{"cells":[{"metadata":{},"cell_type":"markdown","source":"### In this notebook, we will see how we can score highly with Keras, by carefully combining two of the most effective layers out there: BatchNormalization, and Dropout! We will also use augmentation, another very effective method, to reduce overfitting. "},{"metadata":{},"cell_type":"markdown","source":"### Batch Normalization, introduced in [this](https://arxiv.org/abs/1502.03167) paper, is a very efficient technique which standardizes the inputs, and then rescales and shifts them:"},{"metadata":{},"cell_type":"markdown","source":"![batch_normalization.png](attachment:batch_normalization.png)","attachments":{"batch_normalization.png":{"image/png":"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"}}},{"metadata":{},"cell_type":"markdown","source":"### Dropout is a very popular regularization technique (introduced [here](https://arxiv.org/abs/1207.0580)). It works by randomly \"dropping\" (each neuron with a probability p) a proportion of the neurons at every training step. It is simple, yet very efficient: 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Roa2vLbreHQqH93DadSqVCoZDVarVYLFgsls/no2VUcGsABA8APAKDwZBIJFKpFI/Hr6+vb21tuVyu/XyCB4NBvV5vNBojkYh0B2yYBgCAg41MJgsEArlczmQybTbb5uam2Wze3t7etxNA2/w2NzcdDgeHw5FKpTBvBSB4AODxvtZYLI1GKysry8vLSyQSOp1ubm5uP2su2e32gYEBm81Gp9Pr6+uVSiUq/g23BgAADvDQQyAQioqKiouLMRjM+vr6/fv393PbtNfrHR0d3draIhKJ5eXlGo3mGfaqAxA8APCCIZFIlZWVWq0Wh8OtrKxMTk4GAoF9SD5kMpnt7W2j0Xjv3j2n08nn85uamnJycuCOAADAgYfBYLRabXl5OYVCMRgMo6OjLpcrkUjs9XFRZyGbzTYwMGA2mxkMRm1tbX5+PtwRAMEDAD8jeCgpKdFqtVQqdX19fWxsbG1tzefz7fVxk8mk0Wicm5sbGxuLRCJisbimpkYmk8EdAQCAg/9ShcXm5+eXlpZyOBybzTY2Nra8vOxyufYheHA4HEtLS8PDwy6Xi8fjVVZWqlQquCMAggcAHhcej+fz+YWFha2trWQyWa/Xd3d363S6dDqdzWb36KDpdDoYDA4NDY2Njbnd7tzc3Lq6OplMBsUuAADgJcFms/Py8lpaWrhc7tbWVl9f3+zsbCqV2ruiHSjjPTk5OTg4aLFYxGJxY2OjWq1msVhwOwAEDwA8QnZHZgcWi1WpVOfPn1epVHa7/auvvhofH0dN+9GPPfXjJpNJp9N59erVoaEhHA5XX1/f0dFBoVDQKT31gwIAAHh+hp7dR71EInnttdcKCwuDweC1a9f6+/uj0SiautqLoSeVSgWDwe4d8Xi8rKzs1VdfRUWfdoceGH3AU4T76KOP4CqAg/QEz2QyLpdrbW3tzp07PT09g4ODPp8vm836/f5MJpNIJIRCIZqPebo7mDOZzMjIyFdffTU0NBSLxaRSaTweN+0IBoNYLJZIJMLeNQAAOJDS6bTP59va2urv7799+/a9e/ccDgcWiw2FQslkMhwOc7lcPp+P2fF0R725ubmLFy/29fW53W6RSJTJZCwWi8lk8vl8WCwWj8cTCAQsFgtFO8DTArUjwYsdKqTT6VgsFtkR3hEKhWw229bW1tzc3MbGhsPhkMvlUql0dXV1eXkZi8UymcxMJqNQKJ7KwxTN6ASDwc3Nzb6+vu7ubo/HQ6fTc3JyTCaT0WhcW1vT6/VarRbV/2YwGHQ6nUaj0el0CoWC2k7DMx0AAF6goSebzT449DidTovFMjs7u7a2ZrPZBAKBTCaLRqMGg+Hbb79lMBh4PD4nJ4dIJD6VWaRMJhOLxYxGY39//9WrVy0WC4VCUSqVLpdraGhofX19bW1tfX1dJpPx+Xwmk7k79FCpVDKZ/NTDGADBAwAvAJRJMJvNGxsbazv0ev3GxkYoFNre3k4kEqlUKp1OFxcXC4VC9GQfHBzMZDLBYPDdd98lEAg4HO7JTyOVShkMhr/97W/9/f2rq6towJBIJAaDwWg0orGESCRSKBSxWJybm5v/P1QqlUgkglwEAAC8WMFDOp222+0/GHp8Pl88Hk8kEslkMp1OS6VSuVwejUatVuvk5CQOhwsEAu+99x6Px3tawYPT6bx48WJ3d/fMzAyHw5HJZEql0uv1WiwWtH/66tWrJBJJIBCo1er8/PyCggKNRqNWq+VyOeQiAAQP4OUSDoe3trampqZmZmb8fr/X6/Xs8O5IJpO76zuxWGxVVVVzc3NjY2NfX9/IyMjS0lI2m/V6vQ0NDVqtlsvl/uL2baFQyOVyjY2NDQ8PDwwMeL1euVx+6tSpkpISLpdrNBr1en0qlUJNgnA4XCgUcrvd6+vrExMTPB6Pw+FIJJLm5ubCwkKoyAQAAM+57e1tk8k0Ozs7Njbm9/t9Pp/H43G73V6vF0UO398VXVxcfPbsWbvdPjIycuvWLYPBcOPGjXA43NjYWFFRwePxfnH7tlgs5vF47t+/PzIyMjg4aDabORzOyZMna2tr5XJ5MBicmZlJp9No6MFiscFg0Ov1bm1tTU9Po6GHx+M1NjaWlJTk5ORAA1MAwQN4WYKHxcXFr7/++vLlyz/xY3Q6nc/n19bWnjhxIhQKEYlEr9e7vr4+Ojq6vLzs8Xi2t7fz8/PZbDaVSkWrQh/n6MlkMpFIRCIRk8m0tLR06dKl8fHxaDSqUChqa2svXLhQWlpKIBB6enoWFhZ8Pl86nUYrYgM7Njc3dz9KLBanUik6nQ7BAwAAPP/Bw/r6+vXr1z/55JOf+DEymczhcGpqak6cOBGNRrlcrsPhWFtbm52dXV9fdzgciUSisLBQIBBQqVQikfiYOfBUKpVMJiORiN1u1+l0V65cuXv3bigU4vP5FRUVZ8+ebW5uptPp9+/fHxoa8nq9qL9EJpNBy6vMZvP3z/APf/gDlUqVyWQQPICfCzZMgxeSz+ebmZlBuxp+4scqKyv/9//+301NTahFP5/Pz83N3d7e9vv9ZrN5a2treXnZ4XAkk0nKDgKB8DhHd7vdq6ur3d3dly9f/vLLL1dWVg4dOqTVas+fP//WW2/l5+czGAw0GGCx2LW1NTT982NjTH5+vlqtzs3NhdsKAADPs0gksrCwMDMzs7S09BM/ptFofve73x0+fFihUBAIBA6Ho9Vq0fyR1Wrd2tpaWFiwWq3RaJRKpZJIJLT57ZHQ3NPdu3evXLnyxRdfzMzMxGKx3NzcEydOfPDBByUlJRwOB4/H43A4Go22sbERDAZ/9OUPh9NoNCqVSqPRPObAB8AuCDfBC4lCoeTl5SkUCiaTGY1GH2wdjcfjBQJBRUXFkSNHpFIpWty5vb3t9XoDgQAej1epVG63e25uDj2OZ2dnVSqVQCBgs9kMBoNGo1GpVBwOh8FgUAntWCwW3BEIBIxG48bGhk6nMxgMZrOZx+MxmcxYLObz+QKBQDabRZFDeXm51+udnJxcX19/6EOcSqWKRKLc3FyRSAT3FAAAnnNEIjEnJ0epVHK53HA4/NDW0Xw+v7i4+MiRI2q1GrtDLBYzmcxEIsHn8ycmJnQ63fLycjgcNplMi4uLarVaLBajoQftZiYQCGjoSSaTsVgstMPv91utVoPBsLKysr6+bjQa5XK5Vqutra1tbGysrKwkk8koh1BQUBAOh+/fvx+JRLxe74NnSCKReDyeSqWSy+VPZeMfgOABgBcAh8Npb29fXV0dHBy0Wq0PBg9EIrG4uLiqqqqwsBCDwaDVn/fv3//888/n5ubQX0cZ5Pn5+enpaTwer1AocnNz0WSMTCYTCoVkMhmLxaZSKb/f73A4Njc3DQbD6uqqyWRyu91YLJZKpfL5/NLSUgwGMzg4mEwm4/E4n89nMBgEAkGhUFRUVFRWVkYikYcGD2w2W6PRNDU1FRYWwj0FAIDnHJVKra2tNZlM3d3dRqPxweABi8Wq1eqqqiqUB0B/SCAQWCzW8ePHKysrq6qqLl26dPv2bb1ejzbgyeVylUpVUFCgUqkUCoVIJKJSqXg8PpVKoTofRqPRYDCsra1tbW1ZLBYsFksmkxkMRkdHx9mzZxsaGlBLh10ikaikpKS6utrlcj00eED1AFHIAWkHAMEDeFmgtjgEAoFOpz84cYLD4dhs9tGjRxsbGzEYjMfj0el0PT09IyMjCwsLwWBQJBLx+fz333//0KFDy8vLi4uLer3e7/fPzc0ZDAaUdiCTybuZBzT9g0ryhUIhEomk1WpLS0uLi4uLior0ev3U1NShQ4dMJlNfX180Gu3o6Dh69CiXyxWLxefOnQsGg3q9/sH2omQymU6nozWpcE8BAOD5l06ncTgck8l88LUbg8EQicTW1tbDhw9TKJQH/y6LxaquruZwOIcPH176H5FIZGVlxWKx0HagBAIaelKpVDweRzsWQqEQFovNzc0t2aHVajUajVKppNFoDx6IzWYfP37c6/UuLCyg5nTf/79EIpHJZGKxWLQfDwAIHsDBF41G3W43KpAXj8dxOByapNn9AS6XW1RUVF1dLRQK19fXFxYWxsbGrl27ZjQaA4EAmnfJzc1tampCP5mXl7e4uGixWPx+f2yHz+dL7kin0wQCgUgkEggECoUiEAhycnIkEolara6srCwpKSkoKLhz5w6aDfL7/eFwOBAI+P3+ZDJZXFwskUiqqqpmZmbu379vt9vj8fjuGEMgEFKplNvtnp6eJhAIeXl5j7/pAgAAwD6Lx+N+v1+v1y8vL0ciEQwG84Ohh8ViyeXympqa4uLihz7MKRSKXC4Xi8WlpaWFhYUo0W02m91uNxp6gsEgKsiBZsfQ0EMmk9lstkQiEQqFCoWisrKytLS0qKiIQqH82F5nKpVaXl6+vLzc399vtVpDodDu0IP+SjAYnJ+fR9lvBoPxi+s+AQgeAHgxuFyu0dHRv/71rwsLCy6XC83WoKgAKSgo6OrqQr1yenp6bt68OT09HQ6Hk8kk+gEej1dbWysWi1ksFpvNrqmpicViTqfTarWaTCaz2Wy32307UKEMzg7F/xAKhVwul7gDj8fn5eUVFRWhh28qlbLb7d3d3ePj46dOnTp27Njhw4crKira2tp6enpsNtv//cXD4xkMht/vHx4eNpvNJ0+efO+99+RyOZvNhvsLAADPIZ/PNz8//9///d/j4+Nms5lKpdJotFAotJs6VigUx48fLywsZLFYP1G7DyUuqqurS0tLL1y44Ha7bTabaYfVavX5fGhv3u7QI5PJ0NAjFov5fD4aetC+iJ84BIvFKikpOXbs2I0bN3aDBxwOx2AwotHozMwMysn/7ne/y8/PFwqFcH/B44NqS+BF4nQ6p6amrl27dv369ZmZGTwer9Vqz5w5U1xcnEqlEonE9vY2mUxu2LG0tHTnzp2+vr6VlRWPx7ObnyUQCDU1NW+88QadTt+d16FSqXQ6ncPhiESinJwcFovlcrmsVqvT6ZTJZBUVFV1dXcXFxXl5eXK5nMfjMRiM3fp6OBzO6XT29vaiB3Q2m0XV9CKRiNPptNvt2WyWy+UuLy97vd5sNqvRaFpaWs6fP8/j8SKRCCoTbjabE4kEWhoLO9gAAOD54ff75+fnb926deXKlYmJiUQioVKpTp061dDQgMPhUOVuAoFQX1//7rvv5uXlMZnMn3izx2AwWCwWj8eTSCQUgbDZbJRVEIlEgUDAbrdvbm4KBILi4uJXXnmloqJCo9HI5XKBQMBkMkkkElrX9MhDoFBhaWnJbDZnMhlUTPzcuXMqlQplUdCUWTQaRT9JJBLhXoPHAZkH8AJASz/R47u7u/v27ds6nY5Op5eWlqIdY6FQiEqlDg4Ooh0LLBYrEolcu3Ztenp6d7IfQbucWSwWl8v9/swQFoul75BIJNlslkql9vX1ofhBrVbzeLyOjo4fOz0Gg8HlctEWN5TcQP1Hl5eXTSbT/Pw8CjyEQmEgEEgmk/X19V07xsbGyGTy2NjYxsYG6jsRiUTweLxIJKLT6T89NgAAANhT2Ww2k8mgpUq9vb23bt0aHx+n0WharbapqenChQsMBoPP59+5cyebzbJYrPLy8qampp+1+hSDwVB3CIXCbDYrFovHxsZQi2iJREKlUpuamn46FPkJ6BNKS0tNJpPf76+srDx69Ohrr722tbVFpVKHh4fX19cvXrzodDrD4TAGg1EqlWgvBAw94KdB5gG8ABKJhNvt/uabby5dunTr1i2HwyEUCs+dO3f+/Pnjx4/LZDIOh5Obm0uj0QQCQWlpqdls/vbbb1dXV/1+/w82hBEIBLlcXl9ff/jw4Z94O19bW/v44483NjZQUwiJRHL8+PEfOz0sFutwOCYmJtCWie//r3Q6HYlENjc39Xq9VqutqqoqKio6e/ZsS0sLn88XiUT5+fkcDieRSBgMBqfTubW1ZbfbKRSKVCrF4XCP2bQOAADAU5dKpaLR6PXr1y9evHjt2rXNzU0ajXbixIkLFy6cP39eqVSy2eycnBwGgyEWi1977bX29vacnJwnefm22+2ffPLJzMxMPB4PhUIsFqurq4tKpf6yD8RgMKh8iEqlEovFx48fP3r0qEQiEQgEhYWFPB4Pg8EYjUan02kwGGw2Gw6HUyqVMPSAR4LMA3jew4ZgMLi0tDQxMXHnzh2dThcMBisqKurr648cOaLVanNyclDZIhqNlk6npVKp0Wicm5tDjdseEi7jcKjUEnqwPvRn3G63yWRyOp3RaPTQoUMej8dms1ksFg6HQ6VSH3w6o21wMpnMaDR6PJ4fBA/RHfF4vKGhoaKiQiqVoo3UWCxWIBDQ6XQ8Ho+yJajWUyQSicfjHo+nqqpKKpUyGAz4GgAAwH5Kp9OoSt709HRvb+/s7Kzb7dZoNDU1NZ2dnZWVlRqNBmXFlUplc3Nzbm6uTCbj8/lP8todCATQjju0AjYYDNrtdpPJRCQSWSzWLwseCARCcXExn88vLCxUq9U5OTk4HI5KpTIYDJRvZzAY09PTJpNpYGAgFosFAoHq6urdFAR8EwAED+DFe3yHw+GNjY3Lly9/8cUXfr+fSqWqVKo333zz5MmTEolkd4Embkd5eTmbzUbrlPB4/IP16dCfoz1nP3Fco9Go1+t3C3hns1mfz7e0tFRSUvJg8ICQyWS5XP5jz3dUD+rQoUNSqbSrq+v7/4tCoVRWVioUirq6uj//+c/d3d06nc5isczOzn744YfNzc2oYiw8xAEAYN+GnlgsZjKZbt++/Ze//MXj8WAwGJlMdvr06TfeeEMmk+1WR0U94Ip2PPlx7Xa7Xq//fvo6FAotLS0xmcxfFjygM+Tu+MEZ4vH4oqIiqVRaXV3997///ZtvvjEajVardXJy8o9//OMrr7yi0WiIRCIMPeDhbzWwbAk8txYWFrq7uz/99NPh4WGfz6fRaF599dXf//73dXV1EomERCI9mDpAjaXR9oNAIBCJRH4QP9BotKampqqqqry8vB/LPPT29t65c2dtbW03fkAtP5VKpUQieehfCYfDDofDsOMHEz94PL6qquq1HaWlpQ/NJKCpINmOZDIZjUbRhjmn04nD4Wg0GuQfAABgf+j1+nv37v3rX//q7e01m80KhaK9vf13v/tdW1ubQqGgUCh79Eo9Ojra3d29uLgYDofRn5BIJNRvVK1W78URUb85kUikUqmy2Ww0GrXZbFar1WazZTIZCoWy2+cOgP/fuxZcAvBcQVuNvV6vyWS6t2N4eJhAIBQVFbW0tBw+fPjo0aO7ZY4eRKVS8/PzUX8Gg8Hgcrl+0H/t+8uWHoRKNul0uqWlpe3t7d0/dzqdQ0NDLS0tpaWlDy2Q92OZBywWSyQSS0tLUW9RHo/30OOSSCQikVhXV8fj8YhE4uDg4PT09MLCQigUisViaKObXC4nkUgwDwQAAHsx9GQymWAwaDabh4eH+/v7BwYG4vG4Wq1ubm7u6Oh49dVXWSzWHrXiSafTyWRyfX19ZmZmN3JAxWEnJycbGhri8fhe5AFQfb+KigqxWEwgENhsNirg4ff7o9FoIBCIxWJyuZxGo0ENQADBA3iun+DxeHx+fv6f//zn5OSkwWDIZDJHjhw5d+5ca2trTk7OQxMO34fBYHJycurr67/99lsikbjb2+H/fuN/ctlSPB53u916vX5jY+P7rX88Hs/9+/dNJlMkEmEymQ8+RlHrnwe7NKCUQl5eXnV19SOzB0QiUaPRyGSywsLCnp6eb775Zm1tbXNzU6fTdXV1vfXWWwKBAFr5AADAXkgkEuvr6//6178GBweXlpbS6XRNTc2FCxc6OjqKiorIZPLezd0kk0m/34/K7u1mvNGypYWFhc3NTb/fj5oL7cmL4M6w+MYbb6C+dZcuXVpeXv7qq6/W1tb0ev0777yjVqsf2jAbvLRg2RJ4jgQCga2tras7RkZGgsGgRCI5e/bsiRMnGhsb0fzHI4tbYzCYpaWlvr6+oaGhTCZTUlJSVFQkEom8Xi8Wi5VIJOfPny8qKiISiQ9+Dppzunv37ubm5vf/HNWK1Wg0QqFQIBA8dPKJQCDMzc1NT09ns1mFQnH48GGBQEAkEoPBIIfDYbFYAoFgd6Xsj505DocjkUgUCoXH4wkEAjweb7Vaw+Gwy+Wy2+3pdJrJZP5E4gUAAMDPFYlE7HY7auMwODjocrkYDMaJEydQASWVSrXXBUxdLtfk5GRfX9/i4uL3/xyl4hUKhWDHj226e0KoKQSRSCSTyXw+n8fjUalUp9MZCoWcTqfD4dje3kZZlz1KvIAXDmQewHMhmUyGw+H19fWpqanPPvsMrRrSaDRNTU3vvPNOQUHBjy34+YFUKhWPx2dnZ2/cuOFwOGQyWVdXF5/P9/l8KC+sVqslEsmDL/Foa4TFYvl+H+gf/MDi4mJeXp5Wq6VQKD8YRYhEIo/HU6vVJSUl0Wi0rKzs9OnTRqNxdnb21q1b8/PzbDZbLpej/j6P/FdIpVIej6dUKgUCQTweX19fn5ub0+v1fr8fg8FotdqfjkMAAAA8DlRN22g0Li0tXbx4cWxsLB6Py+XyysrKt99+u6qqSiwW7+kJoKHH7Xb39/f/YNJq19ra2ujoaGFhIZfL3dMODAKBgMvlSqVSmUyWSCSWl5fX1tZMJpPL5cLhcFqtFm0Wh9WzADIP4Lng9XqHhoYuXbr0+eef6/V6Go1WU1Pz9ttvv/7667m5uQwG4zHn2lFtihs3bvT29uJwuObm5g8//LCsrKykpARVd21vby8oKEAZ2B88hVOp1PDw8H/8x3+4XK7vr1naFQwGCQTC4cOHGQzGg09wLBbL4XCqqqpQLe2qqiq1Wk0ikebm5hwOh8/nUyqVPB7vMfefYbFYCoUiFosrKyvRoa1Wq9FoXF1dzWazNBrtx7ZuAwAAeEyRSGRycvLKlSuffPLJ0tISFostLS19/fXX33333aKiIg6Hsw9p3kwmMz8//6c//WljY+P7a5a+P/Rsb2+3tbWJxeK9fnHHYDAkEkkgEJSXl5NIJFQLxGg0zs/PJ5PJ3R5E8M15yUHmATxL6XQ6lUqtrKxMT0/fu3dvamrKZDJpNJrq6urW1taGhgaNRoP68D/OpyWTSZvNdvv27ampqXg8XldXh8pvEwgE1Lkzk8lgMJgH8wboTLxer33HT0Q4VqvV5XJxOBw6nf6DBy4Gg5HL5QKBAIfDEQgEEonEZrPD4XBnZ+e9e/eMRmNfXx+DwZDL5aiw7CODBzKZjFIQ29vbHA5naGhodXV1enoai8X6fD6v14uWYz3+9QEAALC7EnVjY2Nubm5gYGB8fHxlZUWj0ZSVlbW0tDQ1NRUXFxMIhP2ZYg8Ggw6HA61QfegPhEIhm82G1hE9uLNuj4IHDoeTSqUYDIZQKFxcXFxaWkKrcL1eb0lJSU5ODh6PhxQEBA8A7Kvsjng8HgwGb968+e23387NzaXTaZFIdPLkyePHjzc1Nf3c6Y1IJIKaQuj1ejabffz48fb29t0N1j943f+BVCrldDr9fj+KNL4PrQdFH5JMJp1Op1QqfeinUXbs/ieJRFIqla+//rrf79fr9bdv32az2Z2dnXQ6/TH/afgdr7zySlFRUW5u7qVLl7q7u/v6+tbX11dWVt57772mpiaUloH4AQAAHnPoSSQSoVCov7//4sWL09PT4XCYRqN1dHScPn26ra1tPxeFZrNZr9fr8/mwWCwej//B0INGH/STLpfL7/fvdfCAoBmupqYmtIX68uXLX3/99fj4+Pr6+tLS0jvvvMNmsxkMxr7FV+B5A8uWwLORTqdtNtvQ0NBf/vKXu3fvGo1GMpnc2dn5/vvvHz58WKPRoL3RP+sz7969e+3atfHxcT6f39TUdOrUqYKCgkdWZ/r+m3oqlUqn02q1WiwWU6lUlBiRy+Uajaa0tLSsrKypqam9vZ3P5z9m1QscDsdkMr1er9vt9vv9qG4sl8v96S51Dz03Ho8nkUjkcnkwGPT7/TabzWw2ozQIiUQik8nwpQIAgEdyu91TU1N/+9vfbt26pdPpsFhsfX39Bx988MorrxQXF7NYrH1+IcZisZlMJplMyuVyqVSK6vJFIhGJRJKXl1dSUlJWVlZXV9fZ2alQKPb5UY/FYlkslkQiyc3NjcfjPp/P6XRarVaz2Uyn06k74BsFwQMA+8Hv929ubo6Ojt6+ffu7774LBoM8Hq++vv7EDpVKxWKxflbkEIvFPB7PlStXent7XS4XaspWW1srFAof83NQG39U9DovL08kEmGx2FAoFA6H0YO7paWlvLy8rKwsPz+fSqU+5uiCx+PpdHoikdje3t7c3EQzTKjZ3M+as0EVuPl8vlAoTKfT29vbdrsdraFCs1NkMplIJKI+1gAAAB4UCoWsVuvExERvb++3335rtVqpVGp1dfWxY8fOnDmj0Wh4PN7+T6UTCAQikchgMJRKpUwmQzsNnE5ncXFxTU1NS0tLRUVFeXl5UVERm83e59PD4/FMJpPP58tkMpSxcbvdKHhAYytqUgRVmCB4AGDPoT3Nf//73+/evev3+wsLC7u6uj788MPGxkZUyvrn5hycTufs7Ozly5enpqYYDMaZM2d+85vf8Hi8n7XwCYfDsVgsjUZTUlIilUq3t7ctFovL5Tpy5MixY8dOnz6t1WqVSiWKHH7WGaL3/rm5uY0dKpVKKpVyudyf+65PIpH4fH5ZWRmHw/F6vS6XC9WnikajNBpNJBJBCSYAAPgxm5ubfX19//jHP65evep0OuVyeUdHxx/+8IejR4+KRKJfMPQ8FVgslkajqVQqrVabm5ubzWbtdvva2lpra2tXV9eZM2cqKipyc3NRi6FncoZoWq2oqEgmkwWDQdQNaX5+3uPxoA0S+7OYCjw/YJ4S7J9EIuFwOCYmJoaHh0dGRgwGg0AgePXVV1tbW+vq6nJzcx9/M8CuTCaTSCRWV1c///xznU7HZrNPnjxZX1/PZrN/1kehJ/JuHWs6nU4mk9GTmkgkUqnUR7Z4+wk0Gi0nJ6erqyuZTPb19Q0MDDCZTNTo+mfFDzgcDtXhbmhooFKpAwMDExMTs7Ozo6Oj4XDYaDTW19dXV1cTCASohgEAAEgymQwEAhMTEyMjI0NDQ2traxQKpbGxsaWlpbGxUavVstnsZ5W2RUMP2t6GRkkymYyGITweT6FQ0OqgZ3sBsVgsgUDgcrnl5eU4HE6tVo+Ojs7MzMzOzsbjcYvF0tjYWFdXR6VSIfsNwQMAT00qlUKlkGZmZr744ovp6WmLxSISierr6y9cuFBbW6tSqX7ZJ6fTabvdPjMzc/PmzVQqVVJScurUqdLS0ucqi4rH47lcbmdnp9frvX///uLiIo1Ga2pqIhKJXC735440qBG1Wq0WiURcLjcWixmNxt7eXqvV6vP5UBVXNptNIBBgFzUA4GWG2vu4XK7V1dXLly+PjIzodDqhUFhZWXnu3LmWlpbi4mK4So859ODxePkOsVgsFApTqZROp+vv73c4HC6Xi0KhKJVKPp8Pu6gheADg6QiHwxaL5dKlSz09PXq9PpvN5ufnv/HGG62trVqt9kkm9aPRaE9PD1r+VF5e3tLSUlJSIhAInrcrgN74a2pqmpubFxcX19bWLl++nMlk2traftkHYrHYkpISNptdWFh45cqVvr6+tbW1QCCwuLj45ptvNjc3i8VimAQCALzM4vG4zWa7fv361atX19bWotGoRCJ54403jh49Wlxc/Ji9R8EP5OXlMRgMlUp18+bN7777zmw2X7t2bXV19fz580ePHpVKpVDAA4IHAJ5IMplE/WVGR0cHBgb0ej2TyURliw4fPpyfn/9z90Z/n8/n0+v1Q0NDy8vLZDIZ1aMQCoWP08V5n+FwOAaDUVxcfPbs2UgkotPp7t69K5fL8/LyeDzeLzhhDAbDYrFQNwkMBsPlcsfHx61W6+DgIB6PdzgcjY2NKpXqOYyjAABgr2WzWZPJpNPp0NAzOztLo9Gqqqrq6+s7OzvLysqe4VKlFx2dTieRSHQ6HVUEGR8fNxgMExMTOBzO6/U2NDTk5+fLZDK4UBA8APCzH9xotVIwGBwbG7t69erly5fT6bRQKKypqblw4cLp06eJROIvXpqPPt9isYyPj09OTjocDolE0tLS0tbW9hxGDrvUajWfz5+fn0ft3goLC0tLSysrK3/xRj3USO706dOVlZX/+Mc/enp67t+/f/ny5cXFRZ/P98orrzCZTNTKB5YwAQBekqEHrVaanZ29fv36pUuXAoEAmrs5c+bMO++8QyKRoDrQEyIQCEKh8OjRozU1NZ9++umNGzeGh4dv3749Pz9vt9tPnDjB4/HweDwa4mH0geABgMeSyWTi8fjk5GRfX9/o6Ojq6uqhQ4daW1vb2tpaW1sLCgqIROKTLItEn3///v2vvvrKZrNpNJo333yzpKTkWZXLeEw4HI5Go3V2dobD4W+++WZqaopOp3O5XAaD8ZiNIx7+a4zHi0SiX/3qV2q1urCwcHh42Gq1Xrx4cXNzc2Vl5ciRI1Kp9Ek+HwAAXpTgIZFILC4u3rlzZ2RkZGFhIRaLVVVVtba2tre3l5SUkMlkWJH/FEc0BoNx4sQJmUxWVFQ0MDCwsbFx48YNm82Ghh6NRvM8T+cBCB7AcyQajbpcLp1O19vb29PTY7VayWRyS0vLsWPHOjo6iouLn7yiaDgcXllZGR8fn52dpVKp5eXlx44dy8nJec6rDOFwOCwWW1VV5fP5pqennU7n8PBwfX09i8XKzc19wid4WVkZi8XicrlkMnlsbGx9fT0ej3u93nQ6XV1dnZ+fT6FQYL4NAHBQxeNxv9+/uro6MDBw7do1k8mUyWSqqqo6OzuPHDlSVlb2cwtUgJ+GxWLJZHJhYSGbzebxeGQyeWBgYH19fXR01Ol0JpPJYDBYUFDAYDAghIDgAYBHcLlco6Ojn3zyyeLiotfr5fP5bW1tv//97/Py8oRC4VNZZup0Oq9cuTI+Pp5MJsvKyhobG4uKil6UyfWcnJzq6urm5uaBgQGz2Xzz5k0ajfYkwcMuqVTK5/NRvfCPP/7YbDbfuXNndXX11KlT77//vlwuh2rcAICDyu/3z8/Pf/LJJ2NjYxaLhcfj1dTUfPDBB+Xl5XK5HKZO9g6fz29ubpbL5WVlZZ988snS0tLo6KjRaFxaWvr973+fn58Pu+8geADgp97pdTrdwMDA8PDw/Pw8kUisra3t6OhoamrSarVMJvOpvN9bLJaZmZnh4WGHwyESiY4cOdLQ0PCE66D2zW7BuzNnzoRCIZvNNjs7K5fLq6qqxGIxk8l8ot/nnTWmSqWyo6ODSqX29/dPTEx4PJ7e3t5AINDe3o5SEDCIAgAOkkAgsLq6OjIyMjAwMDU1lUwmS0tLOzo6Wlpaqqur+Xw+zHzvKdwOqVTa0NCAw+EGBweHhoZQaj0ej7e1tTU0NBQUFEAbUwgeAPj/ZDKZVCrl8/nm5+d7enq6u7tXVlYYDIZWq21vbz9z5gx6YX3y3QiZHSsrKyMjI4uLixQKpaysrLm5ubi4+MXaksXlctva2lZXV+fm5gwGw9TU1MjISEtLC51Ox+x4kuCExWIVFxdrNBoej0ckEkdHR7e2tlZXV30+XyQSweFwYrGYTqfDLmoAwAstm81mMhlUdu/OnTu3b98eHx+n0+lFRUXNzc1nz56tqqp6UeaVDgA6nZ6Xl6dQKEQiEYlEGh4eXl9fv3TpktvtjkQihw4dUiqVLBYLhh4IHgA4hOqxejyey5cv9/X1TUxMBAIBsVh88uTJjo6O+vp6VHXhqRwolUrFYrH+/v6bN2+Gw+Gmpqa3335bqVS+cBX3cDgchUKpr6/3+Xz/+Mc/dDrdX//6Vx6PJ5PJSCTSkz9YcTgciURqbW1VKBRFRUU9PT19fX39/f1ms3l5efnUqVMtLS0kEgkaUQMAXlypVGp7e/vWrVvd3d1jY2NOp5PBYBw/fvzIkSNtbW18Pv85L6Fx8KA2ptXV1VKpVKvV9vb23rhxY2pqym6363S648ePd3V1kclkKJILwQN42cOGQCCwtLQ0MTFx584dnU4XCoUqKioaGho6OzuLi4tzcnKe4uHsdvv9HS6XS61W19bW1tXVcbncF25iCYPB4HC43Nzc1tbW2dnZqamphYWF0dFRoVBYXl7+5B120Ofz+XwqlYpKPLHZ7JmZma2trWg0mkgkPB5PdXW1RCJ5kg59AADwTKTT6WAwuL6+PjU1defOndnZWbfbrdFoamtrOzs7KyoqnsouMvALhh4MBsNms9EKJSqVSqfTp6enzWbz4ODg9va23++vqalRKpVMJhMyQhA8gJfLbi3tYDCo1+u//fbbzz77LBAIUCgUlUr1xhtvnDp1SiKRPMVlpig9vbGx8fnnny8tLZFIpMbGxtraWrVa/eJeRpFIhMFgmpqaPB7P8PDwwMAAKrv0FPPsVCq1srJSoVDU1NT853/+Z29vr06ns1gs8/Pzf/zjHxsbG8lkMqoBBd9qAMCLEjlEo9Gtra3bt2//13/9l9frxWAwcrn81KlTv/71r+VyOaytf+YIBEJRUZFUKq2pqfnrX/965coVk8lks9nu37//v/7X/zp69KhGoyEQCJD9fkHhPvroI7gK4JdZXFzs6en517/+NTQ05PF48vPzX3311Q8++KC+vl4ikTzdlaaJREKv19+9e/ebb76Jx+MFBQXvvfdeVVUVi8Xai38aCoqWlpZsNltlZWVhYeEeRSlYLJbFYkUikfn5+XA4nMlk1Go1jUaj0+lP8/d8J/kgl8ulUmkikYhEIjabbXNz0+12YzAYGo0G+QcAwItifX393r17n332WW9vr8lkUigUbW1t77//fnt7e05ODoVCeXFnQ2Kx2MbGxvLy8srKSllZmVarzcvLe3FLXGCxWAqFIhaLlUplNpuNRqM2m81isdhstkwmQ6VSoQDgCwoyD+DnyWaz6XTa6/UajcZ79+719/ePjIzg8XitVtvW1tbR0dHZ2Ykms5/iQdPpdDgcHh8fHx0dNZlM5eXljY2NVVVVEonkRb+eJBKpqKiorq5ucnJyfn4e9TYikUg8Hg+Hwz2t1bokEglVvuJyuQQCYWhoaGZmBoUrkUgkEAhUVFQoFAoSiQQpCADA8wnluk0m08jISH9//+DgYCwWy83NbWlpaWtre+WVVzgcDpSSe64QdpSXlwsEAgKBwGazx8fHNzY2AoFANBoNBAJ1dXU5OTloeS1cLggewEEOHuLx+Pz8/D//+c+JiQmDwZDNZjs6Oi5cuNDW1qZUKp/Kft8fSCQSLpfr5s2bg4OD2Wy2ra3t9OnTfD7/ADxuMBgMmUwuLS197733/vSnP83MzHzxxRdCobCiouKpx2BEIlGj0cjl8qKiou7u7q+//lqn0xkMhtXV1a6urnfeeQftL4QvOQDgOZRIJDY2Nj799NPBwcHFxcVMJlNdXf366693dHRotVqY+3h+XzTxeKlU+uabbxYWFmo0mosXL+p0uosXL66urur1+nfffVepVFIoFLhQEDyAgykQCNhstnv37g0NDY2NjUUiEbVa3dbW1tzcXFdXJ5PJ9uj3f2Vlpbe3d2VlhUAgNDU11dTUoKb3B6CMBvonCIXCurq6iYkJr9drt9vHx8eVSmVTU9NTbKyDDoTmgUpLS1FyY2hoaHR0dG1tDdXLQo0gOBwOhBAAgOdHJBLxer0o2zA6OurxeEQiUWtra0tLS1NTk1wup1KpcJWe52EOvyM/P59IJDIYjKGhIdQjtbu7OxQKtbW1NTU1cblcCCEgeAAHRzabTaVS4XAYlbb44osvFhcXE4lEXl5eY2Pj22+/XVRUxOPx9uLQqDbr7Ozs9evXbTabTCbr6uoqLy8XiUQH6QozmUwqldrY2OhwOFDbOCaTqVAoGAzGk1deepBUKuXxeEqlks/nb29v6/X6+fn5tbW1UCh06NAhrVYrEAhgxyEA4JlDa1aNRuPy8vKlS5dGRka2t7dlMllFRcVbb71VXV0tFovhKr0oBAIBl8uVSqUSiSSRSCwvL+v1eqPR6Ha7sVhscXGxTCZDzY7gWkHwAA4Cv98/PDx8+/bt3t5eh8PBYDBqa2vPnDnT3t4ukUj27kUzEoksLS2Nj4/Pzs4SicSysrI333xTKpUevCuMxWJbWlpisdjMzIzNZhscHKytrUXFl/bicAQCQSwWHz9+XKvVfv311/fu3dPpdFeuXFlZWXnttddQCgK+9gCAZysej09OTvb09Fy9etVut+NwuIqKihMnThw7dkwmkz1hS37wTEY6Ho/X1taWl5f33XffdXd3Ly0t9fb2rq2tvfbaa52dnY2NjbBxBYIH8GJLp9PJZHJ5eXl6erq/v396etpisRQUFFRXV7e2ttbX12s0Gjwev0fzBMlk0mazdXd3T09Pb29vNzY2trS0qFSqA7moBoPBiESisrKyo0eP3r1712Qy9fb20ul0uVyOOv8/9Sc4mUwWi8UcDicej3M4nKGhIZ1ONzs7i8FgvF6v2+3WarVisXjv7i8AADxUJpNJpVIbGxtzc3P9/f0TExOrq6v5+fnl5eWtra0NDQ1arRaPx8MmhxdxpCORSHw+Hw09TCZTJBItLCysrKwQiUS/3+/xeEpLS3NycuD+QvAAXjyor0IsFvP5fLdv375y5crCwkI6nRaJRCdOnDh+/HhjY+NeN4kMh8MbGxvffffd6uoqm83u6upqb28nk8kH8l0WNeZUqVS/+tWvfD7f+vp6d3c3l8vt6OhgMpl7tDUcrUM9evRoQUGBWq3+6quv+vr67t27h3ZR//a3v6VSqejo8BAHAOxb5LC9vR0IBAYGBr788suZmZlwOEyn0zs6Ok6fPt3a2vp0K1mD/YdmxJqamvLz83Nzcy9fvnzlypXJyUmDwbC8vPzuu+8yGAw2m00gEGDogeABvGCPb7vdPjk5ee3atdnZWZPJxGKxGhoajh07VllZqVKp9uFXemxs7Nq1a1arVSKR1NTUVFRUHIDarD+NwWAUFxfX1dVtbGysr6/Pzc19+eWXr776amFh4Z4el8fjtba2MpnM4uLi69evOxyOkZGRSCSysLBw6tQpuVwO1bgBAPvD7XYvLi5eu3ZtcnJybW2NSCS2t7efPHmyqqoqPz//KfYeBc/DkFdTU0Oj0QoLC69fv67X62dnZ1Op1PLy8qlTp/Lz8/l8PlwlCB7A8w61jvb7/TabbWpq6u7du9evXz906BCfz6+oqHhlxz6URIjFYn6/f2xsbGRkJBaL1dTUdHV15eXlHfgVriQSSSgU1tTU2O12j8eztbV1/fp1uVwuEokYDMbelaalUqlKpZJOpwuFQgwGMzY2trS0dP/+fb/fn81ma2trtVotn8+HYRsAsHdCoZDL5ZqZmRkaGrp27VowGKTRaOXl5YcPH0bluSHncPCGPJlMxmAwpFIpFosdGBiYm5tbWFhwuVyZTKaxsbG8vFwoFEI1LQgewAvAYDD09PR88803i4uLkUikpqbmyJEjb731llqtptPp+5Bz8Hq9MzMz4+PjaMFSbW3ta6+99vJ0Qa6oqMDj8dPT0xMTE/39/bW1tSqVSqvV7nVfCw6HU1FRoVKpiouLP//8c3QCaAYIbY5/iqVjAQDgB2w22927dy9duoRKgRcUFDQ3N7/77rtlZWVMJhNWsBxUdDpdo9F88MEHpaWln3322ejo6NLS0tbW1tLS0rlz5zo7O5VKJVwlCB7AcyqRSDgcjrGxseHh4dHRUYPBIBAIjh8/3tLSUl9fr1Kp6HT6Xr+/ZjKZRCKxurr6xRdfoMjh1KlT9fX1e7fu/zlEpVIVCsXx48fT6XRfX19/fz+TyZRIJDweb0/3mWCxWBKJxOVyGxoaqFTq4ODg2NjYzMzM2NhYOBze2tpqbGysrq4mEAjQDRQA8LQkk8lgMIhSzUNDQ3q9nkajtba2Nu0oKipiMpl7vcUOPENYLBaDwbBYrPLycjwer1arR0ZGpqen5+bm4vG4yWRqampqaGigUCjwNYDgATxHUqlUIpGwWCxzc3MXL16cmZkxm81isbixsfH8+fM1NTVqtXp/ziSdTlut1pmZmdu3b6dSqeLi4hMnTpSWlr5UtdvweDyXy+3s7PR4PFNTU0tLSwwGo6mpCY/H71E/jV0YDIZAIOTl5eXk5AiFQjabjZ7dfX19Vqs1EAiQyWSZTMZms4lEIlRhAgA84QM/kUg4nc61tbUrV66MjIysrq4KhcKqqqpz5841NTWVlJTAVXoZoEZysh0CgYDP56fTaZ1ONzQ05HA4PB4PhUJBvYmIRCLkoJ453EcffQRXAYRCIaPR+OWXX3766aczMzPxeFyhUPz2t799/fXXa2pq+Hz+voX74XD46tWrt27dWlxcLCoqOnz48LFjxyQSyT7PNwSDQb1ev7S0ZLPZKisrCwsL9y182p2JYTKZ8Xjc6XT6fL5AIJDJZFBnt307ATabLZfLi4qKUGDpdDpRHplOp3O5XBqNBk9wAMCTiMViFovlu+++++STTyYmJnw+H4fDefPNN995553GxkaJRPKydbuPxWIbGxvLy8srKytlZWVarTYvL+9l63uAapQXFBTgcDiz2Yy2/83PzxMIBD6fT6PRIP/wzMENeKmh1tFbW1sLCwujo6MDAwN6vZ7FYpWWljY2NnZ0dBQWFrJYrH2bYPb5fHq9fnh4eGVlhUwm19bWdnZ2CoXCl3CfLg6Ho9PpRUVFZ8+eDYfDOp3u3r17CoUiLy+Px+PtwwXBYDBMJpNAILBYrEwmw+Vyx8bGbDbbyMgIkUh0Op2NjY0qlQp2QQAAfhmj0ajT6dDQ8/+w9yZRbZ3rnrcFQv1W3yMkQDQSrQDR98ZgxzZuEsdxEjs+5yT3TGpwRzW/gxrUqmGtdasGx0nlOq2duMfYRtj0CNGJVhJICCHUIQm1SKjXtxbvunxeN4lP4thG2Ps3dsLWq63nfdr/s7CwQCAQKioqamtr29raysrKyGQy7CO+mxAIBBQKBVZNQxCkUCjW19dnZmYyMjJcLhcQeH0rd8XCwQPMIQgbnu807e3tvXfvXiwWYzAYVVVV586dO3PmDAqFemOt7eB5zGbz5OTkzMyM3W7ncrmNjY1NTU3vssJPTk4OnU6fn5/XarVKpbKwsLC4uLiysvKNtQxh9+ju7i4rKyORSM+ePZuZmbl7965arXa73Z2dnRAEASluuIUJBgbmd5p60K00Pz//6NGj27dvezweAoFQVFTU3d39ySefYDAYeMfwOw4KhWIwGB0dHRUVFT/88MOjR4/Gx8dlMtny8rLdbj9x4gSFQtmfvoNvHzh4gHlDJBKJUCg0MzPz9OnTiYmJ1dXVZDLZ2NjY0tLS2NhYUFDwhtsK95/np59+slgsubm5ly5dKi4ufscb65FIJIFAOHr06M7Ozp07d2ZnZwkEAoPBAImZN/kYHA7n4sWLubm5BQUFY2NjJpPpp59+2tjYaGpqOnr06DvYXQADA/NywUMkElGpVE+fPpXL5YuLi4FAQCKRNO9RXFyMwWBgPQYYQHp6OolEOnnyZGZmZmFh4cjIyPr6em9vr8Vi0Wg0HR0dQqEQFhCHgweYN0QwGHQ4HBqNZmBgQCaTWa1WNBrd2NjY1dXV2toqFovfvJb2zs6ORqOZmppaWFgAwt6dnZ18Pv8dv0XS09MRCERFRYXb7Z6bm7Pb7XK5vK6uDoKg3NzcN/kYEASVlJRAEEShUDAYzOTkpE6nC4fDLpcrFotVVlbm5eXhcDg4XwgDA/NbhEIhr9e7srIyOjra09NjMplisVhFRUV7e3tHR0dxcfHrFoSAOVykpaVhMJiCggIikQgWTI2Ojup0OoVCYbfbY7FYbW2tSCQiEAhwCAEHDzCvHYfDMTk5+eWXXy4uLrpcLgaD0dTU9Pnnn+fl5TGZzANpM3U4HPfu3VMoFJFIpLa2FsjzweYAFGT5fH5lZWVDQ8PIyIjJZHr06BEWi32TwcM+QAcjNzdXJBJ9+eWXJpPp6dOnGo2mu7v7s88+y8rKIpFI8FcGAwPzq3g8HpVK9eWXX46Pj1ssFiqVWllZ+fnnn5eXl/N4PDj1APNbAC+Fz+eXlpZ++eWXarV6YmICCHh88cUXQqEQnr6DgweY1wLoNHU6nWq1enR0dHx8HGgXVFdXt7a21tfXi8ViEol0IM0nJpNJqVTK5fKtrS02m3306NG6ujo0Gg2L+ewL2PF4vLNnz/p8PqvVqlQqeTyeRCLhcDhveOU2EolMS0vj8/ltbW0EAmFwcHBmZsbhcPT397vd7tbW1srKyvz8fNgJgIGBeR6v17u6uiqXy0dHR5VKZTQaLS4ubmtra2xsrKysZDAYcKoI5gWk78HhcGpra5FI5MjIyPj4+NbW1tjYWDAYbG1trampKSwshBdRw8EDzKskkUjEYrHt7e2lpSWZTPbs2TO1Wk0ikYqKilpaWk6dOlVYWJiRkfHmpwsSe2g0mrGxseXlZSwWW1ZW1tDQIBaL4RGo56FSqU1NTSsrK0tLS3q9fnp6uri4uLm5GehRvMmzSktLA29OXl4ehULBYrFyudxoNOp0Oo/Hs7Ozk5aWxmazIQiCp6hhYOCrJ5lMulwunU737NkzmUw2OTlJJBILCwsbGhq6u7uB/AOcJ4L5PRAIBKFQmJWVxWQysVjs2NjY2trarVu3XC6X3+9PJpMCgYBMJsNXDxw8wLwaotGo2+2+c+fOs2fPpqamfD4fi8U6ffp0W1tbTU0NhUI5KEW8WCwWDAaHh4cfP37s9/vr6uo+/vhjgUAAK/T9Mu+CxWJra2s9Hs9//Md/rKysXL9+nclk8ng8NBr95g1leno6Go1uaWkRCAQikUgmkw0MDAwNDRmNRrVa3d3d3dDQgEaj4cFHGJh3mXg8Hg6H+/r6njx5Mjk56XA4CATC8ePHOzo6WlpaqFQqvGsS5g+BQCBQKFRlZWVmZqZIJOrv7+/p6ZmengYj1CdPnuzq6sJgMLALAQcPMH82bPB4PGq1enJycmBgYGVlJRAIVFRU1NTUtLW1FRUV8Xi8A3w8m802PT09Ozu7vb2dm5sr3YNKpcKJqF9azPT09JycnMbGRqVSOTc3p1KpJiYmGAxGeXk5BoM5kOeh0WgYDCYtLQ2Hw1EoFKVSubm5ubu7C1bGSqVSDocDQRD89cHAvINhA1i1OT09PTg4OD8/73K58vPzQaOsRCIRCARw2ADzElcPAoEgk8l4PD6ZTOJwOAiCZmdnzWbz2NhYJBJxu91SqVQgELzJFVVw8ADzlgAmHGKxmNfr1Wq1Dx48+P77730+Hxi0/eCDD06dOsXhcA6wzTSZTMbjcb1ef+PGDbVajUaj6+rqqqur3/Ai58MFi8U6cuRIQ0OD2+0eHx8fGRkhEolg/+hB5fjxeLxEIuHxeBUVFdeuXRsYGNBqtVardXl5+Ysvvqitrc3OzkYikXAJAgbm3QGUlNfX12Uy2bVr11wuFwKByMrKOnny5KVLl7hc7psX9IN5y8jIyBCJRFwut7Ky8v/9v//38OFDo9G4tbWlVCq/+OKL9vb2/Pz8N7mr6l0j/d/+7d/gU3hbWV5elslk33///ejoqNPpzMvL6+zs/Nvf/lZTUwOE+Q8wwR+NRnU63eDg4J07d8LhcH5+/meffSaRSFJErgfkzFQqldVqlUgkhYWFKRLVpKWlkcnknZ2dxcVFn8+XTCazs7MJexykHdnbh52VlcXhcCKRyM7OjtVq1ev129vbQOYV9hVgYN4d1tbWhoeHf/jhB5lMZjKZeDxec3Pz1atX29rasrKysFgsXFv+LXZ3d/V6vVqt1mg0paWlYrEYpIfgk/mtCxGLxXK5XIFAkEgkAoGAxWLZ3Ny0Wq2gLkEmk+FTeh3AlYe3DZDRd7lcBoNheHh4ZGRkYmIiPT29uLi4qamppaWlvb0di8UebDgej8f9fr9CoZDL5SaTqby8vL6+vqKigsPhwN/gi8FgMIWFhVKptLq6emFhAexaQqPRNBoNLIU4kKdCo9EoFKqqqopMJmdkZIyPj4PGquAeHo+nvLxcIBDAk5EwMG8xoFVpY2NjYmJieHh4fHw8GAzm5eU1NDQ0Nze3t7fTaDTYD4Z5hWTsUVpaSqPRkEgkhUKZnJw0GAx+v393d9fj8VRXVwsEAhwOB5cg4OAB5p8ED6FQaHl5+fr165OTk3q9HoFAtLa2XrhwoampKTs7+0BUlf4LkUjE6XQ+fvx4ZGQkkUg0NjZ2d3fT6XT45/1PQSAQGAymrKzss88++/d///e5ubkbN26w2ezy8vIDjwlRKFRBQUF2drZYLO7r67t169bKyoper9doNO+9997ly5cpFAq8iBoG5m0lEokYDIZvvvlmZGRkeXk5mUxWVFRcvHixpaVFLBbDuQOY1+XI7qmZf/TRRyKRSCgU3rhxY2Vl5caNG6urq2tra1euXBEIBLB3AQcPML+J1+u12WwDAwNjY2OTk5PBYFAoFII1DtXV1VwuN0W0tFdWVmQy2crKChqNbmhoqKqqysvLOxDVoMMYPICNOVVVVdXV1W6322q1KhQKPp/f0NBwgItywIMh9ygqKkKhUHQ6fXR0dGJiQqfTPXjwwOFwgEUQcAgBA/OWEQgEXC7X0NDQ6OioQqHY3t5msVitra2NjY21tbU8Hg+LxcKnBPP6bh8gSCgUCpFIJARBY2Njw8PDZrNZJpN5vd6Wlpb6+noajQa/h3DwAPP/k0wmY7GY3+/X6XRKpfKnn35aWlqKxWJCobC2tvajjz4Si8UpsvY/Fovt7u7Oz8/39vbabDYul9vV1VVWVsZkMuHv8fdDJBKxWGxdXZ3dbrdYLAsLCyQSic/nQxD05pWXfgmXy6VSqXw+n0qlRqNRrVa7vLys0+n8fn8ikSgqKmIwGPAUBAzMW0A8Ht/Z2TEajcvLy7dv35bL5ZFIhMfjlZWVffjhh1VVVSwWC84KwbwZGAwGhULhcrlsNjsajarV6rW1NaPR6HK5jhw5UlJSkpmZCUEQ/EL+eeCB6bcEt9s9NjZ2+/bt7777TqfTYbHYqqqqS5cuffjhh0KhEIKgFKnZ+f3+5eXlx48f9/f3I5HI+vr6v//97wKBIBVc3udJ2YHp53MtZDIZgUDMz89vbW15PJ7s7GzqHqnwePtzbOXl5YlEwuv1bm5ubmxs6HS6I0eOQBAEz7fAwLwFhEKh6enp+/fvX7t2TaVSARft/fffv3r1qlgsJpPJBziLdRiBB6b//M2IwWCYTGZlZSUSifT7/RaLZWNjY3l5ORaL4XA4Ho8Ht8/9eeDKw+EmHo+D8Hp2dnZkZESpVJrN5sLCwsrKyqampurq6ry8vPT09BT5qUQiEavV2tfXNzs7Gw6HGxoawBhGijRTHToTyWKxSktLOzs7BwYGTCZTf38/kDwCm/wPPHjAYDBsNptEIoVCIRqNxmAwVlZWFhYW0tLStre37XZ7cXExi8VCIpGwbwEDc7hIJBKxWEyv18/Pz4+Ojk5NTel0ury8vLKyMtCqVFhYmJGRAXtpMG/+ZgRNsxQKZXd3l0QisVispaUljUaDQqG8Xq/T6SwtLc3KykIikfD7CQcP7xzJZDKRSASDQbfb3dfXd+/ePZVKFYvFGAzGiT3q6upSLV2xs7OztrbW09OzurpKJpM7OztbWlrAljH4C305E5mdnX3hwgWXy6XX6/v7++l0ektLC4lESpFCE2g/7ejoyM/PFwgEt27dGhoaGhwc1Ov1Wq32ypUrNTU14GnhdwAG5hBFDqFQyOPxjIyM3Lx5c2Fhwe/3QxDU0tICtssTiUT4lGAOEJBBq6+vz8vLy83NvXPnzoMHD6anpw0Gg0qlunLlCh6PJ5PJ8BA/HDy8i+bbZrPNzs729PTMzc0ZjUYIgmpra48fPy6RSLKzs1NQW0ChUDx8+NBisbDZbKlUWl5ezuVy4azznwGCoKKiourqar1ev7a2Nj8/f/Pmza6ursLCwpR6Tjqd3tzcTCKRioqKHj58aLfbx8fHd3Z2lpaWTp8+zeVyYTVuGJjDgtPpVKlUPT0909PTq6urSCSyqanp9OnTEomkoKAAnkmFSR2IRKJUKsXj8SKR6OHDh2tra3Nzc7FYTK1Wnzp1Ki8vj06nw6cEBw9vP2B1tMfjsVqts7Ozw8PDvb29iUSCTqdLJJKOjo7Ozk4qlZpq5hsoLk9OTk5MTIRCoYqKiq6uLjCMAX+nfwY0Gs1gMCorK202m9Pp3NjYePToEZ/PZ7FYqTPocuTIERwOJxAICAQCg8FAIBAKhUKtVs/MzHi93kQiIZVKRSIRg8GAG9hgYFIZv9/vcDiUSuX4+Hhvb6/X68XhcOXl5a2trUBuGzbpMKl2RXK5XDwez+Fw0tLSRkZG5ufnl5aWnE5nIpGora0Fei04HA4+Kzh4ePsxGAz9/f137txZXFwMBoOVlZXt7e0ff/yxUCjE4/EpWIZzuVxzc3NTU1OgYUkqlXZ3d8N6O68KiUSCRCJnZ2enpqaGh4elUqlAIBCLxalWfaJQKBKJJDc3t7+//8cff5ydnZ2cnFxeXu7u7j5z5kxrayscPMDApDI2m21wcPDWrVtyuTwYDObn5zc2Nn7yySfl5eVEIhHuAIFJTSAIys/P//zzz4uKir7//nuFQrG8vKzX61Uq1dmzZzs6OuDgAQ4e3mYikQjo9xgfH1coFAaDgcFgVFdXNzY21tTU5OTk4PH4VPMXE4lEOBxeWVn54YcfNBoNmUzu7u6uq6tLqbz4YQeHw/H5/JMnTyYSiYGBgaGhISBnBJZups5zpqWloVAoCoVSW1tLIBBGRkYUCoVSqZyYmPD5fHq9vr6+vqqqKiMjA343YGBSh2g06vP5JiYmwO2ztraGx+NbWloaGhrq6+tFIhGRSIRVlWBSlrS0NAQCQSQSy8vLUShUfn6+XC6fmZmZm5sLBoNGo7F+DwwGk1I3Jhw8wPxZYrFYOBw2m80LCwu3bt2am5szmUxcLre6uvr8+fNSqTTVhET3icfjZrN5bm6uv78/Ho+LxeLjx4+XlpbC2nOv8meMRFKp1Pb2dqfTqVQq1Wo1kUisr69PT09PtYbOtD2EQmFWVhadTieTyeFw2Gg0Dg0NWa1Wn8+HRqN5PB5YJAf7IjAwB27AI5GIzWbTarX37t2Ty+U6nQ6stD979mx9fX1xcTF8SjCpDwKBAIuoeTweg8Gg0+nxeHx1dVUul9vtdpfLhcViBQIBnU5Ho9FwDe2fAu95OBz4/f6NjY2bN29+++23c3Nz4XCYx+Ndvnz5ww8/lEqlqZZgfp5AIPDgwYPHjx+rVCqRSNTe3n78+HEOh5Pi8X3q73n4pVNOJBJDoZDD4XC5XF6vNx6P02g0gUCQsqacQqHweDyxWBwKhcxms81mMxgMIPKh0WgEAgG24DAwB0soFDKZTA8fPrx27drU1JTH46FQKBcvXrx8+XJdXR2Xy4XTQK8WeM/DGwCCIB6PV1hYiEAgNjc3nU6nwWCYn5/HYDB0Op1AIMD1h38KfEApTTKZjMfjBoNhcXFRLpePjY3pdDoymVxaWlpfX9/c3FxQUEAikVLWx3K5XGtra3K5fGVlBYvFSqXS9vZ2JpMJt7a/+jRAejoejxeLxWfPnvX7/SsrK0NDQwKBQCgUglRKCkY7EAQJBAISiRSPx+l0+sTEhNVqVSgUKBTKZrPV1dXl5OQwGAz4y4WBORCMRqNarZ6YmBgdHV1aWiISiUVFRXV1da2traWlpWQyGfaxYA4jeDw+IyMDj8cnk0kSiTQxMbG+vq5UKjEYjNPprK+vz8/Pz8zMhA8KDh4OZdiQTCb3O017e3sfPHgA1jhIpdIzZ86cPXsWhUKlbGs4eH6z2axQKGZmZhwOB4/HA1vhUCgU/P2+JrKzsykUytzcnE6nm5+fn5qaKioqqqysTNkWIOwep0+fLikpIZFIz549m52dvX///urqqsfjOXbsGB6PB0VkuIUJBubNmO79Rtm5ublHjx7du3fP7XYTCITi4uJTp05dunQJh8PBuXCYQw0KhWIwGB0dHeXl5XQ6/cmTJ+Pj4/39/SqVyuFwHD9+nEQiodFoEB7Dtw8cPBwawBaemZkZmUymUChWV1cTiURDQ0Nra2tjY2NBQUGKLzeJx+Pg+W/evGmxWHJzcz/55JOSkpKMjAz4d/j6yMjIAEvZgsHgzz//PDMzQyAQgGxrKsdsSCSSy+VevHgxNzd3eHh4dHR0c3Pzxo0b6+vrzc3Nx44dY7PZcMwJA/NmgodIJKJWq2Uy2fj4+NLS0s7OTnl5eUtLS3Nzc3FxMQ6Hg/UMYN4O0tPTyWTy6dOns7KyRCLR0NDQ+vp6T0+PyWRSq9XHjx/PycmBGyXg4OHQEAgEnE6nWq0eGBiQyWQ2mw2DwbS0tBw7dqy1tVUkEqW+yGkgEFCpVFNTU4uLixAElZWVdXR08Pl8+NZ5raSlpaHRaIlE4nK5Zmdn7Xa7QqGora3F4/FCoTCVLTgEQcXFxQQCgUKhYDCYyclJrVY7Njbm8XhisVhlZWV+fj6c74SBea2AvdEajWZsbKy3t3dzczMej1dVVbW2th49erS4uJhGo8GnBPM23ZhYLDY/Px+CICqVisFgRkdHtVrt1NTU/iII4HHBIQQcPBwCtre3p6amrl27trCwsL29zWKxGhoa/uVf/iU/P5/BYByKNlOn03n//n2FQhGJREpKSoCcH/zzewMgEAiBQFBZWdnQ0DA8PGw0Gnt7e3E4XCoHD/sAHQyhUFhQUPCPf/zDYrGAOvK5c+euXLmSlZVFIpHgrxgG5jXh8XhUKtW1a9fGxsasViuVSq2srPyXf/mXioqKzMxMOPUD87bCZDKpVCqfzy8pKfnHP/6h0Wjkcvn6+rpGo/niiy9yc3Nh7wUOHlIU0GkK1v6Pjo6OjY0tLi6iUKja2tq2tjbgfJNIpEOReTWZTLOzsxMTE1tbW2w2u729vb6+PsX7rN6m4CE9PZ3H4507d87n8z158mRubi4rK0sikXA4HCKRmMoPn56ejsFgeDxeW1sbkUgcHBycmZmx2+0ymWx7e7u1tbWqqqqgoAAe04SBebX4fD7gMI2MjMzNzcXj8dLS0ra2tsbGxoqKCgaDARf9YN5iwA4iNptdW1ubkZExMjIyPj5utVpHRkb8fn9LSwsoQcC75ODgIbVIJBKxWMzpdC4vL/f39z979kylUpHJ5KKioubm5lOnTolEokMxLZDYQ6PRjI+Pq1QqDAZTXl4OIh84cniTUKnUxsZGtVq9vLys0+lmZ2fHxsZaWloIBAJij1Q24iQSqbi4OD8/n0QiYTCYiYkJo9Go1+u9Xm8gEEhLS2Oz2RAEwVPUMDCvxGIDWbxnz5719/dPTEyQSKTCwsKGhobTp09XVVXBeR+YdwQCgZCbmwt2EIEWJr1ef/v2bbfbHQgEjhw5wufzKRQKfPXAwUOqEI1GvV7vvXv3+vv7p6enfT4fk8ns7u5ua2urra09RIp4sVgsGAyOjIz09vb6fL7a2tpPPvkkOzsbThW/YdLT07FYbF1dndfr/frrrzUazTfffMNisTIzMzEYzKF4fjQa3dramp2dLRKJ+vr6hoaGBgcHjUajSqUC26nQaDTcRwED82cAyhYymezJkyeTk5N2ux2Px3d1dXV0dLS0tNBoNHhXI8w7BShBSKVSHo8nEolkMllPT8/09LTFYlGr1adOners7MRisbBLA7t0Bx82gDbTycnJwcHBlZWVYDAokUiAlnZRUdHhEhu22WyTk5MzMzMulys3N7eqqkoqlVKpVDhx9YYBzUu5ubn19fWzs7Pz8/MqlUoul9PpdIlEkvrtm+D5aTQaiBBwOByNRpudnTWZTMFgMBaLbW1tSaVSDocDQRD8dcPAvETYAFZhTk1NDQ0Nzc3Nud3ugoICqVTa1tZWXl4uEAhguw3zDl6dCASCRCJhsdhkMonFYkkk0szMjMViGR8fj0ajLperuroabCh6l+NqOHg4GPa1tL1e7+rqak9Pz3fffbezs4PFYnNycs6fP3/27FkWi3UoksT7nygWi+n1+p9++kmtVqPR6Pr6+urq6uzsbPjrPiiYTGZpaWljY6PH45HL5cPDw0QiMS8vD4lEHpacPYFAKC8vz8zMlEgk165dGxwc1Ol0W1tbKpUqHo/X1NQIBIKMjAy4BAED8/sBJWK9Xt/f3//ll19ub2+Dloz33nvv448/5nK5qS/oBwPzWkGhUCKRiMPhVFVVffXVV729vUajcWtra35+/vPPP29tbS0oKMjIyHhnSxDp//Zv/wa/JQfF8vKyTCb7/vvvR0ZGnE5nXl5eR0fH3/72t7q6OjabDXZjHaLbSKvVDg4O3rlzJxQK5efnf/bZZ5WVlSk+oftbgJycSqWyWq0SiaSwsDAnJ+dQ/sL3dKx3dnaWlpZ8Pl8ymczOzsbj8YfLOUhPTycQCHw+n81mh8PhnZ0di8Wi1+u3t7fT09OJRCLs68DA/H7W1taGh4d//PFHmUy2ubnJ4/GampquXr3a1taWlZWFxWLhmsNBsbu7q9fr1Wq1RqMpLS0Vi8VCoRCeVj/AqweHw3G5XD6fn0gkAoGA2Ww2Go1WqzWZTBIIBDKZ/G6eDFx5eNMkk8l4PO5yudbX10f2UCgUaWlpJSUlTU1NLS0tra2tOBzucIWz8Xjc7/dPTk7K5XKz2VxWVtbQ0CCRSNhsNvyNHywYDKawsFAqlSqVyrm5OZVK1d/fj0KhaDRaenr6Yam6otFoFAoFYlEUCjU2NjY3N7e8vLy7uxsIBLxeb1lZWXZ2dkZGBuz0wMD8FrFYzO/3b2xsTExMDA8Py+XyQCCQn59fX1/f3Nzc1tZGp9NhPxUGZp+MPUpLS6lUakZGBpVKnZycNBgMOzs7u7u7Ho9HKpVmZ2e/g5sT4eDhAAiFQiqV6uuvv56cnNTr9Wlpaa2trRcvXmxsbAQO0KH7RJFIZHt7+/Hjx8PDw/F4vLGx8ezZswwGA24mOXAQCAQGgykrK7ty5YrX652bm/vhhx/YbHZ5eTkWiz1cXxCoIwuFQrFY3NfXd/PmTbVardPpNBrNqVOnrly5QiKR4EXUMDC/RTQaNRgM169fHx4eXlpaSktLk0gkH330EZivg9f/w8D8uqOMRGZlZX388cdisTgvL+/HH39cWVkxGAwajUan0129ehXU6+DgAeZ14fV6bTbbs2fPRkdHp6eng8FgXl4eWIMApj8Pqeuj0WhkMtnKygoGg2lqapJKpUKhEI1Gw1dRKgQPYPihqqqqpqbG4/GYzWaFQgEaFRgMxuH6IOl7FBUVoVAoBoMxMjIyMTGxtrZ2//59m83W3t5eUVFBo9Hg7CkMzPMEAoHt7e3hPSYnJ7e3t7lcLljjUFtbm5mZCe/AgoF5we0Drh6hUIhEIolE4ujo6ODgoMVikclkHo+ntbW1oaGBRqO9OyEEHDy8CcAwsdfrXVtbUyqVP//889LSUjwez8vLq66u/uijj8Ri8SFd+x+LxQKBwMLCQm9vr81my8zM7OrqKi0tPURe6bsABEFoNLqurs5ut5vN5oWFBSKRmJ2dTSAQDqOx43A4FAqFz+eTyeRYLLaysqJSqXQ6HRBiKi4uZjKZ8BQEDAzY5OD1eo1G49LS0p07d4BiDI/HKysru3DhQlVVFZPJhJv9YGB+D3Q6nUwmczgcBoMRjUbVavX6+vrm5qbX6z1y5EhJSUlmZiaRSHwX0qbwwPQbwuv1jo6O3r59+5tvvllbW8NisVKp9KM9cnNzCQTCIe3w8fv9y8vLT548kclkSCSyvr7+73//u0AgOOx5rLdmYPr53AmVSk0mk3Nzc3a73ePxZGdnU/c4jB8nLS0Nh8MBHygWi3k8ns3NTYPBoNPpEAgEBEEcDgc2OzAw4XB4amrqwYMHX3311dLS0pEjR0pLS8+fP/+Xv/xFLBaTyeRDNPv0LgAPTKf+TYrBYNhsdlVVVXp6us/nM5vNBoNBpVLFYjE8Hs/n89+FHxRceXi9xONxEJ7Ozs4ODw/Pzc1ZrVaxWFxVVdXY2CiVSnNyctLT0w9p4icSidhstr6+vpmZmXA43LQHn88/RAqz75TJYzAYpaWlx48fHxgYMJlMMpkMj8fzeLxDpNz6fPCARqNBhWF3d5dOp4+NjWk0mqWlJQQC4XQ6t7a2SkpKWCwWEomEfSOYd41EIhGNRvV6/fz8/MjIyPT0tF6vz83NLS8vb2xsrKmpKSgoQCKRcM0BBuaP3qRAcYRMJnd2dpJIJA6Hs7i4uLq62tfX5/F4HA5HaWkpn89/u39fcPDwukgmk0DYy+Vy9ff33717FyjTs9nsEydOHD9+vKam5rCn5/1+v06n6+3tXV1dJZPJx44da2lpgWX+UtnkZWdnf/DBB9vb23q9/unTpwwGo7m5mUwmH9JOTdB+2tHRIRQKs7Ozb926NTw8PDIysrGxodPprly5IpVKwYJ2+J2EeXcAe6Pdbvfo6OjNmzcXFxf9fj8EQS0tLd3d3fX19SQSCT6lQ2G04UNITcAIRH19fV5eXm5u7p07d3p7e2dnZzc2NtRq9eXLl7FYLJVKRaFQb6tsDBw8vMbgwWazzc7O3r9/f35+3mg0EgiE2trakydP7stKHvbPODk52dPTYzabWSxWVVVVeXk5l8t9a+wd4jnemtcSgqCioqLq6ur19XWdTjc/P//TTz8dP368sLDwUH+u/SioqKiop6fHbrePj4/7/f7m5uYzZ85wuVzYW4J5d9je3lapVA8ePJiamtJqtenp6Q0NDd3d3RUVFQUFBTgcDj6iwxIzwPFDikMkEqVSKYFAEIlEDx480Ov1SqUyEomo1eru7m6hUEin0+Hg4S3x6ROJRGyPRCIB+h/AmsBX4iaC1dEej8disczMzIyMjDx+/DiRSDCZzIqKiqNHjx47doxKpaZOohccCGivSu6RlpaGRCKBbN9vHUgwGHS73ZOTkxMTE6FQqLKy8sSJE0KhEIKgt+AlSSQSaWlpJBKJTqczmUwajYbH4+PxeFpa2mE35Wg0msFgVFVVbW1tOZ3OjY2NR48eCQQCJpNJJBJ/K0eS2CMSiSQSiWQyCaQnwFKFFMno4/8TGo2GQCAmJydVKtXs7KzP50skElKpVCQSMZnMV1XrAwcSjUbj8Tg4EGBGDm8LIkxqWto/it/vt9vtSqVyfHz88ePHHo+HQCBIJJLm5uZTp04xmczUNNHAsLwFBvbPnwNYq0+j0VgsFoPBgCAIvDnvuGEBJjd1bpznr1QOh4PH45lMJgKBADuI1Gq12+1OJBK1tbVlZWUsFutVRezgZYhGo7FYbP/qAY3Hb7jE8c4NTCeTyWg0GggE3G633+8PBAKhUAhc/K/Qgq+srDx+/Pj69ev9/f0ejyc/P7+zs/Pvf/97U1MTWDWSUiYyGo2CYMDv9+/s7IRCIbAb5QWm3G63g6LKzMwMBEGnTp36y1/+QqVS344KXSwWC4fDsVjM5/MdOXKkqalJKBQSCATwQ30LPiCVSqVQKHNzc+t7ZGdnczgcOp3+W19fPB4Ph8Mej8fn8/n9/t3d3Xg8nlLBAwCDwYAoHYKg7e1tq9Wq1WoVCkUkEiEQCJmZma8qaAcuoHcPn8+3u7sbjUZBcxS82wTmFVraP8rm5uazZ8++/fbbe/fubW1tZWZmtrS0fP7558ePH2exWCkrnx2LxaLRaAq6hgdyDtFoFFja5uZmsVhMIpHgrEQ8Ho9EIin7hqBQKAqFUlpaymQyPR6P3W5fXV2dnZ31er1YLJbD4RCJxFcVRMXjca/XC67jYDAYiUTS/5M3+ZGRb32oEI/HjUajaQ+n0+lyudxudzAYDIfD+5UHDAZDIBAoFAqNRqPT6QKBgMfjgVHLP/TnIpGIw+EYHx8fGxubmJjY2Nhgs9nV1dVgQE0gEBz4PADIeJnNZpPJtLm56XA4wIHs7OyAAwHpHzQajcPhwIFQqVQ+n5+VlcVms0HiNhQKra6u3rhxQ6PRkMnk7u7uuro6PB5/GN0mcCBAwNRoNNrt9u3tbbfb7dljc3PT5XL5/f6HDx9CEAR8bhqNxuPxsrKyuFwuDoc7jKkyLBbL4/FOnjyZSCQGBweHhoYgCMrMzNwP/1wuFzgQm83m2sPr9YZCof1sR0ZGBgaDIZPJQK8pMzMzKysLqNQdYKkdZAFIJFJtbS0ejy8sLFQoFLOzswqFwu/3r6+vNzQ0VFZWghLB739DgPqW1Wo1Go1msxkciMfj2d3dBQVMBAKBRCLRaDSJRAIHwmazs7KyeDwelUp9yzrfYH6/YbFYLPuWFhiW37K0VCqVRqM9b2n/0DsTjUb9fr9cLh/fY21tDYKgtra2hoaG+vp6kUhEIBBSIa8fiUQCgYBer4/H4zQaTS6Xu93u8vJyrVa7urpaX1+PQCC0Wq1YLOZyuUgkEoIgEolEIBDePrkhYFhcLpfFYjEajVarFRgWt9vt9XrNZvPm5uaPP/4IjDN4Q6hUKpfL5fP5+32Yb59hicfjsVhsbW3N4/EwmcyVlZXFxcWysrLd3d2xsbGSkhI2m20ymchkMo/HgyAIj8fjcDgikXiwzXjgCiAQCGVlZSgUKj8/f2JiYmpqamFhYXd312g0gl8iGo3+o15lMBi0Wq2be2xvb4M3ZHd3FzQCgC4AFAoF/BMqlcpiscDVw2KxXuvV83YGD6AxCeQF3W738vKyWq1eWVkxm81bW1terzcWi+1/haAMlJ6eTqPR2Gx2ZmZmSUmJSCQqKCigUChEIhGCoH8q2AJy1SaTaXFx8datW0ql0mQyZWZmVldXnzt3rqqqKjc398CDKJ/PB85EvYdGo9nc3LTZbB6PBwSv4DOCAzly5AiNRmMymVwut6ioSCwWFxQUMBgMPB6/u7ur0WiePXsWjUbFYjFY7HC4jDu42n17eL1eoMqq0Wg2NjYsFgvwC/cPxGazgQOkUqkMBoPL5RYUFIjFYpFIBDIKRCIRCEwdFlOORCJpNFp7e7vD4QA1VhqN1tXVBWIDr9cLdmeqVKr19XWLxeJyuXZ2dp7P+oD8B4lEotFoXC43Ly9PvAePxwMHgsfjD+RAwEMKhUIej8dgMMhkcjgcNhqNw8PDVqvV7/ejUCgej0ehUFAo1AseD1ztwWAQvCQmkwlsk9BqtVar1el0er1e8LcQCMR+RwqBQKBSqRwOJzc3t7CwsKioKCcnh0gkAgcIjiLehZjheUur0Wj2La3Vav2lpQWvGZVKBZYW/IgKCwsZDAaJRIIgCKwNfcFrAzKyNptNq9Xev39fLpevra0xmczy8vKzZ8/W19cXFxcf+LFEo9Hd3V232w1y6oODgwgEory8fHBw0GazYbHYqampiYkJCIKi0ejTp099Pl9+fr7f72exWHw+n0ajEYlELBb7Er5XasYMOzs74CUB87VqtVqv1wNL6/f79+sM09PTz1taDoezb2mzsrIO1tK+jphhe3sbdIIoFIrNzc3KysrJyUmZTAZMcW9vbygUys7OnpqaYrPZJSUlaWlpBAIB/HZoNBoajcZgMAelQwPiB94e9D1isZhWq52YmLDb7S6XC41GCwQCBoOBRqNfkEQGb0goFPL7/T6fz2azra6uAv/EYrGAhC+4d9LS0oANicViWCyWRCJxuVyBQCASiYqKivLy8shkMrh9XsfVgwAP+pYRjUZdLtfo6OjExMTk5KTD4fB4PKFQKBKJJJNJIpFIJpMpFArIPoJ/7HK5QqEQUKQBY/I8Hq+mpqa+vr6qqgo0Ur/gL3q93s3Nzdu3b/f29hoMhmQySafTP/nkk7a2toKCAgiCDla9NB6PBwKBsbExuVyuUCisViv4lUYikVgsBkEQOBDQTwVU810uVzAYTCaTKBQK5JgzMzMr9kgmkwqF4tq1ayUlJceOHfvLX/4iEAgO125sYJHHx8fBgWxsbDgcDhDNgxYXIpFIo9FQKFRaWlosFtvZ2XE6nWAHWUZGBhaLJRAIXC63tLS0bo+cnJzD1bAL9Fj6+vq++uqrhYUFDofzr//6r0gk0mq1gp3NNpttd3c3HA5HIhEsFgtBEI1Gw2AwSCQyFosFg8Ht7W2QRgVVCBwOx+FwRCJRbW1tfX29WCw+WI1UoHVmsVg0Gs1PP/00NDQUCASYTGZxcfHHH38Mtuq+2IInEgm1Wj05OTk+Pg4MdzAYBL8aFAqFx+PpdDoej0cikeAwXS4XqCODA8FgMCwWSygU1tTUgIoHLPr01hOPx4PBILh6FAoFcAeBYdm3tFQqFfw0QOcb+AeJRAIYFhKJxOPxKioq6urqampqgATFC35Hu7u7JpPp0aNHt2/f1uv1u7u7BALhwoULJ06cKCwspFKpqTAe7Xa7tVptX18fEolEoVC3b9+mUqkff/zx2NhYOBw+c+aM0WhcXV1tbGx0OBz379+vq6tDoVC9vb1sNru0tJRMJvP5fJFIxOVyyWTyYc9sJhIJpVIJ3hCdTme1Wl/C0hYWFtbW1jY0NBQVFb0Fmzp2d3edTmdvb6/T6czKyrp7967JZLp48eL29vbq6up7772HQqGmpqZKS0sJBEJ/fz+JRBIIBCMjI8FgUCgUCgQCULUTCASZmZkH/nECgYDD4VhdXb13797Dhw/9fj+JRMrJybl06dLRo0d5PN4LIhwQDxgMhqmpKblcvrCwYDKZ/H4/uHrS09OxWCydTicSiRkZGWAWEbQG+P3+jIwMNBoN/kFWVha4ehoaGv5Qsf0drTyAK3x5eXlubm52dlaj0RgMBgiC2Gw2aCGgUCggGsPj8eAij8fjIMLzeDxut9vpdILy0NbWlsvlMhqNWq1WIpEUFxfj8fj/4iIDD0Ov1y8tLcnl8rGxsbW1NSqVWlJSUl9f39zcXFhYSCQSD9BjiEQiHo9ndXUVHMjy8vLa2hoGgwHREZ1O3z8QsKgOgUCA+2//QFwu137Z3el06vV6EokUDodra2ubm5tbW1tZLNYhihxAvyCQP5+ZmVlcXARrxYhEYmFhIZPJBAcC0n7gjk8kEru7u36/f/9ALBaL1WrVaDROp9NkMq2vr1dUVJSVlYHR6kNxDunp6Xg8vri4+IMPPqBQKNvb2+Pj416v12KxaLVacI2JxWI2m03ZAxwI6M9OJBLhcHhnZwcciNvttlqtZrNZr9fb7XaLxWIwGCorK8vLyzkczkENaKalpUEQxOfziURiLBZjMBhyudxqtSoUCiQSaTabGxoasrOzf3UV+s7Ojs1mW1hYmJ2dVSqVWq3W5/Oh0ejc3FwOhwMUvkkkEpFIRKPR6enpwILv7OyAUqfb7d7a2gKF5q09gG8kkUiysrLIZDJcf3grM1Zut/t5S6vX69FoNJlMLi0tfd7SQhAELvJfWlqTyWS32xcWFpxOp9FoXFtbk0gkZWVlJBLpV9NPRqNRo9GAq2d5eZlIJBYXF9fV1TU3N4P/6gALwuBytFqtarUaDGNMTU3l5uZKJJKmpiYGg5Gfn4/FYpPJZEFBAYfDyc/P5/F4Pp8Pg8HweDxwcwFPWqlUGgyGYDBosVi4XG5mZiYOhzt0jUyg1m0ymebn52dnZ+fn57VabTgc/qWlJRAIIG/1q5bWZDKtra3Z7Xar1bqxsQEsLZvNflVd9W/+TNRqNQifpqenI5FIZmZmeXl5UVFRSUlJPB4vKSkpLCzMyMhgs9kMBgNoDGAwGAiCwOGw2ey1PQoKCux2u8PhYLPZ4CdzUJYWj8dnZGTg8fhEIkEmk+VyucFgUCqVWCzW4XA0NDQUFBRwudxfDaJcLtfCwoJSqZyZmVldXXU4HBkZGTweD/QVgzcEFOLS09NB2QEUskC7td1uN5lMW1tbIEe8ubkJPFihULifMYcrD//1LYxEIna7XaVS3bp169GjRx6PB3yL5eXlVVVV9fX1+fn5YGjyl6VP0Oa0ubm5srIyOjqqVCpXV1d3dnbS09MFAsGJEycuXbqUlZW1nzQC0WEkEvH7/U+ePHn06FFPT08kEmEwGE1NTd3d3efOnQMiTgd4JsD+rqysPHjw4Oeff3a5XNFoFIvFFhUVVVRUNDQ0iEQigUAAXvRfJkj8fr/ZbNbpdOPj41NTUxqNxuv1xuNxLpcrEomkUmlnZ2dlZSXwnw7LBR8IBLRarUwm++abb+x2++7uLgaDycvLKysra2hoKC0tFQqFeDz+VxMDQMlEp9Mp9lCr1Q6HIxwOc7lcqVR6+fLl0tJSHo8HPOxDcSDhcNjn8z18+HBoaGhubs5sNoPLm8/nFxcXNzY2SiSSvLw8Eon0q6PGYI3J2trazMyMXC5fXl62WCyhUIhGoxUXF1++fLm6ujo3N/d1pD3+6MfU6/U//PDDwMCAUqmMxWJFRUXnzp07duxYeXk5eIHBNQMmoY1G49TU1Lfffru4uOhwONBoNHjnGxoaqqqq8vPzfytKDIVCIDSdm5sbHx9fXFzc2NgIhUIQBAkEgsuXL7e0tBQUFLwF3Rcwv7S0Go2mp6fn1q1b29vbwNKKxWJgacVisUAgwOFwv8yzAEtrsViet7Qejycej2dlZTU3N1++fDkvLw/M4IFGBWDKQqHQ0NDQ48eP796963K5CARCfX39yZMnL1269Ksm/Q3naEA/lUKh+O6773g8XiwWGx4ebm1t/fDDD0kkEnmPF/h2gUDAarUmk0mPx/O//tf/8nq9Uqk0PT2dx+O1t7ez2WyQ/jsscXgsFotEImtrayMjI99++61er/d4PP/F0gqFwt9auRMMBvct7fj4+POWtqio6PLlyzU1NalgaX8/oAITj8cNBsN3330Xj8cpFMrg4CCVSv3000+zsrJA0+kLXuNYLLa1tRUKhdBo9L//+7+PjY0VFBSAfiGwfoFGox34gHU0GrXb7Tdv3nzy5Mn4+Hg0Gs3MzDxz5syJEyfq6+tBfQm8w6DZ3mKxqFSqb7/9VqFQGI1GoI5YWFgI6pD5+fksFutXo0QwTbS+vr60tDQ+Pj43N6fVaoF7Q6PRLl++3NXVBWafXpVleHuCh3g8Pjk5OTIy0t/fr9PpPB5PdnZ2VVVVS0sLl8tlsVg0Go1AIGAwmF8VLgDfXDAYBA0qVqvVYDCMjIxMTU35fD4KhZKXl3fmzJmmpqa8vDwUCgX0Z2ZmZvr6+hQKxerqqtPprKmpaWtra2xsBGHlgZu2+fl5uVz+5MkTlUpls9l4PF5ZWVl7ezufzwcJVAiCcDjcrx4IiGh3d3d3dnZcLtfW1tbGxgZIcYGWOzqd/uGHH7733ntisfiwpNtXV1enpqYeP348Nze3sbHBYrGKiora2try8vJAWE8ikcDk96+a4FgsFgqFgMfscDiMRuP09PTAwIDT6UQgENnZ2R0dHZ2dncXFxRQK5VAcyMbGhlKpvHHjhkKhcLlcFAolJyfn6NGjoKeWRqPtTyv+1oEAm+XxeEDJbmFh4dmzZyaTKRwOCwSCpqam48ePg8TYwRqHQCBgMpmmpqaG93C73Uwms7a2tqWlpbOzk8lkAq9ua2tLrVb39vaOjIysr69nZGRwudyjR4+WlZUJBAI6nU4mk0Fe8Fe9fxB7BAIBr9e7vb1tNpvVavXg4KBOp3O73QKBoLq6+vjx41VVVdnZ2bDP/dbwq5a2ra1NIBBwOBwqlQomO19gaUOh0M7ODqh4A0s7Ojrq8XiwWGxOTs57773X3t4uEonweHwymQyHwxqNpq+vTy6XLy4u2u12sVjc1tbW1NRUXFwMdsYfrM/kcDi2trZ2dnbGx8e//fbb1tbWiooKBoPB5/MzMzMz/pMX3I/gTIBXtLy87Ha7jxw58tNPP3k8nk8++UQsFmdmZpJIpMNS9DYajQsLC729vQqFwmAwEInE7Ozso0ePFhUV/U5LG41GQQli39IODAyYTKZQKLRvacvKyjgczqE4kJ2dna2tLb/fv7q6+t1335FIpOrqaqBEkpWVBeZbXpyGA2UZIKG+urpqsVjS0tIGBgYGBwfPnTtXV1eXl5dHpVIP1jkBDwnKTaOjo4ODgxsbGwwGo6KiorGxsaurKzs7GxQVQYdIX19ff3//+vp6LBYjkUhHjx6trq4GFXIqlUogEMCx/OofAh4s6IS0WCxra2tDQ0PLy8smk0kgEJSVlXV2dtbV1RUVFb2Sj/aWSLWCxrhHjx7JZLLp6WksFgtsd2dnZ3t7e15eHpfLhSDo+RTjf42i9obWMRgMkUgEY9NZWVkg2IjFYk6nU61Wx2IxBAJBpVJBrU2hUDx58uTx48cGgyEjI0MqlZ44cQLkMhkMxsFGDj6fD6wQfvz48cTERCKREIvFwE86duyYSCQCg60glHrBgaDRaAiCmEwmOJD9DLTP59vY2AAi96A+mOIrioPB4Obm5vDwcG9v7+joqN/vFwqFjY2NnZ2dXV1dJSUlAoEAZH1eIIqXlpaGQqEIBAKDwcjMzASNcCAB5vP5VldX/X5/JBIBIVmKB1SRSMRisSgUCnCfeTwePp9fW1t77Nixrq6uyspKoVAIGqZf4IgAdSOwXQEcyP4YAMiCbG9v7+7u4nA4AoGw3yj45gGyNgwGA7SOIBCI3d1dg8EAlCuSyWRGRgYEQQ6HY35+vqen5+nTpzqdjsViVVZWdnR0dHV11dTUgLQWyOm+4ECQSCTQz8ncg8VigXbHUCgEupj8fj+ouYO4Hfa8DzU+n299ff15SysSiYCl7ezsBJYWWMjfaWnBwOW+pXW5XCqVCjhJQLIzEonMzMz09/c/fPhwZWUlEomUl5cfO3bs+PHjFRUVmZmZB9sBDzwYpVIJfkQej4dKpUokkvLycqlUmpmZicFgwNrdFz8kMLZg4o7D4YC2HJPJ5PP59mWsgMZOivcv7Vvanp4eINuQlZVVW1sLDMvLWdrMzEwmk/lLS4vH4w/W0v4eQPS7trb25MkT4Npisdj8/Pzi4uLq6uqCggLgIv/TkTkg+odCoTIyMmg0GihWbLZ0hF8AAIAASURBVG9vWywWDAbjcrm0Wi0w7AcYS4OHBKqVdDo9LS0tEomYzWYQXSeTyfT0dCqV6nK5NBrN48ePZTLZ7OwsUH09evToiRMnGhsbCwsLWSwWSFr91pWx78GSyWQOhwPanMDVE4vFbDYbGJzIyMgAjt+fj7rfkuBBpVLdvn37/v37c3NzSCSyq6vr6tWr586dKysrA7/JP2pMgUhcfn6+RCKBIMjv9wM9BIfDAYanbTbb//7f/7u3t3djYwOCoKampn/9139tbW0VCoUH2Gm3j8FgePjw4e3bt0dGRhKJRENDw9WrV99///3a2lowZ/NHnxC0yOfm5lZXV5PJ5FAoBOZJjEYjkUgEEnKp/IbY7fZnz56BifZQKFRWVvbZZ59duHChra2NSqW+hPw5AoEAgqd1dXV0Oj2ZTGq12vX1da1Wi8ViKRRKiqeWvV7v+Pj43bt3f/zxR6/XKxQKL+1x8uRJNpv9cu8wBoMB2sRcLheFQoElEsvLy8Bg5eTkHHivDpFIFAgEBQUFeDx+dXXVbrdrtdqFhQU0Gp2Xl7ewsPDo0aOvv/7aZrOx2ezz589funTpwoULWVlZQJP3j54JCoWi0+nl5eUgNN3c3NTr9YuLi8lkEo/HZ2dnp3jIDfM7Le2dO3eGh4eBpf3rX/96/vz5l7a0aWlpeDw+Jyfnv1jajY0N0MURjUb/7//9vz///PPKygoKhSovL/9v/+2/vffee0VFRamgHB0Khba2tm7evPl//s//0el0IpHof/yP/1FVVcXhcF6sb/bi2wd4Rbm5uXQ6fWpq6tGjR8+ePQMVfgKBkOLh5djY2L6lzc3N/eijjy5evHjq1Kk/Y2lZLJZUKuVyuWg02mAwgH4VYGkFAkEqB1SJRMLr9Q4NDf3P//k/p6amEAjEf//v//3UqVO5ublAku7l0kNAb4DH45WUlJjN5oGBgevXr1MoFD6f/+L2pzcDDofLysrKy8tjMpkGgwG0KS4vL0ejUYlEotFoBgYGvvrqK61WSyAQTp48+dFHH129ehWcyUtkopFIJIlEEovFIHVutVrX1tZWVlaAjCSfzwdSv+908BAMBpeWlmQy2d27d+12O4/Hu3TpEsjB0Ol04BS+xOsI/isgoLvfoOnxeLa2tmw2m9fr3draGh0dTSaTJSUlH3zwwenTp0tKSshk8kvbx1dFNBrVarWDg4M///yzwWAgkUjvv//+qVOn6urqWCwWFov9MwcCfqJgJwadTgdqNk6nE4lEMpnMVxLOvg7W19fHx8dv3rypUqnS0tJOnz595syZlpYWEJq/XI3o+QMB8lxMJjMcDm9uboLVkmCOPDW9Q4vFMjs7e/PmzampqZ2dna6urnPnzrW3t2dnZ4P5/j9zIEgkEvRZgpjKYDAApQggIXKwN/3z6RmhUIhGo4GYCSgcP378eHJy0m63Nzc3nz9/HtToSCTSviTrS/w5cCBoNBpknpBIpMFg2NmDRCLhcLg/b8RhDoRYLLaysgIs7fr6OpFIBJa2trb2FVpa8NrsW1qwlHBoaMjr9ebn53d3d3/wwQcSiYTBYKRC0srpdC4uLt64cWNwcNBgMEQiEaBvhtvj5R4P8RwWi2Vpaamvr89gMIBRIpDmAyJOqWlplUolsLR+v7+rq+v8+fNHjx4FCs6vxNKCN2Tf0obD4VSwtL9FIBAwm8137tx5+PChSqUKBoMYDEYkEoFh8Zd+gfffEI/Hs7GxIZPJlEqly+UCmgHAMznwRRCgmAaiOwKBEAqFPB4PAoEgEAgymWxkZMRkMpWVlb3//vsnTpwA+it/5urZL2mCJSE4HM5kMgFJD1D3ptFo727wEI1Gt7e3+/r6ZDKZXC7ncDgtLS2XL1+WSCRsNvvPpzlByQmM4DCZTIfDYTKZNBoN2OoXDocLCwvb2tq6u7urq6tBnulgDyQej+/s7AwODj558uTZs2dEIrG2tvbTTz+tr6/Pysr68+YVvI4gcuByuUAeRKfTJZNJMpnMZDIhCEopMXugHg3akfv6+o4cOVJWVnbp0qX29vbc3Nw/79mDD0skEsH+B9BYv76+vru7C0EQ6FNMqQMBnZFzc3Mymezhw4c+n6+goODixYtA2PFVKSMRCATwhsRiMbCf0eVy4XA4BoPBYrEOtqMPgUCg0WgajSYSiYBQEljaZbfbR0ZGHA4Hn88/f/78mTNnwOzKK/n6gKXmcDhA6Mm2B3gMHo8H7384dAChJGBpBwYGIAiqqan55JNPGhoaXq2lBYbF7XZvbm6CzVmg953P5wNljtbWVlA7TRFfeX5+/t69e+D1BrLFoJfmT65JBtIO09PTY3scOXKEwWAEAgEEAgEk3VKtTRRY2vn5+b6+vt7e3jdjacEKSywWC5ZWpeBAudfrNRqNd+/enZ+fx2AwkUgkGo3i96DT6X9mTXIsFgsEAisrKxMTE8+ePbPb7WDQLhwOg27VP+krvxJQKBSZTM7Ly8PhcMlkMhqNxuNxj8czOjq6vr7OYrFOnDhx4cIFiUTyqla8gbwV6J4F987GxgYSiQR1PBDSvIvBA2g0//rrr8EulU8//fTDDz8sKiqCIOjVtriBhmksFptIJDQaDch5fPbZZxcvXmxubgZNGqngAQAxu+vXrw8ODgYCgbNnz4JQan9z8Cv8DYDxHRQKpdVqt7a27HZ7cXExWAuaOgYrEol4vd7vvvuup6fH7Xa3tbX99a9/rampYbPZr7YzGFQJIQgiEol6vd5kMm1sbBQUFGRnZ79E68JrjbcDgQCoodtstsrKyi+++KKxsRFs6niFz5meng48BjabvbGxATrc+Hx+QUFBKqhRAeeMy+UWFxeXlpb6/f6hoSGn05mfn//Xv/716NGjBQUFrzaVm5aWhsViyWSyQCAwm81ardZkMjEYjOLi4gOXZYN5CUtrtVr/4z/+Y2BgIBgMnjlz5sqVKxUVFa/J0oLeZa1W6/V6k8nkhQsXPv30046ODjBtmTrBJ1Bqttls2dnZJSUlYDPu8vIyBEFArPal82tbW1tKpfL7779/8uSJz+erra1tb29fXV2NRqM5OTlMJjPV9j8AS3vnzp0ff/xxa2uroqLiiy++aGpqeq2W1mg06vV6YGlFIlEK6v75fD4gXU0kEhsaGvx+/8bGhl6vj8VidDodCJa83P85EAiAvQrXr183m83Z2dkffvghEL9hs9lA4TcVTgBcPXQ6HVw9R44cefr06dbWFoPBAF0zEokEi8W+cg8WLEsBmwxsNhsOh6uoqAATI+9W8ABEopRK5aNHj4aGhhAIhFQqPXPmTHV1NYlEeuU3Maj+gODBaDQGAoFIJFJYWCgUCoEzlCLmW61W9/X1gQ2dpaWlp0+fbmlpoVKpr7ykCwpwYLzYbDa73W673c5gMIhEIofDSR2DZTAYnj59+uTJE5PJlJ+ff+LEia6uLhaL9cpL/KDNAGzwAfrKJpMJbHJhs9mp04EK2u3ApBqfzz969OjZs2e5XC4ej3+1BwLWbWIwGBKJtLW1BRZiQBBEIBBAU8eBW3DgzScSCZ1ONz09vbCwwGazGxsbP/jgA9BU8DoOBOSBnHtYrdaMjAwcDsdkMg+jRvu7zMrKypMnT4ClLSkpeQOWFtSswFrivLw8oVAoFotfujnqleNwOIDSmlarLSoqkkqlYLN1MBjUarXRaBQkgF9CWiMajZrNZrlcfuvWrampqXA4XFdXd+LEidbWVjqdjsViTSYTcMhA/1LqWNqRkRFgabOyst6ApSWTyTabDYi8EfZgMpmpsCJwP97W6XQjIyMDAwNMJrOysrKmpgaDwcTjcTAH7/P5gNDIS0w+OJ1OlUp17969gYGB9fX1oqKijo6O06dPg+0ZwGGLx+N4PD4Vrh4EAoHBYDIyMsDyh/HxcQqFUlVVdeHChaKiIiqV+mo9qP0OfDKZ7PP5gKRbPB4Hk9ygIPMS7+QhDh6i0WhPT8+PP/5osVgKCwsvXLgAmnNek+eKQCAoFAoSiQQboMxmMwKBYDKZJSUlqWC+QZF0cHDw66+/Xl9f53A4Z8+eBaLyr0/RBYIgLBbr8/kcDsfa2lo0GiUQCBKJJBUWXiaTyXg8Pj09/Y9//GNlZQWHw504caKjo6O8vPz1ufJ4PB6CoEAgsL29rVarI5FIRkZGeXl5Kgwygp1NGo3m+vXrs7Oz0Wi0vb29s7OzoaHh9fU8gCsNbMLSaDSBQCAajZaVlVEolFSIMBOJhNlsvnv37tTUlNPprK+v7+rqOnr06OtrFwYWPBwOB4PB1dVVsJS6pKSEzWbDzUuH5eoBKwu++uqr9fV1Npv9ZiwtDofzer12u31tbe3IkSNkMlkikaRCmRck8gwGQ19f38OHD51O59/+9reGhobc3FywTlStVhuNRovFApSOgeLI73zsWCwGupUePnz43XffhcNhkUh09erVjo6OysrK6urqaDR6+/btWCyGQqEEAsGvrtI7EEu7uroKLG0kEmlvbz927FhjY+PrtrS7u7ter3dlZQW4y6Wlpa/cE33pM/F4PJOTkz09PTKZ7PT/x957xbZ9penDFnvvFEmJTaJIqjdbxbJk2Y5ly3KLPc4kM5mdXezOToC9Xcz93i4Wu8AAM4PFLhYzSWYcxyUet7hJlmyrWNVqVKFIir333vkBejGEv7jJssSfnb/fiyAJJPHo6JznvPV5Tpzo7e2trq6Ghg6tVru+vr60tAQS7JB/3OSyoTN5eXl5cHDwyy+/1Ol0LBbr7NmzJ0+e7OjoaGxsLCkpGRsbg8BbIpG8C81L8PT4/X7gftRoNLt37wbCtOLi4h36RJgOAm0NnU4Huq41NTVlZWVba297X2vloVBIr9cvLy9brVZgguvp6eHxeDv9uaWlpefOnfP5fEajcXZ2tqqqyu/3A7MYshsCXMIrKytra2sEAqG2tvbYsWNlZWU7/blsNruvr8/r9S4vL6vV6vn5eShBIJ7wAHoytVo9NzeHQqEUCkVvb29lZeVOfy6ZTD5w4IDP55uamrJYLHNzcyaTCRLwiMO3x+MBmaFQKCSVSo8cOdLU1LTTn4vBYNrb2wOBwNTUlM/nW1hYABX2F0o7F9iCwSDowTkcDj6ff/jw4Y6OjgLQpzY0NITDYRAbUalUq6urQL/4wTV/9y0ej5vNZoA7IpFYMKRlsViAtEtLS2tra7Ozs06nk8fjvQupZSA7ZrFY3d3ddDoduCJQKFRtbW06nUaj0ffv3zcajV999ZXf70ehUFDZ28xPtlqts7Oz58+fn5iY2LVr18GDB3t7ezs6OoDcD41GE4lE6HVBnKrkWfN4PBqNBpBWIpEAJetOfygajW5rawsEAjMzMz6fb25uTqfTcblcDofzLuwJVHrr6+v5fH5lZSWMR4IMYiqVun379qNHj+7cuROJRODkbJK/MRgM6vX6K1eu3Llzx+Vy1dTUgBdeVVUFioo4HI5KpSaTSWiUeEdOCPQ9Tk1N6XQ6Op2+f//+w4cPF2BuR6FQpFIpULBeXV1dWVlRKpVbo+d6XysPTqdzdHT08ePHer2+qanpo48+Onjw4BYIN9/UoNBjMpn0er3dbmcymXK5HJiVkd0QcM4ePnw4NzcHwmdHjx6F+7nTriGTyXS73evr6w6HA4fDVVRU0Gg0xH3leDw+NzcHimAymayzs7Ovrw+mdXcawWk0GgS3LpcrnU5LpdJ8cRBBy2Qyy8vLw8PD/f39bDa7tbX11KlTkHXY0c8FNolkMmk0Gp1OZyAQEIvFXC73XRAz0mq