x2ufGz/0h/GoZnlqCqrZFmUXdJ1dPXCecbzM9RqOPmB8qm6D2g16k8t12+DfsDWp8SWzd2gHy9a5cl8/wOGTB7AovINrxEIshlTtEETtRokG3V/ExaPsmAaGxFk30HuGsLFzpP2LM8nIEDNFC8KDqMKF6P+3d+9xOd///8AfV+fD1UHRSUpIxRKFJJtTyAyZidZijr+P1RznOIaZOW9oG5uZw2dO3w0xpmmi0ZIOYpFGnxwWMSzRgep6/f5ovbmUXOlwdXjcb7dr63q/X9f7/bw8r66u5/V6vV+voKAgrF+/Hp99prz0xzfffIPAwKq9PrbBeKqX7rJ+uwoP96qIDn3fwfUWbnC0q/zHORPrFkr3M2EOK9yt9HFLlOqJVsNo5vKuWSvR+gXDiZWOV0ZVbSg3QsqIGMg0NOFcxtIWHgPGAQPGqXyOmnBfGOCkzWgMUKUXGsAr3d8CTvy/F7bT0qyZL0pMnV4FkqqmiAYAr3E1P8tuVZIbmeLv9y6iyVfFRVZ1TRiZLrOFgygenmukX0ZvsdIviPj3vxV/TbTrMRRRZ/dDYemKF/12ntXrBLf8OMhfnQgzmxYvaA249Q7AqeT9KLR2hyp9Q249huK6bWvYN6vOd/aK09Cq+MRZSQZd0f4FbXT1DOAVOO+lYnqWeOpq+Jbji2dctn5e45fUyEz1ZRDLY9FnEvBj9RfR5f022Lt4wN6l/GW5KkNbRxf5s29Ab3lxFm418VK5x/v5Sj+jUzYjnzv6S3qUhgYc/x0t8PR7hExpyaknP1tZ28LK+t8vfd8Y/7LBqqQi759Xh0fi5u/b8cqw+dUYEVHtV9Yw89rupdYA2rRpE44cOYIuXYrf5mJjY3Ht2jWMHDkS06ZNk9o9W2jTczz1wfGGWZdqLaIBoFmryq0vfXZwBB7lPkBna+We5lv6LWGVV3VF9LPK+tXKkFmiYt/3qk95H35cnF9mXID65I8/iQEvmEzsaZpaWohu9QG8L68qt521Q/X9O2hp6yBO3hM6BdkwsW0NJFXbqeqkJhbWeCD0YSTLQ6595YYhPk+Rhi7KWbmpymhpaaH79B0qtXWd8Qvu3c2E8789R+f9foGOrj5KxhQ8+76jpa1dalmmF6nse271UP3Lid+bjoZTxl5YBZS/akGh9stdcvE8L/MFirq0esUTKY8OoJGVvcrXatd2GaIxmsqUJyLR0396HpTK58fGvT9w6cmqH9HtV8Jr4NgKHcPYopn0s/ZTl3LU5DwijRpb44KOKwABlyaqT/BZ3V98EFH1qfC44eTkZLi7u6NJkyZIS0tDWloaGjduDHd3dyQnJ+PMmTM4c+YMkpKSqizIK1euYOzYsXBwcIC+vj5atmyJBQsW4PHjx0ptZDJZqdvT640BwA8//ABnZ2fo6enB1dUVP/+sfK2eEAIfffQRrK2toa+vDx8fH1y6dEmpzb179xAYGAhjY2OYmppi7NixePiw/DWLy6OhqYkovV54IPTROWjxSx+nprh16IzO3r1L76iib5BONhmOLGEIu4HKazeW9YHKMLjsSWHU7Q+94kse0uyfzMYrZOUvqVJVTjXxB1A8AU1V+yf4Iv56J/qFs3GXxeOtGThuNQZn+zz/WnktbR0Uflh96113+iAMbnMiUcnV/eqtO6NjENHxG3QdVL09Nc+j9BteQ99Ia2hqKg29bNu+CxxdnszAnWFfvCrAJa3qH6pfkwpMVe9D7Dp+DRrNv6I0yeTT4t2X4YK2K1qMKH8pu4qqS0U0ALh4dIfVU0sQVosqWodWFTkj9uKGKGcJzCpg7+KBa4EncH9yOu5MuQZvvwkvXH7sWXIjE1wOiEb6yNPQfPqxNdirJdPQgMvs3+Ay+4RKI9iIqO6rcE/0sWPHqiOOcl28eBEKhQJff/01WrVqheTkZIwfPx45OTlYtUq5Z+vXX39F27ZPrpcyf2pyit9//x0BAQFYunQp3njjDezYsQN+fn5ITEzEK68UXxO4YsUKrFu3Dlu3boWDgwPmz5+Pfv364cKFC9DTK772KzAwEDdv3kRERAQKCgowevRoTJgwATt2qNbzUZbus/e99GPVLcZ0ALyyDkGrx0wgvPQyDxXVLfgbFBQWwlRL+eWp37oHcO0bpW2mjV9+9svq5DhpPy4m/45O7r2wYeFf6KVxBv+09oelLLPaz91xwpe4eDYAHdp5V/mxGzWxRqMmLzegUk9PDz3+8+Jhz5VdH1YVGmqc6bw2c2juAIfmlR+gqYqyh22pMLFXDev09kL8EdMZzd1efXHjOuCczw48OPcTPIZ/WKHHlTdXR8dBE4FBEysbWmkWLkD6i5s1KDVYRLd2ccOdiVHABlcohEz66vGh0Idclgdr96pZy9jO8fnrKauqlVNZa4HU7Ps8i2eihuWlhnPXNF9fX/j6PpmIqEWLFkhNTcX69etLFdHm5uawsip7MNXatWvh6+uLGTNmAAAWL16MiIgIfPHFF9iwYQOEEFizZg3mzZuHwYOLJ8jZtm0bLC0tERYWhhEjRiAlJQXh4eGIi4uTJlgLDQ3F66+/jlWrVimtTdZQdJn0Pe7fz0LbRmZAeNUcU1ur9EvTrdsAxBVtR6djtf/aez0DOZw79wUA2A9fhZ1X7mGehyOunKv+IlpLWwfOlZwVtDZJ6LQaVT3YrVU7Lzw8ZIj7Wk3qzOUApB5a2tpwfa30hGl1VbtuA4BuVT9KpTp06huIX/7+C+atOqP0dKYNVc1+qdTYyg5/TzgLfbkJpBXBp6cg485N2Leo3ZchPdSxAHLVHQUR1VcVLqLz8/MRGhqKY8eO4fbt21AolJfvSExMrLLgynP//n2YmZUeZjRo0CDk5+ejdevWmDlzJgYNGiTti4mJUbpmGwD69euHsLAwAEB6ejoyMzPh4+Mj7TcxMYGnpydiYmIwYsQIxMTEwNTUVGmGch8fH2hoaCA2NhZDhgwpM95Hjx7h0aNH0v36NNuiTEMDJo2qd8hXiU7d3wBqfjBEpfR3tUZ/16qeDqdhyBM6xROrVTFNHX0YfpgOuUad+B6x4Xiql01UYmIxqh80NDXQb+QcdYdRu9RgT3SJJjbNle7LjRtB/tRKHbWV09srELXpH2i4jUD9GEdCRLVJhT9Bjh07FkeOHMFbb72Fzp07v9Raw5V1+fJlhIaGKvVCy+VyrF69Gt7e3tDQ0MCePXvg5+eHsLAwqZDOzMyEpaXy8F9LS0tkZmZK+0u2ldfGwkJ57VctLS2YmZlJbcqydOlSLFq06CWfMdUbrAcqpDonhpG9xOzEVDnK8+ZySD1RxfGPiKosLCxhMeeAusMgonqqwkX0wYMH8fPPP8Pbu/LXW86ePRvLly8vt01KSgqcnZ+sbZmRkQFfX18MGzYM48c/mfymcePGSr3MnTp1wo0bN7By5Uql3mh1mTNnjlJ82dnZaNasWTmPqJvOa7uibcEf1XqOP7Vao3Xhn7iqYVvpdUipdkqHLRzwF84aesNT3cFQ9Sijhi5rYjHBmoHoCTV0XBARAcXroe/btw9+fn5VetwePXqgffv2WLNmTZUet7pVeBaEpk2bwsioapaxmD59OlJSUsq9tWjxZN3OGzduoGfPnujatSu++eabco5czNPTE5cvX5buW1lZ4datW0ptbt26JV1DXfL/F7W5ffu20v7CwkLcu3fvuddiA4Curi6MjY2VbvXRg9ZlD2evSmZjfsQp27HQHV0Xv2HmByBV6I3/GcdbzULrcd+pOxSqSfz1IHoB/pIQ1Rd///03Jk6cCDs7O+jq6sLKygr9+vVDdHS0WuNauHAh2rdvr9YY6oIK90SvXr0as2bNwoYNG2BvX7l+wCZNmqBJkyYqtc3IyEDPnj3h4eGBzZs3Q0OFWRCTkpJgbf3kWlQvLy8cPXoUU6ZMkbZFRETAy8sLAODg4AArKyscPXpUevFkZ2cjNjYWEydOlI6RlZWFhIQEeHgUT3cUGRkJhUIBT0/2mdXEn/fGNvZoPK5urkEu4wcglVg3tYf1O3Nf3JDqrLIGcyt05E/u/Hu9Oq+JJnoKe6KJ6o2hQ4fi8ePH2Lp1K1q0aIFbt27h6NGjuHv3rrpDIxVUuCe6Y8eOyM/PR4sWLWBkZAQzMzOlW3XIyMhAjx49YGdnh1WrVuHvv/9GZmam0jXIW7duxc6dO3Hx4kVcvHgRn376Kb777ju8//77UpvJkycjPDwcq1evxsWLF7Fw4ULEx8cjJCQEQPEwhSlTpuCTTz7BgQMH8Mcff2DkyJGwsbGRhi64uLjA19cX48ePx+nTpxEdHY2QkBCMGDGiQc7MXUoNrstIRPWL0DfH5Mfv4b3HkwBes05UBhbRRPVBVlYWTpw4geXLl6Nnz56wt7dH586dMWfOHOkyVJlMhq+//hpvvPEGDAwM4OLigpiYGFy+fBk9evSAoaEhunbtirS0NKVjr1+/Hi1btoSOjg6cnJzw3//+V2n/tWvXMHjwYMjlchgbG8Pf318ahbtlyxYsWrQIZ8+ehUwmg0wmw5YtW6TH3rlzB0OGDIGBgQEcHR1x4IDyqNDk5GT0798fcrkclpaWCAoKwp07d6T9OTk5GDlyJORyOaytrbF69eqq/GetURXuiQ4ICEBGRgY+/fRTWFpa1sjEYhEREbh8+TIuX74MW1tbpX1PrzW6ePFiXL16FVpaWnB2dsbu3bvx1ltvSfu7du2KHTt2YN68eZg7dy4cHR0RFhYmrRENADNnzkROTg4mTJiArKwsdOvWDeHh4dIa0QCwfft2hISEoHfv3tDQ0MDQoUOxbt26avwXqEO09V7chojoOfYrugEAlklbWDQQ7dd5He3z42HXq+pXKyCqb4QQyCvMq/Hz6mvpq1wXyeVyyOVyhIWFoUuXLtDVLfuL48WLF+Ozzz7DZ599hlmzZuHtt99GixYtMGfOHNjZ2WHMmDEICQnB4cOHAQD79u3D5MmTsWbNGvj4+ODgwYMYPXo0bG1t0bNnTygUCqmAjoqKQmFhIYKDgzF8+HAcP34cw4cPR3JyMsLDw/Hrr78CKF6pqMSiRYuwYsUKrFy5EqGhoQgMDMTVq1dhZmaGrKws9OrVC+PGjcPnn3+OvLw8zJo1C/7+/oiMjAQAzJgxA1FRUdi/fz8sLCwwd+5cJCYm1snh4zIhKtZ1aGBggJiYGLi5uVVXTA1CdnY2TExMcP/+/Xp1fXR+Xi7+/Lw/sq26oNuY8ieNa4geXUuA7nf/ruG88L56gyGqISmfDYBL9klc6LIKbU59AAC4+8oYmL/1uVK7giIFnOeHQ1NDhpSPfaGpIcOVzePQ/OoPuG3QChYzE9QRPpHaFRYpkJNfCBNDHXWHQjWsvn5erCr5+flIT0+Hg4OD1OGVW5ALzx01f4ll7NuxMNA2ULn9nj17MH78eOTl5cHd3R3du3fHiBEj0K5dOwDFPdHz5s3D4sWLAQCnTp2Cl5cXNm3ahDFjxgAAdu3ahdGjRyMvr/hLA29vb7Rt21Zp7ih/f3/k5OTg0KFDiIiIQP/+/ZGeni5NcHzhwgW0bdsWp0+fRqdOnbBw4UKEhYUhKSlJKd5n48nJyYFcLsfhw4fh6+uLTz75BCdOnMAvv/wiPeavv/5Cs2bNkJqaChsbG5ibm+P777/HsGHDAAD37t2Dra0tJkyYUGsmFivrNVWWCvdEOzs7S4kiepaevgHazY1Sdxi1lq5Wha+gIKrznCeH4UHm/9CmqROE4UMozmyHuW/pa961NTVwflE/AICmRvG3+c0D1yE3qTss2vav0ZiJahMtTQ0W0ET1zNChQzFgwACcOHECp06dwuHDh7FixQp8++23ePfddwFAKqiBJ0vwurq6Km3Lz89HdnY2jI2NkZKSggkTJiidx9vbG2vXrgVQvOpRs2bNlFYIatOmDUxNTZGSkoJOnTqVG/PT8RgaGsLY2FiacPns2bM4duwY5HJ5qcelpaUhLy8Pjx8/VppDyszMDE5OTuWes7aqcBG9bNkyTJ8+HUuWLIGrqyu0tbWV9vNbMqLycGgqNTwyTW0YNS3+Iyl7dSo0X5363LZ62prKG3QMYNA5qDrDIyKiekRfSx+xb8eq5bwVpaenhz59+qBPnz6YP38+xo0bhwULFkhF9NN1VslQ8bK2KRSKSkSuumfrPplMJp374cOHGDhwYJnLF1tbWyutmFQfVLiI9vX1BQD07t1babsQAjKZDEVFRVUTGRERERERUQXIZLIKDauuTdq0aYOwsLCXfryLiwuio6MxatQoaVt0dDTatGkj7b9+/TquX7+uNJw7KytLaqOjo/NS9Zy7uzv27NmD5s2bQ0urdInZsmVLaGtrIzY2FnZ2dgCAf/75B3/++Se6d+9e4fOpW4WL6GPHjj133x9//FGpYIiIiIiIiOqzu3fvYtiwYRgzZgzatWsHIyMjxMfHY8WKFRg8ePBLH3fGjBnw9/dHhw4d4OPjg59++gl79+6VJgnz8fGBq6srAgMDsWbNGhQWFuK9995D9+7d0bFjRwBA8+bNkZ6ejqSkJNja2sLIyOi5E589LTg4GBs3bkRAQABmzpwJMzMzXL58Gbt27cK3334LuVyOsWPHYsaMGTA3N4eFhQU+/PBDlZYtro0qXEQ/+03BgwcPsHPnTnz77bdISEiQlosiIiIiIiIiZXK5HJ6envj888+RlpaGgoICNGvWDOPHj8fcuaXnDFGVn58f1q5di1WrVmHy5MlwcHDA5s2b0aNHDwDFvfT79+/H+++/j9deew0aGhrw9fVFaGiodIyhQ4di79696NmzJ7KysrB582ZpeHl5bGxsEB0djVmzZqFv37549OgR7O3t4evrKxXKK1eulIZ9GxkZYfr06bh/v25OtFvh2blL/Pbbb9i0aRP27NkDGxsbvPnmmxg6dOgLL0inYpxtsYG6cwn4ovibPs7OTUREROXh58XyqTqTMpGqqmV27szMTGzZsgWbNm1CdnY2/P398ejRI4SFhUnj6ImoHI0dAa8QwMBM3ZEQEREREdFLUHkQ+sCBA+Hk5IRz585hzZo1uHHjhlLXPxGpqN8S4NXp6o6CiIiIiIhegso90YcPH8akSZMwceJEODo6VmdMDULJKPrs7Gw1R0JEREREtVHJ58SXvPqSiKqJykX0yZMnsWnTJnh4eMDFxQVBQUEYMWJEdcZWr929excAlBY7JyIiIiJ61oMHD2BiYqLuMIjoXyoX0V26dEGXLl2wZs0a7N69G9999x2mTZsGhUKBiIgINGvWDEZGRtUZa71iZlZ8Tey1a9f4pliLZWdno1mzZrh+/Ton9KjlmKu6g7mqG5inuoO5qhteJk9CCDx48AA2NjbVHB0RVUSFl7gyNDTEmDFjMGbMGKSmpmLTpk1YtmwZZs+ejT59+uDAgQPVEWe9UzLVu4mJCf/g1QHGxsbMUx3BXNUdzFXdwDzVHcxV3VDRPLGz5cU43J2qiqqvpUqtbu3k5IQVK1bgr7/+ws6dOytzKCIiIiIiIpVpa2sDAHJzc9UcCdUXJa+lktfW81S4J7osmpqa8PPzg5+fX1UcjoiIiIiIqFyampowNTXF7du3AQAGBgaQyWRqjorqIiEEcnNzcfv2bZiamkJTU7Pc9lVSRFPF6erqYsGCBdDV1VV3KFQO5qnuYK7qDuaqbmCe6g7mqm5gnqqHlZUVAEiFNFFlmJqaSq+p8sgELyIgIiIiIqI6rKioCAUFBeoOg+owbW3tF/ZAl2ARTURERERERKSiSk0sRkRERERERNSQsIgmIiIiIiIiUhGLaDX48ssv0bx5c+jp6cHT0xOnT59Wd0gN3tKlS9GpUycYGRnBwsICfn5+SE1NVWqTn5+P4OBgmJubQy6XY+jQobh165aaIiYAWLZsGWQyGaZMmSJtY55qj4yMDLzzzjswNzeHvr4+XF1dER8fL+0XQuCjjz6CtbU19PX14ePjg0uXLqkx4oanqKgI8+fPh4ODA/T19dGyZUssXrxYaZ1M5kk9fvvtNwwcOBA2NjaQyWQICwtT2q9KXu7du4fAwEAYGxvD1NQUY8eOxcOHD2vwWTQM5eWqoKAAs2bNgqurKwwNDWFjY4ORI0fixo0bSsdgrojqFhbRNWz37t2YNm0aFixYgMTERLi5uaFfv36cUVDNoqKiEBwcjFOnTiEiIgIFBQXo27cvcnJypDZTp07FTz/9hB9++AFRUVG4ceMG3nzzTTVG3bDFxcXh66+/Rrt27ZS2M0+1wz///ANvb29oa2vj8OHDuHDhAlavXo1GjRpJbVasWIF169Zhw4YNiI2NhaGhIfr164f8/Hw1Rt6wLF++HOvXr8cXX3yBlJQULF++HCtWrEBoaKjUhnlSj5ycHLi5ueHLL78sc78qeQkMDMT58+cRERGBgwcP4rfffsOECRNq6ik0GOXlKjc3F4mJiZg/fz4SExOxd+9epKamYtCgQUrtmCuiOkZQjercubMIDg6W7hcVFQkbGxuxdOlSNUZFz7p9+7YAIKKiooQQQmRlZQltbW3xww8/SG1SUlIEABETE6OuMBusBw8eCEdHRxERESG6d+8uJk+eLIRgnmqTWbNmiW7duj13v0KhEFZWVmLlypXStqysLKGrqyt27txZEyGSEGLAgAFizJgxStvefPNNERgYKIRgnmoLAGLfvn3SfVXycuHCBQFAxMXFSW0OHz4sZDKZyMjIqLHYG5pnc1WW06dPCwDi6tWrQgjmiqguYk90DXr8+DESEhLg4+MjbdPQ0ICPjw9iYmLUGBk96/79+wAAMzMzAEBCQgIKCgqUcufs7Aw7OzvmTg2Cg4MxYMAApXwAzFNtcuDAAXTs2BHDhg2DhYUFOnTogI0bN0r709PTkZmZqZQrExMTeHp6Mlc1qGvXrjh69Cj+/PNPAMDZs2dx8uRJ9O/fHwDzVFupkpeYmBiYmpqiY8eOUhsfHx9oaGggNja2xmOmJ+7fvw+ZTAZTU1MAzBVRXaSl7gAakjt37qCoqAiWlpZK2y0tLXHx4kU1RUXPUigUmDJlCry9vfHKK68AADIzM6GjoyP9wSthaWmJzMxMNUTZcO3atQuJiYmIi4srtY95qj3+97//Yf369Zg2bRrmzp2LuLg4TJo0CTo6Ohg1apSUj7LeD5mrmjN79mxkZ2fD2dkZmpqaKCoqwpIlSxAYGAgAzFMtpUpeMjMzYWFhobRfS0sLZmZmzJ0a5efnY9asWQgICICxsTEA5oqoLmIRTfSM4OBgJCcn4+TJk+oOhZ5x/fp1TJ48GREREdDT01N3OFQOhUKBjh074tNPPwUAdOjQAcnJydiwYQNGjRql5uioxP/93/9h+/bt2LFjB9q2bYukpCRMmTIFNjY2zBNRFSsoKIC/vz+EEFi/fr26wyGiSuBw7hrUuHFjaGpqlpop+NatW7CyslJTVPS0kJAQHDx4EMeOHYOtra203crKCo8fP0ZWVpZSe+auZiUkJOD27dtwd3eHlpYWtLS0EBUVhXXr1kFLSwuWlpbMUy1hbW2NNm3aKG1zcXHBtWvXAEDKB98P1WvGjBmYPXs2RowYAVdXVwQFBWHq1KlYunQpAOaptlIlL1ZWVqUmLS0sLMS9e/eYOzUoKaCvXr2KiIgIqRcaYK6I6iIW0TVIR0cHHh4eOHr0qLRNoVDg6NGj8PLyUmNkJIRASEgI9u3bh8jISDg4OCjt9/DwgLa2tlLuUlNTce3aNeauBvXu3Rt//PEHkpKSpFvHjh0RGBgo/cw81Q7e3t6llon7888/YW9vDwBwcHCAlZWVUq6ys7MRGxvLXNWg3NxcaGgofxTQ1NSEQqEAwDzVVqrkxcvLC1lZWUhISJDaREZGQqFQwNPTs8ZjbshKCuhLly7h119/hbm5udJ+5oqoDlL3zGYNza5du4Surq7YsmWLuHDhgpgwYYIwNTUVmZmZ6g6tQZs4caIwMTERx48fFzdv3pRuubm5Upv//Oc/ws7OTkRGRor4+Hjh5eUlvLy81Bg1CSGUZucWgnmqLU6fPi20tLTEkiVLxKVLl8T27duFgYGB+P7776U2y5YtE6ampmL//v3i3LlzYvDgwcLBwUHk5eWpMfKGZdSoUaJp06bi4MGDIj09Xezdu1c0btxYzJw5U2rDPKnHgwcPxJkzZ8SZM2cEAPHZZ5+JM2fOSDM6q5IXX19f0aFDBxEbGytOnjwpHB0dRUBAgLqeUr1VXq4eP34sBg0aJGxtbUVSUpLSZ4xHjx5Jx2CuiOoWFtFqEBoaKuzs7ISOjo7o3LmzOHXqlLpDavAAlHnbvHmz1CYvL0+89957olGjRsLAwEAMGTJE3Lx5U31BkxCidBHNPNUeP/30k3jllVeErq6ucHZ2Ft98843SfoVCIebPny8sLS2Frq6u6N27t0hNTVVTtA1Tdna2mDx5srCzsxN6enqiRYsW4sMPP1T6cM88qcexY8fK/Ls0atQoIYRqebl7964ICAgQcrlcGBsbi9GjR4sHDx6o4dnUb+XlKj09/bmfMY4dOyYdg7kiqltkQghRc/3eRERERERERHUXr4kmIiIiIiIiUhGLaCIiIiIiIiIVsYgmIiIiIiIiUhGLaCIiIiIiIiIVsYgmIiIiIiIiUhGLaCIiIiIiIiIVsYgmIiIiIiIiUhGLaCIiIiIiIiIVsYgmIqrH3n33Xfj5+ant/EFBQfj000/Vdv6qsGXLFpiamqrUNjw8HO3bt4dCoajeoIiIiEhtWEQTEdVRMpms3NvChQuxdu1abNmyRS3xnT17Fj///DMmTZqklvOrg6+vL7S1tbF9+3Z1h0JERETVREvdARAR0cu5efOm9PPu3bvx0UcfITU1Vdoml8shl8vVERoAIDQ0FMOGDVNrDOrw7rvvYt26dQgKClJ3KERERFQN2BNNRFRHWVlZSTcTExPIZDKlbXK5vNRw7h49euD999/HlClT0KhRI1haWmLjxo3IycnB6NGjYWRkhFatWuHw4cNK50pOTkb//v0hl8thaWmJoKAg3Llz57mxFRUV4ccff8TAgQOVtn/11VdwdHSEnp4eLC0t8dZbb0n7FAoFli5dCgcHB+jr68PNzQ0//vij0uPPnz+PN954A8bGxjAyMsKrr76KtLQ06fEff/wxbG1toauri/bt2yM8PFx67JUrVyCTybB371707NkTBgYGcHNzQ0xMjNI5tmzZAjs7OxgYGGDIkCG4e/eu0v6zZ8+iZ8+eMDIygrGxMTw8PBAfHy/tHzhwIOLj46W4iIiIqH5hEU1E1MBs3boVjRs3xunTp/H+++9j4sSJGDZsGLp27YrExET07dsXQUFByM3NBQBkZWWhV69e6NChA+Lj4xEeHo5bt27B39//uec4d+4c7t+/j44dO0rb4uPjMWnSJHz88cdITU1FeHg4XnvtNWn/0qVLsW3bNmzYsAHnz5/H1KlT8c477yAqKgoAkJGRgddeew26urqIjIxEQkICxowZg8LCQgDA2rVrsXr1aqxatQrnzp1Dv379MGjQIFy6dEkptg8//BAffPABkpKS0Lp1awQEBEjHiI2NxdixYxESEoKkpCT07NkTn3zyidLjAwMDYWtri7i4OCQkJGD27NnQ1taW9tvZ2cHS0hInTpx4mfQQERFRbSeIiKjO27x5szAxMSm1fdSoUWLw4MHS/e7du4tu3bpJ9wsLC4WhoaEICgqStt28eVMAEDExMUIIIRYvXiz69u2rdNzr168LACI1NbXMePbt2yc0NTWFQqGQtu3Zs0cYGxuL7OzsUu3z8/OFgYGB+P3335W2jx07VgQEBAghhJgzZ45wcHAQjx8/LvOcNjY2YsmSJUrbOnXqJN577z0hhBDp6ekCgPj222+l/efPnxcAREpKihBCiICAAPH6668rHWP48OFK/7ZGRkZiy5YtZcZQokOHDmLhwoXltiEiIqK6iT3RREQNTLt27aSfNTU1YW5uDldXV2mbpaUlAOD27dsAiocvHzt2TLrGWi6Xw9nZGQCeO2Q5Ly8Purq6kMlk0rY+ffrA3t4eLVq0QFBQELZv3y71dl++fBm5ubno06eP0nm2bdsmnSMpKQmvvvqqUq9viezsbNy4cQPe3t5K2729vZGSkvLc529tba30XFNSUuDp6anU3svLS+n+tGnTMG7cOPj4+GDZsmVl/hvo6+tLz42IiIjqF04sRkTUwDxbhMpkMqVtJYVvyTJNDx8+xMCBA7F8+fJSxyopQp/VuHFj5Obm4vHjx9DR0QEAGBkZITExEcePH8eRI0fw0UcfYeHChYiLi8PDhw8BAIcOHULTpk2VjqWrqwuguDCtCuU9V1UsXLgQb7/9Ng4dOoTDhw9jwYIF2LVrF4YMGSK1uXfvHpo0aVIl8RIREVHtwp5oIiIql7u7O86fP4/mzZujVatWSjdDQ8MyH9O+fXsAwIULF5S2a2lpwcfHBytWrMC5c+dw5coVREZGok2bNtDV1cW1a9dKnaNZs2YAinuQT5w4gYKCglLnMzY2ho2NDaKjo5W2R0dHo02bNio/VxcXF8TGxiptO3XqVKl2rVu3xtSpU3HkyBG8+eab2Lx5s7QvPz8faWlp6NChg8rnJSIiorqDRTQREZUrODgY9+7dQ0BAAOLi4pCWloZffvkFo0ePRlFRUZmPadKkCdzd3XHy5Elp28GDB7Fu3TokJSXh6tWr2LZtGxQKBZycnGBkZIQPPvgAU6dOxdatW5GWlobExESEhoZi69atAICQkBBkZ2djxIgRiI+Px6VLl/Df//5XWtZrxowZWL58OXbv3o3U1FTMnj0bSUlJmDx5ssrPddKkSQgPD8eqVatw6dIlfPHFF0ozfOfl5SEkJATHjx/H1atXER0djbi4OLi4uEhtTp06BV1d3VLDwImIiKh+YBFNRETlKunhLSoqQt++feHq6oopU6bA1NQUGhrP/zMybtw4bN++XbpvamqKvXv3olevXnBxccGGDRuwc+dOtG3bFgCwePFizJ8/H0uXLoWLiwt8fX1x6NAhODg4AADMzc0RGRmJhw8fonv37vDw8MDGjRul4dmTJk3CtGnTMH36dLi6uiI8PBwHDhyAo6Ojys+1S5cu2LhxI9auXQs3NzccOXIE8+bNk/Zramri7t27GDlyJFq3bg1/f3/0798fixYtktrs3LkTgYGBMDAwUPm8REREVHfIhBBC3UEQEVH9k5eXBycnJ+zevbvB9MreuXMHTk5OiI+Pl4p/IiIiql/YE01ERNVCX18f27Ztw507d9QdSo25cuUKvvrqKxbQRERE9Rh7oomIiIiIiIhUxJ5oIiIiIiIiIhWxiCYiIiIiIiJSEYtoIiIiIiIiIhWxiCYiIiIiIiJSEYtoIiIiIiIiIhWxiCYiIiIiIiJSEYtoIiIiIiIiIhWxiCYiIiIiIiJSEYtoIiIiIiIiIhWxiCYiIiIiIiJS0f8Hc2Z+7FAo5JoAAAAASUVORK5CYII=\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Number of points beyond threshold (Amplitude > 5000):\n","Original Audio: 99676\n","Downsampled Audio: 18103\n","Smoothed Audio: 214\n"]}],"source":["#The code takes a .wav file and converts it to a .csv file format and saves it on a desired location\n","# on the google drive. It uses various python libraries\n","# This code also takes the original .wav file and downsample it to 8KHz before saving it as a .csv file\n","# The original data is smoothed and saved it as a .csv file\n","# The data is plotted to see if there is a significant loss of the audio signal by applything these techniques.\n","\n","#Import the drive module from the google.colab package. Itprovides functions to interact with Google Drive from a Colab notebook.\n","#Mounts the Google Drive to the Colab environment at the specified directory\n","from google.colab import drive\n","drive.mount('/content/drive')\n","\n","# import necessary modules\n","import numpy as np\n","import pandas as pd\n","import matplotlib.pyplot as plt\n","from scipy.io import wavfile\n","from scipy.signal import resample, savgol_filter\n","\n","\n","# Load the WAV file from Google Drive\n","file_path = '/content/drive/MyDrive/Colab Notebooks/Finger Data/sampleData1.wav'  # replace this with your file path\n","sample_rate, data = wavfile.read(file_path)  # Read the WAV file, getting the sample rate and data\n","\n","# Calculate time axis for original audio\n","duration = len(data) / sample_rate  # Calculate the duration of the audio in seconds\n","time_axis_original = np.linspace(0, duration, len(data))  # Create a time axis for the original audio data\n","\n","# Convert to DataFrame and save as CSV\n","df_original = pd.DataFrame({'Time (seconds)': time_axis_original, 'Amplitude': data})  # Create a DataFrame with time and amplitude\n","df_original.to_csv('/content/drive/MyDrive/Colab Notebooks/outputFile.csv', index=False)  # Save the DataFrame as a CSV file\n","\n","\n","# Downsample to 8000Hz\n","downsampled_data = resample(data, int(len(data) * (8000 / sample_rate)))  # Resample the data to 8000 Hz\n","duration_downsampled = len(downsampled_data) / 8000  # Calculate the duration of the downsampled audio\n","time_axis_downsampled = np.linspace(0, duration_downsampled, len(downsampled_data))  # Create a time axis for the downsampled data\n","df_downsampled = pd.DataFrame({'Time (seconds)': time_axis_downsampled, 'Amplitude': downsampled_data})  # Create a DataFrame with downsampled time and