{
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{
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zc2lvbj4xPC90aWZmOkNvbXByZXNzaW9uPgogICAgICAgICA8dGlmZjpSZXNvbHV0aW9uVW5pdD4yPC90aWZmOlJlc29sdXRpb25Vbml0PgogICAgICAgICA8dGlmZjpYUmVzb2x1dGlvbj4xNDQ8L3RpZmY6WFJlc29sdXRpb24+CiAgICAgICAgIDx0aWZmOllSZXNvbHV0aW9uPjE0NDwvdGlmZjpZUmVzb2x1dGlvbj4KICAgICAgICAgPHRpZmY6UGhvdG9tZXRyaWNJbnRlcnByZXRhdGlvbj4yPC90aWZmOlBob3RvbWV0cmljSW50ZXJwcmV0YXRpb24+CiAgICAgICAgIDx0aWZmOk9yaWVudGF0aW9uPjE8L3RpZmY6T3JpZW50YXRpb24+CiAgICAgICAgIDxleGlmOlBpeGVsWERpbWVuc2lvbj4xOTAyPC9leGlmOlBpeGVsWERpbWVuc2lvbj4KICAgICAgICAgPGV4aWY6VXNlckNvbW1lbnQ+U2NyZWVuc2hvdDwvZXhpZjpVc2VyQ29tbWVudD4KICAgICAgICAgPGV4aWY6UGl4ZWxZRGltZW5zaW9uPjQ2ODwvZXhpZjpQaXhlbFlEaW1lbnNpb24+CiAgICAgIDwvcmRmOkRlc2NyaXB0aW9uPgogICA8L3JkZjpSREY+CjwveDp4bXBtZXRhPgqTdntUAABAAElEQVR4AezdCZSn11ke+K+qtS8t2ZZlSZZseZHBxgaDHS9hiVkSArFJQggZDkvChJAQJicnGQIzOeEk58ycZAhwcrKQZBjiJJ5JwiSQgUACxgRj490G4x1btmVbkmXtvWlXV839/asf99el7lZ1dVUv1c97zq1773vf7T7fv1vq/1P3fkurQ6ZKESgCRaAIFIEiUASKQBEoAkWgCBSBIlAEikARKAJFoAgUgbMIgYcffnjav3//dN55500XX3zxdNFFF00rKyvTAw88MD3++OPTpZdeuljzFfhDDz20WGPH3vqDDz44WbvsssumXbt2LXSxu+SSS6YLLrhgsX7gwIGFr3js5JD70UcfXfiKJ4541vjSWWdHkndpaWnat2/fpFfv+eefPx08eHBh99hjj01XXHHFYi370PNVS+zUTsdXXvtNvNQ334daxKFTE1+5K0WgCBSBInDmIXDemVdSKyoCRaAIFIEiUASKQBEoAkWgCBSBIlAEikARKAJFoAgUgSJwbAQeeeSRBWmLxNQQl0hM5GeITHNkq3U6xCdBeIZUZaMhW8VEbpqLRxCvGuIzdnIgjAkd4pcuZC49olUOZG5qk0N8dmriK666xGO3d+/e6fLLL/+inbjsNHZIZGKOgFXzvD55g8HCcPyIndzWxJHrwgsvjEn7IlAEikAROEMQKHF7hjyIllEEikARKAJFoAgUgSJQBIpAESgCRaAIFIEiUASKQBEoAk+OANJyeXn5CEMkaU7ShpjU0yMrEaTEHGmJOLVOz4+NtZCkyNCcwmVHzwZRqiWeNbZ6+nkO8djxtabmEKfsQuqGeFUXn5C7qZWPWszVTcTKfkMCi0NSn7x0icsuexcTyWteKQJFoAgUgTMHgRK3Z86zaCVFoAgUgSJQBIpAESgCRaAIFIEiUASKQBEoAkWgCBSBIvAkCCAbEZmuFXZCFUHpZK2TpQjNkKxOlOY64hCtbOjFmOuQmGLmWmSnaNmJx04z589ODmQtnUZCjK7PwS5XL4tnTvjJE/KUP9/UEsLW3D5SC//YJZ56xMsVyKnPnF4OfvR8teRdFNMfRaAIFIEicEYgUOL2jHgMLaIIFIEiUASKQBEoAkWgCBSBIlAEikARKAJFoAgUgSJQBI6HACIT2eikKcJS71rhEJ50CEmC7DSOLeI05CYdopeIh9xExmoEwRmdmCFBkazm0YXMlctYTH1I0eQQk058vkSOkLZ6Io+8rnIWZ/fu3Qs7cfilPrbIWPugS332aK6PJB5bkjoTy5x/5vFrXwSKQBEoAqcHgSPvkzg9NTRrESgCRaAIFIEiUASKQBEoAkWgCBSBIlAEikARKAJFoAgUgWMi4PrgPXv2LN5Vi8BFNmrGuZKYc06V6hG6bJCTsYufNXp2GkGOsrNGYptxYmduPSQuH40/u5xmDTHKloS4Nc6afr3E3hof8ehS79yHXpvrkl/cxKKb69m7Vtn7dXPN8vo6Oi8CRaAIFIFTi0BP3J5avJutCBSBIlAEikARKAJFoAgUgSJQBIpAESgCRaAIFIEiUAROAAHkoiuM56Sqk6T03hNLXJns5Cobujn5yi7EJBLTidS8S9Y8hCZyWAvRyU48xGZEXjrxQhjTJR47taol76pFkIoZX7XmBGx81SwGO02OBx54YDFm72SxubyJN7cLIRudeMbRi60uOiIvjMS0Jh9bJ3krRaAIFIEicPoQKHF7+rBv5iJQBIpAESgCRaAIFIEiUASKQBEoAkWgCBSBIlAEikAROA4CiEZEZchVpohYV/siG60RdghIawhJ9noEKZsQuebGc5I05G/isTcO4Su2Zp64GTsBy1Y8YxJfeTS+CFe+yNzYZE9z4tS6E7bZR2xDAmcffGDATl45xOMrf3TJFzvx6NiKoRH2Yrv22VqlCBSBIlAETg8CJW5PD+7NWgSKQBEoAkWgCBSBIlAEikARKAJFoAgUgSJQBIpAESgCx0EgZCQy0TinSJ2E1RCMSFZrTop6j6zeCVXChi8yk53Ghg7p6bQpstLpWH7r4/Fn56QqiS/yF9HJ3slVbZ7DO2nliJ28bPLOW8RpdOzEEY+wk9eeUvN8H66LFpfdvGb+0anZXGOjiWeul1MjSF4S7NRSKQJFoAgUgdOHQInb04d9MxeBIlAEikARKAJFoAgUgSJQBIpAESgCRaAIFIEiUASKwFEQcEKUIBgRkchHgnhEMiIYQ4RGF8ISEYv05EOnmRO+SFa6EKYIT3PxxNLEYJe8IUHVE0J1Hk/cCB/kKn8xkcOuOp7XzFbe888//4ha2LOLvXHqU+MVV1yxIGCRueJrqVkN8rKjU7N42aucaucrL9v40pkTfoRfpQgUgSJQBE4tAiVuTy3ezVYEikARKAJFoAgUgSJQBIpAESgCRaAIFIEiUASKQBEoAsdBwMlap2FDQOZ0aK4J1iMeQzDqEZJITL3rf/UITzK/OtgYsco2duKbi4MoJRmbz+MjOuUXX7PGN3YL59mPEKipOUQp++RKz806WZ+TTr74Jyc9ST3G1mJHb66FwJUveZI7vTpd66xHBIe4FrdSBIpAESgC249Aidvtx7gZikARKAJFoAgUgSJQBIpAESgCRaAIFIEiUASKQBEoAkVgAwg4abt///4FcYk8DMmIcEXmmiMjkbLWXWOM5CRIRqSjGIhJ1wo7cWpOzy9inne9snXiVDy5I+Ihd9nJwU5eurwXVz0ITjbyyMGOTs379u1bkKbqnNciF5GDnfWQp3KoT7MmXmoJBuI6FSyvNt+b+tbHE4Nv7MRTr31EJy9d9juvMZi0LwJFoAgUge1FoMTt9uLb6EWgCBSBIlAEikARKAJFoAgUgSJQBIpAESgCRaAIFIEisAEEkIvIS1f2hoxFHhqHONUjM50ezYlZp0mN9XNbcfjHTgnIUHpkJVuSWOyIOpCXRC6N8BEPuclGM+Y/z0unFjHYxE/8ebzkYM+fLb/sRy54sNOzE4td9NbEzDrfxKMLLmKx4zvPS08Hl8RILXytO5FsrVIEikARKALbj0CJ2+3HuBmKQBEoAkWgCBSBIlAEikARKAJFoAgUgSJQBIpAESgCReBJEEAOIlWdJCUIRKdUc8oVwUhnriFM6YgTs06R0iE3xaJDOorphCr97t27F3YITrE0Nmxdvyweu1wTLA4bvfjy8nWila1a+SUeXzbi0TnRyl+81GLOlx094UfHT72EnRiJZ33uG0I1p3rF0vjEVm3s6JCw/O2DTk46QqcRNvT2RmfvlSJQBIpAETg1CJS4PTU4N0sRKAJFoAgUgSJQBIpAESgCRaAIFIEiUASKQBEoAkWgCBwFASdEkZXIRQ3ZiLBFICIiEYchGqNjT4+gJAhGpC3iEyEZopVOTIQt3xCv4vJlKxcbwp+deHKGRBXPml4Mwj95+Ycsvfzyyxd2ycGWnX3JhxBFjIrHL0S18Txecqy3oxdbbalPzbFTX2qhkzd28sc3e57HCxnOn+/cj93cx7xSBIpAESgCW4vA2n+NtjZmoxWBIlAEikARKAJFoAgUgSJQBIpAESgCRaAIFIEiUASKQBF4UgScSN27d+/iRCzyEWGoIXNztbAgCEeNjSt/MzdGgprz48MmOr7IRnqNDUmuxKNDyiYuH7aJkzE7Qs+XJKZ+bmeceGLHll/yz3NmD+zoEy+99aOJdYJ0TZ752NrR4tHbpxa/jM2jUyvsPCfPpVIEikARKALbh0BP3G4fto1cBIpAESgCRaAIFIEiUASKQBEoAkWgCBSBIlAEikARKALHQAAJ6MphxGBISadfvYM172FFSjr5iaB94IEHFmRmyFA6diEYnZBFMNLxix457B2udMhHJ1zZ7d+/f6FTnrXESz1OriaeWGw08cWLnxOs7FxZjDAlfO2PHZKXX+zsQzz5s192wcCpW77sEKnzeHKLx39ux0aO7C24zvPCwVxTn/3SiZV46pADBskrX66aViNbWFeKQBEoAkVg6xEocbv1mDZiESgCRaAIFIEiUASKQBEoAkWgCBSBIlAEikARKAJFoAg8CQJIQERnSEIEIQJUC4mpp0cyskNk0oWA1NOzscYuayE+rfFJEz8kJhLSXB3sEKbiJK41Y74ITTKPZ509wlOvlsRTiyZH4lrLftmbixedOIS9nPTsEsPcOO/YZRedXPZMZ5w4yUNnL+aaOV868eRTT+zsVy69NWJNc4WyGJUiUASKQBHYWgRK3G4tno1WBIpAESgCRaAIFIEiUASKQBEoAmcJAo+MgyQPPD5Nl45/GV+4djjmLKm8ZRaBIlAEikAROLsRQBQiBPMuVmMEotOndEhBJzxjQ+c9rfw0J3Cd+ES2miMVnWZlEzIRGeq9tnzFCfHolGre+7pnz57Fmjl9iEzo8qMTLySp06w5aape+RPPmB17tbBLXjXSadmrHKmDr3hEXnqiZr7Z/3pfeGX/erixFc/JYr2caoyvmOapT177Ts3iwI6wEY8u5C27Oc4Lw/4oAkWgCBSBLUOgxO2WQdlARaAIFIEiUASKQBEoAkWgCBSBInA2IPCm21enN3xidXrbF8YXk4deFXfd+H701c9Ymv7c85YW/dmwj9ZYBIpAESgCReBsRMBpUISihkxEDBLkoDHiE7GIJEUqIgpja8zOOh3bOblprhGx2ZmH4OQrrjUk5+WXX77wZ4eMpGNDQp5aiyAy2YgXSTy1z8lh8dRI6PnIm7jqmu9DHHb2aM2cBCN5szc1imNuD2ySg528bLTgl1rmOrbxZRdfecUTm1/2y9c+4RAbfepaKPujCBSBIlAETgqBErcnBV+di0ARKAJFoAgUgSJQBIpAESgCReBsQeALD07TX3/HyvSOO9e+kJ3X/fmx9ou3rC7aN9+wNP2jV48vQs+fW3RcBIpAESgCRaAInCwCrvF1RTGCEDEZgtGJT6JHCubq4JxCRSIau8YXeRhSlJ1m3VqIUDqEZE6G8uXHzpr8hF4LmZpri/kaq8U49ZmLo9HrxZMn8cWdE5mxl4ddckbP3niuF1vc9aJuxHckOeHIJ5LarGev9k6Sl03wn+vVzodd9Hq2YszjqUWDX8jchVN/FIEiUASKwKYRKHG7aejqWASKQBEoAkWgCBSBIlAEikARKAJnCwK3Hpim73jTwQlB+2TyxltXp+97eGX6f79xebqgVyg/GVxdLwJFoAgUgSKwIQS8u3X//v0L8g8BiMRF+CFyXcMbQlGPtLQe8tApT/55/yu9E6LIVb5ziV3IS76IV7kJPYI3vghT9agFCbm+FvOQpbHjK14IU/q5rzzysrMPoubsg6280ZnDQW2uW57Xwo6omV2uYw4G2dvcDgbZB995PH6RuZ09wFQc11SHfEbIBquQyWoxVouej9O5JW+DbPsiUASKwOYRKHG7eezqWQSKQBEoAkWgCBSBIlAEikARKAJnAQKPjQMmf/EtKxsibbOd9929Ov2jD61MP/bStesWo29fBIpAESgCRaAIbA4BxKDTmkhAY4SjsR6ZqBnPbZCHiME0frE1ptcTsXLylQ0yUTwxQviyQ2giSK1pEbEQo4lvzDd52CFqQ2KKIUcIUrHEIGySNzVbi03s5BBHHzt+/OnYWUfqEvuQU2MXX3MSsptv9iYWO3XGLhhYy7o+udWiyasXS0xCB6PUZ8xXbGO5KkWgCBSBIrB5BErcbh67ehaBIlAEikARKAJFoAgUgSJQBIrAWYDAvxnvs/3YnsOnSzZa8htuXh3E7Uata1cEikARKAJFoAgcDYGQeU59GhNkoKuSndBEFjq9qnfiUzNmq3m/KjukKXJQzyY6NojF3bt3H6FDejoZmnghHNVBL4d4eidh6cTeu3fvQucEKSKYTr1sE48uJGlqyb7Uw05MJCZfvbxI6ejY8dXmOn7Bha8Wu8z5isWOqI3Air/16NioRw44WwsGdOzEFW9eMz3fkOHWCZ16koOvZ8lOvEoRKAJFoAicHAIlbk8Ov3oXgSJQBIpAESgCRaAIFIEiUASKwBmOwBs+sXYS50TLfMlT++XjiWJW+yJQBIpAESgCcwScEEVyhrAMeYvgC0mIVEQChqBkT2fODlFIxz4663RIV6QhkpHOPPHorM3JRP7WkYyaOZ+Qp9YQwCR5rac+ZC4Rk46E3AyxSWefiWs+3wc9kZudteBCb59i2R+JHT/5k5sPu8RjG1/7JmztTaw8A7jQzXMEK3Z8iLziBQc6exY7tdAZJ685PzKva6HojyJQBIpAEdgQAr3zaUMw1agIFIEiUASKQBEoAkWgCBSBIlAEzkYEbh+vlfvM2ivtTrh81yWvnPhB3RPOU4ciUASKQBEoAjsRASdSnfDUnH5F6GnGiEI9iZ4OMajXcq1w9K7j5aNnpyEZXdmbNfHYJ481dkhEOmOit5ZcqYVeXm1OYKZGeSJ8+bHjpxnLlTG/7CN5rSWeno9+vdCnPj6EXQjr2CNgI6mFn3Hm+tTFdu5Dbz01hLyd+4f45Ze9icOXsCViwNWp5TlWi8X+KAJFoAgUgQ0hcPhv9Q2Z16gIFIEiUASKQBEoAkWgCBSBIlAEisDZg8DtD2yeeX1k3Dp433id21UXnT37baVFoAgUgSJQBM4EBJy03bdv34LkQ+Yhb13jS6+FJEQwIjYPHDjwRfLP6U3vYEUAzu3M+Uac/EQOz3XsxZNvTjzS5V20/J22FW+uQ0i6Tpk+5Koc4s/rkwMpydeYrROsdPwj1szn9dmbOX0IU6d85/H4z+3M5YBf9iY2YSdW4tGJl72xCw7JKxYRj53nFOKVPrUgpdmK5znBdE7UZm/zWtSX5843102LWykCRaAIFIGNIVDidmM41aoIFIEiUASKQBEoAkWgCBSBIlAEzkIEkK+blfPHIZLLz9+sd/2KQBEoAieGgBP+7793dfro/dN090PjHZTnLU3XXTpNf/gZS/0FkhODstZnAAJIO1fsIgsRexoiMGSgdQQhIhB5aN14bjf3c+ITeciP8HH6E1HIjj6+1mJnPb7JndOo1mKHhJXfWvIai4WgJGxTM18N4SkuffbBLvtOPP5s2LMj8ZPXmrn15GMXnV5MdmKSvGM3uuzVWvLbCyIVAc0uNRvLi5BWb2pOLcFDDWpiH3zFN04889QcIjxYsfGcxKgUgSJQBIrAxhAocbsxnGpVBIpAESgCRaAIFIEiUASKQBEoAmchAldeuPmibxivh7tw7fVymw9SzyJQBIrAkyDw0Lgt9vUfX51+7g9WpnsOHyYcXmsEFbrja65dmv7Wly9NX3lVyY8ngbPLZwgCToIi7wii0elORC4SLyc82XhP61zy7lUEIjunPdnwDfmHxPQe2rx7lR372MpB5BUveZGNRF4nbsVLjU6G8if8kL3m/I1d/SvHvBbxNHZiWjcXN++fFY9OHjZs2SFdxaXL3tgFK3nnvurly8f+xZODnTGdfYulETkI0lYe8YONeHQkp5PNs47gFTd29sRfHjnpM2cnJz1dSOPY5bktkvVHESgCRaAIPCkCJW6fFKIaFIEiUASKQBEoAkWgCBSBIlAEisDZisDzdi9N49Da9Pjad8cntI1P75um//ip1ek7n1ei5ISAq3ERKAIbRuCTe6fp+99y8Ljv4vbX1+/csbpoP/xlS9OPfsXytNy/ljaMcQ1PHQIIO8Qi8g9ZhwhE6hFjOg2JS4/YCxlqzjfEpjEde6SgOftI7JIDYSgue6QiUpMuZKSxRhLHGlGDHHokZyTxrCF2ibz2px651Bg7/mRe81ynJvPsjW3qi514sUvckLnyslMjO/sQK7XJy5cu8eiSg11qNmYTLORgB7uQt3TxSbyj1UwXu+CX+mBHgv08zmKhP4pAESgCReAJCKz91+QJ6iqKQBEoAkWgCBSBIlAEikARKAJFoAic/QhcMn5d+WvHSbXNyo+8a2V6z12bYH03m7B+RaAInDMI/MGe1el1bzw+absejJ/5yOr0N9+5Rj6tX+u8CJxOBJzudPJVy4lQZJ2Tm+auzCXIQM08Y+ta5uzmfkhADekYfXLETy9fbMWKzTwe/1xVLF5yzv2ONhZLQ4oSudLEJPzYmCeGPsKepE59iFSEZuLN7eg1dsQ4NS8U44ec1hOLHgFL5OeTetSPmE0N87hI1sTRJ1d0iZE9JZZc0elDbM8JYKS+k73BalFcfxSBIlAEisBREeiJ26PCUmURKAJFoAgUgSJQBIpAESgCRaAI7BQEvv9LlqY3f/7wF6cnsq+Lxr+aL+6/nE8EstoWgSKwAQT2DQ7rf3zLynRgje/ZgMdhk1+8ZXV60VNWpx984eZ/KeVwtI6KwMkj4L2m3pWKUEQIIuic/ETW5dpchJ41JCPbEIZOfPJHpuoJm8yRh8TpU+SweCEJxUME5qpfduLxTV42TpIiisVPXno2IZTFdJrWfB4PmZl4bDS18PVe1+jEyz7UQZ9a2NmH3DDK3tjQBQP7S31qDlZ8CJ0cwYk/nBNPDfw1ObXEk8PeEOvRzfcmF0m8XLMsB7FfzTyND6xC0Cae+qzJE0zFo9Nccx1ieRG8P4pAESgCReAIBPrPzyPg6KQIFIEiUASKQBEoAkWgCBSBIlAEdhoCX3/d0vTKq5emd2/i5OxfGcTIS55acmSnfSa6nyJwuhH4mY+sTLce2HwVP/XBlelP37hrevrhm2M3H6yeRWALEHD6EnGI1NNrSDo9QbAi+JCHiEhjtsZafEKk5tSqNWP66NiaI0ORlpHk0GuIQ21ei3ns+CW3+q0hHfVqC0HK3l6IMQLTWvZmLfs3VpdejZpY5vyQm3TyykOnt4/Esx4dP2MkLLFGR4KnGOLJg5gVRzx2dGoj2Q8d8hxJKx5/Netjl3ipj13qik4OsaLnY0yfmq2zTy3ws652NpUiUASKQBF4IgIlbp+ISTVFoAgUgSJQBIpAESgCRaAIFIEisMMQ+AevWJ7+2H8b1yae4A2jy/1ScYd9ErqdInD6EXDK9vUf39wtAKn+ocHb/KuPr0z/y0v7FrRg0v70IeA0J4IOuaj3nlMEJcIwJzydFkUUIggJO35OXtIhG9mzcUozpB4y0PtTEX0E4cjnaPH4yhviNHZ0IYrlTbw52SqeFsJRLidrUws/NbJRt3h79+5d9PLKxZcNW3Z85cgJYzp21jV7E4ue8BWDTfLSaamFHT929pX9OvmKHHWaVTw+7IgaxCM51SsvX3byEfPUIh4cszfr4rOf22Uf8NCsy0fEZasOja066NRfKQJFoAgUgaMjUOL26LhUWwSKQBEoAkWgCBSBIlAEikARKAI7CIGbrpim77tp6YTJkpc9fQeB0K0UgSJwRiDwO18YJ9DW+JSTquc3blsdxO1JhahzEdg0Ak5NIvaQdUg4RCBiLoSiNcQdEhdphwCkQ9wh99gZ02nrdYhKYg3Rpw/ZJ4/1eV627ORUU2pBRLLT1EKfeMkrtzXCno019YmVNevZh3UkqbjiISuN+a63E58kXohNMRJPT9jaGxvrEfjSxVcutc51fGOX2virP7FSH9/glRwIbXFTy7FyiE3kImImHrwi2YdnIpb6xJaXBJfUFr/2RaAIFIFzHYHDf/uf60h0/0WgCBSBIlAEikARKAJFoAgUgSKwoxF4+dNP7HTHc8f3kn/4GSfms6MB7OaKQBHYEgTef8/JnbZNETfvHacPN/GO3Pi3LwKbRcAJUqdNXb2bK3CRcMhcV+HmpKfeuutzjdmY5+phY2KeK3TZIAI16/wSj856dMbzFj/5EpNt/NSXWuRNLHmsRdjPc1pnmzjsrIulIR6zlnqyt8z1hB0SUyNzvTjRszO3bhyZ10XHHnlLzzb+xkhUa/E3Tw5jei1kd/zFyBo7c41vcmWeNT2xzkdMQi9WSGJrRC6fHyd7PatKESgCRaAIHEbg8K/AHNZ1VASKQBEoAkWgCBSBIlAEikARKAJFYMcg8Pj4vvPXb12d/s+PHf7icyObe/7u8WVoeduNQFWbIlAETgCBu9deI3kCHsc2veuhcZpujR85tlFXisAWIuB9pYjbEG9CO0nqmmTkZwg/OoRcrubl44Qmso4df7YhTcVFDCLynBBlPydTQ5RaD/knHj8xrSceMpXenLBTBz2hd/JTfHlCZqqJjXghJO2DXXLwR0qKr0XEg0F0ciQefQhMdmLRzfPCSi3zmtmwJfRqSX1ii5m9zfPKIR5ynQ1BnGYfYtE7JSseTEls5WWbWtZjJTdfOdRnTtjPn/lCOX54xvAPmR1M5fHcNKd9Q/bGr30RKAJF4FxFoMTtufrku+8iUASKQBEoAkWgCBSBIlAEisA5gMDK+M72R965Mv3iLRsjbV9z3dL0sqvWCNvXPrus7TnwEekWi8ATEHhkXGP8tnGd8Ufun8aVxqvTFRcsTS8f16a/9Glb88scW/kLIef3Lr0nPL8qtg+BEHmIN0RhiEkEZIhTNgg65CpS0BwhqA9Jxy9z4zSVs+EXGz0SkaRngyB0upNOPvESx9xYXrFySpQfiX/isRVPzdb4x1fPLr4hSJNDPL5sgolaUp+eb+KpJfuTlw97/focyZt4YsztEK7WxJPHumfBBilqjSBN5WKXPavDeohX6yHXxdKIWEQ8NlryiKUlJzs58jzo5Yhd4kRnv6mLH/zFrhSBIlAEznUEStye65+A7r8IFIEiUASKQBEoAkWgCBSBIrBDEfjo/avTj717dfr9ezdG2iJs3/D145rCHYpHt1UEisDxEfCLHv/q46vTP/3wynT/4VtTh9Pa3yFXj9c5fvtzlqbvfO7y5L3Zm5Vr1l5luVn3L/otj7+s1FQpAqcKAaQa0jaCoHNSMoQbQo6NU6BOaSLuCJ05O23Pnj2Lnk682InntC2bkK1OYSZe8spDZ01s5J+xU6Di0RF2OckpRwhUdvzlCfk5r4UfW7GyXznE8N7W6NgRseisO+Wamp1yVQs7RGhy8BGPsOVrnsYu74FVByzM2YmHRIWVd83Spd7EUw+f7M1++YslH3t7j6947O3NujpCvvITj+R0Mh3/7Euf+tjJo8FDE1tP5NSsy0EvPv88t4VhfxSBIlAEzmEEStyeww+/Wy8CRaAIFIEiUASKQBEoAkWgCOxEBFyN/I8/tDL9sw+PUz9r36k+6TadgPupV5e0fVKgalAEdigCTtn+5d9Zmf777cf+S8O1xP/yo6ujHVycvv3O5y1N3zZO5l9xwYmB8qqrl6Z/fIgMPjHPI62dAL5w15G6zorAdiDg1CVSDeGmR7Ih6zREH/INOUjoEHHs6Mzjw05Dzs7jsV9vZ50dPSLTHLFojghUSwheOnHp9CEa+aiPfXKoMfEy1qs1BKN4ySueOMTY3vVqI9bEjh0ylczjmbNJXmN+yEt7kneeI770xFp08qzXxV/NiOrEUqMc8sFBy7XI6mQXW3HnmCZHnpXaiRziwV7jj+i1DzFSs7x84BUdWzpzdUboxCLBPvuMTfsiUASKwLmEQInbc+lpd69FoAgUgSJQBIpAESgCRaAIFIEdjsB945TcD7xlZXrv3ccmX44GwfgucfrEntXJe20rRaAInHsI/Ni7j0/arkfESX7t771vmr75Bqdwl6avvXZjVykjbq8aHNc9h1+PuT78huavfVb/vtoQUDU6KQScstSQegQRh6jLFboh/BB1GtEj4JyodAUumxCe5k6fioFIRNgZ0yP0+CSHsVghZNkRsSNisUMK8guRmHjiyz+vTxw6Pb0++4tODjEQpnRyqI/ePC1x0kc/JyvlUJcY9ixG9pAxf8Iuwj529Frwio1eTv5sM2Yb39RiHoKUHX3WxEmM5Ens+GTdHgg7En3mc3vr5vJYT5N/bkevvpwmRuYmjxiVIlAEisC5hECJ23PpaXevRaAIFIEiUASKQBEoAkWgCBSBHYyAE3Pf81sr04fuO/yF7ka3+/j4Lthpux/+sqXpx17ak7cbxa12RWAnIPD28T7bjb4He/1+Hx1/d/zKZ1cX7dnjAN5bvm0QIYd5l/Xmi/l5g5/5ay9env7u+9ZIqKMaPYny6ePm0u+56UkSPUmMLheBJ0PAu1GRtgi1vBs15FrmYtAhUNmGCETKIXeRn0g6gljlh5xD9rF3UlOe2LHVzBNP75SneFriyRWdeATRKv76+szlCUHIzvtd+UfkYJf3vtqXlhzymSN56diZi4lkjG/iOVWq9tixVTtClp7QISnVPK8FfvN4cqjPHsSL0MFq3759izro1RffYCUHXU7cpmax5DUncIkdnZbnwTbx8jzUTeyDL5JajbGjU1+eefL6vNCxowumdCH24Rdyd5GkP4pAESgC5wgCJW7PkQfdbRaBIlAEikARKAJFoAgUgSJQBHY6Am/4xOqmSNs5Lj/zkdXpe2+apmdeOtd2XASKwE5G4PXjvbZbIa98xsZO3Mr1fYN0/dXPLp3w7QB80Ss/8YpxHWy/1QNHZRsRQFQiREPCIRwRcyEgpbZGl9Oh5sbxM48NO6Qcok4MdonJhs46si5ELtv4WUt+48SIr1ixiQ4JKYaeJIe9xTY55NTEiS5x9JrarCW/eIhPPV/1JR8MkJ3RWc+aHNbp9KlFDvGQ3NaSHxk6z5GxeHMiN0Sq/WrJETvxCOIYmSuvWujZiJt4dPKGfE391tmpM88j5C+bYE5H6NjJJYe41jJHJlvnF13ieE58KkWgCBSBcwmB/i/eufS0u9ciUASKQBEoAkWgCBSBIlAEisAORuA/fGrzp9fmsPzyOD33V1/ULwnnmHRcBHYqAo+Ok/pvvWNriFtk7EbFqduf/brl6TvedHD61L6Neq3Z/Z2vWp7+6PUbz3Vi0WtdBA4j4BSkd6Ei1pBn3nfqZGlOnrJE6jl9SRfJ+05D0iE72bClQ/wh78S2hlzcu3fvIgY7hCK7+POTlx2/xENuIhA1tupjY4wINBaLv3FITbpcq8yXsKETW4745rpedmKyYzPPkb2lFv4wEE8cp2H5mPPnyxZhqhY5Es8Y7po4Gjvx6Ig62LNNPHsTUy3yxI/9PG9O+qY+sT07dSa3OOLRy8lfTnuwlvqMEa18rWUd6Uria5yaY6en0+xByzx7429cKQJFoAicawiUuD3Xnnj3WwSKQBEoAkWgCBSBIlAEikAR2IEIfHIQHzfv3ZqN/eMPrUzffuOu6ZpLtiZeoxSBInDmIvDBcbX6w2uv5TypIl/y1KXpK552YgSD99z+yh/fNf31t69Mb7r9ycnjy8ZrJX/yVctT3217Uo+qzk+CQE5OIuuQZnokX8ZIOmOEI3JQnzVzY6RcyEDkHp+QcGIRdohCawTpyjbrCEhzwjcx5ZjH45eciWceX3HYIwbprImnPi121lNz9suOb2pkK54YGtHH19W+5uyTV0yClAyxnHj08aVbX0uw0Mcu8fhm78aEPzs4wCsSu3ndwXROzKf++GVviRd/9ag3tXgmdHlG/NXis8EmtURnHgz0sUst7NQ89xNT/koRKAJF4FxAYO2/jOfCTrvHIlAEikARKAJFoAgUgSJQBIpAEdixCPzmbU9Oemx08w8+Pk3/8ANbc3p3ozlrVwSKwOlB4L13b03eP/+CzREKlw8y9vWvWZ7+/TcsT1937SCyjvJNnavb3QLwjj+5q6Tt1jyuRjkGAk7W3nfffYtrbJ2aRMhpyFwNoaY5pemkJZvY0bnq1tyYHZvYIi7p9OzoxSZ687lvTl/qY5d47Obx+M7tEjM6ecUwn+syTnx+dNkbfWpODrkj1uPLLnnSs0sM45CzCMjo479+zh7puZ6sZBcCNTlDgiaH3hr9PCe/7DmkK7uQq6nFnB97YzYkduapAbmqIXfp4qcndKklY3q/EMBPzMRih1C2Fn86nz1XNnsGlSJQBIrAuYDA4V+9ORd22z0WgSJQBIpAESgCRaAIFIEiUASKwI5E4I1bSNwC6D/fsjr9zS+fpuv7rtsd+XnppopAEHjvXSf/Sx+7L5imb3v28YnbPYPr+ZVxDbtrmT+1b3V6ZJzyveaSpellV03T64bv1w7SVjvw2DR9cqzf/dC0eIftdcPmubtTbfsisH0IuBoXOUbSI83okZXGxOnIEGkh3JBtrj9GeLJDACIIEbT0CDq27MQWzxpbOmNX+CLxkMfJIU/IupCpbMUiTrWKZ42eIBBTn3gkOewlEl2ubY4dm3kOtbARU73Znz3Qh6h00lUtdGyIWtRmTyEinSQ1n8ezR3ZyJ5684rELznCU19XL6/c234da2PEP0YsMzd7UpsbgzC6Yqtn+2UYnnjro+DkZS9RNF8LX82CnFsIWzrEzT0w55A1xqz52sEk8vsFZXONcr71I0B9FoAgUgR2KQInbHfpgu60iUASKQBEoAkWgCBSBIlAEisC5ggCC43fvPnnyZY7XwRHuP3xyZfpbX3GU429zw46LQBE4axHwt8b77jn5vzv+7HOXFiTr0YBA0P6zj6xM/9fHVqcH1h0W+9yB1ek9d03Tv/jo6vTV1yxNf/dlS9MLr1yaXnqCVy4fLW91ReBEEAhRhkRDrhHEGqLQPOt6BOOcTLQeH2StMXJu7hdiEikpRtbEkhMhN/ehp+NHP/eRg05v3VrW1SW22kls5KBjR8RWizyJZ0wnJp2xnq1mTKzDxVwTU17CLjmiS01s1aB2OnO1yksXX/4hhFOf2HSITGQniZ0YqZE+ew+Raz0ErnjqJ3zknROv7JC0YrDlCwciXvaLZEf6skuc7FMvB1/xSezECvnLb451cJSXhMA1T2z25iF7F4b9UQSKQBHYgQiUuN2BD7VbKgJFoAgUgSJQBIpAESgCRaAInEsIvPnz40vjbdjwr926OojbbQjckEWgCJwRCHxqvBf7/jV+56Tq+Z6bjv4LHp/Yuzr95beujBO0Tx7+7V9YnV77a6vT33/F8vTnnnf807tPHq0WReDEEECoIQUJYo042Zjrb5FwxIlKhB3iLCdkvdvUXAvRh/wTT1zkHcIv7081D6knHn86xGByyIsc3bt37+La3MSLL38nV+WUA8lnTTy2RLzoxCOISfbssl+EIZ06Yjevz0lQeZxynfsas0MkwmROclsTXx7xNbbscg3wnj17FmN2mlrZISftjR2BnTW12Zs5IlS84GLMjx2/7C3P0t7o2fHXm/NXa/aWWtjETl7NXA5YmNtvSFR1xlfs6OObffBXC9t5LeoWT2NjjU3matTUK2alCBSBIrDTEShxu9OfcPdXBIpAESgCRaAIFIEiUASKQBHY4Qj89rh6dDvk5kHq3DW+R7764u2I3phFoAicbgTeuwUn9f/wM5am5x/lKuO3jL+XkLbrT9keb8+PjsOAP/KulfH3zvL0115c8vZ4WHVtaxCYk6UIuZB7xkgzhBryEZGmGRN2IXDZsUesWY8PuxB0IebYGIulF4Poo+MjnobAZIewiz07awi8xEMGJs56u8Sjj4gnRvZjbE/ipabkTQ61ED50mlrEyr7nOdTEJoS1cfLKx3d9PPPkZZN4bINF6ks8OMQ2dtbiGzt99mAt9RmrEWlsH4mnFj7sEp8tO7rY0bHjy06L0OXzQae+5OXDFyGsLnZ0Eb6enUas2XtqoVPL3IeuUgSKQBHYCQiUuN0JT7F7KAJFoAgUgSJQBIpAESgCRaAInKMIrIzvPd82Tqptl3zg3tXpj15/+Mve7crTuEWgCJx6BLaCuP2+Fzzx74c33b5G2j62divrCW/sJz+wMt14+fLi3bcn7FyHIrBBBJyydAI1xBhSkbjCFhkWgszpyZyCtIZgo3Pqkx0CL37WkXNsQgK75padFh2yznzeGyPy+CeePCTkqzroEHbqS7zUFyJPL868iUNPopdTPHM1h0gUT330hJ0Wv+j58rFvNRprZG4rL338xE8t8sQvdvo5AcqPLrb6tORKjOSwnhqyNo+RtUWx4wcbGESMxYiYa6mNv3V16pODnk7PPnGzLl7GWU8OzzPP3JjAnd08B70T33KEHKarFIEiUAR2CgKH/zbeKTvqPopAESgCRaAIFIEiUASKQBEoAkXgnEHgw/etbslVp8cC7NP7j7VSfREoAmc7AidL3DqN/803HEncivlDvzPeA7pJ0hamqKK//Z6V8d7bXdNT1w6bne1Qt/4zDAGELeKLIGARacTVuiFuEXRIMeuxDQlHx44N8gzpi6B1ghfBJr41fYg4dnT8xEPG0SHoxOOPpCPWopOTndOWiZe8+nlevqmFnvBHLpvbX/Yqr3rpj6ZbOI8fCNl5DrU4NaoWenOiR8gixLM3tcROrcQaDOa1OPHqumd7FkdjDzvXRfMhauGbk9LZGz+YZh/sxKenE8+zVK96zAlcEi+62PGPjp1nw5eIGVzYRTffG192eW6pmS1f8ew5Qgc/Ndu7z1Hi8U287I0OPuLAb050J2b7IlAEisDZikCJ27P1ybXuIlAEikARKAJFoAgUgSJQBIpAEZjecsf2gvC5A77cPJKY2d6MjV4EisCpQOCewel85jBnsKmU3/X8cUJt9tfDbYPT+IG3rEyPrHFPm4oZpz2PTtNPjZO33nlbKQJbiQACDCGGjAupivwKWabXrIdIQ8Bp7HKakk2IPWOxkG10iafu2OnpxSTG8dHTJ4c45mJpfM3ncRGOaqG3npjm1qILuUrHPznYyZsc1q3RR5f6Eo+eTsx5PDq1hHiNX+zVovFD5sYuOvulk5uklpCi7Kyrz5r4BHlpLX10yRu8+GWNPRE7tSSfHESdqQVZi3zNnq3nOdMlB7uQ5uqTMyRxSFa65JjrjNUsVsbw9BlMLdaR4khzMZLDmB19pQgUgSKwUxAocbtTnmT3UQSKQBEoAkWgCBSBIlAEikAROAcR8B7J7ZT7177D3M4UjV0EisBpQOBkT9vuGjzIdz//MKnqhO0Pjnfa3reFf2f8p0+vTj/60mm6cu3G0NOAUlPuRASQZ4iu3bt3f/HEozFdSFkkGRLO6UYkHQLOGnIM6SsGAtDYCU2nV9k5Qal3AtKaMTv27MQUJ/507IiciSdvhK14YmnIO71axLNO+ItnH9ZzAjX7CMEoPyKSDR8EZnR8iZqtp2Y6tvTyznOwUy9btbBDerKzRic3jBJPHMLO+12TN6d1xVMjX0Qm/+wtfnp+4oqTmKlPHfzUwCaY2q+4cNH4sWM/txOTrxx5lvrYGVtDoBrzTS3ipWY6Y/HgrPFLXn1yiC2W+tgZa3JYg4F45taJOX2lCBSBIrCTEChxu5OeZvdSBIpAESgCRaAIFIEiUASKQBE4hxDYPw6c/O64lnQ75WSuO93Ouhq7CBSBk0PgvXed3N8d3zTefX3tJYdr+Ae/vzJ9aFzdvpXy8Di5+wuDvP2BL50d693KBI11ziCA9HIyMSSeHiGG5CMhy0LksUccEqQaYixEmt6czTweXzrrfKwh4OSYx0O0IevojOVmS/giGPkhNIn12Mz1ajBPLcZ8xRBPfKIuupC/6+tjk31YE4+Ix9dacDKOzpjYi1pjv1COH2phE7usm6vF3HheM191WyfBNL5wUCNhJ68YiWV9Ho+eqD92C8X4YZ/BhZ3mmdPFFtnK1/OkR4br19uJKV6euzk7utQsPqzyHOQgdOx8Fvin5tSXuXjwEG/9Lx0kVp55fBYJ+qMIFIEicBYicPhXA8/C4ltyESgCRaAIFIEiUASKQBEoAkWgCJy7CLx1nLZ9fGt5knMXzO68CJxjCLz37pPb8PfddJhMffcggX/uY9vzl9Gv37o9cU9u9/U+mxBAZiHc7r///sXpUtfi0iHMnObMiU465K51vStq2TgtSRc/dsZOPWrIPTo9H808OjZzfzHZamLHbr2Onzr0fOYxxYsufvN4bMXWiLk45vziezS7uY1x8hpnLmZizOPRJ496SPwXk0M/klcfiV106a1nLbaISU1uEuIy6+nZZE2M+EWvn+vX+yFLkamErbkWEVuLXqwQtXR8IvQhgOex2Fk7Wi10iGjryZOYiF4tAgufPafDPadKESgCReBsRqAnbs/mp9fai0ARKAJFoAgUgSJQBIpAESgC5zACb7rt8Bee2wVDT9xuF7KNWwROHwIPDT7lwydxOvbGcRjua69dIyS8z/ZvvWuQStu0nfeNWwXcLnD5GneyTVkadicj4GpcxC1B0iK+EFv0CFBzV/Q6RYkoRXzRIcrY8UFGmiPmkGXsEost0owfstIaOycmQ6TxZefEZHzZED7qYBtSEMGnPnmtJS8benauZRaPTlNDapGDjvBF/vGjTy3IQHtgR0eyN7bRzX1DlLJTV06g8oUfDLJ/ee3NHsSTj6g5dnKr2X755apkduKpT0teMZOXH1Efm+yNTjyx5bGP4MeG7dyXHZ1nTW9vxnwjarEHdoSdZ2Bv7PLc7G29nX3DIZ9B/uLJq555XnvjHxFPzuBkL8He81eHZr/Bma18TvamrsRrXwSKQBE4WxAocXu2PKnWWQSKQBEoAkWgCBSBIlAEikARKAJfRACh+qbbt4sq+WKaae+jh8cdFYEisDMQeP+9J3da/3tuGiTUISj++UdXp1v2bx8uB8dfc66Ef811ybh9uRp55yGAsENehdhCciG4QiKG7KQ3RpwRBFnIwowRbEhCejH4hEhkQ6zRsUWehXCLLnpr8bHGL01tqceahuBL7Xpx2IsT8k889VunV2NqN9eSS13BRBzxkjcY0KV+vuZiy0cQinyJXGz1bIke9smb2rIf8YwRlSEoU29s5QjWySsPXxJc5Eje4MNO/Owjeed2dOyiC1mbvcghHokdH3apWXz+7OCh5sTL3vSx4SuGPaZGOK2vhU/sgkfwESPYI4T9kkDi5RkheOlT/2IT/VEEikAROEsQKHF7ljyollkEikARKAJFoAgUgSJQBIpAESgChxH4L59dnfadAlL1jge3nxw+vKuOikAROBUIvO8krkm+cNwS+p3PXSMybhsH0v75R9aIm+2s+/fuKXG7nfju5NhIKwSWd6EiuMydRERaGiPGCBJOQ146yYhIcyqSnTFhzya+iDW6K664YmFjjEzTI8z4G+dUKl3iyStu4iHkCH3eF2ueeN6zGhIOMZgc6uWrZr2cyOXUQscvpCzCz1r2lhzzWuhCyqpFzeqaY8WfRGcuhzgISj7BVD52CNi8a9YcfupjR0+HiNXTeW58cwrXvuhJSMvk5SOvnl8I9uCXeOYhfdmwJXRymatdLI2w06zbg33GzjwxoxOLzt7gIR4fevWJNZ9bT8s++HtuYtIlphqSP6Rv4iNu5WOTHIsN9EcRKAJF4CxEoMTtWfjQWnIRKAJFoAgUgSJQBIpAESgCReBcRuD3x2m5Hx1Xk54K+cK4sc/p3vPXvlM+FSmbowgUgW1G4D3jnbSbldc9e2l6yoVr3j/x++OdiqfgVYof27PZaut3LiKA6EIAIrGQXAg05BaSL2PkFmKMLQkRyYc+hFuIRcQZCXGYnp3Gbh7POPZyhEyb29Iljp6dOKnZOkmt+hCc4iDn2GuEvzjm8/2EdIyNOAhBMcQjxmq2pkWXHFmTIzjGVz52YmiIcTHio+enTzw+yROier43+4CDeIS/9cSd18cmGNCzS3x+1sXTa2Jo9jH39YzVEjuxxFF3ngkdUjW+bJHm1qOb5851xdmrNbXAwTMgdMHUmGSf81rsZffu3Yu1hdEhu8TzGUdyZ29qMuZHUsNi0h9FoAgUgTMcgf7T8wx/QC2vCBSBIlAEikARKAJFoAgUgSJQBI5E4O1fmKZHTw1vO7mm9FS8S/fIHXZWBIrAdiGwMv5M/+44wbpZ+d6b1kidD4135P7yZzYf50Tyf+z+U5PnRGqq7ZmJAJIKkbZnz57FiU6nJhFtmlOkucaWnROK1p2aNEbcmTvJ6DQoH8IHEZyraOn4R8fOnK8mTk5iJr55SDRxNP70hF3i0YlHxEqjs5Z58kafWPyM5UhNbLTM2ZiLpSfGBFmYHFmjz3iel11wYpO5POyzZ3NrqXFOULJLzLlePJK81kI+shfvaGt0GtsQrvGNPnHEt2bPsc0affzYRRJXHz++kegQqWzkNM6JXGOifrbzPPHhl9x68TU+JLHoQgDThxBOXDg5Ze3Ud3zZVYpAESgCZzoCh/9WPdMrbX1FoAgUgSJQBIpAESgCRaAIFIEiUAQGArc/cGpJjB9++8r0E48tT9/5vDXCpg+hCBSBsxeBP9izOh1Y44pOeBNf9pSl6auuWvt74Kc/OMiRE46wOYdbx5XMjw6+4oK1w3ebC1KvcwIBJGveIWpMkFl0iMwQaU5RmtMTeiRYiF06pxedZkTkamzizy8kKHJMvORmQxBqyFiNDUHMmScenRyJZx7iMQRyyDz18ZWHDZGDHZ28qdk85DBbdnT8U1/2hqRG9BG2amGLMCTw45cri+nE4ydH9javRTxkodOvev7ssjcE7t69exexEy/7YKdG+84zSs1wFo8+kvrUnZrVwib7SLxgypeOnVr4RuSwN7apBfbi0acWp3PVIgdxGpa9z0VO4dLD2f7FQ56qUZvHE9OpW3Wwi+Rzmquw6WEoh7z8xIKVfdCpITiYa9bkzgngxG9fBIpAEThTEShxe6Y+mdZVBIpAESgCRaAIFIEiUASKQBEoAkdFwHslT6U8Pr5v/tF3r0yvuW7XdPXa7Y+nMn1zFYEisIUIvO8k3m/7vS9YI6Q+MK5r/++3nyradlxNOlJ9av/q9MIr+8sjW/hR2HGhEFoIw5B2NojgQrqFMERqET3iLMSXORvznExEfoUkWziNH+KJLw9/tuIjxuakqDl/63wSK3lTg/jzmujZa3ytixViVU724iH41Gs9MVJvdOyyT/G07JGNmgl9SL/4ihVfhGXs4jOvkR2xppbUE2zYyssutevlsje5+LIj8oVYFivr1sQINqklJCvbeS3iy5s9hzxNjsRlR9RE2KnFOjIVgRqdWMYkpCg/dmpW+xxrMdTEx9i6zxDf4IIAVnviyZG9iSuedb569Yq3fm/0ciB6U3P2xl5eBHGlCBSBInCmI1Di9kx/Qq2vCBSBIlAEikARKAJFYHMIrI4vpvbfPn7N+8pp9ZY3T9Pez07TeYNxueJZ09IzXzn0V2wubr2KQBE4JxFwZbKrUb/xmSVOzskPQDe9YxB4z92bI1wvG7d7/ukb1/78/5MPby7GyYB4895pELcnE6G+OxkBZBUSy8lDJyGRXXROGCIPrZkjCZFrmjE7pJuTobFDjBmzEY9dTjwmHh92YrJDiMmBWLOGHEs8NsaINPGsI+ro1GqeHGzV4hQpPaHjyyYiFzu5rWvW5dXzVbMxO3mDgX5ec7CKXfbFzr6Sw96SN7WwNWajEXbqsTd7NEZQxk4e9YUoluNodvYcwlJee7MPkr3BSV7r8hDx6En2QqfNCVWxogthzI+eH5266NiZxz/PUk66PEO+9qlZ01tLM09ehGr2J15yyJN4dGrxjIh56tPLkdhqFdMcJtZDlPOl418pAkWgCJwNCJS4PRueUmssAkWgCBSBIlAEikAROCEEVj/+y9Pq2//h+ObknqP6re4aX968+LumpVf/z4PMXfuS5aiGVRaBInBGIvC6Zy9Nb/780YkT5Mpmr0F9ss3+0NtWpn/+NcvTN5W8fTKoul4EzlgE3nvX0f/ueLKCv+O5gzgZ36J9chCop+O91654/rbxd1+lCMwRQGo5mRhCDGmFwEKEIbWM6TIPASgGH6ScPnbIwZBh1thryMa5nTWkG+ETiS/SLDHp+CLNxEot83jzuqwTRJv9WZPPPoxJyDk9Mpl+noNNSOH4pk62cugTTx87fuZi27dxakoOvXViXa3mfMncznrEOjyyN3rjYGXOPuSu64dDcqtP3MTT21Pm4hrP40XHLjWrkz7PNDHp576pxd7ZwJmfWqOLr+dkXQy9mhNvXjedWvTBwmcl8fIs5bb3ucjNLp8te53r1EL02YexK66TLzb8SLBbTPqjCBSBnLw9GAAAQABJREFUInAGIVDi9gx6GDullEfG/7e9487V6QP3rr176tFx2MWXJ8+9fGl65TOm6cXjnTCVIlAEikARKAJFoAhsFwKrv/dz0+o7fvL44Q+Oa7Q+8IZp9fO/Oy1/yz8Z3wxcf3z7rhaBInBGIXDN4e+In1AXUvfnP7k97558aNxg+JfesjL99KuXp29/Tv9d8wTwqygCZzgCnx+3nWqbke+9ae3P/L/82DhluJkAJ+njO5ZKEZgjgCxDkDnhiRxDxCHV6OkIogph6uSh04iIqpxKdLIxpC8/a66TZcuPji+CNtfShlgTQwuRx05eMcXJPHnZsUe66cUT39xa1vV8YyceSS1iy0PYEnsQk1hD0iUee9gQNvZCJ64cxvTx4ScGPZ0xLMxDVC+CjR/m83z05vGPnT5xs6ZP/cYkeeQic5/Y0s/XUzf90SS2WWMvj16LsNOim4/psu45xIZv7NLTie8ZEhgTPmnzWNZTDz1JjsyznrX408Ml83xm5BGD3tjz18cO3j4znl9I5EXi/igCRaAInEEIlLg9gx7G2V7K3eNd9P/0IyvTf/r06jF+w33tf6iec/k0/eALl6fvev74bbh+13G2P/bWXwSKQBEoAkXgzELgno9Nq+/86Y3XdPdHppV//yempa/78WnpRd+xcb9aFoEicFoRuG/t1WpHreFHvnx5+q+fOzjtW3vd3FFtTkb5+Phnzd945/hieGl5+lOHrk09mXj1LQJF4NQg8Im9q9N/vmVzlOsrr16aXnDF0nTv+Lvnlz6zuRgnu8vfu2dctzpSn9fvUU4Wyh3hj7By1S7iFiGFiNIjqVwrizA1t+6UonmuRQYAkgu5i7Rkh8xyShGhKlYEuSWGnp3TiwhivhpCjFiXQ03siBzihfSlY5e87Im8/OiRcfLRqYOeiGnPiRcijj2buW32Fkz4w4Vv6ks8mKy3U5eriJF/coq33s5aMA1JiKwM9iFj6eS1p9gFZ3p4yKGJx04+9c33kRrp+M2fZeIFK/uVlw9MI+wQ1nzhRsTjF19553tjR+czpDa57S31+fzQ53Pgs8Eme+NvTS3yZm+eh9rYETbyro/Hji87GMlLx07N0YnBji6fjTzzYOCXDtjzzXOCP33qF6dSBIpAETgTEChxeyY8hR1Qwy8MsvbH3zd+02/tF9yOu6Nb9k/T//qelen/vnlp+pmvXp6e39fLHRevLhaBIlAEikARKAIbR2D1/a8fv56+9lvrG/Z6fHwR8OZB3F77ldP0lOdt2K2GRaAInD4E9h3j3x03jBsKrx43LF45DnpsF3Fr1yuHyNtrL1meEDqVIlAEzkwEHhv/S/BvPrE6vf4PVqbb1l6RuKlCv+8Fa3/O//04ze+WsdMhvm9xzfOrn3Hyf+f4+/HL/tORG7lpfDfzW689/A7R07HH5jwxBJBiIbYQTwi1OZEVgo0uJ2ERX+Ya0SOvkHoZ07Pjg0wTG9lFEG/0IV3pklcvVkgwc7axMc5a8otrH+LJGSJTb02M5GdHL07qE8dcTxeCj27FHoe//rExR+wNo0U9IQzF0+RI3BB99OySUy9PsBBPTvOQiGKwI6llHo8tH772LO+8t19+9MbsEw/ZiEBNXLmCm/ypP+tyRJdao4te7OjULE7IZvmTO3XFz558Ztiz0ewLPmpSA1GzeLHjT9izCZbsfJb1comDEI5d6s/e9PIQsfmYR6cWvurUE/GCHzs22S99pQgUgSJwJiFQ4vZMehpnaS0/8fsr0z/7yNr/8J3IFj56/+r0ujcenP7Na/plx4ngVtsiUASKQBEoAkXg2Aisfvatx1483sry+N/i8y89nkXXikAROIMQeHDte78nVPTSp619IXvFBfoT/zfKEwIeR/H4IIT+8ltXpv/2rbum645zdfNxQnSpCBSBbUTAL43/wLja3Enbk5GrLpqmb7lhEBIjyM9/6gR/OexkEh/F9+c/tTXE7a0PPBGTGy49eUL4KCVXtU0IIJ0QXSSEmZODyE3zCEKKHQIWKWbN9bDmBOGFWGMXkjYnKL1jVDyCSCOJR+9UKoJRPDFiS4fUy1xesecnG+UlTmiy5SMvHzkQxMZ0sZMje9Oz40cQeUtj7L2pFwzf1UME4eODuFsZp4QXBOiBUe9VT1/Y2ZuaxMnexFcL3Xqs1IsA5ANPtgQxyF5e9YrFlk4s+yMIQkJnb+pGYgYre+HDV4zszTh2dPzVQc8+tZjnuSVHfOWVU83ihzzN58I8OYJB6pBrHs9+1Swef35sNTr4EERrcrKDf+ySV2zNPoIrO75ELWLQsYFvGj3yNfiZiy+Ofm43z0GfWHLYW2o2rxSBIlAEzhQEStyeKU/iLK3jX3x0dVOkbbbrN0b/wm+vTL/0x5anL7ny8P9YZr19ESgCRaAIFIEiUAQ2jMCj44udh/ds2PwIw4PjN7YP3DFNl11zhLqTIlAEzkwEvGv2aPIVh4jby9deqXY0ky3V3Tu+W/xLg7z9j9+0PF3af11vKbYNVgROBgGk7Z8evyjuz+jJyv/wvHFl6eCG3nHn6vS5NQ7pZENu2v+/fHZ1+qEXrU5fepLfn9x2lH1cP24sqJzZCCCkEJSIL4QVAgphlTkCis6cLUFMhaia2/FHKiL3kFlIMnZ6+hBf7BCzxDrykMjLLj4hxEIAykXkJ2pjI15i8E19dCHcUie/EJ9zO3pxUvPqIP/OHzUeHATtw7d+bnpoEH97/+Bj0/23fHZ66K67pwOf/NS0C9E5cpz39KdPz/pTf3K68Ibrp8tuuOGLexMT+UpSc3DRW5PTOHioGX6wUIs1eyL64KNnx9/eYGGcq3tjl7jZ2zwenXV96jRWAzsteemsaeqAqxxsoqNPLcaatfU5+CQHG2IvajdPLcbs4OAzEEk89oh+6/DNZzUxEenzeGoRD7axFVO8fJbM1SeeXhNDfXle5tHxTTxXfrNPPLH4EfaVIlAEisDpRqD/tDzdT+Aszv/+8X4Vp21PVpC3P/S2lemN4zfV/WOoUgSKQBEoAkWgCBSBTSEwrjw+GVn99G9OS9eM65IrRaAInPEIPH7oy7X1hb74KWuay7aQuF0e39+5GvlY8sF7V6fvH7+M+vo/Mr5M3cK8x8pXfREoAsdHwPXIfqFiK0hbf/6/+6a1Lyp+8Zbj/EVw/JK2bNVJ/786vj/5D9+4a3rGSdzsebRro6/vidste07bEQj5hvjK1a5XXLH23jGnCemQUMguZJwTihoiClFFb87OmC0CzdypRXNkmDaPR4/ESjxj9mKyMyZyqs9JyZyC5EvPjr918Ym66Ngg+ej5GbPnx0ajl/f8Ue/5w86Vx4/yGWTdw67Svf/+6ZHR7vrd350evvueac+HPzI9dscd08EDD0wP33nX4nTt2PS0enCQiY+PK3OH3wO/9/7p4htvmK7/1j8xXfbc50yXvuhF2Lrp4Mi3PHqSmuFE1KUetdiL2omxumNnnej5wFsfMY9kj+bsxdHE5qOHjbXEjY+1xKKbS2rjYxzfeZzk1OczoY+Nfj5nJ9Y8dmx8HrKuTz1Z1/Njp0/d5vZrHh/rsOSTvYsZfPkkXuKkTn3qE48dv+AfX3Y+Y7Fn5zl65uoJ8S1vpQgUgSJwuhAocXu6kN8BeX/8feM9GEf+v8Gmd3Xz3mn61x9fnX7whWv/g7PpQHUsAkWgCBSBIlAEzl0ELjjJoyLrvvQ4d4HszovAmY/AsYjUFz1l7d8TW0mg/u9/aHnymhfvtjxW3neOk3jfNk73/aNXL0859Xvmo9gKi8DOROAN4522H9+zNV9WfMN1S9P146ZT33385m1bE/NoqPuba6PRfX/yLb92cPorL1ye/tSNS4v3eh8t5vF0tx3lqmT7rJyZCCChkKyuqSXITCcGnTR0pS/CSSNIKgRqrrRFSiGszNmYi8eXnRO8Ib7YiRcCkR0SS26N8JeDX660ZYcgSzw2hJ28c3JOXjrxkhfZFl9+/GMnz1BMq3TjxOSDg6x9ePjve8c7p4O33z7tede7p4c+//np4XGy9vGByUJG3kF1TsuHiOJFzF3jK3Bt1PrIbbdPj95113TfO94zXfmyr5wuuOkF09O+7muma7/8JdNFV145Oaj/yCHC2N6QfOpQc8hnWLmaWN3Zb+w8mznRmL3BgVgTDw4hGvMsPVs50/h6JvIF59SyCDZ+WJs/I3rPLb6xOwLTQ0q1yClHiFI6c3nk9JyssfPLA8FADjZanjFbdvO9Oe0brKSFV+Lt3bv3i0R9auFL5nnp1MKXnbm85lpqUXd07NWVWmANK7jAK3uj91nlq3Y+82u9F8X0RxEoAkXgFCNQ4vYUA75T0vli4gPjN8u3Un72YyvTX/zS8dtb5W63EtbGKgJFoAgUgSJw7iBw3riK7eKnjZdI3bu5PV/38s351asIFIEzAoFrx02OT1m7mXFLry1+4ZXT9L3jxN333LQ6/dQHVqf/fvv4QvUoO0amvO7XV6ZXPWNp+vpB9vyl8Uup/m3Tf94cBayqisA2IvBvP3HyN4OlvO99wdqf4PfevTrdtwXXLifuvPeO7G8e79D1y+wblbsHh/a//d7KaNN04+XT9Iqrl6ZXjaZ/9gZ+j+3WB56Y6YYN+D3Rq5pTgUCIqBBb5kgnzUlBkrkeCaVHfEWQU0ipnBYVwzixkFUhERNXTx9SWDxjPV95+IhB2PIh1lODscaWfwhkusSOr9jqTK5FjEG2PToIw8cG2XrHIGz3ffBD0wOf+Pj00Cc/PS2PdCvDfiRbO10r+fLaaVjDo8kSQnf8JhZ09r/v96aVD3xoOvC+9013XHfNdNVXf/V00Y3Pni79ki+Zdo3rkRHGj499qomoF+ln72rWk6wjCdVuDUGofj0/+hCGSEe+wYU/m8TjM8cgc7niaywfQpY/X/msZ00dnk9qSR7rsct+1ELUwT6+CE052LHJXjNmS9TiM5p42UtqCgbiIbn1hH8+j2pK/NhZ50voxGUXXT7D8qfm4MJXPDaa9eQwRyiH9GVnT+pXnz1XikARKAKnC4ESt6cL+bM87y99ZuP/oNjoVu8c//B41yCEv/qafrWxUcxqVwSKQBEoAkWgCByJwNINr55WP/GrRyo3Mts1rt268Y9sxLI2RaAInAEIuL50vbxw9s7Hi7fwX7pPvXAt2ZeN07z/+jVLi5N8rx8Ei38TPXj4NW6LcvwryS+5an///Wuk7XfftDT9b+PU7nlHqXn9HjovAkXg5BD4zHi3rffbboU4gfqaa9f+4L7l81v/HUhq/DPPXZr+/AuWp3938yCHNsE52/Nn9q9O//FTazU+fVyh/IqnL01/aNGm6UVPHafb1v39c9R33Paq5DySM6ZHeBEEE3LJ3Jg4EejUInLPqUUnCdkgmxCk9JrTjnp+SCk+7NizQ1wlnjmRhw87RFzs9NHFLvFSi9OmYnvHaHTiIdvUQkcQa4nHXn3ZGzvEmfmBQaLt/9AHp4c+fct031t/Z3rws7dOj95557T64PgScdTjj8zCb9R7orJ0yGd54PLwzZ+cHvnMZ6cDv/v70/nXXD1d+cpXTJe+4AXTDX/0m6blgellA+8HRs3epxtM7UmDVYg+e0UMqsmzsF862NPBT4uOb94Dq34nWoN9iMPYehbiyZV4bMyRmPCUA56xQXTSm9OLFVs6McXS7CWfn/ne+NEjPdmJQacWc+RocorJN3b8kjdYZQ+IUrGIGtPsXzNnGyKXTjw124NGxyb51UjoNHO9PPO4bMzhpUXk9Hz0lSJQBIrA6URgC/85ezq30dynGgFfRGyHvPOuErfbgWtjFoEiUASKQBE4VxBYeun3T6s3/7fxjdMJfvN5cLwH7HNvm5ae/UfOFai6zyJwViOwa/El25H/JvnScTI2spXE7aXr3lv7JYMg/olXLk0//lXTgrz9+UGWHOs2IhX+PzevTnc+uDL97NeNLxdP/HvlbKl9ESgCG0Dg5n1H/r2wAZdjmnzPOGmfXxJ5113HNDvphT/73OXF+2q/6/lL078d1zyfrDiN+18/t7poYvn78KVPW5pe/vRpetlVS9NXjXbruquSLxocxVU9XHay0G+pfwgxpBMSCcmEUCIhtBBOiDIkqXWkFh0f+vV2YrJDfLFDdiENjdfnoEu+uR1ftvxSS+KlFvk1uejkJepLj0gTx/pib2ofi643vnDkmFbG6dHx7tp73vgb0xd+683Tgx//+IKsPfjQuNp5+C1OzY4at0qWRsxR6Mjx4PTILZ+Z7vzs56YLrr12uv9Nvzld+ZUvna5++cum8669bnrqeCfuYCan8wZ26g7eyFwSzLK34GCNbUhaxDuxDl/21iN5LokHL2N2ybvA7ZBu9+7dCxJeDLWst4M9e43ETk+X58EuvvTWU2t6enb5LCRGavZ5JPbGLhiwk0etevEQ1fLZGxzE1shcx9d66pvXks8/GyI2DOTViDX1zWvxueQrLn2ugU5efmz4JjZdpQgUgSJwKhAocXsqUN5hOR4f/7/12bVfyNvynX1qXC9WKQJFoAgUgSJQBIrAphG4+sXT0qv+xrT6zp8+4RCrb/6709Jf+O0T9qtDESgCpx6B9afHVPClh95va3zhgm05eQJErKPlovce3e8Zp2m1D47XyPzAW1emO9Zey2b5CHnTuF7518f7MV/7rMNfyh5h0EkRKAJbgsCeLbrO+PzBG/y55639eX1k3IT6+1v8qqhs9uXjVOxz1vib6Ye/bHm8S/vg9NgJ/u5ZYh2rf2gcQFu7CYDF0f9e7Pttj4Xe6dE7mYhEctIQsYlwQkY5PZjraJFbCKdcBWsdkabn57pXZBTCiT52/Oj5ipcTmYlHxx+ZZqxXj9ONRCxkVuKJlXhs6PV07PiKpw5r9kMntnXxiE/mwWHj2uPVUfveD31o+sJvvGn6/CBOH73n3kHqrv15nL+3duG41T+QdAPD6eC4EvjW26bHxvtzD3zko9Mdv/ifpyte9arpihfcNF31sq+arrjxxsEsDpJz7MfZzJXh88X/wo9xCD/PI6Sfnh7W9g8H+EborRO2Gpvo4ssn63oiD8zn8+itzfPEl17OxFsEOvSDLi12/HxuiFwksebjxNRrRKyMY2vu+etTuz71zHt5E0POua8xnfXUlXjz2Kk1n2F1xJ4vvV4j+ezCPaT0YqE/ikARKAKnAIESt6cA5J2WYv/4f7XxKohtkb1rr4zYltgNWgSKQBEoAkWgCJwbCCy97AfH/Wt3T6sfeMMJbXjpS77thOxrXASKwOlDIKfg5hXcdMXh2UMHt+4fLEfLdTjT2ujLx2m2f/v14z24v7Uy3TVOux1N/vh4h2WlCBSB7UXgaVt0avRbxy9Z5ATqx/cMwmyLydSg8Gefe/jvBe/pRhY7pX+q5Zm9JvlUQ37MfEgyBCeCdi5IJdcaI0U1dnRskbRIKWQvHd+5HZJw/l5PcRGo4lnTxHPSUCwN4UVCDicHnRziya0n8skrllrEc+pRDjaJhwxLzQgytmp56PHHpgcGQfvoeI/tvvEe2z3vee90/7veMy7ROXTicddaPYtkJ/gjf8o2/Cdr1ETU5gvQx/bsnR7bt3966P/75enep1453fXGG6ZLbrh+cZ3y0tOvni5/3nOnK2941uKduY88Ot6BC5Phyz9YhSAXF6awQmjDguS5wTm4OF0KOzp4Jh4f/iEY+YqVa6/ZIST55bnFVzy+eR6eudrok0N9nqd4xqmPjZZnLL+8/OUTU8381IjwlFcMdjnRKt58b+ZiJZ6axUrN2Ud04mUffJMjuJgTe0vNqcUejec5fP5gwpaoQ65g4DOrOeWb2AvD/igCRaAIbCMCJW63EdydGtpvnm6X9Oqw