Path: blob/main/docs/course-assets/images/diaconis-1
909 views
iVBORw0KGgoAAAANSUhEUgAAAngAAADUCAIAAACAtMnRAAAAA3NCSVQICAjb4U/gAAAgAElEQVR4 Xu3dB7xdxXE/cOMSx8Yx2AGHmA42xKb3IprpIDCI3nsvAgmBEL2ZjuhF9F5FEb3JFFNFJxQHsBPA mGA7seM4dnr+XzMf7/9w7yv3PXSld88dfT48zt0zuzvz2z07O1tmZvi///u/z+S/RCARSAQSgUQg EWgPAp9tT7FZaiKQCCQCiUAikAj8EYFUtNkPEoFEIBFIBBKBNiKQiraN4GbRiUAikAgkAolAKtrs A4lAIpAIJAKJQBsRSEXbRnCz6EQgEUgEEoFEIBVt9oFEIBFIBBKBRKCNCKSibSO4WXQikAgkAolA IpCKNvtAIpAIJAKJQCLQRgRS0bYR3Cw6EUgEEoFEIBH4fEKQCCQC0wCB//zP/3z33Xdnnnnmf/u3 f/vSl7701a9+1V/1/uxnP5tjjjmmAQNZRSKQCEwvBFLRTi/ks97uQmDSpEk77bTTUUcd9fzzz99x xx1LL730iBEjbrnlln/+539+++23P/vZtq8t3Xrrra+99prqDjjggPnmm6+70E9pE4HpikDbP+/p Kl1WnggMFQQeeuihCy64YOzYsUcfffT//M//bLPNNocccshNN930la985b//+7/bzeVjjz327W9/ W9WLLLLIBhts8Otf/7rdNWb5iUAiUBBIRZudIRGYFgh8/etfX2mlldS08MILzzrrrK+88opnluVu u+32wgsvBAf33XffPffcU7i56qqrvvOd7yyxxBJrr732lltuSVnGq+HDh9Oao0ePLpTM5QUWWGCx xRZbZ511Vl111fXWW69BeZ955pmTJ09GrzpxRCZMmDAtZM46EoFE4GMEUtFmR0gEpgUChx9+eCzY /va3v/3d735Xqtx7770tI/v5hz/84YgjjjjppJPKqx133PFzn/vcyiuv/OCDD37xi1/ccMMN//Ef /9HbjTba6O///u+tABdKKX/913+94oorPvDAA3ffffef//mf/+3f/m1VKto3FK2t4vfff3+hhRaa FjJnHYlAIvAxAqlosyMkAtMCgb/4i7+YYYYZ1ER3+leq/PznP/+FL3zBz2eeecZpqSeffPJHP/pR lSFa088ll1zyz/7sz+L8lJ+KonqrZPS3n++9954F6rPPPnv++eevvh01atSdd94pZfz48d/97nfX XHPN6tt8TgQSgbYikIq2rfBm4YlAIwK/+c1v/vVf/7Uh1XLuxRdfzE61wuyh+tZPRu1BBx202Wab zTTTTPHqy1/+Msoq2e9///srrrhi0UUXfeutt+aaay6nmhuqcN6KCncO6/HHHy8Ku5G5/J0IJAJt QCAVbRtAzSITgQEi4CjyjTfeaJPVMaV7773XMrICaN9///d/33zzzR999NHzzz//+uuvf+mll6Jg atX54aCJBxbtzjvv/NRTT4UyDgO3ysWPf/zj44477pFHHmEZK3aADCZ5IpAIDB6BVLSDxy5zJgJT C4GTTz7Zkq8dVoehKM7rrrsuSralOssss1hqXn311dnBU6ZMiXRLx3EjyFLwqaeeSu/Gvq9lYT9p 08MOO6zK29/93d9R2G4TsWWZyI5ATy3Os5xEIBHoHwGz5vyXCCQC0wYByvLQQw+lI+edd95XX301 KmXL2qkdN26cnyxXH+1f/dVf2a/dc889KVSqcYcdduDUwkljiT//+c+tDEu3a+t0saKsKsvr4Wtf +5qDzY5EeaCAqxINGzYMgaKsOdvctXo8beTNWhKBRAACM/ivf22cFIlAIjD1ELAy/JOf/MR5pbJX KiWe2aZ8RVnaZZvSvg43efbPW4o2WPinf/qnf/mXf5lzzjn9pXfjgeHrSi679qc//anzU4jj7FWV 69dff52WnX322XOPduo1ZpaUCPSPQCra/jFKikQgEUgEEoFEYNAI5B7toKHLjIlAIpAIJAKJQP8I pKLtH6OkSAQSgUQgEUgEBo1AKtpBQ5cZE4FEIBFIBBKB/hFIRds/RkmRCCQCiUAikAgMGoFUtIOG rg4Z33zzTc4QXn75Zfcsn3766WaPRZ0opIO7QsJNg5A4bQLHqWPuEjVHtXwHj7l8alONLRbraDTH GiIO/dd//df//u///upXv2rI6BS0jlSCH7RYbI9kjls3pyu/2RFHM9mnSRFY6Yc//KG/zYW45Uzq 5vQWU1zN+od/+IcWiZOsZgikoq1Zgw5MHC7sv/e970W8tu9///sLLrjgG2+8MbAiBkjtakrVpf4A c7dELtCNIHQqaom6ichgOn3vvD388MOCBLjqWmVNYJ+tttqqidlpmsAn83nnnYcNGldoW+H2zGmq HPzHf/zHWmutNWbMmD7YEve+j7fxCv7CEDVP+0488UR3jvvN/mkIzCHOOuus4jmrdAbzNlecm+cW rdd19dVXC8fUOn1S1gqBvE3czQgYN/VmgzgQzLj5NNh4441jcGkTLO53qrRNhSvW/VT3RFkkg6vC CCsMzpVXXjm47FMlV1iuZjxTpbSpW4jY9csvvzyt01uxf/M3f8PRY29vmaQu8jKLeyMYUum4NfXk q2tIcZXMdCICadHWato0UGGYF7wcLLPMMjJ+85vf5JCIcz52iZ+MFQONBzQffPABM1RKdUbPKy8n +NUag14KW+S5557zV1HyxoKbvyK4cacgTA27ITIqPNz2RqUSZTzhhBN4EBTKbb/99ivlixDX48Id nfqLX/wi7CTPVsI//PDDZ599tspYH894/uUvf1kI+DjENkXC92EkYjXsNulkCYaLpO+8804RsBTi rdX4WOcUQiDSlYlYacppsOnRMBDLcuUTTzwREX6UHECxIOWNSqWYTPhrTlCN327BmRNHgfZ23XVX urB5lRJ91ZpUgvJxpd4CvoVZzwYykFaXT6VLkY4NExEN4Wd1FZdQylepZvrLv/zLEFlDVJFHYAaj 3mq3KT2hSknSgnBDegEzWq3KfJWyPBOnx3XgQlDaN1IUG4s6hH3xxRethAu75BXHIPptydVQrx4S /MCk2ig9Mt8jn5lYcwQ6cXaQPE8tBISF4YEoSrvsssv0dRrO+LjFFlvw/7faaqvReTwFGjq/9fE/ i4d33XWXwUvYte22227EiBHoZTfEI95nn30WWWQR49RRRx2lKOHKuQn0YCHU0GzM4kfQT053YydP CHSvGA2sHJHJlUOz0vcc/0aNtiolspAUrkahaaiKIrsyTz/9dAuYm266qVx29WispZZaikcka4xV iMwPSIRVtpQIcQZ6b8llnXPs2LEWz612SrHazHkhDqXTGXZJhVgXKZ0LpxtuuCGcIzLp5plnHrFx FOIZw1z5b7vtttXqbr/9doWYvpCXDyZ6UWlEwCcVKCotXYj5fffd9xvf+Mbxxx+vCdAffPDBCpG+ /vrry6hY6QK/U/koo2kQ8OBIQGvj0OMBKiQ1fTFhOvLII8GIEj/QaGBphRVWOOWUU8Cl+bAkCC5/ jVwoc9moRsRWGmaccUZsSOGUCgMSaRRrnshGjhwZwfWsf6gIwR577IGAXoHDuuuuC2EtiyVtFBEO dBhZpItdj1LP8RbC6P3UuHBWrGbFf+HW/jrQhCqq8q9MPGDP5EC6bQ5F3X///UCYbbbZLLZXiS+/ /HKrGqDWRbmrZGRHt8GAbYVzzjmH7K+88oostmNxLkXrCLpgd1mxwZ5uLK8Ob6mcvKY+ZJGFTtXr sK2Ty2UdSKJX9LHsCyywgBLM86r8mCdhmOAat5qez92DwB8jhOS/7kSAXWXkMtZTM4YknvyM2sYC