{"cells":[{"metadata":{},"cell_type":"markdown","source":"Melanoma image classification\nMelanoma, also known as malignant melanoma, is a type of skin cancer that develops from the pigment-producing cells known as melanocytes\n\nThe primary cause of melanoma is ultraviolet light (UV) exposure in those with low levels of the skin pigment melanin. The UV light may be from the sun or other sources, such as tanning devices. Those with many moles, a history of affected family members and poor immune function are at greater risk. A number of rare genetic conditions such as xeroderma pigmentosum also increase the risk. Diagnosis is by biopsy and analysis of any skin lesion that has signs of being potentially cancerous.\n\nUsing sunscreen and avoiding UV light may prevent melanoma. Treatment is typically removal by surgery In those with slightly larger cancers, nearby lymph nodes may be tested for spread (metastasis). Most people are cured if spread has not occurred. For those in whom melanoma has spread, immunotherapy, biologic therapy, radiation therapy or chemotherapy may improve survival.With treatment, the five-year survival rates in the United States are 99% among those with localized disease, 65% when the disease has spread to lymph nodes and 25% among those with distant spread.The likelihood that melanoma will reoccur or spread depends on its thickness, how fast the cells are dividing and whether or not the overlying skin has broken down.\n\nMelanoma is the most dangerous type of skin cancer. Globally, in 2012, it newly occurred in 232,000 people. In 2015, there were 3.1 million people with active disease, which resulted in 59,800 deaths. Australia and New Zealand have the highest rates of melanoma in the world. There are also high rates in Northern Europe and North America, while it is less common in Asia, Africa and Latin America. In the United States melanoma occurs about 1.6 times more often in men than women.Melanoma has become more common since the 1960s in areas mostly populated by people of European descent.\n\nIn this competition given an image of the potential cancer we are asked to predict whether it's beingn or malignant.","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"In our case we are dealing with lesion images and it becomes all the more necessary to be able to **interpret** the model.\nAttention is arguably one of the most powerful concepts in the deep learning field nowadays. It is based on a common-sensical intuition that we “attend to” a certain part when processing a large amount of information.\nFor Basic information regarding Attention with CNN :\n\nhttps://www.youtube.com/watch?v=W2rWgXJBZhU\n\n","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"Model architecture is based on the follwing paper :\n\nhttps://www2.cs.sfu.ca/~hamarneh/ecopy/ipmi2019.pdf","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"![image.png](attachment:image.png)","attachments":{"image.png":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA70AAAIOCAYAAAB09GrDAAAgAElEQVR4AeydBXhcVfqHJ1YvUKwFGplIXfFSSilSbHEW24XFdoE/viwU99JSKHVJ2rhr3d29sSaNNu4y8Zno+3++m0wbLYW2LHRPnuc8M/fOke9857138pvvnHN1L730EiopHygGFAOKAcWAYkAxoBhQDCgGFAOKAcXAhciA7tVXX0Ul5QPFgGJAMaAYUAwoBhQDigHFgGJAMaAYuBAZ0L3xxhuopHygGFAMKAYUA4oBxYBiQDGgGFAMKAYUAxciA7p33nkHlZQPFAOKAcWAYkAxoBhQDCgGFAOKAcWAYuBCZED3n//8h987vf/++2fVppQ/2zrOR5//qHZJX/+I/jofY6Dq/P2vZ+Vz5XPFgGJAMaAYUAwoBhQDioE/KgP//ve/0X300UdI+vDDD/nggw+YMmWKdmw+J+flvZxv/7m57C+9Sh2SpI5vv/2WGTNmnGzjl8q2/1zqkPJST/vP2h+bbTb3QT43n2uf91wcf/XVV5pt0oa5PnN7rc+JH1vbZM5rfu2sjPmz3/o6c+ZMPvvss5N2/dZ6VLnm60X5QflBMaAYUAwoBhQDigHFgGJAMfDHZkA016JFi9B9+umnfPLJJ4SFhXH48GG++OILzOfWrl3LqlWrtM+//PJLYmJi+OGHH7TPJc+ZJKl7xYoVrFu3jo8//hhvb2+k3s8///yMyrdvQ+pbv349Hh4ev1he+hIZGcmyZcu0PkhdCxYsICoqSrOlfd1ne+zr68uRI0fa1D1nzhwSEhL46aefNHvF/m3bthESEtKl/fPmzdNsFGF/tjZJeRHjycnJzJ49+5zUdy5sUnWc2fWj/KT8pBhQDCgGFAOKAcWAYkAxoBj4bQz8+OOPlJSUoBNB9M033xAfH09GRgaLFy9GBO706dPZt28fe/bs0aKXIsQyMzNxd3fX8n/99df8/PPPzJo1i2nTpmllpFKJwso5SVKvfLZz507279+vCebvv/9eyyNtSNsSgZS8Uk7OSRk5FnEtr1KnOa/kl/dyburUqUhdIiYlSV45ljzmJKIxNTWVnJwcTexK2SVLlpCSkqJFPeVY2hExKHXIsbl9qUP6KPZJW5JP8kif5fi7777T2pSycixl/f39OXr0qPbDgdkG+WWhqKhIOy91ixA/ePAgK1euPNkvaUPqEZ9LnsDAQNLT01m4cKHWV2lb6pNX8ZO8F7+KPfJe2pf+S5I+m/slfhJ7pYyIXhlDyS/5pIy8b+9/OaeS8oFiQDGgGFAMKAYUA4oBxYBiQDHwZ2bAHACtqKhAJ+LN1dWV48ePs2XLFk2gyjkfHx9NCB87dkyLSkp0VcTj1q1bNSG1efNmLfIrwlhEpAgpeS9iTUSdnJP6JCIbHR2t1R8QEMDq1au1z0XcScQ3MTGRvXv3auLUy8tLE3/SjrR74MABsrKytJC02CRCTcpJxDk8PJzg4GDNJhGa0kZcXJwmDCWfJBGGIvbk89jYWE0Uiz0ihGUAReBL+7t379bySURYhKH0QcqKCBW/iN0bNmwgOztbs0tEqdgg9kkytxsUFKRFlkV4mm1wc3PT2hM7IiIiNPsPHTqk+UHyiV+lLvlRICkpCU9PT3bs2KG1JZ+Jj6QNsVf8Kv0UMS4/JIhNIlrFRqlTItgS2RbbZXzM9vr5+WnjIVFuidyLb0UQSwRe7JL+S5+XLl2qiXmz7eq1mSPlB+UHxYBiQDGgGFAMKAYUA4oBxcCfiwHRj6WlpVRWVqITYSfR3I0bN2riUgShCFgRTiKsZCquvBeRlJaWpkVMJXop7yUSKZFEswgV4SZCV4Awi2apX87t2rVLE50i4kSgSZTyxIkTmuCWCK0IQok2z507VxNrIsTFUBFoMvXaHOWUvCJgJb+cF8EnkUyJlIpNUt6cV9oQUSdiWuqWKdYiKqWPIjhlKvKaNWu0/opgFQEsfRMBKP01C0r5bNOmTZrd0r58JoJZpi5Lkn6IuJUpyyI8xV9ik9ghkXGxQdoV+0RUS//FD1JWbJGy4nMRtSJkRZhLneJbEaKSR9oUUSw/Jsh56Y95qrj0Q/wsecQf8mOA+FzGQ+wVP0g5GWOZai02SH4pJ3aInTJeYofZd2K/SsoHigHFgGJAMaAYUAwoBhQDigHFwJ+NAdE0oslE8GqiV6J/IvIkGijvRVhJxFOEkkQARfjKexGVkk+EkUzjlQisfCZ5JMl6VolISnRSxKIIMhFY8l6EswhrqUc+l7XDIuZEiM2fP/9kfhGFIvikbhG9IuJE4Io9IvREGJrPSZRShK9EWeW82N5aiEt+sVnaENEr9sj0bBG5IijFCSJyRYCK/SLKJToq/ZN+Sp3m9bgiZs0iUvogwloirmbxKvlF3Er0Wc5LHikvNkjbYoOcE39J1FmiseIHEdhik/jGbIMIeRGgYqPZN1Je7JayIoxFvIsQljrNQln8LMfiW6lbfC4RdDkn/RAbJYkol7xim4yBHMs4iQ3iL7OfxX6VlA8UA4oBxYBiQDGgGFAMKAYUA4qBPxsDomlEB4ngraqqQidrS0VkSkRVkoheeRVhJ0JIxKCIIRFgIppEKIlANk87FgdI5FCElYhAiSZKWRHGIqbk/Pbt2zUBJnnlc4kwmkWqiEWpX4SttC1rbqVu83mxRWyUNiRJXjkn03RF+ErEU2wTkSz2iWg155XzIhjFXrFDpmbLumURlCKepaxEOsUucx+lXckjdUh5EcYiZqWsCEzJJ2Jbzosz5VjEtojb5cuXa1FvOWe2QdoWgSo+EZEr9ojQFT+YBbZEjcUGySPlZDq11Cn5xW5pV6LFMjVcbJH3IlblMxHjInTlvZSVPolfxOcy3VzOi6+lzzImEpWXaLKcl/qkDYnYS31Sxmy3em3mTflB+UExoBhQDCgGFAOKAcWAYkAx8OdjQPROXl5es+iVSKlEBkXgSRJRK4JLoo0i9ERgiZgTYSbnRUhJNFailVJWRJcIQFnnKuJLjkVItZ4uLCJLhJ+IMYmmSlkRYiKqpQ5pRz4XcSvTgGUtqkRmJY98LuJM2pdkPidiVc7LdF4RvCJWRfSKbea8cl7qFdvM50RYSz8EXBGvInBF7IntMh3YvNGVCHg5FkdJ/yWPnJP2xTZpSz4XEVlYWKi1IfZLZFrymNuTtsUGEZbiF4kaS37xgxxLuyJUxQfyKjZJ1FyEv6ztFWEsfisoKNDGRPwjNpkjxSK2RdDKjxMSaZcfGqSM+VjalWPJIwJc6pb+y3uxX35AkKnb8rn8kGC2W70286b8oPygGFAMKAYUA4oBxYBiQDGgGPjzMSA6SDRRdXU1OhF0IqRE7IpwlFeZYitRQRGQ8rkIWBGDsla0dX4RaCLIRNiJsBJBJ+Ukr9QpUUlzvRLJlXrkc8kneSRJW1KHfCZ1mNuUV/PnItTM9ZjPmQVc+zbMfZD8ksRGEYbmY6lLbJG2JInt0ifJZy4rdcs5qds83Viir63tlmOxW85JPhHC8kNBaGioZre5PWlb6ha7zefkWPxgPpbyZh+Y80k9YqfYJL5sbbOUl/bM5eW92Ct5JK/UIf2S8TLXJ2XMn4nNUr+Ul/Pmfog/5Jy0qZLygWJAMaAYUAwoBhQDigHFgGJAMfBnZUB0jQQZJQCpE8GkkvKBYkAxoBhQDCgGFAOKAcWAYkAxoBhQDFxoDEgwVScRS5WUDxQDigHFgGJAMaAYUAwoBhQDigHFgGLgQmRAJ9NcVVI+UAwoBhQDigHFgGJAMaAYUAwoBhQDioELkQFtTa+sB1VJ+UAxoBhQDCgGFAOKAcWAYkAxoBhQDCgGLjQGdPL8V5WUDxQDigHFgGJAMaAYUAwoBhQDigHFgGLgQmRAJ48TUkn5QDGgGFAMKAYUA4oBxYBiQDGgGFAMKAYuRAZ08lxdlZQPFAOKAcWAYkAxoBhQDCgGFAOKAcWAYuBCZEC3c+dOVFI+UAwoBhQDigHFgGJAMfBHYGCH+r9M/W+qGFAMKAbOMQO6ffv2oZLygWJAMaAYUAwoBhQDigHFgGJAMaAYUAxciAzoDh06hErKB4oBxYBi4L/BwEF1/1XfQYoBxYBiQDGgGFAMKAbOMwO6yMhIVFI+UAwoBhQDvxcDR9U9V33vKAZ+kYFzf50c/cU2f697gGpHfd8oBhQDioHfmwFdbGwsKikfKAYUA4qB34eBmDb33BhiY6KIjZUUSWzMUWJjopE80bGx2qsal99nXM6pn2Na2RwTo75j2zDfyjetzp+6LuSaOERs7GFiY+V6aL4mzs34mK+3yOZrTrv2Yv4419lJbmKIjVbcnJsx75w3Vbfyi2Lgf48BXXx8PCopHygGFAOKgd+ZgdgoItctZ6/XQvZ5LWCv5zz2eMzjYKgPxw7tJj4+Tt2b/4TfTzF7d7PH35vdHovZ4+XKviBfYvfsUON5JmMZd4yoHZvZ7+/GHrkePOez12sRR9evIC4m+uyuh2PHiNy2mb0+S1vqXcA+X3ciN28gLjb27Oo+k76dLk9cHFHbt7HHz5u9HtJ3N/YH+xO7f99/167T2aw+U2OjGFAM/MkY0CUlJaGS8oFiQDGgGPg9GThO4ra1LH/1WWaOsWfusAHMHdKfmcOuwvWem9jvNZek49FneW9OJCmpfTqTPrYqk3gm+f9X8pj9cpr+JsSz39OVObdfx09D+jNryJUsmDyOQ95uJCXGn+V4nqbdC+V7PDqKXfNm4nrXzcwcejWzhgxgzo2DWfnROxzft6uF59/mh8SoKDb9OJW548fw85CrmD1kAAvGjWLjt1+QcPjwf3dsjsWwfc5P/HjrdcweYsvPw+xY/Jc7OBQSSFKicPdLfT4DNn+xjl9qQ33+y+OgfKR8pBj4IzOgS01NRSXlA8WAYkAx8DsykBxHpJ8rSyddx0y7nsy7xooF13Rnjm0vfh7Wn/Wfv01qzMGzujcnx8Vw/NBejh/cqaWEyIOkJiefts7kY7EkHJQyezh+YDeJh/eTmpRw2jIXMjcpCXEcP7KP4wd3cfzADhIO7SElIb5rfyQnccB9AfNudGaWrYynDfPHD+Goz0JSU/53/XjGjMTHsnvudBbePJifbXsw3647c4Zezsr3/knyob1d+/0M/o9JOR7DpulfMHuULbMHdmfewG7MGzGQzV9+SGr00bOq+4z715WdifHsnT2Nn0Y7MndgT2bb9WHRpOs4FOpLamon12xKConRkRw/uPtkSoo+TGpKyn+3H131T51X46IYUAz8ARjQpaeno5LygWJAMaAY+L0YSCPt2CE2f/U+c4YOYMFAG9yu0bHkGktcB9ow274Xvk/eRcqmlaSnpf22+3NiAjuWLGTBs48w9/4JzPnLBHz+8wbx+/d1Wd+JhAS2LHVl8TOPMPfB25nz8B0Evv86CTs3kZ52ostyFyw3J1I4sjwYt1f/xtwHJzLnL7fi+sLj7I8IJv1ESuf+OJHKIc+FLLjBkXkDrVlga8OiW4YQ7b2A9BOJpKnv28791uKXtKQ49s6fzpKbnZlna42rrRULh/Rj7fv/4sTRg6ct+0scpiUdY8sPnzN/xNUsHGiN60BLFg67ki1f/psTsUdJT/+N19q5GNOUBA7Mnsbs0fYsGtidBfa9cb3jWo6G+5Oe1pG1pKgolk/7mvmPTmbuAxOZ9cjdrJr6BWnHos/KR7/kQ/X57/UdodpRrCkGzgcDuqysLFRSPlAMKAYUA78XA+mc2LqKgKfvYZ6+N0vsrHAbqGPJQB1LbS1ZONCKxTc7E+0xj6y0E7/t/px8nN3TP2fGGAdmOfRmtlMfljx+Nwm7d5KVldlJnZlkJMWz+YevmTvWgZ8d+vCj40V4P3YHKVtWk5WV3kmZ38tf/6V2MlKJ8ndlzh1jmOl4ETP1fZgzbigHfJaSldGFPzIzOOLnzuJbRjDPoS/zHfvidtsY4vyWkJWR0oXv/0v9+yN+96cmcmDBj3jcrGehrTVutja4DrmM9R+8RnrM0bNiMDM1ie0/fYXbyGtwHWiF60AL3IZfwY6v3yfjeMxZ1X3W9860FA4u/JFZ17uwUH8xcx374TZ5HNErQ8jKymhrW2YW6ZFHWf72P5kzuD9z7S/iB+crWfPmy2Qdi2yb9484xsomNUaKAcXAf4kBXW5uLiopHygGFAOKgd+HgZz0E0R7zMXtZmcW2FnhKklvwxIHa5bYWuB6jQWLBl/C5imvkxkb8xvuzznknkjg4A+fMmfUVSy2s2axgw1ej00iad8OcnOzO6kzh6zUBLbP+By3UVexyM6GuQ7dCXx4Amnb15Cbm9VJmd/HX/81LrNOEBewiMUTh+Jqb8NiOxtcb3LiiK8budkZnfsjJ4fEHZtZ9/UHLHvrBZa/8zJrvv6E5O1byM3pzO8XuA9/1f8XOeSkpXJw0Sw8bnZika017rZWeAy5lE0fvEbmsajOfX6GbWSnJ7Pj569ZMvJq3GytWCyid8SV7Pp2CtlJ8WdV91kzmpXJ8XXhrPj0bVa8/RLL3nmJNd9/pq1jzs3NaWtbTi6Z0ZGseeMlljr3w822G7McL2bjm/8g5/hvuV8oBs96/M6QQdWOYk0x8N9lQJefn49KygeKAcWAYuD3YCCPrJhINv3nX7gN6YerrSVz7a0Jvm0wyyYNYZGDDUsH6nBz6EbgY5NI2bKR/NzcX3+PzkjhyIzPmD/qSpba6XB3sMT3sYmk7N9Jfl7H+vLy88lJS2Lnj5/jNWoAHvZWmlAOeXg8GTs3/Pr2L4TvlZwMEgNc8Zg4FG87S9xtLXC/yZEo/yXk52Z37ZOcTHKSjpGdEE12Uhw5KUnkZ58m/4Xgq3PUh7zMDA65zsXrZmdcba3xGGiJ95B+bJ3yOtnHY7r2+Rm0n5uRwq7Z3+A+8ircbC1xtbVg6Ygr2TP1I3JljM6gjvOaJyuV7MRoshOOkZ0US3ZKPLk5WZ3alRUXw7o3n8fbuQ8ethbMdezNlreeJy/5WKf5z6vd/22/qfbVmCsGFANnyICuqKgIlZQPFAOKAcXA78BAfg5pG5cT+OAtuNtZs9Temvmj+nPg438R+fFrLB7ZIlJFqN7sSJzbXIqyMn/9PTo7nSM/fcm8Mf1xc9Dhobcg4LEJZBza3WldhUVF5KWlsnPGV/iOugpveytNeIc+chvZe7Z3WubX8FJQVISkX1PmTPKK3WeS7zflyc8jNdAT34kj8bW3wtPWCvebXYgO9KSosOAX2i2kqEjSebTvLOo+H2NxLvpamJPFkSVz8R3nqE3797S1wGdoP7Z//H/kJcWdlT8L0pLYM2cqnqMGsERE70AdXiMvZ//3H5Gflnyaus9+HM/c31231Zr17MR41r7zPF7O3fG00zHPqSdb33mewhPxp+nHH5PFc8GNqkONrWJAMXAmDOhKSkpQSflAMaAYUAycfwaKM9OImvMt7tfb4yXRQ4dueE++lhNh7qQFLcHnrtF42Fngbadj8eCL2fHeyxQdj6WkuLjdfbr9cWvbiyjJTiXmp89ZNKY/7vY6vPQWBD8+gZxDOykpLuxYV3EhhemJ7Pnxc7xHS6TXmsX6boQ9MoHcPVsoKTlde63b7uy9lC1qbrdDP07lLy4pQdK54bB1mwUtfZZz5lR0mnYkTyElhdmkBi3F5/YR+DhY42FnrU27jQt2p6Qot1Vd7W1uKS91SL9b+vTr+1as2V1clE9xQR7FhQWUFIkfzX1o3+6ZHotNZtukri7KSTvF0l5BSz9Ok7erOn7l+aLcHCKXzsNPE72WeNlZ4DusHzs+foOC5Piz4rAwLZl9c6biPeoqbe286zU6vEdezsFpH1OYnnKauqX/7a+Z9j5r8anmM/Gb+ErOSSqmqKRES136WvNT63E9ja+Li8hLjGH9u8/h7tJdu77nO/dkx7vPU3ziGCUl+afpS3u71fHpx0T5R/lHMXAhMaArKytDJeUDxYBiQDFwnhkwGCiJjWHra0/j6tIHbzsLPF36su61pymM2U9B9D5WvfQIPk7d8bXT4WZvzcpHJpC3bR2G0uJ292lDu+MyykpKMORkYchMwZB4hISp/8Fj9BWagPbRW7Ds0Zsp3LEKQ3oChqwTGHIzKSvMw5CXgSEzmZK4Axya+j5+oy7Hw6F5nfGKB2+iYFM4hswkDJmpGHIyMRQXY/il7w1DKWVFhRgy0ylNOkZJ9AEK9m6lYO82SmKOUJoYhyEjlbLCfMpKSykrM2h1lv5SvaUlGHKzMWSkYUhPw5CZqbUj5TV+pd2CXErTEyiJO0zJkV3k71lPwf7NlETvozQlDkNuOmWl+ZSVSbvtxtxQiiE/G0NWMoa0ODK8ZxM4cQg+ehvtRwrfm+xI8Z6NIf0YhsxEDFmpGKQPhlb1lBRiyEujLDeVstw0DHnZlJUUYdBsFDs7GTvzZwZDs9+y0iiNO0rezg2krAgkLtCD+ABP0leGUXxgj+ZTQ24GZRoXndXXyh5zH0tLMeQJH8nNtmenYigSP7TYJHUV5GIQARgfReGhPeTt2ULRARmzA5QmH0Nrs7iQMrHTXO85fC0tzCfaYz7+4xxxt7PEx84C/+H92PXpmxSlJnbhu0762t4mufbSUzkwbxq+o6/CQ9bzXq3Dd+TlHP7hE4qz0jqp24ChuKiZhYxEDGkpGv/NPpc2DZr/xaelJ+IoOXaQ4v07KNy9hZKDu7Tj0rRjGArSMRjM49+VrQbKivObr0W5LnMzMeTlUFbSwqhBbCnEkJOBIT2ZoqM72PLmk3gNao70Lnbuyd43n6I0dm/z2Mo9ID/vvI3T+Rh7VWdXbKjzig3FwLliQFdeXo5KygeKAcWAYuD8MlBWYiB1WQTL7r4OD4dueNlb4XWdHccWzqA8N4vS7AwOzfgc35FX4G1rgZedFQHX2xK1cAZlBdmnv0+XGShNiCVq8Wy2f/QWB/79EpvuvwFv5x7NotdeR8CNV7HztcfY98E/2f3J28QtmEHxtjVEuf7Mno/eYu+/X2LNgzcR4tINPzudFnEOue4q9rzyCPv+8y8OTnmTg3N+oCDqMOUGQ9f2FBdRHB9FSogfe6e8ScSDt+J3swNeY67EY8wAPG/QE3zvDex97x+k+LtSGLmfcq1/ZV3X2fI9VZqaROTi2eya8g57przN0R+/IW//NspL8ymXiGjMYRJ8FrLpjWfxmTQG97H2uI8ZwNLRV+F+vZ41T91L7MwvKNizjvKCLMrLDZSVl2tJ+C/LziIlyJtdn77L3o9eZ+czdxM88jIC7C3wt9PhP6QPm5+6k8P/eZldH77Gvm8/JmfbZspLSlpsLyM/6iCxi38m5scviPrxS6IXz6U48gjlZeKz0/SxrJjyEwlkrAlh3xfvEvrQBJZc54DbiAEsGdmfpcP74zFyIN63DGP5M/cROfNzcvZspjw/U+uHZv9pvs+L009w2GMxOz55l+0f/h/bp39O7t6tlBvyKS/J0X4USPGZz463/k7wXaNZeu1A3Ef3x3vslfiO07P66bubfbd7I+V5Gafvy2nsON19pqyogBjPBQTc4oiHnSW+dhYEDO/H7s/eoiQt6Rf5OF3dhswTHJw/Hb8W0bvkGh1+Iy/nyIxPtWuvbdkyyg1F5Bzew54fvmD3lDfY++GbHHX9GUNClDaWZQU55OzfRtzc71n73AP4TxiMx8gBeI26Cq9rbfG+bQhrXnmI4+4/UBqzh/LivK7tN5SSf2AHRxbMIGbG18T+8DVxSxZQHB9PeVk55aUl5B7ey76ZU9n3nzfY89ZzRNw+CD8HS3xkmraDJctuc2HXO8+za8rr7ProLSID/TBk5XTd5m8co7Z+Or/3TNWW8q9iQDFwLhnQVVZWopLygWJAMaAYOI8MVFRQlpPDnmlf4zXsMu2feU+9DUEP3kz+tjVUlpdTaTCQvy6c0LtG4u1gRYCdThOt69/6G2Xxh6msKO/iXl1BZbmBgkO7CP3H40wf3J/5jhfjZWeDt61OE72+9rKu15oFjr2Y69iHn1wuI/zxu0h3m0nYcw8za1B/5rpciqu+B8F2Ok30+thb4mNvjZu+N3P1FzNP3w+Ph+4ic8t6zdYOvFRUUJmTQfqKIFa9+jSLrtWzyPEibQq3r72lJholcudha8lS+24s1PdgwZhriPj7X0j1XURl2nEqK0qprOyqn5UURh0g9LmHmDWkP7MHXY7X5OtJCXaj4kQUGeE+rHjxMeaPtWWBUy/cHUTwd9Mi6l62FnjILtn23Zk39FICHr2VJP9FVOScoFLsbvkeLEtJYNvHb/HTiIHMdOnHEofu+NpaEGCvO2m/m74XCxz7MtvpEhbePIxjnouoKCqgsqKSyvIyYiMCmXfbWH50vpQfnS9hwR03k7wsmMpy6duptsxtaudKiyg6vIe9X7zH0okjmT/oEtzsu+Fh1w1P++bkZd8Nb/vuWr8W6Hsyd+ileD90G1GLfsSQEElleXEX9Vdqfcw9Fo3/S08xe/CVzHK+jPm3jyU5wJXK9CiyVvqw5qVHWTT6ahY79cbTwRove2v8hEN7C40j2Vxt3rDLCX7iLpJ83SjPTj/pt1N9ObtrqLykiFivhQTe4oinnSV+dhYEDu/Hns/eojQ9uc1Y/ao25frLTuPwgh/wH301slbYfaAO/5GXEznjU23WQ9uxqaDSUMixZQEsuH0sswdfztwhVxD8jwcp2bOOsoRIYpb8jP/jdzBv6GUstLfR+PKxs8JPfKctXbBioaMNC0dfxqpXHiVvfQQVhbmdX8elxUR5L2DmrcOYM+gyZjlfypL7xpO6aa12bVeWFJGyKowl99/OPKcrWOh8Ce721vjb6giQJNeVnQ2znS7mZ6dLmT34Kpa9/xaGxITf7jP1v+E55/tXMav8r/yvGDjnDOiqqqpQSflAMaAYUAycRwYqKig5sIdlzz+Gj2MP7Z9Ur8G92f7xK1SlHqOqqlK7D1ceO8yW1x7Hy6UHgfY6/PRW+N03huz1wVRVlHZ9r640UHRoJxHPPcpPTpey1LEPgSJaRPSKYLPX4au31suRyUgAACAASURBVKZMu+l7MNexL6sfvYMc1xksf/Z+5jlerAk5dwcbgm2bBZ6vvQWBDtZ42vdgsV0vljhcjO9fJpGzeT1VZWXtbKmkKiuDeLeZ+E6+jqUuffG3syHIwVoT8N4O1vg4dsfbqTseUqeDFb56G3wcuuHu1BvfcYPZ++W7GGL2UlVRfNIf7ZksjdrLur/dg7tLH9z1PQifNJTMxd+SsvAbQiZfi5vzxXg6dG8WbXob5IcFd1mPq7fC095SE29e9hYsce6J7/03cCLUi6qSgpb2KqlMTWD3x28wZ3h/5jj21eqRCK9EvkX4+smPBw4iPHuxSN+HpTcNIsl7YUsdwk8lyREBeI0bhqe+N5767vhOGkP2isCW8Wse51P9qqTKUEj+9o2see15PEdejZe+F7724hsbPB174D6oL+5D++E+5BI8BvXFw7EHXjLd2t6SpY69cbvBkU1T/knxoS1UlRe1G5dTTBfGRbH8+Ufw1vfG26EXAbcOIXP+16Qu/obA+6/D3bkvnnY2eNpbaT5b2uI/H3srArUfLSzwlEc3OfXF+96biQ72pqoov8v2TvXxlA2/dK7SUEKc9yJN9Er//O0tCBrRj32fv61NrzdfJ79UT8fPK6nIyeDowhkEjL5am0nhKWJx1BVE/fgZ5XlZHftRWkByuB++tw3Hy6k33i69WP+3OykJmMPeL9/G/ZZBLB3UVxsL4cvd0Rp38Zmjjca8n1w/woytDrdBfVn53IOU7FxPVXlJR77LSkj0mo3rTfb46rtp10rwPdeStWUVVVUGqgzFpK0Kw33yeBbZX4ybvYyhNUEOOoJsdQTKD2TyjG+HPizQX8wilytY++/XKU86TlVle+bOfDw6+lGVVT5RDCgG/rwM6GpqalBJ+UAxoBhQDJxHBgwlpPu54jvOGT8HG/z01vjdbMtxv/nUlBdQXVPdfB8uzCF2/nf4jL0Cf70OPwcLPMdcScysL6guzKLGnK/9fbu6isLYo6z96iNcH5uM/0O3EnjjQE20yT/eQbI+csSl+E0ei+9Dt+D+8O1s/vBNMsP9WPP5u7g/Pgnvh2/F4yZ7gvVWBIlQdrAkYEhfQu4Zi8dDE/B8+HZC3nudnH17qaksb/W9UU1NzgmOL/gBvwnOeDjaIP/wy47HvkP7EXj7MCKevIMNrz/Jprf/zup/PEDwvWPwHtNf231WosCBemu8Rg/g4Cf/R2ViNDU1Va3qr6G6pb8V0fvZ8rfJeIlo1Vux/Pqr2fHkbYROGISvUy+8nHvjPWYAvneNJPSJiax47gGC/zoJ77tG4zb2ajzsu2nRsSAHS7xdLmLNi49SfGQXNdXN7VVkZXNw/ky8n7wfz4duI/DWQfg69yTIwYIQBx2+zt3wnTiMgIcmsPTh2/F7+a8krImgsqys2d7qalKXBxFwswv++m74iS9uH0He6mBqqirb9Elrs7yE4l3rWfP8wywddCl+Etm17c7SQZex9LahLH/lMXZP/ZAj87/l8Kyv2PrxmwQ/OZmlN+pxd+5FgL118yZboy9j14cvUhm7l5qqFlvaMVIcH83KfzyEr2NP/PXdCb12ADueGM+yCYNwc+rDEqfeLBl9Df6TryPoyTsJfeZegh+7He87RuA+8nI8RMDb2miCfJFzH1a+/Cilh3Z07Fe7dn/NfaW63EC8z2KCxzshMw0kyhw8oh/7v3iH8qwTXfP/i21WU5mXSeSiHwkcczU+snzAVkfQqCu0Dd8qC3Lajo3UV1xAYrgfARMGa9droKMl6+4YxK4nx+N9fX/cHLvhOagv3jfqCbzvekKfnET4M/cQ9tB4/G8ZhPegi/G1syLQVq5jS1xHXMGhr/5NdXZyx35UlJHqNQ/PG2wJtLfCT9+d4HuuI2vb+ua85WWk7dxGyDuv4fPQnQQ8MF7jPEBvSZhep80c8Rs9AJ+HxuP+yER8H7+HbbNnUH4ilZrqlnvLL/roPN7/VNsd+VI+UT5RDPzuDOiMRiMqKR8oBhQDioHzx0DliUT2ffQaPkMv0f6pFdEmUaPSw1sxGstP3YNrKsjdEE74PaPwdrQiQK/Dc1APbW2gbJRjNFafytv+3l1TjbEgF2NGEsbjB8mY9m8CxlyuRYH87SxZ++h4KravwJh1HGN2Csa8LIyVpRgLMjGmx2OMP0TS9/8hYtSlmuj101uy7aHrqNwcjDFTyiRiLMjGWFXZ1oaKYrKW+RJ07w24S2Rar8Ndb43neCcOfvk2Zbs3YMxLxViWj7GyCGNJFjXRu0laOJ1lD9+Ch0tvgmWXXtnJ+gYHYmZ/32xbq/7VtLyvjD3I1r9Nxtu5J4EO0pYNXi69cHPujdeIK1nz9F0ku/1A1ZHtGPNSMBpyMeYkUbl/E1E/fYLfhMFaZE6i2QH2NvjeNpSUQFeMhuJTfSouwJiZhDE1lhLPn1l5+xCC9daE2FuyYpyePK85GNPiMGYlY8xKxFjWqmxNDWkrggke50yQ3oZAJxsCJg0nf00IRhmfVn2SsaxOimHfx/+H58gB+Dt0x8ehB26jr2HD/z1L3oYQjAWpGKuKMVaXYKw2YCwvoiY5mhM+8wl/YhLeQy7GX35ccLDE4zpbImd8Rk1GCkZjTbu2jJQkxLLihYfwcepBgETg9TZ4OPfE06kvbqOuYdkz95G0dA41sQcwFmZiLM3HmJ2MYc96Dn/7Lt4TBuGt70WAg5W20Zn/bUM54bcIo6GoQ1tt+3nm11VNRRkJvq6EjHdC+zHE3oKQEf04+OU7VOakn1U71fnZRC3+iaAx12hT1mXqf/CoK7R1ylVFeR3rLikiMcKfoAmD8XewaI6qOlnj49RN29l8yfXXsO2tZ8iJ8MaYGImxKAtjcY7GTfG6UHa++xLuo68iwN6KYHsLljr2ZPkTd1CwdyNGY0Xb9iorSPOeh/cNtgRLhFvfjZB7biB7+4ZTYynXnVyzGYnUHN7O/jefJHhwT205gsygiHrjaWpidmPMTMCYnoSxMB9jzZn7/reOmSqnfKwYUAz8WRjQmUwmVFI+UAwoBhQD54mBmkpydqxvjgA5dCfQzhKPEZcS9d27mApSMZkqtXtwjcmIySRCKJpdbz6Fx2ARGM2PG/K+cyipy30wVZT+8v3aWI2pJIfked/gNXaAJmBlqmjok3dQHHsQk7HqZB1G8/1fxFhhHsdmf0vImCsJ0lvgrbdk3ePjqIjcgclUhUnqNec3vxqrMUTtZdUrT+A19DICHSzx0lsRfu8oUnznUpOd1Hk5Uw2mkkIKV4ew9sm78HfuRaCDDd6OPVnx6B2U7tyMySj+aDsmlccOseXZu/Fx6qVFryUS6CXTgMcMYPc7/6B870ZMZfmYjOJTsbem+bXGgDEjjrifP8PvJhEWOkL0ViwZcTkHvn4HY+6JVm01j4OpqoyC5b4E3zFKm6YdZG9D8C2DORHhj6m6vKXuipbXFjuNRtKWnxK9AY7WBE4aTsGaUEw1bf1nLC0gyXchwROGa9O8/e2t8RwxgM3vvUhp1C5M1cXNftd80NoXVZjK8sjfGMF68YVLb0LtLfF06EXIA+PJXRuBqaKsVX+abStJOMbyFx7B27m7Nm3ex8GKpeK7EVex4+2XKNm7A1N5SYdy4svqtBiOzvgI/+vt8HGwxNfBQlubvvuLt6nKTm7rg3Zj1n4MT3dsrCwnwc+VkFvbi953NdFr0q6Rtkycrr5Tnxmpyc8h2rWj6D028wuqi/I69ru0SIv0iugN1Itw1REmywQcrAm+dRBRMz+hKjUSU7X4uvX4GDFVGyiNOsDWt57Hb/DF+Nta4m3fDb9xzsT5L8ZY1c7PlRWke8/H+4aBmugNcOxO6H03krN9Y8e6TVVU5iSzc8rLBA7pQ4iDJe7OvTnw/ksY89Kar+9Orp1Tvvgt/lNllP8UA4qBPz8DutraWlRSPlAMKAYUA+eJgeI84hZOw0emLtpZoomnu8eSt8qP2mpDu/uviVpDMcmLfsDrBjsCHSw04btk5CUc/PZdTHkZ7fJ3YXNZIUkLpmqiN9ROp4nRsKfuoCg+skN5U8t3gLG0kNi5Uwkb058QWYvoIKL3Viqi9ncoc5KVsmKSl/yIx8165B/1IH03fG+yJ27e19TmpVBbW911WWm3tIg0f1dC7xyOj2M3guytCbh2IDGzvsNUXNShbFXcYTb/TURvTy16FiiPfRrUly2vPEr5/q3UVpRSK6KrtlZLJ+2sNVFrLKMqag+bn39AszPUXsdSp+5sf/0pjKlxHdqqrakmf2UwwZNGE2JvTbC9Ff7jXUhYHkStqaYlv6ltOZOJ9JUhhIxzJlg2KnO0Juj2YRSuDaXWaDyV12Si+ngkm//vWfwG9SXIwQpPx+5EPHYnxVvXUFtTfipvp9/RRmrLCsgIWITf7cO09duBdlb4jLqKQ19/gCk7rUP50sR4Vr/wCAFO3TWufOwtcHXuxcaXn6By3w5qq6o6lBH/aXyYqqiK3svmfzyEu2N3gvWW+Dr1ZN2rf6U8MaqVP7rgsdM+dMxrqqog0c+N0Fud8LOXa8WCsBH9OPTVu1TnZXZq36kx7lhf68+MhTnEuM0kZOw1yMwHH1sdIaP7c+znr6gpzu9Yd2kxSRH+BN82iGBHS216uwhMnzH9OfLt+xhTYqg1VWKsPcWb8WQ/jdTWVFCyoXm3dm9tfXs3/IdfzqGZX2AqyWvbXnUlGT7z8bl+oPYDRqA8I/u+G8netr5T31bmZ7Hzo1cJ0kSvFUtc+rD3g5cxFWS3rfekPaf3TWs/qffKV4oBxcCFyoCurq4OlZQPFAOKAcXA+WCglpqkGLa9Ls/U7KMJtWCXPmx5/SkqEyOpq6vpeP811lC6Yz3hD9+qTSWV9bUeTtase/ZOKiP3Uldr6lim/X28vJjkBd9r6/4kOiUiZdlTd1J6PLrLsqayYo7N/54Is+jVW7Ph8duoij7YZZmaxGi2vfoES51lyqwFvoMvYdv/PUtl7AHqTNVdljvJWq2JmoQotr/1N5a49CXI3gof2TDo9WeoSEnoUL46/iib/z4ZH+cemjAPcLAkaOIwcgLcqKsooa72dGNopC4/nZjv3idsxGWE2Om0jaa2vfAwpvij1NXVtm3PWEOhJnpHEayJXksCxjuRtDK46zGorSVjVShht7gQItObJUI4cRjF68KoM7Uat+oqciL8CLhjlDY9OcjeEq8RV7D/m0+ozc5oa0f7sTUf1xqpTonVHs/k69KHAKlDhOhTkymP3Eddbdv+GJISWPvCIwTLjwuyVtzekpAJg8gM8KCuvKzLNmtb2qvNTSPyq3/jM+JyLRoZ6Nid1c8/QHnUfupMnXBstvNXvNZWV5Lkv4SwW53xt7fUrpfwEZdy+Kv3qMnP6tLGkzydpi1TUS6xmui9mgDZGdosemd9jUTdO9RRVkry8kBCbhtMkN6SYFnT7didtU/dRcnuDdTVlGvMmP3Ttrz43ogp7jBbX3kcX+fehOq7EzjkEvZ+8z61BZlt26upItNnAb7X254UveH33UjWlnXUGdtfR7VU5Wex66NXCdZErwVLXXqy/8MXqS3KaVvvafzR1t7TXTfqM+UrxYBi4MJgQFdfX49KygeKAcWAYuDcM1BnrCJvXSir7hmLv6ONFrmKuO4akuZ/T52hoIt7bx01mcnsfP9Fggf31v7xl6hr+AQnUoOWUFdd3kU5s/111FeUkDb/e7xH99ciVMFOlqx4+g4qEqK7LFtbXkz8gu9ZZha9jtZsfPw2qqMPdl6mtobstaEsmzQcf70Ffg46vK+3J91nEfWVp7exrtX3Tl15EUluP+E9zpkAiRTL+tmHb6Vw7zbqa41t2q6Jj2Tz3+/F17m7JnoDnbqx+Z9/pSbmCPV1tW3yduS5DpNEwN1mEHHDNQTLZlb6Hmx55j6qow90LG+qpnhVAMGTRhAg4lXWdd7iyInVwdTXmTpvq66OrNVhLaLXmkBHK0JuH07JujDqa0/ZV5ufQ+wPn+EzagCyqVaA3obwO8eQsTKCemPbPnfsh3mc65ExO7ZgOsE3OGh+E9+tumOENi61xuo2NpYlJ7DuhYcJFQ4dLPBw7MaOf9xPdezRNvm6bK+0kMSF0wm8wUH7EUCikSuevJuy/TuoN525zV3WX19PXU0VyQFLCRfR62BJiL0FESMu5cjX71FTkHVmdrZiq3VbtcX5xC75mdBrryJQe+6yRXOkd/bXGA2FHeuWzaVWBBE6UUSvBcF6C3xGXkH01CnU5mVQX29moK5jWbMNGc1r+X0HX0SwvQ1+Ln3Z8ckb1GWnti1jrCbLV0TvQEIdZGM3G0T0Zm9dR72xpm3e+lpqCjLZ89G/CBnSmxBZQ+9iw+EPn6OuKLtd3lOstPaFeq/8ohhQDPwvMqBraGhAJeUDxYBiQDFw7hmoLcjmyNQphI3ur22G5KPvxvK/jKNs21oaak1d3HvraKgsJs1jFmE32DVvhKO3wn/YxRz64l3qcjNoaKjvomxLH6rKOLFgqrZDcqiDjmAnK1Y9fReVCTFdlqsrLyF+wXSWj+2PlPF3smbjE7dRHXuo8zKVJSS6zSB07BWEyg6yjpb43zWK4o3LaKgznipTLzbVtUpiuznV0VBTRv7aYILvu5EAxx7a7tESAc1eGUKDseZUPQ0NGBOiNNHr59JNszFoUB/2f/4OtYXZv+yThgbqKg1k+i5gxU12hOrlsUnd2fTEHZQf3EVDXbvxqDVSvDqQ4DuG4+9opYme4FscSVsdQkO99KcTXupryV4TRvh4Z0JlPW+L6C1dH05DXW1LmToqEmLZ/eazBA3tqwkqz8E92fXmM1QkHuu83s7aknMmIyUblrN68ij8HEUsWRB+3dXELP4JU4WhTV3lKcdZ++JDBDvbaH1xd+nFkQ9epqEwt02+TvslbZWXkOo5n5BxToTKo4REmD1yO6U7Nml2dFmuK9s7OV9fU0VqkDvLJrhoMwdCHSxYNqKfJnplE7WzaaOuykCc++yTolfWg4eMHUD8vO8wlRV1rNtUQ9a6CMK0jcwsCHa0wOf6q8nwmUdDTWXH/J30pyEnjQNfvYPv0Iu0tbcBLr3Z9p9XqEtPaMursYYs30X4XW9LmMxe0NsQcd+NZG5eQ0N1dUtbp655Y34O+6a8RvjgPoTqZYp/d458+Dz1xTlnZldntqpzyneKAcXABc6AEr0X+ACfzT8Jqmwn/9QqXtSXwpkyUFdH1aFdrPvb/QQ59dAitgFD+3L4veepTzhCg6mShtpqGuqqaKiroKFOjstpMJXSUFNMzfaVbHtwHAGONoTqLQl06sHqx+6gaufG0wjm9qL3Sk0c/rLorafWUETc/GmsGDsAERv+TjZs/OtEqmO6EL15GRz9+j3Chl+kbfDjLxtfPXgDVREe1CYeoTY5htqUWGqTY6lNie48JcdQl3iUsuVerH7gem06cLhEjcc5kubrSkN1W3FhPB7Flr/fS7PotUCmvkb+8Cl1ZYUtovr012x9VTm5ga6suNleEyF+Dt3Y+MhESvdt6+jTWiNFqwMJahG9ITLFVSK9q0T0mgVsu/Y00RtK+HgnQh2tOhe99bUUHdrL6scnEuTcjSBHC5YOu4jIb9+lviT/111f9XVUHtjO2gdvxNvBkmC9juARl3BwxmeYykra1FWeGsfaFx8kyKlZ9HoOvZi4r9+loay4Tb4u7/sVpaR6LyL0FifCW4RZ2CMTKTnXojfEk+W3uWjP6DWLXuHsrEWvsYL4VqJXnl0tovf4gqnUduYDGcv1ywibKLt3N4vegPF68sI9OrLS1T0hP5OD372Pz7CLtJkCgS692P7ei9SdON5B9GafFL0SVbbWRG/6xtU0VJmvgdaiN5d9U14lfLBMm7bEw6U7Rz/8hxK9XY2DOn9m17jyk/LTBc6ArrGxEZWUDxQDigHFwDlmoKqcLD9XAscP1qKXsoY0eEgvtj53D3GzviBy8Q9ELppO1KJpRC+YRtTCGUQtmEbMgm+JWzCV+K/fZd1dowhyttaexSlrRIOudyDT9Wcay0tPf9+uLtcivT5jriDcQUdIS6S3KiGmi3IN1Gmidzorr7uKMNlAq0X01sQe7rxMegoH3/8n4UP7sEzWDdvrWD72crY/chNb/z6ZLc/do62/3fT3ydqrrMXd8lzrdA9b/34/2569jy2PjiNsTD8tYrzMQYffdVeRsngGjRVlbdo2JUSz7e/3EuDSTbNxxZgrOTb7G+orimhsrG+TtzOeG6oryA1YzIqb7LW1k/K82s2PTaLswHZNyLYpU2eieE0gIXeOINDJShMXIeObI72NDXWdt1VfR/aaUCJaRG+QoxWhtw/HsCGCxvqWMvV15O3eSvDka5HPZeq5x5jLSZjzBY3Vbfvbxp5Ov6sbqIk/yOYnJ+Hn1E2L+gUM6cnOb95H1mifKt9AReox1r34ICFONoToLfAdeSnJ06fQWF7SKt9proFKAyd8FxN6iyMRDhYEO1gTLj8Y7NxMY63pzOrotA+n2qw3VpMa5s3yiYO0SK9wuHxEP6K+/je1BTln0YZExSs57j6b8LFXaT9AyfOrQ669ioRF06it6MQH9SZyNiwn3Bzp1VsQOtGFohU+NNbVnpkthdkcmfYBfsMk0mtBoEtPdr7/MvVpx2lsaMWryUiu7yL8r7clXJ4Jrbdm2X03krFpNY011S1tNZxs05Sfy74PRfT21K4DzxbR21CSezLPqbE/5V91TvlCMaAY+F9mQIneX/gS/l+GQ/Vd3RwVA7+VgQbqMpI4NOV1/IZdqomRcDudtkbRd0hfPEdeztJRV+A54jK8JQ2/DI8RV+Ix4nI8R/TDe8Sl+A/vR6Cz/FOrY5leR4g8l3bIxex79wVqUxJO/89tTQUnFn5PW9F7J9Vdit7GU6L32gEnRe+mv06kK9FbnxjPjlefJXRIb0SohouIsLfQ1uV6OfXGy6kXnk69cHfqhZdTd7yduuHt3Db5OHXHt2Udb4Be/tnXaSLdZ+wAEud+R2O5Qetnfct92pQQc1L0ShRwxbUDiJ8/lfrKMxS98hzkANcW0WuBiN4tj0+i4sAOGuvbCZm6WkrWBBFyV7PoDXG0QERv+uoQuhS9DfUtoteZMEcrTdSGTjKL3haRU2fSNigKmDRSW88rU5L9x9mS5fETjTUVpx/XTr6vTMlR7NR+COihcebv0p0tn72FsaSgVV0NVKQcY90LfyHUybpZ9I6+nNSZn9JY+Qs/oJjbrDRo0XcRveH2Eo2U6c0TtenN50r0NtQaSV/uz4o7hyIzB8LsLVg2/BIiv3iH+vyzEb2NNBgrSXT7mbDRVzavB7fXEXrd1SQv+QmZ+tzhXldfS87GFSdFb4ijJcvuGkrZ2qAzF71FIno/xG/4KdG7498v0SCit/GUiG3URO/iNqJ3+f03NYve6qoOtmmid8qrRAzuoc3KUKL3t96nVbkO3Juvd/Xa4bpTvvrzXy+6pqYmVFI+UAwoBhQD55CBOiPFO9ex4uEJBDj10ITcMjsdEQ665o2LZCqqgxUR9lYss7Miws6q+bE4Ds0bJsmjUUTkhjhYa1FUiaSKyJPoa/j9N1C0eQ1Ndaau793GStLaid7VT99NdWIsTY2NnZRrpL6seU3vyjai93aMxw53kr+J2uOxbHzpCfxdmoW5iPNgR2u8nXqx2Lkvrs4Xscj5YuY7X8xC594scu7ZJi127ombc0+WSnLpg5tLXxa79MHVqRdzr7Pj6JzvaKoq19pubPmeqk2MYdtz92mR3hD5MeC6/sQv/J6GqhKamho6tbM11401leQFumnTm2Vdqr9Dt5Oit6m+rm35+lpK1wYT2lr03upExupQmhrr2+Y1f4821pOzNoyI8W1Fb9mGCJoaWsrUGUnfuJKAScO1ZwVrmyTd5khh4HyaTFWd12uuv5NXU8IRtj9zpzYdXdZ3BgzqyfYv39Uivaf63qhFete/2Cx6tfWpY68gbfYXNFWVnVmbVWWk+7lq05sl0hvi2I2IRydh2LmZprraM6ujE/tP2dhEY52R3HWhrL5vlLY5mjxWKnRQHw588Cr1udln1UZjdQXH5k0nZMSlSL2yK3rojdeQ4TOXhppmzlrb0tRYR64meodqPxKI6F0xeThVG0PowEpX/SrO4aiIXon02usIdO6BJnrTE2hqanUd1prI81uM/w2nIr0iejM3raGpurql36fy1xbksb+d6I2c8gKNpXln5aM2/e+qT+q88rFiQDHwJ2VAid4/6cCpL6dzKFAUA+oGfq4ZMBSQsHgafjc5EOJgownXMHtLwl26ETiohzbNMcSlNxHOfbQU7twHOQ4a1IvAQb0IcemFbNIUMKgv