7UK2cYtAESgCRaAInFsILH3t356mvbdOq59584Y3vvSsr9mwbQ2LQBE4vQgc+k7ui0X4iu75u9e+qKP0zsetko3+0qp37P7Gt+6afvIDK9Mv3DK+eB+n9CIXjsMbj435oQMqUbcvAkVgixG4afb3wMmE/r5xkj7y0T0ZbW3veuLXPftwHtGduv35T43TiNtEFB9rBzes3Wx6rOXqTzECSKOQqEimtJSBfAoBhVAifEj0ejLX0yGe9Jq1jNnKI17IKQQdG7014/jTJR6frLFjo0fWIb8Sm44Pe71TqgeH7rFxLfIDt9027fnYx6e7fuVXp4duvnl6+DOfm3YNgm5xhfH6/+gLOHzFGMnWTroe2pc5veZP1xgt8iwvufp81DV09It9jLXFeC3C0B5FxB+N6B+/9/5pz2j7P37zdNfvvGO64JpnTJd92Yumy5///Om6b/nmsZeRb9S9C6lu78MHoageWMCEBFNjxCdsQnbG1hqCMc8hxKI4MKRHMvJlR2d34iEj5bKm8dUjKKPjI5e8YnqGsUs8tvYtNrvUYB1hPI8ROzZqM1cLkjZ7lIc+NYkpL7KXnXhsFs/vUN7Ei25B9A87Och6X/HFZC8eHMztXQ7zYMPf3qylNgRziOV5DvulrxSBIlAETgUCJW5PBco7LIcrwbQDa//vtaW78xumlSJQBIpAESgCRaAInDwC40uWV/xPGydud104TdeOF1ZWikAROCsQWE+mPnO8Wg4JEnF18VbJiRzeddrv/3jl8vTdN61Or/v18QX4oTL+3svGl/D91/dWPZLGKQLHRAAB+aXjlyj+YJyS3ax4j/Urrl4jasT45N7NxzpeDd88TuFfvnaY7Ytmriz+jucsDfJ2e3J+MdG6wfU9cbsOkdM3RTohpiLIp7wTlA4B5sQhYpddSCrEVN5tiszbu3fvgmRCNLGnQ3CxP9rJQVfBIqacnERciTfPIbc1upxIzAlK7wmlI+rV1JK8+/btW/gmx6LmYb86arlo5Hzg07dM97/97dNtv/hL06PjauKD+w8siM9R7IKgXcRdkJJjNOo6OIi380b8C64cV20Mk3s/dcuC5F21Nuz86VHDgqA05ibWaP5ky//46iCiR3/e8jjpOZTnDV/j5XHNBv2a5ZrtCLaIsfA/tE/v2h1Ha6fHx2ncBweJu+eqp033vvnN0+5XvmK6+DnPnS58xtXT7uuum5avuGI6/9Bed40clw6s1KAmZKFaLh3Ye05qdlpXfs9C8xz2jedGd4k9j2dJ+Nsf3OFsjqRcHnu45NJLpvPHs1oZWBwcMc8fp5UvuODCxbuD5ZCXveex8B06uMll7hmLzVbz3PPM2Zj77Gn8EKvW+Vnnm3ghO5GiyFIiR/LS853nWHw+Rhzxkw+Bmvr48gs5zJdO/NiJqUUvZvLEho5vcohpHF/rmv3kz9ZiA/1RBIpAETgFCPSfjqcA5J2Y4iVPXVq8I2Wr9yZupQgUgSJQBIpAESgCW4LArnXfhh4n6PKf+XfjG53+r/FxIOpSETijEHjwcV85HpbnXH743xFe7fLZA4fXTnb06CZOvvl3zW+9dtc4ebsyfdVVS9M3PfNwfSdbT/2LQBE4PgI/+MKl6W++88i/I47vceTqX3/xkX9eb3vgyPWtmn3n7Jrkecy/9uLl6Rc+PU7TbX4L83AbGvcdtxuCaduMkFxIN+QdIglZhPAK+YVIiiDSkEshbfkglubElzVEUwgt9uIh1mInBzvxMtZbR+iREIch8hIv9bFLPDniN69PDMRuatBfhOAb+sf2jNOrH/rgdOdvvXm67b/++vTYffdNS2Mvy+cP0tE1FYNEXUUoIjavu3acvh3k5fOeN13y7GdNlzz9qunKr3jp9MDn75g++9tvmT7ys6+fLrj04sUJXXtympf4uRge+mPtP+mLtTF33nZlvMsWobpr5FoaDYF7/mjnjRO6F446EKba+bvOW8NK0CFLw2Yhh/I8eudd06N33z3tG6eGB7s6XTrqvPiqq6ZLrn/mdMmNN06r43lc9szrpvOuvNIRT3cFL/D3Tl94DrCnS4bfY4PkvmDYXjSIyBVE7MDjsrH/BQ7jdOoAcrpgtMf4HXx8QQoPpn1aefiRadd5gwAdp5cP3juI2UHgDnZzWkHSDpJ619jLow+Pk7qPPjIIznHCdt+B6YJR2+oVu6dLrhnYjphwu3w8K+Lzs6hrjH3G8lnw/HwePWvr+aWC9TbsFvHG9cLELwv4xQGfF7HyudEjUn3GxOVH2Ph8RieXtRCoqU2fzzpbv0ygz2edDxt/lnwOk1cOa+vtEk8MzS8dIH/Z6Un+zCwm/VEEikAR2CYE+u3UNgG708P64uGdd27tvyL8P9Q39AuNnf7R6f6KQBEoAkWgCGw/Ao+NLyh+++9Nq59969FzXTB+0/2Zr5xW998+TY/sm5ae8ZJpuvrFR7ettggUgTMSgU/uPbKs+TWfN2/x6bjHNkHcqu65u6fpR7/i0Be7R5bbWREoAtuIwJ95jvfELk2/d8+Jf2fxqnHS9rXrri++fRuI22sGL/Y11/gW5InyrMGb/P1XLE/vvmt1unXkvvXA6nTneHf2+psGnui5ec31a1zN5gPUc9MIIJSQTa6M1a4YJzQRSk4PInORR8gkxBiCSyNIJHp2TjyG5EJMmdM7QcgO0WQsnnV+9GKxM6enUw8dn+RIvOjYiseOPbucsqSzLnbs2PJdEMWjdidtD3zhC9N973jHdOevv3G6793vnQ6Od8gicw8+Nq7/HXu9yGnVyy+bLnvJixeE5+7nPX+6EgF68SCbL718On+QnBcPYu/ql71sHB0d72n9wp3T537l16bzLhlXXyBhR47F3wAj7xiujRfIjR8UQ9SErB1nS8eVzeN06eK/92unVJG1ux4WY7xLeJC2Ts0iTC8+ROaeP4hdJO/qCOV07tLY84IkHqeF9fvufNe0d8Q4b+xBvpWxfvG4Vvm8C8fJ2pHxgt27p6WLLvZC1emCS8bJ0vPHKesR09riWudBvK6MghYE8dDbkzhLY6yqxwb5+vAdX5guRIwO/WNI3oHJ8tjTo/ffO/YyroYeOR8Zn62D+/dO51++ezo4yN0Hb//8dOFTBnks5nhGV37d10zP/MZvmHZ/5VdOF4xYno3/c1nsf9QGI59B4nOZZg7je+65Z/rQhz48nv94B+wgRp95/fWLk76PjM/B05521drnZHyuEbFODN85nvtdg+Teu2/tRPgVV1w5PetZN3zxcym+z5Ocxvms+gxlLrf1kMn5M2I9OjFIPtd6TTz2GZsT9j6zYszX8ueKD/E5V4s2J7cXi/1RBIpAEdhCBErcbiGY51Kob3/O0vQPPzC+61x7lcaWbP3rr1uarutVyVuCZYMUgSJQBIpAEThXEVj93Num1d/6O+OdDnccG4LLrpmmG18zLV/7ldP01JuObdeVIlAEzkgE3j/ImDfediQhs3ft9r1FvfeOAylbKbnueCtjNlYRKALbhwB+4+e+bnn6tjcenE7ktCzC9F9+LVLkSLn/kSP/vjlydXMz5LI6jyXf9fylSYv4BRIEMhL3c6O/TT9uFrC/z43xPePW1pORG3pV8snAt2lfpBgyNVfmIo6c8HO6z+nEEKvsEKSI3Tn5imDiyy7kKF2IVqQUUhj5JJ4YbMWjE4stsoogvZIjhBZd4oXkRWLJGzJNPDW7xjkEtHipJTn2jxouHYTlvZ/+9HTHOGV716/8yrT/Ax+edg3i1enPpUGePfXLXzJdeuOzpqe9/OXT6iACly+5dLrwqU9ZkH6I0kdH/Q/JPU6bIjUvHO1pr3rV9IxbPjPt/cxnpgOf+OTQH/66258i5CoZZS7+fC90a6qj/rT3NTLXdcHT9OjqIJ4Rh6zHmhO5F43TrfqLD5G6xprrmtktDdyQoKsPjvfIHsry0P17FtgvSN7xLOC2NK4x9h7f1UFYi708MHAKlw/iVa0rY8/Wdo1nlhO6yyM//crj40TyIoZTymvvtFvEH0Sqq5KXnRQWZPzPDMJXvkcOjL841DaI4bv+y69O977tHdMz/uTr/n/23gNOruM4962Z2ZzzIiwikQNzzqREKlGSJStLlqlg+d2fZV85ys/h2b6Wn7MtxyvLsoIl0ZbkaytZpJgpUhQzSCIQIJGxABbYnOPM3O9/ZgsYLBfAAphdAthu8uw5p7u6qvvrPoOZ83VVW/3119ncK6+0hNo1Kt1Dmh/sQUyC2GRsGXeumTPMh8/+9Wft7rvvtoMtB61eRG19Q73lyWaxPHIbGhoiMnfJ4kVakFClkM+91iKy+f777rO+wYFIR011jX3wve+119/2eluwZEk0J5mX6HcSlfmDXSdosY9t5ttEOepCrjKGyDFHqcs9B/OUe+RI5DFPeS6y+8bzwT22GSdscyDHM8oZO5OFHY8Uhz8BgYBAQOAMETj6L9kZKgrVZxcCdVrA9rGVMfvHLf7148z6zw+WX7uIbxIhBQQCAgGBgEBAICAQEDgNBJJ6wfHjP7P0i189eeWO7ZZ+6Hd5dWGxN/yVxZa/+eR1gkRAICBw1iDwe88SAvHY5jxyUC+1lcc+dePvGI8VOIM7fvuEFBAICJxbCNTLke17b0zYJ36UsqdbJ3xgTNKVaxpj9r+vFwE0yfPelbUwZJKqp5X17qUZomyqlfMlvliOdYuPhIU/9v3JkBbVN4vI3dsvL12dIXgz3rqZ6xP1oUC6wSukmUcA0ggyCJIIUoxEnqeI2NN9dp6Xcabcz5NdUwa5xOFyfkaefLfhcpC7XNMuSDFsI+P6Kff2uA4nhCHJPEFsIUdZVBc90te+bZvtu+ceO/id71vq8GGrk8dn6YplVrH+QuLpWkF9vVUQUlj2h6UDPehIok8EGyGCPYEZNsZkt+ktb7a25563vl17VDzhmR+/BdkJJa7qyPmYct1IfVSHcwqvXGExJnwGZBN8EipAb7Ha5mGWi0UY5ikfIrdQ/ciEZpaUrqmPfFryRxJ2dB/lq6+QsmilHvIJlbFX7cj4HBkVKTsyOiJyWW0iXyS2pUeicM8QrWPjxG+02+/4mOCJi8ewgnBbsdpWKWOEU06LwBw7eND2ff4LIr1fsXZ5z1beeEMUGjpfns/5RYVHFgWAN3PDifhOEdGbNm2yF198UR6+IoHl9ZzenEEwrr4ybtG+vqWKdiSbVQoT3Xq4VSR8mYhh5krM9uzeq2OXFRQW2DsaG6PngHmEPIsNfIEB84ADzGkDpKrPMZejXbSRuQupi5c6echFuEun13UbELjYcDmX5ez6sMkCCF+c4DLZ+00fGctwERAICAQEcoRA1r8SOdIY1MwaBD61Pm737U/aKxPClJ0OAD+vPWjC/rang1yoExAICAQEAgIBgYCA9ey31N2fNGvdcopg6GXI439usWVv1HuDU3uBeoqGgnhAICCQIwT47YHH7cTUp/d/h+U8MVcRfCYjXibKT/UeD7yqgqlKB7mAQEDgbEKARRf/5/a4fX9P2j7/UtpeaNe/+1kNhCRhD+qPrcqER+Z+spTLSGPox+YFCqWey1SkKJ7LKjm8F37OWOEzct84qfuZ51K2q/eo9fml0CchzSQCkEgkyCnIoOx79gwlH7IIzz68AZGBXIKQooyDMK1ORkEgUY4cXoYuwxl96HLyCX3sT4onbbY+368WOeq5XSdwIa7I8z1Gab/b9z1GqYccbXAbUVukU0ptRARh21NPWdvjP7HiuY02790/bY03XGdlixZrT+e0DYuQQyf6onbgaSkCrVAEHH3DPglyDjm8HT0vKc/TOSKBD8t7dOjwIeL6RrL8AW1/9v1MPm2ToiNl5L0qZVfIKqQupCmEKiJD42QpjimJoYz3LURpgcasQnhAYBJ+OE/lmecN/9ejbUNPkljNOouGFRkrAl1nbIBLpjxtfcKDa8jjKAiidCI/qrz8qDtpG5LiuA48eQcVglm0pQ1Wz7Oh0ipdK+x2RY3VxtJ2y8GXrDQ1agnt8xsXGdx17/124LkN1v+d79qB0hK74g1vsKaVK2yFwlFDUNNeiE+wZ7/YexTm+oUXXlAb5eGqMhKEc4SIZJg7CZHDBF8uyNOXqXSeVVfXRXLl5VWRZ257+2Fra++wb37zW3bTrbdarfYFds9u5hGHE/TRXFI7mBuMO8Qwecj4XPb56zKU017uXY65jw3qoMcP9EHK+pynTrY+v0YnCWLYr6OM8CcgEBAICOQQgUDc5hDM2aaqWLPnizcl7B33Js8oLM9tTTH79MVHv1DNNhxDfwMCAYGAQEAgIBAQOH0E0s1PWvqeX9TbktNcSdZ7wOzgc2bzLj/9RoSaAYGAwIwhMBXPuVVV8mDSO7VchDgu5g1rSAGBgMA5iwBP8Fu1Zy0H4YS396StW46N1dpOcmlFzKbiUT8Ge5LD9K6lM/+5UqbtHlfrs3G1trb84w3HdqapbObbc2wLZtcd5BCefE5KQfxAAEEuQSBBGpEoh8D0cvIoJx8CyYkq8iHTyKcceUhT9Lks8hC7yFEPeyTKIUSpA5mFHMnlKKfMdVI+0Qb36EaG5MSu59EWEiF+B4eHLCmSedWHf8byFUa3/qKLLH+8zXlqm4CJyM0C8mQrRjvHcXF93t5sLLAJZVizdIkMsZ+u7qI/GbIR+z7LIR+z08T7I2Xo0E1UHunKlGTLu05KPD8iVdMaY3nB4lsbF5Pbpn4jC4kLeQsZC16gHRHW3HMtDIYhb3XH+I3oyNzxnWb8elw2CmEsjBIao2GFYy6SsoHCYhvTHrrUaa9bZANlddbeoHPlfBvNK7KB8lpLJ7SPsGl/2LEBO1yzxD6w+b+tWJixu64aa6UdndYvr9ikGvTVJ5601VddaRffcovd+J53W5kWAZAgoSE49yg0dcuhFmEdZUd/ROtaTUW5zauttrkiYfsU5727T/s3i1hPihym3wOD/dbb32OVIm/xtO3p7Yxso4ZxhhQmOYEPQY9XLXOX+eRzEBnyfMEC8xNPXGxQFznKfdEBctwjlz1fuSefhIzrQ8blJi6AQJ7nyJ8lnhn0hBQQCAgEBHKFQCBuc4XkLNVDqJ7/vD1hP/tQ8pgVm1OFg31d/vxqQotMtUaQCwgEBAICAYGAQEAgIJBBIL3lPyz98O/pBQ3rzE8/pXc9YLFA3J4+gKFmQGAGEdjdm/V2MMsuoT4bxkN9QlAQ9vSxlslls6qd9HJ7d9o6RPLUiOQJKSAQEDi3EYCkrSs69ZcPefp8EeeQs9RzNNJrznSeiqKWzNaOR6osgPMKaUYQgLTFixYPQggqJzkJ24rXLOQpRJF7BLpnKfckvAQJ7QohBUmEDupCokEcOaHlcpB/6CMfOfdcdEKWPPduRIaDew6IKQ5kuYdsxiYy5NMX6pO4Jo92eHu8Ly5HuN+imlpb9YEP2IgIvDHtgxr1RaQc7USO9kV2JUt99JGfbYNr2kMdZOkfNul/UUOjrfr4x2zDX3w2Yl2TIjTZ05W9ZiUoclCHvhrgEYpnKMm/KXDHtZ+jC+rITpSiepnL7L9e3/OOeJyqLroiT1m1Dfv96ovbgFylD+STRwkE6JH9eCnnUN2UIgPRh2L6KGwKdd1w2aXWJEL10NYttn33QdswWGBdRVXWMXeZZPNtsKTa+qsXWGyoT0Qu++GKNB3CqryV5WE7KuXPlS+ysgVX2nt2PaZ8JeklNWrMUyKbezTmT8mrdu+2lyPM7/i5j4/DErMD+/fbg9qnOFODloqQVoshbG++dL396p3vEqlZYK09A7ZlR7N95+Gn7GB7j/UPjURje+jQQc35Xo1bxmO5TiRvsUhn5hfzjHFlfEk+16O5MT7mPj8ocznq+rzzueHznzIOUraeiXLIo5MEKeuErLcJHeQjx/NHYp4yd0kQy5SFFBAICAQEzhSBQNyeKYKhvi0ReXv3mxP2p8+n7KsvK1wH/16fJPFS5bcvids7l4R/zE4CVSgOCAQEcoQAe+E9p9CKT7Wa8dK3Vy9M+LFSot8CfCZdoBX3lypqz0qtRA8pIBAQOPsRSD/zOUs/8dc5aWh614MWu+7TOdEVlAQEAgLTi8DxCI+LFXo0ezHonStyQ9zitXtfc9ree0H4fjC9Ixu0BwTOXgQK9XuBPWRzle7Zl7ZfWPvafKYMaK0bYZOzU1Ppa9OW7DbMhmtIOrwBIUAhg5xEhWiCtIWg5EyCCELOyVLIXuR8X08nTF0OIhNCCcIIohXvRMo4Y4u6kKToQ8ZJJ7fhRBN1kXP93hbskudyeCTSVvqAbRIEGPfI0hYn25BzorVMJO2YSLFh6Roe6D1CuEGE0VbksAFWToahj/aTOCPndpF1wrcfu9VV1vTGN1h5U5PtfOBB69uz1wblPdq9fYfllyi0tIjbEZG5KXnD5peV2pjwwGM1IlGlnyfBr6F2M5Ri5kwZh7/ydFllRfmcKePIULaZ2lCAkK7k421L3zIyCGby0UVA4ZQuuCZFUhKkHXklxTZv4UIraGu3PIUVzi8utCphtWzlCrvqQx+yV1o6bdcT++3FbfKWHRSpDeGpcbcuebJyhiCWnoxlLtVCYT5QPN825qesLjVst+1++ohxpOeKRO3WS5RD2ov28K5d9vA3vmmVdfV21dvuiDxYdynvYMt+K9UeuIX5ebI7ZOzte8Wa5fanv3SnNTTWWF5hvq2SrTWL5tq1a5bYX/z7vbZ1b4vtE+mb1MLboUF5ihfk2+WXXmq33/Z6KypWmzSOHE6UQo4yL5hHzDHyOWfPXeYBc5c5w/zlHhnmIbqYL/4skYc+5NwG8xk5ZBgf8pFjbjHfmHfopC3o4uC5wiYJfdTHPnXwEEY+pIBAQCAgcCYIBOL2TNALdY8gUKqZ9L8uj9vPrza7a3tKLzfMtml1OkSJJ0IrX1Efs7cpRNFPLdY/eJmFU14czgGBgEBAYNoQ+PbutP3FCynb03ciE5kPrHmK5PQevZy9c0U8p3vknchyKAsIBARODQH2pU0/94VTq3Qi6a7derGxRxtZLjqRVCgLCAQEzgIELtPvia9vz/qRMd6m180/9gXZ7QtitkJ7Pb6s3yRnmiBZAnF7piiG+gGBcxeBCnFG3Tn0kmWv3YMDmT25ZxqVQxO8bbHflIlKOtNNmZX2IJMge7KJUQgeJ3k4Qwj5AYlEHkQSB4my7DzPhzDyeg4u9cl3Qol86no+7XCiinySl9FWrjm8DuXYcFvkc49+rp3c9Tx0UMa9y/rZdbsscuRx72Wul7Njhm0SZwgzEkSaKsmrdMxKFyywqoWLrEoeqaMiE7u2v2Kp7h4bFfnd0dxso7jPy+O3d99ea9+6XWe9wBTB6OGL8ZDV/xGJySn7W4QTn1Ge/hxzT0PAlrMSoxWRwFIWIQtWkeKjY4Csy/uZuq6XvWOpctX7329rbrjeOh/9ke2/V4R0837r27nbmu+736qXLLZ169fZbzTMtZ5vPGuPbd4feelGNqksu9GBYlqi+7jI1pjIyrg8YlvK1timwW6b33PQ1nbsi7x7I1H9mStP3wPlZbZbpOneTVvsqbvvtoYli23x2jV2113/ZomRIXv/7TfaqkXz7Ivfe9B6RYp/6I5brbqmwvJEkicHhqylrdvyZGepZP7gE++0P/n6PdbV1a59bUft4x/9mJWUldh1115r6y+80PDKhgD1OcvcZj5kk6KEPYZAdeLWnw3kfNGBz1meNeR8XlKXRQJuw/uJPeSYT8xZyt0GZdwzb10OWe7R54sifP460YudkAICAYGAwJkgICotpIBA7hCYrxA7v35RXIe+OOm7ED9GhrVMvbwgZnPk0UZUkpACAgGBgMBMIUAEgN94ImXf2pn9M+jE1g/oc+uzG9P2uS1Ju3NlzH7tQoWgCgtNTgxaKA0IzCAC6cf/Irek7Xjb01v/y2JXf2oGexJMBQQCAqeDAFut/NoTehk64Z/2W+Ydq42fHa+fbyJuj80/nbtHFXK5X15qLFYNKSAQEJh9CNQWxmxf34QPnTOAAU0sCPmIfmvMdDo0+Op+NIVQydM6DE4iQfQ4mQPBBEHEvpleDuFDHt5/yDkhRR4hlamPfHd3d0QqIYdXIPkkznj6oY+EhyLl1IXAotx1UhfCCd1ONJHHPTIkr+v35EGOYQM5DogrztSF6CI5qeVhoLHrZJu32ftMGaFl0cE1faPv3j7ywMrtRgb0ByKN9iFLP9B3xK7aEvU3b771C9PqxYusULJxyYyIqO6RjRh7rfb22UO/9ds2cvhwxGdCr0K0giYhf4Ex29He8yBVaZeHNI7I2fGGUcb3E3/K/BwVQ8KOy7H/rl/7ebwosk8bONIimZdcfbWtu/31Om63zlWrrLCi0nb81/esd88ea37oEatet85WNDba4rpa+9CNy6z5cLftatNLjcwwutrMWe2Oy6uVI1ZQKIJXAZrTQ7Zx8VURcdsw2GX1UWjlzJwqKSmy265aY9s1l7bv2GvPPvyQXXHHW2zrrh22efMWq5HX8kff90ZFMNP8UujrHzz2jC1cOM9KyrUaXiGR8YLetXevPbFpl120brmtXDDXfuUj77Itu/ZYrfY4vk5k9Otvv008etKqKiu1323GuxaClHnHvGCcmVvkgTtjSz5jzhk58l0ekpZ85KjLNXmUk+f56EOH3yPriwOow7xyXS4LiNjiQN4P7j0x77EVUkAgIBAQOFMEwk/PM0VwFtcf1MsLyIzjkbGUsQdu5uvGLAYqdD0gEBB4zRD4vWdOjbTNbijh0D63JW33Nyft76+P29rqo1/Gs+XCdUAgIDBzCKSf/FuRtv88LQYj4vaqX9LXlvBDe1oADkoDAjlCgN8ei+Qdtqs3o7Bei0Nb5UE2WajP/BwtvGJB6kMH0nbHwvBdIEfDGNQEBM4pBOaJ2Hy+PbdNvvs1Im5bxOdMTJN9fk6UCfenhwBeeBCKkEMQQRA6kFAQkeQ54YR2yErunQBFHjknn5wcgugkz+tDXkIsZZNYEFJObKGHutQj0YbstlAXXa7P24c+7Hib0Od1I0X6Q5u9T9k2qIs+ysj3frgNbwv6vX3IIkdd2pBtN7st5JOQd8w4k9DHQVmZCDT2h430jRPheeprXLoL1LaRri5ruvJKa37wR5YQkSmDClcsHbRXR0TQij6FboWMZf9ZQhnLdziyxV+unXjlDImL4JFr7pXIz5DCGXIYCWQEaZSi6yNXXKBdBLFCEOdpj96GxYujvlSvWmmrPviBKMzx9ru+YX37mu3lr37VGi5cZ41X1Nj6BTU2b0mjtSTbtY+wtCokNOSvKmtfW/ou0lZYxDQnGM/IjjBKpUfsvhW32NzuFqs8sMnyI5JZ5KRwqBe2N3zsp23jc5usubnV4s0vWXlNndUXEIK7worFYNcU5dv8hipb2jTH5tRURaQtnausLLOCRNqG+7vsj/7hK/YL73uHXXPHO+1XfvmX7Z8+/wVrqK21IrUlX0fR+FxiYQCLCRhDSFDGkzEk+ZhzzzWLE6KxLiuLZJgbHJQzJ3wukOf6OPsCCOZjthxlzEHKSdgnUR855iUyfjCPs/VRzvOIXhIYUzekgEBAICBwOggE4vZ0UJvldboUieRTj6fswf2ZLxq5gIMXMIQn/eiquP3cqvCPWi4wDToCArMdgUcPpu1fte/2mabtPWbvui9lX7k5blc2hM+nM8Uz1A8InC4C6af+3tJP/8PpVj95vb4Ws5bnFRPs0pPLBomAQEDgNUXgs9fG7TefTNtLXWn731pcxb/Ok3nDQujmKuEdF4jbXKEZ9AQEzi0EFk9DKOGnDqetQ9FdazJOijMGyMRQyXlar9aY4bxmrA2zxRCkLZ6mhPGFnCRBJOHFhxcphCmkj+cRphWSx8km6nnIVpeDBEaOA3IIggo59DkpCnkEYYQdJ2WpTx33IKRtXpf63GPX87DDNQf56KM+9+jAFmcOkrcFPd428rCLfvK8LfTR5ajLNbLePu7pAwkSjfrYRRc40hYOyjjI55zdFsqph81s4gy5EfKxIdKtuKZGe92WRXveYu8ogcodZKtyokz9gYCTXn8jQDaJe645s/wzQ9BmrnUblZEvSvHINXdRP8bLkaMe2tGD3Uin7HVu3myb7/p3u+ZTv2RF8kqtWrbMVvz0O6P62+/6pvXt3mcb/ubv7Oa//azNr66z162aY09u7xZBC9kpLdIRtTUpmlkkcGx8PFV4bEoU2P1L5Xnb12ZLuw9GZUl5zebliUjX+Fxzw1U2KC/lmK61S7M1/o8PWkd3v1WK3ATLtUsXWqn2ES6SvONBp666aJkV58Vspfa5bZQ3btW8Jrth/hJbvmKl8MoQm4whY0xivHxhAfkkyjj8+SCPeck88bnh9ZgHLu91fX6ijwNZr0uZ60MnZX5wn/3sIsc988rtog85J3FdB+PLc4RsmeZYSAGBgEBA4FQRSPy+0qlWCvKzF4E+fSd73wMpe0I/MnKZ0NYj3Y+IaBnVP+zXz/GvQrm0EnQFBAICswmBT/44bS05emE7os+l7+1N283zYnqxET6fZtM8Cn09SxA48LSl7//N4zcm8pLNwXeTskaLNV19fDvZJT3aP2rLt+SC82VLP/5nln7ysxa75CN6SxPWRWbDFK4DAtOBwNySmL1racwu14KqG/S7YX4pL9lebeku7YW7c9wz99Wlp5azv9/s51frxeIkdk5NU5AOCAQEzjUEDg9lQhvnst18a1lWEbN1NTP7ofID/aZ5ru1oTxbIoexjWkAfUm4RgLSBdPUwvxCGEVGnfLwJISc5SJQhh7zLceYe0gcCEiKJaydu0eX1J+qjDE9EdLpN9FGXPCdgs/Why2WpC/lFOXnYhoB28pU8b192/yCwqOtELcQWepHBNnU40Oc2sEM9b8tEfW7X+4ptZOgzujxx78RvNlbeFvJILhf1Tff9zfvs4NPP2HB3b0RqqsORXPSlwq/JkbcJ9Gf2r43jP7mUZAhY5L2Vfh3pAMPxMkharsn3w3XjNJsv8jTZ0qKgQDGrXb3aEiIOi+WpWqrwyGl9KenZvsv6Dh60wY52W3jVFdZlefbCgS7rJkwiX1ogKjk0HlxPntQ3EbexgmKrFmnb2N9hhUm9pJV82YJ6m3vxqoiohOTMF0lZpKOxtsoWzqmzihJ5jo8MW01Vpc2tr7HSYpGp2DmCn2SVv6xprtUtWGrpqrlWXlVtdfX1VipCk/DVjCVjy1xgzHx+YI+xY8w5fB4gx3jzjDCHnHz1Z47xRQadLocNJ3TRz5zEFkQrsuhhflCXRD7lyFFGXddHfa5dH21zOYhd2kzdHu2rjH1kfTHC5PiH3IBAQCAg8GoEAnH7akxCznEQ4N/8n3koZRvao68Zx5E68+ynWk1fAmJ2Rb1/VTlznUFDQCAgMLsQwEv2T5/3n0i56fuY1LHH3XsuCHve5gbRoCUgMHUE0nt+ZLb74ckrFNdabPmbFSt1y+Tlp5Lbs89i6z+olxSZFd8nqpp+6Hcs/cK/mnXuMBsRM5QaE3H7Uf3Kn2HXmRM1MpQFBM5jBPL1TnBJ+Yl/L3z+pbQdzuEirsv1+2TxSWyex5CHrgUEZi0C+SJMvpKDSD4TAUzq1cpPLT7x59jEOmd6/42d6WP2/oY4ZiFMSLlHAKIIEogzRA7kknvrQUCR5955Tu5AICFHPjJOQFGPMs+jtS4HQeQ2qOeEqZNcbgNiCQLJbWDf9XlbKPO2kMc9B8SVE1ro9zzqI+d51HU57JKy9SGHPHm02cmv7Dy3y5k2uz63QX89j3agw+2i0/vrNmgDMiSXi+yqbr72ed3z8CM2Alk9kPnCgI6U5KkR4zeB2pwcVuhBbCmPw980iNqO9sElZLKo7+ga2g9KPnMoTxVGj5QhA1GbCcGcoQglrBTZ0zn7aUwzBjpKu3qse3+zjQmPmhUrLF/heIvr6jLkrbR1bdxiA4cOq40xW3HVZdpOImmb9naOk9EoHdc6jgP2jkmUp7VIIL/YBgtL7MKDm6wkKQ9w6StWCOQ5l6yxhOalJ7SpSLywCGrtiasBkStqieUzNyJd9GY8scA2Rshn9bmkSvqrFLlZ5ao/LFyZQ8wvxptxgXz1uetn5gFj5+PIGf4qzL4AAEAASURBVLLU52U0Zho3J099Xroc84W8bDn0kXwuOWmLHPWQdUKWew4SNpDxNlM/u33Z+rwessxLfyYiReFPQCAgEBA4CQKBuD0JQKE4gwBesB97JGWPH8r6x3cawXlM5Ei9vNouquXrQEgBgYBAQODUEPj6K2n78TR8XnXruz373OF5G1JAICAwgwgQxviVHxxrsLQhIljjP/UVS2+W52u/XlacaRrRi4fiGovNuehYTdrnKSJnB7S6rHuPpff9xNLPfyUia7MFYxeK9C0oz84K1wGBgMBriMBfb0xZP29Oc5RK9A769U3hO0CO4AxqAgLnDAI12v4S4nYwm2XJQevx5MfbteDk68VyYC2j4l+2pu1A1j631zbG7PbwuZYzfCFqIKA4nGgkD5KVfTPJ4yAPMpZ9Mzk8kUdYVQge5CCPXIa9M9FLHnKuD90QSZzZk9Pl0Ike6mfro5ywrngAOrHENXU5Q4aiD/vsN4otrsnj2ut6P5FHzolk5NwGtt0G5dl9gzhDzvuHHAl99A15riG9sOty2EXW24ccCVxcn3s3QqLRd/R5fz2vRP0tUbvnXHyRxctKrXzRAiubO8dK58+zujWrrWrFcqu9+EIrqa+1UZHFA13dlhL5SDhjSFrIWw5/S8rZr0VVRolvDDi90mYITYjO6CBfehSYV+GCjx4ZP92jdYEkJYYUj9nCjm7r2LbVhuXFWbl8WRSeuASvVR2p/j5re3GTDba1WVFttS1Yv8b2dY5Yc6s8iRW6+EiS/WMSt+RhSHbiwmqstNyKhnptRetuS4+MWs265cJodTQWx9ZVPfbQHdYHinTECvRBOWmSXGzM+oZT1mGltm9M+yIXFltVeWk0p9h/N0/zi3H0sWQOMfaMOXnMAcacPO6ZD4w3cmDLuDPOyJHPtc9b7p1MRR9l1CPf9VGfum7X62KTeeo2OaOLuiR/XjyPtristwUb6Ccf2yEFBAICAYGpIhA+MaaK1CyWY3XYJ3+cisIYzyQMv/1USntVxe2dS/gmEVJAICAQEJg6AtMZGYB9cz+xWttgal/ukAICAYGZQSBWtfjIixC3GFvzLouteKvCdFSaHd7k2Wd8Tv/kLy297btaJq+4iKN6owqZO0ysVX8VcwIT8roNKSAQEDg7EOCJbddjnMv0w+a0/f9XZrxMcqk36AoIBATObgR4I9FUFtOetFP4LnAKXWE7locOpO2ti2buncehwWP7sECh5kPKDQKQPniDQs44oeMEE6QNpA6Hl3PtBKPLcSY/m1CCoKQO+ZCmkEboQ4Y8EvnIZeuDTHIbLgcR5aQU9alHQr/bgGTCBvfebuogSx1suN5sMo08DuSoSx2S20CX60OOurQZeySIYxIy2W1xG64HefKQ4aBNJHQ6BuRB0pFcH3kQx8hRLyqXTOOll1iFSFrI0dHOTjmeJq2outoG5VmZ1HiOdnbYw5/5IxtsbRMumdUbEK6eeKIyNF4mh3v8dTNPGkRv5leEy2TylTeOAbUiGfUpzWJR5ae0Hy3lOKaOpRUOWV0k/HBNR5dt+crXRN722sr3v9fmXHiRVa1caSt/9sMRJjt+cK/t/ea3bH5xmd2yeom1DY7aDoVNjhXq9b/0vyqRpa7ECzQ/wVLYDhXUWUvjUuvZ84xVqO+QuQL5VVUjfaPaqFset7HSqowiYJloR1UPdQ3aC/v67Et7R6y7oM/WL26wxQ3lduHCaqtIJK2hojgzb8bnNcYSslukueZj3C9P3Mj7WPOEcfZxp5w54XmEMSaP+cRYZ8s5Eez5nCH1SZXaP7i7uzvSg1z2c4LcRH3Yy9bnOtHHNYsZ8OJFjrnrzwNzl/KQAgIBgYDAyRAIxO3JEJrl5fwb/utPpIx9UGY6YfFXf5KyMsVBCytAZxr9YC8gcG4jsK1r+j6zeMHy3T1p7XMXvmyf27MktP6cQqBqqX696+WPQnYdSf2HzKq1T1LkiZvDZx7C9vDGI2amdFGxwCCSTeeQAgIBgbMDgS69SxzL4UcDvWrTx8OzbemwpcvZMcShFQGBGUNgU2faXpymLaPu3jezxO3E8PHzM1zZjGF5PhuCKIWocfIUwhBvPUK/QiRBGkLi4IkHwevEJXnIEW7VvQDBCRkOiCfqQ/Zwjz5seL4TxpQ7OYQNdJKHftpCHofbdX3YdeILWfqBHc7Uww66qEsd8pCjreRzTfuwTT2XJY+6tM/bQh4HeejDhhPB3g/67m2m3A/skbhHH2fkaJPLUO4YcsYGCZvZclxTzllKLAZ5LEKteunSKG9MulMKxUt44KQIvaU332wHntmgNZ1a1Jm1pQotyv6qkX2N3VfdQ2piG7u6jiMgW3mQeYUFRCu24sYGG1V44aj9g9onubfPeiWTBO9YyhqkdevX/s36FRp50R1vthVveqNVrVplq+78WUzaznvus/jX/tWufvcHbMfShTYs9nd/x0AU9jhqESSszItmF6stXBI61E/CItM2S43atoVrrPmVJls/qi8+KqOtURnnKCGnBasqT49B3vZExVaoyENH8MnIJlWncyxuf7U5Yc93aM/YVKs9urHF6mtLbV5VidVUF9ub182zm1c12MK6Mitgfmm8ksI/pbb2dXapx1pwAGGr/JTGPm+cWGV/XMhcxpfEfGAe+ngz/7hnbvnzghx54Ovzh3nAcwERy7U/wz5XqctBmc9NrskjUQ99PBvkk6jrzxX5JGR4RkjUCSkgEBAICJwIgUDcngidUGa/90zKvqU9UF6rxMuW//Foyr58S9xumJP5x++1akuwGxAICJw7CEx8IZHrlrMyPhC3uUY16AsInAABXgDUrjyWUI28YFXn0IsnqDiFokKtsh7WxthTTZKPLbrRbPHNFhNxTGhlxVWbau0gFxAICMwQApCs05HuEclyhfa6DSkgEBCYPQh8fsv0vRN5cL9CcYqsmYlwyWz7MpRxGDwyeAvKjlyGizNEALIHchbyFvIGMrG3tzciayCOSMhAlLJ3JqQPZwgeyFjkXQ5yCDlIHieXIJvwJoT84Uwij7rIoQ+PQcgi35sTGdqCXvRBeGKP5HYhNznQ6zacfEUO0snbTFtI2KANToxig2vsZreZ/iKHfZelna7PiS7kwAoZZB0/5Oif20UOfJFDhpSn9g2PY0WfyOeM3ex+0Dfahz4n3LDvWLk+CDXqYptUVl5m5U1NIguLbIR9cEXwIZv9qUBLsu+jivoTkyyes0eIT5GlUH358qgtlO2i0TGrXrUyCtFcuXCBVa9cYYUNDVZQkwnPvH/zZus+eNDa9u2zrv37ra+tw/Z191hjXsx2332vDew/YO3PPWeXffKTVrpoUeR5q8Gxnd+/20ZTX7O3vemnLLlynT27t8/2a0VbTI4xUUsjknbcY3scR28z7R0trLSOkkob01iVVJdbXARv1AcX4izv49SwIhNp197RIc1f7VdbVNxnqbI6EawiKuPUEbWt7u/tHLPWYc33tOaP7uP6wGvrHbLWzgEr3q+Q3OlRW1mVtsKkxlqhnUc6Oq1z2zbb9/DDNjaatFKFf45p/Njbt27pEqueP98KtMdvycKFCtUsL3fNC2Ymc4/xZfwZY5/jjCX3nsf8Yb45oYocdZFj/jHfkM3Wx5j780u+L4AACuYZ85LngoQ+8phb1HN95NE+n+d45YYUEAgIBASOh0Agbo+HTMi3P3shZV/aNtlXj5kFB++2j2t/3bteF7fL6vg6FFJAICAQEDgxAhNfSJxY+tRLD08IMXbqGkKNgEBA4FQRiM252NLZnrD+kqFr16mqOkY+/tN3Werbd5oNtB2Tf+RGK96tbpXFFlxnscU3mc25NGsl+RGpcBEQCAicZQi0DU3P7xiI29/Vx0BIAYGAwOxA4KC2b/zeNEYgYx/uR1rSdtv86X/XMTFMMiPYFEIl53QiezhVJxYhcJw0whBkDwQtZI4TSZA6yDlhSZnLcg2h6ol7dFDXvUy55yC5PPbJQy+y5HMmDzuc0cvBNeXeZrdHvst5GTYoRwdn2oDeKKkJXsfPrt91OinG2fuQfY0e6joxBtHlupzY5qxMJC2P/V+hTEUQspcs7aTP1EEOuxzoIaGXvvo1cpQh6xjQLuSiPF0n5bFaLqKwYe062/nII2q3vJKlMy3y9YiXKu1BL4fagoU0bVN+Sr8lRvMLFU5ZHpmyVaK8GpGzc0XSzr32Gqtbu8ZqdeTLo3RMdjkPdnRYX0uLzXv726Uuac3PPGPtbe324FOb7PnmTiuRl2tjd6u1H2i3Q/c/Yp1bt9klv/wpq12xwlZ+8AOW19Bo2776dZuz8Rn76LtW2pzSGnt8d69tbRPxn493MSs4aC84Tkhqf0ptbK6eZ6k9z8rTVV6o7JMrkvmYpDDJMXndDmp67h5I2MNtCvOtPl9Ve8gWNFRYiUjM0hKFMJaNl7u1v+2IRkpYOmaMWyIRt4sXVdrr1tbZgmr2mZXnuTYT72luto3/8kXr2rXbRhQWOikiPV8EOuMV1/NSVFVp9RdeaBUXLLXFt94sMvcCKxeRO6J5xdgQ4hrZbKKVcWWMfXEC48vcI2XLIQMJ64sisuWQ53lmnqEPgh+yFjIWe5ypzxz0BQE835DE2GBe+ZxGFhvkhxQQCAgEBCZDIBC3k6ES8uxzWlH6d5sm+Qf8NcJmQP+WfvihlH3z9XFbW81XoJACAgGBgMCrEfjJofSM7MddVRA+h16NfsgJCEwzAvO1seSLXz1qJJ7ZNyvd13I071SvIGWrllj8js9Z6rsflxtKl1n5PIvVrzGrXyuS9iKLNV4kd4bgjnKq0Ab5gMBrjcB0edzKacVe0pYMq6vCd4HXeoyD/YDATCDwxW0iqY7yZtNikgUhM0LcioTOTnLaszmZLU6zs8P1GSLAfpaQOByeIHnIdw9TSB3IHfIgeignkQcRxJl85CB+3DOPPMgi5PHuhfghj4QcdbGRTRbhQco9dWgT19j1BIFEGTbcLuQUctSFWKIcu+RBTmfrK5KuonGbY8NDlqc9Ptkn1veTpW5PT0/UVtrnRJUT2r7HKP1wL0jsIkt7IeooK1d/o31fRcxRNyXf1Rdah6Q33yoVc3hAq7erigtsXnWFiDUe2swYeH/du9Ix9b75WNFO8lyOthQofDH7rM5dt94u/eidNu/Ky6xfpOqYiL2+9i4baN5jI0MKaV1QHJGOyYF+a0/Lszev2JIalt7yOhsuqbKBQu1B3NdtVx7YaIua5th67U/beOmlVi6P0eKaauvYscMOP/64tW9+ydo2brThzm6RuEMW04dPTORmSV2N9eh6z/xLbePqd2sviBFTcF5LyNN17UuP2pyWXdb2O39gq95+hy279WZb/pY3yXt3uQ3KI3fp8iZrShTZ5WVD9sDWAWsf7LOtg4UKx5xv3UmFwdZZdLxPB8GWtlFtUQMB2t8wxwbLKqx3ZCyyly+M4Mkj4ldesgNjSdspXV86VGP3dVRa10jcVikc8rzmUXt9/ZAtqTdj64qX+vKtL79AnrvUlYKkvKp1WtFYaresb7A3rJuvOaZQ4PKuTRakrbSu3tZ+5CM20NVpwyKs0yJKR+Rp3L17Z+T13H+wxXZ8/x4rqqu2vQ88aFUXLLW173iHlS1ZbNUXXCAZhRPX/GFfYBJjyxziYD4wzyFkyfcyf14pYw74cwRZSz3yva6Tr35PmS9ScD3Zdt0GNknUY66RH1JAICAQEDgeAoG4PR4yszj/a6+k7Y82ZP2jfZZg0aMFch96MGX/cVvCLsjsHX+WtCw0IyAQEDgbEPjRwbR9UJ8RM5EurpsJK8FGQCAgkI1ArOlqvazRau9ohbhKfP+k43nKZlc+3jVhjgnj1bDe4h99XC8R9GUjP+w3dDy4Qn5A4FxCQO8Npy3d32wibqdNfVAcEAgInCUI9Gl7zK/r/ch0p/ua5R0oM3gMTmdqUZTX7ARpO902s+3NpmsniSApIXS4d8ISQggCB9LViSPIHr+HBCIfYod85J344doJH65JThQjgw1sUc+JYvS5fexCGnldJ5mQIQ85J3WRK5A+Enp5EryutxvPzBF5hva0t4lw3Bx5ZhYpZO/cG2+0POlCH4eTvZCxJEhdEjbRiQwJYhYqq1hy3pZka6sl1O72PXvkmbo2IuTyCwptV+eg/csL+21H+7CVFMatUoTfqvpyW9eRsjtWNkhOxBj29ZsBzEhuH5tFRRDSGVIc6/kKB0wdbzPevHHGQnvA9stjdu7tb7K662+w7fvbbCQtolsLQF94fqv1DAzLo7bA9rZ1W2vXoLWPxq2tuNoK5Ck7Ku/WwYpGS7QftKubn7IlK+rslg+/R6TqSssrLdM8GLMXPv95O/zMc9by1FM21NopclO4E0JXQDTdcrMV1yt0cmWFrZ43x/am59izfbXW1Seb/BYS/k8uWGPFB16xbduftaUPvWBXvrjJbviNX7P5V15pecIRjIsHu62mvMduXtFve/uT1jY6YAP6fPurfRW2dbg0IsEjgMb/pBTqeOv8tRavqLTH8tbamt1j1iR8V5eM2OKKzCKAVLzQdlu1ffFwkd3XWW4HR4Wx9uB9fiDftgyl7Cfysq1r1v69GoPtIm6tTKQpkwjGVq9tGsvz7cZ1DfYLt6+yiiKFKhZpyzSIPKDV37w1inikPrJH7piI25S8cUcGh6zn8CHrESHdqxDShzc8bz07d1nrS1vt3sc/bQtfd4vNv/xyW/HGN4hwF3Er0pu5igctY16p/Yp9ztNVypgbzG+uJy6oQL6rq+vIogN/NqnLPPFFB/7M+Jz1BRX+nFBOXdrg3rzMRfJCCggEBAICx0MgfEIcD5lZmv/t3Wn77adnhvg4HYhZOf/+B5L2n7cnFNLndDSEOgGBgMD5isBd2/kVMDPp7Yum+a3KzHQjWAkInFsIsBetwiXbwWcz7daP+Cj5Xren05ui6qO1ePkRD6TtUUDCVUDg3EagfZpCJYPKgwfS9ovrwneBc3uGhNYHBE6OwL/vSFuvyI3pTp1aaPKEIgddN2d6P1daJnjcLhCREtL0IuBheiF0IG04CJeKx6h7/EEkkceBnJOo3EMkoQMCiLrUIZ97J4K8rtejjDxsQIJBPqGXew7kkIFcIrn3oOcPq86IiDK8K0dppzxP8RPs15n9ZONVVSIX8+3w8yLNFMr2kMIHj+7ZayOdnQppO2QV8kotEDHbKAKNGYZ+QstyOFE7Ki9GbOBNS5/ydE5BdPb2aI2mQt2qfODAfhs8dNhaHnvMxuR1GSsusYG3vNmWvOmNsGZWVZq29XPK7ck9fdbaJh15cXt035CtqOuzF1sH7Rcum2uFwq5I/UhDnutMeN6YQgGLeoxCII9xLbJxQKThkPZpK00mrH1gxFr7tT+pPGkPKPxfv1xnewbHbEeXSENtSD04lrYWreoY1nkw1Shs4jbWO2ZjRXMsOUdcqsIBp9Vn1kngeZzWvsMLxFdfs3ahvf2O91qZ9ssdUvjfA08/FYUzPvTsBhsS+Q1pPefaq6xq8UJret2tkRx76xbX1mptaSbU8+rt7Vb64xbrImqQSF9ZMD6ixuYstU3zVtie/S/b5sSodW/vtJualtmaChHgIz2WattrpUOdcumO2YVViYiE39ubtHWFA7Z1SCS6bKPLE+GZW5vW2MPJ1VbYlbT7OxXyOTlk15UP2pKSUXtdjebXWL7d01xl93cU2sEhEbNxZgmhoTXX5Mk7JNw6xvT7ilmgOc5/YtJ1qcUBRQlbv6DKPn3baqsszSwOKBJBPipP2TaFhe5u3m/F1VU2JqIW0rpm2TJLCYNizau69ettbM0aG9EcH33bW61X3twHnnzS2re9bHsffcw6Nm9REKUuW/++91lD0/zouYGc5fkhMfeZh75Qwp8D5r8fPC/I8WxCsFKXOuQj788uMqTscreDTX92/dniDEnMGTn0YYPnnOQEcHQT/gQEAgKzHoFA3M76KXAUAFZ5/vLj7GVwNO9svGKPmYi8ledtfXi/ejYOUWhTQOA1QWBP78yYJVz7RbXhJcfMoB2sBASORSC25FZLO3E73K3V2npBkDwDt7rCEAL5WITDXUDg/EFADjjTlp5tTRu/SeYejTQ5bbaC4oBAQOC1QQAP2H/ZOnOL2u9WuOTpJm4n7nEbFsNP/9yCoIHwwcsOkgayhtDEED++vyYyTrJCBBGSGHIIOWSQJaGHMidfyUOOeydqnXCCCPIQr90iDiGL0OcEKnUhlWgXeW4jIRuDkkMn+4ym9jXbwCuvWLs8G5Nqe+GcxsjjdUwkbb/ItYEdOy0l2ZQINsg5yNHeFzday9PPWJH2hS2urxcBKsJY7clXW/ulu0D97df9iGwPyJu2WPcj8qDsP3jAekRgjuzdZ2Mi3obbWq3/5Z3SGbOk9EO+li9ZYmO33qoAOUXWUFZo1zZV2qaWXntwZ6/1CSZkN2qFQruI1q6+IXvX0mJbWC2PymF5c2qRZmps1A50ZGSLpaNLfOgLLX12sHvADsiL1RQieFBhlpt71SfpU49E1io0s0jahHSPqY98NmRoTnnzAiR/IGvTIlI1XmkOtTUiizXmhXJrX7ekwT5x+1VWXlFm3epf8/e/by//993Wume/PHNTtuyON1njdddavcIn165eLZ0Zb9+kxmZEY374xReFT4sNvbRLRSvF8IkhduNqaPQaVyR0z7yl1q29aL/UkW/3PbzX7lxZZreXdVnlQKvFiCxEJRGnUm+V4loXlmgf2G4tGkgXRYQrPY6SdEGgk4aVpaUC0QLX+/tKrVCk9j3tY1aW1FwcU+julLydtVd2vvqJB3++PGoJY10kb9cR1S3X+oBCXZPy5E2MB+1cEcqfvmWJKWCz5l/GK5a5P6zFAbvuvc92fvt7lta8gcAvVOjtAu1pm5AXcsWSJSKya6xs0UKrX7XS8uXJWjtfoaDf/355fXfYqttvt4ObNll3Z5e1d3XbiMa8tKRYJO9QFPKa+ckzyGICnhl/XsjjnmeE54y28FzyHJEPucq9P6s8h1yTeLZ4hnhmSOhC3vOQI8/rIuf6kecefTyDPJPujU5ZSAGBgMDsRiAQt7N7/I/0/sctaft/HtXeLeP/Rh8pOEsvdoug+cCDKfvWbXGryiwSPEtbGpoVEAgIzBQCJZlIUdNu7peCh820YxwMBASOh0BE3D7+51Fxune/9n3K/EA+nvzJ8mN5gXU5GUahPCBwriLQcWYfDyfsNj+Z/nNX2n5hbfTW9ISyoTAgEBA4NxH4wd60NffPXNt/qIX0f3jFOBczTWYPTQiVHIjbaQJ6glqIGIgaiBkniiB1IHPIJ4/EGcLH8zh7oi737sGHHIlzNgHs8uhyWeohhw7XT5mXy7D2cU5F3rXD2r+1T/uKtj36Y+t/Zbv1iIBNdnSKmNXkyZPHooi0hMiyiJwUQRhTH0h4zkZJepLyJj38g7utSqFu8aBMaZ/YpLxX+1/eJjJu2EZEsOFZOypybWDvHhsWIRmXroHmA5aUPL1mT1NItiipfREWum9/boO8SV+JvC4JZbymodTesrreNukf/aFOkdyqEFc7D/aM2fe299i2tkGbX56wOSJ5h8VDHugRSSlitl8ett3iMSFhDw/Ii1n7xybEOo6mRiLqUqqjMyhH9KzagGx0N/5Pv38DgKAVuPKyHY3IWoGM4Ph4mtUU59s7Ll1oicpq2ynSc9tTm+2HWzqspXSF2coltuCaa2xg+UJbdv16SzNXRHL2icgeEom556GHreulbda6aaPw225tdU2WvuwdFr90nrjijJ3IGNcczDE1/vDQqHW1jNn/OtxhVSt77daaEeGqFh9ptFmVvF7fM09ez7Eu+2xLnUhWhdSWsiytkerMH+VSKO/kYcuzA/JMvr6pyt5xQZmy5CktDIoLtWezSEqcgRIifhsqCuxQ74j2P07Y/MpiGxAB2jc8ZkUFeTantMBKFR45NTJs7SLw8U4lLHda9UvmzrU5V11hgyLxu+VFOyYCdritLcK38ydPWUwhrvO0zzLtKVm0ICK6i+fOsQU332TVjQ1Wv/KdNpzIt4GIdB2KPHKrUvIal+fs4Ii8xStqtS+x5ktE3GZIY0hVSFqeEX+eIHAhbXlWeZ5YAEE7WezAs+PPM2cIX8hgnmlIWMhc7rMJYsogaclDH3so+4IKdKDTCWEP6Z01AOEyIBAQmIUIBOJ2Fg76xC4/15a2jz2SMi0iO6fS1q60/cyDKfv318etNMzkc2rsQmMDAtOBwHJFUX3q8HRoPqpzfU3M3rTQf+0czQ9XAYGAwAwhUL3UrKLJ5AJg1rXnqPft6ZrPy4TmOt3qoV5AICBw9iIwnXvc0utv7EiJuB1/UX32whBaFhAICJwmAp9/aXL64jTVnbQaYYyf17uZS+qm77fGROI2hEo+6bDkTIAQqBAzJEhIiBuIIYggv4f8gUByj7uIrByXZ49Y5EmQP8hRFzIIXZBOro8y8iBp8cjFtpPEkEVcY8PlJGxdW7dZ144d1rNxo3XremjfPu1d22p58kqFEExIT5QUjtjGRA7yn+xQ95gESSxyd3j3Htv+p39uJUuXRvuSpgYGFQ74oKVE6kLIjon8Svb0aZcS6YdshHRUu6BqKY+N9zVbNwRp37ZtNqiwyXii4h1cJrLweoXcbblo1P74sWZ5aEIwqm0iYfvkALuhdcTEkSosszwppZwRyDisCJ/xpkN0ahAy0QclQ7Y//RN6l92czLXaFJHYw5lQxhnS9mgtPFCLCjU+Iorv3dVlP9jRYduSF9j+RSU2uFT7EWuv3rj6XtOeb9/+znYTD2rXpw5b8RMPWPrxH1tff58NtXdG4zkiW8Xdrbao94A1d/dGJGcEP39oMGbVD7kGR5ejqZiNWIG2d0jaiuK0LS5VvndMohCsRA5ZVTpiFTHte5vKs/IiPGVjdqhHZCVjPUlKi+ReVFlg771ort20sMwKtJB2TJ7M6mK0lzF7Bw/09Vuf5vPiyjKFGi6OQmwPi7Qf1jwFd+ZzQYE80fsz8duZ08zXInnXrvvQBy1x589am8a6b1+zde3ebe0bN9mYQiIPHGixAe1tizs0iwF6tJ9vz4YXLVFRbrv/z7etoL7Wlrz1Dluso0ke393CaaCzzRJaJFAhLFP9lZqDh+QmW6n5oNDH2ruY58EP91Ln2SCP58gTzxcH+b7ogXKeU+SdkKU8+9lFJvtwfRP1U8f1u0w4BwQCArMbgUB3ze7xt5dEfn74Ia3qYWuEczA93562jzycsq/eElfojXOwA6HJAYGAQM4QOM7vipzpR9HvXMpP1JACAgGB1xKB2NxLLA1xq3Bf6bt/6cyaotXYIQUEAgLnJwKnEiq5Tu+NSW2n4KW7SxGANkwzyZJpVfgbEAgIzDQCTyscOu8aZjoRLnlaiduBY/sUPG5ndoSdzIGcgVCF7HHyFA87yCDKkIPoiYgs5XOPPAmylnzqkYcc9fDcI8/JIIgx14dOEmfykfM86g2LEBsRGfby3/+j2cCQiFPxYiLdEgoxmyiVd62I1aSI1xjhbiE5dS/D4wwnwYS5PvorGeIVorb/lZ0KpbxLxKbkYQkjN9bMHMRTNyKFqZdH+46dm1GDJ/yJ9Iqs23/3PdZw8cWW0B6opHp5b755WbV1an/dv32yRSF/RbjJVtQi6SfUL3u7jlOrUR3+HG3xxJsjIie+0DhEe9hC2uo6SvQnqytJeZ72y0vmmy+1256BlHWITR4U8Zkqro7aSCMIHXxoSPvmyht3674++67G46aXu2yFnJxXi2xMymM5pvDAedXVlldRasvWLrfN2jKmtVfjIXvMAezzX0xYRsQ35K0I1J68AvtRf7W9ofuw1eUr1HSB6qh94nRta9eYbdI74RcGCuVxrX1n82O2ur7QllcX2YM7emy/XhRHuiegUCwGfHF9ka2pL7Wa0mKR6HkiYPvlQXt0IUKJFgZAkjN3i7Q3cWbua66qnQnNv8LxfWPL5Q2dKROZSx3msshbiOA5l1xiscsui7y2k/J87ZOndq8WFLDvcrfOfVocMNwtMnf/fhtRyO0RSNpNW2yf7M29+morWLjQahRiuWC03/J7ZXc0bfmDnZYe7lFY58OWFDbp0lorjNfKLXqu+pqJxMSzwfPImbaBAc9VuUI1k9gzukdjxHPE8+hy3g9fKOHPostxdjy5Rs7148WLPAsq/NmMjIU/AYGAwKxGIBC3s3j4d/Yo3PADqSg8yFRgWKCVX59cG7dPPzm9rrmfuSJuXdpa4m82KVTLFEz95FDafl5hnr9wo1Y56TtISAGBgMDsQ+BbO9N21/asX0jTAMHN82J2baN+4YQUEAgIvLYI+IsRWjE2IebfqbZMK61DCggEBM5PBNr1EnSqiX/jL6+P2W+e4u+c7+2ZXpJlqu0PcgGBgEBuEfjclql/fuTS8j0ibn/rklxqPKqLHh2esDilSftShjTzCEC84p1HeFTIGghYPA59X1rIHA7KyXfiCFnqEboVHRA8lHFPSFe8BZ0sQpd7MZLHASlGHtdeF31pkVSlFyy1NZ/+NYuLhByV7v5DLQqBq7DNYvmSClU7JgJySPvaDogsEy1qSRFNw4cPiyTUfp4Qh9Jj7Ik6TiIys/CQTUcbwopcFJFImymHWIyIRt0fnYHjzxz1T5AI2TywZ68N9vVaQWVFRpfkF1UV29tX1lmPWNovPqcwXLDPJ9F1AjNTKmIP2LR72noN+hgl9SP6X2GLe0etR4RsKpEnglR9hlSO3l1K1sVVJyaifEgho9OF5fbgxe+wnsZFVhJvt5++bq31yDM0vWCRFdRUW0l/3B55sstatbevBiPixCPU1N+05gGvUSOCUPsCJ8pKbWcy3/7yQJV9tqTDCvTbp1AkdrM2BL77UL59sbXOBtNxG5K3bbUI2Y9d2GgXaE/gDQe056/aHW1am+lQ9Jc+w7O/5YJKm1smYpPx1DyEiHRiEts+P5nHzDcS5VxTxwlLz6cOfciXDPN0DByEFc9GgcjRMXnnluioWLggqg9hnq/8Di04GNF+yIXyXG7bvNkGmJMiuCvWrVVYZIUkllxhXAsdUoSEZkCwE7M8eQknxrTHbX+7hmCpwieLFM9TuGbZo43eZhY28Fz580J7aSvELjLIkyhHjn65LP3wPkfjITn3vM/ORx4CmDwOEvjxrJIoCykgEBCYnQgE4nZ2jrtWTpm9/wGFwpjwxf14cLxracz+8PK46d9lEbfHk8pN/s+uiL5y2Oub4vaLP07ZK90n1/vA/rT9z8dT9nfX6QtupvrJKwWJgEBA4JxHgJDpf7whrfA/Wb94pqlXv3FR+HCZJmiD2oDAKSGQVojknKV4+CqcMyyDooDAWYQA3wo6tRB0qukWEbd3aCuEu7bH7MVT8LL7iaLthRQQCAicXwjgTX+/3i+cbrq4Nnba3rrY3qbfNyurcv+7o13vfuTodyTx3mSutokMaeYRgKiBEGI/SwgdiFeuIXoga0leDiELQYRHXuQdq3tIWQgiEmfu0eFkGOSPk8AQsyRsosPJJTwGIZ0iglcyBfPmWcUiEYPKY2/QahG1ELeFqsdsZD/QQe1Lm5LHax7XEGbSNyI9Q61tpgZYQuFrB7RfLTIyZKMqMxFwY0ODllJ5jD1g8b7VkRoVqQZJp3xIXK4JORyFTIZgo3+QoBBt3I8n9tLt3bbNDj/yI6v84Ac8W2d5izZW2NvWWLSX7defF3mL1+m0vSBU25IiF2njeDujc4RWVrO4VPPZVzemOMWEcM4ma4+RVD/jeLAKBzxMn226UmNSYquuWGJ3XLrIDihE9LA8octHukRwqnvayxeP3ix4Mni5UghQhaZOyMtawYTt/9tRZn94QZ/2oY3Zpu6EfeFQrXUk8wQ1RGrK3rC0Rl60ZVH46dctrbJ9+iLVPcLYqM00Wx8g7EV8y5IyW1GREKmscdR87VebPMw3Y8U8ZN76/CYvmleS84UInsf8pC7J86iHHHPWSdQxzZ0heXEnEiNWprDI+Xp+BjT/II1LtSduke6rFjQpXHMyCtHM3soJkblpkbOJjv0icDXP1IfMH+ZVxpNW8aY1R4e0NzLP0ZDanVnYQB+wTzv82fO+0WaeG8ae9nl/6TMy3g/uPc+fTerRX55l5HhWXR8yrg+7yPFc85ng4dPpQUgBgYDA7EEgvK2aPWN9pKeQtZC2WkB10qRtC+xPropHLzJOKpxjgbXVMbv7TQn7zIaUfXmb/mE9SfquVryXKfTHn6q9IQUEAgLnLwK8cLi3OW1fk4ftYwcJCDT96cqGmLG/bUgBgYDAa49AbN5llj68MTcNCcRtbnAMWgICZxkCkLY4+Uwl8U73hjl60ajzH14es7f/cIoVpXyHQu+FFBAICJxfCPzzSwpjepqPNlHKvn5r3K7/bvKUFo9kI3j3PhNxm52Tm+uWwWM7xd6W8DEhvTYIOBEDWQuBA2HjpCqEEGRNRAqqeZyd+HF5v/fWe53se67RC/mDDRJyroPriNhVG2QgCmPLLIEcHRmUJ67Ki0X6RZ6KIhMLKqssXpOQd2OB1axfHxFnoyKnxHBZkerHRGgNyRZk3mhHp+WJOC2trrS2V3ZE4ZgJjywWzFLy4KVev/YdFbunsLUirESydb+8zVIi6EZ7+22sq9MKZDspnaPy9I3lF0TtIoRzUmFxe3fttgGdSxsaon7xhz5eNV9euOCp14Jfe+GQvDZFCFPmrwmjmyNVzuxCfc68jPAHafzst8LvSFLo31i++p/OeJ8eyZ9wAYEdE6mXgvgWwf3QbpF85a3CN21rRw5Z65591rrpFSvsb1Co3wUMqDSM25mkbxDhSWE8aOX2WEeh/WKqwO6o6rGvtVVZUUmRLVBYafkN24WNJXbNgnJbXldqw/KqvXxehT19oM+2tw7aiD4Q+4bVnuFRqy6J20UKpzy/MB0RnYm8sYjcZL5yMC8hPCEduWcsnPj0xQR0mXnJPESOeY8chC3XkJ3MWeYm+ZCbRxY2qE6vyGhfxIAcBwm77OHsiSULhfLSxcMWkl2KMlBFG/0eGSTNEXm2j8iu5h626QMJshm7PAe0nbZ432gbfWABBN63EK3kIUt9+p7dN+qS5xjQTxJ9c4KWeuijb+hz0pdy5LATUkAgIDC7EAjE7ewab/0DnAmPzErOk6Xr9QLjr6+J2xx9oX+tEvvW4un7unlp+5UnUqbvDCdMhEqtK0rZr1/k38pOKB4KAwIBgXMEgR59636sJW0/FGF7nw6i9sxketsi/2I/k1aDrYBAQGAyBGLX/KqI201mB56ZrHjqeRV62bH45qnLB8mAQEDgnEHg8ASC4kQNv0jecdWFGYlL62L2Fnne/vferJetJ6g8qPdueLHVhndpJ0ApFAUEzh0EWPTxH7um9vxP1qvfuiRuFVr8/oFlMfuHzaenh31uP7U+9789Dk1YuD8/hEmebAhnNA/yFqKHwxMEj+9DyzUHpI2HUoUsgkyCQPJwrV4Xoom6Xg85yKAK7RmKDvJJXpcz5ZBdlNMe9CNHmOOILBKJRIKMxes2T/Jl2ptTQpaUPeQKJFMsUsm9KiGaiglXq71A1Tkrmjsv8oKMiwAslmyh9mztl/fkgELc5klHueRGu7ttRGRVt8jYmDx2E5Bx8iYdbG+Xp2+fXFaHFbK5yxLKG+kfsK6DByypNozKAzSOZ63aCI60/ap55Vamd4nV2s/1axvbrG9QIaklMSr7OPyqCxHVKcpc/Yj+j/qTURJ1dzxz/HrSk8YGu3J9TUdt9XpS6MOpttB/EifC+0bkdVb+eK2jJ5XhdZuS52dKjaXN977YYrZzm12252mLP3yP9WiMRxbfZOnljVEbjlbOvpJtGiJ98JRJhZYeTJXYs+lC2zo81+5YWSOStsyu1AvffHnuQmyursqzVuE/KgKyYaTPPrRI+85eucK2HOy05s4Be2hnl62vLbRr5svjVfvU5Y+T6XkibyEimTsczBvOPreZp8wNZCAvs+U8n3HzOY5ctj7mKHMVIhOd6MOGk6f0GplovqoMcjRzj8euvM+rmzR/+q1gqFuEPoMvQETWWkIhJcFHeYm0vKfH9aCPNrpOCGauSbTTD+6xSZn31ftOHm2mja7Hdbou9JK4Ryc6kOEanDzfdUbC4U9AICAwqxAIxO2sGm6zVr1Y2NbNP0fHT+xV/5sXx+3jq/UP0vHFZrSEfafuf0vCfkP7Tv1QP2ROlB4PIctOBE8oCwi8Jgjw1L6ssF/NCtN+01z9+Mx87z1uW4gM8Fxb2p5tTduP9Uxv6tBK0RM/+sfVlYuCZRW50BJ0BAQCAjlBIFFgsVXvsPSZELe1Kyz+rm/ozdVruDotJ2AEJQGBgMBkCEwlspDXu2muX2XOH181deKWGgdFEtcWnS2/mo7tS7gLCAQETg2Br74iz6qMI9SpVZT0ZVr4Qch10odXxO1zW+SBdhq/X7Z0pm2veKqF8t7NZTo0YRH8ghAmOZfwnrYuJ4HwsoO4gayBzCJBUHmek6yQPZRD8EDoUJ99M0nIkOfXToS5HKQuibrYI1HHiWLksI9d7CBHOYl2qNAKdI8Mh5PE1KNNtAWbyEZt1L3vZ1s8TvKVjO/XWSpmNa56UV3IXPUhSd8aGy1fugpkW4oiYq1PRFyh7uMqJ/TxSF+/4U0Zl1xKRC4hfLEJ2RWRcGrbmrpi7XNaa3PlIdo+lNQhEljhilOSO9Qjb0ZxZsl0zPb0aE9YmRkcJZIX7xwy70HH0EeX1YeUBNjHd5wKjfCI/mh/31iByGK1KSUCOWL+1J4jSfU9Rfv9ioiN5WW8mz1/sjN9yBOJPjrSGY3DiNp0b0+Z9b7SZretXW+NFSW2eMFy26F+i5OWfZkeNxt5FssufSExJhGO9G1A3qMiLPvkUbth/4C9c3WDLastteL0qO3b02xf+97DtnfPHquoqrLnn99g737v++zKNQvsunn19m8b261DnkDXN5Xb4tpyKynUwgGNZaR/3A7zhbnImXwIfOYP84m88vLyKJ8y5g5zyOu7nM8tP6MvW4555frIx5sX3SxOcF2cOYqLiyL7iUStDSbWWV7fIXl2a7HBQLfFFD7ZCJ/MPreKwFSoNmqSRfqwQVujOR+hmCFXaTPtRDe2sZv9jHn48ez2UR05f1a8bZx9ocS4iehZoC72vW+caQvPSUgBgYDA7EMgPPmzbMyb9D3tM1fE7beeyvoykYUBe6n83XXaG2Ia9lTJMnNalzX6XvmFG+P2b/Kq/f1nFVJjkh9UWvxlf3n1SRih07IeKgUEAgKngwA/dv5Rq82//HLKDo+/LLhtfsy+cNPR/agPavU3e9Vu6hBBqxcVG0XS7tPLirMpLakIL2TPpvEIbQkIxJa/2dKP/YnZyBRCiEwGV/vLlvrORyz+1n/Wj/SwMmMyiEJeQOBcRmCnttWbamKBaHa6rD6mCD5mLCKbSuI7y7rqqUgGmYBAQOBsRmBEBMiXtk3+nmQq7f69y45+lswTj/aGBTH7wRS99yfqx+v257WQPpepZSCLRZLiphwTw7ls62zVRXhUCBqIHs5467nHHoQRZCr3yDlxRD4ehuRBNFGXMmRdH7rI454DYsjtQHZ6aFrySegjz+thAzk8MSEBsQHxRFs8TK17CHKPDexTn0QZHpQxztJFfeSGabNs4gWJ7IhsEkI5qTKIS+RoxwgelCIJ2ceUfuRpf9URkYLMaIhk+u1YJaQHcg7yc35Fkd2xtNxG03Grriy3YRGdHb0Dkh22AnmZdo6J1B0mDPCItXbKI1XvGMfi2tdUBGuXQkUTHviwMuOxPOP148E+7ceqD4oiedoOjqWtU2RwkezHFQK5W3ukJkSI5muv2OFRLdpQeZ72s+V9iJonvESlChP28RUznXGSOdEjLk/eRKnIbJHUeAaPqA2b3vQRe8eKtF0rMrVta6dt2NSrMRkTiZqw+nKRlHoVWqj45+0DCh+cimu/15R1K7xxFy9PRf5yn9I+rmmRzFsVFvgPfzhqv3vbBVYrgviH3/62texvtr27d9uHPv5xEY1ltm/3rmjc7tndb4/sli115sYldRorgivTr8xCA8bJD+YF+cwZn2OMGfkk8rlH3uUYO8qz5VyGOpRBaLoXrs8rdLAAAZ3oQo45zHzz66i+iNl4UYmlK1aYpoLFRwYtWVZnY+3a+1bNyi+rked0sTH7nTilHm3wuY8tt4tNbJBHObaY79jmHjnykPM2I0vijBy6vb+Q044lZdRFj5PC1CEPGZ5NrikLKSAQEDj/EQjE7fk/xq/q4c8sj1nHUNz+4sWjP0r4J/SjWl3+/8rTlvDEJ0r7PngSgRNVzkHZ+xV26JrGhP3ij1P2fDtfFzKpTAsBv3pr3JaG968OSTgHBGYMge16QfqMvGNfEvHKam6ezPl6YfF8u9nTys9O9+1P25vvTlmx/gXaJsJ2psMeZ7dlKtdLys14+RJSQCAgcBYhgKcs4a3OJLU8b6lv32nxt39Jv9IVyi2kgEBA4LxBgEVgU0mENL1YoZKzE3fXacuY7+yemg69ywwpIBAQOA8Q+E8981NdsDGxu29fHLNL5HGbnT628vSJ2+/uyT1xO9HjtimESs4ertf82gkdwhuTIH8gQCEuIWo4kIG4gfSE9EEWosfzIIlIkD54/yEHweR5rg+dJGzgFen1XM6JW2yQ0IFnI2fX521Bp7cHeeTQRx5tpi3o43ACijzCM6ML0g5CijJ0cc81CeKLPpKHPrkeRm0mD330nYQ+6pKHzfi4tyR9S2tv2Xy1Kzk8aMWSq5WHrDSJDUxZY5m8N0WAdXT1WLq2IvIiHUvI81k6CuWF2tOnkMwSLitR6GIRp/s7emxAJO+ASNkBEaP9In47FfI5of1nB0dE2ArqQ3LlHR5Se0Vyton07RExXCqSuGtoVPtep6y8KGFtyOApy0a8x35s0LIoRXvdiqyMyV5aJGtKbRocjdm3ba6tKaqw61cVWlVVuVWXKjy25BqqSqxB0T+6+oZkU+9aRPp2ydN4W0un7ewYtMd2dlhv36i194swZ15ojJ5/ecg+o/H6yNp827Frt3UcPmTVdfW2atUqW7x4SRQa+/7tHfZSl0IXj47YBy+cY9oBV06qIvHHG84cYnx8Lk425swLDsYQOWQ4GD/mC2PnY85YMj8ZO/J8DnKPHOXkuRzziGu8UsmnLcwDrrHhzxF5lOGZmxJ+g8mYDcdLFEY6ZaUVVYb/OfppH+3EQxb7XFMXPegkDz3eZm8j97Sbgzx/tryu4+L60MWBHHWoz7XX5RmiLvf0jcQ9B2UQxbQxpIBAQOD8RiAQt+f3+B63d/9Te6a0D8e0ojRtDVqow162Nyp86bmSFuvfrf96Q9z+ZmPK/m6TvuSp6Xjjrq85d/pwrmAd2hkQOB4C/Nj4V4UT+1d5057qS8vNInjPlfT+ZZkfrOdKe0M7AwKzB4Ec/JvfujnjeftTXw6et7Nn4oSezgIEnjo8te8Z14ug5XfExHRVw9SJ2x092JpEyUSl4T4gEBA4axHgKf78S0cXtp9KQ32rqYl1rtTnyNrqmJ3O754XtUCdkO+5XDz6auJ2YovD/WuNAAQNBI+To5AzkJoQOuR7Io8ySB3PJ49rSB3OfnCPFyHJyyCMuOZMPew5kYQc5BLJy90WdSCtnDD1epSTTztJ6HQbtIMyEnIc1Mu2yz1y5HFgHzKOfGxSB30QXFx72zlzkCC+qOvXtDEqR/e4TWwMqy1ef1jeqMQZhrwbk0yfCNfiYnlRCtc+eaaSagtF4ubpnaPWi1YqxN+YyFo57lpJkag+ZY4MFUYetnLL1V67ElLdfu3B26ewzKPSmcgrNPGnIlNF5oqA7VX+oweG7YE9IoVFsBJmedKvEGCovYDTJUURyarOWf/gqO052Gev9FbaDXPKbEG1wgirT+WSIbz0gEjkwvICm1cpwlztY35cPadAnsLD9rZVNfZ0c6/9ZE+vvdI2YC2dg1Kp9zjdw3ZguNiuue4aG+wftIY5DdG+w8sXL7b2zh4rlofxgvJRe8+KSqstUxjflLzA2ShYyccD7Bkr7sEYfMljHB1rxgPSETmSE6TIIYMsY0w5ZT5XIHYh8NHNPEIWG8hThpxfI4c+5JgLPgchfX3eQPTSlmF5KotrF34JG9CeymMKh+120UFiDtJmbGPX87jHJmdsgDNy3gcWTfDMYdf7RpvpG23mTB3sRW2RHmyiCznsUhd9HJ7nfaMdlPO80eeQAgIBgfMXgUDcnr9je9Ke/cHlcbt1XjpaGVqZWah20jpnk4AigNivXhi3tyzM7N5wNoZ3PpvwCm0JCOQSAUIaf/KxlO04hVCEubQ/U7rmaxHjnSuO/kieKbvBTkAgIDAFBLTXbU4S5O33PpHxvFWYrJACAgGBcxsBvps0ZxyWTtqR4y1cvbj2pFWPCGztOnIZLgICAYFzFIH7FRHole7Ta/zPKaQxW1JNlj4qr9tffWJqC0km1r9H4ZKpn6t0SERwdlpQljvd2XrD9ZkhwL6XTm5B2EDwQOQQGpV7PyB8CLHKPYQPJBDX2ftmQl4hB4mEHpITPshB/DjZCQGEDeTQA8FFHl596OdAljro454EYUUenoyui3z0oM+JJezSj+y9PiGxaB9y6CChA920j3aQkKOcushDwkHOYYO2eF0wcDnO6PI2+96r3COHjdKy0kgeO+Shj/ZSd0zkGsScGmGFxcJZ8kmFGh5TmOE8whgXFEb494j8TKVFusl7tkJtjs7a/7W7p9uKFZ63qEgYFIm0FCk6KHKOt5dXLC7UHr0H7d4dXdprN0O4Rx2d5E+8UPscF8jjlroiDw90yXtW+9O+bXmN9QnTmPbZpX30J79AHtHChiUo+XmE7BWhqPZWFiRsblOlrW2qs5+5Lt++t+mg7TjUbds7h9XfArti3QK7cs466xPhDLZztM8w5/KSQu01PGyNCpVWUV6m8cvTeMurVePBWHL4eIArdcgDRw7alH0GZz8YN2SdnEQPuHNQxnxBp48vcpR5ivqr+tEYKdPtUMftIk8+upmnXodzJDc+v5DzvjiBiozPP65JnP2ae+p5nuej1zFAhnvaQEIfZZC5YOVtpoxryp3U5Zq6nF2OMu6xhR7OLoOOkAICAYHzD4Gjn3rnX99Cj06CAF+BJu7pdJIqZ2XxqrNwP96zEqjQqIBAjhB4tCVtH39k8n2mc2TirFBD2Pi/vy4ehXQ+KxoUGhEQCAgci8D4j+hjM0/zrmWDpe/+pMXu+Cf9Kg9fj08TxVAtIHBWIPBXWdvBnKxBN8rjdrK0Qt4qLBJVNMSTppe75a0kuck8d09aOQgEBAICZwUC/7RlCg/7JC2VA559cu3xo/MQQvkzG0whUiepfJKsu7U/bi6J25bBo33EyS+X3rwn6UooPkUEnOiBnIGscSII0gaSM5sccoIHgot6Tm5lyzl5Sj2SE1rU9TCs2OAgcYYkdRITOa6dbHJ9kbD+YBsSydtHPm1BjjzfwzNbH23BhstRBzkS9mkjdT1ly0HqOkmLTifNkKUeRB15ThJ737LbR563j3pOgNEXEm1BB3KuD+9WdLhu5NxLOiIex+2KblN+RdQ3QjGTCnVOqs/s01siL89PXDYn2kP3R/vkgalhyepqJO9/YgUi6ESuphSqWKysDQ0MWXPHkL3cnbTlVcJPBC22vV2cwYq+k6IhR7lwqVXIZzHL9tGrFltPb4+1DIo8zC+0ZbWlUShkZBMie0no8LmBfvpBv+kbs8gxwB6H1/F56O1BjvHiTB6EbKRvfM5A+FPmbfZ66GMsfW5R7oQ7dTxRl4P5zli5HHXJc7vI+5gjw8GCAPJ8kQC2/WD80UF9X+yAPup5G6lL+5Ajz2343KmsrIxCllMHG14XOW8zdcmnb+gA82w5xwo5ks97xjfbblQY/gQEAgLnHQLH/4Z53nU1dCggEBAICAQJ2izfAABAAElEQVQEzhSBLfK0nQ2kLS9hvnJz3C6vP/pj8UyxC/UDAgGBHCMwnNuNJdN7H7P0A7+V40YGdQGBgMBMIvDwgbSxN+RU0nJtbb2gbHJJFm9dIPJ2Kklb2Nl2kbchBQQCAucmAs8rLPGTUwyvPrGHv3qRSIkM1zWxKLrns+RdS6b2WTJRwdOtaes4DcJ3oh7uWYTSnon+GRWzXVZ+eBs4GVRnVR5kIh6FHB6qFc9BvAI5yIPY5SCfgzzqeVhVDy8L6YocuijjHjmIIO7d8xEZdJAHYUXydqCL+h6KFh1cI0s9t0F9v3YZ7we6yEPGbXIPacU9+ji8H8hzT33kOJDjTJkftNPb7iSa6yGfw2Xddva9y3D2hA2v53no5iDfy/3aZcj3MvKQxxZyI2p7oZ69VfVl9tGL6u3iBhHFKjtRipfK2xriLiY56dh4oNt2dw4YNKq3z/vs9rCPTUhAJwcJC40tyvJE4C6tKrYLqqVblWgC8rCyrgtykfocnijzPMpJ3HNNmR/Y5IDc9MR1dl1kvY2UeV2Xc/uuG30QmbSf5AsByOOgPsnlsvWRhx4/Y4P6HJ68nDJvD3qR4Uxdbz/lrov6kLquz/PRB7HrJDDtcV3eZmTQST6y3mbqkJfdFq6xk00gY5vnlGcwpIBAQOD8QyDx+0rnX7dCj6YLAfZa+az2lL1lnlaZnd7vjxM2jbBmv/N0ym6S/vBD4oRQhcKAwIwjoO1Y7P0PpGzi/kgz3pBpNMjK8w8rNPLfXJuwlcGbfxqRDqoDAmeIQP8hSz/zuTNUMkn19m3K1EuH+VdOUhiyAgIBgbMZAb6nfOThlHVlttI7aVM/vipu7GV7vLRBv3u2dB6v9Nj8C2tjtq7m+LqOlQ53AYGAwNmEwB88m5b32qm3iMUff361vL1O8ugvrojZl1/ObO90KlbEn9gy1c3FZ0vLoP1f9u4EzK7rqhP9vqXB8iTJ8zzFY5zYSeyEzIkzkJmEhkAg8JJAQ6BD8xq6HwQa+ODB94D3uqGBJkAmEiBhSIe5MwfI4IzO4NjxFE/xLNmybMm2ZtV963evl3xUqlLdklSlUmmtz0fn7LXXtP/n1vU953/2Pu2d14s4FK+Zet3Z0xSexrXfbwggdBBzSaAiHJOcdUwQX5Y1RmY6ThIRkYPsZIcc0oekTQJUWx87vvTyIcXyPZxisWErb/rKy867PDMvwomdWtnylddePHH4s+Ob9Tm2ZX3sxGRH+IqnXyx6bRs7NaevmBmLrVqQt2mX8ej0E75isU1fORIr9SR+4sOaHZu0S2I58ct4Ytv45zkSj9+hS2Im8lhg1La2ux/a2tZsePR9t4OqJv+nH3VHwLYoSNdTVi5pZx0ZpGowreJnLWrMmkXRNpasg5366Dd1zjld2vFDPsKenfEhDY3bOWSX+LFLrLrnjU/Gk1ONGU99/NSU9fFNwjPt8nzzlZc+7fjSqduxHF0d38yR41W/WM5Tjpddjk1sn4PEj6365Em7rJlePLHYGStf/dok49knsZy1dMeWdlkz/7QTx9gIO3nkVTO9nGzVLEfmHjjUP4VAIXDAI1BrwR3wp3DuBnD12n57/b+Ot3XxW2F9vMX9D2IJ0X25JFisENK+/5PbB++kuid+tPz5C2qJ0rk7u5WpEJgegffc0G83LdB32iJpfefUkmHTfw7KohCYDwj07/7qrJXR//IftnbsBa33uBfPWo4KXAgUAvsegb+4sd9uHXEifryurb3+nN2TFk88qtc+OFgQcPpavxIz44oEmR6nsigE5hsCt8c9iI/Eu2T3RH7lktHuh5wRM/tfFA+mfyLeoztTUdu++G5ZvWHn3FO9k3em9ZX97COQy9UmOSVjkkMIHBsCx+YYceM47R0jddKPPokpfcgiguRKu4xlb+ODiCOOMy/Sio8NqaTPPv3p2aQffeZjR9ggnOhz49ONk37yskekyWVDoCGxMn+SjFlL2iG3Mr443f4k4fSLD8OurZh8xCBypc4xW5K1qE/N+oxFLvbsxHZMDuttb884/pD27XXL2oObN8QD8lOQt+EzFhiNLwqyczzIxU1b2xdi1svrLljZxqNeecXOvXxZS+rUJLd66NSgnfrEVF/inb5qRZqaAZoEN5yyP4nDjJf5s6bEQg5+iYvzlmQnfb5XWVztxMs+CXOxkZdqEc84xJND/qyFD/HZ6uZlJ3YSoPyNTS18Exd1sVMLHUn82MmpP8dGJ6e4RDzHOYZ169YNZtSyU0/Wmz5iiU+y5hwfnb9PdbK3wYGd+kguOz5o1D+FQCGwYBAo4nbBnMrZHcg3Y3lUM+2QtsQSZPFzbUDeev/T3ooLJqTtXcP/x7UvxlJFb4wn5i1V6sZKSSFQCOxfBCyv9c7rh0vS7N9KZif7phhgkbazg21FLQRmBYHbPj0rYYdB4zfOl36viNtZRLhCFwL7GoFNcX/uD68Z/XcK0vaY4WvspizlycdO2bVLx5eDuC0pBAqBAw8B1zfeLzlTee5JvcEqZKP6/cgFe0bcfvaefns4+K3dLcc8Sg0TV0w6dYpl4keJVTZzjwDyFnFIED5IJSQPvXbqEDmWUUXyIOgQR+zyHaNZeXdZVjrxEE35Hs6068aTA3nGLvOKnflz+dYk7TKeWHQ2Onb2/NTnON9Fy5ZO7WoxjhS6HBtfJJb8fMVIMlbNlpllQzKemsXIWsSGg40kpnzZETEdi88OYUbo2BE29PJa6tamjXTL+rKWJAh35A1MTl7eby86rbVvrNnaHkBCTvZ9FHa9JbHUb7yjdvv6WCZ629Z2//pN7er7N7fnnzbMazzyIvLUpx4bQlCNamFjb1NTjos9O9gQY2AjXn42xFK3cRG22nwTG8dyiMvXRvgSffLod5wbEpTIqw9Ryle8jKlPLVk3X3Zpk+PSFk9bXm0+2mpOe32wSj97Ys8+7VIvX/blPuNlmz+7FPrE1bi0nYuMz98xHzVrs5ObZFw+Nvru+UwbfwOJ8cCx/ikECoEFg8Bj3ygLZkg1kH2NwDVI208+Rtpm/H8O8na8P97+8DnxA2AvyNvbkLaf2N7uHr4+I8O3L6zutzchb2MW3LLHXqmwo78OCoFCYO4Q+MKqfls14W907rLPfibfQzfFEmnnxJJnJYVAITDPEdi2qfVv+ZfRixy8z2l0QmcQeO3NrX/TR1rvnJdFcy9+5IxeZVkWAoXAXiDwZ7EM6X3DiTDTRvFQ6FsuHN6g253xRTHjdmmYxUJD08otsSIJYuSEeG9kSSFQCBwYCFhW/W9unowl2X39lkb+lUtm9tvguSf2mqWVb5zhksy+f/4t3t39XWfMLN/EEexC3B6+d/Emxq/27COAxCEIGiQOsidJIqQW0kc7CRwkD0KNzjF/BA9BDtmIWAhRfkkUIU1JN55+/nKJh3ASnz8/epJkVMbTJ749vySwMoe2PBlPDG2xxeJLcjzsUsTMPMuXLx+Qudpidu206UmSunIk+Zo50k7c9Lc3brWwz5xs046NeOI4XrFixWAZaWPo2snPJ+MtO3RZvGu2tSecdEj77g1j7dp77xz85uiFzS4ScZG3vcVLmiWTb4sXYF93/9b2kvOP2IFRjg1WiTmc5aRzjtSpbQ8TNRJ2SdKyY5PCV810cM6ZsflZoDdumzh5zF8eOdjkRpe1skVoi8VOLvjJ4RjhnpJxjU2feGoWL8ebNjm2tJODzjjSRlzHahFDvHyYIHOkv/7EhR0/8fhmHLNp9cGAfeZJ38yRY+vaiZF2cqZvxsucPofyqsVnK8c9KKL+KQQKgQWHwGPfxAtuaDWgfYHAtY/OtJ3qXVEfur3f3vLZWK5khBsak9Xz7VjO7PsmIW3T9vNB3npXlafoSwqBQmD/IfDZIG4Xunwuvm9KCoFCYP4j0P/Wh4JJGXE91BjO2Pe8r/We/KaZDSweTOt/9Gda/+aPz8yvrAuBQmDOEdgQK0D+8Qxm2/5YzHw7fgSCdWk8OPq03bwDd+JALz8IfitNHHO1C4EDGYE/i9fAbByuIDujYVi62DtiZyo/cv6e3X7b06Wcu/Wt3rjzdc5pQ/6ua1LHBxACudxqztIzCzI3upztSJdLuCJ8kFx0bMzcY2dv5qENCWvjYzajPhvftENsETpxcmNPx59usrZ8+tnJp5a0oyPpy5ZkDbnv2rFNEYtNjoEd8ivHmHbdGvKYz8CuEy/jTPRP26zDPjd9jtWRsTOvfdo5Vpshu5d63OGL26UnHd5efu5RbcxSZzv/uTLn3MaCrEPekvFNm9v1aza2u2JKfoTaIUn42RN7pF9udEkCpq12koqOUxCIubFVv36EYZKLGU87Y7Dt9rPJOjJe6sRCRKY+a6JH5GoTsW30mYd+oh+frC/t7Oknxsvc9vLYs8l6Eif+mYcuSWZ22vrYJKGqTZC6Ga9ri2xNslhe8fTLb8uYGY8NHb8kbLNm+pJCoBBYuAjUjNuFe273emTXPdhvPxDLIz8wXAljynguJH7y8vH2J2bezuD/Gd5BZXnk6WbxuQnyo0He/mksm1wzb6c8DdVRCMwqAjc8OKvh50Xwb9zvCqlz1TMvqqoiCoFCYCcE+vFOn6+/cyfV7hq9c1/Z2kmXtl5ssa5Y61/1vt2Z79q3/q5ddaUpBAqBeYXAB2LGXKwWOJIcFRNLRpltm8FedmqvfW5EQtY1y/eeVb8jErvaFwLzGYHNwQm991szf/o8+JX2cxfP4KZHBwTfD799ZWvrH339VKdrt4dm3G6Jej1Msqcy8Z7LKTXjdk+h3O9+CCLkDRIWkaadJCgSB8lDh2BFINI5pkPIIjvpkwwy+w/JaJsYD6lKEFHskrTki1RSg5hJVIlrZmMSl5mDTRLGdDa+SdLKIR5fdmolyClj459+dElAG5uasxb1JpmrJvHoxGPHV6xuzewGtcTyw5vdDoiYS8Je3sRNbjm0xe/mSLskBTMvDIyFL52c/NVAnEM6/vFfO2/Foe2SEw5rX7zr4Xb3w9vDb2C28z/jQZyG/3jUuD0eMr3qznVt7br1bePyIFKjZvmMRT55c7z0hA5mmVeNhF1iD6+04+e859gSg2HNmwYzY9nyybzisedHLx9xDrTlMfasDybiwZSt2hNTbTN8+aqFnp+NLutgR5e+9GrVNjZt9cmfM4LloxOHP3t28rDj62+im4OdsakZhvDL3OLRZTx77dSJR8eHTr1mFtNnPP30au7Go7PxUw8C1+eZrqQQKAQWNgJF3C7s87vHo7seaRvLI09H2maCjwV5+xMx8/ZPnhs/cka4jrk5lhN7XZC2E5fsyXgT92b7/einx9t7nh//o9yLC5aJcatdCBQCoyFwzwJeJjkRuHptHtW+ECgE5isC/ev/sbUHbh2tvEVLW++Z/2WHbe95vxyPtccyy9d+cIdu2oPFw+XDprUrg0KgENgvCMQ9zPbuG0YnX376ibGE3fCe6Uj1vvL0XvvVr8ZzH27mTiOfCnKFWd1Gmwao6i4E5gECH7y139YEWTJTecsTxtpxI8zYnyzuYXH37Qditu47rhvhC6UTwDtu3Q950Sl7/u2yqrOUvCin1IzbDsIH3qHlYxE3Sd4gVAkSKWd9autHPiGH9KUgfOjZ0jtGKNHzyWNtxyTtMiYfJFf60NvYZYyshW3GSoIu+9jTZb991pY52CK1EGqEPm3k0i9GHiO4kF/0RN+SJbFUcm9ImkWywf+vN0c8dtvDbssjccNje7x/NbCK6ZADUk88eRKPPBZTPXBNDOyNhT7r00YOJimYtfATe2P0jY/HUxljQTD2+u3Zpx3RvnDXQ+3udbGmeuh2Eeu0R73qjyRt04bN7St3rW/nHn1YO3zZkFhOXBF86kgiUi106qPLPnjDNe211QwXhKI6c2xwZJd4IGGNjT2dmPJk7LQzXnU5L4Nxxz6xEFtcPnKLJ642H8fIUnnz/IvHR7zMoVa+GY+e8NEnli3t1CxG+ttnDnXkuaRjp60Wxzne9IWpuPpyHHR81aMG/jDNscmxfv36HZ8Nvuzoxc2axYNZjs2YxBGvpBAoBBY+AkXcLvxzPOMR3vAoaRuvTJiRfPzOIG8/M97e/rzdk7c3PUra3tu5eBgl0Wfv6bd/H+Ttu4u8HQWusikE9ikC2+LH4kKXW9bHhVkMc9Ge3xNZ6BDV+AqB/Y/A4cfH1WrcMd06/Y+I3pPe0NryUzo1x9PKL/iN4czb6/+ho9/NYW+Smya7Ma+uQqAQmFsEPnlXv3n1yiiCqHjjuTP7nzyC5lkn9NooyyAjgaze8eRjZpZjlNrLphAoBPYdAq5q3nnd6A98ZOaT4lWGb3783v19v+m8sfau64OQmOGl1UfjQfm9IW5Xdx7C9b1WD8PnWT1w92YiInVSkFgIrXwXKbIHCYT0MsMR0WNDCKWdfhvbrh1dElxIYm1iL4ZlXpFHBBGFVMp3hw6U8Q/iSsyMrz51mPEoH0Fq6acTg56d2GzVSbJmdqljy04tatLu2snfD6IuErRtMfszWLs2FvV4JHNL2I5Fe1n4bY/6t9x9d3vgqqvbpjvuaOe8/gfaoUcd1cbjXagIOnEyh1pgnvXpQwYahxpybHTqUavZkTZ+W4KQY7cs2mHQDo3aH4rz8dCWfrsvSOPTjjmyXfa4Te2WB7a069YENot3/b7x/tsxeSPe2nhXxDVrYkZxYLfUeQ4d/NQFT/nVigjUTkyTDIR9niM29OnDHploMxZttbNhK0fmMX5j1i+eGOz48lODLXGxp5efLT+b44wrp/70lYPwY9PN4TjzIj+1+Wdc9kmK6qMnjnOfttpZA50abIlB9sEg46SNtrFlu1tDjp0NXzbGpgZ9RJtkn3PpWE5++p1DGJQUAoXAwYFAEbcHx3keeZTfWtePmbDjIy83NjHwJ+LmyY8HefuuIFcn+Y3RzLS1PPJ9099vnRh60P50kLc/FvHfHeTw3iwVNGnwUhYChcCUCBw6+IOe4R2GKaPNz44t8Xv5jodbO/PI+VlfVVUIFAJxIXv6c1rvNe9p4x/8gd3Dseyo1nvqT+5q04sL8Bf/dqxPtrL1r3zvjv7e+d/V+mtvbu2+a3foBgcPfnvndrUKgUJgXiHw7utH/23yny/as+uHf3fmaMQtYBDJRdzOq49IFVMI7ILAJ+KBc/clZipvffLev7opJtS1F8fMWQ+9z0TY/3a47OkDpt133J5ayyTPBPp5bZvEEyIHSYTYQfIge5CFhC4JITaIHzZ82SElkxxKQohd2iKM9CNmCV8kGbFnZ595tRFR2uLxzS3JNe2Ubn0Tc3TtMh4/NRO+WXPWlPG2B+m1NMjDuz7+ifbwLTe3Dddd1w499ti2+Jhj2/aobfEhQQDGGhnbHnq4PfDNq9vm1fe1bUHiHhGk7dE/9ZYduGS8xEFex7lcbRLWcGWbY7V08aIY57JHsTri0GVt3Zr7B/33fuWKdvTFT2pLjz46VgNq7aM33NXu3Nhrxx35UDvjyMXt+MMXtVvX9YZLN0uYEti2mHXbj9m5lvcY37Kt3bp2S7tx3fb29FguOWtxbpOkddwl/YRCMKtTvexybHRwTgLaPgn8jMcm7TOOhwhyZmz3HKdtni9tnw95u3biqdNDAoRNkuZwVpNlheVwTJc1sO+OQxw1s4MHO/Hk1qeWxEQ8vpkj6836+NpybHy7eR3DwJ6oOeNlDjrH7NQkh83nNjHVb/Yt36xZzMRKfWxI5ho06p9CoBBY8AgUcbvgT/HoA7wxVuPYG9I2M7kYmYy01X90/L5bGQ8H7SlxK4ZlyJC37yryFhwlhcCcIOAJ86vun5NU+zXJzTHr9swjH7uQ3K/FVPJCoBAYIhDvcGprrmv9Vd+IZZKDXEWmBgEbj9FPiVDv6T8dj2RP9RRGXDA/5xdbO+4Jrf/pX48fJqe33mW/3vp/8Z27xOvf8omw/YVd9KUoBAqB/Y+AVXw+v3o08uPxK3vttY/bs/+/vyKWS/6lK1rb9NjEpikH//E7Wvu/Lp6yuzoKgUJgHiDwJ9eO9r3RLfWio3vte87as++QbhzHP3r+zIlbq6FdcV+/PeP4mdfgu2td5726p9YyyRNPyYJoW5bVLEfEDoLIbL2ujt6sw5yRmcSSmYz0xExAenFyFmWSgTn7EumUdnSZA7GGsE27JG+RUezp+YpvT+TJfFkfXfbnTES+jsVir7aMZ5+EmFXCNtx5Z1sculWXX94euOIrba2ZtLfe1hYH+bVuUSzL/EjMTD4iCL0gVLc//MjgemJRkGjjW6K+IEXZ33f1N9tRFz4+Vk4ezoxMclhtNoRa1h7FNlckllveHnkXIfECz81r1gxm9W6IHBvuuL1tWbu2PXLXne3Ba65rW4OkOzziX/KLv9iOOuKwdukZx7cvfPHb7TO3PdQOXbyo3b8pljLuw2jC33vkjeStvy0y4m6DwL3m7lhaeX3gEUuHjUUtcLQlzmrtbvrgm5vzQNjDEcYkY9CnDz2bPP95nuwn2tFljMyVNuKkDrawlFed9I7psyY65z/b9kQtNnnsU8c/22Iiie3Tnp0Y9HSO5XBsbN261cHOPnGw105f8ZCwxkEnf8bLHHwI8rf7t0HHln+OWZtf4ixeSSFQCBycCBRxe3Ce911G7caHmbB78p6XbrDXxBPpv/7U4f+Quvo8PiqI2/e/cFH7dx+PJ9/iN9Keyr8FefvmeKfuO6dZlnlP45dfIVAI7IzAhStb+1jcjFzockt8F76ou7LqQh9wja8QmM8I3HdN61/zv1r/5o+3tnEGT44cc27rPWGaGbkx7t75r269M54fj2kvi6v3+IEyPnwX0k6QrL8zSOPrWzv2gp3U1SgECoH9j8Bf3jj1wxsTq/vVS+MG4oT7nxNtpmp7J+5LT+u1f/z29GTPdfHKmdtj9Y7T40HWkkKgEJh/CHxtTX9AgM60Mt8he/gVskuqZ5/Ya+et6DWrnc1EPnz7nhG3qyesduZB+5KFhQCyCOljdh/Sx4ZQRWoif7SRU2YOIo0QTAQhxA5xy5YgmNilL13GZmsjYprZKFY3B2KYb5JcjtnZd/M+FMsXJwGLVGOvzT9FfXzpu2Rd5lA33yUx9kfC7+6PfqStu+KrbX1s2wOLLffe2xYtDhIvyLJ+/AgISrj1Yubr1liWuB8vjw5KM8YR2QKTsSXm38bP/s9+rh373Oe0sZNPattCb3ljY10SxNqmyLcxxr84SLUAqY1F+5ENj7SNcdx/OJZV3rK5bbj9jrZx1T1t3arVbeudd7XxIG6RtoNawm97vEu3j+Bbdlh7+K672tEXXNCedMqK9pNPP7O964rb29dWbWlrN8as5cVxXzW/dGKMln3uRy3j6+NG6qPnz9gP7W1v96zf2LYEvv2tgV/Up14CM1jZkkx0Lp1fmNrSznmFNQJxMN7AvmtHJx4f5w6xSMRl51zoQ+AT8XIGKt9u3vxs0LHjL16Sq+KoWb487+xy428Tny0bOcxMpbOljj4/g3Lw08fPpm5/Pz6b4idW7NjDhD4J3YzHjk2OLWthl4RuxtRma8+Or7Grg159dGqBH13Gcz78zdKVFAKFwMGHQBG3B985n3TE//XL43tN2r7g5F77vWfG/7gmzfCY0sw95O33Bnl7//B3wmOdMzj6l1iK7K9v7rf/Y4bvqppBijItBAqBRxF42nH+smd2c2E+gLckft++Ix7w+O/fiKdRH5i+/g/cEu/SvmDPb+7OhzFXDYXAgY5A/47Ptf4Vf9Ta3V+Z2VCOOLH1Ln1z6537qrjrNHwSe9oAy4Y3FwZ2S+IHyqYHd3Hp3/qvrVfE7S64lKIQ2J8IbIl7zv8r/p89irwsSFdEyd7I62K27ijErRwfi3dR/vhevgdzb2ot30KgEJgagbdfN9r3RjeC75Cn78FM126Micc/Gtcbv/ClmdXiu+XXnzox0vTt1Rt2znNKLZU8PWgHmAXyKN9F69iGBLMhfPIYUYRM6hJBSaaySXIqh8/ORo9UIuJ17fSLmzn0Oc48jknGR1Lx0Z+x+IjRzYFU48M+fe350vHnw45svP32tubyz7X7P/GvbSwIPLcuYu5k2xpLIps5uzmWRB4PXIjJrDFBNXCK8US719/SDg+SbmmMbXHk+Pb739/GTji+HXbO2e2QY45tD8Xs2e3r1kXeIG7vX9s233V36wd5+citt7ZtD65r26KezffcMyBpxd8S9r1tQRPHDN+Yihvvqh2Swv2YSev9tMHgtYe+9a225ktfbscEcXvE0sXtqaeuiNm6Z7T3X726ffaWh9rqjVF9LGU4vjkI9ah/e/j2I494g5uuznMMcsPmbe3G+4KIDdK4RX2wJHBBFCIdE0fkIOz0sfM5oUO+IgrZsadn0yUsp7LLePk5QsImQSmecyoeu248x3zktRefHV/H6eczYktfY0McIz5zHDkWceT3GbGJnfHY6JfD50Y8/mLzSR27jKdmtfBLXT5MoM0nH0pgl/HETEK7Gy9zGFt+1tWXNcuzLj5nSWir1bF4JYVAIXBwIlDE7cF53ncZ9QnD11/soh9V8dQgdd7+3PiRM+L/T85e3tpfvHAsZvmOt3jQbY/lxL2se48Tl2MhcJAh4GbF8ljmfH1nma0DAYKfiffZeY/UicHHfNdH42J0msk518dMmb+9td++L27QlhQChcDcItC/8wut/6U/aO2er8088Vg8yfzKP47ljy+cuW96HHZs3Am4O1s79v3bPt16T3vLjnYdFAKFwP5H4KPxvscHR/hNckg8w/Grl454gbKbYSF+LS965wgrBn2kiNvdIFldhcD+Q+C2mA3/0fj7nIm4v/Ffn7L33yETc37Pmb32W1/feQnjiTYT23dvaO0b9/fbk46Z2XXKLjNua6nkidAuiDaSB3mLsEKYEWQSYsj7NVP0IYPM5EMk8UM+sct3jLKlp+u+XxMRxrf7Xk92SCrx2Gsjn/jlMssZz76rU1+3FrUjtBBVcoirXnZmP4qZJFaSbWpeHHbbjjuuHf3Up7WVT74EE9uWHBIr6kS8B4JQ3Xjv6iBZb2trYgnkbQjKIFUHNUWeftSL5V0fJN6hUf+yIM/G7lrVbvpvv9OOvOD8Nr41CL+oaesDDwyI2X7Ybbl/TesHoToWecejtihyQM7K1wtMF3uAdGlsYi/a+TtnkC3st69b3x649tr24G23tcNPOaUdErU88dhD2uvOX9G2b97UPnvt+rbKGulRWx/5Gf3yDFlb1ZOYWR0E76atcV91W5z/yJekYWKFOERS0jtH9nCmd77gD1ukIeKR0BH99D4nacuGf8ZjxyY/G3ydN6Rnkq+Zl50ta8y8+Xml727iyCt/Ep2O87OWOj5pJ6ZafA6zbns1E/ru1rXRL5Z6Mp59krRdP8dipl3WLR5/GxviWH+27dmliJHYO2ar399Knou0rX0hUAgcXAgUcXtwne8pR/tb3zHWvv3QeLsyLgRmKsfG76H3XjYWP3Jm5uk9MWboel/tnsjPXtRr33nq8H+Ee+JfPoVAITA6Aq47XhFPm5vlfqCIm6w/9YThd8QTj+q133/WWPuPl8eF7DQD+PNvFXE7DUTVXQjMDIG7r2j9K/+stSNOGPodfU7rnRezYr2DdjzeE3XLJ6P/T1tbdeXM4nase096w96RthGrF0ss91df1Yn66OHqq+PR+bjbu/Sxm167GpWmECgE5hKBv7xpuv+bD6v5qSeMDQjXva3NMsvff/ZY+92rpr9u+WosxXpf3Mc9rh4w3VvYy78Q2KcIvP3amIU12lfHjrxvOq/XzoqfK/ta3Dv5gbPj4fcZzgD2YMhMidtV8X3UlVOPqHsoXTwW2jHShyB8EEb2SRohvAhyKAkhewRU1y7JVXaIMGIvnr14Nu/rREJlPMdypB09XQqfzMsmfcV0LB4bfkg7xzmTmF/6Zi07dOG74qST2lnf/ZogThe3ww87dLAcMZLQUseHRKx7rriirbnmmnbHpz7d1sZs163rH2rbHnpkMPt2OHc1iO4gG7dFzvEgnpcF2bn227cP3l/biy+OMUstRzziPbbjUT9CN2fTagfbNngtg7HZCA/LHJOBjXb0IQMf+ef/3Y687LK2IkhmscKrnTS2rb361MVt5eal7aPXbWy3r49375q5S2CZ32GD436kjFmzQdweGhgeGXGSQIURSZIdns4NnHNLcpCdc05gylcf/O1t+VCAeHKwYasv4zlv+ZlYvnx5Wx/v8pWzG0/MPK9wQDCnv+OMZ581py7ziieGZYXlUEfmzVj68/PkOB9OkENcdvSOuzV4IEDNdPpJ2iaW2uLJy9a42dr0de3UzMamLzc+aScHLMSTVx/7zK+/pBAoBA5OBGZItR2cIB0Mo/bupve9cKx93yfGm3czzUTOPDJ+JA0fyJqJ28D24hk+LZoJ3hzLj/3nix/98ZLK2hcChcCsIvDG8w8c4vaUuO744+fEhcZj14nt1Wf04uGUXnvnNDdIPMByR3A09f6nWf04VfCDCIHxD8Vs1c3xAumO9L/6jtY7+dLWv/1zcZdkbadnxMPFcfF70qXxh/qseE/tc1s75vwRHXdjdvzFrV37t7sa9INcDvK5d+YLdu0rTSFQCMw5AjfH18nnV01/vWJFobdc2PkhsJeVfn+sxvF78RzHdMSP/n+Od1H+aPxuKikECoH5gYCJa6Mur54Vu8fxn2L1ntmSN50/1t55fSxbO/3X2Y4SELe/8OQdzZEOJi6VbPWAkoWPACLITMucHYkEMqsvZ0wihxBiuRwsIjGJJDobkilnG9qb4Sgukm9AikY7Z1Vqi6ltkzfJPsfy6s+NrrvJReRRqz46s22zFiRbCjsyIOFiL/72qG1xMJsI0kVhuy32W6Muf2KnP/e57dRnPbOd9IxntNVB3N75mc+0R26+pT0S75nd8kD8sAhidjxsN8dsXCQqEhehOxakKeJ1UF3UZfxB5Q3+i8YOHpXWNoaciz2qlq29scRgBno26uvFtmjzlnbrJz/Zzjrl5HgP7+ED+yijnXv0snb44qPbMYcvbR+86v52ywNbAu/w93U0KGQQPP4JonVJEKdRo8fTxx/9MoGf3PbOcUqShvb60i712kSb5LmyF6/rlz7s5Mgt9WI5N/QZN23sCdvUdWOnjh89UUPG00+vJjobW219bLXtCV2SzI4JH+eFTerYJCGdudnlZzvt2KROf46jm4MOCcuOTdZiz9+ejQ3BrBZ2NkJfUggUAoVAEbf1GdiBgAuTv3zRWHvtJ7Y3N0RGla/e1283BNl7/sqZ/4/l/TcNnzwbNRe7H4532v7KJbN3ATWTWsq2EDiYEDBr9bJ4l/Wn7na5Mb/lDeeNtaOGD5nuVCjydjrilsMX7+0HcTvz77SdklWjECgEhghMIG0HyliSuH/D3aMjZMmxIFZ7pz2z9U59Zmsnxl3LRXv41NgUWXtnPG/HzZddTMwGLuJ2F1hKUQjsDwT+OGbNjfJL5D/GbFtLJe8r8VDYC+N30Cfvmj77P3y7iNt9hXvFKQT2BQJ/FivqbBpOlhs5nFeurNy3PzV2yo1AtYKYd9eOKrfEfZpvreu381aMfp3SnXFrtbRl+/B7cdS6y27uEUAAIZIQnwgtRFGSoEl6IqLMMEQuJVHKxyxBRCgCliCx2CFQu76I4SRq085MRDZsCZLKrEhtNSTZxlc98qVODnnTl3/moCfGxU7eJNJybGySDKNTS9rJYRbjkeedF9cRJ7bjn/2stvHWW9tD3761bXpkY9v4wINt85r7YxnlGGOMf9PaB9t41LjtkcgV78dFyG6Jd6vSmWU7jpz2/tkQyyMje2Mgg3fYDone+BsNFtZf9+DuJSKuQ8ZZonl8/cPtoeu+FUsjx1gOjXc7heBekbenrDikPS/Waj91+ZL23q+tabes2dTufyTe0RrvvR3EiVwDJjfOzYXHHda2x/ttN8V53LBhSHQjzfP85rmEDR1Mc8YoHUwTq8QQfrDr2mU858fG12dDPOcEviTjZV5+7JxvdvqJc8+Gf4q8qdPPL33Z+Wxps/M5FZPe7Fv6rFkO9fn8iWcjbOi1czYsXdacOeBH2HUxyL8PdvxybPBQC13GM1Z2/r7o5E07+fgSdWQ8n1N2JYVAIVAIQKCI2/oc7ISAH/J/9aJF7XuDvDXjbBTxQ+R3r+7HO25n9j8X76V69/W8R5fvPavXfjOWdS4pBAqB/YPAzz+p1z5zj6dY90/+UbNeuHJyy4tjiXbfc3Hds1u59gEDnNl32m4DVmchcLAicO81ezbypYe33vFPbO2EIGhPfupwdm3oZlWOPLk1s3jv+equaSyXXFIIFAL7HYFV8Y7Hv7t1+h8hZtu+/px9///xN8ayqaMQt1+P5ZK9T/OMWmF9v39mqoBCAGH7ZzfM7IHxM+OevWWSZ1vMzJ8Jcauej9ze2nkXjV7Z6vjeTDn18NkfU+aq/f5FAPmT5JNKEELIWfs8TjIp+1OPaEpJUjdtso9tkrh5jIjKGPInyYasInyzP33t9avNsX5tx2Kkj1qRaPqzBjb8tBFf+tSAvMs8+tggyugfCvJV3+JYVvjYi5/UTrj0aW3D+nWDnEtiJvFY5NgeBNxWueN44733DkjCZYcf1tbcdHMsIvTQoK5tD6xt2x9+pG0Mco5NJBm8i3bTmjVt6fIVbSuS8vY7BiTwkiA0t0WszbEE8+JlsTRwYIH4NVP2kdtva/ddfnk79TWvjuWdh99T7rWwOeawWMZ3yVh76/MOaf9w7Zr2zXs2tK/fuaEtWhxE6FLvHz6kvfzCo9uTTzysrYi7+xs2xPtnH8UP2YjchCUMEiM6fUQf3Oxhaw+/JNQRiukHfwLDPDd8014fvzzv4rHjB3OEp7zOhRj0Ysshr7ba9GdNmUdfxuNDkrhlLyeSNHPk5yJzqCtzyseXTiw18Refjm/mTTJXDv1ErRmPnxzyyi9e1sLXOOTlQw8r+djlOOjEtufDrqQQKAQKgUSgiNtEovY7EDgpHvT66xcNyVs3R0aRj8RyYIiOC2NG3qjyjuvG28PD328jubw83q/5O/FO3NEzjBS2jAqBQmAGCHg3tRuh77tx+pumMwi7z03Pm2IFAE+vegBkuvdJudlaUggUAnuPQH/TKMsgxx+m996aRXviU2IfSxYfdfbwKfK9L2FGEXoXvb71JyFu+/d9s35/zAjJMi4EZgeBd1w/3uJVbtPKmx8fN9JmYVbZ82PGrfdd3vrQtCW0v7+1337morpymR6psigEZhcBSyTfP7znPnKiX3pKkAhz8Lz4s07oDVYus4LZqPLRmKH7n2bw3bJ642Ox61Uwo6K8MOyQQLlcsRFpI64QRF1SF8GEgMr3a6YdgivfE5r+fPN9nXQIK36WT0Y+JZEmhqWX6dLO7Ee+4upHgJF8vypClY6NmGzoiDhqlp/OONiJqc87VdUitnjGw87mmB2CTRt5tihiHxr++rZGn58W5oEeunJlW3TMMW1jYMLuiOOOG8zm7I9vb8vPPqdtDn2wbgNcloTvI5Hz4QcfbEuWRR3I5q1BJgch+3DMMt50z6rWC/vND65rGx9a3zZvjKWrH36obV67Nt6TGwRzEJrrb7m1LTkisENmBqk7WEY56hjvW0q63444JMjb2H786ae0b9zzcPvK6VvadbH2+0P9sfaq81a25z3u6Pa0048ezOpdEuPb3jmXg7E9SorCCHYwQEwiCxMX+yQT0w5eCEfnU39ix5deWzz2ME87fs4bnZjpy97nLO3STwwx7TOedvqKQ8SxkbTTpxZ6x/Rp193L5bynjT1CVS35+VAzO7m7vvQ2oj/baT/oiH/SRttY2Yoz0Y7O2OROG3X7O7MvKQQKgUKgi0ARt1006ngHAqfH0+Fm3r7249tHusjxU8qs23c9b7SbEw/EhdOfzmC27QviJsnbJryvckexdVAIFAKzisDmeKjx/Tf121Xx7lfLBL7i9PlN3Hpn98nDlYYmxeWHzh1r77hu+K6bSQ1Cef80M3Kn8it9IVAI7IxAb+Xjpl7S9PDjW+85vxjLHz8r1u2bYpr8zuFmvdU75+Wt/6U/aG3dbTvn2rSutfV3tLb8tJ311SoECoE5RcASxNOJpU1/KF6tMhsi6uvOHmu/feX07PHf3ToexO0ssMezMbCKWQgsUATMXHtnPDA+E/mO43vtZfHQ+FyJWbdv/dL0321Zzzfjgfk7Y8LcqO+qXT3kxgburuVKDi4EusQRUg1RZZ+kEvKTILPoCeIJsYRIohcDGWpPZ3Nsy3hph6xNclgcIgc7fpPl6MZTF7/0TQKXX9ohcOWWM+sXX43sspasWUzEWNbCV3x2+o5EMMdem7/+gURM8S2TPLbEWEIfxN7iIJUz3iL5kNZBxC4L8pbttiDmDg9icPFFF7cl0bZ0sm+hDUHyLjVbNuJsC4J6ixmeoXd8xOmnD5ZIduG0JchI47Ehbz18vijI4LNPO6k9f+O2ds+G7fFwWtS9aLydedThMXt4WLNvEbUbgy3Pcc4yhQdxjhKDrh17ZCI7udOODbySuLR3LmDATiwkN6zYpp14MM28Sa7zdV7Tjn/q1KedvmJmG6mvDnn1E2SwOHT2K4N4tzR3xsvPAvvU8RMT0a/erCX14hh7ts0YVoctPzPi2fKzyDYfJmCX/fJkPMc245CXnT7CvqQQKAQKgYkI1DfDRESqvQOBc5YP33m7fPhba4d+qgNL/LiIGEX+JN5N9YhfKCPIM+Mp1Hc8L/4nW5/WEdAqk0Jg3yKwLpY0/+6Pjbdf/cp4+9tb++0Pvtlvr/+Xmd382LcVTR/tgilm26anmTIvPmX3N2Me3DLad1nGrH0hUAhMjoCZqpPKMee3sde8p/XOfcW8IW0HdcZNl94zf3bSkvt7uuzzpNFKWQgUAjNF4ON39tt9HQJiKv83BQly+Cw+nvx9j4ubcLv/GTEozazcr9xXvyemOk+lLwTmAgHfG6PMkM9a/Gn/6iUj/IGnwz7Yf89ZvRm/S9eKZ6OIFc42dO67nFZLJY8C24K1QcYiuhBHOevPDEOzD22OEXGOc+lYdjZ+aaNN0i9nUoqvj6+9eHRmRWYexNWQkBzqM6Z4aceWP1/iONt85cvYbGz0dHITedJG2zEbmzzsspa0085Y9nKqL+3E8ZenrU+swd5xzMj1zcFvW8TfCtOo07tsFwXZaCZtHzkXBDCi97Djj4/nQU9ry449tq0444wBcbxk8XDGJaJ3aZCbR4Td8uVHtkOC4PMQSj9m4Z561BHtO047qp1/9LJ2YvzY2Rq2chKkZhKAakyhQ1qql+ijm7inQySyS/+Je8Qlmy4hyi8JzbRPopc+hR199nVr0Tdx6/ann3HIoUbHtiSL016bfdqqd2JsfWxyHHzTr0u8skHssk/b9E3CV2y+Nn3dfPzpMz+ftGObevlLCoFCoBCYiMBj36ATe6pdCAQClj5+3wvG2g8GUTMK0fq73+i3P73ssR8Ik4FoJtt7vzXahcZTju2191w21pbVw+qTQVm6QmDWEfi1r46P/EDGvi7mScf02ouCYHWRc+jiXjsmHgD2ft1/um333x/nrZi+EksXfuKuqeOsm+FyatNnLItC4GBEIG5QfO6/7TLw3qU/0XpP/z/j0eL5+TPUrNt26l+3/p1f3Ln2e4OEPudlO+uqVQgUAnOCwL1B2P7cF6d/cMw1w4+cP7tPex4f78+9LFYD+pfd/I4ASvx0GdxonROAKkkhUAhMisB0r0eZ6PTvzuq1i+MaZC7F99YPxqto/vjaqa9NJtbzkXho/scfP32dqyY87HJqvXd7IpQHVRvxhCxC3BLHZkoiJxFICDF7OmRm6vjxSWKVHZ/0RV4ShJTZiUnGItfESLJYnK6deDbCJ3NkPPbiZd4kFMWzJUmLKFNL2omHMBOPXRJ9aWdsmTfxYEeXs0zNxsx4/NmZUSmmWtnl2Pim0LFRm/r52k+sj04OtnBD6BFj52vW7YoVK2LJ9rEdRPD2bcjNIWm6ZfMQA3GI+sRTW+JnvOJn7qxZW47ETwzH9OKQrA8GYhpHjhcO3Rzag5rDzgzUzJszVZ23zKEeeBkbfWI12fkQR07nUg4brAi9unLWrPrYi53nQ5toy6NmdohZfmqWVyx68WDgXGjnOefPJrFhpxZ1kayPnc9W5mUnb44DBokVXX6eB0Hqn0KgECgEJkFgft4xm6TQUu0/BJI8fcO/xdN5w99jUxaDCLGc6u4udv44Ztt2n/qcKtgTHiWNZ/OJ+alyl74QKATifTVxDfWPIyxJOFtYfWeQtsP3Nz12U+LSeJjjn27b/RfRWUc+Zj9Vbb6jvvPUIG/jKfzJ5IGYaewdejXTfzJ0SlcIjIjA/TcNlxfumPfOfWXMaP3PHc38POy94Ndb/y9fGXdPhjeTBlXed838LLaqKgQOAgR+/kvjLV7ptls5MVZB/IGze+3o4T293drubefrIs90xO22+Inx7hv67dLjRpuhu7c1lX8hUAjsjIAZ7zOZ9Y5AfeuTZ/fBj50rfKz1hvOGr3LZPvmlyWOGjx59dc1wBYLjhlzPLv2pWLVh54CjLq+c/rVfWAggn3JpVySWdhJwRpozNx0nyYXAIkgmQp9kV1dHj6hCXPHRl+RvknJdnT756LobHXvElphpIzbiTM0ZTz3IN4RY2rLXVgPSLNt8MlbWmMQbwi1rc8y3ayu3+OJ17ZKM7I5T3XJlPWpOHzHp5WAnLsm2PsQe+15s3p+rxownj3jidGtxzFe/zbExyCEekctx1seOjdxiIizlZZc2jtNODuO1l18s/s6HGOwyH7scB/v8nDk2Fn6IU/Z8s3Z24rCjy3HSiUenL8em5ok6nwebWIhjY8t46auG1OX4EgPxEgtx1JefMfGcj4l54cRO3BwfDNjlOTdevvIat3zGUVIIFAKFwO4Q2D+/SndXUfXNSwRmslzx71y188VBd0Br4kG0P79x6v60tUzz+1841kZdpjn9al8IFAL7DgEzW5GX+0s+HbNrJ8rZMZt2uhuybtyOIr96aTy9OcX/BS1FdGU8hFJSCBQCe45Af8N9OzsvivcvTbEM8c6G86C14ozWO//VOxXSN+O2pBAoBOYcgU/Gg6HTkaSKMsP1Jx4/xf/Y93HVHi47dvhawN1G/nAsZ/rvPz3e7h7eN93J1oOs3lNZvzZ2gqUahcA+Q+BPrpvZX5cZrCePeB2xz4p8NBBC9SXxUOmo4lrlY1M8gNqN0X2/Lf2ptVRyF56D8hihhby1mXno/aNIJLMMvSfU5lifY3uzHNkhnOgcm71Jj4yyabPNWZ1i2FLPRp5sp51Y3XwT7eTIvOKnLWIs44nBztjsbVlLkmSZJ+NnnLRDonXjOc4cmdfY5RBDjozFjk3a2Wct8rDlqxZ5Mjf/tJPPxpaOLTubdtePjfHQ6RM768nxqinrynjqypxplznpSbbtU2dvyxwZj04cebKW9KNnpy+P7dmlDX82hJ22vf4UOu0uLpmrG9exjWRevpkjfcRiZ49UzbHQyZ312PNJvzzOulKfebUR3xkj46a9fHTG4W9Pu6QQKAQKgekQqBm30yFU/TsQeEEsCfa254y1//DZeEpsN9dA/3p3v309ngA1U3ei/NE18WRY5x0rE/u1T4/le/7qRYvaMSPcDJnMv3SFQCGw9wjcuK61/+fr+5G1jSEgTs1WcSM2xaGZsn9z89RfQqMurX5GfNf8xIW99j/jvb2TyU9/bjxm7oy1i45u7akxW2bFiO/7nixW6QqBgxGB3mHH7URI9C58bYuXOR0wUPTO/+7Wv/ZvH6t38/rW1t3W4kVUj+nqqBAoBGYdgfeN8NCnIpCgv3zFePu9Z80+ebs4Unidy+s+Of1KQkjnZ/z99nbmka2ddFjc2ItaV2/st2/HO3CRL2fHA6t//5JF7ag5mCk86yerEhQC8wQB77WdamWdyUr0IMZPPWH2vzsmy526H72g1yyBPKqw/eFzOxdKkzh2iVsPvx5WdwAnQengUyGZEEwEkYRwStKMDsFHkEu2JK3Yaacv8hAZleTawCn+STt6vkkyph0dspHIL2bWkL6pYyOHnFkXMlOMrFm/pXfTTj8RO/f8u7V04w2M4h/xEXHiIJbN8pQj46lZDL5is8t26sTiS88mMdAmmRdpmPjRdQlatsbPX99RRx01mD2qbctY4nVzaOvL+mGZOnXYcnxmg8qhBpI1w4BejNzUYOzipV03Xubkp9/YkJOZw9jE6NrJk/FzSWVjyfrYypGfE+3c8vOkbjNd5c262dDxpdNeuXJlW7du3QDjzJux5FMzUU/OjM14WaN9jp2vsbHpxmMjXrc+nyHjYgcDwr+kECgECoFRENi/v0xHqbBs5hUCLz+t1373mfHjZJqqJpt1691UfzHNjZeT4rfb37x4URt1xtw0ZVR3IVAI7AEC/xwzbV/zse1t/XDlnj2IsG9czPa98+FdY73mzN1/A31udb89GLWPctvjZ5441i5YOXm8u+IG8O9cNd7e9KnxdvEHtwcm4+2d1/eb93SXFAKFwAgIrDyjtUWdp4nPfP4ITvPI5KRL447VzmsQjn/gta3/+f/e2oO3TSg0lnmLd+L2P/VrrX/NByb0VbMQKAT2BoEjOl8j08X521v78UqFUX4BTBdp+v4nx2sXDh+xNhUhkj4fv1G+ENst8RwI0pZ4NcXcVDzMV/8WAgcDAu+4bnzH39go4/25J421/f2Kpmcc32uPn+K6ZLIx+D6Z7nptdWep5FNqtu1kMB70OmScpV5tuTxtti37SkdyCVpLvSLm+Olja7lZG10e89Vmyy5jaRNx+CLZ2KVt5s4lbLOmjJO59etLX/Vlm01u8upLsqzr55iwZacWdhlTn3bmpCf2SDr7zEPvmL24jjM+u4yT40l/ehthh9zTR5CAJLHs2mWfPOyzj722PHRITbaOM649vU1OkjXaZzw+E/3Ydvu1kaTqtif6bal3LK460jf34rNTS+rEsmXdYrLTTh1bfpmDPUkbbTY2OuRpN2aOP/Oy09+1E09bjiTWM2/qxU5fsei1bY5t9GInnuKWFAKFQCEwCgLDb7ZRLMumEHgUge85qxfvqB1rv/jlqWfjWeLU+2TMUkt5W8y23d07cj3laqZtvXclEat9ITC3CPyvW/rtHbGk2PUPzp/bh1sGdzUf+x6ByHNP7LUL4x3Y1z4weZ3vjffJvfeG7c2N3ueE7ZvO67Vnx34yWRrXQv/z2b32yo/EBevUX2mDGz9fi5UEbL/19db+Q8zUdYOnpBAoBHaDwKJ4yv6kS4LQ/NLAqHfUObsxnoddY/EFceyFrd3z1ceKi1m3/a+9c7C1pfF09tHntt7Sw1v//htbe2T1o3ZxkyPe5dtCX1IIFAJ7j8DvxUOjRx8y3t4T/38fRd4a78M9f8VYO38GBMgocSezQfTcN1nHiLoT4tkQ1z/TvQZixHBlVggUAoGA92G7rhlVPMTpvdXzQX7k/F77+S+NVvu2uHb5/W+Ot1+5ZOprklXx8HzKacNJZdmsfSEwQAChZMt3kiKikKpIxyQekVBmGGrrJ8gssxORimmHmOKbswzZIa34ImTZskHisdO2EfHMvMy8bNSFTM0ZlOzkl1e8JCezZjFtSRKyE48dUYvashY6+dOOrfrUomZ5kb5mj8JAW/zEwD7jiZkzN+nEpRNPXjn4Oyb22myT1OuOI3X82dnEW758+cAeVmqTx3jFU5t4mSPPKzs6seQQy/jochZpnqOs2XgTT3gQ8dIuyfDMIW/inDnkEcdGtMVMcjPH2x2bscjBrjsOddHLJ54+fjZx6BIrvkmis4O9em1dO/GMjZ8ZsfzES5zYymts+ulzvGIZb55zbXY5trQTT5ySQqAQKAT2BIFFvxayJ47lc3AjcHE8YX7Ekl77zCTvoExk1sWMt1efMbwA8iT5Wy6feollS5D+zYvH5ASa2gAAQABJREFU2nkr5scFU46h9oXAwYLAu2MmqYcxvId6vohvg58PcvSQ4bXhTmWZnf+P3979TQ1E7E0xo+WDt/bbDbH08/NOih/kk8Q6dlm8zyqeQB/lPVGKwCV/6d4WSyj3YnnD+s7a6cRUoxCYiMAhsQboLR9v7bjHt94lPz6xd963+1e+J6YErJ28zu3xQ+fhVbF88u1x1yem6Kec+JTWu+gHo1XfDwlJ7QuBvUFgLP6UvLLl+bEhISwxvDvx/3//72drmVD+xx86O3+P/3xbm/T9tburL/uedUKvve+FiwaviUld7QuBQmDvEXjfTf32r7FE+ajy+7G8+llHzs53xKg1pN25cT/E8vC7e+A9be2/uqa1N54X77icYkqGa7x7Hn3H9uB7NK6HSgqBLgLIKOQVwoxoI6uShENA0SEI6RwnUYasSqETg2/GSsIKeUVnSzvxklzr2tGxQ7jJlQSZPOz0Zy3qyXhy6GPDT4y0ozcOOuSaPUm7LrnLP+34EW2bsbF1LK/+zJu5005bfHs6durt2qlFO3M4zhzyqJkOoSiGTTvt7NllzcjcjJW24tnYslND5qUjYmReuqw7sdJPxzfHwY+tTX360s6eDv7qSFvnUp89/LrxxNG2ZTy69DU2fRPjJf7GlnnZyU3s2ejLesVA5trTGxs7edVGn3mQu2z0qznt4JX1iJuYsiX28jqHlnvmW1IIFAKFwEwRmOLn3UzDlP3BiMCbHz+ceWsp0ckEsZKyJB4wOi6eKLf06EQxK+59Lxyb0bJAE2NUuxAoBPYMgStiZvzbrunv9iGMiZH9zXoYY7bl0pixv3yK98q++JRe+/54Mv4Du3nXbbe+D9/ejxm629tfvGDR4B1z3T7H3/e4uBm8Yaz9f9+Y/Ptsor32B+JJfu/bLSkECoGpEeid9aLW+7EvxyPaB+jLG9feNPXgJus57sI29qq3R099N0wGT+kKgb1B4NJje/H/8d5gueGf/fz4bgnTDXHf7M+/5Wbh8Ibh/4hZu6+N/9fva+le74wa21KoP3NRr7389JidP6pT2RUChcDICFx1//DvfhSHy+KBEA93zhfxkOkPxjXOH107+hg27+byxfu0U06tpZITitpPQADpZVZpElu6EVZmDyKdkhhEcDk2y9A+7RC/ZiQiWxFeSC1EVc5GZIcoEytJrCTG0i5zsBNLbqQXQajp9+7QrNFevrTTRrrRsRNXDno2YiZ5hgRkl/WxMzZbvo9VXrWwy7Eh49RkvGJmzUg7bWMjCD0YiKcWPnQTa5aXrzj81SdHtukyHhJQf46NnZhs1JPjyXjGIT8bG9/c2MqtbWwk4+nLLUlP9aedWGpRo7w2duLRdTf5Ey/6xCRrljexYUuv7TzCKuvNGPQZk07NbBzbE3u+xDjYy22f8egdJ9aOs25+jtM29Rkn+7Pd7acjGQ9m3c/ToLP+KQQKgUJgBggUcTsDsMp0VwTcdHhkW6/9SefCYnH8fjNL7idjKdEUM+Y+9LJF7b98cbz9S+fpVxcm771srHlHVEkhUAjMPQJ/FU+kd/8md1fBovgz/Z/PHmvfFTPpv7Wu3/7+1n77u9jufvQp7t35zrTPLPzf/I7dfy/85tPG2uoN483S7KOIGTrf84nt7fJXL5r0qfSffmKvHbNsrP3qV6Ze1v2ZMTvmDbH08i/GMow3BgYlhUAhMAICSzpPco1gPq9MLIe8ZZrpfY8W3Hvcd7bei//fWiJ5Xp3AKmYhImCm6idftaj9/tXj7SN39Nt9sVrIllgFcftu/rfst8JsELfI5H+e5p26HmB9XKzQ8fTjW3vFab32rHh9w+5/4SzEs1ZjKgTmHwKubX75KfPvr/GN54+1t18XZMtuvtMSTddMJ8YD8pMJd6sOpJxaSyUnFLWfBIEuseUYEYdIQ3I5TiIwST0hkHZdMpIdYpF/+nZTsUey6e/apS6JTzmQXuLxIXTsCH+Emba6SNbHj16/ZYXZ8lWP45S005Y349GT3CPhHOtHbidJm/HEtHXHa2zs6fgaR5Ld4mWt8vCly3j8sp01sMl48HBsbEksy9eVrIVdbmKqQS1kYjw5EOSwyvqMl14dmVfbxg5uOTa45NjyfNrzy3GIlw8EqJF9xmOXeXNsdHlu2KlZTPEyR+r4qoWdcbCxyUFy9qsa2K1YsaKtX79+xzkSTyz29ux8tmE2sWbxMm9+juVl180rD7uSQqAQKAT2FIEibvcUufLbgcAvPWUs3nk7Pniq/Yy4GHjbc8bakyYhYo+J3z9IWsv1/ObXh09Avev5Y3ET47EfTzuC1kEhUAjMCQL/5WJLa423L97b2u0Px7tmhiu77JL73BVxYyPen/TCeCqdWNb8rU+OdzA9uQ3eZ/3xO/vtc7Fi6A3xftzdvSt2l8ATFN51/dKYxfrTTxxrp+x8/THBsg2WUP6zF4zF+2z77d03jLc7Hh6auIFhebHNw1fZtKXxW/nFEfPmWDb5nFi1VXsqef05vXbZyYsGpPT9m/uDGKuCmL4ynty/N258rNrQb686faw964R4N8yj8aeKVfpCoBA48BHonfSU1r/tM5MP5PDjQh83L+I9t+0J399657xscrvSFgKFwD5H4MhY/cPvkl++ZJ+HnlFA78X89sO9tjJ+e3h9wnfEdY3a3BdFunig1XtwLddcUggUAnODgNeZ/MM0r1RRib/fuXgX9kxHfXI87/aKmJE/3UMh4n5/rCQw1ffLA7GK7dbObNzTprm2mmmdZb9wEUBYmR2JeEpyLWdapo7eTMvuTE3kFTt6/cgwe7HY6Uf4icGOXn9uXTvossta7DNmF3lxkGMZU5udthma2urQJuKoRR89SV9+6Z969uLb68s49jleejERjUQcwoZf2tE5Jvqy7rTRzhzpSwczxGPm5J91dcfGloiBQCTy0WfsxBDW2Z97NolJ1pkx7en0i5Fj7OqzT52O1cEuY3T9M746YccudewRu7b01Q+H3GfNfLo2fMSTP/XOi1r0sU8fbTFtxJ4dXzZyEf45Nnp+8KeXg45vxsux0JcUAoVAIbA3CPTiC3X4f6+9iVK+hUAgcPXafvNOlsneITkRIDP0vCfy1Lp4mAhNtQuB/YoAsnNjbPEsRlwY+KEfT6DG9cxU702aWOy28FkbM19mupTyorjGQLi68bmn4uaEm6QeElG/WcFuVpwTN1It77y3Ysaum7HilxQChcDBgUD/9stb/5/+/c6DXbay9V72+6136jN21lerECgECoFCoBAoBPY7AmviWuS5/7R9t9cjXsfyqZi573VO81FuiwdSX/bh3Y/htHho/mOvWDS4PplsDNc+0G8v/fBjzO113x8z7vbBNdFkuUq3sBBASpmNiNw0kxFBpY3UQlTlLENkYneWJvLKrEPELbuc3chGLP1mUNqLh2BLOwimHeIr7SxrnHapYyd3xkOQmX2apJuaxc14+s3ipGOnPkRcjo1OffrNsJRfO2eRysteO8lmYyPGS5e1JFZ0fCZiJbYc7PlmXrVkjsSKHV2eC7HZiWH8/PWbPar2jJf4sYdBdxz62MEg48EnzyWdvHTsjCNxyfrEY5e4pC+f9E3skZns9PEzNnHYZS3yIHDzvMmZs4mNjWQ8cWCqpswLS75y+bzw745NTvHY2ORPrMSTw54d//S155cY5DlnZyxiqTvHQU+X4x0UXv8UAoVAIbAXCNSM270Ar1x3RsCTraOKp0hLCoFCYP4hYFlz257K4vgaOD5ugNjmWo7qvELTsoRPOGr076RRaj1zeG02imnZFAKFwAJBoHfqM1s/3lvb7rt2OKLDj29jr/yj+JK7aIGMsIZRCBQChUAhUAgsLASs4PPfnjHW/uPlMUMuHuqcKK5Xfjf65ytpq14rmb0nVit782fGm4dTJ4rVj/R7qHQq6S6T7AHZIm2nQqr0ExFAiiGpkFnIUMRpzvmxTwIX+UfokL25pQ0/Qk+0M1bq7MWRK/v4p69cbFLHjj0dm6xBm60NkZd28vJF8iHs9GcsvtlnzwdJx86eLUmf1MklHpyyZnvEnT078cSnS5KRnxx8xWTHhg5JyId9jg1ZiRTMHNlOopAf2yQ5sz6xjUEfgtI+Y2c8edmpTRyx2alNm148uR0jKuFqzy7HlSQoO8eJS/rSi2fLcatFXWqRV1tceWxZsxiIVHHly5z8siZjUA+Ri42xOSZs4cNGDrno1MLWMWIc6Zt2iYE46hMra8vxiqfOFD5iiWOsJYVAIVAI7AsEirjdFyhWjEKgECgECoFCoBAoBAqBhYfAWNwYeN3fxx2nuHETxyWFQCFQCBQChUAhMP8ReFUsNXzsi8fab3yt366KV56kXBLvpf7lS3rtacfN/xvrz4il1z/9XYsGr6T67Kp+ezBWNvUA/EvjXdmWSPag6u7kBfGKmzt+qH677A6j6psaASRUzphFdhHEF4LRLEMEFn2SXzmzlB0CrDsbMYk1PmJmG/ElVjcesk7unLkpHvIOIcYOeUgQauLJo47c0g55RodQ4yOvuHJnDr507JL85C8uO3q+7DIeO3WkrktMmmmJ4OOrPljZ5EiiVn+Ol69NW96ur+NuDv45fvH0wV6tsKdDNMpNp257Ps6b44wnlo2NzdjUmeeSD5144jpWHxu6zKvPJoZ4crCxZ2dsjvXDkm3imrg4F/qM15bx6LX50sFTHdqpy/H6PKiZvZxq4ZMx1UBPUi9W9tOlXn2O5WDDVy32XXt2hA2BT85AHijqn0KgECgE9gECRdzuAxArRCFQCBQChUAhUAgUAoXAAkagSNsFfHJraIVAIVAIFAILEQHE54de1mv3bmzt3k39duKhQeYeYK88saLQf7qoN9gW4jmqMc1vBBBVKYipJDLzOIlAJByiiyCy0o7eMRIWeYhcS5IsbRFi4pFcYlabXiw6Ij5/8cQl3bzaSbjRJ6Fmn3mNx5LJyFc29ERMdvzp0pe9vEnisdXH10YQwklAJy5J4BoDjFLSl53YSSZ3a2HbtUv8shYkbQqdWOpTuyV/k4BOLNl27bpjm1hf2qlHPLZJ1surFjXTp2/a2fNTD2EnXuoc80OkwxguObYk4eVIO/s852Jrw1n8xFQ8m3jd80bH3ucuCdYk0tmJq98mtloJ/DwkwEYefUQ8403su7WwZWcs9CWFQCFQCOxLBIq43ZdoVqxCoBAoBAqBQqAQKAQKgUKgECgECoFCoBAoBAqBeYHA8DUu83+G7bwAq4ooBKZAADFl1qJ9EplmNpp9idhCXiG3EHNmKCLM2BF+OWuRnY0u4yH3xBXPLEpx+CPC2NDLQdJOPMdJvrHvbvTaGVNO7cyrNu1u3GxnDrYZh79YdHzUTNLfcddfuyvipK29TSw+NjkJu8yf48t9joEvjBJnPoQdm8Rdm634ak9SlW3WoI+PeLAnGY8+44lF7MXPPrrJxkafNpkLyakO+tTxlTvxFF+dade1ldeWvtkWY2LN/MSyF1s8eWwkdfYZTwxtcdPOMV97sQjM0q5b36Cz/ikECoFCYB8iUMTtPgSzQhUChUAhUAgUAoVAIVAIFAKFQCFQCBQChUAhUAgUAoVAIbBQEEgiCzGL6NI2uxOpZU/ozWxMkpYOweUdosgudsi0tGOLpNNGgJlRmUvs8kWksZGzS8yxSwJWPLVkXvmImPKJp0b+ctAhm21mWNKLb0tizt5MU742sQidsclN1G5sWbMZnkSsnKmqrT5tOdnKqW4104lJkINmfLLJWnJsbOkJfxjIY7zqY5d57c0sJuzEhwHJeGzk62KfdokV38QhZ9qqVy38bGy1xUtSO3U5Nr45NrY+C+nLJnPAL33FU6s20bbBwNjoYaVmuhwHG3UnLvZZX5KvfOX1WchZ43SJlZg+GyTry89p4kzPJz9vA+P6pxAoBAqBfYxAEbf7GNAKVwgUAoVAIVAIFAKFQCEw1wjEU+CbH4ptfWvb4+bHuBsbcZNlLJ70XxxLdh0SF99LH1tabK6rq3yFQCEwfxHYHl8f6+Jr46H42tga9zW3jMcMjfj6WBr/LIvJFSvjHvChddU8f09gVVYIFAKFQCEw6wggqXKZYSQgogwBZyNJxtkjJdk4RuZppy7Jve7ecdeWL2IMSYZE0yd/xrLP+Poc2+Rgzy9rokPsiYcM1U8nXpKD+viTjEvHTnw+7DOH/Nmf8eQQL+N287Jnx9/GF3724jtGLrITJ8enXv36xKN3TM8u+7T1IR7p2CJDxaWnk4ud/Bkvx5Xx2PI1Br5idH3hylduPt3xisufr40dX3bqQprmeLM2OZCn7Ag7OdipzcafZDy2CFs52MkptzZf8YyBb45fnWzTjm1iZc+OsDE2/XKoOe3kJ+pRP8LWDOL0HXTWP4VAIVAI7GME6hJ0HwNa4QqBQqAQKAQKgUKgECgEZgmBB29r/TXXtbb2xthubv2H7gq25e64ml8ba3cNL/qnzOw9tYcdHy9dOrn1lp/S2tHnxHZu6x3/hNYOP2FKt+ooBAqBAx8B5Oz1D/bbdQ+09q11/XZzPONx1yO2/oC0HS4AOPU4D4mvjxPjNXWnHtFrp8eEmvNW9Nr5K1u7+OheWzGc3DO1c/UUAoVAIVAIFAILAAGkldmTiDEEmj1iy/tUzVxEeNEhs9K2S8qZtYjsQrDRs0OOdd9FmqSYePqQbWnnHaOOM69YNrno+YqtnqyPXl05s1I8BJ3Y6Z+1TCTjzKbl1x0bQlD+nIGatfC1iZvkn7zGrD455BZLXpK16Dc2ezqbWHyNRw5jE4+vMSVxq19OvnzUp53v2e3G089ODc4b34yXeKmLXq6Mx4fOnt5ejoynFgSqtpqJY4Sp2uXgkzU7zvMiLj0RU3w++sXQn33Gpl8O/dpkYk3OL8l4WTcfkvbGnMepZ8O+O960o9PvXOWYBgHrn0KgECgEZgmBIm5nCdgKWwgUAoVAIVAIFAKFQCGwlwjcf2Pr3/G51u78QuuvujLWyXpwzwOOx5P0D98z2Pr3fHVHnAFhc8SJrXfiU1o77Vmtd9qzW0PslhQChcABi8C2+MO+ck2/fXZVa59f1W/fWBtLEg5XNtyjMW2Or4/bYiXI2x7ut/hGChlSvW4BPi5WI3zacb32vJN67dkn9trRw3uWA6v6pxAoBAqBQqAQWEgIILpIkm+OEWlIMoQbwhC5lcRW1w7xxZYd8kustEuCjq9jepJ2/JI4yxxy0qeIm3apk2OiHV3mcIyERWQiCm1qyC114mXero6erXEiRB2LlwS0euRIG750aiX6jFWN6Zv1ydeVbl62ZoHyy7rYqkN8enEs+WsWKl95shb+7Ogdpx4uMEdWZjw6Y8tziZDNeHxz6eKMl7EyB1/jRdDDOWtmR8Tj261vYo6skZ0tc8BZvHygQO1ssz41s82NXY4t84qXny32jhNTfmbfqs2mn8hRUggUAoXAbCNQxO1sI1zxC4FCoBAoBAqBQqAQKARGR+Cer7f+zR+N7ePD2bSje+655cOrWv+mj7QW2+A2yjExE/fsl7beOS8fzszd88jlWQgUAnOEwLa4x/ipe/rtw7f32yfu7LcHhxMxZjW77wuzd29e329/fXMsLxj38Z4aJO4rTuu1V53RayfELN2SQqAQKAQKgUJgISJglqXZkkisJPXozHhMYo3ezMicbYlQQ+KlL5KMDXuCVDNLNMm1rh2dXGLRO0amdeOJkfH067OJKUe22RH6rE8t+vmJnzkQe/REDRlPnmx3+/nLlRho58xX+7TNenKsaSdP9jmmz5yOc5Pfpo/OMUmc6B2LlcSkfrYk+xxnrWKo0Z6PY/usx96mP+uQRzv7xHOenSe6zEcvFqKVjp/zpw56G+HTbbN1DpyPzEEnZxK0iUHGz/rFy2P7rFUNOU56Ioda9GXd9vTyZH0D4/qnECgECoE5QKCI2zkAuVIUAoVAIVAIFAKFQCFQCOwGgQ1rWv/aD7b+9X/XWiyHvN/FTF/bl/+wteMvar0Lv7f1zn9NrLm185Pv+73OKqAQKATaTUGc/uWN4+3vbu23+4er4+03VOL1uO3L9/YH2298rQ1m4f7A2b32kiByF9fkjP12XipxIVAIFAKFwL5HIAk4sx4JAszsROSXWZ4pZjba2BN7/YgzG0HEmUFqQ5IR8czQTBKVjp18SbZqI9fESzu6zMEu87JTR86G7cZDMrLlSzKH+uiQd5ZOZmfLmZ0ZTw6koNrVLJYtZ3gaF9skg5GAsBIrc8jLhi1fkhggw5M4lCvj6TeTVY3yslODtj7jEFM8s2/VmHZZS9YspnrMNuUrFl3GU482PV94ipc6OeRVn7HJy5dkvMwNFzq+7LoksnbmMDaS8ZwHOfJciqdm8eiNl6/YbGCmLnb5ObDP85t5+cpLj0zma8uxOc6xDAqqfwqBQqAQmAMEiridA5ArRSFQCBQChUAhUAgUAoXAJAjcf0Prf/1PW//GD8Uj78P3G01itX9V917d+rbP/86QwH3SGwfvyd2/RVX2QqAQ+EzMrn3Hdf1mP5wHM78w8V7df7u7P9hOjmc+3nj+WHvDub12xPC+9fwqtqopBAqBQqAQKARmiAByDGGWpCkSLzehkhi0p0eS2RCVeUyfRBsCLv3Y6OPLFrGm3z7jsaFDqqU9W7quL3vkHTu50oY+89ER/ZlLWyzjFF9finj0dHLppxPHXuz00U9HxEMQ8nXMXgztJArZ0yMNk3jMMbPTJ0bW7zhjy5l+SUaKJxfyk3+3TjnFQViKy5YuyeG0pSNqZW+js6XOsc8CXzVlneqQV37xtdkhQtnJoT7++ru1IFy7OeTln7mypswhnliJJ/zkUouNnxhqlhdefG2ZV87UiWc8yNySQqAQKATmGoEibuca8cpXCBQChUAhUAgUAoXAwY7AmutiNuvbWv+WTwYS85FymeQEbYmbDVe+t/Wvfn/rXfA9rffUnywCdxKYSlUIzDYC/xpk6P+4qt+uvP8A+e4IQO6OyUi/9fXx9rZrWvuxC8Zii3fgFYE72x+Vil8IFAKFQCEwywggxnK2IxKMIMDMjER26U8yMG0RaCRnQXoHqj7+iDVEmVmf/JLIEytnQvJHvCH+cuarePKmrzgEiYnEY2ufNWZ94ovHTnx51UKXZKIcKchHsWxyiYcAlC/fiyqmsWnnDNEkO9VAT/giBtl06xMv7ez5qke+zJs1q1XdGY8+60M+ymFsdPKq07iIfrnlECMJX3nEtc+8jo0rz1PWIkaOX8w8l3LQsxM/6zReknn5qynHLx9b/vLRs3G+2YmVe32Zmw89yZja9Grgz9ex/szBJu31y29vI8YDt2wPlPVPIVAIFAJzhEARt3MEdKUpBAqBQqAQKAQKgULgoEfAu2S/+D9iSeR/DCgOHNJlp/MWM4P71/xNjOHvW+9JbxgSuEuP3MmkGoVAIbDvEbh6bb/9xtf67QurD9DvjoBkfUy4+d2rxtt7b2jtZy8aaz98Xi2hvO8/KRWxECgECoFCYC4RSFILCYZsQ4QhyJBz2ogvuiRe016NCDR6dpbFTQKVng/JeEniIVLl4pd2mYNN5tVP5EPAEXm02SWJRy8ev9QtX758MFNTDLZdYSNejo2vOujF1rZpZy3dsWUO40o79YtHEqscr1oQwXLkONnxFZ+e8OvOENUWsxuPjyWTzULlaxz6ib7EyjHRVm+eI7rMy18/f6S5WIk5Mj+J+W7NbDNe5uNrrHzp2BhHxjOGxI+v2F2s0jexl5cuCXfxxM1zqZ06PuwQtoSeXeKa+A06659CoBAoBOYYgeE38RwnrXSFQCFQCBQChUAhUAgUAgcRAuOxRNpX39HG3/fSIDz/IQZ+4BIvO87a9i2t/7V3tfG/eEnr3/BPO9R1UAgUAvsWAWTnL3xpvL3yI+MHNGnbRWVtrLb4K18Zby/50PZ2xX0L4PuwO7g6LgQKgUKgEDhoEUB05WxLZJi2GaNmRtKbAUqnjz5nVqYfHRv9Nsd0NjYZr2tH17VL8Lsx8phtHtuTbHdrc2zLvvTLfeawp+tK1pbx9CEEJ+7TT1/3eGJbDXTIR8LWJj789NlSuv5IXX7sU2+PsEzCN/vo2eoj2ilssi8J0qwHSSpW+vFhnzkyDtI17bp1iZO18EXYipl57G1J+Ga9yFW67JdHHHrka44n42tnzG4d6SfWxLHoKykECoFCYH8hUDNu9xfyCzSvdzmti5srD8bNiI3R2Bq/g7bFtjR+XyyJ//cfuaTXVsbDavVupwX6AahhFQJ7gYDvC98dvkM2jcf3R6y05FLK94dt+dLh98eh9X+uvUC5XAuB/YDAvde08X95a2v337gfks9Byo1rW/8TP9fadX/Xei/6zVo+eQ4grxQHDwIfvr3ffumK8bZmuLLeghv4jeta+96Pj7cfPKfXfuWSsbpGWnBnuAa0kBFA1Xiw5MHYHtk6vPfhemaJex+xHf7ovY/lcf+jbv0v5E9Cja2LAEIMsWbGZBJnZkAiGS0zTJBnZlmySXv7tEN8mmFJ2FnmFhlHkHDs2NjMvqQzgxQ5bCNyiG8Gr+PUiZe+A2X8kznUmOSeWpGiNjNe6cWTO2tB8mlnXjbGLidb/QQhKJ68cqh56/bxdu9Dm9uq9fGO3EVBch4Svr147+2mjbGG8ta28pDt7eSj4rUKcSMk44lJjDfjiUngZxxqkYMNoeOnZvUlzmLCdeXKlTvOF1u1JgYZDwZEzPRDJmuLt379+kEOeZ03GIid2HTj0fPJ+jKeHHBxrozNOMRJO37qMV45xNTmb2zs8pzLm/HEyDZd1gIT/s4RnZrosr7BgOufQmCeIpD3Tv3+2PQo9+I3Sd47XeHeaXxlLht+9c3TUVRZoyBQt79HQalsdkHg3vgt8Y1YruyGB1v71oP9dtvDrd31SL/R7/ys2S6uA4Uvk5PjNRGnHt5rZ8Xqghes7MXW2kVH91qRMpNjVtpCYKEg8O24XrPc4Q3r+s0Nyzvi++PO+P54IEjbUeTw+D+X74/T4vvj7BWtnb+i1y48qrXHx4XN4rorMgqEZVMIzA0C/Xii/itvb/0r3hZPYQxvKsxN4v2TpX/nF1r/r76r9Z73K/EO3O/eP0VU1kJggSDwcNwjNCP1g7eMcmVxYA/aCP/ypn777Krt7fefNdaedlz9mDmwz2hVv9AQQM5+I96pfX3c+3D9cmtcy9wd1y6r4t3V20b4inJ9cmK80vKUuHY5M+59uHZx7+NJx/TiwdSFhlaN52BHAHmWywwj8hBn9kn0IeSQZAg4ffRdm2wnWcgXsYZQQyrqpyOOkW1Iu4wnFl99SD17/vaEr41d+tizUZv6J8aTg148duwzh7qyxqzZPuu4c/3Wdv3DvXbt/UvbTQ8va3dtXNRWbx5r929eFPdOvex+SFAPihv8s3P7kLh3evyyQ9tJhyxtZx4x3s5bMd7OX769PW5ZEKfbh+++hWdiIa9NncZhTNmnbUNYph3COwlPdnl++OfYjC9x0a+tj03adXPQIUvpYOVYjXxgY1MHO7WksMua+amNsEPmEvnTznkRi22OLfPKRUccs8kx2KedGCSJW5+xJLkHHfVPIbCfEPDz4tb1O987vfPRe6cI21HEpDm/PU6N+6fnLI/fH8G9uHeKg1lUlxujQLjfbXrxZT3CT839XmcVsJ8RWB2E7GfuiRsKsX05lvO665HZKchFDfLlGSe09rwTe+3pxxeROztIV9RCYO4QuCl+bPj+uDy2r6wZnaCdaYUe+rg4Hv54dnx3PPfE1p5ybP0YmSmGZV8I7DMENqxp/Y/9bOvf9eV9FvJACoS47V32f8ddgOG7tQ6k2qvWQmB/I3DtA/325s+MDx4M3d+1zHV+N1F+7klj7S1PiJuhc5288hUChcAAAav/XL5qeO/jS/f2281xLTMbN838jZ8dN1Ld83juSb32nLiGWVFEbn0KFwgCyD1ijxzL2Y3ed4ocyxmyjifO0kScWS4X8YZgQ7yZGYkQFg+BKmb6shOPHR1fe77sxJOXsKGny3ebiocARBCagYpwzBzy5rtWH3jggYEdkk88ecVHKhoDu1Ube+1f79jaLl/da99Yt6St3jQkDwfJ9+E/7p2ee8TW9h3HjrfLTlnUvuO4+J7aOpwRbOxmrxJjRVoaG12SpROxWrdu3WDcOba0c94sO5zjhQtf4l25KAU6hGpin+fDuRIHzuLmOc/zkb4w1K++POdJIMOUsKFDuorHDu5y8GWnL2uhY0fkdX7VZxz68rPhOGfwqsdYxSkpBPYHAt+Kh8M+c8/wN8hXg3sZlaCdaa2Hxb1TD4/53eHeqeOxuvCYKYxzYl/E7ZzAfGAmuTPI2X+6rd8+EkuUXRlPmO4PQcRcFhcxrzi91156apG4++McVM5CYE8QMKP2f8f3x4fv6DczbPeHHB1Lg7wkvjdeGd8fbobUE2X74yxUzoMSgVVXtvGP/HTcKbj3oBz+jkEfc34be+UfxTrvp+5Q1UEhUAjsHoG/vbU/eJ/tpuH93t0bL+Bev1/Mvq3Xyyzgk1xDm1cIeO/0h+K+h3sfX1gdM/H2w+0PRMwzT+i1l8e1i+sX1zIlhcBCQADhlkQhYgxBlgQsEg+hhuBDriHotOkJ0hEZxy/tMh5SNe34sksSrxsvc2S8zCEmkjbzamc89drES9JXzUhAeW0IPrXctHZL+/jqQ9rH7140WFlsUPgc/4OIuezEfnvhCVvaS08ba8sPHT4Foj7jNa4kQeGUY0vCkx0yMzFI/NhOhrN4bJN85e/8IEv58kvSly2suvhlLWqzactDnA++4iFVSRLzWV+S5llf2uXY5LSlXffBAfWply7HwY7oKykE5hIBK3r8M+4l7p3ePpxkPpfpB7mOjWfNcS6vPCMmwsTvkCJx5/wUTJmwiNspoTk4O6yT7oLlr2/ut8/HU6b74XplSuDduHAB88Pn9tqT42mQkkKgEJhfCFhG7AOxpOEH4vvjulhCfT7J8fGg5mvP6rUfOnesnb7z6kPzqcyqpRA44BHo3/SReN/rW+Px+hHXPj/gRzzNAA49OsjbP441Ep88jWF1FwIHNwJ+NfzOVePt96+eX78f9udZuTBWIXrvZWPtpOEkof1ZSuUuBBYkAr5tPnV3v/1VLFX+ybuG76idLwP1jtwXn9Jrrz+n155/cs3Any/nperYMwQQcUjBLgmKrEOyIeJsCDNkIn3OgpSNTZfYY4fMTWIP4ZdEHLskVfki5/gj53L2Jb8kLXMWqXjqY8cficfGNhVpObZ0WZAt8aqDG7e1K9bMzqxaY9gTOTLunb46CJgfiu+PC5Zv20HcwtXYkuRGjCb5muQ1PJMgz/OhneQ1ohuJSpfEKDtYd7FPYj51eX7ZJs507GDPTi1ErLTLWtgl+cqfqDntEMPGlkR/1idHjk18GHR17DLvIGj9UwjMAQJm0v5N3Df9m5vHB6+Pm4OUI6dw3fHax/n+GItllkd2K8NZQqCI21kC9kALazmg997Qb39243i7L5ZFnu9ySSyB+uOPj5m4p9WTIPP9XFV9Cx8BT4W9/brhe+g2zPPXWP7/7F0HfBzF9X57qpbV5SLbcq+4F8Cm2HQDpoZiekhoARL4B0ghkEIqJQkJgZBAAgQIIYSOMc1gwAY33I17t+UiW5Zk2bJcpNv/+/Y89jVJd6crM3fv+bfe3dnZ2ZlvVnM775v3HlaOQQly60BLYsgl/6spLYwzAvaCZ8n+8hF+qhAvPtCnZZF1zp/I6nmGT7KcCAKCgAcBWLbdM9NNb7C1rYgvAh154dl/znBxTDtZtOqLjJwJApEjcIAt+qEwfXal23GDHHlJ8bkT7pRvHOCiiaxIzRIPnvEBXZ4SVQRAusEVL/YgBkGwgazDOcTbhS9INpBrINNAxiEfyDhF5oJ0U9aXIPAUGaeIYNyD8mAJCqIP9+Ie9QyUB2IQhJ2y8qytrXXygTxEGgTl4TkgLJGGclHejroG+u+mbHpzaw7HqXWyav3fyOJGuqqsjs7qYlNbL/fOwAH4qf5A24AL2gl30egbRZoDKxDfyI9+BFmKNEV8Ayvcj77wxgrpyAdrWOV+GveiL9EfeBbcHSvyVfU5notN3aveF5SH8lWdkQfPRT6UB0G7kM+7bap+SFOWueo9QLtQHt4REUEg1gis49ALT7PuFB6GdPcuBI+FZzPn8h3mXsDBiCQGASFuE4O7Nk8FYQvC5Tkmbfce0qZaIVekbwHR/w120YU9ZBVqyKBJRkEgSghsZML2sSVuepM/OhLhTqy1zTiRXYDcPdQTS7u1Zcn9gkCqI2DPeZzsOU+kOgxNt9+VRtaZj5DV7/ym88gVQSAFEYC3n9u+cNOH7B5MJDgCRWxY8tLpLhpSLEqT4AhJqiAQGgIHmSN6cbVNTy5z0w4DFqv7twoehG4f6KLr2ANZphC4/vDIueYIgJAFWQaCDBsIN5CDIO8UcQYiDmm4DlIQ10CegvTDMYhVkHgg4hQhq/KhbOTDdaSBuFX5VBrKRT5cQxqIPJSrnos01AWC+qnykFZzyEX/WOmiV8uzqb7RvN/jPrkNdFu/Q3ROGcek5bYp/BSRqTBA24EfsAJ+wAACrEC4euOniFb0EfoN14EVcMS9IIJRjnqGN6YKe+TDvegTkKi4F0Q67lN9jnJRP7xDSFckvPe7gbpAQAJ7PxflqefiunfbUAeUhTwigkAsEVjLhC10pwhH2WjglGcch56D7nSUELixfE2Cli3EbVBYkj8RSpJ/rbKdgQPkrekymF2J/WyURSBiRAQBQSC2CMCtBz46MIY0eL7jY/vAGJd+Flvg3jfSRX14NbuIICAIhI+APetPZM/9e/g3ptodlovJ24fJ6n9hqrVc2isIBEUA3xA3fu6mqeyqVKR5BOD28L9seTtUwsU0D5RcFQSCIIAR5p0NNj200E3ldUEyGJZUxq4L7x0ui9cN6zapLiMAgg6CPQg7EGreVpogBZEOQg1knyJfQdqBxPMm7LytZhX5intVeSD4QOyByEMaCDsQdOoZuKeggC1BWFRdYLmpSGTUDURho5VGr23Lp7+vZOtQA41dnAZ6/Te0yKbv991LQ/M9lq8gS4EzMMYG7L0JVEXc5ufnO/gBF+RTro0V9t5kKR6HPEhDed5kODBVfYn+gMWtf1/iGcoyV9UFfQmyGfcqclj1EfpNtcObRPYmaVV5ikTGO6jK9oJHDgWBqCJQxVb5j3IomJd40ZiJxi7+YEzg8JU/4e+PHh4Dd//Lch4DBIS4jQGouhc5o8Kmn8xxE0z0k03O50Hkl8e6CKtRRQQBQSD6CCB+7W8WuKnaALdA4bQ+ndd83MIuQL4/hFfZpodzp+QVBFIbAXveU2TPfDS1QQin9az8sc75M1m9x4dzl+QVBJIOAaw2/y5b2k7eJKRtqJ0Ly9tXz3RR/0JZqBoqZpJPEFi126Z7Z9v01c7kG2uOa2/RQ6MtcaUur7mRCICsA5kGAhAbBGQayDgQrSDjQL4iHzaVDyQjCDwQg8rCE/lQlnc+pIEkVGQkCETve0H+4RlIQz5F7CEdZCXKmrq5gX6zNJs21yXf7+75XRro/uE2dc73WDEDJ2AAnLAp/ECsggBFn0CAC4huYI904KfSgCfuBSGLPKo/gCnKwzOw4Rz5IMAeZDr6V5H1qi5IU+WpfIqkRXm4D89AeeodQhtwP+5D/SCqPLQB6SB/UW+UISIIxAIBfHGArH2QF4zVJoGxnDdGGWygfvsgi+4YxF4LxPuHNzQxOU57gCUmJUuh2iEAV8g/+cpNv5xnJx3posBetZvo5TU2FWVZ4k5MgSJ7QSAKCGxmt8g3sVXMs+xWXfdYDJE0F4bDX+0keotdlwxghWi3XPmIjwRHuSe1ELCX/o/s6b9LrUa3urU8jVv/MVmdjyXK79Lq0qQAQcBUBO7jRaSI7yQSOgL4/vqg3KYLursIFrgigoAg0DQCsOh/lD0E3TnDTgor22At3bqPY2Cz7gNWPMczieuS6UswmCRNUwRA0oJkg3iTbkgD8QdyDeKdD6QdBCQeyFuQh8gHohVp2EDGIR17lIU0nKNMpKE8kIq4z7s873vhlfDeryz647IMqj2UnH9Yq/a46LWNaWz0YtEgDsUADEFmAhfgBQFewFmRp0gDftiQR+GHdNwPjJGGPfIgDX2LMlEW9ihPpSGfeq73M1Q68iMd96Ju2LzvVel4pnou8kBUeSgL+SAoT71rKs25IP8JAlFEAEZy8CiE0AwHPE4Golh64oty85/Y7B1Ek1h3OpjHji5tk3OMTDzSnhoIcatLT8S4HrN22HTNVDfNrIjxgzQo/iBP0j7eYtPXVUQnlXJsDLGe06BXpAomI/AKW9neOI2t9PeY3IrQ6o7VcFAkww3SCex6PU3CnYQGnORKOQTszV+S/dE9xDPolGt7qxtss2Jk/Sdk9TqLqE1Rq4uTAgQB0xD42zLEmJSxI5J+q2sg+mI70SU9JcZlJPjJPamBwBpWmn7zU08sOSgYk1mUAnXqVqLRPHcp9hixJXOTpW1JggAINkWs4hiEnnJ9CxIVJBtIPeXuGMeK5IMFJTaVD/fC+hLloSyQcriGPCBpcR1EI+5H/FScK6IWaciDZ+PeGTtd9K3paTR/V/KTESCVPiwnWl7lphH5HF94P6/WZwF+wB9YqT4C4alIb2ANrECKYlPYA0ucA19l5YrykAZR5eFelK/KA/aqj5AP5eF+9QykoY/8+xL5kKbqgfyqz1EXkLl4BspHPrQBaSKCQKwQAFl7y3Q3bfL8KcXqMVqUixB6r67zkNNjOsjisVh1irhKjhWympSLecoTX9v0B/apnuyTlmCQw2Xy30520fE8iIgIAoJAeAjUs3Lwx7Pd9CbHhEpFGcKrx54e5yLEkRIRBAQBLwR2byT3K5eyr6wUWM3h1eyoHxZ2J9fE19nMQILERB1bKVBbBLC48obPePGCtjU0o2JndrHo2VPZisSM6kotBYG4IfAWz1swf9nH85hUEyxYf3i0iy7uISNDqvW9qe0FeQpXvCDxQBYqQhAkq9pAxCmCFi5xke4dxxTub0HYgWAE+YdjxGOFoDwIylaWm8gHMg9kH+5VBCU8cD2zMZ+eXc/uf527Uuu/jtluenBQDQ3KP3QkHjCwBwEK/IAVMFN9hGNgCvyQD9gjTcWVBVkKnNFf6Df0C8hTpEEQX9a7z1EOiFWUoQhaXFdxaPFc1AX5vPsS7wbuUbFrVT6k4bkoA/XDPSpOb2r1rLQ2HgjAw+kPZqVuCJiR7Sz6+1gXdfJ4J48H5CnzDLG4TeKuxsBxK6/0wIqPVPzwQNdiVfob6212J2YRBhIRQUAQCA2BjbxC7MpP3GzVkaqjB9GOeqLXeAUZXAf1yJPxI7Q3R3IlPQINPIF/+9tEe7clfVNj3sD9HN+heh1ZfSfwo2SMiTne8oCEI4DV59eyFVwyug2LN7jwgpLBflFHy+LUeEMvz9MUAcTNfmCem363gONVgoFJQUG7399sE6xgxnUS65cUfAWMa7Ii60CqgWjDBmIPVpEg4kDkgayD4BhEnHKJi3wgE1UazkEOgjjEBsIQpJ0qD6SdssBEmSgP92ODa+S7F+TSpG2eOK7GARmFCtc1WPReRRu22rfpuM4ekhY4AT9ghT7CHsQ3cFXEKHBGPhC3yAM8VRrSkQ/9ofpW9Qfyov+RB/2mykMfIW4t0lCOdz51r3oGSFvcj3tQN9yDTVnvKuIW5eTl5TnPiAJUUoQg4IMAvHxc+Umj4z7Y50IKnWzj0A3gXoaVWNRVws5FteeFuI0qnPoUhngnIF3m7Exd0kX1Bj7zPttmU+V+olM7ywRG4SJ7QaApBObyuHEVjx/lngWqTWVLiXQol9/mlfsl2ZbzEZISjZZGCgLNIGB/9guiTV80k0MuhYUAE7eUmUtW6YiwbpPMgoBpCCDeJMK2bE4B12Hx6puZHAoHYR3KJLZUvCCX52iKABas38xhXWBtK0K0cJdnG18mLtXlfdAfARB2IAJB4kEU0QciDukg3SA4B2GHfIo4xDlIO6Rhj3SkIa/KhzSQwCgHaSodhCCIvc11Fl0/PYOW7PY833lYiv4HL41fVGbRfjudTu+aySh4CFVgpchw4AwCFZawSFdYo9+AveojnEMUAQ/cVV8jD+5HWRCQregLlId+QpkgZJEPz1X5cL93PpQJUflwP8pCPtyHc9yLvaqPc4P8JwhECYGZFZ6wlCAuU13qWXcKb42IeTuoSBalR+t9kOh90UJSo3JW1th0wQeNtIL3IkcRgOXxTRwgXFb5H8VEjgQBfwQ+5FXaV3zspqoD/ldS9xwr+O+b46aHFnpW+6YuEtLyVEfAXvcx2cvYta9IVBGwZz5KtGt1VMuUwgQB3RB4dImbllTJ3CSa/QIF6/dnuGkPk1YigkCqIoDF2ZdOcdNnW2V88X4HgAdwAT4igoApCICIg7UkLClBwEFAEoLEg2CPc5UHlpkQkLO4B9dwH/JhQzrSVHm4psrDtcW73HTRh25aK9FfHBzVf/9YYdNtX7AlrCvdITwVQapIUZCh2JAOHJGOvdpAkuIa9rgGwTk2ELO4V6WDpMU50rHhHpSDNFzDMcT7eaps7L3zIS9IWtyHslQ+VYZTkPwnCEQJgXc22nT1VLdjsR+lIo0vBgt1757ppj8vkW+yaHWmWNxGC0lNylm8y3YsbXcJ6RK0R+BWbO5OogndePWpLFsIipEkpi4CWB11x5duOiS/sUFfgq947AChfRrHlZP1Y0EhksRkRqC+iux3biRqEA1g1LvZZiXT9vlkDZzImif5OIk6vlJgwhGYX2nTPbNSN3RLLDsApC1CO5zdVb5MYomzlK0nAvAyNvHjRlrFkQdEAhHYyZ9sUziu+NldXRw6KvC6pAgCuiEAshXxTb2JVsQnVWkg9UDaIn4qSFvkBwGo0lT8WhB2IGh37959JB/aijSUhTio83ZZdNOMLMe1uG446FCf1TyuLuTvt9FtqygjzUPKol7AHjijj2DpimNgin4Cvop4Rexi1UdIU32LfBCVhr7A/RCQrSqfipELYhbl4lzlAxGLfse56nN1r8oHAhdpIoJALBD471rbIShh5CESiAAskfdx6EqEbRBpHQJC3LYOP63uBml7Bbs3rZVV1832y2Z2/zp7B9EF3XkVl+hHm8VKLqYOAq+vt+kuXhklHx7N9/kidj0GBemZ7HpMRBBIJQQcF8kVC1OpyfFt675KXkqeQ1ankfF9rjxNEIgxAg2s0PjWZzaBQBCJDQLLqsmJddtNYkrFBmApVUsE4JbwsimNtFEs5Zrtn2pedPphuU3ndXNRrpC3zWIlFxOPAMg8kG0gBSEg50DsYQ8yFhuIPVwHmYdjWFcqEk+1AMQeyFxsuIa9N7G3uDaT7lhQQIjrKtI0Apv2uWhpbRadWryX0l0e62UQpcAT2ANbRYarc5SG/gGpimvY0B+4DlIVe2wQlIN82GNT/aZIW1UmrimCFmXjPUAa3g1VHvaqLsp1MsoTEQSijcBLa2y6dza//9EuOMnKm8fqDfBTCFkpEjkCQltFjp1Wd8I9MuJGIb6LSMsIfMUxPOE2+SD7YBcRBFIdgffZPfI9TNrC5Z5IywjgQ+1X88VtcstISY5kQcAun032yreTpTnatsOe8wTRnq3a1k8qJghEgsA/ltsSviUS4MK8576vWJEtnyZhoibZTUUA7n+v+qRRYmaH2IGILX4l4yVuk0METLIlFAEQsfn5+UdimSIWKkhXWFAivqmKXYo0xE9FGog6lQ8WmjhWMVRBBqt7kG/joTy6e3ER1TcKmRBKR8+tyaT7lhVSWkbWEfIc9ymXxNiDIAXOIFRVDFpFqKOf0CeqD5EP+XGO/OpcHWOPTeVB+eoZeC7KVXlwDMIWZeAYZaLf8f4IaQu0RKKNwFvspRBh1ER1Ghqyz7Db9d8vkglKaGgFzyUWt8FxMSoVLoIu4/gl4h45vG7bxBOYtbVE57HlrXyyhYed5E4eBGbtsOlGXsQAixiR0BGYz6vHstMtOq69jB6hoyY5jUTA5onJ+99jv1j80ovEFgE3+xNinK0+Z8f2OVK6IBAnBEAS3DqdF0rKfD3miMOqriDTolHyXRJzrOUBiUUArveuYi9jK2oSWw/Tno4xYkYF0Td6itcx0/ouFeurSEAQdBDsQQiCmMM1EIEg5hR5qIg+pHkTtsgPQT7cv6U+ja6Zlk67D8kc3gEmxP827UujbfvT6MLeWc4dwBWYggjHsXJnDCJdEaiKkFWkuuojFKDIdtyLPsOGNPQd7oeovlTl4RkgadW9Kh+egzT1LmCPe0UEgWgj8Pk2jv3M8xrxUhgesvB4Wphl0Yh28ncZHnKe3GJxGwlqGt0DC9vrP3U7rjs1qpYxVZm8yaYHF4g2yZgOk4pGFQEsXIDluVhoRAbrQzx2vMtjiIggkMwI2MvfJKpckcxN1Kpt9urJRBWLtKqTVEYQiBSBRxeLN6BIsYvkvse+dkusvkiAk3uMQQDegb73pZuWVMn3dySdBtyAn3hZigQ9uScRCMAVLwRucREvFQJSDm5zlbtkuMdFPmxIQz51n7oGcq96v5uu+7SRqngRg0j4CLyxgehPS+wjFrLe5Kgi0xU5i2tIw7kiz5GGc2y4pq6DgAUpi00JjnGfyoN7sal8SMc58vjnU2XIXhCIJgIr2MspFqOKwUtkqP5ynps+3iLfbpGgJxa3kaCmyT145bHaYw67/RWJHIG5O4m651k0sEhWf0SOotxpGgJY9DHx40bazvFaRSJH4BP++Diji0Ud2sj4ETmKcqe2CLAFqP3+HUQHJYBcXPtozxayBlwc10fKwwSBaCMA15xOGIZoFyzlNYnAAQ4Bk8afIyeXyjdJkyDJBaMReGihm15ZK7qP1nTiOl64i3BRYzvJONEaHOXe+CAAcg4kLOKggpSFYF9fX+8QtCB0QQTCErO2tta5hmPcgz3yYTvU0EjfnZNFi6vkvW9Nz82ssKlHm4NUannmhiBQIXv27DnSH7B4Rb8AdxXTVuVDTFqQ7ugbpKm+RV4cq77cu3ev0+coW6Uhj4qvCwLXu3/xTG/iF/eJCALRQqCG14xczl5OJdxA5Ijiy+3jcpvO7uqikuzIy0nFO8Xi1uBef+Jrm6bIioWo9OBP2Ec9VtCICAKpgsBdHNN2vXAxre7u/az4uGUaTxQ9C4BbXZ4UIAjohIC9/HWJuZqADrE3zyDatiABT5ZHCgLRQ+DxpbIqPXpohl7Sv1bZYnUbOlyS0yAEPtxs09+WyXw9Gl0GHD9iBaqIIGACAiDk8vLynKrCghabsqoF2QcyDxsE58oSF+QhCF+k/XV1Fs3YIaStA1Ir//vZomzaUJfmkLLAF2Sswhz9ABIXJCs2CPoKxyBxkR/nqs9wjnTcj2OVD3nQf7imNlxHGq7hmao85Tq5lc2S2wWBoAjAQ8Ud7KmivC7oZUkMA4E6DnVxy7RGwl4kdAQs/hGTL7bQ8dIm52yOSznxY3FzE80O6ZVP9MG5HDvDEwYjmkVLWYKAVgj8kwPEw1WFSPQQOKerRf8YJ2uhooeolJRwBDi2rfvF8US1mxNelVSsgNXjVLLOfyoVmy5tTgIEKlhXN+atRmqQT42E9ObdQ1101xCzFdRQUdTU7addtfuodh8rgusP0N79B2kv9vXY88bnTvrh8/2s+IVV1UFshw7v+RhpBw6f49hbYM3lLeo0jS2BMtPTKCsjjTIz0o8cZx0+Rhqutc3KpNw2mZTXJos3HHvv+TjHc16U14YKcpLPxGD99mpqZMupPp1LvGGM+jEUpuMnN9Iej8Fd1MtPxQLz2CvpR+elUVnbVGy9tNlEBEDYQrBXxCDc7Obn5zvkrLLmRBrIPFhqIt+n5Q10x4ICEsV39Hq9T24D/XtMLbUrzD/SHyBjvbGHBTSsYtEPiN9XGBcAAEAASURBVF2L31vVRyDjkQarW/QR7lVpuEeRuUjLyclx+hf5QNzCNbIqD++COo5e66QkQeAoAo+zwdwji2RCcxSR1h9d3MOix08S3WmoSApFFSpSGuWDi9PvzxDSNtpdArdBv57vpt8dLwNItLGV8vRBYNVum+BmTCS6CHzAVgBw3XZFb18FYHSfIqUJAvFDwN7wqZC28YM74En2hs/JqtlIVNg94JokCAK6I/D8Kra2lU+NhHXTC4z/9walUYZGUxoQsZVMwm6r2uNs26v30I6aOietas8+wrZrTz1VcR7sa/bWcxzO5FKzZ7Dyuji/DZXk5VBJfg4VM5nbLr/t4X2Oc1xanEedDm+FbfUnejsW5dKAm/9Ez99zGZ02rFdM3nlYu9zFug8hbaMLL/AErq+cybEmZfoSXXCltJggAAIQgj1+U0D6gdRT5zhGGsi+7GzP+Fl9wKZfLWeXvDGpUeoWumZvOj29qZB+0Z4XNzFRrvoDxyBScQ5CHUQtSHS4MkbfgLxFfyGfImRVnyKPKgtpIHORhvvVvUhD32JDWf6Lr1K3R6TlsUAAceEfXSITmmhj+9YGm84qs+nC7vLxEQq2QtyGgpJmeR5gSzkx049Np7y42qZzuto0TmK+xAZgKbVJBJZt2kEDu3Vo8no0LjTyjOX/vmR3Qr7GBtEoWspgBDA2n1yaRl1k5bq8D8mAwKIXkqEVBrfBJnvxi2SN+6nBbZCqpyICiJ34En9PiyQOAcTgmrTRpkt6xkchAovLrbv20KadNbShopo279x9hKBVRG1FzV5qaExt5dchtgyqqN7rbKG8HW0yM46QuIrM7cykbln7AureoZB6dCyi9gWJ/ejMycpw6nLhL1+kP948gW4597hQmhZWnmdW2jSLvY2JRB8B4Ap8bx4Qn7Ei+i2QEk1GoDX6DxB5cK8LIg/EHgTWl9hA3GIPUu8X8y3asV/e71i8J8+tcrHulOiEUsvBHJaysIYFaQsBQYu+wKaIV6QhDzZFvCJNEbAqDdfRhyofygOpqyx4UZ6IIBBLBA7xJ+v/8eImWYgaG5Tv43CVJ3RIo/ae4Ts2D0mSUsVVsmEdiY9rBMUWiR0CXXOJpp6fRtmeBX2xe5CULAh4IfDku7Npwdqt9JfbzicoamIhTy+3HavyWJQtZXoQOKuLRc+eKhMJeR8MR6C2nNwvnMmNEEVpQnsyu4Bc3/6CNR+ZCa2GPFwQCAeBdzfZdNt0mauEg1ks8p7Q0aL/sSVdtGQHE6+rt+5yiNmNO2poYwVv2PNWXrk75UnZaOEcbjmKOAWR252J3B5q37GQepYWUzysdu997kN67C2Ozc5y23mj6ZEbz6H0tOi8e1vYRfLp7zbSPomHFu6rEXL+HDblgO5DFp6GDJlkjBICrdF/gLSFK16Isr5EDFRsIPtyc3Np+o40uulLsVWKUncFLaY3hx6ePJ5DEuz3xKKFFS2IdBCwcHesXCAXFLCraiZ0kQaXxyBzlavkvXv3OiQ8+k1ZTSMfYtmib1Geuhf9W1hY6KQHrZAkCgJRQuCxJTb9YbHMZ6IEZ9BiLmCL2ydPjs73YtAHJEmiELcGdSRWepzFsV3WeL5PDKq5eVX93iCLfjxcBpBQew4r7fcfbPBshxqo/sAh2s/7A5yGOFNwdeZmP1c+e6+0Rr6Wxj6aMMmHGzHsPceefdrh9Ix0dofDK7tzOJ4U9tFSCoTazljmW7Wlkobd/jgN7VlK/733Sla2FEX1cVv3EZ02SRQfUQW1icIQ6xYxb0UEAVMRsGf/heyv/mpq9ZOq3tY5j5HV55ykapM0JrkR+Oanbvp0qyz6SHQv4yvky4vSCAtSQxXEjF3L5CwIWnyXrt7iOV7D+9372IxXxDgEYJHbr0u7w1sJ9S3zHPdkkjda86hJs1fQxN+9fASbM4b3pn//aGJUSOMbPnfTlHIZT46AG6ODs8p44ekpovsIFV7oNKD7OOCl96g/4DlHmo/OQ+lAvHQfuM5OXn30HY7ug+Nqp7MlYTrrPDy6kDRe0M1kVja7n81my0XWkySTtFb/AWJvz549R6wyQeTCEhMWnJSRRRd93pa27JP3OtbvzB0DDtJ1nWuOWNqCNAfRCoIWVrPoE+Xu2D8NdfNOA3GrSF9lXauIW5C2OIYLZhFBIJYIbNhDdAYvGjsovG0sYXbK/vfpLjpFPJ42i7MQt83Co9fFZ1bYjitOvWqVnLXJ5O+7zy9Mo7LEep+KC7iYOCCe1E7eKnd7Yk3V1NVTbd0BR0mj9lDY4Lh2HzY+5r0ia+H6KxGSyZMbZyLDJG5bntDk8IQGhG5emyxWFrShotxsKsxt48SOwopzHBcd2bI5PYeyeTKki/S98VHHagF1feauS2nCcf2iVrU7v3TTmxxLQCT2CHRnJemnF+gVWy72rZYnJBMC7n+PJ0J8VZGEI2D1OousCU8kvB5SAUEgFASqDxCNfL2RGuRzIxS4Yp4Hi1CxGNVf9vECy+UcouPrjRW0dOMO3ipoRXkluzvWa3Vwfk6W861eyN/z+LbPawPyQu0zj6ZxOq5nZ6SzFU8aZbHVTibvMU/AlnF475xzurcol44qjadFjmBR6oFDrLTjBagHsRj18DFImYN8fKDBswfZvbf+AO2pZwKB50Z7nOMDnMbnfIw95lBVHLe3jvPqIiCAsEi0X5cSGti9Iw3u3oEG9yilvp1LwiZ0d/Ecsus3HzmitEcbQRa//tOrqQ+XF6l8sd2mqz4RrWmk+IV738tnuDjkS+B4EW45uufH3/zuuv1HdB87Wf9RzTG1PToO1n/wNRx7dB/7ec+6D6Tx3/N+JmfrDx5yxoVEtBNkblssYGedB3QfbbGg/TCp69F9sK6DY2cXees9+By6BehAEFcb9+kkrdV/NPBYDIIPAitNkHtwqfvC5lz649e+471O7U6murRhddrbJ9VQUfohhzRXMW5ByMIy2tuSFuQ6/gaVxS2OEQcXJDz6DcQsiFv0IzaVD32MdJQtIgjEGoGbp7npg80ymYk1zii/bwHRlPPSKC35Pz8ihlOI24ihi++NtTzPO+ntRqrRZ74XXwAS8LSLelj0xEnmrtDDhGNrVS1tqeSNFTHYw83ZDpCzhwlaHIO0BXmbqoKJTMeiXOpQmEsdeStVx7zHObYu7fLjEkPqtifepn9Nme90BT5Mf3z5OPrZ1aeRi49bI4t32XT+B25xetoaEMO89+ejXBIvKkzMJLsmCOxaTe6Xz9ekMlINSs8m142z2HJAAsDI26A/Aq+stekHs4Ro0aWnhhRb9PjwGlq0bptD0oKoXcZE7frt1Qn59sc3d2lRHpUW53Ls1nznm7tdfo5DzpbwYsrifBALOVTC5AL20bII1aU/sOC1ag8vlOW5F4jcXbV1tMvZ7+PjfYQ4wCom8PbqPQSCPd4CcntA1/ZM4oLM7UiDeBvCx4ix25yM+O4TTP7v9MmCBbP/Ycvb04b18kkP5YSNFOnc9920rDp156ih4BTNPAOLLHr/XBfPO6NZavzKAqGq9B5YhAL9x/aqvUzQenQfIGh37sbfX11Ku3bPZeL2iO6D9R2lrOtw9CDQfRzWfyCWdilvrdVBhNL70dR/gOgDAVhHWXT6B+m0N/5DaChNTso8l/Vw088H7qWsrCxng5UtiFv0B8hXb0IW6bCsBVELQR6k4V64RobAxTI2VR7SJK4tUBCJNQJzODzlpRKeMtYw+5T/4PEuuravoR8fPi2JzYkQt7HBNeqlwrc6fKyLxA8BDBsfneeiAYX6DSAgWjExWV9RTeu2VTnxpdQERU1YsMpbJHoIwDK3a7sC6toeW+HhfQF1O3xcxuRuFq/0b428/sXXdO3vX/Up4swRven5ey5zFFg+F8I4uY7dFn4mbgvDQKz1WYuziGZezBbhrXslWl8RKUEQCBMB+6snyZ79WJh3aZg9i91oWbz4an+NhpULr0qwuIXlrYggoDsCN3zGbk23yHxFp34auPI/NG3RmphXqYQJWCfO6uEYq11K8slR/jNRC9IPZG2bzIyY1yOZHlDDVn6KyN3Gi3HVsXd84XjN90Ckj+zTibcuNKpPZ953pjKeFyn53pOT6JkP56rTI3uQ73+8eQLdcu5xR9JCOZi00abbv5BFIKFgFc08iDWHmHM6SkX1Xlq3vcpZeLJhR7WjC1H6j3Imaat5EYRI9BCAVX7nkjzqxmO6o//w0oN068D6ED6PhvVutPQfsNyEdSesbh9d2YaeWyOT8Oi9DS2XBGu5SafVU7/iDIeQhREC+kNZQHuTtCBkQdw6Lq25aJXPm6RVxC3uU2Ruy7WQHIJA6xG4jEnb2UzeisQPgY68Pn0Gh3fJFCcJQUEX4jYoLHolwtp2zFuNtEdWjMW9Y87vZtHfxibG6harRtdsxeTEM0EBSYvjdbxKftOOmoS56Il7JxjyQHycQknVu1Ox4xbM2Xcqod6di6lXaXFILpmxCr/rdY8EWEFgsoS4t1CShCsL2dr2Ara2FYk/AvePcNGtA/VUfsQfDXmiKQi4X7+aaNs8U6p7tJ4F3cjqfxFR+2PIancMUd7h8fIAu/6s2UB25XKyF71AVBV7AuNopaJzZA2+iqxTH4hOYVKKIBAjBBr4U2Pwq41U1xCjBySg2PEc93FMB9/f8WdXuqm8LgGVifCRoyun0uSpX0R499HbEIoEbm/xfdud46MeIWlB1PIWDQX+0afJUagIYO6woaLGWcS7geeKG3mOuBFzRmdxbzXFMpwN4udiboKtbv8h+svbM5qs9q0Tjqff33RuSFbUUJee+a6bVu0WxWmTgMboQn9esD6FF677jnoxephfsXhX123jReneug9eoI53Ge92IizQ/aoop34IYAzA74L6behzWA/Si/dwXx+KRFP/AQJwY+UeOvfzfNrfmIi3OJQWJ2+e8zsfoN8NP0CIcQsBiY4N1rbK4tbbLTJi1SIGLvKAqAVJq1whq7SCggIhbpP3ldGuZTMrbJr4sehOE9ExvznORdf3k3E7GPZC3AZDRbO0x7+26ZFFMngkolswbCDWbc/mvUO1qmqIqbJi807HvdRKji+10jmudMhZU1wYw41OG1bowOIUlqlteMM+m1fWw+UWrrvY75LP3istja81sk+shka3o2DA3nPs2TfwB51zzlrBugMHaR8rBzB5Q/wpE0SRun2YxO3DZO4x3TrQQGdr77gm8m7DSfc8RfPXbPVOco6B7aO3TKAbxo8KuNZcwk0cn+FDic/QHEQxu9aeV47NZqvbjMSs/YhZu6TgJEbgYB25/8lWMe7ExC2PFFlr0ESyTr6vZXfCNruMX/sR2bMeNSuGL5PSruumRAqP3CcIxAWBZHMt1puN9t8/N40Qu81bnl5u06/nm/H9iXoPrl9Kn0163bsJTR6nsWtDkLB9Oe4pYp325Til2Pcra+dYz+J7VsQcBDB3AuG1assuWr2lkvdq2+WEz4l3S05nl8kv/fgKJ95mc8/+qNymGz8352+subaYeO2ZU1yERSuxEsSFXsU6D+g/VvI76ezZzTZI21guNIhmezAWIqZ2dhZvvIc3Aeg+lC7ER+ehdCBeug9ct/nfIdZtNLA+w6Pn8Og7nHOkH9aLQOcB3Qd0IEgzReB+GQt98BtyDLtfV/oPeCnz/y2Jpv7jwfmH6MnlMvlOxHsCq9u3T6qiHoWZTh/D/TFiEKO/QebCKhppiFcLt8cgcyGwylVxihXBi3wgcfPyYqiITQRI8kytEbhmqpumbZNFY4nopC4cvvpLtrqVWLeB6PtNRQMzSEpiEeBvNnphtTkfaIlFK/pPx5CNlfW/Prb1H3+YpCzdUEGLN2ynJesraPnmHUzWVjrxZqNf8/BKRMypdrxiEqsm2xVwjKncHMrPyaICTi/gfT7v83nVJM6RjnOkg5htwxMWuNJJhBw41OAQuHWMLVZ67wOpy5MbxPeFu6Tqunqq2bvf65jTvM4RTyoeEyB8pJZX7na2zxav94EKrscGdmvvELmY0PRjJVkw4hZt/e5f36HZKzbTY7ee70wOfQoKcrJ5Lwd6Z+WHSGIQ2Mkeu97eYNNlvWKn/EhMy+SpyYqAXbHILNI2LYOscx4jq+cZoXUJu062+pxDVqeR5H71cqK920O7L9G5dm8iquPYgW3bJ7om8nxBoEkE5viGt2wynwkXsODq8ZNYqRhkpmzaL/qW9I4BkEOJCoJ2cPcOTgxTxDNFLFMo2bHgUiQ5EICbYmUNR8f182nU7n37mczdRcs37aAlPD9dyvGPsUcc0FjJ1EXraNwPnqbXf3aNQ+Y09ZxnVsjcpSls4pEO/KNB3GLuClJ28frtrP9g3Qe/azhH7NlEC6xBofNolw/9B8fV5j10HfltWd+Rw/oOtefjAj7OP7zHQnUQta0NjxRp+w82sHWiQ+Sy7kPtWQcCl+k1rPeAnqOGjQIQQxuu1nEMIwHPtt/RO6GMeMgOjtmNbeZy/ob1EmCPONpqETv0H6P7d42K/uMAN+2/61qvt/OqrhyGgUAjD92vlufQfe09X0r41oA7ZMS4hTUtrGvT09OdmLbYIx0Ca1uIyof7cAx3yiKCQLwQWLObhLSNF9hBnrOFPz8/YIOj89jrqYgvAmJx64uHdmcS3yXxXdKWlTZzL0mj3DDCMm3eufswQcsTFUxWeIOLYxB48RJMKBCXBO57u5QUOMed+RiTk/YFuTxRwd5D1CaKeI0XFk09BxbNVUzebudJBeLmYHKBPc531NTx8R7azufoz3jFkGqqrt7pw3p1YtfJV1APdlXXnMAiBJYhIolDYGiJRZPPkQlk4npAnhwOAqbFt7WOvZWsMXeF08SjeStXkOMW+lDslNRHH9b6I4lz23oMpYTYInADW8gly2Kx+zjUwW1NhDr4B39X/cogi1uefNDAVS/TkK7taFCPDkzWdnQsn3KzM2P7QkjpRiIA4vZrJtm+ZiJX7Zdv2kkI4RMtKcxtQy/9aCLBAtdfVtbYdOZkWbTuj0u8zz9md8lwmxyq4L2BvmPJYZIW+xVsRRuPBdKqjlioUMoxtbuwRadH/+HZe/QdHoLWOWaSFtaxqSogc1vUffCCc91iBoei//jfWpvumSXjRyLf7XzWmc67xEUZltshZEHKwooWxC0IWbhAPnjwoHOurGthcQsLW5wjzi3yYRMRBOKJwH1z3PTiatGdxhNz/2eN5vA0r50lulN/XIS49UdEs/Or2VR/upjqJ7xXfj/GRVf2Dv7xgFWj81Zvoa9WbaG5q8tp4brtzurGWFcalpo9S4uoJ5N32CMOKghauJ/pXJznWNDGug6pVD5WrYLA3bSzxtnj2LN5zrdV7QmITRtLfKD0eO7uS+mcUX2DPgbW+se+0Ui7PAsYg+aRxPgg8BErP44JQ/kRn1rJUwSBQATsybeRvX5q4AUdU/LLyHX1ZKL0bL/asfO59Z964vQ27CcqHUFWv/M4T+BvuD3rT2TP/bvf/XqeWqO+Q9YJd+tZOamVIMAIjOJvjh3sacJ0OanUopfPaDrGo3HELXfIP8a56JyugWOg6X0l9Y8PAghNs2JzJVvEbXGs4uZxSJcl7EFq/8HIA1qDZPsDx7z9Dse+9ZZfznPTP8Xi1huShBzfPMCin48KrjxFTNK5q7c6eg/oQPA+YOFzrAWWmo7uA/qP0mLq2s6j93BIWtZ/wDUvXBCLRAcBeDTbzASuo//g2NmO3uPwOY7hTSyexDxa1ZL+45KP3PTVTiFeovMGRF7KE+yx5KIeluMCGSRtdnb2EetauE4GSQsiV5G0yAPyFha2sMQVEQTijQCs9Ue83kh7ordGLd5NSJrnTYtxqEoTgRLiVuNe27qP6IS3GpkM0riSKVK149jdxxvjXQ4hi4nKPJ64zl1V7kxatrNVZiwEq8xAxiIuSC+enHiTtJiswGWxiD4IwB0UrKrXbquitVt3Ofs123bRGj7eUlkbE1IX78hPJp5C9191asBEFXFtEd9WJPEINKf8SHztpAaCwFEE3C+cSVS7+WiCxkdBLVDdDWR/ci/ZKyf51rzTCHJd9ByTvJ5YSuqivXEa2ZNuVqda762ep5N13t+0rqNULnURqDlINOTV+LhfjCXKHJaNppyXRqXNeOczkbj94TAX3TlYCI1YvjupVjYIm2Xs+hbhXWav3EyvfL4kIqtcELcgcEHkyqJTfd6iElYzwOPYwUOHaOHabQ5Ji0Xq0IGs5/lurKRjUa4TNshb99GLXbhjoXoJewsT0QcBjAFY0L5ma5Wj71jHOhDoPqAL2cCxtWNF6jal/1jPKrlx75j/HaJPD0dek5M62PTCKW7au3ev4x4Zbo8RrxbeB+vq6hxLXFjXgtCFgMiFZW5BQcGRtMifLncKAuEjgPBm3/tSdKfhIxf9O+7g+cqPeN4ichQBWc5yFAvtjt7daAtpq0mvYOXeTU+8Sy9N+SrqNUIsKcQf6l/Wjrf2HPOjHQ3gfV+OdZrDcVREzEAArqmP4Xgt2PxFkbogcRHbB4oOxPlZuaWyVavV8fH7u1c+cybT/7rnMipiK1wlb/P4IaIHAu9wX/xsVDB7Pz3qJ7UQBBwEGthUrrbcDDAQq7brSQF1hfVsAGmLXNsWkD3zUbLG3u9zj8WErs1lka3/RM3etTqIzbBPc+REEEgYAqvYvWkyyMOj2dVmEnIDcD8rXyHJ8Ibq0wYQrUN7lnJs5A701sxlEZG2aM1T783hWLuVjuvkhbXZ4ilIky6Gx6YfvTyLnn7tQ4LFdTQlzeXicD+Fjr6jH+s/EO8Uug8cF7b196ISzSdLWdFEAGMACHZs40f28SkapO1GttIFibuSXWZD97F0oyfGcWvDTzWl/3iHiRcRPRCYtdOirbUHKOvQAXLz+IHNxX/32IOgxR4ELkh49CfSQOwqIlePVkgtUgkBELcieiCAvvjRMD3qoksthLjVpSeC1OO9TTJ4BIElYUl1GYWtejY+TLBadEjPjs5Ed0iPUofkgyUtJjAiyYuAN6l7wegBRxqKGLtYnYrYUcs2eyY073+1kvaya6Jw5KP5a2jMXX934t6O6N2Z4Opj6hYZP8LBMJZ5K5gPm8eLP45ly30RQUBbBBzS1pBxo7AnUYYfu8LEs734xSbhtTd9GUh8ZuYR5XU2g7Des5UJZh7crbQm2ygXBIFEIbAx9l4yY940hESZ0M33d3oFE54DkiDUQTL0T8xfAHlARAj85LmP6MN5qyO6V900l93t/vrlTyl96DkqSfYaILDFKmo1adu5JJ+G9ujI+o9SR/9xTNcOvGC9mDA3FkleBEDq9mZLaWz+pC7cLKtF7MsOL2iHVXe4CwT89R/vsbcxET0QaOSu+HxnJl3QMctxgQzSNi0tzdngFhlkLaxwsYHEzcvLc9wk61F7qUWqIbD3EL+vEp5Sm27fxHPKpdU2DSrynZNpU8EEVES+mBIAeiiPrOSwbPMr5eMjFKzilWdnm7KQH9U2O9NZgTyUyVk1URnMk5ZcThcRBBQCiMMDa2tsF4wZQPc/PyVs0laVtYlXtZ7242foT9+ZQN0GjqS6yMNOqSITvs9kfqKI/2T2M1exOzwuO+F196/AR+VC3PpjIud6IWCDGDRErA6DA2tauZIHi5rAdJWSna+OfPcH63zPdT0Dabu3wkM061pHqVfKIlBuyJ9RUx3Uk9dw/PJY30WU8Lbz8hqbHj3BfMXBljqZUzbV95IeOQL/mjKfHn9nZtgFwB3uicd0o5MGdaeTB3Z35spY4DyS48uJ6IPAcupyxCKupVrBgxi8Tim9BxaoD+XF6sV5fovsWipIric9AggFhu3sUX2dtkL/gVjJkYjSf/z8WxNo2e7hkRSh1T342ihho3PoPkAmmSxTt2fQxB5tHEtbxLLFBsIWAgtbuEpWMW4x/osIAolCAKTtweg6lkhUU5LmuQj7J8Tt0e4U4vYoFlodTd9uk0yxteoSWuvqRBm8UuxQo++kEitGhzApe2zfLnRsP976lrGb45KAmKN6tUZqoxsC78xaTo++8UXE1erWoZDOGNab8ttk0edb8Y6a9wGMGl/Uw6Lz2eJlTEeLCrzWORzij6mNHLvmAyZAX17DMXUMs+6Zto3ovhERd6/cKAjEHgGQgqYIx7J13Bt7TfTtvfxH1oxYZScEXoV76P2xi9UW+MBWpghx20oA5fZYIbBtn7mzlnTmax8/yUU5XrPifTzE3D3TTSPbmfctFayPsSAY31EZvtx0sKySJgiEhMAXSzfSnX97N6S8WKB6EhO0Jw5kspb3sMLzF1hX4D01RUZ3sOjsssjGh9fX2441ie5trbbbULeOJbRxe6VPVeEpDCTtKOg+Dm+DenRw9CQ+GeVEEGgBgWjpP8oPcFBmQwVePW4cwLoPHlM6tyXKPPw7vYUXxMHrxxesF35+le38hpvUxFk7WJ/tSmfi1sNAw+oWAsvb9PR0ZwNhK6StSb2anHWdZoC17V1DLMrLiOybw7/XPuP26t7m6dt5HjbUv+ape+41RU1dEHRs+XQDBo9QcGvPITdzvLz6beYPELehup0GK516detEroYDRyYqx/UrI1jSYpWpiCAQKQKrOfbtzY+9GdbteUzQjhvcg84Y0ZvOGN6b+nFMZCV/fdd3cYFK13lfzPOtP5/ootM6B/8ggbKxTwHR9wos+la/NPrRbDdNMiiO7zJWSO1ihRRW0YoIAloi0Jy1qmYVtldPJmyhitXzdLKOvS0gu71hWkCazgk2k8zBR0iday11SwUEajgeoqlyz1AXDSvx/cv67QI3beDFYiOPflqZ2rwj9UYfYV4mIgi0FoH126vpyof+G7CYGeWC1ENYIFjSKrK2Q2Fui4+c3vzaqxbvj3eGi3mh6bV9fceNUOvQicmZ26aboRDp2KWMLPb4AZL2OJC0vEh9eK9OBO9iIoJAaxCIpv7jtum8MsmwMHMuHj5+P9pFEzlMQzDpwuNEl7YWndEFYw3Rz+e6tSdbvNuBBXBfltfTkLb7fCxr6+vrqaGhgTIzMx1Xyd73yLEgkAgEdCcxgcl1fV1R+4Yf14nozMl6f4MsZO+z8DqQm5GIN0K/Zwpxq1+fODWawyuUTJc2/HZ9fF4agZBRMvjVRqNdnl55/Q107wghaVV/yr71CNRxPNurWPlRu695rScUISP7dHZI2jOZrB3dvyshfoy/1LBL4dW7/VP1Pj+OY78+ebKLSkP0poUfcOQ/vr1ND8xzE+Ko6C6o4lx2u3h21+CTM93rL/VLAQQMIm5b7A2Lx8bsQrI6DCHqdwFZfc8l4lXfvsIrwRf9yzdJ97MDhg3uuuMp9YsaAtXNf8JE7TnRLggWLrcP9P1dxuLZF9m6JdkE34dC3CZbr8a/PZivXPqbl2hX7T7n4W0yM+g4JvNOPEzUjh5QRlhcGq7M4W9kk2RIoNGwSdUPua69xl1In58quo+QAZOMISEQbf2HaeMHQHrw+KZJW38Qe3O0l5dOd9EdX7rprQ3mjJVzdhCHj3MTyFpY3MK6Fm6Sc3NzKTtbVrP797Ocxx+B7fwpY3q4l/ijFvsnNvAwh9Ch4zr5ztFi/2Q9n+CvxdKzlilWK1hlbdxrfqNv7G/5kLbmt4hoYZUMHMnQjzq14fa/vkNLN/JXbRDpzu6PzxzRxyFrTxvakwpzWzaVWGBYbOx2/M3+Ik9E2kbwa/QtHmNW7rbo36vNmMDg40OI2yAvuiTpgQDcBieDFHQn15VvsU/QZlaCsPWIPfNRom3zzWpxg0F+JM1CVmrbSgTqzXP04YRjeIxdJMPqRckeXt39g1nupAxXUw8tiNjsq66WfQQIuDk+4fefmky9Sovp2tOHOxa1I/t2joqLXJPmL+k8ZsC9aSrIwl2p0EppY7wRiKb+Ay6Fdxg2hfn5KBdd3Sf8MeRhttBdVu2mVbvN0H18XZvhxLVFLFtY2EIKCgqc+LbxfufkeYJAMASgnxPRE4H5HKUB1sEiRBGoygW2WCOwuMrswSOLF2XeN8JFNzCpkmyyaJfZfZNs/WF6e558dzb9b9qSI83Iz8miU4b0dIhauD9GTKhwZZFhE+y7hgQnbdezi8LPttq0bo9NPfMsOrmUDefYTbK/4P7X1zdSPbvj0V0WVeleQ6lfSiPQ6IlBZDwGmeySsTnSlhtov30j2eUzzWtqsvSRechLjVtAAPFTTRNYu3T2W98BV4RbPYaEpjWnxfoeNLCPWmyUZIgrAi62lnr2rkui/kwQLybFt+3L8xHoO1JB0C8YE/3HylRou7QxNghEW/9hmn7uu4Msuplj2vpLFXsu+WCzzcSsTTmspb+8l4v6cpgob0H6X06y6Jz3zNBJrtiTSTk5OY51LSxsJZ6td2/KsQ4ImDJ+7I/iAlkTvBXi3fD0TeBYqcN7E+86CHEbb8RDeN7KmhAyaZQFbkvHllqO+63R7HIMcRgisZ7TqElNVgV+1jG5RMwJEUGgNQjMWrGZfvr8FBo9oCudMaw3W9b2ZldjZUHdH4fznJU1ZnzIo00984iuDhIfCq7ir/vUTYiN4hGb0tnz6SO8yvTyXr4/3h3YCPmbXMZTy/Vvt0l9o5CXfQohYKeOVt+68J/sQuNfZM/4A3ew/mPHkbfQfWRQPJIkB4KADgg0GDZ84Fvigu6+3xMfldv02jqDxoMwO94URU2YzZLsSYCAKdZjCurBQdwk/2ulTX9fHtpAaMJiU9VW7DF/6ZzjO156X5djQSBUBGKh/1hlUBSRTF7wcdvAwFBXS9hw5+ZpbkfPqLD854pGeuxEV8C3yqAiizrxorNtBiwyq2QyurYxnXLT04W0VR0re60QWGnI+DH+vUbHU1A44A0utuif4wLHm0eXmDHXWWGQXjucfokkrxC3kaAW43tMm7zg4+POwanzMY/+6dI2ddob49c9ZYtPY99865//ARXkRDe+x0pDXOeg4285xkVwN+YtiMF2/WfepK3nKpTCd8900/CStIDVp8dyjFwTiFusWkccwKLwQ395QyTHgkBsEAiIARubx8S81EO8uqqR/9DSmvlD47ZaI28iyson+9OfxbxKUXtAGq+UExEENEQgM1AvoGEtPVXqzkb5vzrWt8KwdPnx7NBIF20b1kLFMnyb3EJuuSwIxA8Bk4gXoDKElaH+MpMXnWJxdzIK+ue0zsnYMmlTvBGIhf7DJN3pOWVWAPkCw5Bv8oJ1f68D8GRy7xw3uwpNC7jnxI4Wexwzg3xZtquBOuY2UkaGzGHi/fcmz2sZAVPGD4wT2EKVfPZM/ouRgR/+Ty6z6UO27DdB8E0FQx54Gkh1CezJVEdEg/abFt82cOqiAYgxrMKmJIg/HEN4pOgQEYB1bbRJWzx6s0HvZ//CQLDe3Wg3+1HywupAxWrvfHNGoY17zfhQCuwZSUl6BJKFFKzZQO6/j+BtOLlfOJPsT35C9urJ3H2Bf3vWoIlklY0xp2tdovQwp7NSq6YZhrgNxWKxxzmuLbwFectPWDnqrzT1vp4Mx0LcJkMvJmcbNnJYFJNkSBCL28VJHE7JtP4x6V1KtbrGQv+xgcMrmSJX9A7UWfx1adPfH7W8oH1GReD42M+gGNs7G7MdV8mm9JHUM3UQaOA/ra1JuOAKo8yf2Vq/Ky9U9RaMJY8sDNSleufR6Rgj32bRnTpdIty1Tm/m4bpsqQv8cdawmilbpXKnfwI/ulIWEGm4NghA6RjN+Aexbhhi1/rL5E3Nj39rg7gz6eb3UeJfpk7nWDk2PPzQxTo1QeqSrAggNmyyiM2BYBrq2T/XZrJ5o+VvEK2dQtZZj7AlLi9B9ZZjbyUqn+Wdou9xpsRp0LdzUrtm/kSormicydYuI9r5fnu8ucGm91r49tC1PeHUKy/Dt93h3Ct5BYFYImCSpSo7TKKB7KrUW2CxX56Eyl/VRpP6R9VZ9qmDwFZDdKcItXYyh5fzl9dasJz9wSw3PTDX965qJnRNkcqGZjwgmdIIqWdSIrCd3Y0nYxgRxNE+i8NXegva+t0v3Ma1F99WwYx9vNuWCsdC3GrWy6AsKgyIV+AN24tsAbdxr0W+QwPHoxzjCkjzvs/UYwx6IoKAjghsr2+e9NSpzlDytgviJXpDC6vuexcEtmJPGG5DAu+Ob4oJ8Wjii4g8TRsEsoL8cWlTudZXxF7zPlF+F7JO/KFPYVaX48mGm2gT4sdmF/nUXU4EAV0QKPRbD6FLvfzrEczqdEwHi6acF9wJ1YAgVi2XcnzcsZ2O5v8Wh3cwgdgoFN2p/+sg55ogYNK3ca/8QLd9iE8JAanbK89D7GaxF4IVNRwflkPYHOS1ZCbLdl4HJyII6IgA3Anv4oUTJsgZTKRgjPCWpdU2taRbhNUtNlNFxg9Tey75671tnzm601B74wR2o/6DYUfnKLgPIedund60ZX+oZScin4wfHtSFuE3E29fMM+G3HCb7JgkmW6+sDaz0hT1sGhtkVZlJbQtWV8SoFBEEdETApHcTpC1GDe/5i5sTWvpxPq2z9x2eXlhpUOD66gP+rdbxTZI6pSQCbYL4/tMRCIsXhZ35MFmF3X1q537vDqK6Cp80/xO7fKbPmONct1i7mteFaPdG/+zanVtC3GrXJ1IhDwIlQRZimYJNpxyiTjmB3xZN1b+YCdDirKP5TYjvCxfR+X7uoZtqn6QLAvFGoOYgvo3NkCF+1rao9UomaO8f4aLr+1nUxk+7Br3OWiZv/7PGpudW2kGCNujfbs/cRf96Sg1TDwGTdB9d2h79blA9taTKc3Q8LyCbyIvCRrTzfI+AaFnGpO7SaiIsDPl4S/OhpFR5Ou5N6iMd8ZM6xQ6BmiTT6+Nb/8HjXZTmN9T8Y4VN8yrN+c7y7nEZPzxo+H1aekMkx4lAINkGj0RgGOtn1hi84i3W2Ej5iUXApPED8WjO/8BNBV5WOo08ScFEpSnp0IboRF5F5i8rg7hP9s+jy7mMH7r0hNTDHwErr7MZCkXbTVbP04n8XTsXdG2RuKXKFf7Nds6t3I5kG0DcUl6noPWXREEg0Qh0dohPM5UCicYuHs8vZXLa39InHs+VZwgCoSBgkmJuSHHgPOSWYwLTVLuhSO3Plvu/PNai07vYdNdMN+00zIJV5i6qN2WvGwImLfooZT2Gv8DN859OcNFlTNr6y0lsAHNSKVIt2rSX6I4v3TTfQPLFJP2Ufx/IeXIjkGy/bdfx4rHe7BXEWxDK4fGvm1GwemfW8LhGjF6cXhHiVrOXsz4ZnaxrhnFrq1Pf0NoS5H5BIDYImBTfFggs3hW6krct/1o9f5qLstk4zl9Mik0n44d/78m5NgiYRApWrSYqHeEDnVXUi+ytfkGgfHLwSa6jAfFPJXvfzoA07RLSWeNjilW0duBJhWKNQJkh4ZcPmqu7aFUXBrP0aVWBcrMgEEUETJq/DG6Fc5JTOln00YQ0Ov3dRjKJrJa5SxRfdikqqgiY9G7Cu4e/3D3U16Wp/3V13i2X6PXxLvrjIjc9sTR0/Ym6P5H7esNdxScSO3l2bBEwafxoCQkYwwQbT/60xE0mhZXzb6eMHx5EhLj1fzMSfJ6qCoUEwx7W4w/Bn6uIIKAhAsk6fqTznObJsS4aHMQ92YebbZq9w5y/ScTiEREEtESALW4pjb/6G/V3K2FXrSHLn7gd/i2yl73GPtib/iOzeo0PhH4/m+xXbwhM1y3FzzW0btWT+qQ2Aj39VnjrisZH/M1w+xfuoIvAgtV5VHuLrunjawnz2Vab3tl49Ltj5/5gd+qVhricIoKAjgiY9F2MkWBwEItbb1wR9srijFhwGkwQKuYHTNbc/1XT3yrB7kt0GjwiYT4mIgjohIBJuo/SMEIyBMMY1vs/Hu6iBbvc9OX2o98gwfLqlGbSGK8TblKX2CNg0vjREhr/N8RFhV6eDJF/XS3Rv1eZM1YEa6OMHx5UmvikDAaZpMUDAbdZ3/DxgES7Z4hRtHZdIhU6jEAyrimAFc8TJ7toVDtfxSmaXMfW779dYNagKeOH/LlqiwBivbLValPuhLWqd+XKwOoU9SZr1C1kz/174DWktB9E1gl3B1yzKxZymv6TGqu4b0DdJUEQ0AWBvvmW44pX9+8Q/KVP8iJdW8IPv9n+xO1qXuvx6jr9xwzvtvUvCPyG8r4ux4JAohAw6bsYVm95QWJF7+P5yMML3TSVF3Vs5FAwECyW+M4xLrrKb+EHrl3T16LnV1m0imPfmiLoJ1EcmtJbqVNP3b85vHuiJMv7LPAYC9GxMGw7u1LHb/Z53SzqymOOv/yK3a6fPdkmxM82QUwa403AU+oYPQRMGj+aa3XPPKJvs5tkf4Ge1JRxwr/u6lzGDw8Ssm5OvRGa7DOCuAHVpGpSjcMIZMhfjbwLmiKAlZjJJGd3tegDdikWjLSFW7Vvf+am9YcVJKa0O1PGD1O6KiXraZX0N6Ld9oq3iPZVBtTVGnMXWWc/SlTCJKfr8AdV244OYeu67GWPRbH/XZu+8E/R87ydGX2jJ3hSq1gjkMV/blAciOiJwIBCPesltRIETJpX92liAcRN09z07EqbNvCcBFwKtrVs6fKj2W762dzABaZpPF+7YYBZkzaxtpW/VR0RMGn8aMolPMgjLPy4fIrHDfJrvDAMhMs57zfStG2B7Gw/HoeCLQjRsX9QpwyzhjpdYZR6xQABk8aP5poPS3z/3+i5O236qDxw/GiuHB2vyfjh6RVZOKfZ25nhkl82zbokoDqZ0kcBmEiCHghkJsnCj1xezf6LUS66snfw8RATn1tYSTKzwryPkWT5QNTjjZdaRB2B0mFEK9+OerFRL/DgHrK/fJiss34fULTV9zzCRm42gXGzz0LEhm1CbCZt7cX/buKqXslWR+4bEUFAYwRGsGeMtbXm/S5rDGlUqoZpy7CS4N9TUXmAFCIItAIBkJh4R02wfPmUreFu5vmH97c8YuRND0KuKEj+xYTuZT3tgL/BfgUqh/579A/6SUQQ0A0B779F3ermX5+qAzZ1aBP4h/T6ejto3NpajlyDRSEzLkojuFj3lpNLLXpxtRnfW8min/LGX46TAwGTxo+mEMfYAGMXf3llrRnjg3+9/c9l/PAgIrY//m9Ggs+Dud9JcJXk8X4IgFQSEQR0RCAZxo8xHSyacl5ak6QtVrNf+IGboDwxUZKhj0zEXeocGgJWx+GhZdQgl73yHaItc5quiYvXJjZD2tLujWR/eFezMXGbLjzOV+DGusOQOD9UHicIhIfAyCAhDcIrQXLHAoG+bJ0jc5dYICtlRgsBU95PkMsfcJxsuFtX28dbWp6PPLU8ME9vdi9visjcxZSeSr165hlkjlV9ILB/4Ab00cWBVvkqJxaGPLU88Dp+100RU8Z3U/CUekYPgWT4bftGD4v8vS4iLux7/K2SDCLjh6cXhbjV7G32DyitWfWkOoxAYQvxKQQkQSBRCJg+ftzIbsP+e6aLENc2mLy7yaYJ7DZoeY25HyKFWeZMtIL1gaQlOQLtBxBlmuPv1D2JY9oufC5s8tVeP5Xcb99IdIB9GZogHQazr7GmLYdNaILUMfkROKGj/L7p2MsndtSxVlInQeAoAkWZR4+T8WhlTWCrilmfUGSITsH0+WUg+pKSLAiYpJerCkLcbt5LVF7XfG/MrAi8jtAU/mRNYC49UmT80KMfpBaBCJg0fgTW3pNyWa/AuRdiZcNiPxmkKDOwfcnQrnDbIMRtuIjFOD9iRLUVB9YxRrl1xZcYMslqXSvlbhMRKM4284cNMRl+P8ZFD7B75GCuuHbxROe26W5n28OeT00WKGpEBAFtEWDLTqtsjLbVC6hYQz3ZXzxE7teuJNrxdcsE7rYF5H79arIn30ZUuzmgOF0TrG4n6Vo1qZcgcASBPvlEnXKOnMqBJgiM7WTmt6Em8Ek14oBAiaHzl1ChgYvUYGKKzifZ+ydY30iaGQjksyc8/9iOutY8mMXt1n3BxwbvNmwLkgdt7tTEQnfve3U4LvFz86xDnaQOggAQMF0vd0yhRQOLAr/x32avIMkixTJ+OF0pFKGGb3Rn/hFevVvDikmVHAS6tA0cHAUaQUAHBLoYqjD97XFNx7OFS7J7Z7sJ5G0ySBdDJlnJgLW0IUIEuo8lWjclwpsTdFvFInL/71IOwgYTlp5kFffhfW8OnMer4WrYJXL1WqLqdeZY2PrBaHUb55cip4KAngic2tmil9ckj8LgDY4998b6Rj3BDqFWmazcPYFDUIgIAjojgG/j+ZU619BTt+8Pgdtx37+nV9fZtLIFT0DFQbztNLArw+379G8zaihzFzP6KRVrifjLpeyQpiWrVR2w2bk/sBahWN0XNmFxVmOIbkR0p4H9Lil6IGD6u3l5EGtbuFefUp488zD5/vD8rQhxq8eY4VOLMiYGV+9Onj82n8YlwYkMHknQiUnahDY8omPlWDBXPLo2+dq+Fl3dx1cJgrruZz3pT+a46TVWiCSTYHwXEQR0RsDqdSbZnz3QsvWqjo1oZC1G5QqyeUsaaduel9WbE3s4aXCXhkSEwLldk4u4jQgEjW4ax9a2Eh9Kow6RqgRFoLMhC0/Hl1k0pNj3Ox5K0paI2/6Fgc3esIeowZApjug+AvtPUvRBAHPr8jr9/5jgvvQuXvzhLT3zLIL+BuNIU3JMUeCVrbzowxQvZDJ+BPafpOiBAPSmOfz3t6+Zvz89ahpYC3gpvJjj2/rLx1tsI9vj3w51LrpTDxLiKlm9ERrte7OrMRF9EZD+0bdvpGZEvfMDf8B1xQXxWX51bODPEFwJXfFx8pG2+MDqnqtrb0i9BIHDCLQpYaJwlMChCQJWr7O4JuaM65rAJtVIEAInl1qUx64LRfRAYEI3GTv06AmpRXMImDJ3mbMjsBVnlrFzjxb+zK7vF5hhTa3+RJNqbS8ml0QEAV0RMEU3t6DSDrAMzmbHQN8OMj54Y33LgMC/vxUtWPl735/oY1P6J9E4yfMTg4Cpv2+9WOfbnr0N+MucneZ8W/jX3f8cYURNWdjnX/donwdqzKP9BCkvbAT6FQT+OIddiNwQMwSkf2IGrRQcBQT6FUShkDgVceMAF2X4/Qq5+VvjmqludpmWPB8dCs4eTFRn8geIiCCgOwLWgIt0r2LK1M/qL32RMp2dBA3Fb/qF3WUeo0NXwooHFtAigoDuCPQLYpGqY53nBlGIDub4ct8b1PTf2SU9LRodxF352xvMmecEsxjWsX+kTqmJQD+O82iC4C/+3SCxJ28f5AoapxJt+nZ/i4aWBLZvWbUJLeYINlz13rLww4zOStFamvL94d89A5r4blqbRCE3+zI53dLCOH9ckvWcp3QiuiEQzB2GbnVM1fqUcQwecTmWqr1vRruPcQLU668MyM8kChaXAT/OHgVI4CSlqR6oZ7fK35/BwaI0l2MMmVhqDqNUzw+BleWVVJSbTR0Ko2fObfU5l+xpv2U/fvV+T5PTuCJQ1IuDd4mb5LhiLg9rNQITe1v0UhLFuW01IAkqAKStzFkSBL48NiwE+vOidXz/Y/GmzgJLlkauI8gIb/nhMBf1K7DpT0vctK7WY4ELK2KMhd85xi8z37ikyqbJmzRv7OEGol9k0bp3b8uxbggc0wSBoVs9UZ93mLi9daDvmFDAOpE3x7vogXlugpvTSp569eaF+N/s63KIW/92wEXycyv113ug3r3Yk6QsWvfvQTnXCQGPfs6M32Nv3PDdFExM8uYRrP7eacKLHUVDiNujWGhzNIiJl0xesX7QjN/jJnGr3O97aS9/ZCBupckyol3wAdLkNkndkwuBEezl1AQ5rbPlxJQIVtdwXfthbDFBZPwwoZfMq6PFP0vH/d/f6OChBurftT3179KOBvC+Xxnvy9pTj46FlObyM21vqZmZuWT1m0D2stdbyinXY4iANWhiDEuXogWB2CAwkr+VB/BCJZNc+cUGicSWem1fmbMktgfk6aEigAUGfVkJ2VKs2FDLi1W+HUyo/G6Bm342MvCb6iKONXdRjzQ6wLoOfJdBl9OUPLjQJlPUxOgXWQDSVE9Kug4IwCIViymwqEJ3waKN2TvsACt8xNl8ZLRn0GhgHXB6M+PHQwvdhLHIBBHdhwm9lNp1HNHOzPYHs7it41i92zj+dbKIjB9He1KI26NYaHMEN2ODiy3jXYXe+aWb7vxSG1ijUhEoo0QEAZ0RGMgLPxAvRfdFEqkY69XUD0Od33epG1tCMFH7/q+vp/H3P0ezV2x2Nm9csjLSqU/nYurPJG7/w2Qu9n35vpyspoNRWsOuF+LWG8h4H2fkkDXwsng/VZ4nCEQFgRs5JtsPZxmgRY1Ka/UrZAjPI49rL3MW/XpGatQUAiNZebqypqmr+qQ/vdym4SU2XdCES3jEZGtOnlhq0/Rt5oyN6BcRQUBnBNqyRrs/LxZbVm3G39V3v3DTBxPSqF12cFSbI23hrv3fq81oJ1onutPgfSyp+iAwlL+X0/lzucGcPysHPIx5/rJ2t2GN8G+A37noTo8CIsTtUSy0OjqxIzFxq1WVpDKMAPpFRBDQGQF87ENZN3273j/cPVIs3glW0g4PEqNG53dJ6mYOAgO7daD3fnU9nf3Tf1HNXt9l2AfYEnfpxh3O5t0ii01CurYvYKvcdkdJ3cMWu+0KOC5ASX+yysaQXT7L+zY5jhMCDmmbyYGxRQQBAxH4BlufPbyQyN/7joFNMbLKNzFxLiIImITAiR0tetkQF+s/mOWmQ24XXczjXKjx12AJc89MtzEuktW7g34REQR0R+AE1tGZEve1gqdpV37ipqfGuqg3uxIORaDVeW6lTQ+yxb/uLuW92yPjhzcacqwjAm2go2PjrGAx7HWsL+qEOncLEiFrDYdqSBYpZBfyA4OQ08nSvnDbIcRtuIjFKf/YThZhRaaIPghgVZwnfqg+dZKaCALBEMD4oTtx29xq0mBtai5tHytDdJfOVV/T8Ns+o7GDe/DWncYO6kHdOhgUlEd3gKV+NLRnKb37wHU04efPU+2+Ay0iYts2bdpR42wfzV/jk784L8exzv3OmG/Q5STErQ848ThJyyRr5E3xeJI8I8URWLx+O/3ulc8or00WFea2oWLeivJ447jZRbk5VMzHhW2znX0B70N1uw6rs+8c46LfspJRJL4I9OD1HnDbKiIImITAyaUW4a01QfuBecf/zXDT35ZZ9KPhFp3Vpem/N7RnVoVNP/3KplWGWcOgVegXEUFAdwTG8nv6zAoTRg8PknALf977jXTnEBdd3tOi9m2aRnj1buLxw00zeBwxScp4DXBPWX9qUpelbF3HlhITt+Y0H+ELgo0GyRTf9iQe00NdGGdOz0VeU4sVd8H6PPIS5c6oIHCI9RxDX2skU2I3RqXRmhdyWS+L/nRCMwEnNK+/VC91EEBcubMmi7JUpx7vt34SzfhqgU+VQNyCwHWIXCZ0e5UW+1yXE0EgEgRmsbvkC37xAu3dfzCS24/cc+6x/ejle6+gjEnfItr61ZF0OYg9AtaQq8k65Rexf5A8QRBgBD5dtI6ueugV2r1vf7N4wEq/IMdD8BaB5AWp6032MrEL0reYCd9CJn7btGlDN8wrpupD8u3cLLBRvvgoz1Uu5zmLiCBgGgIT3ncTYkCaJkVZICgswqKJYj6GRVwmL16p4FhzMzme5XZDY87B5fp758r4bdr7mIr1xWIK6E4RY9o0QXze4zuwFyS2oOvIBC7Gi3y2Nvu6ClbENu05ZFqLPPW9rq9Fvztexg8zey+1ar2g0qYLPxTdqU69/ocxLrqit8xlVJ8IcauQ0HD/PY4R+/YG8yYvGkIZlSo9c4qLxpfJ4BEVMKWQmCMw9p1G2rAn5o+RB4SAAEaNrE//QuU7mw/e1bkkn04e1N3ZRvfvSoO6dwjZuimEakiWFEFgI1vRPvXeHHr8nZnU0BjZJOTCMcfQiz+8nDLTWfO4fSG5X7siRdDToJkc29Z13RQMv0lDAABAAElEQVSiHAksp0FvpEwVlm3aQd/49UuOBX60Gn3xiQNp/EWX08/nyVwmWpi2VA5iXn04wUVQBIsIAqYh8PjXNj2yKLLvFtPaakJ9fzTMRXcMlsHEhL6SOhLd+LmbPiqX7w1d3oX/nO4ieIETEQR0RwCjxvFvNhq7yEp3fMOtH+Yw8y9NcxbChXtvsuYXV8ka9+yErpYQt5r0T1v+SzlFPjw06Q2pRigIYPx4cplMXkLBKtZ5BmTW0PQWSFvUYeuuWvrftCXOhvO22Zk0sk9nOq5fGY3uX+bsOxWLzyFgI3IUgR01e+nzJevZao63xetoQ0X10YsRHF0+dgg9e9cllJ52eJV06XCy+k4ge/V7EZQmt4SLgDXyZiFtwwVN8rcaAcTJnvbIzXTJb16i+Wu2trq84/k3C+NIRoaL/rW6kdYlUdylVoMTwwJ+OsIS0jaG+ErRsUXg3G4WE7exfYaUHjoCE7g/RAQBUxDA+yrErR69hfiUJ4ibdT06Q2rRIgL4pTuXdaeIIy2SeATGdLSEtPXrBiFu/QDR6fRMjpdSwD96u1vn7VCnJhlbF3wIIl6XiCBgCgKXsps8IW716K1BaRU0w+WiRnd4VgR17Op2+tcbnE21pKxdARO4XZjI7eoQucN7d6KcLA50IZIyCCAu7ZxV5TRr+Wb6bMk6WrpxR9Tafs1pw+mpOy8KsPS2Tvwh2Rs+JTpUH7VnSUGBCEypH8rxXE6lswIvSYogEHMEOhbl0pTf3UDf+uNrNGn2ioif17O0iF6//2pqk+n5bfrVsS66dmp4v38RPzyFbzyLvQKd2lmIlhR+BYxvep98omElFi3aJcrTRHcm+qE394eIIGAKAiBe7mftdh27TRZJLAIX9rAoXT5HEtsJ8vSwELiMY00LcRsWZDHLfCn3hYgvAuIq2RcP7c7u50D0L6ySyUuiO+a1s1w0mmNPiAgCJiFw/gduUX4kuMMy2WgRrj6shgM0Y/km+mKph4iFRVOkbmy9m+TimIN9u5TQ0J6daFjPUhrCG/ZQwIuYj0D9wUO0YM02mr1ys2dbUU7bq2PjA/2G8aPoidsvIMSxDCb2wufI/uKhYJckLQoINNoWjVj0bVq7cx+N6N2Z7p04ji4YPaDJ/ojCI6UIQSAoAm7bph8/8wE9MWlW0OvNJSLm7eeP3ET9uvi6+v7uF256Z6PMZ5rDrjXX4Blo6gVp1DmnNaXIvYJA4hGA3gP6D5HEIoDYlIhRKSIImITA3TPd9Oo6+dZIdJ9NPsdFQ3nxh4ggYBICZ7zrplW7ZfxIZJ9hPgPdaY6YmPp0gxC3PnDod4KA9Ge/J5OXRPZM3wKiT85n4iWRlZBnCwIRIPDftTb9cJaMHxFAF7VbsGLszycedjnrVSqsaWet2OyxqGUyd+6qLXSwodErR+sOOxTmOgTu0F4eIheEbu9OxZSRJq4DWods7O7ef7CBlm/eQYvXb6dF67Y7RO2S9RV0qDF670VTtb/tvNH0x5vPbZ4ktBs51u2VRBWLmypG0luBwEv2pXTLx77W83Bfe88lJ9Pl4wbL324rsJVbw0NgZXklvTh1Af3z/bm0e9/+kG9GTOx3f/lNGju4R8A9lVzMGe82UtWBgEuSEAUEfs1Wzd/qLzOVKEApRSQYgT2HiI57o1Gs5hLYD1CcfnVJGuX5fpIksEbyaEEgNATmV9p00Yei+wgNrdjkGlJs0XvnBuo+YvM0KVUQiB4CsLj9+VwZP6KHaPglXcsLxh7khWMivggIceuLh5ZnEz9208wKWfmRqM6RFaeJQl6e21oEDjDfc/yboihtLY6tuR8TF0xgWhKQdrCq/HLZRpqzstxxhVu9J7puaRGztFdpMfUva8db+8P7dtSPzwtysluqolyPIgLbqvY4BO2SDdtpyYYKWsJk7aotu8J2px2sSuhnxEY+bWgvOm1YL/ruX9+htduqgmV10r7/jZPowW+Nb/K6z4WaDeT+78VEDdF9N32ekYInjbldaOSsC2nNtuDxiTuX5NPtTK7fePYogkWjiCAQbQRA0L42/Wt64ZMFzm9QJOUjpu1Vpw5r8tYPN9t00zRRiDQJUIQXxnWy6N+nu2SBaYT4yW36IfBTtrh9XjyOJaxjsAgEi0FEBAETEbiAPY4tFHfrCeu6P53goss4ZJeIIGAaAnuxcIx1p9iLJAaBqWwwB8M5EV8EhLj1xUPLsylbbLrhM1F0JKJzirKIZl+cRm3EVD8R8Mszo4DAHxa76bElsvAjClCGXQTcq8PNeqSyZusuR4H+Fccznc1k7tdM8MXK+hKulQccJnNhmdu9QxFvhdS9YyEVCVEUURfCzTEI07Vbqwh9uWbbLlrN5OyK8p20q3ZfRGUGuwmujQd370CngKjlbezg7pTXhn+8WA4caqCSib9tkhD+8eXj6IFrzwhWbJNp9tL/kf3pz5q8LhfCRMBKo0k9HqYrn57b4o1tszPp+jNHECyk+3QuaTG/ZBAEmkMA48MHc1fTy58vcvY4j1R+dvVpdN8Vp7Z4+49mu+nlNfJN0iJQIWYo4aH+w/PSqKOs5wgRMclmAgLrOSLEqZPYy4cMFXHvrjTmWz5lt+s98+L+aHmgIBAVBCZxWIbbOTyDSPwR6MDfIrNYd5oRufoj/pWWJwoCXgj8er6bnl4uHx9ekMTt8NTOFr14mgwewQAX4jYYKhqmncPukpey22SR+CLw4+Eu+t4gWTEWX9TladFEoOYg0QlvycqxaGIaaln/OcNFY0ujN37AKnfhum1M5m5mi9wtNG/1Ftq4o4ZsjkcYSwEJ2IMJXIfIZULXc1xEZe3zqSO7ZIZbZlh5ppqA5IDl7JZdtbSlkjfer2OiFgTtGiZrcR6LvsnKSKdh7AJ7dP+uNGZAVxrHbknbFbQNCv/SjTvo2Dv/GvTaL645neOonhL0WkuJ9sc/JnvFWy1lk+shIGCd+EOiETfS5K9W0cP/+5zm8t91SwKy/nS2pv7OucfThOP7UZor9f7+WsJIrgdHAPFrpy3ZQP/9fDG9NWNZWK6Qg5dIdM1pw+mf3/9GU5d90uEJ5GJ2Y/i1zGl8cInkBAQLLG1PjuJ3RiT1kHsEgVggcMeXbnprQ2y/b2NRb9PLvLiHRY+fJN8UpvdjKtcfCz4QmmFNbSqjkJi2PzDKRTcOiJ7uIzGtkKemMgI72anYCW83EuYrIvFF4M3xLjq2vYwfwVAX4jYYKhqmfcDuxW4W92Jx7ZnCTKKZvGIsV+K7xBV3eVj0EXh4oZueWCrKj+gj23SJ+OjAx0esBe4tEQcVcVGd2Kjrt9HyTTsdS8tYP1uVDxKpJD+HSpnAheVuaVHe4T2fc1p7JhVhtVvQNpvdvGZTfk6WtkQTyPGqPfuoam8973ljy1gc79xdR1sPE7Tl2PMGq9lYELMKV7Uva1dAo5mgHd2/zCFrQdqCvA1F3mRi5uqHXwnICtfIcJEcsTTsJ/frVxHtXBZxEXIjkdXnbLLO+YsPFFMXrXMI3Glfb/BJb+qkC7tRvvHsY+mbbImLYxFBwB+BRreb46lvpDe+XEpvz1pOO2r2+mdp8hxx0XNzMqkp1/2nDOlJk355XVgxmDfz48/7oJGqJd5tk7iHcuEnI1x0+0BRcISCleQxD4E1u5l8mSxWt/HsORcPJ5+wm8I+8ikRT9jlWTFA4E1e9HEnL/4QiR8C7dnadsZFaZSdFr9nypMEgVgg8MA8Nz2zQnSnscC2qTJh7AKjF5HgCAhxGxwXLVOxQn1epQwg8eqcX/CKsZtkxVi84JbnxBCBWra6PfkdUZLGEOKAot9g0va4BK0Ya2h0O+54F6/bTouY0EUc1WWbdlBFdejK+oAGRTkBVrwOkctkrtrnMaGbnZnukJIgJj3HPAHk4yykp3vSMtJdTJiSQ5o6e7Kdc1QRRCp+JbE/2NBI9QcOUT2Tsft4j20/9uzCWB3X8fnuuv0OCQuiFu6NEykgaYf1LKXBPTrS8F6d6HgmaxHfNFJ58JXP6Vf/mXrkdpDsf7jpXLr9/NFH0iI+qKsg9/8uJ+K9SAQIdBhCrkv+TZQePL40Yl0/9vYMenvm8iZdXXs/1cV9e8bw3o4r5fNHDwiZ3PcuQ46TBwG41QdZ+yaTtW8xWVvJi0/CEYxD1/FigCvHDaVTfvSPoHGy4V7/00duokIex8OVr3badOXHbjooetVwoXPyT+xt0R/HiIIjIvDkJmMQENfq8e2qq/pY9MhoGVfii7o8LRYIwOr2vPfFu0cssG2qzId47LiGxxARQcB0BHbt9+hOJdZtfHoSo8bkc100pFjGj6YQF+K2KWQ0TAdpC/JWJPYI9OC4Lp/yilPmB0QEgaRA4LmVNv18rowf8ejMCd0semqsfoMHrHNXlVfSSrVt2emcr9tWHbPYufHA28RngJQ+pmsHGsrkyJCeHWloD94zWVsY5XjC1//xNfrftCUORCBtH7/tfMc6M2qYVS4n9xvXEh3UZ1FA1NoWy4Lyu5Lrsv8S5bRr8Slwh/7EpFn0/JT5tKc+NBPForw2dMXYIXTFKUMdS230vUjyI1C77wB9NH81TZq9gj7k2LUY88MReEy4nN+b604f7oxN6t7O1z4UYHELTwrT/3CL40Jf5Qt3/w7HoYM7VIljGR5yWJX+AseAkjlKeLhJbvMQ2MEuC8fywtN9kYffNq/RCapxDjty+eLCNILVnIggkAwIfLmdF4h9IrqPePRlvwKLPjrPRQjhICIIJAMCTy6z6cEFMn7Eoy8v7WnRn0/UT3caj7aH+gwhbkNFSpN8d81002vrxOo21t3xPCtETufg2CKCQLIg0MDDxgSOlb28RsaPWPZpG1Z8TOVFH2XBQ47G8tERlw3LLJC3IHVXb6104uaCLNpQUU2bduxOuBVqxA1L8I2wgOzavoD6dC7xbJ2KqU+XdtSH9z1Li+LiLnrMXX+nRRwXGTFQ/37HRXQtEzJRl23zyP32jUQNrGEVaRmBth3Jdel/iPLLWs7rlQMk3IsfL6Cn3/+K/053eV1p/rBbh0KayGTcxHFDnMUBzeeWq6YhsIbfhQ+ZrH2fYyQjdi3G83AErusvOmEgXcHvx6lDewaMS/BekPuNXzK5evTboU1mBn30u2/TsX27hPOooHn/vdqmn8wRxUhQcIIkIgzDSxzXFiSLiCCQCgj8nZWnvxXlacy7+n52vX6ruF6POc7ygPgicOt0N03edPT7Jb5PT52nvXKmi07sKLrT1Onx5G/pQZ5OjX+vkdZKrOyYdjbCUn52QRp1lEVjzeIsxG2z8Oh3sYqNLU6dJC5PY9kz57O13N80tJaLZZul7NRAYD5b7X/jI7FuiWVvJ6PiA/EQFZGL/cYK3ni/rWoPbedr8Yr1Gst+i6RsELOwUENc0S7t8qmspIDKeN/7MFHbi8nZUGPRRvL8lu4B4dLuit86LqOfvesSx5KupXsivW5vnkH25NuYvA3Pwi/S5xl7X9v25Lr4BaKiXhE3Af366eL19NR7c2jynJUhuVFWD+tf1o4uHHMMXcTbqCiQbqpc2ccPAbh5/3zJepoyfw19OG81rdteFfbDQbyOH9WHydqhdO6x/Ry39E0VUsMxvjtd89CRyxj3Xr73Cuc9OpLYyoN/chypX3I8KZHmERhWwthz/Kc8VnKICAKpgoAsPI19Tx9TaNF7E9iKX3iX2IMtT4grArDaP4V1p+LyNHawX97LokdPEGu52CEsJScKgZkVNk3ksC4isUPgN8e56Pp+8vHREsJC3LaEkIbX39xg053sWkwk+ggUZRF9cp64CYo+slKiLgg8wMrRZ1hJKhJ9BIayUvXts1NP8YGYujs5fuL2aiZyOY4uYulWMKGL/TZOq6rd58SRreFYsognC3ee3tZb0e+JyEvMSEv7f/auAk6OInu/3ri7u7t7QkIIEggQJPgdhx0EP+7wgz+HHQccHO7uEoIFTZAQd3ffuLvLzv99vVuT6uqaHdnZ3ZH38ttMS3V19dfV1dXve0KVy5eiyhyyuHK50jnL/MuhZ2tXLscEbYWc3/JUs1I5KlokcT9UVzO53vb65+nDuy6MK8kSEt31Uynru6EcNjm6XJoh60u1HeVqM2n7LlGFBnG7snXbdtP77IX7wW8zaeXGHVHVC4ODc3q1okHdWtAJbRoUqpFBVA1Ps8IYX6cvXcdk/QoazYT9pEVr6NCR6OOGli4BsrYZDenThk5nsrZsyeIRIYl+1Xros8GyT1w9kG49p3dwPV4L8Lz9J3veyuzEjmj36g691z+DYJkuIgikGwJztgXoHE4XBRJXJL4IgKzFtwu+YUQEgVRE4ONlAbp7suhO8+PeIrQ6dKfQoYoIAqmIAMYOjCEi8UegG0cR+uLUDMqQ6UdYcIW4DQtRYha4cVwWjeDcUCLxReD1fhl0Rj0ZOeKLqtSWSAgc4rAfZ/x4jJbuSqRWJX9bShYh+mlQEWpSPvmvJb+vAB6DuzlX5669B0mRufjdy9sOHTlGB5mUOHSY//jXXeZt+vqRo1nETl/852T/Us4v1rnxantRDg9ciskK/IG0wB88zUqVKMrLxYPby5cqQcgJCnK2HC+nioyZt4r2HTzsetQV2DVtnpdN3u7fWmCnTIoTVW5GGYPfICpbK1+ai2dq7PxMl8T9asJ8gldmNIJnA2FyT+vcjAYyudewRqVoDpeycUQAoY5nLd9A4/l+4hkex7+R5jY2m1GhdEmXrD2XCXrc1zIRkrV6PTOWrac+t7/mbho6qDs9O/RMfXdcl79hw1SkhDki+lUPrqfWceilE/h9JuGRPbjISnoh8OzcAD09RwaHeN/129tn0G3tRPcRb1ylvsRC4OrRWTRqnehO431X3uf0cidJerl4wyr1JRAC+9hWduD3xyhzbwI1KgWaAkPUkaw7rVc2BS6mAC5BiNsCADk/TrHzMNHpHHN9nTi2xA3eS5o49N+eies9FbcLlYrSHoH5O7It10HiisQHgf90z6A/NxPFR3zQlFrigQDIPJDYBS671zF5ex3R9mUFfupEPKFTrw85ZzxHVLxcgTQPJN+3kxbS52Pm0m+zVxA8NqMV5GA+sV2j4F8t9jYXyR8EYLQybck6mrhwNY1fkElTl6yNmnjXW4a82md1b0ln9WhJfds2IEQRyIv8MnM5nf3g+64ByLD7LvXlwM1L3bZjp2wO0DV/ZBG+c0SIrm7h0L+6iDW69AVB4BhzLheOyqKpW4R8iVdvgLfLMPZ2KVIIU8V4XYPUIwhEgsBWzuQykHWnCJ0sEh8EruL5ycNdRXcaHzSllkRGAOnmhvD8g30HROKEwLO9M2hII5l8RAqnELeRIpWA5WZz2CDkqxTL9LzfnLaVHPqawwSVyJt+K+8NkRoEgQJC4NPlAbpzksw+4gE3Jh2YfIgIAoJADgKH91Dgl3sosOKXtIbE6XAFOX3uJsoonMnFVg5hPnz8fPp87FyatHBNzCHKm9epSr1a1aceLetSz5b1qSXnyi0Uo4Ak702IIjBv1SaayqGPQdCCsF26fhvByCJWQbj27i3q0kD2lkYI5PaNasZalfW4L8bNo6eGj6Nf/nN1xOGVrRVFsRFW7deNyaIFbGSWrlKcpxSPcN6ny5qKUiNd+4Bctx+BTUy6wHAdJIxI3hCoWjI7UlANDnUqIgikAwIw+rgI5Ev6Ti3idps7V80OcVpM1B9xw1QqSmwE3lkcoAemie40HncJzi5wehGJHAEhbiPHKiFLSs6GvN8W5GT47vQiVF/c9PMOptSQVAhIzoa83642bPTx1WkSwjDvSEoNqYdAgAIz3qLApP8RZaWZe3/xsuQM+Dc5TU9PmNuKnNMjJi9yvXGRKxUheWOVimVKUrfmdalT09rUqXEt6sB/8NIVOY7ANs7tPWflRpq7aiPN5t85KzbSorVbYvKAPl5r9lJtzk98aqembvjjkzo0JtyP/JIfpi6hTk1qUUF7XR/k7nnf1Cz6nI3M0k0QNuy1vhnUrrKQtul27+V6wyMwib3yL/1VPF/CIxW6RFHWl35ycgb15NzZIoJAOiHw1qIAPThdyJe83HPktf2edae1SuelFjlWEEg+BP42IYu+XJl+3yXxvFOdYPRxSgYVLxyb9nheSoHWJcRtgcKdPyd7dEYWvbZQBpBY0IVF+6c8cCBUkIggkG4IwOL0L79l0diNMn7Ecu9r8gfLiIFFCL8igoAgEAIB5L0ddQfRjpUhCqTY5trdKOOUJ4jK10nYC9u1/yD9PG0p/ThtCY2auYxAMuZVQB7C27N1/erUsl41asW/rfi3WoUyea06YY/PYk/ZtVt20bIN22nRmi3Zf0zOLuRleDvHS5CDG6Gr+/MfiFp4QKeLfLc6QPdOTp/QyRc2zg49iNxPIoKAIGBHYNiKAP2D82GLxIbA/3plEMYaEUEgHRGAUdj7S0T3Ecu9L1WUaBjrTjtUkfEjFvzkmORG4DAblV7ChmOSsiG2+1iXVQIj2OgDET9EokNAiNvo8ErI0lk877hpXBZBuSESOQIZPN94oU8GDW4gE4/IUZOSqYbAniNE53PI9UU7ZfyI5t6WY6Uq8kLB41ZEEBAEwiBw9AAFJr9Agdnvpq73bbHS5PS8jZz2lxM5yRP+B+TjjGXr6efpS2nkjKU0fel6OpYVP4U4SMcmNSuzR25lasxeuY1rVaaGNSpRHfYarV2lHJUqnrgMFfIDb9yxh9Zt3U1rt+6iddt206pNO2nFxu20gsnazM076fDR2D2XQz01ILt7t65PfVo3oH5tG1I7JsQzCiNfdagGFvB25KS7nxWtP65J3XlKbTYAe5RDI59aV+YUBdy95HRJisDTc7Lo2bmpOybk1225rZ1Dt7dPnjlKfuEg9aYvAsiX/dc/suiXdTJ+RNMLkAsb0UAG1pN5SjS4SdnUQmDHIeJ0lcdo+e7Uuq78vpqKxYmjFBahphXy+0ypWb8QtylyX5Hn9hqegPy+XiYgkd7Sx3tk0J8kd1SkcEm5FEYAuaLO5wnIyj0pfJFxvDRYm340QDz14wipVJUuCGxdSFl/PES0YWZKXbHT5DRy+v6TqGytpL+u3fsP0fgFmfTH3JWEkMpzOcwvyN38EhC7dSqXd0PxVmXCskr50lSV/6qU4z/+LVeqBP8Vp7LB3+JUvFhRKl60CBXj/K655dpF7thDR47RQc4te+jwUfd338HDhGvcte+g+4flnfsO0JZd+/lvH//tpS0799FmXt7Mv/EksW0YgpBtwTmDEXoaZG1vJmub1a5iK5r220axkvVBzi+1mnPgpoogZOlVzZlI6ZBBZXhuISIICAKRI/AvHg/e5rxzIpEhcE1Lhx7sIqRtZGhJqVRG4BDb3F0xOovGS9SxiG4zqNpnemfQkEZC2kYEmBRKaQQ2cKAq6E7Xxi+4UkrjhShCn3F6hvbiqR/zfRbiNmboEu9A5IO6iicg42QCEvbm4KMFHy8igoAgkI3Aep6AXDjqWEopRPPj3oK0ffvEDDqhpowf+YGv1JkeCASW/USBCU8R7V6T3BdcvR1lnHAPUe2uyX0dubR+JxOcUxavpUmLVtPkRWto6pJ1tOcAmxsniBRl8hYkLgT8MmdWpiwORYPlo+w5DPI2kaRu1QrUmXMDd2teh7o2q+suly9dIpGamNBtgaHqO0zUPD8vi3YdTuimhm3c6ey18s9OGdSoXNiiUkAQEAQsCGB0Ryj1j5Yl1jhvaWqhb/pzM4ce687GToXeEmmAIJAYCOw7SnQ5p4ySsKe53w+MGf8Rh5fcQZK9aYcAjEgv+uUYrRPyNtd7D9L2/ZPE4SVXkCLYKcRtBCAlUxHEXb9+bBbBKl3EjwDCI+OjRTxt/djIFkFgE4cjvPTXY7R0l2BhQwATj/f6Z1D36qL2sOEj2wSBqBDIOkaBRV9TYNoryUfgVm9LTrebyGk0IKpLToXC8L5dsHozzeTwyrNWbHD/5qzYSHvZk1XkOAIl2CsYnrTtGtakDo1ruvl/kQO4UtlSxwvJUswIIM3D24sC9Oai5Mt/i3DIf+dwpe0qy1wi5g4gBwoCGgIPT8+iN3g8ELEjcC0bqz8gnrZ2cGRrWiNwgMnba8Zk0dgNMn7YOgLCIz/NObHF09aGjmxLdwRA2l7CutNVErXQ2hUqcHjkDzlKYUfxtLXiE81GIW6jQStJyh5la/Q72fr0ixUyAdFvWXGODPQsh/g4W3La6rDIsiDgQWA7O1LBc3/GVhk/dGCqsa4dpK0oWnVUZFkQiAMCASZwl4/i/LfvcQjlGXGoMJ+q4Ly1TsP+RB2uIKduz3w6SXJWCzJ3Oed8XZC5mRauwd8WWsjk7pJ12zhUMWvFUlgQzrkx5+9tXqcqtapXjVrwX0smbBtxPt8iGRKSMr9vPTxmhi0P0DtLsmhFAuebKslO4edziEFE+2leQQjb/O4XUn/6IfD8vAD9d3b88rOnCoJ3chj2W9vKmJMq91OuI/4IwPHltolZNCJTdB86upi3vNhHctrqmMiyIGAisIUdXxB2fe52GT90bGqVzva0bVlR5h86LrEuC3EbK3JJcNyzcwP09Bz5gMGtqsxR6N7k8KbdqsnAkQRdV5pYyAgg78ttE7Lou9UyAcGtaMETDpC2dcoU8o2R0wsCqY7AtsUUWPglBRZ/S3Rge2Jcbfl65LQ6j5yW5xGVq50YbUqSVoDQXbtlF63ctINWbNxOKzbscJfXbNlJ67ftoY079tDRY4k7T0X+3Gqcd7dOlfJUt2p597detQouUQtithETthLmODE6I2YrEzhVzDA2Wv1hTYDgRZMI0oGtzC9q7NA5DR2C5bmIICAI5B8CX68K0O1MwBxO3NdK/l28UTMM1uEpdy6PPSKCgCCQOwKYQzwxK4temi+6DyBVtSTRu6z7wBxGRBAQBHJHYD9/c9w8TqKeKpTaVnLoXQ6PXEOCTClI8vwrxG2eIUzsCn5g4uX2SVm0l0OKpatg4Hi9XwbVK5uuCMh1CwLRI4DPlhfYeh3GH5wuMG1lUH2Hnu6ZQQiTLCIICAIFhAC8cNdNJVr+MwVWjSbas76ATpxzmsrNOAzySeQ0GUjEYZFF8gcBELubd+51SdxN/Lt11z7atns/bd2z3/3dsfcA7T1w2M2pq373HTxCR44eo8M5f7nlsAXxWqJYESrJYYtLFC/q/pYpWdwlWyuUKUnlSpUg/OKvGnvOVmWSFkSt+qtRqWwwf27+ICC15gcCIG1/Xx+gH5nA/YPDH+4owJTMCCvYqapDAzkc8hk8f2gg3x75cYulTkEgJAIzOWLQUE4btWF/yCIpvwOeLq/1zXDHopS/WLlAQSCOCHzFxh93c+TCRDH+iuOlRVwV5jCv8vhRm8cREUFAEIgMAehLn2K96YusP01j1alrLPYE58QuXTQy3KRUZAgIcRsZTkldajmHDkPe20U7028IubSpQ490zaASHOpDRBAQBKJHADlfbmXv260Hoz82mY8oypbq93bMoOtaiaVpMt9HaXuKILAzkwJrJxJtnEmBjbOIeJ3i9VmUwROEys3JqdmRqFYnDoPci6hM9RQBLvUvAx67R45xmAgWB/94yAZhm8F/RYtIqOLU7wG5XyEUKfN3BGjCJnJTQCANxMY4EjoIJYgUCp2qEnXnqD69azpUTgy9cr8pslcQyGcEkPbllvFZNCYN81b2q+XQCxzeFNHGRAQBQSB6BBazzhS602UJnH4h+quK7IgrW3A+7M4ZVEymz5EBJqUEAQOBX9cF3MiFOw8bO1J8FVE+HuiSQVc0F91pftxqIW7zA9UErBO5Gx7nvC9vLkwPCxB8rMDS4/R6MnAkYHeUJiUZAiBt72LP/VE8EUkHaVaB6HlWesBbX0QQEAQSEIEjnFBmx3IK8B/tXpftkXtgGwUO7iQ6xJqWY/y1dIxDjYDFy2AWpSjHKC1RkZyS/HCXrkZUvg6HPa5DTuWmRBUbERURpiUB77I0SRDIFwSgTFnCilkYtq7dF6D1TORu43kOtu85HHDDrB7lUKsZPHwUZ2K2JLvRVuQhpBJ/W8CTrXaZbE9a5Kqtzx61KCciCAgCiYUAvljeXhSg/3D4U6SASXWBkToMTq/mPNoyJKX63Zbry28EDvKY8eiMLHpvSXroPhAaGaHVB9SW0SO/+5bUn/oIbGY1xT84bQOi/qSDtGad6fO9HTe9XDpcb2FcoxC3hYF6IZ5z8uYA3cPhP1LZguzsBg49zF62mICICAKCQPwQQO44fMTAkj0VBV62Q9nD9u/txEs/Fe+vXJMgIAgIAoKAICAICAKCQPogAJ0HQp9OYR1Iqkr36o5rsN60fKpeoVyXIFA4CIzdGKB7efzI3Fs45y+Isw5pxF627CknXvoFgbacI10QwIzjk2UBemxmFu1KUe9beObf3MahW9qKl35+92shbvMb4QSs/whbkb88P0AvLUit/A2N+WPlIZ509BdLsQTsddKkVEEAueIwAfmcSVyEIEwV6clKj0e7iaVYqtxPuQ5BQBAQBAQBQUAQEAQEAUEAnyufLQ/QE+x9m0qpX2Ckfjd72V7cRLxspZcLAvmFADz2n5+XRa9x5MJU8t5HhDGklOvDKR5EBAFBIH8QwJwDji9frkytyKd9edx4pFsGNRGDsfzpOEatQtwagKTT6iZ24X+SwycPZwLmWBITMLAO+xt7yP2lGeczk3wM6dSF5VoLEYEFnDPu0RkBgiVqMgsMPv7JSo+BElY9mW+jtF0QEAQEAUFAEBAEBAFBQBAIicBezqDw0nxOHcUhlBEKNVkFubX/yiGRb2qTQWUl00Oy3kZpd5IhgLQKMP74elVyG6/D4OMf7TPosqYOcSYIEUFAECgABOZsC9AjrDudlOTRP5Am5r7OjoRVL4A+o59CiFsdjTRdXsEhhF7gj5iv2AokmQjcKkzYXtc6OwF2maJpevPksgWBQkYAoceemRugcUlG4MI67FYO63FOQ/loKeQuJKcXBAQBQUAQEAQEAUFAEBAECgQBeMC8wpHHPlgaoANHC+SUcTlJKdZ3XM6G6jew/kNSQsUFUqlEEIgagaW7iJ5jD9wRmclF4FYrRXRDqwz6M48hGEtEBAFBoOARGM86U+hOkcIymQSE7W3tHDqzvkMZYvBR4LdOiNsChzxxT7h2H9G7i7PoEw4ltDuB47C3qOjQ1S0cOp/zMcDiVEQQEAQKH4G52wP0Fluwf8sfMQjHnqiCcEDX8Phxch2ZdCTqPZJ2CQKCgCAgCAgCgoAgIAgIAvmJwE7Wd3zE5O17S7JoA3vTJarUKk10RfMM+hMTLhWLJ2orpV2CQHohsJrz3r7DutNPWXcKb/5EldaVsnUf57KxenHRnSbqbZJ2pRkCM7ey7nRxgL5fHaCjCao7BT/btxaPHxzh4yRORyl8beF1UiFuCw/7hD0zQgf9uCZAn/MkZMKmxLAkQxigsxs4dGFjh7pVkyEjYTuPNCztEdjGVuwIIYQcuAinnAhSkxUeQ9jQ48LGkochEe6HtEEQEAQEAUFAEBAEBAFBQBBIBAQQcWz0+uxvl1/WBuhwAihRi3P6p1PqOnQR6z76s8JUQpomQk+RNggCfgT2s9c+yBfoTuFFlwjaj/Js4HFOju60U1XRnfrvmmwRBBIDAUQAQf5b6E4X70yE0YOoTpnjutOG5RIDp3RvhRC36d4Dwlw/BpKfmMT9mT9iJjGJW5D5YGpwOA98qJzBuSeR/FosxMLcLNktCCQYAgjD/gOPH1CCzOK8DlCMFJQgFPIA9qodxONHFzb2kE+WgkJeziMICAKCgCAgCAgCgoAgIAgkHwLwnPt1XcA1Yh/LIQ0LMgpZBSZboPM4nb9dEBlI8tcmX/+RFqc3ApsOHNedIp3UoQLMpQ3PfHjFQXd6Ao8jRdn4Q0QQEASSB4FlHIYdutNRrDudw9EMswpQd9qsArnzDuhOO7Kxh+hOE6vfCHGbWPcjoVtzmCceU7cEaMoWohns2o8E29sPxafJGBgasDVHpyrZJEuvGkSIoy4iCAgCqYHAHlaETGAFyDQeO2ZsJZrPk5F9ccorhQ8TjBedqxL/OYRwyLX540VEEBAEBAFBQBAQBAQBQUAQEAQEgWgRgMEp9B2TN2frPmCEGs+QyiBaOrLuA98uPaoTtedl8ayN9i5JeUEgMREAaQvydgrrT6H7wFiC8OzxEOSYhCfccd2pQ03ZaF1EEBAEUgOBXTxWIPrpNB4/ZvL4MY8jGR6Ik+60GOtOW7DutBPrTuHgAkMPOM2JJC4CQtwm7r1JipbBIxcu/Zmc42HdvuyPmZ1M5mJSgoEFoYaOBQJUjGcXGCDKccjjiiWIqvBf7TIO1WU3/MY86WjGA0epoklxydJIQUAQiAMCMCBbx3m1l+wK0BoeP9by+LGZrVR38PiBiQo+dg6zmRkPH+74AY97hP1BbqdqJRHCI3v8aMrWYY3LiVVpHG6JVCEICAKCgCAgCAgCgoAgIAgIAiEQgAfuYv52WbUn+ztm/f5sQ3boPxAyFbqPo/z9UpR1Hwh3XJr1G9B9VIbuo7TjhiAE4QKlKb5rRAQBQSB9EICuA+MH8uNCd7qRc2tD9wHd6cGc8SOLlR8YP6A7VboPjB9K99GYCVroTktKvtr06ThypWmPAHSn0JlCd7pW051i7MAfdKdHLLrTStCdMimrxo9m5R1qyGNIUfGRS6o+JcRtUt0uaawgIAgIAoKAICAICAKCgCAgCAgCgoAgIAgIAoKAICAICAKCgCAgCAgCgoAgIAikIgJsxyMiCAgCgoAgIAgIAoKAICAICAKCgCAgCAgCgoAgIAgIAoKAICAICAKCgCAgCAgCgoAgUJgICHFbmOjLuQUBQUAQEAQEAUFAEBAEBAFBQBAQBAQBQUAQEAQEAUFAEBAEBAFBQBAQBAQBQUAQYASEuJVuIAgIAoKAICAICAKCgCAgCAgCgoAgIAgIAoKAICAICAKCgCAgCAgCgoAgIAgIAoJAISMgxG0h3wA5vSAgCAgCgoAgIAgIAoKAICAICAKCgCAgCAgCgoAgIAgIAoKAICAICAKCgCAgCAgCQtxKHxAEBAFBQBAQBAQBQUAQEAQEAUFAEBAEBAFBQBAQBAQBQUAQEAQEAUFAEBAEBAFBoJAREOK2kG+AnF4QEAQEAUFAEBAEBAFBQBAQBAQBQUAQEAQEAUFAEBAEBAFBQBAQBAQBQUAQEAQEASFupQ8IAoKAICAICAKCgCAgCAgCgoAgIAgIAoKAICAICAKCgCAgCAgCgoAgIAgIAoKAIFDICAhxW8g3QE4vCAgCgoAgIAgIAoKAICAICAKCgCAgCAgCgoAgIAgIAoKAICAICAKCgCAgCAgCgkBRgUAQEAQEAUFAEBAEBAFBQBAIicD+rUSBY/bdxcsRFStt36dvza2OIsWJSlbSSyf+8pEDRId3e9tZpCRfRwXvNlkTBAQBQUAQEAQEAUFAEBAEBAFBQBAQBAQBQUAQEASiQECI2yjAkqKCgCAgCAgCgoAgIAikFQIHd1DWO/1CErdO87PIOe3p3CE5tJuy3j2RKOuotZxTvy85g9+07kvUjYGFwykw5hFP8yLCwnOErAgCgoAgIAgIAoKAICAICAKCgCAgCAgCgoAgIAgIAl4EhLj14iFrgoAgIAgIAoKAICAICAIKAXiWhvK25TKBlb+Rc/QgUVH2Ng0hgVW/hyRtQxwSt80uwTrvU099TvdbyGnAZLSIICAICAKCgCAgCAgCgoAgIAgIAoKAICAICAKCgCCQYAgIcZtgN0SaIwgIAoKAICAICAKCQNIgcGQ/BVb9QU7TgaGbvOzn0Pvye8+yn4g2zfGehb2IRQQBQUAQEAQEAUFAEBAEBAFBQBAQBAQBQUAQEAQEgUREICMRGyVtEgQEAUFAEBAEBAFBQBBIEgSWfR+6oeyxG1gzPvT+ZN1TrFSytlzaLQgIAoKAICAICAKCgCAgCAgCgoAgIAgIAoKAIJDACIjHbQLfHGmaICAICAKCgCAgCAgCiY6A63HLnrdUrLSvqYHMP4gQSjnFxGl+NjnV23mvqnhZ77qsCQJ5QGDL3sM0b8MeWrltP63ecYAyHKI6FUpS3YqlqEnV0tS0Wpk81B7doceyAnSU/3QpUTS+9r9HjgUoK3D8HA5fb/Ei8T2H3v6CWsY14dp0Kco3swhuaI6k6rWr65NfInmeU+N5Toe+HMl4f+holgcKc0zz7JSVAkPg8LEs0l6jMZ23WBGH5xvH308xVRLng2zvUcwPEqyZebpq85nCHAHPlUjhI2DeGxnvCv+eSAsEgXRCQIjbdLrbcq2CgCAgCAgCgoAgIAjEGwEmZt1ct83P8te8fKR/W7Rbjh0h2rOeaP9mCuzfTlSkKDklKhCVrkpUsWG0tcVWfsdKCuxc6R7r1OnOGmgmaas0j60uOUoQyAWBxZv30vN/rKQvZm3wEX76YT0aVKQb+zakQa2re0hAvUy8lod+Npe+nL3BU93PN/agbvUrerbFurJu10Hq8fQ42n/4WLCKdrXL0R+39g6uJ+vCd/M205UfzfI0//Judem5IW3cbWuYlO/5v/F04Mjxa+9Qpzz9fksvzzGykpwIyPOcfd9S5XlOzl4YXav/Nnw+fTx9neegb67tRn2bVHa3vTY+k+4dsciz/5EzW9BN/D4SKTwE9h46Sk0f/p1A3uZFvrymK/VvViUvVcT92JfGrqJ//bDEU++T57Siv/aq79mWrCt43m4eNs/T/LtObkL3nNrUs01WCh6Bl7nv3f/9Ys+J/3N2Sxrap4Fnm6wIAoKAIJBfCAhxm1/ISr2CgCAgCAgCgoAgIAikCwJLfyAyidtjhymQOTp2BDbPo8D8zymw7EeiQ7s99QT918rWJKfhSeT0uJWoVLZSMbBwOAUmPZNd/uAuz3FYCYx5lAIT/utud9peRk63GynwzVUU2L7UUzbj8l8osH5adtmtmpJy8JtE+5hEVufIOcppcwk53W92t6MNpjh97iZ46gaFyeisry4nOnYouAkLTocryen8V882WUkPBKAQ/+d3iyLymJmcuZMmZ86i7kzgfv3XrlSyWJF8A2n3QTaeMGTXgaPGlthXt+874iFtY68pOY7cpeG5ff8RD2mbHFcgrYwEAXmeI0FJyiQaArsP+sd2fcxauzP1oqgk2j2IpT0HjmTlmbSN5bwFcYy1T8ZxDpJf1zBp1Q565vdso091jku71KZz29dUq+6vPFMeOBJqZY2Mdwl1P6QxgkA6IiDEbTredblmQUAQEAQEAUFAEBAE4ohAYPVYcg7vYU/UcsFa3dy2h/cF16NZCCz+hgK/3Mss63EvNOvxezdSYN4nTBD/QRlnvZbtBct5dWnfFmtxdyNIYMWV7lzhbgrs3+Y7JrBgGAXGPsZtsHgv2M6hPHLbXEyBOR8RAQ9NAn88TE6dHkRlqmef87f7iHav1UrwYkYRcur29G6TtbRAYDh7tEZK2uqATGEC95pP5tD7f+6Y7563+nllWRAQBEIjIM9zaGxkjyAgCAgC6YDAqMVbadRi7/dIz4bxiVSSDvjJNQoCgoAgIAiwekhAEAQEAUFAEBAEBAFBQBAQBPKEALxrV/zqrWL5KO96hGuBFaMoMOru8KStXh97rwbGP6FvyfMyPHOtpG24msvVJqff/f5STBgHfv8/d3tg/mcUWDPBV8bpfgtR9ba+7bIhtRHYtu8w3fj5XKunLfK4NaxcimqUKxEy79yPCzbTy+NWpTZIcnWCQJIgIM9zktwoaaYgIAgIAoKAICAICAKCgCCQwAiIx20C3xxpmiAgCAgCgoAgIAgIAomIgFO3FwXWTvQ2DeGSW56bvS3rGOe9NYhc3uM0Otm63VPR/GG8GgyGnL2Lc8o6TU4jQn5ZznkbmP0+kRHaOLBuKjmcb9dp2J9o7SSX+A1snE10gL1pdanWmhwOsexKtTb6nrgtO8Bh5W8UWP6zp87AqtFEU16gwKx3PNvdlVqdyelynX+7bEl5BCZyOL0jx4w+z1eN/G33co6zSqWLuRis51ywz3H+2zcmrPZh8sey7XRLv0a+7cmwoXn1MjTuNm8+2xJF8y/0cyJh0sJy7fkZ9jqRrj1V2yLPc/o+z6nap/XrurlfQ0K4V11gWCSSmAh0rleBGlUuHXHjqpcrHnFZKRgfBK7qUY/OapMdjUfVWK2sPFMKC/kVBAQBQSCdERDiNp3vvly7ICAICAKCgCAgCAgCsSCAXK0GcYvQyA5yypaswLlhpxAd3OmtuUqz7FDGFkI3WPDoASaEmXQ1xOl2Ezmdrg5udRoNoKy3+wTX3QXkit22hKhGe3IGvZi9b8S1HEZ5jKec05FzyLY4x7Mt1xUObezU7kZUuSmHP95LDnvUBnZm5noIdjonPUyBDdOJ9m/1lA1MyWmbvrV4Gco49b98UHqQVfqlyzLRhBU7fDB0qFOenjynlWd77Qol6YnBrQj5ZT+fud6zb9rqna7HruN4NvtWDhw5Ros27aOjWVnUonpZKl+y8D8HSxTNoNY1y/naGs0GkNrLtu6nssWLcF1lo8r5G2DOfMW2fbR5z2G3HRVKFRwmIGnzeu3r+NqXx3jtwDiLAcDxm/Ycompli1PdiqWoDOMYjRzNCtCWvYdo4+5DtPfQMSrH/apSqWKEPlusSJhOGeJEqHPVtv20getsXLU01eG6kkHkeU7f5xnP0uLN+2jr3sPuswSjlIxwg7LRqVHHym0HuN8f5GgLpfl5zHu/R50LNu6lHZxTGyRrs2plKMpmBVuJ4/NC1B7j5xpt2XngCNUqX4KaVI2+LXiPoQ6METW5PXUYo6IZ0Y0z+w8fo4085m3mP66GKvK4X6VM8Txd255DR2nZlv1urtm2tcpFPY4GQY7jAkjBP3WtE8ca81YV7h3G9HjinrcWhT96H/oKP4+YI0BgTIe+gvdlPAT1xFoX3tvLtuyjqlwHnqVonwNb+9fsOECZ/IfxB+/dWMcKW93Ypp69TdwPYLLo4smYVs+DAcjhY1k0b/0e2s/9qx7PYRpwpJpoBG2at2EPYf7XvBobC0c3nERzKikrCAgCgkBUCBTcV2lUzZLCgoAgIAgIAoKAICAICAKJioBTjz1uS1XxerNmHeVwySPJaX0h0fKRvqY7zc4kOqqSy/p2Z29gT12nXm9vmGQmM522l3gP4NDMVgmXE9d6UOiNToN+5Az8nyd3r1t6jeFtbKuiZEVyTn6MAiPCe9E6fTm0cvm6tlpkWxogsHDTXt9V5kaoXtCxlo+4hcIYin4QZaas2n6AHhu5lGau3eUSAlDiKwEpAAXz7QOaUBf2zIlG5qzfzSGe5/kO+ebarq5S09xxyxfzuA2cYzpHoGB867L2VK5EURry9nRPqOjuDSrS/85r7ZYEqXjFh7PUYe7v4HY16NZ+DTkv8GL6dclWgqJRCertWr8iPXt+GwJxEkqmMtn931+X0/Q1u1xCA+WgrIPy8+y2Nej6Pg3ovDeneQ6HAvyGExp4tuVlBUrXC4xr78HX/nTOtS9lhexVH3HkAE3Oa1+TbuzbgO4dsYh+42tfu/NgcC+uvRsf/xxfe1MmZ0IJCI8Xx6yinxduprmsrITSUgnqGNC8Kt15cu59Av1o1KKt9MmMdVzPFjp01J8PHPe2f7Mq9JfudelkrlOXscu3u9egbwO26N/Pjl5Jr0/IDN6XU1pUpc+v6qIXTdhleZ5T93n+ePo6enlspqfv/fusFq6xw33fLaLJmTtcwxpVoCz3/7PbVncNbrAcSvDsPPP7CjcfJgxrQG4pwbsAxh3nd6hJ1/SsbyUU3pq4mt6ZvFYd4v4+c35rwjn/7/vFNJVzoeMdoQR1Yhx57OyWVIqNR6KRj6ato1fGeTG4f2AzOr1VNbeal8euoo+new2LXr6orTu+P/TTErctIMKUgCi5qFNtenhQC4IRTyiBgcrjo5YRxm2Qo/p7DCTaEMbnn6c1y9UYCcT1sFkb6BO+j7PXHX8X6edEaoKBraoTPItNY5EHf1xCv3DeUl2+uLqLSxY9+vNS+nbupmC7Xr6oHV3SubZeNGmWH/hhMb9bvNFqTuJx/JEzW/iuwfZ+7lq/gvv+VYVB0g+buYE+5XeFPgdQ+/ELom1gy2p0U9+GVK9SdKTbm9z/3zX6/7W969MV/N4x5e5vF9J4w1juicEtqU/jyp6iW9j4AgZyn3BfXrBxj2efWsE7Fm2+9cRGQeJVnxeBnDbl1fGZNHz2Rncz3o2PMqZfz9lIT/22wlP0Hyc1dp95z8acFeRQf3/KWtd4AaH5leD5gVFG3yaV6e5TmlqfhblMbt7AqTl0gQc9sMKc4vel2wiGcEowhmBuiPlYoyqRe26r49Xvdn72gOenjCcwskljrv80xhPPnjmXxfiKyDK6fM1zzTn8HD/NY+cMnsfpcxAQ4Yhac/uAxiGNZ1AeY8roZdtoPs+DMC+CYEzqxnNIGEqKCAKCgCBQ2AiEnj0Wdsvk/IKAICAICAKCgCAgCAgCiYmAk0FOszMoMOdDb/sQLrn1BUzg+vPbgrgNLPzSW95cQ0jks141t7L3Lnsk7lhOgR0ribbMp8Cir/xl4r2lRHlyTn+eqFh0CiS9GU6DE4naXkqBeZ/omz3LTpOB5LQ637