g5cFZCOs0YSmBM6yyy5r7DN8SKFgDjzwQGM0Ag51KaFrrrnGsPvCCy8YBA1MltriJAuFxOcfVWro Yc0oh2KW0YOBXoEUqmc6QzwZ66XUJBXC5b1EqmLuuef2cO211yqTYo49SxZnaSwKAM1HH30kxYwh tB19TDsWmnig2KgfIdbxzF8/5Up7UQP7778/AlpQvVEyra8oIIiTQyiTD6YVtUe9EUoKnWE8hQMb VC55KWxZlFwqDROKjhR9ffvtt1cXGEVxRwAxnNx2222eb775Zs+mIzQf7Suuu8SwpM082MSApYQw E8eLGOsIWPxyYcPswRSBOpEokIASUIZddeGFFxZmPCiHi2MNp4EoDIaaRtHi+ASv0mKpXDAD/YGq QEaJKlBeoffgr7080xZajWalpeTySrNqU/pS1dI1NBqUWoFLSOo2lsFDZ+tvJih2QBEIZU8z6R5h 9VYXkxVlmmVaUxXBsxlAmRSee+650aDUnopovioxrpRAg7LXJ02ahFJQIxhSddoLpdaM3kWVmiNK 0TcQRNAkYEqRV982kfIMKPTHHHOMZ3WZ1cHKMxhjtqEQtehXNDoML7300io/ng844AATjobE/Nk9 CKSi7Z62bpTUcGB0YH55YcCK15F4ySWXmLBTMEYfc3ZjYtl4M5QbTx09RU8rWEIUGJUdSQ0Y9NlG RquIqErNGPIMjkYZxBQDOyOc3bMSDIWhfYtVHauFRx99NPuG+j/88MOlKJxuppmMdMyRqj4zavO2 H2wzwgz33uLE2a4GUekJkgbPXqlCyDlqMnzrY0N1eI5Bn0WFZuutt6ZU3n77bYqEFSglQt8UTW8R VQlGVWN0QS/qZWB5ZeYRP+kMm980t58sTmHsLLR6BunMM89Mf1uWxB6lLhGTnpmGftKmUchee+0F uiiNBWxeglV6y1J/TFYYoww7Wu3YY4/FElUaxPFXRIFddtklns0PCKgFGXBSNDQYLTt7pnTxKfK8 1VSA0DF400yjR4+OvHQwTjwzJU0FtA5DH7fWVCVqX4lmDzS6GQmzUiJV6pla9cyEVb4JhB6iR1GE eog5nFmLGqMKf3Uks4GwXEuiB7XHZMWznkYoDzEFsfZQpVQprqAhkTiebYhUF2/ARS5v1a6lTCtj RxwZZDSHV/j0SvmezfMsGEihfWeddVZNENVRtIr1bCIVMx7dw7ykYTkBUPoSe7rKZD53FQKpaLuq uT8hLBVibk5ZVlPjaKu1SvZi6A9jsWExpvAoQxMzXyIXHWY8ot6oDQNuLI6tscYaxkHPwowb5sJe MSgbxYxBzAvjeAyUVmsN9A4/K43xZyAWk5WtSVlizO0j2aXQHwblKp+UsXrpS4ksJ0MzXWJARB8L zlVimk96iIOBH3z8Dw9BE9MCO6MTJkyIIV69TEBqjLVNBIoBJTVv9bIUS6iJEyeKn6Nkk5JqdYzF VVZZpaRQD6xbPwGy6qqrhmXj2RKCwDvSKUvVxehMqdsENRVQLF0ehSjNsnM8W29gkHmmLbSLeQ+1 yvpkSuKQgUUfVJmBCaCqNh8NKnZQ8EOjUzNBz+4nr2eLw2qnrqKthYuXSF6JsSjKQmXtSbR4EEV5 NoWCmFlLmHfqlcgKLCu3zNxQS/S0oghlSbZhTiCLaZkNiGCp/NXEIIpTe7qc55gPAdBMrmGioydg L+ZkZgna1M6xSYAN7CjQ1M3SBcDNAPBgMueMnv5m3uZkgNJIQf37OtBLP+OMMzybDXjAefQ66Wai VuOtqSg89KiNBtq3gXkLAGYbMbtqeJU/uwSBVLRd0tCNYhq5mD5VfRAUFuiMYqFa2JEGF3uN1bEj QqL6a5WMZorl4thhNXO3sMk4MLTFipwRmQHH4DBCubBhYKKMLXhKjE04e8BGLlHe2BZyUQkGWZup sWkXJ3rCaDO80n9VMagZq5dS1EUWJhpTQ2nBfJXy7LPPNpjSbVanTQLYqRdddBG7kBGGLPaSja00 Pd7oEvIyXHbffXdvreuKxM7KAUs5jUzrmBPQ0Mo0yYjFxqiR5lOX2UlhQLEMbj/D/qOeqfkwxWKn UCtssskmCsEnBKhtIoDIKis+4cycsrzPZLf8oF7LoUqjcU1W8EZ2UvuLEw3RMHMyvoOd2S0LPClv /FgeIFfMP1RqHgMZ+MeaJ41L2dsCQKZkVjWhYvtAdS7YWNDWfHS/v2hwy8K2hGs9Q5fQmnIxJTUi 0FRHHYLas1dkt2KPIJYTsKc5qo1FLjMGy7CxlR6vAi4MmzFQ2NSkSmlEhqmTAdq9TErAZVqz+OKL y0iVWjOIbWwTgtiJNxFhdJLCrMKUCJmldeVYISAjSPWQ999/Xz+kpB3fM4MkpldmJCY3bNNQtHqd dqFl6Vq1QABLug0ONXRVIssA5q/VlHzuNgRS0XZbi/9RXiOUHUGaxujcsKJliLFKaSBjhzkkQpGw lgyaBSYDNJvD2M0sMEJJN5AZfagrw5ZBk6lBSVC6XtksNJdnwxn9qU8DHJVjTGf9yLLccsux8IxW lj1ZaQZ6hoiDKkZ5Zi7dpnaDlNIUjh/DfbW1qD1GoVGboTx58mSvmIOs4bCqq5SsK0OhwRdBWMYm EMZNut8CJouZ1OgZMThktloPt3LLTKFykFn1FUqdyRgnb1ECwfkX9hz2WP/FvvfKiiVuq4e2GG3s IUqIKUl80LHpPRM2WCUa2S2V07Uewha0dk1hs87NAAAFBAubBnEKIBZa8aYFLUuwqiHAjJOFnraD XpXdM3CY7yZM1Ll2obQADg0q0IIn/KkTGl2LxMzjtNNOo87pBi1FFoBoQVpfLgeFqBNTEFVbajbN AimIHAtSO3VlKQLD8hJTun8oY1+WetaXqCX8U6V0EvWvqLJYEmybV+kzdmGrUljcpsihRzHjWUt5 qxy86S1VxWbLXHawYFXLQiNABoIdWVqZ2R2JZjyagPa18BtWuwOAcLb6rXDWrd6lq+u6JiL6j/6m KBsBlC6I8B83fwge56d8Vmr0+VT3aHEOFvsODY2SP7sKgVS0XdXcLQlr4DNa0SV9UBthq+Njw1hZ zdiwrFdeMQXKVhZrlYKJrVAEdumcWzHKB3GcxOmRGToJq2wRb9k0bKZYjO2RuMdyGjiv/qR1ptZl VusHoT4LYyqKvcBICZSoqNgubeBfemgLarK6AimX6QvrsGxSOhFWtlQbCmne9awSmBlUj/5WiTUT /htK66PFqxJ5LkU19ATYxvymoeRqluqr3jpSQ3amcKxmo28W2bJHdQPVDKkKOJCrc6Yio3RNUCpS QuxwN3NeTYEnVK2Tm15UN6H7zpVva4lAxqM1TOW/6YwAI4llab/WMh3DhSXNXmQsDogtBh/zi8ph 8QwoY0cTWwJl2jIZWb0WY62u24lk5HW0UINm3tqDBXYzNtbnoAuZWhntm5hNmrBa2WaLT61is5xO RCAVbSe2Wg15dnTFpUYDpbU7S3MO3A5USBuQTGHLsJZPB5q3o+lZ6lZxnQmybD4I3Dpa9gbmnZay NWDfwUK6JevpK5olFrvpFpZtHExfTrL26Y5AKtrp3gTJQCKQCCQCiUCdEUgXjHVu3ZQtEUgEEoFE YLojkIp2ujdBMpAIJAKJQCJQZwRS0da5dVO2RCARSAQSgemOQCra6d4EyUAikAgkAolAnRFIRVvn 1k3ZEoFEIBFIBKY7Aqlop3sTJAOJQCKQCCQCdUbg8+0TjvMUzueUz5McHysexL7gH4fb7lKpVzwM 8OHCeYoLlNL5geO+wAN/e1yp8cniJ3dukYUbIBcu3ZNDxpUad0LSXQnnZYYnOaUFGQ9BCDh5CWe5 /OpxGs45CxoEPPK4SB51KRkxh3N+uo/IA44HLtNc+ZdXXbzMcM+rxiiZrztcqSiCfHErowR1SVGs crhqkxGNxMjiWid3d1yh8mweKW74Kdk/fmL5P4qoNfEq/nLW6hIehquJCucxEQJYqqZLVKDrgyri /q28IgX2/CyclFfSOZArgJR0MBIHXCWLB/hwJaEVquVIVBeHi1VO4lnDaeiqz4TIyH8TkRtuN2oX /h05O4zWjxLQ8w4TcbbVwoVFuRornTuhaJeGqsEOIvTRK+It707gdZGxyrxnHRKTSisti57sXC1G gzYUHg1dTQRv+B6KXgcfD/5y1auhMVlqxI+G5ieomt1bxKTm1xCM0c+rTHJF5AviC7MkqlEJfkaz Rmm4Vb5uqbfzEFmqQMbtonQdowFznRMgvCaBsdDrRdrUB6IPRC3xSjnq1Xt5IizAStR/pJdPCYxa XAnK9BGB1yem2+tLejhkIq/YQXqdMAOQVz56f6VgRjMpkDg6W0gKxoinhEaKdL1FOSgjHRvR0wJ8 vpHDz7MBgeByoVeIn9JDHFAYf/QK7OmoOp5/1YvXWgRi1V6kFv2KFGAvn55y/AtHm9VPAzFhIQ9G 9RZ4PRDNK99vNVHtoPMPvefqK8wrudrWCpcSHkMhjB50eg6uDDvy6jAIPADWVxMwgpp75wBQuh4V tei9Bhl4GsrwFmOgV8DRe6HEB1mUEPQSSRQ9B2+FVemyoG/oZuEKDZN6uOYIkLGHSYJgmNTRARRF HFHCpHCKWQWB+PF9Fcp465PBP7b9rDIpkd8u5VTvLvuUDA76gIvmKopcMmKDw1eONqs1tuu5ff6u OMNrF9NZbiKQCCQCA0Gg29yYDASb7qVtCP/QPm3YRouWUz0NaIphKmH+ywA1PTHrCWMu2tZb8xHz Mp9BMeBi6mq6YdZpYiKXWVvQ80tu5iXFRCysUunK5BbHHMfMzpRZSkz9TJrEHvdTyRGiMgox9caM 55j9qY6xZdZjMmVyFzT+qgVvps/mhoyAKAefxOE43gxLpSbsUUjkMl0yFzZ9Q2O2W4oispKVE85d gz3TQAaESVaZtEZ65DLtUjLeSiEesKEQ8+XwjF9eSccPZhroqwVWywELZ8JSzC79LSKoFGgsErPC Qg9qQoFCqJnSEN5i3sRWC4ZBVuixh146uaogsOokwtlMOYjDha+2MFOWC/NQYjpAL5YBgjeWR5GL 4SUuqXST8VKOn2AxM1U+HGJKHrJL9AoBZkyuC9Qxr0ccU+ngBw44B6NEkOLBhydRUYwwheMzKg1+ wm5AID3WQqIcWCmnwXbxCud4U6zspWlYojAnOKn9ixIwoOdDOACMBooPB1zSlSMxzJTIYuIPYRae vhEphRk1qiIcKZdXPiUtixOVMvvw41UsFahdOT60ENMzOy9gZxlguBQS4R/gAFgNVz7h6L0Qq34d aMSQ8Nn63ArnehpIBajwoZXeFeD4q5cCFlfVcuQFjgZSINx0CV931bBTICalhLvsMLZ8lexmHIY1 LLvwDARheMGTsEBQi37ok5QO4QA5hAU7DElKKLYXMCO9fEoN6RalwM7IFskAnqrwrBb2qIz6htJK r45PKVbm0IMorGHDJmK5gFBFICI86tiao5qulwJNsRJ9NQFjfErRe7WjsSuyeAs9fUAHCE5inFxh hRXUqzn8CxnRI9amAPfgo8BerElICcu7dAkP6EHNJ6gmAFSVQ28VrkdVe1EMm1Uyzz5DPKMMi1ZG ZaodOCBSO9BKpRoxsoeCKOlAkO7D18HK8ltQglTvEimkynn7ntMzVPuwzZITgUQgEUgEEoHP5GGo 7ASJQCKQCCQCiUAbEUhF20Zws+hEIBFIBBKBRCAVbfaBRCARSAQSgUSgjQikom0juFl0IpAIJAKJ QCKQijb7QCKQCCQCiUAi0EYEUtG2EdwsOhFIBBKBRCARaOM92gQ3EUgEugoBF1hdfHTB0VVFz26d xnXtgYLgmqYLxK66xg3XgWZP+kRgqCGQFu1Qa5HkJxHoSARoR/4owlkH1xnDhg3jzmLZZZe98sor ByoPfz08ivBs8Nhjjw00b9InAkMQgVS0Q7BRkqVEoPMQ4H/nueee41aJO5699tqL06JJkyZJ2Xff fblEHpA8O+200/Dhw6uusgaUPYkTgaGGQCraodYiyU8i0KkI8OfHlsV9uDLl984zR3q8D4ZIXH4+ ++yz4iuEt0WO9MIlp4ViDv9o5XDsV+TnXpFfQLayf1X3n50KUPLdrQikou3Wlk+5E4E2IBBec/31 76ijjlLDMsssw+0tDXrWWWdtsMEG5557Lqfi6623HoPVs9AuYq1wG859sXXmLbbYoqpQeTkeMWIE N8XIzjvvvDbwm0UmAtMCgVS00wLlrCMR6BIE7NGS9LbbbqM7x48fv/baa0+ePNmxJoEERo0atdRS S11++eVePfjgg1zJjxw5ctttt0Vvwfnxxx/nuH/ixIkRFyTg4k9/ySWXXHHFFS1HI+4SDFPM+iGQ irZ+bZoSJQLTDYEIBLv77rsLqCI8zhNPPPHSSy/hxg4uRStCzmabbeaVlNi4jWPJW221FR1MoUp/ 4YUX/BX+yF/EJ510kqA0ET5rukmVFScCnw6BVLSfDr/MnQgkAhUERHCLX8LAsVZt0I4bNy7CfDJV RVqkg1dbbTU0EaY+6Fm3UgRx8zcCEUaEOGpbZLSrrrpqEEeXs1kSgaGDQCraodMWyUki0PEIRCDV iDYaClV8XEeIRTN96KGHLCyvvPLK7FpyCghKAbt36znoI8ir8NJS7M76e+bH/zyPHj36+eef73h0 UoBuReBzxxxzTLfKnnInAonA1ERgzz33DNNzypQpdOrGG2/84osvUrQ06IUXXnjrrbc6IcU8XXjh hR08vvfee52N2m677ZwrdheIhr7jjjvijpCjy2PHjmUNI7Nx66wyGqvQCqyG+56arGdZiUA7EcjA 7+1EN8tOBLoJAavBv/nNb372s59ZN3biycIvBWkp2C0dGvT99993jWfeeef17DIPYKwVx6Kx60Bf +MIXpKD3d4YZZmDvelCO81CsXunWkLsJy5S1Vgikoq1Vc6YwiUAikAgkAkMNgdyjHWotkvwkAolA IpAI1AqBVLS1as4UJhFIBBKBRGCoIZCKdqi1SPKTCCQCiUAiUCsEUtHWqjlTmEQgEUgEEoGhhkAq 2qHWIslPIpAIJAKJQK0QyMDvtWrOISvM3Xff/fTTT7tS6ZKGqOD8/nz961+PCxu84L766qt+uiIp VLiHkMJdkRJejf8gTuely/Luu++6/vHBBx8stthiHorILorIq/DqPRC5ODqIvFVweP57/fXX+a93 3bNKL+WNN95AX9iIXL/61a/cWplvvvlcO/HWbRM3T9TOl4JwNAKvutJOSr8AACAASURBVO4ZlFHa e++9574KGoli2nznO9/hFwlvb7/99qKLLtrACQcO6m24voJDbvfdhynECLh9wAZJCzH+3TfFGLgw WaLfSAeaCzbusL755psK4QjCP2hjxp0ZlUYAgCozynEbh2PhaqJn1WG+IXGeeeZRPonCuUR5K0gA PnlSLExGdulQdWU2KIUWkCL7t7/9bQ390UcfRboyCa4nSP/JT34CcACSZZZZZhEFSCJO3nnnHXd+ FBsMI466dDCwY8wtIzKG2ylXidzHjcIhsNBCC/EB6RVkgBC8uWgEahd8tSlizLiDFL0LgaIQYCae FSIvhOecc06yYyZ6nb9KCMawjT4qjT4Gbd3e22rQQEDBhIBgCa8dgTZw4r6T3uiGcbSyyAp6lFow 