amplitude\n","df_downsampled.to_csv('/content/drive/MyDrive/Colab Notebooks/outputFile_downsampled.csv', index=False)  # Save the downsampled DataFrame as a CSV file\n","\n","# Apply smoothing\n","smoothed_data = savgol_filter(downsampled_data, 51, 3)  # Apply Savitzky-Golay filter to smooth the data, with a window size of 51 and polynomial order 3\n","df_smoothed = pd.DataFrame({'Time (seconds)': time_axis_downsampled, 'Amplitude': smoothed_data})  # Create a DataFrame with smoothed time and amplitude\n","df_smoothed.to_csv('/content/drive/MyDrive/Colab Notebooks/outputFile_smoothed.csv', index=False)  # Save the smoothed DataFrame as a CSV file\n","\n","\n","# Plotting each graph separately\n","plt.figure(figsize=(10, 6))  # Set the size of the figure\n","\n","# Plot Original dataframe\n","plt.subplot(4, 1, 1)  # Create a subplot (4 rows, 1 column, 1st plot)\n","plt.plot(df_original['Time (seconds)'], df_original['Amplitude'], label='Original')  # Plot original data\n","plt.title('Original Audio')  # Set the title for the original audio plot\n","plt.xlabel('Time (seconds)')  # Label the x-axis\n","plt.ylabel('Amplitude')  # Label the y-axis\n","plt.xlim(0, duration)  # Set the x-axis limits to the duration of the audio\n","plt.legend(bbox_to_anchor=(1.1, 1.05))  # Add a legend, placing it outside the plot area\n","\n","# Plot Downsampled\n","plt.subplot(4, 1, 2)  # Create a subplot (4 rows, 1 column, 2nd plot)\n","plt.plot(df_downsampled['Time (seconds)'], df_downsampled['Amplitude'], label='Downsampled')  # Plot downsampled data\n","plt.title('Downsampled Audio')  # Set the title for the downsampled audio plot\n","plt.xlabel('Time (seconds)')  # Label the x-axis\n","plt.ylabel('Amplitude')  # Label the y-axis\n","plt.xlim(0, duration_downsampled)  # Set the x-axis limits to the duration of the downsampled audio\n","plt.legend(bbox_to_anchor=(1.1, 1.05))  # Add a legend, placing it outside the plot area\n","\n","# Plot Smoothed\n","plt.subplot(4, 1, 3)  # Create a subplot (4 rows, 1 column, 3rd plot)\n","plt.plot(df_smoothed['Time (seconds)'], df_smoothed['Amplitude'], label='Smoothed')  # Plot smoothed data\n","plt.title('Smoothed Audio')  # Set the title for the smoothed audio plot\n","plt.xlabel('Time (seconds)')  # Label the x-axis\n","plt.ylabel('Amplitude')  # Label the y-axis\n","plt.xlim(0, duration_downsampled)  # Set the x-axis limits to the duration of the downsampled audio\n","plt.legend(bbox_to_anchor=(1.1, 1.05))  # Add a legend, placing it outside the plot area\n","\n","# Plotting all three graphs together\n","plt.subplot(4, 1, 4)  # Create a subplot (4 rows, 1 column, 4th plot)\n","plt.plot(df_original['Time (seconds)'], df_original['Amplitude'], label='Original')  # Plot original data\n","plt.plot(df_downsampled['Time (seconds)'], df_downsampled['Amplitude'], label='Downsampled')  # Plot downsampled data\n","plt.plot(df_smoothed['Time (seconds)'], df_smoothed['Amplitude'], label='Smoothed')  # Plot smoothed data\n","plt.title('All Audios')  # Set the title for the combined plot\n","plt.xlabel('Time (seconds)')  # Label the x-axis\n","plt.ylabel('Amplitude')  # Label the y-axis\n","plt.xlim(0, duration)  # Set the x-axis