NNVtILASj//mDFkS4gte78ZiH9vX8jnwILSrlfb+6lF3c9e0xFFxTbr41fTVAo60SAfiBIP/yNZAJuaJ/6BAV8pIp8eOyuZsJ0r0YIoO6fF22hy7p4PXxAGkBxC68IJUWYICxfspjrpQmlmS6c2jcoh47Cu8q7HyGGQXhOWOn3VobybRKHnz7phYn0zp86uIrAYGU5Cx9OXUt3fL3Q0x7sAqcN7xWQKL8zKWqed8zybXElbuGhal677qGa7VnmvfZWNcrS+UwoT2YyxhRc+0TGpD9f+3t/7ugjS1EeZPD1n80JqUBHHSP5HqJPvnRhO6vyGGVu+GwuK6A3mE3wrOO+j5i3ib6bv8lVJN/JBgLKkwX7THxXbd9PF70zndD/k1Xkefb36VR5nkGSmH0Wz9s7k+ewx/lxAkX1XYyNIH4mr9pJ31zXzUcEotwUfo5h1ILn0ia7Dx51xzOMacOZdHzhgrY+owyc22zXaCZgQBKBrDQFdb7HxM8kbte33K5ovP0WsaGRea7lW9H2bOIWXqzm/l+Z7ESYf5zXFESQQPh/4PjNtd2CqQH0cp/NWE8g3GzHoxzuy+tcB4idz67qTPUtxN8K9t6HIY5u5KOfQy3D0Ok1xu1LHts+uLwTwYhICd6V5rXhvtzx9QICMZUqAoJuwcZVnssBmfevM5r7PDp/WLDJhwmiXigBnue9OZUy+Tc3wX7cwy+Z1MS7q1ejSrkV9+yDJ6x5XxABwiaYs5hl93CUCF2wH33F9kzr5TBXwB+I14+u6ETta5d3jaDM+vVjUKeqV6XBWMJ1mMcs2ew36MN84Xbuaz8u2KxXGVwGEQmvUfx9PWeTawCmDCpUIXikmudayN7r57wxzTXuU+XUL8YwzAX6Pz+RPvxLJ5cUVvsi/cX4cC7XD+OL3ATPKMasLxnPDy/v6BrgqfK2Zw9zygd/XGxNNQKM/8OkLOaIw9i4AgZpuoBU//MHswjRakzBmAQDjYEvT6b6UXrumnXJuiAgCAgCeUVA+yTOa1VyvCAgCAgCgoAgIAgIAoJAuiDgNDvLd6mBtZOZtP2VaN8W777q7diEub53W25rCJk89yP2Vr2Wst7swX89KetzJoRH3cn5Yd9lIpdDMuezOK2G5Im0Vc1z+tzN3rT11Kr3F165Jz3i3SZraYdA1xCervCiavf4H3T6K5Ppf0wkQsEEwgxeFZ3qlvf82TxL4WkFL4VQpK0ONEheeFFd+u4MfXOuy2jHmW28edlwgE2pCMW9TtqiXB9WzEZDGOAYJV+xYs9G2qr9+MV1w3MIZKwuXzD5cevw+b72t5BzJwAAQABJREFU6GWwPCuER5ZZrqDXQZbaSFu9HfCgfYDvvykgiU9kBWworye9PJTAf/1kNj3PhIspQz+dE5a01Y/BPVDecvp2c/lp9jpKZtIW1yPPs3lXw68n8/P8JHvtKyIm1JWCkIAnqil4jge9OiUkaWsrD6OMcOQjjgNpYSNt9ToXMzlky5mul4nH8iNsPBSKdFX1g2x6d/IatRr8feKX5a6HYLjjcQCu55QXJ/k8+kB4AedIcFMnxj29lse5cHL1x7MTmrSFgQw8nCP5QxhrCCJOmEQXvGZBrpvyw3w/iXgue3NDQI4NenVyWNJWr3Mrk/CR4K4fE89lPKtnvz417DOtnxOE5M3D/NFH9DJ5XcZ9PJn7tm1+ZasbEVgue28GYb4TThBJABFZchOcHx7z0QqwwbMXjrTV60W/GcqGYeEE89sjx4wJnnEQSGcYj+mCueFpTMraSFu9HPoiPHlFBAGFAL5jMDfOy58eLULVK7+CQG4IiMdtbujIPkFAEBAEBAFBQBAQBAQBOwK1OhJxvlfao4XE41DFgZG3+8o7zf0kr6+Q2rBxFmV9N9SfI1ftL6jfypyTNx4Cj93SVYh2+xWSlMFTcfyJpDUCCJdXkfOBQjFqCggveGThD4Kwdb2Z8OzHXrfncWjIWuX9oZFRDqQjvFdsglB6JYtlsNfFXlKKWlVuDHs6wkMMofMiEYTbhDeULgixeJAVY8jfquQHi4fIeR1qqd15+gV2EBt+SzjfJLxkT2zKzyALiG8QGjapyfkWG7CnFkLdRkIS2Ooo6G25XTuuY9yK7XRCTghIKIv+/tUC997o7YTnc3PuE8iRB2LX9Bz7N4fZHsLhi1XYUBAaX8/NDvWo19OR8zKf3rq6m2N4FofERihmk6xHaGfdg00/PlWW5XnO253MrU8n+vOMHI0YOzD+mfLB1HWeiAYgHP7+5fxgaF29fFUO/QuvR3i3gjDRBUYZiBYAz9JIBB7u1cuWcMdHKJtNeYfJ0rtOaeIj6sxy8VhHW5AfF4SyrS1vsLHSbf0bB73ycb8R/cAUvAfbsFcnOBsQTvp7DGQLjJbgvasE45UZthbE5CA2POrP7wZEfsB7bNRir9EhiF54VOYWdl6dI1F//8nhb/EXiXx6ZWc3QgX6HyJ7IGyuLiANsV0J3gVTV3uJLYTHV2Hxv2XCDKS5LnjfDOL3BMbJCoz7F7PW008cal8XePei77fk6BIFLfDiNA0eso3UavA8ojKVLFqEPpq2lucV3qgQMDxAH0Obz+e5zf7DRwn9F0SwLph/NeGc7ZBWHAI9Unnkp6VuOgyzPOZZeBbW7zpk3Q9yE6kG1LhqHm+uV+Zcs8d4rgCvU1NAYuKvcwhjQ7M81uGNbBq2IKrIoNbZeJbjsO0In4yUF7qsZNzwF0l4ZvQpjHHwssYcz5TXx2e6oeHV9rcmrnGjxah19Yt85Lh/Ab5+5CoXgk0hI79AAN7nTR/+3TevjRadL6/p6o5/0R4n5dMXAdEUpe+9lysXBAQBQUAQEAQEAUEgDwg4BEI2MP11bx1HjVBYTnZYZW+hEGv7OD/Yd9eHJm3LcCi+io3IqdY62/M2RDVx2VzW70kYS72BeZ8SMRltlf1bKTDu3+QMeMy6WzamBwJQZCM04AVvTwvrPQDFAcLY4u9hVuRd3Lk2h6Bt4gmnDLIXhICuzAaSIN6++mvXoBIa4SUvZg9b06Pg/75fRGe0rhaRou+kZlXd0Ja6ohPeDKM5ZKUK0QeCwlSIQ2l+lsVbN5o7DpLkzUvbB4lJKFyRu81UtrlepjnE7afsWQJloCkPnN6cCYNG7mYcj1xvBeGJZrYj0nX0mbcv6xAMJ/kpkw43DZvr8y7GtSviFjkATQ8TKJAR/hBhryEgneBlq+dxxP2Dt+C/z2rplkHfQx/TBSEfvxvanUoXzybrz2pTwzUOeGyklySfYglLqNejlqGIRbvb1S7n5ulDDstkEXmeY7tTyfw892xYyR2LEK4ezwvCmSIcuy4YuxGmVT1rL/EzBXJKFxAHzw1pQ8ilDcEY/vgvywie6LpgPIUXGTwjcxMYrLx+SXs3sgGIUngFmuHN8R4AuYZ85/kpp7aoRsh1i2cZxDY86kxPOLRj+/7Dbhn3PfaVPzIC3nnIXw4yDQIjpQvemuYxOIHXPgjdTnUruGWQg9sU5NV98cK2wc3ntq9BJzw7wXdPMGZFQtziuvo0ruTmI8b1wRgmmQXko0ncwgALeZGV4F1gvm9Bhqt7YxKyOG4I1/vqxRyFJ0eAO8LwgvjUBbmMC4O4Rd53U67uWS/4/sM+eBR3+e8YT355bAeJjSgkmJdA4GluGh4g7/HfOX9tNIK+/PYkv/EnUlL87/zWVDwnFj3GhSs+nO0xHAFpitzMeGZyEzz/7/ypo5vPFuXg/f4PNvQyZT6HkY6GuLX1gUs613HHOVX3ue1qUu9nxvsiD6APhCNuMVY+eU4rN8UHjM7gZawMHVX989lIUQkMX2xRRJpULUNfXtMlmF850hDfql75TX0EDhzJyjNpm/ooyRXmBwISKjk/UJU6BQFBQBAQBAQBQUAQSAMEIvKkrd2VqEzuykUFVSBzbHY+W7UBvyB+u99MGVeN5b9xlHHeB+SccC+7HsbHW08/lWc5I9uLz7Mt2hX2sg2MfyLXowILhlNgJYeXFklrBODF8vlVXQj5SyMVeDN+wOQAwtAh/5eStTsP0GxWZpuCPF+6AhqKZhC5picGlF+2kIhmfViH58SZTNKZonvYTli53ee9gevNKxn3wOnNgqQkzn9hp1quR4zZFuRcVGJ6yWD7Oaw0VKQt1kGePDG4FYGMSVR5aFDzIGmLNkIZ3JeJTlM2adeOcIimvHFphyCRhH3l2fsFeW11b2lsRz5M5YUMb2148Oh/953WLEjaojzE4vhCR+EiF0bQH4fxs4C++fCgFnQH58W9qkeIcPNh6iqs3fI8R498sj7PMEIBUaNyjGNM/A+TW8qIQUdC9z5E3mdT7hjQOEjaYh8MGPBsgewyxXa8XgbkGdqlwtFj/QkmOBTJo5fVxwl9e7yWy7BBx5uXtQ+O+RhfMMbi+kxRbVnF+a7N9xBSArzIOX4VMYhj4el/H+dmN+X5P1YFNzXkPJX6eIXlv+UY6qhCGPdNYyfsi2TMQhSBCX/vQ+8y8XXXyU0IhkDRkFuqDYn0C+Mbs6/A8ADGQEr097zahigcSmy46+9alAuFOwwgCkOacR8z+8qNfRt6mgKe1Na+o1l+j3bPgTGu/LjAT5CjzyHftX6PYBzx1LmtfGexhbM2C8Ewq4vmSXslv3O71q9oFvN5UPsKGBtAvJp43npitpGcKopxwPbs2TBWx+C3AT/XMHQpxeMJBN7Cj5zZwl3W/4PRDAhbCFJswCtfF5xfJ22xD30Xc3IeFkQEAUFAEChUBPLF4xZKBNMKFy8UGfQK9V4n3cnN8Dl4oZq5NiK5KEwCzJAZmCDio0rEjgAsJ82JUio/w7Yxy46Mfav6eEQ/Myedap/9yOTbin5hWtam2jUm+l3B+9UMPYjxDOOaiCBQ4AhU4Q/kyk2Jtnu9qvR2OM3O1FdzX940x7ffaX0BE7e3eLcf4BBl+/xW8d5CIdb2e0O/hSiV982BLMr65R7W7vi9+8zKA7/dT85lHHq6VHY4V3O/rKcHAvCOGntbbxo+a6PrFYXcXOZ82IYElKmDX59CI2/qSQhxuIjz/JnSi8Mr27xXENYQhKfpXQpPsDNaR+Z1PoRDNpveZfBayQq0dt9Ntpxs8ObJi+CVZyMz+jB5aXoJwaNMCcJemnIVe9PY5C/d69KkVf6cfrayBbkN30Qqh6B+3t587SYxvXVfdvhtzB1M7z6QKVM5BDf+TDFDvULpuYT7FRS5wN2GPUK6rtp2gJZs2Uu/c7jsSHLrmefFOgg8hNFMdpHnOfI7mMzPMww8FGmrrhjPVgcmFE3icZv2PC42vG3xXF/Ro66qwvMLjz/TU9Z8nj0H8AqeIdM4BsQG3gNz1nsNe7ayV15+yqktqxHeNbogND1IHXNMVmMWQvmbgnCoNs9DW5j8WeuOh/B9xuJtiDERJPHyrfvdsfETNmxZank/mG0w1/Ed/MHlnYIEubk/mdaL5Xhuos0VShWlAc2r+MIYg6xtU6ucm0PefNfC6AZROJQ8dW5rtRj8VbivAO78TkGYXIT1TxR57eJsb1m9PdB9IGcs+gr65cfT1rl9Ry+Tn8u2Zx3Equ3TH+/m+79b7EkdAaISf5gf2gTEJ8JXm9KH541mlA59PmWWt60/z8SqKegDMGJBGOmF7MH7CUcMMUNKm8fY1mEkYOo/uvEcBXpLU1eC669fvBTfQ/8ccCCPT/U4TYYpCGvdp1FlN+WEuU/WBQFBQBAoKAS8s6c4nDVU3G+E/woXyiUOp5cqUgSBj3gydMsX8zxXc/cpTd1QcJ6NEazAE8EM84GJzv/O808kI6guLYpc9t5MNwSffrHjWJHYOoo8HPqxibwcasyKps2/3dLLtfa95uPZvpBPal809SVqWYTa6frfsZ5cSwgrM/WOExK1ySnZrju/WeBTWqicRCl5wXJRCY+AGy550rP2dmYUIafpQPs+29aDFpKkSAlfSTc8M+fTjUXg3eo0OY3z8zJxxN68/F8s1YQ9JjDrHaL10/zlanPetfVTvduZiHbJ2zNf8W6XtbRDAEooEKn428dkGUI+jmECdzT/2ZR3CiCEdXt9/Gr652lNreW6Wzwn1LHw3PARtxbyV5U3fxHSFl5deh4zLE/jsIGo+0cjTGW2l65fSWjWm9t6ldLFPV5XqqzyLlPr+GWb4qBA8WpKC/awsUmbBJ33Qvmqe9mottuuPSvH7RXea8rjRJVH/7r724VqNeyvfn9RGKTH++yJO5mJX3h4R6vQtZ0QuSvhPZwqIs9zZHcymZ/nOiFCDNtIEmXgi6gIeP50QajSUDnLu/E4CpIGhIcS5M9EfSB8baJyUpv7kMvaFOS0zE8J1RaMWSZxq8asBUzomIKc3fiLRMzxCsdgrIJByXQOwQqyMBLDqHDnGtyuRkKTttf0qk/9OMJFOAEBjXy/usDAygx1C0OsO9mrGKStaeCDMME25wiErnVxX7PTJT7jgbvezvxYhuEc8rPO4DDFizft8xGB+XHOUHXaiG3MrWyC+9ieUwyYRlyYP6q0CeZxMKKwjSO2OUWsjtAwYoHxCVJzxOvZCzWuwGAFRLsuauy1EcQYX0MJPOcjHXNC1SHbUxsB9JFGlUtHfJHVy/nfwREfLAXTEoG4E7eh4n6r0Er5gTLyFCHpuv5RjsTxZkiL/Di31Jk/COBjJpxAWXDn1ws9E24MmsjzJWJH4Lk/VtKEFV6lOMKLYLKmix5uT9+eisuhxqxornXXgWxvBts4p/ZFU19Bl4Xi4Lbh84Mh8HB+hJ5BvhBddh884iFt9X2yXHAIFPTz+er4TNdzRr/Cxwe3DJtzRi8vy6mNADxqAyGIW6dub6KSUYQbhffu8pEewALzPiYqXZWcOt0osHstUeYYCiz5zlNGrQSOHPDSsMUshAyTqVnvn8yHcI7e7jf5vXlVZXn53b7Ujkn1thzq+T0maf+PAguHe84QWPkb0YJh5LS+0LNdVtIXAXhtIU+syhWLb56vWJH47OiVBMMzU35iL1cQt7sO+PdlhFDuow6QJqbAczJSgcJvMIcbfmvias8h8MyBJ8ca9gjWpX/Tqr7wzPr+SJZNTzJ1jC0KiO6VYnph4DibwhLbSxdPzKxCNuIF7c3t2jOZ2M+r6OEFkbfviV+Wx12ZjfCEZpjmvLY7UY6X5zn0nUjm5zlU2xFS3BQ1Fu3iXNKmmJ5j+n5EHUMYc31sB/kFfYjp7auOsxHH2FeSiR1T7NSvWSr29cIYs2CognzreAfhfQnD9PwgYFrVKBc7MAVwJEJJx+pAg6gbGI91ghY5hdfvOki2SBp6mGRcGnQMf35/JoEETRQJZ6OAVBEXvTPdJRgTpc3QwZgC7/lQUtniWYs5wAmN7UeEGsOscwp7FSG3IhLHJe/O8EUfCHlAFDtCjSv2sTd7lNu8xx9doEouWEbRHCmapggglYfKS58IEGCMw3wdXu07WE9dlr8lK3Ifr8U6fxVWPJZ2YmyEh3wDJqlhaGYTzFFWsqHoPn7u61YsRTBsiyVqqq3udN4Wd+K2MMCE5ZxpCValTOgXWWG0Uc4ZfwRmrd1NZm6XDP93SPxPnMQ1Ioyd6WlgWvsm8eVJ02NEYBUrgs3wWwiBJCIIAAGEsDJDqt13iMk1EUFAIVChPlGNDux+NVttOf7b/Kzjy5EsoR5Tso4xCfoMReQPcsjw0KjOIbqW/WjWmLPONe7KDLEvD5uzjlLWqLvZzc9QDhQpRhknP858MXsh972XAqvHsVbLm+MuMPYxJqh7cIw6xlQkLRAYNnMDXf+5N0Q4FO6L7z/Jd/0IK/mPkxrTpV1q06kvTXaVp3qhdaxMhRS3KOaLKMZAPyBn2WZ4Zhr1WQ7zbDqfQ9aFIm49BXnlPA6tnFcJRbbalLL6NigSzFB5UGjaSI7VO7weG3ltc7yOD3Uv9etU51LbQln4gwyKVNQ3wyc8L3jk56XWw6DoRT9FLkq0E4YG0Ui0/S6auguirDzPsaGczM9zLM+jjRDJjbhFqNZ9h7weusAsFOGCuxDKWMc2l7Jti+1O2o+KBaN4jFkIoQxF9ZUfzQ5J2lZihXZTjiCFb9+xy7f5dCX2Kzq+NdnHrONX4l+CsclpLavSt3O9c9Xv5m+mn41IGiAS+xkeu4hGFoq0RVjlphyKtk3NsjSevTFNz2t/a6LbEio38Q4mH0IJvDIve29GSNIW84QmVUtT29rlXeIaBHZBiC3Cxh42/gCGNrHN6WqU8zpq6MeFyiBnGxds2/S6zOW/fDArJGmLPoPobXj20E9gnBiNhBozA2rio1WmtoG8MgWEVCjJxeYx1CGyXRAIiwByLd/1zUJfuQs61iI9Dzi68nWfzvGFk+9Ut7yb41qvAGHNP+b5+VdzNniMvFQZjCO9G1cifK/9uVtdtTn4e96b0zyRk+C5/zzn0X581DKCIe5ijsSkHq3qPJ4glDpyY+MduJmNyO4ZsciNPqm821ExSNuLOYoOoqeGInuDDZCFkAhE/qUWsgrZIQgIAoKAICAICAKCgCCQzgi44ZJN4pZDHDuNT4kKFqdhfyIOrRxY9nNUxwULb+E0C1poZqfxaRSY8QbRweO5zoJl82khMPVloi3zfbU7XW9k18Zm2duLlyPnpIcp8N1QbznOh5v1y12Ucf5HLsHr3SlrqYjALvakUB/C6voQ4hFkIqJf2AThNOFB89p4r+GBUo634hyGpsy3hJ1UZWz7bPlwVXnbL/I8ol16eDooYp/naC+6gLCw5VLTy+Tncv1KJX3E7XAOndmFo/aYgtQtqSJQkEOBcjQndDKuC4rchff1j/oS35uyxncM0qk8cmYL6sNKIaVk/m3J1qiJW3Ws7wRJskGe54K9Ucn6PMO4AX1djwCAiGPwTjNzwQLRxRwWWX92sQ112Ahg7EsFsb2Dburb0B1nork+RHzAWGQKPKT+dmIjlzxU+278fG7UxG2yj1nq2kP9ImeqSdw+9OMS15tZP+YsnpPonlWYC4xctEUv4i7D8Oy2/o0J+UOVIEVaXohbm12aHiFCnQe/8FIPJQjhi7DOplzXuz5df0JDQkQIJSBtC4q4xbOgDPPU+edzrl1bXlYYedjSatieJ1VXfv2CiLUR95czaXQrP3sgwZWAnIqWuFXHRvOLcdOU6Ry+OZTM35A4+ZdDtVG2Jx8CPTg8d7kSRdzw/XrrHxu5181Pj0gJEMy3TQcbbL++j9fAG1FwQhlUojwE843RHOIef38s287EbxtPhJsJK7fTES0WOsLeX/HhLGt0BRC1MMycuGoHfXF1Fy432/dthXNi3oJvqW/Y+AepF+tbckmjnEjuCAhxmzs+sreQELi6Z31fSJdqZf3WUYXUvJQ/LXJSHzrqteqFNVw6STS5CnKzYEwlzOClgheuLqmsMNCvM5GWEcL6gdNzyJ+chskkKJHuUBq0pSiHxynuJYacpmdQYNx/OAFbVhAAp+GJvnJU2ps/K1hYW3DglVq+HgXmMnnJoY99Ur4Oe6zeT7RtieuJ69m/c5VnlSo2oIxz3qXAlBeyPVxNL9ic0k6ZahTYtthzrFMql7Zy6GarHGMSDrltTanWmpwuXpLWJalbnkuBRV97S2+YSYF1U8ip28u7XdZSEoFQ5Oy9IxbSh3/pRKE8CmyKuQ45H/o2Bd0vi7e4ltRmzjIo+T6dsd6Hra0OXyFtAxSn57avQa+M85LJCFWpy4DmVd2Qn/q2glzGdSE3ny7vcp5WhITsq+UBhOck8tulioBcgMJyKZPpSqDAnrdhD7W1RFkZxf3ltyVenG49sSHncizBUTiMyAZc4SdXdPIpkUE2pZvI81ywdzxZn2cQXDCm0PO4IvQx8oAi7KIpNiMSm4GOeVwyr9veQRi7bXl9Yfz0P1Zc62Rddc6f+3eOUIEcpaYgP+gL7ElkCjyKRLwInNqiKsHzVkVcwF7zvY5tZphkGxkG/cpLF7ZDcY/k9V1h8zxF3nVT8LytNlI36GWQf9WUU1tUo8cHtzI3c97b2PoKQpdGK3gWfjWMDz5mMkSl0dDrAyljEsrIHV8Y3m62Z683e+khVZspBfXs2YhbhP0GZmbYeRhR/r7Ub/Rhtl3W0xsBGFzp42NuaCBVAaJl4O+Vi9tT32fHe44F0QkDot9v6eV6sT7wwxJfdcglrnvMwkA2HGlrVgIyGO/Ba9koJZRgDLWNo3p5hGM+4dkJ+ibrMtIV3DxsHn17XTfrftmYOwIJS9zCyjyTX6oI34RJaX6SA1BYrNi6ny3ED/HHaHH3pYaXW7SCSQAs+lpwe23htqKtDxPPJfzBi/AuCOmQ1zAseBmtYlyBqe0DPdL2IeQMPvTxIoMSAOFlgJttwhRpnagLieJRH1zyUZ+pWIq0rljKwcJvPd9/5DfAxChUuKZwdWOgncvKDB6HCZbnsFIxBVYsq3dk97dKHN4EH/ix9DdgtoQ/LspwX63N/QPhCuIluvVbNHXiQwoKoW3cd0HyYYIYK5bRnDc/yhZkrgKMQXg28Yw2YCskYGezHA13nehbm/ceok3clzF5wLOO57NOhfjcB4zD6Nd5Ebzcl3AfwQdgaw6NFG2eBYwTqAPH5mXMycs14Fg86wvZ0hWWaxhPY31H4cN30SZY0WdRi+plI1Jm55WkhWIIilqcG/3NZq2bV3zk+BRCoFxtyrjZS2har46Jz4yb/CF/zLJO+8sJf7lKsdLk9L4zm+jcviw7ry0IVyZznUqNiMpUzz680QByul6fa1XuTpCmZ75CDocwpoNsSX8YyhZ+PxflvJ6lsglYZ/Bb3ty4YWp1mp5OTghcMobODHP08d3OKU8Q/kTSF4F+Taq4Y78Z2g5pYIa8NZ1uH9CYerE3q5pPYZ751G/LrV4MUIpCGjNBBwWUrrzDHOHyD2bSMLaMVh5dmLfdxB/SZg5avNPwQR+twDPHJG7NOs7lXLiFKX/tVZ9en7DaVf6rdiB/38Wcg+0MzieM0KNr2PPNDAOpyibzb/9mVTzELa7lti/nM+na2fPdBY8jWM/reQ1hpPjgGc0J/VTfrvAoX7KYWnR/ociyeeZ6CqXgijzPBXtTk/l5hqGITtwCOXgytuPviq71j4+/38zdSG9MyPQBe0Ljyr5tqbQB30XQf+G7TwnwQm7te05tEjRqwnvs3yOXurnfVTn8om9ANllyWqp3oFsg57/xK7bTzLV+sk8vk4zL93+/iNPKbY646YPb1qQLO9UKlkeO20FMFMCYKZRAb2f2R1suURvuSHs3fQ3PzfMgNj0piGMQcjDKgiBE8j3fLsr1LDZv3HKWdAKoFzqJWATEKvS80eiLMVa8NHaV53RIGYf51g0nNAhuRxqIW4f7I/6cwJEwCkOsfcCC55jl210dakG0EcQxQjTr4ZGh10EO7C//2tXdh3ZAlwZvQ+wTEQRyQ+CfHCIYf5HIp1d25vDz1dyi8OB/7OyW9DfjmYVh7n84PDFIUxCeukDn/+z5XsOHN/ibxhTUjSgIXetVdI1VXhiz0hMGGeV/Y6OE3IhbvU6M8chfq0cJ0ferZeh2ocdGjnlTkGMekRgQnUkkOgSiZyejq99aGi9Rs3Ne0b1uduzrbxe6igh9ggYyD7G4n+MOqhTM6DRnvjbFrR9Eoik/8uREMf8goeBBqAsmeHjRIVb33PW7PVYOUIycxB+2dwxoElZpAWL1Uc7xM4XjicNdXAnIuFPYOutf7BV1zhvT2HvxuAfKKWy1hg9fmyDWOV7KeEh1ZQvKIpzIlWyBeX2fBj5SBy+U/s9P9FQJ9/oXL2zrhjZ5/JdlnpAZ2x8f6CkbbgVhKz6evo4+Y4v8tTv9uRzwcOJ8p7eqTrf0a+hxuUfdZrx05Cz58pquhJc08EM8diWz7u7H67tcq0m1Db9QXJ3Trgb1ey77OqEQMGX8ih3B+47B5St++YYSDCZ3c38btXir596VZkJpIA+mT53b2iW99OPfmbyG83d5w4PBGwL4wNJlKl+HGqSg9GrH+S+AB8LZQV4dn+l+VOh9BduR1+H+05rRQFYY5SYINYKweLPX7fGEosMx+Li5ple94EeKqgft+jxnor3GkqvrElZUKdLp4UHNCZ4QeD51K0kQ0ZjI2CaYeJngAwqhFRYwkaX3dVgTd6xbwQ1DhLB4sZCR6jpS7RcvvedGr6SfOYQQXs6q3+A68VHTionJc1i5OZTDYITytkFZPPv4ePiEn89fuC/bJpcgOE/m+3plj7ocwu74R756Lk3vatQLYwY1hpYo6tD3Q7vTQR7HznljKis7USJbOtQpF7ScxdiA/qQLLEHvPLkJPfDDYjdcEoxylGCs7cT945nzWrvPgNpu/s7i8RC5FdAnYRSgBGM7PsZuP6lJ8H2g9g3h/Hmwso5VENrp4Z+Weg7/+0mNqFHl0nT/94sJbVKKSxhotK1VnvrxR9XdpzTxjX+eSngFJP1jrGCYyRbgK7cdIBD3SmDsACL4dn7/2MI2otxjI7PzTKhj8PvGpe1dIycsY1zDWKgL7t/kzB2EMCpou/6cYgI4lK3tELZKPaNQar/PHkgQMxcgtl3NuaLwIQ+B8uSsNtljnLtB/hME4oVACQ4TVKszOfwXF8ngaS88ZUN5y8blJFKJIBAdApiD3cdzQIzdpmDehz/Mp+DpuO/wUZc4M8thHfNX5EaC4P36X47O8Kf3vUYEIOS6PzXOnQvg3T5p1U5raDrk0YXRV7QC4hjfQPq7Xq8D13pG69znunr5/FiGtwU8g+DZpgve6dHmY9WPT4blezjH1JezN3rmUvAw6vbUWHc+BaM6zB9sni8IUYr7hz98Y8GAVJcrP5rF84Gmbug3fKe8OTHTNUDWy2B5P+OcyiLPc8He3WR+nvE8YszR9QIwjDj79anUi8kFfHOAqJzGzyh0V7q0Y0P3q3r6PXP1Msm+jGcJ+fOQJ1UXGC59P3+Ti9FO1gmOZuWzTsKgLN6Z0MFAWnC+bVOgsH6C9WPn8rsAhB7ejf/9dblZzF1P9jELetPvOSdtpNKcdUqmnNe+Vq7ELXRdyrhMHWvDHfMZfMcO6ZiNO3R+TzLu2qewOtzq1RvcaSzAWM0mf2HiDd/T8HKby0bLueW3xfE2L28YTsCxBDoHPKsIDfr0bytsp2N9jqYk4RJ4p5oC4+nmj/zuGolBP2bzPjWPAdEDnQoM+nS577tFPJdZz+0r7zohQZdsEj34XsdzVBhi6wPQseCew4gPeh3o0Z9kXaJNbJ7dtnLRbMNc+YYTGrrGHvpxc5gT6Pn0OOrGRovIH7zcdezy6731Y2RZEMgrAggbDl2u+WybaWbUeV7kSBF6bnsY85ph1KHP+4gNMvWoHC1qlKGL3/Hqaafyey+cgIuDnhFjPPSH/8d60Dcn+olinPOZ89oQUhBgGZyJ7bt2MTusCHEbDnX//kIhbvEyMa0LkVvp7NenWC1tVCzuE5mY/IQtFBAPHN5JZh365WGCsutAdhinLeyBpgsG4RvY/VwnC/X9mBiDABnDcb/xIkUyZZvAEhux+G0EIhQWb3GHnswvdlybPhlBRzaJWzwEsBR8eWymR4mvnxeejHg5gxx85aJ2QbINZVC/iUeFUkVdsgMvxrwIQmWZVtdmfTg/LBTxh4HnIw6XpT+QUADoZPyuAyXpg6lr6R9fLfB9iKDupVv2+q4HJDnEvE53Y85/et+yebuqsruY7D//rWnWHBYg0PARBZy/vrab67WgjoOHnXn+j6atdUlbPR48yuOeoo/BUgv3C5OBUF4I83kCd+l7Mzj8aXMmTxqp0wV/oUx6iEmk1ydkevpSsAAvAGMkOMcE+HmOV49BFgLczTa7O3L+00kZPBsD2KYABJl5DCaqJnGLj5zrP5vjElF6nWoZJCIwgIcHwvcNZ7IeFm7pLlCS3cy5XGxhDoENxhRgi78vOYwFQjnZPiTQx9C/bPljdIxh3IJwGF/zhwfyj8H4A4JnSs9Fpx+DuvU+AEUC2oXJgS4op8Q8BtvxIQUyFx9qpmCsRf845aVJ7oTARv7BuvfW4fM8RKOqB/31xTGrWMkIowFvu6qWKZYn4hbvELPOr1jZieswQ6Hg2QcJiz8Yo3zM458tfDYI2tfGr3aNVUJ9iID8xt/IRVtd0v7+gc18XskYS8y2wVtKTc4Q/cHc/8mMdfQAT7RsxD6ebYRXwcfeZ1d1dg0F8N4061C441e3Ml62JTaLY70+WRYEBAFBIJ0RgMUz5mMwmrEJxu5Q72tVHnMFPWcclIz40B4xb5Mq4v7CowRzi1ACQ8C/Weaiocqb20GKPsuGaTaB8jGWKDO2uvKy7VGeC8GIKtS3oKobBmKYa6SKIAoLvkGRT1AXzPFgnBtKgINOEsEbEN97umB+ZJvr6WWwjHOlusjzXLB3OFmfZ+hq/sPeNiYxie8pNw8d+b+dgCwMeuFxA3Iy1QXvE+iMgIcuyEWKv1ByHX/rKocP6CCgF9J1NdBdwfAcf+EkHcascBgMaF6F0F/xfWwTM0wyyrRn3KGPMj20QLzjL5xEgzvuMZxIYJysC3QN0KdEKjAox/OlG1WjjgfZEx5/4WT3Qa9DkcpTaTsOpKX+PW0ro2/777mtaezycT49hNLB6mX15bvYgN4WHlgvk1/LuC8Yp3T9A549GOTjL5xE0wfC1aXvxzsaDjW6QwD2wxPanNvox8myIJAfCDw3pC31eWa8J9S/7TyIIgEnQF3Ai5nb8B2n9IKqLJ47U/R3orlPrd9xcuOgExqMqR49q4X7TtZ1wCgL456/sDOmEjxjHzJPYuqOl/G3LqL/iESHQDazE90x+VIanj3mTTVPBPLhkZ/CvzDN4/R1kFv9npsQ9kMdx2CSAYLXZlEFBTes2G2krX4+WFTZHhK9DPYPYRIRBIQ+SdDL6MvIt3QWexuHO/dEbmNeSVt8gP+Zr1N5luntCLWMCVO4iQ2sQu742k7ahqo3nttBzIabxIE8gXdaOEH/CDfooR+FIm31+jGBMT9CMFmE5S08bcP1JdT1+cz1dC57eesenPo54rWMPBvweofiKxKBF/mlTOBF05ciqTfZymByPfCVySFJW/N6QKKf9MJEq+IQZH840lavD30JYTz0/Gb6/vxYRhifcIo8vPhBKprjH6yDh7JhgDkxMNsJTAtCEKHBJG3N84K8HfDCJOuHLSzUYHwTirTV6wIWGDPwzMRDcN/1jyZbnXimcY0igoAgIAgIAgWPADwiYKmcW5QNW6sQlupfTMbZFKcgc/U8SLbj9W2IOPQ5G/Ao4z99X6TL53O45FAC76ZEEESaGMF5loBNKPIDee2+uLprIjQ3rm1AH0NUIZsnkO1EyMM54rrunvLoq1DihxNbWMzM7ft9HkHh6knG/fI8F9xdS+bnGeM2HAWQ3iYSQQh8GIiCYEoXeevSDsFoEpFcM9IdPTKoRbAoIk/lxeMQBvbpLpgT2AysgQuMleEhbgrG/8cHx+7pCT1qNHIXe7Dn5riBuuCpFuo6sB+Rr+7lyBGxitlmpJxobvH4jqV+REFBBLxI6wPJAgNw5XkeyznzegzwfpgN5WIVE89Y6zGPw3j70w3dCUZp4QQkmIggEC8EiuU4V+n1IYrNM0b4Y30/lmGYi+iYpmAu8PlVXTx/cNSB/hROOtDFIvIhdKqxyMnNvVGS8C6wjUGntfQSyjhXxzr+ecphzeknlvak6zGRzRALGB0M8EeYNLVZ2IAwxeQJeWQRXhlW4+t3HXK9GfVmYlKLkBaQCjxZg4D0goenqTSHggSdDw8MQr2aljcIMzyEQ48hTrgShPc1SQbsQ9ub5lhnw2InEkH+H1yXKZgEIbzERr5G5W2qyoDMQSxzhDLLT0FoYJOUhLU2JjzIYwEs4R1gembBKhJ4M7Qhxaw3ZEFth8MZ6BAmBLKZQ3TBc1EX3EMVXrRoRmR2CTgGZIyN6EQYtYd54o9rDicIu4EJUrgQLMAEuW3NkD6oH8YC3zCp3EqbML7Bntu436Ygl0dzHsCRmxdhbXWZxJ7e7/K9u7FvQzesyypWkkDgDWheJ8K7ou0QhLeLRHDvkCMERKAp6LfAy+ZNCi9meGEglFqiy7/4BQdv89wEuUbRPyIV4PX3L+dbccPYAe9UGJeYYx9evLd/Nd/1AFfnwj03rY+xDx8ICPXdjMcOhEB8lck/c6wCQYeXPxS02/cfZiOQY67Xqqobv/jY6qPlQynOfZu8wQv04hEtQ8mH8db2jMAAYBR7mapw4WgzxlmbQEHTiPvqYp6M2ELl246J97YmVcuwJ2yG+84w8YVX1GsTMgkWrkpg0BLKkwr3omROXeYzhWf2k+nr6dIu9sgPqv5If6GgRrhN5EI2z4U68F7B+A6vKKWowPvJ7JPID6OUTKHCU0XaJiknCAgCgoAgkB3eGEQrwvzDmBMpEHIzXMLcDQrqW09s5H7D2DDEOP08kwJIH4APd0SOMY14MC9FSE6E6I/Huwbh/kH2mXNTEMyYn8Qi+JZDO/FtoaRiBMShKmubx2PODmyeZMUyQijimwJhNxGCtBt7lOL7wKY0rGDkclXnCPUbCcEZ6lhsB+mQl2uvaPmGuZpDrMJCH5F6kHPK/DbAeXH917B1/7X8Z+KHb+Kv/trNzcdpM85Dey/tXIceZCXTyS9O8uRQxjcEvmsRVhvfQ6bgelNBEDZUnmf7nUzm59neZyNXqZnPEhBCqEQYitwzYiH9tmSb1bABEavOY6OYB05vFsxRrqNre86jeZZs16XXH82yra5oxmvzWoDZ65e0d1MI4dsQHju2bxhEAkC+T4RgxRikCzyV8A30FBvcm+nIUA5Y/R9jCy+lQa9O0Q/1vAds9y+aa/NUnKArtvuHpsIo66Np63ytRiqzUAZnSPPmpm7gCIBwijAF70ekioBn5sCXJ3t2296/ngLGCnSESA10LUdENNM1oD9gbvImGwEgCgnIDF30+wr9KuZXz45e4UsJgGPwbnzwjBas9y3mSxGlvp1V3Ygw8jW/Kx9m5yMYR5vf06pcpL+Ym/xxa2/Xseh99kTXw6yrOhAaGd/pj7M3P+Ziptjur/nMmcfo67bj9f3mMiK9geyBs4stcgywR9RBkKiD2VlFF70P2MYz2zb9eLWMZ9/MVQxdzsgbe9Lt7EwEnZqpU0LfRLswj772Ey/ppfcXdQ75TV8EMFeGTj2c4Lujf1O7t+mZbaq7xru2MRbjK96BKk2Z7TzgMz7m8Xks6w5nsCMJnjX9m8l2TCTbbOHOSxb1h4C3RRuM1EA0knakexknwBJPEJDvpsWjv/uqxIcLLHwh+MBDbkVTQBq986eObpgL7IOH4b3sJWTKqxe3o4s6HVdif8qhnW5kj0ZdLuHwxi9zeFpdPuSXm5msHR+eyFHaumY2yQsv1qH8sjdjjONhRK4oCAZ2hNk1Be7gCHejJi7PcW7RhywhNZDPdOzferuHA6/uT4/1eGfhxYIk1ZhgKkGIGDMvMCYNc+450SUL8RFc476RqrjvF+fsyh/IIJpAKEdidQgSsenDv/s+HqDk0K33UV/LR0f7yKFpd/YNhhlu/dhoT6hkvYFQ+vdsWIka88saZObtPFlCSGAzdM3dbEWH/JFKEKoaHoe6gPT5hOO56wICE4S9KZ3qlqe3L+vokpWY/MMbDiEzTBl5Yw/ChwAECg5bTPcLO9Xi/tHafbEjbOsFb0+3KttO5IH6nT91cD8OEBIPnrFmTPrBPPl9l58DCD4senCuBd3LD5aEOJceigBtQtt0gfHCzLv6eSwPkcPKDPk29Y6+Pmsz5DY1yfhxt/UOPifIwwy8dEG/R05lPHsQtB3hgE1yEVZBv97cUz+0UJdDjVmRNAofAGNynmWUx7hmKrCQZxn3HQIPSnhc6oIPCXg+XNm9nvuRCRIQE1skpDfltYvbE/oaBEpdKGF1gSXmDOOe43ymtzesu9+6rEPwUHxk9OVIBLro45Tajj7bjXPj6YJJ79Q7TnA3oW+hj5mCENvIjaBwQK4YTIBN5TGsQpUxCkI7m5Nk1AsyVBH/eHs9xB9CthwQmDwh1HmsghDNNss0EOxfXN3F/cBE3ZgU4b6bxjWY0M/mfN34YEM7B7w40c1drrcH9wv9Q31UwWjoYvawNQ1SoKzBeKo+ThB62vS0/vTKzi7ZivoxLmJ8NAUfz4+d1cKd9GHcRj22cy17YIDnUORPR3hmXUbf2svNp6Nvk2VBQBAQBASB+CEAMg2Gd6t3HGQl5H7axSFm8d7A91IDns9jnmfmlAt3dsztlzJphugu+HZoyTmP4E2gDPjCHZ8K+xGa8Dk2ItQ/gKGsh8LfFBgzmTmabh/Q2FU0m2WTdR1zFPQzZbwMw1CEGIUSNRLPa+C5gud/mPdjnoLj8E0Hol7kOALyPB/HIp5LqfY843lcuxMpTzjNFBvvQ1eF8QlGqyLZCMCgCe8wGIkDr3qV+L3IY5YKjZwbTngHAtvVbDC8g6P51WMPS3zLog6lw8vteNkXGwLAHYZjIFSBOzxbXdz5N9p5TLgWoE9AZzGbv12Rq7QOnwOEp/qODne82o9+Bn0Y2gzCFXpUvN9QXyx9BToeGIeBIIQKvgSTH9DngsyJVaA7RRtX8nu4cuni1KpmWXfMiKV9sbYh0uOy8eRnbwfPZxkH9AHoQPBb2O1Fn4FBCPQiuB8wJGjIBo3Q04kIAgqBUHpjnetSZWP5temKUQ/GyOmsC8QYZBMYoiAFSqhQ9rZjsA2OOpkPnRzcDT4J34a6bPr3aR4+AfvOeGUyTTZC0P94Qw83pal+7P3MF7zMvIEuSG0B5zKR6BCI3DwwunpjKv0kE6N6HoChbJ3z8fR1vhDK8LKNRT5mryVTXmPLBUXaYh86Lx68jk+M8ZBlsHxA2Awo0Mcs9+bYwHHw8nxicDaxi3XI39gCHoQIvDZDyff8kJkP2BWsXNdJWxwLS0zk3dXzVGHgAGkNz+NQgpcNCM872Yo+2hfPwSNZrrWW7k0G64qLcog5dU68z/QyavtR46FX2/VftP1JJiHDhTXRj4nHMrAACaY8TDEYwiocYYZNT1h8NOUmmMA9z3Hp1aSrD3siX9alDsFbWRdc49tMlqlJIyar8KpAyGhddGL1W7YI1ElblLu2dwMPaYtt6C/oHzqZAwUKyC9FpKJcvAShzU2BIks/FxSKyKPVf+lET1GETAbG6ZjrFs+7Kbf0a+R6zKjtmLjeyeQk8pSaFld4KSviFlaDZj6DCzgygPksYSJqikmYmvvjvX7vaU2DpC3qPoctoT9nYtTMIaKP7cgxbgq8QBVpi314jtHH5vKH2e9G7iP9WBhmmJEW9P1qGaFL1HOstpm/eIYxmVeCXN6wpO305BiPsQa8ipGn9nz2coICBv3elGFMACvSFvtACoPI7fD4GI/VJ54XhL5HvsJYBePN02wgoN4DINMfYuwQhl0XfEzj4zoSZa1+nCwLAoKAICAIxBcBkKn4RtG/U/J6BoztMMzCX7oKcsLDINYUzOcxz1CCeZgtV28vNjZNJcG8APnvYs2BBwNcibwRvkfI8xweo1hKpNrzjOcRBGQkJGQseKXCMfhWg85Q1xtGel14B8Z6bKTnkHJ+BIA7vp/1b2h/qfhswTOE72v9GzuWmtHP4HAQr7Dk0PFA/xVPHRjqQhRE/CW6ZONZnvE8rkdJlDajzyACGv5EBIHCQABzGZvjDtoCXSYcFb/lFC+mkQPStMHZxRahCRwHjJowFsIADI6FIsmJQMIQtwhFcIoRPxuQ9mlU2Ufcbt3rTfoeKfQLN3nzJMDVfBbnRsSfKSZZhrycsOpD2IllW7LDzurHXMUhp2wCr8jciFtY/JmCBxMW3qbsYoW6KXhQcyNuT29V3ROu0zw+t3WEhYAXlykgfWB5BqukOUxGvGch8cxjbOtQGoWL5W47Lh7b2tcu75vMYUIJz1qd/MS5tu3z4663AUStSfbYFGKo2wyrYZu46IOurX8gjLitf5jhPdDGWdw/dDJVb3esy7j/sMzXBS8FhOszBTijD+lkNMrE2dHfPG3CrpvhozFJtOGGC0AYO5O41Y/Hc2979mEIspLvzxIOuQziEN6thS1DLPnu+vBYahK3W9kYRQnGF1NCYXUFeyvnRtwiXIgZfsmsG+vwCAZxGkow6elrCYMC75Sz29bwjfWwfoUs4nthCnIBteQJlCkwHgI5bz7juPd5IW4RJhP9TRdEOsDkTze8AdG/ncc8XJOIICAICAKCgCCQaghg3o75uJm24ZqPZ1N/TiHRjueuiICByBvm3Brz9gHN/XmcUg0juR5BIFkQkOc5We6UtFMQEAQEAUFAEBAETASgf7tp2DxfpFO9HFKXIeIi0uPoAkc+nT/APnjyP3pmSxrE4ZdVuGJE2xPiVkcuuZYThriF15KpVAaUVbnTmXLM5kJmFjLWEY7W9GwFGWuGvzIO86wqUgGhN0wJlbS8TU4IZrO8WjfD0WI7QvtGKqpNocqbnruhyuW2HUQyPH1/XrTFzbUKMgLb8irxaFusbUCoOZtgkDMl3LXa7j3yVZpii/seLjSdrX+YhI55Hn0dXtnxllV8/80QCsi1G4ro0b0X4t2W/KwPYZARCic3acghVCIV3AvTm7s65xpVXt9mPUjmDmMCeD8qwbNnekPCOutDjggwhcNVwKvTVDKqYwvrF6GCVS5UvQ3hxnaT7MexyEVukza1/ASorVy4bQiVn5t0zwmZbisDxZFppKMMHHTCXR2bW13IU2w+5zbyV9UVya+tL8PgApa6mMjpEss7Vj9elgUBQUAQEAQEgURFAClp7uBIRGbqChjtfj9/s/tnazuMNJHvTEQQEAQSBwF5nhPnXkhLBAFBQBAQBAQBQSA6BF6bkEnjON1iOHls5DI6mY1HdSex6Rze25Snz2tNZ7Wp4dm8mJ1ARJIXgYQhbhG20SYl+SPZFMNpyNxtXQfZlFfZsjc7ZO5hSwhgKMBtEo6YW7ntgO2wiLeFI+bgEp8XWcyeYsiDCA/beEte25aX9iAkqU1Mz1mUsRkU6MeaoWmxzwxhgG22vlwkTOV57bcmIYN25FWQS8gUG+Ftlkm2dYRqV3m549F2G6Fq6yfqXOgaFZlU26yF6oa389qdB4Mh6R7kHNrIG1DQoY9VGyP5rVqmmLWYLam9Q8fHUXiWmwLljE0KKo9a5RDXgjbZ3mG4VxDTaAjbMkJcC/ZV4Rw1pqzK47siqjHPPLmsCwKCgCAgCAgCKYQA8tni2+2fIxZ5ok6EukQoSd7g9Dq2SBmhjpHtgoAgUDAIyPNcMDjLWQQBQUAQEAQEAUHAi8D93y+inxZu9m7MZW1w25rB9HdLt+yjh39a6iuN6HxLN+/zOFjAgWfoZ3Pp15t7BiN+6rpiVQki+OmC6Hqvjs/UN8lykiHgvaOF2PhQxKfNr9O2LVzTbd6OOMbmCRaqrv3soQtBAnXT6zaTQ5Pa8mwgP1JuUrN8cdqwO1u5r5eLtF1Hs/zkhqoHpFD1cn4CQO0P9wvvwIvemUHw6LMJvKSbVSvNuSoq0MvjVkXthRvKQ9N2rnhvC9nfLJ0rBgfvuDUX/db00kTlkfaPw0dD949YG6nCLejHh/NU1Mum67LNKIAdanOVPQe9HqAgc9VYhuT1z4fIU4Aw8MjVBk9ojFs/L9yS63nyc2fIZ438D1tA24Zx1gxjuIoNSGw5n8KNs/G6PhsBq+red9h7r7BdTZqKWwyQcjPa2G3cd9SV1/Ey1Pn8d4FDmeOEIoKAICAICAKCQAojcF3v+nR6q2puypev52x0v3d0QzjM27pxpA2kKUD6Cts8LoXhkUsTBJIKAXmek+p2SWMFAUFAEBAEBIGUQAA6QkTsiVSaV892rsM3xw2cuxaRYHVBRLx3/9SRxrMX7tWcxkUXROT898il9PCgFu5mRP9UziKq3F3fLKRHz2pBiA65kFNzfj5zPf2wwN++A8Z51fHym3gIJAxxm9/QNKpS2v3g1uN/44FY9sCAqE9dnxM8mzJ81kY6p11Nc7MvR6VZAJbbM40cu8Ou7uK6wJtlo10HKZSbR1+4+n5dvNVH2sLj7f6BzejSLnXc2OmqjhHzNnLeUzvBq8qYvwgDK5I7AugfC42wBkhKfgKHZS0saW0J/72U8z7jhQPC0BR4M8ziEL5KoPh69eJ2QQJSbU/133oVS7k5BvT82Rt3H3KJeYxFpsCz2XyZ1s2pA2VtIdU716tAD53RnHpw7lLlnTp89oZCJW7N64p0HePs3PXevOS4FluOWTMXsHmOplXL0PuXdzQ3+9YrlfLfB72QLXS52o9JkSl470Bs0QXm86QrlNj2iZdPKLRkuyAgCAgCgoAgEBsCmGv8H3/X4A+pUTZylBP8Yl6GVA8igoAgkDwIyPOcPPdKWioICAKCgCAgCKQzAs/8voJmWEIdPz64lcu1nNu+Jn3FhqVIW6nLy2MzaWDLaoRUbV3ZwPTXJVv13QQv3ovZAS+cgDiGvrmgoheGa4/sD41Ayn6R7jhwxHPV8Ppqyt5n8zccV5bDk3Hm2l3UqW4FT1ms/L50G43knK663MhhteDtZVOgw4IBpMKQDrWCh4zmOsw8hcGdOQu2un5hwhSxy03ZxnkI/8cPNz9fQenNLvRnt60RXI/nwgzGxpQb+zb0JcSGt+X6XdlhpM3yBb1ueugV9Pnjfb5Q/cNG3CJMwrOjV3q85fo1qex6CuTWLlsI39zKV2JlFrytdU/xvdwHRszbHAz5oI4H+fj6hNWeMHR4FtORtIe3LKyrMOYowcvyM04ojxBfpnzMeWtNaZljnQWPzGVGrm0QtV+w0UdFg3xcvMmfk9us17Ze2M8S+r5pufbp9PVuvoZTWhwfHzGRAYa5Cfqsmecht/Kh9iGHBAwpTCIWSt7P2JLNlEZVso187M/xFkKoezPMOEKZfGq5Hlsd5vkKcr2w+0dBXqucSxAQBAQBQSD1EcD8tE6Fkql/oXKFgkAaICDPcxrcZLlEQUAQEAQEAUEgCRGYs343PfXbcl/LB3GUnws6HueUnjq3tet5q0fhhL7wxmHzaNxtvemWfg3pm7kbaZHh7GVWDP07Qi2bMo/5MUQXEklsBFLW5XHSqh0+l/ETm1bx3Y1/fLXAk0MSBUCsXP7BTHptfGbwb/isDUEF+2XsbapCYKoK8fBcz/HG//z+TLr724WuS/tF70z3ecyp8uq3b5Mqvhyqb01c7RLHqgx+4aX3lw9nEcKj6u3Ki0etXr9teZOWW1PtN68b20FO2wYBdUxB/s5i72UzjHVBnj/e57L12Ve5D4xd7k1eDvL8T9z3ELte75PyscwAAEAASURBVB+2EK1mG7+du4l0T3Rzv239hCaVfJvvHbHQ88IAmfXEL8s8pC0O6t6gIoFIS0exeYs+xqEuJqzc4YEDhiAvjlnl2YYVdTwIPzOEN8YCM6c2chx/OsNPAPsqtmxYv+sgTTTaZSmWb5sQltAk+DHOYGy+6qPZhBAgWL7yo1kFmuP3Gg5Xoo+N6Oc38cQJ3tO64H6o+9WYPW9rG8rgI5wr/f/ZOws4OYrsj7/eeDbZuLs7cYcAwUJwJxwuB38ODjn0jsM5OOCQQw6Ow90huCaEQIiHuLvLxj3Z/r9fzfZstczurCUrv/f5TKa7qrq6+tuTmd761XsP47fDjKOvq9+bHop0AC91/L8pSgZRPRjWpSiNj2MhARIgARIgARIgARIgARIgARIgARIgARIggaJAAFH+/vn9AsF8oG1wwHnstI52kdGg/nlKB18ZdpDO8qXflpn5X0RsPbt7Q8GCtSiDM9fPKvJGObJAuD2QVi3gZHQgz12cz1UiPG6jcm4izvghD/1kQl110NCun2l42VuOaiUfqABrJ3D+XUO49n50tPFKrFqxrPyqccSDoWlxg69SjzgvDGy1SmXlsv5NjHejffMx6R4VO9xuE9xGXtzzezWW18cvj1fBC++MFycIRDt4Wc1du80IO0FxDXVYkVFYhnjpQUNOTQgQfZpVM6GREU45UaJrLydwsI+C2k+tEA7LC2EH9xNfeo00R+bP1w0oqNMdlH4g1uBLGHHpPcM1nvLCeBmsXtlt1Iscq2sgsAXF86762Qp6bqeWD/+Xf2rUIiP2QvR7/twucky7Ot6pEr7freF4v565zic6YRXQ0c/8JvhhgGc6xEjbw93rLCqkuFdX0t9vGtzSfAdBFPUMizLw/72fhjeGwDdb/7+PX7IpJEbi/+MfBzY1hzWrWSkU+h33/1IVNG84sqURPH9fsVme0TAawZwH6GCHntO21AThAE94fpzJp4wf2F9vGGgfUujb8Oo+p0dD33cjTorvQawqO1iG/28DHv/FhCvHQhYsEoJnedBO71pf8wynmmI8RD2iD1xYXGHbOL3PffT7CmFOKpR1tK9Nsiiirxv1nh5ML6Co79r/6QKjV8ct0/DfZeXx0ztGpgqwr5XbJEACJEACJEACJEACJEACJEACJEACJEACJFCcCCBSXvpDxxXIkK9RT9lkDVFd7ciuweMwT4hUhPcMbStz1m43oi4cYFrVrmzmI6FfwXJKHbfmgWODXUfuf/V/fSPLg4X3n9BO8KLln0BYxcl/nwe8B4ifiQxiEoRPWJoKs/dpEucr353qaw6PJ1sY81XqTnMVSS7vHxNMvDpMpM/UnIbBcMpevfeO8MzzNcZ4dnaXimBfzFhjcl3a7X6av0HwijIIAXcNaRvy1o1qm9ey3k3DIaTB6k/vT0uqS4RzLUw7pGGauf6g5yHOifC/2/cU7vkL89rsvu/TL7tvZq8VLEaw7UeNZY9XlCFsLj4fQYOYi7AMQYPot2dnhizekFyeYohqfx/Sxng92n1BEPx6lj/EuF2PELeX66KH0mrIl/awCnjwzLcNYmR2/98RZvmJMzrFPVBxfxHiHaKhbVg4kszikeD/zWYqtGOxQ1TYbLTFa7v+3z/Qdqd+xuBBH/RIDo4DCxiQy+FAGcIEB3NN2OfG/blZFwrZdrwuskFY++Bx8N79SMPsJzII9tcd0SJR9QEpx29slPc1VgniM7Moye+NAzJYnoQESCCLgKshkXYEfpPLVxUpF8u/ndWQWyRAAiRAAiRAAiRAAiRAAiRAAiRAAsWNQL2qFQQvWskjUCJCJcO7LyqkbNTtOqt7A3ni9E6hUMdRbVEGD7jPr+xjRF+7DQSYty7qbrzbEMYyyno0qSZfXtXHeMZF1XtlNTVs7HD1CIYQmYxBtH3+nEPkuA45e0Ym01+iNvDoPN3K2ZuoXaLyKG/LRG3zUg4hvjR4b2Jlz6dX9JaO6jmejJUr48iL53WVI9qEQ4PDgzHR5zWZvu02l/VrKg+c2D7pZOadG1SVF87tKoUZ3tseX1Hdhpf8M2d1CeWiTTRe/Pi+dn536RsIlQsPzmQSyXuRAuz+5+hiFnj2ewZh+PzejbzdIvNeK7W8fHx5b41w0FTwuY4yfPfj/8eBMIwnKly8fW4I4AhXAjE5aE+d2Vk5Nw4WJ9w/Uv8Pv3dJj7hgn7BhIVcgz0Yyn7VCHga7JwESyCUBd/yzkvHyIN/Lnf52LnthcxIgARIgARIgARIgARIgARIgARIgARIggQNJ4KB43Eblt/Tct5O5eMQEDxpE1Hu/nicfT13tC4UcbIf9C/s0NmFmkYt2lHq0IlRp0CCWXdK3iVwxoKlgsj7KIED9/bg2cuvRrYz37RTNjbtK8xx2rF9FemmCZ7iswxspGOK4mgqOQYMo9/01/eTxEQvllbHLtZ+sUKpeW3hxnageW0hADW8729QT3ggKdr5ECAj5tX+rl1/TGhVNHtsoTggF+uipHQQhp+/+aq7vdNNXZXl24p7ZOSDhuh/Mx+k7OMkdhARoqsI9chCvsMLP2odHfd6qZ4YLsNsl2o46PlHbgiiPum8Q9X+8tp88+sNCeWPCch9L75wQtk7uXF8QdgGetVE2oEUNefuiHhrme6H8oqGMEd47rwax7/80hDgWENym/5d+WbgxMqczQmvffkxrOVdF40Rx9/M6huJ63LCeDQXex7d/Nlu+m+0POe1dEz538NC85/h2EvX92EmF8A8v62n+3yHkbtDAGt9hYN/jkVE+j2140C7VvAhYmOIZzoP/p29NXJnnPNFYTIHz2p+r3OQxiPpux+caIjXCbCAHw6RlmzU6wR7B9ffW71kI2wvWh0MV5+a8HoOc3ge3rSXXHd5CozZM0+/8rb48w14e2sdO62TCkkT1BT74Tj1Dwyjf+eUcmaVRG2wBHcfg/1WLmpXlL4NbCT4nebEojtWTzCsN3sH0A/i9gRj9rx8XmPzawTHnZYw8hgRKCgF3wnPiLvrBdzkpR94rUjucj8bXKB877vxvxJ38P18PTvfLxGk9xFcmW7PSLPgruEcCJEACJEACJEACJEACJEACJEACJEACJFBUCTiuWlEdXF7GhauBKLFRBdP9GRnqpZVihNfgRLTXN9ovUQEDk/Drtu2R+ioCNNXQyIgHDnExytDuoe/my15L9GqQVsEIJMH2X2no0mBeQ3g9/ufsLsGmvn2E4sSYkDsR3r1NNF9rSxVJ4Z17MAxMkft3SfoOk0S7hQo+rZVR3SLkim/uu3Lbq2F/cd9rppbL0TvuYLAsiHMiBLj5fKhgBTEIXucQ4XIjMmNBARYWbNV7m6JiG/6PYMFCXj1iM/Q/00Idzwz93G7bvd8I6vh/hLDKEKNoiQkgD+2sNVtl5ebdgrDFHXTxR27CXCBMMHKjYuEIviMQoh2fh7x6V2/TsMj4DsJnpKz+X8JCh6gFBYmvKP81y/R7+V+6kMX6mjXfyxBOg/bmhBVy7QfTfcVYVACP8Lza+5NXhcLqI2IDoh3A8H9noorIyFcMb/LODdISegUnGgNClM/TPBT4bkXY4fb1UgWhkQtiUUuic+a3HGPepJ8NfN/ie6Nyudj3Bhdl5Jcsjy+uBDLeHCqycYFv+CmnvynSsJevrCB33G//Iu7cz31dOoPuEOeQC3xl7g9/FXfWh74yZ+AtApGXRgIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkUDQJhF0/i+Y4kx4VBCJ4p0V5qEV1gvbIYYtXsrZl1155eeyyUPP6Kt7Cw82zDdv3yAPfzvd24+/9m9eIbyfagAA3sGVN80rU5kCWQxxEqNZguNYDOYaczoUx4lUaDOLcofr5wCuvBlEP4mBuBMLszgXBF4IhXrTcEWisCzPwyqshLG9UaN689ofFIngdTIMI/dq45aEhwBv15C714uUQTh9VT9Cg9Vfv8sI0CNlHaTj5/BgWB8FzGK/iYhgzFuwUpUU7xYUdx0kCJEACJEACJEACJEACJEACJEACJEACJEACJEACORE4uDPzOY2uiNYjPHCHelWMl5Q9xL9q2FN42PbQsJLbNPzyx7+vDoU8RtjYc/MY/tI+F7dJgARIoCQTQBhkLIaxQ6zjeq9+f5q8O3mlyQkOr9cPNEw6FsnY1l6/n0/omCXu2nXcJgESIIHSQsDp+2dxul3sv9zK+Vtw4u+MeyRAAiRAAiRAAiRAAsWdAFIdBdPhIKIS0rXRihaBqHuFxdUHM8odou8hgphtcOxAGiYaCZAACZBA3glQuM0ju1s0r+3lb0/15XJEWNHv56w3r6hu8eBz55A2CUMwRx3DMhIgARIojQTwh8ctR7WSv3wy05dLdocuisECGbyiDH+03H1824P6h0vUuFhWCghsWy1uukbZ2LtDnHoaUrtK/eiL1ryj7oY5Im6GOKl1Raq3FCmf10gF+gfyxsV63rmxvup0EilTPvq8yZRuXxu7hj1bxamrKR2qJsizvH2NuOtmiWTs0/PW0WtoIVIhOrd65Gn1PII+dqwX2bdHnMoaPaKyskhrLJJSJvKQhIUY83ody/69eRtLsOOdG8RdM1UTTpcRp0YrHRMYFMKkg7IzOWh3rItxwPkqVhOpVEukhvIsiHPiM5jocxi8bnt//24R/Sy7m5fHmNZqo5/RfEYG0Psja6eLu3216cupq5/VioUbGcG+JG6TAAjs2rtfbvh4pqRv189jpmGR2JOaf55GAiRAAtkR4PdHdnRYV9wJ/G/MUrldHVFsu3JgM3nwpLynHrL74nbBEbjjizny/C9LfB2+cWF3GdpR/5Y6SPbd7PUy7NVJvrMf16GOvH1RD18Zd0iABEiABHJHgMJt7njFW5/Spb7JBfrHd6aaPJDxigQbTTVv5fPnHlKkQw0nGDqLSYAESOCgELhYQ89jwcuNOsmKlaU5Wdu6qfLCuV2lS8N8Cgw5nYj1pZKA++sj4s751HftKUP+bQRL95d/irtkVFZdn2vE6XNt1r4Ki+6Yx2KC4K5N8XLzqS5TQZyWR4lz6F9FIIIGzP30UiPM2sUp530p7q+Pijv/K5HdW0xVrK9yIrU7iNPhDHE6n2sfEmsz/hlxp7/tK3eOekicak3EHa3XsOhHrcv8v9b9UnEG3prVVvO4mnOu/l1ExU3PvPM6zY7Qa7hdhc5GXpX/XYVK9/dXleFnIhBaLcs8oxEtnXYni9P1wsSiMY7bpGL1Lw8rTx0LxN9MM/2klBWn2SBxDlOeaVnpK+JtvrlB3JXjvV3znnLWB+Iu+0Xcif81fXuVpr9ylcRpf1rs2jJFcdfmuDPdax5/z/jyTyqg671Qc/rdqPfj9HidbJgr7ox3Yzlqrc8CGsQ5qFes01x5qsespNYzx7oLvhF31H1mW3Zvjb1b/7q/PaHjf96UOG2VoeaydSe9YJhbzcQZdKc4rY61i2LbKqy6E58Td94XymCpDma/KY+PSUV8p0l/cQbcHCm4ugu/F/enu339Ol0vFqf1EHF/1Fy7q6aouK6CcKaZflW8TTn6YZGarb1ivpNAoRJYqWkY3p200neOlrUq+/a5QwIkQAJRBPj9EUWFZSSQNwJjFm2UJ0Yu8h38h16NfCmRfJXciRNA6r6gbd6pC0ILwVZoWqpbP53l86bt17y63HCkLjymkQAJkAAJFDoBCrf5QHxS53oy9bbD5fXxy+U9Dd25eMNO2bM/I94jwop0bZQmWGmE1WpVD3LOyPjAuEECJEACxYTABb0by2DNJYt8tx/9vkqWbtzp+8MBHrY9m1aTIfo9e0X/plKxXC699RJw6Kt/kByvq1ZtwbhLg1x4FCbol8XFmADEsu3rfBfgrhgr7uSX4uKprxI7Kn65E1U8G/eU8U4N1aNAxSx3ngqxqyZJyokqvNX2r2x3IQwGzpvxxf+JrJwQ7g5ejeotajxG189Wke7vfg/WiGuQ1VMk49ub1BVtY7g/U+Kq+Peairb/8glvvsYQ/RZ+F7uGE54Vqd/NVw1vWPfrP2cKw/4q3x68Xae8rKLmZ5Jy6qsRgp6OZeqbOpZH1FN3l+/Q+A4EYhWg3VWTJQVjaRBY6Q2xNMDTCJxT34h34dvYu1PcaW/F+jvzHZGyFUX2bAv14TvGFmQ3qwiaaUbc/OZ64x3slUW+qxjtzlQxefHI2DXU66rXq6JnYNy+YzEmvGAqssfedUIseMyWZbE6+1/9zGT8oEJ3+jy71L8NT/GZH+p9/lE/V3eI0/ZEfz3uR/BcKqxnqFgv8LCOsrUzJOO9M8XR++Q0GRDVgmUkQAIkQAIkQAIkQAIljMC3s9fJd3P8f1cNaMlILEXtNk9culm+DEQ6q1Q+pagNk+MhARIggRJLgMJtPm9tnSrl5UZdbYQX4vqv3brHeOBWr1RO0iqq14eTzxPwcBIgARIo5QQaaW7w249pbV74nkXeW+TgqVG5XKEtiEGUhDc15BCNBLIjAC/H7MwdcacR4LJrE6/TUMsZHw6LibeN+sSLIzeiRNtAQ+NZu3e7OMeoyJmNGVE5u/rRD6mY+ko2LawqFV4zPr5QnKFPG69Xr8Ydo97BxpvXK8nhXYVL9JNy8Qj1XK0QbwzxGCJrUqZCdMYnF4kz5ElxWgzO9hA3kWhrHwWvafW4djqdY5cmve0u+9WI15IR82RN6kBwGHW/pJz1flLN89Ro4yLJ+OgPKibvSe5w5ep++xddlOCK0+6kbI9xF3ybbb2p3KfCuP4/onCbMyq2IAESIAESIAESIIHCIFChLMW4wuBaWvrk56e03GleJwmQwIEmQOG2AIkj+TryJNFIgARIgAQKhwC+ZxuqkEsjgSJPQMPxwkMxZOU0LGetdjEP3HUzVADLitSB/LgZKpSmnPNR6LDIAoTuran5R1X0tcMXe20RltjpdZXmTNVcrXkx9Yh0f389fGTZSnoNbWPlmrfUC6trCuBB/PMD4jQ9VOMExyaB3KWjQ32YeoQQRqhn9fqFl61P1IT3rYqdTvMjY8dqXmB3ino3Bw0esBgLzrV2mr8PFSPdn/8hTvPDtT4Jb3y0qaSr/Xeq93FmqGD7dPC8hXDrtDkhHlLZXf6byWtst4OXr1OxeqyoRsvY+yy9p0HRVjk6rY4RadTPtHGnvSmCz4Rt4KsevE7j/iIadhgCq6v3BTmCfaZ5aB0vNDTyEydp7sg7o0VbDREtNVprHt4VykO9vgPmjn4wJs4jL28yhnbwCNfPeMgQ8hrXjRzNtCJPYO9+Xai6bbdZrLpt9z6pqYuo8PdPzcrlD9iCVV03IOu379Ex7Jb0HXulSoUyUq9qBamrL0Q8KkxbqWEDF27YYRbo