4JPBjHRfTcFZ4+oeCBZYYAGXqYJegfqG74VDacASqvRtnxJi/2BLltKC0nVpteBZFZGui7711ltF UgCGm0y4SUej2IjdFPR6o+riE9Om6o28ehcm8awpCY440tWFTx+XHgiWwgxiPzWoO2BBH1ncrtZ/ lK+cQuxb8OkVwUu6wqW7WhafZKR7XmGFFcJpaKFs00Ne72kTsFnsJxB4+eWXeY3ntJZ6a4DGSGEI MBDo8UaH8taXHPoghkLpaKgfX2yMLJFe3vrO41JmvPX1ymJQW3rppX1+BjjDkG/VEGkQNLLE11vG d8SyoPTdRjmFE+k4oUr9DSUXhSMwDPmGCw9S/PS2jBQxiEinaA2d4pmXYuOhOpaVVxQ5MSGgfKqo IYsx0fhiwPKXXMb6+GfgU13wpliJEMMb2KslyGIQxMwaa6xhtAp/TAhkNJzxKhzuDwt7hj+CK7w4 i0AZhRuLDV5FfOCEkvaW72JkBImbtQGU5qMFpWsCTROJKjK8ElbrY9tP6IUghnuDqWdVoFcdzv3k RRmfIamBWJPRDXQh+kgs8hKQONqO1BIN/fRWRPEzHCvQ1KTa69BIJ0W54wtDPUfHEIYoColyFOUV ASnXagcIJFVB/cdt4GAGY4rFNiUaTFKic801l2flgMW4XzqD3hJXil1HpvKVgAeUhPVM38R0LZBR C5Dl1UChdaRjGCVh9fCiFAkLRk0Z0y96sTqvxYYswMd8qB/IADz4dxma/o5nmlWXUDgQquk6JDaC yVDenvVkXUg7ejDpIXIob5T6A6+cgMKtciBvdhI/oyJ/SYQxMyrzRVCgJB22MWPi5RlQJYuSSaeZ pJfgjArxyeDHg9lMmer5eeKJJ1aVeql0qj+kop3qkGaBiUAikAgkAonA/0cg92izNyQCiUAikAgk Am1EIBVtG8HNohOBRCARSAQSgVS0/fcBWxHhGD1IY3+lIZv9gypN/4UmRSKQCCQCiUB3IFDDPVob 8jfeeOOjjz4ax0+WW245O//nnHPO4BpU2Ophw4ZRrjvssIPAIx6WX355W/rPPPOMrftSpuM8sY3v bFs5p9dco0MijgDEYcjmt92T4vyCc8jkHTFiRPdIXSR16lVfcsxklVVWEbQ1Trd2FQ5C5jmT4kDW euutVw5sdxUChHU0yXkoR9XKYdruQcBA6oBkHJgyctYfhIjJXJu/VODmm2/uaJ/jZI65Xn/99Q62 OfDmzN6gZRThywew5pprKkH5xgUH5BzeqxZIl4feNXz0UZGwmptttlkfBLV/5QNbddVVI8T3YYcd Vnt5mwW0+KELUbRmbPrVySef3ExT75Rzzz3XJ3nZZZc5O2rS6SBoveXtTTpxA3UAZ4Z7I6hxOluo zCocxXd6ucbCEq1uS8fCWN5yyy2CXI4bN06I6a233vqkk07Sld3NamW2SB83k4VWcJzdK6feDZQO jrtIUKV07rxck4h0hrUz91Wa55577oorrmhIRBBXGprrrWUKAK+77jrX10hnDlRLGfsWasKECW5c sGJ33HFHlKeffnq5NNJ3xtq8vfPOO32S66+/vrsrLn6US661EbAVQVz1GTNmTCuUtaSx3Gh81gG2 3HLL++67Ly4N11LSEKpWipY2vfrqqwnGZiptZjiLpVq2lCj3q338z0dO7aHZb7/9ll12WTftqEAX Lt1mu/zyyyOvxeG1117bjb1rrrlGitVOV7NdAkPjzntctXSfbK211qKJ3Rqs3pm7+eabXfyS6NWm m25KudrBFeba5N2atnT7vqY5zG5rJi4RYrJBT9e4z7noFhfyetztrrHgIZprlB4ee+yx+Klf6Qm1 l7oq4FFHHWW2waz3EZmh+qC6SvwQdtddd61e9Ow2BDjcoGJvuOEGY6Cr2PUXv04G+1lnnRUNduWV V1blsjPqJ+vW2zPOOOP444/3QINK1N7hNsjGavhGcffc+vCUKVPc2ra0ZdYZ9/3pZvS8B7hXbmna 0jHzV17PRx555IEHHhhVWzo2WWP+MtcYtdSwdOqfHmW7eF5xxRWDnwMOOMBPeXHrga6tU1v0LYsN byKfdtppfZPV8q05FmdV9KseCIQ999yzlmL2LZQdevNO4pv79k1Zy7e77LKLJTdDCgS6c+nY3jxH H462WNo55JBDDJW1bOgiVK0s2vClou/GMq+H+Bc/KUgPVGMYUrQphWewC18q11577W233RZ+wjhm O//889nHjFHK4PDDD1dOrO/pGeE2RWlWwKhb8/HjjjvulFNO4Z0kyCjslVZayS4U/RoLxbyZmLmH xzKLJNhwEOaSSy5B7ziM1TMPt99+e/cYteG8qduWTKM38kZkScPpAYsce++9t572p37aRf+3P33w wQczai+44AKfWxdJ/pnPPPLII07DMetjDaw7v4LFF1+cT1Z2jhH11FNPLQs8de0JtVK0jrDG+b2n nnqq2mAUHkvUFNLGqu3bWArm1uvDDz9EZmLlr2VhS8ehAJiz8fGHTzLpCMKfpwcuu9iykydPjioU 4qfRMwwUJ+hsQ8rCJxwLO6oIL3qFQEa7dOEjbfvtt/fs7yabbOJEQF37WYNcMbmhabpE3gYxzc+o mUMPPdSxoGOPPba66dANgDgE5yyFw/xbbLGFWabZRjdIXWS0WMoxpEORlr4krr766vxCdxUCFnUY FTvvvLO/bBKyx4HTGoNQK0Vr90v31VoTJ04sp5/sBu2xxx5+Dh8+nOLca6+9QkcyZ0Ox9bhTaONW Oe7qoDHt8lwmnnF2yYpxaGXl0Mp6DKedyKjP+++/f/z48VT+XXfdZZdXYtV3Lq1sSovP8Ci77777 WlJm1mCje075xwymxt9VH6JZStErrKyYsdE0Dut1T7uDxWIakR05drsjUCoLUX2AVqdXPnbnje1Q xr0mBz5iratOMvYti0/gzDPPNEqzQ8LeqD8CNVsZt0UaW63OQznMNmrUKKMY64EijDMXlmo33njj 6AecqrN9o7ujL1u8bFznFOJMrGeLwOiV4+QUpUjF+mk65mQTM9SzZeRyp9a+y8iRI6N82jrWk2VR uNOVcbjO0jEj22K1Bwe1GOIsvEsvvbRmbdGbOAcddJD1IhBRNpYZeiOra3rZzo9OElF66ipsj3JZ VXIaTv93CsYX4dRhj2T1TjTPEEZJH+jCT0DLxilUK8ZWGcVCcJWj3s1dQ4cVpkusWHNGSpcCs4Fq cUaHfvHFF80lrdM6dmQCZYfV4hUdec8993hLU1rytQLsjqyPf6ONNmLO0o7sV6eUzbysLTtCbPpp HRgZQ9aJBvu19lYtNYvsIRe1LVqFL4eN60q+g8eU6L333mvZ2SFDP52CcQyEDw1nAVSKHhu0jhNS TrrHyFv7v08++aSta0sFEfojDsXUXuoioD0FXlD0HPv0pvOUjQ7WPeKT1MmXSZMmGVutmfvQ4q5X VyFAWPsmvFXoAFZ3jjjiiG4T3zKGcdK4ara9zz771P7gcQ0Vbbd12ZQ3EUgEEoFEYCgjUKs92qEM dPKWCCQCiUAi0J0IpKLtznZPqROBRCARSASmEQKpaKcR0FlNIpAIJAKJQHcikIq2O9s9pU4EEoFE IBGYRgikop1GQGc1iUAikAgkAt2JQCra7mz3lDoRSAQSgURgGiGQinYaAZ3VJAKJQCKQCHQnAqlo u7PdU+pEIBFIBBKBaYRAKtppBHRWkwgkAolAItCdCPzRbW+b/gnQwclcKZwLQ54IebbkyJCfwojf 4i2a999/XxQ5Lgwj1CsPbaLDiiQV/qbR8BjMgz+3+wLEctBf0kvhSnvnnXd4ywxi0SE4WVSILAJl VAVUi9gDKhUDoOrJWhWK5XBRpDy1lHI8K0Q6DhuAkoUgCLgT47W4uIbnV5n7xohtXs3CNzIQBBUI