{"approach": "224-64-64-3 MLP with LayerNorm+ReLU (Starter's architecture, narrowed), fp16 weights cast to float in-graph. Made by (1) imitation of Starter on 22,028 decisions from 60 matches of Starter vs Starter/built-ins/current rule (torch, Adam 3e-3, 60 epochs, seed 5), then (2) 150 generations (~10 min, killed by a 10-min command limit, last snapshot used) of antithetic evolution strategies (pop 16, sigma 0.02, Adam lr 0.01, 8 matches per candidate with common random seeds, rank fitness) against a league: snapshots of itself every 5 generations (40% of matches), Starter and the four built-ins. The current rule was left out of the training pool because ONNX Runtime ran at ~8 matches/s on this 1-CPU machine. Simulator: repo run_match with randomize_spawns, built with rustup and zig as the C compiler/linker (no cc on the machine), libssl-dev extracted from the Ubuntu .deb.", "blocked": null, "current_vs_starter": 0.9913333333333333, "records": {"starter": {"matches": 3000, "score": 0.8744166666666666}, "builtins": {"matches": 800, "score": 0.0265625}, "current": {"matches": 1000, "wins": 0, "losses": 997, "draws": 3, "score": 0.0015}, "exploiter": {"matches": 500, "score": 0.123, "how": "ES as above (pop 16, sigma 0.02, lr 0.01, seed 5) for 200 s (not the full ten minutes: time budget), started from the final model's weights and trained only against the final model; 500 fresh-seed matches, half from each side."}}, "entry": 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0SrQ/KK6sq7X/qgk11zlnNAmwozkdMEMlNyTlKaAn4a2Tq6cxIqSmsQmuDKqfqmesuKhqH2OvqCzDMC+oHikIsOcsIK7osxW1SzGAI5qzBy3yswSaACmJMK4sjzPzMFWpeqj4r6mtL7UuLQ6fUTCpNFe0C7BoLnSsTLS8jX2yVq59tPc3galTLKGxHKmetHwuQ6ThrhccFbDcsLavaafGruWqZZ/WqHOvSijzrckcELEqqY0zwbUMMOMqwzR9KVm1HJpxNwksHy8QMKgoRbE8tF66gatYLR6xLDHYqtWsI6thsXewwCjsMSC0jTOxMbelPjR/svcxXaedLnEvca6Rq6Aw8jXUqtyt4bBzGiypsjE6HUUwDi+uJOUr0zElKxEpaapmMJq2NrMRtK048yX1t4etszT8qD0osCTrsuCkvzM0uQukvahGLlc0TS6dsJqwbTF7M3w3MTCjIVqyvrNlNoY3ITKeMhKqJSM8MF2x4yRxKUEkvKq6rLOz2CvCMxynaKY3KQis6aRSMaskSbDws1ms/aZuLu+fdaxVMIenJrsjNGqn2zDiNEkyCzEasMM0p7i4IAGwha5lMJ81MrJXLFQwsbB/L1G7DKiDqjq2brL3M/cqZzDlsBkjobMUqCUsh6nVrwkojabsrzEwuLNaNKgl0jFwMjOcdybwMGeoMrKepqWw/5GSMgok3SoItLq2PC0FrKgw/TYVNUGwPTQyrd63hilsMyS01zQ/L1olWDRdLIsY4jQvMiu00bVTtjQ1rzHxsO8xC6mRryqwZ620su4uKK71qeeqwyyXFgcu1DCFrPGwWy4xGdgxOCyBrys236xMJW0x+i0vGo8rj6xGNlM1NLzYMIciBysPMGakyjdosEUmAzUrK/Yotq8JM/Kzza0oLuqwp7AmLU8qcTEztNSx9aJCtDAyvSRzLIKvtaF6LGSeXzDXK8EtgLCgtBavi7F4s/60fRz5p0MwbC0/L58wga4EsVswuzVhre2xNjtVrG0rdzFALF0wciTKsgE0hbJ6KEsxBC2YMYWkgajqpiEu9bIGOUmtwqIxKxAkYJ5KNYq1jbATssIu4KolLbQsAS5Usuuxg69JpJIzNyyGK30w0zDiKWIw+ypar1wxSCp5JmExp7G6rdQzYzRQICg6HCwEOAwl8jX+r6Ol2itTNViwSzOOqVmuHDdks06p5qlgrNuq0i/WtGcyhLHXMnMpY7EaMQ4xkqzirWkoFKmjKAUuKiwdIUOs5yCZMnyvDq11q3oypLB9qMElyK0xsJeq5zDHqAWytrOcLP0vD6wUOhmwlzRRsDYrEqodpkqvszTttZarm6OkpZ0lraiELq4lCzOGtFOtUq3TLV4sLDF3s1mzijSusD4wZSs1L+gpKiEGsYMwJSJYqVevayMeq18mCyhNLe8uQqnAqXWoN68LqSSvm6+eMTmwTbKYrL+vMLCTuMgvRLFzKaoxoK3MLye6gDStKPq0ai8PJDCsuqVmrgsw/yYfNSMzZTRQMrc0NrijsS6xK58DKxeoka3MKa4rNzCRr36wlbGHIQYsASnlMJ6yDa1Ir/EsLS0GKRilpjC0MtgnfrccM7mz0ydisE6xbiu4tEArv7QtM1it2TVtuQ4x1jCwLeivUC/ZHZEyCrAWMAGwSrg6qDGq6aGhOXi1BTB5ra2zWCgMs9Onw7F7soeyhyQqMMGw5SmsM72pXKQ3tOWw7rBJMEah/qLJq54tAjHXJv+yBLVLs881NK1Jr+Iw6iKIrDC03zA4MSoq+rkuN8GprLFuJQ+sJi6KKieyHzSxrGW0rzCeMu40+y4sLZi05qRlJbwp5rCGq4gpti3BruCqPDE3qEWx1K0GtPmx/S/MrCaY0K8sr+Mq2CllMBQuai20KmsogzMNqIUu6DKwKMwuZ6+Gsdkw0SakNi64xDiFom0lmq1FLharcDEXLbkpmq7gq0a5s7AUN/q3VbDIpkkod6j4MaUtSLOOrWmxszLFtJQvzDHQsDKx6bC3qHqkd6HuJuAnwjAUr74qoKw6LFKhULi0tPw2CC4OLRQoObDvtmk0AizIMGCq3yurs3U5CLXar284Si9vtXs25jISLbaxvqr8HCU0+rEhqukqlLrxs+mwBqjzLvqnHp+xL8cuzy5xLBsw/6mCrdIrGa4prjswtIQqLJQ0XrI0q28uMjANM2O0d7ScL4m476slOP0uurMELSgowjFhsJ40PLaGOGW3Rw3WrPax66s6sdGxYaXcNI+7/q5uLrqyczcwuiothbVFtNKqJLMdLiqze5+zrcUxbTBVJX+0QS7TJCUht6tSMK2tgLJBLb+vKa6OrIMulSDCtDqrgzSPtfOx+DckraqvpK1JtT41Za4QMOi0mDrBtrmmhjDosJQ0Ha1sLMEtBCxatQwyerOFsjC0lLfosRkvjC18MTKwn7UULXgsRDLqr74yErBlK9IwrrFrprok57JFLMAw+CgSMOgx4awGMLYxjKbYnQ0zG58drms3zixDqlYzXLR4LUWtOzI9qhQ5r6aUK6KxoKEdMlW1kC0nLe8pmbNTrPUtuKtftguy3iu0tGiqpp3bmbyx7KuNL2IukSwaHtQgJCxkq2OwHapwM86xUCkTMMyvEikEMO4x5zGsryy0b6zyM0QqWqBlL9ev/jeTL0k5nSKZsFawkDjQtwsvoy+qIgi1Nq2zsRsk7ay0qwi18LrTN7ywAzNNubevoagRqIqw3q/ar60bAzTlnQgxd5RBMkayjyT5sFWlLywYqnssszHgLki1DLKWsBKsC7HzLqOweLEwMngtFzV9IxIjxDQYMUGmXbO0tXU0rblINuuxvCRQM1SxIrBatY6zXbSOLT80hLA/ony14qPkH3W0mbLSqPEqTqZrLF2jBaXoMQuy+S0+qL0qtTBzsQ0wLrAiNqmsBK45rwuzIx7gLCYspTQiJaU2Nbdcr6ovcy8FtMAebzFRqIGnha+LOva1+jB/sPekQ7AFoUMz1LJ/r+SyHrXYu8ElWaCztA+3Crg+s5ukJateJIWkmSaysn+sMzKUrymxfaDbF60vxi4uK6Uz3y3Xpf2ug64GrGwwlrEjsBe14K+1MkK4Za4JOBG0sLWxriItRTAPo+koPDfjtrI0uzFzMIats7XZNbum47apsHEo9brBKvS4XTWisR608rPSswIvHDMfHeuuirIoNJivCzXErJsp4jIiICecQx/9sAyvtTHfsLap2zBDrHUzkK24NMumkjRuuB20Ja/yK+M1z6u6Og8zfjZGrnQluTl1tgwolbGmsj4phiktqDioW6ECrBg2Oa1wNGewmryrNj2wRLJwLXwt564FJq+xSrM1sDKpj62frf2qerQvMhKnBijjMA2wchRvKQ6sTaxlMsqqLSyFruirSi+jrv2xzLIoKbmtkC9ALfetNyRTJkA6xbadMTc1wKnCLsuwXqkJsEE1xLloLEYzvq2DNM+2nS4zKFuvUCiKMLEwzrBsqouw27BFsa6xKyQPpxKjZyykLW0xMqLptSmsXi2pml60sq0StDq0MCZatAi2EynatIGtrK9SMYOaPS+0rVus6jdoOtO2MDJyMtacNDjWsMEnlbFfsjInDjL5IdexfLb6MkWvLDiqMGuw9S+TsMizV7BDsFyeUrDTJoOojy/3LQKspLKuKcetLbSPpqmqATHtJOgltyvMMCUu7bRsMGquobgjqh0vrjKxMWGsfqR4tFQ4gDaGtJ83HTkcswc0E6trLJkRzyr5rJ6tmzO4sL+0fLEHKX60/hTxLJqRySzoJYGqU6zIqcuwajPprFqtfqvQrSyudrCSNFazWipzraEmW62vLqkqfKtGKvC3ZawlMrUzJC6ut6mv2jDZshOcATJduZQ0Ay96MEoxMzK2sHyoqriorRAndbhsNnyaHSwEMFM43zXbMtKsIjBTrJ4rSDILsBOzZrIaLzCnIys/rQa06bR+IdynIB2fsx6nWp4BM4gsGbC9KY6x+K8LqG+3b52wqNwxzSrqqxUyqyEiLHY0VLiAM60kM7bIrHCsbClHuHWzTDOsNzGyTDDtLZU0T6gPOi0w1zgUs9omLTIhsdgsqqd0MnKz8acArv6sI7NcrSaqCKVkoMuzbiE8MRarBjKjMGQ0PiQpsUA1ty5gNPEs2KnVMqs0zTDaqDKw/ihKJ1O2tjE2LGqsETOKMY6sUrc7sZUxVzARKuQvMrDPIr4x9DSFNJI2dS0ONFq0ayt7K/sr6azrNEE0FrDkrPOslK7ELKIobDR2Lf6uwDGtsDgldDHZqjetMSvZMLwtM7Tqr/a0Qa8LMFMwLrPELCKx3jF/uBI2gygcM8wlrSvvsXK4OrV6sj2oGTCZJUKkaa3etjSw7TQ6J9ItcaWPLCuiXqAEDAOpNC07NFqy06hLq1+sYCkVnRWwTCoDr72lvKLPrAi0U6kDoWIxJaxRLs+DWTCEKQwwFrj8LTQ0SDGGKVs0m7BUNcYtojBmKYSzQrRMszAyVTTkq6M0Zy1XMlwzLTcqsEk7JbWpoZEw/SWNL0QzvC7JLLArNTCrm7es1C4Jr68wi6oQLJQyJDFSrrCwuzFSn+0tWrLOsw009DWrtKwsUDTOsCutV7LboqqyKCYqNCIlwzL9rrovq6FbtlmyR6twN34sxbDFPHU6iS2TLlau3C39Mcs2lSjQr02s4y1hsOgl/LImLK8iZa41NBwpoSkUMEmvmyOttd6wzyCZp2OrVzOasDMyPLV9rAEvnzDpMHchR7NRsrKsCDNLMQmu/ShINRM2nDCYLdog0LO0s5ivPS5kpYOuYjlVOSkxYBnMtSQ1w7fOMM0tcK9oJREhVa/QpvMwYCRGKqYuLZxHILSorqjqs/0t9q3bqSK1F7E9pLaqhi7NraAu3CjgtW02hK+zMIusNyhhKpwy17BTLEWuKTJWNWiw4KIeM9mwgCtIMQw1TzDINn65XLKnLdQspToSN9Ynci9Mr6uq7rEjsC8rPKCHJVilsS1JJCksBaY5Kp0vZSpbMDOwErJZKzAwjC0PrgWuITKBMksbb7FuN+AuAjJ8r4EqgTQruUopDjRvsGowcjLepRowqjIvKVWxNC08srksvbGItPy0DbW2NaG1KCFuNSA1gisnqFuq+jAlHbgsBiTLsaglXTCrpCO1WK5hLdqm8rDurYc1qqV2LpcuOil4rISsd6/7tE+zGbLKMeQtQ6gzr3Ci5a4pp3Q1OjChoB21jq7KqrYvPa6GtGexvTNBru2y2S+TunO0MzWsttk21bC3K72vW610q04waDESLDGU56wSNB2xZ6pIL4MsGS4eMKCuda4fLucwbqqAsbceHK0IMDQwGLQJpGG0ZaqzJ8WZ4q9FNNczsSwUJCmpkbQGrJcyCKBdNXqvNbTbrny4bq7MJs604Lw/tlYz3zHDu0I5M7C0sNAtjjBcrYO11q7ysBioBykbsCSsdrMSLTCoyCyuqZ2pAisKmjOvXbBvIF8tly/+s9+rPytAtUOwpDRbMEutTjZfseCrOzL/KNGyN62KKdObgTNwq8O057KJqZQzvrF9u+e9oLRwtMEgEbimOSg4JzQWMHis76hSLdCmZjGwLiw0Kq4pLDmrYizyLz2xBLINMtMqgy7EHSCsDCqiKAizoCyDsbE0KbJHrlA2kp3dtu4qEzfzLQWwRjRhLzG0AaLZrwGoNKuLONs1FygDFxKUkjTUKDC2JK9QthG3+i7NsrGiSCY4sZ8tKS+nrUsxc7ScqUS0dbCGL/osEi8YK9kfBrT2l4ouMKkNrCKw9y6MNIs2iimVNaouPLKdodCqhyxDseapIS6ztWQsBS//tJ8t67A8tiGuLDfGrXU0i7FwtoAkY7CTMWc1OrUANne52jQGLHOwCi8cqw0sKzaMqEEkDLBRMrUp9LFHK2yoEjS2qsWlASzcLEgmfzFKMKosmbA9q6C0cjTANcqtPSowt+OuiCx9tw+uPC0Ps7ubLbheMiesSLaXrn41Fa5UtFKswrF+sF84mSqfq/0y9C6JNm63DTCDowohb7NiJIC0A7MUrc4cYqiFMHgw9ajeK6mpf68DrK81MS4xqsKo7yxXpTGv+TaKMVE0tTRfKkKuc7IfIB60s7EVrwOzOLRPr0S0Gan3rBC0AKznNAEx57ANtbgmnKzkOzgwGyqYLuw6zTVGr+KoqrEFKS8sUSgzLUut9SHdrAWzAaK8sFOsHadOqRyp/LDSLActRbHfKbisrSgqn9K0Hi7+q4IxNbQ3orKzlSmLrjW4TysEuKEyYTJZOhmz1B86smcz8LWCtnQvgjI8Jem0ErQfL4eydap1tQ2uNrKHs7oofCe1MXQsqACGMO2t4rIcLdCuC7NFKbMr6S5MrOwjrClMLsYWajTjKV6sfaokNhYyCbans3Gu/y5asI6sV616tYcxNaF1nAs1LjhOq18u6rd4LUC4MbIwsMwwyi3XI8q43DeCNGE0C6/yLRG1Wa2VLfupEjGDskUq6Shcs3Wv9q04rKEsHDGir4aqy7A2ssgq27BxLBmkgzFfsQWsvjX7tKi06iF+rgaokSuGtISpUbaPLpOoFTDqNQM5GS7/pXCxBDJBsgUgISt1L2Ys2SyNuL8ncbDWLdewoC+Ws8owYigPIjynVCLsrR4h+DSVou+qqSwmsFCmBS3fseyuPp+xov+mmbKbrb+o2KiasQK3pzGgLa208S8BsLurs7EiqJixDiuMq2gk4TTgN0C28LfXlFAjCrERMnqm5Sx8FFg5SrLAt4skajmULEot6DWtrhOkYqmKqfOyry23MUap2CwUq4gnYShKqtkvOLCXqDUx4rOsLW2wCyHdooKzrq7xtL2w0zSasOepcSfCNvmw4Y71MlSzxiP+LY42zDQuMD81sTKusGU1DLBbNaYue7MvtxE6+7FMMMkvKTAHsIW3F66esUeonx91rxcwSTJ6JzSrkjCOsk4vya/GMT40QS0qKC+wJS7vKaGprC7CqykXuDQ3pAGew7TxM94u4S8BH3Es/DSPKh4wIa22NgEnETJJMTkzEbRDr6Aw0yA+rKmxLywnOqGyYjBpq44w8i5lKpS0Bq3Ypz+pHqYfLxKl1bP3LBaw+qjVMxAxH7SDLTgsijB5LFwpZC1rp08u+7GOJFuw/TLosAO0PS4eNAetBq+hqhI4zquQNAwdnyTVMXUsL64eNruuz6/dLuEyQZ8KMRymCqzPqyiydbvGtbSj+DDds0qvBCgLr2QxMakvsQWzzrBPMSopdSkCrmSwiaQCr0SjnjFws/ilIRmkrsYl66y8MdMv9DClr7SgRjF1pk0xWi7ZncmuxTBKLTUn+DFArIQlFbRLsYs12bBAtPIx5TZJN9SxBTZcLg25vrl2L3c1I6fUIZSqA6nsrnCyPDKZKIsvgDH0qU2x3bNlswqjeLGfsdyolC86LTMsVjWLsLoz3KxuNkYlgjIzLowxyrGzr1IrHCgDtQ4ikbSnJ0OtGjCEqVYfATQcNz23RCiRsLQ0lbUsnJ83N69TNaAuHDVVrFoZlSv6JripDqsyKe8moTDRsPsuGbSgKesvCLMWsIgrYbDMsxot1ysYqpEn+KfOqly0OzCbJli0ii2HLnGvzScAtVoshrQqsa60VLS0qEatcyx3Jm0z2DURqlYn57QjqIm7dbY0NVO0gCP5uwGwWjT7rGIxCzElqVSxWDQsGyW0Di5RpBAiWas6rFGv+64BsQ6YvKiMsVGzQqhnLKmmlK7mNhW3U7EJqA2qhzOdLf2xN63yLwi0Ei2brQK2abFSMVszk61lMO42bLUntHixSrVEtPOeAzXDryS6djG+ODywNjTrrqmo1qPKJQClXqYvL1cxmTMDo/OoArABrKOivK0/pm4y6agOLLgt0K1wr9CxXTGysaS4CDSUsCYxGqoAJp6qxbTHs5s0L7YftJm23CtOLHs1aShyMSm3gLBBtNKwVzAvOgk1d7W6uRC4q7o6KbcrnysTql8nFC+SKpcuRy0CLAkuAawurFWwIbL/rywyaKwZo3WplzGsKQkxt6oQMemwfrUfuAkq5iwCtJuorTg2tHI2ZDQlMyswFiaJM+QorrbJLwCuXa0ZuD02P7EZry81RTXzszu2cLfrmHOydbK8MH6zqLGxMbIuRzH1rB0svLT6L5em/CxWtYss+Sn8LDa0HaF8MCSwHbJJrsGxe7SVNdmynDcSKRG0oK7JqKahCq/1sYUywRVbMQKz7bXdqFGu96sdMIapYyz3LXgsPSUDtYG0mywCsAEymrfSrhy0uaGzstQvNiJ4IW8qlS8kLyowkzDyLJS2Dq1GsDmsszJ5sfQwkC44JhGpUrB+Nn2kZDKTqooxNLgnsA241ijCMMyjRCfrNbCvIzJNsvSyEDKKMWmuMC2oqaMvljMoN3apVzUiL642M7ZjOPi2ebfGMDEkoiqQHqSuJy67KCgx8yW8sJ0w2DKmLmwao6vlMMGyUpqzJRYspCpjsVaRUKD7K0KwyihDMvy1eTI5tTszr67/LCOn1C1uMjMxfqr0L4gy1jS/sf8opym8rDgiMDNDLsIraDZOseYwxrCZuSO0IbfgLWytAarOLwowaqiJsv6xE7GPKHarGKfULNMyDrBRsIYtXbGftEqwozL6KhyvdK+YM9Kk1SgCtfq2Biixtj62o6/zMqOT+DKZMUy0niz8sjaqKTEtrl2univHpnewpy7WNAw5lixaMmg0oLeis4WoIDQUqmY0zK6yplswWi2PLtktlCmfsUQ0kydRsiWwxjWFJI2hVbB7rOepdS4SL5cwFSutM4O2SrjNorKwNC1SsP8vAjVPshKltC01uJooOrWjrocuRzEqNCsvzDV6KZuwizERsF44jTEjLPMtLTRzMQmv468ytMEuRy2GM+kkFK0NMD0YMjIcKs4peSnfLUYsQjRJLtQsbDIpLDQqNDCKr/ox2bLKs4+vJqzjMDQznK4gqmQrKrFasMgs8LbJqrQlDSrfMSgoFzWlse2z/7UhM+y1Vjg1rECvwDkuMqM0RTVsLokv1rHvMGGwTq5xNc+uKbGUKFCs+yzfrR6jiqhPsHkvCzCArLmrpa1qNCssJKwlMp2t8q+jtnSxsSTRM6KzPqwXrS4uR674s3a2iDOSLASwZjTlMcczkrkQKoWxyiwpHFGxfjKbMT045ahJtgMzDrLXrrEt3DIasEmrJDCTJrCyCi8DrdmukTEtsNOnAaj/MaopXzOLrratmqpmMDGxczcps8GserI2LDM0oThUsjepJbBFLVitwaMuLZAsOjCFMGm0YTAUMeo3MyzSLWAs1zNssN81fK7rrBi8ELj8Mt0tErDcrhEtZq4NKSwcArC5LNCpE665sdswq6xKLVazz60eqIK0BDERMVmxJ7G/rIQ5wy19Ks22IjMuoe00Zy3NMf8v0a25spiu/KQqLQooHbOHMG2uujQ5LYeyOjQSsLo1HDfqLd60VCnuthW0mTnnrCuvWyxDGLUtBbE0sCmxP66KLEkxaKYSsb4zPjIwLQuwia/ircko6yjlMpSmkiXhOOaxzrXJsgcyYq0JNBc3ATKGqOIihCrPMM4viCz6nnkyIy6eq1YxMi7aNZKr2jAwNjkrh7ZMKbG0HDIzKTU5eK9ZrOSd6rHhMhyu7aF6Mjk0erQqND2n2CyrqO8to6ztrVKkHjEXqfSzxa98rjEuWzSgsHGxjzEYLw4vrR/pNZ01xqZPGssxFzQ4r/EkDTAfNFEoUrN7Miuzgy/lsF2pQbX4roM3KLO7NKy5vakHuC2oyi1UsB2nMzQZmDew5jCqMuawq6ywn6ekaSQLrcktJiT5K8cpGx3uplswzq6gqAE0l7AUndkoMTJcsB20FzfutfuvtixFMtWx97TjuLisaqxuNdSZ5SjbLQk0Y6ztKUUtWqU6thu14bv9O2qqujC/M9C0uavSHH2vWLQyoEEqS60ireMl0CwhrWq01iferVmoaSHKLhou1TOvLk8vuad5tb+wnjPTMYMuVrC6nSqworXPmSknXTEJMNipx7YhsKo0Fy9rtsusyqUCtXusUDVoLBC6R7P5tJu3PrPAt9k3gK7iMEwmDCPfLswuNjDnr7QvFTL3tCMrEjFWNSAtTygbMfIrubBmsgcrLSqlsTsw4DOYrLc0ATepsLOs4y8vNGi02rEJrlowqqSqtE60pbAQLQCqbrDJLxCceLZDp/MibbcFNi2pxSRUOC+62TDtLokv/zB/pw82YDLzsU4kRTDDsBUsPDFvoIYwJiALMJcgJqsrrTQwsTFIopitR6WmKoQwfjWPNCEpxDIsLyYpDrQ9sDW0dbCUJU2nMLhrr4W0ATSmLjGZZDBmnkk0rq1QMxSztixkNGm19rLHrL44pbUWMX+skzAsLfEufK24LbSpETANKJwvaCCVJqQu2KQqsSemZqMvMPW0WC1Os7ww5yt6s7QxgzgrtdA1YSohNPUzrbCiNFUz1zMcsZmoJbtcq6wxSCwjs6w017JBNre0obUgM+A0cLNlohQw462mNW40nTF4LzCpYLAeJX2wKS5wIdAhkKtalOmsqLBqr/arZjO2pBazBZ5qL1evxLAAMZaq3bV2tFisWi1SNL+zBjJfLNmpfTUCibEvvK2BtAa7FizWMQsyHq8gsVGznC4eLKSxIDJQOuOzRSdCtGE4ZiodMCIt8TIQKQ6tkicTrY2vxh48M0IyoDDrH0Ouk6wltK2lKSwRtNGq0bBkLi00wayFqoaxLbSPpou1WbBAJTg4+bEsspQxYSoerjqfx7JOvKQvzy6RNImzN64PrD41NrDMLG+qVbXdsqSiFzMAuxYvlSz0rhEyd6trMAauUJb5LssvVK8oMycrBjHzrqktWLJepYgxYJzeqDEu1aCOsfmrWS+dLRmyUyQHMDqtNiyeMM+sxLHYnlGti6kqLd8yVLstKDGxKbJHrRGwZTNbN1qolbWIt5mzLDCqp4MzRjbFrcIzLycwrXOxuCvIqumvGaYos00iAiV4sN4u8LNHqZ+x9S41s9Oz/ymTLPixpixfs/wxoy5EtfqpMjURMdQsbLSzszsqsaknM6suJq6OsR4zETD4sNisJTCFMfq0qzhso3EzyDUJr+81t7R8vBe127mGOc+vHCrQMSYxirU7lgoc47WOL9qx1TCELJs02C2wrMAtCCPMsJIwrLJbsS0vnK5ILS40mDT6pJ4fHCvcNWAsWSGrtKu28rR5KPMb1zFoNEKyorT9M8AypDAltTAtF7GXMxm4rrS8KGSxALgDuAezV7TWql40YbJgKqGuUDLgLbMrsZihqHusXDL2LuMwpqpLsYShJiWVo3EuQDQ2rP8uyrNJtQCryy2ysbarlCcJscWevqpzs+wwkDC4rW0stDSeLfOn3C5GMmWqyLhEM7gu/R1iLaAtyC+kr6ez2rQfsxK3Rq8kLDEwhbFRNfykBClbMJIoOLAAq7ipSK26MnIj766WNAOsGTHarZyudLGYMFUpuCwfLE+zl7cSLI0z3LBxLRawhrFPLl2quq8sM4w2lC36MRs0QTMsMsa4Wa/jqvK08KnDKsq4HDEkNa0kjDGkJ3u0qihoKKgxz68eo8iqvigjMfqxPjSLL74x9rBVL1OwhjH1LmewEi25p4afyDQPHCa12qPbrcK2HyWWr1U0Y7YdsLUwrCwFLMYxQbkWueUzcTKEsDuogaintB6uVinbIdct1KjKMWcwmzhUtyoucjaOqDKk8abUq9UqFi+lGXmuxi3nJPmwloopMFsyyrHosY6yy6huL/iwSS6RLyuxo7BaNRo0ubSIJzStbDDPND6tf6SirbeZJbT8sTK3ibRCLu00CLKqKb2uLrT5ryQsTKSVN+838SioLNKv3i4Otl8Ym6qRLLyzGRlNrm6qga6qKWungix3q1Cy8SdRsSExyzQHrVmogK0pMP6wRa1XsPyySDNtsbA05zbfp3QwR7SfMwArDTC0LGMq4DF8uTuvKLIhsd0u1LYNsH8yjbBXKmgp8jQvOBakMTfCtS4qeaXesCYwdSm8ovWZf7AdMDksirJYIfirPyz6Hyq0IzBXLIYsS67ALrYjFDFYsKGiRKgZMCo1+jFeM0KwAy8gME0gFTEEr4goT7EFMSUrVLfksU2kI6nltTIsLihgNhe2viwJmi2iwi7Zr9I0vaF8MHaqN696DE8wSS63qTswO7IIo1Qc0igANBqktzH9sBOv6yhwrj8ynS8dKjwtliVbJrewKC0tqVissTUXqjGlhDJnNQy15iwTOE+1tzDLrZU1P7f0M6Wm2h5WsEWsICTKNxswCzHguY0pxrYLsoq5r6zzshI30zRDKEWzNK6aqiWw7aheMluwSbMAseOn7SrkrIylKy2vscEtSjBZqD+qm6+7I5G02bfaqgs32qxMMAI4+SUurrm0urGep7cuxbGLGqm3Ji5GsR4uL66ftOw4SjKqriQpJLZWMPm3pDTCs7er5qoEqm2tzC6WqJ2sPbGxrOyul51mMMexgTDDr0Of3CrhC8Yi1C9HtNy1niPKrUorBjWKr2a2T6MWNMax2TLJKZ8s3zREM2kyHDS9LzMsiqWas9qoKyoVLpKzC7TgNQw3UDC1rdk3HzZenBE6JC6vsnowtZnpLSeuUi14LBivm6IhpOSx2zD2LyywiBx3MzokPy85NdK0xjP2q2MyMKgfKsmgkyqsqSitpLKwqckp6zaWrnWvujENNQOxly5TrEwupriYrhowC6Iwrbi3MjZvqamrDrXnnbYyfrTqsrw4y7RcKBy51isOpBUkdKykrq4xSinKLBGwQaWBMsQqkLG6KLoxhiegMnmsTixrLmYzoKmDsE8yITQ0tg6wWrJzJ6qebTUpNEky2qmrr5evSqm5s3y5OiUOk5sx5zF9MRyyrTECMfYwBbKCuJusOTa4OKe1mLTVsR0ygjFHtFew+y5Bomei/i+zJdaxRbEJrBcwdytDLWIoyKXxNPWvX7IsrXUqSyxHMdgxgS1jstSvNzD7rFoyQjAnmsAz0K5ZJcqptzA3t1kxyLRZLXExLDMwrxUo0bMDsy84BTg4uIytD7htObesrTn+KYEt07H9r6gqD6tvKjEuJLOwspmxcZ44KlgxBy2jMqyugie6L5gq6SWtLCAraLPNrwy0haoqMBWuv6UupkyhWDH/rNCulDBcsEwxkbIXNGwvp6v+NEMyV6q+Jran67MKvLU1QLnVsWok7KYJMPG1JrTespauXKzpMVkyiinJrIUusa92pUU04yE+LaAx6irjLO8p5SgTq3GxAim6ruyohar5s2+wUDAyGdyxiDDwr+Mq1rF0l2itfau9N+m2ICbSMnq0+bGuKUe1MDEasQawPza2J1M0obd1OWC2xCfnsESsUbDWKyCvyrCWLWOa/ixJLoUxyK3orS+yVjITKUgwdSfSrvOvEbDjLuij3SL0q76z3KxrtaGssLG5spep7Kw+KFI1S7B9MdenODc3OzYzyrC7rseqgrd8ttK05LSjo+Y0TTvkpDE2xzrcu181/52pLheo0DCrNnmvlqXImTYyjLTHL3Swvq/JMOAyLDTBtWEouCtpKGakWDJAJX2mI6sPNTQsbiwxMf0qrTDosc612izvM36waLJSnD2r4TzGMmiw8zWZEA+3zR9LIuGbMrDOLzIzVrTmtc210rUBMhOxQrQEqE6wG6tpspsvAa4oKY2ws6qgri6mgCgNsMQvl7KqIQIrzS0Bqp4uBy1kKfkrOTKCszewprAFMOA0UDL3sB4v3rE3rmswwrHUNgs91iU1pS4wtq2+tayZ668nMB4xFTCOLQ2r4S60rlq7zzSarQgudSrmsNigU7BMoFGrFS3zqtwwVafQsw8z0jK4MAazPbFkqKcujinyMJWpbrB3Kb81b6ugsZuu/zN0MSeusbSBtOA33bSVrfennrA3PGYtGzMmMAUv7LDcJ6ExTLXwKMMnXzgrLuAxJrcDu1Q1ErgurkqinC/nrTotHyhbrWAIJTTEqA6wHKwLLlquOamml8sy560XJmqyHDD9n0exxrAPK2kyKK5dtEymwzQtsXQ2sSysse+t/bB/NLiyqTBgsWu1fzVSrlSs9bo1soWqtiwRNhk8YjGBpfU5bLekK8Ozo7JlsM6k2i4YsJaby6d0rq+rrq7iKuas2bDgMtgqTalAKnMwyC+YMgErlK2CKpS0wTN+sTU4erQKLAUvV7NsM/Mw1rPitQMxDLOvsFQVqS7hsx8xqKbdtey4RyX8K1uhmyJOOjQzcbT5vJkxCadcsS0uraoBKRewQ6QkrnMxNbKrKzimeTFHr4Qc8rCzo34xbqmsrpUfkCohLOgt0yF4sR00jy0fNgWqEzTyNFch5Z1OMlaw4SXTLtsp/bIwMKkvfK+ML8itXqpKtmI0uZj8tGW0lTjTM8yvMhpNOgoxHLfvrWMswSo9rmGzLSfULhAzmiDsM4YnRqwHLXKxQrJtru0uPCgCsEQNSDJurrowZLLkLNuxdC9kNdsuYjUyLvKqtDJTOEyzUamFqBMpODRQq/uveahxqAa0yjKdq4C0oq1UunwxSK+Np08nLTmBNUw0aTUzshmuEq1/s3+fY6cpLr0d3TEHrlEsszNiKWMo1DMOsDMoy6c6sA00mTDUKI0w+bTkpyKhKzEJq7+pcixyMXoyobeQMSu1NZh2rO42HSyEJI6yRS5WtVUpByrNLwqunrcCrQC1DDOhsR44zbp8K4wwfCiaMmsuMzGmtEsoJZqmrXcooCyjMjUrD644sFeqzbHpLN0tf7D7reAp8iwbMye3VzVMLAw3aLWVuEOtsDR5soapMahkqqmtW7SlNRouc7MLqsundK1INHSuP6ZrLQG6WrcyNQ21TjgFMCu3f7ZgqHiwqKjxrD0oUikgsKQvxLKPq360x6srLCEw7qmaIdUll7C2ME2wnzEmrC2qqChPqEiqOC5MNwMxfbTxqaGtOplwMCOtDq0hrtS0AjSAsZ0tG7KDMFKw9DS+s/KrxSs/riw2KqsgsHSyDzCLsruuLiwiMAIxGjCKLrQkAbNsLaqq5613L0Ihry2XqWiygaINsTarByh7sYitW6+prvaooLaQJnYyADvMKVq1LTT6sLK0Jq36K6ItEKB6tBIyYaAOKkAmRLaTsGM2vqnEIyksCzVEuGcwTSyutBI38aZZKO8sehxBMV6sSzCRNNisaS5RHOIuUiikJ70vdzJqsHQuzyvRM2irX66gIGswXSl/q1Uy8K+LLrQvgae+JFg1BrUoJfY48LO6tU2sfzOwMBCwRCz3NOUud7DZNN02xzBstB82KLU1N/oq5rXgMQe3bKtDJhkiR7BhJqkhQbLjqC4rGjZjtDIxjC2+M2urSqTjqrwqMicjKfKt2yuJMTurVSklMg65ny11spsw1S8xqee0lKdjM8aw2KUHJdQ2MDGPtB2Gijd2tRGysTC3uWwpIilGNJc2S6EMuu22WbG3rjM54zDDtJa11LCEtRiwyCHVsuWg8ieDsXytWZNqsu8w+arqpaOkXyz2rg6tGLIsLhAsI7ZSLDO4ijMqJhosy7CZMIKzbbEPLfS0XCofoLw0ySXErmSpgR/gtCIp5yxOr2YpxLY8NfqqHCw1tF62fzaHsNWvYqwLrfcsjSzGJjizIzD8LU4wqLE8sNosJ648MOehVbTMlpw04LEJrnSzgypprP2tGrDzrfcyWbCENtYm2zN+mjmvvjEzMT4n7jIzMJwnK7FcM8UpCrCONy0oZDBdNasrmzhgLCouRjAOudi0Yy1sr4Yo+KwxKqmrFa6qL1mttC8ssq0uzDCOKFWyVal3qDuvIyjzK+GkhBDMrPayJaIwNqIkRbM0NcKt2q69pge0CCw5LZQ0sCyjNPIwArtTrVKqUDKsNH0y/DYquMozrSR+tMIqDi74qy6uA7bYJ5otYCyAKAWyOai9JtKp8aapmOMpfi6BrR6quS/7r2ophi67KR2pVbISqSmtgbCurcWs0CvDMWC0FLn5rqS13rEwIRIpojDFM0c0OS+zMaS8zC7Ws6uwxTDwrlOiKy4Oon4xkDYMNdyzJLAEFyq0MaQRL4ks6rPgLU+jXi2vM7QmXK1esh2uI6P4rqIseLS2okShnR/dNNSxVjE+KXQ1WqjdLdY33TF3skMj9CrGMEkohTAUNLgzPZ0AnZoiEbEKuzgsrqwfrmM0DS6eqzGsAB8or4qlVDKnsIyp37BNM2GwDbDysfIvkLAILpMwFinVMRWfbyPzKTQwSi64MSExprAYsUOsMrMsr2GoxTDWISUzmqiOOEyuEbO3IniwmTRtKZSiQSwZrPGtQixrMP61lrz0sCWsRzDFreus/yc2tOO1ijLpsWy8AjaSMTQvs7OZnNouHS56p7oxFSL3HM+wJKjnst0xlzBaovwtmLGisQkx7ioELoMlijBArNWwGis0KvIu2rW6Le+0Apa8LbCxdLgbN7kwoLJrKp0vZDMos9orU7EhrkAtH6/4tFQxpjS3rie2YLn6ObO3/7XLObU3Fy3LpHmqP6jxnA8v0aTqDwgul6LKMUOdhzEfLMUlk6inrXI1qi4HrBmzXiDoJoYwYDTEJfaifLO1t543CS/VtlEycrK3MNGpt7EuMVuwcrMcOO2hTjGPqXG2GrjcOOE0IDGjrGc4IbN6tK2zkbJlNnsv2bRFqjcyqC6Wr++zCixIKyO09KrrsfewU65Ko3EpITMasKcyj66lMnCw5LQnKdEqsTD/sW21zrVApWw0cbA+MOUpsiccJS8vJqcbMt6nGDYQKc01xiEMtKm58jFHq40rKzG2sfKllCyfsMa59jb+M0Mw3DDgsWekoDB4NUKwHC3xqnMkxqibMiGyybIiMKqy8astKEKpgS8YG+MoHSadsGskcTQmsPKmKDn3NnK0UDP8LDasnKYdMQGx+TMFMAU5LbKEl0s0DSXTtYQuBrSarl0XSrd2tPg01ChnuRw44q0GNJ+ue6+kLOcx0y9KrSQwOSy2rBWvbC34qReqkqQCMrQuayzhJxuxZSStqzsn/qQ/KQosS7ODJf0x0jD/qUMwzzNrsGQ2OabsNSetEbalNt4r6rEmM/S2cqLbNcmkLrF1syk4x6v1NE+uHKUEpUA65rOmKkEwJJ+EKcSp5y/3o1GtTqfxsuQovLG0q80xZaj1LeSioq5MMfmwuy1+L/6q5jMpuBW4nKxxrgmzhzE4MfmsXDMisemmYTGhsGe27TY8Mt4yvasrtfQxJ6sJuT2xx7UxNLW2mLEUs4cxBDylNRmyWKUBLq2xa6kZNBQvVKhRrqiryqw5sE6u8SB/r+KyfrEMqkyrZTAMq7+uWqiKMhyww64otRkw4i3uLFqtpjBSszYxHDRbNWKzazJNt00zczBIMXcwRK6GLfCu4TSDpesqnbhaNSg0ULEXtFY5bbFdN7exh7QyrO4jz5pnq8Utf55Usy4nBrIFJYUvOzK+H64pDCfTK9MtzSjTLOIwo7LDLt2r8C78K4GtmrAjNGowHivLL3mxSi6zsBwwh7nTNb4tqi0AMX+lyzKSLAEzvbB1oYu4qLlWuFw5t7pOru8vQ7JjLFCuDi2Kq6eyk7Hdrv4t2yqjqH8vB7Btq8es6y48Hu2sci8+qc0yt7MJLuudEKhbNLWvCy4ksHktxaUBMTMynS/PNBux0jW9tM60YLEerXA0DDGfLaIs7TD1NCyqxy1MtS0xl6qYsZA4LjRQsaAwLaYTMwci3xp6pxWx+jLjq6Is1jBvKDOd4ac2sl2vkan9sIeqjzXgrOuwCaV/Gb8mm7J2LkK55zEZqesfsS2RNnOvjKRFsxkoQrQNtRwuoC7KMz0q46VINDS4qK5Bsg4sWDWgMc4tmzXFKho6pTS5sYwx0C3oLaklEac+rdew6yrzJwowA6GNrm6wXjLzr5Yx6jGPrBkt8jJGMV8Zxyy0Idiv2zO/sXkwL6veo7QyGKfUM4unXSP7tJ6vIrnTNgujqjH+rzwyvzOusaQ2va7jMmUp5LjwsSY1lTM/OFIwCDSyqfQhTKhbKaezXLFTqvSfg63CKdCwAaYkrdS0Xa7co20ppTDXMOej3zI8nxSvtiuTtEMx8LDaHCCv8jCNshu2YDK7tQObSakgsH+2Paz/Ne+sCTRiL9Cura4xLhOw0CjMNrO2VK6nomu8vTegsV+057BIMpykNjA3MHcvK6J8MIck5qjeLaarZDGvIJmyZq0IKUyscTBkLS+oGapbrpGm0bLBITizLCtysVasniyFrDIuSLf3qZ8hCLBxOXc6PzF0N5ksTy2soZQyWTNAMO4rGjSTt34pb6Syuia0f7EGMGSsBy5AsAiwmaVSrcmrlLH3pokyT69Er0izfq4aMYayrLP7sKExUbOwshQpHqr2GeSmRjCfsLmx/LHsM5ExUrlQrpe0BiNuLXS0EDmRNmCvBzFRLncvzbELOOksgq5wrf82XjSPKuC0STi1ONyxfDNGKzAh7rAlGzIoHLGEqU2nObCGq4+s9h7mJh+w65letFSvLSsMsPuoTyzipCakgynjKZAgcbKIrsOp+DHQL7KyDS85sea1rigRLfw40zR7MFAwKTIsp7a4FTgBtbwo0y1wJvc1m7WSuMG5tDuqNVyuWikjpOWjgTWGLfcweKjBqSwvoDLXpvCdRTHyLFu0azBaMb20Rq+PrPqtV6wkKoIujyT6IeW2M6N0tHMuozHoLussjyqlrj2vdCpRMrM0Iy7npaszACmntOAzBrNRH90rHrMdOzE48C9cOGmulKqXJ/mq4q4hLCcRu7P6sGaj9C2ErE2hvpyEHk6lMTMKLtywaR/4sB2tZDCgM+evIimgjvKtgTRLtggwwCrvNHAxvK3tqw+1mDAxILSuSDAUKfivzDFlMM80xTJcMr45165Zn8O2lDFdMW21IiRePOCyizCFrTgpMi6YMi6tiiioMCUzOSyCMjOlSyRIlmWwY60/tQEw/rQuqJUeMDIoMDItUTGbN1exKDDMsEm1Ra8bsii1YDS2tFSwbi2qtL6XD6x9pdW16LFlMsktmC4tNXmsFrRktt25xrEqtMEvIzYftckyYbH5pSWsMbKYoNudNamjrF0trqiirqapoS0HqEcynihNNGgs9ClkqBYoHCTcKZysjxITtPswKKx5qggr2bKhIKwqZrd6LCArlbC5r0aiSJ97LpmikTRgJmQ5zDYsswswbTIEONgqVy3fLTQ0gbXqMRIutDMVJ7crNCR6KGUwKyYiLDiqlLMgrY4oZSnvIk2k+Kynrz6s4ifspX+0gzKSsgSty7CwrbepCSwvLhWxh7apJFU2bjC/tpiw9y1up1yydqMSsD8yl7OCNr2uE7hKMOc10qbpsfSuNTusthis0bUZqauxvJujKZ2rCiphNRiyPTC+MdcwsqaIMzCwWrEErAAwZ7H4LOawQLKarqgwGyvTtm6rjrO1qWWxYTVvNnEv7BwqtTErYCQFNBKlO6vXMeOpVarPsYYui7QJssKxNrWpvCu007BnODy2DzYirng0yy1ypIQswSwBqrAqq7CaMe8wMrHfLgWx2rXRMauuS7Bls7UyVLGrMUexoCBSKq+wJjYPtAQthy5tNVYmXiLqNKQtJLGLMP+xkzK9rXe3BLP0LhUiMa9sMQiySTAIKTo0LKehNFiyxDZsuUAxUanxsxwpvCyhGF2rHK1Oot6wFC3wmfOkhyIDMgKt9DEgrUUnljG9qQ+vRyybpcOsDCylKaOu9DZqLhA1EzSUMLoxpC4NrV+xuKvRLvUzt68zq++yrK2EMoakYjJ8t2Wy4TG3MDa3NTQZuLyx7rWQt8W5ubizMGMu+DCvr2wzNCgXql4tL6qtqBoqu6zdKIExojSkLCM0ZrAcIg2x8q5xMqexNyXLLr8vbCzuLDI1zTA5L26tBbJmspouGDCpsHoourP+tKirNi1jrL6w8LkjMyQqnbEHOV64ty/IuAgzXjKLvIi4uKEzs5YpkCyJn/gzOSwpLaK0yax5Kk8wYDFgMWkupis9MhwuDRdwsFatRjDBpi6sXSxksDg10TFasLWwFCvvmhQ0bzAGMZ2w7Zu4LzezwbJiMggwJjEDNF0467JiLhuqErSEtuWxbTMcsKq4rrgMObyy3zKjLiCxCihWpjkx/KiMrHy1r61erZirN7SUJz0wFaDHIKAsTy8Qrx+woa3Vqjot+bMCsqQw1TVkq+Yz5iXrLYMqHqm9tSQlx62Gtzyxhi2XMmKsV6rnHJy1lrAMsrU1Szduts61BKaZt066S7j6KrknoK74L5SrAyums38rkKjsrk0rHyg2LCusRSlfNgasqyOMJ22p8K4YMMEi17DMqsO0aTbTo28yyiCaM5Em86ERMbUhf6mYoOQwh7d8soe2brT2q8CrfLfMsGQuP7KIMkC3YrTJrFIz+rWDKpK2JaZsLOOwVK1KMUoxeLHVLDMdOrIwMnMveadorWeqLqCIs5AthrFNGj+o0a+XMkeqx7ijFQYuKzUDN7Uvna7Xr9QuhDGptA2y+KrSMP21wrF/rE23DrMFJiq0nzTwsCOcS7Kltou0rLb/MZ2wATm/Nd+uACn0seovurNzqdkgpKajragoWrH/pPOrLrD1rYkuMTJ6LA0zxDD5sDoxKicYKw40y6woLMOjsLEUNQ6v57RXsBcuI7DbrJKzWDMYtHSgdy6OslQ12TIitRW53SpJrG6wUzToLE2suboxF0EyG7iBLh6rbjNbq3aiXqh3LbMwvLJMK5IxrbEdNFCthaq6J4chKKiKpEcszytxGf8wpijZrj61jDALMVsvoaFxsQAvcDDtNMWwKLRuKXeuYLKeqnksKrCnseow0LkQJ24x8S1ztr0y5y4mrCO4Ea4QNNC1PLHpmSkwOKd6qDgw4KvBsmUrorDIrDYtGCIXtZyptyDRqPsib649rXQy1LC7rsInvrPYNGukMTVDtE4s6La8s7ix8DE2KpkyLa1LIRyt8izlKocg3q3isQ+5q6wTuNyuBrA/OROzJLmEtaizZq2xOBKiiDGWqN4xqrCGIakvLSYHLR+xzTE/M9ywGyFhMAC0OjDnr8syEK3XtS4iEyzLJdemraxQKPo2lqlHLcmp4R1Us7SwZrHjpimxe7Rctk2nTCydso6ycamkrp6ymiITMgi0D7SSLVOw4rdluMYsJLQrMpgETa7fLtOt1S3poZYvPTLBMSunlC6PLZqtiq0kKGGtJi2oLYYzITDYLY8hvqMOslguLy/TNnGzyzPTLk65PjJqrCos/Kt3Ms60M6kbLJmrTzAwrDi1NC5bON8guC7DM9Y5+7SUNXI59zEorI0xUC/+rA4vEbOxKvStoKwirz4wwKUzJ4kqPp5GsYCrbqrSpu4x1K/hmY6i9bNOKRKoMCTxMiw1DSpErEgv+iTQJpOlBbTaFsq0xiUmpAatLqxxsZMiZbHAr9CzTTQjNz6weDq4Md4l4ywvL98s9aWlKrmy/SiLMBkkox75sK6rdqAUMogpaqZRMCivMSvYr4GoPLBWsd8ryS4HIrUwp7TmMvOtFiwOMN809SwOtN4nMDbKslyn4ihJqwaobJwtNwgfvrBqsQ6y07XtLdeyIzFgLFut3C1uNSA06LpquGO4d7pCH8KumawYJCsccC4apfc0P7AKMyQ3HbE6Lmw0uKnwMIYgZCHfpuixKS7xrbms/C5oNiE0ULJnMFEqT6MBIJw0WStJupguNS+0MlYy7y4VqGKl4CooHr6tKijMolYyaS/QJFW2FDMus4+7KrsYIuiyTi6gKIwiLLEVsTSmea8tLIigQLDgE9OweKr4on2pxLG/MHGuzqiDMJQs9KwgGZos4jGNIj2nEjWOMMApUjQOMc2su7HLqguoCKsBMcQ5ZbBINWMv5yx4Na64WTFHMSgyJrY4Nou03CNUtnslArTro7IwhrISHDI1LqqwpCCxUiiIqIguOKIqJiowT7CEKPYyRzDLrwsvhrT4sYsusZ8GpBItuiyoPFWxCC1eLNMwXbg+sks0dbA1LUsttrNzONSu4DLprhggCTZer/IrTRpsMeK3WzdesBsowDHRHO8pVLUos6iwHi0qpg+sEaxvoY6wNy/KJ72say3pLVu0JavnMBysHq54MQOrmS6fp1WvoahELUklMTY+uG2zQy6BJh6y8LClNXw0piRaLg22wTgsLZspgrShK4o00TKLMEkwrbCLNAqzqy3goxk1ZDloMDK1ES5iJxmkjqWRrkKopyBBJL8vZaXfsM+sBKWurEmvUKgWMI8qALItrqqtC5y2rEoyJrNer/+pKq+XpekqkK6etDmuTDHCsOusYzGgri44rKvMLDizaC3NLbOyZ6c4KrkwUqx5OfiuLrA1uNE68rYDsa2r0LDCJFIYFbA/KU4sKKGItJmqMDQnMoemxK6LMjMxVqpSsnExQqSiKzWtaDCtpp+yPK0rs6auBDCrIyoy97AIMCo15KcyM7MsuDY7qVkw06dFr/WsKqkxNccz6zRhtdyswyolNhUiMLFluAG1WbX8qJUrObJRrAChtqxYKTcfVyY7ICm1Ma0SqSgjf7DKsk8rFqoIrLOlMTZ+sCC0Ei8GuSe48a1XNMevGbTOM+4hsaQ/pQIuXLBWL1I45rJrtXQtXKXpt6ErYDemGNkzmibvq4o3ejLhsng3JTn8NqK3nJlgMIqjd6T+qvMvIytILxsyXLKLKF8wfKZgKyeykKenJHQoqKc+rJYz86u7M+ydM7kbKYutrLD2LaCyAqqTMCewuLQxMAYsOzSMOHssCrPptLWsObK5Nto2+7AbMXCqiTWBrn0vkCyRN0Y56TUmrxkwdSurI1EmUCywH2QuuLHqM0UocKX7NBekR7ARtGSnzDCesd6x8K9hMFyw1CBuHV4sF6tbraIwcTRMsHyyMzRiLPcmi6tyJmIx4DkKsSSqD7HYKLmwHDTuNQ+03izOsnE1hCT+nl+co7ViOqE4jrgEss2teq3LJDInm7SBqJerQ6qzrDCwHTA1rnCuqbAitA8vwTGeIpgq9y+Ys7wlCzB5rhCyoDR+sjivvq5yqvSvBq3drDuwhLgQszu6l7L6rwg0tCwIthityLkNNO+wp7GzN4w7hrWcsiOzKrwmMpS4ia8dLZKWsbFJJqknEbBQpcElw55lsogxw6JjrlqpHDFdryetz6oQsCA1TjLDI3auuqMtHUQ4BLkWrXyjJjFOs4gwjJxgLHyha6k2uEqyFav5qo00iLVisaE0b7gAMm0vTS/6tVaqtbjetme1GbGOruosKauNMR4uUDAgJQOxerGGr30d2y0hthex06TLMsoysq1tqDCuWSbHL2Sp1CYtqRCxmiqiMay57yvzMPwzVzCFqUwpyC6BHAUxxLijs9CwbzVpMsMqIzI/Ncqzxyf+skU1K60BN9G3/LppNTAmPrAGIDYuabABMpQ1wK2XrxWslKoZLRsvo66kJDyvnyvdLQE3sq5gsjQwr61kr8EyuLDDLhwuqLGjJhO0uCqxIqMwJ7A6Ockwci3SqyW5AbQStPM1rzRftpIZajS1rF2pMLKpNPc1rToXNhK61LBdueSzqaC0J6qoWTG+LyKxSjD2LMYWZDSDLaQlsrLorcmunbFcrEMtJrNEsdetmTDJLjY1STCKqLsulbluKa038rLmuWcthCUfLmQciyhOOSc5vjKRKxWu6627MO6xiC1SL4WwV6TTuLW1orITLuW8nqakuMov6i9FL+8sfJwGLDUelSvirJYvgaZzq/Wtn64Bs4wqxS4Or0Gy/TEloScx/KaXrEApl6gqKbeniCz0Oa8lULNHrlC06ajGrMey8TBbN1OpRrFnrvgpEbVZraiuCKZPMGyhsCMgM8AxDC0BvCQ3DTd9Mt8qYrJQMH6gaCmFrVymua6qrUwv7p7bLBOrSpseqYksdqsvsZYscK5bpRQ0YjGGtGCrJS8ysaYvVTiKpMQxBimFKaSuCrKvK3c0tjFsLNQy77NYqiGviaztKFotfZ2AKWmowqi/rYi0XDRKsCQ0yS24NDcoebByM18ymqhMqaMw8KF3r6grGZuNrHSrRjKPsCSsqCy4K0MwSi48KOSwTiJ4sKatBDFGsb84HLDLL1MxUjV3LDWxRaglrFYu0TRaMH0oDRrrMjIiCLUIKWcgSy7cK8crKbSSMpkwnCwnsx0mobJOKq2qtiuuKSowQy4QrYIuuadxLAEwUbBxLbUwayfWJJeufS6fNCuxzSxfsQGt1zNqtzm2Ya5ft7A2RjdMJ0QzOioDKFCojjn0J7szA7CuqSQzZy0hNe63UijELck6h7cAtJaxJpS0tocvlSXzH5ivHC64sk6uGSgHLc+0Aa0MpAwlELNjFj+sNakqrhayszSSMZgl9SuCowauty2Xsg8m0a3AMrcvU7VTK3w04zKVKDcsGC0gqeY1XqGIKFAudrKcJd0xQThRM+ypFS8AtZq6tS8Vqsg4ZDK9J2Q4/6plsdGqu7DfKEwpQC18sOgyKbMKMZOv8yu7q961QSwxprCtSi1+KPmtuyqNLRAaHy+CpG4pxy/RsjG23SdGNAQrr7FLNDgs1zBoNbWoezTuLOCvELS6rTU0CLBLrg4tqbQvuHEzBKo1OoEx5jWBNpAs+K0IMAQpnq7gMkayMik1NDqvfaJyLZ+t8agDJ2oe9aZvNNiwDDBmsO8oAy2IMGq0PalVsLKwRiohtoytOzJtqUMzVSjvpzKwSzSFMC4rVzNYs6WWUZzUJnwvzbDpori4h7ajomUw6DbFMY2rIjbaNaowz5pZMTwlH63epxSdli5XMWKkHiu8KrWrAa87Mzgu47ETsHiwQKdvL2mtGaypsHK0J6fQsKStOLELMVQzeq0qtW+0CrPxnBe44T7NMcK34p5ztAE2Zbh2rIWmbjE3Mcy6r7Uvsy06zSnRMPkvb7UYMA+smQW2MXCvsSbopHSxnaxvp+ou4SzBKNsz964+JxkwwjNeo5Ix/6Y6sE0m5rhPMLUz2rjYIUKzqS39sH0pMLaOJW+wxTO+tQQ+jTHpsmKs4qp1NUeziLJDNOi06bwpsRyZeLHyO2+vSi0zNKkwYDEaKl+bTqXVrXiw/TD4M1wrlDFIrGUpTKgVNAW0hjJqLXmxai7sKc8qopcIKZUsEqwvNLu3+iz+sVkzk7B+szs1Vi23LBgnMbGOPIar4qkaqMqiZTK1qr0sajN8rk8067Ymt781Q60MraCsnrj8p8slUZxOsVKx8St1mu4xQ6yIG6orwjGEKXoYwS2FHd6msbQmqBgsmC/LqMWqvqzGrdmw+yfOtFwv9rf5qxEy6C93NXopyiPKrymzEzx0qtytvjVnNNUs/DARsegus7M6Ob+0C6pKtd2lELtNNj65ozBZqoqewTEMtCGwKSzKsLsxgqQilN0w5ymjM4QxFTDpJ7iyvZzELLCqH7XGpcqm/qxHtCkw2qzuMBmUfiviuO+wSLNPr/UwWiEoqzwqJ7WDs9mx9COuL/s0JK0fNGsoj7GfqSgqCbOwLS015LH8tAAteayPL46swjHRLAcxyy7eLPKttrQnp7WqHKF+scIuHCWVsiAoKikAK8Enwx9dq4W05qhbOAqmR7FlM/EtcbQoNBwzh69IMIYl7LXxsWOpBjTNrw0y2TMaJJMsjTDsMh+s2bltLLu0RRsYuJCu06BvslCwUzXHqwEx7y8MLdww27D7qPqnIKooMFCHXqvwppKtyzC4JH0qIijpqQSvo7NhNcQyOTl7Npax3TM5KD4x8iLJqZ4xOrNRsg+3gLH8q2uyXDBhtH20IiEKNOwwMa5pKwW1Xy5Prx2yJ63rrQ4xwLIDMESoASHvLMCxdiuWLCobdyqRKKQqkibSJCagMK1NMq+xKbGiMt0tHa6ONK4YVavLKIU1EDUtMiYwNLSdMjMw8auur7kmCq6EuFWzxLbHMfKucygPsZ+uOTaNMSEwKKM4sdyspDEst0m4hzBCMUyqnDApq26pDzJ3sJqyu6hxtQovkifOr5UywZterLcsQLTULs8P4zHCL1ixeSfqr8muhqsnojQfbin/LPOzuKHYs9UyTbS4p7MdSrRdO2KyB7MOqEAq3zblNBmv/hw7K6s2fC2UMyow6jrrvMO07bSjLhGuEiZmtJUuFjO8rkskTa/FrOmqp67dm3wy5LC6qPemELGlJ9Cv6ijoL9gvD6z6pcY0lS3cos0qHzTVp743xLFQOWmt0C4UtHKydzcsLeUwoTVoMSUzjzIENI6xODCJOTuw77L7M1y4YbY5Mxun4bK+p4osDStvMI2tKDEsHC4z1aOhMdoqOCrfr0QoE6gaL4OhYKZAp5eKyaQVLAGtJDL+NImxGa8mKw8vlSVusUOwvawFlpatv6kLteU3ebSdLcA187FPNXqyr7P6rrQxhKvHuWgdACtmtq4ypDj2rEWxgy3LMKiz5SjerNewNK3QsoiqIy0wsJCg+7EXI74wI7F1K4Chs7GNK4wrPK7/LXszlyJrmYqvk7MVrqCunSudMCs0fKzvrEWrkigFNiallzSxNXy3ojeSLUqzXq1YMta5WanNMU4y6LSLtmqyPLRyMYmt5TRjsU8wEiwiqHkuAa11HVOzSbI5pZCujCiKpFilV61fJaExTLBFqhoxHKQ6so80aqkuLGuqyjJbMzYo+q7dNGiz6y3WLzs41rcDsH8v/bYzsugVQDVytFYwWjOBrvu4QzUouRW6sDSCM+uuFqOvMsIwTCwULrGhE7EfNqIwzDIMr86zTrBQMTEh1KpBpPEseTTWMfc1F7QOMByrMBEhpcuujTYdrH4q+jJAMpOszTF1JYwwojJaOMC4gCGCsZI0USoKlgg4BLFOKnY1YDRvLRwcY7FRNzW4UTCAuYWoCCVtq7AscKf2rfWkya17K7OuvizosnkxcS/zLQcnETBNrI8t2irtr/e0uLF1LWIkjqdmI1i2mCogJiIxzqxaMnk1WKcxpBiogzc2sBUxIbSNqtwvtKsJrEC0RStdMj4pkDXJLg21nzaHrz8zrTFVs3wufbKZLx2noR+5q9uxrDCKq4+wmbDGqoCzXanQrzSorrD7LVkxMbQLp6W1PiwPMFUvCjAwsl8wzzSSMUaxmrJGohAxxjVarmMt8rjGrcK3JrFgL5wnUC7ctMiq/KWlMIc1njFDm+A45jTasJA2KDDKqWGfSqibMm806S3hmS0kJy9IKkGpk7MmJQEsEKQ4MF8oRSzsLbYcJ68xrwatc7RoLcUzmLV2rgkzbDIuOFg0KyzSrri02C88NS+5SK2JrpQvZSODMRcgAjG7HMEx+jWotVCyC7FHsUo9Ejb1riyqXyhTrsQfp6gPqvwimjCzKYamd6szq3atTq+OsfwpTZbfMCQsFaxrI7Awuqxzsvy37K2Yr7EwyaoBpF4tsy0qNI0nt7JvLKCpkjYMvD00h6h+NbaymjUDnw2rVjCeMQS52rHzswUuWjIzOYIt6DIEMswuNyRLMb8xNTAyrawubZ9XJMEga6R5od4vXzM4qgIshCXnrQQn5K8CK7+xSTH8sgwwwLa4rbYoVSiPszE3oDScpr+e/KaQM6w3+bg+M7Wg2ig9LiowXCCFNOGrR6+4tzA39TEKrGGsubrTMZ80fy1MKhUw8azgKbMue68HsXisFCypq2kgUp6xMz4tcKN5LOWlz6X/tIwsMi+1semxVDCVrtq3wSkNNQ8pQS05BxanEjaCNeob77DMMLi6NjMdriMxNLBOmXswUbQJNK2nASz2tay1Gq6fucm0JbwKtzA0niiYrWMpE6ZjrKw0EDDCM+gwcqjurfMeZa5FquCgaTItsJUtkDAtoVssJbFanlkvSDKPtCguj7HyNEgoLTKrtGQt9B0RNGyyBKaxMDQcyLHCqoorzLI3tdUywBnRMSMydbQvLfKtz7d/M5mk0DV9LjY0EjO8L4Arr63eqckm4CoKrgqrP6wiME6txC1kr/Io5DLksFCv1jH/KhAw3Si7MgozGawMtHyvODciKeerXbRJsso0vDVzrXAryC7ksJ4dZDPGryioUrjyuB+00zHoLEmxULavMYo2oSZqNSW0qrCyLj0ug7H5LTaucbG1ruwoii1PLrSYdKczJl4nSaE/leGtAbJXsowoc7HJr3WtpDcjNVEtBLcNsAAynC00sFOu6TIRreuz66wTLbIt56x1tWMvvCUzpTy436DFJig0JDaXuGsvuS7VuEU4mzSNL5QoCjHUL4go3zS/oH2nZCuyrL8d3S/gqiyzCLQfMXOsiqsXoVwupa4/Lr8skCnPtiw0ajRZMYS3GxpMMXCoNiPGtAsmQS8xMj8q2DcMrlcxgbIGNEexBzDasVi3uzNNHCkmeSvtMB61fDZUMZqbBTNTMOU0RzJbK4iwPrAfnWkx0ywyG2+olSfzLWOn5LJMJvUtpSxcMCsqqayiMFchri+Xrk8mcKR3uM2zIbe0rcsi7jZbNsA1crHFNZ0m0rpKsOIzGijxKDixcDETt280VDLpr4ixpS1WNru42DemNJayUxw4MGytGau8MOasVCyxLpkumS+pLTgvoCv0rUWwtLNtLgAqtCWHsWudIjBaK66sTDP/p9qq8K8UFe623quiNEcwBTRiMAIw2yw4NXa6vbRPMV6sZa7rt9i4MyxhLGsu/bW/s30wYa1MKbY5QLB9LAatmSwKrOStX7JNMQguNC9HKEMtFywwMrQwOyvCMvArmCwZro6yyCkGsEKwjq1nJMcbPykRsIWr+q7EtIyzRDCWLFiuqDERsXQyhS7Au66xzqpALuAvlq4KtmAw6q03MVmzBrWVuYW3njEzt1YvcTM+qa6nxqoZMSW2FS0dqkww+6ftocqoazFlMROmcjBOrFUx1KyPKcynaK2hHH0nCbA8tfwqVK7QssUkJrJvtFox4KrntZIvnbEcptUqILi5tOCuBCyaM4ksZrQcJ9kx97QetnqwDK0pOL8x3bJEMqMqfjMnMN4pACLSsTMvUaIyKBc196gotAoriareswSfuzGkkU8p3qp0s/YsmqpwKqcwa6gPrhQvSi1QqPUxuizHtNkyTqrrsrYxlLEBpEI6IDOpse+wW6aeNhgxHLegLQyw1DhitlarP7EltvsuCLflqhKwxqm7odatcizmNJ0xhCwIJ7UotjIVsh2xqTPKoy2t1io9snwq+aoWqxUs0zGNqEsvJbHJqhezbJi7rV61yLVIqbIyU66FqwC22CheN2+x9axIrKOwVDRfsyMys6dJAVgvHCrAMtGvUjjdNwc59DQktJoep7H6qZMn9aRgJH4YbSzlMrIdaC1RrucsVKe6sakwPzGsrGmu6yS9Mf2p3bPDqLWu6a3Ftj4tqzA7q5GtrDGZsJqyea1FtA+yvDjerS4yG7GqsIk1JCnKtsuojirgqfQ47TJ3MFOrxzMRNJSvQTE/M/6tdLA/nYitVDOeLV+gx63VK7wsaCzgM50oGrHdqf8xspYJqFEwXyYTMIwwnzW0MQ6w97FRLqasfK9CsxK1zi3pre8mCR61ttM3RqYCr741+7S/Nn8tLbQOrCgsvSi5OXY2dDAbNPU87iy2LE4dfR1YMWWruCzAqQMvPjFWNBCsRpGUpBI0nazBsC8sObJkodcoyipsKiCxozOKsjU4UCzNtC4wU6XrtIOzPCiorr4oOCQ6LioptbBwryE2MbOAriuxrp0rsW6vtqpfs4g0rTAMNrW2WLCXO9GxBDeoMLAtrbA9M7GehBxwrEUlhqcsNFCtDiyZKsGoUK5wHWktpiHGs66zgybGrzao26BqrWW1US0TODQtqK+prjYtcyPGGO605LWMsyyxIji3KqwkRrcqrOUu4DLgsZytcDJZtIm1yjRetpi4obmRpk632DAFrQOubbXZrXwwgqYTLlkvBTMvsT8wkCzVJOowTDGWrYY0g6SGNNIvzadcMHOx+ayusrS0kDSiMEiz5qoANNG14jSnsSmnJbYbLiE1czQxImWy2a0LrVQyoTBPq3edo7N3N5k5eaT7MZCw1jFtsxYrsy5sIGooWzQXMYSy3K61qGeziTCXrzkysrGAMbCkqqvOrkqtNq/orcsxBC4IMC8nJKk/MPWkWi6JrLsvbziLLkKywbFpMsGymjTdNsQz762BtWExhCgILcUuIDKkMZu0cjUapNYugbQrtEy49bHPnkaTCzRkLLmtb7EEs/6Qf6rwqF8u1Sn9rs+vHK8HGD4wLjKAMisr4SuELswk17QqMGGqnzFKMBoyVbUwIkAzsqykMLuqGjCQrNI2prPINhkx/7OZLTQ1mbXMtKuv9qiqtQa0OzPpNJo8TLVUtCA1B60+p+yeEqtPLj8jAy0vsZ6k2qr9r4kmkLSwsrGlUTKmrhgs/a1iqS8t5bJeMECr8Sr/rSy7FrYlsKa0sZ4kLzWwhbRPsZyuRa+CNiq1MjUVMpK0da68NdW1xLQTJKyjOqu3OHUwDY6PrsGyiC7Frrgw0iFwLdMyADGApG60KKzrtAEuuq96rV2v8yzSLbKoF63BlratMK9rr6KszyRIM7wXKbUZu6izmCkcs7suq5w6qMc2Oih2obAmUDUhtssrtzSYrB41rTXYMcQx6DMfrMi2QzBoqbArzCh4uKSsyLArL5CoYy+arP2u2bQDMlWmyTJ4qnwvbiv3sOOwUiwIrAgxW7GOKQeuaqqvMS4x8TDTqBm0bbhotBqwlKV7K9Y16J/TM4yl8LByre4yda9gL88xNCUgrU0wJRCMM9mx1aqWqQsywSu0tHA2irDlLKsVqq+PMW6ofLIUMugwgC3FqTaxii5JMiwueTHRqjOkMyuvLOmweynCLLo02qxRrS6r0bB/pZ20GjS4samx+azyM54xl7Xvsh20IR1apiS6XDIsOOm3WSwgtr2jIrfhtEc0YbrIsQ8qYrRJoHkxciTHMtgwFK4IG8sp9C9rJqgqtbA+LqOvMaadIcMkWBxwqhkfoCwXrQAxQLKYpTyssTABJUs0hzjCKyY5mjFFs/+18y/hrLuwPKyUreK19iVku+wiKjQMtck0NbTTMncnuLCuNJU5yrnnmQ+1cbTLsh+5sq1DsM20OqlwJBKw3SKaJAktDSrKMf2zCy4LHZMs/atbrFSxV7BssBYv1SgEqBGoUCt8MNMxcSuwN6Ex3rPStMaoOiE8sRurIDQgoxalEbmEtLWyULPRKaC4mC6Ep/ixEqB6NPi01i04L8kw7jmWtSUwdDANsHEtdCnNqDWd0KrtMSG0oSvmK7goIaxCsZGzhZtnpVUk3qzgLasy4yShLeOu5DOOoAiyayoiJza1krDIrg81aTBBqGApDqYJsuK6xyzCsR2sVTUts/EwWTQVsTEof7Chrv6wKSKWMkQ8sDU+M8sti60RJX4sCLIjMKqthanxNMIsIKQRKREkaJB0IC4vyyx8EF8lP64gr/Qq2a91sRQzLKBzMGsxEDLAqVCiMjCjMR24oajlrGwfFy4TNnkg/7MlM0ig07bANUOygih0MRMzrza5ri6tezrKuEA2B7C4rwyg0S8eJ2Uo+KWSMhmxiTGYrE6oUyGwLTuldS/Dtdww+jDQrbOcHDLDKMqpKrRLsNayYTESJTCucrSfMYywgTH1t5stPLBIM8qsSjmJrJEpZ6zJLbGzSTQWuCSoma4fsrk0yLSxNbMyMDKtNQ6sxbEzJL+sRCfgsJmnfCbvsR4pjCUhtEIwQqcqLnQsn7VQFz4rgh3fH4KxfCQ9LbwxN7MPou4o1riaKDW2y6m5qf0xYK/TMw+x9Ri5NYE3J67/LlQsRDJbtGAs0LKEHi80mrTkOIqc+i/aLTo1LLS7pwCp0y1QsZWvarEFqbuskRcAMB0seKwUMIgwF7CnIQESwCwwrDwrU6QCKKmsOi9Kr16yMaT5KBqtdbU8IJItpzEuM+0qdjBdskcycKW1ObsvQ7HrM2CsKLY5M8y0BzX1rJ+ttyzmImIqYLTWp8gtDTXmsg8sOrH9Ki0xH6B2sbetmiXPIg2w/aNpMyIzZq53rWesgqxsLeosCSqUpV6rmqyhsCSxlLEtrFSsVzXztJws+LKRrZawgiiOtds0xLRpMcouGB17rOIx2y68OYOx3bMANKo1azKZttawazo+sbYsKKoBryOovDBJMgwxnq44LaKw0Czyqw4mMi1AMrGt96BbL0ilQqZULRwzFbBCMcoyqTDasKQzkKvALXUm9K5YMF61arIFsLAy/LT7Mpqq+TFOME4pZplbNHAqGTd2qJKs+y0xskcthDZ6ryy4XbQ3uQwOniZoLOwyN6QZMpIxtrHls0Ct4CgSIzo0l6lksnWhyDA+syYpN6jXrS2yMiNsKsQpwzHXpCUcFTDUqzaWS7Sismiw/7SMNQ2zdzSptMkwcK+uNDSxcTlQMJIva7WwteW2sygtMfmy6Lf5O7eiZbPgoRwwAKo3MKAuezNFNIuqSihrpYCwla9usZIyfTEcqHKkKS8DqpQx6jAhsqWlDTE1s2+tW7THkLWpAjTyMHEw+LPMNCWuXjf7saKmG7S5MpMtIrSDJCQyT6+xLKQjVTZbt8E5hCQKGKQ1Pzkft8uw+K4yqDOucrLGtfmgHzFhqTMwzSwEraYxkKlOr30wjqxRq820NDHxsYQyZbCjKp6j/SQiNfCyezRaL2s0bDWhsuKsIS5DsSwpubJ2NU8kxra/KJc3Bq/pL9etFbRCtE2t7jGWNNwyzLnBNXmnoLUJryUvwKhULe6vxDIVKNasNDPupWAu0LbRLdUtHiShpLQqpKxVK/qwX6eXo58yBrP0r7Uw4i/AORO5GKBGNIgs97UPLOO37q5vKrqaSjTfslawfiowMIguhDKqsww3xrS4Mva1brZEN3cvBrQNsg8ouzKYqE2xzKa5IS2vTLGVrrwuoSBtK1s1aS2eKnMzAq9VsPiliCqvsqcviiUgM1i0sJcqsTuzoTU7stimKjFtJAmz6zBEskUxE7FnMn00hC+pJikwnLAuphQxbbSGMsWpdLA0uIUzEywSMJ61UCpEHgQ40iFwJuOwpahprcsuLy+cqO4v3KnzrhK0pKxEsissfy+qGZMoYir9Lw0yNzQZp4KvHzTGqpix1qi8M0ktNbAFL8snbbJfsrSsJSrJMEer9DGMtaCuijNdrUO3YCeuskiydTMOr1Wx8DKotTm7LDDjt+w0HKyCrZWxSCw8LB2ww7FjrBcsyCqFHxEyv62crqGxrS84sFcmALLLMhgx6i06L0gvGbATNGmwRqiGssu2KKwELVi1kzJrsgsy9JNzuhaiITFYNM8yELO5LoKznTEvNuwyTqNCtO2xYLyvs2W0/zVCtJavj5stra8qGzIuLuKrSi99sGyug6ecLJWnA6+DNOkucB8qLKUza66mJemWNjWoNFcyAyy8KbitMrR5KW4yC7GPKBUynDPynrsvILt7sV2tb60BJpWzjjW1tQY1BzKNNy61maUJMM0uRTcvuL6xdqn3KoUzvrEbppexU7C2lRo0w5zGKPoteazxoF0shSTkKoKskyu/LHWt1SnAp3Qs2DPLrZKnKDU5tLKxPjGmJyox1bDTMA0m0a3oM4S5r7F7s4qg+jENtro0x6cdp2a2ADVptOyulTARts8uojBtLpagVCwAtXwsia4+st4quiuQpAizbyxFrnAyKDUlq2uy5DL4tYEzii/iGdqwdyh2Mdekj7UwJwssTC1JrfEwOiwTL4W3bjEgsHw0dy7xumcmsbM3JLswVKxrNbiujDB8NHowwSzAMe0uYbFoOUA2fzFbLe4qBi/qnVinsiMCNIEoD7MmqGWuprKIsIeq8y7qrDoyC6VfoVSsWikjqlcuFDE+MfQj6jJhMfurWikMK6Q0hrALJjyday06sjm4ALKFqQQ0Szl2NHw0YLRDuLIuArJlrBqw3zB6teCq8bYrtVazYK81LTyytyy3qo2tiyoDMp+Z1q1asMCovC4NKaiyQDFgr5odnir/qKMvJyc/nzk0DS/NrXy0lZ1QLkQiZTHIM+Ktk7ECsoixj7AysUOwg6lKMOU46S/TMJUgJ6trskchQDUWNoUy1DF8ND6kGKoMNCIf3KsVM3QoEDNjsbiuoyvjLg4w5zN8KiyyAjTVKCKsTSqAo6Krei2rMIGy7yrRMA0zdzN/I8CsrrFDMFKs/jKtrS00MCxeqNwsObIMtBAol6k6LcotdiuMsas3HSgOrV2pB7TcNaK2ASJuvLAzdKHiLZebKCytrUqn2ytRKSAo3aERMz4kYiBSsw+xgzB/LIcnMzDIqHAvXS/+JFitSa/1IUuwEzTkKe80Y6suLTG1xLQcnLSuFq2iMgiqpLhpMLuwXRwCoBOuFi4YrP2uEbCnNfk2Wa8Ls/EyybSQMca1e6rjrjWwE6rAr6+xNDESqoYx9CmpJdknvimqob0wmx+jJ+Ov37AVJcwtmrBPpzIupqUnss01QLA6KyqNAQhAEApCBGIxX2hKgAGEqd2wRjN1sJgttiwBLcMxdK0iFDwvSDU7MYCdc68BtG00XzHgrXItATAosNGvejQpr1as063aKagxvDBKLCq00jIrr2SsjTPiL5YzoTFWKDwyK7BdJ9wwAy9iJBEvrCq7MSsqvKrHsZwjrqiJLVmxqjJKsmKvUTQoteyzSy2iLyqNAQhAEApCBGcxX2hKgAHSO6s8MDwcOnM8qzzKOzY7KzwdPJ867jq+PKU7LT0rPOU7QzxiPJA6cTu3OwY6DT32PBE9FzxUPGE8Yjx0Oag8/DlVPJk8cTwKPKw6uz1FO+c7PDqbPJQ6vjoaPMw5dTwBPG87oDuAPBE7rzzFOk88YztXPAk8eDwXOzc8gDtNOyqNAQhAEApCBGUxX2hKgAFStW8wCimNsCixJiLCsBS1v7OBM0C0WK0+LYuzXbXftqMu/SYjt0K2lS32sOi0Ia3srlGyBLE6s0a3yK68t7eona4btna0hrhlrmSpdjCat3avwbOtsv+u36/tsPyzBi5vrJmvt7gMszm1obaytfmqI64ytCyzR7H0rk2xL60WriqPQAhACEAQCkIEVzJfaEqAQLExKrHrsLQl5iD9MYezK7hlp9Q1gqOCqXYwVTQ6HWyu4DLKNC4Y2TCUL401qLTvMAOyADS4qBUz1DBhr7cxTiKVLwu1+a5yK8u1l60jLqs006Z1M4Gy1rA8tKe23jTNNZ6tCSz6rDKtCTbMM36YKy/Npa0tebSFKTswjjIFrRe3LS93NGQvuTEdJNMp3CIRsuun77G0MP20rK0HLXgyCKxOruYZ1rIls4ApzzL+rrMtOyu6seOyabFAkDqslTJGtXa2ZKQjsxszODN8pLm0IatBLjQ2eTQAr1+qFKhdMKow0LCTrm00iaQSshk2BS8Lovox0C0Qr0qxZSi+MEwyCLMQMVwsUCVKIdqsXDVqK0OrAy1ftFCtQTDhKfg1s6ObtPS0e7EEK+QzPjFDpbcvSy4hILQotzSzsxep8zB0pAc2/rCnrfwx0CgqGwmu+iooLpc176rnMMMz0jFWMUkwULXhNb2vdLYLMrq0mCtRtBevjzDcqQUsPzKeMNYwfTE6KuyqKLDKMBAxC7ptn4SzrTBPH6A4bTAds3kvxJ8hNSm14DbcKj8tUDiktqUsCrR4MOy2yLKCnc8UGTbht/0vCLTnLhe5TrDXIsA4hTGkL+e5oDF0ErumcLWELoE0FTCvtbu0ESiCMHa0NbJtqWWz/rS/LruvDbClpO2wTjGkMdExezHbtYsimTFitBMqSSwBKpawt7GsrJq2oqwGsVo3qSjjL5AplBsbrHgyOikTqgMwLqR8MMGy1Z4TNGsvFillt3kycbdbrMewUbo3L00xGjUUMTUeuTTNqcmxVq3frAMsQTaqoHSijbSjL2U1UK8nNIKyETAWqN+0IrmnqiA2fbPwJS2xRifCKXUyVLSqMhGzZLYzt8Ss5rD8MPuxRa2OtWmuZTKQr9w3Uy3tM+MsoDMtLQ4pbrf+MdGv9qeKrKKpLDOHL0adhzNyqZazQa0ALzyy3i1oIA01XaxprO+oaS1FLdoy1LLKtaszKqwEsZKr6jBGsKYmvTCUpBwhiiztMh+xjR0+MhiwkC5uNu6yRTOSMzWuQKF2tdyvwCfYtXaaCjS6Nd00wS9UtPyjmaICnV+oBTKdLEEzbqThtrws+y1VMtUwe7GzORm5Qa3iMP6dXbVhJ1y3IDWJqEewbSh2Muyq8DE9rZKtuKw/sWEz1q8LtYinOzYVrEQ16yV3NO4kJKqarrSsFS1Br4gzDTV2tHSwNjQRsY0wOzTcMAsyuDRxOL0xIDS9tHstYrY0stC5yja3MUG0MrTsnjgtWyBFs5G2xLO+Now2GDGXMiw3tC+apgY0piYfMoOzRLQhMHO2WCQ4Niot6bBOKq22SaVHMogmS6jZtEksL7LIMAOXQDGxrFAwojT2qseyZ6QZMYyzCC6hq1szzLZ4rLSkOTUrNGGTWjhurE00fyhJoOCw4LF1rRmiSJ7ONtQ14CyIswc0TzIQLHazQ7IYssasCTU3L92xGbIyNRiczzQlM/8zcY+gKYEr2hClsc8q8KzstR+zezQ+t1cwkLTuLbcwpi/sJxM4PrNQLKKwfK2trOGmyS4Utgiwd62rKIgzN6yqujuxFCvILr8uNyk+N1008C4WLh4zjx1MOKYx7rJeOVYwzC++sFqyarCJrv6oh7F4NQO2D6oEN16zM7ZlM4iwuLWsMMW1tbOXsBEonzNju3AvSDXCtFciqrBMtVAperDksIww1qyerf63DC6uMUUhBjOxM6oanrUpMmCwb6hyNLCroLa1rSEwqDFjsf+0YqZ+lY4fl6vStGs4hrYNM5Ovl6yNMnWm/Ta1siIsMjJ2uWI3R7FGreyzzCtnsFGuRra/MVCk3JphMB2x4aRhKqCt9jMlrcaxsqg9LqWz9TNzLYApqLPBIQ+0DTJlM6ay+JjxtHyzBTZlGx8tNi4lrF8ufTaPsOAnbzS9MQYaI65Qso62jbFpM5G1wDPJprYuWK7KpwKxyqaYIuCokDNtLiarwqCcGH4q2h3tpII1wyhOJAUy4S1nsscyV7VbMggyCzJWrrarUKVjs8S1Oq+9Ld4zk7CHHvUsKjXrr3sw/DR5taM22qiXqiKxI6m8pW630CdRs3A1QbjOtSq30LUPtUWf7pcULpe2S7DIsHOsQLmssFg16iqZIx8xUTQ1KcqmDx2BOJGxO7gfMPg00zceLREs9rCNMGux5a1iqdIv2DibIYCyOjJ8Nf6yCDYtqmytu66jNAM0hiqVMH+187VjNfY0uLK9L8ysviyFqKUxfzits3utCTQBNQwwgKnSKyY0YK2xrgo1EzL/r1Wyy7QFMtwj2bavN1O13amjJF0k37Rfsu2mNjGaMO22nDKWrUcxti91s4Y0Ja8RJfwxirfBqmguIrHaL78zWbB+M0AzBzCTJ/ErcLLks6oxVqAKrQixfbafMM4w3zMwLDGyXy7oLnE2tS7ZK7U1E7S4Lks0DLDDsNurzrULMDixaS7oKGYsCDYWshK2nSptsh6tDrX4MEKi36y9MFOdn7M9rXepZBLXtgOyMjRFLeCyzTXlLrcb7S9tLYM1JbL/OJ2y87MUsSitxrHxNLkn26QaLHGznC+jnd6nkDPNMaO0krEUNLCyHLLbpI+1Nje2rrMo0SuZk0avIq0UuL4zxzKDtGe3ELCOpn0hTLEpNQQxzjb3MCgxyrHysA0rQDejMww2bLe4Mvw0fTUvsB0ytbW0LZg2Ha0WLY+weCzSuO6xQrctsCuzFqeOLKAuvC6LKtazWyw7pwmjYrSTKhK5wit6sfo0eDV8tnEsWLKVLEwzVLC4rMIzX6hbqFWoVDQQr+4rHbIXtPaxz63WLQAw95gPnZm0CCywq5OqpKASMwg0obGCHFOm1jKvsq+3tTAXtPGlqrEnLCIy0DFPMoew0ixFsUkopaSwMOU0kSy4IuIvhi0aqfishbUit+wwUqzWrLcq/SpJr8KwvrGFsL8q/TUZtJoxV61jppywgzaMOI2yPSt/sxkwkjWvMXwvdLRBKHU5sqA3NC0qG7bppau0SrJ0qset7K0xsVSzIrBKthIybTKqLWEqr7H4MdmzoDhdKcU5ojXYtBU13DDwMSGohzBTrXKsJrQRpyckVi1gJeMoCipwKaOsijEbrI2wUKsJMIezT7QYtGA3DzBRtFI1Wy8qL6cyZy99svqyPCrRtfypYLjisXcfhrQWsA8w7LDdNJ4uFbVbMIaqerG2s1e0xTSbqZKxhrJeK1WyrLTGMMmw3SFyss2wOJ/HKcA1AjQlMBkt6DL5KLSyz6l0s7Gx6zRessWnA6E7tlIhlio7szaoQqyWMEW0njL8t3aqWiz1MpayCq2ksjYwWa0/s/Sm0i3LMzKofDPdMkiwUqh5qPIsvbGxs5q0IiQZNDou+TEHGq+zlB1zrgcway7sMCw0mLB7qNCxyKqgsOctKrPdMZCuQjN2sX2zkzEaMOwrpC9wMv6wTC57IjK4Z6V0sVczOq5fLZGyACiIMkM05Ku5na81/bPlMHWv8bYUsHCp9zHWNKcq+zTuIKewO7lfL5cuhjJkJtoxyag7t96vnq74LuI02bF+KMK2DTTFLE8mlSm0K5CzwLUFs66jFjE7MfY1VixItcayhqh4E580rTRjMRstpC67smgx0S9mtZE1pyQ6pW8xdbAEMr6uNjc4KIC2wzKxpjguGbITLhqx2TWCsOMw97Lls4K22rLnMpewsrALI9q1szKyMH8bsrW/MdgypbH5MV2yyiwfN7oxFbIWMtawNbcUrUAsuamnrM6yUC88MW4s4bP3N8GvUCoiMVqadytbt5UyeDUlJyWwsrCZq/s3ZTRZuIAwDLCHrFIyoi2Es8GnDaghtPQvZTDjNFgogRIIM8q2Za+1MeI1mLPaNFmxdrNeLIUyl7Veth+swa+Is1YvyzX5LXYmobCYrjwr5LIuNBCtfzs0Mgsz5rjYtDIxxjIgrSMwZ63JJTG0qawmr0GplbJqNka1ijC2tQE41LKXqh6uzi6nMn4owDBwLAU11biLNcYwhS/RL10fKLCwrQIuba5ptM+2WSzeKp2qfyxpNP24C6jvrXIxg6xDIx+xnzY+L9iwWSudI1Uykq4ntV+uHLSvtVu5aKcqtcAzsLHkKwAsWLWsMl2z/CUar5kwpyXzNaIxiTQIt6OyWC3qqnwxHrGLKISuYywpsjwv+bGINFGuaKnFqj4libX/M2Ita6xhJlM2GzHYtTioE7WGqkQoZx1OtNApLC4mrkq4bzc1sr6yjzKys9szYLVyH1izMyzxr3gvhLUepAMoIDK8H7mlBy3hNUwywC1CJUKygrYrsxciyTIfsf+rIjERtBUyZq7rMq2gsiwOLOQsDCydLKEmZSb6rn2RZzEasQokO7ADMmYlaTQDK701yTAJMd0mRChQr9qk5qxEsUOmEDZ+rk6x7auWJsqv76uyIso0b6qCsmG0+TNmNS4soLHIs/Wy8LOxrxQ2MLMErAEmmrN3rjQveqn8srcy6a/xrF8ygK/3NY+3QbhoLSCvpDE7mwgpwjisMBovyCNgsJeh8bV9LhkxLLQPMB43UKciMfWplirwqTqvFKAFKPgrASBhGOMwOrBULU2wf7ByNEmqMqogOIW327RCsGKy9zCSNHG2RS9wMgYsWrRPMwUwQ7W2LcSzRzQXs9+1A7VMMaEoBrcTo3i0mSnztJuuUi1kuPiyALPFNNoqvy9AsH8wA7XENDKyKyspMKOtSjdSLVyU3DFGtkCx+hR/swKwhTWmso04uLFhtionfLfhID6wy7WvL1eypbR/qIsxlDedsq6oi6iLsyMyqjQRK4axN6wPK2cukqi5K5c0wSq4poW0j7FcrPG1WrS5tOEro7CDNQ+10TOhMmywi6hZLzqUGKhmtjE3/a5SMCAs6zRVrZ2w+CllNIkwhDNILUcytSulLcux5LA9oFyxiDQYMZMwdqAVJ4opNTENqCmoJLO2LGSyiy4GuQawPyy6J1UuJK/2MGst+LHdG7UxKK5qsfymVTI4MPkx17hDMMMniKYzrhyxFLCxsIYx2C/ZMq02eib2NH01Ma/hLCCxCxy7N+Kvg7Z8LhwwcaaOMy4u8DF3tQ8qqjKQMDKy3zLTobUxWTR8MkSwF7IPN/sxyyzRMPyQ2al7M98flDBlNM2wnCZxMdSV1TD3tq41MjAysF4u0x0CqoKvSrZ5p4epKzPMp8yu2jDzLvYksSw2LxGsNa8SkbqugS9Hr0meo7Oar2G2PCVeMxOtbacSsX2xKTHcqEGmpixDKHwjt7PKK9ooTDI9tWKzS6rXGkkzqSscr1Gwy6dbJIomxbRhMSymxzEWNF+5EDL0MVg0uLVxIVW0aBywKGaQnTQRLKWvlahWOHU0O6yiHxumRrHbtOg1lzBdMEkl5p8qJ3gz2bI0sCKwobbhI60xrTVjtCmpIzC8sqcxMTAnrxMt2rFHsRK3vacgrVq1ryrzK7Ozda3Bplw0CrdHt8yy9jUUoWK026m2KYqvMDTbNlkutLV2tAW2wSi1tW80DLcqJAO17jVUth8xHrMYKJyqEauOM/ktCTBeKT+xWayEMForZSpMKX024jIbLp0tTS4arMayGLMXtLk0NSmYJq0rfi7ks762hTfxK0CwKySwuLKxbzAMMWm2/zHKON4yYDZqt7mlci9es1evd6fUMqMhibMTMv+0LKohuawnei/9tJW08rCuNvgsgyU2LT80UCknLMaxtyufNC6XvbA5rBEtXjZqNBE1wDMOLZyyLSZaMHyp0awuLgmyaqRusQcyaq94tu4tuaw4MZiwlaULszcr2bIFtHsqg7S+MuksjhfAKfYxRzBYthk1izVerRa1GDFcLacv07O4Nd8yTLTJNc6pxq0Gs922tyUEuCc2VS1kJVgpH63XLxuttqwpNTYwtDHmtXIUxzSLNQ64RzS0q/KxjzR8oJAExzFHM58wjTERr2Yt0aKjstmkODSWLMGu8LDYLk24sa4rsSaq0bLmsGaw4CXXuTA09qwhMkas2LgHNZIiiq0KtYAvOaFRMaOx+DGtuAE5OrU2obA10CVkqJevqLTdNDYYNLNwnH8sLTWXrCszIzYprncy5zOwMTSoxrY7p5oyXbOdNHiyICyVHgGivrctsRauPzOLN3kyzTUxMqA4+SmztuAysbClswoxE7aNMQW06yQGrDc1rDVxKj4yUTOfsOWrlrOQLnYxmjKsMditdzOTtXKzUDYYLv4zdbHksUuwGazYsXy3bDKoMHC4GC2ANHe38zQnrjmxVSdpMDCwPqoJKVOe7CvEMG2tuyrXNAQu/K1ds/wxFK+gtyowkLdGNHy1oLApLyWqILVjNm2X1TEnK46yAC39rxcfa7oyMtw1WTN6rTkyVi1cqZ4sVjVHthwptC7HsVotBDC6rEIhlLbrKp6umbWPtAe0MDXxLSAsFqHFqGY2UbhtNHUyHbcaqbOyLLTzLE8tEzLYL7QxErYzoi0oJrKjMCwwDS96tYA1nSwYONKyO6xdKD4s+ypMskAm97DyLG0poCx8Mm8nwTERtHW2fTB6Mc6ur7F1rrig/zEENI42/rdUtE+rBiIiuVoy/zFzspEuxq9Isjs2kq7etTMsXjP/J5O07i0uM5u1urIvLxwryjHPLQqwEjNVskoxujKfrh22IjMpuIAuyzGIMhMkJB/nsCOuCLGNKqquTjejrnwtRy9Npm0lly/XLC0vHK4eLQu0LLDVMsAkvKgcsEWsCDFFNxC0KbADuFEtmib0slWxHzX8LvKuabBBM3E4BbbgGT+oWC+ls842lDSDMv4ugDEJMqwzQLlitD4w/DVNuVEw0bSlsycmdzHwqvkzxy7BsZ2koq6FsfupvK8etPIoR6k0LmqqtTRssS0x5ayqsA4t0i9bsPktWrVPEFGxqrUCL5WpW7CEMf0slzJprFsxKbQEspEoprC1MnOqqjiStISxG6ieMqYsa7RXJGcxybT/s+owc7RAtRw1J7RcroqvZqFPsMguXKs8M7WxLDUhKjU3hSi7LMeqZrQpNBMz+rISuOUtSzJktJGqji1LMcswjrXaJJkpUKx+MyO2rjP8saSzDjiwM2Us/jA0KZqoUS8Tni8pPzUlID8xcak3LPyvlrPtrWUx7TXCMJS47LRdtamy768sMIao0DWJM0w4+rOWsvQ0mrU+LO4pHzCsp2A0ZrVHrZIttCnBKV8x4i1Mtayu2anrM900pbXlrGQ0FTX9tRo1jjBgMSo53LcaLTIz/htVHring7LKNYApe7gJLHK2srBQtu26LayPr8KwsbiCtHIwJCTAtPazwbNIsaQwD7N7se2x0Cmptn0z4ywusXOq6LBctMao3axUrTkuRDICMswvsCzRLH2sBLHWG2gs/SfNLmyo17SlMqCkV7PBo5Etoi7us+4rQjRLMBax/Sr+rzywvrSHNMcubDTcNkkt1aztLWy2ujYfsGiqMzBMtHi3iTIzMdWjiaILLBmtijXvtuqvGzJTrpMsj7flM0e1MinQoegwSqq0KwAuB6gfs0Kw2TQhJnUydS3iqQclRLDKLiQtKDCjJjsxZTUjnY4qSy4ELDguEDFjNG4wtDS8MGqlPTTJqmQuYrGJtKywVLLKNbu01zRcqewxNZc/NF22a