4nmkdqp+D+fD1m3bI3PWbpNWtStLgzT9PouwjXqNi9N3yM69GdKkekXzHIRUEskYokFhYfE6vWfbdu+XWqnlDKsDeb+SGSfblA4C/P7g90fp+KQXv6s8p0dD6dMs89k1c/j4naCRQDIEDmtVU0Zf74+eU4URJ5NBxzYkQAIkkC0BCrfZ4mElCZAACZAACZAACeRAoHyqOI36xsIcQ4hVASpDvW1V/fMdiPCyzuD7NdyuimIwDY+c8dnlGuJ2e2wf/6qAZQTLHELHQtB0hjwe78vkTR1xl3Zgn1NDC0/4j3rdPprVf6It5HL1rgEiqObKzRipoZYDAia8V40Xb/kqsZ4Q7nb4pUZcjHeNHLSa89TkUoUwm54ZujfeQHXUI+7RHLSNYyWdhxkxG7mCfbb4JxEj3LoxngHh02l2uDjH6rVVSIsdpl6xGZ9e5hexNTSwO//rmNjq69y/47Q/VZzDlR+EdXi6fnaF3ouZ/kZeCOK6nTW8739Mnfvm0KzQxJmtU/qrR2rDXlnH6rjdJXotAXO6X6J5bK+Llzqtj5OMF1Wgtb1f9fPkqngLoRvew8bU49Wd+3n8OGwYQfmQC3xlOe24c4aLu2JcqJnT5TzNEXxHPMy2Cds8Ap8F/Wx7BmH9t8f1Pt7tlUS/q5iccryO24iy+nkc+29xx2sI64C5+hlxKNwGqBSt3e/nrJc3J6yQbzS84a69+0ODg+g4rGdDQX76xiouwtD+P6OX+NpWq1RWPv9jn0iR95mfF8vbE1f62p+rk8nXDGpuyuat2y4v/7ZMPp66WtaoaBu0Spou4ZQu9eQiHUNfawJ62KuTZNnGXSYqUvCY5Zt2yaFP/GqKIfoO/2NvI8ra7T6bvkZe1ZQN01ZuUQHU753evXGaXDWwuZzVvYF9iNlGlJATnhsnW1Uw9QzjevDk9nL/N/Pkm1nrBNfkGQTwQa1qyX0ntBNEdUJuuduHzzZhCtGXZ0gTcZ7mArzlqFYJFw2j77cmrhCEo9y9z/q/m9kJ7tGwno3koj6NuSDOA8v3QiPA7w9+fxTah4sdFwgB/H52rF81z33hJ2ruum3627xHFzSVk3Z1q0iyC4zyclIsAsGip80795rfQUToyk/KpJ36XDN/3Q79vd6nHKoIIihmZ/hNnr1mm2zfs186N6gq4JcXw+8zrgMLs9rWSTURxfLST07H4DyIWoZnp726oKuaXh+ilzXUZ7eCiBKJe53Xz88mvYdz124XeO22q5uar/vocdigi/tm6f3B81IHvZ9MW+iR4TsJkEBxI1C2uA2Y4yUBEiABEiABEiCBIkOgRgvNQ/qcSPXmWUNSoc3duDBrH1vVm4lz9MNxMcxUwjOz19WxnK12a+TNzU64raZ9Hf+UhhHOmlQwIXy3rNCcus/bPcVES5w30/vVV+ntQFyDEKlem3GD+ArPTttS66l4qOGhrfDFUreTOP1uEHekip6WwTvWCLfwYq1cy4ihVrVkfH29HqevxuptmqKpJdqd7BcGtbHT4sjYIVtUyFGvXJ9Vrq0MVBD0RHBUqtjsDFBRE/laLUMeYgdesomsSgNxjvqHnjBz0gV9q/jqDlcR2DZ4jO7aLJKsl6l3rIrfDsJf24Ks1jlBoVXz8wpeQbMF02BdfvajxOQmA2MCttWv0/FM9epepbman7ZK9Xbp8Y6vJLzjHKGfi7gg64jT51pxZ31s+vO13rHOt8udokXg6VGL5c4v52Q7qFVbdsljIxbKK2NVWL28t3RpWFUOaZgmM1dvDR03bukmn7DqNXh9/HIzeeft492b+J2gx5z50kTZsivi/0jmAZh4fWfSSnl38kp59NSOcokKuLD5Ko4uWB/h7a118Ei1xwgPXqS7gW3euU9uHT5L3tP+Etnk5VvkynenypQVm43gisggniGtw9glm7xd815VvYPPfWWSjJy3wVeOHUyq4lxjl2yUNy7oLue9NlkF552hdhgzOH86bbX8esNA40FrN/rXjwvlgW/n2UWhbQjWj/ywINbPFb2lfb3MxTihliwggfwR4PcHvz/y9wni0QeCwPuTV8mTPy3yneqPA5rKhbq4B/bh76vk8RH++ruOb6NiYxW5/bNZ8tviTQIBzrPU8mXk+I515ZFTOqpIGPtNnbJii1zz/nTTBBEzgoaFXhgHbHDbWnLvUI1QZNkOFUkf1t+tnxds0N/tbb5FSRBth+r5kF4JESyC9qwuDHsrsDDs2bM7m9/PB76dL+/pswN+W2F3HNdGDm1ZU2782L+A89J+TWSg5uG99dNZMnHZZiPaoj2eUzqp6D2gRQ25/djWOYqE+K3Hb/R4fa7Bs8l+fVbwDAu4IIBeO6i5HN5a/37Kh+GZ6KPfV5vnol8XpSPLScgQreTY9nXkqkObSYfM5wCIvEc9rRGF1Lbsyrqn3sF4fvEWvDWsVkHeu6Sn/LIwXZ+XZntNzPuJnerKbXo/ogzPRo/rM+P0VVsFkUw8wzNUS71/PRpXk78qS6SvCpo9Pq+uR5Nq8sTpHeXB7+brs9Ea89zn1eGxDEwfPrmD9Nd7RCMBEiCB4kQg9gtanEbMsZIACZAACZAACZBAESGQcuxjftFWx+VqWN+QlUs13q+hcoQ5DhiOz5r6D1TqrhHSLNHWawFPSXfS/3QAWd5dJjwtzlG1odcs9J5y9EN+0VZbRF5DhaoqDL8QOl52q5gZtPWZDNQb2eep6bXTsMYQRl14+tbvLlK/m4YM7itOg546A5IlSKN5wrFMetHrLet9z7asbW8r6n54dfrutDk+S7TNLHca9fb5LsebI2xwboVbDWntDH0m3kV8AyKwiuPuJp0IQw5dCJqFJdLGT5q14W6IEHY6n5vVwNrCwgB3vIr79mdrq05Gw1sc9zjKlJMJiW3X6QICp2HPkMdwVDhm+zBuHzwC8DbNSbS1Rwfh85QXxsvYvxxqxNtO6okyQyfmbBuugqPtEYs6eJ7C48I2eMCe2a2B8XI9/cWJGuo3sWhrH4fJyb/ohCsmJDGRmxfDhOfRz4xJKPgG+8SE8+L0nfLa+d3iYnOwDfaDQm5UmyXaz2FP/hpV5StDCOXrP5ohb1/UI16OSe+cRNt4Y92AB/FJ/x0v4286NEcPI/s4bpNAMgT4/RG9YCTIjt8fQSLcP9AE0nfs8S1iwvnhsejZhu17Q/VjVay97sMZZtGR1857hyfqB1NWGXHyE13M1axmJYHwai+U8tp67xBzPUEXYf1tG6dC3/+9N00WaaqCKEMkkI9UXB4xb735HR6owqttq7Xv4LmnrdwqF/wwJXKBFJ43gu2/nrVW/qGCK55zbIPwOlUjcuD1o57/nYt7SnO93ihDJJI7vphtFoZF1UPUxevHuevl/N6N5T4Vrz3hO6p9ojKkkzhTn5swpuwMHrhYNAdh/rlzusiJneoJvImD1273gQV0Xv3SzMVlSMXglXltm9So6G3G3/EZuE8jjrzw61JznnhF5gbOjcV2eH0+Q58/h7SVy/vrAmNrUZwbMT4suPvjO9PMZyDYJ54J8Rx6sj6bPnxKh/iivmA77pMACZBAUSRA4bYo3hWOiQRIgARIgARIoOgTgOBYp2N4nBvmhss07K4bDL0bbhUrMTlFsSw6Wr51Guh5o6xKfZFqujJ+0xJ/7ZbliYVb5Nu1w/p6R0ZdQ/p89bp8ymuR/Ttyme5TTzHkcdVQyO74COESPezdaUJDi+azFQ2h62qoYgjTTs8r1VO3duwcUWPZuCj5scBTFiGbvZDKwZGDW9DgVQxB0g5jbdrgvuTRkP9XwxPLwh/EXTPVH9I5j13m+TCEnYZgHDBHvcAjLVXFr7RG6oK41F+druIvRPcoUw/tyM9wpZpRrVlWRAkg1G7Q4NkATxw4icDr5IMpK32TkPC6wQTnBTrpeJ6G4/3b57N9XcAb4v4T2vvC832uAnHQjmpX24QMHq7tg6ItcsveOLilIDzi7+rFgwm+oPD7jnrXQLg9TMMPt9EQhJgwHLVAF19YVlm9ggZpbjbPKpfTUPFq//x+QaRoC++PFrUqm5yzEFht+2rmWuPpcXrXiO8Uu2HmNoRlhPODZ252hjFi4hFictAQEhmewd7EbtT9Qt7Cy/o1lb0ZGTJxKe7XKhMO0usLY8BxZ3dPvMDHa8t3EsgNgajPI78/+P2Rm88Q2xZdAoiykZPhd/Lf6sn7r9Mi/l7K6eDMevzO/UEjUNgpAxIdigVNZ6hg+R8VIU87JPvf4ms/iHn/JuorWI6Q7zkZnkOOfnqMjLpuQCgNATxMIVoma2+ooPq7RvP44Zr+goVsyRpE7BOfHxd6JsrueDwfXfH2VFl41+DsmuWrDs8xiDgyWr1zkzGM6TaNeoLII0ghkZ39tnhjdtWmDgL7vV/PNc868AinkQAJkEBxIEDhtjjcJY6RBEiABEiABEigyBFw7NDC9ug0ZHG+DOFyd21J7NlZoVri7iGKBYRbVz1uE/25X2jXgBHu0D/MVexz+v7ZjBchi42Ym3j0KuTuEPf318Sd96WknPluLA/u1nzyxPkghicSbitmiTa+oZmQ0H4PQF99bnZUfM749JJQyOjcdFGgbfft0u4iPhWVaiQ+TcTnzlWvWyeBcOskEmjtUNuJz8aaIkJgzKLwZNjdx7c1YQQxROSgPblzPeNlaw8ZIiaEW3jM3qVhlm1xEmHxJizbJL2bVo8fAuE1aMN66GIBtTERE3LIz3rVwGam/iQ9/3VHtJBej/zsy0ELzxeE1Hssc8J4oXrqoI1t9VU8fcvyWEUdPDMQVtE2TPJhIhjeKDBMID/03QJ59McFdjMzQZ2TcIuQjq/8oasJT4gJ1ps17CK8cIKG8IvPnNXZMMSE59M6pnu+Ci8MQl5Bj2UUq/t1wrNXJmsI6QhfefbLE32n+2omhVsfEO4UCAF+f8Qw8vujQD5O7KQIE6irv6Vb1RMzaoERUhjcPbStCcULMRVtIHDiN9m2tprftKUujIIhWgcM4t3Nn84MibbIXYpctFjYhMVb8PD1DCGPEc74+A51CiRfqtev/Q4PYuTBxfOC/XyDNvDIhVj9kIbm9QyewgjzHGW4ZniMztDUEsjdaxu8gv8zerGGTm5hF2e7PXJ+eqRoe0y7OnJEm1pmwdtXurjuXb0vtuF56ZeFG02Y6sv7N5Xlm3aanLhICWEbFp11b5xminKTV/itiSsiRVuI0ghlvEM/F/C0DdpzvyyRs7o3MOk3gnVR+1UqlJWKmi8XXsdBw0I3pKTwUmkE67lPAiRAAkWNAIXbonZHOB4SIAESIAESIIHiQQBeiFGWWieqVD04Y5MQ0ZWB0j0aWjRRSF54jyaykIeoNiyfTe7CwryGvVkh1iDeOl0vUI/Tz0SW/SLuyvER3qzWRe1YLxk/3C4pp72unrcFwTNrLNZZYpspMQ+7UHlBFWhI5IzPrkgs2laqJaK5kh3N0etOe/PAhEvW8M3iRoSdxWerYgLxFp/JgDmJPj9o5+UMDhzD3eJFIGri684v5hjvhwEtahqvWeR8Qy462xsGXnWwOlXKy9HqOfu1eszYBq9bT2xEvtXgxGCNyuXkOJ10ha3XcL5BwwQgJnnPUO9WTBxW1Yk65NJbnJ41EVxLvXIr6ORdbu199UgNTsQiT5sn2qI/hO1DLr3v56zT/LZZ38kIS/jT/A3Z5qb7u+bPQ045GMaOyV1MbNt57lAHkTXuBavrLK47vIW8Pm55aLJ7/rodcZbwng3a7Z/NNverb7Ma5n5h4vYenUSHGOwZvHJpJFDQBPj9ESPK74+C/mSxv6JCoKf+1r90XldpotEo8Bt2m/7evDhmqW94EGoXrt8hXRulyYvaFoZFSMGculiQhd852/6hOUvxjGAbFiIhLQHywcJWbdklw16Z7AsLjO+eN3RBFATInAzPD4dp5A2Ixfhd7K75VRGON8ogCr59UXfNdVvTVEOkPeulifoMs9nX/LXxK+Qvg1uZZyBUYIEWhFHb8Izy/qU9pZtygSGyyIVvTBHkkLUNi8ROO6SBNK4eDj1st/O2EfEkaMi/++4lPeLFJ3epJ/BODkZFQN5dPLMhpDAMEU8ufnNK/Dhs9G1eXRefJYi242uZtQNOUWk38OyBdA945oPN1vDc8JjGPfUMn6sbNC0EPI+zMyyQeerMznJqpqc1Iqz84dVJPlEfxwfTd2TXJ+tIgARI4GAToHB7sO8Az08CJEACJEACJFA8CaTE/sgMDb5mm1ARwgU7R9wdKs9LAUIuO1HhjRGeePOyUJdOtWwmLXJzDe1OEueYR0P9J12ggqDT9UIRfTnIlbp+toZJHiPugm9EEDo4aKsni+xXESLCs9lpPUScIU8GjyiS++6K33Q2ZnVobE6Py8Xp8gdfGGt3xViRqNDQoaPzWYA8wtWaiWxc6OvIXTsjnJcWLZCPN8rzOeKz7uuQO8WeACZlRwQmESFUIi9qTZ1og3jbq2k1M4kJDww7D5l38ZiMDQq3yHMLT1BYlLft6V0bxEXXnto/8q/ZBoESYQ5v+mSm8SbF5B/y5mKSFh44+bFgnjb0hQlV5GQLGnK9BQ0i9OGtdUFGAsOkqG2YbGymk95B7yNP3LXbdtMJ5WA7eBd5hvv1a8BLGuGshz43TjBJjMlbCOaH6qQzJtGj7pfXF99JIL8E+P0RI8jvj/x+knh8USSA348XhsVEW4wPUSLwu/6+ejQGfxuRSzUv9o4u0rKtki52ev2CbiaHvVfeIK2iPHlGJznyqTFekXl/RqNUIE2AlR7VV4+ddnWraNSN7iYFgl2JHLNR9tSZneKiLerxHPTx5b2k2z9HCdJEeIZoGp9MXS1XaFoJeA0j927QIHh7oi3qYqJwD+n32GixUzFA+MbxiGKSjCGSSPA5I8pj115s5/W713qe8MoK4v3XRelGKLb7ArsPL+sleAbyrH29KvKeCsyHPakpdCzDcxWitTTU9BiJ7KpDm8VFW7RBGoxz9fkzuJAgr5/FROdlOQmQAAkUJgEKt4VJl32TAAmQQBEjAA+SoEdHXrxRcFnBVaMoy2tfOLakG7gHPXjwB2+5MhHhSks6jBJ+fU7N1hJcp+0uHS0OREh4OtqmZe7oB9X71PJmVA9M59Db7Va+bXfme8Z7NRjq1p37eUQoYv18VWviOz6ZnchrWP6bOBCHNQ+tzzRfqvvLP1Xc03DEnpWrYoRqd/FIcUf83Ss1706/G8TpcLq64nUSBy8VMN2ZH4j749987QS5aRGKN4rnivHigFnQi1kFYfdXFZd3WN59yLN75H3+vgtxz925wR+EOEKUNsLzgJv9o9B8v6Ecsv4WifdMXuTE1VE1CJPtBoRb0c+WND001Nyd84mK6FkTUqYBPMsTeYWHemBBcSVwSb8m6kGa7vOm9a4FHhQQXT3hFR4Tf+jVSP6sHjPIQesZPGdRB+8Oz+BBM0kFRXjmfjEj7B0yrEdDr6kgFDJyw62L8LyNhfZL1/B+se8fhE+E4HnTUS2TDqsXP1HmxszVYQ995LxN1tZtSzxBjYltLxSk3V9UuEHPm8hul5MofalOUiNccpSzEMTuzzSXMF4wCLkX9G4k12gIRkyg0kigoAnw+yNGlN8fBf3JYn9FgQB+v5tryGDbMBeA8qDXaJT3vX1c1PbqLbtN2GG7rm7V8sYL1C5LtA3xM33HHvNbl6jNS5q2AHnrkzFEEDkhM12C3R5hjs/RZ5bnNaSvbV4EkDkaFjr4m9ymTqrx8rXbYxv8EG3jQfU0tg2eqMkaPPyjDPdgsYZsxng+VlE5kTgddWx+y6LGj4gitmjrnQOez1iMN27JJq/IvKOP7ITbM3TBX9AG6mK1oHAbFcUleBz3SYAESKCoEKBwW1TuBMdBAiRAAoVMAKs1sRrUnvjEROqCOwfn6czN7vpBbC8PdLL6gWMEk6a0MAGEdbzuwxm+CqycxQphWgkjUKdjTNCCl6JnW5aJO+p+cQapOOnl+NSwxu5Pd2v44OFeK/PudDrbtx/a2TBP3B/+Ks7g+7PC0a6coOLpQ6Gm0kDDYnnnC9cmLlGxVBAGd7slqGxfJ+7IO1WQvTdLvFWxEed1p7/j68tpMzS2v18FDLsPLXVnvi9Ou5M11mjWY6ij4wyK3VJWV1WnZa4ur6J/jG+zPO5UHHVH6FiOVAblU2Pn2qdjUdHWnfqGfywtj/HtF/qO5ueV+sodOV5TdBX5rnCO0Kh74k55WYX3rNBguRknBHKn3alZIr2TxPdwo34i87/xncbF/qQXVEy/Il7uLv1Z3DGPxfe9DQfH00o8AYQHfvbszvJ3DY9sPz9EXTiE2adHLZa3NDzhV//XVzAxCcNzASbU/hcIn/iJet021Unf3wI5bHGcF2oZxzdSDwt4tFz93nRfKETUBQ3PJRCSv5i5Rp4+s4sM65klAAfbRu3jeHh15Meym6Auowu2IN4GLaIocjFcTmu9kF8Xz3t3axjKqLDJ9nlR/8TIRSa/7td6v5KdvLb74DYJZEeA3x/Z0Ymu4/dHNBeWFj0C+G2OMgicQcvQBcy5tajoFxBjbx0+K+mu8P8Ji5SiDOGOO6iHZ7KG5xLkY40yRLMIC7e6IFMtSrTMLj1BVN2sXAi33vjA762JK2Wihj+errl47TzAXpsD9T57zfbQqaKu02uUSLgd3NYfscRrj/dGEaGka0d8FgNphO0uuE0CJEACRY5A1oxZkRsaB0QCJEACJFCQBHbtzchx0hXne0y9WsYu9q9wfPqszvEcLQU5ppLQF/4YwwSpvZJ2SMc6cknf3Hs5lgQevAYloDllnf43hTxN3RnvirvkJ3Hqa36nneoRtWqSSMY+PzLNC2qLZv7KrD131kcCQc2p20VcFVRl/Uzta39Wg8wtp8+fQmVJFahnMLx+3W9u8DVHjlqEN3Ya9FS3+y16DRNj4Yx9rVRP7nmlKXEa9xcXuU4RGtkzve6Mj843XsNOlYbipqsQPeE/Xm383XDKFHcheLtfXhOvw4arAqm7YpyORUXSPds0by7GokJxwJxeVwVKCnDXE42tLt35XwteouKpM/gBzV/b2qqNbbpzP1NRupEJS+yqV7EgZPSsD0PtTAE8cW0rlylU22UaPjvjjWO1xIlxPUwXCORgTudzjIgueqxtRvyeoeJ6Lc2BuWW5hm6eo7CzQrGatnrdzsCAx7DdCbdLFAF4RZysXq8fT10jP2j4wJ8XbMj2eQKeuBe+PkXG3DgwzgHhkoPCLXKnQaQNRgJB26B1rF9VRv65v8kf+9XMtSZ887x14YlA7zj8Jl/34XSTiy3Kw9VrF3yHyBz0DkYbeIVECa7B47GP562DafB6hoD70e+rM+9XerYiLgT5S9/6XUZc2/9gDpvnLqEE+P3B748S+tEu9ZcVJYoBSoWyWaFvPUhOdvGKvUaB90XqHZpfw+9bu7rRveRGtEUPtSpHC8CoixKrl2+KPb9v3rUXTXyWHY8oodkOnezrKGIHEb6ueneaPgNYC14j2h3IIjuMtHfe7J6pohgsVtE+keHZDbmKg1ZRPZiDFi29B1txnwRIgASKBoHwN1vRGBdHQQIkQAIkcJAIvD5+uS+vCoaB3Cy0aAI/L0iXb2ercGZZ81r+sFFWFTdLCQGn01kxIW71FP8Va65Td/5qf5m153Q5T70mm1ol2WzCA3bRj4kbqLjqNMkSThI3jK4xXrMIYbzsF3+DHetjeWn9pfE9p/1pIrXbx/YrpInT6piYkBlvoRuav9bFyy4Lbrc5IV7iwGu22eFG+I4XYsOM5Vtfkb3jtD1RpG5nu6hAtxHq2Y0IhWxOArFz81Jxmg0KX6fWueOfNa8cB7Rni78JPLoTmhLVcyZlKqinaAjpjPfP9gvrOHjzEnH1lcic/n/Rmeh6iapZXgIJIJQvvFc9D9YF67ergJtuwhwjB24wV9qctdsEYQ69cL/If4tccij3bOnGnXLf1/O8XfOOFALn9GjgK7N3kDvWyx8LT5oxms/1m1nrjJdtMKceJi8RQjk3wi3OhRxr6Nc2iMatakcsmrAbFaFt5AGEgIsXDCL3qPkb1BN5rRG/7cVmqP9d8xZDcGfIZNCgFTQBfn/w+6OgP1Ps7+ATSBQBwg3+wOhQo8pyuoJ6aRUimyA0cbK2NSIPvXes93zi7ef0HiXAesdEebMiZy0sKpVUInZoH3yWQVk9zVubrN2mHsmJRFuMqXXtytKhfhWZqyGTJ2rKigNhkQJqNgpqbhmkJPCEjvo7M6rsQDDgOUiABEggLwSS/8XLS+88hgRIgARIgARIwBBgCOnS9kFwJOUEFeZG3CXuwu+Sunin45mxUMo5tdYcuKKhgrMzp3FfcYY8lV2TpOqc4x4XGXWfGA/RJI6A2Gu8TK22zjGPiGhuXHfJKKs0+02n99XidDrH18g59lGRnx8Qd/YnvvJEO06rY8U5WnPvFqIh5DO8n6M8feOnVY9gp6MK+RoiOk+2VkOs6/GeOc2PEBf5ZeFpnV9TUdvB53TkXRqKOvGCgvhpkC+433XidB4WL+JGySUAcfbyt6f68rNDCLxqYDMjYkLIvFijS0zQMHwnPD9O9gbiz0GktSdGz+vVUO76cq4PWDAs6KDWNaVBWsV4GwjCw16ZLCu3ZIUvhhD76vndTB5d5L/F667j28rpL06QGRoO0DbkcsvO4AWCOWbbGai9CsxB4fa7OesjhdsF63eEPIlP7FRXEILxQBtCKV717lQV0bPOfKnmKEYEEHg243VZf82Bq6L0Sf8dHxLbIe721bxyNBIoCAL8/siiyO+PLBbcIoFkCUR5xPbXkMRfXNkn2S6ybZfbv81nrs5aeBbseFZEnbdoDM8UQZsR0d5rE3yOQTkWlCVjeA57U9NVBO24DnXktqNbyyENdUFtpmCK3NsHSrjF+L/UhWO2zVi1TRBOP8rywyCqP5aRAAmQQHElQOG2uN45jpsESIAEckkAq1NHXz/Ad1R2IWp8DbmTbwKnHlJfujSs6usH4RhpxYRAZRVLg1Y5cZ4d01QFVmfo0yJzPxd3nIqo8IQMhpxFw3qHaHjbi8Rpe4LuZLP82HSqLY5VIVTDDbu/v2bCFWcWx950TPAydQbcEsuvaldGjTeqzD6mYjU9nwqmrYeI+5uKuBsXhb0z0b52B3G66TUgdy1CI9uGsMtDnxFBeGeIl2un27XWtl57o95G5DT9WDVmE967EGIxljH/EklfGD0WDfHrdL1YnPanJsegUg730RsHwjYrD59BlD3peZEJz5uwzb6Q0FZD5/A71UO1buye7fELS6aZ1iE0tezapHmP77GO1M1Nyty2KvUl5dRX9X48GfNAzmNeXK9LCMHOeV/E8gPP/8qMwauLv5dTwVZz2jqD7sjKOxyv1I2oz1HU/xn7GHsbixFoRY5A2ZQU44lpD+z1ccuNEGh7kHRrXE1DCZeVYCg8eNjahpCp96qHbTA0st1mWI+Yh6hXBg/cxek7jMeoV4YUBfAUaVs31SsyYQrbqjAZnOxrb7WJN7Y24GU6Uj1Rj1BPXm8y84g2teTlscusViL//H6+DGxR0/c7jhCM574ySSBQ2eZ5udplB2Ib+XOnrfR/v7ym9wvjsSeoezatJhXLpfiiqeDaIezSSKCgCPD7I4skvz+yWHCLBBIR2Ki/x7Y1r1nZeKvu3qcRbDIN0SHw2xsVmvidSStDzyx366Iu+3nF6ycv7wjdPFqjeBwasTDrrYlhsRTjh0WJrljwhsVSUb+7UX1F9RF1DTM0r63NC22Qi/i187tLuYCbrx0BJaqvRGWbAvcpUTu7PGr870xaITcf1VLwnGfbmq275UdNyxG0qD6CbbhPAiRAAiWNAIXbknZHeT0kQALFksCe/RmyRkMK4kF1l/5xUq1iOZNjrWG1CqGH2WQvEA/tmEzEH0HtdJVj7dTyghxxB8oQ4mbayi36h1UFaakhecomCGGTzHhWbN4li/WPJe86oo7BH3FLdHIXDj9Na1SU+lUrxidho9pHlYEZJoQRGhrhmfCHTkH9sYd+8sof14Y/7pC7pYWGYfZCL0VdA8sKh4DTV70M9ZUXM0IqQvbu26li43zN6To/1o3md3XSGptcp7nrV/OY9rlWX9eokLpQQ/VOE4E4Wq9rtn05PS7X/LmX5+5Uma2dlkcLXsazdAOuYV5MhK6Ka1ChJS2HnM4YX+dzzUu26OTGtpWam1dXXu9WkaFidXHgQZrWVMVNfc/BnOZHCl5mLB5P5ArGWKrqWLIJNQ3vX+MBnMM5UJ1y2ZgkWqlOrXl8RV/Ofp1wUuEV+XZFBS8pq16DnqCJ6+/7Z3G6X6afAc2JjdyxEFz1/jvVm4uoGKs9mfOZcNk5nblGK3GO/7c4yGu8W88Jjji+jC4GyTync9Q/BK+kDHmZj7jbvODJ6+oYBWOsXEdz3bYx4/TGF9Wf01hF3WvmRFWFypwBN+nCgptC5SwoegSa1aykvzmVxc4zB6/OU14YL9cf0dJMOOL3+fERC0OiLY6zvW1xdQj1d6SKot+r92qU4TfupM7hZHQ4Br+BnkH4xRhuObqVDFDvG/x2v6sTtp9MC3uNwzvHsyqapzbKzlBPXZy7qi5w+/m6AcaDd1CrmjJKQ0F7tnnnPhn89Bg5rn0daVKjkpkcHq8Tr0ER+lit79zgwD1reePDO4TshvrcslLviWeY5D79fxPkz4e3MB7DyzQ89WN6v4IpMCCyM0yyR43vBUGA3x/8/iiIzxH7KD0ERmrahfWD9pg5C1w1FphDJP3BEvHw23XDRzPk+XMPMbnnPTqf6u//n96fZiJoeGXddVFZQf0d7/V5zfvT5ZMrektzfT6CIWLH7Z/NMvMHXhvv/XCNIALDQu1O+lwQXFh28RtTTF+2CP23z2eHxGcImwOtZxmv/6j3tTqXFDSEqg+KtvP1mQppJvJi45du1gV1O+MMkukD0TywgAxzXp4hb++fP5gh/z6zU3y+C89a57822RfpBe0bV69o5kC8Y/lOAiRAAqWFQNnScqG8ThIgARIoagQw0Th82hp5W1cbjpqfHgpZh/HiQf7odrXl8v7NBPnhbEMYnP+MXmIXyT9Oai9d9A8DrOx+bfwK2bU3lpv2/w5tJncOaWtCGe7am/XAjEmVNy/sbibxPvo9NuFpT/h5nZ/18sS4t8YDJ7aL55fz6u139PP0qEUyVb0+vJx3+GOhTZ0qcu/QtjK4rd+7DR46mIC1nuPllC715EoNxXjnl3NMLjY82HuGMR/Tro4Ji5iqk7AzdWXpXz+b7ZtgRdvKWvfHAU3lusNbSrVKiX/ucH6ECvp1Ubr5o8sO9QiBFJPIfzu2jZkM9cYARme/PMnspu/Y4xXH3z+cskrz6m00+/Cy/c/ZXeSz6WvMeeKNdOOC3o3Mddpl3vbnM9YIPGXgPQNB3zZ8Li7o3Viu0vsKQZ5WTAhomFmp20UcfRWMqVAHAU9fB8zKaI6lup30Gjrl/ZRG6G2UhG9xDqfAWDTHLPLMFgmDaArhOTvxubx6tNXvLo6+CsRSVIiCt2pBeqzq+I2QXiADZCfFnQB+a+792h/eeNySTXLeq7HfwETXd3pXLEYI27CejRIKt6doZApMMAYNnrqv6u8hnps8w+/iXz6e6e1GvndtlOYLb1xXhWOIyci9G7Stu/cJXpt10RkmWR89taMc+sSvvklGiLTBUH92P8gre/sxre2iA76N5wo809j2q4ZGxis7S3S/sjuGdSSQEwF+f2R9Z/H7I6dPC+tLE4HUCuHf+qm64LvtfSOklv5ti5QDj5/eSR7UuY3gbzF+h3s/+rPOkcQWeyJ/+1JdlBS0G49sGSzK9z7Oc/iTv8phurgLzwpYwIUIIEHDgrNeTbNSD/xLnymOf26sT1jGQrgBj/9iFqAhMtoEFUSjvGAv69/ECL/Bc0TtByOdoA0W8uN56RJNnbBHn6MmLd8sj/64UHZmzhPZ/ey05olQHnWfcFyPh0eZ64dX8Q/X9LO7iNzGgrcbjmwRej6Bd/HYJRs1TUMN2aH9/qIezViwHjQ8kwU9c4NtuE8CJEACJZFA4pnskni1vCYSIAESKCIE4I16joqhY3XyMzvDg+vbE1cKxNAn9I+Xc3o0jDdHXjiIlrbN0T8Abvl0ZuQfEFihOmnZZru5rMrMGYdJzGBfdkOsyvRsoXq+Hq4hBaPsxTHL5I4vZvv+KEE7iKHoHwLwXSogw/PDsw16HcHQfvAqPem/40LlOAYi7v/GLJUp6kWCP+bO1j6DoZXQDtf7xMhFRhwfpR40EHKDNkJX9mLlrMchWL9NJ3HBH+3evqiHYBIYtifzeoLtvX2EXsQLtntfTDyHQBxkHJUrZ7uO+7bhsyLz03j943MBjxkI91ilekbXBl4V30mABEiABEigwAhcf0QL/T3bowuyFifd53kqzv71GPXUjrChHeuaxVTwqgjaMOsZx67r0aSavH5Bd7ng9ck+8dZuE9zG5OX7l/YMFsuFKkQ//INf2Aw10oLWGjb4w8t6yrUfTDeeJVFt7DIsJHv3kp7x5wS77kBu36o57PD88cKvS5M+LfIU3zS4VdLt2ZAEkiXA7w9+fyT7WWG70kWgW6NqCS8YcwOYb4Dht/iaQc3N3732AZhazFk1AABAAElEQVS7eGP8crvIt41oHHjeKAzDIq/sFnEh8u9tgUVcfdTj9OI+TUJpGHCtWNydyBqkVZS/Hxf9PBV1DBa4Y4F3UPxE+odgCoio47fsis1feHXIiZvIMP+yd3/WHFGidl45IrVgTsuOoIK6Bet3mJfXLvh+Spf6gmgmNBIgARIojQQ0jhuNBEiABEjgQBLAiutT1cM0J9HWHhO8TP6kAiMe7rOzW1Xwi1r1md0xBVmH8D4IGZTIUPfgd/NzvI4vZqyNFG3tfpEb5phnfosUbe12+MPvnoC3EOqRBwfhEROJtnYf+ONw6HPjfKGa7PqC2obAPeQ/Y7MVbe1zYcXr1e9NM17Jdjm3SYAESIAESKCgCNw7tJ28en43OUojZmTn8dBNFzc9fEoHs6AokLIsPhSELYyasEXYwX7Ns8Iaxw/I3ED0kW+v7icX9mnsC48YbIdJTiwOG/7H3pERKTCZet8J7Xz5cYN9ePsDNUTj6OsHmugdiaJbwEMYYxpxbX/jNeMdeyDfqweiivzz5A7y0nldzSK7RPcB44Mg/thpHQWeQDQSKCwC/P5oGvldBN78/iisTx37LeoE+jWvHpnfNWrcWJB0y1GtQuF+o9qiDCkSsJAqu9+/RMdmV46UComeBbzjsFAcz0u9LW9brw5RyxAFLbvnKK8t3tHHx5f3ynWKpKfO7JzUtUeNY/oqv1MARODjC0gAx/Pfe3pfEjkA2NeObdw/PF9hkTqNBEiABEorAXrcltY7z+smARI4aAQQYhDeokHDQywmRbFS8kfN5YKwgLYh7PBIDQVUGN6VJ2g4ouWbYiGGftKwzcHQORhbpXKxtT5NqsdyuthjC27jjxZ4nwRXe6IdROjXNYwzVuEnYwhtuF49TL2wy4mOwR9TyJtih1L02r43eaVgItMzCOB3qMgcNPxBgRw0yMGCe+SFmkY7MLn5k5ky/qbDpIGGWvxDr0ZGgIYHMEId2dZUwwF1rF/FFNXXSeRkDZ7Ewfw3OBbjaa95iiFCwwvYNoi9l789VWb/7QiTC8iu4zYJkAAJkAAJFASBkzrXM7lf8bu+WPPJY0ETfkvTKpbT3LXlNbd8JZP7Nadz4bc0GH0Cx5zTQ8On6yRddobUA4g+8o8T28t8Df2HMSCfWxnNKY0QyHi10zyvUZORdr9/Oqy54IUIF+l6DXhuKKu/s9U0VCFCH9qG55mH9PkBL1w7fqOXaKhE5INF6L9WtSub/Lj2Md42frvTHzrO2832HZFBkjGEjsQrJztVw07jBT7IRQdW8JyuVgn3q4J51myk+XBpJHAgCPD7g98fB+JzxnPknUB1/W3IzmpE1Od0jN1f9cBvK9IRfXJFL03FME++1AXb8GJNZEi5hEVXQ3W+4rbhs2WyhvqN+nu/Ra3KZqHVRSr2BdMuRI8/d9PhvdVrFiF7r3j7dx3DFt/cBH7vu2laK9QnynOPMT2gzy+na6Ss2zXN01Sda7BzvnrXj2cLPKNcriGSc3qe8Y6x3+Gd+sofuskD386LXNCPcdyg8zCI5Nbtn6PsQ017jAnX4xkWgt33zTz1ll0VmWoC7YL31zs2+I55LojR8JZG9DA8TwUX/ZfV3MZgeK8uskOO46DheQ2fH3tOJLiALXiMvR/1WbDruU0CJEACRYmA46oVpQFxLCRAAiRQ0gnc9eVceUpzwNqGh9PgpN2V706V9yevspuZP0YweQh78qdFcs9Xc3313g7yrCH3CiY5y+hMKMRIPPi2uvdHr4l5xwTlgjsH+8q6a84SO6csKiffMshM8tkN6//tu9AfGxA+8QcLwiRiAhZesee8MinkFQvx+YVhh5jukHel96Oj7a7NNlZ4Iv8u8sPgj7mL3pgiIzVkcdAwqfqGhlA8QnPJ4A+NOz6fY0IpB9vNUmETk5UweKnC49Y2HP/isK7xSdtFKpIiDDPC99j2ov7xcppOhnqGcITwdLbtCs2tawvFqHtd/0C57sMZdjOTp/bJM2ITsAh93euRnwVhtG0bpPfxDeWAP1DwR+oHmj8XoRuD9u3VfX25dIL13C+eBNyZ74ss/N43eKff9SK1sxYi+Cq5QwIkQAJFjAB+s/Bbbbwt9LkGYqJteF6YdHP4OcNuw20SIIHSSYDfH6XzvvOqSw8BLM7epOkTkFYI09MVypYx4X7xzBBliF6Gv8+xCAziXUNdhITFYy11IVVehM6oc2AR/ZkvTfRVDdYF9h9kpmDA3ARSUGHOBIurkU4p0Xh9nVg7+/Q6kI5qti4Ax0KytrrwDH1hMXpBGLjOWr3NLN7CPEN9nQdpXaeysqqctPeyPQ4oB5in2Kj3aR/EXb0/WMSGOYq8Gq4b14/cvhX1vrevl2rCY9vCcV775nEkQAIkUBII5P0btiRcPa+BBEiABA4CgdpVyglC/tl2Wb+m9q7ZzsgIFZlcseFSfwlWMkLw7Fi/qq8iKg+sr0EB7FyguePgieoZRNdLNHcaVlTatiYwaWvXeduPndYpLkTiD5iHTuog/R4LC7w3aL4UiK4wPOTff2I7eWviCpPj1usL7/jDCMItxN0PdcWobfijA2GN7D+UsGr34VM6mnDKdtunVDC3hVu7Lj/bw6etCYm2CPn4pubWhfcyDH8Qgi+ub8yijb7T/TB3Q5yXr4I7xZqA0/EsEbxoJEACJFBMCeD3LTtvGuShw7MLjQRIgASCBPj9ESTCfRIoWQQgtuJvcbySsTLqkQmRE6+DZZgzSDbkb6IxwrMUQi1ehWHgisX7eBWEYZFdNU3NgFdBGeY4emraBrxoJEACJEACYQIF940b7pslJEACJEACEQSuHdRC8Apa+o69sli9POes3S6fz1gjX89aG2yS1P7TmtckKNomdWABNDqjW4NQL8gRFxRuseozO8MfGoPbxsRYr12bOqlGmA2GFEI4INsg3uL64e1r2x4NKQybp3wRXtg2CLrvTPR74KI+Kjzz1JVbTXlBrej1xjFPheWgDevZMC7a2nXPnNXFhNO2w0R1KKQ/+uzzcpsESIAESIAECpIAfrNv0/x1NBIgARLILQF+f+SWGNuTAAmQAAmQAAmQAAkUFwIUbovLneI4SYAEShwBeIC+OWGFjFeBcZqKgdl5oyR78RDvIJQeLIvKl1Y7tXxoOAhxlJ01rl5Rc+rGvEy9dljliZA8QeEWOe2C5nmoBsuxP1NDBgUNOWqD4Y6Dbbx9iLkbtu81IZy8soJ4n6shgoKWaCVvc/VMurRfk2Bz7pMACZAACZBAsSGA33mkHygob5Bic+EcKAmQQL4J8Psj3wjZAQmQAAmQAAmQAAmQQBEmQOG2CN8cDo0ESKBkEkB+kOs/miFvTFiueVwK9hoLK9ROsqOsnRoOcVSxXDg/DUTY7KyceuBEmUYUCllUPpmodt6Bi9L9OWu98ty8w2MYOXgL0pBTN2gFfY5g/9wnARIgARIggcImcEGfxrJq8y7ZpXnay+gDQD1dcNVOQxye1a1hgYbcK+zrYP8kQAIHngC/Pw48c56RBEiABEiABEiABEjg4BOgcHvw7wFHQAIkUMoI3P/tPHl9/PLIq66seT5a1041uU5W6iTn6IXpke0SFUZ5nyZqWxjlKRGKaZQ4HVVWGOOJ6rO+hkWOsrSKyf8kbtm1L6qLfJWlaq6coBWEF3awT+6TAAmQAAmQwIEkcP8J7Q7k6XguEiCBEkSA3x8l6GbyUkigmBDo0jBNTupcT+y0RF0bpRWT0XOYJEACJEACJYVAeJa4pFwZr4MESIAEiiiBV8cuC41sUKua8vchbaV74zTxcqc+98uSXAu3yPVEy55AlFfyiZ3qyWsXdMv+wEKu7aR5eWes2uo7C0Jo925a3VeGnbFLNsk9X831lZ/bo6FcqF5NNBIgARIgARIgARIgARIgARIgARIggdwTQNSrV88/uHMDuR81jyABEiABEihpBCjclrQ7yushARIo0gQQDjd9x17fGKtXKifvXNxDKgZyus7RvKtFxTbu3CvNpFJRGU6+xtGubpXQ8WOXbJRtu/dJlQiv1xfHLJX567PCGJdRr+KcVv9vDNzj0AkjCjrWD4/r7YkrInPZPj5iofy2eKOvlyPb1PLtc4cESIAESIAESIAESIAESIAESIAESIAESIAESIAESKB4EaBrVvG6XxwtCZBAMSewdtue0BWUK+NIhbJlfOXLN+2S4dPX+MoO5s5nOhY7VNDBHEt+z12tUlnj2Wz3s07vy63DZ4Wu8RX1jr7501nyvHo/e6+5a3MW1H9ZuFFWbdllnyLH7YEta4baTFy2We7/Zp6vfJx62343Z52vDDtDOtQNlbGABEiABEiABEiABEiABEiABEiABEiABEiABEiABEig+BCgx23xuVccKQmQQAkg0LZOaugqIBpe/f40uWpgM3G1dvLyzfLkyEUS5bW5c+/+0PEFXZBaPvzTAA/PZ39eLJXUK/jF87pKcffufPiUjnLss7+JnWv37YkrBYLrEeq5und/hoyclx4pvt54ZEsf8tQKftEdlRBtO/3jJ6mVWl56Na0mb1/Uw3dM1E7PJtXkvJ6N5C31srXtMWX/7ex10rd5DdmwfY98riK6PW60bVW7snRpWNU+jNskQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQALFjEB4dr6YXQCHSwIkQALFiUCNyuVUZEuVBeu3+4b97qSVgldOtmXXvpya5Lu+W6M0mbnan2sVncLjFq/F6QgbXLzD8kIkvbB3Y3l13HIfr6Ubd8prgTK7wQmd6ko/FVBtA69EBqF1/jr/vU7UFuX3ndDOiLTr9TjbpmvuW7yiDCG2XzqPOXii2LAsgsCO9SKutQCkTAWRiuE8yhFHHvyinekiGVao+ZRyIpXCnuo5DjRDv0d3bvA3c3QBRuXa/jLuZRFwM0R2BDz9y+tikXKVs9pwiwRIgARIgARIgARIgARIgARIgARIgARIIN8EKNzmGyE7IAESIIHcEXjyjE5y6gvjZV8G/GsTG0Io793vb5NIvEvcS+5rzunRUD6Yskr2qNdpSbYHT2ovlcuX0RDISyUj6MIaceHHdagj/xvWNVSDnLl9mlUXhDDOr0HY/+SKXvKn96fL7yu25NhdhbIp8sxZneltmyMpNgABd+locYdfjq04EKflMeIMfTq+X2Q31s2QjPfPUuHWEp3rd5eUM9/J/ZA3zJWMd0/zH1elgaRcPNJfxr04AXf8s+KOeyq+jw1n4C3idL/MV8YdEiABEiABEiABEiABEiABEiABEiABEiCB/BFgjtv88ePRJEACJJBrAgNa1JC3L+6RUGwrXyZFrj+ihUy//Qgpm+L4+kfu2007Yx5nNSqpt1nAqqvwl187rFVNeeui7nKo5lxNcfznt/sOnqtqhbJSJpv29rEQKA+0VdfctrbBU/WBE9vL51f21py31QRCeZRBmH389E7y2vndNRdx+GezjN6j9y7pKZf0bWJCI0f1gbLqEfcrqm3H+lXluz/1kzuOayMN0ipGNRGc8w+9GsnEmw+T0w6pH9mGhSQQIrAVXv1Zom2ovggXuNvX+kXbqLGqJ637zQ1G4IXIa14fnhvVkmWZBNwF3/h5KTd33pdhPuazEy5mCQmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQQMEScFy1gu2SvZEACZAACSRDAN++s9duk8UbdshazXNbp0p5aaM5cJvVrCQQb4uCITQycu1u271PUlQsTFUPVYwzO0G3KIw7L2OAd/O8ddtk1pptsmtvhjSuXlGa1KgkLWslHwoU93Tzrr2GGbx4y+l9BC/kBs6rpSv/GRomeZF+TmqmxkJtt9DPCIRnGgnkhoA74z1xR/zdd0hx8bh1F48Q9/OrfGOXoMethoHOeGmgv01KGUm5eqa/bN1MetxmEnG/u0ncOZ/5+DiH/U2crhf6ytwf/irurA99ZfS49eHgDgmQAAmQAAmQAAmQAAmQAAmQAAmQAAkUCAG/+1GBdMlOSIAESIAEkiEA59QO9aqYVzLtD0YbeJjWT9McmIJXyTZ43MLbFa+8Gu4pPGuT9a5N5jw11TsZXtB40UiABEiABEiABEiABEiABEiABEiABEiABEiABEiABEouAQq3Jffe8spIgARIgARIgARIoEQQcBr2EWeY3zNUykaHEi8RF1zELsLp+2dxul3sH1Xl2v597pEACZAACZAACZAACZAACZAACZAACZAACeSbAIXbfCNkByRAAiRAAiRAAqWWwPZ1ItvXiMnBul/zT1eoKk6FaiI1W4qUrZQ3LHt3irvmd5E928Sp0UKkWjORlFw8su3aLO7aqZrO1hWnXheRijXyNo5kjnIzRLatVgZrxd2hLBAvXK/fqVRdpEZrHXceQ3pvWS7uxoUi+/eI06C7SKVaIrXaJjOiAmij17Bhbuz8Kg47tTuIVMljLun9u0XWTBVX74npJ61ReHyam1fWzxF3m+YgTiknTlpjEbxyK0xvWSHuhjmmfye1rvLXz2C55EO9hwdmleD688IA1w+WOjanst7DtCbaTz3tODqnuHVGbpIACZAACZAACZAACZAACZAACZAACZBAqSSQi1nAUsmHF00CJEACJEACJEACfgK7t5h8n+6sj1WUiglldgOV/UTKVBCncV+RQy4Qp9kgu1rcyS+JO+UlX5lz+F0qbNWRjFH3qYg3SyRjv6k3falo6zTuL85RD4qk1vEdF9/R9u64p8Rd8I3IxkVabI6M/Vu9mTh9ro03LZCNrSvF5Myd86mIbgfNnL1CmjhNDxWn55Uitdv7mrg/3C7u0p99ZSmnvSmye7Nk/PKwyMrxWXVH3KPibQ/JGH5pVpluOc2OEGfw/eIOvywmWEI0DppyyXj50MxSR1JOeyPYImvfVYY/PyjuXPXs3bUpXm56VcHRGfxA7J7Ga5Ty/K/0mAesEh2XsnbqdJKM0Xq/VLSF+Awz/agA7bQ5XpwBNxth1p39ibhj/mWEb68T005Ff+SZdXpcrkJ4mlcVfl87TdzfnlChfpqOeXO8Pt5Hq6PFOfSvKnxnhVp3F34n7k/3xNru3ho/xttwxz4p7qT/ml2nzYl6/G26/4K4v7/qNYnVDbpTnFbH+srMjl6v+Swu+jH2WVSuMDMmbJTXxQ1dhsU8eCHI00iABEiABEiABEiABEiABEiABEiABEiABOIEKNzGUXCDBEiABEiABEiABHIgoN61GZ9cooLUguwbqqehu2SUyNLRIv1uUPHyj1nt1ZNW4Klr26IRkjH/SxH1tg2ZemRC5HTfOUVSTn9dPSlb+ZtASP76enGX/eIv9/Y2LRH3WxUK0xp6Jfl7Xzs9JqJaQmFkhxjXvC/FXTxCnGMeEaflMVnNIIwGGLiLvhd37L9F9u3Kape55W5dEW6fPt/4bbo700N1vg6s87jbVqlHdIQQCrERDBd86zs0vrNlmbifXiwCEbnT2fFic7+s/k3Fwh9UfP6nekxvz2rnbe3cIO5UFY8hdjfqKy7E3Sjbp17XE5/Xe/qrpJz1rqrBZfytINSPf0bbPBcX+f0NdA99zPlM3FWTJeXE59ULvHWsCfgGx2wfjM8nXjDvc47FAMFjlEnI1Ls249u/GC/bUJ1XsGerjvu/KgS/Js7xT4UWNnjN+E4CJEACJEACJEACJEACJEACJEACJEACpZFASmm8aF4zCZAACZAACZAACeSagApeGR+elyVmJdOBhhI2HpUa+jc7c2d9GC3a2gdB9Jv4gl2i265kfHppYtE23lr9HTVcbb5t02IVri/0eXfm2CdCP//wVx1qzPMyUXsXnrYRom2i9gVaDraJRFvvRLiX6t3qedB6xcF3d8lP0aKt1dBVb9SEoq3VTuBRO+l/donZdr+/xQi3nmd2qIFdoJ+9jA/OFVk9xS4t+G0NbZ3x3pnZi7b2WfVeu1//WXCNNBIgARIgARIgARIgARIgARIgARIgARIggRgBCrf8JJAACZAACZAACZBAEgTg/ShRAmyjPhr69iZxhvxbnA5nRPbkwvM2WUP4WA21HGXuvM81nPCWeJW74LvEwldV9bCt0zF3+XHjPUdvwIM25EnqpBhvWudwDZ177KMmPHLoaIx5TeEIdE7D3uK0GBx9XvXJNXWox6tSEvl+y1dJHJ7YCLwajjoZg5dssvmFNXywKMcoc+f7z2e8r+fq5yBo5VNFkA+4bmetcfy16uVqQlCjBmG3Ww8xPCS1nr8d9mq2MXXgJfW6husTlBghGjltg1ZOcz0jP3FUnmYV9TN+vCN4BPdJgARIgARIgARIgARIgARIgARIgARIoNQSKFtqr5wXTgIkQAIkQAIkQAK5IaAhf0NWvbmknKq5Pz3RrfVxJk+ru/B7f1PkOu2sXo/ZmYpkKUPUoxOCK0L3qpeqybdqH7N/r8jmpZninKu5RJ+2a2PbKpQ5Q58Vp8mA2L6KphmfXyWyamK4bS5L4CkaNKfVMUa0jpe3GSruG8frOJfEi7DhKgOnfjdfWeROxWriaBhhI/bt2y1OrTbiWmJ18BjnMPXmhe1YL+5LA2Pb3r8pKiqf8B9vL/a+bqZ/39vDeY9R4TkzJ7HJP/v9bVobz84aa5meQ5hstFLxM0XDAEuNFkbsz/j4gshcwMhZnHLyi3qt7YwgH3mf1JM1NgYVYxGCe+Q9sXFY/zodThdHwzhLmfKm1F0+VtzP/+j3YMb917DJEHedIU/Gjv7uJhNO2erKhIJGft3cGLyMTWjwwEFYyBAbVzlzfQiF7U593d9q/Wxz76RybX8590iABEiABEiABEiABEiABEiABEiABEigFBKIXtpfCkHwkkmABEiABEiABEggWwJpTYyoB2Ev/up/Y5Zo6x0cFe43hzDBEH5TjvtXTLRFPyrAOYPUE7GMCl4Bc3dk5sfdslLD0s4J1OpwjrgvS7RFreZ0TTlZw+1G5XYNHZ19gVOnQ9a1exx6qigcNM2vGjINNZyjqbdoyrDPYrlP+1xrPJmlQc8cDyuIBk7vP8VFW/TntD9VvVP7hbv2+Idr4iVGgIdoC0trLOg7ypzD9B5DtIXhPh12e2zb/hcst6+NlWABQDC3rHqzOoMfiIu2aOg07itOjyvsXsy2O+WlUFmBFMwZHu5GRXpn8H1Zn2G9Pqff9eqFXC3UNlce6aGjWUACJEACJEACJEACJEACJEACJEACJEACJYcAPW5Lzr3klZAACZAACZAACRQiAaenejDiZRtCw6pHpAsv2PT5mif1Gw0JrOJabg0haVUY9lnF6sZzU4IeojvTTTN382Jfc7NTqaYJgxuqKFdZnHYnq7fjG6Gq3BQ4R6oQF7Q9242A7G5arO/z1IPz0yyhMdg2u/2UMjEv1ajwvdkdV0B1TtsTwz016i2yfIy/PJO/v9Daq9JA71trq0CF1Nrtgn67pt5pdrivndTppPvqWRtsvX+faedumOtvj72yFTXf7bPhctyPgLnr5wSDKAda5G3XNV7B/mOdzsP0UjRctG0ahhoe6u6K8Vqa5cnsBHjZh3CbBEiABEiABEiABEiABEiABEiABEiABEoTAQq3pelu81pJgARIgARIgATyT2DlBHFnfSju6ikq2i7S/rIEqLx27lSpF3moo0JsqHevYNOS0DEOhL8IL13TsN4hofZ5KlDPWXeh5tbVfLcIfyxb1fO3AMxpcVSWx3EB9JerLsAMuYWDFlUWbBPYd2q2CpTobpmK4TLk0kX+V9sQcrtsBX+IY7s+SrjVe2Dug90u0fbO9Ylq8lGuH0jz/8DfhdOkv7/A26utXtv6opEACZAACZAACZAACZAACZAACZAACZAACYQJULgNM2EJCZAACZAACZAACYQJaH5Z98urI3N5hhvnskQF2kgroyJeItu1MVwDL91Ehvy4+TXNI5vxyUXGuzi/XYWOP5helxVrhIZjCjJzxkZXJiiNOkZz7YYs0b318iWHDtCCLcujSpMvg3c0vMQTnTv5nrJablcxOCo0diXmrM2CxC0SIAESIAESIAESIAESIAESIAESIAESSI4AhdvkOLEVCZAACZAACZBAKSfgjrwrsWhbVj0nqzcTp2YbMWFj183IHa1gSNlkjk6tG24VJeZ6rRJ54nr1Ob2rp23G51cmFm2RQ7d6C3E056q7eISIiry5soMUItmMMS/8c3VxBdQ46p6j6/JVkz/B7q0ilbNZEJB8T7GW5VP1PSK8854tms82gSCe23OwPQmQAAmQAAmQAAmQAAmQAAmQAAmQAAmUEgIUbkvJjeZlkgAJFG0CyzftkgXrt0uVCmWlRa3KUrOyhu0sQNuf4co+fSVj5cukiIM5eFqOBMAUbG2rUDbCs85uwO3iSSBjv7jzvgiPvWEvSen/F5H6mqPWE/8mPCduboXbcM85ljjVmoXCKLtrp4uTyKNybS7F5OAINi4Q0f6D5rQ9SZxeV/nzun59nbjzvw42zX4/pWC/97I/WTGtjfBKdrpfKs7AWw/eBWn+ZElrrN7Ay3xjQPjmUA5fbeFO+p8JNW43dg77qzhND7OLuE0CJEACJEACJEACJEACJEACJEACJEACpZIAhdtSedt50SRAAkWBwO59GfLcL0vk3z8tko07/CFMm9aoJDcf1UrO7dFQyqTkX0W9/O2p8um01UldNsTj9vWqSKf6VaRPsxpyTo8GkkIlN8Ruz/4M6frQKFmzVcOOZlrl8mVk+b1He7t8L0kENswJ5x0tW1FSTnpB85SqcGXb+tn2XuFtV2sS7nvXJnHnfC5OxzP8dQjzPPdzf1ku9yLzqNZqJ86xj2hP/u8p90AxyOkaVHCXXZvV87NaTi2LR716dAfNXfyTOP1vEkkp46/S8MXu6IdE9mp4ZM+qNNC2utAgO9u5IbvayDrjZR0QbmXmhyLNDve3x5gm6f8Z/Zz6bM823y53SIAESIAESIAESIAESIAESIAESIAESKC0EqBbUGm987xuEiCBg0pgx579cswzv8k9X80NibYY2NKNO+XaD6bLsFcnSYbr9+jMy8A37/ILw9n1sW33PpmwdJO8Om65/On9aXLi8+Nl4YYd2R1SKuv27Xd9om2phFCKLtqNCkGMBQ1BL1EVLN3FIw8MGRXhpG7n0Lncn+8Td/nYrPKMfeKqB6zkQZDL6kS3dkbk1DX5XAOiLTxtNy32HXowd9xZH4ggtytE3GJuTr1DNCxyFf9VqCe0+4sKtPv3ZJXv2Srud7eKO/0dFfI/i79k366sNgm2IATLpiXqGpsReyVo5ytu3Ne3ix13wTfiTnnFKnfFnfjfsGirgrPT9FCrHTdJgARIgARIgARIgARIgARIgARIgARIoPQSoMdt6b33vHISIIGDSOC6D2fI9FWaZzAH+37Oenn0x4Vyi3rfHiz7bfFGOeyJX2XUdf2lVW3kMqSRQOkj4GiI2tASir3qPfiFhgjudnFM4NIwwu7vr6ln7s4wIG1bGOb0vlrHcLW/a4zr00vErdM+JrbuU6/w/Iq2OENEmF5ZO03cH/8mTrtTxIUX5erJMQb+EcX29hbyAhDkGY7Iter+8rAKmw+LaH3KOR9Hjaz4lFWsLk5fDUP98wO+MeNz5y78XiDsusgtrPchJFRrjmOn+2W+46RcQARG7fpZkvHGsbrhiHPI+eIMusN/TMSe0+UP4s58X2TDPF+tO/pBFY/fFqd2B3Eh5mvfQXOaqGibmxy9wQ64TwIkQAIkQAIkQAIkQAIkQAIkQAIkQAIliACF2xJ0M3kpJEACxYMAPFo/CYQtTtUQu5f0ayI792bIG+OXC8Ioe/bmhBUHVbjFOHbu3S+3DZ8t71/a0xsW30mgdBFIrSdSpb7IttW+63aXjlYXeX3lZLu35NQiT/VOi8Eq0HYSCebUddW7NL85bQMjctS710U43oDnqjvzAxXt1Ks1J1Mv0EK18rqwpHqzxN6+CNO7fY04FdIKdRiF3blziIqksz4Ki6BbV4qrr0TmdL049hm2G9TpaO8FtnWpwmb1vE3GUspKypH3ScaH54W9dFWwNaJtVD+pdcQZfH9UDctIgARIgARIgARIgARIgARIgARIgARIoFQSYKjkUnnbedEkQAIHk8DEZZtlf4bfd++ivk3k3qHt5JFTOsh5PRv5hrdMwyav22aFwPTV5n0HeWxfOq9r/PXs2V3knqFtZVCrmhKV0vaHuetl9ML0vJ+QR5JAMSfgDFYvRydvj04uPA0RerbAzZGUU14Sadg7557T/N8tOR8QaFG5diyXaqA46V31SC5sczqeVdinOPj9O2U0t/J/xWl+RNJjMZ6zAzQPbsCc5oeLpNYNlOZxt353cYY+o/3VSa4DFdBThjxVcOdP7qxsRQIkQAIkQAIkQAIkQAIkQAIkQAIkQAJFmkDeZh+L9CVxcCRAAiRQtAkgv23QqlbICoCQVjFr22u3YnPOeQm9tsm+16lSXk49pH78dW6PhnLtoBbyyRW95YnT1YMvwiA6J7IN2/fI7DXbjLiLdss37ZI9+/MmVK3U64VIPHXlFlmv/R5sW5y+U35dtFE27Uw+V3B2Y4bXNRhN0tf2iM9Ddsey7uARQB5OI0zVahM9COTq7HaJpFz4o9b7874KPG53Zi58iBK2KteK7jOqNNhWw+emnPKyOF0vjBbNylQQCJopxz8d7k3F2NyY0/1SDZ3798Rim+ZfdQ77qzgnvxjq1ud1WTlC3AteV6iHnAucHpeLc/idIrXaJm5cqYbeHvUcti03565k3atc8rNPmfQ28ghXqOpvrmKrc+Lz4hz1oEg19TIOft681g1UTB3yZOyeeWX2u3qSp5z6qjitj9NQ0hXtmjxtwwM85bwv9fN2ho45gWezngf3KeXCH0R0fDQSIAESIAESIAESIAESIAESIAESIAESIIEsAo6rlrXLLRIgARIggcImAO/ZdveP8J0G3q+jrhtgpt4HPz1Gpq3c6quff+dgqVm5nK8sNzunvzhBRs7b4DvkMPWs/VRF2kTW/7FfZM7abb7qYT0byjNndYmXwRv45bHL5MPfVwu2g1a+TIoc37GuXNinsRzZxhI7gg11/7Ppa+TVccv12reEPIy7N06TqwY2l7O6NwgduVTPe96rms/RsqY1KspbF/WwSmKbP6rX8J1fzvWVH9W2tvE09hXqztglm+TpUYtknL57Hs/wRG5TJ1XO7t5QrhzYTJrc+b3vsMoa8nr5vUf7yrydmau3yj+/X2DEaIzZ+/VFn81qVJJDGqXJbUe3FnwWaEWdgD46aS5Pd8syke3rROCJWr25CmhNRSCyHWxDyNw1v4torlunTgfNTatCs4ayLVDbrwsqNsxVBstFdm/WELwNYgzg1RsURQv0xLnoDHmFd23UnMOa4xchnlVUFoi2iUTOXHRd5JriWtP1fqQv0MtLEadqQ5G0xiJ4T9YQAhv3cnfm74/mxMVnO1+f6W2rxF0/W0OMrzFhmh2IzNWaFPznMdlrZDsSIAESIAESIAESIAESIAESIAESIAESKOIECngWr4hfLYdHAiRAAkWAADxdW9VOlQXrt8dHA0/Vaz+YLmu27g6Jti1rVc6XaBs/SS43mtWsFBJuV29RASTTIOqe8sIEWatjTmTwuP1U8/niddsxrSNz9W7euU9uHT5L3pucODfj5OVb5Mp3p8qUFZvlvhPaSYoVy3mP5gOGKGpbIk/fzbv2hdq2rat5MQP21sQVcuNHM0MewxBb567dLvd/M0+m6JiSsb37XXlsxAJ9LRRsBw19wqMXr69nrpMbB7f8//buA76KMt3j+AMkpFcgCb0ECB2kqygW7GK9e/VaVrHr7rpr2ated9XVXcuu3KvrumtZXbsiunYs2KUp0rvSWyAJJSEhlAD3fQYmzJmZc5KgSGbye+/n7DkzZ2bO+37n5Pr58D/P+8oNx3SS+Cauik33iWwfQgFzb0xFZ6NYVZ2HsHca1lnB3cHsgwbUZs1bXfe23rb4JBF9NISm48ztK43M44CbhttJ2XsfB3wR14ka6JsHDQEEEEAAAQQQQAABBBBAAAEEEECgdgJMlVw7J45CAAEEflSBm004525jpq/1VMXqMXec3NV96E+yvbh4f7Bsf2CbzL0hyHYTlp7xxNSYoa19jv18//jFVkWtva3PlTt3yYhHJ8cMbZ3H/2PCCrn4+ZmeNYKdx/zQ189PXS2/HDvXE9q6r/vuvPXuXb7b1746x6q09Qtt3Sdo4KxO15lzaAgggAACCCCAAAIIIIAAAggggAACCCCAAAINS4DgtmHdb0aLAAL1ROA8s57swHaZMXujFZd/PrO7nNE7N+ZxB+PNv3yyRJZu2Oq5dMG+6tQZq0urpw+2D0o16/RqyPzcxf3klhH50tdM/etuL327JmKXTh28pMT7Oe3M1MHDOzcTrfp1t/fnF5kK3tqFpu5za9rWQPo+E5z6tcykeBncPrNO1c+fmKmZ/z2r0HM5rRjukZcm3c20yI7i4erjXjfn6LTONAQQQAABBBBAAAEEEEAAAQQQQAABBBBAAIGGI8BUyQ3nXjNSBBCoJwI6NfBd7y+Sb1dujtqj9MQ4eeXS/jK0g67HeHDavMItohWsdttmql9LKnbI+EUl4ldtq8cd3nFvfyYvM+tGutppPXPkN8d0tPae3jPXvO4kRz08KeJa01btDXx1umj9/L9/tTziKilmjdh/nNdb9Hxtu808wvePXyIPfmrWbXS0v36xTM7pm+fY8+O81PV6ndNB21e9zUzzfPNx+VbIqlMbP/T5UrnHTJccq2kIfPOb8z2HFOSkyuuXD5BWGYnWe6s3b5NzzRrE37sqnG8y5065cZgkxPEbKw8iOxBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgRAKENyG8KYyJAQQqL8CGtL97OlpnrVj3T3OSUuorlidsHRjRFXqYW3SpU8rbzWr+xo1bW/culNuf3dhTYdVv39u35ZyWJsMa1sDXnd7d+566WeqbC8c2Fq0+lYDx3tP7xaxpqwGs9nJ8dapY2cWStXuyDVfdR1cO7TVg7QyVUPTjxcVm/Vt968pO3ttmXyxeINVlevuxw/Zftunkvd8Ux392+Pzqy+rFbI3HNvJClpfMdNbR2tzTTC9wqxb62xNmzSWN68cKLnm/tqtTWaivHXlIOn3wJcR0zPruRpu92+717x8e5V9StTnJo0bSVK8WaeShgACCCCAAAIIIIAAAggggAACCCCAAAIIIBA4AYLbwN0yOowAAkEV2Lpjl4x84htPmOc3Hq141XVWn7qgr9z9wfcR1bknFLSQMaP6+5120PZphezdp+1fa3fvNM/7q3X1gyvM+G57Z6H8/r1FVsA7pEOmNbXwpUPailYQu9v8dVvcu0TDyScnrfTsL9vmDS1nrC770YPbJSXedX2vOLydpz+6Y9TQthIruF24vtxz3ik9ciJCW/uAvPQEOblHC3EHxwvMNezgtss9n4lW8cZqiSa0XX7XcaIBMQ0BBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAgWALef0kPVv/pLQIIIBAYgfs/Xuwb2moQq8GmrmvqbG/MXifZKU1F15N1Nl1n9adsusbu6LN6SDPTF7sd26WZdGyWLMt81sHVKtqpZhpofWiLM1WgR5v1am8+rlPE1M/z13mDTV3ztratuHx7bQ+t1XEaGheXR1YSa9/7mQpnv9avdUb11Ml+72vo6m6x7t2Q9lme4NYv/HVf07mt011X7dpjglvnXl4jgAACCCCAAAIIIIAAAggggAACCCCAAAIIBEGA4DYId4k+IoBAKASen7raM45rh7WXP57Wzdq/c/duT3D31GRv9am9zqznYnXcoaFkmk8lbE5qgnTLTZXueakyuF2mHGNCWnfLTIqXN64YKNeMmSNTlnvXu3Uer0Hup9+VWI+7Tukq1w/vaE0JvLZ0m/OwOr/2m