EMorsVzEPFALKRTIV3N4SCYRYr76IlR4oee8jQPI+EmECE7AnSGPboESb/W4AgIEFM4VpaBUVU44 PONIkgdmlUZoBFkKfTWYjHQZBVSAQDh/B6DCpahXCRGBJOAqQbx5weTYOWrU3NrFX059SdTcdgTk kTHQIzjP0lDSBwD4+uuvN0c0ipYq4ugz4b8NhsqPdP6rVRei4ZynN6zOPffcgY+//nEBqEXIomoO ODEWTq3BKAWBV9EnI+wE553AVHuIjwAg/kJSIhrRmcAS/eSXv/ylFIKEP9vCLf+LOjBKculphR+9 NGpRlIbAKleg2Cie9/WKWWaZJcrBqk/Gs9ZXCMooR6/mRlSf8Q8shR6xVzyAaoXCiSwSgw3g8Ddb Xvn0yEiQAKSk65zRH6qF8CBIKE2gxpLuAbHup5aSqDSc643SNUpDUb5HTYZG30YQuUChOfgDx0+1 qB7LD4KAMQApVcuOT4mcp+JT74IbkRtCr+ty0r3VHN5GUQrBargLDXpwwVYnj09VVy+fTDhn1eGJ oFfrIfGJYcCDUcI3rlc3xFHAmBIQNAAe8T313vDHXsTBG34wUDDRWL4jzONQp9UP9Qr0CCQaQCJS VoFFPxFmG9Ql3SvdI3qI/uNTisJVNNdcc+mKWkHb+QSCDT+xhxOvdIAI8RkjmJ6GBz2Z19sIPFpt CKBF/JVgL/AJPiNeSzAJsYj2rZfqS4ilRHQW/uc1gV4d9F7hBEQwJ77mKw3nlXS9DiDVxBBHaaNH jw6/64XDdj20z5WzwaJdTHdsuRGQoIF9iT2mI+stvUcAdNBmel3KxxPpnvX7at5m+h5LHmhiVNpj LjX6CBtelfGixyzNiT45icF8ESE++2biNslYKlJ+61UYfQwH/jUMndooZpkNDWRAlyVUaVU0MwOF +KucUru8UU4DCAAPekVVX4Fd+cFPc7qxu6FHqcsAXZCPLA2tUC0nkGkRHHqige3ys8fuUS22+hzE emBoqQZ+Gqqg2pt7Y29slPRmiZpT+i2kR4JArMdX0zixD4n6eDWNmeytuh457DFxzJgx7dOA1ZLb 6OvYXCnm3eAwd/BJL7bYYmZ/JmIFINNMEwrTDXPGEqI13jKYfAMxgfI2JjVexWBhqC0pQW+C5hsz x0FQrFhDD2POXMbUWPlBEIUsuOCCkdFbM7KY7xh0TN/K3EewTCUos2pPRC5zUsacKXDMHCPRDDEC wKGvjpjKx5VymDLVyWzM5qR42zDJVSB642M1PYw208aq/VGkgAkkC30UbsQxhDGtpHs23VOI5jCs mz5DuIFepUCIMuMvnE23NUGzfSMvSZt7MLQNyhH0vlqUZ8SQiUpxaLIJNGN61diKLMDvMR0/OhI+ g/kigoEVjCbjsofsHkyHDaYEL2zgjTiayZTclDnSpeA2JsiiO4RVGoWwJ4SIULLoT9X0yMicjWgQ IVGUI2PpXVXxcS49NAG2I1YxAh8kBaYKTQONWJiRjn6JJZaINYCGebpFETUqBDG2PTMp0EiHA0u9 Wi8yXx8ajOkJ5RVOdCQlaBEmeEM6WRQVPSqgULiSVVTtNg2tEIVEy5aQVqWP+ZzRxxpMUJJXQ/sL xupSirdyaSyw+MQUWEpmtWB40UUXLb1Iz2SB6UIaKGxHLU4uQkVnjl5dZTvgVQjMC3sSyYtJSwXV PiOdMafAWDtRDhgjMAZ66caBgFdj4c33Lgu4CgL411ViIYp9Wf2UAivl4DwGN0UpPPDHf8M8Q68g JrYZjoFJQSYemul9FDipLjlEpb4OErHCSwnyMje1+5JLLllgUSM28I9D44BPWJOh1IFjMG9Ycgjm YW4QiE9MCWrx0RFQRunxKYFRadLZzf5pjuBET5Y97FfMlOVPb8Ei5rcHvagsihAneouKGHjKL31D CrIYS8tIFf1ZouGreeSpojq1ntuoaKcWi1lOIpAIJAKJQCLQuQjkYajObbvkPBFIBBKBRKADEEhF 2wGNlCwmAolAIpAIdC4CqWg7t+2S80QgEUgEEoEOQCAVbQc0UrKYCCQCiUAi0LkIpKLt3LZLzhOB RCARSAQ6AIFUtB3QSMliIpAIJAKJQOcikIq2c9suOe9IBNwN7Ui+k+lEIBEYLAKpaFtCzs3uBx54 4M4772yJOol6QYADgTPOOMPd//IepLvsssuGG2647LLLVtN7KaCzkydPnrz77ruvueaaI0aM4KAg hHnwwQd32223VVZZxavOFq8/7vkQOOWUU0aOHMnTwrXXXlvE32+//VZffXUg9FdAHd5zQ3vEEUeU yRbZV/7439prr813xKuvvloHIfuUwSAwfvz4qpOQQw45ZKutttIx1l133Wp6n8V02suqm6h87g2B E044gX8l+qA3gkzvFwF+WHxI/OY888wzQcy/TPjt8nPfffc9//zz+y2kcwmeeuqpiy66CP+84fAN dPTRR3u+9dZb+abhE+eHP/xhuGfqXAH75fy0007juBjZjTfeyHcPT23+mXZI8cBvkVlXv4V0NMGU KVMoVCqCe6MQZOmllz733HOv+Pif2Ub4BetoGftmHgLE5FqLug1Kn8Oqq65Ky/rH/Xjf2Tv3bRuD CnTalKMvfg8//HBGbXGo3RdpvusFAf7b7rvvPr4AS1yBZ599li80H48cvKM1eODrpZhOTZ40aRKT nfnOCx0vcTzDkeSCCy7YY489jDvLL7/8888/X8IAdKqQffJ96aWXcq0nysJSSy1Fs3LR6jn8//Hh x8lfsfL7LKaDXy6zzDJnn332csstp8VDDMbc5ptv7pni0Sua/TN3sLQ9sQ6B448/nsVSHB9yD2my xcrvibw+abl03GpbMsiKw9VW8yRdTwiEQ1dvVlttNW5OraNed911Tz755K677toTeU3Sttlmm3AU bLr2xBNPcO370ksvPfroo6bzEydOvPnmm/lSromovYhh0SKGV6vlPIqbW3CEe8899yBn6XJJbfzt JWt9khnuhpFwekyq0LLmHzoAJVQfOfuUpOqSnWNk/eHUU08dN27cQw891Ge+Dn6ZirbVxmtwtd9q tqT7JAJciheLlkd7e5M2v7fbbjvWnjWDGqPFYTpJbUBceOGFNqRtzgmwYcDdbLPNOM2/6aab1lhj DZ7ia4zA/vvvv+eee5qwnnTSSWeeeWaJxnHNNdcIqbniiivWdn+u0qhsWeZ7UbTxhr9+8VeaI4XU sjMYASxfFZtexA7rOix7M84tt9zyueeeq6XUqWhbbVZzcCZIq9RJ1wsCgiwJdxov7dVZQbVt45SQ IE7bb799L5nqk+wsjO1Ym5GWTEXmIRg7fr311rv++uuFnmXW1EfUXiQxzzj44IM32WSTeG/Wpd3v +vif3cpeMtUnmU3vJFQ1tBfZLGmYcdZHyD4lEcBKWB7nM4LKwkbE23aAwxfhuFyfuTv1ZSraAbRc mYUNIE+S9o7AZZddZs/SipnzEU4j1/7IJZOdIUujWCYVjMyOrFhsK620UkHIzmXvaNXhzcUXXyyE nGMvdubom8svv1zgyBCMxV/jlcPSeASPSI7V5nTWshoJrg4t3bIM++yzT8ywndWwotMQ46/lYoY6 YSraVlvIXkJdO0GrEEwNOvuUJU6tszDlfJkgozvttNPUqGGIluFo8dZbb+3Q6cMPP3zAAQe4zSIo qY3bu+++G8dwoH133HHHIcr91GDrscceO/300/fee28rGeuss06cDnOvI8p+4YUXNthgg6lRz5Au w0qpgL7VGdUtt9wiZUgzPVWZi6tN5YIT63bnnXdWg+i2r7/+utP4U7W2oVLY54455pihwssQ5sPd