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rag-from-scratch/rag_from_scratch_5_to_9.ipynb
2025-02-19 10:00:13 +00:00

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tcG1ldGE+Cn2wTPkAAEAASURBVHgB7N0HmDRVlQbgMq27hjXsKioGBBVZwAACIoIYSIqgYgADIogJRVEMKCKIAQPBjEoQMYCAJBVUDCBgVkQQzCiyoiIGDOuuOlvvXU9v/f1X9XTPdM/0zH/O8/R0T9Wte299dcM53z331PVmaqlSEoFEIBFIBBKBRCARSAQSgUQgEUgEEoFEIBFIBBKBMSNw/THnl9klAolAIpAIJAKJQCKQCCQCiUAikAgkAolAIpAIJAIFgSSesiEkAolAIpAIJAKJQCKQCCQCiUAikAgkAolAIpAITASBJJ4mAmtmmggkAolAIpAIJAKJQCKQCCQCiUAikAgkAolAIpDEU7aBRCARSAQSgUQgEUgEEoFEIBFIBBKBRCARSAQSgYkgkMTTRGDNTBOBRCARSAQSgUQgEUgEEoFEIBFIBBKBRCARSASSeMo2kAgkAolAIpAIJAKJQCKQCCQCiUAikAgkAolAIjARBJJ4mgismWkikAgkAolAIpAIJAKJQCKQCCQCiUAikAgkAolAEk/ZBhKBRCARSAQSgUQgEUgEEoFEIBFIBBKBRCARSAQmgkASTxOBNTNNBBKBRCARSAQSgUQgEUgEEoFEIBFIBBKBRCARSOIp20AikAgkAolAIpAIJAKJQCKQCCQCiUAikAgkAonARBBI4mkisGamiUAikAgkAolAIpAIJAKJQCKQCCQCiUAikAgkAkk8ZRtIBBKBRCARSAQSgUQgEUgEEoFEIBFIBBKBRCARmAgCSTxNBNbMNBFIBBKBRCARSAQSgUQgEUgEEoFEIBFIBBKBRCCJp2wDiUAikAgkAolAIpAIJAKJQCKQCCQCiUAikAgkAhNBIImnicCamSYCiUAikAgkAolAIpAIJAKJQCKQCCQCiUAikAgk8ZRtIBFIBBKBRCARSAQSgUQgEUgEEoFEIBFIBBKBRGAiCCTxNBFYM9NEIBFIBBKBRCARSAQSgUQgEUgEEoFEIBFIBBKBJJ6yDSQCiUAikAgkAolAIpAIJAKJQCKQCCQCiUAiMMUIXHjhhdWf//znKa5hd9WSeOrGJs8kAolAIpAIJAKJQCKQCCQCiUAikAgkAolAIrCoCHz/+9+vdtlll+pFL3rRotZjroUn8TRX5PK6RCARSAQSgUQgEUgEEoFEIBFIBBKBRCARSAQmjMB///d/lxJ+9KMfTbikyWSfxNNkcM1cE4FEIBFIBBKBRCARSAQSgUQgEUgEEoFEIBGYNwIzMzMlj9/+9rfzzmsxMkjiaTFQzzITgUQgEUgEEoFEIBFIBBKBRCARSAQSgSWGwJVXXlmdeuqpSzbW0BKDu1fdv//97+V3eD71TiyRHzdcIvXMaiYCiUAikAgkAolAIpAIJAKJQCKQCCQCicAiIfD73/++2nbbbas//OEP1b/9279VD3rQg6rNN9+8uuMd71jd6173qv75n/95IjX78Y9/XJ1wwgnVrrvuWq2++uoTKWPaM/3b3/5Wqnizm91s2qvaWr8l4/HEtew///M/q1/84hetN5IHlzYCBrG3ve1t1Re/+MUldyMGwte//vXVVVddteTqnhVOBBKBRCARSAQSgUQgEUgEEoFEYBgErrjiikI6SfvrX/+6+uhHP1rts88+1eMe97hq7bXXrg444IDq4osvHiarkdKcfPLJ1ZFHHlm9+93vHum65ZQ4PJ1ufvObL8nbWhLE07e+9a1q0003LZ+NN964evKTn1xdeumlSxLwSVX6l7/8ZXX66adXp5xySnXUUUdVT3va06q//OUvkypu7PledNFF1Zvf/Obq5S9/+djznnSGORBOGuHMPxFIBBKBRCARSAQSgUQgEUgEFhuBpn15+9vfvrr//e9f3eUud+lV67jjjqse+chHFq+ok046qXd8vj/C28eb3eYrCJy3vvWt1bve9a7qf/7nf+ab3YJdH3W9yU1usmBljrOgqd9qd80111Q77LDDCvf8hS98ofJ51ateVQiW613veiucX5X+0fkPPfTQVvb3ggsuqB7ykIcsCThiz6oo/X/961+rG95w6ptmD9dhB0IrAt/97ner3XffvVpttdV61+ePRCARSAQSgUQgEUgEEoFEIBFIBKYZgcsvv7x67GMfW6rI88iWu5A//vGP1TnnnFMhm9jpl112WbXvvvtWX/7yl6vXvva11Y1vfONIOqdv9iG5+uqrq//6r/8q3xwv2JC2nt3znvcc2n48//zzi/0sPzuqDj74YD+nXsLjaalutZt66/79739/rxFgVbnwfe1rXysufgcddFD19a9/vXr7299erYrkkw6+yy67VDzC2gSLu1SIpxhM3IdBxPM0sPz5z3+usLprrbVWNa1uhVH3QQPhn/70p+KG6v4Mdryk/uVf/sW/KYlAIpAIJAKJQCKQCCQCiUAikAhMNQLiOoV88pOfXIF4uulNb1rtuOOO5WMnizAkX/rSlwoRZZH+8MMPj0uH/ka02M7HMeHb3/52uc5vfEC/vOY1r6me8pSn9B9u/X+NNdYoZJX7wTXYUcVLa9olPZ4m9ISwl295y1vKJ4pgrAtchph4/vOfX1144YXVxz72sRLQbOedd45kq8Q3fPbee+8e6fTsZz+7YIKMeupTn1pdcskl1Ve+8pXS4blATqMgbH73u99VP/3pT6vzzjuvV0XbKvvlEY94RPXOd76z//Ci/T/qQPiEJzyhWm+99cpz8Www/wbIlEQgEUgEEoFEIBFIBBKBRCARSASmHYF11123V8Ub3ehGvd/9P+5zn/sUQgcRxfPJro83velNQ3skIaqe/vSnV5/97Gf7s17pf9v87n3ve1cPeMADVjrnALLm+te/fnWDG9ygd37NNdcscYXPPvvs8j3XnTaf//znq4985CPVXnvtVTWx6RX0jx+cZm5961tXyp2PxDZHJN9SlKn0eBJI/JWvfGX1gQ98oIfpM5/5zIrHE7ntbW9bHX/88dUee+xReeAvfelLC/m0mBHuNYT5uhD2bnaIH1wZfYjG/pKXvKT85kUDO0QH4RG2WMTTz372sxJc7oc//GFxg7Rl8q53vWupF2+sQw45pPwe9IcrIRZ6p512ak1mYELCDRr8Wi+c48G5DoT/9E//VGJwaa+f+9znqtvc5jZzrEFelggkAolAIpAIJAKJQCKQCCQCicDCItAkaP71X/+1+tSnPlXtueee1ZZbblmCituhwlbipXTmmWcWZxE1RA41r41ac0AQo/gnP/lJ2d2CPOKN5GVig0in/fffv7rvfe9bPJ+6dsS8973vLbGPEV8E6cOeRGh58576P/7xjy+fqE//d1f9It3LXvay6uc//3nlJVlN3iLO+7bVUDlsWruU2nBoph/02w4a0nXPg66dhnNTSTwJ9hUPD4NpD2mQTgGah3bYYYdVW2yxRdl2x01uv/32i9Pz/vZ2NR+kBuJmww03XGlrlP2ltvuJpaTDkA022KDabbfdSlwq28W4IdoPKyC6V042hccPBhTRtskmmxQ2tnm+67f07p1svfXW1Ytf/OIVkqpriM7QJeqvbtwMb3WrW1V3v/vdKwTJMIJUMrA0g8m5zkDDCw37y7OnKQanj3/84+XQhz/84eapFX4LjG4A+4//+I9CMq5w8h//8JDyFjxeXQS22223XfW85z2vut3tbvePVHP/ErweC37ttdeWemy//fbVLW5xi3kNhNrswx72sPJpq9kknkdbOXksEUgEEoFEIBFIBBKBRCARSAQSgVEQiBhDrkGknHjiieVyC+s+bSKdXUz9wnZ/wxve0HtDXpxHKtm9wxZkJwsb89CHPrTs4mE/sj2RXYME6dS/s8QWPV5XXsRlF80666wzKIvisdVVvyj/uuuuK3l885vf7MzrjW98YznHVm16XXkruvvx7bjz7nNQmJwob6l6PCE9pkrqODkzd77zncunZjJn/D9I6qBlJW3dOHvJPvShD83UAZxn6obVO9b/o37IMzWp1H94pn5F5Myuu+7aq0PURf41idNLX7vtzdSM6UrpIr1z9Ray3vn3vOc9vWvjR90peudrF8Q4POt3HbCtd10d2b81/ete97qSBhb9UrOlM0ccccRMTez08lFv/9fB1WZg0xR1r4nAmZooK4frt8/1rjvhhBN6Seu3GPSOBw6RL/xqQrGXVvnOPelJT5qpB56Zo48+unftVVdd1UvX9qMmm3ppm+VEWTXxNVOTYjO159dMvQVx5hvf+EZbNjOeoWfUFMdc15+vtlh7bs3Unm2lfcDquc997sypp546U3vclfSbb755M6uhf0/qeQxdgUyYCCQCiUAikAgkAolAIpAIJAKJwAAEfvOb3/RsJLbcO97xjt7//baT/+vQODO/+tWvVsqxaUtK9/CHP3yFfNiC7PSmrV47BJQ0bLBBUr+YrJeXtPUb02fY3K94xStWsH1rB4kZNmOb3TlM/dShdoLoldXGWdROLL3zTVvf7za8HKsdNTpvL+znI488sjPNNJ+YOuKpZk57D6KLMKjZzxnGOgmyAzFAEA4amQf3qEc9qhzr/xPERf02uBVOISHkEw3Bb2RC/F+70/XSf+Yzn+kdR6ogejRqREekr72Yer/rt5n1ro0f6hdp3dOwot6u00kHSRBFzTR1XKyZZr2i/OY3/JBbBM5xrmaKZ9o6Su0VVEicSOdbHsgkRF6XNOvXHCQQPIOkOTghf3S+mk1e4VnVAex69TZ4tEkMFnGvSKfnPOc5veua9+M3MpHMdSB0rQGo2a4n9TyUlZIIJAKJQCKQCCQCiUAikAgkAonAOBCot8D17KR6903JsulIwV56zGMeM3PuuefO1NvUWousd8X08qi3oM3Ub5Ur6b7zne/0jlvY75em40X/ueb/zfogq5ry29/+dka9OZkEh/CCF7ygmWRmlPrVu4Z6dWbTNYVdGTYrTHAU5H3ve1/vGsdrr6eZ+sVTM7UXVu94Fy9QB2wvaThtLEW5fqdf2CKd8Lp5cr/73a/s3eyvRk18VPVDqh784AdXdeMpUe6lEfeJ2OoVEfe9VrFNYruXLXIhYjTV3jflesdE3reNq+44lcDWRGyekA9+8IPxs/LbNj97RrnucTUUVf+Wt7xlL41tbE3xBrSagCiHanKrbOVrnh/0u2aby+nZXASb7nyRnzcMNLffiZ1lu52tZbVnU3E7hB8s7K1tvnkNbnXnjKx6394yYBuZ59KUmkEubpjNY83fzfp5c12I/bRdcvHFF/e28InxZbude7DdUH25RNrOVhNZvSzudre79X43f3C1JNw4iWdumyCxxdNv2NSDUzkWb1OwhbL5FsVwd4x2VxK3/PGGPrG31DtkUs8j8s/vRCARSAQSgUQgEUgEEoFEIBFIBOaLQE2m9LIQcoWwf+sdNj2bj13FxrXFrl/YSmyfEAG5xUASjqX2TIrD1Z3udKfe77YfNenSdrgc+973vle+hb/ZZpttVkgnbMo+++xT1aRTCTHjZMSA8nvU+rEBhXohYSeWf+o/Rx11VM9mte1PgHNv+TvggANKElyB0DRekLbZZpsVXiOurR1a4ucK37VDSPm/DdsVEk7pP1NHPImpQzycNonGhDxhwB977LElWeyH9Ma7EEGp+0WDOuOMM8rhZvR5+0wjTpPgYwgsb81DbARR1SQwEDVETKE73OEO5Xf8EUBbA6u3+5VDSKcmUeGg8kJGjU0VAcUQO6NKk0iqt9WVTu6YBqxzIlvEjSIafUTP9799scQeVIRcvD2gZqjLcQNJvfWx/IazDqfTw9D/w0rtUdSZVKDykH4SDPml89aeVr3BRFp16BfB3ez1Jfe4xz0qe5ZrBrr873nZc7v++usX4q32qipvpLPvdjYZNBAG0aZtIU3JJJ/HbHXN84lAIpAIJAKJQCKQCCQCiUAikAgMg0DTzglHCNchTsTGDacIi/lsZIvuTWFfsYNC2GzeVC9mUjhksOnbbDexkUOav8U9Eg+69pwqpwUmJ/3xocvBxp9wEEE8RX5zqV9wEK4NfDivBMHGzg9cjjnmmFID8aMPPPDAXswnThcR31oC5F1bcPUg+/p5hcZtTfXPdnZnEasskj3xwOptWuV38088OMfCU8VvhEO/1O5+/YcqgcujwUcQbqRDvWeylxYhgTjCRNbb2nrHMaQEMRJeQ6uttlrvfP+P6GzRSOK8+6r3xJZ/H/e4xw18/WJc0/zeaqutyr+IsTrGUvPUrL+DIV1vvfV6njzNi5A3j33sY8uhOn5UVe/LbZ4uv5F9ntOjH/3o8j8vJOINAQaZiy66qELWhNRb3UrwdARUlzdTk2xqsunycI/aA4n6uA9vIxhG+gcez8Ob/0K88tOgE+QYr6nwYpLGM0Y+vva1r41LVviOwcrB5u/+gbAZuL2Oo1XymOTzWKGS+U8ikAgkAolAIpAIJAKJQCKQCCQCc0Tg1re+de9KL5pqCi+leotcteOOO5bDnBns9GjafvWWsnKO8wiipukkwiaqQ9ZU3nzeRqxwfAjxFrkQZXKWsOuINAmxSNP23byXcKKYS/3sXCL4g3qbX/WDH/yg8qIswkkjApH7304a8oxnPKP3djtOHi984Qt7dmhJUP9xT81g7o6HQ0g4METapfI9dcRTHS+phx3XPe53TbGNqtnwnNPAg2SKLXeOa9BN0RgwoiHx8HgvBenw6U9/upAmQQhIa9vfySef3NsOF4SSc8Fs+t0vURcNkQsh4aUUW7f8r6GNKnXsqSpwqgNbV17l2KzTMPn1e2nFNTDhqUR4/jQHC8dgaBsaude97lW+uQ02xRvybH3DXPOAgiV8EVA6oLcF9kuT6GmWiRByj+FJNWxHC+yVY0AKgdPee+9dXmcZx7xNrimD3kzQTBe/m+1x0EAoPW868vWvf718x59JPo8oI78TgUQgEUgEEoFEIBFIBBKBRCARmAsCQqOEjRyeRc187OTwBrtY4LfDhCMHW4vNHG++s+jPJjzppJMKGcMuYo+zaTkytEnTtrvyyitLEnmeddZZ5bdtdCTImnASKQdb/jTtN7b6XOvHwcHb6wknBTtk2L3yh0XseHE+di15Oz2Sy1a7bbfdtjrnnHOcLtvwYiseBxDYNe3iwKaf9CsXL4E/U0c8ITWQSwTgddCx8j8iow78XGEVw2Mp8F177bXjZ3Wb29ym9xpCjbmOYF8eqmv7X6voPNEpiNcz2nalrDrSffXVr361srVPLKCNNtqopPGn6ZHT3NrXS/CPH9wOo3NiO3faaafSyWJLH/Koi3Doz6v/f6xuEEAINuQYl73zzjuvdEAEkfvl4YV5DZGOIMIQMkG+/fGPf6w+8YlPlHhWvIvUWxnhtugar7aMbXj+j62Hnkd0AG6WPjx/dDgeUIipl7zkJT0CindaP6EoP/iTOsh7+fYnOmK4Q8ZgokPHPtde4saPLbbYooc90urtb397ISJ5c0Ucp0h+5plnlucez8oWRNg1O3qkbfsediB07e1ud7uSRTyTST+PtvrmsUQgEUgEEoFEIBFIBBKBRCARSARGRSDiLzUJlWYevJU4j9QvfyqH2dlsQcfD1mo6BSCr/v3f/72ZRevvJlGE0JGHcuwAIhFrOGxbDhDNHTX9mdrlE3naRTOf+nEkae6wcZ+2ETZtROXvtttupRp4BvGUcQ5IL4KM4gnm474I3B75yEf27hHPQdiyg5xfSqIp/DN1xBOM6jeUVfY+hiCgMIK2OzVJp2i8CJLm8YMOOqjnWWK/pIcacZo0yghehmBBmETHQQiFt4vGp7Hc+MY3jmr0vpvbqZoByXoJ/vFDI0YGhTS3Bjq2/fbbx6mRv3kIIc54A8EBEWMLHGb0Wc96ViFOkE+2Csa9K4TLY+AmRhKiTayr+i10xb0R1gRuzsV2Nte0xVQKF8n6TQPlOtvUBPveZZddetvjsLt77bVXxZssOni4Q5aL/vEnOqwAdQYT2PGSIsEkN7Fvxnv6Rxa9L/hw1QwRnwqLrqMTbSSCwSHuDHo6fAjseHQhCw855JDq9NNPLwND2wAW9+TaQQOh86uvvrqvKlj5ST+PUlj+SQQSgUQgEUgEEoFEIBFIBBKBRGCeCIQTQthmXdmxs8LeCwcC9iERv0gcqDa7ynmL/7alNZ0MEEVRtuvZpeGggPhZa621XNpzFhGepytmdElY/wmyKnakzLV+bEHxm5UpnI2dUnYo9Yvy2O5N4YTAyYXNGcJxJrbr4Sdi5xQSivDmirAtcc1S+L5ezZZ1h4VfxDtQLR44Aj5HfB9bv7CsXPPERuJmF+QNAsTb5SKOjvg6GjvSxQMTj8jD4v6GvODVwtOFe56yNtlkk3K3Gs5pp53W27rXhMB1tsr51hjky5Np//33byZb6TdXOqwvLxf1cx1BcjX3l6504ZAHbO9SZ4yyD/IIUaTB66Cwagax5sWFIOHuiLAK0VEQIbAKV0DnYIjIie19kd43Mk1HQfLUr4ws29iQNCHqEWxvMLrOCcQWgeEjrWf9qle9Kv7tffNyc86Ag5AKAgyT3SR9ehc0fiCnYK8tIRHdm06PbBMviicWr7Ug5zwTdQgvuEZW5af7QYzGmw7jvHYQg0Ic820gFDQvRBppEWqeC5nk84hy8zsRSAQSgUQgEUgEEoFEIBFIBBKB+SIgdEnTthyUH7uZDUfY52IVxzY4QcSRPUgj57wZDqkUgcYF5uZQEcLGfdSjHtWzX5FbQtjgBkKQVbyN2K1eFDWb2DIYMZvnW7/Zyorz8POGezZyM9xMnI9vDjKwQk5xiiHsd3Gs8BqBa6Sf9u+pJZ6GBS4MeekRCgz68GAaNg/p+kkPW/Nsr+PxY+sXNz4kVRA13uqGneQyNxv50ayHIOYY3jbipZluPr91cBhEA+3KS5Dta665prDNXPfm2nhtPbzRjW5UirEVTjBw99n0QmvWQefhgRTscpyz/9dgEl5kBqMnPvGJhSxq1o33mz2uO+ywQ1w61m9EpADpSDVEFDfH5r0I9sY9sinDDISRHuaY/+Y9OTeJ5xFl5ncikAgkAolAIpAIJAKJQCKQCCQCi4mABX9BxPt3AvXXicMJm7mfPBLvl90l5Iu4wuOW+dZv3PVZTvkteeLJw/BqQluniBg+PFLmQj6deOKJxQOmZDTgj61kGNjZiJ22LB784AeXLVu8sfq9ZtrSL9VjmFzkDS8nHZinELJFXCpb+LrEvlxvFkDmRcD4rrQLeRzxxGMNK80zrE0mPRC2lZnHEoFEIBFIBBKBRCARSAQSgUQgEVgqCHCSEILFbiWL/Bw72IpsxE033bR4MAm7079Iv1D3N+31Wygcxl3OsiCegCJOj4DQGu7FF1/ci6EzKmC20h133HGlM8TWMEGvsa0CVj/wgQ/sxekZNW9EjDfw6VhY3mFdFEctJ9MnAolAIpAIJAKJQCKQCCQCiUAikAgkAtOOQHM73jTWddrrN42YtdVp2RBPbo6XzbXXXjtnYqgfoAh4Nltgsv7ruv4XC+r4448vgbK9bjElEUgEEoFEIBFIBBKBRCARSAQSgUQgEUgEEoHljMCyIp6m+UEJdCbSPREbSpyjlEQgEUgEEoFEIBFIBBKBRCARSAQSgUQgEUgEljMC11/ONzdN92YfK7n97W9fCZqdkggkAolAIpAIJAKJQCKQCCQCiUAikAgkAonAckcgiacFesLe9Ea23nrralxb9xao6llMIpAIJAKJQCKQCCQCiUAikAgkAolAIpAIJAJzQiCJpznBNtpF3up24YUXlou63og2Wo6ZOhFIBBKBRCARSAQSgUQgEUgEEoFEIBFIBBKB6UcgiacFeEY3velNe6Xc4Q536P3OH4lAIpAIJAKJQCKQCCQCiUAikAgkAolAIpAILGcEbricb25a7g3xtMcee1RXX311teGGG05LtbIeiUAikAgkAolAIpAIJAKJQCKQCCQCiUAikAhMFIF8q91E4c3ME4FEIBFIBBKBRCARSAQSgUQgEUgEEoFEIBFYdRHIrXar7rPPO08EEoFEIBFIBBKBRCARSAQSgUQgEUgEEoFEYKIIJPE0UXgz80QgEUgEEoFEIBFIBBKBRCARSAQSgUQgEUgEVl0EknhadZ993nkikAgkAolAIpAIJAKJQCKQCCQCiUAikAgkAhNFIImnicKbmScCiUAikAgkAolAIpAIJAKJQCKQCCQCiUAisOoikG+1W3Wffd55IpAIJAKJQCKQCCQCicAyQ+BnP/tZ5fOd73yn+v3vf1/u7o53vGPl86Uvfan1bp3beuutq3/9139tPR95tp2MvNvOOTbo2vvf//5dl5XjrnUP//Ef/zEwXZ5MBBKBxUFA/zTW9Mts44L0XeOR/t41FrmuObb5vymDru2qq+uVN2ic+dSnPtV6n641dnZdawxzbYzF0oco07Wwku7kk08up6S99NJLq0033bT8L91jH/vYgZhEntP8nW+1m+ank3VLBBKBRCARSAQSgUQgEUgEZkGAofLqV7+6Oumkk2ZJ2X0aCXTiiSeulICRt9122610vHngzW9+c/W4xz2ueaj8Pvzww6sjjjhipeNxgEF1wQUXtBpUT3jCEzoNU9e/4AUvqPbZZ5/IqvetvnvuuWcx5HoHGz8YiO9973uLsdc4XH6q7zHHHNNqJDIOd99992qPPfbov6yUBf9PfvKTK51zYJtttqkOOOCA1jKPPvroYpi2XlgfZHC2YSu9MhmobXKLW9yiYNRmEDP43efvfve7tkurddddt9S37eRcy2RYawtXXnllW7bVne50p1KmNtEvcFXfLunCKPrFXMqEkfbQL0GyeKbafZtEX2wjG7Qjbbftmcr7RS96USfBocz3vOc9bUVW++6778D+r+2+6lWvWuladdTX4r76E3ge7lPZ/TJb//ZcDj300P7LSn8xprThE4ndZ1uZ+jYip0vU99vf/vZKp5W1/vrrr3S8eaALI33UMx0kxjHPtl8222yzzrFIWv3zrLPOqu5yl7v0X7rC/13j8wqJpvyfJeXxpENoNBqUh+T/roYnTTCI/c9AHq4zALaJRtO16tNkI5vXfvGLXywDpg7WtXqDxVRu2yBvgDcIqXe/KNNg2zWx6JQ6Spu4rmsSNMC7rm1Cmm1yGFRf5Z1yyimt96mOXZODc3OdzCY1gaoTpabtmSrzoIMOah2oPUfPpWtCMoB5Nm1tcJBioz4mFhi3DdaepUll3PUdNIFOqsxB9wkjClzbhARTk1LXBBrPpa2vzVXh9Cyivp5Rv8CoS8n1LOHb1hbUkWLiXtskyhy1LcCmS7GZre1SGhk2bfUd1Bakd5/N8ajZTinIXUq5awYpnMbrNkMALsrsUjgXSyk37jbvPZ4tjAYp5XMdd93nTjvt1NpfYKTMrvllUJnakefShu+gMt3voLlJmTBqU+AG1VeZ2oI5pk2M2eZh9TX/9efvuv5jkY/r2tq8867p0hkG6SmudZ1+0yb0ha5xrL/M/rTO++jPXfm3lZnHli4CxuX5kE7uvK0vO941PjgX0tVW9btBok+7tn9M1N9mu9b9thFP5oyu/qouypOmbd4wNqlTm8QY3Xad/Hy6xLlNNtmktUzz1CBR3zaSQp70yUFy85vfvNXwn43sgr0xsX/8UJf5lDmojSoTRm332qUnxb0PwmiuZdIJB7VB+bbZUdrJIIzifNt9us69dIln7nz/c9FmB92n/LTtNuJJfoPKlLc5pk3nnq1Mc2cb8cRu7upnce+wbytztvFIvm0YDbrHKLNr3Bjm2q776cozysQLdF0baXx3jc/NNNP+e2qJJw9JY/WgNbD+h4akGTQ5AF6jZuz1i07LYBskXSs3gwxaHUTebSyr+2DodYlrZ2ZmWgcEAx8susS1lFdKZlNghhjpEtdp7G0YGfgGDSauXWeddeY0Obi2bbB1fNBA7T4WYwJVp36FSF0GTQ4GEPiZtNuuZeh1DTKemwm2TbGB0aDnop0531bmXOurPoOeizK10bZV0mHKbJu04z7g3CbqpP+3TUju3/Vdoo9utdVWrW3Qc+kSZTrf9lzk6dMlcT9tCrL7kHebaCMwbDPCh2kLrh13W/Csu2RQW2jDyD00ZZBS3oWR6+XT9VwG9RfXLsaYYqxvey4wGlRf99k17prTusYU90lhaesvyhzUv5U5aG6ijHaJvM2H/SSvdjLb3KS+bXOT9qfPdIkyKeRtSrkV3ZD+tue4a6069ovjg+Zv6QfpDIPaLuzbdAbX0DcGiXGBEQHP2dIiddv6yKD889zSQgBh2y/GtziuT9ATB/VZbapNbPegZ3Zd2zUuyYseRI+/7rrr2rIuY1rbeKiujrf11ciobUxzTn0HzeeRJvJpfsNpUJmrr756M3nvd78O3jvR+NGVRp5XXXVVI+WKPz3HNkGgzyb942+k76pLnPfdlqYrv+Z1XWna8mte53fXtV0YxPVd57vyi+sGlTlMfdvSOKY+XW1emdEvm/Xwu3/u6j/v/7Yy3eds7aitn8lPmbPVV/9vE/bcoL42aEwZVF/nuvq3uYwu0IVv14KO+59tHOuaJx2nY3XpWTDsenb0gy473nMzRvoelA72XVjSGz0DeHUtVLc9u8U4NpXEE4VrNvc7k0LXww8gu5jB2a6L69u+KeCDZLbzg64d97lJD7Zd+XcN/nF/BpM2aRtI+9N1lTnMtW1p2o71l9mVput48/quNDAY1A7ng1HXwNdVl2Z926513WwTUtt18p2tTPm2XevYbGV25d11vHmfXRM+3Acpf12Tdld+zTK76tV1PK6FQ1uatmNxTXx3pWnDPK6J77ZrHZvkc+nq3+o7yHjv6i/DPJcuLNruP7CJ77b6zvU6ebblF2XFd1caz2XQmNI1N3XlF+X5Huaemunjtzq15d92LK6J7640Xcfjuvl8t3kjy28QrrOV14V7XCdvn/77GqbMSNOl60QZvrtI82aa/L20ETA/2ZqiXSAkuuarLsNq0N0bA9qI4EHXxDmGadtiY5wf9G1By9jfNv6rU9fY5N4RukjZNjHu9/e5SKfMQcRTF66MPsQ1orpNnO+ab84+++xyXdt9qmeXAS6/QWXCp+taC2GubytT/V3XhpE851qmtuf6Qc+lq75HHXVUwSjGvSbGgzCS36D6Ot/1XGIHQRtGUWYbRup24YUXdt6n813tCEaI07b7dJ26Diqzq+26pus+nbvkkks62/2gMrUjde5/pp6zT5c4B6O5iPJ85iJzHcdgMNdrhx0Dh03Xf9+cFbQXC1mcboxhXW2k/9qF/n8qYzxpvIP2kjMyDjvssLKCO4hB1CjbOraHgynt7yQBPjbUw297aK7xYNsGIZ3IdW1lyhsj2Xadc8rqKtM1JrJBg1DXQG0A0gjbRJmuaxsYlKXMrvrqgF1lDqrvoDLVEb5dk/agMl3rurZnOluZg+o7qTIH4et5wFa920R9u56La9S5S+DT1Y6U29YW5OWaNmyjnK427/ygMtW16z4nVeak7nM+z6VLUYDfIIwGlena2Z5LW1+brb8Maruz9Rdtoa1MddXmu9ruoDJn6y+Dypytvl1jymz1HVTmbPUdVOag+moLroVVv8z2TAeVOai+g8pUB8pzVxscVKZrzYfK7hf3Zy5t87xwnzF/91/nf2XSGdowUlbX/D2oTPm6R/pG21g2qEzprXR2zaV0jbb7VKb6KjP6THPbNwLtsssuk6wncGlTmo09PurRhncvg/wxFQjEyraV77kaXlNxI1mJRCARSAQSgbEgsO22264w59MtkE+hH4ylkDFlMpXEk3ujRCFMrNoAjgILyGkEcUzPIrNJBBKBRCARSAQSgURgbAgE8d9GACLUBD31Tb+yct3lyj+2CmVGc0YA6dQME9EVyHbOBeSFiUAikAgkAksOAXP44x//+JXIJ55+07agtGjEkwnUyqNVNquMKYlAIpAIJAKJQCKQCCQCC4MAUqrfuxxBxTMKEZUyPQjwSmvGKLON1TaVfE7T84yyJolAIpAILCYCYlE2d4Jx1pm2bXeLQjz1r9q0BR9dzAeXZScCiUAikAgkAolAIrDcEejXx9zvNCqry/05DLq/pmdapGNMtHmxxfn8TgQSgUQgEVj1EOgnn7pefLJYyFx/oQvuV3Ks2qQkAolAIpAIJAKJQCKQCCwsAjzOueN7K1kITyhb8MTwSll8BISeQD6FMCSSdAo08jsRSAQSgUQgEDj00EPLbrL4f5iX7ETahfheUI+nNlfhj3zkIxm3aSGedJaRCCQCiUAikAgkAolABwL9K6XiPXmrU8riIdCvNwtPwbBISQQSgUQgEUgEuhDg6IN0mrbY2DfsqvC4j1utodSE8HRK0inQyO9EIBFIBBKBRCARSAQWD4EgNCJGRHrVLN6ziJKbbyWmNycRGMjkdyKQCCQCiUAXAtMaP3vBPJ76V9Le8573dL5CuAvEpXz8r3/9a3WDG9ygut71rreUb6P6n//5n+pGN7rRkr6HrHwikAgkAonA0kTA9q/f/e531Zprrln9y7/8y9K8iSmvtZVSbxRO4mnxH5Rtj95WdN1111Wrmt68+OhnDRKBRCARSATGicCCeTw1YwVwFd5mm23GeR9Tn9crX/nK6g53uEP1vOc9b+rr2lXBK6+8stp2220rK3D5JpUulPJ4IpAIJALLF4G///3vZQFlXIsov/71r6ujjjqqxBRCdNzwhoPVkg984APVu971rgLwv/3bv1Xrr79+dc973rPaYostqgc84AFLfnFnGlrOtK6UTgM2C10H2yQuueSSEuMp9a6FRn/48i699NKiG++4447VbW5zm+EvzJSJwCqMwK9+9avq/e9/f3XLW96yeupTnzrr/L8KQ7Vsbn3BgotzD1599dXLCtqq6Cpsq+FPf/rTJd1w/vznP1d/+MMfqt/+9rdjvQ+kpElb/qu6eI31ueeeu6rDsErc/8zMTPXVr361+vnPf175nZIITBIBY+wvfvGLeRex5557Vm9961vnnU9kwIuW4vmkJz2p2njjjUveV111VZxe6Xuvvfaqjj/++BIMe6211qpuetObVp/61KeqJz7xidVWW21Vfe1rX1vpmjyQCCx1BJJ0mu4n+Ja3vKU6+OCDq/vd736FBN93332rCy+8sELUj0uuueaaSmD51BfGhejSy+fyyy+vXvOa1yx6xekTFowQR/MRfAB94tWvfnX1hCc8oejD88lvsa7Vz7NfDof+ghFPVm0Mwl4Bu5Qm0HF1Lg3Sdru5yFyvm0tZg67529/+Vk7PVh/n3/a2t1Wnn3569cc//nFQluWcFeyHP/zhZdV6gw02KKz361//+uqCCy5YJTryj370o+rHP/5xwcI2xv/+7/+eFbNMMJ0InHbaadUxxxxTXX311bNWEInL+5OXxxprrFG8CffZZ5/qfe97X8ULJCURGBWBz3/+89WTn/zkFd6AJY/LLrusjLGHHHLIqFmulN7Cw8UXX7zS8bkeuN3tblc8BSieRJwhnkt77713qxIqzg3vJt8PfvCDq3e+853V5z73uerTn/50ObbTTjuV+51rffK6RCARSARGQeCXv/xl9f3vf796xCMeUb3kJS+ptt566+r888+vdtlllzKWffzjHx8lu8601157bdGt24h5C7fILiR8yvJFYFrIjXERrfrGYx7zmIrujMR69KMfXbW172l/ouNekBv3/T7jGc+o7nKXu1TekLrYsmDE02Lf6FzLH1fnsqp7k5vcZORqXHTRRdW9733vlQyJkTMawwVBPM0WV0MsKwYQwwHhuP/++w80VFb1FWyDbCgL//RP/1TiaI3hcS37LBA3Vn5MVP/5n/85Fff7wx/+sAzsm2yySWUi+uxnP9tJODOczz777OrlL395qftGG21U7uNNb3pThYC1EmTcSEkEhkWAsfOFL3yhjL/Na4499tjKtjRj8VzE2M8z9ctf/nJRDs8555yyOok0RQJ961vfmku2vWssRnGzJ8985jNLn3Av8j/jjDN66Zo/xLwxBoTc4x73KJ5Q7vOUU06Jw/k9BgQ8e17bKYlAIrAyAsZDC4gPfehDK/qscdb4Zdy9/e1vXz3nOc+pzjzzzJUvHPHILW5xi3JF2+4JC5ZnnXVW0TuQYCnLF4FxbXOfK0LjIlrDMUEIl/ve975lrr/tbW9bWTzi2cf+Xioy7gW5cd63+fuTn/xkydLC+GLP5Uk8DXi64+pcijApzEbYtFWFYu1zxRVXrHB6MVY3wgie7T4MijzbrEQjzWyLeOQjH1ntsMMO1Te/+c0V7sM/q/oKthWMmEh4PAXOKwGVB3oIWB1B7tia+I1vfKP6y1/+0js36R/inwhu3CZeosDo3X777QuZ+LSnPa1sH+L917ZStc4665Q+Ii8rEfqNPoJ04vlk9TRlfgi84Q1vqL797W/PL5MlcvVuu+1Watokgmyv066e/exnF/IpbsW8QiFpk//6r/+qvve97/X6FW+kzTbbrAQ5/slPflIuMQdRGJ/73OdWd73rXduyWekYd3Sez+YEpGsons2EFmiQT7Yc6z/iIr773e9uJim///SnP/XqFycR0LwF//mf/zkOFYPwhBNOqHgT8kDon0t7CfNHKwKHH354efZiaXW1l9YL8+C8EGAcCCyeMv0I3PnOdy6VRNAz8IyRYtU95CEPqV73uteVc7G4OJ+7sahLkO4hxvfw9rTN+LjjjltSu0riPvJ7MALmLbph014YfMXkzo6LaDWHN0WcJ2St8BP60WGHHVZ50cW0yqQX5MZ133e84x1XyKr5ptQVTizQP0k8DQB6XJ1LERT5m93sZgNKW/GUicX2iK9//evlxH777VeUfJ4QFOjFWN2ILWCzEU8qbNLldmwV2raJI444otJJH/WoR5WJuG27Xq5gV2VS0VZS2hFAMCFjnv/851c3vvGNqz322KNMUMMavu25jnaUMdBGoEYuYjxQOAkl0P+8/57ylKdUv/nNbyJZ7zuUyIhxxutt9913r7yQ4KMf/WjFvT5lNATEwlgVcaNgIPt52oVog8SbsYixF5mw7rrr9gJ6ixsRgtTdcMMNS7wk8w1jRv8Sf0k7Rpaut956ZXXywAMPLPnG9vkf/OAH1Qte8ILisSd/c1VzW94b3/jGQv7wCEAubb755tWXvvSlKLp8B0FrQUL+PAcZb817kpARxiMY+YykRfqK8URsYUUOW+ywHe+lL31pby6NeawkzD+zItB8PtNsBMx6I0soAYIP0bfddtuVvrqEqr5KVjXiOJnfbWnhBcprgw6MnKf7P+tZz+phg3znre3T5tF53nnnlcUSiwN0HPk05zO6gi1KtlUbl425iAm6+ZZbblmtttpq1Wx5qAxd05idMv0IsJ/MzdNAPM2FaDXvImSbtl+brcNjGeEkfhT9166ZYaWtjGGvjXT6shdptS2KRZr4HteCXOQ3yW96W0hzTo9jC/l9w4UsbKmV1d+5vDnHHklGJfdZE4pVDN48IRo+tlYg9ebbeUwUw261s/UKWdMUk8qDHvSgUpbtB1xuGQS2PoTS30w/id/hVcLgH1Z48sDEdihGgJV3JJqYRt5M1MRo2BVsK9o6zle+8pWKwcQwedjDHjZslaYuXXMiESh3sd0gpw6gf1TIc6fUafdiGTz96U8f6EWoH+ofJjdKPEN4HMIgbnN1b+YdHmybbrppUQQpmi984Qsrb7xhvFEMQ4Jw0r88f2Jyjrhf0UekE4zcBwbGiKX8lsy4/0l8UwjiJRaeRZAZkyhr2vJEvnBTp+Rpq+94xzuK8RLbNGztNA4L5IlYEhBXGnH5Tj311GLEmOf0Na9vdxx5Fd5UDCDtuV8QQzyUCONH3rZ+mB8FD0XAGvPNX0hVbfyDH/xgqYctqtq5PtCv8JkvnNfn9WdeocQ8pB/4NEU911hjjTI/hOeXe9x1112byfL3kAg09Yv0wBkStHkmaxJ8i20kzPNWVonLw0sd8c/b+WMf+1gZl4x55v2dd965N+fbCcALd8011yxjpDmc1xI9NsR47C3Y5nwL4ITXZiweWHgjjHTjsxipxk9kk0Ux57vysO3P2Pv2t7+9R2rK1xb/lOlFAPHkGTfthcWqbZNoffGLX1yqoa3Ttb2Bs59oRZKa8+nwzllIMn9bfCLOuz99gu6BtCV+EzqBnQReIMITSv+h/zfn9LYy6NtNkY8FKx7RV9Q2NaErhIjpTN8IvQHpe8ABB3SWHwtydBpeh/JuI5Ij/8X8ZotwZiGLPY9PnHiyYmP1BiPvIS4lGUfniobPq6FJPBn4NVCrwTrBNttsU/a4wkeH1Il1iFvd6lZlRdfkEl4UgWGsbsT/4ipxU6SIMzh4F1HCBW+1//y73/1uWUETYBZzzgiwr5YMqk/kb/VlFK+tyDeu1ykNHF41a9BgHL3sZS+L0yusYDMubI85+eSTy3kr2AZcg8KHP/zhckxdsOH97pq9DJfgDxNLKDFLsPoTq7JJyZYebZsx/KEPfahMHPoN7wwKWFMQQ8YebTbE6iBPC/2G4RweFPe6170KKRrp4psRLr2+xHODoU5cH6uP6mV1xAQZZJM0+hMJwgNJxNinIFL8KJFhQMe3N3vd+ta3rnjriAehz5pYGX7S89oIYdQvp3Yf9zWu7+tf//pjfZvQuOq1EPkgfYyt5pdYLND2ibgj2qH+cve7370ExNVHtF9tFkHjuK2hSNC111679LNmvWHbJhFnTaymA2tPJekYVRQ3nlIMHYL44jFF7nOf+6xk8AThWhLUf8wb5jL9VV+jnBL90H3I3/xqEeIzn/lM8X7ytjt9h6ctJZXSKwA58mpcBHSpxCrwxxwb24Ryq93CPPCmYdAk/ham9CxlVAQsrhL6gHHOGGPcocvZ3ituDTH+Om4uZ3R7CQkdl+cTfSW2xBiLeXsQCyiMWrYCAiuE/iueXyxWOW7spB8hnrrykM62fvoG+4QORXdhY8T8IE3KdCHgeZoLxe/qCvWwUDUOG2UYojUWs3jmsd+OPvroogOYqwXhN7fQN3xCkLd0B21SnCdkljmcLo5LIP7Xt+jPXWVwdtBH9B1lWZRzTP8T0BwRRm+gS/hGwCpDf0T4q6sy6Ptt5fMW3K22sUnXglw5OQV/YmxRlcWex9s1yDGB5MGZQHlwCGi11KS/c6k/wxdRZBWDIhxKrIbPoKTwUvrvdKc7lc4VhqeBIiYIrLB4G4xZ5IrVXIZBrGz9+7//e2F3vd3HlhsSE1v55x9/rG5E8DVbGCj8yCdsMUX9Ix/5SDF0sZzYYJONjoRw4g0ifzJbff5RXGF9dcpRpG0FW+c3AKmHOCIhsYKt05tsg3TSsZFwDO0gnUyYVnasDBpIlrpEOzGImmBSVkRA+0UWaecCeGrn2odVQiSMfmiCoEwhjMWEYVDriwxOrrsmIOOQFUdpTXxc401wtus0hdFugpOHrW+299nKQxDI+oxzvEJ4IjJom+I8iW+/GffqZwxprmgH8WT7k8lNn0Y6EWMKiUkZKcDTz3jTJKJKovzTQwDpEX1qVetPvPuQM0ceeWRR3HiDBlnjDaJ+235mnOXOTiHjqaTfUMSkj7mKV29ziwiA9Yem4mvFU7wm4zcxXgc55TtI4XjtMiWvSyyEWOGPRR9zMK8pcxcv4zDgXG+eJOY621hf+9rXlj7OkGLcEZ625klvSY03+1kAM/+lDIeAldKQJiESx/J7/Ag0cR5lq8n4a5I5DoNAjH0WjZA45m1eonR7Y2h4GtBft9xyy3IeiRD6uzLM/yHxVi8LtGwAC1bm/VjcMhbSPywgN8VCtePGt648kPT0EFuyeaLaxqeN0ZVcmzKdCAhejdi8293uVomFtJgS9mgQraGLBtEaHv30CYu3BPFE37Z4JAQLhwh6N/2AziCmIw9oi190GG2R5yBdOGxxOjk9mg5PED+DytBfrqg9m+j9dGsiP/3KdUQ4G7riK17xilIm7yXXxRhM5xhUfsmk/hM6T/w/bd/BVajXsiaeuK2FNBXVODbt3+PoXDFRIGDC40mnwfLqZNwHbUXQyZAx/UaSyYno4P0SqxuOR8BXedtmwpOIoW2CYqzrOCYj50w0OjDihoI/bH0Y0aN6PPHgMdD031eQRWJ0hMQKtsmYUYSMU//31fE7TJSMIRMtbzCGuMkYjmGkRD5L7dugF+0EXv1YLbX7mUR9IxielRAY+d9qSLRHBibD1uSCEEZS8RAUCJyhjYxlgFK2YsWRgYtAJtpbczAO93bpEVRcgxFd8kY8W6lk7EqHDHKuGcA6FNH+LXm8s0yctsuFyI/w0ND21YlySnhZUTgopVZorHa5L30ituiVhPlnBQQoATEu+A6MV0i0jP950pOe1DMigrx0u4wXe/0tOljhE5g/lD+EkrHVgoA5g1IXGDahojBS2ritM6gscJifbEUnPGr1T2M0QpbXkYWEmMP6t9K5xuKUvmJMJ4hi9fYCAcQXT0CLJvo7xVFaW1HUI+bpcmH9x7MPA0rfNRYgmq3mM67Me8aLHGcDsfyeJgT0heZc1CT+pqmeWZf/RyAI8fCEdsYcbsHMFmce+/RvZLmFJ2OihWLepzxA/aZDNHV1egWbgPAQNdZZOCCIePHxXGvxjW5DgoxXlk9bHvQJi3W2ExkX6UgWz4h5I2U6EWA/spHCVljMWoZ+OxvRqv2bixE9SFeLQ2w65FIIfdji6xq1c8EDH/jAogeb883vhJ4Si1bmf7Yg70C/eUINU4a+w7EjrqG30E/8zxtKGfolfVueSCgvF0PM6r+Dyo/76FqQi/OL/d30eFKXxQzpcv1JgtG8sSbbNskyx5n3ODuXzheKbrga6mS8eDRuQqHmydAURjYJzwlkXux/ba5uMKwwx0ilEIOUwcpzYCgTEw6jI7YhUeCHrQ/DoV/Jj7K6vm3VcO86cwiGOfaoN9tFTJqDVrCtiCPrrCYZEEy6VuwNGktVEBaePTEAB7u+VO9nEvXmQUiCEDIpIS8Zqto94sh2NMKYNmkE0VsO/uPPsCuOVknIRhttVJ6JLaIkiFL9VDnc4cMLL8gx6Xg+EjFpQpDDFEnfscXVOf2Y2Hak7esb2jeSVVqrPox95BOXe+2dIY8kiHsuGeSfHgKUsyBNjFkxjvYSLPMfQeBQ8pCdIVYSKWpImCD6nTM3iTNiLjA3iA/Cs1AMg/AkjDzMIcQKptV8RBYvI3lb8LjgggvKlhDb6yyOWNiwah+roJFPfPN6dS1DKgwtpLIxUV2sVlpgMFdYreetJS3ylTC+Dqy39pkLEFU8pBBMxLzDqJMPo059kFiMsgyqWyCa9U//Vq9YCZ71wkwwJwT68U2PpznBuKAXienKiOXJ0RTGNO9m47AFWItL9BVzOaPdtjxb7mwXtrBk3PXhRWqBLOYtY58FNDq4b8HLpTOuGRuR6wTRRNSnKw+kJk9XC7sxNzL+SYQGKf/kn6lCIDy4Var5ezEqOSzRitTR3u0YsNhKH9ZeY6u9uusbFlT7xXXEXE2fJ+KQ6VMWl+i/8hymDNdatLZoSyyu0bflQf+IMZfnNxvDAh1dP/rDoPJLhvWfrgW5OL/Y34gnDiexXbF/Xl/I+v0fq7GQJS6hsgZ1Lg3UKoZG2mz4lGDsqGubrncmpfBKco7BaNBnuFKwKde8HawQM5iDQAqj1LUMKVuIgn0NogapZGKyYmKlWDwZLr62C+lAyghyy0TH4OCuSaz+Dlsfk6B68N4KUq7rcSLK1DOCpDOkrdYgndwvPBgX6u1/eSMTDEpwwR6HNFewpTXJWqWxosTYt40CGRfeJ3HdUvkWYyjwhBkDMGVFBBi4FC3GLCJGm+XRpz0yOEm8AZJBLG14PTRz0mc+X2/Ts+Ko7futz3JL10YZxzyO9B9CQTOhRDwlk2H0P/01jHoTGIObgW2SUg5lzhYk5K6JLchRqzm8pXgsKSe2r4ZrfLO+fkuHjLR1CglAaYWDPs3FmVek/pDy/wgYoyj2xhQUdtaYAABAAElEQVTYxXbG/0+xvH+5b4SoftIUhCWi28o2l3JEjcUMq4H6CzJVO7MiaF7zkT7iN8kL8USB0d/0S95DYSDZQq59W+wwjzVx59lL2aHwNcVcFESRPqPu+lzk2Uxr7pK/vsS7gCc1osl96nMIN6uWiCyy1157lfyOP/74Mnc6hiiz4hoeWo6ldCOA+DBGIf3IYiqs3bVcPmcQFCFwT7wDjen9pqfzIGobs4xL9NqwB2z915ea26VcZ143rva/mMhd04fpt+Z6sS6lNxYaq43RFniJ+Km8N5yTrinNPBznfRJCn9DWYot1HM/v6UJgGrydIDIb0SoWWWypQ7zSx4WWMa+H0KP1AXqImK39wiYyVyNM2IkIKERrCL3DriGhWwaVoW+yN3kJ0m8222yznmc18pXtjcwldgSFHRDl0DEsdLH528qPdM0FObpULMjF+Wn5Nva4ZzZDvxfUgtWxZk4nJjUJMlO/Ga586qBdEytnUhnXiu1MrXTN1C55KxVRd5qZekV4pmZwZ2oyqNxj7Uk0U5NDK6StjdCZmkiZqfewztTeDOVcbYz2cHG8VuzL8dpQKnnCrDZie/nUqyQlvbo4V69Yl3Py9n9NPM3UxulM7SnRy9fx2giYqSfDkraetGbqTtrL0496RWSmNsBnhq1PbaiX/GuDf4V82v6JuqpHfGojZ6aOpzNTG0QztSFfLqsNlN75SFfH0pmpDaSZ2j1zpvYMKefr7RwlfU06lf8dr7dVzdQGy0zgU7tgtlVl6o/Ve5tLG1JRGLunlJURqEmamVqZKm2iJh1nasJpplbien2uNmxLf9Xf6omitIv+XGovh3JOW6uN1JmanC1JanJiplb6StuqFcDyXZO0pQ1Kqz3X2+1m6hXHmdq7Y6beBrRC1rUnUkmjftGO49u1+rn89NWQekvSCmmNJ9q9fuleXO+YPlJPfr206lmv/MzU3iXlmH6esiICNSE3Uys+5aDxpFZaVkywCv9n3qgD0M7UCyelzZqXtMX65ROrMCp564MQMP/WW75m6HQpk0VgqevNk0Unc58EAnQhukfK9CJQL/TMsDHZi/Vi+6JXlM7cJfRkwi6tPfmKnkpnr72Oi57NFqTf1m+oK+lqMqR89/+pFxBnam/s/sO9/5UzTBmD8ohz9WJUqRN9XV9gX9L11bMmpHplNn/EfTrG9jd214t6M/VC10xNPjWTTsVvPEzYJfWi+qLV6XpKnhTLhcHnWUCwmvYzLzWxBaFtFcN98ECyisG7xwqyVVjMqVVXK8S8cbC0YmhgQzG8WFDCq8cHE9uUuiGX/f3h+uqcFWkrwthJXlbizoTwhrC6EaK+YmhYvYgVljjX/x31d3zY+vAS4U4828qIrRy2NdiqYQWbO2WznlEX9eU+2VzB5q0QK9hWcpor2K6Dqzd38ObCLMubS6Qg0f14RjnT/M1zh0cMl+vYsxzB+qa53tNWN33MKog4T+EhqP31iz7Wv+IYaVxnNSdeEmBVQH+ylTXirenvxoT+cYEHiNWVmgwr3k7y0fbjNfZRRnzrS7yWjBHiLqiTVR7tWfsX5NnWu+hrtv/ZtiSeg2t4X3G5t1oZKzaR96r+bcsXbxdbNG1dtJUhXLdXdWzy/hOBUREwB/OKq5Xy4mE26vWZfngEbHe18k7oe0IjpCQC40aAhzUdhQlo+xJdJLYWjbuszG/+CNAv6X48fHj903GWgrAtxVMSJsKuAPotT2vb8+mv45BxlWEHRE2GlQ9b0pZAW/vp4U3v7XHUeTHyiHlc2bwreaEthizYVrul6i7cb1w2H1IQO4xS2xqic4k9oXOJkdHsXFxuQ7i9NreTxXHGbZN0cpyb4bHHHhtJVvjuJ3PUt8vQXeHC+p+ov+PD1qcZm6Y/v+b/4lf5zCbqG3E9Zksb5wXbXE4BN5vus/BAxqWMjoBtaGIokP4+1MxNH2u6uTfPNa9DUJEgfiJdV6Dq2HY3LAmkL3X16yir+U05FKcmZXYEmn3Kc4wYebNfmSkSgUSgH4F4464FEh8EVMpkELBNNaQZZDyO5XciMF8EhN9gdNqOx7AmsSg+37zz+skgwFGgqddMppTx58q2tIA7yXAQ4ypD+BYf4VuWo0zLfDJR4klDs/fSRCog7nKWcTX85YxR3ls3AuF4iHgSkyZldAQE0xyXII8y1ta40FzcfKyGCSidkggkAqMjEKRTXNkkRuJYficCicDSQUBMSh7AYr76kOai29K5k1WnpvQY5BMJe2HVufu803EgMC3E0/XHcTNdedgaduCBB5aA15NkO7vKz+OJwFJAwCpGTCTp8TQdT8yK/plnnjkdlclajIxAs09R2JaDm/TIIOQFicAEEBA2ISURSASWLgJ1nJcSEkBwZSI8QbzgZune1fKuOduAHrMUvZ6W95NZmne3aIHFa7gmSjzZK+mNUz7iPaUkAonAygg0jWQTS3o8rYzRQh/xti6veG2+zWuh65DlzR8BhO6gOH3zLyFzSAQSgUQgEUgElhYCQnJ4s51Yk/WLfJZW5VfB2sbi9Cp463nLE0BA/NPFkokST2IBhPS7a8fx/E4EVnUEmsSTINMRxHpVx2Ux799rUwWwX2211RazGln2PBFAOqW30zxBzMsTgUQgEUgEliUCuQ196TzW9HZaOs9qGmvqZQLTIBMlnqbhBrMOicBSQCBWM253u9uVN/UthTov5zpya/ZigCQBl+ZTDjLXNjvx91ISgUQgEUgEEoFEIBFYigiwEeg1FtPixTdL8T6yzouHgBcKIJ+8LXUxt8xPNLj44sGbJScCSweBMJLVOGM8LZ3nljWdfgRsW9WnUhKBpYTAX/7yl7IF5jOf+UzlzbWMjmuvvbbaYIMNKmSqj23At7rVrcpb5gQKPuGEEypvD95tt92qm9/85uWcN+l6w654Ds232M4Vi2lZMZ1r/ZfCdc03Bi73l/LM5Xm87nWvK8a3N5X+8Y9/LAsL+sevf/3r0v4Z5T7XXXdd6QPeQmvxwcdcsNFGGy37lx3NBde8ZroRCOJJG84F0el+VtNau0m/XXDY+06NfFikMl0iMCEEmu6zSTxNCOTMdpVE4Je//GUxRlbJm8+bXjIIfO9736vOPffc6mMf+1j105/+tLrmmmuqP/3pT9VNbnKT3io3Q9tbjZBL5gzniGN//vOfy1s4kVTHHHNMeZOwuUQeSCyGuJgu6623XnXb29622nzzzat11123us997lMIrvve976dWFkZtUL6xS9+sbyCvTNhnhgLAjxtzzrrrOrKK68sXrdjyXSZZHLwwQdX73znO8tqvT6gTyCWGOV/+MMfqpvd7GalbyBZEU/RZ5zXT/QFxBXCKiURWEoIBPHUXKheSvXPuiYCgUAST4FEficCi4RAcyJhLKQb7SI9iCx22SAQfYohkv1p2TzWZXMjX/va16pvfetb1ac+9anyzZuJ99JNauLoutqAvuc971k98IEPLEb02WefXc4hgLRlpARCaZdddikE1SmnnFK8Ofbbb7/iBXXeeedVPJ122GGH8mbOX/3qVyVWHSLj85//fDG+jz/++PIWq5133rm65JJLqmc/+9klvy6ADz300K5TeXwCCPB6ano+TaCIJZklT7/NNtusOvnkk+dU/x//+MfVFltsMadr86JEYDERQKKmLrOYTyDLHhcCSTyNC8nMJxGYIwJhJLs8PZ7mCGJetigIMASuuOKKYjxbYb7rXe9atvScc845xXi++uqry2ubKUx3uMMdqn333be0cat33MVtf7jpTW9aTSrAKWUtXxO9KE0jC+1A4Bvf+Ea19957FwLoNre5TekHG2+8cfX4xz+++tnPflb6xyMe8YhyHBmFUGoGyD/wwANXyPmwww5b4f/mPy996Uub/5bfl19+edm2J97Dhz70ofIWVfWxrcuWvZREYFoRsHV6PtuMLr300mm9taxXIjAQAbpScx4YmDhPJgJTjMBEiScu4SG5ehNI5HcisCICTeKJUsUlPNxqV0yZ/yUCi4cALwtxZXhq8Ni48MILq8suu6y0VcRSfMSXIaEo/fznPy//a9vi0CCC/LY9KIwIc4X4MQ972MOKpwZDfD6iD6kPQyWJp/kgmdeOG4Gddtqp9KMgWx/84AdXr3jFK0ospnGX1ZYfbyrirZ22ov7gBz8oW+hst/Nbv01JBKYRAeN6zBlzqR9i1XbUlEQgEUgEEoHFQWCixJO96t/5znfKne2xxx6Lc4dZaiLQQICizeD9zW9+Uz5WwLxJzkpCfL75zW+WGAJXXXVVtdZaa5XjtiusscYaZTVadq6JGBuN7Of0s0k8yYBila+BnxOUedEEEEDeHHfccdWpp55a8dbQNldbbbUSzPUud7lLdfe7373EjvnFL35RPDaQSGLInHbaadX3v//96oUvfGHxhBJ7huHAs0JfkieCdZNNNql4RklvvnjXu95V3e1ud6u+/OUvz/lu9CFxPsT0SOJpzjDmhRNA4ClPeUr1hje8oQQAP/HEE0tbn0Axs2Z573vfu6SxdU+8p7/XRK34T7/97W9nvTYTJAKLgcB8F+TMP13Cc9e8lJIIJAKJwHJE4Etf+lLlY9v+sn2rnTepZGyA5dh8l9Y9iWtx0UUXFe8MygXlQ1BVK868MX74wx+WlV9klACVDO0PfOADvf3UiCHHrAT7zZi1JU7HRWJtuumm1fbbb1+M6yOPPLJ61rOeNRJA/cQTAiyJp5EgzMQTQuDb3/52xUNDO7eVDuH08pe/vLrlLW9Z+gCD1XYh2+X6Zffdd1/hUP//u9Vv3+qX973vfdWxxx5bAhnLG9l1j3vcoz/Z0P/bCpgeHEPDlQkXAAFEq4UL20Cf+9znVvqBuDV3utOdFqD0qvrRj35U5jwK6BlnnFHiRG233XbV+uuvXwI3L0glspBEYI4IIJ/mKvQ/nrD9cvjhh1dHHHFE9fWvf73ER+s/n/8nAolAIrDUEXjRi15UFofdB92+uSttIe9toh5PC3kjWVYi0I+AbQPvfe97i9G81VZbVV4lyYvpox/9aIlxQQnxRhTHGKfPe97zincEwpRyw9BGUjEQYrvQmmuuWTquNwTZZmTbkTJsIRIEVryNUYknb1hh2DfFtqZ0CW8ikr8XAwF9iCfT73//++ohD3lI9ZrXvKYQrZOqy/3ud7/qoIMOKl5/iN073/nOcy5KH06PpznDlxdOCIHvfve7xUtw7bXXLlvbGLziOBnzxXTioWfbqUUQW4N43Vr4uP3tb19qhDgy//hfsGQLKILoX3zxxeUa3oLS8zYUZFzfDU9feVrYsNhBtt122wo5y0PRPKQe/eJ6QdAJb8XFUlb767Vc/0cI7rnnnuX26BaLuTI9bRjTk+bzRjq6nfbfLwKOH3XUUdVLXvKSMseJR5iSCEwjAv0L1dNYx6zTdCIghmSI3QWLNbck8RRPIb+XFQJf+cpXKgGOf/3rXxfviZNOOqkYoTyJeCshnCjriCXKvtdZn3/++eV/xykn0viWnliRRlLx9mAQrFG7ZT/mMY8pr5o+/fTTqx133LFsU5CnbT7DivKa24GUO8r1w5aT6RKBURHQNm0p9UHOvvrVry4Gr3gwPJE22GCD4vE0ar7S6ycmP+SWV7V/4QtfqH73u9+VrHhZHX300XPJdoVr0uNpBTjynylAgLctzwpb3d7xjneUGpmXLG4I/G3eMidZ1DD3OB6xmPQZ2755GDpnW5z5Qv9EEJk3/B9xcOQj4D+DXbnIKmSU48gtwktXete3BRc3d+r35IADDqgybEKBYmJ/jIWeBYH9YhkHE7vBeWRsPur3YBUagV5GV4uPPmIbuP8ZW+uss07pBz/96U+LN3l/FTbccMNC9vF8smDB6zYlEUgEEoFEYPwIJPE0fkwzxylAQAwNr5WmwCGMNtpoo/LKaKvBxFYHKwcUdso6hZ/RKwi+4MgMAcoL5Z7Hk1VqhJPXXlP2xbr5zGc+U7YqSMtTA8nl/BOe8ISiMA4LQ6w+R3pGQJs7eJzP70RgoRDQFr22XRt/+MMfXrwqxF4SmFjf4aWhjzBoGbcCF/PUY/w6zmtQOn1IWjHVGL28qPQV6XglMSge8IAHVAItn3nmmeXacdxjejyNA8XMY5wIxFah5rivr5infHjnLqSY/xBajHR9tV/C28lxv5N46kdocv83V6gnV8rSyVkb7deN6Hr0M3MVUirOm7PMRT62mCBgkVH6Wps88YlPrD784Q9Xn/3sZ6s3vvGNxfupLV0eSwQWAwHzRnPOWIw6ZJmJwDgQaB+Bx5Fz5pEILBICPCcoIgZprtMHH3zwrDWJN/1EwjCm438GQVO8+jrk83UMqVNOOaUY1ZSfeKtXnJ/tWz3DGJFW2bZKpCQCi42AdqktMkxty/Eh3m4nIDhPDN9WkvU5HkbIJt8MAGQU7wwefdo1j4p73etexcDlgWFLg0/T0+Jzn/tcyWM+9x4Kmu20SK+URGDaEJgWr1Zbl6KPm78GSXrfDEJnPOdstUtpRwDx1K8bvf3tby9zDZKO7nXJJZcUApcnrXnH/BLtdlCfE1hf4P83velNxRPRPBXzXXtt8mgikAgkAonAqAhMlHgygVppIIKMx+A/aiUzfSIwCgK8KgQKF8SVwTxpodhYXbPahqDacsstRyqyjXiKVbuRMsrEicCYEaDII5/622MQRmMurmTHuNB/xyHi32SstHEgmXmMCwH9ySfI0XHlO9d8vBzAPCkmFA/ElERgWhFAJFnUaIqto8SLL0i8jIKXe78gVgfphE996lNLDFAvnOFJhXwy16UkAouNQLz8yNwxDhGv06Icr3B9Kj5sGWXRm+h90V/MV/qPj10fbB3zBS9Z/dLHQmR4FTZJXvkgjHfeeefeFu9x3EPmMTwCsX17+Csml3KixJP96eEqnHvVJ/cQM+cVEXjoQx9affrTn64+8YlPlBgyBj0BWr21Z7311isDpMGzOTCumMPg/8SD4vHBLdsA/JOf/KQYEc95znPKStkrXvGKatdddx2cSeNsG/Fk8E9JBBYbAWQqJWTUvnLNNddUhxxySInbdNxxx5UteMPeC88o21bnI9GnKFMCMackAtOCAILHNu5pGeMZGPqroOFr5Ovkp6WZZD1aENBW+4kn+hiiyIso9CkeuMIi+C2YvvnENm7XzjaXWWjZrX7L5Ctf+cry9kfk01ve8paWmuShRGBhERCiQEgCL5SYT4B9tbaV9G1ve1t5qYT+wR6iM4XepK8glJyj+/k45xsRpQ+yq4QnETZBX0MssYe8dMm55gKL63jFn3XWWSWG4cIil6VBILiYaUBjosRT80abv6fhxrMOyxeBu9/97iXGknhNYjkJPCk2BaWDGCRt/2GQGkQx9QZ1A6UB2GDL7Rqb73/BXR3z+kmDq7QGVoPsxhtvXLz6xOWg7AgW6+0oo0gM9nGNstQxJRFYbAQQT5SQWPUapj6I2C1rrz99jILibZEWHvSPYcRKtTgb4xCreenFMQ4kM49xISDOIC8jfWsaRP8Wf83cxtswJRGYVgQY3sb0pljo+9rXvlb0uDjOaKbP0aP8RiCZk+iD/cRVXBPfFg1PPfXUEsfztNNOK15PGdcs0MnvxUbAm7UF1J+PsHl485188snzyWaka72YwstkUhYHgYhfLBQGgn0xd6BNlHhqwuumUxKBhUIAw45YetjDHlbtv//+vWK5G3qjEOVFcHBBkbH2PkgmCjgGn3ISyrhruFvbukdJ12G5mZoAwr27V0D9gwI/iiTxNApamXYhEbB6bHVtFCOZso6cPffcc8uKs2D7n/zkJ0vQ/WHqzmAYl1uwfjxK3YepX6ZJBOaLgDZujpoGYZib6yymJPG0+E+ErhxxnlJvXvF52FYnbmBTLPZptxZHbPWxvdpiIXKXZ7rxP7bLSafvzSa71V5PXiBDYstd29a92fLJ84nANCKgTxjvF1LMMQivlMVD4Oyzzy66+Kabbrp4lahLXjDiiRt3SiKwUAhQQgQsRiY1RTv05iwyicCRCC2KzyiCeGoKEoz7eH/A82aa/J0ILAQCvAe1z1GUFN6FjGokLe+nK6+8snrd615XXLvPP//8Wav9wAc+cN6u5EHm6o+p7MwKeSZYQAQYvv1j/gIWv1JRiCfGPKPdCwI222yzFdLc8Y537P2fREgPion94F0TOwTS02ZFmOlz/Qt7PGuN8xYZbNGW5kc/+lGZs3iGxMstEFG8yYfx3t1xxx1LrKfP1y+Okfd+++1XvfOd7+zFj1qxVvlfIrA0ELDFTh/gIUg3e+tb31rGGoSufkHPi48FeAuI/ccRSDwP6VVdH3NcvMl4p512KnGfzDGpiy1uOzGXT8OcsmDE0+LCnaWvaggY+Ayc/UrKMDicfvrpRcnwthSG9yhCSTGgiykwijRX4WzzE6AvJRFYbASsjFHoKSvDiG0P3iZki4MVYt5S2vOee+5Zvfvd7662rLc7vOc97xmowFud1m8pKsiruYjYHla70+NpLujlNZNGwHg/LR5P+pi+ZsHEmyb75VWvelWFcKK0brPNNv2n8/8xIwDn9773vWPOdXlk17Zt+uEPf3gxnpG5PJr0K3rYzWvj+L/recQC5IEHHlgW8hjRwxq/3ogsvIKFEOSsGJ5JPi2PdrSU72KuixZIJm9sNMYjtsUZfP/73190JMSTecBHH/OxAO6bDqjP6Ff0QN9B9iJ66XjIKDqXj61cyF99hsf8xz/+8bK7JImnpdzqxlv34ayJ8ZaZuSUCE0eAgmGQNPgNKwbGhzzkIWXVDGll5Zcb9+Me97hhsyhlrrPOOkOnj4RN4smgPYqHSeSR34nAuBGgcGiLsxnJtoZ4S8pVtUKz9957VxtssEH1tKc9rRizlJQNN9yw+upXv1o985nPrLbbbruixMcbT9vq7Brpt9hii7bTsx6zIofAYoAMa2jMmmkmSATGgICV4Hib0Biym3cW5kjGgz7TRjDzEp6GVdJ532hmsOQRaDO6jz/++OKVYXu2tiqNuJ4IPIsPwinEQp55hZ43jKy77rrVEUccUT3lKU9ZYd5K8mkY9DLNtCGgb1hA8OKlyy+/vLrkkkuqxz72sYU0QhYhj3ya85MFQB86IJuKnaJ/sVGQvHQr5JR+Zf5QhliezhH6nnKIfMUWSkkEJko8aYQpicBiIGCQJLMZzM262SJEAT/nnHPKG1Je+9rXljdzjUI8GYRHKVP5BvIm8UT5z+DizSez9H+fccYZZUKmBI/qRbeYdx8eTxSNLvF2FN5MlJozzjyzxD/zBhPt2tuB9CPx1O573/uWdAcffHD1rne9qxBLyCrBlvuFgjKsgdB/rf+VTShSg+peEuWfqUfAm3xs2ZwrETlNN2iOCIV9GupllZtRoE5hMExDvbIOiUA/AvSiGNvjnLfZ9UsQTf3n6FahG/Zf0/a/8cZb7Z7//OdX++yzT/WIRzyiLJq84AUvqLbffvu2S/JYIjCVCCCGjPNEGI8I5WHhYZQF+lFuTixcXk/EIiB9MiURmCjxtPXWW5e3iYE5YwNMd2P7yle+UgIy3vWudy1vO4jaXnvttSPHLIprF/ObwRlu18PWg+upOAChrHCxPvHEE3ss/zD5WHUTK2MU6Vek0uNpFPSmL60VHitK+pRn6U0eJl9vEbECK8aYdsaVXwD817/+9ZV98NMo6i+Avjc4hlxxxRXVBz/4wRKkkCIhkKuVs4MOOiiSVJ/73OfK6hdF/ZhjjikkU5xERj396U8vgf9tweNNYUvc7rvvHknKtV47P5+tPchcK3WTUqp6lc0fc0bAaurLXvayav31168uuuiinlu/9sF4tG1ZkF+ep9qg2BTLQbTNURco3Pe1v/ltWRy54+p3WMEA/329Yn3FFT+t7nrXu5QtRqNgpC62SOgnSTyNglymXWgEyrbvAYsgs9XHfNZc5JstvfOPetSjygtpDj/88LIoqY/stdde5c2rtt+1LZwMky8v4Re+8IXlra+77LLLMJdkmkRgZARsr7O4IH4f/VM7ZqfQjYRFiNAG/vfmb2nZQryYzM/IXlvz6IH6DgKJ3mqhwie24sX/Fla81MlLmMRYUyaJxY2RbyAvWHYITJR44ikS0dO5vaZMFwJeb2lgMCCYkH24XD760Y8uRrK3v3mtuVfQPve5z63ud7/7TdcNDKhNrGy5p2HFwBmDpGu4VPO86CeGuvKLlbQ11lijK0nrcQZIUxlKj6dWmKb6oH5y3nnnVVvWMYy8BYfHjxUmk7axz5vduP9/5CMfKYSUZ66vrb322iWQvG1nDG3b1MYt8r3HPe5R3fve9y79Ghkk7sUwok+4F4Q0oYg8+9nPrnig+GirX/jCF8rWumZ+p5xyShk3HNt5553LNrxrrrmmEkuA8PwyvjzoQQ8qgVsdO+qoo6oLL7zQz0J2I73nK7nVbr4Ijv96nkvakXZF8T3hhBOqb33rWxVPuEMPPbS6+OKLS+wJCixl1zPUX8STOO6440pbROQKAKx9LkUx3g87r7g/48i++x1Qff/7Pyy3+9ET37/CvX/pK1+r3vK2I8u5Hbbfrnrm03crv4f5gwTnXaiMuZBhw5SRaRKBcSBAV73hP7bxzCU/81VT1xo2D2MTcpZBTS/k4csz/nH1gsujH/OYcnzUuJ4Mc+MX4h2xjmzfrX6bXkoi0IYA/REh1G8vtKWNYxY1EU3Cf5hv2HIW0xFHxnw7POSpXyBUkUj6B7vJjqXwznUuQojQ4+i2SGAfczkiy7f/LbTaPUIfpnfGYob+I03K4iHADkF4W+QVu3GxZKLEk5tKwmmxHu3K5fJC4KkgYCIS6X3ve18xfHlbWO00CCGiokE+9alPLUGBvQpdAMcDDzywuBmvnPP0HaFEB6E2bO3s5Rdsj5HNQDYA77///sNeXrATkE8wPa7Zo0hTGTLoW31ImQwCYkIgfDbeeOOxFHDIIYcU7x8k5Qc+8IFCXppsTfhNLx7PeK211ioBHpEuVjt5dPDi0Pf0MwF+n/zkJ4+lXpGJfm5fv89JJ51U6oV88omFgUjb9m1soPQQCvLVtYfTxz72seKJwsvJvSALuFVTPIz5iASeTZRz5AElB+kGcx6B3pZCMaHEfPnLXy55b7LJJtXRRx9dPKCkNxbNV4wBlKeU0RF43vOeV8ZAz0yg+FA8R8/p/6847LDDqs/Xb4ry3LUpY50VVmOulznwHvjQhz5UtmYqX7vSZ7QLbU2AVN6sFgiMsbwKtbtxyBe/+MWilFl4GXXxYJTyg3AaheT58te+UUgnpNKDNn/ACqSTsh+46f2ru6+1ZvWWd7y7OuNjZ1W7Pnnn6l+GbPdhbCD4sq+M8iQnk5YRd/LJJxfDz66BDFnx/zibJ7XXuQoDOxYIR83DfO55vPrVr+4txoZ9w2NpvfXWKwSUBR769TDPjU5u/qNn0rvpn7vuumu1WxJQoz6eZZ9+9dVXL4uVo9yo+VVb/MQnPjHKZfNKa57mvUzoX83FIYRXyuIggBBEOhG7EMLOX4zaTJx4WoybWspl8g7goWBvuQC9PAPGIV5njtlGOlktFnPGljKMeP92FkEVlc8IYCBYETXoUYa4Fo9bQuFnCGPIxyEMXh3t2GOPLe6jDCf35T4GCePcG2W4pdo+ZFVqkFixRxwwvhEHCKNR45AwRJrEE+UIcZYyGQSCTFxzzTWrbbfdtnhOxH73UUukCCNj5OPtbVYtr6i3onFv9kpnz9HzJJ4zAld6abasvaOskpoMeBRybebRYWuR4xTsHXbYYdQqrZTe1j4fRNBZZ51VVqM+/OEPVwg4Qb+t4vp09T2KAyKIME69KcjYwDi3EowwYCwxWmP1CwHLe8Vx1wvW//KXv7yMbdevcbhe7cES7txcvXlNUdRhSMSD+uEP/8+7oxwY8U8Y9+nxNCJwjeTaBoJRuyHa6+Mf//hCWDaSDf3TM7Z90txjG7PtddoH8tWc542I2pl2LwA9zwIkrBVa7e3UU08tXnY8BZFStu+Pi3RyE2K5mIsEFHav+gyPvPD2G/pGZ0n4ve99rxrVm+/ib19acn38Yx9V3aoO3tovN7lJTd6tcZfqwVs8sBBUP/rRFdW6/3HP/mSd/yOXYR+r082EDG6KKpLaGylTJotA4K2UN7/5zSO93GSyNVv83HlNMKaRz+ZWc6b/hxXzwlyJJ2UYl7baaqtCPvFOVh+xn3zEfTKOEXVCQJnHLKjYZt+lyztP7zTWItgZhLxALYQiwfXNlESg304YBhHtcKEXselcMY/4HUQx3TB04WHqnmnGiwBda1okiadpeRL/qIdJyHYTEw9BPlGAH/rQhxbi5B/JRvp61rOeVV122WXFUETA2LLAK4ei3086nXvuuWViFvy3KSZY7pNvfOMbi7GAjLLKE4ZiM+2ovxnelH0f94u4ofibtOcqPFqsRlFQGCyfr1fZwwhm8FACGD/qT1mgwISIO9MmSAZMPuXbwHrBBRcUl1WDKybfCjy2PwbdtjzajvVPKJOaLHiYqBsyLQzztvrM9ZiJheKkvU2z8KRBEvowbn20N+SLfoYIGUZe+tKXlrYlxpE2zPuC9wbh0qzN9U+0CBmeUbYJmZARubykEFL6mL7JOFcn7R853PaK82Hq159G3R5TbwvwQfogoayE2Rro442OiC6fpjKPOArl5UlPelIhoJFUPJdCwbZNzthCKOTyR24hVPUP7eKomtAVfJzRve+++5b7d55izcNQv3/kIx9Z8oBfeEKVA3P4wzDRzpv3Mkw22U/+D6Xd6lV3H3MCMtT4rE0boxlEVv89p2HEdRYukL4WQXhRISI9eyStNu9ZNY0sabxZlHeTZ2Ll1hYX21q1ZQsL5kZ9ZRzeWOZc82J81Jlolz5IqC5ytiQc8o88kDwWKxB5w0hzYWJQ+khXQzmSwNPY1DZ3IZ3MncZLmGe8zpGgHTkxjEPEVkn5fwS8mMOioG9vzwoj1xjvE4t29DnjSWwH0t98/M/bdj6iDF5P9Jyzzz67fMxVCMMQ86Ux08fcR25dl3vPesuT/hOf5rglWLnPmfUcaaw0PhrbwjsZkZWSCEAgxvnZ0NAn5kO0zpZ/23leTkE26W/h8aRP9OvDbdfnseWPwFQRT6nwV73VE94SFF9vg+I54GPFkWHsw1tjNhEojlLP+8e2OROZgUiMDcafleR+ksCAJo3Jz0q0shjG559/fiEsKOcUVGmsXKvffMVqEWMYkaOu4yChbFnigWHS5kXmnnl7URAurMvhtREKgUHS4IhMc/+IB0YrEkAePMQo3gZUAyfPDN5TAkwitzwLipBrEE/DGmOBG+ICpiGhPMX/4/jmxeUNYgTBoj1R3MYpSD4edMgJ5ArRjhEcCJZJkF1zqb+2gTT1uaL2PNLPuLwzir2BTZuHEa8j28TaBJ7aC+KWoYCQRN4ceOCBJTmDst+o1F+8Xhbxh7RivPN+sNKpXN54yBztB4YmavkG8aR/IPdM5r61t/jdPO73sMoGopshrB4MYUY9HLQN5RF9wLPVN7R3W6GQuRRt2wU/VG/fRaQhbLV/Bmp4lXnmrte/pTeOGE8YAfCXr/avPTZJcNuwPJv5CKNE2aNI9pOV0UK4+Binbds0N/CC0tYZSvrKIM886ZH1PEM9U7HBxDWJeF9dLt+2sEqvnYhJJraY+UbsSJ5OxlwLIfqZGGm7jWF7Shh5DH7eT+YL33QT46c5OEgoc8BcRR9HrA0r1133f6uVta/gwEtueMP/8/74ze9GW91E+Bl72oin5kpp8/fAiuTJRGACCCC7ec960QBvfB8LojyKYi6k6xkvzD10Kb99zOU+4tOMQ+iJttL76Dti1vnQeXjr0p/NbeHdeG2tj1tUjjiGUQfzr7GMHmkh1KKosc6Ya/zhBY1wt1Aq0LkxqknQRz75vbwR0J6HJZwCCdu5h9UF45r5fuuHQTzpqxbl6bKxEDjf/PP6pY/AxImnWL2ZbZUsFf4VG5NJyMekZiIzuXLHpfz6MOQYrpTgNjEx8x7g6YQoEV/F26NMlpR2xiEPnhATJu8KEx3lEiHFMLDa/NGPfrR62tOeVt7C5X8GMmOdcckVnPfCfIXXkc8Tn/jE6tJLLy31YwTPlYQyyFE2eI3Ep804oqQwckNpsEIV8Z2QUTynGMkMBUZWuFK33S8jiaKDlBtF4BlEjev0GWVTMMYhCARtBjFAoUEWMCKtZM+HDELMWVk0ufGcsRJJKEzOqT9yDkmxRr0ta1z3E5g0Vxjj2Fy/kTv6BaNYG0AGuS/9xfOhGCKHQsQwcp4igMDUH7jaa7PIGVvnItgoLBBJ2hFj1WoprztC6UR6hWhnjGkkqet4fBD3qi8shPC8UtcQSoTnTKHQLmHhjXyxxfSbNTnm+SMQrNRStG1JaAplGl4IAqu82uOWtZcZTy9jGTKhKUgo7Vaf0nbmIlHfYa9drv1EXK9xek4wgDwTXkrmpNNPP70samjL+oP+3hTzCW9A254R7DzhzBu2khinjZkhDEnjL4LSVlCLJcYQYlw0ZrlOWeY42+7Mj/vtt1/pI4hvbYoHIgKWwhskbXwrMz79x/qVdH3flmvt0Md8iohCMhsbELS26Y4yFoUBoT/MJvrhQa+tx4NLvlPdf5P71eUNjpHxgE3vX516xserN7z5iOpRj3x4tftTh4sXx5C1sDKqYTNb/fN8IjAJBPQ7H1twZwuHMIny+/NEGPnwyuwXfRgBRc+Mb3OsscvY6NsCE0/LQWJM9DH30h8sZM0mdGlEl1AAzW3J6kRf4/3FPpivF9hs9cjzi4NA6KgLWTq9K+Z0eiN9eFzeTuw1i4kWfZtCF6AHaMvGhGkU9gO9AxZsRBjxNIaRscx3EHbS6aPGCQ4kbIvlJP+v8U3grii8QUoM2qu+XBX+aGS+Q8H13VSGm+f8bv4faR2jjDPOKP2UaoYuQoj77k3rFRwTUlMEYTXowBaBZRsMogqxxBOAAamhExOeuDOeleCvjGTfRLBDK0Q8NAhFnMeDbXryUA+KN1KGQu7emvfQf0/99+68Y/1COed5grA0oPgECcU4N8nb2ma1vU3kS2IAbEvjmMnYp195YWC4Twb0sFv+DHrKna3Mtro0FX4kyDBGSVs+/ccoHsg8BhnPAbhy37ba/tWvfrWQAAgOhmSbaD+nnXZaIRt4FCAVbKvieeCZ8KTTrjwL7YxQjDbffPNimCmPF1sIXLVVbU+sBBMI5YvhQzFDZgh2P5tIN2kihhHKYPfRb4J4oijqM7y4nvGMZxTF0VvcKG8USPcUK5Keq3qKBYbs06YY4UE8uU/4I0lDeJUoS5+85JJLCj7aJ28Lbav54aEQ/8fv5vcgEjTuLb55gpm0fbSXEP1cu+5vk5RZK7GEse8jLhAvJjF41F+ePKl4vBh3tAfkFKwoxBQJ3i/9YsyBnTFwrjIK8bRc+8lCEZb6hOdMeEOJ/RViPjEfIVPNI4LwGpNi7LWo4nnbnolwNJbYDkthDdJJXuYC/SfGGeOIsYOXnQDkYo0hq7SbScQijPuJb4swPhYtRhV11Bdmk7/97e/Vr+sx9wY3vEF1pzsOjk8orxvW6SxiXH31L+tx6Q+zZd87TwHWX0In6J3IH4lAIjAvBPQtY1aMW12ZWQhGBjU/yHZGdVPoJcP0U/2ZzmbeNTaac42p9BP6i/8ttNHfpTFnj/vFJs165+/5IWC+MG+Q+J4tR9f0L6bMds18z9PZtHniNzKFjdevP85WjkUqC0/y4oBh4YrnMTKGreXDmwoxY8FK/+E8oV1b4NX21+iwa2Yre9znhRegA9HjPbumnazv6at/rbH6W923nYcVPZ7ufUW94MV+0IeXi0yUeKJQhvjdv6rt3HJU+Cn7jCsG3aSF++5vG9u0lMfwE5eDW7JJhbvji1/84rLtjlGJxOJloUMjH6zo8oYx4VnFDdJJXrYxcGNuii0QttZQ7hkSDA2r35MmAqIOtr75MPqRH23CUDbozoUEsh2KB4dBzeq8AQ+RMpsYTBj6BpKmB9Ns1/UbIOpsIBqH2E7pFZoMPYIo9Iy1CxgyFm2Fi9UzAztvH143jDjPGrlke5R6GeB5JzrGs8Hgb5CkIFGGeITZvoWgDEE6mDgE7zX48gSi/AS5wmuCCzyj0oogEmbL2htmkAhUjIjpEpgif7RxH6sk8bvrGsdNXnDRroxNBn7EY3MlU9syKdhiBk/egLzpkLTGOG1Fn4ERcsY98ZxjRBsHEXe8D4kxAtHmg7CDvXrrk7YowZFhbcKKuG/lwjn+cU/attgUJjNjgXHCR7ycNoFBTJbuO8TYgIA2vsSWRO1egHWkgDrDhZKrjXjexotQmpCQnhMyvV+0JddobzysRhX56ofqPows137iGfB2bZKR+rH/41jz/zhmta3tE4sEtpJYaPBBnBJjimfVJJ30eW3MVhSENyXYWGGOQjQZG4y32jni2cof44dHk/Z/5JFH9raDGxN5zCEqjSHGZv0qFrfk4dqINdb/3N0ngstHO/Wtnelvvo0PvtvaDOXWmHBFrQQiS4k+bqzSz+ci/eN+Wx43u9lNq/e+8y3Vwa9/U3XSKadXj330jnW9/2/BqC39F87/Yj0X/7B62Uv2qTZ/wOAXYzSvNz7ql8PUqXld/k4EFhIBnob6MT3Lx9xjLNH3jQ/0UN61fmvP0aalZQDr44zZaRRjj3szxtJD3FuQTryEGdPGUn3VIlZT6Gfu2SKhezYOm1/NoRYJLfLQPdgF8kaYmx/pYfQb4zl9L4mnJqrT99uztdDRDM0xqJbGc9cspGiHYf8E8WTe1xZHEe2WPsIj3k4NczCdU18WGkJ+vHRtaTVnsweRUrBho9AfLLaHfjBK2eNMiw+w6MbuUv/YNaPe+l/oQhbv3I9PLPTaGcB2MzaMU+L5jDPPUfKaKPFkNTKk+TuO+V6uCn+s5jbvdbbfBggdTccKAyC+NUYGsUGHMaajmVwo6JTxpjAGdErBCHVWxh6lmfIv8C9vFxMwQkLHXKNmhZUtaKwGz6uFpwJxvWuQTGIlMaJNjLbZmQR5NTCuP1gb4YiAZv2b92FC7f+0pW27hteH12pbBVc/ioWJOMiU5r3HbxMpw0kZo4itUkg55IDVd2QAw7/ptdOVn8FV/Ubt1J5Vc1UCBmHgdZU17HGKS3PQolzwmDNAMwp5DjW9bygwSATP2TO2SqcNGCS1aW2GAmcw1R55J1CIogzGXNRdO9VGbI/ZsiaSPD9EhHLdM5JLGbxkxPgxwXi20kk/SPoVr0FpZzsHIwSS526yMwHoOxRU2wOtEjbFRKFd7VJPCEgz1yNuL7/88tLP3B+jGIbaqNcjI2d5EdmWZysiPE1A8ubJ4bnw5JNOP9QGEFXaofaE5FOmGA+jiv6M/NGG3SdBNNlO6xvBOow026j0nrWxQx0RUJQBJARD3PO01RfZwDg3Tnj2JlJEA29YZCeyS1voFwqLvqQNzVWMeZ7VMLJc+8kgcnYQLm0kLTwZL4hLW021SySP9qq/9G/7RngZO/VlbcecZXEDMUtJRL4yhMxLCCf93zX6jXobe972trcV0hfxa9zRLvR9xLN0trSGmNeMUfqWzzgEgWoroQ9DjWjHCOb++x22PFt5jRUWfSzgDCPGUfI/fx3sASh2Ifm3W92yfI/yR39LSQSmFQGLYeYV4w0dQ3vVJ40J5hjzo7nO/G1OYXSbR+m2Pgxi4wZ92PFpEOQ7UsiHd3mQ2urmPo119IVBXvd0VtfRx9yjOY9uxdh1jnFrnPFh+NKlzdfmZ3aZ/BH8dJMramLdnJ4yfQjEogC9cVidTT/Q9hdS9MfoX/qoedv8H8cG1cUuHnOtxSCLpNqy/myR1NxOX6BzN4VtasGWxx4dg/B8cg19I3Tt5jUL9dvCvTHLDp3wzg4cPBdjlo96+7hv32xlthm9lO3v+HzFIiS7GSEdC9/zzXOu10+UeBqmUstR4R+nUcwbxUdn06Ftw2IwUn7Dy6AfZw1dY7Y6xOBkMCAMEFKIKsatlRGTMMPThI5c0jEYvxEjQ76IAMTCAQccUDxZfNveFoowFpd3l0nMFgpEwjgE2cRQVn8GrVUeJACSy6fNWG2Wq16kOZE3z3f9Zmi4NgIdW9VWh2HEKhKJgWWYa6TpX5Uw6IzLCGDY2x/snoJgQjoxBpEeBnOkh0EeESD2l7ZigGcgamuUIl5f3npGkJW71W6sPHy0FQQJgo4wRpEFno80FCCDrkmAdxQF0f0yNpVliwzcGK7aK6NsoVxKkTAIHd/GIcavLaO2V1LGukR/RLq4d55K/rcVj6cXgxrR5vkhYEwY7sf9UgQpxpRN7TtWPniBWZVB0ujXtuKZfCmKJgoeiNqxfOZCPFE2rQTrs+rHwJfvsBJEalubdM/qS3hRKYOSYVwx4XMx1o/F4NGPbMuk+HLx1695i7WJdqkNUabnKhTuYVcGs5+0o6zdmnt8ELOUIlugtSN9ZZBod1Ye9fc2Ish8Zu5AIBlf/I/stbhibDKPmUub7U5fQ0oZn40vPKaMZbFQYq7SruYj6hEKMGOQ6McWXtwTonw+4nr56jvDShgPs817N7j+9UqWo9oaFg4829nEGJ4yWQQsRFgcIv2LHpMtebpzpxchYMwzcxEkFVKFMRtz2lzyGdc1xhP6ThDa8kU20a+NsTxIhxFe68ZXfRhRb9GVPu8TMSIjHx5NFgsZ66HDO8cmMO4Z541x9KHQT+La/F5cBPrthMWtTXfpPOos+hP6G10v5q/uq/7vDF3R/E8/pQPyWtJn2R6Om5f7hU2BiGvOX/RPb2bnfb2Y7Rjxxbbx8fzoo+z2IJiQasY15Bz7m93OfjTP+9anLfz3L/r2YzDs/3MdO4fNf9h0i048pcK/8qMyiSABfCjRtsdhKE1Gs70JhxFty4JJxzYepAHCxkTDM4HSzqDl2fK/7N0H1C1HdS/48/xwYOEHDwzIAiOujEiPaEQ2QSIZmZyRSBeBAJGzyFyTLJCIAgQiSCCCCMIiY5BAJGERTbTIMjwTPAYzM8ZeHq+ZM/UrsQ91+57Tp08OX+21ztf9daiu3l1h7/8OZZIzwfA+IFAKXzBROU/AjwTBOjC0lJIN9JHHhjIsSTUCZqkf1Nk1kyi15duri1w5Bh/1RizqwCx1mUQIM4nq3Oo2CQHWDHZAOrxilQZIsLCNA5RiIh+nHDTr05xQPCe8hprXTvo/oILyCNwAOBkAeZzIzaNtEUQMjkAUgzVPHcmvAS+ASYh9hEKxpilDGwwFzP28WYBPBkltCtjgmXK7IOEwvoXn+lEykXsJSv73PIMv8NIEs0giqLHw8d4wYXk/7VsbA1aMI/eb7HjvsEr4XpQF/SjyFQGfCMn6xYEHHpiVVor6+cmiKDkyPuIZ3vGIco3nCze0L/8VMmH7HjxD9UPfB/A3Cen/6qc9T6M4+i5IO20ScFLd1NukRogGuOl3PL+8M+BTmKC+xXoDfOMxp06jgDSKgQnZpDsNmeABmqUw0lZO7Sf7cke744FEOALuEOKM/4DkrqRvxLhpbjK36WPGG3MUT1lzhhyQlB79KkL8jIEMAUBe/UE7Mk6w4mtjxhljTIBO+hRwHQg8LQF3gdGAcmS81H/8Jpl/2p6vHxEkh/WnUfcddIUD86mvfu0bvZvd5MZDL1PmV7769XzugAP29tIcekNxkGFnlHBrbASEmNf12UqL5QCwVVszVocBbLFP3IzSKWWzyEUUO/PKugBP5CWGGH0qfo51JSHLxkLykjGVPB55m4yF0adLeZShz3hKF6BXkFGM8cZdgAHg3/j30zR3/rek/NIbhM5XWj0HGHTJNZPMG6uoNXkxgF3tsZwzRgFQ+qa5nMGbTE4/KXU3Oi2DqZQdUjaU58iIeELepJcYN3lau8e16mLhG3M4XZJcuQyiH5CJeUari7HLe9onE9FR/Y9f+iriaW4eZpy19S6uDd1yGfVeyjNSQ1gYpUbQTy5v+Wd/GCXm9pMS2E+NM1+XPGf6qbHk/aQQ99Mk0U+hZPn/NAD2k6WwnybjfgI58rHkCTAoNik9/RTqkY8nD4J+UtL6aSDN/6eBOF+XYkX7npGsjf2kjOdjrk3W3H4CVPLxqLN7k9Cdr0uhBfla/ydla/DMee8kQKefOlU/KeD9lJepnyaWiR6RAJv8Dm7CvySc9xPAkMtIHaGfgIF+ysWU/08WlX4CBPpp8uuniSgfw7/UCfpJKegnIKqfOkk/KQL9NLn1U7hDP01c/SSI9lNIUr4+/iQ33X7qYP2kzMehibbJ62bQBpS/Z8+efhJ2JyqjvDgpLP0EavYTeFIe7rSflKJ+6uj5/l27dvXTINbpvoTs95PAmNtMpxt+c5E2nNy/B7f45vE9BgfnvJOW6O0noSN/11FFJ8Uz950EFvWTdS7vJ5Con7xn+s7t3r27n9xb+yn0ZlBE8q7rJ8+lzHd9G6UBtp8G3cE1+mL5/+DEb3bivubxef2vXRtDkjfGxEUm4KifLJL9BNL1r32ta/VTWGA/WRj7yXK5V1kp9K6fvAX7aSLpJ0Gur68lz47BNfoL/idwuJ+Apjz+OKmvJY+ofF1S1PsJEMn7yfOsnzyi+saHZVNShPrJ07KfJvi9Hm1cSVapfhIU+slTMr+r9n/cccftdV38g0dxXQIvMg/j3LBtAsry2D/s3Lhj2qcxJXnEjLu09fxO7ifm3eR5108gciuP2k4mUCnPJQlg7SdQKPcD7T4BUPk2x7WZJKD2E3Cb53dzTAJ389iUgKA8ByUvofw9k2Gkn4DOfR7pevOy721un4bMneZ+81gCSQd9cpqy2u4xvidANsswbdeV54yZd7jb4f2/vNM98y95gZWn+2d/6tODc8/Y8/y9znX5B9/Mu6OolLNGXVOPVw4skgPmvwSAz/QIYw0ZZdOJjGQMITskY0CWScp3MnaTUUpKBp98nfExhTHn8TIZE/opZcdAJ6CLJbApy7xkveRBmvWxspxF7JOrQk9ZRPnbUGYyhveToTbL3wlI6fRKvqc5c5lEZk1GovxI/VW/TYBZbm+j5NfkbNBPBup+Cp3PukUCifbpp/TXBD5lHT/eJ0Vn9FM0R5bFYQzJENxPYaRZT02GrKzLksVT5Eo/GSGzjh/3LnqrHilX61SPSUbpjAMkoCzroeSkbaLlQH8tEBqkMjwhysvSBJG9BIScsIb6BYW7GCSehw5PAUgwLxlIpzwtPAOE8kA7eTeEJUGSbZ4J4d2jTLlXWAX8WPYg/5DHsBSIHQ1iLYDKLopYl8VfT2pZjvqExwj0mAWZxZ97ondQroSFQnokY+Ryy6otDw3LM2QWAut/6DEXxQQAZVdJXlC8f1hXxM+WpLwE3GXUedQqc+X1zX08VzfWPd/SlofMLMRzChIe33CSsoQEQcp9CwnThdt1IR5BSSDIniVyoHR9tuvcFwThnsWyF+W0bXnZyKEiJw+X1mHE/Vo78n1YxIS+RAijc8OIt06E3cX5poUh+mKcb24XbdFh7ZvWK0/f19ZZGOV1EvqaAMdsoWC5EOqDhADpO8Yaoay+rzDWIOFD+iC3eJbcsHjYKkfoI+8O1m99Sl/kacVLbNnEusSLpGyj6iBkkDegMYHllUWKV4x38N54JLxQLjpt3PhsPObRqM3J28Pq4/2HkXYS4avDzrcd04b0x64eT6PK2sn9pJxzR/Gn7bj2L0RUO+DZx7rPA1Bob4SXsKhrF9oLD8tDkmcVjydtzlwr1FdOAp5Sxiptrtl3efbytPS9jVHa5DTEI5D3Hg+fRZK2qS91nR/URV84/e1v6p3zd+cmWef/yveHJ5nzf5rG3fvf9/De1f/XVXpXS79JaVQfjHLIY5UqB1bJgVk9ntTdfMDjlpyyyWQM4T1M/jDOGlfJBiIZeHQZu70nz3NeIORZYyf5n9cIfcD4IaqCbEcXQMrgXWq8dY852rgqJNqCJ4si4oYaIQAAQABJREFUcpWUIN6l0nAOJOBh+Ik1PBqyoq12Zq6j04yS7UXLkAnpgeRknvJ3TfLCZ1JIOn3cfc6VxGtemD4PopK0JaF55GZbXnw8p6V7kM5DLjP6/aJJvZu6T9dn4hmvRXqASCB9Y5voQot8GS52lFZUutt1eeZOFfiFo8xCFDuCuYmCIgiAsw8souQKuaIwcz0UriA0wTGdV3gB4V6+JsdMYBRkiVBj2fQSdPJtARAUZBOZzjFqYGl7J4K+wWLXrl1tl010TjiIEDLvClAjaOAH9+Iu1Bzkxt0jbE3eE2AXZWoSpULZ5aRisCrzmox79rTnI4Su7X7glN82UVNxneTduLwSXgHeySMp9wsutVxiJRwmHIcbMCFqd8pDw8WXMi1nA1DJBAwgFrIK1BTzbULk4o6A48AZ4KVQU2GvgHWu9BTzZZM6a4/adoQ1qQM3au1WPb3bgan/AhWADfhgcjf5uk6bBhCYTB0nEBsrJJIfFT4MQDDpTksEZuDFrLRT+8msfNNuuIz/Pyn8EnBBBtB+tQ05x7QVRFnyP+GTkiT0Dliprek3+isFS7uhTEWuOvcqnyIl1JNAqS2V510zCS0adFIX/UUfMR9PQvh285veZOgtl/uTy/budffLDj3X5aCyyzmoyz31msqBZXJAG52HQU4ahVnztC3zvYc9i2xu/CDfkyEAT5RUxiwKd/LUzeOnfJ1kUbl2yOfGZCHLQQy9Ia84BrD6j1Q2md+1eIXnctJ1AZ4YEYRKGesn1QUAaZVGcwA/N2WMZlBE6hvAU4BRw95QzlNGRkYqJB3FsckhRB5EMre0FORrjhHkOv/rA4y+TYoUMI5zIjDXMigZPxixGMHoamT2RdKkxqWyLnjGgEsO8s7z1I3L56xqf6HAk8EQ05D9SakK/JNyrJeT9VJ0TRSxIhSF1j7014oeEr7KrcN7hWeVDi1/lATHgUqbBABTclyYtErwgQLKy4GQrlMrT0eBKE9L8+5YJmN1prDw1OKxYZKm+LDosG6HYkoZ9t4UApZlk652C4jDB4MoQI8S5J0lhBQrjweUaQCXa0y2rEeTglbNCRov5yFgTfst6n2jOSA3DTAlhZNlcIj3lKVeCXNAToJe5ERTinbNm+OUU07Jwq62og2ZTHlpIO2SpxDrIk8/k6M2SeEGCBMceRWyAq2CgEMAaQJlSeqnL/GQBPDslyxV3vX8lMdKPwBWEQwsUGDfewEZCLAsr/rmKNDJc0y88oNNS/r3rB5P0z673tfLSpBx8XfSeAb0541MYOQR6dvoR9o2QEkfIGxajED+QAYY8wzlh8LEuOFaQiMvQNZOpF8whpjH9BnfG3i1zqTdUxBLhW/V9dUfwwtt1XWpz68cGMYBiuOsBrlQ5oaVP+9jDJCMs/IHihggS8+LKM488hmlyB7mXMYdirY5U+5ceoDx1znysDGSvMJQFosAke3Vk+xPtlHfyyYjAXkXAfXlvWMAIgvjXxtZZZSsQB5gnCMPGbvHeX6YD2aNcmir1zadmwSAauoWTT6IiqHPkMPMx+RS3wqoyTjKo4gepe/FD+DDKEhPGfXNop/SY1ynzDbgyXVAJ3M9sMXKub9Oz3Ev7ICOuicZcsmijJzatCgdbbzpjWcuKxfeEn2gXD8yCAMXgHRYonL8IVtYOIlsK+/tNFE8ygGkkUmmIX2IDsogp4zIOTlNWeU98sL5ea9FA2/lc5v7CwWeWDm5vldaHgdYiyVrJtTyQjKZ6IjCDU0+OrRjzgVZWQqowmLSJB2Uwsg7gyukDmEAANJYlYNSaTBYNwuSCZfyS4ExoBlIKb2QdaGaJlEDKUUlT4oJmf/3xAPAk3ttKT0BALmWIkSRtjXwOc+6DqAzAOKfiXZSak4kvleAhpOWVa9fDgcoyQBdwCOrDMGSizDBruwLzmtzPPp4cOgvBvwAndSWEqoNuY4HBw8hyrQ2qn2x4KwKdFI/BgACqTZJMCkJSMCFX/8SDkhgLT1OSg9JwKzxyZzgunFJS/U548+0VIGnaTk3n/u0ae1cuJy+QhiNMFxzlL4CtAQkaVcEPEKwvkWo1Bd4OJWW9lMSgEtR4sEawqqwcK70Vld0/ajQ4fm81eyljFMGZn/C5CUA9ZJ5evIb6x07ngOzWPYnYZ75oE157VLW717oQlm+63LtrNcwRPG8pxjzxmRwMo+TFUvP4UmfIxqBPA7IEiqnLKkljLOMnkB+QJExlScoeUTEAm8m87Fk4pRqcoux0o9BWmTAzxLQ8JjCI8o1xm7jsvm/LeQWiIGsmI2kJLCAhLmeIt8GtFfgKbOs9c8088Y4DyntgowqzJ0OSKfRx4AeDBH+BzY6Zr619a2Q0PkAMJsVj2s839xCx6JXDSPtRtvyA6JKvcMIy4AE9OS959lSTXi+Mulg6gsAY3wKGQHYA6Si39JPERky5G2RPvRfzwCqWgSoSeGdzUvKD4iqb3DcANg0DbDN++N/jh0iFaYhuqvnkqm9Jx1hVgI48XBE3oPDyKpoocDTql5qJz/XxAbRNWiwDlNmAUWEciE8BgGNzyAmPMxxIIpOL0+LQQjSHR1VLiyK5yG/CZGAvkKhIeSQYcKAiUVDXieCELMIqR9F3kDmFwT9ptgYVL2TQSIm4bjGYIdPWSiPgy1bvMabSUn5BtQg9fBtKq0vB4BMJlOTgm/HMqS/lcKVyc9kqS9SiCnIsaqMfso6iKyux4NKeDGPKH3RxM2yo+/xRlwl6R9AMJPhMALshov0sPPNYynxafPQPv8LNdQvSsvVPhe1HNBv8X2chbaliHpqDhxgvaQIydWoXbMyWuHQ+Ayk5wFlnLVP6blamnvMJwQu1lSrJpqj5ElDVmGSu5HHLqVKu1SGvmJ813+M+etM2qYxw3ZdaFfyzLSK1TCihBBaKc6VFs8BXqNybzJQUHzalP1htTFeu58SBtw/JMluiyIAMaPDrCkiutTP+xjT28g8S8Gl8Gm3DD4MroAWlJY7mdoLoe25w84Zq/x4JzH4+q4UdXIz8IkyyytolNfIsDIZPskZvECA+MZOMqeQOO/MC1luJqAU5Zzsjye7d+/OxTH6ULhFRACVEMVePYyj704AljFaf2coQvjHI5U83UaewzBtLAYOeHdlqiuFXxmjyDdr44PxEoBHdzE/BJGvSkNfHK/bbhzwfUKnw2M/384W2KgdNY/r7+b1UR585rUAmdyrfZLlRgHH9E/XWaWW7kpPlVsWaEtP008ArLx/1NeYxhnCmON6nnzaHgCWHqdda/faLccC7xcGL1yRvoKuq6+IhIl+EBwDXPnJT0o299N//ZSnPn7G1dKwGvfHFh/KOV6dybWea2wCYKkznZtBmm5AV0X4EeG0+BceZFH2NFtyUxBD8iqpAk+r5P6Cnm2QF7qjkwhdABLpSBBbnVVn0BlZll3DemywMUFSLv3ueMc7ZguKKkJbgSE6Bau0zmJCpxScnwaNSUPLFvTaexVr0NKxTYTer0ncR8vwwfK88CYovIFSWIRBFvI/jgwo+Dgp+R7lfQANAkWl9eUAIYrXH2GJKy8FuCRCMk8grr36mL7FwwOIdOyxx/bekPad1zZNqiw2hEGeUxT1daJXJiWfUGsyXAYRhFlv5WOb1tNLfyL84H2l1XEA8AdoNMZRmrRxlnAW+9KKxzvAnANwJ9DpK/6X+4ynqnAVwAdgieLEGmhrDAf6KjetaJOV9HVXRPCCIBnC+eq+zm+f3DbnUEoJyhRRoT2VFssBCjZ++1EWJk1TAZQFWDEG8jrkddIF7J/mrYTn6HfmQkCHMRsgzKjHq3GeIDBjj7DckiihxgyKJ6Kk+Rn39TE/c0mQ+nSR5eL6eWwpw+rpZ5zigcFDkxcQWZtxKRY7Ime3Eb6ikBGMpYihmIcIxZZnE+97iryxUAqMAOzMiwAk/KGYK4+C+/73vz8v6mPsJZPQDZA5n1cqj61QmvOJIX+UaVy2WBMPLOO3NsGbRngfijQFZB6e0WQhSrc6lUo8/ijHcXwz/gMkfH85aBHdRj0ZMcjLeHt+0kfwAugVhN/keDK9awBz2gFQwz4lPFIluGdUHaO8VW1LPaHUF8bVp81wLiRzFPFomoY8LzyetDs6GNI+hs155AKywO4Ejmr/wj95xpMdyH90TV7OAFHflw6rvwspBY6Z/8kTzgNWtSnJ8ckUvPXorMoIT3x9w9hKdidnlHKt+vr+fvqFOgC26HZkeiCRduSHnCeTDKOyXOef8pSnZEcQeqnn4Id2SLbWb6TsiLHe91U//PDMeQBPZR1L8LY8vqz9Cjwti9NLfI6BnFWE55KGbXLSkbgkxiDkOA8LCLLObOKDArNWSBj+2hSax2WW8MKqJW9NqQTy1jChGGBW7ZExjLUmGgmMdyVL7iQE5bbCB1SfAEPYNuGJUx9HeAzwmpTKCcW9nluBp0m5uLzrz05JxU0GvjchlnBlINdPCIQEIucJbCY9OcOcjxXvTECsNxRq/UffItiZbEOgXN7bjH+SWHsT9STCzvhSh1/BginpNM8x/CpDgoffMfqo/m9sk8+t0uo4wBpPIGTs4DrPk4MyVlK0ewosIY/SgoSAECJD2XCfEBLh0sbJIIIpi6J71514xho7CJ7rQvIVDiNKmb6PeEFUWi4Hgvddn2oukVZBeDY5RhoESjsrPyv9tMRb0dhM8VcO0IQngPL1a/2VvAkk0JcdAwjFnDftc8v7zJVln3eOMZXSSoYCpFAEyU5SJVDogBklEK0MgMOqCIjrR6bEHwALcNE4hxierOoMEBjmAWR84wVM+QZauZdBWDsBOLoHyMOjigcFcJ7Sqg0AYMj3xmMyDLAZkfGFO8uFyqCmDsrhoQXABIRGuop8w4g/eIvcD3gCQErjwduVPO67qI+2ARRjVCAzyS/FczxARTzh8aIN01foI2Qj7xS5bryT+61Ypjyr8Snfu9gXRkSnQQzj+EnGQgzm2qU5xbcATOLZ7gR8eN6oOuab1+CPtr7OBHAheyHycehE9qONlPU35wM7GXCBpoAZwM4pKaye3ACMERJIFyMP+kbK12bJEvqCLT3XMzhZaG9npzZuTALeBIjJAExeBz4BxIBVxrFpicGZB6O6NEm79AvS1vHGPfRL/Ve71+/01RJ0FiqrPfuRFYBr86TyWfMst2tZFXjqyqkNu47CxZJikiGIaOwGVxYw4AqUNtBucbImbJMS4i1lwtZRoMcaaQk6BSsM4OtK6q9jh6WnSz0NilBtvOCC6X8hUCZjkxiwro1MirylJqUm8NRmfZ607Hr9/DlwSLIK+mn/+hKBnDIMcCKksV6YMAhe+h/QUlsiJOp/iMu4yYSVklVGqFHEpM+/xrOVSNlneSS4miBHuVjP9pQL7gZ+U14IHfpwE6Do+gx9ivKxyLp2rctOv47HLaAI2Eq4NPewsAe4xPot74gx1rX6hdC6cI9nMCHYsW7ztuXyPow2AXRSb23SGLEMIHcYn4Yd4zk2yVw5rIx6bLUcMHaS1wD3ATLx/GBJ50UqpIRMxyBCxkG8CyiGlDkKDnmn9EZxXngYsJRBk0KnbCAkEEh4q5yU7qH0BQn1Q+YNz6ZcAUiAUu6n/AGAeEjt2bMn54uJOkcZzS1viQBL4hzFUtsl35JjlalvqRuwrGnZB26YV9rI+EN+npW6AASUaT+KMJmTMRdQA+jxbowm8tEEMcgYF31T4BCZgtLuG/EI42FNBg1gXj4o46zy8ALY7UdmMZbyYrJAkDqgww8/PI+/vhmZxLchl/iOzZCkqFNsgUEUbUCf5/M48d3D40zic0A2uRww5FsZ71F4l1DMgUmIPMUbRhszl9NB3GcuAEggoASwAvgIdCWPSWkAjMAb7QAACXSi12gT2jJjoHd2j2uMybZCt0bVMT9whX+aesIKq9L6aH1MHxxG+F+S78Drznf3vYwb2iCwUBvibeS7ATD1AzoWIJJjBeJtqU8AcnlAAaT0I+3CdcBd5z1D+/fttRXhy57J8cIYBLhyXhtoEiOy5+gzytPv6NZASzrzqBD0Jg/if88KMM6zhsmo2rvxTlSEcdNvm2ihwJMPFhMQV8YY3LaJgev6LgQJHY6Ca9A1KevYJhqTvk5n0BVGpkOHBSEsLyYNEwTQJVwU1/Vdh9XL4GPCAQh0JZOficsAYRJHrIYGNcLIOIGFkAecMpgGiNfl2SYU3yPItwNcVFpvDphw/PQVZKJgebTVfigArHKsNwR97YLwRbhxHWut724iXFfQyXvxbmRxMo7oG/qJOsvDw1OCJZKw6xglxOQOaKPIEFhZb0z0LEzaOouW/13DSg1cIvwSUvVXYBwlxiQ/C4U78yxl1Htn5wBhzhziR/FkydZnXvayl+XvTAGhDFG6oj815xzhIpROANWmE37oE5R3HpHrQOZ//ZWc5rtU2jwOUNSASgHgMBQYU8lxvAooX4AJbS5kGUoebwAeUcM8PShAxnNKPwU/vFIAXMgzox8Hx7RtzwFiMboY9/V5spH2xfhC2QMom08o+pQ6QEMbmS/IRiUBYYwfxnrlO29LfjKmeM+yjykjQn/KcmLf/Mx7ctVE4eTBQdEugSf1AgYaR/HZt8FP1/OEAlbhO37yHGL8Asz1k5xhTPX9zK10AHO6rXtK0J6S7ZsCt/DPHE+hBzq2USjH5G7Gat4kvLslcwZM0j2AUMAEz5ASxPwfpC6AJh6uQqO8A/kovF21a7K493W/iAxzAk9XHkxyAQKtDklGQed51/qWvrd2LsJDGwNMAeN4neAfxT/6zLg6Rl1XsTU+k714yRivu1BTt2je4331Hd+Ovq4daEu+O97rL2QyRhL/61d+DPTATOBlU8fyTUojhjogzyjBacd8Z99HCCQgx3fgnacdeEdthXxo3DjrrLNy3/a9ecABpFxDtgZOiiBwDo/ovYgOTNYmb8gtSc7mjacfkM15x40ivNF/PBfR6ejH6tfFIIpnpR4HHAe84c/5CdgGQPmW2qp6hiOIZ5Gb8RvYL6zQd9gmWijwBOjwQ9DEQKm3iYHr+i6Uwojr11F0biCSQdaAq+NQFMXx6ojcXQMY1ClYUHRokw2LyiaRCYkwpaObnLsmKDYo6uj4I3YYP/BNx+9ShkHP8whbFCWDZReKgTmurcBTcGKztgReQn4QDw0/QjoBR7siXJlM/ayoAegkgK0zyT+lviZ2yotJ0VZ7B8gC0rz7xdJEKnmrfoQPJnfCv7GIMKo/UowIiP7HC+ASoI6wSYBhVQWIG58IrbOQcsOyP0s59d75csBKiBQn7Yngyn0eeGnOEd6hn1CaKAnAWkqzuUp+obAazrdGyy3N+E4emmcY0qxvYI7zLSroNCsnV3d/KIRRA8CmvoYoab6x/hOgk/4FtDHWjvJGYdk3fgMzKIZkGqEsAUCRXULJjHGcggl04GFPfrI1DyLlARKAWOZEZQOceQ+bExglRhFFkFJcEu/HJhhVnm/um4/anmEcApKZw/xcX27jOPCYMmhOs8WD5pbi2IUoxucnmVueGt+IRwWDsN8wnckxYBAvEMCb74cPvCiANYAkYJuf702pfUvydANcmGMpumR6YCMF3zyrnXhvBNwHVgEHKfHACHUJAGjUO+1KaS3M+3iGvAeQBwgpnEn9jO+8TCIHkzaDb55nzBcqh3jvAUKDyNW+m3qSl8hO6oTIFEKoeGm5Rxslv5NbKPY8twBWiD7DSEbvIXsBoMj8eMHjtq2OQNhVkm+p3+HrMM+cYXXz/Urwo3kN3Q+womx9CyiCtF0/fcs3Ml/5Tr6t4wAf/IhcR2W5ABRzu2eXZCxoAma828mSxiHzO4BQfwDwAAqR72RxAGCS6B3tSW4u1/Ce1qbVD5BKHtUGAU2uxSfjnD5i/NJPtQnjzyjQiWe2fqUNeV+ho8BTMvAk5H3JykHa9vmpn5NJ8ZXM7Kdfqh/QLb6rd7BvvHGNb7BNtFDgSQMKgqZWWh0HNORYRasMkRNrrcNCgxEPNRMO8AQ6vDvFPUOXN4kAbcKXTGQmOROKmPFx4JFB3WRt0DSRGYz/zzTh7U4TfEymw/hg8gawstyx9BgMJ2nvhLcy7MLg3zZZDKtDPba+HCDYmdRZd1iItS+Ckwla/wshfn3foJf7QrjME0BMqCZDk6OJkUflONLGCdeEP0oGAQB5f8IxcGFeRCFQx7Z+O69n1XIm5wAF1K8khhICHiWYZVD4Cc9BYMg4pacsZ9339ZlyvF+H+urDq1as1oEPm1wHfYfirR+R3yhhQc5R3oVCUdCBQ4xjiAGgzdPD2Oy8HwBK0nDAkjKAAZRG7ZkMKbRceBdynNxJsTJXULrImuQxXjtIXQBhEkIDoiiHo8h9Zc4U100COrmerDUOEOLlvgwSbsxoQyZAvD0BX374NorUz49HlG9qnBSapDzfgac1fpJLGU8B+RR14cvmXXIwoAUBoBhpeQq5j6LL+xhQKKzeNyOnABiAQ20EoOJhF8qza/F7z549uV7aABCB5xXgxxgPdAQ+MHyTkYz32gSvJqCIMhmqGKZ48Ml/5VeS/8nc5OYATryf9mRcK41PvEy0UfUCPvCIYtjAQ7wEOIyqo9CtVVLoCZPMHd69/B7N+jPydaHod/qteUIbYaiIyJCyDECP79AESwCFzb4HBD075WLiTeQ+8uEhyWMN6ARcDc8l8jKjpPFBOdqLe1xbEhBROCa5Grip/QK79Cfn6HTKbPNqJI+SGwGYwMtp8yHxCPPNgqTh0E7xTzvUpnclsJac2vym6uyY9gsobYYoRpmTbMOxxD2TrpQ6yXO6XLtQ4KlLBeo1q+WAjuXHYmLANXGYjCiXLAs69iRhY6t9m98+3cDFTZll3ZZlg8uyCY/ANIwMEpBzEzALjUHLtVyOS2KVMikCl3hsGNwNMo5TkFidJqGYUOIeE0UFnoIb27HVPqKvEbBMbibBTSTCaZtgPOqdtPOwdI66Zl7H8dfEXQqd8yq7lrMYDhhrKZd+20zGdwqgcIV1IZZgyhdr8rp7YK4Lz5ZRj0kUBIu8ABcku6XkAAoAFDxYrN7EAELZBjQAjHhBAYfIfKM8PXgtKJccKDScEZIHLyMKA1/IhrxOAANkJ0on5ZAspT15rmea79wvxIWCychJ1kQ8GihlbcBTGDpKvjP4uY9SZV4ikwHKKGz+18fUJby8lDGJUbB81jz2JWMH4AGJQvHcnYy7vCm6LoLhO+CT8CRjCRDglJQTEZDIG42CrS8LWTfnUqJ9X6sbmhcZls2NvilyHT7xTuIs4JsoO5R1sjADrjLG0SiQQz18D0Y38jEwyTgPMAMuofhG6gUcAkpRuIV5khvaPNWGzfPa3zBSlyB9xI9eENRWx7hmFVv1bgIU4+rhnibYM+6eYedDVtV2kDY2ioDB2kEAT1Fn3wi4VxKA0PcnExsbgDDkZPOR/7WJWEmV8wCQECgDWNd+jHPekTNFtE/nANw8PoVyMnAZk+hnxjLltpExNxwx2q4bdw4fSg+vAOoBT4yuvot+p63Li1b2Hf2UDhj90Xg2KwFojf/GP+PEKqkCT6vk/ho9m0XMD7E4QGRZTbpOhmv0KrkqBhgTKbRYSBBvCvG6BDMTqgGPpY9Vx6DHKkcZ4LZpMDBJGjR0fhZ49xi4/nea5P9H4g0LgHudN4AYZHmEBA8n4Ydnl5OkAagCT5NwcLOuBUJVWjwH9Mnq8bR4PtcndOcALwWGjAsnIdzctC5EIeYlSAguqQQ+5umRWD6j7u/NAYoX4ADvm94de1+573/CivxKIpNQtsw7ku4OUzoYGkd5egCZAEqMk5RH3gaAIsTT1WpqlDwJnQNEcC0Zaley6AMOyDgUrlD6mx6P+kScK+te7hvPS+XMubOTtwRghBeP0BZkzKfgeh7FjRwYoIb3HAZS5BsX9If8CWwSPiZ8R6gUryagHG+iSQmwpizeOQAncqeQRREN4QFGlpX3hizP80eYD6DPFkDFw0mokjAi3iS81HiU4BVekn0ZbPFcOxxlrJ207hToyI3Zdq/Qo2Y7brt+nue61nGez+xSlm8bIE6X613jnnkAT12fF88E9NBhANfaEdIv9b+S1A94BAwBhNsHSgMkvWt4ZbrHmCOpuL5tXDkkAZR0OM8BgBtndicQ1zXmWWC7frYqMr+HZ6c6SIrPcxBvkHe3jyeO01lLcs74GuNaeW7a/WFj/7RlzXJfBZ5m4d6W3svNdRtIQkNkcOJ2DjiSJJGbuEFBbLH/WTy4UxJIWJ4I4NBzQovzYn4h7VD/W6eJmwXNgGIVBVYYVgAg1LQE5CstAfYNSpUqByoHpuMAoYVAMg9L0XQ1qHdVDuzLAYomYEHIktWreIOsA/F8odQ3DU2UToCCMHL1rrR4DlAO5qkgUMooNu94xztGVn6cN0pbmBFvcr+SlBcEUAqPiTjW3I4DnVwPDGkCT/IcASkAXgAWOUx5Ewgv4yVjG2CYMjyH3LYMYrDkOSGECKkbwIcyXAK609aFERUw5Lua64SsSREB2OENwrhK7tW3yanOI0m3KehCiYBWVpbjTULxD6L0hjdbHKvb1XNgUuCJIb30ulnGG4Tuok3SbQL05cXTBJ6iPvoD70webtodsIoDgByPkfhdm0XAGCGqwCqLSHEK0K+Ap0AnIXrCjVcJOqknMFj/DPJ+dGu65fkpmsY729I96ZN4E+MmsFAfpINycmjz9ovyN2lbgadN+lq1rlNxgLWmtNgIvwtiOdLZgVMGMe7PBjyCks5u4OZSTkEoy4j757ElDJUTioEp8t/Mo/xaRuXATuMAoScm8Z327vV915sDki1T/sIDhVeLcJdVkXAl8yDDy7AwO14yfpU2lwPAGRb3NlpXT4+oM6U0cs3EMd4/fqhcvS7ON/PICeGhDC+DAE/AMPmSKMFNUHcedRBWSUY1nshpyisR8MQTTAieLeUdAEVZ5xVCjuVdgZdAArJnGWo2j3rVMubPgQBnm/pC25MAtf9vAmxHEW9BBnjgI2BIm5GDi3cS0AM4Yl4AXgFCtBU/bSc8B5v9yTO1qzD8MeQjZZZATLNOwmXlIrMIFq87wDFQlRwHdOL5A2RCwCfzZ/zPQ4ozgRBO169yPo33wi/jTRCHhSCgFAqHhRjD4rwtPvI09b0jOX55fpP3K/C0yV+v1n1mDoiXD1plAtsSeDLgLNs9NnhQt5UD28ABQg9Bp1LlwDpyQNi3PBSEZ/kCAT+8XJru9vOuOwMLYZhVWDiCXDMMLXK4vDWtfFWpcmBdOQBgmTU8lVfBsrwHXv3qVy+FlZRuwLA8WsYV4UpCG4GNgCjeapItW+VLzhtjjfA/K3/xhGOIlVaj0npzoAScAoQaV2MAkJWGR9Gb3/zmnHNLQu6QmSLZtVBVIZuO2zdv0E0AKkBqdWCsb1J4PNFpXBdGdClNlNdGvJ2EoLpHmwWM2ToGbPLs8Azi8cRrD/AlIgW4a+EaANquFIq3alLXNqCtrX76L7BPuKlvs220UOCpzKJe7m8bE+v7VA7MwoGwOkUZBvdlu8fGs+u2cmAbOMBaRwCpVDmwjhyQd4diSAGU38/qPnK0CLOmGHO/ZyElN1k9iBcsK7CffUI94dxPOJH7KAws1PJqxDmu/IR9K1zx5iUM8xxhhZZEWM4Xq9eyuJ5xxhnryKpap8qBzAFy0axEEVwW8DRrXSe53+pi8jNZIl5fNw4ItxN+JM+T/E1y5/AA42EpGfNZZ53VOyTlyVlmSJLxCEgARFgVGSt5nAApNolK4Klrvcfdw/gBWCIrBZiln8V+PIeHk+tiXpGDzhw17DsG8ORe3kfh8QQE5X3XhdRH6KefdssTS8ieuUv7kaCe8cScxlgjIsW+PHUA2HUgfCx5MUmdpHjxrrH4wiT3bsK1CwWeDHAy0ms09itVDlQO7MuB5uRgwKoeT/vyqR6pHOjKAd5OpZtz1/vqdZUDy+IAxaep/EjSzAtB+APvDvlhKMoE/xD6zReUAHMEwZ5VmUIt9CG8/ABTfizVQmuAXJKzEmQpXVz8HStJOZUqB9aVA+Qi/QCwor1TSOXnLIlXBS9ChjuKm2uBqvqGsBxK8DBluSxjk/fldfILspKdpeMtHsB7wphgFUN8kbNtmXoZ0GmdFGk8aY6/wbd13Db1hK519M1HkfmhC0WOtgBt274jsMXcpL7mowCeujxn2DXNeTK8go0BH/nIRzIIFeF5AKio67CylnmMkce7yyls7GIM5cnkmLndyoCuMYfz4vK/b2XLiMQ4JXfVvIiHmAUG4DFC6oXkrooWCjx5KRa76u20qs9bn7sJHGhOKAYpikWlyoHKgek4QPEwoVeqHNgkDjTlJfMAEEroACHV/+HJR/COH6UOkGTu0O4J/JQKc0tXkpi40npwQDJ3Xit+lS7gAIWWp4Nkw9GurRCnzTunf1DskH4CbNI/YssQwWuiXEH4gpK3+y++lGBUub/MNzdGrROpz7YDT9/5zneyB+wy+R7Ak615iMEECDxvYiiRHmWVKVLa3km/w3+LAPxnApt+L/ECP4xXACbnyanGKONZgFLO8XiSjHyeJJejH3rDG96w3cDTPBlXy6oc2EYOxEAd71aBp+BE3VYOTMcBFrfqwTEd7+pd68MBc4Ekq8OIEBsk/G5WGiXoyhnDE0tY3iqtpLO+36bcL/eO3Cbos5/9bAWffvPheDP4IcoZLwFKm61feDcBXIFNqyZ1A4DZArusqgw0pojr1+YowJm6Oy8EjDLqeu/gOsdd5/im0yEprM+qXkL/gq6dVvq7U1q8Z9H03hRG/PcpRCtIPSwatEmkfWtDTUN12ztYwTEMFW3XzfMcfUab1sb1Q+2YZ53QuIMPPniej1rrssrxah0qyuMqqNyPY8vcbv5otkxu1WdVDiyAA82JpAJPC2ByLXJHcYAliVBfqXKgcmB6DnDPtzQ1Yi0FhFRaLAcCdPIU/K9eT/vym8wEeC3BV3mO1oUAY/LgnHnmmVkJp3xTxkPW430FECDreQfzFYAprqG8C8fhASlEVhuYB7i8av6ccsopuQoBPgGDTk7HFul5dHZa2U9y6iCgU9Qjjm3CVlip/EbrTgx+2jOwNICnE088Mbf1nQQ8rft3WmX9KvC0Su7XZ1cO/IYDBJWSCCQxeJfH637lQOXAeA4Q4CtVDlQOzMYBwEdQuR/H6rZyoHJgXw4Alqwg+Y1vfCMnVAYa/fznP+/tSiGzvA14NP3sZz/L+ah4gggBdN5CABYHAEIBn7773e/mMk444YR9H7KhR172spf1vpryc4UHEk8o4NAiwCd5wErPJh5Wnr+p1NQTxr2H64GdyyQGP+0fAGVf2Nj1r3/9ZVahPmvNObBw4Mkg61etNmveEmr1VsaBYRMD4InwUalyoHJgOg4Q7itVDlQOVA5UDlQOLJMDPD2uec1r9h73uMdlAIkhhIcTWU+CZknQKeWApR/84Ad5NS5hVEAnJMSOsi609UY3utFMCdFf+tKXZrDltNNOy2Utkw/DniW5+ycS0HRoApyAT8C2RYBPQCflKh8BnTx3U5PLh54QIZzDeNs8JtQTgLlMinBSnnzaOG+/SpUDJQcWCjyxkP35n/95ft5jH/vYPAiXD6/7lQOVA708MTRBJm7jVjawEkulyoHKgck4QOCqycUn41m9unKgcqByoHJgPhwgu5XyG+8TK1r99Kc/7f3iF7/IXj5Cp+RPAzoh4MKhhx7au+lNb5pD7CxBPy3xIjr22GN7//AP/5CLsMz8+973vmmLm+t9AT7xAAMM+T3wgQ/sfeITn5gLMCRf1jaBTpivbWhD5BqG6S4kaqLrtV3K63INoOm8887LICevvlE5CruUVa/ZTg4sFHiKDOpYZ5WOSpUDlQP7ciAmlPIMQaTMX1Ceq/uVA5UD7RwgcNX+086jerZyoHKgcqByYLEcMBcJN6KM+8mTdu655+6VSFwNLAN/1atetfe85z0vA1aTGk6soPXlL3+595WvfKX3sY99LINb5ZuFN1V5bJX7wCfgWABEPJSAbrOCT0An5YSnEw8zeaQ21dMpvhHPpQi1i22cG7XlabfsRVZ4PIlwevazn529/CQWr1Q5UHJgocDTqjOnly9a9ysH1pkDAT7ZIlYKXhuVKgcqBybnAA/CZQtck9ey3lE5UDlQOVA5sI0cAIDI88Sr6fTTT+/94z/+Yw6xu+hFL5oBpktd6lIZbPrc5z7X+7d/+7fs4XTve9+7t//++49lB6+Sz3zmMz1gDaDJrw1YEnnytre9bWy5y75AXqcm+HSXu9wlg0/T1CVAJ3xBQCflLyJ/1DT1m/WeroBTPIeH3bLlIOF1++233165taI+dbs6DgAA3/CGN+RImiOPPHJ1FUlPXijwVL5Z9XgquVH3Kwf25gBrBmU53GLj/72vqv9VDlQOdOEAK/OyBa4u9arXVA5UDlQOtHGA10uER61LblTeNG9961v3Wh2s7R0Wdc7qZAza0hAAXyjWxnrbS17ykr1/+Zd/yXKUPDg8huRK8gMA4SvQxzLniyLGQvWTZkTExznnnJPrpD7SJ8jXJPToxje+ce8d73hH7yMf+UhOtXCf+9ynd/jhh+dV7EbVzSp5vKU+/vGP94BVJfGWuuIVr5iXrJfYGV3vetfLzwZWPOMZzygvX6t9oJBV5gBOCFAk7O7kk0+euJ48nbYVdArj9CRMAUZO6jlHD9Fe9Ss/oaGAJKvU6Ue8qOJ8GMed4+mkr1Wj3yRfaHnXWiHTYgfGJ+PgKmlpwNMqX7I+u3JgEzhQWjMq8LQJX6zWcV05UHM8reuX2ax6GZPDC3Wzaj6f2hJWg2bJNxNl1O14Drz+9a/Plmm8XxfgiRcDkOTTn/50Bj7Gv8X8rzjuuON6r3nNa3o3v/nNcxg1GUm9KME8W4z5l7nMZbKiTRF23jHnKeASeX/4wx/uPfGJT8xK9LxqSNH2HM/ghcTIDvz44Q9/2LvEJS7Ru8pVrtK77W1v27vOda6T68kr5z3veU/vAx/4QFbi73rXu/Ye+tCH7qMMyo/z+c9/Pv+En5WrSnrP6173uvl3tatdrfc3f/M3vbe85S35lYBQj3nMY/Lzv/CFL/SOP/74VkBrXnyYpRwrzwGaAE4IEIUmAZ/cG6CTe5WxLZ5O3mda4OmLX/xiTxsJKsth6AZUmue0YW3ZT98pCdjkuHvDOB59LOZH5wFVvPck1q+0nhxYNeiEKxV4mrJtQA2hh6OIdeXiF7/4qNNbfZwlSgy7Ac2ke/nLX36v92Wt+vrXv56tMVe60pV6V77ylQfCvcnWKh8maSuD7BSKwTved9NC7Wp/iC+371Y/YDH+/ve/nwVRCgXr7Lzovve9by5vk5cJnhcvohwC0KweTxLAUiJY8QhuZaLYeM6wrfHrQQ960ODULW5xi94zn/nMwf/NHctoS/z6qU99KufluNWtbpUVz+Z19f/lcsA89pd/+Zc9S6FbEao5Ri+3Nqt5GiGVss7DoubqWM43iPwoy3lat6eoE48cK6QZC3nfLJt4blBo9cVpiFfUn/7pn2aAaF7Kl1yc5nWeTULq/umf/qn3z2k8Pyh5Hx199NG5vmRcwBh59sc//nHvjDPO6J144ol5zgYQ8X4q8w/hMcBJmUFkhgc84AEDsAnwhABLL3jBC3pf+tKX8v8HH3xw7+lPf3qWN4TW+Wb3uMc98rl1/7N79+4eUM5KgAhwBGR0fBwBnVwfBLACZm0TAYMmNYQAWfUZoBBgyWqKQjyR+QxIRE+lbwCSyEz24+eYfmer75QUHlG2wF3l2wdS1fyaJafqfpMDCwWeuJVuqzL07W9/Ow/qTYbG/29605t6hxxySPw709agceCBB/bufve791784hdPVdY8yujy4Je85CW9l7/85XtdSgl76lOfmge1r33ta3kiodQFeS+rbxj0zjzzzDxxsqwdcMABccnWb00CpcfTpgFPtT8Mb6KE0Uc96lE5v0N5xatf/ere7W53u/LQ1Pvf+9736pK1De4RgqYVfghPxiwu/yWxHHcR4lmc49uecMIJrdZmzxJmwRp/9atfvXfEEUd0yvFR1qvu782BV73qVb0XvehF+fuZN6cliioQUZJa7YnwvROJ0utXaWdzwMrU17jGNXryg/DS4bWzTNL/9MNpiXJMxuSZNCvwJOSILMtYIJH3T37ykwwkMRowNFzucpfL8mtzDqIXkHGBTbe//e0zH5veJXQmSj6g6YY3vGH+8Zxq0ute97oeL7AIrWOAetrTnpbD7Yx/DL5kj00ibYzXEj4hgNKuXbv20aV+9X//Z+9f/+0/ewfuf9E8zjdBpy5g1SbxRV15vDHao1JXyAda/tzmNrdpOTv9Kf1xp86J03Ot3okDS5OkeABtExHE3vve9+ZXMgGxaIujFleNmuhwPjjlnxhkgEfT0jzKGPdsyROBTibLPXv2ZNTc/7xhTK7qz8IDdHrjG9+YY9Jf+cpX5lj3G9zgBr173vOe4x6xteeDP/GCzf/j+Lpua3/Y98tQWAEJrEoExJvc5CYZgDrmmGOyF82+d9Qj8+IAQGdaj6f3v//9WZh98IMf3Lv//e+fcxwYz2IMHVdHHjIsjQjw1Ebc4IFO97rXvTJY0nZtPdeNA12/07jSWIJ9H+2oCtjjuFXP7wQO3PKWt8zymvHKT56iZZFxsjRYTvpcc4J+HEDNpPe7njcHryVhcjyK/A8YOeyww7LcK7RrWKQDT5N3vvOdeV4hKz35yU/OeXOaoJNnkKPb6Ec/+lGeK8xTiKGDYRfwhF74whf2eGI9//nP721ieGyASAE+8RBrGvGPeNZH87s+9C5X610s713wB1i3jaCTtwNmXuQiFynetu5WDmwmBxYKPAEgeLNAaledRX3en8cAEPHDMZFd4QpXGByL55nsZJI/O1nPf/3rX2dg6tGPfnR2vQXEUEJZYEwWJhDu/SYRHjCUVfsmEfTJT36yd9RRR0XRPd5FwkDG0ZOe9KROZUjMCCiyJKtQIBaZLhb+eH4kxJQkMIBG1meKgPchxLMgP+EJT+gRYJClYz/4wQ/m+PSdDDxtusdT7Q/RC367JUABnV7xilf07nSnO+UTXOTla+DR9va3vz3ny5AwNVznXaRPWH7ZfUK9jB8PechDspCvjwlDBWxw3y9Jjge5HiQZBXiVcfZt45AyHv7wh2d3aQlQefvIpUEA1ifveMc75vqWz1r3/VmAJ15qCA9Zjf2EG+mjQeP4GdeN21IiUIyH465vntcegFu+FWCT4YMyaD5hJWeNp/A861nPyoKr+80p2k6ZZFciXNcJFREawlKuHSHlM64gbVW7lctE3hKhHMZvCW/b2nG+ueXP+eefnxUll1AyeCoJl+DmD/xjmEBtfJd4V5/jfYm8X3g28EJQ149+9KO9d73rXfm8vCpCYPUZfeV+97tfb1dSIh0z9wbpE8997nPj37xtq4dkrPh905veNNc9bsRf34NXQnhizcL3eLcov24rB5bBAXK9cCghYcsEn3iEljl8Jn1X8q0xPOT1Se4PMJsn/pvf/Obeeeedl/NvGW95lJiTyfPDgCTPifAmnmLGN+PMNARsMjYFOKUs8nTM9b4J+eIRj3hEDhOe5hnrcA/wKICnMgxR3b72vX8ZVPGcr/+0d9jVBv9OzdfflrC+e6X8sb61rDVbZw5861vfytVbtQfzQoEnbzhtaNg6f7xJ6kbIpAjID8ISLnGkuGwovknKpMWyToiU5wO/CMJCcVhnxIWXuY7KFQq6DkRdymC5MSma0HhrAcr8gGVdLQhCKxFXYYr0zW52s/x/1FOyRWRp1yDvQ0Cn2O1kIpgAIONbb5rHU9dvt5P6QyjrANySgE6I8kkRvta1rtV75CMfmY/xDuRCH/fIeeYaynTE3RN85ZczTgQRhI0flALAAAHVEssxXozju5AAZXoWsEw9gBBc31lwCbibRICBePdJ6+1dgR54Jn8Gg0KMYVHWOH7GdaO24b2Kz4hlOo6NUl6aZbH+A3+Q0A3Ao3HUGA4EQoAt3/Txj398/t8fiklpCdeOfGd0/etfP3vy8uZlKDAu8fhh/PA/g4R2bZzCG159xvlx7TgX3vIHf32vs9Oc49sBohgv/M+7ABhIAWnju/6hjPju6hj74bEUW/X1LnghfCjm5fe97335W4e3HGOPebtJbfUAVOmv8q7wQojvKa8LQJnlGs3Kd14TlSoHVsEB44W+z3Odt38TmF1EnfTdGCOnKZ+R1jxnfJmUeFsB2IXJkZWFUjPK6stW80LRz4eVDbi6973vnY0Bzblk2PXNY0IMze9kgyDgX4zbjhnLyN7mr50yNvzehchS/xUs2eqtdhMA6Fa/aH25hXCAkYsBGzGMMTCvjFJDrjQjB5JXQj/lI+qfddZZe5WUFLd8PAFL/RRfns8lL6V8LCmFg2uTEJuPJUE+b5OldnDOTpoo8/E0yex13D/JhbefgJuRv6R45HvaynBBUjTyM5IQ0U+TXD8lvM3/J2Q03+/dRj3nDne4Q77GnxT3n+/DD8eTMjs4l7yf8rnk9TQ4ZsczXZ8U3v6pp56a95PytNc12/5PGhDy+8d7JqGin5Su+HejtrU/XNAfkgDYT54sI79dEqJzn0reHLnPuTCtHJTbv/6IknKa/08eKPl/fdO+/pIAgHzM/f5Pynr+P4UA5P+T0pz/7zoOJeUh3/fsZz8735eAhvx/8n7K/2/SnwRu95PFdKoqG6uDF/iK38laPiirKz/d4P7kTTa4N3a0C+eG/ZJVvdO4ftJJJ+X7fW+UFKJ+Wqo7H1NHlACV/H+ydOX//dFekpFh8L9x3Thv/EXJmynfo/yg5KmTj6UE03ku8yx1T95I/S7tOMoZt1W+chPYlC+NOSN54fa78j15aOUymvNMPDvlZ8nnPSd5J+XDKc9WPqZ/lZSSi/f145K61CN5K+by1BulBMT5f+0qaFa+RznL2CaQYRmPqc9IHEiecf3kadpP3itrz48UyZDbtXlq0YQfCRif+jH6unEu5s0uBRkrjIcpRUQ/eSn1yeDmVXL3siiB7v0EWmU+G7OSUWof2TAB2n1jJ/4kL9hlVW1hz0kgWj8pxfkX8kg87Kvf/T/6hz32ffm35/Xn9tuujXu2YUuXoxvGdhveqb7D8jgQ2IMxxPyySlq4x9PKELU1eHB4+Aihe/e7351rxJsAsURHqJ5VKLjwCm/hbcSC1JVYdFk4RpHlZruQBMWIBxbLDSuvchP4ka3dLN/+H0beL0iYHbdjIXY8vawKxArjeFiEmlYr1hwU56OsnbwVClOGX20DL3Zaf9D32nJSsGAJI2Ittgokj0H9DVnNpSRJS5E+cuihh2avFPzkrYEiJMy+lSRRLL/cle/5pvQnPBd5Yglfaob0xXXrvGXdFjI2DbGsy9d361vfOoeZ8f5JwHsew3nhTMrPYXUQBiZRqBA1XjY8kpJAkC8V4tZlXBe2jMKzlJeOlcfkHulKQrt5SPnWkTNEEl7E66hJPKvCa0gYqGdO0o6b5Y36n+cekrNDqKf5iKcwGjef5os6/MFn3klIWCtedJmDunz/ZHTJy5hbgj6BgdlTwnPCk3EefFfeMoiVlLWUe/5O90xeBr+f85znZI9T/UuqCivKrSupK1lW7k6hvTEWLaK+PB6bybrNT1ZI5pUaxIvU+J8Uq+x1aL6MOc01Tfkz7mtuyaU8iffs2ZO/h8gEXk7TzivN8rv8z3uZZ2l4xhoPeTOVMrdyyBDCrnluxvzfpfxNv+Z3L/Q7m/4KnetfPZ46s6peuOYcqMDTAj9QCPBW/7AccdD++++/1wRKQRW/TgFIVpWB625c37YVomfyn5Ui7r3MGRU5JJyj4IaSO+5ZlGCrasgbw72YUA94iuXIhQ+VgkIoyOGyPK78bTxP4SkFImEjAchty/vutP6gHwhfE6Y0bFUa31W/IDTK/yKPDQUPwNsEe6LvuCeSl1p1KyhySMT/5bYr3+OeEFwBDOus9ER9m1v9SIhwhK02z3f93/fwAwYS+CkBxtpJ+UkBalIAiVZHAjwB/CMvXlw7blz3jqjMgSF8rI3UJVbGcV2EnQhlEwYWZI4q54I4bin1INcEdW3HcX3bVluP9i53XCRUnQffy+eG4cexUf2zvD72u9TDPM4AA7QEMgoXNB4A+NC8+B51WuTWmITkh/ADQFVaHAcCZPAEstE6j8FCdo1Tu3fvzmFfyWO9V44Ri+PSBSWbOxlN/0cyfv73NF+Zs4xxxn7zo1/kqpu0Ltq6cFjzN8CdgbiU0SYtb5LrGaiF1gmfRoyQ8sHe+c533qcYC/QYZ+R6YizZSfR7Owh4auoIO+k713fdLg5U4GmB35PwiSiSkSgvH2j8MbmJH6d4sICbbCQ6DYqcMLMkVhxXRgg38sIQjk3erEloWI6LqFu5dQ9UPsj7xzsRpkLoJoRHnierfVDs8GgnU9OasY2TzE7rD9q4fi1h/55kNS37RrR1CrbE48Bp1lQeUlbIaVLpORXJr8Nbo3lt8/+ufI/7mtbUOL4pW0C58c54NA01xzFKB57I2YMm4af7gEuLoMjTBNwEkCHjaUkBHjluLGbcCK9b1zmvDeIZgKEJeJZl2R/VNrq242Z5w/4fBQJ15Xu8Mw+AttVlx73rsLo51rUe+rNE7h/60IdyjipebTEGzIvvo+q4qOMlKLKoZ9RyN4sDvIkAQBaxsejFa1/72oH35rzfJPpPlAu0lzSch6jcSymkNa8WZzwjLwPBAMBI22XM6+LVaL7lcUZWBebwTEZd7s0XzvDHcy0OYZEfxEsSb2PcKYuWq06ycR6iFi3aaXShHQQ8+bZkE3O5fLCVKgc2lQMLB56EmLEcsOiG+/ymMmvSepsohD4Q6K2oc4u0sg6LNItzTGTCGSQINDmedtppeSUlYR4UidKll/Jzzjnn5NUqrF5kkjUhThKO1VaGJLWem+Kpc4gF5dbkCwAL0Grc+1OwAVfq5z0pRIA0wj/vKT9tQCgIl2mWKBYyxKOgJKsThWdHHMe/ZVrT4rnL2DaBJjzfNo+nndYfrAjH9V1bJhAbA1lkJWdmuYzx0NgQnhHamtCAJh1//PHZ8grEELoKALCiThcax3eCe8qTkMMKlKcuASR0KX/drqF0hOV7mroZ83iQGZMpNMLsgDXXve51c3Hj+Fk+k/eYcduiEfvtt1+2wAvZmAeZWyxCQSlR5q9+9avslVWWnfII5X95JfBKAoIg4WJAUUlyKSzGfW3S/8Zl3k/arzHbHC6cBTFGUOC05SZw06Ud50KG/AESmS/C68rKc4whZYhMV76HRw5lWFJgcyRvWuFvjBzAN0Qu8RyhcAcddNCgVhQ/S6Yjc6D5OlbCw/Ou9TCnAp4i0W+E2cWD5sX3KK9uKwdWxQFjxU9+8pO80p2k16effvrcq8JLsAn8GJ9LGbjcb3roG8sAV13kWQspkNuN+RbdCfBq7i/VKNAKtkLrvCsZ2dhermRdXs4bzgq4DFBWs9uJdEFy8Z3x5to+4Ils0jWFys7gTH3LjeNAasgLoyS8DRLiJdBjYc9ZdcEpP0t+T0numpSUgUHybEm94pcmlpxQWAJuxyIRqsRx/pd8Nrn0D4pLAnRO1h3326aJcXC+y864MiS1TYDXoI6S4k6SVDTldOon5WVwvzqmHAX9tMLPoHrJbbkv2Xq8h2S4kRzXRZFcPM6XW+VvK6VVzfp4E5RCFfvJYhf/btS29offfi79X0JISU2jLSfvvpyEP65KAGNOMu68JKIlRXLxBBwMytBnUuju4DJ9tkwWLaGxssp+1TYOpdw5g7pFHdV3UymF8uZEq8lDaapXkMy0mfxbUtkEQAzKa+Pn4KK041sYA4OvklWXlFbPy+cSCFIe7rwfycOVrx0kr5pcXiQXV5BE19qMayTojTE6gSj5OeYi9SjbqGvV3bmoe7ktx/SobFs7jmtGbVO4yG3tM4sAAEAASURBVD7PGZaUvSvfk9fF4J3VO5L8RxLx8l3MOSV5bnm+3DeHoq71SEpjLqv53ZUxL74ra5FUvn857izymTu57E3mdwJKcnu36MC8KYHsg34cZacwu7wgh/EzGUz65jIL9ySwv588gfoWRUjeIflyycWTMbf/ne98J24fupWo23iUAPh+AuonkoGHFtjhoDnLHBPfXvJfi3u0UQqty9envGttl23kubaE4WVy8ZPO+Ea/7dqNfPkRldZGzO81ufgIBtXDrRxYp+TiENSFESElBlLbnUwpNjyvhGHwKAGlSXmS8nrklXgIvtPSuDKSlbefYuOnLT6/n1Xx2spI4YS5bWzDChxTM6q4EfCE70HJwyUrfvH/tm13Un+Ib2eFHH1vGL31rW/N/YGgXFIAT1bWoagmN+vy9MT78+L7xA9e4g3Jo6WfPHfGCu7jqkRhwe+28borP62KVwLL4549yXn1i7HDuGGuLYEnZbkm2p73SsmtByspls8yr1DQQlkrz3XZH9WOu9w7yTVd+O6dzbd+VuFbBHWpR5fnzsr3Ls+Y9ppShqvA07Rc7H7fJvM7eZv2jzjiiDwGPexhD+v+0h2uBJonT8u9rky58vpXvvKV84pzyRNxsJ88lPoHHnhgH+AbBgPjGjDJ/NBGgKu73e1ufSsLDwPY2+6d5pw5vzR0pNxOea5vK8vKh9pJCslru2xjz7WBSSXwdPIHvrVjgCe6ktUVK/C0sc16pRUvjZQp9cdK67LwULuNcwFbUIW5+I5L/Nrl0VwsZ3WzHFfGqBwbXernGmEu4/JCCRN82tOeluPTH/rQh+b8I5Gbo+tztum6cKONd9rGULt4N9ud1B/ivcsk0I4Jm5MY1cpXQvLkQBsWZhf3axOzjiHz4nvUaR23Qu2stpZm1pmqJzxr3IIHXfkpdHFRZLwdN2a7xg+1vZPwuWYI3bh6T9qOx5XX5XwXvntf4Y2LpC716PL8afjepdx6TeXAMjkg9E3415FHHpnDeoWKyUE0D0rAeQ59LstKoE3572A/cpGRq8q8dMKUlDOKEjjV+9SnPpVDbYUOWxBgkZS8EHIOSM8QIizthnDeNhJiJ9xeDskI4227ftvOXeTCvzt4pQv9998Z7G/7zqyy37bzp75fOwfknDR2GBsf9KAHtV+84LMVeFowg2vxwzkAmLIKh/w3OsQJJ5yQl80efvX2H6XAlIrytgNP2/9Fx7+hNi+nA0rhd3n1xy75J8aXvLOvADzhY9mfdjZHFvv2tR0vlr+rLl0S++RBt+pq7JjnWwRAzjN8jzyAm/TyydMog08PfOAD82qtVjBO3k8zv0LyCtxnVTl54c4777wMplv9Uv42eZnsW9EuVmj1cHn6krdI5uuwyiSP4gw4yU8lx6pcd/IsLYLU+dhjj825FZVPEQQ6yUM1jl73utflfH6vetWrxl26lef3u8SFe39+rf17/18yLF358v+z9+uf/3Qr37P5Uk0doXm+/l850MYBY0tKI9F2ydLOVeBpaayuD2pyQHLVRzziEb1vfvObC1sFpfnMdf2fZS6FbQyqZ5JJoSKD/+vO9nFAMmeJ+Hk6jfKIcT7lNssegdvHgcW8USQXX0zp610qEJ8lfJnW0S7teL25VmvXxgHC6hvf+Mac7H0TgZC2d1vHczxgJbjfZF4bg3g+8XhKoWM94BMv91mIFytAqSRtkxWf/OSXwpnzXMrowLIvob/nowB1RoFJ559/fs8qeQArC+Jc85rXLB81t/0UJpdXrbOoR1cvp/Lh97rXvXoWLrj2ta9dHt4x+3944d/rPX33BQt9eOlTzv3wjnj3CjztiM+8I16yAk874jOv70vyTFjUBL++b71vzZqTCr44Vml7OdCl3QMQlgkibAO3A3jaiR5PKe/H0kH8Lu14G9rVTn0HoT/jwn92Km8W9d6bDDoFT8qV7qy6aUXNWVYlZoiLcOF4Bo95K2E6zqMpLWySw+OsRGllOgBSEJmKV9Mw4CnltMsh71avTDmjerEaaNw7j21aqKdnddo3v/nNubhJvJzK5wOrKv2WAwDDnUBNHWEnvHN9x+3kQAWetvO71rfaMA40PZ6a/2/Y69TqVg6sjAOAJ3k8UmLY3vWvf/2V1aM+uHKgcqByYCdzQPiY8TitSNdLib57n//856fOu5ZWzcxeTSU/5QUtc4OWwBZPzJLMCX/wB39QHhrsy3t6uctdrpdWIO0dfPDB+Tc4OYedtPJczuUkhHIaL6c5VGFjixA+WamX276oCAa1apSuLWKTObBQ4KlE5sWtV6ocqBwYzYHSQ6MCT6P5VM9UDrRxgKIj2XZaOrvtsnqucqByoHKgcmDBHDjmmGN6aVXJvIAGQ8APfvCDnINvwY/dp3iLKgijG0VyQwHHSjls1LVdj6dVUTPgdOqpp+ZbjjrqqJ4UExH217WcnXwdr7a0um8vrTLYS6u69ZqLtOwU3lSPp53ypbf/PRe6JIDB9bOf/WzvpJNOykkGt5+d9Q0rB6bjAKCpFHjqJDMdH+tdlQOUHKEXZX+qXKkcqByoHKgcWA0HnvnMZ/budre75YeXBulJakMmKvNgTnKva+WIaiPJ3F1jZb550BlnnNETbgh0ut71rpdD7J7xjGdU0KkDc+Wv2rVr1+BKYYp79uzJxySt3ynhdQMGpJ1qjC65Ufcn5YBceE984hPzz/4qaaHAkxf7kz/5k5wfoCL8q/zM9dnrzoEm0FQnmXX/YrV+68oBVm0KRAWe1vUL1XpVDlQOjOIApeCjH/1oTo496ppNPP6Sl7wkAzDGZ8nHJ6VZjQnmhFmAq671tQKkpOq8c3784x/3Hv/4x2fD+81vfvOuRez463g1/fCHP+ydfPLJvWunxVeCAFCnJA8oKyfuNACqqSMET+q2cqALB6ygLYedX6ym3eW+RVyz0FC7RVS4llk5sI0caAJNzf+38Z3rO1UOLIIDQu1qcv5FcLaWuRM5YHUwq9rZdl3yfSfyaV7vbNUy4BOjrYiBbaJ3v/vdvRvc4Ab5/e5yl7vkEKqu78cTyUpwX/7yl3NCcXmZGBeAScAsoXTGfQCVay996UvnfR6wrnXNooEnSt3LXvay/H63uMUtcljdn/3Zn3V9xXpdgwO7d+/u+Z199tnZ4+mTn/zk4AoAlBA8INROoAo87YSvvLh3/Na3vjUovNwfHFzizsYBT9/4xjd6F7vYxXIiQHySrM8EXSYYXCL/9nnUN7/5zd5rXvOafJyr6BOe8IR9rhl24Ljjjuv96Ec/yqce/vCH1+XThzFpgmM///nPe9/97nfzqiaXucxlBnda1eS8887rWfWEy7e2hFimgD3crVdBBCiWMqtSoVndylfxDvWZlQPrwAHA06zW8XV4j1qHyoF14ABl+qUvfWmuinnKEvaVFsMBCkGEQdgC+7YtWsDKc1abAyBNAj5Zae61r31tDtmTJFyy8ZKASgFEAZ4ATmGEIPeRqSQQXwT5VgAnfeWP/uiPen/1V3+VAZNFPGsnlnnIIYdk8EmInZC7N73pTZkNPKD+/u//fkewRFvmtUdPaLb9HcGA+pJbw4GFh9rNm1O3u93teve5z30Glgv7X/rSl8Y+xhKmN7vZzcZeN+sFXERZdAgMJTo/rtyrX/3qeSWN973vfT0JCXcSXf7yl+9573nRQx7ykLya1UMf+tDejW50o94JJ5yQi7bcLmuiNnTve9+7d+Mb33jQdl7+8pcPAMN51WOScljq9t9//8Etk1o3TMhA2CAg5k9/+tP4d+Xb//iP/+g96lGPGvxMol0IkBv3vfjFL+5yS72mhQME8O985zu9T33qUzPnSfjKV76SE362PG4lp77//e/3fvGLX9RQu5Vwvz502zhAlglataU06rGt25LX3nHbQKf4bhKMM/oBn3gG8WQaR7e5zW2yp5MQLLKOeaz8fe973+sZ+51nXLT9yU9+ko2KZCH7njdvAjaRK20Baba8dCrNnwOM+TydyB47LXQxvPYYx+kLlSoHNpUDGwc8YbTlNT/zmc/sw/NQvv/rv/5rr3MmOR4wgAcTk98///M/52tM9O4LMjlRWpDnuNZ9fqVi7xreV2GdivsNCve97317k7rXHnbYYb3DDz88itlnSwH3Hiw6JQGpvMuvfvWrnmua570DiwCF07uwAiHvHEIOUMC5QNGd865NPrrPtQZ97+/3s5/9zOEBqaNJvwups+cigoF9P3UNUkfAIo+kLqTef/u3f9v74Ac/mPkhRjwAx3e84x25braW9b3mNa+ZLVNdyl30NU0PJwIVPnel5z73ub3b3va2Az6xUANbu9C8gb9hz2SpAchabQzIWH7jYdfHsWmB3Lh/k7fzBsuNbXe96117t771rXtHH310FtyOPfbYqVmkz77nPe+Z+v5F3XipS10qe8EuqvxabuVA5UDlQOXAbBz42te+lj3MyXyMgV/96ldnK7C4mzy1aAJ0RbLe3//9388eT7yernCFKyz60Tu+fMnHhd994hOf2AuAAkxtK9X0G9v6ZXfeey0UeAIaAFSucY1rzDWZFZfbt7zlLft8Le6tlO+DDjoox1aHcnuHO9yh98pXvjIDJXe84x17flx20Yc+9KGsjEVhT37yk3snnnhi/pfHDGvMq1/96t7Vrna1XPbDHvawfI7CZbKUJFF5wJpFERdiy7weeuih2SvqVa961eBRvHkokddKCfhco77hTfK6170ugy53utOdsgXGuQB61P0jH/lILgdg5ZzwMzSKj4Amdbjzne/cu851rpOTJz7nOc/J9/hjuVPn/+Iv/iLzBgjVRgAIvEMveMEL8r7/w/oFeOGxRFm+yU1ukpelbSuvPAdwQ94LbxAvD8v53vCGN+ztt99+ecURwg4AbNXUFJSEAQLGJiWgWpPkNvj617+erYNljoM24A/oWIKA//qv/zoAtQLAjdDQCF2M5w4DSYU+AWS1jUloHJA7CiQtgVZg5C9/+cu9HjsKQAVQ+wVpw7/+9a/zv6P4GNeOAnmdBw4HABzXt209dxRY7j4Asm+K9wEYt5Xn3NOf/vTc1t/61rdm0Jy7ujEDgFS+s2s933jQ5GOMH64Jwhf9KMadOK4NaQvKL6kN0C+vm3ZfPRYZaqc9UJoAeZV2BgfMfTwv6zffGd+7vuVyOHDOOef0rnKVq2QDJi/0D3/4w8t58AxPMa/RJ8ilvJskuQ5vpxmKrbdOwYEIwQNAyfe0zZ5mTeP0FOyqt1QOZA5Mu7LovNi3UODpc5/7XI9rNgBKcsp50RFHHJG9WpoKDe8WihFvl7POOqv38Y9/PD+S8sMjRCiTfT/Lu44jwIxwrNNOOy2XCawyMVJsjjrqqAw2ATMucpGL5CVTx5U37XlIN2WNAu09XvSiF+0VjvfFL34x80NdKIz4jmSuf/SjH51zHU0CYozio/IpvBJeekbpkUMgB8YBPniCXfKSlxwbPnf/+98/fwt1fcUrXjH4Nn/8x3/sUC6LUPKFL3whW5ZOOumkoV5Y+eLf/LnqVa+aAQ55srg/41mQ2GggaJCy0TqENjatGc3/o85tW4CsbxdebXEtcOL2t7999nTRns8888x8qg34AyoB7cLT7G1ve1tu827UDpwDKgMegUlCRQErbSBp1Gee21EgKaBJHY888sgMGPNAfOc735kf3QagPv/5z++FF5B3AaRGfxrFR4W2gbzGD8spA4ABn1YsGkdtYDnAEM99U1vjYQkoDisbP4yHQpOBuIQYQptxQZ9VtygDmOe9ed0FH413QH08/eu//uu9HmGZbIAxMDr6m9wL2gdgC9D7oAc9aNB32wD9vQqe8h/j8yJXtXvve9/b830A7V1p3t5rXZ+76uuW4U3Z5R2FXwNepyVAtfFSux5H2/ytw0t6HA/q+cqBrhzgoX7d61639+///u89ht3Ikdr1/mVe9/73vz8DTnKymj/JvHIOyetUaXUc8C0YxLeZ6ARIVEvTUL3N713fbT4cKMO2y/35lD5ZKRe05Mnu6Xx1mQ+gGZLWuZAhF/JWoehYIaMk4XdAGfl6JBufJMdSWU5zHzpIsb7VrW6VQRBKDSWU59Hznve87BHxsY99rHnb3P4HJFB2THA8tFAow/Yps0AUQj5wDWhAeQTMUZAkWgzPItePo1F8dJwHkmTuEnaXMdbcXv/wD/+wx4JFCeeFMQtPKMEmefW2Osnd7373HO7YJZ8X8IBXB6IsBwDJC6IEZWI/BvRxfFnkeRNJGSapTgEEdH2ubyN5ZpPv3JIBl/IbmJyPP/74XOQ44G/Uc4EJLHw8n5B+DvD79Kc/nRO0t4Gko8qc9vgokDTK01bVj7dVeEm2Aahx37DtKD66tg3k5TF5zDHH5DHjfve738Dbctgz4lgbWK6v8aACIAIE/+7v/i6DvXHvsG2MvxF2Wl4DODJWCD9F+EOQ9r5B+jsgCtBHMQhvUucp9RL5a3v6LDL2ah/GAz91BCCjNkA/XzDjH/16mv7T9bGMGjxGvVMAEW0eguO81/R7YRuAWwBHV9LPwouOwSXGM/fjPcNAeOs51vRea3oBukZdzW0laWvKB9Arg2Ehvv8oL8A2b8ooe1gd49ywLa88deHp572AnOGlG9c36w+EVHfX8dq07xdjFxB6WMh8lFfyOI7Zml8933cvady31q9dU4715f3ruG8MDSplujhWt5UDs3Lg9NNPH3hDM2yYL40t60LmMPPcIx/5yJybircwY+nBBx+8LlWs9dhyDpBpunq3bzkr6utNwQE58oLKOT2OLXO7UOCpfBFW73kSyz2lk2CJCJOOQfKALcCKUiik2JeC+ai68Ipp0pWvfOV8CHChXAIsZQ3Aw+vgile84j5le96kg0QAIE3AgQupyRj4JT8LKssG+DRJXVGUxSsLlUh5CL+E+aA2PkpoF/e4vnwuRYQw7xpAl+/dlrMqnhflxHeM43gBPGQFQyGExHvEdaO2vDqAT8LsTj311HwZUK7MIxDeGXLCrJq8b8nbJhDVpX7uASY1cztRGPHgWc96VlaWvPe8QkaAUL4JrxluzvpYG0ja5T0muWYUSBpl8ORRPxZVbRu1Aahx37DtKD62gbwAGcorBVcIL4CHh2IAFsOeM+4Y4EOIr3HHFuAMjGojfRKpR5MARockiyEwEXFbB6yUCSyNqfJY2KKyH/G6Uj7vKbxAwE/5ubQLP0AWQKukYYB+eX7afWOJ+pRj3bRlNe8DDAH8eHB5J+ATavMQxLNRod7upczc8pa3zF5nPM269M02DzthgPKpAZnxWN4RFN5rw7wAnR8VKg1o5Om2Jxk+APnaBmMHXozyAmzzpvSsUXV0bhQxKHi+OdfPvmS+QcPqD9BjvKA48oS27xdtsS1kvuQxz+GSRnlatn1rc7Hx0jemsJYh82XZ67a/qJXA1u0916E+pUKwLis1L4svPNoZZhAv4Qc84AEDD9pl1aH5HOPUk570pCzLArx5eDNgmS8rVQ4smwNNHWzZz6/P21wO3OMe98gRWyKW7K+SlgY8zfslCdZWxQjLJWWOIiBOnPcPMAVAFIqWUBf7JjTW//AAACo5LvyFYMoa6X8u5ZREgAfww34AAwR4z+WFQ/FjiaVwR1iSdyXws6SySBPOu+QR4knFc4SHDgWOdRTxbhIiRsi2sgGinAQokw80/hBgLFnLMkMpAl6heAeKOO8pEyvFEKl/Gx95OPFkoGx5pxDe3UsRQXhDiRL/TjHoQsql9HpfSnq8F+VCeJSOQkj3feXaaiN147oNQKT0KyuSPQr9oYAQcPCYJwoBItwOAQvqED9Ky7KIkhwgoWcCosr/u9aDUoUHhKQg7usUQe+q36CybABiE/iLe6O9NHMAxXltDOmLBOVxIOkocDXKG7XFnxJsdV0bSBrlRH+J/22bk3cJoJbXRa6xODaKj20gb3iG8LgAhhxwwAFZkI17ouxhW+88DCxvfi9j0ThANhSas0cAVML1eJBaLEDfACaVFHyMb1DW39LWTdKejHne2e+e97xnBqPL65qAfrSN8ppp9j3bWFq28WnKGXZPeG0BtHnAAunGkfFkVKi3ceoDH/hAXnmTxyAKr1bhwtpc+eNhi9o87Izn5iXzj/HfQgOl55O20PQCbAuVBlhLoqueQi7NEeZIY8woL8Bx3pTj6phfcsgf8wwAyiIF8hsa4/WxUfU3X+B/hKTG2A4AQm0h8yWPGTJKGuVp2fattW/zG+B/WMh8Wf467cfYoU7zNiCu03uuQ13w+rGPfWzm87Of/ex1qNJS62B8M9YgcgxjVuQiXWZFzIEMAoBkMigQjFeWbaXKgVVyYBFyzSrfpz57eRyAS5Tz+fKevPeTNhZ4opSZlIKAHCz/LInAJ6AFMCkEdWCUSUMoHqGcUI8oEK4lgMrhRJlgBQWEELKEJwlnsR+ACE8D+YOghp7HE4kgzrsiiIAsn45jhF4AVBdiSTfBAWOe+tSn5lvU+9vf/nZ+Dissi7P3oAjgQ5PiGMEFsCT3T+T1oZAhz1GmiVVjRJ7Txkd1ArZ5dx5fPBpCAcVfIY5CbZQh7CvC3XLhLX8kZwRsUAaEAkXIj/AoIAGl2PegAI1TTilyFBO8V48DDzwwJ3/0eHX2js57pvqX+Wrk71KH+BE8lkW+WTmheM/y/671AEpQ+ihkCHAEJOSxgB8B1AI2AxQZBvxJ6o30Bd9DX9L+gTG8dQKUAfCW4S7jQNIrXelKuVzCpDpQxLrQMCC3DSRtK9P7jgJQPcc5/TXy0lFqeU+O4qOcZKNAXscBpkBdY4IxI7yw2uro3Ciw3LcEIAHKTznllDz2ABXbSLvggWj8MCZSkIVihdcfsFg9hTi4NoDkKFO/9g544vw4ABiPgfUXv/jF8xhjjAV6Aq5GAfrxrFm3gCfjUoCms5ZX3q9tAO0ZKHiC6BfT9NMoU3n4aUwHSvoOESorL5m8WeUPWKff4KGxG6gHbA5SlzPOOCO/u28dy4efe+65ccmg/ZVegNqTegDm3ec7RT0GN6YdBgUeovqeuXOUF2B5T3O/Sx2b98T/F77whbPnnbr6BXWtf1wfW316WMh8G4/dO87TMsovt8v2Bi2fPcs+QRVQSI558YtfPEtR9d4OHOC5h9+rtkp3qOpCLpHEXxjbJdLcwRAiJyBZrEuahVkqZI7Hd/oD+dCcJzyFhxNPJ+HmlSoHVskBesEi5JpVvlN99s7jwAXxWBv03qWiCkTwC+JtwbLL+k+ptkJdAC2uMXkIF+AJFV4uOjLBU94bQi3hEAjgPuDMKAL8sFoCRpTBSlU+iwfI29/+9qykUw6U3YUIGzybAATKQBQQ3kXxbuoI5CmfF2WzEgVRRv0ABrwZhMdE4m4ADyXDZKucxzzmMXnrfUbxEV+EGDzlKU/J761elOAgoR1+EUYUPI7zo7YUbIqD70JhjPfelZZGBZgBNnhcqNs4Ai75eWd8D2DMfe7XBijA2gYFzbdDvn/kPsoHlvwnwMJ4rHoFMBTH2raujzIITsLt/O8nqS6wTdLs3QmspbAJS8XzAOae8IQnZMDNM3hJHJLajfu0M9Z9gCOQQzk8m1yDKCOEQu7oSH/UloCxwIsASSmrvF54KrgmrJrlvbmAEX9KINclng9I48EI/AWaUIopzd7vaU972oiSehnUDQDVtQCEaCeUeR5zwKEHP/jBuSwLEQBv2/gI5JVw1HUUcqRfCU/DN+0tFAnvEmFtIyuZTpRgOUBIuTzXeF/ge4Dn+BlefW3leQ99wrgUfJK3gpel99cmCPy+k+tK4jXpuYA0Y5/ro72V18U+cBpQVX4HQr37w2siQH3eN+M8tqLcLlvj47Cxscu9464BxpiDIuTZ9cC78PoKobDpIYhX6tUk722sB/QYn4xbAagwhgyj8NYNwCt4F/1deTx24xvqm2W4VHivlWUba9ynDn6+EWC+JAaX4GuEJ/PGMvZoM0AoY0rUy73epelNqZ7j6lg+t8v+uPprrxGuHeUxFpkrjFGAUXMs71oU40G8S8nj8LTEV+OFb90lrN+8yvtMvzU3MhyFB2HUaV235gftjmGh9KZd1/rWem02B8y/DMn6izEFCOTHqAYUMo/Mi4DM+qL+GV7uxgXzNQNqpcqBdeGARZua8+m61K3Wo3KgMweSoLwwev3rX99PVtz8S0rcwp5TCx7OgaTo9ZOFsp/AhvwNkhI4/MKOR3/4wx/2k2LaT+BNP4FOucwkhHe8e30uS0pPrntSlvpJ4FiLiiXPq34S6Ad1SXmS+glUGfw/605SzPpJqc3F2CZFaa8ikwLUT15M/RQetdfxNMn13et6+0kR2+v8qH/wGLknKdz7XJZA1H5Sjvc5Pu6A+sV7xLXxrEnrqBz1S15O/Re+8IVRXN7GM5q8GsdH75VAsdy+EmC6T5l43OT9XhcN+Se+TZOPUf8ht7Qe8g3xsfktkwdUrnfykhzcn5TqfCx5gGW+q8sk5Pqk4PfjG01y7zTX4pHxLoVJ9VMurGmKGHlP8nLKvEieorlNe1YCAPvJcNFP+Y7yuQQ+9pN3UT+B2/0EQvYTGJPLS+BUPp9Av34C5PLPCbwxRyYFq59ArdwWXTOOEjDcTwaAfgLB+gkczmUkAC/floCNPD4rL3lG9ZMylY+X39KB5M2Yn2c/6pe8SvvKSZ6jg7onr8Z+Apz7yRurn7z/+gnAcUtuP/pOClnOfVkf8i4pZHDQxo8++uh+Ann7KeyvnxS8vv6BRtUxnxzxJ3lC9JOBp59CX/pJAc3f1/P0p7b6Ky4B8fldk7GlnwCUPNalZPm5vr6X75SA18y3BLLmGozisXHZ/OcebcG3Jt/o2yjq0vzWCZDP1xn3Eridn51yfw14km9ewz/aa8hxtslbcg1rWau0rRzQ34w90QZT2on+S17ykn7yupz6lc1/yaCWx5Eo11hm/CvlsKkfUG+sHFgAB5IzRJ5zZtXlFlC1WmTlQGcOXODu0RmmmuxCVvnweikzqk9WSr16Wg4IB2GdFd4kbwhvlVmIx5UQnTRpZ6sTC/E8LU+z1G2Se1mvhZ6wdLOUrwPxAki9dlAV3l9+8yJeDOF1ZxsW/Sif1wKvofA2i+O8Jtzrevvq2YXCQ8A94SVR3sfrYprkqeoX7xHlxbO61pGFU34YHm48OxIokj26ojzbeEaTV6P4KA9EEoZ7j3jEI3o8i4SJhudKlKssPG7yPs6P2sa3afJReeHVMureYcd9Q3yMb2ls4IXBysyaLJ/cMPI8dZmEXM/LLb7RJPdOc20CErOXmeeW/Wmaspr3CK/y/YynvoXfIckzULJ3Hk884pIyk3lo7uMZFWNu6b1WhnrjDW8Sln0ethK0y0U3jnjYjQqj5pUqjE55vDt5peJLfO9hZbeFSvNmEoYufFd/ibA95XlnidN5OJoftHmec7zdkPbEI6gZRj2qjsPqVh4b1f7a6u9+PBVGyxtUGLb8TeNC5kseC0sP4mk5TVg/z0Tl4BWPw/AG5W2xzhQedlFHfKxUObAsDvCe5Z0uqsD4wqPeggmRRzQB3jkMflx9eO3ymjImGWf177N/4/UtvM88aFzSPytVDqwjB8x/4YW7jvWrdVpvDvCE91s1/TcQ1aIqIWRFKAcS2lLzAyyK07XcTeeA8CUKDYEIEZCSR0vOp7Xp77Zu9QeeAp6AIbtSOKccORTJWUgYI2VbPhTljcuBNMuz5n2vvE2EcuG3VtwqAQphrgR7IVXrkJRw3LsLnxJOKy+SnBxlSNy4e+dxPnlBZaDWtEpABE6V/HQsQr1LIBEADhyaFKAzRgijBnZq1yXYqUxKmmNCPrtSGSpd1n3U/cmrLYcRAiatdOe9SnA13tmxJrA9bR1H1cXxtvo7p77qAURG+G6fUO/7qX+cc947ebcANR1DgDbfyztM8q3jPs/C37IdXFDyev0t5Tg1K9MdrFdNa222nQPJSzHnDrWoQ7MdGueM+X777bdfzyrGDK/C5xhh9d8g1wiTNec1Fw6Ia+q2cmDdOCDfmVQW8g5H/uJ1q2Otz3pyoJzHpb2IlBerqO1CczzJ3RFU7sexddxStCQxlIdlWC6MdazzPOpkBSTCtnwvlZbPgWrJWB7PgUKWiJ8nyXu2qXTkkUeOrDqvtE0ScOTxAbJQ6BdoUxnJr3EeaPo5r6kmAWVKsKZ5vvk/DzueKPLtWIFpmIed8oY9q1lW8/8mONQ83/zfvAGYQbEtrxn1zq6Zto5l+c39tvoPO1eCcpGrqywz3qm8zvkACUd9t1HvHfeNaytlHVa5X8puVT5Y/JdgCJCrU54hnpOVfssB3qa8kvx4K1mkxAIoQCWey4ApvyYBd3lF8gBlGOIRWqlyYNM4YE6x2A1DR6XKgUk4wEAZJFfj1gJPpUt2KbzEy69qa7U1CopQhCadeuqpOWExYX5RxOJpRalLX/rS2d0/rMosp1bZAX7hXQjJv/zlL3tWDzNxLoLUhzszBbNNsFSPcLtnTYoEs2WdeByY+AnwVmBiXU65ofL7hIDueSxRnrXu1t7y3ep+5UDlwHpzILxShFPybtnWEG8WfB52FDGJ+jfJw269W1CtXZMDMec7HjJJ85r6/3w4gNdAFcSDsQJPo/l6SApz9uNtbFEAcjPZ0s8+DyiLp0gHsQneuqPftJ6pHLiAA4An3nylR27lTeVAFw6sQ4hd1HOhHk/rKqRY3Y11pAk8cX1PCdFzLHmAJMGoeW2VbzU8k6I6mDjlmwCEyQFhmWrkvJXJrNjFrdjqYnIqLYJOP/307CUg50QbqcfjH//4wSWsRmLjvQOKd8v/pD+s7fJ/WMbdalyx2hcrVUrimFfZi2sn3aYErjk0DXLLbXrTyYRSWjFW5bExTz4SnMOzSEibXDaVLuCAvv/Rj340h1TyrLSy5qKoCQYvypMTcG0VoJQIdq9XMa4C1JExAWitvaMSzAbEx6qb+eQUfwBPQG+hk1aA2VbaZA+7bf0m2/peJfC0SivptvK3fK+S1+V+eU3d35cD8uZVqhzYdg6QmxjzK1UObDIHLpD+F/QGTSvDPLyeKFHCwpqTMm8hXjSUHKAEhaYkeRp4Gbl/FEnySXHh4hykPOEMFKfo8PEsz7PP9TGtAhS3jNym1XdyEllJDSnlvKo8C8gl5tIzbD//+c/nXD9h+RpZYMsJFh8x8MJN1NP7p1V3cl3L29QfYGTp+C6u/xQ65X7yk5/MSYOBZXiGtwA1SYotk+4bPPKRj8whi+4BEAVJ0nvzm998EFpCCXc/S1WTlK0s/FJXlFZqGsT386byfmW8v3cW159W4srvHWXyGnOtZb+VpR1FmXHNqrbbADQ1eWc5dq7tkHbtpdJvOfC4xz0uexjKRXTIb4Db356d356+7RmSKt/5znfO+Sx4Ay2CJNnmidMk/VU+DT+JnQHWwiQQMDvOaSu3utWt9hmj8oUd/xivhUQ1gdyOt9fLKgcqB1o40JTpWi6tpyoHKgcqByoH5siB0BMiSmaORdeiKgeWxoGlAk/Ag1lJPDfPHBYOsdqhRAGarN4jX4kkzWm54548GAjYJGkuxYsSFtb3si7AirQsdPY6ihwMVm/j6nz7298+b4844ojslQK48GzPk6SYlZ9CxUOpjWKwAJoBPK5whSvkctzDm0leKRZFrpRWEuKZpQ7TEHDnLne5S3539QT8SGDNLbkkyiLQhlfSJMSDBViFAG9AO15avFp4NfCq8C2AasJdAnjg1cPTw/dAVmaicPo2wgutVhJEiQVQ+Z5WReIxJYyPZ4Uke8g38S3if8cAXrwurNLlOeqHeN/gxZ49e3KZ2hGeA+VWTQEMRj2AhG0gaVwHeMND7SmAUABn7LtOMuNYZSruw9tmPxgFzPHGU55yg5QZfS+ONbeXvexlc+4ZfXEYuR+oWJbrOgCkNum5+gDwsaQSRMajn/3sZ/m01bP8grxjCWYqExgZvAJSIGUMA7Odc6064rNEzrYlDeNjeX7YvvrrA1bB4zF4j3vcY3AZkE6OufJ7RX3jm3YFukeBwZTHUd9aRfAd2K6vlV54zklCDtQGtLtG3ZpkfBvWNuQtAazrxwDr+FaAadcDoYDQb3nLW/Yq0jmeoPgS9+x1QfGP76vvhIBWnJrrrm9gpTfj5oknnjgoW1u2oIbvG3Tcccfl7+xba0vrTL4nUBAw6ht1Mais8/vUus3OAfO3XG/G8xr6NTs/awmVA5UDlQPTcKB6PE3DtXrPunFgocCTly1ds5teStMw46ijjspKCqAGQCQnU0mUKp5Vkq2GAuNaSqY4cAAMBa5J55xzTl4u+n73u9/gFAGcgnbmmWfmVQQoThRUoSIUYuS+L3zhC3mJ1g9/+MODe4ftAGGsuCS0DgBSXk/AL5cxj3xOQK5pSMgKhZqyjSiMlDYx7yWddNJJWcG4+MUvXh7utM8zCwmRoRze9KY3zUCT5/A48sN3K4fgE4XbctKUy3CNpojax9c3velN2SMswAIrN/CaoZACV4BTYpuFJQnXQ74nQDP+x0cgGEDw05/+dL7GMrlIeJ98KM5rR5RZPKJAr5oI9t41SJjQuMTAwi95y/AY2b17d25T3t+31r4CvMBH7xtEqQTIUSKAb8ATNAqYA4YoD9+CgH8892YhHn1AxYMOOqj36Ec/egBiACkBjbwBgYrA4lDYfa8SRLbChz6FLF0fwCrAxHXhaWf5cu0QGBm8inFgFJitTHxTR3w++uijMwjtOBrFxwvOjv4bAHysYBhXAoqA2JaJttKO74umBbrbwOBR31ofBUgC260IB1A3/gUBIwC7jrtGXUvwyWqM+jPA+ElPelLclreEJvNBfCOrbAQBiiKJ8yUucYk4nMdVZWkL97///fM4PDg5ZEdeOQryIj2evC/efPCDH8x9qMyvZLwzVvHyCrI8t5Bp4cbDxnMGC21zHcic6RubD4D36xouvw682il1kJLA/GwOv+hFL7pTXru+Z+VA5UDlwFpxgIxEBg4nhrWqXK1M5UBHDiwVeJqH0EIpAjxQfAEUH/vYx/Z6VYolQEo4RyiWvH8odEAp+YAoMk0CwFCigEpBvIEoUVe84hXzlmUeGFUShRTw8uQnPznnMyrPDdunQAFSePlYopw1HAGlwgPD/7FPgZqGeE0hHgDhGQaU4KkURNEFvlDEuxIgiyBKgTz++ON7xxxzTOa38BYDIqJYUlr8fIPrXe96+TiPhXPPPTfz03cADpxxxhk5HBAwIEQPucY5gAB+SQ5JAQIs8BJrI6AFzyuAygEHHJDr0Gwj7vetJUf3/pF7qq3cRZ8zkZTeJeM8NlyrzeI/zxRJhrsQTw18BfhRJgBcFGI0CpgDKko+D8BCQk4BfbNav08++eTcPijw+lqZ0B84CWgA0uiTAA3UBJG14S4E7AVuffe7381hrOU9o8BswJ06AUTVI/qke9v4WJZd7gPe9cUAZIDc/g+++iYAZ0A2gNT35UEzLdDdBgaP+tZA2Gtf+9oZsNYfgb36eUmAZeMKYAsArx0FaRv+5z3K4zSWto/ztsYmYyqAFBlTjK3GFPy4z33uk48DcPBfO+Fp5hsA+8aRvjOu/4wro+28cSw8s4ydARr5vrzvLF5hHgo67LDDRnqUAn3xU3nGSj/GjiDf33uXQBbgK661P8wDTnm+ZRhLSnAwyh62ZQwRLq196H/G0jbvOGXoF55lbo5wdPVWR++mzwGvAzwe9tzymLp6Z+3DHK8dI2XEvv+9d8w5/kfDPBC1L3XBE7+oB2/isjz3K1OdK1UOVA5UDlQOVA6sEwfMjfRo8k2lyoFJOLBOYfLToRoTvC2QghBLeWkm856gmHwpIRMQQSBlbae8lMqgi4YlzuUlUy6tTZguieIOUGrWz3VlmA+hNcLw4n51QJ47zkMl7gGkAJyEh0m+3VQuXRfC8bCV46Kcti0wDFGSAEAUN8oLMCbIsr3c6NWnK+GJ8LRnPvOZ2bOMkoKUywMKj7xb1N85KD2AjsUUMCSPCzJ4up5CIb+UH6X8cpe7XD7ne49SAmLgFRZUku+jzFCAhEc1v7dvFqvp4W9zmeyyvGXtAxjLNjruueE5RsFVf15PXUg7xw/fAtiHT12AOSFFvq92RMnEY+1qFgIIC//k2cPjK8Ixo0zvpq48nkJB7AIix/2xdW/kGdLGgBsljQKzKe2eD6i25YUV1JWPcb0tLxLJ+e9+97vnw/qO/wEugETgmrrpu67BY/23JP2oK9DdBgaXZTZBWF45PEmN2/qxH4U8iAeYd+GhqS+FV5nzEZYT3lzlfXG/bfRP+8bNd73rXbk9AiliTAEyA92EqDkG7BwHoOhDxga/SfqTenQlYLX3bhpSgGI8A/0izHtcmfqtOcBY59v7CeFDQDuglXanjZifzBXjPOAAybywzJHuAcK7bxzhrTbfDI1t844bFY4eXpfCSI33PJC1m9LLbVh9fDPAo3fmQeu7a5+I52rs+5+xpwxzHOWBaJ71TYCh+KIejD48o/Xt8Az1bDwDzFeqHKgcqByoHKgcWCcO0BPITqH/rFPdal3WmwNkQSvJ+5XpPVZR64UDT4RzLzyPF5XHiTJGKeOJBJQAPIXgOIqBhEtKLaGakslroiQeDQR7IRElEVYpmDwyTjnllKwcUPyEo0ReGYJ30+pallHu8zh6+9vfnq2ylGEKhEYABKFgAAN4ObDyE5I9K5Qb780KXP7alDAeVBQ6782DgSKgjEA9WecpKJGnqaxn274yCfKUmRKEk5MK8R7xzGZuKiCFvCfeLTwEDJ4EfcomTw/fFR8odc55Bn5R4vAOQBhAo/AsYIDvwsrNoo0oKwj/hAh5prAYhN/y0yBARAkq5oMr/GNCKT2exlUlllONNlB+i7g3FO8SvHO9duB+IIx238zvNQyYo4w6TinTf4BB4VUXzxu19S1LoMF1vhcFU/umfANTmsqx1cmaNA5Ejuvl+QnSF1DwN3ilXm1gdtwXfNTegrrwMa6Nrefq08KukH7gf8Cv7w98A5SiAFSjrvlg+uMboC5AdxsYnAtJf4Z9a0q5sUHdeGai4J39sk6+a/DJuQD+8XYUGa/12V2/8b7EV2A20OqpT31qHiOE6XoOoFHYrPA5404JNAwr37fybL/4bsOum+YY0AQwxHvOmBVAUYRdA89410wC5BvPLcoAYIuxHaiPjKP6qnnBz/zFG26cB5z5jMevuU6Z6hRhjKPeW3hdgDq8ib1brJzX5h1nfhwWjh7P8b18XyARrzZjeBvhq/d897vfnUMWGSW6EIBzlCcnwFJo6GmnnZbncsAezy5jmjoF0IRfxoMwjHR5br2mcmCeHJDnMsh4WKlyoHKgciA4QP6twFNwo24n4YC5hSzkFzjAJPfP89rfmWdhiy6LkiTkB4hFeQMUERR5Rvz/7J0FnB3V9cdPPCHuRAgJCQQIDgWCt7hTpLhTSvGgxSluIUiBP9DgrsWdAsWKFkkgIQkh7u62//O9u+dldnbmvbcuOWc/b2fm+v3NHbm/OefcbBMdiCdIDfKiMRX1pcQEFb8WTGrigp8VzIn46oo/G17O+QqPqRzEF4KGzvHHHx/PmngMGUNd+J6hTZBBl156aUhLuygfczLKw9/P9ddfnymHfvIVOPpjUpJN8OdkZJP5TTFNKPyKgJ9NLLOVk08cky1MYiCIcCqOaSMTDpvwgBeTCsQm3uzj54dJEuQkbYHsM0IIzIkDYyYOEEhGMDHZZYKGHyfwJB9mGfQTB+eDBg0KZaJ5AZmFQI4x6aAdEC6Y9NUUKe1EmWsBEhDMmchjsmjCJB1hQoWWEuQbhAZjnQk+AokLGchkEw0AJBcxx/jEjAjNA8ZhvsIND/MrzLOY3HEdoDVC+1ltDdKRySsOyxnn2SQbiUw9TNapB20+hAkp/s4Yn0zIueZefPHFEAcxkY3MZsxx/UB+Mnk3X2FkzoZjKLwM/yBhIVnxRYc5MfigoVFWojsbGZx2rsGEc8T1xLiwewxEuZGcjCc038ADAon7ZD4CCYKWnZlwmZYedRAH4QDJxH2DMcx44FqFnGehBM6hEf5p9RnxxHmNmqelpS9NOM8NNNToL4QF+/zQ0KwMQROR5wAmmPwYD/GPJpCDcQ04CHuuLzDjGcK5yiV8MECzDOGeQL94XsaFuKiJci5zdIhINO94DkCs5hLGAMQa5tmYV9u9KVc+CDDGTTZNTu4PPPMgliDwaBfkN/cFXuYhORljRu7mqrOux/NxqiJWIq7rOFVk//gQg0Yx1zv3ShdHwBFwBAyB0n6gtny+dQRqFAL6ol7rRLUBClQ7okBfFgt0UlagE6K8+qCT7wL9ch/yWh418ylQLZmsZZBPyZC86sgnkWrtFFBmkqjflAJ9QQ59S4qviDD9ilyg2hAFL730UkUUV6IMJYAKVLOoRHi2AM6nEiMFnNu4gD1xaZjpBLWAOqNCeTqhjQbV6H3VdCvQyVOmjYwD9f2TOU7aUQKgQMmjcC6VwAlbJQhCUiXYwjhiLKnGQog7++yzQ5wSLwX6tT+EMQ50JcEQrpPYTBjhSuIUq1YJo0y81VMsQcoB+ax9lKvEbQFh6j8olEdbVOsj7NNGJTTCvhWnxGOBOvYOh4wr6w99U2K4QCfMIU4nSpky1eF46D/1KTkS6lSyLJSrhEfYKqkR8lE+6fjpRD1saRPyz3/+M4OVktehzBCh/9JwtPi0rZqmhTri14gSBJnzSVsoH1GNy0z7CKf9+YoSA+H+Zv0DM+rJdq6VXMxgB9bkIT84kk+Jo3BMOGOH+zBCHOMYUTI0pFEzvQLGitUPrqplWaAaTSGdarZk4kijxEYBYx/h/mT52HKfVgIwxKX9U2KmQLVsCpSILVASLy1ZucJ5ZjCW0gQcuP6iwj2fPjD246IfAcIYi4crGVSgZHyBknGZn+Xn/kZ5qoUVzxaOwVe1QQOepMvnXmhlWh3Rgu+4444wNqNh7KtWVBgPFs755ZqhfuplzBCmRFjAjHKyiX6YKYZF9FgJ4GJx4Mx9A1HyKNTHeDS81Fw0UxX3H+4JcVHCO+TTDxgFStQWqEuAeJJV8liJ4IAL57CyrqNVEljvtCPgCDgCZURAP7YX6MfmAtUML2MJns0RqH4ECm1QqpgKQ33eTMjKUjVfKk2SzHEsLr417ZuoaQiaNpibmelSPA/Hli8prixhmNaZj6F4fn2ZDloGmD+hGcDX64oWvkJjHlKec5CtTWZuky1NPI5zwhf9JMEkLC2O9NHV4Cw/5UXPs4XX1G1c4wmtHTRdsgkaYHy9xywLrSczKSQPS7ofp46PzTTtkksuyYw5HEbzM8fPNg50wpmtujBeUP9X8jZofGRNHIlEcwGtIerjXNr1hOYRWmqYVKFNgzkO1wVYoGFkgh8oE7Qa0JLDDIi+6aQ2aOcQj5YMZYIbdeCgm/IYB2j/cW0peRnMeBj/aEIhlI+5E+XxRUnJrwxW3B+4DhE0QqLO7dNwDImz/EPbLto/S4rpGeahmINyDdk9Ce2ypPSWL9sWzSV+9JvzBn5ItnN9xBFHBG0XzFrBEawNR/Ki8YO5GVoi0XtxtExUeaNtju5ThgmanvySBHMv2o4GJPf5qIlfUnrC9JEaziHYmYZWWtqKDKcutMgQcGGso3GFLyzaDn5obmFqzHlm3NtqeGj3oOmHKZhpj4Ef2n2Y91EG4fQN81bGt2kGoj3IfvT+iE8usCI/2KH9pGRjCVPyfPsf145Dq9TOO+eH5yfm6KSjLVxnZRU0Yy+++OKgrYk5L9p1JqxYSPmEKUkWtO0wIwfLqAYiWpTcc7jXcC7QpuQeyTXAOeG6Nw1ptLd4xuLHCm0r6naRoDVsOIB3RbhKsPJ86wg4Ao5AbUKAZ689M6qz3bzXsDAT2qh1QXhPQsMeywQ0x3lH4t0FjXXCTXgHwjIi6RzgloFnPAslJS2yxDsAljJoz/NOQBo01l2qD4EqJ554kWZSzIs1qsT61bz6eq815zOZqcoG0h5MwHjZq6yJEzevJLKmKvvpdRVHIK5Ci0kIk8Zcwo3YiJx4Wm6y2YTJWT7CZA/fY/hFYd9WwcsnbzRNUn12/eVLEqr2THDCzYQbkgkzLcxoo2J42JY4TNh4WGPGwOQfZ8dGwhBvE2n2jcxmsgrBwsQWEz7MBVWjgiTFJKlfxRKU8iAfk6RSFpnxvZRvPu4Rhp9to3mritjlHEXPU7QNSfv4zeLHc6ay7p/UCz5RwcSYek1wGM6P68ZWf4TEvPLKK4NpFytp2nXECxVmrBCgrFJpcZi6QShHyRBMcHgpUw3AUBVmyJbe6sZsPEr0YbptJJelKc0Wk01MKhFIUxzPW18hxMwcnXj6ATlrJtH2osj9LR+BlIOAxoyaaztKYtFPzFExC2Qf0h1zYsy6aSOLFKhWkzykfv8QzAX5gEObEVZpZAVJzMfsvkM4RCsmd5j4Rc3wiVsVBTP1qImd+xqq2aOAj1SQqgjXGZO3in4mlWYiWB60uCcy/vANx32xMoTnAi4ITHj245KBjwMVKbyrcO/FVUcu4pb3GSbaEOPcAyHZ+fjEeeX8mjABZ4Juz0Q+4kdXlbV0tmUskKe8UhrMIAEgA3hHsA8C8fp5XtoCOZg288v3HZBzl/Rs530X1xwVLbw78rET9wfR51FF15NPecwJeCeoC8L7Ox95o8IzGDcwvL/E/Q8Tx7Oa1amjctZZZ4VrADIp7ooA/7a4XsElS1R4R8KfqL2fRON8v/IRqIfSVeVXs7IGXqb5soigacGLdHWTTytb53uOQM1AgAkVN0X8tOQj3GDxj8Nky/x55ZMvnzSUje8xXg7QTuGLS3UJvoDoJxNHXtDQisnn68UNN9wQHtgQ3uTJZyLOQx4tJ4go8vHSkfYiVV14VHW9TO7x0WaaOVVdf771oTkG0Xicav3VJOGFGUKFiWH8pQeNNPxa8VyMToIIZ2LCBClKmKT1izr4ksgkFBIz3xf6tPLyCUcLCzIuF9mdT1mkQaMJfHg/GDhwYCCNLK9pNKKRR5ooVqSh7wg4xjEOEbF/pIc8g9CCHFyVBcLJfCKCA6Qd58Cl5iKAHzS0HKOCJiIELsRDRQj+5vKdCJanPnygop2tZtZhUZzylJWWl3ssmpJRgchB85G6K4q0YyEFtNDx48q9JU1YlALt7KjYBJywqCa7pWHCzg9t1viHN0vDFv91vLeUV0qDGe9atggIJFF0ERreqfjAoubYxZrEokAQO/lgz7sbz9C4oPXLx4WKlhtvvDEsVnTdddeFDxQVXX5pyuM9nLELGclYra2CcgUfi3h3B1c+VuFjkUWh+LDF/Yz7DT4q4QfwzYp/XkhW/LfaitqQnGiM86GeOD4Q99R5gQmEL2MQcoq5FB+TwZA8hK1KAknNoi28F/ExiW11SZVrPPEiY8QTQEBEqV+FzFfh6gLC63UEahICTB5N8yafdvFwZzWqyhDKVt8slVF0qcvkpQOzmNKKrdBVmnxM9NFYcVmJQG15WENGqH+alQ2vIXuQQGnaphBFUZM5azLhpSGTqSOpHCuvMrZJWnHlqSdOJkXLsrrSSK58Ji+Uh/Yj5o0szID6PSZ6q7JAOsUdykP6udR8BJh4MaGCsGXyxccZtGdYwagiJT4RZHzwTLaJYEXWVdllofXMxBRSH/IHgpV7c1TDtLLboP4eA+nEogacP1wCoJ2BtqxpPNEGnrssogOxgtsCNK95vkE6QtIh33//fdAUhehiYo1QbkVKPpihbWxEABooUW0v3t0gnZj4QpzxYQQNF8ygolrnudoMsRp/F8n2zMhVXrZ4SEH6UNFYZqszLY6PO3yIyueDSloZNSGcOT8C0WzvaWDM4iX00Yh0NP8g2vgxD4GsgnSz+w0L8SBcs2hDce0Y8cS1BemEFjYf5E0gY+Ma6xZXl7fc49AIR1ipuDo/slU58TRgwIDwJRrmDYF8wvQOELgRVScLFxrk/xyBGoAAK1XxEunvrC2mAABAAElEQVTiCDgCpUcA/0YutR+BPn36VBohhKYTWlOQ0rzw5qNNVvsRTe8B5iS8j5kwOUDT06XqEAB/NM7Q1izN5ABzKtPigXRg1UY+8GKqBYHBhyzMxj/Q1R8xHScNJiv5krSGQLaJIGb4vMtDCGMOxmrTrFRsGpfEc60xeaRttBEyBbIzmxY1K+nSbj6sRbVnrE1l3eIT0jBDk1kXtQhtsvJOO+20sBIwJD4ED6a9YGmCqQ5EEWGYDaERzuQXs700QUMJzQ0mw2gN33rrrSEpfTQMwAfNcibHaE0hTKbxZ8mPj/f4fWRFUdJZH8w1A9ojFhYyV+C/XJhhBoZZ9s033xzIM/w+GvGE70r6C04QUDb5hyjDD48d59Nc/Pmk9RETR0g8zKwhqBDILUgJNGqMoGJM8dGBNvMsgATj/Fl7IVWjfoYwz4qb8vHxgr5gWg4xxTzWVu0u63jP1n8w4lquzcQTxBmEENeTkU7W52xjgHxI9KMabjPQDsQ3JPhzfPTRR4d0ZoLK9RSVbHVE09W1/ai/zOhzvjr6WeXEE53kgoZgsiXPCeOhCBjGhBLm4gisqghUhHr0qoqd99sRcATqBgJMXPlVhjDxq+kmo5XR77Qyo75D+AhoE7C09B5e8QigLWKOg3k/LutXaSanmI+ZViAaAWj0MGnjoxZaJxA/TLzRqCyLxCeCkFy812MGRV380GxBa5iJMmYuTH7w7cOkHIIEzR00dXSlrtQmYHrD2IRsqCyxvkTrwAsJJAUaZCyewASX82NkHaQKPzTLICTQRHrllVfk22+/zeAeby8aaGCABoZNwMHISCdLn21yDPmHgGF1ShJm5ksHcgwNSs4rH1DB0fwEQgjF+xc/Lk+/ILjAGPM9EzRoCOO6oC2QTpB/XCOYcvEjLqr4QJtIy/lF0yzu9gItLXwOIpi0Mkb4MQYgH8s63q3NSVuuI8M9Kb42hOkK5aGZkKm5hPE0adKkcE+EnEXsfYDzBdHEIj8IWlD4jTZTfHuecd0ijD8z0YQs5qOWS/UgUC3EE1294oorAnOP4y9uFIgNlHDg/xwBR8ARcAQcAUfAEXAEKh0ByAi0npg0opnuUvUIGOlEzdH9XC1hcsakFw0+fKWgWQOhgbYRK0YZCYTvHcJw4G2kD1ptaPyliU34iM82EUTLyQgkJoWMIZyF4yg4OsmkjV9//XVwJYBWEZpGzAGSFtX49NNPg9kNfhkrkpygL/iLBDM+eONTE4mSFWjHIBBQkF8seAB5ESVkISXwJ4gWj/mnQpvLFl8IBRT9w1cm9UB2QB7ZBNy0PtBEs0UZyII2VZKYaV1F+e9KqiMtLBdmaGHht4c+QeozHjjX3FNwKI6YFiV48DPBPI9FHiydhduWhTdslW9ILUgGE/BMwtzi41t8DCFoZqE9liSQ74iRVPE0Dz30UAjCLHLfffcNJAjO5LmPRl1TlGa8x+uIH3MNoB1WmzWezKTS5v3xPkaPuU9FBRLbxj0EL0QS2k4I440xwbnlw725KjFNQDQUzc1PfEGWaB2+X/kIVBvxRNdw6MmKNLzsYI+Z9rLDVwacG3LDsh/5uZm5OAKOgCPgCDgCjoAj4AgkI8BEDSKDLXLCCScU+7pPGF/9IShcagYCSURMWsvQvmD1NBM0cHCKjPz6669hC+FhLi7syz9OezFRYaKWJlHzsmwTQcgmTI94l6c9VgfjLko8YWJjk0I0QyCeIM6i/eWdH9IKSwgk7nw7ra2lCadefiY4M8aHkQkrszGJZYJrWmHxj+OQLJBOiC1YEicMyY+VB4QRWkqYZlGeTcBtRUKwi/pYwxeNaUJBfEH6QeLYiqXZHJZbHyp6mw0zNE0g4dAkQmwhFvw8MVez/qIJhHCvARcTSC3SpWlyrb766pY0OJI2UyoC0aIqDfGEdgzEIqvDMvYhLyCPTDsmU1GWHTPDM3M+Iy3tHmtZ8xnvljbXFuIJjafaTDyhMci9CE3HXAKpxz0C7U+IvqhGGpqIiK3wa2Ux3jinRnBirsp1hEknJpWMOcg7l+pDoFqJJ7rNQIrefOJQcBPHbjybwEwbacWDkUGaZMPIQOSFK0l9mfQ43oo/WKxevuaQl5ezuHCjoc6kvFxk2GHbktrxvLwIxB9UlgZs+GplF5CFs6W9fH1Jy0u+pLaSlzzkTcOIvNELnDwm5E2rM0oKWvroFpyS6qSutLZafmOq7di25EtrK2moj3rzqcPK9K0j4Ag4AlWFAPcn7p3Z7mO0Je0emOsDTFnvu3bvTMIh1/2U5wv1xoV8ac800mZ7NmXLS1uzPQ/BN231J3DlOZz0/Oa5T74kjKkTrREmTElCXt5Nkp7f1GmT+DjO9JP3hTS3A7wPMTFPEvLiG4gJM2koO0nQ4rB3pqR4D6t+BIzIyKclm222WRiLkD1ocEQXJDBfkWjbQAqZMMmGDGDMmNNZi0vbZpsIohH0xBNPBCILMsaup7hpUNRHS1o9pm1EPBP7fFauTSsrLRziBn8wmFFxnYKDEUyQRPjAoq34VbLrKN6Xjh07phWfCUeryoQJN5NixEz27P6BJgfaZRCFTJKjwuQZJ+jUh18s/A0ZKRVNV9n72TDDdBOBMONnwn2ZFRatvZhaIphIMW4xP4RYQ+IOw0Ngwj809HB0b2J+xOw4vrXzZ+EQs5jEcd9Ho4kffqFYbAJliHzECDQj1GgD5xcNp6jkM96j6bPtQ9DSFzOhzZa2JsdxDUBicm2YFltSexkzXPuQ6hBPPBOff/75kJRxwz0suigI1+3rr78enoHmYB8tT4jFDTfcMOTD3xc4ulQfAtVOPOXqOg+DXMLLn71EsZ8mvNSm2c3j8Z1fmvCiyMtaEkmGuWDSS7aVxQsgXzPifSEPebMJLwpRlVJLawSbHce3xOPxP+mlF+eV8RtxND9kzhtvvBENCvv0IxcJyFeMpJd0Hlg8gNIkrU7Sc8PI1l7UL5OIPb6WZXuhylYnX9jSxgPnERLSxly0T4wTzmkaOUedYBQfC5Rh5zSpr9nqJD3tTZuMUCdjKGks0EeuiaTxS52olTORSRKuNfJbX6kn2i/wSRoL1EVevj4kCRO2tEkX5zTbOGKSGFWFt/JpI3Xay7CF2zbbJBFcwShNmEgnkdmkZ/zZi2U8Py+ejKMkjBhH1JmGEZOSbOclOsGI10udSdcLGNFeq5M2mHBeyUOd0XNs8fGxYOFsGRdmWh0NZ9/ugUnjj3ibgCfVWZ7rhS/LaXVyndDPJIwYC2BkY542RoW8XN9J11o2woAyoh9QomVyHrh/Jt0XSAc23K+T6qSf0fMYLZd9xh7tjQvY8JzIJlyjSdcaGszZrhfiy/psSnsech/Kdq+nH2hUJJ3TbPdrsKNOWz0nigdjwTQyouG2T17qZOzHhbGbdl44z/Qn6UMX5yXtPk8d9iyI1+fHdRsBHOMbOcOziHHJmGXCZdpGTPaihEBZEEmbCE6dOjWQTjjyxXwJeeaZZ+T8888vSzXhfYWJI1pI+HHB5G6bbbYpU1lpmVgpFMx49t91113B8TXaOqxsx/OMSS1mixAK+IeB8CmLnH766YIJFhNnVhvEuTj3eoT7EdczWhpo7GAulERUXH311VnNIcvSrrLkyYaZaaDQN9PIQdsLUgfzOUwH6Rtj8LjjjgvmeJjkme+n0rSHc2Jac/F8tkhE1Iwv6X0ITRp+CCul4Qwf4jRf4omxg9YVRBrvYxCGEL9xB+Tx9pXnmDpnzJiRqhVWnrKrMi/PXIgnCCXeUcCM907OQ9Lq3CwqAEkMQck1iZYmWpVnnHFG5lqi/RByaHpisgqRyzmFjEL5A7KS8ct4i2pxVmW/va5CBGoF8cSLMQ9SXqqSXtbM5pMusW9LMSadZCZBSZL00h5Ply1v2iSGMnj5TJo4xcsvzXHaJCRaRlIawpLCo/nSJudpk61oXlOXjYaxn3Tjj6YBP9oVx4nznau9EBFJE4psBAV1Uyflxyf+1MeLf5pYfBLxxEtENpyoEyyS2stkLa2vhPMylFZntskIddKfpLxcV2nXC3USzwQofn3QRyZPUaGeqBCfNKmlzGzt5ZykaRnkmlzShqTJMPVlO6fUyb0jiUDKRjTQX/JSZ3zs0hb6mk0gs+Pjj/TkyzZ+DaP4PSnpvMTrJ03S+AOftPNiYx7HjnF8iYuPhWid4JA2FqgzPm6ieWnPrrvuWqJO0nA9pEm264XrL1ud4MOX0CSMwJ34NCGO8uMYkT4NWysr7RqlPPqTJsSl1Ul7s0lafBpZGi0rDcNs+Fj+pP4QlhRuedimPZuiaUq7zzWYTdLi49d7Uhnx+6alSQu3eN4Z4tc2cYQRl80/BvfrNOKPexyTpKT7nNXt29qNgBFPrCBmxBP3Mu4/ttIXTrQZQ8ccc0yZOhufCPIMg1SAaEATgUmkPROYYDJmcWqer5CWlfp49qLBdckll4T2RzU9zD8U5mdRp+D51mHp0HJC0waCiOsGx9/4gGGlOiatEBymgYUmIRoVaX6BrMzoFiKL9jHJhtgAFybEEDHUxXlhUs3HBa5NM6WLllFR+5QP0cY5Ko8kYYY7FDSYou+ZnBuIJ8wE0UyBiGRlQ1YJ5D4FkQKmFSmQEpQL0Yc2Eh/9zc8PxAWkF07hwZkxhm8t+7Bg93TGr71/2fsxaUgLfox33lHR2OHcQZ4wXhDCK0sg3Lg2otdBZdVVmeXaCnRc38wRbJ7AdYc2khGX0TZwfXD+uH5MyylORtsx54rFC1AU4TojX/QDUGWeo2iba9I+H8jtfc/GeXW1r8YTTwDDRR6fnPFyay+40ThuqAZuEqjRtNF4Hsx8NU6bHPCimDQRoQz7mp/20pzGoPMSyVdjbnBJeakz7QXRwg2DaF/Yp+ykF1cGHF8k4hjxQs9XCZZLtbLjZdJ/8tkNOR7PS20aRvYylPbCzI0g6WLgfGUjE3mh4YJKkuiFlhRPX5PGA+3IVidlpfUzCfN43Tz8k4T2JI0DS0t8kqSVF02bNtEhrz1Yo+ltH3yT8hKWawKUlI9y88EoLS8YpDmfpOw0jNLKI49JWhr6mU2ITxq7SWHxctLqTAuP5k9KQ1iu85KGf1J50frYTxpr9DPXeUkrO60t0XqT6iQ+1zVKfJKklRdNm3RfIJ7wtEk98WCfdr8nb/y+Sx6TJLKKOMqDiEy7d4J9Wp3ZSAjamu1eT51p9wawTWsvZfI8ieelnby0MxaSzjvjiOchpF+SEJ/WXtrCszCNDONZkHbPZoIO6ce9N6ldafnQWGTCiilT0kSAstLy2jtD0vMbfNLygQvaH2n9JC8/cIqWDXZJfUvC2cOqDwHOXVkk6nib64yJMJM50xRCCwkfOWibEGaCM+doXguPb3NNBDF/QSuH6xczMEioK6+8Mmgk0A7GH/ciJFqW7dvW6rVj7tWm6QCRENW4Hz16dDBtKi3pZGXbljrR7oSsuP3228O1Qx94z4AYQjC7Q0uCZeC5D2cjnqLlhsxF/8iPticEF9hwLtZdd92MaVDUsgH8IKxM0sq0eLaWxswFo3Hsc39DI4cJeWnFyrYt+aOY8XEIIifupN40iiCfIAsgPhkLaKWYZhxlQUTkMw5Ji0TbURhS/D+mijfddFMgHtD0YwxhcoU5HVp5zBPNobzl5BmBSSCCtlTcrxjO4/lBGvIsxwSUetDQMWKSPGY6Zm20LeXavm0JK41APOETrDRYlab8qkzLOOQawHwVLS7GO/1DeL+IE7Bcn9GwpPePTTbZpFgaViWECOXH+OdZTT11Ab/Snivw4tpDsr1flLbcsqSvp1/zsn/uK0upnscRqCEIcLNJeknP50WcfOSPi73cx8PtmBf+6Eu/hbPl5d8u/mi47WebmKZNhsmbrc5cfYVsTcKIfnKDSmsvdZI3CaNsky7am1YncdSZNknKVmeu9tLHNGI5W3vpH/mSzinY0N60CUNZ68yGUa46KwsjHlxp/UzCCEzNj0W2sZt2nYEB9aXVSXxZrxfamzTm86kzW95s/aTstL7m6id5XWoOAmiY2VfXU045RVgxx8URKC8C3FsgJ7iHM1nKdT8pbX287uO8Gee6kBs20SttOdnS44vISBM0RJj88SvrZDutLkgpiI0nn3wyLUm5wyFq0HgCJ5xn0wdI5jRypzwV4pydc8PzvVmzZuUpKjEvfqIgiCBHMFGqbgFPSDy0jhgflSFcT+CJ3yXGPPVwLrkOZs6cGTShCIuSHqVthxEn9KOyCQ18gGHWSj014RyWFitP7wiAgBNPPg4cAUfAEXAEHAFHwBHIEwHU/c3UE3LATAXyzO7JHAFHoBwIQGjxYQMfUDg1d8mNAH6k0PxJ84mauwRPURMQQGMRX0jRVSxrQru8DY5AvgjUzzehp3MEHAFHwBFwBBwBR8ARcAQcAUeguhAwx9F9+/atribUunptJS9WHHSpvQigGVcZmoq1FxFveW1DoFb4eKptoHp7HQFHwBFwBBwBR8ARcAQcAUegYhFgNbSvvvoqY8pdsaXXzdL23XffsDIfJpYutRcBNP3WWWed2tsBb/kqj4ATT6v8EHAAHAFHwBFwBBwBR8ARcAQcgZqPABofHTt2rPkNrUEtxG9UZfiOqkFdXCWaUlpn+qsEKN7JWoWAm9rVqtPljXUEHAFHwBFwBBwBR8ARcAQcAUfAEXAEHAFHIDsCLGzDSpT8khZKyp67YmOdeKpYPL00R8ARcAQcAUfAEXAEHAFHoNQIvP322/LAAw8krhZb6sI8gyPgCDgCjsAqj8DgwYPDqsoQUOxXp7ipXXWi73U7Ao6AI+AIOAKOQK1CYLPNNsu0t3///pl933EEyoPAW2+9JSeffHIoYsiQITJw4MDyFOd5HQFHwBFwBByBYlpOkE/VKU48VSf6Xrcj4Ag4Ao6AI+AI1CoENt98cznllFNk+vTpcvDBB9eqtntjay4C0QlBdZtD1FyUvGWOgCPgCDgCtRUBJ55q65nzdjsCjoAj4Ag4Ao5AlSPQokULueiii6q8Xq/QEXAEHAFHwBFwBByB2oqA+3iqrWfO2+0IOAKOgCPgCDgCjoAj4Ag4Ao6AI+AIOAKOQA1HwImnGn6CvHmOgCPgCDgCjoAj4Ag4Ao6AI+AIOAKOgCPgCNRWBJx4qq1nztvtCDgCjoAj4Ag4Ao6AI+AIOAKOgCPgCDgCjkACAt27d8+ERvczgVW448RTFYLtVTkCjoAj4Ag4Ao6AI+AIOAKOgCPgCDgCjoAjUNkIHHLIIdKyZcvwY786xYmn6kTf686JwPxhw2TJ1Ck503kCR8ARcAQcAUegKhAYPXq0XHDBBbLZZpvJoEGDqqJKr2MVQGD99dfP9DK6nwn0HUfAEXAEHAFHoJQIbL311vLjjz+GH/vVKb6qXXWi73XnRGDkuaeHNBu8+LrUb9QoZ3pP4Ag4Ao6AI+AIVCYCH3zwgTz99NOhiu+++64yq/KyVyEEdt99d7nvvvtkzpw5wr7Lqo3A3Llz5euvv5Ytt9xSVltttVUbDO+9I+AI1AkEXOOpTpzGutuJ5QsXCL8V+nNxBBwBR8ARcASqG4GZM2dmmhDdzwT6jiNQRgQgnDCFaNWqVRlLyJ3t+++/F/vNnz8/d4YcKT7//HP529/+liNV1UUvW7ZMIIcHDBggxx57rIwfPz5T+ahRo0IYW2ThwoVyxhlnZH6LFy/OpK3unUcffVQuv/xyady4cXU3pcbX//jjj8vgwYNrfDsrs4HXXHONvPfee5VZRWrZjNOPPvooNb4mRQwZMiRzvQ8cOLAmNW2VaIsTT6vEaa79nVw2r/wvR7UfBe+BI+AIOAKOQE1CYMEC/yhSk86HtyU7ApAy++67b+aHSd/ZZ58tBQUF2TNmiYXYeeWVV7KkqNqoxx57LJBLbdu2lZ133llat26dacDs2bPlhx9+ELZII9Wk32qrraRdu3by8ssvC/jEZc011wxx8fDKPF6yZIn885//lJNOOkkaNnTjlFxYo3mKdlhtkkceeUR22GGHCmsypJMRqhVWaJ4Fvf3224IJem2QNm3ahGsezdIPP/ywNjS5TrXRiac6dTrrcGdWLK/DnfOuOQKOgCPgCNRGBNCYcHEEahsCL7zwgvz666+CpsiLL74o33zzTegCk8effvpJli5dWqxLaEb99ttvsmjRImGSn00zaNasWXlPQpn8QRiMHTs2Ux/kz8iRI8OP/QkTJhTTWsokTNl544035NRTTw3aQsccc4y0aNFCVqxYEcpDk+zZZ5+V9dZbL+SG1DnqqKMSTRvpB+1AJk6cWKxNIVD/zZs3T7799luJao4RRr4xY8aEZD///LNgNlcaefXVVwPGBx10UF7ZOB+cN7Q54uRZEsaEQRiOGDFCJk+eHPbBGbFzTZn0jXiTKVOmhL5NnTo11IPfmGh9jBvaAF5xARdIPzTk4vmyxcXLsWPuvbRv+vTpFpTZQqTSt//9739Bqy0ToTuMBQia+Hlj7IMLQtmcw+XLl4drgX1w+OWXX0IasI4KuFBXFAvDMemaoX7Ks7FC+ZRhQjnUAVaUW5rxw3UdHwdp17XVR/xXX30VrsXo+SaetjKG4wLu5Cntx5ek8Uh/wQDClX7PmDEjXl3icVnGY7du3cI1v+mmmyaWSSDnJT4+pk2blrmmLSPYGIkN5hzHSfxs44By0sYjcdmuJ+JrpShA1S8rVhQsmjypYPGUKdXfFm9BjULgmz9sU8CvosfG0jlzCsY9OLhg1ldf1qj+emMcAUfAEXAEajYCt956a0GPHj3CT19ea3ZjvXWOQAQBnciEcasTxkwoY1jNlMLxcccdlxnbaoJWQHrktddeK1DtqIK99torxLM/dOjQEPfcc8+FuHCg/y688MKCAw880A5Tt0p2hXx2Ld12220hrRIgmfDotfbwww+nlmUR1r+33nrLgsJWJ5KZflEfdUflk08+CfGkM6E++mntY5+fkiohiRJwxeJ1oYEQDlbkIe3f//73TH6dyFrRWbc6ES1QTa2CG2+8MWs6i9QJe4FqbWXqod5hw4aF6DSMn3zyydA+0pKXMUCblVDKnGvVjMuUaXhaf5TYC20kD3mVfChQoi4TRvgJJ5xQoERCaMdLL72UKYs6iScPki0uJEj4pyRAsT7T1r/+9a+ZlLSPOvjRPyXZQpySQAUHH3xwJo546kdol/ruC/tffvllSKOm1AVKYIX97bffPmwNlzfffDOkBUurCywMq2zXjGFAPvb5XXXVVaE8Jbcy58PK/c9//hPisv3baaedCtRUN9MWrkEldEKWtOuayGgc7eCaM1FtyEx5XPuMNeS///1vJtzGTz7XZ9p4VLIrlHfkkUdmyrVzYW1J2pZ1PFIW1yvnMi5p1zXt4XzYPYJrjGPGihKUmXYzBv7xj39kis02DrKNx2zXU6bwUuwwLm1sliJbhSetdo2neT8Nke8POUCGHn6gDDnsABl+zpnCSmYujkBBRMupftOmFQrI3KFDZMqjg2XcrTdXaLlemCPgCDgCjsCqg4BrPK0657ou9ZSv+fhkue6664LGiE6WQvcefPDBoHmgk6XgL+b999/PdBstADSI+LLfpUuXRPM6tCAwu9lxxx0z+dJ2cNC/7rrrik7c5LzzzguO1fnCT9loVSGffvppiD/++OMFTaZsgj8nnWyHJPi72W+//TK+p5o3bx40tkpjjmV9pcA77rgj9Ju+r7766qEO2r/tttsG7R2ddIcVLtFu0Al60KoCL0QJuqBhpeRBOM71jz6jWXP00UfnShrin3jiCcF86N///nfw3XXAAQdIgwYNQlwaxlawkoZBO4ktgsYGQtupH02X/fffX5RcCeH48uFcoZH15z//OWi8cM7RZMJsiXy0nx/aOpxbBHy22GKLUB4Yoj3XrFmznHEhQcI/xi7aMUoYymeffRbGrCVDk4v23XnnnWKYv/766yGa4y+++CIsDjF8+PDQl3wdt99zzz1Be44VTTG/JD9y9913i5KtoW9gdu+994Zw/qVdM2Bw9dVXh7HOPr/LLrss5MNsFUxpJzjx22677TJl5tpBQ0pJsXBuOC9I2nWNrzeuceJNUwrfaAgacGhGMobQUOvQoUPG5JTxokRXGNvXXnttotZZKCT2L9d47N69eygTLURMZnNJWcdjtnLTrmtb8AH/cci7774bzh+r29avXz+cJ7S1OK833XSToBVokjYOso3HbNeTlZvvFi1Prld+1e0LrVqJpyV6Yf1y+smyfOa0DHbzv/tahp96gkx6+ilRfbVM+Kq8s0xVdOfozWHS88/JiMsulpFXXCrDzx8gQ48/Sn74497y/T67yrc7b5v5jbr6SlkRU5OujfgVLFmp6l3RxJPqNgZIlkwaJ1GCK44TuI8eNFDm/VxcrTaezo8dAUfAEXAEVj0ESmtmsOoh5D3OF4Fx48bJnnvuGX6QFZUp+rVfVEMkTJLPP/98MeLp448/DpOm22+/XVq2bFnCBwokBKZrTLYwzzFhYgXZ88c//jE4w1YtCotK3GJewgQbcqhTp06iWihhkh4nhpjcEs9kX7UIEsuyQCZVOApHIKDOOeccOfTQQy26Qre0/1//+lcwq7n//vszpoqqCVKsHkgoSC8ms7kwsYysbEj7IeByCe2AHMAkb6211gr+rCACevfuHUx4smHcpEmTDPnTvn37ElXts88+IX7vvfcO5ARET1RoY8eOHQPBsfHGG8s777wTCDD6yo8yzeE0ZWCWxfi4/vrrA8lhZWWLszTxLeO0f//+AlHRtWvXYkQnE3bGKOWqRkrw80XbEAipP/zhD8KS8vSf8bLLLrvEi088hqAyzLg2EAhCiCGIIogpTAzpp5lfkSbtmiEuSRjzCPcCxj3EWr4COYJvM0xJ+RnxlnZdM04YZ+CAeSqElZkLQrCAIyQiYxyzQ8MR0mW33XYLY/v3v/99SJerjflc82DF9QJJieldaaQ04zGt3GzXNb7iuCaMxISc574F6cS1oZpzcuWVV2bi4+ctaRxkG4/Zrqe09qeF82wx4cNAdUq1Ek9TXnw+0/cGbTtI8822lAbNCpcMnXjfnTLi8ktWOfJphQ7eOfqlZ/wjD8mIiy6Q7w/eX344YA8ZOeCvMvHuQTL30w9lzsf/lvnffCGLx/wqy+bMCqu+ZYDUndkfvCMLIy8E0bjatB8lz+qrA8gKFb2BmiyZOk2WTJksc39Uh5NffyVzh6jNur5EIeNvHygzX31BRp13pizQh4uLI+AIOAKOwKqNABOaXr16BRBw/uviCFQEAnyVhnDiV9lfpXFsjLYDZIX542Gip6YuYUU9NUEJhA8aSFFpmkX7HA0JNG3QZMmlRcJkjcm7Ebf4wUGYdEZl7bXXDoeUl0SORNOiFcIkGNlkk02ECbwRatF0Sfu0B2HiGRcm33GfVvXq1QtEGf5qWHWOHwTeGmusUSw7+CJMWo2sKJYgdoAWDRP+E088MRaTfEg7ID3ifnlInS/GySVLhpSCcLDyLC3nBcfsCOQThAwY4RfL8PjTn/4UCB7SqNldIK8OP/zwQMxwbtAOyxUXEiT8Y5ypDVAmhnNkwhiCCLV2M8Ysnn0b75Y+urUyo/6WovHxfSNp8MFEvyG6GAdRh/Bp1wznLk7mUT5jVk3S5NJLLw0+1Q477DCJE5rxdtix9ZO+4zeN/mS7rsEKUgrtMHwf/eUvfwkEGuXRN3AEa/oGWcf5Qzi2a8XGGf3JJpYu2zWf676RVn5pxyPl0F4bI1YuYfQ57bqG3IIsQhMQLTDeBRD85EGobrDBBrLrrruGsHjZSeMg23jMdj2FCmrpv4bV0m69sY99cLBMe/LhTPXr3HGPNFXWeqk67/r16itk/o/qTE1JlsmvvCSd9zsgk67O7ujNYcz/3SWzXnupBJGU1OfWO+0qDVXtsWGr1tJAb7j19MagV1Eg6goUX7Cs7bKi6GFnZGR5+4Nm09JZs2XxhPEy+4uVX6WGHlGomh0tv+U2O0qfq6+TZhtsJItGjwjnZNSF58gGT6o6co6ba7Qc33cEHAFHwBGoWwiss8464cswpgnmpLhu9dB7U90IRL9QV1ZbmFCeeeaZYVU7JpxoakDuMNHFuS+T786dO+dlRsOEF5MjTE322GOPYLqDBlI2QXvgmWeekY022ihM3Ki7X79+wbEzZAoCkcF+LtIpWz3EYRJrZXGMo2AICPrHhJhrGkHj43e/+12YlGJOhWA2CClI2+gnRAsTZNqPVgP9ZMIJkYIGCdoulI+AIQRNPqQT6TFJY4JPefkIE2Umv5jC0QdM/2hHz549AzmQhjGmXbmEyTSaTGgvoX0DmYL5kDm6Bj9WA4R0QsBJfcgEjRtIQEgP8EUYF5AcpGFCzVjj/kk/s8WFzAn/KAdtIMz5MDNEswotPER9MYUt45Hy0fAwMzbaxT6mk2ADfjicZ3yhZYM2C/d0+oxA3mQjQyAWyUs6tF8YM5BJcQI1FBb7xzhjbD/11FMZUzo0uHBKD+mjvpOCeRuaNJwvjnMJBO6kSZPCogEQKKyal+26ZuyTnj6jWYjZHcfIlltuGbbcC7gnQJ5COCFoO6FpR5u4VzEWjLQLCVL+pY1Hu15SsqUGl3U8UqD6sxL1ZxWct0MKYULLWEq7rskDntwDLrroIoHssuc/94ENN9wwaPSZphNEvJFs5E2SbOMx2/WUVFZtCat64klvRKMH3iwz33w5g1H7gw6TpkU2042UTFl70B3yy/nnyPz/fSUTbr9Z2mypKpFF8ZlMVbiDFlL9ooutsqpdOPpXmf7ck8WKb7buBtJyq/7SrNda0qRLV5ny3NMy653Xpdna68lal11ZLG0+Byv0Zl+/6AGRT/rKTLNIL8j5ar62aMxvauq2Qjrsurs0jX0pkiWLC5vQtFALrjztmfDYIzL5wXtzFgHJ1XT9jaT9HnuFtD0HnCvtd9tdZn70gSzTB+4KfRhUuPZVzlZ5AkfAEXAEHIGahAAvqvbSWZPa5W1xBEqDAJpN6sQ6mNwxkWcSvPnmm4fJNF/3MbFhosVEMx/hmjhOzezMx5IRD0l58ePygWr3HHHEESEa8z4mwvgqwgwQQXsE8uPll1fOGUJEKf9BKGB6Z2KaimiWQBxAoOAjCv9FyOmnnx7qZh//Uueee27w3cQx5NBOqrGjjo3l4osvLqadhMbSwIEDQxrSYvoULYuwNGHyjV8b/O2URq644opAwoCVCQQa5yINY0tnWwiYuICZOpcORA59QNBiMj9QEGSPPvpomIwTh1kjBAyYmEDgkA5iE5M0EzCFyEOyxVn6+JZJOUQPdTI+t9lmm0wSziXni/OAEAdxhjDWRqtFCHEWj08e/HmhZcY1wDWB2RljkzEB6YgYRoxRE0i3hx56KOQ75JBDQjCEDXksvaWNb/FvRvn4A8JHlI1zfERF/RvR/nxXN7zllluEH2NanfUHzb9eqp2bdl2jIWjmqbQP4ozzgdA+rkl1eh76SBjX0FlnnRWucTR80O6B3DPNPtJkk7TxmAurtDLLOh4pj/MEtpjAIbmua841JDLnmWs0Os45j+ACFpQLGcx5haTORjpnG4/ZrqfQ4Fr6r54ylCt1FaugE+Me+KdMfbzwptq0d1/pfc310rhTISMerX6JfuX4+ahDgqYJxFSPU8+IRpdrP5hTfatLxyrh0XKTzaSlfm2J+xCCpPnttltl/rdfydKphewvhE+HAw9RkkQfwHqTnv7hB7Jw5AjpdMCB0lhvdFFBu2aOOnhTClhab7oZOq/R6BL7kFs/nXScLJ8xVdrstpd0Pe5E1WZqVSzd+IcflCmP/FNa/m4b6XPDzcXi0g4WqZO9MXcMkkVDvgtYQqystsEm0vnoY6Vlv/y+qKSVnRYOqaRskjTt1r1YEs7pjHffkZlvvBq0iKKRTXv2kfUGPxwNCqZtw044Qhp3W1P6PfJEsbjSHvx42EGZ8xjP23bfA6W1Enwt1l5HID5LJTqG5qszxmX6RaB+89Wk2Ro9Spy3tPKWaJ5lqqbdrMcaUq++aqy5OAKOgCPgCDgCjsAqiQB+l5gsIkzWTeuiqsFAYwaNDbQuMKdhslXWiWE+bUeDBq0SNLCqW9BQwEQmPlkEB13hLGj9oPkRFXBCywkCxLR/ovH57qOFg9NmiLeyYIGmjWFpjrutbgvPp1wIJ4g/iCIbC1ZOPluwQrsMLEzzxzCCtAHbqClatrhc9aHJxkcAzhljNNo/ykW7ytoQLYv01kbOmwltx7yUMQ+ebKNlWrqkLW1h/DA+ov1LShsNs7GF5hX1MS1nPNk4NC2jaJ6kfdrNeaa98TFKejuX4EKddl2jGQVO4JiEFXnNZxVtjN4L6C/XrmEVjSNfmpRmPKaVkW940niM5qVvYBy/Zmxclua6NozBAyzAOB9JG4/kzdX+fMqvKc8W2lqlGk9LVGPESKeGrdpI72tvlMbKBiZJY1V3a7ntjjLr3Tdk7icfixQRT5NfelFmf/qJtP39ztJxj0IGO55/0bixhaRHjMFfNH6cjNFVzNCkMpn69KPSePXusvZtd2pbOoVgSKNR6sB77pefWrKwXfjLTzL2xqtk1vvvSvczzpYxV6kPKpUGTZtJlyOODPv2b5KqD0+6v9AR4hoXXCYddt/DohK3aFStd98DgdBK00rSdTFD3gZFTu0SC4oE4rx9xLlnFiNcli9cEPpF3zoedox0O/GkDOkBCQK+C4cPE4iwRuqgrtnafWX1Px6YSpxNfPIJqddMVRQxh9QHyrj775WpTz0SWtHt7Auk076FTDKO0fFRFReIsAat20mrHXaKR8mKBYV+ljAlTJLStLfNbnuGsdd8482l1XY7iCxdJvgRQ7occZQ0SSA/k+rMhOmDYdo7b8uE++4u5hyf+NY77Czt9/+jtN6kcJUYwmbqGJ4/7GdZ/eA/BWKK49GXX0iUYDZZFg22kNn/OQKOgCPgCDgCjoAjUEEI2OSzNJPn8lQdJ3nKU1Z586aZVUGYoEWSJOCUFpeUPi0MjRs0sfIlOuLlMHlOa0dZMbaxEK8r2zFYoXUUlWwYZYuLlpG0b2RB0lglLCmccsA4CSvabuQhRExphLZYe0qTLz62ICww+SqtQHLEcY+WYecyjgnESpR8i+ax/SQiizi7XvIlx6y8so5Hy1+abdJ4jOZP6xs4JY2RaN74vmFcWjzSxiPl52p/vA01/bhKiadZX3yewaPnNcmkE6uItVA7ZTSQmq2zbiCejIBAQ2ny/TrRV/JkxexZicQTjrlHnnOqdDz8WOl+0smZ+tD8+eX0vwRn3ARCfNVr0jSQMqxsNv6BwdLrwotC+llqq2mkE6RUy223k0btOsj8IT8Ev1PE/XLWsEzZbfTLVFxmf/BeJqixmsnlI3Gtq3ie5fPmFgbpjTEfmfT0ExnSCbO9Fpur3bpeSHM//1QWDhsSCKIlkyYG0mO+rswwcsCpAdto2Zj2LVOsux13fIagsvgV2BL/865w2EbLnje0sEyLH3/bTdJux52CD6oo6QTZ1OnoE6WN2lrHtaIsL9vlCxaGw/r65S0upW1v9xNOku7HnZAh0NC+MuJp+cJCp5bxOux4kaoOzx/5i7Tf6Q8hiLH0243XygLVIkuS2R+9J/w6H/8X6XrUMSHJ5McfCZg3Vnv3Fuo3ykgnInEGP3NXXYli6/5JxXmYI+AIOAKOgCPgCDgCjkAdRsAmrdXdRRxkH6fmki6OgCNQNxBAU80E31bVKVVKPC0aOSL0tVnffolmXlPffEPG3XyNsMLd+g88IovGFtoDN2jTNuRbomqukE5Ik169wzb+b8a/3w1B875Bq6mQeEJ7B80fVoBDup9/qXRQe/V69eqHlfNwYj73y5Wk2NSX/xXS8a/PrXdIkyLneCKHa5vGyqSnn1TS4QdZNrPQ+SE+mKKyZOoUQTsKCRo2aspXEVKwpGh1kTysI+nzrNdfDtU26dFL+t5590ri6Jjj1Ln2FzLttZel/mrNwyp6oy85r9AUT7Hv8MdDpJk6zEMLa9QFZwVNIfaNRLG+RImy6aoFhhlgXOaqQ8G2W20dtHogWEyWTJ4o9ZWAyiYQW0h91SiLCuRiWdobNXdsGPmSsXzunGjxJfZHX391II2a6ZhbTe2fp77yr2KkE+e450WXSUP9QjFP+zvlycdk7hefBJ9SkIVrnHKaEp2FqtkLR/wikx4sidP8779z4qkE8h7gCDgCjkDNRWC0+grp2bNnzW2gt6zWIoCTYRdHoDoQwE8NPxdHwBGoGwiY/zFW60OzsjolP9WZCmrhMrWjDBIzgbPiF/46MuwunzlNRvztfJn5ygvhuNVWhU7jWPHOpGXEjMnClqtd+twP3w+HTfusY8Ey+blnM5o/aDAtUwJr1pdfyriHHggaTCRs2qNw9Qr2F6l2C9Lx0KMjpFMICg6we553gXQ4qNCJHP6HlMEqjCz6P0XNyky6/eU02y3/VlVDETO5y1YgZo1G0nU55fSVpFNRptbq/Kz336+Rrif+OUPi4HNr/Qcfk65HHiVt+28jRvyQZdpTjypxV3T+isqA3DIx0glNsvUefkqaqx8pBKIF6XnBRUHLiX3aNf2l52TIIfsKfqs4b0mCny2kQUTjCU0lI51K296kOggrWJHDzVnR+V08dkwoIkqEYVa39i2DgskoTsdbKcnY5/qbZPUTTw1ppz37hGDyuKyI3Jrx8vMZ07yeV90oHY88PqRbMKyQqAwH/s8RcAQcAUegRiOAE1Yc3Joz4hrdWG9crUCgf//+wf8NZig2UagVDfdGOgKOgCPgCNRYBNB4gnAaMGBAWMWxOhtapcRT426FX3AW/vyj4IcpLqv1XjsThCmYSYciP0F2zDbJfG38ww9ktJpabLBhSA45MvWJh8I+/zCrwzxs9MXnytTH1KdSkax+3EmFe2rOB/GFNMziaHrFokJSRL2/FeYr+k+/pj77eDhqs/Me0rxv32Lx5Tmo37CQeFqmjuByydJZMzNJmmTpx4z33g1EUPC5pY7eG0b8R019oXAlBwqCLGJluKhggheXXtfdJE27ryFt1HQMWaAr1yH4reqmpm4bvvi6dPzTUSGMfxBWQw49QMYrCYjPpqgUGLaqmWZSnvZaGWwzZbO/rEiTrCjBZNV4m/Pd/4qOdBwUadwtLFqRI6qp1WPAeSVIPTK2j/gfWzRunCybvpI0Jb7LqQOkrZpwttt5Vw5l0bCh2pAcBFhI6f8cAUfAEXAEqhMBWy6ZNtiKR9XZHq+7biCAQ/Eff/wx/Nh3cQQcAUfAEXAE6hICK2f0VdCrNvo1x2TkxRfK7P99a4dh2277HYLvpWggGiVNu3ULQdEVx6a/+lI0mUx84nGZ/vxTmbAVSwqJofnqKNs0f9a9/5FAeuBjyASzv9633h00VQhbrqsSZCQLD9CoQ6GTQYis6R99GLIsnjRJRpx3diZ71xNX+pjKBJZnp8g7/vIIqZRW3DJd2cAkG5+xaFShllnrXfcotrrg+EceKuaEnbLAFwftJktnrCS3COtxxXXSYr1+IbrFeoU2pAt//M6Shy0mZ93/8lfp9/xr0ukYdaKo54LzM+XRwTL0iIOEFQdNTLNr+cwZFiTlaW+mEN2JalFFscJ31ITbb5Yxal5n0rB94Up3875fSUZl4lIcn+Nfy6Rp164ZjTvC2h9wiKx+0MEhejW1pTcMothaXt86Ao6AI+AIOAKOgCPgCDgCjoAj4Ag4ArUZgSr18QQp0XyL/jL/q89kyfjfZNS5pwumaqspSbFcl2SEpDA/TAZqk4j/pMbt20vzzbeW+V9/LrPee1NGN2osq6mTrDmfqzNw9dMUlRlvKLGxz34yX33uII06rq5+i3oH0qP7yafIUjV/aqCqZ/guikrB8mWZw7iWSiZCd1pv/rsMYTDm7xfLVCWwolpazTfbsoSZXjR/WfbrF2n+LJ1QUlusRHnLVvZjiWrbNO/Tp0QSAuq3KHTcjT+o5usraaR1TH/5xQzp1HKbHaWTrsQ28pzTQn4ctK918+2hvMVTJmfKbLv3H6X9Djtmjpuu2TPscz4XTZggkC/TP/h3CGu3ww7CqoXdjj1eOqvJ4uQXnpPpzzweCCh8Sq018B9hRbh6RUQb/qBMytNeK8O2jImlUyfpWBxvQTLrk/+E/QZFPpk4aKTjDjETzOZFpBphv915m3Q7/qSwUh2rIc753/9k6jNPZZzTr3Hh5VKvcSOSBmG8r3HaGXYYzDSb9l0/4D1vyJCgLbYy0vccAUfAEXAEHAFHwBFwBBwBR8ARcAQcgdqNQJVqPAFVz4suldX6bZxBDQJq1rtvBOIoSjqZVhKEBH59THqcdY7gpwmZ+ebLMv7WGzKkE8vSdz7hlBAXzPmU8JAGhV2EYJg75McQh08mtKfipBORK5auJGwWjBxRmD7hPyZpq//1zExMlHQisE3RCmiZBBWwUyCFKlhoCEUxSSp6RYR4WjR6dFKSENZhr33DljLHXH2ZjLnqkgzp1HaP/dQP1NXSauNNpMfl14Z0nKPhfzlWJqkfqwZFZnmcq24nFpkqFtVUX1fPYyU9ZPaX/w3bSff/n9ZxqQw749SMKVtD1Rjqps7O+z7wWEbbjRXgkEZt24bt4jG/qqZVITlUnvaGwiL/GnXqHI5mqJP1aW8pkXnbwKB5RWD7/Q7IpDRNu0at24Qw/DiZDyt8Nv3wxz3l+312lf/tuoOMOv/MDOmEOV2H3XYPTuxtPHc//ewSpnmr9Ss0C52jqw26OAKOgCPgCDgCjoAj4Ag4Ao6AI+AIOAJ1CYEqJ57QdOl7+13S4+K/Z4gJAEUTBG0mnDLjB2itgXcGnCFERl1yoZgja8zu+t47WDocckTQYiJR6x13ERw1r3XZldLl8COk7T4HBhIDZ8+Y75mMvvTCDIFhYbZFWwVTJxxdowmDNF1jDYtO3Hbae19Z6/pBYeU6VuKzfCRuu932iXnKE9iwbaHmDf6YGqrPpGwS1XAyU8Wk9KzSBnaUaUJfup3zN8GJer36hX6l2u+4k6xxwWWWRKar/6fW6uCd87jGpVeJkTKZBLrT9eRCB9sNW7YKwc3W6Ru2kIJoUEHWDDny0PAbeviBK7XdijS7WirhRVuQOd8UmuCVp72hoMi/1tvvFI4wlxx709UZZ/asUtdxr70zKdtsuVXYb9p7pdbYWldfJ+33PziDG+MUob34sFrv0Wcz5nQNVbOO8QwRhVP3uKx+8CGhnAZ6bbg4Ao6AI+AIOAKOgCPgCDgCjoAj4Ag4AuVFYJz6Gj755JNlzz33lKFD1adwNUq9ApVqrD9r1fhOwowNQZtprUsuV9uw0nNlk559Rib+3+2ZuiCtWmy4sTRo0VIWT5wg85TUmPvpRxlfUKzKNu2N16WTmoE1btcuky/XzrjB9wdH5hBo69w0MFfyUsfjfHviE4+qQ+rdpPnaa+fMP/vbb2Te999Jt6OPzYkbxNviiZOkvq4gBzmYJjg2R3Os9aabJWqMxfOtWLpUIAARyMMpr7ysTt0fXEkyxTLgc6vHhZcIBBOCz6X5Pw+VNttsJ5hamlREe1k17+dTThQ0qpBma68n7dSRfcc998oQblYfhGQ9HXv1mzWzoMwW7bMC9SnWCNPNpiXjMwmz7ERxypLMoxwBR8ARcASqGQGcix922GGZVvxWtPBEJsB3HIEyIvD2229L9+7dZX11I+HiCDgCjoAj4AiUF4HBgwfLVVddFYo5+OCDZeDAiuco8m1jjSae6MSkp5+SifcVaj+1+cPu0ktN9cpCPk155SUZf9tNOXFpf9Bh0uOvpwffOzkTxxKgvYP2DFpA7XfeJRbrh4bAikWLAnm1cOyY4GuroZrqNWjdSlqq7yT8cFWlQIbhgL5R23YZJ/ZVWb/X5Qg4Ao6AI1C7EODr4bbbbhsaDUnwySef1K4OeGtrJAKskHjeeeeFtt1yyy1yyCGH1Mh2eqMcAUfAEXAEag8CgwYNkttuuy00mBVTn3766WprfMNqqznPilc/9DCp17SJTL7/bpn1/luy7Iyz1Syp0HQrzyJCsk6qydL6d1upI+tnZe4nHweCiAjM45qu3VdaqTkV8U1WLzSzK03ZpEULCNIJXz5tt92utNlXqfT1mzZV5+xbhF91dxw/Xy03KPSxVN1t8fodAUfAEXAEaj4CkE18QXzhhRfkoIMOqvkN9hbWCgTQdjKpbnMIa4dvHQFHwBFwBByBikKgxhNPdLTz/n+UjrvvKUvVpKkspJOBBanU49QzRPitWFEYXAbTPSsvup2upnlIK/U3BbHi4gg4Ao6AI+AIOAJ1E4FddtlF+Lk4AhWFwBx1p2DSqgwfWC2vbx0BR8ARqG0I4Plnhc7NzQMQ2+gvLc7CLS39tn3ipkyZIh10QTHConEcp+W1cNIn7Vv5tiXdpEmTpGPHjon1JNVtebt06SJ9Ulaep9y6JrWCeAJ0yJyyaiMlnrQKIpwoe8WihTLzjZdCNe122yOxOg90BBwBR8ARcAQcAUfAEXAEHAFHoKYhYBPhpEmyTb4XLFggTYs+rpPOwuN5k8KjaZL2yYPE4whbvnx56oTe6iLd5MmTM5N/yonGRcu1cAsjbzS9hbNF4umj8Un7lp680Xg0Gfv27VuiL5be0lq+eLjFJ21Ja/ksPp7f4i18ibobaairkFv6+NbSWT6Lt3COLS4aZunStqRF2qkf5WnTpoX66+mK8/WL5ubsl/aXlpdwykKsTAuz42h8WlxSuOUjjg8HbYp8JEfLtTTxMDtevYyWVqFDtfBfrSGeajK2Mz76KDSPFc1abehmW1V1rpbNnSvzR/xSorqGzVtI83XWKREeDZg/fLgsmz8vGhT2m3RW08uuXUuEW0BancQ377O2NGzZ0pKW2KbVSUKctadJtjpztRcH82lS1jpz4Zutn9kwytZP+pCtvdnqrCyMFk2YIIsnT0qEN1ed2dqbDSMqSzunuerM1t5cdaa1N1ed2dqb7XwmguqBjoAj4Ag4AlkRYGI7c+bMrGmyRQ4ZMkT69etXYiJqeZImksTFw/NNb3khNJrp4i3xcjg2icdZ3mh4PC3HNsmNprNyp06dKu114Zp4nMUnhVuYlW3H8S3x8bDocTw+OnGHDFiqi/NE05d2P15+PD/xiNXboEHhKtaE2aQ4vm2p77jzdJGhXJPweL58jqk3rdxs+cmDkMYm/+xbWRZnZVi4HUfjDYN4XDwP8Ug8PH5s5dgW/Dp16hTyWhjbaD4i42GWlrhoWgu3MMsbD+fY4iwtYWPHjpU1ixZz4jgaZ2WkbUlrZUbTRMuIxkfDSW8C5tFjC/dt3USgxhNPNuFhUtqwRQuZmzKRbqgr1LXZfodE0oC8015/TZbNmxvO4nLdLho5InNGW2+7g3TYa+9E0mD2N1/LjDdfV/9NEzPpbaeBEhxt99hLZrz2cghqtc323BEsWn67/dZi9WQidIe8XY4/KZEgoc5JDw2OJg/7C4Z8Jw1WayEt+28nvS6+rEQ8Ab9ed7XM/exjWb6gJKnSqENn6XTM8dJp731L5GVSOurSv8ni30aWiCOgyZq9Za1rbkjEd6yu5jfzX88l1kneNjvvUegUngN9ieAPWTZnrvx88vGybPqUcBz/16BZc+l21nnSbrvtpaCIHSc/v8n/ekExui+eJXPcuHtPWfeOuzLHYafo/WXon4+TZTOmFo+LHLXZbW/pcdJfIiGFLw8Lfx0lI/42oFh4/KDnpVcV9xlVVOeYOwbJ7M8KCcp4Ho4btm0v6/0j1p+CFbJYVUSHn3NaUpZMWJcTTpEOO/0+cxx2FKPhF10giyeMKR4eOaLOdW/9RySkcHfxlMnyy4VnlwiPBnQ6+HBd/W/vaJCCtELG3XevzP4i3dEuPtDWHXR38Xx6xAvRMO3n8oULSsRZQMst+ssaJ5xkhzyZdb+ezPj4I5n0+IMrwxP2+lx7izTp0LEwJvLAG3HF6rgCTAAAQABJREFUJbqa49iEHIVBTbr2kD5XX5eJ128wYX/Bb7/KqKt0oYMs0v3UAdLmd1sWptA6rdoxd/9DZv/349ScYLT+fQ+tjC/KuGz+AvnpL8euDE/Y63z4sYI/u4wU5Z3+/nsy4f6S5zqTTnf63nmfNO7UOQRFXwJ+0fvCwuFDo0mL7Xc88FDpcuQxK8OK3ifmjxwpoy+/SM/p/JVxkT2u7zUuvFRab7xJ4bk0gHQ74bFHZOozj0VSF99tu8+B0vOsomuRfJZXkw094ZjU+xj3wC6nnintd9ypeIF6NOW1V2TKIw/K0mmTS8QR0HLLbaXP9ckLVEzURTCmv/BMibyr9ds4lLX6cSdK6802L1Eu992Jeq9Per6QuPHqXWQN/BomENrTP/xAZuqzaXkCgU6+dvpsSqqTcqfo83CJruiaJI27dJVWm2wqs/7zkSyeNCHxGcYzE/+LLo6AI1CzEODe/f3335e5UWPGjAnaJZQT/fGMjh6zbxNPKrO4tH2LZ2tpbEsY5Ac/9uMT1KS6o+Wwb8fRMi3c4uw4mqZ169bSrVu3TPuT0lhYdBstI95e0lm8YRTNa/FJ+SwdmjtoQthxfGvlx8PzPU7KHxrt/yoVgb322qtSyy9t4auSiVdpsfH0lYNAjSOeeCFe+Mswmf+/bzLL3Ofb9Xnffi19bri5RPIZH32QWRmvRKQGQOjUb9FcOu21TyA1SBPIkRUFMvbGa0tMJqJlLPjhWyWRWkqTzl2lZb8NZIV+CUBmqgPzGS8/H01aYr9+o0ay5lnnhEl3YaSyFPpwn/L4I6FNJTJoAITSrPfelDk7/l5W69kzpNcsQRb8+muIKzwq+Z8J1dQnHpM2fdcrjNSMPNCRqS+9kDpZIx5CiklZ5733y2AESrR31msvpZJO5KW987ffUR2vN+MwI/NUWymNdCIRE9ZZb74mzdu2zeSxndnvv2u7idsl40bLIn35ite5cPy4rKQThS3UsbdUSaa4zHjrjXhQieM5et6btSzp/H7RyJKaWdHMy2ZOl8W/DC/R3nnffxdNlri/WNu6rO+6JeKyYUti6lyuJFNcFiVokcXTLPjhe1mhzvjjkjaBtnQQS/OH/ijNunW3oLBdPGNGVtKJREvGjJYCJZHjkgtb0i8e/as00i+IcclGQIZ8StytUDXguMz96st4UInjBT8NkZZFX5KikWkTfksDRnO//KIERlwvuWT+N1/JMiUN4rLgh//Fg0ocz/rgfWm35dYlwrORTiSep1gs3ap/iXyBFEkhnUjM9T3nw3+Hr9zxzLnunTNffUFW1w8NxURf9ufpNZRGnpOWe+CMZ5+SFmqHH4QJQtFvmt4b00gn0s5VQnWmPp9a6H0+5CFQ85J9UtHKqwRFhWcLMum+e6Q5BCaJi8hLJgjT9Z7C/TFNyN+0x5qy+kGHFGUraq9mGH/zdQHDpLzkm//dt9L66RdKRPMxZ/zAlWRqiQSUnRQYCaP8NtttpyuBFr+OI0l81xFwBKoBgfXWW0/4udRuBLpm0byv3T2rm61nLhX98XyPHttcKykMRCwcja0WqmQRDbO4pDLzLdfKiKdH44nFMuLxpgWX1A5LS5ps8VZXtnSW3+qzsm1r8XactB2pHzl79eoV+hAvx45tG81PWDwc00M0sEhHHGJpottoeLa0Vh55zVyULT/C7Gdx990XU0AILSj/v9133z2zqt1uu+1W/gLLUULJmVg5Citr1hXz58uKBfNVs+OsrBoaucpfMuY3WfzDD4XJAqECqVJPlv6Se8K27DclKr7+qkQV9rWiRIQF6MDpff5FdiRLfv4p7NdXv0+5pLF+aUkiOFbqTKWX0EDrXTaxuBZWk9WaSYMmTWX54kWpGZvqF5QVs0qqYTdu3yE1j0Ws1lMv7ISyV+vVW+b8ryR2lq9Jpy4lCBXiIB9ytbdFv2TTxRYbbCgLx5Qkh6zOFn37pdbZrMdaqXlpT6stirRUrLCibasNN5I5X3+hmlqzYjGFhw1btVFTy40S4yhzxntvpZ6bVptskdjeFmuvI+C3eErxc22VENcmgSwgvvU2O8jsTz9KrJN+Ep8kLdRkEPzmDRuSFB3a03aHnRLj2irBuPSVGYkYUWfz9TYoQahQUBO1826z9Xaq0fhVYnvBto2WnST0f+GokakY0Rf6lCTtdt5dZn78YWp70zBqueHGsnDkiKwYpZ2XbBjRRtobJ+ZCeI7zEsZfythdrffaMk8Jv7SxyzhqrX1KEsZmtuubazFJcl0vYTyknJfm6/bLWifXcAnRe34+95RmvdaSAjXriAs+BBfryqTZpLFqHi2fWlJDE+zTsKW8hs2by7LffitRdL0sGn6WuGDObFmsq6bGpV6jRsqSx0NXHhcsWSyLVHs2CISX/nhxXTo2XQvSctfXa3VFwr3e4tkuHzVKFqmZCu2o17iJNOjQXhq0bRdNUqf3X3zxRXnqqafk7LPPlv79SxKvdbrz3rlKQWD99deXzz//PJRdFufit956a7jGo5o0FMZ1zy8ajmZT1MQm2iEmUpYvGm77lBWX+foebxPmaFxS2lzv1b/oO/vaayc/symbyVpUrL2lCWNC2FhXNUbIH29nvmVa/lBQ5B+Ohjt37hzKtmArM76l7nhY/DhaT1IcDpRxbByVeDo7zlWWpbNtUpkLFy4Mvp5IY+ni+5YvGm91R8Oi+xYfzWvxnK9FiwrnNxbG1vajeS0sGh/fj6a3/Wg+wjiHE3WuFQ8njnFo4ZzD+LgmLPojT/SYffJHw9rqh/ZZupBWNIx9k6TweFi8TMsfT0eZXAf47IrHpeWJpiM/x9H7SlI87TFzunh8NK/hZ2msfDuOb4knj5E3xGOiGk1n5VvZ0WPSxcMhgBhnaWUkhUfLMVNNq2fcuHHhPku4hdk+x/yix/SpMoRnyw/Kj0BsQjRWp9TTAVH4hKmGVqxQAJbNmJ7RKBh++d8SJ500LUyqNt8yTPaSmtpIJ67tdDKcNGFbrjfImV98LvN+LCKlYgUwcWqrk9e4dgzJ0MSYpXnThMlVUp2kn63aKosmJH87btq1m7TeKHmily0vbWTSy0Q9SegrWj1JQt60tpKevi7V85EkYUIX01iKpqNO6o5LrjpJn6bJkatO62uudPE2+bEj4AhUPQLx+0saGWgti6e38PLcUxq1a59676T8tPsYcdnuM9yLZv/wnd4/Z5C0mIRnUwo5TMKyPido6xzVPEwT/HalYTxNNc3SnodN9Es7ROWcr74I9/RmvfuUqCLtuTdn+DAZP/geaaLE4JoXXZZoSl6isFoYwKRy5513Dr5ONlS/jq+++mot7IU3uaYhwKRg0KBBYWJwyCGHSGnJp2+++SZMZHmtt0mxveKzjYb/9NNPsu66KzWlLV0ck3g4k6x4GHloO/5r4pKUNimMfBaOqeBGGxV+xKO+qMSPiSttGPVAYNiEO1q+7Ze2TMvHlryjR4+Wnj17FmublWnbeB7LG91G9y2fbaNxw1WTdR31bWpxto2msTDbZosDI0tnWybJJtH+WXx0y76VEQ23OqNh0X0rPxpm+9OnTw+rk3FsYbZflrqS8kTLpS342WrSpEmoj7hoHqvb2uxbR8ARyI1AtRBPy2fP0q/G00po3vAyjFZIYzVbs5ffxur0jxd+F0fAEXAEHAFHwBGouQiMvuuOjDYpvsrWvOqGVD9TNbcXuVv22WefyWGHHZZJ+FuCNlsm0nccAUfAEXAEHAFHwBFwBKTKTe0mPDhYGiiTnqTt00H9FvFzcQQcAUfAEXAEHIHahQDaUWYCja+yUeefKd3O+Vvigha1q2feWkfAEXAEHAFHwBFwBByB8iBQZcQTK8uNuvJSdRpuvoCOTySfytMZz+sIOAKOgCPgCDgC1YNAZ11JD5nx77czDZh09+3SfO2+ddbsLtNR33EEHAFHwBFwBBwBR8ARSEVgpcFuapLyR0A6DT/15AjpJKm+j8pfm5fgCDgCjoAj4Ag4AtWBAORT54NWmqEt14U2Rp5zuvAe4OIIOAKOgCPgCDgCjoAjULUI4Idv6NChVVtpQm1VovE04pwzi61WxwpKblKXcDY8yBFwBBwBR8ARqOUItCtypj75+adCT5YvnC9TX3pRuhx1TC3vmTffEXAEHAFHoDIRwGceq4vNnDlTPvjgA2HFvtdffz04+t5rr71kdV2BljiWhV9vvfXCcWW2pyaXfdVVV8kCXaUXZ/lgxgpp/Ajr1atXZjU5W1ENh+jR1dRYhGDIkCHBMT1+Czt16lSTu+ttKyMCEE577rlnyH3CCSfIFVdcUcaSyp+t0omncXcM0qXOh2daCum05qlnJq4gl0nkO46AI+AIOAKOgCNQaxGAfFo4coTMKTKvb9yiBetPs/5xre2TN9wRqEwEmBzcdtttYTW7s88+u9qXva7MvnrZjsAnn3wib7/9trzwwgsybdo0Wbx4cSBPWDmuYcOG4RgSpZmuqA1ZsmTJEnnooYfCltXmnnrqqbCyaOPGjcM1s+mmm8qECRPkd7/7XSBQ+vfvL9ttt12dBfr666+Xe+65R3bcccew8h4Ygd2yZctk8uTJwuqr7ENIEW4r8rElDCHPDF2N95133pHXXntN3nrrrTqL16rcseh5rW6tp0olnmZ98rF+5Xwuc66ddMpA4TuOgCNQBxBYqg/1RvqC5OIIOAIlEeh2+FGCw/HG7dpL8+5ryDL9ct1Qv1bXdtl8881lgw02kB9//FEOOOCA2t4db38NQWDw4MGZiR+aHCeeeGINaZk3wxGoGARefPFFefDBB+XLL7+UWbNmBeKjW7dusvHGGweShFr+9Kc/yfTp0+W9996T7bffXvbff3/BTOinn34KGk5NmjQJGlA///yztGnTRnr37i3/+te/ZNiwYdK6dWv5/vvvBa2pO+64I5BQkLg77LBDxXSgBpUCKbfZZpsFAq68zRo4cKC8++675S3G8zsCORGo1BnTrHdWMqcNmjSVLocd6ZpOOU+JJ3AEHIHagMA4nUTvO+Ac+fC+e6VV8+a1ocneRkegyhEwszsqXj5zRp0gnvjCfs011wQzkAEDBlQ5pl5h3URg3LhxmY4x0XZxBOoSAhBCf/vb32TixInSe621gnZfv379gsYNpNLo0aPl1FNPlS5dugSNp5NPPllmz54dCKVff/01aDpBLEFKcQ+GUOJ44cKFMld9CJJvjTXWkOeff16GDx8umI49/fTT8vXXX9c54gmi6IsvvghYos3SqlWrgNP6668vmNOZdhPkHCR2NOy7777LmCtC/h1xxBEBT7TIXByBykag0ognXjBbb7qZzPniU1m+eJF0Pvhwadate2X3x8t3BBwBR6BKEFigNvX8Zs+b58RTlSDuldR2BArmz5fl+qLbQL9S13bBrIOfiyPgCDgCjkBuBCBT8c2EmdcWag63++67B40lciZpJLVv3174raUkVVz+8Ic/FAtCC9WE9B07dpSXX345kFKYr2644Yayyy67WJJaveWjx5133hlwActzzjknEEeYzDVt2jSQTPhqgqCDTGrUqFHQJsPsDgIKadmyZTBhxH8WJnZolRHv4ghUNgKVRzxNnxGIpt4XXSHLlI1u0q5dZffFy3cEaiQCS/XB0EhVYmujLFefLMEZYdHDqrr6UBMxXKF28siyIlv50mJTE/tU2j54ekegtAgs15fhukA8lbbfnt4RcAQcgVUZAfwtNVftcEzEcBb+6aefBgfYEFAHHnigYHKXj+AQe8SIETJ+/HgZO3asoMGD/PLLLzJq1KigBUWavn37BsfZdUmTB8Jpnn7sPOmkkwJZR3832mijjIYTjsLRekLjCSIJbTDIKDDA4Ti/+foBiC1m4vfff3/ADfNFJ57yGX2eprwIVArxtEIH9YpZM0PbGqhTOH4ujkB1ITBVv7A01zG4UB0X/ufbb6WlOrmdPWeu7LLVlpWuqfLwq6/J259/Lo9fc3V1db9c9Z52402yYZ8+ctohB5ernPJkhqDZ8phj5d6LL5Yt+61fnqIqNC+kHNJUH9illdo+LkrbX0/vCBgCK1QbumBpD6mnX2FdHAFHwBFwBFYdBA499FDB6fczzzwjxxxzTHBqjX+mQYMGBbIEYgqzsdVWWy1oRmE+h1kdBBNmdZBLkCqQV2whYQiHfEGr6fDDDw9mZJBY66yzjlx77bXyyCOPBNO92o7yTTfdJJjYQajRb3BDi8zIPD4ST506VTp06FCsq5BOxEFA2Q9zx5deein4wMKRO87Ice7u4ghUNgKVQzzpi6WLI1ATEJilN+fdTj8jmETF2/PbpIkyQG2bK1Nmz5srX6ntOtox9atZa6gs/Zw9f578oF+W4vLBN9/I6x9/Ilee/GdZTR9mlSl8hcGkbah+2alJxNPSpYVqyc3KQDyljYvfJk6SW594XM5S3wRr5fn1rzKx97IdgYpEYPqHH8j099+SFr/rL2tdWTvJ+IrEw8tyBBwBR2BVQgDTMMy8WE0NTSd+Jvhxwg8Uvs7GjBkTHIRjMoZ2DuRIjx49wupt++23X/Dn1L17d1lzzTWDKZmVEd9CRkHMbLnllvGoWneMVhIEGyvQRQWtJlb8A1vM6zBPRCCbML8DJ/JG5YorrpAffvghaEJB4nXt2jUrjtG8vl/7EGAMmEDsVqdUCvG03J0iVuc59bojCOD0+dh99pYmjRrLfbqaRg9dUemSE06QNi1byFqRCzGSpUJ2p6kfk3FTpsqw38aE8o69/AqZqmFoXZ2iKsWH77HyYVshFVZgIctUk2eyPrzGa/unzJwl3/z0sxx92eUyRr+INFQthUEDzpbho3+Tlz78MHx1uv60Uyuw9pVFLdavNBP0682IcWND4IOvvCKvf/qJtm2Gnr+W8tR110pZSJ+VNZRvb4m2DylNG3KNC8bkm59+Jj+O+lXeuG2QNHatkPKdJM9doxCY8vq/Qntm/+d9mT/8aGmuX6Rrs3yu2qxbb711be6Ct70GIVDdE4IaBIU3pY4igAkcJBLbuPTq1SuY3sXDy3OMBhAfLxfpx0u0qGqzoPmVZA7XTC06+CHtYm5t2rZtm9hlyoH8Q5MM0ztIK45d6iYCELy8r6AhV92rpVY88aSaHYsnTJDGdcB5aN0cfqtWr9AyOltVb5Hn/v1v2XrDDSpda+at/34uZ950SzGgJ+hXh63U7rqfOj3cRpeNrUrBJGzitGnSVlnu5hHtJEiwr3XFi69VI+trJZf665ehvx58kFz/wIPy2BtvFGviQv2asuvWW8l6PXtJT1V93kjN7zBVnKDlVpbsf8658qveS0wmKRm2tn7xop39eq+V+TozUcO/Urv2RUuWhvD19eWlomS63qS/0CXTvxr6kwzX5XmP338/+cMWW4TilywrJJ6a5EkO5TMu1uyyunzywGD5dtjPGSeQFdUXL8cRqG4EWN2WxUaQOd9+U6uJJ0xGeJHDbOSpp56qbmi9/jqAwMEHHyxvv/126AnjysURqGsITNN3RnwzJRFPldFXNKYgVeKETGXUVdllQi5VlL8qyoFowgk7JnZOPFX22ave8vmogZlmTZAKJ54mPP6oTH7wXmnYuq30OOUMdypeE86ytyEgMG7SJOnVtbjzQoiN4WPHyO5bbS23PPaYvPLRf+T2886TTdZZO+T5bvgvcqE685usxNGhu+0aTPMgGjDh+4faqB+1x57Ss2uXDMJj1FSq5WrNg1+kTfquI5OnTZe3//tfeeGmG6W1al9VlPwwcqS89vHHmfZYucNUPXltXU7WzPqGqury5f93b8ZcDu2vi48/Xp599z259J57LJtsrP1dUDQh7Kkqt1vo8qtbbtBP3v/yq1DWczfekElrO5iCmTkYeNz3wgshPZhuu/FGcujuuwVcSf/8+/+WHTfbVGbokrfn33a79Fmju9x05pnSIMsXlvXW6hXK30S1IgY+/ricdMD+cv7RR1v1YTtWtbD2U4IKUzyTw3fbTS487tigiTR6gtqxf/ShzFVV7a4dOsrRe+9VzNH7x+qUEu23Nbt0De1C02vw5ZcFjaor7r1Xnnnn3VAs5oQQWgsj9cxbuKCEmeFs/XL0wnvvC+2i3MP0K0Onoi9OHVu1yWtcdFB/BbtuuVWoNxeuae1vV82qtHYufOsIRBFo1rO3zBs2JATN//ZrkUMPi0bXmn0IJ37IZ599Fn5OFNSa01djG8pXacxfENd+qrGnyRtWDgQY15BBVaV9ZM61y9HkGpM1TeOpLA3ElHH27NmBkIOAQgMK0zwXR6CyEahw4mnWu2+FNi+bPVPmjxguTbZ0NfTKPolefm4EIASQHqpREhXMmp7SL4yTpk6X+18sNAO546kn5YHLL1dTuSnyp4suCsmZyD/48ivy3x9+lAeuuFw+15fDR197XTbs3bsY8XTyddfJ/jvuKEbUQA5BPC3Vm3ppBTLlpQ8/Uh9RQ2Wqmry1VDXh9q1byclqqveiEjmPv/mmHLnHHrJG586haJyo7zfgHHn0qquCVhck1JGXXhYcqF/55z/Lf4cOEZxa/2nXXeWV//wn5Omtpl0PXXlFhhwh8Oi99gw/9mfOniOfq8ZPkpyl7PkF6hySh9XeZ50dyJ9eSlqdc+SR8o1qUqH1RfsuOv44ufiuuwJp9KTapkMA/jx6dCDtNl23b1LRIWzQgAGZuKffe08wvYvL4H+9FOq9/rTThLK+Gz5c7nz2OenCuenTW47/+1WBHNpx883knc//q5pLQ+XOC87PEF73Pve8dNEvPhBK//7qq1D8c0rKHakYGOm0z/bbCeXHzd4WLFhUzDn9eP2Sd8wVV4b+/V61on4cNVJe/+RTPR9/l45KPm223rp5jYv7XnhR+vRYQ9bt2TMrrpeedKKktf/kA/8Yh8qPHYFqR6BZ7z4Z4mnBkO+rvT1lbYCZNVh+f2E3JHxbXgSccCovgp6/JiOAphPmX5j8VIV8/fXXwf9RVdRV2XVAFs3Vj7cVIZ113gDhxPlw4qkiEPUy8kWgwomnxWNHZ+pu0NRXs8uA4TvVigBmWgjESFSWqrkUcdc9+KDssU1/6dN9DXng5ZcF87RPv1s5MXrhlptlpj4o/3je+fJPXUmifes2oRhWfDOBaEDbp7WummfCDR0prVrx+0qCnDvotkCqoG1DPe9+8UUoq59O3sYqKUa4kU5EQHIgrVo0D87Mr7zvvpB/l61Ue0bJoZ9/HR3iIUFuPutMGfjY48FP0+7qfB2y6OCd/1DCX5G1P2SM/YO067/hRrKZEj6QZGhNDVbCrmWRrfmrSm6dq9pNe2yzTch586OPhu39l14iZ90yUH5S8ikb8RSrTlYsL+kTAFJsp803lwP/8PuQnPN7wE47CUQjK+Htpn2/4UzVvFTb+H2UHHvvyy/lLV3Cdy9d1hdZVrAiYMA+vr/AGGfqmCQ+ff31cuMjD8ur//lYflLszjnqCPn95ltkSKvFan7Iaokm5912W9h97567pbt+0bvy3vvkSSU171Yi7IqT/2zJwtZwTRoX3+mqLUNH/xrKyIYrBGda+4tV5geOQA1BoGm3lQ4uly+YJ8v0Jbqh+murbVJVX+trGy7eXkfAEXAEsiHAamyQTqxIVxWCSVlduV+zml3cSXh5McShO87FcUiOdpiLI1DZCFSoJ7H5qm0QlcZFnvWjYb7vCFQHAjipRjrEfI9NnjEzhEOa3HD66bJb/60DiTJu8hQldyaHOLSCuuhYxtRq+003lW+GDZOmSmQg84tMr2bog/SSu+4JYV06rlzKtGHDBiFs0aLFYYvJ2Q0PPxz2s/276eFHQvS9l1wsXyj5sXvEge1Oqr3TWJ0zIlY/JnWQZ0gXXUp1uH4ZwSn4wTvvLEPULA8SCnPBgWefFUz+OqsDwpuUkHll0K2yq5Iz1wweLNuccGIwwQuFFP1r1KihzNYXBZOL77pbNbgKTUy6q6P2n7VeHLcjh+66W4Z04rhdEdZTZhSSfoT948LzZQfFcAc1u/s+YbU80iRJE+0vfqYQ+owm2ng9p/SpWdMmJbK8oSQcxBykEyTS60qCmb+ogU8+JeYYfII6UEeO23cfOUbN8PZUvxqsQohgbvnkNdcIRFlrNZs77YabZF/VKANXBCfsi4s02Yarg0bCB551ViCMqAvSCXnirbcydYcA/ZdtXHRU3H4YOSonrguWLJZs7be6fOsI1BQEmkWIJ9o0/5fi7ww1pZ252sEqSS6OgCPgCDgCpUMA4gS/QvgUqgrpoj5JbZW3qqivMutAs7ZA3zsrQvC1NUsXPGJVwN5quYEPLH+uVQSyXkYuBCpU42nZvOIqgPGXzFyN8XhHoKIRWKRkxfe/jFCzuNdC0efffrvMUPOxhg3qywXHHqurthUST4POPTdo+5jPou+GDwt+esg0Upd2/ft998sGqnWEI+5tdDlTiBPk9BuVjNhh++Abak6ROd9/vvlWNWM2D/Gd27UP23FTp0hbNZO7+/nnZcdNNglh2f5BPkCqTNEV3P5y7bXySZH2FcQXpNHe224TtHNOUmIER98PvfKqYA4IAfap+i1CGwfBp9G1p/419LOtahY0KiKsMP37p5qpHbLrLoGAOlWdmt793HPB7xN+l0yDaHVtP2VC9uC36Pn331fyrbD9ndq2EczLOrdvF0ie+3XVwI4ahrYYpnaYjKFFhm8lBLM78120UZ+15ZGicxIic/xDs2v0xEJH4/jhwvdWQ/1Kg0bQvAUlv9K0bd0yxN2qWl2MgefUVG8XXU53N3WQfsEdd8ppN92sRONpQdsNYvG8It9R66nzd/qLmSUYfa6mlWABWfb5j0PkFtXaOvzSS+W1228L9WM2iAlguyKtjbuefVYdyPcKJo1oX13+55PkNB0jx135d4FEXFcf8ki2cdFBNdIoNxeuW6y7btb2o3Xl4gjUJAQaqIZgQ/V1tmzOrNAsNJ5qo8RN7WpjH7zNjoAj4AhUNQJoeaOF1EE/kFaFsKpdXRG0xZZVEGEH/lGtM4ioJA38uoKd90MX2NI53jidz7KIRXed91SXVCjxtLhoYlhdnfF6HYE4Ak+//U5GE4i4/2fvTOBtqtowvgppQiQNGmRIhgyZi8wpUimRoRRpoDJEqEhKCBmTZGou81RpUEQJGVKmDNFEqCgVRd/3/Ne967adzrn3XPfc695rvb/fmfbZe+2137322ns963mfF42mEkL3LxVlFaCm+VX1LCCRP/4mmE1gBiyhb8WE+UtZ0q4WwMMA3uo/ibkCeNG3fTtzmsLpCMV6csJ4+1/9qpeb+5XlaOmatWbORx8lVKNoPNCA1pCz1sqMlpR1bXWrAKcnTc/Ro63Wz9AHOpthYuo4oWpCxf5U/QCyZkkH6vZrG5r2TZqYvuPGW7ZT9UvjgK8nlaFurBg7bjv2SxgagM3Q116zL0K2zhFL68QTstlqLVi5IgF4Qtgbq9rmDrsNukM2dE/LShcpYn0E+2tYlwfMY2PHmbZP9LXrw4bqJmCvxdVX2ZtZc4mmtm9yk/2Pt9oVKlhxdgCtYKa9hBVCviB2jvh72RYtbT1aXn21BeDYTzh9lSvKlLUC52TnO0tstQ4332za3tDICosDVPUZO9bcO3CgFWevVKJEguB48QsL2HDM7+KZUDDFhitj1dUKF4T1dFo8wLRMIFRxgVSYAyPvUvnPCWxDR6r+5ZcrfLG5QjJzmQmPPiqtqccMWfqWib2WU2yJxNoFouqAVkn5FRCxU/PmJlL9PfBkT49/S2ceyF21utn11kyT/fyC5pQicf1LOqtiktXJLKEbSR6oX8F7wHvAeyCGHoDpRP8J0JGU7dy123y6ZKkpW6a0Oe/cfxMDLfjoY7NPz7HVq11uTpW0RGL2hxLLZBbdNNhi2ZLIogx4hI93avJ0v56v12sSGH8vWLDAXK7n0rrSeA2ae36G7XSiogO8ZU4PrNW45AERLLA1ygL+/PPPH7UDPU6IZ8wCbb8d97zZ/epEezAn6aGyQPv7j9qB+R17D+ABQJZPv/zCkFGMOOZLihROyPgWyUMwdmD9tOuvTHQCGvoJaII1Q6a4UIHpSGUEl78tTaHX3nnXVCpZ0jSqWUMMoOhmeqgH+3XADEydLUpD64TLg/sI952QPgTRCTm7UfpNaCQt100IYW9Cy5rXu8qMEUtp0apVljkDEFdVzJ52jW9M0ML6R93DM5Mmm5Ub1iskr7K5tvoVCfWhfrCCXNghdfhNMeJZ5Cf2mZQRqpY1XgMrqXVhIQ186WWBTn9ahpnTWiKLIHUMZhYMlvWLGBUAPaHZ83aLYnyS6uh8G9wmWC9YThOk+bVUHTVgHSAWYuN3a8YALatVX200RSQE7soBSAO8DG0nlpkl3wQBwMTaxZ9Kb3uSHjKcpZZfXfn+03sgrTywb9NG88NL480hXcv5O3c3+Ro0TKtdx3Q/PMQze4h9pMkGQha8eQ+kxAPvaHKri7LqYgwMKgdC7FNSrt/WeyC9eKCVJiR7SQuUdj5dz5+RbN++303Tlq1NyRLFzO23NjcXK0u0szlvzTXTZ71pcuj5fOjAJ93isJ933nmnOaDnqReikLgIW0A6WviaJosHK6nPZ/GJcFzVyIaJVhOMKIb0aIiSAQ8AinEPgNJfGks0aNDADB8+3G7WqFEjm9WuiCaQWZ/wR4TY30xGJILbv/9M/x4gC29TkSOcbdu2zX1N88+YMp7SvPZ+h94DSXggl0CHegJMkmMOpODzr7/jQtaC4EpyymJd2DK8kmvs3wEabFu3ckWF9g2U2PVCgR/Vkiyuu27whAW+r6x6b0ogm1mPkmLTtNLNh/BAGDOE4SVmgG33NW0SdhXqlyVe68qt4ITF3e/EPqMFnSgDUAwAMNRCsxSG/k94YTgL1foKrhOsV+WSJQyvSIYOVNCC5yu4HCAuFIxLrF0EQSfKSS2/Buvov3sPpIUHfhfwBOiE/TL3rQwLPEFXH6qEAs3FOvSgU1q0nMy/j3elC+iyfS1evNgDT5n/lB9zRwgj56f4ZD+JHfyq1V8KPMlmBvTt/Z/Vrql/lQ0VerjX4xZocayd/6yoBWSBA6DKDAa4BIsp1PpKjgMGGeBRYUlvcLwugU3ouu43wBQh499Kn5TQRzSessZLcbh1/Kf3QGp4wANPqeFVX2am8ADZ3zYcRVQ41InoI8FUIlMczCTC/ZIyK+StdfvcfXdSq/r/vQe8B7wHUt0D2fSA6+yPtf9mDnXLMspnp06dDC9v3gOx8oBj0MWqPF+O90B68wDAE8BIUhpP//yTuPi4A1YSA5049h+U6CUt9GwAirt27WrB4tqS66guCYtYh2TDXAqX1a58+fLJPs1nSjcVoCmX5CBgQzl2VLIL8ht4DyTTA8cnc/1EV88uvRVnf36zxX31n94DGdIDRc4/32Y42xUvQJ4eDqLHbbeZT8aPMznEXvLmPeA94D2Q0TwQmnRkvwYG3rwHvAe8B7wHMr8HAJ7QE0qM9bRL2k7vzZsvcCouOU84r5x1ZlzylElTZ4gFFJc1Otx6AFNktkttq6KMyA8++KAFcAZKP5Swts6dO5u5c+faZbHYP0BWOB2mDz/80MB64pOQKkLmvlKW+U8k84HW0w4lqzkoWYxQA7zjBehEiF5SIF7o9v6398CReCCmjKfsZ59zJHXw23gPpEsP1KpQ3iAujb5PA4l5pxdDsNqb94D3gPdARvRAKPD0+8avzIkS0/fmPeA98K8HEIP15j2Q2TwAyIElBnIs/WyF+VyJgO5qcxurhrXT8+Q2pUqVMFOmzTLVLq9izj7rzP+sR9gqrJ7E9vWfjVKw4NprrzW8OMalS5eaMRo/DBgwwPTv399UUEIdXk2UBOhILRIr6WUl3lklrVa0BgnF45jRe4Id9bt0bk9Tlmx0rtDWuvLKK+3unbzzz8qeTTgiYXpp5acjPX6/XebwQEyBp6ynZo442sxxav1RpNQDZyokZFyvnuYSxUx78x7wHvAe8B6IjQey5zvbHNi53Rb2hzSfTq9eIzYF+1K8BzKJB5zWUyY5HH8Y3gPWA2gJkWkuMZCjwdVXmuPExBk/8WXD93C2QYldVq9eY6a8/oJNFBNuHUAVQBdYVmlpCHrDgOKFffzxxzaV/ZAhQwwC4fXr1zdt27ZNdpXQYnIhhsGN27dvb33K/3v37rXC4mg3na5kODDLYEkBLlWqVClhMydCDuDk2E7hyk7YwH/xHoiRB2IKPJ2i1OsnFy9l0G3IUzN8ZxGjevtivAfSxANVS5dOk/34nXgPeA94DxwrHsiWO08C8HRwRxwAdawcuz9O7wHvAe+BjOYBsqHVrVvXFCtWLEVV37Vrl8205phPkQo75eTEMyMrMswa2YkjGaALoAqgS7SGSDeaR1u2bDHniIkLaMWLLGCE7PGd8hDm5jvl87lV2aJJMuGWrV692pRUJmuMdcqUKWPIJEcCAcCnZ5991qCzNGXKFBt6GE39AJYAtULt0ksvDV2U5O/vlSH7T2Va5hhhQ3nL3B4I6pw51tvROuKYAk8cRNERz5qDP/5oDn77zdE6Jr9f7wHvAe8B7wHvAe+BdOqBkwoVNvs2rEmntYu+WsxgM5goUKBA9Bv5Nb0HInggODgIfo+wul/sPZBmHgAgIYQrpcATwAwaT2RVS8zynp7XAiO/KWQsR5hEOt8KOCHrXWL2zTff2L6ZfUZrPXv2NBs2bLAADyAPzCxegDSnqh6wggCSAM4IZXP/E9KGaDq/WQfm0QcffGCyZctml6G1BAOJz1+kG8v/vJIjQM62kVhJ8+bNs6wnwvlglbFfjpv6oO/EdgBX+J3jAiQDmKPe1CNSudH6za+Xvj3A/eTtt982ayQdU69evaNa2ZgDT/ZowiCyR/Uo/c69B7wHvAe8B7wHvAfShQdyXFLa7PvyC3OcZqvz3XRzuqhTcitx8803GzIZDR061M6GJ3d7v773QKgHbrrpJtumWM73zGQMgmG7wPLIiObEmQFfjkWDBUSIXEqNdhBJqyhYdvFiRc3FRYuYm1u2MZ06tDN1alZP+LtHrz5mzdr1pmWzxPWSAFpy5sxp9uzZk7BtUl+6dOlidZJgNAEwuRegD2FpGMcAI6pAYMIB1hBgj1ufT5hRAD+E2gEMAWjly5fPMsfOV/KiypUr2/VZJxqDpUT4YDhDT2rlypVW24nyqCMhdgBKfNJuAb5q1KhhtZ5YzjrUZ/PmzXY96uwt83qgePHihtfRtlTpQY/LEtNkeUfbR8fU/t9etMjs++NP85tQ8Gb1rzYnCdH35j3gPeA94D3gPRArD2TXjGyB9vebrPnzm6wZNCkJoJMzMgkxiPDmPZASD9CGyESVGW3w4MFm5MiRVgAZtkU0Nn36dFO2bFlTIDDAj2a7WK8DI+Syyy6z9SBbGYM3wpsANY7EYM8QbtW8efOwWcqOpMy02AZgJaUG0IEAdriQsWDZgCeDBzwhsOtP+ejwcUivhx40x+t/GEeJGcwizhHnL1orVKhQ2FWLFCly2PKLL774sN+hPxAXnzx5ss0wBxOKMEUmK1LCZGSfkY7ljTfeOKwKHDs6T7Q1wgdhNwEecj1h+N+BZPia3wBRaWkcy/r1680Pymx73nnnWTYdbDjANZY7y507t+HYwwF0mzZtsiyyvHnzmosk9xNqgJwAaxs3brRsL9aJtv8JLcv/jo0HUgl4SpViY3PEvpSIHhg4caKZs+AjU6xgQXVI/5iFK1aYXOoEGtaqYVat32CeGj/BjHzoIXPTlXUjluH/8B7wHvAe8B7wHojGA/878Fc0q/l1vAe8BzKwB2ALAbRg4QaPkQ7tkUceMc2aNTN8hhqDVfRp0sIYxJMl7Msvv7Qvt09YabwqVqyYrOOCufLYY48ZWC916tRxxSX5CYCQS1mNYwEAJbmzkBVg7yQnLCxk84Sf27dvt6FmMIqisZNP/u96iek6BcvkvAFIpBWT50fJzAA2zZ071x4jYW/33HOPadGiRbBaR/ydayfa6wewhlckIwyR9nTWWWeZZcuWma1bt9rvkdaP9XJA5Y4dOx5WLBpaL774omUQ33HHHf/5D6D2/vvvP2x5hw4d7DUJmERWv6BxPh544AGzcOHC4GJz1113mR49ekTty8M29j9S7IHUoSaJwuct/Xtgm24Ao96YZH5WylFdgWbqe++bulUqm5bXNDDnqTM6WTeGdV9/bXqOfMaMnjzF/Cm0/JERI0yJRjeYCs1bmAkzZqb/g/Q19B7wHvAe8B5Ilx74n0IhvHkPeA9kbg8wIIRxgQGcJMdgKjAoXrJkiR0go0kzf/58mzEMFlVaGMAXg2LCpQhnmjFjhmnVqpUFGZo0aWLuvfdeyyyJti6OWbJu3Trz1Vdf2fBKyk3M8F+5cuVMy5YtrWZPYuum1n+xAJ44dkLWnA9Sq66USzgc4Eq0YE1K6vLFF1/YbHW0dRhxs2fPtmHYsQKdqBtAWizCHSmroAgGQVCuRIkSZoTGd2lhXMuAToBFr7zyioExPGjQICvYHmxj/fr1MzNnzrT1IkyQ651r0Bnhj4DBiLgj/k4/ETSuS0AnwCn6DADBatWqWY2xtGgTwbr47/96IObUpINCxXfOmmHM3j0ml3QcskSJav9bJf8tLTww+d33zOAXXjDf7Nhh3tDFeFEBCc0JgHrr409Mt9atTVXRMXeK7jj/s+VmnTrv0ZMmmaKiO88YOkTsp/VmnECnJ8eNM9PUCUx9erA5IQYU3LQ4br8P7wHvAe8B74H04YH//e0ZT+njTPhaeA+kjgdgOwUBIkJpEjMGoTAwYGTAMmLAWL36v/o+w4YNs2nhYQqRae3666+3os/o2CQX1EqsHsH/qAtMHcAn6o94MyFL6AFxbBMVLUAo0H333Rfc7LDvAC2AEYQGkfEMY7DNyxmDZFhQ4YyQMcCuF/TcjtA3YVtJGSFGDO5joUvFuQiCAkntO9L/LrwrqVC7SNsndznn6Z133knuZsle/5JLLrH7AcxJLaPdIXAeC3OhddSXEN/QUL1Y7CNSGa7Nv/zyywntHebgDTfcYEP+AGSxokWL2myAZAREGw6Qd9WqVaZ27dr2f7SzsIcUiQMbiuunQHxYLqHwhDtyzXTu3NmuxxvXT1q1vYSdpqMvv2qcf6QhwrE6jJgDT9+Pf978PGtqQv3yVPS6BwnOSEdfPvzsM1Pw/PPMJlF+uSHO+nC+ZThBp+37/Fhz23XXmgKiMTdRWN3izz/X/x+a154aYPIrPptXgyuusEdTuUVL8/z0GaZ9k8wlhJmOTpWviveA94D3QKb0wP/EovXmPeA9kHk9ACgDKwGGBQyUIAjC8+b7779vdWsQPUbnpWnTpoc5A6bDnXfeaVkNDESdwPM4TXwiHo1IMmXXqlXLTJgw4bBtX3rpJTN+/Hjz3nvvJewXUIuBLUAROk3B+hy2ceBHfmnRwagAyBk9erQdzMKygH3lBnHoFgUN/RoAD8Li0IciNDA0TIj9M9imLDSEHKgAqwX2ydq1ay3QhT4QAFufPn2sMHQoW+NrRSYskj4rwFiVKlXsNvgcPSrYWm3btg1WzQJkhLo99dRThy2P9MMJq8cCeKKO0YiLR6pLcpbDEILxhM5RWlhqgk7Un/OcHKH0xI6ZcmBp0S7RoEorY7wJIARwHAqyJgYIOYYc/YEzsgbSni6//HLbB/D7lltusX/T/jHAqqAlto/gepnxO3767rvvTOPGjQ+bDEjrY4058LR/08aEY/g7gvp+wgr+S5p7YOmXawwC4gjz5RfSvX7GdPP9jh91ozrZnCP664hXXzVvfrTQ3Hvzvzf/s7TeKbpJvSUKae4cOU3hC843VUqVMjc/2M2sVUc4+vXXzQw9PCBIfqnomqMe6pHmx+V36D3gPeA94D2QcTxwSIOBXe+8Zf5+/VVzTuu25pQwwqAZ52h8Tb0HUu4BZqNhszA4IBTFgRopL/nolEDq7scff9wO/hBVfvrppxMqQggdg0SYRM4Iq+nbt2+CCDJMBUClu+++262S8AlzBtAIEAPAhsFs0ABv+vfvbxCLZj1+w0gC6HIW7QAMUWaMEKE333zTvlwZfAKaAY45Yx+E98AScsaxcU7xgwPYGjZsmDBQduvxybbvvvuuXcSxsU/C+2B48Ts4eCar5pAhQxI2x19z5sxJWAeGSNA+ZyJ51izTrl07uxgwED8h5gywBJPqtttuC26SANwkxVY7bKMIP9C3IrzQAQkRVkvxYsoH2ASspB1mBqMtkxkyFsZ1A3BaqVIlM3DgwFgUGVUZAIGYYyYlthEMph2KyqE/JCQPo74YYChAE4AsBgvq+eeft20VUBVhdQxgCqOdu+uRdl64cGG7/Fh5g0mKHzHuMUEWalr7IObAU1ofgN9f9B74RDectr0fM7lynGruvqmJmE3Pm06iIZa+uGhCIYTZtW7UyOSNF6X7RR33o6OeNd9KpG28mE1/aFbnUT0EVNAMzaZvvzFtb2hkPl65yvyk2Z0iogi/uWCBeTLfGeahEGG4hB34L94D3gPeA94DKfLAY2OeN22uv86cK/ZpRrW9X3xuflkcJ/rJ0LNw/7R7+I2Fz8iOwwAKK126dCyKzFRlkF4cXRpCHgBQmK0nNIJZbpgcgCwM5GGwwPjgofgfDYaOE4OFARH+JbyCQTohVKeddpodGANUXH311fa/1AqtOlonAmFiWC0YwMqjjz56tKqS4v3C+GnTpo0Fjnr37m3Gjh2bwOhh8AmzifbRrVs3C8YACr399ttW9NftHKZRJIZHz549bbt68MEHTadOnSzAhZgwbQZjEMpAE+ALX7Zv394OVAF/rrnmGssEYgCGyLdjGrn9hn7CrMJgT8AsIvwPo8yaNWua8uXLJ+gIfaZoAnfcHDP1BziDddW1a1e7nQNduAZCjVA8QCfArDFjxljQjOsGNhcsL/YNcITxP6BTvXr1LFjFchhZy5cvN1coKgFWCdeaM8AGQCZYIwBPhPwh3o4RkgR7jDYH0BYE0hxjKBbAE2LWMIPSgh0EyEd7cPpizg8Z9ZPzA3DIuYJhR7sEgOHFuaVdcW1xzICtJ5xwgv3NeaPfJQsgjD/AmxVKHgUoR+hZWprLRAgomJQFAVXWpb0XK1bMboYmGtc3LB6satWq9prnnsK1Q+gtxn0IQ0wc8AXjfu2uIbvAv6WpB2IOPGU55d/40z83b0rTg8nMOyt6Y2OTXw9o11a/wtQoV96UuahIsg938tx3TBGxlWZohgSbqRtYm0d7mwdb3WJy5zzNFDzvXJNTHdQZ8aDTLQ8/Yk4TSIWm03Td3MoEACpArLx6EGx13XWmn2Zn5uli7zP6OXV8h8yHS5eZS9U5XBXfISS7oolsgB/KiiLd8qp6pq7ikrOLxuztcA98LersibrBnB2gpB6+xtH51Ult6BE9iJ5+hCmIY13r5evWm5KFC/k2FGvH+vJS3QObNWu8Y/dPUQNPz06ZaipI8LR88biHtlSvYBQ7CDKiD/3+LzMgik3TxSqEsMASYEY12gxN6aLiMawED/UMYNAHgcHCgBVgiAE1AyNCghgMMcPMQIBlAE0MmAAVGLADHuFDMjARzsS6DJ7YDnYE5QFEMfhlGeACYUiUgd8BDQCnYAOQqh1AI6Omyw4CEUHAIIanLE2KYhAMwMO5GzlypAVCPvnkEztQ7NWrlz1fgAEweK7TMyTGNuFYEJxzZ6xDm2IATpsA5AF4uvLKKy3ABLsHEIbBNewqMooxyATIgR2BAeyMGjXKDkJpf0mBTmzjBJ1pq4A/aNQ8++yzZoEmWm+99dYE0In6uQx8sJIItXP7Jdwu1FwIG8v5DljgwGzq7gbpgEi8JklrFeABUI/rAXYYxnXINehABAeEE2oHKAdLhuvuueeeM5wH1iMEEGYT18y0adPs9UdYJEa5N954owWo+O3CCN1gnmVHajBYyEYYbOtHWlZi23GuOG/0DY71ktj6GeE/gEuYPLQLzgXnEHCJtsZ3rgv6DUB7QBn6ZvpL2iXtC9APnxCCCNhP20hr47xwzTmds8T2T99RStE1hMvSNoMMUK49jOskaIi71xDwBOiIcT3R3rguuW5g+uAPb0fPAzEHnrIXucj8tuyTmB7RInW0WbNkNRVLFLchYjEtXIX9rQvyhTlvmjs0g5xebVSP7mbirNmGAQSvcsUuNnUrVjJ1KlU058XP8CRV92J6MNugB7stepgrqIe+iY8rXvyZZ0zrRx8z5+jmM0qIsGM/DdKNad2WzaaFblwfLFlqxceD5VeQkN5c3Xj/0UzSIT0Y9NPMTrmSJUyVMqXNd7qxzJy/IFWAp36aYZqrGdQHhg4z5575mqmtdKU19PBwmeoTrdXv0NH6rIq2qaA6l7jwwmg3zRDr0T7KaiajWb0rY15fzvdXEtq8WIKVyTErXL/oY3O7qOXpBXi6V/oGLzzW21ykmaBoLLX7CViFqzV4a6CZm4xoya3/J5ptzSGg+xL1S+nRkns8kY4hNY7zf+pzs+ghM1qbLcr6iXpATU/AUzYJpTr7Y+1q9zXDfCJ4HBQ9zjAVT2FFGTgy+IadwiCHQQ9gEYMCBsCAPujVXHXVVTbkBzAJLRsG3gweGMQyIIZ1wQw2g2IyKjFQcIN0mCQwRRg0MPCAuYEOCeK67MuFTgE8MMAilIbXh9KiBBBghh8QgzAMhHMZZHlLOw8AKLlzSWapoMHGcGASA2RnjcS0DzWARdqbM1hRMB74BEgBMAHshM1BiBkMCdof6dL5JGQNYz3AB4AWABrCbgCrunfv7opO9JPBMgZYRrtlO9osx1a/fn0bBkS9aK/oR8FwgsEHS4n1YREFgScAAswBWoBIMDcAxBw7x4FOdsX4N8rCNmzYYEFvvgPkAawBJlEH6ubqCwsEGzBggMG/fBJeyMCc64V9AeIC+gJQcN6c8R02GOYG6g6Acusk95Ptd2o/gF2cr9Q0mJaEN8IOyizXP33tMxqzJWWAOpxX/Ez/B6sttf2dVJ2C/9P+CAclhJR7QSQDMOI6hp3HvQPAd+rUOA1pMtRxTQdF9jnfb731lr0mKmhsiHE/4NpC/B178cUXD+tT7EL/lqYeiDnwFOvaTxDY0j+eClhTAEP/++41pwktjaX9oYelgRIhbCoh7Rx6qMFgjbz76RLTttH1qQJ2Jbf+tXXsvFau32DGTJ9uPtADF4yNwdJkqivwqf7ll1kgKrFyP1VntE0zUG0f62MaVKtq5ouZtEd0x780c9hOGQUAndo/2c8Uluj45u++l59zmOpiV8384EMze8FHpmk8kAH4cN39Hcxt115rxcfnagbl9z/3m+63324OqKwHhwy1+0GUvEqMQxBuqFXT8FqtWSv2O/eTxRY0vFgPmTXLl0uSDbb1B82e6iZf4JyzzebvvzPDpE91vmYBOjZvZmoqVW1KDAAO0Ofeoyy0Tnhk3txxD0opOZ5w23KM13V+wKyZPMlkjX94Crde6LJvd/xoF+0/EKeVEPp/Wv+mDf+sWfnTxdqL1sL1E9FuG816m/SgOlbZIjMq8JTc+i/S7DQP4EcKPKX29RbueN5SmEUxPTBfqAeiaC3ccXJfq1K6VLIBXLfPAwdhe8RRyd2ySJ9/a3Zvs9rW/nidkkjrpfXyE/L8KxKa1vv2+0ueBwCYYG8QCsaMu8uuRGpqAB4+CX1gIM1glyxEDDIBjBj8OPHaYPgONXjggQcSKsK2TgSZmWkG0jBSyEoFcMAgBdAJUAHAicE34TowTpj1Z3BM2BMDDIAxhHMZfBKiR50o2w3EE3bqv8TcAwAW6A4BtHDuYN8w8J8vhj3ZpwBrXegaIAhACe0H8MgBMq5SsFUAVQBmON+0AQbSGMATBkBJG4O9ASAF4wlDWNwxEWFCEVYEIMQLgDQcsGM3DPMGUwSDpePAH/SZ0Im5Xc+9HAfHBwMSA3Tl2PEDIGmoGDjrAM4CUgHCwWQCBAIwcnpS4bR8XCQLLo0AAEAASURBVHgajEAnntyyZUsb2hfumPAL/5M9jGuXQXxvhT1ijhECKMY5eV3PwhgDewbrDPTxH9co1xe2detWe1z2xxG8cS6/19iKY6ePQDQdAC81DFZNOT3T8+mAuNTYT3orkxAy+j+Mtk5Ycnoz2hTAE4ASDFX6efp8rtMnnnjiP9UFrEYPjmuaUFdANBi2XO8wK53RTgFXSQIACAubEjAK9h4i/ty3AJ25j3g7eh5I18DTJ3pwAHS6/dqGAoAame4jRppuw0eYZ8X+QRz7SA09IsSyKeMdPZh8FS9CdmX7e+1g9KrLqpi71Ehnisp3/llnmqvDUGSPdN8p3a6swCGO/2OBSK++Pde8L0HFt8Qk4VVeFxrZ5S7TDGGo9Rg23Hwo+jFhdBcKdHl74SJTVEyfBrpxPqcb0lhdnAiFL9LD457ffjWdWt5iGmjWcaPYLXn04PacYuHLFL3IFNVDJn7Lo9nNAerczjo9j3l+2nSb5e7ceOZVzQrlzbR5H1iQLNbAkzuuUqo3r3sVcw/4BAvKscFgc1XSzaxCieICo8qbk+NjfdmWbH5YD818YQ/poWH2RwvN3QLcXlOHd6mYZEdqPFyM0Gxau5saH1H7/F0P6gf18JxLs7UpsV94OMqROsBTNs24YD/rGsoXH5IZTV1/2BkHPOU8NWXHFs2+olkHX2OElkayaPqJYYGBU6Ryklq+U7TnBctX6Jr+3F6D1e+8y+zQQ+ijGig1V0hpWtgPepA9R4M4Z4A60TJqklv/9WJArBBovnj1F2argPBX1I+hHTdt0MBksQ9Ter25Yw39TOx4qOdPv/4WFfCU2HHu+FnaJrqXzRw8KHT3Uf3++++D5sRscYOBpDbgWsUSa+tJlRGrvimp/fj/058HYFQg7MoAn0E3A1dAJQYAMJlgUrCcwXdKjMGAGxAAKqDN44yBPCESABAMKgAk0IxixhtmCenuGZTDPuE7TCdADMKqYGat1iQYIRmEbLiZcFe2/4ydB6ZrUpTzxGDyySeftKCLK51zh3HeAG1gHjHwdKFp/FdDTAh0lBwLggEpg2gy0GEAJ6RdxwAYARUYTGLXaiIUpgfgBmLJQUADkIN2AEuCthQEnQB8AFhc27OFhbzBugPEBMgJGoNbQCPqDBjk6smxw3aifs4AhriGGERjAHOAqxfGM+65jigPhiAWCsKxjHBSjPYPmIcP8TfhhsFjggUIuAeT6eGHH7aDbQAt2DIOBAaMQfemX79+dhDvwvIAhQhxAqgFgOIYADC41hBND8dMs5WK4o1zBPuG/gImG4AyYZG0FwcSRlGMXQXdK/ohrnFCygD4AOMAAykfIBowGyCGPiMU9I52PxllPYAb9OGYJKBt3SGdXc5ZejSAIxiR1Jc2zAsDpKZdhANqaY8AT7AaHcspyCJke/ebtsG1wrXB9cV2Qb28lN6r2Je3I/dAzIGn7PEzA1QpezJmhUMPARDk9t6PmT7q8G6qU9sO5Ic+0NlUbXOHHbQULXCBBr+/mgvOjpuJCN0e0GqOAIXC6qBbXn2VgQUyYfZsM/+z5ZbN1EI3n2uF8ncRIONmrzu3aGEuU6gY2jiAK28Ni9NComwGEYs/X21O1g2qtoAV9I1+VYz5SQI1tu/cZVZsWG+u100zKRvxxiSF9v1tZ5/360a0/y991ydMoT/1mTXL8XFxu1kQhssm/ZkTzAnqUPl+Qja99P244463u4Hlk1sAECwmXp9p9uR2sZlgbRU8N7+t60Q9NMJqmiMQ7ZX+/cwiddA5xWS6Qw+JWcxxZpVmkRhUlBNIs1CChJcK2GpQvYZAo/VWYBzgrVvr2819AmaCN8IJCtNrIVHIjgOeMtdqlrEQNPmlS0ytipWUEe9mlbXCvC/dp7Y33mCyqc7OPv1yjfsa1WcowHjwn0P2hgJAc/AQonqH5JesYolcbsPLvtQNZr0ePF/TwwevnLppnqeHBQC35x7qIX/lMFnlx36azTkg9g2hJww0MWisGGy3l996W+c2u7lFD7JnBkJC7Arxb7v1EDFFABs6QVXVYbq60i7CsfK+14PJL7/uNYXPPc+GvVAMbLMX33zLvLvkU/P5VxttW5w74l+6c7R1Cdbr+507Tc4c/z7wuP8+Eqg45JVXbVtrrAwQtzSobwCSQq8V2hm2V8ex9fsfzPm6xnIH0q0C5O3ff8ACi4Tw/K3z8Liu01CDVQTTKW/u02w753+uNUCNxbo+127eYs5T+6qhWamTFLNOCB8WGvo2XuwQ4tPvlJD90jVrDW0gOaGV4Y5jj8A5jsMBaXbHevtRmTiT00+wXSS/htsv6x/U8c+av8B8qoekG5QCeo3a7FOi/56rvpM69ROrk1BGwN1o7bO168wkPRQCPjepW8duxrHM13X4hx74Ly9bxlykvhD2C+BJVp33WWIxohm3TA8qd/V90nw56Y0EfzygmdpqZcqaG2vVDNs+nleigal6cABILKT2PE3fo63/4JdfMZ9pn4R+FddDwYNiLBQRy9IBxOH62nB+iHS9EUrMcbfWhAU2X30eVlIPO8HrlWXh2iJAdKTz8ap08r75cQeb/sdCr9XEjjMY3vubzs+LCvXepfPVWg/mXG8Y188mTYr8T9+L6Ny54+U/7hUnJ8F4ol9jesaxDEvED1oi+fc79RvjxLjjnDLxQhtJrG+iHrG0g7pPZQ30M7Es25d1ZB6A9cDgkP6XNO0IQRNSx4twuLQ2BqcMuKMNnWFgyiw4miYMRhiAeOAp9c4a4AfaSjAMQg3AgnPgQn5gLvEbIWyYDoBGsBhcqBnbw5gjVIqwMIARBowOoGB7QAsAB2eAWEEgyy0HfCHrHWw5wB0ASgBLxIYBemjXgGCRjO0QDA/uy60LUwvdJPd8DAuDMCeALwAV2FIAI2TowgBBKAcgBA0sGE8ApY6ZAjAGaIWmU6gBAsGSAiQD5IIBhm4TIumAX4BN+AQdKFhkMJ1Y97XXXgstyv4GUIIxiAWBN3zMtrBDCjDZLBAXRpQLkbQbHOEbDDfaCMeCX6jrsGHDrC4R1zXnnP3AUAM8gt0IyxK/AfzBKtupexVhWPRDXNush4A8gBPbAr4Q9oiANb4GlMnMBuDGBAGMPNo/AG56N4AhgFfO18969oGZ6q6vIADrjgPQ2YGyLHMAtPufTwDm4DroXsGE5IVvuD7YjxvrBbfN7N8dw5HjdODz0Trmf3vsGNUgzxU1zKF9v5uD324zOUuVOeJSp7w/zzA4bho/iGJwd5Y6lYsvLKDB4U9mpQCTd3TTmDKgv90HOlBvf/yJ6dvuHvOaBgdP6QHjlvpXm1dED+cBeveeXwzhDQBOr/d70oIzzOiveOVlc4oGe4hWI76aPzDrz4CXwfkoMYJGTZ5iKqlTPEOD6P56GBvW5QEBLctMPoESbyhbBQyFPJpBuEL02kgG6DRSsyOpbb8J5QfEcIZWyX5dcJcJHCG06G6hzK8pDhZmTAPd3KqXLydm07fmvubNzQHNivQfN1bgW15pNF0mzaYyZtkXX9qO/Uz5/yrdnB8Wkl5NM50vaVZnmGZCXxdjYZdAmHZiWwE8YXX0kDp+xnQzRjfE9gKinC3TA0Ra+MDt71f0H/SiDWB/HzxksutGdKbCPAao0wOcAoB8XWKKpSXYjt+aaBaIdvf1lu8N2aNGdnvQjJ85y+zeu8eWQwjijbVrmbpiyDGIByCAFder7R128MygEI2rFzXD9qy2RYOry9BhZoVumGT+Q5/l+Z6P2IE34ANhnjCt5j07yuBjZ+HqMqp7N/d32E+ALELInpXfsxyfxeRXhsGrVLfzVYcOgwabRrohoQ82XfUj5DCv2mzotXKr2vzoqdPMcxpwVNTD0yYN5MfpwY3wRGdNRZlnPx10bgnBBDgD/Miuh3zAnBai9/Z+boyWL7H+aakHvWq6Nujwb+31qAVJGwmw5LodJDBsvG6WT4wbb6+vwQHqLKABLLJcekjJpUFpL2VswT6dOOEwMMzVK/Qz0nFslzAz567P82MNIXSFBZwSwvmKzlly+gnOdTi/AraG8x/Az70Ca9Fyqip/tBLN/YvXXzMt1VcRDtWmz+PJAtU43ufEOHxa1yH9ZU/5ByCU/uiefv0t0FdZ/dZw+fAOPdwWEKjxnh7AASNg//2we5e5TbPP2Pc/7rTneI1AfxhYD4sNGK4vLaUZ0UF6KIWRxQPpq5pFHi1QF4A2mvoPV9/JA8Eb77xrPpcfuO6cEfoarq+N1K8CVoVebx+v+txs1IMqBqDfafDTptU1ElnVZ/B6fahNa9MqTFt8XscS6XzQjwC6Auq113ksLV/0vKNN2H4jseNkYmWP+iXa3U3duuu6z6N+KZtl+HKNAwLd8fgT1r+0pSsuLWse0MSIs73aFrA2ksEi6yPdPYzzhNEuIvn3BE1w0BZh+36kazLvabntpE6kvskWmMK3bCGhdgc0CPPAUwqdGuPNYToxgGMQS5aw9DqDHumwEeBlkAt4wWA1sw9AI/khrZYD6EQyQAEAlaABcBD+GCkEEtDQZfkLbue+B8EStyzcJwwhQkUBT8guBxMC4APwqkuXLhaICrddcJkbFAeXue8OdOI35RFm5zRsYB/BIoKB0lzP2K4cBoJcU+GsliakIpk7Zu6hgEMwrmB5wU7CYIlRB0KTojFXXrh1HUjIfwBQsTD6EBhpAEavSioEAIkkApwX9HkAhwGMAQmcmDkDZRhbnEfH5AJoAqR07C/AJ8qinrQbdN4ANTJ7mB2sNQS1CTOG+QYYl5GMa8eFkKZmvTOaX2LtC/qb1spaD3MzHGgX6/0lVl7MgSceHM9uerP5S+j0P7/8nNi+E/1v7+/7LCDkVmKmeYkG6QwcBkkw0Gak0gy2MwZIDHy2qyPqrc4cZgVMH4Su85+ZzwIFPFwziLWDBoEkzLYDOmEMYA797x/7fbfQcQbkLygGtaqYAp/rwau+GDXsF7CKwfKjAiTKCZHnQf46AReEnAEURBogUXAFDeJflFgfrKUsWZWFgE+VxycDGi5A+5++B/9jsB6c7Ubk+C+9+GTgRngcTJD1ir/GYKdcohtd8QsL8NP8KZ/B4lqmdR7XwPQ4ARJdW7U0X6uzr1b2Uput7vaevcxAAWrFCxU0J2c/0XS4pYVYTv0FRrUwF2vZohdfsAOd33//w2ZTwrfNNGAa2/tR01Ex5PsEYgDAwAK6RwOm+1o0V/a5YuaDZZ8dBjzd17SJpVFy3Bxz8MVxxv2O+y+LmEyIyrt1AFISs19//00Mrq/MKp2vlfrkpnOuzn2R884398TPwAHMHJDfYEOcmSe36Sw9quK6URHCCPuhh6jItAX2te7rrea6GtXt8p/FVMJOPelke86Wr19n22JH0YZvFvBSX5pXADyEswBoocVV6Nz85hmBlhedf4Et48PnRpt5GvSzzzfefc8OhqsK2BsghsuQV1+zA9kOzW421QXqYeHqYv9I5I1jwHb9ssc0FpACw+zmHg+ZiRpUcu30aH27BYbQEeJaqaGwrtBrhW1e00MazCvYObXuutsOiEcrxNMZoNMTCl2AjYjt+XWfZZ+dnutkAQH7LQMQHa5FY5+37fqajp3sejwswMzrrcFws/gwsqGajZsgOjRMK84V4bU5Tj7F1K5YwYIFgLyEJQE6wYCcsWC+Wae2nhTrKbHjgC2HAUzUrFBO4aIzzJcS0+8rYDU5/cSOn3b/x6/st5t0LsL5D3bRUoGv7z0z0rImK2j2lfThJ3CN69Pp8HAeAReSYj3BVgR0mqDrEH/UrVxJmShzmIUrV1kG0iSxHGmT96tdVbm9temuARgAPef86U4dzcsCjQA0ABxWb/xKQHpu88DTQ0xPze5y7sP1pfSHsNRcGODNV9a1voRJE039g4DJIbHXMI6DPi5SXztP/gpn4a43JigAWrG3NaOOwRii/Qev17pVKodti7CPet91Z9jzcaKYp19qFrhJ9x52IuJlAZWNdQ2Eu1YTO85NYvd9oJn+QvnPtXUdr/NH/ejLMdo7wCwag310rxkjcPFKDZKcHhZ+JnNlOIPdC+gEmF6yiMKRBZBhAIuR/JtPEyqELdM/cx7/lGZf6aIXhe2b6LtjYdl1v86qbKoHf91jspx0ijklIDQci/JTu4z50nRhcElq6qP9IJdax4oWB0wRwCdCI5wWT2rtLzXKRXuKAS0AQFCoOjX2ldIyi2vy01nwu1vmP4/cA4RvwkbiBXgBcJNaVluTQLwAQ7DUYlhwDC10/+YFK5H9hAtTSq3jTEm5hAEGWZOhIvSubFhLsFV+UCQCYYqASgCW+NaFWbp1j6VPwDo00+jTENGH8ebNeyAxDwTDDRNbL7X/iznwlFBhhYylxKprxqCrHr7PznuGKVEoDmDiwRzWRH7dQGCRvKzBMTPHb0prAK0jZvwXacB1eelSdnb/U4XzPPfwQ6ZG/ECeEBRmstFGatSlq8IJGhnC6zAGMD/t2WsHP3co7ISBDuFZW77/zmZeOl1AFB36LqH070t0vLB0hLbv2mUuUTzxE/fcLbBjo1giUxI95MolSyT6f7R/rt3ytQ3vWbhqpQW72A5w5ko9AJPlrlaFCgki6fxXUYwHAJcWorgWFl1xiGZDimv2e5mAvKwCd7Cxj/U2HZXl6x0NSgFmxkyeage+L8+ZbU7PncdmSGNA8406OULJ+ggE2CJWQf74mPc8ugG6bHnoxTzz2uvmIgE66zRI+06MK6f/xL5iLb69QA+W6DzRBmA4AUA2FV23loCLUCAw5yknWzCSegC+FNKAlDAjGAYtFJIJ62TKUwPMwhUrJTje3NxQs4YFaggHChpZELEfBd7AuICRs333LuubJWKIzR7ytAV2YPcQEgoj6stNmy2rp6IeLgFbqgnURI8KJlp9ZV14W3TtvhMmmomz55get98Wti7sEzYDzKLGYl2FGg8iAGew92pWrChAcL8Nidq1Ny6cMBhaFulagSVURZoGhIr11wwljBTYMdQPtgvXYZvrrrWAR57Tcpkqal8uvMvVZ5wYYrQ7wJT7Bw5SGReZjfItgBz1yyPxc0KJCE8i69fVVS6z/oLJOF8DcgCXlzVYuF9UdeoC0HVbw2ssEw1w88uNm8xJApIJ9YNpFs4II410HDDPsHoCHzimeUuW2fYLEJ2cfuLxu++y5QT9mth+6c/w33cKzyVcN+g3MrzxH2DYnIWLdG1vsEBb95HPGFhoAOWh5sIit/2w3cBscn1dTtHrc+rhjHZCKNc8sTPx6Z59v9kixvXqaejTAEHpGwDWe48eY2YvUmy8ZkauV7ufOu+DsH0pzE3OXahFqn/oeu431+IOMc8wmIVX6HqgjHB9rdsm9JO+KPR6A0CZrLBD/Puk2m97aYLsVt+OBa/Xnbp2I7VF1g13PCULFTZfCFAFwLqn8Y32en9vydKI1yrlhDtOdPPWC9i+ROX9KoYq7FM00+iTmFAAnO12WyuFQy6wrEyuwccFJo3r2dP27bSTfdouGALLvrBt23fYc004OiA4ExJ11Be8JRAukn85n/TbtL1gxspwfRMhy0FQLW6vR/Ze5OHeVrcnh8I6M5oRvkO4DqK9iPOG6r9ktOMJV9/8uj8h0At7YJBYCmi/EAKE5g2hQel14AezCaCMECTOEcwJ6upYIeGONT0sQxgbLSJCi5xIdnqoV2arQ2qCTkFfpRbgFNyH++6YVO53ZvmE7cSLvshbnAfG8iwwbpxlCk6cODHDgI3+/HkP4IFUA56cDtGRuvkaPdzs0mCBsCwesgF4GOwyoEULBpYJouAASLUFtEwUcNJfg/aq0mj6WFpMj4uN4US2GVjByKl2R1tpltSKSzWvVKqEqNwlJgyDTYSz0fUAWLpZ/2FozcD+aSNl/PueGmheevMtu7yZ/h8EW0C/YUQx+CtW8EKzTTPKqWUM0D/8bLkYRMusJovbT2WxHGqJWltLulOAcZHsITFMOunBkdCQIhecb5rIbwjvFRTw8uwjD1sWzwgBU3M1OPlJbJmBGrDUUJnvCtBhcPeURDkZrJcRy6uNZuF7PTNKgNS/GcEWCzx4UmFLs8WSqXxJSYFaa+z66IoEQadI9Uvu8u8F+gE2AYYwEMTqiRFwpRgfNdUeHJMttNzzzjrbsj3ccgZZUwU0tRTji/A5DBYLAuEYrA9CF122Q7tQbyyDJUKoHOF6tMFaGtz11gB6YMcOdtCL/lYB0YoROH9MLDwG/vcrNK2Z2i4slavFkoIV0+tZWGjHC3ypYlrqwRPGz1diHWDh6jJv2VIBWZfb/0PfyDRH23xE54drB7BiiH7nzZXbrmqZEgIjsFNPPinstXJZ6VI2TGy6UlO31OCiW6tbrZg9AuyIsgNMdBJgyzXZTuFcz3R/0NSpUNGW6d74j+uJgTPXy4MqA/CKuj8sumf34SPN/fsHWZ+QOKCVQCUGvUNEvYYNhV5RHQGpJBYgPA32x70CobDLBdS98OYcq30DMzKSIXIP2yvccQzWObpP5bV9oq/dHEC7j0AkQMTk9BP0D1jQr4nt9ynNtrZX22oqejSso0ul03BZqUvMNQplATAFCCGEa7mAh9Fah2On/nfqmgtnAF7DH+xi/Tlc7MuKArdLFS4iFuYVZtaihabUzc3sZjCUXn7icUPYLawuwHvsCoHyCHxz/gDfAPgGyTewjyK1D/o7QnJDLVz9Q9cJ/i6iaw+A5W61Idis3QW0nK/rJVxfG9zOfefaxEKvt0qXlLD+A3Ti3gEgP0sAZej1CoOI0NtwbZFywx0PwDRhsW01aYEBHALQYeGuVfqNcMe5T8zRU/Uf4Z2ca9oc4FIZAbSAsM3VDxCCh47fKxJZJkyurZik13d90LyjPoPrGpCWvj/UCuY/x7bHsi1a2rq+ovN+6NA/Bt0uQNpw/kUXrqNCcWkvXAuXaH+NBd53Hzb8P33TcoUMo2kXK8t5SSmTRQOLjGYAGs7QQsmMwBMDZ14wKggXQssGvRhCe/r372/DlWB2EFoEQMWAPq0GiIBLZP7C9zAi0DlB/4bfhOXAeEYHB1FahJ1Ha7IsGDrkzl16+4Tp5NlO6e2s+Pp4DyTPA+h3oUcFIzYYzrhAz8RMVByJEVKHLhJ9HCF2iLV78x7IaB44TqEv/526jsFR/C1Q6FAEEdaUFA/bgwH15AH9zbnxbJvQ8voJAYY1woAD1gaDmkcUOsKAetJ775mtYgcwqLpSbId6lSrbzVk27cMPBJpcYl8MvBj08elCCwgHQRDX/Q7dL7PGrJ8ahgYVxoNdSYE5MMJqSJupmAYm0diD0jmARfGoQpWeVbghHWFvfWeQQpmISBNa4expxVmjg9RCTAuMARwAHmE8GBo1De+9z7w35jnLbHpLHeJ9/QdYnauT5CMGuDCvWgpQAAiKlTl2E4ATIYQIGjcQAHS1GEPR+oIwptBz6M4dWkX3PTXIwEpCmBw2ThW1iVBtpZGTJtuwSASvAUyyy4dY8Du/ATJhQ7FPBuzB/f6kh+XTBUbBJHv9nXctgAarDoHo5mJfLVixPGxdEOYGlKiUCIOOQTnsr2CoFunh0ZQJWqRrBWAXLSrHqGEbriWAkeA1AUuCAXrwuFz5ZIUDkHEgB8sdQEP9GBxQnjOYHuyDMNekjPPVWdktLlJongMJw23DNRzpOABtAJooKwhUbhaFOTn9RDi/JrVfwhy/2LTRwF48E0ZhfNgh7Q3hbcI2Ab4B2Rt26mx1oILnIvRYra6brkkE23/78w8bNkWb5PiYCQ0ysoLbunYfXBb8Hq59AD7CrAzX/4bWP1hWuO+ESHPNXHNFtcPOe1J9rSsr0vWGr9AF5F4xSVl7Il2vlBOuLbryQ48HfxHS4M4Fv7frGlijMM3E+o1wx0l7J6QaYxIFFt+Gb7apXy9vWYT4INgu6UOYBIDlRL8CiyOHWG3hjPNOvc5T/+jOvbv2WD+cf6nPGrXHtXqoBWBrff11mnjJHrZvcv1duH0nd1k23c+y6BrIaIbYqTOy8rg0725ZZvgkRO0pMaHRpyEtuzMyx32h+xAaM4R8EMYGCISOBiEwhNGg20FYDBosMBbQ1EGTBVFZ2i4vdJdYl2uK8CdeZKlCkJksaGi9EOqHr8kIBsDEgI71eXTl2YVtCL1B34UMRmS1Itse3905QksHthNixt68B7wHvAdi6QH6NUBvwt7o8xB9RzCfPg5tndv0zAT7f+rUqVZknuf8ipqoRuuK/i8po69DRB6NMtinL2pSF800b94DGdEDqQY8HVSI2kE9IKSGMRg45cSTDhOlDd0PDCF0j/LkymFKFCx0WKrw0HUzwm/CW2BwIa4eHIxEW3dmrldqQAsLhyxabwweZGfN5wgwQjh7qwY+EzSz7sAnwuOuvPseM1oi2Ps02DmoGfOLFLrBDLyz+zTjOW/JUiuITdjKb1oP3REeChtpJh8Wz6AYpJt3++MTAA4ggxCp8tLMulw+AQyMpRHKBYOLzv5i6YgVEsU3FFiBeffbH7/bkJtY7ju0rNC65NED/OXK7LjkhYlhM+eFbh/N74x6rdTv0NF0vfUWU1Mz7ZnV3lu6xIx8Y7KZqev1aFlGbR89xPqDQUSigLS4XkOv1XD9xtE6h+l5v1kLXGiyCqTIaOZADeqdWYEnsom1FNupioDwUaNGJXqKuO+TlYzZeDShAKf4xACmAJH4ZGAGOMX9FVYSoBHgOMthV7EeYXFkSANYYjAHA4iBFsspEz0TNHsAtCjLpZmPVEFYWjC0yKDlzXvAeyDjeoDsmhfpvg6gDbBDljL6Cl785hOAmmyDgDSA4bwAePgv1gaDiQQGWxXSDpBOP4YulQtFJuQXUJ7+jskJQHyy+MHQ7KhEOug0JWYA75RP2ehg3aCMs968BzKyB2IeakdK5K86tDeHJMacr35Dk6tU7Cj5ztEuhM79DvdJGAuvzGKIvqbEOrZsYZ5QGNhiofCwl5YqHBE2zIPSeIHltUKp1LE7lfHuq63b7Iw4OjFPPDdG2ld7bKd5UA94N11Z1/RUalmsu0KmyHj3lTpcwB/0Q9AVuuDss6ymSleFV8XaNiShoxWL/aEN01ChnonZuWflMy/OjtN5Smy9lP4XWhcYHmRmPE2zx7GyjHqtEF5aVqGfmdkuUGhoE4U8HU3LiO0DZtA0PfARJoqlxfUaeq0ezXOWsfadKqTrjOWCdFpbgKGzFP7KYC8pAzwiDTavBg0a/Gd1Bl6OqcSMP6BSWhmDU47Fm/eA90DG9QBgDaASCQMAtoncoN8BsOY7wBK/YUECAPEJcxLAGzAI1hEgFJnuYEgCYN0mNlJKrJ2kC2BjkqWP/o16jBkzJkHsG6ZS165dTVNJO7gshmi4AeqvFRkA1miQTerqApMURtQGhdSX0CQ74BN19uY9cKQe+PTTTw0vANCjydCOOfD080fzzYFtm61fflm4IFWApyN1+rG8HZmeRior2dXt77WzAqSQX66O7+QTs5vxfR6zriFkaO+vv5m20r3KleNUhWr9bvqKor7whYkWpJo27wMzRBRPxHyvKHepmSSdB/SbHrnrToXKXGFZQp+pzNNOOdW0ESofDPPKbL6vUvISqw1DSEushHaj8REhLpHEtKPZPjOt0yUQ+pGZjit4LITb8fKWPA+ghYdmkgNoj9b1mrxaH5trH5AYeta8cZpjx6YH0u9RA9YAEjFgS6mlNdgUrC8sqrQEuoL79t+9B7wHYuOBkkqgcqU0Q9+XBihSDejqwXysIDkPAG+ucbRrAZuczht9FyAUjEmW71YIOvp8MJSOFHQC9IJRNVdZgQmlA1giGQCC35sVURLMMPe7JsEKKFIE8J6w5QcffNCwjDoBUs2aNcvMnz/f3CNdYnTy+G/GjBlWSw/ArLu0d6/SZLM374GUegC9Q4BbwFdC5Y+WxRx4OiBatLf06YEyNzUxhMTlEj39ZYkz15SgcLYs/zaBwqKuvtjvyQS9ouVr1yXMUHJEN0h8u4AQ977KqPDUCy/aTEmvD1Sqbs1kYmQQ43UsGFkQF08YH/Mwv2PBd/4YvQdS2wPnnJHP1A8I8PvrNbU9fmTlb58+xez5dJHJcvKppvirU0xW3Zu8pR8POJZQLICno3lUhOgxoEvvxqAAZgQDY8Jw2kib1Jv3gPfAvx4YIm3PefPmWbAH8IhBNLpwHysxUh2xw2vUqJGqiR5IVACwBLAFkNVFWcJhLMG0euSRR/6tqL4Bck1QkhPWg/lEXREbJ9smCRvQqyPUmFBghMO59jkm+lvWa62okrRK1nBYxf2PTOcBmE7cXzA+HfPpaBxoyqexjkat/T6PyAOrJk8yN9Sta8qJtnmWZpiXSMeojLK+OPtOoGHwATNXzhwmnx7YJgh9d3ZJkcI2QwzZA4Ogk/v/WPqMtbbUseQ7f6zeA6npgYolipvblNggaP56DXojfXz/bdVyW5FDf+wzv2+M0wNKHzVLuhY33XRTwkpHk7aeUIlU+IJ+EkwlQlkysjEwZfCX3u2dd96x4TcMDMYrk7A37wHvgf96gEyaI0aMsEwiwB30j0hesFDZawF/pk2blmrXO6FvgE68AI6eeOIJCzwRXhc0+huSMxBivHz5crNkyRLznpJbsd3ZCl9Gc65bt242ZJBEDLCb+B925s3Kft2zZ08POgUd6r9nGg944CnTnMroDoRwu5ef7GvQX6orge731RleJYpn1dtuN/XuaWdKN77J9Bz5jC2MDGgT+j5hurRqpUyAP5hx02eYOm3vNHsVKz1Dqbkd0ym6Pfu1vAe8B7wHvAe8B/71wKH96R8M+Le2h38bNGiQDfnYtm3b4X9kol9pwXharQkwwknQZyETHTousTZCdBAehq2Qng2mk7Pgd7fMf3oPeA/EeeByZbJGXwnGEOB4Uel9otlEqB2C3oTRvfLKK1bYO5Y+K6WoDvYDGF+6dGmb/OCzzz6z/QusylYaL6HbVK1aNZtF02XzdHW4RJq6/I+h+UR9uYd07tzZ/Pzzz+ZuZRtHmNyb90Bm9cC/cVaZ9Qj9cYX1QBV1mLxqVqxkpom2+qdQ9ub1rzbbfthuhrz0klmu1KAXKpsb6cJ3//KzOT3XaeZ3IfhFlNnuyfvuC1umX+g94D3gPeA94D1wrHigSJEimfpQUxt4at++vQ0xQesEYKhMmTJ2tv+ZZ54x1atXj6lv0X8BeEqNzFaxqijZ+7x5D3gPROcB+giiNBDeRqwbsAcdpUWLFln2EAyi6dOnGxhShOHFor+mbyLU70zp29JnNWvWzAqLz5w502bN/Prrr20GUMLqhmqC/grp3z6g7N6E18HOIkyvVq1aNtSO+qHthN155502XBDmFPX15j2QWT3ggafMemajPK6KJUsYXs5KFC5svtmx3axcv95sVyeZTylI8+bOY3748UdTXVnE7mjUyOSMYUY1t1//6T3gPeA94D3gPeA9kH484ICn1Aq1IxSlQ4cOVs/IHTXpxhk8xhJ4ghHBIJFMUQwI06uRbcub94D3QPQeAGxCOJwMcAA5ZLJr3ry5ady4sfnkk08ssP2uEiEhSF5Y45vrr78+qiydkWoAqAWIBfB01lln2RC/cdK9rSWw6PXXX7fg+a233mpBJ+rz8MMPm4kTJ5qXNKEPCws9qAEDBtjQusGDB1txcvZFv0TdANEAr2B/evMeiJUH0pMcgAeeYnVWM0k5p4q2Smgd9qNon7uVIjSbRPPOVvaIHPrPm/eA94D3gPeA94D3QOb3gAOegtqPsTrqr776yuqdIKIdNIAnBmiwA9A+iYWhs8KxEPbizXvAeyBzeQCmYJ8+fSzYQ3gdBvhUtWpV+yJsdfHixWbOnDnmySeftOF5jTSJTra43JpcT45t2bLFsphcBjrA4gICidauXWuBLwCmF154wexXhAiAN6F5S5cuNYUKFbKAOmLkOZREY+TIkTYD3gUXXGDrTR0I0yPrHewtDzwl56z4dTOSB2Ku8ZSnWnWT5aRTrA9yKmuat4zrgTMlLF5CneVF6hg96JRxz6OvufeA94D3gPeA90ByPYD+yMGDBw9LOpLcMiKtj4guTCrKD1oBpR5nv3v37g0uTvF39sU+vXkPeA9kPg+cp6zcsCfRfiK8zgFQHOm50qslGQSA0OOPP27Kli1rxfsBnwB6VqxYEZVD3njjDbseDKpevXpZIGn48OF2f/RjdZW8CeYVWTQPKjEDulMIib/99ttmvaJIfpBWLpkq0YIiyx3AOuVgL774oqE+LCP02Jv3QKw94DIkAnweTQZUzIGnUyS6VmrOu6bk5NkmT8XKsfabL897wHvAe8B7wHvAeyATeCBrztMSjiLrqTkSvmeUL5lZWJxzcMIJJ9g04akRaveL2NSEl8B8ChqDu59++skyE4LLU/qddOfpXVw8eIwMDrx5D3gPRO+B888/3zz00EOmXr16NrwtXGZIdOR69OhhZs+ebUEfss/dJ93a+vXrm379+pl10reNZDA/AcQRAR89erTNVte2bVsLlANqEfZ3sTKF/yhpkqwCuslc17VrV6vv9PHHH1vAiZA/QupIeODExfv27WtZVKtWrTIA7y7tfaR6+OXeA0figUmTJtk2P3fu3CPZPGbbpFqoXVY9UByKWTV9Qd4D3gPeA94D3gPeA5nJA/kaNjJ7160xOcpXMkxaZSRj8PLqq6/a2XTAEmbVM5sd0qw9IW8rV660YSmxOL6NGzfabFSIfcNOIPSEwSIZohDtJU066cRJPw6DAGZAwYIFU7zrjMB4Yha6WLFihtAgmBHevAe8B5LvAcJ1YQ6hFQdYdJtCd0MNzTdEvnnBQAKIAhS6/fbbLeMIthIZ6EqUKGFOO+00G6ZbqVIlU6NGDRs6h5g4ouEAxLfccov5Tdm+0Xhq3bq1DesDgAJIIpkBDCtCilu0aGGBrWAIMezOadOm2b4PwB3Q6pRT4qKGQuvsf3sPpMQDPKOkh/tKqgFPx+li9+Y94D3gPeA94D3gPeA9EM4DuUqVNmc0udkcnwG1dwCdMECCyZMnm06dOoU7xAy9DF0khHsrVoyNbALCucOGDbPhJ/iMMBSEeHkxcGNAhigwTAHC4ho2bGjBpyeeeMJmj0qJMymPtOfly5dPSTGpvu3Rno1O9QP0O/AeSAMPwCoC3CaUDW03+pVIBtAD2M0L+/DDD21mvI8++siG0bE97E/AKsChb7/91oJF55xzjtWSuuyyywxhTPRp7A+gC9CJfo2sduhA0e+4sGL2A1jF+uy7e/fuVnycMgizg5XlzXsgs3og1YAnwcyZ1Wf+uLwHvAe8B7wHvAe8B2LhAQmwZkRjgMBsdWa2WImLkwnq0UcftRonhLMg/OsMAI8sT+iyMLi7++677V8M8sgKhWYKoShkqALcOxL2E+EzhNpdlMFYdc5H/tN7wHsg+R5o0KCBBbTpX9CAgrEUjdWsWdPwwgh727p1q82IuWvXLtuPEB7MhANAEqLmgFxoR3E/aNasmQWPYDrNEisKJhUC4926dbNsRvpCwvM6d+5sQ42LFCliWZ70fYTZwdY644wzoqmmX8d7IEN6IPWApwzpDl9p7wHvAe8B7wHvAe+BtPLAcVky5iTVScry6oGnpFvJnXfeaUNYCGkhlC6czZ8/3zIC+IQFgC6KM75feumldkD2+eef2wFe9erV3d9RfZL1inAZLy4elbv8St4DmcYDsItgKEULOoUeODp0AEe8nDHpQJhdPmX7hgE1atQo95d5+OGHLfB0zz33mB4KIYYNBdsKQH3IkCF2G7SdYHESor1582arDQWzlPUAorx5D2RmD6TKE9/elSvMfqn3e/Me8B7wHvAe8B7wHvAeiOiB41LlMSTi7mL1x7GQeSgljCfCVACIPv30U9O7d28zduzYsK7/+uuv7eCrTp06lpVAmEuo1a5d27zzzjs27I8sVOhA/e9//wtdLdHfGUHjKdED8H96D3gPHJEHgkD2ERUQshF9FUD2pk2bDOLkhMshZE72umuuucaceeaZFnxCDwpdHQAnWFNoPAE0TZkyxYwbN84ynNCyGzRokBU896BTiKP9z0zpgZg/8X3dt4/Z0uU+s+6Wm8yf33+XKZ3mD8p7wHvAe8B7wHvAeyAGHsigYfkwnjK7HQnwtGzZMisezox/oUKFrFYKWieRDEFess0R2tK+fXtDpsA9e/b8Z3XC5AjLI2PVnDlzTNOmTW1Wqf+sGGEBoXae8RTBOX6x94D3QNQeQPOJMD6ApcKFC1utOnTpxowZYwCl7rrrLgOgft1115m1a9eaKlWqmC+//NJ88MEHVoy8Z8+elkFFGJ4374G08gAAKIL5sJCPpsUcePprx/aE4/l908aE7/6L94D3gPeA94D3gPeA94DzwI4ZU81Xne83Py2Y7xZlmM9jifEEWyicke2OMBMyOL388suGlOKElDDzT3YnWACEqiRmq1evNjCaEOAtV66cYV9Lly4NuwlgH5oq6KigsUIadEJeALkIx1u8eHHY7ViYUYAnBqpDhw61TLGIB+P/8B7wHjiqHqAfIiwYHTpC5CpUqGD7OgTCAcVhPv3111+mSZMm9nom+92CBQtsdjt06sjW6c17IC09wH0FzTLYw9xnjpbFXOPpj7WrE47l+GNgRjDhYP0X7wHvAe8B7wHvAe+BqDwAI/qXxQvtuttH/WhOr14jqu3Sy0oMMMhchBFOkRnt+++/tzpWpCQPNWb3J0yYYH755Rf7V7t27Sy4g6YK4XAI5SZl+/btMytWrLChKKxLljtCWACsrrzyyoibkzUK1gEzuOil8B29LUTL2S8P1oj1Bm3nzp2GsBYAsfRsDFoZHADYffHFF+m5qr5u3gPHvAcAtGE7hRqgOH0SGesA58noCWuTMDwSLZx11lmhm/jf3gNp5gHuMUfL/vs0EcOanJDn9BiWlr6L+ieZegPp+2h87VLDA76NpIZX06bMWJy7WJSRNkfr9+I9kPoeOCRtDGd/7/7Rfc0wnwAYhFV07NjR3HTTTRmm3smpKOK5sIxCGU9om5Apqlq1amb9+vX29eyzz5rcuXPbdaMBnagHmeoOHTpkU467et14441m48ak2fKwDP74/XcbsvKDNEUJzyO8BZFelxbdlXncccdZcBBmVno3NyDgE30sb94D3gMZ0wOwYocPH27Igjdr1iwLOAGUlyxZMmMekK+190AMPBBzxlMM6pRkESvWrTcHDh00Bc85x5yZJ4/ZpRm3TZqZO94cZyqVLJHk9l/rIeWefv8i1NXLXWp6aAbtSO1P6RM06tLVnKGZuhf6PGaO10OOt/Ae+PyrjeaPvw7YP7Mcd7wpWuACk0vCfKF24O+/zYoNG+zi0oqhPlmplUNtj2ZLv9r2jdmxe5c5/+xzzEXnnxd2vdDt+P3VN9+YnyIgvmWUVeIkpUKNpa3VA3GLR3qaNor5vrdJ+huk/LF/v/lcgwkse5as5ryzzjRnaBDhzZhYnLuM0kcc/Ocf8+Wmzeb7nT+aC8XoKHrBBSZLGLbD0WwXHy5fbgZMfMH014ximYtSLwNMv4kTzadffGlmDh6Uaof7s/qgDeqLSop6n0MPqdjvuhZX61osIhZNXt1TorHP1q4zf/9zyN4Dz9bA++x8Z5hsgfCoH3/+2WyJkPCjkM5zvqNwre8PaEBmOem/94BojvtorlO+fHkrEHs065Da+46k8YRwOIOnp556KqEKCOcWLVrUCuUmLEziy9SpU22ICowlZ6QSJ0Tls88+s5nu3PLQz4ULF5pff/vNrIxnnbn/AcCoG2DUOXpGdAYzAS0pb94D3gPeA2ntgTJlyqT1Lv3+vAfSpQcyJPDURmkoGSi3vPpq0/OONuZl6QmMnjrNOnjD1ClJOvpUzeBddVkVu96zU6aaiy8sEHabQxqEFb+piWkk0cv+97YPuw4L9+shCTBrr4AQtjk+8MAfcaNj9I9eimtev3XrYUdfQ7oOnVo0NxdrkOtssSjmd/V90v4c+kBnc7VSkgZt2gcfmh7PPBNcZM7SgOv5Rx4WAHX+YcvD/RilrBJvf/xJuL/M3BHDzYWBB9awKyVz4W7NxtJmN333bTK3TJvVv1MYwm2P9j5sZ+eKCjzw3nvNpcXS/yzxYRWP8Y/Ezh0geLNHHjFPShT3xlo1I+45I/QRs6Q/8OiY5207dQdyeelSFuBxwES0x+u2T43PfWI50N/+cWB/ahSfUCZgTWhflfBnjL6s1ExoO02CvN63ryl7cVFb6rc//mivxcEdO5hrxCiJxtpqe/qXoNEmG9WsYSdCPlj2memt0KhwllTbDbdNLJYFGU/ZLywUiyJ9GTH2AGwkLDTU7mddG78J9Ak1wDiy0k2fPt3+f77uxbCl2H7NmjWmdOnS9ju/YQHMmzfPCvEivAtbiaxOlIGR+elvTUARfgdjiX3CwOI728+fP9/kzZvXEELHcmcAV+hFIVIeBJ6ohxcXd17yn94D3gPeA94D3gNp74GYAk8HwzyIpOYhzZewZU/t4KMVK5O1G5gcHSVOiQE8RTKXrNfN+kVaL7dE4z4eN9bqGwRnmSOtf6wvL37hhaa3VPUP6qF24aqV9hzs+Omnw5gFHy1fYdlLOcWG+mjlqsOAp0+/XGNBJ8ChR++60xTQg+knn682ozR7ekoydMVgUU1UrHWonaMH11jbFWXLmndHjjTnnJE31kXHtLz2NzU25UuUMOu2fG2eevFFC6qkBhAX00qncmGJnTvXRyRVhfTeR/yta7Hr8BH2mntJopln5z3dzP5ooXlPmignZMuWcHjRHm/CBv5LmnkAAP/ORo3M1u3bbV/4kIB5uLc3BADREQ92MWfmPjwE/twz/x20p1ll/Y4yhAd49iFd+JYtWyxo5Cp9++23W32lUFYSQBKpxV/UvQPtJoAhACrAIlhMJ+qe+z/JEgACERqHPtREMQtfeukl87sA5Zx6lsJgK6GLMnPmTJuWnO0BodBtctujn0Jq8s8//9zUrVvXVc3qOLFPsvc4A+QidM0DT84j/tN7wHvAe8B7wHsg7T0QU+Apa/xDA4cBdf6k/KknuMlM/McCG77QgwehMO43+962fYcZoOwqTa6sa2oo0wn26tx3zCJRsod1ecBkE+U6KXvomVGGMAhsoQCudv0HJGwy4P77bFjEV99+a4a+8mrCchg3vdrekfA72i/vLvnUTHpvntmjh6Um0oz4VQ9g32nWu7dAFazD4MGmxIUFzZ03NLK/lwh4eUHphO9vdnMCS+gXbfusZghXrN9gTtLDWe2KFU2L+lfbcAvnDza+Qv644JyzzUtz3tRDXDbTvN5V5mKFu3UfMdKUK1ZMoWDX2n3w9uWWzWbUpCmH+THhzxR8yZ0zhykdHyJTTmya5QoTWSqFfWbsXUjdPKVkrlupkjlFD6ozxMR4/J67Tdb4kJ8RSr+MjX+0lzlHD7YYbJPralRPWMcuTOLtRPnJ1SPcqtH4nTCZSe++p5C/bTZ0j/pfKubCQ3owx96WhgUDeGf4/2a1y6Dt3rtXfp5sViq08HSF1tQXuys4WOw1erQpcE5+G/43a+FHprBCcJroQfsSpaqOtV0gEO8yPbDzKiMhxOZi8wDOPqU2j63XcY6bOcse79nyfZO6dUyt+Blq/kfH6E2FQMxd/KmBRVX4vHNNHbXFIGONdjV2xkzz9fc/6LjONrc1uCaB7UH5w1973e77XYEejWrUMNt/2m1Wql13EFhcsURx49o/YYtTlJ52va7/sgrx6NC82WFhm28uWmRmyfc7NVNesnAhhTg2saG51BNLybkjvPfR58aY3Xvj0n6P0wBpXnwmpmA/EE0f8ffBg9Yf9E//mP/J96VM20bXG9onRt+1SgOnRmrjL8yeYwdejevUkt8rxCwM7lexNbFaFcpbH/O9nUDIuxvfaBkz0R4v2723dImZOu9Ds333bnv+75EWC20Wi/bc2ZWTeNuq9jNJGWW++3Gn+q6LTXvp7ABUY4TR3qswoGyEjUrMs0G1qqZC8eKHhZ9F01ZDq9Dn+bHmTw2g+7VvF/pXqvzmXhBt33w6WcHkB151KlU0Ne68ywzUgP5a9YvOihW40PrD/faf3gOJeQDGU3aFnYdqI6GjVEN9c9u2bW02O5hFAEvdunWz4XYXiL1cVpMtN9xwgymm5wrKOah+jk/AJrRPENhFPJtseCz/Vs9TMJf4Pl9sJoCnrl27WkFetz1lAFBlExjOskd0f+rSpYvp0KGDFQ1HM4rv9evXt4Lj7tgIAYQJ5YEn5xH/6T3gPeA94D1wLHmAzIrhmMpp7YOkEZhk1qjgwOHm57ffNDmrXiHw6aRkbh396gWk6bNNA44hr7xi8ij7R3FpZABEYb/9+bsBuKgaiKldv/VruwyWTTTAE4O+E7PHDfwoE5AmwTT7hqHllC1bnAthXaE3lVxbpNm6+56K0xABlOgpkIGBa9YAy2DuJ4vNP4f+SSh61y8/22NpKWAJY+DauHsP892OHQKRCljNK/RJGBR3adnSznpT/wViEREKuE0z4mgr8ZtwsyUvTDS/6WEOhsvN9a60YA/lvivwAD921IA+Ne3g//6xgBMPk9gmpUmGAQWYeNKJ2c2rylCzZtNmCxJR/8/WrTO1lbrUgU6ubg6Ycr9T+pmU33fqAfrmHg9ZwOwS6VAVkcYUM7O5To2btWX/xx0f10YO/PW3+VCaFZzboP2lWdymDz1szx0MLkBOXui83BJ/fheobfHCJ4S9TXrvfTNn4SKzZOKEw9gowXJj8Z0BLOy05fFaW4Q3Xdf5AVt0eQ0mOB5ehDfCCsKGvPqqGTNtuv1eUQN9QnyoK8d5XfXq9tze2LWb/Z+2io95TXlqgAXSAFBpc4AWAL99xo41MDk45+NnzbKgyM6ff7LrbNBAJZvASMIuXpk71wKlk/r1s2VPVSgmjA8Mv+Kz95csNe8/O8q275Seu+O0T66p7Fnj2mx2tV3XR7hP9h1NH/HwqGfNTIGrgJb0O4SzrROYNqp7nJ/Wqe/i/yUKR4GtuVnXx3zpHE0e0N+UUruLhQFacK45V5cWvdjcVKe2bVtOry7a4yVcD+YURhuhPF4wQtEriubcRXs8gCr0ueixTRQghy7SawrDxv7U9ZPz5FPMPrEipoiFwYs+Y2S3B+05YZ2k2irrBI22STtzYdrB/1LrO0DakfTN6OY1v6qeBTQBDb15DxyJB2A88QoVF6esV/TsBfOpVq1ahgdaAKXatWubC9WPwJJapz67V69epr1CPlnussyxLgZbqq2AK8LxMLZzBkg0btw4C1BdFhJmzzpkwwOYInTvvPPOsxmjyCLF/ZdseI8//rgrKuETjadogCdC9ADOvHkPeA94D3gPeA9kFg+0adPGDB061E4GVa5c+agdVhxqEsPd57q0nOGF7f9sWQxL/m9RdTQ7z4CjsR5qeOCIpcFcQmgXYKaaBtWO8RHcB7P4wx6IG4gjLo6AcNCGi5kzU4OucFa3YgXTvVUr89Kbb9m/3xo+zCDyiuh1w06dDfo60dq7ynwC6ER5t1/b0BA207r3Y+b56TMEGjWX8PZZZmjnzua6B7rYAavTTAIgGKyHx60/bLeAE6yjeWKZXCuAAHt/6TJbj2g0k6KtK+vt+OlnywSCOv/JF1/agTaDQhem+PGqz21xFRTy5US+PxZABzvpZ7GDMMSvMQCaLRKWd0bY3QQBFEn5nfXR3Zkwa7bb1JyqWVgG3NEa+i+wtFpcdVVEpttVlasYXr9pAFz+llv/UzShTJw7yni4TWt7fFXvaGue1nlxwBMbATq9OWyoZY689s67Vq+F81VVD96paQXPzW+BA9oUbBsMcIdzsVdgZcVbW5lX3p5rgScGuLQpwLWpA58yeQVm/KTz9dy0aZZpx7Yvx7f3IZ06mvpVq5r5CsdAy2vi7NlmsLJDOWupGesDOj+PKQMIYEHDjp0sGOX+57NMkcJ2G8DIB5U5BIADNlVpPUBaAABAAElEQVTJgoVsqBHrfPDcaIPYMv7kenhT68DSSum549i4ppYLJIIVRn3DaTwl1Uf8IIANUAnQ55UnHrcgWps+j1tgbbPaNX2Cs3Zi9DRV3V0f8YEAulgBT+yjj1iFHZ8eYsG+kZMm2TbtmGrRHu8wMfcA0BYJaIKt+IkYDberL4L1R9/kLNK5271nr3l83Hi32mGfuSVAPEVgmzPYWbQZmEuAd9PEfiN5AW3zXDEnnnuoh12Vtkv7eGvRx+bbHT+aC9QfRtNW3X7cJ8wz7LJSsb/m2ilDGCwQjBCioDEZcCR9M5Mz2I5duxOKu1bAsWPSsXDG4EFHNGGSUGAKvmQLTNTkrPovKysFRabppt8JAOYhDvCjYcOG5rQoheDTtJIp3BmsIgxwP5xNmDDBLkbX6f777zcFNQFIanGAH8LlSuge/qomI9BwuueeexLAJ/ScvtGzzi233BKuWMt8Avx57bXXTBMxVYO2ePFi85y0InNqwhFQi/IpZ5L6LLLZwZIKNZ4PAc8AxCLZkCFD7PnkfzIVdurUKdKqqbochhigHXZuPFM0VXfoC/ce8B7wHvAeyPQe4J52tO5rQefGHHgKFp7a36uLCfG+GBW1BeIQppTerJAeGqoHWFfB+l10XtwsHwNgBupugAnIE8qKCW4X7vsWhZxgZIKb/P48+/3keLYZAywG3kGrqIwvGKF4hKCQjY9wOwaMb4gZAvDEgBhmxV3x4X3B7VP6nXI7Dn46oRhYPE+0uyfhN4wXWCqO0QSb6APNjhL642ZNYTRgZOC6NaDTBPsmGr+zLaBRf4VkOsPvyQGeCE3EZ7AgYFvA0KpbuZIFPlyZSX3iC4zQGLKHwWiB+faRABkYP7D5MIBIF65ULH5m+Pudu+x/qfnGoN7Zhm+/sccL8MELo15klMQ2x7fDhldUs6ATy2DSuLBDflMGVj0+PO/yUqXs73Vfb7Wf7i1bluPN/vh9A0iGG/i4ED/8Vl3gMMDTNoGohfKfa8E82lV+hQNidSpWssDT5vhMWrE4d66uKfncqsEZVrN8OetbvtcSCAvD6+sfDgeeapSLCxt2QPA2AZaxNEI3ZwwaaF5UGO7YGQKtdY0uETDsQn6T2hfAOyAq1ysgD0ZoDAbLMmiRzh1hwJH6zFNPPpxB68qAlVVN1x7A0zc7tlvgCbBpzeYtZqkGvDAo//gzrr/4ftdOCzxF01ZdfQFWV2xYb9sXAGGjQOiaWyeln6UkqpwvT25bzE8C3+gDnRE2fSR9c/DadWXVUfhyjgAT+cQYZ+90+4nmM0/Fyiar9KayqK8/vXqNaDZJV+uMFjt58uTJ9gWL5/rrr09X9YtFZRzwFI7xFCy/phKwwEyCLYT17NnTspImTpxoRcQ/ABTW5BHgFNmd0HQqpb6fML5Ids0115ixYryizQTIBGgEC2qZro2mTZuaGeqjyGB36623WtAPXSlAm0jGMYSCum5dNKwAEZ2R+vxoPaBzzO+I5Q1o54End0b8Z1IeAAgnXLVKlSpJrer/9x7wHvAeOGoeyNDAEzo0854ZaZ2XFPD0a8gsctDjiFWmhjUQo4NXYoaGB0BJ0M48PY80Sn4LLjrs+774QZRbeODvv+xXmCVO44QF4QAsgIzT48EMGAm8nDXTzDr6PTCgGPhitSpUdH/H7BNGwqD7O5h9+/80MMWON8clACwwgwgpwore2PiwfaKFBPMCWxsPVFx8YQEzQVpPAA69xY7BovE76+GLD8WIcebCitzv0M9Qv+M7mGpTBPYtEFBEZkVencQyu/vGG0I3D/sbsBCDbeXMDbDdfyzPl/s093eafTJwRWQcEBDwZ//+Axasgw0TNNor9ld8O0wslJUyMCdYzWCAQfWBeIDC/hnlW+74tsDqp8W36f0KafwrvixCrZwl+PRA3LUSi3Pnyk7Jp6trjsPqGtcWDsTX1ZWfK5By3C2L9SegBALztzW8xnQYNNi89u67pl2Tm9T+4kCRxPZHGDP2hUDYYHgX/dCpp/zbvlkn0rmDrcYrGguW4Xpw2G/Y4+oLANFpu/SvZIrDHBgTTVu1G+iNcE9n115xRULbdcti8Xm3tHBcVjt0zoLAEwylI+mbN2hSA8sv8XDKxO5v2iRdaTydJkD4hFTQqrMHm8pvm9TOncHgyYxGmJ0T807q+JpJg49wN8LgTlVfxeteZUWtIS2oQYMGWeAINlIrMbPJetdc98nErIIA+DHKxAjQhGA5LCcmngC5RowYYcEnGE4IlvcTCxfdKcCqcAbjickLdKjC2YEQtjpA1NEywCZCItLSVq9enbC7Qroe8XdGMxj0MOAaS1OQcMuMaoSwEhKa3DbQvXt3m8XxWACe0tO5htk5W4z9+fPnmyv0fACz81ixI22rx4p//HGG90B4/nT4dTPM0lNOPMnW9UdpwThj5j6cMej9JQLI4zSDVm/cGG7TmCxjUMRAjbAvjIFTKOgEQLJdoVbOEBoOWkEJT2P33HijWTDmucNeoWyn3PED9OD27vuNClnEZn60wGr3sF9EmWNtp2pwS/gf7IFW1zSwIBchOdiSNXHn6UbpRtynWU1ezeIfIhZrxhRDrBqfoY+FlsllmjktW+xi+19y3xjUuZcDQ1wZSfmd9fDvfRrMEQL0yfhxFuwDAHQDXFdWpM9zz8hn/yJECGO7T1fH+QL209G0qfM+sGnrq5YtY6tRtEAB+zlEdM1gO3O6Sog4Y7PEPIp0/Jx3bGM8YwomDMyzggIIkmu/xIddst0XYr5hgGC0Ca7rpUrfDfMFc/49LxDCmtJzR7lokGFrlOTgSAyBdmyZwiadLY8HffPni/OnW56an6HnC2DOsdFI3uAssePNIfCUawbfzxry9GFtBK25oEU6d8F1kvMdRiRWSHovu5UtC9CJPoSMjM8oVBMh+qBF01bd+oDT86QNxnENf+MNGz7q/kurz+T2zQBNMDG5v6CtlV7tuICWYXqt47Fcr1VKeLBTSSKSYjzhIwAmGI7vSfA/aCXFsIb51KJFC3OS7v2wncgyhwB4YgYjiv0OHDjQMpsIaWRA/qNAZFhBt912mwWdKOPNN9+0OlKJlYfGUyjA5NYP6ku5ZdTxWDDOGaGi7lVc2oyEGqbWhGxSPiXEEsZZcg1QEQBtewi7NrnlHO31YQYul4ZjcozQzIVK6oLmWkayjH6uuXbIqEn/U69ePctSzEj+T2ldk9NWj/Rcp7SOfvv054EMzXiK5E5muQkBelF6MtmznWC+1KDQATvo47S8+qqEWWsYMzBshkmPKV/uPFZXhtl+Z5X00MT/HZ9+2mabQsi7prRFCANbumatzT7HuoRFwV6aJlFjjNCpIPvILgzz1uDyyy2Igq7LDRoorfpqgw1XCWo81atc2TIP+unh7e+/D0oUPO6mNFcZXAroWOtWqWyzF6HXtG7bVlOl5CX2gS1XjlNMHTGWGISsVdgJ2b0w6niONFAqlyxxWI0I90MQ+HX5iONBd8iBb8EV8QXaVx8LaHEMpOD/yfneSg88Lyi0Z4QGdDDYFq1YZTfv0fr2hJAQmD8wL9ADaqgZBbL5va8MYvgM3ZjiAkS+kdB8rC0pv3O+P1SoJwARgOFGhZGhxcS5c+ypOXoY+EvnzOl/Abjg/+wSpoaZRWgeTK0nFEKwTWFCgJz4vrluYuF8n9Qxlm3R0pyv/c+UdsuR2DsSlN8ouvZazfgi1s9gm6xkWMv6V5np0vJoIwFnss3BXCOEqXTRiyyIyHWHEDjC13Xvvc801sx0Pum4wH5poWsOYKKRliEmzrlrXKe2mbXgI1t2o+pX2M/kvD2t7Hc/CzQmGyQsLOpa7uI4AJL9oenUpFt3U1HtHC04zAlDc02k9NxRHlkAMQb5xys8sHiBC81ezfi3Uh9CG0iqjygioITQNBguZFHMqoEWIYP4skShgrbs5Lwd6fn/VMDvgBdeNFeqrzkv3xnm2527zMtvvWV3XTQgtJvU8aJDRVtuqmQH+Jrw0F2/7DE31K51WMbBxM5dtMdLpkMArBlqQ4SmEupaQhozXIsAYAD0ZAz9dd8ftn+hXPqtU086WVkTiyTZVl09XMhvV+nIoDn2tDKZ9m13+Kzmkfrd7SOpz2j65jW6Zke8MUkhr9/Z46TMR+5ok9AX8fslndPcOeLCd/mNVVcIJ5MAR8OO0zXjLf16gHAvAJhogCeOooDuxU9wf2jU6D8HBRsJcOq6eBC4devWVgsqEjsFphPhdWsFyjOgJpQIQIRseUEjyx0hfqFaUMF1YDzxAkxhsAgIFTRYU4BPQebaRt2LL1Jm12PFpmnCDN+SGRCQEN2scrqfY4CPMDsAEUN9F84/rE/2JEIkc+v5aP369TYzotsWxgrtKo+eD86Ov4fu0YTBT/ETrIBHm+MncxiwYi6Mk9+Uz7nMH6+BSNsAVISBAfMt1GCwAUwFszMSlgYQmjd+8oe2xjEidk+im3B1DC039Df1p+7ovQXDJGlz1B8hfI7rTE3ScezO2Dc+ckL7bnm0n+PHjzfVqlVLNNQ0WBbhq7RvskhSJwymIqAux049qA/+dckAgtsHvx+r5xofABDiNzJz0taxpPxIu6UNsB7ZNmmDGL6nj+ITrTw08GhDSfmf9bjG9upZiHZWQH1w0NiP68sck5F9wACFlUp7ZX9cD+wrKa3CSG2VSQH2Q/h0YT3TOnmMxK5r+oNI10zwGCJ93ypW927JwuA3fMV1hSXmY/5369Ev8J06J9a/sA39C+vDAua8ub6M/xLrHyPVke2OVTv87ptCL+xXp/3diKHm0O/7zLn3djRZUlhepM1hqITacSELetx2q3n65VctoIQ4uBuIDpCmD6nqHbulm8SRB0obYNTkKbYEHsCDwNOjd7Y13ZSliQELL+zMvHks8PTqO3MTltk/9NYjPpMWg/FogKdmyjxEWncG9IS3AXQxSx0MPWpe///snQd8FcUWxocO0ruABURRsWEDKyAWrFhQRMGCz66IIoIgAqIgir1XRH2CDXvjYQNEURAUFKWIFAVRqvT+zn+SuWw2u3tvkpvk3uScXzbbpn4zs3fn23POnGL++OcfO3mG1MBheD/xL8FX/dbiKwdfJyMG3WUGvzDc+lZx/lXwFQTxxOp1OFd2QhlPOfqobMQT9zHpuPmhh23QU4UUCxLM2pjk55Z0KllyR8/ABw/O4Vl16hsh+EaLo3R883j9kLBiGIQGK6QxqdxbfhTfFl80d8oE1+scnMlm1YqVgooceM31gcCbcjEe7mjKPSTOT70CiXDH1VfFLt3+1NNWo8ddwEkwG/hBPKGNgKlg78cejzmap21u6nShixK69/d5iDC0hxo1yLn2kMsEAoSNFecgHq8XbS5wRTCBer7f7WbwsBcs0QLZgvQS0wk3cR3S9XoZTy+bUeLTw4tN68MONfvIC2Nr6ZM4wce3llv97kYx0WibuXKRTA9smvyQOPLOXgj4x+IC9GvqTBkfEkf/zhk9ZNmyVf9avz9o7HB/0HXXmgayWhKC/x9v+biW07YjDppB+BV7UMgIt1AA188UP0Dkmcgz4gGZTPUSk2EIOQQs7xfn687Zvr+dbSD558cnL+2/k2iJ1qxaxfp2Ak+EZ82d116dxUdcvPryPENolyffHGWP+XewEIKQPU6i2s6FCdvTNxAWb3BCX+0mq2+CSUkh71gc4mEhJlkxlHbo+5/LTPcHH7LPmcpi9kdZ4vVVl7bbnyeO3f/78cc2jfNOOCFWn7zgHta25Onq6fKP92zGXyAb7QbpBwnIs9IrkPx+gRx249d/L9/PM1eFzPd8NINcIYCPJ1603SQiXiI9e/Y0l19+eWgwJjq8sF8q2kpMYHpJeByTDxgwIIu/J8zq8HPEpJgJARPgHj16BKbL6naQB1H+nYjIZASCiQmEd9LgEj1APnx5iSeIkdNOO83dLhZ72vkYeS+BvEGbAeLpVXnO9urVy9af6ziPDyMLHUj4P8MfF2TjTPG/yoSUuBMmTLAEUHvRzucacoI8SwmPltM9ssgCMnjwYPOILAiBfCbvhrRdu3bt7GQd8tH548KJPT6+8Mf1nXyMRG677TZz5ZVX2mP+cQ9SDYE4w0yTifYD8gEVwgo/bQhh+vTpYwkXfIEFldGtvGwjBPwjDYhXBA096tCwYUOzXD76svoj5BCaSQiafJClTLzpZxAACPG8pJW9GPEPEgHH+i96/JVGBDdTZdXkzqKBDCGBdJdFUrp162bGjRtnzcQYo/hQo/2Qd9991/plsycB/4prWwMFK3PuJf4ZHenEtXg4Yn78wQcZH0IhXekz9eVD46BBg8xXX31l+wP9E5KDtD/99FOSDRVMl3k+un5F29177702PBqAmEC7tmYsMH54ZkI+oqV11VVXWU3B8+R9gX5A+DCJ6qsQle6jAvViHDC2o8b1zvKuEjZmwsrgrvMxAt+BCH2W3x3nly8KYz6isJAEv2uYbdPP+cAS9XyhLTANd2OU/DAX58NE1PMxqoyuHgW9nyhzbJ4vOXnGJLuMJeSBvj1Zic5/+AGz/L2MyUaNdu1N3aOPTVbSuU6HSQEEEMu5Q1rwwuEmdN5EWX2LH93qmUv9eu9xzGQM/0M4Y8WUJ9mCRgw+UtAK6dC7tzW3c/6rXF6uLpgP8TWGH0F/Xbi3Qh4oDK5qMjhwvJwTYZW4drL6XSV5QQvTmuHrPpP0l+4YkJOk8yWsqy+4OdIh2RlF4U6fWCMv0OBMPwsiRRMtD5pOFeXrB0RbbmSWfLFg9TeInGvObZ+bJBKOQ39dKS8uEGhB44EVIdFG4eGCbyJ/nRiLLE9fTcZbTjW73pcXpB4PP2JeGNDfNJcfDDSewkhQxj1thJNzvySz7UgbzS7qiykpuORUGHuYvHlJ15ykkaz2Xyb9kH4MyRQl8erLqocbpJ8wLtzYzEnbheUNRmukTemDjLsa0rZ+Es7FpY/yHETAl+clvwHe8PH6qksrbJ8s3MPSd9cTeTa7sOmyX79mtaneuk26FDdLOfEvxAprCC/z7qU3S6A0O2HCDSHAV2AmBUzOmTiMGjUqUJMkqHoQQPinCSKKmIDjXJwJA1/FPxINPPxC8dWfCQBfniE2IF35igxxQf689F9xxRVB2ZlTTjnFklhffvll4H0uYjLI6ndoBzDp8mqbuEgQEviicsJEBifpRV3QksCvE3VlIsXkF+IP5+1oQOG3hr7OJAqSgfv0B0gVtNH8cr9o7qJZ4fBkEgzpcph8IIXk+UsWoIBYIg0EEutZ0STFOT2CRhNpu0msvSj/XDmbi6uFx+XjKe0IqcXKh06YSDJxdsQTGkz4PHpNNOqZXDIhpU6MVwgCtLogrOjvkDH0efoAfS6qjC6/oD1TKvoZPpcwWwRX+jI+yygb56Q9XbSMyYcJLAQax8xBMN1qJQv8UL9EhEk0cSHoEiGIKRdjHMf84EKbMj6YT4AFBATj92b5kAf5BinGGI2S4tbWkOL0QYhLyBjIQoR25DgMx3PElyP9HLx4DkI88pxhY+EFtPIgfukTEErgjnZUEFHu2oM+z3MTrSvIJ/o2hFNVeS+ChP1HlBYYk2hnkSZj1oVlbEN4QYTxrOUZeXSIwgH5JdJXwYPxzPP4k8yP08QNG9fcCxozXA8T6odpMKuqthYtWm+//1MWO4rC2Es8oeXK7w4EWdTzBRKN5x5jEgKdZxoauzw3w56PUWUMq1d+X2dMv/lmhpINHwEKi3xKrsbTnIwvGIC3LZNNz28g46XvtI7iabcETUy9aTORzM1k0ptG1LGbmEWFcXVh8uQnnFw8rifiCNiFZ8/Ea4F8bflh5izR0BhtTf2e6tPbGyR2zOQHEm7fRg1j1wrzIDf1zWl5o3CH8GJLhqCZkRdxppR77rZLXpJJKC79NarPQiZF+aiCMAgjixIqQGYg8olKh3EfNraT2XYUJ6q+idQpHtETL41ktb9bfCBefvHqCyEZREq6dOO1nQvn30MaMSbduPTf95470olrYfjG66ve9IKOk4V7UNo5eTYHxU/la7MH32G2rFphFr803DQd9lIqF7VYlA0NpONF+5jJOgQEvprQeIIE4os5L9yJCFodaMsECYQGX/chnRD8PEEk8GLP13dMPfjaz2QXTRaIACbFH4umYRjxxNfoxx57LCi72DUmQ5h+MUHDJCRI/CYmhC8MYVI7cOBAmzUTOMiLghAIDIS2xgk8BA0EBRpn4AdRAWmElgdmPUy60CDzi98sk8k2pAbx0AzBxxdYQ3og9CtIIEc8+dPznzPRxEQM7Tr6bJQw+UU7AfNBNvoz/ZrJOfmRN+dMupm0UzaEa7kpI1ofaKjQ/zEBJR0veQmZBikHCQexhzChhRxzk0BIp0QFohh/Z/1lZWfv5DssPloeOMIGOzDEETtEG6TEEWJm74RxSTlpo0TSdfGKS1ujHYmmGNo6PJ84RpzZosPDjyPY0x95vjFOeN7SRyCeEAh4nlGEYUtUThaNb7Q+6VcIz3CepfQx+jnPESfffvutNW9lLDO20fShDkg8U8+ovgrBBdGERg3PEPyOUQ6e91ESb8wExeXZg1YVxBy/N6woC3kEQTd27NhIjIPS817zP18YM7QzTuP5bUIg65B4z8ewMtrIhfDvf+Kyxgm/MzldwMDFzes+qcSTtzBl6u7sPdXjFEYAnzSnyCpzCOTafd1uMMdl2vb7i+0mWU12291/S88LGYEly5bbEuy5S4bNfiEXR7MvYAS0/QsY8Mzs8hP3nDybC6f2uct1/Z9/WNKJ2Bvn/5a7RAo5FpMKp/HEy2o6CxrUaFowUUDcin28dDNZx4dIokI6fGkPEiYl/i/qaINAHjUSk6S/xGzILQkP6YSgEYNpFT6f0BrxChM5vlSTZ5QwKWMiR13CHIz7iSdMUQpD+CKNJgXC5KCgiKeXxOUEWhhM4JxJCdgikHD0ASamkFJM8Jg8xxNMhZx5Wu1MM3fwx+8LKxQiaH1gAueEdgprI8KQJrKTfPBjixLKzySYST4b5IprZ+oA8UIfgmQhX0d+xStjUJ6Qc05DCCILMg2tAq8ElZdyeQ1PKAdlTkQceQV5kIhAIkFIQFghjoSl/l5xE2y0ZhKV4tTWkClsaLWgkRT2/PfjCM60Lc8h2p12oL3zKq79vOb57oMBzzE31hi7kGMrRDufMc5zl/HnTNYgSqIkqq9effXVlqQkPUgoSF9+P5wEjetExoyL791TX0gwN8YwF0TDFiIqUYzxDRUk/ucLY5NyYtLql6jnY1QZ/ekU1Ln3N817XFD5u3zyjXiSHufy0H0OERgg9uk4pC4oQXPgAfEpU79WbbNPo4aRmiy7iEryhOefS0jboKDKr/lkIHDq0UeZVoccbKJWLiwKWB0pqswv3XGH7atFoT7JqkM6tH9RbLv8xD0nz+Zk9aOCSGdrHE2FgihDXvNgsocGB2Y6aIekq/DFnRd2r/aIm8AwMYEkYMKRqGCqM2DAAGv+450Q82V73rx5WUgpzHwwO2FScreY2PHlHrM6nFujPYHpCmQTJAFkjJ94QruE1e/iCfVhAoE2ASRbkPjJtcLSeCrMCQHtjMkPGkFM5pg4oxUEGQhJg7kM5kBuohuEI9eYeDr8mOBi2gj2CBo9EGrgjVkR7cIYcsJ9TPIwjaNfQFjRfkz+EOes2GngMfkjP4QJPdpY5En6aNMhmHhiLgiR4ibhXEcDCS08+j6+cehnSLwy2kC+f+QBqQBO4EYdwArsXN19UewpeaGBBCkLKcZk+hDxhRlPqCvjhwl/kOZZWHxIMXxCMW4wnQJHsAY3NxmHDIYwhKSKJ8WxraMwicIR7RwEky3IVjRQvBpxUenm9B5jhrbm4wjaouSHFh7aQmg60VdpO6737dvX9lnX/8PyCuurjGGe75iy8gxHOxLhec8HBNINGtdRY8avPeYtE8QZGluYdaO5B3HGORKFMST+M888YzW8nBkgH1t4VtFuiP/5Ao6Q7Jj0ognMhxNwbCgfSqKej1FltBkV438l863uSjzlGlocvXod8eY6oQQjYq6Go+uD95EVFjJfDsKiEhaH2PFMF8Pi6/X8Q4C2o21y6tcr/0qUPyljWtdi//0izbjyJ+fUTjUd2r8otl1+4p6TZ3Nq986iVzomiaj4YyaTjsKLN34qMPPwkk7UBSIK4eWfyWdOiCfiQSj4nR1PkZUnIQkwB2FCgpYAPqTwx4N5BBMWBD8jmPjgJwVs8eMDAeG+yttAmf/GSbxE8WdyxGQryC8RyUGqeMVNwr3XCvrYaT4VZL74TkHzAUIGwmT48OFWQwJCESLHmRVFlQmtB+JjioKWEeY9TiB4MFvBkTf+UZiQek0z8SWFdgEahdynH+CA3mnKobVBGCf4dCEPNibUmF1yTJ9iFbuHH37YajXRv+grrHznBMKFySP5U28n8crownn3aEoQD5xwys6EHrIMcovJa5hQf8gq4qIxhRlXIoJGCfWFqM2J4MuK8Uw8yLF+/fpZTRX8ANEuCGavkFqJSHFsay8u/mdjFI4QsPjZwawVMyfIP3zUOcmJWaOLE7R3/e0O+UDL85a8WrRoYX2toc0HWYNA6vKM57nIOIgnYX2V/NByZew5gotnNh8QIF6RoHEdNWaiyoJZLOOZcQ4pBAkLUY5EYcwY5znPmOQDBGWE+MPfXNjzhTQxZQVHnj1oRaJhi6Zb1PMxqoykWRiSCJFcEOVKqnPxmV2vMetmTLPlrt2+o6nVfIfNcEFURvNQBBQBRUARUAQUgdRGYPl3E82SUa/GCnnwZ1lNUmI39CDpCOCImJV4/GZA3oyYiEOs4WsIgopJvDOZ8oYLO4ZQgniANHKC9hOaLZhr8UWcSQOkQNiXbb6GX3vttfYFnwkZmkCsyOW0O37++WdrJsLkOZ45Go6cIcLwocLkw2nCuLK5PctkO/MjJjDkV9DidQALRs4XUkGXw58f5CSmQWgNxdOM8McNOscMB+0CJm9+DSruoTFAPjkx9wrKx11zGg1oKbqJubsXto8qY1gcJvaQEfRZNJ4YN35yIigu+NK3mURTvnhxIKrwleb8zQSlGXUNLQ9M/+LlE5VGoveicEzntk60/v5wEPD0E3+/94dL1jn50f8hWqK07xLNL6yv0nfp8zxnCUPf9z4rwto6N2MGsox4jJkgHKMwpmxhZYzCgLq5cUN8r5Cm//kYr4ze+AVxzDMDzUoErdbCWhAl30ztSsjy3CqKgCKgCCgCioAioAh4EdgspIKTcrvF/9Lqwuo+9whgXgPhhCPhKMHhrfODw0SBLaeTU7Ri+KrPiktnn3221eZA+wWyiEkCL72YF0UJxA/lxQfPddddZ82lcDiOv6cBYsrHl2u+wMcjnciDiTwaT5hZOWIpKG8m8j/99JO9BfHF5MU7cQqKk+xrzsl0stPNa3pMtPyTrbykCTFDGwcJ95wpXdD93FzLDYEVVcawMngn9o4kDQvrve6wTbS/YTLk4njTSfS4ILUfonBM57ZOFGt/ONo40Xb2x83NOXklczy5fuevA78T7p7be8sb1ta5GTOQaGxhEoWxK5vbh6Xhv87vRxiOpOVPL14Z/ekXl/OkEk9VjmllNZ5KVahoarZsLcaSK4oLjlpPRUARUAQUAUVAEcghAqUiXh5zmJQGD0AA4mbYsGEGU7dExOuXiS/YCBOGRAWTOJbrhrTBpG7o0KHmkUcesf5j8DVyzz335Cg9NJTQRMKPFst+o71EeVilDP8hfIFOZBIN8cQEh6/kYeIlngiDyVeDBg3Cgut1RaDQEMgNkVZohdWMFQFFIKUQSOSDTX4VOKnEU73zO5rqx7Y05cXb/5Y/FpqCc4+dX/BouoqAIqAIKAKKgCKQTARKedTUy+4cvZJOMvMtTmnhV+f555+3jpxzUu/W4nvJCcSLWwHLXYva46wWn018FWaJbuc0GsfO+EyChMqNQAhhtoHpGVpQaGRBIOFDBP84OKuOJxBPaKBEEU9uRSOXFvUpTOIJszAVRUARUAQUAUUgmQgUhv9AV/6kEk8kCumEbN+S8aXMnug/RUARUAQUAUVAEVAEBIHKBxxk1s/73WwWPw11zuuYlpiwWhA+iiBUWF0tVQRnrpjhvPTSS4FFQkvIrQBEAFbQctpQaBc5MzvuoVXhPedalKBZBUnkVgxyYXHgirNoHLKyqpJf8J3Bxsswfmcwh4PwQmOK/FnpC99Q3nTRXhoujq/RhsI8Dqe2YeJ8+sTTePITT6zuVdCCc2r8VuHT6qSTTiro7G0bzJo1yzoiLvDMUyRDxpBbNSvKnCdFiqvFUAQUAUUgRwgU5uqpSSeeXM23i5q1iiKgCCgCioAioAgoAl4Eyolvl91v6G7KykpQ6Sr4GnKOOjnGb1Fhy7PPPmtJpyDChJXm8EExZsyYWDHPOecc8+GHH8bOTzjhhNgxBxBAtWrVynIt6oT0IZD8wopJXGc1IZaixhcIvqMw5WOP3yeu45cDcog9Gk7cZ88qa0GrtZIf4XFEnYgQNp6PJ286QTh67+fHMT6ecM7OviD9PaEJxspUkF6QeG3atMmP6qVMmjiOh5zFF5lfIEBZ7RHnwJCp+D3Libg0g5z3QpK+88471t8ZK3F5NQxzkkd+hWW1L3yqoUlYUMQnq/8NGDDA9O7d29TPVF5IpH6sePjmm2+ae++9N5HgGqYYIIBW7YIFC2xNWZxi3333LQa1Tq8qlsyv4m7fsjm/ktZ0FQFFQBFQBBQBRSCdESiTb9+9CgQVp0VDZphxFaaMGDHCnH766eauu+4yfrKElWy4z7LTXtIJzRr8PDjTM0gc/ySYOrrVwBKpHxNVHIj/+uuvWYJjskf6ffr0sRNMyA18T7F99dVX5rPPPrNLWrN6HlpNXGdCyQSeVfjQ4PpL0sD0zSv4k4KUIu0ooR6QWBBPTKzDBG0srz8rP5Zh8ZJ5nSXQaTOW954xY0Yyk45Mi1UIP/74Y0uKeMnIyEhpfHPx4sXmrbfeCqzBkUceaaZNm2aXaL/sssvMokWLAsOFXcSRPptfGBuMQ9JDAzA/zThxvs/YyalAEFN38CkoYUUwypqTZw1l+/PPP7MQ5wVV3rzkA9nZsmXLvCSRlnFz2x9zWllI80MPPdT2J//vRU7Tymv44trW8XDLvze/TeE/7vEKpfcVAUVAEVAEFAFFoOgiUKJkqaJbuQKsGV91/UQB5Mk111xjIJcaNWpkiR20CZyccsop5r777jNoPDlp27ZtNrM6yBovEePChu332Wcf06FDB3PWWWdZDTDM+CCRXnvtNXPssceaCy+8MCxq4CTca5Z3wQUXWM0T6sFX7MmTJ5vnnnvOagUddthhoelyAw0qyMEff/zRmrBdeumloeExFcTUDCkM4slLNuG7qiCcwELGQTx17drVOnH3gwMOkCVM6sAyEYFMgIDERBIhD8w8ky2QmvRRTOIgS9Cuw1QOh/POTHTu3LlW447+6RdXzl133TWLdh9aeay8CCGCs/x4qzCSLpo7K1euNDfffHMgGQpRetBBB5knnnjCX4zAc3DHeT6+vqpXr27xpA6uDcCUvsrqgBCwCPlTDgQ8MG9FmPgj8+fPt3vOSZ9x4QgwNL0gol955ZXA1buCcARriF+nGQme9BXaHW3FoDLaAmSWBW1F107uetSeRQsg9YJWDKQu1BdNNUxw/YQ0fYU6UrbatWvbbLiGOH901JFjVjBDc4Z+hVkS1yC6vBo05ENZmjRpYrU2SYfygTH9ibIQz63eSNrkRzzXLvTTOnXqENXKPDEvxnwbshyNR1cud9+/p61pZzD0aki6chA+qK25ntNxjVYqZaNMM2fONPRFyHwnkJZcp90xW2YMRfVH149dfO8ejMCKtGgvniX0U+9CEkH9kd82+nD//v29ycWOg/oj9cK0FpxcmejDlJ+6xsM4t20dK1QxO0i6xtNaeQhukQfl9s3Z1a2LGbZaXUVAEVAEFAFFQBEIQKBEqaS/fgTkUrQvscKbl3RiMtWvXz/78s9EGdKJMGgaOWnWrJkZPHiwXRXu+++/d5fNcccdFzt2B0wic+JcnHiPPvqodTAOkQHRBEFEmV588UWXbK72mJ9h/oNZDYQZ+bRo0cK8/PLLcdNjMsGEg/BRvqBIyEtOMDErDsLElYlekEkZztwPP/xwaybZvHlz87///S8uJEzU6E8QkJCP3bp1MwMHDowbLzcBIHHoz2jLkSdaMxCuaG8hmLtxHWIVbSMmq17BrxnlREsCzTuv0G+Ig6ZSIoKGAyaKbF6i18XF4T9YJipPPfWUTWuAmKGdfPLJtiy0AeOSejLJRnMKp/v/+c9/bB+HKHMrU4ILx2wQBmiAcEz5GD9odh111FExf3Bg5cr/+uuvZylmGI6MS0huJ2iRkQbER1gZCYtZMJo/mN/ecMMNLnrcPStjggXameDtleuvv972YdKkzSEPnAwZMsSAHc8OiGqeSRBVgwYNMtxDMPslHv77IJ2oB30JE+TOnTvbfN1CBmiF8Tyh70AOY26NLF++3MZDU45yshqnw5K+9thjj1kiw7ULz0knXbp0Ma1atTLt27c3F198sdVUdffC9uBNH0VDkjQhrpB4bZ2bcc0Yo79RPvJibP/yyy82Pwgmxhiat+x59oNnVH+0EUP+4dcP/OnjPDtIk2c3i1YgYf0xJDl7Oaw/8pwnr0mTJtlwfHA58cQTrdYtF8Iwzktb24yK6b+kvvnNf/gBM+uaLmb6WSebreIYUkURUAQUAUVAEVAEFIFsCJQuk+2SXsgZAgcccIC5VLR3+OLOizgkDxNQvtYjvFAzAXbOxNE4YaLFF3g3MScc2gpM5PzC12bvF2b//bDz7t27G3zozJkzx+bDpC0ZwmSRdCEP0F7CubtfqyEoH/Dga7zXPDIoHNe8xJTTDgkLW1Suu/7h1bxwdYPY6dWrl9U4uOiii6xmlLsXtmfSCN4TJkywk3jaLL8En0BMsp1fF/YQaWhJQDwwaUTjDt9K9HMmwl7BzxJaGhASaDb5BY0Hl7b/nv+cMUifgUDwyv33328n6uPHjzdvv/22PWbiDhkaJfT3Hj16mA8++MBAuDC+IfUgkyEBIAu//vpru+FvjokzhIUjyh555BF7zDljH60oxg1CPMJTVvcswASW8qM15pUoHM8++2yDryWnOURakDWMy7AykjYrbkI4oTGE/7lEBO0qtMYgsamTV+sJbSRwglADZ+Sjjz6yezB78sknLdmE5gymu5D0EE/xhHhoPUHkoxHjtCHpU5A99CvKg1kwmjNO0D5Ce5Fnn+tXlPnOO++07cAxGwsvIBBZ1O2FF14wv//+u71Hf4on9AvIJsYcvvIcER+vrXMzrikLfc71MfJAoxX58ssv7e8NC21g2k1/BBsXljD+/si1MIHgoj+SHwKWaJvRtlH9MSw9rof1Rz7QQKK5cQC5Rb4QekgYxvam/MtpW7t4hbn3ascVdDmSSjyt+nTHkrYrvptY0HXR/BQBRUARUAQUAUUgxRFYLu8Hcwb0NcvGfpniJU394uETCN9NQc7NIZ2YpDrBBxTECl9qP8icMHCPL9hB5i58+U2ErHHpp+remfxQl3iTzf322y9WDYgzNDeKujii0k+EQApARLiJO4QO5AeaA1GC3y60aZjcQAyhxZFfwuQX4oxyQuY4jQiIJybDkAaQLGjY0J+9fs4oExoaEBjsmfijTeQVzHZYaTEvguYLZCzmR2jbcMyGKU+iAjEGWQL+mOtRD8YsBAhbzZo1LfmQaHoQzRCNECpo4URJFI5oTJE35UHrBWKAdkDCyghRQl9CA4i+58JHlYF7kBm0J/2JPeSEE0gFrkEW0PZo77m2dquOQoJAiKE9g1lpyZLxp8C0PeZkxHMkPJo8OIjnWUK/cquCotHmBK0riCDa25nVuXtBe8yK6cuUC/NpfN0l8uyBSHv88cetfz+IL1dnbx7+ts7tuHZpUjewhqyhLRG0BSHi6OPsIenoN8kQ2hks6ed8aCFd8o8a10H5hvVHwvIbOGrUKIs5Wp3UrWHDhjaZeBjntK1tooXwDy08zBXxxcgYKCyJP+pyULJyDfeIhd7qe3jHbuiBIqAIKAKKgCKgCBRLBDYK6bFk1Ktm/awZ5s/77k5bDPAF5AQfLKkm+LhwEy7KBumE+QCC1sXyzJXgmHwxqQ0SJjJorqS7YFIIOcEE2UvEBdXLSzxxH22YghSvTye3amJ+58+EF0GjxCtu4oufIQgCJvS33HJLzA+KN6z3GELFS/AxScwvQZMHEgMtOMxl0L5BqBPlR3OB8lB+TNLwFeYVpzFHGojz8eLCoO3kfCC5aznd06eY/NP/0CbimC0R4oO8mMxDniKQTxAhEGIQPdSLDd9q1M8JmBMmTEgTgVihXFEShSN4YQKL5ssXX3xhCQHIKCSsjA5jCBwEUgGJR3K7eK5vefsVadDWkIsIJsLuvlvJMt4S8pgjJiKUk7xIz+HPuMDXj5MwspK4Qc9Uyg9hi8YW/Q1NPLStogRCGMKEPgpxSpsGpe1v69yOa1cWr6aZu+bvb+Dj2pUw/vsuXiJ7p4FXtWpVS/5F9UfSc+PK9S+XR1h/5D4mfZQZYvfdd981aPIhiWCc07a2CRfCP8gmR9YV5jtLyUKoe46yXCUvPtPFQZt/m7/4rxylk9fAM0T18SZRpWR7WGzeU1WGiMrnFx6/DalaztyWa7O8SFx3z73m00kZLxe5TSfReI++9rphS1dZJD+kz7/7nrm4/wDz7NvvpFQ1CqOv0m/oP/SjvMi/8lziWVDQz6G8lDmZcZOFo79Mk2f8Ym57Ivplyxtns7xkjhMzjp6PPGouv2uQ+TPBF0dvGql6nF8Ye+v7oKjEu9+1X0VjoCBk8/IMx7fktXVdhhp9QeSb7Dz46o6pGxumbqkkw4cPN2xO8H2CmZQTTFKcQDp5/Rq56+x5ofZOHrz30umYl2wmPpj08CU+SnDi7CUa+NpdkFIYEwLIDCZ3EJJe4RqkBIQU/nEwoXJf9104tIT8y9kzNtBAgTgDP8yA/IL/IiZ4foHshCR1vmP89/3nmMIxYcTcDm0+ykO5ISkoM4KGHxow9HW0j7xCfkz4GS/48nEED2FIF/88iZqCYdoKgUU8yA6O45Ed3rL4j6kTpB9CWl4iCYy5Rn9FcwjiAZ9DTriPqRLmXGiDQcSgzeXMKr1On4nDZJ702CBv0GrjmHrEw5E+QVtjJsaKjI4gCisjmnC0ESZqkCau3zlCydXBv4fQAtuRI0faOjlTOsKxeAGCCRmEO1orjmh35Uc7FI04+rMjWSF66atcHzZsmE0DUy5HYNkLvn+QR+CN5hDPTog3iAtH8PiCZznFxxdkBj6WcHTOhuBknfQwJ4P0AB/XVlkS8JzQr8GD/NEywtwR4om6RbV1IuPak01Ch5C+X4omEj4HGUvUEXLVSVB/dPeC9vQ/RwQyrtw4IKxrz7BxzRgGR54FaGQxBpCw/sg9nnNoAt1zzz2239OeSBTGNkDEv7C2johSLG6lPPE08afp5tyevbJtD44cUaANVFVWHmjedD+zZt16M35qhnOzRAvAC/3e7c81kADJEibPA55+JltyX07+3sz7c1G26+l0Aaw+lBeBINkkP44/CRG5ZOnyoNtJvzbnj4WGLVHJj7ZONG9/OCblp3W70XwsauYnygvJvns08gcpkPOw9sxtXx3xyWhz/HXX56rsfy9bYfsP/SgvslF+3D/6aoJZtTbnE+eo8oeN67yUNT/ihuGY1/Iv+udv85H4BUlUXh39P3OFEE7VKlcybUSlvUrml9NE4+d3uKi2jpd3GMbx4uXkftPGe5hD9t7H9uWl8vVcJXEEmNRA4LC5SU/isfMvJC/b3hV9OnbsaLVUXI5MEJ1pCNfCtJ24x2TI/9WY6+kmfAHPiZN0r5+ngiaeCsMEAnxwAA4RwEqBbsKHZg2TSPoBpBMTPkzEvMJkk3hOi4J7TPCYDENCODNOR0a4uJjNOEfN7hp7Js3OLM57PezY+aWCPEPjhIk4E2sEUgA/YGjjQDhh/seKbYjTroF46NSpk3XEf/fdGRqYkA60O/7SICypQyJCHmgdQfgwzjgmf6+4fL3Xwo7RYsL5NIQEaXlNucAWp94sHICTbjB3/ptID99NEBGYKXEfTTA0kiAoEDR0vL6o8JFEHmwQVZjfcQwpE4UjaaHRBebkDwnmJKqMPKPwa8SzM1GtQkhG/F7hM4s60TZO8FvHaoL4WqLdDjzwQEsGcR8SYujQodYcDJIMItG1NeWFjOY6pqakid8lSDfEtZfTorEX5R8kFmZ05AXhB/ECMejCu3D+PVhecskllqylLTCrQzBRdP0Hc0H6IFpPUQLRBcaMTZzj89yC8KEuUW2dyLgOyjeqbmDKs4v60LbU0bsqaVB/DMrDXaONndN60oWodhKvPxKOdsF0jnHhHP1H9UfiMM75bWwthBnPEyQK4yg8iBvW1twrzlJCGOb43tUSRGhm12vMuhnTbOgqzQ4zDS7onGDMxIIxgX2+3+3mGLFvRlYLe/+PML5l5MvGrvJAminMeX1xHlg50x4bLaUK8sO5u6jclhSG2slaYfCXrVhp6tSsYWZJnL3loVNOGFInTNh/ExZ61eo1pryosO6xiyzhmJnmY6+/Yb4UjaI37xnigtv9MlG5/EsGfDV5aDXI7LDcWCzXps+Zbbree595YUB/s7M8HEvLMtK71duxrOzvwq4zEd5b1JjjyUZ5MP4p7O+AZ5411atUNt3kpRKpLelWFhvkk7veYM6XF+KTjjxCXgS2St135EM4MPtt4R9mr912NRXFrj0RAa/ZCxbatLaKaiwvonXkKwtaHyv+XR3LA2KtnOBVM9PsAK2S2fISUV3O6/lUeSnH/MWLzNp1G0ylijuZJlL3tXJtOSt13NDN9BRb7OMOO9QWb1dRpS4jqtJ/ytcfJvxIDVG5BGsn26Qbg+OatetMk913s+3OvXht7eL798ukHKvkBQYpL32IfuVkofyYVxMikvp7MY7X1mFldOkG7TdIfSG+ypYpaxqL+m0peUFMVL77eYa5SH6kJ730YrYJ+RIZN4v+/sfsXr+eqZHZXv/Iy+Vq+SrG5B2ilbFBu4D933KPEbRkxXLTqH4DAwb0czcugsq0UvCLas+ovoom0fpNG22dGd9OaON35EX39TGfmlfuutNepgy1pT9GyTrpw4xPhB+LRuJ3witB/ZF6hwlYHXP5FeY1eVEtU6a0qVS+QmwcuDhB4zqs/FWkL0eNa9IMGrs8qxaKCQnCOKFcPNAbePqrvRnyD5yXCeEAJg3q1ok7rsNwjPdcIvug8nPdPW/LSx+fNnuW6S/Ptqmv/JdbceWi2/uZZvvsbW6WiYNXNslzctbCBfLbUMY0lq+rpTPHzQKp75ZtW+3zkvBgvk8cDQjKHfU7QzrgvuifpQYix/WbsLamr0aVIwxj8kGCcFwqz6v10sf5HXRC/jwnq8p4DhtPhKXtDux4QZbfVpdGfuyXfPKRWf7F/2zSpWvWMQe8nlXLIj/yLC5poiXi1ehAgwMnvl7BYS0Ol5HW8oINaRAmfHlnMuXVLAgLm8rXIQH4ks2Gbxb82kQJTnCZ+CDxMIpKJ7f3mDzjTJcJXEE6gYUMAiPa3GkJuDqgQQF5h7mLl0RiCoGWBZNZvxAHMzdW9mIi6sWdST6Teb+fI4gswtKXw0xY/Pkkcu78UqFRxu8d5Yakoq74SvLWif7OpBdigbbAxDBVhfdxtJfA36+dyD1IQ+pGuyVD/DgmkmZUGekjmDvSDkF9KCh9SE7aj/7D3tt23CMtPxYuHbBCwIN+4MSVgz0aM940XZigPfmBCYRVouUnHdc29EenZef6I6ZsYeUPKgP1ZRyBB2OR9PzjKige16hv0LgOCx/vOumRNyaIfnF1Lqj+SNuAqb+to/qjv8zuPC8Yu3p729qlWxz3O2Z0Saj9Ts0OiRFPm2Vim98y4ccfTLeh95udZJCed8Lx5sUPPrRZvi6Twf33bGzO7nGLPWdifamw2ledk2GzOf6Hqab3o4+bhkJIQU4Rf+TgQXYC8puw/p373m6WC5Hk5IX+/cxRwp5HyXtfjjWYDiEHiO+H+2+80U5E75FrH0/42l7vMuAOm9duMkF89/777DVMRN6VLwpIU/Gs/0D3m7JNiu3NzH8QYp2kfExOkHFTptr93V2vMycfcaQ9/lA0BlxZ2gsLP/i6DEYdc8WL+/WPxe0qTPn1Hc6zccL+QaacIzg6PFoIo95AHBLeLWmO/maieUC+Hn3zQoZ6al9RcW0ik7hb5aUBE8kL+txmCTzSPk5+wB+9pYclCdFm6v7gQzZLsKcuP4x4xXw4/itzX+aqIvfKMqmPZS7n+smjj5i6Qqz1fPgRMzlz6c5eksdl7XZ8WekuLwcO552F5KI9IYui2jqszlxHU8Hl31KczD17W59YcDQs6teuZSb8mEGynisq3IOuvcbEa+uwMsYSDjiYOW++6SAOYhHq1f/KK6xmR0DQbJemim8KJt1+LZCRUrcB4hDRybN9bzMt5cXwWXkhZwydcvRRZtb8BbbtGDufP/WkrdvXUl/6AaQNk1rS/ujhjHZ0aXn38dqTsGF9dbCobEPwIqcfe4wZIg4XmdCfc0vPWP9t37OXvd/hxBNM70svtcdh/36YNct0uWNg7PbMUW/GjsP6oyMQYgEDDvrL18hf582zd3i+dM8kQMLGdVj5z5SvMlHjOmzsoqUCDoyh6+XrqOuz/WWlkwtPbhtQ4h2Xrhp8dwxjxuFl4hC06/kdIsd1GI7xnkth5ac014v2pmvrg5rstaOAcY4grL6Tydkl7U7PEhLCs2PvPraPcqO5fNEefscAS9p2ve8+21601dNvZRAeJ8nXykd7ZvxWZEko8yTqd4byvvHpZ6Zvpi8Gxsud115tTjhclm2O6KtR5QjDmOKE4Tj2+ymmjzgYnSKEHR8UZgnhf8aNN5mRYrJyyL77mLDxFFTfgrxWtm7WDyMFmXdRy4vJA0tYO8EBsd8EikmJW4WIcFHaTtznqzsrE6W7oLmB81sIEPcVPapOXj9PBa3xRLkSWc0qqvy5vYdGABtaE36BHHD+kLz3mLz7J9zz5DeRfsYkHzMqJn9oQHnFTba91zjGvAgNlGSSTqTrJ14oN86incNowjiBbKTdg+rrwqTKHrIBbZ8g4V48/01B8aKu+XGMCuvuRZXRYezvQy5u0D6KFOJe1P2gRRTIw5XD7YPyDbpGXrnBOKhtIK+8WlxB+QVd82IX5H8pKI67Rn1zWmcXN2gflVZQnYPSyMm1qP5I2wS1d1R/DMs7LxjnR73Dyum/jqkvZqeYERaGGbe/PJwnrj4RFNt3rZwQKk7KhDwI3f1k7CFaXpGlKR0Jw0v3Pg0bmq9FfRPNECaXfDnvd8XlliDxmhIQp5PYcE7+78umnhAUH2WadmE+w+R6/HPP2vikEY90oi5dhAT55c03zBhRT2USN2L0J7aKD4la8rsPZHw5++Lpp2x5HOmEhhCk08sDB5rJL79kasmX8A8l/yiBnKJOJ4jK8/ky4eaYzZFOxOVlkfQeurm7GSVq95BAyCiZIFEX7kE2PCpft9AIihImNGWFPR/37DO2bt8m+BL6lfhdQYPpc6kzG/EmZ/pK+K+s1sBkCLKJsoMxmmmdTjnZnlOe+2/sFqsbpBOChgth/doq+HWBdHrgphvNp088bsP+T0gxJ2Ft7e4H7ZmAk9dFp50adNssW/WvmTDseTP0hq7mTXmhBeOoto5XxsBM5CITW8rxteR1RstjzcMjXw0LGrs+5rtvzbm9bjXD5cUPQoBjtmmyQg/ylHztvuT008zXQhhCCEKyIX1ENftGcbwJlpAQE55/zo6Fn3+ba+8fJurKA6680lSvWsViTdpM/sMkXnsSL6yvPt2nt/np9dfMW/cNJYJFmAAAQABJREFUNZ9PmmzGTskgoegvkCqQcK7vxyOdyId+D46P9uzBaRYJ649ZAoWcHLTXnmbaqyPNACkTRAZaflHjOqz88cZ12NhFk/A70WhDJsrqVV/Jc4s++8k334SUOOMyBAZkz9NCqM5443WLJX0+noThmNvy/yEaR5SD5xHP4vJly8Urgr2PPyeIbeTu4S/Z/n17pir2eFGVRqPvQyFF0TKFnOIDA8KzF/Icsoi+RX/4n6xEg9ZPmET9zhDnKZlYoXHF8+xCMbXApxoS1tbciypHGMbEC+sHJ7TI8GUyTuqOfCljhjFy0N5N7HnYeLI3C/jfFtGaVEk+Aphb4I8CwUfRfffdl21ChF8Rt3IZvqkwyYgSfGsgEFhT5Tc9HQW/LWjQQMzx1bqRvEPFE6+vHIgQtEaKk+RmIu3FB79JaExBPGFig48nZ/7mDRd0vPfee5tbb7016FaBXYP0ippAF1hBNCNFQBFQBHKJAKQTHxIwQcVnVV78zeWyCIHRkko81WjZ2tRo195U3Hs/U6tt8IQ9sBRJuMjkgC+9Lw28w3Q+9RSDqcUHYjM7aNgLZrSoWSN+0gRNCszTDpYfuvmZ5irHyhcx5MzuN1sntxN/+tmex/uHmd8zMvFE0wii41N58Y8n+IqCpJo4fZp54b33ZBK+xXwmdth5lRPkCz7mR2heIYuFmMFE7l358Uctlbx+yFypZZJMyqJkvLxsHtOsmdU4wjwQ7Z9E5NNJk6w52ihx8sdWQ1SZJ4jzPuSUI48yU3751XSUiePQl1828xYtTiTJ0DBfZeLYVhwPYmpynNg6+3EMauvQBBO4gc+kWqKqe4iQMQgYR0kiZQyKD1mKhtKdYi7xq2g/oV0Tz1fYfns0Njd0PN8cddCBZhchgzlm20U01eYIWYTJ2VnyRQ+TyDNkDHwhqzislxdyr5zZqqWpRZsJ+XSAkCtIBemrmKRWFLOyipmmp944uTkO6qukA3n8oGjTPS6O3dHY+mpKRt/JTR7x4uSlP54sNvpgcqrgiPw4a7b1AZfMcZ3o2GVsYsbVXbQeHhTNySjZQyamEBM33f+AufG++4V8mRhJIkalFe9eVPm/k+crWPGM4Vl8ivjgSETQdrzmvIwv6GeLthj9u32b423Uz4XIgrzZc5ddzFEyuWYMjM/UDHVp79uoodlPJqDHHXa4JetKizZdIuL/nWE8/SG/Hcv+XSXO+9+2Y4tnmyP746WZk3JE4Yg5HZqK7rcOv25nH9c6ZppbkOMpXp292tBoSavkHYHLL788ppmEJgn+TIIcnmNK5SSethPh8DWC82J8ZeCgnHxeEm1k3iNSXSDK8N8CaYYGDvXAf9F1110Xt+hoHTgHtgRO1AdN3ISLSQA0xvDJgrkiy8PHc+juhQWtNPwSqSgCioAioAjkDgFHOmGyjeDEvkgST6VFbXWD+OhYO/Nns3T0R7lDK5exGjbI8NnCCziky3vjxgup8V9rvna8aHUgaFd4Bf9NfmkmGiZogtx66SVmw6aN5hKxscdXjhPUc/3p4A8I0w783pwqL/97ioPDLZ4v6M6O2PkncmmRDiRVqVKlrQ+f5vvtbzqceKK7HbkvXbqUlC/4K/1Ooj2EuHzdMXmtli9R+Atiu0kmqJARUYL/GnwTOalYobw7zLbHx4mTTVK2lSzBm5nXeWLy11xeRpCLRSPj40ceNh3E/8QUIcDayouJV/OKiejGzVtcUnH3FcuXszhuy2zfddh3+4iRoLaOm3BEAOcfy4sxwd25v60TKWNQdpjkfCDaeC2bHWxNhggT76UfE0NM5xo3EDM7mcxzzIYZEOQRsnHjJrunD4G3VzUZEzrnVwnyyev/zEbK4b+o9gzqq3PF3BWzuCoVK5nTjjnakilezaoSkj/EcrIkXn+MyqeS4Iss8ZgmxBvXUeUPGtf0qUTGbuNdG9iygHfNOP4c6L+fPvmEeVC0IuvXqW190D0Xsuqhd1zbDCL+5bT8pUtlfPtwfTrq+eLNFmKJPo0cKMQoxzy7EQgsrwYTmg4VM9vJBpB/e2X67MCcErIuUd9p/t+ZLZnPHBad4FkH8c1z1RFZUW1NWXJSjnj9AHNNtBX5CIKG18mZS1rHG0/O/yF+CApCNv2940ND6UqVCyLLfMsDfzRshSl9+/Y1Y8aMiRVhyJAhMQfCsYuZB85srn79+nHN7IhyqZgw4zCY9HF0/I1oUrLENw6BIRXwnVRQ/cZfF84xCXtPPqThAJly3SguDiDL+Lp7hWihYoaBc2bus0IY9UlUcErrBDO9wpZUmTQUNg6avyKgCCgCikA4An7SiZCYOhekv8Dw0hmTVB9Pa8WPyrpfptv8/v1hctKdi/srwlflpf+utJf/Ec0QJsvO2fG3oua7n6yy0E40N779+ScbZvGy5XYC50/Hew55xGTiMCFJasqk+wPxO4SWSfP9mtpg+zRqaB4RdXU0G8oL4YEZ2AohWJgYni1aJExM3pKVI5gYY0YCsYN2AZPBlz/8yJrBMMni2qFNM7RlcMB8npjNodmBWVsicoSQVPeKttDEn9qIU+G61gm6c+odFJ/JBV/Ev53+k+lyZjuLDaZwlCNKIDzQSuIrPvXF9M5NaJg0YZbIst+bhSjC78+Bq/ayJBKaY5+K9hZOuNE6gLqqU6O6zYqV35j4ouXABJG058kKEmggIC0POdi8JSaCaAPgtLlW9WrWWZ4zldwsE6RVa1Zbx+3VST/T2fwzMnFuKiu3jRHTGczG8iI4C94i+axdvyFjWVx5waXMfn9J/jzC2jo3ZYTw+/X3eeZaeWCceEQLq1FBfvMFqzrS7xLxQeQvH06nMUd9TpYxvmTr6Wbk6NGmzeGH2bTAd/W6DLNMfHtBVOWVdCL/oPZkPITJlF9n2rzPFb9tjA3aAmf2ELwQKofIuKHfYS6FVhfidegflC7PCsbo8lWZSxNL/cAPYi1efwxKz11bt2Gjneg/IiaQ4MXKgZUrVbS3w8Z1VPnDxnXY2EVTDSyQVavXiubNvzHn/vZiyD+eWZijsbACxAvj2pFnUeOaZ2MYjmSV0/IznkjPtqU8Jz7xmMiGFD3u5VbyoeHau4fY1RyXrlxl8Tn24GZ2PNOX+KCAI276OM9vR7yEJRz1O4PZL+3O7wbPf7RCefY7YjqoreuKpllUOaL6alg/oOwsusG4ul0m4JDHzml6vPHE7ybPBFaZ3H3nevL8Xm8/2IThkZfrG6XPbZX0newkq/Kkq+B0+KGHMnzcQXgUhl+ex8Wv18vy++wE/0V+XzruHntWYvr444/NxbJ4R5DvC29YjlklDME3BKuesbFUOSv5sfLYu/I7ArHLstGYp+0pWta83LJ5P2bYRHz/cPyKI1pW0MJHDYT970KYujxZ3QytLXxrQH6xZ+Utvtzif8f5ISIuKw9RDkgw0qE8aDt5tZZ82cc9xbG0E4in2267zZ0W+B4ijS/XrNTEql4qioAioAgoAoqAHwF+J/jowu+kE/w7ucUy3LXC3CeVeCol6sleWSOruVXaM/9eLB8eMdK8Iv6CkHY3dTdXtz/Hfm3mvJP42rhZljE97KKLDb5pTj7qSOvniYlmpYoZWgqE88vz77xrRoojLif4Azmz9Y4vX6TFNefw2TlmxsF0J1mCE7ni7LOs4+nzxK8OjreZ4EKEPC8vaa68+KNiFbv7ut0gjl+Hm//KyyByg6xSd12mCYm9EPLvxCOPsJowaGQhXsfG/ihOC6evvLT0f+ppc41MypzgnyaKXDhefIdMmz3bXCBfVZlgsRqekwPEgTsToeuG3GvN+vAXhM8q8Gl/fBsh3pYYnC87wZcVBN519w615inuOj5p9pWJj5OLTz3N9BRfWc45PBg3lAnRiaLq7+SpUW8Ztsd63WJObN7Cru73sBCCCPmzqh/i6m5PcvCvnZhaugk90VpfeZU4qD891Im1yyesrcGOFQiDyhhWLCbEt8oX2iHDh1un653l5ZOJJdpAox991DSUFeniSdDKFjd37mS6iXkVxCDmVgOvvsom0/n2fjGHzNTXu4IkAXCQlxsJak+nreJPDxwh2V7/dIw5+rL/2D7H+HvhvfdNJdFiu1d8ajFuGN84tsepMyal/lUm/ekOGf6iJTPddernnKPH648ujnfv2tuNPybuT4kTeAiHeOM6qvxh4zps7I6dOsUusEDZcC6dCBaE/Vomcs7BP+eYo/3nrAx/L1HjGuf+kMJOvDhyLaflh1Dk2fjwyJH2WYHWTl4FohsfeDeKGSFCX4EQhuyhvAgfDl6TlRGdM257MeRf1O8Mz85n5PnU94knY89/fiPciotBbf3krb0iyxHVV8P6AeWAQOK5ywcOVgV1Em88Ee4S0RLBnJffp0T7kEs/J/sNfyzMErzqIRkrl2a5mCYn32cufkBxvcucF1Tx33zzzSzOw1nNLp5vHDR+2PIirJTHxlLtEEKYtFF/fErxG4EDcwglzNX4/WF1Jp6X3MO/FMf4osL0zd2HLFotZDhhIY/cakSQSfgLQvC7w3027uOHiHgc47sJwgotJZaJd+RVXuoJ8QSpRVl/E594rLLGsuwFLaPl45Azl2CFQrTOMJlMFUexBY2H5qcIKAKKgCKQHQHIJnw6ebVj+c1KJdKJUpcQ7RuUUZImU48/OpZW3fYdTY3mGQRA7GIBH2DCxWSQr9C88DgTorBioGXyr7zo4E8Dk40wDSS+SpeVF32cYjtBe4eXKwgDnAzzxc8t4+3CsOIS8fwaH6SHoLEV7wu8S4s98Xj5Yjl2f17ecN5jzJaoI2ZCUaSTNw6aFeXENJGV2SqUK29XtXP3uQcOQRiD4yqpM3GdFoDNX66BFWRCkOYO8TDVA0PMJxMR0vVqGyQSJz/DBLV1bsqI5hUv7GAM1mAShFlO6kI/XyMv9fE0uHKSZlTY3LSnG7tgtl0woN7eseHSpA7xxnVU2RLpj0HxaQvMOjEX9D4HvGGjxnVU+cPGtS1rDseutzze49UyOWS8YIbqxqb3ftS49oYLOs5p+amX2JCaEvJM4Ccpr/2bMlF+TOjCnuFB5c7LNdsf5PeGZ7G//FFtnZs8c9MP4o0n0kQLlvHkHWe5KV9YnCWffGSWf5HxYafcbnuYpi+8HBY05a9feeWVBlIAOVJ8k+G4u6BkvPiv7Ny5cyw7Xi6HyweKnYVALiyBbIKkYQ/5hHYS5m28n3DuyCSe45wzztlDULESE46o8QXEMRv38RWE9hQEFeQS4UmPe1xDC4otvwQNso8+ynAb0adPH3PVVRnEdX7lF5Quk4ijxGwWYs4JpBPaT5dddpkSUA4U3SsCioAiUIwRwPQd4skJ2s+pRjpRtqRqPJHgTo1E5fn32RyajX/uUPWyFwrhn5tQJTr54IW7mrwIxZMgMsRL4pSSyVyQhKUdlF5QfP+13MRjUhRllufPg/OwibX3XhDGTPzQ9vGKzT+ODxrixfNT402TY9L1T/j8YQryPKitc1NGCMXSmS/XUe2Qk7rRzwuKdKJcuWlPN3Ztm0rb+iU3afrT4Jz0c9rXiEdbxGuPqPEZVf6weLasvvFEWXIjEOuydE9oVFe3oHEdGinzRk7Lb9s4XqI5vO/Kn8NouQ4e1R+i2jo3GeamH8QbT6QZ9MzKTfnC4pTy9LfKx7QMC5YW13O6bHWyKjVLXBp4SSf8GN11112FSjpRN1YBYzU9J02bZrgncOd53SeDZEJDi3I2ErN+nLDHEwhFRzyxMlthEE+QTF/LYgH42ELrCoGMwtTzjTfesCaPycY6Hi56XxFQBBQBRSC1EDjiiCMMGyuK9hdrKFa6TUXJne1MRE3K7bpb7O763+fGjvWgaCBw9IEHmRb7JfeFsmggo7VQBBQBRUARiEKgVqvjTIOru5mdr+xq6nXoGBU05e9h+lXQskr83J3oW4Bk0KBBxuuPqKDLVJj5TZYVWfFbBaGUiKAhtLesYlxWPgw2btzYOlgfKC4AnCmbP422bduayuJHEvlKFvnAB1VhCOTTJ2IGS/m9gmkFBJSKIqAIKAKKQNFGgOf9sGHDTI8ePWLa1v4aY4bNIiKpSjpR3uRrPO27n1kx7jOLxcYli/yY6HmaI3CeOHxWUQQUAUVAEVAEcoNALZnMl6xSNTdRUypOYRBPB8pqjl5hRTucaCdL0KSBiJkwYYJ5/fXXk+IrKVllC0oHU74BAwbY7ZBDDjGYxvHCjRZYkLzzzjvmhx9+MO3atbNkHf6jcNDO12EceD/33HOGFf+c1JVVKrkOFgjO1HEkX1hCOTGxu/nmm+2KgpQDx7FBgtkFG8JXcO/enqTQP4g/55cEki2eBpc3vLca8eIycWMLEucUP+ge1/4nvl/DCEraIKzM5EdcVz9v+pSXuOTtl6h4hCVO2EIClJMJKg76/cLYaN++vYFU9QtlZMEENCaCBNNX+j/l9gt9jTwhx4ME7cGgsUM9yTOorKQJrvR714e9aVNPxkJQu1BG6ojvuSBxk/egdgFbyho0eY/Kk3zI85lnngnK0pLEYBSUJ+WFWA5apAKMcBgdVE8yorws9hDUByGmo/KkjmELFnjNyf0VIi/MuILyzG1fIA+0OPFfGCT47gOjoDwJTz1dn/HHB1/GS1DfpT0Yo+DsF7BljAbFIyxxw9olqM/60486J13qwx7fft7yYeYfNIaj0kuVe0n38bRhxs/ml65Xxuq37z0Zq77ELuiBIqAIKAKKgCKgCBQ7BEqIpkk50ZotCjJ06FDzmCyCgRSEjyeIFbeSG3kme4WzV2SxBogb50sIkz5WiysIadmypSV1cDieU8HxNxOOwYMHx6KiBcXEMogcxE8UZnuQa/hOwl8U5nRMaPA3NX369CzxWMUPrBF8aBEPP1WFLUxGmKwHTT6YDB199NGBE1zKzWSK+lIvJjbgFTR5YrIVNXmPmpgSlwlt0OSdSRPtEzQBd+Vj9cWgyR4+TChzmDBJZBLuF/KkvFECYRCEJ5N+JqZRQr8AV7/QDt4Jo/9+WHkhVMIm4C4NMAqahLtVEF04/x5c6ed+8a7U6b/nzmlTNx7cNfa5xQiH+ZDdUZJsjOjrYBQltCVt6hfGCs+bKEHrJIh0OEAWPgnr8y49Vvn0SyIYMZ4h6PySSJ70Bf9YY4x5/QX50+Ucci6IKMttX2CcMF6iJKwvQFjxTImS3JaXMcZY80u8fgSmPIuC+gJtCuEa1B/ID5LN+ZD05+vOg/qKu5fK+6Sb2pWqXMXgVLyCOA6tfeqZqVx3LZsioAgoAoqAIqAIFBACJavlnFgooKLlOJvDDz88FgfiJD+FSZKXdDr11FNDv1LntBwbxCH+5Zdfbv1G4f+Il/Np06YVGOlEedFCiiITouqEyRyTLoSXeSZCTMAwqaMefnHEmnvhZ9GZ02RVxw8//NDMnTvXfPZZhsa+i8cKfm41u7/++iuQ1HBhC3LP5CSIJKEMTHhc/YLKxATPTfYhG4JIJ+KRBhO6oPu0V9TEiLhhxEmYBpArK+ULypP78foJmgFBEkX+uPBheYZpALl47MPwDtMAcnGDNH2i0nPx2IfFhUyNkrD7fvIhKI2wMGHXvWkEhQki67xxOA4LE0S6JRKXeM6E1h/enYelHXbdxWMfFiaIgPDGc88Z7zWO+bART3KbJ375kt0uYe3lrUNu8wyK50036jhsjIaNI5dW2P2wZ42LR35hYXiuhpWH51DYs5V+C/kWRIS5fFN9n/TPNiVKlrAr2RX2anapDryWTxFQBBQBRUARKE4IlKoWbAKVjhi0bt3akjSQEQcffHC+VaFLly5ZJuFoPuHXKRmCqdrZZ59tv+zfeeedpnv37lm0ffx5MHkfO3asXbnu0EMPTVq9Mf+B9MmtQB4hDRs2tCTUtddeax2BH3TQQeaLL74wtJUTVt1DWCXPK85xd9AqeSeffHLMsTerB6IZluqC9g6aGUyaWGHQL84RfCKTxKAwYRNdbz5hE20mTmGkFPEpW1j6kIxhGidMyoK0cUgTko7JnmtnrnmFsgZpZxEGIhOCjrhBdaKsYeUlblhdmUSHlRcClfthhBkYhhGPmIxS1zAJIzKof1Se1DEsT+oJNkHlJU3isfcL15lEh020o/IEO+oSNoEnblCelAGH/WFEI/eD2pnrYESeQfXkflSeaL+QZ1h5w/IkTbSSwsrL+Awao5SHPKPI2rA8SS8qT3ClXEHi+kJQeaP6AmlF9QUXNyhP+hG4hmkmUtYg7SzSwlybjxbednHPTZ5FYWOUPKOeKTyPwsYaGk1hzyLK5CVGMXGlnUgrrL2Iky6SdFO7bWIzv+mXGelSfy2nIqAIKAKKgCKgCOQjAn9/8pEpVbOmaXDN9fmYS9FLGh9OL7/8cqxi9erVs5PusBf+WMAEDrZu3Wq/nH7++efm7bfftn5J6tSpY4koTNBq166dJRWIoWbNmsVM8bh59dVXWz8fmLSRDiZraFOgDdaxY3bn8f/9738NpBBEEy/77oUe7aQLL7zQTvApF0680WRyhFKWggSczJ492zRp0sRgFnf88Rl+KCGYcMSO1hPOVnfbbTcbE6IQHC+55JKYnyfisYEr2lf+Fe+YkJx11lkGsz7k7rvvtuW1J2nyj4mymyyjwcOkyU1WoyamYBI2eQeXoMklkERNhrkfFjdqQks8FUVAEVAEUh0BnovxfqcJ4yW70I7kGs9Ons9hz91Ur3u88iWdeCLDjUI8bRcCSkURUAQUAUVAEVAEii8Ci99+06yc+JUFoEa79mb3bt2LLxg5qPkTTzxh7rnnniwx0PRwxEqWG7k4efXVV80FF1xgHWpDwvjJFr64QiCdc845VsPnuuuuM0899ZR54YUXrG8kyAr8nWCmB0HUu3dvS/7wVfbFF1+0hBQaVE5cfpzvscceVsOJfNEgQnsKkqhPnz7W5O/999+3xBD3EhHIJbSb3nvvvSzO1pcuXWr4WtymTRszcuRIm9Ty5ctNTSFBgwTNFBwvBwk+sCifE9oHEz0VRUARUAQUAUVAEUgMgaT7eCLbUtVrJJa7hlIEFAFFQBFQBBSBIonA+j//iJFOVLBkpYyl6YtkZZNYKVZP85NOmPoki3SiqJigITiQxVn2ggULLDnjVPw7d+5s0A66/vrrrf8jNJogWi699FJLMF188cVWAwhyCtIJLSC+1kJGIThHnjdvnj3mH2QS0rx5c2tiAIkFQYVvJXxLYQ7GV17C8aWYe99//72NE+9f+fLlbZA5c+ZkCVqrVi2rqUTZnbiwmN9BRrHqFdpWCKseffvtty5oln2nTp2ymE2gufXjjz9mCaMnikCiCEydOjXSHC7RdDScIqAIKALphED+EE/VqmXBYOnYL8y8xx8xvISqKAKKgCKgCCgCikDRR2DxayNilSxVoaKpfYpqiMQACTmYNGmSueGGG7Lcxf8SmkfJlEaNGtnkHCGEzwnM4/BhgskdGj2OsMFB6uLFi03FihWzFQEfIjg/v/XWW02pUqUMZXWCOZ0TRwqxalFZWd3QrTD23Xff2SCY4aFFxUpSzsG3I8dcGmF7Z0bn4hFuxYoV1i8Pvo5atWoVi+pWusMfFPWFIEObCX9XmDg88MADsbD+A2ca6K63a9fOrFu3zp3qXhFICAH6OaabrMIFoayiCCgCikBxQSBfiKcS8vWptPyoI5BN/3z0rlm/YK5Z+MzjSj5ZVPSfIqAIKAKKgCJQdBH4c+R/zcYli2IVrH3RZaZ8/fqxcz3IjsCiRYus1o33DtpEaBclWyCy0G5C2wcH4zjMxq8S5nwXXXSRzc6tyHPsscda305BK3TVrVvXfPXVV1bTCSfcOGm99957raYUWkuYp23evDnmSJWJNuSOI6jwJQWphUA+4V9q5513tstqO+LL3gz5h1YWuGG2N27cONOrVy/Dqn81atSwztLR0nr66acNvqPQMoFgwh+UVxuLpN1KX2sj3ERgDkh7eIWVqIJw8YbRY0XAi4AbV1yL8q/ljaPHioAioAgUBQRK51clStcSx5Rbt5mSYk/vZOuG9YYvoLtf09WUEtVqFUVAEVAEFAFFQBEoWggsEWfi//4wOVapnZoeaOqdn93ZdCxAmhzglBmSA20afAUhEBzVq1ePXIkr0er5V8DBeTdbfgjky+TJk61DbwieaqKpjp+kxx9/3Jq8kSfmc5BTmPjhl6lkyezfKjE5w1wO7SZW3MOXE+Z7W7ZssY5TSYOV4lavXm0GDx5s0HBCy4h0e/bsaZ2NozXVoUMHgzmbEwgk77m77t2jzXTVVVd5L1nSC6KM+JTDrTjIakkQUk4gu7p27WpPMRF0JBd1iRLaA+fn1NPJgQceaE0XwUhFEVAEFAFFQBFQBIIRyBfn4t6stixeZBY+9oj4eRgfu1yubn15Cb3QVGiwS+yaHigCioAioAgoAopA+iMwq39vw4cmpNxue5gmjzxhSgvRkI4yYsQIM3bsWEuYQDZhqgXZxIZwjQ2TK1ahadGihXVo3aVLF0vmJFrnPffc02oGufBo17AsemEK2kyQP2gosaLbtm3bzF577ZWtSGgTofXjMPEGIN7uu+9unZfjmBwfUWvWrLF+nTDNQ1iBDj9TfgfnLHmOBlSYsCIQGlqsUofpIOaClDmIIFuyZInVgMLkD6fjaD4hxKkvmniYAOIo3a30Fpanu077OrLKXWNpbXxYqSgCUQig9ffQQw/ZICyP/tprr0UF13uKgCKgCBQZBPKdeAKp7Rs2mN8H9jOrvp0QA65U+Qpm1yuvU/IphogebJWXzzA/YJX2zP6y60VszZzZ3tMsx1FxyW/19GlZwruTygccGNo/Keuq6T+aLZlfvV0c9qUq7GQqSdxymRMT7z2Oo/IsLXGqHnBQoEbgRslrjZR16/pgnxLlhMitKvkGSVSeUeWNqif5ROUZVd6oPEl3ldRzo7RNkETlGVXeKGzJh/JuXr4sKEtTpkbN0PYkAviSd5BE9b+wuGiEKjEfhKZeSwcE5j3xqFk//zd5jlU0jR94zFQU7Zp0EwgntunTpxv8AeGMGufTBxxwQGBVIFjGjBljNzSJiAM5AdEST9A0WrlyZSwYmjOJ+jeKRcqHg9tuu82wmh3ETF6Fle/QbILcKSqCn6rRo0dnqQ5O0/F5paIIhCGgxFMYMnpdEVAEijoCBUI8ORBn33KTWTMlw5Ek1yCfmtxxt7tdpPdMSpmcBknUpDZqIk1aYeQI8VZ+961Z/VMwqVK+QQNTu+2pgQTHqmk/mhXjx9qibtu4IYufDtqsysGHmZ3PCl5yeOGwZ82amT8HVdO2d402J5larY7Ldp88F73yQrbr7gL57t7tlsDJ/+zBd5gtq1a4oNn2lfbez+x62RXZrsfLkwj1O3UxVQ88KFvcqHoSOKxvQ27MvWdgtvS8F6odcYypd/a53kv2GJ8pXvOVbAHkQuPe/U3ZmrUybsmLPkJfmNX3loxrIf8r7XuA2e3aDLMDGyQz7tIxo83f774ZEivjcoMrrjfVDj1sR5hMc4w5/W8zGxcv3HHdd1S23q6myaB7jKzFveOOHK+c9J354/FwB68E3qXrzaZ68xY74mUezbr1FiGs5me77i6Ua7C7aTJkqDuN7deJ6cRv/XrFzoMO6l12tal1XJtst+aLRue/336V7bq7EJYn93+54VqzZcVSFzTbvr7kWaNl6x3Xt2/HGYlZPeNn8+fzT0ncYKKsnGC7W9cbM/oCcTzyz+iPzPLPxwSOmQqN9jJVDmpmah5/YkYMF3dbRhqL3ng1KyHIfdpP9mVkiXLKWmGXXbPGlXsbly0zK8Z9YTbIylU7Nd7TU5qMwygyMYo0jYpHylFkYjxCMFsh9UJCCJSsWs2UFB89/3z0oal+bMu08+uEn6BHH33UajihbQPZ1L598O9dGCA4uYa0+vTTT60GDCZdLVu2DAxOHqzo5pX588OfYd5w6XS89957W+2pfv36pVOx45YVzRW/g2jM/2655ZZsGlxxE9MAxQIBJZ6KRTNrJRUBRSAAgdIB1/Lt0l5DHzQLn3/WLB0xPCMPJiyiXm3EF0Ai4sgbJgzu2Btvo7y8oQ0SNRlhIrLqu4lm4yLCZtdQqLz/gaZmq9beZGPHTPzX/vpzzIQgdkMOIBpqnXamqdH8CO9le4w2zsJnH8923XshjOCY/+SjWYgfbxyOV02ZZPbq099/2Wrj/P3RO9muuws4ey9dvUYgCbTs09GheWI+seKb8aZ6y+N2kEC0o2xMEMNIJ/Il7hqZMNc+9fSMYmTGs3EXLnBFC9wTd6Oo1e+0z76xuETfIuYNUaQTgTf8/Zcpvetuspa3RHAikTd9M8Gdhe63CYlSBm2rLFFLmg3//B0ahxuUd7toL5WvJ1+KPXE3z54TGc/eFI2pcs0OtoclMkkcTra/+bq9FvWvbNP9s030NohPkniyWRyqlmu6X7ZgJacFE5dZAlauZMoGmV9s2pglmP9k68rlpoyYYPhly9fx22XLxk2mdP0G/qiigRZO4hCY+0Hx1o4fny0t/4XNorkZFHejmBNHCUTYFukEfsfKq6Z8H0k6kebKiV+bup0yHP1681j9zqhQ0olwEH6rZSnzei2yP4+Wdf/IbF23xptc7Hj977MNW30hrfyydtYss3LCl/7LsXM0XEpWq26qn3Fm7Jo7WDxooFkpzw2EZ0+QVHn+FVN+57rS0eVPTHogs7aISc68XtnL4o2/9qhWlmQjfMaWEXfZF5+bRcOe8gbNcswzu9Htd5pyQtRmOBbOjC+h5ssqrGt/Dl8qvUabtqYuz7HMcrqE+X35W9rG/xysIOZmCJpsdYS0D9KG5Pm5fNyXonW3wy+iS5d41YXUCyPLCoqcc0TeJtEM3JT5G1pLPmC4+pSWDxqleeaJpKNPp7vuustq5Rx22GHWzA1zt9wIPpHY0IBCAwZn3VdccYXp27dvluROOOGEbKQT/oaKojRr1syaFBU14unGG280OEjHiboTnJlPmTLF+rLy++1yYfz7L7/80owcOdKa/vn7iT+snisCioAioAgoAumIQIESTwC063+uMDvJRH7pm6+J1sJNpryo4G+XFU+2Cwm0jYmqTO6Wy3K6y//3ceYkQiYDIt7JCi/xm/5eHEgA2cDyb12I1shS+dofpTVCPkFmUrzYR8WDaFglmho1jz42QwPAFkQYByE41s373RUrdL9FCDMmbVZ7gFClSspUtYTZKhpHUbJdMCuNhkGMxMkIXe6vjFViouKW2b2RKbv3PrG4juQovctuocQT6WE+UfUEeSF3eWZmUv6QQ83Cpx8XQm9taLYVjzrGlNu3abb7TFb/nTQxNC5+Qmq0PTmbnxA6cDWZBK78PKu6u8ugdM06pu4ll5nS4vfBL7XbdxDtjT/N6klf+2/Z88qHH2Wqn3SyKSVOV/1S//obbR/2X3fnVY5pZSrs0didxvaVxUyjRrv2ZkOIaWDZneuZOud1NCUgZH1S77IrTCnxk7IppG3J009ukATXdr6yq/n3q7G+FDNOXZ5BN2ufeprktyi0vOVlLGfRyPEkUv+6bmbFxx+arWuzkxylKlYy1UOWVkdLYsOcWaH1pLyECZKdZeGCFeLY2Cublvxltiz729AXarU/33srdkx6a6d+H9oX6H9hS8FXP/k088/Lw0L7Lv0oqF2qyngh3Y0hRAyFq37yqbEyeg8qNTvELH9vlPdStuMqBx+S7RoXSteqY7YuyN4mLjA4BUmpSpWCLme5VjKBMFkieE5KyBLrJYQMQhxXu03I5niyeeUKU1qWf/fLhqUZPlz81905z+xNGzeaygGkaRTpRPxVEyeY3W/r55KK/VateHVkNtKJQFl+v2bvbyp17JRBdm0XkgxtMiHNFj/8gHwQCSfgIbP2vv8x+chRPiM/SC+Ju3Hp32beI/ftKEvAUejv4dgv7KqzAVHsJci50lWrR/4eGPHTs/uNN5tSQrS79gtLL5WvOyfZrFqWLIfeEFdskE842cYx+RNPPGFhaNeunZk9O6uJONpWFStWTGWYcl02VtF7/fXXzcKFCy25kuuEUjAifrDKy7js3r17rHSTJk2yKwb26NHDmivGboQcsOLeJ598Yu+ysh79RaVoIoDZrvPxxKqLKoqAIqAIFBcECtTULlFQp53RNvSLfKJpVDz4cDE7uj1Dy6VESTuTwcfAnDsHmLUec7+g9PZ//T1TmgmUI1Zkv0UmzzM6dTDbIkiVWhdeaok1f5poNiwYcped/Prvcc7kcw8xOQqanC4b+2UoweEm72EaWn9/+L7ZKEsNB0k5MYWAMAhy+LpFVp/hy7s/LoQh4Svu1SQwnsuH+gZJOSEMguoYFFavKQLFDQH/uIk3zhina2fPCoQpXlyXF2ms85CgUc8FMkLraXmmGa4/49KVKos242mBzwa07paImV4Y4QppGqYhg5bsuh+m+LOLne/c5XIDiecXyjr/7jtDiT2eu2FOr+eIyWYYIU0+kIl7BphsguvcW27wFyXLeYPut5o6p52R5Ron8fIkzAHvfJINX+o565ou3A6VioceYfYaeJcQVvInjqCdZti8+4eaVV99ERovkRsQ6bt32zHhTiROqoVxpBOkUH5NBFktjXxIf5mYnvqXUX/rrbfMoYdm78ephlVuy8Mqd++//76BcHNOxXObVqrGw9/ToEGDjN9UEu03CKimTbN/dHN1QTvO6/+Klf9uuCH6WeLi6j79EPjmm28MDu8hoVhRUkURUAQUgeKAQEoSTzO6XBQ6WaBR0HDZKhOmoIkB2jg77X+Qqd2hY+BkxDsBgrgpJySKV2oc2yrUEWrURE9JFS+KeqwIKAKKQHojwG/FxgDtQgi2KGfZLp6f1AMNyPuwDwXEWzF+nJgXrs4C3DY53yYmhzVEQzCIYCPw4tdeDdVo5Hcu7PcQ0mpu316hH0XQftu+bm02bT5+Z8s1amx2Es27evJbG/QBI0slUvjEmdflJ+nkqu/IJ3fu9s8884xp27atO9V9GiMA6QT55Hc6Xkk+ZkIk4f8pTDDXe+WVV2K3hw4dajp06BA71wNFQBFQBBQBRSCdEUhJ4okXdhyTel/A+RJfTnxHxPuSn86NoWVXBBQBRUARUARSDQGnIUe5wsivVCtzIuXBtA3/S8k0r4uX7/Dhw03//v1jwSApOnfuHDvXg6KBgNeBtLdGxx57rMHZfIsWLbyX7TFaYayESL9EypUrZ4YNG2aOOeYYe67/FAFFQBFQBBSBdEYgJYmndAZUy64IKAKKgCKgCCgCqY/AeeedJ/7ht5lRo6L9pSW7Jtdff73159OxY0eDxpVK0UQgzPSO2kI+oQFVVnzbeeX33383l1xyScxcr1GjRgaysmHDht5geqwIKAKKgCKgCKQdAuL8SEURUAQUAUVAEVAEFIHig8CIESPMd999lzRH4jlBrlevXqaymF7hkFql6CKA+eTLL78caEb56KOPmvPPP9989tlnWQCAaPKuagcRNXDgwCxh9EQRUAQUAUVAEUhHBEoNEEnHgmuZFQFFQBFQBBQBRUARyA0CmNftueeepmfPnrmJnqc4VatWNStWrDDvvfeeQetKCag8wZnSkXEcfcYZZ5hatWqZGTNmmDXir83J4sWLzbvvvmuWL19umsgKz1WqVLG3GjdubMqUKWO+/jpjxV3Ip3Xr1pmWLYNXc3Xp6T59ENi0aZOh/V2bp0/JtaSKgCKgCOQeAdV4yj12GlMRUAQUAUVAEVAE0gwBtJ2mT59uzj333EIrOXkvXbrUkk+FVgjNuMAQwJfYG2+8Eegs/KWXXjLt27c3zz33XKw8mGOeeeaZsXMc0L/66quxcz1IXwSmTp1qzj77bHP00UcbnkUqioAioAgUFwRU46m4tLTWUxFQBBQBRUARUAQMk3h8Ow0ZMqTQ0KhZs6aZOXOmWbBggTn99NMLrRyaccEhgKbbSSedZPbaay+DFhPEoxM0oXAqjpZT9erVDVpPhx12mBk/fnws3MSJE03z5s1NgwYNXDTdpyECEIhoOyJoshUmAZ6G8GmRFQFFII0RUI2nNG48LboioAgoAoqAIqAI5AwBJvepQPYccsghZtKkSTkrvIZOewToe2g/XX311dnqgt+xyy+/3PTo0cOaY/br18+ULl3ahoOcwt8TpnkqioAioAgoAopAuiGgxFO6tZiWVxFQBBQBRUARUARyhcAvv/xiNUhOO+20XMVPZqQ2bdrYsvz444/JTFbTSgMEKleubPAzNnLkSGty5S8yxBTmWJMnTzZ9+vSJ3Z42bZq54447Yud6oAgoAoqAIqAIpAsCSjylS0tpORUBRUARUAQUAUUgTwj88ccfpkKFCtbcKU8JJSHyHnvsYVNRrackgJmmSRx11FHWz89tt91mMMXzChpO999/vxk1apQ55phjYrfeeecd8+CDD8bO9UARUAQUAUVAEUgHBDL0d9OhpFpGRUARUAQUAUVAEVAE8oAAq8nhXylVhLKsXr06VYqj5chHBM4//3xTokQJS3qyih2rKh5++OHWlO7KK680rVu3No899phd6c5bjJ9//tme1hDfT8ul/yIPPfSQadSokTnrrLPsuf5TBBQBRUARUARSHQElnlK9hbR8ioAioAgoAoqAIpAUBPCPU6NGjaSklYxEICCWLVuWjKQ0jRRGABNPnIMj33zzTZaS4usLR+KQUD179jStWrWyBNTcuXOzhHOkk7uIltTuu+9uDj74YHdJ94qAIqAIKAKKQMoioKZ2Kds0WjBFQBFQBBQBRUARKMoIsKqVd3WzolzX4ly3fffd14T5FZsyZYpdafGKK66w/p769u2bkDkopnj4f1q5cmVxhlbrrggoAoqAIpAmCKjGU5o0lBZTEVAEFAFFQBFQBPKGANpOqbQqGNpOLVu2zFulNHZaIPDEE0+YefPmmVmzZhlWr/v+++8NpJNfICOdeZ3/nv98xowZ5j//+Y/1A+W/p+epicBNN91kpk+fbmbOnGlYtVBFEVAEFIHigoAST8WlpbWeioAioAgoAopAMUeguvjJSSXTNsrinIwX86YpFtVv2LChYTvppJNsfTdv3mxJKIgonMyz51pOhJXvMNNTJ/U5Qa1www4bNqxwC6C5KwKKgCJQCAgo8VQIoGuWioAioAjkFwKbxeyiTLVq+ZW8pqsIpDUCDRo0MOvXrze//fabady4caHWZf78+bYs+HlSKZ4IlClTxprXHX300TEApk6daiCTIKHmzJlj/vzzT7Nx48bY/aCDv//+2/qOOvLII4Nu6zVFQBFQBBQBRaDQEVDiqdCbQAugCCgCikDeEVj/+1zz6+UXmVKVq5raHTqZehd2ynuimoIiUMQQaNq0qalSpYoZM2ZMoRNP48ePN5UrVzb7779/EUNZq5MXBHAWzobPJydLliwxCxcutBuk6ejRo63JnrvPPpVWa/SWS48VAUVAEVAEFAEQUOJJ+4EioAgoAkUAgWVffG5rsXX1KvPvxAlKPBWBNtUq5A8CLVq0sMTT1VdfnT8ZJJjqjz/+qCuSJYhVcQ9Wt25dw8bqd0iPHj0s+fTQQw8Z/DwhOVmt8b777rMOzCtWrGj35cuXN2wVKlQwZcuWNeXKlTNoY3GMlChRwm72RP5t377dHrLftm2bPWfPtnXr1tiG2SDbpk2brNaW2+PfCk0/FxZSrU6dOvb8wgsvNLvuuqvLSveKgCKgCCgCRQQBJZ6KSENqNRQBRaB4I+AmAqCwfcOG4g2G1l4RiEBgv/32M0zYP/vsM3P88cdHhMy/W2iwjBs3znTs2DH/MtGUizQCbdu2NZjWffLJJwYCqVatWgnV9+6777b9n3EAEeSIoS1bthg2yCD2/KZwXKpUqVi6JUtmXQzb3YNw4p53D3mFiWDp0qVtGoTlGEKLFfkwNcXHGdfXrl1rqlataubOnWs+/fRTSwzHMtUDRUARUAQUgSKBgBJPRaIZtRKKgCKgCOxAYKsSTzvA0CNFwIdAly5dzDvvvGNGjBhRaMTTyJEj7WT73HPP9ZVOTxWBxBHAbLRDhw6JR5CQkElHHHGEeffdd+PGc+ST00xyWk3eDx0kgkYUxJPbIJPY/ERVvAwfeOABq8kVL5zeVwQUAUVAEUg/BLJ+uki/8muJFQFFQBFQBHwIbF2/zndFTxUBRcAhUE2c70M+FZZmBWZFEE/t27dXkyLXKLovMAScVlIiGUIooaWE9tJOO+1kKlWqZH2koZ3k3SDAuEcYTPbQasop6UR50NyK50g9kXKnephu3bqZAw44wPTu3TvVi6rlUwQUAUUgaQgo8ZQ0KDUhRUARUARSBIGNamqXIi2hxUhRBC699FLTvHlz89RTTxV4CYcOHWrNm9TMrsCh1wwFAbSXckMKFQR4kFcbirjG7oMPPmg1Lv/991+rdVkQuGoeioAioAikAgJKPKVCK2gZFAFFQBFIIgLbNkUvvZ3ErDQpRSBtEejatatdtr4gyafhw4dbE6dbb73V7LvvvmmLnRY8fRFA4ylVpThoPFFHFUVAEVAEiiMC6uOpOLa61lkRUASKHAI7NWwUq1OZOvVix3qgCCgCwQjstddeZp999jE4W2YVrdNOOy04YJKufvjhh6Z///7m4osvzrFfniQVQZMphgjQv/HJBOHEfuzYseavv/4yt912m3UijiPxFStWmMWLF5vGjRvHwrk4ixYtMjvvvLNFbuXKlaZ69eo2HS78888/pnbt2rFV78gD8zy0qnAYXrNmTWt2h7mef8MHFFp/e+yxR6xVIGVweF6UhZUDVRQBRUARKI4IKPFUHFtd66wIKAJFDoHK4i+i4qFHmI1zZpqqrY4rcvXTCikCyURg1KhR5uGHH7Yra5Hutddea5544ol8I58gncgDcuvOO+9MZlU0LUUgFIG77rrLPP744+bwww+POQCHAKpRo4aZPXt2jBRat26dNf90Zm6QR2xOMM1zDsXZu82thOdIKncdAmr16tXWpM97zZFfXJsxY4YlwUaPHu2ysT6eWGWP+978YwGKwAF+sFQUAUVAESiOCCjxVBxbXeusCCgCRQ6BsnXqmib33l/k6qUVUgSSicCECRPMSy+9ZJeg96cLMXTHHXcY/D8lUzCvQ9MJ0glyS0URKCgE3Ap2b7/9dkFlmXA+Q4YMscSTNwIEF4QTRFhRNUlT4snb4nqsCCgCxQkBJZ6KU2trXRUBRUARUAQUgWKIwA8//GAJJzSdwmT//fe3BNGUKVPMLbfckucV51i9DkfiLFt/0UUXGbRPippgeoXZFtot69evt2ZSkB2QB5wjrFIG/suWLTNgwr5hw4amSZMm9pj48+bNM9tFS+aee++1K6ixMtrSpUutGRdmXhASaONguoWpl0piCKCRlKqOxFkpz/URVxvM79DI4npRJZ7U1M61tu4VAUWguCGgxFNxa3GtryKgCCgCioAiUEwQ+O233wwaR2g5hcmxxx5rrr/+enPEEUeY1157zdxzzz3m66+/Nu3bt7cbBElOZMmSJXa1qhEjRlhfN/cKmXL++efnJImUDbtgwQIzceJEg+bYtGnTzJ9//mmJDXwEQXBgSoVvH/ZsZcuWtcQTRBTmU2XKlLEmXcQlPNofrO7lpF27dvaQ8JAQCOlwXq1aNQPRRRpVq1a1pBT+gXDSfsghh9hVCuvVU/92FrTMf5A4ydCwoQ0gFGkr2pRzhHahHR1hRNskKqRDX/EK6bA5kz/vvaJy3FBIVyf4mVNRBBQBRaC4IKDEU3Fpaa2nIqAIKAKKgCJQTBBAiway6cUXXzRr1qwJrHWtWrXMVVddZa688srYfQiiA8Rf2ltvvWWXPH/uuedM27ZtLbHRpk2bLI6QY5HkAALmu+++s9vnn39uJ9QQV6TXtGlTb9C0O541a5YBB5xS//rrr9YhNZWAZGCrU6eO1Q7DUTvYVapUyZIRrVu3NmAMSQTJECZoQTk/QOzRfiIOWlQQTb/88ovNE0fWP//8s9WqgtybP3++mTNnjjWbdCQWJCLO252j+FdeecV06tQpLOsiex2H4mBF20CcDhw40BJHkEdug9xBIwpn3uAM4ePucY1j7qN9hHYS99Fec5pIkE6OkCI8bYdAdtHeaPa4dkdTDU03+kj37t1t+xKWvkJb1q1bl1ObRykhsoo68XTeeefZ8XT66afbeus/RUARUASKAwIl5Ici45eiONRW66gIKAKKgCKgCCgCRRYBSApIIzZMtYKECXSXLl3stssuuwQFsdeYjL/33ntWuwdSafny5XYyzSSaDWEyzcbkvEqVKqZFixYGkz1IJ1bKS1dhhbOePXuaL7/80tYPAqFRo0Z21TO0i84991xLaBRm/dCWgRSjrX/66Sfz7bffWpIR/CE9evToYW699VZr5shxcZFBgwaZRx55xOy2226W4MFskVd9NkcUcQyx5DTLuA5mjA2nweSO6dcQQYR1Gk7+PQQV+RAHcXlxHX9NhP/jjz8sQbvnnnua999/3zzwwAPmgw8+MK+++qolyIhHO15yySWWMKYdVRQBRUARUASKDgKq8VR02lJroggoAsUcgfW/zzXLvvjc7HLZ5cUcCa1+cUNg3LhxBgfKkBBRAiF0qTgPP/DAA6OC2XuYdqE9w4agQTJz5kwzd+5cq2nDtZYtW1otKDQ50l2zifogaDf17t3bkjiYruGb6oILLrCmbWizpIqgeXPwwQfbjTKhdcPqgYMHD7YEBs7iMQHEZ1dxEgilo446yo6HVKs3fQmCEIHMwgzQ6+cJ4gqSCs0qFUWgIBCAGOX3g74ImQ1piiYexG1Dj1lkWFkIzwqROTXJDktPrysCRRmB1HmDKMooa90UAUVAEchnBLbJi/pvfXubzX/9Ydb9+ouucJfPeGvyqYEARBOEExOHKDnuuOOshlOrVq2igkXe22+//QxbURUIgGeffdaSTpg+jRkzxjRr1ixtqotW1tlnn203HLpDGDIpxDywOAkEHORNKgqmmZs3b7ZFg1xiss/E3wnEE5sSTw4R3ScLgTfeeMNq/E2ePNmakE6fPt2a89L/0PhDQxUyGz9mLGjw999/W81WzHdPOukkq+1JWTA5njp1qv0A8f3338dIKvo1psX8xpxxxhnJKramowgUKQSUeCpSzamVUQQUgeKKwGohmyCdkLXfTzQQUSXFL4eKIlDUEMCEDsKJDdO6KMEs7FLRcDrzzDOjguk9QQBtrueff95iwT6dSCd/A9LeZ511lvXzdc4551htKOdvyB+2qJ1j3oa5XCoKpBLEGMLer/FEuVXjKRVbLr3LdPvtt5tVq1aZSZMm2Yqg0dS8eXNrPly/fn1LdkI+0ScxL4aEwuwT8+rx48eb4bJABdqyOIPnGL+AENv4Ely0aJHVBsVUFe1KFl945513TLdu3RLSrE1vZLX0ikDOEEjNX6ac1UFDKwKKgCKgCCgCioAioAgoAoqAIqAIKAKKgCKgCKQgAqrxlIKNokVSBBQBRSCnCJQuXyFLlG0bN6jGUxZE9CTdEcDE4ZNPPrEbX6Kj5MQTT7TmDqrpFIVS1nuY1rFKHE6iWe0Pf0nputw75nXTfvzRatTgWLy4aDvRos6ULWvrpsaZV+MJczrMnNAQQTMR4T7itKLsif5TBPKAAFpOPA8wg2NRhJtvvjkyNTQlnSxYsMAMHTrUrt7J8/HJJ580nTt3Nphucx1/Zaz4iAN+njGsoMr4Q7uKcGj0ofmED0D80akoAsUdASWeinsP0PorAopAkUCghEwWvbJNHLeaKlW9l/RYEUg7BCBCHNmET44oYaU5iCa2dDYTi6pjft476KCD7MQMMqBy5crmmGOOseYokHgQUUywUl0gJ5955hkzQxzB7/J/9u4F3r5yzh/4YgxjxjBlYlyGVG6NEZEk6qeUCqVCKpckodS/oguZSlQuXUQSJV2Uyi2U0g3daIgwSEi5J0UTYpj5/df74Xtav/3be5+9z/YXpeYAAEAASURBVNl7n733+X5fr3XWPnuv9axnfdZaz3qez/P5fr+1u8yN9cBRXKHFZAa+4xrjiStdxG+ylimxSW4intR92okncYQ++9nPVp4tSQzS+kdAplFu1+LuPfShD62+XhPN3OW4mspIKmOp4ODIIlk6vReQQf2YAOPvfve7yy5nnnlmteOOO5ZsjIKJi/t04IEHdizuiiuuqI477rjqiCOOqFZYYYWSfOLVr351IaE67pQ/JAJTjkAST1N+gfP0EoFEYHEg8DctxNP//iGzAi2OKz99ZynIdZBN1rMZkikIJ+RT2twQEIh7pZVWKgG5DZYM5D74wQ9Wxx57bPXmN7+5euQjH1mIgnXWWacSN8mAmTpqIeyHP/xhia9yzjnnVD/96U9LrC+xVgzwqGde/4Y3lIHhv//7v8+oaBaingtxzHEmbdxjDDmGHHD/NIOLIxKQB+Os2hrENXVfMs/SGWecMYgiF1UZ2qRvfOMbpb3abbfdqnvXRPl96vZo1VVXLcHB3UO33HJL9cUvfrG0Z2uttVZ18skn9008NUFFcN3nPvcp5QsgjoTqZuuuu25lUc9jjjmmtENHH310IcK67Ze/JQLTjEAST9N8dfPcEoFEYNEg8Df3XHYAuJTiKS0RmCAEzGAH4YRMmM2QTbIHUQ2kzR+B66+/vrr55purFVdcsRRGAfXOd76zfBZw99vf/nZ1+umnlwC6hx12WCWY7j/UriQPqIPzInxkhHr0ox9dFC1IKq4nVFIIIanG/W+56aabSvBeBAmCgUJBUF77+Ow7y09+8pMyWJNditqNG8t1111XiIm73e1uZS37lHpSMjzjGc8oxw8kHMcAdLEZ7ILgGbdzd33dN8gmAZ7vd7/7VYjmMP+7Z5zDtBrXwjDESFp/CHhHXHnlleWZP++88woBxCWOUo6iDjlkMgKh517TNiB+5muHHHJIaV9WWWWVinKpV3vsYx9bvetd7yrZQiXDoJZqqvx6LSe3SwSmAYEknqbhKuY5JAKJwKJH4K73WJZ4+nOjM7/owUkAxhYB6ag/X5Mal156aXXNNdfMWk+zzptuumlZVltttVm3zw16RwA5xLXxf//3f5fbacmSJZVll112Kb9xFbr88suLC4vsT/6X4YlKCkEknsofavJb7JPbb7+9kAzIkCCVxD7hAoeI8Jn6xVo5VDC+R04YRCIm7n//+5fBpEHclltuWVxofNfNDDoXI/GE0Btn4gmx5JoiCVxr90mYe8/3rv+02rhem0nA+wc/+EF1+OGHF1dMSqL999+/kJft6i5bnWx2gyCdtE8IQ2TW2muv3e5wXb9zn2s7t9lmm9I+dt04f0wEphiBJJ6m+OLmqSUCicDiQeCudWf+7g96aPU/P72xnPS9axVAWiIwjgjowCOaEE7fqmPxzGbiDQXZtMEGG8y2ef4+RwTE10HU9ELWIJQ222yztkcySKOcQkhRsCAREE7WSCnHCQLKttRSSCeKKf8jFH32ne0F5p2L/frXv64ooxzXerEY4qmXa7gQeCCWgmyiUKGyo4ILU++4P+K7XCcCgcBOO+1UPnp/zGaIZ+0MAltbMh+jyFQGRedcTUwv+1NrZaDxuaKY+006AovnTTzpVyrrnwgkAonALAj82ymnVz/5wPHVfTfYcJYtF/fPyA7uPwamkR2Ne5EB8IMe9KASBHRxIzT4sxdoFdFkwCDDUC/25Cc/uRBOm2yyScWlKm24CPRDPHWridhPloV2J+HKxQw8EWWLxcadeKJ4onJCPFHZue/CEFOUcM5hWk1cJ4GvuZJSwKT1hoDscBtuuGHBrZc9vMu5AnNz22uvvZYhOHvZv7nNAx7wgNKOzEetxq2S6knyA+U885nPXPA2snmO+TkRGAUCSTyNAuU8RiKQCCQCI0LgwS9/xYiONFmHEZtGxitxhJBNZi+RTRHPxneWGKSS03PretnLXpZZh+Z4qYNosuYi0Ytxj6BuQjY96UlP6mWXkW0z7YRlEE/zGVyN7GL0cCAkRsSC6mHzqdlEtjjuauNoFE0UTuqIeGq1UDy5dtNsMqRddNFF1ZLafTVtdgS8l6njVl999WVignXbk1vuVltvXYkD9YlPfKKQPi95yUva3nfdyvEbpRL34Q984AOFxJpt++bvp5xySnXSSSdVX/nKV6rvfve7MwHHzzrrrHIu/1pn3xQ3avPNN6/WW2+95q75ORGYOgSSeJq6S5onlAgkAosBgWkfBA/qGiKcLIITr1ynVta5e97znldFVqHW4yBILrzwwrIIrHz22WcX8mmHHXZo3TT/b0HgxhtvrK666qoSC4M7XS8BwhVBzfS0pz2tLAJEc7MaF1tMhCWSRoylaYmv4zwQMEiOxWLOFXkzrsRNEE8UTYinVpJzsZCFFE/5Tun9qbztttvKxBAyiRK2VxPjCalz2WWXVQggSufXv/71ve6+zHY777xzdeCBB1YvfelLq16yp5rI2m677aobbrihrJGNnk/BxX/84x8XN0Bu5D5/+ctfrn73u98VYmv33XevnvCEJyxz7PwnEZgWBJJ4mpYrmeeRCCQCU49A6yD4nnXAyhVrl5YV6gC87Nc6Z3WMlDsE9a07NGvXHbTFqtrh0vXud7+7KJye8pSnVEceeWS1dT37OZtJx2x51ateVV188cWFtNLZPPfccytpm3NG8k4EDR4RTEE2mdHt1WAcZJM195txssVIWBr0U6OIjTINFiTGNLtttV4nLmyun3MW34bb2jgZ4inibnUinijvWgmpcTqHdnVBLgisz8V0oUx8tIc+9KElCP9C1WHQx4XpZz7zmfIeF5D+gAMOqJ7+9KeXTJa9Hmv77bevLBInSHQwV3vFK15RiPmma6iygkz6+c9/vkyG1Wc/+9mlL6Hv0NwH6cior8I++clPlmQNJmt23XXXap999qm22mqr+DnXicDUIJDE09RcyjyRRCARmFYEyiD4Qx+qvlnHJnpo7Yq0We0GtuUGS6rHrLJq21O+vp7Vu+Q/v1xdXBMB76zVO2fXMvOX7bjjoplhfctb3lIdf/zx1ROf+MTqhBNOWKYz2BawDl+KJ2GhgDruuOOqF7/4xZXO5xvf+MYOe0z/1+IzmZ0NskkQ6V5N2vsgm/qZte61/EFst5gJS4QFhRByYBTGbYVykxpB3JNBB9xdjMSTQTAS1zUUmF3cunEyhBIyDCkWrnaxVk/XrPn/ONW9U12QTg972MM6/Tzy77/2ta9NBfm03377VZ/+9Kcr8ZW4xlMpw/rjH/949YY3vKFvXOebBVWyBMSevsV1111X/fCHPyzP17e//e2SfRPRtNFGG5V6nXjiieX5O/XUU3uq5xZbbFFZxIE6+OCDqze/+c0lDEC6YvYEX240QQgk8TRBFyurmggkAosLgTIIrt29/rNOOb/2Yx5TvW2311TP7SEmxCo1ObXKc7eodqqXz9X7nnnBhUUifu6nPlXttsceU63aEbzTDCM5PdXSIExn0oJ8Ouyww4pc/9hjjx1E0WNfxi233FJIJkST+Fg62f0YtVmQTZ3cG/spb5jbLnbCclTxkJCVT33qU4sqh0KEe6sgy56vQWYtFLwZAbOYFE9BPCF2XM9xM9eD+iMIJoP3pirL7+Man6oTlsiQcTL1edzjHjdOVeq7Lgink08+ufpQPeFm8idMXCwub5RBgoePwj760Y9WCCRqKfcmxRLXP8dHZokD6Z4WLDzsIx/5SPXc5z43/u15LfC8ya0jjjiiEFCPfOQjC/HWcwG5YSIw5giM31tpzAHL6iUCiUAiMAoEYhC85qMfVR27377VhmutNafDPr2OFWC5uFapnFDLuadZtROkE1LoWc961pzw6rYTIksgUMexTCv5hGQKVZPPBrO9mhlhSrO16vtVgHbxNSbB4t5ZzISlwZOB/7Btx1p9SSEi4K74XmIx7bvvvuWZMmAbFEEpGHC4nQ37nMalfCQbxRO107hak3h6yEMesoxrZxBSk6R6okoR9wdREva4Wt25xRyIh9i/1/Un6xiE19TuaGHqMRfCI/Yfl/Xb3va2atttt12GdFI3MQAF+j7ooIOK8mjY9T300ENLTCZELtc35JI2S2ymbvaNb3yjOvzww7tt0vY38Z5k4ORud8ghh1QXXHBBubfabpxfJgITiEASTxN40bLKiUAiMN0IxCB479q1i2ppEIa4spxw9ierd9RScUE2p4k4QdRROg2LdIprgNByDNdI4FKS+Ek3s8diNVmuvPLKntNVO29BVoNosh60u9QosI3nbVj3zqQQlk1CYFi4y+QksxP3VQM4Rpljhv873/lOZaD34Q9/eCCHR2Igta655pq+YsIM5OALVAiSWJwuxM24xkmKugm+rK5NcjqIp0lTPSFRWZBPyKAP1t8NU3n0+Tpb6Jve9KZyXH+QTlGPmS8n8ENMdjSVTs3TePnLX17tueee1RlnnFG98IUvbP40788CfEdyC2764kqJnSW2VK/u4VdccUXJgCe+Zq/Gfe+0004rqqqVVlqpnNdznvOcEpvSdU1LBKYFgSSepuVK5nkkAonAVCAQg+B3vnavatPaTWnQhsh60P1WqvY44sipUe1wSdRxo1YZhtKp9Ro4hg6/oOPUGS94wQtaNxn7/wUCF08ill6VLkiCJz3pSUXNFITTuAUG7wf8JCzvRAvxNGyyQqDgFVdcscRKufPIf/kk2K7BnnuSy8l8DYlBmTDf2C7zrcco9w/F0yiP2e+xgniiSAvyMcqIdmjSiCf1lwX16zXJGQokSijk0DDIJ2RqU9lEYeX402Cyv1HO3ute92p7OpRHJkvEWuSSp61wL3HZdP9ziUNiSybCpbcX4/6LNBQTDbFFMageW265ZXGp65V0cizvRWqlXk09ubBTeKmvZ4Ib333qpDHOj3v/XDPx9VqH3C4RGBUCSTyNCuk8TiKQCCQCsyAQg+BhkU5x+CC0kE/ToNqRvU5nb1AxnQKnbusddtih+upXv1q99a1vLeQT+f842y9/+csyoKdqMrAXW6VXe8QjHlGIJoSTpXWw2Gs547ZdEpbLXhHEkwEXV49hGZKy07Oy8sorl1gp4ooNwhBPiNLFFOOJS9C4K56C3ERABdEU15tCjbkXJ83EK/tcTTQ9vSackE/iAA2DfEI6KVf5DOnkuAuZUW+Q1+qmm24q7pfiG3UyGWb9LikBhaR31I9+9KPyvCOguMQjbmYzCieEkz6E7U855ZSyi0Di3MURXE2Cb7by/K6NE2i8F1N31/Ob3/xmCaDeuo8Mfp+qY3PKprvuuuu2/pz/JwITh0ASTxN3ybLCiUAiMI0IxCCYe10QQ8M8T8f41W9uq95SZ5aaVNUOfGT8E/SaUmLUtvfeexfXtI997GNjl+kOgXB1HVhehiMLsqnXWE3c54JkEqepH5eBUV+D+RwvCctl0TPrT2UQg/9lfx3MfwZSndxTERHf+973qifUMekGYYinUEEMorxJKAPJhnjqxcSTQVQhMP7u7/6ufEYKwc0gXjYxn5FDv/71rwsh6X/tCpda23LZtp3PyuImpM3oZKF2sra0WhBR4xgYvbWu7f4P8mnlmkSFq0Xw6c997nMDIYa4fU0z6eT8/vCHP5R26Prrr+86ybHxxhtXFuQQlzjvN/fhL37xi0JKIZ+6mUmYo48+upA+u+++e/XqV796ZnPXjTITCebZGJYhnqiqZO1rZ1z8uNyJF7XmmmsuEw+t3fb5XSIw7ggk8TTuVyjrlwgkAiND4KijjiqdYXEDRq3qeHctkxdIfFAxnXoB7cWbbVp9vR7ovbWWciOfOikReilrobZBPMmcFmmMR1kPHVsy+bPrAK+vec1rBjKwmGv9m0STgWHEyeilPGQDxZiOLbcQpJOgzNNsSVguf3XdzwZwzSxjy281v2+0re9973uLOlEWuzCERgQURmQMwhBoiBgZqbiwROyWQZQ9rmUgf1y/IHi61VOb9f3vf7/6/e9/X/axH+KHm5tyKDd8pj6Cpd8RQgbl1CGO8ceaJPi7uq3wu2xfBsrdzD5xDJ+RX81Aze4D5MEkKp7ivJFPXOyCIKJoQbjOl3xCyigH/sw1EEdqWpROzun8888vbnaUSNznupkJp1/96lcla2ozw91j6gzAvZgJI/tzZUPuNE3/75N1MpaVawIRkTWohAfNY7j3xbvrRMTb9n73u19xwbv44otLOyajX1oiMMkIJPE0yVcv654IJAIDQwDpFDESfCav3nTTTatNNtlkYMfoVFAZBNdkgex1o7Y9tn1h9cX931gNU7VjZtHsITn8IA1uJOpHHnnkIIvtq6znPe95RW1FDi9GzagM0SROU2Sfs+7VDCjFxeBKgGyiXph2oqkVmyQsWxH5S5BvhAM3TNnlnv/85y+/0QC+ed/73lcIW4M9z4zZfinLBZvuJzbKbFW57rrrqmuvvbaQIouBdIJHEE+zYeN3z8B///d/F0IuVE3IDJ+pThBNSCCqD0om3zcVTj/5yU+qBz7wgWUbCilxeQzUu1mTeEJqKRdhFaZN4xY8qYqnOA8Efiv5RNmCfJqLBemExGKuk/KHET9qLvUb1D7uD+90qrlO/YXLL7+8uJ/94Ac/KLGQtB2SE4jP1MkkLUCynnjiiTObIEstMuW12mMf+9hC8N3//vcv79lhTGyJS8k8A91sjz32qLj+nVSTjMjMTrh0KyN/SwTGBYEknsblSmQ9EoFEYEERaM3GRcVi8ZI3QLJIAT4MO/1DH6rWrmfpZJ0btT24nlF77npPK7N7w1DtGMC+7nWvK6f18Ic/vCiTdCp1oOZr3MeUSXW0UOb4UizLBjdM4skA0flSMpnp1Tnv1QzwBEcVI4Kayb1uULlYbTETlt2uedwTXFa4IVLCDCOj0qMe9ahKkHEB+sW1u2s92Lx/rTAQ1HeQJnMe5US3WDGDPN44lBXKJHVBGnUzZFyTkOuknGmqf5sk0UMe8pCZ4nt9N2qLqJqskQytRNkadbwi7VvcizMHGPIHZKvz70Ze9FsFpBCyAOHEEEXc7j74wQ/2W1RROk076fTzn/+82m+//QoB3e5e5AqMmEZwIj3FouMCqp1CWHYjh0y2IKyatsEGG5RMuN6l3otNc28qjxvfZZdd1nNwb2SYjHsy8v2///f/mkUu99lz4DyRt7OZQOqCj++7777VJz7xidk2n5rfxdyiiIxnaGpObBGfyF0X8bnnqScCicAsCOjELhZDhHD14HLUNLPmZtPMiulIXHTRRc2f5/25DIK/9a1qq6cvmXdZcy1gy1q+f2sd0JdqZ9CmgxgmfouU9QazyBq49kOgRDmxRvb0GsQz9hnGmmqoH8VRL3VANH32s5+tDj744EJ6kvqT2X+gjsk1G2bUAtwP99prr5JyWqwMsSQQizrYox7U9XK+o9xm3AjLuZ47FzKuaxSazedsruW5bxABSAQDcGnBN9tss/KcihM2SDN4pD74eh2E+aLajYTi8sV1fLtBmAEmclvZ4kVxTxq1nXvuuWWA7PgGy62D3mHVxzvbdTRwHkcL4okrXRBPzZhUVFWWUbZRnh/vf0SRd5N7kcJoEEY53SSaEFHIp37M9kE62U8Zo1A6eV/vv//+ZeLovPPOK4RQP/XuZ1tKOgpL773tt9++opJGfjP3g3ef9gKB5LmW2Q6uiBjuahRgzGRhOzM55dmg3gszmSgjrXZHvMZWo3j3rvAM99o3WnXVVYsKy/ay4nUyCkGZ7GaLQxX7r7zyyoX8ktBEv2AxmCQTkt+cccYZi+F0F805puJp0VzqPNFJQsDL0aDcbM4222zTVgo87PPR0dEB8OIdZpajYZ9HP+UbxFnOOeec4mpihjJMpyVUUGZlESfc8HQ05mPwXbUehD13AAqgudZjtdrV4RnrPHkoqh2zf8xATEc2jAuM5V3veleJvwJPgUKbs+uxbbu1dMniMzzrWc9q9/NIvzNzKk6DDrF7Yy5mwG+m34LEMoPbazDwcJ1DKhlwt5Knc6nPNO+DsBwUyTEfnBCW4h3N1cyCM20IN2GDMQS5xT3RryEszMILprvPPvuUNpAK4Rvf+Ea5J2+44YYyqFpllVUqAei5oxjwWbwjKGwQSv2asno1gzWTARQqZsLFpOKaxfVULBYkqwELtQIyQZyWhchqp45MGyXzloU6UntlGZa7TBBPveI56u0QTq2Kp1biyX3U/G7YdURyhHnnx3vfpEbcR+0UOLHPbOsddtihEFnxLkQcrb/++pXvZzOkk+3DkC39ZlmLfftda18CG8plZKBYaXEPdwqI3e9xbI9kct2R6chu6iYZY5EO4hzpE3u+tT1IKBMrTPtpPwQOdZKJPFnqWlVB3Hip+yggm0Zxudpqq5UJHnGiuLWFcbNDRLofkJGbb755/NR1LWYU9aZzEaeK+ilMO+Udrz/knJxLr+b4roe+hv7SsAwRyxBv1KkLZdpu1s/7YaHqmsftHYG71A9sdy1u72XllolAIjAgBLzY+XSHmQmifBjkiz7K7rQ2Q4t4+vSnP10GGLGdjr5ZiMgoEt9P49qAzvkjoiKgZ+t5Ip9gYd10W2jdrtP/ZtO2rTsmr3nB8zttMpLvT/r0OdXx9Szd1QNWNjQrr7Nltk6gTB2wVhPkOgio2WJrcaORUhl5NQ5mwO252GmnnXqujmccwcR9Dtmks92LwQnBFMsoZr97qdckbIOwdG9RLiICFtKQJNQ4ZsfnQljusssuZQDTeg4GUMgn5xkDtNZt2v2PELAPQufjH/94URp8q1Zjio1CUYVE4UpClYAAQm5RIyATkDvIJ8+1eG6IVC4kMEayeD6Qyu5d7zHkloFsZGFTjvtfHaxdH25djmlAqf01UPOdsimyEF+OpY4UKiZLpB33vjRgUobBn+cEVqM0A13EAjK6nXnHG5C6PoMKpu444t0g3sQSoi6FzzgZ9RdSTgYx71X3izbfIJd53yLpEADNAfswz0F9KGeoSdqZ+9U73rOKFJkrKeZ+QIqEuUbI0ab95vY/Vr/+7R+rhz3g3oXwaKr1kE7KGJUhICLuZesxPYdBQM2l7WqWh0wR9829gOAKQyLdfvvtJQYSUl3bjXgKUl07wQXLsx5ZbbVLyCL3PVdeLubKcL9pS6iQQh0Vx7F2vym/nZrI5C8CSZvaq8uXBB8IKM/iK1/5yjKh6Thip3kunduLXvSiQlA1g+vbZjaTZVYWPuUO2vR5Tb6GmVRznT2fc+nfRjn9rk26IX1vvPHGgtMgY//1W5fcfrAIpOJpsHhmaYnAvBDQ6aZ0MiB92tOeVr3jHe+ozjrrrJngyVKqDtu8pA0yvDjZ61//+jIYMKtslu6ggw6qyK51EMZh8DZMPARgtnCx0yG2NCXvji0Li+Xtb3976ZzqmNqnFwvVziZP6W37Xsqc6zbrP2HN6rB6ZnU+qp1Oxza/4d42kNDRJqtHPn3hC18oKqvYT8fTzKLFQFVMIlgavLZm3KMGHKeZMHXx7HQzihFEkwXRZEDfixmwU8dQMulI63imzQ0BbZtA6gtNOqm9QRRzL8xl8GYAox22IC/DEDUGuBbEtkEDQmk2t45Qo1A+MW5RXDw7ZXQyOPAsG4gb8BnsGUwjlbRtnmdElcEMYkj54rHEfCd1DhLJwEv7YHCnLNv4zL3EINH/7n3KB7/LBoWwol4wkERA+d1grHmOyKxwHwxsRrWGBULROzImL5xvGBLegnzTzlmQUL1m5IpyWtdwhPO4Wtxj3OwsMGkSOa6Zc2h+N+xzQYxSyHBhRgiIP9Z0tXP/hdr56KOPLspCqqPmvdZLHUO5FOSTMr0Pm7bdAReUf1+55b9Vf3Ee+8uvyJRRkk6OSqEFG4QclQ7lY5h2FFlkcQ5IAsRMr4rlKMfaJBJFmWegadttt13z3+X6ANoAgbkdO2z11Vcv5Ku4kiamtDUIa8p0fbR2pJN9ueu19jGizC222KJMcF1yySU9E0/aXYq5D9XxO/Vn9GP0abSN1FDInV5iO0UdmmuEFaLNJNewn3XnbJHAxXvEMgpFtYynSCfWa+ITEznuU+9C6jjEn3dIL+YdrA/nnawN8g7VhjfJNt8jSb3T3HfGaM3fezlOblMnMUkQEoFEYHwQOPDAA8sMrRlAQRbNhCI9NLwYf7MtrS/n2Wqv868T1QwKah8zMRpRDTXVyCte8Yry4m2dITdYRjjxhzfo9eIOlcYwXfDMQpo1HrTp7OrUWnT6LWbQ4nP85oXuRaNjbGBk1ksGs0svvbTE6xD/ROcrzItOIESLgRoc4WW21MuvXYesDILrjghXt4W2h/01wGVzEEzZ4D50rs2O+CjqqtNhMRBgZiTDVcH/7g0dg3ExHXTPVNMMzCkHuXbBtZP6obmPz+4fHddYmqmiW7fN//tDYBIJy25nSN1jickAhG7TTCBYTGIgnxDj1p0siJ5Ovze/125GUOm4R92znczzoV016+/ZQE4htzzHnnWDT99rYw1utL1ICKSWDj7Vk/9t4xnxTjMg7/Qesq123QB1ocxg3KL9ismLcMNTJ8Tb5xvuXYgn744go9S/H/POgikLgq+f/dttC0fYKxeW3BwRgz6bJPN+89mkjHawSQS0lhfunO4DpKV2vEkyqb/jNb9rLWNY/7unDFapn1wTJKp1891ncGsC0MBYfwwB1c9AHHkUxFOr+943vv+rmVO78ps/rzZtzC/AeCEsVE2O7f6lhERENA1GFtiZXLK453sdlOtP6uMiivoxbY4JUXhqS0yKMgQPMt6EoHsMqd+tXUJ8/aJ2Ke6UHMT9bBv3pnu8V4Wxa01lRZH5hje8odK/93xoYzsRYOUEZvmDkBOzUZs/6BiXCDLKOmQZRWIYIgbZZbGNdwjiZb6hJqL85hrBiegSo1I9YiLEe4HS1TvHuEifm6JVW8J1PvpXrr97I9p9YyCu4/rj7a4xlRuXR+9IHh0m26MsJOEBBxxQqoe4bLrGI6pM/ig3rXcEknjqHavcMhEYKgJIII2oF/0xxxwz03l0UH7+ZtrMxOmQminTGfJiC9NJRxLxV2f+5zcfUmkk1km1okWGHw2rFxfj+mCWyKyegYROlE6OBl66V2WQ2zZNJ2FJY6ZOp8PLSgcCSaMzpm7IFh01s0lmSvjsq7vGuzWLXLN8hEy3zmtz23H8bObUYjaQeTm3dtZ8bxC8Yj3YGhe7b90haqp2XAez8uNg0REYh7q0q4PnRyeTmSE204mw0znqZp4/ig3xmXRgPH/9Dja7lZ+/LYvAJBCWy9a4t/9iNpqKDvlkaaqgkDViZlh0zMVqMXBeqyWTpkG/AdYwrFWhqB5hzcE7cmwQhhRxvZvZ1wZR7lzKMFiiyLJQesqUZd0koZSrzhbuZt7ZSCjXyiBvtrTr9g/iyQTLbGagblDMZckEiXsEERaLPoY+gTL9jnzyfkcK/U+97T3qSRPb6g8gE/+37nNsV7vnd3t3B/GExHJdHFvsP+fHHMs96LjdzLvJMgiDlXqpk7WBrD4REhCx6TohoZrvIINZ/TULksWzNEgS4O53+5v61P7U9+lRAc6WfKLvQv+6g/uPe5fnM1S71B9hMIk2BpkcEyfc3DoZwhnuoTbptF2n700GCtR9Q933RVQ4VqhZuxHsUR41pqQb4ifJGtfO3JMWbaXntVfiSVmvetWrClGJGENWUk+ZyG2aSSmTAyZ/3XuzmXbTOVLpdbrn5nMfeNYROQgmZI8FIRMGMwvTbmufltTjgW59+th3trU+MRJIf2jXXXct44XA5D3veU9RiakLJSkTA0wd4tkU/6qVXEKU68far/U39477RvtDSS7YvDZO7C9jMslc3BcwMW7RRxNSwfjqtNNOKxPSnoEgx2Y7v/w9FU95DyQCY4OAGRWDUKy7FzHzUtbwmYHzYtYxZGYDvOSRO2EaYp0CL0adNjMs3BAodbjpaJA13MifIJ28BM3eNWcXzTAwM0WIp5g1iONYexHJcmTWwSyAcplOmgaae6BFw6xe1sqL2QLuhAbmnaxJfnTaZpK+9+JrZwZFK9Rkz7jYanWAzqZqR+dRB5wizj3lPrGOxf+k42UgUs94e7G7R2MJZYPByXzM8+C+bZq6wW9cDG4IJM/A52sitpNxF9JRsq2OWs6WdUJqcXyPsEROGihQqBjgNNc+N/+P3+P71t88KxQHJgs8t6FqbRIc3isW7TK1kEGzwRQFkWe4XZs/iVdD7BdEHHJjnMzA0xLBm4OEaiUMBHb3PrZoc01gmBQyuNZ+dDJEivtiNvLJNgawoSJwDKQ3IsnACm6O4zuDPySV+8Rnba/gy+43i/uLq1I3ZYn66rd4v9tHOfo8zYE80smx1aWTIaqQPeNi+jgWih2EYTfirdc63+1uf+kD9rq97bxvKTSCFOhn30Fv6/7Qp7XoI7rGrQG/HROJQuEihtNcjApatjvkjQkfx9L3DSVmuzJdp8tr4veWuo6eAX1k/e5OhsDXD/I8Wvdj7m9qR33pCy64oJBk4rBpn6lyEB+8GTxnSKpeDVFCfdbJxLfqllWv0379fo+AtMQEN9VgUynVT3mefVhpH2SYNmFN0eYdZryhXYhzph5zb7l3xO9zfPsghZDEXC0jJEEo77RNng0EIHy0e/priCYT+wgv7ZPnV9tJacv02SIrqXsr3KHd093um37OfTFte7fFdLJ5ronAOCMQmXl0yMJ0ZsiIzYYYKEQwQZ+RRk0jLfaSs79G0ksHWaVjqaOmQfWS1whTHWH0zU5pXMlQdeSax45ZBi+DVkOk6GAhntSFkZxSazEvdjMHOgFeRF7YgqP7XX3IdQ2gmscrO/71j06D8kYdELZZh0F+dl0mwX5fd1xDtaO+FGvk3MMwgyxudOT7nYhGM2mh5GhVS+g0NEmyYdSxnzLVxSC+HekkFohOphl+i9kxHRudphhs+t/zEM+E/zsttvEbi23iu/jfb63fxf/97qdM+3pmtQcxOIzPsdYxtI1183P8Psj9goBprp1X8/8mKROfuY/Olwh1nEGZ+CNma/sd0Azq+PDwjgn3nyhXYOGma2t8P8i1gZhnwLvPxEg3smEux3W/cWeKd9lcyui0j/sbWei9ijz02aItg2kQLP63+D8WBEG7pdOxfI/M9662wK2pNOm2X7ffDL76sW6ZtCgUejHtOOzU33XxLDYnvqL9MKHRyew/jqbu3M0GQTz97RyIJ/2ycSCdWq8NXDzn7Uz/0TPa6nYY27pPbKMMREK7QPw77rhjZRHzCEmEiNKetDNKHttQOUk64L6Nd2m77RFD+ilIC32jJbWyJwz54X6mYmxn1Dv6Kc5t7733Lsogcd8c/4ZaoRVtCBI6iJt25bT7Tt9IRuB2pk8xCtKp3bGR03M1GET/qRlU332tDeXux1xn1xshHhn4TJ4YXyD14EKVZ0xjnBOm72US3/2EBDWu4pHBk8Q7CIGGhERg+l2/XVncIqOviZRPmx8CSTzND7/cOxEYGAIGHl5KpNsaVgO9kJ+T3msEm2l0dXLDqIuQVGYcNcbURILkUTpFwysrC5c9RmlhFlUjz5WOxBchRFUSLg8hHdVBZl4ofJ3t52WqE41Q0kH08g3SybYaZ8onHfBwNVIXSieNvheMF/rKK69s8+VMmcojcbe/Dio8LPHZ2qLT0Fz3+jnKs+7FDGJ0kq29sMy2cJ/rJPd3vbg18ulvVevE8ah2fl27L4yL3Xr7f1dL/uqqOYw6mYmKoLoGa+0MOWqAo+PQTbqNyKHO0DEdRpyBdnXr9J17Wl3U2cDQeTZNMGSLmbu0hUdAGzkuZnAyjkbVOkziSZwS7ifeFd4t3FIPPfTQ5dxQ5oONwSpSI95hyqLE8D71vGqDmmufO/0fxFKsQ308n/rNdV8DVu/WTrGtvBMRrd0G1HM99nz306/w/CERqNGcS5N4ivdsNxLSxBRlRL+D9fnWfbb99SWEMRiE3X0OxFP02QZx/EGXISZYO9N31BdsJev0ZylY9K/cE4gH97P3vsko7Yf+VfMeN6GJDBLbiVsc97mmud+QCvqxAnQ3TaxTk2B+i/cD11KTsxQxiAdlN/uL2g991HbEE1dn5AVChAKVcV2zOF8KQX1ok3uzqZ6dv35t0zw/vtffaJ20oERcKOs34H7U00QzkodrsXPT96NYpVyCubGQ8YZxSjxjlEeui74VPGHELc6kN+yRwPA3ZmH2gzmLtoNHiePFNsZIJsxNCOmfx70Q7X1z3FUKyj99I5DEU9+Q5Q6JwHAQkOVCbCeyW8SRRreZKl6DHmy7WRsElc6XFy/5qRe4jrzG2UvUywzRg3jygvR7GJZfwGNBaZfUMzhmyTTSW2+9dSGwNO7IJRazTeIVhctCdCKQQhptswzc/7w0EAEINHVQr5iVcW7qHzGoSGdX7kA8RT39Pts2se2w12ZEBCHUqek0q4hsCjcXuHaaxYu6wvjWOo7GuNitv7ltJtPWIOtk9s290Il40bHT8USOWvfSgdbZMvBCAC408cRVxjnoCFERIJ4M/FizYzxITLOsuSOAQB4XwjI6tHM/m+HsGRn3hlG69xf8DRQpCRBPBgJibRx00EElkcUgjmtgpi0J10GKhdlcwQZx3FGU4b1MTdzOtD3jSjwZHLoeyKb4HIM754JgQBR2Uzz5DSlqQVwhGK1d71ha/4/vrf02236eS30Yk0wGtbZvZ/o0+ij6QdzcWkmAdvv08t1cXO302xC4BuKDMO8uz4/r1Lro+yGnLc1+avO41EniLCGKqIvaGeKAK5M2IJ5NfU1uqNoJ/UeTd47vmiAKtBWuifg+rab9cN24trUSTzwBlNNKOikj+nZc3vSLGaWL/kinoOf66N797YxLlv4gpX+rhfK59ft2/yNLkDDIlKZ5vj0H7cINwFP70Km/1Synl8/66lS51jGR3Lqffi8ycC4usCYjkYxciCmSmn0mz6tr7TuqMcRd9A89c95TyEmTCcYgJt/XW2+9sg3iiLcHkt6z4TPXOM8s1zqEYdQ33neuF/Vvk7xDQM7Wl2/FI//vjEAST52xyV8SgZEigIQwiEYWIXK8kJFNyCWMv0aVexs/cLMyXOYQVF7uZMXUUPzkNa46pBpzL1qS3CCsdJ6Ui83ff//9S5mCE3rBBtHkZaWRdswlNXmigfayN1MQMZr8zqSD1dCTUdvOwqiVzB55iQvmR8Fipop5aZCzmvWZBDPzxt0M4RSzJa31hpMOipdYu+x1rdvH/0W1U3eyr6/jX63y16xy8duo1z/6xU3VHXXHTidvkEYKHbNLzXJ1ysxKws2is9Sv6cx6ZvqJjdDvMXrZXqcs1FnxrDU7TzFL6juLzq/vrJnv/B9r38X/sU2UEd83183towzrWDpt2/q9cibBnNd8jKR+XAhLyg5q0FGZNozKyoClnerQPWEZVuwKKlEDGO84AzdmAGGgSHnrPSeD6iAsFE/hWtlUPg2i/FGWYZBpwsc7V2yRTqSTazfuxFO412nbgoQKLL0XXLduxFNsax2D0KZqqvl7v59N3um7UEyIS9nODGgNbrkDLanf/cMYlP4luHi7o3f/Tpy21gzG3ffo71d9Ia5Jlk5kHFz0ASmAI75Op6Noiwz69TuDhNYHNhFK+d80baXwCwgprmrtzLtBP5RCRn+1GdgcqdnuWnleTMSaFA3SKcqONir+b66RIu3uO2QlMkQb6l6Zq6mXSU7ESyvxpB03mYzA18dvZ7MpqdrtE9/xhjCBZt0Ja+8tz4F+b6f2KMrrttYOGNu0c+U1/uFazLhHNg32+uf215fUNpqQj6Q+xibGRta8Qrzv4tlofcfov3n/eA/57D7QDiExtQnuRYRUMx5dsy75uXcEknjqHavcMhEYOgIaTi9dS6sZKHgZe5F5CZkJCclpbKsRZhpXft7b1xlmvHwM0M0oebl7YZEbmy3S2JOY+g6BZQBPmhom9pOOrPJkD5GWlsluYpYrBtmIBUHKyVApP+wTFjLj+N+a61lzm+Zv4/CZfNlMns5np9k8nSQvXKRJEHH91r2odmq8LvnPL1erPHfZmF39ljXf7a+oyZN/rDv9EThxvuXF/k2SQEdFPAMvdvgZZMzHDFjde2Tt7e6z+ZTd675IXPcKxSILdUVzfx2YpjU77DqPSDeDSuSvxTMen609b7aZTye2efzF/lknclwIS22zzvIwTXayIM87qTUNXsQNNOgOhUe7QdV864l4cs+3G9BRsGhPu7mR9XN8A0Nqmngmvce4dHCloApBWvj97vXyN3/97P/mEtv4zmeYzPadbQ2Smwsipfm/zwhrbUe8t9udmwEdJYGlF/Ne1b5oc8bxHWuQGMRT1LV5n/kOvlz1R2meQdfBQLud6ZshMwy0vcP0c4Zpc4nxNKz6aA/CRd7EZjvjIk/dhHCKfmK77Vq/00+FbTyjsiN7z7WSTs39YN+N6DB5xuVKnxSxRX3ETIS6vmIGcdcME8Tad1zp+jGxmjzHrUbJSZnT6zPbun/8r++kT84LotWljgLfhLG6D9KQTHDo9BwE2bSkJlxjsm2+x++WfVAQdksn054wbQayqJU4jP3cU7P1n6jsvAep33ht6J/qD1MymtjXrqfNH4EknuaPYZaQCIwEAdkavIjITb3cu80kmUHSeAoibraAYsnLmPoIsaTjH/7m3SpvYK8j0M6CdIrfNPxehL3YOHaI1ZvM1syXGY52ZubESzLIk3bb9Pvd2jUxeHGtwNhpgYmnb9bul48fgvLCjBXyE3kyaJc4/vjuccE/F4p4kiES4YqYZQa3zrmdyqvdvUGBaOnFPGMIKKq6IKP8327ppbzFus04EpbDuBYGD0hZpFO4STePoyOO6EE4rbvuuuUnKlkkSZMwbu4z388GNivXrkntDBHvvWKSxPtpvoZ8MTAMxZPyvDstC2Xqwu3YpEYnElDdDJINnvsdvBqIIdx6IZ5kAqPMQFS5F+yjjTHA4paojQkz0NXOUGFQOBv4+8xt3/X0WTvG/ZnLdCdTfhBPTRIqto/f4v9RrKloECutRpFscgnZZGkSZK3bDvr/cSCeENZIm3bYOF/PlmtNqWKZCz72oSIJ9zhtFZfb+RrlJNLpmmuuKdnKECVIGq5xr33ta8szGMeQ5cw97Hnrx7jMtSrzqGq0u53ievZTvm1NaL2tnqjVZjTdOLWjJi08v4M0oTrUv2nDIJua5Y/TZ/eJxSR/2nAQSOJpOLhmqYnAwBHQYTvooIOK77vPs5lOI+moJW12BLj/tfOJN/NKlktlFoHXZy+t9y3KILh2F/tcLc9+eq0CWgj7Zd1Bu6x2f9mulrAPw+Yj+e5WH7J55JMZOgoWg+hRGtUE4klstGZQTcoNA3ezqDq7nYjMfutqgMj9o5MLSLM8s8hUjLE2iPJ/fBdx2pr7LJbP40hYDgp7g4bZXCQQLyYgkE2tyhKkg3sXCTEMQ0wgltoZ5a1JiUGRXgbOSOFQU7Q75qi+M1CUZhzhJMhxJzPo4TLfmrW20/at3+sb9Kp4Eo8OIWmADncz/NRmTcLOtYjrgSjyGZ4x8eSze8hxrWW67WbKUD+Eg8+OiygLQzyNWlnQSqyIVSk+kKXbBF/UeVDrf7jnnYqKu/3NXQdV7JzLMenYio3CqJXFbUI2IV/mY+4ZqnKTpdyh3HutZE6zfO6yFFgIEn1cpEg7c18JTK1v4N50LuIAIU9lR0NwOQemHOrDfk0ZvAqahuhS/26KrOb28RmB675v9iPit2fV4TBgQ5ETRgHlGJ0U+bFdv2uEv/eD6051BqNh9Hv7rVduPz0IzD56nZ5zzTNJBKYCgV5Ip6k40RGfBHIkiCczeSS2OlYGaDorw7IyCK4HI2decOGCEU9nXXhRie8Uqp1hneswyt1hhx1KJ8ms5aiJJzEcDJTCza55flRPTTMziaiy1vGlKLBQCcRaEMtBWRBU4k20M51cpJRFZ9cAItY+TzMxNa6EZbvr1Mt3vZBN2jBkhsE0NU0nQwhQr1iGYVwhuDTJFtVKrpx22mmFkGi6wcynDlxynMdCxXaSIY/Lhng4rlE3gwUCm5p2Pua51iYhcxA73QwR1skQALEoCyloQO2zNou6WaBh6mnbadu0JbMREUE8qafPt9dEF3fisIUgnrhfIjPcd56NCDQcdRrV+v4r3rNad40HVP9X37OPfOg/Vb+76eejOvSsx0FyUNhQFiPmBmUy03lHIaPFK9JOdZqoOumkk6r3vOc95Zl2P4pPKsxBJ7dHdaYUEnBdn87/7jl9Oup2CiIugiYVTSBxEdSH4EJGuey+dD+714N8dd5iRem3/bEmwV75ylcuA4X2xj3cKePkMhs3/kH48mbg6txKvEkQJDSGsBjaCIZQd68isgdtnoe0RGBYCCTxNCxks9xEIBGYKASoVMz26JjokIxqprMMgnfcsczMXVy7PmxYB0kcpf2kdqE4sx4Ibl27irWbbRtlXeZ6LFlnBBxFPo0q0LhOsMEz8okL5mymI2vpZtQDZnLbLQZ54klxeRmE6RzLfGNp5/JD0dAkorhJOk+xeUb1bAziPDuVscOYEpad6tvu+4985CMlEyo1TSejTgjCqTnA77S9iQ2DrKYKpdO2c/le4GEz6RZu4EhbAy0z+uI/vfSlL10mo9BcjtHcp9OgtLnNMD4bGCLZOqm7HJP7e7gqdSMD+6kf4rBX4qlbuRQjlrBQOPk/AjQ3yelIHhLbd1p7vyKqEE/Wd63/bw7qtYGjnlxbaPfLwOpe97x7tf8OT4x/q5OuOm/m80J8iD6RY3cig+ZbL8+AtsA73HXnotbOJV9CHe3Fk570pJKVrh9X3HAjjroimZBPYvcgwZFXJ554YkkgQ7HEHQ8R5F71DDTvT/ese5TS6qy6/fW8NU1769lXDjfNXg2Z613cSjrF/o73hS98oRBPSFJ9AQQYBXNaIjBJCCTxNElXK+uaCCQCQ0VgWJ2r2SpdBsH1zPgJNZExauLpnR8+o/rfepaunWpntnqPy+/ib3Ap5ZePLBl2DBcydBJ+MdNas83MBxOdWDOwlm6GfAoSqt2a+0yntMfdym3+Rq2hg2tpNfVDQCGikLQ+z1bn1jLG4f9JICy74SSOWLsYH66HQMiWfhU0CAFqAgOsYZmkFQaOgv9SDlAJyCgljqEgroMy5Ro4GiiO2gRNbkc6RVwtatphxKXThkg7z53NwHnczDWJgXwQUM06ulatg/nm74vpczdCeVQ4jLJPJJ7UktrVtNUk2znzzDPLJA/F5nyNS+l+++1XMt6JJyUeFELLwiiPkTriNWkL3ZOeJ/euZwo51MnFz29CM0jcg0DrVb2JQKJ8lqkaOd9K5DpuBBLX5vtddlChGtISgUlCIImnSbpaWddEIBGYWgR2q12zqHZOOPuTIws0fupnzqs+XWdV6lW1M87gi3/AvUygWFLxYZFPSCfHUL5UvQth3BF6cf+EB/VUc938rKM7FwullAQGYZQlZnvFg7BwVV0otUnUabb1pBOWXEMMQpBFSCb/y8ozn5gc4v386Ec/qg499NChBlgNYmy2azTf37nZzPU+n8+xDdipL8WO4a5D0TQKxaCBrwGze2IcTfsTajox8BDcJ9XqUfcddyjJPQzwF4NpR9OqEi9MO9ZO6YZcQQwh2QdBOgXeSF/lIp6QPtzcwrjW9ZooJ/ZprpWFQEekWbj4dbOjjz66uARyZTz55JOLknrlOti5RDbaDIHXkWHadua967mRndq+aYnAJCGQxNMkXa2sayKQCEwtAjEIfsfxx1cPut9K1aYDjKPQDrTz6g7+W+psh4NW7bQ71qi+QzghhSwC5+5Qu1MN0gyQKJ2QTpMQByFiOCGE2hmXnCCipMkW9NharI1+FVNmiD9fx7GxhBlsO7a1zjeXhnGzSSYs3YPi0q1Vu+cOSt2CtOBKKd6S4NxiivTjMjIu15frzKmnnlrSkFM4UCy0G9gOs76vf/3rh1l827IRTwaloz7XtpVp86XYN0GKUW1w/6QM45rkGnFxeu9739tmz+n7yvtEjB4ubYKyhwvj9J1p9zMSJ8xy1VVXFTe65taUzAgnbqu9GqWY9nC20AFiRH2lzijMxXfnnXeeF9nUrJvjUlRx6ePGjmDtRJpx93N8fYp3v/vd1SGHHFLipZkwEteJysn+4m+6R7yzPS9cFJFbs8VUa9YrPycC44BAEk/jcBWyDolAIpAI1AjEIHiPI44seAyLfEI6OcZCqnaGdcENxuGIIDIjaPZxtg7obHUROJcqTEwnqjTBPqfBDADDta/VpcIAEBFl4W5nLYOODnGvJu26JcxAkyqHGgoRRfUSbjexzUKsJ5mwbL1u88WP6yQ3MTFQxFQRV4Rq50UvetFAYy/Nt56d9pdBkrsKBY2g4g+s1Qx/V8crM2AbVzKm07nM5XuxmMSYGddz9bxTNjGuduqpbV0s9rjHPa6iZkGOMEqWgw46qDrqqKPKM+e95ffFZiYnmgpa5494kYhDls7ZzL6IHkQSMgbR00u8R9g7BoWT52ZQ8QsRZdogikt2aa0sR3RRNcnAS1X6gRNOqP6hJsW5HCPHBQ/ffffdS2Bysa48H9z/7BexnARX1x+RbU48vLREYNIQSOJp0q5Y1jcRSASmGoEYBCOGfvWb26oXb/aXlL+DOmnudZROk6Lamct5I4YQG29729uK6wbVhsUsYT8mftLpp59eFu4hb3/726ttttmmnyImdlvKBHEsWmNZ3HrrrUVFIp2zxexruzhQ7U5cB98iyxdDeolBRO0ntkcoIdrtO+zvkrD8C8KugYVaUIwSg6Rz6kxLXDo8P4hDyjUKBUTiIDNcqYHnjPKF2op6x2cLVxyum2KuGCBS5HHJ8r+BmHvw2/W9eFtNmIqjJPYJd1QqEudjENgMkD3s+2mhyjdwpj4cV+KpSQAiXYYZS2yhrkG347ofKVhOqtVOR9fuY9fUpC6Dhe8snj0E1GKybbfdtgT6jv6Pc/dcczXr5rJtMsh73oSI9wjckDX9xBzUjiHXkVVcPf0/CKOiQhidf/75pVxr8Rmdz73rZau6TyKuHdLMtmzHvyaaoZgKc28gsCRg+OhHP1qISkqwtERgEhFI4mkSr1rWORFIBKYagRgEI4i+Xrs+7bHtC6sH14Oo+ZjsdQKJi+k0TaqdTpggiJBP0imfffbZ1Qn17KKAvoiUDTbYoGPKbMSImAoWEniDXKSV8qhBFrsZ1Is1EfEm4IEYQEJRmMFNeuxeXPXEODnllFPKwi0QCRXL3//9348c6iQsq0LSIHQQAltttVVZELBcPlwrCijPBVKHegXxg4QSRBdRhABCTtmf26brahvXmhuf64q85A4miDSiiboOORSKA58FyFauzxb7CRROLeN/+yOSZIMymONuuGcdr0U6dNnWbPOBuv2kJODOpG6LwRBP8O43nfuosNFWhFuoa7IYyMB22CKXLFyTqW48V2En1eSTe7bXwNSx3ySvH//4x5fsm4gVz6+kHRdffHFX90PvdNnuxEKiigol3Vxw0J5pKy6//PKBTi4JNG7R9mnfHMPzqa6eUe2lcw7zmUrY79pQ+yCRtcHaRG2a801LBCYVgSSeJvXKZb0TgURgqhGYGQTXkusv7v/G6rnrPa3aolaFPKKOH9CP/bKe6T/zggurM+tO3P/VA8rFpNpBFFle85rXVJ+qswaaNSRVFxTcgMfA1sIMYC0GtDqEJPFmYZFO83XV6+d6TeK2OsZcJSwGU8ys/pe//OXi+qAjzQWqm4k1xVXCstJKKxUFlBlsRNR8Ar12O2a73xY7YYmwYU0lyv3vf//iZud6MHFLxOShEjAYErybK6Z94hmyHYIJiWWGXxkIBwoG6iOf3S+eN8ST75GXj3zkI8sgjcsMlyPucrJKRUBq+xmUIaLcF6usskpRN7VT+Dg2csxvlDaLwWBN8RTt2ridc1Px5Jq2u27jVudh1ofSE/nza/EqAABAAElEQVR0Q+16d1BNQAkuzahcPGOLyQT6vv7666vD6sQGCErtRKcsl2LbcVE7+OCDq5122qlnmC677LLSziB/qM+0Odov7Y02qlXRrA4IdJlitTtzjXenvbIw7RklNXKRslMbF6YNtZ12TvtlW20y12dYjGOcxKh7rhOBXhC4S31jL470Eb2gkdskAolAIjBmCOgYUe2QlN9aEyPPWOfJ1eNXe3i1/hPWrB5Wqwna2U/rTtLV9X5fufa71edq9ckd9eBw6zo4Zap2/oIW9zAKDp1cA2YmnbtBrFT0qWz6C06D/GvGVuc+4j5Z6/zPZivWwYc32njjElyWqmWUZlAQhCUlFyKlF8JSDKtJJSwNiI477rhCAA7K5WSU16x5LCnNBa/m2onIn/TzaZ5bt88UEVx8PvjBD3bbbEF+22effSqDf4GSP/KRjxSS8bzzzluQuozjQZFNe9QZbpsKKPXkQoaYmnbjXidGo0DjSErxvygvW42KiPo2iLrW39v9v/3221efrt2GkdxM+YhzWUDFTNpss83KpBMiSBY97YZEG1SEJkO0Jd5ZyK4g4dsdp9t32lbZ9LxHqDNl16OyEpeOecc5Z/Wi8ESuI8TSEoFpQeBu03IieR6JQCKQCEwjAu1UO++rXccOq+X496xn4Fb8p/tUK/7jvcup33r7f1e31nGhEE1iCKxdp/Te/iUvmdhB8LCup/gvlrTRIaDzLK6YhZnRF3DVYiDaKWj5rRR7Z55ZFoMD2X3mOuvc79maEZf10cLaEZYGINNEWFKgmHVvKp76xW2ctqd4ohhYLIon2Bsoj+ucMkKMi52BvTaAyiXtTgQEH6eAsiCagoCi/lsMRl0s7tFuu+1W3gsUR63GPY2i1na9GuLOZAf1UhA54frbLMPvFFQIJgkVhCXQfnDnpfCUcRExiDQVA68fE5fpoosuKvUWyylM0o4wSqfF5GIZ553rxYNAEk+L51rnmSYCicAEI9DLIHhJqnYm+AovrqqbyY34F9wJkE9BRFGitTPKCIuA1ggoqqJR2mIgLCkOxBWZBuIJ+RKudlx3FouJIzOuxJPrQO3RS6ayxXK92p1nuOAhoCgvO7mctdt30r+jPj7++OMrcZ+Qk62GdOKmKYh4L2Z7iqJDDjlkhnSyX7i+RRlw3mWXXYrK6JxzzlkmqLn3FTc37x7KKe76J9WTf72aCRflc/cX9y4tEVisCCTxtFivfJ53IpAITDQCi2EQPKwLZPZTp3HPPfcss5fDOk6W2xsCgkxzObAwmYVCCfVf//VfyxXid4tAqwgoqau7ZT5aroD8oiMC3FAoUgQD7yczVMcCu/zApYWrK7JLxrx+FQRdii4/CXAfQX2pCgxoF4MZUIvzNI6GeOJClNYbAgioxWiCfXNZ5t7catRIyMtejYLoTW9604zattN+3ieUTWIvdXqfII3e9a53lUQlthN7qZtp47i+Kg/plJYILHYEsvVf7HdAnn8ikAgkAosIAYGRY6ZSIOu08UPArLJ00ueee27JSPiyl72sbYBxrm8GFDr2XHeQDGnzQ0AAXTbMWXlqHKQQtxOuK9QD4p6Ip/WTn/xkfifQ2Btx9i//8i8lNsticl+heBpX10LEE3eitESgGwImI6iExAZszZCKxBEDqR/jNteJTFIOV2/ucyYxuE53M9lyuYjuvvvuhYTqtC0lr0y6Av2LLdXJbBOW8SUDiVxPKwKpeJrWK5vnlQgkAolAIrAcAk1yorVDu9zG+cWCI8DdwrLzzjuXIPtmmSMgfFQOWXHUUUdVn/3sZ6tXvvKVi8otJTAY1FrQfWqZYbraidtikEfV9pCHPKRkLqRs+NjHPlZRJlERDCJ7k3hVBn/c7RaTUTwJinzqqaeWbJLUZOLTUJC4roi/cD1EUPnf99yX/G/xe2xr3brYxwJbCzLJAnOkgUVsnObit69+9atJPC2mm3Ee5+reEZep9fkVBwrxpK2QDGQQJuvqP//zP1dIpV7sda97XbmPZck99thjS4ZOdaHG0qaJA7XFFluUYOXatW6GbKKGkt0ziaduSOVv04BAEk/TcBXzHBKBRCARSAR6QkD8mrTJQ4AC5zWveU0hlmR5tEip3TQZIGXLCgJKoN60/hCQ4Ykby7CeE2SF62agtXGdrXDbbbctx/vZz35WXXzxxSWYsuMbXHL5m48hPxDNjolUWSxGBXjhhRcWNZmBMKWH+DIyM8KCWcfif8SSLGG2C1c4RJLPsSAAnlwnrJCdMginKMP+yKogr3xu7hfkgfIPO+wwh0xLBLoi8NjHPrYSa0lGXxMPYbLLea4FAh8U8SSG5h133LEcyRXHbLfmqu99Q6npeeP+7XkTD4rCSh0jOHy7/ZvfPfjBD27+m58TgalFIImnqb20eWKJQCKQCCQCrQiIuZA2uQiYBd9mm23KcskllxQCqtWNQRrsCy64oJBUFFAGAmm9IRCudsNyhzK449ZioCVNOrcwhmgSQNnzefXVVxelDqXbfMzAD4kVBMh8ypq0fQ2C52KIpFA3xedY+95n5JI1CwIqMA7VE3VTkE1zqUfukwisv/76Jcg4whT55N5C7IjD5PMZZ5xR7lVx6aj65mOURkhRMQU333zznoty32u3Ivg7teAb3vCGEpsKIZWWCCQCyyKQxNOyeOR/iUAikAgkAlOMgMFo2nQgsMEGG1QWs+ECw5599tkzJ0ZxwQ0i1E8veMELZn7LD50RQDwF0dB5q7n/wqWOayRSgsKmaVQHBoDisEmZPl/iCUlpoMqCKGkeLz8vj4DrYlBvSUsEFhIBpM6uu+5aHXHEEaW9kBxgpZVWKlXiOnrLLbdUb3nLW8qzLZab9gJ5tO666xaXT8++bX71q18VsvTe9753UUhJSNFq1JXPfvazC8GFOJqriTV41llnVWeeeWZOeMwVxNxvqhFI4mmqL2+eXCKQCCQCiUATgSSemmhMx2cuGUcffXS12WabVe9///uLK1CcmXhQe++9dwlk/R//8R9FWRO/5Xp5BLinUSRRI11//fXLbzDPbwwmEUJiLyEHfW6a44vfMgjiw2AySK4knpoo5+dEYDIQQCJZtAmhxoyaU09ycRMbKWLGyZApjpi2JQzhJO6ZNgchhFh64QtfWAKEI7vDXv7yl5f3x9ve9rZq3333ja97Xke2XFnvuKSmJQKJwPIIJPG0PCb5TSKQCCQCicCUItBMET+IAMZTCtNEnpbsQJYTTjihuGg0g8dTPlHR7L///tVGG200kec3ikob4FEIGKwNw8Qb4mb35S9/uQSJ5yYTZgApThd3lX/7t3+Lr+e8Ntj80Y9+1Ffq9TkfbAx2FHtJJkhuP2usscYY1Gg0VUAycO2bdKPQedWrXlWyuIkR9MhHPrJaZ511Jv20BlL/VtJJodxowy0OXgzB/MMf/rD8Rl3Zrh057bTTikJW23DcccfNxJITFPylL31pidVUCuvjD1XWKaecUiY5BBWfi2n/htXuzqU+uU8iMAwE7jqMQrPMRCARSAQSgURgHBFYc801qw033LC63/3uV6T141jHrNP8ENhpp50q2e9e9rKXLVOQAYnf3v3udy/zff5zJwKIoGEG4jZYdAzKJwHib7jhhhKEl1JBrC4EocH2bCnN76xx50/IiI9+9KOVTH3XXHNN5w2n5Jebb765OuiggypB9Z/whCcUAva2226bkrNrfxpcm7jbToN985vfrC677LISNJt6Rka3tP4Q4Cqq7XjAAx7QlnRS2vbbb1/tvvvu1be+9a1qrbXWKsHuEd7srW99a/WSl7ykknmzF0PUv/rVry7PGqWUBBj9mmPLpmeh3EpLBKYZgbvU7PBfIgRO81nmuSUCiUAikAgkAonAokPgqquuKuonLhlNM1OeBFQTkTs/I4e4ukV8pDt/GcwnZIhgwQLAU3VIY86978Ybb6yoEF/84hdXTWViv0c1eKOo+trXvlaySgmKTeUgKP202w9+8IPqxBNPrA499NCZU5XlTvp3CrBpMwTNwQcfXIJMT3owc7HNuICFyZi21157xb+5HjACiFoqJYQ3lSXX3JVXXrkSD1A8qVVXXbXrET/3uc9VRx11VCUj59Zbb129/vWv77p9px+VgUBlXPS4A6YlAtOKwORrU6f1yuR5JQKJQCKQCCQCicC8EFh77bUry9vf/vYSbDwKk3Ho2muvLTFC4rtc/wUBgXrFWuKG8qQnPamiEhykyTJooIbgonhClvhu0003rWSyolaYi1Fqvfe97y3ByQ0kDSLF/6IcWQykE8wMlnfcccdCPAm4L0sXcub4448vbnjwmAbjRouopBJiVE8IADH8xPChQpl0Q5imDQ8Bgcpf+9rXlsV9dMghh5T4UAKUIzEpJrnfybj5wAc+sLRXv/vd78p9R0HpM/LqsMMOS/ft4V2mLHnKEEjiacouaJ5OIpAIJAKJQCKQCCyLwD777FNcMAw0wsR8oqw5//zzi/tXfL/Y1zvssEMJ2BtxmBB04ugsWbKkDMQGgc8//MM/VM9//vPnXdQf/vCHSrp1ijYEk0x5P/3pTwtZduSRR867/EksIJQ/iDck1C677FK98pWvLHGfqDRcx35MZjALNVqU3c/+vW6LTFL+/e9//667fOxjH6taM5OJ1+O8ZDZrxnDzjF966aXFhU2g+fe9731FzdL1AGPy4zBdXsfkFMemGtzczjjjjJKMgGLyyiuvLPGWBB+XAOGmm24qqiiENoIziG3KwmacurE5oaxIIjCmCCTxNKYXJquVCCQCiUAikAgkAoNDwGCVImTbbbetZEQK22STTYp7w2yZiMQEMegQ/0PgWoboWGGFFaoHPehB1eqrrx5FTvQaWXHJJZeU2EhiL3EFYVRjCAhKAefNHU+gcO5yMBBbxfcGcdQCwwj4TGFAIUVxwJXuYQ97WCW1OmLMQF3MFgofpMtitSAsIpIGt6FzzjmnEDJcTKmgKDncw2LacHtE0DzjGc8owa2p0RhM99tvv5LO3v/UUmJwUcTZlwufmDbNJA2uDcVa063PIJ3bpnvEGkH4lKc8RZHFXFMxdwz8GfUScsmgn9ugbJXuu+222656zGMeU+pIied5RTLaVmB15Yd5Rj3XSEnm3nRPiMkzKZaKp9FfKe3ZnnvuWRbZ8b70pS9VV199dSGkXI973eteM1lTZVJN0mn01yiPONkILAjxpCPjJeGlQGqdlggkAolAIpAIJAKJwLARoIgwGBVLBZEUxhVLbI1W8un0008vcYLsY7BtQI1csTDfWbj4yEjErU8mJYHNm6m64zjjtkYKIIiaShauJbI7MQN1MZkQBtRFyB6xUAz4kT+IuF/+8pcFA2Te7bffXrbTt0N8KIvJZsd9Tzwn2ZsEF3dMJAbiwbZ+R4ggGagMEFvK879Mexb7Gvy5DrZXjnTrSD/rdtmvSgWm7A/XIARfOwtS1T0Z5nqcffbZ5d6UKh6J6D6F7yMe8YjimnfFFVcUJREySUp4SikueoigJz7xiWWfk08+uaSav/jii8s2vm8ST0giMbqkphej6NRTTy0KI/cQRdNznvOc6vOf/3x5ptZbb71yfIQXMkqsJvcB4vCss84qz5ByBG2mVLr++uvLdrvuumsldhtDViGe/ud//idOtayRa0E6HXPMMZV9Js2CQJy0ek9LfbkYN92M3Zvuu3Db1RbKIJmWCCQCvSMwcuJJpwHhpBNz3/vet/jzP+1pTyuzZmZTdGjGxWTA8VKT4cBsZloikAgkAonAZCMgfoP4PgY6e+yxR3n3TPYZZe37RQBB9JnPfKbabbfdyr0Q+zfJJ4STxQCfUoJShGKq02Cf0oO7l0WgWIN85BO3tXE2JAOyZ//9929bTUSODJAW1ouqC8kgdpOBGVJJLB4TjgxBwL1RTCcEksGcvh/yDtkU8VW4RSEqqFjgj1RCcFiQTlz1QuGir7bGGmtU3K2mnXiCKxIFscJg22rRj/7+97+/zE9IPwNl96ZrhHRCtFIxRRr3D3/4w0VZpF+OdHL/Uh0hCWFOccTiuBRmYZQhlFOuCzKSy5Jr6loyRBbSiV100UUV4ukd73hHaYspmNTv3HPPLb+75khRhihjnlnPqPsqFFPISdZK0qg/0kvAZ/f4eeedV735zW8urnhlhwn4k4qn8bpInoG439TspJNOKu3bscceO14VzdokAmOMwMiJJy9NpBMziyWdriXMLJvO3TgEQJSGV3BNs0dmYtISgUQgEUgEJhsBA5//+I//KCdBBWAwkrY4EZDVjgtOZBSCgoGtwbWBvcGtOEHhetQNJS58lle96lUVNQjSinLDQBrBZZA9jobo4VI1SEMqIYIsTXMshIS+H1coxIf+FSWVZ9Fikg8BQQlFLeW72UyQX2UhrwapMtNfVU+uhE3XsdnqM+jfqct4CSCFqHiaJAtSh3tQ0xCJzH3IbYg5DwPl97///SW2VpBTr3jFK2ZIJ9sFwSjLINMfDzXcAQccUL7zJ65L9Oep0bhosmZGQs8BtZvrQy2lT60NlsENseLZe9aznlXuA8QUQzRtuOGGM2Sl74wTBJ83cS32WBhii4XKC0kmPf3hhx9evehFLyrn6rjaeeoViitEQStmUd44rZN4Gqer8Ze6UFg2TZszXwvSVznNz/MtN/dPBMYRgZETT03/an7gXlCRRhdAXhAWfrMktoMIPjlX4OPl/r3vfa9rEV6I3/3ud8tLd7agiF0Lyh8TgUQgEUgEhooAdUTYbG17bJfr6UXAwNwgXKybMKqZE044YZkgxfFbL2uDZgv1k4E21yMD/De+8Y297N7TNlQfBvDiVSFp5moUR3MlnuzXTxwnpNAgiaE45xigz3YefnedEYQICIqrbubacfNiCBlumsi0jTfeuLifBSHTrYy5/IagQzRZBDkWw6qd6T+3EihUYlzsTOLqmyJxqPYofhiSh9uaex4h5Pz0xfV3udrBR7/bPUsR6v5CvnKhk9krzP9syy23rLbffvvqtNNOKyoq3znWzjvv7GOpH5e7vffeuyiPBDmntnrLW95SaYsRUspCOiEkuU+qF3MujGLJcRiFFTfAsPBGUBbCUmYy5BQT14pCxbNHfaiO8FhnnXXKsfu5d+N4o1zHGGSUx8xjdUeglXjqvnVvvz7zmc+sZKDkEYToTUsEphqButMxMvvOd76ztJ6JKUv9YlrmuPWsydJa/ru0foHNbGPbOgPN0no2bJltR/VPPUNS6lJnylhaz6YsrV9sS2v/3qX1TM3S+kW+tJYBL61foDP1rV+eS+sX/qiql8dJBBKBRCAR6BOBehA102bX6pY+987NpxWBerBa7ov3vve9Az9FZerP1CneB1Z2PRBfWndOy1KrtpbWLlFLa4XL0nqw2tcxaterpbVKq699bKwvVBMES2slTd/7DnqH2sWr4FC783UtuiaoltYuezO4uR61eqbjPjUBtLR2Q1taK/CX1q5bS2tCZmkdD6nsX7scLr388ss77tvvD3WsrKX1pOvSOrTD0kc96lEzbVT0mdutayJlmcPUhNLMucW9Ya3uNeGytA6WvMz2tevaUvdObOtz7fpW+rs21M91nvF7Tb4tdd/VhGopR1+4dtUrv9cx05bWE7BL1UGfuVZile9rl7ryvePXbpZlP31pZdXqt3IPuY9qVVf5Lf7UKraltTtfeWZsF1a78pV96kF6+UrfPOoX6zoWVPmtDn5efnP9auJrae12N3M+tat1FDk265pkXOa6v+ENbxibumVF/oJATQIvc42yD5F3RiLQHwIjVTyFJLd+ORSf8piV8D/f8S222KIsAlYedthhJZsAH3Gsf2RVse0wTfwBsy6CGJolYj6TWreaGZumLJ8032yL79MSgUQgEUgEEoFEYPwRoLbgnsMFhyJk0Mb9jtuY41jmGxOESlxgdMoUKhxuToIxc6WigKFQ6VUtzkVJ/6tfMztPrSKOkADTYdQ2YhCJJaRPNwqLwNKzucNRKFGJfeITnyiuWDUhWFnEF6KiERi+aVwGqZv06ahyZHhj+npUNE996