limits to the duration of the original audio\n","plt.legend(bbox_to_anchor=(1.1, 1.05))  # Add a legend, placing it outside the plot area\n","\n","plt.tight_layout()  # Adjust subplots to fit into the figure area neatly\n","plt.show()  # Display the figure\n","\n","\n","# Set the threshold value\n","threshold = 5000\n","\n","# Calculate number of points beyond threshold for original audio\n","points_beyond_threshold_original = df_original[df_original['Amplitude'] > threshold].shape[0]  # Filter the original DataFrame for amplitudes greater than the threshold and count the number of such points\n","\n","# Calculate number of points beyond threshold for downsampled audio\n","points_beyond_threshold_downsampled = df_downsampled[df_downsampled['Amplitude'] > threshold].shape[0]  # Filter the downsampled DataFrame for amplitudes greater than the threshold and count the number of such points\n","\n","# Calculate number of points beyond threshold for smoothed audio\n","points_beyond_threshold_smoothed = df_smoothed[df_smoothed['Amplitude'] > threshold].shape[0]  # Filter the smoothed DataFrame for amplitudes greater than the threshold and count the number of such points\n","\n","# Print the results\n","print(\"Number of points beyond threshold (Amplitude > 5000):\")  # Print a descriptive header\n","print(\"Original Audio:\", points_beyond_threshold_original)  # Print the number of points beyond the threshold for the original audio\n","print(\"Downsampled Audio:\", points_beyond_threshold_downsampled)  # Print the number of points beyond the threshold for the downsampled audio\n","print(\"Smoothed Audio:\", points_beyond_threshold_smoothed)  # Print the number of points beyond the threshold for the smoothed audio\n","\n","\n","\n","\n"]},{"cell_type":"markdown","source":["Original Audio:\n","\n","The original audio graph represents the raw audio signal sampled at the original sample rate.\n","It may contain high-frequency components and noise, depending on the recording conditions and the source of the audio.\n","\n","Downsampled Audio:\n","Downsampling is the process of reducing the sampling rate of a signal.\n","In this case, the original audio signal is downsampled to a lower sampling rate of 8000Hz from its original rate.\n","Downsampling reduces the number of samples in the signal while maintaining its essential characteristics.\n","The downsampled audio graph shows a similar shape to the original audio but with fewer data points, resulting in a coarser representation of the signal.\n","\n","Smoothed Audio:\n","Downsmoothing, or simply smoothing, is a technique used to reduce high-frequency noise or sharp fluctuations in a signal.\n","In this example, we apply a Savitzky-Golay filter to smooth the downsampled audio signal.\n","The Savitzky-Golay filter is a type of linear filter that effectively removes high-frequency noise while preserving the shape of the signal.\n","The smoothed audio graph appears smoother compared to the downsampled audio, with reduced noise and sharper transitions.