integrate package. Due to their superior speeds and accuracies, we'll use these methods during inference. As a sanity check, we compare our basic Euler Method solver to scipy's:\n"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"code_folding": [],
"hidden": true
},
"outputs": [],
"source": [
"#collapse\n",
"# define integrate_scipy_full and scipy_MM integrate_scipy_MM (and helpers) to integrate chemical kinetics with scipy\n",
"from scipy.integrate import solve_ivp\n",
"\n",
"def dy_full(t, y, k_on, k_off, k_cat, k_uncat, *args):\n",
" # Y ordered S,E,ES,P\n",
" dy = np.zeros(4)\n",
" dy[0] = k_off * y[2] - k_on * y[1] * y[0]\n",
" dy[1] = k_off * y[2] - k_on * y[1] * y[0] + k_cat * y[2] - k_uncat * y[1] * y[3]\n",
" dy[2] = k_on * y[1] * y[0] - k_off * y[2] - k_cat * y[2] + k_uncat * y[1] * y[3]\n",
" dy[3] = k_cat * y[2] - k_uncat * y[1] * y[3]\n",
" return dy\n",
"\n",
"\n",
"def dy_MM(t, y, S_0, E_0, ES_0, P_0, k_on, k_off, k_cat, k_uncat, k_ms, k_mp):\n",
" # Y ordered S,P\n",
" dy = np.zeros(2)\n",
" dy[1] = ((k_cat * E_0 * y[0]) / k_ms - (k_off * E_0 * y[1]) / k_mp) / (1 + y[0] / k_ms + y[1] / k_mp)\n",
" dy[0] = -dy[1]\n",
"\n",
" return dy\n",
"\n",
"\n",
"def integrate_scipy_full(kinetic_params, initial_conditions=default_initial_conditions, dt=dt, steps=steps, atol=1e-6):\n",
"\n",
" t_span = (0, dt*steps)\n",
" t_eval = np.around(np.linspace(t_span[0],t_span[1],1001), decimals=5)\n",
" y0 = list(initial_conditions.values())\n",
"\n",
" try:\n",
" sol = solve_ivp(dy_full, t_span, y0, args=(*kinetic_params.values(),), t_eval=t_eval, first_step=dt, method='LSODA', atol=atol)\n",
" return pd.DataFrame(sol.y.T, index=sol.t, columns=['S', 'E', 'ES', 'P'])\n",
" except:\n",
" return pd.DataFrame(columns=['S', 'E', 'ES', 'P'])\n",
"\n",
"\n",
"def integrate_scipy_MM(kinetic_params, initial_conditions=default_initial_conditions, dt=dt, steps=steps):\n",
"\n",
" t_span = (0, dt*steps)\n",
" t_eval = np.around(np.linspace(t_span[0],t_span[1],1001), decimals=5)\n",
" y0 = [initial_conditions['S_0'], initial_conditions['P_0']]\n",
"\n",
" try:\n",
" sol = solve_ivp(dy_MM, t_span, y0, args=(*initial_conditions.values(), *kinetic_params.values()), t_eval=t_eval, first_step=dt)\n",
" return pd.DataFrame(sol.y.T, index=sol.t, columns=['S_MM', 'P_MM'])\n",
" except:\n",
" return pd.DataFrame(columns=['S_MM', 'P_MM'])\n"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"code_folding": [
0
],
"hidden": true
},
"outputs": [
{
"data": {
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bmQ/JzNdk5tc6nYAPU0QsBR7Z1HQZw7voGaSVleVD+9hH8zZTwGf7HMssEXEPYKemph+0u9iRFrktWrT9o8d93Kqy3Ov2Gh9vZOa1503A8+baKDNXA/9Rad6e2W/kz9KIc6+vNJ8OvL+Lfk9mdmWxJzam9+qZsUGSgPLgpXpD+WGtVmyh9jjSygK+hpKkSXdkZfliWkwXW5WZf22x7X17SAjuS+PB9n0qzW9qPLyey+GUynrNjuymX+9ZztvKyvKhfeyjeRvvWUoTJjNfmplPycz3ZuYJmXnNsPscVcyhJGlvUml7zlzFKzLzFuA5leZNgJd32e+RleWxPicYgpWV5UP72Ed1m+o+VY9DmPnSE8Are61mOi2LH/S7vQYnMz+bmY/MzCMz8+jMvHjYfTaqL7+40vydzPzqXNtm5lHMfJEP4MWNfc7VrzHIGNSr6jbVfWoBM4FZkqTJtC/rpukAOLpd9bIxczRwedPy4yKiepHRVkTcm5lVXY/LzPMHNThmV4hxKkZNqo1atK2d5z563V5jICI2olQKaPa1zPxbl7v4BlCt9PnELrbbjzKFb7MPZWa3P0fV6dKC/t4IB2ODJNF4CFadjWG7ubYbYRxpZaFeQ0nSxIqIHYF/qTR/qofkjP9l9gs4/caRbj2psnw98MluNmx8X5+qNN8nInYYxMBqslDjrfcsJS1Eo4o51Vh6Umb+qst+T2H2teWcsXmBnhMMVGPmudObmvaLiOrsdW1FxNaUKr3Tzs7Mnw5qfOpJNenzFuqdLUOLyyHAhpW2/+5h++q6GzHzhcR2jEHGIGOQ/qn6Vo4kaYGKiO2AvYEtKVMnXAdcSplW6tfDvNEbEZsD9wN2ATYFVlPeevtZZlan7NV4WFFZXjWCMfQsM2+JiC+wrpLaxpQT9OpFSjvVamufHtTYGlY0/X0N5eFFVyLi9sB0NZTNgA0oFyPXAOcD51BOxhfCQxstEBGxK7AHcDvg1pTj96XAHzPzd/PZ9SCGN4B9aPQeyuybX10fezNzbUR8DnhtU/P+EXGbzOxUlfsxleWbgC/10O9ZEXES5fymeZ9v7nYfTVY0/d3YoLEXEUGJDbtSkkduDdxMiRFnA7/LzMvb72HO/W8D7AbckTI14QbAVcCVwJnA6T28bKCFpVoZZdMuthlVHGllRWV5VbcbRsSmwN0pv1dbUK5jbqJct18E/JVy/nVTj2OSxlZErAfcl5KQd2vgRkol1V9n5u+H0N8WlAf5t6fcF9uIcs70d0p8ObPf+BIRy4E7A3eh3HfblBIbr6Ac234xn9iooapeF0BvceSqiPgG8NSm5kdFxNJhnK80qg9XX9z5RmNWgW59GnhNpW0FvSUhjNKKyvKqEYyhZ96z9LpUWmhGFXMi4p7Aji3204tPA/s0Le8UEffIzN922GZBnRMM0adZN0NdUKpZvrHLbZ8OLG1aXjmwUalXW1WWL29Uh5X6UT0+XgAc28P2xwAXAneo7LPtbCLGoN76NQYBxqBFzwRmSepCRLwSeCczk6l+BTyqjqk72omIDSk3RZ8O3LXDqv+IiKOBt2bm2T32cS7Q/LbaYZm5svHZXShTAT8GWK/N9r8EXp+Zx/TSr4bu0U1/v55ycdFSRGSl6aDMPL6Xzjr9HPVhJTOngj6ULh4GRMQGwJObmq4Gvt7nGFrtf3tgz6amn2TmFXNssz7wXMpDir266ObqiDgZ+Bbw5T6SLlSTiFhCuQh7SeWj7wNPrGMKwHYi4lbAqyhvN+/UYb2/UX5H3jZXrGu8PfzXObr+a8mJmy0zIyJWAs/ssP0zI6Ld52/KzCPn6F+j8fDK8i30Pv3v8cxMPFtKedP6Cz30e0ofU+Adz8wE5j0jYtseqn4aGzTDOMcGgIjYG/hP4MGUF1vayYj4HSXp4dNzXV80EjcPAR4GHMDMm9mtXBMR3wbenZm/6WLcO9I5BrWNPw0nZOaBc/WjgdiisnxZF9uMKo600vU11LSIeBTwQuBBzH0f9uaI+A1l6s0vZeZZPY5PNYqIp1GuQ9dvaj4HeHhm/qnGcRwJHNHU1PMxLSIOZeaDs/Myc8c5tlnJzHP3z2TmoY3PbkX5nXs2s3/vp7c/H3g78L9zTdM6xzg2Ap4HPIXyUn+nGSdXR8RxwBeBb2bmzXPs+56U+10PAO7NzP/rVuv/HvgIJTZWKyO1Wn8l7a9/Ol37TOv53syEqsaRC3u9N0qJI80Pim9LSc7vNR51476UhP9mx/Wyg8z8c0RcxMwZaR7Jwklg9p6l9ywl1WNUMacam3vulxKbqx4JdEoeG8k5wSDiTEQcT7mfMm0+98K/ALyLdc90nxERR2RmNaa2cmjT36fokJyooau+6N31rA9Ss8aLxw+uNJ/Q5TEBgCwP+E5k5vHxoRGxrMP1vjHIGATGIDXpdENPkiZeRCyLiI9TAmnzU+9vAQeMOHn5kZQKaG+nc/IylMozzwT+EBHvbrzVNt/+/51yIvZE2iQvN/wL8MOIeMd8+9RgRMTdmZm0+MNuHq6Ni0YiS/NFwL4RcacuNl0B3Kpp+f8G/H2vqCx3nIoxIu4G/A74H7p7EAClyslDgA8BT+hxfKpJRGxMma68mqD2ceCRI05efhYlseLVdEhebtgWeDFwdkS8Ythj06J198ryr/s49p4MVN8i36Pdyo1Elmpc6Ce5oNX0U237bWNFZdnYMKHGPDZsHRHforyg+VQ6Jy9DuS66OyU57c8RsVmHfR9Mqez/eeBpzJ28DKWq5VOB0yLiw40b6VrgImIZ5aZ6s5O72LT2ONJKr9dQEbF5RHyXcu/gYLorIrE+5fr5SPqr+K+aRMQbKMe15oTWnwP3rTN5eRxFxL7AH4BX0CZ5uWF74KPA9yOir4ftEXEY5drmfZQE47medWxOOTf7P8q9tE77PgH4NfAG4P7MkbzccDfgw8BZEVGdGlajU40jo7ou6FZ1vDCYMQ9rvAPlPct/8p6lpDqMKuZU+70kM//SS4eZ+WfKvYb59Dvu5wRDkZmXUV6anbYDcNBc20XEfSizaU37cWZeMODhqXvVF5E2bRQmkHq1M7MT4gdxfNywse92jEG9MwatYwxahExglqQ2GpXCjqZUGmj2QeAxmXl9/aMqIuJ5lOnztplj1ar1KA+RvtFI7um3/1dTbkZ28wBn2uGN7TR6KyrLq0Ywhvlqrg41PcXIXKrrDHMqRujw7xoROwMnUqaQ1iISEVtT/m8PaWpO4PDMfP4op/KJiLcC/4/OiQStbAy8OyI+PogXYDReImKjiHhARLwgIt4QEW+MiBdFxJMjYpcBdLFbZfnMXnfQSOy8cI79Vj+rllvtud8223Tqt5UVleVV7VY0NixeYx4b/oXGzDLz2E2ne0u3BZbPY98vBL5j/FkU/p2ZiTnQ3VR/o4gjrayoLK9qt2KjYuGxlKrjWkQiYr1G1dxqgvlXgQc0HsRMrIg4kFIptTqdcScPBI7qsZ/1IuIjlKqmt+9l2yZzxZVt+9wvlJd1ToyIahUr1Swibg1sWWnu57rgLGa/CNNrHOlWtUjFGuDPfeyn+n3evlEdfdytqCyvGsEY5st7lpIWilHFnGq//cTmVtu1jc0L9JxgmKpx5rAutjl0jn2oXme0aHtX4+VxqRetiuTV8SzFGNQ7Y1D7fWgRMIBJUgsRsR0lebn5bagp4OWZ+YGRDKqhMQXtx1p89Evgk8BPgIspVQ92o0w/9wxmPpx5FPAJ4F/7GMIjgcc1/j4FfJnysO404B+NfvcCns/s6TCOjIivOxXuyK1o+vtays/6QvMF4N3MnGLkje2mGImIbSlVQKadlZknDWowjYuP/ZqafpOZ53XY5GPMnhrnBOBLwCnABZRpMpdTfqfuBOxOmXr6IKDvFxA0PBGxB/AdYLum5huBZ2RmTw/lBy0iXgS8rsVHx1Iu9H5JeWP41sA9KHHjsZV1n0uZ6v31LfazGnhn0/LmlDjQ7GON9dr5DiV+TXsE5ed+2hmNdVpp9eaxurOaDteFEfF34GvA+zLzr73sOCLuQKmk2uz8nke4brvmqa7mSmButX2vLqSc6zQnZ3Z9Q8jYIBj72LAb8CNmTzN5PfA54PvA7ynH/qWUn8/dKVV0V9BbUsNaSqz5EaWa2x+By4FrKMegLYC7UKYsfBozb+o+GHgLpeJzK80xqJ/4c06X34P6FBGHUs7dm30/Mzteh4wwjrSyounvc11DvQq4V6XtbMqLZD8F/kqZGn4J5Xh+B0rl1v0o1ZqrDzU0BiJiC+DrzK4M8x7gVb1Mr7pIbU85Z5x+aeUnwGcoP/OXUF6A3wV4CvA8Zp5/HhwRz8jMbqf//Cjwby3afwV8hTKt6t8pv2fTv2N7U+4JPJTeXqy5hHLN9DPgT5Tf32uAGyjxc3rfT6QkY0/bAPhCRNwzM//WZt/N1z+9XPtM6/d4OElaPYzv+d8tM9c2piZuPp8b1oPi6n4v6vNlt1bf527AwO6FDcmKpr97z3IAvC6V1EHtMafxcnK1YMJ8rvGa7RoRSzJzqsW6C/GcYJi+S7nXMz0D12Mj4oXtZgeLiOWUZ83TVlNmGdPofA94a6XtAZQXKV8xyHMJLXqDepbSLha0O1YYg3pkDPonY9AiZQKzJFVExF6Um6NbNzVfDzw1MztOrzZsEXF7ykPPqlcC763cCF1NuaH4w0Zlmm8x83t6WkR8PzM/3+MwppOXLwAenZmnVT6/Bvgb8O2IOBx4R9NnG1Aqb/3HXJ1ExJHAET2Obb5OyMwDa+6zVhGxPXDPpqafZuY/RjWefmXm5RFxNPCYRtP2lIvzH7XZ5BnMTEBbOeAhPZKZ51VtjxWNqSMfWGl+UWZ+uMXq11FeDPgr5aHpBxrV058OdHrYoJpFxEMolcM2a2q+HDgkM38+mlEVjak/q0lDtwCHZeYXKu1XA+cC34yIgynfU3Ni22si4pjMPKF5o8y8Evhnlf2I2JHZCWTvzMxz242zkcj3z2S+iNiKmQ/xT83MWir5NxKt6n6D97zM3LHmPmHua8KtgRcBL2icT7wyM2/qct+tKtcN6oZQp6p4A+k3M9c0Erib99dLNT5jw4Qb89iwKeVGXzV5+evAv2fmxbO34h+UShjfoMyucm/KdUirG7PTLqIkc66cozLplZSf6e9FxBHAB4BnNX3+yoj4SGZWq+jOiEH9xJ9haFQhPa7OPgEys1p9vnYRsYSSdLwDJdn9UGCfymqnUhLV5zKqODJDL9dQERHMnsXpC8CzMvPmFptMX7f/HPjfxr/fw4Edux2fhi8idqIkkzY/GFoLvDgzPzqaUY2d6cTum4Bnt7nXdCnws4j4GuXfs3ma2v8E5kxgjojnMjt5eXWjz6+22GT6HtUvgI9ExCaN7eeqwPw14AfAcR2S06+jJDifCnyicez/CuteQrgd8AZmxyVg5vXPKK99mkXE8cABNXf7psw8ckj7HnQcaX5QPJ8q3Z1U9zuouNdq32PFe5b/tHLAQ/K6VItORJzLzJcT63BYZq6suc9hG0XMuS3lOeEw+l0O3IaSFNXNeMb9nGBoMvOWiPg88LJG00aUF/JaPX+GEtO2aFr+SmbeMLwRai6Z+euIOI7ZL9juQ7nm+iMl1+GnwC/a3Odb0BqzIz2z5m4/k5mH1tznsFWPYcnsWcy6cUFj2+Z7k708wzEGdd+vMcgYtCh1muZTkiZORDySMkVac6LvJcCBo05ebngl695GmvbqzHxPp2o/mfkrSuWyaysfva3P6WSuAg5okbxc7fedlOlDmz2t8VBXo/HoyvKqUQxiQFZWlg/tsG7zRewUXTwY7VEv/677V5Z/3OZBQEuZeX1mfjwzv9/tNhquiHg25QF8c4LaWcB9R52g1vAmZlcZe3qL5OUZGj9jhzBzSqIlzHwxRZNjKfBi4KRGgkU3qomRUJLk+1HdbsNGklfd/bbadzvGhgm2AGLDy4E7V9o+CTy+24camXlKZj4xM9v+fmXmjzPz3XMkL1e3uSYz/40yy8u0ZZRjkMZMRBwfETn9RTlvuAr4LfBxZiYv3wS8D9gvM6/oYvejiiNVvRzPd2Tmg4RrgOe1SV6eJTOnMvPozPxQl2PTkEXEfYCTmZm8fC3lZRSTl2d7ylwvymfmccyuFnaPxqwFbUXE5sC7Ks1XUY4prZKXW/V9bWb+d2a+b471Dm/EsK4ra2fm8ZQq6rc0NT+jUf1UozEu1wW9qO53UONtte9x4z1L71lqfo5rPi/v4+ul3XQSEXtExAcj4syIuDoirouIv0TEpyLi/kP+HjVYo4g5w4zNo+p33ONrOysry4d2WLf6WXVbjcbzKQUBWrkL8ApK3P97RFwQEd+IiMMj4r4RsV6b7boSEbeLiDdGxC8j4vKIuCkiLoyIb0XEU80DWFCqx7AbMvOWlmt20Njmxjn23emzhR4LRtWvMUiLhgnMktQQES+inMhv3NR8JiXJ4JSRDKpJRGzM7Cozv2R2Vc2WMvP3wBsrzduxrqJyL17ZwzTy768s3wbYuY8+NRgrKsurRjCGQfkupYLTtMdGxGbVlSLifsxM0Dm2wxSuPWtMXfLQpqbzMvM3HTa5fWV55McX9SeKt1MSvppfBvkpcL/M/MtoRrZOo4LRikrzVzPzK91s30guqD6sum8jkUML143A9ylvOD+A8pb2xpS3z7ehVF07gtZvge9FmWWhm2lhW9086ffN6Op2wcxztrr67eqGkLFhci2Q2LAp8JJK828p1dW6TtSqQfXa5ZEjGYUGYS3wQWDHzHx5D1UyRhVHqlZUlld1WLd6PP9DZl7XZT8aMxHxWEo19S2bmi8C9s/M745mVGPtC5nZ7TSeH6G81NDsvnNs8yJg80rb8zPzd132OXSNF/2b/w02ZHY1U9Vn5NcFfZiVQNDnflptN+4Pt1dUlleNYAyD4j1LLUoR8Ubg15SXS+9CmXllI+COwGHATyPioz28KKjRGkXMGWZsHlW/4x5fW8rM04HmIlX7RsSsZ7cRcQfgQU1NfxqTF/MnXmaeRZnB6aIuVr8D5VzrHZQZoC6PiE/285ynUQzuj5TCOfemPPdfn/KM4VGUWah+GhG37XXfGolBxYJW2/aSwLzQY8Go+jUGadHop+qmJC0qjZsp7wVeWvnox8DjMvOqusfUxsHMnB4B4G2Z2WnK5qqPAK8Hmqu/PIUyxWW3LqO3ShA/BtYwM+bsSZl+upOfAu/soZ9BOKfm/moVEbdiZiWN0+ueTnuQMnNNY4qR/2w0TU8x8r+VVQ+rLH96wEN5MDOTH+aq1l6tvtZtJVONkcZDoM9QfuaafRk4NDOrD+NH5QnMnh65Wu1sLm8HXsjM4/hTKNMwL1a/o/4Y1K5awiBdTjlmfrrD+c3fG18nRsTbKEnOb2Pm//+9KIloz56jv1aJYdW38LvV7obQNTX32+0NIWPDBFpAseGxwK0qba/rtkJsXTLzzIi4mnVVrHeLiC3G6Pqsk/OpP46Ms6WUpPn9I+LdmfnFLrcbVRz5pz6uoaq/R9VEIC0QEfEKSrXf5spRpwOPyMx+plOdBO/pdsXMvCoiTgH2bWrec47Nqueev+r2xcyanczMc4H7AUeNaCy9+iJl/HX66RD3PQ7XBb2qjnnQcW8sec/yn7xnqbEVEYdTktUALgZeA/yQ8kLSvYC3UBLZnt9Y5wVDHM5HmX1NO2xj88LUAI0i5tRxjVd3v2MbX7vwaeCeTcuHUp4hN3smM4sirhzukNSLzDw5Iu5JeeZzGN3nf21Gub56dkR8C3hZZs75jDwi9ge+RklYvgX4L8o1xGWU4mUvA55KuQY6JiL2ycx+f9fm8h1KPKrTqTX3V4dBxQLo7fhoDBpMv8YgLRomMEuaaI3qgV9k9lRqnwWe3c8UGUNUnX7rSko1h65l5k0R8RVm3jy6X4/j+HEvyQ2NPs8Bdm1qnvOty8w8Fji2x7Gps0cyM/avGtE4Bmkl6x4GQDm5/efDgIjYkJkPDq9i8N/3isryXPv/Y2X5SRHxkcz85cBGpKGKiNtRHvrsU/no7ZQEsHGqXlmNHWdk5m972UFmXhwRxwAP67DfRSUzT2UR3ozKzDOAM3pYfw3w7og4A/gWM2PIoRHxvsz8w4CHuVisqCyvmmN9Y8MCt8Biw0GV5fPp8bpiPhrnZ3cF7kZ5sXK6atdc00sGsBulUsxYazz0efWox1GTarLbepQKqbsAezPzJv2ewBci4unAkzNzdV2DnIder6HOZuYLvDtGxEsy84NDGJuGICKWAh9iXfLNtB8Cj8/MjknvE+ziOap6tvIHZiYwt71XFBE7AjtWmj/aY3/zEhHbAXsAO1Ae+G9K6+cre1SW7zrkoQ1MZn5i1GPQxPKepfcsNX9fovVMWt1qW3E7InYB3txYvIoyu1DzDJ0/iIjjgZ/QSGKOiC9l5onzGE9bmenLotJgfJHyEuL6jeVnRMQbK4Wzntn09yngc3UNTt3JzEuB50bEW4FnAE+m3HPr1iGUF86fmJnHtFspItYHPsG6n5cnVWbg+RXwtIi4nPIS+57Aq1gXPwYqM49i4bwoKmk2Y5BmMIFZ0sSKiK2Ab1PeDm92ZGa+qcUmo1adxuWUPhOsf8bMBObbRcSdepjOuqfEt4arKsvVKT9Vj2qi/qpRDGKQMvN3EfFrYK9G0/0jYpfMnK7w/TjWVe0D+Mog3/ZtVHBvns78CsqN2k6OB/5BmVYJYDllOqVPUx5u/KLHyuqqUUTcmfJm952amtcAL8jMaiWdcVCNHSf1uZ+fMTOBec+IWD7Et+c1RjLze41pQt/W1LyUUlHhOR02va5F2/I+h7Fhi7Zre+y33fq99DvnPowNk2cBxob9K8snDDvBupEQ+BTgX4EH0v/9qLqrbGkOnZLdGlXJn0CpxrZD00cHU5IcDpzjXGJUcaRZT9dQmXl1ixe//jsiHgZ8DPhhZs5nOk4NUURsSpmh6mGVj/6XckxfU/+oFozT+9jmqspyp3tF1dgF5fxpqCJiV8r57pMp0y73w9g1OsOMI/1cW3TjOmbOwFd33BsV71l6z1Lz94nMPH5I+34565JL/quSvAz8s5DNvwPTCe+vAYaSwKyBGUXMGbd7hYPod5zja0eZ+Y+IOJoyUxfAdpR7NscARMS+lJeTpx2TmX+rd5TqVmaeT6nE/NZGDsR+wH0pL5fvSefrrS2Ab0XEfpn5qzbrPBa4c+Pv36kkLzd7NaUK822Bl0XEO8doVjrNVj0+9ntshN6Oj8agwfRrDNKisWTuVSRpUdoZ+AUzk5dvBp4xpsnLAFtXlvudsqrVdtV9d3JFH31WH9DO5+RXfWgkDzy0qen8zDxtVOMZsOr0ioe2+XurdefrfsCWTcvfmeuhdmZeT7mB22w94LmU5NJLIuIbEfHKiNg3IjYY6Ig1H/eh/B81J6hdDTx8HBPUIiKYPd3noGLHMrqopq9F5QPMnpLt4Dm2aXXzpNWNnW5Ut0ta3/gZdr/d3BAyNkyWBRUbGqoJWL8eZmcRce9GH5+jnI/O52X6LQYxJtUjM2/MzM9RqpFWq/jch3VTULczqjgCzOsa6jXMvgY+mJKM9Y+I+HFEvCUiHhERW3SxP9XjtpTErubk5QRek5nPMXl5TsO+V1SNXau7meK4XxGxLCLeQZm95BUt+u/FFgMZlPox6uuCflT3O6jxttr3WPCeZdt158vrUg1E42XUxzcWp4BPtVs3M09h3UtND4qI27RbV2NhFDFnmLF5VP2OZXztwShjlYYkMy/OzKMy8+WZeSDlpco9gJcycxatZsuBr0REu/t2T2r6e9t7no2Xtr/YWNyCuZ8haLQGFQtabdvp+GgMGky/xiAtGiYwS5pU9we2r7StaDxcHVfVii39PBxqt92te9jetyQXpgcBmzQtf3NUAxmCL1JeQJj29IhYEhE7AA9oaj8zM38x4L5XVJZXdbNRZn6SMnXS2hYf37ax33dRHqBfFRHHRsQLvOk7cgcz83h5M7B/p2m1RmwzZp/vjyp2aIFr3Hj8dqX5DhGxc4fNWt082axFWzeq293QofLTMPvt5obQisryqm46MjYsWAsqNjSqi65Xab58iP3tB/wYuPuAdrn+3Kto3GTmNZRjWLVS20siotMLUaOKI9P6uobKzN9SpmD9R4uPNwQOAl4PHE1JaP51RBzRqPSq0bkbcI9K2wsz8x2jGMwCNOx7RdXznWHGrmXAl4HDmR0z+2HsGp1RXxf0o7rfQY231b7HhfcsvWep8bYr6+Lw6Zk5173F4xp/LgPuPbRRaRBGEXOGGZtH1e+4xtdufZ+ZRSseExGbRcRGwBOb2q9iEcyQMKmyOCMz/zsz96HMcHNmi1XvSJk9rZX7Nf39+Dm6PK7p7/t0PVCNwqxE4g5J7G1FxHrMfim5lwTmhR4LRtWvMUiLhgnMkibVLS3aXhkRm7RoHxebVpY7VovqoNWJTHXfWnxWVJZXjWAMQ9G4afqtpqbpKUaeCURT+8ohdN88xeWNwA+63TAz302Ztun/mPkwo2o55fv5CHB+RLw7IjbufagagGrsWB84vJ+L+Zq0OrYbOzQfP2/Rtm2H9VtN57Rdn31XXzzrNFXUQPpt/G5XZ6noZooqY8NkWWixobZklojYHPgqMxNSAP4O/Delcsu9KL9nmwLLMjOav4DzhjE21a9R0e/NleblwGM6bDaqODJtRWV5VbedZeaxwG7Ae+n8AtkS4J7AkcAfI+KrEbFTt/1ooFrdJ3phY+pdjV6dD+leCTyu0paUc7pXUJIOd6UUGtiwRew6bIhjU29GHUf6Ud3voMbbat/jYkVledUIxjAU3rPUIrFH09//2MX6f2qzrcbPKGLO5cx+8W1Q/d5I65dI241n3M8JatGozv/5pqYNKfdrHs/M+/9fykwLXC0SmfkT4F9oPSvb46sNEbEl62Z2uDgzr5qjC2PBwlE9hgX9zUC0HTPPb1vtu9NnxqD++jUGadEY1wdqkjRsX6E8nGp+qHAQcGxEPCwzrxzNsDq6hpnTTvZ7M7BVkvY1fe5raCLiQZQKHHU6JzM/UXOfQxcRS4BHNTVdCZw4ouEMy0pmXlQ/i3LxPW0tZdrygYmI3YHmyqPHZGZPyaGZeQbwpIi4FaWC44HAvpRkh+qFHsBGlAemj4qIB2TmRf2MXX17P6WCZPOUV08BNomIJ2bmjaMZVlutju2LOnYMSkTsDTyh5m6vzMx31txnry5p0bZlizYAMvPCiLiGmTcaduiz7+qNmVYVIjp91k+/d2D2S7+d+jU2TKaFFhuubtE2rJc4X8XsY8TbgCMzs1WiYCsbDXZI9YiIO1Km2q5VZr667j579K0WbfcBPtlq5RHGkYFcQ2XmZcArIuK1lITHB1CO53vTuiJrUJImHxwRKzLzuBbraHhOovwfv6GpbQ/gJxHxoMz0hYrRqsavocSuiNgCeF2l+S/AYzPz9C53syBjF0BEPJdSda1OxzZe+hiGgVwXRMRSYJsu9j0IZ1ISQqdtGxFLM7NVNdxOWj3IH9aY++Y9S8B7lhp/zdd0f+9i/eb/+7b3jOYjIg5n9oylw3ZUZp5ac5/DVnvMycy1EfFnYPem5kFd453VYZadhXhOUKeVlGP4tMMoyXjVdbSIZOa1EXEY8NvKR/u3WH0cY8ETKPdX6nRqZh5Vc5/D1u74eG6P++n1+sMY1CNjkBY7E5glTaq1wL9Rkq9e0tR+H+CEiHhwZrZK0hmlK5mZwHzrNuvNpdV2c037NQr7UqbrrNMJwKJLYKZMz9N8gfidxhttdWp1Y3uQpqcYma6O9aRKnz/MzG4uqnvx6Mpy31NcNl6a+FLja/qh6f0oDwceBdylssmdga9HxD6Zmf32q57dQPl//wIzHz49CvhORDw6M8dpup6rgSlmJmAu9tgxKHtQfww6Dxj3BOZWx/K5jkFnMvPh7G49d1pmyKi+9d/pxswfG+NqHm/P/bbZZq4bQsaGybOgYkNmXhMRtwDrNTXfdkjdVSu2fDkzq0lhc6n7ofSgbE/9cQRgrBOYM/OKiLiKmde11Ur3VaOIIzDAa6jMvJlyvfL9xng2oFQf3x94OHB/ZsaszYBVEXHnzLwY1SYz3xgRq4H3NDXvTElifnBm/qnNpgvdBqMeQBeqlYyGFbsezsyXPtcAKxqJfN1aqLEL4KnAATX3eSMwlATmzPxHRFzKzON5P9cFuwJLK23DelD8h8ryMmAXuqt62qz6fV4ypgU7vGfpPUuNv+aXCa/vYv3mdfqdHn0uL6D/hKN+/RFYbAnMo4o5f2Bm8lj1ONKt6nZtY/MCPSdoNtRYlZm/j4hfUa5TocTn5mP4HzLzl8Mcg0YjM0+PiN8xs0ryphGxSeV+5jjGgkdQZrWo02eAxZbAXI0FUI6PJ/S4n16fpRiDemcM0qJWrSYlSRMji/8A3lL5aLrCTqs3tkapeiNz95Zrza3VVC2Dvkmq8bKisrxqnvvr5/xhWBeoQHlrkpnVSqon058eQrcrmv4+ReuKcn3JzKsy87uZ+arM3I3yALFa7ek+wMMG1ae600hAeTKzf6YeABzTqEwzFhoPiqpJL4OKHWso0y1psrSqlnDZHNtUj133jIgNe+z3vsy+MfO7dis3Kkv9pdJ8/x77bLdN234bVjT93dgwIRZSbGg4v7K816A7aEwtuWul+UM97mNXfPF+Meo0DXkrtceRhhWV5VU99tlWZt6UmT/LzLdn5n6UBNmvVVbbDPjPQfWp7mXmeykV1Jsr52wHnBgR9xjNqDqqTqHZTzLybQYxkCGrxq7NG9XuB23fyvLxPSYvA9xtUIPRQFTjyP362Ec/1wX9alXpexDXMsMa73ytqCyvmuf+vGdZrGj6u9elktoZVcyp9rtVRNyplw4jYmfg9vPsd1TnBGMXqxqq8ag5Xq2soX+NTqsXdev4mdN4OJtSoKPZIGLBDY19t2MM6p0xSIuaCcySJl5mvpGZ0xJAecPrp42H5uPiF5Xle0dEPw/0qydEl2VmNclHi0tz1Y0baVT+mofNe1k5IjamnpPblW3ar2CAN+oBIuIOzJya6KTGFNFDkZknUiqbVCvD+zBgBBoPn/4N+GDlo/sCx0dE9cJ1lKqxo5+L4lbb/SYzq1P4aPFr9fMz17Sw360sr99mP50cWFley9yxrNrvvRrxaD79/iYz/9ZuZWPDZFtgseEnleX9I2LQlRRaVdXt9Ybqfn30a5W3MRYR6zG7aupcFYZHFUcGfQ3VVmaeAzwB+EHlI4/nI5KZn6RUor2lqXlLyvF8n9GMqq3VleV+XpoZx8Tsqmrsgtm/24NQjV89xa5GPK0mQXfD+DU81TiyXa8PqJn9s3Y5cHLfI+rsZGbPdlTtv6PGA/VtK81Hz2NMw+Q9S+9Zavxd0/T3jbpYv3mdqwc8Fg3WqGJONTb33G+b9Xvtd1TnBD3FqoZt+timV19i9suRUK6fP9eiXYtHq3uC1WODsWCRysxbgGMqzQf0cq+4se7+leYfzDGzijHIGNTMGCQTmCUJOlbY+ckYVdj5WWX51vR4IzAi1qdMU9fspPkMalgy88jMjJq/Dhz19z1oEXE3SkL+tB81KlPOR6+J/XtTwzlHZv4BOKXFR1/OzFYnvfPxaGZe1Pc9FWO3GlPefKPSvOOw+1VrTVX831r56O6MVxX/auzYIyJaVeJvq5F095A59ruoZObKEcSgHUf9fXfSqHb5qErz3zLzz3Ns+gNmv8F/aA/9LgGeXmn+SWZWpxGvqh4vl1Mq5Hbb7y7MfqN91RybGRsm3AKKDT+uLO/A4BMMWr0w0Gvl3Wf30W+rc771+9jPvGTm8SOII8Oe/nwQDmD2dcE5c2xTexwZ0jVUR5mZzK42suMw+1RnmfkV4DGUhLppW1Aq6z9wJINqrZqUdsfGvZ+uNNY9aLBDGrzMPI/Zx4vnD6GravzqNXY9hHI/sVfV+FV77ALIzANHEL+OHPK3VT1Xht7iyGaUY0Gzo7O8vDZwjf1+u9L8mMY4unVoi7ZV/Y5pWLxnCXjPUgvDpU1/b/WialVzksulbdeah8zccQTxauUwvpdRGlXMyczTgPO62E8v/f41M387xzbjck7QU6xq3EtqNSveQDWO5a1eqvlBZs714rEWturP5OqcXbxmHGPBoSOIBYcO43sZA9Xj43aUmQW79UBmXwev6rSBMai3fo1BmgQmMEtSQ5YKO09jdoWd4yLivqMZ1QzfB66qtL2mx2ppL2D21KBfms+gNPZWVJZXDWCfD+1x/acOoM9uvRx4TeXr/UPoZ0VledUQ+mjlmrlXUZ0y8w3AKyvNu1AS1XZpsUndjqK8odrsdT3u49VAteK/sWPyvJzZ02LNWR0rM69n9o2ox0dEt29trwCqSZ9f6WK7nwB/r7S9qJHI1o0XV5aT8vvUyYrK8qou+5ovY8OYWQCx4RvMrnDxX70kvHWhVXLoXbrdOCIeSale3atWVV2qFX81Ov/Roq1jhZIRxZEVleVVXfY1Xx7Px0xmfofygkfz/83GwHci4pDRjGqW6kOy9eitetAzgdsNbDTD9b+V5XtHxBMH3Ec1fvUSu5YCb+qz32r8MnYNSGaeC/yy0vxvPczO8mxmV5nr5npkPqr735guX+xqfF/PqjT/ovESwLhZUVleNYB9es/S8xgNXvNsBN3ExTu32VbjaVQxp9rvvhGxV5f97sXsogP/N9d2Y3RO8OAen+vWGaveyuxY9cYa+1eXImKTAe1nd6Ba8ObE6nqZeSnrEpG3ioi5qrgaCxaWbzO7eECre3jtvKSyfAOz7+W1YgwyBjUzBk04E5glqUlmfhl4LDMr7NyKUmGnlzfNBq5RgaL6sGYf4D+72T4idgPeUmm+APja/EenMdY8FeMUg5mW8KCI6Gra5kY1lWe2+KiaDDkQmfmTzHxH5evsQfbRuDA/oKnp9730ERE7zaP76lTq589jXxqQzHwPs6v4b09JVLv7aEZVZOb5zH6z90kR8bhuto+I/ZmdyHlyZv5iEONTfRrTyPa77SOBIyvNU8AHutzFW5j5+7Ec+GgX/W4OfLDSfD6zK1TO0njzvFoFd0/gpV30+y/ACyvN/9eomtVprMYG/dOYx4Zrmf27tSfwoR5vYHZyLnB9pa3bG9A7AJ/sp9NGsmu1GunerdZVbyKin4qizdu/CHhkpfn3XVQogfrjSN/XUBGx7TxeBqhOt+nxfAxk5vGUakLNL35sAHwtIp42kkHN9GdmJ92+tJsNG+cf7xr0gIbow8DqStvHGw/dB+X3leWH9nD8eytwnz77PbeyvGcPL95pbtXE8q2Bt8+1UeOcpLrtLzJzzhc5G9ufGxHZ9HVuN9tl5veY/XD7yC5n83gHs6viHdlNvyPgPUvvWWphOIt15xp3j4hbz7H+gY0/19C68rjGyAhjznuBayttn4yIjsfgxufV56TXNvbXjZGcE1TciS5niWvMjNjqGfCwYtXpLWLVqcPoS/P23oj4SuN8pi+NGRdb3X9b1WaT5hmdD5xj982f/7zrQWkkssxS9qFK86Miolrxd5bGs8bqzJ0fzMxq8YxW/RqDjEH/ZAySN8EkqSIzj2Z2hZ1NgO+OQYWd9zD7gfy7I+JlnZINGm+DHQtsWvnotZm5ZsBj1JiIiG2BezU1ndx4S3YQvtxIiu/U/66Uhw/LW3y87YDGMQqPoFS1mtbrVIzvj4jfRsSzI+JW3W4UEUcyuxJhN2+wqgZtqvjfHjg+Ivp9iD0oRzLzxRyAL0ZEx4vUiHgwpSri0qbmKUpFZi08/xMRx0XEw+e6ETMtItaPiNdQkuCXVj5emZlndLOfxnpfqDQfEhEfbJeY0XggdjSz48WR2f0Uu59k9lTjb4+Itm+NR8Q9mP39rgHeMEdfxgbNMuax4b3AHyttzwG+2rg5OaeIuFfjYcmsqf0av6c/rjS/ICL+da59Uiqob9XNGNqo3th8SUTMZ38q3hIRJ0XEIb0k6EbEphHxAeB/WnxcrdDSUp1xZADXUE8AzouIN/aSBBQRBwMvqzR7PB8TmXkKJSGseXaHZcBnI+L5oxlVkZkJfL7S/LCIeHmn7Rr3iU4EthjS0AYuM6+mVDBttgXw0x5e0NwkIl4SEdXft2nfqywvB47qlKwVEcsj4n3M7zqpGrtuR5cFCzS3zPwu5fyi2Ysiojpjxj81HhJ/j3JPuNlrBjy8dqr9bAp8r9PD/Ig4HPj3SvOJfT7YHirvWQ6N16UauMYL4l9tLC6hw3TnEbE3cI/G4rGNhCiNv9pjTuOYX61CvxflGL5Bmz6XU6pN3rPy0fsys/rctF2/43JO8JGIqFbwrPa7FfAdWs+WspBjlQZjKfBE4PSI+E5EPKHd704rjXOlHzE7fv+Z2deX05qrvf5bh30vZ13V1qvoYhZHjYV3MPuF4ZXRocBfRDwI+FSl+SrgnT30awwyBknAkDLjJWmhy8zjGydd3wOmH1JMV9h5RmZ+aUTjuiQi/o2ZFSkCeB+louYngJ8Cl1BOZO5KeYvqmcxOPPpCZra7CNEQRcQTaF8JrtW0O0+IiLbTs2Vmu4dkj6b8fExb1dUAu7Md8KuI+GRjv3+kvGW4OXA3ynSFz6L83rRyaEQc1fh858w8aoBjG7YVleVVfezj7pTEuo9GxPGUB8enUSpaXAlcR5kKZgdKpfXDKBdPzX4JHNNH3xqSzPxyRFwLHMW6h2C3Ao6NiEMy87gRjev3jQvg5sSh9YEvRcRhlCqEvwQupyQA7Ak8HXh8i929PTNPGOqANSxBqXxwIHBFRHybUgnnN8BFlJtTt1DOe3ZtrHcosE2LfZ1Cl0lnTV4JPJiZSYkvBvZpJHz8klLRZzvKtL8vZfaNkGOBz3TbYWbeEhHPbmw3neC2PvD5iHgs8HHgD8DNwB0pN1ZbTcX15sz88xzdragsr+p2nE2MDYvQGMeGaxu/B79k5g3Qx1KqTX6O8oDhDEp8WALchnJ9cR/gMcB0Ysjz2nTzLmZW3F0CfC4iVlBubp9GeWn0tpSH3E+kXLtM/77+kDJFcTdVN5p9BTi4aXln4JzG79XZzK4MfU5mfqLHPibVPpREmKsi4mjWxZG/UR5Q3Eh50LAlZQrSB1DOJ2YluQPvzsxqknsndcWRQVxDbUWpjPKmiPgN5bj8a0pl139QYu76lEore1J+9g+p9HsVs6vfaIQy84yI2I/ykHeHRvMSStzeNDPfPbrR8SHg+cy8/n5PRBxAOd/5NeV6/daUh22PB55CGX8CXwe6SgAetcz8fxGxDzMfmG9OeQHnFODLwAmU89trKMefbSnnTA8CHk45n/rvNvs/NSJ+TDl+TbsP8LuIeD/wA0pV0fWAO1CON8+lnEtCeeFzJbOnsp3LL4G/As0vPry7cS57MiUWVwsQfCIzqy/rqb3nU+LW9Ll+AO+KiIdSqvX/lvIzswPlfOiFrLsnPO1TdZ27ZeaPI2IlMxMF7wqcFhEforx0eR7l539PSkysJhdcR/m+u+Y9S8B7ll6XLlzPbbwUNx/HZuaxLdrfS/m/Xh94fUR8rTpFe+Mlxw83Nb1jnmOZSBHR6d9t3x7XP7WbY9ioYg7lZ+SxlGPztMcBu0fEeylJXhdTrq8OoLzctWtlH2fQW6IcjMc5wRaUl9s/T7mHcTpwNeV6ehfKCynPp/W1NMCKiPg4ZZaY+2fmnLPVadFaQrnGeTjlXs3xlIrHp1BewL2ccq9mE8o50p6U+w8HMztX7BbgeZl5c5u+vk45H9iVUp33kMxsNYPG21mX9Pj+HoqRqCEimq8xq1rdJ+10DnBlZs55nMzMKyLiPyjXs9M2A77fOFZ9mvL/H5SfgcOAf2X2z9FLMvPKufpr6tcYZAySisz0yy+//BrbL8qDlOavA/vcz8rKflZ2ud3ulBP85m3XUk7gR/nv8nzKg4vqv0+3X98CNuqyr3Mr2x7ax3iPr+zjyFH/bI34/6/68zivrw79/LCy7i59jrfa51d7HONfKSfd7T7/QJf/Tr8a4v9JdUwvarPeBpST+On1LgSix75WDeD//ULKQ5RBfK8Hjvp3YsD/lzu2+B537HNffR27KImf11S2vQF45Ij/bd42z5+7jwNL6/p/aHEMWDnqn6+F/DWgY09SEihu1+cY7k1J2uqn39OBW/fZ7/Pm8f1+ljmO8xgbxv5rEMekpn0dX9nPkV1udyDjGRv+hdnXO71+bdFh///T5z7PojzsOLfSfmgX39PyxjGj276OH/XP6EL4YrDXMO/ocwxDjyPM8xqKkjg933+fm4BH9/lvdHxlX0eO+mdnCD+LPR8X2uznyH6OBZSk1TNb/L+9dcT/Lq/s8+ftcMqDwua2c7vor3pMWFnj/8F6lGuT+fyefaDD/nehPIjrZ78v7effs9HvU3vs68BR/swtxC/Ki1U39/l/eyywvMf+zu3nZ6Fp++WUlyb6jSUP7+PfqPq7Pa+vDv14z7L/79F7lgv0i8Felx46yN/Vpq8jO/R5eNN6FwHPoLyQdxvgIcAvmj7/6Kj/vRfq14D/P1f20G/tMafR7x0bx41++r0A2KnPfms7J2D2+cDXeuzvCuDNHT5f1abfIyvrXT7En9vq9/ieAe7r0FH/Xg7h36v6f3hgH/v43wEdJ6a/bqSLe5TA/o3f+enf/TcAd6Ikl+4FfK5pn6f18rvi14x/5+MH+H97bo99z+c5Yl/3RTAG9fJlDJr7ezQGLdCvltMsSpKKLFPV7kd5s2vaEuBjnaZzGLbM/Bil6tnf51q3Yg3lbfnHZGa18pgWkYjYnJIoM+3MnLt6ZLc+xMw3MDu5EHgUJXnlljnWXQgeSHkDcdq3snFG24N2by9363jgvpl59jz3oyHJzOMpPytXNDUvB74REU8eyaCAzHwtpbrsVT1uej3wqsx8XpZpIzWZbqRUk9w3u5wSqyrL9Ov3pyQm9uJoYP/MvGLONVv3+3FKdcure9hsinKz7tAujvPGBs1pjGPDLylJoT/ocxdrKb8v7byU8lClFz+n/M73e6y5kXL++fN+tldbvR7XWvkz8MBsX42x8wCGHEcGdA013+P5OcCDM7PXKd9Vk8y8kPLQ9rTKR6+LiA9GRLTYbOiyVIB+Ww+b3ExJguu1WtDIZeYtmfk8ysv9/U5N3/Z3tfF7/3BKtaVu3UgpdvCBPsdDZn4R+I/GvjQEmXk0pZp/r/dTP0VJ6Kj1/6bR3yMo1c568XdKLPnu4Ec1f96zHBqvSzVUjXOGIyjPmLamzGxyEaW65w8oL8dCecmoOq27xtyoYk6W2ST2oSTA9+JkYJ/M/Guf/Y7ynODblHus3biKUoHzfZSXeaVpP6DMtDMIxwH3bPxedJSZJ1Kq1F5Bqcr/ZspsZ1cBp1Iq8gKcRDk2eG2zwDSeI76EkhjcrZuAF2fm6/vs0xjUHWOQFjUTmCVpDo0bbvtSpptr9q6IeMsIhgRAZn6bMh3yaynVfzq5gnJD6a6Z+QoT0CbCwylViaatGuTOM/MwysPCC9qsciPlgcE9MvOMxoOIlzF7ytOrKVOlLBSPriyv6mMfT6E88H4H8DO6ezh5M6Vy+iGZeVDjobnGWCMh7ABmPvReBnyhMf3TSGTm/6O8Ef9OSqWhTi6iPPzbOUc7JbYG4w2Uc4bvA90mBa6lTFn1auAOmXlkZlaP4z1pvBx2d8qUW52mvE7Kjc7HZOajMvOqefZ7FGWKrw/QOYn/ZkrVrr0z83WZ2Skxc5qxQV0Z49hwYWYeTLnm+TpzJ/sn5SHJEZSKYW3Xz8y1mfkcys3OarJf1e+B51BelOglaaxVv+dRvp8HAR+hHE8upryUM4hE3En0QsrDhA9S/v+7TfS5EjiKUl1kt8z88XwGMeQ4Mu9rqMz8CGX6yVcB36N8/904mZLocdfGA0GNscYLFgdRYnazFwOfjoil9Y8KMvN1lAS2Ti9wrKEc6/fKzA93WG/sNV5S2wl4PfC7Lja5gjI96iHAa+bY98mU6Wk/RIkd7dxAmbFjj8z8RBdj6CgzP0ip0PkyylS5Z1GOI4shuXIsZOYJwF0oyRadzjfWUhJDDszMfxtV8kVm3piZz6Icc35I5xfH/k55GH2XMY8l3rMcDq9LNXSZ+WZKhc0PUZ6XXUuJhedQfq/2zcznd3kvRWNmVDEnMy8A7gc8i7nP6U5vrHf/+R5vRnlOkJlHUu6TVJ87T1tDOY7fIzOPb1zPHsbs89IbmX1NogmQmUdl5t7A9pTZBz/P3M97ml1MeeFk/8x8QGbOlWfQ3PfRlN+dI4FfUa6zbqY8TzoaeBolHlzew3g0RjLzfyj3tj5N5+vh6ylJtXfNzA/Ns09jUGvGIE2M6P0FXEmqT0RUD1IHZalepoqI2B7YG9iSMm3XdcClwF8o09h502iCRMRXKNUmp92nkTTTz77a/h42qkvtA9wZuD1lavQLKVO/znobLyJ2pVx83IqSeH9MLpBq4I3v9SJgq0bTauB2mTmvB4kRsR4lqW5nYFtKtZRllBvAV1D+nc4Y1MOyxX5cjYgdmX2jZqfMPLf+0Yy/iLgzsAcldmxBeUB3GaUC0ukjHJqGLCK2phx3tgNuC2xMecH1akqSxIWU84drhzyOuwL3pBz/NqAc+84FTs7MXt9A77bPZZSKs3cDbkf5vq+iJIj8vJfv2diwMBgbetP4HbkXJSnstpRpIG+gHBvOpvzs9VURvfF/cT/KeePGlGuW84FT/f9YWCJiOeU4tROwDbAJ5Th+HSWWXA6c3m81kh7GMbA4MshrqKZ9BuXfaGdgB8rv03LKTf/VlOv132Zmt4nOc/V3POVFiWlvajyYWDQi4lzKv+W0wzJz5WhGM74a53r7Us5RNqf8bpwN/GxQP2/jJiK2opzjbUmJX0so9yguopw7/amfe2ON4930fY9bUx6k/gP4E/DLUSW2av4ax+h7Ul6MuT0lqfZqyrH55/2e7wxTRNwGuC8lrmxKSW6/hPLi6W9yATzw857l4HldujB4XaqFZlQxJyJ2opzTbQdsRLl2ugA4ZVjXl8M8J5jr+iUi7gnsTqlsfhMlVv0kMy9tsa87AA9pjPEc4AfzLfowbibhem+Y8a4x08UulN/b21B+d5dSzoOuppwv/DYzLxlEf1r8GtfD9wF2o1wPw7rzwJMzs5dKzb30awwyBtVuEmLQODOBWdJYW+w3raRhiIj1KQkD09MGXkSpnNlX0Pf3sIiIfShV3KZ9OTOfMqrx9Gux/3/6MEBSnYwNC4OxQdJcBn0NNSomMEuSxpn3LIfD69KFwetSaTJ5/dKbSfj3WuzxTtL4mIRj6iD57zVaS0Y9AEmSNHAPZN2DAIBvLbQH72NqRWV51QjGIEkaLysqy6tGMAZJ0vx5DSVJ0vAZb4djRWV51QjGIEmSJElSX5aNegCS1KPnRsTBlbZTM/OokYxGGk+PriyvGsUgFqHmf9ebge+NaiDdiIj7A48a9TjGxOERUZ0e9NjMPHYko5G0mBgbFi5jg6RmC+oaKiK2Bv6jxUd3rHssY+AJEXGXSts5mfmJkYxGktTJgoq3C4jXpQuX16WSJlJE3BV4RouPblX3WMaAuQ+SVCNj0HgygVnSQtNq6rPPAJ7ESw2Z+Xzg+aMex2KTmdWH4uPu3sDhox7EmGj1+3Aj4MMASfNibFjQjA2S/mkBXkPdHo/n0x7e+Gp2AmACsySNmQUYbxcEr0sXNK9LJU2qXTEWTDP3QZLqZQwaQ0tGPQBJkiRJkiRJkiRJkiRJkiRJk8MEZkmSJEmSJEmSJEmSJEmSJEm1icwc9RgkacGKiL2BJwyxiysz851D3L80p4ioniwclJnHj2Is0mIQEQ8CHjTELs7JTKfMlqQFxNggSYtDRNwReO4w+8jMVw9z/5K0UHjPUpI07iLiXGCHpqbDMnPlaEYjSZokxiAtJMtGPQBJWuD2AA4f4v7PA0xglqTFZV+GGztOAExSk6SFxdggSYvD9gz3eA5gArMkSZIkSZKkRWHJqAcgSZIkSZIkSZIkSZIkSZIkaXJYgVmSJHWUmTHqMUiSJEmSJEnSNO9ZSpLGXWbuOOoxSJImkzFIC0lk5qjHIEmSJEmSJEmSJEmSJEmSJGlCLBn1ACRJkiRJkiRJkiRJkiRJkiRNDhOYJUmSJEmSJEmSJEmSJEmSJNXGBGZJkiRJkiRJkiRJkiRJkiRJtTGBWZIkSZIkSZIkSZIkSZIkSVJtTGCWJEmSJEmSJEmSJEmSJEmSVBsTmCVJkiRJkiRJkiRJkiRJkiTVxgRmSZIkSZIkSZIkSZIkSZIkSbUxgVmSJEmSJEmSJEmSJEmSJElSbUxgliRJkiRJkiRJkiRJkiRJklSbZaMegKTWIiKATZuarsnMHNV4JEmSJEmSJEmSJEmSJEmSBsEEZml8bQqsblreHLh6RGORJEmSJEmSJEmSJEmSJEkaCBOYpQVi9erVq+deS5IkSZIkSZIkSZIkSZIkqS9RV0dL6upIkiRJkiRJkiRJkiRJkiRJkkxgliRJkiRJkiRJkiRJkiRJklQbE5glSZIkSZIkSZIkSZIkSZIk1cYEZkmSJEmSJEmSJEmSJEmSJEm1MYFZkiRJkiRJkiRJkiRJkiRJUm1MYJYkSZIkSZIkSZIkSZIkSZJUGxOYJUmSJEmSJEmSJEmSJEmSJNXGBGZJkiRJkiRJkiRJkiRJkiRJtTGBWZIkSZIkSZIkSZIkSZIkSVJtTGCWJEmSJEmSJEmSJEmSJEmSVBsTmCVJkiRJkiRJkiRJkiRJkiTVxgRmSZIkSZIkSZIkSZIkSZIkSbUxgVmSJEmSJEmSJEmSJEmSJElSbUxgliRJkiRJkiRJkiRJkiRJklQbE5glSZIkSZIkSZIkSZIkSZIk1cYEZkmSJEmSJEmSJEmSJEmSJEm1MYFZkiRJkiRJkiRJkiRJkiRJUm1MYJYkSZIkSZIkSZIkSZIkSZJUGxOYJUmSJEmSJEmSJEmSJEmSJNXGBGZJkiRJkiRJkiRJkiRJkiRJtTGBWZIkSZIkSZIkSZIkSZIkSVJtTGCWJEmSJEmSJEmSJEmSJEmSVBsTmCVJkiRJkiRJkiRJkiRJkiTVxgRmSZIkSZIkSZIkSZIkSZIkSbUxgVmSJEmSJEmSJEmSJEmSJElSbUxgliRJkiRJkiRJkiRJkiRJklQbE5glSZIkSZIkSZIkSZIkSZIk1cYEZkmSJEmSJEmSJEmSJEmSJEm1MYFZkiRJkiRJkiRJkiRJkiRJUm1MYJYkSZIkSZIkSZIkSZIkSZJUGxOYJUmSJEmSJEmSJEmSJEmSJNXGBGZJkiRJkiRJkiRJkiRJkiRJtVk26gFocCJiW+BfgG2BjYC/AX/KzF8NsI/dgd0bfawFLgROy8y/DGj/S4F9gDsBWwOrG338LDOvGFAfmwD7AXcAbgNcCpwH/CQzbx5EH5IkSZIkSZIkSZIkSZIkSWrNBOYhayTL7kVJLP4X4N7Ajk2rnJeZO87esqc+/gV4C/AgWlTVjoizgQ8CH8rM7LOPpwGvAu7e5vOTgDdn5g/63P/6wGuB51ISl6tujoijgcMz8+w++9gKeDvwBGDjFqtcERGfA96Qmdf004ckSZIkSZIkSZIkSZIkSZI6iz7zWTWHiPhP4DDgrrRIKm4yrwTmiHgFJSm3m2T0Y4AnZeaVPex/OfBp4MldrJ7A+4BX9pIoHRE7Al8H7tnF6tcCz8nML3e7/0YfDwK+CNyui9X/AjwuM3/bSx+DFhGbUSpQA7B69Wo222yzEY5IkiRJkiRJkiRJkiRJkiQtYlFbRyYwD0dErAIe3cWqfScwR8RzgE9Umn8D/BS4DtgNeDgzk5t/BBycmWu67OPzwNOampKSCP1bYH1KVel9Kpu9OTOP6HL/mwM/b4x12vXAt4FzgNsADwTu1PT5GuBhmXlsl33sSfk3aa66fBHwPeBiYHvgUcAWlc/vnZkXddPHMJjALEmSJEmSJEmSJEmSJEmSalRbAnM3VXs1ONcCvwb2ZmYybc8i4u7Ah5uabgKelZlfrKx3R+CbwO6NpgcCbwJe10UfL2Bm8vIFwCGZ+ZvKeg8GjgI2bzS9ISJ+lpk/7OJb+QQzk5ePA56YmZc37X8p8DLgXZRfjmXAURGxa2ZeNsf3sBxYxcx/7/cCr83Mm5vW2xT4JPCkRtM2wP8B+3bxPUiSJEmSJEmSJEmSJEmSJKlLS0Y9gEXsRuCXlCTjQykJxJtn5gHA5R2269Z/Aes1LT+nmrwMkJnnAAcBlzY1vzQituq084jYCGiuonwj8KBq8nKjj2Mo1aany3kH8Pa5voGI2Bt4YlPTHyiVlWf8+2Tm2sx8D3BkU/MWwGvm6gP4d2CHpuVPZeYrmpOXG31cAzyVUqF62v0j4pAu+pAkSZIkSZIkSZIkSZIkSVKXIjPnXksDFRHnsi6p9rzM3LHH7fcETmtqOrGRGN1pm2cB/6+p6b2Z+YoO6/8H8IGmpjdn5hFtVp/e5rPA05uaHpWZR3dY/xvAiqamB2TmcR3WXw84E7hTo+lGYLtqwnNl/b8Bt2s0rQZ2yswrO/SxM/An1iX3n5qZ92q3/jBFxGaUMQOwevVqNttss1EMRZIkSZIkSZIkSZIkSZIkLX5RV0dWYF6YnlBZ/nAX23wRuKpp+fFzrN9cGXkt8PEu+vhIZbk6zn+KiE2AhzU1ndkpeRkgM28B/repaTnwqA6bHMi65GWAL3ZKXm70cTZwTFPT3hGxU6dtJEmSJEmSJEmSJEmSJEmS1D0TmBemQ5r+fjPwrbk2yMwbgeZqyDs0KjnPEhG3A+7b1HRSZl7URR8nAxc2NT0iIpa2Wf2hwAZNy1+da/8NR1WWH91h3UMqy8PoQ5IkSZIkSZIkSZIkSZIkST0wgXmBiYgtgN2bmk5rJCd34+eV5f3brHd/Zv5snNTl/qt93Aa4W5v19qssd9VHZv4FuLSpqd33UO1jLfDLbvqg+38nSZIkSZIkSZIkSZIkSZIk9cgE5oVnt8ryaT1s++s59rVQ+mhe91YRcfvqChGxBNi1qenPmXltl/s/E7ihabnd9yBJkiRJkiRJkiRJkiRJkqQemcC88Nylsnx+D9tW163ua1R93MTMqsqD6GMHYMMO27SVmQlc2NR0p4hY1v3wJEmSJEmSJEmSJEmSJEmS1I5JmQvPtpXlC1uu1drFwFpgaWP5DkPoo7puN338rZE0PMg+5vM9TK+/S+Pv6wG3B/7W4z6kGX78V1gzBWsTprL8fcNl8JA7jXpkkiRJkiRJkiRJkiRJkiTVxwTmhWfTyvI13W6YmVMRcR2wWaNpk0H30WLdWX1ExIasS6Ludf9d9cH8vodu++hJRGwAbNDDJtXvQQvcHy6DW6Zmtm2y/mjGIkmSJEmSJEmSJEmSJEnSqJjAvPBsXFm+scftb2TuBOb59FFdt1Ufg/gexqGPXr0GOGIA+9ECtXTJ7ATmtb3UHpckSZIkSZIkSZIkSZIkaREwgXnh2bCyfFOP2zevX93XIPqortuqj0F+D6PsQ+rJt8+Ca24GEhLIhPWXwvP3HvXIJEmSJEmSJEmSJEmSJEmqjwnMC0+1MvD6PW6/QYd9deqj2wTgDSrLrfoY5Pcwyj6knpy/upHA3GT9paMZiyRJkiRJkiRJkiRJkiRJo2IC88JzbWW518rAyzvsq1Mf3SYwL68st+pjkN/DKPvo1duB9/Ww/qbAhQPoV2MiYnZbZvlq9ZkkSZIkSZIkSZIkSZIkSYuRCcwLTzWRdpNuN4yIJcBGHfbVqY+ruuxm0zn2RWbeEBFrgenas11/D9320aJtGH30JDNvovtEcMKM1kWn1f9oNr7835YkSZIkSZIkSZIkSZIkTYolox6Aeva3yvJ2PWy7FTOT1ttV951PH3eoLLfr46Kmv28bvWXrdtPHfL6Hah9rgEt63F6aZUmbn/I1U/WOQ5IkSZIkSZIkSZIkSZKkUTKBeeH5Y2V5+x62ra5b3deo+lgObDngPs4FbuywTVuNZOrmBOa/ZOYtXY9OaqNVmn4mTGX9Y5EkSZIkSZIkSZIkSZIkaVRMYF54zqws37OHbfeaY18LpY/mda/KzIurK2TmFHBWU9MuEbFxl/vfDdiwabnd9yD1pNUBN4G1VmCWJEmSJEmSJEmSJEmSJE0QE5gXmMy8Evh9U9M9I2J5l5vfr7J8Ypv1fgY0p1RWt+tkn6a/X8HMsTb7SWW5qz4iYmdmVmtu9z1U+1gK3KebPlqMpVMfUtfaVWBeYwVmSZIkSZIkSZIkSZIkSdIEMYF5YfpW09/XBx491waNJOdHNDWdn5mntVo3My8FftHUdL+I2KaLPvYB7tDU9J3MXNNm9R8ANzctP2Gu/bdZ75sd1v1WZXkYfUhda5nADExZgVmSJEmSJEmSJEmSJEmSNEFMYF6Yjqosv7CLbZ4KbNG0/NUe+lgKPK+LPl7QYR8zZOY1wPebmu4SEQd12nlErAf8W1PTTcC3O2xyPHB50/JTImKLOfrYGXhQU9OvM/OcTttI3Wp3wF1jArMkSZIkSZIkSZIkSZIkaYKYwLwANSonf7epaf+IeHq79SPitsDbm5puAN4zRzefAC5tWn5VROzaoY8DgH9tajoNOHqOPt5aWf5QRGzQYf3XAHdqWv5YZl7WbuXMvBl4V1PT5sB7260fEUuAjzHz9+ItHcYj9WRJiwrMYAKzJEmSJEmSJEmSJEmSJGmymMC8cL0OWNO0/MmIeEp1pYjYCTgO2LKp+b8z8++ddp6Z1zEzeXc5cGxE7NmijwcD3wSa0zNfm5k5Rx+nAF9raror8L1GwnXz/pdExMuBI5uaVzMzKbudDwEXNC0/KyLeExHrV/rYFPgi8MCm5p9n5qou+pC6EiYwS5IkSZIkSZIkSZIkSZJEzJFjqj5FxA7AX9p8vLSyvLbNeg/MzBM69PF84KOV5t8APwGuB3YDHg4sa/r8eOAhmXlLu/1W+vgS8OSmpgR+CJwOrAf8C3C/ymb/lZmv73L/WwAnA3duar4e+BZwDnAb4EHMrLy8FnhEZv6gyz72ovybbNTUfBGlivUlwHbAIcAWTZ9fDNw7My/spo9hiIjNKInaAKxevZrNNttsVMPRANz/03Dh1bPbj38m7LRF7cORJEmSJEmSJEmSJEmSJKlZmzKdg7ds7lXUp2B2onI77dbr+IOQmR+LiM2Bt7Lu/3LPxlcrPwae0G3ycsNhjfE9oWlMD218zRoS8N/AG7rdeWZeFREPB74O3KPRvBEzk6abXQc8r9vk5UYfv46IxwJfoCREA2wDPLvNJn8FHjfK5GUtTkva/Ebf0u4VBkmSJEmSJEmSJEmSJEmSFqElox6A5icz3wnsCxwLTLVZ7RzgpcCDMvOKHvd/Y2Y+EXgG8LsOq54MPDwzX5Y9lvXOzHOA+wBvoVQ+buVm4BvAXpn5hV723+jjB8AewGcpFZ5buRL4ILBnZp7Wax/SXNodcNe0+82VJEmSJEmSJEmSJEmSJGkRih5zTTXGImJbSiLwtsCGwEXAWZn5ywH2sQewe6OPtcDfgF9n5tkD2v9S4P7AHYGtgKuBC4GfZeY/BtTHJsD+wHbArYFLgfOAn2TmTYPoYxAiYjNg9fTy6tWr2WyzzUY4Is3XQZ+Bc66a3f6tJ8M9bl/7cCRJkiRJkiRJkiRJkiRJahZ1dbSsro40fJn5N+DrQ+7jd3SuxDzf/a8FTmx8DauPa4HvDmv/UjtL2hza16ytdxySJEmSJEmSJEmSJEmSJI3SklEPQJImRdsE5ql6xyFJkiRJkiRJkiRJkiRJ0iiZwCxJNYk2Ccxrs95xSJIkSZIkSZIkSZIkSZI0SiYwS1JN2lVgvmVtveOQJEmSJEmSJEmSJEmSJGmUTGCWpJq0S2BeYwVmSZIkSZIkSZIkSZIkSdIEWTbqAUjSpLjtRrD5BhAB07nMEZAmMEuSJEmSJEmSJEmSJEmSJogJzJJUk9fvB9/58+z2DderfyySJEmSJEmSJEmSJEmSJI3KklEPQJImxdI2R9ypqXrHIUmSJEmSJEmSJEmSJEnSKJnALEk1WRqt29dmveOQJEmSJEmSJEmSJEmSJGmUTGCWpJq0q8C81grMkiRJkiRJkiRJkiRJkqQJYgKzJNXECsySJEmSJEmSJEmSJEmSJJnALEm1MYFZkiRJkiRJkiRJkiRJkiQTmCWpNkvbHHHXTtU7DkmSJEmSJEmSJEmSJEmSRskEZkmqiRWYJUmSJEmSJEmSJEmSJEkygVmSarOkXQVmE5glSZIkSZIkSZIkSZIkSRNk2agHIEmT4v0/h6P/DAmQ5c9MeP7eIx6YJEmSJEmSJEmSJEmSJEk1MoFZkmpy0bVw2fWz229cU/9YJEmSJEmSJEmSJEmSJEkalSWjHoAkTYql0bp9bdY7DkmSJEmSJEmSJEmSJEmSRskEZkmqyRITmCVJkiRJkiRJkiRJkiRJMoFZkurSLoH5lql6xyFJkiRJkiRJkiRJkiRJ0iiZwCxJNWmXwDxlArMkSZIkSZIkSZIkSZIkaYKYwCxJNWmXwLw26x2HJEmSJEmSJEmSJEmSJEmjZAKzJNWkbQKzFZglSZIkSZIkSZIkSZIkSRPEBGZJqkmb/GXWmMAsSZIkSZIkSZIkSZIkSZogJjBLUk2iXQXmrHcckiRJkiRJkiRJkiRJkiSNkgnMklSTJW0SmKcS0iRmSZIkSZIkSZIkSZIkSdKEMIFZkmrSLoE50yrMkiRJkiRJkiRJkiRJkqTJYQKzJNWkbQIzsHaq1qFIkiRJkiRJkiRJkiRJkjQyJjBL0oglVmCWJEmSJEmSJEmSJEmSJE0OE5glqSbtKjCTVmCWJEmSJEmSJEmSJEmSJE0OE5glqSbtEpgTmLICsyRJkiRJkiRJkiRJkiRpQpjALEk1aZvAnLDGCsySJEmSJEmSJEmSJEmSpAlhArMk1STaJDBPAWutwCxJkiRJkiRJkiRJkiRJmhAmMEtSTZa2SWAmYcoEZkmSJEmSJEmSJEmSJEnShDCBWZJqsqzNEXcqYc1UvWORJEmSJEmSJEmSJEmSJGlUTGCWpJosbZfAjBWYJUmSJEmSJEmSJEmSJEmTY9moByBJk2LrTWCnLeCGNbAkyhskSwI2XAZrrcAsSZIkSZIkSZIkSZIkSZoQJjBLUk2etgfssDmcctHsz9ZYgVmSJEmSJEmSJEmSJEmSNCGWjHoAkjRJlrY56k5ZgVmSJEmSJEmSJEmSJEmSNCFMYJakGi2N1u1rrcAsSZIkSZIkSZIkSZIkSZoQJjBLUo3aVWBeawVmSZIkSZIkSZIkSZIkSdKEMIFZkmpkBWZJkiRJkiRJkiRJkiRJ0qQzgVmSamQCsyRJkiRJkiRJkiRJkiRp0pnALEk1WtrmqLt2qt5xSJIkSZIkSZIkSZIkSZI0KiYwS1KNrMAsSZIkSZIkSZIkSZIkSZp0JjBLUo2WWIFZkiRJkiRJkiRJkiRJkjThlo16AJI0KX78V3jNj+Ham2EqIbP8uffWsNfWox6dJEmSJEmSJEmSJEmSJEn1MIFZkmpy01q4+NrZ7WumrMAsSZIkSZIkSZIkSZIkSZocS0Y9AEmaFMvaHHGnGpWYJUmSJEmSJEmSJEmSJEmaBCYwS1JNlkbr9qRUYZYkSZIkSZIkSZIkSZIkaRKYwCxJNWlXgXltli9JkiRJkiRJkiRJkiRJkiaBCcySVJN2CcyZMGUCsyRJkiRJkiRJkiRJkiRpQpjALEk1aZfAPJWwZqresUiSJEmSJEmSJEmSJEmSNComMEtSTZZ2SGC2ArMkSZIkSZIkSZIkSZIkaVKYwCxJNVkWrdunEtZagVmSJEmSJEmSJEmSJEmSNCFMYJakmnSqwLzWCsySJEmSJEmSJEmSJEmSpAlhArMk1WSDZa3b105ZgVmSJEmSJEmSJEmSJEmSNDlMYJakmixvk8C8ZsoKzJIkSZIkSZIkSZIkSZKkyWECsyTVZPnS1u1rpmDKBGZJkiRJkiRJkiRJkiRJ0oQwgVmSarJBhwrMa6bqHYskSZIkSZIkSZIkSZIkSaNiArMk1WR5uwTmhLVWYJYkSZIkSZIkSZIkSZIkTQgTmCWpJustgSUxu33tFExZgVmSJEmSJEmSJEmSJEmSNCFMYJakmkS0rsK8ZqpUYZYkSZIkSZIkSZIkSZIkaRKYwCxJNWqXwDw1BWkSsyRJkiRJkiRJkiRJkiRpApjALEk12mDp7LY1U5CUL0mSJEmSJEmSJEmSJEmSFjsTmCWpRu0qMGeWPyVJkiRJkiRJkiRJkiRJWuxMYJakGm243uy2pCQvT1mCWZIkSZIkSZIkSZIkSZI0AVrUApUkDcuut4ZrboIlUaoxT38BrLUCsyRJkiRJkiRJkiRJkiRpApjALEk1+u+D4et/hPOumv3ZGiswS5IkSZIkSZIkSZIkSZImwJJRD0CSJs3SaN0+ZQVmSZIkSZIkSZIkSZIkSdIEMIFZkmq2rM2Rd60VmCVJkiRJkiRJkiRJkiRJE8AEZkmq2ZI2FZjXWoFZkiRJkiRJkiRJkiRJkjQBTGCWpJotbZfAbAVmSZIkSZIkSZIkSZIkSdIEMIFZkmq2tM2Rd40VmCVJkiRJkiRJkiRJkiRJE8AEZkmqWasKzGum4MgT4Jqb6h+PJEmSJEmSJEmSJEmSJEl1MoFZkmq23tKZy2un4Oiz4Ed/hf1WwsrfwJTVmCVJkiRJkiRJkiRJkiRJi5QJzJJUs202Wff3qYTvnQ3nri7LV94IR5wAD/4C/Oz80YxPkiRJkiRJkiRJkiRJkqRhMoFZkmq24xaw220hE445B86+cvY6Z18BT/sGPGMVXLC67hFKkiRJkiRJkiRJkiRJkjQ8JjBLUs0i4CF3gkuugzMvb79eAiecBw/4HLzhOLj+ltqGKEmSJEmSJEmSJEmSJEnS0JjALEkjsCTgTQfCk+5a/t7JzWvhs6fD/T8FK38LU1N1jFCSJEmSJEmSJEmSJEmSpOGIzBz1GCS1EBGbAaunl1evXs1mm202whFpWH7zd3jdcXDGZd2tv/Ot4U0HwL7bD3dckiRJkiRJkiRJkiRJkqSJMkc5zgF2ZAKzNJ5MYJ48X/0DvPNncOn1c68bwH7bw38dBNtvMeyRSZIkSZIkSZIkSZIkSZImgAnM0qQzgXky3bwW3vdzWPlbuGHN3OuvvxSeeFd47X6w8XrDH58kSZIkSZIkSZIkSZIkadEygVmadCYwT7ZLroU3Hg8/PAemujhM32o5vPhf4LB7wJIlQx+eJEmSJEmSJEmSJEmSJGnxMYFZmnQmMAvgtL/D64+DMy7rbv07bgHveTDsvc1QhyVJkiRJkiRJkiRJkiRJWnxqS2C2TqckjbF7bg3feSq87yFw+43nXv/Ca+CHf4Ef/AWuvXn445MkSZIkSZIkSZIkSZIkqVdWYJbGlBWYVXXzWnj/yfDp38ANa1qvs//2sNfW5e/rLYF7bwt7bQXrLa1tmJIkSZIkSZIkSZIkSZKkham2CswmMEtjygRmtXPpdXDE8fD9v8BU0yF8i+Xw9D1gaaW2/qbrw37bw663gagtvEiSJEmSJEmSJEmSJEmSFhgTmKVJZwKz5nL6JfC648qfAIfsCne8Vfv1t94EDtwRttqkluFJkiRJkiRJkiRJkiRJkhYWE5ilSWcCs7r1zT/BF38H99m2uwrL198CT7or7Hyb4Y9NkiRJkiRJkiRJkiRJkrRgmMAsTToTmNWLqYQ/XAY/u6AkKLez+kb47Okl0fkxd4E37gebLa9vnJIkSZIkSZIkSZIkSZKksWUCszTpTGBWP25aA6dcBL++GNZOzf78O3+GP1+xbnmz9eEF94Ln7Q1Ll9Q3TkmSJEmSJEmSJEmSJEnS2DGBWZp0JjBrPlbfCD+9AM76x7q2C6+Gr57Zev3tNoMj9ocH36me8UmSJEmSJEmSJEmSJEmSxo4JzNKkM4FZg3Dh1XDCeXDJtfClM+DS6zuvf+9t4G0PgF1vU8/4JEmSJEmSJEmSJEmSJEljo7YE5iV1dSRJqt8dNoOn7g573B6uu2Xu9U+5CB72RXjZD+DKG4Y/PkmSJEmSJEmSJEmSJEnS5LECszSmrMCsQbvyBjjyBDj6LFjTxaF/k/XhuXvBi+4NS33dRZIkSZIkSZIkSZIkSZIWu9oqMJvALI0pE5g1LGdeDq//Mfzq792tv+2m8Lr94BG7DHdckiRJkiRJkiRJkiRJkqSRMoFZmnQmMGvYvvdneOtP4cKru1t/r63grQ+Au91uuOOSJEmSJEmSJEmSJEmSJI2ECczSpDOBWXVYOwUf/RV87FS45ua5118acMid4fX7wW03Gv74JEmSJEmSJEmSJEmSJEm1MYFZmnQmMKtOV90Ibz4RvvknWDPVed1tNy3rH3YPeOl9Yb2l9YxRkiRJkiRJkiRJkiRJkjRUJjBLk84EZo3Cn/8BrzsOfvG31p9vsQGsvgmmI8dWG8Ph94fH7lbbECVJkiRJkiRJkiRJkiRJw2ECszTpTGDWKP3oHDjyRDh/9cz2LTeGS6+bvf7dbgdvPRD22qaW4UmSJEmSJEmSJEmSJEmSBs8EZmnSmcCsUZuagk+eBh86Ba6+qVRbvrhF8vK0JQEP2KkkMm+9aW3DlCRJkiRJkiRJkiRJkiQNhgnM0qQzgVnj4tqb4S0nwo/+CpddP/f6y5fBU3eHV90PNlxv+OOTJEmSJEmSJEmSJEmSJA2ECczSpDOBWePm3KvgdT+Gn17Q3fq32RBeeh/41z1gyZKhDk2SJEmSJEmSJEmSJEmSNH8mMEuTzgRmjaufnAdHnAB/ubK79Xe5NRxxAOy3/XDHJUmSJEmSJEmSJEmSJEmaFxOYpUlnArPG2dQUfP538P6T4Yobu9tm3+3grQ+AnbYY6tAkSZIkSZIkSZIkSZIkSf0xgVmadCYwayG44RZ410nwhd/BTWvnXn+9JfC43eD1+8GmGwx/fJIkSZIkSZIkSZIkSZKkrpnALE06E5i1kFx0DbzhOPjRX6GbqLL5BvCCveF5e8OSJUMfniRJkiRJkiRJkiRJkiRpbiYwS5POBGYtRKdeBK8/Hv5wWXfrP3IXeN1+sM2mQx2WJEmSJEmSJEmSJEmSJGlutSUwW/dSkjQwe28D33sqvPfBsOXGndddvgzusBl85ffwnT/D6pvqGaMkSZIkSZIkSZIkSZIkabSswCyNKSswa6G7eS184Bfw6d/A9bfM/vygHeAeW61bXroE9toK7r0NbLCstmFKkiRJkiRJkiRJkiRJkoraKjCbwCyNKROYtVhcfh0ceSJ898+wthFybrUc/nWPkrRcteF6cP87wN22hCW1hUNJkiRJkiRJkiRJkiRJmngmMEuTzgRmLTZ/uAxe92P49cXw6DvDTlt0Xv+2G8G+28FOt6pleJIkSZIkSZIkSZIkSZI06UxgliadCcxarE48Dy68Gi65bu51TzgPblkLbz0I7rn18McmSZIkSZIkSZIkSZIkSRPMBGZp0pnArMUsE/70D/jp+XDNza3XufIG+NzvYCphScCDdoK3HARbbVLvWCVJkiRJkiRJkiRJkiRpQpjALE06E5g1CW5ZC6ddDL/8G9wyNfOzb50F51w5s235Mnja7vCq+8Hy9eobpyRJkiRJkiRJkiRJkiRNABOYpUlnArMmyXU3w0kXwu8vhQQuWA1f+2P79W+zIfznPvDUu8GSJbUNU5IkSZIkSZIkSZIkSZIWMxOYpUlnArMm0aXXwfHnwrtOgsuun3v9XW8NbzoA7rf90IcmSZIkSZIkSZIkSZIkSYudCczSpDOBWZNqago+czr89y/gyhvnXj+A/baHtx4EO2wx7NFJkiRJkiRJkiRJkiRJ0qJlArM06Uxg1qS7/hZ4x8/gy2fATWvnXn+9JfCEu8Lr94ON1x/++CRJkiRJkiRJkiRJkiRpkTGBWZp0JjBLxd+uhjccDz/+K3QTsTbfAP79XvCcvWDJkmGPTpIkSZIkSZIkSZIkSZIWDROYpUlnArM00ykXwRuOgzMv72797TeHI/aHB91xuOOSJEmSJEmSJEmSJEmSpEXCBGZp0pnALLV21O/hXSfBpdd3t/69t4H/OgjufNvhjkuSJEmSJEmSJEmSJEmSFjgTmKVJZwKz1N7Na+H9J8PK38L1t8y9/rKA/7gPPGcv2HC94Y9PkiRJkiRJkiRJkiRJkhag2hKYl9TVkSRJg7L+Ujj8/nDiM+GRu8DSOcLmkiVwyXWwz6fgPSfBLWvrGackSZIkSZIkSZIkSZIkaTYrMEtjygrMUvd+fym87jg47eLWn++3PVx5A5xxWVm+/cbwqvvB4+9a3xglSZIkSZIkSZIkSZIkacxZgVmSpG7dbUtY9ST46MNh201nfrb5BqVtOnkZSjXmlx8DB38Bfvm3escqSZIkSZIkSZIkSZIkSZPOCszSmLICs9SftVPwkV/Bx0+Fa26Gh+8MZ1wK51/dev0ADtwR3nIgbLd5jQOVJEmSJEmSJEmSJEmSpPFSWwVmE5ilMWUCszQ/q28sicyXXgtf/9Pc66+/FJ54V3jN/WGTDYY/PkmSJEmSJEmSJEmSJEkaMyYwS5POBGZpMM65El5/HPzsgu7W33wDeMHe8Ly9YcmS4Y5NkiRJkiRJkiRJkiRJksaICczSpDOBWRqsn54PRxwPZ1/Z3frbbwav2w8O3nmow5IkSZIkSZIkSZIkSZKkcWECszTpTGCWBm9qCr50Brz3ZPjHDd1ts9dW8JaDYPcthzs2SZIkSZIkSZIkSZIkSRoxE5ilSWcCszQ8N62B9/wcPnc63LBm7vWXBjz0TvCmA2HLjYc9OkmSJEmSJEmSJEmSJEkaCROYpUlnArM0fJdeB0ceD9/7C0x1EQ43XAb/uge8Yh9Yvt7QhydJkiRJkiRJkiRJkiRJdTKBWZp0JjBL9TnjUnjDcfDri7tbf6tN4LOPhl1vA1FbyJYkSZIkSZIkSZIkSZKkoaotG2pJXR1JkjSudt8SvvEk+PgjYLsu3hPYdlP47tnw1TPhkuuGPz5JkiRJkiRJkiRJkiRJWkyswCyNKSswS6Oxdgo++Wv4yK9g9U2zP99wGRx6D9hgWVkO4C63hftvB5tuUOtQJUmSJEmSJEmSJEmSJGmQaqvAbAKzNKZMYJZG69qb4W0/haP+ADevXdd+0I5wj9vPXn/ZEth7a7jXNrD+0tqGKUmSJEmSJEmSJEmSJEmDYgKzNOlMYJbGwwWr4fXHwQnnwa2Ww7/eHZZ0CNMbrQf32w7udrvO60mSJEmSJEmSJEmSJEnSmDGBWZp0JjBL4+WXf4OTLoRuwuYNt8Ax58BL7wOPvsvwxyZJkiRJkiRJkiRJkiRJA2ACszTpTGCWxtP5q+HE8+Cy69uvc/y58JtLyt933xLecgDstU0tw5MkSZIkSZIkSZIkSZKkfpnALE06E5il8TWVcObl8LML4LqbZ352xQ3w+d+VdaYtCXjAjvDmg2DbTWsdqiRJkiRJkiRJkiRJkiR1ywRmadKZwCyNv5vXwql/h19dBGumStu3/gTnXNV6/Q2WwpPvBofvCxuvV9swJUmSJEmSJEmSJEmSJKkbJjBLk84EZmnhuOYm+PmF8P2z4Wt/nHv9Wy2HF90bnrUnLFky9OFJkiRJkiRJkiRJkiRJUjdqS2A2bUqSpHnadAN4yJ3gsbvBHbeYe/0rb4S3/AQO+iwce87QhydJkiRJkiRJkiRJkiRJY8UKzNKYsgKztDBNTcFnTocP/gKuuLG7be69Dbz1QLjL7YY6NEmSJEmSJEmSJEmSJEnqpLYKzCYwS2PKBGZpYbvhFnjXSfDF38GNa+def2nAI3aBIw6A2240/PFJkiRJkiRJkiRJkiRJUoUJzNKkM4FZWhz+fi0ccRwc81eY6iLkbrQeHHoPeOl9YINlwx+fJEmSJEmSJEmSJEmSJDWYwCxNOhOYpcXltxfDG46H317S3fpbbgwvvy886W4QtZ0WSJIkSZIkSZIkSZIkSZpgJjBLk84EZmlxOvoseNtP4W/XdLf+XW8LnzoEtt50uOOSJEmSJEmSJEmSJEmSNPFMYNb/Z+++w+S6y7uN32dme29araSVVr25SLYlN1luFOMCGGNIsEMC5E0hBGJCqAmdQAokISEEQuim2qYYGzds3KtkS1bvXStpe68z5/1jVFbS9r7S/bmuuWbOmV95Rghrd+Y7z9HZzgCzdOaKxeEbq+B/VkNDe+9jl06Gzjjkp8Pnr4ZZ+aNSoiRJkiRJkiRJkiRJkqSzjwFm6WxngFk68zW0wReegns2QUf89OdTo3DTPLhnc+I4OQI3L4C/X5kINEuSJEmSJEmSJEmSJEnSMDLALJ3tDDBLZ4/dtfAPv4en9p58fuV02F0H++pPPp+VAn+6FN5/MSRHR6tKSZIkSZIkSZIkSZIkSWe4UQswR0ZrI0mS1L2ZeXDnW+Cnt8D8wsS53FTITTs9vAzQ2A5ffRGu+C7ctQH8LpIkSZIkSZIkSZIkSZKkicQOzNI4ZQdm6ewUhvCzDbC+Au7fCtWtfc9ZWASfuQouKx35+iRJkiRJkiRJkiRJkiSdsUatA7MBZmmcMsAsnd3aY/Dvz8P31kJzR9/jA+CKGfD5q2FW/khXJ0mSJEmSJEmSJEmSJOkMZIBZOtsZYJYEUNUCn3sC7tsKnf34Jzs5AjcvhH+4AvLSR74+SZIkSZIkSZIkSZIkSWcMA8zS2c4As6SutlXDJ38Pz+3v3/isFPh/S+GvL4bk6IiWJkmSJEmSJEmSJEmSJOnMYIBZOtsZYJbUnaf2wGeegO01/Rtfkgl/dxncuhiCUfvxQpIkSZIkSZIkSZIkSdIEZIBZOtsZYJbUkzCEn6yHrzwPlc39m7OoCD59FVxWOrK1SZIkSZIkSZIkSZIkSZqwDDBr4IIgSAbOA84HCoB0oB44CKwKw3DPMOwxB7gAKAWiwAFgfRiG64e6dpc9lgPzgWlA89E9XgjD8OAwrZ8CrATKgGKgCtgHPBWGYdNw7DEcDDBL6kt7DP79efjeWmju6Ht8ALx3GfzVMshOHfHyJEmSJEmSJEmSJEmSJE0sBpjVf0EQTAU+CvwxkNfL0A3AfwP/G4ZhbIB7vAH4JHB5D0NeBf45DMMfD2TdLusHwPuBDwBzuhkSB34H/H0YhqsGuUcO8DngnSQC3qdqAu4CPhaG4eHB7DGcDDBL6q+qFvjcE3DfVujs5Z/1jCR411LISIYLp8CyKZCaNGplSpIkSZIkSZIkSZIkSRrfDDCrf4IgeDPwPXoPLp/qReDmMAzL+7F+AHwFuIP+/cX8MfCeMAzb+ltMEAQFwM+B1/RjeAfw0TAM/72/6x/d4wLgHmBWP4YfAd4RhuFjA9ljuBlgljRQ26rhk7+H5/Z3//y1M+H8ySeO05Ph8lI4txgio/ajhyRJkiRJkiRJkiRJkqRxygCz+hYEweuB+4DkLqc7gceAdSQ6CheR6Jq89JTpm4BLwzCs72OPfwQ+ccrpZ4CXju61lETwuOtf2u+HYfiufr6GZOBh4OoupzuA3x6tMRtYCZx/ytT3hGH43X7uMZ1EaLuky+ka4DfAPmAKcMMpzzcCl4dhuK4/e4wEA8ySBuupPfCZJ2B7zYlzBenwR+d1H1QuSIcrZ8DMPAgMMkuSJEmSJEmSJEmSJElnKwPM6l0QBOkkAr5lXU4/CbwzDMO93Yy/FriTRFj3mH8Pw/Bve9njBuD+LqdqgVvDMHz0lHEXAPcCpV1O/3kYht/qx+v4Z+AjXU6tA94UhuHuU8bdDnwHSDl6qh24MAzDDX2sHwDPAZd0Of2To/U1dhmXCnwJ+GCXcTuBxQPpJj2cDDBLGoowhJ+sh397Hiqa4c0LYFZe73Nm5MIV02Fy1qiUKEmSJEmSJEmSJEmSJGl8McCs3gVB8HbgZ11ObQMuCMOwqZc5S4BVQNLRU/XApDAM27sZGwBrONH5OASuDsPwyR7Wng+sBdKOnjoIzAnDsLWXeqYB27vMOUIiMFzVw/g/Br7f5dQvwzC8paf1j855K3B3l1O/A14f9vAXPwiC7wDv7nLqb8Iw/M/e9hgpBpglDYf2GHxvTeI/4s0dfY9/fDfkpMLnroZZ+SNbmyRJkiRJkiRJkiRJkqRxZdQCzJHR2kjD7rWnHP9bb+FlgDAM1wK/7HIqB1jew/A3cSK8DPDDnsLLR9feCvxrl1NTgf/XWz3A33EivAzwsZ7Cy0f3+AGJLtPHvCUIgnP72OMfujyOA+/tKbx81IdIBLuP+XgQBEk9DZak8S4lCn9+Ebx7KVxaCkm9/Mtf3QJrD8OTe+F1d8KHH4HallErVZIkSZIkSZIkSZIkSdJZwgDzxDXtlOPn+znvuVOOp/Yw7u2nHP93P9b+JhDrcvy2PsZ3fb4G+Ek/9vifXtY4SRAEc4GlXU49FIbh9t4WD8Pw1DpKgJX9qEuSxrWUKFxWmggyn1vc/Velntqb6NQM0BGHn2+EK74H//48dMZHr1ZJkiRJkiRJkiRJkiRJZzYDzBPXqf/bNfdz3qnjTutGfLTj8PVdTu0Lw/DFvhYOw/AAJwekVwRBUNjd2CAILuLkEPZ9YRi29rUH8Gugo8vxm3sZe+pzd/djfYC7+lhHkiasrBR43Wy4/Twoyztxfl8d7Ko9fXxDO/zHC7Diu3D3Rui1h70kSZIkSZIkSZIkSZIk9YMB5olr1ynHZf2cN/OU4x3djDkXyO9y/Gw/14aTA8xRYEUP407tatyvPcIwbAHWdDm1JAiC3OHcA3iRkztJX9nPeZI0YUzKhFsWwlsWQkE6PLm39/GHGuFDj8D1P4bn9o9OjZIkSZIkSZIkSZIkSZLOTAaYJ64HTzn+g74mHO2sfGuXU/uAtd0MXXTK8SsDqOvlPtYaiT0W9mOPFmBLfxYPw7AB2N7l1IIgCIL+lydJE8fMPLjtXLh1MWQk9T1+UyW84x545y9hV82IlydJkiRJkiRJkiRJkiTpDGSAeeK6H3i1y/G7giB4c0+DjwZwvwLM7XL6c2EYxrsZfmoguI++nL2O7SlcPKJ7BEGQDMzucmpfGIbhIPfIAGYMYK4kTSjJUfjYCnj63fDmBRDt4ysbIYmOza+7Ez78CNS2jEqZkiRJkiRJkiRJkiRJks4QBpgnqDAMY8AfAlVHT0WBXwRB8I0gCC4NgiAzSCgKguBNwO+BD3RZ4v/CMPy/Hpafdsrx/gGUdurY0n7s0QkcHuY9JgNde4kO5DX0dw9JOqMUZsB/vgEevB0uPfVfgm50xOHnG+GK78F/PA+d3X0lRpIkSZIkSZIkSZIkSZJOYYB5AgvDcBNwCfDE0VMR4C+A54BGIA5UAL8Grjo65gjw3jAM/6yXpbNPOW4YQFmnjs3qxx5NPXSCHsoeQ3kN/d1jQIIgSA2CIKe/N05/DZI0KuYXws9uhR/eDHPy+x7f0A7//gKs+C7cvREG1O9ekiRJkiRJkiRJkiRJ0lnHAPMEF4bhjjAMrwbeDdT0MfwV4E1hGH6jj3GZpxy3DqCkU8f2FPztusdA1u/vHkN5Df3dY6A+DtQN4DbQrtGSNKyuLINH3wlfvAaKMvoef6gRPvQI3PBjeN7/gkmSJEmSJEmSJEmSJEnqgQHmCS4IgoVBEDwMfBfoq0/mBcDzQRDcHwRBaS/j0k85bhtASaeOPXWt7s4PZP3+7jGU19DfPSTpjBcEcPv58Oy74b3LICOp7zkbK+EP74F/fBJ21454iZIkSZIkSZIkSZIkSZImGAPME1gQBK8DVgOvO3qqHfg6cCWJMHMKMAV4M/BAl6k3AC8HQbCoh6VP7T6cMoCyUvtYq7vzA1m/v3sM5TX0dw9JOmukJsHHVsDT74Y3L4Bo0Pv4lCjsqoPX/hA+9DDUtIxOnZIkSZIkSZIkSZIkSZLGPwPME1QQBHOAXwIZR0/VAleGYfi+MAyfCsOwNgzDjjAMD4VheG8YhjcA7+2yxCTg3iAIMjhd4ynHA+k+nNbHWt2dH2h34/7sMZTX0N89BupLQO4Abr11yZakMVGYAf/5Bnjwdrh0Ws/jlk+FFw9ARxzu3gRXfA/+9RnoiI1aqZIkSZIkSZIkSZIkSZLGKQPME9c/A5ldjv88DMMXepsQhuE3gP/pcmou8FfdDD01rJs1gLqy+1iru/OZQRD00ctzwHsM5TX0d48BCcOwLQzD+v7egIah7ilJI2V+IfzsVvjBm2FO/snP5aZCJIC6thPnGtvha6vg8u/Aj9ZBPD669UqSJEmSJEmSJEmSJEkaPwwwT0BBEOQCN3c5tQO4u5/T/+mU43d2M+bAKcfT+7k2nN41eH8P47rukQSUDPMeh4HOLscDeQ393UOSznpXzYRH3wlfvAaKjvb0v2QavHiw+/FHmuETj8Hr7oTHd49WlZIkSZIkSZIkSZIkSZLGEwPME9NyINrl+IkwDMP+TAzDcC+wq8upc4MgSDtl2OZTjmcMoLZTx5661qjsEYZhOye/zukD7PLcdY8WYM8A5krSWSUI4Pbz4dl3w0cvh+YOaO3sfc72GviTX8Pb7oLNFaNTpyRJkiRJkiRJkiRJkqTxwQDzxFR8yvGhAc7vOj4CFJzy/KZTji8YwNoX9rHWSOzRU0i66x7pwIL+LB4EQTYwt8upLf0NiEvS2Sw1Cf5qOfzn9fCWBZDUj6+NvHgQbvgJvPd+ONw48jVKkiRJkiRJkiRJkiRJGnsGmCem1lOO0wc4P+OU46ZTjtcBtV2OLx/A2l3HxoBnehj3VC/zehQEQTqwtMupV8MwrB3OPYBLOLnD9ZP9nCdJAgrT4T/eAA/9EVw+ve/xsRB+ux2u+j585olEB2dJkiRJkiRJkiRJkiRJZy4DzBPTkVOOF/V3YhAEyZzcXbgtDMO6rmPCMOwEHuhyanoQBJf0Y+1pwGVdTj0bhmFlD8NXAwe6HL8xCIK0vvYAbgaSuxz/upex955y/LZ+rN/duN72kCT1YG4B/OSWxG1BYd/jWzrhu2vg8u/AN1dDPD7iJUqSJEmSJEmSJEmSJEkaA0EYhmNdgwYoCIIsoApIOXqqFZgVhuGhfsy9Fbiry6knwjC8uptxbwF+0eXUD8Iw/JM+1v4c8Mkupz4QhuF/9TL+q8AHupx6TxiG3+1jjyeAK7ucWhKG4au9jF8LnH/0MA4sCMNwey/j84FdQO7RU4eB0qOh7lEVBEEOcDxcXldXR05OzmiXIUnD5u6N8K/PwaHG/o2fngMfWwE3zR/ZuiRJkiRJkiRJkiRJks40YRgSj4d0dsaJxcKjt8Tj2tpWtm2rpbW18+gtRktLJ21tnbS1xY7fWltjtLcnzrW3x2hri9PeHuOmm2ZTVJRBLBbnta8tIysrpe+CNFEEo7aRAeaJKQiCB4Hrupy6KwzDt/cxpxBYBczscvpDYRj+WzdjI8Ba4Nyjp0Lg6jAMn+xh7flHxx/rolwOzAnDsKWXekqB7UDq0VNHgMVhGFb1MP6Pge93OfXrMAxv7mn9o3PeBvy8y6nfAa8Pe/iLHwTBd4B3dzn1wTAM/6O3PUaKAWZJZ6LOGPz3KvjWy9DQ3r855xfDZ66Ci6aObG2SJEmSJEmSJEmSJEmD0dERo6mp4/itpaWTpqYOmpsTj5ubO2lu7qC1tZOWlhitrZ10dsZpbEyca2+P09Z24r6jIxEUbm9P3Hd0xOnoOHafuHV2nrjvervuuplccMFkYrGeL329c2cdP/zhxkG/3ne96xzKyhJZtve97wImTcoY9Foad0YtwJw0Whtp2H2OkwPMbwuC4C7g/d11Yg6C4GIS4d+ZXU4fBr7Z3eJhGMaDIPg48JtjSwC/DoLg1jAMHz1l7QuAezkRXgb4bG/h5aN77A+C4GvAh46eKgZ+HwTBm8Iw3H3KHrcD3+pyqoOTuz335G7gJWD50ePXAj8KguDPwzA83gM0CIJU4EucHF7eDXyjH3tIkvopKQp/cwm8Zyl88Wm4exO0x3qf8+oR+KvfwheuhUunQXZq7+MlSZIkSZIkSZIkSdKZLwxDOjpiNDa209R0LDDceTxAfCw8fOqta9fhRJfhY12HTwSIY7GQv/zLpcRix4LB4UmPE12N4/zwhxvZtKmaeHzgjWQLCtKorm4d9j+XlpbOXsPLANHo0DKqXdePxWyiq8ExwDxBhWH4bBAEXwQ+0eX0rcAbgyB4HFgHNAGFwGXARacs0QHcHoZhUy973BcEwT8DHz16Kg/4XRAET5MIBceAJSRCwV3/i3ZnGIbdBqO78QngYmDl0ePzgK1BENwPbAaygCuB80+Z91dhGK7ra/EwDMOjXZhfJBGQBngH8IYgCO4F9gMlwA3AlC5Tm4CbwzAc/n8hJElkp8KXXgPvWwaffgIe2w29/Sy/YjqsPwKbK+HCKbBsCqT6U4wkSZIkSZIkSZIkSeNCLBanpaWT+vo2mpo6aWxsp7Gxg4yMJAoL00/rFtz1cVVVKz/96abjnYm7diRuazvRhfjYrWsX4ng8ZMaMbPbubRj213TNNdMJgt6DvvF4OKjwMtBnyHiw+hMoTkoaWoC5s/PEHiP1OnTmM/ozgYVh+PdBEHQA/wBEj55OJdGZ+boeJ0IF8CendlLuwSeAdOADXc5dcfTWnZ8Bf9aPdQEIw7A9CIJbgLuAq4+eTgZu7mFKJ/DxMAz/bwB77AmC4AYS3ZhnHj2dD/xJD1MqgdvCMFzb3z0kSYNTmgvffhOsPQSfehzWHD59zMw8mJ6beNwZhxcPwLojcNk0OLcYopHRrFiSJEmSJEmSJEmSpPEvDENaWjqoq2unvr6d+vo2GhraaWjoOB4ubmxsp7m542jH4hhNTe1HuxSf6Ep8ojtx7LQQcdcwcWdnnLCb3Oyll07huutm9lprXV0bP//51kG/1r5CxoMVj4d9dipOShp8aGGwwee+dHb2HSiODjFsYQdmDQcDzBNcGIafCYLg18DfkujAnNbL8CPAt4H/CMPwSD/XjwN/EwTBg8CngEt7GLoO+JcwDO/sd/En9qgMguA1JELS7wdmdzMsDjwG/H0Yhi8OYo/VQRAsBT4P/BGJAPOpmkmEnD8ahuGhge4hSRq8JSXw6z+Eh3bAF56CvXWJ8wGwcvrp41s6El2bXz4EK2fAnHwYod9HJEmSJEmSJEmSJEkaNmEY0tkZp6mpndradhoaEgHjhoa2LuHidpqaOmhs7DwaMG7nxhvnkJwcOan7cEdH7KTH9923k2efPXg8WDyQgGwkAvERaKTbnzBtcvL47FzW2RnvM+jbV8C5NyMV/O3PukOp+9Q97MCswTLAfAYIw/AV4J1BEPw/4AJgEYmAbjrQQKKj8CvA5jDs7nsu/drjAeCBIAjmAhcC00h0fT4ArA/DcN0QX0Mc+I8gCL4KLAfmA1OBlqN7vBCG4YEh7lEHfCAIgg8DK4EyoBioBvYBT4Zh2DiUPSRJQ3PdHHjdLPjeq/BfL8DUbCjM6Hl8bSv8ZitMyYJZeXBJ6aiVKkmSJEmSJEmSJEk6Q4VhSGtrJ7W1bdTUtFJb20p9fTt1dW3U1bUf7WScuDU1ddLU1E5zcydNTR2kp0c5eLCJlpZOWltjtLV1dulefCJ0PNAUV1paEvn5vfW25HhNgxGPQyQSDHtX4P4EmIfSxXgkdXaGpKb2PmYotffnz6a/kpIiRKMBSUkRMjOTyc9PO34uGj12Hxw9F2HatCyuvHIayclRUlKO3SKkpp44Tk1N3NLSkro8jpKWlsw55xQyZUom0WiESZPSh+116OxigPkMEoZhG/D80dtI7bEd2D6C64fAi0dvI7VHG/C7kVpfkjQ0kQi8Zyncdi68Ug6vHoHmjt7nPLMPPvooXDoNPnc1LCgajUolSZIkSZIkSZIkSWMpHg9paemgpqaN2tpWamvbqKtro76+nfr6NurrO2hoaKOxMdHZeNKkDC67bOpJYeL29vjxjsXt7TFaWzv5zGeeHXR33LKyHPbsqR/mVwodHSPfyTgpKaC9fSIGmEemk3FPtSclRY7fiorSKSpKJzk5QnJyhJSU6PH7lJQIKSlJx4PBqalJx0PAiftkUlNPPHfi/LHHSaSnJ5GWduw+Snp6MhkZifv09CQyMpJJTo4QDOKy1X/2Z0uG+kckDYkBZkmSNC6lJcFl0+HCKfDyIVh1ELr73SAewtN7E4+fPwDX/xiunwufvhKKs0a3ZkmSJEmSJEmSJElSzzo741RXt1BZmehqnOhu3Ha8s3EidJzoItzREaOmpo2mpg5aWjqP31pbE7f29jhtbbEBdbGdPz+/XyHfQWRBjwsH2lq5n0YnwByhvX34ugJD/+qORIJ+d39OSoocDwsfCwqXlGQe7yScnHyii3DX+66dhI/dHwsFZ2QkHw0JJx4fCwYvWlRARkby8c7FSUkRIpHgpLDw3/3d8iH9+UhnMwPMkiRpXEtNgstK4bxieH4/rD9y8ncnN1RAdeuJ41gI922DR3clujj/3WWQkTLqZUuSJEmSJEmSJEnShBeGIW1tMaqrW6mubqGqqoWamjZKS7NJTo7Q3h6jre1EF+PE48T9U0/t56GHdncJHSee66+cnBTq69uH9fV0dPRv/5SUKJ2dnYPaY+QCzH3XnpISHdIe0Wj/A9BBwNEQ8akdh08ODi9YUMCyZSUkJ5/oWtzd42nTso+HiTMzk8nKSiY7O4XMzCSyslLIyUklPT1pUJ2GJY1PBpglSdKEkJUCr50NS0sSHZd31UJ7DJ7b3/34lk749hr45Rb4q2Xwp0shMtSrzkiSJEmSJEmSJEnSBBCPx6mvb6eyspmqqlaqqhLdjk/teNzQkLg1NrbT1NRBc3MnTU0dtLYmuh23tSXCyKd617vOoawsp9ca9u9vYM+e+kG/hqSk4f+At7/dhZOTo8DgAszx4W1gfFx/Ohmnpyd1CQ9HSE1NOqn78LEuw+npSaSnJ5ORkUR6ehKZmclkZCSTk5NCamqUzMxk0tMTIeKsrGQyM1OOP87OTjxOSRne6OGiRYXDup6k8c8AsyRJmlCKMuDmhbC3Dv75GWju6H18dQt84Sn4wVr4+BVww7zRqVOSJEmSJEmSJEmSBiMWix/vWNza2skLL5Rz5Ejz0QByG7W1bdTXt1FfnwgeNzZ20NSUuLW0nAgex+MhpaVZ7N/fOOw1dhdqPlVq6lC7AQ9/p93+doBOSRl8eDreQ4I5KSlyvEPxse7EJ4LFx0LFJ4LFGRmJ+8zMREfilStLmT49+6Sux8e6Fx+7tzuxpInEALMkSZqQZuTCV6+DeQXwrVegsY8rB+2th/f+Fs6fDJ+9Ei6cOjp1SpIkSZIkSZIkSTp7hGFIa2snFRUtHDnSREVFC1VViVt1ddtJHZCzslK44YZZx4PKx0LLHR0nh2z/7d9W0dDQR2enHsRiI9MOuD8B5pSUoQaYR7cDcyQSkJKSCAZPmZJJUlLkeKg4LS0RKM7MPHGflZVCZmYyWVkpZGenkJ2dTE5OKrm5KeTkpB69pZCXl0pmZvKIvB5JmsgMMEuSpAkrKQp3XArvuQC++BTcswn6uuLPq4fhrXfD1WXw2atgRt6olCpJkiRJkiRJkiRpAgjDkObmDo4caebw4SaOHGmhsrKF2to2jhxppq6ujdraVurq2mloSNwaGztobk7cWlo6ew3JdjV5cgbz5uX1OS4tLWnQAebOznBQ8/rSn07GQ+/A3NtzwdEOxonuxWlpiaBxRkaig3FmZtLRcHEymZkpZGUlk5OTQkFBOtdfP+t4UDnRDTnR0TgaDY53MP7Qh5YPqXZJUt8MMEuSpAkvJxX+6bXw1xfDpx6Hx3ZBb7+Gx0N4bDc8vQ/esgD+fiXkpo1SsZIkSZIkSZIkSZJGXCwWp6Ul0dW4paWT7dtree65g1RVtVJd3XK8C3J9/bEQcjvNzZ00N3d0G0AuKcng0KHmYa2xtbWzX+OGEgTu7By7Dsxd605JiZKWFj3e0TgjI5mMjGPdjJPJzk45fp+bm+hoXFiYTlZWMrm5aeTlpZKfn0J+fhq5uamkpBh7k6SJzv+SS5KkM0ZpDnznTbCmHD71BKw93Pv49hj8bCM8sAPevQTefzEkD+1LwJIkSZIkSZIkSZKGSRiG1NW1cuhQM4cONXH4cDNHjjRRWdlKVVULNTWt1NS0ccUV05g6NeukwPKpHYLXr6/knnu2DbqWaDQy1JdzmtbWvkPAkOjAPFj97QbdnZSUyGmdjbOyksnKSuHKK0u56qrpxzsYp6ZGjz6OHn8cjQb80z9dSW5u6oj8+UmSJjYDzJIk6YyzdArc+4fwwDb4x6dhX33v4+vb4KsvJsLMH7wU/mAxHL0ykCRJkiRJkiRJkqQhSgSR2zhwoJGDBxs5fLiZiopmKitbqKxsobq6ldraVmprEx2RGxs7aGpKdETu6Og7gJuSEmHp0uJex6SnDy0mFYkM/weIbW0xwjAk6OPDybS0/ndhikaD46Hj9PQkcnJSSUuLkpmZCB9nZ6eQk5O45eUluhnn56dSUJBOfn4aRUVpFBamGzqWJI04A8ySJOmMdf08uG4OfGcNfO0lqGntffyhRvjnZ+DpvfD2xXBl2aiUKUmSJEmSJEmSJE0YsVicQ4eaOHiwkfLypuOdkSsqmqmqaqW6uoXa2jbq6tqoq2unsbGd5uYOOjtDJk1Ko6Kijw/tBqGlpbPPMUMNMI9UA6S2ttjxDsspKVHS0pJISzt2n3jc0NDO/PkF5OWlHr2lUVCQSkFBGvn56RQVpVNYmEZxcQYZGcl9BqIlSRoPDDBLkqQzWiQC/+9CuP08+PJzcOc6aO3l/YslxfCbrYnbpdPgM1fBokmjV68kSZIkSZIkSZI0WsIwpKamlf37G6isbGXq1Eyamztpbu6gpaXzlMeJ+698ZRWHDzcPar+2tr67KQ/GeAkwJydHSE9PIiMjmczMJLKyUsjOTtxycxPh42PdjgsK0igqSufSS6eQlZVCWlpSj12eb7ll/pBqlyRpPDLALEmSzgrpyfDJK+EvL4LPPAEPbIdYePKY6Tmwq/bE8fMH4MafJLo4f/oqKMka1ZIlSZIkSZIkSZKkAensjHPgQAP79zdw8GCiS/KRI80cPtxEVVUrVVUnuiM3NLTT2NhBR0ciVJyTk8IHP3hRn3sc6xY8GK29dRoaguEKMCclRcjISCIzM5nMzGSys1PIyUmEj6dNyyI5OXo0gJxGYWE6hYXpFBenU1ycyaRJ6aSmGsWSJKm//FdTkiSdVSZlwn/fAFsr4ZOPJ0LKx8wrgMd2nzw+FsJvtyfOv30xfHQFZKWMYsGSJEmSJEmSJEk6a7W1dbJ/fyN799azf38D5eVNHDrURHNzB7t311NT00ptbRv19W00NHTQ3NxBGPa9bneamjoIw5Cgj1bDmZmDjxu1t8cJAgZdY0+6BqOTkhJdkNPSkkhPP3FLSYly+HAzhYWJ7seTJmUwaVI6kydnHL1lkpnpB4GSJI0WA8ySJOmsNL8IfnYrPLUHPvMkRIH1FT2Pb+2EH7wKv94Cf3YhvHcZJEVGrVxJkiRJkiRJkiSdAcIwpK0tRnl5I6tXH+bAgUbKyxs5fLiZiooWqqpaqK5upb6+nYaGNpqauu8sXFaWzZ49DcNaWywW0tERJyUl2uu49PTkIe2TlpbUr47JyckRMjJOdELOzU10Qs7PTzveAbmoKI3i4gxmz87lnHMmkZYWJTm55/pvuGH2kGqXJEnDxwCzJEk6q60sg9/9Ebx4AP76wb7H17XBl5+DH62DD10Gty6CPr6ELkmSJEmSJEmSpDNYPB6nvLyJXbvq2LevnqKidLKzU2lq6qCxsYOmpo6jj9tpauqgszPOjh213HnnpkHv2VeX5MFqauroM8A80A7MyckRMjOTycpKJicnlcmTM0hNjZKffyKEPGlSBsXFGUyZksmUKVmUlGSQkWE3ZEmSzmQGmCVJ0lkvCOCSUnj23fDfL8H/vQIN7b3PKW+Ev3sE/vdl+OQVcOXMUSlVkiRJkiRJkiRJoyAWi3PgQCO7d9ezb189Bw40UF7eRHl5E5WVLVRWtlBT00pdXTuNje3EYuHxudddN5NLL53S6/qZmUPrYhyGYd+DBqG5uZP8/J6fT0tLYvr0HGbObCA3N5W8vBMdkYuK0pk8OfOkIHJpaRY5OakjUqskSZrYDDBLkiQdlRyFOy6FP70Avvg03L0J2mO9z9laBe/8NVwyDT5zFSyeNDq1SpIkSZIkSZIkaeBqalrYvr2W3bvrKS9PBJQPHWriyJFmqqpaqK7uPpQ8EI2NfXTKYegB5nh86AHmSCQgKyuZ7OwU8vISYeSLLy5h8eIi0tOTyMhIIiMj+fjj9PRkIhEvTSpJkoaHAWZJkqRTZKfCl14D778YPv04/G4X9PUe0AsH4KafwOvnwKevhCnZo1KqJEmSJEmSJEnSWS8ej7N/fyM7d9Ye7ZjcwMGDjZSXnwgmH+uW3N6le01aWpTW1j662QxCU1NHn2MyMoYW2enoiJ92Li0tSlZWCjk5Kcc7IxcWpjNpUjrFxRlMnpzJtGlZTJuWxYwZORQUpBEEBpIlSdLYMMAsSZLUg6nZ8K03woYj8KknYNXB3sfHQnhgO/x+F9y6GD62IhGGliRJkiRJkiRJ0sCFYUhTUwf19e00NCS6IifuO47f/+d/rmbTpupBdUtubY2RlBShs/P0MPBQNDb2HWCORiN9BqjT05PIzk4hNzfleBi5qCgRRp46NZPi4kQgubQ0m9LSLNLTh9bVWZIkaTQZYJYkSerDOcVwz9vg8d3w+Sdhe03v41tjcOc6+M1W+NzV8KYF4NW0JEmSJEmSJEmSTqiqamb79lq2b69lz5569u9PdE0+fLiZysoWWlo6+fM/P594H5fJ7OwMBxVePiYjI4n6+vZBz+9OTx2Yo9EImZnJZGYmk5WVzI03ziYpKUJxcQYlJSfCyGVl2ZSW5pCWZqxHkiSdufxJR5IkqZ+unglXlcHPN8JXnoPDTb2Pb4/B5kqobYMrpsOcfPAqXJIkSZIkSZIk6UzW0tLB9u217NhRy65ddezblwgml5c3UVHRTHV1K7W1bbS19dx5+Ji2tk6Sk6O9jsnKGlrX4dTU3tfvSzQaHO2SnEpBQRpFRenMmpXL9dfPJivrRFg5MzOZtLQkgi4fFt1+++Ih7S1JkjSRGWCWJEkagCCAPzgH3roQ/nsVfOtlaOjhS/mXTIPUJKhpSXRjnpIFV5bB1OzRrVmSJEmSJEmSJGk4VFY2s3lzNdu3nwgnHzjQSBiGbNpURU1NW4/dhwejsbGD/Py+AswpQ9ojOTly2rljoeS8vBOh5OLiDCZPzmTq1CymT89i+vQcZs/OZdKkjJNCyZIkSeofA8ySJEmDkBSFv7kE3rMU/ukZuGsjdG0UkJsK5xWfPKe8EX62AeYWwIrpUJA+qiVLkiRJkiRJkiR1KwxDDh9uYsuWGnbsqGXnzjr27avn4MFGDh9upqKihZqa1h67Js+cmcP+/Y3DXld9fTv5+Wm9jsnO7n8H5qys5JM6JU+enMHMmbkUFqZTWprNzJk5zJqVw6RJGUQipwebJUmSNHwMMEuSJA1Bdir847XwvuXw2Sfg4Z0QDxMB5WgP72ttr4adNXDuJLi0FDKH1hhAkiRJkiRJkiSpV+3tMerr26ivb6euLnF/4nEbr7xyhP/7v3WDXj8eD4ex2hMaeroMZhd5eWnk56eSm5tKYeGxTskZTJ2aRWlpNmVlOcyalcusWTmkpfU/7CxJkqSRZYBZkiRpGEzNhm/eBBsr4Gsvwbz83sfHQ3j1CHzzZZibDx9bATm9NxCQJEmSJEmSJEk6TUtLB1u2VLNlSw07d9aye3c9+/Y1cOhQE0eONLN8+WSWLCnudY20tOiQamhv774z81BEIhAEMH16DtnZyWRnpxy/ZWWlkJWVOJeenkQQBMO+vyRJkkaWAWZJkqRhtHgSfP0GqGyGp/fCrtqex1a3wIsH4IUD8Jtt8KdLE52ck4f2HqEkSZIkSZIkSTpDxONxDhxoZNOmarZvr2HHjjr27q3n4MFGDh1qoqqqhfr6dsJeGiBPm5bFkiW975OTM7TLRba2dg5ofEZGEvn5aUc7JqczZUoW06ZlMWNGDrNn5zF3bi5lZTkkJfmhiSRJ0pnKALMkSdIIKMqAmxfCvvpEkPlQ4+ljnt0Hx95PrG+Df38BfrIB/uZieMe5ia4CkiRJkiRJkiTpzNXW1snmzdVs2lTFjh217NhRy/79jZSXJ7on19S00tERH9Ie9fXtfY5JTo6Snp5ES8vAgsjHNDZ2AJCSEiEvL42CgjQmTUqnpCSTqVMTweSZM3OYMyePOXPyyMoaWmBakiRJE58BZkmSpBE0PQf+8BzYVg3P7IPa1sT5gw2wveb08Yca4eOPwXfWwCeugGtnjWq5kiRJkiRJkiRpGDU2trNhQxWbN1exfXstu3bVsW9fA+XljVRUtFBX13ZS9+S0tCitrbFhraGurq1f43JyUnoNMB/rmjxpUjqTJ2ce75g8a1YimDx3bh6TJmUQiUSGq3RJkiSdwQwwS5IkjbAggPmFMCcf1h2B5/bB0/t6n7OtGt59LyybCp+5Es6bPDq1SpIkSZIkSZKk/ovF4tTVtVFT00ZtbSvf+c561qw5Qnl5E5WVLTQ09N39uKvMzOQxCTCnpSWxaFEh06ZlUVLSNZycy7x5+cyfn09eXtqw1iVJkqSzmwFmSZKkURKNwNKSRJB57ZFEt+V42PucVQfhzT+D18yCT18FpTmjU6skSZIkSZIkSYK2tk42b65my5Zq5s8voLa29XhYuaamjYaGdsIuLZR/97s9bN3azSUY+yk1NTocZZ8kHg/Jz0+jsDCdnJwUcnNTyclJIScnldzcxH1KSpSPfeySYd9bkiRJ6okBZkmSpFGWnQrfuBE2VcKnH4cXDvQ+PhbCwzvhiT1wyyL4xArIscmBJEmSJEmSJElDFo/H2b27nnXrKti0qZodO2rZvbueAwcaOHy4mdraVuLxxNh/+IdLiEYjva6Xl5c6pHqSknpf/1SRSEB+fipFRemUlGRSWprNjBk5zJmTx7x5eSxcWEBxceaQapIkSZJGggFmSZKkMbKoCH5+Kzy1Bz77JGyr7n18Wwx+sh7u3wbvXgJ/vRxS/GlOkiRJkiRJkqReVVW18OqrFWzYUMnWrTXs3l3Pvn31HDrUTFVVCx0d8X6tU1fXRkFBeq9jcnOHFmA+VWZmMoWFaUyenMGUKVnMmJHNrFknwsmzZuWSlDT8XZslSZKkkWbkRZIkaYytLINH/gju2QT/+hwcaux9fH0bfPVF+OkG+JtL4B3nQGRgDRkkSZIkSZIkSTpjxGJxtm2rORpSrqKiopm1aysoL2/k8OFmmps7h2Wfmpq+A8wD6cAciQTk5aUyaVI6U6ZkUVqaxfz5+cyYkcOCBfksXFhIXp6XZJQkSdKZyQCzJEnSOBAEcOtiuHkB/M9q+N+XE0Hl3hxugk88Bt9ZA5+4Al4za1RKlSRJkiRJkiRp1LW0dLB+fSWvvlrB5s3VbN9ey9699Rw40EhlZQuxWHh87IwZ2ezd2zDsNdTU9PHGPScHmKPRgIKCNIqLM5g6NYvp07OZPTuPuXPzWLy4kAUL8knxUouSJEk6SwVhGPY9StKoC4IgB6g7dlxXV0dOTs4YViRJGk1N7fDPzyS6LLfF+jfn1oXwx0tgScnI1iZJkiRJkiRJ0kjo6IhRU9PKhg1V3HXXVnburGXv3gYOHWqktraN/sYbJk/O4PDh5mGvb8WKqbz2tWXHjyORgJycVPLzU8nLSyM/P5W0tCQOHGjk3HOLmD07l2jUSyhKkjRWYrEYDQ0N1NfX09HRQSwWw7ykJpogCIhGoyQnJ5OTk0N2djbRaHREtxzJxU/ayP9DSuOTAWZJEsChRvjsE/DQDoj18mNbahTm5MPmKrhmJnz6SijLG60qJUmSJEmSJEnqn7a2Turq2qiqaqW6upWqqhaqqlqorm6loaEdgP37G/j2t9cPeo/MzGSamjqGpd68vFSKizOYNi2LlStLufnmueTlpZKfn0ZOTiqRyKjlOyRJUj+1t7dz6NAhmpqaxroUaURkZmZSUlJCSkrKSCxvgFk62xlgliR1taUSPvU4PH+g++cvLIFXDsGxn+xSovCm+fD3K6EgfbSqlCRJkiRJkiQJ6uvbWL36MK++WsGmTdVs317D3r0NlJc3cvHFU1i5clqv85uaOvjyl1cNqYZoNCDWW2eQozIykpg0KYMpUzKZMSOb2bPzmD8/n8WLCzn33CIyM0ckFCJJkkZIe3s7e/fupaNjeL7MJI1XycnJzJgxYyRCzKMWYE4arY0kSZI0eAuK4Ge3wtN74bNPwtaqE89lp0Bd24nwMkB7DO7eBA9shz86Dz54KaQnj3rZkiRJkiRJkqQzVHNzB2vWHGbt2go2bKhi+/Za9uypp7y8kbq69h7nVVW19Ll2RkYSKSlR2ttjg64vOzuF2to2kpIiFBamMWVKJqWl2cyalcu8efmcc04h551XxKRJmYPeQ5IkjS/9CS9HIpFRrEgaung83u35jo4O9u7dO1Ih5lFhgFmSJGkCuWIGPHw7/GIz/OuzUN4Ii4rgxYPdj2/qgG++DHdtgr+8CP7fBRD19zFJkiRJkiRJUj+0tXWybl0la9YcYcOGSrZtq2H37noOHmyktraNwVzwubq6tc8xQRBQUJDKoUPN/VozMzOZyZMzmDYti7KynOMB5XPPLWLu3HyivjEuSdJZ4dChQ6eFlzMzM8nJySErK4toNEoQjFpzWWlYhGFILBajsbGR+vp6mpqajj/X0dHBoUOHmDFjxhhWOHgGmCVJkiaYIIC3LoI3z4fvvwq/2NT3nOoW+OLT8IO18KHL4C0LE+tIkiRJkiRJks5uYRiyb18Dq1YdYu3aCjZtSnRT3r+/gba2GPX1PXdTHoz+dGAGyM9POx5gDgLIy0tl8uRMpk/PZvbsXObPL+Cccwo5//wiSkqyDCNJknSWi8ViJwU7AYqKipg0adIYVSQNjyAISEpKIi8vj7y8PCoqKqisrDz+fFNTE7FYjGg0OoZVDk4QDuYrkZJGXBAEOUDdseO6ujpycnLGsCJJ0njV0gH/8iz8eD20dvZvzsJC+PuVcGXZyNYmSZIkSZIkSRofWlo6WLOmgtWrD7N+fSVbt1azZ0+im3Jra6zbOSUlGf3ugjwQH/3octLSTu63FokE5OWlkZ+fSkFBGvv3NxAEAeeeW8T5508iK2tiXhZbkiSNjtraWsrLy48fZ2ZmTtiutFJf9u7de1Jgf8qUKeTl5Q3X8qP2zUA7MEuSJE1w6cnw6avgfcvhc0/C/Vuhs4/vqG2ugnf+Ci6ZBp+6Es4tHpVSJUmSJEmSJEkjrL09RlVVC5WVLXz1q6tZvfow+/Y1Ul3dwkD7m6WkDG8Xt0gkoKgoncLCdBYvLqSwMJ2CgjQKC9PJy0slGo0M636SJOnsUV9ff9KxjSJ1JsvJyTkpwNzQ0DCcAeZRY4BZkiTpDFGUAf/5BrjjEvj04/DUXujrvegXDsCbfgqvmZUIQZf6O5wkSZIkSZIkjXudnTGamjqprEwElY8FlisrW6ivbzs+7vHH97FjR10vK/UuGETvtSCAgoI0pk7NYubMXObOzWPx4kKWLJnEeedNOq3zsiRJ0nDo6Og46TgrK2uMKpFG3ql/v9vb28eokqHxNwNJkqQzzOx8+OFb4OVy+MwTsPZw7+NjITy8Ex7fAzcvgE9cAfnpo1OrJEmSJEmSJKlnjY3tvPTSIVavPsT69ZVs2VLDnj31VFe38pGPLCcS6T1hXFiYPqQAc0dHvMfn8vNTmTIli7KyHObMyWPx4gKWLClmyZJJZGamDHpPSZKkwYjFYicdR6PDeyUJaTw59e/3qX//JwoDzJIkSWeoC6fAvX8Ij+yAf3wadtX2Pr49Bj/fCL/dDu9emujknOTV+iRJkiRJkiRpxFVVNfP88+W8/PIR1q+vZNu2GvbubaC6uoWwh0vt1da2UlDQezeKoqKhdasIApg/P58ZM3KYOzePRYsKOP/8SVxwQTG5uWlDWluSJGk4hV1+aIpEIgSDuZSENEEEQUAkEiEeT3zhMOzpl4ZxzgCzJEnSGe51c+C1s+En6+HfX4AjTb2Pb2yHZ/dBXipcNh0WFUEfTTwkSZIkSZIkSX0Iw5D9+xt4/vlyXnnlCBs3VrF9ew379jVQXz/wSz5XVLQMS4A5KSlCcXEG06dnM2dOLgsXFrJkySSWLZvMlClZhn8kSZIkjQgDzJIkSWeBIIDbzoO3L4avr4JvvQL1bd2PTY3C8qnQ0A4P74DVB+GKGTArL7GOJEmSJEmSJKlnYRiya1cdzz13kJdfPszhw028+OIh9u9vpKWlc9j2qaxsYcGC3scUFp7okpybm8LUqVnMnJnL/Pn5nHNOIRdeOJnzzptESoqXWJckSZI0ugwwS5IknUWSovCBS+BPL4B/fgZ+tgFaYyePWT4V0rr8lFjVAr/eAtOyE0HmqdmjW7MkSZIkSZIkjVcHDzby7LMHWLXqMOvXV7JtW6KjctegcklJBocONQ/73pWVLaedC4KAvLxUiorSKSpKp6Agjde8poxly0ooLs6wm7IkSZKkccMAsyRJ0lkoMwU+dw28/2L43JNw/zaIhZCVAktLup9zoCEReJ5bACumQx9XJpQkSZIkSZKkM0ZFRTPPPXeQl146xPr1lWzdWs3evQ00Nnb0Obe+vn3Y68nISCInJ5UlS4opLEzrElhOJykpMuz7SZIkSdJwM8AsSZJ0FpuUCf91PdxxCXz6CchIhr7e295eDesPw556+IcroDR3dGqVJEmSJEmSpJEWhiG1tW0cOdJ8/PbQQ7v51rdeHfSazc2dpKcnndSVub9yc1MpLc1i9uxcFi0qZMmSSVxyyVRmz861m7IkSZKkCc0AsyRJkphTAHe+Bepa4Zl9sKWq9/EvHIRXDsFju+AtC+HjV0Be2ujUKkmSJEmSJElD1d7eyZo1FbS1xUhKihwPK1dUNNPeHjtpbDQ69P2ys1N6DDAHARQVpVNams2cOXmcc04hS5cWc8klUygpyTSoLEmSJOmMZIBZkiRJx+WmwQ3z4KKpiSDzntrTx9S1wtrDicdtMfjpBrh/G7zzfPibSyDNnzAlSZIkSZIkjRNhGLJvXwNPPbWfl146xLp1lWzbVsPBg43EYiErV07j2mtn9LpGUVE6kUhAPB4Ouo7U1CjRaEBxcQZlZTnMnZvPuecWcuGFk1m+fDJ5eemDXluSJElSzzo7O1m3bh3r16+nurqahoYG0tLSyM3NpaysjDlz5jB79my/ODgGjJdIkiTpNJMz4ZaFsLcOnt4Lh5tOPPfcfjj1ffqGdvj6Kvj5RvirZfCuJRCNjG7NkiRJkiRJks5ujY3tvPBCOc8/f5BXXjnC5s3V7NpVR3Nz952PAY4cae5z3Wg0QkFBGpWVLf2qIxoNmDw5g7KyXBYsyOf88yexfHkJF15YTEZGSr9fjyRJkqTB27BhA1/96lf5yU9+QmNjY69jc3NzWbZsGa997Wu58cYbOe+880apyrObAWZJkiT1aEYuvONc2Fad6Mi8tQo2V/U8vrIZPvckfG8N/N3l8Kb5icsfSpIkSZIkSdJwicXibNpUzbPPHmDVqkOsX1/Fjh01VFS0EA6wSfLhw30HmAGKi9NPCzBHIgGTJqUzY0bOSUHl5ctLyMw0qCxJkiSNhTAM+cIXvsDnP/95Ojo6+jWnrq6ORx99lEcffZS7776bVatWjXCVAgPMkiRJ6kMQwPxCmJMP31gNqVFoi/U+Z289fOBB+OZq+PsrYEXvV2CUJEmSJEmSpG7V1LTwzDMHefbZA2zdWsMrrxxh374GOjriw7J+bW0bbW2dpKb2/tH53Ln5pKUlMW9ePuedV8SyZSVccskU8vLShqUOSZIkScPjAx/4AF/72tdOOpeWlsaKFStYvHgxeXl5dHR0UFVVxfr163nllVdobW0do2rPbgaYJUmS1C/RCLxvOdy6KNFl+YHtEOujm8mGCrj9l3BpKXz6Slg0aXRqlSRJkiRJkjSxhGHItm01PPXUAV58sZxXX61g27YaqqpOBAmmTcviwIHeL/08GEeOtDB9ejYAyclRioszjt8mTUqnuDiD7OwUAi83J0mSJI1rd91110nh5eTkZD75yU9yxx13kJ2d3e2c9vZ2Hn74YX7+859z1113jVapAoJwoNfQkTQqgiDIAeqOHdfV1ZGTkzOGFUmSdLJt1fDpx+GZff0bHw3g9bPhk1fCNP9JkyRJkiRJks5ara2drF59iKefPsCqVYfZuLGKXbvqaGnp7HXezJk57N5dPyw1pKVFmTYtm7lz87j99kVcfPEUioszyMtLNagsSZI0AW3ZsoV4PHGVjkgkwoIFC8a4Io2FefPmsX379uPH99xzD7fccku/51dUVPDwww9z++23j0R5w2oE/86P2i9EBpilccoAsyRponjpAHzmCVhf0b/xaVG4ZSF87ArI9eqKkiRJkiRJ0hktDENqalo5dKiJj370SdasqeDgwUbi8YF/Tl1amsX+/QPrwByJBBQXpzNrVi4LFxZywQXFXHbZVJYsmURycnTANUiSJGl8MsCstWvXsnTp0uPHr3/963nooYfGrqARdiYEmJNGayNJkiSdmZZPg/tvgwe2wRefgb11vY9vjcGPN8BvtsGfLIH3L4e05NGpVZIkSZIkSdLI6eiIceRIM4cONR29NXP4cBPt7TEA1qw5MuAAcleNjR29Pp+Tk8L06dnMm5fP+edP4uKLS7jssqkUFKQPek9JkiRJE8Pq1atPOn7d6143RpWovwwwS5IkaVhcPw/eMBd++Cp89UWobO59fEM7fO0luHsTfOQyuHkhRCOjU6skSZIkSZKkwYvF4qxbV8Hjj+/jhRcOsXt3HX/0R4uprGyhtysAT56cOaQAc21tG9FoQCQSMHVqJrNm5XHOOYVceOFkLr98KvPm5RP1TUZJkiTprHTkyJGTjnNycsaoEvWXAWZJkiQNmyCAP14Cf3hOIpz87TXQ2N77nNwU+NtH4D9egL+9DG5ekFhHkiRJkiRJ0tjr6IixevVhnnhiPy+9VM769ZXs2lV/vKvyMStWTCUrK6XXtUpKMge8f15eKmVlOSxcWMDSpcVcemkJy5ZN6XMvSZIkSWeX5OSTL/28c+fOMapE/WWAWZIkScMuJSkRRv6zC+GfnoGfb4RTPs8AIDkCLZ2Jx3vr4Y6H4Jur4RMr4MqZo1qyJEmSJEmSdNZrbe3khRfKefLJRFh5w4Yq9u6tp7Oz567Kx5SXNzFvXl8B5owen4tEAkpKMpk9O5dzzy1i+fISrrhiGnPn5hOJ2PFAkiRJUu9KS0tPOv7hD3/Ixz/+cXJzc8eoIvXFALMkSZJGTHYq/OO18P6L4XNPwAM7IN7ls455BbCx8uQ5myrhnb+G5VPhkythScno1ixJkiRJkiSdDerr23juuYM8+eR+Vq8+zKZNVezf30A8Prj1EgHm/F7HTJ6cQRBAWloSpaXZzJ+fz/nnF3HppVO5/PKpFBamE3h5NkmSJEmDcNVVVxEEAWGYCCUcPHiQa665hm984xtcfPHFY1yduhMc+x9L0vgSBEEOUHfsuK6ujpycnDGsSJKkodtWBZ96HJ7dD+lRyEmDw009j48EcHUZfPIqmJ03WlVKkiRJkiRJZ5aGhjaeeuoATz65n127annqqQMcOtTEcH5UvGhRAW9/+4LTziclRSguzqCkJJOSkkyCIOC88wpJS0vuZhVJkiRpcLZs2UL86LfxIpEICxac/rOpzny33nor99xzz2nnly5dyo033siKFSu49NJLyc/v/cuXE8EI/p0ftW+VGmCWxikDzJKkM9mLB+An6+EXm/s3PjkCN86Dv18JxZkjW5skSZIkSZI0kTU3t/Pcc+U8/vheXnjhEBs3VnHwYOPxsHJubip1dW3Dvm9BQRof/ejFTJmSCCpPnpxJSUkGRUUZRCJ2VZYkSdLIMsAsgP3797N8+XIOHTrU45ggCJg3bx4rVqzgqquu4g1veAOTJ08exSqHhwHmURQEQQqQBaQDLUBjGIbtY1uVNHIMMEuSzgYPbocvPQ276/oeC5CeBG9bDB+5HLJTR7Y2SZIkSZIkabxrb4/x0kvlPProXl54oZwNG6rYt6+eo59h9ygtLUpra2zQ+0ajAVOnZjF/fj5LlxZz2WVTufLKUoqK0gkCw8qSJEkafUMJc35vLbR2jFRlZ4+0ZHjXkrGuArZu3cott9zChg0b+jU+KSmJG264gU996lNcdNFFI1zd8DHAPEKCIJgNXAssB5YCs4DCboZWA7uAtcBLwGNhGG4fpTKlEWWAWZJ0tghD+PF6+I/n4Uhz/+bkpiZ+8XnfckhNGtn6JEmSJEmSpPGira2T++7bwZ13bmLdugp2764nFhv4570lJZkcOtTUr7HJyRGmT89mwYJ8li6dzIoVU1mxYip5eekD3leSJEkaKUMJc35jFbR0jlRlZ4/0JPjLZWNdRUJHRwf/+7//y1e/+lW2bdvWrzlBEHDHHXfwr//6r0Sj0RGucOgMMA+jIAgWAX8MvBWY0/Wpfkzv+iJ2AHcDPwzDcNPwVSiNLgPMkqSzTWcM/mc1fOtl6O8VLIsz4L3L4E+WQDQysvVJkiRJkiRJo6mjI8ahQ00cPNjEwYONHDjQQFVVK2vWHOFXvxpaT6eysmz27Gk47XxaWpTp03NYuLCACy8s5oorpnHppVPIyvJyaJIkSRrfDDCPvfEUYO7qxRdf5OGHH+app57ipZdeoqamptfxt912Gz/60Y9GqbrBM8A81M0T1w96K/BB4NJjp7sZ2luRvY1/Dvg34JfheElqS/1kgFmSdLZq6YB/fTbRlbm/vyTOyIEPXQZvXgBeoVKSJEmSJEkTzb599TzyyB5yclJISYly8GAjR440E4+f/hFnRUUzX//62iHtN21aJrW17ZSV5bBoUQEXXVTCypXTuOiiyaSnJw9pbUmSJGksGGAee+M1wHyqnTt38uyzz/Lwww/zq1/9ioaG07/c+e1vf5v3vOc9Y1Bd/xlgHuymieDyHwGfAmYfO330vqeCBhJsPnWtncBngB8bZNZEYYBZknS2q26GLzwN926Bjnj/5iwqgi9dCxdMGdnaJEmSJEmSpMFqaGjj8cf38fvf7+PFF8vZuLGKmprEJcmuvLKUa66Z3uv8eDzkn//5Rdrb+/mmGZCRkcTMmbksXlzI8uUlXHVVKUuWTCItzbCyJEmSzgwGmMfeRAkwd1VfX88XvvAFvvzlL9M1Wjpr1iy2b99OJDJ+LwV9JgSYk0Zro2OCIHgd8B/AQk5+oV2DxQGnh5P7Ezw+Ni/scgwwB/gB8LEgCD4YhuHvBli2JEmSRllBBvzb6+GDl8Bnn4RHd0E3DWdOsrsWHt4Ju+vgiukwKXNUSpUkSZIkSZK61dkZZ/XqQ/zud3t59tkDvPpqJQcONNBTy6UDB07v/HWqSCRgypRM9uzpfmxqapSyspzjYeWrr57ORRdNJjV11D8aliRJkiYEv9c3PCbin2NOTg7/8i//wvTp0/nABz5w/PyuXbt49dVXWbp06dgVdxYY1d9SgyD4FfBG+u62fGoAuT+6BpdPXefYWucADwVBcG8Yhm8ZwNqSJEkaI9Nz4f/eCBsr4LNPwPMHeh57yTRIiSaCzHtqYUERXF4KuWmjVa0kSZIkSZLOVmEYsmtXHY88spunnjrAyy8fZvv2Wjr6e3kx4MCBRsIwJHFB255NnZrFnj0NpKREmD49m4ULC1m2bDJXXlnKpZdOISMjZagvR5IkSTprvGvJWFegsfbXf/3XfO1rX2Pr1q3Hz61evdoA8wgb7a/ZvokToeLuwstdfxNvAzYdvR0ADgHNR8+nARlACVBKopvzIqDrb+I9hZmDo3VIkiRpAlk8CX52Kzy/Hz73JGyoOPn5nFQ4r/jEcQhsroStVYnzl0yDTD+3kSRJkiRJ0jCpqWnhiSf289hje3nxxUNs2lRFfX37kNZsbY1RXd1KYWF6t89nZiYzbVo2CxcW8MlPpnL55VPJ9dv7kiRJkjQkQRBw7bXXnhRgrqysHMOKzg5jdZ2gUzsjA7QDjwGPAE8Aa8Iw7PfXkYMgiAIXAFcBrwOuAY41Je/jYuOSJEmaKC4thd/eBg9shy89DXvqEucvL4Vo5PTx8RDWHk50cL5gClw0BdK8WqYkSZIkSZIGIBaLs2bNER5+eDdPP32ANWsqiEYD9u1rGPa9DhxopLAwnbS0JKZOzTp6y2TatGxyclL67M4sSZIkSRq4/Pz8k45TUuyQNtLGMroRAHHgd8D3gN+EYdg42MXCMIwBq47evhIEQQ7wRuBdwLVH9zPILEmSdIa4fi68YQ78ZH3itqCw9/EdcXjxAPz3S3BhCbz/Ykg1yCxJkiRJkqRuVFU18/DDe3jssb289NIhtmypprU1dtKYmTNzhm2//PxU5s3LZ+nSYt74xjlcdtlUCgrSDCtLkiRJ0ig5ePDgSceTJ08eo0rOHmMR2QiAOuBbwH+FYbhvJDYJw7Ae+BHwoyAIyoAPAO8BckdiP0mSJI2+IIDbzoN3nAs7auCZfVDd0vP46hZ4dl9i3E83wHuXwbuWdN+5WZIkSZIkSWeHWCzOK68c5sEHd/PMMwdYu7aC8vKmPue1t8f6HNOdtLQos2blct55k7j00im87nVlLFpUSNQ3qSRJkiRp0JqamsjMzBzU3JaWFh544IGTzl1yySXDUZZ6MdoB5mrgy8DXhtJteaDCMNwDfCgIgk8DfwN8cLT2liRJ0sgLAphbALPzYVMlPLcPGtpPH/fc/hOX5Khohs89Cd9bAx+8DN6yILGOJEmSJEmSzmxhGFJe3sinP/0sL76Y6K7c1jbwMHJ1dWufY6LRgGnTsli4sJCLL57M1VfP4PLLp5KenjyY0iVJkiRJPfjJT37C97//fT7/+c9z9dVX93teGIbccccdHDly5Pi5888/nzlz5oxAlepqtAPMs8IwbBjlPY87Gpr+xyAI/nOsapAkSdLIiQRwziRYUAivHoYXD0BLZ+K5w42wrfr0OXvr4YMPwTdXw0cvh2tnjW7NkiRJkiRJGlkdHTEOHmxk374G9u1rYP/+Bhob2/nRjzbRcuzNo0FobY2Rk5NCff2Jb9IXFaUzd24eF144mZUrp3HNNTMoLs4g8JvzkiRJkjTinn76aa655hqWLFnCu9/9bm699VamTZvW4/iNGzfy0Y9+lPvuu++k81/60pdGulQxygHmsQwvdzVe6pAkSdLISIrAhVMSYebV5fByOTyzr/c5myvh3ffCRVPgH66EC0tGp1ZJkiRJkiQNn/r6NtasOUJ+fhr79ycCy4cONRGPhyeNC4KA0tIstm2rHfReGRlJnHtuEWVlOVx22VSuvXYGCxcWEI1GhvgqJEmSJElDsXbtWu644w7uuOMOZs2axbJlyygpKaGgoIC2tjbKy8tZvXo169evP23uRz7yEW644YYxqPrsM9odmCVJkqRRk5oEl0+HRUXw1L5Et+W+rC6Ht/4crpwBn7oS5hSMfJ2SJEmSJEkanF27arn//l38/vd7efnlw+zZU09qapSPfGR5n12PS0uz+x1gDgKYMiWTRYsKueSSKVx77Qwuu2wKGRkpw/AqJEmSJElDVVBQQFJSEp2dJ19pZ9euXezatavP+ZmZmXz+85/ngx/84EiVqFMYYJYkSdIZLz8dfvZWeGE/fO5JWF/R+/h4CI/vgWd+BNfPhb9fCSVZo1OrJEmSJEmSutfZGeellw7xwAM7eeqpA6xdW0FNTetp41pbY1RUtFBcnNHreqWl2T0+l5GRxJw5eVxwQTErV5byuteVMWNGTp+haEmSJEnS2Ljllls4cuQI9913Hw8//DBPPfUUe/bs6XNeWVkZt912G+9973uZPn36KFSqY4IwDPseJWnUBUGQA9QdO66rqyMnJ2cMK5Ik6czx4Hb40tOwu67vsQDpSfDWRfDRFZCTOrK1SZIkSZIkKaG+vo1HH93LQw/t5vnnD7J5czVtbbF+zb3xxtksWza51zFtbTH+6Z9eJAhg6tQsFi8uZPnyEl772jIuvXQK6enJw/EyJEmSJI2CLVu2EI/HAYhEIixYsGCMK9J4cOTIEbZs2cKOHTuoqamhqamJtLQ0cnJymDZtGkuWLKG0tHSsyxyUEfw7P2rf3DXALI1TBpglSRpZYQg/WQ///gIcaerfnJwU+OPz4f0XQ5qfX0mSJEmSJA2r3bvreOCBXTz22F5WrTrEnj31DPajzPPPL+Itb5nX4/NFRelMn55DfX0bK1dOo6ws1+7KkiRJ0gRmgFlnmzMhwJw0WhtJkiRJ40kQwG3nwdsXwzdfhm+uhrq23ufUt8PXVsHPNsJfXAjvXgpJ0VEpV5IkSZIk6YwSi8V55ZUj/P73e3nwwV2sWVNBdXXrsK2/b1/D8ccpKVFKS7MpLc1m+vRsSkuz7K4sSZIkSdIYG/UAcxAE/buu0/AJwzA0qC1JkqRuJUXhfcvhPUvhK8/BneugpbP3ORXN8IWn4cEd8AfnwNsWJwLRkiRJkiRJ6l57e4ynntrPb3+7k6efPsC6dZW0tHSSnh6lpWX4Pj5MSYkye3YuS5cWc/31sygry6W4OINIxDdvJEmSJEkaT4JwsNddGuyGQRAf1Q0TAWb74mnCCYIgB6g7dlxXV0dOTs4YViRJ0tmhpgW++DT8cjN09PKTa0oEUpKgsR3m5sNHLofXzzHILEmSJEmSBNDY2M6jj+7ht7/dxXPPHWTz5mo6enizpaAgbdDdl/PyUlmwoIDly0t4zWtmcO2108nJSRtK6ZIkSZImoC1bthCPJ37niEQiLFiwYIwrkkbWCP6dH7XUw1h1Jh6t1LTxEUmSJA1Ifjr86+vgjkvgs0/CIzsh3s1Pr6U5sLM28Xh7Dfz5/XBeMXziCrh8+qiWLEmSJEmSNOYqK5t54IFdPPzwHl544SA7dtQR7+5NlW5kZSX3K8AcBDB1ahbnnFPE5ZdP5Q1vmMmFF04mOdleRpIkSZIkTTRjFWCGkQ8Xj25raUmSJJ1RpuXA/94EWyrhU0/A8/tPPJeRBOWNp89ZdwRu+wVcPA3+4Qo4v2T06pUkSZIkSRpNYRhy5Egz//7vq/jxjzezb1/DkNbqTmpqlFmzclm6dBJXXjmd666byaxZuQReAkuSJEmSpAlvLAPM3TF0LEmSpHFlQRH87K3w0oFER+Z1R2ByFuyq7X58CLxwAG7+OVxZBp+8Eubkj2bFkiRJkiRJwy8eDykvb2TPnnr27Kln7956Wlo6Wb368JDCywA1Ne0A5OWlMn9+PsuWlXDttdO59toZ5OenD0f5kiRJkiRpnBlvAeauX5c2zCxJkqRxY/k0uO8d8OhO+MrzfY+PhfD73fD0XrhuDvzDSpiSPeJlSpIkSZIkDVkYhmzcWEVHR4z6+nb27Kln374G2ttjp42dMSNn0PuUlGRwzjlFXH75VF7/+pksX15Caup4+/hSkiRJkiSNhPHwDsCxoHIAxID9vYyVJEmSxtRrZsO1s+AXm+DLz8HBxt7Hd8Thvm3wu11w8wL4+BWQlzY6tUqSJEmSJPVHGIasW1fJr3+9ncce28srrxymrq6dG2+czbJlk3udO3VqJklJETo7472Oi0QCSkuzWLKkmCuvLOX662excGEB0WhkOF+KJEmSJEmaIMZDgDngRIg5AjQA/w38MAzD5jGrSpIkSepBEMBbF8PNC+H7a+FrL0FVS+9zWjvhpxsSYeZ3nAsfvAQyU0anXkmSJEmSpK7CMOTVVyu4997tPPbYPl5++TD19e2njduzp67PAHM0GqG0NIvdu+tPOp+cHGHmzBwuvHAy11wzneuvn8X06TkEQdDDSpIkSZIk6WwylgHmsMvjru9UnAN8HfinIAi+B3w9DMNto1mYJEmS1B/RCLznAvij8+C/V8F3XoFuPus7SWM7fOtluHsjvHspvHcZpERHpVxJkiRJknSWCsOQtWuP8Otf7+D3v9/LK68c6TawfKrdu+sJw7DP0PGMGTkcOtTE3Ln5LFs2mWuvncF1181k0qQMA8uSJEmSJKlbQRiGfY8azg2D4CPAXwIzj546tYCu72Ice+5R4GvAb8LRLlgaI0EQ5AB1x47r6urIyckZw4okSVJfmjvgy8/Cj9dDS2f/5hRnwnsvgj9ZkghES5IkSZIkDVU8nuiw/Otfb+Oxx/bxyitHaGjoO7Dcnfe9bylFRendPldcnEFZWQ6TJ2cwb14BubmpQylbkiRJkgZty5YtxONxACKRCAsWLBjjiqSRNYJ/50ftm8ijHmAGCBJftb4JeB/wOhIvuLtCjv1BHHtuH/A/wLfDMKwc6TqlsWSAWZKkiaumFb70NPxyM7TH+jfnkmnwhWtgXgHYmEiSJEmSJA1EIrB8hF/9ajuPPZbosNzY2DEsa99002wuumgyQRAwZUomZWU5lJXlMGNGDhkZycOyhyRJkiQNlQFmnW0MMA9HAUEwB/hr4E+APHoPMnP0+Xbg58DXwzB8YaRrlMaCAWZJkia+8kb43BPw0A6I9fFj99sXw9RsmJwJK6bDjFyDzJIkSZIkqXthGLJpUzW//OVWfve7vaxefYjCwnR2764ftj0KCtI455xCbrllHjfdNIfp07NJTU0atvUlSZIkaTgZYNbZxgDzMAqCIB14J/BXwPlHT/enK/MrwNeAn4Rh2DaiRUqjyACzJElnjp018JnH4cm93f+AOysP3nzK7xKlOYkg89TsUShQkiRJkiSNe7t21fKLX2zj4Yd389JLh6ipOfljsenTs9m3r2HQ6xcUpHHuuUVcccU0brppNsuWlZCcHB1q2ZIkSZI0Kgww62xjgHmEBEGwAng/8BYgmf51Za4G3hmG4YMjX6E08gwwS5J05nn1MHz2CVhVfvL5286F4szu58zOh8tLYVIPz0uSJEmSpDPToUON/OpX23nggV08/3w5R4409zo+MzOZpqaOfq9fWJjGOecUsXLlNG66aQ7LlpWQlBQZatmSJEmSNCYMMOtscyYEmMfldZ7CMHwGeCYIgsnAXwJ/BkztOoSTQ80BUADMBwwwS5IkaVw6fzLc83Z4dh98/inYWAHzC3sOL0Oie/OuGphbAOcWw8y8UStXkiRJkiSNourqFu6/fyf337+TZ545yP79A+um3NTUQV5eKrW13V+wtKgonXPPLWTFilJuumkWF11kh2VJkiRJkjR2xmWA+ZgwDA8Dnw2C4AskujF/GZhx9OljKe/x10JakiRJ6sXl0+GB2+DB7XCgAeq7/1zxuBC4fxvc8RBcPxf+fiWUZI1KqZIkSZIkaQQ1NLSzc2ctv//9Xv72bx9nqBdOzclJOR5gTgSWi7jiimnceONsLrposoFlSZIkSZI0bozrADNAEASpwDuA9wHTSeQ3Rq1FtSRJkjRS3jA3cX+wAZ7ZB/vrux8XD+G5/dARh3u3wsM74ZYF8JEVkJ8+evVKkiRJkqShaWnpYPfuenbtqmPnzloqK1sAiMdDkpOjtLfHBr12IrA8iT/+43O48cbZXHjhZFJSDCxLkiRJkqTxadwGmIMgmAW8F3g3UHDsdJchdl6WJEnSGWFqNty6CPbWJYLMh5tOfn5jBdS0njhu7YQfb4B7t8Ft58IHL4WM5NGtWZIkSZIk9S4MQ15++TBr11YwfXo2u3bVUV7eRNhNm+VIJKCsLJtt22r7vX5ubsrRDsul3HTTbC6+eIqBZUmSJEmSNGGMuwBzEAQ3AH8FvIFEYLm30PKx5/YC3wDuHPECJUmSpBEQBFCWBzNyYVs1PLsfalqgMw7PH+h+TmM7/O/LcNdGeM9S+Mtl4OeUkiRJkiSNnd2767j77q089NAuXnzxEPX17WRlJfO3f3sRQdD7BUZnzcrtNcCcmZnM4sWFrFgxjZtums2KFVNJS/MbzZIkSZIkaWIaFwHmIAjygT8l0XF55rHTR++767QcHD3/CPDfwH1hGMZHuExJkiRpxAUBzC+EuQWwqRK++nwiqNybmlb4yvPwo3Xw3mXwzvMhGhmdeiVJkiRJOpvV1rbym9/s4N57d/DMMwcoL286bUxjYwcVFS0UF2f0utasWbknHaelRZk/v4DLLpvCDTfM5jWvmUFmZsqw1i9JkiRJkjRWxjTAHATBRcD7gD8A0uhft+U64HvA18Mw3DbSNUqSJEljIRLAOZPgn14L2U/Br7dARx9f2TvUBJ9+Ar6zBu64BN6yMBGIliRJkiRJw6O9Pcbvf7+XX/5yG48/vo+tW2sIu2vFc4qdO+v6DDBPnpzB+edP4oILinnDG2Zy3XUzyc9PH6bKJUmSJEmSxpcg7M+7KsO5YRCkkAgsvw9Yfuz00fueui0DrCPRbfnOMAybR7RIaRwIgiCHRGAfgLq6OnJycsawIkmSNJYO1MPnnoKHd0C8nz/CLyiED18Or51lkFmSJEmSpMEIw5A1a45wzz1beeSRPaxdW0FbW2zA68ybl8dtty067Xx6ehKzZuUya1Yus2fnUVCQRuAv8ZIkSZI0YFu2bCEeT3SEikQiLFiwYIwrkkbWCP6dH7U3JsaiA/N+oPDo476Cyx3AL4D/DsPw6VGoTZIkSRqXpuXAN2+E7dXwmSfg6b3d/xDd1ZYq+H+/gaWT4RNXwCWlo1KqJEmSJEkT2r599fziF9v47W938sIL5dTVtQ95zd2764nF4qSlJVNWlsPs2YnQcklJpoFlSZIkSZJ0VhqLAHMRiaxFwOmZi2Pv0BwEvgn8bxiGh0exNkmSJGlcm1sAd74F1hyCzz0Jq8v7nrPmMPzBPXBZaSLIfN7kka9TkiRJkqSJoqmpnQcf3MU992xj7doKNm6sGra1CwrSOP/8Iq6+ejq3376YWbNyiUYjw7a+JEmSJEnSRDUWAeZjTg0xB0AMeBD4JdAJXDcc3zoPw/AHQ15EkiRJGkeWlsAv3g7P7IXPPQWbK3sfHwLP7oc3/wyuLoNPrEyEoSVJkiRJOtuEYciqVYe4666tPPLIbtavr6Sz80TPnfz8VGpq2ga1dnp6EosXF7Jy5TTe9Ka5rFgxjZSU6HCVLkmSJEmSdMYYywBzcMo9QAS44ehtOBlgliRJ0hlpxQx46Hb47Tb4p2dgT13v42MhvHoE3vAjeP2cREfm0pzRqVWSJEmSpLFy+HATd921hd/8ZgcvvFBOXV17j2NzclL6HWCORgNmz87jssumcsMNs7jhhllkZ6cOV9mSJEmSJElnrLEMMHdn6O2WTxf2PUSSJEma2G6YB9fPhZ9vgH97Hg419Tw2FkJHHO7fBr/bCTfNh4+tgOLM0atXkiRJkqSR1N4e43e/280992zj97/fx65dfXzjt4uOjnivz0+dmsVFF03m9a+fyZvfPIfS0myG44qikiRJkiRpaHbv3s2sWbOGvM6SJUtYs2bN0AtSr8ZbgHm4w8a+WyRJkqSzRhDAH5wLb10E31kDX18FNa0njynJPDnc3BaDezbBA9vhrQvhw5dDbtqoli1JkiRJ0rCIxeJ85Sur+OUvt/HKK0doa4sNap2KimaCAMKjn1rl5aVy/vmTuPrq6bzlLXM577xJRKORYaxckiRJkiTp7DPeAszDGTi287IkSZLOSklR+POL4E+WwNdegu+ugYajV8Zt7eGz2+YO+OE6+NUWeMe58DcXQ5ZXvJUkSZIkjXM1Na1s317Djh117NxZyw9+sIEtW2qGtGY0GmH58slccEExb3rTXK68spS0tPH2kZokSZIkSeqPaDQ64DlJSb4PMBrG8k/ZgLEkSZI0glKT4EOXwV9eBF9+Dp7YAzv6+Ay3oR3+92W4ayP88RL4q4sgLXl06pUkSZIkqS/t7TF2765jx45atm+vpaqq5aTn58zJG3CAOQhgxowcLr64hBtvnM2NN86mqChjOMuWJEmSJElj4KqrruLxxx8f6zLUg7EKMA9np2VJkiRJvchMgU9fBTUt8E/PwC82Q3sfV9GtaYWvvgA/Xgd/diH86dJEZ2dJkiRJkkZTVVUzd9+9lV/9ajtXXz2d9vY4sVi8x/Fz5+b1a928vFSWLi3mNa+ZwS23zGPhwkIiET++kiRJkiRJGi1jEWD+7BjsKUmSJJ318tPhn18Lf3spfOEp+O126Oz5M18AKprhi0/D99bCXy2D286FaGR06pUkSZIknX3i8ZBnnz3Az362hUce2cPWrdWER6/pGYuFXH751F7n5+enkZ+fSk1N20nnk5MjLFhQwBVXTOPmm+dy9dXTSU31crCSJEmSJEljZdTfmQnD0ACzJEmSNIYmZ8F/XQ8froPPPwm/2wXxsPc5BxvgH34P33oZ7rgE3rIwcYldSZIkSZKGqrKymZ/9bAv33rud554rp6Ghvdtx27fX9hlgBpgzJ49Vqw4zdWomy5aVcP31s7j55rmUlGQNd+mSJEmSJEkaJL9aLkmSJJ2lZuTCt94I26rgs0/A0/ugjxwze+rggw/D/6yGv7sUXj/HILMkSZIkaWDi8ZBnnjnAz362mUce2cO2bTXHuyz3Zu/eetrbY6SkRHscU1KSyQc/eBHz5+ezdOlkkpK8jJAkSZIkSdJ4ZIBZkiRJOsvNK4Q7b4G1hxMdmV862PecrVXw5/fDecXwz6+Bc4pHvk5JkiRJ0sRVUdHEXXdt5Ve/2s5zzx2ksbFjwGvEYiG7dtWxYEHB8XMZGcnMnp3L3Ln5zJmTR3Z2ynCWLUmSJEmSpBFigFmSJEkSAEsmw91vg+cPwBeehHVH+p6zrw4e2A5bquDy6eDVeCVJkiRJALFYnGefPchPf7qZ3/2u/12W+7J/fyOvfe1M5s7NY+7cPKZMySIS8dJAkiRJkiRJE80ZF2AOguDjwPIup7aEYfjxsapHkiRJmmgunQb3vQMe2wVffBq2VfcythSiEdhTl7jNyU8EmYsyRq9eSZIkSdL4UF3dwj33bOWee7ZRXt7Iq69WDnnNaDRgzpw8rrhiGm95y1yuvXYGGRl2WZYkSZIkSZrozrgAM9AO3AyEQAB0BEHwL2EY1oxpVZIkSdIEc+0suGYm3LcN/vXZREC5q6J0WFB48rkdNbCzBuYXJoLMeWmjVq4kSZIkaZSFYciaNUf40Y828eCDu9i0qZp4PNFmedq0wV+iJz8/jQsvLOYNb5jFrbfOp6wshyCwy7IkSZIkSdKZ5IwJMAdBEAVmAm885akk4Grgl6NckiRJkjThBQG8cT7cNA9+vhH+/Xkob0w8d1lp4vlThcCWqkTn5nMmwcXTICd1VMuWJEmSJI2QlpYO7r13O3fdtZUnnthPZWVLt+MOH24iGg2IxcI+14xGA+bOzePKK0u55Zb5XHPNdFJTz5iPsCRJkiRJ49ym3/6EWHv3v9+q/6Ip6Sy64R1jXcZJnnjiCZKSBv4ew+rVq1myZMkIVKSuxt27P0EQxIZhmVPfDSsbhjUlSZKks1YQwB+cA29bDN9bA7/aArPze58TD2HdEfjKc7B4EnxsBUzKHJVyJUmSJEnDaPfuOu68cyO/+c0OXnnlCB0d8T7ndHaGTJmSSXl5U7fPFxQkuixfd90sbr11HmVluXZZliRJkiSNiVh7C51trWNdhkZILDbwSGoY9v2FbA3duAswA8P17lTYw2NJkiRJgxQJ4D0XwLuXwq5aeHYfVDT3PL68ATZWJm6/3Q5vXQgfvhxy00arYkmSJEnSQHV2xnniib385CebeeSRPezd2zCodZKSIl0eB8ydm8/KldPssixJkiRJkqRxGWCGoQeOTw1BbxniepIkSZK6CIJEB+ZZebCtGp7dDzXdXFXp2f0nHjd3wA/XJbo333Ye/M3FkJkyaiVLkiRJknoRhiGVlS1s3VrDt7+9ju9+d/2wrPma18zgDW+YxVvfOp+ZM3PssixJkiRJkkbNVVddxeOPPz7WZagH4zXADEPrxNw1AL0XeHiItUiSJEnqRhDA/EKYWwAbK+CFA1DflnhuXx3sqz99TkM7fHM1/HwD/MkSeN9ySImObt2SJEmSpESn5T176tm6tZqtW2uoqUlcLjc/P3VQ60UiAbNn57JyZSlvfes8rr12BunpycNZsiRJkiRJks4Q4znAPNAuzMcCz2GX44PAG8MwjA9bVZIkSZJOEwng3GJYWATrj8Dz++GZ/b3PqWmF/3gBfrQO/uJCePdSSDLILEmSJEkjpr09xq5dtTQ3d7J1aw07dtTS3h47bVx2dgpTpmRSXt7U55qZmcksXTqJ666bxdvfvoD58/PtsixJkiRJmlCiKeljXcIZwT9HDdR4DjAPVNfAcwCUA0vDMKwco3okSZKks05SBJaWJDoyr6+AB7ZDZx9fJ6xohi88Dd9dC+9bBn94LkQjo1OvJEmSJJ3pqqqa+elPt3DPPVt57rlyJk/O4F3vOqfPefPm5fcYYC4tzeLyy6dy883zeOMb55CVlTLcZUuSJEmSNGoW3fCOsS5BOiuNxwDzXgbWfTkKFAFpR4+PzS0BHgqC4OowDBuGsT5JkiRJfchKga9dD3tq4fNPwaO7IN7HT/kHGuATv4f/fRn+5hJ4y0KwaZckSZIkDdyGDZX88IcbuP/+XWzcWEm8yxdL9+6tp6Wlg/T05F7XmD8/jyefTFxaJyUlyuLFBVx7bRl/+IcLuPDCyUT95qkkSZIkSZKGYNwFmMMwnDnQOUEQRIAVwFeAZSRCzAGwFPgmcNvwVShJkiSpv8ry4P/eCFsr4bNPwjP7+v624u46+ODD8D+r4G8vgzfMMcgsSZIkSb3p7Izz2GN7uPPOTTz66B4OHuy+czJAGMK2bbWcf/6kXtcsLc3hjW+cw+tfX8att86npCRruMuWJEmSJEnSWWzcBZgHIwzDOPBUEASvATYCUzkRYn57EAQfD8Nwz1jWKEmSJJ3N5hfBj26BtYfhc0/AqvK+52ythr+8H86ZBB++DK6eaZBZkiRJko6pr2/jrru2cNddW3n66QM0NXX0e+7WrTXdBpgzMpKZPz+f+fPzmTMnj9TUM+JjJEmSJEmSJI1DZ9Q7T2EYNgRB8FPgQ5xo7BYAVwPfH6u6JEmSJCUsmQz3vB2e2w9feArWH+l7zoYKeNe9cEEJfORyuHz6yNcpSZIkSePRzp21/PCHG7n33u2sXVtBLNbXNW66t317LbFYnGg0QklJJvPnFzB/fj5Tp2YRifjNUUmSJEmSJI28MyrAfFR3nZZLRr0KSZIkST26rBTufwc8tgu++DRsq+57ziuH4K8fgDn58LEVcNHUka9TkiRJksZSLBbnuecO8sMfbuShh3azZ0/9kNecNCmdSy6ZwrXXzuDCC0vIzU0dhkolSZIkSZKkgTkTA8zZ3ZxrGPUqJEmSJPXp2llwzUy4byv8y3Owt67nsSWZcKgJqlrg1rvh0mnw8ZVwfvGolStJkiRJI66trZP779/JnXdu5JlnDlBT00ZHR3zQ6wUBzJ6dx9VXT+ftb1/A1VdPJyUlOowVS5IkSZIkSQN3JgaYX9fNuRdHvQpJkiRJ/RIE8MYFcNN8+PlG+I/n4WDj6eNaYycex0N4dj/c/FNYOQM+fgUsLBq9miVJkiRpOFVXt/DTn27m7ru38uyzB2lrO/ELUGlpFvv3d/NLUi9SU6Ocf/4krrtuJrfdtoiFCwsIgmC4y5YkSZIkSZIG7YwKMAdB8GHgaiAEgqP3j4RhuGos65IkSZLUtyCAPzgH3rYYfrAWvvYSVDQnnpuSBeXdfF4fC+HxPfD0vkQn509cAbPzR7VsSZIkSRqUPXvq+N73NvDrX29n7doK4vGw23GRSP+CxwUFaSxfXsKb3zyHt799AYWFGcNZriRJkiRJ0oTzxBNPkJQ0uJjsjh07KCsrG+aK1NW4CzAHQfCpAU6JApOBa4C5pzzXDrza15phGH5ugHtKkiRJGiGRAN61FG4/D76zBr6xCpo7ep/TGYdHdsLju+F1s+ETK2F6zigUK0mSJEn9FIYhr7xyhO9+dz2//e1Odu6s69e8imPf7OxGWVkOK1dO421vW8DrX19GWlrycJUrSZIkSZJ0RojFYn0P6kYYdv9lcw2fcRdgBj5DonPyQB1rQRB2eZwCfKgfcw0wS5IkSeNMchT+4iJ41xL4n9Xw7Vegvq33OR1x+O12eHQXXD8XPrYCpmSPTr2SJEmSdKrOzjiPPrqHH/5wIw8/vJuKipYBr9HSEmPSpHQqKlpISYmwaFEhr3lNGe94xwIuuGAy0WhkBCqXJEmSJEmSRtZ4DDAf079rop1wLPTcdV5/1jAmL0mSJI1jqUlwxyXwFxfCf70I318LjX10ZG6Lwa+2wIM74E3z4SOXw6TM0alXkiRJkmprW3n11Qre9KZfUVfXxzcx+5CdncIll0zhqqtK+YM/WEhpaTZBMNCPUCRJkiRJks58M2fOtHPyBDKeA8xD6cLc3zV8h0+SJEmaINKT4SMr4H3L4d+ehx+tg5bO3ue0dsLPN8J92+CWhfDhyyAvfXTqlSRJknT2CMOQiopmNm+uZtOmasrLGwEoKEgbVIC5uDiDyy6bylvfOo83v3kuOTmpw12yJEmSJEmSNKbGc4B5OMLFva1hzF6SJEmagDJT4JNXwt9cAv/6bCKg3NpHkLm5A+5cl+jK/PbF8MFLwc//JUmSJA1FGIYcONDIpk1VbN5cTVVVy2ljFizIZ9euuj7XCgIoK8vh6qun84d/uJBrrplBSkp0JMqWJEmSJEmSxoXxHGA2YCxJkiSpRzmp8Plr4G8vhS89A7/cDO2x3uc0tsN31sDdm+AvLoQ/vwjMBEiSJEnqry1bqvjudzfw619v521vm08k0nsvloULC3jwwd3dPpeUFLBoUSGve91Mbr99IUuXTu5zPUmSJEmSJOlMMV4DzL5DJ0mSJKlf8tPhX14LH74M/vFpuG8rdMR7n1PfBhsqEmHm5VPh/GJINsgsSZIk6RRhGPLyy4f5znfWc999O9i7t+H4c6tXH2b58pJe5+fmplJSksmhQ00ApKcnccEFxdx442xuu20RZWU5BIEfiUiSJEmSJOnsMx4DzO8e6wIkSZIkTTyTMuE/roOPXA5feAoe3A6xHq7rUpQB8wqgpQOe3AOry+HiqXBuMSRFRrduSZIkSeNLPB7y5JP7+N73NvDgg7s4fLi523GbN1f3GWAGuOiiyXR2xrj55nm8/e0LKChIH+6SJUmSJEmSpAln3AWYwzD8/ljXIEmSJGnimpoNX78B9tTC55+CR3dB/JQg82Wl0LXJWVM7/H43rDoIl5TC4iKIGmSWJEmSzhodHTEeeGAXP/jBBh59dC+1tW19ztm1q46Wlg7S05NPey4pKcLcufksXFjARz5yMRkZp4+RJEmSJEmSzmbjLsAsSZIkScOhLA/+742wvRo+/yQ8sQdCYHImzM7rfk5DO/xu59Eg8zRYUGiQWZIkSTpTtbR08ItfbOPHP97EE0/sp6mpY0DzwxC2bKlh6dJiANLSkpg/P59FiwqZMyePlJToSJQtSZIkSZIknREMMEuSJEk6o80tgO/fDJsq4fNPQEn2yd2Xu1PbCt9dA8/vh/dfDG9b3PccSZIkSeNffX0bP/vZZn78480899xB2tpig14rEglobY2xfHkJCxcWMnNmDlG/ASlJkiRJkiT1iwFmSZIkSWeFRUXw47dCYzu8dBBePQzxsOfxz+6H/fXw4d/B11fBBy+FN803yCxJkiRNNJWVzdx991a+//0NrFp1iM7OXn4R6ENycoRzzink+utn8Ud/tJhFiwoJ/CVBkiRJkiRJGjADzJIkSZLOKlkpcM1MuGgKvHgANlScHmTeV5cILx+zqxY+8CB87SX40KVw3RyDzJIkSdJ4dvhwE9/73gZ+/vPNrFlTQWlpFnv3NgxqrbS0KEuXFvPGN87h9tsXMWNGjqFlSZIkSZIkaYhGNcAcBEFWGIaNo7lnD3VkhmHYNNZ1SJIkSRo7Oanw2tmwbCo8vx82V0IIhGGi+3J3tlbBX9wPi4vgw5cngtDmFiRJkqTx4cCBBr773fXcdddW1q2rIOzyRcXy8iaSkoJ+d1/Oykpm+fISbr55Hu94xwImTcocoaolSZIkSZKks9Nod2DeFQTBl4GvjUWAOAiCDOADwIeASaO9vyRJkqTxJy8N3jAXLp4Gz+2Hh3ZAeR9fu9xYCe++F84vho+sgJUzRqdWSZIkSSfbs6eO73xnPffcs5WNG6tOCi131dERZ9q0LA4c6PmH/fz8NC6/fCq33jqft751HtnZqSNUtSRJkiRJkqTRDjAXAl8EPhoEwbdIBJn3jfSmQRBMA/4a+HMgb6T3kyRJkjTxFKTDjfMgIwnWHYadtX3PefUIvPOXcOEU+OjlcEnpiJcpSdL/Z+++w+yqyr6Pf/eZTCZ10ntvTHrvAQLSQUGpCgoiKFWKYH2Ux4JgBakq+AICAtKRIvIoUkJ6JyFMeu9t0qeu94+TMplMDXNmzky+n+vaV85eZ6297wknmuz9O/eWpGPe0qXb+ctf5vLyy4vIzNxW7nWx2JGPT2ndugEnnNCBL3+5N+ec05369VMrs1RJkiRJkiRJJYhCSe0IEnGyKCog/lTmaP+vBcB/gCeA1yuzK/P+bsufB74OnAbE9p8XIIQQUirrXFIiRFGUDmQd2M/KyiI9Pb0aK5IkSTp2hACvZcLvJ8HKHeVbExHv4vz9sTCsfULLkyRJko45mZlbePTRj3nttcUsXrz9qI5Rt26MvLxAhw6NGD++I1/5Sh9OPbULdet6u0CSJEmSpJouMzOTgoICAGKxGBkZGdVckZRYCfzMH9kFIEGqK8AMhcLE+3/NAd4F3gHeA+aGChQXRVEEDAROBE4HTgEOPN+t8LkiDDCrBjDALEmSVP1CgOc/gT9MhrUlP2n6MLEIRneAH4yDQW0TW58kSZJUm+XlFbBkyXZ+8IMPePXVxZ/pWF27pnPKKZ257LK+HH98B1JTvUUgSZIkSVJtYoBZx5raEGCuU1UnKkbRIHMacOb+DWBfFEWfAJnAamA9sId40Lku0BBoA3QEegN9gHqFjl/4N7HqUtqSJEmSao0ogkv6wUV94emP4YGpsLGM58YUBJi4Gr70PIzrBN8fB/1bV029kiRJUk2Xl1fA0qXbmT9/C59+upXs7DxSU2MVPk4UQffuTTj11K5cfnlfRo5sR506FT+OJEmSJEmSpMSo6gDzm8A5HB4oLvy6cOi4PjAMGFqO4xaX+C4utHxg3hvlOKYkSZIkAfGuypcPhEv7wRNz4OHpsGVv6WvyA3ywEj5aBSd3g9tHQ59WVVOvJEmSVJPk5xewdGkW8+dv5tNPt7JvX95h7/fq1ZTU1Bi5uQWlHieKoFevZpx+ehcuv7wfQ4e2ISXF0LIkSZIkSZKUjKo0wBxC+EIURWcC9wIZHBkyLrofUf521GV1WY6AT4HvhBDeLucxJUmSJOmgOilw9VC4YhA8MjO+bd9X+pr8AAs2weefg/Fd4Afj4LgWVVOvJEmSlKw+/XQLjz46l+zsfDp2bHxEaLmw1NQUevVqyiefbD3ivVgsIiOjGWec0ZXLL+/HoEGticWq7CmXkiRJkiRJko5SVXdgJoTwdhRF7wCXAz8Buh14q9C0aP9+WaHkog6sK7wPsAz4OfBUCKH0Fg2SJEmSVIbUFLhhBFw9JN6N+bHZsCO7+Ll1Y7BpN+QVwH+Wwfsr4HNd4QfHQ49mVVm1JEmSVL0WLtzKo4/O5eWXF7F0aRYArVrV5/rrB5e5tk+fFgcDzCkpEX36tOCss7px+eV96devJVFkaFmSJEmSJEmqSao8wAywP0T8RBRFTwIXATcDow+8TfHB5eKuPpbUwfnA3KnEuz2/GELI/0xFS5IkSVIRaXXg1tFw7TB4cBo8MQd25Rw+p3VDWL3z0H5eAbyzFP67HE7pFu/I3M0gsyRJkmqpJUu288gjc3jppUUsWbL9iPc3bdrLxo17aN26QanHOe64ZgwZ0pqzzurGFVf0o1evZoaWJUmSJEmSpBosCqGiTY4TI4qivsAVwPlAjyJvl1Zk0SuUK4CXgCdDCHMrr8KaJYqiTsAIoAvQENgHrAcWAnNCCCX0hyvzuB2AkUAHoAGwBsgMIUyvjLr3n6M/0H//OfKB1cCsEMKSSjp+CjCG+OesHZC1/xwfhRCOfAZhNYmiKJ14bQBkZWWRnp5ejRVJkiSpLHtz4Q9T4Km5sDsX6qVAfoDcUp4DUzcFTu0GPxwHnZtWWamSJElSwixblnUwtLxo0bYy548f35GTTupU7HvNm9enf/+W9O3bgjZtGhhaliRJkiRJxcrMzKSgIH5TLhaLkZGRUc0VSYmVwM98lV2AS5oAc2FRFPUCPkc8gDsI6AY0L2bqdmAZMBeYBvw3hLCgispMOlEUxYCvAjcBw0qZmgtMBO4OIfyrnMceCfwCOBWIFTNlMXA/8GA4yg9VFEWXAd8DBpYwZSLw8/LWXMzx6wI/Ar5FPLhcVA7wBvD9EMLiozlHZTLALEmSVHPtzoF7JsP7K2BROb8iVzcFzugB3x8HnfxrnyRJkmqYFSuyePTRubz44kIyM8sOLRfWsmV9rr9+0MFwcvPm9enXrwX9+rU0tCxJkiRJksrFALOONQaYq1AURfWAxkAakA3sCiHsrd6qkkcURV2BZ4HRFVj26xDCD8px7NuBu4E65Tjm/wGXhBDKfYV6/3/bx4Evl2N6AO4BvluRoPT+35+XgSHlmL4L+GYI4bnyHj8RDDBLkiTVfDuy4feT4Ln5sC+vfGvSUuCsnvC9sdDBv/5JkiQpia1atYO//OVjXnghkwULjv7hdnXqxPjxj0cxblxH+vVrQdu2DQ0tS5IkSZKkCjHArGNNbQgwlyeQmhRCCPuAfdVdRzKKoqgf8G+gbaHhAmASMA/YCDQAugCjgOKfxVf8sb8J/LbI8GxgArAb6AOczaHP0mnAC1EUnRlCKGdEg79weHg5EA9CzwHqAiOBMQdKAm7bf+7/LefP0AR4a3+tB+wBXgeWAi2AU4Ae+99rBDwVRdHmEMK/y/kzSJIkSUdIT4OfnQS3jobfToQXF5QdZM7Oh1cz4Z+L4exe8INx0LZRVVQrSZIklW3Nmp0HQ8vz52856uPUqRPRt29LPv/57nz96/3p2bOpoWVJkiRJkiTpGFJjOjCreFEUtQJmAh0LDT8NfD+EsLaENUOAK4CNIYS7Sjn2QGA6kLp/KBv4RgjhmSLzugOvAf0LDd8VQvifctR/HfBwoaFVwLkhhNlF5p0GvAA02T8UgDNDCO+U4xx/By4uNPRf4OIQwuZCc1KAW4HfcOgbBNuB40IIm8o6RyLYgVmSJKn22bYXfjMRXloQDyqXR7068Ple8P1x0LphYuuTJEmSirNp024ee2w+zz67gCVLtrNrV+5RHSclJaJv3xZ8/vPdueKKfhx3XHNDy5IkSZIkqVLYgVnHmtrQgdkAcw0XRdHfgEsLDd0SQrivko79OvD5QkOXhxCeKmFuS2A+0Hr/0B6gRwhhfSnHb0C8A3Kb/UP7gEEhhIUlzB9PPHx84A/IzBDCsDJ+hmHEQ9gHfAIMDSFklzD/DuBnhYbuDSF8p7RzJIoBZkmSpNpr6x741UfwSibklDPIXL8OnJsB3xsLLRsktj5JkiQpKyubJ5+cz9NPf8L06RsoKIjfS+jSpTErVuws93FSUiJ6927OOed058or+5ORYWhZkiRJkiRVPgPMOtYYYFa12t+VuHAH4kdCCNdU0rEHA7MKDX0QQhhfxppvAP+v0NDvQwi3lzL/ZuAPhYZ+HkL43zLO8STwtUJDXwghvFHK/FeALxYa+lwI4b+lzE8FFgA99g/tAzoV7tZcVQwwS5Ik1X6bdsOvP4LXFpY/yNwwFe4/E8Z1gvqpZc+XJEmSymv37hyeey6Tv/51HpMmrSUv78j7B+3aNWTdut2lHicWi8jIaMY553Tn61/vT9++LQwtS5IkSZKkhDLArOqyfft2pk2bxvLly9m+fTu5ubk0bNiQli1b0q1bN3r37k3z5s0r/bwGmFWtoij6N3DK/t0dxDseV0rQNoqiXwI/KjR0SQjh+TLW1APWAU33D60IIXQtZf5HwNj9u/lA5xDC2jLOMRqYVGjoyRDCFSXMbQRsBtL2Dy0IIfQt7fj71/0AuLvQ0DdCCI+Xta6yGWCWJEk6dmzcDXdPgNcXQm5B6XP7tIQzekBqDIa0g2HtoF6dqqlTkiRJtU92dh6vvLKIxx6bxwcfrCY7u+xv1jVoUIc9e/IOG4vFIo47rhlnn92Nr3+9P/37tzS0LEmSJEmSqowBZgEsX76cbt26febjDBo0iNmzZ5f4fgiB559/noceeogJEyZQVg63W7dujB07ljPOOINzzjmnUgLNtSHA7G3uGiqKom7A5woNvVzJXYLPLfQ6B/hHWQtCCPuiKHoD+Or+oS5RFA0OIcwuOjeKolbA6EJDE8sKL+8/x+QoilYDHfcPnRNFUUoIobir6mdwKLwM8GJZx9/vBQ4PMJ8HVHmAWZIkSceO1g3h3jPg+2Phro/gzUWQV0yQOQJGdYi/zi2AqWtg9noY2g6GtDXILEmSpPLJyyvgrbeW8Je/zOPf/17B3r15ZS8qpGXL+qxcuZMogl69mnHWWd248sr+DBzYytCyJEmSJEmSarU1a9bwta99jf/+97/lXrNs2TKWLVvG3/72Nx544AFuvPHGBFZYc3h7u+b6Mocn3V+qrANHUdQU6F9oaFYIYV85l0/iUIAZ4ERgdjHzxgGxQvsTK1DiJOCi/a9bAP2AucXMO6HIfrnOEUJYEkXRRqD1/qETK1CbJEmSdNTaNob7z4QfjIO7JsA/Fx8eZO7TCprWO3xNTj5MXg2z1sWDzIMNMkuSJKkYBQWBd99dyaOPzuWf/1zGzp05R3WcKILmzetx7rk9uPLKAQwe3JpYzNCyJEmSJEmSklNKSkqF19SpU/wN1/Xr13PSSSexePHiw8Y7duzI6NGj6datGw0aNGDHjh2sW7eO6dOns2TJkjI7NB+rvK1dc40usj+jEo/dp8j+rAqsnVnGsSrrHBcV2u9D8QHmz3KOWcQ7OAM0i6KoTQhhQwXWS5IkSUetfWN48CxYlRUPMv9rCQRgVPuS12Tnw6TVMHMdtGwAZ/aE9LSS50uSJOnYkJOTz8KFW3nrrWV8//sfHPVxunRJ5/TTu3Dllf0ZObIdKSmxshdJkiRJkiRJ1Wj8+PG89957lXa8q6666rDwcs+ePbn//vs588wzS3wy2bp163jppZd4+umnmTJlSqXVUhsYYK65hhd6vS2EsA4giqJ2wOXAeUBXIB3YDCwB/g94OoSwuoxj9y6yv7ICdRWdW/RY1XWObGDjZzyHAWZJkiRVqU5N4I/nwIrt8OICqF8nHlQuze5ceOB9+MWH8OV+cPNIaGSQWZIk6ZiSl1fAkiXb+fjjTWRmbiM3N58QAi1b1mfz5r3lPk779g353Oc6c8UV/TnppE7UqWNoWZIkSZIkScemCRMm8NZbbx3c7969O5MmTaJly5alrmvXrh033ngjN954I5MnT7YbcyEGmGugKIqaAIV7r23YP341cC/QqMiShkAX4HPA/0ZRdA9wRwihpOhDhyL7ZQWeC1sP5AMH+q53TMA5is4tzznWhIr9yS/vOSRJkqSE69IUbhsD+/LiHZZnrYecEv42P3cD7MmNv35kJvx9PnylP3x7hEFmSZKk2qygILB8eRYff7yZBQu2sG9f3mHvR1FE//4tee+9VaUep1Wr+owf34nLL+/LGWd0o27dij9iU5IkSZIkSaptXnrppcP277zzzjLDy0WNHj26Mkuq8Qww10zNi+zvjKLoR8Avy7G2HvAjYFAUReeHEHKKmdO46PHLW1gIoSCKot3EOz/DkWHqz3yOYuYecY4oiupzKERd0eOX6xySJElSVatXB8Z2gqHtYPpamL0ecgsOvZ+bHx8vLCsb/jQDnpsPl/aHG0dAw7pVW7ckSZISY+vWvTz22DxeeCGTL32p1xGh5aL6929RbIC5adM0jj++A1/7Wl8+//nuNGjgXxglSZIkSZKkwmbMmHHY/mmnnVZNldQeBphrpiZF9jOAO/e/zgb+ADwDLAZSgf7At4CvAdH+eecAvwFuKeb4DYvs76tgffsoO8D8Wc5RdG5x56iMn6Gsc1RIFEVpQEV63hUNeUuSJElAPMh8fGcY1g5mrDsUZJ67EfaUkFnZvg8eng7PzoPLBsANw8FciiRJUs2zd28uzz33Kf/v/81j8uS15OfHHzzXtWs6ffq0KHVtixb1adeuIevW7aZx41RGj27PV77SmwsvPI7GjX1chyRJkiRJklSSjRs3Hrafnp5ewkyVlwHmmqlomPbAn4QdwOkhhClF3v8I+CiKon8BTwGx/eM3R1H01xDCrCLz6xfZz65gfYXnFz1WZZyj6NzizlGZP0NJ56ioHwL/WwnHkSRJkgConxoPMg9tB1PXwKMzy16zbR88OA2e+Ri+OhCuG2aQWZIkKdnl5RXw5ptL+POf5/Lf/65k3778I+bMm7e5zAAzwMUXZ9CrVzMuvbQPzZrVS0S5kiRJkiRJUq2Tmpp62P7SpUvp3bt3NVVTOxhgrplKCuPeVEx4+aAQwjNRFI3g8K7LtwOXFZlatPtwReMMhVt1lNT5uLhzlDdkXLQVSHHnqMyfoaRzSJIkSUmhQSqc1BVeuhh++QFMWAWhjDVb98H9U+FvH8NXB8C1BpklSZKSSgiBDz9czR//OIe33lrKjh05pc7PzNxGdnYeaWlHXvZv1aoB/fu3pH//lrRoURm9GiRJkiRJkqRjS8eOHZk3b97B/QceeICHHnqoGiuq+Qww10y7ihlbQby7cll+BVzPoUDv2VEUxUIIBaUcv6JXtAu37Siu1pLOUd4Ac9G2IMWdozJ/hpLOIUmSJCWVPi3h6fNh/qZ4kHni6rKDzFv2wn1T4emP4WsD4ZqhBpklSZKq08cfb+Lhh2fzyiuL2LBhT7nX5ecHFizYyuDBrQFo1qzewdBy69YNiKIoUSVLkiRJkiRJtd5JJ53E22+/fXD/4Ycfpk6dOtxxxx20aFH2k9F0JAPMNdPOYsbeLBJCLlYIYUMURVOB4/cPNQX6AvMKTSsa1m1U3sKiKIoBDUo5Vmnn2F7O0zQu41iEEPZGUZQPpBQ6fkWUeY6jcDdwTwVrWF0J55UkSdIxpl8reOYCmLcR7vwQJpXjb5Vb9sIfpsBTcw0yS5IkVbVVq3bwxz/O4bnnPmXZsqyjPk5WVjYjR7Zj4MBWdOjQyNCyJEmSJEmSVEmuvPJKfv7zn7Nnz6GmA/fffz+PPPIIp59+Oqeeeipjx45l4MCBpKamVmOlNYcB5pppA5ALFP6UzythbnE+5lCAGaBDkfVriszvVIFjt+Xwz1VJUYnizlHesG7HIvslrVvLodo7RFEUhRDKakBX0XOUWwghm/J3mfbmgiRJkj6z/q3huQtg7oZ4kHlK0b+FF+NAkPnp/UHmbxlkliRJSogtW/bw2GPzefrp+Xz88WbKfeWyiPbtG3HaaV24+uoBjB3bgVjM64qSJEmSJEkSwPvvv0+dOhWPyc6YMYNBgwYdNta6dWvuu+8+vvnNbx42vm/fPv7xj3/wj3/8A4D69eszdOhQTjjhBE4++WROPvlkA80lMMBcA4UQcqMoWgz0KTS8rQKHKDq3eZH9T4vsd67AsYvOLXqs0s4xKQHnOBBgrge0Jh7+rsxzSJIkSUlvYBt4/kKYvT4eZJ62tuw1m/cHmV9aABf0gWuGQX3/XS1JkvSZ7NuXx3PPfcqbby7llVcWkZ9/dKnl5s3rcdJJnfj61/tx5pndSE1NKXuRJEmSJEmSivXgg1Coqa6OUoMGcOON1V3FkfLz8yu8pqQ+qVdffTVRFHHjjTeyb9++Yufs3buXjz76iI8++ohf/epXtG7dmquuuorvf//7NGnSpMK11GYGmGuu+RweYE6rwNqic4v+SVpQZH9IBY49tIxjlXaOvyfgHKcVOcfb5TxH4Z95ewhhfTnXSZIkSUlrcFt48SKYsRbumgDT15U+v10jWLkD7p0CT+7vyHytQWZJkqQKKSgIvPPOcv74x9n83/+tYO/ePBo3rlvh8HKjRqmMGdOeyy7rw4UXHkfDhj4mQ5IkSZIkqTLs2WOAWeV31VVXcdppp3HnnXfy7LPPsmvXrlLnb9y4kbvvvpu//OUvPPPMM5x66qlVVGnyi1V3AaWJoqhrFEX/G0XRv6IoWhlF0Y4oivIruOVV98+RIO8X2e9QgbUdi+xvKrwTQthGPCB9wJAoiuqV89hji+x/UMK8j4CCUtaVZkyh11s5vNbCPiyyX65zRFHUk3i35gNK+hkkSZKkGmlYe3jpYnj5Ihjervg5EbAj59D+lv0dmcc9DvdMhr25VVKqJElSjTVnzkauvvptWrd+iLPOeol//GMJe/fGL1fv3JlDmzYNyjxGWloKY8a04957T2L58m/yzjsXccUV/Q0vS5IkSZIkSeUwfvx4QggV3gYPHlzqcTt37swjjzzChg0bePHFF7nxxhsZMmQIqakld4LatGkTZ511Fm+99VYl/5Q1V1J2YI6iqAHwO+BbxO+bU+hXxb0K3M+h35dx5VkURVHE4QHgfGBuMVP/AfTb/7oucB5ldEjeH3I+p9DQyhDCrOLmhhA2RlE0pVAtY6Moah9CKPVh1lEUjeHwAPabIYSSQur/AnL21w9wEXBHaccvNK+w5KOIPgABAABJREFU18qxRpIkSapxDgSZp+/vyDyjUEfm9o1gTTFfFt6yF+6bAk/Nha8OgOuH25FZkiTpgDVrdvLHP87mmWc+ZdmyrFLnpqWlFDuekhLRr18LvvjFXnzjG/3p0sXHSkqSJEmSJEnJqEGDBlxwwQVccMEFAGRnZzNnzhw++OADXn31VSZOnEgIh57ElpeXx1e/+lUWLVpEixYtqqvspJF0HZijKEoD3gKuIV5ftH8LR7HVWiGE1cS7GB9wehRFRTsrF+d0oHOh/akhhB3FzHuhyP715Tj2pUDTQvsvljG/8DlSiP83L8t1pRzjMCGEncDbhYZ6R1F0cmkHj6IoFbiq0FA28Ho56pIkSZJqrOHt4eWL4aWLYFi7I7svF2frXrh/Kox9DH4/CfbYkVmSJB2jdu7M4cEHZzJs2JN06vRnfvnLKWWGlwE2bNhNLBbvTxFF0LNnU26+eSizZ1/B7NlX8LOfjTO8LEmSJEmSJNUgaWlpjBw5kttvv50JEyYwa9YsRo8efdicbdu28cADD1RThcklKpzuTgZRFP0C+B9KDiCXtxNz2D83hBCKb2VRw0VR9DngP4WG3gDOCyEUlDC/ETAdyCg0/JUQwnMlzH8TOLvQ0OUhhKdKmNsSmA+03j+0F+gRQlhX3Pz9axoCSwut2QcMCiEsLGH+eOC/HPoMzAKGhVI+xFEUjQCmFhr6BBgaQsguYf4dwM8KDd0XQrilpOMnUhRF6cDBOx1ZWVmkp6dXRymSJEk6xsxaC78o0pG5LM3qwWUD4IYR0MCOzJIkqZbLzc3n9deX8Kc/zeG991aRm1vsJdky9e/fkhEj2vKNb/RnzJj2pKQkXc8RSZIkSZKkGiEzM5OCgvg1mlgsRkZGRhkrDnnwQdizJ1GVHTsaNIAbb6zeGpYvX063bt0O7o8fP5733nuv+goCcnJyOOmkk5g0adLBsUGDBjF79uzPdNzP8pkvQ3kzup/9RMkUYI6iqB6wCWhQeLjQ64oWW6sDzABRFL0BnFNo6O/A9SGErUXm9QD+BowqNDwNGF1K4Hnw/jl19g9lA1eGEJ4tMq8b8A+gf6HhX4UQfliO+m8ECn+dYBVwbghhdpF5pxHvtly45chZIYTCHZZLOseLwAWFhv4LXBxC2FxoTgy4Ffgthz5zWUBGCGFDWedIBAPMkiRJqm7T18JdBpklSZIOys3N54Yb/s3f/57JjrIeWVGCZs3SGD++E1de2Z8zz+xG3bq19vK1JEmSJElSlUlgmFM1SDIGmAEmTpzIuHHjDu5HUUR2djapqUd/Q7U2BJjrlD2lSp0ANORQ9+QDkidlnXwuByZyqKvyJcDZURS9DSwCUoEBwOeAuoXWbQIuLCm8DBBCmB1F0beBP+4fSgOeiaLoe8CHwB6gD/EuzYU/S+8Bd5Sn+BDCg1EUjQO+vH+oEzAziqJ3gLn76x8JjC2y9JflCS/vdzXxcPWB36OTgRVRFP2DeAfoFsCpQI9Ca/KBS6orvCxJkiQlg+Ht4eWL40HmuyfA9HIEmbftgwenwdMfw2X940HmhnXLXidJkpSsQggsX57FnDmbWLBgK9Onb6hweLl+/TqMHNmWyy7ry1e+kkGjRmkJqlaSJEmSJElSshk9ejQNGjRgz/5W3yEEtm7dSps2baq5suqVbAHmnsWMFQ4z5xLvSJtNPGB6zAebQwhboyg6E3gRGLZ/uDFwUSnLPgU+H0JYWY7j/ymKoibAnRz6vAzevxXnXeCiEEJu2dUfdCWQwqGaI+CM/dsRJQH3AT8p78FDCNujKDobeBkYtH+4AYdC00XtBq4JIfyrvOeQJEmSarPh7eGli+OdmO+eANPWlr1m+z54aDr8bR58pT982yCzJEmqYTZu3M3cuZuZO3cTO3ZkHxwfOLAls2ZtLHN9SkpE//4tueCC47jqqv60b984keVKkiRJkiRJSlKxWIwmTZocDDAD1K3rzdNkCzA3KfS6cHD5ReBnwCchhGM+tFxUCGF5FEVjgNuBa4AuJUxdC/wBeDCEsLcCx/91FEXvEQ8xfw6IFTNtKXA/cH9F/xuFEPYBF0dR9DXgu8Q7RhdnMvCzCnReLnyOpVEUjQL+B/gm0LaYaTnAm8APQggLK3oOSZIkqbYb1g5evAhmroO7KhBk/uN0ePZjuH44fH0wpCXbv0QlSZKA/PwCNmzYw4oVO5gzZyPr1+8udl6XLumkp9ctsQtzt25NOOec7nzzmwMYMKAVUVRlT1yUJEmSJEmSlIRycnLYvHnzwf3U1FSaNWtWjRUlh2S7bby50OsDV3VnApcYXC7d/o7Hd0dR9CtgBHAc0I54EHwTMDuEMOczHH8KcFoURR2AUUAHoD7xUPTCEMLUz/gjEEJ4CngqiqIBQP/958gH1gAzQwiLP+Pxs4E7oij6GTAO6E48yLwDWA18FELY8lnOIUmSJB0Lhu4PMs9eD7+cAFPXlL1mezYs3AqPzY6vH9QG6iXbv0glSdIxadasDdx330xee20xffu24LTTSuoPERdFEQMGtOSjjw59m6tVq/qcckpnrrpqACed1Jk6dYrrASFJkiRJkiSpptq9ezcNGzY8qrWvv/46ubm5B/dHjRpVWWXVaMl2u3hpkf0AvGh4ufz2/15N3b8l4vhrgJcTcexC5/gY+DiBx88HPti/SZIkSTpKg9vCCxfGg8x3TYAppQSZOzaGjumwLw8mroIZa+NB5sFtDTJLkqSqt379Lh56aDbPPLOApUuzDo7PnbuJU07pTCxWetfkgQNbMWfOJsaMac/ll/flS1/qRcOGPvJRkiRJkiRJqq3OO+88+vbtyw9/+EPatWtX7nVr167ltttuO2zs/PPPr+zyaqRkawPxAbC1yFhucRMlSZIkSclhcFt4/kJ47RIY3bH4OaOKjGfnw6TV8NiseKB5X17i65QkSce2ffvyePzxjxkz5m906PBn7rxz8mHhZYBdu3JZtiyrhCPENWtWj4svzmDJkqt5552L+OpX+xleliRJkiRJkmq5ffv28cADD9C1a1cuvPBC3njjDfbu3Vvi/Ly8PJ5//nlGjRrFihUrDo536dKFa6+9tipKTnpJ1ecqhJAXRdH/A75LvPsywPBqLEmSJEmSVE6D28LfL4A56+Huj2Dy6vg/7Do0hk7pxa/Jzo93bp61Hga2gYGtoUm9Ki1bkiTVYiEE3ntvFQ88MJO3317O3r1lf2tqzpxN9OjR9LCx+vXr0K9fSwYNakXHjo2JotI7NEuSJEmSJEmqfu+//z516hxdTHbJkiV06dLliPGcnBxeeuklXnrpJVJTUxk6dCh9+vShZcuWNGzYkJ07d7J48WImTpzI5s2bD1ubnp7O3//+d+rXr39UNdU2SRVg3u9nwMVAZyACLoiiaEgIYVb1liVJkiRJKo9BbeG5C+DjDfEgc4fGZa/JyYfn5sF1K+CCPvCd0QaZJUnS0VuyZDv33z+Tv//9UzZs2FOhtQsWbCU7O58GDVI57rhmDBrUip49m1GnTrI90FCSJEmSJElSWfLz849qXQjhsP02bdocMSc3N5cpU6YwZcqUMo/Xv39/nnjiCYYNG3ZU9dRGSRdgDiHsiaLoi8C7QFMgFXgniqKrQwivVWdtkiRJkqTyG9AGnjkfdufAjHUwZwPkFRQ/NwSYvAZ25sATc+DFBXB+73iQuZlfQJYkSeWQlZXNY499zGOPzWPevM1lLyhG/fp1GDu2PSef3JkTTuhA/fqplVylJEmSJEmSpJropZde4pNPPuG1117jv//9L5MnT2bnzp2lronFYpxwwglcccUVfO1rXzvqbtC1VVQ0JV7doii6fP/LkcD1xJ84HO3/dRHwf8BCYCdQwq3vw4UQnqz8SqXEiqIoHcg6sJ+VlUV6egnP3ZYkSZJqgD25MGNtPMicW+Rfc4u3whuLjlzTKBW+2BtuGw3NG1RNnZIkqebIyyvgjTeW8PDDs3nvvVXkFv1LRjnEYhH9+7fk4oszuPrqAbRp0zABlUqSJEmSJCmRMjMzKSiIXxuKxWJkZGRUc0Wq7fLz81myZAkLFy5k9erV7Nixg9zcXBo1akTTpk3p1asXgwYNomHDxFxvTOBnPqqsA5V5oiQMMBcQDyvDoeDygdcU2i+3EEJKJZQmVSkDzJIkSaqt9ubGOzLPXh8PMocAz8yDTaU83b1RKpyXAd8ZAy0NMkuSdMybM2cj9903g//+dxXLl+84qmN06tSYc87pzrXXDmLgwFZEUZVdl5ckSZIkSVIlM8CsY01tCDAncz/qqNCvgSODzOWVXAltSZIkSTrG1U+F4zvD8PbxIPML80sPLwPsyoW/zYNXM+HcjHhH5lY2R5Qk6ZiyZcse/vznuTz++DwWL94OQNeuFfvCf5MmdRk/vhNXXz2AM8/sRmqqvS8kSZIkSZIkqTokc4A5cHiI+cBYRQLJtsyQJEmSpCRVrw6M6wRtGsL2bHh/BRSU8S++3bnw7Dx4LRM+3wtuGwNtG1VNvZIkqerl5RXwyiuL+OMfZ/Phh6vJyzv8Lwvbt2eXeYy6dWMMGdKGyy7rw+WX96NJk7RElStJkiRJkiRJKqdkDjAXFz6uSCDZzsuSJEmSVAP0bA5PnAeLtsLdH8J/yxFk3pMLz38Cry+Ec3rB7WOhnUFmSZJqjTlzNvKHP8zglVcWk5VVckh5+/ZsWrWqz6ZNe494r1evZpx3Xg+uuWYQPXo0JYrsdyFJkiRJkiRJySKZA8wGkCVJkiTpGNKrOTx2HizZCndNgHeXlx1k3psHLy6ANxbBWT3hu2OgQ8WeJC9JkpLEli17+NOf5vDXv37CokXbyr2ufv1Dl7lbtarPqad24VvfGsgJJ3QkJSWWiFIlSZIkSZIkSZ9RsgaYbYUhSZIkSceoHs3h/50LS7fCXR/Bf5aVHWTelwevfApvLYIzesB3x0LnJlVTryRJOnp5eQW8+upiHn54Fh9+uJq8vIr3tdixI4eTT+7EFVf054ILetKoUVoCKpUkSZIkSZIkVaZkDDBfWd0FSJIkSZKqX/fm8JcvwPLt8Y7M/7e07CBzdj78YyHM2QD9W8c7MndrViXlSpKkCli8eBt33z2Fl19exPbt2RVeH4tF9OnTnAsvPI6rrx5Ax44+gkGSJEmSJEmSapKkCzCHEP5a3TVIkiRJkpJH16bwyOdhxXa4+yN4ZwnklxJkTolgw25YsSg+93Pd4HtjoWfzqqpYkiSVZMOG3cyatZHnn8/k8cfnVXh9mzYNOOusblxzzSBGjmxHLObD/CRJkiRJkiSpJkq6ALMkSZIkScXp0hT+dA6szooHmd9eAnkFR85r1whW74y/zi2Afy2B/yyD8Z3he+Ogd8sqLVuSpGPe3r25fPzxZmbP3sjatbsA6NixEY0apbJrV26Z6xs0qMPYse258sr+nH/+cdSr52VtSZIkSZIkSarpvNIrSZIkSapROjaBh86GdTvhVx/Bm4viQWWAGLBl75Fr8grgP8vhvRVwfGf47hgY0KYqq5Yk6dhSUBBYunQ7s2dvZMGCreTnH/6to1gsYuDAVkycuLbY9bFYRN++zbnoot5885sDaNeuUVWULUmSJEmSJEmqIgaYJUmSJEk1UrvGcN+Z8MPj4TcfwT8WQpuGh7ovFyc/wPsr4MOVMKYD3D4WhrarupolSarN9u3L4+mnP+GllxZy6qld2Lkzp9T5gwYdGWBu06YBZ53VjeuuG8yIEW2JoiiRJUuSJEmSJEmSqkmNCTBHUdQNOBUYBLQCmgBZwCZgDvDvEMKy6qtQkiRJklQd2jaCe86IB5nvmwJ//wRy8ktfUxDgo9Uw8XkY0R5uHwOjOlZNvZIk1SYhBKZOXce9987g9deXsGdPHgDt2jWkc+f0Ute2bt2A9u0bsm1bNmPHtufKK/tz/vm9qF8/tSpKlyRJkiRJkiRVoyiEUN01lCqKovHAncDYckz/CPhJCOH9xFYlJV4URenEQ/oAZGVlkZ5e+k0fSZIkSbB1D/x2Erz8KezLK9+aCBjSFm4dAyd2Tmh5kiTVCps37+Ghh2bzxBPzWL58xxHvDx7civPO61nqMRo1qkvr1g045ZTOdOjQOFGlSpIkSZIk6RiQmZlJQUEBALFYjIyMjGquSEqsBH7mq+yxeEkbYI7izwa8B7jpwFA5lwbgQeCWkKw/nFQOBpglSZKkz2b7PrhnMjw/H/aWM8gMMLA13DoKTu4GPrVekqRD8vMLeO21xTz44Cw++GA1+fklX35NTY1x++3DqVs35bDxWCziuOOaM2RIa3r2bEpKSizRZUuSJEmSJOkYYIBZx5raEGCuU1UnOgrPAhdx6DejPGHkaP92I9B+/3pJkiRJ0jGoaT34+Unw3TFw7xR4bh7szi173dyNcOXr0Lcl3DQKzuxhkFmSdGzLzNzKPfdM58UXF7J1675yrcnNLWD+/C0MGdIagNatGzBkSBsGDmxJw4Z1E1muJEmSJEmSJKkGSMoAcxRF3wEuJh5aPhBcLs/t4sJzz4+i6PYQwu8SUKIkSZIkqYZonAZ3nAi3j4H7p8DTH8POnLLXfbIZrn0TMlrAfWdC7xYGmSVJx47du3N47LF5PProXD7+ePNRHWPTpr2MGNGWwYNb0759IyL/j1SSJEmSJEmStF/SBZijKGoD/JIjg8vl7cB8IPQcAb+IoujpEML6Si9UkiRJklSjNEiFHxwPN4+Ch6fDk3Nge3bZ6/IL4O3FMG0NjOwAx7WAmPkrSVItFELgww9Xc++9M3j77WXs25df4WM0blyXk07qxLe+NZAzzuhKampKAiqVJEmSJEmSJNV0SRdgBm4G0jgUQobydWEuHFw+ML8ucBPwo8ovU5IkSZJUE9VPhdvGwI0j4JGZ8Nhs2Lq35PkjO8R/3bIX/rkYJq2Oj/VuASmxKilZkqSE2rBhFw88MJsnn5zPqlU7K7w+FosYMKAll17ah6uuGkCLFvUTUKUkSZIkSZIkqTZJxgDzZRwKIBcOLgfgI+A9YCmwG2gA9ADGA+OKrDkQZr4UA8ySJEmSpCLS6sC3R8K1w+Dx2fEw86Y9h8/p3hRaNzx8bPs+eGcJTFkNI9pDn1ZQxyCzJKmGyc8v4NVXF3P//TNZunQ7q1fvqvAx2rRpwDnndOeGG4YwZEhroshHFEiSJEmSJEmSyiepAsxRFHUCOnFkx+VlwFdCCFNLWTsCeAboXuStTlEUdQ4hrKzseiVJkiRJNV9qCnxrGFw1BJ6aC3+cAev3Z7gOdF8uTlY2/HsZTF4DXZrA+C7xULQkSclsyZLt3HvvdJ599lO2bt13cLxFi3ps2bKvlJVxaWkpjB3bnquuGsAFF/SiXr3URJYrSZIkSZIkSaqlku3W6rBixnYDp4QQlpe2MIQwLYqi04CPiXdmLnpcA8ySJEmSpBKlxODrg+HyQfDcPHh7CbRtVPa6rH3wnSlQvw58bWA8DF0v2f61LUk6pmVn5/H00wt4+OHZzJy5odg5jRrVLTXA3KtXUy68MIPrrhtEp07piSpVkiRJkiRJknSMSLZbqq0KvY6Id2J+oazw8gEhhOVRFD0PXMmhLs4ALSutQkmSJElSrRaL4NIB8W3DLpiyBpZsK3n+gs2wMye+/X4yPDEHLhsA1w6DhnWrrm5JkoqaPXsjv//9NF55ZTG7d+eWOnfDht3EYhEFBYcuqzZtmsYpp3TmuusGc/LJnYnFolKOIEmSJEmSJElS+SVbgLl5MWNzK3iMj4sZa3YUtUiSJEmSjnFtGsG5GbBpN0xdC4u2HP5t2YIA09YevmbLXrh/Kjw1Fy7pBzeOgMZpVVq2JOkYtnNnDo8+OodHHplLZmYp38ApYt++fDp0aMT69bsZPLg1X/1qH668cgBNmvh/YpIkSZIkSZKkypdsAeb8YsYqWmNx8wuOohZJkiRJkgBo1RDO6QVbO8LUNZC5JR5e/nQzZGUXv2bbPvjTDHh2HlzQB24eBU3rVW3dkqRjQwiBDz9czT33TOftt5eTnV3cZdbStW3bkPPO68G3vjWIgQNbEUV2W5YkSZIkSZIkJU6yBZi3FjM2qoLHGFnO40qSJEmSVCHN68OZPWF0R5iyBv46p+w1Wdnw2Gx4/hP4YgbcMioeiJYk6bPKycnjzjsn88QT81m1ameF16elpTBqVDuuvnoAF12UQb16yXa5WJIkSZIkSZJUWyXbFekNhV4HIALOi6JoaAhhZlmLoygaAnyRw5/oW/S4kiRJkiR9Jk3rwRk9oFEq/GYizC7Hvzp35cDTH8NLC+LdnG8fA+0aJ75WSVLts2tXDnPmbGLmzPU89NBstm7dV6H13bql86Uv9eL66wfTo0ezBFUpSZIkSZIkSVLJki3APKXIfiBe47+iKLomhPBySQujKPoS8Kf984sGmIseV5IkSZKkz2xcZ3itM0xbC7+aANPXlb1mbx68uABeXxgPQX9vLHRqkvhaJUk1W0FBYOnS7cyYsYHMzK0UFMQvgQ4Z0pr//GdlmesbNkzlxBM7cu21gzjrrG6kpqYkumRJkiRJkiRJkkqUVAHmEMLmKIo+BTL2D0XEw8gtgBeiKFoFvA8sBfYADYDuwIlA50LzC8sMIWyugvIlSZIkSceoEe3hpYthzga4ewJMWl32mux8+MdCeHsJfK5rvCNzrxYJL1WSVMPs2JHN7NkbmTlzI9u3H9lpefDgVrz77kpC0auiQBRB797NueSS3lxzzUDatm1UBRVLkiRJkiRJklS2pAow7/c48GsODyIH4uHkzsBXi1kTFZpXeCwAT1R+iZIkSZIkHWlQG3juApi/Ee7+CCasPPJbtkXl5MdDzP9eBsd3igeZB7SpknIlSUlqzZqd/P7302nUKJU6dWIHuy0Xp1GjumRkNOPTT7cdHGvaNI3TTuvCDTcM4YQTOhKLRSWulyRJkiRJkqTaYvny5XTr1q3UOVEUkZ6eTrNmzejXrx9jxozhsssuo2vXrlVTpA6KQnGtOapRFEXpwAog/cAQRwaTiyruh4iAHUDnEMKOSi1SqgL7/yxkHdjPysoiPT29lBWSJEmSks2iLfCrj+Dd5VBK9uyglvVh2z4Y1QG+MxpGdEh4iZKkJJGfX8ArryzivvtmMnHiGgoKoE+f5lx8cUaZaxcu3Mbzz2cyaFArvva1vlx55QCaNEmrgqolSZIkSZKk5JCZmUlBQQEAsViMjIyyr6up9ilPgLk4sViMSy+9lPvvv59mzZoloLLKl8DPfJV1xEi6ADNAFEWXAk9zKJhcXIflI5YVmnMg9Hx5COFvCSlSSjADzJIkSVLtsSILfjUB3lkKeQUlz2vdADbuib+OgKHt4OaRcGIXiGyeKUm10sqVO/jd76bxzDOfsmXL3sPei8UibrllKI0b1y1xfZ06MTIymtGzZzMGD25N5P9hSJIkSZIk6RhkgFlQfIA5JSXlsP0QwsHPSlHdunXjo48+ol27dgmrsbLUhgBzrKpOVBEhhGeAP3B4KPlAMLmk7cCcAx4wvCxJkiRJSgZdmsAfz4EJX4cvZUDdlCPnNK93KLwM8X/gzlgHl78G5zwLby2CJPwOsiTpKOTlFfDsswsYM+ZvdO36CA88MOuI8DJAQUFg9uxNxR6jbduGnH12d267bTgXXdSbIUPaGF6WJEmSJEmSpELGjx9PXl7eYVt+fj5ZWVm8//77fP3rXz/suuqyZcv40pe+RDI2Bq6N6lR3ASUJIXwniqLVwK+BFI4MKBcnAvKBH4YQfpfgEiVJkiRJqpB2jeEPZ8L/7IbfTYJXM2FfXvy94kLNB8zfBNe9Bb2aw7XD4Pw+EDOjJkk1ztKl2/nd76bx3HOfsm1bdrnWzJq1geOPb08URdStm8KAAa0YNqwN7do1NLAsSZIkSZIkSUchPT2dE088kRNPPJEvfOELXHTRRQe7GU+ZMoUXXniBiy++uJqrrP2SsgPzASGEe4C+wHNALqV3YM4FngX6GV6WJEmSJCWzVg3h16fClKvg64OgY2NYv7vsdYu2wm3/B+P/Ck/Mgbz8xNcqSfpscnPzeeqp+Ywa9TQ9e/6FP/5xTrnDywC7duUSi0V84Qs9uO224XzhCz1o376R4WVJkiRJkiRJqgTnn38+N91002Fjf/vb36qpmmNLVFNaXUdRVB8YDwwEWgFNgCxgEzAX+CCEsKfkI0g1SxRF6cQ/4wBkZWWRnp5ejRVJkiRJSpTdOXD/VHjmY9iRU/517RrBFYPgG4MhLWmfsSRJx6ZFi7by299O4/nnF5KVVf7A8gHt2zfiS1/qyU03DeW445onoEJJkiRJkiSp9sjMzDzYQTcWi5GRkVHNFak6LF++nG7duh3cHz9+PO+9916Z6zIzM+ndu/fB/SZNmrB9+/YEVFh5EviZr7LuGTXm9mYIYS/w9v5NkiRJkqRao2Fd+OHxcOsoeGQmPD4Htu4te926XfCrj+Avs+DS/nDtsPixJEnVIycnn2ee+YQHHpjNzJkbKry+bt0Yo0e351vfGshFF2VQt25KAqqUJEmSJEmSJBWWkZFBw4YN2b07/sjUrKwsdu3aRaNGjaq5stqtxgSYJUmSJEmq7eqlwk2j4Lrh8Ne58MgM2LC77HWb98Q7OD85By7sCzeNhCb1El+vJClu4cKt/PrXU5kwYQ0LF26r8PqOHRtz/vm9uPnmoXTv3rTyC5QkSZIkSZIklapJkyYHA8wQDzEbYE4sA8ySJEmSJCWZ1BS4egh8YzD8fT48NA1W7Sh73fbseDfm5+bDecfBLaOhdcOElytJx6Tc3HyeeWYB998/k5kzNwLQuXPjcq9PS0th7Nj2XHPNIM4/vxepqXZbliRJkiRJkqTqkpWVddh+kyZNqqmSY4cBZkmSJEmSklQsgq/0hy/3g9cXwn1TYHE5GnvuyoG/zYPNe+GSfjC8PTRJS3y9knQsWLp0O7/+9VT+/vdMsrKyD3tv7dpdpKWlkJ2dX+L6Ll3SueCCXtx44xC6dWua4GolSZIkSZIkSWXJzMw8rPtyenq63ZerQJUGmKMouqO48RDCz8ua81kUPr4kSZIkSTVNFMG5GfHt3WXwu0kwf1PpaxrXheOaw9wNMG8j9G4JI9pD8/pVU7Mk1SZ5eQU8/3wm9903g2nT1hNCSfMCHTo0ZMWKw9vm16uXwvHHd+Daawdz7rk97LYsSZIkSZIkSUnkz3/+82H748ePr6ZKji1V3YH5p0Bxl/d/Xo45n4UBZkmSJElSrfC5bvFt0ir47SSYsa74ecPaQUos/rogwCebYMEm6NUiHmRu3bDqapakmmrVqh385jfTeOaZBWzduq9ca3buPNSVuVu3dC68MIMbbxxC587piSpTkiRJkiRJ0mfw4IMz2bMnr7rLqPEaNKjDjTcOre4yKuwf//gH999//2FjX/nKV6qpmmNLVQeYD4gKvS4prByVMF5RlR2GliRJkiSp2o3pBC93indY/tVHMHHVoX8AN6gD/VsfuSYAC7fEt25NYWQHaN+4CouWpBogP7+AV19dxL33zmTSpDUUFFRs/d69+Zx7bg++8Y3+nHNOD+rUiSWmUEmSJEmSJEmVYs+ePPbsya3uMlSFdu7cyezZs3niiSd44oknKCh0IXjo0KFccskl1VjdsaO6AswH7qmWFlKujOBxZYWgJUmSJElKSgPbwDPnw6ItcPdH8N5yGNIOysrLLdsOU9bAp5vhllFwYheI/Fe0pGPYunW7+N3vpvPUU/PZtGlvhdd365bOxRf35tvfHkKHDn47RJIkSZIkSZKq2/vvv0+dOofHZEMIhwWWC+vUqROvvfYasZiNKapCdXZgLiug/Flvm9p5WZIkSZJ0zOjVAh47F1ZmwYrt8MlmKKtZwLS1sGgrXP4a9GsF3x4JZ/YwyCzp2LJ7dw7f/e77/PnPcykoqNglxbS0FE44oSM33DCIz3++p92WJUmSJEmSJCnJ5OfnlzkniiIuvPBCHn74YVq2bFkFVQmqvwPzZ50jSZIkSZIK6dwkvo3pBPM3wvR1sCP7yHlb98bDywfM3wTXvgm9msM1w+CCPhAzyCyplgohsGLFDqZPX8+CBVvJysquUHi5c+fGXHjhcdx881A6d26SwEolSZIkSZIkSZUpiiIaNWpEs2bN6Nu3L2PGjOHSSy+lZ8+e1V3aMac6Aszluf3pLVJJkiRJkj6DOjEY1Bb6t4ZPt8S7LW/be+j9aWuLX7doK9z+f3D/FPjGEPjqAEhNqZqaJSnR9u7NZc6cTUyfvp7Nmw/9j2LPnk1p2jSN7duL+cbHfnXrpjB2bHuuu24QX/pSL1L9H0dJkiRJkiSpVmjQoLr6wNYuyfj7OH78eN57773qLkMlqOpPzMmVNEeSJEmSJJVDSgz6tYI+LWHxVpi6Jv7rp5tLX7dyB/z0ffjjdLhsAHxzCDSoWzU1S1JlKigoYO3a3Uyfvp558zaTl1dwxJwoihg2rA3/+c/KI95r374R55/fk1tuGU6PHk2roGJJkiRJkiRJVenGG4dWdwnSMalKA8whhPcrY44kSZIkSaqYWATHtYBezeEfmfCPhbBlb9nrNuyGeybDE7Phwr5wwwhoWi/h5UrSZzZ37kbuvnsqkyat5Yor+hJFpT/0bciQ1rz33iry8wOpqTFGjmzHNdcM5OKLM0hLS77OIZIkSZIkSZIk1WReeZckSZIk6RgSRXBebzi7Fzw5Fx6ZAet3l71u6z54ZCY8Ow/OPQ5uHgVtGiW+XkmqiNzcfJ54Yj4PPjiTuXMPtZpfujSrzO7JDRumcsIJHTnuuGbccstQevduUWboWZIkSZIkSZIkHR0DzJIkSZIkHYNSU+CqIXDlYHh+Pjw0DVbuKHvdzhz42zx4+VM4vQfcNhq6NE10tZJUumXLsrj77sk8/3wmWVk5R7w/ffqGUgPMrVo1YPjwtnz/+yOpXz81gZVKkiRJkiRJkiRIwgBzFEWPFRnKCiHcWoH1qcBhrVFCCEfetZAkSZIkScQi+HJ/uKQfvLEI7psCi7aWvW5vHryWCf9cBOO7wq2joF/rhJcrSQcVFARefnkh99wzg8mT1xJCyXMzM7eyY0c26elpB8dSUmL07duC4cPb0Llzut2WJUmSJEmSJEmqQkkXYAa+DhS+3bABKHeAGVgJFL5lGkjOn1OSJEmSpKQRRfCF4+Lbe8vh95Nh7oay1+UUwP8tjc/t2QxuGgWjOsSPJ0mJsHHjbn73u+n89a/z2bhxT7nWhAAzZ27kpJM60bx5fYYNa8Pgwa1o2LBugquVJEmSJEmSJEnFSeZg72e51eltUkmSJEmSjtJJXePbjLXw20kwefXh3zQuqnk92LA7vk1cDYPawPUj4PTuBpklVY4QAu++u5Lf/GYq7767iry8ggqtb9gwlc6d0/na1/rRvXsTuy1LkiRJkiRJklTNkjnAHDj6IPKB+6reiZAkSZIk6SgNaw/PXQCZm+HXE+G/y6GgmCRz3ZRDrwMwewN86w04rjl8cyhc0AdSYlVVtaTaZOfObB58cBaPPDKX5ct3VHh9jx5NuOyyvtx001BatKifgAolSZIkSZIkSdLRSOYA89EytCxJkiRJUiXKaAmPnQursuC3E+GtxZC7v/lpkzRYv7v4dQu3wnf/DfdPhSsGwRUDoW5tvBIhqdLNmrWBu++ewuuvL2HfvvwKrU1LS2H8+I7cfPNQzjyzO7GYlwslSZIkSZIkSUo2tfG2YXp1FyBJkiRJUm3UqQncfxbcsRvumQwvfwqNUiEru/R1q3bAnR/Cn2fAV/rDNcOgUd2qqVlSzZGTk88TT8zjb3/7hA8+WFPh9R06NOLiizP4zneG07Fj4wRUKEmSJEmSJEmSKkutCjBHUXQ6UI/4E2slSZIkSVICtGwId50CPzweHpoGT38MO3PKXrdpT7wb81/nwJd6w82joHn9xNcrKbmtWJHF3XdP4dlnP2XHjvj/mLRuXZ+NG/eWubZOnYiRI9tx3XWDueSSDFJTUxJdriRJkiRJkiRJqgTVEmCOoug84LxyTm8SRdFjZR0SaA+cxJHh5bLvdEiSJEmSpAprnAY/OB5uGQX/bzY8PjseUi5LVjY8MQee/wTO6gm3joZOPk9JOqaEEHjjjSX89rfT+OijNRQUHP5+vXqlX7Zs2bI+553Xk+98Zxh9+7ZMYKWSJEmSJEmSpJqia9euhGD/25qiujowDwa+TsmdkqNCr+sBV5TzuFExx9xWkcIkSZIkSVLF1EuFG0bAtcPgufnw8HRYvaPsdXty4aUF8PpCOLkr3DYaMswhSrXa9u37+MMfZvDoox+zdu2uEuetWbOTevVS2Lcv/+BYFMHAga246qoBXH31AOrXT62KkiVJkiRJkiRJUgJUV4C5sOgzvl9Y4FCI+cCv84+yLkmSJEmSVAEpMbhsAFzaH95aDPdNgcwtZa/LyYd/LYF/L4UxHeMdnUd0SHy9kqrO9OnrueuuKbz55lJycvLLnJ+fDx06NGDlyp2kp9fl9NO7cuutwxgzpj1RVJHLhZIkSZIkSZIkKRklQ4C5aMfkoncgPms/739/xvWSJEmSJKkCogjO6RXfJqyE30+CmevLXpcfYMIqmLcRfnwCjOwAnZvEjyep5snJyefxx+dx//0z+eSTcnyboYhmzdK4+uoB3HDDEJo3r5+ACiVJkiRJkiRJUnVJhgBzZXdgLhx43g48UcF6JEmSJElSJTm+c3z7eAP8ZmI8oFxQxleVh7SD1Tth9afQuiGMaA89m0PMILNUI6xcmcVdd03luecWkJWVU6G1aWkpnHhiR26+eShnntmNlJRYgqqUJEmSJEmSJEnVKRkCzInowBwBu4BLQwibj6oqSZIkSZJUaQa0gae+BMu2wW8nwTtLILfgyHkN6kC/Vof2N+6GNxdB03owrB30bQV1zDNKSWnRom1885v/4sMPV1NQzJ/v0rRr15CLLjqOW28dTteuTRJToCRJkiRJkiRJShrVHWAuT++kivRXKgAygbeB+0MIK46qKkmSJEmSlBDdmsHDZ8eDyb+fBK9mwr68Q+8PaVd8QHn7PvjPMpi0Goa0hYFtoF51X9WQRAiBlSt3MHXqeubO3cjUqevLHV6OxSKGDWvDNdcM5Ktf7Utamn+oJUmSJEmSJEk6VkQhHE2D48940ihqAjQt7i1gKYe6LkfAJmBkGYcMwF5gewght5LKlKpVFEXpQNaB/aysLNLT06uxIkmSJEmqfDuy4YGp8Ow8yM6HqwZDeTKM76+AAa3hppHQqmHCy5RURE5OPh9/vImpU9ezYcPug+P//vcKPvpobalr09Prcs453bn99uEMGdKGKKpI/wJJkiRJkiRJOlJmZiYF+7srxGIxMjIyqrkiKbES+Jmvsov21dLWJISQRaFgZmHF3LDIt5OyJEmSJEm1U3oa/M8JcNto+O9yyMqGdbtKX7NlD8xaH99e+ATO6AG3joauTauiYunYtnXrXqZNW8+sWRvZV7h9+n7Dh7dl4sS1FNcz4bjjmnHFFf244YbBNGlSrwqqlSRJkiRJkiRJySpZn8to2xVJkiRJko4h9VLhrF4QAqzZCdPXwrLtxc+dvu7Q67158GomvLUITuwCt4yCAW2qpGTpmLF9+z5+97tpNGpUl+zsfEp7olvTpmlkZDTj00+3AZCWlsL48Z245ZZhnHFGV2IxL/tJkiRJkiRJkqTkDDD/rMh+GX2XJEmSJElSbRFF0DE9vm3aHQ8rL9wCBfvzkjuyIXPLketyCuDfy+JdnIe3h2+PgOM7x48n6ejMnLmBX/5yMm+8sZScnHyGDGnNuef2KHPdiBHt2LYtm4svzuD220fQuXN6FVQrSZIkSZIkSZJqkqQLMIcQigaYJUmSJEnSMahVQzirJ4ztBDPXwbyN8V8LSm7+Sn6AKWviW79W8K2hcG4G2PRVKp+8vAKeemo+f/jDDObO3XzYex9/vJnTTutM/fqpJa5v3boB55zTnUcfPZ20tKS79ChJkiRJkiRJkpKEdxEkSZIkSVJSa5IGJ3eF0R1g7oZ4GLm0EPMB8zfBzf+CeyfDFYPgqwOgrldCpGJt2LCbX/1qCk8++Qlbt+4rdk5eXgGzZm1i7Nj2h43HYhG9ezdn5Mh2dOmSTmTrc0mSJEmSJEmSVAZv20mSJEmSpBqhfio8+gVYsR1+OwneXgy5BWWvW54FP/sA/jQDLukH1wyDRnUTXq5UI3z44Wruumsy//73CvLyyv5mwLRp6xk9uh2xWESDBqkMG9aG4cPb0qRJWhVUK0mSJEmSJEmSaoukDzBHUXQS8HlgHNARaAbUr8AhQggh6X9OSZIkSZJUPl2awoNnwebdcM9kePlT2JtX9roNu+H+qfDXOXBeBnx7BLRulPBypaSTnZ3HI4/M5cEHZ7Fw4bYKrd25M4cQ4Etf6kW/fi2pUyeWoColSZIkSZIkSVJtFoVQjmeuVoMoijKAx4FRhYeP4lAhhJBSOVVJVSeKonQg68B+VlYW6enp1ViRJEmSJCWnXdnw8HT428ewPbv86+rXgTN7wk0joHvzxNUnJYsVK7L45S+n8Pe/f8qOHTkVWpueXpfPf74H3/veCAYNap2gCiVJkiRJkiTp6GRmZlJQEH9sYywWIyMjo5orkhIrgZ/5o8npHpWk7EwcRdFw4F9AUw7/zaho2rrKfiMlSZIkSVL1aJQG3xsHt46Od1d+dBas31X2ur15MHUNnL4QxnaCm0fBsHaJr1eqSiEE/vnPZfzmN1P58MM1FBRU7PJajx5NueKKftx00xCaNKmXoColSZIkSZIkSdKxJukCzFEU1QOeBpoRDywXd1elPMHk5GwtLUmSJEmSEiI1Ba4eCt8YAq9+Cg9OgyXbSp4fAdv2QW4BvL8CPlgBg9vC9cPhtO4Q+bVo1WC7d+fw5z/P4f77Z7FixY4KrU1NjTFuXAduuWUoX/hCT2Ix/zBIkiRJkiRJkqTKlXQBZuBK4DgOBZAP3CEJHBlcLjqn6LgkSZIkSTrGxCI4v098e3853DsFZq0/cl67RrC2UKfmQHzeN9+Ans3iQehL+kKdlKqqXPrslizZxi9+MZkXX1xIq1b1KxRebt68Huef34vvfW8EvXo1T2CVkiRJkiRJkiTpWJeMAeYrCr0uHF4uTdEgc1SONZIkSZIkqZYb3zW+fbwBfjsJPlwJBfuvGOzJLXnd4m3wo3fh/qlwaX/45lBokFoVFUsVF0Lgn/9cxq9+NYUJE9YQ9n/G8/MLSE2NkZtbUOr6vn1bcPXVA7jmmkE08IMuSZIkSZIkSZKqQFIFmKMoagSM4FD4uHAweT3QlkOdmAOwEmgKNCkyfydQykNiJUmSJEnSsWRAG3jyi7BiO/xuEszZACuyyl63fhfcMxn+3yz4YgZ8eyS0apjoaqXy2bMnh4cems1DD80uttPyvn35dO7cmJUrdx7xXlpaCp/7XGduu204n/tcZ6Ko6APOJEmSJEmSJEmSEiepAszAQA7vnnzg9ZUhhL9GUXRYu5gQQjeAKIr6AD8GvrL/rTrAT0MIf62SqiVJkiRJUo3QpSk8cBZs3Qv3TYEXPoHdpXRiPiArG/46F/7+CZzeHW4eBT2bJ7xcqVjLlmXxi19M4vnnM9ldxgd4167D32/TpgGXXNKb228fTqdO6YksU5IkSZIkSZIkqUTJFmDuWej1gbYv88oKIocQFgCXRVG0CLgDqA88FkVRsxDCHxJSqSRJkiRJqrGa14efnQQ/GAePzoK/zoHNe8pety8P/rEQ3lwEYzvBt0fAqI6JrlaCEAL/+tcy7r57KhMmrKagoOw1AFu37qNt2wa0bduQ664bzNe/3o+6dZPtkqAkSZIkSZIkSTrWJNvdiqJtXwIwoQLrfwacD/QjHoD+XRRFs0II71dSfZIkSZIkqRapnwo3jYQbhsPzn8CfpsPyrLLX5Qf4cCVMWAkDWsO1w+HsnhBFZa+VKmLv3lwefng2Dz44i+XLd1Robf36dTj99C7cfvsIxo3rQOQHVJIkSZIkSZIkJYlkCzA3LmZsZXkXhxBCFEWvAP2Jh59jxEPNJ1VKdZIkSZIkqVZKicFX+sOX+8F/lsF9U2HuhrLXBWDuRrj+LejWFG4ZBZ8/DurEEl2xarsVK7K4887JPPfcp+zalVuhtW3bNuQrX+nNd787gnbtGiWoQkmSJEmSJEmSpKOXbAHmUMzYzkKvs4G6B3aiKGoWQthWZP7WIvsnRFHULYSwrJJqlCRJkiRJtVQUwand49vs9fD7STBhFRQUd8WiiGXbYdpa2LAbhrSFgW2gXrJdeVHS27Urh6uv/hcvvLCQgvJ88PaLIhg0qBXXXTeYr3+9H3Xr+uGTJEmSJEmSJEnJK9nuZOwt4/3dFAowA0OB/xSZ062YdUMBA8ySJEmSJKncBreFp74EK7bDPZPhrcWQk1/y/K5NoWUD2JMLH62CqWugf2sY0g6apFVV1aqp1qzZyZQp65g/fwvbtu0rd3i5fv06nHZaF7773eGMG9eRKIoSXKkkSZIkSZIkSdJnl2wB5qLdlAEaFHq9HWhWaP82CgWYoyhqAVzGkZ2cO1RSfZIkSZIk6RjTpSncdyb8dC88MBWe/wR25hw5b1i7w/dzC2DWepizAXo1h+HtoXXDKilZNUR+fgGffLKFKVPWsXr1oYeQDRnSmv/+dxW5uQUlrm3btgFf/nIfbr99OB06NK6KciVJkiRJkiRJqnHy8vL4+OOPmTdvHlu3bmXnzp3Uq1ePJk2a0KVLF3r06EH37t1tEFINki3AvKaYsSaFXi8CuhMPKEfAGVEU/Rt4EWgFXAW04MgAc73KL1WSJEmSJB1LmtWHO8bD98bCY7PhiTmwYXf8vTYNoWMJGdKCAJlb4lvbRtCpMYzrDF4HO3bt3p3D9OkbmD59PTuLScPXq1eHwYNbM23a+sPGowgGDGjFddcN4sor+5OWlmyX9iRJkiRJkiRJSg7z58/nvvvu49lnn2XXrl2lzm3SpAnDhw/n1FNP5ZxzzmHAgAFVVOWxLdnuciwvZqxLodcLgDMK7UfAyfu3A/sHfi0cYt5YSfVJkiRJkqRjXL1UuH4EXDscXl4AD0+HPi3LF0h+Zwm8uxz6toRvDoXzMiAllvCSlQQKCgLPPLOAN99cSt++LcjPL7m7MsCoUW0PBpjr1UvhlFO68N3vjuDEEzvaBUKSJEmSJEmSpBKEELjzzjv5xS9+QW5ubrnWZGVl8Z///If//Oc/vPjii0yfPj3BVQqSL8C8DNgHpO3fj4CMQu//C7il0P6BTsyF9ykyBjCp8kqUJEmSJEmCWAQX9o1v2/fB7PUwbyPklpBLLQgwc39D3U82w63vwD2T4WsD4YpBUC/ZrtKoUmRlZfO7303l0Uc/ZsOGPQDcdNMQmjUr/YFhLVrUZ8yY9gwb1obvfW8EnTqlV0W5kiRJkiRJkiTVaDfddBMPPvjgYWP16tVj3Lhx9O3bl6ZNm5Kbm8uWLVuYN28es2bNYt++fdVU7bEtqW6NhRAKoij6BBjCoXDyoCiK6oYQcoD/ApuAloXeD0UOExV5b1YIIbOKfgRJkiRJknQMaloPTuoKozvCnA0waz3sLfKl/qXb4kHnwlbtgLsmwJ9mwPm94Ybh0LxBlZWtBPr00y387GcTefXVxezbl3/Ye1OnrueMM7qWuLZFi/qMGtWOH/5wFGlpSXX5TpIkSZIkSZKkpPXCCy8cFl5OTU3lJz/5CbfccguNGzcudk1OTg7vvPMOzz//PC+88EJVlSogCqFo/rd6RVH0IHB9oaEAnBNCeHv/+zcD91Jyt+XC4/nAGSGEdxNXsZQYURSlA1kH9rOyskhPt9uSJEmSJNUEeQWwYBNMXxcPLYcAz82HDbtLX9cgFU7vDreMgm7NqqZWVZ4QAm++uZS77prC5MlrKemyW1paCrfeOoy0tJTDxnv1asaoUe3o0aMpUVT0kpckSZIkSZIkqSSZmZkUFMQfkRiLxcjIyKjmilQdevXqxeLFiw/uv/TSS5x//vnlXr9p0ybeeecdLrvsskSUV6kS+JmvshsUydjC5XmgYZGxwqnNB4DxwBeJh5WLuxV0oPvy7YaXJUmSJElSVasTgwFtoH9rWLINXvik7PAywJ5ceDUT3lgE4zrCt0fCiA6Jr1efzd69uTz44Cweemg2K1bsKHN+dnY+s2dvZNSodtStm8KQIa0ZObIdLVrUr4JqJUmSJEmSJEmqfebMmXNYePn000+vUHgZoFWrVjUivFxbJF2AOYTwAfBBKe8XRFF0MfBD4HscGXYGyARuCyG8lZgqJUmSJEmSyhZF0LM53DYGWjWAv8yCdbvKXpdXAO+vhA9WwoDW8K1hcE4viNmUN6msWrWDO++czLPPLmDnztwKrd2yZR9nntmNIUNak5aWdJfoJEmSJEmSJEmqUWbMmHHY/mmnnVZNlai8auTdkRBCHvCLKIp+A5wMdAeaAFuBGSGE6dVZnyRJkiRJUmF1U+DqoXDVEHh9ITw0DT7dUva6AMzdCDf+E347Eb42ML7Vq5FXdGqPCRNW8/OfT+Ldd1eSn1/cw8GKF4tFjB7dju98Zzhf+lIvYibSJUmSJEmSJEmqFBs3bjxsPz09vZoqUXnV6NtdIYRs4O3qrkOSJEmSJKk8ogjOzYhvk1fDvZNhypp4ULksK7Lgzg/hj9Ph/D5w3VBoUdxzqZQQeXkFPPHEPO65ZzoLFmyt0NqGDVM555zu/OhHoxg0qHWCKpQkSZIkSZIk6diVmpp62P7SpUurqRKVV1IFmKMo+iJwU5HhAFwUQqjYnSFJkiRJkqQkNroj/P1CWLwV7pkM7yyB3IKy123ZC3+ZCS8vgOM7w00joWfzxNd7rNq6dQ+/+tU0HnvsY7Zs2Vehte3aNeTyy/ty++0jaNmyQYIqlCRJkiRJkiRJHTt2PGz/qaee4oc//CFNmjSppopUlqQKMAMDgJM4vPHQDMPLkiRJkiSpturZHB4+G7bsgfunwosLYFdO6WvaNYK1u+C1THhzEYzqADeMgLEd412e9dnNm7eZn/70I/75z2UA7NmTV+61gwa14sYbh3DFFf1ITU1JVImSJEmSJEmSJGm/8ePHE0URIcTjp2vXruXkk0/mT3/6EyNHjqzm6lScZAswF25jExEPMn9QTbVIkiRJkiRVmRYN4GcnwQ/GwWOz4Yk5sHF38XMLZ2nzCuCjVfGtT0v4xmA4vzfUMTdbYSEEXn99CXfdNYWpU9ex/xonXbums3z5jlLXpqWlcMopnfn+90dywgkdiUySS5IkSZIkSZJUZdq2bcv555/PSy+9dHBs1qxZjBo1isGDB3POOecwbtw4Ro8eTbNmzaqxUh0QHUibJ4Moir4G/JV4cPlAgPm2EMIfqrMuqTpEUZQOZB3Yz8rKIj09vRorkiRJkiRVpYIAr3wKf5oOCws9m6p1A9i4p/S17RvDl/vCVUOhUd3E1lkb7NuXy0MPzeaBB2axYsWRQeUGDeqwb18+BQVHXkdr0aIeF12UwQ9+MJIuXXwMnSRJkiRJkiRVh8zMTAoKCgCIxWJkZGRUc0WqDqtXr2bEiBGsX7++xDlRFNGrVy/GjRvH+PHjOfPMM2nTpk0VVlk5EviZr7IOLckWYB4FTOLwAPMPQwi/qdbCpGpggFmSJEmSdMDEVfCHKTB1DbRqWHJn5qLS0+DzveDbI6C9/6Q8wrp1u/jFLybzt799wo4dOaXO7dSpMatW7Ty4f9xxzfjmNwdy/fWDadAgNdGlSpIkSZIkSZJKUVlhziGPVGZVcRf3hR8eX/qcrXvhlKcq/9zXDIVrh5c+Z/FWuOjFoz/HrG8d/dpEWLhwIeeffz7z588v1/w6depw9tlnc8cddzBs2LAEV1d5akOAuU5Vnag8QghToihaBXQsNDyouuqRJEmSJElKBmM7xbclW+GeyfCvJZBbUPa6HdnwzDx4aQGc0AVuGgGD2ia+3mQ3bdo6fvazifzrX8vJyyvfl/v37MmlTp2IsWM7cNttw/n853sQi1XZNTxJkiRJkiRJUhXYurfyj7k7t+w5ISTm3Hvzyp5TkKBzV5fjjjuOWbNm8cgjj3DfffexaNGiUufn5eXxj3/8g9dff51bbrmF3/72t6SkpFRRtce2pAow7/cn4Jcc6sL8hSiKWocQNlZvWZIkSZIkSdWrR3N46GzYthcemAYvfBIPKZclOx/+vRTeXQaD2sA1w+CMHnAs5W8LCgLPP/8pv/71NGbPrthlpsaNUznjjG58//sjGDiwdYIqlCRJkiRJkiRJlSE1NZUbbriBG264galTp/LOO+/w4YcfMm3aNLZt21bsmhAC9957Lxs2bOBvf/tbFVd8bErGAPNvgc8DY4iHmBsCz0VRdE4IoRbl/CVJkiRJko5Os/pwx4nw/bHw1Fx4bDas2Vn2uoIAs9bDtW9C16bwtQHwtYGQloxXiCrJnj05/OEPM3nooVmsXbu7Qms7dGjEFVf04zvfGU6LFvUTVKEkSZIkSZIkSUqUkSNHMnLkyIP7S5cuZeLEibzzzju8+uqr7Nx5+A2WZ555hlNOOYVvfOMbVV3qMSdW3QUUFULIA84GJhDvwAwwHpgbRdFXoyhqWG3FSZIkSZIkJZG0OnD1UPjoSvjzOTCgAs2Bl2+HX3wIYx6DOz+E3TkJK7NabNiwm2uueYc2bf7I//zPhAqFlwcNasVf/nI6S5dezS9/eYLhZUmSJEmSJEmSaonu3bvz1a9+lSeffJLVq1fz3e9+lyg6/JGVd955JwUFBdVU4bEj6frrRFH07oGXhYeBHsBfgcejKFoKbAbK8ZBUQgjhlMqtUpIkSZIkKXlEEZzZM77N3QD3Tob3V0B+KHvtlr3wn6WQngZ9WsLQttCiQeJrTpS9e3OZPn0Dr766iEcemVvudXXrxvjc5zrz/e+PZPz4TkdcrJQkSZIkSZIk1X7NE9DPomFq2XOiKDHnrl+OhGgsQeeuCdLT0/nNb35Dp06duOmmmw6OL1u2jLlz5zJ48ODqK+4YEIVQjjtZVSiKogLgQFEH7hQV3S88VurhiAeYUyqpPKnKRFGUDmQd2M/KyiI9Pb0aK5IkSZIk1STrdsK9U+D1TNiTV/rcC/tAx0L/5OzaFIa1g07p8YumNcGWLXuZPHkts2dvIjc3H4CnnvqEpUuzSl3XtGkaF154HD/60Si6dWtaBZVKkiRJkiRJkipbZmbmwY65sViMjIyMaq5INUkIgd69e7Nw4cKDY3/5y1+46qqrqrGq0iXwM19ld4aSrgNzIUU7MAcODy2X9ZuUXMlsSZIkSZKkKtSuMfzmVPjpifDITHjqY9i858h5rRtCh8aHjy3fHt9aNYgHmY9rASmxqqi6YkIIrFy5g0mT1pGZuZWiX9QfM6ZdiQHmrl3TueqqAdx881AaN06rinIlSZIkSZIkSVISiqKIz33uc4cFmDdv3lyNFR0bkjnAHDgyxHxgvPCvkiRJkiRJKkGDunDLaLhpFLy4AP48AxZvPfT+0LYld1netAfeXgITVkGbRnByF0iGrO/GjbtZuXInM2duYO3aXSXO69GjKa1a1WfTpr1A/OccNqwNt946jEsu6U1KMqayJUmSJEmSJElSlWvWrNlh+3Xr1q2mSo4dyRxgLqnDcnnbUxtwliRJkiRJ2i8WwcV949vEVXDfFFiwGXo1L3vtjmx4YCqEAGf1hG+PhE5NEl9zUXPnbuR//3cib765lDPP7MrQoW1KnR9FEaNHt+Odd1Zw6qld+NGPRjFmTHuikhLbkiRJkiRJkiTpmLR27drD9tu0Kf0ehD67ZA4wG0CWJEmSJElKgLGd4tuOfbB4G8xcBztzSp6/ZBtkZcdf//0TeOVTGNcZbhgBw9uV3MG5MoQQeP31Jdx112SmTFl/cHzSpHUMGdK61DByamoKV101gPvvP4WuXashcS1JkiRJkiRJkqrE7t27adiw4VGt3bt3L//85z8PGxs1alRllKVSJGuA2TY4kiRJkiRJCZZeD4a2g8FtYdEWmLEONuw+ct7MdYfv5xTAf5fDe8uhX2v4xmD4YgakxCqvtpycPP74xzncd99Mli3LOuL9zZv3snjxdnr1anbEe40b12XUqHYMG9aG+vVTK68oSZIkSZIkSZKUlJ599ln++te/8otf/IKTTjqp3OtCCNxyyy1s3Ljx4NjAgQPp0aNHAqpUYUkXYA4hVOKtLkmSJEmSJJUlFkFGSziuBazZGQ8yL90Wf2/tTli3q/h1AZi3Eb7zDvx+ElzSLx5mbpx29LVs3bqXO++czOOPz2P79uxS506evO6wAHPbtg0ZM6Y9/fu3JKUy09SSJEmSJEmSJCnpTZgwgZNPPplBgwZx5ZVXcuGFF9KhQ4cS53/yySd8//vf54033jhs/O677050qSIJA8ySJEmSJEmqHlEEHdPj29a9MGsdvLWofGvX7IR7JsNfZsFZPeCGkdClSfnPvWDBFv73fz/itdcWk5NTUK41S5dmsX79bk48sRNjxrSja9cmRJEP9pIkSZIkSZIk6Vg2Z84cbrnlFm655Ra6devG8OHDadu2Lc2bNyc7O5t169YxY8YM5s2bd8Ta733ve5x99tnVUPWxxwCzJEmSJEmSjtC8PpzSHdo0hHumwHvLIT+UvW5HNvz9E3jlUxjTCa4fDqM6xMPRxXn77WXceedkJk5cQyjH8Q9o3Lgu55/fi+9+dwQ9ejQre4EkSZIkSZIkSaq1mjdvTp06dcjLyztsfNmyZSxbtqzM9Q0bNuQXv/gFt956a6JKVBFRqMidIUlVJoqidCDrwH5WVhbp6enVWJEkSZIk6Vi2YRfcNwVeyYQ9ueVfFwF9W8HXB8GXekNqCuTlFfCXv8zlnnums2jR9grV0aFDI668sh+33TaCpk3rVWitJEmSJEmSJKl2yszMpKAg/nS/WCxGRkZGNVek6rBt2zbeeOMN3nnnHT788ENWrFhR5pouXbpw6aWXct1119GpU6cqqLJyJPAzX2WPuky6AHMURUuLDG0MIYyuwPrxQFrhsRDCO5VRm1SVDDBLkiRJkpLR3lx4fA78dQ6s31WxtW3qZNNk5nRmvTabLVv2VmjtgAEtuemmoVxxRT9SU1MqdmJJkiRJkiRJUq1mgFnF2bhxI5mZmSxZsoRt27axe/du6tWrR3p6Oh06dGDQoEF07Nixuss8KgaYEyCKogIgcOg3YX0IoX0F1q8DWhcaCiGEOpVYolQlDDBLkiRJkpJZCPDWInhoOszfVPrcvG072D39E3b8ZyphX065z1GnTsT48Z34wQ9GcsopXYiiKrtmJkmSJEmSJEmqQQww61hTGwLMyRzsLRxirijvZkmSJEmSJCVQFME5x8W3uRvgD5PhvRWQX+i78jmrN7Djv9PZMyuT1LYtyh1ebtQolfPO68mPfzya3r1bJOgnkCRJkiRJkiRJUnVJ5gDzZ3HgVplBZkmSJEmSpAQb2AYeOw827IL7pwSefGkZm/4zneyFKw/OyV27ibqtm5GzcVuJx2nSujFXf603P/rRCJo3b1AVpUuSJEmSJEmSJKka1MYAc6y6C5AkSZIkSTrWZGfn8fSfZ/HkH2ayevXOYudE9esVO16vd1canzycesd14b8NIprMg+uHQwszzJIkSZIkSZIkSbVSrQowR1FUF2he3XVIkiRJkiQdK7Zs2cudd07m8cc/Jisrp9S52SvWkdKkEflZuyAlhYbD+9D4pGHUbdfq4JzNe+Evs+Dpj+HkrvDtEdCvdYJ/CEmSJEmSJEmSJFWpWhVgBr4LpACh0FgoYa4kSZIkSZKO0sKFW7njjo945ZXF5OTkl3tdatsWNBzVn8YnDCGlccMS5+3Lg38uhn8tgcFt4OqhcFZPiEWVUb0kSZIkSZIkSZKqU7UEmKMouhm4uZzTW0VRtLSsQwJtgDSODCzvrmB5kiRJkiRJKsH776/ipz+dyPvvryJU4GvjLVrU49JL+3DtLaN4YVUjXlwAO7LLXlcQYOZ6uP4t6JQOX+4HVw6GhnWP+keQJEmSJEmSJElSNauuDsxNga6lvF+4l05KGXOLKnrrbGMF1kqSJEmSJKmIgoLAc88t4K67pjB//pYKre3WLZ1vfnMQN900hIb7U8f/2x1+dDw88zH8v9mwIqt8x1q1A347Cf48A87qBTcMhy5NK/azSJIkSZIkSZIkqfpVV4D5gOL69BR9EGgFevkcXB8K/Tq74mVJkiRJkiQphMA990zn3ntnsGbNrnKviyIYPLg1t946jEsv7UNKSuyIOakpcMVguHwQfLgSHpgK09aW70LQjhz4+3x4eQFcMxQu6R/vzhwVvaokSZIkSZIkSZKkpFTdAebKVtxtqteqvApJkiRJkqQarKAgsGDBFiZOXMsjj8wtd3g5NTXG+PGd+OEPR3HyyZ2IypEojiI4sUt8W7oV7psK/1wM2fllny8C8gO8tABa1IchbaF3y3g4WpIkSZIkSZIkScmrtgWYizbpWQA8Xx2FSJIkSZIk1TQ5OfnMmrWRyZPXsm3bPgDGjm3PwoXbSl3XqFEq557bkx//eDR9+rQ46vN3bw73nQl3ZsOfZ8Jz82DTnpLn92sNafuvbm3ZC/9eBhNWwYDWMKgNNE476lIkSZIkSZIkSZKUQLUtwFy4rc9c4PwQQk51FSNJkiRJklQT7NyZw9Sp65g+fT179+Yd9l7nzo3p2LERq1cf2YW5desGfPWrffjBD0bRqlWDSquncRrcPga+Mxpe/RQemQkLNh8+JwIGtzly7b48mLYWZqyDns1haFto17jSSpMkSZIkSZIkSVIlqK4A83ZgRQnvdeFQJ+UIKABWl3G8AOwFthIPLr8NvBlCKPjMlUqSJEmSJNVCIQTmz9/CkiXbmTt3E/n5xV9GiaKIsWPb8/zzCw+O9ejRhGuvHcwNNwymfv3UhNUYi+D8PvFt9jq4byq8vwLyA3RvBk3qlby2IMDCLTB1DczZAFcNgbN7QkosYeVKkiRJkiRJkiSpnKolwBxCuA+4r7j3oigqerdsUwihW+KrkiRJkiRJqv1yc/P505/mcM8908nKyubGG4cQi0WlrsnIaE7LlvXp3Lkxt98+gosvziClipPAg9vB4+fBxt3w4FQob2569nqYvQFu/Cd0SoeL+sI3Bse7PEuSJEmSJEmSJKl6VFcHZkmSJEmSJFWhnTtz+NWvpvDnP89hy5Z9B8cXLNhKv34tSl2bkdGcDz+8hIyMFkRR6WHnRGvdEH5+MoQAa3fGw8mLthx6nFdh+/Jg/qZD+6t2wD2T4dGZcHoPuH4Y9Cz9R5ckSZIkSZIkSVICJGuAuXrvhEmSJEmSJNUSq1fv4H//dyLPPfcpe/bkHfH+xIlr6Nu3+RHB5JSUGAMHtmLMmHa0bt2wqsottyiCDunxbUdnmLMe5m2Kh5YP+GQT5BZ91hewMwdeWgCvZcLwdvDNYfC5rlBGI2pJkiRJkiRJkiRVkmQMMJ9cZD+nWqqQJEmSJEmqwebO3ciPfzyBf/5zGXl5xfUnjlu7djcrVuyga9cmANSrV4fhw9syalQ7GjeuW1XlfibpaXBCFxjVET7dDLPWw+Y98V9Lk1cAk9fEt+5N4cv94fKBUD+1SsqWJEmSJEmSJEk6ZiVdgDmE8H511yBJkiRJklRT/d//LeenP53IpElrCSXnlg8zceJaBg9uw+jR7RgypDVpaUl3yahc6qbAwDYwoDVMXg3PzIt3Wy6Ppdvhrgnw8HQ4uydcPxw6NUlouZIkSZIkSZIkScesmnk3SpIkSZIkSQcVFASefHI+v/71VD79dGuF1g4Y0JJbbx3GFVf0JxaLElRh1YoiGNMJpl0N/8iEP82ABZvLt3b7vnjw+YVPYExHuGYojOscP6YkSZIkSZIkSZIqR40IMEdRFAO6Ak2BhkCFbhmFED6o/KokSZIkSZKq1969udx33wzuv38W69btLve6WCzi+OM78KMfjeL007sS1dJ0biyCL/aOb3M3wH1T4L0VkFdQ9trcAvhgZXzr1Rwu6w9f6Q/1UhNftyRJkiRJkiRJUm2XtAHmKIrqAJcBXwdGAPWP8lCBJP45JUmSJEmSKmrLlr38/OeTeOKJeezYkVPudWlpKZx1Vjd++tOxDBrUOoEVJp+BbeD/nQtb9sDD0+HFT2B7dvnWLtoKv5sMD0yDs3vCdcOhQ3pi65UkSZIkSZIkSarNohBCdddwhCiKjgOeBwYcGPoMhwshhJTPXpVUtaIoSgeyDuxnZWWRnu7dUUmSJEk6li1Zso0f/3gCL7+8mJyc/HKva9KkLhddlMEdd4ylU6fGCayw5sgrgOc/gf83CxZvLXt+h8awZmf8dd0YjO4I1wyDcZ2gljawliRJkiRJkqQaIzMzk4KC+OP3YrEYGRkZ1VyRlFgJ/MxX2V2PpOtMHEVRR+BdoB2HfiOONmXt7SNJkiRJklTjTZmylh//+CPefXcFrVs3KHd4uW3bhnzjG/353vdG0KRJvQRXWbPUicGl/ePbtDXx7soTVkJ+MVeh6kSwafeh/ZwC+GBlfOvZDL7cH746AOqnVl39kiRJkiRJkiRJNVnSBZiB3wDtiYeWC98yqmgYOflaS0uSJEmSJJVTCIE331zCT386iRkzNhwcj8ViZa7t1asZ3/72EK65ZiB16ybj5Z/kMqIDPNkB1u+CB6fCq5mwM+fQ+20aHeq+XNTibXDnh/DgNDirJ1w/HDo3qZq6JUmSJEmSJEmSaqoohOTJ+UZR1ALYwKGwcuHQ8tEUGgEhhJDyWWuTqloURelA1oH9rKws0tPTq7EiSZIkSVJVyM8v4PHH5/HrX09l8eLtxc5p3rweW7fuO2wsimD48LZ873sjOP/844jFfDDV0crOg2fmweOzYUUWNEmDrOzyrU2NwcgO8M0hcFLX+H8XSZIkSZIkSVJiZWZmUlBQAMQbgWRkZFRzRVJiJfAzX2V3NpKtBc94IEY8rFxceNlbPpIkSZIkqVbauzeXe+6ZwQMPzGTDhj2lzm3YMPVggDk1NcbJJ3fmJz8ZzbhxHYhMzH5maXXgysHxbdJquH8KTF4DBeX4en1uAXy0Kr51bwqX9IOvDYSGdRNctCRJkiRJkiRJUg2SbAHmjkX2CweXNwLzgK1ANpDP0XVlliRJkiRJShpbt+7l5z+fxOOPz2PHjpxyrVm9eietWzfg1FM785OfjKF37xYJrvLYNaZjfFu7Ex6cCq8thF3l+8/E0u1w90fw8HQ4owdcPxy6NUtouZIkSZIkSZIkSTVCsgWY6xV6faALcwBuBh4MIRhYliRJkiRJtcLy5Vn8z/9M4KWXFpKdnV/udS1a1OPSS/vwox+Nom3bRgmsUIW1bwx3nQI/PQmenQePz4Zl28u3Nisbnv8EXv4UhreDq4fCKd0gZrNsSZIkSZIkSZJ0jEq2APO6Qq8PhJdfCyE8UE31SJIkSZIkVarZszfyP//zIf/613Ly88v/Xe2OHRvzrW8N5NZbh9KoUVoCK1Rp6qbAFYPi2+TV8OA0mLgKyvOfMq8AJq+Jb/1awS9Ojv9aL9mu0EmSJEmSJEmSVAMtX76cbt26febjDBo0iNmzZ3/2glSqZLs9Mr+YsfervApJkiRJkqRK9u67K7jjjo+YOHEtFXnGVO/ezbnllqF84xsDSE1NSVyBqrDRHePbhl3w0DR4JRN2ZJdvbaO68MGKePi5b0sY1BZaNkhsvZIkSZIkSZIkSckiqQLMIYSZURQtAboXGvbWjSRJkiRJqrE2btzNb34zjd//fnq510QRjBjRlh/8YBTnndeTWCxKYIX6rNo0gp+fDD85Ef4+Hx6fA4u3ljw/FsHA1vHXeQUwd2N865QOg9tC92bxOZIkSZIkSZIk6bNJSal4c5g6dZIqWltrJePv8q+BR4ADvYhOB+6uvnIkSZIkSZIqbtWqHUyYsIbMzK3UrRujXr0U9u3LL3VNnToxPve5zvzkJ6MZN64DUWSKtSZJTYGvDoxv09fCg9Pgw5XxkHJhvZpDw7pHrl+1I76lp8HANtC/FdRPrZraJUmSJEmSJEmqbcaPH897771X3WWoBEkXYA4h/CWKokuBk/YPnRhF0ZUhhMersSxJkiRJkqQyhRBYvHg7EyasZsWKHQfH69ZNYeTIdnzwwepi1zVoUIdzz+3BHXeMoU+fllVVrhJoeHt44jzYvBsengEvfQLbs+PvDW5T+tod2TBhJdw9ATo0huuGQ99Wia9ZkiRJkiRJkiSpqiRdgHm/84F3gcFABDwaRdFA4HchhDXVWZgkSZIkSVJRBQWB+fM3M2HCGjZs2F3snFGj2jJx4lryCrXjbdo0ja98pTc/+ckY2rVrVFXlqgq1/P/s3Xd83WXd//HX92S1SZp0773SBR2MblpkyHAgiihu9P553youhoIgoEy3uJVb9BZxgYpbZLSlgxZKB6W7dO+ZNnt9f3980zZN0+SkzUlOk9fz8bgezfc613V9P4c7t23OeedzsuDLF8Ed0+DJlfDP9dAnB6rC+vcVlsGSXbB4J/xtHZzbHT54LrwtL+r0LEmSJEmSJEmSdDZLugBzEAQ/r/5yO1GAOQRiwKeBm4IgWAWsBY4AVXWdUUsYhuFHE1CqJEmSJElq47ZuPcxdd82lb98OpKbG6l2bmZnGhAndWbRoFz16ZPKxj53DF75wIR06ZDRTtWpJqTF4z5hoFJfDij2wbDccKat7/Wt7joecq0JYuhuW/gceng9vGw4fmwA9zbxLkiRJkiRJkqSzVNIFmIEPE4WWjwqqr4PqMRoYFedZR/caYJYkSZIkSU1m5cp93HHHXP7+9w1UVIRMmNCdt751SIP7rrxyENdfP4JPfnIcGRnJ+LKMmkP7NLigD5zXG9YfiILM2w4ff7yyKgow12V3IfxsCfzfcpjaD/5rPEzuB0HQPLVLkiRJkiRJkiQ1hWR+p6z22y5hjXnfkpEkSZIkSc1u7txt3HnnXObM2UZY49evly3by8yZ/ejQIb3OfT17ZjFtWh9GjepKLObLGorEAhjeJRp7C6Muy6v3wZr9UFhe/97SSnh+UzSGdYbrR8P7zoHMtOaoXJIkSZIkSZIk6cwkc4D5aNdlavwZcmJ35ob4jqAkSZIkSTojYRjyl79s4N5757NkSd1tcSsrQxYu3Mmllw44YX7gwFymTevDkCEdCWyRq3p0y4LLBsP0/vC1eZCeAmWV8e1ddwDuexG+vwguHwIfPw+Gdk5svZIkSZIkSZIkSWcimQPMdb2r15h3+hoTdJYkSZIkSTpBVVXIY4+t4OGHF7Ju3aEG17/yym6mTetDu3apjBjRhalTe9OvX07iC1Wr0i4VvjwDPjMRHl0Cv30d9hTGt/dQKfx+JfxxNUzoCR8ZC28eCimxxNYsSZIkSZIkSZLUWMkcYDaALEmSJEmSml1paQXf/e6rfOc7i9m5M87kKBAE0KFDOv/v/42lW7fMBFaotiC3Hdw8GT4/CZ7ZAD9ZDK/uiu8Fs4oqWLQjGn1z4F0j4ENjobPflpIkSZIkSZIkKUkka4DZz1RNUkEQDAHGA32BFGA7sCIMwxVNeI8LgOFAH6Co+h4LwzDc0UTnpwPTgQFAd2A/sBV4MQzD+N+ZliRJkiS1KkeOlHL//Qv5yU+WcehQadz7OnRI5/rr87j77in07dshgRWqLQqCqIvym4fCpoPwg1fg7+ugsDy+/dsOw6NL4adL4KL+8LHxcH7v6FxJkiRJkiRJ0ol++5EZTX7msDddw3kf+Fy9a0oOH+TPn7mmye895u0fYsw1N9a7Jn/bRv5514dP+x7veWz2ae9NtNmzZ5Oa2viY7OLFixk7dmwCKlJNyRhgHtTSBbQmQRA8AtxUa/qXYRh+uJHnXAHcBUw5xePLgYfDMHziNOsMquv8NDCkjiVVQRA8C3wpDMNXTvMeOcBXgA8AnetYUhgEwR+AL4ZhuPt07iFJkiRJOvvs2lXAl788j1//ehVFRRVx7+vatT0f+chobr99Ip06tU9ghVJkYCf4+mXw1Yvhidfgl8th06H693TPgj3Vv679rw3w7w2Q1wXeMxreMwbapyW8bEmSJEmSJEk6a5QePtjkZ5aXFDW8KAwTcu+K0pIG11RVVSbk3smisrKy0XvCMJ7PQ9SZSroAcxiGm1u6htYiCIJJwCfP8IwA+CbwWervjH0u8OsgCK4GbgzDMO5WVUEQdAZ+D1xSz7IYcDlwcRAEXwjD8Nvxnl99j/HAU9QfkM8CPgxcFQTBe8MwfL4x95AkSZIknV3Wrj3Al740l6efXk95eVXc+/r168AnPjGOz3xmAu1Nf6oFtEuFG8dHY+E2+OEr8OIWqKzj9dTaL+aEwOr9cM8c+M4iuHww/Pd5MKSuX/WWJEmSJEmSJElKkKQLMKtpBEGQBvyMKPh7Ju4Davevnwe8DFQA44iCx0ffD7sBKCcKAsdb51PAzBrT5cA/gFVAB2A6UUAaIA34VhAEh8IwfCzOe/SrPq9njemDwF+BrUAv4Koaj3cHng6CYEoYhq/Fcw9JkiRJ0tnj5Zd38u1vL+Z3v1tNVfy5ZUaM6MznPnceN944htTUlMQVKDXCxL7R2FcEP14MT66Eg9UNNTqkw+7CU+89VAK/XwlPrYLxPeFDY+GqoeC3tyRJkiRJkiSpNZgxYwazZs1q6TJ0CgaYW68vAmOqv95JFNJtlCAIrgLuqDF1CHhXGIbP1Vo3HvgL0Ld66kNBEMwLw/BncdzmPk4ML78GvC0Mw0217vE+4OdAevXUj4MgWBSG4esNPIcA+AMnhpd/A/y/MAwLaqzLAB7keFg7G/hzEASjGtNNWpIkSZKUvJ57bjN33jmXl17aSbt2KaSkxKhqIMEcBHDeeT344hcv5NprhxP9mCkln66ZcOd0uH0q/HUt/OxVOFIWjYZUhvDKzmjcnw1vGw4fGw89shNftyRJkiRJkiRJapsMMLdCQRDkAV+qviwiCiHH1a24xhkBUaD3qBB4exiGc2qvDcNwSRAElwDLgHbV0/cEQfCrMAxL6rlHH+DTNab2ABeHYbi/jnv8OgiCFOCX1VPpwFeBaxt4KtcCE2tcPwu8LwzDEz5UtTqk/PkgCDoCH6meHgx8HHikgXtIkiRJkpJUGIY89dRa7r13AStW7Ds2X1JSyYABOWzefLjOfSkpARdd1Je77prMzJn9DC7rrJESg2tGRGP1PvjhK/DvDVBSEd/+XQXw01fhl8tgSl/46HiY1j8K80uSJEmSJElSa5eR06nJz0xrl9nwoiBIyL1TM9o1uCYWS0nIvaWGBLVynEkrCIJzgcuAPKA70AEgDMNLWrKuZFMdPJ4NTK+e+iKwEHihxrJfhmH44QbOeTvw5xpT/xeG4Yca2PMV4K4aUzeFYfj9etZ/G/hsjakbwzCsN2gdBMFs4KIaU+eEYbiinvVLgHHVl1VAXhiG6+tZ3wnYBORUT+0C+oVhGOfbfE0nCIIcIP/odX5+Pjk5OfXskCRJkiQdVVUV8vOfv8aDDy7kjTfy61yTnZ1GUVEFVVXHXxtJT0/hyisHce+9Uxg7tntzlSslVFEZ/Go5PP4abKk7s1+vwR3hnaPgQ+dCh4wmL0+SJEmSJEmSztiaNWuOfepiLBYjLy+vhStSS9i0aRODBg06dj1jxgxmzZrVcgUlUAK/55utpUnSd2AOguAaok67o2o/RNQV+Oi6m4HRtdbMDsPwl7QtH+d4eHkF8C1g6mmc8+5a1z+IY89PiLo9p1RfXwecMsBc/fhRB4HfxHGPH3FigPk6oud5kiAIhnI8vAzw7/rCywBhGB4MguA3RP8dAXoS/fd84dS7JEmSJEnJorS0gkceeZVvf3sxO3cW1ru2oKCcfv06sHXrEbKz07j22mHcc88UBg3q2DzFSs0kMx0+fn40FmyDH70C87ZCRVV8+984BF+fH+27eCD8z3kwqptdmSVJkiRJkiRJ0ulL2gBzEATpwP8CNxydqvFwXW2jtwNfr/XYpUCbCTAHQdAbeKj6MgQ+HoZheWM/5jYIglTgyhpTW8MwXNTQvjAMtwdBsACYVj01NQiCLmEY7q/jHucBfWpM/S0Mw5I4ynsaKAfSqq/fDtx9irVvr3X9ZBznA/yB4wHmo+cYYJYkSZKkJFZYWMZDDy3ihz9cyoED8fx4GUlJCfj0pydw552T6NYtjo9wk85yk/tGY18h/ORVeGoV7C+Ob29BGfx1LeRmwMiucG4PyOsCGUn7CqMkSZIkSZIkSUpWSfn2QhAEKcA/gIs5HlyuK7Rc0++BB4EBNeb6BEFwURiGc5q+yqT0fSC3+uufhWE4/zTPGQN0qnHdmHNqBphTiLo//6WOddNrXcd1jzAMi4MgWApcUD01NgiC3DAM6/o84NO6B7AIqOR4J+mL6lkrSZIkSWpBBw4Uc++98/n5z1dQUFAe975evbL4f//vXG655QKys9MTWKGUnLpmwZemw+3T4B/r4NElsHRXwy/A9e4AXTNhbxE8txFe3AIjusLYHtG8JEmSJEmSJElSPJIywEzURfhNRO+ZHH3fpN4OzGEYVgVB8GvgjurHj66/Gmj1AeYgCK4F3lF9uQf44hkcN7LW9ZJG7H21jrPqCjCf6T0uqHE9AljYwD2KgTXxHB6G4ZEgCNYDedVTeUEQBGEYNvQeniRJkiSpmezYUcCdd87lN79ZRUlJZdz7Bg3K5aabxvPJT44jPT1ZXxaRmk8sgLcMj8amQ/DDV+Bva6HwFL8PcG73E6/LKmH57mj07hAFmYd2htRYwkuXJEmSJEmSJElnsaR7py4Igjzgc5wYXD5VkLm23xIFmI8dB1zS1DUmmyAIcom6Lx/1+TAMD57BkSNqXW9pxN7aa2uflah7nBBgDoIgDRhcY2prIwPIWzgeYM4E+gObG7FfkiRJkpQAGzYc4o475vCnP62nvLwq7n2jRnXhllvO54MfHE1KislKqS4DO8LXLoWvzoTfvQ7/txzWHTj+eGZqFE4+lR1HopEag6JyuHEcdMtKcNGSJEmSJEmSJOmslHQBZqLOwTFO7KIM9QeXAQjDcEUQBLuAHjX2jw2CoF0YhiWJKDZJfB3oVf31s2EY/voMz+tT63pbI/bWXts3jntUALub+B49OPH7uzHP4VT3MMAsSZIkSS2kuLicBQt2cO21fyE/vzSuPUEA553XgzvumMg11wwjCBp8aUESkJEKHxwbjeW74Qcvw/ObYHT3+DorL9sN/3kDHlsKk/vCR8bBtP5Rt2dJkiRJkiRJkiRIsgBzEAQx4BqOd1s+GkKuAn4G/AP4SwPHvAy8tcYZMaIOvUubttrkEATBRcDHqi9LgP9pgmM71Lo+0oi9tddmx3GPwjAM42+bFd89zuQ5xHsPSZIkSVKCFRSUsWDBDl5+eRdlZZVccEEPnn22/g/xSUkJmDatD1/+8mQuvri/wWXpDJzbA37yFjhSClvyYeMh2HAQqur5nKvl1b+mXlwRBZ+f3wSDO8K1I+ED50DH9omvW5IkSZIkSZIkJbekCjAD44FcjoePg+qv/ysMw18A8bzpuIoowFxTHq0wwBwEQQbwU453p34gDMP1TXB07Q/3bEz36tprTxX8rXmPxnbHjuceZ/Ic4r1Ho1T/3yujEVtqh7AlSZIkqc04eLCE+fO3s2TJHioqjv/O6/nn92Tu3O2UlFSetCctLcZllw3gnnumcMEFvU56XNLp65ARdWAe3R0KymDFHnhtT/R1TbsKYHfhyfvfOATfWAA/egUuGgAfGw/n9Yo6pUuSJEmSJEmSlAizZ88mNfX0YrIbNmxgwIABTVyRakq2APOIGl8fDS8vOhpejtOBOua6nElRSewuonA2wBrg4SY6t3YfnPg+m7futafqqVNzvjHnx3uPM3kO8d6jsW4H7m6CcyRJkiSp1dq7t4i5c7fz2mt7qaqjxWtGRgoXXtiLOXO2HZtr1y6Ft7xlCPfeO4VRo7o2Z7lSm5SdDpP6woV9om7Mr+2GzfnRY0e7L59KYTn8cz38az3kdYF3jYIbxkBWeuLrliRJkiRJkiS1PZWVJzfFiUcY1vNRhGoSyRZgritoPKuRZxTUMdfqOtkGQXAOcFuNqf8Ow7DsVOsbqXb34ca8hVS7w/CpOh+XAJmncX689ziT5xDvPSRJkiRJTaCqKuSxx17jmWc2M3Jk5wbXT5zYkwULdpCensK73jWce+6ZwsCBuc1QqaSaYgEM6xyNg8Xw8g74wcvx7Q2B1fvhvhfhkUXwpoFRV+Yx3e3KLEmSJEmSJElSW5BsAeasOuZ2NfKMjnXMVdUxd9YKgiAGPAqkVU/9MgzDWU14i9oh8MZ0H27XwFk1548GmBvb3Tiee5zJc4j3HpIkSZKkM1BeXsn3v7+Eb37zFbZvLyAI4KabxtOpU+0fyU7UsWM7Hn74It73vlF0755Z71pJzaNTe7h8CPzrffCjV6Iuy4Xl8e09XAp/XgN/WQujusL1o+G6UdA+reG9kiRJkiRJkiQdNXDgQDsnn0WSLcB8qI65/o0849w65g42vpSkdhNwYfXX+4Fbmvj82mHd7Ebsrd3tur4Ac/fqr7OCIAjC+P+XI557nMlziPcejfUg8K1G1rCtwVWSJEmSdJYpLi7na197me9/fwn79hUfmw9DmD9/B1dfPbjOfe3bpzJxYi8uvLAXmZkmG6VkNLQzfPNyeOBN8LuV8KtlsPZAfHurQlixF1bMgm+/BJcNgRvHQV4XuzJLkiRJkiRJktTaJFuAufbbGQHwpng3B0HQAbiS6FMoa9p/hnUljSAI2gP31Zi6NQzDfU18m+21rvs1Ym/fWtenCuBuB46+I50K9AR2NuE9dgMVHP8eb8xziPcejRKGYSlQGu/6wHfmJEmSJLUyhw+X8pWvLODRR5eTn19W55olS/Zw0UV96dAh/dhchw7pTJ7cm/PO60FGRrK9lCGpLhmp8MFzo/HabvjRYnjuDSipjG//gRJ4cQs8uRLGdIf3jIZ3jLArsyRJkiRJkiRJrUWyvev3eo2vQ6IA87lBELw/DMPH49j/baKutbUDzMubqL5kkMGJ3YR/FgTBzxrYUzsJ+8EgCN5f4/qXYRh+tMb16lrrG9MFu/ba2mfVnJ9ea1+8AeYG7xGGYVkQBBuBYdVT/RrZ5bnmPYqBzXHukyRJkiTVsmdPIXfdNY/HH19JUVFFvWsrK0MWLNjB5ZcPpFOndkyd2odx47qTmhprpmolNbVzesAPr4LCMvjVcnhiBWzOb3jfkVKoDGHZ7mh8fQFcNhg+Oh6Gd7YrsyRJkiRJkiRJZ7OkCjCHYbgiCIKDQMejU0Th258HQdAPeLSufUEQjAa+AlzDyeHlvWEYbkhIwckh5TT2BLX21T5jVa3r8Y04e0IDZ9V3j4WneY9ThaRXcTzA3B7Iq2ftMdWdvIfWmFrTiOCzJEmSJKnali2HueOOF3nyybWUlsbZdhUoLq7g2muHMWZMN2IxE4pSa5GVDv99fjRe3g4/XgyzN0N51clru2XC3qIT5w4Uw+9ej7oyn9Md3jMG3pEH7ezKLEmSJEmSJEnSWSepAszV/gG8j+Ph5ZCozvuAe2svDoJgF9Dt6CXHA8xHv346wfW2Rq8BhzgeJJ/SiL0111YC806x7sU69v24ocODIGgPjKsxtTwMw0P13ONtte7RYIAZmMiJoe45ceyRJEmSJFVbs2Y/X/zii/ztbxuoqIj/90EnTOjOHXdM4tprhxHYWlVq1S7oE438EnhsaRRM3lFw/PH6mq5XhrB0dzS+Pr9GV+YuCS9bkiRJkiRJkiQ1kWT8/NVv1ro+GkQOOB64Dmr82b36z5rravpuYspsGWEYHgrDMGjMAC6udcwva635cK17VAD/rDHVLwiCiQ3VFgRBH2Byjan5YRjuO8XyxcD2GtdvDYKgXUP3IOqyXbOvTn0B9b/Uur4ujvPrWmcIXpIkSZLi8Oqru7n88j8watRj/PnP6+MKLwcBTJ3ah3//+5288soHeOc7hxteltqQ3Hbw2Ukw/0b49Tvgov7QIR12F8a3f38x/PZ1uOLX8PbfRl+XViS2ZkmSJEmSJEmSdOaSLsAchuFS4Pec2E2Z6q/reuczrDGCWn/+OgzDlYmstxX7Q63rT8Sx5+Oc+D1V+4xjwjAMgadqTHUE3hvHPf671vWT9dxjLbC8xtTlQRAMre/wIAg6AdfXmNqNHZglSZIkqV5z5mxj+vTfcP75v+I//9lMVVXDe1JSAi67bADz59/A3Lnv5fLLBxlcltqwIIBp/eFX74DZH4L/Pg+6Z8W//2hX5i88C5N/Dl98DtbtT1y9kiRJkiRJkiTpzCRdgLna/wM2Vn99NLRc37uYNTswH7WR+EK3qtvTwIoa1x8IguCiUy0OgmA4cGuNqZ3Aow3c4+tAaY3rh4IgOOWHfQZB8EGgZg1Ph2G4/FTrq91X4+sY8KOg/nfEvwnk1qypuiO1JEmSJKmWf/7zDaZOfYIZM37L3LnbCRtuuEx6eoy3v30oS5Z8gGeeuY5Jk3onvlBJZ5UumfCFqbDoo/CLt8HUfpDSiN9v2F8Mv1kBb/41XPM7+J1dmSVJkiRJkiRJSjpJGWAOw/AwcAmwmuPB5bDWnyds4cSg82rgkjAMCxJZZ2sWhmEVcHuNqQB4OgiCS2qvDYJgPPAc0K7G9L1hGBY3cI9twPdrTHUHXgiCYGAd93gf8LMaU+XAXQ08DYg6NL9c4/pS4NdBEGTXOj8jCIJvAR+pMb0J+HEc95AkSZKkNiMMQ556ai1jxjzGVVf9kR074vvRu337VG64YQSrVt3In/98Deec0z3BlUo62wUBXDwInrgWXv4YfOJ86J4Z//7KEJbsgtuquzLfPQv2FCasXEmSJEmSJEmS1AhBGE97pBYSBEEOUZfejwCp1dN1FXw05FwJPAbcFobhoYQXeJYIgmAm8EKNqV+GYfjhOPc+BHyh1vRcolBwJTCWKBRcsw/O42EYfiDO89OBZ4HpNabLgb8TBdGziboun1tr63+FYdhQh+ej9xgALCIKSB91EPgLsA3oCVwF9KrxeCEwNQzDZfHcIxGqv//zj17n5+eTk5PTUuVIkiRJauPCMORXv3qdr371JdavP3Rsvn37FCoqQsrLq+rcl52dxnveM4J7751K797Zda6RpHiFIbywCR5dAi9ti0LK8RrTHS4dBD2zYUw3GN4FMlIb3idJkiRJkiQp+a1Zs4aqqui9ilgsRl5eXgtXJCVWAr/nG/GZiGcmqV+ir+7E/PEgCB4GPgBcDowD2tdYVgwsA54hCs6ub+46W7k7iP57f7rG3LTqUZffAf8V7+FhGJYFQXAt8AdgZvV0GnDNKbZUALfHG16uvsfmIAiuIurGPLB6uhPwoVNs2Qfc0JLhZUmSJElKFpWVVfz0p8t48MFFbN165KTHi4srGTAgh82bD58w36lTBh/84GjuumsSXbo0omWqJNUjCOBNg6KxrwgefRWeWgV7ihree271r7bvKojG7M2Q1zUKM/fMjs6WJEmSJEmSJEnNI6k7MJ9KEARZQC5wKAzDON6eaNvOpANzjTOuBL4MTDrFkteAr4Vh+PhplEgQBDGikPRNwOA6llQBzwNfCsNw0WneIxf4KvB+ogBzbUVEIecvhGG463Tu0ZTswCxJkiSpJZWXV/Ld777KN7/5Crt2Fda7NisrleLiSqqqQrp3z+RjHzuHL37xQjp0yGimaiW1ZWEIz2+ER5fCwlN0Ze6eBTeMOfUZXTOjDs0ju0K7pG75IEmSJEmSJKkudmBWW9MaOjCflQFmtZwgCIYCE4A+QAqwHVgRhuFrTXR+AFwADAd6E3XY3g4sDMNwexPdIwOYDgwAugMHgK3AnDAMC5riHk3BALMkSZKkllBcXM43vvEK3/3uYvbvL4l737hx3bnuuuF8/vPn0870n6QWsq8IflbdlXlvjbYHlwyCc7o3vP/VnVHY+cPjos7MdmWWJEmSJEmSzg4GmNXWtIYAs+8oqlHCMFwPrE/g+SGwqHok6h6lwLOJOl+SJEmSzkaFhWXcf/9CfvSjpRw6VBr3vkGDcvnsZyfwP/8zjrS0lARWKEkN65oJt0+DL06F5zbC/y6BJbsgr0vDeyuqYOF2KK2EP62GEV3hnSPh+tGQnZ742iVJkiRJkiRJaksMMEuSJEmS1Ibl55dyzz3zePTR1ygoKI9734gRnbn55vP5yEfGkJISS2CFktR4QQCXDo5GcTnsKIDXdsOmQ3Cqz6NbfyAKLwNUhvD63mh8dyFcNAA+PBbO62VXZkmSJEmSJEmSmkLSBZiDIJgJfLDWdBnwmerOuafa1w74NpBR66H/C8NwVhOWKEmSJEnSWW///iLuvHMe//d/r1NUVBH3vnPP7coXvziR668fQSxmik9S8mufBkM6ReNIKazcByv2wOFarzS+tqfu/fml8Ne18Le1MKwLXJMHN4yBTu0TX7skSZIkSZIkSa1V0gWYgU8C19aa+3Z94WWAMAxLgiA4BHyBExupZAOzmrJASZIkSZLOVhUVVXzjGy9z773zKSmpjHvfBRf04M47J/HWtw4lsP2opLNUhwyY2Acu7A1b8qPQ8oaDsL8Ith+pf28IrN0PX5sPP3wZpvSDD4+DyX3B3+eQJEmSJEmSJKlxkirAHETvgF569LL6z0rgO3Ee8R3g80TP6+j+y5qoPEmSJEmSzlplZZUsXryb+fO3s3Xr4bjCy7FYwOTJvbj77ilceukAg8uSWo0ggAEdo1FUDj9ZDCkBVIYN7YwUlMMzb0RjUEd463D40LnQNSuBRUuSJEmSJEmS1IokVYAZGAnkcryDcggsCMNwWzybwzDcHQTBPGBm9d4AyAmCYFQYhisTUK8kSZIkSUmtpKSCl1/exYIFOygqKgegW7dMRo3qzMqVB+rck5ISMGNGX+69dyrTpvVtznIlqdllpsHnJkUB5F8sgz+shB0F8e/feAgeWQQ/ezXq7vyBc2HmQEiNJapiSZIkSZIkSZLOfskWYM6rY25BI89YRBRgrn2uAWZJkiRJUptRVFTOSy/tZNGinZSUVJz0+PTpfU8KMKemBlx66QC+8pWpXHBBr+YqVZKSQudM+PzkKMy8cDv89FWYsxnKq+LbX1wBszZHY2gnuHggfHgs9M1NaNmSJEmSJEmSJJ2Vki3AXFdbp52NPGNXnOdKkiRJktTqLFmym+3bC1i+fC9lZZWnXNezZxbDh3di7dqDpKXFuPLKQdx//zTGjOnWjNVKUvIJApjUNxqHS+DXK+C3K2BTfnz7u2XC+oPR+MUyGNcTrh8Nbx0G7dISW7skSZIkSZIkSWeLZAswZ9cxFzbyjLrW13WuJEmSJEmtxksv7eCLX5zDnDnbuPLKQVxwQc8G98yc2ZexY7tx333TGD68czNUKUlnl5x28D/nR2PJTvjZEnhuI9TR2P6Y1Njxr8ur4OUd0XhwLrxpUNSVeXS3KCgtSZIkSZIkSVJblWwB5vI65hrbPbmu9XWdK0mSJEnSWW/OnK3cfvuLzJ+/49jcvHnbmTChOykpsTr3pKTEmDChO1On9qFjx3bNVaokndXG94If9orCy79dAb9+DdYeOHFNuxTYXVj3/v3F8IeV8NQqyOsC78iD94yBXP9nWJIkSZIkSZLUBiVbgLnWS/4EwCWNPKOu9QdPrxxJkiRJkpLTf/6ziTvueJFXXtl90mP5+WUsW7aXCRN6nDCflpbC+ef3YMqUPnTokN5cpUpSq9IuFT48Lhpr9sFPXoV/rYfCcuiaCduO1L+/KoRV+6LxyMswpS984FyY2g9O8XsnkiRJkiRJkiS1OskWYN5X4+uQKMA8NgiCK8Iw/FdDm4MguBwYV733VOdKkiRJknTW+utfN3DXXXNZtmxvvevmzt3OuHHdicUCMjJSufDCnkya1IusLIPLktRU8rrCty6Hhy6BP62Gv6xpOMBcU0EZPPNGNAbkwlVD4YNjoXeHxNUsSZIkSZIkSVIySLYA86u1ro+GmH8ZBMGlYRi+dqqNQRCMBv6Pk8PLdZ0rSZIkSdJZIwxDnnxyLffcM5+VK/fHtefgwVLWrz/Exz8+lokTe9GuXbK9BCBJrUd6Clw/Ohpb8uFnr8Jf18LBkvjP2JwPP1oM/7sUJvSE94yBK4dAu7SElS1JkiRJkiRJUosJwrCuvG/LCYJgC9Cn9jRQDPwQ+C2wPAzD8iAIUoFzgfcAnwAyOTHAHADbwjDsn/DCpSYWBEEOkH/0Oj8/n5ycnBasSJIkSVJzC8OQX/96FffeO5/16w/Fva9Ll3b813+dy5e+NJHs7IzEFShJOqWqEJ59Ax5bBgu3QeVpvAzbLRMuGQQfGRt1ew6Cpq9TkiRJkiRJag3WrFlDVVUVALFYjLy8vBauSG3FoUOHePnll9m0aROHDh2ivLycrKwsunbtyqBBgxgxYgSdO3du8vsm8Hu+2V6JTsb2S08Bn+F492Wqv24PfL56EARBKVDzXdigxp6afz7ZLFVLkiRJktREqqpCfv7z17j//pfYtOlw3Pu6d8/kf/5nLLfddiGZmbbslKSWFAvg8iHROFgMv1wGT66CrfH/zzp7i+C3r0NaDIZ2gdHdYFRXyEpPXN2SJEmSJEmSdLbatGkTgwYNOuNzxo4dy9KlS0/5eBiG/P73v+cHP/gBc+fOpaFGwoMGDWLKlCm8+c1v5uqrr05IoPlslIwdmAcDazkeXj4aRIb6k921n0gAVAJ5YRi+0aRFSs3ADsySJElS21NZWcWPf7yMhx5ayLZtBXHv6907i099agKf//x5ZGQk4+8qS5KOWrwTHn0Vnt8EJRUNr++ZDe8Zffw6FsCgjjC6e/RnzK7MkiRJkiRJkh2YBTRPgHn79u184AMf4IUXXjits7/3ve/xqU996gyqi9iBOQHCMHwjCIKfAP/DicHlkJNDyrXV7r78E8PLkiRJkqRkV15eySOPvMo3vvEKu3YVxr2vX78OfOYzE/j0pyeQlpaSwAolSU3lvF5w3tVRePn3r8MTK2DVvlOvH9PtxOuqEDYcjEZmWtSReXR36Nw+sXVLkiRJkiRJ0tkoJaXx76GlptYdrd21axczZ85k/fr1J8z37duXSZMmMWjQIDIzMzl8+DA7d+7klVdeYcOGDQ12aG6rki7AXO1mYCYwklN3Xw5PMXfUyupzJEmSJElKSqWlFXzrW6/wxBOrWLFif9z7Bg3K5eabz+fjHz+X1FSDy5J0NmqXCh8cG403DkZdmf+2DvJLj69Ji8HwLqc+o6gcXtkJ87bC8j1w3Si4cgi0S0t8/ZIkSZIkSZKU7GbMmMGsWbOa7LyPfvSjJ4SXhw4dyiOPPMIVV1xBENTduHjnzp089dRTPP744yxcuLDJamkNkjLAHIZhSRAElwD/BMZycvflgOPh5drR9ABYBlwZhmEpkiRJkiQlmZKSch5++GUeeeRVDhwoAaBXryx27qy/+/Lw4Z247bYL+fCHR5OSEmuOUiVJzWBwJ3jgEvjqxfCvDfDLZfDyDhjWBdLj+D2VtQeiEPO8rXBfJlw8AD44Ds7pBqd4zVySJEmSJEmS1Ahz587lH//4x7HrwYMHs2DBArp27Vrvvl69evGpT32KT33qU7z00kt2Y64hKQPMAGEY7gqCYDrwIPD/gKN9Q2qHmeF4mLkc+ClwexiGBc1SqCRJkiRJcSoqKuP++xfywx8u5dChE3/ntqrq1C9WjBrVhdtvv5AbbhhFLGYSTZJaq5QYXD0sGvsKYWM+7CuCdQegsurU+1buPf71viL4wyp4ajUM6wxvHQ7vHQ1dsxJfvyRJkiRJkiS1Vk899dQJ1/fdd1+D4eXaJk2a1JQlnfWSNsAMUB1CvikIgm8CHwCuAMYB7WssKwaWAv8CHg/DcGMzlylJkiRJUr0KCsr46lcX8OMfL+Pw4bI61+zeXUSPHpns3l10bG7s2G586UuTeNe7hp/yY6ckSa1T16zjoeOLK2DNPnh9L+yu1az/QDHsrKOVQ1UIa/bDmgXww5fhgj7wntFw6eD4ujpLkiRJkiRJko5bvHjxCdeXXXZZC1XSeiR1gPmoMAw3AV+tHgRBkAl0BA6FYVh06p2SJEmSJLWcw4dLueee+fzsZ8spKChvcP3RkPL55/fgrrsm89a3DjG4LEmiXSqM7RmNPYVRkHn1PiipOLH78qkUVcDszdHomQWXDIL3nwsju4J/zUiSJEmSJElSw/bs2XPCdU5OTgtV0nqcFQHm2qpDywaXJUmSJElJ6dChEu66ax6PPbaCwsKGg8sQBcgGDOjAz3/+Zq64YpDBZUlSnbpnRWN6f3jjIPxxVeP27yqEX6+A374eBZjflgfXjYLO7RveK0mSJEmSJEltVVpa2gnXb7zxBiNGjGihalqHWEsXIEmSJElSa3HgQDGf/OR/6NPnx3z/+0viCi8HAUyb1ofnnruOBQvex5VXDja8LElqUGoMhneBWR+CH10Fk/tCSiP++qgMYcVeeGAuTP8FfPQv8OwbUF6ZsJIlSZIkSZIk6azVt2/fE66/973vtVAlrcdZ2YFZkiRJkqRksm9fEV/60lx+9auVFBdXxLUnFguYMaMvX/nKFKZN65fgCiVJrVVKDK4aFo2DxfB/y+Cp1bA5P/4zCsrg2Y2wcm/0izWXDIL3nxMFpP2dGkmSJEmSJEmCmTNn8q9//evY9Q9/+ENSU1P58pe/TJcuXVqwsrNXEIZhS9fQoCAIYsBAoCOQBTTqZfMwDOc0fVVSYgVBkAMce6spPz+fnJycFqxIkiRJUm179xZxxx0v8vjjKykpia9lZUpKwMUX9+O++6YxcWLvBFcoSWqrlu+Gny+B/7wBBQ1/IAAxIDUFyqr/OksJYGRXeFsevHsUdGqf0HIlSZIkSZKkM7JmzRqqqqoAiMVi5OXltXBFagmbNm1i0KBBx65nzJjBrFmzmuTsPXv2MGjQIIqKik6Yb9euHZdffjmXXnopU6ZM4dxzzyUtLa1J7lmfBH7PN1tbi6QNMAdBkAq8D/gwcAFwui+Rh2EY2mlaZx0DzJIkSVLyqqioYsGCHVx99VMcORJHKgxITQ249NKB3HffVM47r2eCK5QkKVJWCX9fB48vh8U74VSvBvfMhl0FdT+WlQYX9oH3jI66M6elJKxcSZIkSZIk6bQYYBacHGAGSElp/AuaixcvZuzYsSfNP/roo/zXf/1XvXvbt2/PhAkTmD59OhdffDEXX3xxQgLNrSHAnJTB3iAIhgO/B845OtWC5UiSJEmSBETB5cWLdzN37jaOHClj5MguLFq0q949qakxrrhiIA88MJ1zzunWTJVKkhRJT4F3jIjGnkL45TL442rYceTEdfX1uSgshxc2RaNHVhRi/sC5UYfmwFduJUmSJEmS1Ip0S8BbOTfeCA8/XP+afftg5Mimv/ett8Jtt9W/ZvVqmD799O+xd+/p720OlZXxfYpqTadqDPyxj32MIAj41Kc+RUlJSZ1riouLmTdvHvPmzeOhhx6ie/fufPSjH+ULX/gCubm5ja6lNUu6AHMQBH2B54FeHA8un26baF8+lyRJkiSdsfLyShYv3s28eds5cqTs2Py0aX1YvHg3lZUn/9ialhbjyisH8cAD0xk9umtzlitJUp26Z8GtU+CWyVE35p8vhec3Ri+i7imM74zdhfDECvjt65DXBd46POrM3CUzkZVLkiRJkiRJzWPfvqY/s+AUn3xWUxgm5t5FRQ2vqaxMzL1bq49+9KNcdtll3HffffzmN7+hoIH/A+/Zs4cHH3yQRx99lCeeeIJLL720mSpNfkkXYAa+BvQmCi3XfAe4sWHk0w09S5IkSZIERMHlV16JgssFBWUnPd6hQzoTJnTn5Zd3H5tLT49x9dWDeeCB6YwY0aU5y5UkKS5BAOf3jkZJBfxrHfx8GSzfHf+LqlUhrNoXje8tgvN7wXWj4c2DoV3TfxqiJEmSJEmSJDXajBkzmDVrVpOf279/f37605/yne98h3/+85/MmjWLefPmsWLFCsrLy+vcs3fvXq688kqefvpprrrqqiav6WyUVAHmIAi6AO/m+OvkNUPLBpIlSZIkSc1i27bDPPnkOioqquoMLtc0bVofXn11DykpAW996xAefHA6w4Z1bqZKJUk6M+1S4ZqR0dh1BH6xHP68GnbG0RXmqOIKeHFrNLq2h4sGwPvPgfG9IOZn5EmSJEmSJElqpTIzM3nnO9/JO9/5TgBKS0tZtmwZc+bM4c9//jPz588nDI9HXysqKnj/+9/PunXr6NLFRkixli6glhkcr6mu8HLQyCFJkiRJUty2bDnMe97zVwYPfpQvfnEO+/Y1/LlaHTu24wtfuJCVKz/Ck0++3fCyJOms1bMDfHEqLLgRnroO3jIMMhvZTXlfMfxxNbzzD3DdH+DFzRDHX6eSJEmSJEmSdNbLyMjgwgsv5JZbbmHu3LksWbKESZMmnbDm4MGDfO9732uhCpNLUnVgBvrWuq4ZXN4DrAAOAKVAJXZlliRJkiQ1gU2b8rntttn86U/rqaioOjb/0ks7mTmzX517UlJijBvXnenT+9CxY7vmKlWSpIQLAji/dzTKKuGva+GJ1+DVXVAV5yuyIZCRCq/sjEb3LBjZFUZ0bXwoWpIkSZIkSWouXbs2/ZnZ2Q2vCYLE3Dszs+E1KSmJubdg7NixzJ49m5kzZ7JgwYJj83/+85+55557Wq6wJJFsAeaa7/iGRMHlEPgM8P2wZi9tSZIkSZLO0BtvHOK222bz9NPrqag4+UfOhQt3MmlSL9q1O/7jc0pKjPHjuzNtmsFlSVLrl54C7xwZjX2F8H/L4U+rYcvhhveOqPEJiHsKo/HiFhiQC6O6weBOkJpsnxEoSZIkSZKkNm3v3pa5b9euLXfvESNa7t5tQXp6Ot/4xjeYOnXqsbnly5dTXl5OWlrb7vaQbAHmnTW+PhpefjoMQ/tlS5IkSZKazPr1B7n11tn89a8bqKw89e/KlpRUsnDhLmbM6EtKSowJE7ozbVpfcnMzmrFaSZKSQ9cs+PzkaCzfDY8thf+8AUfKTl7bPwc61PHXZVUIGw9FIyMFOrWD83rBsC5RlxlJkiRJkiRJam0mTZpEZmYmRUVFAIRhyIEDB+jRo0cLV9ayki3A/Hodc7ObvQpJkiRJUqu0bt0BbrllNn//+xv1BpdrWr58LzfffD4XXdSXnByDy5IkAZzbA779Zqiogn+th8dfg5e3w9EPNBjVreEzSivhx6/C1nwY0RXeMgzePSoKSkuSJEmSJElSaxGLxcjNzT0WYIaoM3Nbl1QB5jAMXw2CYAMwuMZ0ZkvVI0mSJElqHdas2c+tt87mH//YGHdwOTMzleuuy+P++6fRp0+HBFcoSdLZKTUGbxkejUPF8MTr8Nc1MLobNPRXbmE5bD4UfQzf63uj8ciiqCPzu0bBFUOgfdv+BEVJkiRJkiRJrUBZWRn79u07dp2WlkanTp1asKLkkFQB5moPAz8let0a4HLgwZYrR5IkSZJ0tlq1aj+33DKLf/1rE1VV8QeXr78+j/vvn06vXtkJrlCSpNajY3v4xPnRqKyCjYdg1T544yDU9dfw2v3HXwQ+qrgC5m6NRuf2MK0f3DAGLuwDKbHmeBaSJEmSJEmSdLLCwkKysk7v4+P++te/Ul5efux64sSJTVXWWS3pAsxhGD4aBMENwMzqqYuCIPhIGIaPtWBZkiRJkqSzyOuv7+OWW2bxzDObqKqKb09WVhrvec8I7rtvGj17+tn1kiSdiZQYDO0cjeLyKKy8ch/sKji+ZtW+U+8HOFAMf1kbjf65cOkgeN85MKQTBEFi65ckSZIkSZKkmt7+9rczatQobr/9dnr16hX3vh07dnDzzTefMHfttdc2dXlnpWTtWXEtsLT66wD4WRAE3w6CoE/LlSRJkiRJSnavvbaHN7/5D5x77i+quy43vCc7O43/+q9zeOONj/Hoo282vCxJUhNrnwZje8J7x8CHxkbdlEsqYE9h/GdsyYefL4XLH4erfwM/fBn2NmK/JEmSJEmSJJ2JkpISvve97zFw4EDe9a538be//Y3i4uJTrq+oqOD3v/89EydOZPPmzcfmBwwYwH//9383R8lJL+k6MAdB8PPqL7cD44g+RTAGfBq4KQiCVcBa4AgQTx+tMAzDjyagVEmSJElSkli+fA+33DKbdesOsmnT4bj2ZGen8b73jeIrX5lC9+6GliVJag6d28PUfpDXObr+y1rYcST+/ZUhvL43Go8sgvE94dqRcOUQyM5ITM2SJEmSJEmSzk6zZ88mNfX0YrIbNmxgwIABJ82XlZXx1FNP8dRTT5GWlsaECRMYOXIkXbt2JSsriyNHjrB+/Xrmz5/Pvn0nfgxdTk4Ov/vd72jfvv1p1dTaJF2AGfgwUWj5qKD6Oqgeo4FRcZ51dK8BZkmSJElqhZYti4LLzz23mTCEjh3TCQIIw1Pv6dAhnQ98YBT33juFrl0zm69YSZJ0TNcsuH0afHEqLN0Nv1wKz26EI2Xxn1FcAfO3wYo98MCLMKkvXD8KpvaHtJSElS5JkiRJkiTpLFJZWXla+8Jabzj26NHjpDXl5eUsXLiQhQsXNnjemDFj+MUvfsF55513WvW0RskYYD4qqHUd1piv/ZgkSZIkqQ1ZunQPt9wyi+ef33JCWPnQoTL69ctm69aCk/bk5qbzgQ+M5p57JtOli8FlSZKSQRBEXZTHXwEVVfDMBvj1a7BwO5TH8/l7QIcM2H4E/rE+Gr07wIwB8N4xcE53iPlqsiRJkiRJkqQz9NRTT7Fy5UqefvppXnjhBV566SWOHKn/4+VisRjTp0/nQx/6EB/4wAdOuxt0axXUTom3tCAIqjgxrFxTY4sNgDAMQ/tt6KwTBEEOkH/0Oj8/n5ycnBasSJIkSWp5S5bs5tZbZ58UXK6pY8d0Dh063r4xNzeDD30oCi536uTHMUmSdDY4XAJ/WAVProSV++pfm5UGheUnz8cCGNQRLh8chZn750aBaUmSJEmSJLU+a9asoaoq+o34WCxGXl5eC1ek1q6yspINGzawdu1atm3bxuHDhykvLyc7O5uOHTsybNgwxo4dS1ZWVkLun8Dv+WZ7FTWZA8xn+h/h6BkGmHVWMsAsSZIkHbds2R5uvvnkjsun0rdvNgUF5Xz4w2O4++7JdOzYLuE1SpKkxNh2GP5vGfx1Leyo9SELXdvDvuKGz0iLwahu8JZh8K5R0NnfaZIkSZIkSWpVDDCrrWkNAeZk7kedXMlqSZIkSVKze+21vdx88yyefXZzXMFlgE6dMrjhhpHcccdEcnMNLkuSdLbrmwN3TIfbp8Gy3fCLZfDsG3CkDDLifIW7vCrau2w3fPslmNAL3jECrh4G7dMSW78kSZIkSZIk6WTJGmD2g/wkSZIkqQ17/fW93HzzbP7zn01U/+Jwgzp1yuDGG8/hrrsmGVyWJKkVCgIY1xO+0xMqqqIQ81OrYE9hFFCOV1EFzN0aja++CJP7wvWjYXp/SI0lrn5JkiRJkiRJ0nHJGGAe1NIFSJIkSZJaxqpV+/j852fzzDMbGxVc/uhHo+ByTo7BZUmS2oLUGFwxNBqFZfCn1fCHlVGH5cZ8tN+hEvjn+mj0yoYZA+A9o2FsT4jZZkOSJEmSJEmSEiYI4/0MXknNKgiCHCD/6HV+fj45OTktWJEkSZKUOGvW7Ofzn5/Fv/61iaqq+H5O7dQpg4997FzuumsSHTpkJLhCSZJ0NthbCL9ZAX9eAxsOnt4ZAfDR8XDRAMjrAj2you7PkiRJkiRJSl5r1qyhqro7TiwWIy8vr4UrkhIrgd/zzfZqaDJ2YJYkSZIktRElJRXceeeLfPvbrzYquPzRj57Dl7882eCyJEk6Qbcs+PTEaGw4AP+3HP6xHvYUxn9GVjpkpcGrO6PRsV0UZB7RFTq3T1ztkiRJkiRJktSWGGCWJEmSJDW7kpIKFi7cyYIFOygsLI8rvNyxYwY33jiGu++eQk6OwWVJklS/IZ3h3plwzwxYvBN+tRye2whHyurfl9flxI7Lh0pg4fZodM+C4V2iNf5zRJIkSZIkSZJOnwFmSZIkSVKzKS09HlwuLq4AoEePLEaN6sLKlfvr3HM0uPzlL08mN7ddc5YrSZJagSCA83tHo7IqCjE/sQLmb4XSypPXj+hy6rP2FEZj9iZYuRfeMhyuGAKZ6QkrX5IkSZIkSZJapbMiwBwEQSfgGuBSYCzQDcgF8oG9wDLgWeDPYRgebKEyJUmSJEmnUFpawaJFu5g/f/ux4HJNM2b0PSnAnJubzkc+Moa7755Mx45+XrskSTpzKTG4fEg0Sirgj6vgDyth6W6oCqFLe+ia2fA5Ww/Dc5ui8ZV2MLEPvGskzBgI6SkJfhKSJEmSJEmS1AoEYdjwx/S2lCAI0oHbgc8COUen61h69EkcAb4NPBSGYWnCC5QSKAiCHKKQPgD5+fnk5OTUs0OSJElKPhs3HmLjxnxefnlXncHlmp58ci2vv76fnJx0PvSh0dx77xQ6dTK4LEmSEu9AETzxOhwugc6ZUFxe//p/b4BV+06e75EFU/rBu0fBhX0gNZaYeiVJkiRJknSiNWvWUFVVBUAsFiMvL6+FK5ISK4Hf83VldBMiaQPMQRB0A54GJnLyf5CaRdf12CLgmjAMdyeuQimxDDBLkiTpbLZ5cz633DKbP/95HW9+8yDOP79Hg3sOHSqloiLkK1+ZQufOBpclSVLLqAphaz6s3g/rD0BZ5YmPV1TBTxdDWVX95/TNgRkD4PrRcE53iDXby/6SJEmSJEltjwFmtTWtIcCc2lw3aowgCDKBWcAIov8Y9aWsaz8WEIWenw+C4IIwDIsSUqQkSZIk6SRbthzm1ltn88c/rqOiIvqB+cUXtzF+fDdSUupuQZiWlsKFF/ZkypTeZGWlN2e5kiRJJ4kFMKBjNN40EDYegjX7oz8rq6I/GwovA2w7DL9+DZ54DQZ1gksGwnvGwJBOEBhmliRJkiRJktTGJWWAGfghMJIonHw0oBzPS7pH1wdE4ecfAx9MRIGSJEmSpOO2bYuCy089tY7y8hMTPYcPl7FkyR7OP7/nCfNpaSlccEFPpk41uCxJkpJTWgoM7xKNkgrYcBDmbmncGSHwxsFo/Hwp5HWBy4fAdSOhT45hZkmSJEmSJEltUxCG9TU3bn5BEJwLLOXk4HI8hdZce7Rz84QwDJc1ZY1ScwiCIAfIP3qdn59PTk5OC1YkSZIknWz79iPcdtsc/vCHNScFl2vKyUnnppvGk5oaOxZcnjKlN9nZBpclSdLZpbwS/vMG/PZ1WLANyipP75z0FLigF0wfANeOhB5ZTVunJEmSJElSW7JmzRqqqqL3qmKxGHl5eS1ckZRYCfyeb7aWC8nYgfnmGl/XDi/X9x+mZvflmj4PfKhpSpMkSZIkAezcWcBtt83md7+rP7h81OHDZbz22j4+8YlxTJ3ax+CyJEk6a6WlwFXDolFcDn9bC79fCYt3QmUj+oVUVsHCHTBvG3xnIYzpBlcNhWtGQJfMxNUvSZIkSZIkSckgGTsw7wc61p4GdgH/C8wC3gAKgUxgCDAD+CjQixM7NQfAoTAMOye0aCkB7MAsSZKkZLR7dyG33Tab3/52NWVlDQeXATIzU3nve0dw333T6dnT1oKSJKl1yi+FJ1fCH1fD63sa/kjBntmwq+Dk+cxUOLcHXD0M3jYcOrZPSLmSJEmSJEmtih2Y1da0hg7MSRVgDoJgDLCcEzsuh8DfgfeFYXiknr3ZwBPAW+rYPy4Mw9cSVbeUCAaYJUmSlEz27Cnkttvm8Nvfrqa0NL7PSc/MTOX66/O4//7p9OqVneAKJUmSkseeQvjNCvjLGlh/sO41PbJgd2H952Slwbie8Nbh8JZh0CGj6WuVJEmSJElqDQwwq60xwNzEgiC4HvgNJwaQtwN5YRgWxbE/E1gD9K6xPwRuCMPwd01fsZQ4BpglSZKUDPbsKeSLX5zDE0/EH1xu3z6Vd787j/vvn0afPh0SXKEkSVJy25IPjy+Hv6+HbYejufQYVIRQ1YiX5zukw4Re8PbhcOVQyExPTL2SJEmSJElnIwPMamtaQ4A5tbluFKfONb4+Gj7+fTzhZYAwDIuCIPg98DlO/IS+Lk1XoiRJkiS1fvv2FXH77S/y+OMrKSmJP7j8rncN54EHptO3r8FlSZIkgP65cMf0aKzaF4WZV+6FV3c17pwjZTB7czTunQPn94ZrRsBlg6B9WmJqlyRJkiRJkqRESbYAc8c65jY18oy61uc2thBJkiRJaosOHCjmq19dwI9/vCzu4HK7dim8851RcLl/fz81RJIk6VRGdoX73wRhCEt2wW9WwLMb4UBx487JL4XnNkajUzuY2AeuHQkXD4T0lISULkmSJEmSJElNKtkCzHV1Wu7YyDPqCivH1cFZkiRJktqqQ4dK+NKX5vLYYysoLq6gZ88sdu0qrHdPu3YpXHvtcB580OCyJElSYwQBTOgVjTCERdujMPPzm6JwcmMcLIF/bYjG6G7wyQtgWGcY1BHSDDNLkiRJkiRJSlLJFmA+UMfc5cBXG3HGm+uYO3h65UiSJElS63b4cClf/vI8fvaz5RQVVRybD8OqU+7JyEjhHe8YxkMPTWfAAD/wRpIk6UwEAUzsG42qEOZvjcLMszfDkbLGndU9C9buj0ZaDAZ1guFdYGCuYWZJkiRJkiRJySXZAsxba3wdAgEwJQiCj4Rh+FhDm4Mg+DAwtXpvTVuarEJJkiRJagUKC8u4++75/OQnyygoKD/p8d27i+nVK4udO493Yc7ISOHtbx/Cww9fxMCBHZuxWkmSpLYhFsC0/tGorIpCzL99HV7cAkUn/5PtBAEwtPPx6/Kqk8PMdmaWJEmSJEmSlCySLcC8EKgAjr58ejTE/NMgCMYD3wnD8I3am4IgGAR8FvgEJ4eXK6rPlSRJkqQ2r7i4nK9+dQE/+MFSDh+uv6VfZWX041V6eoy3v30oDz10EYMHd2yGKiVJkpQSgzcNikZ5JTy3EX6/MurQXFxx8vq+OZCVVvdZNcPMGw5CSgDXjoAp/QwzS5IkSZIkSWoZSRVgDsOwOAiCl4BpHA8vh0SB5k8CnwyCYBvwBlAEZAKDgb7VRxxdX/PrRWEYFjfbk5AkSZKkJFRSUs6DDy7iu999lfz80rj2HDxYwvveN5J77pnC0KGdElyhJEmSTiUtBa4YGo2ySvj3Bvj967BwO5RWRmuGd4nvrMU7YccR+PMa6JEFk/oeDzOnG2aWJEmSJEmS1EySKsBc7YdEAeajjgaRg+rrfhwPLFNjHk4MPdc8T5IkSZLapLKyCr7xjVf45jdf4cCBkrj2pKbGuPrqQTz00EWMGBFnEkaSJEnNIj0F3jo8GiUV8Pd18NQqmNgHisrr31tQFoWXj9pdCE+viUb3LJjUB94xAqb1N8wsSZIkSZIkKbGCMAwbXtWMgiCIAauAoUenODGQfHTuqPqewHpgZBiGVU1XodQ8giDIAfKPXufn55OTk9OCFUmSJOlsUllZxXe+s5iHH17E3r3xfShNamrAm988kIceuogxY7oluEJJkiQ1tQPFsGY/rN0ffV3b0l0wa3PD53TPhIl94do8mDbAMLMkSZIkSUp+a9asoaoqignGYjHy8vJauCIpsRL4PR80vKRpJF0H5jAMq4IgeA8wH0jnxO7LVF+fKtAc1rguBd5reFmSJElSW1JVFfLDHy7h/vsXsmtXYVx7UlICLrtsAA89dBFjx3ZPcIWSJElKlM7tYXLfaOwvgrUHYN1+2F8dZl53IL5z9hTBX9dGo1tm1N35mhFwUX/ISLp3FSRJkiRJkiSdjZLypcYwDJcEQfBB4P84HmI+qq50d+3Hy4APh2H4auKqlCRJkqTkUVUV8uijy/nKVxawfXtBXHtisYCLL+7HQw9dxPnn90xwhZIkSWpOXTJhcubxMPOy3fCDlxt/zt4i+Nu6aHTNhIm9ozDzjAGGmSVJkiRJkpRcNm3axKBBg+pdEwQBOTk5dOrUidGjRzN58mTe9773MXDgwOYpUscEYVi7mXHyCIJgCvAr4Oh3VH3FHg02bwQ+GIbhvETWJiVaEAQ5QP7R6/z8fHJyclqwIkmSJCWrHTsK+Ne/NnLTTc9RVFTR4PoggIsu6suDD17E5Mm9m6FCSZIkJYMjpfD0GvjTali6GypO8/MLe2dDaSVc0BveNhzeNAjapzVtrZIkSZIkSY2xZs0aqqqiFztisRh5eXktXJFaQjwB5rrEYjFuuOEGHnnkETp16pSAyppeAr/n62oynBBJHWAGCIIgFbgR+AAwkbq7RlcAC4k6Nj8WhmHD79hLSc4AsyRJkhqye3chL7ywldWr9wOwYMEOnnlm8ynXBwFMntybBx6YxowZ/ZurTEmSJCWhI6Xwl7VRmHnJrsaFmbtlRp2Zj8rNgPN6wdXD4cohkJXe9PVKkiRJkiTVxwCzoO4Ac0pKygnXYRge+16pbdCgQcybN49evXolrMamYoC5mQVBkA2MAroBuUThzr3AqjAMj7RkbVJTM8AsSZKkU9m7t4hZs7by+uv7TpgvL6/kkUeWUFBQftKeCy7oyQMPTOPSSwc2U5WSJEk6WxSUwV/XwB/XwKs76w8zt0uJui+f6p2F7HQY3wOuHApXD4OO7RNSsiRJkiRJ0gkMMAtODjDPmDGDWbNmnbTu8OHDLF26lMcee4xf/vKX1MzRTpw4kQULFhAEzZbjPS0GmCUljAFmSZIk1bZ/fzGzZm1lxYp9nOpnuUWLdvLPf246dj1+fHe++tWpXHXV4KT/IVuSJEktr7AM/roW/rg6CjOX1woz9+4AO+JsJ5KZCuf0gMsHwzV50DWr6euVJEmSJEkCA8yKxBtgrumPf/wj11133QldmX/3u9/x7ne/O1FlNonWEGBOba4bSZIkSZJOz7PPbuZ3v1tN374dThlcPmrChB7Mm7eDAQNyuPfeKVxzzTCDy5IkSYpbVjq8Z0w0Csvgb+vgj6tgcXWYubKe7sy1FVXAwu3R+Np8GNUNLhsE7xgBve3VIEmSJEmSpCRw7bXX8ulPf5rvfOc7x+Z+/etfJ32AuTUwwCxJkiRJSWrOnK3ccsssXn55N0EAn/rUeDp3blfvnj59OvDvf7+LiRN7GVyWJEnSGclKh+tHR6OoHP6+Fp5eCwdLoKyycWeVVsKSXdH49kLI6wJvGgTXjoSBueA/XSVJkiRJktRS/vu///uEAPPs2bNbrpg2JOkCzEEQDAKm15oOgd+HYVhaz752wHWc3L56bhiGbzRtlZIkSZKUOC+9tIObb57F/Pk7js2FIcyZs41rrhla555u3TKZObMfo0Z1MbgsSZKkJpeZBteNjkZJBfxrPfxpddRdubiicWeVV8GKvdH4wcswtDN8/DyY1Ad6dzDMLEmSJEmSpOaVl5dHVlYWhYWFAOTn51NQUEB2dnYLV9a6JV2AGbgV+Hitub+FYfir+jaFYVgSBMHbgGtrPfQT4BNNWJ8kSZIkJcSrr+7m859/gTlzthGGJz++fPlepk3rQ9eu7Y/NdenSnhkz+jFmTFdiMZMekiRJSrx2qXDNiGiUVcLzG+GPq2DeVigob9xZlSGsPxCNLflRUHpoZxjWGfp0gJRYYp6DJEmSJEmSVFNubu6xADNEIWYDzImVjAHmt3BiF+UQuDfOvV8F3lm95+gZb8EAsyRJkqQk9tpre/j852fz3HOb6wwuHxWGMHv2Vt75zuF06tSOGTP6ce653QwuS5IkqcWkp8AVQ6NRWQUvboEnV8GczZB/ys9UPNHAjtE5AEXlsHx3NNqlwpBOUaC5fy6kGmaWJEmSJElSguTn559wnZub20KVtB1JFWAOgqAf0JcogAxRCHlVGIavxrM/DMPlQRAsA87leIi5TxAEfcMw3JaImiVJkiTpdK1evZ/Pf34W//73Rqqq4ttz6FApl18+kIkTe5FiOzpJkiQlkZQYzBwYjaoQXt4Ov18JszbBvuJT7xvaue75kgp4fW800mKw8RBcOig6v31ak5cvSZIkSZKkNmrNmjUndF/Oycmx+3IzSKoAMzC6xtcBUQh5diPPmAuM5XgIGmAMYIBZkiRJUlLYsOEQN9/8An/72xtUVtbTcrmGHj0y+dznzuNznzuf9KPt6SRJkqQkFQtgYt9ohCEs3wO/ex2e3wg7C05cN6hjw+ftLIg6Oz+5CnIzYHwvuHIIXDkUctsl7GlIkiRJkiSpDfjJT35ywvWMGTNaqJK2JdkCzAPrmNvUyDO2xHmuJEmSJDWrLVsOc8sts/jTn9ZRURFfcLlbt/Z86lPj+cIXLiQjI9l+hJMkSZIaFgQwtkc0ANbsi8LM/9kIqTFoF8c/czccPP51fmnU1XnWJrh3DozpFnVmfvsI6GljHEmSJEmSdAa6dftBk595441jePjh+gOx+/YVMXLkY01+71tvvYDbbruw3jWrV+9n+vTfnvY99u795GnvTQZ/+ctfeOSRR06Ye+9739tC1bQtyfbud24dc0WNPKOuD6Kr61xJkiRJaha7dhVyyy2z+P3v11BeXhXXns6d2/GJT4zjjjsm0t7Px5YkSVIrktcVvjwjGsXlsLcI1h2IQsqFZXXv2XCg7vmicli0IxrfWADDu8DMgfCOPBjSOQpPS5IkSZIkxWvfvrrih2emoKC8wTVhmJh7FxU1fO/KyjAh905mR44cYenSpfziF7/gF7/4BVVVx9/DnTBhAtdff30LVtd2JFuAua6XErs18oyuTVGIJEmSJJ2pffuK+MIX5vDrX6+itLQyrj0dO2bw//7fudx11ySyszMSXKEkSZLUstqnQf/caLxpIOwsgPUHokDz4dJozeFS2BNHq5OyKlixNxo/egUGdoRp/eCaEVH355RYIp+JJEmSJEmSks3s2bNJTT0xJhuG4QmB5Zr69evH008/TSzmC0nNIdkCzAfrmJvSyDMm1zF3qPGlSJIkSdLpOXSohDvumMusWVtYteoUreJqyclJ58Ybx3DPPVPIzW2X4AolSZKk5BME0LtDNKb3j0LL6w/A48sbf1ZlGHV03nAQfrkc+nSAC/vA24bB1P6QkWzvjkiSJEmSJCkhKisbbjQVBAHvete7+OEPf0jXrvbQbS7J9hJdzXf2Q6KOzBcHQTAsDMN1DW0OgmAYcEn13lOdK0mSJEkJUVhYxpe/PI+f/GQ5hYXltGuXQkZGSr3dl7Oy0vjgB0dx333T6Ny5fTNWK0mSJCWvIIAeWdEY3xMuHQRPr4VF26G4ovHnbT8C/1wHf1oNXdrDuJ5wxRC4cih08INPJEmSJEmS2owgCMjOzqZTp06MGjWKyZMnc8MNNzB06NCWLq3NSbYA8+t1zKUAvw6C4E1hGBacamMQBJnA40CMkwPMK5uuREmSJEk6UXFxOffd9xLf//4SDh8uOzZfUlLJgAE5bN58+KQ9mZmp3HDDSO6/fxrdu2c1Z7mSJEnSWSUzDd45KhrllTBnM/xxNczdCodK4j+nc3vYUQD7i+G5jdG4ezaM7gaXDIJr8qBXh8Q9D0mSJEmSlPy6dm36hkPZ2WkNrgmCxNw7M7Phe6ekBAm5dzKYMWMGs2bNaukydApBGNbO+rasIAgOAjk1p4gCyWuBW4B/hDWKDoIgAK4Evg6M5MTwcgAcCsOwc6LrlppaEAQ5QP7R6/z8fHJycurZIUmSpOZWVlbB17/+Ct/85sscPFha55r09BixWEBJSdSFuV27FK67Lo+HHrqI3r2zm7NcSZIkqVUJQ1i8E55cBbM2wc5TtkCJ9MiC3YWnfjw1BkM7wfT+8PY8GN0dYkGTlixJkiRJkhJkzZo1VFVVARCLxcjLy2vhitQSNm3axKBBg45dt+YAcwK/55vtFbFk68AM8AxwHVEQOajxZx7wF+BIEAQrgMNEQefR1X/W/o92dO8zzVO2JEmSpLaisrKK733vVR58cCF79hTXu7asrIoBA3LYtauQa64ZysMPX8SAAbnNVKkkSZLUegUBnN87GgDr9sMfVsKzG2HDwRPXpgawr6j+8yqqYPX+aPxsCfTpABP7wFuGw7R+kJGM76hIkiRJkiRJZ6lkfLnte0QB5qNqhpgDorDy5FqPH1Uz9HzU9xNTpiRJkqS2JgxDfvaz5XzlKwvYvr2B9m7V0tJiXHBBTx54YDrDhnVKcIWSJElS2zWsC9wxPRq7jsAfV8M/1sPre6FbVsMdmmvbXn3GH1dDp3Ywrie8eTBcORQ6ts5PVZUkSZIkSZKaTdIFmMMwnBsEwSxgJicGl2uGkmuHlmvO1wwxzwrDcG4i65UkSZLU+oVhyBNPrOLOO+eyadPhuPakpARcfvlAvva1ixgzpluCK5QkSZJUU88O8IkLopFfCs9siILIi3dAaWXjzztYAi9sisY9c2BUV5g5EN6WBwNzo27QkiRJkiRJkuKXdAHmah8ClgG5nBhipvo6rLW+5mNHHao+R5IkSZJO29NPr+MLX5jDmjUHG14MxGIBF1/cj4ceuojzz++Z4OokSZIkNSQ3A64bFY2ySpi1Cf68BuZthUMljT+vpAJe3RWNf6yDd42CwZ1gcEfolwupsaZ+BpIkSZIkSVLrk5QB5jAMtwZB8A7gz0AOp+6+fGxLrcfzgXeEYbgtYUVKkiRJatX+859N3HrrbJYt2xvX+iCAqVP78OCD05k2rW+Cq5MkSZJ0OtJT4PIh0QhDWLor6sz8wibYGt+HrZxgUCcoKIPlu6ORFoMBHaNA86COkJnWxE9AkiRJkiRJaiWSMsAMEIbh7CAIpgOPA+cenebk7stHHQ02LwfeH4bhigSXKEmSJKkVWrBgO5/97AssWrQr7j3nn9+DBx+czqWXDkxcYZIkSZKaVBDA+F7RANiaH4WZn9kAK/dB1anejagWC2Bg7olz5VWw/kA0AqBXB+iWCcO7QJ8O0T0lSZIkSZIkJXGAGSAMwxVBEIwH3gd8BJgKpNextAyYB/wceCIMwwZeVpQkSZKkExUUlDF37nZ+8IMlcYeXzzmnK/fdN5W3vnUogUkESZIk6azWLxc+MzEah0vg7+vh7+vg5R1QUnHy+r4dIKOed1lCYMcR+P3rsGRX1JV5aj9463AY3xNSYgl7KpIkSZIkSVLSS+oAM0B1GPlx4PEgCLKAUUA3oCNwCNgLrAzDsLClapQkSZJ09iouLmfevB0sXLiT8vJKxo3rxosvbic/v/SUe/LyOnP33ZN4z3tGGlyWJEmSWqGcdvDeMdEor4QXt8Cf18DcLbC/OFozuFN8Z208BJUhrDsQjV8sg+5ZMKEnXDYY3jwEOmQk7KlIkiRJkiRJSSnpA8w1VYeUX27pOiRJkiSd/UpLK1iwYAcLFuyktPR4O7WUlBgzZvTlL3/ZcNKeQYNy+dKXJvGRj4whFjO4LEmSJLUFaSnwpkHRCENYuReeWg0jusChUigsO/Xe/JLjgeea9hTCvzZE464XYGQ3uGgAvHVYFIz29yQlSZIkSZLU2p1VAWZJkiRJOlNlZZUsWrSTefO2U1xcx+dAA2PHdmPevO3s318CQN++2dx224X8z/+MJTU1pTnLlSRJkpREggBGd48GRIHmPYWw4SC8cRD2Fp24fuOhhs8sqoDFO6Px3YUwIBcm9oGrhsGkPpDhOzmSJEmSJElqhXzZS5IkSVKbsH9/MV/4whw6dcogKyut3rWxWMDMmf2YO3c7n/3sedx88/mkpRlcliRJknSiIIAe2dGY0g/yS2FjdZh56+H4Asw1VYXRno2H4LevQ+f2MLYHXDoI3jwEumUl4ElIkiRJkiS1EgMHDiQMw5YuQ3EywCxJkiSpVTt8uJQvfelF/vd/V1BcXMGoUV247rrh9e7JzEzjM585j8cfv4p27eoPO0uSJEnSUbkZMK5nNEor4HApPPsGbMo/vfMOFMMLm2DlXrh3DgztDFP7wtXD4NwekBJr0vIlSZIkSZKkZmOAWZIkSVKrVFRUzj33zOdHP1pKQUH5sfmVK/ezc2chvXqd3LosIyOVKVN6M2lSLzL8nGZJkiRJZyAjFe66KBq7C+DPq+GZN2D5HiirjP+cGLC/GCqqoiDzyr3wsyXQIwsm9ITLhsBlgyCnXcKeiiRJkiRJktTkAttlS8kpCIIc4Fhfjvz8fHJyclqwIkmSpLNDWVkFDz64iO98ZzGHDpXWuWbYsI7ccMPIY9fp6SlMnNiLKVN60769HZclSZIkJU5pRdRV+S9rYMH2qMtyfbpnwp6i+te0S4URXWFaP3jbcBjeBYKgyUqWJEmSJCnprVmzhqqqKgBisRh5eXktXJGUWAn8nm+2V5VsKSZJkiSpVaioqOS7332Vhx9exN699ScA1q07xNatRxg0KJcLLujJtGl9yMpKb6ZKJUmSJLVlGalwxdBohGHUUfnPa6JQ8/oDULvtTHpKw2eWVMDSXdH4wcvQuwOc1wsuGwyXDAJ/3JEkSZIkSVKyMcAsSZIk6awWhiE//elyvvKV+ezYURjXnvT0GLm5GXz60xPIyclIcIWSJEmSVLcggNHdo/Gl6XCgCP66Fv61AV7dFQWTD5c17swQ2H4kGn9ZC5lpMLIrTO8PVw+FoV0gZndmSZIkSZIktbAgDGv/Lr+kZBAEQQ6Qf/Q6Pz+fnJycFqxIkiQpuYRhyBNPrOLOO+eyadPhuPakpsa4+upBfP3rMxk2rFOCK5QkSZKk01deCS9ti7ozz9sKOwvO/MwA6JsTdWd+/zkwpju0TzvzcyVJkiRJamlr1qyhqqoKgFgsRl5eXgtXJCVWAr/nm+1X3+3ALEmSJOms8/TT6/jCF+awZs3BuNbHYgGXXtqfb3xjBuec0z3B1UmSJEnSmUtLgekDogGwJR+eXgPPbYQVe6C8qvFnhsDWw1F35l7ZUTC6RzYM7AgDc6Ov7c4sSZIkSZKk5mCAWZIkSdJZ49lnN3HLLbNZtmxvXOuDAKZP78vXvz6DCy/sleDqJEmSJClx+ufCTRdGo6QCnt8E/1gLL22HvUWNO6t3B8hIjQLNuwqi8dI2aJ8a3WdQRxjQETLtzixJkiRJkqQEMcAsSZIkKektWLCdz372BRYt2hX3ngsv7MnDD1/EzJn9E1iZJEmSJDW/dqlw1dBoAKzbH3VnfmEzrNoLlWH9+wfm1j1fXAFr9kcjAF7ZCWN7wFuGQV5XuzNLkiRJkiSp6RhgliRJkpS0li/fw803z2LevB0UF1fEtWfs2G7cf/80rr56SGKLkyRJkqQkMawL3DIlGkXl8J8N8I/1sHA7HCw5ef2gjg2febAEXtwSje+/DL2yYVxPeNNAuGwwdGrf1M9CkiRJkiRJbYkBZkmSJElJZ926A3zucy/wz39upKoKBg7MYdOmw/XuycvrxL33TuXd784jCGwLJkmSJKltykyDt4+IRhjC6n1Rd+ZZm6POyllp0DmO8PHm/BOvdxbAzvXwz/WQngLDOsPEPnDlUBjfE9JSEvN8JEmSJEmS1DoZYJYkSZKUNHbsKOBzn3uBp55aS2WNzzzetu0ImZmpFBWd3IV54MAc7rxzEjfeeI7BZUmSJEmqIQhgZLdofHEaHCmF1/dCRipsOgRbD0NlVd17Nx869bllldE5r++Fny+FLu3hnO5w0QC4Ygj07hDdW5IkSZIkSToVA8ySJEmSWtz+/UXcdtscHn98JWVlJ797XlER0rt3e7ZsOXJsrk+fbG699QI++clxpKba6kuSJEmSGtIhAyb1jb4e3xPKK2H7Edh4KAo0HyqJHqusisLN8dpfHHV4nrUZHpgLA3Lh/F5w2WCY2g8y05v6mUiSJEmSJOlsZ4BZkiRJUospLCzjzjvn8tOfLq+zu3JN27YdoUOHNNq3T+PTn57ArbdeQHq6wWVJkiRJOl1pKTCwYzQgCjBvOgTPbYTyU3RmbkhFFWw4GI3nNkJpJeR1hcl9o+7MI7tCSqyJnoAkSZIkSZLOWgaYJUmSJDW70tIKHnhgId/5zmIOHy6La0/Hju246abx3HbbBWTavkuSJEmSmlzHdjCuJ4ztAW8ZBn9dB7M3wap9pxdozkiFfcXwyo5ofG8R9MiCc7vDjAFwxVDoltXkT0OSJEmSJElngSAMw5auQVIdgiDIAfKPXufn55OTk9OCFUmSJJ25ysoqvvvdxTz44CL27SuOa0+HDul85CNj+MpXppCb2y7BFUqSJEmSaiupgFmb4J/rYeF22FkQ375O7eBgyakfT43BwFw4vzdcOgim9Yf2aU1SsiRJkiSpjVm7di2VlZXHrkeMGEEQBC1YkZQ4YRiyevXqY9cpKSkMHz68qY5vtv/HsQOzJEmSpIQLw5D//d/XuOee+WzfHt873ZmZqbz3vSN54IHpdO+emeAKJUmSJEmn0i416pZ8xdDoetth+Ns6eH4jLNsdBZxra59af3gZoKIK1h+Mxm9fh6w0yOsCk/rCFUNgTHdIiTX985EkSZIktT4pKSknBJjLysrIyMhowYqkxCkrO/FTjlNSUlqokjNjB2YpSdmBWZIktRZPPrmGL37xRTZsOBTX+vT0GO94xzC+9rUZ9O/vv38kSZIkKZlVVMGi7VGgef5W2Hgomu/dAXYcObOzu2VGIebp/eHyIdC3A9g8S5IkSZJUlx07dpCffyxqRZcuXejevXsLViQlzp49e9i/f/+x69zcXHr37t1Uxzfbqy8GmKUkZYBZkiSd7Z55ZiO33DKb117bF9f6lJSAK64YxDe+MYMRI7okuDpJkiRJUiLsL4J/bYBXdsBzGyG/tGnOTQmgXw5cOhiuHQn9c6CDjbQkSZIkSdUKCwvZsmXLsetYLEbfvn3JyspqwaqkpldYWMi2bduoqqo6NjdgwAAyM5vsU40NMEttnQFmSZJ0tjp8uJR//GMjH/rQPygrq2pwfRDAzJn9+PrXZ3DeeT2boUJJkiRJUnMIQ1i9H/6+FuZsgZV7obzhHxPrNaUvXNgn+rpze+ifG42+HSAj9cxrliRJkiSdncIwZMOGDZSXl58wn5ubS3Z2NllZWcRiMQI/2kdnmTAMqaqqorCwkIKCghM6jQOkpaUxZMiQpvzeNsAstXUGmCVJ0tmmsLCMuXO38/LLu6ioqOK557Ywd+72evdceGFPHn74ImbO7N9MVUqSJEmSWkppBczbGnVofmkbbM5veE9t7x0NPbJPno8F0DM7CjP36wC9OkBK7MxrliRJkiSdPfLz89mxY0e9a2Ixf1jU2aVmp+W69O7dm9zc3Ka8pQFmqa0zwCxJks4WJSUVLFiwgwULdlBWVnnC/He/+yolJZUn7TnnnK7cd9803vrWJv1NUEmSJEnSWeRAEfxzAzy3EV7dCQdL6l/fLhX+34QorFyfZbtgxV4Y3Q2m9YcrhkDfnOgTgCRJkiRJrduRI0fYvn075iLV2gVBQJ8+fejQoUOTH93UB57yRv4/qpScDDBLkqRkV15eyaJFu5g7dxvFxRV1rpk7dzvPPbfl2PXQoR25++7JvO99owwuS5IkSZKOCUNYfwD+vg7mbIEVe6C01u/DDusMVw9r+Ky/roUNB49fxwLo3QHO7Q4XDYDLBkHXrKatX5IkSZKUPIqLi9mxYwdlZWUtXYqUEOnp6fTu3Zv27dsn4ngDzFJbZ4BZkiQlq/z8Ep54YjWFheUUFNT/Q395eSWPPLKEjh0zuP32iXz842NJ8TN8JUmSJEkNKK+ERdvhn+thwbYokHzJIBjTvf59VSH8ZPHJ4eeaUmMwIBfG94QZA2DmQMjJaNLyJUmSJEktLAxDysrKKCwspKCggLKyMqqqquzMrLNOEATEYjHS09PJzs4mOzubtLS0RDYMM8AstXUGmCVJUrIpLi7n7rvn86MfLaW0tJJPf3o82dnp9e7Jzk5n6NCOXHXVYNLTU5qpUkmSJElSa3O4FArLYG8RbMmHrYehpI4PA9pVAL99vXFnt0uFwR3hvF7wpkEwqQ9k1v/jriRJkiRJUmtlgFlq6wwwS5KkZFFeXsnXvraIb35zMQcPlhybv/DCnlx55aA697Rvn8q0aX258MKepKUZXJYkSZIkNa2qEPYWRmHmLYdh+xGorIKXd8C8rWd2dnY6jOkG53SPAs3n9YKM1KapW5IkSZIkKckZYJbaOgPMkiSppVVVhfzoR0u4776X2LWr6KTHY7GAm24aT8eOxz9nNz09hcmTezN5cm/atfPdXUmSJElS8yivhB1H4NsvwT/WQ2nl6Z+VFkBFCEffQcvJgGGd4YLecOlgGNcD/F1dSZIkSZLUShlglto6A8ySJKmlhGHIE0+s4s4757Jp0+F6144b1423v30oqakxLrigJ9Om9SEry8/ZlSRJkiS1nIoqWLgd/r0eXtoO6w9AZSPeDuuRBbsLT/14bgaM6BoFmi8bHHVqTomded2SJEmSJElJwACz1NYZYJYkSS3h73/fwK23zmbVqgNxrU9Pj/HYY1fylrcMJicno+ENkiRJkiQ1s+JymL0Z/vMGvLwDNufXv75PB9h+JP7zO7WLAs0X9oFLB8JoA82SJEmSJOnsZYBZausMMEuSpOY0d+42Pve5F3jlld1xrY/FAi67bADf/OZMRo/umuDqJEmSJElqOoeK4bmN8NwmeGXHyd2WO7WDgyWnf37n9jCyOtB8yaDo61QDzZIkSZIk6exggFlq6wwwS5Kk5rB8+R4+/ennmT17W9x7pk3rwze+MZOJE3slsDJJkiRJkprHziPw7w1Rl+Y1+xvXfTkeXdtDXlf42HgY3gV6ZhtoliRJkiRJScsAs9TWGWCWJEmJtGHDQT772Rf4xz/eoKoqvj3jx3fnoYemc/nlgxJbnCRJkiRJLSQMYdMheOYNmLMZlu+Bw6Vnfm56Cvz3eRALICUGvbKhb040ehloliRJkiRJycMAs9TWGWCWJEmJsHNnATffPIs//GENFRXx/SyQl9eZ++6byjvfOZwgaLafVSRJkiRJanFhCOsPRB2a526F1/ZAQVnjzxnUEd6eV/djNQPNOelRl+a0lDMqW5IkSZIk6XQZYJbaOgPMkiSpKR06VMLDDy/i299eTGlpZVx7BgzI4UtfmsTHPnaOwWVJkiRJkogCzav2wTMbYP42WLEHCssb3je9P5zXq/41VSH8eDG0T41CzOf1gosHwoSekJ7aJOVLkiRJkiQ1xACz1NYZYJYkSU2huLice+9dwA9+sISMjBiHDpVRWVn/zwA9emRyyy0X8NnPTiA11ZZPkiRJkiSdShhGIeZnNsCC7fD6HiiqOHndDWOge1b9Z+0phCdWnDzfIR2GdobxPWHGAJjYB9qnNU39kiRJkiRJtRhglto6A8ySJOlMVFRU8c1vvszDD7/MwYMlx+aHDMllw4b8Ovd06tSOT3xiLHfeOYl27XwnVJIkSZKkxqoKYfluePaNqEPz63ujkPPHz4NYA2//LdkFszc3fI/MNBjcEcb2hOn9YGp/yMlokvIlSZIkSZIMMEttnQFmSZJ0OsIw5NFHl3P33fPZubPwpMdzctIpLq6gvLzq2Fx2dhof+cgY7rtvGjm+4ylJkiRJUpOprIKNhyAtBlsPw7bDsLswCjrX9te1sOFg4++RkQIDO8I53WFqP5jeH7pmQtBsbzdKkiRJkqRWxACz1NYZYJYkSY31xz+u5bbb5rBhw6F61w0Z0pENGw7Rvn0q11+fx8MPX0T3hj7HVpIkSZIkNYmySthVcDzQvKsgCjr/5FUoqTizs3tnw94i6NMBRnWDiX1g5kDon9twB2hJkiRJkiQMMEsywCxJkuI1e/ZWPvOZ51m2bG9c6zt2zODyywfw8MMzGDgwN8HVSZIkSZKk+pRXwroDcO9sWLEXCspO/6wu7WF/8YlzAdAjC/K6wgW9YMYAGNUdUmNnVLYkSZIkSWqdDDBLbZ0BZkmS1JClS3fzmc+8wJw52+JaH4sFXHppf77xjZmcc063BFcnSZIkSZIaKwxh3X74z0aYvzUKNB8qiW9vDCCAqjje+uvYDoZ2gvG94KL+cEFvaJ92JpVLkiRJkqRWwgCz1NYZYJYkSafyxhuH+Mxnnucf/3iDqqr49kye3Juvf/0ipk7tm9jiJEmSJElSk9pyCJ55A+Zvg+W7YW9R3eu6tYe9xXU/1pD2qTCwI5zTHab0hen9oUsmBM32lqUkSZIkSUoSBpilts4AsyRJqm3v3iI+//kX+O1v11BREV9y+dxzu/LAA9O56qrBBL7rKEmSJEnSWW/XEXhuI7y4FZbugp0F0XzfHNh2uGnukRqDPh1gZFe4dBBMHwDdMiEl1jTnS5IkSZKkpGWAWWrrDDBLkqSjCgrKuP32F/nf/32N4uKKuPYMHpzLPfdM4f3vH2VwWZIkSZKkVmx/EczeDK/uhBe3wOZ8aMp3/6b1g/N7R6HmntnQuwP0zoZeHaBdahPeSJIkSZIkJQMDzFJbZ4BZkiSFYch3v7uYu++ez+HDZXHt6dUriy984UI++clxpKamJLhCSZIkSZKUbIrKYf7WKNS8eCesOwBllad/3rtHRaHl2gKgc/vosc7tow7Q3TLB36OWJEmSJOms1mw/2ft70ZIkSVKSCcOQN97I57nnNrNw4c64wsudO7fjppvGc/vtE8nI8J/5kiRJkiS1VZlpcOngaABUVMGy3fDcRnh5O6zaB0fi+z1pUgLonlX3YyGwvzgar+6EeVujrswjusCEXjCjP4zsBimxJnlakiRJkiSplbEDs5Sk7MAsSVLbtG3bEZ59djObNkX/DAjDkMcee52tW4/UuT47O40bbxzDV786jZycjOYsVZIkSZIknYXCEDYchOc3woLtsGIP7Cmse22fDnDdqIbP/Pu6qNNzbbkZMKQTnNMdJveDyX2hY7szq1+SJEmSJCVUs3VgNsAsJSkDzJIktS179hTy/PNbWb16/0mPbd58mF/84vUT5jIyUrj++jwefvgievbMbq4yJUmSJElSK7SvEGZtjrooL9kFm/OhKoQLesPUfvXvDUN4dAkUljd8n7RYFIoe2Q3O6wUX9YchnSHVLs2SJEmSJCULA8xSW2eAWZKktuHQoRJmzdrKsmV7qe/f5k88sYp16w6RkhLwlrcM4VvfmsHgwZ2asVJJkiRJktRWFJfDwu0QArEAdhyJujRX1fHSxeFS+PnS079X5/YwtBOM7h51aL6wN3Rqf/rnSZIkSZKkM2KAWWrrDDBLktS6rVmzn09/+nl6985mwICG/47fvbuQNWsO8q1vzWTcuB7NUKEkSZIkSdJx5ZWwuxB2HoHtR2BnAZRUwJr98M/1Z3Z2p3ZwsCT6Oj0GvTvA8C4woRdM6xd1bLZLsyRJkiRJzcIAs9TWGWCWJKl12rGjgM9+9nn++Md1VFaG9OmTzUc/OoYgOPXPAIMG5XLJJQPo27dDM1YqSZIkSZJ0amEIB4rhT6vhN6/DxoNQeZpvO/bpEIWiTyUnHQZ2jLo0X9gbpvWHbplQz8spkiRJkiTp9Bhglto6A8ySJLUu+fkl3HbbHH75y9cpLa084bF3v3s4I0d2OWlP797ZXHLJAAYPzq034CxJkiRJktTSyiph8U6YvSn6c/V+OFwa395e2VFH53jFAuiRBcM6w9geMKUfjO8J7dNOq3RJkiRJknScAWaprTPALElS61BaWsE998zn+99fQkFBeZ1runZtz//8z1hiseDY9Zve1J+RI7sYXJYkSZIkSWelMISth2HWJnhpO7y2B7bmQ13vTGanwSleNolbu1TolwMjusJ5PaMuzYM7QUrszM6VJEmSJKmNMcAstXUGmCVJOrtVVFTy3e++yoMPLmT//pIG17/tbUOYMaMfM2f2Y9y47sfCzJIkSZIkSa1FUTks3A5zNsOSXbBmf/SuaOEZhpfrkhLApy6AXh2gZzb0zIr+7NgO/H1xSZIkSZJOqdl+ak5trhtJkiRJbUEYhvzyl69z111z2bYtvs8+zclJ57zzenDTTeNJS0tJcIWSJEmSJEktIzMNLh4YDYi6NG84GAWaF+2A1/fAtiNQ1QT9l7plRUHlXQXROKpdKvTIgh7Z0CsbumdCdsaZ30+SJEmSJDWOHZilJGUHZkmSzj5/+9sGbrllFmvWHIxrffv2qbz//aN4+OGL6NSpXYKrkyRJkiRJSn7F5fDKTpi7BV7dCWsPwKGGP9zqJON6wswB9a8JQ/jlsqgr87AuMLYHTO4L53SHDNtASZIkSZLaJjswS5IkSWeL+fO389nPPs/LL++Oa31aWoxrrhnKN795Mf36dUhwdZIkSZIkSWeP9mkwvX80jtp5BOZsgYXb4LU9sPEQlFfVf06v7IbvdaQMDpVGY1M+/OeN6hpSoV8O5HWB8T1hSr8o4JwaO+2nJUmSJEmSarEDs5Sk7MAsSVLyW7VqHzfd9DzPP7+FeP5ZHYsFXHppf771rYsZPbpr4guUJEmSJElqhSqqYMVumLM16tK8ai/sKjxxzUfGQm4DH3i1bj/8fX1898xJh/65MKIrTOgJk/rBwFxIMdQsSZIkSWpdmq0DswFmKUkZYJYkKXlt23aYz3zmBZ5+ej2VlfH9e3rSpF584xszmTq1T4KrkyRJkiRJanvyS+Cl7TB/K6zZD9fkwd6iKOx8Ki9ugcU7T/+endvD6G7QNyfq1DyxT9S52VCzJEmSJOksZoBZausMMEuSlHwOHizmy1+exx//uI4dOwob3gCMHt2FBx+czlvfOjTB1UmSJEmSJKmmqhD2FcHugqhD864C2F8ER98dfXIVbDt8ZvfIToeCsuPXndtXd2ruAuN7weQ+0C8XYs329q8kSZIkSWfEALPU1hlgliQpeZSUlHPPPfP5/veXUlhYzrhx3Vi6dG+9ewYOzOHLX57Mhz88hiDwHSpJkiRJkqRkUFYJewphZwHc8RysPxgFnU9HRgqUVja8rnM76N8RRnaJOjVP7hd1avYlI0mSJElSEjLArMYJgqAzcA4wDOgMxIADwGbgpTAM8+vZ3pj7DAHGA32BFGA7sCIMwxVNcX71PS4AhgN9gKLqeywMw3BHE52fDkwHBgDdgf3AVuDFMAzja6XYDAwwS5LU8iorq/jOdxbz4IML2b+/5Nh8ZmYqHTqks3t30Ul7evTI5NZbL+Azn5lAampKc5YrSZIkSZKkRiqpgFd3wrytsHQ3rN0fBZzj0T0r/rW1dWoHA3JhRNco1Dypb9S52U7NkiRJkqQWZoBZ9QuCIEYUwn0HcAkwpp7lIfAc8K0wDP95mve7ArgLmHKKJcuBh8Mw/P/s3XecY1dh9vHnXrXpbWd7L95ir3svi7ux6QReaiBAYjC4gY0hoRiIXwjE3UAgIS+EhBACBBJIQvG6F3Av617W29tsmd4k3fP+cXRHVxq10Yw0M7u/78f3I+no3HuPNNr17MyjRz8u8/iOpMslXSFpeY4pnqT1kj5vjHm0zHM0SfprSR+QDXln65P0M0l/aYzZXc45JhIBZgAAJo8xRj/60XP6/Ofv19atPTnnHHVUu55+eu/I7ZaWmD7+8WP0xS+eotraSLWWCgAAAAAAgAnWPSj9cbv00DbpqT3Sy/ulzsHR8xY0Stty/+ioLC010qIm6cIV0usW24D0jFop7E7cOQAAAAAAKIIAMwpzHOdlSSvK2PUnkj5qjCnpxympYPGNkj6p0l6YP5b0EWPMUKkLSrVH/1Q2iF1MXNJnjTE3l3r81DmOlfQfkpaWMH2PpPcaY+4cyzkmGgFmAAAmx+9//5o+9am79dxz+wrOi0QczZnToH37BvSBDxyhr33tDLW11VZplQAAAAAAAKimjj7pwW021PxMh/TKfqm5RtoxgQFm30UrpFUz7HXXsSHmWfV2m1knzayXonzwFwAAAACgMggwozDHcTolNWcNvyzpIUm7JA1KWigbCl6QNe8eSRcaY3K8V3zUeb4q6XNZww9IekRSQtIxqXMEX7Q/NMZ8qISHIcdxIpJ+L+mswHBc0v9Kel5So2zT9FFZu37EGPODEs+xUNLDkuYEhg9I+rWkrZLmSnpD1v29kk4zxmwo5RyVQIAZAIDqevzx3br88jv04IM7Spofibi65JKjdc01J2nhwsYKrw4AAAAAAABTiTHS1m7pj9ukR3dKz3VIGw9IffHxH/vPjpZaa/Lf70jaPyjt7JEOnymdOE86do5UHx3/uQEAAAAAhzwCzCgsEGDeJOkfZUPD23LMC0m6WNLNkoI/6rjRGPPpIud4g6T/CQx1SnqnMeaOrHnHSvqVMoPSHzXGfK+Ex/ENSZ8JDG2Q9BZjzKasee+X9H1J/o9ehiUdZ4x5tsjxHUl/kHRyYPjfUuvrDcyLSfobSZ8KzNso6fCxtElPJALMAABUx8aNnbriijv1m99slOcVn++6js47b7FuuuksHXFEe+UXCAAAAAAAgGnBGGl7j/SHrTbU/GyH9NoBqXcMoeZoSPr48ZJT5NfF92yWntiVvh1xpdkN0tIWaU27dNwc6aT5Ultt8WMBAAAAABBAgBmFOY7zlKRbJP2zMSZZwvyLJP23JDc1FJe01BizPc98R9KTSjcfG0lnGWPuzTN/paSnlA5J75C0vFDLs+M48yW9Ethnj2xgOOfntTuO80FJPwwM/dIY8yf5jp/a5x2Sfh4YWi/pApPnhe84zvclfTgwdKUx5rZC56gUAswAAFTWvn0Duuqqu/Rv//aC4vESksuSTj55rm644UydcUb2B1wAAAAAAAAAoxkj7eiRHtwmPbZTenaP9Fqn1DOce/6CRumdhxc/7s+fk7b1FJ7jSGqvkxY3SytnSEfPtm3NS1qkkFt4XwAAAADAIYsAMwpzHCdsjEmMcZ8fSXp/YOgTxpjv5Jn7Vkn/GRj6Z2PMnxU5/l9L+mJg6HJjzLcKzL9Z0icDQx8xxvygyDnukfS6wNCRxphnCsx/QtIxqZuepFXGmFcKzG+VbbX2k8K7JC0c63M9EQgwAwBQGf39cX3xi/fru999Sv39pf0vfs2aNn3ta+v01reukENlDQAAAAAAAMZpR4/04FYban6uQ9rYKXUP2ebk1y0uvK8x0ncfk4aKVhzl1hSTVs+QZtVLh8+05zx6jlQXKe94AAAAAICDCgFmTDzHcd4k6deBoX8yxnw4z9x/lfS+wNDJxpiHixx/vqTNkkKpoXuNMWcWmL9N0vzUzQOS5hVqbE7t8x5J/xYY+mtjzJfyzF0h6eXA0G+MMW8odPzUft+V9LHA0DnGmLuK7TfRCDADADCxEomkbrjhEf3t3z6qAwcKfssxYuHCRn3hC6fo4ouPIrgMAAAAAACAitrdK+0flGSkPf3Snj6po290ULlrUPrBU+M71/xGaXugwTniSrPrpUXN0qp26ahZtq15fpPk8mMxAAAAADiUVO1fgeFqnQhTQnbz8OxckxzHCUu6KDC0tVh4WZKMMdsdx/mDpDNSQ6c7jjPDGLMvxzmOVzq8LEn/XSy8nPJfkuKS/PeAv1VSzgBz6r6gn5dwfEn6mTIDzG+VVPUAMwAAmDgbNnTooov+Q9u395Y0f8aMGl111Qm65poTFYmEiu8AAAAAAAAAjNPsBrtJ0prUmDG2mXl3nw007+mX7t88/nMlszqu4p60rcduD25LjzfHbNh5eZt0RLt03Dwbbq6lrRkAAAAAME4EmA8tjVm343nmrZXUGrj94BjOEQwwhySdLulXOeaty7pd0jmMMQOO4zwp6cTU0NGO4zQbY7pyTC/rHJIelpRUukn6dSXuBwAAppjdu/u0fv1mvfzyAdXWFv/Wt74+oosvPlJ//denq7ExVoUVAgAAAAAAAPk5jtRcY7eVM+zYRculd6yRHt4hbdgjvbLftiknvNKPO5Dvt4RZuobs9txe6dcv2bGIK82ql5a02DUdNVs6Ya60gLZmAAAAAMAYEGA+tByVdXtbzlnpN3X7nhjDOR7PcaxcAebxnuPEwO3Vkh4qco4BSS+WcnBjTI/jOK9IWpUaWuU4jmOMMYX2AwAAU0dn56Duumurnn66Q/7/ws89d5FeeaUz5/xo1NW73rVaN9zwOs32a24AAAAAAACAKag2Ip2+yG6+hCc93yH9cbv01G7ppX3Sli5pIDF6/7BjW53LFfdsYHp7j/TA1vT4nHrpypOl9jppRp3UXmuv10VsEBsAAAAAgCACzIeWP826fWeeeauzbm8Zwzmy52Yfq1LnyAgwO44TkbQsMLR1jAHkLUoHmOskLZI0AR/IBQAAKqm/P6777tumhx/epWQys3Jmzpx6HXVUu55+eu/ImOs6uuiipbr55rN02GFt1V4uAAAAAAAAMCHCrnTkbLv5jLEh5j9ul57YJb2wV3qt0zYod/RP/BoiIWl3n92CasOBUHOd5Eg6rE2K8ZtqAAAAADik8c/CQ4TjOGdKOisw1CXpd3mmz8+6na+pOZfsuQtKOEdC0u4JPsdsZb6+x/IY8p2DADMAAFPU8HBCDz+8S/ffv12DgzlqZVLOPnuhnn12n5JJo9NPn6ebbjpbJ500t4orBQAAAAAAAKrDcaTFLXZ79xHp8f390uO7pMd2Ss/tlTYekHb02Bbn8Wivyz0+kJC2dtvNM9K3H5FCrjS7XlrUbMPMa2dKx82VlrTY+wAAAAAABz8CzIcAx3HqJf1D1vCNxpjePLs0Zt3uGcPpsufm+wz24Dn6jDFj+ZF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"text/plain": [
"Derivation:
\n", "\n", "We had chosen our loss to be
\n", " \n", "$$G(u(t, \\theta)) = \\sum_{t \\in \\mathrm{obs}} \\left(\\frac{ \\mathrm{obs}(t) - u(t, \\theta)}{\\sigma \\cdot \\sqrt{\\mathrm{obs}(t)}}\\right)^2 $$\n", " \n", "Re-write $G$ as an integral of the instantaneous loss over continuous time, for which we can use dirac deltas $\\delta$
\n", "\n", "$$\\begin{aligned}G(u(t, \\theta)) &= \\int_{t_0}^T \\left[ \\left(\\frac{ \\mathrm{obs}(t) - u(t, \\theta)}{\\sigma \\cdot \\sqrt{\\mathrm{obs}(t)}}\\right)^2 \\cdot \\sum_{t_i \\in \\mathrm{obs}}\\delta(t_i-t) \\right] \\, \\mathrm{d}t \\\\ &=\\int_{t_{0}}^{T}g(u(t,\\theta))\\, \\mathrm{d}t \\end{aligned}$$\n", "\n", "We want to specify the constraint that $\\frac{du}{\\, \\mathrm{d}t} = f(u(t,\\theta),\\theta)$ throughout the domain which we can do via lagrange multipliers. Introduce the auxiliary vector variable $\\lambda$
\n", "\n", "$$G(u(t, \\theta)) =\\int_{t_{0}}^{T}g(u(t,\\theta))\\, \\mathrm{d}t+\\int_{t_{0}}^{T}\\lambda^{\\intercal}(t)\\left(\\frac{du}{\\, \\mathrm{d}t}-f(u(t,\\theta),\\theta) \\right) \\, \\mathrm{d}t$$\n", "\n", "Now, take $\\frac{\\partial}{\\partial \\theta_i}$ to evaluate the iᵗʰ entry of the gradient. Apply the chain rule to find the derivative of the RHS.
\n", "\n", "$$\\frac{\\partial}{\\partial\\theta_i}G(u(t, \\theta)) =\\int_{t_{0}}^{T}\\left(\\frac{\\partial g}{\\partial \\theta_i}+\\frac{\\partial g}{\\partial u}\\frac{\\partial u}{\\partial \\theta_i}\\right)\\, \\mathrm{d}t+\\int_{t_{0}}^{T}\\lambda^{\\intercal}(t)\\left(\\frac{d}{d\\theta_i}\\frac{\\partial u}{\\partial t}-\\left(\\frac{\\partial f}{\\partial u}\\frac{\\partial u}{\\partial \\theta_i}+\\frac{\\partial f}{\\partial \\theta_i}\\right)\\right)\\, \\mathrm{d}t$$\n", "\n", "extract the last integral from that expression, and split it into two.
\n", "\n", "$$\\int_{t_{0}}^{T}\\lambda^{\\intercal}(t)\\left(\\frac{d}{d\\theta_i}\\frac{\\partial u}{\\partial t}-\\left(\\frac{\\partial f}{\\partial u}\\frac{\\partial u}{\\partial \\theta_i}+\\frac{\\partial f}{\\partial \\theta_i}\\right)\\right)\\, \\mathrm{d}t =\\int_{t_{0}}^{T}\\lambda^{\\intercal}(t)\\left(\\frac{d}{d\\theta_i}\\frac{\\partial u}{\\partial t}\\right)\\, \\mathrm{d}t-\\int_{t_{0}}^{T}\\lambda^{\\intercal}(t)\\left(\\frac{\\partial f}{\\partial u}\\frac{\\partial u}{\\partial \\theta_i}+\\frac{\\partial f}{\\partial \\theta_i}\\right)\\, \\mathrm{d}t$$\n", "\n", "For the first of those two expressions, apply integration by parts
\n", "\n", "$$\\int_{t_{0}}^{T}\\lambda^{\\intercal}(t)\\left(\\frac{d}{d\\theta_i}\\frac{\\partial u}{\\partial t}\\right)\\, \\mathrm{d}t =\\big[\\lambda^{\\intercal}(t)\\frac{\\partial u}{\\partial \\theta_i}\\big]_{t_{0}}^{T}-\\int_{t_{0}}^{T}\\left(\\frac{d\\lambda^{\\intercal}(t)}{\\, \\mathrm{d}t}\\frac{\\partial u}{\\partial \\theta_i}\\right)\\, \\mathrm{d}t$$\n", "\n", "Now form the resultant expression
\n", "\n", "$$\\begin{aligned}\n", "\\frac{d}{d\\theta_i}G(u(t, \\theta)) & =\\int_{t_{0}}^{T}\\left(\\frac{\\partial g}{\\partial \\theta_i}+\\frac{\\partial g}{\\partial u}\\frac{\\partial u}{\\partial \\theta_i}\\right)\\, \\mathrm{d}t+\\left[\\big[\\lambda^{\\intercal}(t)\\frac{\\partial u}{\\partial \\theta_i}\\big]_{t_{0}}^{T}-\\int_{t_{0}}^{T}\\left(\\frac{d\\lambda^{\\intercal}(t)}{\\, \\mathrm{d}t}\\frac{\\partial u}{\\partial \\theta_i}\\right)\\, \\mathrm{d}t-\\int_{t_{0}}^{T}\\lambda^{\\intercal}(t)\\left(\\frac{\\partial f}{\\partial u}\\frac{\\partial u}{\\partial \\theta_i}+\\frac{\\partial f}{\\partial \\theta_i}\\right)\\, \\mathrm{d}t\\right] \\\\\n", "%\n", "& =\\big[\\lambda^{\\intercal}(t)\\frac{\\partial u}{\\partial \\theta_i}\\big]_{t_{0}}^{T}+\\int_{t_{0}}^{T}\\left(\\frac{\\partial g}{\\partial \\theta_i}+\\frac{\\partial g}{\\partial u}\\frac{\\partial u}{\\partial \\theta_i}-\\frac{d\\lambda^{\\intercal}(t)}{\\, \\mathrm{d}t}\\frac{\\partial u}{\\partial \\theta_i}-\\lambda^{\\intercal}(t)\\left(\\frac{\\partial f}{\\partial u}\\frac{\\partial u}{\\partial \\theta_i}+\\frac{\\partial f}{\\partial \\theta_i}\\right)\\right)\\, \\mathrm{d}t\n", "\\end{aligned}$$\n", "\n", "Now here's the magic step. If we require:
\n", "\n", "$$\\begin{aligned}\n", "\\frac{d\\lambda^{\\intercal}(t)}{\\, \\mathrm{d}t} &=-\\frac{\\partial f}{\\partial u}\\lambda^{\\intercal}(t)+\\frac{\\partial g}{\\partial u}^{\\intercal}\\\\\n", "%\n", "\\lambda(T) &=0\n", "\\end{aligned}$$\n", "\n", "Then our expression simplifies
\n", "\n", "$$\\begin{aligned}\n", "\\frac{d}{d\\theta_i}G(u(t, \\theta)) &=-\\big[\\lambda^{\\intercal}(t)\\frac{\\partial u}{\\partial \\theta_i}\\big]_{t_{0}}^{T}+\\int_{t_{0}}^{T}\\left(\\frac{\\partial g}{\\partial \\theta_i}+\\frac{\\partial g}{\\partial u}\\frac{\\partial u}{\\partial \\theta_i}-\\left(-\\frac{\\partial f}{\\partial u}\\lambda(t)+\\frac{\\partial g}{\\partial u}^{\\intercal}\\right)\\frac{\\partial u}{\\partial \\theta_i}-\\lambda^{\\intercal}(t)\\left(\\frac{\\partial f}{\\partial u}\\frac{\\partial u}{\\partial \\theta_i}+\\frac{\\partial f}{\\partial \\theta_i}\\right)\\right)\\, \\mathrm{d}t \\\\\n", "%\n", "& =-\\big[0\\cdot\\frac{\\partial u}{\\partial \\theta_i}\\Big|_T-\\lambda^{\\intercal}(t_{0})\\cdot\\frac{\\partial u}{\\partial \\theta_i}\\Big|_{t_0}\\big]+\\int_{t_{0}}^{T}\\left(\\frac{\\partial g}{\\partial \\theta_i}+\\frac{\\partial g}{\\partial u}\\frac{\\partial u}{\\partial \\theta_i}+\\frac{\\partial f}{\\partial u}\\frac{\\partial u}{\\partial \\theta_i}\\lambda^{\\intercal}(t)-\\frac{\\partial g}{\\partial u}\\frac{\\partial u}{\\partial \\theta_i}-\\lambda^{\\intercal}(t)\\frac{\\partial f}{\\partial u}\\frac{\\partial u}{\\partial \\theta_i}-\\lambda^{\\intercal}(t)\\frac{\\partial f}{\\partial \\theta_i}\\right)\\, \\mathrm{d}t\\\\\n", "%\n", "& =\\int_{t_{0}}^{T}\\left(\\frac{\\partial g}{\\partial \\theta_i}-\\lambda^{\\intercal}(t)\\frac{\\partial f}{\\partial \\theta_i}\\right)\\, \\mathrm{d}t\n", "\\end{aligned}$$\n", "integrate package's integrators are faster is because they use [adaptive timestepping methods](https://en.wikipedia.org/wiki/Adaptive_step_size). In our Euler Methods, we set out timestep size `dt` at the outset, which remains constant throughout integration, meaning our resulting trajectory $u(t, \\theta)$ is really a vector of values of $u$ defined at uniformly-spaced values of $t$. Adaptive timestepping integrators yield trajectories supported on non-uniformly-spaced values of $t$, which we won't know prior to integration. If we integrate $\\frac{du}{dt}$ with adaptive timestepping, and subsequently $-\\frac{d\\lambda}{dt}$, the resultant trajectories will not be supported on the same values of $t$. We can work around this issue by interpolating the trajectory of $u$ for values of $t$ between the $t$ the solution is defined at. \n",
"\n",
"- Another issue arises from the fact that scipy's [main integration method](https://docs.scipy.org/doc/scipy/reference/generated/scipy.integrate.solve_ivp.html#scipy.integrate.solve_ivp) is not able to integrate differential equations with jump discontinuities of the sort we have in our Adjoint ODE with finite observations (as in the second plot above). Thankfully, [Julia](https://julialang.org/)'s feature-rich DifferentialEquations.jl library has bindings to python via diffeqpy, and does support this use case. "
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"#collapse\n",
"# import Julia's DifferentialEquations.jl python bindings\n",
"\n",
"# import julia\n",
"# julia.install()\n",
"# import diffeqpy\n",
"# diffeqpy.install()\n",
"from diffeqpy import de\n",
"plt.rcParams['figure.figsize'] = [12, 5]"
]
},
{
"cell_type": "code",
"execution_count": 410,
"metadata": {},
"outputs": [],
"source": [
"#collapse\n",
"# define integrators to implement the Adjoint Method with Julia's DifferentialEquations.jl via diffeqpy\n",
"\n",
"def dy_julia(dy, y, p, t):\n",
" # y ordered S,E,ES,P\n",
" # p is ordered k_on,k_off,k_cat,k_uncat\n",
" dy[0] = p[1] * y[2] - p[0] * y[1] * y[0]\n",
" dy[1] = p[1] * y[2] - p[0] * y[1] * y[0] + p[2] * y[2] - p[3] * y[1] * y[3]\n",
" dy[2] = p[0] * y[1] * y[0] - p[1] * y[2] - p[2] * y[2] + p[3] * y[1] * y[3]\n",
" dy[3] = p[2] * y[2] - p[3] * y[1] * y[3]\n",
"\n",
"\n",
"def integrate_julia_full(kinetic_params, initial_conditions=default_initial_conditions, dt=dt, steps=steps):\n",
"\n",
" y0 = list(initial_conditions.values())\n",
" t_span = (0, dt*steps)\n",
"\n",
" prob = ode.ODEProblem(dy_julia, y0, t_span, [*kinetic_params.values()])\n",
"\n",
" try:\n",
" sol = ode.solve(prob, ode.Tsit5(), tstops=list(observations.index))\n",
" return pd.DataFrame(sol.u, index=sol.t, columns=['S', 'E', 'ES', 'P'])\n",
" except:\n",
" return pd.DataFrame(columns=['S', 'E', 'ES', 'P'])\n",
"\n",
"\n",
"def dλ_julia(dλ, λ, p, t):\n",
"\n",
" t = 0.5-t\n",
" u_t = p[0](t)\n",
"\n",
" f_u = f_u_Jacobian(*u_t, *p[1:])\n",
"\n",
" dλ[0:4] = λ[0:4] @ f_u\n",
"\n",
" dλ[4:8] = np.array([np.dot(λ[0:4], f_θ(*u_t)) for f_θ in [f_k_on, f_k_off, f_k_cat, f_k_uncat]]).flatten()\n",
"\n",
"\n",
"def g_u(integrator):\n",
"\n",
" t = np.round(0.5-integrator.t, 10)\n",
" u_t = integrator.p[0](t)\n",
"\n",
" g_u_P = 2*(observations.loc[t] - u_t[3])\n",
"\n",
" integrator.u[3] -= g_u_P\n",
"\n",
"\n",
"def integrate_adjoint_julia(u_t_interpolant, θ_t, dt=dt, steps=steps):\n",
"\n",
" y0 = np.zeros(8)\n",
" t_span = (0, dt*steps)\n",
"\n",
" prob = de.ODEProblem(dλ_julia, y0, t_span, [u_t_interpolant, *θ_t.values()])\n",
"\n",
" try:\n",
" sol = de.solve(prob, de.Tsit5(), tstops=list(observations.index), callback=de.PresetTimeCallback(list(observations.index), g_u))\n",
" return pd.DataFrame(sol.u, index=0.5-sol.t, columns=λ_cols+grad_cols).iloc[::-1]\n",
" except:\n",
" return pd.DataFrame(columns=λ_cols+grad_cols)\n",
"\n",
"\n",
"def gradient_of_loss_via_julia_adjoint_method(u_t, θ_t):\n",
"\n",
" u_t_interpolant = scipy.interpolate.interp1d(u_t.index.values, u_t.values, kind='linear', axis=0, copy=False)\n",
"\n",
" λ_t = integrate_adjoint_julia(u_t_interpolant, θ_t)\n",
"\n",
" return λ_t[grad_cols].iloc[0].to_dict(), λ_t, u_t\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 385,
"metadata": {},
"outputs": [
{
"data": {
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"Further Reading:
\n", "\n", "- [Models in biology: ‘accurate descriptions of our pathetic thinking’](https://bmcbiol.biomedcentral.com/articles/10.1186/1741-7007-12-29)\n", "- [Some lessons about models from Michaelis and Menten](https://www.molbiolcell.org/doi/10.1091/mbc.e11-07-0643)\n", "\n", "\n", "### Is a wrong model useful?\n", "\n", "> All models are wrong, but some are useful.\n", "> \n", "> — George Box\n", "\n", "Putting aside the former question, in this work, our synthetic data were explicitly generated from the Mass Action rate equations, with fixed kinetic parameters, not a biological system. Even still, our inference techniques did not recover the original kinetic parameters. Instead, they found alternate kinetic parameters which predicted the observations nearly as well. When we visualized the loss surface, we discovered a region of parameter space able to predict the observed data. This phenomenon has been called \"Practical Identifiability\" (or lack thereof) and \"Model Sloppiness\", and may be addressible by [model order reduction](https://en.wikipedia.org/wiki/Model_order_reduction) and [parameter space compression](https://science.sciencemag.org/content/342/6158/604)) techniques. However, we should ask ourselves why we are concerned that the parameters of a perfectly predictive model are not unique.\n", "\n", "This question gets at the heart of scientific modeling. Our goal is to arrive at a model in which the variables and parameters have a tight correspondence with the physical phenomena they represent. If we achieve that, then our model will be general, and accurately predict the outcomes of interventions not previously observed -- it will extrapolate. Furthermore, it will be interpretable, which makes it easier to design interventions. For the time being, highly predictive black-box models are missing the hallmarks of traditional scientific models.\n", "\n", "A highly-predictive differential equation model with aphysical parameters is only marginally more useful than an overparameterized black-box model. In the future, we will aim for models composed of physically-salient variables _and_ parameters.\n", "\n", "Further Reading:
\n", "\n", "- [The \"Norvig - Chomsky debate\"](https://norvig.com/chomsky.html)\n", "\n", "\n", "### Is a large model useful? \n", "\n", "> With four parameters I can fit an elephant, and with five I can make him wiggle his trunk.\n", ">\n", "> — John von Neumann\n", "\n", "We alluded to the long-term aspiration of mathematical biologists to model entire cells. Cells contain millions of chemical species, so a Chemical Reaction Network model of the sort we used here would entail millions of variables, millions of reaction equations, and millions more kinetic parameters. To a physicist, a model should reveal the essence of a system, and parameters are best restricted or avoided altogether. Would a million-parameter ODE model be any more interpretable or insightful than a million parameter neural network?\n", "\n", "I believe that it would. A large physical model is an unusual thing today: models are mostly either physical, elegant, and concise ($f = ma$), or statistical, highly predictive, and overparameterized ($f = \\mathrm{NN}_{\\theta}(\\cdot)$). I contend that large physical models provide many of the advantages of each of the former categories, namely, they may be highly predictive of complex phenomena yet interpretably so. \n", "\n", "The best example of a very large, very detailed, _very useful_ model is Google Maps. The overwhelming quantity of data in Google's model of the world is useful in large part thanks to the exceptional interactive data visualization tool they provide to browse the model. The cell not only needs modeling, but representations and visualizations to explore and interrogate that model. \n", "\n", "\n", "### Is (math) modeling biology useful?\n", "\n", "> The best material model for a cat is another, or preferably the same cat.\n", ">\n", "> — Arturo Rosenblueth and Norbert Wiener\n", "\n", "If you speak to a biologist about a \"model\", they may assume you mean a mouse, not a system of equations. The shared use of the same term is hardly coincidental: both approaches offer surrogates to the systems we seek to understand.\n", "\n", "We should ask ourselves why to invest in mathematical models of biological systems rather than biological models of those systems. In particular, experimentalists continue to develop techniques to precisely perturb and broadly measure biological systems. If we can perfectly control the inputs and measure the outputs of a biological model, why bother with a mathematical model?\n", "\n", "This is a serious question in light of the relative advantages of biological models, which include:\n", "- **Accuracy**: we continue to discover new principles governing the behavior of biological matter, meaning that even a mathematical model consolidating the entirety our present understanding of cells would not be faithful to the real thing. Meanwhile, it is tautological that cells model themselves with perfect accuracy, even if the biochemical mechanisms mapping inputs to outputs are obscure.\n", "- **Cost**: cells \"compute\" their destinies with extremely little energy input, whereas large mathematical models require massive computing infrastructure and megawatts of power.\n", "- **Parallelism**: Experimentalists have developed technologies to interrogate biology at the level of the single cell, in multiplex. It is now possible to run millions of variants of an experiment simultaneously. That scale is not feasible _in silico_.\n", "\n", "Despite those, mathematical models confer their own advantages, which justify their pursuit:\n", "- **Timeliness**: _In silico_ experiments are quick to set up, and yield answers on a timescale of minutes rather than weeks.\n", "- **Interpretability**: The entirety of the mechanism mapping inputs to outputs is transparent to us, by default.\n", "- **Reproducibility**: Biological models often behave in accordance with covariates we do not measure or control. We expect mathematical models running on deterministic computers to be perfectly reproducible.\n", "- **Theory**: A rich body of scholarship in optimal design & control theory can be brought to bear against a mathematical model, as well as many other mathematical frameworks for the analysis of differential equations from the physical sciences.\n", "- **Learning from mistakes**: Insofar as mathematical models fail to predict the behavior of a system, they demonstrate the inaccuracies of their assumptions and ours.\n", "\n", "Ultiumately, we pursue mathematical models because unlike a mouse model or a statistical model, the mathematical model alone represents understanding of the phenomenon. We apprehend the world as causes and effects, which we have formalized in the language of Differential Equations. True human understanding of the cell will be reached once we have a complete mathematical model.\n", "\n", "\n", "Further Reading:
\n", "\n", "- Theory in Biology: Figure 1 or Figure 7?\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Related Work\n", "\n", "- Fabian Fröhlich: [Scalable Parameter Estimation for Genome-Scale Biochemical Reaction Networks](https://journals.plos.org/ploscompbiol/article?id=10.1371/journal.pcbi.1005331)\n", "- Christopher R. Myers: [Zen and the Art of Parameter Estimation in Systems Biology](https://www.cac.cornell.edu/myers/papers/SystemsImmunology_ParameterEstimation.pdf)\n", "- Demetri Pananos: [Gradient Descent for ODEs](https://dpananos.github.io/posts/2019/05/blog-post-14/)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "hide_input": false, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.10" }, "toc": { "base_numbering": 1, "nav_menu": { "height": "183px", "width": "379px" }, "number_sections": false, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false }, "toc-autonumbering": false, "toc-showcode": false, "toc-showmarkdowntxt": false, "toc-showtags": false }, "nbformat": 4, "nbformat_minor": 4 }