jPPOO89YKeawM3K1PxzYjqawL+XIg2/JjpSRxT7lwgsvDFUhu3/84x/TNEceeaT45+2oeiiUaXnQ XpR9WYa7XjR69Gg2HL3rho/1cytmEyZMKIGvhwLDU52HUaNGOQdknkHZsObt11ovhYZECxtrrbWW o6cNa6pTnYfpW6DrK1bObUVTtCUsfGzQHnTQQfWWPZD3mRsErJ+LGO9im8mlM9iPPPJIfAJnnXWW +07Tt43aVHsGfm8TsFlsIjAABCibXC8ZAF5Jmgh0FAKpaDuquZLZRCARSAQSgU5DIPdoO63Fkt9E IBFIBBKBjkIgFW1HNVcymwgkAolAItBpCKSi7bQWS34TgUQgEUgEOgqBVLQd1VzJbCKQCCQCiUCn IZCKttNaLPlNBDocgYzI2+ENmOwPGIFUtC1BxmeNcKHuffJjIq5TS3mSqAkBd9L5uXWXtOGNS+v8 GDSR1y2B7/j777//uOOOK4IJy8rFq7vs1RildRP7T/K4OklS3xFPe2JIRDKv+m7TDhs2rN4hJUJY V8Z/8IMf8FLy/e9/v8Gzt9iRV199dV2bviqXy8T33ntvSeEQiusSA+yhhx4qUGZtEejcCH/TjHO+ ewyIquOwwkV7t6qnWdV1qohDKF4afEgCtlTlcn+fM3GjT52E7VEWI6k4rMOHD4+3r732Gj/yfKH4 yTmO8GE95qpHokkGpxzamji8lAhVZMLq2QRLOgXMaUk9JO1NCv3/qKOO4qoFgThF+nyhFCOPB+CG 76K3cjo63VSDc2POOooUlG4ZURdaaCFBBTpawN6YT4u2/ynU448/bs6Fjq9jgb0o3f7zJEUTAtzB GFKFCWuIO2t8EbumibyGCXy6Vp0sig42++yz85BFVC5/6w0CB7+HHXaYsICE5QxIsKYIfi4olsgt HO/RNDVs8opIt99+O9/OFnWkCa0hQGR5aZ1MpI1uiA8mfgAHcEJTF9m5BiuO9szGGDO17AYZ+L3/ Zl1hhRVEVkEn0ogBgu3Vf56k6AkB4bHYcHPMMUd5Kfo3x4RCpPVEXsO06hBDPFaO2JxCC9i2NPIy d+rqhJLfqzFjxsS2iymFAZf7PTa9QEZCB3JDKIhevT1QbrTRRuYW4dZYYIkSrodvTv3fngI3hKYg Nez0nxSJK9bqCGDmLVAxZHQDENV2KOjN1M30ZgSsfHLFaUOx+VWmtIiAabs4cYWYn31rhhtvvHE3 LB2T+vDDD+c6P8QXR8Hgwsrh+3fWWWc1+rSIYUeTvffee5aFbEmS4sUXX4z1UopH3EDGTUeL1iLz t912m7m7Rkdvw9KmtQfRe8w2Wiyho8mElODiu4ggmtN8880Xfp5BwajtaOl6Yz6XjludQdpgM0bY tDcTbzVP0n0SAVt0DLgvf/nLkSz8Kr1ru066+JQlIHyNYRP2vNisBNedRFmwGWHHrhvifltAtilr ETVMN+GbxBLQ3CYfVjvo3Ro3fYjGbL3yyivZr3brLZOKWOUcnPBw1jZinlF7BJwCK9GKqCX9AQK+ C9sH4mZWz0nVCYpUtC21pmgbQnP7Qix0PP/88y3lSaImBGxyWzt944034o1FJEvxe+yxhyHG7p0z Mk056pYw77zzigdXpKJdBDMRuUUkkwUWWKBu0jbJY3+ONWNbmiUnkIvovCNGjAgqBn3tAxLr8OPG jaNaREg0jNgysIA8duxYMROFj3RUyiJHE2Z1S/jud79bxHQK7KWXXtpuu+1YLw7EWUP+0Y9+VDeB P5YnFW3/zWriaTiwf2A/yeQrwhT3ny0pekKAPUe5xhvrxtYMr7rqKlc75p577oMPPrinHLVKY7Xb pzTgksp1F4adXWrzekbemWeeWStRm4S59NJLJ0+e7G7PHXfcYZHwrbfesoYs6CRCh1Fd+nImqClT rRL0cPMJKxmC5W2yySYUrWnWDTfcYNPaDIxJZxG1VgL3JMwXv/hFxxFiELB1Yk3LQbAg9CGstNJK PWXq+LSMR9t/E1rZu+iii8zCHD0XSTRu/vWfLSk+iQDtYvndEW6f2Ywzzuicbby3aGbcMcd3uN+5 /xrD9sorr0Bgttlmsy9l1dQxbHqXfU/9uFhZTsfUFYETTjjB+QazVR+RY7duNNmqvO+++6ymnnzy yc7E1TUWaTSoyYRhRP8/99xzdQAtHsvm3lrOcQTdd7H++uvTQ3XtAOQyrYwQ1NaKzSqcumfgjh8/ 3oAAGXq3rmZMhsmrca9O0RKBRCARSASmPwK5dDz92yA5SAQSgUQgEagxAqloa9y4KVoikAgkAonA 9EcgFe30b4PkIBFIBBKBRKDGCKSirXHjpmiJQCKQCCQC0x+BVLTTvw2Sg0QgEUgEEoEaI5CKttXG dTOBs8C4AdlqnqRrQoBTU87nmpIz4TPFXU5ikQgkAjVDIBVtSw3Km88555zjxv33vvc9fgZaypNE n0SAn0U3Kffcc89lllnmkksuiZccNbg7yH3BOuusU3sFbJZ26623Fs9if/jDH7jp4G3fP9f2i4+k unYc7gjef/99HtbcoWyQkR9KH1ddBa/KxRFSNUyTYBLcX59++umjRo3ieK72CHD+Rdi99tpLsDz3 p8mrVwhDe8YZZ/Dg8cADD9QWgd6cIGd6FQHdgptWKe6Yi+qV4AwCAU61zFFkfOyxx/jE4TjaDf0l l1wyiuIl6rTTThtEsR2U5ZFHHuEASGiK4PmJJ54QNY+D32efffbss8/mbL2DZBkEq/SrmLvcx1M2 1exM+ZVXXpkfg0GU2VlZ+Kng7uZb3/pWYdvEi4Pf+MljCQcmnSXRgLilWYuw3JWMHDlSdsFoOV/0 IM7EN77xDc5uB1RmpxCnRdvSFEoAr7JozCtpS3mSqIKAWALMTdHDPwAAGTlJREFUWT5xpPFrCkyL BHxC8QUTsQQ88A5Tb8xWW221NdZYo8RUmGWWWbhd5JKQ71/KZtNNN623+Nxcm2wV8YuwDJonn3yS H+x6i0+6ueaaa5dddqmKKZJVGU8gQ23UGIQpU6bQqYx4MnIM56cHQ2v4g5Mi3oDoPbVEIOPRttSs EyZMQGfRjxdGSx8t5UmiCgK855u68rMobdKkSR4sEvD6y++aCJSc3Jrsd0NQgeo4UkKdM/XEcgFR F3YZHxTB7ch0Z1Asrp7ZuA5/8IFsdad5FlKnLjFs2LAddtiBouVmkr/rcGus6f0jJt+cdk84KK2T yEWWbvy2B9eQeobFDcs+1jcGV0KX5zrggAMgYP7Oq61V4viiRKK9++67xTPx7T388MPrrbdevVGi TkzbG2Rk6IvfUm/Bi3Ts+LJHy4Dj61hIH1t3JaZTvXGwGW8DxXmFsODFMmLPPfXUU8QXWkP8EnF5 64qAkdOyFuk4/fZXu4ekVK89Woq2xmFFcum4pV4tYCSVwPW5D6N7xsSWoBkIEXvOYqlgWELjyWdX Uhhag4tdW8PND37wg4EU1pG04ns7EFRl3So6E59B05HyDJxpAQHL+WrBR23Z+rgMtdzNd8ORfuKL DVcQcDSBviH7LbfcYirfDatl2pq6NQ7E+pY5x2c/+9nDDjtMWIX999/ftzDwPtUBOVLR9t9IonML NhJ0888/v22V/vMkRU8IWBymZnxUQiFZLps4ceKGG26I0CKS48dxCrGnfPVJc9K4QRjWTLONWx+B e5LEUbhItrxhmuXYrSikDh6XcGk9ZaphGo1LcPFqaJrNNtvMgfza9wRqdcyYMSxX6+SCOGlUy8U2 6T3Qu/45I1nDlv7MZ3LpuP9m1fsZskFnwiW+Vf95kqIJAWqVzWqByEqpmwzCXDPjBCUNQidR6xoh q4oEU6bhMJ2t67rG4GzqAn9MgEC5xyXid9BYTbWkIWJaj1nqlFi9LW1HNlTLAgssQEYHBnfaaac6 