14+Pjd+7cQaPRjY2Np0+frqmpKUA2F+DCYrE4HA6bzSYUCkE/60Pl4b3IW4HU4NOnT2tqagBpt73J7YXAwmAwAGmdTicWiwXpd8SRFmRxFxcXx8bGxGJxQ0NDWVkZOGrQgsJms6EYq9PpEolELpej0Wig4v+KTUskEi6X68mTJ9CZnEgk6uvrT506dfDgwbKysjx1ciwWS6VS0Wg0EolA2xjifSm5XA6QdmBggMVitba2njx5smBIm06nAWn9fr9EInlHkNbr9YKAOgqFqqurq6qqgpIIsEIxmUzIxFutVo/Hk0wmyWQynU4HYa5XvGiBQEClUoE8gk6nA53WkydPVldX5wtc6XQ6kUhEIhGHwwHyKQXwi15rFovl6dOnwFmiVCqB3LkAATBhw6xWq8Ph0Gq1paWl8PRsod/yfQ0e1tfXL1++PD8/v2vXrrNnz3Z2dkKcutNbD/xLfr8f4t08fS/iaVSHw3Ht2rXJyUm/33/ixAlA2MK0D2EwmGg0Go/H9Xp9LBbD4/EikUgoFCL+xt++fXtkZMRgMIASXGVlZWHYDEHIKZvNGgwGj8eDxWKFQqFMJkP8je/v7we145aWlt7e3rq6ugI4PZBzymQyRUVFRqPRbDZjsViBQAAt0cjayMjIwMDA0tKSXC7v6+vbvXs3ZOkKsCfZbBaFQlmt1tXVVSwWy+Vym5ub32Vppw8G5nK5rl+/PjEx4fF4Tp48CbSbBUBaaG0HpDUajdFoFI/Hg3YnshsSi8VGR0dhULWlpaWzs5PFYuUjcHgfoQ9weXlZq9Wq1eriv9krNs3v98/Ozl6+fBnkEZqamr744ovu7u6Kiopnw3smk9nY2Ah5a5gKRdxXzmQyAwMDgLR79uw5duxYIZE2nU7v2rXLbDYbjUYcDsfn82traxG/NSqV6v79+3/84x8JBMLhw4dh9uNZQksWi8Vms3U63crKytzcHFDzFRcXv6KnI51Or62t3b1793e/+53BYCguLv70009PnDjR1tb2bJ8wiURSKBRqtfry5cvA7CSTyRBH2tnZ2f7+/rm5OS6Xe+zYsb179xaSdq+oqMjtds/MzAB1bHNz8xZC7vfvrcrlcpFIxGazLSwsBINBoCuBpF0B9h0+RSaTtba2MhgMm802PDzscrlyG4bUniQSCY/Hs7i46HQ6GQxGVVWVXC4vTOQAGyISifbu3cvhcDwez/DwsNVqzWazCG5IKpUKhUIqlcpgMBCJRKVSWVNTU4DCVH5D+Hx+Z2enQCCIRCLT09MGgyGdTiO4IZlMBtSmVldXi4qKKioqmpubC5OAgQ2BDJxEIkmn04uLi1qtFkRzEYSRTCaztrY2NzeXTCYlEkl7e3vBeHWB3rehoaG8vByDwWg0GrVaDQMhH7zzd9kSiYTb7V5cXHQ4HEghbUdHB5fL9Xq9IyMjFosFWaQFh5VKpVZXV3/22We7d+/mcrnPOvcgR6BUKnt6ej777LOamhq3233t2rUrV64sLi76fL4X/kyDwfDo0aOvvvpqfHwch8P19vaCwimPx/vBbgNThUAgkEql70K7bCaTSSQSKxu2a9cumUy2e/duRJA2k8moVCrEkRaMQCAIhcLe3t79+/eXl5fD1DjsSZ74rqOj45NPPjl48GAulxseHj5//vzw8LDZbH7hD3S73XNzc99++y3Q4DY3N3/yySeHDx+G2PLZ2ACibhaLVVZWJhAIEKemgJEYvV4/MTERDAYFAsGBAwcKNvMGTOWVlZUKhYJKpVoslpWVFZ/Pl0gk3vRHvZczD4FAwGazGY3GoqIisVgslUoL3NUHDI9cLtduty8sLLjd7lQqhSCjTiQScTqdoJtTXl5eVlYGHM8FWwCEcAKBQK1WLy0t2e32eDyOoGhRPB6H+r7f7y8uLi4rKxOLxYX8AzEYjOrqaqFQiEajtVqt1WqNRCJkMhkpMpBUKgW1MijdSiQSkEgr2AIoFIpcLheLxWQy2WKxmEymQCBAo9GQakJNp9OxWMy4YXg8XiwWA3dNIV9TqVQKA3xut9tkMnk8Hi6X+y5Lw36wcDjscDigxFq2YYVH2traWoFAsLy8/C4gbTqdjsfjXq+XQCB0dnbKZLIXOmcCgQBaULLZrMfjmZ+fz2QyDAZj3759cO/yOAAdJjMzMyDftGvXrurq6r6+vu7u7lcUb4VCYTgcjkQi4XA4lUq9jaDEWxqQgxsMBrvdnkfaQgrYvWtIC8Gt3++PxWLVG/bC2VQGg0Emk7PZLBqNttvtJpOpv7+fSqWCGD/MtDwL3Wq1+uHDh3fu3NHr9SUlJfv37z9+/HhjY+PLBDS4XK5SqUShUKCjh8PhkHqLs9lsMpm0WCxqtRrGaBsaGgrZ947FYktKSiQSSWlpKTjSDodjC1ox72XlAciOUqkUOPGF72AjEokcDkcqldLpdL/f73a7/X5/NptFak/A+YjFYhwOp76+ftu5xl9rwCEDfNuRSASYKKF+ioj5/X6TyQQivg0NDZAMK+QCMBgMiUSSSqVisTiTyQAv5xaC++2yUChkNBoDgQDIeZaUlBAIhEK+rygUCvrZ5HI5UJZB6wVSGxKLxaxWKyQ+y8rKhEJhgUM7yIcBggGRjk6nC4VCHxz0d9k8Ho/JZIrH4xwOp6GhASmklUqlxcXF0WgUkBbBghWMj3/77bfXr1/3er3JZPJlX0mj0YBO/dNPP+Xz+UtLS7/73e/u3bun1Wqf/S632z05OXnp0qVr164Fg8E9e/b84z/+46FDh6RS6cuABYvFSqVSIpF48eLF4eHhUCiEYKI9HA4bjUa/359HWjwejwjSKhQKQFqTyYQg0mYymVgsdu/evT/+8Y8rKyuvgDg0Gi2TyXp6er744ou6ujqXy3Xx4sWrV69OT0/7/f5noXttbe3WrVv/+7//q9VqxWLxL3/5yxMnTjQ1Nb2s7lRUVFRSUlJZWfnkyZM7d+7YbLZ4PI7UhiSTSZfL5fF4EomEQCAQi8V0Or3A+ugoFKq4uHj37t3AY6vX619WA/xRBQ8wLW2320FVBFCjwMEDkDyUlpYymcxUKuXaMASDB6B2TiaTDAZDJpMBTXIh9wTIyAUCQXFxcTabdbvddrsdwScNgodYLAZpGDqdXmCtTSjF8ng8YJ3z+XxmsxlBwILgIRwOQ8IbmFILvCEoFIrL5YL+LuiMIvikRSIRiKZgIgXETQu8IdBjANOl4XBYr9d/CB7ecfN6vRaLJZFIvAtIC/xpyCItuKo8Hk8mk9XV1TGZzFfkU2g0WnV19dENKy8vNxqN/f39165dW1pa8nq9qVTKaDSOjo6eP39+eno6m83CMDoMNL6sKgjAQqfTYdACjUYjS18bDocNBkM4HCYSiVKpFMaCC4+0HA4nj7QGgwFBpIX1gDhmfX19aWnpy64MCoUikUhisbi7uxvGAGKx2Pj4+MWLF8fHx6FDz+12LywsXLlyZXBw0OFwVFZWHjly5OjRoyDa/cJIHj6OTCYXFxcTCARQPEBw5iGRSEDeCsTRi4uLf9BnVZinh06nV1RUUCgUqMA/G55t0t6/tqVcLud2u0HkgslkCoVCRGhSoc+SxWJls1nnhslkMqRaDrxer9VqTSaTdDpdLBYj0veJQqF4PB6HwykqKvJ4PDabTaFQIHVIAoEAOOsQXr6slLnTV5TD4YCUtc/ns1gs1dXVCAYPBoMhEokAOiPF0MJisQQCAQ6HA45UBCf5otGo0WgMhUIwdfoKp2dHjcFgCIVCAoEAPkcBmHM/2Fsirc1mSyaTNBoNQaTNTxvDeuRyOYJ7gsPhampqKBTK3r17X7shJSUlDAYDcit6vX58fNzj8QAciUSiubm5e/fuffPNN3g8vq6u7qc//em+ffuUSuVr10Amk7lcrlAoZDAYyKoM5ZGWSCQiiLRMJhOKHogjLeiiSCQSFAq1f//+1873A4FYNpslkUhut1ur1ZrNZpBUI5PJGo3m4cOH33zzjcPhYDKZPT09x44da2tre20BMD9MD5RcCAYPUKzz+/0YDIbP5yPFtUOhUCQSCYVCARn4QCDw4w8eINHucrmgabK0tBQRXRgIHthsNgQzyFYe/H6/w+FIpVI0Gk0kEiHCVQeJdi6XW1RUBDp6CObDgsEglCbzNwSRZXA4HMgrwJQOgm1L4XDYYrHEYjEymSwSiZB90nA4XCgUgvUgGDyYzeZwOIxs8ECn04VCISgtQqPdBwf9XbZAIGC325PJJJVKRSp4yCMtlDSRrTxoNJpHjx7dunVLoVAcP358M6PbEBik02kMBgP6D3/605/UarVSqRwYGFhYWMjlcocOHert7c2TKL7W2Gw2i8UKBAJra2vz8/NVVVUMBgORDYlEIhaLJRqNEolEoVCIYJoGkDYcDpvNZgQrD06nc2Zm5ubNm263u6WlZZNcWFB/yGQywKN1+/Ztu91uNBonNszpdNbU1PT09Bw9erS6unozkQCVSoVZC7PZPDIy0tzc/LJGuJ22RCJht9uDwSAED0hxuINrRCKR4vG41WoNBoP/TwQPMBeVzWbJZDKoPiOC4AwGg0KhAPtTOBxGkPIiEokEg8F0Ok0kEtlsNiKlGKgdAyEdrAfBxtNYLOb3+9PpNB6P53A4SMmOUqlU6JgC4U8Eh0ASiYTP50smk0wmk81mI0WFTqFQIDUI60HQ6Ukmk0AxAUIlSOm0kEgkFouFxWITiYTX60UwvPxgm4w5AdkQRFqg6gKkhfUgmLfKbhiJRCKTyVgsdjNuHBqN5nA4dXV1OBwukUgMDg6ura0lEgmgPkOhUHv37u3p6enu7haLxZuEbuKGZbPZaDSKONLC7AedTkcQafOuUTwe9/v9yNK4ZTIZHA5HJpMJBMImvTUajVZeXl5UVJRMJkOh0Nra2tjYWDQaXVlZcbvdMpkMWpuqqqo26XxjsVgSiQRPD7JIm06nYXwcXCZE2iKAsQNco1QqBev58QcPuVwumUzC3x5OJCI0AiCXCGMuyQ1DlpkUxHegtIfIhhQVFREIBHhN8+tBcEPi8Xgmk8FgMBQKBZHwsqioiEgkAuE0cJIg+MYDQ0Umk0Gj0SQSqcDjWXnD4/FwPmFDEAwvYYwP5G9JJBJSCvGAYBgMBrh0EWdU/GCvjTnhImOxWAqFgiDSglcNSIsgsADDJovF4nA4JBJp890gxcXFXC43l8sRicQ//elPq6urarU6l8t1dnZ+8cUXra2t4Du+0YtMIBAgjEFQSPhZpH2WI6jwwAK+cjweh/UgtSF0Or2+vj6TyYTD4Tcq1pHJ5OrqajQazWQy//u//3tubs5ms2WzWYlE8vHHHx89erStre2Nuo9AU4JEItFoNARJ7bLZbDweT6VS4EMildkEXxGDwcB6thBvv5eVh9zfrMDDaj84iPlPR1bkIb8nP1gVUnvy7hwSxDckvwDEj0f+lML4GrK78ewf6F0wZA/tO7ghH+x9QVrEz4zD4Zienh4ZGVEoFPv373+1JPAPfP283i0KhYL4B6iTILvxRjCFwWCkUukvf/lLJpMJzRjvyCF5F5AWWQuFQisrK48ePQqFQs3NzTQabZPuMgzG4PF4EomEwWBAHiGft4XR5zeKLSkUSl9fXzKZFIlEBSb3fzefnrf0BN7L4AG1YUVFRdlsNpPJIAKgcJTzpxlZwUK4ZhDUIrUhkM2FDUHWQ81vCHjt+VUhkmOAP8c7ckJgQxCUq8tvSH49CG4IYAicEKQ2JP/piG/IB9vk05NHWsTv0bNPIVIbEo/HPR6P1WplsVhvdI8SiUQ4HLZarUCcSKFQiERiaMN0Oh2MIUHufJMbgkKhWCwWjUbD4XAfgOXZpwdZYEkmkzCTGQqFYrHY5t9iqOHY7XZgiyIQCBQKBXQ8rBsmlUopFMomazsgN0GlUqHnECmRhzyMwF8k70Mi8vQAgm356Xn/goeioiLchkE/XDQaRUQyMJvNxmIxIKjOrwepPcFisZCqSaVS0WgUkY7PXC4Xj8ehnSy/HqQ2BIPBALt2Op2ORCJIbUgikYjH47lcLr8epDYEjUZDqiadTkej0VfQse+oJRIJeD9gPQhuCDQ5oNHoVCqVv8iIvKzRaBSaHN40l/bBEAGWdw1pCyOc/zLjcrlNTU0YDAbm/jd/gIFz89KlS4ODg+FwWKlUlpWVjY+Pr6ys/O53v4tGo1gsVqlUbnJmIBgMTk5O/va3vwVFuebmZqRSy/mLnMlkIpEIgsCSR1pknx4qlapQKLq6uiKRiEAg2HyXDijB3bp165tvvnG5XFwut62tbW5uzmg0Xrp0KRKJEAiE+vr64uLiTT49Vqv1D3/4QzAY/Oijjzo7O5FigwR2Y+gXisViSE1f5F2j/Hp+/MEDdNEBUX0wGHQ6nSwWq/BjSel02uVyBQIBYMxlMBjI3k82m43BYCKRiN1u53K5hSd5yGazXq/X5/PlcjkajVZ4+aRnjUKhcLlcHA4XjUatVusmKTu23Xw+n8fjyWQyFAqFw+Eg1f8Kg7nAcg1UD5FIBJFlBINBl8uVSqWoVCqXy0Vq0gD6JXg8HolEcrlcTqdzC1wT22KgWJxIJGA9SI1XfrAtIK3NZkMQab1eL2RSQd8AwXtEIpGAX8hoNHK53NcOgKZSKZvNNj4+fuPGjenp6V27dh08eLC9vb2ioqK4uHhqampxcbG/vz+TyZw4caKsrIzFYm3GZcfj8UQikUKh0Gg0BDeESCTyeDxAWofDgRR/Wh5p6XQ6ID9SGwKyhsFgUKfTabVaPB6/GXff7Xavrq7eunVrcHDQ6XTW1ta2trYeOHCgoqJifHx8ZmZmfHwcmEiamppKSkpe632h0WjIacIoOYJPDw6H43A4FAolk8l4PJ4tCCxsi0WjUZvNFovFcDgcl8vdAmXIexk8sFgsLpeLRqP9fr/Vai0rKyv8GlKplN1u93q9QOcPxHlIbQiTyeTxeFgsFggfKyoqCr+GTCbjdDpdLlcul8uvB6kNodFokOQALbDKykpEluHxeECQhE6ng74BgtFUaWkpkUiMRCJms3kLpM7bYkBLD8EDrAfBaKq0tJRCoVgslrzUdOEtEAhYLJZ4PE4mk0Hl+oOD/i4bg8Hg8/nANYwU0oKykNvtzmazgLQI+sqgyKZSqQgEwv79+4lE4quDh3Q6HQwG5+fn7969e+HCBQKBAHoOHR0dQqGwpKSETCbr9frJyUnQfwB5r9fyOEFHu1KprKqqAt1YBJFWKBSSSKRgMGg2m5HKSvh8PqvVmkgk8siP1IYAI4XZbJ6cnGxsbAT68lc7Eul0WqvVPnz48MKFC5AdPnz4cF9fX1tbm1KpFAgEP9B/YDAYm+FxwmKxYrEYhUIhyOQLrCECgYBGo6XTaYfD4fF4kMpbGY1GKOCUlJRsoX/nvWxb4nK5PB4PtLfMZjMidR9In3g8HtDNLS4uRjB4yGtvISjcm8lkHA4HBA9sNlsgECAYPAB9Pmhvra+vI5L+yeVyLpfL4XCk02kEBUnAqFSqRCIhk8lutxuUlZEKHkDNEEGNLTAymSyRSKhUaiKRsFgsXq8XkWXkpdARVDP8YG+EtECfD9pbSCEtyJLmcrk88iO1ITgcjsVi1dXVEQgEPp//WifVarXOzc2dP39+fHw8l8sdPHiwt7d33759oGhWW1sLBGig//Dll1/6/X40Gl1WVvZq50alUj169Gh6elosFiNbecgrCzkcjq1pb21j8PAuIC0ajSYSiRUVFfF4XCqVvrZSFwwG9Xr9d999d/v2bafTWV1d3dPT09vbW1lZiUKhxGLx/v370+k06D/cuXMnEolgMJjq6upX9xeYTKapqamxsTGQOUK26A1qhul02mazuVwuRJbxrJrh1gRJ3svKQ3FxsUAgwGAwTqdTo9FEIhEY+yhk5ACZJ5/Ph8fjsVhsOp12Op0wJpX9/xv8H8igAD/3tq+HzWaD0rbP51tdXQ0GgwVmewDiS7PZ7HQ6MRgMm81GNh/GZDJFIhEkPFZWVnw+H/wJCrYh2WwW5rrMZjO88aWlpQgCFgQPVCo1FotptVq32w2PdME2BG6Bw+HQ6/U7KoUO83mRSASItJ83OAbRaBSPx+NwuHQ6bTAYnE5nMpnEYDAFSwEA+ZXb7dZoNNFolEqlfgge3ovgIY+0KysriCAtKNQ6HA40Gg2zdm63O09H8+yjkx/HJJFIVCoVpJ23dz14PB7KqlBPIBAIL8vpJhIJj8czMTFx7969J0+eJBKJ5/UcuFzus/oPGo1mcHAQh8P19PTI5fJXZIsjG4bBYIAuHNkW4jzSajQal8uFCNLa7fb19XVAWmTpp2AIhM/n22w2nU7H4XBeJjKdzWb9fv/S0tLAwMDQ0JDRaJTJZAcOHOjr66usrAQ9h+f1H0ZHR0kkEqA9m81+WcoykUgEAoFcLgcktgg6Jzgcjs/ns1isoqIi24bF43EsFluwNm+ALJ/Pt7S0FAwGeTyeRCLZQinmvaw88Pn80tJSDAZjtVoXFxdBoK2QwUM8Hvd6vevr636/n8FggESfxWKBilsqlUomk6kNSyaT6XQ6mUxisViJRKJQKHYieOBwOJBoNxqNCwsLfr8f2CcKtiFwk9fX1x0OB5FIhD4uBO8ng8EQi8VkMjkQCMzPzwOCF7ISAtGUXq83Go0AagKBANngQSwW0+n0WCy2srICqrR5kq7CRFPJZNJkMqnV6lQqtXOMijBmp9fr7XY7NLli/2b5f0ej0fkoIpvNrq+vm83mWCz2RkT1b4/gmUwGECwSicCj+CF4eMcNXB8ikbi+vj4/Pw9ZiQIjbSAQgONNIBAymYzb7XY6ncCu8+zTk//3XC4nEonkcjmNRtv2+47D4ahUKplMXlhYGB4eplKp5eXlL8t0LiwsXL9+/dKlS5lMpqOj49e//vXzeg7P6j98+eWX4+PjRqMRj8e/IiyBUrNEIkkmk6WlpchSllEoFKh+xOPxlZUV6NIsPNJaLJa1tTVAWmQrD0BNQafT4/H4xYsXk8lkW1vbC78S8jgPHjz4/e9/HwgESktLz5w5c/To0dbW1mev2LP6D//zP/8zPz//f//3f5lMhkQitbS0vOyVJxKJfD6/trZWJBJhsVgEDwkOhysuLmaxWDgczmq1mkymUChEpVILOSOazWZdLtfTp099Pl95eblUKmUymT/+4AHup0AgUCqVWq3Wbrevrq7y+XyhUFiwBej1+unpaZ/PB3Oog4ODY2NjkEp8tuYAJKFgkI8/ffq0Uqnc9vUQCAQul1tZWRkOh2HSqKKioqysrGDH0Wq1TkxMuFwuOp1eU1NTUlKCLG8MFoul0+mVlZUWi8VoNK6tra2ursrl8oI1DjmdzoWFBavVisfj5XK5WCxGln4KascKhUImk2k0Gq1WOz8/X1VVVTCmMr/fv7q6ajAYcrkcMKu8ETfLG+38hQsXlpeXI5FIvtoA0cIPig9FRUU+n4/P51utVqPRODU1VVdXt0nujre3SCSi0+nW19djsZhEIpHJZMhKF32wzSOtUqkMBAJut1utViuVSolEUrBECSCt0+nE4XBCoXB6enplZSUvfPSDRwf+Eyg9Dh06VFlZue03DtxiiKlAkfOFpRiDwTA9PX3lypWpqSkcDtfd3d3T09PW1vZ8uy/8p1KphODn8ePHarX66tWroVCoqKgIKFyf/fpAIGCz2e7cuWMymdrb20UiEbLBAwaDIZFIcrm8vLxct2Hz8/OVlZUFG6zPI202m1UoFDuHtJs/IVAxKC0t9fv9bDb7hV0Abrd7fX39ypUrg4ODwWCwubm5u7v78OHDMpnsB4uHIwfqhIFAgM1mDw0NPX78GLSD6+vrf+AKQsnr0aNH/f39dXV1Mplsk1LoO7chKBRKIpE0NzfPz89brdaRkZHm5maxWFywBITBYNBqtR6Ph8vlyuVykJr+8QcPoK/J4/EaGxu9Xq/T6ZyfnxeJRKWlpQUoHwNAazSaiYmJYDAIeRfIbb/WnWWxWA0NDTsUy8IPt1gsc3Nzi4uLMplMJBIVgAIcNsRgMIyOjrpcLgKBIBKJAoGASqUiEomQ5c27bvAvaDQas2HwnzuE4FQqtba2VqfTqdXq5eXl+fl56DcowIbkcjmbzfb48WOr1UqhUFpaWnbavUin01D1ymxY3oeAf6bT6UQiEQqFsFgsh8NRq9UajWZycrKkpIRKpRZgQ2B2fGxszGg0YrHY+vp6mUy2Q43a4XB4Zmbm6dOn8Xj8tV9cWVnJZDKtVqterx8dHS0pKeFwOAVob8vlcoFAYHp6WqPRZDIZhUIBrJQfqFrfccPhcEwms76+3mw2T09Pq1QquVxeWlpagL6UPNKOjIxAmqaxsXFqamp5efm1LyaNRhMKhTskM4zBYEQikc/nC4VCQGFSXFycD4NBz2F6evrevXv9/f25XK6mpubYsWPd3d2v0JCGQQ40Gg3UUvPz89lslk6nd3Z2VlZWPqv/AHx6arU6GAxKJJLi4mLEhbewWGxlZWVVVRXwCwHS0mi0giHtkydP9Ho9Foutq6urqKhAcCQmbxwOp6yszO12JxIJjUZTUlJCoVDyj1csFltdXYUZBr1eX1JS0t3dffz48YaGhpcVYxkMBolEgrqfzWazWCwDAwNUKjWXy5FIpGf1H1KplNfr1Wq1S0tLnZ2dO31b4cF9xVsM5OCxWEwgECwvL1ut1qGhIeimKYzDFovFFhcXV1ZWIpHInj17qqqq6HT6Fg4J5j0FcRaL1dnZCam70dFRsVjc1dVVgM+FltOVlZXx8fFQKMRgMKAuvJlXRygU7hz5NJVKbW1tXVtbm5ycnJqaEgqF3d3dBSjP5XK5VCoF3Aher5dKpdpstr/85S9Xr16VyWQsFotKpRKJRBKJ9Ow/aTQag8GgUqk7h2sEAqGpqUmj0dy7d29hYUEgEHR1de1E4f6FrrzJZLp//77NZpNIJPv27ZNKpTv6ibFYLBgMBgKBcDgci8Wi0Wj+n5FIJBgMWiwWeE4ikUg2m1Wr1cPDw11dXTA7tNMbks1mbTZbf3+/Xq+Hg7pzHNt4PL60tNRgMFit1k1GelBLHBoa2rdvH+SldnpDcrmc1+t9+PDh2toaHo9vamqqrq7+oBD3XhiFQmltbdVoNOPj49PT00KhEJSVC3CJksmkTqd79OiR2+2ura09ceKE1+t9bfCARqN5PN7OUXrg8fj6+nqPx3PlypVEIuF0Os+ePQsd6uDLLiwsXL58+cGDB4FA4ODBg+fOnevs7HxtnpVOp+/Zswd8wcuXL6tUKofDAcySSqUyD+OQh5bJZOl0GjhSET8hKBSqtrZ2fX39/v37arX68ePHnZ2dhUHaTCZjt9sHBgb0ej2ZTG5paUFKzeAHJpVKE4nEw4cPHz9+rNfrP//889ra2vzjtba29v33358/f97tdkul0rNnz/b09DQ0NLy62wqDwQDdGZFIvHDhwuTk5LfffhsOh/F4fENDA5fLfRZv+Xz+7t27JRIJUHjt3G8KLdx+vz8YDP7gLY5Go+Fw2OVyabXaVCqV2DB4Gffu3dvQ0FAYzZZIJPLkyZOFhYWioqKamprGxsatuWHva/BAo9EaGhoUCsX09LTBYHj69OnMzIxUKs1j1g6Z2+2enp6em5vz+XxQITWbzZvh3ECj0flYeSdSm0QiUblhfD7f5XLNz89PTExUV1cLBIId3ZBgMDg3NzczM2Oz2TgcDh6P12q1wG6k0+nIZDKBQMA9ZyQSicPhfPTRRwqFYocuMxaLLSsrq6yslEql4XB4cXFxfHy8paWlAH68SqWampqCX1+xYZuhKt/yx/l8vpGRkenp6Wg0Go/Hk88ZfA1QH+JwOLFYDJMPT548wePxO81jm8lkVlZWpqamVldXUShUeXl5VVUVn8/fIQcLhUIxGIxNcp4CWb5QKIxGo1qtdnx8HPLKOx1h6nS6ycnJxcXFeDwukUiqq6vFYvGH4OG9MEDaysrKAiNtKBSanZ2dnp4GpK2trW1oaPjJT37CZDLHx8dtNtvLOOXQaHRxcTGbzYZQeduPGdCkstlsYExKJBJ+vx/KzqDncPPmzenp6Vwud+DAAeBW2gx5KAaDodFoVVVVUE4cGRlZXFy8d+9eOp0+ceIEsAvYbLapqam7d+8KhcKampqtdV9suxUVFZWUlCiVyoqKCqvVCkhLIBAKg7STk5Orq6tFRUUymWznkHYLuTwGgwGESOl0OhAIBINBKpXq8XhACQ70HGpqarq7u48cOSKXy187AIZCoYhEolgs7u7uDgaDGAzmef0Hn8+nVqtv376dTqcbGhqEQmG+4rET+x8MBhcWFvr7+8PhMIixwtxR/i2Ox+OgTobFYkESJBqNmkymyclJoVDY1NS009MpFosl78GWlJRUVVXJ5fL/t4IHMplcUVFRXV1dVla2tLQ0Pz9///79vr4+Op2+QzUpSLEbDIZr165B0FZXV+f3+ycnJ1Op1GZ+AhqNjsViNpsNGCGgLLtdbgoejxeLxVVVVdXV1XNzc0tLS3fv3sXj8RwOB6i4d+KvAGIXd+/enZqaisfjcrl8165dMzMzwWAQGDBfAa88Ho9Op3O53B2q50K+TS6XNzQ0PH36FEoQZDK5pKRk50h10um03+9/+PDh2NiY3+9XKpV1dXU7ClhAvXL9+vW//OUvr62ApVKp0tLS+vr65eVlk8nU399PpVLLysqghWyH8DQajY6Pjz969Mhms1VWVjY1NZWXl29hPOsVFzM/KhqLxaCBcJO/TjQapdPpDQ0NBoNhaWlpaGiIRqNVVFQ82xex7eFNOp2em5sbGhpaX1/ncrmNjY0KhYLH433wy98Lw+FwIpGoqqqqpqZmfn5epVIB0oL00M4hrcPhyCNtZWXlnj17JBKJSCSqq6v7/e9//+TJE51O98IyeFFREYlEAmoXKpUK2Zxtv/JsNrulpSUej6PRaL1eD4MWs7OzeT2H2traTz/9tKOj442m/kpKSuh0OvQCGQyGyclJr9dLo9FyuZxEIllbW3v06NGFCxd+85vf1NbWMpnMd6FFp6ioiMViVVRUtLS0PHz40Gw2DwwM0Gi0nUbaWCw2Pj7++PFjm81WUVFRX18vlUoRFDR43merrq6mUqnRaNThcFCp1IqKCq1WOzQ0dOHCBYfDwWKxenp6jh071trauvnyL33DstksmUz2eDw6nc5sNoNkMo1GA1/50qVLra2tR44cEQgEO6elk8lkIJH37//+769tSCEQCBwOZ+/evT6f78GDB2NjYzD0D3dzh54eCC8fPHiwsrKya9eu+vr6qqqqLU8Lo//t3/7tPQXxoqIiDAZDJpPVarXNZrNarRKJpKSkhEAg7IRrmM1mtVrt8PDwlStXPB4Pj8c7duwYRPYej+e1IlOZTMbv96+vr09PT6+vr8O8BA6H295MCUxWaLVao9FotVoFAgGw4O3QcQTll0uXLkGRtLe3t7m5uby83O/3OxyOV38viUQ6evRoZWXlzrXdZ7PZRCKBRqMtFovJZLLb7SwWSyqVwvO5E58IEzgXL16E8BKICMvKynaufyyVSkUikYmJiadPn742k9fX19fb21tXVwfTaW63m0gklpeXEzZsJ5bn8/m0Wu3FixfHxsYSicSpU6fOnTsnlUq3sc0DGGBVKtXAwMDVq1e/++67qakpu92eTCZf+70HDhw4fvx4Y2Mj8Cr6/X4UCgUiUzv0xoRCIYvFcvny5f7+/lAodODAgV/84hcKheKDPNz7ZRgMhsPhaDQaQFo+n7+jSAu5SUBaGo3285///KOPPoJwhUQigVfqcrlisdjzxz6bzQYCgfX19YmJCY1G4/P5ioqKoPy7vanl0tJSaPEfHx/3+/2xWOz8+fPDw8OBQKCnp+fs2bPd3d2lpaVvir0oFIpOp1OpVDqd7vV6TSaTwWCIx+MoFAoyBaWlpQcPHlQoFIVkS9tk9spms62srBQGaTUazaVLl0ZHRxOJxL59+44cOQJ78o6UNIEzJhAIPH36dGxszGAwsFisv26YxWKprq7+yU9+0tvbW11dvYU1A6ETg8GIxWI6nc7hcPj9fhwO53A4otEok8lsa2trampiMBg715UK/sbS0tL9+/eBIvkVtmfPnjNnzhw7doxAIMzOzkK+VSQSUanUHWIxicfjDofj5s2bV69e9Xg8TU1Nv/rVr+rq6mCUfwuH5H0NHqDzh0AgEIlEk8nkcDjW19cpFArEc1gsdntBPBKJOJ3OBw8e9Pf3T09PYzAY0OEPh8N+v9/lckWj0XQ6/QqfnkgkEgiEQCCg0WiAXM/pdNrtdrfbHQ6HM5kMMHZvGftgQ4B122Kx2O12vV4P9Q0mkwlCjNt7EH0+3+PHj+/evTs2NpZOp7lcLoPBgIY/h8MRCoXS6fTLgm9Iw/T19cnl8m3p84MPikQiXq/XYrHodLrl5eWZmZmFhQWDwWCz2YLBoMPhQKFQGAwG2lq216EHCsWJiYm7d+8+fvw4GAwWFxdzOByYfwAFjEAgEIvFcrkcTI1vy3w/dMGpVCq1Wp1MJl+GWTgcDvgu8Hh8MBi02+2BQMDlcgEZCwDW9m5IOp0OhUIgJTs4OBgIBOrq6k6ePNnV1UUmk9/yjU+lUuFw2GKxqNXq2dnZJ0+ejIyMjI6OTk5OajQaSABnMpn8SMMLrySVSgVF20gkAhvi9XphzJpCoTCZzO0l5chms5FIRK1Ww+So2WyWy+XHjh07cuQIsrJWH2xrSMtgMMxmcwGQ1uv1Dg8P371798mTJ1Qqde/evadOnaqurgY6Cih64PF4NBod3bBnqQLIZDKQ34dCIZAdcLlc8PS4XK5gMJhOp9/y6ckjDJPJtNlsDofDbrd7vV6dTjc8PJxIJBobG0+ePHnw4EGpVLqFiAWFQpFIJPhFotEoDL9GIhGgrCWTyfv376+qqgJy8Hen9w8SeR6Px263WyyWRCKxo0i7sLBw586dwcFBu93OZrO5XG5RUREwgdrtdojlAO0Bagq/UWg0mkqlRiIRt9tts9ncGzY0NKTT6crLyz/66KMTJ05UVVWx2ewtrA2Px5PJZCaTmc1mg8Gg1Wp1uVyRSGR9fT0ejzc1NTU0NIhEogJogJhMprm5OaiEv/ALqFRqZWXlkSNH+vr6amtrIQZ2uVxutxuSqnBht7FCBUPSBoNhcHDw3r17KpVKLBZ/9NFHZ8+eBcbYrR2G97jyACeGSCRCUn9hYcFkMgWDQSCg3N60CmSU//jHPw4MDCQSCQDrhw8fDg8Pq1QqPB5PIpFAbuKF306hUHg8HkgkWjZscXHx4cOHQLQXiURwOBz0F72lD4HFYkkkUi6Xi0Qii4uLMDYql8vZbPb2ds5AK+HXX3/917/+NRQKAVqNjY0NDQ3NzMxAMRGCohd+u1Qq3bt37+HDhyUSyXYBGXAcqdXqiYmJ/v7+77777uuvv7527drY2Bg8PC6Xy2KxaDQaqVQKTVPbCKDhcFiv11+8ePGrr77yeDwMBkMmk01PT9+6devmzZtPnz6FTH8ikQAuP2j5ffsFAK+U0Wg0m80+n+9lFEMg5KRSqR4/fjw2NrZr1y4ejweB1sLCQmlpaUlJCYPB2EbASiQSZrP5xo0bf/jDH6xWa3l5+eeff97R0bEtJGCRSMRqtQ4PD1+/fv3rr7++fv368PCwRqMJBoMUCqW+vp5MJofDYaC8eBmCC4VCrVYLGxKJRIBJ0Gazzc7Oguri9qap0um0w+Ho7+//z//8T51Ox+Vyz507d+DAAYVCUUgNqQ+2Xa4hiUTKZDKRSESlUu0o0q6trX399ddAV7pv376///u/r6urg3YUODYYDKakpKS2ttbr9YKqff4lKikpgYkaHA4HSaXl5eWRkZHJycn5+flAIABEqyCB8varJZFILBYLhUItLCzcuHEjEAg0NjZ+8cUX3d3dcrn8bZx7MpksEomgQKdSqUBnAzj0/uVf/gX8rULKgG4m5oFKFBaLXVlZWVtbg9WWlpZCc/W2I+3vf/974PdTKpVqtfrmzZu3b98eHx/XarVOpxNk1AgEAplMRnCjgCqTTCZbLJa//OUvRqORx+N99tlnJ06caGtre5s6CRaL5XK5bDabxWJpNJrV1dXFxcW5ublkMvnpp59WVVVRqdQdpTOCnEIoFHI6nV6v92XdKGKxGH7f1tZWKpWKx+P5fL5Go1lcXFxaWiIQCDDV/dqhoDcyt9v95MmT3/72t3Nzc3g8/vjx4z09PY2NjW8Tx77fwQMwLdBoNBQKFYlEYJLdarWmUikymQwzW2/pj0aj0cXFxTt37nz77beLi4tkMvno0aMNDQ0cDkev1weDQegke2G9+NmYm0wm19TUtLS0HDlyRCaTMZlMIG4Cj3ZpaenJkyfLy8sWiwXaRolE4hZuOHwLpNWBacfhcDidzmg0SiKRtqVmmkwmoW3u/Pnz09PT2Wx2//79ra2tZWVler3e4/FAD3p8w14WTRUVFcHfCIvFMpnMLeS9oES4vr4+OTk5PDx8586dK1eufP/99w8ePJicnISefp/Pl0qlstnsoUOH2tvbmUxmMpm02WwejycYDJJIpG2p3edyOa1WOzIy8s0334yOjgYCgba2to6OjqamJnApYKk+n89oNC4tLU1MTIyMjMCf22g0BoNBIpG4BRWIXC6XTCatVuvY2BgUxPx+/8t85Ww2G4/HI5EIbEhra+v+/fuhzx5Cbq/XC01026JTZjKZJiYmLl68ODg4aLFY6uvre3p6Tpw4AQJbW0AroJqBrr+7d+9e27CRkRHgYIEJqK6urt7e3v3799PpdI/HYzQa4Zd92e4lEon8hlRXVx86dKi0tJRAIIBqj9PphLd2W5qGHQ7H/Pz8pUuX7t69q9Fo5HL5wYMHT506pVAoKBTKh8jhPa0/AIb8AGnJZDKImr3lR6RSqeeRtq+vr6ur69l8YV60BFLd0FMOZzvfHdHV1bV379729naFQgGZXXh67HY7MAdCpikSicDzseW8BoTBfr8fWmfr6+s7Ojp2794tEAjecrYN3gg0Gh2JRKamppLJJJvNPn78eF9fX0NDQ1728V07ITgcjkKhwKQsIK3H48HhcHg8fruQFliGAGkbGhr27dvX1tbmcrnW19cBNgOBgNlsBtaK0Q1bXFzU6/VerxeLxUKbd8G2DmTRY7EYkB1LpdKWlpa2tjaZTPaWNLuw4RCtzczMOJ1ONBrd1dV18uTJjo4OFou1o4UpqP/Mzs4ODg4ODQ05HI4XJvJqamoOHTp06tSpiooKQH6g0oE8l9VqBbJjKOVtCzmn1+tdW1u7evXq9evXl5eXeTxeR0fHxx9/3NjY+Jb50/c7eMg30kE1yufzWa3W1dXVZDKJ/ptBV8yb7lEmk0kmkw6HY2VlZWho6N69e4ODgyQSqamp6dy5c9XV1TQaTa1WBwIBEJB+ReSQBxGBQCCRSIBVl7FhIBHq9/t1Ot3c3JzFYnE6nTCnD8Re6XQaLvbmPUvoECWRSFgsNhAIQK49HA6D0gIWi4UN2YKznkwm3W43JGvv3bt3586dXC5XVVV15swZeB7UarXL5QJx00Qi8bLIAY1Gp9PpaDQKXwa5k1wuB10im/xLAUfB+Pj4wMDAyMjI48ePh4aGZmdnV1dXTSaT2+2ORCKZTIZAILDZ7I8//rirq4vP58fjcSAt9Xq98FkgPAyb86a+eyqV8vl8oHFx//79W7duhcNhqVR6/Pjxffv2KRSKtbU1i8WSSqXi8bjf77fb7evr68vLy0tLS2q12mQy2Wy2QCBAJpOBmnqTn5vJZKA3TKPRTE9PDwwMTE1NGQwGaJx74bZDOAfdcQwGo6en58iRI0KhMJvNWiwWs9lss9nyJOVbk+DI5XIAoBA5PHjw4ObNmzabjcfj9fb29vT07N69+02TsiBP4XK5TCbT2traxMTE8PDwgwcPRkZG5ufnYXBIIBBUV1fX1dXV1NSUlZXRaDTQbTCbza9oPM1vCGQfurq6gMIFj8dbNwz07FAoFBAbwJD9m8JIOp2GIsnTp0+HhoZu3Lih0WjodPrBgwd7e3vb29t3mh3ug+1oajnfAAlsyFqtNhQKgQP9lkjr8Xi0Wu2jR4/ySFtZWfnxxx93dnYqFIrnk2LgNvH5fDqdDoFxMpmkUCgHDhw4d+5cQ0NDTU1NbW0tn89nsVgUCgWPx2ez2VAoZDQaZ2dnofU3GAxGIhFQZgAWkHyD5SYNsDSZTEIdXi6X8/l8PB7PZrNhynnLYQmEZ8lk0uv1Li4uQu/HJ598Almhdzb8Bl5yHA4HDCJmsxlcQwCW7ULaW7duAdIePXr04MGDdXV1FotlfX0dXlho2TUYDKurq0tLSysrK0ajERqHoBBBoVAKNiuCwWBwOFw2m41Go4FAQCqVAqEIi8UqLi4GxN5aYQRuDfhOCwsLyWRSIBCcOHHi6NGjIpFoh0ZNICvndrsNBsPi4uLQ0NDIyMjCwgLIij/7AEGj4+HDhwH58wSMOByOTqdD26HdbrdarWtra/CNBAIBkGQLTw88cDabbXFxEUr0s7OzBAKhvb392LFjXV1dIIz2VnHg+x48gNFoNIVCAe06+g1TqVQulwuFQonF4i1QHMCBuH379p///Oc7d+6o1epdu3b19fWdOXPm0KFDFRUVdDodEu2vHpUGjIAfaDKZFhcXZ2ZmMBhMVVXVxx9/vHfvXihAA++7z+fT6/VPnz4dHx+fnJy02WzJZBLYTt90wJRMJpeXl2MwmGQyaTKZ9Hr9wsKC3W5Pp9MikWgLE/3gKD98+PCrr776/vvv5+bmYrHYgQMHfvKTnxw5cgRaTk0mk8fjcbvdr+AZgKIKCoUCP16lUg0PD7tcrlwuB81gm1yYzWa7efPm9evX7927p9fr3W43+II/+DKhUNjZ2dnX1we5DTKZnMvlIH6Yn5+3WCyg1QK5/ze9nDDk8OWXX964cWN8fDwYDO7evfvMmTOQDBMIBPnOzh/Mw+SLTnq9HiifgXpi82i1srJy586d8+fPX716FbIs2WwWSpCvloJis9l79uzp6+vr7u4GLg4cDgdRDTwqXq8X5nneFG1zuVw4HF5YWPjmm2/++te/Dg0Nud1upVJ5+vTpkydPNjU1baHm4HQ6V1dXHzx4AE1oAwMDMzMzRqMxk8nw+fy9e/eeOHHi888/h0DIZDINDAz89a9/nZycNJvN6XQaHqFXz65RqdS6urqjR4/29fVJpVIOh0OhUCBI1mq16+vrVquVuWFbWD8wwF7ZsNu3b9tsttLS0mPHjp05c2bfvn1QRv/ghb/XRiKRysvLsVhsMpk0Go15pE2lUkKhcAvtQHmk/fLLL/NI293dfe7cuSNHjkil0lf8QNCDq6qqAp9VKpVCzQH0BzEYDLAAtW5YU1MTh8OBpJvf7wfvZ2JiYnR01GQyRaNR4t/sjdYP3SMNDQ2tra0mk2l2dvbx48fCDXt23OtNTafT3b17V61Ww/VvaWk5evRoS0sLn89/x6UVsVgsBHUwvwtIazAYvF4vh8PZMtIuLi5euHDh6tWrgLQKheL06dOnTp1qbW0FilJ4i3+Q/4YyuNfrhVgiFosRCAS5XF5IbXsUCkWlUmUy2UcffZTJZFQq1cOHDzEYTF1dHTxeW+ul8Xq9o6OjMzMzKpUqFotVVFQcOnSoq6tLqVSCF74TvwsU/x89enT58uWvvvpqZGREp9MlEgkajUYmk2OxWP714fF4zc3Nn3766cGDB59HfmCepFKpwWBwbW3NaDTCA0Qmk4GA+E1fCogcbty4cfny5StXrhgMBgaDcfDgwTNnzhw9epTFYr39rfmRTOkRiUQ8Ht/V1UUikYqLi2dnZ41G49jYmNfrXV1dlUqlEolELBZD0uWFHcZAoQhVRYPBsL5hkMmOxWIMBqO4uBgG9qG9sqSkpKenJxgMgg78y9xlgUDQ0dEBZSm1Wm2xWFZXVzOZjNfrNZvNJSUlTCZz//79NTU1wAgE5vP53G43UCCPjY2J/malpaVcLnczLS74DWtoaMinqP1+P3S2rK+vl5WVSTaMw+EAEd7zPxDSG5FIBDpA9Hr9+vr6wsLC4uJiOBwmk8lCobC1tbWlpQVaGLFYbHd3NxSsX9GwxGAwOjo6eDweBoOBl2BtbS2dTlut1oWFBaVSKZfLy8rKmEzmq4uMGAwGcmwwZvTCdxSHw8lkstOnT0OJcNeuXdXV1eFw2G63z8/P+/3+xcVFyN9UVFRIpVKxWMzj8ZhM5suyQaCFmWf8WF9fV6lUs7OzgUAAi8WWl5fv2bNn3759IpGIwWBks9n29naPx6PX61Op1LM+PVQtUqlUNBrFYDCb4fYBNlKTyaTValdXV1dWVpaXlwGnSktL5XI5j8fzeDzLy8uzs7OveMZEItHx48dra2uhaC6Xy4E+GBqrQKjV6XQqFAq4NZCqfNn8ViaTgacIUvV6vX55efnp06cQQIpEoqampv3795eXl2+SQQLoViFFZzKZjBtmMBhMJpPL5WIymRUVFUKhEK4D8MoHAoGVlRUYkddoNIFAgM/nt7a2SiQSv98PWtovC6iAAh+qIrBCqVS6f/9+i8Xi9/shmA8Gg36/v6qqCm5NSUkJi8V6WZQLOt8+n89ms8GtgZFui8WSy+W6urra2tq6urqqq6vfHQrFD/Y2Bkjb2tqKw+G4XO709PTy8vKzSAvAwuFwGAzGZpAWgGV+fn5hYSESieSRtrW1lc/nv8KVB7SE3tT29vbS0tJkMllWVpb/FuieBahhMpm8Daupqenq6oJ3x2w2u1wulUoFxfDJyUlggwXXH2oIr/U5YAqLQqFQqdS2tjY6ne52u5eWlmw2W0lJiVgsFgqFUGt9hUuXd7lsNpvZbIac4OrqKrwgvb29EolEKBTCa/iOnxA0Gk2n0+VyeTwet9vtUIVeW1uD3kiFQgHAshmkhd4KOCErKyuAtEQice/evR0dHZ2dnXK5HFiwm5qaPB6P2WyG0a8fHDZ4yBKJBA6H2zm2w1ccVMiHstls6HMuKSkJh8NfffUVnU4XCoVKpRKOB5lMftl5AwcDpPrNZrPH47HZbDqdzu12J5PJxsZGmUzG5/NLSkq2d3ggv4eQ+1Or1fAWr62tQfGnpqYG2PPsdvu1a9f8fj8ajWYymbt374Ya4AuRn0QiiUSiAwcO4HC44uLip0+fOhyO4eHhaDQ6NzcHMCIUCtlsNolEeuHTA/3zfr/f6XTC06PVamdnZ/V6fSQSaW5ubmlp6erqqq+v365y94+k8gAnks/nQ5CQTCbtdrvT6VxZWRkdHTWbzYFAAG5gLpeL/81if7NwOBwKhYAkeHZ29vbt2zBsBK0LLBartLRUKpVCZz9EgTgcDty1qakp0CF/IYzW19d/8cUXkCPBYDCJRMLtdkM31MTERCgUotFotbW1zc3NHR0d5eXlPB4Ph8OBiorL5YLxX5VKZTQaoSEVi8VmNwzkfvJtry/EGqhaOhwOYB0GX2p0dNRgMHg8nnzMk0gk4vF4IpHIb0gkEgmFQpCfWFhYuHfv3o0bN27dugUtYXQ6HZ6BlpYWuOeQ1iouLgaq6WQy+ULuKTQaXVZW9nd/93cnT548cOAAgUBIpVKQIFldXZ2amrJarel0GjqJ8728L/wF4dfX6XQqleqFwRsMAnZ3d//617+GNl/oLgMNTmiXCoVCer0eGAydTifQQ0FDMOxJ/pDARA2EfCqV6sGDBzdu3Lh58+b8/HwkEqFSqTweTyQS7d69u66uDgJUNBoNt3RqaioUCr2wsQ2SUqdPn25oaHih9AHwBYGAtMPhGBsbu3XrFjCfWq1WkFbt7u4+e/bsyZMnBQIBiNS8MHIrKipiMBitra3//M//LJFI0Gg0BDC7du2y2+1wusLhsNlsnpmZWVlZsVqtsGbYuh9sCIhlQi/W8vLy48ePr1+/fvPmzYmJCb/fD1NxQqGwoaEB/PKX1V5hqdDZlfefxsbG7t2799133w0ODk5PTzscjmw2y2KxGhoauru7T5482dPT097ezuFwLBbLw4cPv/vuu6GhIQjjhULhvn37Tp8+/emnn8pkskwmMzs7+zLWbSqVWlNT86tf/aqmpgbuXX5DgsEgiA3ZbLb5+fnFxUWj0RiLxfLp4ec3JBKJAPfa6urq2NjYzQ17+PCh0+kkkUhVVVU/+9nPTpw4sWfPHmDH+2A/GuNwOBBsg5wC5H1GR0ehOr15pL1///7169e///77lZWVVCoFPAdisbi1tVWpVEIB4dWZI8BMNptdXl4ul8tf1jYN9Gsikai2trajo6OiokIgEEAvUzAYBIblyclJlUoFXa+5XA6Px2cymdc+PfllgM9UXl5eWVn56NEjUM6C4UD4OZCwg0sHb2heVCv/KC8tLY2Pj8/MzBgMBnhkRSLR2bNnKysrd5R2cxstm80C0sLZAKSNRCImk2lmZgYGHfMABf1mL0PalZUVQNobN248efLE7/czmcympqZf/OIXR44cqauryyehGAwGhUKZnZ11uVwvbL4HGYTjx48DkBa+egNHiEKhiMVipVJpMpm+++470DoERSwoHcPxgJGA/GkBbWYIwwwGw9zcHAxyQFYOg8GcPn26vb29uLh4GyMHeIuhJc/j8YBk4ZUrV+7cuQMJUw6H097efvz48V/+8petra00Gm1ycjISiRCJxOrq6qNHj/7DP/wD1PpeeGvweDyPxxOLxRKJBKYQYRp2dnbWYDCEQqF83PLCpwe+ZW1tbXJy8vvvv79x48bdu3etVisGg5FKpZ988smZM2fa29ufFd5+27/ga4Wl3i+DP63RaIRrBpcThpaYTCakQ7hcLpPJzDMegLCXZ8OCwSD4iEBNUFNTIxaLgdjO6XQKBIL29vbPP/+8oqKCxWIlk8kHDx58/fXXo6OjRqPx+dpcWVnZ0aNH//Vf/5XD4eRyOafTaTab19fXx8bGoKYBNSnQ7dqzZ49cLqfRaMBlZjabl5aWVCrV8vJyIBAAz4/FYvF4PIVCARJF5eXlQG3x/Fl0u91qtfratWtDQ0M2m00gECiVynQ6bbPZQIKARCIxmUxIEXE4HDabzWAwIKKFhhyv1+vxeAKBAPCfwvhdRUWFUqkEIDMajcXFxQ0NDT//+c9ra2sFAkEqlZqcnPzzn/88NDQEKiQ/sNLS0n379v3mN7+pqKgAYnKr1Wo0GsfHx6enp5eWltBoNIRq1dXVra2tzc3NMpnshZUWIOu8cuXK119/vbi46PV6n/cLjx8/fvr06bNnz2IwmHA4rNFovv/+e+gegZZZNBrt8/nm5+eTySQej2cymVBtzG8IfHQmk4FT4Xa7/X5/JBLx+XzBYBDEiRsaGqLRqMvl0ul0NBpNqVR++umnra2tYrEYNFkuXLgA6k7Pb0hVVVVXV9c//dM/1dbWvnB0G6oTUxs2OTlpNBqBwZrP59fW1ra3t9fW1opEIqh4hkKh77777r/+67/sdvvzcrMYDKanp+fUqVM//elP6XQ6zB/39/dfuXLFZrOh0ejy8nIqlZpIJGCcAP4WsCHsDYOMOxqNBuk3v9/vdrvhbAQCAZ/Pl8lkoGOhqKgoGAyurq5isVixWPzTn/60s7NTJpM9nzKBfAmkcFQq1erqqk6ngxY+v99Po9GARqa6ulqpVEKhjEQiabValUo1OTmp0+lsNpvP56PRaDU1NW1tbY2NjSKRiM/nM5nMaDQ6MDDwH//xH/Azn99eaGn7+c9/XlpamsvljEYjaE6ZTKZkMikWi9lsNg6Hm52ddTqdRUVFgBsAJrAhEDlDLxlsiMfjyUN5KpWC7ACMq5aVlXE4HGA7+eBw/8gMqgcw+fD48ePJyUlAWiKRCHPMFAqFy+WyWKxnkRZq3Xmk9fl8oVAI5IErKyt9Pp/D4TCZTFwut76+/mc/+1l9fT3I9G6jSwRkcaFQCCrekA5YWloCXE2lUgwGg8lkcrncioqKqqqq2tpamUzG4/FezRIGwxsQGPT39+t0Oj6fDxWV+vp6BoORSCTEYjGXywXqKjweD+nwVCrlcrlsNpvJZCKTyVQqVafTyWSys2fPwjw39IO9LwcjFoutr68PDAxcuXLFarWiUCiZTEalUpPJ5Nzc3GuRNhaLwd/F5/OFw+E80nI4HBiPBrlAJpP57AsC07eXL1++cePG4ODg86uSSCS7d+/+9a9/3dHR8fbc2W/jsEFkBUrtNBrN6XROTEzwN4xIJMKAKHSNgluVSqWAeTYcDs/Pz0P9XKVS7dq167PPPuNyuSgUSiKRbLtaAgS3KysrMzMzExMTq6urFovF5/NBF3pLSwv8IQQCATjoGo3m/Pnz0EN17ty5ffv2VVVVvXZ6Acb8gO91ZGTk6dOnRqMxl8vRaDQmk0kmkxkMBhwSCoWCwWAgNAUPFkY94elJJBJYLLa2tra1tbWrq6usrIzP57+ikrMF+7GRi+NwOOhNAupJqVS6tLRktVodDkeegAXwiEqlotFoGD8NblgymcRisWQymcfj8fl8kUhUXV3NZrOnpqZ8Ph9QrEJWtaWlpaamRiQSyWSy3t5e+PmQzP4BLsPlz+sglpaWKpXK4uJiiUQCEgR2u31ychJmNBsbG5VKpUQiUSgUSqWyvLxcoVDU1NSADpHL5TIYDGtra1qtVq1WLy8vy2QykUhUXFwMbxI09AMHEbhW/f39c3Nzu3btgo4aOp0eDAaVSiXQk3u9XuhXIRKJFAolL84N87iBQAAU1oB4WKlUCoXCyspKqVSqUqnGxsacTqfVanU6nQQCwWazNTQ0QEkaNgR0fH4QmuZyOei5zOVylA0rKSmprKwsLi4WiUTl5eXr6+sWi2Vubg4GywwGA/AMlpSUgCJSHuOgOBOJRF6oJkEkEktKSjo6Ompra3O5nEajAa6JgYGB0dHRXbt2NTY21tXVCQSCTCajUChghyHfBsxUZDIZBt2gaR6SypDCgbgL6uZyubympkar1U5vGFCmEggEj8fT3NwMjWEHDx4Esgtg2n6+QARziv8fe3/+1dad5onjRixCQgKJRUISCAkhBBKS2ITEvhibOI5jp5J0UklVdVed6uozZ37pOWf+kTkz02dOTXWfTnWlXEvicmLHmMVg9h2xSkKAFhACtAICISEJfc/h9e37YdhiO4ljJzw/pVxwuXrr3uf9fp7ntRxP/eFwGJhF8FW0Wu309DREgdPT0+VyeWFhoVKpLCkpycnJgTUSpj3ntdjBk66oqCgvLyeTyeAfT0xMdHV19fb24glBZUij0fLz8/FFeDwejLwgRkzwuvBUw7YCkyIGgyGRSHg8nkgkKioqcrvdOp1Oq9VilAyHk/LycszWYmNjQcqE5LzD4TCZTBDXwwA6LS2NzWYXFRXx+fzc3Fy8CzweD0/s5OTk9FHMzc0dHh4ymUyVSpWfn48FEYvFSUlJcXFxeK/PW5C4uLjExMSSkpKqqqrk5GRgkScnJ7u7u7u6usLhMJvN5vF4JSUlWVlZIpFoeXkZ92a32/f29kDdYTAYaAbjqcYDGQwG8fAIBAIejycUCqVSaXFxsVQq/e78ZS/jew8AKXG0RVOfyLSAsQUCASqVCqX/05mWRCIlJSWlpqaKxeLs7OyCggKhUDg7Ozs8PDw+Pr62tra5uZmYmLixsYHyGCCob16F4grYELlc7sHBwd7eHraewsJCi8WytrYGXaalpSWz2by4uLiwsCASiXJycrD14BxzeggAsTIA+pGpKBQKZpvQ+9fr9QcHB16vd3t7OzExkUqlQkhjd3eXSqXu7+9vbGxIjwJ4RYVC8Ro9D2iLQLBkfHy8u7u7p6fneKal0+lisfh4pvX7/TiBPGOmlclkxcXFeXl5p+dRGPtUVVXZbDatVgtZudPzEJ/Ph9X+Hg9sqAMB9YmPj8cJB0d/s9mM2hvFdjgcptFo0WjUarXS6XQmk+lwOBgMhlAoxHXkcjmKh2/9ewSVeWVlZXZ2dmpqCpBCNIbwZJaUlMhkMhqNRpS1QLbn5+eDsyQQCJ7lhSUcY1JTU9PT03Nzc6Gtgr0SPVxwr1EJYNiCrjeOLniRMbGUSqXYFr9167MfYPFAoEEyMjKuXbvW0NDg9/tHR0dx4IB1OeBxJxIoYEjZ2dlCobC8vLy0tFShUFAoFK/Xe3BwsLy8jJ9cXl7+H//jf9TU1LzxxhvvvPNOVlbWjRs3+vr6dDrdCV3Iw8NDzBknJycxI8ahlkKhgO3udDo7Ojra29uHhob0R/Ho0aPCwsLr169fvXq1pKRErVZrNJpwOAyozODg4NDQEOzA9Ho9VGJyc3PVanVNTU1paSlsxt1uNyZWIyMjRD2TkZGByoTBYIRCocnJyYmJiampKTikejwewhA6Jub/P4wCHJzH4+Xk5GBBoO11cHAAOUu8Bna7/Xe/+93k5GRzc/P777+fn59//fr14eHhiYkJh8NxImF5PB5kUrz5RLHX0NAAekBvb+/jx48HBgbMZvPy8nJnZ6dQKLx2FKD9EXlhe3t7eHgYw6XTiCAGgyEWiysqKkQikd/vB8pocHBwZ2cHP8BkMouKioqLi7lcbigU0ul0k0dhNBqtVitc/E4sCJaRy+Xm5OQAjVNSUsJisWJjY4eGhlwuF7bPra2tP/3pT1qttqGh4e/+7u/Kysqqq6tnZmYGBgbAzz5+n6BDCAQCdCWPDxwIU8Kuri7obsXGxkqlUpgi5+XlnTg97O/vT01NTU9PE3Cj44HpsEqlKioqCoVCQ0ND9+/f7+vrI753Op2OMUh+fn44HF5eXtZqtRgHWa1WwChPLwiTycSCAHpXVlaWlZUVHx8/Pz8fCoXQKzo4OHj48OHs7Gx1dfX777/f2NhIpVJ3dnagbzs8PAykE+zzUKmq1erq6uqqqqqsrCzM1g4ODnZ2dkZGRjo6Ojo7O71eL85bRUVFEEqSy+VpaWnHW6HhcHhhYQGgT8x8jweAVWVlZRUVFZFIZHp6Gigpi8WCt5hCoYhEoqqqqvLy8rfffttms01NTU1MTBA1P7oJJxYkOTmZxWIJBILCwsLi4uLy8nKMzi6dHH4kASesmpoajUYTCoWmpqbGx8eJTOt2uy/ItAKBoPQoiouLYbgZHx+/urqKpLe+vv6v//qvk5OT165de/fdd2Uy2bdo035862QwGEhuhHMOth6tVovuVWdnJ2xSKioqqqqqwC+6GEEkPAo00crLyxkMxtzc3PLyMolE2traGh0dPTw8pNFoqBkcDsetW7eKiorS09NVKlVdXR2Y1q/Xk4Bz/+lMS6PRCgoKQOQNh8Mmkwnb8ddmWg6HIxAITmTaC86jSUlJZWVli4uLfD7farUCuU0EAFQCgSAlJaWuru57b2qw2WwWiwWNk9zcXDKZ7Ha7Hz58iNEEhBz9fj+M3mZnZ6uqqhoaGmDj3dLSAobkd/EpoG4yOTnZ2dnZ3t6+vr7u9/sxG6yurn7zzTcrKirglHLiEU1NTa2vr8c3+Lx1PolEAtfo2rVrLpdrenoaBzaLxWK32zeO4sQTgtZDTk6ORCJRKpVocGPr+Y7enR9m8YDvCRt2bGysXC7PzMxUq9U7Ozvo9EDIbHZ2lkQi4YwCRATaQhkZGenp6QAkUKlUsVhMyFqhztPr9YFAwGw2V1ZWIs96PJ7Hjx/v7+9j8+ByuTweT6/XG43Gf/u3fzMYDNXV1SqVCiR3XJbNZjc0NAgEgqamprm5uZmZGVDsv/zyS1CHFQqFVCoVi8UZGRklJSUcDqe6uhp3Dib+xsYGxLl1Ol1mZiabzT48PNza2tLr9Var9bhYKqpzOp0OnSWJRJKamlpSUkIsCC41MzPj8/mAr2Cz2clHQafT09PTMzIygFzHxDMrK4t4IiORiMlkevz48fr6OgwECgoKrl279uDBA7fbjUEzh8PJy8tDa/nPf/6z2WyuqalRq9UcDgcLAmvwyspKLpdbV1en0+mmp6fNZrPNZoPIRltbm0KhKCgoEIvFk5OTw8PDg4ODCwsLZDJZpVIdHBzMzc0RgktyufzNN9/c399/9OhRb2/vzMwMkLtEdQd8EVCzBGJHJpNtbW1hQVwu1+rq6szMzOrqqkqlwjOAJwQLAmgT2gwosYjtEw2n7u5ut9sNllJWVtZbb7117949bAwUCoXFYkkkEkw8Hjx4AInh0tLSpKQkuNvMz8+j1g0Gg/n5+QUFBUqlUiwW5+bm8vl8wpMYuGEY/vf39wP3WVpampCQYDAYCK6FWCx+99134+Pjnz592tvbOzU1pdfrvV4vsSA0Gg0IaXTHs7KyEhMT8/LygKMgIJhzc3Ozs7NlZWUFBQVZWVkAetHpdLRJoJcVExPDZrNzcnKIw83h4aHD4YCAQVtbG4oHZEAYb4MgkZeXl5ubC+4gh8Nhs9lkMtnj8eh0OjD1TSbTysrK9vY2n88Xi8Woh/ErgIIgmUYiEb1ePzw83N/fPzU15ff7CwsLmUzm4uKi1+tF/cbn8+/cucNkMsfGxvr6+iYmJubn5yFaRQyv8vLyoOVCIpHYbDam0g0NDVgQOMrp9fqRkRGpVFpYWJiTk5OWloaHhMFgYEFesoz6ZbwiWw/M7EFgLSkp2d7eRmLx+XyYQEajUcyvaDTaiUybkpKCZCIQCGCqSCQWs9nc2tpqt9vVanVdXR2Px/t2mfcEkwF/FAkhLS1NpVLZ7Xaz2YwhIUbl/f39i4uL7e3taLrl5eWJRCKI1504rxD/MzU1FdJ2UKik0+nRaLS8vJxoQsN3TygUosXOYrFeO/P1w8NDu90OEaHzMi38sGNjY+H6j0wLVNLOzo7f7z84ODg8PIQrArSzsFwnMu3FiSU2NrawsPC99977y1/+guIBXW2pVOrxeIxGY1dXl9vtXlxcrKqqwmj0+yrSiM+SlJSUk5NDIpFSU1N/8pOfHB4exsXFeb1edNBSUlIAeOZwOEKhkMPhgCH5redYoBAB3puZmVleXkZpl5GRIRKJlEplYWFhXl4eoK1nGle/cDFznE2EdVAoFMDMY+vB7rm4uDg8PAwXSIFAwGKxiK0nLS0NfI/vdOuJ+2Gncqhb8I6CyL9+v39sbOzhw4cWiyUhIUEmk1VXVxNV2umxGkR4jhd5GxsbEHOEFUhiYqJIJIJ0AC6oVCrBJJ6engaxyePxRKNRqVTK4XDi/zPw/JWXl8/MzPB4vMnJyeXlZajUT0xM4L+3trZYLFZaWlpJSQm88AD4npmZgaeB1+udmJgIBAJ0Oh2f7vgMhEQiYciFLIwHGjobRKbb39+fn59vbW0Fui4vL6+xsVGlUp2p6BobG8s5CqgTYk0gWWu1Wm02G4RHof+D07xYLC4pKVGpVAQUGCDOSCQCWAj+EJVKFYlEAoGgpKRkYWEhOzt7fHzcYDC4XC673T4yMrK4uFhaWrq+vt7d3T00NLS4uEin00tKSpqbm/f398GfBlAeaK75+fnR0dFHjx75fL7joLL4+HhAyCC+CWbzcQkCoFQ7OjrsdrvL5crJyamrq6uvr09MTDzdYIPILLFlYuW3jwKV3v7+PpfLBSURSRCzi+rq6tnZWYi7QUbD5XIlJydPTk6Oj48bjUY4lGHpYDwHsQXi72Lov7q62nEUmEcVFRVdvXqVehQGg2FjY4NGo2F3h0DtV199tbm5eXwGgoo3OzsbRk4g2DAYDEI9NhgMbmxsdHd3g9rO4XAqKiqam5tBCzn93jEYDA6HA/gQqPN4bldXV6FOA04khrNyuVwikWDAKhaL+Xw+OOIgw5lMJkwnpqenMcGTSqUlJSUVFRXV1dVcLve41xIoTzab7enTp48ePUI9mZeXV19fn5WVNTw8jAokKSmJx+MVFBQ4HI7h4eEHDx4QjDTiraFSqdBnw4KgaBQIBMQf2t7e7u/v393d1Wq1YHrcuHEjMzPzOxIUv4zXroo4M9NCegFgy9jYWNDwzhTvOp5piU6Q2+0Gu3p1dTUYDBYXF8PW+gVcJp8lkEa4XC4IDNA0m5mZ0ev1Fotla2vLaDROT08DpKdUKuVyeV5eHuofgPiRMIkTDCH3hF8h8DPHPSUODw9fwHjnew+AcqGhBIHahw8fnsi0kKLKzs6GP9eZmdbv9wNEDRcaGHdCT/IFzqA5OTnXrl2Di9TOzg6Xy5XJZA0NDWtrazExMWtra2BFQlQUbanvl0+CDQL/nZmZScC/wdRHeROJRPB+AW3x7RZ+wWAQ7DWbzTY0NDQyMjI6Ogqlstzc3KKiImgq5ubmfkOTtWf8EikUCuTOCFRCMBgcHByMRCIzMzNMJjM/P/+tt94SiUQvGX4W92PL6TgWrK2t3bt3z+Px0On09vb2rKys0tLSM5+DuLi49PR0JpMZHx8fDoeJQ3k4HPZ4PF1dXdPT05WVlVDXNpvN8fHxH374YWVlJU4nXV1dd+/etVqtTqdzaWnp5s2b77///nFuU1xcHJPJrKioKCwstNvtMzMzXV1dk5OTFoulvb19bGwsMzOzrq6upqamqqqKRqMlJSWBF9HQ0AD1pNHR0Z6eHpBciXfs+EEZBPHztJPxdLrd7i+++ALqUp2dnVwut7a29syfhzUSqKIgtxFv3fb29sjIiF6vr6iogH4ooEq3b9++evUq+BtFRUV379612+3wZ2hubv7Zz37GZrOJIyBEoOVyeW5ubnNz88LCQnd3Ny7b19c3Pj6OvnUoFKJSqS0tLe+++65YLN7b2xOLxb///e/1en1ZWVk0Gm1tbR0fH19dXd3e3j4OJwMYFF/BeY0BMpm8u7vb1tY2NTW1s7PT3d2dkZFx48aN8/YzQFGTk5PB+SP+HWrcq6urOBYLBIJwOGwwGK5fv/7WW29JpVKNRlNcXPzpp58uLCz09fVNT0+TSCQYxCYmJpaXl9fU1NTX17PZbHBajp8w4A0yOjr6hz/8YW5ubmNjIzExsa6uDlb8JBJJKpV++umnvb29SqUyKSmpr68PulJYvRMDbmz25+1P8fHxoVCot7d3dHTU5XL19fWlpKRgWHzmz0OiAPd8fFwO3Yz9/X04izc1NQEXBL1zYoM8ODiwWCzw/puamgIF+cqVK1CGaWpqwqiQOJoQsbOzMz8//4c//GF8fNxsNickJJSVlX300UcQyFMoFH/9618dDkdBQUF6evrMzAzQAtvb2yeAXlAwxP2fnTeP6vCRkZHBwUE4/8fHx7e0tLxGPM7LePnlBJru0Jg+7pp8caalUCiAvBMv/s7ODiibNTU1TU1NN2/eZLFY3+lpG8je3NxccMm2trZsNhvQFNPT0xsbG1qt1mAwPHz4kMViFRQUlBxFYWEhwIQXX/lEgfGa8oLQzZmbm3v48OHAwIDBYDgz02KnOC9RxMfH0+n0pKSk43Zp3wT0yGAw8vPzKysroQxZU1Pzk5/8RKlU7u7uVlRUfPrpp2DrOZ3O2dnZX/ziF0VFRYAPvVJBYG+Iyd539IdCodDGxsbg4GBfX9/IyIjL5fL5fIFAoLi4WKPRNDY2QioALvLfy1Jg65mdne3r67Pb7eBGNzY2vvym1Y+ueDg8PNzd3UUzG/JwBoPB6XRiRHhe0kxJScnMzHS5XH6///hga3t7e3d3Fxr/IpEIGPra2lqBQECn05VKJZlMptFog4ODOp1Or9dHo1Gv11tdXY0RBJICIYyN0SQkjAwGA+j88/PzwWDQarVOTk4SNgig3mdkZABWS4jBneaGYhaxuLjY3d2NfnxycvLxbQZdXngXQJ7SZDLBTu5MpwXcMI1G43A4BwcHW1tbx/+W7yi0Wu329jYG2aA0ACiFPkpiYuLAwABRIO3u7lZXV2PpMIqNOwrw2nHQR8ddr9evr69jBITRDaT9IJREoVCi0aher9/f37darQAZnxYdAsL4AsU0HF7R9obYCMBFoVDoTBFuJHcqlcrhcE70meCjCYikz+cTiUR1dXU3btyor6+XSqUpKSkgrKOXsLu7u7Ozg1vKz88vLS29evVqcXFxfn7+6YkHLC0HBwcHBgZGRkZiYmLEYnFVVVV1dbVarQafhEKhRCIRiUQC54SZmRmLxXLa0xDCjiwW64LmJfSmgPWHDvLa2prf7z/xLMGbBgeLyclJl8t1Yu+E2h32RdjAp6WlFRQUwOIUamDHjSyWl5e3trYw6JBIJAX/GadzN+Y8Q0NDWJO9vT1Ie1VXV9fU1LBYLDS0wuFwZmam3+93OBz9/f0mk4kgt5zYcTH2vUBlPBAIrKysQJcJ+QT9wsvJw2Wcd0p+XsNpbA0cDgd0/BPv4+7u7sjISDgcBktBJBJ91zeP7A1cRMZR5OfnV1VV4UVAnjSbzaD/Tk1N8Y8CriwwSjvdbngxO+FXMGBs3N3djb7YBZkWXIXzmpvfbhGIR6iuri49Pb22thakGjabDSE4TBsGBga8Xu/AwMCVK1eqqqo0Gg2fz391jGguFgX+Vqo++DaYzWbCtwHYvMzMTJlMdnzrgUjG91ujAhdtsVj29/cDgQC0Xvb397/WLeqyePimleX6+rrT6cSxBkvvdDphx3NeasOoEQfB0+cqo9GYkJDQcBRyuZwAwLHZbAaDIZPJUMrPzs6Ojo7OzMyAhA0MBs5AhOax+Ciqq6sBm8EhG8epx48fV1ZW1tfX19XVAWECQQbIQp/WeiJub3t7W6vVJiYmVlRUQLwoMTERAFMIxbjdbhD5oazsPIrt7e0LWtFJSUl8Pt/j8RwvHoiwWCzRaFSlUl2/fl2j0RDwp7S0tOTkZLFYDLXBqakpAArxdajV6oyMDLyZhOFRZmZmcnJyIBCA0M3u7m5iYiJOn6ipJiYmaDRaXl4ei8X6yU9+YrPZHj58ODU1pdPpzkumbDb7PPlz4iSKFcCqEhKcJ+TwjkdiYmJ2drbFYiGIccfDbrcHg0GpVFpXV3f16lUcPW0229zc3PT0NFREaTQalJ0gEgq6vEAgOG5sjMSxt7dnNBp7e3v/9re/zc/Pw5uztrb2ww8/FIvFRGrj8/mZmZkajaatrQ0E6PO2q4yMDIggnbcgkA/Ga4L/iWcGWG3wLqBQ7nK5ALobHR212WxnSoyj8MaA5fDwMCEhAYq0W1tbWq0WrAwQl5OSkrKzs8GNq6urYzAYJ47mKEX8fr/FYhkaGvr888+HhoZiY2Nho/vRRx+VlJQQ0qgcDqelpUWj0YBAfybVHpGWlga4yHkLEggEvF4vCBt4FEEc4vF4l8XDZXyLZybA56DlemamPTw8BCTyOy0eTkRCQgJ4X8XFxeFwmHAuGh8fX1hYcLvdWq12bGwMSs0AGcrl8pycHPDusCP8YMoGIifodLqxsbHzMm1MTEx6ejo0Nl7mjcXHx6tUqpKSEsh3YuhBJpOTkpJYLBYUHYaGhgwGw1//+ler1er3++vq6sRiMXT8fqh8LcK3IRAIbG9v63S6nqPQ6/XhcBiKGmq1ur6+vrm5OS0t7SUfzc8LaIdsbm4C+I3tGOKZl8XDdxt7e3sTExPwqiS0qIEFl8vl51XbdDqdz+fbbLYz/YzJZDKLxZLL5VwuF+Kex9/b5OTk69ev5+TktLe3DwwMTE1NPXjwwGw2LywsNDQ0KJXK06mERqOJRKLk5GSNRgNfCK1WC+NSq9X65MkThUKhVqtLS0vpdHp5efl52Yo4XQGfOjQ0BBcS2VFIpdLU1NQrV67MzMzMz8/jQcTx1GazjY2NlZaWAnR4OrClESJUpw/oTCYTLhknuETADtbU1HC53CdPnvT29g4ODnZ1ddlsNr1e39jYqNFoiIkHuv5tbW1Pnz4dGxvzeDwCgaCyshJvi+4o1tfX+/r64AtRUlKSkpKiVCovcFmOi4vLzMy8uHiASs/xg+/m5mZfX59arYZmyJnFAxjV520bFAqloKCAz+eHw+GJiYnjvg3b29scDqeoqIhMJrtcrpGRkenpaZAZmo6CmHiEw2GXy9Xe3o51czgcbDa7tra2sbFRrVbj8TvxYVNSUmQyGQBRx+Fbx+8tIyPjYtiDyWSamJg4PsbxeDxDQ0OJiYkSiQT+r/Pz83Nzc0tLS+DhbG1tEdpW530RYEgfHBzodLrx8fHR0VH4Nmxvb6emph73bYDz95k2EXt7e52dnU+fPsUYNzk5mSg2Th/l8fiJxWKRSIRBxJlrkpqaenHxYLPZRkdHPR4P8esQg8I88PLgexnfVqBNc16mhTiSVColSH0vP0gkUlpamlKpzMnJaW5uBpUTydlsNiMbTE5OZmRkQIIWu09mZub3qBD6XURiYmJhYeHU1NRxeuTpTHtxm+Y7/ZpO83rJZLJEIvnHf/zHwsLCnp6ep0+fzs/Pg0vd0NBw/fp1mAn8IN8snP0MBgNaXQsLC2jhJyYmSqXS474N6enpr44dIRg1m5ubBI4xEAhotdqsrKzs7OyXeSc/HIfpZ3xcXC7X/fv3x8bGCLhCNBoFS10kEp13+INnDczPT7x7aWlplZWVzc3NtbW16enpJyz3gWlJSUlJT0+n0Wiw8IRsNiAx0WgUQNjjryjgPbCEw5EU7lQxMTEej8disTgcDhhpbW9v41BIJpP39vYg0XCi7FEqlTgJuVwuTLugGQy5m/X19a6uLkiJH5f9Agv8PPjj9va2w+FYXl6GWuWJYqm8vLy5ubmhoSErK+t445xYEDqdzmKxaDQa/l+v12uz2TweTyAQQCs6JibG7/dPTU11d3e3trbOz8/7fD65XI6MlpeXB6Xz2NjY7e3tlZWV9fV1j8cDqQrUPxQKBT6UJ6wVULqUlJQIBIIzDY+j0WhbW1tXVxd0VImNISYmJi8vD5v06V/c29uDT9yJbR6nVZlMVllZmZeXt7e3Nz09/fTp0/7+/vHx8f39/bS0NIVCUVtbW19fL5PJeDxefHw8WL9gV0ciEeC4AoGAXq/v7e1tbW2dmJhYW1vLz88HDkqtVovF4tN7A2ASCQkJeCrQ7z+xILGxsRqNpry8PC8v70w6+JUrVwYGBtrb241GIzF5g5EC1L1GRkb6+/sHBweHh4f1er3L5QKIi8/nx8XFnXBng/q7WCyuqakpLCw8PDycm5vr6ekBxtTj8YASjQIAc/asrCwAHo5/OuDxlpaW+vv7W1tbh4eHl5eXs7Ozq6ur33jjjZqaGplMBtzRicePRCIR/B/UHqetQtArLSgoOO98o9VqHz9+PDc3R/SD8Yeys7NlMtl3OmS/jB9VXJxpy8rKmpubGxsbv8eRF4CmVCoVJTePx4PsJsjiTCaTRCLBKGllZcXhcGD7gw/33t4ekfBf91cG5A3YbyM7nc60lZWVhHzzy7+9E2ME/Auk/yAIAUUWYK58Pl84HAZH9LuT+/xeDoHhcNhut2NW1tPT09vbOzQ0ZLfbsTFVVlai96RWq6GZcQHM7OWH0Wh89OiRVqt1Op3Hv0foAb7MrefHVTyEQqG1tbVPPvlkZmaGqNtwEImJiYGf+Zm/6PP5tra25ufn7Xb7iQ6lRCL553/+5w8++CAjI+PE2OFEW0IgEOTm5gqFQpvNZjKZYIayvr4uEAjAPz6zO0un0/Py8kpKSiorK+GtgywMKSGz2Uyn06urqysrKw0Gg9vtPoFfys7O/s1vflNTUyMQCOBECJdrrVbb3d09NTW1uLjY39+/vLx8HMIBVqtGo8nJyTnz4/j9fp/PBznRE7VKVlbWf/2v//XXv/716crhxEeD001BQYHT6VxcXIQD0fLyMpfLpVAoHo/nk08+gYF0OBwWiUS/+c1v3n//fbVaXVRUVFJSAq/1QCAAu2uDwTA2NqbT6RISElQq1ZtvvgnyxglrBRqN1tLSolQqWSzWmcXD4eHhH//4x46Ojt3dXeJMGQqFXC6XRqMpKCg48/2EuRKcWY//O4VCyczM/Oijj37+85+bTKavvvrqt7/97cjIiNVqDYfDMpnsjTfe+NWvfnX79m2VSgUf5cLCQp/PZzQaV1ZWjEbjzMwMi8ViMpk7Ozuff/75b3/728nJyd3dXTab/Q//8A8ff/yxWq1OT08/b51BQAfdArhkv99//KwcFxfX1NRUXl7O5XLPazJ9+eWX9+/fh7Mp/iUYDMLFb2xs7O7du0+ePNHpdJubm3FxcUKhsK6u7o033qiqqgqHwyemQPHx8enp6Xfu3Plv/+2/werk//7f/9vX17e4uBgMBkUiUVNT09///d+///77VVVVXC73PKnTg4MDh8Px1Vdf/c//+T/BbEtJSfnggw9++ctfYq51HlIW9uo5OTlNTU1ut9tsNu/t7Z3Y5vFCAeB35oJ0d3f/6U9/cjgcxFsTDofdbrdEIqmqqvqB4TEu43uM/f19n8+n0+lOZ9rs7Oz/8l/+y29+85uLM+1LDiCaYLNTV1cH3y5UQevr6xjy9/b2QtIgGAyiAfcdqUW95NY+Mm1DQ8Pq6irwP8czbWxs7NWrV1UqFYfDedXa+Wlpabm5uQUFBYeHhwaDwW63G41GrVZLp9NzcnJOS1O8vgEDVvhv/O53v+vo6NDpdD6fD2zVj48Clsyne0+vQoyPj3/yySc2m4042EQiEa/Xy+Vym5ubX6ZM2Y8LtrS6ujo1NeVyuU5gnT0ej8lkslgsHA7nuGTn8UzN5/MJSBlmBcFgEMj1zc3NnZ0dnHLOK/oJvpRSqfzHf/xHqVTa0dHh8XjGx8f/1//6X0CewGT+zF9EewC+EM3NzcDKQ8jyyy+/nJiYiImJWVpaikQiNBoNnoioIshkMojLBwcHxcXFcElcWlpaXl42mUwej2d3d3dra+vEgvh8PphOQHH19OeCGDMhkUQmkxMTE6Gls76+DlPVM/UHT3yulJQUiUTys5/9LC8vr7Ozc3V1VafT/fa3v01NTQ2HwzqdLhAISCSS6upqQLzgHxkTE4MtR6PRcDic+vp6nU43NTUFt8729vb5+XkajTYzMwNXV3AJ4Hh9MecBg53V1VWfz3d8hrO/v7++vr60tGS1WjEcOF0cZmVlEbC3+Ph4CoWCAtXpdD548GBmZsZms62vrx8cHKBCgASTUCjk8/nwO0dtk5ub+/777wsEgs7OzsXFRavV+oc//KGzs/PKlStwKoBt39WrV5VKJZfLPU9H6/hS+/1++KD7fD6w0vGhoIp4wTDd5/PZbDaLxYJB2fEU7PP5LBYLmUyORqMAAuXl5QmFQoIceXh4ODMzc3yYhvJse3u7q6trc3MTPuI7OztwVSd8G/h8PuF3fuaHslgss7OzT548gTs7i8UqKipqbm6Gq/dpmfnTCxIMBjc3NzEAhLkviUQiNG0u4DzA+NZsNsMz+PSCzM7O5ubmvjp0w8t4rQMA0RfOtC+/vU38Bxx+hEJhUlKSVCq12+2rq6vomplMJmgcwyyCy+Vik8JoNy0t7XWsvXHP6O6dmWm/X9jS1948trCbN29yOJzOzs7Z2VmHw/G3v/0N6FmlUvkySTXfRc0A34bZ2dmZmRmTyQTfBrA+SkpKCgoKRCIRRg2vZikbCoXA6rZYLCAfErOU/f19QM3z8/MJbejL4uHbDIvFMj4+7vF4TjQa9/b21tfXDQYDbJ5O/yIMerlcLkyjYHzrcDjW19cdDoder8/Pz8d89uKsBxPN1NRUQMzHxsYWFha6urpwMlOr1fn5+RkZGaePTRA4wvNdXl5eWFgIXwhoAiwvL4OuCnEnqPXv7u7Gxsby+Xwej5ebmxsfHy+Xy/f29hwOB6y+4ERmNBpPg50CgQC02wQCAbT8T+Q7KpUK9wwOhwNTMA6H4/F4MARYWFiYn5+HIN3FCwLL7eTkZC6XSyKRcBzs6emB4GxCQkJ2dnZtbe3NmzcbGhqO3wYEjo77QmRlZU1MTBgMBofDsbq6GggEoOdDpVKZTGZCQgKE/LOysjgczgX4tJGRkbW1tRMDHIhZGY8iIyPj9LGSTCZnZmbyeDxooicmJtJoNJfLBVsoOBPjqy8tLS0vL1er1ZWVlfAiPN23w8AUVIenT5+OjIzgiYVwcEVFxZtHQSaTv7YhhFnK+vr66Ojo6upqbGws4HkxMTGrq6t+v59CofB4PBg5n/jFSCQCc7fl5eUTUgEAjPp8vvj4eKVSWVRUJJfLFQqFUCiErBYG99nZ2TweLxKJQIIQ9hd+v392dnZhYYFCoTAYSEl/PAAAgABJREFUDFh9w632hG/DifuJRqO7u7tOpxPj5sePH+/u7qamplZUVDQ2Nr799tsXUPxPXMflco2NjZnNZjh844sgfFh5PB5EUU7/OnYgk8l0gtERjUaDwSDI4mlpaZfFw2V8W8VDVlbW8UzL5XLdbvfGxobNZoOhJOw7X7XjDmA8sNApLCyE6IXBYJiZmZmdnYW2BOrwSCQiEAhkMplCoRCLxTk5OYRr3pnmS69mINNubGwMDw+vrKyQSKS8vDxkWsx7ExMTuVwu0uMreP9gKiqVytzc3MTExKSkpJGRkaWlJQjrwWKVzWZD2ON1qe4I3waHw7G2tjY8PAzfBsg5ikSi474NODi9sp/l4OBg6ShOIIEJTM3g4CCDwXhpxcOPC7bU2dn55Zdfrq2tnVZZAWqTxWJJpdIz3ysqlbq5uUmhUGDZ+O6773K5XL/fr9frcUwvLy8/QXi44C1NT09XKpUpKSlgJ1ut1rm5ua2tLaA+LpZyAz8bNvU5OTmRSGRra8vtdsPDH/4AUqmUxWLJZDL4izEYDNwYipCsrCzo85BIJIPBAAf406lwb28vISFBLpefdosDFNLpdJJIJLFYfOvWrV/84hfwMZifn4dmZXFxcUpKyrNsaWBBiEQiqMru7+/DFInH42k0ml//+tfFxcXoDZ+JQklISEhLS4N3mEQiiYmJgQUjFiQ2NlZ5FBwORywWK5XKmpqazMzMMzPg3Nzcn/70J6PReKa2CZw+FQrFaYwZhiFerzccDvP5fKFQKBAIXC4XKlUwW8rLy2/fvv1P//RPjY2NcrkcJc15Eu8UCiUnJycajRqNxv2jODw8TE9Pl8vlv/71r6uqqpKTk59lqApBiZ6env/zf/6P2Wzm8Xi/+MUv3nnnncbGxoSEBDabLZFIGhsbhULh6eXd29ubmpr65JNPwDk5ffGMjIyysrL//t//++3bt+VyOY/Ho9FouCsgoWFxnZWVlZOTIxaLfT7f5uYmyBIkEkmhUNy4ceM3v/lNS0tLaWkp4cd8QffIaDT+9a9/vXfvXnd3t9frLSwsvH379ocfflhbW0uYTD9LF2piYuJ//+//rdPp6HT63/3d37333nu3bt2iUCipqakwfZfJZGdebWNj4+HDh5h4nPnFRaNRPGyXB9/L+OaBVOB0OiHHjEybk5NzeHio0+l2dnYgQs9gMF5x2A+2DDabLZVKq6ury8vLxWIxnU6HCITT6VxeXgZ1dWJiwuFwRCIRtJ9eF+8UZNq+vr5/+Zd/OZFp4+PjMzMzJRJJU1OTQCB4lSWMwJETHAWdTvd6vSDyra2teTwe+NU+Y5p9RQ7cGxsbvb29n3322SeffDI4OGgymQKBgFQqbW5u/uUvf/nWW29pNBogpV/xomhnZ6etrW1gYMBsNp9Zq+/t7SkUipc2IPqxTB4gP4+Jz5nykX6/X6vVFhUVBYNB+MafON1SqdTa2lqxWBwfHw9hUDqd7na7Z2dn3W735ORkf39/SUkJn8//2n4MrkalUjUaDZVKzcjIGB0dnZubGx0d9fv9LpcLnnFUKvVM6VgQIWCDsLOzAz0EAC6hAQql7UgkAvdKoOJwKaSGhIQEQsMedqdnHrCsVmtnZ2cwGBQIBIRWNxwSECqVCiOUnJwcgUCQnJzs8/kmJye3tramp6f7+/uj0Wh+fv7Xfju7u7srKyvDw8PT09O7u7uocDCMM5vNXV1dBwcHCoWCRqOdbgZjPZP+M8LhMCQCIbAbExNzcHAAgGA0GgW9BH3xE2sLCdTV1VVCO/V0mEwmiFGA+35i5wiHwxQKJSUlZXFxEbxtVIMUCiUQCECKl8fjyWSyM52qj8f+/v7m5ubw8PD4+LjX6wUAAA0Gu93e09MDJVx4037t2mq12uHhYZPJxGQyS0pKqqurBQJBXFxcfHw8Rgc5OTmEtys4JGtrayBIYMh73oL4/f69vT1MVE4UVBhckMlkzOhcLhdUgIFVCwaDWC4cJphM5sUfZH9/3+v1jo6Owr5nbW2NSqXW19dXVVVVVlbCReQZuWIHBwczMzODg4N6vZ5MJhcVFdXU1CgUCgyjXC5XNBqVSCRn4kCCwaDT6dRqtSsrK2de3Ol06nS6tbW1vLw8tOguj7+X8c0Pc8czrVAoBPltcnLS4/EQmVYikbziHwRaBTQaLRqNMhiMjIwMPp9fWloKmwiEy+UCqdpgMPT392Pf4fP5HA4HHZ9Xtkby+/0TExNDQ0Mmkyk1NfV4pkUb5XimfWUDBwyQObER83g8DGnRw4KV0HkszVekikNFCk3LhYUFvV6/uLhot9vZbHZRUdEr5dvwjBEKhba3t6enpxcXF8/8ga2tLb1ev7Ky4vF4APq9LB6+teJhfX0dlg5n/kAwGDQajSgtTptDYQKrUqmO/6NUKl1dXdVqtaOjo0ajsbW1NSkpCdZvX5vgCC8wHo+Xl5eXnp6OZnlXV5dOp9va2iKTyXw+n0ajndd3wS2h3ATVQSwWAxW3srKCwzGTyYR5VkxMTHJycmJiIo5EMTExoVDI4/E4nU63233eG+j1ekdGRsbHx/Pz8+VyuUqlUigUEokETsBkMlkqlcrlcuJX8vLy3G53ZWVlf3+/1Wpta2uj0+nInuctCPzRzGbz4ODgv//7v5vN5kAggDZAOBx2OBw6nc7pdEJADZyQC6BQmNgAuQ6GelxcnMvl2tzcBGInPj5eJBLZ7XYAZgD7Qb/h8PBwZ2cHmlrnfWt2u91kMnm9XjabjcMuMDCBQGB3d9fr9Tqdzp2dncXFxY2NDYI+zmAwgOwPBALhcPhiPCXIKiDn/P73v5+Zmdna2oLZBcA2ZrP57t27TqeTSqXm5uZmZGQQyNozK0C32/3kyZPR0dG9vb2KigqNRiOTyQANqqurI075mPbs7++7XK7Z2dnJyUlItjudzhMYvxO9kI2NDbfb7ff7sZdgQYLBIHwbNjc39/b2zEcB3wYul5ueng7zfxjkXYxMwNx5Y2PDYDDcvXt3aGjI5XKx2ezi4uKf//znpaWlX1uun1hen883cBQul0ulUsHkG8YjarX64l8PBoNut9toNJ7p5gFW6MrKysbGxvb2No1Guzz7XsY3P8xduXJFfhTHM63X662srOzt7bVare3t7cnJyUKh8IJM+0p9InQQUlJS8vPzIQFnMBgmJyeheAHlDJ1OFw6Hs7OzCwsLKyoqiouLi4qKqFRqYmIiOB6v1Ckcmbarq2tkZASZtrKyUiqVJicnE5n29YrUo8D55MqVK5OTk/Pz82tra1arNSEhAcDp0/p+32/NcNy3Qa/Xw7dBp9OhjcVisdRqdUNDwyvl2/DsD9jOzo7RaFxdXT2vdoVrmdvtxvz/snj41gJnIHSdz8xoSEkAmTzjNQsLC3/+859vbW1NTk52dHQIhcL8/HwWi/XsqnkgNN++fVssFn/xxReQTP3LX/6yuLj49ttvl5aW5ubmnvdxlpaWoI6/v78vk8n+6Z/+KTU11el0whcCAsYWi6Wzs1OpVFZUVED1Ej1vHBkJzc0zPzIaRYmJiaDlzczMpKenczgcqVRadBRsNvsEeUAgEPzsZz/b3t7u7OwcHBzk8/kKhYLL5Z53kNrc3Jyamnr8+PHAwIDVak1NTVWr1Tdv3szJyQmHw/D5X19ff/DgwfLy8q1bt6B3dN5ZeXV1dXJycnBw0Ol08vn8X/3qV3l5eT6fb3h4eGJiYv4o4AsBQFd5eXlubi6qESwIvKuBqzmzOImLiztuDgBZKpg2jI2NWa1WsOczMzMVCoVGo8nLyyOTyZ999tn9+/enp6e5XK5KpeLz+SeY8UR4vd7Z2dn29vbu7m6z2Uwmk8vLy2/duiWTyaLR6NOnT7u6ulZXV588eWKxWN56663a2loYRJy3vDMzM/39/RaLJTU1tamp6bSPfTQadTgcJpNpbm5Op9MtLS05nU7o3kajUSqVur+/f94TEhsbi+eHeKdQ/MzMzODJhJ7Y9vY2fD/UarVMJqPRaO3t7f/xH/+xtLQ0PDwMUdTzHEXAMejq6nr8+LHJZIpEIjKZ7M0332xqaoJ/+XMlAa/Xu7Cw0N/fr9PpKBRKTU3Nm2++eR4B5syXDsqSeAzOfGVgvAjSzuXk4TK+o8jJyfnoo4+2t7fb2toGBwezs7MBlnvtSlbAmaDMUVlZCR0F8PHQRyN6cywWq7CwUCaTFRUVZWVlnclO/L4CmXZgYMBisTCZzMaj+AH4RYKkl5KSAs10q9U6PDy8ubl5/fr1xsZGpVKJ6uhVCNDwFhYWAH6DZhTkBODbUFFRkZ2dzeFwzmQtvuIBFRzARs70NgUEgzjXvYT4sXAesOsHAoGkpKSCggI2mx0fHx8KhcBhAH9AqVRWV1fL5XLCk+tZjv5MJhM6NmazGVAiDocDhZ9nTJ0w/OdwODiU+P1+TA/29/dB+UWb/zgqIxwO7+7uPnnypKOjQ6vVisXiq1ev3r59WyaTQRT/uC+E2Wx2OBzeo9ja2goGg6gKsCAJCQkSiYRo9oPDIJPJSktL5XK5UqksKSkBzBGN+eXlZbfbDa7b+vq6y+Xa3d3FY40CLD09ffMoQBoDzhXoKeL+0eo2GAwDAwNtbW39/f02mw1ewshKsCMlk8l4VVwul8lkgm8Dbv4EQjESiYTD4d7e3vb29pGRERaLVV9f/84775SWlgoEgpSUFCC44uLitra24AtBLAgkz2BcDXyRRCLB2Ofw8DAUCgmFQqlUWlZWplAoVEeRnJwcCoUgrTM4ONjd3d3f3z82Nub3+1NTUxUKRU1NDWwKiouLBQKBz+dzOp0g2yQkJLBYLIirEvePP7S0tDQyMtLe3t7T07OwsMBms1UqVUtLy9WrV/FB0HgLh8Mej2dhYQF6X6hq4KN8/IKRSGR8fBwoSTKZXFlZeevWLTBY8Pysra0tLCwA1DQwMDA4ODg2NgYCfUpKikgkKi0tLS4uzs/PLygoEAqFKHj29vbQDsQrU1ZWBuY3GNg6nW54eBgu0bBRo9PphG9DXV1dWVmZUCjEWHl9fX1nZycuLi4jIwN80BP3b7FYJicnOzs7u7q6JiYmwOe7dhSlpaWg8j97X+rw8HB+fh6eg4FAoLS09O2331ar1RerM51IIwcHB8FgMCsrKzc3Nz09PS4uDh5/+fn5WBDAFbKzs589CVzGZTxvgIuMTLu6ugpqxOlM++oH4TbAYDAyMzPhFAEnZogfwsJoY2PDaDTC2B67j8Ph2NnZwSz3e4QzwTcAmba/vz8+Ph6ZVqlUXqyD91oEiMVsNptOp1OpVGjlGY3Gvb09SGgARP09sgUI34aFhQUIafT09AwPD9vtdjKZDN+G+vp6+Dbk5OS8ar4Nz/Ux9/b2WCxWXl4esA8+n4/JZEItqri4WKFQ1NfXAzH7Ej7gj2XyQKVShULh3//937/33nvBYHBiYqK1tbWrqys+Pv7999+vqKiQSCTgITxXt4BMJmdkZDQ2Nu7s7CwvLw8PD8fExMhksud1mU1ISMjIyHjvvfeKiop4PN6DBw9GR0fv3r2r1+utVusHH3xAp9OPg7BDoZDX6+3s7Ozp6QmFQpWVle+88w6bzU5KSqLRaFAvdTqdbW1tsLWG3+dXX30llUrfeOONq1evFhcXczic995778aNG4FAwGAwdHR0tLW1ud3uGzdu1NXVKZVKrEZ8fLxOp9NqtQMDAxMTE3q9Ho32mJgYHo9XUFAAUXzYXccfRU1NDcRep6enDw4O8vPzs7Ozj9f6kUjE4/F8+eWXra2to6OjMTExQqHwzp07LS0tarWaeO5v3Lghl8sFAsH9+/e7urq++OILnU5nNBp/+tOfMpnM46kZ2j49PT2PHj3y+Xw3btz48MMPBQIB+nCNjY2VlZVutxsSPX19fSaTaWlpqaOjQyQS4TCq0WhSU1NbWlpqa2v39/etVuvTp09bW1vn5ubq6uqam5srKyspFAoekoODg83Nze7u7o6Ojq6uLr/fHw6H4+LiysrKGhsb33zzTYlEApI67lCtVvv9/vX19YWFhX/7t3/DhOo4/grVFAj9g4ODgUCAxWJdv379zTffvHr1KnGd+vp6uVwuEom++OKL+/fvP3nyRH8UH3zwQUtLC3oPRK4JBoMjIyP37t1zOp0NDQ0ff/yxRCLB4w1iw9DQ0ODg4NDQ0NraGuYMcXFxMKzVaDRVVVUymSwtLQ1wps3NzYGBgUePHjkcDpVKdf369bq6OgBGk5KSIpHIzs7O0NBQx1F4PB5wh6RSaV1d3c2bN5VKJdgm+CBKpfLjjz92Op3T09Offvop+qbHsafRaDQUCg0NDd27d6+3t9fr9VKp1Kqqqlu3bt24ceMFVO1xwampqU8//XR9fb2oqOinP/2pQqF4ruF1UlKSQqHIy8sDKGt0dLStrW11dVUmk7W0tDQ3N7NYLCzID0YW/TJe2eIhJSWlpqZmd3cXTK2DgwO4Z77Wzx709zgcTm1t7eHh4fLyMmanY2NjU1NToGDFxMSwWKzc3FxsPZWVlcnJyd+XWC2RaT/77DOXy1VXV/eLX/yioKDga9lor1F1hwE42AIPHjz485//PDIyAjrBu++++957732P+KVIJAKL5c7Ozvb2dmhDkUgkoVBYU1Nz8+ZNjUYDI5HXupAjk8k5OTn//M//DJ7h5ORkV1fXH//4RxxgWlpahEIhxDZf2oP3Yyke8NwQwCQcegC6oNPpqampaK4/rycI2EVSqdThcMD0d2Fh4cmTJ1Bcea7rRKNRiMDevHmTxWIVFBT09PRsbGw8fvzY4/HU1NQ0NTURLCWDwdDW1mYwGCgUikKhKCsrEwgEBPYdms0sFgsqOs3Nzci5FotleXkZ+Jn8/HylUllQUABdNiaTiRMPyMdMJhNdVfA3cnJywKloaWlZW1tbXl5eWlpaXFz0+/1zc3NOp3N4eBha3SKRCBoaKpVqfHxcp9NZrdbu7u7ExES1Wh0bGxsMBj0ez/DwMGFrnZqaip60SqUSCATHZz4kEiktLa2xsRF2EN3d3SgAYMfW1NQEeR+I8HZ3d8/OzsbExJSVlalUKolEgmY8kf7gBc7lcuvr6+fn5+ELYbPZHj9+bDAYWltbFQqFVCotKChITk5OS0uDUCCGJykpKRkZGZFIxOVyGQyG2dlZGORB1BUErOLiYvg2ZGdnnwAd8ng8jCwikcjm5mZvby+DwaiurgbD2+v1arXaJ0+ejI+Pm0wmCoVSV1dXX19fUVEhFouPXwcs8MrKShqNlpeX19XVtbKyMjY2FgwGFxcXr169SjgMbGxsECbWEomkvLxcJpO53W5Qx8xms9Vq3djY2NzcdDqdSUlJubm50FkXCoXgJsIdFtMwMpkcDochhIqnKzk5OT09Hc2PiYkJiP+azeaVlZXTvg3Z2dmwiCZeroyMjOLiYrVavbu7a7Vah4aGMjMz6+vr09PTDw8Pt7e3dTodqBp6vT4mJgaTnIqKCqlUCk2z590JvF7v8FG43e6srCyo5bLZ7Od93/E8YFkIsh2ZTKbT6WlpaUwmE1nlcuZwGS9hR8vNzdVoNGNjY/Pz8xaL5enTp1QqtaKi4lXzIHvez4UXnEQiwSaSz+c3NjZi7o2tZ3t7G7oUWq323r17QqEwNzdXLBbz+XzIqb+0FxD5nMi0oGekpqb+YDLA8T1UqVTiFNvd3Y2cHwqFTCZTc3MzdC9eWgkBqoxOp5ubm5uamoJvw+bmJnwbiouLCwsL4duAXex1tyDE64BmLtTnqVQqoUCQmpr68reeH5fPA3QPCJc36D+QyWR0lF/smiQSicfjKZXKurq6zs5OnJUZDAbA7s+exPGVA12TmpoKCLhWq4X2vMvlio2NxVziypUrs7Ozra2tGxsbbDb7+vXrCoXihOsZJgDwhSgrKysoKIAvxPLyst1uBxrEZDKp1ert7W0Wi+X3+1EnQPkU3VPiatDqzs/PDwaDMJaem5tDNQKCzsrKysHBgVAolEgkCoUCNsw8Hs9msy0vLw8MDDCZTIlEcnh46Ha75+bmHj161NbWFg6H09PTVSrV22+/XVdXx2azT6BQoFBUWFiYmpqanZ1NIpGGh4cXFxdRVl25cgWcEBKJtLCw8ODBA7PZnJycDGzMCa3ME74QRUVF2dnZBCfYbrePjY1B09rn87HZbOCXkHFiY2PhML2+vm40GoeGhsbHx41GI/BmpaWlwFNWVVWd9m1AMJlMsVhcU1Pj9Xrhyox/odPpsI/t6Oi4f/9+IBCg0Wgqleqtt966du0al8s9fTUymSwSiZhMJiR9e3p6jEbj8PDw6urq4eEhOCFxcXFms7m1tVWv10ej0aysrKSkJJvNZjAY5ufn8cW53W76UYhEIkxCFAqFTCZDA+N4xQKiOZVKJZ5nEol0eHjo9Xp3dnbMZvPw8PDo6Oj09DSZTE5OTpbJZMXFxSqVqqqqisfjnenbAOPSqqoql8uFCVVycrJIJIqJiQkGg+C6ffbZZ16vNy4uTi6XX79+/datW1lZWS8GsQ0EAmtra0+ePJmeno5EInK5HHSUF1CBRNKIi4uDmwcWBNhCKpX6Wgh3XMYPJjIyMjDc293dHR8fHxwcTE1Nzc/Ph8jp635aInjVQqEwFAoFAgGdTocMtry8vLq6iuJhb2+Pz+eLxWKFQoEjI4PBSElJQbPju5vDRKNRv99vMpnQfoKkSkVFxXNJOLxGAdsobD2JiYmxsbEGgwE9OBzlZTIZupDf3T0Qvg1Op9Nms8G0YWRkBE1PkUgkk8kI3wYgt39I/QKcYHFCwywlNjY2ISEBgIiXfZy+zL/fSmRnZ3/88cdut3txcXFgYCAzM1Oj0fB4vBc762RmZtJoNIFA8Pjx47/+9a9oKen1+nfeeae2tvbKlSujo6OTk5M0Gk0qlb7zzjtZWVkX1EtMJhNE1fX19enp6c7OzomJCavV+vjx4+HhYWCcMjIygsHgmSzhEzUJg8HABPPOnTt2ux2k7cnJybm5OSjh9vT0MJlMFouVnZ2N3v/k5CSDwaiqqoKy7b1796D7JpfLm5ubP/jgAxgSX1BopaWllZSUZGZmyuXyTz/9dGlpaWxszGKxtLS03Lhxg0wmj4+PA29aVlZ2586dM806iMNfcnIy3J1bWlr0ev2TJ09GRkYMBkNPT49Wq/3LX/5SV1eXm5tLEIVDoRA6Xn19ffPz816vNxgMwk8D1uAsFgudgAs+Ap1Of+ONN4DtMRqNVCpVrVbHx8ebzebPP/98bm7O4/EUFBTU1dX99Kc/hdXaBdteSkoKhUL51a9+JZfL7969Oz09rdPp/uVf/mV2dvadd95hMBjz8/M9PT1bW1s4RgwODv75z3/e2try+XyBQIBMJnM4nLKjKC0thXURZEyeZbwLcxKHwzE6OqrVaj0eD5Rwi4qKqqurm5qasrKyUEddsCDx8fF1dXV+v394eHhtbW1gYEClUjkcDo/H85e//GVsbMzpdAoEApVK9dFHH8lksvNc254lYIzY3d1tsVjS0tLeeOONhoaG17c7exmXcTw33rlzB9NLrVabkpJSVVUlEomeFzr76jf+qFSqXC7Pz8+/cePG5uam1WodHx+fmJiYnJyElOLIyEhKSgqbzS4pKSkrKysvL+fxeOdJU3wrxYPNZtNqtT09PTs7O0KhECCZH/bzBsvzDz/8UKFQ3L17d2RkZHl5+d///d9nZ2fffffdysrKZxFnf+EIhUKbm5v9/f29vb0YI8NKqLi4WKPRNDc3i0QiFouF4fBlcrgsHl6PN0ogEKjV6pWVlYmJienp6b/97W9vv/22VCp9AYhFfHw8uiZNTU10Or2/v396etpkMnV0dJjNZjTaQ6GQSqVqaGjg8XgXFJ2oVuFsTTuK9PT04uJig8GwsLCAbnQoFGIwGNFodGNjIzY2NhwOn0fYJ9qu6C4Au8LlcpVK5cp/xurqquco0Jk+ODgIh8Ozs7P/+q//6vP5UG9kZGTI5fKampqKigqRSPS1NqL4i3w+v7q6mkwmg32xtLTU29vrdDoTExMtFsvOzk59fX1zczN00C9YEMJng0ql0ul0BoMhk8kMR7GysrK8vByNRnU6XWxsrNVqDQQC+Fsw0AgGg+hyAaokkUjy8/O/1rcBH4HFYhUXF9+8ebO/v39xcfFPf/pTNBp1Op1zc3MUCuXq1avV1dUajaawsPAExeXMJhD8SlUqFfCdIyMjRqMRViFJSUmOowiHwzExMaBWu1wujI/4/29kZ2c/i18EZBzAY4Z+bjgcXllZ8Xq9XC5XJBIR4tn5+fnPgrwkkUipqakymezWrVtPnjyx2WxffPEFjUbz+XzT09OYosDGobi4GKDVF+tUEcTxtbU1LpdbV1cnk8nA8L5MXJfxugeZTObxeGVlZVevXgUS/fPPP3/nnXcAY/ghgWeIvI2tJyMjA0aoDQ0NxNbjdDr1ev329jYoiESKg0nRiZnqNwnIyg0ODnZ1dblcrsLCwmvXroHq9sN+3mKPgsViQXEuKytrcHDQYDBgqGuz2TQajVKphDzJt1WkQWDDZDItLCxgpwZMgMPhyOVy7DvYgF4X34bL4uEy/r/jfnx8fHl5+fb29urqqtls/uyzz3BQezGvKCTKkpKSwsLCzMxM+MHpdLrJycm4uDg4FldVVVVXV1Op1GdJiCQSCbwFsVhcXV1tMpmgpqrVaiFkBMGfzMxMr9fr8Xh2dnaAyrig+AHuRSgUYpio1+unp6fHxsbm5uYsFsv6+nogEIBmJSCJqEkoFEpBQcGdO3fq6+sxM3mW9QHgD2mCx+MxGAy/32+1WnU6HWFeAb4yk8l8xrRFpVJzjkKj0QDW0tfXNzg4aLVaFxYWsENEIpGJiQnglxgMBlh6jY2NarX6ubABuH+xWHznzp2VlZX+/v579+5B7pPJZCoUijt37tTW1j67PSQAZrh/NptNoVDcbrfJZFpcXMTzEIlE4Hpht9upVCrmNiUlJSqVqqCgICsr61nKWsK3YXt72+12Q1lrbm4O89OkpCSsHlgrDAbj2fUGiPt/++23V1ZWdDrd48ePcdZnMBjFxcW3bt1qamqCvP0Ln4Fw50NDQ0+ePAkEAjKZ7Pbt2xi7X2aty/hhHObA49/d3YUkw71793JzcyUSycXj3Nc6YAnK4/E0Gs3h4eHCwsLc3NzY2Nj09DRsWKxWazAYzMjIyM3NLT+KoqKi1NTUpKQkYJmIXePFbgAaEr29vUNDQ9h63nrrLS6X+yNpeMfHx7PZ7Bs3bsC/7969e9PT0x0dHWtra3a7PSEhIT8/HwoZL0w2IHwb9vf3t7a2AA3o7e2Fb0NiYmJmZqZara6rq7t27dpr59twWTxcxv8Tubm5aFRD8r+3tzclJaW2tvabnFQSEhI0Gk16enpBQcHf/va3/v5+iNMlJyczmcwXq0xAt2UwGJWVlSaTaXBwELijw8NDj8fT2tq6t7e3u7tbVlbG4/GeJRviIIhZuUqlAh5Rp9NNTU3Nzc25XK5AIIBcgKEnoPCAzr9AclEoFGCVPHjw4PHjx5FIhOB5p6SkvMAFKRQKqOoKheL69etfffXV6Oiow+EAjgsefBwO59atW4AEsFisF9P3wCEemzp0eNls9ocfflhfX69UKl9gwo6BQGJiIuxad3Z27HY7AT9jMBjZ2dngeBQWFqanp6empqakpDz7Y0P4NgwMDLS2tup0OrTzoUhbWVlZUlKSnZ0N4NYLLAi0fVNSUshkMuSrk5OT33///ebm5pKSkm8OvUBNqNVqA4GARCJRqVRlZWWvjjb5ZVzGtxI8Hq+ysnJiYgLdq8HBQQhmPK8RyusYJBIpOzubwWDI5XK3272+vg4eLbCgc3NzNpvt6dOnGRkZYrEYJkV5eXksFuubTCGWl5dbW1vn5+dJJFJpaWl5eXlhYeGP8PzK5/NbWlo4HE5PT8/9+/c3NzcheQSpwIyMjBdeE8K3YXx8HCO1474NFUcB34b09PRLdbvL4uH1DqjjNzY27u7udnZ2jo6Ogr4GAccXuCBmtWw2Gw6CPT09hDTTwcHB1NQUbPBxln2utgGIaBwOByf+1NTUSCQCFIrFYoHdhNlslkgkAoGAw+Ec19k87z5xzezs7GAwaLfbY2JibDYbcZCFyxhmFBaLpb+/3263Z2VlsdlsFouFntDXZnPcAJSgAoHAyMgILgsVf71ePzAwgJrnBQ7iwWBwZ2fH7Xbv7e3BCY64OAT+t7e3vV4vhFmft2Y7ODhwOBwGg2F8fHxjY4O4MkyvMQp49qsFAgGfzwfJc3iMLC4uejyeUChELDVxfYFAUF5erlKpoBH0jDVDKBSy2+02m81isczMzKAO9Hg8JBKJz+eXlJRcv369vLxcLBYnJSW9QNkA6aqlpaXJycmVlRXinmNiYvh8fkFBQU5Ozjfpm8IyfGFhobW1FUz6+vr68vLyHxgW/DIuA534rKys2tpar9e7srIyMzOD9kpCQsIP2+kceRgzcC6Xe3BwsLu7KxAIxGJxUVGR1WoFO8vhcEBibmlpyWAwiESi7Oxs9lGkpaXRaLRnP32Gw+Gtra3Z2dnHjx+vr69DU7u4uPi7I1e8ygH/BwyCYmNjJyYmlpeXR0dHQXAvLy+HKcGz12kYPm9sbNhsNqvVCl3E+fn53d3dlJQUpVKZl5cnl8uLi4vhN3rJbbgsHn4gwWAwbt265fF4enp6pqamKBRKfX19YmLiN8ThQc0gEAjAju3w8NDpdP7Hf/zHwsLCL3/5Swhdv8BlIarN5XJ5PF40Gm1ra/N4POFwGLDChw8fFhUVQcBeqVRCYOFZLgs1gNjY2P39fZfLBXAOap5AIGA6ivb2djqdnp+fr9Foqqur0cB+rhQTOIpQKIS8v7e39/nnn+v1+n/4h39oaGh4rlQOMaWnT592dHR0dnbu7++HQiGgeqLRKIlE2tvbW15e3tjYGB4ehi8EbB+efcoRCASmp6fv379/9+7dYDAYiURgZR0IBILBIA79zx47Ozsmk6m/v39oaGhkZMTj8WC2Q2yoMTExh4eHu7u7Ho8nGo3iG3mu583n853wbSCRSBAULi8vv3379p07d75Jpy0SiRgMhq+++ur3v/+91+vF94huUyAQONNE83mvb7fbp6amOjs7Y2JiSktL79y581wCypdxGa9RJCYmNjc37+3tdXV1GY3Gw8PD6upqTKd/PIsQHx/PZDLLy8vLysquXLmyvr4OK1IAdM1m88LCQnt7O41G4/P5arW6pqYGEuHPXjwEg0Gz2TwxMQFkQUVFxbvvvpuTk/OjffBIJBJcWVUq1R//+Md79+6Nj4+3t7ePjo5+9NFHb731Vnp6+rPv7IRvQ0dHx3HfhtzcXPg2VFZWvjAF7jIui4dXeEGP1N+Li4vffffd3t5ei8Xyhz/84cMPP2xqaoIQ6vNeEAdu8GsNBgOLxbp582ZcXJzNZpudnTUYDL/73e/0ej3IxyDJPW/bhmAkI/NCJtzj8Zz2hZDJZGKx+AIHbnSsh4aG+vv7BwcHFxYWKBSKSqUC/Km/v99oNCYlJaWmpiYnJ29sbFgsFp/PNzMzw+Fw+Hw+bCJEIlF6ejrk/M9L3ysrK/fu3dNqtTQa7caNG2lpaXAcW1lZ+eMf/7i0tFRTU6PRaDgczgUDk2AwCB2emZkZ8DTW1tZCoVBBQQHYdUajcXV1tby8PDk5eXd3F8YOhC+EUqksKiqSSqUXdPTBJJmamho4ivn5+UgkolarRSIRnU6Hi/6jR48oFIpQKISxxnnlDazrlpaWjEaj1WpdXV2FSwO0Zel0+sbGhs/nC4VC165dy8nJ2dnZmZ2dXV1d/fLLL+FAUlVVhb9y3oIcHBxsbW1BDBG+Daurqz7f/4+9P/9K/Mz7/HFZVEBAWUQQERAQQVnEBdyrtFarKumqbN3pZHrOfc+5z8x/Mf/C/DRnzsycSafSndydpVKVSi3uu6KggMomuyCLsimLgsD3jK/vzcepylKpVPrupHj+cJ9zpy2ByzfXdb225+OIw+E0NDTgcDi3220ymSorKzEYzMs9z5BYMplM8JDo9fqjo6O2traWlhYKhbK5ubm4uDg1NQVuYy/NfsrlckdHR0+fPp2cnMxkMn19faOjow0NDaVRh5J+w3e4qqoqkUj03nvvTUxMBIPBL7/8EolEwh74a/e5/6knGuR9SCSSWCymUCjd3d1+v9/pdNrt9p2dnb29vUAgMD8/b7VaHz161NjYWATd0On0H8gKZbPZ/f39b775ZnFxEYFADAwMXLt27TVvm4E1Bzus4eHh2tpakUikVquB1bO/v2+1Wvv6+sRiMRqN/r6FhfTo9vY2MKnsdrvb7Q6FQnV1dUBQLnIbampqfgPo7lLwUNJ37OAwEHzjxg1IfE5PT4M5DxDFX+Ia5PF41tfX5+fns9lsc3Pz6OgogUBwOBwYDEan062urh4dHcVisXw+LxaL6+vrf+By/wNvG8AXeDxeLpcD+QG4EIFAwOPxwFy1z+cLh8N1dXVUKrWmpub8mQRBzv7+vsvlevz48czMjM1mIxAIHR0d169fB6ByPB4PhUIIBIJKpTY1NdXV1UWjUbit6vX66upqgUAgORObza6tra2uriYQCABcO79ZgOfs3NxcKBRis9mXL1/mcrmBQACHw62urm5tbcVisYODg1wuJ5fLGxsbz1/uoQcpmUxGo1HgNqysrAC3AYvF1tTUAGOOyWQmk0loDYJtC4VCFbkQy8vLUJ/1er3RaJROp9fW1gL0+vyCZDIZADuMjY2Nj49bLBYUCiWTyS5fviyXy6urq3O5nMvl0uv1DQ0NPT09DQ0NRbMOGBE5Pj5OJBKHh4eRSCQUCplMps0zBQKBVCpFJBJhqqG6urqsrOzo6CiXy2Gx2AsXLnR2dkajURKJNDc353Q64/F4IBCAUjKbzcbhcMXTDjq+0ul0NBqFDqiVlRUYPQRuQ1tbm1wu5/F4UEEymUwwLf0S23cmkwH0+OzsLExQHB8fCwSCixcvqlSq2tpaAoFgMpkAptHb2wstfy/xNYzFYmCabDabq6uru7q6gEBXao0t6Td8h6usrORwODdv3vT7/cFgcGVlhc1mt7e3MxiM16r+UFwQcGdiMBhQqXa5XLCFms1mt9sdjUZtNtvW1hbYfkgkkra2NujjrampIRKJ0M50fqM7ODjY3t6en593u910Or33TP+OfOt/qJtPRUUF5N2g3pXP53d3d+fm5vx+fzqdPj095XA4zzj7QRtzNBo9z23QaDQIBKKqqorP5wO3obe397fHbSgFDyV9h8ARUqvVAhRTrVbX19dfvXoVphd+6n1rZmZmYmIiEolIJJKhoSGpVEqn0+VyOZ/Pn5iY+Otf/+pyuYLBoMViuXXr1ttvv02hUF66SwrSVx0dHUKh0O/3A/lYq9V6PJ6nT5/CBxkaGuo/EzAOi0HO/v7+zMzM3bt3bTZbLBbD4/FXr1595513mpubSSQSAoEAPJnJZCpWIfP5vE6nAxZ1IBA4ODjY2NjA4XANDQ1isbizsxNQkc+MQ6yurj558mRvb49Opw8MDLS3t7e0tJyennK5XLFYfPfu3UAgMDY25nK5rly58sEHH9BotKJ5a7GSMzc3Nz8/v7W1BdyGysrKjo6OIrchmUzOzc3BFRmDwbS2tnZ3d1++fNlkMk1NTZ3nQnzxxReDg4MDAwP9/f1kMvn8zhiJRNbW1u7evbu5uen3+3E43MDAwPvvvw8OWkgk0uFwWK3Wzc1NvV4PBovnnf6g9dNoNGo0Gr1ebzKZDg8P0+n08fExBFqdnZ0KhUIulwOsHv470BuUSmUul+Nyua2trZ988gl83r29PaPR+OGHH3K53PNtXZlMxuPxzM/Pz83Nra+vF7kNra2twG1gsVgIBGJlZeVnFovBMezjjz9eW1tzOp2VlZUKheKDDz6QyWQw4RCJRLa3t7Varclk+vzzz995552XCx6sVuuDBw+ATg3Eura2tr8bt7+kkv69RKFQlEoloLssFotWq3306NHNmzdfw+DhmUACg8E0NTUxmcz+/n4YK4ejR6/X7+3taTSara0tHA5XV1cnEokUZwJq8vnAwGAwfPPNNw6HA4/Hw5w0j8crRQ7nRSAQoOYvk8nu3r2r1Wo1Gk0oFNre3v7www/b2trOb+nZbDYUCgG3YXl5GQz9MpmMTCZTqVQjIyM8Hq+urq7EbSgFD6+LKioqampqBgcH4/E4+A4RCASBQIDFYn/ScEI4HIZMMOTFOzs7L126BFdhHA7X1tYGDIfFxUWTyWSxWBAIRDQahRIhVKtfYpOF+IFGo+Hx+Kqqqtra2iIXwufzmUymTCbjdru1Wi1QDrhcbiKRcDqd0Fqq1+urqqpkMll/f39vby84I8G9TalUQno7FAptbm52d3cLBALYrM9jIvb29ux2ezgcBhgzm81msVhg143BYNLptFqt1ul0YLs0OjrKYrHgaGxpaamoqAAQxMbGhsvlevr06dHRUV9fn0QiodFowWDQZrOBV7TJZHK5XOl0urGxkc/nF72igdsQCASKyXWoJgH1DEyuWltbYcGBC5HP530+n06nA8pBU1NTLpcD8NnS0tLq6mpZWZlQKOzr6+vt7e3s7ASiXFlZWXt7eyQSOTg4gGiHx+OBERNUe3Z3d2FNALx/eHhIpVJFIhGsBgj6uyB0PD09bWlpuX37Np/PhwUBzDkKhVpcXFxZWQkGg9PT0ycnJ319fQqFgsFggCF60TzbbrdHo1EYoz+/IAQCIZFIvAg/7gfCBq/Xu7y8vHSmRCLBYrH6ztTT0wNtV2VlZWKx+I033ohEIjabbXZ2ls/ns9lsGo324vf+TCYTDoc3NjampqYikQiXy719+3Zra+vfH8BZUkl/f4FpuFKphFqly+WCjaWmpoZEIr0mzUvfea5B/IDBYGAPJ5PJFApFIBD09vYWN1ufz+fxeGKxGIQW5zER1dXVmUwGMN7pdLqjo+POnTt8Pr/UCfmMUCgUHo+H+vbp6SmbzV5cXIxGo0tLS/l8vre3F/i52WwWuA0Wi8VkMtlsNsgGSiQSoVAoEomEZyKRSCVuQyl4eM1WFo1WKpWJRGJxcdHtdi8tLfX29pLJZLgkvaC/vs/nW1hY0Ol04XC4qalJqVSqVCoIwVEoFNQH29raKBQKAoHY3NwExkI0Gs1kMmDnCreul7jzQQtT85n6+/vtdvt5LoTVan3y5Elvby8k3UOh0MrKyv37991ud2VlZXNz8/Dw8LvvvltfX3/+2ieXy09PT1dWVvR6/crKilKpZLPZ0CZ0fHwcCAQMBgNAQ51OJ5juLS0tQTFUoVB0dXURicRYLLa2tubxeFgsFoAdits3hUIhEokCgYBOpyMQiI2Nja2tLb1eD4MBLS0tRqNxbm5uYWEhEAgULWv7+vouXLjwItyGIhdCqVTu7e0BF2JlZWVvb8/lck1OTioUioGBgcHBQZhzuHfv3tbWVnl5uUQiGRgYeO+995qbm89vhS0tLWg0enV1dW5ubnV1taOjA4PBVFRUbG1tabVanU4H4+aVlZVQWJdKpZ2dnd3d3RwOh0qlQgeXRqPZ2NiwWCwMBqO9vX10dLR4UQZXVg6Hw2KxkEgkLKzVat3b20skEhKJxOfzQQXG6XTm83kg8fX09AydCTjW8KsSicRLfAvgMU4mk06nc2lp6d69e0tLS2g0msfjdXd3/+EPf1AoFOfrVwD4A/8leJ55PB488y/yDMNrmUwmoJ7TaDSJRHLr1i1Yq5JKek0kk8mKO+3y8nJ3d3d9fT10fZQaP8BYnHomuVwO0GKTybS2tqbVaq1W68HBARQl0Gg0l8uF0iWTyUylUqurq7DTyuXy0dHR0r32+wSZx7q6uqampoqKiuXlZYvF8vnnn+/u7iaTyfb29nQ6DbVumAPEYDB1dXXAbRgZGfk5Hq8llYKHX/0OhcfjhULhnTt3Hj16ZLFY7t27BzCEF5k0zefzqVRKp9N99tlnu7u7HA4HujueacEEFvX169e5XO74+Pji4qJer//mm2+gZn3x4kWpVPrzmZpAlyORSEUuhE6ngyuaw+F4+PDh8fExZNA5HM7w8PDg4KBCoairq3umxRyLxXI4nDfffBOBQCwuLj558gTmQyorKysqKurq6lQqVUtLy82bN71er9Vq3draMpvNLpcL7rvz8/NgyOPxeGpra2/cuKFQKJ7xgALgw+DgYENDw+Tk5OzsLAzgGgwGAoFwdHQUDocPDw/r6uokEklPT49UKm1oaKitrf1JfavQWAVv4Pbt2zACAc7iXq93YmIin89DHyfYUABU7nmEUEVFBY1GGxkZSSQST548+fbbb5eXl2F6IR6Pp1IpMpnc1NQkkUhEIhGfzwckQk1NDYQH2WzW6XT+9a9/NRgMRCLxxo0bAwMDz7R4AZyus7OTTqdPTU0BZ0etVjscjurqarDDOjw8rK6ubm1tValUCoXi53AbvvMxnpiYmJ6enp+f9/l8eDy+v7//4sWLg4OD9fX1z4zFo9Ho6urqy5cvJ5PJTz/9VK1WY7FYNpsNaKcffblcLuf3+7/66iu1Wl1RUXHhwoXh4WESiVQqeZf0Wgm+NbDTLiwsPH36FIvFCgSCFySKvlZCoVBUKrW9vZ3L5V65csXv99tstu3tbaPRCGzTg4ODtbU1LBYL6Tw8Hj88PKxUKkuL+aOqrKwUiUT/8i//IhKJZs60tbUVCARIJBJYdcdisee5DSUzpVLwUEpvVDCZzEuXLvl8PmheWltba29v53A4P2okmkgkDAYDuPGQSCSZTDY4OPi8mSlMKbHZ7OrqaggkqqqqLBbLxsZGMplMpVKxWEwkEj3Ti/9TdZ4Lwefza2trmUxmbW2t0WjcOVP+TBUVFQQCgc1mQ7fJ8zZHaDSaSqUODAyA+Y/T6VxdXVUqlc3NzdDXiMPhaDRaoVAQCATgfWGz2ex2O5hjeDyew8PDXC4Hr7W/v280GgGVT6VSoSgPgrjF4XBsb28DKczr9SKRSOB2t7a2KhQKpVIpk8m4XO75zPeLfm3OusXweDydTm9ubqZSqfX19TQabWtry3kmWJDy8nI6nc5isXhngvlySMan0+lIJLK/v7+7u+t2u4+OjgqFgsvl8ng8KBSqvr4eGrrYbDaPx4NWKCaTeT50zOfzNpttbW1No9GcnJwIhcL+/n6xWPxMwIZAINBoNHiZg1cSGo3e398PBAKwVmg0urW1VSaTKZXK9vb25ubml+M2PH+PT6fTLpdrc3NzfHwcih6QxhseHu7s7BSLxc/XxCDUkclkwWBQq9UeHBwAIai8vLy5uflHX9Tj8Wg0mtXV1VgsxuVywQIYXINLO1JJr9G5/m877d7ensVicbvdsNMKhUI6nV5an+f3HAwGQ6FQCoVCIpGAo0ckEtntdp/PFwgEdnd3w+EwHD1EIjESiVitViKRCN4hkGd5bVvCfuAKBPQnPB4P3iSVlZU+n29/fx+OHgQC0dzcLJVKu7u7FQpFW1tbidtQCh5K+v+LTCb39vZun2lra2t9ff3x48e/+93vfjR4iEajDx8+hPbK/v7+vr4+kUj0A0XSmpqa4eFhPp8vl8v/x//4H8vLy7Ozs3a7fWtr67/8l/8ikUheybRokQvR3t6uVCr/1//6X/v7+8fHx/l8Hi6pALNLp9MnJyffyYUANye73a7T6aCt6Ouvv3733XfPj5IjEAjSmSQSyenpaSKR2NzcXFhY+Prrr81mM/TPBAKBzz77TKPRyOXy/v7+zs7O82WZbDZbxGJAsQL2/crKSgaD8f7774+MjDQ3N//8Cn7lmYaHh+VyuUql+vjjj/1+fyqVAjQehE/Hx8cw5Vx0AMzlctFoVK/XLy0traysbG5uRiIRiAfQaDQMnI2OjkKxAovFfuf7zOVyy8vLExMTfr+/ublZqVR2dHSwWKzvfJ9ghAf8CohhYEEgLHzzzTdv3rwJnrOv6sk/PT09ODiYmJj43//7f+/u7mYyGRKJdPPmzbfffhu4cj9wlrPZbIVC0dfXNzs763a7Hz58WFVV9SLBg06ne/r0qcPhIJPJ0A4nEAhKu1BJr6Fgp3U4HBsbG0B4vH///jvvvFMKHn74vksgEGDcK5fLpVIpsOP7+uuvtVrt4eFhoVCIx+PffvutwWCQSCT9/f1KpVIul5d6bH4gi3R8fJxKpU5OTlBnAgArTBJeunTp3XffbWtrKzqalFQKHkoqKyZWu7q6AF3s9XofPXoEHAMKhfJ9CdHd3V1IoIZCofr6+gsXLvT29v5A23fxv1MoFLlc/i//8i+tra3A9tJoNP/tv/23wcHBixcvcjic82Y+L/dxMpmMyWRaWlp68uTJ5uYmGo1ubm7G4/EIBMLtdrtcrvNciLa2Nj6ff946Ft6qRCJ599134/E4zPPx+Xwmk0mj0Z75jBCQ4PF4mPbLnYlIJHI4HCwW63K5IpHIysqK0+mcmJior6/ncrlUKhUc4mw2m9Pp9Pl8hUJBKBRWV1fH4/FwOBwIBP72t78Fg8HR0dGmpqaXM/M5/w4LhYLVal1bW3v8+PHGxkY+n2ez2TU1NfAOA4EAcCEePnzI5/MJBEI+nwd+wt7eXjAYPDg4gMlmFotls9kODg6SyWRlZWVdXR2MrHxnQgs4ssvLy0ajsbKyUqlUQmf/M09INpuNxWJbW1tgng2vm06nwQk3mUyGw+FIJPLw4cNIJHL9+vXW1lYmk/nzH3uXy7W1tTUxMbG2tra3t1dbW9va2nrlyhWFQtHY2FhZWfkDYRv8TywW65133onH4xMTEzqdDowUGxoavs9v4OjoCLwp19bW8vl8e3v7e++9ByZRpV2opNf26Glra/v9739/dHRkt9vHx8eBrAw7bWmJvu8YBaFQKDDvhsTWyckJDodrbGwkk8lutzuZTG5sbEAzLThM8Pl8gUBQX19PoVBKi3l6eppOp4HboNfrHQ4HnNd0Op3JZIIzuN/vn5qaSiQS165da29v5/F4pXUrBQ8l/T8SCATZbHZ1dXVlZUWn06nVajqdrlQqnx9+KCK0ZmdnLRZLZWVlV1cXuBK9SOsFHo/H4XAUCoVGo6HR6LW1NYvFMj09DW6kKpUKjPN/gJv2fQIaQDgc3t3dhebF6elpIpEoEok6OzthYluv1zudzmAweJ4LEQqF6HQ61HaLXIjGxsbBwUGNRhMOh41Go1qtBu+d54u/4P6UTCYDgUAikSASiTA8TSKRzGYz1EA9Ho/Vas3lctDqA/0/brcbhUKRSKT29vaOjg46nR6JRIxGIxDQoDjQ29vb1tZWV1f3Ej5CsCDAT5ifnwc7XSQSyePxOjo6mExmVVWVVqs1m817e3tut1utVre0tBCJxHw+b7Vaw+EwFBkYDAadTm9qauLxeGq1Wq/X22w2mJfI5XLPRw7wuvBX0Ol08XhcKBR2d3d3dHRAYarIbYhEIkVuAzgSgtOIVCpta2tjs9lHR0dWq1Wn0+3s7EA/2OHhIQyr/CR4dvGNQdE/GAzCCPjY2FgikaBSqd3d3RcuXLh161Z1dfULVsDAcRJWw2g0arVaPp9/6dKlqqqqZ7418LqhUGhxcRHMkXk8XldXV29vbykdWNJrrsbGxvLyco1Gs7+/bzKZ1Go1m83+zp22pOeFRCLT6fTe3l48HgcjkI6ODg6HYzabPR5P6Ewul+v09LSpqUkkEkkkEj6f39jYWP1vegnm0q9awG2AjlzgNkBjLVg4Njc3Q1UnlUq5XC6NRrO3tzc2NpbL5RKJxOnpKZ1Ox+PxL4cfLakUPPwGBRmLGzduZDKZb7/9dmJiAovFSiSS5++s0KWztLT08OHDaDR66dKlDz/8kMfjvTjcCsg40M0/MTHx5MmTyclJjUZjt9tNJtPVq1ffeOONl+gCB8jO2travXv31Gr17u4ukJKvX78+NDREIpHy+bzf79fpdBMTE1qt1u12P336dGVlBbgQg4ODfX19xekCyKxfvXo1nU47nc6FhQWwVCIQCM8caVD01Gq1n3/++d7enlwu/+d//mepVMpgMI6Pjx0Ox9bW1srKisFgsFgs29vbZrMZMu4IBILFYg0MDLz11lscDodMJp+enqrV6qdPn46NjRmNRiBOXLly5Xe/+x2FQvmpXf6FQiGbzW5vb3/11VeLi4s7OzvQYHb9+vXh4WEmk4lAIC5cuKBWq+/du2e1Wvf397VaLXy609PT6upqsVjc1dXV2dkJcOWKigqhUPj06VOfzwe7LZ/Pp1Aoz9y2gT23tbX15z//2eVyMZnM9957r6OjA4fDFZ8lIHCDl4VWqy1yG8RicV9f38jICNDo8vm8wWCYmJh4/PixzWb7y1/+YrVah4eH79y5A2S9l8g2ORyOr7/+enZ2Vq/Xp9NpqVR69erVK1eutLa2Pv/H/QFB2q+/vx/ixu3t7b/+9a8Aun7eG/H09NRms/35z382mUxkMvnmzZs9PT0/6eVKKuk3qcrKytra2suXL6dSKTD9w2AwQqGw9O14kR0+k8lsb29/9NFHbre7vr7+97//fU9PD5/PT6fTXq/XbDavra2Bd4jFYoHaTm1tLYvF6jxTR0cHmUx+rUyiwboKuA1LS0uRSKTIbejp6bl06RK0XRQKBbvdPj09/e23325sbNy/f99ms1mt1rfeequ1tbUE5CkFDyX9fwmM6upqpVLp9XqhwX1jY2Nubq69vZ3NZp//yUAgAAnUw8NDoVDY1dUlk8mAsPbiwUORrKlSqWAEGbjLa2trqVTq4OBAqVQ+T177AQFSZ2lpaXFxcXV1NR6Pc7lclUoFuIDGxkYsFpvP54tciPb2dkAHeL1ei8WSzWaB2NDS0iIQCJqamvB4PBaLlclk4DQai8U2Nzfn5uZyuZxQKDz/0tFoFKiTwWAQNmWlUkmn06uqqk5OTvb29sDoKRaLnZ6eQkM/DDkUCgUgjlVUVMCLslishoaGW7duUSgU6G8xGAzwz3t6emQyGfBEX2RBIL++srKyeCagbnd3d/f09MjlciQSCakpq9VqNBp9Pl8ikYAR6lwul8lkysrK0un0/v4+NNFWV1cD/FgikcRiMa1W63K5jEbj7OxseXl5e3v7+ZdOJpMajWZ5ednpdFIolPb2dkBTA+IgEAjY7Xbzv8nhcESj0fr6+iK3Abx3i5hPiUSCwWBqamqWl5fVarXVaj05OTk6Ourp6enq6iIQCC/oYp5Op2Ox2MrKytLS0sLCQtGTBAisfD4f+uV+6mPM4XC6u7uhbGKz2ebn54lEYnd39/k/E7jiLi0tQaVOIpH09fXBeHpp5ympdPTAThsIBCCPYDAY5ubm8vn8MzttSc8olUoVd1qwY+rp6REIBGQyuVAoEAgECoXCYrG6uro85wSugwcHB9A+UGTy1NfXg4H4by9mKxQKMOHmcDiAB2U2m202m8/nA1Qc8ILg9ClyG9BodHl5OR6PZ7FYarXa7XbDcGBvb29PT8/rFnSVgoeSvlfgSdrZ2anX69VqtcViefz4cVVVFYPBgApyoVA4OTlxOp1ff/21yWTCYrEqlaqrq6uxsfElXg5uaQKBANoxKRRKMpnc29ubnp42Go2Hh4fl5eVsNptAIPxwgjmbzUKCf3l5+e7du3a7PZPJcDicixcv/of/8B+gAbR4ShW5EH19fXa7fXJyEkxdnU7nzs7O06dP+/r6Bs7U0NBQXV3NZDLb29v7+vrm5uYA6EYgEDgcTnl5OeywmUxmb2/v8ePHOp2uUCiAIxCXyz05Odnf349EImazeXt7G/p8qqqqIHrB4/HpdPrw8PD4+Fiv12u1WoFA0NbW1tXVJZFIeDwe/FiRIwFNRBUVFVwu90dtqU5PTyGvr9Pp7t69azAY4vF4fX29XC7/3e9+x2azy8vLYTJ+bW3NZrNFIpGKigoMBkMikWpqanK53NHRUTKZBKiz2Wym0WgUCiWXy5FIJCqVKpVK+/v70+m0zWabmpqqqakRiUTF2nc2mw2Hw1NTU6urq6lUSnUmoVBYUVERDodhCBu4DQ6Ho6ysrKqqis1mq1Sq57kNIDqdTqPRgIJ0fHxstVrX19edTmcgEMBgMDwej0ajPeOm+oxyudzJyQmYafzrv/4rUELr6uqkUukf//jHzs7O75vhfhHV1taKxeKBgYHDw8OVlZX5+fnq6mqRSFT01YVK3eLi4sLCwsHBQVdXl0qlAgR7ac8pqSS4pXG5XIVC0dvbOzc353a7x8bGYHKsuNOW9PzBFw6Hp6en1Wp1Mpns6enp7e0ViUTV1dVwvNacqbm5GZr7jUbjxsaGRqMB9qjT6TSbzdlsls1mt7S0QBJQLBbjcDgsFovBYNBn+rXHDFCcAVNHs9lc5Dbk83ksFstgMIDbMDw8XFtb+wzjnHym+vr6pqamfD6v0+mgxdfj8VRUVIjFYjDyLuWASsFDSf9XIpHogw8+iEQi6+vrY2NjXC4XXEoxGEwul7Pb7WtnSqfTAoHg+vXrcrn8Z74iMPlv374tFArv3bun1Wq9Xu9nn31msVjefPPNH51SCoVC4BC1uLjo8XjIZDIwgIFT9n25AeBCgNMUcCHW19fBqdbhcIyPj8vlcnAHYjKZH3zwQTQanZiYWFxcbGxslEqlTCYTNprd3d319fXl5eVQKMRgMC5fvtzZ2QkJobW1tdXVVbfbHQqFgNsAQPuWlhaYjYYiD/hc+f3+cDis0+moVCpga6hU6n/6T/8JeNg+n+/Bgwc7OztvvvmmSqUCC9HvUywWMxgMY2Njk5OTbrcbg8F0dHQolcqGhgaj0fjkyRPwBY9Go/F4HIlEcjic1tbWtra2lpaW2trafD4fiUTOcyF8Pt/MzExbW5tSqezq6iKTyXfu3IlEIg6HQ6fT1dfXQwAJQRqQuQE7SCKRLl68ODQ0VFZWptfr19bW1Gq13W4PBALxeLympqatrU2lUnV0dDQ0NPwAtwGBQNBotMHBQSaT+ejRo6mpKY/HMz4+7nA4bt68OTg4CP11P5CfMxqNk5OTjx8/djqduVxOLBaPjo6OjIzweLwfdRX7UZHJ5OvXr0cika2trZ2dnZWVle7ubpFIBOFBNBrd2dlZXFw0Go3Q5nTjxo2f6QpQUkm/PXG53A8++CAWi42NjS0tLT2z05b0/MFnMBgWFxedTieJRBoaGhoeHv5Ot0Oo7QiFQgaD0dfXFwwG4eiB0yccDq+srJhMJgqFAr4RbW1tEomEyWT+2ueqId1psVjATRuu/jAcAtwGpVLJYrHodPoPcBvIZHJnZyeZTJ6amoITZHl52efzQfevXC4vuTCVgoeS/q9oNJpCoeju7j44ODCbzaurqywW69KlSygUKplMqtXqhYUFv98vkUiGhoZaW1tra2t/ftqJSCQCnCGfz0PHzt7e3uzsbD6fD4VCkMsvFArn/xW41O3s7KyvrwP82O/3czicjo6Ovr6+/v5+SLF/X0K6yIWAUWAqlcrhcAQCgcvl8vv9Wq02FArt7e05HA4ulwu3eYFAsL29vb6+Pjk5efXq1crKykKhoNPpZmZm3G53bW1tV1cXDoezWq3T09N6vd5gMJjN5vLyclhSoVAolUph0gOLxSaTyYODAy6XKxKJZDLZ3t6e3+8PhUI7OzsWiwWge2w2Gww0ampqwuHw0tISAoEIh8OxWKypqSmXy53/RPl8PpvN2u12g8EwPz+/vLxsMpkIBAKRSCwvL4fOTqfT6XK5gsEgHo+nUCjgvMHhcPh8fnNzM4fDqa6uzufzMEMMNAyn0+n1ere2toLBoN/vd7lcUCxisVhSqRQ+5qNHj27cuAF7qNFonJiY2NnZwWAw7e3tJBLJ6/VCT5rBYDAajblcjkwmi0Si5uZmiUQik8l+lNsATW719fXQiorH45eXl61W6+rqKgqFisfj0Wi0ubkZg8Gcf0gKhUIul3M4HEajcXFxEdDj9fX1YrEYCh0ymayysvLn540g+u3s7DQajaurqyaT6fHjx+Xl5WQyGYlEOhyOp0+fGo1GBALR09PT2dkpEAhesNWqpJJeH1VXV0skku7ubrfbDQB7Lpd79epVmJUqzaee3+pzuZzRaBwfH7darTgcrqurC+akv3MXBWQBFCLKysp4PF40GuVwOEKhUCaTeb1ev98fDAaBsbO7u7uzs7O9vc1ms8H2ikaj1dbWVlRU/FpS7LA+gUDA6/W6XC4wINne3j46OqqpqZHJZHw+XyKRgC3Hj3IbMBgMjUarqalBo9FYLHZpaQl+IRqNTiQS0WhULBYDM6pUIisFD6+14KsyPDx8dHS0s7MDOGGJRFJVVQXZ9+np6Uwmo1Qqb9++TafTX1VlE8bm3nnnnba2NgaD8eDBg9XV1b/+9a9Go9Hj8fz+979/5pt5enoKoIlvv/12dXUVgUA0NTW9+eabV69e7enpefHXhdELJpN54cKFg4ODR48ejY2NLSwsgHnoN998AwO1TCZzeHjY7XbrdLpMJgN55Ww2Ozc39+jRo3g8fuHChatXr8LgxMTERDqdPj09LS8v7+joGBkZGR0dbWlpqampKR6BxDM1NTVduXKlUChsbm5qtdqFhYX19XWYcltdXS0rK2toaGAwGEKh0OVy7ezs3L9/H7B3f/zjHxsaGs7flWFWYXJy8v79+4uLi8fHx3g8ns/no9FoCIfi8XgRkCwSiVQq1cDAgFgsZjAYz5zNGAxmZGSkr68vGo1CumVubs5ms1kslqdPn/L5/CtXrjQ2No6OjsLEyEcffcTn85uamsrKytRq9RdffHFwcACD4MFg8NNPPx0bG4tEIplMBo1Gi8XioaGhmzdvQmjx4gcSlNGHh4elUimfz7937979+/cnJiZMJpPZbH7//fc7OjrOL0g+n89kMsvLy19++eXc3FwkEsHhcD09PW+88cb169e/j03xEgKEk1wuPz099fv9er3+k08+YbPZgE7X6XSffPJJIBCQSCS///3vZTJZyWGppJKeV8WZ+vv7Dw8P3W63Xq/PZDJCoZDFYr24G8drEjycnJysrq5+8cUXkUhkcHDwT3/6k0gkesGURPHIGxoayufzOzs7er1+YWFhdXUVkkE6na6srKyuro7H4/X39/f29qpUqurq6l9L8AD0T71ePzY29vTpU/D+htY4KPz29vb+JEQ07PDd3d0SiUQoFD548OCzzz6D9JzJZHrnnXcYDMb3WZaXVAoeXiOhUCixWBwKhTQajc/n29nZmZiYIJFIfr/fYrHg8XiFQtHR0cFms1+55wACgWAymTdv3qyrqxOLxdPT06FQ6MmTJ9CkfvpvisViExMT0LDk8/moVOqFCxeGhoY6OzufGe/+SdELhUK5ePEij8e7cuWKwWAAX1e73f7VV1+BgSkWi83lcm63e3Jy0uVypVIpg8GQyWTq6upcLtdHH30UjUYPDg5OT09FZ5LL5ZDRb2ho+L4GKrjCNjY2VlVVCYXCGzdueL1em822s7NjtVrT6TT4ySaTSWBKHBwczMzMJBIJLpeLQqFOTk7y+fzR0dHS0tLY2JhWq93Z2SkUCkgk8vj4eGdnBxhwBAIBTL7hls9gMOrOdD6eeUZQnFGpVEwm8+LFi1tbWzqdDljaT548gUwMAoHAYDChUGh2dhYQ1FqtNpFIkMnkUCh09+7deDwORQ8ulysUCtvb24VCIZfLZbFYYHj3En8pPB6vUqlgfGVyctLj8aytrZ2cnCwvL2Ox2HQ6DePRer1eo9EYDAaTyYREIqGxFRqKfgkLeZgGUalUyWTS5XItLS2h0WgMBrOyshKJRBobGzs7O7u7u8+jBksqqaRnxOVylUqlRqPZ3t72eDzT09MYDEalUpU6y4sKBoOzs7Majeb4+LilpaW7u1sqlb5c+yUCgYCLL5vNHhkZ8fv9cPTs7OzEYjGbzXZ4eAhGglwul8fjNTc3s9nsurq6l/BS/6UFmNHz3Aa3272/vw9Dle3t7WKxuKmpCWxqX+5xKi8vl8lkGAwGjCKNRuPW1hY46V25ckUkEkG1ufSIloKH1zd4qK+vh8ak8fFxt9s9PT1dXl6+v78fCATodPqVK1ekUukrb4iEzQiqqyQSqa6uDoFAbGxsuN3uWCxGo9EaGxsPDw9hVDcej1ssllwuV1tbKxKJbt26NTg4CDyEl3zOzlhvLS0tTU1NCoWiubmZyWSur687HI5QKLS7u1soFHA43Onp6f7+/vz8/Pb2diqVstlskFCHKAuHw5FIJHDBg9FYGo32w54MkPWH2SyBQHBychKPx4H2sLm56Xa7/X5/PB4/Pj5Go9GFQuHw8DAajcZiMXAoikQiYBXlcrnMZjN4nqLRaBQKBWPu0J0FsysSiUQkEjU1Nb1Iuw4KhcLhcDwej8PhyGQykUjU0NCg1WqtVmsoFPL7/blcDo/HQ+iiVqu9Xm+hUDCZTOl0Go/HHxwcuFwuLBZLJBKhPQkWpKGh4Wc2icKcNIlEYrPZaDR6fn4e+uusVmtzc3MoFAJP3kQiYbPZjo6O0Gi0TCa7dOnSrVu3fgDi9jNFIBAaGxt7e3vD4bDb7TYYDLFYDIPBOByOXC4nlUp7enpg5Us7TEklfZ/AgWBwcDCRSGi12sXFRRKJBB7ZJWxcoVBIJpPQCWk2mysqKrq6uqBx/+UOXAQCUTwgstlsKpUymUxw9EDSKh6PGwyG5eXlxsZGgUAgkUhaWlq4XC6JRIJ/iMFg/n3rQlCHiUajoVAIWmSB24BAIKqqqgQCgVgs7ujo6Onp4fF4RCLx51zu0Wg0i8WqqanhcDhQKDOZTHq93uVyAQiira2NTCaXasul4OG1VmNj4x//+Mf9/f2dnZ2FhQXoIyQQCCKR6He/+93PMah5EQGKpamp6dGjR59//rnT6dze3nY4HMlkMpvNzszMAEC+ra3t8uXL7733HoPBqK6ufiU9VOXl5TU1NUqlsrW1NRAIbGxsABfC6XQeHR2BxapGo0GhUNAYk8vl/H4/IGYUCsXAwMDw8HBdXR04vv3UtwS98l1dXVKp9Pbt2z6fz2q1ajQarVa7vb2dSCRg1CESiRwdHblcrpOTE2jOKSsrOz4+zuVygHcgEAg0Gq2jowMiGQaDATZNlZWVP5U3h0QiiUQiVFGuXbu2vb09OTmpVqtNJlMymYQF2d7etlqtYG1xenoaCoWQSCQ0KQG3gcViUSgUHA73qvrcqqurhULhP/3TP7W1tX366acGgwGqItls9vT0VKfTAT6Jw+F0dXW9//77EokEuIS/3ENbUVExNDSUTCZhos7lckG3MZlMvnz58tDQUKn7oqSSXiR+uH37diQS0Z2JRCL19/eD+35pcXw+n06nm5ubi8fjHA7n+vXrSqXy1dy0ztJnUqkUCuCBQMDlcq2trWm1WiBVe73e5eVlGBRsb28HTAQAef4dFySbzYZCoSK3IRwOJxKJbDYrkUiA28Dn8wEq+hKg1e8UQLH+8Ic/SCSSTz/9VK1WOxyO//N//s/W1tZbb73V29srEAhKD2opeHh9hcPh2Gx2Z2cnmOocHh5WVFR0dnYODQ3V19d/p6vDK1R5eTmRSKysrBweHiYQCLOzs9Azk81mIfsO6fCBgQGlUsnj8V7J5GsxHwPbKA6Hg/8LXAgwXXW5XIFAIJVKFX+eQCCA251YLAajaIFAgMViX+6mCNdNNBoN2QuYbAbH2N3dXY/HAy57wWAQnF7hXyUSCXjndDq9oaGBy+U2/r/C4/EvnfNGIBBQhcBisbAmJBKpra3NbDYbjUa73b67u3t8Jvh5DAbDZrObm5thQYRCoUAgKHIbXpVQKBQGgwGvJ6g/rKysmM1m+NMkk0kKhSKRSPr7+/v6+uRyOZVK/aUzl0gkkkQigZXT1NTU9vZ2WVmZUCjs7+8Xi8VUKrU09FlSST+qysrK+vr6zs7OkZER+FJ//vnnd+7cqamp+Qfslvm7CabalpaWJicn9/f3RSLRlStXhELhq7q7F/d5KJUTCAQqlUqj0SQSyfDwcBETAU4q8XjcbrdDRaKxsRFgEXV1da/wIP4Bnec2ALTBbDbb7Xav18tgMKRSKSCDhGcqchte4dGDQqFqa2ulUmkul2OxWEtLS1CCOD099Xq9KpVKLpe/qmxmSaXg4Vem8jM1NzfLZDKr1RqLxVAolEwmUygUL4F/frmvKA6Hk0qlbDY7n89DCyZMxBYKhYaGhqGhoWvXrvH5/F+IFQ9cCIFAwOPx5HL55uYmCoU6OjoKBALnN1wsFgszxCMjI9Ck9Aq9QYhEIoFAAHBEPB7X6/XLy8vZbDaRSBweHj7/81Qqta2tbXBwUC6XCwQC2Mpf1ZsB1yM4KqRSKQxwJ5PJ3d3d8z9WUVHBZrNhKppOpxMIhF/ILAWBQMBrAdQ5nU57PJ5YLAa1bCKRqFAorl692tvbCx1cv/QTC+8HJhHBsaSsrIzJZPb29oIjeGlXKamkF9n5q6qqpFJpIpHY29uzWq337t3j8/lCofB1vpCl0+lQKAROekgkUqFQ3Lhxg8lk/kI5kaozNTQ0qFSqXC5ntVo3Nzdhisxms4VCIbfbnc1mKRQKj8eDKkRrays07UCJGy4Jr3Dnf4bbYLFYABm0tbWVz+cxGAydTlcqlQMDAyMjI89zG175BYlOp1+/fh3MXu/du2cwGCYmJsA4saKiAnhzf5+jp6RS8PAPp4ODA4/Hc3JyAhcyn8+3u7vb2tr6d3sDR0dH0EFut9uL5qSFQgFKqEKhEGzUfrk3AISd7e3t+fn5tbW1vb29Z7azo6Mjg8FAIpHweLxSqXzluzlYjnq9XpPJBNjpzc3No6Oj7/xJt9tdKBTy+XwqlcpkMnw+/5W7ZABzbWdnZ35+fnV11eVyPX/IGY1GIpFYXV1dbPT/5fKFJycnkUjEaDTq9frzywIkbLFYLBAIqFTq323Y4OjoyGq1RqNR+H+j0ajdbn9VrQUllfSaiMlkqlQqjUYTj8c9Hs/i4mJtbe3w8PDPB7P8SmW32x89erS9vY1EItvb27u6ukQi0d+hvR4qEkDykcvlBwcHfr9/e3t7a2sLMBGbm5sej2dqaopGo8GMgUQigV331R49wG2APl7om/X7/bFYrKKiorW1FWbqfpTb8MrFZrOvXbvGZDJnZmbu3bsXDAbB4unq1aujo6M/OvRYUil4+K0plUpBgdJms4GpTllZmclkYrPZCoWitrb2l+5cSqfTgUBgc3NTrVavr69HIhEikZhKpXK5HA6HSyaTer3+8ePHR0dHCoWCRqO9WlbL6enp8fGxz+eDTiGdTgdbJDQIQfckzIGcnJwEg0GtVpvJZLxeL9gr1dfXgw/pS1+aj4+Pj46OQqFQ8Ezg+2S1Wl0uVzgcLhQKKBQKi8VmMplsNguIA/gnHo+nUCjEYjGn09nU1MRkMsFYCXJCL72b53K509NTiB5dLtfm5iakoIoOsCgUCuIcKChvbm7m8/m9vT2RSMThcJhMZm1t7as1wwYMiN1u12q18/PzHo+nvLwcDJdgv3Y4HNPT04VCAUzQfz6T5Effz+HhocPhUKvV+/v7EDJFo9H19XWVSkWn00kkUikLVVJJLyJIew8ODsZiMcgf1dTU8Pn88vLy1w0bBwaDW1tbT5482dvbo9FoV65ckclkf584CurGhDMxGIxMJnN4eAiNqRKJxO12+3y+YDC4v7/vPpPNZjObzTwej8ViwdFDoVAIBMJLl4yK3Aafz+d0OiFPdJ7bwOPxwJPjRbgNr1wEAgGHw1VVVcFEn0ajAZYupB0B7EOn00s7fyl4eF0Ui8XW19fX1tbMZjOVSq2urk4mkxsbGzgcbmhoqLKy8pcOHsDD58svv3zw4MHp6Skej2cymcFgMJVK1dbWJhIJi8Xi8Xi2t7f/6Z/+SalUvtrgIZvNRiKR2dnZsbGxiYmJVCp1enoKQ9IwG41CoTKZTDqdzmaz6XR6c3Nza2vrwYMHUqn02rVrly5dkkqlGAzmpYMHYLotLCwsLS2p1eqDg4PiUAGooqKCSqUenolEImWz2ePjYxgIAWo1EokkEAhCoVClUvX398vlcmDZvPQBlkgk1Gr12JnC4fDJyUnxt2EwGNiyU6nU8fFxNpsF2t2TJ08EAsGVMymVSiwW+wr3UCimf/vtt3/+858jkQgSiYSyz8nJCVjm+Xy+r776SqvVfvjhh1euXPmlg4dcLre3t6fX6ycnJwFmh0ajw+HwwsIClKSqq6tLR0hJJb2gsFjspUuXEonE5OQk+DH09/dDjfe1WodMJuN0OrVa7dzcXE1NTVdX1507dzgczr/Lm4Fzh0qldnd3g6+dyWRaWFhYXFwEg1TAAeHxeA6Ho1Kp+vr6Ojs7uVzuSwcPRW7D+Pg4JPVTqRQajeZwOH19fTdu3Ojr6/t7lhqeFwqFqquru3DhglKp/OSTT7788su1tbWnT5+urq7+8Y9/vHnzJo1GK+38peDht69CoZBOp61W62effQbU+rfeeotAIAQCgdnZWafT+fHHH//hD38YGRn5JYYNYCxseXkZ9iNgFcPdC4lELi8vRyKRgYEBNBodCAT0er3RaPzv//2/b25u9vf3q1QqGKp76Vc/OTnZ398Ho+jNzU2XywUGPkBBdrvd8XgcjUaPjo6yWKxkMjk1NWW1WolEIo1GIxKJLpfLbrd/+eWXWq22ublZLpdLJBLIlv3ouwKbarfbDYQHl8u1u7sbCoX29/cPDw8hWkskEqenp0gksjgmvr6+vrOz093dTaFQDg8P19bWoHMJ5pszmYzL5To8PNTpdAwGo7GxEWDSfD6fQqG8SPiXyWTi8fjW1pb+TC6Xy+v1Hh0dsdlsCoXi9XrBHPbixYsikSifz0NzFx6Pp9FodDrd6XT6fD6otvP5fJlMJpVKxWJxRUXFS58lMC1nMpmWlpYWFhb0en0ikQAPQSKRaDQaDw4OxGJxY2NjKpXS6/U+n+/evXsej8dkMvX39wOH9Zd4bhOJxNOnT8fHx09OTvr6+jo6OiorK9fW1mZmZiYmJrBYLIfDIRAIJc+lkkp6EUGaRiwWv//+++Pj48Fg8PPPPwc0wesD9M1ms/v7+w8ePFhYWEAgEIODgzdu3KBSqf8I2wgCgSCRSK2trbW1tb29vX6/3+l0AiYCwNWzs7NGo/Gbb75hsViAiRAIBOB99KN/PsjcA61Vp9M5HA6PxxMKheh0Op/PL3IbwDv1HwEDAr0AMPrY2tq6srICFPBAIGA2mwcGBkQiUWkEohQ8/JYFHDTw2IZ7M3iP+v1+n8+n1+tnZmbAx4BOp7/CVnJovNnf37fb7Y8fP56ZmXE4HEQisbu7+/r161Qq1ePxbG1tpdNpPp/f0NBwcnKCwWB0Ot3a2loymYzFYvl8XiwW19fX/ySWPjTbJJPJcDjs9/t3dnbUarVWqzWbzTgcjkwmA9srm836/X4CgVBXVzc0NNTa2goTbKFQCLwXAD4QCASAC2EwGCD2CAaDDAaDSqVCOry4d8D4F/QaAUwtGAxaLJatMwUCgWQyCSUOOCmRSCRwuFks1pUrV/h8PlSKXS4Xh8Npa2vDnml1ddXr9QLnAXxUj4+PAWdDJBKbm5vbztTY2FhbW1tTU0MkEvF4/PkOK5iaSKfTkUjE7/e73W61Wr22tqbT6bBYbHV1tUwmA6RGOBzG4XA1NTV9fX39/f2FQgEKJoVCgUQiwYAjLIhardbpdBBLHBwcMBgMGo1GJpPLy8t/0maayWTAo3Zubu7x48cmk+nk5EQoFF68eFEulycSiXA4jEQiGQyGQqEgk8k1NTULCwtut/vw8DAUCmWzWaVSyeFwcDjcqz19o9Hozs7O4uKixWKB7OCNGzegc2lzc9Nqta6srPT29sKUTmmTKamkF7mbVlZWcjic0dFR6I1Rq9UcDkcul9fX178m9Yf9/f2tra3FxUW3281gMHrORCQS/xEGx8FCA4fDMRgMODIAN7S5uWmxWHZ3dyORiNPpNJlMVVVVTU1NcPRwuVwajUYikcAOpLy8/HwqB7KHkUikyG3QnAmBQAAYVCwWKxSKV8JteOWxLhKJLM5hwvMJ4zrBYPDkTFwuF2wkS9/uUvDw20x1zM7Ojo+Ph8NhqVQ6NDTU1tbGZDL5fL5WqwUI5crKSn19/bVr117hTSiXy4GbxEcffWSz2aLRKJFIBIyDQCA4ODjw+XzFPUsgEEAGfWxs7JNPPnE6nRDfv/nmm2+//fYLptXPBy02m21mZmZ+ft5gMMTj8ZOTk4qKCoVCAWTi2dnZmZmZo6MjJpM5MDAAaY9CobCxseFyuYxGYyaTYTAYb7zxRiwWGx8f12g0Ho/nyZMny8vLTCbzwoULA2fCYDDnNzv4yFtbW3A1N5vNsVjs+Pj45OSESCRCqgaNRut0OkDFwTX9ww8/bGlpyefz09PTxQUBWwwOh9PS0vLJJ594vd54PF5bW8vn88FW1eFw+P3+/f19jUaDw+FYLBYMmcnlcrFY/IyD1snJye7u7tyZ1tbWYrFYOp3O5XLAbbh06ZLJZAKqNIFA6DhTe3t7WVkZpJ10Ol0qlcJgMB988AESiZyYmFCr1RaLZWZmBnilQ0NDg2eqqan5STvp4eGh0Wj8+OOP1Wq1y+XCYDDt7e0ffvghWOMtLi4Wf7K2tnZwcFAgELS1tX388cc2m212dnZ3d9doNP7pT3/icDivtmMYvKeMRiMCgZDL5d3d3V1dXQgEIhAIbG9vr62tmUymv/3tb++9914peCippBcXlUpVqVSQejCbzVqt9tGjR7du3XpNgofNzc0HDx7Y7XY8Hq9QKDo7O3k83j8gL69oPMhisQYHB+PxuNvt3tjYAIcPr9e7trZmMBiwWCyDwWhpaens7FQoFK2trTU1NecDoSKGdXZ2dnFxMRKJALcBOJuXL18uchueiTr+cUQkEnt6ephMpkwm+/jjj6H9OxgMbm5u/ulPf2ptbS0dAaXg4TeocDgME5/AS+7s7Lx06RI4BqDR6KGhoXg8Ds4/k5OTYAZaXV398183EAgAjW55edlgMMBG2d/f39vbK5FIiEQiTCoXVVlZSSaT29raUChUdXX1wsKCyWSyWq0PHz4Mh8PgrA+dTt/3ioB4293d3dnZAaNoi8XicrlSqRSbzRYIBCKRSCgUMhgMJBK5u7trt9vBrPbGjRssFgtGcnt6emKxWOBMOp1OLpe3tLRQqVSFQgG/0+v1WiyWbDbrcrlWV1dbWlo4HA6FQolEIjCNDdrd3Q0Gg0dHR1QqFTyzq6qqoKPU6XSGw+GqqioejwcLolAoSCQSpNiLH6eiogK4aWg0GovFLi4urq+vp1Ipn88HwwBCobBQKPj9/t3dXa/X63A4IpGIy+VSq9VFr+76+nqIZ4oLAj8GoSOYZ7NYLCKRCIYb2WxWLpe/9dZbfD4fFqS9vT0ajQaDQTA7kp7p9u3bEonEYrGYTCa32+10OsvKyrxe7/r6OrhxgyvUD5cCDg8Pd3d3l5eXFxcXV1ZWEolEY2MjYBx6enrq6uoymcz5+AeNRhMIhKamJmiRWlhYUKvVoVBoZmbm+PgYOnHZbPbPt8LIZDLhcHhjY2NycjIajXK53Dt37ojFYvjNYrH4zTffPDg4sNvtc3Nzzc3NRUP00m5TUkk/fgM4k0qlAoqwy+UaHx/n8/k1NTVkMvk3jH1IpVKQ61laWkqn0x0dHW+//Tafz//H3DpgrhpMWguFAvCnKRRKc3MzEIpAXq93d3cXbhHr6+tFElF9fX15efnBwYHVaoWjx263+3w+BoMBpyowlJqbm8lk8i89b/kzBV7DLBYLg8Hkcjkulzs3NxeNRpeXl/P5fG9vr0ql4nK5r+TiVFIpePj3FzSreL3ehYUFnU4XjUZ5PJ7yTJDnQKPR3d3dh4eHCwsLHo9neXlZqVRC38tL2znn8/nT09Ojo6PNzc2pqamHDx86nU4MBgONKG+99VZDQ8P37ZUwpVRTUwNMeCQSaTAYNBrN9vY2lA7Ky8uBn3/+7RV7co6OjsLhsEajmZubW1xc9Pv9CASCSCQKBILe3t6hoaGenh48Hu/1ehcXFw0Gg9fr5XA4nZ2dFy5cKL4lmUwGExoGg2F1dVWlUjU1NV2/fr2vr89ut09OTi4vL0O/ptVqffz4cX9/Pzj/eDweg8Gg1+v39/dzuRwGgyEQCDwer7W1FfZK6DVaX1/f3t6uqKgQCAT9/f3vvPNOS0sLbJ3hcPj5NaFQKNCbVFdXh0QiNzY2gsGgz+d766232tvbuVzu3t6e0Wjc2Nhwu93hcDgQCKjVajQa3dLSAhMamUwGojiHwwGUOph7GxoaunDhAoFAiMViq6urBoPBarU2NDS0t7dfu3atuJsLhUIkErmysrKwsKDVaru7u5ubmwcHB3t7e30+39TU1MLCwurqaiAQcLvdU1NTHR0dUIKAUgB0E53nQkBz19HRkdPpXFpa+vrrr5eWlsrLy/l8fldX13vvvdfR0YHD4ZBI5HcuSE1NDYFAALsnFAql0WhcLtfOzk4wGIQB9IaGhqqqqpcmURQKhWQyaTQaNRqNTqej0+kSiWR0dLQ4nM3hcKqqqtbW1rxeL5SYmpqa8Hj8T+3XKqmk11lSqTSbzUL348rKSnd3N51OBx/q3178AJtePB7f2NjQaDTfudP+IwuIN7VnksvlmUwmFArBJqnVam02G9jxra+vo1CopqYmmIWrrKyETR64DdANBdyG4eFhGo3266o1AWGWTqdzOBwUCqVWq61W6xdffOH1elOp1NDQEJ/Px+PxvxClqqRS8PD3E8ABdDrdZ5995vF4GhsbP/jgA5lMVoS6Q9OhUCh8++23Hz58COyeyspKPp//0jt4Npv1+XyPHz+em5vTaDSRSKSxsfHSpUtDQ0MKhaKuru5HG9OBRT06OsrlcsfHx6Hv6P79+2D7MDIyIpVKzyekYQxLo9Gsrq6q1Wq32x0KhRKJBI1Gk8lkPT09MpmMyWRSqVQCgXB6emo2m+/evWu1Wmk02p07d5RK5fnWIwwGw+Fwbt++XVZWtrS09PjxYywWC1lngUBAJpP7+vqgYWZ9fd1sNq+urprNZrATTSQS6XSaRCLxeDwYI4Z0Wi6XW15ehjGDg4OD2traC2fq6emh0+k/WrCGtMfQ0BCLxZqcnITi7+TkpMvlglDw/ffff/PNN71e787OjsFgMJlMsFZer3d2dhYeg1gsBqOKfX19SqWyoaEB+jjz+bzT6fz000/1ej0s++DgIA6HK65wRUUFnU6/devW6enp/fv3p6ensVgsLAWLxbp161ZnZ6fH41laWtJoNJtn8nq9U1NTEolEpVJ1dXWx2ezzPDWI9CYnJ6enp+fn5/f29qqqqgYGBi5evHjhwgUGg/GjllZIJBKDwXR1dTEYjOkzzc7OLi8v+/1+eEIuXrz4IhPt3ynwEPzqq69WVlbKy8svXLgwMjJCJpOLfyY0Gl1dXX3lypV0Ov2Xv/xlZWUF2rgBpVTadkoq6UWExWLZbPYbb7xRVlY2Pz//5MkTDAYDmZR/hGHZVy4oVv/rv/6rTqcjEAijo6NDQ0Pnd9pf0x0OjYZqPI/Hu3btGnQ+b25ubm9v2+12p9MZCoWAfJdOp+PxOAqFam1t7enp6e/vB27D+R31VyQIokQi0X/+z/+5tbV1ZmZmampqa2sLCizDw8PXr1/HYrElEHUpePh1C5xY4XZLoVDkcvnAwACLxSpelBEIRHl5OZPJvHTp0u7urs/nM5lMa2trcrm8qanpp3aQn5ycJJNJaAcfHx/f2dmJx+NSqVSlUo2MjIjF4oaGhhf5PUgksqKigsViQTaXeCZgxScSiVQqFYlEWltboTzi9XqhbcZgMGxubprN5vLy8tra2s7OTqFQCD02XC4XDqTj42OTyQS5LhwO19bWNjAwwOPxnumNoVKp/f39Ho9nZ2fH5XKtnUkgEBT7cLLZbCqVSqfT0M25v79fXM/KykooFKhUKqlUSiaT3W63Tqebn5/f3Nzc29sTi8VdXV3Dw8PgZv2CCwITw5CWIxAIVVVV0NOVyWSg40ssFtfV1TU0NCAQiMPDQ4/HAxPb53c9FAqVTCZPTk7y+TwKhYLr9c7Ozurq6vr6ejabbWlp6evrE4vF5wM8FApFJBK7urp8Pp9Op4Oyu1qtVigUbDYbXJh4PB6ZTG5sbBQIBE6nc3d3d3t7e39/3+/3OxwO4EI0NDSQyeRMJgMW7xMTE+vr6263G8YlL1682NnZKRaLX6TkhUAg0Gh0bW0tiUSCALiqqmpzc9NutwOsNJlMtrW1NTQ0QAXjJz3Gbrcb/uLxeLypqamnp6e9vf38hQZCF5lMFgwGNRrNwcHB+vr6ysoKGo0WCoWlbaekkl78AjowMODz+SwWC3zvNBpNS0sLnU7/7X1em80GgKPv22l/RYI9EIPBUCiUsrIysEiqqKhIJBI+ny92pvPbdVVVVfHERCKRaDT6V1qnhWOUdCY4enA43MbGBpiwg625VCptamr6OQimkr43kfpf/+t/fQ0/NlzNrVYrCoWCdOwv6lJfKBRCodBf/vKX2dlZv9+vUqkuX7588eJFuHOfF8zaQtuJx+PJZrMoFIrFYlGp1BdsXioUCoBx8Hg8n3zyyUcffbS1tZXL5Tgczj//8z+/++677e3tz0Oj9/f3LRaL2WxOJpMKhYLP59fX15//lmKxWO6ZGhsbvV6v0+mEvslQKATxQCqVmpyc/Nvf/vY//+f/XFlZ8Xg8uVxOJBJdu3btP/7H/3jnzp2uri4wEUIikWAc9OWXX46Nje3s7Eil0pGRkav/P/betKnNM9/ztwAtIAkhkITQhkBISCxCLBKIxWAWx3hJnMTupNMnyZnqqa6peRXzBqam5sFMddXMyUk6naTTHSdesbHZdy2IRUJIQrvQDloAoV38q/j9j8pjxwTbiWOn9X2QOnUaS7pv3bqu67d9P2+9VV5e/sQHQ6PRVCo1FAo5jwXTXeXl5eAENTk5ef/+fblc7nQ6M5kMtMfAOgjBA4vFaj4WjUbb3d39/vvv//znP6tUKiiGfPLJJx9//LFEInn629/b2zMajVqt1u12i0Si2traqqqqJ3IeTCazurqaz+d7PB6TyWQ0Gre2tiwWC5PJrKioKC8vhyO7zWaLxWKAsMh+g/F43OPx7O7u7uzswPdeWlo6MjJy//59tVrNYrF6e3svX778+Js+vs0DO8/tdu/s7MA0OQQ/SCSyqKiourq6ublZKpUSicRYLAaTGFqtVi6Xg4ESHo8vLS3d3d0dHR39n//zf8rlcr/fX1JScu3atT/+8Y/d3d0Q+Tz+vEWjUUAI6fV6cG4Fk9zH9zAqlVpdXV1fXx8Khba2tsAYV6PRUI+Fx+NP378Ej/Hk5OSdO3eWl5eLi4s7OjquXr3a2Nj4xD6Xl5dXUlJydHQUCAQ8Ho/L5YrFYiQSCUjtv1zNOplMgkHtyspKdoYnhzvN6Q0VrLThcNjhcLhcrv39/VQqRafTIc30m+n9gJ6lu3fv3rt3T61WM5lMWGmrq6vf9OvKJpiwWCyMxtlsNvgeH996wJ12Z2fH6/VCTy/AqrN/8CZ+1yQSqbq6uq6uLplMGgyG7e1tg8GwvLxMJBIZDAZAgX5L/UvZC6RQKHw+XyAQPH2o+8UzDrlF8xXI4XDI5XKFQuH3+2k02rlz57q6uk4oFIrF4nA4DA5IAAIDcMxpnv5UKqXVamUy2djYmEajicfjdXV1Uqm0v7+/oaGBTCa/TI4BEPr/5b/8l4aGhtHR0UAgIJfLDw4OIAqy2+3AbRAIBHV1dc3NzVwuFxrinzhU+Xy+jY2NpaUlm81GJBK7u7sHBwdP4NAJhcLr16/v7u5aLJbR0VGj0VhcXAxwaABCc7lcYCyASbnBYFhfXzebzSaT6fvvv1coFMXFxdFo1GQyBYPBysrK1tbW8+fPNzY2VlRUvExZEyob//qv/1pbW/vw4cPt7e2NjY3/9b/+F4lEQqFQUEHa399ns9m1tbUikai4uDgejxsMhq2tLZPJtLu7u7i4aDKZHjx4QCaTdTqdw+FAIpESieTKlSsnBLRcLvf3v/99OBxeXl5eWFiAy6fRaNmeXSQSWVJS0tnZyWAw+vv7NRrNysqKyWTa3t4eGRlRq9UkEikWi9ntdrfbTaFQ6urq3nrrrZaWFhaL9TINP0VFRZWVlR988EF1dfXDhw+NRqPNZvvLX/6i1+uHhoZgzv40r3NwcADekQqFIp1ONzc3f/DBB0wm81l/z2Qyr1+/HgwGx8bG1tbWwLiQxWI9HZ/nlFNOz1JjY+OHH364t7dnMpkePXrE4/GYTCaFQnkT21p+VKFQyOFwyGSyjY0NNBotkUjefvvtXxpw+QoErLcnuA1+v7+ioqKmpkYkEpWXl6dSKZgPNJlMBwcHKpVqe3t7cnKSRqNxOBywWKTRaFDBeOOEQqFoNNqVK1cYDMbDhw/VarXH4/nuu+8sFsvAwIBIJDplc0FOueDhtRCw33U63czMjF6vh+7wtra2mpqaE86sNTU1sVgMxgbW19dlMll5eXlHRwcY2z8r8ZDJZHZ3dx0OBzifTk5OwpRwZ2cntJ4/F5/hRwWVQWgZstlsMCC7vb0NGeWCgoKysrLW1ta2tjaJRNLe3g5GUk98znQ6bTabp6amwFCoublZIpHU19c/vT+lUqlYLBYOhw8ODtBodH5+/t7eHljroFAoDAZTXFxMo9GoVCqHw8kCFvLz8zUaDYPBUCqV+mPpdDr4Io6OjsCoob29/fLly1gs9iU3xcLCQgwG09HRgcViXS5XKBTa3Nz0+XxQAAGvKpjSFovFHR0dRCIRlniNRrOxseFyufx+v8Ph0Ov1iUQiHo9DkQe+Jp/Pl0qlwHT8iZCPSqV2dXXBoLDBYFAoFFVVVTBrDn+Zn58PJQgWi9XU1MTn8+GGbGxsAGsvc6yjo6O8vLy6urq2traLFy9SKJSXHBkEPxCJRAI46tnZ2eXlZbVa7ff74/F4OBxubm6mUqknYIwgNej3++fm5lQqlcfj4XA4bW1tcJOf9b5lZWVisRgCpI2NjZWVlZmZmaGhISwWm5uZyymnU4rJZPb09MA8mF6vl8vlLBarq6vrN4DfynqWTE5Orq6uhsNhgUAgkUhaWloeHwN74w4Y8XgcuA1Op1MmkwG3ATZrHo8nEAhaW1s7OjrodHoymdTpdLD1ABIOWEbJZJLD4dTV1TU2NnI4HBaLRfgPvfC42qsX5MuamppYLBYKhcLj8YuLi2az2ePxgINLMpmsqKjITVHngoc3Q6lU6uDgYHFx8c6dO8FgcGBg4OOPP36i3+NpQfr20qVL8Xh8ZGTk4cOH0Nh9wi85k8nEYjGlUnnjxg25XG6321OplEQiuXjxYl9fH41GOyHweF7l5eXh8fiqqiqj0ZiXlweHcogczp0798c//pHJZAIL4ulPCwmS5eXlb7/91ul0NjU1ffrppw0NDdnB8ccFXqjLy8vAlTMYDMlkEgqveDy+sbERIjEAx2AwGDQaDdVJqVTa0NBw/vz5hw8ffvbZZ36/PxKJwIcEJ+yXrMA8fUOg36y0tDQ/Pz+VSh0dHQEfVCKR/PGPf+Tz+XAuz8/Pz2QyQAyFSohGo1laWlpdXdVqtVB6jkQiAM6Eq2tpacHhcE9UA2D+ZGBg4PDw0G63KxQKBAIBZOsn/hLGJEQiEY/HGxgYmJ2d/bd/+zer1RoOh4+OjvLz81EoVHl5OZVK/RmNvZFIJIPB+MMf/gDmuffu3TObzV9++aVer+/v73///fehK/eEX43RaPzLX/6i1WqJROLly5elUikejz/hKwP+aHd3dyQScblcGo0mlUpVV1czGIw392SQU06vWGg0mkKhnD9//vDw0GKxzM7OIpFIPp9/8q/vTQke4vG4Vqv993//d7vdXlFRcf369ba2tsLCwjf3KAk9SMBtmJubCwaDWW5DR0fH4OAgj8eDrQeJRB4dHUF2D2rOMFS5urq6sbGh1+uNRuPo6CiFQmGxWGKxGPhC4NH3Jp1oCwpKS0uvXr0KHuV3795dXV29efOm0Wg0GAzXrl2rq6vLeWnkgoc3QF6vF5Kve3t7tbW1YrG4qakJ5ntOPowSCIT29nZogwkGg6urq9PT083NzZWVlU//PTSqLiwszM/Py+XycDhcVVUllUq7urpaWlpgVvXlMxxPcxv8fn9RURGFQolGo6FQKLvf9PX1lZWVPc57zioUCi0uLsrlcp/Px2QyoUZBoVDgL+Fd3G43zF4DogEcrL1eLwaDAVRCOByGIV0+nw8TC5Avz97VWCx2cHCwurqqVqvBX6KsrIxIJO7v7x8eHqrV6ng8vrm5CRgEDocDnI3nvSHJZNLj8RiNRt1/aHt7G4VC0en0TCYTCATgji0sLEBfKUynQYEVh8MdHR0BtdrlchmNRuBGw4UcHBwolUqv17u+vv7o0SPw6q6srKyoqIAbC3We2tpaGBQG8uj09DQSiQScXFYwVYZAIJLJpEajUalU0OgFPu6xWCwQCBgMhkwmYzKZoHGfw+H8JBfiJ6Mp1LEaGhrQaHRJScni4uLS0pJer4/H43t7e52dnWKx+EdpoKlUam1tDWDSGAymoaGhs7MTPMdOeEeofbHZbIlEAuAkID/g8XiJRPKGjkLmlNMrFkzfCoVCt9u9vLwcCATUavX09HQqleLz+W/0pR0eHioUioWFBavVCvZE4HT3xgVFR0dHqVRqd3fXaDRCXV2n00FLakVFRVNTEyzjtbW1T3MbYCjuzJkzWCy2rKyMxWJJJJIsJsJmswUCAZjE29jYmJyczG49NBoNDMpf80ALdkYCgcDlcgFGxGKxoEE6FosdHh52d3fDNGBuPi0XPLzWeQ6LxXLr1q3NzU00Gt3R0SGRSE7o235cRUVFfD6/tbV1fX19aWnJYDCMjIxgsVjo0c+ud8lkEhLYMpnsyy+/NJlMAGnv6+v7+OOP2Wx2aWnpS15FltsQCASUSuX09PTCwoLL5QJuAwDtw+EwIJZ1Oh3YCmEwmMrKyuLi4scTzIlEwuVyjY6Orq6uHh0diUQiqVRaXV0Ndv7w2w6FQtC1qVQqjUaj3++HDiVAkmGx2Hg8vrGxkUqlzpw5g8fjqVTq47NQ0Olks9nW1tZu3ry5uroaj8fpdDrzWE6n02AwWK1Wo9H44MGD7u7us2fPwsAxgUAAW7eT9xJoqonFYpFIJBAIrK+vz8zMZLkNWCwWxrbS6bTVanU6nVar9caNG+l0Gv4nIpGYJWMgEAgCgZA1zEUikdXV1XQ6HYFAOJ1Ol8ul0+nW19dTqRSAnNva2qCsjMViwV6jvLxcKBT29PREo1Gj0TgxMVFSUsLn8x/vT0un0/F43O12A+NvYWEhGAySyWQGg8FmswOBgE6n83q9drt9YmJCLBb39PQAF6KkpORpLsTzikqlkslkJpPJYDAODw+NRuPKyorZbPb5fGBDDCWjx7++/f19CIN3d3fb2tqkUqlQKDyl5QuZTBYIBGfPnt3f319aWpqdnSUQCAKBAI/H5+KHnHI6jZBIZFVVVUtLS1dX19TUlM1me/jwYXFxcVVVVUFBwRvqWpNMJnd3dycnJ2UyWSQSkUqlnZ2dAoHg5wXh/9IniqOjI7CwCwaDBoNhZmZmdnZWo9EcHR1BZq29vb27u7u/v7+8vPxZ3AZYbEuOxePxkslkLBaDVk+lUqnT6Ww2m9ls1ul0iUSCzWYLBIK2tjahUCgQCLBYLHTqAlvwdb5dZcei0WhsNjuTyaytren1etexUCgUn8+n0+kYDCbnwpQLHl47pdNpo9EIRpPRaJTD4QwPD4tEoud6kfr6+n/5l38Bwu7Dhw/wzMVdAACAAElEQVQ5HA4QyrKdGH6/X6VS3b9/H9BypaWlYrH4nXfekUgkbDb75WNr4DZA45BcLrdarVluAwDthUJheXl5NBp1OBzff/+9SqWy2+3ffPONTqd75513WlpaHnexcDgcKpVqcXHR6/XSaLShoSGpVJqXl+f1ei0Wi1qt1mg0er1+Z2cnGAzu7e3l5eUxmcyGhobGxsb6+noajVZQUHBwcPC///f/npqamp+fr6ysBBvQ7EK5t7e3urr68OHD8fFxu92OQqFaWlrghhAIhGAwaLFY5ufnV1ZWNjY25HK52WweHR2FLFRbWxuVSj25pglncbVaDRMpRqPR4/Hs7e1BG1VHR0drayuVSoX5kx9++GFhYWF7e/vWrVtbW1tvv/12R0cHWKCCfD6fWq2em5uzWCxQbD137hwGgwHUK9wQrVbrcrnAhJREItFoNJjuaGxsLC8vp9Fo77//PpDLV1dX6XQ6uIdlN0UYsZiYmLh3757NZkun03w+f3h4uK+vj0gkHh4eulyu+fl5pVKp0WjW19chimhsbGxvbxeLxWw2+yWLvHl5eeXl5UDGuHv37uTkJBxHTCbTlStXenp6hEJh9mQPNk3z8/MbGxsYDKarq+vy5cvPtcGXlpZevHgxEAhoNBqDwSCTySQSiUAg+E06TuaU0y+kqqoq2HrGxsbm5+dZLJZQKKTT6W8WSuyJlXZhYcFisZSUlPT29g4MDLxZuWdIR25tbSkUiqWlpc3NTbfbHQ6HkUhkfX29RCKRSqVMJrO8vLysrOz0s3zQ8Mnn82k0Wk9Pj8fj2d7eXl9fh8G8nZ2dhYWFjY2N0tLS8vLy+vr6hoYGoVBIo9FeMi/5agQnIjKZPDY29uDBA5PJBCel4eHh/v7+5ubmN/R5zgUPv1mlUqlIJCKTyWZnZz0eT319fW9vb319/fO6OpDJZJgn3t3dBQ8lBoMxODhYUFAArOKVlZXZ2VmZTOZyudhsdmtra1dXV3d3d2Vl5cu0sMPndzqdwG1YW1sDbkNBQQGFQoExg8bGRjBRLiwsTKVSVVVVmUyGRCLBh5mZmclkMj6fTyKRVFdXFxcXp9Pp1dXViYkJqBqLxWIcDmexWIAwYLFYwOfU7XaDkSiXy6XT6ZWVlTU1NVwuF14EgUDEYrHV1VWPx7O+vr68vFxZWTk8PIzBYI6Ojkwm0/r6+uzsLHTIMJnMpqamzs7Onp6e2tpaFAoVi8Wqq6tJJFJVVRWPx7NarVCdB2Mrk8nE4/HAHgrmFp6IGZxOp8PhgDhHrVZrtdpUKlVaWlpfX8/lcuGGZP06wUibSCQuLi5ardbFxUUEArG7uwtwcRKJdHR0pNVqgcKBxWIlEgnEHmDRzePxqqqqBAKB0Wh0uVxut9vr9YIbrN1uNxgM4OgKFHAWi9XY2Lh2rJGRkUuXLuFwOAQCYbfbtVrt/Pz8wsIChBZ1dXUdHR1nz54ViURoNDqZTEJpu7Kyksfjmc1mQDX7fD63222xWPh8flVVFZ1OB4PdF3iWYAScRqORSKRMJlNcXLywsABbYH5+figUCgaDYJOFQCBMJtP9+/c3NjZgcAWsBZ5raAE8hVtbW+H3srm5OTIygkQiy8rKfmNufTnl9MuJQCA0NDRA6yzgisfHx996662ioqKXKUW+eoFVhlarBVvwoqIisVgMYJw3ohoJnx/O9FarVavVrq2tbWxs7O3tEYnEpqammpoaONA3Nja+ABwTuouhEAFBIxgS8vl8kUi0vb3tcrmgNG0wGKBvWaPRVFZWQqBCoVDAWvD1TOFjMBgAsMJcIqSl1tbWCgoKoJmivr6+srIyPz//TR/pyQUPvxElEond3d3x8fGpqalkMtne3v7+++9Dg83zPvpkMnlgYGB/f99gMCwtLSEQiIaGhqKior29vTt37oyMjCiVSuj2fuedd9566y2pVPqzZDh2dnampqYePXo0Pj4eiUQymQwKhWpubj537tzw8HBdXR2BQMhuIfn5+eXl5b/73e8aGhrodPrt27cVCsU333yzublps9k++OCDmpqaRCIxMzMzMjKyt7fX1dU1MDDgdDrHxsagCSoUCgEmD4/H19XVSSSSrq6u+vp6aON5fK9CoVBnz549ODiwWCyrq6uJREIgEFAolHQ6PTExcfPmzcXFxVgsRiaTBwcHL126NDQ0lP3nRcdiMpl9fX27u7v37t17+PDh/Py8VqvVaDR37twRCoXnz58fHBwE3jMcl6FYvL+/v7i4+OjRo7Gxsd3d3UQiAdXPs2fPXrx4sbW1taSk5PHvt6Cg4PLlyw0NDZWVlTdv3pyenr5165ZWqzUYDH/4wx9aW1szmYxMJrtx40YgEIA2M4FAAAdlgPFxOJzz58+n02mYVZifn1epVODuLJfLEQgEg8EQCARdXV2lpaVDQ0Pg2vTFF19wOJyqqioEArG0tPSPf/wDBukKCws7OzuvXLly4cIFOAHAF4fBYAYGBrq6ugKBwPj4+Ojo6OzsLDj6jY6OcrncoWNxOByYjH/BheZY/f390Hl18+bNO3fujI+P63S6zc3N3//+9/39/Xl5eaurq3/96199Pl9DQ8OHH34oEolOcFh61l6IwWCam5tTqZTb7V5fX//qq6/YbLZQKMyhgnLK6ZSCmaWenp6DgwOr1Qr9n7W1tQwG482ybU2n04eHh3K5/LvvvgsGgz09PZ9++mldXd1r7qOQ3XqAgrq6uvroWHa7PRqNIpHIysrK7u7uixcvdnV1PVep4WRhj8VgMPr6+o6OjvR6PUygKZVKqIRDyzGVSq2pqYH5gba2NgKBAN2nryEsAnYEiUTS0NDA4/Fu3brlcrlkMpler9/c3Lx+/TqZTM5uiLnsUi54+JWl0+nu37+v1+uxWGxLS0tbW1tlZeWLtX8UFBTU1dXBXCyw7X744Qc0Gm2321dWVpxOZ1lZWW9vb19fX2trK5vNfslPHolENBqNzWaLRCI2m83lciUSCT6fX1dX19LS8ixuQ3a9oNPpV65cgfrm+Pi41+t98ODBzs4Og8EoLCxUqVTRaBSHw+n1+v/zf/4P2LD6fD6YZ+DxeFwul8PhUKlUyrEej08eV3V1dXt7u1Kp1Gq1Vqv17t27CoXC6/VCP31RUVFvb29/fz/krX/0MtFodFlZ2cDAAJfLHR4eXltbA29so9EIBtilpaWZTMbv9ycSCaPRuL+///e//x3GGPb39yEx09LSUltbC4MKYAD39BtB7FdaWlpXVwdRx/T09MHBQU1NDYwRR6PR2tpaiUQCk/RP39L8/HygRwsEAo/HA2MbQIqIRCLgZo3BYNLpdCwWQyAQXq93dHTUYrGEQqH19fXNzc28vLzu7u6BgQFo4PnR5xB87rq6ulgs1sDAAHAhjEYjcCEA9JaXl+dyuV7yAcPj8Z2dnXg8vra2FvZCuVwei8VkMhmZTFYoFIFAIDtJ/zQ08JQik8lNTU1SqRSG+Ofn5ykUSn9//xtqYZ5TTr+KsistmHtOTEyg0WipVPoGBeE+n29yclKhUMRisRNW2tcw5onFYmq1en19Pctt8Hq95eXlXC63paWlrq4O3ORKSkp+oa8DgUAAO6i6unpoaMjtdm8dS6/Xh8Nhg8EQDAZlMhmwQYGzxGazKRTK6/l4oFAokUiEwWA4HM6jR48gY5hMJre2tt566626urrc7pALHn5NpVKpvb09tVp9//59j8dDpVLPnz8vFApf+LnMz8+vqKhobGzs7++Hpr3x8fFYLOZ0Oo+OjoCke+XKlbNnz1IolBeITwC8EI1Gg8FgPB4/PDzc3NyMRCI+nw+LxZaWlra3t0P886PchscXmjNnzgArnkAgUCiUM2fOLC8vW63WUChUXFwMTUqJRAKNRnu9XpfLVVxcTCAQ6urq2Gw2zAQLBILq6mpAOpzwmUkkkkAg6OvrOzg4UCgUMzMz+fn5brcbLFybm5svXLhw/vx5KpX6rE+LPBZwo5ubmzkcDp1OV6lUFovF6/UCqY1KpWaDB4PB4HK5ioqKwEm6sbERbgiTyXwW2w5uCA6Hq62tLSkpgbYcuVyu1+vn5ubW1tbKysqcTicg4SQSCZBcn34RBAJReiwulxuPxwElsXEsq9Xq8XhCodD29nYsFkOhUJBmW1pa0mq1Ozs7BwcHBQUFTU1Ng4ODV65codFoBALhWY9ZlgshFAp5PB7ckK2tLa/Xq1Aozpw5Q6PRwOB1f39/b28vmUxmsRKnFwaDqaqqIhAIQOSYnZ3V6XRKpXJzc5NKpfp8vmQy2djY2NnZWVVV9cLZQRwOx2Qyu7q6dnd3YXoE/DcwGMzzljJyyumfVrDS9vb2HhwcLC8vz8/Pl5aWggPB619/AB8Os9n88OFDnU6HQqGAPvSjK+3rEzMkEolAIOD1ep1OJ7BlVSpVdivJchtqamp+Uf9c2L+A9sBms2FQW6fTwZnbbDY7nc5QKLSxsaFUKhkMBnRPwZZKJBJLSkrAg+T16Q0rKChgMBhwOUgkEoPBwLU4HI5MJrO/v9/Y2FhWVpbbIHLBw6+jw8PDjY0NhUKxsrJSXFzM5/PfeeedUzosnSAWi/XRRx85nc6NjQ2VSpVOpxEIRFNT08DAwIcffkij0QAl9mIrbCwW8/v9m5ubgUAAFgio9IlEIhgsKy8vB5ugU2YUqFQqHo+vqam5cePG119/7Xa7PR5PXl5eMpkEo1UsFguzE21tbWKxGKav0Gg0CoU65agGhUJ59913PR6PXC7f3NzMZDKpVKqurq67u/tf/uVfOBzOE01EzxISiSQSiTD57fF4lpeXHz16pFQqbTZbKBRKpVKZTMZsNiMQiKOjo5aWlp6ensHBQRaLVVZWhsFgTrkygrs2g8GYmJj4+uuvgfFptVrz8vLYbPaFCxfa29tPmTspKyuTSCQikQgCSL1er1Ao4PB9cHCQSCRg9gP4GxUVFc3Nzf/5P/9nkUhEJpNPc0OAC9HS0iIQCIaHhzUazdjYGBR5DQYDjILY7Xaz2by/v4/BYF7sDEEgEGpra//4xz82NDR89dVX6+vrWdogHo8fGBjo7e19yV0HjUaD7dL8/Pz29vbCwoJEIsFisVwuN7dM5ZTTKUUmk999992dnZ2VY5WWlnZ3d8PU1uv/4Z1O5+rq6uzsbCgUgpW2o6PjNU8+7uzszMzMTE9Pz87OBoPBSCQC3AapVDo4OJiFGv2MWJ7TCDqKwQf28uXLXq/XbDbL5XKlUrm2tra9vW232+fn5wHbCtnG1tZWJpP5rHTVryUsFgunKaFQ+PXXX8tkMpPJ9Nlnn2k0mmvXrnV2duY2iFzw8CsokUhA04hCoYBRh/7+/oqKipeh9oKps8/nUygULpcrlUrF43EkEllaWtrf3z88PFxVVfWjOLaTBWRK4BPrdDpwHwoGgygUCpyUxGIxGEXX1NScPn8Avm8wVWwwGFQq1c7OzuHhYSKRgD/AYDAVFRUSiaSzs7OyspLFYjGZTBwO91w55lQqBewLoGOm0+m8vDw0Gt3V1fXOO+/weDwCgXDKUAr6gsD8tKCgwOfzUalUyD3AQRz+j4KCAjQaTSQSaTQai8U6oabxrJxHUVERnU6Hiv8XX3zh9/uj0Wh+fv7+/r5Go6HT6QQC4SfHtsDEGl7t6OioqKiISCTS6fTm5madTjc1NQXmttm7HQ6HLRbL1NRUMBisqakBeN/j1qjPuiHgx4fBYOAthELhxsYGuGUHg0GHwzExMXF4eFhfXw8snuflQsCsBZVKbW1tBTtgt9sNbVdIJFKn03G53JKSkpex0oMpwPr6+qtXrz569Mjlco2MjBQWFjKZzDcIm5pTTr+u0Gh0RUVFW1vb4ODg4uKiTqf79ttvr127Bt0yr22POKTw5+fnx8bGdnZ2BALB+fPna2trX7ez7BPchixDCbgNsLYLBAI+nw9tvU9wG16ZsvsCvDsWiyUSidAd6nA4AMpks9l8Pp/BYNjb2zMajWDSlSVFlJeX/2RPwSsQMIhIJFJjY+MHH3zAYrEWFxc3NjbAFd3hcHR0dDQ3N5/+CJELHnL6GRQIBPR6/cTExNbWFolEOnuslxnTTKVSiUTC5/OpVKrbt29DRhkOsjgcDgxMi4qKTl+7hIPa4eHh/v7+7u7u8vLy9PT04uIiVO6g7ae2tvby5cvXrl3D4/E/2QeVPV7H43GYYdjd3VUdC4Y0AoFAJpMBknE6nS4sLIQj4+XLl0kkUlFR0XPtQOl0GnIzarV6ZGRkc3MTgUBAvQJIqCKR6Ll+9mCeHY1GI5EIWCEBxBqJRObl5aVSqXQ6jUQiweA8k8lAQ1d+fj6BQAC03ClvPhRzWCwWGo1++PAhGo1GIpGpVCocDk9PTxcWFoIvNR6PP+UNAc4GDodjMBi1tbVMJnN7e9vv9weDwfz8fBjy3tvbMxgM4XBYq9W2tra2tLRwOJzS0tKioiIAcp8A/UEgEEA6r6yslEgkBoPhzJkz8Xg8cKzl5eW1tTWxWNzV1dXb2wvmsEVFRUAKP+XnR6FQVCq1s7NzdnYWPgxs+UtLS8AwotFocEZ5geo8vH5VVdV7773ndrvtdvv09DSdTodRilxtOqecThnnFxUVCYXCg4MDGLj64YcfuMciEomv7QHr8PDQ6/XOzc0tLS3l5eU1NzdfunSJTqe/Pt1WsPVAq3AgENja2po9FnAbCgsLGQxGlttAoVBeK1PR7Fw1jHRvbW2p1Wrw+zaZTDs7Ow6HY3p6uqysjMPhwNYjEAigKQi2Hnhyfq3gE9qSL1y4wGAwwMVbrVaPj49DlwQKheJyuWDQl3NheubK8N/+23/7J7xsmDw2GAz5+fngi/+8Jqo/qunp6Zs3b6pUqpKSku7u7uHhYYFAAMepF3vBcDhstVq/+uqrGzdurKysgPUnjBOEQiEikYjH45lM5ulX8FQqdXh4qFQq792799e//nV0dHR9fT0YDGIwGAaDkUqlsFjswMBAe3s7j8c7TWEURia2t7dXVlYePHjw/fff/+1vf5uZmdnY2PB4PKlUCo1Gp9NpAoHA4/HAYXZ3d9fr9W5vb8OAxMmJ8CcUiUQ8Hs8//vGPb775RiaT7e/v4/H4iooKFAq1s7MDTZYsFuv0dYzsXNro6OjXX3999+7d5eVln89XUFAARk+JRILJZBYWFobD4Z2dHb1eL5PJtre3k8lkcXHx86KpNzc3b968OT8/Hw6HgWydTCb9fj8YJcGJGYPBnH7BisViOzs7d+/e/etf/yqXy0OhEA6Ho1KpOBxuf38fhUKh0eiDgwNICAGsAwbdoIkWhUKd5r0g+t3b2/N4PGazmU6nFxcXQ/y5tbWlVCrNZvPh4SEWi8Xj8c/liGqz2UZGRqamplwuF4vFgrxgIBBwOBybm5tIJBLw4S8cfsMg+M7ODrQRg4MWjUZ7+dm4ZDJpt9s3NzdXVla4XC5QXXPU0px+k8JgMAQCweFwgKs1wMLodPqvkgU/jXQ63Q8//DA7O7u3t9fY2Dg8PNzb2/ta+a1luQ0TExN/+9vfvv/++6Wlpe3tbZhSu3Tp0n/6T/9paGgIOk5fYLrslSkvLw+LxQKACKZKWCwWDoeD7BVsGcvLy1C28vv9mUwGslevA6+6qKiIRqNVVVVhsViHwxEOh8GUNpVKAVDr9fTzhZ6R5eVlCoXC5/MFAgE47b5K5SoPP1uew+/3K5VKmUwWj8dFItHly5cBBvxiLxiLxVwul1qtlslk4+PjDoejqKioqakJjuAqlWpmZkahUJSVlfH5fDhgnRwzQJMSwCMBAaPX6wsKCshkskQiweFw8Xg8kUhAfEIgEE7O0MRisf39fe+xPB6P1Wo1mUxbW1tOp3N3d7esrKy8vJzFYu3s7LjdbgwGU1NT884778AvU6VSgUnrmTNnvF5va2srmUwuLi7+ybOax+PZ3NxUKBQTExMAnRCJRGBcq9PpPB6PWq0uLS0FNMHJeRqoYDidTrvdbrFYgI+m0+mSyWRZWVljYyO4La2vr0ciES6XC1awVqvV5XKtrKwEAgGXy2U0GoHGQKfTiUTiyRUDaLXSaDSjo6M+n49Opw8PDyMQCLfbrVKpvF6v3+/Py8sDrDK84Mk3BDAaRqNRqVROTEyoVCqw8RWJRHg83ul03r17NxqNolCompqagoKCSCTicrkAem0ymTQaDfhEUalU4Ao9yzAK2q4KCwuJRCL8DfSbIRCI7WPBcPbjXAgGg0Emk0+uGGQymXA4rNfrR0dH7XY7kUgcGBggEAihUGh5eXl7e3t+fj4vLy8cDre1tYGJxwv8jsBxUiwW7+7uulwuu90+NjYGSdPS0tJcVimnnE6ZaabT6b29vZDPWl9fJxKJkGB63TBbj6+0brebQqGcP39eJBK9+tPVs9Y94DY4HA7gNqyvr2u12nA4XFpaCsXhx7kNr/lgOtSZcceiUqmJRILL5TKZTB6P19TUZLPZnE6nx+Px+/1ASTKZTFqtlsPhMJlM2HpIJBKknH6Vzw8t0xDMoFAohUJhMpmUSiV0GUgkEi6XC2YnuUUgFzz8/PmDM2fOBINBlUqlUCgMBgOVSm1ubn777bdf4GefdXcOh8NLS0s3b968detWOp2m0WhtbW0fffRRX19fNBr94osvlpaW1tfXsVhsX18fGo2GXPsTj3j21WKxGJiEjh0rEomk02k0Gi0SiYDbkJeXNzU1BT2LJ38w+O/e3p7ZbF48llwu9/l80LAOBk1isbi+vr6kpGRiYsJsNpNIpJaWlj/96U8IBAJMWhcWFvR6vc1m02q1MBwCULMTLiEaja6trd26deubb76Jx+PAx/nggw/eeeedZDJ5+/bt2dlZo9EItqTFxcUQtj3r1RKJBFD8Hj58CE2xwG2ora3t7e29ePEihUJZWlry+/0ul6uuru7cuXNCofDu3buPHj2am5vb2NgALkRTUxNwIRoaGgoLC7OplKffNx6PWyyW5eXl2dlZIpHY3t7+ySefUCgUj8fzf//v/x0fH9doNF9//bVarf7kk0/Onj1bXFwMR9tnXUIqldLpdCMjI19++WUgEIBv8+rVq59++unR0dHc3Nzy8rLFYkEikRcuXCASiW63e3FxcWtry2AwgH8rFosVCAQSiaS7u1soFGbBgic7Xufl5VVXV1+4cEEsFs/Pzz/OhXj48CGPxxscHBwaGhKLxVCWedYNSafTMM44OTl55swZkUh0/fr1urq6eDz+2WefjYyMqFSqmzdvrq6ufvTRR+fPny8rK8ue9Z93KW9paUEgEAsLCwA4l0gkdDq9pKTkzcJd5ZTTr6jCwkIgDo2PjxuNRgQC0dXVRSAQfnSl/RW340QiAaluWGnFYvHVq1erqqpeh3NCltuwtrYG3AabzfY4t2F4eLi7u5tIJL4k1//XEowTkEgkiUQCMVKWUqpWq61W69bW1qNHj8DZD0YfW1tbq6qqnoAPvsrHqaCgoLy8vK+vr729/csvv7x586ZcLgfflI8++ujixYuQCMuBIJ5Qrm3pZ2hbikajarX6iy++AHLhe++9Nzg4WFNT8wJVOZhjnp+fv3Hjxt27dzUaTSKR6Onpefvtt997773GxkYikYhCoWCWd3d3NxQKhcPh8vLyysrKp98OBrgXFhbu3Lnz9ddfT09P6/X6/f19Lpfb29v7+9///sqVK52dnWw2Ox6Pw7RWJBJpaWmpqamh0WiPv1Q6nY5EIjAFdefOne+///7u3btLS0tGozEcDpNIJKFQODQ0dPXq1d/97nednZ1YLHZiYmJtbS0Wi12+fHl4eLi+vh6NRmOxWLjbBQUFAHkwm83AXCORSE8XZ2G1hXPkrVu3lEplMBiUSCQwldHa2gp4y3Q6XVBQAK0p+/v7RCKRy+U+fUOSyWQ4HFYoFHDmhiN7IBBgMBhdXV3Xr19/9913e3t7a2pqEAiE1Wrd3Nx0u90