665povo+rTRWpErtNXjssy0zjpds1+Lb9JIYl2vtHKn5zRDHrXZU0g7D3BPtex8j9cIIIAAAggggAACCCCAAAIIIIAAAggggAAC4RIguA3X/WQ0CCBQTwVWbqqU0srI6X7zm6fIH04tsKo2tdv/+M/eVgXrnLXeKYTtYXVpkWJNP2xv/5BnDYB1bdUDbe2ykmTcNYPlmxWb5R2zvu3nZs1Znf44Vph51/vfyRHmc3WqZQ1FN5l1dp1N18DVdVpr07btjD5tcNUu//c2bY2sqHV+Tp5j3Vl7/2YTvu42A/ILbzWQ1v36vl/TNX7dLdbY/KaDzjVTKNMQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEGoYAwW3DuM+MEgEEDrHAms3e6tK+rdOtaYTtriWZ9UlfuPgwOf5vUyRaNek9pxVEnGOfeyifdfpfewpgDTq/Xr5ZPlxYbIW5Gyq8QakGvBrcalXv5GWR1bqfX3+4aKBdl+ZXEFtSERkI29dbv8XbH/u9ZBMa55rwdv2W/VMw7zTTDs82QXo/c6/cTacxjhba6rE6PnebVxg9lJ/ns+Zvt5z9Fk+b9Y53RQmJnZ/jFxg73+c1AggggAACCCCAAAIIIIAAAggggAACCCCAQP0UILitn/eFXiGAQMgEOptKWXebvmqz6JqkiSawtVtbU8V6dt88eXKSd4pkDSg18KwP7eoxs0117f41XLPM1MlvXzVIdArlk7q3sB53ntxVLnp+hkxcujGiy98VVVjb3XK8we34RSW+we2Skq3yT9e00af3zJEjO2VbnxnxAWZD16tdatbf7WTW4XW29xcUOTc9r3XdXmdwqwfodNWP/Ecvz7GvTF/r2efc4Rfc6rrF947sJhrSO1ul+R68ad5zN+c1TumR436bbQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAIEQCXjncQzR4BgKAgggUF8EWqQ2lZbpiRHdWb6xUi5/ebYU71tbtbBsm9w3frEnoLRP0mLLi56bIdur/KcBto/7KZ4LS7eLVo/ajwkmnHVXz2YkxUnvlmme7hSYwFab39q5D3y8WNxTRavP+c9Ml8cnroh4ZJiQWFt2clNp2sT7n7P7Plosu8x0xnZ75MtlVn/tbb9nDYPd7aVpa+TpKasido+bX2TC9RUR+9wbfVqlixo4m06HPOrFWRH3UO/npS/MEvdUyXpuH59KX+f1eI0AAggggAACCCCAAAIIIIAAAggggAACCCAQHoHIf1EOz7gYCQIIIFDvBIblZ8nYGYUR/XrfBIDjzbTC2SlNpcgxRW/EQY6NKcs3ya9emytPnN/Hsfenf6mhq4a1znahCZVvPq6THNu1uVnndo81VbK7SlaP17V1tY3slStH52fLl0v2X0fXAT7ub5PlpG4tRKuPZ60pk6krN0cEsHruieb9XvtCYa1E7tAsSexKXn1f2+uzCmX66lKr6nb5xq2iVbs1tVFD28pDny+LmKpaA/Ob35wvGuCmJcSJrm37tbkP+hyrpSfGyV2nFMgN/54XcdhH5n4PHj1BDu+QJXvM/01auknWlHqn0v6DOVc/j4YAAggggAACCCCAAAIIIIAAAggggAACCCDQMAT4F+GGcZ8ZJQII1AOBP57WTb5YvNET0GoAWJvQ1h7CazMLrTDy1hM627t+8ucze+fJwybg3GKmJLabrm/7u/cWiegjSmufnSQD2mZUv/vgWT1k2EOTZMeu/VXEWiWrFa3Rmk4zfJtr7JcMbiu3v7vQc8oyM12yPmrb9NrXD+8od4zzjmH6qtLaXqb6uJ8PaiNjzJTKGrg726pNlaKPaE3D7YvNuTQEEEAAAQQQQAABBBBAAAEEEEAAAQQQQACBhiPgnVuy4YydkSKAAAI/qYBOl6yVslqJWZt2vKlc/ei6IaLnudufP1kiNa2x6j7nx9zOb54sr18+oE4Voa0zEuWtKwdJQtz+//To2r96nQ4m0K1NS2naRMZeNkD6uqYQvnhQa9FQuKZ2yeCaw9BfHt1Bbj+xi2glb6ymn+dcn9jvWL3Gsxf1s6qL/d7323dG71x55sJ+NX6+37nsQwABBBBAAAEEEEAAAQQQQAABBBBAAAEEEAiuwP5/PQ/uGOg5AgggEBgBnRr4298eJZeZKXnjGnuTwcYm6dMwc/TZPayAcmC7TCv4i2/iPVan4NWphQ9V0759+quhcvWR7SUree96s359aW6mgdZjxl0zWNqZ6Y/d7chO2TLhN0fKVUe0Ez3Wr2lA+nMTun72q8PliH1TLTuPSzVTCn9x/RGilcB+Ta+rpjcdl+95O2vfWrnON24yUz7/64J+0iMvTfSeOJtuDzJj/+DaIdLRFRb7XUuDdw1v9dE1J8VzPb22XlPX/n3+4sOs0NYvrHf2gdcIIIAAAggggAACCCCAAAIIIIAAAggggAAC4RNoZNYhjL1IX/jGzIgQQACBeiGwvWq3LDXT+C4urjAB7E4T6qVa67Ymm6rSoDUdy/dmHOvKtsv6fWv15qUnSG5aghVI+gXP0cZYXL5D5hVukRVmKuFsEwjrWrda4Vvb9V43VOyw1rYtLN0uOvXxgHYZ1tTS0T6vpv3lZjroaWaa5BUbK61QvU+rNNGg+EDbtp27ZFFRhSxcX25V1XbLTbWMnJXIB3ptzkMAAQQQQAABBBBAAAEEEEAAAQQQQAABBBAIrgDBbXDvHT1HAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAIGQCDBVckhuJMNAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAIHgChDcBvfe0XMEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEAiJAMFtSG4kw0AAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgeAKENwG997RcwQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQCIkAwW1IbiTDQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQACB4AoQ3Ab33tFzBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBAIiQDBbUhuJMNAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAIHgChDcBvfe0XMEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEAiJAMFtSG4kw0AAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgeAKENwG997RcwQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQCIkAwW1IbiTDQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQACB4AoQ3Ab33tFzBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBAIiQDBbUhuJMNAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAIHgCsQFt+v0HAEEEAinQNXuPbLLPJwtIY7f2Tg9GsLrnbv2yO49kd+D+CaNpHGjRg1h+IwRAQQQQAABBBBAAAEEEEAAAQQQQAABBBBocAIEtw3uljNgBBCozwJbtlfJYQ98KRu37qzuZm5agiy4/ZjqbV40DIGLnpsh4xcVRwx2zKj+ckJBi4h9bCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgiEQ4ASrnDcR0aBAAIhEdi6Y1dEaBuSYTEMBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQqEGA4LYGIN5GAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEDrYAwe3BFub6CCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAQA0CBLc1APE2AggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgggcLAF4g72B3B9BBBA4GAK6Jqwi0sqpGL7LumRlyYZSd7/t7Z7zx4pKd8hhWXbpXRblaQlNJHMpHhplZEoCXEH/vuVNaXbZEnJVut6+tl1vZaeW7Rlu/RqlWau4e13Xd3KzNgWFZVLXOPG0i03RZLim9T1Ep7jt2yvkjlrt0heeoJ0apbseV93VJh7sGzDVtlcuVNapidK26xEadrkwF19P8Sxc8eu3TKvcIv1uW0zk6R9dpLj3UP3cq35PqhDQW6qNE9p6tuRYvM9XLFxq+zaI9LOOOWlJUqjRr6H1rhz1+498n1xheWu37/0xLp/h8yfhiw1fda+N09tKm0yE3/Qd3GnGdhyM7715nud3zzZ+j64B7Jp605Rh+Ly7dLU/P3lpiVYj7r+/bivyzYCCCCAAAIIIIAAAggggAACCCCAAAIIIBB0gbr/K2/QR0z/EUAgUAKPfLlMxkwvjOjz4+f1lmYmGPvTR9/LqzPWioZF2u46patcP7xj9bFfLtkor0xbI2/PXS8a8Lpbogk2h3fOlvMOayVn9cmLeFsD0Mtfmh2x79y+eXL1ke3ltncWyqfflYgGt3aLb9JIBrXLlIfO6SmdW6TYuz3PXyzeII9PXCFTV5bKhood1vuNTXJXkJMiFw1qI+eYz6hLm7G6TB78dIkJV8tk9eb9/dFrdjCBZr82GXLbCZ2tEM3vute+OscKZu33Wpjw7o0rBsqjXy2X12cWyhwTkGpAqC0rOd4a492nFkhX018NbH/37kJ5Zfpa2V61276E6Gef0qOF/O6kLmZcqdX7a/vijnGLjO+GiMP/ffkAWbC+XP7yyRKZtqo04vO0z5cNbSs3H5cvTRpHpqDH/22yOXZv/+0LfvLLoZ6QfeWmSrng2Rn2IdazBqsvXdLfel1aWSVnPjlVqvZZ6M6RvXLluqPayx3vLZLPzX1dsbHSOlb/R8PkEQUtrO9kStMmVt//x3xv9P47W7J578rD28mvj+lo/ZjA+V6015OWbZJ7PvhOZptAvXLn3u+1ITf3OEVuHdG5xu+Q/pDh8Ykr5b15661rlJtw3m7qd3R+ttxkLI/omGXvrn7+eFGJ3PX+d9Xb+uI3pu+n98yR0Z8tlScnrRT9AYE29Xn2on7Wa/2Bwr++XiWvzVxnfuxQYe1z/o9+7oiC5nLRwDZymrkWDQEEEEAAAQQQQAABBBBAAAEEEEAAAQQQaIgCBLcN8a4zZgQCJLDOVMnOX7closezTEh530eLI4JT5wFaRXi7CRQfMwFprLbNhF4fLii2HpOXb5I/nd7NVKvuDf4qd+72fG7PlqlyzlPfyjcrNnsuq+GxBmrHPjJZnrv4MDm2SzPPMRpqab+c4Z8epEGahpL63sSlGz3n+e3QoPS+8YutgNUOVp3H6TW1klIf4+YXmfA2X64b1sETbH67crNVNWyfm2OqH298Y748Y0I2d9NKyY8WFlt9fPfqwfLfby0wAbTXQj/7vXlFlusH1w6R/m0z3JeKua0BtPuevz5rnfzBBIZabetuWr35wMdLLP/XLhsoGqLbbf668oiQ197vft5hPN2f6QyjN2zdYULOsojTNJwd+fhUz349SEPcpyavlJmrS+WBM7rLz/41TdTP3fQHBQ9/scz6ccFXvz5CNMiN1Z7/Zo18uLCo+scK9rH6nV9sqm+veHmWfLyoWP7P/IDAr4J1uenXdSasn2K+735Nv0uffb9BJpjv4eizelg/JnAeV7ptp8dJv2Nn/dP/70LP1ft5xhPfmErc/cG285r6Wj/X/lu88oh2cv/I7gdciey+NtsIIIAAAggggAACCCCAAAIIIIAAAggggEBQBA7eXJZBEaCfCCAQOIFfjp0bNbTVwfzuvZpDW/egNVQdZ8LGWG3sjELf0NZ5jlahasWou/3dVLDe8vYCT2jrPk5D1tq0S16YKX81gZ9faOs+XwPqO8d9J781QWtNTSsj/UJb53k6Rg2o/UJb53EaUF9jQkJnAOp8vy6vNdT2C22d1/jKVFi/OXudc9dBff2+uVfuMNf9gVodPOLRKb6hrfNYnWL5Tlclq/N9+/W7pkrWrjC397mftQL6K35o2wAAFaFJREFUoc+XuXdbIf7RD0+KGto6T9DPuP71eXKv+YFETe1+8wMCvx8z2Oed/c+pMUNb+zj7Wf8WR3+2xN7kGQEEEEAAAQQQQAABBBBAAAEEEEAAAQQQaDACBLcN5lYzUAQahoCGhM99s9ozWJ2y98ZjO1lTt95+YhdJ9VlT9hMz/XFtm04brOvk+jVdf1Wrb+2m68Q++OlSezPiOdtcZ3D7TN+1eSMOdGxoOKmVr+6m0832aplmTWOsU+e627PfrJKvfaqF3cfZ2zodtU4nXVPTys5oa/RqFejMNZGVqjVdL9b7OkZdR9eujHYf+8Sk2FXW7uN/rG3tk04RXVNTJ79KWD3vVRO41rbpNbSSWdce9mtaxbvKTP/sbDeZSmrntMj63t5pulOt6ZF1yml30wBV19E90KbTIutazs6mff/v4/PleVOZrn+LQ8z3391enlZ7C/e5bCOAAAIIIIAAAggggAACCCCAAAIIIIAAAkEVYKrkoN45+o0AApKeGCfDOmVbYeUuM1ds39bp1hSvWhHqbE2bNLbWbXWGXPr6V6/NdR5WYwWpHqznPX1BXxnaYe/6ny+ZNXT1OjpVrbNpeGuvEfrYhBWyudI7Ta5OzXyNWTNX8z6dXvhPprrx/8w6obGaBm+3mrVS3U3H/uqoAWKHbzp97blmWmfnuqvaxxv+PU90Sl4NQGO1P5/Z3Vo3Vpd01fVudZpiv3bLiHy5wQTiavyOWUtYp+p1V4QuMtNA+4VzfteLte+/BrSSv5zZw5pOWKcdvvC5GZ7q0XlmauSfsjU34faLlxxmrf2rAf2oF2dZ6x+7+5BkAvAXfr53Cm31+b2pCn/CVJY6m55fWLbNCqad+92vdQ3aF83au7p2rranp6wy1dTzI76DWmWtPxZ4+Nye1jFaLe5eX7dNZqIVnup3R5v+3eg0ynof7abfGa3sfuQ/etm7oj7rFNVHmr/H3i3TzQ8jmphxJMhkxw8Y7BP1mFvNusvadD1bXSP31Me+ifj70wpkXWf6QNZItj+HZwQQQAABBBBAAAEEEEAAAQQQQAABBBBAIGgCBLdBu2P0FwEELIEeeWnyognCdJ1RZ9P1OUcUNHfuMqFhlqcyUYNSd3MHju73dfvuUwuqQ1vdvmBAa3nFVAfqmqDOtt5MOWy3tx1BmL1P1/G8dlh7e9OqfPz9SV3kOxNW6fqw0dq3K0tFpzN2Ng3w3rhiYEQFcKdmyfL65QNl8IMTrFDYPn6hCVE11O3SIsXe5Xm+aFAbueLwdtZ+zXd/PbyjPGvWvHWvUTqwXabcMmJvAKcHj+yVKyd2a+Hp/2JTdflDm4aMfz23V3XgrBXPfzq9QI7/25SIS2tgWbatygr1I944SBujz+5hhbZ6ea2mvX9kNxk8eoLn0zSctNc91oDz7tMK5MVv11hhqfPgxcVbYwa3ugbxK5f2j6iEvmxoW6sq9vGJK5yXipjGWX9g4G6P/qy39WMHe79+j9T4yyUbpLSyyt4tGvrqd1M/O1rT6uxnLuxrBbfOY/ymbJ5gprT+X/MDBe23Vq3rjwjuOLmL6LTSdos3PwTokJ1sb/KMAAIIIIAAAggggAACCCCAAAIIIIAAAgg0CAGC2wZxmxkkAuES0ApVrXp1h7Y6Sg3H7IDMOeqtpppwhZk6VoPRiUs3WaGZ8/3avNbpec/snec59MhOWZ7gtqRih3Wc5sNLXVPF6ht2MOq+2KghbT3Bp/OYBSZ4dbez+7aMCG3t9zW8Hd45WzTMdjYNb2MFtyO6Rgbfem5PMwWzO7g9sZv3uH6tMzz932Gmr/6h7aw+edWhrX2tw9pkWAGmhrXOpvZajX2wm34Pj3NZ5TdPsaZCdq/rq4G2s2mFspq614ataR3fn5tQ3W/6av0hgDu41SmO9fun/Zy/bovz462ppvV7oA93c4a2+p72SSuZYwW3fzRBtFbSutsAM52zu+n1/vjh99b6uX1bp1k/rNDpwvUHAzp1OA0BBBBAAAEEEEAAAQQQQAABBBBAAAEEEGioAgf/X7YbqizjRgCBgyZwdH4zax3XWB+gU+lqRePEZRtlxuoyT5VqrHOjvdciNUG0WtLddLpcd9ulcwybtm7LNql0BYsZSXFRg1NdtzRW8wvaYk1DPNhUG7uDWw1/tTo2Wuua463GTYzzrnWb51OBmbxv+t5o1z7Q/a0zEn1P1amh3Wu57t5n73vCj7hT+2RPV2xfVkNSXcPVHdw6p+m2jz0QKw04/ZqG9GpRXL73BwN6jP5YYa2Zeln749yv71UZo1veXqAva9WKyyOrvJ0nadh6jvnxgF/T/vZulSZz1kYGx3qsVr3r36Y+HjPVwrre7tAOmdZa1O5A3O/a7EMAAQQQQAABBBBAAAEEEEAAAQQQQAABBMImQHAbtjvKeBBoAALdc1NjjvL5qavlNrMOrAZXP2ZrnupfDehXAdlIEzzTirbsD9LsvjRL9ga99ns6dWys5rdW7r6P8j2tWYr3eis2bvU91t6p09S6W2PvLhMIesPcmtbOdV+3ttvNTSjp1zSUdLdYHu5j7e29Mbu9VbtnrZr1axpAuptfP5v4HOc+z70dzUGPi/O5Sas3b7Oqa93Xqet2iSMQdp+rVcZ+P2jQ43TcOmX3NWPm+K7967yWBrmTzJq4k5ZNk18c1UHuMVW8NAQQQAABBBBAAAEEEEAAAQQQQAABBBBAoCEJENw2pLvNWBEIiYBf9aI9tE++K5Eb35gvdsWrvV+fNVxqb9bN7GrWd9VpX58x67bWpUUL2vbofLSuZu9rme5dF3SjqQaO1nR91lgtMd4bFkbrl17H73q5PpWysT6zPrwXbYw+9Nb0wLH6vNNM1esOUrVCOwittDJ6P/1y4BwTeOsU336tLtNJV8T4EUSsv0f9XK1If+2yAdaau2/NWS+ff19iXm/x/Ru1+/noV8utqZdP7h45xbT9Ps8IIIAAAggggAACCCCAAAIIIIAAAggggEAYBQhuw3hXGRMCIRfwqwi1h6zVtu7QVtfC1eo9XbvVro7VNT/rGtzan1GXZw2IdUpcZ/WvVs0uMeve5jdP9lxqXqF3SlnnQd1yvNXG81zrlzqP97tetxoqlp3nB/21XfnsHEdJxU5JTYj8z9/6LdGnAnaee6hfzzXfj+Gdm3m6oVMhryuLHIOG0/rdb2T+T6d0doavur3szuOt9W89F6vjjmiVx+7L9GmVLvr4/UldpHx7lbW+7/hFJfLWnHWevuu5GvAS3LoV2UYAAQQQQAABBBBAAAEEEEAAAQQQQACBMAtE/st1mEfK2BBAoEEITF9V6hnnE+f3kUHtItcGXVRU4TnuYO3oaNYfdQeoT01eKfeO7Ob5yFemr/Xsc+7wC11fnVEod5zc1VNZqQHxuPlFztOt137X8BwUkh1ZZurpQtcaw7PXlEkHE2g62/s+Ts7368vrZ75eLdcN6+AJXPUHCzrVsLPpurf2tM0FJqx3/m1oiDtl+SY5vGOW8xTr9ZdLNorb46oj2ol+j+vabjXr6E400x/bLd5U/3543VArONd1bPVxx8ld5MqXZ3u+qz/l36jdP54RQAABBBBAAAEEEEAAAQQQQAABBBBAAIFDKeCdc/NQ9obPRgABBH6ggN+asmmu6srtVbvlyUkrf+An1f7003vmeA5+0gS3r86IDGlfm1koL01b4znWuWOgCaCT4iPXli0y1aJXvTJbqnbvD+40mLv4+ZmiY3W2Fmbq3AKfql3nMWF6nZfuXRv34S+WRUwh/cGCYnlj9rpADHtJSYXc9Ob8iOmgv1i8QUZ/utTT/x55adX7jvGp0r3ZXKewbFv1MfpijpnC+OLnZsjjE1dUP8aYHxPo9+ZAWpGpBNYfLdiPmSY0/2BB5I8J9Pvcv22G5/IN6QcGnsGzAwEEEEAAAQQQQAABBBBAAAEEEEAAAQQapAAVtw3ytjNoBMIrUJCbYoVPzhH+YuxcufOUrpKb1tR6T6sTtdrQ3SpdlZnu9w90++oj28ujX62wpoe1r6HTOV/36lx5esoqK4jVgPWbFZs9VZP28fazBmi3ndBZ7hi3yN5lPb9pgseZq0tlaIcs2bFrj0xattF3+tn7z+juWd814kIh2+jULEVmrC6LGNUM4zR49ATp1TJNSkywOKewLCIIjTi4Hm7oFN+TTRXr4PaZsqZ0m0xcutET0Dcxla2/OaZjde9vOLaTaDX3WnO83RasL5fBD06QU80PCzIS42Wy+ZtwV4brsVeaalv31NL2NWp6PrZLM9HvprNdM2aOLCoqN9Mg51jrTn+0sFj+8skS5yHW68PNd5mGAAIIIIAAAggggAACCCCAAAIIIIAAAgg0JAGC24Z0txkrAg1AYGDbTE9wq0HdWU9OrXH0ZduqajzmQA7INNP1XjusvSec0qltNayta7vGXGvszLWecS7fWCn6iNZOKGghZ/fJi/Z2KPdfMqSNvD6r0DM2rVL+NCDr2no6b3Zo8KmPaO3SIW2lpwmm7aZr2t5npua+5IWZ9i7rWSuzx5qptqO1NpmJoj88ONB2UrcWVrWursFrN/2BxL0fLbYe9j73s/5AYVh+tns32wgggAACCCCAAAIIIIAAAggggAACCCCAQKgFmCo51LeXwSHQ8ARuO7GztM5IrHHgySbIcrfy7VWyIkbw6T6+Ltu3jugcUQEZ7dwuLVKq1yWNdkycqaZ8+ZL+okFsbdv5/VvJY+f1ru3hoTluWKdsGe4zTbB7gOf2bSkabtb3plW2NTWtur7d/B2428heufLoz3pLRlLtfrPVLitJ3r16sGQnx7svVevtnLQEefuqQXWaalk/780rB/2gz611BzkQAQQQQAABBBBAAAEEEEAAAQQQQAABBBCoRwIEt/XoZtAVBBDwCmi1qrv57bOPaZ7SVN64YqCcZqZ/bdTI3hv5rO9NuXGYDDLrxbrbXLMepzb9DPf5GT59cZ9vb2e5wi691h0nd5W//2dva41Z97Ubmx1HmQrD968dIq0yEuzLWM/ua+nOViacHjOqvzx+Xh/Jb57s6aseo9Pl6nTAr102wPpcv+vocQe7xbpffp+d5eNc22vomNMTI4PJsWb8vx7e0fJwf55OAazV0E+c38dM2xv5n8RD4eUcp/vzE81asHovR5lqWn3tbglxja1ptN8xQanzOs7j/mtAK5l0w5GiIW606Y+bmb+hm47rJON/MVQ0vHU233vj+q47j9fXuqbyx+Zaeg9irZWr9+2SwW2sv4Huuanuy7CNAAIIIIAAAggggAACCCCAAAIIIIAAAgiEXqDRHtNCP0oGiAACDVJg9eZtsri4QlZvrpTkpnFWwKkhZ7TA6qdE0mmZp60qlVWbKqVrTor0aZVu+ugN42rbp61myludOnfh+gpr3dBuJvjS6l0N82h7BXRaYJ02e9mGrVZVc9/W6aIBoYa9QWs6zbaOY/66ctHvkk6L3DMvzbr3tR2L/td/lfnb0HVti8xUxrmmOrZdVqL5Ozl435udZv3l74vLrfWX15mpqrUPOWbtaf1sDXj5vtb27nEcAggggAACCCCAAAIIIIAAAggggAACCIRRgOA2jHeVMSGAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAQKAEKMUK1O2iswgggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgggEEYBgtsw3lXGhAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACgRIguA3U7aKzCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCAQRgGC2zDeVcaEAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAKBEiC4DdTtorMIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIBBGAYLbMN5VxoQAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAoESILgN1O2iswgggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgggEEYBgtsw3lXGhAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACgRIguA3U7aKzCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCAQRgGC2zDeVcaEAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAKBEiC4DdTtorMIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIBBGAYLbMN5VxoQAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAoESILgN1O2iswgggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgggEEYBgtsw3lXGhAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACgRIguA3U7aKzCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCAQRgGC2zDeVcaEAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAKBEiC4DdTtorMIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIBBGAYLbMN5VxoQAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAoESILgN1O2iswgggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgggEEYBgtsw3lXGhAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACgRIguA3U7aKzCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCAQRgGC2zDeVcaEAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAKBEiC4DdTtorMIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIBBGAYLbMN5VxoQAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAoESILgN1O2iswgggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgggEEYBgtsw3lXGhAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACgRIguA3U7aKzCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCAQRgGC2zDeVcaEAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAKBEiC4DdTtorMIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIBBGAYLbMN5VxoQAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAoESILgN1O2iswgggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgggEEYBgtsw3lXGhAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACgRL4f4isiJ8G/dOjAAAAAElFTkSuQmCC"
}
},
"cell_type": "markdown",
"id": "9a1c5295",
"metadata": {},
"source": [
"# Lecture 3 : Matrix representation and arithmetic\n",
"\n",
"*May, 2022 - François HU*\n",
"\n",
"*Master of Science - EPITA*\n",
"\n",
"*This lecture is available here: https://curiousml.github.io/*\n",
"\n",
"![image.png](attachment:image.png)"
]
},
{
"cell_type": "markdown",
"id": "4b46781c",
"metadata": {},
"source": [
"# Table of contents\n",
"\n",
"1. [Linear algebra refresher](#1)\n",
"- [Vector arithmetic](#1.1)\n",
"- [Matrix arithmetic](#1.2)\n",
"\n",
"2. [Exercices: Matrix arithmetic using python lists](#2)\n",
"- [Exercice 1: Inner product](#E1)\n",
"- [Exercice 2: Matrix addition](#E2)\n",
"- [Exercice 3: Matrix-vector multiplication](#E3)\n",
"- [Exercice 4: Naive Matrix multiplication](#E4)\n",
"- [Exercice 5: Matrix multiplication, improved version (Strassen 1969)](#E5)\n",
"\n",
"3. [Matrix arithmetic using numpy arrays](#3)\n",
"\n",
"The [ATLAS](http://math-atlas.sourceforge.net/) (Automatically Tuned Linear Algebra Software) project is an ongoing research effort focusing on applying empirical techniques in order to provide portable performance.\n",
"\n",
"GEMM (for generic matrix multiplication)"
]
},
{
"cell_type": "markdown",
"id": "893051fd",
"metadata": {},
"source": [
"# 1. Linear algebra: refresher on the basics \n",
"\n",
"More advanced notions will be seen in the **next lecture**.\n",
"\n",
"## 1.1. Vector arithmetic\n",
"\n",
"- **Vectors** are ordered list of numbers written as:\n",
"$$x = \\begin{bmatrix}\n",
"x_0\\\\\n",
"x_1\\\\\n",
"\\vdots\\\\\n",
"x_{k-2}\\\\\n",
"x_{k-1}\n",
"\\end{bmatrix}\\in \\mathbb{R}^k$$\n",
"\n",
"- a number $x_i$ is called a **scalar**\n",
"\n",
"- usual vectors: in dimension $k$,\n",
"$$\n",
"\\mathbf{0} = \\mathbf{0}_k = \\begin{bmatrix}\n",
"0\\\\\n",
"0\\\\\n",
"\\\\\n",
"\\vdots\\\\\n",
"\\\\\n",
"0\\\\\n",
"0\\\\\n",
"\\end{bmatrix}, \\quad\n",
"\\mathbf{1} = \\mathbf{1}_k = \\begin{bmatrix}\n",
"1\\\\\n",
"1\\\\\n",
"\\\\\n",
"\\vdots\\\\\n",
"\\\\\n",
"1\\\\\n",
"1\\\\\n",
"\\end{bmatrix}, \\quad \n",
"e_i= \\begin{bmatrix}\n",
"0\\\\\n",
"\\vdots\\\\\n",
"0\\\\\n",
"1\\\\\n",
"0\\\\\n",
"\\vdots\\\\\n",
"0\n",
"\\end{bmatrix}\n",
"\\begin{matrix}\n",
"\\quad\\\\\n",
"\\quad\\\\\n",
"\\quad\\\\\n",
"\\leftarrow i\\text{-th position}\\\\\n",
"\\quad\\\\\n",
"\\quad\\\\\n",
"\\quad\n",
"\\end{matrix}\n",
"$$"
]
},
{
"cell_type": "markdown",
"id": "3bd36085",
"metadata": {},
"source": [
"### 1.1.1. vector-vector addition\n",
"\n",
"$a,b\\in\\mathbb{R}^k$ two vectors of dimension $k$\n",
"\n",
"$$a + b = \\begin{bmatrix}\n",
"a_0\\\\\n",
"a_1\\\\\n",
"\\vdots\\\\\n",
"a_{k-2}\\\\\n",
"a_{k-1}\n",
"\\end{bmatrix}\n",
"+ \n",
"\\begin{bmatrix}\n",
"b_0\\\\\n",
"b_1\\\\\n",
" \\vdots\\\\\n",
"b_{k-2}\\\\\n",
"b_{k-1}\n",
"\\end{bmatrix}\n",
"=\n",
"\\begin{bmatrix}\n",
"a_0 +b_0 \\\\\n",
"a_1 +b_1 \\\\\n",
"\\vdots\\\\\n",
"a_{k-2}+b_{k-2}\\\\\n",
"a_{k-1}+b_{k-1}\n",
"\\end{bmatrix}$$\n",
"- **some properties of vector-vector addition:** $a, b, c\\in\\mathbb{R}^k$\n",
" - *commutative:* $a + b = b + a$\n",
" - *associative:* $(a + b) + c = a + (b + c)$\n",
" - $a+0=0+a=a$ and $a - a = 0$"
]
},
{
"cell_type": "markdown",
"id": "dbaab8bc",
"metadata": {},
"source": [
"### 1.1.2. scalar-vector multiplication\n",
"\n",
"$\\lambda\\in\\mathbb{R}$ a scalar and $a\\in\\mathbb{R}^k$ a vector\n",
"$$\\lambda\n",
"\\times a = \\lambda\n",
"\\times\n",
"\\begin{bmatrix}\n",
"a_0\\\\\n",
"a_1\\\\\n",
"\\vdots\\\\\n",
"a_{k-2}\\\\\n",
"a_{k-1}\n",
"\\end{bmatrix}\n",
"=\n",
"\\begin{bmatrix}\n",
"\\lambda\\times a_0\\\\\n",
"\\lambda\\times a_1\\\\\n",
"\\vdots \\\\\n",
"\\lambda\\times a_{k-2}\\\\\n",
"\\lambda\\times a_{k-1}\n",
"\\end{bmatrix}$$\n",
"\n",
"\n",
"- **some properties of scalar-vector multiplication:** $\\lambda, \\gamma\\in\\mathbb{R}$ and $a, b\\in\\mathbb{R}^k$\n",
" - *commutative:* $\\lambda a = a\\lambda \\quad$ (it is more common to have $\\lambda a$)\n",
" - *associative:* $(\\lambda \\gamma) a = \\lambda (\\gamma a)$\n",
" - *left distributive:* $(\\lambda+\\gamma) a = \\lambda a + \\gamma a$\n",
" - *right distributive:* $\\lambda (a+b) = \\lambda a + \\lambda b$"
]
},
{
"cell_type": "markdown",
"id": "395706d6",
"metadata": {},
"source": [
"### 1.1.3. Inner product (or dot product)\n",
"\n",
"$a,b\\in\\mathbb{R}^k$ two vectors of dimension $k$\n",
"\n",
"$$ = a^T b = \\begin{bmatrix}\n",
"a_0&\n",
"a_1&\n",
"\\cdots&\n",
"a_{k-2}&\n",
"a_{k-1}\n",
"\\end{bmatrix}\n",
"\\times\n",
"\\begin{bmatrix}\n",
"b_0\\\\\n",
"b_1\\\\\n",
" \\vdots\\\\\n",
"b_{k-2}\\\\\n",
"b_{k-1}\n",
"\\end{bmatrix}\n",
"=\n",
"a_0 b_0 \n",
"+a_1 b_1 \n",
"+\\cdots\n",
"+a_{k-2} b_{k-2}\n",
"+a_{k-1}b_{k-1}\n",
"$$\n",
"\n",
"- **some properties of dot product:** $\\lambda\\in\\mathbb{R}$ and $a, b, c\\in\\mathbb{R}^k$\n",
" - $a^Tb = b^Ta $\n",
" - $(\\lambda a)^Tb= \\lambda (a^Tb)$\n",
" - $(a+b)^T c = a^Tc + b^Tc$\n",
" - $(a + b)^T (c + d) = a^Tc + a^Td + b^Tc + b^Td$\n",
" \n",
" \n",
"- **some examples:**\n",
" - $e_i^Ta = a_i$\n",
" - $\\mathbf{1}^Ta = a_0+\\cdots+a_{k-1}$\n",
" - $a^Ta = a_0^2+\\cdots+a_{k-1}^2$"
]
},
{
"cell_type": "markdown",
"id": "96e3dfe7",
"metadata": {},
"source": [
"## 1.2. Matrix arithmetic \n",
"\n",
"- A **matrix** $A\\in\\mathbb{R}^{n\\times m}$ of dimension $(n, m)$ is a rectangular array of $n\\times m$ numbers ($n$ rows and $n$ columns) written as:\n",
"\n",
"$$A = \\begin{bmatrix}\n",
"a_{0, 0}& a_{0, 1}& \\cdots & a_{0, m-1}\\\\\n",
"a_{1, 0}& a_{1, 1}& \\cdots & a_{1, m-1}\\\\\n",
"\\vdots& \\vdots& \\cdots & \\vdots\\\\\n",
"a_{n-1, 0}& a_{n-1, 1}& \\cdots & a_{n-1, m-1}\n",
"\\end{bmatrix}\\in\\mathbb{R}^{n\\times m}$$\n",
"\n",
"- usual matrices:\n",
"$$\n",
"\\mathbf{0}_{n, m} = \\mathbf{0} = \\begin{bmatrix}\n",
"0&\\cdots &0\\\\\n",
"\\vdots&\\vdots&\\vdots\\\\\n",
"0&\\cdots &0\\\\\n",
"\\end{bmatrix}\\in\\mathbb{R}^{n\\times m}, \\quad\n",
"I = \\mathbf{I}_n = \\begin{bmatrix}\n",
"1& 0& \\cdots & 0\\\\\n",
"0& 1& & \\vdots\\\\\n",
"\\vdots& & \\ddots & 0\\\\\n",
"0& \\cdots& 0 & 1\n",
"\\end{bmatrix}\\in\\mathbb{R}^{n\\times n}\\text{ (identity matrix) },\\quad\n",
"\\text{diag}(d_0, d_1, \\cdots, d_n) = \n",
"\\begin{bmatrix}\n",
"d_0& 0& \\cdots & 0\\\\\n",
"0& d_1& & \\vdots\\\\\n",
"\\vdots& & \\ddots & 0\\\\\n",
"0& \\cdots& 0 & d_n\n",
"\\end{bmatrix}\n",
"$$\n",
"\n",
" - lower triangular matrix: $A_{i, j} = 0$ for $ij$"
]
},
{
"cell_type": "markdown",
"id": "1b2953b6",
"metadata": {},
"source": [
"### 1.2.1. matrix-matrix addition and matrix-scalar multiplication\n",
"\n",
"Like vectors we can add (and substract) matrices of the same size\n",
"\n",
"**Matrix-matrix addition:** $A, B\\in\\mathbb{R}^{n\\times m}$ two matrices of dimension $(n, m)$\n",
"\n",
"$$A + B = \\begin{bmatrix}\n",
"a_{0, 0}& \\cdots & a_{0, m-1}\\\\\n",
"\\vdots& \\cdots & \\vdots\\\\\n",
"a_{n-1, 0}& \\cdots & a_{n-1, m-1}\n",
"\\end{bmatrix} +\n",
"\\begin{bmatrix}\n",
"b_{0, 0}& \\cdots & b_{0, m-1}\\\\\n",
"\\vdots& \\cdots & \\vdots\\\\\n",
"b_{n-1, 0}& \\cdots & b_{n-1, m-1}\n",
"\\end{bmatrix} =\n",
"\\begin{bmatrix}\n",
"a_{0, 0}+b_{0, 0}& \\cdots & a_{0, m-1}+b_{0, m-1}\\\\\n",
"\\vdots& \\cdots & \\vdots\\\\\n",
"a_{n-1, 0}+b_{n-1, 0}& \\cdots & a_{n-1, m-1}+b_{n-1, m-1}\n",
"\\end{bmatrix}\n",
"$$\n",
"\n",
"**Matrix-scalar multiplication:** $A\\in\\mathbb{R}^{n\\times m}$, $\\lambda\\in\\mathbb{R}$\n",
"\n",
"$$\\lambda\\times A = \\begin{bmatrix}\n",
"\\lambda \\times a_{0, 0}& \\cdots & \\lambda \\times a_{0, m-1}\\\\\n",
"\\vdots& \\cdots & \\vdots\\\\\n",
"\\lambda \\times a_{n-1, 0}& \\cdots & \\lambda \\times a_{n-1, m-1}\n",
"\\end{bmatrix}\n",
"$$\n",
"\n",
"- **Obvious properties:**\n",
" - $A+B = B+A$\n",
" - $\\lambda(A+B) = \\lambda A + \\lambda B$\n",
" - $(A+B)^T = A^T + B^T$"
]
},
{
"cell_type": "markdown",
"id": "13d3019b",
"metadata": {},
"source": [
"### 1.2.2. matrix-vector multiplication\n",
"\n",
"$A\\in\\mathbb{R}^{n\\times m}, x\\in\\mathbb{R}^m$\n",
"$$A x = \\begin{bmatrix}\n",
"a_{0, 0}& \\cdots & a_{0, m-1}\\\\\n",
"\\vdots& \\cdots & \\vdots\\\\\n",
"a_{n-1, 0}& \\cdots & a_{n-1, m-1}\n",
"\\end{bmatrix} \\times \n",
"\\begin{bmatrix}\n",
"x_{0}\\\\\n",
"\\vdots\\\\\n",
"x_{m-1}\n",
"\\end{bmatrix} =\n",
"\\begin{bmatrix}\n",
"a_{0, 0} x_0 + \\dots + a_{0, m-1} x_{m-1}\\\\\n",
"\\vdots\\\\\n",
"a_{n-1, 0} x_0 + \\dots + a_{n-1, m-1} x_{m-1}\n",
"\\end{bmatrix}\n",
"$$\n",
"\n",
"**Row interpretation:** $y = Ax$ is a \"batch\" inner product of all rows of $A$ with $x$\n",
"\n",
"**Column interpretation:** $y = Ax = a_1x_1 + \\dots a_{m-1}x_{m-1}$ is linear combination of columns $a_1, \\dots a_{m-1}$ of $A$ with coefficients $x_1, \\dots, x_{m-1}$"
]
},
{
"cell_type": "markdown",
"id": "b77f5214",
"metadata": {},
"source": [
"### 1.2.3. matrix-matrix multiplication\n",
"\n",
"$A\\in\\mathbb{R}^{n\\times p}$ and $B\\in\\mathbb{R}^{p\\times m}$\n",
"\n",
"$$\n",
"C = A\\times B \\in\\mathbb{R}^{n\\times m}\n",
"$$\n",
"\n",
"\n",
"with\n",
"$$C_{i, j} = \\sum\\limits_{k=1}^{p}A_{i, k}B_{k, j}\n",
"$$ \n",
"\n",
"for $i, j\\in\\{0, \\dots, n-1\\}\\times\\{0, \\dots, m-1\\}$"
]
},
{
"cell_type": "markdown",
"id": "ce950378",
"metadata": {},
"source": [
"### 1.2.4. Other operations\n",
"\n",
"- **Transpose** of matrix $A\\in\\mathbb{R}^{n, m}$, noted $A^T$, is such that it entries are flipped: for all $i, j$,\n",
"\n",
"$$A^T_{i, j} = A_{j, i}$$\n",
"\n",
"- **Inverse** of an invertible square matrix $A$, noted $A^{-1}$, is the only matrix such that \n",
"\n",
"$$\n",
"A^{-1}A = AA^{-1} = I\n",
"$$\n",
"\n",
"- **Trace** of a square matrix $A$, noted $\\text{tr}(A)$, is the sum of its diagonal entries\n",
"\n",
"$$\n",
"\\text{tr}(A) = \\sum\\limits_{i=1}^{n}A_{i, i}\n",
"$$\n",
"\n",
"- **some properties:**\n",
" - $(AB)C = A(BC)$\n",
" - $A(B+C) = AB+AC$\n",
" - $(AB)^T = B^TA^T$\n",
" - $\\textrm{tr}(A^T)=\\textrm{tr}(A)$ and $\\textrm{tr}(AB)=\\textrm{tr}(BA)$\n",
" - $AI=IA=A$\n",
" - $AB\\neq BA$"
]
},
{
"cell_type": "markdown",
"id": "e592b6b4",
"metadata": {},
"source": [
"# 2. Exercices \n",
"\n",
"These exercices are supposed to enhance your **low-level programming skills**. Therefore let us set some restrictions:\n",
"- only python lists are used for arrays/vectors\n",
"- do not use some dedicated operation methods like `sum`"
]
},
{
"cell_type": "markdown",
"id": "41474cb5",
"metadata": {},
"source": [
"### Exercice 1: Inner product\n",
"\n",
"Write a function that returns a scalar resulting from the inner product of two vectors $a, b\\in\\mathbb{R}^k$"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "4e18cee4",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "ac924c20",
"metadata": {},
"source": [
"### Exercice 2: Matrix addition\n",
"\n",
"Write a function that returns a matrix resulting from the addition of two matrices $A, B\\in\\mathbb{R}^{n\\times m}$"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "2a75215d",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "8940c479",
"metadata": {},
"source": [
"### Exercice 3: Matrix-vector multiplication\n",
"\n",
"Write a function that returns a vector in $\\mathbb{R}^{n}$ resulting from the multiplication $Ax$ with $A\\in\\mathbb{R}^{n\\times m}$ and $x\\in\\mathbb{R}^{m}$"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "92d48a64",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "b366f487",
"metadata": {},
"source": [
"### Exercice 4: Naive Matrix multiplication\n",
"\n",
"Write a function that returns a matrix in $\\mathbb{R}^{n, m}$ resulting from the multiplication of two matrices $A\\in\\mathbb{R}^{n\\times p}$ and $B\\in\\mathbb{R}^{p\\times m}$"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "d5fb49df",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "372943cc",
"metadata": {},
"source": [
"### Exercice 5: Matrix multiplication, improved version (Strassen 1969)\n",
"\n",
"The [Strassen method](https://en.wikipedia.org/wiki/Strassen_algorithm) is an algorithm for matrix multiplication. This methdod is faster than the standard matrix multiplication algorithm for large matrices, with a better asymptotic complexity through a **divide-and-conquer** approach.\n",
"\n",
"The key observation is that multiplying two $2 × 2$ matrices can be done with only $7$ multiplications, instead of the usual $8$.\n",
"\n",
"If $n=2^t$ then we have the following recursive approach:\n",
"\n",
"$$\n",
"\\begin{bmatrix}\n",
"B_{0, 0} & B_{0, 1}\\\\\n",
"B_{1, 0} & B_{1, 1}\n",
"\\end{bmatrix}\n",
"\\times\n",
"\\begin{bmatrix}\n",
"A_{0, 0} & A_{0, 1}\\\\\n",
"A_{1, 0} & A_{1, 1}\n",
"\\end{bmatrix}\n",
"=\n",
"\\begin{bmatrix}\n",
"P_{0, 0} & P_{0, 1}\\\\\n",
"P_{1, 0} & P_{1, 1}\n",
"\\end{bmatrix}\n",
"$$\n",
"\n",
"with\n",
"$$\n",
"\\begin{cases}\n",
"T_1 = (B_{0, 0}+B_{1, 1})\\times(A_{0, 0}+A_{1, 1})\\\\\n",
"T_2 = (B_{1, 0}+B_{1, 1})\\times A_{0, 0}\\\\\n",
"T_3 = B_{0, 0}\\times (A_{0, 1}-A_{1, 1})\\\\\n",
"T_4 = B_{1, 1}\\times (A_{1, 0}-A_{0, 0})\\\\\n",
"T_5 = (B_{0, 0}+B_{0, 1})\\times A_{1, 1}\\\\\n",
"T_6 = (B_{1, 0}-B_{0, 0})\\times (A_{0, 0}+A_{0, 1})\\\\\n",
"T_7 = (B_{0, 1}-B_{1, 1})\\times (A_{1, 0}+A_{1, 1})\\\\\n",
"\\end{cases}\\quad\\text{,}\\quad\n",
"\\begin{cases}\n",
"P_{0, 0} = T_1+T_4-T_5+T_7\\\\\n",
"P_{0, 1} = T_3+T_5 \\\\\n",
"P_{1, 0} = T_2+T_4 \\\\\n",
"P_{1, 1} = T_1-T_2+T_3+T_6 \\\\\n",
"\\end{cases}\n",
"$$\n",
"\n",
"and $P_{i, j}, A_{i, j}, B_{i,j}$ are matrices of dimension $\\frac{n}{2}\\times\\frac{n}{2}$.\n",
"\n",
"\n",
"Write a function that returns the multiplication of two matrices $A\\in\\mathbb{R}^{n\\times n}$ and $B\\in\\mathbb{R}^{n\\times n}$ using the Strassen method. We assume that $n=2^t$ for $t\\in\\mathbb{N}$."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "e03970e1",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "e6579a07",
"metadata": {},
"source": [
"# 3. Matrix arithmetic using numpy arrays"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "b52593b3",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[10 7 0 9]\n",
"[-18 -6 -10 -14]\n"
]
}
],
"source": [
"# We can use the package numpy of python\n",
"\n",
"# Quick example of vector addition\n",
"import numpy as np\n",
"\n",
"a = np.array([9, 3, 5, 7])\n",
"b = np.array([1, 4, -5, 2])\n",
"print(a + b)\n",
"\n",
"# Quick example of scalar-vector multiplication\n",
"a = np.array([9, 3, 5, 7]) # array (vector)\n",
"c = -2 # scalar\n",
"print(c * a)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "1e4cb536",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[2. 2. 2. 2. 2.]\n",
"[0 1 2 3 4]\n",
"[[ 0.3 0. 0. 0. 0. ]\n",
" [ 0. -0.3 0. 0. 0. ]\n",
" [ 0. 0. 1. 0. 0. ]\n",
" [ 0. 0. 0. 2. 0. ]\n",
" [ 0. 0. 0. 0. 3. ]]\n"
]
}
],
"source": [
"# toy examples\n",
"u = 2 * np.ones(5)\n",
"v = np.arange(5)\n",
"A = np.diag([0.3, -0.3, 1, 2, 3])\n",
"print(u)\n",
"print(v)\n",
"print(A)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "4f44d5d5",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"20.0\n"
]
}
],
"source": [
"# dot product\n",
"print(u.dot(v))"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "03eb780c",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[0. 2. 4. 6. 8.]\n",
" [0. 2. 4. 6. 8.]\n",
" [0. 2. 4. 6. 8.]\n",
" [0. 2. 4. 6. 8.]\n",
" [0. 2. 4. 6. 8.]]\n"
]
}
],
"source": [
"# outer product\n",
"B = np.outer(u, v)\n",
"print(B)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "1dfc026b",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[ 0. 0.6 1.2 1.8 2.4]\n",
" [ 0. -0.6 -1.2 -1.8 -2.4]\n",
" [ 0. 2. 4. 6. 8. ]\n",
" [ 0. 4. 8. 12. 16. ]\n",
" [ 0. 6. 12. 18. 24. ]]\n"
]
}
],
"source": [
"# Matrix product, different from A*B !\n",
"C = A.dot(B)\n",
"print(C)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "1f40b4a5",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[ 0. 0. 0. 0. 0. ]\n",
" [ 0.6 -0.6 2. 4. 6. ]\n",
" [ 1.2 -1.2 4. 8. 12. ]\n",
" [ 1.8 -1.8 6. 12. 18. ]\n",
" [ 2.4 -2.4 8. 16. 24. ]]\n"
]
}
],
"source": [
"# transpose of C\n",
"print(C.T)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "c093aee8",
"metadata": {},
"outputs": [],
"source": [
"# Toy example C\n",
"C = np.random.rand(5, 5)\n",
"C = C.dot(C.T) # for the sake of the lecture we include this step in order to ensure that the inverse exist"
]
}
],
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