CdsgCy273377CYb4la98xXFro4FTL25zxDFACxt8FbjsV0sEMh5t/80qTuprr71mg9aROaGqmWWi l/efLSk+iYD1Intyrrj46wCqQZY563uzNSsK9M9//nOBr03tawwba948wxEw66WUSgj75ptvrrrq qvpYjQUvot1zzz2Ov1GrwvHOOuuskU7vCtOrAziSHcuJNYbCnjR5P/zwQ4cBKdrhw4cfe+yxM888 sxmn1TIHA2ssuynmNddcYzfanhEE2LLO20MAJjaVnJNyv7aupzQyHm2rHdtUNPVrq2AlXSKQCCQC icCfEEhFm30hEUgEEoFEIBFoIwJ1XqlrI2xZdCKQCCQCiUAi0BoCqWhbwympEoFEIBFIBBKBQSGQ inZQsGWmRCARSAQSgUSgNQRS0baGU1IlAolAIpAIJAKDQiAV7aBgy0yfAoHah8NrHRt3B3/60592 eZiKd955xxXS1kFLykSg4xBIhxUDaDL+AgXf4Jt3AHmS9E8IcIp0+eWXcwAkPBwHIOFtjrsG/kDc KOUCV9iseqNF9kcffZS326222oqk9Cv/OC7XxoVaIfNKmN5a4uCupMvo3C5ygcQTIRl/+9vfclaw 0UYb8RS27rrrikFZS8GLUCIoTJ482UVSzn7dJXWZmIsGYTc5nnOVnDNwHjrrjQDBff5cTro+zguj /s81mG4veJfbtIsvvvjYsWPriUCnxPMbCnwaIASgGAqcdCIPorvTtTjn2ZjndDfWBUfzaYUsrq4b gjtRrtZ5pk7oFaHiIgtfnmYbHE9Kv/DCCzlzaL2oTqRkvl977bWG0RKPliMk/hfJYrZhqGXXdqJc LfJMlXI+GsRbbrklF0ieic9BkgdzDvFo+U5qsbROJBMWk3eO4JwjRpHePd98881cHHswCeOowMyj E0Xrl+dcOm51/nT//feHhmg1Q9J9EgERzsNi8zmZxprS3nTTTaKxBtUyyyxjhltvzOaZZ56qt0XR SRkxs88+u3T+9OvqfK60Kcd7zFZzrC996UuRyKEpc9YzZ5ysOgq4xh3AAoYezgEWGRdbbDGDiUb3 RUSXMM+wYPbAAw/UGAGG7KmnnmqngIwGgXgQIy/6AE9h5hlGhloikIq2pWblNo9W4CMwN5Nawqsn Ig4sma3ecMLHBeNSSy113XXXlXDfFs145uspX23TuNyLGLTsOeq2tnJWBLNsTtGa/keaqcbLL7/s mT1nr1r8lhqDIMLmRRddxNsiGe+66y6+vrU75VpEhky9YwVyMHnSSSeZUhCZ0uV51IM9I643LerY kttmm20EZq5lH8g92v6b1bhgzee444676qqrymS8/2xJ8UkENthgAwlWSs8++2zLpOHVtt6Rrnvs As1dyDTfvx6Ja5YoRJqd2hhqicagP+WUU5gyPGALUiuaTc3krYrDoOfOV4qIGiKzimAjLl6VwGwe ODVGwFkEq8QEFKqLR9vS5/UK68Y2rY8//vi6ip8Wbf8tqxPoCiKTm4WJ5CWyVf95kqIXBAysgjzz qO793HPPXULjCZ3WDWHyrBK/++67VWwYcyIGNmvfXvDr+GSSlmWhnXfe2ca8yZZ9Sl2iBKPseCF7 F8CRexvzpuwCSyy33HIM3NIfTDjqPdUIVKhYlr0QXuE6PqIRi8srIq+5eF23D1LR9v5N/OkNFSuG 1/jx4y302WKpa1foH4hPTWFHinLdfPPNLRjSLrvttlsJP2kNbc011/zUNQz1AmaccUbHPapcXn/9 9Q6JDHW+pxJ/PiVmTbnORMf4oBxBZ+2Zwtqum0r1DNFibI6YaDoRNtNMM5mvCwUmZlxBw35KxMsb otxPDbbswh500EHWtGwVifNtsdAZyTBzoeFfBKmdGlUNrTJS0fbfHs6g2509+eSTHeWwtrPHHnv0 nycpmhAQEe/SSy+dbbbZ7E7RtRStyL70a6gZh/7HjRvXlKluCS+88ALVUg1KKkrgoosuWjc5e5fn 97//fRlMGTGxWmi24fxt7dUMpWKeYeVGqE2fAJAOPfTQ2Jk24/Qh7Lrrrr0jV4c35taWNCySGwoO PPBAIlnecMHJA/FNvL72ta/VQc4mGTIebRMkvSSYjd5www2OC1rpcoylF6pM7hkBU1eDacTdtFgq Guu2225rncBVQukWCSjdegfjhIvDL+4R6j8O2Zq8B1LWzFdfffVuOAxFxTpVa5x1c5r1BgFnoyLc t3VUQ3DPXadGqS50MencX3Cj2gqZYWS++ebTAZxAdr/WbN7ebY3EbRTFDMM2HIUqKq2zb6YaPnnr GUaAt99+2+TDvrUTyDpDY87O/51h8jq/DVOCRCARSAQSgSGMQC4dD+HGSdYSgUQgEUgEOh+BVLSd 34YpQSKQCCQCicAQRiAV7RBunGQtEUgEEoFEoPMRSEXb+W2YEiQCiUAikAgMYQRS0Q7hxknWEoFE IBFIBDofgVS0A2hDR/PT1/EA8OqJlFPTDz74oKc3XZHGj/xHH33UFaL2IqQITl0ef7cBGGjcdttt fM/1AljdkrkiEMioblL1J08q2v4Q+vg9Hwt8grsGyk2aO3At5UmiTyLgNvqJJ57IR8EKK6zgEmG8 HD16NPd7rtDxNl58zdcSOdJxysFzuuAKfO/FwGraIaKLSLS1FLlBKB3giiuuEJOYE/mLL77YW2Mu 8e+8804dw6vag/Dss89effXVQiUWjyWCsPKH5YKpS6VPP/107RGYOHEiFyVcx/NFKjoveV2qdoWa R0Z/ubyuLQL9BtJLAgjwruBWNW8DukUCMjgEfEhcVcjrAxOoxI11vsVdV4/SPHBKN7iSOyIXYYUt ClZFMRLx3jPftkceeSTXnh0hwqdk8rTTTmPQK4TfBiKTnZrZZ599olj+18RN+5RVDPHsnKXvvffe dEl8CL/73e/ELxJjANuMPFN5QeKGuAifhj0ycsoRJeyyyy7id5lp7bffftxSSuTIgvsOmHyaKoZs 3rRoW5pCcWTD7bV+wJdNSxmSqAkB03k+TiUbTw0o7BtzFxPbIOSGkL+Ypkz1SXjttddikCUS3zdv vfWWBzHChAarj5C9S2LbRevzs4iEGyxbMP5NmDBBHOLIxDcni7/3AurwZuGFF6ZXDCZ8PpOHIcvz 4oYbbuhZiu+CX9I6yNmLDFxvWrqIMLQGUtMOfcCy+UILLSSHmE7mYQ0RjXopqfOSM0xeS21mDn7B BReIVW6DzdoXH+gtZUuiCgIWh8ORKRhNWcxnGTRVNROhSeuKmZBwEYBTUAHWvF4UktqzNPLWVeoi l8DDwg/HPNVa8bBhw0Qe5ZOyEFC0Rt7a46C5BZaIOMQxjJhx6gAREN621CKLLFJXEDhc5M88Is6a VAkayMYNwYnMC7R4PjZTail+KtqWmpWxtcQSSyA1+eILm0fslrIlUQWB4cOH+yXsKJfR1lF5vrVT ZaknSIw+XI3XGDAT9pVXXpmA/Mibc/D2HMIaXGACjdqH5l1llVWIbMXYlrz9SGY9RVsanXnH62+N O0ARjdd0KzranWfj7bbbTiCBsWPHMvUAEpHj6goC6Y499ljSmXLp8xdeeOGjjz7qZ+kDBgF7c7UU P5eO+29WH4ZxMOgsIIsl2X+epOgJAVsyxpQxY8ZYKDaxFaHBtncQCjAA554y1SrN/jSLdqeddipS WUdl33TPUWRn34yzmhsCVjViCd2zuGnluVZN/klhNLcNWgvpkln5ZvBxCkwQJzY9BVxj2UM0Fvxl l11mFNXtnQpkzVvgiVf6QF0HgVS0/XdsE3BHdYLujTfeEFG1/zxJ0YQALWvhyPKpOIOWyKhYa0eF