ikYjP59fW1pLJZB6P19zcTKfTCwoKDg4OgsGg3W7f2NjQarXBYBCBQBAIBGB2PpEM83q933zzzeTkpNvtHhoaunz5cktLCw6HA/oylUotLCyE/iII4SKRCEwRPJ0dT6VSm5ubt2/fvnnz5uzsrM/nq6urGx4evn79eldXV3l5OUStBQUFoVDI4XAkEgk6nX7p0iWAJwgEArj/kUgkHA67XC6w21OpVHa7PRKJIP9DTzzkFotFq9Xq9frGxkaY4aNQKDU1NSKRCDAmYPjrcrk2NzfX19f9fv/R0RHQPZ+4CrDGu3HjxoMHD6xWa0dHx5UrVzo6OqBri0KhQGdUNBr1eDzQhxoMBnE4HMRUz/uzyhLx9vf3TSZTLBZDIpGNjY0wyvJiv/pc21JO/1SCkdlUKpWfnx8MBr1e78HBQUlJSW1t7esThMNK+7e//W1yctLlcp0/fx5WWiwW++uWGcEPfWVl5eHDh1999dXo6CgUnMvKysRi8XvvvXft2rX+/n4YDICJu9/AA1NQUFBcXMxisUQiUXt7e0NDA41GQ6FQMB7p8Xj0ev3ysUwmUzgcBuOTV2wk9fjjTSQSmUwmkUgExujOzo7L5fL5fBgMhkgkvg59VqBc29JvQZlMxmazqVSqhYWFRCLB4/H6+voaGhqetwwHyXW/3282m+/fvz85OWmxWPB4fHt7O2QjRCIRnOcgQT48POxwONbW1qampgQCQU1NDZVKxWAwkNOF8V9orZHJZCqVanNzExwS2tvbm5ubAVNQXl4Ox52dnZ2nPw/ky/f29kKhEJzLDQaDRqPZ2Nhwu92Hh4cEAoFIJFZVVVVXV/P5/MbGRi6Xy2Kx7Ha70+nUaDThcLiysrKnp6elpQUCAzKZTCKRCARCcXExBoNZW1tTKBRwis1kMgKBAGba4EgXi8WCwaDFYhkfH3/06NHW1lZeXl5LS8vQ0NC5c+fg8A2ftqqq6tKlSzAxLJPJOByOUCgEdlt24d7d3fV4PDabTSaTLS8vq1SqwsJCAoHwo9wGh8Px+DIB1fnHuRAMBiPLhdje3gayHpRoKyoqyGQydMXAHuD3+9Vq9fz8vN1up9Fo0mPBPDoKhWprawNj7KKiIoVCAaargUAgnU43NTXBuRweJwBdWyyWubm5kZERnU4H5KNz584NDAyIxeKysjL42DQabWhoaHt7G2yveDweYObOnDljtVoh2tHr9W63OxAI6HS6jY0NmJVvaGior69nMplkMhm8un/UTRzGKMvKyiorK6GbDm7I1taWx+NRKBTr6+sWi2V7e9vn89FoNAqF8vj8WTAYNBgMUIAqKSlpa2vr7e0lk8lQQAMuCsROcNMODg78fn8ymZRIJJCmeq5W1IKCAhKJ1Nvb63K5NBrN1tbW0tKSVCqtra19YQ5dTjn9swUPaDQaVlqn0+nz+WQyWXV1dVNTU3al/dUFK+3CwkJ2pe3s7HxhH/Of5XgAJhPAbVAca3l5OcttANioVCqtqanJVpt/Mw9M0bFoNBowNyAft7Gxodfrt7e3d3d3LRaLTqcrKiricDj1x6qqqiovL89uPa9sZBk2a0gREolELBYLCcT5+XmPxxM7VnV1dXFx8RtaFMoFD6+dksnk9PT0w4cPd3Z2hEJhb29vQ0PDC/RnA894dnb2iy++gJFWAoEwMDDw0Ucf1dTUUCiUx5c/YDwrlUqAPi4uLpaXlw8PD0PwEIvFTCbT1NTUzMzM2tpaOBwGs1GRSHT27NmBgQEqlXoabkM6nfb5fBqNBrAVOp0uGAzGYrFEIgFMaAA1NDc3l5eX43A4yBnk5+dDat/pdFKp1J6enubmZiaT+XhFksfjlZeX83i8Bw8efPnll2az2ePxbGxsvHcsEokEIxzQDPb555+vra253W4cDtfZ2fnpp5/W1tbS6fTHp6JJJFJ7e/vy8rLNZoM8Oo1Ge+edd2BLSyQSTqdz+lgwVRyNRlOpVHNzc09Pz8DAQGVl5Sm5DWCS29nZ2dTUBFyIsbExhULhcDh8Pt/8/DyA/c+ePdvT05MtpKjV6tu3b5vNZhwOBx7YHA7n8a42FotFJpOrq6tra2u//PJLj8fz4MEDo9E4PDz88ccfk8lkCGn29vZ0Ot3nn3++tLRktVoLCwtFItHHH3/c0tLyBFKtuLgY/HYNBgPws2/cuHHt2rX6+vq6urqamprz588DJVSlUsnlcp1OBwcCuVxeWFhYWVlZX18vFoubm5uhZPSsG5LlQvD5/OHhYfCsWFpa2trampycVCqVcGoHCHpxcTFc9dbW1q1bt7RaLQKBEIlEYrG4oaHh8RtSXl4+MDDAYrEaGhq++OILk8k0PT0Nmf5//dd/ZbFYz8uILSws5HK5bW1tWq0WIrS///3vH374YS54yCmn04tEInV0dKhUKjgIwkr79ttvvybBg0ajuX37ttFoxGKxLS0tra2tT6y0r/54sLu7C9yGmZmZLLehsbFRKpUODQ3xeDwKhQJm6L/tlpiioiIul1tZWXnu3Lm9vT2LxbKysiKXy9Vq9fb2tlwuX1tbAyd3gUAgFotbWloaGhpefUBFIBCkUimNRmtqavr8889XV1flcjmcTz799NO6uroXm77LBQ85/T+C0Fkmk21tbWGx2NbW1sHBwScO+qeRx+MBp7bFxcX19fWioiLgkUmlUvj9PGEfhEQiCQRCX1/f3t6ew+HQarV4PJ7NZm9vb8NUsf5YNpstEomw2WwejweNN8BtOCFxC+ah6+vr9mPZbDbHsTweTyQSKS0tBc9m4DMwmUwGgwGRDFzy3t6e1WqFhQCBQAiFwitXroCzfjZyAO/w0tLS+vp6MOOfm5vb3Nzc2tq6ffu23+/v6emhUqnJZHJhYWF+fh6ml/h8fk9PT1dXV3NzM+Sk/5/n+FhSqTQUCjmdTovFMjY2VlVVBdaxWfNsi8Wys7PDYDA4HA70mQCm4PTphCwXorCwEKasKBRKa2urTqfb3Nx0OBwGgyGZTMJTIRAIgJIjk8kWFxej0WhbW9u1a9dqamqybwc3BNxmeTwevPjc3NzKyordbh8dHQ2Hwz09PdXV1UdHR0qlcn5+fmlp6eDggMViwQ2RSqVPe4/mH6ulpSUQCPh8Pq/XOz4+DoAhSPDjcLiSkhKg9dXX1zscDvi67XY71CsCgYDVal1aWgKj7uLiYqfTGY1Gf/SGABcCXMCBCwE3xHas6enp7e3t5eVlPp9fXV1dWloKQ97BYLCqqurdd9+tr69/4gkvKCjA4XDV1dXgkzs3NyeTyfx+/9TUVDQa7erqamtrq6ysPH2bEBTEAccO9b2ZmRmwuKVSqblkUk45nerE8NhKC1YZ4EBAIBCyZc9fRdFo1Ov1gqtPLBZraWm5fv06l8t99T/t03AbYOv5FbkNr1jQ2IY+FnSf4nC4srKy2trax7ceh8PhdDrD4bDT6VxeXmYymXDeAEwENA790h8ViupMJhONRmcyGQ6HA7S+hYWFVCrV1dXV0dFRVVX1GgJDcsHDmyEAJmxvb8/Ozq6trQGEq/1Yp89zABd5b29PrVZPTEzcu3fPbDYXFhZCI8r7778PT/CP/lskEimRSMLh8OzsrMPhmJ+fFwgEeXl5er1+cXHR6XTm5eUVFxfzeDypVHr27NnOzs4f5TbAhQDcLZ1Ox+Nxh8MRCARCodD6+jq4W2IwGDweD4VFSJxXV1eTSKTHf8nQ5uTz+RYXF5eXl51OJ5vNhnaUH70EmFIqKSlpaGgAq6K1tbXl5eXNzc39/X02mx2NRu/du7e2toZGoxsaGmAmgc/nn2DtKhQKYWJEo9HIZLL6+nqj0Wi1WhcWFmDCD4vFstlsqVTa09PT19dXUlLywgt3Xl4eDocDcE9nZyc47kHsZ7VajUbjw4cPe3p6GhsbKyoqlpaWDAYDg8EQiUQXLlz40TdFIBBlZWXFxcVQOc3Ly1tZWQF+fiAQEAqFmUxmbGxsbm4OhUJxOJy2trYPPvigra3tBNBHbW3t0dGRXC6fn59fXl5WKBQMBqO4uBhmu9FoNP1YEokE+BUrKyvLy8sQt4CjrkwmKygogGIFTJVksR6A3358iLmoqIh9rPb2dofDMTk5CbGf1+u12WwTExNisbi1tRW4PKurq+Xl5fX19RcuXHhW+p9AIOBwODabXVFRkZ+fr1QqrVarXq/3er0QxkC/xOlbrtlsNgaDUSqV0L+kUCiqqqrwePxvo8k4p5xejYRCIfBY1tbWZDKZRCKBavav1RSeyWRCodDq6qpSqTQYDCwWq7m5+cKFC8/FHn35I0GW2wBtmbOzs3Nzc2q1GrgNdDo9y22AWv0/58MDBB7KsUQiUTwe9/v92bk7wESsr6+rVKq8vDwOhyMSiVpbWwUCATSsAr30l25nwuFwRUVFFRUVkPqEHfzGjRvQsN3b28vhcKCh9592hDoXPLz4agWeCd98843NZmOxWH/4wx9EItFzUR3ALXRkZAR8V4PBIJPJHBwc7O3tbW1tLS8vP6GLBvzRuFzulStX7t+/r9Pp/v3f/x2BQEQikYODA0A/SqXS5uZmGo1GIpGe1fcJzYher3drayt0rKmpKRiMi0ajJSUlNTU1QKOrqakBT1XgGzztnxOLxXQ63V/+8he9Xk8mk99///2Ojo6TqQVIJLK4uPjSpUvV1dWPHj2amZlZX1+/efMmBoPJZDKBQABA2v39/ZBfPzkwA8jDpUuXMpnM4uLiP/7xDxQKBUQ8HA4nFAo7OjrEYjEYiZaWlv5cjbDQvUomk7u7u00mE9QNAMms0WjQaLTf78fhcIODg11dXSeP7kHa49y5cywWa3x8fGpqan5+/tGjR4uLiwBAwGAwfX19544FUy4nPG8oFIpGo125ciWVSt26dWtiYqKwsBAMFp94tID33NXV1djY+O6774LX9fr6+ubmptlshv/m5eUdHBxkMhnwew2FQkgk8ke3Z6DLvf3222Kx2G63Qwixvr6+trZmMpkKCwtDoVBBQUF3d3dfX19ZWdkJXyvA9drb2+l0+uR/aHFx0e126/X6wcHBc+fOnZ4YXVBQQCQS33rrrVgs9te//nVxcRGNRldXV2Ox2FzxIaecTqnCwkI2m3316lUEAjE3N3f//n0MBlNfX58dV3vFSiaTNpvt22+/XVlZwePxFy5c6O3tfS586s8SPIDviEKhWFpaAtIRLHSNjY0SiUQqlTKZzPLy8tLS0tfcgPVVColEkkik1tZWLpd78eJFl8u1tbUF9rVGo9FisXg8noWFBQqFwmAwGo/V0NBAJpN/aXcKCHLgverq6qampsbHx9fW1gCaNDAwAI3i/7Qg6lzw8IKKRCIqlUomk+n1ehKJ1Nzc3N3dzWQyT7laxePxg4MDyH2Oj49vbW2Fw2FwJOjv76+rq2MwGCdHHVAigCzs4eFhNBrd2toqKioqKSnp6uoCl+iGhobq6uqnGVuZTAbgYj6fz+12A1ACMtzpdHp/f59KpTKZzIqKChaLVV1dXVNTw2azaTQaGo1+1lE1mUxqNBowkAUiaXd3N4fDOXkvAVY8FFii0ajb7d7Y2HA6nel0GszFORxOR0dHW1sbl8s94XWy3AadTudyuQ4ODqB3CPydmpubYSq6sbGRx+M977jtTy4x0EVGIBDA9opEInE4HD6fv7q6arPZDg8PM5kMgUDY2dkxm81qtZrBYDyLCwFjW1QqFYvFRqNRgIuDYywc8VksFsx2w/TzyZEqkLDb29udTufa2hqgSBYXF1tbWysrK5/4S2g6olAoR0dHbDYbvneTyWSxWFzHstvt0WgUHAJmZ2czmUxlZWVFRQWVSoVgLFsBgKYjHA5HoVCgT4nNZsMNMRqN29vbqVQKhUIFg0GbzaZWq9ls9rO4EGDZAdPbeXl5eDweh8Otr6+bzWZI8u3t7TU1NTEYDBhxO/nLysvLg0ERr9erVCp3dnZWVlYAKMHn83PLWk45nTIIJ5FIPT094Ppit9sVCoVcLq+trQVe7ysWWCCoVKpEIiEQCLq6uurq6l7NqQ7aB7xer8PhgDwL5FyA2wBDFw0NDbD7vP7chlcvSA9hMBgAd1YfCyxPzGaz0+kEtz29Xr+1tWWz2XQ6nUqlYjKZACkCC5anDf1+lp0d/JeIRCICgYCtB1xS5ubmIsdqamqqrq7G4XCvD3wwFzy81spkMsFg8P79+/Pz87FYrK6urqurq7a29jSFSChuHhwcWK3W77777ubNmzs7O9BO84c//GFwcJDBYDxr1QOv6EwmA95BMzMzY2NjExMT+/v7CATi6OgIDHP+9Kc/nT17FjxDn/63YH66u7u7urq6dCytVguumkdHR2g0mkwmS6XSt956SywWA1z5NJzpaDQ6OTk5NTUVDAbhhjQ2Np5yGhWquuDUBJiwWCwGGf2Kigoul0sikTKZzNPdKdmLisfjwG149OjR2NgYANeAZMlgMD7++ONLly79jKWGZwnMJZhM5tmzZ30+33//7//9zp07sVgMyjvwwUKh0MDAQH19fVFR0bPco4+OjpBIZFVVFZvNJhKJsD/B61MoFMDWPN4ydIIwGAyPx2tra1tbW1tcXDQYDDdv3oQP+aPdPvD/BK9ukUiUTCYjkQicsO/du2cwGAKBADSnjo6O1tbWNjc3g1c3zPzBFWVfGXaFgYGBzs7OQCDw5z//+W9/+1s8Hk8fa35+Hm7I0NBQa2srFovNTg0+/cGQSGRTUxOLxWptbf3ss89u376t0+ng1PJf/+t/PXfuHHhS/eSzWlBQUFlZ2dLScvbs2cnJSZvNdvfuXTwez+PxctiHnHI6pfB4fFNTk9FoVKvVSqVyY2Pjhx9++OCDDygUyqv8HcG2BSu/y+WCJlKw6Pil3xe2HuA2rK6ujo2NPXr0CDIsKBSKxWJ1d3dfuHChp6fnzeU2vErBMwNpOIFAAL0PWq0W2m4hYQR90QgEgs1mNzY2dnZ2gqtH1uD1F3r2wKOlqanp22+//eqrr2AWdGlp6U9/+tPly5crKytP7rDIBQ85/f9yOBzgueb3+ysqKvr6+rq6uk65OqTTaejIHxsb02g0sViMz+dLpdLBwcH6+vonBgmeUCKRgHbA1dXV9fV1m83mdrvj8TiHw8HhcCaTKRqN2u12v98fiUSeYDYDkNhms0EEb7FY3G63z+fb3d3NZDJUKhWPx3u9XjQa3dfXB6e9k/tJHpfX693c3JTJZDabraSkpLu7e2ho6Ceh0VmB58+jR49UKlUkEmEwGBgMBkChq6ur/+N//I/+/v5z585VV1c/MaWUTCb39/ehH2ZlZQXMUsPhMDQmWSyWSCSyvb3t9Xr39vYIBMIrqzBmAQXhcLiwsLCioqKkpARcU/f29pRKJRy7hUIhmIE8sd7Z7Xa1Wj06OqpQKHZ3d8lkMpvNPjo6CoVCBoPhz3/+88bGxtDQEDSSnebz8Hi83//+9+BetbCwAHPzNBrtJyu/0EYlEAigkQyJRM7NzYGdbjgc9vv98/PzBoPhwYMHNBqNy+XyeDwYy37im4rH40Ch9vv9BQUFFceyWq0Oh+PevXtqtZrL5YpEoqamJoFAgEKhnvVNwVjFhx9+WFNT8+DBg62tLavV+vnnn+t0uqGhobq6OjqdfpobwmKxrl+/HggExsbG1tbWIDsIc+G59S2nnE4poVD4u9/9LhgMmkwmYEQyGIyf7C/9GRUKhba3t2UyGTSIisXit99++xX44cB8oFqthq3HbDY7HA6v10smk7lcbmtrK7iOMhiMV7nv/JYEFQkOh0MgEEQikdvthjKXwWDY2tqCbdRut09MTECGkXcsGo0GFYyfXTAi+Pbbb7NYrNHRUbVa7XK5/v73v5vN5sHBQZFIxOFwcsFDTs8U5IB1Ot3U1JTBYECj0RKJBJw3T14gAL+wu7trt9vBM3RmZgYmbqVSKRyOwVjmR//hwcHB7u6u0+k0mUxyuTzLbSgtLW1vb6+vry8uLoaZHr/fD/h3MpkM7UnhcDgYDIJ5DoAaDAaDx+NBoVDFxcXQnlRYWJhIJJLJZCaTqampAVecUyZg0um02WyemJjY2NhIpVKtra1isRiOgCf/w0wmA5Cyubm56elpIA2DAyyJREomk6urqzB2dnh4GI/HOzo6eDwelUrNMrPdbrfNZpPL5TDmC9wGkUgkEAgYDIZCodBqtSaTSafTabVaEon0CuZi4bpg1NjhcOTn5/P5fKFQSKPRYJYauBBarRZCnaampoqKCgqFAm0/kUjE5XIpFIrZ2dmxsbH9/X06nd7a2spkMo+OjoDPoFAo9vb24vF4Z2dnfX19RUXFT14XlUqVSqVyudztdut0OqVSyWaz+/v7fzJfAn1lVCoViUQ6HA6NRpOfnw9GW4AH8fl8LpfLbDYfHR0BraahoQGa3EqOBRWwQCAAxOtUKlVTUyMUCgUCgVqtBpdepVKp0WisVqvT6fR6vcCFIJFIT0/FgV9HW1tbRUUFuDAtLy9Dx10sFguFQs3NzfA8n3xdpaWlbW1tKpXKbDZrNJqVlZXp6enz58/DREqu/pBTTqcR4DUhx6HX62UyGYPB6OnpeQX2/FnPkvHx8dXV1b29PXCXFolEv9ycdDqdTiQSYCYB3AYY84WyP/9YLS0t7e3tXC73N8ZtePXBQ15eHtTA+Xz+4eFhIBDQarUbx4Kc4O7uLlBQa2pqBAJBfX09h8NhMpkl/6HTj8P9pKA5WSgUMhgMJBKJx+PBMN3v90ej0b29vUQiQaPRcDjcP8kOkgsenk+pVOrg4GBpaenOnTu7u7sDAwOffPIJl8v9yR56aK1RqVT/+Mc/ZDKZ3W5PpVJisfjSpUt9fX0njBPAQdlsNk9NTU1PTwO3IZlMPsFtSCaTHA7n5s2b9+7dGx0dxWAwzc3NYAKrVCoBTONyuUKhENCpi4uLGxoa4KBfW1sbCoXGx8fBY+d5F9NoNKpSqb799luXy9XU1PTJJ5+AZ//Jvx/ongK7fYCFJRKJzs7Oy5cv9/f3MxiMTCYzOjr64MGD0dFRMMPd3NwcHh6+evVqOp3OchtkMhm0OaVSKZFIBEWPyspKFApVV1d3+/Ztk8k0MzODRCIbGhpeAWf06OgokUhsbGx8/vnnDoeDTqd/+OGHUqmUzWZDn/3Y2JhcLgdTXeBCnDt3rre3t7u7Oy8vz2azfffdd1NTU6urq/F4vLGx8eLFi+fPn6+trT1z5szc3Nzo6OjIyIharTaZTJubm2+99dZ77733kx52sPANDAwcHh5aLBa5XI5AIGpra8vKyp63np6Xl1dVVXXhwoWuri6Hw6FWq+Vy+fr6ul6vX1lZUavVN2/epNFoNTU14mM1NTWh0WiTyfTll19qtVoikXjlypX+/n6hUAhEp7GxMYh7JyYmFAoFmUwGKERvb2+WC/F0EojFYn388ccCgYDNZt+5cwecEPV6/cDAwLVr1xgMxsmxK8x4dHd3Q21KrVbDL4hOp/8zOCfmlNPPlY4tLy8/f/58JBIxGo2zs7MoFKq+vv5HyZI/+0obj8e1Wu1nn322vb1NpVKvXbsmFotP02f7MgcAaBgGjBJwG1KpVJbbwOfzwQv7N89teMUCS4/S0lKxWByPxwHoJJfLV1dXNRoN2NOPjIzA2CFsPW1tbS9jqPjjJ+aCgrKysqtXr4LT7q1bt9bW1n744YetY/3ud7/j8/n/JC1queDh+eT1emdmZpaXl/f39/l8vkQiEQqFJSUlJy8T4XAYTF0XFhbkcvn+/j6Hw+nq6urs7GxpaQFOwo8GG1Cny3IbALVbVVXF4/Hq6urAJxS4DclkUiqVAuo4FApNT08XFhZGo9GdnZ3t7W0ANaDRaCaTyWazHwc10Ol0Eolks9nQaPQLxOihUGhhYUEmk/l8PhaLBb9YCoVy8s5xcHAASLX5+fmFhYVAIFBRUQE0UEAIQ/dIR0cHFoulUqmLi4ubm5uQcd/a2komk4FAwGAwWK3WnZ0dJpMJiYcsyAJSPi0tLXBeD4VCGo1mYmKiu7v7l56LPTw8lMvlCwsLNpuNQqFAFqqmpoZAIBQVFcFe29bWBsUQh8MBl2M2m+fm5vLz83d2doD9V1xcDCDqzs5ODocDpdiWlpbCwkIymby4uKhQKNRqNQy+A7QOLEd/9FPB2HFtbS3cEKvVqtPpJicngQXxAjkYPB5fXl6Ox+PLyso4HE5PT4/D4bBarQB28Pl8YAO/srLCYDDweLzD4dDpdIWFhQ0NDVKpVCAQgME5YP+bmprghjzOhVAoFJDJgxze45eWHVIHgF1JScnCwgJEIPF4PBQKdXV1SSSSE/Ad0BrLZrMlEgk4QZnN5unpaSwWK5VKc20GOeV0ylQCBoMRCoUul0upVAaDQY1GMzk5+QpW2mg0KpPJsitta2urRCJhMBg/e9AC3IZAIAAJLOA2wCwvnU5vaWmp+//Ye++ntvM0T9yAkACBcgKEEggEIiMyxsbgiN12u92ejp7p3p67rbqqrdn/4Op+v627q7utuZ3a2eswMx3Gdts9DmAwmJyzCAqAAgJloSwhiW8VrxoVX9vjdjvQ7mk/P0ztdtlGvPX5PO8nvEJREa6en49vw4/ypCUmJhIIBBwviUSi0+lCobCurs5gMOj+Gi6Xy+l02u32hYWFrq6uuE1EdnY2ypLnfDxwk1IolLy8vOTk5PT0dLFYPDQ0ZDAY7t275/P5Ghsbm5qaaDTayxaDet08/GQivgG4efPm4uJiSkpKXV0dstUT/hbYVBqNZmxs7IsvvtBoNOFwWCKRNDc3f/DBB2KxmMFgPPRTIALr8XisVuv09HRfXx98G2DlC4LE4cOH9/s27Ozs7O7uMplMAGAwA0anEQwGSSRSamoqjUaTSCRyuVyhUJSWlkokkmfrFvZHKBTa2Njo6OiYmZnZ3d0tLy+vr6+HsdcTJjcgZkDldmZmxuPxCIXCmpqa999/Xy6X7xfrkEqlXC5XJBIlJydvbW3p9fq1tbXBwcFwOAwCMYVCkUgkdXV1j/VtEIlE8JB+8OCBTqfr6OigUqn4116SNgJIKb29vWNjY4FAID8/v6GhQSaT0Wg08L9xwdTX18OAGb4Qq6ury8vLyIzRaNTn87FYrOLi4osXL9bX1++XRRIIBBwOB4JOPp9Pr9ePjo6qVCoIAubm5jIYjL+1sk9MTMzKyoIJejAY1Gg09+/fp9PpMpnsCRyDJ2dz9l4UFxdDPWx2dnZqampycnJ1dXVzcxNirzs7OxQKBcK7oJ1xOJyUlJRwOEwikeALUVNTo9fre3t7h4aGJicnLRYLwKzV1dVYDgiFQgaDkZaWho1WvFfn8XgsFis7OzsrKwu/1OzsLKwAiUSiVCqFe+vf6u3ZbHZhYeGRI0c8Hs/IyEh/fz+NRsPc9AXqcb2O1/F3HMnJySKRqLKysrGxsa+vT6fTdXZ2HlimHR0d9fl8Uqm0sbFRJpM9dJ8+542P5YbP53M6nWq1uq+vb3BwcH5+HmK1fD6/tra2sbERqtk/W9+GAw4kc4gg5efnw6Jqfn5+ZmZmcnIS2l+YjoVCIYlEIpPJqqqqSktL8/Pz4d4AbY/nnBAx94LH4wmFwmg0Ojs7q1KpTCbT5uZmSkoKbrpHhS5fNw8/x4jFYpBwHh8f9/v9ubm5J0+eLC8vf/LfwiD57t27fX19RqORTqdXV1efP3++rq5OIBA82puitp6cnBwZGRkdHQWiDtVkeXk5dCQe9W2w2Wxra2tzc3MPHjxYX1/3+/3hcNhqtRKJxMzMzLK9KC4ujv/F9PR0Eon0/BMao9E4NTU1PDxssVgyMzPb2trq6+uf/LZ4PJ7p6enOvTAajSQSqbKy8vz580eOHBEKhRkZGQ/9eRKJlJWVBXO64eFhs9m8vb0di8XQ8R87dgz6VGw2m06nP5oOJBLJlStXbDZbd3f34OCgWCwuKSnh8/kvKdFbLJa5ubnBwcHV1VU6nQ7q+aPfMnwhOBxOU1PT8vLyzZs3Z2dnjUZjXGhIJBJVV1fn5ubS6fSH/i6Ubdvb2wsKCq5duzY0NKTX669fv65SqfBcFRUVPeETZmdnX7p0yWq1arXamZkZECpEItFzXrrw6wBp7OTJkyaTaW1tbXZ2dm5uTqlU+nw+9Lfwobt27Vp1dXVxcTFo+nEa9Pnz59FFDAwMYK8yOzsLC9vS0tL6+vqamhqBQPBQd5SUlMTj8VpaWsRi8c2bN3t6etbW1jo6OjQazblz55qbm8vKyp5wTzCZzDNnzthsNnCBRkZGampqCgsLfxTFydfxOn6iIRaLr1y5AgWCgYEBoVD4UjMtEI9DQ0PItEeOHGlra3vIZf/5mwf4NoyNjcV9G7a3t+O+DY2NjWCH0+n01wKsP1YAgFpUVJSTk3P06NGtrS2DwTA7Ozu/F5CEmZ+fZzAYXC4XmrllZWVZWVmP3q3P1kLU1NRwudx79+7duXMHyL21tTWgrysrK1/sM/m6eXgFfu295ReBQICYzPe++ZFIxO/3j46O9vf3b21tFRcXt7S0FBUVsVisx/550KqwAejr65uYmDAajRKJBOOZhoYGTGXiA1H4NhiNRp1Op9Vq4bqwsrJCIBA4HA5wShCKhm8DmNB6vX5rawv2vevr61Ce8Xq9EJP2eDywSGxtbQWl+wkoDgKBAPeDpzwQ+CpMT0/fv39fr9dzudwjR46UlpbyeLzHTnljsVg0GtVoNHNzcwMDA+AwiESi0tLShoYG7Lj3s37jvg16vX51dRXOLDs7O/Bt8Hg8kBDd2dlJTk7mcDhsNvuxGm0YJNfV1W1ubmIyIRAIzpw5A0LtE8BmMATAR0pNTf1eFCN+wcXFxc7OTrVaTSaT6+rqoBj4UOUKyA2FQiGTyfBcC+5FLBbLyMhISkry+Xxut1ur1XZ1dRkMBkh2xH0hEhMTyWSyQCAAp5xOpw8PD6+vr4+MjCQkJNhsNofDARWmx/6CZDJZKpXW1NSsrq5OTk7Ozc3dvn373LlzFArlsb4T+w8kJSUFg/+UlJSHxvlYBzP2AhsSiUQC2xOtVhsKhSD/Go1GsVLQ6XQzMzMCgQBa3biAs7OzoSuFfbRMJltbWzMYDIuLi3a7fWtrS6vVgsrP5/PjdOqEhAToWTGZzEgkQqFQhoaGVCrV5ORkUlKSy+XCxiMrK+uxv2BKSopQKASQbGRkZHl5+S9/+UtycjKEfZ/QYCckJIC9jQM5YEeq1/E6XqkAhjBuKTM5OSkUCk+fPv29mfYZpnjItB0dHci0NTU1yLQvZFuIfx816Nra2uLi4n7fhsrKyry8PNSgING91mD9cQNXD+jRhw4dEgqF0HwvLCysrKzc2AuIlGi12o2NDYgLC4VCNH7YXT+zuSGk7SEtmJaWNjg4qFQqIfzldrvtdrtcLheJRI+1MHqeIBKJuHqIRCI03183Dy8roMoc/1+g1ohEIpDTRCIxGo3uF5h/KNmFQiG73Q7KMojOFy9ehN7LY39QOBx2OBy3b9++devW5OQkyqmzZ8+ePHmyoaHhoT8M3waHw7HftyEajQJL2tLScurUKblcjgc0bhNhs9mGh4eH9sJoNLpcrsTExOTk5NTU1KysrEgkolarwTFqbm4uLCx8KLE+dCCw3wJ8hUKhpKSkPPlAIpGIx+OBt6jH42lra3vnnXfEYvGjXQd+BOBbPT0933777ejoaCAQYDKZx44da29vb21tjT/6j/Vt6O7uRucAK8qcnByg6jUazeDgYGpqKpPJpFKpJBJpd3f3oc9J3IvDhw97PB5gWnZ2doqKisBQf/Rzxk84ISGBTCbDPzIjIyMtLQ2+dfEW5aEfFI1G/X7/+Pj4tWvXnE4nYGkymexREBF+UCQSCQaDc3Nzd+7cmZmZsdvtUIIjEAhoIDUaTWdnZ1lZ2fHjx9va2oqKivb7QsSduYuKigQCwbffftvX1/fdd9+trKxotdp33303IyMDSkoPfU7CXtTW1gYCAZ1Op1KpvvjiCxBFHuoHHjoQJEf8m+np6WQyGbfsYw+ESqWmp6dnZWUZjcbbt2/7fD4SiZSXl2fei6mpqfHx8YSEBD6fX1RU1NDQUF9fjyccX/GxY8caGhpcLte9e/c6Ozv7+vrW1tbUajW0IHEgD/lC4PdCSy+RSK5fv37r1q2enh6VSrWysvLee+/R6XQskR86EDRFcLTY2NiYn5//05/+JJFIiouLoZvx2LcGAVs9tHNYoew/kO+18HsdP5/Yn2/hyYOsi//4d/DAINM2NTV5PJ7V1VXgFSGd/ORMG/9/97flT860Pp9vfHz86tWrTqfz8OHDV65cKSoqek6FpYd8G2ZnZ2EZpNPp4NsAXSn4NjAYjBfeMzz2CcEh/H08Ic92IPEX5CkPhLwX2ELs7u4uLy/PzMwMDg5OTk5Cpml2dnZ3d5fH40HoErxTKpWakpKC2dwPPWfcINhX5+Xl3bx5E9rBKpVqeXn58uXLMMNGAfbMX99DVw+mqBj1Qs/wyQXbS9n5/Nf/+l9/Dg8iVJI2NzfVavXs7OzCwgLMXPAFOBwOi8Xidruj0SiRSHyUVaNUKq9evdrf3x8Oh6uqqk6fPl1bW4u/+9AP2tnZsVgsvb29//Ef/wHeZ0pKyokTJ957772jR4/m5ubuX2OFw2GLxTI0NPTdd9/94Q9/ePDgwfLystvtzsvLO3r06DvvvPPGG29gTYHlr16vn5qa6uzsvH79+jfffNPX16dUKjc3N+HE3Nzc/MYbb7z33nunT58WiUQOh8O/FxkZGWQyOTMz89Fi12KxYNExPz+v0WjcbjeGym63G9b6kUgE89eHflNwP3p6eqxWq1wuP3nyZEtLy34k1f5Bjt1uHx0d/f3vf9/V1aVWqxMTE5uamj788MPW1laZTEahUPZvYLa3t8fGxm7fvv355593d3cvLCzY7fbs7OyGhobLly9funTpzJkzcrmcy+Xa7Xa3220ymQwGg9fr5XK5BALhscMn9OgbGxtut9vpdOJABALBQ7VyIBCwWq3r6+tKpXJubk6lUtntdpTpPp9va2vL6XSGQqE4c2v/j9ja2uro6Ojq6tJqtXl5eS0tLWfPnmUwGI/9PE6nc35+/vPPP79z587c3FwkEqmsrPzlL3954cKF48eP19fXY0zu8XicTqder4eahMPhAO9lfwWMxQtsnt1ut8vlMplMGxsbDoeDxWKRSKTHLpFw08OGwmKxoNN4dHQXDAYdDodOp1taWpqdnV1aWjKbzdgwhEIhi8XicDgCgQB2xw8dCFj79+7dm56ezs7Obmlp+fWvf93S0lJXVycSiahUKooAq9WKLQTMCs1m887ODpFITE1NJRKJDAYjLy+voqJCKBSSSCSfz+dwODY2NhYXF+fn5+FsCOfp+AtLIBDodHpmZqZQKPT7/U6n02w2A4pKoVBA0X70QNB1m81m8LyR6x9VXgqHw9vb23B2x4EYDIZIJMJkMqPRqG0vfD7f7u5uUlLSa7mV17E/vcDzHmhSaGBgPGkymZKSknDv/NQfGFRgRqNxf6aFH+VDmRZ2+4uLi9PT01A7nZ6ehmjb+vq6w+EIhUKY1z6aaTs7O7u6ujQaDTLtuXPnnh84FI1Gg8Hg9PR0R0fHH//4x7t3705PT5vNZrhEv/nmm2+//XZra2tRURGTyXxJkt+7u7tYthMIBKPRODY2hpyztbUVv4h/butNLJwTExNtNtvIyEg4HI7FYlarNRgM4vF48nKYSCSyWCypVFpZWVlfX5+Xl8dgMMBftVqt0NkbGhpSKpUbGxuhUAiYlGd7EzGB5fF4UqkUqlywNlpfX09NTSWTyWlpac/8gu/s7Hi93o2NDbVaPTc3t7CwsLa2FgwG4X7tdDqtVqvH44nFYgd29RD+jpM1bH23t7cdDge+SPNfw+l0er1ev99/6NCh0dHRpaUlOp0O+ASXywUVhsFggJHs8XgWFhbu3r1rNpu5XO7x48dLS0sfixF3Op0mk2lubu7evXt3797d3d0F87W9vf3IkSMcDgfTcZRNNpvNZDJptdrR0dHp6WmlUpmeng7fhvLy8urq6pqaGjqdvru763Q6DQZDXO1BqVSur69bLJa4F6NIJMIuVSaT5eXl4XJyOBwdHR16vb6np4fJZBYUFCQnJ+/s7MQPBGLVCIfD4Xa7/X5/NBqdmZlZXV2lUqlY6nG5XBaLxWAwmEwmhUJJS0vz+/1qtfr27dvr6+s0Gq25ubmqquqxZtIej8disczPz/f29t64cSMYDGZkZFRWVp44ceLUqVNcLhetFPReH/VtSElJodFo5eXlUJWtra0VCATp6elyuRw04pmZGb1ev70XCQkJcBh4tIeBUPTRo0d9Pt/U1NTg4CCTySwtLYXxmdvtduyFzWazWq1AgqEzQSG4tLRkNBopFAoeDyw68YTQaLSMjIxAILC+vt7Z2bm8vEwkEmtqamprax/rVoZydmFhYWBg4MaNG3a7PSkpqby8/NixY2+88UZWVhY6t9zcXD6fPzU1td8XAjYIwGuy2WwGg4FslZGRQaVSARgbGxtTqVSDg4N2uz0hIaGiokIqlWK3tv9j0Gi03NzcI0eOoBQeHx9nMBjFxcUAO6EJeehArFar2+32er1JSUmrq6tWqzUjI4PD4eBM2Gw2HhIYO4TD4c3NzZ6entnZ2VgsVlpaemIvYPiwvLwMwwqdToeWzGg07u7u8vn8goICuVxeUFDA5/Pxr4GuI5VKs7Ozp6amNBrN1tbW+Ph43Bdia2srOzsbry2BQEhJSRGLxVQqlc/nJyUlDQwMLC0tTUxMmM3m3d3d2trawsJCOp3+UAuRnp6ek5PT2NgIO5T5+XkajQZrPCAAcSB2u/2hA/F4PAQCAdaESqWSzWbjQDgcDtIIDuQAZO9fxysV0Wh0Z2cnFAp5PB7IXaSmpg4ODu7u7lZVVQ0PD5tMpkgk4vP51tfXy8rKmExmOBymUqlxffqf4qSZxWIVFhYi005OTiLTlpSUAGqLjgJXj8ViiWdaj8cTiURQ96SlpUHJDQGZ//2ZVqfT3bt3L55p6+rqntIX8rGBLTeuQpPJNDY2FvdtADNNJpNVVFTU1dVJpVLASl/UWWHLsbOzEw6HDQZDMBhkMpmwOlUoFBsbG4ODg01NTXQ6XavV8vl8WOukpKRQKBRoOh3YjPkgG+zIXhgMBrfbzWKxVlZW5ufnKysrvV5vT09PRUUFn8/X6/U0Gk0gEBAIBBKJlJaWxmKx0tPTHx29420Si8XhcNjn8+HqUSqVa2trJpPJ6XQqlcrJycns7GypVIqrB+IcdDodAolPz6tOTk7m8/kUCkUkEuEmWlxcXFhYMBqNePhLSkqYTOZTsiCwavB4PNvb23hl9lew29vbHo9nd3fXarX6/f6VlRWwt3H14JVhMBi4+l/S1UP4+570bGxsIIXNzs7qdLpQKBT9a0DXKI6Zw4QDE6DCwsKKiorGxsaSkhI2m63RaKanp6empqhUqkwmO3/+vEAgeOwPhYLN1atXNRqN3+8vKytrbW199913s7OzMTCOD3RXV1d7enr6+vpmZmbg24AiEr4NMCROSUlBKYOMNj097XA4vF5vOBxGP61QKNBjoNLCOBlNp1AofP/997e2ttRq9cDAgEgkOnr0KJ1Odzqd09PT2OKtr69Dozoajcb+GvsPBOPkpKQkqVRaWlra2NhYXl4uFouhlTQ0NAShz7Nnz5aWlj72QPR6fX9//5///OfZ2VmXy1VYWNjU1PT+++9LpVKA+OMDXZPJBFQYfBsCgUA0Gi0rK4Nvg0gkYjKZABFBY+fw4cP5+fk3b97885//rNVq4RP0zjvvnDlzpry8/NEXnsvlXrx40Wq1zszMTE9P83i8kydP8ni8cDg8Ozs7PDw8Njam1WpdLlf8CYnFYvFV6UMHIhQKi4qKGhsbq6qqSkpKzGazUqkcGBhwOp3wQKirq3vsgZjN5vHx8S+//HJ4eNjpdAoEAoVC8cEHH5SXl7NYLIxS6HR6Y2NjWVkZZFXv3bs3Pj4e94XIycmBLwRMzZEXmExmVVWVQCDo6ur64x//uLKyAt3Sc+fOnT9/vqqq6tFel0qlnj592uFwgCFAo9FaW1uRi5VKJTQQNRqN1WoF/yR+ILFYbP8TgsjMzMzPz4dAallZGcRJ+vv7V1dXaTRaW1tbS0sLshgQohUVFcFg0GQyLS8v4/FeWVnRaDRarfb+/ftUKhUEoZqampKSEughFhYWtre3z83NdXV1DQ8Pq9Xq+/fvj42NsdnslpaWo0ePNjc3x/XHqFRqUVERh8MpLi7+4osv5vZCr9cvLi5evHixtrY2Kyvr0aHpkSNHvF5vf3+/0WgcGRmB0QSLxVKpVBMTE4ODg8vLy6j54k8IApOq+IEQCAQWiyUSiRobG2traysqKl7bRf3cAshVi8WyuLj4pz/9iUajlZaWXr9+PTExcXt7u6enR6/X7+7urq+vDw4Onjx5ksFgaLXaioqKmpqaysrK73VueWWDw+Eg007vBZfLxZwIpp8QAlldXXU6nfsz7f5p8f5MC/B6U1MTBHPimdbhcIhEoidk2qcf6AIw/JBvAxSl4dsAdbgXvm2IRqPb29sul8tut//+97+3WCxHjx598ODB4uLi5uam2Wy+f/9+KBQiEokdHR1yuVwmk9lsNhaLJZfLm5qaRCJRwl/j7+OVicViHo8HI6pPP/10fn7+2LFjc3NzfX19Z8+ejUQid+7csdlsPB6vp6cHud3r9aanp0skkiNHjhQVFT3hQIAgqKiokMvlmG3Bbxc63RB77e/vp1AofD6/srKyurq6srJSIBA8KuLy5EhPT09NTX3//fdLSkr+9Kc/jY6OarXaf//3f1cqlW+99VZjY2NeXt7Tj7/X19enp6f7+/sxMsbVg04b1zF+3/13MYTOamtr6+rqKisrMRB83Tw8bWCiPz09vbKysra2tr6+7nQ6IWaKWSDWqThT+DfvH4osLS3ZbDa1Wg1qZmpqqsvlIpPJhw8fbmtry8zM3D+2hAj0xsbGxMQEbBzW1tZYLFZZWRlqKbFYjCFBMBjc2NiAbwO0oh/1bRCLxVlZWQ6HQ6lU6nQ6/V4YDAZkEzqdXlhYKPxr8PciJycHsJP9J5CampqTk9PU1GS32ycnJ61W6+TkJN4QHIjFYolGoxQKhclk0ul0SDChmo/FYj6fD5gZ9LtardbhcKytrQ0NDQmFQgqFYrFYCARCdXU1KvuHmulIJGKz2SDENDw8vLi4mJaWBtnNuro6mUxGpVKTkpLC4bDZbN4vnh33bcjNzY2LZ8O3YT/GFD4DRCKxtbWVRqP19/dDKK2zs9Nut6+vr1dUVOTn5++H95BIJB6PV1tbCzyiy+VaWlrq6ekBK259fd1kMu3s7JDJZBwIUPsEAiEhIQGkFK/XC6Num82m1+sxLx8bG5NIJEwmc2NjY3d3t7S09OjRowUFBfCp2H9PQGZqdHR0cHBwYWHh0KFDwPrDogGcLfxhjN8wUCGRSBwOB3RegGRUKhV8IYaGhmBtAboCyPFNTU1kMrm/v39ycnJ5ebmvr8/tdq+trSkUipKSkv20LZjdVFZWXrx4cXBw0OfzwXVuc3MTB6LX63F1sVgsOp1Oo9HS09Nxg8ZisXA4jANxOp02mw0gN7PZPD09LRaLeTyez+cLh8MQq8XEBRU2yAlpaWmxWCwtLY1Go2VnZysUCoPBoNfrodVts9mUSiXexJycHGh1Q6a2pKQE6wj4QuBz9vb2GgyG0dFRPDPwhYgfXXJy8sDAwNjYGJoirIlQou3nyYF1J5fLL1261NvbC0FhbBtWV1fX1tZ0Op3f709ISIBSB9II9I5xID6fDyrjwC/h/15YWBCLxaV7AcuL14X133FAONJqtSqVyp6enqysLIhCcrncwsJCv9+PeTnmOKWlpTqdjkajVVZW+v3+xcXF7e1tdP58Pl8ul8M34Kd1AvFMazAYxsbGXC6XUqm8f/++0WhcXV3FtjASiWBavD/TArcdDAZx9SDTGgwG7PPHx8clEgmDwdifafPz80EF/KGDxbhvA/KqSqWCy2R8TiGTyXD1MJnMF+vbADEVrHw7OjogKb6zs0Oj0XBlFxQU1NXV+f3+vLw8uVwejUZBh6PRaOht7Hb7119/nZGRgVtSJBL91HsG3CZWq/XOnTvb29v5+fler5dCoWRmZsLXqLa2Nikpic/n47JLTU0FQGhmZgZX861bt+7fvy8QCIqKih5rMJKQkIDaGpUSxOs5HE55eXn86oG4pUql2t7exvBLsBcot9BDfm8hjrEaFm67u7sCgWB4eHhhYWFubi4cDuv1+vr6+srKysdivOM5xGq1rqysTExM4OpZX1/f3t6ORqNAHNDp9IyMDMCr8DADYuNyuWw2m8fjUSqVTqdzeXn5wYMHcrm8oqJCIBC8EHWpv8/mATPRUCi0vb09MzPT19d369Ytg8Gwu7ublpbGYDBycnJQgkDUhcFgJCUl4eixtTQajevr62tra9hgqtXqtLQ0LpdbWVnp8/ngBNzc3Lyf6hCJRFABj4+Pf/XVV7Ozs1tbWywWq7a29vz587W1tXBKhm8D6un+/v7h4WGj0Qj8ekFBQX19fV1dXVVVFYFAQMkyNzc3OTk5NTUFmD4Ac9nZ2YWFhaWlpVVVVYAqPWHqkLwX1dXVwPE7nc6+vr7+/n40r6mpqcB1CAQCkUgE1AcA+gkJCZFIxOl0WiyWjY0NNBtbW1uomEdGRqA2iwlTU1NTW1sb4CLxzBiJRKxW68LCwtWrV0dHRzUaDZPJLC8vP3/+fGNjY35+PvSFvF6v3W5XKpV9fX0YcickJGCK8Ld8G/YHKuyKigooC6Wnp29vb6tUKjRaPp8PROo4yRh/vqysDEvqYDCI4TqcrUkkUkZGhlgsjh9IXIQhMTER7HCr1QpAKjaeFosFvt2pqal1dXXADtXU1Jw5cyYrKyveCcRiMVxUq6ur3333XX9//8zMDIPBkMvlZ8+ebWlpgdrvo99jUlJS3BeioaFBpVL19PSMjIzMz8/rdDqNRtPV1QU/mlAoxOPx4EqD0pnL5VKpVL/fb9wLk8m0vb2dnp6Og0JHlJiYSCKRZDLZxYsXXS4XvKIXFhbm5+cB/SSTyRB6wv9mZWXhHk1KSgLuzm63b2xswBvOaDRubm5CXJVIJCoUCj6fTyKRKioqLly4AFORR5MsZS8kEkksFvN6veAjgdmGj63VatHzFxUVVe6FWCyGbZxCoRgeHh4ZGZmamjKbzXq9vru7G7Lr+30hhEKhSCTi8XiAhWi12rt375pMJofDAUp3HFMEFSyxWPzmm2+6XK7p6WmNRmM0Gqenp9EzpKWlZe8FZgpwV8R57sfdIY3o9XpMCpRKJYFAaGpqcrlcNTU16L1/htjlv/uAfgAeRavVOjIycvXq1RMnTigUiuLiYhjs5ObmpqSkCASCqqoq+J9YLJaysjIOh4PyhcVieb3emzdv5uTkYE8uFAoB6P+pGBci05aWloZCIafTGQgEYJr52EzL5/ORabFE3dnZwUUZz7QbGxvItBMTE6mpqbW1tQDr1tTUtLe3Z2dnP73CUty3we/3OxwOqGoODAzMzc3Fx201NTVNTU1Hjx7NzMx84SKzKFG2t7cxldBoNH/5y19YLBYk5lBuFhcXx2Ix6NQFAoH09PRgMFhQUJCWlhYOh10uVygUSktL6+np8Xq9DQ0NoMlSqdSnkQR8Nd8an8+n0+mcTufW1tbdu3fD4TCNRsvMzIQtFZlMjkQioN1D9zwajRYUFAAqArsPBoPR09NjNBorKyshyQgxQ3AdH/tz47zquCDv/Pz85OQkuAR2u91gMPT394N0V1VVVVlZmZ+fz2Qy09PTU1JSSCQS3scnFGCZe5GVlQVEN2xqzWazxWIhEonoS/evs/B8+v1+aMt2d3dfvXrV6/VGo1Eymcxms7OysvDioIKFvgiKXofDsbW1tbGxgavHaDTq9Xq1Wg08i8PhqKury8/PR8fyoq6ehEe1Dn66zQMwbbdu3RodHV1cXARnVC6XV1VVAQ0f/+JRW+OLR3kXDodDoRC62OXl5fn5eewQHA5HRkYGYCrvvfdeTU3Nfg0WsBG++eabBw8eqFQqCMhcunSpvr4eVOCkpKRAIDA1NTWyFyDM+f1+BoNRUVEB3wYOhxMIBLa2tsCLVavVTqcTcGrUNxhbyuVyNpsdX5uggX7yyhLq9dgAAieXkZEBz5SysjKJRAJwVPxA4uofwGKGQqFgMBgIBFADjY+Pq1Sqzc3NjIyMrKysvLy8d9555yGeNEgO165dAyw1FArRaLRLly41NzcXFxfT6XQSiRQMBhcWFnAgarXabDZ7vd7U1FR4zNXU1ODdoNFo2Fw/+UuPRqNOpxOLpm+//XZqaioxMTE3N1ehUFy6dAk/NH5K29vba2trn3766ejoKHDqsBKrrKxEHwJwFCQ48YRA2yESiew/kPX1dSDpl5aWtFotlUrlcDgikejNN988e/YsjUaL53FQA+/cuXPr1q3FxUW3252UlPTWW2+1traWlpaimn/y94ifHggEMIHTaDR9fX1TU1OLi4sZGRkMBoPH4ykUClgWcrnc5ORkl8uFFvTmzZt9fX2HDh3i8/klJSWXLl2qra1lMpnxU8W857PPPsMSxul0xmKxvLy8srIyhUIhlUp5PN7+A0GRjWPHgeBMYIU+MTExPz+vVqvRueXk5Jw5c+by5cuo47/3e/T7/V6v1+Px2O32tbU1KGOsrKzYbDZoXlEolOzs7Pz8fLlcjqbR5/MZjUb4QszOzsJtGvOkuro6kGRSUlLcbjd6mzt7gRGOTCZ76623jhw5wmaz481eMBjc3t7+8ssv79y5g1skGAyKxeLi4uLq6mqQMcC6xoGgNUVZAPgyhHfNZrNWq52cnJyZmVlZWcFdUl1d3dLS0t7eDjHl1wX33xlOyWazXb9+/Ysvvqirq2OxWC6Xq6mpqaysLBqNpqen02i0SCQCbRbgZlH9BINBIpEIq3gikWiz2a5evQoHw6mpKR6P995776EZ/gmdhsvlWl9f/+yzz0ZGRpBpk5OT8/PzKyoqKisrc3NzWSzW02RanU4HZCMyLYVCgXb5m2++ee7cOYjsPX2dijJxdHQ07tvgdrsPHTpUWlqKtgHynTQa7WV0a5BJHB4e/pd/+ZesrCyJROLxePLz85ubm9G9gMsbV/iIRqMYTIAcDJ9NQLy+++47o9GYmZmpVqu9Xu+FCxcqKip+iiuIQCCgVCr/+3//74mJiTKZDFPa5uZmEomUkpICXh/EhbDxRokSCATwwDidTsgwot5gs9kGg8FkMrW3t9fW1ubn539voRwv2YG2cDgcRqMRiwKlUmmxWCChDgpofn5+cXEx/OYwff5ezBiEMZVKZXd395///OdQKAQuzblz5wDni9+MuEFGR0e7u7sHBgbUarXFYoFkeU1NTVFRETAs8asHQ0B8flw9eGuwKgdocGlpKRKJsFisqqqq5ubm9vZ27E9ebx7+f4nb7/fDI/b+/fvAJdfU1JSWlpaXl4MEA2H4p5kN8Hg8gUCQm5sLqxEUuBkZGZOTk1B1TE1NBaFibm5udHQUhReZTEb5e+zYMRjAra+vQ3ZzYS9UKlVSUhKXy5VIJCKRSCAQsNlst9sNYNLq6io2pw6Hg8FgCIXCzMxMbEvy8vLwV+Kg/+8NGEcsLS2NjIzg3wwEAuCelpeXFxYWSiQSNpv9vZkXuYzL5QoEArFYjNGySqWyWq1kMnlmZgYEaEgsm0ympaWl8fHx+/fvg9BWWVlZW1vb2tqK/bLJZNLpdKurq5AzWllZ2dnZAcQLryU43zBYeKredw8Gg1+EwWDATGBiYsJgMGxvb+/u7ppMJoVCweFwyGRyOBxWq9Vo4Ww2m9PplMlkcrm8vLy8qKgoLy9v/5v85APJzs7GSBvGlihwU1NTFxYWmEymQqGA9NPW1hY8hh48eADbgcLCQoVC0draWl5ezmazn+bbxEQckE02mw1+S25ubpz1NTMzA5EltVqdn5+PubhEIqFSqRhKAbfW29ublJRktVqrq6uxBN/Z2dHpdOPj42q12mq12u12NMk4kIKCgszMzKeE2fD5fKFQmJOTk5+fPzMzs7S0ZLVaU1JSlpaW+vv7q6urc3Jy4BHxhO8Ri4jd3d1wOIxNcUFBwerqqk6nM5lMoFfCaHx1dTU3N1csFkMFr7i4mMFgyGSy1dVVo9G4vLyMOVbcFyInJwd+VdioTExMbGxsDA0NEQgEh8NRU1MjEonYbHYkEjGZTJOTk9CVstls6DHKy8vlcnlhYWHcWuh77ww8Htizz8zMgB0Oc5JAIFBbWyuVSl+IUePr+NGHVocOHVpcXNRqteFwGMaXHA6nqKgIwJLs7Ox4kRHPt/EXH9Uzakc8WlQq9fjx436/PxQKDQ0N6XQ6lBFMJlMmk736NsaA5Wg0mnimdblcSO9lZWVFRUVYjf6gTCsQCB7KtPPz8yiJMC55cs8QiUSwEYJvw/z8/PLyssvlgpIS0EGwUQJS9GUci8FgUCqVWH6CyCsSiVgslkAg4PP5j/UZwH+BAjv+C779SCTS2NiIAfba2prRaFxbWzt06JBWqy0uLn6scskrGKCv+P3+jY2NnZ0dTNa5XG5OTo5IJHpsDRA/ovhbEH+KMHPE4AyIidTU1PX1dZjHPSFjowlJ3wsulxsOh8ViMS6yiooKnU63sbGxubkJfj+gd0qlEpcsdgssFisjI+NvXeUYWMM7i0QijY+PazSaqamphIQEj8dTU1MDLZBIJAIH1d7e3oGBgbW1tdTU1CNHjpSXl5eUlBQWFubk5LDZ7Ke5egKBAB4qXD1wDJuYmPB4PMFgsL6+vqSkJCUl5fmp/z/5zQM+//b29sbGxr/8y7+AUsNms4uLi3/1q1/V1dWJxeJn/scXFhb6+/v/8Ic/LC4uejweqVR68uTJf/qnf+JyuV6vt7u7+/r16zdu3Njd3c3KyqqtrX3nnXeOHz+enJyMRVJnZ2d3d3dPT4/b7Y7FYiQSqaSkpLm5+eTJk1lZWTabbWxsbHh4GFIwMNIik8kMBqO6uhpoeJRHz3Agfr/farX+67/+69dff22xWMhkskQi+dWvftXS0iKVSp/5udFqtePj459//vn4+LjD4RAIBE1NTb/5zW+kUmlCQkJPT8/Nmze/+uorLBww+7948SKJRAKx5P79+/fu3bt//37c8U0qlTY3N58+fVqhUGDV8DwPg8fjmZub+93vfjcyMrK6ukokEhsaGq5cuQJFDqfT+fnnn//+97/f3NxEF3flypUzZ8481o3hKWNjYwO7nQcPHlitVjabXV5e/pvf/EahUKSnpw8ODt65c+eLL76w2+1oO8+fP//LX/7y+a2FsDG4desWphTQaMP2pq2tDZKC2HSvra39/ve/7+3tXVhYSE5OLikp+eCDD44cOVJQUOB2u7/99tv//b//t8FgCIfDbDb78uXLFy5ckMvlD3E2nj5sNtvy8vKf/vSn27dvm81miAj/8z//c2trKzigP5TeFwwGNzc3p6enh4aGRkZGNBoNFIQTExPT0tIKCwsBVcrNzaXRaD09PV1dXYODg1arNRKJkEikgoKC1tbW48ePV1RUpKenx2Ixm832//7f/+vo6IABi0gkevfddwEvgaDH//gf/wOwVyaT2d7efvnyZeyInu1A3G63Wq2+du3aN998s7W1lZiYyOVyf/Ob31y4cAFr69dyrj/pqwdLs9/+9rd37txhs9mY+FRVVeXm5oLn88wTWbPZ/OmnnxoMBpFIZLVaqVTqJ598wufzX+WGEyAQh8MRz7SJiYk8Hg+ZtqCg4Jn5A8i02JHa7XaMnP75n/+5uroatIeH3qO4bwPISMPDw117odPpsOrh8/lNTU0vz7dh/8eIRqMdHR3/9//+35SUFCiHYjrD5XKf+UAAl/jyyy8fPHggFAo9Ho/ZbP4v/+W/1NXVvcqav/HvZWRk5Le//S2k5ONCkdnZ2c/MCkOX+Je//OX69esCgQAd7CeffHLixAkM6Z/hhLe2tpRKJa4eeJXu7Oyg1c/Nza2urgZ4BN0OwKh/SwJrZ2cnEAh8/vnnN2/eHBsb8/v9TCbz8uXLZ86caW1thQ7k//pf/2tycnJzc5NOp8MqCnSFZzuQYDCo1Wrv3Lnz6aefmkymUCjEZrM//vjjK1euYP/wnA/JT97nAZi5oaGh3/3ud2BDymSyCxcuvPfee2VlZfsBCc8QRCKRzWaDf2m1Wr1eL1hcFotFp9N9/fXXU1NTwWDw8OHDb7zxxsWLF/Pz88Ph8OjoaNy3YWVlBb4NTU1Nb7zxhlwuP3To0Pz8/L17927fvh0vhqAcevz48QsXLvziF79oaWkpKyuLz0qf4eKZnZ3993//976+PpvNJhKJzpw58/HHHysUCrC9n/mhSU5OZjKZWDrDRyIuIma327/66quhoSGn06lQKM6dO3fp0iUIH01NTcG3oaura79vw9tvv/3mm28eOXIkLy8PncNzPs0oKMViMWgYYG5oNBowIr755ht4G2dmZh47duw//+f/XF9fLxQKn8cbmEAgUKlUoVCYnZ3t3QuLxQK2387Oztdff93Z2Wk2m2Uy2alTp95+++3GxkYsJZ6zAoC9MZvNLigoqKqqyszMTExMBOAn7gvhdDrB1BQIBDweLy0tDReMTqdLTk6ORqM3btzo7OxcWlpiMBj19fXwYcjNzY1T558loexRNXJycqCO5/V6zWaz2+0OhUISieQZjDyh1Y1lC+TFCgsL2Wx2UlKS1+vF1GBhYWFqamp+ft7r9WZnZ9fX1+fm5qalpcEXwmQyKZXK+fl5m80Grk5mZiY09fx+/9bWlslkQm9/586du3fvTk1NpaamlpWVffTRR6dOnQK//5nbWjyTmZmZMpkM0Eqz2ezxeLxeb05Ozg+SAnwdr1pgd3f//v27d+/OzMzAFq29vR3M+OdJaHjsmUzmzs4O7G6cTid0qF9lzj1wQZ999tm9e/cezbQosJ4z0/L5fGRacPl2d3cxunroX45Go6FQaHp6urOzE74NU1NTFosF24aLFy++/fbbx44de6m+DXFJpbGxsY6Oju7ubp/Px+Vyz507Byr80xBwn5xbsK2FGqRGowHmCoiaV7ZgCwQC09PTXV1dt2/fttvtFArl9OnTcrmcw+GAU/c81yIWCMvLywAVg5H/zDYgycnJNBpNKBRCBq24uJjH4xGJxEAgAEcgoJcnJyfX1tYg2x2H4T362ZKSkkC+pdFoUJi0Wq2hUIhOp3d1dd25c2dkZASw4StXrpw/fx6WAM9cwaJI4HK5JSUlBAIBA+Xt7W2r1QpW5HM6sv+0mwfYzSwsLHR2dv75z38OBoMikej48eOnT5+GQPJzjhNSUlLodLpAIEhNTQ2Hw3a7HawUKELMzMwkJibK5fITJ05A/NFsNk9OTvb09PT29g4ODvr9/pSUFC6XG/dC9/v96+vrExMTMzMzOp0uFovFGTkNDQ3Q34yDKJ6tsIhEIisrKz09PV9++aXdbmez2ceOHTtz5kxbWxubzX7IRfiHBqhIfD4fJl9A4ZtMJr/fHw6HJycnA4GAVCptbW1tamoSCoUgr/f29vb09Dx48GB7ezs1NVUqldbV1R07dgw+wXFnhucfloCrh7oQ0DKfz7exsUGlUq1W6+3bt41GI1SzTp8+ffbs2czMzLjo1jN3U+ClsFgsaDnDeQB5ZHR01GazicXio0ePnjp1qrGxEdLUz39RQVOYxWKBv0uj0QCjx2Q9rs8QDAYPHTpEp9MZDAaLxQKvwGw2w6yjo6NDrVYfOnSovr7+1KlTb7zxhkgkek4tc+CCeDxeZmYmamWDwYAUmZWVRSaTf+hOIzExkUgkwsgC4D1Qt0H+AVgcRDGIAUAdAUhZnDMIeVqtdnt7G04mGRkZTCaTw+HALchmsyGNdnV1zc/PBwKBioqKkydPnj9/XiaTPedCDAL/HA4HpoSBQMBoNNpstu3tbS6XS6FQXrgIxus4sNvHZrPNzs5+++23MzMzW1tb4XCYz+eXlZUxGIzv5TI9TZnlcrkWFxdv3bpls9kikUhycjLeBUiWvYJnsrq6OjAw8NVXX+l0uheeacG1Y7PZ0PSEejUwk9AUwaGBcaTRaGZnZ3t7e+/fv9/b27u1tUUgEEQikUKhaGlpaWtrw4iBTqe/vM4By3CdTnfr1q3BwUG4elGp1NLSUvjAPOeKICEhAcZhnZ2dID/gcoFPyIuCtr/YCAQCFovl7t27vb29KpXK5/OlpKSUlJRkZWVxOJynYRF8779vt9u7u7vn5+ddLhfuMhhI/9AlDwDDcB0Ri8USiQSPH41Gg5ofxHJWV1fhPuR0OqGw53a7A4HA7u5unCUYbx6YTCYKd2wGXC4XVAd7enomJia2t7cLCgra2tpAYmEymc8z+wa9CtPexMREuA0Cf8VisUAO/FlvHkD37Ozs1Ol0Mpns5MmTH330UX5+PgDWz1+P4gHicDilpaVbW1tQO0VLx2AwWlpaPvjgg8rKyt3d3e7u7q+++urLL7+cmJjAuhYtQX19fSwWW15e7ujo6O/vX1hYAGxGJBIdPnz4/PnzH3zwwdmzZ4GwYjAYT2bxP83L89VXX3333XfLy8swaf/4448rKiqwcHgh20y8A+Xl5RCO2NjYCIfDEI+qr6//4IMPGhoaMjIyBgcHv/nmG7CT9Xr9zs5OaWnp6dOnP/744/b2dlARXuCn2v+VMRgMiUQiFotZLBZaiJW9oNFoNTU1H3/88eHDh7FweFEHQqVSi4uLd3Z2IPfk9XqBI6qsrPzFL35x4sSJ8vLyjIyMF/7LQnsuOzu7pKQEuE+ohxmNRpDIp6amvF4vm80Gtic7OxsMPGA3CQRCcXHxRx99dPr0aRQlL+TjJSYmksnkgoICGKhZLBar1epyubKysnJzc59z38JisfLz8xUKRXNzc2FhIZPJRDEBr/GFhYXh4eHNzc309HSoejOZTJQacStrl8tFoVBg/CQSicBUA4UpGAzm5uZ++OGHb7/9NofDeQJP44d+8pSUFIlEQqFQoF22ubkZV3R4XYj/FCMSiSwuLt6/f//rr7/2er0kEglKmvBvgWnjMz88kLz77LPPbt68CbOUlJSUiYkJr9cbNzB9Bc/kxo0b165dm52dpVKptbW1LyPTUigUuVy+s7Oj1+u3tra2t7fdbjdITWA/2u32vr6+q1ev/tu//dvg4KBGo4mPtH75y1+++eabDQ0N6DcOAN4Dp6k//OEPGo2GSqV6vV6Xy7W5uclisfLy8p7nA4BcfuvWrS+++AJenCwWC6QvEolEp9NfTfKDzWZbXFz8/PPPp6enqVRqMBh0Op1I13K5/Dll6GKx2IMHDz799NOxsTGv18vhcEwm0/r6Orh/ID88T/tKp9MlEklVVRWEELhcLhbgoEPAgWRiYkKj0fh8Pvz5R1tTEokE3SQYPkCdcmZmxm638/n8t99++6OPPoJW4Yu6epKSknJycjgcjsPhsFqter3e5XKlp6dDNvNn2jxASfrmzZt6vZ5CoVy8ePH06dN5eXkvsCTFvwNlevhDq9VqWFNXV1cLhcJIJAI8JdToPB4Pl8vNzMzkcrmwOzAYDGq12mg0+nw++Pg2NzefOnXqxIkTDQ0NxcXFEONLS0uLi7c88yff2tqam5u7cePG4uIigUA4c+bMhQsXCgsLX2DZin8H81R40sWH3OA9E4nEqampe/fuDQwMACbI5/Orq6vPnz9/4sSJ+vr6goICFosVF1F94Z0DPh6JRCKTyTDVBhn90KFDR48evXz5MkaDL+NASCRSenq6wWCw2+0wxauvrwdBGSJdL/yuwr4ecyYouoAtzefzCQQC8hp6ifX1ddimkslkZLpwOFxdXf3BBx9UVVXxeLwX+PHwqVL2gsFgwKXEZrPBkRqP+rOdMxT6iERiampqeno6hULh8Xh5eXmQZudwOAQCAdbgcFIH1y05OZnFYlGp1J2dHYvF4nK50FyFw+H09PSMjAyr1YouSyaTofvNycl5Ua1U/MMTicSUlBQ2mw3ZX4fDQaPReDzeT1Rm8eccaFbn5+edTqdQKGxsbCwqKnI4HC6Xy2q1wiw5MzPzGSapaGVnZma+/fbbe/fuwdv++PHjzc3NYGphaI299KsDbXc6nSsrKzdu3BgdHY3FYs3Nzb/4xS+Au3iBSf6hTGs0Gq1Wq8ViycnJSU1N1ev1Dx48uHbtWm9v7+zsrNFo5HK55eXl7e3tp06dampqksvlPB4vbivxUk8Pujdg0lOp1KqqqqNHj0I0z2q1hsPhSCSC7/GHlsuQddHr9dCOm5mZSUhIAMMQzjmw/H/VjO13dnZcLpdKpVpYWCCRSGVlZW1tbXhy7HZ7IBDAWoZCoTzDAxOLxSwWC6BQQ0ND4XBYLpe/8847TCYzIyMjMzOTw+HAl/bZ9urxWx45HCt0NpstFouLioqgpUEkEmH1g/SuVqvn5+e1Wq3VaoULMOrS/fd1YmKizWYbHh52uVzZ2dnvvPPO0aNH8/LyXuA2DCeJj81kMt1uN+RkSCRSZmYm7KR+Xs0D3p+JiYm7d+8ODQ0lJiZixNvY2PgyOIgoWXg8XnJy8uLiosVi8fv99fX1BAJhcXERgpgbGxuBQCA1NRUySmQyWa/XQ0DJ7/fjv1dVVUGr8fjx43V1dXHFuud/UHAgS0tLnZ2dvb29Ho9HLpdfvnz5xIkTaWlpL6NmTUpK4nA4FApFrVbD96CmpoZGo2FLe+/ePaxfcnJyGhoazpw58/bbb1dVVYnFYjKZfAA7dwjzBwKBzc3NycnJjY2NvLy8CxcuXLp0CUL7L7xpgTUMl8vF+Gdtba2srKyysrK4uDjunP/yAvAeJpOZl5cnk8kEAkFycnIkEnG73RaLRaVSTU1NoVBOS0ubn59fWloSCARnzpz51a9+9ZSqc8+QbSEqAq9DtVoNlE52dvbzP5NxgSb4n8j3Ak0pvEoAIQNGiMFgADQFNifE7KDqi+sKMlxcLvfYsWP/6T/9Jwh3vIwDycjIkEqlkB1bW1sDRSQ7O/uxpM/X8cqGxWJZWVmZmZlJSko6d+5cc3NzXl6eZS9WV1ddLtfu7q5IJCKRSAAePOU3C9SNyWS6e/fuH/7wh7W1tbS0tKqqqrfeequlpQWZE84/8Ml6FUpDiEXqdLru7u6uri69Xh/PtMBAvqRMy+PxtFqtXq9XqVQcDicSiajV6tu3b9+4ccNgMESjUS6XW1tbe/LkyUuXLtXV1cG78zlx3k8fXq9Xp9NNTU3p9frm5ubW1taGhgYgzuGD6XQ6AQAGnOYpTwkXvdVqHR8f/+yzz6anpzHyaG9vf++992AXCy9CIpFIoVBeHUlo4EtnZmZmZ2dramqOHz9+5MgR2C4B67uxsQFIKnL40x/IoUOHHA7HwsLCH//4x6Ghoa2trdzc3BMnTnz00UfwJoLARlJSErzVXkjxA3QuZMTkcjmMQaCoi8nC8vLy5OQkPD3QK4IUFI1GcVmTSKTt7e2lpaWOjg46nV5XV/frX/+6oKDgRe0cHrp6QAcFWgQSKUQiEYjrZ2vvf6rNA0z1bt68+fXXX9tstqqqql//+tdyufyl3sEw6E1JSbHZbLghoPu2ublJIBBycnLIZHIsFjObzQaDAeLWVCq1pKSkra3trbfeunz5cltbG5jQz0mn+1u3Tnd393/8x3+YTCapVPoP//APCoXimZ+MpyxY0U/DzhDCMvDGTk5OVigUEBc6duyYXC6HCd2B3XYQPx4ZGfnXf/3X1dVVLpf74YcfNjU1ZWVlvbwDiS89fD7f7Oys1+tNTEysrq5+TrzvDw2QC6VSaWlpaXFxcVpaWjAY3NraCoVCsLvXaDQpKSm/+MUvWltbRSLRC7/gH7rpiURiJBKZnZ11uVxgFLxwSh/mkTwer6ioqLGxEVryGRkZ0WgU9/TGXoTDYSqVClMqj8cDBgKkG0Oh0Jtvvnn69OmCgoKXJ4IUnzwlJiYqlUoo5JaWlmZmZr5Sg+TX8eTQ6/Xj4+MDAwOxWOz06dMgqopEot3dXa1WC5dxh8NBp9P5fP7TJxygcT777LO7d++qVCoGg3HkyJF//Md/BEqez+crlcrPP/8c06jn0c174UPlsbGx//N//s/q6iqHw/nwww8PHz6clZX18qb78Uzr9/tnZ2d9Pt/a2trKysrq6mo4HC4tLT1z5sw//MM/QGbtKb2BX2w4nU5YoK6srBw+fDg/P59Op2dmZlKpVIPBACEHh8ORnJxcUFDwKOH7CRd9IBC4fv36tWvXxsbGDh06VFhY+Mknn7S0tPB4PA6H4/F4vvrqK71eHwqFcnNzn1k374WHz+dTq9UDAwPDw8O1tbUoCbhcLo/Hw3ocy9hYLCaTyZ5+Z4Ju6u7du19//fXAwIDP5xMIBL/61a/OnDkDw6hDhw7dvHlzaWnJbrdDof6FV0Fx8ZK6ujrYAdHp9N3dXSxVcOfCUnZzczMcDgMT4fF4Pvvss/v371ut1tOnT587d660tPSllgq4i9PT05eXl41Go8FgkMvlYrH42a6en2rz4Ha7l5eX7969OzExAe/nCxcugJn+Um99lGUbGxurq6tOpxPiLS6XKxgMEgiEUCgUDocxF5FIJAqFoqmp6fDhw3V1dRUVFTKZDLkDIrsv9nMGAgGtVtvV1dXd3c1ms+vr6y9dupSVlfX8glxPfhbh3mW329VqNdg/8ACur68/evQohMzwWx/wChX0g/7+/uvXr8OM4tKlS3l5eS9jD/PoTMLj8ahUKo/Hk5iYWFxcjHn/wfzi+AwpKSk0Gg2bEDqdzuFweDwenU73eDxLS0tJSUkFBQWXLl0qLS0FpO3lfZjExMTU1FTIsDidzlAoVFRUxGAwXuythoqcTCYD7MtisQCRys7OzsnJQeMaDAYjkQj8uWDOBciQRqMJh8M5OTkw0YOk7Ms7EPAfUGXa7Xan01lYWIit+uvm4dWPnZ0dp9O5uLgI0HZZWVlNTQ1cOwFxTkpKstvtFovFbDYTCISUlBR4mT35y4XQ5NzcXFdX161btwwGQ1paWmtrK4QW8C8AXweAOHiQzwzDeEmZFkSjS5cuSaXSl51pQayCqSsGATk5OVKptKam5ujRo01NTQqFIjs7+2VToh9bzno8nvX19bGxsWg0mpub29DQAJ1DOB8TiUSv14vmAQNgMpmM7fST3UJjsdj6+np/f/933303PT0dDAarq6vb29uPHTuWk5MDpG4oFDIajcnJyampqXl5eU+wIDjgzmFjY2NsbMztdmdnZzc1NYlEorS0NFh/EggE7CWcTqff7wdKHD5FTz6Q3d3dzc3N4eHhW7duDQ8Pu91uyJ21tbVJpVIYLMDuCUhCqVRKp9Nf7JgmDmuHkdxDVw/sxbD/x8YJBAmwX65evarT6Wg02sWLF1taWths9svbjOEwYSyzvr5usVgMBkNBQQHMi54hjfz0VALjWyp40BAIhKq9yMrKOoCfjtuirKxsampqYWFBIpEcO3Zse3sb3AYYNUilUlClFQqFUCg8gJkHrCunp6fVanUkEikqKqqpqRGLxQegt5CWllZQUFBWViaXy6empqhU6tmzZyFzTiaTf8SLLRQKKZXKpaUlr9dbXl5eXV0NV8iX/XOJRKJIJCotLVUoFKOjoyaTaXp6mk6ns1isgz+EtLQ0wV60tra6XK6RkRH02zk5OdXV1XK5/ABIdYmJiZmZmXK5vL6+vqenB+SwzMzM7Ozsl5ci2XtRXl4O+8ipqanR0dGhoaGlpSWDwQCnUiKRCJvqxcVFGo1WWVlZWlr6zKLaPyiYTGZBQUFjY6Pb7V5ZWZmdnRXtxevm4dWPUCgEDNOr6RMAAIAASURBVN7GxsYnn3xSW1sL7DIMoRoaGiQSSSgUunv37sLCAjIzg8GIm149+hXjRsMu/d69e19++aVWq2UymWVlZe+++259ff3+xkOhUFCp1MXFxaSkJJfLRSAQDgyH84TmYXEvvF4vWqmDzLQlJSXV1dVjY2Nw9Tl8+HBJSQkmuz9iiWK327Va7dzcXFtbW3t7e1z4Ec4z4FNZLBatVtvd3W2xWP7pn/4JAOa/hZtA5xAKhaampn7729+CsSYSic6dO3f58uX9SGCRSPTxxx9D29ezF6+C7BIcx6enp+Vy+VtvvQUxSbCQc3JyPvjgg9TU1M3NTZVKNTAwAMOKzMzMJ1Dt0TmEw+Hl5eXf/e53U1NTNptNIBCcOHHik08+2Y/X4nK577zzDjxV/X6/y+V6fuTS37p6oG1Ip9OLiooikQi0QMfHx4eGhuL8h9HR0eTk5BMnTsCELikpCV7GUqn0YCpYiURSX18P5vTi4mJ+fj5Azj/09vmpbh60Wu2XX365tLREIBAwL3xO2akfFJDi0mq1Ozs70MfMzs4uLi4+ffr022+/fe7cuaamJkwTD0bSAVTpq1evgvT5xhtvNDc3Z2VlHVjtHggEADl1u92JiYlSqTQvL+/lgWGe8ju6efPm0NCQyWQ6c+bM8ePHRSLRgQFAsYCCghv8hgsKCn7E9wUlNRzlDAZDfX396dOnpVIp9A0PIKLRaFJS0upewDi2vLz8YH5x8AoEAkFZWZlCoaisrASylkqlwnJbp9MVFxe3t7fL5XJ4pR9AxGIxAoEAUw4sMGtra18bTr/6EQgEdDrdwsLC8vJydXU1sko80aEpZTAYkCXweDw2mw3SK0Kh8G9NUlF/f/75593d3TqdjsFgnDx58sqVK0VFRQ/xR4FauXHjhlKpTE1Nhaj/j3sgXq/3xo0bg4ODJpPp5MmTJ06cEAqFByYAgEyr1WrhwCgWi6Fq/yNePRiHLy8vj46OglC7X3UdGYlCoXC5XIfDAS98n88XiUQEAgGRSHxsEgDP4fr163/5y18mJyeTk5MrKys/+eST+vr6RxVOSSTS/fv3Ozo6Dh06RKFQnlNl6IWEzWbTarVDQ0PoirF+eShF5+TkeDweh8NhNpt9ewF23GMPBG05KC4DAwPRaLSgoAA2uBALif8tKFWMjo5eu3ZtZ2eHTCaLRKKDybSAIWRlZRUXFysUipqaGoFAgKsnOTnZbrdrNBo+n//GG2+Ul5cfWAW7u7ublJRkNptHR0cTEhIoFEpNTc0z7Al/kv5EPp8P9hw+n08oFMpkMsi0HViIRKLKysquri6z2axSqSorK/Py8phMpkwmg3T0AbOUQqGQzWYDqo/FYslkMrFYfJBT/6ysLIVC0dHRsbS0ND09ferUqR93hhoOh7e3t1dWVkwmE9D/4CEd2AdgsVg1NTWQ356bmwMC9YC354+W7zqdTq/Xk0ik3NzckpKSuMn/AQSNRoNZ5tjYmEqlWl9fB6vvZa/UUczx9gItpcViUSqV2NvOzs6q1erExEShUAiP8wM7kPT09KKiIolEkpaWBmUFj8fz405MX8fTvETgyQDn9qhBDYFAgAZiYmKi3W4fGRkxGAz37t2DP5RQKMQztr8ZCIfDKpWqt7f3xo0bMGVvbGyEvBJAUPs/AOTLUlNTIXDp9Xp/3ANBplWpVCaTiUKhINMe5KibxWLV1dV1dXWpVKrFxcXNzU1scn6siMVi0WjUbDY7nU42m42dw/60j4xUUFCQnp7udDq7u7snJibgDsZkMuVy+UOsPIzYDQbD9PT0rVu3Zmdng8FgbW3t8ePHT5w48aiJGJFIhAdOYmIiBLJxID/WjYzPb7VazWYzlUqFNd7+pxqwH7FYTKfT4fo3NDQ0PT0dDofh6Ida/6ED2draAnB9eHjY6XRWVFS0tLScPHlSIBA8dNEDao5dBEgI+BcOQMIkMTGRtRcFBQUQcV5cXNRoNLiDFhcXw+EwDHMPcvZNIpHy9oLBYJjNZrVa7XA40tPTf+hr+5NsHiwWi16vt9lsFApFJpNlZWUdsOh1VlYWIB96vX5tbe0f//Efz549G5cuPfgC0el0wjGHQCBIpVKAvA8yWbBYrKKiIj6fv7S0tLy8vLW1FQgEIMb6I7aXuONFIpFQKIQk84F9ACqVim1gWlqawWAwmUzb29s0Gu3H0r6AqIXBYHC5XBwOB2dykAeSlpYmFApFIhGTydzc3NzY2LDZbMCDHuQ5pKenp6amZmZm+v1+t9v93/7bf9va2qLT6UKhMD8//yA/DIlE4vF4IpFIIBDodDoIQ/H5/INsYF7HM9TKDodjfn6eTCa///77+fn5j964EDYpLy/ncrn/9m//dvXqVZVKFY1GPR7PL3/5y7Kysv0XBByIr127dvv27aWlJR6Pp1AoIP7xWP4eiUTicDiXLl2KzyN+3AMBdt9oNIZCIbFYLBKJDj7Tpqenw74aOiUej+dHVBkCuAgG/+fOnauqqqLRaI+WBEQiMTs7+8MPP6RSqWazeXNz88GDBx6P58qVK+3t7fsxJPBz6O/v/+qrryYmJmKxmEQieffdd9va2phM5qMpC85Ux44dy8zMtNvtLwmi80O7KbVardfrjxw5UlVVxWazHz0QAoFAp9PfeustBoMB0Nfo6GggEHj33Xffe+89IpG4/6GKxWJwzxgdHXW73Twe780337xw4QLsnx/9DAkJCXV1denp6VtbW+np6T9Kewl9YQaDUV1d7fP5/uf//J+3b98mk8mwlTzIFzk+yJDJZABH6PV6cHF/WHf0k0vf6GJh5wnSWBxyemAB38GcnBw6nR4MBv1+fyQSAWfuR8HqQLohEAjQaLT8/HzgMQ7yY8DaGeIGOzs7NpvNbDbv7Oz8WA8JhPy9Xi+symC9d8AHAi+YrKys3d1dGA6EQqEf60A8Ho/BYHC73Vg7gJh1kG8NCM08Hg9Ni8vlMhgM8Es5yIjzqmGCEQgEkpKSBAIBl8v9W4CBlxSYt7HZbIlE8v+x912xbZ/n+uIS994UNUhqL8raw7YsW/JO6mynTdNmNPkDRQ9wcNbVQQ9wrs5Ar1u06UrTrMZpbFm2ZUuyJWvvQVHikLj33pt/QC9KCB6ybEui3eP3wnAAh/zx+33f+73reR4sFuvz+bRabdYLyS9sZ0smk4FAQK/Xu91uLBb7QLmADJY3Pz//9OnTFy9eLCgocDgcw8PD33777cjISDQahRH2WCy2sLDw+9//HiSQORzOyZMnL168WFJSApXj+10W1KTj8bhGo+nt7V1bWwuHw6lUKlsL4vP5QMKISCQC1OHgPW1ubm4GQ+V2u00mUxY9bTqdTiaTFovFbDbDGX/gXQwhPpvNbm9v/+ijjw4dOpROpxcXF3t7e6EBBbwOyWRSp9N9+eWX165dA03PlpaWjz76qKmpCSovD9sh6XTa4/GMjIzMzs46nc5YLJbd/AEm7GF49YHUKTC8xGAwMuNYeDxeoVBcv379888/12g0iUQCTo3NZrty5Upvb+/MzEwsFqupqfn4448PHz78MB+eaeNEIpHp6enJyUkobh781ZORC4tEInBs+Vt2TyvmAK4eFApFp9PLy8tJJFIgENDpdF6v93E/57nsPEDykEwm2Wx2UVHRweOBALQOUHqTyQQ6NWw2O1uFdqA5gxYYZFMHvyAoFEooFPJ4vLW1NafTaTabuVxutqBaEJuC6AxkU1l5DD6fD+yK0Bo6+BbZ9jteq9XCHS+RSLI1J83hcAoLC5eWlrxer1arzeIwbigU0mq1gCYsLCxks9lZaesDLdvCwkIwGNRoNGKx+EWA/iwb4O9hQn1nZj/0lrW3tzOZTLfbPTo6qlAo+vr64vE4j8cDZl6z2Tw8PPznP//ZbDZTKJT6+nogirln0OWBOYzT6VxYWOju7o5EIlmchwRPGw6HKRRKFj0tj8cTCoWrq6tQNuLz+dnytDDYBuxPkDnsEE1isVjo2AeDwUgksrS0NDw87Pf7qVRqXV0dk8kE8crPP/8c8Og1NTU9PT1vvfXWI3U2U6lUKBQCtl/wctmSoYQkORAIBINBCKB3iCIwGIxYLBYIBJFIJBgMLiwsTE5OulwuIpEIrVogwP3mm2+mp6etVmtlZWVXV9cPfvADkGDfOamLx+Obm5vhcBimdA6M//AeA14pYDuAkCkrVw+ERrOzs+FwGEYS/v6Th8z8XCKRAD3drJwKDAbD5/MZDEY6nQZtoIqKimytCRS2gcO+oKAgK51K0IyDIAySh6qqqmwtCFwhkUiETqcXFRUdfDYFrpDFYkET3+PxGI3G7HYeIHnA4/Ewq52VxwCm89zcXJ/Pp9PpDr7zkLFgMKjT6fx+PxaLBT7HrDwGlUoFcdxAIKDRaPx+/4sA/Vk2n8/n9/uLiopAlPCR8QcejxeLxR9++CGTyfzss88A/xCLxc6fP8/n8z/77LPbt29rNBoOh3PkyJH333+/uLj4kWzjGAxGKpVC9FlcXHwwhBwPM6/XazAYwuEw1AWyFbKzWCwej4dGo8HT1tTUZLEqYbVa6XQ6hUJpbGwEqNVOEdiW0uUrr7xCp9M/+eQTo9E4OTmJQqHOnz9/9uzZ3t7ea9euzc3NodHompqaDz74oLW1dTdSACKRCIbKhEIhHo/PIu1hJBKx2Wx4PL6srKyxsfGRdHag2HPq1CkGg/HJJ5+sra0tLS19+umnTqfz4sWLg4ODfX19o6OjkUhEIpG88847x48fBzbenT9WIBC0t7c7HA7QzsvivF8kEjEYDJA88Hi8rNAwwgRvQUEBkUh0uVygOf33nzyAw3K73alUikKhcDicbCUPbDabRqNBfxCeJ4tXmsPhSCQSJBKJz+dnK3lgsViAtfD5fE6nM5lMZjE0tNls0WiUQCAIBIJs1RjodDqTyUShUIFAwG63Z7F3DFdaJBKhUChZLMvRaDQOh4PBYEKhkM1mi0QiWfTgVqsVQNscDidbFVMymczj8bBYrMfjsVqtB99Mf2GPW6aBmaVUKrWbGA54dSorK4GgD8aTBgcHI5EIi8W6efOmxWJhMBhdXV0nT56sra3dDU4MCMFzcnJMJtPGxoZQKJRIJNlyceBpY7EYjK1m0dPCGA942ixOzIKwtM1mIxAIAIPc+d/DIGVRUREQN9+6dWtpaWl2djaVSjmdzoGBgdXV1VQqVV9f393d3draCjSvj3wM0CB3u93xeHxtba2ysjJb4AcobFut1kAgsJsGSGaKAY7bzZs3x8bGVldXM6qvCwsLoVCoqqrqxIkTR44cEYvFu1H3wmKxJBLJ7/cHAgGZTFZbW5uVkiJ0L+12eyAQgJApW3UrIpEIBzYajdpstieYmH0ukwe/3+/z+VKpFIlEYrFYWUki0Wg0k8mkUChAGeb3+7OYPIRCIa/Xm0wmCQRCtrIpJBJJp9MB7hkMBn0+XxaTB6BzTiQSeDyey+VmxW8iEAggl0ChUJnnyWKsDIJEoIWZrTueTCbDgc08T7YWBBDkoO3IYrGydZGQSCQ2m52bm5t5nhcB+jOePGxsbCiVSrFYDDzdu6mqkEiktra2wsLCcDh848aN5eVlpVKJRqOBjFIqlV68eLG9vf2RQnJg6XQatCZu3rwJ7c0sRu2hUAgiVBwOly1PCx28jKeF58licKLVatVqNZ1OD4fDyWTykfEJTEGD/gMKhbLZbCqV6vLly7du3QoGgwQCQSwWnz9//q233tqu57CzJZNJj8czPj4Oc/ZcLvcg+Xzu2SEGg2FjYwO6dru8BDEYTEFBwTvvvIPD4YBY6datW+Pj46FQCIVCFRYW9vT0/OQnPyGTybuMdtLpNAj+GI1GBALB4XAORtLnfkskEh6PB37Inoul7t4gNMLhcKB6+QR1q+dybAnw++CXn0DbYq9Cw8xEY3LLsrgm8ADpdBrKGNnqYt+zIFmkzAO51owWWLYGgmHuOcM4kcUFgbIN8NPdz/94YAZoOQQCkUwmAQCXxQXJ7JCdR5P3O+WGgXXYsdllmXxhjzQ+n3/o0CEkElleXv5YjgVYkl577TUsFvuHP/whEokkk0kcDtfa2vree++Vl5fvvgSGRCJBMv9nP/tZTU2NVCrNVuZwj6fNIvQCHMuz4GnpdHpFRYXT6QTJ4d2/VhjX6erqQqFQv/71r9VqdTAYRCAQpaWlGQDx7pc3NzdXKBS+++67ubm51dXV2cocoGBUWlra3Nzs8/nYbPbuK5tIJBIOCBKJ/NWvfjU/Px8MBnNycvLz83/0ox91dXU9lng2QIRff/31QCBQXl6eRbhd5uqBGDJb+t+ZAwu4/CeofT+XnYf032xn9fIDyB+eqTXJEAtkd03g27MeBmUeIIsLsv11ZHdB4NszRya7C/JMHRlwo8/CgrzIHJ6Xq+cJDlGG5gvEmOCqRqPRWCyWSqU+boEDZu1qa2uLi4u5XO4zog3y4urZvkMe16tAKEkgEEgkEgqFgqwMgksymYzH4x+LxgqJRJJIJNDcKCwsPDAx0AcuCOz2J3CzSCQSj8cDRAFibtSWAeP2A1mbdlheHA5XXFwcj8ezCM551oKTp0o/nkcPDhsIXHC2ygzb0zVQA8nigiCRSCidZrfukvl2eJ4sXiRQTgbGOsjys/IYmQ4MzHFmfYc8TZlhrxYE6uuwINkNNZ6FHZJpOGSe50WA/iybRqMZHR29efOmTCaDVt4u/8dEIuHz+a5fv97f3w8VZSQSGQ6H5+fn//znP2u12sfagalUKhAIGAwGl8sViUSyODGbcfXgWF5cPQ6HY2ZmZmhoaHJy0uv17n5UFRzRxMTE119/bTQaU6kUBoNJJpMbGxt/+tOf5ufnH2u/wWy9xWKx2+0wPZWtBfF6vcAidffuXYDHPNZrXVxc/Oyzz1QqVTwex2AwqVTKZDL95S9/mZiYiEajj7Xzk8kkcNsAW1p2rx6IGLM4tJI5MuCLniCCff46DwgEAo/HE4lEBAIBA44kEungp/xB3Af6aIQty6LDwuFwUK4Ih8NOp5NGox18pSGVSsFQI4zT7QZNuH+GxWKhpxmJRJxOZ1aatul02u/3e73eVCqFw+Eeq8e655abmws99Fgs5nQ6swXMDQaDAM7B4XDZpbzAYDBUKhWLxQaDQY/HAwf54C0zog0vKFvKVi9slyYWi9va2qLRKI/HS6VSuwnmID9cXFwcGBgYHh622+1CobChoYHJZN65cwfI+KlUqs/na2tr2w3sIZVKuVyu1dXVq1evJhIJBoNBIpGydZQynjYajTocjmyNxwQCAfC08DxZrNRwOJzW1lan0wkB4m52CNTmdTrdyMjI9evX19bWcDicVCptamq6e/euVqtdWVmBd3306NFdavCFQiG9Xj8wMECj0QC6na3mA51Or6+vN5lMNpsNh8PtMv8BaYjR0dHr16/Pz8/n5OQ0NTUdPXp0bm5OoVCo1eobN24gEIhjx44VFRXtJl2MxWKgtRIKhaChkS05ThQKBVANiCGzpe0DBzYajQLf1xOE0M/l2BKFQqFSqUgk0u/32+12Lpd78AcjkUg4HA6fz4dAIDLPk60FIZFIdDodEHhWqxXkcg4+eXC5XCCGD8+TRQ9OIBBAtz8cDpvN5sLCwmwVXVwuVzKZJBKJDAYji7EyHo9nsVhYLPaJqRX2xPx+v8PhiMfjwEOVxVgZi8WyWCwcDufxeOx2e7Y4UjO0YJnneRGgP8smFApjsdjm5iaRSATe+p29XCqVikQiJpNpeHj4888/z+g5vPrqq0KhMJFIjI+PK5XKa9euJRIJPp+fkYLZIRiCqoTJZFIoFFKpNLsicQQCAQ5yOBy2WCxFRUVZeQyPxwOeFjx/Fj0tk8mUSqXr6+s+ny8ajcZisUfqD4Dw2fz8/BdffJHRczh79uyFCxeIRGJ/f39G/wFuVeBD3zlchqqZUqnkcrl+vz+LCHJgG1MoFCBuGI1Gd2angOzC5XLJZLJLly5l9Bx6enrefffdq1ev9vX1LSwsTE1NQeEYh8PxeLxH5g+xWMzr9arV6nA47PF4ssjVgcFgGAwGkUgEtZYnEFjYq7qVxWIBlRgGg/EEuKnnsvMA9PloNNrtdhuNxpKSkoN/jHg8bjabnU4nEolks9kHrMl/jzEYDIFAkKHPLy8vP/hnSCaTVqvVbren02kmk8nn87PowUEABIfDgfZWdXX1wT9DRpAkmUzSaLS8vLxsyfQAaq2wsJBAIICo0xOQOu+JgRR6LBajUCgFBQVZBHoSicSCggIymazVao1Go8vlylbQA2qGFAolW4IkL+yxNvDa2trNmzcrKioqKyslEsnOhzqRSBgMhj/96U9DQ0Pb9RxAVvyjjz5is9l//vOfM/oPr7zySnt7+yPrULm5uRKJ5PXXXz9x4kRFRUW2OI6A5giUBLLoaWFYyGw2x+Nx8LRZTMKDwaDRaBwdHbXZbEVFRaAqsHN6GY1G+/r6rl69ul3PoaWlhc/nv/HGGxwOB/Qfpqam0Gj0yy+//Nprrz2S4wGJRDIYjOPHjxcWFh4+fDhblD5Q4bbb7VNbBnVeJpP5yGzq9u3bV65c2a7n0NXVJRAIQCAlo//wpz/9yeVyvfPOOwQCYefGPkystLe34/H4np6ebMmkwpxIXl4ejUZLJBIWi8XhcGTlMYBTOBAIgPTTE5CVP5edh0yw7nK5dDpdVvgNY7GYwWBwOBwIBILNZnM4nCx2HjLBusfj2dzczIr2VjKZNJlMVqsVkgcej5fd5CE/Px+Hw/n9frVana26ss1mM5lMiUSCTqdn90ojk8mgCGM0Gjc3N7NV7XA4HHq9PhqNZj15IBAIhYWFFAolEono9Xqn05mVx3C73VqtNhQK8fn8rMP4Xthutg2bzZZIJDQabWfeycy00sjIyODgoF6vv0fPAYFAVFVV+Xy+SCSS0X+AcdyamhoKhfKwSirMwa+vr9tsNuh7Z3FBQOUQPC3QcWbX02bKRtlaEAwGQyKRCgsLgZB6hwo3RMkajWZubg7aC/foOeTm5opEIkDLZPQfcDgckUg8dOhQXl7eDhBks9m8urpqNBr5fD6NRstiZRNYpPLz8+12ezKZ3CFaA6y52WxeWlrq7++fmprarucgkUhwOFxBQQESidyu/wADn01NTWKxeIf+g91ul8lkOp0uPz+fRqNlsemNw+GEQiEkDzDNlZXH8Pl8arX6/1bysL3z4HA4QG8cYB8H9gzQjIbkAYVC0Wg0EokUjUbj8fgDCR/gPwHFux+D79B5AKmpjY0Nv9+fIV86sAWJx+OQPCAQiKwnD5l6mNVqValUMA57kMwGAB80m80mkymVSkHykN3OQ0FBAYlECofDm5ubLpfr4BcEtNh1Ol08Ht+/5AG2YmYe/Z4fmDme0DAkEAixWEyr1drt9qwsiNPpBA8GAceLzsMzbhwOp66uzuPxhMNhoFt94JuF1nQgELh169YXX3yxsbHBYDDu13MgkUjt7e1FRUWRSOTGjRsrKyugGsRisfB4PPjPezYkiDzMzc0BaLuzsxNoUrPraQkEgslkUiqVHo8nK+fIYrEYjcZkMpl1TwtEQKdOndJqtUDBvEPmEIlE5ufnf/WrX8lksmg0KhKJ7tFz2K7/YLfbVSrVwMCA3W7/2c9+xmQyoeN0/w7JyclRqVSDg4N3794lk8kg75OtTYLbsq6urry8vB3YqOE9RqPRtbW1Tz75ZHZ21m6336/ncI/+g0KhuHv3rtVq/elPfwptjfvzB/hGnU53e8vq6uqCwSAGg9nzSAz40DO0AQ+7elKpFOCUksmk0WiE2YSDZPyDx/N6vUqlMhAI5OXl/R/qPPB4vIKCAiqV6nQ6ZTKZ1WqFkYyDrHOsr6+bTCYkEikQCPr6+qanp+PxOJlMJhKJAGNPbBn8JRwOIxAIkUh05MiREydO7EfykJ+fz2Kx1Gr16uqqyWTy+/0kEunAtqPH41Gr1Xq9PhaLFRUVcblcEomUxSuNQqEIBAIul7u5ubm+vq7T6dxuN5VKPTDIciAQsFqtWq3W7XZzOBwej5d1zAOXywX1cb1er9VqrVYrg8E4sFs2Eol4PB6NRmMymUAHncfj7UeB0GKxXLlyZXV11Wq1EggELBYLHPDQ6EehUCAJH4/H0Wi0RqOh0WhOp1On02m1Wg6Hc2DoKSgoarValUqFQqF4PN6L5OG5sHA4vLq6urGxgUajORwOn8+//9/E43G5XP7dd98NDQ1ZrVYej9fV1fXGG2/cr+eAxWK5XO7FixcZDMYXX3zhdDqHh4exWOypU6eOHj16vwtNJBLQuGttbT1z5kxjY2N2if7IZLJQKORyuSqVan19HeS3D9jT2u12rVbr8XjA09Lp9Oxy16bTaZ1ONzo6ajabMRhMZWXlA2scdru9r6+vv79fJpNhMJi6urq33367qanpHj0HqNx3d3cTCARIRJeWlj7//HOn03n+/HkgSrnnkxOJBAaDEYlE5eXl9fX1WcwctrvlqampjY2Nc+fONTY2PnDRgsEg0JHNzMwkEglItjs6Ou7hGgH9h/b2dhwO9/nnny8tLSmVym+++cbr9b788stQVr7nkxOJBFSL3n777YqKCgqFsh/70+/3X716dX5+XqvV4vF4HA6XuXcAPY9EIr1eL8AM1Go1j8fz+/16vX59fV0gEBwYgDuVSgWDQb1ev7y8HI1G2Wx2YWHhE3z78wqY5vP5EolkeXlZr9er1erCwkKRSHRgD6DX65eWlhwOR25uLp/PX11dBYk+MpkMCSXkDJkUAgD+FRUVDAZjP5IHEJaWSCRQ6lapVJWVlaWlpQfmMqxW6+LiotlsxmKx1dXVMFCY4bE9+B2CxWKZTKZEIlEqlWtra2q1enNzs7Ky8sCuNJfLtbS0ZDAYcnJyysrKoDiXrZssow1XUFDA5/NXVlYgp5JKpQeWPPj9/tXVVa1WGw6Hq6qqAG+wT3ns4ODg2NiY0WgkEok4HC6TPGQI8txudyqVAqwnh8NZX1/XarXLy8tNTU0HljyEQiG1Wq3RaNxud0lJSWFhIXAevIjOn3FDoVBAj2G3210uVyAQIBAIGS+XSqVisdj6+joMbVutVmgvnDx58siRI/frM6LRaBKJBOGU0+mcnJzU6XS3bt3CYDA0Gq2oqAgu9UwZyO/3GwwGk8mERqM7Ojry8vKyS++Lw+EYDIZYLF7bsqx42sXFRYPBkEqlSkpKeDwecBxlsSGDQCAAyOv3+10uF+B6M/kMOGS9Xj8/P9/X17e4uBiJROrq6k6ePNnT03M/jQTonJaVlRGJRLfbPTAwMDs7Oz4+nkqlWCxWZWUl7IHMNohGoy6Xy2AweL3ezs7O4uLiZ8GrAN1TKBRyuVwOh2O7MnSmd7S2tnbjxo2xsTG3211XVwczfgUFBfdcUkB1KhKJaDQaYNVGR0fn5+djsRiDwWhoaBCJRNsL+YlEAsCxZrO5o6OjvLx8n7KpcDg8MTFx/fp1hUIBDFeZewfqVkgk0uPxRKNRAoEAwvByudxgMMzMzHR0dBxY8hCPx3U63ebmptlsLtoyDofzfwIwDceJxWK1tra63e7Nzc25uTmhUHiQyYNKpZqcnPT5fCwWSyAQwNgDpM73SD7Bn8DZbDQa92m0GiZfm5qazGbz2NjY0tKSWCyWSCQH5jW0Wu3IyIjL5WKz2QDP8ng8ZDI5i+rOOBzu0KFDWq12bW1NLpfPzs6KxeIDi+DNZvPg4KDFYqHT6TCZkMUyGKSvXq9XLBZXV1evr68rlcrx8XGRSESn0w/mMYAmT6/Xk0ikpqam/SM5iEajgGGA8wj4HziVmbMJaa3X683Pz2cwGJubm1qtdnh4WCQSPbCQvB/m9XonJibUanVubq5UKq2srMx6dfCF7cYYDMaFCxdEItH8/Hw0GjWbzRCsZCIVr9f77bffXr16dXV1lcfjNTY2fvjhh9XV1Q9L1BEIBIFAOHToEJ/P/+Uvf3np0qX19fVkMunz+X70ox9JpdLtG8NqtU5PT1+7do3BYMDMUtYXBIvFSqVSjUazvr4OnlYkEh2wpzWbzTQaraWlhc1mZ0h4snWgkEhkR0cHm83m8/lEIlGtVpeWlm5PHhKJxMjIyBdffDE7O5tKpUQi0dtvv93T08NisR52ZWcUo6lUqtVqNZvNd+7cgR3C4XAwGEzGuQUCgfX19aGhocXFxbKysqywp9xv9fX1DAaDy+USCAS5XF5RUbH9OKRSqbm5uU8//XRqasrr9XK53Fe2jMvlPgycgEajGQzG66+/zmAw7Hb75ubm5ORkOBwOBAIwwp3J0iORiFarvXv37l//+leBQLB/C7IdwwBjjQ+7evx+P4/Hy8/Phwh+YGBAJBJJJJKDeRcgL7O2tpZOp8vLy6VSKR6Pf4IaxHOJeQAP3t7eLt+yyclJoVDY3NxMJBL3GwcD1IrLy8symQwO6tLSEkyQA5RtBw8rkUj2KTRBIBBkMrmxsVEul9+9e3dxcTEvL6+1tZXNZu83EQewBa+srMzMzEQiEbfb3d/fPzc3B6T1mC3DYrG5ubnwJxiRSKTT6ZWVlRwOZz+0sRAIBBaLra2tVSgUV69eXV9fn5ycbGlpyc3N3e/JkEQi4XK55HL5yMgIFJWbm5uFQuE+fV0ymYzFYkqlUq1WB4NBgOiBAVFgLBaLx+PwF7vdrtfrkUikTqcbHx9vbW2lUqn7XfBIpVIwXnnnzh2z2Uyn0xsaGsRi8T5VTPF4fHFxsdls1mg0UNPa4R/DlAUCgbDZbOPj421tbTwej8lk7nfY4ff7NRrN8PAwkH5KpdLy8vJnSn77hT3MMBgMm82OxWLz8/NAk5qfn49Go2FcZGFhYWBgYGhoyGKxcLncU6dOnT59urS0lEwmP+zlwnsnEolCofDcuXM4HO7KlSsOh+POnTtkMtnr9ba3t+fm5iaTyUAgYDabbTbb4cOHRSLRszDnlvG0SqXy6tWrCoViYmKipaUFi8UejKddW1sbHh6GUzw2NqZWq+l0+g5XDx6PJ5FIVVVVeXl5GAxmn046iNhsbGyAh+FyuRQKBfoher1+eHj42rVrMpkMjUbX19e/9NJLTU1NTCZzh6sQWscsFqujoyOVSl2+fFkuly8uLl65ciUWi3V2dgJlSzgctlqta2trRUVFJSUlUqmUxWI9C6eGSCTi8XiTyeT1ek0mE2vLMuNbd+/evXHjxszMTDwel0qlL7300pEjRyBzeNgLAplRuE0+/vjjy5cvz8zMrK+vX7t2LZVKdXV1gf4DcD3J5XIGg/HWW281NzcLBIJ9crMYDEYikayvrwNh/cOuHhKJJBaLu7u7q6qqtFotpD3t7e0SiYTNZu/3xF0oFDKZTKOjo7D9qqqqYADh/0TykDmcUqm0pKRkeHhYqVRCIlVcXMxms/evgptOp10u1/T09NLSEnBah8NhpVK5G7VCDAbD4XBwOJzb7cbj8bm5uXsbKxAIhIqKirKyMhaLZTAY5ufnV1ZWamtrQfNhn04LMI4vLS0tLCxsbGxAiDw2NhaNRmFNUCgUBoPB4/Ggowd/weFwdDo9Pz8f/Pg+sYUAm2F5eblQKHQ6nQsLC4uLiyQSCfL7/VuQSCSiUCgWFhZkMhmXy5VIJJAj7dO2jMfjbrd7enp6cHAQhijCWxYKhTJ/ZiBcBAKBRCJxuVy32728vDw/P89kMgEptX8LkkwmNzc3Yf1zc3OLiorg5t7zFCWdTsNvZ7FYu8yIbDZbKBTicDg+n291dXVubg5I9PYvjocXYTQaFxcX5+bmfD6fRCKpqqoqKip6kTk8FwYKUwgEAiArbDbbYrGwWCwEAgF6Dl988YXFYiGTyQ0NDWfOnOnp6dnNmASMN7S2tgIIZ3R0VKVSZfQfgEzP4XBotVq9Xt/d3V1fXy8QCLKrW789ZqqoqBAKhQ6HY35+/mA8bTQaVSgUcNMBgGppaSkYDALBEUhwEIlEuHcyVw+VSmUymdCrp9Fo+5E8IBCI3NxciFyBiNNgMJC3zGazzc3Nffnllxk9h+7u7jfffBNCgkduPCwWW1FRwefz/X5/JBIBLq9AIECn0+vq6lgslt/vNxqNy8vLNTU1ra2tkLU+Iyk3BoNJJBIgqqPT6TgcDswdyWSyv/71r9PT0zabraqq6tixYwABeiQiDhIqaBeHw+FgMDg/Pz81NQVTD1gsls/nB4NBi8WytLTE4/FOnjxZUVGxM1Hsk21FwL4HAgEGg7Fztkaj0cRi8ZEjR3p6eiB8tVgs6+vr8/PzYrG4tbV1P2qp268em822srIyOzsLWKyKioqSkpIny1hQ//Ef//GcenAsFuv3+0OhkNls9vl8Ho+nqKho/0q8EKgtLy//+te/XlhYwGAwr776KkTqAG945EZPJpNoNDo3NxeHwwEt8R7uEjhIoVAoHo8DebDL5crLy4MS7z5tx0QiodFofvvb346Pj4fD4fPnz0skEqvVCsRTmdgxHo9DP9Hj8TgcDqvVqtfrrVarSCQCfNs+PR4ajYaLBIj8PB4Pm82urKzcvwVJpVIOh+PTTz8dGBiwWq3d3d1nzpx54rbgbszr9apUqqtXr167dk2n08Grd7vdcDRisdh23iE2m11eXt7d3R0KhTQajdfrBcmqfY2Vw+HwV1991dfXp9Vqm5ubz54929TUtOcvHUazZDLZ2NjYnTt3NBrNboTwqFSqRCI5deoUEolUKBR+vz83N7ehoWH/SpKwJt999923336rVCrLysrOnDnT0dHB4/FedB6eIyORSGVlZVgsNhQK6XQ6kF/89NNPYeKZwWAcPXr0//2//1dbWwukq7t8sxDvikSiZDKpUqlgQNzpdDKZTDqdvrm5OTw8fOfOnUOHDhUXF1MolGdk1A08LSjbmM1mj8cD4/j76mntdjt4WovF0t3dfejQIa/XmxkXgWJfPB6HqM7j8TidTpvNZjAYNjc38/PzBQIBg8HYv8leHA4nFosZDEY8HocgIS8v79tvv/3mm2+mpqZycnLKy8s//PDD48ePs9ns3Wgkb89M+Hw+hULR6XSgnAPwy9LSUrPZPDc3d+nSJT6fX1VVxWQys0g8dX/+UFBQAHU0k8kUCATEYvGtW7e+/PLLu3fvBoNBoVD44x//+Ny5c3l5eVBd3eWCAHUBh8MB6S2DwQBYiIqKCo/Hs7q6+s0330B/DBj29nwrRiIRlUo1MTExOjq6vr6+g2pQd3f366+/fuHChfLycsiOAoHAyspKKBRKpVJ1dXX7zTQzNDT05ZdfymQyDodz6tSpTIvmCc7p85o8QNMKyE/VarXdbrfZbGw2m7ple16PgTnFubm5gYGB69evRyIRBoMB9z0ajYaxkJ3zB3BkoVAI2Cp1Op3Vag0Gg+l0GqoUT+lkEQgEwPmJRKJWq4XuNm3LKBTKnk9zgWteXV0dGhrq6+tzOp1UKhXKY1BgiEajmYJ3hn4KFiq6ZWg0uqenp7y8fAdG8ydOr8PhsNPpVKlUq6urarXaZrP5fD6n00kgEIBXd8+nueB71Wr1yMhIb2+vVqslEomgF4tEIpPJJOpvtuf5WyQSGd2ySCQCo0rxeDyRSGTSBpiao1KpIpFIIBBACdPn87ndbjQaTaVSiUQizBjs+U2v1+snJyevXLkil8sJBMKZM2dOnz4tFAqf/kqDHejz+YxGo0wmm5qaunPnzvDw8OTk5Pr6utvt3rkfmKFjLygowOPxbrfb4/H4fL5UKkWhUIhE4j41ZEBK9vLly7OzsygUqrOz83vf+55IJAKC/xdB+fNi0D4Fki6DweB2u0Eo2mAwEAiE7u7u06dPt7e3w2W0+zcL6FgajQZUkhDv2my2WCzmcDiWl5fj8XhJSQnoAOxfSeIJrh6gLDdsmcPhwOPxdDp9Xz3t3bt3t3tawKeCkkCGEhSqV9uvHmhOHj9+vL6+fl8FEDAYDJ1O93g8MJricDg8Hk9vb+/CwkI0Gm1qajp37lxXVxfoOez+PcJqk8lkoJKDSTan0wlN5qWlJZvNxuPxWlpa4G59djgYYIeEQiGDwaBSqSwWSzQa7e/vn5iY8Pl8lZWVL7300okTJ0pKSh4LrwILQiQSAWMZDodNJpPL5fL7/bFYbGVlxWAw0Gi0+vr6mpqaPVF4gK0FPQ0A+Qxv2cTEhEwms9ls9+t5IxCIvLy89vb28+fPd3Z2lpSUwBwjgUAIBoMgRRUKheDqgd7Inh9tr9e7srJy7dq1O3fuJBKJhoaGt956q6ysDDrtT1IyeK49eElJSW5u7sTEhM1mW1tbu3XrFh6PZ7PZoOK+Jy8gQ9rt9/tv3rzZ29trtVqhaDEzM8Pn82tra2OxWCgUikajD5tyg8eAyujy8jISieTz+VKptLW1tampqaKiArwYpENPU60BBtvp6Wng/xoaGoJLDjhn9nBBkslkNBodGRn59ttvNzc3gRpVLpczmcyKiopYLAbt44fh+dBodIbjb0+CSGgdgiWTSZvNtrm5OT4+vri4uL6+Dm4LUFO5ubk/+tGPMuxve7UgIC8wPT399ddfy+XynJwcsVgMFLEGg6GpqQlkfYhEIvJvBl7vKR+ASCRKJBIWi7UDpzggATgcTkFBAQaDmZycTKfTXC53Y2NjenoajUa///77DAYjNzd3r/RS4I0kEgmZTPbFF1/Mz8/H4/Gamprm5ub6+vqn/2QgNAPWiOXl5bGxsdnZ2aWlJQgaUChUMplEIBA7AB5yc3MZDAZQ1M3Ozsbj8YKCArVavbi4+Mc//hGDwfB4PLhm9mpBINNTq9VfffUV4ALLysoaGxs7OjpepA3PnWGxWAqFkkqlfD6fzWaTy+UOh0On07FYLKlU+uabb3Z0dDzZJDEKhQKCpsLCwnA43N/fv7KyAqUxLBZ78eLFjz/+GIvFPmvEXFD6nZubUygUq6uro6OjOByORCLtoafNjIjE4/GZmZmvvvpqdXU1JydHIpHo9XqXy1VeXg7yGtDr3iE9EwgEQqFwX+fLgUcLhUJFIhGQaBgZGVEqlfF4XCwW36Pn8LjZGhaLLS8vB8U0+PBr167Nzc1hMJj29vZ//dd/BVbuZ2qHAOcsGo0G+iOFQiGTyRQKhcvlKioqukfP4cnaGj/4wQ+wWCygPm7fvg0SctXV1f/8z/9cXl7+lBNc268ekMRdXV0dHx+fnp5eXFwMBAJw9UDzMBwOZ1IIELeuqan58MMPGxoaMuwpWCy2pKSksbGxra1tfHxcoVB8/vnnaDQaCKaevqB8z9VjNBp7e3vv3r1rMpmKi4sPHTrU09PzNF2O57XzsD3pJJFIsVhMoVBAMRVIGKE7tierD0KhX3zxxa1bt7RaLYlEYrFYubm5BoPBbDbrdDqDwRAIBLYXeu8xJpNZXl7+6quv1tTUkMnkeDzu8/kcDodarZ6fn5+cnIS7J51OY7FYHA73NI8N6WxOTo5SqfR6vQ6HIx6P43A4wAntyYKkUimFQvGXv/zl+vXrcrk8NzeXzWbTaDTjlum3zOv1xuPxhy0Ij8erra09duwYjO0+zVOlUimQ6V1aWhodHb1+/frXX3/93XffAQAL2g4CgYDNZodCoWAwaLVaY7EYCoUqLCzcqwVJp9MGg+HKlSt9fX0zMzPpdJrNZufl5ZnNZr1eD6Xx8fHx4eHh6enp9fV1s9kMQzUoFOopa/AA01xbW9PpdDC09sAtkUqlwuGww+EwGAzAAcXhcKLRaDAYNJvNMHIAt+leLYjT6ezv7+/t7b1z504kEqmqqnrvvfeAc+NpDmY4HIbi/c2bN+FFDwwMLC8vg7R5aWlpR0fHuXPnOByO2+2GDszDnjAajUJqZzabcTgch8OJx+PRaNRisUQikXg8zuPxQAl4T5xVMBi8c+dOb2/v9evXYcbyhz/8YUdHB+TPL/KH5/H2geI6pA1Go5FKpXZ3d3/wwQeVlZWPNa30sBiXxWJhsViVSgUbks1mNzY2NjU1HaSk1GMZDOWCDCV4WjQavYeeNpVKGY3Gy5cvX716dWZmJicnh81mC4VC8LQmkwm6QDvUrZhMZllZWU9PT3Fx8V7FZzsYSJKnUimr1Qp1w9ra2o8++qi9vZ3L5T7NA8DwBZVKZbPZRqMRGqdkMrmiouLYsWPQ8X4GdwgOh+PxeCgUyuPxAF+ZRCJ57733jh8/LhQKM2zaT5yfkEgkoVBos9mg1UMgEMRicVdXF5vNfsp8OxaLOZ3OlZWVoaGhb7755ttvv+3v75+fnzcajfF4vLCwsLW19fz58+3t7SKRyOv1ArUmEolkMpnf27KOjg4IHe9JewQCgdVqNZlMdrs9GAwGAgEYotmrN5hKpcbHx69evdrb22symRgMxsWLF7u7u/Pz85/mYKKfd/dNJBIbGxu9Xq/BYJDJZEtLS0gkEjhnQDbvabpU4XAYNJuHhoYuX74M+lbNzc1MJjMYDKpUKrPZfE974WHPCXUIGLkTCAQOhwNows1m88LCglAoLC8vr6yslEgkQqEQJlxpNNp2xrFdLkhubm5NTU0wGNRqtfPz8+vr6xgMBpxpQUEB6II98XaJRqNAFDM2Nvbdd99tbGwgEIjm5ub8/HwsFru5uWndskcuCBCozc/Pp1IpgUDAYrHA2e3+wWKxmNfrNRqN0CU3m80Gg0H/N4OWZeYfFxUVVVRU8Hi8paUljUYzMDAA+QMwHD8N63MsFguHw1qtdnZ29vLlyzKZLBwO19fXl5SU8Pl8vV6vUCjsdnsGZ8nhcIRCYf7fjM1mczicwsJCWIHHcgfJZBIAJEajUafT7bx6wLbk8/ngP9va2lpaWvLz81e2bGRkBBakrKyMz+dn+lRPlmmD+PrKysqVK1fm5uYcDkddXd2xY8eOHDnCZrMfd+/BL/X7/R6PByISvV4PNGtra2vhcBg4+4AqgM1mA1r6kZscBFiCwSD8Z3l5eWtrq1gsXl9fn52dnZqaggWpqakBqfInLlJCj85sNiuVyr6+vvHxcb1eX1lZeWzLRCLRi7ThOTUUCiUWi0E3HbyQQCDIz88H0vSnnIcBT15eXq5Wq1EoFCQSjY2NYrH42RQDgW1cVlYWj8e1Wu3Y2JhGoxkcHIzH43vlaSORiEajud/T5uXlGQwGhUIB6ORHXj0IBEImk0G3HGC7+5eMQQECkJkLCwtsNruoqIjH4wEd09N/fmFhYSAQIJPJQC1VvWUgtPxsnhomk0kikSKRiMPhmJqaotFogHimUql7MssqEAjS6fTly5fRaDTocx86dIhGoz3BqYE+QzAYhKvHbrcbDIb19fXV1dW1tTWPx4NEIul0ulgs5nA4xcXFFRUVVVVVCAQCcDVqtRqGQaRS6dmzZ1taWoRC4f3bjM1mt7S0qNXqQCAwNTUFuh9oNLqxsREoj584ggXNGZBQvHHjBnALCYXC1tbWrq6uioqKp0xOnu/OQyYmYzAYJSUlEKup1WpAFAAY92mad1ardWFh4Te/+c21a9eUSiWRSGxra/uHf/iHI0eO8Hi88fHxTKC8s0UiEafTqVarEQgEMJF1d3eLRCI8Hg9UYiaTSaFQTE5OTkxMLC8vO51OBAJBo9FApPBxHxuLxdLp9LKyMrvdvra2ptVqNVsG/GhPU0x1uVwKheL3v//9pUuXlpeX0Wi0VCr96U9/CnSE4+PjWq12N58TCoWMRuPS0tLGxkYqlaJSqQwG47HKMF6vd3l5+bPPPvvFL37R19d3586d+fl5lUpltVpDodA99eaf/OQn3//+96VSaTAYXF1dNRqNm5ubcrmcQqGAc39iV+vz+QwGw2efffb555/Pzc3FYjGJRPLxxx9fuHChoaFhamoKRpgysBmfzwfvenZ29vbt20NDQ7Ozs2Qy+ZEsDffHvqFQCFK43/zmN6CJtj1f2tkuXrz44Ycf1tXV5eTkrKysWK3WjY0NuVyOxWIFAgGBQHjiiy0UClkslkuXLv3hD38YHx/3eDxcLvf999+/cOECQB0ed+8lk8lwOKxQKEZGRi5duvTVV19dunRpZmYGINFsNruuru7s2bOvvvrqxYsXSSSSRqOBqiT03Hb5LefOnfvZz37W0NBAJBLlcrnNZlOr1XK5HBoyMF78xEGP3W6/fv36J598Mjw8bDKZiETiO++8c/HiRRAeeZE8PNeGRqNZLFYkEkmn0/n5+Ugk0mQyCYXCp6TIjEQifr/f5/MtLy9fu3atsLDw+PHjH3zwQV1dXXblk3c2DAZDpVKLi4sDgQB4WnAs4GnxePweelqxWPzxxx+/8sorzc3NU1NTMMK0m4W12WwymUwul0ejURKJBCSn+1enRyKRFAolmUx6PB6JREIikTY2NphM5lMqU8Xj8eCWGQyG3t7eeDxeV1f3wQcfnD59mkQiPcvsCzAtkk6nHQ6HSCRiMplarRboIp/mY5PJJAA/nE5nb2+v3W4vLS398Y9/DFoQT9DkAe5ErVY7Pj5++fLlL7/88ptvvhkbG1OpVB6Ph0KhVFdXnzx58rXXXvvhD3/Y09MjlUrz8vIYDAaHw5mamlIoFCgU6syZMx999FFTUxPIF97/DEgkEoPBwP+oVCotFotarVYoFMFgEPB4T4zwhvGwkZGRX/7yl4ODg6Ap9L3vfe/999+vqKigUqlPuUOe++QBJpcwGAyFQgE+UKCasVgsJpPJbDZDcRGGRHezWOl02uv1bmxsjI2NXbt2ra+vb25uLhqN5ufnnz9//ty5c1KpFFgaPB4PjMHs8GkEAkEoFIL2uNvt9nq9UKay2+1YLFYkEjU0NEilUrFYTKPREomE3+93OBywgRYXF9fW1vR6PfwEiDMe+RPg3wCoAI/HUygU35ZZtsxoNPr9/lQqBQuyS48JjntqaurGjRuXL1+GiW02m33q1Knvfe97jY2NHA4HUKcAV9ph1hyHwwmFwry8PFDzcTgcJpNJrVZvbGx4vV4QrNjNz3S5XHNzc+Pj4wsLC8FgEPid7kEJwzjshQsXTp06VVZWRiKRCAQCg8EIh8Ner9disUAtwePxJBIJKLfv8m6D9z43N3fr1q1Lly6NjY1ZLBYqldrZ2fnqq6+2tbXl5eWRSCS32w1jMJlkJkM/BYU04ImHBSksLNyNO/D5fEtLS7dv37506dLg4ODs7KxWq6XT6UVFRQC6fdiwL5hAIDh16tSZM2dqa2tJJBKRSORwOIlEwuPx2Gw2u92u0+mcTmcsFoOu1y5z10gkAlKvg4ODf/3rX4eHhzUaDYFAaGlpeeONN44cOVJUVLTLumMGCQ39nMHBwd7e3ps3bwIczeFwoFCo4uLi1tbWM2fOnDx5srW1FYfDAXf13bt3FxYW4KvFYjHMHO+8IAwG49ixY2fOnGlubiaTyUQikcvlghNwOBw2m02j0TgcjnA4DAuyy9AtGo36fD6ZTDY8PPzdd98NDQ2tra1BK+PNN9/s6uoqLS19+vr0C3sWIiEcDkej0WAOMBAIuN1u0GSACuIjGSfv2TbhcDgWi01PT3/zzTcymSwYDNbV1Z04cQLEcZ9xYD3M0sBFzGAwIpFIxtPq9XrwtHD17N7T2my22dnZezzt0aNHX3vttba2NqFQmPG0D8Sqbk/zeDweNH79fr/dbrdarZubmzB2n0qlgN95z7MIIEIEHY/c3Fy/3282m5FIJMR2qVTqsXrOwB8ViUTUavWVK1cmJyc3NjZEIlFnZ+fRo0fr6+uhu/uMlyQA/yAQCAAeYDQaYaGg4vNYM1fQ2g2HwwaDob+/f2RkZHFxkc/nHz58uLOzs6mp6bFGo9PpNEC6FxYW7ty5c/Xq1evXr4+Oji4tLZnN5nQ6XVBQ0NTUdPLkybNnzx4/fryxsRHa9UQiES4IuCOQSGRxcXFnZ+eJEyekUilojzzwGeBlwQ4BlUCv1+t2uwG3abPZgsEgXMS7bEEA7EepVI6NjV25cuXmzZsLCwvJZFIikbzyyisnT56srq7OIJH+TycPmYIHiUTi8/kMBiOwZQBnMRgMUIeGDg7Q0cTj8e3gWqAGCoVCfr/f7Xbb7fb19fXp6en+/v5bt25NTU1Fo1EajVZYWHju3Ln29nYmkwkNASwWC0RgOwiC8Hi8jo6Oqqqq/Pz8aDTq8Xg2NzfX1tbMZjORSCwsLKypqamoqCgsLAQ8HBKJBHl5gEMAKQGAjyEPjsfjsNt2Pl1wOCEgVqvV7i1TKpUajcbv9wOudPuCADNSZkEAAp4hV1WpVPPz8wMDA/39/Xfu3AkGg0Qikc/nnzx5squrC0pKsCDhcHh5eTlDdvHAWK2tra22tra4uBhGj3Q6HWgeh0KhdDoNZE3g63dwgj6fT6FQyOVytVr9wO8ClFJra+vHH39cVlZGpVJxOBwQfoMiuNfr3dzcVKlUPp8PavaZBQHurO07BMaTAoEAzDJubm4uLy8PDg729/ffuHHD6/XC0DyEoXCfAZ4hnU5Dh/2BM7gAUKmuri4uLn6YCjXsrmg06vV6zWazQqG4fft2X1/fd999p9Vqo9Eom82ur69vbGwEWkCTybRDS6qmpua99947dOgQsPgBKYpOpwO+YxDkBsZDCGVgTTILAn8Ce0kkEgkGg7AgOp1OLpffvn27v7+/r6/ParXCNFFbW9vLL79cVFT0yBFwOKHBYBBmk5RK5czMzNDQUH9//82bN1dXV51OJwqF4nK5lZWVHR0dx44dO3r0aHFxMZFIVCgUo6Ojly9fViqVfr+fRqMBzTmovphMpocNQGMwGLFY/Pbbb7e3twsEAtCQAuZ+g8EAObNMJnO73aBUDUxWsEkyOwSWJbMggLyCOYrh4eGbN2/29fXp9Xo8Hl9ZWXny5Mnvf//7EonkmR1KfmGPGwbhcDg+nw/yKSBxY7FYrFbr9vMCIMsMafL2ow2OHQw2ntlsnpiYuH37ttvtFgqFb7/9dktLS3FxMYFAePb3DGRTUDHVarU2mw08rVKpzHja6N/skZ5Wo9Fs97ThcJjL5TY0NLy0ZZmrB+IqmUwGlJcPK+Q1NjbW19fX1tbCJCQ0gVdWVoLBYDKZxGKxu7l6niB5QKPRTCazuLgY5AjAUYDLBQL37WHJ/c4/wzkbDoddLpfFYtHr9cvLy8PDw2q1OplMvvrqq8ePH6+pqQGqmGc8c4AMk0ajlZSUpFKpQCAAHQOLxeJyuaBuBQsCMck9NB4ZNg4I26DspdPpAL68urpqt9tffvllIEkH2bWdFwQ+LRQKZUL2ubm54eFhuHrm5+dtNls6nQa0TFtbW3d399mzZzs7O6VSKczGby9MQy2bx+NJpdLm5uaysjI6nf7ISB2qDEwm0+12Q5BmMpkWFxeBNgqitUQiEQ6HwcNsPzUA1QuFQnD1WCwWlUo1Pj5+8+ZN0G1EoVAlJSXHjh17++23q6urM3xCT/sed1ZgfY4MDpjf77daraOjo0NDQ3fv3vV6vSBDJhAIysrKCgsLhUIhn8+HwWhYQRCqBCkAnU6n0WjUajUc7Hg8DlpjUNW4cOHCmTNnjh07hsfjoVj71Vdf/eIXv7BarQ8klQcqxp///OdcLjeZTGq12unp6ZGREblc7vP5oJMrkUja2tpqamokEgkMAmo0mqWlpcXFRdCRAQwQnU7ncrnV1dW1tbV1dXVCoRCApzuXbwEiMzQ0hMVi8/LyZDKZ1+slEAgUCoXD4ZSVlRUVFeXn5/P5fA6HA+0UBAIBPw0Yu/V6vVarValUACQACu3S0tKcnBytVgv5d09PD4PBSKVSfr//+vXr//Vf/6XRaNxu9wPvldra2p///OdlZWUoFEqv1y8sLAwPD8PkDDxVQUHB4cOHW1pampqacnNzH3bqYIr0t7/97W9+8xuPx3P/xA5QGbzyyiv/+I//SCQSoWA8PDzc29t769atSCQikUhgQAX6M0wms6SkRCQSFRQUCAQCLpcLBERAtAodIZPJZDQaYUE0Go3P5wMthfLycjwev7m52dTUdGbL8vPz0+l0MBicmJj47//+76WlpQd2qGg0WkVFxb/927+1t7c/TN8QHIfRaJyamgJaIavV6vF4wuFwTU1NU1PT0aNHi4qKgBbw66+//t///d8HXp9IJLKoqOj06dP/9E//BAL+OTk58/PzfX19169fB9kNwH0CTQqVSi0pKZFIJAUFBXl5eVwul8lkwuABoAUAsQOIC7VaDWlYMBgMh8PFxcUsFkulUpWUlJw8efKll14qLy/feRY5IwW6sLCwvLy8sbEBckKQxkCaXVdXV1ZWBs3cSCQil8tnZmamp6fNZjM4WZhw7ezsLC0t5fF4fr//xo0b//mf/wmcyPd/aV5eXkdHx7/8y79UVFQQicScnByFQtHf33/16lVQaYXziMViCQQCmUwuLi4Wi8VFRUV5eXk8Ho/FYgFfChBEwr0ObgRaz16vFzj4gB7g2LFj5eXlXC4Xg8G86Dn8nVksFoMk0+Px/OpXv9Lr9VVVVdDSrKurA4I+BoNBIpEyLbhEIgEnItPdArcPh7Gurg76tIcOHcp0zp/9ITe4eoCx+tatW+FwWCKRrK2tgaclk8ngacVicWFhISRdGU8LvXen0wkYNq1Wq1arM542Eon09PQcP368o6MjPz8fYiBYSZgX/5//+Z+FhQWLxfLAgDUvL+/f//3f29raSCSSwWBYXV0dHh6en5/PkKDweLzDhw+3tbU1NTXtFSbhnpXxeDzQkrp06dLQ0JBQKASCUYlEAl4FyDozLEzA/45AIOx2u8VicTqdcPsA8/WJEydyc3PJZHJzczMUrZ9ZJP0OQw3gIW/dutXb28tgMKhUKplMzsvLKygoEIlEUPWD15FJpXJyciBngAsIGgXRaPTUqVNkMhmFQkFLCrbHI/PtRCIBFdKFhYWlpSWlUgkZL1QzeTxedXW1VCqtrKwsLCwEjgQSibQzwz6kgvDtu3T1RqMR2uzj4+MFBQWhUEilUmEwGPj5hYWFsEkyESzw8ELRDdIek8mk1+s3NjYUCoXT6YTrWCwWd3Z2dnV1SaVSLpf7ZJPwD054/m58NyDMGAwGZAU0Gi0/P1+pVEJV1el0mkwmwFPCBs2IcWTgmBlS7WAwiMPhJBJJYWEhk8n0er0AxhofH4ewqbq6Gkgeq6qqenp6bt68eX/yAHysJSUlZWVlQNwL4ZdAIFhdXVUoFBsbGyaTyWKxuN1unU5XVVUlFovZbHZra6tQKKyoqABxe6PRCKIN8ENUKtXi4mImCwLnC/s4U8EFRMHKysqtW7cmJiasVmt5eTl8vtPphM+Uy+VWq1Uul7PZbFg0OHWwIFBRBpCQ1Wr1+/0IBAIavgKBIBwOq9Vqr9c7NzcHZbO6ujqoAZeVlZ0+fbqvr++ByQOLxRKLxRCSolAoDocDLruqqmptbW1zcxPgH16vV6PRyGSyzGm5H8Kbm5vL5XIB8QaN/ns2AwBUmpubaTQaDFPJZLLbt28PDw/r9Xoejwd5gs/ngwVRKpXQdOJwOEwmExYEihawpD6fDzSbrFYrcEnl5eUB7jmZTBqNxmAwuLKyAo6jsbGxsrISh8OJRKKenp5wOPzA5IFCocB7BFWBe24agETr9XqIRJeXl+VyuclkYjKZkG1WbVmGvjoUChUXF4POK1TK76ltNDQ0AMtHTk6OxWJZXV29e/fu4ODgxsYGkGCIxeJYLAYEYlqt1u12q1Qq2Ld0Oh149CCbgrEcl8sFpwbErfPy8ioqKoAQ1u12y+VyhUIBv8Vut1dVVUHktD3b9/l8QDQBjg9wZhqNBrpbkMjl5eUVFRVB1A7ow5WVFaVSuby8vLq6urGxAUUssVhcWVkJC8Jms4lEYjQa3dzchKTI6/Xev/5VVVVHjx7Nz8/HYDAul0sul09MTAwMDKytrUUiEfjYjo4OnU6n1+sNBgMMNMKCMBgMCoUCOxM8OLQuYUGcTqfb7ebxeDU1NYCZa2xsrKioYDAYL8Tg/i4NPFIqleJwOEeOHDEajQKBYHZ2Vq1Wg5ao2+0GZbdwOAxHKRAIQEcCEJkgjwCz0eXl5e3t7SgUCkbpnpcmFTi6jKc1GAxcLhfyBNAVznhahUKR8bQQBmU8LeQPGU8bi8Xy8vLq6uoKCgpaW1vr6upACmD795JIJJFIdOLECcBcPbBMIxKJSktLi4uLcTgci8XicrlsNrusrEwul29sbFgslpmZmWAwqNfrV1dXoZAEwf1e5flAz0Wn03NycpqamnJycuh0utlsXl5ehnGmqakpBoPBZDJhTAWCPJhCgUtZqVTCNgMZvoaGBgDUPlNicI9llC3Lyclxu93BYBDGzldXV6EVsLq6CmUsyKZSqRQGg0mlUi6XC7KIlZWVZDIpFou5XC4SiQSZbSQSyeVyd14QQIxYrVaz2QxXD1SNNzc33W43gUCA6ALGicVicYbJZpcp5e4zT2ihgF7E4ODg4uKi3+/H4/GlpaVHjhzRarVwHUNQxOVyWSwWk8mkUqnQh4S2SYZQBGimXC4Xg8EoLS3Nz8+vrq5uamqqrKzk8/l7e/Wg/848OHTEysrKJBJJV1fX8vLyyJYBeECj0UAXbHsKi9hmkCYKBILKysrOzs62tjYGg/HHP/5RoVCEw+GZmRmtVqtQKN58880zZ84wGIzi4uLXX39dqVRubm7eU+5FIpEgQQXXAwaDAb/Q0NAAOOyrV69OTEwAIfH4+DiDwTh58uSJEyeOHj3a2NjY3t6eTqc3NzcXFhbGx8fn5uZkMplSqZTL5clkksPhQMuipaWlsbGRRqPh8fhMNctisdy9e/e3v/0tuGno2BYXF7e0tCQSCViQxcVFQF88ckEQCASXyy0pKTl69GhHR0dpaenXX3+t0+ni8fjKyopOp1OpVBcuXCCTySwWSygUvvHGG2q1WiaT3c+SyePxCgsLgYYf5MmkWwYl52vXrsGDTUxMzMzMEInE7u7uEydOdHZ2AqYik+hDYB2LxaDTt53zKhMo0+n0rq6uxsbGeDzucDhmZ2d/97vfLS4uGgyGnJwcIEU5duwYjUYbHR0dGRmZnp4G1qZMq3T7gmTQNfAnAPSPHj16+PDh1tbW3t7evr4+EIUFpgXgbYTs6OWXX9ZoNFNTU/dz15JIJEgs4/H49tYn9CJDoZBcLh8aGoK5HRihhi3U3d196tQpBoMB9XLwIOl0mkKhQKPsnuQBBpEPHz585MgRFAoFDvoPf/jD2NgYkEKIxWIqlXr27NmSkpKxsbG7d++Ojo5CLi2XyzMLAt91/4JAaQQWpKOjY2Zm5saNGyASl3HN77//PlRuIEoAl7e5uTk9PQ07XK/XA8cRBoPh8/nV1dUghFJTU0OhUECsGqa2bt68OTs7GwqFEAgEiUSqrq4+fvz42bNneTwepGHwEhOJBJFILC0t9fv99yQPMEvQ3Nzc09NDJBJhZOurr74aHBxcXV2FEBCHw8F5hAUBuLNarVYqlZlNcs+CZNaERCJBIROMz+eDDN8L+/s2JBJJIBDeeust2BuhUMjhcKRSqeXl5Zs3bzY1NUGLMoOCCwaD8XicwWBEo1GtVvvDH/6wu7sb8vDi4uLnpeefcUF2u31ubu53v/vdwsICeFoQ8+ns7KTT6eBpp6amANe33dPecza3e1qYHT98+HB7eztMlj/wMTgczksvvaTT6SYmJu73tCwWSyQSYbFY+EYSiVS6ZV1dXVqtFig3JiYmFrcMj8d3dHR0d3d3dXUVFBQANgmu172KvTo7O8EVDw4OKpVKBAKh1+v7+/shqwkGg8AEg8FgIJ+B8ZjZ2dnDhw+/++67jY2NJBKpqqpqz+Vfs2UwUYZEImdnZ/V6PQqFstlso6OjSCQSuAdgt1CpVKAmFwgEEolkdHS0pKTk3Xffra2tRaPRoNC8wy7NjPrAZDtcPdPT01qtFqY84Iatrq5ubm5uaWmRSqUcDmefJsEgjAkEAg6HA0KI5eXlSCQCZFmNjY0/+MEPxsfHR0dHb9++DVmERqO55+rZHrDBqcHhcAwGo6mpCa6eoqIiAPPsuaH/jp04mUyurKxks9mHDx+G9hZAQkFvGNqgMN9CJpMB8QYmFAp5PB5EfqlU6tChQ2q1GiTlfT7fyspKJBJZWFg4ceJEeXl5WVlZQ0MDDKNnwmUIgJRKZW9vr9PpPHnyZEtLC4lEgsYinU6vq6uD4HVtbQ24/41G49DQkEKhuHbt2qEtq6ys5HK5bW1tpaWlp0+ftlgs61u2trbmdrvX19edTufExASbzS4uLi4tLS0rK0ulUhaLZXh4eG5uTqVS+f1+eB4ul3vo0CFQF6ZQKE1NTQCetlqtsCAA/o5EIoClhlkvWA2QLIAaP5A1VVdXq1SqO3fuwO2oUCi+/vprmUx24sSJ2tragoKC+vr6jY2N1dXVTAgLC2I0GgcGBsLhcHd3d2dnZ0b6mkwml5eXU6nU1tZWpVI5PT0NFWXg+7t165ZUKq2vr6+urga2Zo/Ho1Ao+vr6xsbG1tbW4vE4TElm3n5xcfGRI0ckEkkwGJyfnx8aGpqamlIqlZl+CJPJbGpqys/Pp9Fo3d3dtbW1wHkK2L5MKR3ESjNTK/cvCJvNJpFI5eXlm5ubg4ODQBGr1WqvXLmiVCohe4EJhLa2tqWlpcwDAI+71Wq9fft2KBQ6fvz4qVOngFk4Ho+vr68vLi7Ozs5C68xmsxGJRFiEuro6sVicl5fHZDIzNwdU9a5duzY8PCyTySKRyD0LIhQKofKdk5MzPj4+MjIyNjaWoZGFyhzo13C53CNHjpSXl7/88suZrpfdbnc6nTBEBDOpBAIBev2wCFCkgb/T6XSJRFJdXd3f3w/+2mw2DwwM6PX6o0eP1tXVUSgU0PGBcTi73e5wOILBIKi2wZkCQkMWiwUShxsbG8vLy7Ozs8AeZrVaUSiUVCqtq6urr68Xi8UFBQXbdZFCoRBwHA0NDU1PT/t8PiwWC8ChTKhRXV1dU1NDJBKXlpYmJibu3LmjUCjMZjNUAUgk0qFDh4qLi2k0WnNzs0gkOnXq1PYFyUxVRSIRoLeHVBA2CY/Hg1kv9pY9Fmr2hf0d3D7wF3CJ0KOuqqoqKCgIh8MrKytUKhU05mCCubq6mkQigcxZfn5+IpF41hS+HmlmsxmIHMDTulyu7Z62oKCARqOdOHGipqbm9ddfB7UZOEfgaQGXCFA9MpkMp4bD4WQcC4vFAiDZwx4Ai8WC9OoDPa3D4RgbG0un08ePHz99+jSVSoUVBuThhQsXDh06BIWM5eVlwPiZzebh4eGqqqqGhgagbN7DQaaMGmx1dfVPf/pTEonk9XpLS0vxeHxubq5Op4NSEdComEwmaDWbTCYejweVr0xr4u+m7AtrIhaLP/jgg9zcXFAHgoAEnG0sFgMMQ35+fklJSX19/fHjx8lkclFREUwA7txtiMVier1epVLB1QOAnIwcRHFxcfmWicVimAuC4fb9a/pFo9H19fXJycmBgYH19XW9Xg9wfxwOB1BYAoEglUoFAsGxY8eMRqPJZPr/7L35V+J3mi9eroCoiKIiiCwqyiquuFZZVmlV15pOdyc9ySST6dP33pn/4v4Rc+bee+7cme6ZTjqVSm2pfbUsF3AHBBRBBBFRFgVkR/B7jq8zHL9uMel0Jqny+aFP2tIP8Obzed7v53leS2rr8fv9gUAgGo2CLEEmk+HdVFxcnNp68H+/t1jTO108EAgErKBQKAwEAk6nc21tDf+7sLAAaGlGRkblTrDZ7NL/DECZU6cQKEmnvu+1tTUAjYLBoMfjqaur43K5Uql0cXFxa2srKyuruLi4rKysuLjYZDLBLgdsJ5FIVFpaChEkSA1AG5jBYExPT2u12tXVVfC3MN5dWVnhcrl0Op3P5wuFQrRdZ2dnq6urLRYL5uBIc3q9vrKyUigUJhKJ1dVVaMkDLomDe2FhIY/HA8qiqKiIz+dDsS61IBaLRa/Xr6ysxGIxLpdbWVmJUWDqFsRsMS0tLR6PA/CTGnR4PB5Q4oCDb21tpdPpjY2NFoslFArBJKWsrIzFYi0uLq6urj579iwcDmPLZDKZADWCcMzj8fDDiooKlUrlcDgsFovBYMDnXV5eBlrMarVOTU3dv3/f7XZnZ2eLRKJ4PA5TvHA4nJaWxuVym5qaUGJBhMdgMKRKO4yPa2trsSEVFBRUVlbG4/HdC2Kz2eC85vV6WSxWZWUln89PLUhJSQmmz7AxZrFYHA4HW0symfR6vZubm2azGdIr7e3t+fn5ra2tAAJhWg3cFGpacNBhxEEikdbX1zUazeTk5NTUVCAQgHBQZWWlTCZLteFT21gkEvF6vbOzs+Pj4/fv37dYLKdOnZJIJNnZ2Waz2ePxAFDHZDK7urqg4jIyMjI4OKjRaHYfpvPy8mpqanB/Ih0nk0mA1rAgdrt9fn5+cXHR4XAA4ASVidSC0Gi01FS0rKwMGtVYn83NTRiPgB+fn5/vcDhQBkQikfz8fBg1VFRU4Favra2l0+lEIhHAuZmZGa1WiwWBTBmDwWCz2XV1dc3NzQ0NDbiFUvNor9cLAOv9+/fBoayurqZQKCDKe71eFA9nzpzJysrSaDSoppRK5W5vqZycHD6fz2AwSCQSi8UqLy8/deoU7FlgZrK6umo0Gs1mM0SQKyoqhEIhDjqp++RnB0E+iR/kGJT60rG5QM2dw+Hk5uZubm7C+o1IJEIcIplM1tbWFhQURCIRIpH488KfYEC6tLSkVquHdmJ3pk1PTy8oKODz+VD3p1AoqUyLrLK2tga20p7iAY8Pau9j2kpmZmZCPbO7uxubYyrTstlskJHevHkD6UKxWMzlcoH2zM7OhlqdTCZjMpnl5eVqtdpms62urkJRA5DF2tpaiAT+IL4QqZuEvhPQlSorK0tPT08mkywWC2NVzFE3Njaqq6s5HE44HMYM+S1+aop2AltbWVkZjjFra2vgoEK2CCeQ2tpagUAA0ZHDvg5w09d3wuVyLSwszM3N6fV6i8Xi8/ny8vKoVGpFRQWLxaqqqhIKhQKBgMVi/VWNMmCRDnn00dHRwcHB169fo4mAXwAHhs1mYwJfVlaGe2D3dmwymQCygikeGhN4ZPC/UHz6q35lme9INodMJ4vFwtDq1atXJpPJ7XYD1XD+/HmZTAaZrT0MG/j/4W7eXcKurKx8/fXXarW6ubm5p6enubn58ePH4XA4NzcXHhwtLS3/+q//2t/fb7Vav/zyS5VK9dlnn3V0dNTU1KSuk5+fX1NTA7Cm1Wp98uQJKFwKhUKtVt+9e7elpeX8+fMdHR3Qq5HJZGKxOB6Pg1A/Ojo6Pj4OvIfVan3z5g0QL5CwSKVvEolEoVCKiopSnwuzLaDtsSBTU1NoBgcCgZSUDVYjNbFNlSKpk2Lqh1Cde/TokVarVSqVvb29crn8yZMnONzX1dWdO3fuF7/4xZdffvno0SOz2fzNN9+oVKpPPvkEnbnUpdAHKisrO336tMPhePbsWX9//8TEBAqkhw8fslgsPp8/MzOzsLCwublZUVHR2Nj4ySefbG5ufv755yqVym63w+C9qqrq7t27kF/Y/WTiO83Ly6PT6btnvlBIKCkpgY6ByWQKhUJGoxFdH7lcfv369dRq7MkskHYGQQLHcbgTvH79enZ2dnR0NLUgWHw+n9/T0/Pee+9BcRUk3bGxMalUSiQS5+bm0GhJJpNcLlcul1+4cKGhoQFspz1JAcyTmzdvPnnyxOfzFRUVyWSyTz/9lEKhfP311zC9h0KrXC5/+PAh6Ombm5u7NQ3hqM9gMHaLBqanp2PnrqmpQVF69+5d605wuVyJRPKb3/wGkkFYk933A4VCKS0tTbGrU2JKY2Nj09PTYE0kEgkikchisZqamuRyOTDNubm5WTsBRoRWqx0YGHjx4oXFYvF6vYlEoqysrLGxsa+vr62tDQJ5oFqmXhpWHnfv3r116xbQq9XV1R9//HFtbS3srqenpzGL6+7uHh4eHhgYUKlU0MnZ38hEibj7iy4oKODxeJAHgK6UxWKBlMoHH3wA19j9T81JvOMBZH9aWhq6BnvAx5hI/1D+7j9mhEIhi8Xy+eefDwwMAFq5u0cDa1Q6nb67IkplWoFAkNIr29OBTj1B3/UhEggEiUTiyZMnQGMCmPTee+8NDAzcunXLZDIB8fjxxx9funSpvr4+dRBH2Qbp57W1tYGBgZcvX46NjRkMhoWFhefPn9fU1GBgXl9fv5tk+EMFiURKqXWXl5fvRswC648s/e48MmgS4b9h/ba9vY2NBrBnQASPvojf719YWFAqlWNjYyqVan19HUBBAoFQUlLS2NjY0tLS1NQExZHMzEys81/1MQRed2Bg4O7du1NTU6urq9FodDfKLjMzEy3s3X8Fmi6bzcbW+eLFi0AgMDw8DFjg1atXa2pqDjufnBQP379ySKWkzMxMIMY2Nze1Wq3H4wmHw+Pj49C8P/DPIXZUUFBAoVBCoVDqyAVHEovFEolEVlZWMJMNh8P5+flXrlxBD+PDDz/kcDiAQ8zNzX3xxRdms7mzs1MqldLp9FSWTOUFAoEgFArn5+d1Op3BYFhbWwPdeXx8vLa2FoKeKQ8voGiqd+L169eg6h72/gGGSWm8pBByWBAQ3aBTgULiiAVB4UGhUGg0msvlAvQLCQ5ay5CaLSkpaWpqEolE6enpENHncrnXrl1jMBgDAwM6nc5isdy+fXt5ebmzs7O+vp7NZqf/Z2AgC5ogAK9arXZ2dtbhcIDn7XK54vF4RUUFRNOkUmkkEklPTy8vLzeZTHl5eT6f7//8n/8Drd6Ui3DqySwuLgbzKZUj8B+pKTAEjtRqNeZLMzMzIPsedo9BKRhajSmoGKjka2tr09PTfr8fk1YmkxmJRPr6+jo6OqqqqlDa3b17F3MwlUqVmZnp8XiKi4tB/K2trQUVGGfx1FaK7gW8kIeGhmZmZqLRaENDQ0tLS1dXl1QqRY1RXFw8PT2NPso//dM/GQwGq9Xq9Xr37NYFBQU0Gm23hRMWZI/xBQb6YHdVV1dnZ2cflrtRgOXk5BCJxN1aAjC6TvVXAMpsaGhgsVgYekCqWKfTzc3N6XS6+fl5zJdzcnJQOQsEAhDumUzmbp8EHEFmZmYmJiYGBwdRDwBSCKwUaIgFBQVUKpVMJpNIpP/7f/8vyNkej2ePPDwIPKhk9i8IfhiJRIAhjMVii4uLBoPh6B7YSbzLsftROgz98vO6c8LhMIA9L1680Gq1Npttj2pIRkYGFEp2s7n2ZNofPHJycths9gcffFBVVbWysnLhwgVkWgKBQKPR0JszGAxPnjyBEWRjYyOk/5BaQTNAJmSz2Z2dnXq9XqfTQZ0pGAzqdLqamhqRSFRTU1NdXX18a6DjYCVS6f2w9XmncguKz++6IPF4PBwOwxh3cXERWheAm3o8HtCIuVwuh8OBiiCTySwrK8vPz/9xJn6Q5bh///7U1JTBYHA6nakTVKqGpFKpu2fp+2+PZDIJsfhgMGi32+fm5gB0/JHbVZnvWhIHQwWyRTjNTExM9Pb2xmKxA03ToFpNoVCg/r7nkOHbCYPBIBKJPvnkk5ycHCqV2tPTA+4/hFwoFAr8IkZGRtbW1mCDIpPJgN5D6gFup7i4WCqVut3uoaGhwcHB6enplZWVyclJlUrF4XC6urpaW1sh05ufn19WVsZgMNA+NxgMhxUPKBLcbrdarUb3i0wmo4GdQt1AoWJ2dhZ2JDB+jkQiBwpKwtAkLy+PwWCkeCO7+77BYNBisXA4nI8//hho756eHg6Hk5mZKZfLQZklk8kDAwMajQaC6NFoNC0traSkBIqEOFlmZ2c3NDQIBIK1tbWnT5/C587tdns8HjCDqVQqAE5oCV+4cCEnJ2dubi4tLe358+cg7B64i6OsP0J5IBKJuFwunU4HiaS5uTmj0RgMBlNvb8+CYJTMYDBWVlZSxUPqUgBc0Wi0jz76CGYO3d3d0DXKy8vjcrmlpaWLi4sYZ+GvwBl4//33RSLRng4EeMBer3dlZeXZs2evXr2anp4Gxqavrw86hvg1LD5G4cPDwzdu3DjsDqHRaLgbD8s+EIPT6XQ2my2ZTFoslvn5eb/fj8Z/Sp8RSuTBYHBjY2N+fj4ejx+RzjIzMyF21NTUlJmZmZKMcDqdIyMjwzsBHnlhYaFAIGhqaoLUaWFh4e7LpuQmnE4nyOWgJ3E4nO7ubrAes7Ozt7e34Tefn5+fnp6uUqk+//zzwyylwIA6whAXqtCwGUkmkxCMX19fLysrO6E3nMS7EBjMPn/+/Isvvjg60/6Y4D0Yfl+5cqWmpsZgMPT09AgEAsgwcjgcoKeCwaDZbHY4HGtra6FQKCsrq7S0NKWOCvgTygPQJwYGBiYmJoxGI1TvhoaGOjo62tvbI5EIdG9AxjiZNP6XBLqfsEkJBoNQmVer1SqVanp6GjZZUL/l8Xi1tbVSqbS+vh4gtB/fE8Plck1OTv77v//7fpUXBGxb0fA97AQbjUbn5+f1en0sFnO73dCWDYVCP7ImxztXPEQiEWDZU4cASOS6XC5AUQ/8q7y8vIqKis3NzQP9HFIhlUrh+408kp6ezmQy33vvPQ6HU1tbe/v27ZWVlQcPHlit1rNnz/7mN78pKSnZM4jENA0wqqWlJfhCQNoVbR5QgVtaWurq6jIzMwOBwPz8/IG6qKkP6Ha7ARMSCoUSiaS+vr6yshKjD9yLi4uLFosFSCfgbdxut91uLy0tPex2zMnJqaioWFtb83g8B/4CWuPV1dX19fUpS420tLSioqK+vj4WiyUUCm/dumU2m1+8eOFwOPR6/W9+8xsulwtyxe7UkEgk4LoVDocxqIGOG+wyRkdH4QuBESSdTn/16tURpsIHzgT3xMrKisViSfXIoaW4sLAAcfED/4RIJDKZTKPRCLPMAxckEomUl5e3t7eTSCSXywX6AaQevF5vatoIDJjdbj/QWi6RSKyvrw8MDNy8eTPlU3HhwoXLly9LpdLUnBc0wYaGhpKSkqGhoT013v7iAQD9w37H7XZbrdbdBky48QgEAgC7OMEvLi7q9XqVSqXX641G4/6xz54FAbEHwDmPx4MCW6lUwi0oEAjU1NQ0NDTAtwH0mP2tfdhRj4+P37hxQ6PR4NHu7Oy8fv06JlqpOjkrK0sgENBoNOixHHEDFBYW0un0I/iRfr8ffJjUTQLlgKKiosPM/k7iJN6y4sFkMjmdziMyLZ1OP8y+5q8XWVlZ5eXlNBpNJpNRKJTUU5ybmwvdM6lU+vXXXwMe7HQ6dTrdBx98IBKJ9lgnYVDZ2NhYWVnZ19en0+kGBgbUajU0PKanp2/dugVfiJaWFrQkTu6K/5LAVjI3N6dSqTCvhsFOMBiEFotMJqurqxOJRKCs5ObmHtEY+qvG2tra8vLyEbtPQUEBk8k8ogMFhVlIjGA7jkajRqMRSuUnxcNfMYDPMRqNqZNHPB63Wq1arbapqeno4mFxcXH/wSszM7Oqqqq1tVUqlfJ4vJKSkt2/AG40SBfZ2dkQgwMKPxqNyuVytJZTr4sxKJFIhCtcYWEhk8lE8QDrOqfTubGxsbCwoNFoeDxeVlYWn8+vq6uD3s7+QzMat9FoVKvVut3uxcVFnU6HmR1mF/n5+Wq1em5uLnUuhGvB5ORke3v7YcUDNPjn5ub2/1N6ejqXy21sbKyvr+fz+aD77KmOoF+ekZExMjIyMTGxsLAASFhbW1t9fX1KIgADIqVSOTw87HK5qFQqpF2BjIKPmFKp3O0LkZeXh4ol5dR44Ja2h7OxJ4xGo1arTYHgt7e3nU6nUqnE93JY8VBeXn6gJhosMkQiEXRX7Hb7wsIChkVzc3PwbRAIBFwuNzMzc319Xa1Wh8Nhg8Hw4MGD9fX15uZmOp0ONgIO8UqlcnBwUKFQZGRk8Hi85ubm7u7ulpYWqIvu2fwyMjK8Xu/qTiwuLu4v9tLS0oqLiwHWP2xBLBaLSqXaXTmvr6+Pj4+TSCQkbqhlL+4ERNNB9U5LSwNBeU9A/FckEpHJ5JmZGZvNBqkA9PKpVCrUlgUCgUgkEovF+8tsBCYwo6Ojw8PDb968icViZWVlTU1NEI2l0+m7b+C0tDRoBvh8PqfTiRddW1vb7x8Hiv8RxcPKysrU1NT6+nrqqdnc3JycnGQwGCfFw0m8CwE2UV1dndPphI/bYZOHH7m5Cyj8fkQlVDizsrIKCgq2t7dLS0vHx8ftdjscfNvb25FCU90rtBuAWIaKWnFxsUAggC+Ew+GYmppK+ULAPpLFYkFT8eT2+BG6wLBhRgCkBO8sr9dbXFyMs0dFRQWMGrhcLovFgh/5f+HbBtWntbVVo9HYbLb9W09BQQGMrY5o5I2PjzudzhSvNRKJ4DR4Ujz8dSvUQCAwNTUFFmkqzGazUqmsrq6GhdOBxQObzd5/fAFmvbOz8+rVq6dPnz4MAk6n06FxxGazoc+lVCpVKtVvfvOb7e1tmUwGd+fdGL6srCzIDqR8IR49eqRUKg0GAxSpqVTqhQsXYEYBV/+NjY1IJLLndszJyampqYlGo8vLy2tra1ardWBgIDc3l8lkyuXy1tbWmpoapVKp0+lS9+KpU6eWlpaGhobQ7j0QWQho6W5+bWpBYEZ2/fr1c+fO7SGa7z6cFRQUcDicqqqqra0trVar0WhmZ2dhxNHY2IgabHZ29tmzZ3/+85+dTieRSBQIBFeuXPm7v/u7cDhsNpsfP348NDSkVqvHxsYmJydzcnKAUens7EzRkgKBwJ4FOXryAPjN7Ozs9PT07m796upqf38/GAgHLgiJRDqweABsrKamBnK9Gxsb9+/ff/HiBciFcP+Ab0NfX192dvbc3Ny//du/jY+Pw8TaZDJtbW3J5XKgsxYWFl6/fv2nP/3JbDZvb29LpdLe3t7PPvusrKzssHsPDP7s7Oy0tLQ7d+6AdrznK4M+w4HFAxbEZDKNjY3trsQ8Hs/Q0FBeXl4gEFAoFKOjo9hKATTKy8tDabq6urq/eIDXdW9vb2dnZ3p6+qtXr168eDE5OQmlrNzcXIlE0tPT84tf/AJo1MPeVTweh6z7H//4R7VavbW1VVNT09XV9bvf/a66unr/zZl6surq6ohEYlpa2q1bt9xu935DksLCwsOKB9xOVqt1eHg4pUeJWcTo6KhQKOzq6jqxgTuJtz6oVGp3dzdMu+7fv48j+IHFw0/qbefn50MtQyAQZGZmjo6OLiwsWK1Wo9GYSCSam5sJBALocLt5GtCgA/3aYrFAFHt0dHRmJ+7du9fe3n7u3Dn4QgAB9cP6QpxESokkkUhA43FpaUmhUCiVytHRUZ/PF41GwR0tLS1tbm6Wy+VtbW0cDucndQfy+Xzs1Nvb24DB73lqjige8JsrKyv9/f27nRAjkcj09HRNTc2VK1d+VIjgO3X/wU7YaDTusfu1WCyTk5OXL1+uqKg4sDDF5GF/8UAikcrKypqbm+vr648m3GRkZFAolNOnT9Pp9OfPnysUCo1G8/LlS4fD0d3d3dHR0dTUdODcM+ULAX2Yubm5sbGx+fl5eCbMzs4+evQI+CIymbwbR5E6Bl29epXD4SQSCaPRaDAYwDyGrYRGo8nLy4PW/m6EzMrKytjY2OXLl2Ox2IHYO0we9p/PIHvX0NDQ2tqal5d3xH2cnp6em5vb1NREpVJfvXo1NDQ0PT2tVCpdLtfp06dLS0tjsRgGNRsbGwKBoK2trbu7G0xuEolEIBAKCgra2trgC6HT6RYWFkZGRhYXF58/f15WVga3CiKRuGcac/SWFo1GA4GA0Wg0mUy7V9Llco2Ojl69ejUcDuPceeDkYb9RNPRGCASC2+3+X//rf4H/4HK5yGQyPArq6+vhoo0WnVAo/Md//EexWPzmzZuJiQmNRuPz+WZmZrhc7qlTpyYnJycmJpaXlysqKiDz1djYCIvxo1txsCnQaDSLi4t7tvmjYUtbW1swFNdqtbsxSF6vF4jSvLw8t9u9sbERDodZLBaXywWnubS0NBwOP3nyRK/X71l/9AUTicSf/vQnWMjt9m1obGyEEh+dTj9M7T6ZTKaoQUNDQ1artbi4uL6+vqenp7W1lcPhHE08SE9PZzAYvb29er1+dnbW5/PtqR8weThwVaHNb7FYJiYmdtdFoVDIYDBAmjllYHISJ/G2BqbuoFqp1WrALA9s0/wED9AkEqm2tvYf/uEfRCLRwMDA5OSkRqP553/+59OnT3d1dXV2dh5mLE0mkzkcznvvvdfY2Gg2m8fHxzUaDYShgSsWi8WNjY1SqfSH9YU4CWD9TSYTZCrMZrPNZoObstfrLS0tZbPZKTkNuDQUFRX91PSpgNzu6uoyGo2Tk5P7Vf4oFMphsCX0y+x2O/xbUz+HtdTCwsLq6iqVSv3RlHzfreIB2HqHw7EHiu3xeNB+gFbuYZOH3NxcMIxLSkoKCgr8fv8ej8yjz8pEIpHD4cCpLS8vLysry2w2KxSKUCgUCATi8TiPx6PRaHsE+9LS0lK+EJWVlbW1tQwGQ6VSabVaoHr0er1QKKRSqXBcBjcoFou5XC44PMByjkgkgu/F5/NNJtPS0pLH47Hb7ei87il//X4/hoCQrt//uVA8gN2RTCYLCwuLi4vh9ZPyZj66/5qWlpadnQ2tg+zs7Ly8PAKBAMu8UChEoVBisZjZbA6FQkKh8PTp0z09PUDwp0YfxcXFXC5XJBIxGAwWi6VWqx0Ox9LS0vz8fFVVFaSys7OzsdqAHiWTSRKJBDzYge/K5/MZjUar1QpadurncNAzm812u53NZu8/GoLzQKVSMzIykskktLDQDklLS3O73ZiuBAIBMpmMGTd8G8RicV5eXuqCRCIRwkcA2Gg0munp6XA4XFJSsr29bbFYXC4Xj8drbW09d+4cfO6OvvHwLYA6sr29DX835CaIxGVlZWEif+BmGQwGAUZaXV3dXV5Go1EY6sHJn81m02i06urqmpoagUDA4/EKCws9Ho/RaARHBcseCoVAXPF6vXNzc2q12uPxoO7icDh1dXWNjY17fBv2FzNQN9JoNM+ePZucnFxYWOByuQ0NDefOnWttba2urv7WGy9VBmxvbwPXB6HGlZWV3c4kB+790WjUZrOZzebl5eXdJUc8Hne5XIuLi/Pz82B1n+z3J/F2Fw9ILMj5OTk5hYWF2dnZsVgMmAoikVhaWnrY8Pm/9p3DjgmZNi8vj0gkzszMqFSqaDTq8/ni8bhQKGSxWAQCYU9W3O0LAY5ZyhcCqs041NpsNoFAkPKF+PGJuW/NqCEUCvn9fo/H43a7nU4nKge9Xu90OuErSqfTxWIxj8eDRxC2/u8h8vuj3Xspt+z09HTYwubn59vtdp/PB0v1wyYPW1tbwB4vLi7uZk3AWmppaUmr1YrF4pPi4a8SUPz1+Xx7fg5jKY1GU15efmDxkJ+fz+VyKRRKZmYmtJJkMplWqzUYDMvLy8PDwzQa7eLFi98Kp4MJYmdnJ5Tyv/zyyxcvXigUCovFMj09/bvf/a69vZ1KpR6WaOALwePx4Avx+PHjwcHBqamp8fFxfIri4mI2m83lcjc2Nvr7+4HRh8UbwDOVlZW9vb0bGxs2m21sbKy/vx++OXs6rxCi1Wq1oFbvfw4BW4JjSzQarampOXPmDCYbc3NzCoUC2sPHkT9LT09vbGxks9lisfjmzZu3bt3SaDQ42JHJZJFI9N/+239raWlJubDtqWHYbDaDwThz5ozD4Xj69CkchdVq9czMTDwez8/PLy8v5/P5yWTy5cuXEDgqLS09jLqwurr6+vVrh8Oxp5rCHjk3N6fRaA7s9BMIBCaTSaPRiERiJBJhsVi9vb1qtRpjrqmpKRQVPB5PLpdfvHgR0CzIXu35ujF/KC8vFwgE9+7d++Mf/whTzO3tbSKRyGazP/vss9OnT9fU1By/vb2wsHD79u25ubn09HSJRIKS49GjRx6PJycn54jiwePxDA8PW63W/dTt1Lylt7e3vb29oaGhoKAgJycHSruQzwJ9JRQKlZaW9vb2Li0twTpjZmZmdnY2mUxicHfhwoW2tjY6nU4mk492t4lGox6P595OmEymeDxeUlLywQcf9Pb2isVi8IuOsyB2u/3+/fsajSYajaJfVVRU9M0331gsFtByDiNM+/3+yclJs9l8IOnNarWOjIyUlJScFA8n8S6EXq+/c+fOwsJCbm5uc3MzlUr1er3Pnj2LxWL5+fk4Ov+U6x8c8QUCwYMHD5Bp7Xa7Wq3+m7/5m/fff59Gox3GBMP0G4lrbW3t9evXKV8IuEns9oXYX4ScxHEimUyC0a5UKqempjQaTTAYjEaj8XgcsOfW1la5XN7S0gIdLehD/sSXen19/eXLl1NTU16vl8/no9129+5djUYDsDqLxTqweIhEIjhzHih/4nA4+vv7aTRaytH4pHj4we7CeDw+Pz+vVCr3U7vAd1QoFBwORy6X7/9XAoFQVFT03nvvQRNaJBKVl5eLxeInT57cvn17cnKSSqWKRCImk3m0WhZONrC+bmxsPHXqFJvNHhgYwPkyMzPTZDJ1d3dXVFQc2LBJ+UKUlpbm5ORkZ2ezd2JsbAzKs5ubm3a7PZFI5OXldXV1VVdX45AKJBzst9A+wTTDarU+e/bswHNhNBodHBxEFQF/ifz8/N26y2Qy+cKFC5hKw4DZbre/fv3aarXq9XoKhSIUCmGw/60Lkp2djTIDOqQpk7usrCz0y+HBftiCZGZmAgxz8eLF8vJyHo+nUChmZmbAj19dXQX0q7GxkcViSSQSNpu9P7+gGWCz2R49erS8vHzgu1Wr1QwGA0PtPYdUOJq3t7fDlWZzc1OlUtlsNkBicO7v6upqb2+Xy+X7fRv2LEhWVhaBQEhPT0fREovFcFRNT08HShJWrMe58zGDUqlUr1692tjY4HK5v/71r2EQXltb6/f7CQSCSCTac1CG5h3m8o8fP8bddWAvJDs7Wy6XNzU1YYK02ysjKyurvr7+H//xH00mk8fjgWKYx+PB95uWlta+E21tbXDA2O3bcOBrLS8vq9Xq169fj4+P22w2CoUik8nOnDkjl8srKythDPKtCwJlp5mZmSdPntjtdjqdfu3aNZFIhN3I6XSmpaU1Nzcf+O1sb297vd43b94YDIbDirRXr161tbVxudwTe+mTeIsDPg8TExMKhSISichksg8//JBCoYTDYalUGovFCgsLuVzuT/Ykl8q0+fn5tbW129vbxcXFsPVcXFy8e/euw+E4c+aMSCRCq2X/n2f8ZxCJRLAdOjo6ZmdntVotxH9CoZBer0/5QlRVVWGrOrl5johIJOL3+zHDsVgsS0tLy8vLdrsdxqkMBqOiooLL5bLZ7IqKCgaDwWQyGQwGmCo//U+3sbFhMBiePXtmMpkoFAqYkCwWi8FgLC0tJZPJ06dPQ/n3wCcONJvD2mHPnz9va2uTSqW7nVVOioe/NOLxuM/ng5fTYalQo9E0NTUdaPgADigonkQiEZhmPp/v9XqVSuXy8vLY2Fhra2tWVhYwdt/6zQFcVFhYyOPxMjMzR0ZGZmdnX758uby8nEgkWlpaIPl6mOcoUBaFhYX5+fler9dkMoF6i2OfxWJhMpkymQxTvGg0GgwGIX2Tql6oVCr+ZA/kbveKAeYeDocbGhqEQiGDwYBWJuoWmHzJZDKAjnJzc/1+/9bW1tDQ0PLy8vj4+MTERG5uLmgAhy0IAE5QRpqfnwc2BuAfOLXh05WVlcGqDzXG/qvh/chkMhqNFgqFzGazXq/HdWKxmM1mC4VCcI0QiUTb29ubm5so81KX2t7ehsnd2NjYgdXUqVOnTCbTzMyMz+crLCxMpSp8hFgsFggEwE45deqUaicwaMrNzd3c3CQQCBAO7+7uPgJXg6v5/X6HwwFmC6YleDlQMsxmc0VFBdyOMaM84mowuQM2t6KiQiqVnj9/nsFggGMAb0tosSeTydBOBINBiBHBhA6Hg8MO9GlpaXDb2V3dAZ0JjFZDQ0NaWhqECuLxOBzKQ6FQNBrlcDjNzc3nzp07YmKAEVAgEHC73WNjYy9evLhz58729ja8tC9dunT16tXduK+jA9/U/Pz8xE4UFBQIhcJz584JBAISiSQUCqH6BfTggZ/X4/FMTU1ZrdYDr4+Z1erqajgcfqfsYE/iXWsJe71eULBMJhOPx6uvrz937hyZTN7e3m5qatra2srIyCgqKvrp18/Abebn5wuFQogiTk9Pq1Qqk8mE7S89Pf2ITIuWnFgsrqmpaW9vV6vVoKvt94UIh8NQCoEb5om06+62XSQSwe4DmXhsoGq12uv1bm1tkclkCoXCYrHEYrFMJquvr4c/0s/rY2I0jV01FosJBILu7u62traCgoLq6upAIBCLxQoKCg7DLG1uboJgc9hAA4gSCNT+CDVqxv/8n//zXbhBYeX25s2bw8zUtre3o9FodXV1e3t7VlbWgQAkHARhjAUdfQDXHA4H8N9MJpPP5x9fayUjIwNtj5KSEnBAl5aWdDrdxsbG9vZ2WVkZmUw+4lKRSESlUv3bv/2byWTKzc395S9/WVNTQyKRIM1ptVoh8BqLxYDE2N0KxQl7aGgIjlpHtJdsNhsksTUazcrKSjwez8nJgeRZdnY2qiC0yVNjDRw9PR4PjUaTSCRHLAgmQi9fvrx58+a9e/cMBkN6enp3d7dcLq+qqgKSb35+3ul0RqPRFP7qsKvFYjGj0fjHP/5Ro9Fsb29funQJUt84i9vt9vn5+dnZ2XA4DMFWSCGl/tZutyuVyv7+/iOa1iUlJS0tLam9JFVoraysDA4O3rt3D5Moq9UaiUSEQmFzc3Nra2ssFltaWkJ10dzcfMTOgVGDQqG4devW7du3QXhoa2vr6Oiora2NRCLQpIPCIPS4jliQra0tu93+hz/84c2bNz6f7/JOSCQStNXBfwCfGyOm2dnZN2/e3Llz59atW/fu3cMHCYVCRyTE/Pz8pqYmfDW7X3d9fV2hUDx48ODLL78cGxtbWFgIBAKVlZXNzc0dHR2ZmZnQ583JyYHCyRHJLpFIaDSaO3fufP311yMjIz6fr66u7vLlyx9//HFLSwuVSj1+oyWZTPp8vs8///zp06foLF67dq2xsbGgoAA3cE5ODug3B35B6+vrer3+4cOHLpdrv8peqrBvaGhgMBgFBQUnk4eTeCsDFfj/+3//b2JiIpFIvP/++xcvXuTz+eisEwgE7AsQeftZfCLkQ0g+EAiEzc3NVKb1+/2FhYVHZ9qUtQ6NRhMKhXV1dZgzBAKBlZWV5eVlrVarVCo9Hg+ksQ80YH1nC9FIJLKwsKBQKL755puvv/769u3bSqXSZDJ5vd7CwkKRSNTX1/f+++9/8sknZ8+eraurYzKZP875+AevkW7evHnnzh2LxVJXV3f9+vW2tjYYCmdmZpJIpCMMKAKBgMViuXfvHoQWD3yJtLQ0mUxWUVGBPfFk8vADFUk7Gl4VFRUSiSQej4dCIXiIpKWloZtOJBJzcnJYLNZhzX4QfPd0u3k8Xl9fn9lsHhsb02g04+PjPB6vsrLymFZ/kOJBtwZMWQgHjY6OhkIhn8/X2NgoEomIROL+W2Fra2tmZkahUBiNxpycHLFYfO7cuZycnJWVFfhCmM1myOCgV61WqysrK9lsdnl5OUYrJBKJyWRKpVI4ugd2Ymtri0KhkMlkGPWjo+90OkGZtdlsBoNhbGwMzWYGgwFKHAhhmZmZTCbz/PnzZrN5bW0NOkgikQgauPtTBp6Hqamp169fT05OOhwOFovV0NBw+vTpsrIyNICVSqVWq4UMqN/vl8vlMpmMRCId2Gk2GAwKhQLyPmKx+OzZs+Xl5W63W6fTGQwG+EJAgxXOHpWVlZB/JhAI+H7pdLpMJovFYrCr3NzcjEQiWBDcJFVVVZgq4pTv8XhsNpvJZErZFMC3iAW4VgAAgABJREFUQSaTVVVVCYVCMEOSyeTa2trq6ur09PTIyIhQKIS32p7kEgqF7Hb79PT04OCgUqm02WxFRUU9PT2nT5+urKzc3t4GA0+tVut0Oph5wxnjMIaxxWIZGRmZnp4OBAJ8Pr+1tRWrB0BUZmbm5uam2+2GVLbdbgdL3mw2A21Fp9MZDEYkEonH47FYLPXUYNCEorGysrKgoCArKwvJ0ev1gk8Mrwy9Xg/fhtra2srKSqFQCCmMvLw8q9Xq8/nUavXg4GBjY+OB9gjhcBh2oUM7sbi4SCQSL1y40NXV1dbWJpFI8vPzv9PpZGVlRaVSTU5OOp1OFovV0tIil8tTJobfOvjOzMykUCi1tbUEAgGtskAg4PP5yGRy7k6gSqfRaCdqSyfxFofBYBgeHtZoNIlEQiQStba2Qvk0Ndn+2X0iFAYp7GVBQQGNRtNoNKlM63A4jsi0KR42lUotKCgoKioq3gn4QkAJZ3JyMuULUV1dja3nHfSFwNk3GAyur6/vNmrA1uNyuaLRaGlpKZ/PT4GUeDwem81mMpn7USE/l3C73SaTaWJiwmKxFBYWwvy0pKQk5Wt+9G2Qnp5OJpMxoAjvBKDF6GhDWJJAIJSVlR2oBnkyefiLUkNOTg60ZRgMBplMRquVQCDwd0IkEtXV1bW0tACpf8zVz83NLSsrs1qtNpttcXExKysLkkpHq5TuyThpaWmFhYU1NTUMBiM7OxtGJxgaZGRkcLlcDEZ39++TyWQwGLx9+/bTp08XFhbEYnFvb++lS5caGhrq6uqgExePx/1+PyzJUNiEw+Hs7OySkhLgNYlEIobLKTV9aO1VVVVBuKCmpkYsFtfV1WVkZIRCIRyUtVqtQqGANh/WE1hzZIScnBwmk7m6umq32y0WC2AtbDYbFI7U+08kEpFIZHl5+eXLl//0T/80OTmJMcWVK1d+//vft7W1iUQiPp8P8VOr1YqhAaYolZWVKGn2LEgikXj06NGDBw/0en1FRcXZs2evXbsG8z6JRILDNxZkaWlpZmZmeHg4EAhkZmbSaDQ0zIhEIk7ADAYDtXskEolGo2w2m8/ni8VikUgEOaDc3Nx4PL65uanT6Z4+ffrll19+8803er3e7/dTKBS5XH7t2rXf//73nZ2ddXV1XC53c3MTpVcwGIzFYiwWq6ysbM/739racjgcIyMj//t//++hoSFg+nt6ev7hH/6hq6tLKpVWVVVVVFSUlpbad8JoNJrNZq/XCwcSpIzdKKxEIoFhyPT0NIVCaW9vv3LlilgsRuUZj8cjkcjS0tLU1NTTp0/v3Llz48aNsbExs9m8ubmZl5dXVVXV2dmJJjqKFgKBAPhfeXk5LN6EQqFMJpPL5UVFRagGFxYWXr58+dVXX928eVOj0bjdbnTiL1269Lvf/e7s2bMNDQ1cLjcej0Psy+PxhMNhJpPJ5XL3LwjYGv/yL//y7Nmz+fl5EonU2tr6P/7H/zh37pxYLP5OWRLf7OTk5N27d8fGxra3txsbG69du9bW1nZ8sGxGRkZ6evrW1lZhYSGNRsvJycGMhU6nV1ZWYkEkEkl7e3t5efnPqO16Eidx/D4xMu39+/dnZ2fLy8vPnj178eLFysrKn/vdjvyTk5MDE1U6nY6hwfz8PCSYORzO/kx74HUIBAJGEFKpVCgUZmRkBINBnJJ1Op1CoXC5XPDKIBKJqFtwwbc4YwCRCwofCDMajebFixd37969efPm4ODg/Pz8xsYGREG6urouX7780UcfXbhwAerbACH/HNcHH3xubu7evXtDQ0MbGxsikejKlSt9fX1HS4rv2XqAwaZQKMXFxVDJ39jYKCgo4HK5wp0QCASdnZ1VVVU/Tv3wrhQPOC5TqVQ+n19fX19YWIimZm5u7qVLl86fP9/T01NXV8fj8dDLPP7Sp6WlEYnEZDKp1Wq9Xm8wGKyurqZSqcfks+4OEolUUlICTvbGxgbqcoPBgIwGXVT85tramlarvXPnzszMTFZW1vWdQO2R8sWsrq4GEJNEIkWjUafT6XK5DAbD+Pj42tpaIpGgUqk0Gq2qqkomkzEYjEQi4Xa7k8lkT09Pb2/vxYsXGxoaJBIJhrBo+cPsIhaLbW5uOp3OhYWFqakpWNe53W407zEWyMrKmp2ddblcHo8HErS7IVg2m02pVH7xxRdPnjwxm800Gk0ul3/22Wfnzp3j8XhkMhmdYEyBq6urSSTSxsaGz+dzOBw6nQ4gyN0EblAj7ty5Mzw8vL293dvb+9vf/pbNZuNbADwMuq6QRt3a2lpbW4OW6OTkpM1mA7WgqKiIx+PBLDw9PR04wq6urt7e3mvXrsEzOz8/32QyvX79+saNG/fv3wfphUAgSKVS5Lu+vr66urqSkpIU+gW0EKPR6NgJDocDZaHUgHJ1dVWlUt24cQPYrZycHIlE8sknn1y6dKmmpib1SdHZ4vF4FArF6/UGAgGHw2EwGID/Ad4GFwwGg1ar9cGDB8+ePQPw6bPPPquurs7MzMSJ/Pnz5zdv3rx79+6rV680Gg2Mlquqqjo6Oq5fv/7+++9fv369tbVVtBMymay2tpZIJGKwIJfLz58/f+3atebmZoFAUFxcvLKyMjQ09PXXX9+6dWtoaAijVYFAcOHChU8++eTixYtNTU0MBiNFicY3u7CwYLPZVldX6XQ6QHqpczwAQrdu3frqq69AEauqqvqbv/mbX/7ylxKJBIyd7/RwRaNRh8Px/PnzW7dueb1eiUTy+9//XiKRfCc1GBwLSktLhUKhSCTKz88PhULz8/NSqfTs2bPXr19vb2+HmFVOTs4JYfok3r7wer1Go/Hu3bsjIyPJZPLcuXMfffQRh8P5HvvdTzmwh/J4POhHpTIt2IOYMR7zzEcmk8vLy4VCYUNDA5VK3d7e9ng86+vrCwsL09PTZrM5GAySSCRsB29xxojH40AB9Pf337lz5/bt28+ePZuensbmW1FR0dLScvny5V/96lfvv/8+YLrFxcVEIvHnju9KJBJOp3NoaOg//uM/1tbWWCzWp59+2tra+p3c64DsoNFoNTU1sBXe2toyGo1sNruzs/PatWtnzpyRyWRcLheArhPC9A85eQCiEcoJiURidnYWx1wOhyMWiwUCwfeuSQQCgdvtViqVs7OzaGlDt+47FSFQBELnPisri0QiAcnz+PHjRCLh8/nkcnl5eXlhYWEikTCbzc+fP9fr9clksqmpqbm5OSXcuccXAgMNlUql0+kw0NBqtbAqs9vtXC63rKwMAqNms5lMJgeDwfLycpFI1NTUtPvtRSKR1dVVo9E4Ozs7Nze3tLS0tra2vr7ucDjUajWLxTIYDEajkcfjgTvLZrOFQqFKpZqdnR0ZGQE6H/zd5eXliYmJwcHB169fe71eJpPZ0tLS1dXV19eHA3fqRfPz82EjQNiJiYkJq9X6/PnzRCIRCARaW1u5XG5xcfH29vby8vKLFy/UanUwGJRIJM3NzVKpNHUp4k6UlJSgRscwFL4QVqvVYDBYrVasSXV1NYPBgL/MysoKTu10Oh01p8vlWl1dhUHB1NTU9PT05uYmmUyu3Im6urrm5maJRLKfv8tiseRy+ejoqN/vNxqNSqWSTqefPXs2Nzc3FotBRGh4eLi/vx9QJZlM1t7efuHChT27MvpeKVm68fHx+fn5wcHBaDQaCoXa2tow6j116pTT6Xzz5s3U1JTT6aypqQFyzGw2r6+vLy8vQyobVUdmZmZRURGTySwtLa2pqamtrYVQ7J7Uhg1venoapnKVlZUymSwUCjmdzomJCZ1ONzk5OTU15XK5oN/KZrPr6uqampoO9G0oLS1tampqaWmBEt/4+DiLxcK6JZNJu92u1+sVCgVsEKlUqlAohMStQCA4mgh0WLvU5/ONjo6Oj48vLS1VVVU1NTW1trYepth7xEOam5vL5/PBGgqHwzqdLi0tDe2f+vr6n6Cq/UmcxA/VQE0kEqlMGwgEpFIpMu3bB9LbnWkzMzPHx8cNBsPQ0FA0GkUvBpn2WxsE+30hYEmU8oVYXFzE1lNbW8tkMktKSigUyttRReCGCYVC6IQ6nU6McXCE2NjYwJmnsrKytLQUHlYA+oIG8NY8NeFwWKVSjY6Ozs7Ostns+vr69vb2AyW8vrVJDa9YLKzZbIaQD3RQDsT9nhQPP/WZRl5eXm1t7fvvv//VV1+Nj4/fvn2bTCY3NjZ+j9YjEs2VK1ckEsmdO3eePn06NDR0584dnU5nNpuvXbvW1NQUjUZVKtUXX3zhcrkkEsmnn35aV1d3YCMkPz9fIBBUVVX19fWlTPUnJydHRkampqYKCwtbW1shIbXH52F/oPQqKytrb2+HT5ZarVYqlZOTk3Nzc4D7f/PNN8XFxTwer6Wlhcvldnd3b21tPX/+/PHjxzk5OXK5PDMz026337hx49WrV5OTk8DLXr9+/cKFC3V1daCh7+/c5OXlnTt3TiqV3r9//9GjR093Amff69ev9/T0xOPx2dnZf/3Xf4Xy5q9//Wu5XH5gJwz+oEwm8+zZsw6H48mTJ69evRofH5+amtJqtffv35fJZL29vadPn87JydlNS0okEuFweGJi4tWrV/AFh08zl8ttbW1FZx2+DQdi3gBGvHz5cjgcNhgM/f39mZmZ0P9eX19/8ODBkydPhoaG4vE4m82+cuXKL37xi/b29gNpxADgyeVysVj8aCcePnw4PDw8Nzc3Ozt77dq19957L5lMWiyWzz//XK/X5+fnnz9/vry8fGRkZHR0VKvVWiyWSCQCDVwUiq2trU1NTRKJBDXJcfQEk8lkLBbTarWvX79+/vz54uKiz+fb7dvQ0dFRWlpKJpMPRKlihNLb24vOvVKpBE2loKAgHo/39/c/fPjw5cuXoVCoqKiou7v78uXLfX19BALh++GDk8nk6urqzZs3FQpFdnb22bNne3p6ioqKTixgT+Ikjn8MisVic3Nzf/jDH5aXl0tLS3/1q1+1tra+ZTOHPZm2paVFIpE8fPgwlWlnd+Lq1au//OUvjy+9Cl+IixcvdnR0wBfixYsXOFDOz88/ffq0trb2/Pnz3d3dMpns7fCFgAgNeoUwalhcXAwEAolEIplMghAil8tRfxYWFuJTv2XjF/StHjx40N/fv7W11dLSAkH5H83K7aR4+EkXD/DDOn36NGAYMG3o7++XSCT7ebHHuRqJRCovL7948SKNRoNrwerq6rNnz7xe7/j4eFZW1tDQkMfj4XA4LS0tMpmsuLj4wOctZYOA8V9WVpZQKMTwAbqoY2NjTqdzbGwsJyfH6/Vubm4e8cbwYGdnZ2OSCJ+4zs5OEG3BtfX5fHq9fmNjo7CwMC0tzeFwkEgkl8s1MTEBuMji4qJSqVxZWaFSqfA9aGtrO2LqjQUhEAjFxcVnzpyhUChsNntkZGR5eXloaCgYDOr1+pycHHAwSkpKmnfiQFfsPb4QJBLp4sWLVVVVZ8+e1Wq1c3NzUIjb2NiYnp4uLCwMhULr6+vxeBx+fM+fPzcajYuLizabrbCwUCqVisXi2tpaPp8P2bgDnQFSn4JEIkkkEii1wWfg3r176enpKysrSqVycXGRQCD09PR0dHTA9+AwZUAsCFh9ra2tubm55eXlKB4mJiYgx5Sfn2+xWEARIZFICoUC5qkrKyubm5tEIrG6uprH43G53IqKivLycgaDQafT97ubH5YNHQ7HwMDA6OgoXPGtViuJRALIDYZrGEAd4duAISyfz29ubh4fH8f85+HDhwqFwuv1KhQKg8GQTCY7OzvhBSEQCPZI636n0Ov1/f390PISi8V7+J0ncRIn8a0RiUSGh4ffvHmTyrRNTU3l5eVv60OUyrRZWVlyuRzoIxQPExMT0CE8ffp0bW0tpFe/9WopXwgCgQA3p66uLr1eDyzA3NxcMBjU6XTwhaitrf05+kKg0b66uoqhCowa7Hb7ysrK+vp6eno6n8/H1gPtFgaDUVZWBkLdW6ldazablUrlzMxMOBzm8/lyubyxsfF7DM9Pioe3NvLy8gD1MZlMCoVCq9U+efIkPz8fhgDf9UbBNKOhoaG0tJTD4WRmZioUioWFhY2NDZgnwA9BKpW2t7dzOJxvpd0At1NcXCyRSNxu99DQ0PDw8PT0tMPhmJqaUqlU+fn5paWlGxsbWVlZwWAwEokkk8kDYVdIgpSdqK6uhpy/wWBQq9XT09NGo9FutzudTovFEovFMjIyIOmj1+tv374NTVu/319aWiqRSH7961+3tLSUl5cfJ/MSiUSRSFRSUlJZWUkkEvv7+61WK3zBqVTqxsZGMBjk8/mdnZ18Pv9b4SiYJsO/Yn19fWxsDF7dS0tL+p0gk8kMBsPlcsVisYWFBaPRaLPZ0tPTiUQig8GQSqVyufz06dM8Hu+YoPns7OyKior6+vozZ868fPnSYrE8ePAgEAisra35fD4KhdLU1PTee++dPn2azWZ/KwwA30JVVVVxcTGXy83NzU0kEouLi0NDQ3q9vqSkBJQeGKJPT0/jnZPJZCD3pFKpTCaTSqUYDhynfbK1tQVzBljpOZ1O2BEC9VRbW9vc3HzmzJna2trCwsLjbAMZGRl0Ol0ikZw9e/bx48dGo/Hp06fAR3k8HgKBIJFIMHDg8Xjfu08Dfh6K+ZWVlYqKCrDYy8vLT7LWSZzEMSMajbrd7jdv3kAJkM/nd3V1HSfTvh0lRFVVFVCvyLRQsZufn49Go4lEoqqqKj8//5jk192+EG1tbSlfiIWFhcXFRaPRODIygp4a5q5UKvUn7gsBVx/oEwYCAVArZ2ZmVCrV/Py8z+eDdC+dTsegWyaTIQMfX1fm5xiJRCIej+v1+mfPni0uLubk5HR0dDQ0NPB4vLfjA54UDz9kyOVyNKptNtuDBw+EQiGLxSotLf3ezQMajdbU1ASp4y+//BJKqZB8KSws7O7u7uzs/E7QCyKRSKfT+/r6GhoalpaWRkdHBwcH9Xr96uqq2+2GLCkKgK2treO0ZoG6E4lEHA7n/PnzwHHC3gUM8lAolEgkXC7X0NBQLBbLysqqqKi4cuXK+++/z2KxvqsWfkFBgUgkIpPJYrH4xo0bc3NzJpMJ75NEInV0dPT29h5TJzd1pqfRaF1dXWKxGI4WAwMDMzMzDofD6/XGdsJoNKalpcXjcZlM1tLScubMGXBFjr9hpKK6uvqTTz6x2WwvXryYmJjY2tpKT09ns9k9PT0wfob00/EvSCaTq6qqfvvb3woEgj/96U9qtdpqta6srABWFI/Ht7a2CAQCl8uVSCT19fW1tbUVFRX5+fkQYj/mzZNIJDY3N00mk8PhACYqIyMjHo/X1NQ0NjaeOXOmpqaGyWRSKJQj7N4OjPLy8g8++ACGrDqdDmAqJpPZ3t7+4YcfVlVV0en0v0T5MRgMwr5DqVRubW3V19f/9re/PakcTuIkvlO4XC6NRqNQKMxmM4VC6ezs7O3theTLOxI5OTlVVVUffvihSCT66quvAML593//d51O96tf/ep7HAohCNvU1FRdXX3hwgWtVjswMKBSqcDrm5qaun37dmdnZ1tbm1wuP85w478qkslkiv+tVqsNBoPL5fL7/aFQaHt7m8FgSCQSmUwmFoshXJ7yAHnr6+3V1dXx8XHgbxsaGv7+7/8efLmT4uEk/n/9iVOnTtHp9Lq6uvb29jdv3pjN5sHBQSqVeuHCBbg7f4/LwnS9trY2IyMjmUxC4yKRSMCBwbUTxcXFxydXYGxaXFxcUFBQUlJCpVLLy8sxOVWpVHDA0Ol0ZDLZ7/dXVlZyOJyUL8RhHxz1AzYSOp3OYrHKy8sFAoHJZJreiY2NjWg0ur6+jk/k8/kwpY1EIuXl5XQ6/fiOOWjbVFVVEQiEra2te/fuQU0IBj1ut3ttbQ3aycdMtfjDoqIiCoUCwL3NZoM4bCAQAO0hFAph1kyn06F1AGmg79qeSSaTfr/fZrMFAgHYfmdmZpaWlp4/fx6sj+/ksY9+z+bmpsPhWFxcNJlMbrc7JQKN36FQKOXl5XK5XCAQVFZW8ng8qNAeZ7XByvL5fDabbWFhQavVAi2GUX5FRYVMJoM4qVgsLikp+R4LAgK93W73+Xyo0zBz6+zsvHTpUlNT0/Gtow9b8OXl5QcPHqjV6ng83tjY2NLSUl1d/V1LvpM4iXc2MHWEN6LJZMrLy0MDFcIe7846QIkfutiJRKKsrEyhUCwtLSmVSmg8tLS01NTUwG7ymGcGaDpRKJSUL4RQKERHbHV1Fe5GNptNp9MBC/rT8YXY2toKBoOrq6swCMKmaTabLRbL+vo6mUwuKytj7kTKqIHFYhUWFr4jBjjJZNLlcj1//nx8fNzv9wMrCwvzk+LhJA5uTrBYrL6+PojqDAwMgNuKs/73uyYEXmpqamg0mtFoRLsaLByFQlFYWFhaWkqlUvf4HhznFA4FpMbGxrW1tVevXgUCgfn5ecwcbTbbwMBAb29vT08PkUiEBQka/Ee/BJoKTCazubl5Y2Pj9u3bbrc7Go3G4/G0tLRkMgmy9YsXLywWS2tra0tLC86IsKzGUOVboe0kEonD4RQUFCwtLQ0MDKSlpcE4YnJykkajFRcXl5WVoQX+rQuC8gDgFoBw4PII2R80wuE9DNgPuBnxeDwajaJEOc6a41KBQECv19+7d89isSSTSRQkxcXFoBcf5/CNd5tIJLZ2Ajao4+Pjo6OjU1NT8JFIGR4lk0kIN3322WcQqD3Ou029RDweDwaDJpNpYGDg5cuXExMTwWAQxh10Ov3MmTP//b//94qKCgqF8v1O9hDiWFhYePDggcFgiMViWOfc3FwQmuEm/r0fxu3t7UgkYjAY/vznP9tsNhqN9otf/KKlpeWdapeexEn85cdEv98/OTl57949v9/f3t7+0UcfCYXCn6MT3F8eBAKBwWD86le/qq6uLikpQWPi66+/hjvTBx98wOfzv6tMc1paGjTc+Hz+2bNnLRbLkydPBgYGxsfHtVrtzMwMkUjs7Ozs6enp7u5msViYGB9no/wBI7UvYPeBax62HkjYbW5uZmZmQvFFJBI1NzfL5XLQPt9uCdoDIxaLLS0t3b59W6PRkMlkgERABD0pHk7i4IBIq81mU6lU6+vrID9AtPgvuezy8vKjR490Ol1GRgabzY5Gox6PR6PRbG5uGo3GCxcu4FT0PXoSkEvj8XiNjY1er9fv95eVlQHh+vLly7m5uYcPH8IZTSwWQ0XuW6/p9Xrn5+fv378/MjJiNpszMjLAJ3a73cFgkEgkhkKh2dlZp9M5MjICJ4eamhqBQMDhcOCe9q0vgbJepVIlEgmonrndbqPRGAqFrFYrFJMoFMq31mzJZDIejxsMBhgPz8/PLy0tuVyujIyMiooKLAidToc49/DwsNlsfvbsmUwma2hokEqlIBl/67sNBAI2m+3hw4cjIyMqlSoSiUCSz+v1Op3OV69ekUikrq6u42TwcDhstVoheGcymWw2m8vlWl9f9/l80COOxWKlpaVEItHv93u9XjTGzp8/f/HixYKCgm+VRsFAw2KxqNXqiYmJ2dnZpaUlp9OZSCQYDAZ096qrq7ErfG8qQigUcrvdjx49gp6sz+eDPO7m5qbf73/z5g2VSj1//vxf0qaKxWIKheLNmzfLy8tUKrWhoQFmQyc56iRO4vjhdrufPXs2OjoKUllLSwu0cd7lNUlLS+NwONevX2cymYODg0+ePLHb7Y8ePXI4HLDMO06mPaz7xuFw3nvvvcbGRrPZPDY2ptFojEbj1NTU8vLy69evxWJxU1NTXV3djz/5icfjS0tLCwsLer3eaDRaLBb4OHm9XhKJxOPxBDtRWVkJ+Y3CwsLd5lTvVKhUqlevXplMpuzsbD6f397e/heeAE+Kh7c/4GBdX1/f09Pz/Plzi8Xy9OlToINIJNL3ID9gyGAwGJ49e7a8vFxUVHTmzJmMjAy73Q6Vt9XV1a2trXA4LBKJSktL4RX9nfIgiUQqKCgAFIdMJgsEAgKB4Pf7V1ZWjEajTqez2+3Ly8s2mw1Y/+LiYgCx9p/yg8EgpIQUCsXDhw9dLheZTJZIJPBqGBoaguJNQUEBlUoNBoNms1mlUhkMhtnZWYPBUF1dzeFwiv4zoBC1/z37/f7FxcWXL18ajUYymdza2lpYWOh0OnHS9Xg80Wg0FotJJBImk3kgrQKjAPg2LC8vazQaEMcDgUBOTg5cEbKysoCtqqqqKigoCIfDKysrNpsNBQYWpKqqCpYIh/X1I5HIxsaGXq8fHx9/+PChxWKJx+NAf+bn54+Njen1+pGRkZKSEsw09/fz0EHf3Nz0eDzAZZlMJqyYzWYLh8MUCoVMJufm5rpcrkQiAUdnNpvt9/sNBsPS0hLkycGw53K5B8KWMApYX19fW1uz2+06nQ5GFi6Xi0QisVgsCHbB07qoqKikpAS6rt9jB9rY2DCZTCqV6sGDBzqdLhwOV1dXV1VV0Wg0rVY7PDw8OTlZXFwsFouLi4u/3x4ciUScTufw8PDY2FgwGJTL5WfOnIF740mOOomTOGb4/X6z2YwuEoFAaGlpaWtrKysrewuERP+SygHsu/z8/Ly8POCUwFUYGBgIBAJHZ9qjI+ULwWazxWJxWVlZyhfC6XRarVaLxQKYUG1tbXl5ORDIf73WPmjQELFwuVwLCwvoW1kslo2NDQqFQqVSuVwui8WqqqoSCATg1B2hs/fWB/yzx8fHIYkJRRChUFhcXHxSPJzEt4dQKPz0008tFkt/f/+TJ0+qq6vr6uoYDMb3OAnBDWRiYkKhUKSnp8tkso8++qiiosLtdv/Lv/xLf3+/xWL54osvVCrVZ5991t7e/l2Lhz2Rl5cH+dfCwsL9vhBtbW3nz5/v6upis9kHTjncbrdCobhx48abN282NzcrKiqampr+7u/+rra2Nh6Ph8Nhs9kciUQEAsHFixetVqtOp4P1m9ls7u/vp1AodDpdLpe37gSdTj8QFbOysqJSqeD0zmazwVeLRqN/+MMfAMy9c+fO1NTUp59+2tPTI5PJDlzVSCQyNTUF34aVlRUk/ZRvA51OV6lUfr/f6XSKxWKIOD169Oj169e7fSHq6+sx5aipqTlQVsvn801NTd28efPRo0ebm5s0Gk0qlf793/99a2vrqVOn/vmf/1mv109NTZWWlnZ0dFRWVh4IBlhfXzcYDAqFYmxsTKvVbmxshMPhRCIBSd/m5uaKiopEIvHnP/85EAhQqdRr16719vYmk8lbOwEd8YmJib/927+9dOlSQ0PD/sy+27fhxYsXUN1NJpN0Or2lpaWvr08oFM7Ozj5+/Fiv1/8lN1goFNLr9Xfv3r1586bX6wXh++OPP+7r68vKyrpx48b09LTBYKBQKB0dHVKplMlkfo9X8fl8JpNpcHBwZmaGQCB0dnZevXr1pHI4iZP4TgH16uHhYY/Hw2az+/r62tvb381e8oFVBIPBKCgokEqlN2/eRKZ9/vz55OTk3/7t316+fPnATHvMgC/EhQsX2tvbnU5nf3//Hl8IgUBw/vx5+Ar/9XwhUD0qlUogY9fX1wFeJRAINBoN2KTm5mZUSqCFvOPO+rDBHRkZgXlRU1PTBx98UFZW9vZ90pPi4a/SlsjNzYWKs9/vHxsbUyqVNBrt17/+NZPJ/E6ZNx6P+3y+/v7+gYGBUCjU1dV15coVNptdUlKSn5//4YcfcjicgYEBw058/vnnCwsLUKKk0+nfiQKx+/1nZWXRaDQ+n5+dnS0UCo1G48zMjNFodDgco6Oja2trY2NjAoFALBZXV1ejC5VMJkOhED7p0NDQ3NxcZmbmmTNn2traOjo6RCJRUVFRIpHo6OgAVAnqOvjXq1evWq1W2ES4XC5YmBmNxpcvX1ZUVLDZbB6Px+FwGAwGQCzxeHx4ePjJkycejwdFCOCnyWTy6tWrZWVlAwMDWq0WiEObzWY2m+vr69lsdnp6eiKRCAaD8/Pzer1ep9MZjUaz2Wyz2ahU6v/H3nt3p5mmaeJWAiQEiCQhEUQQQSgAAgnlaMmh7LLdNT21W70907WzZ//Y/Sr7DWamZk5PT3d1V7lsVznKtnJAgAAhCUQWIJKIQoAQ8XeO7t9wfOyyy7F6psz1p4/F+/Lwvvfz3OG6rud8GzKZTMkYH2htLBbr0qVLXC53fHx8d3fXaDRCDhONRjUajUAgAPU9BoMBf5XL5dRq9cbGxurq6vb2NhB25XL5yMgIzPwUi0W5XA70EoPB8O///u9ffPEFlJFAABeksh0Oh8vlcrvdXq/X7/dDBkKj0WBZaDRaU1OTVqtdWVmJx+MsFmtqaqqzs7OpqencuXPT09NEInFpaUmn01kslocPHx4eHlqtVplMxuPx4IfLZDJmsxmc/sxms81mc7lcKBRKIpGAbwMoc9fW1rpcrrfeogpn2NnZUalUy8vLOp3u6Oiovb1dKpWOjo4CB72yslIikdy4cQOyl6+//rqyspJMJr8+/b3UQtne3v7mm2/sdjuZTB4eHhaLxUQi8T8D0bCMMv5LAFhPa2trDx48CIfDfD7/0qVLPB7vl8T4fPe9HvyOqqurn420ZrP54cOHwWDw2Uj7FnLtJV8IFAr1oi+E0WgEXwgejwc7F4fDeXdfCJhigBaH3W4H6UjYekKhEIFA4PP5sPUwGAwqlQpGDTgc7uPkwDy39RQKBavV+u2334Lae39/f29v7zsKBpaTh48L0HkcGhqKxWJwskcgEBKJBLqcr/85R0dHFotlZWVld3cXi8X29fVNTU2RSKTa2loUCjU6OkqlUrFYbG1trUqlWl9fPzw8DIfDuVxOJBI1Nja+vorRc0ChUI1nAF+I5eVlaD6ABIROp2OxWMPDwyAggMPhTk9PA4HAvXv3oNZLJBJBpH90dLSnp6f0sb29vUdHRzabLRgMajQaMLcGcdjd3V2tVms0Gm02WyKRgHJXY2Mjk8mUSCQikahkIHBycrKysgJmeWKx+PLly1QqFVo6crmcwWA0NDTU1dUtLy/r9frAGdLpdCaTQaPRiUTC5/Otra2tnwHs55qbm1/0bQBXh2d/0IaGhmd9IVZWVjY3N10u1+4ZNjY2wN9NLBY3NDQUi8V4PD47Ozs3N6fT6Wpra/l8/szMzMTExPDwcCnJFIlEiUQCMoR79+4JBAI8Hl9TUxOPx30+n16v150BSOdoNBqDwbS0tLS3t4PuKo/Hw2AwoVBoYWFha2urWCyCY3fJGEEsFre2thKJxPr6+pOTE5vN5j8DyDHV19en0+lwOAyrsbq6CixwAoEgEAhkMtnY2Fh7ezs038Ph8Ns9S8ViEbjdgUBgfn5+dnZWpVIVi0Umkzk2NgamqigUChZEIBBAMqlWqx8/fiw4wxsF30wmEw6HNRrNo0ePEomERCK5evWqQCD4pfrgllHGByqger3e9fV1tVoNdvgQacum7M8B/EZFIlEp0qZSKbvdHggE/H4/KPUBPeztlu5lvhBWqxWGiNbW1gYGBgYHB5PJJIlEamhoeCNfCGBCn56enpycJBKJo6MjkOUF4yafz5dIJGDr4XA4fD6/s7MTJL/pdPpHyIR+db4djUbB/jUajdLpdBBR/KXm2+Xk4YOtbHV1Z2dnNBpVKBQWi8VsNs/NzSEQiMHBwdf/kL29vZs3b5pMptraWolEIpPJ2Gx2SWiysrKSTqffuHGDxWIJBILvvvvO6/XevXvX6XROTk7++te/JpPJbyqg+WIW0dTUNDMzI5VKnU7nxsYG2JCZTCav17u0tMRiscRicTQaBdJCPB7H4/HXr1+/ePEizKw/+2ltbW2pVEqlUqnVapjpqqurO3/+PDg0y+XySCTi9Xq3trZ0Op1Wq43FYqWSOZFIFAqFGAwGPgFOxr29vUKhsHQurKioIJFIFy5coNPpQqHw5s2bdrv9yZMnHo8H6iUOh2N7e/vw8BAMKEQiEVibsdns1/RteM4XQqPRlBod4XBYoVDQ6fSenp5cLmcymfb29g4PD1Eo1MzMzJUrV14cwgEdVZVKBSnE3bt3zWZzVVWV/QzxeDyRSKRSKTwez+PxSkkUiUQCnkNtba3b7b5//75arU6lUnw+v7