7Eho2WldqqGLl+v/LlyrbAwMLIwomQ1di9Ms8wtz6kmrnMqmCwFsS+y2J+DsaAcrDLINxgyOzaFJw412bdVqqAu4zOZrgUsTrHFry2szTFAJSWquTF/L0Sq3TJ5rCUvoLJarW0qLjVTrZ2sLzPjrlQkGS38taydy6bzsnkzzi+uKaywbLJhKdYmDLVQqYUe6J8wtGC2I69HLtayCDWAtIgwR7MCNDwxlrCUNRI4SbLAs7qwgp3psg+woCwnrDwxj6/iqngqYiUbsPovxq63s1UwRzVRMZErBLBQMEGuwzGZJEATX7MarpCwtSz7NSism7E4MJuwuCwDF9sqw7TnqJqt1jQstYW12SxoMfuvWjMHtPIwAa6YK9o0CCOOsWMofa+oNeyvAq+nM260XjLLIdO0SzNCtV61UDXdFacxkjCmrNcsXBltLWK1ELA+LrUwuScrM9KwVy8lrlM14ibsNDClrKnmKBSqZ7djptUcUa6qMJOuX6hIK26zNaeurDUzEjAqKIgvOzCcKQmxji4erOy1iLGfsYQ0HKwVrUCkHjKKNkkwILJhtxMwn7dDMSC2a7P4KlGspDPmMEq0EC71sTMtCDXgrky2izPnMm20HC/xnr2zKbK3LAqxPS9sKOEyECnSMQWl6rESrbEz9K/gtSQtFaONtUSoRi4INKs1vrSCtc4yfLjcNcykAjAHNOUtmy7mKYwmo7BJJNGrRjXaLHYvELF0LlQoCybMIbk0iLK5NqCqsLQ8tEi0Niw/ocSyya73oSoscrLKrTawnjeqKA+2SKF3IjYXDa+bLI8pmK54tVqjjqn2MZ413TSgqP2sOhh4LSGwdZxXsE0z7bDOsAKuBiOorO4oH7d1s5mwzikjjtKg/i/NLiGqHDDUspCvIS5fLdarAzj2Ib40Bqg0MgMuWy19rEiyQKowsT00EiR9r3qbGrS1L1iw4a/WssOsSKuwMV20mDWzLKExwqG+tFgyurCYpUs1CyaiLX6mYLQVLysytiXTsHepKSy3OHcy8rLqsZEyojFasiMvti1nNF8qCrChNlsp3qzctCghbSiMr9S2iSBMqzK05xmZtG80Dy8jMe8WXjh9qDqrgrLbq32xoa1osla0yTC2tDAz3K7crZkomqbItEozJqCKHecwZTC5J0YsaK0wqg4m8bMSNkcnnShaMTOmsDBhkQM0CzPGMs4tSampHGiupzDDroavgK0ztaAn4a0LNIcvHiudp0wy9LWDrYmvTK8oMGCtox6mNVqvqrE2KEootrD/paknIDHhMEKi/7AtsHmyGywIo0i0FiCjLGK1uCUILouy5rIOH+0ykbJkL0elJSwiM8mdFLKqNH0xwLAjstKw9Cjls4Az6DCxMEUtejSfrcsv4KzjL2Kyth/TsBK0e61gNBe25bLfLvKqcS6vqzyyXTJPsJ0w7DUBL4IawagYroqqNqrZMEIoEjM5NMswvCtRKSIxF7L3LjKwajLpovQwjrGyq5OtdiwgND0w6rAKNQgkmytLMoMxtqszsgottjEHMigykbGdMFG0RiVwr0szDDVgL5wsF7T+stoT562ZsMavGDJuLug0GaCisouwd7JWrAS3JC/6MA+0ZisIsTK02y0osYAtnjSnIBm1LjSytNodSatRtz2xtDEWoSAzfLWbtu2ziK6YLM8ubLWJNUe0NrJ5NZqyQqyCqG6uei/lMJu20TRAN4Om4zD0MNK09rCINbYn/rBXLmmz6bF7Nwo0bqvesBow4zRsLy0uH7NAqvcvujHRMGAk7a6YsgW1DrOZLRQxTbZ3MeC2oTYpMcMzh7OpMduvvbCbsGgidrHrqp+3+yYdufW0D7VCM2gzITGhNOYTwLQuuDU1OLKnMhewei4RLEk2BS9kOLK18qAuMyasWTfQtEU1YzanMcY1+SVhMJwrF6p2tfsyK7RyLxqxCypyGiovibFur6Gwjq7hsNwwE7gfuPG47zTTsdG077GHMcM0WbS3NDmxKSghMbw0WKUYMuEyfTTQMRIWkS+TrW0pa66UpX2tmbhmLlA1rS78L0CmSbcLLVYvXzQHoeCwmKGdtneuybZMKkUzvaZANSIv3jJtrCKvUi9NpzG2QC2rMU0usjUlMWiwMjTJt1+yvTHYkJitvbCTMbioECtZrVSkDiw2p7soH7S0MxqoTSjoMSAxA65Ys8Wy8bD+sIaxLy1esgU1JrnVtamwPDBts30427iFMr4qoSh7LzKxRSxGs540fDjRq9MkVTd4rLOjfzXZq+S3grIdtuCztTBTNRkrAziSOB20NDFkNMwoPa+RMWavRrKDMc8ujTEsNx6sZDClLeUp6yjQLOyzTDYqs3Owb60Dt6Yy4bDtNPKs5SoEt6WoabYptButcDNoHEkw5ypRKUAq0rSstOAw1rLNrgOyVLMmNYUrl5xasf2s5KMtrRE0CqZdMFk0NTLrMPQyMy4xM+M1ljWXIcyuFrBxK6Ke2a1+LbgzqLVhtbuhlrBGprG1A7PEtSGpEy1fMoO2kTXxtIuwnS1JKqgzlzCotcs0IbSXsaO0MDT3JMQrjrYdN6SxpLLJsNS1ZjOENZU1kbW+Li8v3Ch8M0MxDbA5uKKu9yz/LSUoXa6ltAM1GTFwLQ2sUa+xJ8k2nTY4s0qckrPnMIK0AC/IOD+v3izyNHaw0SA2NU2wgrlkLKO2iKz1LD6siqfzsxE2k64QrWuyKapDMdi2KCflNTeti6qftm22pCzPpXgyfCkFsHszJjRFrs4o0S/WMOWljTEgqZ0ptrChJZC0tLRfNp2y+zFfs+StM6z+KAk1Mjhxr28wlzW1sa0a37EeLvQnmrRANCe20jCar9cseaz7qZm3ISZWJhywczCIIOIr/LOjmqmoMDHnsmiwlSvpsFo2XDAruJ2x/7AMs1Avbytio+QuWzZdMPMy1LL3qJi2T7VUMFyukzKIpS8rYzSpMyuuki4ANQI1M7SBNW+zbrMwtIqxQzTlM3ctJKCkrimxVrIKtD+sxiwxLqAzPS2tMs8klrR3rC6zLzBptQaxmLZeLC+wJ7S6MYQ0cTVerTosqTRKtDu0Vious0IwkjFnKhuvpbPcM5sxdimytPW03bX/LbUuY61vMS0o5LWos0a1ZazesE0xPzQSMOuoWinnqFS0ALXyMyuzeCmxtOawNTPZo+236y5iNMS0JCrdrI63abaqtEM3T7WjrRO1BLQ3sgQgtLR6tJCpPKyltR8sQLaNLS0xiDTIL8W0fjGFmfwykzStNYEwGyu3uKa3QahMttussi26rP2ocizDsu6q3C1FuUIrWCx+NRauC6QmMEE1DjfbK2ErKo0BCEAQCkIEYjJfaEqAAX4ZZbFXLXGs7rNiDbwgVbNprIcttCFrKogwwy8JscexqKlnr40wOhSoolyuKDUJKrUx3aicJ72eHilerTM0/rLRMF4w1S01ILwtzZ+iryKVKK1iLl0xECpWrVStGTG+sDY0YK4UJyIk/DKzNOcsibZsM/SqoSh4MqulZy+qKt0qKo0BCEAQCkIEZzJfaEqAATg/WzwRPCs+/j2QPTs9wD5iPPI9ij00PAg/mz6ZPKc/DT0lPyE8OD3WPbs9+D3oPms8aDtsPRE/qT1IPoo85T39PPY86TwgQIk+5D0SPfU9DT0APuw8kDvRPK89iztXOyY+RzycPFo9mTxtOds+7D0NQDo+szyZPoE9+DkgPDlAKo0BCEAQCkIEZTJfaEqAAeC3dLbBMHa0lLbgtAYyKLXZp6MrPbLwtFAuFytisj60r69rtGSxh6mzrW8m6x+utfiz56lGry2qQiF1pt+337DBsNwyeLKbtcQo562Itr226q+7Nfez4K7LpTCo5SXWsW6sKio3rQizDSgonsKwK6l+LiGumy7qsEqzqSoZtzW3Ko8DCAMIQBAKQgRXM19oSoADJK3WMkA157GSrQGwLCY8M4Uvg6u4tYgzuiU8r1Iv3qzjIx011bPFtAot1Kqarcmmtiy4Nbazhh78riGz1bX7sVGdIzG6MAWsizBvM7UnfDIatLEh36wvrmkzOCxhsHyuZLD0s88zGjJkM2GvqSjBLNus/zLBqzWu1qybsVe1o6uZrCEj+TIdHheusy4cmhkvuq4HL7wzJrYGKmswxKguGy0ySTAvsPakFRGKrK6ryCoBtXMzRrITMeEuhKupsX40BDBkK9Amu6ynnVUkiyxiL8UyO6mkKUscTLElH+iymyxlpDM0UbCWKPwyjbKhMIKoxLWFKpulCrNCLjM0LCTlKWW86rW+L2k6W7rHux01QLxaNqg6l7qKtHQ8ezu/uPm5pDIZOxk07rmEuqY4WDkru46xOLMot8w5j7XOuVcwYLrJOGA42Levu/o6wTmUOu+6kTTROdQ6wqlPNvy5vbLKtlS6Wq36NAMsIq0htqg6y7otOoI5NDN5O/66CjPasXc8KhIIAxAKQgRiM19oSgYqqGksCbEqEggBEAdCAnMwSggAAAAAAAAAACoSCAEQB0ICczFKCAEAAAAAAAAAKhIIARAHQgJzMkoIAgAAAAAAAAAqEggBEAdCAnMzSggDAAAAAAAAACoSCAEQB0ICYXhKCAEAAAAAAAAAKgwQAUICbTFKBAAAgL8qDBABQgJ6MEoEAAAAACoMEAFCAnAxSgQAAIA/WhsKA29icxIUChIIARIOCgcSBWJhdGNoCgMI4AFiHQoGYWN0aW9uEhMKEQgBEg0KBxIFYmF0Y2gKAggDQgQKABAR", "entry_sha256": "3e0bf5e945602907b903313a29515ab1e702f82c7b171a1b163d273dfe21aeec", "entry_bytes": 39180, "ops": ["Cast", "Clip", "Concat", "Gemm", "LayerNormalization", "Relu", "Slice"], "tried": ["Harness: current entry vs real starter.onnx via ONNX Runtime, 3,000 random-spawn matches: 0.99133 (2974-26), seat reported 0.99333. Starter in all other records is a native Rust reimplementation of starter.onnx's weights (same Gemm/LayerNorm/ReLU graph, eps 1e-5) for speed; native and ONNX versions of my model scored the same on 40 paired matches (0.875 both).", "Imitation of Starter, 64-64: val yaw MSE 0.039, shoot agreement 91%, but only 0.131 vs Starter over 200 held-out matches (0.104 over 400). Shrinking from 256 to 64 lost most of Starter's strength.", "ES self-play league, held-out 200 matches vs Starter: gen 50 0.82, gen 100 0.92, gen 150 0.91; fp16 export identical to fp32 (0.91 vs 0.91 on the same 200 seeds).", "BEST final (gen 150): 0.87442 vs Starter over 3,000, but 0.0266 vs built-ins, 0.0015 vs the current rule (0-997-3), and a 200-second exploiter takes it to 0.123. It learned to beat Starter, not to fly well. It is far weaker than the current entry and should not be uploaded."], "next": "Build on a machine with more than one CPU (this one had 1 CPU, cgroup cpu.max 100000/100000), and put the built-ins and the current rule into the ES pool from generation 0 weighted by loss rate, since the league overfit to Starter. Better: distill the current rule (not Starter) into the MLP first, then run self-play from there."}