ys6N08hNmWqVYG1cRF5jK9NNwPOQLZaODbK1ErUnYezAMeVtSVo3Fn3W3IKirRIKztpTvlqlaW7y xF8PTDoLyFtuuSUVy56r/SfgrNMJJ5zg0sHyyy9vQ9oyz2qrrUbw8i3UFYFUtP1/xhaNGWHorG5Z 8qJ3+8+TFE0IXHTRRQ4+iJLmMzNxsRmz1VZbOWpoAdkE/8knn6x3PFp6xdqpObsbDhYMJ02aFAhJ /8eP/zUBVrcEV3rsytuTc8524403tlUvBrjTD3QMI++pp54aNWpU3WRuksd6hrSiaJ1R0B/MQRn6 dvHnnHPOphz1SdDQrm+w4zU9i9aznSOrO/qASZg+YOGwrmcDMx5t//3YsXuTL5EUDRBHHHHEOuus 03+epGhCwOTdGUtWHYcVW3z8z6qRWN9uFrpd6gMTlrUpU30SCG4TzsTi1VdftUFrfLFFZ4bhYvG8 885L0epmZWpfH7Erkmhl1hvxHXpi0Oy8887kNYu1kuxEOjUjOHEtBS9C0SUWis01ReG1huFomKNP Ln1ZM3cgufZR33X+559/Hhou8jkM5RC+1l9wwQU//PDDKVOmWOMZOXJkuYZQs56Q8Whr1qApTiKQ CCQCicDQQiCXjodWeyQ3iUAikAgkAjVDIBVtzRo0xUkEEoFEIBEYWgikoh1a7ZHcJAKJQCKQCNQM gVS0NWvQFCcRSAQSgURgaCGQinZotUdykwgkAolAIlAzBFLR1qxBU5xEIBFIBBKBoYVAKtqh1R7J TSKQCCQCiUDNEGhjUAEef3j64PREzBaRGdzWD+x4FecQhINpMZKkROgSnkG4meb9UuJMM83ERx3n KXyIyBXeLznrUpQClYaMH+pwRa1khciCUro70fyPeEAsBllpLb6qpZSfCona3RxXkSvkXqlUaeJV 4TzeFnoFumsvzJN43epy0R7/EtGr7u2331Y4goYgetJ5iica1wREjlrw+eKLL5L617/+tRT31hWo IpxEACnPcoWXeZ5iOC3j4aFw4kEuHPoLsSgTvQiv4caP1xWCq06l8VYW7HF5SDS+ESIRnmiaJY2K tBHwBbonAqFKeBl+Srm2mX/++b/61a9WWcJJg+zwUREZg0x1oAMR0HhpKOnR4vJGiwMBvcRqQJto o0gHpqIQ+KeQ8BkbhSCAJBl/8YtflEo9hLwaFOeAInL0GX/xI50bgaDXK6IX+VkqjV4RcYcQS49K VaQEGOoMaKJXe44IaFhSSPRqDyirvREPKoUhAjhru2Ag0uMZ+BAjrJ/Rqz0oVrrWjPL16pAFYwDH fMQa0xxBHN0Y82opn0BkUYgs/nqlb3zzm98EDuajcOWUSuPTI2PA3lAO5gkil/TgKphRrK6rRZQT EvkL8BCWaPH9RtsFmFoqJMJYtI4sSkNjEJDFT706PmTfnVxgx5iUiE6hfFJoaJXGFyqLB3/xgwZL BRnp6OUFVxmdgtXovdpIAwV9DEqeFaLSKFZ7AQerOKn2aqUR018SRZ+JYqMoJXiLPlonXimHRGrB fEmXPUYz6aVXB70SQsBwNRUlx6iiuY1p8SlFOgCjl0avjmbySiGelVM+pSgchpDxHL3aA5oYjT1g Dz2RCeIv/L1CAw31Rv+BSXRd6TA3msmIktQ6sBKAA3YZ0Qf4/sZXVipVOPFjwC+fUpQTfUAVekXV PbK3MTSVQkIilNEWmFGmRBziJ2oMmrb+baPDCp5LeYEB0Kyzzkqq+LwJww8ImLRlDFi+HImg54sO 7hJj2PUd+ilX9CRdTbvqKAYs/cM3ED0JQbSQB/QaT3tH+1X9x0alBUqFRO3VRtLnFKI9dIt4W+gV iIFqZAn8B71mQ9xA30ebhYx9EEybV6HdmyWdWrXDx7+CmOq0i7/Eh1gMVeoKNAQYAKYWj0HZc8TS CmYkxqCMWD9RiA7gWSHxzRRI9RxfWpmXoNQ3wt2SL417L8OHsSC6or8INFzR+npF9CL1lkqjlfVh iYiL+tFPEOuTSkbDs2A8h173tasoerWMPukGb8aY9JGHosVzSKo5CjNkgZhRySswhpohKSYjl3S9 WsnBGLQJG6NYhCgosGC++ZNRiCz+elUGZZyQgjjKiU9J4fHphaL1zHdmqJ/49IyGIQjnVmoszHj2 kRr6Q+uHgGAJYcuUIpgMMLVUaAKMRetEaXKBK9wWcsoftStBLgjgVgq2EaOMwbfhU/WKmGjie49K 1UIcecukKpj01yvMaIvQeehjsuKVQiKyGxrtpQQMEKraqzWEFH/R6DPVQUZRoZ9i3Cg1KkcKuCjU MpjgQbvLIr1htq18/7yqfkrGUj81d/mUlI/Gv+il0av9jHq1HebVUj6lSPeZ4Mdz9OoARC6NEhKh j66iCZQAWzTQUG8oWr0luq504lNvMqIkjo4dilYvlbGqaOMrK2O1wrVyDPjlU4pyog+oQq8oU43g M3RnURAhEXEIFW0RnxIO/XvooYciqFSQte9vGxUtd6YRXBCg+pBuBxHYiUVK4Pjeonm8NbAaiRhM RVQQaxjdq0cn/ibgoNRIWreKDmNLdZohPsvyiocz9PoHNkoWP5WjAzUUolVEF4kRkwhlSo7DiDoS xUbgYs8kin5Z5QQDfKb74HUmTpLLK63L75oe7ItSBTL/PPgSdCnV+aiqXUc6niGmgyoHVmgwzFeZ LhUlVOsN+mKlxavQH9HDqsQ6H89/BNSPDYgFNOn84akOOPwmyuJVmK1Guip7XrGHeFIMuErhBikZ N9100zJEemUsxr+WRV9lw6cYHAoDXg1KGqYGuIiDeSCUzzKyR6UNbc2fMEMcQRUciAmHCXOMVemh Pddcc0nRLiJGFK6iUXRLwpaBz1uF48rQbLgEWilKPCJVNIyG3oLL0IB/b2PUjs5PKN1P4VFRlKNB 9faSXpjRRlpEepSvalLgPNrO6BbZo+fgTTBH3xfHflUEdFHrGdiQ3cAHihitdOkIDYu42lH1at+j XAqP8lUku5AAOqTnaofxqfrELMko2bNWVhR+yG40bOiNOoa6fKrVdPQE5JzS6F/tG9EHfEokEr40 OEHgQZOBy7gc9PpqNAqspAtcUS3HMz1kKPfpIcB/6caIKRudU8occ8wRIODQJ0bScENdiKWIOkXA am9RuA6sDwRZCBis+qiVqeEIQrTCv14HH4FrGsDhklAPkd4wa9TxgtLfKASfviP/jHhAqLa1vMVt siYrYZFwEisr+IFVmY4oJHqpeqvlSPfFadP4F3jKiEmDhn+aoEhEHJVGXdVm0kvBri/58KvpPo34 9FRaPjEEPg3dG1ylLdTrJwQipTr+6F1mVzFGVZubFCTCahArlggQ0+v09sIGF9PYaOgn7fjZRkVb 2CWtfzqov9Ejq5JEorc9iqeZ9eAeX336xODq05eTJSQCiUAikAgkAr0hMC0UbW91Z3oikAgkAolA IlB7BNplLNYeuBQwEUgEEoFEIBFoBYFUtK2glDSJQCKQCCQCicAgEUhFO0jgMlsikAgkAolAItAK AqloW0EpaRKBRCARSAQSgUEikIp2kMBltkQgEUgEEoFEoBUEUtG2glLSJAKJQCKQCCQCg0QgFe0g gctsiUAikAgkAolAKwikom0FpaRJBBKBRCARSAQGiUAq2kECl9kSgUQgEUgEEoFWEEhF2wpKSZMI JAKJQCKQCAwSgVS0gwQusyUCiUAikAgkAq0gkIq2FZSSJhFIBBKBRCARGCQCqWgHCVxmSwQSgUQg EUgEWkEgFW0rKCVNIpAIJAKJQCIwSARS0Q4SuMyWCCQCiUAikAi0gkAq2lZQSppEIBFIBBKBRGCQ CPw/dqXLaouEgKoAAAAASUVORK5CYII=