\n","In summary, downsampling reduces the sampling rate of a signal, while downsmoothing reduces high-frequency noise or sharp fluctuations in the signal. Both processes aim to simplify and enhance the representation of the audio signal for various applications such as data compression, analysis, or visualization.\n","\n","Downsampling and smoothing audio signals are common signal processing techniques used to achieve different objectives. Here's an explanation of why these techniques might be used:\n","\n","Downsampling\n","Reduce Data Size:\n","\n","Storage Efficiency: Downsampling reduces the amount of data, making it more efficient to store and transmit.\n","Computational Efficiency: With fewer data points, subsequent processing (such as analysis or machine learning) can be performed more quickly.\n","Adapt to Lower Sampling Rates:\n","\n","Compatibility: Some applications or devices may only support lower sampling rates.\n","Bandwidth Reduction: In contexts where bandwidth is limited (e.g., streaming over the internet), lower sampling rates can reduce the amount of data that needs to be transmitted.\n","Focus on Lower Frequency Components:\n","\n","Eliminating High Frequencies: Downsampling can effectively filter out high-frequency noise that is not of interest, allowing focus on the lower frequency components of the signal which might be more relevant for certain analyses.\n","Smoothing\n","Noise Reduction:\n","\n","Signal Clarity: Smoothing reduces random noise, making the signal clearer and more interpretable.\n","Improved Analysis: Cleaner signals can improve the accuracy of subsequent analyses, such as feature extraction or pattern recognition.\n","Highlighting Trends:\n","\n","Trend Analysis: Smoothing can help highlight the underlying trends in the data by reducing the impact of short-term fluctuations.\n","Visual Clarity: For visualization purposes, smoothed data can make it easier to see and understand the main patterns and trends in the signal.\n","Preprocessing for Machine Learning:\n","\n","Feature Extraction: Smoothing can be a preprocessing step to enhance features in the data that will be used for machine learning models.\n","Stability of Models: Models trained on smoothed data might perform better and be more stable, as they are less likely to overfit to noise.\n","Example Scenarios\n","Downsampling: If you are working with a high-frequency signal that contains more data than necessary for your analysis, you might downsample it to a lower rate that retains the important information while discarding redundant high-frequency content. This is common in audio processing where the human ear cannot discern frequencies above a certain threshold, so higher sampling rates provide no additional perceptual benefit.\n","\n","Smoothing: In an experiment recording muscle electrical activity (EMG), the raw signal might contain high-frequency noise from various sources. Applying a smoothing filter can reduce this noise, making the signal more interpretable and the subsequent analysis (such as identifying muscle activation periods) more accurate.\n","\n","By downsampling and smoothing, you can make your data more manageable and your analyses more reliable, especially when dealing with noisy or large datasets.\n","\n","\n","\n","\n","\n"],"metadata":{"id":"aKQzTUlqJuoq"}}]}