4c7dtOmkES3CV6ZAJsyZTlNJYdfj9qtFb1Oz6J0/nTMVvabEONb/8yl8B/ds3iHa0ZINdw8j+oMXOfLdBxyd+hGHv/+EA9M+5eD0jzk4fUrbNG2KFgWLnPYBR7//iCPTPuHwtE858v3H7J/1Nbk719FUa2zTx/aiN/za/sQvmkZD9ZmL3vygJW1E7+bHbqdi//aOQqYL0Zu55ixFb72JjM2rCBTRq63DtSBovD15fnN+vehtbKQmcg+bHh2Hn4MFYRItH3Yxe6ZOwVRR2sp3jVqkd/0LfyHMyZogRx3eY6/ghIje6t8mekPPg+htEp/vWMPGR27E39FSm+ob7NyTHW88R11meqv+/Pr7v2zEdWTGlwQOu7hZ9DpYEH6LPQUR7jTVmYVlq3ob69uKXtkB/e5hVG0I7chKV/ePohyOfP8BvsP6EmynI8C5B9vee4GG9ONnKHpX01TT0TYleluNU1e+V+fP6npR/2Mqxi5EBpToVTdGdWNUDCgGzoqBUxEY7UuisVHbvGnn60/jNfQigmRXXSdrVt43moRp75Oy+AdSXGeS6jqLNNeZpLn+zAnXWSS7/UTikuYkj/DR3rvOIPLTfxI6wVF7xI7squw7uDe7Xn2M2qSYrsfNWKlNkcF9TwAAIABJREFUb/Yec4U2PVo2VVrz9N3UJB6jqbHzL3Mt0ttG9HZj018nYTx2pNN26lKT2PzmPwge1Fub2hw0qBv7//koDUd30lRdSlNNBU3GypZU1fJaQZOpvDkZy2mSCJskY0veGnP+cppqK2hqbBu9lT7LmugAFxtNaEdc25/ji6bTIO21jpx1MZ6yPjI/eCkrb5Y1vc2R3tOL3hBC7xqlremVdbAhtzrxa0RvsKzpnTScNpFeiSDu3ETgnaO0R+eI8PUbewVZi79t9kMXtnf6D0h9HVU717Lx/jH46S20TbFCxw7g8Nyp1LZEyc3lqpIT2fDCw4Rp65N1+I65nBOzv6SpupMoZ2c2aJHeU2t6wzTROxHDzo3nLNLb1NBAzdHdbPnbXXjLrAbxuWN31j/3AMbE6C5mKXTOs7nfza+NNBRkcODztwgc0qt5oza9FaF3DKV0y/I2nJlnFUg0v02k18mS5XcPp+JXid7c5unNInrtdQS4dGfbe8/TmBbfllct0uuqRXrlh4sgWdMrkV6Z0dGZ6C3MZf+Uf7VMb9Y1b2Q15UUaS/M7vVbb+uJM/KXyKJ8pBhQDFx4DOtSf8oDygPKA8sBZeKCpbdk6EyXrw1hzz1j8nGwIdLQkeMwVRH73Lg1ZCVBdATXVUFMDxqqWVK1F+RpNVbROIgiNxw+y7Y2nCHTpo/2zHuhkydrJwyhcG6yJjbaNtxyZqkhbNA0RvbKRlawvXfuMiN54aGeuuXxDeSnHFzRHemUzHe0ZuH+9A1NcpDlLm9fGnEx2f/IWYYMvYrmdTtuJeM1Td2M8tBuaumikTQ2tDyR/IzQ1AJLqgVraGys7QW99frImeuUHABG9CbLhVXVZh7ytaze/bzIayQ9ayqpxdproDZQ1vY9N1Nb00ihttvprqMOwNpSwu0YT5GTVPMV1vCOZa8Ja7GyV1/y2qZ7cdeEsG+9MuGxS5WhFmIjejcugUfolZjZSdGA34Q/eRIDeUrPDd2gfkqe/D5Wl5prO7NVURVGEJ+snDSLQ0YIAmYI7wYW0EHcaTDVt6qhJTWXTi48S7mRFuF6H/+jLSJ/9VTOPbXJ2cVBdToafK2HjHVlmb0G4vhsRj0ygbOcGqK/rotCvPN3URMOJeHa/+TReg3pp7IY6WBF273WUbV/929tpaqA+/jBbXnmYINkETXYId+7OyicmUB25q3MjmxrI27SSiNuHaGulQx2bRW/lxjBoaMdK5zVAcT5Hp03Bf1hfbXqziN7tInrTj7e9Rupqyfdz00SvTFFvLXoxth1HuSZqC3PY/9G/WDa4h/ajlqzpjZzyEk2Ggq4sUeeVB5QHlAf+5z2gRO//PALKAcoDygPn0gP1pQUcnfEJIaMv0f5ZDnC0ZtXdoyha5QemMxNnre1pLCvm+LzphF9rS5A8W1SvI3RUP60Naau9MNTKaqL3+46iNymu0+xS5teKXioMRM+ZSsiIy1lmJ1NrrVg2eSwVW1ZBY2PrLvzC+yaaykupTI6lPGY/ZTEHqUiJpamqqFkItyp97kVvD7Y8djuVB3ZwpqI3Y03oKQHbyjbt7ZmIXpooPx7Llpcf1tYmi3j3G9SDg28/Q316Yufj2b6d5sZoKM0nesbHRIy+TOPCT2/FhgdvpGLnWmiQHw1O/VWfSGHTS49oolfWX/uPufysRG+Yg825F70y4sV5RE+dgs+oK4gQ1u10eI29mpQF06FCrp/f8FdbTdnaYCLuGok8ekpEv9/QXmx/5xka0+M7r7BF9MruzSJEZU2vRHrPVvSaI71tfhjqQvRmbV4LJmM7+9qKXuHHw7kbRz98UYnedp5Sh8oDygPKA609oERva2+o98oDygPKA2fjgcYGamIPsPaF+wlykV1ydfgM6s3Wfz5ObcLRriOEp2uzvo6K7etZ98BN+OqttWhvsHM31r/4MDUxB04KsDaxVVnTu+h7fMZe2TbSm3SsbYSpVbsNFR0jvTK92XRM7G6V0fy2zkRahC/BtzgTbN+8067shpux+Eeafo04MVZTtD6C1a8+TcQjtxHy6O2s++QtKpJitKiouTl5rZPpzeco0iuPwwnU92Dr42bR2xKJNTfYSaQ3VDayOgeit6Egh5hv3sVveF/tOcpBektW3zuWok3LO4hVszkdXhsbMMYfZuMrjxDoKNO9LfB27sHOfz5KncZa2x8e/iyiV2ZCpAUuJeA22UDKilBbHR5OPdj5ryeoOx7VgYkOfulwooHGvFQSpn1I8KgrWCYCVt88vTtq1hdQXtihRPOJ5kjvSdGrbxG9G84u0qtEbxfuVqeVB5QHlAfOsweU6D3PDlbVKw8oD/wPecBUTXawG363ORHsZEGggwU+Y68ibs43UJL/mx1Rn3qcPf/3DL6D+xIuQkBvTcCEweQEL4Xa9tMfgZoKUhdOxffa/i2i15I1T99JjSYkO1Ow0FBpaDO9OcCpG5s10dv59GaZilweuY9Nf78XX+fuzY8scu7J1hcfoTLmKDS0E5Gd9b6pkcaMFI5MeQ2v4VcQ7NAN38EXs/2dF6jLSu0Q9axLij6HotdSe7zS1scnnVGkV6a3hk1wJmutTG9uKyhPdu2MIr2AsZLcgPmETnDQoogyBT107BVETf8I8jM69Ptk/a3f1NaQF+ZB0KTm3YVD9Zb4XzuApNlfQnFu65xafdUnktn00qPamt4/bKRX0Gyoo+zIblb//X4CXPoQ7mBJgOxmPk5P4tJZUPErp4DXGMhf6cvy+64nSG/Dcoly662IuGc0RZvCT/MjQ0fRu0xb0/sHEb0ta3plLD0H9SD6o1doMnQl4NvhoA6VB5QHlAf+Bz2gRO//4KCrLisPKA+cHw/U5aRz8LPX8RhxkbbG0t/RhuX3XEvJ5ghoMP32Rg2FpCycRvD1AzXBG+JohfewSzj6xZvU5aV3rLe6RfRe11+bIhrmKKL3DmoSo7uI9DY1i96FP2i7N7dZ0yuR3q7+ygtJnvkJPqMv1TaWCrezIGicC4keC2kql+nJnQtsrTrZLMlQRJrPIsInDmt+7qutjvCb7cj0mgWyTrfd2uCOonfAb17TG+ZgqT2yaOsTzc/p7Xx6c1iHNb3yyKKT63Pb++VMRW9jLfXR29n5yn0EO1s3P8rKxYZVT0ygdMcqmuo7+SGjTVtNmNKT2fPei/gM6UuEo057JvDKB2/AsGMlNLQv30TViWQ2iuiVdcbnYnqz3oaIh8/xmt5mMGgqyiRu5hf4XWevCVV5Xm+QY3eWPzievNVh1FdVtfFG5wdNNFaXU7hzLVv/8YD2jOswvbW2ntdneD8Ovv9iy9TmLn7A4I8serPZN+WfhA/q3rKmtwdRH72spjd3DoI6qzygPKA8oHlAiV4FgvKA8oDywFl6QJN2jQ2U7t7Mykdvw9epG8F6Cy1qufet56hLjumwPvVXNVlnpGTrKi1aJZsvyeY+fi49WPXXiZTu265FHtvIS2MVmZ5z8LvRlgi9rLe1ZOUD11OxfRWYKpqnWbdbdyvPsE31XMCqm/WEOFoToLdm3eRrqdywHGRTpNb5zY3Vm6jas44VT96Gj7MNMmXY17kXyx+6laxAN5oKM6Gptjkyai4jG1Y1mmjMTuWE+xyWPTAOP6deBNtbac803vrKI9TG7u90Krjs3rzl+fvxd+mh7WYdft1VHJeNrP6fvfMAj6p4uzjSpNjALkqVqlgARRERexfsHXtvqH/1s4sFqZIESCjSU+kd6b33HnonAUIgve6e7zmT3LDZbHoCm91zn+e6m9175878ZhbnzFsmsWCx0rakRESEDcbkO2ub/gmsVxHznr0HcSvnu4zpjZkzBeMfuwNh3OaH7tCtrsaeQT2AU0cz2mXjQkZWwwB7GiJmjMGkuxpgfGYiK5O9edZ4J6Fsgz3mCPb+2w1hbWqb8rkwMerGGljwyYtIWjUPSErIHDOOoswO2FJgO7obm327IKR1bYTUOy8jdvzWK7Dt72+NKy/rke2w2xG/ZzdmvvM0whpkiN7AW67AHt8uxisg27W5/ZEQiwNBg8w+vePozl6vIiZ1uAuxC2cAadnjh3MrosCfpycjYc1CzHi7I0Y2vigzc3l5Eyow9sm7sONfX9h3bwGSTmcsJtk4xlING7O4lBCNtPB12PFvb4x5th1GNr0AdCGntX5kg/MxvmMbnJw5BkjOQzzb7Tg6eyrGtG+G0HoVEMZY4IduwulZtA478c2tYVHHsL7r9whqelFm9uYqWND5TZO9OSNpW+aNqcmIDPRHyG3XmozVofUrYMLjtyFi4Uwg1ZmtHSlRkVj1+5cIu+Eis+0VM10vf+cx2MPXZi54sH4O4zK3+ulzERABEfAiAhK9XtTZaqoIiEDpEDDTy9hT2BnQG8Gt6mB03YrGDTm4VT3sH9gHiC9iAp6s6tqQsmcrlnzyCgKvvxAT6lZCWL0KCL6zHvYODwAS4iklzxwpiTg2MQih9zbHuHoVjYsorVv/vf0k9gz3RcT0sTi9YhFspx3qxYn3pFBMfeBmBDc430z0Q5rUwIzXHseuoX0ROW0cIpYtQNrJE4DNmlDbYI89gQMj+yLsniZg0q4xJvNzFYxu1wzru3xpLI/2feEZ7t1RR5C+e5PJPL3gy7cR2LoBQupXw5g6FTCqbmVMePBmRE4IzFWIMZHV7E5PILBhNYTUrYgxLWth68CeSC+Q6LXDlpyAo2GDMLFNbYTUL4eR9ctj3rN3I27F3Jyi15aG5NWLMf2VRzH6+iomE/OIRlUx7olW2P7PD4iYPBIRcycg5fCeM+7O9lRETg/DZGY4tkTvfTdmCCXbmQzHpq/sqUjdvRGLv3oTI2/k1lKVTDKwkOaXYuaLD2DvsP5I37kBiD4MxJ4ATh+H/chuHJ87DvP/1wlBd9Qy22ExkVFIo6pY8PZTSF69ADBWYqt/ModEpuidwfjf68tnLE7cchV2+v0OJMacGTd5vYuPw4GgIRjdppHpL7rYT+1wF+IWTAPSiuHFkNszE08jYtIoTHysNYY3qGqyZ9MDgW73wS2uwdQX7sHaP77EwdDBiJo1HjELpyJyaih2D/PF0h8+wrhn2iKo5TVZycKYvCq4QUWMbtcEe/7tCTsXLvIShkb0TkdY+xsRUq+yyag89qFbcYoLGOln+jK36pvPjej9EYFNL0EYt8hqWBULOr+dKXodhHNqAo4F9UPo7bUwoT6t2uUx4fFWOLFkds5xSQ/wuBhs8/8bIS2vQnDdSmaBanSrK7Hs6zdxOGQgDs8cj6jNG2BPdE6ClWdt9aUIiIAIeDQBiV6P7l41TgRE4KwQsNuQtnMTlnz0CoIbX4zxjEGsXxETn7kbsYtnAOlFn3xmyBcbEHcC+wP+RuAtV2F87fMwvg6TZF2IZZ3fRvr+8OyWZJsNMetWYNJLjyKkXlVMrVMBdBENbHg+gpvXxPBWdTD7g5eQsHnNGYsqk3CtW4JZrz6EkQ2qYULdCiZON4xJkm6siaAW12Hs6x0RvWJJ9nhdxuVG7MeGf7ogrE19I3w5wQ9rUAWjm16CMbdejQltG2HuU3dixmOtMPqOegi7+UqENrrAuGqPrX0exjSohtB2TbFnQHcgOjKHW7PVh6k7uWXR4xjVsKqJywxpVQtbBvYybqzWNXm9cjuoI2GDMKFNbWP5o6V37jNtkbB8DuAgSo0Ysqcj9dAuLPruQwSzHXXKGR4h9cojtOmFCLrlSox5uCUOjxsOJNMqawfsyTgyPRjj76qDcfXLmYy/Y++7ATE5LL2spR1IiUfUkpmY8WYHBDWriQn1ymM8y29QGaHNL8f4u5th3osPY/m7T2PhG49i4uMtENTqKpPtmdvu0E05sFE1zHi2DU7NCAUST2UfBxYMezoS9mzHzHc6mO2X6Ckw4tarscuPll7eU4AjPgYHgwYj7M7GCKtTybgbT+l4d+mJXthgjzqK8KH9EPLw7QhpfDHG1K9oPBfIKIjeCI2qIfSGmgi+9RoEtaiFwFuuxKgbamBEw6oYRet8/fImpn0CFwYaVERY2/rY2OP/kH5wh5Pl3UX77TZEzp6GsPbNEVqvCsbUq4yJD7VAzExaegsqeiOwoev3CG56ceaWRVWw0LL0Iu2M5E5NxInAARhzWz1MrFcBoQ0qYtzjLRG5ZIbTuMysZ0oKjk8Owbj7mmNU3SoYW6c8xtc5D2MaVkNo8ysw/LaGWPDrd0g/uC/X35KLFusjERABEfBoAhK9Ht29apwIiEDpE8gQL9H/TcDER+/CyHoXIaReNQQ2uxTLfvwEaUd3Z+49W5ya2IG0JMTNm4JJHdqarMNj6lbE8LpVMPGJtoihi6kR1mcsfOknj2PdP79jeKu6CKtXNUOI1y2H0fUqYnDdqvjvpUeRuH5pNkuSLeoINvT+CUNvq4dR9aqY+McJdcphfJ3yCK5fDWM7tsepJXNy7pdK4Xt0L/bQ+nT/TRjW6CKENuD9FU32XU7KWd/QOhUwmvuu1q2I0XUqGAvayCYXY8rT7XBgRD/Yj9Edmvv1umaVsnMz5rzRAUMbXojh9aoiuFV9bA/oA3t8nOsbnD61JyXg6OihGNu2EYLrVcOIehdg5jP3In753MyYa+vBfLXDnhSH/WNHIOzRVhjesLppD124x1Nw1a2MsDvq42jwACCJLuOsdwqOTBuNsLsaIrR+FSOWRt9/K6Jncp9eB8teVr3sQHIcYpbOxJyPXjDb9ATWq2wsqWPrktX5CKlXHUENqiOwfhUE16+EsLoVjCt4UN2KGNLsUkx6+UEcnzICiGMSo2z2/qynsC2J+3Zg5nvPIej66gisVxVDWtTGTr8/gQQmhrLa7XCL89v4GBwKHo7gtjdjZJ0LEVj/Ykx85gGTWTynC67zzUX8m0xPH8exKSGY3ulJDG5+OUbUr5yxhVDd80zm67F1yiG0bgVjiTXZnutyrNH9mvzKI7B+ZQxtWhNjnm6LfSP9YI/ca9zQ864RFzBScXz2VITceytGNrgIQQ0uQtjDrXGSfVlQ0XsiEhv//hkjm12OwDqVMKrRRVj45buw7Q03YjSjt/jvRwIiAwciuHVDjK5fDaMaVMO4J1ojaul/JhQgZ//YkbZrIxZ9/SaG3XAlQuqej4m1y2NC3YomGdyIRjWw8NtPkH7AwQsh7wbrWxEQARHweAISvR7fxWqgCIhA6RKwI/1EBDYO8EHwg3dhZIuGGNmyIcY+1R57wobDFl9AS1p+lbTZkLpnBxb/2BmBdzZGcMvaGNWyLkIeaYMtQ/sjPTYqu3gx12/F+m7fY9z9tyD4pisQ0uxiBN1QE0NuvQ6zP3jFbK9kYiGtZ9tSkbJ7Izb3+hljHm6B4JuvQGizGghpWgOBN1+NSW90wOkV81xP+u02k0jn5MxxWPbp6whqXQ8jG11gRAddkYPrUChWQlD9yghqyEWBGhh3/01Y98PHRvQh7mT2+lt1cnhN2rUNc754G0PvaILhra7H2Efuwa5hQ2CPiXW4Kve3tsQEHJkUhgkd70VQi4YY3qox/nv7BZxauTjTRddJ/NntsB0/gv1BAZjywoMIaVXH8Au5oSYCm1+BMY+0wuGxI4AkxobaTazn4VnTEfpkO4y8tS6CWzTA6OcfwbG50zItdlb51mtmXdMSkbxrHXb5/Y7JT7RB8I1XIqhBFYTUr4zQBlURVLeKEU0h9c9HSIPqGNXscox7qCU2d/sRsWuX5LDwsnSnJ8Bkb/76QwTe0RjDWtXH0IdaI3ywDxBL7gU44k7jwNhQhHV8BMNbNEHgbc0w+e1XEbVgjou40wKUV+BLuDAQg4SNy7HD73dMfe4eBLe4GoEcy42qIrBBJYyoXwkj61dEIBcj6ldGcINqCG50EUJuuhrTnmqLzd1+wqk1izN/i85kXFWEsdPJiJg7zfTf8NZNMPKOZhjzekccm/8fkOZqAcNFOSeOYaNfL4xqdwtGtKiLkW2aYtFPXyNt987sFtiUeBweMxJBj92FwFZ1Mer26zHptScRTQ8EO71EnBYzuBiQFof41XOw4qt3ENamKUJvuBLBN1yGUTdcipG318GSLt8i/fCB7M9xUUV9JAIiIALeQkCi11t6Wu0UAREocQJZ4oKWzpORsB3aBduhcJMV1n54D2hZLNHDZoM9+gRs+3fAdmgnbIf5vD3ms2yJpqyH2tJhP30caVvW4viMsdg1yh/ho/pj35RgxG1eAXsy4zmdRAATAsVGIGXrckTNGofdIYMRHhiA/ZNG4vSGZUC8i3us57Gs1CTYIw/g5IKpWNXzF0x+81mEPnUvQh+/G2M73ocJb3TE7O8+RPgwHyRvXAr76QgnK2tWYTnfpKcaa7Dt8I7Mtu+FPS4uRxNy3pjRU+a/SXGwHSG7nbAd2mEsf/a8EjFRYCTGIH3vNpxcOB27Qv/FlmF9sWf0UEQv/Q+0jjtWwJ6UlFl2eMZ4iNjrImGSk4hhhWkJjotGyrZ12BM0EHO+fhujX3gAwU+1xcjH7sSIJ+9C6EsPYfY372NX0EAkb10Ns1Dg0oKckwC3kLIdOwzbwW2wHdkO29GdsMdxoaSghw32hNOwHdwO28GtsO3fDPuRXa63zCpokQW9zoi8FGOVth0Ix9H/xmFpt58x9ZNOGPfKYwjueA+CnrgLIU+2w5gXH8GUD17Gst+/w9FJoUjfvQ2IO52/O7OLutDSzzFimB0Ohy2C7c0j+ZVzGcxQHhMN1tl2aDtsh7bBzq3LbDm387InxGSOm82wHQyH/egBICWfWGlbIuwnjiBx7TIcmRiCbSP8sSNoAI7OCEPSnh3ZwxCc66a/RUAERMDLCEj0elmHq7kiIAKlRYBChrKKViDG/LkQNiX1aIoAU771zPwKpuUq1bhI2+kGzazDzhl+sxXBSXlqRkbc9BTYeb0t6Uz8b7Zrc/nDnm623rHHnYY96hjsEYfMhJ/CyZ4Sl5FwydShsJzImPUraNvP1I93nukjlsG+yhAgGd+duTbnO7ovpxmBbk9NPJM12HnRwNzIMq06FqF9thSzIGGPPQ575H6T6dp2/BDM38y+bba/Kmy5VttZL45Ptj3/VmfnkOHCnTE2KMhYTmHLyF5i4f7is1gHjq1k435uj482ws9+ZB/sxw7DHhsFe2IMTB9xQYAC02nrq8I9k7zIyjqL0l5rPOTFnO0iT2ZrLmjfZtaF7eOCEJmkJeUIdShce3W1CIiACHgmAYlez+xXtUoEREAERMBjCBRFaHlM49UQERABERABESg2AYneYiNUASIgAiIgAiIgAiIgAiIgAiIgAu5KQKLXXXtG9RIBERABERABERABERABERABESg2AYneYiNUASIgAiIgAiIgAiIgAiIgAiIgAu5KQKLXXXtG9RIBERABERABERABERABERABESg2AYneYiNUASIgAiIgAiIgAiIgAiIgAiIgAu5KQKLXXXtG9RIBERABERABERABERABERABESg2AYneYiNUASIgAiIgAiIgAiIgAiIgAiIgAu5KQKLXXXtG9RIBERABERABERABERABERABESg2AYneYiNUASIgAiIgAiIgAiIgAiIgAiIgAu5KQKLXXXtG9RIBERABERABERABERABERABESg2AYneYiNUASIgAiIgAiIgAiIgAiIgAiIgAu5KQKLXXXtG9RIBERABERABERABERABERABESg2AYneYiNUASIgAiIgAiIgAiIgAiIgAiIgAu5KQKLXXXtG9RIBERABERABERABERABERABESg2AYneYiNUASIgAiIgAiIgAiIgAiIgAiIgAu5KQKLXXXtG9RIBERABERABERABERABERABESg2AYneYiNUASIgAiIgAiIgAiIgAiIgAiIgAu5KQKLXXXtG9RIBERABERABERABERABERABESg2AYneYiNUASIgAiIgAiIgAiIgAiIgAiIgAu5KQKLXXXtG9RIBERABERABERABERABERABESg2AYneYiNUASIgAiIgAiIgAiIgAiIgAiIgAu5KQKLXXXtG9RIBERABERABERABERABERABESg2AYneYiNUASIgAiIgAiIgAiIgAiIgAiIgAu5KQKLXXXtG9RIBERABERABERABERABERABESg2AYneYiNUASIgAiIgAiIgAiIgAiIgAiIgAu5KQKLXXXtG9RIBERABERABERABERABERABESg2AYneYiNUASIgAiIgAiIgAiIgAiIgAiIgAu5KQKLXXXtG9RIBERABERABERABERABERABESg2AYneYiNUASIgAiIgAiIgAiIgAiIgAiIgAu5KQKLXXXtG9RIBERABERABERABERABERABESg2AYneYiNUASIgAiIgAiIgAiIgAiIgAiIgAu5KQKLXXXtG9RIBERABERABERABERABERABESg2AYneYiNUASIgAiIgAiIgAiIgAiIgAiIgAu5KQKLXXXtG9RIBERABERABERABERABERABESg2AYneYiNUASIgAiIgAiIgAiIgAiIgAiIgAu5KQKLXXXtG9RIBERABERABERABERABERABESg2AYneYiNUASLg3QRSU4BT0UDUSZ5283o8CuB5gp9FZZwJCRYnu/VGryIgAiIgAiIgAiIgAiJQ6gQkeksdsR4gAp5LIC0dmD0nBY88dAjNmh1B46Yn0TDbGYWmzU6g1W170fufGCQley4LtUwEREAEREAEREAERMA9CUj0ume/qFYiUCYIpNuA1atT0fnzo3j51Qi8+OpJvPDqSbz4ajRefC0ODzyajitrJeCKaw7gj26nkJwO2CFLb5noXFVSBERABERABERABDyEgESvh3SkmiEC54IA5WtyChB1Ajh6DDhyPOP18DFg007gfz+mo1a9XbjnwdOYs8SOFFD02sx/z0V99UwREAEREAEREAEREAHvIyDR6319rhaLQIkScLbcUgifjAf6D01Bo+bRuLX1Zoyfko5EKt6sQ9beLBR6IwIiIAIiIAJa7KK3AAAgAElEQVQiIAIiUKoEJHpLFa8KFwFvIEABa51AUiowboodLdtsQ9MWBzFwaDJi4ryBg9ooAiIgAiIgAiIgAiLgjgQket2xV1QnEShzBDJEb2oqMHehDQ88chyNbohAd99UHDtZ5hqjCouACIiACIiACIiACHgQAYleD+pMNUUEzh0BO5jUasVqoMOz8ah7/Xp8/3MijpyAieA9d/XSk0VABERABERABERABLydgESvt48AtV8ESoBAuh3Yvgt45Y2DqFP/MD789CT2HADSlbKqBOiqCBEQAREQAREQAREQgeIQkOgtDj3dKwIiYKJ59x8BOn+TjNoNduGFlxOwdpMdKbaMSF8hEgEREAEREAEREAEREIFzSUCi91zS17NFwAMInDwJ/N09EfUbb8fDT0Vh7hI74lKBVDuQZgdoBbYrWbMH9LSaIAIiIAIiIAIiIAJlk4BEb9nsN9VaBNyCQEoaMH5iEm659RDqNDyBH/8Aps8D5iy2Y+5iO+YvsWPBYhuWLk3D3n022CR+3aLfVAkREAEREAEREAER8CYCEr3e1NtqqwiUMIHYRKCnTzyurRONq+okosmtKbixVTKat0zGzS2TcUvLZLRslYi2bY/Ax++U2atXureEO0HFiYAIiIAIiIAIiIAI5ElAojdPPPpSBEQgLwIpqcD8RUn44684/PpnHH747TR+6hKLn7rE4OcuMfjlt1j81iUGf/51FLPnnJalNy+Y+k4EREAEREAEREAERKBUCEj0lgpWFSoC3kMgJQWIiQFi43KecXEAT36XlCIbr/eMCrVUBERABERABERABNyHgESv+/SFaiICZYwARayEbBnrNFVXBERABERABERABLyOgESv13W5GiwCIiACIiACIiACIiACIiAC3kNAotd7+lotFYGzRiAtFUhKOmuP04NEQAREQAREQAREQAREIFcCEr25otEXIiACRSHAPXl37AL+mx2PpNSilKB7REAEREAEREAEREAERKDkCEj0lhxLlSQC3k0gM7w3NR0ICgW++PIAIk8q6te7B4VaLwIiIAIiIAIiIALnnoBE77nvA9VABDyGAHXvqUTgm+9T0f7eQ1i5AbB5TOvUEBEQAREQAREQAREQgbJIQKK3LPaa6iwCbkogHUD4AeDxjqdQv1EEhgQlI1Wq1017S9USAREQAREQAREQAe8gINHrHf2sVorAWSHArXhnLLThxpYRqHHlMXT+LganY8/Ko/UQERABERABERABERABEXBJQKLXJRZ9KAIiUBQCsUlAL/8UXFHnEKrWOI2Hn4zD9h1FKUn3iIAIiIAIiIAIiIAIiEDJEJDoLRmOKkUERMAOHI4EXv0gFVUuj0H5i9NRr3kaJk8H7HJx1vgQAREQAREQAREQARE4RwQkes8ReD1WBDyNALcqWrsRuK29DeVrpKHcJUD1a2z4q2cyEhI8rbVqjwiIgAiIgAiIgAiIQFkhINFbVnpK9RQBNyeQmgoEhdlQ6/p0lL8EOK8mUOmydLzQ6SSORrh55VU9ERABERABERABERABjyUg0euxXauGicDZJcCEVV9+F48Lrkg1ordcDaBCzXQ0b70Py9cAtsx9fM9urfQ0ERABERABERABERABbycg0evtI0DtF4ESIEDX5p37gPseO4IqNVNRoQZQnqL3EhsuvW4fBo0AklNL4EEqQgREQAREQAREQAREQAQKSUCit5DAdLkIiEBOAuk24L95QIMbDqHyJWkofzFw3kV2VLzIjuqXReOjzkC0ti7KCU6fiIAIiIAIiIAIiIAIlDoBid5SR6wHiIDnE0hOAbr7AjWvPY5qNdNwWe101LguCRdfnYBqNWLR7v4kbN8DyMPZ88eCWigCIiACIiACIiAC7kZAotfdekT1EYEySCDyOPDKWwm4+OrDuL19LF57H3jseRve+CgVV9c5iusbR2LClHSJ3jLYt6qyCIiACIiACIiACJR1AhK9Zb0HVX8RcAMCa9fa0Lb9ftz90CmMnGDDwFHAB1+exLKNwFffpaJZs7344/copCS7QWVVBREQAREQAREQAREQAa8iINHrVd2txopAyROw24DQ4Ch0eGYJJky34Vg8EDgO+LjzIRw7Dew+CHz7/X589P5WRB4t+eerRBEQAREQAREQAREQARHIi4BEb1509J0IiEC+BBITgdEhkZg6LRpxiUByOhA6Dvi0836cjAXS7MDuA+kYNDAKWzanyMU5X6K6QAREQAREQAREQAREoCQJSPSWJE2VJQJeSIBJrI4cTUdSUkaaqvR0YMxY4LMv9puMzfyUwvf4SeB4lE379XrhGFGTRUAEREAEREAEROBcEpDoPZf09WwR8EACluj9vPMBnI7xwAaqSSIgAiIgAiIgAiIgAmWKgERvmeouVVYE3J8ARe/oMcDnnQ8iRqLX/TtMNRQBERABERABERABDycg0evhHazmicDZJiDRe7aJ63kiIAIiIAIiIAIiIAJ5EZDozYuOvhMBESg0AYneQiPTDSIgAiIgAiIgAiIgAqVIQKK3FOGqaBHwRgISvd7Y62qzCIiACIiACIiACLgvAYle9+0b1UwEyiQBid4y2W2qtAiIgAiIgAiIgAh4LAGJXo/tWjVMBM4NAYnec8NdTxUBERABERABERABEXBNQKLXNRd9KgIiUEQCRvSOVfbmIuLTbSIgAiIgAiIgAiIgAiVMQKK3hIGqOBHwdgISvd4+AtR+ERABERABERABEXAvAhK97tUfqo0IlHkCEr1lvgvVABEQAREQAREQARHwKAISvR7VnWqMCJx7AhK9574PVAMREAEREAEREAEREIEzBCR6z7DQOxEQgRIgINFbAhBVhAiIgAiIgEsCycnJOH36NKKjoxF9MuO02Wwury3tD1NTUxFzOganok/BbrOX9uNUvgjkSyA+Lh4no04iOSkZdrvGpCMwjxK9dhvA0zrY1QU9rXv0KgLeTsD6zRSWg3VfWjowZizw5VcROB1T2FJ0vQiIwDkjYAc0Rzpn9PXgAhDgJH79uvXo0b0HPvnoE7z91tv47NPPcOjgoQLcXXKX2NJtOHr4KCZOmIhff/kVgaMCkZCQWHIPcFFSQnwCjhw+gsOHDmeeR0y7jx87gfR0h8mvw7285/ChIzgWecylAOICAss8dOCQKZMceZ4wZaY7lOQ9b1NTUkGm+/buw47tOxC+PRx7du/B4YOHzSILFzqcj9jTsYab6ZuDmf1z8DBiTsW45E5xwgWbg2R9/IRzceZv9t2hzLKOHMrod/aNWWDJ5R9qLv7MmT0H3/zvGwwfNhw7wneA7dGRQcBjRC/F7v69CQjfnozt25OwbXsitoYnFOrctj0ePLduiyvwuW17nLkn494EbNuus/gMCtcPVr+Z54YnYHvmGR6eiPxO61rHV9f1z6iT1c+O17t6f6ZOjvcV/r2rsvnZtnCO78wxviMeW3fE5TzD4zPHf9KZawv5m3D1G3LNJwFbtvP3loQtW1Pg1xfo9MZBrFmbgm2Zv0f+JreHJ2H7jqSM13D+nYDtOzJPh77bHu6a1VbTJrarIGdGfbZut9pv/ZvgfC+vS8TW7cmm/hlcLb4FfbX+rWHZcZmn9Ryr/CRkr0tBy3a8jmWx3NjMk8/i35nPyBoXjvfwvVW/glxntcHxGQW5r7DPcCy/JNtgtZdsHJ9Rmm3gcwrbhvzqU5B+cGRe9PfbdiRi244UbNuWioMHkjQ/EgG3JUDRu2vnLvTs0Qs33nAjKlWsjKuuvAobN2w6a3VOSU7B4kWL8cXnnXF323Z45ulnMDpsNFJSUkqvDnZg/dr1+Pmnn/HO2+/irTffwjtvvYNPP/kMQYHBoOhyPpISkxASFIJ33n4HP//0C2gBdDzIkqKoy29dTHlvv/k23nrjLbOYEBQYhLjYOMfLPf59Wmoadu7YiZDgEPzvq//hlZdewdMdnsZTTzyFDk92wOuvvo5ffv4FEydMyiEk58+bj85fdMabb7xlGL791jv439f/w9zZc3NcS5BRJ6LQq2cvvPvOu/Dz9ctxDb0GVq9cja+/+hpvvvGm6R/2+Zedv8SsmbOQTpc6Fwf7dPnS5Xij0xtod3c7vPryqxgTNgbR0adcXO19H3mG6LUBcaftCAnaiFEjdiM4aB9GBe7FSIdzxKg9yPcM3IMRgXswfCTP3QU7R+3G8FF7dBaTAbk7n4ZrQfqimH0wbOQenDl3Y9jI3E8zLqyx5KLOVhtKf0zsxbBRPPdlvI7cg6Euz70YOnJf5plxjWnfqD0Ylutplc17s5/DRu7F8JF7McLhHD5iL3gOG7kPIwL3Y+SoQ/jwo0Tceed2DBoSiZH8LJDf7cNw1tnwJuNdGDZyZ9Y5fNQu5Dz5+zpzZtR5N4aNKsjJNpLP/jOcTJud7+V1DizN+zMMMr7L628+I7MfTPm7MGwUT+s5DuWPtOrieI+rsq3vnV9ZFsu1nsFXh/JNPRzvscrmNdZpfeZ4nfWe3zk/g8/jZ9Y1zq9WeVb5fOVnztdZf/O7stKG3NrBz9nO0ugHq2xnRlY/ONbJkXnR3w8fxd/mIfj7H8TgweuRnJJp8aX7hg6vIsBJM0UdXSPd9aA1i9bJ9997HxXKV8Bll16GTRvPjuhNTEzEtKnT8OjDj6Jli5b4v2//D0sWL8kQnaX8e9m7Zy9++/U31LqmFqpVrYYLL7gQL734EhbMX5BDNLHvuDhw37334YJqF6Bli1aIOnEye5faAVoQu/7VFdddex2qVqmKKy67Aq+/9jrmzZ1nxkH2G87uXxSh0SdPISYmBqXtvp6QkIA5s+YYcXnzTTfjgfsewCcff4o/fv/D9PG97e/DhdUvRM0aNfHiCy8h0cmqv3HDRnz4wYeoXq06qletbjh+9eXX2Lp5aw63d/7GKFyb39jc9OMLz78ALlA4HhS9O8J3mjpcVvMy0zd1atcxIphjPS8e/P1u3bIVff7pg/vvux+33nIrfH18jcuz4zO88b1niF4A8bFA8KgdWLwgFRvW27FuA0+Yc/1GIL9z3UZgbbbTjjUbdZY2g7Ub7U7cC98P2ctgecXotw12rHFxssx1m2DO7OPEub7n5u81G4E1GwpyZrbPgVEGvwxu2Vm6bgt/K9Zvi6/Wb2stf2/8bqMdPXoCzz1/CouWAtnrlvmcTXas5Wm4km1mv5G9GROO9Snqe1f1z60sV9cW5bPM8q32mXYVpZy87nHVhryuL8p3zs8oShl53eNcPv/O6/qifOf8jKKUkdc9zuWXTBvM78Xh95nz3+DM3xR/83leV/B/B8l+zXpg8uQU9PFZi1yMCN44R/K6NjMWkFZLWoeSkrJPxN0JBt1yu3frjvLlyqNmjUvPiuilC/H8ufNxd9u7Ua9uPfj28TUWu9ysbiXNiy7V27dtx03Nb0L588obwRQWEgaycD5SUlIR4D8AF15wkVkYaNakmamr83U2mx2rVq7Gzc1vRuVKlfHQgw9h5YqVLkW0872l/TfFHRcV/un9D44fO15qj6OADQ0Jxb333Itrrr7GLCTM/G8WjkceN2KUMduTJ0024rFypfONddZZdKalpWPunLlmAaZC+YpmfKxbu86lRZbuyV99+RWqnF8F55U7D089+RSSEnL+1jjexoweg1pX10K1KtWMIN+9a7fLMp3hUFjTsj918lTcftvtaNKoCfr17ZdDrDvf5+l/e5ToHTlsO1YsS8emzQA9XdZvdjj5dx4nBc1anWKQxxjwmDGyGVjrdK7bDLg6nX8TZJDb78hcm1lutx5Ax6ePYMlKYP2WnM9zfn6B/7b6x6n+Oe63rrNeC3u9dV9hX/N6TmHLyu16V8/I7dqifu78jKKWk9t9zuXz79yuLernzs8oajm53edcfkm1wVW5zp9ZdXL+vKh/Zy7oTZ+eht69V+Mc5QTy9PlWmWjf6lWrcctNt+CuNneZOFB3rTTjFOkWStF7aY1LsXnj5lKvKgXHc88+b4QN3UyPHjla6s90fgATeD36yKOoWKEiLrn4Eqxbu975EvM341Hvv+8BUKSdV648mjZp6lL0UhwtWrgI9erUw3W1rgPdmt0lBnTK5Cm4tta1uK/9fcZq7bKhxfwwPS0dM6bPwJ133ImLLrwYr736OtauWQfnuF0KVboiX1rzUvj383f5VI6PG5rdYBYkmjRuitOnTue4jmJ54YKFZuGiYoVKZ0Svk6WXN3KRY9jQYWZRhwsdvM9ZbOd4gNMHcXFxGDRwMBrUb4AWt7YwFmaW662H54jeODuGD9uOZUvTwX/7jFUul4m8q8m9+Szzf/zmXr3PsmyKR+Z4cqMxkUPk5TXZLeEJcm7Cl5+zXms2A917Ah07HsbSVWVE9JKfxcl6LQhT69rMtufbL47X53WP83XW37nVyfre+TW3663Pna/n39Z3zq+Fuda6tzD3uLo2r/qU1DOscnJ7dVWv3K7l54W93tU9hSk/r2sL+N2aTRleItOmpqJXL4ler5wQ2gFaq5iQqVLFSrjyiiuNC7G7sqAwo+XKiN6al2LLpi2lWlVbut1YHOlK3f6e9iaGmILxbB8UMYzXZCwzBdiWLVtzVIGiZoD/ANStUxcUX3QBb5qLpZfu2kwKRgHNGOHStKjmqGg+H0yaOBlXXXGVsawz1rY0DpbbsUNHnF/5fLRq0QqMzXUlCik2uSDwZqc3sXbNWpdVOXjwINq1bWdEL0VqfHz2GGreFBsbiy+/+BKNGjYybupZll4XopdeF++/+z4uuvAi/N7ljxwu0C4r4eLDk1HR6PzFl7j4ootN4rfjx0vPau7i8W71kceI3rg4G4YNC8ey5TZs2JJpteKrw5nrZC5zYiBx537iTn2SS58UcDKb35gvyve59YkpawuwmqK3B9DhqYMZondrHkLqHLajKG3PcY+jwCnrbVH9cxf8Z4NNQceS43V8XwJ1o+hdvQmYOi3NI0Uv4+NiY+OM5ZKZUhnz5ngwfvXEiShERkaazKjOk15ezwloZERkrtlbHcsrq++ZXOejDz5C+fMq4IrLr8CWzVsMDybB4UnB5bwtD+MuY07Hmgy0EUcjjGiiOyg/dz6My2V8grE4sh8osOiCaYlHxjWyDuQclbnlinMZ1t8s37+/vxEYFH+bMi29tNzRKhcREWnKiY2JzSrfurcor4whfvihh41wYAxsXtZQMmISKGZMZhtzi49m260tl1hn53Hpqp4UUsxaXalSZdS8pCa2bHES+3aYLMKPP/Y42rZpi08+/gS0KLoSveTOzMR3tWkLuj/P/G9mgVxnXdWrND6jS/HVV15tEjIxPrmkD443nz4+xlOAor93r945kn05PpP/BpCXc/ytdc2RI0fwyEOPmDHJeF1n0ctxsWzpMtzU/Ga8+spreOD+B4yll0mynMtk3zBZWsPrG6LtXW1NjK71O7GeV+BXO7By+UpjNa9bpx4Wzl+YsbVNgQvwnAs9RvTGx6VjyNBwLFpmy5gElNBkoCQmFCqjZCZm4lgGOGaKXro3d3jqgOeL3hIQHBrXZWBce3g/c6Fq1SZgyrR09Oy1xqPcm5lRl1vc9OzR02RB/fjDj03sXVpamhFwFDPBQcH4/LPP0en1Tvjh+x+wYvkK8x2tO9ymhDGuTErD7K3ffvNtqSf54eSWz3Z1cuLs6nR5bQEtkRT5+/ftR/9+/sYNktanC6pfiM8+/Rw//N8PhsmP3/+IIf8OMSKN9eN2KhQAzGRLtsx2Swvke++8hz9//9NkraUV0fGg+Ptvxn+mTAq3d99+18QOM/Mwswj/O3iIyUb82iuvGctUWGhYRvIdFwZVS/SyrpfWvAwb1m8wSY+YIOinH34yfUl31B7de2Lzpi2gGC7qQbZjx4w18Z7169XHsiXLchXSjO/dsnkr/un1D5jBl8m2xo4ea3g5P3/mjJno8msXE7f668+/Yt6cefm6rzLh0jdff2Msk7QAbmY8n8NBLiOGj8D1Da7H313/NlZcWnqbNW2G6Khohyth6tStazeT/ZqWQApwdzqyRG/bdti9c3eJVo1jmMme6NZcqWIl3NH6TtA9OT9hmdf3XDR7puMzRvTSndxZ9HIxiBmd2Re0Gr/4wou5ujfTNfqLz78wrvRMQuUqbrswQFjek088adzimQE8yY0T1RWmXYW9VqLXwyczmlBrQn1Wx4CjpbeDRO9ZZa9/y0rE6umNfcaQhFWbKXptHiV6GZfHLLTcsuWhBx4y7p7MePvB+x8YKxxdGymQnnj8CdzR+g5cfNElqHFJDbNVybGIYyaOkFuUPPboY+Z7WhRpEeI2Jpwgl8ZBAUr3Se616epkshxzzp5rhCW3ROHpfC0/oyDKa5Ju1Z+JfCgwmbWXou68884zooqWzQ5PdUCHpzoaF1Bue0PLJfciHRAwAM8/9zweefgRY3lkjCszCXMbIbqkMvvtnNlzs+0fS0sm3Uf5HGbBZQbiH3/40cRUcoJvrJN3tcU1V11jMhM3v/EmE9PIpEzOhyV6y5UrZ9x8Z8+ajX59++O5Z5/Dve3vRb269U0mXW5nRLddxrgW9Th16hQ+/OAjk+jp8ceeyHUrH0tIffThR3jwgQfRsEFDk6zo7rvuNgsp3JvV8VgwfyGefPxJU38mUKKlMb+kWFxI4L7AzLRcvXp1MGuw43H48GE8+8yzuPOONti6ZZtZkLBELy2Vjge3eWLsNrP7zp+3oEBjxfH+0n5P0cv+Y+Kwkrb00lLf168vqlatZrIt//7b78VO3HbixAm88vIrxlOCiaPoGeF4MMs3M37zmr179uUpetkfdIF+8P4HzeKSYzlFec/29vnHx7i6M7FVcX4PRXm+u9wj0auJoiaKGgMlNwYs0cuY3g6Z7s0lmchKfVVyfSWWYpk5BjxS9NqBgwcOGoHLTKmcQHMfTW4pwok+heMP3/9othkJCQ7FhHETjLgrX74CuDXIqJGjzJ6o3LeUFs6xY8aBW4ucX+l8I1Io6JxFTElM7Gj1/OzTz9CqZSszQeYkOfvJz1uh5a0t8z5btML/ffc9aNHO76DQ5nY4ixctObMNUM3LwERCTGy1ZvUac3KRgG6YtHxTHDODcbe/u5kJfFRUFPbvO4C+fv1w9VVXG1FGceu81yvvJztujUMxxgUH7j/KxYVJEyaZRDu0FDeo18BYpSi8WTfng6I3oH8AKHrZpx+894Gp+7+D/8X0adMxcMBA495LKx7jcBmrTIttUQ4KLiYBYrbd37v8nqswZVt7dOthPALCQkfjt19+M66zXEz5+6+/c4yX06djzBY0lSpWRu3r6pgxSSt+Xget5WRuRG+16liz+kx8Ka3Z48aOM9sPMbM16/PXH38Zy6Nz9mb2Q9c/u5q4Ui480A3c3Q7+Zq+84iq0vavkRS+3QmLWZI7BRtc3wrKly4st+k+ePGn26WVmbYpex0RW8fEJoDW/fr0Gpo+4AMH9na2Y3kSH7M3sN4YZcBupAQEDC+T2nm/f2WESlvG3wC2Q+NsuyIJYvuWWsQs8R/TGy73ZGy0UarObWbIleiWkJKbL3BjwSNELIDLymHH13LN7j4mrpBCipff2VrcbN1paJzeu32jiM2kJoRshxQQTvnDrlg/e/xBLFy8191JsUPxeUP0Cc82kiZNcJrwp7hyQ4oNilfF+3GMz23mvi7+dP8u854H7HzR7jBZE9LLOnABTCFHUMdsvE1kdOngouyu13W7chOnqS8s4XcUpSB0nzwf2HzBulJzMN2ncxFiFnZkw6zH3muU1TLZEgXb08FEj0Gnp5PedXutkxNr19a83VmznMtguxvRS9FaqVAlPPPaEyW7LbZYo4pMTkzEwYKBZoOBzvvv2O5cuxs7luvqb7vGXX3q5sazSLTU38UyLOd29lyxaYsYMLfa3tbrNuM++/NIrOeI2GdNLrwOKpOeffd7ERTuydFUXuusza7Ulehkjah1Rx6Pw6suvmgUTunvTJZbCm5b7pk2bZrkv8xm0EN9z9z2mH9m+/MS29YwSf81D41OYcRwypnXXrpKN6V2zao1ZuCH7jk91BOPRi3sws/anH3+KiuUrGiHN+HQe5L1+7XpjsebC2dEjEaYvOnZ4OkP0PnVmyyJeO3vWHCOauSBEr4qSWlxjjD5/k9WrXWCSsuU31orLwx3v9xjRmxBvU0yvJptlbrLpcaJdoldjUP8Olbkx4KmilxP5hPiMuFK61jIBEa2CdL/lRJcT36wJpR3GZZf7YTLxD8WKSeyTGQtKMTY6dLTJpEoX6NkzZ2cTeyU1wWOdd+/aY1yT6Z5snUzUxH1LC3Pu37v/TPsKUEEK+z+6/GEm4rllb+ZEmUmoVq1chX179+cQ/hRyFJgUmtddWxvbtm7L8WQmxeIWORQcdEVmPK/jBJzvu3frYfYmpatzSEhojjJo1ezfr795DvuUrqq0/joeO8N3mkRAfA7je2mJK/Rhh3H9rVyxsun7Wfn0Oxla8cNMTvXiCy8Zi/U97e4xcdOOz6erOD+n9W3kiJFZ9zle4/yeLvvcgoait1q1asZ6x2vIjJZRWuAZlx4XG28shBS9bL/jlkWMC+72d3fUvra2iXmmWD8XBy2hXBjYsG4DuKetdVKwUyTSHZchBS1uaQEuMvHajHOdeV23JuPVEviFaQM9Alg2t36ipbskGNBCy9j2ShUqmZhqJmTjwbJp6W/cqLHZD5gLbFEnThpLMxdtmD2aizQ8GFdNK++1ta4zuQYcfxfmgmL8hx4LrW9vbTwWvv7q61wXb4rxCLe/1cNE7w4lstKEs8xNOD1K+Er0avzp36AyNwYoepnMiomsenhYIitrFsbES8yYWqVyFZMRliIj1UEkUTD99WdXMwlm3O5ff/6VzTWX3/fp3cfEoTIRDSfouR3G0picnJHhNw9LVm73n6vPz4je8iZ7M7PRFviww0yiyfnPP/40QovumRTpzkd0dLRxIa9wXgVj6aQ4dD5oVacoufyyy01crxq5zzQAACAASURBVPP3luilaLjkkktMcinnayiqGK9KEfLqK6+aeGTna/L7m33JeOfy5cubeG9aRQt6cMwwARhFOfdvXbrkjFWWZSxcsMhYuhkXzYUO54Nt5GKNY5wvLdx0va9Wtbopd97c+Ubw0qr4ykuvgFmDrURstAp3+a2L6QsrkRVFFK28jOukNwMXJUpSWDm3Ibe/ubjDeHvGPtObgXvxtr/nXnNa72+8obmJo6bnBTNM33/v/bjv3vtwr7m2vdk66p527U3cObcLKujBZ3/91f+M+GPZTPxVEgy4mMAcAbT0cl9cJsljudu2bDMJs1547oWshQ+6N9O9Okv0JiUbazvDLuja//JLL+N4ZMluLcRwD/Z55UqVzVjJzWOhoBzL4nUeJHrtGDJ0BxYvs5n9Zc1eiZp8lbnJl0cJQG8cfxK9+s1547j3kDZniF7P3KeXE1DGxjLGk1uE0HXX8aCFhQmvaBXjHpvh28IdvzbWGrrc8n7G4hm3w2xXZPzBSe7WzVuN5XHM6LFgxtaychjR+/sfhgG3LMpP9LKtFLkREREmsRetv4ynZRZncry21rUuFwcs0UtrMBNYxbiIJ6Wwu/yyK0zCq8GDBudAaIlelsGkWLT2OR+0vNGyVaF8Rbz0wktFEr2W2zvbQw8BYz13flAuf1NUMDM4reY8x4wek3Uly6W1jYwYt8m/HQ+KXQqgfn79zDY3lps6BfCE8ROM4GUiMCbwojCfOH6iSXz0xeeds7ZIYhkUvXRvbtasmeFMqyPjp6+rdZ3Zy5fXnIuDwpOZtpk9uVXL24xLNuPYuVcu49X5nsnIGHPLkILmNzRHC8axO8S4m+tbtjKhAMw+XtCDDJg5mX3KuHTWoyQOupMzhpp1Zrn0hOCzGDvNrYcori0vgAzR28GIXv57wgUS/hvEjObMKTB18tQSdzk/duy4ST7HdnPxgM/0tsMjRe96ax9DD5mISAi6WdyqxpVLYce9PjlWaTHqwURWHQ9iyUpgvRJZueSl37V+1+40BtZlWXo9T/Rygr1wwUKTLIhWN25jk+w02WdsKvc1Pb9yFZMQyVmEHDpwyEzEz698Pr7/v++zhIXzpJFCp1ePXiZmlSLaiutzvi63vykk+Sy6/DJx1M4du7DL4TSfhe8EXXfN6fBd1nU7d5n7GRtbmIOT9j8KKHoZe7x82XITV8tteZjw6+233jaZmSlaKEZrX1cba9esy2FFo3szJ/a0cjG5GMWp88HYWQpFCtpBAwc5f23EA92bOYGvUaOGS4syy6WooghhLGVRLGcUhZblmhmWnRdLclTM4QP2JT0C6HLMccNYXI5FHrSw0oWeVl5XZTIxGBcPyIntp9WWB8cXt32iELREL93NOdaYOZtWXnPYkeHe/CtjessbCzBdz7kwQXdhbl/DWPdzeTCZ1IplK7B86XIj7BmfbJ3Ll60wv1Pj3nxrC4QGhxprPsecdfJetnfVilWFyrzM2Gdm4ebYuaHpDeaZJcGBIrJ3z95ZopcLJFs2bTExyQynOHDgjDWaopeZ0fkbYLZtiuFpU6eBMez8PZ04nhEPXBL1ssrgODHbJJ13nvldnKsFD6s+5+JVolcCRhNyjYGSGQOZopeukj162fHMM3uw1BK91kJU5jXuNNlXXSQ+NQYATxa9tI4x5pNuy3Q75P6ozseqlatN1uELL7gIQaOCssSJdR0tanVr1zXWx+HDhlsf53jls7g/Ki0pTIxV2IklhckvP/1iXB+feuKpjNcnHV6feApP8nPrdPwu633GNkMU346usTkq6/RBDtF72LV7M5P+9OrZC+3uvgePP/o4/vf1NxgyeIix8s6fO99Ybyko6N7MzM+W0LMeZyy912WIXiYTcyV6Q4JDTH9Q9OZm6fXv52/ENa/ZtCGnG3VsbKxZyGBdKHqPRR6zqlDgV8bQ0trKMijAuOhQmINxu7ff1tq4zXOP1ri4eJPQitsT3djsxoy4TRcZm48fP27ED7dxYjI1yxWVQppu0dxHmaJ3xvQZmDJ5qrHyfvO/b0AXW3PYMkQvtzdi3W9ufrOxdP/fd/9nfgO0QLu7pY8i8OorrzYJt7jAU1IHk6bRrZoLM7QcO2/75PwcMs+K/Xf+0uFvWtz7+vY1rvBc6OA+1j2798T1DRpixLAR2TKpG9H7ZIbo5TZbHCd0wacI537N5pkOZZfEW/5uKbS5CMREd+7e/yXRZucyJHoleEpG8IijV3Ncl2nNXbUhHYtXpaJPv2R8/PkezF+ahjWbbFlsrOskMiQ0NQbcawx4suhlRt/3333fZPnlnp/OwoXCkEK3UsVKJoY0h6usHfindx+T1ZmxmUuWLHGeS2X9zckqrbS0Ph055Fo0Zl3s4g3jUN979z0TA8rkQ00aN0XjRk1ynPw8r7Npk2b4qvNXhZrY0r05I3tzhsuwq708KYyZbZluuXRLpctudFS0Efec9KckpZikPRmW3jpgsiHnw7L08ppcRW9QiNmjtcYlri29nLAzezPLoKXXlXChmKb1npP8558rmui12ewYP26CETKXXHSJEaCFESR0b+W+rIwlf+H5F3H44GGzEMDMydxK69TJnPHM5EXOTObERQO6kDse3EaKCzjVqlUHFweYpItjYcnipdnEGRdcrOzNjG2muzRdgimuTp4oQlIvx0qchffM3sx9etvd3S7Hb7Y4j6fg5GINraytW9+B7du251oc+4HhCgf2n7HS5noxACbIYiI8bk1E0X7fvfeb/afNvwUO8f2WpddakOE2YNw6iS7vzKJeGse+ffvQvl17swDD7cSshZTSeJa7linRK7GWJUg0CXWvSWhZ6A8jYjfZsXBZMiZMjcawoIPw/3c/evnG4O9epzBo6EGMCj2IqTOjsXR1KhRrrzFWFsa1N9bRk0XvwQOHcP99DxjxwwQxtKY6HomJicbNlrGPjCl0dgvmJPTDDz40k0Um28mK53WYxFI4c2JLQc14YLpLF2VSSeHIDLW0RjN79Mz/ZpmYQ8YdMnOwdTJ7tPXe9ess4/JbGIFGkUTrMIUkk0Mxq67zQdfr1rffYeJkP//0c8Sczr6/K0X7p598aqyLtPRSoDnXgbGLda6rY57T+XPX7s0hQSFmj1Zmyh44IKd7M+tKCyzrSksvt55yPuLi4oxgYhKq5597HseKmBiIYpLuyRddeJHZS9i5Pc7PdfybbsmM86xatapxcyWPb77+xljJKWidLYhceKBbLC2bdIGmS6rzwfHBBF/MNE6R1LhhYzN+ydXxoGD7NTN7M7eq+ezTz40lkdZhVx4AHHuMfafVnAs3vN/xYFsYO7t3zz7wN1Va4sx6JjM2M466pEUvF0wo+phw6pabbzFj1Hqm4yt/v4sXLcZLL77k0tvA8VrrPRPkMbM2Y6Y7f/El6tetj38HD8kRs31G9FYwGbw5PhkWYMaEVZjDK8dcbEyc+XeFWw+xj7ZvCzdZoAs6Hml5vvmmm00Cr+++/b8i/fvkUKUy+dYjRe86y5VSglaCVmOg1MYAY3gXr0jDmElH0X/wFvTpuwv/9D2CPn2Pw6d/HHz6x8KvfwT69N0Nn/7bMGBoOCb/F4UV685Yfr1RXKjNEv7uOAY8WfRy31RaTRnPyyQ+9FZ0PCjUOLGm5efNN97MkViJYpZugbQEcwsaWt5owVu2ZFlWXCRjXGl5pKh+9OFHQVfTwro2W3XiJLYkTqu8gr5SDNBNmdYnWhGHDx2etSURRRLbwxhVJuXhNXSVTUpIyhBujCFNSTFb6LS5ow3Kn1fBxDWvXLEqx+MZW0tBTN6fffoZyM75YCKrKy67ApdcXMNsJeX8PcUhs2lbonfd2pxZlenefEfrO01d6ULKfZuLctDyf/VVVxuXYu79W5jFDHKbOGGiEcx0j2diKS4a+PcPcCkaaV3/7dff8HTHp/HYo4+ZbbKcn8f6XHvNtWYRhlmZmXiNmZCd3cjJ6NefM9ybaaVu1LARPv/sc1BwOR90414wb4H5ntmUOd6nTZ2eTRxzMejnn342lmvuL0xvhtI8yO2Ky6/MEL07S869mQsN3bp2M3t2M06b3grO7Pg3Y57fevMtw9pVXLmrttNt3Iq3ZnwuLcquYqfZB0892cGM3yuvuMpsccRtjawt1hzL5r81C+YvMGETXGii1wrd3hmXPWzo8ByLE473Or7nuOEY5D69fr59cyxGOV7rqe89RvTGx2dkb160LHNCrdjBUhM77jhhU53OnpCg2KWFd97SVAwacRi9+u5Hn37H4OsfC1//ZPgGpMA3IBZ9+p+E34A4894nIBq9+x3GP/12ImjMUSxbawdjf2n55WRbFuCz13/6rYi1qzHgyaKXAurSmpcZ4cKEOM4Hk0XVvq6OEUeMVU1xyqRL18ZHH3nUiF7uqbl1y1YEjgoy1iImFeJBgUF3xrva3GUsPUzqVFALjHN9zuXfnFzTpZTb/LDNTADG/T1pWWb22ZUrVuK2lreZjMDcY5dii7GytP7RHfXjDz/G3XfdbayQLIeuwcaqyIUGhkZmJndirCaFMy1cGVu7nGk1xTdjXrmdTJXzq5jkWhRljsfp6NP49ptvTRm0BpM9LZXWwedQQFIUUhhzP1zn/YCta/N7pVsoF0UqV66Mjz78KFtsZn738nta5mpdXctYi7n40un1TrD2cHW+n9ZaZnOmpZD79waOCnS+xJTHhQdaKml9/uTjT1zGRXNMcpGH13HB5qYbXYtjPoBbS33w/of47JPP0K5tOxMvTOHtaD3m4gQTnTHBGC2Gq7nPdSkezEjNZ5mQhJIUvYBxh297V1tUPb+qSRjGsREfH28Ws06fPm08B5hkjVnM69apa9zaC9LU8ePGo2aNS1G+fAXTf1wIs5KQOd5P0cvkVhyb7Btuw+RqT2t6pYwcMQoP3v+gyUA+aMAg85tisiu6/jNmmP2c30ERz32cKci5gDNn9pwy+e9Tfu3M73uPEb1xzqJXFj6JXo2B0hkDm4CFy9MweMR+9O53AD4Bp+ETkAgf/2T4+Keil28cPvh8Nt7/fBp69Y3GP/0T8I9/InwC4uHjH4levjsQNOY4lq+1Z4hdLVCVTj9p/ItrIcaAp4rerIl/hYrGQulqn9VxY8cZd15agidOmJTD5ZSW3U8/+cyIFlqGKHyffPxJ9OjeI5srNLPw0npDIfJP73/ym3+55fdMdsNMzBdecKGxjDP7MSfnzz37vNm7mHt9cguW2tfWNqKUMbOMEeVJKzjjfblwQCHKREv8nC6b3HKHFnYKUbrk8jtO+Lm1y6CBg7PceJk1e9HCRYYvxQCF8QP3P4AZ0//LytBLITB2zFgjvmktphiluypdnC3he/RIBLr+1RWX1bzMlEGLIf/mNjKFXYxg///y869GyDMmNsu9vYA9SGaWxZkZlrmwkFsdyGjZ0uUmJrRJoyZYtGBRjqdQHDG2nPscX9/g+ly33KF7MmN6K1aoaPqS3gf0anB1cHFjgP8A0z//DvrXuE/Xq1Mvm+sv60b3Xboc09LrHGvsqtzifDZ54mQjeinCd5aw6KUQDQ4MNgs0dEHm2KVrPzOC//Tjz3ji8ScMAyYve/CBhxB5NLJATaGwJB+61DMUIrd4YWZ1ZzI6hlRQ2Af4D8hhseVvYdyYcbj15lvN/rrMVs2s81xEYmI9CmW+mkWlfGrHEA7GkPM399gjj2X7dyufWz3qa48UvcZyVIj/2bta9dZnsoZoDLgeA8vXpiMw7DB6990J34Ao+BoxmwQf/yT4BSTir55H0Lz1F7jhtg/Qrc8R+A1MRh8jiJPhFxAHX/9I/NNvN8ZPi8aaTXZYWx2Jt2ve4iIuZ2MMeKropUAaEDAAdG9l9txT0TkTB9FC+dqrr5kEUq6sLbRQMr72+WefB10/uV8vLb20cDqKF1r02tzZxmT5ZdKgsnhw65S1q9caYfrYo4/j4QcfNi7fFKYUbxSVFPc+fXzw8osvm8n4c8+Q7TeglYuime7kr7/WyTB/5613EBwUAsbX0k13/rz5RjA98/SzxoX3hedeMC6ztDSSJa2JdCGm8GafcTuXN15/wwhp03d24MC+A+j2dzcTa8k9Tp/u+IxxQw0LDcsQYnaYuGgmyWICK5bB8+uv/mdEpLO7cEH6aeH8hcY9mK6oFCLO7rB5lUFezBZ8+aWXo0e3HvmKxXFjx5t4ZlqnXSUTO3jwIN595z3cf+/9+O7b71yOadaH1nG6vzKTODkwFthxvDrWmRm1adXl90wKdkfrO8w4HjZ0WNZljOFlNmjGB7vMMGwHIiOOmXhTZiMu7jF50hRcd21tU/+SFr2sGxOdzZk91zB85aVXzALNa6+8Zrb14Xh5+8230eW33zFp4uQcMbm5tY1bKHHcPvLQI8aFPTcr7OlTMfj+u+/R/p72+PijT1z2M/MDPPTgQ2brrzFhY7IlpWNfcXungu4DfujgYZOvgHHgzDBNbwpvPDxK9P47dAfo3qwMsZokno1Jojc9w1pI4uuMuYzXDTfi1dc/Dn36W4KXojYRf/U4iMa3vIGGN72I7n2Owm9gKnwCUuHL0z8Jfeny7H8MA4buxeKVicYat2ajxqw3jSe11f3Gu6eKXoqTU9GnjQvtiWMnXE76KYwjIiLMtiG5TQaZAXrv7r1GEFDEuJrM0mWQsapNGzc1WXrL6qSSopDul+Hbd5jMtUcOHzVun1Z7KIxo5aPFc/OmzWbCzuvTUjIm0hRHjJ+lAKaFjGLVElvxcQnmc/LmSTdfLh5YSZGsZ0ccjTTf8ZXlMKGTZdGiBYx/05obcSTCvDLelFZMS4zSssWyM74/aixbLIfiuygH2/Daq68biylFSm4WU+eyGQfNmFHG3dLlnYI9z8MOk/iK3gJ0g+bYdD6sjMJrVq0xCaUsts7X8W9uz0OXdC4qOO897ep6fsb9cxmbTldYxm1bx+5du40AZVI3V+2nyB7y7xDjsj5j2gzrtiK/cmz9+P2PZoGlJES0q4pwTFFAMkEXxT4XfJitme76HD9chCkoN5ZPEcrYWca+57XXLheXmKyMfcOYX+eFGHpGkGX1qtXBhR1X223l1e+ObeVCVVhImEn4xsRdrrxdHK/35PeeI3rj7JDodb+JlCa3ntEnljV21QZgVOhh9Pbbjb4BjOFNQp/+dGtOgl//RPT1T8Bf3Q+gyS2vodFNL6B776MmxrePfyp8/FPg2z8Zfv4p6Osfh3/8dmDSjEhQ8Er0esY40e+97Pajp4rekpzA0b3TElXO5XISy0kqM7c+3eFpl8mZnO9x9785qc5vYp3f9+7exoLWj+0MCx1tFjXodkwrJIWJyyMzURrHxNIlS42V96EHHzaJn7gFUl4HkxZ1ev0NXHzhxSbZEstwdVAk8cyPP7+3rnVVjqvPuPDz4w8/4sLqF5qkVayDJcKa39DceD24ei4XhiiS6Q5Mt9viHqwHFzccFzOKW2Ze9/O3XRCmeZXB7wrK2+obVyy5nzO3uKJrOvcYz20xLr+6sGzGKzPpFWOA6brtKnFcfuV4yvceJnrDZemVW7fi+EpxDCxZaUP/gXvg2z8Cfv4J8OlP0ZuAPv3j4NvvFPr2P4Wu3feg6S2voPFNz6NH70PG+uszIBG+A+LhZ8RxKnz7J6G3716MCNkDCmlLVEs0lV3RpL4r230n0Vu8aR0nkoyZ4x6ddIl0ZQku3hN097kmQGsjXeSZqIgigu7sVgwxXeBp/Wamb8Zd0urJ7YleeflV4/JOa29BLIZ0Z76v/X1goq/p02bkushSmiwo2ujWTHdsumVHHY/Cnl170OHJDibRlattlCiuKMxoRVy+bHm2BFilWVdPLZvMb2x2I5h1m0nainKwT+gBwTHLhFzM+Lx54+YcOQuKUnZZvcejRO/gIRK9mniW7Ymnu/ff3EXJ6NN/r4nl9ekfg55+x/HuJzPwXKcBeLFTP7z4ug86Pt8VV9a5BVfUuRHPvPQ3XujUF8936ocXOg3EB59NQ2+/SCOY+/Q7hIBhO7B8nfrM3ftd9fP8MSrRW7xpHCeXjH9ltmFmnS0Ji1HxaqS7S5qAsZpt32Gy/dapXcdkcqbIo2s2Bd/c2XPxw/c/YvasOWabIsaJMoEVPQBcuSm7qh+TeDEzc+NGTTLiPPPwLnB1f0l8xnZyf1pmLWbiLor3bn93N9m8V61cZca243M41umiy3HP/ZWZcCk3jwjH+/Q+dwL894ShEkxyxQzpjgf7h4m4LHd/x+/4nh4pXHShyzaT7dWvVx/MtM5FlNw8B5zL8NS/JXpL0SqmiaLnTxS9rY9nzk9A73574RNwEj7+Mfijx37cdvfvqHntE7is1sO4rNaDqHHVPahQ5TJUqFoTl9Zqj0trPYia1zyEmtc8jlZ3/YSuPfeib0ACfAOOov/QHVi6NtPSqyzO8lLQv8fnbAxI9BZvmsdtfZhJl5NUJgxiLCc/82ZXwuIRdc+7KfCY7Iz7pTKrbscOT+PfwUOwfet2/PD9D1nZhrkXb/t27TFwwMBcE025auHosNEmKzYzFjPREl176Z6aqyu1q0JK4DPGrTe/sbkR4Nybl1vmDPl3qMt6UHwxvpjJnyjWmd37bNe3BJrsVkUcP3bCJE7jnrpjmTiNSjbTdfrQgUMmkV74tnCXdWZ8Pfc4fuftd8yixbNPP4v/pv8Hxrl7+yHRq0nWOZtkeZtgLMvt5YSYCeJmLaDo3QWfgCj4+Cfgn34x+PzbFXjn0wn44NNJ+OizSej0znBcd/19uKb+3Xjj3UDz+XufTMR7n0zBl98uxz9+J038r4//EfQfGm5E72omsqLolfDV71H/Jp+TMSDRW7zpILcm4XZGta6pZRIXTRg3AT//+DN27dhVvIJ1t9sRoBWTlk3up/tMx2fM1jPdu/UwIqNhg4ZocWsLk4SK29e4SviUV4O4JRC3c+IesowH9u8fYPYsPtuLJwkJiXj04UdxycWXgHsLd/7iS5fJlKy2xJyONRm36UbL/Zxzs0Ja1+s1bwJc8GB29EoVK4GJw7jtFxdbmCzvm6+/MeOLFnjng+KYlmFmmn/k4UfNvsr0RnC1V7Dzvd7wt0SvJljnZIJVlgWgN9adgnf9Fu7Pm4o+AeHoExAB34AE+A1Ige+ABPQdGA3/QafhPyga3XqFo1mLV9H45ufR02cf/AfFoN/AjLNvQLwRvL79E9DTby8GBe7Cig3AakvsWq/6Xep3qTFwVseARG/xpnzczofbGV104cXm9fVXX0dA/4BCi57i1UJ3n00CjOFlhuGQ4BCzXdOE8RMwdMhQTJ0yFdxuhi6mhT0oaho1bGQsxk93fNoInunTphcoHriwz8rreoqkjz/62Ajwe++5N2O7ozyScFGUv/TiS7i21nV5bo2U1zP13RkCdEPmOGp9e2uzlzXjcbnnNbdDeu+d98AFFQrjHIcdJq566JBhoCu6tQ1Vjuu89AOJXk2szurEyhsFo6e0mcJ3+To7Bo7cgx5+e+AbEGcyMvuYzMzcozcJfv7x+LPHPjS+mVsWvYJuvY/Azz/ZZG1m8iqeGX/HoofvToRNicBq/ga3yBXeU8aJ2lE2x7JEb/FmgYzrnDRhEr784kuzzcr0qdPN9iWWW2LxStfdbkvADpO0jP3P5GV0ITViN+8kzbk2hwmM6BL9xWdfmOzNq1euPidJ0ZisivtR33zTzQgNCTXu+rlWGkD49nC0bdMWt7W8DSdPnMzrUn1XQAJcVJk2dTp++fkXs8d0j+49TV/s2L4D3LYqt4Pjj+NQ//bkJORBotcGJbIqm5MtTZLLRr9R9K7ZDIyfHoUeftvRx/8kfAO4R2+aOWn19RuQiD97HkajW95Ew1teRfc+EegbwC2KktHX2tYoIBE+/aPhO2AvZi1JwKrNDpZeLUJpEUpj4JyMAYnenBOkwn5i9o89dsLEcCqmsbD0dL0hYIfZE5n7stJ6yhji0j6YgTrqRJR5Ll23j0Ucg6+PH2jh9enjU6C49Llz5uL6+tfjjU5vIiEhobSr7DXl0008Pjbe7CFOEax/V4rX9R4merdryyJNGM/JhNGbhPuilakYNGIPevrtgm/AKfgGcJ9eG/wCUuE3IMmI3ua3f4WbWn+J7n1OoF9AOvr1T0O//qno65+IvgEx6O23D4GjI7F8vT3D0qtxq3GrMXBOx4BEb/EmU7pbBMoqAW7F1K9vP4wbO95kbf7t19/wwH0PoGf3njhx7ES+zaJFMSgwGFdfdbURyQXZminfQnWBCJQCAQ8SvekYPHSbRK8mjud04ugN4nfNRmDmgjj0G7QNPv6H4TcgDr4BtPamwNc/Cb36nsRn3yw0Z+++8ejbn6I3HX37JaO/fxx8+x7B4OH7sGBZqhJX6feq36ubjAGJ3lKYYalIESgDBOiWzUzjB/YfwNGjR83+w5s2bsrIOl1AN+3IyEgsX7bCWCTlVlsGOt1LqyjR6yYTDm8QS2pj2XBjLkg/rdkETJl5En4DdqBX34Pw8Y+Fjz8tvinwCYiHjz/jfRPBeF8/Wnj7J8Cv3wn847sLg4ftxcJlqSYbdEGepWs8Z9yoL923LyV6vXQWqGaLgAiIgJcQkOiV6JWlRWOgSGOA2wxNnxOHwSMOone/PejldxA+/Y/Bx5/nCfiamN8o+PQ9ij5++9A3YBcCQw9hwbJkrN+auTev2BeJvcSj+4rHsto3Er1eMutTM0VABETASwlI9GrSrUm3xkCRxwBdnZeutmHKrBgMCdwHv4Hb8GOXhfj0q2no4bMZPv7b0X9wOIJGH8Ss+bFYvjY961m0FpdVgaB6q+88bQxI9HrpLFDNFgEREAEvISDRK8Ej4aExUOQxQOFqideV6+2YvywGH3buh7YPfICQcVsxd3E8lq5KN7G7tO5yYp0lFiR6z7Bw5KL34nIOxoBEr5fM+tRMERABEfBSAhK952BykTXp17M1ufWAMWCJXora2QsP4r5HXsNl1zRH/8FTsX5Lmuljv9hZ/QAAIABJREFUbne0fgtMHC/f89TvQAw0BtxnDEj0euksUM0WAREQAS8hINHrAaJDE0f3mTh6c1+s25yOgEEzUOu6JqhU+RJ0eutrrFwXhw208ErwSuTr31q3HgMSvV4y61MzRUAERMBLCXiW6B2ifXq9WXSp7edW/C9fE4M33/0Jlc6vgfPKV8VNt7bH5BnbsXGbRK/G5rkdm+KfP3+JXi+dBarZIiACIuAlBDxM9IZrn15ZU9zamuK5k287pszcgRtuuR/nla+GcuXOR83L6uGvHkHGxdlyZ7Ysvp7LIX9xobaLkTuOAYleL5n1qZkiIAIi4KUEJHolEiUSNQaKPAaMmDUJqdLRtVcoLqxRB+XKVUa5chVRofIl6PDcx1i4/Hi2LYosAeyOE3/VSYLUW8eARK+XzgLVbBEQARHwEgISvRI8RRY83jo5VLvPCCNLwC5cEYOnnv8UFStfgnLnVTKit1z5qmjY7E6MCltpRK+4neEmFmLhbmNAotdLZn1qpgiIgAh4KQGJXoleiV6NgSKPAWZuZtbmoLGbUb/JPShX4WJQ7JarUA3lyl+A6hfXwTc/DcaKdclZyazcbbKv+kiAagxkbCc2ZVo6evRaDZvNS2dEarYIiIAIiIDHEpDoleApsuDRRNGLxQJdmjPPNZtt+O7nQNSqexduve0RtLj9QTS+sQ3atHsK19W9Hfc/8hFmLjimbYr0b43+rXHjMSBLr8fO89QwERABERABABK9bjwJkaj0YlHp7uPSEr2bgWVrUvFXz+n4/e8xmDhtM/7uFYj3Pv4dE6dtQMDgOej87b+YPPOwRK+796nq59WiXKJXc0IREAEREAFPJuA5ojc+Hf8OVfZmCWUJ5bMyBkzyKoDuzWs327FsTTLWbkrFuk2p8PWfgY+/6IMVa05hw9Z0LFkVj5Xr0xTXK1Hp1aLyrPwuizHGJHo9eaqntomACIiACHiW6B22Q1sWFWPS4+6TMtXPvQU9J80btgA+/efgo8/7YtnqGKzfnBEryL6zkl6pH927H9U/3tk/Er2aEIqACIiACHgyAY8SvUMs0SvhJ4uKxsBZGQNZQjbT3Xn9FqDfoAXo/O1gLF0VmxX3y2RXElNioDHgvmNAoteTp3pqmwiIgAiIgIeJ3p0Zll4Knkz3S02y3HeSpb7xoL7ZBKzeCKzdAowavQHd+kzFyg2Jsu5q8UWLHWVkDEj0akIoAiIgAiLgyQQ8T/QutYH/85bodS2oyCavs9SEqMMiBK2Dzqer5+ZVz/y+Y3mMN3V1unpWaX1m6umivc7tN39nTo5d1dn5s9Kqr6tyHetKS67jadWb7eS9tOiGjN8KH//5WL0xY5ui0vgt5tf/xf3e4lDQcqzrvek1i00u49sTWGS10eHfTY5n59+jq7/LWvvZVm1Z5MnTPbVNBERABLybgIeJ3l1YtNQu0ZuXZSGXCVtRJ2iOgii391bZ1sTQ+tvx1frOenX8Tu9dL2AUh4vFOb/Xwj6DYyBk3Db4Biwwopf38xkFKSe/uljfF6Ss4l6T21jO7fPiPs+d7rc4F+TVneqtuhTsd5YbJ4le754MqvUiIAIi4OkEJHrzEohl8DtOyuliyomNqwm6+c7hGmsC5Hit9Vler47XF+R9XmWd7e8KUt9CX3MOxkqh65hpkSssb2PtysWal6MOW4HQ8VvhN3A+Vm/KtPTmMhYd7y1sncz1Ba3TWbiuSPUvxTHjyLYw792pHYWpd1Gvza+9roR/fvc4fl/UehXlPsfnFuW9RK+nT/fUPhEQARHwbgISvaU48SzKxKO492zcDixbm4C5S6IxfynPU1iwLOOcv8z6LBrzlkZj3pKTmLc045y/9CSczwXLTmLBsmgX50nMX+beZ1bdl0djgfPpVHd+v2jFKcxfGoWFy0+a9+Yel23PycOwyORo8SzOq+kHpzrm5B2F+ctK4FwahXlLT+R5kktBn7VwRRSGBi1Dd5/JmLXwEOYtOWFO3r8gj9OUv/QE5ud3OpaxPAoLSvN0fFY+7w2jXFha353z14KMl1zakNsYya9f8+pzflfQcVWa15k6Zo4j/v55LuDpon5We9iXuTGxPuc11vUFfS1IudnLZ12jsXxd8ePnJXq9ezKo1ouACIiApxPwKNH779CdGe7NmZbO4grIsnZ/hlUiDb37zcMPXcbg926T0eXvyfit60T81nUCfu06Hr/8ZZ3j8MtfPMdmvo7Dr12dzr/G4VeXJ+8pzJlZTmb5Gc+1np/9u6w6mLqducb5noL+nVWeQ9uy2v3nWNO+3/6egC7dJuCTrwbiq++H47e/x+dkkXn/b13Hw/kko9zqY/g5PNtVfRw/y62cnJ+T/5hzfI7Fr12znz/8Fox3Pu6FDz7vg1/+CsFvf1tjqnTq++tf7EP3ONkfP/85Ottp9dE5rWPX0mGf1TanMZBtTOTSN+beP3PycuRnlZ/xmn2cZXtGXs8v5He/dR1nxizHLd+b57hoQ/a65f47LK16WuV26TYWP/4egoAhS7FiXUqBwghy+/+aRK+nT/fUPhEQARHwbgISvZ5k6WW87uY0/PrXeAweuQozF0Rg9sJIzFoYkXEuiMCsBUdznDMXHIWr09W11mfm+vlHMbMgp/XMhREun8OysuqYT12t5xfn1arzf/OP4r/5R0ydZsw7gr//mQr/IUswfe7hHO0yz1t4FLMXkmn2c5YDV2eO5jurTQV5tVjl81oo/g59VBxuru7NziISw4LX4s+e4zF55m7MXnQEsxZGGl7s3+zXFv1vR96u6nSuPsvqewfeZmzn05fnqr4l+VznvjW/5zzabf0G83o19cv8zeX496Egv6WCXpNHPV0xKvBvr5DlFvrfCvPv6WEMGLYYPf3+w9I1iRK93j2fU+tFQAREQATyICDR60mi17QlHb92nYhJM/Zj3Va7ietlRt2ixIh51T1bAZ+AhQgcsyWDlZgVacyMn7oPvf6fvfOAauNK+/753vfdnrLpvW16zybZtN1N2WSTbJKNU13Sm+M0l7j33k1VpRmwDTYYMAZMtY1ppkmgQu9gmgHTOwj9v/NcabDAYHqxdHXOnBGjmTv3PnNneH7zNHEYktTtUGcasjlb1DyahPhhLk/+PBPmAD3bfQNzYC0JR2JqO7tnB7PkDrWdW3ovoinxn7gEuAS4BLgELnkJmA/0NutA7s3RQvZms4PZ4WXmTE3vwfpt/vAPKURKWg+UWv2Y3v4PpSiZy++kRNpKo7DfOw0KLrNRzRkqZeQXVIjd9qEGBdz44sBc5ggfx/CeQVxOkycnem75BObCShSKRBWH3kteI+MD4BLgEuAS4BKYMAlw6DUzOCbo3bDtKPxDipill+J8STHiiujFZUAyspPF4IB3mqHEzjDL7HC5npcrg95jRczVMjHVkLmZz73z8uFzhctivOcA3V++BL3iMA69E6Ym8Ya5BLgEuAS4BMxBAhx6zQx6yborQK8qg1t5h6tkGqA3Gvu9tMOuKzvcti1lP5IhuTdTfKHgasmhl4Oepcz/qRgng96gPFhLOPSag0LGx3DpSEDXrUNLcwuaGpvQo+vp03G9Xo/u7m709PTd3mcn/geXAJfApEuAQ6/ZQm8hOPQODRwClNHa4N5M0MtfFoxGgWfxhUGF2CMKRZLqvKVXkPFo2uTHDD2HuYwsV0YMegVLL4/pnXQFip/QDCSgH/kYujq6UFJcgpMnTiIsJAz5efkgCKZPV5fhN0WyAtVnq0feOD+CS4BLYMIkYEbQ22OM6e0BJeSwXEVQsPRy6B3OHCClUVhsWEyvAXo5qI38HjoPvWEcei36GTTyuTOce5Xvc6Fc6TnFYnrFxjj6MYSy8ERWE6Zn8YanowT0QGtLK3Kyc1B6phSdHZ3D6iXBbV5OHk6dPIXgoGBYW1nD2ckZzU3N7PizlWfh4uSCTRs3QaPWDKtNvhOXAJfA5EjAjKBXDxfXbESftnDoZTG9hkRW3NJ7oZLYX3EWgJfWNtJI7PdWc0vvKIHtPPSGI0nV1fsygb9AGHoe9p+X/G8us+HMAQP05sBKHIzE1LYx5W/g0Ds5Shc/y9RLQK8HmhqbcSryFBbMXwA7WzsGv91d3UN2rq2tDeFh4YiNjoVSocSqlauwbu16NNQ1sGOzsrLx0w8/YdnS5UjTpg3ZHt+BS4BLYPIkYIbQq7NwS6+O1en1Dy7g7s3DgLcLoVeFZA13bx6Owt1/H0pk5RtUgD0iE+hNg4Xfjxze+s8T/vf4zYnz0HuMQ+/k6U38TJewBCjetr6uHiePn8SiBYvwykuvYP4vC3DQ4yBysnMxFPh2tHcgKTEJ2VnZOB5xnLXhIHdgVmNqOykhCTP+OwN2tvYoKy27hCXFu84lYH4SMEPotWxLrzJNh/Vb/XCEQ++wXNz7Q+8+r1Qkqzn0jgZMSJa+gX2hdzTt8GPGD4q4LM1blhx6zU8p4yOaQAnowdyQI8KPY+P6jdi5Yyd++vEnHPQ8CI8DHgbwzcq5KPhScqqG+gbU1dZhr8tednzkyUh2DAHxEb8j+Pdrr8P/iD9amlsncDC8aS4BLoGRSsDMoDfH4t2blVoOvSNR9Dn0jh8UcOgdP1mOZA7zfS1X7gNC7yjLrXH35pGqT3z/S0kCZIVtbGhE5IlIbN2yFe5u+5CYkIjdu3YjRZmC7MxsHNjvgf3u+5GVmYWuzq6LDo9id9evW4/FixbjTEkp9D16nKs5B3s7e3z4/odIjE+8IKvzRRvkP3IJcAlMuATMCHopkRWHXg69I1OAOfSOTF4XA6wLoHcY7uUXa4//Nn7XhsvSPGVpiKOnOr3n3ZupNnvKKMCXQ++E61v8BFMlAT1YzG1EeARLMLXPfR9KikpwpvgMrK1soFapQVbazIxMBr6eBzyRlZFlSG41QHZnAmg6hoB3545dzLWZhlZcVMxifBcuWMTcn2k//uES4BKYPhIwI+jVGbM36y06hpBD78iUWw69I5PXUPDkE1iA3fZUM7TL4F4+CuV7qHPw38f3mnF5Xrry5NA7fZQp3pPpKwHK0nzi+Els27oNzk4uDHiptu7ZirOwsbaBOlUN6MHKDlE2Z08PTxzYd2BQi69OpwO5NP+66Fc4yBzQ3tbOavKmpqTim6+/ga2NLSrKK6evQHjPuAQsVAJmBL3c0kvKqyGm15fH9A7TytgXek9gn1cKkjU9w4oH5rBwISz4BPSFXmZ1Gua14PK8UJ5cJlwmF5sDBuil7M1BvYmsuKXXQrU5PuwLJaAHGhuaGPDu2L4Dbq5uKCst73VdJhdlAlSy2hL00odKEmVn5TCLL8X55ubkottYg1c4AQEzZW5et2YdJCIJamtqUZBfwAD63XfeReDRwF7rr3AMX3MJcAlMvQTMCHqpZBF3bzZAr48RernCeDGFkX47D7162EgJepUcescAqQboDUWiqpO9OODQy+/Boe5B/vvo54ghpCAbe8SBSFTxkkVTr1LxHkwnCbS1tDGLLNXMdXF2Ye7HBKzCZyDopd+6u7uRn5fP4ns9PQ6y7/1jfCkD9BE/fzg5OiH+dDz8fP0wa+YsfPDeB9CoNCzGVzgPX3MJcAlMDwlw6B2Dgj8dlTUOvSNTIDn0jkxeQ815Dr3jK8+h5M1/5/L2CTRAb5IReik2dzTzgsf0Tg+ljPdi/CRQXVWNA/sPYK+LK0qKS9DTfR546SwMeq2Nlt5+pyU4zsvJYxmdI8Ii0NTY1LsHxf9S/G56Wjqr1xsSHIp9bvswe9ZsLF+2nCW26t2Zf+ES4BKYNhLg0DtKBWE0SsVkHMOhd2QKH4fekclrqDnMoXd85TmUvPnvXN4ceqeNPsU7Ms0k0NzYjJysHBQXlTDrbf/uCdCrUWv6/8T+JotvZUUly+zc2dHZuy1dm449u/fgkOchlrGZ6vG6u7nj4w8/xqGDh1hZpAEb5Bu5BLgEplQCHHo59I7KKmAuyjaH3vGFBg694ytPc7nP+Dgmbl74BuYw92ay9JKcuaV3SnUqfvLpJAFjciqdiUuzafd6oVc1MPTSvpSBuaurqzfml5JWBfgH4MsvvoJYJGbJsBLiE0Axw7t27kJRYRE7xvQ8/PvwJECybmluYZm0qQTUiD56sFjtttY2XipqRIKzrJ3NDHqzeZ3eNKrTy2N6h6tkc+gdX2WcQ+/4ynO485jvZ7ly59BrWUobH+34SYBlb6aSRcbszcNpmWJ7lYoUODs5w+uQF0KOhbCM0N5e3ijIL0R3Z/dwmjG7fejFQO25WmYZp7Vp7PRwBkvAS3WOkxKTUFhQyBKKDee43n30QF1tHTLSMlBcWIzOjovXWe49jn+xKAlw6OWWXm7pTaeEVjyR1XiAE4dey4Wv8Zg/vI2Rzx/fIMreHAhu6bUo3Y0PdhwkQNDL6vSOAHoJzqgEUknxGZBbdFJCEsv+TFZj+m1afPQGC/Vk9aWnp4dZuOUyByxcsBBSsRQUTz2ST0N9A6iOcnhYOCrKKkYlS7LCU9mowIBAZKRnoLPT4JI+kn7wfc1bAhx6OfRy6OXQO25zgEPvyKGFgx6X2VjmAIde81bS+OgmTgKjgV6hN+R+S9mhyR13pFZNoY2JWFNfCCDrausnr196sHMe9j6Mzz75DPN/WcASfQ13fO2t7Yg6FcXioik5mK5LN9xDL9iPykcFHwuBi5MLCguKeBbtCyRk2Rs49HLoHTfgGYviNlXHDuTerOB1ekc9Jzj0coCbqnvZUs/LodeylTg++tFLYCzQO/qzTuyRZO0kK2dWZtbk1grWg1m+V65YiV8X/jps6KWXB+SObGtti9CQUDQ3N49JQAT9Odk5kEqkzOJrmnV7TA3zg81CAhx6OfSOGnDMRck0gO9592aCXtpmLuObzHFw6OXzZjLnGz8XwKHXLHQxPogpkIA5Qi9ZeAMDghAbE8usr5Mp1jRtGlavWo1FCxaxjNnDOTdl2Ca35k0bNiFNmz6cQ4bch9oMDQnD5k2bhw3fQzbKdzALCZgZ9ObwRFY8kdWoYNU0plep5dA7Wpjg0Muhd7Rzhx83urnDodcsdDE+iCmQQCWL6bUeUSKrKejmsE/Z06NnJZrWr1uPwKOBLLETxduiX6gxhR6ThZX2J8soy5Tcbx86KW3X6XQGN2k9QG2xxXhM/xBmglay9JJ7s5DF2nAe4zkGGAmVk9qxbQecHJxQUV4xwB7UkfPn7u2rMW6592+TIym2mspKLf51MaIio0DWb/7hEiAJcOjllt5RQaK5KagcekencPefBxx6x0eO/eXK/+ZyHWwOcOjlyhyXwOgkQDV4ra3MA3oJ7LKzsuHs6IzXX3sdO7fvRExUDAP6yvJKdHcZskp3tncyuCQoTFGmIlWZCo1Kg5rqmj7xrxQXnKJMwRG/IwgLDWelmchtWqPWgko0KZIVDKpNJU+WXoLen374CYpkJXKyc6FKUSEuNg6qVBXq6+pNd2fJqmi/Lz7/giWw6mjr6PM7/UEliChpGPVXqVAiTZPGzluYXwitRssSV5HFvn8SsdLSUmzbsg1ymRzlZeUXtMs3WKYEOPSaHfR2Y/3WwzgSnA9Vhp4D7TCvL4fe8YEKn8AC7LYPQaKqg809pXZ82h1M4efbuXwtfQ5w6LVM5Y2PeuwS6IVelXrsjU1xC/V1DTgRcYK5Fz/y8CNYMH8B9rq44oifPwhG29sNQEnxrh77PbDXZS88PTxZ8iixvRg+h31RdbaKWVUJIM+UnIHrXjfMeHcG3nj9DeYyfSzwGPx8/eAgd8CaVWsMoGpsl4ZPQLpi2Qp88dkX8Dnsg7CQMFbWac/uPVi7Zh0iT0T2wjft39nZxdr48IMPGbz2t0hTeai83DwcDz/O4nOdHJ2xaeMm+B/xZ/2RiCXMmnvooBcaG5r6XAEqf+Qod8TK5SuRmZ7Z5zf+h+VKgEPvMKHoUlGslGndWL/NG0eC8zj0juDacugdH3jyCczDblEwg95Ukj+HXv7iaQT34aXynJ0u/aR7zBR6WX6CUcqb2goK1mG3lQLkEck/XALmLgGyENpY27CSQ5f8WPVAS1MLTsedxtv/eRuuLq4oPVPKskszK6/RfZnK+fz80y/wPuTNLKAEupRAikoNRYQfR4cRYumY7KwckKv0Ky+9AsrMTGWImpqa2XFr16zF9m3bkZ+X32tlJcvrwgWLMOO/MxASHMrq7jY1NLEEV/PmzoPVbivU1tb1ipqsyZ4eB/H1V1+z5Fu9Pxi/UP/jYk+DMjrXnqtDYkISvvn6G2ZNJktzSHAIfvn5F4hFYlDJKNNPY2Mjg/rPP/scyUnJpj/x7xYsAQ69o1QQpovS078fHHpHB28cekcnN9P5Rwq3b2Ae9gjQy5OBceA1s+er6XyfDt/ZPWdSp3csCfg49FqwJmihQzcr6DVew6ysLLz/3gc4dPDQBdZP2uXkiZNYs3oNfH18DRDb0MSSXs2eNZtlPK6qPG/tJbfgnTt24p233mEuyoKLNLlSb928lYFycmJyr1s0WXopnvejDz5ioCq4HBNYz/1uLpYtXYaS4pLeGGOCaJGdCATEZIHu89GDtZGYkMhAnGJ3qS7yzI9nMmtvSVEJCvILcCzoGLMSk1XY9EO1lGmMr//7dVYOyfQ3/t1yJcCh18yUMg69o4M3Dr2jk5up4t8HelPbWQZsZu01s3vMdMz8+9jnDZfh6GWoyuhr6R2LLDn0Wq4iaKkjN0vozSTofR8HPQ+ioa7hgktLcbWUcIpgkiygMdExcHRwxL9f+zdsrG1ZvC/BKi2UWGrXzt0MNHNz8nrbam9vZ1behfMXIjE+ETqdwTVEq0nD8qXL8f3c71kiK+EAihf+cd6PWLp4KQryCnotw+ReTrHH38+dB9P2heNqz9WCIJz60t3djehT0XjzjTfh4uzCMlMThBPcdnZ2Cof0rikW2N/PHy889wKORxzv3c6/WLYEOPSamULOoXd0CiSH3tHJzVTJFqB3t30wEjn0ciuvmT1bTef6dPnOoDcwB3vEgUhUtY2p1BqHXstWBi1x9OYMvYc8D6GxvpFd1s6OTui6dQweCwsKmdsvWXB9vH1YoqvoqBh8/NFM2FjZGKC3xxR6d2H2zNl9Sv8Q9FLGZYobJpdjygBNHxbTu3wlczkuLirunVI1NTX44fsfsGTxEuYOLcTuCtBLQDwQ9FK7QtsEzhSjS5bbiLCI87HB5LY9QObp1tZWA/Q+/wKzbvd2hn+xaAlw6DUzxYxD7+jgjUPv6ORmqvxz6B27DE3lyb9zeQ41B/pAbyqHXovW5vjgRywBc4Xe92a8h4Oeh0DxtASNlNWZILShvhEH9h/AiuUrmFtwcWExs5Tm5uSCYl8pk3VRQREaGxqZS3F5aTl27diFWTNnDQi9ZOlNSkzuBVOCXkocNf+X+X32p6RS876fZ4Tegt7rRCArEUvx4w8Evbm924Uv3d06A9zqwcZA/Z4ze05vDDaVXCJrNsUy9wdfZuk94s+ScEVHRQtN8rWFS4BDL4debpFKAzj0jh0w+kKvQQHn7s1jl+tQ4MN/t1wZc+i1cA2OD39MEjBH6CXApWzIngc8mQswWXkjT0Yyiy4lmlq9ajU2rN/AShRRzV2KlSW35M8++YwlmqIEUZQ4qupsNUrPlGHH9p2Y9XFf6KVkVzu2Gyy95CItWGPpOEOd3oGhl+rmUhyu8CFg9Tjgga+++AqZGX0zLFPcsCpVjeQkBQPz03Hx+Pbrb1l2aEqeRZBLibDUKjXrJ6vXKzQMoLmpmWWOpnFR3DH/cAmQBDj0mhn0prDszYfhH8KzN48EBjj0jh0cOPSOXYYjmbN8Xy5vDr1ckeMSGL0EzBF6CQi/++Y7ODk6obLiLMt6HBUZxUCWgJbAc+OGjazWLbk8U0xsWGgYy6BM2ZUpk3N8XDzL0EzJorZt3QZKckVu0UJiKrKi0nbm3hyfyKyx9JtWrcWqlavYdgFuaTtlVqY438WLFrMSRAKgUpwulTGixFdJCUm97VO/sjKzWT+3bNqCrMwseB3yxpxZc7Bt63ZmRe7o6ECKIgXxp+NRW1Pbe6wwG8i6TDV6Kcs0Hc8/XAIkAQ695ga96Tps2E7Qy+v0jgQKOPSODSCUzFpuyN5siOnllt6RzD++79jmn6XKj0MvV+S4BEYvAXOEXoI9qUSKrVu2IuBoABLiE5glt+5cHbPeuru5Y83qtSyzMf2WnpbB6uCK7EWw3mONgx4HkaJMYYmoqO4vuRR/MucTBAUGsdq91VU1UCQrsWTxUmZ5JXdpAmKKz6WyRuSqPPe771nNYNqXyg5Rxuhvv/mWlUqibMsVZRXnrcPadMz9di6CAo8xAKerSYmxMjOysGrlaixauIjV5aV+WVvZYPvW7QgOCmbjIpgnMBcg2nQmlJSUYNPGzcydm7JE8w+XAEmAQ6/ZQW+3EXq5pXckijBBr630BPZ5K6HQ9IC75Q4fQgh4FXQfpQOsTq9JIquRXAO+7/BlzmXFZUVzQIBeK57Iimt0XAIjloA5Qi9lNM7JysFR/6OICI+AKlVlsIT26EExsEWFRQwaA48GIuF0AvJy81FWWsZiaskNmiynlDGZQJGg2OewD9zd9oEAs6iwGFR+iKDY28sb+9z3Izwsglley8sqcDziBIPMfe77WL1gAmGC0tiYWLad4oyjTkWx8wku0QTFFEtMSaoohpg+ZB1uamxG/OkEBB8LZm2ladNYsisa06mTp1jfqPwRuW/3/xAEp2vTWbbohPhE9C9n1H9//rflSIBDr7lBb1o3Nmw7jCPHcqHK0I8pm6dFKdbpetjJTmC/dwoUGl1vuR0Ov0PDhSn0+gbmszq9SaoOppArtUMfb1HzzOyeN/z6TuX8Jej1CcwGQW8Sz95sOZobH+m4SMAcoZcEQ9BI8EtuwgSX9LfwYb9Rgqjubuh0OmYlpW0EivQ3Kz+kpzbI4mrYr6urq8++1Ca1z7ZTVmhjtmc6H23r3d+kXcN24zlN+tN9BqzTAAAgAElEQVTa3MrgfNPGTSw+17SvwvlpLcQfG/po6KfpvsL4aE2xvmSZ3rJ5i6EusOmP/LtFS8DMoDcX0act3UpnsPT6BuX0Qi8Hj4EVc4I1sk6mZNBaD2tm6U2BMq3HsJ1+ExYOKwMmPCMZCtCbmgH4HSswQK+6w/DChUPvgHKbSlDi5x74eXApyoXi6H0CslnJoiSVoTb2aMfBSxZZtC5okYM3V+i9lC4mgWtpSSnsbO1YRummxqYLMjGPZDwExxnpGbCztUdIcCiam5tHcjjf18wlYIbQq7dI19QklR5xyT04GdcKkUM8/ILOIC5ZB9qeYgIeDPQ4wDEQIZdchRaIT9XjVEIndtlHw2FfKvt+OkWPZJIbA2LzUZJHqhCTImy69D+e5lOyBiB5xSb3wP1gFjbvPIYTMU04reiBQmO5susvK/43nwtjmQOmz266rxJS9IhJ6IarRxo27fBHZGwTEpT6PvfcSF54cug1c22PD+8CCXDovUAkU7Kho70TifGJLOM0uU5T5ubRfiimmVyinRydWTzxYNbg0bbPj7u0JWBG0NsDF9c8RJ+2LOhVaPSIjGuBl18VHFyLYS8rgJ2kECJpEaSORdh/sAyBYfUMSBjkkWUu3bAwK6Y5AzBBqwnwCwonKY+0RCV04XBAPZz2lcNeXoydNjnYZZsDkUMBnPcX42hoPeKU3WxfsqgIx1vKOlULqPottE2QKckwTtGNgLAGuHqUQeJUjB1W6Vi/NQl2sjw47yuDt389TsR0QqkBVBYoQ0uZK3ycE/x8SDe8XKJneJyyEwHhdXD1qGDP+M3blViy4jhEsjy4uJ+B95FqnIxpR7LKAMDDBV8OvZe2Msd7b5AAQQ5lFy4vK2cZiskNd7APh97BJDP52ymGl2J/CVgpzrd/3d3h9IhgOTUlFUf8jiAnO5e5dw/nOL6P5UjAjKBXB5e9lgW9CrUeQaENkDnlwF6aCzvJGdhIqmAvqYNIWgOxrAz2siLYSHLg5lmBU/G6XuAl8LUI6B0A6gnWQk60Q76X5FUMW0kF7OU1EDs0QCxvhL20BnbSMtjJC+G8rxQR0R0M9IarPJoDADDrbj/gFQCYfqMxRp3uhqtnGWyl+bCRnIGdtBoieT3spXWwl52DvbQKtpIySJ1LEBDaDIV6gsFggGttDteCj4HPG4Jdem5Fnu7CXo8S2EozYS/Ph0hWDqm8FmIpPfOrYS8pga0kEzLnHASE1J/39Bng5V//ecWh13IUP3MdKbm21lTXgGrHUh1ZSrZUU1XD4lMHGjOH3oGkMjXbKC64rrYeqcpU5u5Mf4/oowfO1dSyTNWUTZrii/mHS6C/BMwIei3L0pusBnwDzkHikI+tO9Lxwy8hWLlWCVtpA8SyNohldVi9Phlzf4rA1l25sJWUMIA7GdfFMu32WnstCRS0YOAVGNYKsSNBWiXspbUQyRohcWiBWN4OsawLdpJW2EkaYSc5BxtxORz2nkHEqVYw6B2G8thfmbwU/x4KeiNju+DsXs5eDogIcGX0wqANImkHRNJuiOWdkDi0Q+rYBntZFezlRfALrEeyigPMpTgfeJ+neN6mAyfjOuHgVgRbyRksXhmLD+fsxaZtmZDJWyESd0EsbcKmrRn4aLYzFiwOgVieA/9j9UhKNXpnDPHs4tDbXz3if19qEqAERpRNmLINvzfjfezYtoOVxxnMxZXqx9pY27AESpfaWM2yv3qgraUNnR1doxoeZWmmusNCZuhRNcIPMmsJmBH06uHiSomszMe9WXCp7bUwag3xlZSxMzyyBSJZEaQOVdi2MwfP/mM5HnlyIdZsVEEsO4d1G5V47Omf8NyLW7BlVz7E8nqmLLl5liNW0c1iVQXrgTkptExmWvQCqimokott2MkWiB2KYSuuwh7bGnz/02n88EsCbEQNsJO0wV7SjnWbCvDZVyexblMxxPJm2IrL4LLvDOKSDFmdzUleg41FgN7+Ls709+kkHdwOVMBWVA6xvAW24ibstKpiMrSXkgy7QGsr2zrs2FMNG1Ets/raywtwLLyZxRxS+4Odm2/nsrHUOUDPK1pYLLzxeU/PtPgUHfPWsRVXQOLQipXrFLj/sbl47c1dsBWXQiRugrVtKd58xx73PjQXi5dHwU5cCom8ECHHW1l4Qe//kUHuPQ69Zq3rWcTgGusbceL4Sfh4+2DGf2ewWrVlpeV9shebCoLK71BtWo1aY7qZf+cS4BIwUwmYIfSaT/Zmglt1JqDJRG/pIdqWmNID1wMlEEnPQiJrhFRejxWrT+GOe77Ai6+tweYdsXjx1XW4495PsHhFFEQODRDJWmEvr4OtrBD+odXMzdkcoZeUZVIShUVQImmdoOzBgUNlsJWUwl7ahD22DZjxoT9uvWsFvp0XBYlDM7btKsOz/7DDA49uw9qNhcxaKSGXZ8kZHAmqg1KrtwhYIwWY3Jk1GYZFnQ6oSFnWAEcC62FjXwSJrAUSeRfWbz6DV17fi9mfB8FGTG7NLdhjW433Z/rh9bcOYOPWIohk9bCTlrPY33hFN8/sPAh4WCrs8XEbXnQIz3xasxdPxjh4ipu3oVwNslZI5J0Qyc9h9hfuuP7WGfjuR0/YSyrw3Y/euPmOT/DJ5/thJ6pgLs924nK4e5QjMUXHSohdTM4ces1Uy7OgYZFLK9WXpRqts2fNNkJvWV/oNZbioX3PlJRiz+49UCQrWAkeshAyK+EIPWstSMR8qFwCl7QEzAh6YbT0mgf0kgJCCkpAaCmCIkqQpG5DSnoXU1zIyiuW50MsrYdY2gaxtJXF8H7+tTtuves1PPbkx7jp9rcw53MX2EsrIXZog728C3ayFtjKKuDqWYB4FcX3miHAGa0jwcdr4B98BqeTW6DUdCE1XY/IWHK3zYM9xZ7K2iGWd2PHnkr8/WUxHnh0PZauUuC/HxzAbXcvwrxfomArJutvK5OvvbgGLu7FiFf0GKDXJKHTxRTJS/U3mn8KVQ+OhZUi7EQJFKoWqNK6oUjVw+1AGUSSSkhk5FLZDSu7Orz9vjvuvHcJfl4UBWtRJb74Nhh33LsMH8zygZV9DXvJQDHTlGgt7GQzS2pFlvdLVT683/zaTcQcSFLpEBhWieDjVUhIaUeKVodktR6uHiWwkZTDXtoFsZw8KZqxfU8Bnn/5Z9z/2Bx8/5MXHnzsMzz3zyXYvjMfIkkTRJIWiCQUdlCA8MhmDr2XtKrGOz8SCVRWVOLLz7+8wNLb3trOgHif+37IZQ7YtWMXPnjvA6xasQoyiQxymRwH9nswd2eqB0sfVivWWJNWqEEr1JztYtup9mzPkN2jeGOhtm3fdgx1bem34QA3q6drUg93wLa6u/uC/kC9E+rwDji2LtZXquVL/R7qQ/0eamxMnkO8TKCx0Tkv1haL1R2qHapT3G2oIzyQfGjbeI6NXbchhMSu/0X6RGOmPg3mij9E8/znYUqAQ+8YLC7MldbkeMG6OJY1Zbglq5omjdY6bNrujSeeeR+ffbMGUucQHI8uhY9/BezEJbCXNsJO2gE7WRfs5e3YbZOF5/7+DX7zh/vw7N9/wC6rXIikjRDJO2Hr0A0bWStsZNWQ7s3Dibh2Zu2dCMVtqDaZFcNowSAL7FDyov0vtpC8+i92klN49vnPMHP2Mljb+yIkIh9HgyogkhZDLKuHSEaxp10QyzqwdmMOHnxsDW658xfccOuPeH+mF+ylDcb41E62j1jaAKljNiLj2gwWGOr3EDFyQ8lhrL8bZNL3xYWpLGkuDWehY/rLV51B8c8dWLNxH5567gN8OXcdnN1P4lgYWZs0EEkrmFwkch2L5d28Mx/P/nMX7n90JeZ84Yt7HlqBF1+TYZtVBezkHbCVdcJe3gJrURGOBNYxqzHJb6plONZrwI+3HPillzR0r1BNb6rlTS/S2L1j4lnCfjf5n9Bb51tIHEj7kheFcen/3EpKacWq9e54+vlZ+Oyb9ZDvjUBwRDHEjlmwk1fBVtYOO3kn7GQUK1+PFRticNcDH+HaG57EPfd/iJWrT0IsbYa9tB32snaIZBSekQ+fo5XsWSC8TB1o3tJvQcE67LZSYBh67jBVDL4bl8DkS6CyshJffvEVtm7e2qdszbnqc9jntg8v/vNFPPzgw7jv3vtw3bXX4a47/4IH7n8ADz/0MF579TW4ubqhs6MTDfWNiI2Jg89hH3gf8maL1yEv0HLY+zBbex3yZomzaP/BPgRq6Wnp8PXxxSHPQ+w4SrJFbdLxBz0Pst8oAVd9bf2gmYs7OzuRl5uPsJAwlqRL6Au1YVi8WFvHgoJRXFR8UWClpFGx0bHMFdzroGFMbE3f2d/eCAoMQpo2DR0dHYMNDS3NrcxSTi7lwnFCX4T2/Hz9EH86HrU1tYOOjaCvIL8AoSGhTLZM3l6He8d56KBhbOGh4aCyRIN+9ADFagcFHsOhg4dAxxnk5M36R3/TQmPLzMhiLzUGa6uxsRFKhRLU/4Oe1JZhofaof54enuw3co+nWOTBPjQ3tGotjvoH9F4noR/CmuYA1RUml3v+mTgJcOg1VVBG/F2PwLByuOxXYe8BLVz2q+G8LxXO+1IGWeg31QCLEs77FGxx2afA3n0KuLor4O6RiBVrHXD5NXfj//3Pn3HldffihZc+xZwvbLF2YzLsZA2wkbbDRtoJW1kTlq46iXsfeg+XX/03PPDoZ1i3KQlSxwbYydph49AFayP0ihxzEB7daqhBO+Ixj03JNUCuHseja+HmqcHeAyq47E+Fy36SGclBCef9tD4vQ8PvtM9ASwr27ldg734l9u4zfHc7oMDGrV645fbn8D//eyOuuPo+PPns+/ho9hYsXxUFkawOYlknS7jElENpAz7+1Av/+7v3cO9Dy7BpO1mDWyCW6RgYi6TtzKpuJ01HRFTj9IBeBtx6BIYXw5nGf4DmnhKObgo4uZPsSFYkW2EZSHaGbYY5mwrn/TQ/DfPXZb8Sbp4JWLDUGldeey/+53+vwTU3PooXXv4S731shY1bNbAnS5K0E/ayNogcG7BiXQruuv9XXH7Np3j86c1YuzkbtvIW2MhofurYPLQWncFh/3PMTZop/kbL/EBKON82tnuNy2985cc8E7R0z50x3nN0/2jYc5+eTcK9Y/rs6n2mCc8249rFXQkXel6ZLvsVcPeMx6/L7XDV9Q+ye+7P1z+EZ//5Gd6fJcLaLWmwkTWzl5x29NJO1gQrUTae/ecP+L/f3IQ331oOe3EO7CS0D92XnUboLcBh/wqojTW3B5sXHHonTtHiLU+uBPpaeo3uzXow12dnR2c89dencNutt+GWm2/BlVdciRuuv4F9v/222/HC838H7UPlbygTdEhwCBzkDpBKpGyRiKUQFrFIzCzEJ0+cZGWSBhslQQ8BrbOTM9gxUhlkUhmkEhmkYinbRnVlqZ2qyioMlrm4vb0daZo0BoJyqZydmyzUQjvUL+ongXV2VvagGYzJmkhwRYDp5OhkOF5yflysHbEU+9z3ISkx6aJjI3iOPBkJRwdHiO3FkIglkIgMC42Vtjk5OCE8LByV5ZWDWjJJRvRigOCSxkbjIBkZ5GTom8hexIC4orxiUHimsZWWlDKLPZ2bLSIJxMY+sb6JJTiw/wBUqWqQ1XegD7VTe64WMVExcHFyYWOiPgnXXrhu9IKEZEQllwb7UHKthPgEuLu6G+YRm0OmcpKwfhJMU7kmbu0dTJJj386hdwzQl5jSjV22J7BtTyjkexVwcEuGo1viIEsSHNnvtE//hX4zLE5uSXB2S4KLayJc3GOwYp0EV15/F/7nN5fjyuvuxGNPv40PZm3Gmg3REDnUwUbaBltZBzbtysZfn1+MR576BJ9+Y4877/8U/3htDXZY5cJO1myE3hbYyKsgccnFidi2KbH0EvQmq3UM0DZs94N8bxyc3AeT2fC2O7klwJktiXB2j8fe/XHYuG0/brvrWfzvb27EH6+4Gw8+9hre+WA5Fq8Ihp2kimUXpkzNlLF53aY8PPrUJlxz07e46Y6f8c28ExDJKSGTAXopG7ZETsmY0nA8qnlaQC+To6YLu+yCsH6bD5zck+BIi1sSm4cOrsnos7DtiXBwG2gxzj+hDbZOgMv+aMxfsgNXXvcX/N/vr8Hl19yLR558D2/N2IINW1JhTy6UMkOmZnt5I7buzsejT23Aby/7CP96Q47ddlWwIZd6eRdsZd1MEbcWlcI3oJbFC5MSTnHDF7M+Daag8+3jC3RcnsOTZ7yyE7vswrF5ZyB7MefkroLTvhQ47Us23H/udP8NdI+d3+bomggnWtwS4Wy60LPrQDQWr7TB1dffi//9Ld1z9+DRp97DW+/txrqtGthKm2BPGebJw0dSh58X+eGWu97CTbe9iIcenoNVayJhI21k/xPOQ28+DvtXcugdu77EW7gUJKAHA7qffvwJu3buQlnpeehtaW5h8CmyFzPX5xXLVuA/b76Fn3/8GVs2b8HO7TuZizPF+JLLKsFHR3sHywhM4MKWVuPa+De12dk5MDiZiqurs/t8O0IbtBa+t7Qy67J+CNddshq3tbafb0vol3FNNYqpzz1DlPzpO7a2C9qjdmihjMgX/ejB+k2yaW5uAclDOFaQGf1NGZmHgjnD2Pr1RZBRq2E7jW2oduilAZ2zRZBNbxtGebe2spcaggv7oOPTg42f2jK9TjQu1nZrKztP9zDKI5GVvqXFIB9BLr3r5lYmN/pbmHd0/WgcwkLu0cJvg/aX/zCkBMwIeoXszZMT00tubEmqLuy0DYfXkRwkplLsVQ8UGh0UGsOa4K7v0sPisyhGq+9C2w2LQt2DFHUPUmnRdGHjtoN46Ik38MHsX7Db7hCOhefiaFAp7CWZEMsbIHZox277arz5/m7cfNdMzP3Zl5Un+ur7w7jxzhn4YLYDrMUVsJF3wErWBGtpORzdC1gGZ1ardwzQPxpFmWCNZOTongzn/clISGmDQtPNZGYqK4MMSY5DLTooNToo1d1QqnVI1XZDndEFW0kwnnjqffz3/QXYtP0g/IPTcTS0GHbSDFZCh5XXkbdjh3UlXvq3HHfctwzfzz+J51+2w18eWIkV6zJgJ21jyqVETnG9ZyF3yUFMYte0gF6SvTJNh522gXA/qESyupvNNYO89FBozi+GuXZ+jglzbaA1zT+2aHRISm3BynVOeOSvb+CTL5fDRhKAI0GUCTydZbRmmZpJAZe1YY99NWZ87IFb7pyPJ/62Hbff/Su++j4EeyT1sJV3wIa54bfBVlLMaktTgixu6R0eaI3mPuPHjL9s6ZlP0LvbPhweh9ORzJ5Neii0tPQYFo0OybRc8Ow3bKNnn1LTg5QBllStDokpzVix1gUPP/E2Zn62jN1zASEFkDjSc6sMEoc2iJgHSis2bknDI3/9Cs+88DPmLzyG+x/6BP94ZRm22RTBVtYKO3JxllICuXwEhdUP+YKJW3qH1Jf4DtNcAgQI5G5LdVqXLF6C7du2Q6vRgmJ52ccIMQRmTU1NyMvJY2WN4mLj0NzYjObmZgZ/5GrLP1wCEyIBPdh8rDtXxyzJZHEvKS5Bfm4+8nLzkJudC1WKConxicyCnJiQhKTEZERHRSMi/DiyMrJY7O+E9M0CGjUz6M2btJJFDHrV3dhpcxy+gUWGEjnjAJCkeJAFTEtWMI0eHl4aeB9RI15RDU1mO7SZesTGt0PulAuqjyp2aMXCpUo88PgCvDfLEXvsK2Evb4aV6AzenLELjz25AivWqmAta4e1rBFW0lJ4+lWyWr0pGeOvGA6qbBvjXxn0anXMIrnXIwVKrSGT7wWxcCOQJclMiJEzrHtw+EgmPLxSEZdYB1V6NzRZesQmd8LRvRi2kgrYyxqx264WH37ij5vuXIRPvzkGkWMdlq9Lw72PrMHTf7fDpp3lsJW2QSRvgr24DB7eZVCoDTG00yIeNd0AvZ6+mguS1JA8RyNT4TiSaVJKBzy9U+Hll4oEZR3UGd1I1epx0KcSNiLKHt5hsDjJm/H9/FO48Y5f8NYMN6zfko9n/mGFex5eiSVr02Hr0A47B3JxrofUuQSn4tpZDDZZebmldxLvwRHcU4PexxbcBt0TCSmd2GMfBi//bHbP9d4vF4vrNcpM2FfI20DP+f5LopLuOXrma9g9p82kF3nAYb+zsBEVsRJhVFbNVlSJ/75nh9vvmomlK8IgltTg829c2YvPz7/zhK20BnbSFthKqiFzLsSpuA5D/PxF8hDQ+HhMrwVofWY8RLKAKpOVzHV1zuw5+PSTT5n7cE52zoDWQVan18oGKpXajKXChzZeEiBLNL1AaW1uZUtzUzOLLyZ3enK5pqWsrJy9dKE5Ry7mFDdML14oNpjmZmJCIos3pthycne3s7HDurXrsPjXJVi4YCF++uEnfPD+B3j1X6+y+PJXX3kVL7/0Cv76+F/x6COPYvOmzcztfrzGZGntmBH06uDiOonQS1Cg6sFOm1PwDSxl0EtAR8tYFEaCNlKEWCIr5v6phzqdlh7j2lA2xtv3LOwkZczau3l7CZatVGKHVTls5Trm2iZyaMK2Pfls+9adJbCWt8FKVguxSwXCoztBCVaUzFo4tv4Oa6wkk37QSy6Aez2USGEJYQYGNFLChOVi5xFkRnJLpWQzbNFDnWao2UzXhBTOZDXgG9gIG0kJ7B1qsWZzHv7xqgPenLEPO2zKYS9vgp2sET8sjMFTz9vhl8UqlvHaTloLibwcx6M6e6/ttIBeZuk9Ck9fNVSZ5+t7CvNwLHOR5M6SYKXpoSI5amhteLlwIrodEocS2EnI1bINqzZm4dG/bcTTL+zCxu35bNvS1So8+MQm/P01R2zcWWaM7a3AoSO1zMuBwS5dlzHeLxebF/y3Sbi3LQyCE1PJ0hsCL/+sPtDbZ64Z/w/0uQ+NbvzC84zdS8aXPsLLH7amZ5jW8MxXpfewe46eZ5HR7ZA50j1Xy9yaf1kUhrvvm4MPP3aBSHwWEnkzdtoW4p+vbcEDj36B5WsTYCej2uxl8KJ7TqVn9xqdv09fTf6m3zj0WpoKaF7jbahvYMmCdu7Yifm/zMdXX36FlctX4nTc6QGTOp2tOAsbaxsW22lekuCjGUwCggs1WftpvlBSrMqKsyBwLS8tR0F+IbO25mTlsBhjsrqSuzvF5FJc8mGvw/A44MEWdzd32FrbYtPGzVi7Zi3WrF6DpUuW4btv52L2rDn48IOP8O477zJopTjyxx55DI8+8hgeuO8B/OWuv7DljtvvwE033oQbb7gR1193A4svv/H6G3HzjTfj5ptuZr/RmuLPKfna1i1bUVdbN9jw+PYhJGBm0Js7rpZeAqVBFQTBvdkmHL6Bhb37jQU06FyCUjTQ2vT36AQd9u4vhZ2kBGJpLcQsqVUTrGQdsJZRRuc2iKRNkMqbWY1UG1kV7B2KcDSkCUkqw7gIegcb30i3k6yEsQsWjV759QMbcmd2cD2NvR7JSEk3lgAaQ1/6y4oAm8GUCWyz8aQDp5U9cDt0FlaSQuy2L8OmHUXYaVMNG2kLrFl8dBusRbVYv7UQ2/ZUwEZWB2vJGRw+2sDkJoxxpPIZyf6C/OjFRO/3AeSjTCP3en8c9FWzes5MyaYyQP3kPZJzm+4ryJVtM7ZJ25TqHvgfq4O9tIiVf1q0XIF3PvTAsrUa2MgaWeIqa2kjfv41GTM+8sPqTZmwlZXBaX8ZIuN1zMtgPOeeaZ/59/G7p81dlmx+G58R9LygTMoEo8ILrQvWaUBiagd22QfByz/jAu+KAeXV/xlkvI+Fe2tYa2pDAxwNboRIVoTdNnl4/S07vPzaFmzZmQ97h3ZD3LxDM5auScRTzy3GrM/2wVqUDzePcsQk6gzP+UH6IvSb+sKhdwiNif88rSVAMY8EMmTBLS8rx5mSMywxEFnkBvoQ6NiQpTdVNdDPfNs0lgDFuBLAkis6xctSki+KuyWYpazLNA/q6+pRW1uL6qoaVJ+tRllpOStHdeL4CZbE64ifP1ycXbBn1x7Qi5L169bj++++B3kJfPzRx3jzjf/g6aeexv33PcAyfROo3nrrrbjtlttYIjRaE6xSBvBrr74W115zHa6+6mr8+Yo/489XXmVYrvgzLvvTZbji8itw+WW0XI4rL78S11x1Da65+hpcfdU1uP666xngEtzecdsdeOrJp/D6v1/HW/95G2+/9TYD50/nfIpVK1ezflPsL/+MTgJmBL09xjq9Buue8I98tGuhhMtgxxOMJKk6sNMmFL5B+b3wOBlQRMCg0AJRcZ1w3V8Ge7JcympgLauHlQMlq2qFnZxq+TZDLCPLQBlEjgS8DczK1jsmUoIGgKlRbTO+ICC5qDMNJXDo+0BtEfRSAitXz2Rm6R1on/HeJlyX1AwgOkkH14PlsJHmwVZKLsx1sJY2sZJO1lTiQ0oZr8/BRlYJG1kJDh6pQ3wKlSk5D/bj3b/+7Sm1eqgyaBnYCk77K9M6sdP2SC/0sjbG85oOMjdIOU5O7cGRwFrYy/JhJSqEtbgUNrIa2MgbYc2U8CbYy+thJz4LG3EhXA6U4dTpLoNHBM3fyfIyGGQM/eXN/x74XjVnuQieCwS7FGPOygcx7xqD230fC6zRUpuY2o5d9oHDh95xnH9JqXr4BdbATpKOTdsSsMsmA7bSc7CWtcFK3gUbOdVhr8SWHYnYsiMBbgcolKBr2C/BOPSOToniR126EuCW3ulx7QhgKdEVJc2iRFUUX93U2ISmhiacO2eE1qpqZo2lxGRFhUWslNLpuHiWOZoybHvs92CZka12WzGL68IFizDv+3n4ZPYnePutd/D6a6/jX6/8i2XnJpAlsHzi8b/iwfsfxF/uNFhd77zjTtxy0y246YabmIWVYPSqPxO8GiCWgJa2EeiyhSyyRlC98/Y7Qcff/Zd78NcnnmTuyW++8SbeevMtfPjBhwymF8xfgMWLFmPt6rXYs3sPy3RNLs5UvopKMdhhFDoAACAASURBVEWfikZUZBSSEpLYixi1Sg21SgMqiZSRnsnKUBHID5XIa3pc1enZCzOCXiGR1VihlxIAdSI6sQ4nYqoRp2gBAUh/5W8qoVfoC1kiYhO6cci3ChLnEhavu0d6FtaSSthIK2ArK4fYsRh795cgOKKJAW8viA7x1l84x7DX6ZSgqhsRUVUICCtCaGQFktVdA8aV9oVeoxViHJXDAftsMl5K4BWT3IXDgZWQ7i2AjawYu8Wl2C2uwB5JJawk5bCWlUDqdgYBYU0MeOklQ6/sJrqvaWSRbkVAWDF8AvIQFlkFpZbqgvYFkwGhdxL6Rv0gBVmh0iM4vAEu+4phLy9iFvE94nLskVbBVloBkawUcudSHD5Si9hEXZ/ssewFwiT0dcC5wM97wfPMEuVksO7qEZvQgGNhJQgKO4O4xBaoNIB6ANdjmvN9oDez7/040TJk95xaj+DjtXDzoPjeIthIymElrsEeSR2sJGdhJzsDB+dC+PhXITapG4YyS4Z+9n9+9O8vh97pqaTxXk2cBMgibGtjy8Bi4s5imS0TmJHlnSyxXR0GmKUyUCyJWGMTGhsamZsuXQNK4EQxr3ExcQgLDcdBj4PY67KXlSuirNrkov7rwl/x9Vdf46MPP2aWTwLKf738L/zzH//EC8+/wGJeH3rgIdx/7/0MPm+5+VbceMNNzAJLllWytpKllQCWrKsEsLRce821uOG6G0AuxbfeciseefgRPPfsc6zd1/71GgNWOu/c7+Yyl3myBhOwWltZM9dmKmdENYoDjwbiWNAxhBwLAVmSyaWeklFRDG+KMgUZ6RnIyc5Fbm4eg3byMiDXanJVJsstWa1ZhuYeQ9Zwkl/vQlmcjX9jiOzeljnbhj9qDr2mCjCBm7YLTu7x+GLuTsz8fBPmL3FC8IlyBhyCtZBZgTOnztIrKCukpNCSpNLjZFwXgiJa4eVXDd+DZfA9VA7foFqERLYiJomyI/dT0EwgUGhvTGttDxxd4zH78y345MvtmPPlNuw/ZHC7pXaZ663RCjkl0Gt6nY3fSW6nEroQdKKVgZmPVyX8DlXAx78ex4534JTRLZCUxcl0xyXgXbbGAx/M2YjPvt2NHxbKEXaqkll+U9IMFmfDegBL7wDjHNN1Haw9o+WL5l+8QoeIqA74BdbC26sc/p5l8POllx/NOHm6myX/UpPF2jhf2XwYrF2+nQPpJM0Bmo8nos7ih/lizPliKz79cgc2bvVDfGIrg97+4Ev7m0IvebRMyL11kfFTH+ic7J471Q7fgDp4eZ+Fn1cFfPyqEBjahFOxXex/grDvcMMdaH/u3jx85YnveelL4Dz08kRWI7maDGjJvVinY5mEyb24o6ODuRhTeR+y0pJ7OYFeXOxpBoPeh7xBtYh379qDTRs3YcmvS/Ddt9/h888+Z67E5Mb7xutvMJB95uln8MRjT+CRhx5hVliCUaqlTDWV//D7P+C3v/ktfvvb3+L3v/s9+/v3v/89/vCHPzDX4av+fDWD14cefJjVY/7H3//BXIQ/+vAjzJn9CebNnYfly5az5FEUi2u1xwp7XVzh6eGJQwcP4eiRowgNDkVEWAQiT55iVleytKZp01liquKiYlZLubqqmiWUoqRWQ5Y+Golw+b4TKgEzhN6xlSyKS27Ap9/swMLlDjgSnAkv/zRExdeBIINcY6kUDH0n8E1ST417swANpiBGYEYZn9VJzdAE5KMkoZm5DicRFPdXoozwOV4KGwFtgqINP86XYsFiGUIiChAUmofImGoQ7GiyDO7OwvkE6N3rkTRp7s3CufvIjhLOkGzIvVHZjZSQUhRHnUOaSm9I9GUENXKDND1+Yr/rcSyiDG++uxxbdwcg9OQZBB8vRkJqM1LTu5GSrjPCL8VCU0yvwb1Zk2mAyont24VyIEWZEl7ROjVNj6z4JpQczUJ2YhMUaXrmxkz3De0z2X3j5+Myv9gcUKXr4ex2GjM/3QAPbyVCjxch9HgJUtSdDHpZMkETiy/N8amGXmE89LxnL+O0emQr25ETnAtVdBXUVOpuoOf7QNv6Pdc49E6orsUbn4YSYNBrTZZeDr39Lw8DW50xbrazm7kdC0BLsbHkbpuUmISI8Aj4HPZhsbFkNWdAu3gJvp/7PSgOdca7M5ir7z9e+Aezxj5wvyGJE7kFk9X1T3/8E/74hz+yNcW7GuJhDe7EZIUl12Oyvj7x+BOgNqiu8jtvv4P333sf337zLbO+Llq4COvWrGMAK7ITwdnRGQc9D8LXxxdBAUHMBZrKUiXEJ0Kj0rDyQCVFJayG87nqc2hra0dXV5dx6WbW6e7ublD9XQJawQIrrA1WV2Comsr9Zcr/nnoJmBH0whjTO3roJSUiSdWGJavd8dGna7F2iyf2eyuRkErW0kYEhJYgKqHRAMDp+imN6U3uFxdJCkuOthtpoemIXGGPpvAclvE5ieDc1FJJys8wFCBBuRruWqnuwpbtfpjxwRIsWS6Ho0skTifUIy6xCYcDcuATkIuYxFYGPn2glxJZTTIQUTwpLUwOWkCr7UFWfDXCtu5DtWcUClTtSNYaXhYIcX/DlcNY9qNrSJmSY+Ib8O0Pdnh/5josX+MGN48EJKY24HhUGfYfVMDnaAbiFc1QpXVhNyWy8lGBoFdIwjOWPgz7WOMcoj7TMSzDc5oeecEZKF2xBWfCMtmLIcE7Qthv2O33U8j5cRxgx3sOUF1cv8AszPxkHb6ZtxPb9/giMDQbKm0HtGk97CWihhJcmZTWmg7QS/eS4DlD/7OqEqqQs12OFI9I5Krbkaoe3TOe2uWW3qlXyngPJk8ChpheW0MiK0t1G9UTvOlBNY4J6gjyyN2WXgikp6Uj6lQUAo4GgjIV29nasZI5VAOZoJYSPv3nzf+ArKmPP/o47rrzLuYqfPmfLmdWWLLE/u63v2MLWWjJUktZiO++62489ujjePGfLzIgfvs/b7O2vvryaxaHu3zpcpZUavPGzaykD7kQu7m6weewL8JCw3Ai4gSLf2UAm5fP6twSvHa0dbCkVgSwArD2h1YapwFaaT15c42faXpIgEOviXJtsEb14ERsFWzlYZi3wA7vfrwKbp6p2O+twbwFUtjJIo3QK7g3h0x6Iium/Bnhld7qU8IVUljKVS0ocg5Awrufodv1GNK1XczK2wd6TcY7nkoklVWKTaiD494oLFnhiFf+PQ+btx2G9xEt1m72xPylcuy0DUWyRgeFVge5azyYpTf9wljV8ezXQG0J8aSCpTxX3YmakFSEz56Llm0inElpgoJegBgtmJNh6RUsN6npeig1XYiIqoDYIRI/L5Lg32/Nh7tHIoPbrTt9sXCpDI5746DSdmMXWXqN0DuVYEllVrLU7Shx8se5f7+Kmn0RyNCONb6eg95A85dvG595QZ4JSnUHfI+mYeO2g/hg1grM+WIdImPKkZDciJjT9Tid2AJNBpU/M3grTAfoNb3+NIbm4xmo+OI7qNeLUZVYCzV5I43ixSaH3umhlPFeTJ4ECHqtKXtzigoWEStpBFyCW4LC5qYWlJ4pY9bP2JhY5tbrddCLJVjauH4jfpj3A6sZ+/JLLzNX45tvuoWBK1lmL/vjZfjTH/7E3IvJQksZjG+/7XaQJffpJ5/GSy++ZEji9P6HrHQU1Z9dsngpK+9DLs5yqZyV/wk4GsCsxclJycjMyGQ1binOlazKlNSqs6PTEBfc2YXuLh2LE6ZYYbaw+FdYxrWbvNvCrM9kRtArJLIanaVXgI4kVScOHUmH37EsePqq8OEnG7FHdIJZenfaBmPzrqNISdcz1zLm3mxL0JvX67opWLZMFZNx/06Qa1wIeMkSQQpLbWI1qtfuQuGzz6FzzXbkpraCkjaRVXjc+9CvzcSUThwJzEFQaAGCwwsx89P1mPuTNRJT6pCgrIHYMQJLVrux5FaKNB1krgkMelOnAHqZ+5/g2qwFSlOb0e7shZTnn4fum29RcbqSySs5w+D6THNjouUnzD+C3qiEenj6ahEYXoAD3kq8NWMxRLLjSEppxJGgTKxa7wpbURhS1V3YbUPQez52eqL7OVj7aq0e5ck1KFu1Fa0P3o667Q4oTm1n9aYHO4Zvn/h5xWU8uIzpmXkyugZHgrIReqIQu2yO4K0ZC3HAS4HFy12wfPU+LFt1AMdPVRu8KKaRezNdV+p/Wlo32g5FoOXFF5A581u0RlBtydGVgePQa9a6Hh/cABJgll4rG6jJPcLMPwS5tedqkZWZDQLco/5H4eTohA3rN7DY2vfefY+5D1MNWcpMfNWVV+Gyyy5jrsfkckxZje+75z48/tjjLNETJZF65613MPPjmSzB1MIFC7Fh3QZW99jd1R2BAYGIiY5lruPkSlxTXcNKCFE5ISoh1dzcjLa2NhYHTPHAZJ1lyZx0PWZ+JfjwplICZgi9o7cukaU3XtmK1Zu88cnX2/DF3N346VcHBEWUISW9GyLHU9hC0EvxvWQJpJheU+g1Wl8nWtEkC2Wviy5ZIIzQ23Q8A62fzkbDPTehcc4nyIsrQVqGkPhocOVvPPobl9SKjVuP4POvd+PL7/bg0y+34YCXEpqMLoSeKMbS1XtZgjCCOkV6N2SsTm8SpgJ6hRcFtCaLSEXSOehXrkHtfbeh+8VncS44FVlpOvbCQIDR8ZDRxdowPU9Y5Fn8uFCOT77egc++3oaFS+U4fqoMSk0LbMTB+GruVsicopCq6cQeu6Pw9FGxMlEXa3+if0vT6NAWkYGKWZ+i8+6rUTVvIepiypA+QObzie4Lb39i73VzkS95Jxw8nInvfrDD19/vwZwvNmPD1kPwP5aNb+ZZwy8wB2s3esPdI5VZe+n/w3Sy9JIHSq6qGfU7Jei6/3qUP/M4dPsDkZXWNaqXdBx6p1IV4+eeCgkY3JttzDKml7Imk8W0pLgEaWlpLK7VycEJC+cvxGuvvoZ7776XZTH+0x8vY9baP/z+j7jyij8z9+Rbb7kNd999Dx595FE8+8yzeOs/b+GH73/Axg0bmRWYYniptA4lqqo6W8USV1GNXGaZ7exkAEsxscy1WNfDXKen4vryc3IJ9JcAh16jxZL+4ZMyR/ARr2xD2KlyljE3IaWdxSYSDG+3Oobl6zxwWtnO9iXo3WETAp/AXPb3pFh5jf0k8BWsvdR3cr9rORyFrpeeQfttV+Dsqy+jzD8e+ZrOUSlAI1VsSSFMULbjWHgZjgQVIOp0HVQZPTgeVYFFy5xgJQrBaWUzlGl6JGu7IXGJmzJLL8Eue1GgBTRpelRGFaJr5kfouPM6ND98NyrlPijXtLG5YAqjI5XJ6PfXIzqxEUERJQg5XoIEZSNSNB2ISahFXOI5WNkHYNXa/VCktLOYXs8ptPQKcz5D3YUuzwgUv/A8Ou64EkVv/AcdAcnIVXcPnFinn6fA6GXFAY/LbnRzgHl8aHpwIqoa/kF5CDtRhuTUNoSeKMWipc6ISajH9j3H4OyWNC2hl3IRnI0vR/mPv6L7jivQ9OBt6Ni8G9nqVmYFHum84NDbXz3if5u7BMwJesllmSyoLGtyWgZOnjgJB7kDFi1YBIqZfezRx3DrzbeyOrPXXHUNc0e+7dbbcP999+OvT/wVL/3zJcz6eBYW/LKAxe26OO9lGYxVqWoU5heCZFVTbSixQ+chwCXLrEW4hZv7jWBB4+PQO5DyzTJjUgZfg0WXLLve/nmYt0CO736SwDewaMqhlxQUAdxIecvU6FAuOoTmpx9G99MPovjll1AuPoTyFMriPDqlcFTHpQMqyiScbqhtLHGMwQez1mHJale47E+GQtODZK0O0r3xcPVMRgolsprM/hndAkl+tGSm6VDkn4TKl15E15MPoO7ZJ5G9fAfqFbVTCL2Gly8kQzW5f2u7oFB1QuIQjcUrXDH/VyncDiQjVd2JndZ+8DicOmWWXiGhToaqE3W7nHHmuWfR+uR9yP3739Es9UahqoPN08m+xvx8k3jPT/L9O17Xlp6bZC1VU+b7TECTYfhOLs9bdgQgNqEREocYHDycYUzUNr0svekaHRpDtEifMRMdj9+N1icfxJm5vyA7sXpUYQUcei1I8+NDZRK41KGXoLOluRWUxInclo/4HsHqVatZiR4q93PbLbcxay4lkKJMyZQNmeJu//b03/DpJ58yuPU84ImY6BgWT1tSUgKqH1tTU8OstxRPS4mf+IdLwFwkYEbQ22PM3jx692ZTZUpQ5mkbWfuSVF2ITmhEdGITklTdDDKSCTpsJ9/Sy4DNGNNL/SMrb3FCK1K27sO5hcvQvHodKpZtwJkNUpxNqJ4UqOx1udaCZT6m7Mfkgh2vbMfxU1UIiyxncdFk6VWkGdybGfSOMv7M9FqN9Lupa3ixSgeN00kU/rgUHStXo37VamgXbERNZDGUkxjTO9gYyIJOSjldYyoLFRFZicjYamNZFUP25qm09NK9QX1XKdqgWitC84r1aF++ClW/LEP+NhdkpraPyuo0mDz4dg6z4zUHGPCavDykv2kht+fTiW1QafVIUHRAqdYZEllNs5jeDFUXzrmfRNb3S9G0bBXa12xC0sJNyAwvQNYowgo49JqLWsfHMVwJXIrQS27DTU1NqCivYDVkXfe64tdFvzLQfeyRx3DLzbfiqj9fZYDcq6/FHbffieefe54lk9q1Yxf8fPygSFagIK+AtdFQ34Cuzi5usR3upOH7XdISMCPoFRJZjR/09ipXBJhkwaS6rcb6iLROVlOd1DD4BOQzxV9w9ew9bgItIMw1z9g+KWpZyZ1QH1ajjlyaRYfQHpiMIq8EZCU0TAr00pgJfIWFgSVZUsh6QnVajQsrT5Sug4NbgsHSOwXQK/SR+pyl6oEqIAdVAUqUOPmhw/8Uir3ikB1dNakxvYPNGVJEKe6Y1gTAZI2iNWVtVaV1Y6fNURz01U6ZpVe4HxQKmn9KtAUlokHkhg6/aKQfTkJqyuS41w8mP76dQ/Jgc4CeoWwRvD+M9xl7thp/o3tNWOgenE4xvRq1DgWB6WjyO41zDt6oPRyJbN9EqE6WIY3Vkx/Ztadx85JFl7Q+xzs/QglcKtBL1layutaeq0NqigpOjs6YN3ceXnn5FTz84MO4+cabceXlV4KyKN9w/Q0sezKVE9q0YRM8PTwRE2Ww5FIZIsqKzF2SRzhR+O5mIwEzgl6q05uH6NPjA72DKUrCdlKAGPTaRMAnwODuPJnQK/TDdK1V65AWW4UYSRiq485CqyIrhZ7VdDTdbyq/EySlpPXAwVWAXoMb9GT3SbBM0wsDraYH6cpWRLlHozI8EzmqdqSoyb3dqPBO4MuLsY1bhx02AfD0SZsy6KX+G64p1Q7tQUFsGc5IvFASVwxVerfhhcsoyqeMTS4jU/b5ubi8hjsHphP00v8grboTVYpzyN8bClVwOtJVzdCoO5nFerhjov3YSzUtcCxYBysrBXp4AlWzUfL4QAaXwHSHXoJdymxMyaiO+gdg2dLlrC7uQw88hGuuvga//c3vQAmoKNsy1bylDMoExBHhESw5F1mDCXJ5PdrB5wD/xbIkwKF3lEDTH3rpb1OX6JEoHOO1b3oaoCHolYahKu4sNFrdlPdpoLERHAnQqxyFG95AbY50mwC9dN3StGDQG03QG5aBbE1nb0Zs+n2kbU/e/kbo9U1jlvTJO++FMmHgmw7kx1agVOyNopgyFttNLxVGUzN0KsfCz33h9eUyMchkukGvRguUKRqQtTcMipAcaDTdzBV7pM8t2p9yRHDotSwF0NJHOx2hl0CX3I3ra+uRokyBs5MzfvzhJ7z04su47dbbmTWX4nPv+cs9eOP1NxnoSiUyhIaEIiszC00NTSzBFI/FtfTZzcc/kAQ49I4SakhJMLX0nrd2TZ3CyKA3pgpx0nDUxFZBq9Uz9z0GHqMc53gruyQnA/QmsuzN9H28zzGc9gToJdmQ3DKUrYh2j0JlWDqy1IbkSyxR2DSR28BjEiy92imHXupfaiZQEFuBMpEXCqLPMEt5qsbgQjpw/6fuXuH94bIfzRyYTtBL/adnFEFv9t4wKENyodEY69SP0LuCQ+9A6hHfZu4SmG7QS6B6ruYcok5FwWq3FebMmoNHHn4El/3pcvzf//4frrv2erzw/Av46cefIRVLcfL4SRQVFqG9rR16bs419+nKxzcOEuDQO0qomY7Qm6EF0mLO4rQkHDXRVUjX6EGWAFKMRqPgTcQxJDcD9CZNO+iNco9CRWj6eUuvMcZvIuQwLm2mE/QGMvdmipkelzZHeT+wc5OlN6YU5aKDKIwpQQrFH3PonfrrMpZryo/tc/2mI/SWKxqR6xKKlOAcUL1s9rwf4TOfQ+84aFO8iUtOAtMFeqmm7pmSUoQEh2Dzxs1497/v4q4772L1c6+4/Arcd899+O87/8X6tevh53sEudm5aGluQY+OZ1a+5CYd7/CUSoBDr1Gpo3/6vYlNhAQnF1mThXC6WXoz0vRIi6lAjCQcVdHVyND0MAWIxjblQGQiZ3JpdnCdftB7yj0a5aEZyDO6N5M1mM2LaSS/vtfRCL2+UxvTK/RJaYResvQWxhQjJYPKLXFLryAfvp4+z6HRXovpBr10f5Urm5HjEo6U4CykaXXsnhtpSAGH3inVw/jJp0gCUw29BLvlpeU4Hn4cGzdswmuvvoabbrwJl/3xMtx0w0145m/P4MsvvoSttS3iYuNQU12Dzs4u9Oh6eDKqKZoz/LSXtgQsCnqHgj9BQR/WmkEvZc89zhJZTQv3ZiptE3sWJ6UnUB57DlTHUT3NrJV0Dc5behXs+2gV0LEcJ1xjkg+5N6cr23DSPQ7FYdnI1XSxRDCUgXos55joY5Vp3dhhEwTPaQK9inQ9smPLUSj2R15MGZQZ+t7M0xMtC97+9J6r5nJ9ElM7sMvuGLz8M6c0eVyvPLVAibIV6XsjoSBLr7bbAL2jeHbRM5FienfzRFaXtlbHez9sCUwV9Pb09OBcTS1iY2Kxc/tOBrvXXn0tfvfb3+G6a6/D355+Bt/PnYcD+w6wON3WllbQMfzDJcAlMDYJmCX0kkJAVjpaBOWAWezG0epE7SWrBegtPJ/B1uScwrkna62lMcfWIMIlDsWn65gCNL3dm1Og1Op6rxGzTpBb3gQvpNyRCyDJRqMB0jQ9SFO0I/KQCrkRRchSGxRHgl7TOTTh13GgcV9kPhmgNxgePhTTa5IFe6B2xmvbRfqTnKFH+ukqZDgcR2ZcDRRU4muavXSZ8Gt4Efnwc59/Hl+qskhM7cRuuzB4++cMD3oHuu+GmiMDHSNs63cs1UPPU7ZB5ZGIxLBClryQ4uhHauml60H/03jJorEpVPzoS0sCkw29FHfb2NiIVGUq7O3s8fZb7+D2224HuTDffNMteOH5v2PB/AU44nsEBfkFaG5qBlmD+YdLgEtgfCRgOdBrBB2CHcHK1389EkVsOkKvhkrsKNoQG1SIbEU7S2RFlszpG9NL0GuSyGoQxW4k12VY+/abAyQjraoHCeFlyI6rRboxGcy0h14tuTeHwONwOktkRdnDBY+DYcmhnwI91mPIvZks5tmBuchUtBlKPvGY3vMvdcZZ3mO9Xvz4kUM4WXp324fC+2j28KB3Iq+5FqyWeKaqG5qwIiTH1UKVroeCttOzdITn5tA7PkoVb+XSkcBkQi9lZD5Tcgb+fv749pvvWPbly/50Ga695lo88fgT+PmnnxFwNADFRcWGMkM9PF730plJvKeXigTMH3qNlib6h84sfJTxcpCF7WMSxznU38mqLuyyPQ7fgEL2llxQMoY6bqJ+V1PJojQ9VMmtLJ5XAN6LgX5/8J/Qv42yTdHq4OSaBDePFKRoDdlGmUz6weik9MXYp7Q0QJ3UjuzULpDFXMXqCZ+P6Z2oazb6dsl1mDwNguFxWAN1BtWn1rN+j77NEYx3oGuVDmRo9ShUdiLL2BdhDk5Kn0Zw705pf4SXO8Z17zy/WP/7y/ti+9Jv/fcfzt9DtWn6+2Dtme7T//tAx/Tfx/TvgfYfapvp8UN9H6ytQY6j53tCShv22AfD2z+DQe9UzyM1u+eArORWqFVdBhAnD4tBxmC6nf2/IhmY7MstvZeK6sb7OR4SmAzopYzMDfUNiIs9jXVr1+G5Z59joHv5ZVfg/vvux9dffo3D3odRVFDEYXc8Lipvg0vgIhIwS+ilf+JkdaKFvmsyaa2HUk2xmjqo03vGZVGkdkDmFIfAkCL8f/bOArqOauvjFC+lLQWKlVLc9eHykId9D4q7lj6K01KgheJ190LdY417Ne52NUnd3b3x5P+t/547yU16k94kN8lNcrLWWTMZObLPmbn7N3uffQwWusQycA+DR5XClN00yZhdCou1WHNzyy6F2cr/3SOxLibKyVwA70Um+PpbYLIUwGwthtnK+ceNU0+zXd9QXkxWaymyzaVi5bVQbk6nMpizq6ba3O/EtSeN1xKYcopgsORh0tTl8A2ywLqyCOacYlhyS2HRr6+uDfp5Z7bV5VHNccqRAdSstvO1k6UTsqimXOf7q2nLqHgvlMHEDwN2Y9HZ/aZ+xzhbz5Z4XWrmEUydtQLBESthztF+T9hOh78pDsZqVZk4vM+Z5zKnVD5wZmeXIcdaipXZJdozJ/eWwZxTU9Lqa+Q67uZSWHMBwjN/KxX01qAtqVMtTgINDb15eXlYt2YdZs6YhddefU0iMne6oBO6XHElur/YHdP+mQaL2YJDBw+hpKSkxclXNUhJwN0k0HKh124+pjGnDPGph7A0ehOWx27A8ph1WBGrp/VYEbseUbHrEB27tpZpDTx94hAWYUR07BpEx62RbVTsGqyIWd3oKSpmNZiio1ciOno1oqLXIyp6LaJi1iAqZq22z/+bKkk9ViM6dhV8/RPgH5iEqJiVWopeJXUvryvr22CJ/aOl5bFrwMRyY6PXSuI++4/b6Oj1iI5eh+jotQ4Sj/N81cTjvJd92t8tEwAAIABJREFUYZ94zFE+NRxjHWJWOUgrER2bC+9F0QgNS0Vs3CpEx65GTOxaxMSsQ3RMNXnGrJPzvOZUSfJgPicl1qly0vptJaJjViI2mrJkW7Vxp8vaNdt1WMHnt1JaW96f9S+DeVXNn/+7ugzmtxYrotdiefQaW1qF5dGOkn5e2/IeLa3Gimi7JO8cjl1b3rXeauP+1O+umspwlEdN17Oujt6V7taG1fJ+XxGTA2/f5QiJSEVMPN9laxEdp/12RMWuReW0DlHy27IeUTFM6yTpY0l7ZrR3j/bOWYMVsWsdpuqewYpn2O49bytHL6/ylr93GxEVtwErYrcgNmEPzFYCsoJed1POVH0aXgINBb207nI+blJCEvp+1xd33H4HOnboCLoz/+uef+G3X35DQnwiDuw/oNbXbfhuViUoCZRLoMVCL+djcm5TpgVINxUhbOlaLPSJhof3Enh4R8LDK6JKCoenV1itkpd3OBZ6BMPLm/eFwtMrRJKHZwg8PIObJHl6BMPTMwieHiHw9AiDVhfWJ7TJkybfUHj7hGLBwkBJnl6UH+VG+empdv1Q236z76uFXiFg8vAKgbdXGLw9w+BZ3n+aDClHT49QB4nHq0u8N7hK4jFH+dR0zFE+wfDwCIa3dwi8PIPgRRlKCoOXp5aqK0c/X79tKLw8WXbl5OkVCE+vIHh7hkjy4pjzCoOH3bOhPyN123J8hMPTs0qS51YfO/Xdsv+r5M//ayxDe+6da5OD51BkpMmJsjo58VxF8pQxynqyrRVlV7x36vq88z491fT+qil//f6qWwftlncSr3NUVk1lVJeXflwv21G++rGa8ndcJ03WwfDw8oeHZyA85b3Fd5U2Pk5+x/L9qydeEyHJyzsC/O2QJPdyvGn9u9ArDAs9QyuSrd95vuKZDYWXV4j2zHMMcDxUGp/6/ydv+bu30Hux7XcwCn4BmUjPyAODXylLb7lepHZaiQQaAnqLi0qwdfNWzJ83H2+98RauulILVHXdtdfh448+hsdCT7H+FuQXthIpq2YqCbiPBFos9Orza7nNshQhfEkOvBeFwtc3EP5+egpCgH/NqeJa/R4HW38Hx8rLaNnnAvxqll9V+fq3Ylk5NZaa9bgJgL8fU0ON+SD4+wW7WWKd6tfeqs/Iqf6vbXm1fkbr0J5aleFXe5nVKn++0+vQBufl2tDjvH7jqaZ2+PkHYpF/EHz9guX30Mc3CulZx2GwaAEPuWTRGLVkkftoaKomDSoBV0NvQX4BzCYzhg0dhscefUzm7l7Q8QL8+7HHMWzocGSkZ8j8XkZxVn9KAkoCjS+BVgG9DPgTGmmBt08wCF2BTAHVpwD/AKhUNxk4lK1/oJKnGlMuGAMcR7X7yNI419ftWanuHePo3VTdte563NF7wF3r2prq5ecfAN+AQPj5B8FnUQh8fJcjw3iiEvSOVdDb+JqYKrFJJOAq6CXEHj1yDPFxCfi+7/cSoKrdee3QtUtXvPPWO/D08MS2rdsBxbpN0s+qUCUBXQKtBnpDIszw9A6qGXoVnLkATFwLAK1JIVVtPdXYaR3Qq8bBqcaBOl/XMVIJen1DZH5ypoJeXR9S21YmAVdB78EDBxEZESnuy926dpN1d++64y4B4KgVUTJ3t7S0tJVJVzVXScD9JNCqoNdLoJeWIrqPBSCASVnglAzcdQz4BVTySHBmrOoWNl7r7+ffwsa5gl5nxoC6Rr3XqxsDCnrdTwlTNWo6CdQXegmye3bvga+PL15/7XUwMnOH9h3w8EMPY+SIUci2ZIMuz8rC23R9rEpWErCXQKuB3tBIM7x8ghEYECQgUZ1SoI4rhdEdxoDAaxU3fGfrpbnHtsRxrqDX2TGgrlPvMUdjQEGvvfqj9lu7BOoDvaUlpdi0cRNmTJuBp//zNDh3t1PHTnju2ecxe9ZsbNm8FcVFxa1dxKr9SgJuJYFWBL0WBb3uatFU9ZJ55lRSuUi9j/cieHl6yzwgH28f+C7yleO03J7KO4HX+C3yg4+XD7w8vCQfby9vyUPur0bWfr7+8rWaZdWUmLdmQfav8brq8mD7JNgVy6tSFs85UtTZZp7j13TfRbxPS/6+BBvHIMxgPvp1+tZPrj95TjDzkWt8WIaf7PP+k+YD+wWCecg1Pn5Y5OMHyu1UfeKwTdX0g7pWwWpDjgGBXn/bnF5xb16Gqu7NKpCVW+loqjINKIG6Qq8A74ZNGD92PB68/0GB3Ssu74I3Xn9Dfh/37tkL5c7cgB2nslYSqKMEWh30BgRo7s0NqViovJXi6tQYsLnX0zLL6+fNnSdRH3t/2xs9Pu6B9997X7Zff/U1fu7/M0YMG4G5c+aVQ2cFxAbC39cfC+YvxLix4/DjDz/i056f4v33PsBHH36Er774Cr/+8ismTZwML08v8XQICggCEz0fCJR/T/4b/fv1R78ftfTjD/0knx++/wE/fP8j+tn+HzZkGBYu8JAv2b/9+hu08z/ItbyG6Ye+vMd2n57f9z9K/uPHjQchfMb0GfhlwC/48fsf5V6WN2rEKBDyWacK+QXK9SNHjJRrv+/7g2x/GfArpk2dJtCpyY8yrEizZ82RtRC1/PtJ2aNHjbHlX3EdgXX+vAXiitbvx34yB+uP3/7AnFlz7GBWu54fEUaNHC3yYPv++P1Paccin0V216qxX9F3ShbuJ4tA+PsHgVGcfXyD4e27tBL0hkeWYLQKZFVHdUrd1twkUBfoLSkuwYb1GzB0yFBw3i7X3r3umuvwxedfIiE+AUcOH1Fr7za3gaDq22ok0PqgV6K/KmXM/ZSx1tknQYFcXiUAUyZPwXvvvoebbrhJ5gSdc9Y5OPOMM3HO2eegXdt2svTBLTffgp9/GiDgJhZGm7WQFtC/p/yNnp/0xF133oWLLrwIbc9tK/fy/vbnd8Dll12Oxx79twAm1w/UrZMEzEU+vvjl51/AdQQ5J+nCCy6UL9cXdOwkLlt02+rYoSM6XXAhXnrxJcycMQsTxk/A/ffdL9df0OEC8FreK/d3ulA73rHiOPO48oor0evTXvBY4AFCLOvKPHkv6/x/z/8fpk+dXm71ljHqF4Cp/0yVc5d2vlRzIbugk0THHPTXIPkAQFdw+/FMiP/9t99x8003l9ev88Wdtfynzah0Le/z9vLBwD8H4l/33CvXX3vNdeCHB0bc5HlCNT8wjBk9Bo8+/Cgu7HQRrup6FT7+qAfmzp6rzZtWltuT5GrfJ2rfXd5vDOaoBXT08Q2yQW9eefRmBb2tRvdTDQVQW+gtKy3D2jXr8NefA3H7rbfL7+K111wrv6vGLCPy8/KVXJUElATcWAIKepWyqpTVJhoDhClC78L5C/HB+x8I2J5x+hm47JLLcO+/7sXj/34cTzz+hOxfc/U1uOzSy9Cndx/4LtLcgHUYIzC/+MKLuLDTheD9BNQ7br9D7n30kUdx3bXX49xzzsXZZ52Nbld1E/DknCOCCMtnfrQkX3zRxTjttNMElq/sciVY5tVXXa2lblfj6m7X4M033hQr76SJk/DUk0+BP/g8zsSolW3PaYvT25wh9bik8yVSXjfm0e1q3HbrbaDV2mOhp0DvNVdfizannY7T25yONqe1Qdcru+LXAb9ikfei8jHJ/QE/D5C8mS+vY+pyRRf8+cef5fBuD1W6PNu1ayf1OK/teWjTpg1Yj7/++Ess25VBOVDg9ZMenwh8n33m2bjz9jsxaOAgcalm3rNmzhbXtfbt2oscH3vkMYwdM7Zchvblq313ATxVj5PHooJeN9bHVNUaWQK1gV66NG/ftl1+d2668Wb5sMzfyP79fkJuTi6Ki9X83UbuPlWckkCtJaCgt4mA52RlRClorU0mOvROnjQF/7rnXxooXnyJWGwnTZgkFtWZM2aKFXjwoMH49utvMXzYcLH0iqz8ArBwwUJxgabF9Iw2Z+DiCy/GO2+/K0A2Y/pMcQH+4/c/8MS/n5AfaUIxQXXATwMELunizLm1P/+kQS/BknOTPuv1GVjmkMFDJHGfEDhm9Fgpk9ZiWmsHDRyMwYOGYMigIej7XV8B7DPPOAvnn3c+Xn/tDQz8a6C4gQ22XTdl0hR4e3pjxPARuFagt41ALy3bBPOXX3oZdE3WoXTunLl49ZXXpO6EdtafkEyrMaFXd/HWA39RLizjgfseKAfvB+5/EARfrptIazplprlCVzxznKs8ZfLfeObpZ6QerMuzzzwrVmbPhZ7yJb/LFVfizNPPFPkRzummXTWf1jaGVXsrxlDzkIWC3lprSeqGFisBZ6G3pKQE69auk98cWnjp0szfUXpe5WYr4G2xA0Q1rMVJQEGvgt5yq1rzUNqam5JZfX21uauBAo90LSbM3XLTLRg9crTMVaUVVoI+ydJD/jIfd8H8BTJ/l5BHN15C6O233S7AS5fm/3vu/zD176kCsoRqJs455fwj/lgTagl0//2//2LWjFlynvnQmkoXYFpRL7/sCnBeK2G4fEz4BcgcYEKeHshKB05ew3pOGDdB3I4JpoTMzz79TFyEOd9YuydA6k7AJDBzHtRpp7URy/RDDzwkrsWUw7Chw+R6unCPHD4Sd9x2h7ho33/fA7j0kkvFaksApdVWr4MOyWzrT/1/QueLLxHo5ceEr778CldcfoX8f/+992PypMnl95W3z58BqnwF7G++8Wa59qJOF+Hzzz7HkMFDyz9K0FWcc605/5ou4pSvfR5qv/rxrmTjDrJR0NvitDjVoDpLwBnoZUAqRmnmB9wbr78R7c9vL79d/M3MtmaDc3zVn5KAkkDzkICCXgW9SmlvojFAKyuhjZB74w03CvQSPD/5+BMByDmz5wroEhJ1YNBBlv8z6BODRtHKS1ilOzEDSRH89AjJ+tzdBfMW4I3X30Tbc8+Tcm668SYMHzZC4Locei/qjNNPO11ch/mDzmBOhDsGemKQLFp3Oc9Vh2HWhWDOxH3O82U7aHEmgHOOscdCD7HayrW2IHJ0pybMcu4s601X6t7f9JagIFQoPnjvA7mP9376v09ljvGtt9yKb7/5VubpiqW3y5X4609CrwYSOvSyjq+9+hroonzeuefh3XfelSBV99x9j7SbVmxCsQSfkn6vDK10jf78sy9wycWXyPVsD93MCfG0NHNeNK3wvF+sywp6y8emPkbV1h3gtro6KOhtHqqZqmVjSOBU0FtWVoatW7aKRxNjRPA35fprr5ePxATeosKixqimKkNJQEnARRJQ0NtEwKMUw+qUstZznCDIcTB92nRxq9Xmw54uFk9abxnYiVGc6XrMqMfz584XSynvIXARCj98/0OcdeZZAo/XX3e9uDVrllVaX/0FRlkOIY3QyCBMnEd76SWXyVwkBrEixIql9yLN0tuhfQcBve4vdJe5wvr21VdeLZ/nyjx16NPbwTrySzityVQO/tfzf+XBoPTxTkgVS+/wkdDm9HJ+ruaq/Nabb4FzZu++626MHT0WE8dPxH333i+uZDxH6/OtN99aYen9c2A59Or5jxk1BpxvRZjmHGEGtCK4E4QJ4ueefa7MzSUca9GrK0MvZcfAWS/89wUNdM88WyzjDCp2w/U3SERobc5x5fv08tW29Ty/zbOvFfS6SHdS2bQACdQEvQTe3bt2y+8B41Hwgyxdmhn00WK2okitwdsCRoBqQmuTgIJeBb3KUtNEY0DAMSBQrLlc/uahBx9Ch/M7iKWULsK0LNLCSOsvIx1z+aHJEyeXW1oJvW++8Za44opr9M23yrJEtNxq7sQV0EvQZMCNSzpfKlDKPDkHlzCszenV3Zu1oFJnnXGW5Mt6cB4rt4yyzEBUYuXUodcucjKXSyL06u7NtNJyiSR7OGC9WD+6NzMICOG0y+VdZN4w5x4z4BUDan315ddSFq3YvI7LI9HtmRGsGZRK3JsrQW+guCfTYtyhfUepw2OPPoZ//v5HZMHlmMR9u00b3HnHXRg3dny5jHRrMevJPqE8OF+Y7te0WvMjAV3CuQYjA1rp/WbfLrWvYLd5jAEFva1NyVPtrV4C1UEvgXff3n0StJHBIBkPglNvuKwd5/Aql+bqZarO1FECZUBpaVkdb1a3OSsBBb1NBDzNQ0FSimxD95NYSf0CxCI6etRoMIIw3WnpSnXxRZ3LrYwEScIgLZbTp80QCyddcRlN+QxCaZszQBdgrsWruzRr4KvNtyWocv1eznUlxOnQy3msTBXRm9sIaDN68SMPPSJL9HD7yMOP4Omnnsbvv/4uAbBYb1pK7eUj0Ev3Ztuc3uqh178cesWd+vIuGD50uFi8ad2mlZjA+uADD8o+A0rRGk5Qrg562dZZM2dJ8Cl+LGCgkZ49esqawqwro03fe8+94rLMubp9v/telmrS3aLt28GPCV9/+bW4i/NjAsGceT75xJOSD6+VflPvjkr9by9Dte+u704Fvc4qR+q6li8BR9DLZYn279sv7zauUMBl+Dgt5vu+38NKC69yaW75A6MJWliYXyhzx9esXoNjR441QQ1aR5EKepXiqhTXJhwDhCc90bWWgaroXst5vgTRt998W+bJ0oWZFterunbDn7//KX1GKyrdn+mySzCjlZRgaA9lWrAsbf7vV198JfNjee0Vl10h+dPqag+9PMc1fb/v+4NEfp4xfQZmTLOl6TNkXi/rqUFNZRdfZ6GX9+uWXkIvg0wxKrWXp7fMt+XSTFzXl67OXL7puz59JVIyIz7zY4DM6WUgKztLL6Ge0aVpnaUrMtfR/eH7HwRSuYYx3aVfeekVWY6JspRAXjNnl38gEPj104JZsS4MnsVyCM9cH5ggzyWhON9agon56TJwV7hR9VLg7WgMKOhtHaqdaqUzEnAEvUcPH0VkRCTeeuMtCbLI4Ikfffgx0tPSUVig5vA6I1d1Te0lUJBXgNSUVEyfOh1LFy/F0SNHa5+JuuOUElDQ24TAo5QyR0pZ6zvGgFTiMuyvzZPVojbTDdgfXC6Hrrldu3QVsKW1l1+c9UBVP/X7SSzCBLSLLrwIvb/tLUsCacGlKiyxnA/8ysuvCvQRNGkVHjVilEBfVejlckCcC0sgrjpGHVlG9WvGjx1fKZBVdZbe6qCXLtiMPP34Y4/LPGXCK12+J06YJC7HhFHO162AXlsgK78AAdEeH/UA5yNLROj2HcHgVffde59EXv7XPfdKZGkCL63idFVjVGaWqbs3s73Tpk6Xeczt2rbD2Wedg/889R8JyMUgYSyXyyxRNlyuSL9Pb7/atr5nt/n1uYLeU2pF6oJWI4Gq0FuQX4D42HgJpsj17i+84EK89857SEpIQv6J/FYjF9XQxpcAXer37tkrSypyKcgVy1fg2FFl8XV1TyjoVdB7Etg0P0WueSrbunWR69JOnDARc+fME7jTj+sW4BHDRuDGG24S6CXY0k1Zc2HWIiZzWZ7TTz9dXHCfePwJCQClWWM1SywtqIx0TNdgghsDOr343xdlySL2dbXQaxc1mtexXjW59erQy0BWLKM66JWliGxzenVL77ChwwWyPT28ZJmgbld1Q9crr8KnPT+VHwHCKeVQCXplySLNfZtr8z704MMCy7TKEn5pLeZWT/z/3HM1qzjnaOlWW8qSAMv1e+nWTEszreo3XHcDfvv1d1knmesHn9e2nXw0IAjTekyX6prkoZ6j5vlctux+U9DraiVK5dd8JWAPvcVFxTAajPj2629lBYOO7Tvihf++iKVLluLE8RPNt5Gq5s1GAnSt37Jpi6yWwWUmly1dpsDXxb2noFdBr4LeJhwDhCYugfNS95fwysuvyJJDXHuXc1AJVnRzfuvNt9GpYycB1uuuvV6CPmmg5i8RnHt92kvmn9KCSRdcRh4e+NcggTXmQzffB+5/EOee0xZnnnkmbrv1dgkMResyLcLc/tT/Z3TmkkVttCWLGCmZoOksABAAJXoz4bxNG5mL3Ot/vRwHsiLA2qI3S3mXd5F1hMXq6usvwafo2s2o1VxTl5ZwBpfSoFfLn8scMdgU68f681q6ZRN4ee69d9+X6NGMIN3zk//JPuvzzNPPiNs0rcgPP/SwyJl1Zx50j5Y1j884Q6zmtBzPnT1Xzo0aOVosx2edebac43JMdHOWDwF2wbyclZe6TgFx04wBBb0u1qFUds1YArt27gKn5RB2N27YhF8H/Ap6OjFSMwNY8SPs4UOHm3ELVdWbmwS4LvTOHTsxZ/YcDB44GNEronH82HFAxbhySVcq6G1C4GkapUcpm+4id863JTQxkjBdcWkdZZAlzku9+867cc/d/5I1Ac8/v73AKANqcOmemTNmCuzRYkoLJYM88fjll14ORl3m0ke0kjJwE6M+c04S3XoZgZjW3u/6fCdfEll+cGCwAKVEN7YtWUR4rM69uTrZERzHjhknLsSE3nPOOVcsvd6e3pXAmddJ9GZZp/danHbaafJVna7LPEd5yDzjRb4Cm7RCc11fAjGDXXHdXObP9v35x19ynEsSMbIyg02xnQw+MvWfaeIaznWF6SLOxLqwXVdfdbXIk0saEZYJ1YTr5559TlvW6Jy2eO6Z5+SjA8vmBwa6M3//3fcC1LSq0z2ayzxxXrWy9qp3SnXPhfsdV9DrEs1JZdIiJEDoHTN6DMLDIsBAklyaiGvZc1rNP1P+kSWL6Haq/pQEGlMCtPhyfeh5c+YJ+NLiq+b4uqYHFPQq6K0EJe6npLVchZqAR6CaNnUaPvzgQ5l7ymBUdGGmS+757drLF2f+f/ONNwvYTRg/wWaBrQgiRSBkHlxO6KEHHrJ9qe4gFk1+seb9XPbnmaefxa+//CrBqATU/DTZ8n668fIHn1+5777rHrEU87iz40Ggd/RYPPrIY7I+Lsv7+qtvBDbt8+B1Pt6LMHLEKNx/3wMCvAR+/s9zvJau2YR5kQ//t4Ey5yDz6zstuff+614MHTxUIklPnjQFT//naQmIRZfkb776RiCVebGd9vObKafnn3seV17ZFVzXmJZgBg6jyzjroedNd3Bal1kXHXwZ1ItLRNH1mu17/bU3MGWyzc1ZWXudHiv240HtN/b7TUGva1QnlUtLkADX4aVXE72AHrjvAfndZbwLfmDdvGmzWkKmJXRyM20DwXfTxk2YM2uOjEfO8c3PU/PK69udCnoV9CpltYnHAF1r586ZK/N6GZH42296y3I7H3/UQ6ylXE938KDBYuEliGmgQOi1ga9fgFhHuYQRofiXAb/IvNgeH38i81a/+vIrsXAySBTLIgQyMR8CJRMDONEKOuCnAeL6rC2L5HyEYuYxe9ZscREe8PMvYkGdMH4ifLx8Ko0vAdhFftKW33/7Q8rjGsW0XtPCq1lNtbZxX48+zXPMf+BfA8XCStdmAiznK8+YPrP8ONugr83L9nFZJWkvl1fyC5D6jBk1Br/+8pu4sjEitB4tm/fSvW3I4CGg9VirS4A2f9pPc6Nm3ly2iVZe1oX36n2iAls1NsCp8mr/0aBxoJfWMbrpqaRk4I5jgEDBem3bug1ffvElru52jUTq56oG33z9DUxGEzjH1x3rrurUep4prgfNOb7i6jxosJrjW1/iBaCgt4mBp/ZKi1L0WqLMdAgl3BFM6U7L+UR0n6X7LY+XQ241Y5bQpd3vKzAorr0enmINJWxqEGlbIsk/ULOs+mlgSDdiWmAJcFJeLay8en/oZXPLfJi0gFonj1m2UZ+rW9E+23W2wFKsM/OmxVdrm+YabZ+/lGmrt+4GzTJ1K7F9m5mX5hKuWZL1+i7yZl0WSUAvWrdZrlh3bZZiycMmL2mXuFxrbtesu8hW/wBRTd/oMlLbk8eCkkljyqThoZdK+YF9B8RKsWH9BjCtX7e+Utqwjsc3YqNdkmt5XCUlA7sxsH4dx0/dksOxtH6DjLuc7Bz5rX3y8SdlbfrzzztfvKH4Adpsssi45RitXdLGuz7uHW3t2+LovDp2ahm2fBlx3GlyWLdmnQRT4wd5es+tWLYCjDKu/uomAQW9SkmtZIlTCmhjKqAVZWnQq7k707rJ/zXYqwA/Wiqd6R/ep8MeLZ28R4dAe2skYc0e2HhOP2Z/nTNlShm2NYcJ53p50o6ACldsycsGtVq+2jnWV7/Wvmxpi7QnSNrE9nAeMpN+jnIh6ArQyhrCVcqze8alHNtcar2OgXJek70Ac4AG2fZt4n1SDvtA7wd9y/vt9+3K09roXL+pa5WcGn4M8H1A8A2Aj28QvH2XItOYB4MFMFmB8MgSjB6bidLSuikUvOvE8TwJDMS28KOdx0IPSfwIx/85t95h8vKWj3384KeSkoE+RjhmvPgBuC6JY83BeKLljDEhuF5754s7yzzee+66R5YDJPRyzOrjVcpnHZxJ9nWsZpxXakdNz0M19+tyUdtq3iMtQG7aWLONXU9vmZLGgKRP/PsJDBk0BAcPHKz7C7qV39lKoLcEoZFWePkEw9/2g88ffX9ab+R/TREI9AtC1aQpCPrXcfutvWKt3a8pLISUpkv+/v5wlJqyTg1fdkMry+xrvY/tt/ZjoGodHN1Tw/WE0wBtfHGr7QfCj2AqY1UDUo4xDdKqllfD/zaYrUmhFousk+DG8gM559Y+EfQIhgRGvb62Y/b/c59t8mOdqlxHWLY/Zr+v5y3tL4frGtpsA0/7ugb5B4LJ/pjs22TK/drAqwbnNfSprQ41yd2Zc5Xqay/zavadybOxr1FtOPVYbZw+0T5I8dla5BsIH98lyDKeEOg1ZANhi+sPvbRCrFq5StaZjIyIRERYREUKj0BkeOTJKSISvPakFB6JCAdJv25xxGKo1DxloPcht476+ORjduPIfkzVtH/S2IlAUGCwrBbw4AMPikszl6975OFHwGCKIcEhYlVbHLkY4aHhCAsJk21EeASYpM7Ms6YyT3XO7hk4VT4OnxVHz486dvI7pRnLhOMiPCzc9lxEYMG8BRKrpPuL3TFn9lwV1Koe4N7KoDcEfv7B8GOE2PIUJMf8/YNPAl7i0P1BAAAgAElEQVQCcM3Qq7lR6qCsuZ86D7yO4LShjjU8eDrfbtfXhQol4eNUqa6KJ/O1h119vybg0a+punVcB3588XOYOFYDJFFRJTwEEXZcBFR1UbQJu6xD1cS87EG1qfdZn0pgXg0k2l/TEtrAsdHUsrcvX/qhtn3RCttAOTV0ko8PUo4/fAm9ixYL9GZZgKxsIHRxCUaNq5+ll/oI50My6EpeXl6DJpahUvOUQUOPDUf5Hzt6XD7I0FW0W9duOPOMs9Dl8i6yNCDdSbkerz6e8k7Yxu6JvPJjdRnTen612ep11+/R/1fbhn2fuJt8OR53bNshXm4MQjpj2gzs2L4TnJOu/uomgVYEvdnw8gmDn3+oHVzoQKFZ02qrcFRV/msDIlQKdZhx1VZXNGvbjuZ/fVWwrOn/2iiWnEd7qgjGhH39On3LY9WV4/h6Z8YDr+EYc2forb7d1cnD+eP6+Hb2eeH1ta2PM/3gbPmuuE61wfXvybr0iz72ajOe9HucLa8ufV2b+thfy7Iq3JtPIMvqWuitmzqi7lISaDgJMLgaozXPnzdfliTSVzbgSgAxUTEoLanw6ec+l4jZu3uvbBVkNFy/qJyrl8Chg4exfNkKCZpJt/tDBw8p4K1eXE6daR3QaylB2OJV8Fm0DH7+i+HrT/jVATgUfgG0/tL1uXYpgO7QtBAHBIP7/n50z6xwmdZcp4MR4H9yYlma1dn5rX9AMKpLev0DWBde56BMx/WwudQ6eb2jPJw+Zqsbrw8MCCmvp+5i7nh7suxOLi8EAf6hTiReV0N+lWRHcNbcdcXV2CbTymOEstP7vOq2urFU9bpA+AcEwjcgCL4BwTUmjtPyfpX9Cnd7vV2V61ddHao7XpGf477QxwojIdsS+9JOpnr5rqnPyfWUZ5XPq5OpXF52ddTr5mjL58vZvBvrulq3ge8WN2tHS22D3i7tedHe/eXjis9o1X6Q9769V0flviq/18nxWt31rJfjFAJ/v1D4+4fCxzccvv7RyDAq6HVKW1IXNWsJ7N+3X1ZJeOThR3FBxwtkrfUP3vsAvT7tBYPBWN42WtcYYC0hLgFLlyxDSnKKBGUrKiwqv0btKAk0qATKgCOHj2Bx5BIM+msQ5s2dj+3bdqDqmtH8P+94nszxpVcA/y8pKcHxY8dx6MAhqDF7ci+1XOjll2tbyjAVI2LJBvj6JsDXNwrei5bAy2exJE/vCHh4hcHDK6TWydMrBF5eIfD2DoGHZxA8PJiC4eEZDJ7z9Aq1bbl/cvLyDgWTt3dYedKP1Wbr6R0KSbb6yL1eVfPW/q+UL+vnybqzHQ7O2+pX6Z56HNNlwPwqZKTLibJynPTy7eVUeT8c3t7OpAo5V77fdtwnDN4+YdInXt6sV5D060LPICz0CsFC79AqKRgLvYPh4TCFwoPtPCk5vn6hTwgW+ITWmFg+89PlwbGny8xbxlEovHxC4VmL5MGxW8uk96Ojrf4c6ef0/6vd1rLshd7sByeTg2dOr1d1W9bT6fydrUcN1508Pk4eM3y2y/vciX1e70y+jXlNS2sDnzdtDOnvetv73dO2tf2eyHuDY4r/y1h31Dc8HyypunFZ2+PVjWMvr3D4eC2Bj88S+CxajqCQVKRmHkeGWVl6T1aP1JGWIgGCbGhIKF584UV0OL8Dul55FXp/2xtLIpfIXF6LySJN5RIxmRmZmD93viwPs27tOkStiML0adMlgnRV6Ggp8lHtcB8JcIwdPkQL73IMHTxUgqrt2rnrJAsvvRH4IcdkNCM6KkY+zmzetAW8NiM9Q+adZ2VmoSBPRXq2792WC73ZgNGWzDlAasZxJCZsQ2LiViQmb0eCpJ1ITN6FxGRtm5C0C/FJO51KiUm7kJq6F8uXr0NwsBHJyduRkrobyal7kZyyB0kpe5CYvFtLSbvA6+1TQvIuJKTsRkJylcRj1aT45N2IT95VbWJ5yUxJtq3+f/JuJLGcpF0nJR7nfY7OufoYZc08KR9u+T/LT0qpOZXLUZfnSVvK2tlk65OT8tiNhMSd0m8VfafVkXKPS95zckrZg7iUXYhN3oVYbm0pTsbUHiQmVUlSRy1PbdxV7Mcn70HldHJfc8yIzCi7xF1I4hhM2YuUlN1ISdklKSllFxJTnU8JKRxPO51OCfKs8HmpPiUl7QSvY+I+6+ko8XmQ54DjwslU0/h3dE5kVuXZs38Oq+7zekf5NNQxjpW4pIrEcqo+/4kp1Y9Zh89GNe+Pqvk25v8tqQ18X6Wk7tXeYRzb8n61e9/bvVv4ftff2+xrGUf6ezhRex9W9KH+PrB7tuT50Z8j57d89hw913wek/meS9qOhKRtSErdDctKwJijoNdeMVL7LUcCx44ek6BAr736Gi6+6GJccvEl+Pijj5GakoqNGzZh3JhxMJvMgM26xjXjR40cLfBAsODSRkMGD5U8mJf6UxJoSAkI8C5djoF/DhTgpUt+1Y8tXBZuz+49iImOAcGWH23GjhmL0aNGS7C16KhozJ41G3/8/ocsFdeQ9W1uebdo6GU0SoKvOZfLMZTBaC6CyVoMU3YpTNllkgjEllxbygH4v5n32JIlG2CyVk05gDWnBFOnR+Hr3uORmn4A2StLYWVezFPPy7avH9O3LMdUQ2Kd7VNN1/Icr2XZudlATlY+1lhLkS11ZD21Nuht0dvGrV4fUzbQEEnkaZMF65eScQzLY3fCklMCS06Z1JnHWUc96XXSt/Z5uGJfz5dblpmTC6xkXQz5WGUpkv/tr2GZVAqdTdIfVcZRucztxkXVtjjqY/trpE7sJ0sRvHyMWLZiG7JZb0m2fq5hTDnKvy7HHD4PtrG0MrsE640nkJNdApOtX7OzAUeJz5S9nE+1T1nUtr728nN2v7Zl1Pd6/eMct/IMVmkn630q2difr4uc6tuGU93fotqQXYoMQx6M5mJkr9R+K+Tdat9P1fSlyEk/p//O2L0T7PtR35fnRL/Wfsv3l+3dtdqYj1xLMXJzIO993utovPO4NbsMFv4GWvl7WCTQa1DQ29x0N1VfJyRQWFAIAsC777yLiy68CBdecCFeevEliSzOQFU7t+/EmNFjYDKZZU4vo44P/GsQpkyegoICzUK2ZfMWjBo5ChMnTMSOHTucKFVdoiRQBwmUQeaP08I7ZPAQWTKLQaz4Mabq35HDR5GanAqT0YSDBw5h3959GDxoMN55+x0BZZPBhPFjx+Obr7+VwG1V72/N/7d46CX41ieJImoFzFbAYp+ygTTDUXz86SDccNsz8A8xwbqqDEYrYGCqZ7m1uV+UZh1sjcXIXLYd67IKBNypRBO4uAajfeI9LIP1lTo3YH3L67cKmDk/Fd/+OA0pWUdgzuHHh8r1a+i66G3WZUHZUKlcZSmFIXY3VqcdRrZNJlJv24eT2vSHK6+lPPS66h8lVsTtRPfX+uHn3+fCYC0s/3gj/dyA/ai366RnwfZ8UF4rDQVYt2wzcg15yOLHJvav/XNjt1/eLvs21rDfGGNDb6M7bSuNgRrko8tTf7abdRsa+R3qlKxsa9nGJx/EqHGLsTSKH+9sHyoc9EtdxqujvuYxRlbOrJJ4jLC6ylyC7OidMKYclXeXmfXke+sUH+rkQ4QtjywFva1ZD2yRbed8Rroqf9brc3S+qLMsT/T8c88jOCi4fMmXnTt3iYWMll5eHxsThz69+2Dq31PLoXf71u1iQevfrz/Wr1/fImWlGtX0EuBSb/Q+4AcWLlFUU5RmztdNiE+QwGy0Ah/YfwD9fuyHt998W+ah83y2NQeZ6Zk4fvR40zfOjWqgoNcJSKASqSuU3IoSn1OKsKWrcM9D3XFux674bfBMGHMLYMgua1TgFWXNNneZ9cpKOoQYLyPWJh+C2UzrNmC0KWtUnnSQo8IkSpMT7XdKITxFPiw301yAT78ciZvu+C/8Qyww5dDq3rTQK0qmGbBmFSA+ZBWyo7fCbCwGl/BwRbtdkUe5IkxAX1mGWfOTcEW3f+PxZ3ogIWUPLLll5R4KlKcryqwpD/tnwX6firM15SCsCxKRnbwPmTnaRyD7a+z37cejPi5r2tZUp5Z+ria5VD3nrrKoWs+a/nfHNshzmA14+Rrw4GMfYdLUpTBaS8rfr/Zjm/tsX13aUVUueh76O1vfynErsDorD1n+FqQt3w6rqRRms+2daucx4AiAFfS6kSamquJSCXDJrGxLNr7v+z2u7nY1zjn7XPznqf/Ax3sRDh86Um494/xHuoUK9BYUYfnS5fji8y/E0ksrMf8IvSOGj0Cfb/tg7Zq1Lq2nykxJQJcAx1tudi7iYuMcBq3Sr+OWH2jo9kxQJvRu3LARPT7uga+++Erc8en+TAuxijpuLzVtX0Gvk4qJKOg2C6AoNNZCjJzgh/adr0ebszri6Rd7Ii51t3xd15WUxt5a6cKdsBdRsxKwOekAsi1lAuhafTUFTFeY7LcNXk9RAMsQsWw97nv4dbTveAN+GzgbRmthuQuerjBSzg1dH1Fe7S0zZsCSmY9oHwNWLl+PHHMxDFy30vYxoaHr40z+UuccIMOUhz79puCMc7rh4ivuxqwFsbCsKi13+62rou1MHfRr7J8F+/3MXCA7cTdWTluMVUm7kJFbJl4PosTbnh376/X81Lbhx7yScf1lzLGbZcnHgD9moG37G/Dex78gJfMwjFa6Clf+MCrvXCd/W+z7pirwOvP/+qwTMCxIRnrkBuSYS8UjiR9A9TpV907QvTD4W0ArMreuWqf3ZFVDHVESaBwJUNEnBAz8ayCuvfpanHfuebj3nnsxY/oM7N27r9L8SELvuLHanF6CBOdIfvP1N2LpLYfebdsxcsRI/PhDPzCwlfpTEmgQCZRpMMsPNmUOXJqrlqnP8+X1jDT+ysuvyJg/eOBg1UvV/3YSUNBbW8XE9gU/IfUg3ni/H85ufyXObHsxul7/GKbPi4MxpwksvbY2ZFvLYE7YjdhpUdiZtA+5NuilskbFSldudDc5HXztla6G2jfllGDcpBBcdMltOP3Mznj6+Z6Ijt8p86lpcShX0Bobem3uzdmGAkQtTMPGZeuw2qJZbxpKFnXNl9aayKjNeOjJ93Fam84467yu+PSb4ci05lVyZaxr/vW9LyMHWJmwExunBGFt4g5krGxcb4L61l/dX38wbMkyNOWUITphG5567gOc1qYTrr/t3zKthTEh9PeX/VZ/7zorE8Kp/f3O7DPvzZknkDM3HlmR65Fr0aDX/t7qoJfHxTtIQa+dSqR2m7MECAAb1m/AyBGjcPttt6PtuW3xwH0PYML4CeDcXPu1eNnOXTt3l0Mv7zVkGTDg5wFi6c3PzxdRbNu6TSI8Dx0yFJs3b27O4lF1byESIPByaSJu8/LyMG/uPLz6yquYO2eeWH9p5eWyRTt37DppzLcQEdS5GQp6awu9tjmekSt2otc3Y/DBp7/itff74JMvR2LkhMVINxU3uKWyOiUqmwFKEnch7p9l2JOoQS+VH7FYVpkPpn/ZJ/hWl5+rjhPWUrKO4v0ef+Kcdt1w1rmXo9t1j2HGnARxzZV5cTbLRG0VxbrUkWXoSiHnwTIIDaE3en4Kti9bhzXmEjnPudmN+WHgVG3JspZgwj/LcM0tT6PT5Xfikm734rGneyB8+UYYckobvB9PVb/0XGBV4i5snuyHtYnbkbYKIAg3xhg7Vd3U+YZ/zlu6jPnhbvaCWFzW9U6cdnpHnNexG/r/Nh3m3GosvbX8gFcX6OWzRehdNScWBlp66e2je1WcIh6Bgt46603qRjeUACGA7sfDhw3HHbffgY4dOoqFd8K4CbLOblXgZRN220EvAWLXjl0YP248xo4Zh0MHD4t76Pq16/Fz/5/h5eGFA/sOuGHLVZVakwQKCwuxetVqRIRHiEfD3j178dcff4FrTi9ZvERcnxmkjc8CA13Rg0H9VUhAQW8doS/VUIS41IPwCTJg5ER/JGUeQVzKkSYFD0Kvlctg/L0YexP3aAoQLbx28KZDnL5tDEWV5S+L3YfPvhmPV97qg2de6IG3PxyAMROXIcNYXKGk2ZS1hq6TDr2yJfRageysfMTNS8LupWux2lwidaKM9I8DDV0nZ/LPtJZirpcB4/6OwA+//INRE/0w/u9IhC/bLAFtGNTGmXwa6pqMXGBN4k5sm+KLdYTelQp6G0rWKt/GH+sZpgL89Pss3P3AC7jutkdl+16PP5GYduSkd5iAZx1+W8qBVQfXU2z5jtqaeRxrZi+HIXItsq2lWiBFJ4Bbh2yOJf33QNybx2aCU8LUn5JAc5EAgXbblm1itb35xpslaNU9d9+DsaPHYvPGzZA5jg4ao0HveG3JIttcSYIDozcnJyYjNycXK5atwOCBg8GIuAogHAhRHWpUCXBtXi5H9M5b78ja00mJyej/Y3/0+l8viVR+9PBRrFuzToJiydgvUS9z+w5S0FsHxURXOE25ZfAJsmD4uABkWArKXUz184291aE3aUo49iXuhMXadK7WldpuZaTrEsSmHIJvCOW1CPFpexGTdFSAvNK19egPZ/PRFUteT8XPagVys04gYW489i5ZjVWWkkqu4FQInc27oa/LspYhw5SP0RPC4Rtshim7BAZad3IBA1MTgi/n9K5L3IEdU3ywIXG7uDdnNmF9GrovVP7u81w0Rl9kWorhHWjGQr8k/DJwJhb6JmGhrwGJ6ceb7v1gBbZnHsHa2ZEwRK6CVd4HdesXvgvDIkswWkGvvY6k9t1cAiXFJbIWKefm3nXnXehwfgfcfdc9EqCKrs60AFf3p7k3jxeLmCwNUwbQchYfFy9AERYaLuvzJiYkgsvEqD8lgaaWAKHXd5EvGE08KCBIxqmPtw8mTZyEkKAQGA0mpCSlyNq9+Xmai35T19mdylfQWw+gIfR6BxLiApFuzod5Zd0jdrpCadOhN9nNoFcihxIuVwOBEWswfFwwDNnFGvDSklGPPqiL3CpBr1WH3jwkzIlza+ilnJgyTIUYMzESvkEWmBkh2SY/3VpTF5m44h4uUbReoNdbQW8jj2lX9J/KwwlYzClGYsZ+jBgfhKjEHciS91jTfVykF832LEJvhAa9jCZdx7HH+8IV9LqTfqbqcgoJEHg3bdyEcWPG4dZbbkOH9h1kLu/wYSMEhB25NNtnqUOvmctc2IIH8R66hx45fASHDx2W5Y30KLn296p9JYGmkADH547tOyTSeHRUjARX27/vANauWScfa7iU0cb1G3HiRF6loG1NUVd3LFNBbx0VBCqIVaHXlKutjdhUyqM7Qi8VKR16KZ+AcEJvOAy0SOiyd8IVr/xa/Z56bJsr9OoyyLSUYMykpfALzhbo1deFVtDrBLTUY9zo8lfb1ilnAibfYXGpBzBsbCiWxe1CVlMsUWc3hhX0uqNaperUGBKgqzGjKY8eNRp33H6nuDTffuvtMqeX83BLnHDr5LIv48aOF9flxqizKkNJwBUSKC0tw7Gjx3Hs6DEUFxdLlvRoYPCqo0eOgkHZ1J9jCSjotVMgaqvM2kOv7t5c2zxceb07Qq99+wR6w9Zg2JgwMCiT/bnG3K8WeufGYc+SVW7r3qx/QMgwl2D0hKXwC8qRJZ8U9LZOCGvMZ0aVpcVGEOhNOYihY8KxPG5Pk73D9P5Q0OtYsVFHW7YE6LaZkZaBn38agJtvulksvHfecSdo4WWQH2eVfj2QFQP+qD8lASWBli8BBb0KehtNcdMtvUPHhCLTDaE3cW68Br1mN53Ta7OIM0L4yPFL4BuUI0s+KehV0KtDkNo23FiosPTux9AxwVgev6vR3p3V9auC3pavpKkWVpYAXY9TU1Lx9Vdfo+uVXXHO2edItObRI0dXG6W5cg4V/+lLFinorZCJ2lMSaMkSUNBbb+i1Yvi4oPJAVtUpJ41xXLf0ul0gK5uMOec5MHxt01t67ZbyoPWU0Ztzs/KQMK8CejOtWuRmd4renGXRFPoK6M3VoNcmX+Xe3HDA0xjPryrDvfuvAnr3YeiYQCyP317n+bOu6msNeo9WBLJSc3pbsr7WqtvGJYUOHTwkS7X07NETV3W9StbhZfCqUSNHyfq8nONbm79dO3dJwCsFvbWRmrpWSaD5SkBBb72gF/AOXInh48KQYS6SuauuUmbqko8OvYm2QFZWS0WQo7rk5+p7NOhdj2Fjm9a9WW+XDolmK5CjQ+/iVVhFS6/bQ+9SLApaCZMbRUdWgazcG9r0ca+2deunCug9UAl6GbNA97YQ2dIjo5HiFJRD76zFMESuhtVaKssn1aWPVSCr5qvItfSaE2a3b9uBubPnovuL3XFJ50vQsX1HPPrwo5g4YaLM7a0t8FJmCnpb+shR7VMSqCwBBb31gd4cHXrDkWkpElc3Kg51UThccY+CXudlT+DVrbjl0Ev3ZkKvmy5ZRAWX44SW3hHjlgj0isLdhGPOftwq6HV+/NnLTe03D7m5L/Qew1qB3jUKeivrN+q/5i6BMoCRky1mC4YNHYYH739QliTiskRP/+dpzJk9Bzu27XAqaJUjUSjodSQVdUxJoOVKQEFvPYCBVjbN0qtBr0QpbkLLW7OG3qqWkar/16OfHEFFTdC72o2hl2PMKeh1JD9Hx1woVwW9zQPeHD0P6tip++5U0CuB5jh1gsuw8VnTnzd968JnTe8vzdKroLflqmitt2VlpWXYt3cflkQuQe9v+0jAqvPbtUe3q7rh7TffBtcm3bN7D0pLS+ssJAW9dRadulFJoFlKQEFvPRQRe+jNshZXcm92BMCOjunKiyu2zQ16KY+q7eYxKnJMVc+58v9qodeNozdTJpTPSdBrJyvNZbvsJBmWy9TuWlfKk3kp6G3YMevq/lL51a6/+AzpSxbZz+nl74CJ57iMHbe2JODL56IhnzlZp1dBb7PUvlSlq5UAoy+vW7MOs2bOxssvvYJLL7kU57U9T9bg7dunL+Ji42RpljLb2rrVZnSKEwp6TyEgdVpJoIVJQEGvi6CX7s06xOlwwjms9seoMIkC1EBKUHODXpFFjiYjyypAlxdlpu83lGLenKDX3nJEBTuD0Ztt7s1UtEW5tkDm99LaZMopg2UlYM6FtrWNQ8qV9zeUC76C3tpBVEONbZVvw/QD31fVQS+nSFiyAXM2YM0BrLka/LIveI/+O+DqvmGdtmcp6G1helmrbQ6DVR3YfwDJScn47dffcPddd4s788UXXozHHnkM48aOw6rcVeAava74U9DrCimqPJQEmo8EFPTWE3p9JJBVKDLMhZpiYy3D8ri9iE89jIjl22xrORYhNvkggiM3Iz71KAzWsgaxYjYn6DXk0DJeJnJJSDuCyKgdWBK9A+mmAsSnHEPokp2ISTyCzAYMxqVZRTVFVQJZzY3HXpull8op5/zq835draw6mx+BttxyZNHqSugdNY5LFq0UJZvnzbSQm4sRHb8fUXG7ERi2FtHxe5FpKsDiFTsRFLEZSel5DQa8Iq9cYF3iDuyY4o2NCduRsRLIcmDNd7bt6rqGgTcl17rJtRx6ZZ3eiujN/PBktpQhKfUQEpMPY9mKPVi8dAcyjAVIyjiOsKX8HdiHDHOxy9/7GvQetc3pVYGsmo/qpWpaVQInjp/AqpWrMHfOXLzx+hvockUXWX/32muuxfvvvo/AgEDs3rUbdQlYVbUs/X8Fvbok1FZJoHVIQEFvPaDXnFOGRYHZGDEuUOCC8JGYdgzvfvwXen4xEu9+NBgvvPIdfh+8AF/2HoeX3uiHD3sOw9LorTBaS8UdTuZ9ucjyexL0MpJnPdrnauXYPnqzIbsISemH0eOz4fi41xC88+GfeP6lbzHgz7n4pu8/eOn1AXjz3b8QHL5erJVizXSRnOzbRfCl0kro5Tq9+5eswmpzCQw5TQ+8ej3L+9DOvXnkuMWyTi8tS5QNoTckYj1effMXfNRzCF57+xe88e6v+HXgfHzYcwj+r/t3+KH/DCSlHYXRWqYlF4+NDDvo3ZSwHZm5dYMLvd1qq+TnTmNAoDcHiCP0jg7GividGsRaIID706+z8PYHv+ODHkPw/Itf48dfpqHfrzPx+ju/4OU3foKXXxaM2UXIspS6DH416D2CtbMjYIhcBatasqh1aG4tqJVFRUUyN3fZkmX4+qtvcMtNt6D9+e1xQcdO+Nc9/8Kff/yFrEwD8vPyXd5qBb0uF6nKUEnArSVwGt1JWkI6erQMs+asRVxSqVhSs6yc19hwidZaU3YpfAKsGD42AJmmfAGJ2MQDuP+Rd/H9T39jSdRGfNlnNO59+C3MWRiH4Agrnu/+LcZNDocpuxiEZibm5Yq6crkKS8JOJEwOw96EHbBYSk7O21KGLCYXlVmbfEy5ZQgIW4dhY0KRZaVFdx8effJj9PpqOMKWrES/X//BXfe9hvFTIhCxbK1A24Df58OcWwJzTil4f6alFBlm19afEJideQIJc+Kwb/FKrDIVIyu7DBnWMmQ2gZyqkymt3obsMqQZizByXKR8cDFll8FoKYN1ZZlA8F33vo2J/yzGiritooC/+taPCFuyCh4+KXj5tb4IDF0Jg7VExq7I01rqsrGQll2GtQnbsX2SJzYmbENGjmv7qTq5qONKzo0xBjSvE807ZcjoICyP36k9O5YypBtP4P0ef6D7a30RErkKYyYG4IbbnsPAYQuxeMV6fNhzEPr8OBHpxmPy/GVZS8WLhXnWp+68f1vmYayZFY6siJWwWIpPfuc7+Q7j71BYRDFGjc1ASUnL0Atagm7TUttQVFCEvXv2Ij4uHn/8/gceefgRdL74EnTscAGuveY6vP/eB/Bb5Ietm7eiML+wQfTUnTt2YszoMTAajA2Sf0vtO9Uu9X5srmNAQa+TCkFVxaQq9GaZCwR645MP4en/fo4F3kmwrMzHxH/C0f31PkhI3YF04370+GwIBg33RprhGEIiNiA0ciNSDYX1Unz0ulmtZbAk7ELC5HC3h95MSz7ik/fiuRe/wkIuGAUAACAASURBVN8zlsCUcxyzFkTh6f/2wuIVa2HMPoa+/f/Bl70nICXjEALDVsPTz4ilsTuQle06UKPsTBYNeuPnxGEvoddcAb3uBL4OoddmtSX8+gfnovurP2Lxio0wWPPwXb9p+K7f3zBYjyE6fgvefq8/FnpniNvzPI8sLPA2IDblIDJdBL469G7ToTe7fgq9Pq7VVsnRHcZAjdBrOIGPew1G/19nwpSTj7AluXj0yQ/h5Z8KY/YJ/DF4IT7+9E8kpe+HMZvrgJfKh7X6tktBr1I+m5vyWVJSgmNHj8FkNGHkiJGy9NDll12B89q2E+B9/N+PY/TI0TBkGiRYFaMzN1QbFfSq56ehxpbK1z3HVouB3iNHS22W3pJGs2Rqll5LJUtvXNJBPPvCV/D2z4Q5pxCTpy3GK2/+iLjknUgzHEDPz4dh4DAvxCTsQv9f5qHn52OxJHqXS776Wy2lMMdr0LsnXrP0OlSq6mldcJinEx8P7C29hN645H149oWvMWNuLEw5eZjrGY/nXvwSy6I3Cah912+KQO+SFZswdFQAfhm4AH1/noWoxH0u+Uigt0OD3uNImBOrQS8tvTYrr7tBL+uVaijCCFp6A7JhIvRayiR4lV9QLl5542csjd6CLHM+vu8/C/0GzEKW+QSi47fh7fd+wnzPdASFrcP4ycvwXf8Z+HOoH1INBfWWJy3ihN41CdtB6N0Qvw3p2e5lKdf7W20VRNd6DFjoZaJ5WsQmH4Bm6d2hPTe09BJ6/zcYA/6YC1N2gXhXPPHMp1gUSJfmfPw5xBOffDYQyen7EZu0T+IXRCceQCaXR3Pi3VndNQK9GZqlNzMiF2ZLUd3zs5QhlJbeMRkoLnZPhUUpks2zXwiuhQWFOHjgINLT0jFq5Ch0f7E7OF/3/Hbniyvzvf+6F/1+7Icli5dg29ZtEqyqofu7EvSWNk/ZNrSMVP5qXLSkMXAaX0YtIR05UoqZc9YgNpHQS9exhk0sw2gtgU+ABr0ZxjyZp6tB7zfw8jXClF2ESVOX4uU3+iM+ZS/SjYfxSa/h+HOwpyhGIRFr0efHaYhcsc0l9bXYoDd+cjj2xG+HmRZLR3IwN6xsqpO9MacUAWFrMXQMA3/lIzZxH55/8TtMn5MAg7UAs+bH4Zn/fomlUYTe4+jz4z/44pvxyDAdR6YlD+HL1+HL7/5GZNR2sZRUV05tjxvNpcjO0KB3T2QuVpqoOJaK7NItpWCqbZ4NcX2GmRbuUvEMGDFWg14j5wdaSmHJLRX35pff+BlLorYg05iPvv1no2//mcg052F5zFa88bYGvRyrIZHr0P+3efhloA9SsvJd0r607FKsjt+GbZO8sD5uK9JpkXcT2TVEf6g83eO5aKx+4PNnsJZCoHdUEJbF7ZDnhmM83XAcH/1vMH7+fS6M1kKELVmDx5/uhUUBJhgs+fhjsCc++t9AhC1Zh2/6TkX/3xei70/zsSR6b72eEdZpa8YhcW8W6DVrc4brIhO2IzSiCCMFeluGXtASdJvm3AYGnSLs7t+7H8mJyRg1cjReefkV3HD9DeCau5y7e/NNN6PXp5/B28tbliliQKvSksYZfzu229ybs4wtQg9uzmNF1b1xxnxrl7OC3noo5RXQ6490gwa9SWnHxIIbvnQTDJZiePtb8OtfXkjOOCKK0YgxoZgxl5CXj8jlm/F9/xlYHLWtHLLqoqzo92jQuxunhN56tFkvqy7bytBbCMrq5988EBC6VmQVHL4aP/02F7FJe2GwFGDC30sxZmIkjNYCsQoPHO6H0ROXIs3oGkjT2+AIegmSWeZSpLk19Foh0GtmULRSLF6+BX8N8UVCygFkmYswdWYS/pkRL0HW4pP3Y8hwP4Qt3oBMcwF8g7LR+8cZ+HWQL1KyClwIvVvLoTdDQa9L5KqPU7VtWsiuDnp5PMNUgOFjAjF1ViwMliJExe/E9z/NkmfSYCnErHnJGD4mCKGRG9Dr60kIilyLn//wxlwvs1h769q3CnqVouiOSixhNz8/H5s2bEJocKjM2X35pZdx3bXXoV3bdhKV+a4770Kv//XCrJmzYDaZcfTIsUaDXV1mCnrV86OPBbVtHWPhNM6vaAnp8JESzJxNSy+tmyU2RaJhtwZrMbz8jRg6xg9phhMSoITLycQlHUI6XUbNxUg35EvEXAOXq7AUIzXzmFybZS6Eb+BKfPHt3/ANXg3mlWWtX30ZuIruzfGTwrA7fhvM8tW/fnnS/c5VyZhTAv/QNRg6OgSZ5kKRT3zyQYl8yg8IPJaUfgRZVgZjKUZK1jGkGo4jMf0Q/hjii36/zZdloNLNhS6rE9tmNJfAmnEMCbNjsTsyF7mmQhjodmguQZqlBOkulEF9ZJlhpitkibgjjxgbLl4GRgYrY7RpS4m2REraEWSZiuRYamY+UjJOyH6muRipWcdlSai4lENYGrMDE6fG4Ms+05CYro3dTHP9+jrNWoJVcVuwdaIn1sVtQQbnLrqJ7Oojd3Vv/cZFS5Efnz8GgYtJ2o/BtPTG0tJbggwT310lSEw/iuTME7b3eBESUo8ig8+itQQpWSeQlHEU4cu2ou9P82SptkEjQjBzfhYyLcWST13e/6zTloyDWD0zDJnhOTDzvVrHZ473hYYXYuTodBQVtQy9oCXoNs2iDcUl4o7MCMu06makZ8jSQ72/7Y0nH38SXa/sivbt2qPTBRfi/nvvxxeff4HZs2bDmGUUl2euu9sU7dy+bYcEsuL84aYoX5Wp3jNqDDTuGGg50Hu4BDOaAHo9/Q0YOsZXA1kBNw2WCCKEJh1ICHUEE24Jw7GJBzFkRDg+6jkOI8evQGJ6nsugN85doTe7AnoJ/QKWVArtwE1X2KjMcV1LAnBg+Hp88vkEfPfTHAwbE4noxIMNAr3xs2Oxywa9VEBZFwJvc4FekaMuS33s2bYci5qCXoh5Xhb0+9UT3/WfhxnzMpFuKgLlXV84IfSujt8q0LteQW+95Vnf/lD3139M28uwMvQGV4Leqs+PvD/4DrFLzCsq4QDGTYlBQtoxefb8QjbU673Pck+C3jo+ywp6G1f5aknKbt6JPKxeuRphoWEyX/ejDz/CnbffifPPOx9nnXkWLr7oYjz4wIP4rNdnAsPZlmyx7HK5oqaUA6F39CgtaFZT1kOVrZ49NQYaZwwo6K3jV3EqMLRGVoVeKg5MhF2xwnHfBruytf2fbihCVNx+LFmxC9Hxh5Bl+9pfH2ubZundieYAvbTqln8YsMlLhzbKr1wOYiXJx9KYvVgavQsr4vcjw1zkUqDQLb1VoZd9nGFL9spvU+1TwaUSzcBTI8ZGyHJZ5ZZewq1tbMmHFgfQqyvmCeknsCR6NxhIh5HDKWv9XH3aVgG9Hlgfr1l665Ofute10KbkWT958hmpsPRWht7y91WV3xP5PbAD3zRjIeLTjspznJSRh5QsRu6v+/PHOinobRxlSSmlJaDbcnFxMQryC7B/336szF2J6BXRmDN7Dr7r8x0YebnLFV1krm6H9h3R7apueOrJ/6BP7z7w8vRCbs5KHD50RKzC7iBPBb3q2XGHcajq0Hjj8DS+wFpCOnS4GDNmrUZMQhHoykkrYUOnLGsRPP2zMHTMIqQa6Namlcny65LqW1+LuRimuB2ImxSKXXFbYTI1niycqbshuxh+oasxZFSwzDPNYpTkKqmmvqMboPZxwLV9S9dza/pRxM2Owc6IHOQaC5BhKUa6uRhpdFFvhLHkjPzoOk8ZMPDU8DER8PG3ist8uQxpGWeqIlP+L+NRPqzYxqhtP92Wp+ZiWT+5pliKxb1584SFWBe3Gem258GptrmLjFU9Gvy92ZzHA9/x0Yn7MHhkEJbGbNdkZarfc1NfeWxOP4BVM0OREZ4Nk6kQmXWsD98RIeEFGDkqDYWFLUMvaAm6jVu0oahYlhniHFjOv40Ij8DkiZNB9+Vnn34W11x9jSw3RBfmKy6/AvfcdQ9ef+11DBk0BEuXLMPmTZtl+aHCwkK30je3bd0ult6sjCy3qpdb9HkLYQMlS/Uutx8DCnrroeRWhl5GGNaUH0KSs6m+Co/9/YzWbIrbjrhJIRr0Gt0VekMk8ItDOKujwmYvh9ruG0wV0LsjIgc5NujVgdddoFcHVA16I+Hjnw0CuyM5Vj1mD732Hw502NXHbm1lZ399VehNU9CrALIe71f7seUO+3z+HEEvj/ODVFPUkWVXht4CBb1KWXcJwMn83H37sWnjJphNFllKaMrkKfikxye464670OmCTmh7blux6na+qLMsP/ToI4/ii8++wIL5C7CSVt3DhyWgFd2Y7RVPd9lX0KuAyF3GoqpH44zFFgS9RZgxaxViEgobTfkoh97RtPTaoNdUYSEkNDmTRGlygXJoNhXBFLvNDnrputo0ypgjBVCz9K7FkFGhbge9lvSjiJ0dgx0R2Rr0upuVlx9Sqlh6vWnpdRZ6q1h0dQgu7yeO23oo7vwwUBl6N0FBr/s8e+X97Ebvg+ZWJ/35i07cW8nSK89Ndc9Odcdd1A8sW4fe9DBaegvqDuCmYoSEKUtva1M+CaQnTpzAvr37sGXLFqxauQqZ6ZmIjFiMvyf/jW+/+RbPPfs87rj9DnFXvrTzpbj4wovFonvLzbfguWefQ59v+0gU5oT4BKxbu05cn+kC7e6y5HrAnNOrLL2NAxzuPh5U/Vr+ODiNL7yWkA4eKsL0WasQHV8oETMZnKehU6alEB5+mRgyepFEGuZcU5aZVovkyjrStc0YuwWxk4KxM3YLjIbGk4Uz7eBHAt+QNQK9XHaIkU2rJmfycfU1WcYiWNKOIHZWNHaEZyPbkI90c+V+dHWZdckvzciAU0VIzszDsDHh8PIzI9NchAweZ7KXp/0xo+NngdfXpR7V3ZNsLsKq2M3YNH4B1sVuQqrFtflXV646ruTcGGOAz18mlyNK2ItBIwOxJGab9r6v5vlqrDptTtuPlTNCQeg18r1ax/rwfRAclo8Ro9JQUNAy9IKWoNu4sg1cM/fY0eM4sP8A9u7Zi507dmHtmnUgrHos9MDgQYPFkvvUk0/htltvk6jLBNyO7Tvigg4X4NJLLsWNN9wkLs3f9/1eLLrpaenYuGETDuw7gPwT+c1Kn9y6ZZsE3srMyGxW9XblmFB5qXddaxoDCnrrofhXB72Noew4KkOD3s3NA3pN+S4FLkfycPaYwQH0Vv2A4WxeDXldVej19DcLBEuZdVR0XVlfBb0KPl05ntwtLwW9SjlsDsphQUEhTpzIw9GjR2U5IA1ud8q8WqvFisWRizF92gwM/GuQLB3U/cXueOjBh3Drzbei21VX45LOl4jr8gUdL5Coy1d17YaHH3oYPXv0xKgRoxAcFAJC4vp16wWeadFtDnJxVEdCLy29CnrVs+1ofKhjLW9cnMbAAi0hHThYiOkzVyI6vgDpxkIwSmZDpwxzITx8NUtvctYxpJsKG61sR20zGQtgiN2MmElB2BGzBQZD48nCUX2qHuNHAq5JPHhkCNKMeQ3eP1XLr+7/LGMhrKmHETsrCtvDrcjOypO+5PWptlTdvY163FAo9UrKOIFho8Pg6W8qr2ej1qOaZyvJVIiVsZuxcfwCrI3ZiFSz9jzwuXCH+qk6qH6o1xig54y5EFHxezBoRACWRG91i3G9KXUfVk4PQVqoFQZ6qRjq1s/83QwKzcOIUanIz28ZekFL0G0qtaGgEAV5BRJUivNlDx86LOBJ1+Q9u/Zg69atyMnOEcttgH8gpv49FYP+GoTe3/TG+++9j+4vdMejjzwmrsrXXXuduChfdOFF6NSxE7ilJfeG62/Af556Gr0+7YWBfw3E7FlzsHTxUhgNRgFnlllQUABajSvVrRnqklu3bMXoUWMEept7W1T9m/94VH3Y8H3Y4qA3Kq7xQC/DXAAP3wwMGe0j7s1NrdwbCb0xdtCb1XiycEaZtIfeVHeCXkMhrCk26A2zwuqm0MvlhTjGdOj18LOD3joqus70m7PXEHpzYzaVQ28KoVcBr1uAkbN9qK6rHhj5/OnQO3BEABbboJfHm0puLLsy9OYp6G1m8EWAZMrPzweDR+Xl5UniPFum48eP49ixYwK3WzZtQY41BzExsQgMCBL34okTJuLPP/5E72/74OOPPsbrr76O5597Xqyzt9x8K67qehUu6nQRzj37XJx55pmybu7ZZ52NDu07SPApujJ/+MGH6N+vP8aPm4BFPr6IjY6F2WjG5k1bZImhlgC4joBCh17O6XV0Xh1reAhRMlYybswxoKC3GquVM0rMSdBbj7ycKe9U1zQr6DW4kaXXBr0xNktvc4DeoaPD4E7QS4u4Dr2c00tLr4LepoOhU70r1Pna943+0YmWXneD3txyS6+C3sZUoByVJRCbXyBr2RJimQRejx0XC+2xo8cEYmmp3bN7LzZu2AirJRvJSclYumQpQoJC4OnhhRnTZmDSxEkYOmQoBvw8AH2/6yvW1/fefQ8vdX8JTz3xlLgl336bFmCKYNvuvPPRrm07nNe2Hdqd1w5cQujyy67ArbfehkceegR0Ze75SU8B3BHDR2LWzNkIDwtHSnKKBLCitfjE8RNSd7ott1TY1ftt62bN0qugV4GXPibUtmWPhdP0r4zNfbv/QAGmzcjFith8pBkKkNoIKd2Uj4W+6Rg8ygfJmUeRZmyccqtrG13bsmI2IXpiILbHbEZWZuPJoro62R/nR4JF4t4cLOsa259ryv3MrAJYUg4heuYKbA2zwJJ5orwvUwwFYGrK+ullp2QVSL0S049j6OhQePgZy+uZmtX0dUwyFiAneqNYetdEb0SKSauvXn+1bfo+Un1Q9z7g85duKsCK+N0a9EZtkfcCjzeVXFn2xpS9yJ0ejNQQC7KyTiCtjvXh72ZgyAkMH5mCvDzN+tjc9YIGq38+LbM26ywttPn5Aot79+wTF+B1a9Yh25oNBnmKi43DsqXLERwYDM+Fnpg3d564HY8cMQq///Y7vuv9ncDsO2+/gxf/+yJoeX3g/gdx6y234pqrr5U5tue3O1+WBzrnnHNwztnngJZapvPanocLO10k1lxe/9ADD+HZZ57FW2++JfN1f+7/Mwi306ZOh7eXt0C1IcuALZu34MD+gzLvl0CuW5cJug0mM5tF253ypxxGjRwt0ardqV6qLq1rHKr+brz+bp3QW0eloKpio0FvJgaP8lXQ6wQYNgfo3aKgt84KvD30rlbQW2c5Vn3PqP+bDioryV6mi2jQyzm9i1ds0T6wuuj3pFJZTrxPeb2CXtcqS7TKHjl8FLt37cGObTsEDlevWi3r1BqyjMhIyyiH2KVLliE0OFRgkuvSzpw+E+PGjpN5sLTMEma5pu2bb7yJl158CY//+wncc9c9uOnGm3DF5V1wfrv2OPvMs3F6mzPQ5rQ2ks44/QwwtT2nrcyx7XJFFwkuxXu4ZBADTj315H/wf8//H954/Q18/OHH6P1tb3FvpmvywgUeYrlNT02Xuh85fESAXGDWZn1WCnbFmFHQWyELNS6ULFrDGGh90EsFxUVKiga9WRg8yh/JmccqrG5OKix1UXJqukdZeuumHNtbehX01k2GHJcKeusuu5qea3XOTeSaWYBMYwGi43dj8IgALF2xBeku/D2pSz8r6K2wuOpWSlpdDx88jJ07dmL7tu0Cf2vXrEVudi7MJjMy0jMFXFcsXwGmyIhI+Pv5w8d7ETw9PDF96nSxjnL5nj9//xPf9emLT//3KXp83APvvvMe/vt/L+Dxfz+ORx9+FHfdeVf52rWdL+4s0Y4v7HRhefTjjh06glba9ue3l3m1XS7vgq5duooF98YbbhRr7n333ofHH3sczzz9LF5+6RWx0rIsLglES/CwocMwZfLfYiEODQlFfGy8BF5as3qttG/3rt2yxu7+fftx6OAh0G2aLtQE+NagxNanjQp6FejVZ/yoe5vf+DlNgifY3HOa8/6+/fmYNiMHK2LzkJaVj9SaUuYpztd0r905RiBesIjQ64ekjCNIM7gm3xrrbld+1esMWXnIjN6IqImB2Ba9CVkZTsiihvyq5l/f/zNM+fAJWoVBI4KRknW85j5qzHpl5sOcfFDcmzeHWWDOOF7elylZ+WCqb9tdcX+KuKvnIzHtGIaOCsFCX2N5PVNdNKbrU89EQz6yozZgw7j5WBW1ASlGute7h+zq0y51r+pDGQMZ+cgw5CMqbhcGDffHkhWbkcbnrgmfPb4TNqTsQc60IKSEmJGZebzO9eHvZmDIcQwbmYwTJzSX3cbWCRi06eCBg7LmK9eSJcjt2rFLwHXD+g1gIuzRddhissBkNCEtNU2iFdONODY2DlErouG7yFfgdcrkKRg/drzAY5/effB5r8/x7jvv4rlnnxNwffihR3D7rbdLFGMdVgmodBvW58W2Pbctzj3n3PJECy2vZeIatpddehmu7HIlrrryKjAi8i0334Lbb7sdd95xJwi0jzz8iFh5u7/4koDzF59/gX4/9MPI4SPxz5R/4OXpheXLVgiM0y16924NYg8cOKhB7KHDOHrkqKTjx44j74QW6Kqx+6Yllrd502Zxb85Iz9ACibUAXbgl9pNqU9O8j1ui3Fsn9LoIYjToNYilN9ENoDfLzaE33ZgP74CVGEjopXLmon6obz4ZzQR62U7KkNA7ZFQoPOyh1w1kqaBXwWF9n0WX369DqSu2DqA3nc9dRv6pP7Q20PPprtBLSKMFklCxeeNmbNq4CRs3bhJg5ZI6BFaL2SLL4BBaGcQpMSERSxYvgZenN+bOnvv/7F1leFRH9+8rLV6Ctbhb8eJWLLq78QQJEN+N4pQiwS0OsZUkOEVKixSJ+8aDk+AVikfw9v/x93/O3L3JJmxCkje0NL0fzjO7986dO3PmzNzzm3PmDHZH72YuwwRayeL69fIVWL50OTzdPTFr5ixIxBLozzDA2DFjMXDAQPTq0Qu9enJEIJTOm+34eScGStu1bQ86d1bvUz2Q9VWvdRt0aNcBn7X/DO3bdWBH9XTt3BVdu3RDj2492LE9AwcOLAewo0eOZu+ZNHESCwZlP9+euS4TiF6xfAW2bNrCznslkH3o4CGQRZaCUlG7qL23bt5igJ2iBd//7T4ePniIp0+eMgstgXtyQ6YIzQRoG6Oi+aG2SQC9Apj6UGVTqNf7kc1GA3qLS/7QWHp/1wmmSDmoSaFiFr2C/wPlqy3lnP8DB767jG1BJ5Ge85xZBPlna3rX+7rHgd6fkLTzOO4n/YKCfN28eF/vf1e5uRf/D4d+KMKG7SeQmf+mnM/veu593yfQeynrGZIiE/Dr6cvM0ptzgbPwZn1All7iA/FQnfuKnXW8/+ilGmX6ffNNu3waP5VB711kXfw/EB+18wm/BX78mTLAz8cNkRK4JUtvYmqFpZdAL1l7mcX3PQHbmvhF7bqb9RTXmKX30v9k6aX3HD/1Gtt8s/DmTf0VjlevXrEATpGqSAYGN6zfgHVr12H1qtXw9vRm58XSsTqWFpbsaJ2xo8di6JBhGDxoCMjlt2fPnsxlmMAnHbdD+1rp/FhyHyagSufJEpGVlSIWU0r3Pu/wOctHaaeOndCtazdWDgHhvr37MmA8eNBgjBj+JaZNnQYLcwvYWtuy+nh5emHN6jXYsG4Dc22OioxiFtijR47i7JmzLLoxWZWvXLmCG0U3cOf2Hdy5cwd379xlwP7+/fvM1ZhcqunMXOZm/JxzM6YgUSyKs2BF/OAAPQd6/dle7YYEGdTndJ4xHfn0+NFjduxUQ5YvlFX/+Ung3T+bdx/xUfv+7imBXoXqGhJSCOj9gewqxK4V/IFsIq17ORf+ACOta9r3a/pNZcamPMCRE1eRmf+KlcPKr/KOmspoyHsUubMgiUDvD/gt6WcN6K3c3v/1fdTmcp7xvKtlmnfxDxw5fh1bAn5EZv7rSuVUrVdd31H1+br8zy/4A5cyyxjo/eXHy7ikqRuVkaWhupTH56U2ZBXUn19VecCXq857jVBlKo6evM7JXD1kly+rIdOMC39w7s1Be3E9kUAv1/aGfIdQVsOO58bET37erzpuGux/wR/Iv/AHElMfYfP27xGT8Ctyz9MWkj+QR2kt58Gq9aE+YM/WYxzT/HI36wmuKU4g+ySB3tfIqef3h/j3w0kCvZl484Zzoa2PXvDowSNs2bwFQwcPZW7DBEA7d+zMfpNllQHVdu0ZcG2j17bc+koW2DZ6bTQg9jNmqSUwSxZbKoOst7Qftm+fvszqqq+vD7FIDLvZdiDQumzpMixbtowdx7N181Yo5Arsit6NA/sO4NTJU8wFmqIpkysrWZqvF13X0A38dOcn0PE1tMeTrLAEXMkCS0TgRTvCcX14IjxTf3l6n7wjLwSKok1y0VDvefPmd7afnDwXtm3dzs5SJvDLu6U31HuEcj5MmRL65cPul0YNerUBCykaKTlliFE/QEz2fcRkPUBcziMk5DxGIqMnSMwp1tBTJObQf7qnfZ2/Tyldf4Sk3AdIyL6HpNyHSMp5xD2TTffeRfQOnnTnjc9+iLisR8jIf82UIlKOqE3VKaoc6P0ZSTuOc6CXuRBXn7+6cug6KXFpuS8Qk/kQcdkPEZ/zCPE5j5GQ/QQJ2Vy9k3KKUTsq4fLlFuNkwh1EH8lmfErKfYKknMcc37IfITH7ERKyHyORla/Na55PlFZc5979FPG5j7n60fOZj1m98y7Uvt3vA/SSAkkgPymzBLE5DxGXq+EfLyNMPp6W80+7XZV/U5u15COXfj/GiYRbOJv+i0ZGuTwkfxw/uTwk23E5TxCf85QR/a5K8TlPkFBOlP8RkrPLKpT4GuStqvwIoLf2MleVd8L/evJOA/Boq4k67xXiMh8hNofmdpoTeNKWca2xxObfivmEG3f8XKOdT/M7i+amRzidfAeBitM4mXAdyWz+ovv0HP+9oHmN5kb+Gv+N4VKqV2zuI0Y0HtNynyP/3y8JggAAIABJREFUIgee6yoHFaD3ZAXorcOY1X5fQ4Hehw8fMqsu7W8loEqWWiL6PaDfAHasDh3LQ2RsZMJAq5vMDe5uHli6eCk2bdyEoMAghOwMYRQRFsECTJ3+8QzOnY1BfGw8A7DkOkzny14ouIDCa0W4ef0mRzduMldiAt907iydhfu87LkAXP/4sJXRvwIscKDXj+0Lb6j3P3zwCLExcYiOjIaNlQ02rt8ICqQmgF5B/hpKxoRy6i9LH9EKZmOgp8W/Q6G6ivhkcpv9HZkFv0Nd8DsyNL9Tc55DeSgVayMO4BvVbnyj2IVVimislkdjdQTRLqyK2MNodcQerI7YjTWa69x/ulaVdrHn6NkK2q0jH/8c3dPcD9+L1eH7sCZ8H1ZH7C1/N18HSleGR8NHvh/7j1+FuuANsjRtobbR76pUUPA78hN/QSKB3sSfkJ//mvGiar53/Sf+ZeW8xp5j+Vgj3481yt1YrdyNVYrdWCPfgzXlfNjL6r4mYi+qp31YE7G/nHzkB7AqbC/WKQ5gnXwffCL2vkVr5Huxmkixj0vpnXKeh9rpXnZ9pSIaKxVRWCOPxkb5t9h7LA9ZeZwcvKutdD8v/3dcVJciURWPX05dwsW8V8g+z/GXeF0dv2sqOzP/d8SlPUJQ1FmsVOzCN4oorJJHY5U8ksncGvkuxsc1EcSD/Zp2atrNt5+lu7Farov2VDyj6Q+fiD3widgNnwgqm94VjW/ku7BKvhcr5XuwQrHrLeLuk6yTXO7CSnk0tilO4EzcPWQV6OBh/ttyx/Mh/fzvuJp4F3eD9qIo8Q4yL/xezkc+j5BWzz+BN7XkjZYM0jjLzPsd5P3w7YnLWBu+HysUKqyQR5cTyfhK+W5Gq5ica83DEdwcRnMwRzS/8PcrpzRGVoVHY418N5YHK9jv1eH07aDvBs3hu7GKfQt2Y234XviE03X6rlSmb+TRWKYgonodQORhNdJzniE7r5bt15r7qf13Mp/gqvwksk5cQn7+y3rN+SR7NO//cOIVtm5X4/Xr+usFFIgqPi4ekcpIHDl8BCeOn8DJE6fY8T6x52KRmpIKdUYmMtLVyFJnMdBKgalo7+uN6zeZuzBZWx89esRcQx8/esLchSnIFU/lOsub+tezvIxGogMJ7amdLFAwsJcvXzK6fesOc2cnqyxFvWYBw169YnJWX37Snu3TP57G7l17YCo2ZW7ztKf7d0FWGwXWqK9cCM/Vbny+bz41WtDLK5AMtFx4g6Tcx9iiOoR5231gE7YMNuFLYBO+GDYRCxlZyxfCUr4IVvLFsJYvgU3EUthEULoE1uwaXa9Ki0DPVSa6VjVf5f+WCvrPvcOWvWcprOVv08zQr2Hnvxr+B88i9fwLZGspe3z7tNOGAr1UZmreM2zdexx2/j6YHbISNuHLYEU8C1vM+GYVsRhE1hGLYRvOEeMn8bQSEZ+XMrKNIL4vhU0Yx1fGX+JDJSLeUD8sgqWCI/pN14iv/Hv5lN5vE7EYs8KXYm7oCjj6r8fm3ceQXPACmRrgqs0jXb8bGvSSzGVceIMfUm5gUWAY5gSvgm3YctiELYV1+GKOIpbAitFSWLN0ESwjdBCTS5LNKhSxEFaa/JQSWTNaCJvwhbCm+/IFsJJ7s9RSvgCWcu+3yIrkN2IJbMOXcXXcuRwO/luw52w+1OdfvbWwklWDDGqD3uuJd6C+UHclXlf/CNcEPlaSAS0ZZKA3/3ekFTzDzkPnMN93HWjetApbBvOwJTALXwyLsEWw0iLLsEXgaDEsw3QRf79yyo3XJbAMXwTL8MWM6JoNzd0Ri2HJxiQ39mgOtA1fVP594b8zlHLjlubJr2EXtBbrlPsQl/Mb1AWv3x5vWgC3Eg801z9E0EvAlII0UdTll89fcgCCFH6etEGmLiDw5ncGPp4/f44KeqH5/YK5Gz/XRDR+l4JEwaH4MshNWZuoDLpHAIiAUE1lMaD04mWl5yuX9Zzdo7bXVA7xgIAV/yxft6op7YuusZzff2fHEhFQq/qs9n9Wji4ea/UB1ZkCaWk/V+k3HYP0/MW7efTmDQOOtJ+Ze/7tulF9qU/e1TbiUaU6VJIFrj615pGmn6k8ksuLFy6xhRjar00u8PPnzsf2bdvZAg1dO33qNIoKi97Z3uraQLz6+e7PyM7MZpHC16z2YYHM3ikbWn1SXdnC9Q8DOAn98Pfth8YDep++0Vh6X4MUc1q1ZhZLstRdeIPE/MfYGHkAswNXwCzKExKVG0QqV4ijXCCOdoYo2hnGjFxgEi2FKEoGMSMpjKNddZCLJj//HJ+6QBTt+jZFuUIc6QJRlCsMd3HlUT5xlJSRiN5ZhSwivWCzYym2HTiB1IJnHOjVUviqKkEF+W+Qp7H03vsfLL0E2pLzyrBhz1HYBn8Na9VimEZ6QhTlDkmUDJIoKeORSRTxSVp+ja7rJjdIoirINNqN4220FOJoWSUiHpgwflM/uMBkl2sF0b1dMg1Rv3D1oDqZR7rDWumNOcHfYFX0fsTnP0NGLUFvLm/pVWosvbkc2CM+kLcApVV5XdN/Bnovvsb3aYXwDPKHbfgSmKs8IY6UMX4Rz6jfRdEyMB5qtdk4muSqdsTxhuORiHgVTbLnwmSayiCZNo1ygijaCSa7nGBC6VvkzPhN8i6JdIepwgtzAnywOyYH6gsVFu/y9lYjf9RmAr1XEu8wSy8Dvefrzrvy99SR58JzdZPRvzW/tGVQ8zu1oBT+B49jVsAKWKkWQhLtAZNoGZsjRJFSSIhU3FxFcw53j+7Xnkx2uVXkj6L5RwbjKBlEu9zY3E3fDZq7TNj3hOY2zfeFvjFaxI1VKcwiPWEbshwrVUrE5P3CFpnqPNeQpVfNWXozT1xCXv7LOs1VleQg/3d8r7H0vvofLL2kEJKCXx8ln/ZD0n7aC+cvsEjOFESKiNya6Txd9vvMOSTEJ+DK5avseKPqFFACV3dv30VSQpLmWXpeQ6fP4szpMzh35hxzkab9vNUBXzrzlgIekTUw5lwMYrTqQvWhcn48dRpJiUm498u9Gttd/LSYWbbj4xLK28O3kSvrLHPfvnrlKrNuV9c2ApYUUIveyfGFbxtXH6pTXEwcLl28zPhZXV8Qj367d58BNJ6/fJuoDJ5SklMYD6orh66TdZ54ROUQXxmvNXw+c5r68RxSU9JAxzIRyK6ubc/KnjPQmZiQxPr7bHkZFfWhyNgXL1wE8bO6OtE7igqvs/6nd1Mdjhw6wiyvBvoG7CgpOlKKAp3R8VITxk1g1ywtrHBg/0EG9KvWkfhFRO9k9PoNkxu6Vp73DSf/FOTM2ckZPmt8cOvGrWrlq/w5AfRW8FDghcCL9yQDH5UPXn4Q/03TJ0/fQK68grgkAr1vOMp7w6IEq8+/QULeE6xR7YNt4NcwjfKAOFIKk0hXmEQRwHCCcZQjTAggRBFYkHJghMBdlCuMol2qIScYRWsTAV8XViaVS0TAlqVRLjCPdIVplCuMd3Fl0nVShuidfH7t1CzSDdY7FsF37ymkF7xkLrvktkuRj3VRPoHehJ+REPwD7iXcRV7eK8YHXXnfdY0svRv3HIVV0DJYKBdAHOkGE1LwCLhFEliTwZjxkACcZoEgUsr4SrytTDIG+Aj08USKKAE+XWQc5cr6hgC0abSMA4e7OAXWKFoKbTIm5ZNAZKQM5koP2AYvxzfR+5GQ/xIZBbr5VLXtuXlvcFFdggRlHH4+dREXcklx1MhO/huoq+F31XL4/yz/hdc4nlYEN//tzAJLCjcnY86sv8uV4EgXthhCbdZuV8Xv6mSv4rqxlvyQLFHZJLOkdFvQYgstHEQ765QxetZQI8MkexKlO+wCfLA/hiy9FXzg25ZZg/ylFbwpB71FCbeRcb52/C8vu458Fp77h/JXhwwS6A04cBK2/svZPEDjieZ1UZQjJDTvRkphpnKFuQYAG0W6wIiNORp32lR5fqkYh9Vfp0VR0S4pTGlRMNqNW7TbRQt0NL+5wDiq8tijxVUac5JIGWx2LsIKlQKxub+yLSx1lWl13hvcVj/GlYgTyDx+CXl5L+o959N38/vjL5l786tXFa7Ef7aOQNFuyQV6/74DbF8k7Y3cFb2LUXRUNIjobNtMdWY5oNNVR7IWXr54GYcPHWbP8M+yNDIaUZHR2L1rNwNpFI2ZLIe6yuHAUxFOHj/J8u+KqlwXqh9FqqazgWlfMYFnXeXQNQKGKUkpXNs0balUr6hdrG1kJaQziqsrhxYGKCAX8YHaQVReDv2OjMaB/QegTleD9lhXVydq280bt3D69BnWNopazZUXxfE+isqOwndHj+F60Y3KgE9LVyTQR2conzxxkuUnfnBlRTHeRKq48n74/gdcunCJLVZU1zayxtJebTr6idrB14cvj9L9e/czGXnw24Nq20bgmXh09PBRri6qKAQHBmP2zNks2nfTJs3QrGlz/Pc//wX9bvJJE5b269sPgQGBLIgZX0eSJZIRAvPEcyKSK/b74CEQMCcXZm0ZIn44OToxkE1yUQksa/GOf4eQVj9uBN4IvGkoGWi0oLdcech7w5SJhLxirFbug3XQMkiYMkLAigebzgwoSMjyG8lZLwmMMcWJlCcNsHo7pXuk1PBEANe13JpHFj3eqmescMY4HzEmb7GCCQONHOATa/LrAn9mZL3csRj+e04j/fxrZBCYz+OovH1aQKEhQW9K7jOs330ElsGLmUWCrBicAsgBXgZeVVKYEDFFj9rKAfjK6dv84PhC13Xl5yygZiopxm8wxYSNZkxhZZYZ1hc8rytSqhfxnZ6xDV6MVVF7kZT3stZgtaFBL/VN1vnXOJ56AzJ/X+bOKIp0hWGUPVOAqd1keTKLlMFUKYWZkizfHHh/W8Yq2lkhZ3SNZI8jajtPJE+SSLovw/TgeRi5wgAzds59SyZ52eRTE41iTh4Qdv5rcOBcPjIKXr69uKIDcPCyWBn03hFAr9bY5HkkpA0A1HXIYFpBKYIOHIet/xKYKt0YkDVmi5hObJHOVCWDucoNZgopTJXc4hsPSAmUVqbqxpzuMUpzt2mUFFO3zMTYtaYQK50575VdtFD49sIegWwDWpSiRc2dS7BCqUJs7gNk1nKRTluGGiPoJRdYOteXrJ2XL11mwJWiLV8musj9p/2/ZKEkMFKtMvT6DdsTTEGuWDlUFiOuLDonmIjACm8x1FUWgRUCYjdv3KyoA18fll5mFlWyKtZUDpX94vlL1jbaw1y5TnzdLqPwaiGLJF1T2whcPbj/ENeuFYKOUmK84flz6TKLTk3voGjUzDW5OpD1+g2Kn5bg9s3b7JnyOhGfNeVQSu6+72pbWVkZxyNNH3F9xvGGr+ON6zdYZGNtcFiV5wTE7/36G6j+3HMVvOHrR7JBMkL7x6s+z/8nC/393x4way89R2CbFkr27tnHIn1T4DT7+Q7MwjvTZibcZe4sCjhZZskyrM036guyrNMedXKJViqUjOThcsgj5PjuyHe4drWwEuhlll5HZ/is9mGLIQLoFYAbL5tC+tfJQiMCva81lt5XlRV1DehNzCvGGuU+2AQuBQEDk0hniCIJ7BL4coVFpAfG+5jji4XTIAp3AVkimSWArGhkEWZE1uEKIoDCgw1KORAihbHKlT0vZqCQgLQMhqEOaKbfCZ1nD4VITpZJt4o8kaRMcWCSlCQeiJgy0LsI/rvPMKvlO0FvXoWl99f/wdJLlsqUnGfYsPswLHcsBIFvUhAJXBoygOkGicodkzdaY+CCKZi+cz7nrhtJ7eb4Wc4XWkQoX0ioWCSg8sgiSVYYcvsmMo3k/pO7slmYC/RMe+Az816QhFM/kYWZyuIAnpHGmkmWdVIiifdkTbXdsRCro/YgNU8HYKsGhOTkvcGFKpZeUiyJD8Tzulp66dlsAr0pN+HmF8CB3ihXGEQ5sgUSaodppAwWcjeMWGKICassYKrg+GQc6Qrj8sUYkj2yElGbOVmrAL480KU8tHjDLdiQRYt4SgsrI1aa4L9jWuHLVSJmhaqwvpPSX9EvYtZnGgu0Soa5/mtw8FwBMvJ18FAH4OB5xUBvwh3coSOLEu4wma0P77SVeuF3A4DEauT+b8tbHTKYll+KHQR6A5ZCrCK3Yxof3GKmKNoNZioPGPjOw2CPKZix3Y6NB27O1mxLiXKGUZQzDCPJ60cztmi7SxT913gAaRYoaYyy8ajxVjFWuUAU4YSes0eg9YyOMAieC4mS8z4RR3nAOIqsvxUA2ChKykAvecwQ6F2pjEJczsPK361a9pk26FUzS6+OMVvLssiL45jG0vvyL7T0kkJIAIGABoGj6qg2IIKVU0MZfNnvKquhyilv2zvq9K76/NnlEJ9qUyeenzWltSmHAGtNZbD6vNJyM64G1FftN9q//ezZc+YhQCCegLXvdl9mfaeFDbKgl5aWVgK8PEChd7JjrMrKQABfm549e/bWAgxZer29vLFpwyYQ2Kfn+bKE9K8DPQLv/9m8/4gmhcZAj5+8hlxxBXGJr5CZ95pF86SInurc11Dnv2ZH3ayV74ZtwGKISElROUGscmbgQ6xywyzVIvSZORotxnWAeYAzzFUytufXROkE00hyReNAFdsHzMCsC3iAwkAKU4RkMCIrrkoGCbMskCXUFSZKFxiFOKL5hM/QzWIIzMPdmHXPTOnOXPFMIt1gSGXSsww4coCcrBOWOxbAf/ePUOe/Ym3Kzn2NLGqTdhs1v/PyXiM34SfEB3+PXxPuIDf3ZWVe6HhGVzl0LY2B3kOwCPaCmcqtHHwZMdDvBnOVF0ZIp6LZKD1M22gLK5UHA26mKjeYRpL7uDvEKg8GjumaJIqAsxSGDPhxSiSzdqpkMFPKYKaQwUrlBgsVZwG1DpVBT787Ohr1hFWIKyyYlcYdpip3tmBgyECkCwzJSkOWTQLPKjfYBC/A6qhdSMt7oZNHutqbk/saFzKKEa+Mw08nL+BCzgt2jjDlzdCQrudqupZZ8Bonkm/DzS8QFESK+pXVlcBrpBtMVR6wCHRFm2nd0c9mDGzC3RmfjTWyJWELAk4QkdUo0g3iSA/2HC3EUNtZe5lbN+3bdYFZlAyWKk+YM57L2MLLmOUm+M+glhjztQRW0V4wI7BN/I50g0TJeTowC1ekI4wjnTjwrJLCzs8HB89cYKD3rTZWI3uULy3/NS4n3MadwL0oir+N9ALdcvpWmXWQS+FZgadsTq8iMwz07j8Fa/+lMFG5sfHBzdU0VqSwjlqAsYvF+GTop5iwVALzKC823xrRIhMtOLK5VwYjNv7cIWJA1RlGkfNhHGkPWhgiC66Evh00R9P+YJoXVS4wVjlBEuGMPpYj8Om4DhAF2cNc4Qpzmt8jF8I40hNGbNGOFqikrG40F9CcYL1zEVYrohCf/aB8zqmLjGfkvsatjCe4HHES6h8u/U9zPn03jx1/ga3bMvDyZePQCxqDbiO04f3J4t07PzHQS1HECWg3BK8J3BKgJi+C5cu+xvp160HHaxGobojyhTIapp8EPv4z+fiPAb10biIPeklRMVE5wUTlzICtiADudid0mtIPTfu2wDjn6Riz2BDTt86CjdwdEr+5mLDYBEOdJmOE81RMWm4O0x1SiJUeEFFArAgXTFxpBsMtczB5nRUGu03BCPepkGyyg4XCAyKFGwx3OkJvXBf0Ew2DwWobjHCfgmFuUzHDZxbM5e6afbIELgkUkcXUhQGUvwr00hEaZOnVBr3MwqFygbnKHUb+DuglHoxPejfDkHkTMX6RMaattYJ1uCfMA1wxeakZRrhMx3DnqZi4WAyzHVJYKj1hSqBWIcXYNWYw3DwPButm4Uu36RjmOgWGPrMwK9yTAWibne5oO60Xus3oC/G6ORjhNR2DXSZh8kpLWIV5cgBQo0Byiw+kiLprQG800v9q0JtfAXotIry1QC/JniskchmmLLdA80Ft0X18P0x1N8HEJSKI/O1hG+GOGRtsMcpzGgY5jsdw2TRMX2sH8zDinydrp5G/PSYvN4XYdz7GLxdhsOskjPc2gbm/FFbKBRCpPDFhuTlafNEeE70lmLLKEoOlE/Gl9wwYb5sHK6UnREp+XzYp4BplXinDXL91+PbMJQH0VgFWdQEjQt73CM51LLwQ6N15gAe97gzo8qCXguhZhEgxcNZo/LfTJxhoPhqjF4kwYY01LCO8YBosw+Tl5hjmPBVDHCdj9AITiPydYKH0AHnrSORSTFs7EzPWzYTxprkY6WGAoc7TMG2lLczCPNg+eIsIdwwyH4t2ozvDeM0sjPLWxyDnSZj8tSXMQ9xhofJiC6E0RxmT54/Gg4iBXnkUEgTQKwCCRmKA+DuBCbLG+vn6MVDaUKCXwG1Gegbbjzxnth1m2s5EUEAQC87WUO/4O/FYqOs/E1x+qP3+Ea1KNQZ69PgVIhSXEZf4EurcV5Up7xUSc57CR74LNv6LQe5otDpPoJcAJllmx31tjqYD2+Lf7f8DvXEd0Uq/E4YunAazYCf0tBuOFhM6oM3U7mg1oTOajWiLnjNHwWQH7cn0hFGgI1qM/Rx6EzujtX43NJ/0OZoOa43W4zphxkY7mCu9YLjDGe1Gd0WbYZ+hzYzuaDnlczQd1QbNRnTAuK8lIGsoWRvIKsEFiHLlQG/wAvjtOgU17VGlqMI5r5CZU6V9mvbm5b5CTvxPiA/6Hr/E30ZOjg5eVOVNNf/Tsp9hwy6y9HrCTEWWELKocu7LtDduzEpTtBjeDv9q+280H90BraZ0Qm+HkRAHO2OwdApaTuiI1l91Q+vJXdHsSz10En8BsZ8Ts2xLgpzQ4qtOaDOpB/Sm9UTLyV3QdIQeWo3sgGnLLGGp8IBNsDvaT+uNloPb47MZfdHiq45oNqYtmgxtjZEyQ4jlZGVxY9Zd3npCCxA2wd5YFRmNtNznlWWgmnYST7NzX+F8+lPEK2Lx08nzOJ/9HOo8jscZua9A9JZMveta3iscT7rF3JsJ9BLvDJhV2plZh8iFvr/dWPy708do3qM12k7ojLaGPTDFxxLGm+cyK3eL8e3QekoXtBjVHs1Hf44x3iJYRXjBTOmJsQtM0HxQa3Qw7osWUzoxL4ImA1uiu+lQmAW7wSxqASYtt0bLPm3RfkovtJzaFc0nfoZPhrZCO4NeMNo2H6ZKzqJF4ID3YBAr3TDPbz2+PX0JGRqZq23bU/Ne4XL8LdwO3IPC+FtIJ++Ed/FJuC/wqAFkIC2vFDv2n4SV31IYK8nSK2UyzSI2K2XQ3zoHbaZ0xb9a/QvNh3ZAy2nd0MVuJCx2uGGopz5aTvgcn07sAr2J3dF0aGt0MOoL460OHFjdIUUXo0FoPa4z2s7og5aTuqH5l5+h6dA2GOZuwI4Es4jwxBDT8WjaqxU6zOiNVlM7o/m49mgyrDUGOU6CbQSBXjoxgOomg0EV0Bufdb98zqnLmKG56Wb6Y1wKP4mMHy79T3M+vffYD8+xZVs6XrxoHHpBY9BthDa8P1mkfbfbt/ky0NtQfKbjiijY2bKly9iRRSbGJnBycMKpk6fAjtpqJDp3Q/FLKOf9ybfA27d52+hAb2xV0EsAkUBvNgd6rf0XwUjlAiOVE4wJ9LK9ku6wDPNEd7MRaDG8DUTr7GAUaA+TMCe2v3fiBitM2WoL8U4nGPs7YIj9ZDQZpocxyyxgoVgAIz9HNO+vh+ZftMbEpSIY+zlh4mILNB3YBr3mjIOVYgH0g53RenhnNOnXGsO9DGDia49p31hB78tO6Gg6EBLaRxwlBbnbMZc7dsSGGyzrAHpzGei9i/igYxrQ+6LeCnVadplO0EvutYxnES4YMnscmvVvgXHLJDAMcoBBqANEShdM2myNKRtsYRTkCFGQM0Z6G+Ljga0wzM0AYpU3zPxd0GxoW7Qa0BZjF4ghCiBLuRWaD9JDL5PBkIS5wWaHOzpM6YUmvT/FCGd9GG91hNG6uWj/VW/ojekOUbAzs7CQ5ZNbLCDgVk/Qm1MBeu82NOj1DUBl0Mu5OEoomM6W+WgzthP6iYbDZNtczAicw+0n3+GKCT5WMKS9h4FOMNlgh64z+uHTCR1h5ucEK7Liuhvhk46foINxL8zYNAsmvg4YMW8K/t2/CaZ8YwaLKA9M/toCTbu2gN7UHpi62gZm25wwWmqA/w5sjmHSKTBXuLGx8Bbo9eVAL7OWVwUk1Sy4kMIsgF4B5NcFsNU7rw4ZTMsr0Ql6WVwFpQymcncM9piOT3o1x2iZIaYHO2LGzvmQKKT4attMTNpoA1GAM8wCpJi40BSfDG+NQfYTYaH0giRYhs6T++E/PZtiuMsMGPs7w3C9HT6d0AltJnSFebAbzOUeGGI2Dv/u+DG+sBsH8XYHSDbbo6NBbzQf2QZiX3u2uEqLX4aRLmwBrNy9WR6FeoPeHAH0Cord24qdwJPa8eTObQK925GpznrnHvLa8pSCa9Ee3vMF55GbnYv0tHQGqgkM17YMIV/t+k/gk8CnuspAIwK9L5mltzrQm8CD3gACvc4wUjmylAe9tsrF6GUzGq1GtodNoAwWtDeS9ppGyGAd4gZDHxuMc9fHSMepGGExDk17t8AX876CjWIhTPwd0PqL9uhh8gXMw6WwULpjZrAnPp/UB20M+sIq3BP6O5zRemQ3dJw6AKJgF7an1zpEhr4mQ5gV0yTInrk0G0U6M9c3OlKD9gVXAr05NVt63xvoVVZYepkrsYqr25eOU9BsYCtMXT8TllHekOzygjjKHeZhHjBab48xXibMxXmY3Vf4pGdL9LYaBYnSCxb+rmg+oh36GQ2F1Q7a1+wFsxA3dJ3WD+3Gd4XJThfYhHqg7bQe6DihByx9pbBWecNW4Y1Bsyfh435tYOjrwFx9xSqvcmWyEujNqYOlVxfo1YC9+lt6X3KW3nLQW6HokmeBWOXOwD8pzYMsxsAq3B0i2merlLJFEvMAKaausMBo12kYaz8VPSb1w3/7NIXRmllMvsbIZuA2AvbYAAAgAElEQVSTHp9g7DITWEZ6sP28Ih87/GtgE4xymwLLSDdMXiZBs96t8KX7DNgovWGtXACzrc7M+tTHegTMI9zYAgsLlkXBsMg6pnTDXN/1OHj6EtJzdSya6AAcBF6ITwLoFUBvvYFs1cWVmv7rkMEaQS/FCoj0wphlEjTt1wpfLaKI8OS6TPEE3GEpd2feFbQ9YKTTdIy2m4qmA/XQw2gQTEPd2FaWbl/1RdsJ3WAZIIW1whtz5IvQf/Z4tBzcFiab5zNQPcB8LFoObQfJFgc2V81RLGIu080GtYLButnMM4X24+tHOr0FeuPqa+l9C/TqGLM18bLKPcHSKyiRdVUi/875edBLe3rfFTjt79xOoe7CuBZkgJOBjyiaXWOgh49eIlx+CTEJL6DOeYkMnrJfIiP3JRKyn2CNfBesyNKrdIKR0pGlLPItHR2hXIie1iPRalR7WPm7QiyXwkTuAskOZ3wxdzxajG6HlqPbo+3YLug0shvbG9bHchSsw71g5D8fbQd/joGzxsJE4QqJwgU2O9zQedoAtJneCxY7ZNAPskeb0d3R23QkjELJ0iyFWagU/c1HoNmkDjAJmAdxpBOMIp1YBFFKyUphQZbe6JPIyH3B2pSZ/RJE5e3j25nzkrm2ZcfdQVzgMfwcdws55KardV/XM9VdS80qxfpd38I8yJMd8UGu4GQhN1Y6gQX3UrpguNNXaDq4Fb5aNxNmCm+IyNU7XIqB0qloProjmo3+DC3Gd0Kbid3xn46foKfZMIgV7rDwc0GLke0x1HIsLEPdQS61ZN3tbTIEbcd1YRZiq1A36E3vhi7T+sAqmI4ZoXM23TF0/hR80qcN9LfZQxLpBROlJwvaxCKoKt1gHbQAq1TRSM1+ppNHutqblf0SBWlPECc/hzsnClCQ9QzqXI7H6TkvQaTruZqu0fM/JN6EjEBvuBdzqTeIdGIBcEyUMoiU7pAEuEBvfBcMNh8DizA3GCtdYKxwgf7meWhn0AfNRrZBy9GfocPYbvh0YAf8t9vHmL7MkgXIGedhgE/6NcdXG2yY8m4a6Qaj9XPw78HNMMJxPEzlTpi8TIRW/Vtj/BIRzGj/Ob3TzwVNR7VDb/OhMA2jwGuuzNWfvB6IhyYKGex81+Hg6YtIz+FkrqZ2at9LyX2JS/E3cStgN67F3URaXt35pl2e8FvgX21lIDW3GDv2kXvzEhgrKJCbC/M6EStdYaSgucMTo5aJ0Kx/a0xaaMqONRIrKIK6B0YuNESLse3RfEx7fDqhM9qP74b/dGuC7tMGwHSnKyQ7XND1qz7oYtwflhSbQO4OmzAvDHL4Cq0GtYHxRjuYyd3Q33wMWo/6HCI/R5iFu8NGvgAjPPTR7ItWmLHKloFeg0gX6Ku4OZ5iS1jtWIhVEZGIy/qNfadq214+X3r2S9xMe4hLYceR8f0FZGdX+f7VYe6ib8V3PzzD5m1peP68cegFjUG3Edrw/mSRzt5llt6MTNBRSQKvBR4IMtC4ZaDRg161BvTGZz/GKgK9AYtYECtjlSM4IjDnCiuVF3rYDsOno9rCKtBZA4xdMHG1BZoOaYv+c8fCcNtcSAKcIVoxBy0G6KGn5UhYRXjD0M8Bbb7oiIEzJ0Ak5yLj2uyUobN+P7Sd3htWO2QwCJyHtqO6obfpKBiFSWGgksE0zB39LEajCYHeoHkQE6iMJEDMEQXYMgteCL/oHzmFiNpSDeAlJSgn5wWy425XgN6sF2Dtr4PiwytTKdmlWLvrIMyCKCqzOyiqsAG55mn4ZqZ0wQiXyWg6qCWmrpsFS8UCmEZ4YNrWWWg2Rg89xANgsGUW9P3nYPrmmWg9tC26mQ2EkdwZpn72aPZlG4ywHg+rMHcQCDQJl6KPySC0H9sRxoH2sAmRQW96V3Sd3pfxjyI9077n4fO/QtNeetDfOhdiiopKgWFUBNxIyeVB7+7/AfTmv0fQS/t5OWuqROEOcZAT2wc+2JwWT2QsorKpXIrBduPQbJgeRnqbwGS7Eyx8ZRgxdyr+068ppi23YG7J49yN0KTfp5i80ZZFk6Ujn4w3zsG/hzTHSOfJMFW6YOJyE7Tq3xITl4m4fdm0IOPniKYj26CX2RCYhrkyWaOgbrTHnbn7K10xz3ctDv0ogF5+LAjphw++U3NLsWPfKQ70KunYOGcN6JXCkLYSqDwxfKkJmvT9FBMXm0FEEdEpgKHffLSd8Dk6GPSB/vo5MAyw57YdTOqCbtP7QhziDNFOJ3Se0gedTfrDfKcLLBRSWIbLMNBpIlp+0QYmG+bAQi7FF2ZjoTfqM4j87Jnl11LhhSGe05g3jP4qW7b9grw8uPmKYkq4sCPhCPTGZv2GdM1CW13kjQO9D3Ap7AcB9DaSBXxB6f7zlG4B9P55vBbkWuD1hyADH9FB8I2BHjx8gXD5RcQkPEdGzguNlYpA3wtmJSXQu1IezSy9XORmBw3odWKgl4576TF7BD4dqoeZ25xgraIATu4YucAITQfoYfoKa8xULMBM+QJ85SbGJ12bowdZeiNoTy+5N3+O/jPHM9ArVkphHeKOTgb9oUegd6cbDALmofXozuhlOhzGYaSUyWAe7oG+lqPQZGJ7mATOZ1F9CYATsbN+6Zie4IXwjf6RuZqmZ78AI037yBKnTQz0xt5CXOB3+CnuFrKzniODnqmSrzb/U7I40Gsa5M72zhLopWOVDJnFl6zQLhghnYKmX7TEjNUzMUe5CDZyT0xYJcG/BjXBROkMzFR6wkrugfHLTfHfHs3QXTIYojAXSPzs0fTLNhhuMx6WYe4wVkphFO6KXsaD0G5sJxgHOoBcv1tP74rO0/vAciedK0vHQLlh6PzJ+KTXp5ixxU4H6JVpLL27NKC3dm3Pyn6B/LQniCVL7/E8FGSVMZkhPqVpqDY8085DlnnO0utfYellwdM4F2axUgbJTme0mdoVA8TDYRfqBRuFB1Ome5gMQrtx3WG9TYY5EYthG+iBPkZDmaVX/2srmMndMcbNEJ/0b4Up623Z+cTUH4ab5uBfQ5rjS5cpDOROWC5CswGtMGG5mLnTizSgt8nI1uhpNgRmYXSkFhfJnAe9lIeB3lMc6NVu07t+p+S+wMW4m7hZbumtHf/fVa5wX+BjTTJA831KbgmCq4BeOipOpJRCnzx2lO4Y9bUEn/RugcneprCK9IZFlCeMNs1G86F6bDFtbsRiWCm8Ybh6NpoM+BSdpw6AhFl6ndD1q17obNwfZjtdYS6XwTLcHQOdJqHlwDYQrbeDZYQMA8nSO/oztt3FTO4BK4UnhnpORbOBLaG/2hpiOr6OHYlE839l0BuT+Vu95mn6HtxIe4CLYT8g/fvzyM6u+P7VxDNd94iPR79/hs1b0/DsWePQCxqDbiO04f3J4u1bt7Ft63ZkZmQ2Cj1YkJX3JysCbxsHb/8RoJf2JsZnPcLKiChY+S/UHFdEoJeIA710buoQz+n4uG9TdDXsh972YzDGxxxTVtmgxdD2aKffG18uMGKKTuuxnfGvzv9FD5sxsGaBrBzQYkgH9J01BiIFHWUkhUWIGz4z6o/WBr1hEeIOg8D5LMJzd/MhMAlzYXs3SXHqYz0SzSZ3YKCXgCW5PVNKZKJ050BvVG1B73Nkx95CLIHe2P8N9KZmljBLrziI3I/dWb040OsCQ3ZWpRRTvjFH0y9aoJ1+T/SbPwYjFxtg+nobtBjTFq3Hfo7B7lPwhWwqWk3riY86fYLukmGQhMkg8XdAk9FtMXjWOJiFkeVDBoMwF3QXDWLuvoZBjrAk0GvQjQWCMQuhSKwUrVmKwQ6T8HHfVpixZQ6rl7FS29KrAb1KAr1ltVYiGehNfcxA7+3jechvMNB7A7Lt/jDn3ZtV5N7sDBMlWXxdIQlzRTfrIWgyVA+9bUagv9N4TN84EyPmkgt3S/SzHoUx3kboaT0Czb7Qw397fgL9FTYghXqUuwE+HtgSU9fbsvN9JSpXzNg8G/8a1gJDXafCTOGOscvF+HhQa4z/2pTtURcrpBAx3uuhuwVZeknGuEjmnBLuDAZ6t6/Ft6cuIi3nea15SEp0MgO9NzjQG3sDqbkCWNMFLoRrDS8XKTklCNp7Ela+S9giGue1wIFeQyWBXjdM3TATHw/8FG0mdkW3eSMxaPE0mG53RAeKxjy8Db6UTscgt+loM6UX/tX1Y3SeMQiSEBlMg53QdUpPdDLpB8lOKbPiWkR4oL/zZLT4Qg/G6+ey/fH9LEfh07GfwSjAkY1Ra7kHhnnSwmALzFhjyRYKadzTQlNl0KtCTOY9tsBWV9lIKwe93yP9WEOA3jJsEkCvAIAaiTHkXUCFB73qDDVePG8cSv272izcF/r5nywDAujVgF46P9Eo2BkD7SeizaRO0JvSCYO8p7KV/WFu09Bq4mdoMa4D2kzrjkEOE/G5xRcY4jWDBRUyCrZHN9PBGO41je13lUS6wjTcFX0cx6On4zhIwqUwDJmPHjOHYLB0EkwiONBrFuGGYW7T0c1uKEQ7HGCkJFc8svJ+2KCX3K8pSrPpDhcMkU5BW/3u+PSrz9Br7pcQ73DG2MUStJnUFS3G6KHV1E7o5zAR3UyHY4DzJBadWBzsiI42gzDCywDiCBlrN1l6B7t+hW62w2EY4swAWU+n0ejjMAaiMOIJ5XPF2KVidBMNZi7QtBfYhI4nKXdv/vBBL6fscsdlmSplmLFpNrqaDUHriZ+h9fSOGLNSDNNtrsx1/tPRHdByQgd8Ju6LoY4T0dF0AAw2zmEK9cSvzdDFdCCmbbUDA7NKV+gHzEcHm0EYs5zbszh5nTU6SgZh0nobmKooUJYMxsT7WUPYWdIkl8Q7LpI5VycCvXO3r8XBHwn01g2ccJZeDvReFUBvnRYM6gp2hPyVZZNAb+C+k7DwXcLNJ/wedSVtJ+AWIsVhrhjlbcxcmVuP74BOswfCLNiRLd61n9wFNN70JndGf7vR6D3rS/S3nwCTUBcY73RE/7mj0Nd5LIx2OrGFTYnCDcOWGaGz6UAY+c5ncQmGyqajy6wR0N/pApFCBnOlDONXidHRtB8MNs9k34aKrQTall4B9P6TlTCh7X8dCBFA71/He0HuBd7/FTLw0fPnz9EY6P6D5wiLuIBz8c+Qnv0cadnPWZqR9ZxZrOKyHnKWXr+FTPkwVhLIJHICWQIMFVIWxIei6FoEOsMyyBlm4VIWNIjcQEUBDjDcagdJgCMsw90YKDONkDIFyDjCFebBUkhCuVV8AhESuStMQ2UQh8mY5VekdIY5gbkQZ7av1UjpwsCKRagbxDscYabg3JpZXZQuoPu019U0aAG2R51ibUijthBp2lc1zc5+hqzYm4gNOIq7MTeRlfkM6TXkr/q89v+kzGL4RB+AJMgNYjraRukKAwoKo+T3OztBonCFeYQ7zEPcIAlygSTElQWIsZB7wjxIBuMtsyHynwuLcBk7D1Mc6sIsnSKFM4xDHSAJ4wI3UZtp/7JpqBQSUhiVrpDQvrwQR0joGeJNpAs76sM8nI5xknH8UjqzvuPq5Mz6zzpwAVYqd4Hcs7XbU9PvzKznyEt9hJiIs7j1Qy7yMkuRnsPxOTX7OYhqel7XPXr++4TrkG73g3mYJ+MbBbDh62qodIaxnPYHesA6xAPmwU6Q7HCAaThd84Z5qCdMts2H0bY5MN/pxPb8mu50hmm4FCK5FGYhLjAPdoZxOAXqoQBjzlzAsRBnSEheVc4wlXNyKZJzbpXGSlcmcyZUTogr29PIjk9h9SJl3hliuQvmbvfBgVMX6tzu5JznuBB7Hdf9d+FyTBFScuvON128FK4JfHyXDCTlFCNg30mY+y2GgcIVBhQsisaYwpUFFxQpaL51hUWEO6x2ymDF5isHmEW4sC0FloFOEG2xg8RvHqwjpDAPc2VeKCyiutwZZjudIQp1glEE7X13gZHCmS1einfSmJHCUOEC8xAZxCFSGMllMJRze4rpO0DBEM0jpGyMckEUaR5wYv8pOv/KcCXOZd5DqmbOeVdbte+nZj3H9dT7uBD6PdKOFSArq+L7p52vNr/pu3nkWCk2bUlFWVnj0Asag24jtOH9yeKtm7ewbes2qNPVeP7s/b1H6EOBt4IMfBgy0KhBL33oGejLeQ4O9EbDym+RBvRS9GYiDjgZKF1gQGBM4czAnJmcsw6QlcAkwhliAql0pAtFuyWQRr9pH6XSBfoMMHNWRwZamQsrAQx3BsQMFfQOJ4gVBGRdoK90hgGBR6aIEagkxcwZBgondp2UNaoXWQvMghZie/RJTiH6E0Fvogb0mgW6QyLnQS/Vn6I3O8JQ6YAZcgcYKAigu8NI6cas1PrUVoUrixRMPDNROMJI7sBALQEzQ5U99FUOTCmlSNAGSifos5RAIKegkmsi8YB4xFwBCfCqnFjUUwaOKXiV0hH6SgcuEipZdahP5G6wDlyIVR8c6PViCi4p4rSYwRHXx+QKb65wB52VS/whOSAXd0OybFMUWlKuFU6c/NH+W3JHjnSBmIFcTv4MiF9agahE9HykI4u0LZa7crxUaWROSX0jBUWuJVnlnqW8jgz0SiLI0rsG+0+dZ/uia6Ms83kE0CuAU14W/uyUQK/fvhMw91vCFjD1NXMILdYR0fxAY4tF5Fe4wowFlOPmezYPs7HnxM1XChoPtNedopvTuHHknmXfCkcWXd+AjpZjQQcpuB/37TBVUDA6NxgR6GZzOW2dcYEkkrwspGzc07zGxip7nyssgxdiZbhKAL2NZPFdUGw/DMW2tv3Agd7tAugVxl+jMP7VVu7/yfkaD+i9/wyh4RdwNq6MWUPLLXRZz5GS/RwxmQ+wJnw3bH2XsCOFTAiA0mq8XGN5lTvDUO7EVuiNI1wgDneFOIKAlAtEEaQs8eQEY1rtlxNI45QmTqEiqyUBWQJ9HKAhcMNAMFOWuGsMzBEAYZYIfsWfVv2537wlgP6bKtxgGbAYW3cdR2JuKWd5qwH4Zmc9Q2bMTcQwS+8NZGZyvKjJOlydcpqY8QTro/fDItAdYjmBWg6UiRQEjhxgpHDkFDuFEwwZUdtJwSQrCOWl/aIUtIkDamzxgK4TSNbwieMVxyNSPNlzzGrJ8YIWCnj+EQAm3nHKKLk7EzjkiEVqVUhhHu6J2YFLsEa5B8l1sPSqydKbQpbeM5ylV13CLLskQyQ7dbX0kvUlNesZvou/BndfP1iHLoCpgiyrzpDQ/kKyqCqcIKKFEHIT17LykzWWRbNWuEHESMb2f5PFiSPiJ1mRHBnRIgSB5QoLMgFZV8xQ0aKAIyeLjN+cVZ23fNHRWvTbWOEEY8V8GCnmw0TuyKzyc31XY9fpHCRnl9Xawk08ItB7XtvSWw/LVXXyKFwXAHVNMpCY8xTbD5yAte8ymMrJs4LzfiDvBQZ2tVKy+hLRGKDtJDM0++xFbCxwi0U0nmiuYVZdjas0/WbzDj+fa67TVg86po7Ko+8KjWt+fqIyxHI3iOU0jil+AVl8OQ8hs3AP2AYuw4qIKJzN/LXec01Ryn2cD/0eqccKuDm/Hp4pjLdZvKU3BaWCpVdQgv8BQEiw9P69Fin+yWBNaHvDyOpHz549Q2Og3yqB3mdIyaqg5KxniFE/wrqwg7DbsoqBEItQb1iEeMMq1BuWoQtgFbqAXbek/2Ga6yHesCRieSpSesYqjPvPyqGyyskLFiELYBG6AOZh3jAP89KQ9m+65llOFqGesNRBNqGLMNN3BbP0JmUXMyBFYKo6ysoqQ2bMDcQEHMGdmBvIVJchLbP6/NWVQ9cT059ic9Rh2PouhmXoItYGrp4esAj1YO635IJrHuoFs1AvllqEeqEq0f13UdVnqHx6F103DyVXX3oH907uuicswrzKiepBfWi7Yynmbf8G6xT7kZhZWi2fqrZbnfkMuSkPGei9+X0Ochno5fjGy1HVZ2r6n5L5DMnqMhyNuQqv7UGYFbgMVjtJpjxhFeIN6xAvWIVQ+6jeXrAO4eSH2srJ0QJYhixgeS1DvFgeylchh/ScBzvjmFKeVxwfF8A8ZCHMwhbAPNybkUXYQlgyIrkkflYQPUNnJVuEurP6zQpeBMctG7D7VB5SsspqzUPiR1LOM5yPLUKRXzQunStEck79ZK8m3gr3BJ7qkoHErKfw33cKs7eshE3IUib/Fpp5nM3XNGdXIZozzEMXsLxWNA5pfOqYhyvmZm4MWoTQHF8xHvlyaZ6isUhlsPmfxnMYjXUaywvZtYrxvQi2wUtht30VVoXtwZmMX5Faj/FCc01Rym84H3oMqd/laxY66ycjaVnPcPi7EmzakoLS0sahFzQG3UZow/uTxZs3b2L71u3ISM/As7L39x6hDwXeCjLwYchAowW9vGJEoCU58xli05/AV3Earlv8YR+wDvMC1mKevw+juf4+sPfzgaPvWtj7rcE8v9WY77ca8/zXsPvz/X3AE3vGzwfzyonya8h3Deb6roG973pG8/3WVtzTlEtlVyV6ly5y8F8PVz9f7NybiOTMEqRnVgB5vn3aaUOC3qT0EgTuPQdnv82YF+ADu4BVmOe/EvP8iS9cG+b7rsF8Xx/Y+a7FXL81XBv8uXSe3yrM1ZCd3yroork8Lxif12A+Peu/BvaMfGDv7wMH/7Xc9YDV5fdZPv5Zv9WY60/31sLRbyPcfX3hF30SCRl/LehNUpfiWOwNrAjaBUf/TbAPoHaQnJGM+WC+72qw9vv6wMF3LRx8fWBP/GR85FJ7JhcrMd+PiGSE+K0hnt/s+ip2n5538F0HB98NmO+3HnP9fDDHfzXs/NZqaA3s/IjoWgXx/UR1cvHbgCV+4fj25GWk1nHBRAC99QMb2mNY+F0/HiZlFSP8YDxk2/0w33895gTSnLUW9v7r4OBHc8PbRPML3Xf02wBHvzVw9F8NB38udfRbBSf/1VXIB05snvFh5dFvIhrb8wJpfK+GPSvDB/YB6zE/YB3mB65m73fwWwd7mssCfDCf6hWwAY7+G1l9tyl/wNnUX5GSWbdFJpIVAfR+GIqUoND+PftBAL1/z34TxpvQb/WVgY/KysrQGOi338oQGn4eZ2NLkUrKA5GaS9PITTOnDKcS7uHbM9fwbexVHIq7hm+16FDsNRyJLcSR+EIcibmG74hiC3E0thCH60TXcCTuKo7EXMHRGK7MQ3GF+Da+eqL7h3XQwfgrOBh7BaeTHiItqwxp6jKmGDHliG+jVpqVWQr1ues4538Et89dh5qAn4YH5TzRyl/TNXV2Gc4k38eBuMvYH3cB++Mv4mD8ZRyJv4bv4orwXdx1fBd/HUfjr+NIbBHHu7giHNGio8TLGuhwXBGo7YdiK9ORuEIcib3C6Ch7VxGOxRWy9x6NLQIR6yvqr9hCfBt3BYxX8VdxOPYaTifdQwZZKWvZ1gx1GXKTH+Bc+Gnc/D4bORlkVeeeJ15Xx++ayufeX4rvY25jf9xFHEy8hEOJV3A4/hoOx1I9r+Bg3BV8S7Kikb3v4grxfXwRo2Nx1M5CJqeH4q/hUEIhR/FFOBRfhG8TChmx6yQ7VEYMpVdZHzE+EX/jC3Eo/joOUz9p9cXhuGvgicln7DUcir2CQzGX8cPZG0jPKGYyV1Mbq95Lyi5DQUwhCnlLb3bt+6BqWcJ/gXd1kQGa42OTH+JwTCH2xV/C3viL2Bd/GQfjrumcY2hOPxbPzSvf0xxDc0nMNTbmaNzRmDwaV6iDiqpcK8Lh+EJGx2IL8T2bp+jbcgWHEq7icPxVsLEcU4gjcddwhI3jaziYcJURjdszCb8gI6cU6XWYs3jepKjLUJh8DwUh3yHlaD7Uaq3vXy3nP74sSg8fLcbGzckoKWkcekFj0G2ENrw/Wbxx4wYLZEWWXoHP74/PAm8F3n4oMtB4QS+BPZ5ob2t2GZIzy5BIwJGUcfqfXQZS1Ol/GgHGjKcspY9/Gk/MxZNW4GtHtJf0ROodnEy6g7QssjZyoCkpqwzVEbmR6qKk7FLEZxUzV9l0qs87AGxmA4JeUsCoTgnZpUjILuHSLI6HTEkiPqrLQPXKUZciI0OL31XrWQ3vKrVZC1wSwD+Xeg8JWQ8ZcKV2s7bz/VmlfOrDRJ4yS8v5VVvArw16bzQE6CW+ZHC8SUovY32YmFPKyZpGsaW2J2pkgvhJfMxQl0JNKf3XtJkAdzLxnUgjs1VTKovcqYmOx9/FqbS7DLDyfcie5RXgavqCxgONA8pLfFMz1/i6Aa9y0OtL7s3XWH2ZrPDvFtJaL8QIfKub7KXTnJ5RhgR1KeKzSxBP8xaNscwyJOkg+hbQuEnPKEU2m/drN7/X9B1gY5iNrxIcTbyKY4k3kJytAbMZmgVLzTcnMacMRDTeaG5T09ng9RgfAugVlMkPRZn8O9ZDAL3C+Pk7yq1Q5/rLbaMGveVgiRQc3kpKSglvgdKACVJ+shJ/Q/qRHKhTHjKln89fk/LJl6+dxmc8xtZvT8B/3xkkZz5lYIbu11QOgQztMvjfDPDQ3lRtQFmDYtSQoJeBdS3+0H+mKGrez0BZZhmy04uRd6oIqafvIj2tFKlpZYzS0stARHVP0aLyhQitNrNr1MYMjg+JqY8QtPtHfBuXj1R1MQOQaZr7VXlF/7WBIfVlXS2z7wX0EvCluqVzYJTJk0YOCNTz/KW60vvzUx8h9thlZCY/QA7JI+3P5gGwBhSTUq1NDBzTYoimvHj1E2xWnkDwsbNIzn7CAWdeXkjB5xdyeN7z/zUpySgBZ0pp0adGmdVxXwC9dedZXXks5NfN43JPGFpI0sgxzTtV5x9+LiI5p0VIddJvyPw+D+kpj7lvBMk/Pz4orTJGdP7n89P4pPdnP8baPdFYH3kAydm0LUUznrTGPb2b5lPqT5onaNGQ0rr2rwB666/8CIqjwDsB9AoyIMwD/ywZ+Ki0tBSNge7dK0VIWAHOxJYgVV2KFHLzYu693G/6T5ScWYqkzIpryXRNXYrbRzNx2X0JCn44j4yMEvPKYQIAACAASURBVKRlcNdpbyb/rHZK70ijd/DvoXdlluKM+idYBS7FPN91OJvxM1IzS1g9tJ/V9ZuVw5enSSvly9BdD+08meoSZJwtwln/w7h1tgjqjApeaOery2/ija78jLeZJbiWdAdFW+RI2LYP55N+4/iWzvGeeEj5UmogVo7W/aSsUnyXcA2WPoux6qAKSZkPmTWGyuLL4fuV72eqH9+PfKqrztVdS1eXIifpPs6G/Ygbx7KRk/6U9aV2udU9W931Su3S4iFdJ7khIlkkykp/ip+PZuHEEl9cOpyO8xmP2Pt53uuSDf4a/346V/m7tGswW70YTsp1OJvzEyuD9UEVueKfrZQSfzV85Musa5qYVYr8c9dwzTcKF89eA/VlXcsQ8gs8q48M8LJMz/LjhpWjkWtdZZJXTuHhdFxe8A3On7zM5hnKR2WxMZpZyjx/yAtIF/HvLE81+c6m/wTxVmdYbV6CHzN+ZWeGUx4a6ylViL4Z/HxAqa561nQtOaMU15J+RT5zb85j3y56V03PVHePnjt09Ck2bk5CcXHj0Asag24jtOH9yeL1ohvYunkr0lLTG4UeLMjK+5MVgbeNg7eND/TG1Az0SCEiIMsUIwIgGhDyW/hh/DR5PK6EHsHFtMdM8aF8NYJeLVCXnF6KxKxiHEjKx8Cvp2L8N7Y4kJSHpKwn5cC4OmWjoa6r3wK9xezdDVU+lUN84yklsxi3z17AfSc3pEuX4daZi8jMeFqucNVG+SoHh5pyY3MeI/jkaQz1NoRVkBfOZPzMKZw86K2nQlcTD8jFkQe91xsI9Fb3PiZvVRZj8lIf4nHwHpzSN8PNoGhcTf2ZRZ9OYK7a71ZgSfFNzHmM0NgzGOQ+A5O2WOGI+iIICPPvo7S6OjXUdQ70FmpA71UB9L4HWW2ovvqnl0NzE+1b/2nnAdyd+hWuRv6IgnTyjuAALoHR6kgX76g8yk+W3X0xWei/eCxGLRMhOjYbidmabxJfpibvW+XXQ17KQe9O2tMrgF5BMW0ciumf1Y/Xi65jCwO9aSgtEXj3Z/FdeI8ga3+VDDQi0FvCLL2nY0reqdyTosCD3oyMUmSlPsJPq7bh/oAuuLpkLW4n3EaSuqQCHOtQRpjFTgOa6Tet4MfmPcbWY0fR1r0Xurh/iS0nDiM26wGzdjLQ8Z6BRzno9SNLbyEyKCCTjrrrUtpqe40WAWjfHFGq+inuHk7EoxlfIWeGEe7vO438DHITrADGjM+1rAPlPZV9F167fPGZ8wB8+Y0BDiWcR0p2CVLSNZbeWpZV2/ZQPravT2Pp5UDvk/I2lC+QNMR7teVFUx5ZkC4k3cNT72XIHDoIvy5ZgaK4IhDgrc27meypSxGbcw/LDgWinX0fdFs0HKHnziEx5xFrW3o6t7hTF57UNS/1HdU5/xwPeq9V8qioa3lC/ve/SPFP5jHNx7nJ93B7yTrcH9gTRWsDcSP5F2SkcwCVgViN1Vf7d3U8ozxkqY3Pe4SNhw6gg6w7ursNwZZjBxGf84AD0/wiaUPMJZoytEFv8hECvcXv/P5V1wa6TpbeDZsES+9fpZAJ7/1zwQADvZu2IDUlDSUlJYK1t5F4fgrj6M8dR38nfn9EA70x0K+/lmBnaD5OxxQjJaMEydVQUkYJiOh+akYJctKLUXjuGm7au+Bhl5a4YmqBB8dzkEzKQzq5Oesui95Bz5e/K6sEp/N/gkvYFrRw6oqW83rAWbEWZ7Pusnzp2nmrKbO6Otf2ujqjGOlninDW7xBunilERvrTivo10DupvcS/eHUJ8tN+w62gKDwY2A3Xv+iNJxv8UZD6Wzl/a1tvykeLDHQs0+G0SxD5uqDF3E7oLhsO38PHkJD7sMHboV036uPsxN9wJuxHFH2Xhew0Ar1cv2vLi/Yz9f1N/NMmckG/cKYIv0pEuNOrHZ7YmOPuCZK/EiRqyaqu9/HlEO9OZd2GbbA3Wth1RWunXvh6dwRicn9lskdySqSrjIa8xmTi7DVc3R6JC2evIjHz/b+zIesvlPXP6a/M9Ke4c+o8iixn4WF3PVyZPR/3z5xHWnpxnccJzRGJtEiaWYLjOTcwd8cqtHLoiNbzu8FFtQFnsu6w70il70UDjUd699WkX5C38yiSj+QiPb3m719NMk7zyaEjT7BhUyKePm0cekFj0G2ENrw/WSwqLMLmTZuRmpyKkuL39x6hDwXeCjLwYcjAPw708h99+sCTEpKX9gj3Dsbh6pSpeNKxKW6OHo7HkT8gjfZ11gB6qRwqg1ICJwmZJTiUfhFGa6T4XDYEHV0Hw2S9PY6nXUGKuhhp6or8fB0aOv0zQC8PnpIyinEr4ToKvVfgYY82eNSjLZ44OuMiWck1fOFB2bvayZRGeiarBFGx6fhyuTH0HHqis9NQeOzwxdnsu3VWRN/1Tu37fybo5d/LZCedFg6e4tLeRNwZPRTFXZvi6cRh+GXvGajTn5TLF/9MdWl85hMcTCjAxOXW6OY2Ap3dRsB209c4rr7OFm+qe66hrwug958DGhtadv7s8mjef6D8DldGfYknnVugaNJ4PN53GhkZT+s819D8laAuQWJmMfakZGHSN7PRxX0wuroNg3ibG35IKyxf6Grodgqg98NQpASF9u/ZDzzoTdNYeoV+/Hv2o9BvQr/VVgY+Ki4uRmOgX34pxs7QPPx4jpSWYhAo00WcBbcYyenc/fzUe3iwPQKXB/RDcedWeDCgGx6tC0BW2mOkUBmafLrKSswoRoK6GPGMniLixySYbV4I81AvWATLYLXRHfvPZCI56wmS1Lrro6vc+l4jhS39TCHO+H2Lm2euIT29Zl7U5z3EP6K09Cd48F0GLkms8KB7Gzzt2hq/TJ+G88dzkJL+BAnV8F/XO4mPicTDjCfwO3QSk9bOxOQtNpi20Q5ztqzAkaRLSNTVD7qu1eG9fF3SMoqRlXgPZ0JPoei7TGSnPUaypr9Y3epRJl92dSmVS3y8kfwrCrepcGdQbxR3aYIH/Trg+rZwFKT8gjQ1l0dXGSS/9Hy8uhhxOY8QdjQOlhsXYFbEEtiELcSsTSuxJyYH8eqnoHfpKqOhr1Fd8s5e5Sy9Z8jS++e8t6HbIZTXePuNxgzN6eeTf8WT1Rtwo28XPO3cCj8P7o/HvhHITH9U4/dDl2zQ+CLZpzk+9MQ5mG33gHW4NxuHtr7LsO90ASvzfY3DK4k/I3fnESQdyfmf5nzizbdHHmP9pkQ8edI49ILGoNsIbXh/slh4rZCz9KakNgo9WJCV9ycrAm8bB28bF+gNqQXoJfcvDWAgBSYv8Sf8f3vv+R3ZcaZ54vPunDW9Z2Z2p7VnVu3UrZY3bHlpWqJaPWq1WiRFkSIpsliUSNFTjmR57wBUASjvC957pPcGQNqbBt7bQlXpn3j2vDfzAglUwmQCqAISz4f33MS9ceNGPPGLyHgiMhPDr/8Okc9/Dne/+jmMfe7vEfrVm/DrhuFy3F/R9Mr9MpGREJMnk5uChhYcbCnD4YZyFNa2oro1rhqozZrwpE7CFkxvOQba4+uaAKXmm/pa6il18TjnMHmxHt5v/TNGvvoZTH31c/B/8zsIXGlFyDmXkckSQyt5mpz3cL7ChkNVpfigtBBHWm7h0I1yVOni6vXUcmzka/lI47zprfGqCx6bZXrVSXdSQ+FwvCMG5dX3oHz5s5h74h8x9IXPoPONDzGs70u03zLGXu51OBPmRIztzYYgLjRbcaS2Csc7anC2wYCKtpjKr7bAs5GapctrwfReSX68OXfNU7r689wWbe9kH5K+50iO/0HjCIaf34W+z30a0098ASNf+Dyib/wR3ZZR9SPC6qKSvE+kxHLtq43/krasVUFRqw77G27gYN1tnG3oQFVrr9oPN+M9QMZO1fSerYa1agNMbxVNLye3uTG5XUs7iuk9fOgwHDS9NP05sgG4Fu53cpocMr0PcG6NplczAbKT62rrRefL7+Leb9/F/d/+Fvfeeg/6F9+Gp8oPr3Nl06tNiGTnwOL8MwyOWfVfFp1pbsfZWgN07mkY7fcSEx6ZeC1jYJabTGV6/iHT69z4nV7N9LrsswgcvYHeXW9i7r13MPPuB/Dt/gC2o7cRt85kvlsiGrr+jFbLJBqdAzhcWo5rFjMa7f3osM9u6k65ZnrbZKc3aXo17WWiupGTVY09ydPufIC+ai/8L72JmQ9+j5m33sX02x/CtOtPGKoPqL+EraXXyqMdxfQ6nYkFHNGtw3YPevccCiqMKOkwo6NzCgb7nGqM1UWeTWZP6qOa3nbZ6aXp1dqJxy1ghDXTKwtFrj8nfuCvIQrvc7/Gg7ffw/2338Xcm+/DuOv38DQq8MhvISTNcepRW7Ba2qbaGCFpzc776HBP4URtLQpqW2FIvgcs14+X5pXp3w+b3vsZLTimPk/d6aXp5eR/B03+aXp3zgLHTjZ6rPsC53kPHjxALsT4xAOcLfKhpUOM6gNYVgmT6wFc7gewNPXAXFiNe3daMbj3JEZrTDCUNMBTGYDbfh8m58p5WcVYqubyAazuBzB4ZlHY0IbiGiPM7jlYvfLx0pXzWK2sa70uH2d2tvWi7WQ5+tticKo71Rv/bKmv3TIHc0kbxm80Y/TcFQRLSuEvs8BS1IaAYRLmVfRPWyfnA5g9D9DmnMWxW3W4YXJC55mF0ZXQNu092TxnyT0O5wN4zZNoK25Gb40HXofsVCd0k3pkVZclz0hXduG0syaIWEEFpqt0sBwsQm+pCZ1n6xGqDsHlug/hK929ck7lXK5LuB/A5LiHwjtGnG8zq78aLudUNp0PVsxnufwzPW90P4CvPY7Y8SsItcfUtsw0D6Zfvr2pzcZoI+OkvjYKc0kt7la0YeBQPkaqTegoboK7Pg6vY6HfaP1Hjsu9r8j4IO8n0g8ljdE9g5PVtThXrYPNfR82+ZrJGsaDbNrX7HyAmHkM3WerYKnsglNdqM1OJyl7eeUcDhwy49693JgX5MLchnXYPBZ74j3qTq/dZs+JeTBZ2TxWqG1uaLtjTa9MVBzyP2XN0+gyjWC8oRPK/nMItSnwmEfRZRyHw7Gy4dHMkEwWNJNkcM/ibJMuaXrvqeeXmyxlM8lZ6Z5HYXrFhMkOpdN2H96OQYyZ4ug5Xw7TpWb4reMIdAyj03o3YdRWMGzL1cPsfoAOxwyO36zFTZMbOs+canpVY7dJE8cF09uC3hrvIzG9Gjtu0zR69P0Ya/Wh4fA1BBvDiOuH4TNOQMq1kulN1VDy09sSpvdimwUGz8y8WX9U/NH0Zmc2UtuRrzdXQzGnan8wz8BjHcNwoxeRg0VQ2qNwmcbgNk8l+l0ynTq2a/csM/5I30s1vSb3LE5W1aOoWg+r6z5s6o9jbU69aHpzYyLGCfXjaceeeOI7vXabg6Y3RzbA2JceT1/aLrrvWNMrk8v5CY3nAWJNIfj3l6j/8sfsug+HrJivYNq0iY5mXmTyIWHUTG+tCSb5UZQMjMt6J7yP1PQ65det70GxjyJ8vhqtF9thd8wlPhq4gm6r1tH9AHrHNI7fqMENowt6z5w6oRRtV713mUnpavc9TtMrZXM676G3TUHtkVvoaoqj2zkHu7Zjs1q9k9dlsUBvT5jeS+02GL2zqumVybjG6Go6rPd6OtP7qJ693rLz/s3rX1tJW+kPasgnI7wPEG0OQjl0Hp6OfkgfsrjuZzzOaO8F8n4hYXTfxcnqBpyt1s/npy2KbrQWNL2c4G2XyeZWLKfs9Mq/LKLpZT/ainyyTBvPZd79+/eRCzE2fh9nz3Wjpf0eLM77q4cjkUYMrslzH9HGIEJ7z8Hb1geLfCxYrifTpMtPvrtlSoa8lpD0Rte0+uMlRdUmmJxz6nn12lrKtM408tE2R2sPWk+Woa81Cod9jVpk8lxNG6mz6z5CtjHEiithuKCD03YvoYHzPgzyC86Z5JtMK/d02Kdw5HoNrhtc0LvvqjqbV2iLdO2TyTm74z7c5km0FDWjp9oLj112qpN8aG2bRV2WLYOmoSOhkcNxDwMtIdQfuoquhjDczrswuu7DuNqzUxiVttDb76LgtgGX26wweKfUHwZLZXTZ8mxQ3aTNfW0xRI9dRrAtqv4atzw/Gw42u6zMfw1j5AZxsRW1FiZl3FeawggdugBvR7/a57MZZ9S8UsYvg3sGJ6rqUFjVAZPrXoL/5Hiy0VpIeaOmUXQXVsFc2QkZS9bzjPLKu9h/0IS5udyYF+TC3IZ12DwW47E4Dh44BKvFmhPzYLKyeaxQ29zQNgvTe29LDg4Zm15tkpJqevedhbe9LzFJSRqSlSYQMtlZFA4xewnTW1xjgdF5L2HYHtHkUUyvvbUXbSfK0d8ag32dE6C0dU+aT63eYesEeoorYbygh8O6YHrFtEmatHlo2i/VL/l3u20aR6/X4YberZpe9VmPwPQ2FzUjnmJ6tTquVIdMr2mazC+qOO7D6ZjDYGvS9DaG4HHI7nZiUUVLv+pzUk1vux3GztlFizKr3r9KW612v5RT77qPrraoanpDNL0rsr+anry+8tixXn2EV6PnPsLNYQQPX0Bnx8CC6c1irJH8tJDv9J6opunlJDE3Jom53I7xeBxHjxyFzWrD/Xtsr1xua9aNfAsDi0zvveSu79z9u5i+P42xe5MYmRvFyNwwxu6NYur+OO7en8K9+1vP+I6O3UPhuW40t8+tuEObbrIku2TRRj+C+wvmTa9MYDLZJVMnPGJ63TMorG9HcbV1kemV6+mevZHn5IerbK19aDtRgT7V9M6pO9bzBmsjyiCLAY4FQ6ZYJxEvqoLhvA72pOk1pVxfrn6p+mo6a8d26wyOXqtPmt6EeVN3YLKYjKZ9vuSj5eW4D4fs9Jom0XSuCbFqj7rTq5VvI9stbZ6O+3DZ5zCgmt5r6GwIwys79GvQMLVukrdufqfXDpP37qJ2Sk27Ga/V57vuw9saReTYJYRao5kb943gk3ls+jizGfw86jxlrNF57iPYHELg8EV4dQumN6vdXvmUj/ae4ZrB8ep6FFTp1E9bZJPfWvWQvCPqTm8lzJVe9Ssma733oXSO+yhL7vTe5U7vllzc58R9YyfuQ4NDKL1TCr/Pj3v3tt68lu29se1NPalnnnT0uXv31A4vx4m5aXSOenHbfwf7Oo7irZr38duKt/FR4x5ccl6Gpd+C8blxzN2bU++R+7dCJExvV9L03oPZsXpYZCfUcU/9CFqkIYDA3kJ45OPNzsS98mu4EmvJS0sjO70F9e0oEtPruKdGpnloeWV6lI+22Vtkp7cCfS0x2Oxzatk38/lh6xhiRRXQn++AwzoHsz2h2WrayXVNn6XHdus0jl6tww2dGzrXrNoGJntm7bCSdhYxlcn85Ci6uU0TaDrbhFiVF522uyoXUq6N1m6pLsKfy3Y38fHmw9fVjzd7bXNq+dbyfLUuSUbF9ObLx5tbbTDJd3ozZHe96fXOe/C2RhA+dhGB1giMrkfL/3rLz/s3ro9tdS2lH3Z47iVN72X1R/nMyXE/q7Lb78GQHC/kKy7Hq+pQUKmDyZEYg7X3lKzyXqEfy7gYMY2gq6ASpgov7MkxP5vnyFhUVjGL/QeNuHt3a7yvb4W5BcuQuyzMTM9ACSsYHx/fEvNYspa7rLFtt0bbqqZXGkMM7+DcMCoC1Xim6Bf4+/c/g0/85q/xyTf+Dn/9xqfwydf+Fp9+/Yt4/tTLsPc4MXNvdksNEus1vdGk6XW39UKb/Cw1KGuZSKimt+7xmF5n0vS2nqhET0tcNb2aoVxL2bNJE7KOIVpUgY6SjsS/MdqGplc+Bu4yTaBRdnpTTO9GG17RdylTi03vNXTWh7BW0yv3php4Mb1nbuoXm94NXCxYjQ+DmN5mBeFjl+BrVaB3bfyiwWpl4PWdY1zX09ZLTa+nY0Ad96VPZZXvMqbXTNO7peYJnHhujYnnVmqHubmttYGzlbRhWdhfco2BvLm5u5BOP3p3EqVd1fjmke/h/3rj/8Gn938BvyrdjQOmozhqOYk/NH+E5y++gucLXoUxYsXU3Ix6n9y7FWJkdA4FZzvR1HYXZvscTGsISSdhdM5BafDDvycfrtYedXVe7jcmYy15SRqZ4OidUyioa8O5KjMM9jk1JJ+15rGedE77HOzNvWg+WY1YawwW+ywMjjk11pNv6r1m2xwk5JzUK2gdRaSoHB0l7bCb78JkW9BtpXrLNU2fpcc26xSOXK3FdZ0LHc6ZRDskn5lalmxfp9ZBXlttc3AYx9BQ1AylyguvdRaWDXxeajml3qm6CH9O6yz6W4KoPXQV3roAPLa7qsaiS2ra1Hzktdwr5dTao8M2izM3dbjUYoXRM5NgbpPqsbQs8reU1ys/DHT8CrpaFehcibJp5Ut3D889mrGBOi/WWfpVu3sOAfnV/kMX4W7vnR/3s9LKNgd9sr8anVPJnd4OmOx31X4o7w1Z5bvKe4fRNgfFOIzOggqYyr2wydixyj3LlUPuK62Ywb4DBszObo339a0wt2AZyAIZIANkIDcYyJOGnJ2bhXPYi6eLXsD/8dv/G9878iRuB8oQnY1jaG4Ew3MjGLg7iMhkDJ6eboxMj28Jo5sK4UaYXt+eAjhb4vOTn6UGZbnJQur5x2l6HfY5WJt70XimFuHWOMz22Q2faInJ0gyh6BO0jCNSVJnY6d2GpldMupheu3EMjefbEKr2wmWdUeso51NNZWo7Z/t6KVOLTO/BzE1vqoFfML0W9bvlahkfoemV53mbFPhPX1dNr152uVJMebaa8b7NMUw7WVfV9Lrm4G8MwnfwElxtSdObbX+h6d1yc4LU+QFf58aEle3IdiQDZGA9DKimd+LuBM5ZS/DJtz+Fv/zDX+Gc4zwGZodwN7kLnPqAu3cTO8Op57bC65HRuyg450VT66y6O7Z09zD176XGw+iYQ2dTDNbjpbC29c/vrs2nk4nQkpAVdrm+NF+dYwoFNR04W2FS/4XM0utanptxFJNmah1Ew3k9utoHYLTfVcu3kZNbddcuZTfXa5mA50o7Wq47YLEs3uld6bnL1V/0kp3eo1drcaMjsdMrOyh6eWYylua7XF6STjNdKx0t1jlYjFNouGGHpz4Iu2VGbe/Uui59ZrZ/q2VNqYvUyWq7i1B7HypP18LWGIfTltBRtEiXXu7Rnq+WMZlOZ5tF/g0DLjXZoHdPJ3b5V9kt1vKZ1zClbNq1tRzlfoNtDs62PjhLGuBs74XOkSz/kn6i9Yn5Z2r15DHR3tRh03UQBjucc/C09MCeXwdbx5D6zHSsa+POssck39pOr8ExhROV9SisSO70ysJPlruv6cqTek7KFDZoO70e2GzrWOi0zaG0nDu9W2E+wzJwYk8GyAAZ2HgG8sTEDs8M41fXduH/3P2f8Y1T34Fp0IKZu7OQa9slhkZmUVjkQWPbjGo29ba7WC0MYgodibAbJ2GrjcJqnoJRNR1iPJYPSWNY8gyd7S7a7VMorNLjXLkROocYj7uJ8shzVBO6ynFJnqvVIfW6lNdsmoGhoQcuy5T6XPmep5RTyrtRodVbjjbrNOzNcehbh9aUfzpNU8slebZaJ3DsSi1utbvQ4ZhWf5VYtJW6GqyL6yPptfKkaiHnVD3UjwrLx4VXDpP1LtqbB+HUj8AmH0lMPk97rlZGOa+9zuao1V8rtxwlH6dlGu0NfbAaJmFJnlPrm6xfanrtntTnq5zZZnD2hhlXGuX/G09C55hVtUuXPvVe7bX2DL1obM28nsKazTIFZ10YVtMEdI67aqS2C1+vPi5Ro0ekkeMuHOYpOOrjsJin1X6o9U+tT8hR6xcrHbW+Kun1jkmcqmjAuQodzLbZ+bEnNc+Nei1lChuG4M2vgLHMA6t1Vh27sslf6n6nfBp7D+gxM7N93vu3yxyF5SRTZIAMkIHHy4BqegemBvC94z/Af9r9F/j3S8+ge8K3brM7+4gN89DIXRQWe9dueu1JMypH+bVe1XjIDl9ism9Wv4sl38dKb5a0dNrkQpsQ6exTKK4xoaTCDINjGibHXXXHVW9fm4nQ8snmKGWRcltNk7BbZ+dNr9RPK+dGHKVsWp5W2yyclglY1d3R9IsE8szEd9sWH2UnemmIeWuzjuP4tTrc6nCjwzmdME/JdlpOl+XqpU1ilztq7ayWUdVtEpZkW2n1lONydUhXr5XOiflOZUerj+z2qt/HSz5LO689O7V+qdfmX9vvQmebwbmbFlxrlF+9noDOOaOaXmFvPt1qk/iUNllOs+XOy3PkI/V244Q62dcnF5RksSe1/NrrNZdptTLz+trbl1rNayVjj80+C6d1an6hSWNTO6b2Ze1cuqPGst4+jQ7nKE5XNKKowqD2A7W/LNMH0uWVyTl5Lk3v451EcRJL/ckAGSAD24MB1fT2T/Xjnw5+C//r7r/AszdeQmAymJHpFYM7fnca/TND6J0ZQM9MP+Izg+iZGUDvTD96Z/qWiX70zq41etE7+3D0zfapz+sejuHwpTbc1g2jxhlHjTOKWtfKIWm0qHUqqHeFUetSUOuMoM4VQ507ijpXBPXO9FHnUtTrda5EOklb7QriVGMNTtbWotoVQo07glotXJGVy+SMqM+W52cbankdIdQ5lKQOMdS4Yqh1bkREUesMJyOGOmcMdfYwGpxB1KvnVyn3Ku2htpc7gjJ7F/aWXkORvglVrgCqXWFUuxTUuCLJiKLWnQxVU2mHh6N2Wb1TyiltJ3nJ0RFCgyuIOmkvKWuqZqLhBoTKlZpP4pk1rigkVIbU52qMaM+TdHIuNRL3JNiNoMYpba2g0hbE8fIanG1pQqW7S2WxWtUsjBpXGDVOSZuMRflpeafoKuw7JSJLQnSKJ0MYWEijltEt6aUfSbnjyYgl6qfVM3lMaJzSFuvgPtv+wvt2rv5qn3Mm+3yyvwvPtWqk0WUJv4lxP9l3tbHNHUaVuxsHKm6joKoNBkdi8VH9lM8GLz6KORbTG9JraAr2AAAAIABJREFUO71uWK0zaReY1mqk1Z3e/dzp5QR2e0xg2U5sJzJABjJhIG92dhYDk/343rEn8b+8+hf4yeVn0DXhg5xfa4zPTsLW40JB3VkcLD+MfeUHsa/8iBp7Kw5BjfJD2Ft+MBkHsLciEfsqD2JtsR/7Kvc9FAeq9uJAzV58VPYxnnz/HbyUX4zdJcewu+QgXi05gFeL1xa7SvZiV8lH2F2yB6+V7MNuNfaqf+8u/hgPxx7sLt6L3cX75uO1kv14tWQPfnLyNfzk+Bt4+fx+vFyyH6+U7MGuko/xSvEevFK8d5XYh1eKU6JkH15ZY0gd5PmvquXaj93FB7Fbrf9+vFq8/thVLHX5CK+KTsWJ/CXfV4pT6rakrLuK92G5eLV4H7TYXbIfEq+W7MNLRX/CkwdfwM8KX0eiTvuxq0TigBrSrurr4gOQMml5LD2q5S0+gFfWGLuK92JX8cdIHKVsCc0kH/V55w/i1WTsOn8Qu0pWimQZtbImj7uTTL6i6rYfLxcnGHlZbfMEG/L8RBvKUfTbvyQS19W2lvaWdpd05/biP468gadOvaGynDgvdUgwodVH9JNyPBRr7CuvFh9EIqRvpeiv9qG9Kq+il/RB4U9rV2lbBjXYSgzsLvkYr5V8qHIp4+WvhVdhWmM1ZYxaOr4s/lv6wSHslig5iGdP/x7HqmvR5phCh/o1g1nobYkw2GaxUaG3ziKkH4QnvxyGMs30Zpe/0TaLO2VT2Ltfj+nptb//r3WewHTUlAyQATJABh4nA6rpHZ4exMvXd+N/f+2/4mtnvg3roCNheGfW1jgzszNQhsKoNdWhXF+JUoNEVfJYjlK9RNk6oxSl+jsPR8dtlOlLcb2lDLs+LMJHxTocut6Aw9drceh6DQ5dr04TVTh0fXEcvl6Bo9fLcVQ9VuLI9UocvlGOQxLXK9YUR25U4fCtSnx07So+vnYLR2/X4/DNWhyW82vKoxKHrqfEjUocyigqEuW9IWWvxpHrNTh2vRpHr1clyiDlyDIO3ahCIspw5EYZjl2vwhGJG6KV6FSBgzcqHwqpz+FlQjRODUmX0L0Sf7p6BXtv3cKRm7VqPQ5dq8Sha1VqHF7UptKOKZotei3X0rX/cuckH2nvchyWuFaBQ9cqcPBaJQ5cr8bBmzXzceBGNVIj9dqhmzU4dKM6qZemW0J7lRGVvUSZD16vxAHRTS33Amfq8+eZ0eq3mFmN4cNqW1Tj+I1a7L96B3uv38SxW1U4Km2m5luGQ9fL1LqoOi5hX8snobHonIz55y+UK9EXUsuT8lplVbST5wm71TioliF9ueefu1x5eP6hcYqabRxL+9UxTcb8UkgfkvcLGVsS40smz6lYYF7Gmxs1OF5WjypjBCbbLMRMarFRZlfLh6Z3bXOUxznJ4rPZRmSADJCBrcFA3szMDMZmhnHOUoxPvvUp/OXvP4nztssYmBrG9Mw05HpqTM9MLfpbuzY9M4nxqTFMTMlxEmNqTGB8agJjU+PrivGpcTXv8alRLI2xqVGMTU0gNjiGU0VWVDVPqD8m1W6fRJstTch5u6SRGEebbRyt9nEYbSOwGvugt46i3Tamnm+zjaJVjTG02tJHi3UMEq22ZF62cTTaBtBkHUarbRKttgm0q7FwPX1eietSnuxjDB32EejNw9Bbx9Tndtgm0JFSNq2c2TxD7m21j0J0SeQ5hg7bCEymfrQb+9XzrfYxSLSpGiZ0bLeNIxGaFumOWprEsdkxgiaHPGsS7aKjaGwdR5t1Qo2EphNos0ksp5l2feWj5NVhHYfOPASjZRDtthG1Lm3Jtm22jqHJNo4W2wRa7Ilotk1AC+3c/NE2Mc/DcmXTGGhJcqW3jqDDNIgOqzw7wZp2TKQdV/MUnrRI1F20TGjUofI+hhb7iMqwaC7PTzAsLCd1sk+ofUD6waJQtUzVStKntuXS15ruiTK12McTPJh71aPo0Sx6PZRv6jP4WmtHHh8dC9KHmhwT0Mu4b+qFTjhX3zPSlSHN+0jKe0u7fQzt9lHIUe1vKvNjkO/3WqwzMMtHji0zMFhmoLdufAR1A/CcKYW+zAmLZQqGLJ8h990uncTefTpMTS1+39fe53mkLmSADJABMrBdGVBN79TMONwDDjxT+Cz+tzf+M757+Ae47r6JyISCsekxjE9PYGR6DJFhBY6gDQNjg2mN7+MUYXBoGgVn3ahvnoLBNqPGShMMmYBokwOdfQYu/RBcZS5YDePqDwJ1SB7JycpK+aS7prNOQycTj+REJ/VZ6dJv1DmTbQZmwxj01SG4dCMwJic/UpbUWM/zRBcJNT/7DGyWCbhqgzDUKeqEy2iXX0GVHwSbgdkm3y9LtIXWJqLpSpFaNlXDDCZw889YQ/trz5GyyKTUbpyCsS6i/r9Oi3UKeq0NM3i+lmemR2knj2EYbRXdMOuGVO2ESb1tgybImzTZXlpP+SEtk2EEtupOWAwjkDrIuUzbcWm+/HuDOHgELG+rtnLMwGUYgbuyExaTmFT55f+F8Wpb1MUyg6CuD578O9CXyr+Nm5h/X8u0/DIW0vRyMvs453F8NvkjA2RgMxlQTe/MzDRGp0dQ2lmGbxz4Fv7La3+Jz+/5Cl6+vRv72g/gsO4YftewBy9eeA0vnN4FQ9iM8ZlxyH2bWbhM8h4amkFBoQcNYnrXMLlTjaiYAUvCxLnrQ7AcuwNri+z2JibqkkZW6DOdPMynT+b/qEyvWZ7X1Ivac63obJJ/wzE1b3zny6RpkyzbQ+e168scNQOjamyZhlM3CMfFDrRcs8FskgnXtPpMMb2W5YzvRpm5JWWUMqUa3zXVzTwDk3kG1o5xNFy1wVHtg900CZPklbJosaa8lpRnrfeYLNPobFJQerISxrqQ+m+gtHqsNY8V02XZ1ivmmaaushhiaonDdK4GliZFNbyZ5sH06xhv0rQJ9VxBT9sMXPUKrGdqYWrtVxdnZAFK63treR957PomTa+bpnfLzEUymbcwLSf4ZIAMkIFHx0De9PQ0tOiZ7MF191X8a/6/4b+/+7f4xNt/hb9652/xN+/9Pf7qvU/jH977Mp4+9SJMMYtqkqenp+bv1fJ4XMfBwWnkF7rR0CKmdxp6y8phME/DIGlkR882DV+dH649JXA0xqA3T0O3yv2r5a9eN0+rea0p7QY8z2KZhqExipoT1Qg2RmAREyrnNiBvrQ4dlmlIyN9G6xS6DAPoKqpD6wVd4nnWxPNUfUXjpAY60TQZoq+W32Ycpf3XwoA8W2eahsk0DUvHKGqKdfBWdMJtmoQ5WXatHptRTi1Ps3kK4aYgSg9ehaW6Ew7zJIwb3G7aszbz2GabhrVZgePEdTgaAtDZ5RMPm9vWm1kf5p3jbWebRldtAK4jt2Ft7VXfC9L1u/lxawPH0Y1iS8oW0PXCfeYOdKV2mM3jWY+t8j5xq3QCe/Z1YHJyYV7wuN7T+Vy2ARkgA2SADGwkA4tMr5jYkalBWOMmFHUU4YPbf8Tuy2/g11fexAd3/oj8lnNoC+gwMjmyZcyuJoZqegtcaGiZXJPhmTe9Ynxs0wjWdaFzTyFczZF5oyjGd13m9zGYXmNjBHXHqhFqjEHM1EYaXpmodVin0WadRruYGds0ug0DCJytQFtxCyyGcRgsU+qkSzPbG/38jZoszucjptecNL3n2uAr98JtnFDPaYZXNe6bOOGVHflYox9V+y/DWdUJl2kSRo2dTV4gmNdhnfWTftJqm4a9KYSuY1fgavSj3TGNdts6+9A6y7VR9WM+uWeAZdzvrvWj8+A12Ft61PFsy49XS/oDTS8nhNociEeyQAbIABlYmYG8qakpLI3JqQmMTA0jNtWL4KSC0GQE8ak4BqcGMTY19lD6pfc/jr8HBqdwpsCJ+qZJ6C1T0JmXD72YQdMU5Cjp2q1TCNR2wrvnDJxNYnqnYJA05oU0K+W39Jrkq4ZpCjoJ8xQ6VijP0vuz/VvMk6k+hLpjlfOmV61jsgzZ5pt6X7tlClp0WKfQaRiAr7AMrUXN6vehjSmaaTqk3v/Qa00j7fgIdFpUBtMUjMYpWHUjqDnbiq5yL5zGCZUPSbemOqyzzGbzJKIN3ajcdwHOKg9cxvH55y8q6zqfs9l5tVmm4GwMovvIFbgb/Wi1T6FD+uIq/XGzy8X8lx8Ld7I2bbYp1fR691+CvTmuvm9kO+Y/Th39Hb1wnbkN3R07TLLTm+U4IffdupPY6Z2YeHhe8Dje1/lMtgMZIANkgAxsFANpTe/ymU9iakpi6zXAwMAUzuQ7UN80sarplQmKXkyvaQodpoTp9dd64fn4DByNkXmjkzoBEtO6llDzTslfTK/c1/4IjK/VNAlrXRB1xyoQVHd6J1XjrhnvjZiYpWog5tdjGEJnQSlaippgV3dIFxYKtLTLPVe0TxspWi9373LnV3vm0vuEAZNxElbdMKrOtsBb7oVdTOcjaC+tLPJdaKWhG+X7zsNZ5YYz+XyNGa1OqUft3i11tEzA3RBA5+GrcDUEIKZiS5UvSzPAOuReO0pfarFNoavGB8++C7A3xdXFTm3RLrWvyetUBpZee1x/q2UyTcHf0QPHmTvoENMrP8i1pLypZV/ptdx38864+vFmmt6tN8fZivMulomckAEysJ0YyND0bt3GXZfptUzBX90Fz4cFcDYq6ndVDdYp6FLDkti1kp2rbEN2vGQXerNCvgvqqAug7ngN/I1xyA6iOgHawJ1eyU/dJRfDKqbXOIzOs+VoPtcAu2EMZlPSaIvRF62WTMBWq7u6K6jtDspR/SVl+TXltUVqmy33LO0Zct1kmoLNNAlb+wCqi1rhruqEzZQwvStNEDfymmgWbgygbO9FuCs96neK5dMGqn6pWix5vVz9Htd5k2UMzrouuI7dhLM+DPkkAHd5FxumjeSGeWWvrYxLLfJJlTo/3PtL4GiKwmSdglHGZ+viMX5+vNDeD5b0Q+364zgaLBPobo/BWlCJ9jI7jMZhGI2T6oJupnzQ9G7d+c12mlSyrOSIDJCBrcpAzpje/oFJnMm3o65xYtGq/ENv/MmP0Wo7ve2mKcjHMpUqF3xvfwx7UT0M180wXTPAeNUE41UjLFcNMKuhh/lqauhgvppBXNHDsolhv6yDqaAW9QduwVevwKx9THYjTW9yh1x2j9uNk+jW9yN0+iZa9pbAckUH8zUjzFeNMF9JhOWKAdYrujWH5GG5ukLI9TVG4rl6WK9ILJRB8jdf7VDDcrUDVvn7fAuqD9+Cs9QBm34IBtPkop39hzhaYubXc91sGkdPvQe1HxyDM78U7qsGmK4aYbhqgPGKHqYruofCrGqwuTxlyqrpSjtMZ6tgPXwVzrogDObJxHe8N1Cr9ejMe7M3ibmmXWJ3dhKBcjs8b++Ftbge+mumxNiljfVX9DA/jrish3ktIWW7qof7fBPMBy5Cf8sMo24gYXqz6XOmxE7vx3vbMc6PN2/JT7Rt1Ykky0WTQwbIwHZgIG9ychK5EP39kzitmt5x6MSwrBTGSeiSIcatzTKJWJUNkTffR9eJ63CdrYK3oEz92G5XQSl8+aXw59+BvyBd3Ia/YJnIvw3/oriTyEfy2oTwFZSjs6AG9uIW+FvjCdMr9VxJiwyv6U2J/NrV+yYQaO9B7Nhl6H5/Eq7CSrgLK9FVUAF/fjkCZ8oQyC9FIP+2GsH828gk1PvO3EYgJfxnbiX+Tuap5a0dH8q/QJ55Z9FzJa0//xZ8BbfQVXgHnWdL0XW2CubCWvjqArDqhqA3TaDNNKlGoq6rMJWhjql8mo1jGKy1ofWdffAdOY9AYRm6CsrQVViK7sI78BXehk89yutELMvccixu+vk76Cosh+dsJbouNMLbGoPRPKEa343kL1U3vt48JneCtgbTBKKlJgTf+B06T96E+1w1/IWVCBSWw6+N+ZswTq889ifGSm08W+ko+XQXVCNQWA1/fhnctd2wGEdhyHLMl3568/YYVNM7nhvzglyY27AOZJEMkAEysDEM5JDpnZg3vWuZsGmmt01Mr3kS/upOdH54Cu7qTlj0AzDq+9WjVT+gHuWcxSAxuDj0g7BkFEOw6DcnrIYhSBj1I6rhENO20YZNJlQSkm+raRJu3RC688vRml8DR1sfrJoWuiHVPNp0g5gP/SBsKWHXD2G1SE2/lter5SfXZSdXDcMQbIZB2A0DsBsGYdUPw2aeQIc5UT9VO+MkOiTWYWpXu9dkHEO43ovKPUVwl1nRqeuBXTcAu2i4SaxsBoPCnl0/DId+GOakjjrzJHIlVmrHbOq4Un5rvZbpc1fKN9O8JP1K+a31WqbPXSnfteYlfbzZMomumk507smHt6YTDt0AHB2J8UoWvmzLhTZ+bMJRxs9MwqIbhr1jAK62HhhNY2iXr7QkFyZX0mm5a2J6P9rbhjGa3pzYDOBEeWMmytSROpKB3GAgb2JiArkQff0J01vbMIYO0wTaVwi5rjNOJNIZJ9BmnkC3THo+PA1zrQ9txlG0mMbQpu72TaDVtHHRYprAZoWUU8qsHaVeooPUN5NYSTu9MaFdu+hmmoC7Y0DdlWw62wCjbgS6FN01/bbSMbUttXK1m8bRZhpVtZLya/pJHdVIqdNK2mR7zSimt64L5XsvwlbhhtU4rOqoadlq3jj+Uuu/0a9FT5Uz0S3J4qPQL1vdN/q+TPqYpN3o529UfpnUY6OeudH5rFYHeV6TZQKu6k449xXCXh+E3jCe/ITHBFqNKZFkWfjWxoaN7jup+a31/UEri944DrNhROVJzmWrpWh24/YoPhbTO5Yb84JcmNuwDmSRDJABMrAxDOSU6ZXv9NbWj6EjaVbkKMZhpZAJQpv8GEhNN1wfFcBaF0KHST4ivWAUV7o/9Zo8LzVSr6Xmt9qEbD3XU5/ZIaY3GfJ61VjDhEkrm+gmrzs7BuHPr0Dz2RYY9WMwmuTf/SRCq3MmkzDJM7UO8jHjTCL1Xslr6bNVo2tOLHRodZB72s3jiwybXGtLTnznzVwKE5oOG3E0GccRrfWjeu81OMp9sBnG1DqLjlod0j1HZ5bvr2+RSLabPlmedOXNhXPp9M62Xunyyuhcljyme8Zjq4OMS1nUY711kP7dbJmApzoAt/xqemNsfuxKWx5t/MyirGnz28B8ZMy1msYhC5LquLXSmL9kfE0dL+W17PTu3d9O05sjmwGcKG/MRJk6UkcykBsM5I2Pj2M7x9j4OEbHxxHvGUf+aTsuX+xHeekIyspGUZom7pSN4bZEucQobpWP4HbFCHQlAbS/cRm1lyO4XT6MW2USI2rcTKaRdLcqRiB/ayF/b4eQst8uH1HrK3VeiFFVh9sVo0iNWxWjSB9j6nlVi/IRNN8agGFvI24eMKH0zjDuiFbJuFk+iptlC1ppmi0cR6GmkXRalMk9S0K7ttpx6X3y91rv0dKl5HGjbBRapM2nbBS3Mgy1btqzkseyshFYLoZw+e1yNJQEUVMxhDuVIyitGMWdlHa4Of96TG0ruZYaahtLO68x7lSMLLo/Na+VX8t9icjsWdk+b3E9Vy4b01Kf1RmQse5m5RjaL4TR9vZN1F3uxW3py+rYvoZxY0kfTjs+ZJFmYVxOHaOXf62Ntdq4u9r9kv5OWZooH0Fp+QjOFQ7hyCEjRke397xgO89pWHayRwbIABnYHAZywvSK8R0YHEdVRRcunnfhfLED50ucKClxorh4cRQVu1BU7EbiKNccKC5xovpwJWp++UfcONWMomIbiuR8sUM9nit2YKUoKnFge4cTRaJVMuT18uFCcYmEEyXnHSg7q0PtmydR/P4lXExqOa9diRPnShwrhFzfxlHsRFGGka6+F4vtaDpRh/yXDuHW4RpcLbGg+Lzw58Q5NVwoKlkaS9trZUaX4zfB7UJ7awysfJQ+k4hsuF8574V6MR212CwGZHw7e96NiqO1qHxpD26e6UDxeReKzstYnugP6frqZp5LPHeT30uS72vq+17Ka3XMlvH/bBeqyrsxRtO7rTcDOGHenAkzdaWuZGB7M7DtTW8CwDGMj49heHh8PkZGxrE0hkcWrkva0ZQYczoxcPY4RvwBNY+R4cT9o8l85vOWPJaE9hxJuxVDK58cl5Zd+zs1jfZ6LXUZ64ljuPwaIrV1GO0bw8jgeCKS+ml55epR02+tx3Q6jA6NYdzrgfNcIUYcTowOjiQ4Eg1TOExtj9R81vrstaRLzXetr9eSb2qatebLdA+PYdRkYzQRHgdHxjHmdmLwQj5GgmEMyftHcrxP19dSz23Ga2nb1H6yGa+X40d71pCM38MyqRlV31M5wdveEzy2H9uPDJABMrDAQN7Y2BgYYxjziuk9itFQkHpkwkR/L4YrryPWUIOx4RFql4l2WtrRUYx1e+E6V4ARjxtj8rd2jUdqQQY2j4FOFwbPn8GoomzeM7Zt+3Ec4jjM+SEZIANkIHcYoOnVJiReB/oLj2A0FODkR9NkLceBPgxVXEe0oRpjIzS9WQ2OSdNrP5ufML1jnGxmpeNaeGUajm+pDHQ6MVByGqNKmLqk6sLX5IEMkAEyQAZyjAGaXq1BPXb05R/BCE1vZp28fwBD5TcQqa/C2MhwZvdq2u/0o5heXydshfkYdnOnl4Y3d1ZVt3xbdrowUJLPnd6dPgaz/nzvJgNkgAzkPAN5o6OjYIxi1ONA7+kjGAn4qUcmTPT3YbDiFsL11RgdHqJ2mWinpR0ZwWhXJ+wFZzDscmB0ZJg6atrwSBY2kwGvG/0lBRhRwtR5M3Vm3uSLDJABMkAGHjMDNL1aA3icNL2aFpkcxfSW30KorgqjQzS9WS0gJU2vk6aXbwiZ9D2mXT8vHjf6i8X0htafF9uDGpIBMkAGyAAZ2LIM5I2MjIAxghG3Ez2nj2A44KcemTDR14sBMb21VRgZGqR2mWinpR0exkiXF4780xhy2jEyPEQdNW14JAubyYDbhb6iAgyHgtR5M3Vm3uSLDJABMkAGHjMDNL1aA7jl481HaXo1PdZ6FNNbdgvhmiqMDNL0ZrWAJKa3k6Y3K+3WyinT8c02HQNuJ/rO5dP0ptOG59hnyAAZIANkIIcYoOnVGtPtQI+YXj93ejMyH2J6S29Cqa6k6dVYyvSYNL12dafXxp3eTPVjer4pZ8uAmF7u9JKfbPnhfWSHDJABMrBtGMgbHh4GYxjDLjt6Th3BkN9HPTJhorcH/XfE9FZgeGCA2mWinZZ2aAjDXg/s+acw6LBheGiQOmra8EgWNpMBlxO95/IxFAxQ583UmXmTLzJABsgAGXjMDND0ag1A05tdZ1RN7w2Eq2h6s148ounNjj2t7/JI/bJlwJX4eDNNLxe/sx6/s2WP93HcIgNkgAw8UgZoejXgaHqzA081vddpejWOsjnS9GbHXjZa8x5qncoATS95SOWBr8kDGSADZCBnGcgbGhoCYwhDThvipw5j0NdNPTJhoieOvjvXEK4sx1B/P7XLRDst7eAghrxu2M6cxIDdiqHBAeqoacMjWdhMBpwO9J47g8GAnzpvps7Mm3yRATJABsjAY2aApldrAJre7DojTW92umncyZGmd/0apurJ19RzrQzQ9JKVtbLCdGSFDJABMrCtGaDp1QB22hA7eRgD3dzpzWjnPx5D352rCHGnN/uBQEyvxw3rmZPol53eAe70ZsSg1od5zJ7Bnaqd044e2en1c6eXfY6feiMDZIAMkIFcZiBvcHAQjEEMOqxJ09tFPTJhIh5D720xvWUY7Oujdplop6UdGMCgmN7TJ9Fvs2BwoJ86atrwSBY2kwExvWfPYMDvo86bqTPzJl9kgAyQATLwmBmg6dUagKY3u85I05udbhp3cqTpXb+GqXryNfVcKwM0vWRlrawwHVkhA2SADGxrBvIGBgbAGFB/QCh64hD6uzqpRyZMxKLouXUVwYpSDPT2UrtMtNPS9vdjwO2C9fQJ9FnNGOjvo46aNjyShc1kwGFDvPAU+n0+6ryZOjNv8kUGyAAZIAOPmQGaXq0B7FbQ9GaxAELTu/5BjKZ3/Rpq/ZhHapkJA6rpPU3Tm4lmTMs+RgbIABkgA9uQAZperdGSprePO72ZdeRYBD23riBQzp3erD8xIabX5YLlFHd6s9ZQ68c8ZtZ/d7pedhtihTS97HdZLPju9L7D+nOsJQNkYJsxkNff3w9Gv/oDQpETB9HX6aUemTARjSB+M2F6+3t6qF0m2mlp+/rQ73LCcuo4eq0m9Pf1UkdNGx7JwmYyYLciVnAKfd3d1HkzdWbe5IsMkAEyQAYeMwM0vVoD2MyInDhA06vpsdYjTe/6BzGa3vVruFZemY5apzJA00seUnnga/JABsgAGchZBmh6NbjF9B4/gN5OT8429qbs6CdNr7+8FNzpzfJTE2J6nU6YuNPLvqeNRzw+GhbsNkQLT3Onl7w9Gt6oM3UmA2SADDw2BvL6+vrA6EOf1QQlaXqpRwZMRBTEbl5Bd3kp+uJxspRNf+rtRZ/TAeOp4+ixGtHX10Mds9GR95CbTBmwWREpOI3eri5ql6l2TE9myAAZIANkYBsxQNOrNZbVDOXYAfR6PQRY02Qtx0gEsRvX4C+j6c16sUQ1vU5YTp5Aj9mEvl6a3qy1XAuzTMMxTmPAZkU0n6aX/S2DhV6NHR45jpABMkAGthUDeb29vWD0otdiRvjoQfR4PNQjEyaUhOntLi1FbyxG7TLRTkvb04teuxPGEycRN5nQ29NDHTVteCQLm8mA7PTmn0FPZyd13kydmTf5IgNkgAyQgcfMAE2v1gBWC0InjtL0anqscOxRryWNmRJB5NZ1dJaX0fSuoNmKC0tich1O6E6fQcxsRm8vTe+KemWrM+/jG+5SBqw2KOcKaXqX6sK/2VfIABkgA2Qgxxig6dUatMuDaNUt9ASD85AnzB13wtMbkKQxi8cQa29AUNeK3nh8Xrv091DLZXXxdcNdVYl4l5caan2SR7Kw2Qx0eRGrK0OR7zTVAAAYNUlEQVRP0K9qzTGfY/SyY/Rms8j8Od6RATJABjaVgbyenh4wetATU9ATcKMnHpvXI05t5rVYnpE4epRuxMM+9PTE15CevKXVMhZDPORHTyxKDdnvyMCjYkD6W9CLnjj7Xdpx6VG1A5/DPk8GyAAZIAObzABN7yKBFwwvJwBLzWkcPfEIeuLpjK1MGKOJiSMnj1kMWuSO/W1pf+PfG8eEjE8r9bF0Yxr13zj9qSW1JANkgAyQgcfPwM4yvfEe9ETD6IkF53clF+/mxpPXuer/UOcMhRBvb0HMpEOPElpi7OLo8XUi3tqEuMWMnthKE8zHD/1DdVu08LGB5YtFEQ/40BOQHdw0msSjiIeD6FHC8zw+srJtVp2Zb7JvpDFSsqsonyhJ+TRJor1j6InK+TTmTNLKmMXFpCVjzlr7qYzpQcQVX0L7dHyK9oqCnliaNkuXnueybIu1thnT8X2ADJABMkAGNp6BvHg8jp0SsUgU0ZZGxCpuIO73qfWOztc/hri/G7GKMkQbGyFpd4oua6qnywXLH3+Hll+/gri+DXH5OK6mnfzboqsXoX/2Kdjz8xFXlIVrWpqdePT7Yb9Ugq7TxxB3WBdrEo0ibmiH8eghBG7fQlwWFXaiRjulzuEQYk11iFXcQtztQFwWRLS6e52IVZUi2liDeLAb8Xiyb0UiiHa0IVpZhrjZtLjPaffyuKBjOi2iUUT07bAX5yPeWot4ZMnYFAoiXHUHnsuXEHc4qXE6DXluZcaoD/UhA2SADGwLBnaU6Y2GFfiPHIPnyScRv3Mb8WjKBCiqIFp6A7Ynf4DgRx8hFgpviwacnzhvdofz+9F99BBavv0E4mLilKQ+sTjiHieCv94Nx9f/CaHS25w4am0RCMJ55CAc3/0G4iXnEI9EFgxNMIT4kYOo+dY/IZB/GvFggLxpuuXaUfqI1YSul1+C8zvfhnLpQpIFWXCMIX7zKpz/41uw/vxn6kJIXD4BIOe9LnS9+yaM3/4uIoePIq5wYSTj8S4ShVJVhdp/+xfE3nsd8a7Oxf3MoIP7uafQ8vxziOkMHLtyre+xPot5px7UgwyQgR3MQF4sFsOOils3YP321+B+57eIdbkX6q5OMF+H7ptfRezyJcSi0YVrO02jdPWNRhBrqIHzn7+J4C9/jpjThVg0hpgSQbTqDkzf/w6iz/wHYg4bdZvXL4JYTTn83/gSut/4NWJeL2KxJFcWKyI//RdYf/hdxJrqERN95+/bYX1yB9Q7ajHA/OzTaH3iS/CdL0oZX6KIXj0P3de/gNaf/BAxffsCB14XbK/vQt2Xv4zuvXsRCwcXru0AzTamP0TVMcn5yi/h++7XEGtqWOiD8gmVS8Xo+vrn0fWnDxDr6qS+5IoMkAEyQAbIQI4ysPNMr9UI+/M/hflfvodYU+3CBKi+Bt4ffgPmn/8YMZM+ZVJKAzI/+exyI7rrl3B87+uIlpUipkQR8/kQProHjV//ImKH9yEWTE7MozFEo1FEIwpiEjtyEUFBzGVG7IWnoBdz21CLmKKoEbl2Cd4vfwrh119CrMuzwKFqisUYc9FlnrtcGHx9nYhcOAfl2EFE5bvx8/0hipihBcrJ/QgVnUHMm7IQF+iGcvMyQkcPI1ZViZiYtFzQ4lHXQQkgVnAC7q9+HoGjBxALdiMWiyDmdSHw1m4o//SP6sfOY5Ew9X3UbcPnkTkyQAbIABl4RAzsMNMbRSwUQOjMMbi+8g+IHd+PmBJELBRE5NQR+L/w1wge/hixQHdiUqruvoUQi0koNCLyvcQLhWj61pfg//AdxOS7iPo2hJ/+EQw/+YH6nUXV5MqE3uVFrLkJsYpSxKrKEbPqE1rvKDMXRSzYhdjZY6j72mcRPfQRYn4/Ym4HvG+9AtPXPovYhYLEooB0+GgYMZ8XMY89YYSVhUl4NBaDBE3PNtVA+oQsCAX8C+2ttae0c8CHWDCQYoaFBxmv5J4AYuHw4mvavTyu2CeisSiiMo63NcD+k+/D8jPZTW9BTDSvLUPz//gaIi/9HDGHlfqSpRVZ4ti7Tcdeck2uyQAZSDKQp+7GyY7cjokIovo2hJ78BtzP/xRRczuiVgNcv/oFwt99AtGmWnV3Mio/ItPlRbShFtHrVxEqu534OxrZQVot4UI0sehheuEp+H78PUTry6FcyEfgq59C4I/vItrpQUTShCMwX76Kyt++jurdr6Dqpedh/c0rUKrKEtruGNZkpzuIaEcjbE/9CyI/+T6iJj2iNWVw/uCfYBX+bAaorAV98FWVw75/DzrefxvmP7wPpaQIUbd75/K2kzhhXTeRcwVRnxtdH74Dy1c+jei5U4j6vIh+/D7qvvoZKPnHEA34NvH5S8ZRtjW1JgNkgAyQATLwyBnYgaY3imh3J6K/fxON3/oCopfzEb1WgsZvfRXKW68j6nYmGkFREK6qgu1XL8P7wx/C+MxTiDbVI6qEH3kjbakFiWAA4dPHEHris4js/wDdu5+F7ztfQPT2VUTl+73yC9nhCMI6A8INdYjqWhGtKkPkuafheecNRLq96s7LlqrTpg48EUQDXVD2fADfF/8W0eLTiB7+CN1f+juEzxxFNOxPmF63E53HjkD58E+Inj6B6B8/QOinP0bo4nlEQ6ElzO3ghZdNbSuak9zsl0pi8anyFvxPfBah119GtKUWkR99B45//R6izbLQqY3rEUSVYCJCAURD/sTrnbzYyT63ZPzlOJGb4wTble1KBnKdgZ1pesMhREuvo/m7X0XklWcRfeVZtH7nK1BuXEA0ICZEdugiiNhtCFeUIXjyGFp/+RyidbWIhrXJ0Q7tHLKT21CD8A++jfC3vwjXVz+FrpeeQtSsT0wMVO1Ev7Bq9qKdTkQNbYj+5kU433sDEV/nDplAaMZUFgKEt6twf+dLCD3zI4R+8s9Q/vnriLS1JAyvaKYoiHR2Iirfm/Z7ETW2o+v1V9Hxh98h4vUm0s1PPrW8dyiD8zqw/rn+BrVx9VMQ9TgQffk5uH7wDUT/8Fv4v/Q3CL3/BqJdncl+GEHE40CovkJd4IxcvorIxYuItjUhGg7ssMU69q2NY49aUksyQAbIwFZgIE8+jrrjQgyGzQzvK89D+dxfIfKZ/w+e536CiEWHiBJe0EPSBbrhv3YBDS8+j0hDHSLh0ML1naid1NlpReid1+D96/8Czz/+dwRPHkHE371YFyWEoL4dpqMHYfvtbnQ98z8RuXYekbAfkYiyOG1O6rikjk4zOl97Hu6//29w/sMnEHnv14h4Ex8HV/ufktIPlQAihjZ0/eqXMO77GEp31w7RLEWDnGSC9Xus7zUBPyIlhTA+8Y8IffGTcH3z04jcvpgY06X/hcMI1FSi9hc/g+fN38DwwfvQv7oL7a//GmFdC/sg++QOeN/iGPVYxyj2MfYxMrCpDOxM0ytQhUKInDmG4N9/Av6/+a+IHPgDIgHNXIhhSZrfkA/+q+dR/9LziDTW0vSKdvJx3Qtn0PXlv4Py5DcRaW1GRBYIIhEoWoeVxYGOdgQO7UP4N6+g+6l/ReDcKUSConHKwoKWPseO8zpo9Qr6ELl4FsFPfwKer/wdIteKEJFJeKpmalrZ8XWh+8Qh+J59GuHqckQULrRwIsLJ6LoZkAVNfTtCT/8Iwf/3P6F7188QcRgWzGwojHBFOTp+9CQiJw4hYjciUl2Bpl8+j66Sc4jIDx5q/ZlHakEGyAAZIANkYFsxkKcoCnZmhKHUlsP1nS/BKB9tri6FEg49rEXAB9+VC6h74RdQGmqghPwPp9lRGoahdDsRPLUHpq9/Hsof3oPS5U2jSRhK0AfFa4NiaYXy8e/Q/PILUCwmKEowTfpc5jAEJeSDUn0Hvi/9Hbqf+3coFv3DvIUVKJ0eKAWn0fHcMwhcKobi795hWuUyB6zbY32vCYehuG0IvPkyfP/wl1DOnYIi/xZKCSf6WDiEQEUpGp76n1DqSqGEOqGYO9Dw6ovwnDgMxe9jX9xR73Xsr4+1v5I1jjdkgAxsMAM71PSGEybk0jk4v/Z5uN99HYrbmR6uoB/dVy+g5sXnoDTUzpve8AY3xLZ4cwmFoHjcUKrL0P3sj9Hy/W9CKb0JJbTExEo6mSAGu6EEXFA6zVAO7UXj8z9H2KiDoqRZXMhZPWVCHYDiscF/4E+wPvEZKCcPQwmmWTzxeuE/lw/9i88iVHwGSqcDSniJtjmrEyeY22IM2K78yYJSMAClrR6Op3+E8L98C0prExQxwlqdwiH4K+6g5pkfQ2muhBLqhmIzoH73r+A5fgiKjwtQ81ppmvG4wA+1oBZkgAyQgS3NwM4zvWLIXA4o9RXo/NUv0P3EFxG+dR1KcKkRE2McgtLlge9SARpeeBZKVQWU7k6EwyGEdhrYYQWBDj2cH34E93/8FJ1f+Ty6f/cuFJd9fqdkfiHA6YTp3DnYCk+h6/I5eI7thfdn/wbvh7+D0imLCykTzVzX0d+FQE0ZAscPwPb9b8Ly0x9BaW18WAN/AP4L59H10x8jsP8PUBrLEdI1IeSwJjjMdZ1Yvy39RrGtzY4YXocdSn0VQn98B01PfBbhPb+H0rnkEyqhIHwVd1D1zL9DaZZP9fig2Myo270L7uNHuNPLPso+SgbIABkgA9uYgbxwOIwdFXojPG+/Ddf3v4v2r34B/vfeQNhhX6JBCOFQAGFDB7x7fgf/sz+C4xtfQuiFXyB45CDCFqNqfHeUbuEwvC0taHr/LehfexG+Ix8j3NGCcDC4RLswwp1emK5eQsOfPkDz+2+i7Xdvw3vmGML6VoRDadLnLIMhhHRtaH/pebR875sw/eSHCJw/i7C6cLK43wUdNrS9/QZ03/0GTE/9Gzp+8RSaXvgFOk4eQ9DjmuctFA4jmLN6LdZkp/Uv1neT2t/ng/fYcTiefBLmJ74My0u/QLit4eGxKBRAV3UFqnb9CuG2ZoTl37PZ7ah+6x04Tp1C2O9/eKxjX6QmZIAMkAEyQAa2BQM7z/QajLC+/z5sz/0cgT0fItzemt64hUMIGnQwfPwHuN58Gf43XoXrjd/AfeQwwhbTvAnZURPVgB9huxFhuw7hbntiYSBtRw8i7O9C2GlF2GpC2GlH2OdFOLgDJ41uJ8IXSxAuyke4ugzhTjfCodDDg4OvE6GGaoRvXEH4xuXk8SpCrS0IBwKL0ovx3VHcsb5s7/Uw4OuG/9JFBN96C+H9+xBurkc4tHQskj4ZRMhmgefWdYSl30o/7eqGp7wCgRYxwTtpwY5jDMdYMkAGyAAZyC0G8kKhEHZUBIMI+boR6vIkjvL3Ig3k7+S5YBBBnw8hX1cibbe89iMU3GGaLdLHj1CoG0FNo0XXluoiWgWW6Ls0Ta7/HUQo0I2Qv1PVIrisXkGEgj6EAhLdyfAh9BCfua4X67d4PKIe69cjkOh/3TLmd63Qp5Jjf6ALoZCMc0ntAwGOY5oWPC5wQS2oBRkgA2RgWzGw80wvAd1WgM5PPNlubDcyQAbIABkgA2SADJABMkAGsmCApjcL0WjEuPtEBsgAGSADZIAMkAEyQAbIABnYHgzkBeUjvAxqQAbIABkgA2SADJABMkAGyAAZIAM5yABNbw42KhcxuJBDBsgAGSADZIAMkAEyQAbIABlIMEDTS9PL1SwyQAbIABkgA2SADJABMkAGyEDOMpAXCATAoAZkgAyQATJABsgAGSADZIAMkAEykIsM0PTS9HPRgwyQATJABsgAGSADZIAMkAEykLMM5Pn9fjCoARkgA2SADJABMkAGyAAZIANkgAzkIgM0vTT9XPQgA2SADJABMkAGyAAZIANkgAzkLAM0vYQ7Z+HOxVUq1omrr2SADJABMkAGyAAZIANkIDMG8nw+HxjUgAyQATJABsgAGSADZIAMkAEyQAZykQGaXpp+LnqQATJABsgAGSADZIAMkAEyQAZylgGaXsKds3Dn4ioV68TVVzJABsgAGSADZIAMkAEykBkDed3d3WBQAzJABsgAGSADZIAMkAEyQAbIABnIRQZoemn6uehBBsgAGSADZIAMkAEyQAbIABnIWQZoegl3zsKdi6tUrBNXX8kAGSADZIAMkAEyQAbIQGYM5HV1dYFBDcgAGSADZIAMkAEyQAbIABkgA2QgFxmg6aXp56IHGSADZIAMkAEyQAbIABkgA2QgZxnI6+zsBIMakAEyQAbIABkgA2SADJABMkAGyEAuMkDTS9PPRQ8yQAbIABkgA2SADJABMkAGyEDOMkDTS7hzFu5cXKVinbj6SgbIABkgA2SADJABMkAGMmMgz+v1gkENyAAZIANkgAyQATJABsgAGSADZCAXGaDppennogcZIANkgAyQATJABsgAGSADZCBnGaDpJdw5C3curlKxTlx9JQNkgAyQATJABsgAGSADmTGQ5/F4wKAGZIAMkAEyQAbIABkgA2SADJABMpCLDND00vRz0YMMkAEyQAbIABkgA2SADJABMpCzDOS53W4wqAEZIANkgAyQATJABsgAGSADZIAM5CIDNL00/Vz0IANkgAyQATJABsgAGSADZIAM5CwDNL2EO2fhzsVVKtaJq69kgAyQATJABsgAGSADZCAzBvJcLhcY1IAMkAEyQAbIABkgA2SADJABMkAGcpEBml6afi56kAEyQAbIABkgA2SADJABMkAGcpYBml7CnbNw5+IqFevE1VcyQAbIABkgA2SADJABMpAZA3lOpxMMakAGyAAZIANkgAyQATJABsgAGSADucgATS9NPxc9yAAZIANkgAyQATJABsgAGSADOctAnsPhAIMakAEyQAbIABkgA2SADJABMkAGyEAuMkDTS9PPRQ8yQAbIABkgA2SADJABMkAGyEDOMkDTS7hzFu5cXKVinbj6SgbIABkgA2SADJABMkAGMmMgz263g0ENyAAZIANkgAyQATJABsgAGSADZCAXGaDppennogcZIANkgAyQATJABsgAGSADZCBnGciz2WxgUAMyQAbIABkgA2SADJABMkAGyAAZyEUGaHpp+rnoQQbIABkgA2SADJABMkAGyAAZyFkGaHoJd87CnYurVKwTV1/JABkgA2SADJABMkAGyEBmDORZrVYwqAEZIANkgAyQATJABsgAGSADZIAM5CIDNL00/Vz0IANkgAyQATJABsgAGSADZIAM5CwDNL2EO2fhzsVVKtaJq69kgAyQATJABsgAGSADZOBhBpzNzYj94fdpI89isYBBDcgAGSADZIAMkAEyQAbIABkgA2RguzLgrK1B/y9+nohfPoe+l19C32uvov+N34Cml6afix5kgAyQATJABsgAGSADZIAMkIFtzYCY3t5nf46eF1/ApF6H+9NTeHDvnhp5ZrMZDGpABsgAGSADZIAMkAEyQAbIABkgA9uVAUdNDeLPPoPY7z7An+/fx5///Of5oOml6eeiBxkgA2SADJABMkAGyAAZIANkYFszYK+pRuznzyB++NC82RXjK7u9NL2Ee1vDvV1XolhurqKSATJABsgAGSADZIAMkIGNY0BMryKm98yZxaZ3dhZ5JpMJDGpABsgAGSADZIAMkAEyQAbIABkgA9uVAVt1NcLPPIMoTS8h3q4Qs9xklwyQATJABsgAGSADZIAMkIHlGLBWVyP4zDMIHzy4eKf3/n3u9C4nGs+zQ5EBMkAGyAAZIANkgAyQATJABrYHA9aqagSefga+t99Rv8e76IesjEYjGNSADJABMkAGyAAZIANkgAyQATJABrYrA5bKKvieehpdP/8FoteuY8jhxHgwiKm+PuRt10qx3OyQZIAMkAEyQAbIABkgA2SADJABMiAMiOntEtP71NPofOppuJ96Bq6nJX5O08tOwk5CBsgAGSADZIAMkAEyQAbIABnY3gyYKyvR9dwvEXz7Xfhe3oXA628g+PY76P7li8gzGAxgUAMyQAbIABkgA2SADJABMkAGyAAZ2K4MmCoqEcsvxEB5OXqKijHc3ILhhkbE8wtperdro7LcHJDIABkgA2SADJABMkAGyAAZIAMJBsT0+t95D2MWK/pu3sJIhw4DFZXoOX8ReXq9HgxqQAbIABkgA2SADJABMkAGyAAZIAPblQFjeQW6334PgY/3IvDRHvje/QDhI8fR9du3aXq3a6Oy3ByQyAAZIANkgAyQATJABsgAGSADCQYMNTWwvP5W2uBOL3e6udNPBsgAGSADZIAMkAEyQAbIABnIWQbydDodGNSADJABMkAGyAAZIANkgAyQATJABnKRAZpemn4uepABMkAGyAAZIANkgAyQATJABnKWgf8fzuX733v/HkEAAAAASUVORK5CYII="}},"execution_count":null},{"metadata":{},"cell_type":"markdown","source":"# Imports","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"#conda install -c pytorch torchvision cudatoolkit=10.1 pytorch","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true,"_kg_hide-input":true},"cell_type":"code","source":"import numpy as np \nimport pandas as pd \nfrom tqdm import tqdm\nimport cv2\n\nimport os\nfrom sklearn.model_selection import train_test_split\nfrom PIL import Image\nimport os\nfrom sklearn.metrics import auc,roc_auc_score\nimport time\nimport matplotlib.pyplot as plt\n\n\nimport torch\nimport torch.nn as nn\nimport torch.nn.functional as F\nfrom torch.utils.data import DataLoader,Dataset\nfrom torchvision import datasets, transforms, models\nimport torchvision.utils as utils\ndevice = torch.device(\"cpu\")\n\nimport warnings\nwarnings.filterwarnings(\"ignore\")","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"This function choose known seed -which gives reproductibility of results \n\nseed - Number of the seed to use","execution_count":null},{"metadata":{"_kg_hide-input":true,"trusted":true},"cell_type":"code","source":"def seed_everything(seed):\n\n    np.random.seed(seed)\n    torch.manual_seed(seed)\n    torch.cuda.manual_seed(seed)\n    torch.backends.cudnn.deterministic = True\n    torch.backends.cudnn.benchmark = False\n\nseed_everything(7)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"function to convert image path to file + add label to image","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"class ImageDataset(Dataset):\n    \n    def __init__(self,data_paths,labels,transform=None,mode='train'):\n         self.data=data_paths\n         self.labels=labels\n         self.transform=transform\n         self.mode=mode\n    def __len__(self):\n       return len(self.data)\n    \n    def __getitem__(self,idx):\n        img_name = self.data[idx]\n        img = cv2.imread(img_name)\n        img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)\n        img=Image.fromarray(img)\n        if self.transform is not None:\n          img = self.transform(img)\n        img=img.cuda()\n        \n        if self.mode=='test':\n            return img,img_name\n        else:\n           \n            labels = torch.tensor(self.labels[idx]).cuda()\n\n            return img, labels","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"FAIR proposes a new loss function that focuses a neural networks attention on the instances where it predicted the wrong class. Instead of trying to reduce outliers or predictions where the model’s prediction is far off from the truth, Focal Loss reduces the weight (or impact) the values it predicted correctly carry. The loss function is just a mathematical way of saying how far off a guess is from the real value of a datapoint. Frequently used in computer vision is the Cross Entropy Loss, which the Focal loss adds probability-dependent weight to CE loss.\nI'll use FL instead regular Binary Cross-Entropy loss dince Dataset is Imbalanced and FL can automatically down-weight easy samples in training set.","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"class FocalLoss(nn.Module):\n    def __init__(self, alpha=0.2, gamma=1.3, logits=False, reduce=True):\n        super(FocalLoss, self).__init__()\n        self.alpha = alpha\n        self.gamma = gamma\n        self.logits = logits\n        self.reduce = reduce\n\n    def forward(self, inputs, targets):\n        if self.logits:\n            BCE_loss = F.binary_cross_entropy_with_logits(inputs, targets, reduce=False)\n        else:\n            BCE_loss = F.binary_cross_entropy(inputs, targets, reduce=False)\n        pt = torch.exp(-BCE_loss)\n        F_loss = self.alpha * (1-pt)**self.gamma * BCE_loss\n\n        if self.reduce:\n            return torch.mean(F_loss)\n        else:\n            return F_loss","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# VGG16 Model with attention","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"![image.png](attachment:image.png)","attachments":{"image.png":{"image/png":"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"}},"execution_count":null},{"metadata":{},"cell_type":"markdown","source":" The overall network architecture. The backbone network is VGG-16 (the yellow and red blocks) without any dense layers. Two attention modules  are applied (the gray blocks). The three feature vectors (green blocks) are computed via global average pooling and are concatenated together to form the final feature vector, which serves as the input to the classification layer. The classification layer is not shown here.","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"The architecture of VGG16 is kept mostly the same except the Dense layers are removed\nThe whole network is trained end-to-end\nThe shallower layer (pool-3) tends to focus on more general and diffused areas, while the deeper layer (pool-4) is more concentrated, focusing on the lesion and avoiding irrelevant objects.\n But since most images in our case are benign, pool-3 tries to learn some areas but pool-4 eventually minimizes the activated regions because the image is benign.","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"class AttnVGG(nn.Module):\n    def __init__(self, num_classes, normalize_attn=False, dropout=None):\n        super(AttnVGG, self).__init__()\n        net = models.vgg16_bn(pretrained=True)\n        self.conv_block1 = nn.Sequential(*list(net.features.children())[0:6])\n        self.conv_block2 = nn.Sequential(*list(net.features.children())[7:13])\n        self.conv_block3 = nn.Sequential(*list(net.features.children())[14:23])\n        self.conv_block4 = nn.Sequential(*list(net.features.children())[24:33])\n        self.conv_block5 = nn.Sequential(*list(net.features.children())[34:43])\n        self.pool = nn.AvgPool2d(7, stride=1)\n        self.dpt = None\n        if dropout is not None:\n            self.dpt = nn.Dropout(dropout)\n        self.cls = nn.Linear(in_features=512+512+256, out_features=num_classes, bias=True)\n        \n       # initialize the attention blocks defined above\n        self.attn1 = AttentionBlock(256, 512, 256, 4, normalize_attn=normalize_attn)\n        self.attn2 = AttentionBlock(512, 512, 256, 2, normalize_attn=normalize_attn)\n        \n       \n        self.reset_parameters(self.cls)\n        self.reset_parameters(self.attn1)\n        self.reset_parameters(self.attn2)\n    def reset_parameters(self, module):\n        for m in module.modules():\n            if isinstance(m, nn.Conv2d):\n                nn.init.kaiming_normal_(m.weight, mode='fan_in', nonlinearity='relu')\n                if m.bias is not None:\n                    nn.init.constant_(m.bias, 0.)\n            elif isinstance(m, nn.BatchNorm2d):\n                nn.init.constant_(m.weight, 1.)\n                nn.init.constant_(m.bias, 0.)\n            elif isinstance(m, nn.Linear):\n                nn.init.normal_(m.weight, 0., 0.01)\n                nn.init.constant_(m.bias, 0.)\n    def forward(self, x):\n        block1 = self.conv_block1(x)       # /1\n        pool1 = F.max_pool2d(block1, 2, 2) # /2\n        block2 = self.conv_block2(pool1)   # /2\n        pool2 = F.max_pool2d(block2, 2, 2) # /4\n        block3 = self.conv_block3(pool2)   # /4\n        pool3 = F.max_pool2d(block3, 2, 2) # /8\n        block4 = self.conv_block4(pool3)   # /8\n        pool4 = F.max_pool2d(block4, 2, 2) # /16\n        block5 = self.conv_block5(pool4)   # /16\n        pool5 = F.max_pool2d(block5, 2, 2) # /32\n        N, __, __, __ = pool5.size()\n        \n        g = self.pool(pool5).view(N,512)\n        a1, g1 = self.attn1(pool3, pool5)\n        a2, g2 = self.attn2(pool4, pool5)\n        g_hat = torch.cat((g,g1,g2), dim=1) # batch_size x C\n        if self.dpt is not None:\n            g_hat = self.dpt(g_hat)\n        out = self.cls(g_hat)\n\n        return [out, a1, a2]","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Attention Block","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"![image.png](attachment:image.png)","attachments":{"image.png":{"image/png":"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"}},"execution_count":null},{"metadata":{},"cell_type":"markdown","source":"![image.png](attachment:image.png)","attachments":{"image.png":{"image/png":"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"}},"execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"class AttentionBlock(nn.Module):\n    def __init__(self, in_features_l, in_features_g, attn_features, up_factor, normalize_attn=True):\n        super(AttentionBlock, self).__init__()\n        self.up_factor = up_factor\n        self.normalize_attn = normalize_attn\n        self.W_l = nn.Conv2d(in_channels=in_features_l, out_channels=attn_features, kernel_size=1, padding=0, bias=False)\n        self.W_g = nn.Conv2d(in_channels=in_features_g, out_channels=attn_features, kernel_size=1, padding=0, bias=False)\n        self.phi = nn.Conv2d(in_channels=attn_features, out_channels=1, kernel_size=1, padding=0, bias=True)\n    def forward(self, l, g):\n        N, C, W, H = l.size()\n        l_ = self.W_l(l)\n        g_ = self.W_g(g)\n        if self.up_factor > 1:\n            g_ = F.interpolate(g_, scale_factor=self.up_factor, mode='bilinear', align_corners=False)\n        c = self.phi(F.relu(l_ + g_)) # batch_sizex1xWxH\n        \n        # compute attn map\n        if self.normalize_attn:\n            a = F.softmax(c.view(N,1,-1), dim=2).view(N,1,W,H)\n        else:\n            a = torch.sigmoid(c)\n        # re-weight the local feature\n        f = torch.mul(a.expand_as(l), l) # batch_sizexCxWxH\n        if self.normalize_attn:\n            output = f.view(N,C,-1).sum(dim=2) # weighted sum\n        else:\n            output = F.adaptive_avg_pool2d(f, (1,1)).view(N,C) # global average pooling\n        return a, output\n\n    ","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Define Train & Test dir","execution_count":null},{"metadata":{"_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","trusted":true,"_kg_hide-input":true},"cell_type":"code","source":"train_dir='../input/melanoma-merged-external-data-512x512-jpeg/512x512-dataset-melanoma/512x512-dataset-melanoma/'\ntest_dir='/kaggle/input/siim-isic-melanoma-classification/jpeg/test/'\ntrain=pd.read_csv('../input/melanoma-merged-external-data-512x512-jpeg/marking.csv')\ntest=pd.read_csv('/kaggle/input/siim-isic-melanoma-classification/test.csv')\nsubmission=pd.read_csv('/kaggle/input/siim-isic-melanoma-classification/sample_submission.csv')","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Data Pre-processing \n\nIn the follwing kernel -we have simple example how to deal with the data\nhttps://www.kaggle.com/dormann/melanoma-image-classification\n\nTo tackle Unbalanced dataset problem you should try to balance your dataset, either by over-sampling minority classes or under-sampling majority classes (or both). Arguably, a good choice would be SMOTE (Synthetic Minority Over-sampling Technique) algorithm, as mentioned above. Here you can find a comparison of different over-sampling algorithms. If you're a Python user, imbalanced-learn is a nice library that implements many useful techniques for balancing datasets.\n\nOn the other hand, if you're trying to classify images, a nice way to increase your dataset size is to augment it (i.e. by creating reasonable synthetic examples, e.g. similar images but rotated/shifted tiny bit with respect to original ones). You might sometimes find it useful to augment the minority classes to achieve better balance. Keras ImageDataGenerator class is a good tool for this purpose.\nWe’ll also :\n\n0.Under sample\n1. Resize & normalize train and test datasets.\n2.Data augmentation on train images.\n","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"![image.png](attachment:image.png)","attachments":{"image.png":{"image/png":"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"}},"execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"# balance the data a bit\ndf_0=train[train['target']==0].sample(4000,random_state=42)\ndf_1=train[train['target']==1]\ntrain=pd.concat([df_0,df_1])\ntrain=train.reset_index()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"#prepare train data\nlabels=[]\ndata=[]\nfor i in range(train.shape[0]):\n    data.append(train_dir + train['image_id'].iloc[i]+'.jpg')\n    labels.append(train['target'].iloc[i])\ndf=pd.DataFrame(data)\ndf.columns=['images']\ndf['target']=labels\n\n#Prepare test data\n\ntest_data=[]\nfor i in range(test.shape[0]):\n    test_data.append(test_dir + test['image_name'].iloc[i]+'.jpg')\ndf_test=pd.DataFrame(test_data)\ndf_test.columns=['images']\n\n# Split train into train and val\nX_train, X_val, y_train, y_val = train_test_split(df['images'],df['target'], test_size=0.25, random_state=7)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Data augmentation","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"train_transform = transforms.Compose([\n        transforms.RandomRotation(10),      # rotate +/- 10 degrees\n        transforms.RandomHorizontalFlip(),  # reverse 50% of images\n        transforms.Resize(224),             # resize shortest side to 224 pixels\n        transforms.CenterCrop(224),         # crop longest side to 224 pixels at center\n        transforms.ToTensor(),\n        transforms.Normalize([0.485, 0.456, 0.406],\n                             [0.229, 0.224, 0.225])\n    ])\n\ntest_transform = transforms.Compose([\n        transforms.Resize(224),\n        transforms.CenterCrop(224),\n        transforms.ToTensor(),\n        transforms.Normalize([0.485, 0.456, 0.406],\n                             [0.229, 0.224, 0.225])\n    ])","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Create loader to use on attention model","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"train_dataset=ImageDataset(data_paths=X_train.values,labels=y_train.values,transform=train_transform)\nval_dataset=ImageDataset(data_paths=X_val.values,labels=y_val.values,transform=test_transform)\ntest_dataset=ImageDataset(data_paths=df_test['images'].values,labels=None,transform=test_transform,mode='test')\n\ntrain_loader=DataLoader(train_dataset,batch_size=100,shuffle=True)\nval_loader=DataLoader(val_dataset,batch_size=50,shuffle=False)\ntest_loader=DataLoader(test_dataset,batch_size=50,shuffle=False)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"model = AttnVGG(num_classes=1, normalize_attn=True)\nmodel=model.cuda()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"criterion = FocalLoss()\noptimizer = torch.optim.Adam(model.parameters(), lr=1e-4,weight_decay=0.01)\n","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Sweep on epochs","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"start_time = time.time()\n\nepochs = 15\n\ntrain_losses = []\ntest_losses = []\ntrain_auc=[]\nval_auc=[]\n\nfor i in range(epochs):\n\n    train_preds=[]\n    train_targets=[]\n    auc_train=[]\n    loss_epoch_train=[]\n    loss_epoch_test=[]\n    # Run the training batches\n    for b, (X_train, y_train) in tqdm(enumerate(train_loader),total=len(train_loader)):\n        \n        b+=1\n        y_pred,_,_=model(X_train)\n        loss = criterion(torch.sigmoid(y_pred.type(torch.FloatTensor)), y_train.type(torch.FloatTensor))   \n        loss_epoch_train.append(loss.item())\n        # For plotting purpose\n        if (i==1):\n            if (b==19):\n                I_train = utils.make_grid(X_train[0:8,:,:,:], nrow=8, normalize=True, scale_each=True)\n                __, a1, a2 = model(X_train[0:8,:,:,:])\n                \n        optimizer.zero_grad()\n        loss.backward()\n        optimizer.step()\n\n                 \n    try:\n        auc_train=roc_auc_score(y_train.detach().to(device).numpy(),torch.sigmoid(y_pred).detach().to(device).numpy())\n    except:\n        auc_train=0\n    train_losses.append(np.mean(loss_epoch_train))\n    train_auc.append(auc_train)\n    print(f'epoch: {i:2}   loss: {np.mean(loss_epoch_train):10.8f} AUC  : {auc_train:10.8f} ')\n    # Run the testing batches\n    \n    with torch.no_grad():\n        for b, (X_test, y_test) in enumerate(val_loader):\n            \n            y_val,_,_ = model(X_test)\n            loss = criterion(torch.sigmoid(y_val.type(torch.FloatTensor)), y_test.type(torch.FloatTensor))\n            loss_epoch_test.append(loss.item())\n    try:\n                                           \n        auc_val=roc_auc_score(y_test.detach().to(device).numpy(),torch.sigmoid(y_val).detach().to(device).numpy())\n    except:\n        auc_val=0\n    test_losses.append(np.mean(loss_epoch_test))\n    val_auc.append(auc_val)\n    print(f'Epoch: {i} Val Loss: {np.mean(loss_epoch_test):10.8f} AUC: {auc_val:10.8f} ')\n    \nprint(f'\\nDuration: {time.time() - start_time:.0f} seconds') # print the time elapsed","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Visualizing Attention\nNow let's visualize the attention maps created by pool-3 and pool-4 to understand which part of the image are responsible for the classification.","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"def visualize_attention(I_train,a,up_factor,no_attention=False):\n    img = I_train.permute((1,2,0)).cpu().numpy()\n    # compute the heatmap\n    if up_factor > 1:\n        a = F.interpolate(a, scale_factor=up_factor, mode='bilinear', align_corners=False)\n    attn = utils.make_grid(a, nrow=8, normalize=True, scale_each=True)\n    attn = attn.permute((1,2,0)).mul(255).byte().cpu().numpy()\n    attn = cv2.applyColorMap(attn, cv2.COLORMAP_JET)\n    attn = cv2.cvtColor(attn, cv2.COLOR_BGR2RGB)\n    attn = np.float32(attn) / 255\n    # add the heatmap to the image\n    img=cv2.resize(img,(466,60))\n    if no_attention:\n        return torch.from_numpy(img)\n    else:\n        vis = 0.6 * img + 0.4 * attn\n        return torch.from_numpy(vis)\n        ","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"orig=visualize_attention(I_train,a1,up_factor=2,no_attention=True)\nfirst=visualize_attention(I_train,a1,up_factor=2,no_attention=False)\nsecond=visualize_attention(I_train,a2,up_factor=4,no_attention=False)\n\nfig, (ax1, ax2,ax3) = plt.subplots(3, 1,figsize=(10, 10))\nax1.imshow(orig)\nax2.imshow(first)\nax3.imshow(second)\nax1.title.set_text('Input Images')\nax2.title.set_text('pool-3 attention')\nax3.title.set_text('pool-4 attention')","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"### Reference\n\n* https://github.com/SaoYan/IPMI2019-AttnMel/tree/99e4a9b71717fb51f24d7994948b6a0e76bb8d58\n\n","execution_count":null}],"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat":4,"nbformat_minor":4}