e3VyqVPstjxmAwIyMjzc3NXV1d33zzjV6vX1tb8/v9KysrPB4vGAzqdLpAIBCJRBKJBI/H6+npAa83yEtBOeQd6zGg1vL111+DDUWxWBwaGrp+/bpEImEymc8mBo2NjT09PX19feFweHd3F/j0n376KTRSXgexWOzp06cKhSIUCoEMwNDQ0EfO7yyjjDeF0+m8deuWXq8vFosvRtoyXgRoTJci7dbW1tra2uHh4e7u7ueffy4UCt8xCpV8Idra2n7UF6KlpaXkC1FfX//6cbtQKHi93r29Pa1Wu7OzA/v48fFxMpnEYDB8Ph+2nq6uLkhOYOv5mHkvP4qTkxOowblcLhqNJhaLR0ZGWCzWL/aIW/7JP2g04fF4V69evX37tl6vX1xcJBKJfD7/R3mxz+H09DQYDIJn2dHREYfDuXLlilAoLCUDkPHXnqGiogKNRiORSIVCsbW1ZTAYoJAgl8vhBP/WqjWltikejwdfCDqdbjAYYL7F6/X6zpBIJPx+fz6fZ7FYo6Ojk5OTPT09LyoRgZTExYsXT05O5ufnFQoF9CjweDyoXDc3NzMYDAqFwuPxZDKZ+wxerxeqOOFwGIFAZLNZv98Phtng9wm1E1gTJBLZ2NgI+rbnzp1bWlpaW1szmUw+n89oNAaDwUAgQCaTRSIRh8MBjwII66+5L5Z8IRoaGshkMoFAaG5uNhgMe3t70FHx+XxAXPb5fNlstqmpaWRkZGJiYmBg4EX6b7FYrKioIBKJGAwmnU5vb2+DkQKMlkLjhUql0ul0JpPJOkNLSwvMUxWLxWg0ajKZgJePw+HGx8f7+vqebW3BEBpM7OBwuFwuh8fjV1dX9/f3Dw8PbTZbPB53uVxEIpHH4wHjreMMwId+91cgFot5vV5o1CwtLWUymebm5r6+vpGRkeHhYQqF8txVkEgkkUgcGRmJRqN2u91sNi8uLra3t0Mr7ycvF4/HbTbb3Nyc0WhEIpGDg4MjIyMkEukjERcvo4z3UkANhUI7OzuPHz/2+/1QPIK2eXlxXgbwOypFWrA8UqlUJb+gwcFBmGB562V8zhcCRMnb29th6/H5fOALAc3wtrY2NpvNYDDq6+t/9JQPIhze/8D+GUBwNhKJNDY28ni8lpYWOp1emhxmMBgvkzApAwyLFhcXNRpNPp/v6emZnJyk0WhvLUhYTh4+6mgCpeW/+Zu/cblcer1eqVSCdS6Hw4HTzMtafmCetbOzo1art7a2WlpaOjo6rly5QiQSf/T/UygUGDVhMBinp6cmk2ljY0On0/3t3/5tsViUSCQEAgEGvt+6yficL4RKpbpz5w5Y9Pt8PkgzmpubJRLJl19+SaFQsFgsHHCfuyKRSLx8+bLX61UoFDs7O3g8fmRkpFTTQp4BfLXPnTvncrmMRqNCoVAqlVC0TqfTJYWoysrKWCzmcDiam5tBphZSHTBH4/P5YDEGOQPM+oMHmUAguHDhwtWrV6HL/NZpFQ6HE4lE3d3dwWBwZ2fn+++/X1xc3NraCoVC8H+ampra29u/+OILkG+qrq4GZ7SSUQMYcoOZNwjyQvIASRrQ0fr7+2k02nNHZxivdLlcGo1mdXUV9D0uXLgglUpffJYgbWttbf3kk0/QaLTdbnc4HM4zwC/LYrHOnz//6aef0un0t/NtePGixWIRtK4VCsUf/vAHrVaby+X4fP7Q0NCXX34Jv87LnrSBgYF4PL6wsAB/LpfL8Xg8JEWveGXOnTvn9/u3t7eXlpaCwSCdTp+amhoaGipTHcoo4/Xf3EwmY7Vaga8FpW5gO5QX53WAw+GwWGxzczOfz6+qqlKr1Tabzel02my2XC7X19fHYrFAWuOt92LYxfhnmJiYcDgcDx8+XFpaUqlU22f4/vvvh4aGpqamxsfHaTTas74QuVwOdp9wOOx2u4EJrVQqo9FoOp2urq5Go9EUCkUmk8HWw2KxfnkyQe/9lQFRE6PRuLKyYrFYGhoaRkZGzp8//8smCJW31Q8LBAJBIBD6+/t9Pt/c3Nz29vbvf//7v//7v+/p6XlF7MhkMl6v9/bt20qlEolETk1NzczMvNrGobq6GovFjo2NUSiUJ0+erK2t6fX6J0+eeL1eMCiRSqXvRSWjsrIS/KSfm3csFArhcHhpaeno6Egul8tksq6uLkghXrxPqVR6/fr1R48eWa3Wr7766ssvvySTyS8WSEgkkkgkotFoQ0NDZrP5X//1X7e3tyF/iMViq6urJpPpzp07TCaTy+UCtReY4mBurVAotFrt4eEhWBcX/wPV1dWgTvu+CtIwEgomes+2QY6OjtRq9f/7f/+v7wzd3d1YLBYmmkwmk8Fg2N/fPzg4CAaDoVAI/hbC9/Xr169duwZq2UQi8cWuSKFQODk5efr06aNHj1Kp1MDAwNWrV1tbW18cuwLKgcPh0Ov1CoUCBsZSqVTpVsEFD4lENjQ0vC9eFzwMy8vLS0tL0MYlEAhSqXRycnJgYIDFYr1iPKyiogKFQvF4vN/85je3b9/e29u7desWCoXicDiv4PBASraysnL79u1IJCIQCODE89bm7mWU8REil8tFo9GHDx8uLCzk8/nBwUEYGizXm98ItbW1QqHw//yf/7O8vLy4uAhFwGg0urOzMzo6OjIy8rKGwFtsPSwW68aNG+ALoVKpSr4QHo9nYWGhq6tLKpV2d3c3NTUVi0W73b63t2c0Gu12O4zaRiKRWCxGJpNbW1vb29v5fD6Hw4F9h0gkvuPY80eCQqGg0Wj+9Kc/HRwcMBiMqakpOPz8snXJysnDhwWoMXR3d4N2pNfrnZ+fBzYzlUp9Wfhwu90qlUqpVMZiMQ6HMzQ01NPTA7X2V5zpUSgUk8mkUCgIBALG92022/r6ejKZPD4+TqfTEBTAi/rtvs7p6enx8bHZbN7a2nK5XKenp2Qymc1mQ4jxer1HR0dPnjwJBoMej8flcsGYzbO+EHCfAoFgZmbGbrfv7u4uLy93d3e3trYyGIznDq91Z4DhllgshkQi0Wg0mUyGbiAoT9vtdqPRuLOzs7e3x+PxQLQH7lCn0x0fHzc2NjY3NwM5+ODgIBwOBwIBo9G4sbEBalEIBOKtX/JsNptOp81ms1ardTgcyWQSh8Ox2WzgPXu93nA4vLKyAgtit9txOBx40kEEj0aj2WwWpobweLzT6QwGg5lMBovFQrP4ZeX5cDhssVgUCoXVaiUQCDKZbHx8HISJnj1MRyIRMLIwGAzaMwSDwfr6+ra2Njwen8lkfD6f2+2ORCJms1mpVHZ0dNDp9HcR/svlcqenp5CrzM7OajQam83GZrMlEsnU1JRcLufxeK+uusEAAI1Gm56ehuRqd3dXqVSKxWIOh/OyueF4PO50OpVKJRiydnd3z8zM0Gi08sBSGWW8PgKBgE6n29jY8Hg8NBqtv79/YGDgNb1ByyhFsJqaGjKZDNImwBzTnyGTycTj8UwmIxQKYb97x4V91hcCfI0YDEbJFwL0+lwul91ub2pqKhQKdrsdPIICgUAymSQSiS0tLd3d3Ww2GwpwHA6HwWC8Pt+6jFQqdXBwAJ26QqHQ3t5+5coVDofzk/zJcvJQxk+jra2toqJifX0dxmyWl5cJBMIrDLA0Gs0PP/zgcrkoFMrY2JhEIqHT6a/zMsM8z8jICIfDEYlEf/jDH6ALsb+/r9Vq/9f/+l8DAwN4PP6tk4dEImGz2b766qulpSWXy4VGozs7O//hH/6BzWYXi8V79+6BLwT4fIEvxPT09Iu+EDQaDYlEqlQq4JOtra2RyeRr1669rPJtNBrv3bvndDoxGIxcLr9+/TqDwdjY2FAoFJubm+Brplara2pqoPyfzWZPT0+LxSKLxRoYGLh48WJbW1sgELh169bt27d1Op3L5VKr1f/wD/8wPT1NIpHeOlCenJz4/f6vv/76wYMH+/v71dXVra2tv/vd70QiERaLvX///vz8vFKp3Nzc3NraAk0h0ECE9jGZTObxeGBqIRaL//SnPz18+BBkLmDg7WXJg91uv3nz5u7ubrFY7O7u7u3t7erqevZbgAbr7u7u/Pz848ePS74NQDmYmZnp6emJRqOPHj36/e9/bzabDw4OdDrdb3/722vXrv1oF+g1AWJH33///XfffQedehKJ9NlnnwGBvqSq9JPA4XDwvaCcptFobt269cUXX7wsefB4PHfv3tVqtclksqOjo7e3t6+vr3ziKaOMN4LBYAC/gtraWmggczic8nv01lmEUCik0WhCofDOnTv/9m//Zjab3W63Vqv9zW9+c+PGjXeJtM+h5AsxNDQUCATm5uaePHmiUChA3eT27dsgzA1bTy6Xa2hoaG1tBXa1XC4Hn1OY+y2nDW+ESCQyNzenVCqDwaBAIADFkY+hU1dOHn4OVFVVkcnkq1evZjKZ7777Tq1W4/H4zs7OlpaW56bi4vH4wcEBmNJXVlaKRKLr16+DJtprRiuoRpDJZIlEUiwW2Wz23Nzc4eGhVqv9l3/5F7PZPDk5SafTX0afeEXaYLfb19fXl5aWgJjV1tY2Ojo6PDwsk8nweHyxWARFOfCFAC6EUqkMBAIbGxvgCwFjRUBOwGKx58+fB5Npg8GAxWKFQmFVVdVzUrapVMrv96vVaoVCcXp62tPT8/nnn3d0dODxeJj7HBoaWllZ0ev1Npstk8kAywIGcurq6urr63E4XF1dHXCyq6qq6HQ6OOsZjcY//elP+/v7ExMTbW1tFArljRbk9PR0f39frVbPz8+Dew6VSu3v7x8dHZXJZDgcLpVKYTAYENJNp9MnJyenp6elMSE8Hs/lckEHmk6nU6nUxsbGqampfD7vdrtBikooFNbV1T03cprJZA4PDzUazdOnT6PRKIvF+uyzz7q6uiA3y+fz4NsA3RiLxVLybZBKpSXfBpC3SqfTCASiqalpfn4eTENv3rx5cHAAjph0Ov2NFiSfz7tcrq2trfn5ebVa7fF4CASCWCweHx/v7e3lcDhvJNwEpS+ZTBaPxz0eTyAQWFhY6OjoIBAITU1Nz74OwO/c3t5++PChx+Npbm7+9NNPe3t7y4MWZZTxRnUQr9cLbqTpdFosFv/617/mcrllytBbZw4wplvSTaFQKKVIe+vWLY/HA5GWwWC8l8vB0T+bzSKRyPr6euh4xGKxdDp9enoK22JlZSUaje7o6JDJZIODg+DV0NzcXGZCvx1KmiVAdZiZmRkZGUEikR/DrGw5LvxMcQR03DweD3SElUqlXC6vqqqCgR94sQuFwuHh4erqKjgq8Pl8eMPfYvQCfQYCgdDa2lpVVbW+vm40Gufn571ebz6fl8vlAoGgoaHhR02RnwWQBCKRyP7+/srKyuzs7OLiYn19PZvN7u3tvXbtWn9/f8lM7TlfCK1W6/f7dTrd1tYWm80eGhqSy+VCoZBIJMKRWiqVBoPBlZUV6AOoVCo0Go3FYktjLYVCAWgDarXabrdzOJyenp6JiYna2lq4MWg1OJ1O8C+rq6tDIpEIBCKTyZyenlZVVeXz+aOjI7vdjkAgqFQqk8mEPGd9fR04AG63O5PJJBIJkUiEx+N/8rWH6x4dHYEI+uPHj+/evVtXV9fS0iIWi6empvr7+0H5zu12+3y+k5OTyspKODfDbZ+eoba2lkKhsNlsPp8P2k0oFEokEqVSqbW1td3dXY1Gs7GxgcfjiUTiswuSSqW2t7dVKtXOzk5ra2t3d/fExERzc3Mmkzk+Po5Go4eHhwqFYn19fW1tLZ1OA9NdIBBIpdJnfRvg6+DxeD6fD+um1Wq3traAEZFMJs+dOwciVK+eMoI87fj4OBQKbWxszM3N3blzp1AoEIlEiURy8eLFq1evvo682I+Cx+PlcrmNjQ34vTY2NpqamggEAsy/wdWz2azZbIbuBB6PFwqFExMTZX5nGWW8PgqFQiwW29zchEjb1tYmkUjGx8fLCkvvjpqaGjB1FQgEpUir1+sdDgdE2oqKCgKBALI8b3HohJNDOp1OJpOJRCIcDsPMcCKRgI4ECoWCmWfYepBIJJlMZrFY7e3tIL366onoMl6x8UEBUaVSZTKZ9vb20dHR7u7uj2QFysnDz7XQZyLNYrH4xo0bP/zwg8Ph+Ld/+zdgKZTe29PTU6vV+sc//tFoNBKJxGvXrg0ODiKRyLd+sevq6ng83v/+3/+7o6PjwYMHcCr1+Xy7u7vT09Pnz58nk8mvjlbQ6FxeXn706NHq6qrX662pqQElgampqcbGRhQK9eztoVAoCoVy4cIFmUwGUjnLy8u7u7t7e3sHBwcLCwtcLnd0dFQul3d1daHRaKFQ+Pnnn3/33XcWi+Wbb76pq6sTCAQlKnY2m3W73d98841Go6mrqwOTNTQanc/n/X4/aCorlUq/3x+LxQqFApfL5fP5LS0tPp8P3KNBTxZEcplMJgizTk1NCQSChYWF5eVlh8PxL//yL0ajcWpq6sKFCwwG49WVNuAfb25ugsCFw+EA6+ixsbGRkZFkMjk/P7+1tWWxWJxOZzKZPDkDnU7ncDhcLjeXy7lcLvCaWFxc3Nvbe/jw4cjIyMDAQG9vLxKJ5HA4f/M3f3Pu3Ln19fUffvihrq5OLBaXiMJQZb9z587q6mplZeXIyMiFCxegoxKNRsHNenV19fDwEMReuVyuVCodHx8v+TY8t0/AvOyNGzd4PB5Y2hkMhm+//RacSS5fvtze3v6Tpcd8Pm80GoFkaTAYjo6Oent7JyYmYFrsRdL86wOJRFKp1OvXr+dyuTt37jx58gT8mBoaGuBbFAqFZDL58OHDJ0+enJ6eSqXSTz75hEajlQXpyyjj9ZHNZg8ODm7evLm5uVlbWzs9PT01NfVqiY4y3ggQaa9fvw6Rdn5+fnt7GyKtxWJ5zUj7sj06nU4DzUyj0UBnA1waTk5OyGQyh8Ph8XgIBMLj8YAl0cbGhs1mm52dHR4eHhwcfFNfiDJKrMKlpaUffvghGo1KpdJr165xudyPx4K9HBp+JgCJis1mT09P22w2GExSqVQsFqutra2+vj6Xy+n1+tXV1b29PShC9/f3s9nsd5mJhM5GXV1dPp+vra0lkUhqtRpEY1OpVDQalclkMIn+oyEJnMs2NzdBvdjv97e2tkql0tHRUalU+qP3Bp1TMpkMNgg4HI5GoxmNRrPZbLVaA4FAKBSKxWJWq1UoFLa1tWEwmNHRUYvFEggEQB9QKBTy+XwYbTeZTCsrKzs7O+CdDPNRGo3GarWazWawszk4OCCTyWCd097ezmQyCQRCNBr1eDxgre/xeLxer8vlAmqE2WxmMplVVVU1NTVtbW01NTX7+/s6nS6VSsXjcblcLpFIXnb0BC3nzc3N5eXljY2Ng4ODuro6oVBIJpMjkcj8/HwgEAC76FgslsvlqP8Bxhmam5vh9C8Wi00mk81mOzw8VKlU8Xh8f39fr9cDo72np8dqtTocDq/XCwSSjo4OmKra399fW1vT6XTJZBIaU3Q63WQyOZ1Os9lsMBiMRqPVaoVWAyyIUCh8hW9DZWVlTU0NzJLV1NTgcLimpiadTmcwGJLJJOg49fT0vEy/9eTkBNxIVldXV1ZWnE4nGo0eGBgYGRnp7+/v7OyEPtJbP8CVlZU4HE4mk+3v729vb0ejUa1Wu7S0JJVKmUwmcPR1Op1GowmFQgwGA8RtGxoaylPaZZTx+oBIu729XSgUOjs75XI5nGXLB8r3hcrKyoqKCoi04AXR2Nio0+mMRmPqDKVI+5NEW6h5p1KpUCjk9Xo9Z3A6nbD1gORGY2MjFIxAiaSlpaW6ujoSiUgkkr29PavV6vf7tVptKpWCYhaXywWqNBqNLmeMr4NQKGSxWNRqtdPphDb72NhYY2Pjx7N65afkZ0VzczMOh1OpVG63e2trS6VSUSgUIpGIRCJTqdTy8vLCwkIsFoPR+Y6OjneXWIaZk7a2ttbWVg6HQ6VSI5GIz+fzeDzgf4zD4SgUSj6ff/avcrncycmJ2+1eWFj453/+Z6/XC/Ze09PTX3zxBZPJ/Ek3gGd9IWBG/+HDhxsbGxaLZXl5WaFQkEik6enpiYmJkZERgUBgNpvhFNjU1ITD4aBdrlKpnjx54vP5mEymVCql0WhHR0fz8/Nzc3M7OzuZTKampgaPx8tksomJiQsXLjzr25DP5+PxOIgIbWxsbG9vezwevV6v1WorKiqoVGpXVxedTieRSMfHxyBJZLVaDw4OGhoaWlpastlsSXQVPu309NTn8ykUin/6p38ymUzRaBSLxYIpntPphK5OOp0GsSASicTj8YCL1tvbSyQSS2YxxWIxFArt7u4+fPhwbW0N3Dy0Wi0ajZ6ampqYmBgfH+edQa1W7+zs3L59G41GA0dle3sbmNkYDEYikbDZ7Hw+v7i4ODc3p1Kp0uk0jLR2dXWNjY1duHCBRqP95C8Fh3symTw2NsZgMLhcbj6f39ra2tjYAJmO2tpaLpcLrh3P5paZTObo6Ein03311VdarRbc92Qy2ZdfftnV1UWj0d7LK1NbW9vW1iaVSo1G49LSksViuXXrVn19PXh1m83me/fumUymqqoqiUQCPrjlOFNGGa+JQqGQz+dVKtXs7KzX6+VwOKOjo2Kx+Dkv/DLeSwGxFGlbW1t5PN5XX30F2lYQaUGiGkTzXkzbYDwJ9DbAKdVgMCiVShhhPTo6gm0Xh8NxOBwwaujr62tpaXl29gzMNx89erS0tAT7y/b29g8//DA8PDxxBiqVWl9fD7zEdzGG+gWjZLJ09+5dvV6fTqdh6+np6fmo1qGcPPzcQCAQU1NTJycnDocDmgwdHR3Hx8eHh4cbGxt2ux2Lxfb398/MzDxHHX5HVFVVMZnMS5cu0en0+/fvr6+v+/3+O3fu2O32Tz75pL6+vlAolP6zx+MJBoMPHjxQKpUul6uxsVEoFF65ckUikbS2tr6RaSKQg6VSKZVKnZycBI1Uk8nk9XqfPHliMBh++OEHDAZDo9GA2js7OysUCisqKtLptEKh0Ov1wKKuqKj46quv/H6/2+0Oh8O1tbVisVgqlfb09LS2tlKpVBKJ9OxgPRyjuVwukUiUy+WBQMDpdIJAqsViiUajSqUSBvpPTk7q6uoKhUIoFHr8+LHL5frkk08YDEYmkyl9WjAYVCgU9+7dW11dtVgs+XweXNvsdvvh4WEymYSDu0Ag4PP5JcE7whnwePxzrBUsFtvR0UEkEoeHhyG92dnZcTgcKysr0E1uaGiAPBNuSSgUwgYAAlPZbJZAIJBIpJs3bx4eHoIqX0VFRXd3t1gs7uvrYzKZNBqNQqG86fROY2OjXC7HYrHz8/MPHz4MBoOrq6vBYHBmZqarqwuIEABIG5aWlhYWFkwmE1z9ypUrw8PDQqHw/T66586da29v/9u//Vuolq2srLS3t7e0tNTU1Gxubj59+jQej0skkt/+9rcCgaAcYcoo4/VxdHTkdDqhvFJTUyOVSm/cuNHc3FxemQ8KMpnc19eHwWAWFhbu378fCoVWV1dDoRAU1Lhc7otsk1wuF4lEQF/EaDQ6HA6/3x8Oh4+OjrLZLIvF4vF47e3tXC6XwWCQSCTYfZ7bAtBoNJvN/tWvfiWTyex2O0xAmM3mzc1NqBV2dXXJZDKRSAQBtvxLvYh8Ph8MBvV6/d27dw8PDxkMxq9//esX7VnLyUMZ77n2UFVVJRAI4DBqNBq3t7eXl5fxeDwUEgqFQu8ZeDze+311KysrgRrV0tICB2u1Wu3z+WZnZ4vFIpVKTaVSoAjk8Xji8Tg4vkWjURqN1tfXNzw8fP78+aampjdlvgJRuLa2trm5mcVigbXC1tbW7u6ux+Ox2Wy7u7vt7e3QMYjFYnt7eysrKz6fL5VKbW1tBQIBDAZzfHxstVp3d3cTiUR9fT30WEUiESgIgZP0i0sNDn0wAXVychIIBMCV02QywRRTOByOx+O5XA7KCcdncLvdxWKRz+fncrnj4+N8Ph8IBLRarVKpnJub29vby2QyaDS6srIyf4ZcLkckEjkcDoVCAdJFe3s7jUZ7WdeooqICKGtkMpnJZAoEgubmZgaDAb0Rt9ttNps5HE5TU1M+n08mk5FIBPRPisXi5ubmwcEBGo0+OTlxuVy7u7uQR9HpdCaTKRKJenp6pFIpuHy8xUOCRqNRKBTY0tXU1KhUKrPZvLa2lsvlvF5vdXV1LBYDAv3u7q7BYFhbWzMYDAQCoaOjQy6Xz8zMtLe3v5Gq0utnNT09PX19fcFgcHt7G8wTkUgkJLc8Hk8mk/X19b1MyLWMMsp4sYCaz+cPDg5mZ2e3traSyaRYLO7t7e3s7Cy7o3xoQKQFnnRNTc3GxgZE2mw2m0wmBwcHeTwelUoFM9BIJBIOhw8PD6E9bjAYzGZzJBKpqqoiEAhcLrekvSEQCJhMZmNj48vmNku+EAwGo6Ojo7m5mX4GqEA5z3BwcOByufh8Po1Gg0GA5wxhP/K35uTkRKvVrq+vm0ym1tbWnp6e/v7+NxUnLCcPZbxN/oDBYAQCwY0bN7LZrEqlunnzJlSAwuFwV1fXb37zG5FI9IHCNwSOq1evdnd337p16+HDh6urq9999x2RSGSxWOFwOJFIqNVqsNwqFApCofD69eszMzMSiaRkcf/WwGKxUBqZnp52OBz3798HXwiVSlVVVVVdXQ0n+Hv37qFQqHQ6HQwGC4XC6ekpCI8+69vQ29tLJpNRKBQYO/zkpVEoFJ1Ob2lpGRoaOj09dTqder1+fX19c3MTpk5BRgkKPI8ePdrY2GhtbfX7/el0ent7W6vV7u/vZzIZmO8CLlplZSWNRuvo6BgYGABHbQwGAwJQr7lQ9fX1dXV1NBptYmLC6/U+ePAAfCG2traAjQD5ydzcnFqtLhaLwWAQtnzw+ikWixQKRS6XX7hwYXh4uKmpCSZW35FmALyFrq6ue/fu3b9//+7duysrKzqdjs1mx2KxfD4PPSK73Z5OpwkEwtjY2CeffHLhwgUkEvmBJj5ramoIBMLMzEwqldrb21MoFGazGYFAhEKh6urqsbGxyclJIpFYPvSUUcbrH4MymYzJZPr9739/cHDQ2Nh448aN/v7+stjAzwOItKAdcvfu3VKk3dvbM5lMn3766fXr1zOZDFgYra+vazQah8MB9axisUgkEoVCIcwmdXd3w/AzcA5fJ/6DL8TFixeHhoYODw+fPn1a8oUAGQ+hUHj+/Pnx8XGRSPTuZna/GBQKhXg8Dg5OuVxOJpNduHCBTqe/0ThGOXko4y2Th4qKChh8tFqtLpcrGAym0+l8Ps9iseRyuVgsbmxs/ECJPly9traWSqVevHgRpBjW1taArxyPx7PZrMPhqKiowOPxIyMjw8PD/f39TCbzvdglgnh/dXU1mUwGTdWSLwRQn+GsHAgEQGUVjN5yuVxLSwubze7q6hIIBFwul8ViUSiU54SefvKLQ2CtqalBIpFMJhONRjOZzNHR0YODA4fDYbfbHQ5HIBA4OjrKZDLRaBSqPqBDks/nT05OStkX2D+z2WzQyW5paWlqaiKRSG9KMSzdFYFAQCKRly5d4vF4k5OTOzs7BoPB7XZDwyESicTjcdDjAnFSMpkMlqKQjLHZbBqNBqnUuz8hcFiH8bn6+no6nb6ysmI0Gt1u98nJSbFY9Pl8kKKMjIwMDQ0NDAy0t7eXRIc/0HNbXV3N5XJ7e3tVKtX+/r7H46mqqqqvr+/q6urv729vb/9J3eEyyiijhNPT09XV1aWlJa/X29jY2NfXB7yy8kv0s50EINJiMJhnI+3e3p5arY7FYiAAGovFvGeIRCKVlZU8Ho/D4bDZbBjWbWlpaW5uJpFIb7QbPrv1VFZWIpHIiYmJ1tbW0dHR3TO43W6j0ZhMJnd2dng8XmdnJ8zilrgQHy3sdrtCodje3k6n02DwKpVK6+rqPsK3ppw8/HUAnmhdXV16vX5zc/Po6AiBQAgEgt7e3jclFbxd2MJisT09PU1NTXQ6PZ1Or6yseL1eoD2EQqGWlpaOjo5r164NDw/TaLT3PoWCOgP4QoTD4cUzLC8ve73eRCLx7Gw9EonE4/FdXV3j4+NjY2McDgeHw73LiwpBs+EMXC43m80mEom9vT2dTgfMM6vVmkqlTk9PQ6EQ/Ek0GoU/RKPRjY2NPB5Peobu7m4KhQKH5ndEqZssFAojkYhCoVhcXFxaWtrf34/FYpC3/P9v7JlSh0AgGB0dHR8fFwqFz/o2vPfDOplMBlmto6MjsICABcFisQwGY2pq6tNPP2WxWO9lEV6NqqoqCoXS3t7e399/dHTkdrtBgaCnp6ezs/N98bPLKOMjyRyCwSCoxqVSKR6PNzIywuPxgMpVxs+ZQlRWVjIYDCQSiUKh/H6/yWSCStbS0lI2m4XdAYvFUigUMKsWi8UikYhOp78XfdWaM3R2dvL5/IGBASCVqdVqm81mt9vNZvP6+vrAGRKJBIlEAntWqAN+VL8UGLAaDIbZ2VmHw1FXVzc4ONjT08Nmsz/OR7ecPPw1wWQyu7u7jUZjLBarqqpqP8PPKfVFIpEkEglUlA8PD4EiDMTfX/3qVxKJpKmp6YOm1CgUqqmpaXJysrm5GY1GLy8vb21tlajboPoKbgZjY2MlJ533eyTFYDCdnZ10Or2zs1OpVD59+nRnZ8fj8TzLIK+srKyqquLz+XK5fHJyEgZSYVz1/d4PAoEgkUhDQ0MtLS1AXFYoFIVCAUaqKisrsVjswMDA9PT0xYsXQV3qgwbx+vr6tra2sbGxVCr13XffQfJw7tw5CoVy+fLlwcFBNpv9dgZwbwegv29vb+v1+nPnzrW0tPT19ZVPPGWU8UYAxuf6+rrNZsPhcMPDwzMzM1gstrwyPz+KxWI0GnU6neD/U5qehRHZhoYGDoczPj4+ODjY2tpKIBBAfv292xhDTa2vr4/P51+8eHF7e3thYUGn04GKyebmZktLC/hC9Pf3A+vvY8u3/X6/Wq1++vRpKpWSSCRffvnlx+xGWk4e/joA8zVgDKfTafgXMDUTCAQ/wwBGiS23fYZnz8rFYjEQCGg0mvr6+mKxyOVy33GM/mU3kMvlwuGwy+WyWq1gUAB83Gf/TyqVcrvdKpXq9PS0ra2NyWTS6XRotr77PYArs8/n83q9BwcHbrfbYrH4/X4YznnubsGE1Wq11tTUuFwuOp0Oxv4UCqVk4vbuv0g8Hne5XDabDYShwuFwiYxRGlP2er1arfbcuXNtbW0sFovBYCAQiPfefCiZi5tMJo1GYzabS5kDWEobjUYg0AsEgndxgnv9+ykUCpFIZGdnJxgMwj+GQiGDwQDKkmVWXxllvM7Wk8vljEbjvXv3rFYrBoMZHh6WSCRldZ2fE9ls9uTkBLYe0MlwOp12u31/f79YLDY3NyMQiMrKykAgADO0x8fHxWKxpaWFTCZ/oFM7NBMaGhqwWCwIjZDJ5I6ODvCF8Pl8P+oLUV9f/zEMMpXEGFUq1dHRUXd3N8zKfswW7OXk4a+DTCYTiUQ0Gs3q6mo6nUYgEMVicX19vaGhYWhoqKam5oNSP0Gk//j4WKlUfvPNN0qlEmgGcD6rqakxm80Oh8Pn8yUSCSKRiMVioc7x7oezUlkFbsBgMCwsLMzNzen1+pOTE6CCAXMADtORSARs0RobG6enp8fHx5FIZH19PQqFghTrjW7p2aJONpuFk7pard7Y2AAhI7D0h1Yy8C7y+TzsqblcznaG2dnZlpaWtra2/v7+3t5eqVSKwWBAnqiU1bz+XcEtwf0kEgm73Q6+DUqlMplMgt1E6WPz+XwikdBoNAaD4f79++ALMTY2VtJHAiui9/KEgHmzyWT69ttv5+fnd3d3wd4ol8vV1NSEw+F79+75/f5gMIhCoTgcDtSiPtzxHWQubDbbnTt3XC4X/PpOp/P+/fugTvuOhnRllPExIJfLHR0dbW5u3rlz5/j4uL+//7/9t//W0dHxc/YPP0KU4nzuDIlEIhAIqNVqsCFyu93Hx8fV1dUIBKKhoUEoFBKJxOrqauB32e12tVqNw+FaW1tra2s/dKStrKwETReBQDAxMWGz2R49erS8vFzyhfj++++Hh4cnJyc/Hl8IEFm5devW1tYWGo0eGxsbHh4mEAgfs4tiOXn46+Dg4ODu3bsajaZYLEokksrKymg0GgqFwAVseHj4gyrWx2Ixs9l89+7djY0No9GYy+WA+2s2m0EyPxaL2e12nU53dHRkMpkuXbrU29uLwWDefaQKaudms1mj0ajVauBJA7uATCaDYQLYGpycnOzv78fjcSKRmM1mDw8PZ2dnd3Z2vv/+eziyg7rRG91SsVg8PT3d3983m827u7sWi8XlcoXD4UgkEovFstksJAy1tbVkMrmtrc3lch0cHEgkkmw2u7e3B+kNEAAMBoPP51taWiKTyVwuVyAQCIVCYHK/aT6Ty+X29/fBNBDIauASSiAQTk9PY7EYh8Mhk8nFYtHpdAYCASKRCJoPy8vLFovlwYMHoNAqEomIROJ7KR+enJyEw+G7d+8uLi5qtdp4PE6hUHg8XigUMhqNXV1dSCTSZrO53e67d+8eHBxMTU1duHABtIA/XK1ufX19YWHB7Xbj8Xgul4tAIAKBgM/ne/r0aW1t7fT0dFltqYwyXo1wOPzw4UOFQpFMJoHxCXGjvDIfGvl83ul0WiwW0Fp1OBzhM8RisdraWiaTKRQKQQCjqamprq6uWCzu7u6ura3dv38fDgwQaS9evPhBI+2zQKPRHA7ns88+6+vrs9vtGxsber3eZDKBL8Tc3Fx3d7dMJhOLxb/szpVOp3v69KnFYkEgEFwud2hoqL29/SOvVZWTh58bMP2yt7c3OzvrdDrxePzo6CgWi/X7/Y8ePXI6nQ8fPiQQCDQarba29r03BJPJZCgUgmnXBw8eBIPB6urqnp6e5uZmJBJ5eHiYy+Xa29vBUc5gMFit1kAgAJWSrq6upqamt5uLBWvMYDDo8/ncbvfOzo5Go9na2orH4xgMBmZOwuHw6elpQ0PDwMAAg8FIJpMPHz40GAwVFRVNTU319fUlixwwhHY6nUwmk0qlNjY2gtzBy17mk5OTeDweOkMgELDZbCaTaW9v7+Dg4Pj4GIlEptPpVCoFOlRoNLqzsxMq2UAFYbPZBAKBw+HAyR7cMLLZbKFQCIfD29vbVqvVdAYYrCISiaQzQHvkZTkD9FXguxgMBq1Wq9PpAoEAGo0mk8l0Oj0cDmezWRQKJZVKOzs7i8Xi3NxcJBKB0X8OhxOLxTwej8Vi8Xg8IM7d1tYGCwKctreIbtlsNhqNWiwWrVZ7//59sM3mnoFIJIIuFp1OB4dUo9HocrmWlpZAlkokErFYLAKB8N6f25OTk2AwuLa2Bg2Zvr4+uVyORCIVCoXH41GpVEQisauri0QifYSSeWWU8ZqIx+M2mw38apBIpFwuHxgYoFAoPyfR7qNCOp2GPTcUCgWDQZvNZrFY9vb2nE5nJBJpaGggEAhtbW10Op3NZre3t/P5fGgvVFdXFwoFCoVCJBIrKyt1Op3T6VxeXk6lUrlcTiwWs1isDyGV8Rye9YUQCoUUCoVxBpfLBb4Qbrf7OV+IhoaGX9IEaSaTSaVSarV6ZWUlEol0dnZOTU21t7eTSKSP/Nkuh4y/QvnB4XCo1WqFQlFZWSkWiz/55JPW1lY41IKzL5/PB4vH915dCIfDa2trf/7znxcWFpLJJIPBkMlkv/vd7zAYzNLSEgqFQiAQFAqlr6+PRCL90z/909zcnN1u//d//3edTvfll18ODQ29XfKQz+fT6bRWqwU9aY/Hk0gkisUik8kcHBzkcrmJROJf//VfM5kMlUqdmZnp7e0Fu7q9vb1QKCSXyy9fvqzT6aBfAXIQeDx+aGhoenp6dHSUTqe/ouwRjUZNJtPa2trGxsbW1lYsFgNt3Lq6OiKRSKfTwX86m81iMJiOjo7/+T//J5fLBdfVqqoqIpE4Pj7e1dX1j//4j/fv3zebzRUVFfX19RwOJ5vNOp3O/f19q9X69OlTHA7X0tIil8v7+/thV37ZXcHkmMFgmJ+ff/z4sdVqPTo6At+Gvr6+zs5OFAr11VdfpVIpHA43MTFx8eJFMAPRaDSxWKyzs/M3v/nN7u6uTqeDmSu9Xn/nzh2pVArDXTwe7+3K8CcnJwaD4fbt219//XU8Hkej0Twe74svvhgaGtra2nI6nRUVFTgcrq+vTyaT3b59+9atW0aj8cGDByqV6re//S00qd77lnZ0dGSxWJaXl/V6PQKBGB4e/uKLL4CKs7q6ajQacTjc0NBQd3d3OXkoo4yXwev16nS61dXVcDjc2to6PT09NDRUlvD/oNmaw+FYX19XKBQqlSoajaZSqXw+j0QiSSRSb29v/xmYTCbUXGBcFv62oqKCSqXi8XiRSPTnP//55s2be3t7jx49UqvVf/d3f3f58mWpVPqz/Xa1tbUoFOrSpUvDw8OHh4dPzrC+vr67uwvxXygUgj32L8wXIplMut3utbU1hUJRUVEhk8k+//xzCoVSfrbLycPPCpizn5ubm5+fT6VSIyMjV69epdFo4G81NjaWSCQUZyCRSL/+9a/BDfq9ZCwnJycbGxvr6+srKysmkwmJRPb29g4ODg4NDYE8aOlCMPLIYrE+//zz1tbWxcVFk8lkNpv/8Ic/WK1WYNeBCtNPVhdyuRy4ehkMBqjQOxyOg4ODhoYGsVjc3d3N5XKZTOb6+rpSqUwkEkKh8PLly21tbQQCIZ/PDw0NgZ6g3W7XarW9vb1yudxms4GjvtfrBbaGQqFob2/v6uri8XjNzc1VVVXAH4BpUZiuOTg48Hq9gUAgHo83NTVRqVQwxQsGgx6PJxqNIpFImUwml8vHxsY6OjqAegFfENx8KBTK9evXqVTq0tKSXq93n4FEIslkMjwen8vlHA4HFGPS6bTJZHr8+DGDwWCxWGw2m8Vilbq62WzWZDKBubjFYrHb7W63G4VCcbnc7u5ugUDAYrF2d3dXV1cjkQibzZ6amuro6CCRSMViUS6Xezyep0+fulyuxcXF/v5+mUwGvhBGo9Hj8WxtbUWjUY1GIxAIOjs7BQIBg8F4HX45kBzAvBk0r46Pj4VCoUwmGxsb6+7ubmhoQCAQsCAVFRUoFIpMJl+4cKGxsRFGm6xW64MHD/x+v9VqBYv091J/ghbNzs7On//8Z7vd3tTUNDo6KhaLyWRyRUVFT0/PZ5999ujRI7vd/sc//rGyspJMJr+p20YZZXwMRatsNgszMOFwWCAQXL58mcvllpPt94tcLpdOp/f39x0Oh81mg9q8z+cDehiJRBIKhRwOh8Vitba2gktDc3MzBoN50UmpZMpEJpOnp6fJZDJEWhhV9fv9FovlPUbaVwNuBkRjEQjE5OQkk8kcGxvb3d3d2dlxu90mkymVSoEvBBgQ/Vf3hQAKqNVq/ctf/mIwGOrr6wcHB/v6+hobG8vzseXk4edGLBazWCyrq6sGgwHKt1NTUyQSCdqUg4ODMNFkNpufPHkikUjq6+sbGhre5YpQ4Q6FQuDovLy8vLOzQyQSu7u7P/nkk9HR0Z6eHiiQPPtX0KkcGRlpbm7GYrF1dXXAKg6FQuFwOJfLiUSipqaml6kMwUXj8Xg4HPZ4PFB3USgUUMAAV2a5XD4yMkIikRKJxM2bN3d2dpBIpEQiuXTpEpVKhZaLTCaDkjNwyyYnJ6VS6ejo6MrKytramlar9fv9Op1ua2uLzWbDi83lclEoVCqVAgLJ1taWTqeDgaj6+nosFkulUjkcDjRY9/b2IpFIKBSqra1lsVgzMzMTExPDw8NASnk2HFdXV6PR6L6+PigF1dXV5XK5w8NDNBqNw+GALtzS0rK/v+9yuY6Pj7e3txUKRWNjI4vFEolEkCZhMJhisZhMJjc2NhQKxfr6+snJSU1NDZFI5PP5MplsZGSEyWSCedPm5maxWBQKhdeuXWOz2bAg3d3diUTCYrHs7++vrKzAVx4aGlKr1aurqxqNBsx9DAaDWq0eGBgIBAIikYhEIjU0NGAwmB/N94B0EY/H/X7//Pz87OysRqMpFAqgDzg1NTU2NlZbW/tsegm6frW1tSA3jsfj6+vrT09P7Xb74eFhIBAAY4qWlhY0Gv2Og7CZTCYYDGo0msePHyeTSbFYfOXKlfb2djj0CASCK1eu2O12jUbz5MkToVAICeR78TQso4xfDBKJhMfjUSgUm5ubCARCLBZDpC0rLL37ERPGk05OTo6Pj2OxGMyywtYDoiP19fUYDIZ/BjBqEAgErykbWIq0DAYDIm06nX420lZUVIDQ+c/zU4IvREdHBxBmtFotlUrd3NwEbwqLxaJQKMAXIh6Pk8lkPB6PxWL/K/pC5PN5+Cnv3r0bjUZpNNrMzIxIJKqvry8/9uXk4eeGyWT6y1/+sre3V1dXJ5VKZTJZSSa/qqqqq6srGo0qFAqz2WwymZ4+fVpTUzM0NPQuVyxRjW/evGk2m4+OjhoaGq5du3bp0qWOjg4ymfyKvwXzms8++4zNZvP5/G+//RZoW/v7++fPn//8889fNmKezWYDgQB0OZRKZTAYPDo6SqVS3d3dvb29ExMTHA6HQqFgsViTyfT999/r9fpisSgWi3t7e4VCYenkx+VyU6mUUqlUq9X7+/tzc3MoFGpycvLChQsymczlcq2vry8vL+/u7u7t7bnd7idPnhAIhIaGhng8HgwGwW8umUwSiUQulyuRSMRiMZ/PLxaLW1tb33///f7+fiQSQSKR09PT165d6+rqam5ufnX1pbGx8eLFiwwGo6Oj4y9/+YvD4Zibm3M4HDKZ7NNPP8VgMMfHxzqdTnuGaDS6ubm5t7d37949HA7X2NiYz+ej0Wg4HD46Okomk1wut6enZ2Jior29nUqlYjAYv9//4MEDtVqdTCbBNFAqlZam1+h0el9fn1KpTKVSDodjcXERi8WCCUZ3d/fBwYFarV5cXNTr9dAGWV1dZbFYo6OjAwMDvb29P5rsFYvFeDy+ubn59ddfa7Val8t17ty5oaGhzz77TCwWt7a2vlqGBYfDjY6OUqnUrq6uP//5z9vb26urq4FAYGdn57//9//e3t5OIBDeMd9++vTp+vp6KBTicDhSqXRwcLDE72xsbJRIJH19fSDhurq6SiAQrl+/Xk4eyijjWbhcru+++25ra6tYLIpEoucibRnvWKHz+Xx7e3tarXZ7e9toNB6fIZVKYbFY2HokEkl3dzeJRMLhcGg0GoVCvSnPBIvFjo6OtrS0QKTd2tpaW1t7j5H2TQG+EHK5XCAQXLp0Sa/XLywsaLVat9s9OzurVqtbWlpGRkYGBwcHBgbq6ur+yyUPp6encIZxuVxUKlUsFo+MjLBYrPIDX04efu4H8fDwUKvVLi0txeNxDodz5coVoVBYOnzDGD2Px/v0009v3bql1+sXFxdJJBKfz8dgMG+no+f1eq1W6/r6+urqqlarRaFQnZ2dAwMDo6OjEomEQCC8ovsGJeraM4jF4rq6OhQKpVAo9Hr93t5eNptNJpMDAwOdnZ1kMhmkZsG3wel0AoF4d3fXbDa73W444bW1tQn/AwQCoaamBqR7Hj9+7Pf7KRTKzMwMNFtK91BXV9fa2nrp0qVUKrWwsLCxsUEikcRiMR6Px+FwZDIZqiDV1dUGgwEM/BEIRF1dXfoMoG3H5/OZZ2CxWPX19dlsVqPRKBQK0B4FxdWRkRG5XA4toFcnD8gzdHR0oNHoqqoqoPAGAgGtVovBYKRSKYfDAa/Wvr6+/f19IGcfHh663W4MBgP6p4VCoa6ujsPh9Pf3j46O9vb20mi0urq6SCQC3AmHwwFUB7lcjsPhSjeAQqGam5unpqaOj48dDsfW1haBQOjq6mIwGEwmEzoMzc3NIpHIZDJZrdbDw0O1Wn18fAxzX1wuF9rlJV+IWCzm9XoVCsXq6ury8nI6nQbOxsjIyPDwMPDUX70g1dXVMK0Litc0Gk2hUPh8vsXFxUKhAL0R6Mu/xQN8dHRkt9vn5+eNRiMCgRgcHBwdHSWRSKXnFoFAEInE0dHRo6Mjm81mNpuXlpY6OjqgdVYOO2WUkc/nQ6HQzs7OkydPfD5fU1PTi5G2jDdFOp0+Pj72/AecZ3A4HF6vNxwONzU1QT0ItCVgA2IwGK+Q0Hg1INLi8XgejwcdbCqVurGx4fP5FhYW3j3SvgWgmYDD4TAYDP4MZDK5s7Oz5Auh0+nAF0Kv13O53La2ttbWVtg3//P/vslk8uDgYHl5WaPR5PP5np6eqampD0FDLScPZbwKYHa2s7OjVqu3t7epVGpnZ+elS5eeLfzDYZ1Go/3qV7/a39/f3t5WqVQ0Gm1gYIDD4cBp6XXmGktWBqenpwaD4cmTJ998843f70cgEJ2dnRcvXvztb3/b0NDwRtkIhUIhEAgCgYBGo2WzWaPRqFQqtVptIBAoFApisRiLxRaLRTAOmz/Dzs5OJpMB1WqZTDY+Pj4zM0MikWDHAs1+i8UCQtcEAoHH4126dInL5T53aRKJdOnSJfCJMxgMRCJxZGSEy+WSSKTKysqWlhaJRBKNRhOJRDAYzOfzp6en6XQaGAtkMrm3t/fGjRs8Hq+pqQlm+tfW1r7++muLxXLu3DmRSDQ5Ofl3f/d3cHZ//QUhEok4HI51hlwuB3OfRqPx8uXLn332mUwmg2Ewo9G4vr6ezWbB1CIWi5VIFA0NDe3t7UBygKQCmgkajWZtba1QKHR1dU1PT8PnPIv6+vrJyclgMLi4uOh0OqFHjEKh2Gw2FouFEalQKLS7u/vo0aO1tTV46jQaDRqNPn/+/MTEBFDAUShUoVDY39/f2Nj44x//CKNKPB5vcHDw7//+79/U/ga2kJaWFi6XW1lZqVaroYu9v7+fzWaBEfhGViHwGPv9/q2trZWVlWAwSKPRJiYmBgcHn6vY1dTUDAwMHB0dLSwsuFwupVIpl8sbzvAL1h0vo4zXfI8ymUwp0jY0NPD5/AsXLvD5/PLivOlKAv8qe4ZIJHJwcKBQKJRKJTChT09PYbq1ublZJpOBIhyLxWpqanqPt4HD4bBY7LORFsKsw+HI5XJyufxNI+17ySJKvhDRaNRut4MvxObmpsFg2N3dRSAQIyMjk5OTY2Nj4AtR6oH/J4zPsPWEw2Gj0bi6umq1WmGEe2pq6mO2hCsnD38dgCvwnTt3NjY2EAjE1NTUzMzMj5ryQiW1v78f1Ov1ev3vf//73/3ud3g8/vVfs2w2a7Va5+bmVlZWdDpdMBgEZeLx8XGRSITD4d5CmK+6uhpq4VQq9fHjx2DcNjs763a7R0ZGID6WfBvC4TAKhRKJRNIztLa2UqlUMplcylhyuVwkEnnw4MHCwkI+nx8cHLx69SqQKH70ujKZ7Nq1aw8fPjSbzf/4j//Y19dHJBL39vb29/fBFSEajebz+ebmZhwOVygUgsFgKBRyu90LCwsHBwfDw8MMBiMSiWxubqpUKo/HQ6PR5HL55ORkb28vyNS+6YJUVVXV19cDferJkycQK2FiZ2RkBEosy8vLWq3WZrOBICyVSgX1bp/PFwqF1tfXLRbLDz/8ALKnbW1ty8vLoL8+ODj46aefMpnMF+cKqqqq6urqurq6vvjiix9++OHg4OBPf/oTAoGg0+klhjcWiwWO9fDwsNlshjaLw+Eo+UKIxWIOhxOPxyGbAueE3t7eycnJwcHB1tbWt5hnAG5fZ2fn//2//3dpaWlxcXFjY0Or1YbDYYPBMDo6OjEx8frqw7BPr66u3r59OxwO8/n8y5cv8/l80OR97rooFIrP5/+P//E/vvvuO5PJdOvWLfCt+xDG22WU8V8IuVwuFos9evRofn4+l8sNDAxcvXr1FSpwZbwMUJmy2+2g/wFkaDAIisViJBKptbVVKBTy+XxQtSYSiQQC4QPx0Z+LtEqlUqfTRSKR3d3d0dHR8fHxurq6v0roQ6PRbDb7V7/6VW9v77O+EGq12u12P3369L+EL0ShUNBqtX/84x/dbjeDwZienu7q6sLhcGUdjnLy8HPD5XKpVCqlUnl0dNTW1jYwMCCRSFAo1IvPIrCjuru7Y7GY1Wr1er2Li4tisbixsRHMEF59odPT00Qisbe3p1AoHj16ZLFYkslkV1fX0NDQ5OSkWCx+a4mxyspKJBLZ2tra2NhYXV0NpvQ2m219ff34+BhyG71eD74NPB6Pw+GIRKKenh6wcntuPsrv92s0GqVS6fP56HQ6aJv+aDZVUVFRU1MDvRqlUmmz2ZaXl8PhMAaDMZvNkUgkk8mQSCQej0cmkxkMBhioeTye/f19r9cbi8VWV1cTiURjY2M0GnU4HH6/n8vl9vf3nz9/HhKbt6t/gPQElUoFfaf6+noEAmE0GoGuQKFQ6urq9Ho9kKqZTCaNRoO5qUKh4HK5vF4viH+7XC4QX+JwOFtbWy6XC6gmQqEQh8P96IIgEAg2m33hwgWbzQbUati04PNhtop8BkhLKBQKk8nc3t4GOwiz2XxwcNDa2np8fAyDVcAlmJqa6u/v5/F4b1e1gl8KrotAIMB1W6/X7+7uZrPZ4+NjsBBhMBivI+QXj8edTqdSqdzZ2YE3Ynp6mkqlvjhoBw19KpV6/vx5m83m8XgMBoNKpRKJRFwu92eeAy6jjP9UCAQCOp1OqVR6vV5gTPX39/9oYCnjxfrFuXPnUqkUeAQFg0GQkgOPoEAgkEgkiERiS0sL+Nu0tbUJBAIOh8NkMj8oP7gUaWGAEyLt9vb/x96ZfyV6Zvu+RFFQxIFJBUQRBERAQEEtx7K05kpS6aRPp7tv+px1V991f7j/0OlzTvfpdM7ppFKVTlVqssp5QkEGB0aZZxkElRnkruVeh+WqSlmmklQqCd8fkxJeXl728+xn7/39bBYibSaT6ejoOGOk/X71jVwIKpXqdDp3d3fhsM/tdgMXgkqlEonEt40LEY/HYXpwdXU1n8+DL1lbW1sRwV5MHn4EqVSqe/fuOZ1OEok0PDwsFAqpVOopwYXBYOTzeZlMBqTnhYWF+vp6IpH4ykBweHhosVj+8pe/zMzMOJ1ODAbD5XL/9//+3729va2trd89jpSUlFRWVg4NDcEswV//+teZmZmVlRX4XwVuw+XLlyUSCYFAQKFQ3xgXdDrdl19+aTKZ0Gi0VCoVi8UMBuNlN+To6AiJRFZXVwNiwu/3BwKBkpKSXC6Hx+MhGevt7ZVIJAXuZjAYtFgsDx8+nJ+fl8vly8vLsBggkciGhoZ/+qd/Gh8f53K53wsaCYFA9PT0NDc3s9nsTz/99KuvvgKfjZKSkqOjIxKJ1NPTc+nSpaGhISKRiEKh8vl8JBKxWq1ra2srKytKpdLn87nd7rW1tVwuh0Qia2trIRWBa/7GqEokErFYrFwud7lcKpVqdXWVQCB8+OGHz/UxYzAYYIdfuHDB4/E8fPhwenp6dXVVqVSqVKp8Pg8utDdu3Lh+/TpMtnwvQZzL5VKpVC6X++WXX/7tb3+D0RelUvnxxx/fvHnzLE+yx+O5f/++SqUCOmFPT49EIjnlr2pra/l8vkQisVqtcrlcqVT+4x//+O1vf1tMHor6JUun0925c8dgMKBQKHB2PiXSFvXi0gOF0+XlZYVCoVarDw4O0ul0Lperqalpbm4GSoNUKgUuJ7gnvbHbW1JScjLSfvLJJ4VI+/vf//7dd989S6T9gXSSCxEIBJ4eC2rger3+4cOHXC4XuBB8Ph+FQr09ycPe3t709PTa2tru7i6bzRaLxcPDw0Vv1mLy8Ka1v7/vcrnkcrlGoykpKeHz+e+99x5Y75/yV6WlpUQi8ebNm+l0+ssvvwQgGngBvWzKLRaL7ezsyGSyubk5tVqdSCSYTObQ0NDg4KBYLG5sbPxeSoTAi9Dr9XK5fG5ubmdnJ5vNHh0dwSENgG+6uroYDEZDQ8M3llYSiYTH4wFGXjKZFIlEv/71r8Gp+rl/FolEzGaz5ViOY+3s7CSTSSASEInE8+fPd3V1dXR0gFV2Q0NDeXk55AMwTMLlcu12u0qlAho07MUhNCSTyb29vQIX4rusLtls1mAwwCg8nP3kcjm4IZAJgKsdmUwGh418Pl9aWopEIqG5yG63q9Vq+bHgNQ8ODubn571eL4VCaWlpodPpbW1tTU1NJyszUAgaHBw8ODgASt3s7CyXywVT8JOrS+mx6urqysrKOByO3W7f2NgAQja8TiKRWF5ehpQGlqLvcg4Ef1hWVlZdXc1kMm/evNnY2AhEW5vN9sUXXzidztHR0Y6ODiqV+rJbCja7T548cbvdjY2NN27cAKuo01M4BALR3d0Nvzi/3z83N8fj8erq6hobG4u7paJ+aSpE2pWVlWQyKRAIPvjggxcjbVHPKZVKRaNRu90Oq4/D4XC5XNBomkgkyGQyxGQYgC4sPWg0+g034Zweae/cueNyuUZHRyGkv/nb+I1ciJGRkQIXQq/Xx2Kxzc1NFovV2dn5lnAhgCf79OlTk8lUU1Nz6dKlwcHB8vLy4gpSTB7enIAwEggEwIDf5/Ox2ezu7u6+vr5XZrElJSVYLPb8+fNOp3Ntbc3tdsvlcoVCIZFIqqqqTrbZwLvs7e2B8f/k5OTc3BwGg2ltbZVIJDdu3Ojv74fj/+94AFPgNng8ngK3IZ/Pk0ikmpqadDp9eHiYTCahyzYWix0cHJSVlSGRyJPb0KOjo0gkojiWxWJhMBgikWh4eBiDwUCPeyKRODxWIBBwuVzAcNjc3Dw8PAQ3KgqFAqdBQD4eHR09f/78yTYbGGtLJBL7+/vpdBoO1+vr66uqqiorK+Px+MHBwfr6OjSqSqVS4Mxjsdiqqqqzt+tAznBwcBAOhwOBAEAbgNuAw+Fqa2uPjo4ODw/BhDuXy0HtGyLjybYiLpcbDofLysqcTifUEyA53N3ddTgcpaWlNBqNx+MJhUIWi9XU1FRTU4PBYKqqqiCcdXZ2RqPR5eXl7e1tqD/U1dXhcLgXb0gymYxGo6lU6ujoCJ6uqqoqgDNEo1GtVhuJRKLRaDAYBD/BU7gQZxQSiYTySHt7O5xCra+vA6MavuV8Po/D4dBo9HNXCxA9mMiH1AuA2Wd50/b29nQ6DQ/n5ubm6uoqkUgEAmMx+hf1y1Eh0srl8pORFoq3Rb24UieTSVi2YBJ6a2tLo9FsbGyEQqFcLlddXV1TU9PS0sLhcATHotPpbwlm+MVIq1QqNzc3IdLG43GItDB98eYP+AtcCOgWLnAhzGYzcCFWV1f7+vq8Xu/BwQEej/+xuBBw3mez2WCvlUqlWCzW4OAgn88vum4Uk4c3rWQyaTKZ/vu//1ur1dbX17/zzjvnz58/Y4UOTJSFQuF777137949i8Xy17/+FY1GQz/lc9v6xcXFx48fLy0tud3u0tLSgYGB8fHxsbEx6JP57j9CgEWA5/Hq6ipwGxKJBI/H6+7uHhoa8vv9a2tri4uLW1tbbrd7dHR0fHx8YmICNrInX8flct25c0ehUFRWVk5MTFy4cAGDwZSVlcEO22g0ajQapVJpNBrtdnssFovH46lUqqmpicViCYXC2traWCx27949s9k8MzNDp9OlUmlhULiAPFMqlY8ePZqfn7dYLNlsViQS9ff3czgcnU4HF6nT6RwOx8zMDIvFGh4elkqlnZ2dz6U6pyiXy0WjUZlMtnis3d3dvb29WCxWWKTT6bRSqYQL+POf/6zX68fGxi5fvgxjzSdfJxKJgCdSaWnp2NiYUCgsLS3VarUbGxsWi8VoNDocjtnZWTwe39LSIhAIurq6BAIBkUisqKhAo9EMBuODDz44d+7cysrK/fv3q6qqurq6nuM55HI5nU73+PHj2dlZrVYbjUa7u7sHBgYEAoHH4wFg9otciO7u7pdBAM+u8vLy+vr6W7dutbe3P3nyZHp6WqfTff7550ajcWdn59q1aywW6+QNASvbycnJZ8+epVIpsVh8/fp1KpV6RoO8iooKKpV669atbDZ77969yclJMBouzroV9YtSJpNxu90QaVEo1MWLF8Er5ntp1Pz5JQ/AhNZoNCqVSqvV2my2/f39eDyeTCZxOByDwQBKA5iMYzCYysrKt60D/mSknZycnJ6e3t7evn37tulYL0baH2GvWVb2Mi7EkydP5HI5mUweGBg4f/58b2/vm+dCwPHl/Pz8vXv3wuGwWCx+9913mUxm0dG4mDy8aeVyuY2NjaWlJb1ej0ajeTxeb28vnU4/408CMm86nX7x4sWdnR25XA7mrS0tLUwms6qqCs62bTYbcMGguNHS0gIMZpFI1Nra+l2CBezCw+Gw3W43mUxGo3F7e9tgMDidTgKBUOA2cDgcNpsdjUYpFAoej5fL5RsbG0Ax29vb6+np4XK5BSCOXq8HxHU+n+fxeBKJpKmpCaaHYZYXrLKtVmskEslms01NTWQymUKhAMegtbW1srIylUo5HI5QKORwOFQqVWdnJ5vNhtb2WCwGlfrFxcWVlRWPx0MgECYmJoBrQSaTaTRac3OzVquFzavf7987ltFo5HA4TCazpaUF+na+8Z4AiRkq2nBDAAeOx+PZbDaDweAcq6OjI5vN0mg0PB4vk8lgBAKKD1KpVCgUotFoqD7ZbDaoG6TTaRaL1d/fPzAwUFJSwmazRSKRzWZzHcvtdjudTr/f7/F4dDqdTCZrbm4mH6uqqkoqle7s7IDF+Pr6+uLiYmdnJ5yKJRKJYDC4vr6+vLy8sLDgcDgqKyvhXXp6emg02t7eHplMBi6EyWQKBAJyuXx/fx+4EAwGA0YmXrvjE4FAIJFIEolUWloKiwf4dOl0ung8HovFoA8bi8WCv5PH41Gr1UqlMhgMNjc39/T0AOnijDkM+I6LxWKr1bq9vR2JRFQq1ezsrFgsLsJ9ivrlyGAwnIy0vb29HA4HiUQWU+jCGTPERo/HAzHW4XDA0hMIBDKZDIFA6OjoIJPJzc3NNBqttbW1ubm5qanpra1hnoy00C7b0NCgVqu1Wi1E2r6+PpFIVFNT82ORAU9yIerr609yIUwm04tciLa2tjfJhQgGg0ajUaFQOBwOHA4nFAqHh4dJJFIx3y4mD286c4jFYgsLCzMzM9AeMzQ01NHRcTrR+UU1NjZisViFQgFzsWtra9CGgUQi0+m03W6fnZ39j//4D5fLlclkyGTy+Pj4Rx99RKPRwOT+tWMrtCEBt2F2dha4DZlMBowUenp6nuM2nDt3jsViQWt+JBLx+XywzQWvoaamJui2ksvlk5OTHo+nubkZpsZTqZRSqYQRXq1Wm0gkIAjicDjwBpFIJN3d3UQi8aTnnVqtBisepVIJdg3gYuR2u2Uy2b//+78bjcb9/f2GhobBwcF//ud/ZjAYcOcpFIpIJAoEAuvr648fP5bL5WazGTDYeDx+bGxsZGQEiURiMBgYrijcEIDiwTz6/Pz89PS0XC5PpVKlpaVVVVV8Pn9oaOjSpUtUKrXAdAP7IxqNlkgk4K92dnZcLld1dTWFQqmtrQV/qgcPHlit1traWtjQd3V1AYAC2qIMBgP4dG1vb0MxXa1W5/N5KpXa2dkplUph6qO9vZ3JZAJF5B//+AcGg6mvrz86Otrd3dVoNH/5y1+USuXu7i6RSOzp6fnDH/7A5/MpFMq5c+doNBqfzw+FQgUuhFarXV9fV6lUVVVVcEOGhoZwONzJG/KtBMUcAoEwMjICqS8AN9bW1iBXhPoJgUBAIBBGo/H+/ft6vb60tFQsFvf09HA4nG/1dvBqYrHYYDDMzs4ajca7d+9Cw9vJClVRRf1cl55cLieXy588eeL1etva2oaGhgQCAZlMLuYM0G6ayWRSqVQgEABbNrlcDgcN4GIE7UkikUgikfT09AD4/yfxAQuRdnh4mEajMZnMfD6v0Wgg0losFhQKxWAwiETij5tGIhAIDAZT4EKYzebJycnFxUXgQmxtbd27dw8MZ0dGRpqamsA+5IfjQkDNweFw3L9/f2NjI5lMAqbjRchSUcXk4QdXIBDQ6XSrq6sWiwWLxfb19V2+fPn1kLfAhYjH42azWafToVAoHo8XDAZdLtfDhw/X1tZsNht0z9+4cUMoFLa0tHwXb2koOBiNRpPJJJfL9Xq9y+UKh8MVFRUCgaC7uxvsTZuamk5yG6Ao2dLScvXq1ZaWlq+//lomk/l8vn/84x87Ozs3btxgMBilpaXg+gwOP8lk8l//9V/39vb8fn84HD48PISedTabzeVy29raqFQqnE/U1dU9d/J9/vz5RCJhs9nsdvvk5CSXy81kMnt7ew8fPlxcXDSZTHAef+PGDalUymKxIHUBwfRwd3c3+Ddvb2/LZDKDweDz+Z4+fQqRC+gNgIKG9djhcESjUdjEA1kin893dnYKhUIgoJHJZBKJ9Fx3DZlMHh0dbWxshJahUCg0OTlps9nA2giNRq+trclksnQ6zePxfvvb37a0tJyMsDDXQSAQ+vr6/H6/3W7XHctgMITDYZlMZjQaHz16BLPpNTU1VVVVu7u7z549g2pPLBabmZmZmpoymUwlJSWdnZ03b94cGBjgcDgnc0sYgeByuQQCYXBw0GAwrK6ubm1tWa3W+fl5eAuRSESn0/f29l4vfyiIQCD09vbW1tZOT08/fvzY7/cvLCz4fL5Lly719fXV1NSsr69PTU1Fo9Gurq7f/va33zZzKKijo+ODDz7weDwqlWpxcZHL5dLp9LO3PxVV1E9U0WgUyI+bm5tlZWUikej9999vamoq3plcLhcKhaAmqdVqLRaLz+cLh8PRaDSdToN/ILTmNzc3Q/N9XV3dTzRiEIlEqNlCpN3d3V1cXPT7/ZcuXRodHQVM9dtwnVVVVW1tbe+//75EIgEuhEajAUcWu90+NTUFuw6hUPh9mb5844MBp2wPHjzY3d2lUqm/+tWvxGJx8SdTTB7eqI6OjnK5nNlsfvLkiU6nO3funFQq7e7uZjKZr/Hog4c9i8Xy+/2rq6vQCv/kyRM0Gu10OhcXF8PhMJzQDwwMXLhwoaGh4bV7McE0KR6P63Q6u90ejUY3Njai0Wh1dTVUFfh8/su4DQVqMhqNbmpqKikpqa6uVigUbrd7amoqn89DDxWcf6NQqEgkYjKZrFZrLBYrLy/H4/Gtra2NjY1tbW0sFgtQ1ng8/mXHDK2trT3HWl1dNRgMYDERCoXm5+ftdjuJROrq6urr67t48WJra+tzQyYIBAJ9rMbGRhqNRqfTGxsbNRqNTqdzuVxWq1Wr1fr9fjiYDwQC6XTabDbv7+9nMhm1Wu33+4HbAGf2IpFILBaD0/aL3111dTUKhYLSZ2VlJWR6s7OzJSUlVqu1qqpqbW0tFAp1dnZKJBJAf5y8TmhjhY6seDy+u7vb3t7OYrGAxOfz+YLBoF6v39zcpFAoNTU1qVRqf38/Go3Ozc35fL5YLLaysrK9vQ0leKlUOj4+zuFwnmsnPTnA3dzczGQyT3IhPB4P1JTBCsPtdheGsF9vqUChUPX19SgUqqKiYnV11Wg0rqysHB0d+f3+urq61dVVp9PJZrOh4oTD4V47SxEKhVKpNBgMwtlbU1PT5cuXi9i4on6uggNUt9s9OTmp0Wji8bhQKJRIJB0dHb9Mi3q4IfF4PHSs3d1dp9NpNpuh1zQYDCKRyPr6ejab3dDQ0NrayjpWS0sLgUD4qTerVFZWksnk5yKtTCaDobL+/n4Wi0UmkxEIxI9bjC1wIahUKofDIZFI0CfmcDjgvAyayux2O3AhSCTS98uFgIkXlUomUmerAACAAElEQVQFzFYajQZlB9gAFFVMHt5owEokEhsbG59++mk4HO7s7Pzoo4+EQuFrd43DwTCHw7l161Y6nV5aWvqP//gPaIsCgsmtW7cuX74sEom+S1cG1HPz+TyAn2EOu6SkhEajAbeht7cXj8fD+PUp7wKB4ObNm3w+/8svv3z06NHS0tKdO3fKjpVMJuHKYeSgpKSksbGRx+P19fX19PQAxLFgSXR6ZKTT6e+8804ikbh///7nn38OAw/5fJ5CoVy5cuXq1asDAwOvLM7W1NRwuVw2mw3AtQcPHgAXYmFhoaysrKKiInWsubk5wISDuxRwG0ZGRqCZ6vSrLSsrw2KxFy9e5PP59+7de/DgweNjTU1NodHoRCJRXV19+fLlwcHB0wez0Gh0c3MzhUIZGBhIp9M2m02tVi8vL0OpV6vVQlEe9vT3799/8OABmMbW19cPDg5ev379ypUrrxyABi4EjUYbGxtzu90FLoRCoVAqlRUVFWDwCq0Rr5c/QEWlr6+Pz+c/ePDg66+/vn///sLCwsrKSlVVVSqVKisrGxoaunDhAiCQXu95RiKRdXV1ExMTsVhMq9UCikQoFNbX1xeTh6J+rktPOp02GAyffPKJy+UiEonvvfdeb2/vL7nalkqlvF6vXC5fWVmRy+U2my0ajUL5tL6+nsPhAKWBz+cD2hL68n8ezY0vRtqvv/56YWEBatfvvvvuO++886Nbo55c4FAo1NWrVwcHB4PB4JMnT54+fQqHXzqd7uHDh52dnePj4xcuXODxeN8jF+Lo6Ojg4ODRo0czMzOZTKa7uxt8TX4gNHgxeSjqpYpGozMzM0tLS5FIhE6n9/b2gvfldzTOx2KxLBYL+sIPDg5KSkrQaPT4+PjQ0BC0zbzeNiubzSYSCZ1Ot7CwMDU15XQ6wbSusbGRwWDw+XwOh8NgMFpaWsDe55WBBmw3AWJAp9MZDIbD4djd3YVhBsC0QVNpe3s7DOMCpJlEItXX15+xFxNYdXQ6nUQiIZHIWCwG/3FsbGx4eLivr4/BYMBh2+m3vYBBwOFwkC3weDydTre0tKTT6aLRaCaTgZMJmNwAaAaLxYJ6RWEQ/JVfH0xxjIyM1NbW0un0mZkZo9GYyWQQCER1dXVzczORSHzlpZaUlCAQiNLS0vLy8ubmZjQa3draOjo6CgUTmOHe3d0teOYeHR3h8fi2tjYGg9HY2AhL4xlvSG1tLRKJvHr1KpvNHh8f39zcBBMSyKBUKhUKhUIikZ2dneAfdfYO2oI9OQaDkUqlGAyGRqNNT09rNJr9/X0w5KVSqcBT/y6/GiQSyWQyoUJlt9t3dnYeP36czWa7u7uLYaqon+VGeXFxcW5uzuv1kkgkaNomk8m/qDmffD6fSqU8Hg/85G02GxhyeL3eUCgErBvwgYBeU6A0FM7Ffk634sVI29LSMj8/bzAYFApFIpGwWq0jIyNsNru6uvpH/+yFBa66uhqJRF64cAFWN+BC2O12vV5/eHi4sbHBYrF4PN73xYUwm83g6w3erFKpVCQSfV+w1GLyUNRZBWDzqakpjUYDY6/nz5+n0WjfJYuFzDgYDIbD4XQ6DUfgZWVlaDQaagKv4aoEhYVoNFrgNgCMIpFIIJFIAL2NjIwMDAwwmcyampqz/JDg3AtACvv7+7u7u+FwOJ/Pw9k8vCmMHEAr/8TEhFQqhRT/2/5QDw8PQ6FQMBhMJpMIBAKKJOXl5WKx+OrVq0wm89saSkDBBPblZWVlOzs7FosFaHRw0A6nOK2trTwej8Fg1NfXf6vLhmSvo6OjpqYGj8fv7OwYjcZsNgsp397eXiAQqK2tPYsDIATZ2mMxmUwYbYfO/uixDg8PC5MJ5eXlKBQKLCwqKiqq/0cVFRWnPzOFajKHw9nb25PJZPPz83Nzc2CEBXDAkpKSUCjE4/EIBAJwIc5+aAf9eAwGo66ujkgkOp3Ozc3NdDoNiFZ44HE4XMGF6TVUWlpKIpE6OzvHxsYePnxosVimpqbq6+tZLBZkPsV4VdTPRslkMhAILCwsrK6uJhIJFos1NDTEZDJfb9DuJ6d0Op1MJg+OBbY5AGrY2dnZ29tDoVAYDIZMJlOpVDabLRAIeDweDAf+7OuQhUgLZt/A1bFYLDKZzGw2ZzKZdDrd3t6OxWLfkgrVSS6EVCoFLoRCobBareBzuLa2BlyIaDRKIBDq6+tfjwuRy+XS6bRWq33y5Al0EQ8MDIBNZTGeFJOHNy232w3eQXD2Mzo6Ojg4+B37TbPZrFarnZ6e/vLLL202WyaTKSkpAf8fsL98jRQZuA3Ly8sFbkMkEgE7HQKBcPny5YmJieHhYdhlnv2nGAgEjEajUqlUq9VGozEUCkWj0VgsBjkPXDaYCCEQCAKB8Nq2cRaLZWFh4YsvvtDr9alUCl45lUrBQctrvGCB2wBOSh6PJxwOZ7PZwj84ODiwWCyfffbZ9vb2hQsXent7vxUXoiAEAgFQC0hIstms2+3+05/+tLOz88EHHwAt+9v9gI/bogCsk0qloOYAV5XP5wOBwMHBgV6vr6+vh1EQoVAoEomamprO6MdVXl4ONRM6nY7H4ycnJ+fn57PZrNPp/Mc//rG0tESn0wtciNeYKIC1DZ5nAOpFIpFPP/3UYrF88MEHYADwXX4+zc3Nv/71r91ut9lsXl9fp9FoIpGora3tF7KpKuoXomAwuLGxsbKyYjabsVjswMDApUuXCs5vP3tFIhGLxaJUKlUq1fb2djAYBFADAoEgkUh8Ph9ADTQaDc590Gh0RUXFL8q4FoPBMJnMjz76qLOz8+9//7tKpTKbzX/+85+3t7d/9atfvYWb5gIXgsPhXL16VaPRzMzMABfi8ePHa2trZDJ5cHDw/PnzQML9tt8mtLQpFApgCgmFwo8//viMNNKiisnD96ZcLpfJZFQq1ePHj51OZ2Nj49jYGI/Hw+PxrxehYJ9tt9s3NzfBS9RgMIAlf2lpqfNY6+vrBZOfV+5iC9wGm81mMpkMBgPgDpxOJ5FIpNPpZWVldru9vLy8qamJSqWeBZ8Jx95gle12ux0Oh91uh0rx/v4+BoMpbCUpFEp3d/f+/j6go7Va7YMHDyKRiEAgYLFYZ2lQgZ5+j8ej1WqXlpbATqSmpmZwcBCFQvn9/o2Njc3NzZWVlUL36lkSM+A2QClAq9XCLB1MGJeXl3s8nkAg0N7eDuZF4XBYoVAcHBwUuBCtra3AhXjl28H0nt1uf/LkicfjweFwIpEol8vt7e3Z7faFhYVkMnn+/HmxWMxms88SCuGGhEIhID+srKz4/f76+vquri4MBhOJRNRqNfCkS0tLw+Gwx+MJhULADGlubqZSqRQKpampqaGh4ZRZCJjbLi8vz2azVCq1rq4OgUAwGIyamppkMhkOh9fX1/f3981ms1KpZDKZMDJxliwCrt/r9T579sxqtWIwGIFAUFFRcXh4aLVaV1dX4fmHic/q6urXOyOsrKyk0Wh9fX0ej2dpaUmj0Xz99dfvv/8+vGCxNl3UT10wrqbVagGdicViAWsDv+uf66fOZrPxeNzr9QIgyOl0Fpae3d3d6upqiG8FRhAAfOrq6n6Zs+OwFy8rK6NSqSgUCsy+V1ZWwJgLDoMg0sIp/ttwwSe5EHV1dbW1tQQCgcfjARfC4/GAK4DdbtdoNO3t7d+KC3F0dBQMBicnJ+Vy+cHBATisQAdXMaQUk4c3qlQqFQqFZDIZZLFcLvfDDz+k0+mvF76hoAbeoLdv31YoFMFgEDoX+/v7kUjk9PS0zWZbWFjAYDC9vb2lpaUvi4kw1QrO1nAIPTMzMzs7u7m5CdyG2tpasVgMLuBTU1ORSASFQr1sggJeDayyM5nM/v6+y+VSKBRra2vr6+sejyeRSJSXl1dUVNTV1bW0tIRCIaiQsNnsf/mXf4EfPPhQmUwmp9O5v79f6E6BhpxTFsj9/f2NjY3PPvtMJpPZ7XYALAA5VaFQgL9beXl5T09P5bFO/wiQ+Vit1rm5uZmZmbW1tXQ6jUAgKisroTepoqJicXHx8PCwp6eHRCLB12GxWCCXIxAIMGJRXl5eVVUF3LdTPkIulzs4ONjc3Pzss8+i0SiDwfjwww/z+fzOzs6DBw8KMOlQKFRdXd3Q0ACeSKfcEOhn0+v1d+/eBXR0ZWVlT0/P5cuXiUQiwP+TySRMWcRiMVhcYdaioaGhra1NKpUCWQJq1tCyBSvHi++LQCDgwSgtLeXxeEwmM5FIKJVKnU4HtSYMBnPhwoWRkREEAlFfX19VVXX6lAVYexmNxtu3b0MGe/36dRwO5/f779+/v7W1dffuXbvd7vP5UCgUnU6HXPTbbvdhyZRKpbFYzGQymc3mu3fvdnZ2AmqjGLiK+hlsoyORiFKpvH//fiwWk0qlH374IYfD+ZntkgtxG1afw8PD3d1dhUIhl8tXV1fdbnc0GoVjDrDBEIlEUqm0s7OzqampCHgpqKKigkwm37p1i06nEwgEiLRffvllIdK2tbVhMJi3amocuBDghTUyMrKzswNcCFh9tre379+/PzQ0NDo6Ojw8fEYuRDKZtNvt9+7d29zcxGAwQ0NDAwMD0LpcfEiKycMbldvt/vrrr1UqVT6f7+rqArzAa4PN9/f3TSbTvXv3ZDKZTqfL5XLd3d3Xr18Xi8VtbW0lJSWxWEyj0QSDwc3NzcePHw8MDLBYrJfF3HQ6bTKZlEol7LCdTmeB2yAWi7u7u2k02v7+vlwuf2XPD7ya1WoFvrLJZHI4HMFgcG9vb39/v7q6uqOjg8vlgh+oRqPZ29sDdnJvb69QKOw8Vnt7+7NnzxYXF1UqVSQS0ev1V69e7enpqa6uftkFHB4eulyu+/fvw+FxKpXq6Oi4evVqb28vl8uFDaJcLne73QaD4fHjx2NjY6cQXjKZjN1uV6vVcrl8a2urwG3gcrng7wmtMhqNBga4KysrBQIBjA6f5EJMTk4WuBBisZjP52MwmFM+wszMzOLiYiAQaGlpAf4dBoMRCoWtra1TU1OTk5N6vR76oy5fvjw0NITFYl+WxSUSiXA4fP/+/dnZWY1GE41GaTTa1atXz58/LxKJKioq8Hi8QqHY3t5OJBK1tbXDw8NtbW06nU6r1W5vb+/v729vb3s8nvn5eTweX8BrtLa2kkikVw5Vo1Co9vZ2Ho83MTFhMBhkMtn29vZzXIju7u6uri4Ygn/ZtyCTyWZnZ51OZ01NjUgk6uvro1Kp8XicSqXOzs4+fPjQ4XA8ePDA5XJdvHhxYmLitW3XKRSKWCzu7e2FlkKwupqYmChOPhT1Uxf448lkslgsBm3iAoHgtT2O32YdHR05HI6dnZ3t7W2j0WixWEKhUDgc3tvbq6ys7Ozs7DhWe3s7iUQCUAMWiy1uB79Rra2t77zzDoVCmZube/jwodPp/PrrryHSXrp0CVzX38LLrqqqYjAYWCxWKpXC5IZGowGUqt1uf/bsmUAggBOx07kQGo1menraZDIhkciOjo7+/n4Oh1PkrxeThzcd0WAH/PTpU7vdXltbOzQ09NoW9bFYDLpXZTLZo0eP/H4/EokUi8UDAwNXr14FO38wnRwbG3v8+LHdbn/06BEOh2tqajo5/gW4iUAg4PV6nU7n1taWUqnc3NyMRCLAbaDT6QKBADpBq6urd3Z2NBrNy348iUTi4OAgcKzd3d2dnR2TyQT8uMPDw7q6OphMpdFobW1tYJsdCoUWFhYODw8rKyulUmlfX19DQ0NZWRmRSATz6fLy8u3tbbPZ7PP54FSez+eTSCQsFnvyraGkAyjQR48eWa3WbDbL5/N7e3uvXLlSQEd3dnZevnz5wYMHTqdzamoKj8fT6fSqqqpC+ICuoXA47PP5nE6nTqdTqVQajcbn830jtyEYDJpMJrifSCSSSCQKBIIXuRAWiwW4EOBFDQ4eYOF68mbGYjGXyzU3N6fRaPL5vEAgGBwcbG5uxmKxjY2NNTU1aDS6rKxsa2vL7XZDuSYejwsEAgqF8lx3fiaTCYfDJpNJrVY/fPhwe3s7lUoxmczu7u4rV65wuVwoImUymYmJCXCwDgaDFRUVMJ4OeYLD4XC73cFg0G63b21tmc1mw7EYDEZzczOBQMDj8TgcDo1Gf2P8LSsrq6ur43K5LBaLwWAAF2Jra8vlchW4EG632263A+yPSCQ+N06dSCSCweDy8vLa2lo8HpdIJKOjo/BSuVwOg8FAW5FarXY6nfPz88lkMp1Od3V1tba24nC4bxvlsVhsa2vrhQsX9vf3p6am1tbWcDgcn8/H4XBFS76ifrra39+3WCwAuoHfeH9/P3jQ/Tw+YCqVisVigUAgGAwGAgGz2QxLDxRpa2tr6+vrIWq1tray2ez29vbW1lYIp8XH42WnP+fOnQOLCwwGA/mVWq12OBzQPftdIu0PrZNcCDabDVyI5uZml8sFXAj3sex2e3t7O3Rf19TUnCxZp9PpWCymUCjm5+cBsnTx4kUOh/OzzLeLycPbnjxYLBaFQiGTyUpKSrq6uq5cuSIUCl/7GGllZeXzzz+fmpqKx+PNzc1isfgPf/hDb2/vyUMULpeLRqN3dnZmZ2cfPXrU0dHB4/HA3RL+QS6XS6VSarV6amrq2bNnTqfz8PCwpKSkubkZPJr6+vrOwm0A7e3tmUwmmDRQKpXRaBSmqysrKxsbGyE36OnpaW5urqmpQSAQxmMtLy+HQiEajTY+Pn7+/Hm4tsrKyvb2diKRKBaL//SnP83Ozloslr/97W8ajeaf//mf+/v7n0seDg4O1Gr17du3v/rqq1gshsfjeTzeH/7wh7Gxsbq6usIK0dbW9vHHH9vtdoPBMDc319ra2t3d3dLSUlhEwWBKr9dPT09PTk6aTKZoNHqS2zA8PEwikU7nNpzChZDL5XV1dYODg+Pj48PDw2Qy+WTRIBgMbm9vLyws7OzsYLHY0dHR8fFx4F6Xl5e3tLTg8fje3t5/+7d/e/TokclkunPnzvr6+h/+8IcLFy48lzykUimdTvfVV199+umnBwcHVVVVLBbrN7/5zTvvvFNfX1/oVSCTyR988IHL5VKpVOvr642NjSMjIxwOp7+//+joyOl0GgyGlZUV+EKtVqvJZHr69GltbS2FQoEvVCqVvhLqicFg2traWlpaxsbGAHk+MzMjk8kUCoVara6pqenp6ZmYmBgZGSmY54Ki0ajJZFpcXNzY2EAikefPn79x4wbg8BAIBOCNxGLx3/72ty+//FKn0z169EihUPz+97+/cuVKbW3tayxpOBzu+vXrfr8ffHhra2sHBgZ4PF4xeSjqpytgqC8tLYVCISqVOj4+PjAw8HPaNx8cHNhstqWlJZlMtrq6GolEYrFYLperqKjA4XA9PT29vb19fX0tLS04HA5mz4rnx2dUIdIKhcL//u//vnv3LkRauVz+v/7X/7py5UpNTc1rk3Z+aAGOlkQiDQ4OBgKBJ0+ePHv2bHl5eWtrCyYqOzs7JyYmRkdHn+NCxGIxp9O5vLy8srJSWloqFov/6Z/+iUgkFp+HYvLwRpXJZA4ODmaOFY/HBwcHb9y4ATNJ3+p1crlcIpFYXV1dWVlZXFw0GAwVFRUSiaS/v39gYIDD4Tw331lVVUWhUEZGRmKxmEwmW15erqur+/DDD4lEYjKZ1Ov129vbm5ubOzs7VqvV7XbX1NR0dXUBt4HJZL6S25DJZCKRCNADzGazw+FwuVxer9fv9x8cHJBIJCqV2tbW1tra2tzc3NTUBKAG6ErPZDIrKyuPHj0Kh8Pgk8BkMgtbNJjfra6uptPpH330EZ1On5ubgzHlv/71ryaTCezS8Hh8Pp+HlGxxcXFra+vo6EgikUil0qGhIS6XW1tbexIvAIzkgYGBYDA4Pz+vVCpv3779m9/8hsFgHB0dwXT45uYmFLtdLhcKhWIymXw+HyzhWlpampqaXslteJELIRAITCaTRqMxGo1ut3t1ddXn862srHA4HD6fD2nSuXPnFArF3bt3PR4PpFJcLhf6SguvCWnYe++9R6VS5+bmNjc3nU7nF198YbfbAS5BpVLz+fz29vba2trCwoJarT48PORyud3d3cPDw3w+v76+/uSYOFDSpFKp2+2enp7e3t7+r//6r9/97nc4HA6JRAKkgkQiSaVSj8dT+KIDgYDdbk8kEnq9/vHjxzQaraWlBUAfFRUVBQfYF29ITU0NEom8du0aNHdtbGzodDqn06nRaGDKnM1m8/l8NpsNWNOtra3PPvvMYrEQicTh4WGhUFhIBWFuBIVC4XC4y5cvk0ikubk58AZ5+PCh1+s1mUw9PT3t7e3fagQCnjqRSHTr1q0nT55YLJZPP/30d7/7HR6PPyNdpKii3h6BRcfy8vKDBw/C4TCbzb569SqDwfipI+FgGs1qtVosFrPZbLfbnU6n1+v1+XyBQACPx3d0dMDSQ6PRYOlpbGwEln/xqfhWKkRaPB5/6dIlIpE4NzenVCq/Y6R9kxf/Ihdi61gOh8NgMEB3N3AhOjo66HQ6AoEwm83gmojFYs+fPy+VSsFhpfg8FJOHN6pIJGIymZaXl3U6HZyzAhn37H2WcCIeCARsNtvDhw8XFha0Wm1dXZ1AILh69erQ0JBYLH7xr6By19/fv7e3B8DI8vJyFotFIpEikcjKygqc0+TzeRQKRaFQYJdZ4DacslXKZDKhUMhgMOzt7W1ubqrVahiuSKVS1dXVWCyWQqGw2ezOzk6BQMBkMhsbG09Glkgk4na7ZTLZ+vp6eXk51GHIZPJzB9jl5eVAPoaqYmVl5fr6+traWvhYmUymubk5l8tNTk5OT09vbGygUCgOhzM+Pj46Otrf3/9itQTMobu7uyORiMFgcDgcT548YbFY8Xg8mUyurq6CH1E8Hi8vL4cuf2gG6+zshDzkW33vqGORSCQulxsOh+fn51dWVlQqlc/n0xyrra3N4XBIJJLW1lYkEgmuuLlcrqOj4+bNm3Q6/blxRiQSWVZWJpFIyGQyAB+Wlpa2traCweDu7m4ymezo6Mjn83Nzc0+fPlUqlblcrq2tbWRkZGxsbGho6EXoRGlpKRqNFggEBwcHOzs7drv98ePHfD6fQqFAmgcsNnj8YIJFo9Ho9Xq73R6NRjc3N1dXVwkEArS38Xg8IpEIXWrfeEMqjlVXV8dms+EJXF5eViqVLpfLYDDAULXVavX7/TDKKZPJnj59Go/H+Xz+9evX2Wz2c5uewvVD41ZVVVU6nbZYLIFAwO/3JxKJc+fONTU1nexMe+UxW3l5OZvNvnbtmsViUavVz5496+joYDKZZDL5F+vBUtRPVIeHhxBpFQoFEokUCARXrlyhUCg/uYYlmIROJpPxePzw8DASiYRCoc3NzY2NDY1G4/F4YJoOi8Wy2WwWi9XR0QETaM3NzWexuSvqlacqaDQaloba2lqItFarFVqUXyPSvmHB0g+zlL29vcCFWF9ft1gsNpsN3AV7e3u9Xu/e3h4ajV5bW4N8m0KhjI+PCwQCaAEoqpg8vFEZDIbPP/9cr9ejUKju7m4YaP5WWWwmkwkEApOTk7dv3zaZTJFIBIvFXj8Wl8uFhv5v/ubKyng8HgC8jEajWq3+t3/7t1wuB+6i+/v7iUSis7NTIpGMjIwwmcyGhgYMBnMK1/3o6Cifz+/v70PuEY1GDw4OYrFYPB6HvlKRSNTV1dXZ2QlYlsrKShQK9Vya5HA47t69W+js7+np6ejoeNmZEAKBoNFo77//PtQfwHUnEAgYDAYsFpvNZs1m8+7ubnl5+djY2Lvvvsvj8Zqamk5ZLZhMZiwWW11dXV9fN5lMn3zyCRqN9vv9u7u7e3t78XgcPsXo6CjMBmAwGDQa/V0m6tBoNIlEunz5ck9Pj8vlWlpaWlhYAB6z3W6fnp4mEAg4HE6n08ViMQ6HI5FIuru7X3Y6WFJSQiQSL1++3Nzc3NHR8fnnn9tstqdPn9psNgKBkM/n7Xa7y+VCIBB9fX2/+tWvurq6aDTaKUduVCpVIpHI5fJ4PG6z2ebm5uDpKiRLANdjMBhkMnlgYCAcDkOnk0qlUqvVe3t7CoVCq9Xev38f6HI+nw/We1jyvzGLwOFwo6OjXV1dLpdLLpfDpIfFYvH5fIuLi8Rj2e32QCDAYDC6u7uhg+5lH6GmpgbawHg83meffba1tbW0tOTz+ba2tj766CM2mw3NTmcUkUiEmXjIjZeWlnA43LvvvlssWxf105LT6bxz545Gozk6Ourq6gKfzZ/o6fvR0ZHP59Pr9TCYp9VqDw4ODg8P4/E4BoOBoC08Fg6Hg8Oms9D9i/pWKkRaPp//97//HTzivV7v60XaH2Ev+z9cCKjCFbgQLpcLuBBEIrGxsTEUCtlsNiqV2tXVNTAwUETCFZOHN61UKuX3+1Uq1dzcXDQabWtru3HjRmdn57eqGsN0KQCeVSpVZWUln8/v6+sbHBwUCoXQiPKyv4WCY319fUtLi8vlstlsCoUCBm1JJJJIJGpvb+dwOGw2G4aBvvHC4vF4NBoFZMTq6qrf708mk2azGaAQDQ0N7e3tYJUNbtk0Gg26+V8M3DCfvbGx8fTpU5/P19DQcPnyZZFI9DLLKchh0McSCARoNLqysnJ+fn59fV2n0wEvrKSkhEqljoyMDA0NSSQSPB5/+u0F51kajbazs+NwODY2NqBrFrgNMCvMORaJRKqqqvrupVho2qmoqMBisQQCobq6mkajQS3IZDL5/X6n01lVVbW/v3/u3LnGxsaGhoaXpStwMXCEz+Vywep0fn5+cXHRYrFYrVbYstfX18MNGRgYgHc85fJQKFRTU9P4+Pjh4aHNZlOr1XV1dZ2dnc3NzfCHUPwFZ1scDgfhlUQisdns/v5+h8PhdDpdLpfP57NYLGg0OplM5nI5vV6/sLCAQqFaW1shKS08DwUuRHV1Naz0ZDJZKBQaDAaj0ej3+z0eT3V1dTwez2azBAIBnPVetg8oKSmB/qv29nYYuYbuZ5/PNzs7m8vl+vv7JRJJU1PTGf25gXk3PDwMbAqYkOno6CgrK3vLl8aiinou0j579szr9TY0NFy6dOmUSPt2KplMgoceyH4sm83m9XqDwWBDQwOHw6Eeq7D00Gi0ioqKokPaDyGAdRYiLYxHrqysQKTNZrPnz5//VpH2zeskF6K+vh58XAQCATRFezyezc1Nu90OMHIYuX6bhzqKycPPU2BRv7W1BV6fVCqVx+NB1+BZ/hYKDolEYmtra2pq6s6dOz6fr7y8nMlkTkxMfPTRRzgc7pXchmQyuX8scDVOp9NOp7O0tBSDwfD5/PFjEYnE51YU2IAClB4404CJgcGJeDwO9AAYnO3u7oYxAwqFcvrWCixcjUYjGG/jcDgWizUxMXFGXiOYLJHJ5FwuZzAYAoEAVEvJZDKbzf71r3/N4XBe5sp/kttwcHAApcmKiopsNuv1eoHozGKxwOuTSqX+QO7+0IglkUiEQmEgEFAoFI8fP56dnTUajeFwuKSkBGxGc7mc1+uFikdFRcXLuBD19fXV1dXgmqLVar1e78HBwblz5wgEQktLy61bt3p6ek45rT+p6urq0dFRv9+/sLBgt9tXV1d7e3tRKBQ8GM+9e0VFBVQGuru7c7kc2FJBJUer1YZCoXg8nsvlNjY24Nnr7e3l8/mwokD5GHrYYCmqqamBlifoQ3jy5MnU1BQYy+bz+YqKCoAb+nw+4EIA8/UbbwgsCU1NTW1tbQgEQqFQ2Gw2u93ucDgymUxfXx9UYE7hbJz8jH19fdFodG5uzm63r62tSSQSLBZbW1t7lj8vqqgfd+nJZDKFSFtbWwuR9mVW3W/VlcOZFCw94XAYhsTkcrlCoQiHw6lUColEYjAYMFbu7u6WSqVwPFH83t+YTkbakpKS9fV1q9VaiLS9vb00Gg3i9lsbKk9yIYaHh4ELAePUh4eHAE4FI0Hoa8BgMIX5z2L8LyYPP6zS6bTX6713797q6ioM61y6dAkcwc7y55lMxmw2F1gHu7u7DAZjYGBgdHRUIBDU19efUpA9yW2Qy+VarRZICyUlJfl8vqqqqrm5+fLlyxcuXCCRSC9mINlsNpFIAE0ZvPmdTufesRKJRC6Xq6mpEQqFcLCNw+HqjvXKcgqAimC7nMvl+vr6bty4cXbHwFwu5/f7nz17plAoAoFAOp2G/w4mrU+fPi0pKZFIJC9rWMpkMg6HQ6VSra2twenC7u4u3BAUClVXVzc6Onrt2rXGxsY3YK1TWloKTkFEIjEUCnk8noODg3w+f3h4OD8/b7FYHj9+LJVKxWIxdFt+43cN/r/z8/PLy8tutzuVSsF/j0ajZrN5amqqvLx8eHj4LHNsCASiqqpKIBD85je/+eqrrxwOx6efflpRUUGlUk9nJyEQCCKRiEajW1tbJyYmrFYr8Dh1Ol0mk3G73c+ePVtfXycQCDQaDTAR4NL73FNXUlKCxWKh2y0ajdrt9kgkArAnhUIB89zdxzqdCwERn8/n/7//9/9mjyWTyZRKZSAQ0Gq1IyMjo6OjL/bRfePrVFRUsFis3/3ud1988QVQ9tBoNJPJPAsYu6iifkRBpJ2cnJyZmclms729vTdv3vxJwKSPjo6SyaTVagWwFwxi7e3tRSKRaDSKx+NpNBrEECaTicPh4PC4aIb25gWRlsfjQaSdm5uDSAuegSPHOukL/zarqqqqra3t1q1byWTSZDKFQqFkMllSUgLzhEtLS11dXT09PUKh8JXWgkUVk4fvQQ6HY3V1VaFQ7O/vM5nMvr6+rq4usD09/Q9TqdTh4aFOp5PJZJOTkzs7O4eHhwKBoL+//8KFCwKB4GWnLAVug8fjcTgc29vbKpUKuA1YLJbH41VUVJjN5lQqlc1m8/l8aWkpbKTgvCcWi+3t7QWDQb/f7/P5TCaTwWDQ6/UAccPj8Y2NjXg83uv1olAoNpvd29s7MjJydo8Fn88He3efz9fc3Az1irNkU1CBMRgM6+vrT58+NRqN5eXlAMnP5XJWq3V3d3dubg7K3O3t7Xg8HkDOBW4DgCz0en2B24DBYJhMZm1trdVqPTg4yOVycNiAQqHeQHQAEjMSicxms7lcrry8HCxB6urqXC4XuEDs7u46nU6bzdbS0kKhUE5yIbLZbCqVMpvN0AAGNlMcDgfqDA6HA8x8EQhENpttb29vbGyEA/tTrgeBQEACsLOzs7y8rFKp5HI5k8kEmOgpSwi0M5FIpFwu19zcHAgEYAAaprpLSkpCoZDD4QBnXoPB0N7eTqPRGhoaYNIDLJhgs15eXg5U7NLSUgKBQCKRmpqa3G737u4uDFJD6x1wIUgk0nNciEILE/5YUGGrrKzc2NjQ6/XZbPbw8DCdTnd0dIDX2SkPHlRFyGTy2NjYzs6Ox+MBNjm4YxWbl4p6m+Xz+dRq9dramtfrhYmm3t7es59bvUlBTTiRSEQiETB+8Pl8ZrPZaDTq9Xq/3394eIjH46lUqlgsbmlpaWtrY7FYbW1tNBqtOAn94yYPhUhbVlZWXV0NkVan00GkTaVSXC63ubn5LIc1P67Ky8vhMAtGOmtra3E4HJ1O93q9u7u7KysrBSRRgQtRW1v7FrpLFZOHn4lUKtW9e/fsdnvBaJJKpZ7laYvFYjab7T//8z+npqbcbndVVVVHR8cf//hHcKo+JVweHR0VuA1Pnz51OByxWKzAbbhy5QqBQPjLX/6yurpqt9sXFxdxOFxDQwP8sI+Ojvx+v0ajWV5eVigUGxsbyWQyk8nk83n4IfX39+Px+Gg0+uzZs0gk0tTUBJ7ZZ78hOp3u7t27JpMJjUb39fV1d3czmcyz3JBEIuH3+2/fvn3//n2Hw1FWVkalUn//+9+z2exkMvmf//mf09PTi4uLVqtVrVb/8Y9/lEgksL07yW148uSJ0WiEuQICgdDd3X3p0qXOzs7/+q//mpub29raWl5eJhzrjZnqWK3WL774QqvVlpSU8Pn8a9eu8Xi8r7/+usCFWFtbq6urGxoaeo4LkU6ng8HggwcPPv/8cyDi1dXVvffee729vefOnfviiy+++uorpVJps9nkcvkf//hHcPd65UJLJBKxWKxcLne5XEqlcnV1FY/H//rXvz5jnzQCgUCj0Y2NjfX19aWlpT09PZ2dneXl5UqlUq1Wezwep9O5srICmVJXV1dfXx9McNbU1MBj4PV6Hzx4oFarE4kE3JBLly49ePAAuBByuVylUtXU1Egkkm/kQjwnGNvg8XhffPHFp59+CtAouVz+L//yL1DyeuXTW1tby+fze3p6rFYrwC7wePzvfve7YvJQ1NssvV5/584do9GIQqF6e3vPHml/FB0dHYXDYYjAa2tr0LKYyWSOjo5qamooFEpfX19/f79UKoXRKTjpKO7b3h5BksDj8e7cufPJJ5+Ak+H6+vrHH3/8zjvvnCXS/uja29ubmZmRy+WhUKijo+PSpUu///3vnz179vTp05WVlc3Nze3t7QIX4sKFC89xIYoqJg/fj/b3951O59ra2sbGBgKBEAgEt27dolKpr9y9xWKxnZ2dlZWV2dlZjUYD5+hDxxIKhSQS6RvbV6DLCOq8wG2w2Wxut7uurk4kEgkEAg6HAzb8SCTy/fffP3fu3JdffimXyysrKxsaGg4PDz0ej8VicTgcHo8H3Mry+TyDwaDT6XDGQ6VSGxsbI5GIXC4/abR/xh9PIpFwu90KhWJlZSWZTIpEog8//JDJZL7yhoAfnEKhmJqaUqlUe3t7VCpVKpWOjo4KhUI8Hp/L5fL5PJPJnJqa2t3dValUf/rTn7a2toBu4fV6gdtgtVpdLhcajQaSAJfLZTAYra2ttbW1N27cOHfunNls1mq1NTU1nZ2dLBbrB5p5KCiTyUAdZmpqam9vr7W19datW93d3Q0NDe+//35XVxdwIQwGA7T8er3epaUlLpcL0/YwoLa+vu71evF4vEAgGBsbE4lEwHkoLS1taWl59uyZ3W7X6/WffPKJyWS6ePEig8EgkUin7/7Ly8sHBwcBumS1Wufm5uAdT3H0OnkWdfLBQKFQsKL09PRAKcxisRT6EBQKhdPpXFhYoFAoLS0tdDq9vr7eZDI9efLE4/E0NjbevHlzcHCwpaXl2rVrHA5nYmJiY2NDq9UWuBByuZzD4fB4PA6HQ6FQTgI94Eqg8sBgMN59910ymTw1NQX5w+3bt+12+9jYGJQgTv9EpaWlEonk8PDQ6XT6/f7Z2Vnw7W1sbCyeehb1tum5SCsQCD744IP29va37VlNp9ORSMRut+/s7BQYQT6fLxgMJpNJKpUK6BhgBDX8j14Gsy/qx1Ih0kLnz82bN5uamqampnQ6nd1u/+KLLxwOx8WLF18ZaX9chcNhg8Hw9OlTk8lUU1MzcSwoO9Pp9LGxsa2trc3NzW/kQrS1tZWVlRUbWYvJw3dVPp8/Ojra3d1dXFxUKpXgWA9Gk6dEPfircDhst9vn5+efPXs2NzcHiDSJRHLt2rX+/v4Xa39wrB6NRoPBoMfjAWgDcBvQaHRzczOHw+np6Tl//nyB25BOp/v6+kwm08zMjMPhWF5eJpFIoVDIYrFsbW0dHBxA6zn4DnG5XD6fLxAIqFQq7B21Wq1Go/m26xC05suPZbVamUymSCQaHBw8xZAB2qii0ajb7V5ZWZmamnr48CEKhSKTyd3d3VeuXBkbG6usrIRbCnPbCARCJpPpdLqZmRmv1wuT4jabTSaTAbeBQCAwmcznuA25XE4ikQSDwcXFRafTCcftaDQai8X+cMNeR0dH8Xh8Y2NjbW1te3ubTqd3dXUNDw9TKBTgQnR0dIRCoYWFBZlMBlwIcDTf3NyUSqVVVVVer/fRo0fZbBaHw4nF4omJiZs3b8IwMQxS02i0srKyxcVFjUazurrq8XgymUx/fz+fz8fhcKccmZSWlnZ2dkaj0ZWVla2tLbVaLZPJoIz7bW8IeBNB7pFMJr1er16v12g0W1tbNpstGAwC6ru0tBT6mBsaGtxuN/iJdXZ29vb2crnc6urqk1yIpqamk1wItVoN7UydnZ1EIrG2tva5RiYkEglmU21tbRUVFZWVlQqFYnNz0+VyJZPJg4ODo6MjHA4HBIyXfTomk5lKpYABsr29LZPJiERiERtX1Numo6OjaDQKkdZisbS3t0Ok/aGPQs6+MsKP7uDgAOyegRuzvb0dDAZzuVx1dXVtbW1bWxubzebxeAKBgE6nNzQ0FM93334VIi2DwUChUGg0en19fWtry+l0plIpaAzG4/GnR9of5bHM5/NWq3VtbW19fT2VSrHZbEDQYrFYgMNKpVKlUglcCJgLN5vNCoVCKpXCSSuRSKyvr4ctVnFFKCYPry+wMf373/+u1WrhYHtgYAA8c04J+ul0enl5+eHDh0tLS263G4FADAwMjI+Pj42NEYnEb5yUAB8kIIutrKwEg8H9/f1kMgnchtHR0QK3ofDuYNjf2NjY0dGxublpMpn+9V//Fawt0ul0Y2Mji8USiUR8Pr+jo6O6urqqqqqwR39tweDs3bt3FQoFCoWamJgYGxurrq4+feA7k8moVKoHDx7AAHEymezr6xsfHwc3pAJ6Gaad2Gz2//2//5fNZj948GB5eRkOCXK5XDqdBm6DWCy+cOECl8sFz5+CESpYLnC53N/85je3b9/e2dn57LPPMBgMm80+fVD4uyiXy4VCoa+//nphYaGkpGRgYAA6ygp+cGg0uqGh4cqVKxKJxOVyLS4uLiwsbGxswPA6AoHIZDL7+/sikejChQvXrl1rb2/HYrGFG4JCoWg02scff8zhcGA8fWdn59///d91Ot3FixevXr1KJpNPufloNJrBYHz44YdHR0cymezevXsYDEYoFIJL0ut9ZGhVqq+v7+rqAnCVVqtVKpUbGxvghWq1WpFIJPiDMRgMNpuNxWILb1dRUYHH46Hc5Ha719bWoDRnNps9Hs/CwgKdTh8aGurv7xeLxS8ONAPy74MPPmCz2U+ePHn27JlOp/vss8+MRuPOzs7169dZLNYpN6S8vJxCody6dSuTyXz11VdPnz6trKyE1aW4VBT19ggiLVSVUSjUxWNhsdi3gXWQz+eTyaTdbler1UqlcmtrC0CTiUQinU4XGEECgaCjowOHw8HSU8Qy/rQEkfb9999nsVjgm7e9vX32SPujPJa5XG5xcfGrr74Kh8Nisfi9995rb28vdOoCF6K3t7ejo+PatWtqtXp6evokF4JMJoNzTF9f31kmWovJQ1Ev3RdqNJqFhQWj0VhZWcnj8YAf/LJHKp/PQ4vI2trawsLC+vr67u5ua2trT0/P4OCgSCSi0Wgn9+5gYxcOh202m8lk0uv1Op3OaDQ6HA4SiSQWiwuYAjabjcfjUSgUTELv7u4W3LI3Nzfdbnc8Hk8cC0YahEIhg8Gg0WgwngtM6Ocu+1u1KhWk1+vn5+e3t7fPnTvH5/OlUilEkJfdk1gs5vF45HL54uKiTCbzer0kEunKlSuDg4M9PT0MBgM84E7eE8Bve71en8+XSCRix4LjEGhbB5oEmUx+jtsAc7EUCmVsbMxoNAYCAYvFIpfLWSwWh8P5gVrbrVbr8vKyRqOJx+NsNlsikfD5/MIw9EkuRHV1NQz+lpWV7e3twRR14XWgMgO4jJOHiwgEoqKiorGxUSwWo1AoHA63uroKk+KJRCIajUqlUqFQWFlZ+aJ9NTTqEAiE/v5+k8lkt9u9Xu/6+vr8/DyPx2tsbHzlp/vGxwMuCUgXR0dHBAKBSCS2traKxWK73b61taXRaEKhEHjvhsPhjY2NTz75hE6nU6lUCoUC09VQWACD2sbGRqFQqNfrTSbT7u7u+vr6wcEBHAi1t7fT6XRo0iukiHAwxuPx4JFYWVlZX1/X6/UArO3r6+vp6cFisd/IzwJfcJFIZDabt7e3I5EILCHd3d3fCh5U9Hgt6gfVi5GWzWaDG8GPtTNLJBJg4FEANdiOFQgEstksHo8HaDGVSoWlh0qlNjU1ne7uUNRbK6j6QqSFbXdTU9PZI+2bVzAY1Ov10EOLx+OFQuHw8DCRSCwcP53kQtTV1UFfBp/PByQRcCEgK1apVO3t7W1tbS0tLZWVlUU64S80eQALCNjAlf+PXnnsms1m4/H44uLi7Ozs3t6eVCodGhrq6Oh4Wb94NpuFx25ubu7Pf/6z0+lMp9MUCuXixYu//e1vaTRaYUdYcL9OpVLRaNRoNII5mkajyWazQA/o7u4eHh4GbkNVVVUul4Pz6VQq5fF4tre319bWlEolYIyBbFBVVRWPx3E4nEgk+j//5/+w2eyXtRLBDSmwvcCd4JU3JJfLZbNZ+f9n7z2f276vNXGB6CAIgASITpAEC9h7k0iKRRIl0ZJlFSeOr3PjnfFk98Xu/7B/w90Xd+dm4+Q64ziWJcpRpUirkmIvYicBFlQSvff6m+EzF8OfmlUJOdF5kUlmGOGLg8/3fE55zvNMTg4ODu7s7BQUFBw+fLiqqkoikTzv78PhMFD+f/rTn1ZWVtxut1gsbmtr+/LLLwsLC5MSGUndBoxEAffC3nM4HIaoRTAYhKJNfn5+RUUFj8d7Xh+Lu2uNjY2o4mZmZvh8PiLFCxgVEokEJjlJh/xsvIjH49FodGFh4datW2q1msViYUL6vByUSCQyGIzc3FzgiLa3t8PhMEBHIAIeGRmh0+nhcBjc56gHkklqTk6ORCLBlezz+ba2toaGhtCtz8jIgC7HM3MLTGwbGhrW19eHh4cXFxevXr2KuPliigkUY0mHoO6Fo/YWJ5xdKysri0QiDofj6tWrVqsVLMAMBsPlcgEjJJPJMEarqakpKyuDIh6dTq+oqKisrLRarQsLCwMDA4CrTU9Pz87OZmRkdHd3d3R0pKWlZWZmPqELAXkKmUxWUFCAH2Jqakq7awwGAwfsmWAkOp1eUFBQX1+/trYGXY4rV65AdeQFZfATDqFQKPD2Xod8sA/2dKTd+19epuxEpJ2amhoYGNjZ2cEg7gWR9p0+fzwej+xaKBSyWq3Ly8tTu7a0tGS321HJs1isvLw8iF43NDTIZDImk/mzL0XSJx9en/fWIXgSUI/IZLLCwsJkpNXpdD8bad/QFU+8NS/wDGYOWq32xo0bCwsLoVAI63m1tbXPq4sASSgpKens7FSpVIODg48ePZqZmQGj/bVr1zo6OqDNKhKJMjIyUq4LQSQScemgc5eWlrb/Vw/xf//v//1P+GYGg8FwOGy327Ozs48dO5aTk5Oenv6CvzebzQsLC1euXJmbm6NSqadPnz5//rxYLH6ePKFerx8fH//uu+9u3LixubnJ5XIbGhq+/PLLY8eOyeXy9PT0ZHaeSCRCoRB2Fb7//vsrV66Mjo5C7q2qqqq3t/d3v/vdsWPHamtrgXGKRqMWi2VhYeGnn366vGsQ3tre3o7FYvn5+S0tLd3d3Tk5ORqNJhAIkEikurq67OzsF3/BUCgUiUSsViuVSu3p6SksLGSxWC/4e6fTqVKpfvzxx+Hh4UQi0d3d/cUXX0Co65l/b7FYHj9+fPHixUuXLq2trYFG+osvvjh9+rRCoXhi/h4Oh7Va7dDQ0KVLl3744QdILEcikdLS0o6OjvPnz1MoFK/Xa7PZdnZ2lEol0uvMzMznvTx0Op1EIi0uLlosFofDUVBQwOPxXnylQYgAohPHjh0rLy9/8bDC5/NpNJqbN2/eunUrGAw2NTX9/ve/LywsfB6dkcvlWl5e/vHHH7/99tvFxUUCgSCXy0+fPt3a2opFAogxr6ysTExMWK3WRCKRmZn5RDpLo9H4fH5paSmZTHY4HNBdWlxcBOILlHPP/HQajZaenr66urqza3l5eQKBYC9g7JlJDE6IxWI5cuRIbW3ti+uNcDhsNpsfPXrU398fiUSKi4u/+OKLvLw8lLVutxu/3fT09MjIyMbGhsvlQkDE6iSHwyksLMTiGp1OD4VCRqPRbDavra2BETgajbLZ7CcKXQhIQyQV/PEGg2FpaSkcDjMYDA6H87wXFmMclUql0+kMBoN415hM5ovXmSKRCHZDoYAuFotT2Az+YL8Ii8VioV0Lh8OxWAx5wAv+Hh2lv//978lI+9vf/hZCXfv/5Ha7fXV19d69e1euXPnhhx8GBgamp6c1Gk0oFBKJRE1NTb29vRcuXDh79uzhw4ch5I+568u8FMh+Prw+vwiHoK1ZVFTEZDIdDkcy0oZCofT09Leu3BwOh0OhUDAYBPE6TtTzPBOLxXD1fPPNN0ajUSKRfPnllwcPHnwZWVUikZiRkZGXl1deXl5TU5ORkRGNRo1Go91ux22l1WqDwSCgdylkdI1EIh6PZ2trq6qqqrW1NScn5wnUxofJw9t5A91ut3PXvF4vcC8mk0mr1dpsNizjolWcvmtMJpPL5bJYLEQ9CCxsbm7eunULzJtoqBQWFj6dWMRiMb/fv7W1NT09PTw8/OjRI5vNJpPJsNzc3d0NVv5n6jY8fvx4fn4eug0lJSVyubyqqqq2traqqopGo6EbbbFYTCaTTqeDUMP6+rrL5QJqHPtnBQUFRUVFUql0a2vLaDSurq7qdLrx8XEOh8Pj8ZLvm8fjcblcDocj6RCr1WowGEwmk8vlmpmZsdlsHA4n/b8sKysL/xPCEbFYzGAwDAwMzM/P+/3+2tpa8HI+3f7HyodarZ6fn3/06NHQ0JBarRYIBDU1NZC2kMvlaLc/U7dhfn4eesx5eXm5ublY2ABqSygUTk5Obm9v3717F3iYlpYWmUyWlZX1dFjJy8trbGxsamqamJhQKpVDQ0NsNntv7uvz+bDq5/F44BCn07mzs6PX630+H4Yec3NzDAYDDoF2Xnp6OplMRkPOYrGAJclmswHSBumP5zVFlpeXR0ZGHj58uLCwwOfzy8rKII6Rnp4ul8sXFxdXVlb0ej00lZ7QhRAIBHQ6PS0tLSMjA/UDODEmJiZAo0QgEFwu18GDBwsKCgQCwdMOkUgk9fX1zc3NgUAA4g/Z2dmQeUb9gPVHu93udrvhELfbbTKZtra2oFFIoVBWVlaYTCYcwuFwMjMzsYSD393tdk9NTS0uLrrd7tLS0vb29t7eXpvNtrW1pVQq9Xq9yWSyWCxra2uLi4sbGxsqlWplZSUvL08ikWRnZ/N4vIKCAqlUiq+Qn5+/uLio1+u3t7dVKpXRaHxCFwKVD4PBkEgkWVlZFAqFRqONjY0plcqxsTGcebvdXlxcjBX8JxySnZ1dU1PT0tJit9vBoy8Wi3EFIrcLhUJ+v99utzudTjjE6/ViMh6JRNRq9ejo6ObmJraJcH1mZmZiCedDGvRPax6Px+12OxyOZGDx+/3IgZKaMFBT2RtpAY1ArNDr9QMDA0BC1tXVNTY2PjPSviMD3Z9114CP3djYAKTQYrFQKJTMzMzS0lKhUJiXlwdN37y8vOzs7OdV3Zhd2O32eDzOYDDUarXf7xeLxWaz2WKxgK/carXy+Xw2m43JHuac/6ikN8gE7HZ7JBJJT0/X6/UOh0MsFrvdbq1Wi36c3W5HPNk750wteCYZaalUKo1GGx8fX1tbGxsbgxzqCyLty9QJPp9vb6QFDBvFNoAVdDo9+cqwWCzgXRFpsYEzMzMzMjKyvr6O7KuxsVEqlb5kUYRTLZVKi4uL+Xx+7q7pdDqz2QzWSoD0iouLZTKZQCB417oQkUjE7/dDydf3X2az2ZRKpd/v397enpqa0uv1yYSNxWIBW/HifvGH4uGligfUxHNzc0mhdaxzxePxAwcO3Lt3D+kgTgnWEsARiWFQIBCYn5//9ttvHQ5HeXn5559/XldX98zCGkrJfX19g4ODExMTBAJBoVCcO3fu+PHjDQ0Ne09YLBYLBoNzc3PQbdBoNEndhtbW1hMnTkB7AQMpn8+n0+mA95iZmdFoNH6/H8JnQqGwsrIStPqVlZXJ5rRYLA4Gg999993U1FRfXx+bzW5sbEy+ySaTCYQ2GxsbcAhQ6WBHTbISyWQywFXr6+vBrI/iIRwOr62tffPNNwaDgc/nQ4XgmUlSLBZzuVz9/f03b94cGhqKRqMSieT48eO9vb0dHR17++h7dRsGBgbW1taSug319fXHjx/v7u7G/ASSZ01NTVeuXLl169bIyAgUFdRq9blz5xobG59+jRkMhlwuP3PmjN/vv3Xr1s2bN5lMZnt7O5A2qD2USuXMzIxSqdRoNIgUfr8/Go3G4/H5+Xm06mW7lpeXV71rAN/jitVqtX/7298WFxeZTObx48c7OjqeOXPA3Tk0NHT16tW7d+96PB4Oh9Pa2vrxxx/39vZik7uhocFisayvr0MXYmpqCroQHA7n8OHDPT09XV1dIpEIJ5BEIrFYrGPHjlVVVV29evX69eu3b99Gobu+vn7+/HlsVjzhEyqVKpFITp065fP5VlZW7t69S6VS8SPiF4GUNbBwOCE7Ozs+nw8c7SgeGAyGVCrFIamoqKipqQHxUbL3c+XKlZGRESKR2N7efvr06ZqaGjKZjAnGxsbG48ePR0ZGsGE5t2tpaWlCobCwsPDQoUMtLS1NTU2g+MjPzz969Kher79x48bdu3f36kI0NzcfO3YMVSg+Gorara2tVVVVRUVF165du3r16oMHD5aXl9fW1s6ePQvh8ydyETKZnJWVdfz4cb/fv7CwMDo6SiAQ6urqMjMz8Zd+v1+j0YBmBA7R6/VQpotGoyqV6uLFiwwGQyQS4ZCUlpbW1tYWFRV9KB7+mc1sNiPSgshYp9NB4zaJwaDRaCwWKzc3F+9RXV1dZWWlTCZD8RAOh5VK5V/+8hedTsfn88+cOXPw4MH9PFHhcNhoNE5MTIyOjqI34XK5cPVwOByFQtHU1HTw4MGqqiqBQEChUF7cEkao9Hg8aMdIpdLvvvtOr9efPHkS7CC/+c1vSCTS6OhoR0dHeXk5g8EA7vT9VMF7W8VDKBQCjlcmk127dm12dvbEiRMqlery5cuffvqpQCCYmZkpKyurqqrKzMzkcDioMFOOvEekBdHfjRs3ru3aw4cPsav5ySefPDPS/qxhhj8zM7OwsKDZNYPBgKsnORwA7whemZKSkr2RNh6Pe73e/v7+u3fvhsPh+vr6EydO5OTkvKpUOZ1Ol0gkIpGoo6PDYrH09/cPDg6CsgW6EJWVldCFqKioeKe6EECnP941OESr1Xq9XiRs8/Pz165dA+U69ouKi4trampKSko+FA+v+UL6/X4oWa6uruL82Ww2tFHD4TCFQkE8QncnGAza7fZAIKDX6+fn58fGxiQSiVwuLykpkUgkbrd7ZWXF6XTK5fKDBw9WVlaii7/3E4PBoNPpHB4efvDgATriXC63s7Ozra2tubl5b5YZDAah2zA/Pw/dhu3t7aRuA9iFZTIZg8HQarXgDtva2tLpdECYuFyu9PT04uLiwsJC/CWOODjFEL4PHDggEAg6OjqUSiVEfNfX15VKpcfjMRgMKysr0EawWq0ulwuCkSQSCQ1sAoEAh7hcrvX19Z2dnaWlpcnJSZFIlJ+fDwXQYDC4vLxsMpkEAkFTUxP2lZ9wSDgcdrvdk5OT9+/fn5iYUKvVdDq9tbW1ra2tpaWlsLAQuS9WBdbW1paXl+fn51Uq1ebmpsFgoNPpCoUCug1FRUV5eXlCoZBGoyFiguGnt7eXz+cXFRUNDw+bTKbbt287nc7V1dXOzk5oNicfhkAgQIAMfnA6nZubm6urq1BkW1lZgRSGxWLBeCoYDGJfApvlSXIntVoN5Mz09DSabcXFxaWlpbFYDH3xjIyM0tLSpqYmuVz+hENisZjH45mfn79//z76NAQC4fDhw+3t7S0tLaWlpch9Uc9kZWUpFAoqlZrUhUC3HoidkZER3CUKhQIyPSQSCecNaJ+HDx/u7OwMDQ15vV6VStXV1QXk8V6HYOkf6nsWi0WtVi8vL+v1eo/Hs7q6ipMJlJfH40Gc4nA4ALOi0gsEAkiG1tfXZ2dnb9++nZeXV1RUVFJSQqVSsUBJJBKrq6ubm5vLysrQxScSiWQyGSdcLpd3d3dvb29v7BoE15eXl+12+/T09JUrVyATgeGDTCaDLsTx48eTuhCPHz+22WzQhaiqqiopKYEuBIQgWlpamExmfn7+w4cPlUrl1NRUMBhUq9VdXV2gsdq7sEEmk0He1dzcrFar9Xr98vKy3++PxWIrKysqlQp65zabDQ4Jh8MZGRn4UqiIAoEACP42NzfRF8jNzQU9JbS3P6Ay/hl6VZFIBJrrq6urCN17Iy2RSEzW89jscrvdKpUK22uTk5NisRiRtrCwMBAIINIKhcKmpqb6+vqnI+27eH6DwaBWqzc2NhAYcfVYrVYymQxlISyP4uoRCAQ8Hg+oiec9m9/vN5lM8/PzeFP6+/vpdPrRo0ddLlcikSCTyQKBoLCwkMvlYiRutVpxRQqFQoVCwefzhUKhSCRis9n/GNV4KBSy2+0guqBSqdevXw8EAkeOHLHZbLFYjEgkcrnckpISCEC5XC6wrq+urmKvAMQn2dnZGG+m5Cvsldx5OtIGAoGtra2uri6FQgGW7Rf/azs7O5ubm8vLyyqVSq1Wm0ymvZEWu46ItFhANRqNTqdza2sLkRYK5aWlpWw2G5paoVBIoVA0NzfX1dU9Qabykt+OQCBgHYJEIiV1IVA8qNXqtbU1r9f7+PFjJCqlpaUFBQVvcdnDZrPhUlYqlZubm1BKwQAzEAjQ6fRkBpscD2Jatbi4+PDhw5ycHGSwiCTvQnvxH614AKLUYrFoNBo0S6ampsDPw2Kx6HQ6Xjb2rqEmjkajDocDM7JAIIC3FMl0fX19SUlJNBo1mUx8Pr+5ubm1tTU3N3dvSRePxz0ez/b29vLy8tWrV+/fvx8IBPh8fklJydmzZw8ePCgWi9PS0pCOW63WnZ2dsV2bmJiIx+N0Ol0qlZaVlTU0NDQ1NeFu8Hq9UC2BCMDW1pbX66XT6RkZGdDWQe5YWVkpkUjAr/yEHzIyMsD2g5o1qcS+uro6OTnpcDii0Shk50UiEZPJZLPZSA1xpSGCY2Lodrv1en08HgeBRnV1NZFI1Gg0LBYLDAbFxcWZmZl7P93r9ZrN5tXV1Zu75vV6WSxWU1PT6dOnu7q6cnJyKBQKdr5tNpvFYoGKBXQbQJ6DNK61tbWysvLpLguKgZqaGh6PJ5VKiUQiumJA0kO8D8QIyek5UtWGhga1Wj01NeVyuSYmJoCimZycNJlMfr8fk77s7Gwmk4nZH4oxaPLb7XY4xOfzGY3G6elpxPempiYajbazs0OhUPLz8zs6Op7epAfiRalUYlPF5XJRKJSqqqqTu5aXl/fEmIK2awKBoLy83Gq1JnUhTCYTjsT8/LxGozGbzQqFgsfjYWRZWlrK4/Hy8/PJZPLQ0NDm5ubDhw/1en0ikWhqaiosLEzqRSRZSmtra7u7u0dHR0Oh0OzsbDweR6MR0zk4JDMzMycnB5QU0CQBPM9ut3u9XsyUVSrV48ePQeXe2NiYlZXl9Xrj8XhBQcHBgwerq6uT+50IysB9FRUVYUi9vLy8sLAwNzeH0tFmswFaisZSMjSzWKz6+vqamhq5XJ7UhVAqlU/oQiTpm+RyOZfLzc/PB9HexsbG+Pi4Wq1GtAWLQDIXIRKJAoGgsrLy6NGjDx8+dDqdS0tLIJ2cmJjY2NiwWq3MXWOxWCBKho4EREWCwaDD4UB7AmQJCwsLLBZLKpU2NjY2Nzf7/X6BQMBisT7sRfyjdqywR2cwGKDM87xIi/kwgUBADESkDQQCiLRTU1NgfampqSEQCHsjbVFR0ROR9i1OGKCfA3Tf2toaZvXr6+s2m41OpzOZTFAnKRSK6urqyspK7C+9oK+M6QogKIFAYGNj4+bNmywWSyAQmEwmANAlEglE4ohEIpvNlsvlFosFO2kHDhxAEKBQKKurq2KxuLq6WiQS8Xi89PT0F5MZvLeFJfqMdrsd8jgDAwOJRKK4uNhoNCJ7EQgEVCpVKBRCy1+hUIRCofz8fHTxd3Z2AOUCg1BJSQmE9gCgTclwBrwRBQUFiLSYXSPSbm1tgaEba43PrPpQCZjN5sXFxcnJyfHxcRw5AMiTkRaQ2r2R1uPxoM2n1Wr3RloQXfj9fqlUWldXV19f/0q8eU8bedf26kKMjIxMTU0ldSGmp6c3NjZ2dnacTid6uGD6fr3ziS8IQO/U1NT4+Pjy8rLZbKbRaLitQHYMpFZyPomrB+OInZ2dtbU1Go2WnZ2NqycQCIC2Mdlcfjs//d4d9n8Ag/bw9evXb968ubGxgRlxTk5OSUlJY2MjENJcLhdqALjC0WsJBAImkwm6mEDGOxwOoN/kcrlo1wAOQUN67+mfnJy8e/duX1+fTqfDbuiJEyfOnz+PH4xMJieXR4eHh0dGRlAjhkKhiooKaCoXFxdnZ2d7PB6tVju7a6urqzabDYkIiUQSi8U1NTVJ+BAaMDQaDZXu07kIflZs3A4ODm5tbSEhs9lsfr8f2xFNTU3A7QEOlFQ/wDQmFAqZTCa9Xr+5uQnJM6yIsFis/Px8sVjM5/O7uroaGxv36hjAwGl76dIlpVLpdrsLCgq6uro+++wzmUzG5XKBXXG5XBhVP3z40Gw2O53OYDCI/L6rq6uiogIbq3t/qWfeeT6fT6vV3r9//9tvv4VAmFgs/uijj86cOVNaWvrEXWuxWDY2NgYHB1dXV6HcZzabfT4fxNeamppKS0uB2cUONzJdOCQajZrNZih2T09Pz83Nmc3mRCLBYDDQhOPz+a2trYcOHYJg6t7PVSqVExMT33///fz8vNlszs3NbWlp+fzzz4uLizHuf17cj+0atsOhC/Hw4UP0qxgMBmrUzs7OgwcPlpeXw7GhUEiv14+NjX377bc4xkKhsLu7+8KFCxUVFUKhcO+/73Q6DQbD7du3Ie2chCcxmUxsQFZUVODqSiLi4BCMjGw2m9FoxPhienraaDSGQiHAmaRSaXZ2dlNTU2dnJxgqnpdyQWEqGAwi8MG94J8Nh8MEAgE1v0AgqN21mpoaFouVSCS2t7fHx8fv378/Oztrt9tpNBo2JTo6OpK6EDgkOzs7c3Nzf/3rXx8/fry9vc3n81taWj799NO6urq8vLyn697BwcHJyUm73Q4WEb/fj82ixsZG6FuJRCKc5KRD0AFyOBxms1mtVi8uLk5MTBgMBo/HgxNSVVV14cKFuro6Pp//oXj4xzMEzDt37ly5ckWlUqEf8USkBU/D3kgLKR4sNYFLGsJqiLTJFaDu7u5nRtq3ZWazGat6gItgSh8IBNACr66urqurq6mpyc3NzcrKou9aEqT0glwZUzvIp+zs7Fy+fLm1tfXcuXPgclUoFEBwMZnMaDQaiUTodDpwTTQazev1Li4uQiLmP/7jPyKRSGtrq1gslsvllZWVb30ld3+Kh0QiodFoBgYGCASCx+O5ePFifn7+b3/723g8npmZWVxcDKelp6eDSQWE7F6vF35YXl6ORqM0Gu3rr782GAz19fUYzJaVlWH4k9q+LSLt/Pz8X//619nZWYPBIBAImpubEWmfmcQ7nU6lUnnp0iVM430+H4VC4fP5DQ0NL460TqczGWnHx8eTkVYkEkmlUj6fX1VVdeTIkZycnLdFy46rKsn2MTs7e+/ePTSwqFRqVlaWVCqFLsShQ4eShISval6vV6/X9/X1PXz4cH5+Hmh2LpeL9E8ulyPTQK2Itw9rMx6PB01zkKwg5cNqSlFR0a9+9avW1laUoB8mD8/4acErPzIyMjExsbq6SiKRKioqysvL8//LMOZD+H7irY5Go2KxWCaTKRSKsrKyzV1bXl7WarXYS/b7/Q0NDZFIJEkcFo1GNRrN/Pz88PDw5OSkSqWSSCQVFRWtra1NTU1FRUUEAsHhcKjVaqVSCWSOSqWCboNCoQBzMIie1tfXx8bGwCwJyITT6WSz2dg6ysnJAdQ+NzdXIpGw2eyfPQE4VeFwGGwwa2trFouFSCTK5fKKigq5XA6HCAQCLpebZJVJ3gTIDgHgLioqKi4u3tra2tzcBH5DrVa7dq2ysjIUCiUdEovFdnZ28BOMjY0tLS2xWKyamprW1lZIsVAoFCyUr6+vwyGQmOFyuRUVFRCygJaFQCB4mVEjhUIhkUiFhYXo1j969Ghubk6r1d65c8fj8bS2tgL8l7zkwFGg0+mUSqXRaEwkEiKRqKKioqCgAA4Ri8W44JMgor1xHzjLgoKC4uLilpaWra2t1dVVAJawlF9YWJjchoQPbTbb8vLy2NjYyMjI7OxsWlpaU1NTa2vrwYMHa2pqXsD/k2yHA8WEPjf2LsArqlKprFbrxMQEwFqlpaWQQcBpSUtLIxKJIyMjk5OTarV6aGjI7/e3tbXV19dj4RIdiGg0CvENbCGHQiE2mw3l8vz8fIQqHo+H1ukTDjlw4ABOSH5+flFRUUNDw9bWFnqWJpPJ7XYjjvt8vmg0+rwviA4NOvoHDhxAkSAWiysrK4ER1+v1Op3ObrebTCaHw7G+vj45OQnO+KysrIKCgqysrKqqKpVKpVQqzWbzzMyMx+PBnyXJuUUiEZlMjsfjubm52GyemJiIRCIajaapqQly16jfYrEY+ghwiM/no1KpUFmBQyDKzmazMX58wiGBQACvalFRUU1NzdbWlkqlWlxcNBqNLpcrFAptbm6CHIPL5X5IuP9hzGAwKJXKR48eQXclLS1NLpeXl5cnAwsiLSiJnxdpi4uLFQpFMtIqlUq1Wu12u10uV1VVVSgUwpLeWzG0hA27pts1wKl1Op3JZMIaRs5/Ga6enJwcDofzkiz+oKAIBAJzc3M3b96sqamRSCS/+tWvKioqFAoFmUwGqcAzFbLR8WGxWCCnDgQCx48fdzqdAoEAqtUHDhxIUoL+UnYhAoEAGsOLi4sDAwMAp506dUoulwOhCoc88+vAS5FIBK33AwcOdHd3GwwGHo+3vr6OXlJ5eblUKn0Z3vl3ZFhFkEgkFAolHo/LZLKxsbGNjY2JiQlkSs3NzXsjrcfjMZlMuBnHx8ctFguZTG5ra1MoFHsjLYvFwtXwdKTFySwqKqqurk5GWpB8OBwOTL+TmxJvbriq8DyYbKNESepCLC4uBgIBtVo9MzMDYPkr6UIEAgHoGsEh6ETX1dWBPkcul+fm5iaH6k9DBNElz83NLSwsrKioQJa1tLTkcDgmJiYwxzt06FBBQcETDcR/9uIBC+kzMzM3b9788ccfg8Egm81WKBRHjx49c+aMSCR6MfEoEM/YzSouLm5ra7Pb7SqV6tq1awMDAxqNZnV1Va1W5+fnI7Ok0+nxeNxut4+Pj//www8zMzNWq5XFYjU3N3/00UcdHR1sNjup2/Bg16DbgAq1urr64MGDHR0dNBrN5XJNT09PTk5OTU0ZjUb0OJOQlfr6emxvJxcSXtIhQNOqVKrR0dGxsTGLxUKn08vKyg4fPnzu3Lnc3NwX5y57Ofvlcnlzc7PX693Y2BgYGLh+/frm5iZA6hg6A9mCSunx48c//PADCqGMjIzq6upTp051d3eLxWLM9JO6DWNjY4iGTCazqqoKqtt7FTBe/pVOT0+vrKwsLy+XSCQZGRn9/f3gA0FOjzEilUqNRCJbW1vj4+NIH0kkUnFx8cGDB8+dO1dSUvLiNwrvKmvXkL6HQiG1Wn3//n1MabGgkpmZKRaLAZcikUhOp3NlZQVdhOXl5fT09IaGho8++qinp6ekpOSVEPCgxmtqaqqtrbVYLJOTkwMDA5OTk5Clm5yc5PP53d3dhw8fBguTVCqVy+UYUt28eVOtVq+vr+v1ervdnpGRIRQKGQxGNBrV6/WTk5Ojo6Pz8/NpaWl5eXm1tbXnz5+vqamRyWQ/W50i6QeiACxS4+Pjly9fXlpaAucpjUaTSCSglEEq8OKviX8wNze3ra0NyzBzc3MTExMLCwtKpVKn062vr4fD4WRDt76+Hls36+vrDx48mJqaUqlUmFpkZGR0dXV1dHQAJcXlcs+cOZOXl8flcq9duwaeXKRKNBpNLpezWCwAFGdmZsBMcODAAbFYXFZWdv78+ZaWFrlc/mLZB6DjGAwGXl7klHNzc319fRht9/X1qVSqQCDQ2dkJkd0Pglm/dEOkXVpaGhgYuHz5stlsTkbas2fP4ry9ZKQFD4TP59vY2Lh9+/a1a9e2trYQacViMSItVoZeGzODBn84HPZ4PFardXp6empqamJiQq/XA0tJo9EyMzPBU4nBI5aIXj5SoRwymUybm5vYjd7Y2CgtLVUoFK2trXsXjV5sNBoNDDmxWOyLL76w2+02m+3u3btbW1sSiQRaE/DJe/4SwSF2u319fd3tdmPXEWqYXV1dYMN7SfwMLql4PH7+/Hn07xYWFoaHh7Ozs4E3FgqFwMykarYJKg6cfB6Pd/369aWlpR9//FGr1ZrNZiqVCvRpNBrd2dmZmJj47rvvHj58iEhbUlJy4cKFgwcP5ufnv6AEeiLSlpWVPR1pzWZzPB6HKCFu/7d4SPbqQnR0dCR1IR4/fgxt3+vXr3f8lwmFQuhCoIR43u8CGvTZ2dlLly5dv349kUhwudzy8vLz5893dnYWFRX9LMEaoM7IYDs7O81ms1Kp7OvrGx0dXV5evnXr1srKisvlOnbsGBzy5kXmP4jOg0ajuX///uXLl4eGhjweT319/SeffPLpp59i0Amg9quW0Zgal5WVMRiMYDCIPMPhcPB4vEQiYTabv/nmm6tXr6IqKC8v//LLL0+ePFlTU8NgMLa2tu7evXvx4sUrV66MjY3pdDoA8U+ePPn5559Dx2p6evr69etXrlx59OjRysqK1WrNyMhQKBRdXV1nz5799a9/fezYsfr6euTTT0wGftaMRuPY2FhfX19/f7/ValUoFB9//PGvfvWrI0eOYHf2VR2CHF0qlVZVVeHlByUR2lQkEikYDP71r3+9dOnSxMSE3+/Py8v7/PPPT58+3dLSwuFwsL97+fLlixcvDg8Pb2xsQLfh6NGj8Bv2PV4Mov3ZYQuHw4F6GigOAfVZX19Hw2x+fv7q1at9fX3b29tSqfTkyZOffvppb28vwtmrklcATiMSierq6jAY3d7eBvwAiTKFQrl06dLf/vY3MPbyeLxPP/307Nmz4Ep6YrLxSp8LNYPS0tLKykosaaFZjm146EIcOHAApBxoGZJIJJ1O53Q6dTrdxsYGjUbLyspaXV29devWX/7yF7VanZmZ2d3djScsKSnBpPhVH4xKpQKujaYgmIU3NzcpFAqWSV7pxwX1qkgkwkbQwYMHc3NzMzIywJpqNBrVavXs7CyOUzgcBuatoaEBQhlGo9FkMq2trY2PjxuNxlgsBri5TCbDuA+1JYB5BAJBLBZvbGzcu3fv66+/Xl1dRRvs/Pnzn332Gb7RyxQ/T9/3+KVwtjE/WV9fx9vE4/F+cdCLD/aEmUym0dHRvr6+27dvW63W4uLijz/++NNPP32LkVav15vNZqPRyGazIWjz2sN5cAzcvn37ypUr33//PcQ3d3Z2qFRqfn7+4cOHP/74488///zEiRPNzc0Asu/VpnzJRp7D4bh+/fof/vCHpaUlPp//v/7X/0IC9Hp5Leor6LSAa8hkMg0PD9+9e1cikXC53H0jrn09i8Vibrf77t27/+f//J/Z2VkymfzVV1/19PSUlZVlZWW9UmH2RJsf25tCodDr9U5MTPz4449ZWVkCgQArXqn91knwanp6usFgcLlcyUgrkUgQaSEXSyKR2trazp49+/nnn1dWVr6VSOtwOIxG4/r6OqhBcIzf0bwFuhAVFRV4YSORiNFoBJUqhEpDoRBG9y/o/25tbQ0PD//pT3+anp4Oh8NNTU0ff/zxf/tv/62+vh4Z7Kv+oCQSic1mg2wmMzPT4/Hs7Oyo1epwOEylUjMzM1+VfuofsHiIRCIYfv34449gU6mvr+/p6Tl27FhdXR1Kz9fIR/FycrlcUMgTiUTkK2azGcAGo9HY19e3sbFBJpPr6+uPHj3a09PD4XAcDsfs7Cya66OjoxqNhkwmSyQS0K3weDwymWwwGLC4vLi4qNVqSSQSCmgAWgDyqa6uBkY2uY3wkq9TLBaz2WyPHz/++9//PjIyYjabKyoqjhw5cuLEiYaGBvBGvwbLGyjJMzMzsfaXXOTALnUoFPJ6vZcvXwafBuCGPT09YrEY3JfDw8P37t0bGRlRKpUQSG5sbERp3t7eDjqd16jxnpgM4Gbl8XigTnM6ndhj4fP5wWDwp59+GhoaWl9fLy4u7ujo6O3tbWlpKSoq2rtX/UoOoVAoHA5HIpEwmUzo92EDG4wiBAIBpWMgECguLu7u7u7t7YXkKpVKfW3iHSyoYWYqFApBiM7hcOh0Oo6lSqXC3NbpdEajURaLJRaLsVzl9XqNRqNWqwWHOrTMZ2ZmcnNzW1tbe3t7W1tby8rKMjIyXsMhGN9lZGTg45hMZiwWg5gg+ENAL/uSQRz+Qd8IQKacnBwej4dvzePxGAwGTuDGxgYEOpJa6YlEAtIT8XjcarWCXwsOAUWSUCjMzMwkk8kQ49Pr9TQajcPhQEIeqhdNTU0nT57s6Oiora0FwPo1fi/AM8AFzmazE4kEyKyAfoRex0viQD7Y+2Y4XclIi2V9RNrGxsY3ibS43ZORFhQger0eaPgkwdrL/GsYgGu12tXVVex6Pnr0CBDK9fV1cMopFIqGhoYkFR46Vrj4sNz/8iff5/MZDIbR0dEbN27cu3fPbrfn5eV9+umnYrH4tenwUTxAPhIo+eHh4ampqc3NTalUChgJUJrv4SEJBoNms3liYqK/v//GjRtms5nH4507dw6F2etVDnAI1IXT0tJCodDErs3Pz4tEIgCzX/6EvHXDgUG2wOVycfWgm2MwGHC2h4aG7t+/Pzo6yuPxmpqaTpw4gUgLHO+bRFpIHCDSrq2tIdLy+fx3FGn3JoqQBmKz2cC5gIfQarVCosHlcoXDYaQNe98pEHXevXu3v7//4cOHNBqtpqYG3PQtLS1ZWVmvVwpCDQML3Ghu+v3+jY0N0I0CQfOG9cMvvnjw+Xxo4f/1r38NBoOVlZX/83/+T5T1iDVvMr9DdxlQ+MzMTGDcFxYWoOY7NTVFo9EaGhq++uqr06dPc7ncxcXFq1evfv3117du3VpcXHS5XHw+v62t7fjx462trcFgcHp6+vvvv79///7MzIzBYAC7wqFDh06fPv3b3/72zJkzIC96jX5P0qLR6OLiYn9//5/+9Cer1ZqXl/ff//t///jjj+vr65OUPm/iEzKZDHZ/gUAAAY3l5WWr1erz+YBEqqio+PLLL3/9619LJJKtra1bt279+c9//vHHH6E9B9qlCxcufPXVV52dnaWlpQgub2vMSiaTsTVbVlZmtVpBA0qj0bRa7eXLlzUaDZfL/d3vfnfhwoW2tjY2m/1iofuXvOxFIlFubq5YLLbZbCCchQTyo0eP7HZ7UVHRb37zm6+++qqkpITD4bzFgTIU4iAmCJwM2Os0Gs3c3Nzw8DCYUhQKBVbzXS7X9vY2GFStVuvly5dXVlaoVOpvdq2rq4vP5yNOveFbk52dnZ+fL5VKvV7vzMwMoNuYob1e3xStR+xCdHZ21tfXo+pD9m8ymbCSPjU1pVarsW/X09PDZDIBQtXpdPPz86OjowaDgUgk5ufnV1ZWtra2gkJbp9PF4/FAIICpdywW+/jjj7/44otjx45he+TNHZKZmZmfn5+TkxOPx2dmZjDEB6fKE8RcH+yXYtFodGFhob+//89//jMEzn7/+9+/o0gLRPXKygqFQikqKnp58UHsvD148ODKlSt//OMfb9++PT4+rtFogOxtbGw8efLkb3/727Nnzx47dgzLZkhJX+/JTSbT1NTU//t//29yctLpdEYikezsbNCaPU9r/5XMaDQuLCxcvXp1e3sbSsOgeQVm4z08JHa7fXl5+Y9//OP9+/dtNlskEsEqI6Yob/7v22w2lUr197//HT0aLBaj5/jmreU3ryIyMjJkMllzc3M4HDYYDFqtFr3XK1euTE1NRaNRZD49PT25ublvJdIC/peTk5NIJGZnZzUajdFoFIlEWVlZfD7/3X1ZCC4VFxfX1ta2trbS6XTIc+l0usXFxbGxsc3NzWg0ioJqb8IDau8//vGPoOvt7Oz813/915MnTyoUChTbb5gwAEGTk5NDo9EWFha2trbUajVv15IUiP+MxYPf74c419DQkN1uP3HixNmzZw8dOsTn89F7fkO/J7l+gThHX99gMKC1efjw4d7e3vb2dmCQLl26dPv27ZmZme3tbRaLVVZWhljsdrvX19fBz4MsSigUVldXYx/jk08+aW9vr6ioAF5/r87Oazx8KBSy2Ww//PDD4OCgXq9va2s7d+5cR0dHUr38DX2SdAiZTM7MzMSj7uzsgBUHKx/Hjh0jk8lLS0sQcQNqi0qllpeXnzx58sKFC0ePHq2urhaLxXQ6/ZWGKi//hMg1RSJRUVFRYWEhlDqMRmN1dfX58+ePHj0K3tKflTR6yY/DNAAsnBQKxWw2ezyecDhcVVV1+vTpU6dONTY2isXit0gCvfej8XMwmUwMuEBuiwGU3W4HH4VWq43H4xKJpKqqqri4OBwOQ8FaLpd/8sknx48fLy8vZ7FYbx6tkk8F0WsajcZkMm02m9VqtdvtQqEQl8Sr+iH5TdFiJJPJgKhVVlY2NzdjZYVEIoVCIZDEb25uLi4ubm9vk8nk4uJikUhEp9NBQAxB983NzVAoxOPxqquri4uL09LSVlZWtFptdnb2Rx991NvbW19fn6TUfCsOScoJczgcl8sFaj/w1b42r98HS5WBp//ixYvJSHv+/Pl3HWmxFOfxeLA6+cwUHzTEKpVqfHz85s2bEI4cGxtbW1uzWq1cLresrKyrq+v06dMXLlzo7OzEdhObzU7WDG/y5OD0W1xcBCmfy+VyOp1arRaEaW8yW3Y6nRsbG5cvX75x4wak5RsaGoxGYyQSQWrIZrPfw3PidDq3t7fn5uZIJFJpaSmIa7e3t0kkEprKr81+4/V6dTrdtWvXLl++rFQqhUJhe3s76LN5PB4WOFNePCTTp8zMzMLCQsQ6CI/yeLxTp05hGv8uIi2dTudwOGBGcjqdHA4Hcf4dRdrkRxOJROweFBYWVlVViUQiIpEIBmS9Xg/lMbvdjsoqFovNzc3953/+5/T0NIFAOHLkSG9vb1tbGwSC35ZDMMNnMBhsNhs5M6j/y8rK3mRk98suHnQ63eTk5MWLF/V6vUAg+PWvf33ixInc3Ny3zlkGjDiI5NbW1gKBAJlM7unpKS0tpdFoMzMzd+7c6e/v39ra8ng8oNbCsCIWi4E9A+zyqAIbGhra2tqOHDnS2dnZ0tICGihwkr7hc0IH4OLFi0tLSxwO55NdKywsfOs6MggHgPGtr687nc5QKNTV1VVbW5uZmbm0tIQxHNZDs7OzKysrDx8+fPLkye7u7rKyMuAa313ChGEiaNoSiQSUkhkMRk9Pz69+9avS0tKsrKy3u1JGJpOBSGYwGJubmxaLxW63t7a2Hjt2rL29HWw/7+77Yu9cIpGA+AhArHg8Dh7blZUVk8kUi8VAxMThcIBhIJFIra2tX3zxRWVlpUAgeLuPB/GgjIyMrKwsiGJubW0BffR6sKgnjh/gWAUFBWD1BSUUuo8Q7d/Y2PD7/Vi7hNKfz+fzer0YUxgMhlAoJBAI8vPzMzMzNRrNyMjIgQMHqqur/+Vf/gXosrcLhMAKB4vFEolEer1+a2tLq9ViKSX55B/sl2JmsxmRdnFxkcPhoA1UUFDwriOt0Wjc2dkpLCwUCAQgXUmqB7jdbqA0lUrl2NjYw4cPf/rpp/Hx8ZWVlUAggD0KtEW7u7u7urqAF8XO8ZtDXPx+v8ViWVpa2traOnDggEKhKC8vR5G8uLjIYDDA1g8miVf6lxHHQD1y9erVhYUFHo/X2dnZ0dFht9uhMQfw0ju9U16vvFzbNWxkNTY2Iv6srKxgswWU668aDBOJRCAQ0Gq1w8PDV69eHRkZycjIaGlp+eijj9xudyQSQXhEMyvlaK60tDSoZkGBYXNz89GjRwcOHKiqqvriiy8aGhpycnLeUaQVCoUGgwFCjWw2G3pK7zrSEolEKpXK5/OhIYsSEecBaxgbGxsQQUJRMTo6+s0333i9Xrlc/utf/7qtra2oqOgtEqqiioCSvVAoBJgKbTW5XM5kMl9biPqXXTz89NNP33///dLSkkAgOH78OAav70iDCdgDIpEIVV273c5ms8HZcv/+/dXVVZ/PJxKJCgoKsrOzA4EAZHo3NzetVmt6enpBQUF3d/fZs2f/9V//9dixY1g/APT8DUd1e218fBwUyzQaraOj4+TJk3V1de9OOx3Tc4iPGo3GjIwMjUZz8+bNO3fuzM3Nud3unJyctra2f/mXf7lw4UJHR0deXh6Y2vaHC4JAICiVyqtXr87Pz0cikZaWlpMnT7a3t787go709HQWi2WxWCAPCU43VJj785XR74eqADo6oVAI8hRra2s6nU6tVu/s7CwsLFitVmArT5w4kaTPe+uGqtu+a2q1OpFIEAiEwsLCF7OfvdJPDLKavLy8urq65ubmhoYGoVBIoVC8Xq/D4TAYDOvr6xqNxuv1QpYV7SiQsarValR6y8vLm5ubJSUlR44cOXv2LDSA34VDsOwO/k3s0gWDwaQq1gf7pdjExMS3336LSNvZ2Xn8+PF3HWkZDMb29rbVajUYDBQKhclkFhUV4ZTG43Hw64Px6S9/+cv9+/cXFhagKZaTk3P48OEzZ8787ne/O3nyZEtLCwD3r7rP8GLTarX37t27ePHixsbGF198ceTIkYqKCixira6ugkwCPOOv+u6Hw+GNjY3+/v5///d/V6vV2dnZ58+fP336dGdnZ0NDA5PJHBkZiUajBAIBL/77U16OjIz88MMPw8PDZ86cwV2cnp4ei8VUKhUwPMDovyqSMx6PQ9ro3//935eWlmg02kcfffTxxx/jEIpEosXFRYy++Xx+ysFLSbPb7ffu3QOAp6SkBOnQq7JovGqkdblcbrdbp9MFAoFgMJifn/9OwUtPp+xCoRC0mbm5uYlEIokc3tjYwI08Nzc3NTWVl5fX3t5+4cKF3Nzcd7SsQiKROBxOMBhEcw1zeKCL/7mKB9DL9Pf3Dw4OxmKxhoaGzz77TKFQvF1M+RNHAY0N4FK2traCwaDP5yMSiVB8Q2IUDoe9Xq/H4wkGgwKBoKSkpLW1tbOzs6urq6WlpaqqCiL8YO96K5i2ZIS12Wz379//8ccf/X5/SUnJZ599Vl1dDRK3d/QroI1EoVAgnwwaHHhJKBR2dHQcOXKko6MDUlxZWVlvgqZ9VYvH49AGvnjxosPhkEqln376KTid3ukEAIKUHo9neXk5Eolg/+n1drJfu80DIo6srCxQx+bk5GRmZsbjcRaLFQgElEolOLLOnTvX3t7+Yl68Ny9mQD0eCoVWVlag+VBRUfGzAhcv/1ZiURtfGWQs2dnZ0CfBTA+f7vf7IYwNNV+spSJcbG5u6vV6AoFw+vTpo0ePgof+3f1AeEESiQQ2uX0+H7iYMaf+kJe/5xaJRGw224MHD/r6+nw+335GWjKZ7HA4lEplMBhMT0+vra3VaDRTU1P37t27c+fOgwcPJicn19bWwMsELuPOzs7u7u5Dhw4Bngd+BWxyv128qN1u39zctNvtXC73+PHjOTk5mAZg4RvcFRA7Q93ykhkSpF2uXr36008/LSwsgI3w1KlT5eXl+C4mk2loaIjFYvF4vLy8vPeHecntdmu1WpPJRKFQenp6ioqKOBwOg8EAfsHpdOr1er/fjw0x4F1f5p/1eDx6vf7mzZu3bt2anZ0ViUTt7e2nTp1C2cBmsz0ez/j4+IEDB6DY/VZWTd7cgsHg5ubmpUuXVlZWDhw4cPr06WPHjhUXF7+7Yg+RFlcbIq3H4ykrK8NWzz5EWqCYqFQqdOWzsrKEQqFUKgXhAYPBgGLg5uamy+U6uWsVFRWvPQd4GYckE7aNjQ2LxWI2m0tKSsCl/jo72b/QCO71ekGpu729XVhYWFNT09nZuQ8TOqFQeOrUKZVKNT09vbS0pFAoWlpaIpFILBaDZLrT6cTQUC6XQ6WhsbERysrv9MEgO7CysrK+vp6bmwvej32AgYLiU6PRDA8PYyXo2LFjdDpdLBZ3dXUBJJOSExKNRtFun5+fF4vFCoXiyJEjubm57/pz09PTW1tbTSbT4OAg2oFqtfp54vzvzrCl09zcDF2ImZmZ4eFhiJQtLi6mp6eXlpZ2dXVVVla+6ychkUh1dXUul+vOnTsqlWphYWF9fR1MMm/9szAvxsI02ISXl5cnJiZmZmbW1tagYh6JRKhUakZGBgTpiETi6OhoPB6Xy+WHDx9uaGjYhzBSXl4eCoUePHgwPT29vLy8trYml8vfT9D2B3tmpIWSTH5+PiLtPkS5zMzMI0eO6HS6oaGhra0tqGHOzMwMDQ1BYysUCmEiAXgSJFDeoibUC9o04XA4GAzG4/Hy8vLs7GzAk4hEYkVFBZVKpVAo33///fj4eF9fXzwe53K5YOR88Qg6Ho9HIhGtVvvo0aPLly+rVComkwky2ebmZkQPGo2Wnp7OZDKh/un3+18DBfTWLZFIwCHhcBi4SnBzp6WlJTGliURicHCwv78/FAplZ2fX1tb+rJ4GRP13dnampqb6+vqmpqZIJFJjY+PZs2fb29sxuqRQKAwGAwLVXq/X7/eHw+H3YRrjcrnArG21WhFpGxsb94EPqqysLBKJoK5eWlpaW1sDZfB+tmmgvARdiMOHD6+vr9+7d89sNlsslgcPHoD9/9ChQ+3t7fswJgK3+/DwsNFoXFtbW1lZ2avc92qdwV/o5EGv19+6dWtqasrr9R4/fhwkRW+3lfKC6s1sNjscDugBCQQCQKjD4bBYLK6pqTlx4sS5c+c+++yzjo6O8vJysVj8JvIFL2k2m21wcBB8Ml1dXd3d3ZWVla/HevYa2SGYyCwWC41GKysra21tbW9vh1xaqjCXPp/vwYMHQ0NDKysrBw8ePHr0aF1dHZPJ3AeHpKWl+XbNarUGAgEOh5Odnf2GzAZv0v+gUqlcLregoMDlckF2qry8/MiRIy0tLVwudx9QwmlpaZiWYhWEzWZnZ2fL5fJ3/bk0Go3H40H9uqWlBTxmBALB5/O5XC6PxwMFFbVaLZPJgALHYOpdHxICgQCJX6vVqtfr2Ww2GDM/rE2//2a32wcHB0dGRnQ6XXd3N/A5+xxprVZrKBQiEon379+fmJiw2WxQdjt69Ognn3zy+eefd3d319TUYL/oXadooVAI8qx/+ctf0E0DfAgOoVKpIpGIRCLF43G9Xm8ymXQ6HSRoXpzDQZb06tWr3333nVqtzs3NPX/+fG9vb01NTUZGRvJNQR8EnUQQEry2DsZbLB6Wl5cHBga++eabrKysQ4cOSaVSBoOBL0smk5MrjthgUalUkKB5cQ4XCoW0Wu3AwMAf//hHpVKZlZX10UcfnTp16tChQwBU48/odHphYaFOp5udncXu3/vA5zY7O3v//v3JyUl0Ffc50gYCAazyczgcLpdbUlKSqkib1IVIS0sDdDYjI+Pw4cNdXV2FhYX7gOgmEAggvHI4HGtra2D9KikpeY2R3S9v8pBIJCKRCER2TSYTh8Opq6vDHv3+FJFUKrW4uLipqWl5eRn7TzKZLD8/n06n5+XlFRYWQl8da5r7U+BiDDo7O6vVahkMRlVV1b7dZ6AvyM/Pb21tXVpacrlcGo2mp6cnPz//Le5yvEYzzO/3gzWVSCSWlZXV1taCDnwfknUSiSSRSDo7O9FUHhsbKy0tbWho2Ifi9pk/EATL2Wx2f3+/2Ww+cOBAYWFhc3Pz3ivnnTqESCTy+fz29vbl5eWtra3Z2VlQvrzTFwRrc1AhjcViXq8XdB+lpaUY2vr9fnAMRKNRaFoLBIL9IUdPS0vLzMxsbm5eXl7GDLOkpATaIB/qh/fZEGkfP36s0WiSkfYdbdk9L9K2tbWtrq4ajcaRkREikVhZWUmn06VSaUFBgUKhKCgokMlkJBJp3w4Sgi3mHgBm7IWFQDO+ra0NDZ21tTWw+8disa6urudxzoJb6c6dO3fv3l1bW8vLyzt8+PDp06dLSkqeSIWzsrJYLNaNGzfAnx4IBN6HFAUI+7S0NCzOMhiM5M9Bp9MlEklTU1NaWprf73/8+PHk5KRAIEgkEt3d3Xw+/5nAFa/Xq9fr7927NzAwMDs7K5VKm5ubT506VVtbKxKJ9v4li8UqLy9/8OCBy+Wy2+0+ny/l3kgkEiqVamZmJhAIyGSy9vb2/Yy0HA6nqakJ8qnLy8slJSUnT55MlY4ehUIBVeDCwsL29nYoFJJKpV1dXVKpdH8mZgQCIT09vaamZm1t7fbt2xsbG4uLi729vQwG41V/kV8kbAmCI/Pz8y6Xq7S0tKKiYh/gKHsNcNK+vj4wKf2P//E/Ojs7eTwei8VCg2Gf00TAcOfn57e3t3k8XllZWXFx8X62/HNyclpbW6GaNzQ01Nvbiw2QFN7xHo9ncXFxa2uLSqUqFIrKysr9hMOCOA9s1hMTE93d3RBKS2E1BXrWlZWVRCJRWFiIXcN9ewBgqG7duhWJRObn51taWjBP359TmpaWxmKxKioqysvLo9EoerdGo/Hrr7+enZ2NRCK5ubkHDx7cz54li8Wqra198OABkUhUqVRra2t+vx843Q85+ntr4XDYbrcj0mZlZZWWlhYXF++nGhcoKMDrv7S09NVXX505c4bL5XI4HJAv7X+Hgkgkcrncuro6oVBYX1+flZX1dFpWXl4OdpDLly8PDg5evHjR6XSKxeLi4uJnFg8Gg2F4ePg//uM/dDodk8k8fvz4Rx99dPjw4af/5UQiEYvFmEwm7t/34fUhEAhsNru8vJzJZDY0NAAb+XQKgd4NmUy+ePHi9evXLRYL3PjM4sFsNk9PT3/99deLi4vxeLytre3MmTNHjx59GugCh9DpdJRVKV8CSSQS8Xh8fX19dnY2GAzKZLJDhw7tJ5g5IyOjpqZmaGiISCQqlUpEWkD/U+gWtVo9Pj7ucrnEYjGyx337aCqVihSRyWTqdLqVlRWQhv9TFA9Go1Gv1weDQaFQWFFRwWaz9xkbw2QywVhvNpvtdjuouDMzM6lUakpkHW02m16v93q9WVlZVVVV0LHezweg0+nYV4OkIkj9ORxOqkQuXS6XTqdzuVzp6en5+flCoXCfOw1gD8zLy5NIJOBIMZlMkL5OiUPQuLLb7SQSCXp2+wCl+/8FGhIpPT1dJpMVFBSo1WqcWKFQ+NapLZ93nSf/My0tjc1mx+NxoLRjsVhubq5UKgWEad8cghmmRCIpKytTqVROpxPYjJSzs3+wF0danU7n8/mSkXafQ1wy0q6trdlsNgKBwGKxsrKyXqNx+FYsEAjs7Oz88MMPWL5MJBLPDLNpaWlcLvfw4cORSIRMJs/MzDx+/Pjf/u3fzp8/j4lf8tWDMAJqDLPZXFZWBpXV0tLSZ8Yr1Nvl5eWBQODevXtpaWlisThVFzHKS5/Pd+3ateXlZblc/ryeEXDwjY2N4XAY5F1KpfIPf/gDSgLo0uAvfT6f0Wi8fv06BC5kMhlYWWtra595qWHSW1xcbLPZZmZm0tLSQF6fqlw5GAza7Xar1RqNRmUyWU5ODpvN3udIS6PREGnX19cdDodGo8nLy0tVpI1EIm6322q1er1ePp8vk8mys7P3s8YDOEIgENTW1i4tLbndbrVazeFwXnUt85c3Ik8kEiaTaXt7OxKJCAQChUKxFwG5PwbpdWjreL1eUC2lMGABOR0IBNAM43A4+9zkhkgZXoNgMIhF/kgkkqpD4nQ6dTqd1+tlMpllZWVPaDruT64MoQmJRBKPx202G2aUqXKI1+vVarUul4tKpRYVFQkEgn3mRMcdLxaL8/LyAN3WarUADu1/X5BKpZLJ5Gg0GgqFCASCTCbDbb2f1RQiuFAoRPMV6ygej+dDgv7+Fw+BQCAzM7OsrCwlkTYjIyMnJ4fP5wd3LRqNAguREodAPmVjY8NkMkEG7nmjj/T0dIVC0dnZefr06fLycr/ff+PGjYGBgYmJCYvFgkre4/Gsr68PDg7evn17bm6Ox+O1trZ+8skn9fX1T4Bz9gYWEokklUp5PJ5SqdTr9ZFIBNoXqcpPIpGIWq3W6/Xp6el0Ov154EwqlQq47/nz52trawkEwr17927fvv3o0SODweD3+xOJhN/vh0B4f3//6OgojUZrbGw8d+5cS0vL8zg9UTyAZE+r1Wo0mlAoFI/HU+WQQCBgMBgcDgeBQEDfKiWRFrkig8Fwu92pjbThcNhsNkNuXCgUSiQSkJLtp0MwLUTn3efzqdVqh8PxyknOLzGCo48bi8WysrKAsNz/ZyCTyWKxmMvlqtVq866JxeJUOQSilZC+z83NTQm1M5FIFAgEfD6fQCDYbLadnR2pVLrPFENPFA/BYDAjIyM/P39/2ttPG4/Hg/Kxw+HQ6/VQ9kjJk7jdbo1G4/P5GAwGit6UPEZWVpZEIqFQKHiefdiZfp4hYrrdbiqVKpVKoR+//8bhcGQyGZ1Ox/MUFxd/SNDfZ3M4HOgCsFis3Nzcd8er+OI6HJE2LS0t5ZGWQqEgxScSiZ2dnT9Loi+XyxGNaTTajRs3bt68abVaaTRadXU1LtOffvrpD3/4g8Viyc7OPnfuXE9PT1NT089+O/A1Q/EqVXD2ZNuIyWQ2NjYWFBQcOXJEJpO9+O8lEgmLxYpGowwG4+9///uDBw8sFguBQDh06FBubu729vbw8PD//b//V61W0+n048eP9/b2dnZ2/uwVj4w5fdf2OVl/wiBpjEgrkUhSFWnZbPbeSKtQKFLlkGAwqNfrnU4niUQSiUSpUvjB3nZ6enoSpvGPXzwkEgmr1Wo2m2OxGIfDkUgkKSkeKBQKVPHj8XjyeVJYPOzs7ITDYRaLlZOTk8LigcfjEQgEu91uNBpTOHmAFEswGOTz+bm5uSnhugaBNwCveJ7UTh50Oh2oDDE4TlXxIBKJKBQK2MpTuN3o9/sxm8KVliqGFjabLZVKaTQatMBTvt34wX62eNjZ2YlEIiwWSyaTpSrS8vl8yEo4HI7URlqwUS8uLorFYjab/bPYGBqNxufzW1tbo9FoMBhcW1ubm5v729/+ptPpCgsLwY+n0+nKy8tbW1t7enrAI/mSbRoajYbAIhKJUlLXobOpVCoXFhYOHDjAYDB+NjmBgnhjY2MsFgsGg48fP15ZWenr67NYLE1NTcPDw0NDQ+vr6xKJpKGh4eTJk7W1tS8TvTkcjkgkysjICAQCGo0mhTF/b6QVi8UpjLQ5OTkoHvA8qXplQqGQwWBwuVyYPKeweED7w2QyGQwGt9v9j188IILbbLZYLMZms4VCYUqKByiuczicRCIBnocUTgbdbrfFYolEIhkZGZD8SEk/jMfjgQoTC6nRaDRVDvF4PCaTKRQKpaenS6XSVF0kECyDjKDZbAa8NSXm8/l2dnaCwSCXyxWLxakaxXA4HOCbvV6v0WgMBoOpcgiw2j6fj0wmCwSCVKmRsFgscMCjvEwJjuuDvUakZTKZ70mktVgsKYy0Ozs709PTc3Nz8Xj8JRFcVCq1vLycsmvff//9xMREX1/f9vZ2RUXFzZs3t7e3mUxme3v7mTNnknoOL1k8kEgkSPtnZmamsHiY3TUsVr2MQ9LS0goLC2k0GoVCSSQSP/30U39/v9FotFgst27dUiqVZDIZeg5tbW0vybvKZrNFIhGDwQASjMPhpKp4AMMFTqgAAIAASURBVL0N9AGFQmFqIy2NRkP9n8JIGwqFzGazx+MhEokQRUnJYyA1YjAYoVDIZDK9Bo7rF1k8hMPh5JoBk8lMyUiOSCRiQorTgOdJoUOCwWAikYBIUErwrwQCAfKZe58nVQ4BtXM8HsficqocQqfTQdKXfJ5UOSQajfr9/mg0SiKRMjIyUrU8l3xhk8+TKoeA6zoajRKJRCaTmSpOErywJBIp+TwfEvT3/OoBOp9CoWRkZKQ20hIIhOTzpMohAoGgvr4+LS0NE++X3/oTiUQ9PT2RSCQ9Pf3Bgwdzc3Obm5tmszkvL6+np+fEiRPV1dUvX5thf8nj8eDeSeHVg016zHh5PN7LBxYul9vW1haJROh0+p07d1ZXV7E6KBAIurq6Tp48efDgQRaL9ZL/Guj13G43g8FIISYCkRahHilTCiMtNE+Sz5Mqh8Tj8UAgEIlEQCaeKg4VbE+RyeTXvnp+kbCl2K6h/b8/HNvPjOBJjf3k86Tw/YzFYolEgkgk7vMi7PMcEo1GUxjBIcYJ6o994wN9xtu1ez73Ps/74BCIv6bQIdCpSblDIpFIPB5PrUOSL2zyeT4k6O+zPRFYUoWtTwaWlL9HsVgMcoevOlaF/kNFRYVGoxkdHTWbzVarFVDP5ubmoqKiV4JzgM2pra1NJBKlCoywN2sPBoNEIvGVfhf6rpWVlW1vb4+NjRmNRiwZy+Xyurq60tLSV1IKT7I5UalUwHVS+8pgCPMh0iKDjUajsVhsb8q0/wa6v7S0tOTz/OMXD0nZEbyZKRQTSNJKpLbVkfRJ8qlS65AUPsDTh+Q9cUjKj8d75ZAnTuz7YKnyyV6HxOPx98onH+z9f4lS/h5ZLJbHjx8PDg5WVVV99tlnULJ7+f97ZmZmdnY2GgqJRAI7vkKh8FWTXQqFolAoCgsLIbOYwl/H4XAsLS3dvXs3MzPzk08+ebFo9NPGYrH4fD5Iq1Cj0ul0oVD4qmt7RCJRIpH8/ve/T7lDkkc0tenB+5OZvFdXTzKDfZ0Wxi8ufKNcQ7hBzyMl67DxeDwUCqHdgudJoU+geJJUYk/JGCSRSMAhuANSNRF6os2QWnhMEs+W/IFS5RC0GYhEYmrhMUmURbLtkUKHYCSFPcVUraMggsEhNBothaQoH+yVIm00Gk15pN37PKlyCJvNlsvlDQ0NQO2//AF2Op0Gg+Hy5csDAwMulwu0MxqNZmlp6d/+7d8uXLgAHeKXvFi9Xq9Sqbx27ZpMJmtsbMzLy0vVWheTyczNza2trWXt2ssnBlgDg57D9vZ2dna29P9j7z+D4zjTPEE8KzMrM8t7D29JeEfQU6L3LVGi1Lt/dfdM/3fvdnf2PlxszF3EfdqO3YvbTxdx27Pb2pnumb6d6+65FilDteitaEECJEB4FEx5721Wpb0AXgliUyIJgiAKkPIXHeoIBoCqeirf32Pe53l+ZWVOp9PhcPzmN7+JRqP79+9/Uv/h+SgUCh6P58yZMzKZrKenp7a2tlSyBouuZ3k3VCvItODAlvbOEESwwPU8eZBXH4uh0bK7M+D1yOASiUQmk8EwTJJkKpUqSSTEsmw6nc7n86AD9Un9+dUHQRBA86tYLCaTyZIs3+B5PpPJgCUG4P2U0CA4joMGR4qiEolESdYc8Tyfy+UymQzHcaDXv1QXlE92fNI0nUwmSzWpnM/n0+k0y7KLX1CpDAKGYTAMYxgmnU6Xau9ToVAABxbDsDWijyvg+UwLhnbAF1cSx89xXHYBPM8vvp9SGUShUICV5TiOL7FMs6jncOXKlUuXLo2MjBgMht7e3n379jU1NRUKhfPnz1++fHlR/2GJoWEgELh27drg4GA0Gi3hagqpVGq1Wg0GAxhFXYovBnoObrf75s2bFy9e7Ovrk0qlnZ2dBw8ebG9vRxDkyy+/vHTp0qL+wxJDw3g8fvv27YGBgdKupgC99YBpU6lUyZl2kflLWICQy+UEQYCDUKoNe8ViMZFIUBSFIIhCoVhGp9+6bFvSarU6nQ6G4WQyGQgEniUf87oT2cWuxMX3U8Lyj9FoRFEULKorKysrSTYViURisRjP82q12mAwlDA0VCgUoPMV7GWrqqoqyduIxWLhcJhhGKVSCXTZSmUQmUwG1HmAZM8y9rKtCMCBpSjKYDAsvYr2mgoQQGYbbMpPJpMleRupVMrn8xUKBYlEYrPZSrL6U8DLMi1YF+b1em02W0mSh0gkEo1G1wLTgkLe1NSUx+PZtGlTTU3NC9cBAQ21p/Qcdu/eXV9fX1dXd/78+af0H5ZiZBzHdTod6Fwq7cwDQRBardblckWj0Y6ODtA+9MLk4Uk9B6lUeujQoQMHDmzdunXjxo0XL158Sv9hKfI4GIap1eq6ujqdTleq7e2LBgFMG4lEgsFgqZg2nU4DppVKpTabrVTLuMBXYzKZFAoFwzBALa4kbwOERvl8niAIs9m8jJu6ddm2pNPpwPp8cPXZ1NRUkuQhEAjE43GRSKTX64FkTwmzKbA+P51Oezyetra2kri0UCgUiUR4ntdqtWazuYStXEAABKzPdzqdnZ2dq/8egCAJUDNUq9VWq7WELk2hUFRUVMhksnA47PF4SpU8PCVIUsLkQSqVlpeXy+XyYrHo9/uXoa+5UsmD1+stFAparbaioqIkHZgClg6NRrPItG63u7W1tSRMGw6HI5EIx3GA+UvItEBKHyweFIvFL3SCiUTC5XJ98cUXV69efUrPQafT7dy5k+f5J/Ufksnkm2++qdVqn7+Uxufzzc7OAgV9o9FYwjINgiA4jstkMpIkl9K7m8lkwuHw2bNnL1++PDMzU1ZW1t3dfejQoa6uLovFsmXLFlA1X9R/yOVyhw4d0uv1zw9/Q6GQ3W6PRqNGoxEoYJSWaZVKJUVRJWdakiSBLmcJmZYgCJvNplKpGIYJBoOlSh4ymYzL5cpmswRBlJWVLWOT77q8eTAajSaTCSx1drvdYDvbavZ9goEHv98fi8UWJXtKmzxYrVYMw5LJpMPhyOVyqzzVBzT5g8FgOBwGW7dL69IWtbdSqdTc3Fw6nV59g/A8Hw6HA4EAy7IajaZUUuhPJQ9AMyiRSKy+QcASdK/XC5KHUmlsAchkssrKSuDSPB5PLBYD+0BW2SAgliJJUi6Xl7BRW8DSmRZIpKdSqVIxLYg5ANOWvEwDkger1YogyPMn/sGWG5fLdefOnU8++cRut39bz6GlpQXH8Sf1H0CC1N7ertfrn/MxPR7P1NQUqM1rNJrSTpdhGAZEJ56/KgOsIQJCGZ9++unAwACKoj09Pe+888727dvBBc5T+g8XL14sFot6vb6rq8tmsz0nOQkEApOTk36/v7GxUafTlfBu6snkwePxRKPRkjBtMpl0Op0kSZaVlVVWVpaQaRdlSVmWDQQC4XC4JAbJZDKzs7PZbFYmky1PQ3D9zTyIRCKTyQTYyu/3j42NrX7TGEVRqVTK6XQmEgm5XK7X67VabQmTB71eD2LTSCQyMjKy+jeDDMOAGn8wGMQwDFzFlNClaTQaoJ6YSqWGh4dBaLjK1UGKotxut8vlWow5Slj+USqVIFbO5/OTk5OhUGiVNzyCoMfn883MzFAUtfgFldCllZWVqdVqlmXn5uaA/vcqPyQ8zweDwfHx8Ww2q1AoampqhORhjUOn04GqRCQSGR4eTiaTq7zsiGGYbDbrdDoDgYBYLNbpdKVlWoIgdDqdzWbLZDK///3vZ2ZmnvWTuVzObrd/8cUXf//3f+9wOKqqqv7yL//y2LFjT+k5AP0H0MgkFotv37794Ycf3rt3LxQKPf9tgAINkGYr4ROCYRgoXXEc98knn4yOjj4ninC5XJcuXfrlL385Pj5uNBpPnjz51ltvbdmy5clIDqygPXHixPHjx1Uq1eDg4N/8zd9cv37d4/E8Z14fzFDZbLZSaZB9m2kZhgFMS1FUSZh2bGwsk8kApl26YsbrSB5MJpNWq0UQxOfzgd6h1R/cjUajQ0NDyWRSKpVWVVUtQ/l7Xd48aDQaq9VqNpsjkYjD4fD5fOXl5aupXBiJRKanp4PBoFgsrqurMxgMJWzAWFRPtFqtqVTK5XJ5vd5YLKbValctl00kEjMzM36/n+O4mpoak8lU2oFpmUxmNBptNpvD4fB6vW63OxQKgZ2Aq/MGMpmMZwEkSVqtVovFolQqS1j+AT3B4LY0Eom43W6v17uMlYjLBkmSoVDI4/EkEglwMaXT6UrYXSAWi1Uqlc1mMxqNkUjE4/E4HI6ysrJVcyrFYhFcnAYCATCRYjKZSksjApbItBaLBSgZe73eeDxeEqZlWbampsZsNpeWacHNg0qlApHQs8Z5k8nk7OzslStXrl27Zrfbq6qq3njjjePHj2/YsOEpPQeg/7Bjxw6Qb0xNTd27d0+v19M0vXv3boVC8dQZKRQK6XR6ZmYmGo02NTXZbLbSbuQEbUsqlYogCI/HAzaIfKeD8Pl8165du3Tp0uDgYEVFRW9v77Fjxzo6Op7ScwD6D729vSKRKJ/PDw0NDQwMGI1Gnuf37NljNBqfKsFQFJXNZh0Oh8fjqampqaysLOHjsci0VqvVaDRGo1HAtDabbdWYlqIo8LprhGmBWJ7FYqmsrPQtYGpqqqqqatXWYbEsm0gkPB6P0+lEURSEjsvo44LXKYNbrdb6+noMw/x+v91uDwQCq/kGHA7HwMBAIpEwGo1bt259KTmb1wGJRGIwGBobG9VqdSQSmZqacjqdq7lG0OfzPXjwIBwOq1SqzZs3WyyW0i6dFIvFarW6sbHRYrGkUqnp6empqanV3LkUiUTu37/v9/sxDGtvb6+oqCjtRkUEQaRSaUNDQ01NTbFYnJubGx4eXs0ru2QyOTg46HK5WJZtaGiorq6WSqUlfEhEIhGKorW1tU1NTTAMu1yugYGB1byyy+VyExMToPWloqKitrZWpVIJ25bWOCQSidFobGho0Gg0kUjEbreDR3o1mbavry8UCimVyt7eXnADX1qbiEQigiBUKtVzYjK/33/nzp1f//rXd+7cwTDswIEDJ0+e3LVr17OEz5qbm48ePfr+++83NTVFo9E//vGPH330kd1u//awVjqdnp6evnr16vDwcE9PT0NDQ2lj5cVijUKh+HZkv4hoNPrw4cPf/va3ly5dYll2+/bt77333v79+ysrK7/z5+vq6g4ePPjjH/+4p6cnn8//6U9/+t3vfgcu1Z/6SbC46caNG7du3WpoaGhqakIQpLSyJGKxuKamprm5GTBtf3//ak4+AKadm5vL5XLl5eWAaUu7Wx+G4YqKiq6uLqlUCmbln3+xtuLZ1Nzc3OzsbCQS0el0yy5/I7/4xS/WF32D5rBCoUCSZDAY9Hq94Oa0ubl5FV4dNG5evXr13LlzYGDuvffeq62tVSqVpT2fYO94KBSanp4GVN7a2graLl/rSwPB776+vk8//XR2draiouK9995rbm5ezWrcdxqE47hCoRCNRoeHh3Ecl0qlzc3NMplsFQzC8/zw8PAf//jHyclJlUr11ltvdXV1mc3m0hoElP9BHxfHcSiKNjc3r0J/MDDIzMzM6dOnHz9+DEHQkSNHtmzZUlFRUXKlrWKxSJIkyKNYlm1qagJf0yrYxOfzff755w8ePEilUvv27du5c2d9ff1aiHsEPP+xAQvjw+Hw1NSUVCpVKpUtLS2rEIs8ybRzc3M2m+39998Hc8alrbWLRCKFQpHP5/v7+wsLMBqNi/Nd4M7h9OnTn3/+ucPhaGxsPH78+JEjR1paWhQKxbPeOcjttVotWMkfi8Wi0SjYRKRWqyUSyWLKlMvlQDs7QRBbt241Go0SiaTkBpFIJAzDjI6Ophag0+kWs4hcLud2u//0pz999NFHU1NTVqv1yJEjx48f7+7u1mg0z0oFRSIRgiAqlUoqlYKRm1Ao5PV6gZXAtDr4yWKxCHqqaZreunVrWVmZXC4vOdNSFJXP50dGRgDTAsHs1WHaYDD4+eef379/P5FI7N+/f9euXXV1daXVeRCJRCzLchw3MjISjUZzudyGDRuqqqpWZ/IhmUyeP3/+1q1bTqfzzQU0NTUtYyBzvfoqjUazefNmsLNseHj48ePHoVBoFVYI53I5h8MxNjZmt9txHK+urm5vb1/NjqlnQSaTdXR0NDQ04Dhut9sHBwe9Xu8qlJYLhYLX6x0fHx8eHuZ5vqKioru7+4Xb+lan9tPU1LRx40alUul2ux89euRyuVZhyxAYZ5ycnBwYGAA9S11dXVarteQGgWG4rq4ORBvhcPjhw4czMzPxeHwVgp5YLDY9Pf3gwQNwWdfR0fGsAtsqo7KysrW11WQypdPphw8fTk1NhcPhVehiB4sNHjx4EAwGtVptW1tbfX392hRAFfBtpm1vb29oaCAIAjCtz+dbBaYtFouLTMtxHKhcrgWmFYvFVVVVNpuNZVmXy2W327PZLMMwi3oOlxcA9By2b9++xGKKTCZraGjYtWvXsWPHmpubSZI8f/78pUuXFvUfgNSS1+sdGRlRKpUbNmwAycZayDBtNltFRYVYLAZjmUBhACj/uFwuoNvQ19cnkUh6enpOnDixefPmioqK5/e14jheVVW1bdu2t99+u7Ozc1H/4fbt236/P5/P8zyfzWb9fv/IyAiKohs3bix5Q/UiKioq2traSsK0c3NzDx48CAQCGo1m7TCtxWIBa4gpinr06BGYbl+FyQfQUD0wMOBwOGQyWVNTU3Nz8/JOzfq7eQAACffc3Nz4+Hg4HEZR1GAwqNXqZcyMvxTcbvfnn39+48YNn8+3cePG3bt379q1q7QdKV99kQiiVqsDgcDo6GgsFmMYRqvVqtXq191SFY1GL126dPXq1YmJiZqamp07dx46dKi0knlP1sPi8fjo6GgikcjlckqlEqxMfa2vm81mv/zyy8uXL/f19YFde8ePHy/tMq5FSKVSkiSnpqai0Wg8HpfL5Wq1+nWLYNA03dfXd+XKlRs3bsjl8vb29hMnTlRVVa0FNWUcxxmGmZ2dDYfDwWBQJpMpFIra2trX/d6GhoauXbt25coVhmHq6+tPnjzZ3Nxc2u4CAS/FtMFgcJWZNhKJXLx48dq1a+Pj49XV1Tt37jx48KBcLl8jt1XRaNTtdmu1WqPRaLFYwAz07OzsxYsXP/zwQ4fDodfr33333aNHj27ZsmXpbxu0KIvF4lwuNz4+7vf7I5EI2N6DYZjdbj979uwvf/nLzs7OvXv3gmbINXKIwG5QiUSi0WiAsACGYR6P58svv/zwww9HRkYIgjh69Ohbb721Z88etVq9RM6RyWRg9wZN03a73ePxgOk1jUajUqmcTufVq1f/83/+z2az+cCBA42NjUqlco30cbEsC5jW7/fL5XIwuLxqTEvTdH19/TvvvLM6HRlLSblhGHY4HOFw2OVySaVSiURSXV39ureq2O32mzdvXrhwIRqN2my29957b8uWLTiOL8Mg6zV5AAvRSJIE29/S6XQmk7HZbGCF6+t4MsB27YGBgVOnTs3OzspkshMnTuzatauysnItsBXoLATKml6vNxKJpNNpk8lks9lQFH1N9BGPx8fHx0+fPj0yMsKy7PHjx/fu3VtXV1fCyeAnDYKiKMuyGIYFAgGfz5fNZrVabWVlJYqir4mz0um0w+H4+OOPQZX94MGDhw8fbmpqWgvlH3DxzfO8WCwOh8NOpzOfz8vl8traWhRFX1PfRT6fDwaDn3322Y0bNwKBwI4dO8BQYAmXXTxFIyAcjMfj09PTJEliGFZXV4ct4HW8ItCAP3v27IULF5xOZ2tr61tvvdXb2wtCTyF5WPtYZFqRSOT1esPhcCaTWQWmnZiYAEzLMMyxY8f27dtXX1+/Fph20SwqlQo0zMzMzORyOZqmP//88ytXroyNjTU2Nu7du/fo0aPg5nPpVkJRlCAImUwGbJ5MJkOhELhABhOPQDpg9+7dbW1tKpVqTRlELpeDqwagQSGVSs+ePXv+/PmhoSGr1bpz585jx451dnaazeal+yMwkC2VSgmCYFkWqEyCXiCZTAYMEg6He3t7e3p6SruU4immBQ4oHo/b7fZCobA6THvu3LkLFy64XK7m5ua33367t7cXXNaVnGmBQWAYzmQyo6OjFEXxPF9dXQ0kU15TFS+TyVy/fv3MmTN2u728vPztt9/esWMH2DHwA0oewKeVyWRKpXJ0dNThcMzMzFRXV1utVoVCseI1PJZli8Xi6OgoMD3HcS0tLX/xF3/R0dGxRg7nokFMJtPExMT09PTs7KzFYgEtj0uR73nZVApUPm7duvXxxx8nEgmwem/btm0lbzl9EhKJpLKy0m63T0xMOJ1OlUoFBGIIgljZ/kKwtBtMg50+fdrpdBoMhp/97Gf79+9fI7UfAIIgysvL3W736Oio2+3GMKyyslIul4OK3QoaBLRoBwKB4eHhjz76aHh4WKFQnDx58sSJE1qtdu34eAzDbDYbmI3x+Xwsy5aXlysWAPh9BQ3CcVw0GrXb7adOnbpz5w6O40ePHv3ggw+A+riQOawj1yOVSs1mM2DamZkZs9kMNAdfH9MCeYR4PF5VVfWzn/1s586dgMTWiFnAld3U1NTAwEB/f38ulyNJ8g9/+MPIyIhUKj127Njbb7+9efPmZdzPoChqNBpVKpVcLg8Gg6DdgGVZHMfD4TCCILW1tT09PeXl5WBAYo0YRCqVVlRU+P3+hw8f9vX1xeNxgiD+8Ic/3L17F0XR3bt3v/vuuzt37lyGSDkMw9oFKJXKWCw2MzNjt9tzuRywD8uyoKWtpqZGIpGsHYOIxWKr1RqNRh8/fgxadADTAv/4+pj21q1bOI4fOnTopz/9qdlsXjtMi6KoyWQiSXJwcBCkxGAdIhhEXHGDpNPp2dnZM2fOnDt3juf5nTt3/qt/9a+AVOvyXmu9Jg+LjyOGYZkFOJ3OdDqdz+erq6slEsnKxvRAEuj3v//9+fPnQ6EQ6Dvs6enRaDRrasYRQRCCIDKZDCh4JJPJeDxeUVGhVCpXVqEsm80GAoFTp059/PHHHo+ntbX1xIkT27ZtM5vNK0sEr24QqVSazWYLhQLQAgsEAhaLRavVrmySUygUwuEwWIIBBsfffvvtN954o6qqai1ckj7peHAcLxaLLMv6fL5wOOxwOAwLWFlPQ9N0LBa7cuXKr3/964mJCbVafeTIkb17927cuHFNBcqgkMyyLIIggUDA7/fPzc2pVCqwx3YFb6g4jksmk/fu3fvwww8HBwdBALF///6uri6CIIRR6fUFBEEkEkk6nQbzr4BpQTvNijOt3+8/derU6dOnPR5PS0vLO++8A5h2Dfa50TQNVN5cLte1a9ecTmdlZeXJkyePHDnS2dkJEvJlVz2sViu4TAartycmJh4+fKhSqX7605+CzG1tGoRYQDAYvHDhgt1u12g0R48ePXbs2LZt29Rq9bLLKGKx2GQyAerw+/1AFW5gYACCoHfeeaehoQG0Qq0ppsUwjGEYwLQ+n8/hcKhUKovF8lqZFkGQRabFcXztMC1ojuB5XiqVhkIh9wKA/rREIlnZXoBMJjM8PPyb3/zm7t27uVxu69at+/fv37Fjx6vsPFzfyQNot8AwrFgs+ny+eDyeSCRgGEZRVC6Xr0h3CkVR4XB4cHDw0qVLly9fDgQCNTU1hw8f3r9/v9VqLaHs17NcmngBHMf5/f54PA5qMwiCAJ2BV6/4siwbi8XGxsaA4OX09LTNZtu7d++xY8eA7Neaom8YhsViMbBAKBQCCscIgsAwDHaTv/oR5XkeLF+/fv36xYsXHz16pNfrt2/f/u6779bV1alUqrVmEPAYEAQRDocjkcjc3BxIb0DddEWy7nQ67XK5bt26deHChVu3bsnl8u7u7nfeeaelpUWv168pgwAGF4vFCoUiGo1GIpHZ2VnwDkENYkXOeDabDQaDd+/evbQABEGam5tPnDjR3d1tsViEzGE9Jg8YhqEoumpMa7fbrVbrItOWdoXOczwyhmFAiRIwYW9v79GjR1taWl7xOQfiaxiG0TQ9Ojoaj8ez2azBYNiyZcvRo0elUumaqtE8aRCJRFIsFmdnZ7/88kulUtne3n748OGuri5QV1r2XwaURRAEgiBjY2OhUCgej2s0mo6OjqNHjwJB7rXGtMDhLjLt3NzcKjBtU1PTiRMnenp61hrTLhpEq9XG4/FIJOJyucBgPb4AqVT66q9CkmQ8Hr9///7ly5cvXLiQz+erqqp+9KMfbd++/RUnD9d38gA4BXSxg0GcmZkZsJpzpYpAuVxuaGjok08++du//Vu/32+z2d55551Dhw51dXWtzU4DGIbBeFYikQgGg3a7fWxsjGVZIMn+6o8jTdNjY2Pnzp37L//lv8zMzCiVysOHDx85cmStXaM/CaPRqNFocrlcOByemJiYnJzMZrPAICui6QsWjf/qV796/PgxgiBvvvnmsWPHjhw5sjYdPFhWZjQagU7Z2NjYzMxMOBy2WCxqtXoZSpPfhsvlunv37ocffnjnzp1CobB58+ajR4+eOHFirWUOi1AoFBaLhWGYVCo1Pj4+OzsLGs+0Wu2KLLQJBoODg4N/93d/d+nSpVgs1tbWdujQoZMnT66RiSkBy2NaIK4Uj8cXmZZhmNfEtCqV6vDhw0ePHt25c+eaag19EjKZDEXRUCg0NTXldrt37NjxxhtvgG6lFbmQ0Wg0HMf19/fn83m1Wv3BBx8cOHCgrKxsdXZcLgNA4i2ZTE5PT4+MjPT09Lzxxhs7duywWq0rMggH1OgePnwYj8dRFD158uTx48fBLMGaZVqr1QqYdmxsbG5uzul06vV6nU63Ukw7NDT061//+tKlS/F4vLW19eDBgydPngSLUNegQYACN8/zJElOTk7OzMyAi3qdTrciy13i8fjU1NQ//MM/fPLJJ4FAoLq6evfu3T/+8Y+bm5tf0SDrPnlYFKkpLy9nWTafz0cikXA4PDs7G4/HeZ43Go2Lk5EvRdz5fP7evXuffvrpmTNn+vv74/F4b2/vkSNHjh07Vltbu9ZK7E9aA9wPgjmYQqEAqmLT09ORSISmab1eDy/gZctgJEkODQ2dOXPms88+A+vhWlpaDh48+NZbbzU3N5dW6eKFNhGLxUajERSukslkOBy22+1gva9GowG3Ey/1NzmOKxaLExMTX3zxxaeffnr16lWXy1VZWblnzx5QUV4FCYVXrHmA3i2e5zOZTCgUcjgcfr8/nU6DgtbLVsV4nqcoyul0Xrx48bPPPjt37tz09LROpwOXMDt27DAYDGthw9JzTo1CoQB7YPL5PLhY9/l8sVhMKpXKZLJl9ADQNB0MBsGg1Keffjo+Pk4QRHd394kTJ8DVZWm1igS8+mMDmBaG4W8zrU6nA5ecy2baM2fO3Lp1CzDtgQMHfvSjH619pgXbqGpra9va2miadrvdDx8+1Ov1ZrMZrOZcXvU3EAg8ePBgdnZ2enra7XY3NDTs3bt3z549a9kXA4PAMCyXy8EScwzDfD7fo0ePZDJZVVUVx3HLNkgsFhsaGrLb7UAT1mq1vvnmm/v3729ubn6V9rDVMYhSqQRvMpfLAab1er3RaFQikawU0+I4Dpj2wIEDVqt1zepvLs5QAek6kiT9fn8oFAKS2CiKKhSKZdyqMQyTSCTu3Lnz+eef//GPfxwaGmJZtqWl5UcLqKqqevVS77pPHoDpweFcnAsJBAJAjZKiKBiGs9ksTdPgqX1W+AJ4DUi7g0BqbGzs8uXLFy9eHBoaoiiqrq7u8OHD+/bt6+7uft0LYVek4FFWVgbiP/CJxsfHU6kUSZIIguRyObCXCXD9dy4fAAZhGCafz4NtYpOTk9evXz9//vzAwEAqlaqsrNy7d+/Bgwe3bNmyFtaNPx84joMFgiiKgk8EFHxyuRwMwyRJFotFnuefY5DFIeB8Pg/k7u12++3bt7/44gsgJm2xWHbs2HH48OEdO3aUl5evcYOIxWKDwSCTyXAcJ0kyGo2CFa6pVAqopxUKBY7jFo/MswwCxPji8bjP55uenr5///7Zs2dv3749MzOj0+l6e3sPHTr05ptvrn0FNJBNKZVKmUwGPtHc3FwwGIxGo0AarFAoMAwDnpBnVTqBIl6hUEilUn6/f3Z29tGjRxcuXLhx48bjx48VCkVHR8eBAwf27t27RjYGCnhF1wOYFjwSTzEtiI1eimkjkYjb7Z6cnLxx48bZs2cB01ZUVOzbt+/QoUObN28GtbA1TixgqV1NTU0kEgkEAl6vF0ikZTIZhmFgGAYfeSnXBdlsNr6AqampO3fuuN3uVCplNBp7e3t37NixceNGrVa7xg0CxN3Kysqam5sBLbhcLtDUDvQfQPPbEg0CulAAOz148GB6ejocDmu12s7Ozh07drS0tJhMpjXOtGDgGwjeLTJtIBAAatkrxbTt7e0HDx4ETLvWOri+DTAnLZPJGIaJx+NgA28gEFisJoAI9vkGARFsOp0OBoMOh2NkZAQsd7579y5BEBs2bNi7d+/+/ft7e3tXpElEtAo6HasA8CnA2PTdu3fPnj1769YtcEdmMBg2LWDz5s02m+1ZXLM4oe9yue7du9ff3z80NBSNRkmSlMvlu3btevfdd1tbW8vKytbUBoPnGwSk9ffv3z937tzFixdZlpVIJDqdrrOzExikurr6WZvLwOFMJpNer/f+/fsPHjwYHBwMBAKZTEYqlXZ1db333nudnZ21tbWvMnOzysjn87FYbGBg4NKlSx9//DFN08DVtba2dnd3b9mypb6+HtwVfufR4jgul8t5vd5Hjx7dv3//0aNHbrc7kUgQBNHY2Hjy5MktW7Zs3LhRKpWul4pyoVDIZDKPHj26du3a6dOnE4kEBEFarXbDhg1dXV1btmxpamoCBfJnEVahUPD7/cPDw319fY8ePQI3fgiC2Gw2sE6ko6NDLpev2cLPUwBKqMPDw7dv3z516pTH46FpWqPR1NbWdnZ2btmypb29vays7Fnky/M8wzCBQGBiYqKvr+/hw4eTk5OxWIzjOLVafeLEiT179vT29i52VArJw/fD9Swy7fkFcBy3yLQ9PT2AaUHc/xym9Xg8/f399+/fHxoa8vv9gGk7Ozvff//9dce0gBmA9FUymbx69arf729ubu7p6eno6FCr1QqFYik3BhMTEyMjI7FYzO122+12GIbr6+t/8pOfmM1mgiBwHF9HBmFZFlybRKPRvr6+qakpsCdq27ZtSqUSSB+8MLRwOp1DQ0PBYNDr9brd7lwuZzAYfv7zn9fV1QGDrJ1Fdktn2tOnT7vdbsC0NTU1wPW0tbWBcOuFTHv//v2BgYFFplWpVO+88866Y1pQPpiamnrw4MGpU6cmJiZyuZxGoykvL+/s7Ny8eXNXVxfYFfmdDwmgkVAoBEp4AwMD4OAUi0UEQd5+++0DBw6AOi/olxOSh6cB9PMePXo0MDDw+PFjl8sVjUbLysoqKiqqqqr0ej1IecFuSvAdgIgwnU4nk8lYLBaJRBwOB5BKMBqNtbW1XV1dPT093d3dT4rMrxeQJOnz+YaHh/v7+x8/fjwzMxMMBk0mU3l5eVVVlclkAgYBVA6ImOO4fD6fzWbBCpFoNOp0OsGCC5VKVVVV1dnZ2d3d3dvbazKZ1sjC/qWDpulAIDA+Pv7gwYOhoaGpqalAIKBSqWw2W3V1tdls1ul0wLeB9R0wDIPiOjBIIpEAckgulysYDOI4brPZgEE2bdpUXl6+9ith386IQqGQ3W7v7+9/9OjR2NiY3+8nCMJisYDdxzqdTqPRAPcGNlGClq1cLpdKpRKJRCwW83q9TqfT7/dDEGS1WltbW7u6unp7e6urq00m07qjkUgk4nQ6Hzx48PDhw5GREa/XC0GQ2WyuqqoqLy8HBgE0AtZ3gH2agEYSiQS4h3E6nT6fr1AomM3mpqamzs7O3t7ehoYG0E8ohN3fM3ybaUOhkNFoLCsrA5mDTqdTqVRKpXIxB/hOpvV4PKFQSKlUVlZWgtxj06ZNZrN53TEty7LJZDKfzxeLxU8//dRut9fU1BQKBZIk6+vrwb5mnU6nUCjAngaxWFwsFhmGAb8IzlEmk0mlUi6XS61Wt7W1iUQis9kMZObWY56ZTqez2SxJkleuXHn48KHVahWJRLlcrqqqCkR1oJ+HIAgMwxAEYVmWXgAg22AwmMvlCoWC3W5HUbSnpwdFUaVSuX379tetUfhamRa4nuHhYa/Xy/O8yWSqrq4uKyvT6/XPYVoQsPn9ftBwS5KkxWLZuHHjItNardZ1t4sikUj4fL7+/v6HDx8ODg56PJ5CoWA0GisrKysqKgwGAzDI4qw8SKKAQVKpVCwWCwaDTqfT6/Umk0mTydTQ0NDe3t7b29vc3FxWVraCZc3vW/IAkM1mfT7fuXPn7ty5Mzg4CI4rTdMIgshkMqvVajQatVotYHCGYaLRaCgUCgQCQOMdx3GZTKZWq3t6enbs2AG6k9dL6fRZji0ej58/f/7mzZv9/f2gXQdchIEVeEajcXE/A03TiUQCDKBns1mO4zAMk0gkKpWqra1t27ZtBw4cqK2tXZ4q4Zoqe1y4cOH69ev9/f2RSCSbzYIGAxRFrVaryWQCQ34wDDMMk06nw+FwIBBIJpMsy4JtRSqVqrGxcfPmzQcPHmxtbV3XCzcZhiFJ8saNG9euXbt//77P58tkMhRFcRyHIIjJZDKbzQaDAcQ9DMNks9loNOr3+4HILpAuUiqV1dXVvb294G50HRVKvzP0KRaL9+/fv3r1al9f39zcXCqVoigKfFidTmexWAwGA0iowM1yNBoNBAKhUAjcuWMYJpfLbTbbpk2b9u3b98YbbwCtKyHO/n6nEIlE4ty5czdv3hwYGADRM1CUA4UGk8mk0+meYlpwo/sk07a2tgKmraurW9dMC9DX1+d2u9Vq9YULFy5evLhp0yaFQpFMJhsaGiwWC2g8lkgk+XwedJACbrHb7Tabrby8fHZ2dtOmTf/u3/27781z8vjxY7vdLpfL+/r6Tp061draajAYisWi2Wy2WCxAAw7o35MkCTYCRyKRoaEhnU7X3t4+NjZWVVX113/912q1er0/G4Bp+/v7r1y5ssi0II1cOtMqFAqbzdbT0/M9YFqO4yiKGh0dvXz58r179yYnJ5PJZKFQoGkahmG1Wm02m00mE5BEBD8MIlifz8cwDM/zGIbJZDKDwdDd3b179+5Dhw4pFIqVXSH9vU0eGIYpFAqRSCQUCgWDwcePH09MTIBSUDqdBtsqFzsxwKAn6MUE+903bNjQ1NTU3NxsNpv1C1jvi9hBAQOs5gyFQqOjo2NjY9PT04FAIB6Pg22Vi/sZeJ4H1Q7A6UajsbGxcePGjS0tLTabzWAw6PV6cG+zfmmL4ziWZcFsfSQSmZiYGB0dnZ6eBjdOi6sYwWcEAnAgtZBIJEajsa6ubsOGDa2traAYYDAYVlxTbPUNwnEcuHmLRCLT09Ojo6NgZUo4HGZZFmi6g55LUO0AopgYhhkMhurq6oaGhra2tpqaGmCQtbZlfBllQrAvPBKJRKPRubm5kZGRqakph8MRCoVAOAgMAnq4WZZdzLUMBkN5eXl9fX1bW1t9fb1xAaBaIWxl/X4DMC0gllAoNLaA6elpsM71hUzb0NAAmBaUXUG6vq6JZbGeSpKkWCwGrgfoVF68eLG+vl4qlc7MzMAwDK6+QfbV2dmpVqtnZmZ6enq2b9+ez+dVKlVNTc335jkB+QCCIHNzcwMDAxaLJZFIXL9+Xa1Wq1Qqv98Puk0UCgVN0z6fr729vbKycnR0tLGx8fDhw9lsViqV1tTUfA/mphaZdnF/6+jo6OTk5NzcXDgc/k6mpWkauCSDwVBRUfE9Y1pgkGw2C1wPUHQFEWw4HM7n8xzHgf40YBCQP7Asy3GcwWAoKyurq6traWnZuHGjyWQyGo1gVcmKF/K+n8nDImiaJklyampqdnbW7XZHIpF4PJ5Op8FFxOKuAwzDwLQ72BdWU1NTu4B11FK59LSKoqiZBbhcrlAoFIvFgLgeCH0WtRFAZV2r1er1+urqamAQoJ7x/XP2LpdrZmbG6XQGAoFoNAoul4FBwBS1WCwGlXWNRqPX68E4YF1dHdjU9H0yCLgXBluPwXVwJBJJpVLZbBZIywGDgBhIqVSq1Wq9Xg96MwB9r/3ptJelcoZhwuEwMIjH44lGo8lkMp1Og/LY4pw9uGoABrFarZWVleDqfE0J3wpYTaadnZ1dZFpALC9kWuB9wIqV759ZQDwkl8vdbvft27fNZrNIJJqenuZ5HoipURSVSqW6u7tNJlM4HG5sbGxra/sePydgo7pMJotEIn19faBhyePx5PN5kUikVqtBW2l7e3tdXZ3P5ysvL+/t7f1ejksBpo1EIjMzM3Nzcy9kWpVKBZi2qqrq+8q0DMMkk8nZBYAm/EQikUqlwEUEMAiIYGUymUKh0Ov1FoulsrKyvr6+srLytUaw3/Pk4dtPJ0VRwWAwFoulUikQCYGRWbBpeMVvdta+QViWBSlEIpEAjyOKomDNMLhh+KEZBIKgcDgcjUbj8ThI6MG6NJBYroguxLoDuJGIx+MkSQKDSKVSoIGgVqt/gIO/qVQquoBcLgeu1wmCAOoZOp1OmIQW8CymBfHQk0wLXM8PjWkXAbaiA2vgOA7KqARB/GAb/EBnDsuy4KIb7FvHMOyHFpw8n2lBB8QPkGlBw3A0Gs1kMqAVH8MwtVptMBjAeOGqGeQHlzxwHAe6KkHTxeLNw/pa3bCCBgFrMQqFwmI9DNwS4ji+jGX/34/kYdEggMEXbx5+sC4NbG4FNw9gfyvw9DiOg1mgHxqDUxQFDMIwzOJC20UaEZIHAd/JtIuu50mmXV9LclYcoCl0cZst8NE/5AY/UIAHngh0foIWnR9acLLItMD7CEy7mGwDg4ACxGKLNbi4E5IHAQIECBAgQIAAAQIErDkInbgCBAgQIECAAAECBAgQkgcBAgQIECBAgAABAgQIyYMAAQIECBAgQIAAAQKE5EGAAAECBAgQIECAAAFC8iBAgAABAgQIECBAgAAheRAgQIAAAQIECBAgQICQPAgQIECAAAECBAgQIECAkDwIECBAgAABAgQIECBASB4ECBAgQIAAAQIECBAgJA8CBAgQIECAAAECBAgQkgcBAgQIECBAgAABAgQIyYMAAQIECBAgQIAAAQKE5EGAAAECBAgQIECAAAFC8iBAgAABAgQIECBAgAABQvIgQIAAAQIECBAgQIAAIXkQIECAAAECBAgQIECAkDwIECBAgAABAgQIECBASB4ECBAgQIAAAQIECBCwNoEKJlgGWJpiGZZDxAiCiBHRS/0uz/McU2Q5iIXFYhhGX/LXBQgQIEDAOgXHMixFcTAKIWIxAsGil+b/eQ9CF1l+wYMgMAoLHkSAAAFC8rAekA37U7FYRl2tVittypezIc+xuaAjRTIxaaVFLTHJxYI9BQgQIOCHgGI6lXBNZxU2SG0uVyIS8csnDyyTC84li3xMUmFTE0bBgwgQIEBIHtY4qFwsG5rquzsz4yFrD+gblMqX/hM8x+ZDbvvcBfvt9u7e7o5Wixwl0GX3j/EQxJHpRDaVTKTyJMMxIlgiUytVKp1OgTEZukAGMphMKjFqJGvfvBzLcCxNUTTDsAzDIoQMxXCJWLSM+twrgudYjqVpmqFphmVZCMFgQiZBRS+8aOJ5jmNojuUY/ol/hREYRsQIDD9dJuTAj3M8D4m++ROQCBbBCPodP7/WwXMMR1M0w9Hz3yDNw2IRSsgIFBMjL/rFeUOwHMd+224o/K0HgFv4cY5ftBu/8GsiWIQs2E0klGMFrDVyo7OhKfuo/eaXM9Ztu+p6jDTDwgxD0QxLczyMIhIZIYaxF95F8yybCzqnnRenvuzevLWrrdkiR3F0xTqQWbqY9o5Hc1wArag3KyxqYsmeiM+nYplUKp7K0yIxSsj1ep1CJiFQSCScx6V4HKZI0wvMydK8CBWhkqUw5/fJBuBmji5QNMcwLM9xME7gUhkhgiDhARKSh3X7XC9EJ/m4x33/d3/8g/fmnO5/6d5R37CMR5qH2aRj7Nav/tNHe/7F/8YZandXyXHk5aOdhffDQyzEU8mQw2WfGJ8KhnLFPCI2lTfVNTR2KKWqfCATCfU7NWVW0/pIHphiMZ9OprO5HEnmKUxfJtfqTQiCrTp/chxLF7KZTDadyZFkUSRRYwbCJHtxlxrP8QyZL1IUyT55znAEw5USTCxCnvyieZ7lOCqfoxiGg5Cvv1aWnf95nJAR2LpLHjiGpvOpdLaQzhUKZJZFFLDMVG6SiRdcoOi5vpMhcwWaLvy53VCMUEqx+fTxz+zGcAyVz1Isy39lN46b/5+YQOftJoaFbkABa8x9cHQhPH7x+uf3/sNvk38pr6ne3EEXs1Qhl05lySzFY3LcUmGQi1+cPEAczCVmhq//8j+dOvo//QdOX7OnWoYhK5Qv8zxbzHv7zwx4qRuSt/7ijRqzaj55eO4f50HRBOLZZHBubmpyaMqfEykJQ0VPb1dtOU6gMC8Ef0tnzmyxQGZYRD7PnEb5C5nz+RHL1//3FX+u6SyOB6lrLh1NZSkyTzEUheuNWlxKIC94AgUIycPargwUw6Oj/dd+9Y93sMp9/+L9t7dssJqIl673iGBUYu3q2VH8j3+VvO/xnPqv/6/6r95qr7eY8Jc/anw6ZH/4+Pw/3RwNzKax8uYtZoPRhFOhoc8uXGb+EWqw0HMKKR9s/fGbKv229WDjjOeRc/DCRzfdk+4Uy3K67f+sbdueD7oMRsVqX81TKX/48Wfn70xeehRgGU5W16vf9cFPug29FYoXfCtMPud/cOvew9+fH/rmX2GzzrThxM+Pt20sN+NPft7HzrG7/3Rp3OFPPllBN3QeaNyy/612Y7mGWF+nhMlHM847py8+vNI3zbI0r2yR2Hb/6w/at7Zbnv+As1Qm67175dbDj6+NPWE3m7Wq+cTPj2+sNhmxb/457Xw4NXzvny6NB6LZb+zG8+bNP2re/OZb7UajAhMYS8AaOhcpd9z16P/57NZUGP75v/+3B97sLONj6cdnbvSN/qnPx9KcpKrNsOeDk522N6pVL/AgCCax9WzeVfw/0qkHXsfH/+0j3b99u6XaYFiRR57PUXnvxM3xu/eTdxHDdrOsY4NBKXphoEDHXY/n7p754q59yus3GvP+KOZOGi9Mndz/xpa/2l+PiYTk4UVPCDnPnJ9cenjprn2eORXNmHX3v/mgfXunFV/WH2SL2az/cf/tgVs3x6xvnNjY1b2lQY+v6XsMDmJjc4/uf/bf/jibJ6MczrJle97a//ZPD5nEkAwRnhEheViXmQPDMTnf0IPhe4/u+WUnDrQdPbatTgUrXr5jVQQjmLqiqok5iaWC/+3m1b5LN7e3ieVyQ5Xipe7meI7Nh6dmB2+eO33ZzqpYW3OLtaKqwmjBSdg/EppxTE94xkPTYqVCrj/UUeT+7IwWU2ShECEJmQQ3qNZQeMqzRYZMpRMBx9Ss2+4yEh1I5aZCqxaCxKueKjIclc2nIyHvrHvaBQchs+3ooQbVkuo9PF0gs9FopJBwxKIhR7BIMya9rRPb0CCSK/R1avjrNWccXSxmk/GIzzE5ngzNBSALIjPUW9RQbdZKcSzHr7+DwnM8T+ezsaDb7rU74/Ic3FRz7HA9A0H4i34T4mmSzEYioUJiLhKJOoIFjrOVNXjwpiYek2irld/YjSoUMolY2Ds3NZkIewKQhVDo6y1qJJPPLstuHJWli9lIHkfEhElNwMIQqoCVoxIIouLOqbGrF/tn8qKy9n95cm+zWa6h/CEmT6YjUb/DPe1iPTlzxcEdNfqllJ8wdWVtM23AUv7/euv2/cs3dnagEomuQv7q3R1sMUnGnSMT7ocDvjlI5nQ3hfIbpZLnLfbgOZanYt6Zx+c+++hOQJ4VYw313PSss7/PDrHNaksNta86H4ixFI0ZTQSO4cKKx2d5Dp4hs7GQx+6xu+LSNLeh5uihus0QhC3ra2WpXMY9+PjWF//0u3uVbNVeZVVHrRYTr+07WZ6jqUImmQj7HNPRgitcoanb8CYDaX/QgSoPQVw2Es+nc/MnSCoh1kYehfziF78Qju1S6jEMGbj4f/193/0gc+CvDr65dXe9VvIKrZwwRhD6cs79oOC5fy5ZAUu1u5qMopdZncvSpPvW//3lxbt//6Vh8/v/4v//P//r/T0tTTUV1rLK+s7N9fXmamzMEQ9N5HFj65udDRVdld+MZ1CxCb9z4vwIRfHiWoti7ZgZU5h0Nd2beposmMjz5YC2eUdVS/u2WrVSstrkgeByubV1Q2vL5iZbctgOIRp1x+4ddeoag/SFrh1XlVVu6D546MiWyqhK5B2czpHFXBEqTBXNuEL7ZocVhr7qtRHL9brKlt7N3a02Vpe/Hyg/bN75k3//1//jyX3bdtQb9HIxst6iWBiTEbqajY3V3dW6zKOJpEidqes4vqO6qVwjfq4LhFEcV5fXNPUe3L9nc3lYwvr7p3IMm89DzFjepFGrt7WYka8PCKYwGqtbtm3raTaSquKIt/xY/b6f/Mf/9d/8aFfP1hqdVoq+bPRPJ+dSnkeXx6hgBmkoUyJC8iBgxUBDXGzo83Nn/s8/xNvebT5w4t2uMp0EQTGp3NxUv7F5V0dlZmKOKRKatje31OobzbIlHTScIAyVnONu3vvoT/EKiVK7fYNe9MrL16n4XHj6wX+/3H/f62Igd93WTdb6VqscIZ4Tc7JFJjp869bN//03V027fn7gn/0P/3x3cziQvdXvgtSdzfXVR7abZi5/OfdogiqvwaQSuVBC/s4vVCwltNUbG6t7ao3Zwckkr0zVdR7fUdNSOR85L4OP6Ew0OnTu3sPH56eSfk2r3Fq5v90mwZA1nLuJIFiiNlV17d3bVAZrofyYS1bT1rJ9T4cGhYgfbs7JQVBh9u6Dsat3iuZyRKVWro1USrh5WBLIuCc28+VDV8aPWN/c1r6x2kSgrxRewAgOSwz1HR3BsO+LvuuOYXxsV121EtUsMank8gwZnOybHrbnYq37zC0tbdU2HS7C5oMeXiqTok2dEiTjCZDQYJAXQ+xTv12I51L+uYhCpWfWlJ0RXEaIxWYsazVpVSKIFs2fm5KU32EUw+R6HVqg0xadBPdTECNa0jsRwQiCy5W4XKFioDmLXmFBYFwORYhCLDVyfryKuNhb02OVVarx+c+LSQkxbpFKmbrmQsMGr3oT3rCpqa7WosDx9Rm/wogYRlQ6k8lWZtJiYklRBKGipfSrLthNocYVCpkEmjVr5VZYhCugqDgbTA/+aaSOuNJRuckmsy70IyG4TCrGJTI5XddENjb51JtNTT0ba6vVOIoty248lS6mvZ6oTC4ycDwvMJ6AlQJTyGTcfeOzznsJbU9j4+a2GgWOLOxXFcMynRYpomxUL5NKUvMszb+cB9E3dHX6Y+Ez9y47KvHxbdXVSrEaf5XdG3w6OOkdPpdIh4oQA0HZaW94aDbcpbOosGc2RfEsS8YjqUgkmqHlWm1F7QZ9edm+gxgna4PMW9taywkRnRr3BWdjkr0UJZyt5zKn1mgqKzfpcEyagyDklZq9YDEhNdXYalrbNyiUjZXNVjUOi9Z0BD7vJsSETEnIFKRVZ9YRYhQShh0Wkgc6PRv035rFtue11WvlbQnJw1Iolcv4HI5bFyfzeMG68c12W41R/upcAUGYZWPXxmTU9PnfJSa1t5wn5LWKpScPLBmaGQ7N+iD2cKu6wmSWwN+k7xAi11fK9Sd2DgxCseRdTET/uVeictFMwhvKVaVpfg0SiEiMoiiCQxAFQXSJkoev3gyKIJgYE827+uLCIX65j8JLUbGZ0JZpxLM6bmY82Occ1H5yY4dmd41JocdgCBaJRCJEJFbKlZZya2NnZRNWW6klMHy9V74RRCRekDFZ3iPAS1HMSugqTNSkgnWM+W5OPzL/qbHXsLtGJ9VgMDRvNhgVYSqFylZha+yu2qipLVdhy8wcIAiiyWQ+7oxkbbSKE8IbASvo+Klswj9wc9obmdG3//8aq7pqNCjyZwwDE7gYgWEIIqGnqzzPP2MQhNiaezbEo8aP/zYyab7jOqaqVahxfLmOjoMgKuadnX14T8RhMrk0l83PzIWGRz2ZVp1B/sxBbo5jyWS8kM5CvFQtl+i1KlRu3PqGpWvzHghXiVGa4OJxZ9w3FTcXWE54IpbEnCJkBSpxUmVVx4ZO8aFCtWlL88YGoxSF10P5XjR/LFAIEwt5w1fZOcTm496EayxqyFJr5wQJycMLwUJQNjA21/fbfr7hx5U7t9QoMfUKmU2stRmsG/Zh0nuB5H/vn92oqWvQLY36OQ5iWZrnKYqBEjm2QDMLzkT0Z9+swrKxpjoXvYNixT/bfwlF3SPuqTtJrJMSC/2nrzNwYCnCqKl7b3cHOl2X6/ubTwad4/Ybv/ptm/pnFqu2Rg7jyDeOm6UhRAShyA+dMRfW9VEym7Hxg91vYEP6WN8vPxnyDI59mfldu/4v9AZVjRxevPabtxvztd1e4UWTwVnH8KUYtoHAEGExjICVQz4XDQ6dehRJG8qPH66uNJvF0ApyrlhXZrI0HhATD/yJ3w3MterqazTLTh4oiAm4ZviB+9Utm+qIyuT1y3cTgw6vYsx/dINeL9c841jwPFfMxag8BEEdBrnFqsbEiAhDCBQVQzAqouJQevZRMTUEQW1ft2sKWI00RCyVWdo699RUdRcwlU6ukIsRwd2vQzAklHGOF+KXIKh+LYXsQvLwwnIMwxcinlDwxmxcsdfW1FavloixZ5xBikyT+Ww6U6RZnkdQqVwpk0rlhPhZHdgwrlbobR0d1ikne+f6ZKTdlK/VSZbS5SESQQiMikRoJgJN3nDZdSONhnqjXI4vhlUwBMEaa7m1Pqn2EwTPg6ismI1nw457D6duDAazbSTHU0WGgjge4mFIhKCICPm6vsRzXJFM5bO5dLbIimBEjEvkSrkElxHiP686sTRFMyzLsCxLc4gYkyhlMJWni4V0nuFFMIKiOCHFMTGGir5rRISDIK6QJ4uFQoFmIViMoIgc42AIJhZKcd+JYj5F5rLpbJHhRBAK7CyRE+In/j7HcyxF0QxNsyzLijAEFcskKEPmC7lcEUIQjCCkMhwVPaHPOm8fmioW8vkizTIcDKO4FKN4CMYWRtYKy3h4eE6E47itvKpctwWR9o+4igNBx8St67dbZSazbmu5VipGv35xnpsPWr/rSfnqjeXTyRxJkRQrQsSERC5VKKUYjC3sd+dZhmMYakFagWUZBhKjYkwuwxEY4jmWLi58P9z8f3gYhQkZgSIYwvMMzbBMkWZZmhXNG0iG8RRPF9I5ioEQFJPIJBiGoV9NYfIcxBRz+Vw6nSkyHAehCCaVK+VymUQsglb2pmTebhICL6usrZZuyGFbhmb7xrye8duXb7VJtFrT1jI5jCwutp23m+iZdqMKJJlJZUmqQPMiBCWkCplcKcXhr+cGObqQyYYdg0NjF+76w21ZK08VWUrEw/O/LUIQRNCAF/AKT3IxlUr4782FU9bKnu0dFqNK8ozwGYZFYjEKIxxD53OZHEVzLATjhAQncMkCdT7Lg6gMtq4u61SAfnTTHumy5Cs1S/Ig3yZiOk/HZtwJ0Ri/6URPiyUx573a54/PJLxDjtA+m0mtUaDfkeZzHEXncwknmY5CkB4ViRGeYSgIRRERjEBMJuocd/R9NuEOBnlbgaKZYpFa+E0YnncNT7oEnuM4Kp/P5VLpDM3BPCJGCZlSIVXICHieguY9BVX8mtIhFELEMgLlaaqQSRchGEIxiVSOiRFsaQeWpYsUmcpkC1lynhrEhFQqV8glGPHNPqL5D8gwDF2k5l+Rg1hILCEwQgzThVyhWMxTLIyKxRgukUhRBF5U2uB5nmdplmGK87/M8ZBILJWJUQiD6Fw2XygyC+yKYzguxVD0hQE9zy2IH/Asz39tLZ6ftx+MIrBIJFpQyGG4BVc6z9ULWjcijuVZhuYxTKrQ41IIxcVfNUFx3IJHYBY8NsPwMIpKFDKEKTBFMp1nuHlbiJ/jsud9Db3gsYsMC6MYThASQsyTxWw6Go6RHCbC5QaLQS5Z6mT8gsBFoVAokgWK5UQIRuByOSMSwygOiagnf4xfiDUoZiHSwHFMSoiZAlUspHIULCYwjJBJMfTP59WKucx8qJAjGVYEwSghV8plEoX0m1CBX5CWmn+sFv4sKpViOIaJ6GKezOcLzHyYhYnnzyGKo8izaoQQS2WzmXQmW6R4HkYRQqJQKqQSyUJzweKDNP8y8wETx9EsjEtwiWTeQjzHcAzNMNz898Gy7HwkhspkOCae97wclUkFZh33zo7b53w8lqdZhipSwDstnCC4dMt3heThhWkfzSX9jmzsCgz/y1pzV70Fe/oZ4r/iC47LJUMhn2vOk8gUeU5MmMprbVZLlUm5sN1f9F3bmiUStaHhUJ3tdJy7NJ76cUeK43EEenEVFUFEYlyKwNKkSzTwj0MbDNaKGs2WKhyRIOC8L/xHprUZrYWymEQtWlgBytO5qMN5/9TnN+znJ9gNZXmokE2TWYji5p8EVConEMkCl/EczzLFdMTj8/rmPElaJBbLVaby2nKLnsAWXgF8HJ5lmUImmc6RJFks5LOsVKkyywkkG8tGw7PBPCMSEzK51mDRqpUauRiG+G8O7VdbqFmOK6bjwVg0Fs/SPCon5IoKIwWxkByCsn9msm/snI37gz7PnCeRY0QiQm4qrymzmCQmFQxDi2+M44q5dDKXyeZJkkLUuExRbpLlYuGwx5uEcEytN9oqtFJEBiQk5t8Mx7PFfCYeDfgTWZpkEUSitegZjOEJHiIgKL2sx4dloTwN4cbm6krr0ZazBf/s3ETm4vV7pMS8q8Ugl8z7z+fH0fx8LE2TmWjAMeUJpyNpGsUlWmO5pbLBqsXRBd0Iji5S+WwyQ+byuUIhnxcpZAp1dYWegHmOLeZS6Xw+X6AKBZLiMSlurDTIYUzEccVsNpeLZ8hCjoJxqbq8XMGk+XTE4UsWIIlEaSi36bTi+TAdLOBmyVTM75l1OBM5hhZJMIWpsrayvBxTobAYXuEN4iwL5WhIYmmvV6rfajlDRf2fOib+dOkuJzXs7TJjKCxZkt2ofDrin5vyRLKxHItiEr2l0lpeZ9UuHJT5H6ML6YB36Oylm0O//pLbYCC7i9kMmaN4HuJgCJVKCTGKCNVSAcsEl4snk/5bDG0yqd/vrDaonrk1DoZFC/FdkczHAm5/KktTkFilN+l0GrFGviB7KPquBnCpRGtoPFJvOZXjrkwk/3lXmueJ+SjxpWWD2EIu6xzxUMh09e7q3g0aL+pEkdv0dL6onvbF6ssttQvJwxN8zEMQTTPFfC6eiNgzCRfPawskmU2lsxTESyQIhvLZwPTD2x//8ldzrhaopjyXzWXT6SwOcZBIjONShRzhv/pE87TOUsVUJOz1Ts658wzKYXKp3lpdZa1eaONEIE4E0WQ2mUllyAJZFMlEuLLcKOOy8dDsTBLCeZnaaKvQKSQLjPWcz7/geXiOKmTigVmXJ+IN51gEU+jNpvKaSqNKrJTAwIHO/xxDFbLpeJIkSZKGKEhuNKh1SiwfDUYSyUC6gBEyuUqrN1mUEgzGFh0vxFF5MpeNZ/P5LMVwsNxappLCSlE64g9Gk3kSEkuUOpVGa9HIpTgKJhGeyWccC9GFQoEmaRZBEJFoIWeDcLEYk0txeMFydD5XZFkKnnfeCIIimBRlC3wxlwIeoUhCEqNCpbFhMhE877KzqUwun89TBTLL4TK5pZZAc3EyGpwJ5ikexaXAZas0CjHytMvmGYospqKhUDyWIilEotDpdUa9kovE3bODfY+DlBLWVW7e3VuBiV/UfPuVQ2cZisrGo9FYKJqmWARXaDXlFQwn5sUSSMQ88YDOO6BUJp/KFsgsJdXpVWaDgoynYtEpX1Is06s0+gqbTvp1x9cC/3PZWDDk9cz6o7miCBLL9OU1ZTZTDa5Evz5QHFOg8+lEhsxki4VcUWq2KbUKNZxJRiOBQIyEMESilGv0lv+PvfeOjus68wTvy+9Vvco5AIWcAQIgCQLMpChSoiRblmTJtpyn3eP27PTZnd0JvTO7Z2a3z073dM+uvW1bdttuJ8mSJVmUSIqZYiYIBhA5p4pAoXJ6OeypAgOYJEqyxz6zvP/oiCxW3Xff/cLvC7/PRKM0Cd9+w7fjXKosKExqOeSfWwims7KCaXCT1Vdd5XZiJgIpWsYVP5JnsokcJ7CsKBUExGK3OkgcLx6oKHLZXI7LMzwnsLyMQyjtK7eWYKUqMrHQxNV3f/KzkRGjQmxiCkX5KhT9I4BguEZHozDyx4puPQIPHx2fyEUXmJQMQe0WrdVKI/eLFIiZ4PW5cz8/fo0bXTY0rW80YHklMXvyYI6jPLU9e3d01a2rdxH3S9oiOGn01GgtF1T1ZCK/M1Foteqgj74NkAYhHNXrPdUR67nriYkLh/PhQJ+1tq7O19DsdZc5HA6b3WzRUZXOWufnbVqjnpYFNnjlzd6zH7x1vP/6ZJjLyPNH/+k3I/sv/VIDFFXjbTF3P//cWs/mKj0A4tLokcnzbx/qR3OYq2ldI5qbzgwF35zLGSrXNnY/trurqtpVavhVmfTC2Nkfvno1EB5TYFn01bdU7X2+5uKJM9ODwzqNlGHhRB4lSE3j2p7dX/h6g13rom+aT0WSs5G5vr6Lr++/ns8nabpqTSdRiPLhyUVGDsyE5mTZA4MmBKw6DSExe3H+3C8O9cP+vLlpfaNWSfDxuUPv5CBzbW33k7u6qtqq7EQRPDCFhP+DH752dWhiQpZlqNZhd2/toeZmpvv7J0QAw65msnHPt55s3tHqxgBQC7FscObiG/uvTswMsEzVmk6rUSsHhmPZfDhRmJ+aR6pcZSjAP3nWF9MYXJ2f+ZKf050fP5qIXFwaIvZdrH5ybVVX+YcOKZfyChvtPfD2pd4rV/xZV1OHr7YSnnn36sn8dNy8/XMvd/d0r/HomIXeqWsnfns2uLCUkxVVMm9rW9/zL75idBhEZmn20vd/dWVqfkCRZVl21rf3vPSd7iqbVkrHBt891Tv4u4shWVRop7diw1bz3Ig8NdzPCBmAkrRhz1f+vKenp8mMIXl/YGboZ68fCfIYWV7faFDQ+PLUxaE05qGr1zz50uNtdW6fgfgDyB+hs/q6XvjaLP/+5ZmzidCZ4CD55oW6PS3uds+HsoRJWT4d6j3wdt+VwcuBTFVHj7fcBi2d7TsuhAqubc+9vGFtR7tHt3j90OCFw2+dGLg0tCDzTPD82wfmL069TcMqwM0eS/fzu9fVP9VsfaQGH61PtthUNLu0JIsVOqLcY8Co+2kQqJTYZBZGp3/9n757lHzHaSTL6p2EaBPiQ/NJlnJ71uzYtal5XYOXhu9jsDGCMpXVai2XFPV0Iv94Ml+ay/DxDR2bic1fPAWr9W27tlsdXqsSWLerbPL64kSOuzIYbPS4u8s1d+5eAkp25v3Dva+9fTYw3h/Oqur1I2/lxq+8QSPA297prG/InTs6f633ul+JFAJg/vBP/mb6HR1JIZgK3B2bNj7/rWcdODCUHikTGFkYufT2scujWTjjbNzqgnRC5uzrY6qjxdu+9Su7Wlu8hA5O9v3mtYunLk1IMgOVaWjftm4qn41cONcvAEQ1lZONe154rP35TVXYh9VHyQAIc+d+3n+p71A/Zq2qrqx1wMnB4UvRwYVCbffetRu6H++qMmtwHMhAzSxcPH3qx6+PyHJEATJAyTIbYTFKc4yFJr01pqnxmUSCI0nP+p3be3ZsbPXQRg0GVDk5eeJq34U3zgbTOUEFGEqVmVHRBsdC1gpIC2rB1GIMxFm7p3lLd/faXVuadPCDmaylgpKb27fv5IETV276rTAAlQ0d61788ye8BgyOLQz99qd9EwuXUqXMg7ESqnp8tztQDSbfPhsILudlFQa2HWu7e779pXYzxeZC0+d++OqVWf+IosqSr6qu8qnna69fuDR6rV9HSXkejuVQgqDq2tc//oWvN7mMnptDlhRZjM/0Xrvc9/axqyldGWYw1ItjuZwYzBCYytE0YnHqJydjHGzlXO4tOGWxf7hFUIqexsSV0f4rB84OBCVaMZd12hTAZIamFsXEXHKpsJyquOWjMrGZ2OC+t88tXBiLy6Jib2gta2w1DpyPh/3XGBGghLu6cc9X/ryztrzGgAA5tzTTN3L29TMDqUBOV9G+0UFDJD9x/Ojv4phN17rtxW0tW5vKdFBptFT/4TfOBseDWVlUUMpDExoniKaNlqTJWgcmxWx+JkK6Gje3rO1+YnuLy6DRrhKv/OL4+NDV37x3OsBpVHP55lqrXphJXLh4OEtj9qZtn/lSR623xkYCNR/qO3f2h68OypJfUSQZWv/UC9s++/k2M6bNhwv+i7/af+3ioF9SZEXfbqnY9J2vrm3zsTgTfPfnbx87dPz6WCaQZRn4zOs/DJ96S18aeeGubOp4/s+erXIYLNgj8PCnGTqSxXxykcuyADg1uEZL3O3Yq6qq8skl/9Cxg2++1+cMKV0N3XqrFVfEEB/rn1ieHo2pOAnsTku5FtWgdxsPBMN1Ni9lQFR1Ks2kUwVJoR/iLkA4gpsqu9pb4v6a0EV/ZKx/fr4flFfWVLR2VJRVuj0ep8tmL6uo8paX1VboNDiq8AWJLQg8LyA0BeFGOS+zuUIaSQJWVVVOn0V4UZCLMFoVlmdHLx3c99v9g+2WelP3E3YtkVKS81n/wEwkPZFQzOantTptuRaFSnOBxVwuGZiaiS4GE2VzwQWEXJyaDmTTXIMGgmWGTWXHJxZCsQLfsJvo9DhoQ1HByayQT0xduXDh0OlD7/VmvRa6uQYhSJxTeTYZGp+bDMT9imqEwC1+z5ts4v3v73tt/0Azo+9u22q2UgrDIOzi+Nx0cCAq0/QzZquxXIsRpZ2JhXxmKRSMR/zRAEo6UlGvrKbimVh0YjZBpTLhyp1rvFuabZhcCE0ND505c+jAuelkLl9pL4dRnMAktZAMTU1MBf1Z3gZANfRpipURjDKVr93ZHsxsOT/cG1qKTV8+cfSCi0Jr7M0PGGimFF3g6Hx05OzpA0cvDs3FTD47obPZrYCFF0YnJ075Va1dRPSu3R2wwItcNpeKzI7NBmcXC1VWwVTHSLJSKgaQCvlMZN4fDy8s5xwpwb37a82iRcVVRWK5fDIVDYSmFnhUO7KU8rEFY2Y5JkQX4qlwWrZ27ylrXVdvggqLozOXD+zffzBrb2uv6ukwAaOYi8ipocHg0tUAoJ1Axp3dHvT3X9OMkDpbRdeejtn0xssTveHQ4sTlw4cuuPFNPmvdAyYHFs8tHZkOXj9zcv+Rq9PRmMlXSemtNgtgoKmB0dHL5ySNU4G0ZdZ2hmV5lhEgkkAIs6oqXIHJppMoD0MAh7UIK3DSow7PR+tTgIdcMp9YVkQ9gRr0FPKgCV0IAEJyKXL5MOeryYutdW4EwSFSVZiEfyIR6J0vMKok4mRXmcFE3t2mhuCEzl5G6S8pynSqkE6zsqpDP3biQWbz6djgtUnZW7Guu8JiNlpkZ9vWpsNLXGGWGb867W+sKPR4KQjcNdlIZjgukWMEHQ84FYSTKQ1KADOFaLJZqsBmM7ygIHqHNb6oshKTy6RhCWdgVFW12TwnqaoKIEVkpUJ8cujSB0ffP3I1njZWVtRZDVbImGOgnH8olOkNsB67jiS8HQ5VZJjc8lI4EZldns3y9vSSV6vjU3x2aWI2zs9mwmUNlWWf2VT1IW6NKjIyHx3oO3Fg37n3BtufeKlm3SY7Ci0tzk/Exq8sMmiMUz3lliaXyUmWAsuiwGcysXhoLLbsj+ZEbzVVVl+HmduqKIIkVDEfn5tenLyczmRzkEzs6Krz2gw4UCReYDPZZHhmdH4plMwBm9Nqbqq0KFSZVU/gQGTjofnZiaFAfrEgAItpQ5mx3EjB90uYqEAtHnMhEw3PJPzTy6l8nMMclU+jrnpOUhWgQoogZJeCg5cv9AUkZwVdj3uNTN7ICHAml16cH50Nzcdy1VbRVP1VSTGU2LHEfC4VnJ6LBoOJssnZaoRcCgTDiRTXQEKQzHCZ/OTEgj+S4ut2EV2YS2cs7kosiLlof9/p/Sd637i07G23NFssqMJkQ6PDl+cXczpPQ/3TX94KYzFQyDC8cFeb5b1LKKQKsan+C8dPn718djKv2GvKrCRGiHKeyS9NTU/MLS6qPCi7ZVJURZZFhsnGovNToWk/Nr1gmQ1WJJehwnJWiM6G0xPBRfdjny/zuiq1XGr+6vCFY++/c3SKtSv21kajxWqGqEIB5qML0/75mSyNqgSp6SozyLIo8vl8OhqcnAlP+bOqhdBaWipMmmYNbiUQoLC5pehkZHqRmYwyql67ubms1alHShdJYVMj/ReOnzp3qG8GcTY2eM0mu93E5qSgkF64vji5wOJmWdim62o0YsWLJGTTseXgRCy6sJxTypp828VaPaoFKlBENh+PzI8FJ/1pq2xZV/P5HC+rJJCFQkFgeUhjMROikC9whWwmhUhc8Ui05gwj/lFHQT0CDx8JHiQ2l+LZ9EqTsnK/fK+cnp2ZnvnZOSm0XF9Ru6tnzebOdoPK7fbZfnHk6IkfHPnVxTKztab5mVqDhobvyVajOG3CKFoFIMsJWU5U1YehdYYQjPJ1P9UjSJHRa4eGxetLHABzQX9weekSWmIrQhG0edfLm5987uXHm302HY5Rvo0v21t3Pv7S3Kt//crxM5P8U9/e+9j6L693K4oCYQRCGw0kpooZKTZ2bSz4TxfwPN/ZbNv5eE8PTXTlF3sabJrXj1x+5/DPzjRV6W0eT60BhnWW6rV7/6+qqjOvNx34yU/PhKamsj/9Afvlv3z5mee21plgXFxMBIZ/+O+/f3Yx+8sj4402zboKQ/HxhEQ+cv21H//86NXUjGvPt/9873NPr60wUoTK8+nwlsP/df+R0z88HBFlwMvgBnOmIkiJqbHJ+VfOqBmmud372JZ1G2sqSDGzvdpmeu/omR8c/tH5Gpe5vNZapycImrY1PvVv/6p16OL2D9780cHBc6P+Yx80feNbm/7Vv9K891d/d2ZauRaXVE5VZEbNz5x5/92f/OjArKZr3VOP/bt/+VSFkTSTEBBenD3/674jP3/l8GJeAZwIPhVXCIzDdFXL2vX/4lvbkq/2HhsIXX3j1QY73dTe0GxCHuAE5/2D5479178+PGkXK5/82n/4591N3jozBsS2CvOvdf7/fPT04SMZpKWjvrliW6enuaJ7/Mhrv/unv/3ltB4B+lKlA9Dq3U07/7f/WH39+PoPfv39AyMpCKClQkyctji7vvpc5dZNO4Z/9devnDh9deL0+/aX/6Jr93deSBz84PiFH70/IyiqoIgqUENj58fOvMmkC97O8p2P7dnkgH1watfODvvf/PSd31w98A9nMVG3oduj/0M0RCIUrKvt3LAe//rE0qu9FyfnL//q52s8utqmmmYz/IDIYna27+TRH3zvyKRds+azf/Ef/vn6SlulEQLiWg/9E134+0eOvCeyaNuGlqrWpx+v39Dz7NzBf/zNWz/ex23/4vo9u76zxYfBQIURhDbqKOKRDny0PvES2AKbS8oKowDxYZhYu5584ZkvfmNztdmugWGxsLnn7IHDJ/76J2/+WgDjWe3fvtxJuzHiHktA0GaUpBVVzXJijhPUT2DWpVQqFf1gVHLaNbvrrVYa1im22vWbjKcXhWuBpfPXQ131UXGtC1sNHjAAmxueecm9fvO63tfePXzi79+6uuHpL+793ItbfLSR1iIYDnbvSM6c81/8p+++rQTk2v/hP36zvdbqIlRFQUmN1khBKASkbDIze+LIsff/8b0B+9Zvfn73Y3/xdKsOg9RceGOV9h9ePfrTY2//rrISJfUdLt+2b32nfvvmrafefPXQ5d+dnzjXW/nMsz3/79/Uv/dXf3fixNy1pKQyyoezeytsXFy6eqw/8e6gucBvrfFt27O9DZY3ttY1ddigHxwe6D+ZLWvvJDDK6dUC2FK77Rl368Z1H/zi2LFDPzwwkhIqbfon/vJfbtnc5rJRML9369jJE2/9++9dOfvbN6NDGuN/hrX6tU7K2vrMzrK1a3aMv/PdX+z75f4REHV0btr87X+3tcFWZ6MIwAf7D10+/f73ftd76FChr2D8L1/pcnaUkfePE+phU+tLX7X0dDWf+tFfH74w9sEi1vPCY49/bne1gdTBMLCVb/jmd/KKPtr/0/yW52r3fuarj7V6aEAp6cYtU0d//tvX/u/fjOgRyIDARc1PG31tT/yn/6Pq/O9a9v/wZ2cWh+cyv/gx+9K3X/rWv9lVb4IpOZpZHPvhf/j+qbnca8cna+2G7qoSQQy7yIT7Xt9/av+kwG36Z194bsO3NpVT6rOjh//Jy33v7ZEqq3vHY898dWfznJzMm+vcXt1HXMJsZGb62Ctvvtd/MYx2PveXe7Z27Wn3UqiqMNGvPDv6/f/8j2+/3R9Z9Xmto6F85//87YaJzZ1nfvV/vnJlYWqmkK389r/tqdWtiR/47htXBzOAkxVREQQmPnTwx4cPDf+mr/n5v3z56Zd2tnuMBhwCUqGzreHYe4e/+/dvHIHxIEP/zcudNZU9LY76v1o3fu6dA7/6jz8cllLAW97x7X+zc0NbV6WJAHxq7uqTF9/8h3cGT518e1Sk/+UL2+qebiUAUPNRPnzxjbfe3X81atv85ef39Ly4tdFIIJjaI+1+pm7/T04dO/b6q3/Pc3m6rHa9S1+5+YkvNne1Hv/ViaMHXzkyAhS16E+oKm7ymegXvm2t39BU84v//ZXLGlg0ozAOI7gJNtHPf6di697H/Rd/9rN3kx9M2b76P31za0+NT6PIMoYTpNGix9FH4OFPGkAogNRBDqtWR9P3ow+DFEUSlVRB5XQoXEaRRkqrM8AUVddcPzk7IXNXItHU3GKe89H3mZSMoAhtsZC6OgC0pfG8D7cnCIJgXOsub9nx1D+THOPBrtmlSDQanQ1G54IxADIrG+89LiqSRvulHR21XeUGXGvECdVAsyadRoNguN5qs7m9Xu+N9oNSJ4PKqZAqc7ya4iBgwxEXpaE1WgolVXdLZ4tzcJo5N7ewmA4lGKVGDyAEJSi9k3R63eVuC0XGDC5Lfc+ezvVrWqvLLCSESQgpxxwUSTJCOpIuFHgJqChQE/P946d/OTw9yunrtzy7t2vDmoYylw4FKKRKNNmyZbd/ia06+h690hF7MwIDqYogKokCkE0Y4qUoXfGcIQxuaGu4PjEp5HpD0fTCcl6sogGJIyist7kcbkfBoaEplbaR9VvXNm9pb2rWCF//RtWSut3Q2VFjkpKhub5XRwfOLBTYmsfX9Ty2sa2yqPcoRAXABHf0yHy07vL+wKdmjIUgGCCEwV1Tt/3ZbWOhTDR8fXH6Uu810tn4Z8/U20up6NU3SxE4NjY2MTm+fyzOVO5o3LKjq6m62qHTEyoAZG1Ll/LZvb2/nY3F5/0JxmfVe412Ast6rGYrAEEYQDf6ZuCia+Fw2twOr91AkVhqhQy3NMwO05iMDp6AUzZaQ8p6sVBfYW/evG5NVQ6Q+nqqamnNuuZaI4FBiiwyIp9VFYAhmJbQailUryWAjmhoMjdV5aaDC4n0cooHJAp+78MvV87NVN7YsO3pnSMLXGr4+uLk2bPXCEuV+el6+m6SMSDzBXZ5ZGRy8shMRqrZU7dpW3dDRZmB0OMKAFT9mm7uyYmzxXPz+xOc26vzmmGdhrUYdRQEY7TZYnF7PJ4bPZcQ9Igs8NH6VEtVAIwCs5c02YwEeBC5nQQAYvHZ67d0dm3d3OSrMGAUBquynmzasGE58dLl02dTVwOX8MEtXoNOU32nWwYhGEJbbaSuFgBKUT9ZLJKLBRKx2Jxtm8u9psGI0jjAdWZDbWej4UyzMjrDXF+Krx9fZHR2gtYgtyQTAJTQG42IarcajFocAkBjMJldXreHNhCIqgII0mM5m2CiNISCyzqb0+X2Oj3ELYMDIIhNJwJDR49M9UcYoWL92vbNXfVlZj0EQQoBNK1bNjaNzA9emQ4vBoNpHqqhzDa7x51z0AYthGtBzbbm5p0bairLH3vpi66Wpc2Gzs1t9y8PXl0qAClygVNzAAFeErdRGppGAe3xVRAb1ujPzaWXk9OhdLyGBxBdfEBaj2s0bpfRYTIgsG9d59rHX9yyvrWy3KkjIRVoEWhdmv3KtuWTV44GQ+9/MKalPa1P1qKknrbIGjJnMepprdHbsr1j297H19XWmEmrtugDYK0bZKGwtXfs9MLgzJnfjG0wN1Y46w0ofr84IUARo8mF1bbxj22fy6onIwuxvBDPiYiqIhCkQgAnlRzunEW27urYsL2nodqh02AIJOMUnnNaDAYAMPgmpwSEIDipc7gcXrfPY9VqEnq7sb7nsY6ujjUlk43LKI2mHRRFcfnMYrqQ58TSeXKp+PL08PLiEoG5dnS2tleVe6xWCOh8lY1tbU3Hg7ygppOiqb661VErYXa99sHt0qoiqUx4ZnrwZweuXFqyAM/ard2d3a2VHhtd/FuaMOs1O7b25aKJd65DJeEoWTKMwDHC6nZ7yxxmHMNEu8qvaa5o7OnyVGWJl9C1G3LkmlqXQ02kFwZP9i/0ZzS2HU+2rOtor3LbKQRHIFWhNOiazs7Fz28/8+7yYOASMbK1XEd5fXq7E8k67GYNBDmaNlq2PbFjw5q1tR5PqTRbi7TpSH7TQCQ+PzB8ed9UAz20obZBrwjhiYkDb8yMxgFcsX3Luu72ujKroWSMNAAYm7s2Z5OpC2ffmu+feefYmOupWrPPYNDSLrfVadWu7pKHERwguMXpcDttJhQhYEhciR7DCAQQg4VEeKdg1upIFkG0FpvD7S3zUKtdtkfg4U9V96uKJHGMjFGQs5qmdfR9iPYgCKO1BnuFz0frzc5GWIGYbCal8KyM4pBWByAoWxBiSUa8XwkEBCMQZTDj2hqg0urNNuKH2RiAAKQ1l3d0l7fWBqdCs5Njk9OTF/snIWxGkZd5lmcyueDQAFMQTM00ZWwvM6ArZD6lyHPxv2ClwfjOCwihMG4wWpyV1eVKhc7kU1k2p3CKXMipGhoiNYqiJjNsOsPd3GnRESVISm80ohhmd3u2vPRMc4vTuVIfC8MQilEQRMkSKLCKKJcSCWJsbmjs1L5QnNC1e596dlNzBW3Cbv48TjkbN1TUBqqgA/Bqlx2CYYzWGx1VFRVCmdFWC0kKk03LCpeTcBLSagEE0jkukWLlGwlTqITMEA0BUAQYHLruF9rq1tWZLWjPS19ql1Qepow0XJgbnjqzb352kdFWr9va3r2+7mahZql8tKyuQthZqb/A8L+fcXWE2YMZDNu6PiiExvzJ1MTA9SzwbGw14oQMw/BqL1gWuXxwdHZh7lwMau6pcNVUWGEeMHKKKd44RGP2tXVqjy4E2EQgls94RUgPowROYKjubqmGShYDJQj83n4dGEVQLYEiMIpaALXZZ6tdW+bQSFssnvWtmwTKaKI0OApLpN5m8lR6yxW7QUfwBT6npkVZlACuhexuCYvGRTmbE4AN/kNxMZLWcjtF7NxwvLA0N7McH75yVUCdWzps1YJcGsJx++BkrpDzD037A5dSaNOWKmel1wIKSoFNFYrnhutsZc1tlH4mxiUWooVmCwl0pVxMCS0gJcwFFa/aI07DR+vT2g4AVFngRFlRLV7CaDXiAHvA50QAUFu5a/MXGhpbG603FRCCUraa+obmL2wui74/eW2MG154rsLtvhs8wAikMZhxqroUfgLqx9VTxX+Qi8wsh+aXTfUcZUXzy9mcCgEGQg0mBC8HTABMh5ML12ZTdVqzQ0Pd244M35psDd3gl7mFu6GbYZEVKjn4LoOjMNl4aOCD3tAUiuHVVV6zw4Rm0unSE8gQ4XCYDW0WaWIpmlxMFBSghRAYRigcwlFA0njHEw2t25q0hKZj72cbdwocQtEUSX5Eyp6ASbPd6amsw+RKkrJKhVxGEUVZEGCjGeAEL8jRBJMrCKv0J0xgEFm0Y+WdHS3PP9vm06wMPIYAbrRU1W/58p7zydThyYHec1PV5XWFPbVaCBAwDJMEjKK4xuBe/3Tz+m3dZbfbtHSumspWbkf9O8nQ5emR92fmnpqMrauitQ8cxQdTpN7VuHFH7VRCf2g+NBWZmgwVuhwUgUISx8SnlkXE79rd2NzSXWfTrLwOCIIwDEEQ7O6548W3gZOU3mRCMczidW18YW/rmgqXtvQpFSmabBimJBkqmmxpJWPG5bKpcFBkWYuW7Klyeo1auPitlM7k9lbXU3RvQlgMp9TmBneZHf+oGyfJ2bn52bE3zi0IlevWNj2+oaWi2nljdhaEaSFMu6a9Oh2ePj4N7pp9ghAoSuIYDMG4DzNuaXJ4W30VGsnxlIfnJEhjMspL18Jz/b3TmVlQ1bF7a02910ujN+8miui85TV1T+9uuP6bq9fHCyPzL5Q77BU0ihAYghel09q4sW7zZ7uqXV7jDTGkTE7KtLO78Wjseu/c1KnIVMdAuODCxEJwtu/g4VigzVhTv6m9prbMjK6SBmdtU104XE8ePDsZOXZs6DPrnfXlRhRABIGRJAbd00oOoxiC4TiA7uuR35AgCMDwPRIEHoGHP9ElClwmODMRW8YBvQFBEfR+2gg2VK/ZpP27v21K8bgCE0p84tJ0zO8PxsMTQ8OjHCdgABAfVookA6AAFUiiIosPCR9WyL+U0jgVVG+rqKbtjpq1XZueLKRSyXwqNNs/fWnf4cvh64HcxP4rU05P9LEaC1wExTeU9s0RbHcvTAubm3d/Vudr3JpT9AQOBUcvhULhUMAfD0+cvzKx0t6H3Q2BUBglIQjBCdRi1ZLkvQkWACgAowAGEgDZbJoN+zGOrTYT1eVWSnc3fyGMlKhaudJothvngWCwsb77MfoHrvasTEMImg8OXuiPBvyBeHji2sCooqgrnKr3PWcCgZ00pidgCEZIWo+pQIFgDMkludyiX8kkXSjc4jBYLHfX0cMQQIiS9H7MEU4PlDgIphu3fjZdQPquvKakR3LzyrHrDZyba6NIdRWxjyKJ+eUlNp1QFWXhYu8lVq4GbQYtChQFoCg3dzl9eV9gdjlvMk0HkvFKO3BpPvktB0AwU6DDi5Tpi4oNJUkaRykVQdGSG42Vrf38465O356cjNJadip0bWEoGgkvx6fOXB8bBJlCCaj9YecjYBhubt31YixH9F58bSp9PTkHvX+teaMhX188t9vGURL4fDTCZZISz8+dPtvLslVwG4GAlXNjp85HLx9YDCwzvpqJhcRGrxbYb7/xP/pQwkfrv6MlAyDEIv7g7KQANSMEfo8Pd6eCwhGLWUORd1sYnKJMXi9Bh4WUFA6kk/UFUH6vpCsrtfGSqEofu0unuM8l/4j/6n6hnxxkr/+MWwdEEQF5DEudnJzoB6AAwGQooV6d2eFrqbNRv08xF1k+VwhFlHRmKa+9eujMiXgysEG3MmybR0Dy9NmhwwNiVJnjWoJxESDo7egECkM2DboyVpXQ0BipaAGCfBTzKURaUcf6b/yZcedTqbyiM1HZ0cun/P7wYnAmFpqYnAkjsJcE94V5CAAkAqM4fMd7hCmtprzOZ7A1CcLUQpCNLEcl4EZuN0BDMCBIBLs760QQWlvNunZPKK76Z5cXc0uRrFJOfUjwBcYo0tNcZ726W5au9Q/5HZVzz7ahFKHJpxYuvwehjg3f/Jq3yko9nB6GYQRBSQhGcBwxW7UkdT+TTRad2RXPFaVI0myCcYyX5HiOYwT5VmpNlkoDBku9GQ+jPlVFYZIxNhVTVdXhNlfVOPUE9vBNv0rJK5DK9NDGMtRMoTACMK3WQFEqQFAkmYkn/NMCkwcPAJFQ6cFhCOE4aSGQStQywHObswTHYaLoJKw+QgwAnbexoXptCxEcSaeYwHycM8qZeH58AqRyGK3iQIbuniALwzACF88vnlSm51NZJiMD7X9fvH2PwMNHLQiCYLU0hgqF4PvgveIf4RSlIT16aXl8fmI+fiUHUA2uNREobTIaTGYY1nyEa3UjWHQDUD6M6MuMxKX7r6VVmGzrqiAonY7S6cwAlCmqovBMNlltr3XBrHSIT8/PLoZTsWRWusFrsdpoqDdxiCyrkqSiKFxUvoRWr8WcGjY0PhOI5Jgc0JgpUkNqTFaTVmcCy+Q9jwOtTEpeyTTg8H3mWtzyLhUZyNlskguFYI7VY6jOQCH43RofgktXUwW34/1QUQdrtBrCqxevjY/MBFKXcgDXERo9gestRr3BXIQn9+pepeQQmnDMaTcUUUpxoxh+42MSx+Xz4ZCSyWhhg4kmCM3ddCgQdCMa/XB68SGUNgQwo3dN/dr8E4+Nc32jl2NTl4+fEmxqWlmQ9IXy6lupJVUWBUWUAARIPUEZCEiVZVFVZBkoiozpIWfL2o2AtzZWu3QW6lOpJQUAQkd4GlwmK41CRfQAwQC9rc4hQmukNGZ1aW4hMrIocADTYgROUTq91WS26VEOhf7gk9VgGKVMvs6mdemndo2J12dGIhMXj5xkDdkE4hdNjP02XbwqC4IiSRAMkUaS1ONAluSiWCjFc8ONuLuteytQPR3Vdsq4qspq5bLdxIdKiTxdhWEYRR9RtT5an8RyrCitol5EYYDAHy4jRTuDIdA9KS8YQXFCgyCoJCuZLMey4gPMRykVDX18xmSZA1JseiYyu5BvqKlyeoxAkVRZliEEUmh3XVVGlIYngtngUrBveHlrea7Cov90cYLSGARJVYEMoagiK5IksEASSRgyaGGEAJIoqqVwmowAyOipb9tsAFDN2kYncSNBuKLSaQSmLTraWPLIEBR7SCmFUAwgOosOToZjk+MDw0lRFGGtlcIx2mBzmEiSFW6zdNxrw2AAw3dmXmAEg7UGPU5YFXmhkBELeUYC0h1FqJACIPXu94LACKGzmDUGnaqCPCPk87yiqB8CHiAEQ7Vub1XV5o0V05OR5eDIgD9tIERbLtl3KZc3Vmx7utrp0KEfx7OBSmMhUAyGkfuZbLRoiVf+AtcZjGWVZo12eiE7cmJ0wapNeQhKykTmAtcvBdJJG+Wq8phIHQk/HHiIM6kEUBRaR5jMGvzjjL5ewSi0jcYaXLSORIpbhDH8VlZDFBlWlWUMhY1ajLinUrCUWC6adFlRWU4URPlOUwgp0H3yahqDQWcxwSjCcWImw4qiIgkSkwESoYUMehxH0Hsch+L5AgDxspoVZFGRld9bWl4tCo+kqECBUBiG/lij/x6Bhw9fCIpRZpdTFwQgtyojfAfRLwAqm41Nj51789X9l9/vjcNQx/anH//id7a3WpO1Dt3EsT50ldq8dbVuSoJ6Q/0XnVoIwR5u3Jac4TPTB387I6EWX5vXgt2aZAVDMEzSZnf9end9A7+0BM3PvjZWkGSOFYrK+L5sDgBIkiTlcpJWS5IkDNRCzN9/9dirr7w3NDCNQlDHF77z9DPbW1usSYJhFy7Pkvc8zm3ZU1VJVj6sc0OVgVDIpLnwImBB0RgQd5CxfojAKEBlUktjw6de+/n+gVPXCzDU8eQX9nz+61tarEm3Bh05eF67WrpuQyQOAA+O1tlMGvouJ1ti+RwTXlIzWQAZVQxWUei/BRwFlNtV1/HiN5/wq8KFN6+MHTywBPhRdHlrbbxmw41XBJWqU2EEg2DYt7G1beempmoDCauCXFJ2VVXQ5j09AJAaHW0rs+qpW7Whnwzh6EiixWNz6bXYPecOAODTi5Gh8wf+nx+dmZifIMmOvV/d9vju7ZtbBCfj1SSHD2IAusXb/Yc7NwRQXl/L2i9/e+/0K/uvHhwZfuedRZAf07PbWtLN8O3jhRGiaGgJrGpbe9uWjU3VeqCWKuZWzm3bU1sAIGkjbfXY9HgpjHWnyVxJrMtiIS/jOI7QH04b/2g9Wg8CD5jOZDG7HGgaW2neUh98k2QVcBK4T9pALUl2qaJVkGXxHtKGG1JX+nIEgxH04814UKU8KMyPTuWnk55dX/9mlc9jQWRJAiqEAIRY21AzVtMbXjzIBMOyeHU5uikhqDrqE8yRuNN55BlRgQWUpkpZZqLoiHgpvGtTY/OGNW69JMk3YXxVXc9nn8MBQputZgdWdOvZ4oMKANgQ2G42GA00+jEdL1FVcoHR0yf3H3jlvcFkrsLu7v7q//jM+g3mBkM8OrIgTLLI3UbkoRwpAqgQEIoGcIXkA7plE4EgA/FD09airDwEcw4KgMHRUL3uK+vf++mFydxk7/hytZHA+fjJK27X2sqvt9oc5CfxREvBlY/4ccpotVQ1ubR6aCHS94uzG6ptHW0GBzszdnXg0FvDy/DTbV0bWjx660NwRRbBQybJZlKqqmIYTBAI9PGHjNr1WoPHZqbubhiGYBRBCQiCKRx2mkkNgT44HAUwoiQvq1+EUnxZH3IYkqLysqJARRxJAoCYdIjDpNEi2AN/B4OAFgXo79fVlgVOkhQBpXEMRmDoEXj4E1wwDGMarYnkUupkIJcqZOWis3unMywuDx65dPrIz969nKQadn2t67HOtjUtVTV1TiMAOQ1JQ5B8Q5GwubycykBWM6nVYLeBciIayaUHAXB/LAcUgkEiKyBoWlK1KsChe98s7aysq1zTRvg19/0CAgGloKoMxOhkX+SNn4Z3fWlNZ7cmPfjuycMn3zg+g1TueGHPul2dbfWN5eVe0ggkI4GXsijIChdQMg3xAmI1fxyNBaGAMFkd2tpadSrCy6rIy0BWHyZAVlgefO/ciWM/23eNta7f+2frdnWuaWmuqKwyG4ES0hB0qYuj9NlCJsvnCvDdG7s3d4DpNCZjTQ08XpDSKi8qivTfqmYF11nNLY9tXT8en+79YHo5mZNDAMQBVACwujpXU+p7xkiDwewpq7DpCOS2SYNhCJTaMVHsxmDxEh0Y/4nKqxRVFSRFuldrygXAL144cPD914+ci5gsm7b8qxd3rGmorfN5vHbj8oKBJilkpVsDVvl0Mg+pks5M/eHOzeg0t+3Z1TWcD1w/Ob2UY6QQIBIAZlaXEqArVaIwTpqMVo+v0obCQL0tOFDp3DBw5zBaCAAcuTnKQ0osTkXe+Em4bn3F7pfb8EeK8tH6JOABJkhai2phf4xdTCUkYEPupjq9HaaCIApF0Af7ARAMEcS91S9AFQUxsRTOp4cB8H78XQrZWG7qwqKulmvvbm9bW1dmoSBVUUr7h2EgaimZf4w6eREsLUtDU+FIQ7TO59N8Guwgcbnlq78N8Jo5z+e67fLNYi4EQTVmh8dTVW2DbrvtK7l4VVJx8n4duKUMxcdaudB4dODdd/efPTfJ+7Z+7cW2js3tzbWNXpeRpWVGj6FUUUcgAIiSlIsnAYZhFiN+RxgauSe8IsuSqvIAUgCOQBiO3DHwHi6aWhi7Jz6sAlWUBUkWi4YIhzECfpikEW1zl63ZXGucCs6m+q7016kya8wttHTYW1rLyD9kYQyMwxhthdFqM2utDV278JOpAUDKGZEjod1fernria5NnV4t9jA1bRCC6J1undMFwbAoKjwvqx+/y1+SVU6SP4T/kOWkxWihwIj3yBFAShkVSVHzvMhLd1hLDIbxFZ7Cu39OFCVBVVUUhQgShpGbP5xKSEtLuYLIS3fVut3qAxJUUBDlG+WEJdY14X4hPvjjVP6q8ZGD4XhyzvNsg9vWasMfgYc/RQMAwSiO05iYBNEoy3CsDNQ75FNRZHZ5rG/84vkLA8stTz+79enPvbCl0mfTIoqkpEMIkNhSmR2AVZVbDGexwaBmY7PlNniQZbmQyXKFCADcw/fBQHBxa0yEFXLTSzkNjurvRvwwADipJbUGEkFQCIKRW+24N1LcAFIVqDSHF0j5WHjx3NGpuk3euhYmdO3kUN+1q9PSzs0bdn127xe3VlIoAgtpJV1UkyyANDCiqpzKBGZCRJLR9ayKVkMrO7vDgt6ZrodRABuMFoOvgqTSeV5KJwoip0XALdOgAiDLiqxIK4nVG3IsS0Juafj86KXec4OprV9t3fHMsy9urbTrSUTmlHQQUuVCUfIRAEkqGw6k8ZmYdiNpIcBNEb6vdkI0FG0or9CZggWFiWdZNs/LQLPqBZeG/MuqqkIQ8vHblOCS/QXwfUh7EFKncTW1d3byoWuB+PxAjk0DTFid6oYRQq/HNVoVgFxOLnCwxmg20zhyO34j56Mj8TwXQqrKzXqfvijOCITg9yutVmRZFHhFUYov6O7nuJFiV++bSpIYJbcwPHD9eO/4snVnS/fuF156vlKPlnCZkoYUieNURV+q6BMTk1MZWYXXrLfin7yOaaWxElqhB7nn3FDKgHpa1q3vZCOjc0vzEwybAYSw+mFQlCyem0ZVQDYnszyiNVvoVYVxisTnl0ZirBpEqmqtWg99q2xwRSJKhXIyk00sXzk7Cxno7fcvgH60Hq2PvMgQilE4TMCplJjJ5iVgenCBgSjJuRzLCaU+thvCo5agAZvLRAWewVGj3awx0HdzB69YkAzPRADgIQB/DB1VVLX5pej8yV4R32Zdu63SV+Fz3MUmTqmx2KZa11IuFZJCw/OR2kBqWzkFP4CGDFrZAHT3z6hALrrYoOglqhKfCw1GGP04ubfBiBkJymSHNfE8AAkJxVGt2aqFb2somWEL2eHJCKqhq/V6Cr6psT5RyqP0vHPzZ9+7dnXZL9c89rkn9+7ufLzdXXSDCkExIUpA4SGIRlAgZ9lsbmie1OsNJfAAlxJAGV4qMIIiY7f1myzyQjKaZPLLKCZabLjVqEfviOXJipJjOIYT5NWUeqogcbnYfDS9lIEgYDGQViN1k6fhw94gobObKzsbfYcnAlMXBs725viCT0s2fM7ZVGXG7n8JP9pO3f2Z+xZtrdTVGR0OV8vjlUuhWDwYYwGwVdW0tG9/fNva5iqXCQcPEwSHYFhrtmtNNgiCclk2Ec9xkiLfCcpkWZGKhhe+5wlu/796P7uOlchbYAzjeDmaKDCceNdNlESRyedlUUQRWE8Td/VnspyQZzhRKcJn+GZ8F6h8ejEe98clQdZpcadVRxASTuFmGyDSWTmTyrPyXeBBEXiO52OqmteRkFNPUOjKlYBRFMGwlQpDeHWRuqwosiwUf+z+F1cFiqrKiqquoBZmaTwaiExhu6xG8w0FwhWEfCqVVyQY11stGgIl/8Cjpx+Bh4eQLECU4htZRRFLzLyrb7OoKvl4wB/zxxXJWV1V27W2tjTUvZQfzSaTmeSUqtgwREVEJTkxEsF/NeJ1u7Tldu1NUVARIMGl+AkCwwgMP5zXBQGg4mA0lcJO9YdNBO6jjffcNyUfn0uHhiVhLQKh+Erl/s2mJkVReE4QxZW7CiMaVOvFMFoS2NTS9GxqkcWw6raWhtbGcqKk0hRJ5FPL0UJ2GgIkjqpKVl6auDDqmCqUN1YZtKvAAwqQVdYDuidQAwNAafUWm8eOTyznWf9stFBDI0BL3N65wMsizxYPBCKQFUMiymJ2eX4+EcwA4G2ore9cU6Uji+esyrKQjsdzqQkAGjBUBawSn7g2ozscKKvw6irhm3Fo9R4y1JIqxgijze2mDWNibjqcSi5neGBalaiRRJVjeUVWIIjCEORjggcUARhWimPdR4yL96qsfRcAxOXz300GxicB0AFFD5QVnYXiuNlTqbe5VEWdnggODy1kdlYYV4EHRREDF3581S3zkgAAKxZJREFUaW7xgP1/+cK6Bl+zDmAaDUK4ALg30ySIfC6XlkQBggCKrG5KuRHwgCGIRJF7S08VgeEToQibDeq09s3rqtc1NJtXop8yAHwqFlkM+gXeBsMIojJzx87wnGqtaqNMEPgUI/WK54aWzu0+tggBgKxY95QgkH0ffC8fXQgCoAeKDijQDeNBWcuqaYtdFKWJEf9YbTC/u5oodb3feKV8buHM984vygfs//ovNvg8NfgNwgJVFXhREG5KBI5qnChueES79Gh9moWVFBCjqJwif1hRXzrPjsyGl9I+qfQPbt57iclH/TN9uXRKS9lbquxlDv09lkCFgQTdYUEe3pnmE9PhKz++5HhxR31XpV5D3CNvWp3N3fFM6xU5zfUm+sYDFQ0RcZP7QTHS4gYQeDV6uGlwREXlBVmV1ZXCQhJFyKJLjhi0ZnNDJ3It559MQQtLnw/HG2q1qzKX/HIyMPx3f3dC56v71/+lzoUBtFSLf8OqwB9LzSgAcPnUcnBkopCymcorezY0V5XfIEyQOIaNL4Y4NgDDBhJT2EgqsHhgwOvzVnQ3mErvkQdgJMOEF1NiBb6yj5JqzWfiE9dnYuExDSF0NWpaKlwYwMHtlAgvSFPB5ebllLRq40DNceng6NGRhctBGIKrPaZarxlD4OLL/PAINKZHdDVr1voWwqOXew+eGRP9tXXP/6/f2Npgu28c5iMPCC41Ra9qAn/ABlRJkYW46sPLG596+c89OkKvyiUeEwIjKA1FEtjDhotKLPNmTGMEEByNxOdmwmmuTii1LN5aHCcWCryiEPdwcdzYHgoXDda93ZVak9VWWUdoevmMFM8wnHCXNy6x+Wx4NlTIFnQaZ0e9q9xhWI1AAsspKRgrCBWrwAMLlOhc78TY8SmeEd1WXXuNS28Qgc3Q2AGuDIlplWd59a7fkfOpVGb5miIFfW5HT5vNrjeX0gOExkjRVhhGYQi6Y/siJwlMRlXY+0LekgSpgBMUZSWDAcMkilJYqa3iBuxJLUYnLvVOsDnc3rFre5VN59Q8Ag9/1IVgmM7pokwhFYQEqehaqPeMjZJEURIKKkAEIcdwvKIgkCJKbGri0LmRAxcKLK9nMoVYMEzNLmetPFK2uiNHVRSRY2RBA0H1Fq3ZSj9k00OpTxvw2cDk9Ov/QOefUoWexnKrkcJX0tpCIcUsT58bCB5fQI09HZXt1XYUkFBJ9lCsiAcyTPj8RKimKrbRiS3NJvKLAZ+NNWhwJSPzgiLlVTXJ8gVOECGAQTKTDweGXz0ye2GYVxQ+n8hE/X58OpnHOdjF8gXAMHmGl2RFFgUmm2YZnOMBAmSJzecymZwosYIA0ulCOpfO8kYSM1Y0N21/pm3g3Ylp/6FXDlq/2GPeUmOjEFxhuVRk6O395w+cnpEVKLJETc8trtFpSY0iF307WSwAAPNCnuUFVUUhheMzS6P7Tk0cu8IpKl9I5WLBIDkTz5TzkJsT8zkmF0/yHM8JIBmNxpMWymQgkBKBXQlKwFqLs2bbMy0z8sT46NC+CyZFX/2lDXYS0aESkHLTp85f2vfOcGBxjjaiI+PBRiLhJTUEgRWl/wEGWVVUURS4PJNPzkzPjY/ORZSBoIvwV5JGmqJw9GYQvMSXR3ts1et2fWZbClUnr87e8YJRirC1tLRMf2NX79ml8cD1Ywcv2Ld3VLeWKOGEdDATHjp8LjKeRhraTC4jWXyzMEVpCasdEDIv5ThGVkUVYBLLp/0DIyO/Pjk7F81TlJCNJXJpI0PDOKJIbD4TSxR4Ps1zsWg4lHKmClocwTEUxleeUC1NWQUqKyupPJNlea7ERaEUkkxs5Mp44MQkl2bzTC4W8QcXJtMAECaO5QsFPlfgZEWSRZUvsEyhwHIwSmDIA7u7VEVRJYHn8vlUZHp6bmIiuShfD1QgAS9ePDcMwVafm77MWbf+yee2Z45fCE7F7syua3H7ms62iS9vHTqzNDDXr9133rmluazBbUSLcGdhefbq/jPRBeBsX2t26EvGCUVxGCEFKXhtLuCbj+2qphPBVGI26KDrzDry08CgR+v/34symvVOB4JPyUqBlYCi3D8OhAEAp4LctbfG2qkr1fZWl1ZPwrLIxmev9F/qfetyNmleX9O2d43P7qGRewRHFllGFmgErrPqTGYahR8iAC9wPJfPJCNDl0cvvxfPW7KZNiZT4HU8hZCrvkAUJBlApNOJG4yqEGHHri9WugcXKsqMpFmLoQQGZIlnc/kCx/JF7ymfzSfj6bxJIWASLQUZYBQjNDSChgs5/9hCvMJOWcnU3LVwHJFc6wkNgelsZWue/Pxg7MTYEf+Vfae0EuV+aaNThxlwBciF2bPnLx08NgU8jZ4yCyrDElcoZBNJtsDkZBmNF1fKYSqRGZWYDaCPiLgBRVYEjlfkrCynCywriBKkQkBmosNjQ796JzIZ4GEnl16KR1KhwlJOsIoQdCtaBwA/fH7qgPaS7cttZLWJhhUxE1wYvXrk9Q+uDzGEtmn3xvZtreXEKvCEAoCyWWH02EKN5nSXr9VFu/UYAOLi5JWhMwfPhsJLlurGNdvb6uuqDEgJwRRy2TwnyZIsqXyeZQt5loNKmvPGa4FQGNP4mporZ6bR82fSmmreubHOY/eZ7qhdkSVRFhihkGdYTlBVpVAQ07lMljcSMIwCSRAKDJMrCKKsSJLI5DIsY+B4qGiyuVwuk86JIiOKajpTSOVSWdZI4CSMQjBuAgn/3OCbP5YrvE6XyXALDJAGm8nqcLjcbrvRYtB8xIuAUFjnq61r+9ZTa07MhaMjR45ddgDQ2FVhgQAQsou5xaGTF6/t75tOF7Bken5mblnv0JBaDEUAl8lmU2lOkpcLuehSaClDZxgcQzAchVf6PlG921i5/onuPuR6cPDcLy+6n7MZtrT7zDoSVUUmPnflSt/ZNy4EUpaOujU7OsttXh2y0i4Il6galfnLsWt07wY7ClfW2zUACKnIZHDw0IXp8THU5Nq4tXXNhhYboSNQ3NfY9cJXruYn+maG9//4sPzsRu3uBjMBEUpBYePXDp44vf98Im1q6mrYtaep3E6vgE2C1pAGHQTDPCdmM4zkxEr3SggMnRy59P4Um0/iHM1m0tl8psCjJFHq0IdxUotgeUHMzgSXG6PJmgoQGIkEF2KmZlhHIUCVgJyNjA2c+ulvzi1LjKeJLWvAMcyp0TwCD39c8IDr3WUG67hWXS4w+TQjqprVE6BhAGEao81g1Zs0yXRsZmx42CbakgQnpiJXTw8vDIXtBgplYkuTQ/1Jf86o9Tho6nYTjyrLQj65xHIorGmzG6x2Gnu4yFGp3EhVmVQkeOVAH40jKsJ1VHhtRh2JwzKXX55bmrxwZjQ9KFb3PN7Tsq7atvKbCgpQjdFkNJForH9ovMnZv5EmJvvnl0SufitiNlCYoLM6DeYInV1cDEyMj3nssg0VkvGRgb5jI8lAymUmpfi8fyzfGwtz+hqTRUgvTC3Nzs+EM7wMBDYfnBqewmtJ2erUCOnYwtTYdIDjcyqPp/2RmYmxSW11RZXN3VC39bObjs/mTs2ff2dfn0c1WtR6qwYXEtng5Nl3T/RevL6gKIp/FrvWd60WUuRKM4VhRrvBojFSsfji1PjIiF2y6eE8E5678sFwaGLJa6OhXCQyMXwlEcwYrDYjyEbm5hZnRqZTOYbn4aXxoUEtn5VcVkeF26CjqdKkNMro8PXsXXd9OXAxdL7v0lUSq2kxNFg0dkKUcuG+E2c++N0H43kmbFwGVy8O1ig+g1Tmq7JqCQMOP8AJlsVCfDnin5md7Bucvja2EAPnp8zqJZNSUVHptZs8BmJ1GEljq9r0mV1BNvfBVAjH4Ft9GRBCIIaaltZ133qum983dC1y+cAxn8plMK5ch4J8ZCw0fPbiDCUYa79Q66qzaUuUHqTWavK0Ok3xghxemJyaVh0avZJPzY9cHpg8PVPI5CRbLhsYG5ogYFp0e/RMLjE/OzEWzjMxkfEHh8YnkUEdazR5HWa9y0SsCABEmkxGk1WHJxcD89MTgxNmGwKgdDg22zfkZ+YFM6Lm85HpwT5rJKGaDRTOLC8nw5Epf1SSecCieX9wfnzGifq81UYNqnkAOFZlUczHl0Lz01OjfQMzAzOJJDg77pL7aLmystJr1Tv1q8/NaPDUbn1+9xyXv7J4DkVg+eYwQQjVoKb6jo51RHq0sG9oMnD5d4d8ar4JanHrUJAJDs4OXLgwZ9RVNX6jyV5pIgHEAZTSGQ1Oi/7axPTUxavXJsoNwev++UDeuwVymMhHSvDR+qRLY7EZvW4d3i/x6XhWKMdR8P+x993RcV1nfvfd+/qb92be9MGgzKB3ggAIUixiE0VRsmmK1tprx2unbLJ29sQ5aXtyzq4Tn5NzsrvnbOyssrbX3iR2HEuyRVkiRYIVAMGCDhC9914IYAbTZ17bMwNKIikWkBYt2Wd+fw5B4M693/3a/b7f9wC9gSFAc1LYvnFrob/opj0FldgtLNCCa6ON5xubbzWvpGQdPbbzyMlCp9nCwPvvjRwLrC9GohSKWxCThSMe8z6qqQBEA8tz80PDgwM117vbGnA8d2VOHBmYShNYknAIHxZ6asHVuZXZiVmv7FeI+MIXhtZ6zXWNmQV2a3aKMdVtiHpXb4+PjE4sLHnCJEmuLi6M9PY5oylZmQ5bipnBQDx0MKeK+m5sZazrVpedWMWN3uZuD+a0PmchdTTO6VJzn/9KxZA61P5eb2tjC4HSc/R5dsHOaSCy2F7bcuNCN3PyYEZloRVFl2YnpwYGB0ZX1ze8QFPGh/u79UizGe2uFNEkso8f6ogIhhfsqYaFdb80OzbUm8rGmJAOhG+PtXY3XehXtKjBrARn+kakIDJFaQEXDfcogMmeCRC+UVIAMdVmp1T/XFdHY8N7taNLMVdh/t4v7Sram2uD976TElIILnYs9FuuNhWqhY6AhQaSf/B6fUtt/QBG0dv37jzxx9ty3Q4yFvWvzM9ODI5MLSU0JxGcmZscGkshM5yZBpa4U/gCMIgIa05RWu64GW/E0raZy466bGbzvVwgcsTnX5ufnh6ZWFr1EITmWw3PTPb3TRKFNoeI+6ZnpkYnRuY9EUmTI+H50f4RVmNVm4OL+lenx4eHp4NhP4gRGzNLE8MDg3yWO9PMAihrlLawNH7j/R+2uDJd6c6UhPzFNKAylkx7Rl5eQVHZtoKC7AwrR5IPb9/BIMI4Z05+2b/60mHpV9cuD7VfuZaNyzF9LJMGcmhtdH68tq6t68bAVDgGFud6WxpvoZz0iIN18NG5qaHBkckVVV0KrIYmbvUNxAxqlkFMTTHSxkTlNuQsfGrpywerQMQ7+v6VW80mjOawCreDx0F4fbS1+kZzS/0iWfC5gztfOFGUIlrpO/1wm8EDXBveGCaaW4sZEMYyTUDyz/U2dZ17r3s9EMwrq/zcH1VUlGcKCADEpOYJn/vnO3r+YX6yo/29sxwVtTixTD3FymvR9dEr1Q03b0wLxpJDFWVf3eNK5e6kvijeoLdYHRa9HNyYHBwcJewRAwCyZ7CtobevYx2EY4ontjoxMjjg5GGu262nICJozugQDSoLJwYHehxGLDWGtfXeXllXnuNJA4fHgx/Vvz471nWxtiMEwvmSab+nJMP2oBKET9Q3/u53v5tU8Y/MViiQkOZ7h6Zq64n8KtruKrAxFH4XtwuGc3qW5PDw7YG5mZmGprZrXW1nL1w6f/q811WZsu+5F0rI9aW5lps9A300byt55Qt7Cq2M/k6Jvxb2zo43/KRpItiNdr56rGR7lpneylhbORANLF88d21ZwkpPHtfPTy9ffr+67lJD+62+4bG2y/+/pvqdN6tbNwxF2w6d/NqxnTvcZuFOozcCkMFhSKFCrRO94+NtLTeuXqkd9yq2Y8df3JtrTTeyeptJBeHgYu/o6GRja9vlzvYz755puDUk7ziWsyNnT6Y6PDjS3TbT2a3P3lZY5tBmf/D6xbOXTg/MRDEmFo0Mtje0zsZG1mLpxPjVKxf/5/9+rycQDbGSGR+eG+oYGZvmc8r0RrNV0NvdNotDIgNXRkY76+pvdvb1nqu+cKb6cthu8un5qZkFLewJLQ0Ptt9Y1xjKvT3TadBzWGS5Z2Z6tqG5ta6r/f1z1Veu3Azk783Ys/1YMT47Nd3eNNzXw1pc2fvKxemf/kPN22d+3TPtV6CmhYa6mlrqe9raF005mSa7Wdis48IQQJxgMbgKzTToXplrPltd293TWd/Q+Nab70yHQ6gga3J13e9ZBd7phaG2ibl5Lb1Uz+vs7IMDbyUW8E/duHLx/f/2t282LfjmJZWLTd0e6W5v7R2T7ARnLL1rVNCmJsV1Igz5xdVhU/kL+rTcHJH8sJGXYHlDaoHFIBBSoKH+aldDzY2acz1Np6/U9LxXB/IPHP3ca0d35tqN9CZpBMRxKFjF5YHB6da6a421ne1n2ltrf/nuUkBmjrxSuLy8Pjc1uzje3zUU7Bn1i/7Lzderv/+zy10bYT8lGyMDC13NjY29Q1ErqTMUp/KJ5RGINVJqTK/6Jkb6JnoaW+sutp05XVfd9W4dlVFc8PKhfGGkZ3Wq7+bQQMxdllLu2q4fef/0+z9+u6ZP0qJU0CD1j95qmV1Yt5bsFBhKeEjQJUc8G5PXzp4989d//07LcnBZkoXY2OJg163OkXHZyejEwhTu3n3DScEE/R5xY9qw/QWj050jkh/yThCsYHDm2gy8GvJeq7nU01jbUHuup/n0xUsDl1vIbUdfOfaFQ1WZFoGACaY/GmExxiDdmhsfGGvtbKytqRkYW6L3HD60f1u625gMH5J4SkAYCXlWhy9elUhDOKM8WySt902SUYPRoKfp7JxCOg598/Ps1MjEudNnuvuvnD/f9Mu3zl5rXQaW3Se+9cWXDx7b4Xboafz+lzstuD453vCjxklpiKo6+VJxidv4OAsiAdU78N7pS3/5/XcbO7vnvZxg9K4sLC8uRMRcg96QbdmsH1EAiA68/+PaN3740/MdIwt+nWDQ6+lIaKW7ua7x6sb4uJZXgnqunHvjL//2bFPX4FKAM5jXF2f6Wzsb65Y1RsjanslAQBOQMRgDc72Bua7urv72G1drb7Q3CaWmPYe/uKfASGIkxAEuGCzmnAKrDutbnW+tvnStrq3zbH3D6V+e6guyxN4TXz7x/MslopX0Xv27n5z50c/f6xhdCMokDaaGO1uvtddcGtOlO+2ZabrHE/dBkqIsGamhwJJnfrijvafxVtuFpsbTb7874FHpl/+ovFSfxgVam9uGuv0zy85dh/Y+V5Lu1EHfVMfY8GBd16wz05CZg7VeP3ej5lR765l3Ttdc71sLpVTtP3niq994ZVdRip3/oKddiwJ1o7+uubdzdC63nGJixtHqmo6OX126evqtty/XDY+vGosOf/nzX/jcawcLXRYOhpd847Vv/Or0D9663BtVInRYlPvHO1tnZm+biyoFHXtXugpDFBGZWw1XX02t3F9w9KX9OSYLe08rfXC+c7jtwvd+fOpc5/AUw1L+ZWl2qrllhjbTOjrc/lffq/519a97p0IaJUvScGdz+3Sof1VJw8cb6q/8zQ9PdW+EA4xiIkYWRjoGBse4rFKWiKHbg7+4eOPmki/syLJZzRaexXEck1aj3pHJiZmhvv7e9oYJH+FB1kybTmCIRx8FohidLcvEcwIWam+82X6tpf5Ca+fpt+sb2k/N05pvxo5urwbA+urqxEBvU7+yMD2dEj3/xqnz/+9C25CKVMLHezuHGm62DyyNApfdwGSYmQ9NA2dyGq2OLBGfGBu5erHmZs2tG++fazp76uy11hVof+7kt157+cBLFW67QCUqdRWgbsz29XecrZ9NLwjbrbaF633djW/UN59++50L51sbexRn5StHT375S0cqStxG3WbyFyMhJZqtpvQMipQbZqZaLly8equl8dKV2rfeOdcQNuE7jnzjW1996dD2fBvPoTvNSHELjSFe3liYHq+5fKWht//c5drTb7w5CRyqKdstT8n+1ZnJicme5mVfGGZWiTQyczjF8+G1ichs2/DQWNuN61cu1NxAmaDq6Of3l6TpaSrRPxH0zEY93SM+vSzkPX/0SInL5BTI5MvDpxo7QAIxVoddV54dHBme6mua9hXpaQp9YAEgBkmDa1uhCo5rhHvSP+nBJIOgxWRkcZbs25vvtmZKbtI6bE3zYCivorywwsmJH6ZQJV9gfaG9Y2416MqrKrSZBQZtrXAQwxGtz9p1gM2PFr64P5beuzowMBgJa3zcvOC0wFvcbp7L3HF4W9WecpfFwpMfJbkAY8sv26Fh/4Swzq14JBlgyJpTWv5ioSVdZAiKsOQ/VxFRMdbUNystx0hJLwAdr9cZS144kCOEzP4sST8yvoAwlLuzODc/FZ8rKQlZbQSERqNRVVWPx6M53alpFoMYS3UX7ngOA6LI0qoIPF6Pxhnddj3NEiTOiKklFZABFK90jEfmfYTOZgvr9TFratGOIiUScWXkK5qmwThy0px2QWe3VfIEkiDVOxObDSBZz2thE63hxQf25aWwWZJbFkczRkMYyt21rbA8wzpRVKhRDA6AQRRxHPd4PLKsF0S3WWDou/QwQKzJlccIlErFzH2T5gmJt9kwnNSRrCs3IyXDYUvL9dxeVzAMQWjLzE4RaB3xCFIUHNeZbel5FTslIIoUC43AE/QpEVW0p5mtPPmxrCNO8DZX8a6jr20ECnJ1euLusgOSMxIMX7YLw1mzzFi9vgCGKXYDJqk20Z1zYP+Oim3ZJmbTXGEAINaWnrrr6OEVTHQNjUUkwQx0PAupnJxc5+7dIo1s42OzGEJQzLbYbCZ7VMbIyl0OIIo0C0WwHthQY5jFnmb8UGAwnEK4Lbd0F4QUZuqbv+2RZVmvAAzajFTZ7n2ukkzgDmtDCyvjiHLvrijKdlj1M9k5pbuiRiCKOjImqF6PB9hdmSYGp9CjLhqhs6a4Cip3QSCKDANE4PF5VRm321PFjzMAQpyEgiNr225S0fz5blG4p96P4s1GWlexB0HWqjKWYCSCQ8VmwER7SgqWd3B/5baSDAO1WXIKAaBN7oLSl46/Bm2D4/NRScGQxZ6ef7jYmXi5TiKJpw0eKINOtJZkKe0bSy3VQ/sdpVkO9p6BoRhDsI5tR19wReSsF7OXWGFSHBzmTCAc1AmMniy15hRXHTxclGlJt+oeoHSkDf/aQmvrnDdakluZbzHxzOMfrmH8fthTMyqrKgEoYFlRFL1eL8aKWU6DkcPvKvKBOmt6WmFVuRFoFK/X6wEAoVAoruG17Ay3jWd1ZntabvkOAQDtg98TDEIAstIcBhpL1KfTekTklz9/HLJ267i0EdY0Sle0/cDOym0WCiOxRAcD5K3ufE5gcCZm7Z+wTEgxwabiJCYw9tzynMp9+wpS040QqLIpPSu3am9cMQoCy7IejycapQGwO0zCQ5u47ylbQqzJSZYd2eeT+ZTevjk5QHEKTQNOSM0uLj54OEtyBuaGFH40ELWL1qKqHLvLSCXiKCVRXJaaWVi6/0j5fN+wEt1geZXlcIxOseZVVVUUlxe5TTS8T8UpAGAUa8vZkecSdusWhmPsclBTWR7PFA0WV9XB50uLXHkpAgRAkmlScKRnl+wMGTY1p17zrq8Da3qWiSXvGkhzZ9iwhHGrINPpdFUU2kT2/jEXOCPora6Ckh1ClgIFQfR4QBh5gD3dbuY5gy2vsJAzQAhFUQQAeDwe1Z5lSzeLYsyZkV+5S75bA1O8I0VQPCOjI/VXPFSK62BeSVlhpoGxxU0rkMMrEd/84mp0aW5+ebxvvqenEaXvL7CKepZ/JPUTTvM4zRVVxghGH2U6Fm9LmsTYAIsZDHxGURaw6EIVhfMgJEFIsNCUnpXG8hY5q4DdzRUAUeSJiE7Z8HgAYc522HX6j3J5GEQEZ3G5iwkdzUT5btvgvBTjOS3MYUaBKLXllVQeOlzqsqRbuLvl5c5AqLQC27ayncJcUMUmI5TKcJiTJAhr5YF95TtKCjNE7oMxjhgiASJTC8poniT1aurw7dFFjdcbZFUTRFuBu9xdtP2F3SUZJk64y1uAlNHkLHz+xeNA38cPzMp6uyrLgKNytj+fZuUNGULmYqBkHUKE3JkZNhbROAYJljZmF1UdVRTCNi4t+1RFw/K27yuoqEoRWBYluq4x1uwurvzi1wMFIECn78o2O/hnTsGEaVpyoOqjEReq8Ws/af3Fn/3d1c9Tuce/939PZNk4/kGKSgqFYuFwUArLgMBw1sDTDBV3eqRoVJFlRNMQobsvlOYfHmm/9p1/+z820nYX/sl/+XqFdbuT29qiAnLMNzkdA5B2uy04rkrRkHdleXXNu+YJKgCRnMFgcdpNnCg8JG+qKkCKBMIRX1jCaZ6maZ6G2H3NGKFQJBIKxiIaYgmSMfA0gaNEk0ZEwzBI0+iufp3fBFLIHw2HgzFFIxiC1vE0RKosBYMxCDUcJwiCQIi4a+ekYDAaCQdjYQWjEBHfZypB9yxFIqqqxhcG4dMtTIlGpJA/GFNiACFa4GiCxbX4sSqKhBBBECRBEBB+CtPhVQWoUjAcCoajioJIhuEMPPHgsTMaAJFIOOxdC8qKquEEI5hYmmJwLegPyooCaZJEBA5xhMCTULOoQJHC0XAgFIpGASRoTjQwOCSx+OcxGUSluIB/nEry076+8X0LhEKhSHzfKI5lE8Rk6IFfUIqEI1FvMAIpHUkxPI1wlBzwkMRvpNu8s50dP//mG+fpdwePf++nJ44fzzOCR3AiKbIUC3n9UUmVIcHxOpqmiIe7xZpvqL+p9i++/TfRgqMlf/yfv15pLbZ/RsNdRZIifn9EUiQABQNPUeQDuUE+0sAaRCTHMRTH4M9oPXIoFIqGw4oMEMcycQOXOABZjkSwzQEEm70OqjJX//rF96/9+c/AH/7Hr/3pn72aKoVANLIRkRHJ0RSt44gHcO0rG0Ca/vlffP/dX1zTvvHfX3rlwDf32UJebzgckQBO6ziWjbv8j21xTHhomqqoqqoCGLdsECjA13fu3K1/9u+b/8V/evWb/+6YA202ND4baBGgLF58/Sc///P/5T35H8q+cOLbx4uN9Idj2YCmKWpkbaazrunt139aS8+hsu/+6Nt7trtS6SewLKFQOBgIKQAnaFow8EgJK1LUH0sk1xLA77QpPvkxx6J+X1BSNBUStBD3Fej7LpQWA9L09bdOvf4v/6v0pe/kv/b1bx9IMaFoyB+IAYTTNMfzH/WcPKwWJByKhQPBmKJgJCI5niVo6lHBUzTojwR9wZgiaThAjMnA0jgWCQQUDdMQQdAESeAEupfZU1HiNygqRRQgGHiGpeGnOoAo+fLw+PgKANycUVpy9J8aBkcWQjfbpvfTFJkvPiCwQyRJIYRURk2UM5EfzKZFidHN2MeoAdYm+idutc0EstMtpS9us9gN1JYXRUMC2hxqgt8CJvLXDG+0k5zRZJc1ACFOkDRLP3xCCsAgwCmKxQ2UChHxAI4ODMMpisFxQuU0DEGE3/mZ+BcjtS2SwG0NiKQpRCBV21SOCGIQQwTHIQA2Xx7us7WIoig8vs8aQBiM7+6dzwkCahr2G7j2GE7ELTajqQmW3rjvCDFE07SmkRgGP5Ww4cPzggRFc4hgNC0xYv9RjbwkQUC9kVIT3CaIuDMlmWZoVVUxBCEGn/x7YJvNj3zcpCckDiWGiic+xwmAIQx9Bl3tzX1jOJxM7Bv+iH3DAE4SDDIQNIhHVk8bgCaRxF26ihFsuXv/IGWqVe4/N7RUlrfkqrJRD3cZIUQkwwukmpBWAn/0+NjV8d7Jrs6ZUEGhrfiFUrNFID+7dhQhiuNwNa5aCfyhnthHGljb1MDP6hLGVSjDsBRJxVeEJxTD5gFAnKLAvcYaQgIiEoCYogBJhhpB0zhhoBOKGD1kSBeGgQRLOgG0oCJJqgwAiO8ARatx7YkjuDUDKvlV/+zV0zWtHRPE7lfLy4sO5uhW+s4srU6ox/by+ekW+Iy5pDUVyJGoLPkg1NvMVpuZgRC/T2gJQTA78goyjV3eWW9UeTA1wKMsC8mwECfjrguKmxEMkQjDOTzRjr2Jpz5mguL0KL4gLO7pPEigMJDwz2gAoooclWUNxE+YQzgDEqZ2C1k2SJIkFGDCyGAYTjxu3CxO0QxChKIlJsPjZGK6BM1xaoLG9U6QeL8pgyTLIkqlNUCQxKdua5PBw1aCB6SzZKWXHy8ueD08OdFwdTwFp7IqrOhjXgjEcYg/YJQgRB+LQdUYkIMTAwPdt0bx1F3uwpKyVJ0BPoGTCxEuCHfJFSJpjqS5rf8GLDHTHyce+u8YRhCQIIiPf/4JT0uMO6UQv+8PxZUyeujP4wl/dQv7/OSqBnzs7yLiM0D0j8UVavzUiS1JLMIRg1Mfs8v4J7AAnLz/zyUolCD6bF7f+PIIuIUzjP/kQwQriSSeVqMQrNFeeDiveKW4qXVycLwzNb/kSBokH6aqMAgRpNHjZTBuQQJjff293RNkxnPuwuJSp+6zTCwc94YoCn8qDfxssgoQkSR68AFsEs1pCYryWDQS9gVCwXBA03zejdvzy16ThaMY6gHEtpvOtqapckyOBqOhjWAkGopKa5NLKzMra0GLjsIplnyiifWaFFL8090t9afe66SkfEWn32EX2toHx+aCxYdK3Nl2Hfxt5E8pFumNamxj2TM/t7ymAwZOR2++HSlAlSNB/8b6xuJKOEgy0GaMh1bwKUwbebexwiCgPpFjxiH1cJ2uypIihaKhDX8wGAHAu7i2Mj6/WmEUGYFlma2fFNy0jVtPKiScr/tMKaSoR+5TPMj47Ljsydza1raJsTOOnSeez91jwWp+0NDdOB184tGW90L2g8Bwa+tgfefatuO7dh0psXwiVyWJJJJIIonPTvSKc7ixdGdZ8Z8cti5fH7l+qmc9Ksd+898r+UBguKVl8Eaft/IP9lQdKDJDQCa3+5OEBtRYOLC+MjsxOTk9uzAhy91Ts90tncMLa4GQ9Cj7LwV93qX5qaHh6bW1aV9o5FLHQF1v/5zXE449qdugqlIssr4ohwdictekZ3R8bGmu/c1rTMdI3r+uytqVbnj2EkwA0uxI4cvzojP1Z2p+8av6nsnJtUBUTbhAmqxKvtWprpar9T/4+/quEE3sKLcadfrfkRSMHAkF15bmxsen5hdmNW2sZXjwXFvfyNLiRlhJ3oBHxz9JtqWtxcYQgzhDqaovsljX7DWyMyZbmp4WaPyJwy9NA1pwdaCn4yc/Oz+hTjurThw/uCPPYWZxLFlfnUQSSSTxe2U7MAziBKHxLLXUPLbqWR2wp/EslWZgnrLyU1OBFlzpu9X+459VT8GF9KrXjh8sz7aamKQF+WShADW4MNzaUf2ztonbYz4Cp3V6NqKE5uY3WA1x7hThwSeoqRtTLb2tTW+cHpyY9+ICw5lYVfWPjEwSBhNnNAkk9iTzRmUMVxcnezbme1c9If/iyOLEYETIK939/Eu78hw6knzWGeAEJyHCcb3NTvEiJQVWem71tjdfv3m9/mptXW1tXd312qtjI7MynZ5X+cLhowcrqjJMhqdwjT4NBJYG53vrf32uv7VnCXAkY9YTRHR2diaKEbwzjcEBlWx7ewiSZUtbBYTIkrunpDJ6LLfm7Hz/u1dcO62claN0OPaEsYMqB5ZmB3vPv3ltvvxV6+GT5fnpmUk6yCSSSCKJ31MIjrxMmt1fNBDsGzlV3ebWkdtTDDocPIW/r2mKHFic6e+t/kX94u6v2A6+WpGX4hKT79bPwm9Wwt6lpaGW29R2PD1nTw5Qg4Oh9Z6h0RKrNV2tTH3YxEvJv7QyP9vWHXCkucrLCwCITk35um605lftyCzMT9WBrVf1JMgbcsq35QVmOtRbC/Nzi9fW2JP/5itHju7JEEjqt1EsCgGgLDk7RVeBmNPUUVNf88srveHo0kdkOySGFeaWVB77w33PVWYVuG3U705Nixxe961M9A36bkeM2w+6IIytrwc7O3ttblfRPsXOJJ/zHn45kmxLW9fZcUlbnV8baD37Rlv3YHD/d/60vCovz/BkAZgqRVZa37zSNvxXHbqXX9z3xUPlhWaWp/BkeJtEEkkk8XtqPmRFCq0NtLVdbHv7/7SWf+vrz33tlUIR6Z6cnUyJBlZa37rQNvbXHfzJV54/cWB7kZnlyGSC9FlYfCngue1ZnA5gvAxpCgJNCaqaJBEOg8GQatE98OVB07SYb9nj2ZhZlikasSwEQA2HlWBQsWWkmkwGnnwiwgoVANm/OudZWVz2yCEZAziZkuE2m016CsHf3mOTqqly2L/hX/esLa8HYrGwosiKAjCEEIHjvE7Qm2wGvcByDPnpsgA9EaTgenBjdXZFjikYzyMM0yRJ8fslvdliSbHzJJa8WA9D8uVh63EWBgDBGO2pO/ftXiLs1kWrRcc8hWBhkBBSnHn0C86sQ6Wu7U6B+N25aUkkkUQSSTy52scRobMWlm2L0tEFzZBt4wnsKT0/DBFCSloBfyQ18+B2V1kKn7Qgz8zikzqjU2d0PuH/wyi93a63212fyDogACRvztSZ3KmKogJMwxCCj+d4/aQBMUiyegurt9jcQFUUVVEUVQUYTBAkQQh/J2WQ4IwGzmhISYr7k9+P5MtDEkkkkUQSSSSRRBJJJLHFoDaJJJJIIokkkkgiiSSSSOLx+McAAAD//5iIzgqJcKVmAAAAAElFTkSuQmCC"}}},{"metadata":{},"cell_type":"markdown","source":"### OK, so let's get started!"},{"metadata":{},"cell_type":"markdown","source":"## Load libraries"},{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"cell_type":"code","source":"import pandas as pd\nimport numpy as np\n\nfrom sklearn.model_selection import train_test_split\n\nfrom keras.models import Sequential\nfrom keras.utils.np_utils import to_categorical\nfrom keras.callbacks import LearningRateScheduler\nfrom keras.preprocessing.image import ImageDataGenerator\nfrom keras.layers import Dense, Dropout, Flatten, Conv2D, MaxPool2D, AvgPool2D, BatchNormalization, Reshape\n\nimport os\nfor dirname, _, filenames in os.walk('/kaggle/input'):\n    for filename in filenames:\n        print(os.path.join(dirname, filename))","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Load data"},{"metadata":{"_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","trusted":true},"cell_type":"code","source":"train = pd.read_csv(\"/kaggle/input/digit-recognizer/train.csv\")\ntest = pd.read_csv(\"/kaggle/input/digit-recognizer/test.csv\")","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Save labels"},{"metadata":{"trusted":true},"cell_type":"code","source":"Y_train = train[\"label\"]\nX_train = train.drop(labels = [\"label\"], axis = 1)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Normalization"},{"metadata":{"trusted":true},"cell_type":"code","source":"X_train = X_train / 255.0\nX_test = test / 255.0","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Reshape"},{"metadata":{"trusted":true},"cell_type":"code","source":"X_train = X_train.values.reshape(-1, 28, 28, 1)\nX_test = X_test.values.reshape(-1, 28, 28, 1)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Convert target to binary matrix"},{"metadata":{"trusted":true},"cell_type":"code","source":"Y_train = to_categorical(Y_train, num_classes = 10)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"### To avoid overfitting, we will generate some additional data by using ***augmentation***!"},{"metadata":{},"cell_type":"markdown","source":"## Augmentation"},{"metadata":{},"cell_type":"markdown","source":"### We can artificially increase the size of our training set by data augmentation. In this way, we feed our net with additional variants of the already existing data, and prevent overfitting:"},{"metadata":{},"cell_type":"markdown","source":"![cats_augmented_2.jpg](attachment:cats_augmented_2.jpg)","attachments":{"cats_augmented_2.jpg":{"image/jpeg":"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"}}},{"metadata":{},"cell_type":"markdown","source":"### OK, let's do some augmentation then!"},{"metadata":{"trusted":true},"cell_type":"code","source":"datagen = ImageDataGenerator(\n        rotation_range = 15,  \n        zoom_range = 0.15,  \n        width_shift_range = 0.15, \n        height_shift_range = 0.15)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Build model!"},{"metadata":{},"cell_type":"markdown","source":"### Now, we are ready to build our model."},{"metadata":{"trusted":true},"cell_type":"code","source":"model = Sequential()\n\n# 2D convolutional layer\nmodel.add(Conv2D(32,kernel_size=3, activation='relu', input_shape=(28,28,1)))\n# batch normalization layer\nmodel.add(BatchNormalization())\nmodel.add(Conv2D(32,kernel_size=3, activation='relu'))\nmodel.add(BatchNormalization())\nmodel.add(Conv2D(32,kernel_size=5, strides=2, padding='same', activation='relu'))\nmodel.add(BatchNormalization())\n# dropout layer\nmodel.add(Dropout(0.45))\n\nmodel.add(Conv2D(64, kernel_size=3, activation='relu'))\nmodel.add(BatchNormalization())\nmodel.add(Conv2D(64, kernel_size=3, activation='relu'))\nmodel.add(BatchNormalization())\nmodel.add(Conv2D(64, kernel_size=5, strides=2, padding='same' ,activation='relu'))\nmodel.add(BatchNormalization())\nmodel.add(Dropout(0.45))\n\n# Flattens input\nmodel.add(Flatten())\n# fully connected layer\nmodel.add(Dense(128, activation ='relu'))\nmodel.add(BatchNormalization())\nmodel.add(Dropout(0.45))\nmodel.add(Dense(10, activation='softmax'))","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Compile model"},{"metadata":{"trusted":true},"cell_type":"code","source":"model.compile(optimizer=\"adam\", loss=\"categorical_crossentropy\", metrics=[\"accuracy\"])","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## 80/20 train/validation split"},{"metadata":{"trusted":true},"cell_type":"code","source":"X_train, X_val, Y_train, Y_val = train_test_split(X_train, Y_train, test_size = 0.2)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Run model"},{"metadata":{"trusted":true},"cell_type":"code","source":"history = model.fit_generator(datagen.flow(X_train, Y_train, batch_size=64), \n    epochs = 40, validation_data = (X_val, Y_val), verbose=1)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Predict!"},{"metadata":{"trusted":true},"cell_type":"code","source":"predictions = model.predict(X_test)\n\npredictions = np.argmax(predictions, axis = 1)\n\npredictions = pd.Series(predictions, name = \"Label\")","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Submit!"},{"metadata":{"trusted":true},"cell_type":"code","source":"submission = pd.concat([pd.Series(range(1, 28001), name = \"ImageId\"), predictions], axis = 1)\n\nsubmission.to_csv(\"MNIST_top_CNN_submission.csv\", index = False)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"### Upvotes are highly appreciated, thank you."}],"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat":4,"nbformat_minor":4}