lOLGmmuoSF4AHDFFO+IWxyXw15tp512KrGYmtsLmA9/CibZ/txzVPidVBpc18Qmcy0pg1rvAy6n+uMCKnNvo8C69tpri9ue44oPxWWuaQKVh9qJwixi4jQVheI3CUrvNx4OW221VXGxlLVOnam8LrvsshJPrJkAwHHE+OI2GOVSbrn3qdPWX3/9omxSBquJmxK/zDUWS4q5VoKNd4rVVjYakz+h5BuT6mQ1agTivkswEoFEYG4IjJR4kkEjLPyy4//m+nGPe1x1yimnlE5LrZIqcmEvjWHKYpFbXuRSCM9m5M3k1uI/kAVLRasz87nPfa6kGZ5t//w9EUgEEoFEIBFIBBYeAaSCwf+wSKc4Q4SWYyCexBibT2yxT3/60yWIs4Dgkp8wLlOCRDufF7zgBSUxiomx2Qz5Ea5Ns23rd25SAksjBxjXKQQDtyiTiWL2yDKGBEMa9BKMvBQ0jz+9Ek8OoR+JlBOomqsdFywTm0gU7mCHHnrocn1N54ycCUPIwBoJoq8qnlA/pr/onkM2mejs12C61157Lbeb+DDc4/q1bnFl9NURbJZ+rdsgPX7jQseVUCIffWkkHDJV1j3Xpp3FvvGb69mOaHWtayVgWWLbSVqnq934Xa1hudeO35lmjRKB4SAwUuKpSRx50V1wwQVl1qiW5VaCFvK719B6EetYCULJED3NfX0noJuZGlkvzOgIEDqfBuGmm27qSjqJzeBlSPnU2klTN+lgLd1MAEyzPHzSZ5uZ61ZO/pYIJAKJQCKQCCQC80Pg0ksvLZm7ZL4ahtKptXaOUbv/lKDjFBcIormY/g5D+FDvUHHoPymf2sPEmMxlTeIJwSQQdWt/ikKmVenSqU4IJ2qVpomThnCitqE4kdEMCQXbYcRzah47PodSKAJmx/fd1lRAMBGAWhwjMVaQaM6H0r7Z56TWj2NEmbL06aNGkO34vtP6C1/4QomhhHCKLG/ttkWqIHtaj9fctnYR7PmaNfcb18/uXwvSL+1OBFLxdCcW4/Kp2S6MS52yHonAJCEwUuIpZqUAZKbpzDPPLFiZ/bG0M9sdffTRMz+RmJtdknGuaTpiOg86P83ZG1lAzKDokJHztjOZS0iTEWCkxBtssEEJDPqlL32pZBHRUSOr7sd0XtRRx0/dpPklPUeqmSUT9LFZz2bZ5OuCm1JTpSUCiUAikAgkAonA4BGQ1Y6bGFe4URkFRh1rpwRxRj5JpNKvxYBUf0ISFlbHLiqZvZRtcmyfffaZKRaRIkAzosRvgkvrLzGBrJtBtpFZ+k36QkgVipRwQUPsOM5qq61WAjkfccQRZdtW0s7EWjOUgmDTsK5jIlXc1wSjlunPJFwds6eENZA5kCubANDqS4HEutWnbFD/oUZqnRCM3zqtlRuG7OEeJkg790ATjU3XMINN2eS4MCKF6phSxUXM/oJ4z2ZUYLOFi6CgR4bBqFXpAvcgojbffPPKkjb9CMRzPv1nOjln2MltdXLOIGuaCCwsAsvmhRxyXaiTwqiTnvCEJ8S/bdc6PGaJKI0YSbPOSCvp5DdxmMRX0mkwE8U02mTniKdTTz21fNf6h9+6Wbr3vOc91Um1NJzvvg4SkujpT3962bwXKTSSSpaZMIotPufKEkNBmtkoBynlt6bVobmKzNjsGxk3ckoa2nzxNFHKz4lAIpAIzA8BKbXDYnAb/+d68SDg/YpMGCXpFOhy6TKA4ZI2F4tJPOqjUE3JSIYooqgShyf6TR/60IfKNtTaH/zgB0vsH8oefQ7WJJ70Vbgscd9DrsjWu9FGG81MDFKXI0b0lWQqY1RDrUbNfvDBB5evxdkRHwn5hKRBOqmH57AO8Fzi83APQ85wF6QG4orIZqtP2aj+Q5GE0OrHlG2Sr2kIHXWwNGMLIX7gWye7qXbfffcZ0gl5hoSbzVrjINleLC7ZrJw7IhBZB9umIQThFKST67sQ92uzTvl5dAi0EpCjO3IeqRMCwyKexBjUbqYlAtOOwEiJp+gsARWhErEOmiCbfUQSCeytIyI9KtOxiM5IbO937nY6j+Il3Pe+9y0ElJk2Lm2InghoXmcJid2WWZM9M50KZFjTXS/k51HGMjs2/tGBoWyKmUc/hcScS6DzRDY1rdkRsY3ZNh0aARXDyP8ppRB23PTSEoFEIBFIBOaHgAkPgzcD7ExdPD8sJ3lvxBOVCWJl1MYdjsLHBBXip18LssfAVGwcyViYvgJ1dqS9v/nmm0v/w291ZrMShLzOKFaJtxl9Hf2XUDxR+XDRq7OWFRJEvwY5E3GclBMWcXbaDY6pmCLukT4aEwDaRJxjCEiOeEFKqTOyac899yzP5IEHHliCWesj9lof59BJQR71bV1TLsGiOSFqG6p5JqB2GFKozsJWIfHE6dJ+qL/zMWk5m8W5iSNq0pEboj7n+9///krfVP/VBGnT1lprrXIcCrYwx23GSo3vcz2dCOTE8/hd12EQT+LFCfSv7TZxkJYITDMCIyWemi/46Kx4EesARseHvNuLNv4P8HUSmqZzRBFFAm0WzgwdtpjLHKKIv37EiLKfrCWtZrtPfepT5evZXuYxO9hahv+jA4boik5kzKRxIYyA5QgonUTmHEm9dSBf/OIXzzDdZrcEVTQDplO20korVc95znNKgE6qqrREIBFIBBKBuSPg3YLUNzA2eExbfAjoc5jcWkji0bFlo4s+SD9XIWIZiU2JQOKiJli2ZCySs1ASMWSPvgji44QTTijBs5FeTbLE79E34w6m/yFepcmuCICOSEK6NC36ZEgfRvEdAahNGCoXoUSlg7RpBn82qWfRX/rpT39a9qc+pKRCyNmXir3X+uhLhSqoFNbDH8pyx2kq1QVMpzpnoRjzmQseo9YSX0mWNISaPqi2ZDZzbtobk6cGmMI3MOeHTGqN+UQZhqByTcNki+s35EPsm+vJRCCJp/G7bjHeG2TNqJ3Cmp/ju1wnAtOEwEiJpyZ5Ix1qmJgB559//kysAy9jEubo0NhOzKMwL/5mpyC+19kh6WatD+9DHvKQ2GxmLX1uuL+1c/trxgBoftZZQQxRVbFmLCYzaMxMY9Oe/exnl06fDghlFjPrR37OvY/pmIltYJaRassso6wnOpPM9mmJQCKQCCQCiUAiMHcEKI65syM5Fsocn6tVZIfrpx4m2BjiKgyhYUKL2hoBhMwwkYf0EbRZf8V3CLemu6nYSKFKUi6CStgC2+hHUWWZuJNhTP8kLPox9jVARqyIwckckzmevppJQEomoRP0nTbccMOi7kZyRT/KpBxlUcS8MtHWa32QYIiqXsgn/Ur9tAilgIRzblwR9UWvueaaErdKvRFuykXWOYdQmpWTq/9QP+gPzsXgQbXfNNcOJtwUEU/NfixVfKjwm/vk5+lFICbop/cMJ+/MhkE8TR4KWeNEYO4IjJR4WnHFFWdq2jrD48UuO4sYTeycc84pBIw0tq0WnZrW72VSiYDlOi/N7QTLbNrxxx9fOkDxXWuHwvfRsfK5mUpXPXXkSK7DIsuMuAjMTGQY90FBOHVSzE5GXBEdwOZ2Ang2MyYgnJpZPmK/KDfXiUAikAgkAolAItAfAsgek0ELbcgdcSb7NYoZhFGrUlu8IW5c+lPhUocw4Yqn/yGYd7iK6C8Jf7DeeuuV+JLqILYRskVwbcSY/gyc9MdWX331EisqFNzKQZwhSRAmVGT2Z7ZlJvwQJlREtluyZElR+FByO2+ujpTgyKhQAekDCVuA8Om1PkGktcZIKpVo+RNZkNdZZ53yi9ih3Nz00/QL4cLdTt8TGSVbIJc6Rp0kthWlE4zF6BKvqh/T1xRWgbqrabCgKjPxSCmvLmES3jQVY/F9rqcbgVQ8jd/1DRfl8atZ1igRmAwERprVzmwWNwcubk3CJaAiyZbBTlpVEu+vf/3rxQ2NXJy0XKfFC/mYY44ps2i2wz4ri4+sToqySaj32muvciwvbB0lM3VUU9IMKyNiO8Wx/R5BOuO7JnElYDkiimqLSok1g1mSYusohSopApzbzjmFNN7/Mtk4vo4XV8Mgl173utcVaTXllvgCUheHbbzxxj0FsYztc50IJAKJQCKQCCQCyyJgQodSqDUT27JbjeY//ZPo6+ib9Gr6ImJDNieqYl/EikktxBAyRVgCpA9FEfc+k376RNZ+E5Yg+mOSqlANIUeaMZMQRdz3brjhhkLExLEQWuqANJKtT1wipj/EVU+fj4nbeeKJJ5b+mX5TkF9+a0cAin0U2/RaHyq2ViJO+a0mo7CYm4g1xBh326hnc1vqIpkBxWKiYOcWiGiiwoIxtRyCrJ1avllO8zNSC06hYo/fuNBx2dOfpa6nxm8a8i5t8SGQxNP4XfNUPI3fNckaTRYCIyWeQGOWyEu308OLTUbGmJkzu4R8IrlGOnGxQxpxj9NBYkFklX/qPzoTZrAiRpRAbTpLSCGzSc04BVtttVUJ7Ij4EaBcR6wZ86OpeEIeyXhi5i+k8fYPU18WZNQKK6xQ/jc71izTl2IwMOQTskzmPTOMLGYTyz+NP+nb3wAjPyYCiUAikAgkAnNAwHveJJe+wkJbKKVNQvVDPKl3O9IpzidIG+fJXZ/iWywpyh19MGQP1Y4JLYZICTNB1wxtEN/rs1H/NI07mj5RO2slc7jDRb+o3fbN76L+vuu1Pr0qwsWvssxm8A0F12zb9vK7fq8QCk1zbgKoN/uS+pqhnLctN8BQZzX3zc/Tj0C62o3fNe40dh2/mmaNEoHxRGDkxJOOjhdwBHDsBIt4BVzZyLAjQ5yOhVkzs2ERaJvCiSGmtttuuxI7oNkhM6Olw6UsRA8VkQ6XgN3iDJhdEmNAHIMIlhl1Uo76ClqOEGqSQhRVzU6Y7aimIrWuuAFm+ZBoreY81FdQTUSb4OIym5DI6xSbbZSVxqwcoo31M6tWdsg/iUAikAgkAm0RoHrQ9nMzisDBbTfML6cOAfElm5NKC32C6jLXOEG91B25QWVjSVsYBGQJbO0Luu5HHnlk6QtGrRCQTbWT/qR4p2mLE4FUPI3fdW+S4uNXu6xRIjD+CIyceELYUC6ZiZvNSOEFrmwSScgiC3JGB1IjQAbeze9WLIR99923LK3HVDZVVKcUlqTWFE5BcCHEZNDjj980xJNZqiDJxLOidmpn6kre3mTOSdRDph77CD7JkFTNbeP3XCcCiUAikAj0hwAyX5YvRlXbS1aq/o6QW48zAlzUmvEmF7quspVFkpOFrksef/AISJbTGkSca6LJUGEhmtaMG+p7saDGiSRt1jU/Dx+BJJ6Gj3G/RxgG8dT0iml+7rduuX0iMAkIjJx4AkovpFOA1ySd4jtrs3ijmKkmx+fjT31k9qmbVFxspl6t03k197+hdhFkETiz/JN/EoFEIBFIBOaMQDN9ugxWaYnAQiLw+9//fpnsdAtZlzz2YBFoRzqJQ/XJT35yOYU9hXxTVS+YeCTbGWytsrRJQSBd7cbvSg1DBCBJA5PEKj6P35lnjRKBwSCwIMTTYKo+ulKomFrVSKM4+ne/+91ymH5jP4yibnmMRCARSAQSgURg0hCgdqJ6GhejduLymTZdCLQjnYRZiMzLrWfbVDutu+66Jeh86zb5/+JCIImn8bvew1A8SeSQWSvH71pnjYaDwF2HU2yWOl8EuBL+/Oc/L8XIgpeWCCQCiUAikAgkAvNDgGp5nFzb1CWCjM/vzHLvcUFAEPdW9zqxPDuRTmKWijXKxPs8/PDD+/IMGJfzznoMFgFZtNPGC4FhEE/jdYZZm0RguAgk8TRcfHsqXdrh4447rjrmmGNKwFs7CTLOxAJIH/8CRf5JBBKBRCARSATmhYAMtHfccUeJHzmvggaws2Qn6iLOU9p0IHDyyScX4qh5NrvuumvJXtz8rvmZEmqPPfaorJFWksukJQKpeBq/e2AYrnbjd5ZZo0RgeAikq93wsO255NNPP7067LDDyvZUTgKdf/WrXy3/p9qpZxhzw0QgEUgEEoFEoCsCq6++esW1QaaxZmbarjsN6cfLLruskvykNcj0kA6XxQ4ZgU984hPVAQccsMxRZBOUpGY2i4QHs22Xvy8eBDK4+Phd61Q8jd81yRpNFgJJPI3B9brPfe4zU4sPfehD1VVXXTXjZpcS/Blo8kMikAgkAolAIjBvBNZee+1CPMlquJD29a9/vXr84x+/kFXIYw8Igeuuu6466KCDlilN3JZOGZOX2TD/SQTaIJDEUxtQFvirVDwt8AXIw088AulqNwaXcOutt6723XffmZrIoPfb3/62/L/xxhvPfJ8fEoFEIBFIBOaHwPrrrz9TwKabbjrzOT8sHgRkFvvKV75SXXzxxQt20jfddFN16aWXZtbaBbsCgz0wF7nf/OY3M4VqW8RqSksE5opAutrNFbnh7jdo1ZNsdq973euqnXfeufr2t7893Mpn6YnAAiOQxNMCXwCHx6DvsssuJZXuox/96JkabbnlllW62s3AkR8SgUQgEZg3AmuuuWYVcVi4waQtPgRe9rKXVSuvvHLFzX2h7MMf/nAlvuPznve8hapCHndACJx11lnVpz71qZnStDERPmHmy/yQCPSJQBJPfQI2os0HTTx99rOfrT7ykY9U1h/4wAdGdBZ5mERgYRBIV7uFwb3tUcWbOOecc0oHRla77JC2hSm/TAQSgURgXggsWbJkXvvnzpONwD/90z9VyKcDDzywuNxttNFGIz2hH//4xxXiidr5X//1X0d67DzYYBGgXJMYJsy9deihh1ayJ6YlAv0gcJe73GWZzTOr3TJwjM0/xAJ//vOfB1afSCalwObngR0gC0oExgiBJJ7G6GKoyt3udrdqq622GrNaZXUSgUQgEUgEEoHpQYDa7dxzzy0ZZUdNPL3jHe+o/vSnP1UvfOELpwfQRXomSCfZCcNe+9rXVk3lenyf60RgNgT+9m//dplNUvG0DBxj80/GeRqbS5EVmUAE0tVuAi9aVjkRSAQSgUQgEUgE5ofAbrvtVmI9HXfccfMrqI+9TzrppOqTn/xktd9++yVB0Qdu47jpJZdcUp1yyikzVdt8882rl7zkJTP/54dEoB8ETDw3LYOLN9EYn8+DdrUbnzPLmiQCw0cgiafhY5xHSAQSgUQgEUgEEoExQ2C99darXvGKV5R4PNRPwzbH4N6HnHjBC14w7MNl+UNG4Oyzz545wgMe8IBqr732mvk/PyQC/SKQxFO/iC3M9kk8LQzuedTpQCCJp+m4jnkWiUAikAgkAolAItAnAm984xurZz3rWSXBxzDJJ2VLIvLwhz+8evOb39xnLXPzcUPg2muvLcq1qBfS6WEPe1j8m+tEoG8E0tWub8gWZIe71TGe0hKBRGBuCCyr65xbGbnXmCHwpS99qW2N7n3ve1err75629+k87zgggs6BrbbeOONO+770Y9+tOx72223LVe2tNU77rhj9eAHP3i536QNPfHEEyuBVtuZoKsHHHBApd6tJvODfdsF4nOsPfbYo3r+85/fulsFGzEY2u1nY/iceeaZbY/5pje9qRxzuUL/+oXjdUqfvM0225Rjt9vX+TnPdvWV5UKaVdennXWrr/1kymhn3Y4Jm4MPPrhk2Gi37zOf+cxS33bX1PHcD51MwPx252l719P5tjP3kWva7l5Q327H7Hbv2td938TXeVkcq9Pzoo72tbSzJz/5ye2+zu8SgURgDBE49thjCymEGNLOi/80SONeR+nEvve971UXX3xxteGGGw7yEFnWiBHgLhn21Kc+NRVsAUau54xAKp7mDN1od2wJAj/ag+fREoHJRuAuddaEpZN9CsOvfZPIaX42MDWobTcAN5A1GO40kEaqGEi32xep8s53vnOZwXDzLBE50Yltfm8QvOmmm3bcz7YIjpe//OXN3crn2UgVG33zm99cbuCPPHLMboZsOOKII5bbBAHUjTCwAyKnHVHx0Ic+dLnyml8I7nn++ec3vyqfeznm+9///gq50mqzHdP2zSCjsX8vGCEqEF6txg0EMdLN2tXX/ffv//7v3XYr8UXaYeT+Qzx1s073kWM2SZzWMjwz7qNW6wWjTvd9Lxi1u3fVYbb6djrmbBg5z/POO6/t893tWdMedCJNPd/ahU5E7VzJuW7tGIy6EWzq264Ns19aIjBpCFA/nXrqqdUWW2xR7b333vPOOOdZFUgcSSHb2W9+85sCySMe8YiS1e6f//mfJw2irG+NwO233176fj/72c8KHq5xuk7mrTFfBPQfuf+GPfCBD6y++MUvxr+5HhMEnvjEJ1Y333xzqc0666xTnXHGGfOqWbP/26lvPa8D5M6JwBghMFaKJ6SOB9DSHFyF8sUAqHUQHo2ybQwS2ykUlIdwsG5nBk4G/e0GUEiVTvspi8LDALPV1MsAs5M5V+RIOxKoG+mkPMqQdsTTt771ra6Dfvs6brtjwnY2QygYpPZrnfbp9H2zfIPpdga773znO+1+Kt912q/d/dFaSKd9kUNN4rF1v04qF8f8x3/8x9JZbd0n/kdgtjNltt7zrdu1qy9sH/SgB1U//elPWzef+b/dfn5s9xzM7PTXD522ccxuxBMc2lkv90K7/Xr9rt29657vVldld3ouut0H9lOuNqAdaer57WSO5/lvtx8Su5OCTXnqBP92zzdyrls7hki74oorlquW+qy77rrLfd/8olNHaTa1nnPspBCEQbTtzWP53Im0V9dQr3nm3FPu0073amu5+X8i8Ja3vKWQ0W9729uqK6+8stp6663Lgijqx2666abq9NNPL4vMVG9/+9sL8bTzzjuXYq677rrKMRAWaZOHgNhOQTqtssoq1XOf+9zJO4ms8dgh0Opql8HFx+4SlQoNOqud/orJUf3G7K+M5zXPWg0OgbEgngyIDIy6DfLWXnvtosLoNFA06EJWtVONGKx1G3Q5bqdBYrf9XIYmQdbvZek02NYIdRvYdiI4MO/dCJlORJd6x2C1E76dlF3qavBowKfBbD0n/7cbRDvmnnvuWYjCTted6kj57eyss87qek07YeQ8ldvpmI7Xeg5xfPeW+6EdRvbpVFf7/9d//VfHa9ptcDyf+ho4dbqPutUXPkiIThh129d1QTi029d+7ZRk8IEB5Van582+3e4jv7c7prI73buOSV0UGMXaPqzb80LFh+jtROwhgDyP7cy92Xqs5nad7iPnOJt12mY2YWs7N1nHco6zmXOJ9qO5LTVju2clttEut5sscA8cddRRsdlya8dT3+OPP36Z30wutMMVJjB1rE733zIF5T+LGgFu0ZSQH//4xysEwwknnFDumzXXXLPaYIMNKkRDO9MW/Od//mdZZDv73e9+V0gr5cUzjXjSzjFtpeNkFrR2aI73dxdddNFMBanj7n73u8/8nx8SgbkikK52c0VutPsNmnhSe/2UTv230Z5dHi0RGC4CY+FqZ5BhhrubITfErOlmBpitgxHbG+B025cKg8uRgWirqRs1AGl1mAHpfe5zn/Jvt5g1jttpMKwj2m0Q1G4A5YAxiIq65DoRSAQmD4FOBKYz6USa+g2p14mc035pU9p1XuyjHevUHnVqxxBHCJ1OqjttJzfadm3ZbO6I9kWOttbXMQ3Iu1m7tn6TTTbpqoJUXjtX2G7Hyd8WNwJc4z71qU8VIh6pdOutt1b3vOc9q/ve975lgc4tt9xSljvuuKPcyybJHvOYxxTSiTqvaX/4wx+qbbfdtvrqV79avvYMnHbaadUaa6zR3Cw/jzECV199dbXVVluVGt7jHvcobXIGFR/jCzZBVdOWILjDtDPRVsR3uV54BKjAoy81CFe7hT+jrEEiMDoExoJ4MiiKOEE6YlyAmoMvgxpEDSKnXUwgvxm8UES0I4/AOdeB3uguRR4pEUgEEoHpQkDnLDporWcW7Xbr9/7XXiPZOlm7th5Zj+yiQm3nhuvdQnmYlgjMFQEKwO9+97vV9ddfX33/+98vxay22mpFBfWoRz1qRtnUrfzLL7+82n777Wc2MYjhlpc2GQhwkRSMnnGxO/rooyej4lnLsUegddJlxRVWqL52zTVjX+/FVkFxuGISK4mnxXb183zni8BYEE9OQoNr6UQczfdEc/9EIBFIBBKBxYUAMgoRhfzSQWxOaAQSSC7x+PzOHa9VgRXb5ToRGBQCrSrv3XffvSgLB1V+ljM8BJ7xjGeUzISOgHTK+E7Dw3qxlcw914RMGM+Kb3zjG/FvrscEgac//ell8kF1kngak4uS1ZgYBO46qppypZMVrFPsDp39JJ1GdTXyOIlAIpAITD8CiCbqKPHk2pFOEEA6Iai8myhvO7k5Tz9aeYajQqD1fnzXu95VXXrppaM6fB5njgh8/vOfnyGdZClM0mmOQOZubRFoDS4uMUHa+CFw17veOXRuvWZzrS3hRSd1+FzLzP0SgXFE4M6nZ4i14/4QhBMCKh+uIYKdRScCiUAikAj0jEAzsLp3k2DQs8Uc7Lnw3DAR6ICAxAZN00cSJyptfBG48MILZyq3ZMmSmc/5IREYBAIZXHwQKA6/jEETT1TX4lpyuzZeTksEphmBoRNP4jIdfPDBMxjK9pTKphk48kMikAgkAonAAiIgu5hg5U1DAnRLSNHcNj8nAnNBgItGk3wSRFig/rTxRIAbVDOb3Q477DCeFc1aTSwCCI0mqfF///d/E3su01zxZla7VrJwLufdjGfZKZHLXMrNfRKBcURgqMQTFrfZeRfcVWritEQgEUgEEoFEYBwQ4OYtG6o0995RYSZNuOGlJQLDQqDV5c592ByEDOu4WW7/CCCdfvGLX5Qdudk9/vGP77+Q3CMRmAWBJqmRrnazgLVAPzfJwUG52i3QqeRhE4GRIzBU4kka7jAdejPLzcB58VuuE4FEIBFIBBKBhURA9lTvqFbyaSHrlMeefgSaqidne+SRR1a33nrr9J/4hJ1hMwbXi170ogmrfVZ3UhBoKmhS8TSeVy2Jp/G8LlmryUBgaMQTP1WKpzAze0k6BRq5TgQSgUQgERg3BLyjrrzyyurRj350qZr3VloiMEwEWl3urr322kI+DfOYWXZ/CFCeaBfCtthii/iY60RgoAg0FU9Lly4daNlZ2GAQaF6jVDwNBtMsZfEgcLdhnWozM5BsQi9/+cuHdagsNxFIBBKBRCARGAgCXO/OP//8SpYZn9MSgWEjgODUZ4p+06mnnlqttdZaVRIcw0a+t/KvuOKK6mc/+9nMxo94xCNmPueHRGCQCLQqnpBPd7nLXQZ5iCxrngg0FU/N6zXPYnP3RGBRIDA0xZOOlEDilgyYOZh76U9/+tNgCspSEoFEIBFIBLoikKRTV3jyxwEj0Opyp9/UJDsGfLgsrg8EmmqnjTbaqI89c9NEoD8Emmoae6bqqT/8RrF18xql4mkUiOcxpgmBoSmewmVhmsBayHP58Y9/XG2yySbVF7/4xZyFX8gLkcdOBBKBRCARSAQGjEC43L3zne8sJd94443F5e7www8f8JGGX9wtt9xSXXfddcU9bYUVVqhMmhlAUwrc/e53r/74xz9Wf//3f1+tvPLK1T3ucY/y29VXX12tuuqq1T3vec/qwgsvLKEZ7rjjjuoZz3hGdfPNN1drrLFGtVDqgibxJBZcWiIwLARaiQxxnpoKm2EdN8vtHYHm9Wi9Xr2XcueWzUmuzPp+Jy75aToRGBrxNJ1wLdxZ6YD99re/rX7zm98k8bRwlyGPPOYI/PnPf16wwcmgoJmGcxgUFllOIrCYEKAUN7l01VVXldOWWXHttdeunv/8548dDPojX/nKV6pzzz23ZHtDNFFo3XbbbaWuBmcGZdbIJX2YyNL1/9m7DzDZimptwBv8VRSEo2RUokRBSZIEBAmCJMkc4ACSQXLOGSTnJIgShUMSOCSJBwG5BMlZ0kVRUCRcLoh4r/79FrfafZrumZ6ZnpnunrWep6d7dqhd9e1U9dW31srPOASUbZBSPh999FH6NhCzzqAbcYWsQl4J/I+wmmKKKYrZZ5+9+OpXv5rIKhOd880336Bg9MwzzxSPPfZYtewll1yy+jt+BAKtRqBMarS67CivNQiUz1EryHBktpjI3PsjLE1rzlGU0r4IBPHUvudmgpqVO2wTrBimf3LHcZgOH4cdBgSc8/HjxxdXXnllcffddxeLLLJI8fOf/3wYalL/kOpnVlxiA3HlOtEeffTRYqONNgplY5udPLF3XPfcbELx0GYnp8uqs+OOO1aJJ02jgKKGGu6ZcAQMQmzcuHHFH/7wh6obIFJo6qmnLrifLLjggsVUU02V6nvXXXclQmqBBRYopplmmoKCyzeVE1WTzH3IphlmmKGgdqLq9gxfaqml0jMcibXMMsukOFcvv/xy8bWvfa2YZJJJildeeaV48MEH07beQ8g5ZTn+XHPNlcI77LzzzsW8887bkiujrHZCdE0//fQtKTcKCQTqIVCroHGPhLUXAq12tfNsj5A07XWOozaDh8CIJp50pKQuPuOMM9KM2uDBPPCSM/GkwzbcZmAv+K4OX9jHCFx22WXFZJNNVqy66qpdB8nbb79d/PSnPy3OP//8pLrT8ZZO2mCjncyMuFn4J5988hPE0+mnn55m2w1I2tnU38fg6hvf+Ea1qtQCBx54YLHiiiumT3VF/BgSBNZff/10nF/96ldpUF2Wxg9JBeIgIwYBxMu2225bnH322anNSB7k03C43D311FPFVVddVSCRPJMmryiOFlxooaQ4omJaZZVVkgKba9yUU05ZfOc730lKJETQvvvum9RItuvNVltttQk22XLLLYuXXnqpeOONN4o77rijuO2224pRo0YVK6+8cup7vP766wV1GDWUPhElFHLquuuuS3VVZ4qoPfbYY8BqsTLxtOyyy05Qz/gnEGg1AmU1jbKp/sLaC4GyyqlMQrVXLaM2gUB7IjCiiadbbrklzbSZsWul6SiZFTzyyCOTLLwVZefA4u1APJHSP/DAA2m2spxtQ8f02GOPLXbffffU4WxFuzulDC8f5CDSAyZf//rXO6XqPdbz6KOPLs4666y0jdlsAwKKj/KLt8cChmAll4zXXnut+N3vfpeOhiTj/vGnP/0pDVZ++ctfpmxRZsfNrrej28p7772XVARm/plBm+vpz3/+cxrMHXLIIcVNN92UyF6DMIOqsKFHgBSeJL5TFXVDj1gcsT8I7LTTTklVivhhw+Fyd8wxxyRF6+cqKqPZK1nc1ltvvTTZMHbs2OKFF14odtttt6RConD64Q9/mNRI/Wlro31mnXXWwofaa//990+beaZ7v4ohxY466qjknkIZRe3KBY+ryhJLLJH6Iptttlnxk5/8JBFXaYc+/nGcMvH07W9/u48lxOaBQN8QCMVT3/CKrQOBQKCzEGgp8aRTbmbYDJ0MLe3uq/rwww8X3/3ud1t+xp599tni6quvTtLvVs1Sin3AhpN4EuDTudU+tsEGG6SBMTXGj370ozQYNuBHvhgct5rQSwdt0z+IGG4CFBGDcU0NV7Mvv/zydGgdeYTOpJNO2rAqrlEDA5ksh5KYEnTf7Hg2dZhzzjnT4EPcD9fhBRdcUHBj46pRtpw1CiHVrCmfy8mHH36Y4ooMlGREmsG3bEhc6gFKACSHAZV4Ko4bapsyUkPz2zXtPDExeIJ4GhrcR+pRPGepM7feeusqBEPpcnfKKacUVKLrrLNOco3z7ucmh7zXx1trrbWq9RrKH9S2W221VfWQyDDKdWpj9yXcZpxxxtRPQVqJx2QybI4KcabvVI7VVC2khx9cbD/44IPqFuJthQUCg4lAbd8pXO0GE+3+lR0qp/7hFnsFAhBoKfFk0G02mImH0c7EkyDd4yvxas4555xU31b+2X777ZMqJA9UctlclnxmmWWWNGuXlzfzTdXBmpGt2y4H8wsvTQAAQABJREFUxDToNmM40LgE1Bbk/2UzANcRE0uBe8DMldgNFBs+ZSVUeZ9u/a2zoIOqk9BNbedWaWbbrK9zjGA08NDRLxvCkSuYGWLrzESvscYa5U2K999/P5GxOU6Hla6ZbFwlELbUP4igzTfffAICC7n03HPPJXcLSqxrrrkmqbFcf+J/iCVilt51SjFUawtVXESycQXhquEZwNSV221tpy+tLP159dVX0/G5w2XjdnjAAQckUkjMKwQR148f/OAHhRn36aabLiUFMHDcdNNN0/2f9xX3RCdm4YUXTlhwHTn33HOL00477RMEpoGTmX3261//OrmZeJYYoHI9ueiii4ovfelLab0/iDFEMWzCBoYAcjE/z2EaFggMNgKUpWPGjEn3tWO57obK5e7ee+9Nz6Q333wzETmenZ4/Bx98cCLBB7vtfSl/7rnnTpuLv4SIYiYUuOmJQyjo+cUXX5wUpPfcc08io9JGTfx55JFHqlvJuOf5HBYIDCYCtaRGuNoNJtr9K7v2HPWvlNgrEBiZCLSUeCp3yNt9Vh6RwhplKKFe+cUvflFw06GM0rkx+6cjWCZ/vBQMmHV6ygofnRQfpiwDZQNKpiyDxBwjx3qxCR5//PGkyNDhNIgum4Fu7WC/vL78+/bbb0+D9vKyww8/vNhkk03SQLs/g2Pnk5Sdu5VBLvy4E1JilI3sPgffbWZwjAAwQO6L4qR8vHb5bUZYW1wPtT767VLH/tTDdUi9hqBx3Rx22GGJoEHS5PPsHqFw1MlH+CCr9ttvv2L11VdPM+Sua7GJBGa2bO+9904z5kgq6jkDGgMCQbVd48gVMcQEkOUmkfFEbl1yySVpUJHd/wRkNKjIJtZWJmnzMt9I0iOOOKIwk2/9hhtumMhZJJp769prr02kUJmcKu+ff6uP7SkZbWtgokwEk9lxhlySeYlazEedkWbwE7cJWZTNftQDYpIwAybPiaxwzNv5dj85HqJJXDr3DLWh88O0HenteUKtcNJJJ6XlBmPHHXdc+h1/+oeArFlcs1n5Pde/0mKvQKA5BAQapzKigGRD6XLnHY+I9/xYbrnlWhY2IDVkkP94NnonUUF5LlO+UrxSQ/XFysSTyYGwQGCwEah1tRvs40X5fUeg1ZPLvIWINfQtTLgOdyKJviMSewQCzSMwcfObdteWBqtrrrlmQ9chg0EKDrNlFB8GjMgbA9acLthAWGeEa5VBuEFgNgPAPEChhjCY5E5DjUGN5CHDkC7bbbddUl888cQTxYsvvpgCN+dBbC6PWoSKojdDfBx66KFpAC8Wg6CfAmxSglB4GBQjEdZee+2kyDAw/v73v5/qZJbT4Ljc2XI8g2PkG3LskEMOSdtbnuNO+Z3tzDPPrA6EDY5/9rOfpeMbHHPBMzhmSBqdasQGRVanByr3ouCK0G3Ek3NldsfAwz1D1UilxAUEEYI8cn0zxBNFn+xEXBu8nA2YXAPuJYaAESfKfow6zv2EdBI4VuywU089NZFRBvrusWyuNwQS8ktQWwML1yrMy1b7v3Wut+uvvz4dH2HqHkQeccNAXiGVMxFcLqv2N+WX+12cKK4c7iM4IFyZ61/99tlnnzRgpDR0jKyWQd5mc7/Do0ze5pm0nEwgb+sbwZ0Vmsgl6jCDQyoEzxYEH3P/I52ouNRHQFwKKiRbWCAQCHQOAtNOO20h3lPZqJ5y36K8vJW/77zzzkT4U/CaREBc6wOYdGpnozoW68/zTjwm7xWTHd4jJs/qPVcbtcdkEvVqtm9961v5Z3wHAoOGQJ5oywcIV7uMRPt8535aq2qkX63fZtI2Txi2quwoJxBoNwRaqnhqt8Y1qo9BJxJkzz33bLRJIoCoL5AtWbmENDKIQ9aYUUMuGUgaVCOQxF856KCDEomio6PjIxbIpZdemgaqOm8G49QQYtAwA0MDbKoI6ivH8z/lCNIou/4ovxnFk84S9x1kQI5DggRA8nCTysc0cGeWm9E0OEYAsYEMjs0qCoi6/PLLJ+WFwTEzONYeg2ODZsfUQdSpFigZnkgxiqp2zzyWGlTzxywVYgTp0erZkJpDDdm/yE/EDqIoz8JJV42c1AlHEiGWKIBs4zpHKDmfSNpslvm4ft13jMLIoMD14Hq1DgEkRgcFFUKGuWeQutSEedDjGrGt/QzCuL8hw5jtckwOZC03OIOQ7CJBYeUeYVRYjOJKec2YYN/UL7XGfVBWp3xfWa9c97rZrBxbSp0YIiw/f8QPyla+3y1zL3mmUERpA6yRb5nIgrsZMudHh4Wb4oUXXpjuYQQec46Q261KL54KjT+BQCAwJAggt6mePBcZ0mkwXe622WabNEmFWPdcRLQjYPRRPNM8o0y4cSHWH/Lu9twuP8eGAhh9Is9+Ex3qp+9hEuNPFdXo5yv10QfRp9AOEyLq3hfiCdFWtlA8ldGI34OFQO4D5PLrTaTldfE9PAi0mngqTySUfw9P6+KogcDgIjAiiScuPKzWna0MNXc6wX0z6WRdjp9i8MjlhhnkSfNr2ejRo9Ng2L4zzTRTineVs09RFWVCokysZLckpJMBcx4sGnjraOYMXDpM9dxvUiVKfwxomQFvrQ3W4BgRRxmG7KIa0UlmjQbHVCNIJ8SdDHgMUUeJleM1pIUd9EdnAaFmdqp2xqqDmjFBVZ1HLls+rl/XlJdizrTkmqXcQ7jstddeaWYcqUP5VYvBqquumpYhVrnJzT///Gnw4rpBLCFUkJ9Ug5R6lgkaTqUnmCxSRcwOpj4GETl2EXIsE09cXimDmBhQBg/OTSaekDbZnU4MJqQxpVYzpK4y1dOn1sQAggUXROojykVtRc4hX2HCKMUcV92QRMx1T1HGcj2RajqcnjOZKMuqKm3w8WzJsayQSsg9sesQc9rteeSaVAeG6AvrHwKuR4N9FjL4/mEYe/UfARM03JHzs2AwXe5y38Z73TPfc5hiGoHtuSZMgGeXiYmsSEV8e17ZHjGvr2PiCylF0Zmfa32Jb4lY0q/SL0IqeTdwnfOM83xEJulrGQTCxXOcit27Rd+uPIDXL/KM78sg3jGzeceVXaTz8vgOBFqNQJ7ky+WG4ikj0T7ftf3b9qlZ1CQQaH8ERiTxlFUHBm06KGbrdEx0ZJA7XFIMTg0YBVQmd+cWI+YTQkmcJwM6GVK46BjsGtwZkJJ1I6IQMAbpWR1BWWSQa4ZQedkMSLmfOa7jIZy4Jokbw0VOR46KQidKZ0t8Gp2tRpbJqTyoLW/XqsGxmU5mphEZhwhA0jHtVk8vy0aDY5J3nUBqL8SD7RFRzOxuJ5rOAsWTdmeCsRPbUa4zhZxzZXBx4403puvb9S9eBhUR1RPFkkEQt0okUb42lGMwYMDhXJMRI0OoAJFYjBrJtS6mk/vs/PPPT0HwkZFISde8e8p9g3yyDAGQZ9atd6+a9c5m8CGemmvdvtxEc52QmkgDxBCXNS600oAz7bKv+9TvRtZoHRdcWLhvfZj7llsfN12GbOKGh3jznICXwRv1VzYdGngoAymtDTmeVSaxtZ9aikIxD66018y+Z47sgwgw6i4KMHV2j9UGe8/HjO/eEaBay5aVcvn/+A4EBhsB9zbyybMwGyLU8xS5Mxjm/Y70cWyG3PfJJLll+kWIIP0nzx7kWCaGTDB5LyLETZzpM/mYNPBc+pwMoxNNVFWpepblvpk+jr6O7S1HQnmXIIDUAbnuuYqMR2xJcpKfhepVa7bxbvY8bdbK4Q7Cza5Z1GK7gSLg3ihbEE9lNNrjdxBP7XEeohadicCgEU8GrO1qBn3cggyo84xdua5cwpBBOlAGh8zgeYMNNkiKBZ0f8WW8IBBOBiXc2QyscxwVhBYSyH7KM2gWVJnZn2xbsG+xYKggxJshaTegp14wa6cs+6lrdpOh1moUEF3ZWZVVj/xo1eCYuxUrKyhy2uc8AHb8RoPjrGpBPCGnEHe+YZgH1+kAHfRHp1cnWQdchz1j1EFN+ERVkZ7cLnwamWuYfzqiBMmCVBIg28y0cyq2GULGrHTtgF2wcde8deJHIX4NEMovdeWL/aQuCOJaQzKVt3fPmJU3YKIs4m6RjQIpS6QRWAYWYkwhkNURCZqJ27xP7bfZ/nqz5tSE2f3F4Ek8tnK9lOOZkN1lcrkGde7LslGP2RdJhtjOrq9I3RyMfYcddijvkp5F4qjl9h155JHV9Qas6lMPv+pG8aNHBFzP2SjbXD9hgcBQIuBZSIVaDnKP8C/f662sj/cyAqj2OVY+hkmIsmV3/rzMu97+3o0mZnzLTKp/4HnPNc5670zhB7gye3cipzzLTMQh2PWZagfk+RjNfBu8K69WTdJoX3XTn8sWbnYZifgebARqJ5br9TcGuw5Rfs8I5H5Wz1vF2kAgEKiHQEuJJ25h1A+IGAOmdjWKAQGBpQo2A6bjY1CGPNDhYGbVtEXHSYeplkizrQFdNkSVjkruiAnImQexCBVZurgE5UGuwbFOF1UEtU8mqXJ5OloG9GYRs8qCYkJZPZnOIuVUPQKnVYNjL0akEbKAnN55z7OuyIRMjPU2OFZGNoSVWctOtUw8uY6yC1intqUv9XZNIUapdhCsWbVkVtzgfOmll+6xuPILPLtj1O6AcGlktYMixCsSt57VDlyQMctU1EU+zVq+Fxtt7zpAng3E3AviaNUzA7JGVsayvI1nTczYlxEZ2O+y+mlgJcXegUDfEDARJfC3PgnzDvb88t5tteVjeKb11/LzqjyYzi7DzZRpAq4VZvDuXdFsjKcy6eT4QTy14ixEGc0gUNtPCcVTM6gN7TaN+lpDW4s4WiDQmQj0v0dRp71m6MmrO8V0gGo7QbWDRh2n3HnqqV2vvPJKkqTn/XVyDMqz6bwZ/NUbAHrR1L5s7OfhVh7oUkw0YzmGTaNtWzE4Rpj51LOe8Kr3wOYWiABsVSezXp0Ge1l2tdOxrdfGwT7+cJbv2kU+5nhkw1mXOPbHCIivhmDXaRXQPSsSA59AIBDoXAT0AaiKcrwxLTGBw4V/IARRPUSok1g3vM88B/tCPJUVjtrfbN+rHo6xLBDoCwL1xgJ92T+2HXwE6nmUDP5R4wiBQHcgMHF3NGN4WkEWnmcFqQpyFrnhqU1nHVWnNmcpyzF6ciyczmrJx7VFPGmTT6sHAJ2IR9R5+BCgeBTHSkZAroSsU4P2Dx+KceRAoD0RQDxl91s1pM7hctdqM4lCKdQN7zN9Dep17tTNWHkCVey/sEBgqBAoT1g7ZrjaDRXyzR+n1WR8jgWsBuXfzdcotgwEOgeBlhJPZtUpdATQ7XYTrJd6SXBisWx0VHIcpm5veyvaJ7A717rbb789xa0QCyu767Wi/KEuwzVAuTUSFU9DjXUcr2cEuIVw1RX0PwfrLysne9471gYCgUA7I0ARweWubIgncepaad2kePI8/EKlj9GMG7z3eM7cCs9OVmK38nqIsoYGgVrFU7jaDQ3ufTlKq4knYSluuummlPTm4IMP7ktVYttAoOMQaBnx9PTTT6eYRBCQjanbTTY6qgLBPimduIqNNKZa2vp77703nWruPAI6N2sCRrPNN9+8+PGPf9zxMRSkWjYzHIqnZq+A2G6wEJhxxhlTHBhZA5lMWOUYK4N13Cg3EAgEhgaBlVZaqRg9enT1YDLAtVr15F1m0NvqQVa10kP4I8d2qo0JWK8KDz300ASLw81uAjjin0FGIIinQQa4BcWXnyOtej4aP0bSkhacnCii7RFoWYynkRZwVRwjGa4uvPDClCpexq5unhmj6BEEXYD0u+66K0nWP10hWr5QyV447bTTFn/5y1+KdytZAL/xzW+mhyc102yzzdbwBpDN7I477khZ/WQGLAdqb7hTG6/IpFMontr4JI2gqok1J9vV7rvvXs10OYKaP6hNHWkTDIMKZhTebwS43I0fPz4prhUigYkkJ7LvtsIkQjGhlpOktKLM4Sojuys1M0jM7sm5rt3cr8ttjO/2QaCWeMrXbvvUMGpSJp56imkbSAUCgcAnEWgZ8SQd7kgzZAPFzlprrZUyWXVbwDkZ/qSgRxCJI6EDKlaC+BICF/sfBuPGjUuzojKKyRZ41VVXpeVLLbVUsdlmmxVIORnEag0xNXbs2JQFcdSoUbWrO+r/HONJzC+YhAUC7YCAezJs4AgInC/DKNtiiy0GXmCUEAgMEAEZbJFPBxxwQLUkgcZluZtuuumqy/r7Y8455yweffTRuu/u/pY5XPslxdNEE6UA473V4cEHH6xuwv3fxFpYIDBUCNSqk8PVbqiQb/44ZQL785//fPM7xpaBQCBQtGyEnDvlMB1pQbY7nTQp3wdvvvlmceWVVybySAfMbItOGzJl8oq6aeaZZ07fXoYGtdb7bT3Vk9maSSedtPjwww+TG95tt92W1guYiKzKBNTUU09dSBt//fXXJ8VYjkVTrksn/fYi4pqQseqkukddA4FAoGcEZGw94YQTet4o1gYCQ4zAmDFj0sSQySEm9iSXu8MPP3zANfE+834vD7IGXOgwFZCIp8qxm2lL2dUu1E7DdMJG8GFrFU8jGIq2bXpZ8WS8ExYIBALNI9Ay4qn5Q8aW7YjASSedlGJ0caOj3kEQiSOx6qqrps5aOZ5Eb/V/p+Jyp8P6/vvvp6xagp5aplOMzHrrrbcSGcXFzvJDDz00EVUbbbRRb0W37XqYUTtFjKe2PUVRsUAgEAgEug6B7HLnncu4/3NlX3bZZQfU1pyxtzzIGlCBw7hzJp56awuFl3d4tojvlJGI76FCoJZ4yvf1UB0/jtM7AuXnSCtd7YSsMcEfFgh0MwItI57+4z/+o4qT2eGwzkGAq9z++++fKuylt8IKKyQXOZJ92eb6alkBRhHFHeAHP/hB3SIoCGS3k8Wh0xVPFF9Z8dTMrGpdQGJhIBAIBAKBQCDQBwRksUQ+nXbaadW9qJ68vwfi/t9NbuOZeOrt3VxWOwEzFE/VSyp+DBECvAPKFq52ZTTa43f5OdIKVzvJudZff/0UduT4448vuPaHBQLdikDLstqVWdognjrrckEOeehR7XB/42pH6dQf0qnZlr/77ruFrHg6xquttlqzu7XtdrAT88pMyEA6+23bwKhYIBAIBAKBQFsisP322xfzzjtvtW6UxQPNcod4Kg+wqoV34I/+Ek+heOrAk93hVa5VPAXx1H4ntKx4asUz8le/+lUinbTU+CssEOhmBFqmeFpnnXWK++67L2EVKSE765IxqzfllFMW0rDLXCdGl5ed4N8rr7xyMdNMMxULLrhgv4goKiCB57nXvfjiiykrnkDlsuV88MEHKc27Dm7ty7azECxSjCszVdk9odPqH/XtXgRkpHQ/C5TLuOAst9xyEwQl7t7WR8sCge5HwKw71dN2221XbexZZ52V7nWTSbV29dVXJ9d3E075uVC7jXeZCZVusEw8lQeM9dpVzmgHt25pf722xrL2RKC2Lxyudu13nspkU/T52+/8RI3aG4GWEU/IpiCc2vtk91S773//+0mt895776Xz+NRTT6UMdaeeemrKZGdfCigfqdoNZueaa65UpKDiiCsPYL8ZAmuqqaZKBBM3NH7QtpFtR1a8hRZaqPja175WOG7tizYV0IF/MpHWgVUfUVVGwtx9993p+p1mmmnauu2tiBl23nnnJeLpwAMPLCgNX3rppZalXG9r8FpYObEXTj755DQrKZPpPPPM08LSo6hAYOAIeJeut956xeWXX54KM7lz+umnFwiosom1uOuuu6ZFzzzzTHHOOeeUV1d///nPf06TQ9UFHfwjD97LA8ba5rz66quFNmcLtVNGIr6HEoHa/nAonoYS/eaOVT4nQTw1h1lsFQhkBFpGPOUC47szEaDWEQxcKlcxmXzEfdJhEwBcJ1YnVceMeok01IygB7AOGxLJ7KB11FHKkwFvlllmSURVPVRef/31lAHv73//e1fMLOrU9jajWg+HWDa0CCBFZYNia6yxRrH44osnlZ9rtZ1MoFsB9ylJy67Mfa0jl9ZvfOMbabc//vGP6XuRRRaZoJgbbrihoIJAUoV9EoErrriiio1nXmS4+yRGsWT4EaB6uvPOO6sTQDfeeGNx2WWXTUA0e59n45LXyGRrEqexG0zfxaTaX//616TsrtemiO9UD5VYNtQI6IOXrUxylJfH7/ZAoJyMoD1qFLUIBNobgSCe2vv8DFntEEUGpVRJZUOk6Hz6cMXLtvPOO+ef/f6WOe9vf/tbV5BOQEA8UXeFDR0CSCQZGffcc89EcjZzZDHNkKNcPq+99tr0sd/cc89d7LjjjimbY08z480coxXbIHt9XnnllSpx1J9yYbTUUkulXbWZuZ8Rvjq5EkOIETP99NOndfHnkwhQPGX7wx/+kH/GdyDQVgiY7Nlhhx1Swo5cMUHHl1566apLHcVxNhNFSBnPvlpzzbfifcbN7aprxhUPPvRw8W6lzNlmnbnYe/ddag83qP/POuusKVMvxXUjqyWeQvHUCKlYPpgI1Lp3BvE0mGj3r+wy2RSKp/5hGHuNXARilDxyz/0ELTcART5NO+20iQwSl+nmm28udtpppwm2q/ePoNoy4z322GMpI14e5Nbbtrys24Jw62C3A2FRxribfhskvfDCC8n1Exlz6623Fk8++WRS5e2yS/MDGW6fXD2RML/+9a8TAXPXXXcV99xzTyJgVlxxxZQhyv0wHGZmHrmR443I/Ojaojb8zne+k4i2ZuvFtY5rDXLJQPKXv/xl2tVAlJ155pkFF7ywQCAQ6A4ENttss6R6Gj9+fGqQZwmXu6OOOqraQJnwMtHyxBNP1CWeWjWRcswJpxT3/ub+6rEnriQU6ckOPPSo4oUXX6q49U9aLDD/N4sfjhmdXPV72qe3dc3EeCqrv4QUoOIOCwSGGoHaPmQQT0N9Bno/nkm7bGUSKi+L70AgEGiMQBBPjbHpqDVbbLFFcdttt/W7zh6eJPgG5LLhXHLxxcU/KsuaIZ4EKH3jjTdSlrqf/OQnabaVgqI3y8RTVl70tn27r0dohLUGAe5llDrPP/989RvxVM/EGptjjjnqrWq4DIljFlzgfGb/rbbaqvjZz35WHHrooYncQfiIZXb//fcXH374YTHffPMl99KGhbZgxWuvvVYsscQSE5SEZEM4yf4o8H9P5j7eZpttklJKG8VzYjfddFP6+I1YW2uttYptt902qQCoF5HMXPLCAoFAoPMR4HKXiSetueSSS5LqaaWVVkqNKxNPv/nNb1JsqNpWm1CqjTdTu01v/79XUWxm0mnhheYvNlh37eLzn+/5Pakf8l//9V76/PGPrxcvvvRyccLRh/d2qB7XpxhPFRfZ2kF93kmYAe+abKF2ykjE91AjUKsyDOJpqM9A78crE0+tUDyVQymUf/dek9giEOg8BFpGPN1yyy1pll52u7hxhv5C0KE0kKZqaPTpiZnPLnXO3aWXXlq89fbbxdZbb91rQ7IrkNlCL0wzq+dWgpU2Qzzp2NpnoJ3bXis5RBtEfKeBAY04pWLy/eabb05QmFThCBnuoNldzAarr756UidNsHET/zz99NMp0PZxxx2XFFMyLj7++OOJaLI71Z7YZbI6usazbbzxxikbHDLq5z//eVINcBkVE43SoNaVw4DGYId6CoHEuMMwZO1+++2X2osMOvzww5Prm0Ghbb74xS8W5557bmrfd7/73bRPb39cgzpFlE4CYAueTu3EpVDMluWXXz65E4r5RC2m7tRP4kkhvcICgUCg8xEQww35ZBIpm98IbBMkiy66aHH22WenVZ4P9cyAaqDv5j/+6fVq0VtvsVnx5Rl6d+c9+IB9UqKSSy+/qrj9jruKZ599vnjjz38ppp1m6mpZff3Rm+LJ869sQTyV0YjfQ4lAbT8yiKehRL+5Y5WJp57GVc2VVqSETp7DPE2ICMICgW5GoCXEEyk3tQCjVDBYChtaBNZdd91eD4joEVOJesMAXuBR2b3EeGBvV8gm7nJefBdeeGHqpPZW6CGHHJKIxjxLYxArmKkZxtoXaG1ZBuMe2t3yYtXeRjOqtW2P/ydEAFEpwHU2Ab8NjnyLP0KJRE3n+hWfiPrJwGqvvfbKuzT97T6gpmKIUnHNqJlkhULIGLRJMS64PtLp+OOPT0rARx55pDjllFMSwZQHa5tuumllBv/zKZOUbFKUBTI7IrGQSSussEIix/bee++kMhLc9tlnn01xzTbYYIOqIolb3XLLLVf84he/KK666qpUN/eoZ6n6NmuuwYsrasVsBx98cCK9EHcnnnhiWoxQnnPOOYsLLrggb5baqR1hgUAg0B0IZNWTDLXMMwn5tMcee6Rna24lVScS2jOibJ47XM4GYv/zj/+p7j5qismrv3v6MdWUHwc032zMhol4si0Ca6DE0z97UDwF8dTTGYl1Q4lAbR8yZ2QcyjrEsXpGwBgqWysUT1/5yldi3JwBje+uR6AlxFPu2ECL8imsPREweymmDfWDrHRYe+QP1YhBp0E4hYaBq5nRZoxrnnP+wAMPpAG7wfqoUaMSodTbbGl2tesW4qm2w9AMfrHNxwisssoq6fpZZpllqooga6677rrisMMOK/Iz5tvf/nZx7733pgC6Aor3x7LyiNpI+nHKonrGBYXSKJO6FIVrr712IrxsLz6SejNByZV17LHHFssuu2wiypC6jLvblltumTIq+R/JRBmV3eCQSwg2ZalTJuDy9ZRn6+3bF5N57fzzz0+7CCiclVubbLJJQZlaNoQeRVRYIBAIdB4CEix4F+fYbVrgfkY+ldXHAo0vueSSyWX3W9/6VpHjGiHSa4kng6veJo96Q2riif8dz+l/KnHq+mJiPGX7Zx/3zfvl7zx4b9QepFzZQvFURiN+DyUCtddot/SPhxLDwT5WWfHUCuJpsOsb5QcC7YTAxK2oDLeVbF/+8pfzz/huEwQomqg2kElknAbzsnqJZXPHHXekbGAXXXRRkrdTmVB+NGujR49OahHfzr3gz9QdvZFOyqd2+uCDD4pzKq55fVF1NFu3od5Oh6G20zDUdejU4yFduKpxMWOIJmSOj99c32RrQjohp/pLOimbkoghsRqRTtaLkVRPBYSspZLKpJNtua/Ylpsro2wymKMYoCZwDyJ8/W+QU86MxrWOy9uGG26YtkUCsawizLNrcEB8NWPKOPXUU6ubwkzWOkSagSgXvLIhnPPxysvj98cIcFvMVv6dl8V3IDBcCIjRdvLJJxdjxoxJ3+V6eEYhxMuWnwvleHFl9+W8LbLGs24g9s9//qu6+//+7z+rv5v5USbcJ6q8WwdiuaxM5teWVVY8ZTfn2m3i/0BgKBCI9/BQoDywY5SJp1a42g2sNrF3INBZCLRE8VRuslTlYcOPgHgtYuVwp8tuQTqalA4G8fPPP3+qpODhBsRSuOpkPvfcc8VBBx2UVCbNtoJ7ETckcW+4F1GG9GZcMm+//fZqSvdmiKreyhzu9UinmJ0a2Fkw2DEwEn8EeYIgMWvPFY5SB3Fz5JFHDuggXEoZAqp2lr9cMIVQVgmVl3/9618vrrzyyuS6Ju6U+FDIXKq/q6++uqrOWnXVVRMRad1ZZ52V7jkkkyC2U0wxRbXI7bbbrkDcXnPNNal9mbzMpJisdHDhasiNrxlDhHGt22233RLJzMUGadUoAD6sIzZfY2S/973vpeDsYjD4HRYItAsCZRKZ8slEIOVxTpzg+eJdiwxnyHvPA8onCihG+WQAVR70msmvTe2eNm7yz3//9/vFZVdcnbb+zGc+XUwx+Rea3PPjzf73f/6tkBqo4gnx5N2cn63lirz++uspU2peRjkWFggMFwK15GhW6w1XfeK4n0SgTDyF4umT+MSSQKAnBFpOPPV0sFg3uAhIw56DM8ti5YWl8ynV/BprrDEBIURpJBtdlpgb7Ou06niKVSMjjg6YGVMxdWQOq6f+yC0iTa+Vp6uPAM1jx45NyibxowzkBVV2HAN4ZBdCoRtMQOeY/ej/meSa5jpE4DBkjEHTVFNNlWbzXTuUe/zhB2J5fyqjniwP3Gq3oUxy34j35MPcJ+PGjUsxolzfCDKKQkoCyqqsIhScXLwqHRfbSHFuO6oFKkTx0T772c+mMg2SlqkolRzjvPPOS/cOAqtZy+nA87GpmhqRwp4H+bjNlj/StqN0CrXTSDvr7d9eJBNixTOCcaNHPlGF5vc+laPkBdk8U8RxzEbd6blbzqhJaZnd4fN2zX7fevv44uTTPn5WfemLo4rNN9u4z/EPudpNXiGrZLi76NLLK2rYmYoc/6nZeuTt9EVgVDuot76sdvI/F8SwQGC4EKglR2Myc7jOROPjls9J9Pkb4xRrAoF6CATxVA+VDltWLxuYztOaa66ZPrWEkY6WAbDOGDPrKc6TjqrZfAom6gqxnsSEYjqhBqcG49QRBu8UIwgpg2izqYgBHTuqDK5zeabGrCklnBcqkmn22WdPs61UTtzzuuXBjaDLkv4EWvxpCgHXk4FQJlWogrbddtsUmFsBBlbiIiF8crylpgpusJF7gxIQ8dmTcT/N13B5O2Qp1xYkGDIHgVXuLCJ63EfuBQrAsgk2zt1NYG9Ej4EhZZT7q16MJcHTle1+o1YUq6lZ0z71zCnUxZ/iblfP4F/v+PW2jWWBQCDQXghQKXsOud8ZZR41s3e997oYc9zqqZ2Yd7Z3vHdxTrRAsVwmngyukOP9sbLr/DTTTD2BwrMv5e2y43bFhZdcVnHhf6nYdIvtKgTWmGLtH6zalyLStp7ZSLTyczoXQq1dtiCeymjE76FGoJYcLZMcQ12XOF7vCLRq/HLFFVekMVlkhu8d89iisxEI4qlDz59OIsLJJwcp1hSD3rXWWqs6aK9tHkWFGEzM7L1gxlzvGNcena5pp502udvpzHIjMhsqdo3j6Lzp1CJYKDt06OxnYGzwLCsYQx5wJ7Lci7Rehy9tWPmj7LLrUV7ead/aWI+o6LR2DGV9Xb9IDwoixN0222yTSKdcBy4iCFCudvvss09ePODv3kgnB2ikeMoHp9prdN3Wdh7zPr6ts2+Wa/u/Eemjnj//+c/Luzf92zGQz9nyvZn/L3/XqhXL6+J3IBAItD8Cu+66a4o9d8ghh1QnQKgrqS4R2FRPmXjSGkRUmcj2rFUGM5jyPuvpOZY2bPBnlZVXLJb89mLFcSeeVjzy6OOV71OLX1xwbp8VVJ+q1KE88K50P/pl3svaU68fQomd7UuVvkxWiuZl8R0IDCUC3ttliz5lGY32+90KVzsqVdlGmfGVbMRhgUC3IjDhE66frSzHBglXhH6C2MRuFEYyXl1//fUTyMMNfrO6Kcduqlcclx4dUUY5gnQy2M+mU1YrrZ9tttkKn95MCnhZvgxuza42a47XLS4+8Ct3kpvFYCRuRykkBtFPf/rT1HwBcLnV1bqCIaUY0qkRyZM26LA/3AcpBCkDuiG+WYfBH9UNBLoSAYpi72vkk1hyjOqJWtSEk+Qi2SXPOjEdsz3xxBNpMsnEE+IpE+R5fV+/p5h88mL9dddMxBN3ubffebfgdteseZeecMoZydVuvnkrk2R771ZM3ot7dKOyswKrtn9j+3Jg9YUqE2ZhgcBwIlBLjkafcjjPRu/HbgXxVE7QVf7d+9Fji0Cg8xBoCfGU3V9kasozZp0HRfvW2Cyl+DE+BqvZzMwhnCicZphhhry47reOp3LMpiCcdEBrrV6nrHabev8jDLjkccXbd999E3lVr/x6++rcdpN7Wm2noV6bR/qyu+66qzjhhBMKM821bnVlbLiN2ObHP/5xcs0sr+v033lW/c4774xg1R10Mr3jqDjDAoF2RUBMOW7Chx12WJqoyvU85phjiuWWWy65vZtVZ1TKZXvooYdSvLqseKpVX5S3beb3/6u837N96lMT559Nff93ZXICYcXWWXP1fpNO9qcaqafeknE0K09t19PEnfVhgcBgI1DvOh3sY0b5/UegVa52/a9B7BkIdBYCLSGeKJ6aJRo6C57hqy1FiAxZ1E05K12uzeKLL14lnJrJOiNosRhMZPVIp3Ia5Vxmf79lxxEU+rjjjktuftzzTq/EjOrL9dAtD+5QPPV+FSGccjrvrbbaqjjggAMa7mSmz3WENO02m2OOOZIrH8I2sqS1/9nlDmxA73vzzTcPKXz7n7IRXcPpppsuKZDLz1uAcKcrq5xrQcrxnsRpFDNqoMTTP//5r+ohPjXxv0mo6sIefpSPPXGJwOphl4arqBLqTQrlOJd5RzGvwgKB4USglngKV7vhPBu9H7sViqfejxJbBALdg0BLiKfugWP4WyKOEsJJavU8K5lrtdpqqyV1k+DEzRjXPNm23nrrrZQhDOlUdousLYOaqq8yz1deeSXNmubMWQKZismDOGsUt6Z8XCqrblI89Vc1VsakG38bsPNh58vuGkQ4yarYk3W7elJw32aI454winVDg4DnomuYXXnllUE8DQ3scZQBIrD77runmEVc7/QDWP6uV3R2zxNUnIK5dhBcb5+elpVVTpJIyFTXrJWP/a+KYmkglhVctWWYxBMiQIa/aaaZJiYBagGK/4ccgfJ17+Dhajfkp6BPB+yWifM+NTo2DgQGgEAQTwMAr5W7vvDCC8X5559fXH755RNIv8U/MkDnzthTcODautx3330pzgMp/RFHHJHS0dduU/u/GU5Z6vpiCy20UCLKKDeWXnrplLVOjIjaTHqNyvSSFcB85plnbrRJxywPxVP9U8U9ae211y5ef/31FLwe6RQuDUUx99xz1wcslrY1ApmAautKRuUCgf9DQOZMcZ+43klK0pNlxZPBFILq2Wef7WnzXtdNV+kLZLvh5luKTTbaoK7yKG9T/v7g/Q+q/w5U8aQ9tQP6XLjJOZ9Os1tvvbW45ZZbUoIZ5+rwww9P/a9Oa0fUd0IEaq/TIJ4mxKfd/gvFU7udkahPuyMQxNMwnyGzimbcZK4qx2+SXWXdSsBlQZdzPJi+VNVMnjTqyCDkUDPmBdfXl9wGG2yQ1Fkbb7xxkuY7Dre7vih/eotP1UzdY5v2RICbaFY2jRkzJrl6NktKtmeLolaBQCAQCHQWAvPOO29xwQUXFOI89ZQlMyueEDUSIJSz3vWnxaNGTVHMPvtsxe9+92JxxVXXFldfe30x6ywzFycfd1SPxemH3HDTr6rbTDftNNXf/fnRE/HUn/KGY5933nmnGD9+fCEuoG//l+23v/1tEE9lQDr0d61LaLjatfeJ9GwJCwQCgeYRaBnxZBa4Jzeu5qs0crYUOFmmOR2GbAinTTfbLBFOAyVk+uKqRI3y7rvvTqC2ynXq7fuyyy4rnnnmmYJqSxyUnmJI1JZFkSXNs85UN1hfibtuaHOjNpRJp2OPPbZKQDXaPpYHAoFAIBAIDA4Cn/vc55IKepFFFkmTQ9z665m4kogqA+BynKV62zaz7KD99ipOOPn04omnni7+93/+t3j7rbd73G33fQ4sfvfCi2lbG84001eL6af7t3Kqx50brHzqqaeqrrINNmnLxSYjb7vttoZkU660OJ477LBD/je+OxiB2nsu+pTtfTJboXgqJywp/27vlkftAoH+IdAS4umKK65I8VvcMGPHjo2sP02cC5iJu5BVTl42m266afrMNNNMTZTQ2k0QQFzefvOb3xQbbbRR+v3lL385zXo2cyRuQ826Dpmpu/HGG4vTKkHI/RZouRtMoNJ8PruhPQNpwxtvvJHSdyvjF7/4RSIkB1Je7BsIBAKBQCAwcATEY8zkk0mjWjv77LMLGUVZ7SC4dttm/v/SF0cVRx56QFJTi+fYW5ncxhBUbJ655yz22n3nZg7T4zazzjprmhjrcaM2Wil0QXalMylYz4ReEO9zmWWWKRZYYIF6m8SyDkSgVvEUxFN7n8RWEE8SzBBvCEvRl8RM7Y1M1C4QqI9AS4gnwVaZm0bw4Lhx6oOdlxqI77vvvvnflGXuwAMPTLOM1YVD/EOMpamnnrqQTnm++eYrRo0alT6y42xWUWANJPPWm2++Wdx1112JZHJ9mGmVwniFFVZIcX+65Xqh+KvtNAzxaWybw8lcJ/D86NGjg3Rqm7MSFQkEAoFAoEgTStzuFl100TQBRu2c7Yknnigefvjh9C5r5fuM+31vpJM6/PycM4qPKlnoPl2ZjOuLy36uf71vhFcr21LvGANdRjUuZpPPk08+2bA4/aY111yzI+NSNWxUrKgiUBvjqZVZqKsHiR8tQ6AVrnbGDt0yDmoZsFFQ1yLQEuKpjE4EXi2jUf834imboOGCf08yySR50bB9TzXllMV6lUDm4jbp+Nxzzz3pe6eddkodwK9+9aupwzrFFFMUWH4PXN8y2FH7/PWvf02E0mc+85nCh4rKOpm7fGzLFY8LoJepgKc33HBDKmfYGt3iA4c/fpEC2MpsKD7I0Ucf3WKEo7hAYOgRKMvfJWEICwS6AYG11lorkU9UUDlmEOVyfl83QxQNBg6fqfQXWmn6JhK1tJt99NFHxbhx4wrujXfccUfD6pkAXHHFFQuB4hdeeOGG28WKzkcA2Wqi1yTtQCZ8Ox+JzmhBKxRPndHSqGUg0BoEWk48taZa3VsK0smMIttll10SCdMurZU5RnymWWaZJX1WW221VDX1/eMf/1g8+OCDxZ/+9KfUQTVDKuXy9NNPn74x9v/5n/+ZZjQN0pRhhpHrmY6STHf1Yj/Zplse3DCi5BrpdtNNNyUIBhqYdqTjGO1vHwQ80w466KBC3LJ11lmnfSoWNQkEBogAl3rxJpEa4kBxv3v00UcLiU+ee+65AZbeHrtPOumkw14RCmBuc4iFV199tZB5WGgDfapGRpG2xBJLpI/+FqOMUoa+k+/yx/ry//V+N9oml9dofS6rmfW5LPuE9R2Bc845J71rQu3Ud+yGeg9JnMICgUCgeQSCeGoeq5ZsmdVOOhHtNoBBHtXKfDWa651Po9mXv/3tb8Xdd9+dCKh55pmnWGqppZqWtZPAI7S+853vtATf4SwECVd2WRjOugzXsSncctakueaaa7iqEccNBFqOACl8yOFbDmsU2CYIXHvttdWaUDObKBJHqBtMe+r1bYaqbUin/vRx7r///qQgPumkk4aqqi0/DhKK1RJXtcutz8vK21v+KWX8H8lWuy7vU1t+/r92fV5e/lam7SyrLb+8XV5fLjPvl7dLBcSfrkagHMv1Bz/4QVe3NRoXCLQagSCeWo1oD+VRxGS1E9KJ61o72Ttvvz3Bi7+ZuunQnXfeeYl48jC++uqrU3BysX2akbZzyUNWdYuN9ECQSMRszQabz9vHdyAQCAQCgcDwI+C9biA9XK52rUZAe4azLSbYRqpF+IGReua7u90zV+LiSpLUDmrK7kY6WtdtCHw8FdFtrWrT9rz22mvVmq2yyirV3+3yY5ZK5pe+KnberpBV11xzTVJD7bnnnsUylQwrl156aSEzTTOmQ0Zy3g2GdGpX4kn8DmmZG2XIgf+zzz474PrnOCHKC8UTFMICgUAgEOgsBBA1bDhVQq1EDPmRVSqtLLfZsrjqHn744W032dhs/WO7QCAQmBABfd1WkU5iIx922GHF1ltvXTz99NMTHij+CwS6DIGWK57KQVi7DKu6zaFgIkkXJ6E3o3jKVi/eUV43XN/q14xKqVy/3/3ud4UAmdzrvva1rxXc9W6//fYUw0CWvN5mGSepBPzsFjk/XNpxdk/g9+2226647rrrijlmn72Y5+tfT+fLeVt66aULMZkENv3973+f0jOfeeaZ5VPcp9+ZeJpmmmmKz3/+833aNzYOBAKBQCAQGH4EsuKpW4in4VY86Vdtsskm6bPHHnsk5buJnkY200wzpfAG4iQKcxAWCLQaAZOk+qv5W/n+Ly/Lk6l5m7wuL6/dPpdR3j4v822iubxv3q78Xf6t/Lx/PnZ5Wd42r/N/T8vK63K5eVl5396WOV4rQ6UIJM9zhElecsIJJ6Tf8ScQ6EYEWkI8bb755mnQ+vXKgLZRHKBOBU8A8C9+8YtJdi5wNIbbYH3JJZcs/vznPxc/+tGPUgYYGdp0FgSDXH755es2t6x4ajfiSYBLxENfyQKYeFAKTirGkWCZOnmClPbWaeWa92Yl2wzVVDdYfqm2S1tkS1x77bWLU045pXj88ceLY489Ns24+naekcTrrbdeIhsXXHDBdP3eeeedKVXzlVde2ev5q9fOTDzNOOOM9VbHskAgEAgEAoE2RyArnnqbOGrzZlSr94c//CFl3q0uGMYfxx9/fDq6Sbubb745ZS/LIRhytSRq8ZHtTqKWFVZYIfWtI6NdRii+A4HuQcDzKVv5d14W34FANyHQEuIJ2dRNhNPll19eHHrooSlYNjIGSUS9I/sa9YisL0gVKXoN3qeaaqpCJ2KRRRYpTjvttJQNZvXVV//EdVLOeNZuxJPg4NNU2thX6ag4PlyqLrroouTvLFuLbHhIqByI8RNA/N+CG264IRFURx55ZJKYNtquk5bn2ZjhrDNczaoiOq+qEEiLLb54OkcCI08yySSFc3bhhRcWgsJPWiGglqsQpbkzPHbs2OLkk09OKjSdXb/7YmaKZq24bF511VV92S22DQTaHgEZ7RCyeRDY9hWOCgYC/UTggQceSNnW+up638/DDfpusur2dVJtsCs1e0V97LPjjjsWd911VyKgEFH6lWV7+eWXC1nOfBavvMtl0dLf1scKCwQCgUAgEAgEOgmBiPFUc7ZIHMUo2mCDDRLZhCDaaqutCkqQe+65pxg/fnzK2sW1bIYZZigOOeSQ4qyzzirWXXfd4re//W3x8MMPd6RMctllly2+Of/8xV577ZXaWXYLrIFogn+nm266JB/XfioXCrAxY8YklVgtCYO0k93l+eefL/bff/9i3LhxyUVR3KHabSc4SIf8k+W5w1ldsyV8xWXQETtr0cUWS2l5EaRIJ6azK94EdRLF2aqrrlqt8vrrr58G14jWJ598Mi3/8MMPq+ub+eFaCgsEug2B3XffvbjiiisSSS4mQ1gg0K0IUNYgNtptgqy/eFOnt7Oy2vv6qKOOSmEKjjnmmKLRO9Q7/eCDD06q+r333rt46KGH+gtJ7BcIBAKBQCAQCAw5Ai1RPA15rQfpgOTl9957b7HEEkskUmS33XZLyqfvf//71SNyu1tooYUKGQ243IllYzZt++23L2699daC+5hZQp2I/fbbr7qfH7vuumtSAbVj8DjxBgQJp/Si5tKpkXGOOga5RMmEaHv//feLN998MwXq/OCDD9KsKGLi05/+dHLV49LFtcv/XA8RTVzQRo0aldRiVFD2s4wqjNLGgG44A39OcJIG8A/ybDgJNAHdXWNUa9tss03B9VWHlgIKKfroo48W81fIxWxbbrllco1EmFE2LVYhqc4///w08zrvvPOm7ddcc83iqaeeKgxEdIh7y8To+GGBQDciUJbAe4a7X8ICgW5EwHvae6FbTD9Nv6PdTf/SpKePCTp9SklBTGiWTT+T8t7HxBGXee/6sEAgEAgEAoFAoJ0RCOLp/86OF7ngbm+88UZSenD/Qi4hRJAxp59+eiJP8smkfkLQUI9kIokrHck0NRQ3J2VMMcUUiYiiCJpjjjkKMaPa0dTZTBrXQrNo1DAINESSoOFcCZFFPuI3Uc+QrnPXQkyZTdRpMkNqdpFiRhncEAXWzC5eZlGRGggQ27NLLrmkHSHpc5101OEzHIbwQjAxajUdbTZ69Oh0PVOVIQPLZvbUOd50001TnK4XXnghBRlHUGmLa9b1ICgqUhLx5D4YCeZ6NlBpJmnASMAj2hgIBAIjBwGKPgrlHLOv01vem9t/O7ZPf9GHivzBBx9MBBQi6sUXX5yguuJA+YjpSG0eFggEAoFAIBAItCsCQTxVzowOFnc6AR6pm4477rjq+aLGufHGGycgnaxEOOmUrbjiigXFDxclL38uTQatvrkqGcwLvI0MOOOMM6rltuOPrFZBRsh4hnzIBEY71rfd6gSv4VA8ITnF1UJ6mf38y1/+Uuywww5JteY6RIBmo16iWEMonX322Wn7fF36H+mELGUybVC6Ia24mLpPXMsy7bSzUeXBQba+7F7Y1/r+5Cc/SbPNMjSGBQKBQCAwkhAwKTTZZJN9ot/TqRiYIJMAplPtW9/6VuGz7777Jne8rITyrs9m4imIp4xGfAcCgUAgEAi0IwItI54EXjXI9ek08zI3IDeAJ2su24Ybblj4MCQS9Q+jDtI5m2eeeVIgZmSNLCRc7gR+lCWOIspMlX2ogAxil1tuubR/O//JxEM717Ed64b4QT4NtV188cUFNyD3oMDeCCOxx8jvF1hggeLaa69NVUIgHXjggYk8+sY3vpGC5QtCnm3rrbdOKqf8P7WfeGfc77TN9fzII48MOfHE5UC2RGrEb3/72ymjZK5jvW/3HqKMq2h/7Zlnnuma2f7+YhD7BQKBwMhEILvadaJSqN4Zo+DSR+sG04f0MREkGLk+q7a1q5q+GzCPNgQCg4mAMWNO5GNMGRYIdDMCLSGeqIJk+2FUBp1045Atc4/74Q9/WEgdLLi42B1mx7bbbrvqIHfPPfdML3nueFzquNdRQoljxDw4uKBxUxMfCQHHRQlZRRXlOPzxO4F4Sg2KP31GgNopp6Hu884D2AFJ4npFOrFf/vKXhY622GOUO0zMCNe1bZFP4pRttNFGKYOOdM0M0VQmzmRxdF9zi1xnnXVSubI2+m02fDAN0YTc5eqJtF1wwQVTe6i3egvsLCsQpd5A4oaJeTYc53IwMY2yA4FAIBBoBoH8Lvj1r3/dFX0Wk2lTTjllM03vmG2+8IUvpIkiLvFhgUAg0LkIGDOLL2wCOWJHdu55jJo3h0BLstqVg65SW3SCUUSYKUIeCcZMJUGRJEYRkui73/1u8q/PbbFeppFFFlkkxTTy0ufSw7g1iYG0xhprJBLLslNPPTU9RBBV4uLkYJFlNz7bhXUPAoinoY7xRO0kPhky5qSTTiouv/zyRLggiCiUxHiiWJKS2TbIVdcmUsrv8vXoPkbAUukxGbxswwVP51aZ7g/X8mAbd0D3JxKX66rg6O7V2vgW9eohyPpAlZeC4vcWSL3esWNZIBAIBAKdjgClkz7NOeec0+lNSfVHpMlMHBYIBAKBQDsioM8apFM7npmoU6sRaAnx1OpKDUV5FEuIIh0r8Ze4I1GNUHjMOOOMxcorr5xUE2Ln3H333Sk1vbhHBu/iO1F8bLzxxikr2y233FLIEGY7g30KKsHH55tvvhRoXHsEcOb6RPXEJSqs+xBAPCFmXCdDZcggRAtS9Be/+EUK1C5ToHoIji1D43PPPZeyKVI6ieck3sV1112Xrn8ETzYvPrPCm222WVr005/+NJGvOQi8ddxSX6sQVDIXDqYJqorcpTqkeKLc2nHHHYt99tmncL9lQ/TlbEXcZf3PJU/76xlFFwyQSlRfCGhmObWm+xM+Pssvv3xaF38CAQjI8JltoMRmLie+A4F2REAMQOQT9ehQT6YMBh76ZWJumoQJCwQCgUAgEAgEAoHhQWDEEk9iMS2++OLJLVDqeZnXqECoRwxkd9tttxTf5g+VDtj999+fYswgkwxMGXJBR4YaRGDy/fbbL2XBQ0xRffG/lwWsbLKTcIcyeA/rPgS4plHBld3VBrOVlEsGCMhTqjqEE7e4Bx54IH0jUv1eZpllkppPrDKuapNUrnVB9BFlmbTJ9dQxl5HQIBtppS0HHXRQXp2UgJNUXEqRNK7xwTLxqJQvc+Kcc86ZBgzuUTGr3KPaTBElhTTXP8SxbImWC4junhUE3b5UXxIHsMMOOyzdf4cffniKvZbvRYQWTBBqPo7d7kHUBwv7KLc+AohYcVTcZ0E81ccolnYHAuLjUXkjn7ohwYKJDMZ1OywQCAQCgUAgEAgEhgeBEUs8gZtrEUXT/vvvn4Imc+HousYAAEAASURBVOsx2BTA2ED1kEqA5lGVAOJTTTVVylpnMIo4eumll9KAX8Ys6okc1JHiRMr6n//856lMKifblo3qSRDzstKkvD5+dy4CiByS/qGKDUTpZEaawu6SSy5JZOmFF16Y0i9z8RTrSdwxA2XkEeKUime/yvU+wwwzFIceemhyn0PkWC6u0c4775yy5yCeBC7losftlAlgqo3iZejII3gGy6iW3GvINZl77rvvvtQObq1rrbVWqpcYVfzitesHP/hBkinL9oMsc68ieikYxWTzW1vc0+yiiy5Kbolis1E8HnvsscXDDz+cjuP+ZI4ZFghkBJBNMn9GTJWMSHx3KwKucZMoJuX0j7hkZ3VoJ7ZZbEMkWhDGnXj2os6BQCAQCAQC3YLAiCWeDLIZNQi3u3PPPbe44IIL0jIz29NNN10KaCzT11577ZWCiAt2TEFhoG4AvvTSS6fBrDKYwe4111yT3Osopr7+9a9XAz5bL+sdsotKI+INQKS7jOIJGTlUxBMSRbwl19wRRxxRrLrqqul6RKIIxs1c1+qEFFUvM9kIViQMW3jhhZPbqGuXash1Kdj41VdfnQLlI3Zc3wYdSFP/UwYic6iRBssoubizUmSJXcWVdf3110+udwKPMy54BkjqTsHEHU98KkovJmCj+G3UiUgzM/dwkZlvzTXXTDGj3NOOxa1v+umnT8pF6jGkHPJuqNRrqcLxJxAIBAKBNkKAq7NJCs9BExliCnaaIZ3EqzLZl/tqndaGqG8gEAgEAoFAINANCPy/bmhEX9tg1lrAYuSSQe0dlQHpB5WYLgIpc7+j5rB8iy22SCkuDbSlujTgFXzZgHTJJZdMcZtkz/pJxd2OGQQjlQR4Ltu4ceOKn/3sZ8kliAvR6quvXrxSCV4c1l0IZGJnqIgn6FHrIIC4joqBxO1TDDExjATjdu1eeumlSfFk4CC2E+KUm5o4SGJDyVxEvSS2GXWfZdkQPwJ667BzR0PCmgVHUnHJGyxzL3KL8KFARBghfR3TPUd1hQhDvs0888zJfc7gCLFG/SRO1VJLLZWqR9VI4YT4pWqiFKOcYghkAyuGeHLvC2T+jW98o7jhhhsSKY1ADgsEAoFAYKQhQPnqec/9mNLUu4WbNbftVVZZpa3g8A7zfvPuMBnh3YF0ogr2DC9PyLRVxaMygUAgMKIRIEgwseqbh0Koqkf05dD1jZ+oMlj710BbufvuuyeXFuVw6UHYtLsZwIrHRA1Cfs1Fx4yYTpWBKrWEIMZcl8TJ+da3vpViyHBp4oL0zjvvVOPr6NiceeaZacBLLbHSSitVm6/zY0DPhU/GAsQWybfBbjxcqjB1/A8BWDfffPNEjOyxxx6J1BzsRlFYybLoWjUwEFMMuTRmzJhErDz//POJlEGoMIofAcYNJqh+uFIIoq2jjsRRb9c5twpxk5j7eVylM/9wZXvk1kMPPZTc8jw2jj766LTNYPxRvnvM/cldsJ7Zxr1UtvIyKidto3rKxm3kqKOOSoMmhJ17GUmnXdxiqaUck3344Ycp9lvtMXJZ8R0IBAKBwEhAgGLIxNujjz6a4ud593i+InQkUfHc9C7xv+d1/thGUgrvRx9Ev4kZhNDXvva19A7Kz1suzp7F3lveaQKCI5As8xz3v2exMky4iLEpcYZv/9uGutVz3XHVS5+rNkPxSDhf0cZAIBDoHASIGcQfZZ5ZY8eO7ZzKR00DgT4i0BLFU5lo6hQyhUuRmTwuR+ps0G3wiRCiWmIrrrhi+ggoLgixzhUlhME5xYVsX74FGH/hhRcScVUmnXTWsNhi0FBS2JZSZKaZZuoIcq7RtUQ5ws0JccG4ROlEjho1qtEuXb9cZ1rHWOd3qBRP4onNXFH76IxTMQlqjyhyzXERNUg44YQTkpLHCRB/ykw19Q8FH1dRxKgsjZncQVqJh8RtzXnOHfqc2Y5LGhPkezBNm/IxGx2nHiFUXuZ+qzUuifBBNDtXO+20U7qfBS6vVTblAVFtGfF/IBAIBAIjCQHvCB9xK03YmZlHHukzIX64cjP9J89gfQHvG89Y7ylkEDVqfkciqainkFGWMyp0+/m2znuUOhWZ5JhIqPxRNqOCVbYYhSYQHR9RxV188sknT9vEn0AgEAgE2hkBz7ewQGCkINAS4snslAFuJ5kMWDpRZswwzBRLiCYxDMSvoQgxGNU2cXQQVJQjXJl0bMy6IV+467G55pordcy44omro8PFncmAXhwdcWQoKr785S8nRQmypt3Nw1BMHzGEzEbq7JmNhA8CIgeXpiiBh4G69m2yySZplhMpgryANSytg0s3mk5y7mSbDR4qk8UO6SQouA477MUv4lJGAbXoooum+BzUSo899liqlroilM6vZLBDNBkMMJ161zSFHtLqK5XzRR3F7GOA4B6hROIu2olmUIQ89gkLBPqCAGLXrCSCkhw+BrZ9QS+27RYEXPf6RT5rr712tVmSQOjjUIoj/b2P8geBhGRCLOk7+NY30i9ATHkuU6FTmVKt2o+S3G/9LopxE3YIJZNcXMjDAoFAIBAIBAKBQKCzEOhOFqDJc8CdSHBhaicdHq5SyCIkFEKKMoKChAlunGPiyFpH/ZRJJ+uRMldccUWKAWXWDRljEI+k4g6lw+RDLTWYsXHUZaCGRKR4IVdHMukg6hwiVHQQLUMyaaN2m3HUqdS5lIJZgGdkBqKCaiVJ7SvExT8qHxiKDZHdGQda13bZX/sRTz5ImqEyrptnnXVWIgR15rmCIgsRR65D5ryI1bTffvul6xG5esABB6ROP0mv3+Ioua6d45VXXrkq+837m9VGPhooOHeuh7BAYCQhIE4fpYfPCiusEK7SI+nkR1sbImDSKRNH+jYmO+qZiSx9ChMc1NL6XPoS3pfZRVpfA7HlXSbeYFbY1ivPMvt262RWozbH8kAgEAgEAoFAoFMRGNHEExLktNNOS25wCBQqCJ2mhRZaKLkj5cxgiKm77767+KjSSZq0olRCJtUzKikEhE6YDxWU2Tplm62THl4K+HY0xARCSDwrbUAaLbfccklNo3NHZm92k8sgAq0nUxap/CuVAOpIDi6HVF8UT+IMcfNCbpHHi4nlPHS6IWyGg3iiQHKdUTTJ1MjlASHIPSEbfHPGRoo1QcdlblymEjD8e9/7XrFDxbVum223La666qpEInJHK5v9ueWFBQKBwMcIIJ/CAoFORkB/hXIoT1D0ty2SOXi/50m6RuUglFqpEtRX0YegvEZUhQUCgUAgEAgEAoFAeyMwoomnfGpy1haDd4RLOSudjF9clGTzMgDXwbJNrXE/OqySgn3mCikj9kEtmZJn9Gr3a4f/BVDfe++9UxwFRIb/EWeIlOx61Zd6UkAJ6MmoyEjwn3766VQWEkpnEVGDJJFhsBarvhyrXbbNiqesDBvKenGN0+nfZZddUpwLpBOXO/EvqO2ymyjClGKJWi+70HEf2nPPPYtDK9euuBvc9HIw8qFsQxwrEAgEAoFAoLUISJZy4oknJjV2mZzRpzGx5j2RJyX6e2SKWrGehtpy3CfxNfXLwgKBQCAQCAQCgUCgvREI4qlyfsz6iUkgbTxXMYNvy3SouBcZkFPumNkrp5ovn1qphpFOsorVM0ROOxtVE8k80kg8KvEbGFJjoEZ+nwO2C+SufAoayqh6JN5Ajzcc+8MvB071e6gNwcQ19IknnkhqJwMBqgwxN8SAooJaaqmlUnwmSjTupMgm5noXi4ubQzlRwFC3IY4XCAQCgUAg0DoEKIyFD5C9U6zKbJTe00wzTYo3mZf15dtEi/c4tZE+E/dufSMkkHe6hCzCCgyGcdfzvpJlj5k49M59/fXXU0bhgRJpg1HnKDMQCAQCgUYIlJWg5d+Nto/lgUAnI9AS4skAV9BVHREuVJm06BRgqD923HHH5B5Gdi5+kRg5YgxsvPHGqTMjS5i4T7UmkLggzgLONiKdavdpt/8RTtQxcKBM4nLn4Yeo8FvMn76a2A3c7d54440UqN01gtjzjaCZuRJ4XABRQUO7wcSs0K7hUDxl/AQYz4YsFUsD4aRe55xzTjWGkzpeeeWV6dxQ6gni6vxzB11yySVzEfEdCAQCgUAg0MEI7LDDDqlPxi0tE08SS0jfra+GfMpGQWSyzbu51rxPTGJQy+ofUSojr8pmIskEnIynXPObMX2P8ePHp76VyT6x03JcJ27hFOfCHOg3iDvp3VVbPypq2YS1L09wNXNsZd51111pYlF4hdpMrfowtvFejDhSzSAa2wQCgUB/EBDywnjpqaeeKsQeDgsEuhmBlhBP3HV82EknnZSyunUSaDodPsilsnFZyoocZNq1116bsoFJ2+shYYbN4F5msNq4OOVy2v038ocqiWoGkWYW89JLLy0ef/zx5Ia12WabpfWIOG5xOobUMVRciCWdQeSFWUeKqZw9jVuXcgVhF99JFkG/11hjjRSAvJwRp90x6q1+mXTSQTUbPNzm/Phk22mnnVLH3DXM5UKMp6zSkhnPp5Xxx+677750jxighAUCgUAgEAgMPQJIGu/1G264IbncqYG4ikwGXuY9oP+SFbD6N+IAzjfffGm9hBXbbbdd6ut493PfQyyZmBIn0DvFe+/+++9P25f/CDtw1FFHpUx32ZXbJF92jZPwwsRdNkQYUuzwww9P8SYtFxtTOxBBji8Rhsx2+iPIM30VE2Rl0yZEFaW6vpr4nfox2oE4Q6J55+m/Zdu2EudQefowEsUg7YQacExljR49Om8a34FAIBAItAwBz1xjr7BAYCQg0BLiyUxZtvLvvKxTvzPppP6nnHJKIavR9ddfn4Jl63jpxAjAXY6d0Ilt1bHijoVAYtzrxHzKhlQyY6qzhmiiktGxM8MpdhWVmI6kZWI7cVsUgBzx1Mh0HMV5MuMp+HqnW47xpAOuXe1oOvVbbbVVqhqXx8E0nX0xvFiQT4OJdJQdCAQCgUBjBGQhPfDAA5Pi2Lv5xz/+cYoHKOMsQ7gge7hZL7bYYsVuu+2WyCKEDuLGxBryR5KV448/PpFCXPcQSEwMxzvuuCP9Lv9Bdq266qppEdW0siWw4ILn3bDEEksk0gl5hfDJZJH6ZkOS/aiS/KJs99xzT/o3K+wRUrWGnNJn0bdBqJlM0y7HHzduXHIxRDrJ5Koe3le2088TC1GbEWtIMZOp3Pkoqto9ZEItDvF/IBAIBAKBQCDQTgi0hHhqpwYNZl0EyvbpNuNWh0Si2qlnU045Zb/c7eqVlZchaMw8iteQO8B5XSd+6zTDD5FWryPciW0aSJ25TZgt1qEPCwS6AQGJF/L1TBofFgh0AgJIH8STuEsffvhhqrJJMyb+E9LJpER2tUfImBjyTtt9991T6ATXPRJn3nnnTXGc0s7/96fRxBFiiFEOIXRsd8ABB6T/N9xww1Qf64899tgU6Nxv6iz1QXjtu+++aVsKKwqoWle43F+ppzCmtFJf5JOsr0yCGC7lJhARZVRSVFBMtl6B1pFo3AkZ4unNN99MyTmEUgjSKcESfwKBQCAQCAQCgX4j0PlSk343ffh2zIOX4avBhEfWQdPBEki9P2a20gzhgw8+2PTujonsQkB1g+mkU4yR6VOBjXTj2sDE3wgLBLoBAYoQQZQF8O+0OIbdgH+0oX8ICCOAWKHe4VJHUeR/dvbZZ6ffyCmKJuoeSVSomRA6Jg9s733NxHBC4JSNspkKOpv75Oqrr04TS5YpK5NTvnNcKaEKmHdmrYmtKVA5F7ecgW/11VdPMZfytlmhzYWPPfLII9UYhdzMJc3IpJP1XPMYdbeA6OIf1pqMxog3Kl3u6DK+UkCdccYZtZvG/4FAIBAIBAKBQCDQRwRaTjx1k6tdH7FsanMdO9nHll9++aJdsNJJ41bIPa4vRvK+6KKLFqeeemqK70COnjuTzZRjxjJ3GpvZvp23yYonRJrfI93MjE822WQp9pcMRGGBQDcgIBZDZJ3phjM5strAnS7HM9pnn32qjRe4W4zH888/v5Aggyu9JCnIIYQSlzWElVhMVEQUvbXmnkBQIXTEhaQoQlrlGFGOd+edd6ZYTOJKcWk7+eSTq7EQc73K5QppQJXENZyLP5c4MaQWX3zx6vuVEptJWqJe3AARSoz73IUXXlhcdNFFhcx+VFVc/LgM5nhV1Na1JhustotLJQi74OKI5gUXXLB20/g/EAgEAoFAIBAIBPqIQMuJJ1nRwhojkOXilCAPP/xw4w2HeA3iScexLzZ27NjU4UMs6JSagdRxa9a6iXgqx3gK4unjKyAHkJWZKCwQCAQCgUBgeBDImZKQREiZbNRQAmlzuaM8ymok7zDEy3XXXVdIAiIuFJWfd7a4lmUFkNhNTKxHJBa1K9WUso8++uhUttiP3Ov0e6iKZGC1fSPTN/r+97+fAoDvv//+hQx3FEuIIH0NRj3F5VVGZXE2xY3KgcqPO+645CrHfc4kH6WXpCaINm1EQGUVVrkOXOqQaNprvaQoeTuTahLOhAUCgUAg0GoEuBh7lnnGhQUC3YxAS/yczEKZwWJZkt3NoA2kbcsss0yhcyNtps6U/9vBEE85ZkKz9fGARLhw09MWbTLDmAOK9lSOWBNiO9Wb7expv3Zdp6NO7RSKp3+fIVmDxldSZUtZzRUzLBAIBAKBQGDoEeAuRvkz/fTTT3Bw/bbf/va3xQorrJD6IksvvXRyWfPc9m6mgLryyiuTkokrvYklpFCO36Qw/b+DDz44uaEiqbjJZTc4SUq45nHF49pWTthC+Y0wopquNQorSU7OOuusFAjceoSWYONZSWUZgsg7d6aZZkrxmqiamBhVJjy48yOLahPA3HLLLXXVWwKZX3PNNWkAKCYWwk4/h/rKt3UIrLBAIBAIBFqFgKzwSCdGiSl8SVgg0K0ITFSJRzPggDRcxsyi6agIvq0TEtYYAbJ2GFGEyLLSDqZTZ1YyE4i91UmQUCQTNz0fcngzkgKGm1XVaespaLjOoMyAysmZ1no7Zjuv53b45JNPphlSnV2d6pFuCCczzlw27rvvviK7Rox0XKL9gUAgEAi0CwKUPJdccklx7bXXFo8++miaGDMhhkAySTbSTHIQGf2ovSjBkHYIOTGjJBgICwQCgUCglQgIwZLHXhSkvEnCAoFuRWDiVjRMzAuDboFXg3TqHdH11lsvSb3NHubUwL3vNbhbZPl5b0eR9UUHjFx+pZVWKp599tlCimb8pfgN2uR/GWEELm1kFELUcTPPPHOjTTpqufZQjIXi6d+n7Tvf+U4auOjItwvB+u/axa9AoO8IUEqEO3nfcYs92heB6aabLmWvoxAyiWiSgJJoJJJOzpKJks0q2e4ESIcHJTflVZBO7XsNR80CgUAgEAgEOgOBlhBPuamULmG9IyCWAvKJiUvQDkYa31v8Aqy8YKMUTggmGWekKxYgnLRd7AXrkFIk70ceeWRBal/PuOiR3XeLq532wDCIpwnPtjgdzLUgCGxYINCpCAiKTJ0pAxhpfFggEAgEAoFAIBAIBAKBQCAQCDSHQEuJp+YOGVtBAPFkpvGGG25oC0AQJuIulY2K6cQTTyxWWWWVlKZYeuFNN900kWU5sxNp/ttvv53UTs8991xSvilDFhoElPYJAEq6vsMOO1SDj4sLxRWvrwHNy/Vrp98CrL/11luJePrHP/7RTlUb1rpQxWUTPyNs6BGQ6Umg4GzLLrtsCrab/4/v5hAoK53Kv5vbO7YKBAKBQCAQCAQCgUAgEAgERi4CQTwN07kX74aCiG2wwQbDVIt/H5baSTaXbFRMMtOcdtppKRWylMJm+WWYKZu0x4KLzjbbbMnV7JVXXqmutlzcCHJ1gfOkQ95oo41SkM7JJpsspUXuFuJp2mmnTYFbEXjUT2EfI0AJRynCKOLawRUXocqtpHy9f1zb9vvLhXOgJluKDxO4Ujy2qaeeeqDFxv6BQCAQCAQCgUAgEAgEAoFAIBAINIVAEE9NwTQ4GwnIznVNTIXtt99+WAfCiCaKnWziM73wwgvFyy+/nLLaSJMs+B0S6a9//WtBRSHLjRhPgoRLO4x0EThdRhxqJ0SV4JziQomNYnvbGPwaUEtTXM6Ok4/did/IJjGeuNuF4mnCMyhehlTazPUh9tPFF19ciP00HCaltyx73EF32mmnpMZznbebURO679xzAzFtywrFrHxaZJFFPlGke1L2JiTVBRdckO79T2wUCwKBQCAQCAQCgUAgEAgEAoFAIBDoIwL/r4/b97g594N55pmnx21i5YQICMgtThKXNGmNR48eXUhJLJNKT/Yf//EfibDadddde9qs6XUzzDBDCgpe3gGRwgQeV0f1EyRajCqDVK55XOauqqRbVn+plymjLPvnP/+ZCJj3338/pTQWz0mWGANgWXR8Uz3ltMvl43bib2STtsAsFE+fPIOC1Up5LS4YVRzl3M9+9rOUrnrdddedQIFDCYjQpJTijtpqc28tuOCCKS04RZ4Pm3vuuYsdd9wxBc3P136rj92X8qgBfeAl62R/DdEm2D+TCp196UtfSsSfQLrstddeS260ti0bl1nZLsMCgUAgEAgEAoFAIBAIBFqLQHncHLGSW4ttlNZ+CLRM8bT77runoKsUPGHNI7DCCisUF154YeFhg5Ax6F5uueWSEuPmm29uWJBtKZAopbjODNQMtKmesiG0BApHDm2++eaJGPBwnH766VNWO8QB9zrxn84599zi1FNPLfbbb79EUlG4HHfccSkQ77zzzpsUGwsvvHAi1ZZccsnUPioMg95ucbULxVO+chp/b7vttom4zOonwcaPOeaYFAPM9VTO8Ojadx0hWFttruuFFlooFcvl7tZbby0OOOCAgruk+0k9a+OdtboOPZUn4D63REQv23fffRMZhizrK9FMXSj+GBzdo+K0MenB55hjjuRy6H/PHaSTGG7IKRmduAOfW7m3wwKBQCAQCAQCgUAgEAgEWo+AOLjnnHNOcfzxx7dFOIrWtzBKDAT+jcCnDqnYv//t/6+tt9467cwtRGyfYG2bx5ICA2EHOwG6kRi+xU+65pprkuJhookmKmaeeeZqoXPNNVcxyyyzJNUIt7YpppiimG+++arr+/qDGslge5111qnuKiMZVYosTlzmKJm4zSG6BBTnCkSxtdpqqyVXOwNj5Uw66aTFYostllIyP//886mM7C50ZUUdxbhZ/eY3v0m/7d/p9thjjyUlGIwM4JdffvlOb9Kg1F9AedhkfCjkEJ6PP/54IjsQQQhOLmY33nhjugeonlqd2tt1SKW28847J4IFEbXmmmum+8g1T9FHJcSl9Pbbb0/XunuQ+m8wjfJIXbgicsFlH3zwQbHAAgskgs49SZ3YyNRb5jXZMs8888ziqKOOSptym1We+1Za8D333DNhi2hCJtvPOuSU+9cxqBxfqait3ONhRXI5/sMf/pCg8HzzngsLBAKBQCAQCAQCgUBgIAiIh6qfm1XoAykr9g0E2hmBlrratXND271uiCSBvCmgqAwMxClDKEGQOQaIiKdlllkmxcihWBD8m/uSwN1UEQghyo3+mMG/2E1lE7dJMPDsfkPRZBuqibFjxyYSqjZODxe6M844I8XyMUg2aGfaYWCfDblGedJtiifn8amnnsrNjO8GCCBJud+5xrO7m2Df1DY+4n8hoLjv7rHHHkkNyA2uVaZcaiDKPG6h1FfuOUQTQzq9+uqriXQtX6Mbb7xxuscEyueG9tBDDxVf+MIX0r1IoVXrGsjVlJpwkkkmSSSOst3HjGuqewqpiww6/PDDU6eDOtA2SDrPAs+FZt3d4Oae1Db4IcqonWCMUEL4wZHr3pNPPpnqri7uVZ9s6q1e2UUvLx/J3+XJlPLvkYxJtD0QCAQCgUAgEAgEAoFAIBBoBoEgnppBaQi3WX311Qsfri6UTBhwQZApIGTjOv300xOpQ5GAfPI566yzihNPPDENUikbqBx6UkXUaw6XOmqdWttkk02KtdZaKw3IKSO43+y9997FZZdemgbZ48aNS4PvlVZaKbnQGbhTaCCauF8ybkMClyPPslFYGIxTUHWDUc8InB5Z7fp2NhFQPj/60Y8SwYog4WKGDMop65EpJMgUcq71UaNG9e0gNVvL4JjJVPeTa1odEC8IGYG33T+uYaSTY1MhPfLII8Upp5wygQuga1rMM/eqzyWXXJKuaSQWMgmR7H52z7iPELfiV4kHJptldpPVZi62lEriqDGBwBFP6tuswcqzIpssgu4zLq+eEYw6dc4550wBxPN2td/Ulkz9wz5GYIsttkiqVOQ6aXxYIBAIBAKBQCAQCAQCgUAgEAg0h8CgEE8ylXFFCOs/AgapPrLBUTxRUyBrKI3uvvvu5GZHmrnGGmukQMFiJxk4c08yoD3yyCP7pFYw0KfcQBAJPJyNi4+B67HHHpviwOTl71QUFTJfIQruvffeVE/ky6KLLpoCNxsAZ1Nf8XPKAdOpLSgzcjDudgjmnOvbn28Krkw8OU9hfUOAugeJ43PnnXemjIiyIroeXZsM8YQAov6RGW+ZivqvP8oT7mOM2mi99dZLyqK0oOaP4zmW4Ods1llnTYH/kWSMK5sYZ4yKSFnuk2WXXTa5l7ruGXJpyy23rCoKkUyUUZl0Qi5x21KWOgnUz/I94drqj51wwgmJpLYv18Ws3EIml11qrXfNirHl2e14lGDIaG0K+xgBCjLnKiwQCAQCgUAgEAgEAoFAIBAIBPqGwL/Zgb7t94mtZYTKluNg5P/ju/8IUE1QZXBZMygVjNn/1ESUDUgfyox33nknkU6OxIWHS1BfAhEbeFJhII9qDZElFk82g2sqD2orsWKQBuJDIa6QVga5WTFhHwRV+fqwDGk21VRTJVKBQqrTDX5BPLXmLCJujj766HTNcz8rx9KBMzLWNX/FFVf064CURExcNdduI+P65zqvNUQslVQmnaznNmrbHMuMsomLG/IGyUr1h6T1PzVU+RnJtc69w+3QtjnIv+uJ5UDnXDhlvGzGlCFeUzYkHcUiIk0A9XKsKsQeNQ/Sj6sulRSSyod7bA5ynsuK70AgEAgEAoFAIBAIBAKBQCAQCAT6gkDLiCfBrcMGDwExX7bZZpuk9EDiGERSRhg8I6FyIGI1yANV7noHHnhgU5Wyj8FzHjiXdzIoNXCWSY9RYHEB5Fa0csXFjrpJrBsxewyOBYg2gBasmIk3Y1BbNqoKig4DbvFkOt1ye5AFyJGwviMgXln5Q23n+i1f2+VSsxKpvKyZ3/m6zARUo30y+VK73rWPWOK6hlxyH4wePToF40YOZ1t11VWrsZm4CM4///wFkknAfUHEs2233XYpiYBEAoiprBbMpJisdMihn/zkJ027prqXs2udoP/ironZZnmtIdjGjx+fjs0tkC2xxBIpqDgFFOUlJWVYIBAIBAKBQCAQCAQCgUDrEDARaSyn/9vfCdXW1SZKCgQGF4GWudqJe5Gt/Dsvi+/WIGCwLMZNjnNjcIwsQu74NkBFAu6yyy7Fyy+/nAIWN3vkqaeeui7xxJ2JwgPJtHLFnY+LkEHxEUcckQbWBrVMlj0DVioopBh1BZdLKqpa18usEKIS6QbiyXkRX2u22WYL4qnZC65mO8QltZ7scbPPPnsiJrnFZQWQzRGVSB+qo/642Skj76esnkwnoJ5RJlEtiffkw6ifxDsTI0obEEiHHnpoCpSuQ5EDd1MiyprHzdQ24rHZTnY9BNFll11WzWqCgFqmolRyjPPOOy8pkBBYzRpVIcvHdp9xF6w16ieZ6wRLRyqLX8TVznNkt912S3Xj4pvLqd0//g8EAoFAIBAIBAKBQCAQ6DsCwkpkFbyMy/2dVO37kWOPQGDoEZioErD6X604rBvHAEocH7FF8uCuFWVHGc0hgPwQl8aDy0CyLwFwudRQmMhixdWpbAas1iG3EFsILtnbzjnnnBTTqbxt/k0VQlkittNnPvOZpFrJSg7bUHdQiyCgxowZk9zz8r6d+C0AteDQlGkHHXRQykTWie0YKXWmzHON9mRZaYRQrWeuXfcGAqt8bds2K+Dq7Wcd91MuszL4+Z/iUNa5WlNP15bnqbhM3FibNfVDhgn8T+mELKOURDDXM9sjiWtVUZZpZya76+0bywKBQCAQaBUCZv1N4iDjwwKBQCAQ6GYETjrppOLkk09OTTRJb6IvLBDoVgRapnhCcvSF6OhWQIezXTJxGZzWBg5upk4Gl5Rq2Z2uvM/NN9+cBsVchGQa40LE7cfxuAwZNHOtMzj2rSwDcYNqRvFBfaUjmc1gnWqKmsWgttMNeRAxnjrnLPZGOmlJI8VTbqXz3cjFOAcGz9uWv62zL9UT83890sk69aRE6o85BkI5GzVWT5av39ptxH4L0qlIRLkOoskVZGBYIBAItB6B8iAMQU/1GRYIBAKBQCAQCAQCnY9Ay4inzodiZLeA2sHgEoFSa3mZWDACgb/55pspePlnP/vZNGi2HtHEbY7rH4LJYJUy6rHHHksuRdynymYfA27LuSZ1usEvEwp+hwUCPSEgsL575aOPPkqKwJ62jXXtgYABMZWmzworrBATLe1xWqIWXYbA/fffX23RI488EsRTFY34EQgEAoFAIBAIdDYCQTx19vlrSe0zaUK9UU/xxIXMzKMU9jwzBUmWHp4aA3EkthHXO+STmDxzzDFHyjpGGaVMAYtrY8tQRnFlsly8nk43RFpWjATx1Olnc/Drn+Mv3XnnnUFgDD7cLTkCtWc2v0Phm9GI70AgEAgEAoFAIBAIBAKBQKBnBIJ46hmfEbFW3CYEkk8OcFduuMDi119/fcp8xa1u5ZVXLq+eIA7DvPPOm9aJ0SDTnUDQ9QZotnNcn9r4OBMU3iH/IJuCeOqQk9UG1UTOcuWTAbLe/dEGVYwq1CBAwRkWCAQCgUAgEAgEAoFAIBAIBAJ9RyCIp75j1nV7IE24xgkEjjypZ0ip2qDj9bYrL5M6vpEJRi+I3q233lpw4ev0wXfZdRCRlv9v1P5YHgiIk+a+C+s8BBZffPHOq3TUOBAIBAKBQCAQCATaCoHIBN9WpyMqM8gITNzK8mVTE5m/nmqmlceJslqLQHYNk979vffea23hDUoTmPziiy9OxBNFVadbVjxpB/IuY9rp7Yr6Dx4Cc889d5Fd7gbvKFFyIBAIBAKBQCAQCAQCgUA7ImDi/ctf/nKqWn+SQ7Vjm6JOgUAjBOrLWxpt3cNyAVd33333tIUU4Oeee24PW8eqdkLgmWeeSRnoxFziGjfYJpMdVzzp3QU0lwWv062scJKh7N133y2mmWaaTm9W1D8QCAQCgUAgEAgEAoFAIBAIBAYBARnBf/Ob3wxCyVFkINB+CLSMeLrvvvuqrUNChXUOAossskhxwAEHFNtvv30KHn7QQQelwOGrrbZaylTXypa8//77ya3u97//fQpSvvnmmxdTTz11Kw8xLGWVFU9+d0PA9GEBMg4aCAQCgUAgMGIRmGeeeYrcnwyX1hF7GUTDA4FAIBAIBLoQgZYRTzoI3OxYBGHtrCtF/Cbkkyx1r776aiGdsSx2u+22WzFNhRT6qKJIktmOimfFFVcsPvWpT6XsddzlfLhWctFbcsklU2p4yxAvYh1RM1mnXK6YPrLiCSreTQy/dmblVrjaddb1H7UNBJpBwLPvlltuSZsaHIcFAoFA6xEw8fXNb34zKYbFgQwLBAKBQCAQCAQCge5AoGXEU3fAMXJboaN30003TQDAa6+9lkgoQZCRR88++2zx/PPPF1RL/kdYcSf74IMPEunys/POK74w+eTF3//+92o5tvH56KOPiqmmmqo44YQTirXWWqu6vlt+INLEyGIIN/+HBQKBQPcgwH2cmhfpFMFAu+e8RkvaD4E11lij/SoVNQoEAoFAIBAIBAKBASEQxNOA4OvunQW7QxI1Ioq4lL3wwgtJ3SSu1zvvvFMgq2acccZETlkva5c4TlLHL7TQQl0LWDnGUyieuvY0R8NGOAKhwBjhF0A0PxAIBAKBQCAQCAQCgUCgXwgE8dQv2GInCCBY5pprrgTGzDPPnL5H6p9yjCeuiIiosEAgEAgEAoFAIBAIBAKBQCAQCAQaIfCrX/0qeZJw6Q9FdSOUYnk3IBDEUzecxWjDsCNQVjwF8TTspyMqEAgEAoFAIBAIBAKBQCAQCLQ1Ak8//XSx9dZbpzqus846KSRJW1c4KhcIDACBiQew7wS7ckH4whe+kJZx0QoLBEYKAv/6179STCeEE/NNARUWCAQCgUAgEAgEAoFAIBAIBAKBQD0EqJ2ySdYUFgh0MwItI56AdPPNNxfHH398cfnll3czZtG2QGACBMpqJytC8TQBPPFPINA1CAguHhYIBAKDh8DLL79cLLjggsVee+2VsucO3pGi5EAgEAgEAoFAIBAYSgRaSjx95StfKdZdd93Cd1ggMFIQKMd30maxryLG00g5+9HOkYLAt7/97WL99ddPn5HS5mhnIDDUCOy7777FX//612Ls2LHF+PHjh/rwcbxAIBAIBAKBQCAQGCQEWko8DVIdo9hAoK0RqFU8TTTRRMXf/va3tq5zVC4QCASaR4DSKUvgQ/XUPG6xZSDQVwS4rmd7++2388/4DgQCgUAgEAgEAoEORyCIpw4/gVH94UfgrbfeKr70pS9VK/LpT386udtVF8SPQCAQCAQCgUAgEAgEAoFAIBAIBAKBQGCEItBWxNMzzzxTvPPOO0NyKn7/+98Xr732Wt1jNaoHl6rHH3+8eOGFF9J+b775ZvqfLLy/9sgjjxS77rprf3cfkv0QK9r95JNPJgl8+aBwtM6nL7OTRxxxRHH77beXixqy3wcddFDx61//umXHm3TSSYv//u//rpY32DGeyphn7J9//vnq8Rv9aAXmDzzwQIq90egY7br8pZdeKjbddNPCd7vbJZdcUpx33nkDqmYrzvWAKhA7BwKBQCAQCAQCgUAgEAgEAoFAIPB/CLQV8bTRRhsV9957b59PzoUXXlgsvfTSfdrvlFNOKc4+++y6+zSqx3vvvVesttpqxRprrJGylp188snp/1tvvbVuOc0s/NOf/lRcffXVzWw6bNvceeedqZ2rrLJKCvq5+uqrVwfwcISJz/zzz1/88Ic/TBneeqss0mm4SIBbbrmlpUFL//nPf06gcBLjaTCz2pUxz9g3Q162AnNk7Q033NDb6R3y9cjimWaaqfjjH/9Y99jvvvtu8cQTTxS+290ee+yx4re//e2AqtmKcz2gCsTOgUAgEAgEAoFAIBAIBAI9IjDPPPNU108++eTV3/EjEOhGBFpKPEkJKQDryiuvXI2H0UrQ/vznPxePPvroBIN65MUbb7yRFCcvvvhi4WO7wbann366uO2224rJJpus6UOppwHlX/7yl0/s8+GHHxYGnH//+98nWPfRRx+lAfOzzz77iYDV//Vf/5XKo4CpNQocA23xSCiVykRIPRxr96/936Cequa0004rPvjgg2LHHXesEkybbLJJUoFRatxxxx19UhPJYPPUU09NUL9XXnmlQCT84x//qK1G+t/6hx56KLUdpmVzPcCq1qjS7KPurbba4OITTzzxJ85Vq48J8//8z/+sfjIZBJusxHMtuQbK51496mFueaPrwv7Oh/36YurhehfvyjWKuGXOWfm8OWfvv/9+tWjXLiVgeVleqY7W3X///eletxx5Cwumjp4B+X+koP+9zK+44opi7rnnTtvlP43uL/eoY1Fguj7LcUfyvvW+G127MFQPx4MlFWHZYKRdfVVPah/8GuElLpE61drrr7+ezk1tPWzX0zpl1bv33Ktwci7CAoFAIBDoLwJiJIYFAoFAIDBSEPje975XbL755sU666zT9h4wI+WcRDsHD4H/18qir7zyyirhhITaYostWlb8ZZddVuy9996pvCmnnLI4+uijixVXXDEpbbKbEyUO22CDDYoDDzww/R6MP4578cUXF5/73OeK6aefvqlDqO9ZZ51V3Zbbz6GHHlr9f+21104EESILjgbIBr1rrrlmVRm02GKLFZdeemmB2DDQ3HjjjasuXrvttlux8847p/Kuu+66RAz5R3nwQcZQ4jTCsVqRHn589rOfLWDMlWz77bcvnnvuuerWlk0yySTpf7g0Y1dddVXBJYgtvPDCxeWXX57KhgsCi1GXnXjiianu/qeoyuu0bcstt6w+qKl+snps3nnnTSTZrLPOWnAPk22ROV8G/600g3/nJNtwZrWjSnN/IF5ggHR0H3IvZI0w7+m62GqrraqYS3PdjHFlHDNmTNrUOaA02n///QvX+ZFHHpnO80knnZTIy2WXXTa5li2//PLJZXP06NHV69o53WWXXVI55557bvV6ce7NEiGTXEPXX3992mbDDTdM1/xXv/rV4uabb06k13e/+91qla+55ppigQUWSP/3dH8hWBEpSBamDcpzD/Rkja5dBI96LLXUUsXdd9+dijjuuOOK9dZbL5FNzlsmbb75zW82lRkUsegZ4PrOpt75OThu3LgqXo7jeOyiiy4qDjjggLxLccEFFxTLLLNM+r+ndY3uPefWef3d736XynAe/z979wFvX1HdC3yb+EjUKGJAUEE0SjEiGhURUGygYI0CEg0aLIAtKgGxRhRsIdgLiijEgmJD7GJvEAvYP3ZFjWIvMZroS9598524jnP3f+99zrn3nFtnfT73nnP2nvqbttaaNWtYk/J1tlFoPVjKbRSsaz0qAhWBikBFoCKwmRA48cQTN1N1a103MQJ/kJZnAAILnKDyezxbzueLXvSirHiiQCHQvuQlL8nJEQ5PPvnkrFDw3d88lU4ydazPVb+lQDtUN1YMlE6Ef+U//fTTm+22226RFcXRRx+dBTcCM4ERuUqY1QXLqrPPPntkveSd/Hfffffmk5/8ZHP88cfnNMNCiCBJkSMveFBChDKoD0dpTkoUYChueXLU8drXvnYWPrXF3nvvPWlS2YKNQE/AZ52DzjzzzGwdworHkaFQNPFn5Lv3YbUTR8wcsaJ0ggtly7bbbttQwCGKPII1KzVKj2mtSnIiA//at9rN+6idosCGQslfKO+iiJRxFBkUABQTLGxKYjXYxryvX7BUgrk+pS+FcrFMr+u7dqCglTel6KSYi8dqUhvKk3KK5ZO+7WjrQx/60Nw3lIXSCb3whS/M9fH9wgsvzOVUP8T/lv7fdXRtaHyJq09SoFOisSqS9jjq67sRb8cdd8z9ULtQXiPpU4Y6ZiwPllGTEAUWpRPMWCOaBy5/+cuPouqXcNS2lLqhPIGXfnPxxRfnPkLZFNT3bmjsfehDH8qKwgsuuKDxx8rSvLRRqW01t1HrWetVEVgNBPBJ5knrV6zvq1GOmmdFoCJQEagIVAQqArNFYKaKp9kW7Q+p2UknPIYCh2UAoTAEqT+EXJlvfBmxKrjzne88UYYUR8jxKAogZpWOqpVWMp5ttdVWzZ577tk4zoIoXQjhu+yyS/503I2wzMKGckoZrnrVq2bzTFZNIVxTOsCHtdTTn/700RGpWeEo/5IwiJQALJMI3qEULMN0fVfnbbbZJlt3EebCEuSjH/1oc8oppzR8GV3xildsCLboOte5TlYwwo7FFeVCHCODCysYgi/LGEJ3+N6CPyUIJQTrGuFmSW3Fk3ZtYzTL/KSFMafg83f9619/UfKUQ/qZz3ZduzAf6heUCNK41a1ulT/veMc7Lsqr6wc8tIewFCGO3k5CMGOR5FibNqQYQY7VsZ4xFihGKJ4pO+Po3iRpd4XpG18R9mY3u1lW7hp3LOW+853vxKvez76+GxFY8OmHFMOhYBJnn332yW169atfPWMd4Yc+WXlRflMEs8QyLozFIH3e+DGnIMpZbW3+ZKHEMk55jA9H/YbeDY094+zKV75yVoBRgkl3ls77oz6r+WncMIOH9ZOe9KTVLErNuyKwoRFgyUoJv9wLFjY0SLVyFYGKQEWgIlARWIcIzE3xxLpkVhTKBYIm5cw1r3nN5lGPetTo+BWfALM+PjVUdkKwIy1xZGcorHf8N6EhK7AuSxICf+nziXKJ0EqxQaAMf0WRvnfIWWFWKo4sUUCx9mE1Mg7HHHmCfwRlRCBHhGVCOmGWJcXznve8iRQvoRShqGBZQ+FAGOfcnU8ejrMp1sKSS/3kDftrXOMazTHHHDM6vqhu8HHkTx8hIKo/8jsUQYHdLP1IwL9MbyUsnhzHYiXnj4JxUurCfKhfqAsKH0cRfyi/wCIwl0ZfPH6ggsTThsaJNvNnnLMCRCwFzzvvvNy2Z5xxRj5mWcb1PcZCPB/6VKau8RVx+soc79ufQ303wpYWSfFMnw18PZs0X+M/judFWuVn5BXt4V08C5x8ys+cNvRuaOzB0LHFaDPH+sIqsizPev/+zGc+MyvXNmLd1nvb1PJXBCoCFYGKQEWgIlARqAisbQT+V6qcURkx5Cwk0JCSZSg71j6O0QRd5SpXyf5V7KJTTth1pvCgaApFy1577ZWtofipucUtbpGjsggZRxwIl3mxGrjuda+bo3WVo0s5NC4P7yllEP8vlELqgkKgzj86/rFmcGzKsSplZfFFiYRYWzk+w5rh3HPPzWmG5YvjTbBhpUIopHxyNI3l1BCOOeGef2FR5UY4R4T4qtl1111z6MCREMwHlSOApTVXT5JZScCRMafk0neEUVmVkZ8ufnEcNdx+++1z3aUpPOsoCinKNb9RYCyOuFtvvXUWhL1j+eEYHusgxwOVsxT0hVkOKVfpz4YigTJtnhSYRx5l341nXZ8UDW3M+S/q6xf77rtvbhvtamy94x3v6Ep20TN4HHTQQbl/UpCxpNG+QXa0KZHiyJ/nrHFgpl87bsavFB9VFKasbSjHjFXtzpKKkkf8IOOWAuWss85qjjzyyNy+4rHkoRSJo34UXdpfnxoaX5HuNJ9DfXcoHeP0hBNOyHMnyyHWQpP40tIejhVT9MKNgonCNuaXrjwpbI0fVonmImP5dre7XVbiD737+c9/3jv2lN+RRNaLymRswbdSRaAiUBGoCFQEKgIVgYpARaAiUBGAwEwVT7OA1BErf0EEUI5wCZSEs3ASTdEQPl4oOjjrFo8DcsJu+PeJdLo+3/nOdzb+gghk4Rumqxz8y6DSgqDrdw5U/JMux74UTyw2kONwfK+00yqiZSHOEQ/HypA6EqYRHzEfTMeZOFNGjqWFsoclkKOJQZwCU0rJawjHCN/1SXC/xz3ukZV+LJuOO+64UbASR8eqoryjAD1fTj311MYfQZn/HkcY+YqiQLzJTW6Sn8vTsStKBcfkHCcKooBUV6QPwOCkk07KdfQsHK5TRDhyeOCBB2ZlBkXLLInCJLCX7koonkrM5Vn2Xe1c/nkf1IW5d339ggKBzw3WHo973ONyH4i0hj6NW5hTajhWVhJLNooKx7woVrUtBQplpjEiH5ZzQfwX6X/hNNtzcbR3EKsqaVCo8A2FWF0az/pBkPyQY3yUJH3jq2tcdj2LdH1StvX1XXXqI4obCvXDDz8814uybxIy9inItY0/xMeaI71dFOV/zGMek31laQNHCLVTUN87x2D7xp5y2xQo6+jI3UayDLKhok8jY0i/qVQRqAhUBCoCFYGKQEVgOQgw1OCj0+YqfrvyF8tBs8Zd6whcJu1OL8yqkBwBUyAgQgfhY9bEgsERExYtcQwo8nC0x868Xf/SAiXer4VP1hdI+UMQHFcudY4jZO2wjh86IuN9EOsQ/q8oQxzJa+Mk3BCOkc48Px2fU3blhkWbWLqw2lIX7ao94cVyhhUX67OweGvHDd9f+kGJsX4DK9ZykV477lJ+Wyz43CK0I4oPFkgsr9YSjcNcWfv6hXYwVehTPrv6VFddA3OKT0pBSssgefFF5VN7lGlGH6ZggiViraVfCNdu20jTZxz7iqNj5buu7/LvG19d4cc96+u74+Iph35NkanflmN6KK7w6gwneE1C2tD4g2Ob+t6NG3vGaZSjb2y281ovv8u1jQUlZXilikBFoCJQEagIVAQqAstBgBEFxROal+y8nPLVuBWBWSIwU4snWloOIQk089rtJqj66yJC8dAxk644K/3MUZppqa++0qFYahPBfBwOQzi205vHb4oGxyj7KATXUhkhLMF6nHDdpcgSNxQRfNHMkihJSiWBsrfLPcv8lprWOMyl29cvllqfwLyrzNGv47MM09WHKWUmOe467Rjryr8sy7Tf+/ruuHSiHNNire+NG+/tvCm2upROwvW9Gzf2zL9DY7pdhvX6e6nHyNdrfWu5KwIrjQBBjHX3JEeOV7psNb+KQEWgIjBLBOKG8FmmWdOqCKxVBGbqXJzvlrAwcYV9pYrAZkCApQehu1I/AhzGz/qIY39u9U1FYLYIVMZwtnjW1CoCfQiwmrf779IM7gQqVQQqAhWBikBFoCKwMRCYubQcu8EY9XA0vjGgqrWoCHQj4KhTafFE+eq4UqU/IMD/z6S3QP4hVv1WEVgbCJSKpz5LsbVR0lqKisD6RsDlEkGf/vSn42v9rAhUBCoCFYGKQEVgnSMwc8VTefSrvDFuneNUi18R6EXAUbtpj0f1JlZfVAQqAmsaAZa9lSoCFYGKQEWgIlARqAhUBCoCFYHJEZi54okT4SC3Sm1Wet3rXte8+MUv3rDV56j66KOPbs4///wNW8dJK/b5z3+++f73vz9p8E0XjhWkG9EuueSSFa+72/DkvVbbh9Nqf9NQ19hza6Z6+vvSl740TXJjwy6ljGMTrQEqAhWBikBFYFMhYJOuUkWgItCPwHo6KfS1r30tn2zibqTSYgTIPc9//vOb0oJ3cYjN+2vmiqfSqfhmUDxRvjz+8Y/fogd94QtfaD7+8Y9v8Xw9Pdh5552bt7zlLZ1FdjPc5z73uebSSy/tfL+ZHrKA2GmnnUZV3uhH7Yb6xQiE4ovb6PSjuG2weDX3r26KW628J6mchdvfNNQ19vbYY4/mJje5Sa7rj3/842mSGxu2r4zT9oOxGa2TADvuuOM6KWktZkWgIlARWBsInHbaac0Nb3jD5s1vfvPaKFAtRUVgjSBQHt8vTw2tkeJtUQy3F//jP/5jc8ABBzSHH35485SnPGWLMJv9wWc+85nm1FNPbbgZqbQYgZneaifp8hgCxROtXzmoFme/8r9+8IMfNN/73veaa1/72qMbmOzCfPvb387Kg2984xvN9ttvP3rXV8Lf/va3Db8fbvBzzEo8JG5565oBKr/S8bpwriYn0O26665N3ILl+RAp51e+8pV8k51brAiY17rWtTLGP/vZz/J38Vl3uFo9brpiIfHVr3411+lqV7vaoiykqRyUAm4Mc5MMn0UsRRDFUtSNoKmu6q3+r371q0d5lIl2YeyK+Z/85CcZH3XYfffdcxnLeBvl+z3ucY+ZV+U73/lOs80224za+nrXu15uC/3ohz/8YePGumte85rNl7/85eYa17jG6LZDvqa0n3C77bbb6EZIcSjIfHL6LX0CtUVPvxJPH/rmN7/Z7LLLLrlP68tD/WJcpe2KUMgaH/ptkCO5bnQzJuNygnjnk6WUvuOdMhpjaKhfG88///nPm2lvuJt13+0aXzCGIzyPO+64UZtEnbQFjMyd6mr+0N6ob+wdfPDBeUyeeOKJOVz7Xx/GcFLGwPS73/3uKK++Mg71A32Ho/1ITzn0oe22227UJ9tlWw+/Dz300AaG+p/bWytVBCoCFYGKwOQIvPe97818yNvf/vbmr//6ryePWENWBDY4AniKk046KddyLfMXeMVzzjmnedrTnpbHcjQLXrXSYgTCCgz/C7c+dywXXXRR3jA+5JBDmj333HNxIhv1VxIwZ0pJgbGQBODRXzIzm2n6y0nsFa94xahcyviBD3wgJ5eE7/w83bw1ep8G12BWSYBeSMqkUXjf/aVFNcdL2uCF293udqP3t771rReS5Udz+/9hAABAAElEQVR+99nPfnZR3HSUZTAvL1MnXrjnPe85Su++973vQnLWnOO95jWvGX33QD1OPvnk/C4JiYvKcf/7338hWUzkd0nhlOOV7fWRj3xk4V/+5V8WlS/qlpRQOV4SwkbleMlLXpKfxb8+jOEinTve8Y45ru9JMRnR1vUnzNJu3lzroP9o82iru9zlLgtJ8ZL7m2fwfPKTnzx6n5yy5vI85CEPGT3be++9F5ISIz9PR7JGbS9taeivSN8t21jaSfkztl/kyB3/YnylBXVUln/6p3/KIZOSc/RMf37BC16wKIUjjzxy9F45nvWsZ+X3Q/369NNPH8WBk7pN0tdm3Xf7xpcKqEe0pXYN+vrXv56f3/KWt8yfUf53vetdOUjZLu2xZ36R5oc+9KFILn8OYRxtoj2iPMccc0yO11fGofnBXKafyRN961vfyul+6lOfyr/rv4pARaAiMIRA2kEfzUUx3w+Fr+/WBwKxvpTr3fooeS1lRWD+CKRNv4W1JC+3a0z+Swrj0dwc4xm/lza328E3/e/3vOc9I6zIXckgZOHiiy9e+NjHPrZAPkvKuoxRKRNvFhxnftSOdVN53G4tWTu98IUvbB7wgAc0qfGzieArX/nKRfpEu9mstI444ojmVa961aJ37R98WdkBp52+973vnb/7nTrRKChLog9/+MP5DCytZ5z1pDHeb7/9svVHEuKyjxcWQUMkLWd/3/CGN+QjbpNqmJMQmjXTF1xwQeNPGp/85CdzVm9961uz5cUnPvGJbPHF+uEWt7hFkxiDXB+Bnve8543qtsMOO+R4r3/963N4ljJtGsKY1U2kzfJK/huB0uzRaakz67qxTmK++ba3va1Jysvcf/Q37QFbpP+yjknKsGwpI6xzxn6jd7zjHfnTv5vd7GbNU5/61GwJJ4w+RjOP9In3ve99TVIYNFe96lWzL69oO++7+oXnQ+RWO5Z3zHL1ExZLrGP0O36JkrK0OeWUU7LFlXQc5Xz/+9/fnHnmmU1SYOR+eOyxx+Yshvr1y172subhD394ro/+PCnNuu/2jS/lUQ/1vt/97tdZPMcSWD2dcMIJDUtDuKGhsdeZUHo4hHFSaDX77rtv89rXvraxE52UWc073/nObD3VV8ahfmDXhpWk/oPMfywvb3SjG+Xf9V9FoCJQERhC4CpXucroNZ6s0mwR4AKCNSu+xbry0Ic+tDnjjDMyn2C9efrTn9785je/mWmmP/rRj0bpsUSuVBGoCCxGwFxXys6L367uL3IAWYPsjPCmhx12WJM2u7Oc0CULrm6JVyd38pO51W2seN+gffbZJ7ctS8973etezd3udrfm0Y9+dH5905veNH+S4dJG+6a4EX3mR+0g+MxnPjMLSMlCYdHRu4zuKv0jVBOICEYEIQ3PES8fMEGeOfamI8ziHDrBntCIKFocoWF+J23C3ktf+tLIOvuDuu1tbzv63f5CYSSNvfbaK7866KCDspDYDtf+nbSu+bgRZRdSdwNC/snSpXnOc57TOKbjrO7d7373xgBZKk2KsSN9N77xjfMRqqXmtZbiJeuUxt+8SZs7bufP8TeKzFKgtzDov9qasoHiwwJxpzvdqfnjP/7jJlk0NfrDAx/4wFxUx9scpxPGX0nGwHWve938SL/86Ec/2hx11FFlkKm/3/nOd8753fWud22e8IQn5MlZ+Sk60i5AE8pX9RLGsU993jiFr0lbP2Wy2tevr371q+dxniyFmq222iqnQ6E0jubRd5czvi5/+ctnrLTRcs/88wnVh3HgYq7mJ8oRWIppRzeXQnydqTcFGSYqWZWO+t9S0qtxKgIVgc2FwIte9KLmsY99bN7wINxUmh0CNpj4HWmTDaqSbAo98YlPLB8t67sNsSBHtVeKNuUxlpUCt+azKRDAyx1//PGjutqQTCdn1pQLnVHhpvzCZQwZaBZks/gZz3jG2KTIWnQDdBGI8o5s8+53v7vh6oPyaqn899jM10iAuSieaG7DMmGN1LMhyCGOjuNTBygbOMLkABP+IwRHmu0obWHee35qaDZZLBGM0aMe9ahFzqnzw9Y/igMCZFBX2vGOTxgCJDKwLPSRVzqulwVM71ig0GCzHvngBz/Y/M3f/E3jNr5kOul1VkaIPykFfoGHzzbGlE6VloZA6QuMH672meHYddh6661zBsLra8LqP3Yxh/pNWarSUjEsk+K9NKbpF2U831luBZ177rnZ4i8dCcwLGQZYeZHyU3hRlFJMpSNgeQGkiOrr14FJnK8OzLp8R0UZfM6j744bX2X+s/hO2Yii7pHmEMYRhv8vBD8WbpNQXz9gAerSBfMaizW+4CpVBCoCFYFJEWB1U2n2CJiP+8h8TgizqUUwmiXZdA1a7kZKpDPJJ+UZv5JOCtiICx5pkrg1TEVgsyOQXF80bkxGjBbwcuaH4LOXgo+NZX/4VJuTLsWxwTpErIhYSvINO5T3JGmTSyl7yBROHSCGEEcmayMb3uNkhb5yJpc3fa/yyQYbsjZ4u/hrsoK/LoITv8gwIM+Yw0LG6wpfPpsUtzLOSnyfi+JpJQo+bR4cLjuC5CgJba2jdCxAhjrxJHmwEKLl1OHTmdfsoNsA7SOdmuWH8CxIWBmw9GDdMUSO5vGO/6Y3vSkPkvPPP38UnNCog3lGSeBYH0sS6d7qVrfKmlRWMo4dMa8Ox7+YAdpViqZtt922Oe+88/JxplA8iUvb7VghpoSDYAqsuDWLgoBTcpZk0p8XxqOKbvIv2pfFj2Np2lh7wp/jbcScnSI1GLuwwrKDrJ+J7yaKSchRKUfdtLF4FENBXf0iFDcRpuuT4ovz8+S3Iy9i+tXZZ5/d3OAGN8jWdsYE4hxfWMolOwDGrcka0+w36uvXFjATsyOsD37wg0eWi/r9EM2j7w6NL20FW4pBC6ExFEqyvnIaq31jj0JX28MKThZo4x/GcO3C2MUIkT+8lcFx2lh4+8oYSsm+fmBeNQcyJTZvzFqI6cOnPq8IVAQqAhWBfgQ4BbbJaL1zkYSj7Yjbif33378/4jLflMfrwmXDMpOcKDrLbYon6xzB0iZrrG8TJVADVQQ2KQJO2YTSCV+Jp37Ywx6W3SjgsfHXxlffpUBt2Ch5KILNP0EsMKVFaRPzAhcfxqzxSsGCnw2XFC5uSn5EI/roc9K08dA2rsk0JTHA8GfjO/k7HV0uJjy5mJsaF3i5rIhVP5c9beUPCyayDbmLCx6yOAUXshHrNMY0RGZxI7dNGLx5SU5nJV/OIyMR75aCW5nmin5Plds0xJk4B8WconGIxkE4SgJWfpb85+TfSbmTw+UfY/4lQXCRI+ZwmpwG2EIaOKPY8uO8GImTlE4jx2PKk4TPUdi+LxwvR/mTn5WRQ/EkwC6EE2nOiDkQlyYH6anzL6SOuyivJIjmLJIia9HzZPG0wGlzUFI+LKRBNAoDv0uSk2lpt//C+XEfxsm3UI4TaSdriIU0ccXP+jkGgaQtHzkX1wfSEcnswJkj8LItEiO5KKXnPve5o/dl+6bJd+Ef/uEfFpKFW043TVo5nP4izXRsL48RaWurpNwapdvVL0YvO77E+Ipycmgdzs/TZD/qYxxn6xPC6btpwh+V3TN9MS0wOYehfq0PKr84MS4mcS4+6747NL7S7saiuilrutVkIZyLc8otDHzUJfnUGjv2AKM9Y44wF6A+jJNfjy3KkBj0HMe/vjJGgKF+kI5z5LSTiXYEX5efLnRISts17fRzXQJbC10RqAisKgIufLDu+EubEHMtS9qcHeWFv1hJsv7hgR/xiEeMLtZZyfxrXhWBSRHgYHwtkPkg+D+ya9rwzcWK+aL8FI48mtxn5AuI0qb4FlVIm7Cj9MQVp5QtH/OYx4ziJOVSnivIAMEPl/nh00uaJu2Qc6RHpkqK+IXk8mYkd3iuXGnTeyEpyzudqQtDfk+KqLIY+XtSVI2ekZmi3OOchsOMjBxEzikvE4t02p/JqCCiLEyL2yjiKnxhAbOpKJmtLbh5b9ZEYZOsjhbKjjcuD8KzzjmJ0inSciOdeMliKw/eeO4zWS3knwZN3FwX7ymnlK8ULGFhcCmDOF0knvelQqorXPlsXhiXeWy27yZJt7Vp+2n6C5zEKdt9HHYYw1CaJquZzuDT9gt9Uz+KPtpONMrX7rsWQPHifTteV7+OMJHXNHjNsu9OMr6irLP81N7GtfxLCgzbGJdhpv3e1w8oFi2SyWpu2iTXTPjyVj/K0koVgYpARWCjIBBCGCFwGrIeJ5+Ima+YNF7a+R8JYcmqoDdasixYSD5iF5KlxYLbgmMNb0cgbI7jta1/BOYQmttplL+tmYRDm8KVKgIrjQCZ1AYXnulJT3rSSme/RX7J39BovJaKHnJBW/nR9dvtdyEz4r9LJdMb3/jGPHcYn7HRTLkVlHzQ5jzMGZ630zc3BE2bdhhlSDNu+I60KH8e//jHL9igp/hxy3fkTXHNuMKN9KGQo2wbInNXxKf8HqJQGoWCqlTUS8NN9eYxcr0Ng9JwRVg0DW5DZVmJd//rFGTONlZpJz87sC4dDM45y97kmdnGUZHeQEt4wezObSx86UxKjvk5kjKNczPHafqOB8Y5WcfhSt9VysP/i/KVx3lgwXRQGcIHVLvs4nnfNitshyt/zwvjMo/N+l3bT9Nf4CRO2e7TYNd3hG7afqFv6kfRR9tliPK1+66jWuLF+3a8rn4dYSKvafCaZd+dZHxFWWf5qb2Na/mXFBi2MS7DTPu93Q/cmuhYJlNg5tGO+K1H+rd/+7d88UKUnXl1pYpARaAisFEQSAqkXJWhOdrxjWQ1nY/0C+zYC38ojlPz4dcmLh/ckJoEuMYR//DnmDY7RkGTEDr6Hl8clfm7v/u77GdUfo7gOEriwpQkcEWw/OliEW4GHJlJwuuid364MIiv0gMPPDAf8y7dBHjviLnjNPxHoiS8Nkmgbm5zm9tkfzNup+6jtNEywqIvTH1eEZgWAY6l46Zy/shWm9x8GZSUP/G1efnLX55vyHartYt/gozpG97whvEzH1uLY7zppM/Il5JjdeYIR9eMcTcpo7jIyPeksPLRuJ06jpi52Tqd0MjPP//5z+dP/6ZNO8a2uaN99M2RQTdu82PFTYQLh8gf5ptkkZWPz+EDlR85MshP1CTUNU+V8fDRiAsVVMpdeOmzzjoru8gh1/OJlYwQ8gVNwppnueCYBjfxVpPmrngyoHQgSqfDDz88f65mhTdK3gYqZ+CVNgcCbj1wznolyLltTFilisC0CBAS+OPCKJx44onTRl8T4TGA/O8F8Zm2XusSdaifFYH1ggClr1uU+B0KZnq9lH09lZOPJ3St5A+wjwg1/Jbg49Nu/MjXivD8jRK+gtyGStlDaONDlXKHfz9KJcod5Dbl9savcrhROdKy0RS3QRPEKKJK4icSEVr5bA3ij8VN0fgXSjGCo7TccOtW16BktZCFtYc//OH5Eb8zyboqXucbFUc/fv+F38mTTz453yq95557NkcccUSjn1aqCMwCgVA6Sav8Pou0l5KGjcug8lIrm5nJAidvLJZjjw8j/oj4n+V8HFFai+vm9CDjmXLnPve5T5MsG+PxosvIQlkdL407N2sbxyhZ/GRfxdOmTfkTiqzwcxx5lJ8ceVOMITdi77rrrqPXlOol8ZnXp1QqnyeLyjJaVs7zoxtknkJdiif17zI24e8qKLnAGSn541kfbvF+NT/nrnji3DYoGPq1MLCiTOv1kxb6hBNOWK/Fr+WeEoHknyDv8k0ZbUnB3eyQzEiXFLdG2twIuLjhSU96UmYU2hZX6wUZQm9pncuRpJtaK1UEKgLzR+DFL35xvtQk+QwZKSPmn+vmy4FCCA1dbMNKHlH2sEBqEyEQERZZDYU1QHINMLKAYD2RjuvkcG3LepZQ0o14HAcTyDgBv9Od7pTjRNz8I/0jgLJEQC72YWVL4D3ooIOyUJuOlGeFE8GLAOk2uwc96EEjoS6Eanmy3Ei+ZHJa8Y9iysUcQRRcFGrJJ+KonBRV4eS4dJwecepnRWAaBEo5eZp48wq71157jZJ+7GMfu2g8eJGOYy3ikeJCI5Y6Li5AjCNYGBmPiOUQ5+Qxdj2jJGbhxYonKOYlv20AhizCIklc6QkzbdosIYOUv48orJGNfvNYkLnEfFMSJ+gckndRnDDwziVQQeYqynl8ZlDcdFdamsW7Eq945pOSPYgycFLcIs5qfs5d8YRht6MQZJegWj4FGvWzIlARqAhUBNYKAoQJu/tBmI9jjz02ftbPikBFYM4IJIeyoxy+9a1vjb7XL7NFIHb/w0KhK/WwOBt37IVlQAiYrKTcgMUCgjCE5w/FEqum8tjdtEdllJGFlqMnQW7XonQKgfG4447LN7kSWN322j7G4qhdUFhdsMwi9IWQ99WvfjUHiaPjUTeCMGteSi0nDrx3gzQLqEoVgY2CgOO3cZSO4tX4YKnE4scta240dvwM3fzmNx+5VDBfhOWi55S4iAUjyyGWiJQ1rCONseTvKVsR5kDpn5vjgsxLkYdnNjIpqlDyITp12qXVkRub+yjmAAoiyuYPf/jD+Vjbve51rxzFccHk72lklenYnrmui8Jy0w3XQe9973vz11CA++HGeBRHAc0pQU996lNHiitWnW4bNA+ddtppOQjleelaZxxuke5qfl52JTK3Y2wHOc6uxrE7Ow3pBqaVKELNoyJQEagIVAQqAoMItJVOfIVUqghUBCoCGw2BOGo3ZM3Zd+yF8scRvDj2Erv+FDJhqQQvR0DaR+UoePbff//eYzhtnLsU/ywy5JUuQhkFJzASxqRdUvsYS/i2ijAESdYDBMHb3/72+Qgh4Zjwxz8tkvbZZ589suLyzFGasIggCFeqCGwUBFjrnHvuuc29733vbClI8Vpa2EQ9HfdiWBJHwSiSg/hnCx9IFNDGSHLMnRVIYeETYeOTj2RjTX4s5yPdeM+/HMUWK8iwypo0bUqbIEqlPuKvisJIuuaYkuTPz9U222yTld+sL5WV8umiiy7KlkylfybKO+mYO7bddtusLKO4RqWyeocddsjPYq5iAeZYMisrSn9/gUsO+Pt/yscHFIuqeD8ON8eaV5tWRPGkkrGzEMonx+1YPpWOwlYbjJr/xkKAZriLKDvbfgbKcHbo+s7vD8WNePFZpikepqaPzj///EWmq2W4obiUuOJ2kTrKs4+xNBb76imOuF04DeWpHHY6/HXRUvNUTvXsO6Y7hNEQtkMYyUvcPozgI98uKuMK08axDx9piQvjLhqK1xW+PpsOAUIOfwUsnSid2u02XWo1dEWgIlARWHsIOEoWFk9xTKarlISmoL5jL/yShEUTYSmIcBfH8whUu+22Wxak8ACUQ+2jMuedd14W5sK6iHUDi4fyGE6k7XgbYa4kFhVdYUPIpfAyt0dZxSWssZ4K6wOCJd9Vn/nMZxoWDoGRNEpfL/zLsI4NfDhbr1QR2EgIUJrYiDMujYl0C1xjrqB0pqw95JBD8veyzuH3ydgVhhLGkWnEAOXNb35z9hFVxvGdUkj6jsCxqqKkcoFAm1xAwJqSEsfx12nSlkcolBzb6yPWQ5RLnJmHxZZ5Qvkd2Q3FkvqZy+KosHnEHBnvpX/wwQdnCyVz5CMf+chRlpRbpY+muHCh9OPLcvQFL3hBVgCas2Je1C6wNz+FbOfyr0lxGxViFb9cxtV5K5m/yTqcjQGZydp6piEhsUvgLOs6JBAPCbVDgj9B6dBDD+0UmAjQBlSY85Vl8T1dGd7w0dJFr3/960cWa13vxRO/TZQ/6VrMXkEaRjTpMYDK+LS8+gqMu4gQ3j6fLxx8KDX74gkjXpcQL8/Y5RKuiyhL2wIpbPfbb7+u4KNndgZMXm2CbXnet/3eb84x20oO9Ru6kUY8cUrHmp4hCwombIhOPfXU5rDDDtsiiHr2KWMEhk2XQlm7mIiHqC9P5vMm+SGyu9LuR5O0i/ESivEyff3WeBmirjyFH4eR8d21g2S86Lt9BNs+S9Fybu2Kb3y6DaOLjLMLL7yw61W+0dKi2e5/AsN3qF2G5rHlzJ2dBZ3woTLLu6s+EyZRg1UEKgJzQsARppiLzDtdFi9zynpTJGvus+vOYgkRYBx/czMSPygES35dHFFjoYAc38CrlxYIhEDWB9adaCO+KI855pisYErXe+e4/jmKkq4XH12IQ7D0zKUNhEHHWRBxRDkIUn230YpLKAxHvMoWx+wojvBSBN+I7/YsfAWBzfrqyFCsvYS70kKL1QKBMMJyQE7wRsrpyJHyqXdJjtytNT89Zfnq97WNQMn38ZEUzq3XdqkXl44FYCh0XCwQl19RyJSXs7hlkrUSXtYRNHUlo4RixfHqOB67OIf//eXIXBwtmzZtvuMc7+OPLqyLuvLwzFzE4lO9zAd9PksptBwdNA9RiJXkUgUXQ4WFlfmJFRmro3IuFUf95VH6hoq0KJ7M0RTkpWIr3k/yWeI2Sfh5hlkxi6eohAVqn332yYxFl6JCOIKXgUiIbAuS3hMU2wKx8EMKjiGhK/KTdhf1MT+TCO9dCgN5jBNqLeZdQi2mYZzwzoS6HOhRJ2kOCYkwNOl1tQtljLz7iFKhKx5Fjnd95B0c+xQyQ3kqLyGy3UekNxRPWTC2XYonaY4jZW7HVY5x1IfDJHEpC9uC8rg6Kk+fXnmSuH316UszwkvbX1s5F6b9EW4lPiepZ1+YvudlufvCjGvTPixC4CrzKL/LT/9u9wVhKDCHSDx9sB1XWc0NQ6TNg1kvw5nHKND7SLpdilrhKef68PO+T1GrDhSR5XgqxyMBQFxjOeaIwFucyLNvXpd3pYpARaAisJEQcOyNIiV28aNur3nNa+Jr/nR8jtDIwmeS4xuUMDaRCVeO1bWP1uEBXbVOgKMQkj6H347VIFZDkxzDITg5RuLGvCA3H7KM4OfEWnPxxRdnwY4TY/5kUPsYC6UWUhbHgUrafffd80+WTnyNyc+aQbGlnGHhVMZh5VWVTiUi9fu0COBfbNLh80OJO20aqx0+nHebM/hcC6LkudzlLje6DIuyt48orfsUPBEnlE5+T5s25THecRJSjpg7hsJTINFpdBEfcxTX5hCKLk7A+whufTROSdYXr3xe4lY+X43vl12NTA2yUlAoyxDCgmcEoi4BTiO2FU/jFByELmm385WW50NEoOuaDMQdRwTJtqAnTle92mkJ01aqhNDUDlv+niRMGb78vtNOO5U/R98ppIbSjZsMRhF+/wXeQ4KpYH2D1vPQFLfT9Ruz08bHcwowbcZ0s4v6lGvCUmqa/PviWhzafUg8z8TVz0rnld4h8bqUa97py3193Xv9p0upp+4E7D58KX768pSePPv6fl+eymOnFL5dfViecGgrncST51B5YdRVT3GNP2l2jTnPxe3qC+oxlKc4fRjF8656KpO0/XWRPM1JXf1I/4u023H1BX2or98P9V3jZUixzEy6q7ww8K6r30b5utoz3o37NG+042vHoflEmvp1F05dc33Zj33XH4Ysx6RfxvG7UkWgIlAR2KgIWFPaSid1JfBYF/BTFCisERwjQZMe37Crf7/73S/HiX977LFHdkS855575kesGNwKdcABB2SrIT5Opjkqw1qhVDqxXKA8QjYRKI0e97jH5aN0JT/aPsbC4oIQhtdoC7msDVh7caBMaHSrH8ssOFA6UUixOpB+WIz18Sy5YPVfRWBCBLo29iaMuiaCGTt8DrGYjKOrUTC8GAWxY3JutwtrRYogpzYcvfW+HLcRd9znPNMel/ck71lehuXoJOE3Q5gVP2o3DlRCHm3pkBCkc7ZNEcdZEMm3b+fdAjmUn2NkXRZEBBcmv13Cpfws5LzidwnE4tpNCQGT4FfummAEuvKULsGrT9kgHmGtK0/YDllFiNu3iIpLIO4SFuUlXlu4VFY0JGTKsy+euPL11yZxxK1UEagI/AGBvvEixNBYGxrfxprx3Ten2GnuGqPypJDtUtp75zx83zzmPeVdn+Jp3HFYlqZDlqHmW/NrewNDvpUqAhWB1UPAuCegIA5uHU+otHwEHAkh3Dr+4UgMP0+OhvBP1D72MWlu5fGN73//+/lmOJZMeHTCVteRGTdKEVL9TXtUJsrF0qntRDzedX0OHWNph2fd+z//8z+DmDhuF0ovfmuqYNlGsf6uCPQjwPoRdc0P/bEmezPPtCcrQQ01DoE1p3hSYMoNyoquYydDQhDFiHhdFjRDQpc8+3a/CVtdApc4lSoCFYGKQEVg5REIZbbbPHwviZLMfG89YAFmPQkrRXM5q874Xcar3ysCFYG1gQALE8cc4tawtVGqWop5IMBn4QknnDA2acdwWC+xQio3acdGnEMARwNZeaEvf/nL+SjRHLKpSVYEKgIVgQ2HwJpUPG04lGuFKgIVgYpARaAiUBGoCFQEKgIVgUUIODUwj2M4izKZ4Q9WThyp813lKF6likBFoCJQEZgMgVXx8TRZ0WqoikBFoCJQEagIVAQqAhWBikBFYKMi4Gge/0z+1sNRmXAyzh9WpYpARaAiUBGYHIE/mjxoDVkRqAhUBCoCFYGKQEWgIlARqAhUBGaPAL8v8/D9stSSXnTRRdkfKx+xQd/4xjfy1xvd6EbxqH5WBJaFANcAz3nOc3r9ZS4r8Rq5IrCGEKhH7dZQY9SiVAQqAhWBikBFoCJQEagIVAQqAquLwO9+97tml112yYVw+x+fgbvttlt2LP7Tn/4039C16667rm4ha+7rHgGXs+y33365HvxTuhylUkVgoyJQj9pt1Jat9aoIVAQqAhWBikBFoCJQEagIVASmRoDl1dWudrXm0ksvbdyM58Ztt9lROqGlXP8+dSFqhA2PQHkrcPuylA1f+VrBTYdAPWq36Zq8VrgiUBGoCFQEKgIVgYrA2kPAcRO7/0cccUTz61//eu0VsJZo0yBw2ctetnnlK1/Z3PjGNx7V+VOf+lT+fsABBzRXuMIVRs/rl4pARaAiUBEYj0BVPI3HqIaoCFQEKgIVgYpARaAiUBGYMwLPfvazs5+Tj3zkI03pV2fO2dbkKwKdCDhq54jdCSecsOj98ccfv+h3/VERWCoCjtcF3f72t4+v9bMisCERqD6eNmSz1kpVBCoCFYGKQEWgIlARWF8I7LzzzqMCn3POOc3Nb37z0e/6pSKwmgi4ze6Nb3xjc9e73rW57nWvu5pFqXlvMAQct/viF7/Y7LPPPs2VrnSlDVa7Wp2KwB8QqIqnP2BRv1UEKgIVgbkggKkoz/FHJhiMcrcrnpef//qv/1r+HH3fcccdG399xFfAv//7v3e+HoqrnOeff35nXPHsyPUxRuL1+ShQz77dPHHE7SPx+nCyG92FrbSU89BDD+0srzgvf/nLM7PXznfrrbfOZRW3i9xAQwD55S9/ucXr61//+s3973//zrYZylNCd7jDHXLcLRJND/QDdf3ud7+7xeuddtop17NPSFdPZe4i5X3kIx/ZiZF2EXcpeSqrNp0WI31W3KG+29cuQ/1IX9CPusaMvJS1rx8N9d2huEP9T1vIry9Pcfv6/FDccfHEhRMchF1rVBVPa61FankqAhWBikBFoCIwGwSq4mk2ONZUKgIzRaBP2UAQGRIWCBR9AttQ3CGBbUjoIjQR2Np5Sg8R9PqERMLl61//+k7cCP6E9y5BWp4nnXTSFgJt5El4f+ITn9iJk3jybJdXIeAqz2OPPXaLMsnz8MMPHxQSX/rSl3aW19ERfkv6CL5dt5goI18nXWWNtNTzAQ94QPwcfT75yU/OCoPRg44vjrF09aUb3OAGg3lqU3VtE1zHHT84/fTTs3KlHVc9+wRwYQnJH/vYx9rRsjLl6KOP3uJ5+UCbnnjiieWj/P24447LCo4tXhQP5NlWVGgPGA1RH0aT5Kkv6BNtGtcuy8Gorx8dfPDBvYpE5dN/uo5DGYviDpF54ZnPfOYWQSbpu0vFqK9dXvayl+U5ZYvCFA/6+u5RRx01qDTtw0h/j5uMimwWfe1rl3EY9c0pEh/Xpn15Kq+6xjy7qKDpR8y77fEiHHz7FMvtub5UPJ155pnNJZdc0qk0Fc/6oB91zWPGaZ8yUXh9oausyituXz1h25WfeJUqAhWBikBFoCJQEehHoN5q149NfTMFAphSfxi5PmZOckMMHWauS+CKeH1MpPcY0C4lhXeUOHbtu3beWQoQTLvyVR8Kg67dfkwpk1hMeld9KRvkqb5d1CcMy3NIwSGtPgFonFCrnF3C+yRC4qmnntocdthhW1SFANQnUAjMykK7tDFST+UdooWFhc42JcT0WW9IjwJk77333qK82kLcPvJem3UpnuSnzH0k7oUXXthZ3j4lYqQFf2m3MfK8r/9EXGl3KZ7EHUfCdI2ZcXkyB++icfHE6QujrYdo3PuhuGvp3XIE1ite8Yq9+KnjPDAal+a49/PC3pzcNWePK0/XXK6MQ2M76tDXd/vGQxmva3xPkmff+DbXDFHMHe3+Js9xc4P5s2tO8XworjnSvNsVl8J/iLRLl/L9E5/4RHPaaaf1RpWnNu/K09pkc6OPvO9SvmvncYrlvjUYRura11f0WccH2+2ijOL2lZeS7ZBDDulU2striDeiYOsaK4FL3/o0xI9F3Pq5PhDQR4zdmBfMAzEXhpWtd328nL7Qp6gd1//0PXG7aDXyVPe+caaMQ+MFPsrcRTAaUoLLc2he6MPI+Owbo8ohzzbv6Pm4dhFH3C5aDkbqKX4XDWE0Ls8hGW+peY7DaKjvzqtdhvKEkT5Y9iPhtaXP9UJV8TTjluqbIMYt4kMDZ6gjYrz6jny0dxLLqurAGCRMc9ckYTGibFDuNo3bbe1Tqpiwx+2CDyk4YDREfdYJFDl9pL1g0MX0whYz2EdDjPaQ0kl63ndZYRAoutqjLIMya582jROA+tIdF08+fXHbZZj0d1e/asftC9O1yLbjOj7UJum5/vh73/te+9Xod5cixktKxiGiFOgLg6Homxek2aWYi+fXu971mi996UudWatLH+NgDGIsu+qqrPpPX10pU/sYUAWRdhdJ0xjv6yvmsa5+Ky1jwfguF9TIQ7v11VN6Q+WVZ5ciUdqeS7uLkfRcu3X1Ne8Ij0PCf5eSNvKUZlc9vR9iIM4444xBhWsftp6bV/vaRX36yivPoTmwr8/DXZ5tJkkdkfddygLvor262sV77dJXVxZUQ/2oL0/11yZ9GGmXvjz1XfN5m2x0SFPaXf3I+NOv+9a1ofEtTZsbv/rVr9rZ5t8w0q5tUo6hOUX4oTZtp9f+3Rd33LzbhY+0J7k1rK/N+sZYWWZx9cWS+vpdGaZvDe7rexFX2uaNrr40pLAS3zrdFS+UXZFH+1M/6bMQHGetB5su3kgeLE3xQG3SlnHcuGuNgYHxYn3q6i/6brtNyjz61lJxuvp8GXczftdGLJH7xgM8jc+hMHDT/7osVMf1P3G7FLXKM04eMFb6rKvHKbO75AFlGbLa9N7mZJcVr7lC3CHSp7v4+tiIHoo7VN6+tpOedunCKNp9KE9jpmusjcNIm3dtYstz3IZyH0bj8lSPro0C88lS85yk73a1i/YYkiuVFRZdc+ckeQ7N10Prk/nWGuGzq12Vay3QqimeDGIAxl9pjWIx4nPCuyEBCNPWxbDoFCxV+gRqVi7S74obE0TfQNeoJtE2qY9JtC+e8H0m7OMUOeL2df5xx0wM8r7Ob2D0kXcHHnhgp0DSxWSX6RhYXZPvkKAW8eHYRX3Pu8JO+6yrH0hjEiamL66BP9R3uxgyeer7Q0y6d13Mp7iEKn2pSxihbOgTLqWH+ejDWB374obw3hUXfksV3sUdqqcydU3AEa+vXS644IJeJZC4fZO15xa9rjxh7734XaRd+gTervDls3e9613lz4m/w64Pv3GJLLW8MO9iTMfl5/1qlbdrnpqkvMZv3xgeiq+PLLUv6GN9/XMoT+/6xu+4eNo0FEHjwrbfy3Mp+cJoqe2y1H4E19Xou/JcSr5LHaPayJxiHuviVbR339wJW3xI11wv3aG48sQXdOWpvfvmKgqMttK0VDxot77+ObQ2KW/feDKurVt96/fQGownLcsnnzZ1bYoII90ufCK+NXyp1JfuOJ5MP9He7T6hjn38o/D+lLdrjiQkxjrahVWf4K/u445k4+u7+oPyUFTgh7vWaf2vvaEiTp9SGB59myFLbaN5xesb62V+Nqn7+kiE63sPp3HUFbfrWTsd7dVFk8TtC1PKmn1pi9vuJ33pdaUxq2fynGe+8O3iKcZh1GdZvJyy9qU5Kyxnmc4k9ezDcJLxstR2MZ/GnNqnb5glDktNa1V8PFlYJtFWj1PkGDBdSpVJ0u9rlHF+NADtZos2aexxGlDMTJdmmqa3j8mJfLo0oDr/OJPwvjwxgeP8sXTlqTzqGZ07yld+9lk8GXAPfOADey047MTaYW8zOdKWn3btG/Dq2SfQYZCCgWhPssH0duUpX3GDSfK7JMxKO73yfR9G8hyKJw15KlN78SvTr98rAhWBikBFoCKwkRCw+Xf22Wc3t7rVrbLSab3VDY/SxzNY9/vWdPHwG32CCSVuF58iHsyG8uxT5OKpxO3arII7xRHrzjbJc9999+2NJ3wfHziOfxS3y7IBLuN8olHe2VxqkzoO+VkUvm2VU/oaa6fndx9v3RV2NZ+VsgllYCg+oy/6xMuSCYJPbpdXn8VfdykStQt8+/qt9EMJ3E5X/+uTfYbyHNfnJ5EHpNEmeVIo9inCh8o7VM+h8spTefs2aUJ+6SqvPLVL37ygTfvwHcJInxG3q03lpaxdfUEZh/Icwsj8Bd+uPFejXfSNIYyinl3tMlTeob4gT7h2Kc+9a/cFyq2+ExF9c7d0VptWRfE0buExOVo8xilVKCq6LAJ0iHFKlfYiEw0xTgnU15g60z3vec/eTmBBfNazntU5WJejVBG3b9dK5zeBdk1K6lvGFYYlWJDfffGEMUl0Dbhx8SL9+lkRqAhUBCoCFYGKQEWgIrD+EMD/tZVdwYsSMPuEd4IlAbMdNxAg+PcJ4eNOB/QpuyaRCcqNVnVbqvwR9VjJz2iLLmWAcnhPHqhUEagIbDwEzKVOeJHpKadsJPTpONZC7VdF8VTuPlAe0cCHkqNUllgs+jTwwtP0WuDaZJId2jmyIHbFi3T6lCrKNhQv4tfPikBFoCJQEagIVAQqAhWBikBFYL4I4Nnx5yFHdOUmDLmgi8RrK7uG5A+WBuSPdhxpy4eCjBKsT/nWVYalPiPv2MyXL6XdUo7uLjXvGq8iUBFYXwhQ/A/NkytRm1VRPKnYWqj8SgBc86gIVAQqAhWBikBFoCJQEagIVAQ2NgKluw7KKW495kntEyRdrkDmmX9NuyJQEVgfCLA05eaI4onbn9UypPmjecBF8+4stjPSQzsM88i7plkRqAhUBCoCFYGKQEWgIlARqAhUBFYKAdZHpZNkgt44X7XLKRvLKsdrglhZVaoIVAQqAl0IxMVgDH/CSrIr3LyfzVzxZOJ1a4WKoajovCtS068IVAQqAhWBikBFoCJQEagIVAQqAiuNgON+r3vd6/KNfpG3jXhCHtloliTdUr7itqTPKfEs861pVQQqAusTgfImzvKI7krXZqaKp66K8ApfqSJQEagIVAQqAhWBikBFoCJQEagIbFQEHF9xOVLp6DuUT7OsM2unIBcyUXhRfFWqCFQEKgJdCFBMdymfwlCoK848ns1U8cRpuAk2SAWdca5UEagIVAQqAhWBikBFoCJQEagIVAQ2MgIUQOecc84WyicOy2dBjteVR+wIlFXpNAtkaxoVgY2NgMsHTj311FElGQwdddRRo98r8WVmiieTYGn2ydKp3q6wEk1Y86gIVAQqAhWBikBFoCJQEagIVATWCgIc+DoCF7TTTjvF12V9XnjhhaP417jGNeoG/wiN+qUiUBEYh4DbOEvLJwZDs1KKj8vb+8tOEmiSMJzoBTH7rEqnQKN+VgQqAhWBikBFoCJQEagIVAQqApsFgfD5RD5yBK88frccDJwkISx+8YtfbM4444zlJFXjVgQqApsQgdDRvOENb8g+6fbZZ58VQ+Ey6QaGhVnktsceezS/+tWvclKuD61H7GaBak2jIlARqAhUBCoCFYGKQEWgIlARqAhUBCoCFYGKwGwQYOlE6bTjjjvOJsEJUpmZ4und7353w9ndHe5wh+bEE0+cIOsapCJQEZgUgf/7f/9v83/+z/+ZNHgNVxGoCGxSBOpcsUkbvla7IlARqAhUBCoCFYGKwBpGYGaKpzVcx1q0isC6RuC73/1uc9BBBzXO9VcHkuu6KWvhKwJzRaDOFXOFtyZeEagIVAQqAhWBikBFoCKwRARm5lx8ifnXaBWBisAYBP7zP/+z+Y//+I/mF7/4xZiQ9XVFoB+BX/7yl81znvOc3Jf6Q9U36xmBlZ4rVqtP/c///E/DsmtWNEk9XvSiFzXf/OY3Z5VlTaciMFME/vu//3um6dXEKgIVgYrARkDgec97XvOlL31pI1RlQ9ShKp7WYTP+v//3/5oZueaaa+3XSzkf85jHNP/2b/82VyyWkzghC7UZy/bv5eSxGeLOCq9ZpbPSmLt59NnPfnbz2c9+dqWzrvmtEAJ9c8W8sl+tPvXUpz61+fu///uZVWtcPX760582//RP/9Scd955M8tzpRLiw2E9lnul8NkI+Wjf+9znPhuhKhu+Dm7/Pvjgg/NavJTKciruCvRKFYGKwGQIcKD9gQ98YLLAmzyU+cXfPGndKp5+97vfNZ/+9Kfz8SP+pVaCnvGMZzQ/+9nPlpXV1772teYd73hHc+qppzbS+8QnPjF1ekcddVRDg7vWab2U84//+I+bENhmjekHP/jBRbvk+s+Pf/zjqbKJsl3ucpcbxfvMZz7T3PCGN6wMyAiR4S9ulbnXve41HGiCt7NKZ4KsZh4krDVYxWwk+ta3vtU4YjZvonB873vf2zzoQQ9qrn/96zf3u9/95p3l1Ol3zRVTJzJFhKX2qf/6r/9qLrroouYtb3lL8+EPf3gLpfq4Inz1q19t/uiPZse+jKvHJZdckov061//elzR1tx7G0CzxGrNVbAWKF/s85WvfGVVkHjrW9+ax/CqZL4OM+ULl2DH+nhaAc/GEaXVfvvtN3XcdQjVmimyOfSHP/zhminPtAXBu6zXDdNp69oVnr7gN7/5Tder+qxAIOYXc8w89Sqz49yKws/7K5O5/fffv/nrv/7r5m/+5m+af/iHf2h++9vf5my//e1vN0cfffRcivDKV76y+dCHPrTktM8999zmgAMOaB784Ac3z3/+85vTTjutOeyww5qHPOQhDVP/ScmRq8997nNbBH//+9/fHHvssRMPMALo8ccf35x//vlbpDWLB7Mq5yzKMpQGpjwEtqFwS3mHybjLXe7S/OhHP8rR//Ef/7G56U1vOpWFVRwpKRVPjt75C4EoyjbvNo181tun8UXJu1xLwb50tINx/I1vfGNu0Cy3bccJ19MUfNq5Zpq0pw3LWsV8+IUvfKH5yU9+Mm30seF//vOfN//8z/+cFb1ua6X0PeKIIzLzPzbyEgMstT+Vc8VKtNGkfcoO/ate9armX/7lX5pHPvKRzW677dbc4x73yFZLLDWm3UjRztttt90S0d0y2rh64CsQhdlK4LplCZf+xNpWFU9Lx289xCQYrxY997nPbfxVmh6BL37xi1NFYrmBzKd8flZaGQRcPX+zm92siXVgklzJe23+fJJ4sw6DZ7VJfbe73a1xXNxm+HIs5vChrPasheuJ6uVM41urPPkTc834WNOHWJbiSeeleb/BDW7QMOdeCWLlxNHyn/3Zn2XlDcUNAfxjH/tYzh7jTVP3q1/9aubFuepVr9p85zvfWVK6n/zkJzPDLfKd73zn5uMf/3jD+umJT3xi8/a3v7154AMfOOizAvOoU4jHYsbO++GHH97c/OY3z0o4x2e+/OUvN29605tympMUkhb4ne98Z8MySVlmQfMo5yzK1U7jBz/4QfP9738/P2bxNA/GjYadQKN/wpnSw6SP9ONJSTshiif9muKVtQB67GMfm8fDjW9846x0nEeb5ozW6T9jBdbGBqKovs1tbpPHDUXypDQuHf3JOGYFE+01adqThltu24Zwvc0220yaZW+4aeea3oRm8MJO3mUve9nm9NNPn7mAzSr1Rje6UfOCF7yg2XXXXTPj9tGPfjSPO3P2vGip/Sn6nrliJdpo0j518cUXN49//OPz2mStoZB/zWtekzdynva0pzV/8Rd/MRWUFPnzUDz1jY1Y971fCVynAmNMYGubNQ4p+zyV42OKMvFra2V7h97GASVzpS0RgBWeeBJitUdxa64gHONJ8O8xlidJI8LI13hej5aAUYeV/sSzB03bn0vBkNVtpfkjoI9bq9BlLnOZiTN8whOekDdbuiKE7NH1btbPbJyRQWzMOS7+d3/3d1lmZ3RAnpx2M/Z73/teXr/xQdOQOSc2xqaJN4uw5KbLX/7ys0hqQ6fxl3/5l6P6MUhZjoJylFDHl8t2PJv4kcUqJkLaMUqgedOJJ57Y7Lzzzs3rXve65ipXuUpzq1vdKi+a73rXu5rb3va2o86lXNe73vVmXpzSMslia+De5CY3abbeeuvevCzwJ5xwQmYMHNUpFx476Fe4whWaRz/60c2ZZ57Za6110kknNWedddaiPGieKeF0lmtf+9pZq32HO9yhMTFMQsr8qU99KtfBbWmUGVe72tWaHXbYYckC3DzKOUldpg3z9a9/PU/Ejs1gyttM7rTpdYV3BCjobW97W7PPPvvkBcCzacw+w5rPxL3vvvtGkvnTjooxwKpKv2q36aLArR+XXnppbns7F5THbUZGvxXmGte4RhbsW9E7fxJyMFOEG4LhLW95y9y/y8CUOBbwbbfdtnycGV/ChTFF8H7605/eXOta11oUxo+++O2AlH3atyT12XvvvZs99tgjl6181/d9knSU0/jxNw1z0pdn1/Np2rYrfggHO+6446LXS2ln1l3TzDWLMpzxD8ruEKxnnHReZ6Rp3J1xxhlb9OVJ8zMuzMvWLPN9m4IRvfrVr55fGctL6U8xV/zJn/xJtsCLNpL/BRdckMf50FoV5cKoslht95V4H599fSrex+d1rnOd/JVfpuOOO27RGOka4xGv75PPpfb80RV2VvWQDrrmNa+Z+ZzAtSvPaZ6ph/nSvEcpZBOIVfQsSduHxZMNOkq+aI9Z5jPLtFgY2FzD1wW95CUvyXM/iznHu/j5WqvCBD71rne9a+YNo/zxSYltznrEIx4Rj5b9aQ6fFIsjjzyy08UDqwhHX6ehmLem4Wf60sfPsgi//e1vn//6wq335+b2UDiF/DRJndrH8uoNx5OgtvwwjoKbp9Eka2eZI6UsHt0xPXMwWY0RAuXPwx/+8LwWluHn8Z0CjFzH4hj/wWqLwpn1MRmeIQTXL+WJiqFyWE+QDXDrIWz+9E//tPmrv/qr3mjCkJP1/Ve/+tUTyxO9CS7hxaTz4xKS3jBR8DVk+CBGPPPQ6yxL8TQvbVhUuv1JScKyxzE1AwiZCJjqE47RVlttlT9peZHFDANt4CFHMiyuj3rUoxrMeRCmj/k/ZYGz8s442u1+85vfnI/ExaDCMBCMKb7CFI2ZsWN/fWSisZv04he/eJHSKcKzXKJ4ikXcpGCyuOIVr5itWLynWGLqaeC+5z3vyYJWF5OAoexiKg38P//zP8/abQII4ZuVgMnm1re+dS7K3/7t344sn+B13eteNzOpdvZNMEEwYllFi0xQuv/97z+aSJZSTkogzJgJnuCE8WA5sueee+YsYc1KRZuarFkeOB8fzHSUa5pPgqq2RL7HZDpNGuPCxo6AnUiCBaYqKAQZv52r1b+iHTzTZ2Gx/fbbZ2WVNPRXx/QIanbeX/rSl+axQOFaUtmm5fPyux18fbwsh+ND+p34rHeUV7+RN6sEprrIUSNHOlkd8JtUjqVTTjklj5fIS59j3qvfSutJT3rSiLklzBMm7LgYw+H0mmLZeMZMl9QXHwPW1UfUBzPNGowiiwKJwNLFPFAoS4OvoCtf+cqNsQB7RIE2SToEYRM30n7qbawa+xRw0oQ50te1ofFCAFE+Flgxr+VAHf/KtpXu0Fz1+c9/Pu9m77TTTpm50J9gWwr6Q+3MYa1xro0wFggD9drXvjbPiyeffHK2tvS8C//2GMVkm9O68JfGUonS2FxWCthLTasdz0aBo9zmTG340Ic+NFualtYFQ+NBeo5TsEyM/m2zgaUr4vPNWGJ1gIyxZz3rWbk+ZX/yTj3N+dYw7aGvxbrkPTKey7LFemDs6H9BlA/+dt999zynxlooD+urtkPWARsewqFJ+lQO2PoXY8ncjW/Qb2EqPYpkZvDmnrI+ykKxpb/4tEZjXsPP4hAjudx6UFAbG9aYQw45ZDQX6QMocPV9KX3fnKdPxE66NiOUzEKAV6aS+MOCmXXVjvN6OHIAn7bfNnOkdUE/MC9ZtwlMa5HwKhRn+mubKB0+8pGPZN5pVky9du1SaLfz9vue97xnVqRztmtOIghaQ3fZZZeu4IPPQnFinV8uWe+t0YRh2C2lPMstw0rEL60KQgE1Sb5teatMZ5L4Ncz0CFhHKMGDxo0x7Unew19bi63rNoaDyIpkL5sLjpeTG8391vNZ80WRp7JYz6zlyo/HtM6yeFK3WN+HLuvAW+GdyWrh5sXcW86/5rRSToz8fZpfKNsou8jNTh6MI5vX+FW83XJJWwzxC8tNf6PEt9HIYCduANSfZ7VGLcIoLfBLpsQgL6SOlv/SYrbkdCaNmJiNnFdSJvVGSQJfDvO+971vIXXchSTM59/nnHNOjpOY2/w7aX1HaSRhKj9LIC+kyWAhTQwLaXc7P1O/xLDnsJFW1DlNIgupQ4/S6fuShJecVmIqO4MkrXh+r4xJ2Bvlm5jc/D0JPoviPe5xj8v1WvTw9z+S/6iFxLDlXw972MMW0i77QtohzOkkZn8hmVrm7+qJks+qhSRk5O/CJmZ7QXnve9/7jsqRNKD5vX9pcsnP06K3kKweMlZJMbWQlDijMPFlknJqp8BTnsqSBKr8LCn9FhJDlb8nf1gLgYfwSQkZ2SzpMykPF7QfSgrGhTSZLimdoUh3vOMdF+CUtMajOkYd0oSfoyZmOr9Li8CipJJguhBjKgk2GecygLaCQ2LUysf5e9mm2jlN8rmttJO+YFxoG/Gl7XdaDDK+SQG4EOPs0EMPze+1h3qkxWchLWKjuqTFK39XzyTYLCQmNP9W7iRQLqQjbgvqJR/jMtoV7trZ88T0LmgL3/2lhWmL+nhgnPXFn6SPxLhKQu4W6St3tEtSoi4kZiCPL/NCm4bSeeELX7iQFE15zMFLfcwZME27zPl3UuZlHGGkLY455phR3cUfR+227ZurkqXAKF3lSAJubsNkbTLKYqidBUoMSU4jKRYXklXcQlKQ5t/qZn5MvvTyXDMO/7RTu5As8kZx/Z4lJcXYQlLk5T6un82aEvO5kAShvA7AUv3hi4bGg/dpAc/htdMrXvGKXEZpJGXAoj4NY3O3dzG3RX+SjjXP+PU++UbK35Uj+fnwekTtuaJcD5Kp/ULa1Fgwl5ZrWdRFIsohD5/RZ6wjaJI+lQN2/LPeSrf8U35riPk3bbwsWAuMOWVOStI85wlj3TRexLVGm1t8v93tbpfHqs+kvF1IVqWjnJdTD20q3yirtGBvvgsKXJfa981nkX5i+HN9I+1ZfyZL6jwvSdd6AMO1TsqpDUqCf7KCzY+SAJR5l/I9HkTbtXkyz5OlVx5/1sv2+zKNru/j4lv7rKHWx6B0U+5Csl6Ln4s+zSfGuPFYkjXd31Iobfhknm2auHgAY2c5ZL3Tj9s8qjTTxtRC13o7lJ+x/oEPfGABX7RRyZwd31kt1wAAQABJREFUY99n2vSaqKrt+XeiSDXQshBIm7u5rWK9LBNLisDMK5tf02b8gnFdtqvv5izrLbnJeCgpKVpHcfCHbcIvyNcaE5Q2sDOPjGcun8f7rk/8v7IkJXNeW83/5sBk6LCQFEf5nfmjJHwUeRSPaCymo/Jb1A2frIzeJSOEUfS0SZTXdPKcdVIaMTcqM5xKShuoOR1zSczNscYn9wll0PwdP2JNnpRijS75nEnjbsZwpV4nGQfMBYI/WqSFWuM/wpmZnfs+ip15fl3CqbPdGD4l7KgkxiRrmNNAHCVBk4toZVMnzdph5mZ3utOdsl8madH4lsc5WEKxvhmnAZduHAlgLdCmNAiztROtd2IC8k6PMCwsEiOeLU1oiDk0DRqy9LFLGw7Q7Y47rpQGfo7KmXkSZvL3SC9NmNk3ioesl5ISIX+yLkNJ+ZB3+X1nFRJWGyx4EnOYrWOcBZVvmyYpZ1h50YanCTxbf7j1jwUMfKPN1YOJKI05rKZ1ytguW2nxpM3jyEg73FJ/s4JwptpuuXZ1tAuxnqBRtnOAov7lzqiylJY5MFDnkqIvJqa4fJy/l23Kt0piZkeWTfLTLqwNWErRZrN8UE5WOHYiWB4gFnZ2bu08s1RwhCysuLzX5tpKPVnzqTNKDG2uL984nDJrN8eUaNH1a5Y+EZaGXT4sLOzIsLJi7dZuX+n3xdd+aKiPDOGlnyF1Y+GSBJ5spaR/t2koHXVirZgWz/zH0ko7spLRt6Wn/9plNu6NSzu8jmWw/oqdpHae5e+ybfvmKvMca03WcdqfiT7rNOUK3FnADLWzPFmMMcNODEi2GmOZlxb9fDyX1U5ayPNcM4S/HXHHgX2ykFJX5XM5RFj5lPVbyneWX6wgzNFDc85S0hZHmxvDTNWZHrMYc4GF8TI0HtKKnf0awZ3Fn/ETxyX4C9Q39Gm7hiwF7T6ab8N3UfQnZWA9Z55lnfDGN74xr23SZTWjLwW154pyPXCUVntqL5ghx94OPPDA/F1dtLX1krWBYwLysOsoj3F9KifS809/Q+Yxc46+r79bj1j7Stt8JJwy2421Syt//TQxyzm+MkZ9lY9VrrXCHOf4p3DLrYe5hgWYuc08bU2EvbKFtVXgutS+b1ccD2GMsiyMPPTheZKxtx4snpLg07DUDLImwp9VOmJxZg4Jsl6wHrjFLW6R5+/yuICxxTJXP0qK/my5GP0JT8NymAUiS8MuHq0vvn74lKc8JfuAY5HNmpX1HtJ/os/7rX/CHplPrPdxtF2fwv84iu/PehR9XHjfjRfWwsYJfrRNrM/bPEI7TPu3NSHwLN+x4FMPlnLmbuWJfukEgffWMmtR8OKl1bV6s57Qt9UT9mGtY7zc/e53z5bAkae0rQXWFEfjk7CdrY3NUdZHpN7m0HbdzXfBS0V6a/0Tf1GStXESirVD2Hm4EZmkDJspjDkFz5I2PbY40WLtsW469ounYdXEetfxX7/N7fjqpHjKfdq8FOs6DPEGLHl8GrfkqZJYvurzLMSF89v4wB/gka2h1s1JKOYdJ3WsW+qjDxpPxrHxVl7IxdoQP5qUO7l++HO8i7riVfAIiHxt7VXHcu5hwR9OzMmi4iXFWpYfpRM8tDTw/fI3N6sf/sRcH2GCXxUW4Z3JtWFhaY5QdmuBuYr1VpvMWWgSWb0ddzP+tgYFmZsmnZ8iziSf60rxFIubzh4Ce7uSsUAaUATZUN5gYE0kcaQgFA2eBZNC8cKcGxEaCQJxHInCygQgTUSA7BL688vWvzimYHDFQi0IJgcjRMljABpMl6TzwGivvfbKDOK9733v/LscgI4TYpiCTBCEQERIKBcogzQmBcyLm4RMpgRSDA0lAGww+cqDeVcmigaMNwzi+A8/RdLyzCCWdggwFAwxwUW5JilntIeJKYRGnzGxlIwg58EmKZO8CWg5JI9oP8rKKMdy0oy40iWkI0oUkyjm1qRtYuVPCf4oFKXaAGmTJyUGE/N2rd/7N5JeG9swPw3FnH5MeYTKNqXwICDrr8pg0ZAuprPL9NTCpCxphz8fA7GQ6vP6DDIOEMHUc8yzNtGHg9F2HKwkY9ItGMavfmMcUHym3ZDRzWCYUeWkPCKME8QsRPrluPiRrzz7+kgbL8wzoQFzrexMoAk6+jMFA3L0Lfp3fpD+9aXjPcYC8xHHfTHcMfa8DwU0JoIgguDsqKr6tpmPHKD1r2zbvrnKnKfc5gXjSB2NWd8xTN6Na2fZ6reU70if0F7SjPaNuWYI/zhKRKhLO2CZYaI4oYycFTl+Y0xh4jA2syLCKWV9KBekay43ppD2GhoPlGH6lqPSlLOcaxt31iZm9SGkOgKF4KqdYlMk+pN3FKIUuhhY/UcaSFtSdga154poI+8pesw/5iGMK+UHoTLmXf0es0yINjYoi+PYs349rk9FGbo+o6/CVP4EUnMXDAje2q4kypgYOzZeHPXlM4fgGXO1tdG6Q2jHpCMC7HLqkSxXcnxpmtso3qUdZcGUo8B1OX0fw24smJv1B/6d4K3PzJpiXOjL60HxpK9ZC7UnPoNTXBQCNz4lGGLjjDBlbOm3+rjxYq4zzxrDhCxznn5FiWxMmoMIT+II56iIjRfpBA3FNx6tqYQ0ChPrlr6K9FH929plbRHG8RpCkDXNZoT64UP1Y/VUJvOtMgZ/Iw3zruO4xqD+aUMgFGdRTnPCtIKVDSWK25KUyRyvX1qb1El5jDvvCL7em6esbzGuY2NNfWxOajNK7TimjHdExrn1SNo+1UkbGG8IRvBC2suGsbbUhnCTL1IWPDPFmfZUpvVCNrjhiPTLtiKqrx7iBc3rWFakv9k/yVf4T+shfhzFGsDXqrGqP1L+OJqOKEmNTfycuR1fQoHeRZRH1i78pLGNvyplHfOKZ/huY8Z8Ye2hxPGp35hrhBlHwb+YI/HqQdKUBmVN9Cdrj3rbGONSwSYM4jJCOfENFFEolMn5x+//UQLbpJGP8Y3nwEfjMYxjfH4QXp2clE4yZFnTHGre59vSPG8uKGVZvI21GB9r/pe2uYPfQnO+8JR+0i2pKp5KNMZ/17dKinW2fLbc75ddbgIrGZ+fCDu+FCO0cgaShRNzYIE3YEKQVy4dkKNszDoiKOiodq0JQSwyMNc6MgbSTmkMfj6HCAKxMFsELcIGB4GdIGXhpmXFMA4RJQ6FD8UPLbk/AyysjgjbseuMsUDKpewYCqSMQZ4rr0We4EOINtARYaXdUTBWJizMgYEbgxnjFcKwSRQzIF15YYbUz6THKoXfGwooE50dQIOZEsOkAQOTEhxMJKGomqScGD2kXJQ0mD4MoHP+JpGY3DAm8kKsZkL4yw+W8I9Qrc8gk2Jb8FlCkqMo+gpGUnn58EGUmiZtlI515TbDGFPgWNwsMJg4DJ7JXxuY7Fk0WJy0FaVlCF0UEMhz9QjHq55Fm0ovFKWel6QduxYtk7m8OcPHWBMMLUIhnIagrewUSPxwKa/bLUOpGkrdyE8/kheB1rgjzFHOlIwyZYk2wcwa14Rp48JCdfbZZw/GDwF+qI/oi0hZ9E/jmwIzcMTEUl7oV9Ee5hnjwLMQePrSkbaxpz2EwaRglmFnwYSRXSCCBaWy8abttS8yNo095St3+vPL4l/Ztn1zlZ1ohEGx+GNyCMrmH3XGbBhnQ+2MsScQU8pTwttRVx9tBmdMcMw1Q/ibK2BNAKFswFTEHKPPzIL0f31nlmNYucxDyu6PYtC8b26l5EXWlbgZsWs8xDxrXoOD9tL3QvCHB2KpoY0wdMHceh79yfdgBCmgtaP1gzKXkMY6SNn0rfZcEW2EIbT2IfmYgyjD9DXzu7XO+ojpINxZM6w9+gjSZmioT5kz+ij6COURpj7SK8MTdmNOMG9h4Cm+9TfCrD6IybeeKpd5geCp7qEsNrash0uthzJoAxsD5nHzsrFKcNb/5WN+ClyjXl1zz7i+rw1ZnloXrN+uRzfn2UCAs/lh1mSONrbXMumXwRvBtaSYG7WN+cP8TKFrfcFDUbDFuDNm8HQorHB9D0vc2KgRRrrS0b6Uuvo/ig2/dnx8oI0UbUeAlK9+GBZExpPxQ2g1j1o/8I/6rL6pP7EM0M88D2Uwvkpc/QuVlo7mGwodgp11A38QGyHy6lvrc0Id/6w1bX+gIaTqh0jZCajmPHy2tjEGCXp4AXwtovyzxrQtk6MdzTHIug9jc561XbuJp174Ovnh22GjLMaeNcjcZjzgi833FFLpmE/2iYfPgr9yhbVjzmwN/ws89FVrSvweKrJ6Et7xxObGSvNBAL9GXtL3rP14FvO0vsoy0lxh/TJPhN9Tca6VNnTbFDKG58Lop3hpPDKe0Jpps8E6Y67RxjaEyJcUzsaE8R7jyDpuTqB4ZlFY8gvtvON3yJCUS/qPucZaxhoJP65MSPnw9Ag/RU6OfCnO21SuI76bi/CbSNlDVmGN5M+6TKFu/TfPWduRNYksaewjdUbGPLnSGms+JONoB+HwUEcmYwVzPH4IH0+BhqRrbg/eJTbnS91ADlj/TYRAaeQyUYRJAiVmfcmUBsfo3GdSWiw5nWkjJsE1+4jh68LZ1bRjkM+SJsZ+IU0W+Vla3BYlmwb2Al8KKHXy7NMlaaUXPHc+1Rn1NCCzLw9+Z0pKuykLiRHJ+aSBn8+rJgVLzicJJGXQ3u9pEV1IC2r2VaG8SQhYSIqVhSSwLIqjPmmyG/nzEDbt9i7yoZQmrFG9hU+T1ei8r/okISanmZjZ7JclTTz5GXxQmiQWlDtNXvncsTSSkmLkh8bv9p9zwmniHfk54bMkCT2jfNNkkONok6BJy5km0kU+NaSRGLOcjLInhnAh7TJEsguJYc/hlWeplKy5FtKkn6NrS2WdFfGlpW8lJq0zSXWBr/GDtEtScuRncObjIE3QOY006LOvJOGdEy8pLRo5jj7ifWLG8+ukVMi/tWkf8Wkkfpv4y5FWEj5H57IjjHQTw5P9siTGNIcTli8LYzLtjOZniZmOKPkzLbK5vZSzXSbtC4+k+Mlx9eW0cGRfZGknMz9LyrjB+IlxG9tH0uIzKq8y+0uMcy5f+D1TPmM9+pp6BLbaAQ2lkxiEfCZfOG0YfqPk5TtsxUeJSV7U59Lim+OmhTW/7/tXtm0STrOPrDKs8utXxn7UU58SD/HxY+yPa+fwzaVtzV3myOij0b4x14wbo/qFfsMnQGIWcrnMtbMifTUxh7kf6muzImklQSrP1dEPtKO1Lilpcja+p9237Hsm8I7xACfP4K99S+JDAab8DkTa0U/44UqWrwtlfxIu0odhshTIyemrMU74sTFWhIu5ItpIOHN2pNH+NP5iPom4UV7tb4yN61MRvuuTv77IU30TY5r9DSWmMfvqUZ+kVBut30mAzH5zzDPyR0lQznOi/maO1Z8iTWWXB1puPZKSYZSu9o7+zo+P/LRd4Lqcvm+sS89aYc02JqLsfGfMipLiPPM10uM7EA+zlikJ4xkX2Bt/SUAa+UaLcnunnSKseS/Ggf4VfSH4Ev2lJL9h327b6E/aGvXFD7+EacOkTHb03ZwUaSWBKD83frRvUuDkd+bFJLzm7/pUF6kLDJD5KOoo7STIjaKYh5LQOPo97ov8pKEeJRljUW5zDjJW8cfKnix18jNjNQnnOawy+p4E1zyXmZ/MeZGOMYznDEpCZ16D4n2sTd4HD5FONIz8zRnnxllS0OU08VXi4qGD0mZLfjYpPx7xVuszKa9H+CRl2moVo+bbgUAp10YfjU+ymfHot7lniIxJ4zUo1jy/8bjSCL7A3ID31cetB+Y3fR7hu6zdSVk0WoOlPek8HnJy8LXSTIrenL+8oh4xl5I38TTK531SVm0hC3iXlL+SyuUUju8y65Z3Ma/mAL//h1/1zpwT86q+H2NB/fHNQeQi4fFD+AHfzUMo5gDPEblCGYTxZ50LIi961lWmCFM/FyOgLQLLkFMXh1jeL7vESyaLVLI8Wkgm6SNnq0tObIkRLXZtwtAnTfOix561mY9FAQZ+RB7BAEdQzEnSfMfPmXxq7GAoKFbKBTsyUDedgdPztOM+csjmvbJa2FFX3Pyi9S4mOO8oECzi8QczE0opjHCmGZhEej4xEKUyaNJyiissZghDMwkN1W2S+CZZykRE6ApBcpK4swij/TBsk5JJs8RWPJMvJg/DmXZLFiVVtumiF7//QbA1IbdJ34mFymKYdu0zUxlCa7JYyAuBeMLGwum3NrRw+GxTKThTAGNGMbH6u8XZ2NLvMZMx4Zn8LFBoXPx2fn63+whlJoZYe2P+S4JtWZd4h9lvK8uG0mnjbt6ZVBnSLm+Uof3ZzqN8H+NSWsl6bQvFtrBpxzS33VA7W+AxSl2YRH7lXBPPys+u+mCWtG+fwFbGn/S7PkrhwqHvrOfjcWXAAGKMUHs8eEZBob7G+olpo4GCIRb1tJMvSG4P40a/pKAzBtLOYX5XtrW20J/aBGfjOaicK9ptpC9/q5jfzYMEe3OJ9SyYN8wg4Vl5lF0dMIJDfSry7/s0Doy7rvmhjNPVb+J9+5366M8lzaIe0oBJez2KvNq4lvn73i6nZ119n/LJHB4Ym2cx/l3tLI2lUKl4oqwp+8pS0pt3HEoH/a28bIGCplwvzV0UIcl6M4cN4Ul/KNvMZp+02kJHKPClkSyWctrWO3yOfLSDNPvia58Y15zwt9eIUF5ymh8UAm3EJcBSFktH3ubEdrt77k/9fQpLgIt1MjboCIr4wXGk3+rXhEZpiRMKJUofOHkem5fSU054yMOnTTvxhMN/hhBpbvAs1mx8YptnwU/GuoMPEB4fAAcUeCiHcnlP6Y3wCH5TVofS2XoefIR37U3jHHEN/gthW5nnIditwSqviyLZTNcm+pUNSXyn/seQwXMbJDFGzBMULdZT46pNMcas4bEhFGMj5pUwBgiFqzz8GaNBxpyxEBSbl/F73Gcokdr8vvlN2uphPjSu5B1zpXm0b63Gs8NIvSnWxZMeRZLvLlRqExnFOxvkNgp8j7rEZztOzKPCUsbF+huKc+XAR6mDv2QtlnkW4ckY6qD9/Fa/SpMhMO/5aVmKp8mqUENNg4ABgpGpNF8EMEChscfUsf5aaQoF4UrnOy4/Ai4lEMsNk7nJ3QJAQLX7EpaD49Jpv7cwWcylR8C1mGJqJ1UWLDd+uzyb/fdQO88LGwoWc1wyn55ZFumYbrYQpCTpY2BmllkroUnGgzpTiunzmCcKPeOrFJBbya7aTwwoppgwZ+wT8OC71E2b1arIWqzHPPr+JPjasQ5FL4Y/BPlJ4q5GGNalxgohIih26ON3WJyFEEgIaivJCSfGmfkmhKmI73MSS1fW8X3xjQlrmff+lNmaSXmlfIS6UvFCOSUcBSTlcyiNCLfGWqRjjgirx3LDZcjSMQTZtuKqrK/voRyKvHxSBLHAYGVNSO6zMA8sxVFe2CBzLqUYhZTn/tqKOOmGBbz4YWlFiSa8uqFQCIrvXVuRpP9S0LPewJMou7aHmXRLvHOCa/RfOlo/au+qeFobjRSKF32sbWSQfC7l9jIPIZvxxrs+F3/42RjTwlCwxDuf+mhsJImv35f5mDOEacsiYWnuRs42GQfjNjbx2MraNTaSa4g8T+Gt/Smntb89jxjj5ZimmC7r5lZZpIyeu6GuTaFwNweFstq8U2IgjnCU1kjdjG/j3GmmkliARRnwVOVmXSjGnSyQvrmYAq7SZAjMW/F0GcWY5EheDbMyCPCDk5j9fMZ9ZXLcnLmkHe3sIyApn/I5bv5WSm/+mxOV8bV2xp1PCj64KlUEJkEgMTzZfwAfA87hJ0ZoC+e4k6TTFybtbGXH03wXJAFs5EOpL/wsn9fxMEs0N15a8+77kyDGFxj/I3wSJUvGJilBs2+MSeKulTBpkyb7NAn/amknPl+4wW8Hf0yc8fJ3wueSd/yVWaeSRWL2Z3ar5NsufJmUdUqCTZ4v4kKIeJcExOxTjA8RvlD64ifLtuyXke+SJFBl599JwMmX0ihz+CyLdJWfXyV+XvhR8YeSsJV9yUQ6/Joki8Ps1ygpqHNd2/5ckrVB9g+0c/KRlATD7IcpCZgjf4yRZ/kpTlJCZp+dcBI+fLGU4drfxVNW5UqKy1yH0tk1vGAo7bghi/8bvi35yNEefCdKw5y5f3EjYTsvuPFz1UXKHP4my/cuScDT8f21HkibBfEnxJdNpdVFwGVK+l74fitLw6cTX4r+4jZKYfVtvpmMfX4e+XNMCqgc1bg1Nxnz/BUlhU72jRnpGjP8wo0jvtiMJWXgKy4dJ81jkJ8nPkU5ODfnDJF5KvzBtcOVYwoPxVca4kCdv9KktM/+Lj0zxqRjDiA7iUtedQlXpM8vlPEdv8ULijonZdDokgS+mJKiI/t049/KHJgUcCO/jRG361N6qAvHZOGV1z3zRbLyzWU1B1Uaj0Da+BhdlMEnIR9cs6R15Vx8lhVfq2klLXi+ZptzxUrzQ8BkZNJEXQzp/HJe3ylz7Jt2K7Jzakx5pYrAOARCyEg7ik2y+shOxsfFmeY9oSjG80qP5ToepmmpzRd23n1/EkQJJ8kaKCuehgSQSdJarTAUEcn6Z5S98R7OYjnE5XibM1xOqiloXNbgshlCUTjzH0UuvrQVQ/GKIBPCzK1/f3FLvCs/CVcc2vtrU1faIbS2w7o2XT5deVHotBVj4lPihAIDFnFZQTvt8rc4cYtm+Xzcd/EQJ7/h+LyME1glS67cTm9961uzU2TOvl3akayTslIwLp4p47a/9ymdhNPuXUQg7mqDrrBr7dkkjsXXWpk3YnkodPqIciQdWV70Wj817/jrImOWY/w+ijHT9z6ec2ZubnPLnAsFKKTNcRQCFGFD5Y40upRA8a4cU9KjjE6WW1mJa+OEU38KfBc5RDr6LGV/F9ng6KOosznZJQPJijLPE5ydIw7TlcHN9ZNQpNcVtlQy2XipNDkC9BBB85iflq14SuZ5ueNYzMrCRqHr53QIuCHOoE9+DvJu0XSxa+hJEcBIEVhRCK2Txt3M4VxZ6vYfuy1uqKpUERiHgJsK3Q7DagDpP7MkCuQQjEomapZ59KVVx0MfMvU5BObd9ydBmXIible10zykiJkkvdUKEzfadeUfShvWj5VWFwFWGf6GbrmcRQndsufKeoc2kk+ckaXVLNJeyTSG+nVZDjeSuZGWco+VVKXNgwBlb3Jxkf/mPYen48ONv5CPgreaNdrWoXQkLv/ZEJHPSm8czrpOGyU9cwwZL/nUyhsGs67XshRPCsXEDjl6kxwDzrp8my49eDousv3222+6uq9khUvFk8kurJ9WsgzrMS+mt66QjytP12MdaplXFoHkMyHvRjvigxyHmSWlCxGa5KQzM0orrXiq42GWLbnx0pp3358EsdKbwnq1eJqknjXM5kGA9azjaQ972MMa7ikQZdd6IQozirNpKKxnbPY7tjUPS4RpylPDrg4CK7VxMC+FUxdqYUnV9a4+W3kEhizaZlGaZSmeTIBBznxWWj4CBiBtY6X5IlBaOfleMufzzXn9px7HR9Z/TWoNVgoBFgmO2aGhoxRLKQ+zc75EVpJRKstZx0OJRv3eRmCefb+d17jf/I50HdsaF6++rwisJQQcyXH8iSWtPxTHDtdSOfvKkm44bfheI+A5MjWOSllLWPJWVTyNQ62+rwhUBNYiAstSPLUrxAKqdDjYfl9/VwTWCgLV4mmttEQtx2ZBYNYKp8CNSXg10Q406udaRGBefX+autpcKY+lThO3hq0IrCUE0m1WeSPjlFNOyb5i0i1bEzlJXyt1sLk8zQYz2aqkSZRVZfj6vSJQEagIrBUEuj31TVi6tsa9rZWfMJkarCKw4gi0FU8rXoCaYUWgIjATBAjTrBZX+pjdTApfE6kIzBkBCieK2XrMbs5A1+RXFAG3pKbr2POtgpwfV6oIVAQqAhWBtY/ATBVPa7+6tYQVgf9FoDxq94tf/CLf0laxqQhUBNYfAuEEsyqe1l/b1RKvHALzdkq7cjWpOVUE/oDAJDfl/SF0/VYRqAhUBCoCq4nAshRPq1nwmndFYDkI/OY3vxn5mtl2222byrwsB80atyKwegiweGLRURVPq9cGNee1j0C1eFr7bVRLWBHoQuCXv/xl1+P6rCJQEagIzAWBd7/73fmmUBfHzZpm6uNp1oWr6VUE5oXAla985SYWc0JrdS4+L6RruhWB+SIQPp6qn6f54lxTX78IGBssnurtQeu3DWvJNy8CpY8nN+JVqghUBCoC80Tg+OOPb8w7FFD77LPPTC8zWLbFU3mFadvn0zxBqWlXBJaDQHnUDlPOaqJSRaAisP4QCMVTtXhaf21XSzx/BH760582l156afbxtFJXcc+/VjWHn/zkJ80zn/nM5vrXv36+1OcHP/jBmgGlbuQNN8W//uu/NieddFLjcxIi+F3xilfMQQ877LBJotQwFYGKQEVgyQiUym63aM6Slm3xdMYZZzRMsf7yL/9yphqxWVayplURaCNQOhcnsFZGqY1Q/V0RWB8IxNitiqf10V61lCuLgGvnd9hhh+pcfGVhn1tun/70pxt894te9KJm1113bR796Ec3u+22W7PddtvNLc9pEn7nO9/ZHHnkkc2nPvWpZqeddpom6qYJe9RRR2Vrgpe97GXN5z//+bG3gdvU/8IXvtAQANfCBj+lJ3cV/KP+13/9V9641S/f//73N//5n//ZmHOUk3XWu971ruZGN7pRc4UrXKH5zGc+09z3vvdt/uM//qPZb7/9mqtf/eqbps1rRSsCFYH/RWDZiieTy7HHHlvxrAisKwSq4mldNVctbEWgF4Fq8dQLTX1REcj+zyhnq3Px9d8Zfv7znzc3vvGNc0Xe+ta3Nne84x3XhG87CgiuCyiabn7zmzcPechDmo9+9KPNve51r0HQf/jDHzYXXnhhc/nLX765/e1vPxh2I70srQncBg6zSWi1lE7nnHNO87rXva754he/2PzsZz/LyqbY6MFLI78po9D222+fP/mV0y/e+9735nnIwze96U057J/8yZ80d7jDHZrHPvax2XBhq622ynHqv4pARWBjI7BsxdPGhqfWbqMiUPqDqUftNmor13pNg4Djpt/97nebH//4x3k3lj+YbbbZJjORV73qVadJakXDGr8Y3nJMr2gBamYVgXWAACGfIFhp/SJgPn7c4x7XPO1pT2se//jHN7/73e+au971rtl3F8uTl7zkJdkh7OUud7lcye9973vN1a52tZFyyjxJwKcsoETYY489FoHxq1/9Kh/puuSSSxqXrvzZn/1Zfv/Vr361ed/73tc4qvm3f/u3o4tZvHz+85/fPPzhD8/hWGC9+tWvbk488cT82z9pPuEJT2he+9rXNje5yU2a008/vVEuyqmLL744W8bsvffem0bxNOnxuhGAq/jlUY96VFYUff/738994WY3u1lzpzvdqaEs048cAWTJ9KpXvar59a9/3dz73vdufvvb3zZvOe+85gqp7xxzzDG5P+ErDj744GzhhL/48Ic/3LziFa/Iysnb3va2WfGkXz3gAQ/I6a5ilZec9SmnnNL86Z/+aR4jxhdFv+ORlKqUbP7gZgzgVULuMAauc53r5OPQeDA43uMe92iuda1rLbksNWJFYJYIhD/kWaVZFU+zQrKms64QsDtjkrcTHN/XVQVqYSsCUyDwjW98IwsbbWbGTuTHP/7xLIR885vfzCbykmUujzFiTWSMEHD+6q/+Kh/ZIdTc5ja3yWEwVszoV5MweJjf2IFdzbLUvCsCaw0B49gYvtKVrjRSJKy1MtbyTI7AU5/61ObBD35w89KXvrQ5Mh1po1h6+9vf3vDx9MhHPrK5y13u0vzFX/xFTpBQTxnFYuVhD3tYVjT98z//cw7LP9TnPve5PLe/5z3vyVYsz3rWs5oLLrig2XfffZuDDjooW7mcddZZzf3ud7/G8TBHvVisyE+/IpBQOvFXROnwtre9rSGAWyOe/exnN1tvvXVWjLHwOe2007J1i/JQaBG473nPezZnnnlmFs4nR2BjhVwtK6YhFK3/lIiURI5xnnDCCdkq6xa3uEVuO21f0t///d+XP5snP/nJi36XP3beeefmPve5T/47LymonvGMZzT4E31XP9S/1hvp86eeemqz55575vFEwU8RHJam+CjyBsWvsQG/+HPscNt0NHGrpJiipKKkM74oeitVBFYLAcdkbRAgClPWibOiqniaFZI1nXWHQCicLAAWiEoVgY2IwHOe85wsQBASKGl8YnaQHWzKI9ZNdum8IyRgmjBPwhsfvhNSME/iPP3pT88MFpN6wsOBBx6YmU0CCmFoJQlTh6riaSVRr3mtNwSM4epcfL212uLympfN1ZQVhHsKgcMPPzzPuW4hMpeH0un8889vWCpd85rXzEoeSij03Oc+N8/z/LKyPBGeBRXLJMQyhcNyvnkosyiWHIdzHOzOd75zFoopBw455JCsMBDnuOOOy0LzIx7xiMaf+Hw8OZb1wQ9+sGExS6mlPLe85S2bAw44IFt5sNq69rWvnS2krBsE781Ga1HxZM2nIMEX6ycs4/zpX7Mkwix+Q9/Q/yhd1iPB6oY3vGFWnC23/MbE1772teUmU+NXBJaFgGPToXhaVkIdkaviqQOU+mhzIEDQDv8wVfG0Odp8s9WSo1c7z5x9YvAIAHYt7TDq87vvvnuz1157ZSGBiTdTekIDh6cEVVZOBAOMEAaZoIIuSUcxvv71r2dT+Re+8IX5+IRdUg5DV5oow+zMMnOvVBGoCCxGgELWWDeeKS0qrV8EHLNzvbUjUCxHHIFy5MkGAcsUwvsLXvCCfEzu6KOPzhV1qyH60Y9+lI9Jsab4wAc+kHexOXumeBLPbWkuCjL/v+Utb8lpOBZGqEaOz4nrqBXrFGuDjQrkeFWpNOI02i75Jz/5yawcu/vd79587GMfa2yC3PSmN81x5COMvBzFoxBjbWWtqrQlArBitbgSiioKR+2jT5k7HKek6GSpdoMb3KDZZZddsiJKO7OM0P7azXGy2NC1uYXHtjYTYCkhKSP11Q996EPNbxK/8e+p3znSSRnphnSWy+uNWDtxqv7tb387K2nVw5iJ44nq651nMVb9hqsxbDPAvOzzbne7W97QqxsE660XbLzyUjjHseBZWjtBatlciILZ7UBMdyd1kpcj1H8VgVVEIBRPsVCuYlFq1hWBuSBgp9oNNJQydqgf85jH5ONy7cwcoyjpdre7XflztIuOGW0T4YMQgrEkFNk9X0nCwGFeCdaVKgIVgS0RqIqnLTFZj08e9KAH5Q0Ex+UoIighbCRQGLFscmzNLXdXvvKVGxsCLIw4+aawcAueefLQQw9tbn3rW2d/O+94xzvycTjpeM+ihSBNQKaIclSOkoEvH5sKjsdRPLBydcT6DW94Q4aR4qEkYZTBMcCz0lE9DqRDNnBs2yYHwYZ1FQfpbjqzNrGy4uun0mIEKH1e/vKX54c2k2C3EsSRvbwpSvxp/y996UtZcfmas89ufpHWfusupSMFi36g3W1yUbRQaFKq6E9XSn3rv5N1srKzpmAlrX/pj8gRUXmsJzIOHbGjdLPx5ngc5WnIFmFNDhd4+E2phCdDLMtsfsPwK1/5SlZgXeUqV8m4rSccalk3HgI2GiicrA2zVnYvW/FkwXPuG/kei8vGa4Zao42GQCicYkd4HvV7ylOekhckC41xghGzAFmY/PntUxksQiURFtrPvPccMWmvVBEYQoBfDUyPHcdLL700+3JyAxFhQr9bDrGawlhSNGG6MJEsozgxjlttlpP+pHExbl3jZ9L4NVxFYDMgUC2e1n8r87tzxhln9FbkyHRczV+b8ArmyJKk5WY8PAaB3/uXvexloyDy8Y7iivVKOBoXwFE7VjE77LBD89nPfnaLzQwCOT7F3HzRRRflSyqOOOKIHIdfQTdhWysou974xjdmnujkk0/OFh+jAmzQL2QkCghrJ+uYSYiSMcjmzrwVT/oDSzltjFjm+Nt///2jGKNP6z1lovpQnuhXlE/mGxZRk1rv4IvxJeuJWDoZF3BxTNB4YIGt7iyegg8yFowhFmEUcRRvoZAzxtRdX+DOQBoUxZUqAquNwLz0OctWPJXAhAKqfFa/VwTWKgJ2KQjhJn4M0qyJHxy7jsyILTwWI0oAC5P8/H3nO9/Jn/FeGXwvP/OP1j9M2weT74Rzzz239ab+rAj8AQFm7hyBM2GneOKUFvOD7H5vt912mTl0nI7iyDNMjz6KiXSLkniIRZPjdZSodqxd7U1YcSMRHw2OShBwgtnKkeb8Tzkp0Hy2Bas5Z12TrwisCwSsb9YUFgmTCoHromK1kBMj8P/Zuxfg2666PuBHbR0fo221o7Zj4foqWKsFYbC85JoBJ5SXgwMCAb0xaVBIiCSghAT4gxpBBCEQIFDhkicBI4IQHUPxajACosQWKrZSb7Uzgq8Z3x2rtPuzkt/Nujv7nLMf6zz/6zez//v8z9mPtX97rd/6/b6/x5onG/UN1PV7/Ob3HHTyP2IgIwWV2xRODcY1oEQUyK233prmIhEi6uEg88ZhJPwAJq0aQBrL26/92q9N4JHom2WUz/dTnofzyjy+KyTDR+og/UftNX0+FjkhZ8nbI0eOJPvC+KI30ad8T/e3dx7ADuAEfALUkdVhA+wKL2o7KweGcGAy8FQ6BGtI4+uxlQNTOEDgCxFmRAOFSpMoEznyb3/720tfevayl70sKXLFL1wvuDcckLZgZSIpGCLrpDXwKIpUAnhaxY5H8/d+7/eSx1sNEHUX/qZRAMMbx3PpMzJOpOxJq+OdUw8qNzpE9/FmP/nJT14bDyloDKQKPK2N5fVGO8oBc1yM5XU9glXOpFJ1ARvrakO9z2Y5IM3qaJPaZ6t0Bwc4d4ZEE+QRT+vgIecUebEKh+y89tMtRILtCmkrPYiMm0pSUdW9osfQaXZJXkovbJdmmMqPev5+c2Ay8LTf7KlPt88cINwJehMIb0tJAgyJShJx4nN4Mezd04RuH5/9n3/n+zAUeE9sFDibOg8MiLFgmboMvDMKflbaXw4AnZC+YhlfICuPmm0ZAWXVaXAezxylUHTUIsXQddX2WCcZMzGOd0lZWyeP6r0ONwcAzaIV1WdbN/D0lKc8Jc2DeVTE4X4b9ekrB4ZzwFwcNCWqKK6xbA94kj5nfl0XuV9EY6/rnlPuU9JukAlBxw/7II82nNLGdZwrPZfTMhyOFhQQOS/CS2AKpyd7JvSzdZdiWAcP6j2GcaACT8P4VY/eIw4AX0yspYX8S1/60hRCHpO3PHCCNydC2H21wcYgkOpkAorvwvPB8Acy2T7+8Y+nsHVL2wIH+pJVyhgfFgOwzLIQX0UqpVhZLlnKodVJKu0fB/Qtiqt+1JcoVYtApq7rALaG9Mmuawz9zrgyXuxLj+OhbanHVw5sIwekzUiLCkfGOttIHpjT2pQbIu3f6v+VA5UD8zlAT1w10V3pC+sEnjzTuu83hY/S6oBlJch18Fv5gl1LOXzXu96VALPjzSICwCZ2hJRCzkq1wjgvOcxFz9PRRO+Jlo+i7CX4V6+xWxyowNNuva+9bu26lVEGawBPQJ5SBFSyRP2DHvSgFIr7+Mc/vtSlUyFn4JHihHLC+9Cll16aUqA++tGPptQooBXlRQogMMpKOBQNod/+/7Iv+7LZC1/4wuSp6HP9esx2c4BCA3iKmhyraq1+L710nZSP3/CorfP+9V6VA7vAAfMbOVAi4olx8da3vjWtsqWgrpXTFskWBoj758Aw77jtO77jO3aBfbWNlQOHigOAAqn1HJLrIvdTd3VXSJmCUpkSnp3+Qi9XDsFKwdtK7LSrr746PTu9kr2g3cAz4JL/AU7SSS1M4Hi2ipUrrYooClZJBitjAu9kcEjHrrRdHAAQWu3aOwYSWuGuFE0Gnmr1/VKvYvXXsaqCKBdhkeq0AEYQr+TQ6IbSrb3qqqtmn/jEJ2Y/+ZM/WfrSc69H0AfYZV+C1Ln5pV/6pVQ/h6f3Z3/2Z1MtJoLXpkinCQswRSEH+EQanSLOQlSdZxOVZGKztxHcAZb1AcosU6uI54mmCPn97ne/2cc+9rFUHNr355577uz+97//7Ad/8AfT6iXnnHPO7G1ve9upiCuTyDOe8Yx0Xgm+1GtsjgNkNGOxL1A5tqWuv26PpXGQj+Oxba/nVQ7sKwcAPsaJiCdzzVjiuLDSmZXIrFz1Qz/0Q6mGoRTcLoo5lXHBqcG4sEQzonOYJ8139JIHPvCByXjpuk79rnJgHznAoOtrP4kiCafOuurqipRcpzOH09O2K6R+ayn+sAvo9mELcBJsI9HvlHDgbGC76JfsSStbqlEFsAyScvfgBz949uM//uMJSPO/7AqAE2f4r/3ar81e85rXJCe3eqPnn39+nFr3W8ABi0LEgnHKs2wV8KQxcjwJRQZtpe3kgDoP3/7t355qDlH6HvWoR50qinef+9wnFRzeZMu1yUofhBMjWdG+I82KEKukAHFCMZ96L15ggvRfNjnNBLDNkqomU8ARMIeS/SdN3SeegEif+0wjzP+hAb5MNp/XCPPPagAxE5D28VD7zLOsWPQZZ5xxt7S9ee0+2hTzfP7zn58Ueivs3fve957dfPPNCfCi8D/taU9L9/zRH/3RxGtLwgK8vAtGg6gnSyBH7va8+9Tvt5sDocysGhTSp/SddRLPoL4aANQ6713vVTmwKxwwx1lQgCwYQ1JAvvmbvzmd+nM/93O9CoaH8QSQ/uEf/uHZ9ddfn1bVlPb9q7/6q8kJJtqWU4RH1R6pAcIokbpLZ6lUObBPHGDMfdd3fVcy6uhYnH7LCGDL+FPfaV3Ak7mcc7QP/dEf/8nsgx/68Oy+9/l3s3/1leNKNpATq9b5+zxL32PI1ADX+54z7zh6Pv0s7Aa2wjaSCFX9l10AQFKqg9NAhJMMCt8Hca6LYON8t2ofG8QK30HO+4Ef+IHZb//2byfbRoSNOeraa69NkVNxXN1vngNA8pI0OeKJEAQYVNpeDhCO0r1EOL3pTW+aWYXg0Y9+dIp0IRigzRRLeblDCbAC9V8Uar/omryn73znO2cf+tCHktEq95eC++xnP3vpJATMcX9FjWOCBOZA3ym3wLV53lhtKg088Voo4CoySehphMsCpKaSulHAKm32jAS08NxFJLcaj17ykpekFD2KP48D0jZRbvKzHfPqV786fc+jrSD6TTfdlCYL96QklfLspJvUP2vlgLH9yd/93dFjtG9jI5qv7/EljmOc8rxR2iiClSoHKgdO50A4VqRA9Fke/fSz7/iPbsCJcfnllydvNcPosY997KnUPcuKX3bZZckQMd+Yd2N+MncAkB7ykIek1Y8YlyKmfGfeibmFDiDKVjoGvdIy5RV46nobZb+z+Ek4uUS1MQiRxVGk/Yi6JmfNI6LXONLI+gD8gf6i3yr140AeSaDeZh/giYO/ZMRBn5bSqfsAIH/1V389O/s/PnP2b7/h62f/+uu+9rRL//Kv/Orsrxo99WEPfXDTZ77wtN/a/wCeSqQCt6+7yv9LAk8Rkco5sGon4RCevOMd70hyQIkPMh24JGIp6JprrkkOd+CoVDu2ZdBXf/VXz9gujv+N3/iNFFQQixrdeuutyX6TlSHdDkD1K7/yK8m+ifPrfj85MBl42k+27NdTmegsmc6LaDKx9CWAh0cD8ASAADZQLqV7WYUgSEgloIowPOuss06l6xC4EG8ABXrMYx4ze+Mb3zizeo37fPjDH07LuLfrG5lon/vc56bIH8fffvvt6dpAMfd2HkMyJ/nAFBv55hdddNHsmc98ZiqSHQqS9l955ZUzSlOk6lnmnfL68Ic/PL/UaZ8pvDFxUJ6mknabPNz7xhtvTM81ZMncRfcPkEzElKgkNZ4of/OI1xg/8UA4LN5pi6jE7//+709hrQA+EWZS7EQ78Vrc4x73mP3O7/xOWonPs/BiUEwX3WteG+r328EBBucXNn1l1UqdqFeReesk4zcM6zBg13n/eq/KgV3hAHk+RQaIjDV3cF4dO3Ys6Qnvfe97EyjBu40Yx2oIMlLci+xBDAqGB90AXXjhhWl+zMeslHCgE71CJBSwo9JqOSASjfNP1Lv+wZFHD0D0Q+8M+OBd2tNx6EpAAnKXXgJ0ZCgDJist50Dp6IHldxx3ROizy86+/b98rInU+cezl/3owd0O/cu/+svZO9/93tkt7z8xe9XLL7/b7/kXf/qnf7pTemaAQ1PlKh7QYziKjTNRT30Av5x3q/zMocCWMObZASHr457sCPJaJBR7A/1u4+iUqsnee+1rX5sCAZT6YI8BnkRAsemsgsxJIRODjSl98T3veU+aX+L6db9/HPjs/Xuk+kRtDgASvvM7v/OUIgd84l3keUQECkBDvR/RQwcHB+n7480qBQQBQOdnfuZn0jUCoKEkAp0ICSutSY0TLaMYGcFCgbnkkksSaJEu1vwBcFBMH/nIRybvJyQc+ETonHfeeemwLtDpEY94xOxxj3vc7Hu/93sTYEIhes5znpMKk/LKEXrXXXddur+LAMpEPS0CnRwXYA7lN57L92PJNUxC2gTNB0A94QlPGHu5084zEZmYAIXajea12bsk1EV98VaKcqJMAhSFa3tPBL93C2w00bnWBRdckNIhhMSqPXDLLbekSUaq3S7l3p/GuPpP4kB7XK2CLRSQdRuLFDbjwT43YlfxfPWalQO7yIEAZqcYSKJinc+wePGLX5wMEdEwxxoACjiBLr744pQywYnEAcRBEg4LRqX5P8hYjVQ8NQ85SjikeNc5o6RwAETMeZVWwwEOJXW2gINHm7R8741uxgBkNNJf7nnPe6boNHLd/wxFfUB9SPVbAI/O24ShLBo7HI2r4dDhvio7IcboIk585jP/MPfnR/+HM2cXPOPpjU78ybn6qpMTiNPooOvQU+Y2duAPeAMoCgCKg1xWgVRkWRxKY7z85S9P9gg7SQ0kNhXbq02RbWLs0bXXWdS93Zb2/wAjjm5RS2wFpXW6KEAndiS7h2z5nu/5njQHKEEiS+PNb35zOlU5FbWh1PaVEeLabEq2qjq5ZH+l/eVAjXja33d76slEBPEkzitmSDnkyQQWASwolmeffXYCLHgoRcoIn6RkBAAF1KB4SGdDlBi/A4EAUcCsN7zhDbPnPe95aRUDgouSIKfd9YEjwKEgyjHlFlFi1KQCjDz96U9P30HOATru6XnUiACMUJBsgDWIO9BERBfBR5gJ45xHATyFYj7vuL7fM35NQqLEXFMBd54CoNxUMjFpr4kpJjr36CLvkQD37Aq6Ap38/+lGwXcd4KLrmOR5G6xQ4R2LjDJBuC7wkOfaJMC44OXWNyrtHgeM+2WgzF824/EFL7589j9/7+TsuuNvnH3RndF0z7r4eU0x/D+aXXThM2b//gH3X/jwxmWpVV4W3ij7MQCn2Gc/1Y+VA5UDGQemAE+iWUROA4eAEeYYRgjjS6o+Eq1sjvadCGpj0p5TA7jh9yApfxxaiGME8CHNTqq6Wh/vfve7U+qeVDylHDhcKpXjgJRJvAUueD+MRGl09DaAId2AvhG6EWPYZ6k2QER9iXON4e37VQJPUvzoiidPnky6jP4moi70RWUZKpXngL6x7L3+8R//yeyW/3yiWSRg/vgM3UM/mUdkxl80DmXyoyQBNyLqsuR1XUsfpO+Qc4j98/73vz99DqewsZSPEf9rz6te9apky6SDmz+AXbw27ujndKkp5D5sNs4BmSrsprEUfYB9IGMC8KQen5qxnI1sx3A4xtgUKMB2ZIMA49pEfljdjl2IZMaQ8dL2BDQA7AQY7IrNQceWKigNMfp7+5nr/3dxoAJPd/Fibz+JWBHlIkQS6KNAIcWRAgkUAQJREIFJomKgzVa/o4QgubuEKpBJMTiAihpBbSOTwkjQSeuj2LgWzyXwSKQNwSXk3r0J11wYUkQBNgQ2wUYRUiuCIDMZUT4JePWGCFUU+/RP88e5VlAQaUVwCR9//etfn/KH45h8T0C4ZihX+W9jPgcgBNxRRI9wBcRJY5tKATjZuy4FMCaE9rXVz1BPgyca8AXE893nNpMaAS+ijceSYqEPmBi8O/3A9zwzwEjH2h72sIclJZOBEH2ifc/6//ZygFIXfXNeKz9w24fSmL7hrW9KBkgc9+qf+LHZ1de9bfaOm352KfBE+fjbNUcoeK4a8RRvq+4rB+7OgZjfyAHzxxhSg4NybV41V/Bum2NEKPFYc1Qw8swzjBGGlbR7xoPoWrU+wiPu/o7hhPq2b/u2NE8BQcxrdBNRNxwmaiVyXIkcYDxVKscBvBapRA/D63AgDrkDIzR0wHm6yJDrxbGiPTgV6aNKAehvOTHktR/RNyuthgOiDYGMi+jDH/nN2W/914/Nnn7OsbmHfcWX35Fu+/ZGh3jsox7Z6J2nl9JwInuCfCAXShKHKcCcPs4O4kwtRewLmQEBPPWJviODRfvQvXNi/wTw1GVb5cf2+QzAAsh6fuVJLPzC3mK/BUi07DoiuAQR2AOF2HPAti9vgDOpdNpM/3I9bQY2Sd31HPgSwHXXfTgYon4f+87cIZiAPGKD4BNbkX2qluC2E9DpBS94QQqAAODvA+XzdennKQI8UUh0SFETfZcHLf0g9XrzOUAwAHKAT4QjzyPUHbADtaY8AHuAEIjnkcJoUldHicASMSXMWv0FAjfqNOV3teKB1WnUj3rSk56UEG9CyPkUTOlwFEgAlLBtig/lRYSSayPpcbwGJotA/YFeakIECcv3Wxt4Uo8IsOZYAosXVV0KSnMXBfBUCqE2ARHECq0T0pQnz1mCAnhyDwCbd8rj3EUAJJuIMUrbueeem8amdyzfGnikJpfvvUspjDzMop9EqZlUgFMUPMXH9QPGSwWduri9/d8p+EhJWESU/S9r3n970vTev7xRHP/itg8uOj39pn/8fdP/10nGQhjW9pUqByoHTudAjA/GOpk+hgBK9Id5ZI4QDc1YzQ0bRoX5nmwwrwQxOhgpDDB6gfkSOZ7ji9fbOY5h0FQqywHRSp/4xCfSnC+aiG4QDooAKPUV8tVCKd4pZ5TvzCeI/hFRR84pRZx1gEskmp1eyXAGRElT0h6AiH5xxRVXlLrtVl9HihIbS2T/uoqM0xnohIvoUY/89rQK85uPXzvzuYu+9Ev+WaMHf8Psp3/m3bOHPviBs3/xFV9+t8MAJWyOeTrt3U7o+YWsB47fG264ITnAAShsDRkRdN8ppM8P1Tno8SHr8nvTu9gOfue4LsEHgLKNDSZiFYgL1AfsWNF60fOzF/GMTcg+FPFIVpPhP9xkQcgsAVazR4xJv9sAR5wQx5uUQlkwSqmYFziwg9QBdX+lVgRDsDe1xblBQBxzhPTsUsATe9EzsTnJspIkawS19eeS91j3tcgZASPeFxuxJI3TQlotACwAnyBkUMtK28cBQuP8889PWxhr0UpATg4qGPTeZ4BL+SAlRNRkIBxFH+VE+VRgmKDLlU8KjknFRKZ/CLEXjUPhiRoOfiMU1HcAjgVgo/4T4Wlg+w4KLgoKOAW4ygngBFCTXy1qh9AErs0jgBNhb/Kwn0oBCvHuyl0GfsVzTL22KDFRTjEhudc8AjoB7tTGAiiI+vLOeD6EgqrFQbHnBbKUKQ8Moe8eotvwV9SanGw89k7b73revev328cBfWWRwUke/K/f/4NOT6Sn+YLPt6LRnzd96c8bo+OfzH1AxgElpS1f5p5Q4AfjtjSAXKBZW3MJskC0KEA/AHb9IT5vTUNrQ1bOAcATL3RpojuYX1A+7/sfcBDEuAxiYCla2ybHv/KVr2x/Xf8vyAFR4YxFRhLdB5DEGCa3yYYAkfxPD9Rv6Aj0gNCT6G4cbIAJ30UEUolmitTgjKQ/MRbpLzZzGGNU2WVXNEsAAEAASURBVAUGK8N1Fyl3zveJKlBCgkMViUBZF/BEx5fmuIy+8As+b+Ehv/Pf/0cT9fjx2U+/7a2zz29F+sSJ+o++mMuI+G3qnp5r06+B2njIFmITATyA6lFjdsi9uoAn9WVlGLCJvWdjDFBqLNHf2UL46p45OQ4P9PFFYBbbic7ufNekp1sQCNG98M/36jKJKvJZmQ3gjeuqP0WvB/ZoP3krKiq38VxLOwBJgkmA/4BgQJOINCl8bCy2mPvJmKBnsCG+5mu+Jj0fe0+anWflsMiBJ+l1wD/1n6LWrJq9OeEZx7j7ltJXBCZ4fuVEyC7lZIBQU4lznsOkzcOu65KjbF9z5rJMGLLPs+e2eX5NcldGC15FkEb++9TP+q9FslZBk4EnKLzJCRGQPueCdRWNrte8gwOEyiIhNY9P7XPaHZsQtKGuwWTQorbw9B2BZcuJkhkRF36jNNjaJErKlhOEnqCkbAjHFHFFGBJobXJtSLqtDxGsJgleELycSqGUmQyAN1IMTTYlCIhmohTBFONtnvHo/fAG8mIiqDVhp1YT8En6AkCO0LJktUlAYXG8MEFTRHmpCUaRbiLYAFaVdpMDAMVFIfOvf9NbZrd98MOzl7ywe1Wi+933m5rJ7Ytm5z3z2bO3X/fmuUwwzo1BSsgqJsKuG5uYa6rd6ZwRhUBWMA4ZbDxWUqS8F8oohZHyWA380/m2r/8ZIwEOGKOlydwk5a7SbnAAOEjnYRxz6tEj2nrXsic588wzkwFMN9O3OBtLEocdg478YmiLotBeeguQDHjWBjlL3n+V1wIcsZvQOeecs/RW7Kqg/HN8t6o9u6APoPjPv/QOh5M6kVEbMm9TqNbzQCfHRv+ZBzypF6SfAT8jYogdA2wJ+4WOw/mlP/vNRvehy8Z3fpcB4TerMSop4toiylz3jDPOmOnbnOjLCHDz2c11cj1cn+XoAW7gnbmY/LWRvZ6PvsKRnqcVmq8dQ3/Kr9dug/EAvGKXOY7jnq7ls/a4vmdj23hWn837xoprAxLx0YZfjmOjtO08dsDBwUFKs7NgFJtL0ID0auR3AQIiyugUwDzZMcAi/AQ0uaY98AIgB0wOesUrXpFKeACzRDgCo5RayW1K491xJ06cSO8lzh27D9sQ+APQArjJ8DB/eQ4BA0NJ0IZoMs8NjEPeP0BTxgueyboBBHK02OtnfmdfCQyQhaJOFpkc5L2KylMHCx+Af0BH8lpwABuQTIwVSJ0voGAV83u0qeT+dISgwJUZxjrpWOLFMFgMENErGHmyKSqocxucIj4MMp8NJAPNAAd2+S0iQghon13Hy7WZXAM0Gdu+bTiPwNQRdULgxr4TodRngh7KB32Bt4DgLQE8mTj0XZOjvkfYS2EjpEuQ6xsHor2WgY4ENvBLBJlJ4XgT+mq1CUJWmKxUO5OkyDCCUhiu8SSk0mQgYorQBPyp7VRpdznQBdLmT/OM8743KUjvfNfPze7zTXevgfDrv/HRJmLxr2fXHr8qP+1un0U96KOA11KRfne7SeuLGAf6OCXgMBPvoXELUDJvkptAZN5HIJT/zZcUVcphpcPBAXLdvBQe9dJPLY2eQwgIEd730veo1yvHAbqzvnD06NFkfC5Lp+q6s0gdhitjidxlyJYiBpYoCSuBMWZ95hwTocDgYjSOMRJLtW/qdfCO0bvt1Bd4+jdff6/Zve/1dbMnPfWc2bObRUge/m0PO+3R/iDpw4sBbzYeYxv4QJ60ScoVG06/DaeWukIc5FFLiBFujkP0AmCWqBHPQS9BgCi15/xvAwwBAlybvmyeVG8uTwtOJ3b80ec/09wnB4oAANIhna/vsktt5C/HLpuArtIGejyL9pDVi0jtXOONI9/x7Fx2jM+eX9/ymbNJBJLPNvM93QCP2TsikwAXIgj93kVsTJF29Ad2glRXz0K348TGL4sP6ctAJe+NPFBOBRiDRALRSzwzcEdatXuzj5yr5lSUWjHePR8ABan35zkFHQAE5xE5BICk63gX3gs9Rx/QX/wPbNJvgHP+Z096Bhk1oqCAPM4nEwHDnO3LyLVFjgHXYvEt53hOvAjHP/vPewI6OU45mgBLgYj4JzvF/SMiWf1Dn4FTgggAft6FSD3vTECA/q3+ofcpW0j69CI+LXuedf6+uJf3aMkUkKl9ecgg9A8SrLN7OToJoSA0WKeJjqNT+c2GfB+DLASmzmcz2AkctYKgkLtI+AHEgA4z7Dxr9VhPe5MhpOz1p6nknZhgCAyTD6ELvClFrm3TVpOAgvDzyDMJVYes8zaYEIS2+p/iCdQluCxJDCwm0JzDYFUs1rnGi/FTabc54L0ue4/qLvzRH3X3p//TKG8inj636RuLiDFA9ka05KJjS/1G/ns+tep49g4r8dyqp0AmUESMY0qi9GOGJS8vAPJoo1hR6P5To+xQDinhoh3xsNJ+ciDmDDrSMsNmDAd41jku8hodY65Tz1kPB8hoG7ngvYl6HkoMZ/qOPsWIDD186HXy4xmHZJgyBRxkDNOIXpcKRU8hs/LIifz8+rksB4AU7I5lRL684mU/0oAaf9volqfri5e88CWzj/+3T8ye+uQnLryMeUifVH+oi9T5ihIf8fvJBqzSTxCdGGDJdtQeBIzQT/0fG/BHVA0d3UZnAMoAVvRn6WF90h9dP6K0XCeI3myzIE+b6N4oj+qJY8hQz2Ae9lyR1RC/x95xtiDRXEEWcgpyD2CPQA72ojYCjDiSFVnvo6Phi3PZ5SK0tI9tAOhiU4g+ZJcbm4ASQR7S7ji1vUcAiQwLYAhgR4QU/gOeAHR0EXaMiChyCAgVoBNbRY1a4J0I7UXk/rI3yCBgkDmOXEL0IN/7jt3je33BZ99Hv6Ar/VkDYHk+K+sBQJcRB74gEOVI4Bba4BmBiEAnwB2ZBnCyOp++KvJcBJNnxRN9HpGh3g9Qnd1In8NjIChgTXvIP+Q4beTs0dfQvHGTftzCP5OBp5LPpFPoaOoIlSbRHiJRdo10XOGVADODBAhHiMhNNYArjecAPppsCOgIWRx/tVm6lonDZCDSiCAWlQZ8YhASHAQEgQcIMjECgEyoztEW+di8xlYOzInQDyHpe5FPUg8XkfQHKwOZkPQj/YUywQAVvq6tvInS8NzT/44hyJdFySy6b/1tuzhgMvZuFxFvyx83fUTfzBUp53zqU5+e/dMmj3wZmdydC/hYFxkzMY6XPWPfNvG6hacMP4wzignvqTmKwmlvc3/HGJ/IGNUOvKBMUHwoORQMyt7BwUE6rtQf0Yo8guSLRSN46ihqlEveOMqfFVdEo4hk5HHjkfuzRjbxInsGimSt4VbqjWzndfRP3n3e8rzuUqnW7priW+q5XcecykjbFUCE3kG+0bPpkWMAe/oEuUj2kXPkyBRi2DLazB3klvSeKM/AwBWtwVg7DBH+U/hY8lw6ofmrL33BF9xhROfHv/D5P5jS0ZY5vsypZNS847qioPL7+EzXXkYREcKQV8tWZBAgx/XVFusDyMQ9RKsYO+b6RUQ+GHOOF3XDHqBnm5uDQocAzACo2CRTSJSRqB4lTYyZAHD7XhOIQq8gJ0QpkW+AE3yjT4SOyH6QERF6jbrA9J94NimLNuNbAIjvTzSpcyJ1YizTPdr6h/dAPwEEiUgCxsxLf3Qcwmf38D7oYUj7ET3N72SVz2wzoKS9IujAvs9q2m0eE125jAA/nl20nHMDrJQaBzyif7G96GLAIzwBBloh0AaAEkRC10TS5/QlYBVbFI/pZYJNpAMaF+4D1KOrwwHoo7tKi0fMmp/K5LVsEI9tkpek0+0KWVXg+PHjSVjp1AwGgkBnNBm0i7HtynNtUzsJTwKfoAlBNaV9hAyBCUwyuRDIJhhpb5BxQpBHwN4ka08ImnQZp9pjI+AJ5pwcp40h8PPf5n02ibmP80ywrmmMEeCXXHJJCuMUWkzZc0+RDyWXm53Xrvr9ejng/YZ3bt6dH/zAB8ze9e73zB77nU+Zve3anzpVq+FZFz+viRb91OyHLr5g3qmnvo8Jn9LCK7MOIteNDVsJ4EkYNEUhFi5wTfwDxJr8yV7Kjb3/jcd4buMs2mKc4bmNwU/BIQPU9miP7Sl8ivQ6XjHgFlCJ4up7bQRIkUPayKsrLDxqBRxtPI5qpVDceM7W9c6mPG89dzgH8rntyJEjwy9Qz1jIAWk1wBJOo10g0SUMYbKJAaM47VACxNOdyB2G+7L5Zd71lQ0gg6KOk1opuQ5CXooeEB0AGKi0Pg7QSemPU+bWRXWd8idJwOUC4Ck/dspn+jc7ypil9wNk2FZjiG5vHOQkwEG0iucJHcC8bLyxP/HTHtAS4Izz2QLmaHq4cTVVlzGXy2aYB+Tlbe76bExLxZNVI0pKu5BnEjGtNhRgWGojYIoO4bk5vwA8AkhEy7FXASo2tbMQwJojMyLA0pfNH2NdrS1Rj0ApAA1e2TjH5wFP9BzUJcfwNMh1kPsDsoE79CNOf04DNnUfvntOkWRq50atYoDc8cZeB8h7twA45BkFvNBT3YPOBfyUEeMaHIKCELxzuqfi93gQgQf4q3aU4JMATfE3HKHpJiv84xlF3+mrAa6VuN1db6XE1UZeg6KvE0OEhalRjBnwOoGN4mQzaGMjDL0sm0EbA91L4QX2wkyqUdcpBvbIJq7tNEgoA8HANgHrjMIdIb/QWB2csByTl7+2h9iRG+lb+g/BpV9Npfvd734pqomBSeARHtD6yPWdd319mXErZ5qBqy+3yTG5AaHd+f/t4+P/OMZ44EUMkjtsnBgXJmATRKX95IAoh3wC7nrKL248cW947U/eTcl81csvPyV/u87LvwOuoGX3ys+Z+tm9jN8pynHeBqCSaMIoFJn/NvUz71YUlZ16rTjfs1PwzHNAZAqNsU7pRJRH4BiPZYxxnjpKs7oClDBzDTCMgjxPuYv71f3ucSB0J3PGEMfF7j3pZlpMd6B37grRe2LeZ6zNS+tZ9DycayIGRHCQQcD1IQRoEmnAwcpIJZPIozYp5SEVp2RJj/Y96v/dHAA86StAkyGRQN1XW/ytiJa/ae4zFihZdHUO2CuvvDJFEen3au6olxNgyqJzF/1GruJPTlaPAzYcaQB+cyubACjLXqPXAwzI4PZ5fvOdcUQHaf+e36Pv5ym8NKa133vHOySah53y+01Ezmub7+gT9C46g9qwNuCw2rGiezyL1EdOMEAYcB7RPUQXtcn89OsNcOU46b/aEFsJ+aoOEsCJ7KEjAcJEgecpiu02df1P5tGXXCPIMwGbpJsD0oO8b7qXvsKuFymlrpSxBegCeoq2I4e9LwB7TmxHUU4ALisTw0joeVGcPT+29GcZOpH66BlK1qUrAjxBDCONbSgqJk8SqqqjMrwZEhDDML4NwFxZCkMak+NzCAA1SAgvioCBzuAyCExuBoFBsu0EXdahY5URkzPklyeIRw0/+oSUbvtzbkP79KswWEv2Df2PkBD5YQlP+cyLyDslzOSXLyO1ysK7GP1/2TldvxNyfcKXu86t3+0WBygIQIU+1FZ42v8vuoawY14lysm6KMavMTdlPKgnwivHs2ZyV2OAl8o8ZKMU5YQvNvOK0OdQkIwrbfKdz/ihfhpAmbxpXye/5tDParCZO817PI2urT3mEMqKUG/feS4eSakqfqckUX44NCgXlGWFKQHm5FWl/eKAcWF86Mf6aSkyZowRhqnIFwCofu9e5j46GMUbIB06mjFg/jLf+WwM0fls/tc+n0XpudY2kXHE280g41SKqEh89Zy7Qt4Fw4e+IaVH6iU5wMikYzKevCNR0t6Bd0mvjxWt4jkZS2Sd9zaERBqoPcfwz+s4zbvGvoFOgD6RBPqMSIJlfUeESVAeJRPfrWqvj+jbQ9/vmPawIc2V5sySZLyqP6T/iqJRX0fEXwki59r6UXuM9L2P8eZasiaMqVUDfcvaRabThdRZog/hIXtaNA79Qc1IYAQ7BwgSxLnGkS3VbJ7OCYwDJAmqiMwd70bwyWVN+uPxJnIISKOotnIh5grtmEoCNxT5JnOG4hT5vbvesTFCz+ui0EuBkdI727ToXRsXeCFIwHtQOwyw6ftVE5AuSJRgSSoCPFF+NZKAHPpCDV4Ti8gQAJFiY5QORKmxQakp0I6Nwe5l5ptBqzMzfoJ0bKG8KIRo/Late1FONgNf6hMwTv4n3gq3g0B6lkrTOUBY6Ff6kX41laI/MvQp4QrmLVMq+t4Tyi0a0PjSbu11v0qVA8s4QIbOUwKWnTvkdwYjObwJ4CkAqCHtjWMVz+TVM6mTBwwxBlcOJjk2xptj3M9eqDbFyBxFSbcZ+4wL3zHsKGiAHuPWeaWI507UAUcN+SBSS5soh+6jZopoJooi5YXHkgNDyDYFXMFWbedhBExpqxSEVdQAKvXM9TrDORDzm76hD5YgaQKWDBc5y2BkOOn7MQfG2KGT8eC7t/EA+CQf7MmKGFP6qznNXj8EgqpvsS0kaoLRb7wb3zzlVmFCnr3UPL+O59UHvDN8lmIr7d67w//4zTLxf9+8M+/R98985jNPA56AcGQL8Mg58R77tJ/hDwQH7kcdpz7n7csx5DIZjaQVWUVrEelbSjd4X6LD1kX6PN2h5Jw1r+36nz7pfiWJEwZ/yZpVUKnrkof0J7wGaocNvIo297kmWe19sKfpB5xUnFPsD4509r60QnIwSNvpmYB549siAex5znIyAkgVJKBChJD+r8Yt8IX+AtwSeAEU1+d9T0+hr0wlkVmRAjf1Wus8n46mDy+TE+ts09R7FQGeAEdjvBLSyijl/7vxrEi3422RSmZyh3ASQgakLcKBKTAmQx0ZOBMTfihXwRBFEx1HoCG/O3cXSPSY1Tt4Ea+44ooERNl71nV6PMbwivApJYzH3H/IOdq5ikmVoUewyukl6ACqlFUCBGoN8Tep8wwQugw9/VO+L6WMMdleIUjONQ9j8FZosv5RmkRRGIMl6ykYg0JTpYtCzhkrobSXbv+uXw+IoI8cbXLBASG8NCWWKF+H7JPajHjI10Wey1xgHNuPIYaj6AXgC8+/mgXAqBLEQI+0N+2j0JUi859oEkWCgdJWT7GKDK8a2cOZo1ilUHeyx5jmLSObvqKRMw9r+hgS3k1GcWiIrq3AU2LL3vwxtxgf5DCdqASZh8xjPNKliUHDM70thHdqo5ER0g2sNiRFwvyrPgc91ZzdhxhWdF5gXB9djnwTeSRi0vxfgvQHwJF5XsoceQGA8ixAJvdjcHpu8oXu0Y4SichO19G2IfML8GSdAEoJnpW8hjkmyOc+BiWDf6hTP+4xdi9Nirxgf+mvqyQgpvusAogMnbl0+42PUtemg9APrM6rmPSmib5wcHCQHFEAJzY5IArR3dmj0viDlCaQRsZ2JROAU2Sl1d6A2H/XzD2ApYioFs3ETnre856XdBO6B9kDXGX7kE1WSQZskb2V9osDRYCnMSyRYqf6uwkbqHS8Ca9jhFPMGeU6voEIBbbngSaYkInTRiia8Hx2jD1BwCinSEshIByQ6wyZHNNJG/jDSLD0IoUAYhwhdYwI4Y2rilxQFA0wwBND8TDwoybIEDYIsbRBqYMIFO9m20if0Sf0megnU9voOSkT+jSAhXdXwTh90nfuFX2WIeB4k4494WvrAmUof9HH8ZMnICaCqW3OzxcZoaaCsSkyQt0F+dYmiaFEMRcNyTMOeAtvyZh+NfTeu3q86EbRMTxKUhIQsAAApTbB0TvBgiHPx9gJ4H7IeUOPZYAwwlYBiM5rS8iWGMfzjpv3vdBwcwUDS6i0MSnSwnMAdswb7oHs3cd3xqvNeDYuRXaYoyhdxqpzjx07lo4NsMneWC9FnDO8iQC/iGQSGWtluxMnTqTbiOQC9nou3l9RtAC2r2y8ikBOCqVwdzLLfOkdVtovDuin0Xf11alklTHzhGhs/Yl8AUTo2/q4uRRwJNXO9+6PjDEAhu/obvbmsNj8r0ZZSYCsz7MauwBiulastJSfRxbz+AOMzM9AXWPMnAasMebpqwhfPK+5H+EH3cpKRSIHfvM3fzPNg+bUHHgSaQg0tjw5Hph/gckcuviM6IV4P3XeJy/INzomQ59uQhYE9QE49Cfv0HPTSUv0q7j/OvZ0LLKcAZx/Bt4DFqUCHnYyLvRf892qKeTELvWjksAT2xa/o2TNqvnd5/qAIhs5JIKJbRhlG3LQifyQXcQRQV6xGeib9J/jjV0veoldK2rSdRx70003JdtAOwDfnKx0D3yAA5Bxbed7nzbXY1bDgTGBRYtasnqJMufuJi6TrwncRKeTmphFKkX19jmnLv1atBDwilHgPojwJES3mRgLwnAZDxS6AJ143ykIFJLSpJC7wo7AEXW2KDcMGkrjGKKMMeQYXxQyni0KlrpUjOptIpNcgEDRT6a0LxRsxqBwWeAQgJUnYNmEStkmcCm2XbwPYCzuYQIQIVWaFMY777zz0oQhTTVSVXm/hLvKb3bvI02+8iLiyRBZgQgtSrXJah1KzKJ2bftvxr4NGGAcMXpst99+exqn+A58Up/Lvg8x9kr072X3EunEkZCnOy87Z+rvofzZx9joe039EyhqnJorKFAAI/MEBdA+FOK4ZtwvAGR89R2AWYg5+WdcUrTIVt7smHcYaM4rRd4rZY3Bz2AV+QRcEkksEgWYJIKRLMKbAAbJGgajKGP9yvmMSJFZY1f4KfVM9TrlOeDd66fe+1T5C/iQ8g+00G8AlwwmfVtEtnnOPUTnMB6MLfePzdyhHcaEscZA8dl3vN2AG9E3y+bLMVxyPyAO3dAmVVWKqnkXmXu7gCeR+HSviPpwnPEWZOxHNBL+HGlkdABPnAeiA3jugU5PfOIT0zLacS3XoC+YW6WiOFZ9T447QBceayO5IoLglltuOS29JdowZO99IfcEQmk7/ruHdvmMT2Q5GUYPJSfocFGQmYEYILV3u2ukBp6Cx4Cn/DMj2DuTltylh+3ac05pr/nFfGV+WzUZT+TFKsb9qtrOdugb6bisDYBg8rNkAedl9+zzO5kJiNU+OoM+0R4XUtjILcBTEJuHzQpQQuThU5/61Nm11147+6qv+qr0HbliLqGfBJGt5Gel/ebARoEnrAVMSC1BlHThdVPJxEmA5RMi4WkQbSsJQRThxHCIgmva6lkAOF0eGEoJY4/ywGPm+SiCfdOkeCABCkhEFcVijGFEAEOyKSnychX0e8tb3pIEEXRbuocVBbRvTMSW51c8l4JGKZuqPKcHbv7EpKqflDDMQ7n2XvCV90z0WJ/JlOGXr5IQbYx9TP6U3M80/B7a3pjYTe7uZWNUx2ff2zyDiQUIrDgxA9pzMApExDHUEU8vsHIeEu79IyCyAv+lJuh00RX+8bz6Gt4Ad4DiEf0ioiUI/21jxktcY9ne/W1STwKAAkYdb7xINn1MnYw8urDrmsaLPrlqAjYzWNYZ8WRceAdj3oXzKD3mHF46RojoIAZpl7wdwj8ynEFrfAXwVErORDsodeZO4fnqyfmf7CVHyHPpC4wrwL9xGnUS9BnyONKZjE2ymWMgVwLjPnW/+xwwPoyVEnMnZ6E+BVQ61jgMSxEgONI6yNwSBIB1TbVGInIorsvIAaCQA57l6quvjp9O2zO4gEZAsijtkB/gGqHXGPORGoLfIpc48qTcixq+9NJLk+FlrOEdoMcKW0Br8yyAB4lwZZRZKcoYRjF+0z8T/jAePYdIBvflKBDxpJgwUCp0An2F7uJ/Cxjkq875nl4WOs+E5mzkVFHFYeDmnw8ODlJkRtu43kgjN3xT9gH7guxYNZmL9Ec66K6QeZ2uYD5lp/nfmMc3uiK5YpzQJentxl2MKVGiInpCLtM5zdsBymwLD0IO04M5pujzMlroN1Ly6ZXkk2j8nDhPPbNi6QHCC2qgZ3Bm0xGtsl31jZxrh+fzRoEng9LAO9FE+gjDE3GjFoyUsikUxkiu6FMe1iFAh7absKKM8G5J9eARy8mkL2oGgCNfFrBEyBnAAB+CjIAjIABQlKm+wBOPlegw6SbaQIhItwjlFL+AC8LQeTitXnC0ibIgWIFJIqUoWaK0FAM1kXuHlFLedO0K8h0CkLkmL54i6jyMhBTF0DtiLLmf56WUHWuUM157v/GEuo62lCDt01fyfjLluoSpPm2ZTv0Yf3nOSlC00/v9R02fGNKXvR8KcEnyrAClecCTdCXAlUmGwq2AKSU6FHfvmcKtz+dLuPNEU4Rzj3CAr/hJ2QUOxYpC+TNRovUNvHFfhnj0ZeOMsa2fMhJEX4m4zEnIPe9nTlKVKKbGVtTqcX2GgWvqx13kfRmjjBKbz/F/e5//3nWt+E7IMuVE2gcjijFkY8QYFyJduogSBNjmTTPZr4IYZRQLaSVtvq7ifnHNkPWxj+/77EUm6YdnnXXWqf5GwSqh/HrHxqq+SmYjkRPuV5L0ZYatfshoFbFk6V3vQR+Xgie1Th8mu/0ussG4IBdEcugXxmh7Kd+S7azX2hwH6An0A3PTFBINErKQXkLeqodGJplLzaMnT55MjguGu+/0M/2fDHKONuSbY/wv0t2xZCqnhvFTggCxZL46eaKO7F2bF59TCFhOnnsO+kUXMbToOsaVOYu+wgkm+sc5ZI/xhqRFS0lhjHHScMSFESptRRSiufGyyy5LOpLVisxLVjkjL+hHQCDRAuZYc0NpoufhOXnBYMRzz+c58COMaH3GsZ5NdEJEdWkPHdBx3jnw2/y4S8TBG5R/NsdWuoMDQFRAJJuEU7qvXTGUfx/84AdTbUFjStRxrg8OvdY6j7fQkxTacNqSXzZyEchE7hpbxpDNWPa/zTGhszjHHM7u2TYiu0RxWgkOMCgqk/zjrKJzAJfYpfRuspy+Qe93jM8RBUUPIg85ydh9RxtdpG3rbtuzH/b2CAQKuzHstlI8KQI8mUxNthon8qVPI8NwNjEH6cgiK6aSAW1itTcxIqiziXKbSISQAU24A3UoNvOIMR7gDeWA4Ush4BVjQBGAX9yAM69r/h9C0viiENyxBuRxH0APNJvA0S5hlBQ44AGDntAgPHkoGZtSswBnSKQABZMQCoJ686apjWBiByJJ6VJHCnBB6eKhp7yIOCCUPaPQTG0hxOyPFA7B1Ec8h7bqK1OJsqhfm7BNprwCwBLeDO+a4uk+sZmM4t6+E5XEO0Awm7hyivbpw8Hb2OfHdX2mMBAg0hzaHhUTSGzeC6VfH9Bu7WNIGKOewfvxu8lEGxdFhQAfyAX9BgipDZZkFTXFIKb461f6ca5oUHCe9rSnzc4555x0fSG7+qJJD18BQ4BqKRl4xSjQlyjyPNa8xowIYC1w1PcMDQCgEHpeY0YR7y0DQF9G+Ot58MD3jlEwUcogxSAHbPAC4KONXbQKoK/rPvEd0AeoMY8AfsYP3tvOPvvsuW2fd41F3zNQ8Akgps8DXtdFxhsZ7/31HQ/RNmOBDDJugY76hM8B0sRxY/aUTKCQvk2ZRozUiGgYc82uczwz8J7haLyZP0XAcSAAlLwbY83voj+EuuvblGb9Anl3lfaXA+ZjY8R+LJGx+hCHgHmTsQW4AbCYP4xDhhYDigFprggjC9Bpcx4yVm3OsRc1QEcg+11Dn/ZbCaKXBpkbGD+cQhb2MMcxiBhO80An53pmkaaen2wn/xla9CPnGeP0Xm2nL9GHzE2isx3LOUce0GOAHJ6TcWbcaQs5ZM4yPoNHDDpG3yqAJ+/FfKpP0NXxXwSGd+A3zkP6iohae/O93zh7IvoqQETvCgAHsK+0Gg6Y3/UbUUF0qHl6R+m7c0YACuhj5nbBAeb3tg455b7sH7oU+wzR7XJ9cMq1V32uscoxue9kfNOjRY6SaWQEmUhXpi/RafACcCb6i0150EQOsmfp0H7nfBAtxXkL7K6g0/b3GvOVVQfJnT4LIAx5oiLA00/91E8l8MCNTcR9PKcUDgQ0UTcGWVEncsjTFyP/hNLiHmGMGCy8NOskighvWzsCwCQPCGA8A2NEeEU9p3nt45UPYhhRekQ9AAcoAbyOjKcA2uLYRXtKDaOa0sCTJ6WHt+1YA0Ax+AkPwsVngJPICsLHJCQyhQEDOMhXQcLvAPgABdrDc8frHqHigAyKH9Ju4BlvGqNI34GUA7lERlHceFpNdkAu4ABgpARpa/TD6DNTrhvXosh5HgOXN5NxK6LL7xQ9/cJn0TsmXH3Td/hEETXZAwhycjxexn5oewGTfUl7ABU2KV4IYMhYpTD3JZORCAub59evKOGuGe3JwVbgJF4xCICPFHF9O1KCpP9RTBBZQbnXr1DsGUiRMqH9JkwTItBJfQweG8f6n8HOUDcG9FXjKaL6XBNQSNECIORAIGGM9NEu0ofzGiBdx8z7Tp/0zNpkCwVf+/AheIG3FENjj6GzKGTZb57NuBVJyODBP3IH8BtKnzYxGEXlAEvcm1LI4AByA5TyaCCGp3cJQGR8UorXCTppr/EQ43iI7HNujCfRYIBupO+Tdd77FOJMYDiShd4VGtq+vvfX30T3KdhJNl5//fXJkBQ9AQQw5sgi75rM0a98V+lwcEC/06+jH455anoaPYHBECADfUrU61Qyr0dKunnQeLYvRcBXBiIHCMeJvTna6lEcIu0o1677ikYSnWsz9+ZjmSElcgl/OXc4LnLybIhMpdMYp+YUjhHpvfRf6YtSb7TFXEnvka6+CnlKJmm/6CxyisOXTkmnoxOS5Zw15mHywjsO3TmAJ797T+YD55B1lfpxIMaPo/vYSubYmPcBqesCnthygANOPEAD/RQABnTVT+2BlHRaY8xcQ3cwxrTX/37nlKbT6texYhkg2jHkkvHjuuyLoXptP47Xo6ZygF0+zzZny9EtyRX2DrnKpqOzOsc7Jz/JEbYd4L3SbnCgNOAUT10EeAqh6KL557hJ1z4mbwpzREgxdERDTCWTpY0Ry3OEADuuv06iiIjkYQz7LMwbf2JAEuievy8xZgESQptN9CIXGNGMJsZwrgz1uaY0O5Oa+gMEhImCIkGA8JLzeDHKRK1EJAP02qTBcKWE5sCBe0LAecnQs571rNnRJqIEaEGRosggHhyKC6OWFxGo5n6Mo+PHjyel02/eHQCHUuT/gwYII8TwgaI2lbwTCu5Qvs27r+tQxuzV5qHI8RR6/xRdUSmUPYa+DR8oIfG/Pd53AWs8BngGtCyplLefRaQWgEk/pUB4N5RfIE9fAg55R5T6ACpMToBR7w94SUFHxikCbEQERj7BMaKBn/qcvm9Sc/2IsHOuMRDHAJ2AY/oHI4Fiw0vtHQCd9CkKPyIfgJ3HGkDM/ZFaHzl5nyjkGjCL8qdYOuCni7zTAMK6fu/7HUVPwWiGiv6DjBFAHsWPPBlCwFsGGADPWPKeAddHmkhC4wyvvA9jGKhMrgCs8B6IgY/eJ55EPwT88IJJ1d0EGQvGsfkk3lXfdhhrntnzBRDuOY3dqaQ/UdbxMOYd7VvV2GUEiFxFec0vc4X+Tc6aawCo3vsYQ5HhbAwBLjkRwgidyqt6/mo5YD7S76IfjrkbEB5ID8TmFIi0izHXap8DuDD3aR95Yl9qnJDXnHR0LnOZsgJks3nEOBGpNJS69AURwMuIk8Aqr20C9JiLAN6Mc8q++SufB9vnTPmfLkYWmd+9U3N7LFxDHgIRLK5gTjA/+N/Yd3yQ96/dQGzyc5njNM5r783jdA4yKvTD9jH79j/nFsCJnpCDUPOeM3QPv+ef5x1f8nuAkRR+wIINaCArwdz2qkYf+JtGJzWPGq/GMT3si/SLZgzrI56PvKC/mBMBrkAIep3+rp8Dp4xTjscu3bfk89RrrYYDdMvQUemDCKitz+gXZEkeoLCaVqzmqmRy6IerucPhu2oR4GkM2wJ4YvQANygBUaRtzPXycwKBZ+TGZEaxKaXM5Pda9lkoqTBqEzwDicIO4QdA9CUGu6gjyoDoKR47BgTPB+VEqPgYEvEA/DCxSNMwSfC+iTThBQP28GAw4BGlkLFLeZK6JGKE0qJNQAaKCLBK5APjzUSirci1hdACuSLCzXcMeMofZZNH3oSGGDiMJl4Qwkvf4BXRLkZUaeCphKcFfyileMRDKNoNOGEy1f8Y9PqmKC9FGxn5Jmp84xUFLBHg9lELhuFKSTRZ2xj+ruVcAr00eSc27+loAxqOMVBFFlHwhdxSsIA5J5uUvQAkRfmFUg1oZhAYIxQVBOgUxYO0RZSb9uiH+pzjjKuceJKFhOt/ivRHShMgAf/1GUo0YIqSDxAGQAFvtY8cQtGG9E/zB7+BPEAX4KjUDJSn3qUvCv6h5AOcbAwmyj2wSY2SEt4iRqQxriA1T733Ig1FX7UZg8Yjg0L/pFDoa94ZA8N3lE2RiPqh/rspMuaMj9gPaUeAaGRxAOieRf+cSniIV/jk/SH8ZMStkxgODDsRfozjKcofo8FYNRZEEeoPZLY5QL/0HtZJokPNDUEBvMX/u7gXcchrHESetSOm47e+e3OS6xq3YwkgQQboA+QSuZkDEWOv6zxjwpxGvzFGGNfk3hQi48l3jh/6Fh1HP/W/KFh8FeW9LcQwMxeWcLwueyZywLsj/y3uYy9KCyDFSRjR7GQXQJuOSD/iMDI/0k04Kc3pjEt9y3ljiGwyJ8sAoFOq9RV1YcZcb1fOITfH0FiAb8y94hx9wBZyCEiIpN61SV+gv7K19KMAksyB9FcyKOSQUho5xbH5d/Xz7nKADkTX3EXi6Gf/ko3kHDtmVdE/u8ifqW3eOPAkMoKygXjZRe4sShvp88AAHoqS6AbCDpX0ovVpQ34MZX0MqdHBYDC5A12ELwIvGHtQZZPBWNBJe3gaGORdBDwREQXgYfASIhR9oAkQjZLg3QGXDNIgdagofPgOTIjJBACARJ4AJSibeXQJYCEnXhUKM8AtolycQzEb46XMrx2fTZK2MFzj+7H7iLqgHAhRvvHGG1NkDg+r6Db9WuSY9yo91cRrEuYBwx8KMoUeWAe8EUVCCfO8Uh1C6ScQASDqG5UmQI92TyH9BmCldheAw/i2cpi0TEZVAI+8nQBLtcL0Z4bAiSaayTEAN3S8iYDT53jLIlJJpB2eGRf6sL4odUh/dG99D5DAuOBtc339hsGhL7t+GHTANdfTV1GXN1uEkyghqbFI1BGDfhXEOy+yi/zSRkqeiDOAZGnCowBcGBmimACmFEf3JzPxkqExLzJzk6ATfgCigbgcDAHw9OUTI4oxTaEm04w/cs/YxfsSFICyaxkTeLoJyqOgxt6fbCC7RSZyFhnfZIXN+Da2zFPrUjaNS2PSeCTDOVJi/IrUs2lLzEF9nhuQJdKQrNoEmdvxFpGFBwcHpwy+se3BG3OHMT6WyGPzm+hj4wxfARFjDei8HcZgOGToBBxUYwFaALQ+ao7leCRPOa0QR5b0aCCPuWaMUyVv965+xm+6MZ2DjqFvmF85bvCd7DO30k3Ifv3HscowmE/JATp2ONOM+bERr+Z/BHgSBWM72szJHC3z0tA4XBmB5u3DRnShbSZjKsaVftKX9LFKlQOb5gAnK7ApFoXQl/VN31fgqdzb2TjwpNZLpN0o4Bgg1JRHDJCJAcWrjUyUlJJtJ56kUKgZdSZfxmdO/veb41ZJokooG0AQyqbUuTBURVwpYGvLCe8Z+G2ipAS51jIjMQwIBiVlcV49nbjmmD2gkxLmXiUingJ4Em1DcUM8ija5zUGUdfW0ghhuPET6KGq/V0IQYCfiBrCHx0DAbSXGAyCxDSa224sPecqc3wFJEe0E/Aie5Ct+iE4yTvwmUi+OUTg2yHc8uPGb90ypjrRex3n/ADweDZE+rsuIbROjizEoYko/DkOmfVyJ/wGNQCYgiPasi/QpiuIQZXFdbVt0H957spBsD5mx6Pj8N4YVYA3oxChFxi2wW2TdFAp5or8wdFEpOTOlXSXOFTUF4AWSmxtEkdiMP5toVcYoIIpRu0oyFwKWc5JOGlG6vgeWaM8ioocwZMkMlMueReeV/s34owehiDCYeg/9burzGCeAKzKQbOJsUoMIWDGVgCAcauZAbRWNQ14PJTIaoAS84yggp0O3dC1OJtFU2n2Y00Txll7MaWhs6PuAJUYWXUUUrIgz7wQA6xhzpPdC/8Bn0SzeGzk5FnSK9wt8olcCC4GtsXEQeYfqYOVEptItRMgFcJX/Xj/vHgc4KJfJ6N17qtriXeEAO4SdRRcE7grqYC8IvFiF7bkrfFlVOzcGPHmplCGKadTUUPEeqsjA5q300hmxYSBQHCjxlPpQ7F2D4SEiJ8ikSklyjwA8GKDbCjx5FpOseksUABEzgAqgTxdRtBnKqyZKIAVtX5U0fUL/KWUQ8pYDTim+PMIUvEjvdK+4n+/1V0p8RF0wePVjgIp+eqQBHSjJ0Yf1fZ9FdxwW7xB+zaP4LfZdx+W/kQMhC/JjHRNjSRHtRUQhRpHDnv4p/IexXqk/B4wV44EMHToujD+AG5kbEU4Uj5hb+rdi/pEA9ojsjHbOP3q3fhFJpJ6ajVwCPomCsVcDUBSDNFXRC+uKgpIWBHRikHKAiI4QMSpqkJyfR2SrsSdych9X+TNO9PWxBHgyVwIi6FcAx9Dbxl4zP48eGGPZ5yHRWfqbKCdeaW0CinJgtImjIxa1aP92mP6nY9AxFXUH3gCgyCn6Nh6K+KTzKQshilg0FN5JQRZ5rei0dHBybSroFHwXBW0T4S/iV1S3dtkitVMkFPKutZt8Ac4um7fTSfXPVnOg7Wzd6sbWxu0FB9hUUn0jhRiwTkej14gQHxIpvRcMaT0E+xMGQadSPmdeBGrrtF7/bgx4oryY7OSGK7pMMeTZYHDHEps6AWWHEsIYAED5nwJl893nNvvHNFE3QqqDXDvOi8gaiqXvSpG6S1PqWngmdQgocKJXvFyeRBN5l9KUtzsM5fy7+nk4B/Qvyi4BFBFKw69y1xm81YBRAks0jeVDeQYpRpQ2qZJC1xXyJOSklWqDXHkAlUgLpFaJfqGPMY5FFgj/tKnHM2RlubtaVz9N5YD0SO9UOlal7eBAGKuxH9IqRo3UEWMzIr0YWaXqd5mfYr7SLsCHdu4jkXmUFJtUNTXUrGKj9pqNQwkAZSPzVkUMViQdUMSGiBzyFjAm9WoemXMpV2TuvpF+l0fUjnk+zhQ6lOhPjkFp47zCJciYA2LoQ9rKQRAOm2XXp/eRy0cavREQsY4aScvatO2/003o0uHkaMu7Cy644NQjxDHxBX0dmCxCIKLf47cSewafTR057xOduDMKin0gAkpUsPqRnLPHmohHYFVXpHKJ9mzDNWJu2oa21DZUDuw6B4DWopuk6cMKzDcc0MD1GnV319vNV9NUVmHrgCfht5BD1FdIUj5DMedxRjwpVjqwilObKPC8LTqIqBJAjago4cGM+Jx45xjs4dH2m2iSkgqvujK8Pvky63kb5n2mUKmrJJwe4KHjK6io0/dZGWXedev3wzmgL3kf0vm6omGGXlF9HMr5sUYZQpFep58HgOR9u6/vDg4OTvPCK9acU9Q08p3r8gS3l2rOj6+fV8cBxpEUA4VQK20PB4yjAHSGynfzjXmFIROpdr7rkgUAI33Avch9MgNYbcUTBnM7/18aCvnOwRDOD5GObecHA0u7w5lCPnR99t3Q3zb1lszHZKANKfZvo8ioX8dwZexGJFg6qNCfqDcoVYgSyUBFvl8EPBW6/VZeJoAnfWgsASvMWyJg8BIAEXrb2GvGecAseqOx4R7GX3ucxLHt/SMe8YiUPi3KLcZZ+5j6/+kcIDPJLaAsPdp4pQeRL/qK38k2wK13od+QXcAqNeuMWwCvtLxVkYhF1wc+AbnUb5NWLyJRbUwAlLqZ5IgIRemTbTtgVW2bel1pZSJ8RIH+xE/8xNLLmVuAq95VrPy79KR6QOVA5cBpHKC3iW4S6GG+Mdew3znDqu19GqvSP+TNqqhIxJNw9gCc2gr4vIZTtinzABhKPLKyEmRNfn6bKBUKmOY0L8TWZMlDZzIFQgWZUEsR8AsY0KZlnned3bPzsvPSCRXO6860r1f/Xx0HvAt9ZKjBOq9F0ub0C4i6vkZ5js19bNEH7Sl5Nu2w6eMiMNT48dl3fkeuC7zqQ0BgG6+0kPkYX33Orcd0cwDohOYV2e4+a7e/lZaiFpnFEdq13LblyYwp48T4yNOt+7QPKMSoAhABRcw7UlB43ANkMn4d5z4BlBiHjDROD8fFyp35PYHEfpfWEufZx3jOj1VTJRw3+fdTPp8GZjXPaHnrNnhlniRnHEsembts+ef8u5Bf+TGObX/v//yYuIb7SUcGtgXg5hn9XioFKvhr3idHvSdUSsani+3YHzzRj42TseR8PAQ8qJuEryLaSqyyqV0xT0a/9X8fAk6sEgDp04ZdOwZQw6igv+I9WQUoRzGW1UcVuUj2eReAJ/LDOXR9ztJVp6RyxlqYhaywiI52WlHZwjPAa5Hf2sBBJ1pRbbddIGCaNBZAGiBpWbQW+2Cba3ruAs9rGw8vB9773vcmvYPTBDhNjrCL6Hl0tErr50AR4Emz+wJO8Yih7JroQnGQlvSN3/iNccjoPcWIQswYoVj3JUaE/HLeCAqWVLi8OGX7OpRb9wll1+9WGrPp1POoHdo877j6/Wo5oA8yeqIvTr0bjzovsFoJKMCjfO9+bQpDzW8Uu+izPutfiGLYt7YQhdEqbRQ2BLC1ZDwgyviyxT3SAfXPUg6EYh4A+9IT9uAAtTUAIgyAbaUYv5SJAHj6tpVBZRxIYTVXIAaB74FJQCi/e+dALXKeIUbu++zejLFc/se9HWf8Gtsx1lzX8Tnx7Bunq+SxNmjLvA2Qpm1+126b7+z/3uc7v/N/l/zKn2fI57hWydRx0WfI+1L7h+GKFs3j6YA9/hN9NUC4MY+qD7mOcaYWj1pAIs5LEPDD9V0TCBx9r8S16zW6OaBO0q4QGXn06NG0cMFFF12Uiv2KcFOjSmQj+0GKrKLAqwbDSvDMHBO0yqiCuEfdVw4cRg5Y5EnJErY8/QbIZO4CmlfaLAf6ozKF2xlGP+RRqDWi0PNi6CwMbsdQlmKTasc7EP+LMIFgtmsNUI4oMq4nPHgZqZsj/U0tCrUeTGj3ute9Up2ernNDYWboMBh4/V70ohelQxkworg8k6grk2KsatR1rfrd5jgQCq8WBMAzpTWUnlB8XC8U6Njz6jNiKfCxAYn0X//r7/F9hLozVH0/hNRlkA4hghB4qoYaIwGQgDw3IEq6RABRlrCuNJ8DojqB60Pfxfwr1l9KcIAs9k5iP+SaxqXxJdw6HCdWNRN6PS/Cy5zSh1zXPJWDTcad/9vEsNoVykGp9uf2/yH3fG+OtYIkmWReRMAhKfAlU2TUnTHnKyx+8cUXp3QcRZKligXxgKrxkBvfDEDy+WSzehdSZF77rOAXZGVRcnJRHSF6BABP3T6kpp+6jd5x1G4UKYQfBwcH6ZhV/zGn0IcCAB1zP/3WddShpMi7ltqDok+kqd773vdO84o+bhPNYY6J/+1FzXgPItFyci3Xv+c975kiCL2/KmdzDh3uz4D5qPck/U/Uk9Uz1ZNT5sOeHFFDk5PN6pSVKgcqBw4nBzicRLBH5gnHlkUnzF2VtoMDGwee5DnzOEs9U5OB4ifiyJ7x/TmNUfF/G6WEEu9/yiAlhbLy/xqjgzdW3RV1OoKE9DsmwCvfM8CFD7dJXZ5Y0UhB1D4FwynSCMAlzPf6669PBaHlzVNof/7nfz7lnGuTHO68be371/83xwHKcHhySwBP+ZNQ0vVDW1BXPbCu7xw/Faw8dmd9FdcybuQ3GwP2gCjGguLKQYw/IBTDCujKSGJM5O2PYw/jnsJrO4zUjtLZJh4Yt8baGODJfOA8Bi+AAImYiYjFKc9JriAAsLkLTTX+00U2/Edf6NsfpBkq/AtoiRpaIo/MsVJWbX0cQ0MeGa8B7GrBmIfJMfNzTtJWRDa/+MUvPvUsakvmgBJQXj8Qnh9k0ZO87l58n+9vvPHGBKwF8ASkecMb3pD0mwCeAF94oqafOWjVJFrTNgXgo/MAgzj7fuu3fmv2rd/6rSki0Gq85hH6GEec8WjjJBQxGP/HWDPHAOdyMkaAkfQpfct4rlQ5EBwwbqxMSUYbOxG5qe6RcUx+I32I05iOU2q1vWhD3VcOVA5sLwfYOCdOnEileuhZ5jsLAQGc1O2stF0c2BjwxLsI9KHw5V5kyp2IIR5ICohJBnIpz5kXUjgtZU7YHI+q8Oy28sZY/kzT+RgVocQcaeop8Yq0Sf0by+/yfpqsXJO3myKFPvKRjyTvKS+dFVR47CLthiLG4yJ8L2o2mSR9J1Wjeu3a3N6u/72f6CMU5H0lYC1DypaTkG9KmjHEMARIEd5B+MPjD4DSr20+h6IXx9X9fnNgKgi6Su4E4BT7IfcyNzCWecSOHz8+E9XGCWGeMQ4U0KW0OC42Y0TUbfxvLjAXmS/ydDm/kynmlyhqzRlyGOYEEcs333zzqQhL8kIhY2AFsKkkmC0KyYZClj/84Q9P+gOQpKvvXnHFFbOXv/zlp0An50qNXzQH0EdEM3OULSJgV05kLqUYqBIEiBKx0dZb/E4ek7NBJWooAfcAOqHTxLWH7AN4+sAHPpCcf7zH73znO1O0iVUDpZhHJBM+AqOMJZ9tQAHAVxfQaHwADN3D3nusVDkQHBDBHavrAX4B2iK4LUIk4o4eQ8dB+g5AqgJPwb26rxzYXw6oiWuVVbKAbkUOcJ5bGXyKo2V/OTbuyUrXod4Y8MSgBSDxjAFqEEVfdXkKWV4QOaJCIuw9IpScY1WTNlGy/uFO5YUBgCg1XYqe36x8o6O+6U1vmokU4fXmWdGJY8lYqRjapuYJBS7S+4T1UbKsvIEuvPDCpOQdBgMjPfAO/9EfVhXxtAtskfZn4xUIYkgzvKVKRHpMeyU9xhzjSGSUDRhlKy2cok11v1kOdBmLm23RXXcPwIlxG7L+rl8Xf2IsA0EUvP70pz+dDiYPrr322hStIXqVowPgYE7hBFGDBojgs3szqM0HT3/6008DnrQHBQDlM+DJdfaRgE3ve9/7khIogkXKiygFczWQYhXz4Utf+tJTqc343H7/XaAT3jsud3b1eR+MXbTMe9oF7uSgk2vgxTzw7R73uMdpkaglalN53qnRdvSn4K/5wjsWaR56z9GmBk9OwL++FPOwMQV4irHT9/x63OHiAKDSxuELdJJiR2Ybm1YSBnDvGwXAxlais1UqwwEBEOYC8o2DgB5QU7LK8HaVV5G9oa6bwBU6FfsDOE0mVCrDAZgHEJ/+W7ouVhHgiZEaBbOtLhH1MhY9/h/+4R+msG0KqjpPSCitwtxTiSJDebGFwkuwdCmF6g74njAXem8VJznjAChhu0itCClzQvHlmz/rWc86FT2lRo8CplGnw/3cCyl8SFkL4Cx9Wf/cjQOU4nmg4N0OLvhFKOT2Vdm9g7EiQKSY2IwBxLhWn8UmndQmPdaWEyM9oqJMBBTBWjsq59Bufu6KFN2WJwH+kN8BQA1pl/4qWgnYyuBHajyJerVct0gdm98BAIxigAFFlZHsOylEnBAxz8T9yRO/kS3ahswL7ePi+F3cn2iiwkQn2yjwCAChRtbjHve4xK9VPhfdYV0EfFVbJqLXVnVf/St3rJW4T8xzXfpP3+sbE+bo+9///ukUc8CRJoq8BIkmA8oai0C6cAaVuHa9xn5zgN7OcSxaVSShshbhFN7WJydLGHOoj7Mut68AvRzklfpzgF3JuRQbJ4JImVi10fxMvpGT9F/1gSptJwcEflj5XuS5eYKewclRcoGS7Xzy9bdKZL+anObnPnJqSAuLAE8GaqzUoFP0AZ4o/SIrIPjQy2/5lm9JYfg8afMIkEOht0cMYsrQgx70oNNOodw7LgcUCJYupV+anfY/97nPTUYGoRRh37FqC2NECDz9WWmlAABAAElEQVTDQfsIKnv3MMn5PUgdGJEiCEBFEbdMd0lSY6GdNjX2+kNX8ht7n0XniW4jSGJFIsfG+1t03tTfKOLug2I/9Zr7eD7gwRjLx5nIjxyM8lkEo03oaxBvBDAKCBWRUT7HggJxXN1vHwci5WfbgSdyfQzwZMybPxgCludG5jGgU1dq6pA3BEDQrnwO4mwBWO0yBdhkf7Kpw4ikn1sWHOC0r/UM1SsK51J66B36ow/q11Oi7cIwAzbRlyil6liJxKC/iXx1n9joQAC0+B+79H1zvDpPOUmJYIi7B8OPQdGlq+Xn1M+VAzkHgNCRcpt/v42fgWTveMc70sJDxtEyYvgFGW+V7uCAhXxuu+22lE5NtoUeQI5wFolgIkv8Rq6IgCVr2GwWnOBsIo/YH76fFyFb+b1ZDnifsi7Ui1Sex3uSoSRt33uttFoOlAadtLYI8JQ/di4k8+/bn0NIAHSgz4iBc9VVV6XwbZ3M/5QVUUm8x3EMwIAw8T0DVn2miJpyDGUHuUcACq7T5fH7vu/7voToqfnAs8CDIlzPxKBwoSgn7WOEUaSsriGCiaLE2Dbh5aGvjhH1JRxdCp5aT4uIwRQG0KLj4jf3lc5HWEozHAtqUQyHrOQX91/F3jNRZoOP6mhQZN/+9rfPzjzzzFXcMl1T/6hK7jj28k4Lac/D2nmQcjCKVxxIDGC25cRY9Z4pXjaf1xnBkLelfu7mgNDliGTpPmLz3wbgFPshLYqxz1tm3lGHiEJaAmjjFFGbELClbchcVeLaQ56x5LH56lLq+fA2ioAB2uWp8SXvWa81nQPmOfI215GGXjXqk/E4q53Fuag2oGhvKakMAH3d5n7mAhGBPtt8/yeNs+5LGgMvd0xoh9+MReMEYOtzpcqBfeUAAHtXQexteifsg4iQZA+y+8gO87nVxOmU5qewK7ap7bUtyznAdlC7yaJf3iub8DnPeU5aLXX52fWIbeZAceCp78NSRgAuwJlIx/GZ94xS6zs1naDTACOItOgcnsdQcEQnAYTaikqATSGItAlq2gU8Ob+9ykr+DNphlRzoeRQw9DvATFsIPrVCgkRwKYAoHeO66647LYonjok9QOvKK69M4ApB2Yd453mbX/SiF6V2KfDpnk996lMX3iu/9piV/PLzS3xmlF100UWneGdpZu9aVI1VDQGBFNp1AE/6SRiHJZ7tsF7DGAW45jWjTB633357AqTsResxykUM6se2IGMmQKgckKJUVKoc6OJARL2S+eFw6Dqu6ztj3jkMaEWhOQnI9IODgxT1xHj2v3nDJmrEnBT/2ztG+lU7nZosY+wz0mN+snfOrpLi6eo2yfcXsVxpNzgQ8xu9aSwF8ESPErFKJhsvHISceqL56Caiwh0jglkf8dl3NisE3ve+971bE7TL9Y0P0eb29MNKlQOVA5UD8zhwzTXXJFsLsCTiljNdahDZoVaT1Dry6T73uU+KtmfrVefmXdy0sirnkagxgD/9/Uih9Om77jL8E31M0IdMIg6NJzzhCSmauq1jDb9yPWNbOLAxLZiyER6uUEYAOLxyopCAI3JzRVZQaIROAiso+UK/YmU74ZIEjVW5KCyEkPMoPDaGiesyEPw+hIBKkdaXg06uEYXOfTZogyhkl112Wfy7cM84QWpJAY5cR5spdhQwglNYus9AN8/q+kAwqYGXXHJJKoKuABjPozQH9amssLeIeKcXreTHiHvd6143U7xVG1/xilfMjjYpg0EilLwTRpUt6qOISuPNxG9AmvTJIEXg/C9k0jFCJb0zQJOi8tqv7UGK9QYBIyHdJxqQ4qAxCgFWJSj6IMU8wMoS163XuIsDvN7AwxxA/OQnP5nAqByQcoYIRn3BlhPwtw1ImSQrVQ4AK4Vek9NDjVVj3jn2EU5ssQuyimwiJ8lb84bUUseZE8xbjG1yw0aOWGQiJwCT8/wW847zhrYxv+amP5PpfR0km25rvf9dHNDn9EF9eSwF8CQ1he4DWAIm0U1s9IGccv0ovs+jY+M7e2Muxq/rkPfGzVACDItUl/LpGpUqByoH9pcDopMtAsVeVJ/3x37sx1L6L/tEZCYgSgT+ySYlXNmUG264IdmP7Cs2S27T7C+X7ngyNiP+yJIJQI7zV3AE25YdRz9RY/lJT3rSRtgBCBPFRo4DCQVXSKertH8c2BjwFMa+jgVsQRHxAuh44xvfmCInDAKGqu8AE1LfhN4BL+RKA2R+4Rd+ISHdIo0g3gqE+57Ry7gFdriH34eQwrIUmVWSwmiUwltvvTWltVC4KF8MKkAOxJfBExFXPgOoCAp7/ztWGocIIXzhpW8bQu1nmLeSH4XxJS95SeK3ZadFAgC4FJBV+0QRecLL/wA2gh1IyDATeUVBtTS1Y3gbzjjjjHRrQJOloaUqIr+LfkEMvTaw5zhpi96hcFl8AtAp9H7++ecnZTedPOFPGIXRFydcqp46gANCoW2W4Q7KQSifjfkg0YU2E1OQftEGo7bBWxPtq/v1cID8M37HgDpxLvnLY4pEZZBZ5KkIH9e2UdZ4S31GZLO0Of8HaJV+uPNPAE9h9Ps6jPf8uPq5cmAdHNDHx4A50Tbn68tW+WXsHWk849/93d8dP0/aS6EAYmkfnWvsOFFflN4ggp2eogwBUKzScg5IowW00z3pld51OF05cjlwyTyp1+Zeck+fAPpbBYzuV6lyYN0cIDMUW5chYUVDNqHac+wLG+K4Nq8DooBSSkCwGa2EaKVyzn1bBAKs+xlWdT+L/4j88lzKv7DVADvkKyeAVEQ6NVnOXhYZdvz48WTzGc9nnXXWqpp26rreRaRr08ekcJPdhwkUPMWMLfugbFLUlNMfuvTcsU3eGPAkKgZYQcEHDD3xiU+cHTt2LD2HGkvtqCFgA9I5AREGEuWewQGUCEVf1I9oiOc2ETJQU54vEUFjSMqQdvHIRVTPmOssOseknS/faZInJE3uUd/KXrQXQ0dUiP+lGfr/ZIPmq031Z01EF14QMstW3nEN/BId1l7JT/jqQRNVRAHxGSgEeQbcEVon7kyNUg8lwCJgH29CAHVSJoFXF1xwQRJ2JgfvmlL42te+NtXMEtUSEU7aQvFEwiyBEhQciDwiEAGArkPxdXwJolzhGSVKv6q0OQ54x7YwZkQ46gv5pp/ru4hSbNM/g4wHkyllIjYyYNvIc9x4443Js8T7tg0E2DZG8RPwJ7deqgxQGcjtfYgkkAZtrFLyGHVA7k1SAE6xH9IWShnjCSBO8UKeWW0rgD8vKRkHcNI3P/KRjySZaS7Q9yi0wHHGl9WG8EpUp36oPQw1soq8xl99t8qZIW+oHluCA+Y3/XHKvBnjy5gxd9ON9PNf/uVfTroBfcEYkg5hXhWRTocBYhhjjD5OLUX7LcCSk0gsxpC9+wQIlR/T57MxSvehGwFSyDLgUx5t2+c6h+0YDtnXvOY1SV8mo/6heRfocxrZRcaThSI9vUsAVETOmRM4hAB9Ui0rVQ5sigMyQGTLWH2c/pKv/EcHtLFZGNO33HJLimgW1cy2Y1sBP9iNACj9nPN8irzcFB/ivpz6j33sY1OKIfsMqCxN3vjmsJUubxVIup0xztkGaHrPe96TxjP76ylPecopR1tct8SeDAFweQ/0KDYde58dX2l7OMDmZscj40rKYykqYsGPQcIYMM6jkJjA+hIlCgBhQ5ScIJ9NiumYZtKkDAFyxhJQDGq8DMgZe/2u8yhlj3zkI7t+St8xDq+++urZyQZw4oWnqDG2eQ0BPcGXuRdofli0kp+IKcYUkEm0kxQ3ihtPAQJWUTgJD7yxch/BBk2n+Im0EvrqGT7wgQ+kpW6tPqGeFSQ7VsKJDu2awDLKIqF49OjRJJB8x5iDtArrp+wSUCU9a3hFKa7Ak7ewXUTZBTDbcgIGtMEofQfpk0BbWxAlIsAoSgVAysS7SQJmmHiBtaIIjzWA+7oAHIqXiFDjkXFI8QKQIGNB9CQy3h0DVGEUGpu8hOSN33gYQ9aSs1KiH/CAByQQJwDldKEV/wmD2N44HkJkGTljHhJFSzaRWyInRIQCnChEaiAA34X2i9LjKBGRK/oWUAVEpLhKl3ZNALvae5Rd/Y8SSKHD+4isGtLOemzlwBQO0IuM7T66wbz7xDwpEpWhQt8wBugh5mmU3wN4RM4BXGOeDaeYsZGT63FskSNkjXOHjmXXoztoC9kqQt64k7JPHnFc5s5D6Rx0G8eVlr2eWTuWlTzIebCpzxyPvNp0Ou/Ue8B/c6n34j3oP/43F5CVQCjzs/8ZsH1Wsd7U823jfTme8FxErW0ZmVOCtsVRFe3Zpr1+iJ9AKMB4LPKUt1H/jUh7die7xSbyRh8HhujbIoHojXRFOuOu1YaygjRbkl7Gkcaus8DPK1/5ygSw4Qn5SHcmFzkJBA5wDHAu6GccZqEP5jwc+5nc1++lQZI1j3/84xPYtcsA31he7MJ5Ee2krebLklQEeDLgoWNDFWsdziRHQae0mODmKRwxGTKATIgIqOR4A4wQsVFyop6TSXQIqNXF2Lbh23XMOr+j+BEihIQaTH0mrnb7Fq3kRxgBefA2oswYdZQpiiHvFgGiKB1hZUUj6Ph5552XDDERTZB1hhrlSzSXc4XAMuYQA9U5oaj6/2Uve9ns9a9/fYpQI+gBDCIKGOYiqBxjAhYNB50HYk0laL8+qA/VSISp3FzP+RQAm8k0yHukzPG+6jOx14dNnvqzLYiciYiofD/FMItr99kfaUKbgbaWf2a8WbxAfzYuV0VAJIAzYNjYo1AYTyIUKGP2QF3Rhu973/uSwcY50CbjRCSiMQ2AocxQ1rwDcuHmm29OMgI4rh7MqikAJ+3yXocQ4My8AjjXTxBFTTSXLSce0CAGJZAqSNj6wcFB+hdfyDLXBtAxvvGBXPQZrytVDqyTA+Y340SfnELGFxlJ3yNjpfaTFcsImGR8BZDdPp6OFrqA8Wib0lZAvhINdBXAEmCY3OMk48VHdFWyS00TK+oCU0qRaH6RVhxm20xqvoh64GClBwHJGd3eM2cEnpCr3h/yu//JNQ4LBiTjUd+q1J8DgFD9z1wA8FhG5ml6Ah2nZNTBsvvu4u/AULwSwcfBxpGUO7nzZ9LX87qFxi2nU9ia7Eg2DBnnuwChAOhAqW0koBG7Tf/SZroI+xrgRB7hTxBHIlta6rTMIE40QLSsIUCDvWACEZFjgTdzBP2WvkueqOfMyZeDqdGeuj88HCgCPOlEOvEQMlmZ4BiQQiOlKAh5NLgpDoqeUQykQej0/mfcMAgAHopfO19qjvMoF7w2QA8dnQFq8Bhw+0SEQV7rZsyzEUSUsi6CfjNQAT3eDWPJuyWURFvheRSDd77wVcoI5ZbRRWEMBBtI5BzCLVfsGHcUF+egCy+8MCmeQACpje7B0PPunfuWt7wl1ZmyyoEIuSlRbOmGd/6hcEW0h2eotJscMJnmCkQ8BcWBgWTCzTeKc3i64lj7UCwCjKJclPT45PeivAhfpRgBJRgBABzgU9QmyI+f+pnn3zgGHhtj6qV5TuOQQWh8MyqNiUUhz8astiOGXE6MS+CV9BvLRYsCWjWF7In5ZMj9GFLarJ8A8AFq5gxKm984NPQTwLff8Ui6HYUOD0RKcAL4noeQxxSIhUeMNbKFcut/c1alyoFNcED/C2Bn7P1jfJEZZCkgH0jte9e3zSP6gC0HsukKzqUvGMMciuSyud13i6437z759+Q2AwwwYpVcqTdqVYrCJrfIeroio1R0ADC+FHkez7ftpK6oudPqm3QyOlrIxNhH5JN5Qx/ybpwjaoQxyblLX4v+se3PvA3tM78ge+BdH+cxsNdWqR8HZH+IUKZXcY5ffvnlKY1u0dlSgWVnIGA4+9N8bm8+l05q/jen2+iHZIe98bFp0p8Ak3QWznnpdexlcg4QH5k7xrFoML+ThxHxeaIpo0IOWFGO3SVogK1JPoji7kvmBk5IfZt+xZb0HryPSpUDOFAEeBrDSgOZoQNwsklbMHmZ/AwgaVVADwNclI/IF/+b+Cj+BhLlIhQUyG589j1FRgHsSsM58CM/8iMpPJ0hTGGkqHkfFIwuCr7n4FIclyPs8Z19nOMzgcgIbxPhFwQss0lnKUX6HyGsL9pX2i8OyNm3tRU74cWAaQZUvudRtEkzDaKMBBBlL10PwF2KRM9YYAH4BGClKACGAOruVYooI0BlspXSEas++c42hYDL4RnET3JCGvA6iJHnfgygoWOYfMEP8w9wSU0EIBQvH+CbTNJX8IqM4MQA1HlnZJ10Q2CVdyXS60SjuGmPdyhyFC/MRfM8ruvgT71H5YDxYWyEQ2gMR8zXrkP2SRtlzEmzIrPoC8aMBUQYaSIOGC1AdXWfOAKlcKgRp3acqALpMAyS401aHHnLuPnbBqwxhoAeIpVKEN1CuqwIbQCUtjC2RCwC4wFODC1t81xDCCijHAHgnjPOCr2IfrrtkY1kkmgEOjVnAxmu5g3e28hGm3dOB6creS7yjWyXJk62cRrT28lf/1eqHNgWDigZIhOHfBJRTh6JguqyU9pt1ufJJxuiBwChgLUAKH1dVoYxw4lPzgCgOJic0+ce7XtO+d/4o9eRzwB2jkX2m6wY+gg5S79Boj7Z1Ma5SPego02qMl0HEAWoY2uzs4FPgj8EAni+tv5LN6I/iWRS5oJcJA8FFJCrlSoH2hzYKPAEDaW4m9xMcpQbE5tBZCDHJMh4zGneoDYBGgSUHRPlNpIJHqq8zeQ9KNRn22cK4CkUrH1+1vpsd3GAbLGZaHM62dQrycGo+CwE2wqNQTz3QCGKxpEjR1Laq+/GKt4MQl4pYAdDjpLAGKMg2EoAUIw96a4KYItkJEMpGdpN0WB8kMOUqvBqk8OMDZE7vFhSxigVog4pHxSvGDvO5f2j9FBA1uXdCk87mWW+GELel/knnB/SY3KKtJz4LmpDxP+L6jXFIgkicStVDmySAwBQ0URTgCd6mTGmX5MJQKags88+O330PQDKuGG4kR9AGXJWhCBnIGNE6oaxJ6qAYSRiHhgkguqbm4jusYvBRHu69mSoguNkrOgnhpVoRWNeZKPfyC6e+T7EcBPdSX7gLZkawJXn3nbgiRz33HhuzgEImoP6EPCdfPf+nO9deuax81+fe9ZjKgfGcgDwrOaTvSiciy66aHBUeeiMUWOWHASy28Lu9J20XfobQAdYQz+0p2et0iY1FkUZcY5KnxW5DSwDCJFF5BM5DHwXtQWIl2LHaXb99dcn1gKRrRouTVF0vMj3V7/61QnQoj8CoESKcgqITBXxKA3ReRwbnAuiTEXmVVkwtrcejvM2BjwZrAatzkqpCaLcBCDgO79RmExslBm/x/d+c50Y+L73mREEnd428gyQaM9DARPBU2lzHNBP9Bd9yr7S4eYAJcHWDmnn4WVo2ANbbNI+1TjKScpVROYpnuizfV+Dz73l2DOOKC8UAlsJAIoHilEIPFJ/jUICWFNgnKykuADtGVG84MaGcaHtwCW/CydnXNrzHjJARCA6HggXxKAD4q2DQt6bC4YqdpQj6dva6vkYxvY23wHXOEdsFCv3irkKf/AGSAfwci18cA5FTyTV0AisdfCr3uPwcYAMAjT3lUNdHCILbORDu+6lsYCMg0jDjWsAN4La0c/5/6HnGTerJNGlNlFODDSR9IwvMpesZSCqV7mIyAEpfCKcgFjkHc++aElOUvKiHRUw73pqsogWJTvCqJ13rO/JFDJbmkzOv0XndP1GxnGAmltczwqAfYEnbQ59ydzg3YVc7LpX/e4uDqy6f991p/op5wCgVAaMlDE61rXXXpsAlrEAsdR6m6hPY4kOpV4XHQLYbpwqAQMAAkb5jmwBQgGxyGR1eksR4JzslWoHINIWIJT6kxyFnI70V+1RY4zc8jtdVlow+UM/ZGMrn0K+iW7idBQdKfob/zhgyTnPQwYo/QLQw1/XqFQ50IcDGwOe5NJGPm00VEc2YG2MoPis84tisgnJpgChUPwp/xQrio+9yXAbSbsAThB3Yd5SNhhwBm+l9XMgAE79qSpO6+f/rtyRwmBrE69xDkbxpgk1ZojkRNkQXZSDUYtAZyCRTfoxAykAKBE2NgDXGKIU6ed5CPmY6yw7hwJEJq+DzBk5gDzknpQlCxpQzoBpDEbttlEmzTVktnkmQK24l/vE/GSusv1dc/7fNcAccI5ilkeFDGlXPbZyoCQH9Fl9Nfrw2GubJ9VOufLKK1NNPUYMYwVowyA52YC1UpN50xXzBqhIySM7ecx5yQHVxhm5pk30IClfUljIzr4RR2OeQeQXI0wKDsBJW9yPEYZEbFoARbSCZ5hHDEly3/MBnOlxZCpQDvBkXoiaL+rd4RsZg8gJeqwUP9FWIklFfIm6zIEnUbb0RDwRaclgBpJLG2csIk5MRuEYfZexeaRxdADIRGUyoPsS50VEl3qH5N0UULPvfffhOKn8lTbHAeAqkFhaGrnFHls01vu0FFgTUdOOZ6+Gg9LeuDXOjH2RnYAnKbrkIfCJPqfcgchzG1B5KIlaBPyohQx8IofIDc8nwskGMOIwdX/3oEuKViX/HIdEOIn8dD16kGAJeoxSAuQ9GafNZBPZX8f90De1O8fnBeBFupWkYsCTED4dU2fOGzyksRQkW5fRYkDuA3mBwhjVQSB8RB5QTAgJShsBVmk9HKjA03r4vK93oUxI4WinwjFKeMDyjbFiy4niHxvjLD7bo6NNaLSNnLjmmmtSmDRvVgBQQz1MDL6higJgRzoM75f79iHpekCudRAgjfwMAGrIPRl6AKJKlQP7zAHjI5x3Y5/TNYLURyILGE4ADMYJ3cV8yqgRCQmYkN4C5GF8OYcMEaVDPgB9GVxkkgga12fcrJIYm8CiINFYnAEAfmky6rWQqerAAM8tWNFFIkXpayF/gU8AoiCgdUQjAYaONPI8gCcA3RVXXJFSX4BO6vmF0RjnS5HBH6kujlVnhZGs7XitfhwDkMGojos0mqGk5AOA7HgTWXvWWWel99T3Gp/61KcS2ETm4gGDeiqo2ffeh/U4/Yj+ACC0cEel8RwgqzjzjB+1gUUuLXIEDr2T4AcR4HkUOFlJDkpPE/VG7wBOA26Nd7YznSkipYG75CU5ZFMKgSOMzGIj52QMA7+ASuSJ6CTHkC/kNBCbTFLjSV1KxwLgLGID+Hc+QJvtSa6x5ckX0WAykvAIeEZW4t0qnQP5c9XPm+UAOQOv0A/aWSBTW1YEeCIQhS8iYbvhQZrauH0+Xzi3gncUFkJQXQMKDGEDsTbgKXHziOeRgqco8dgIiHnXPizfE84M19gflueuz7laDkSEFG9/EMVC+HOAUT6LELB1Ea+SjSfMnodeisgv/uIvJuUBAMVb1a5D1HWt+I6hMBR4Anwxonjor7766uR55+laRIA4ys46KACn2K/jnvUelQO7xAGgDmfeFOedORLIJGoIYBFRNuZPm7Qt93EMHYbzMSLQcwMM3/L/gRbAC9dfNVllU1QqAEfUkfpM5FoORmk/Eg0lHacLfGIwMuoYiV2pOgxIxicC0khbQWSUyCUGnOLq6iNdeumlKSJM+vOxZjVnvKBLM0zNFeqnIOmNojMZklF7Ezg1lrTP8zNmyXg8YID3Ie83gEg6K+N56LzS5z77eEw7cqD9f9cz0x2i7pn+U4GnLi4N/479BXQG6qyaAEa2PE3Z+GPDsZltUvPIH7IUwAygB8qTkf4HHpE5freRPXQzZSA4FsgUqziLWqKDcVgaq2o5AZ3UDQU4k9f0Rs8telUEmHsofSMqihyIiEaAvMhKdZ20jQyqdDg4YA6XorkKKgI85eGjBkalfhwweUOabRBmxeEoGlBpxMATBsrgbJMCcEIieat48hYtgd4+t/5/Bwcou5RBRBhXqhxYFQcIcZvU2iCKBeMiACkTP0MFMYhsbaIQAKIYTsY/kN+qkxSoZcRrRRHpS3L6GUDCt4HbUkqe//znL41MYDxRhNZBATgZv2EMreO+9R6VA7vCAfMccKArkrzvMyiLwOggA/LxDYRhkBh77pMDSMYmg0k0jO8dY5zatIex4xi6T99oyr7tnXdc6Fv57ww60U6MLPqX1D9RCAy3LuDpyU9+clrJykq/QCLggePJZUabZyKfER1OBAGwiM7m2oxG/ADA0Z3VClQnhcF42223pRXjpCYCdQD4arIwWhmFJSNJ8V+0lHmGQ2NIul3IWgCWVLsa8ZT3qPmfgQUiUrxf/O4CLttnA54qrYYD6wCd5rUc6Gtrl1oJwAnoZANQGfvGWQD+9Cv/WyyGXkcGcwz6HZgFLDI21aHzPxlDT7TwCx1TtLdjyWIyz4q97kN2ic4ScaUd+qjoKDKSDni0AakrVQ5M5UAR4GlqI+r5sxR2qciljUdR2CQh8YIXvCBN6sIggVC5IiTkkTKjLoH0Hgj+OgnSLlS+j9dmne0aci8KICW4UuXAujlgcrcJeQ4y+edRUUApRk2Q8ZYDUsK3KQY88FaLmkeUFH19iPEpLQRYFhGV6gL0GSu83+tyQFC6QmHyfJUqByoHTucAkIBBMRUcyOVO3MF1ARjkiy3/7H8eePLD92SHtpAPAHQAlnRlxvcmx67UE8afTaQTEgGU61rxvPbaDZS3jLqivnQ16TDSoQBP6vmRyZ5XpIDodql2UuYcKwIKgERv4oiwTDm9D7inDIOIWWC/peDjnTH8AFYlgSd1YERMkPP4T98EdiH3iagH//uMP94XYxgFkGjvXYdRnH6sf+ZyQEaDbSwBK3dZ5x773IflvNALu54X4BRgE8CeXAA6CTw499xzU+0l6bdHG4AIwAnQdwzgSdqujXwBSrEXgVBqzcWiOLJsREGJkGJXku9AcQDVVVdd1dWk+l3lwGAOVOBpMMtWf4LJ/YwzzkgbBUDhTeGSUGwKABCK506IpJQ7wgIARSEgJNZFUizVO+Cp21UKxY5grVQ5sGkO8ICpjWID7AKh1IGTkssrP4+WpbbxwPNgMRD6EsNLMUzjWyi4iAByaBGRV+rXrYsYjYoBU5A2abyu63nrfSoHxnDA/LaKdChjDuAwD3SQTraLNA90imcB0Fg63Ia3wJeghz70oSlyiW4hwrS9+ilZioByr3vd62Y33XRTMgQ5DjgXH/KQh6Ri5fQ66dqcDwArtaDOPPPMuM2kvfYCskTZe4dkO1nvM5kaQBLwLECniLxnGIe+RN4zYkW2zesDkxpaT74bB9bl1LnbjesXG+eAsWbrKsMCVLrhhhvS2JS6C9wU7aQsA5ImrV4n4JwD0ri2iE1evwcITt8DqDtOTSfpgfpcnia4cUbUBuw0ByrwtOWvj4IjIiKiIhSCs0LB5ZdfngQEzwdvmVBJwBTwSapeeK4WPR6D9mRTY4bXjZAZSpSPqSk1FJsAf4bev8Tx7s1oDUWqxDXrNSoHhnBAGDWAiSfT5rNIppykbPBMSe+w6a8RGWXPi7WIXJfBQ4HgMeuzcgoPvWKYFBHecTUEjhw50nkbSg3DheLDGIlVnToPLvglPjCWKvBUkKn1UnvFAXPcpufZvWJo62Fy0Cl+slT5MmLU0dvaxPFInr7//e9PoBPD0Kp5UvlKkWgJjg2pRiIbGKFW9SNPRdhqAzBJ+rdVWbsiZfUrm2g2W6XVcICTuVLlwDIOiFw8emcqnHEsCwawTTeUPhe1wSyeQKcTEWWs618AaDXwRFxyFkixoy8CrtSkqxF2y7hffx/CgQo8DeHWFhx77NixmQ2pHQCE4nWjQFBMREWoQSDqQPTEIhKCScAwEhURU6w4ClcuOi9+o5jwjiGCrksBi2Nj3z6OASxqihdtExRGq3ZVqhxYNQekqxijgCBeZp/bKSyUfl5v3iiAkwjHLiBH/r6tD6knYoUp+fyuDUhiTIiCcD8pImSI1Dp1XAKYkirCMEE5mA0s03bLpvPGU1CkAfLIkym8b+sg49YYbsuVddy73qNyYFc4AJjtAg92pf2HrZ1S4NTt61O7bwxvXF/kBCOT0xEAJtpKyo3oWaAY/Y7x6vdYlc+96HmhL4X8BWxWqhyoHNgcB0Qw0snYfTJgpDhHmQQ14tQDjVQ6KXZAJ05CwDag3P9S9gBQdKogeh1gutLh4oCMJhgD20Ed6ZJUgaeS3FzzteTv2ggPhT8JnairQFG48MILU/HxLqNVUx0j+kFdAyvrWTFDATq1o/pEQBFIjFYpPFBxqyYsCgVXrBNoBiwLgcjzpoMzeNG6i6Tz2FGeQpFKjah/KgdWwAHhy8ZYThQCgBDhbiVLYBOlvzTxSAOWrGZiae6PfvSjyaiwkgpvmDFJFqiXxIigxDA8pIpIobAaCmXEeP3/7N0J1HVHVSDs0y6lEXv9DTSIwkKCjAphSAQhNBkEEcIkBJkjQaZgGIQwBkzCECBhMIjMSQhTGGQIg6jIjKCCCATsBoEGsWkjNIqL36Gx/e9fT8m+1nu+M93p/e77frXXOvece06Nu3ZV7dq19y5+lQAGxxigz9K6JLS2kNHPjR/CWeBsEkLTKe6bzKumXTGwFzFAUKB/mOsqVAzAQCwsuXSgXctnFe3WECDFdzSDx7OZQKMeMNu2YWF+mLLZmCPVn7VhYIpD8rVlVhPaMxjQZ5nYcVxvTWWjkJsWAmab+9Z1XDbg52w8WvPhB9/znvfkzUg8nw3D6PtR8Sp0CkwcWnc+Cx1s4CRY4/86td7WIngiMY0FVQgQDq0m2p3aWuQREpn0LQRpCVncWQBaMNJS8A6TyeTu7LPPzjtmfYInpTbY0FpyQhZNCNoNFr8GL0dyDkFoPHGsybzPiS1DgicqncyF+DygKRF+aWhaSYP2BpXysYmVZN7gWJ7Qpb4cglrwOrFhKmCs4MtVoWJg0xjgQJZmYlyY+t0AO9f6q7FD/xjqI/qShQgzC2MKoZXxhimG8cV4YocMA9Pl1yMWJbvRp+RhLIj7buCy5lExsJcwEP1Dv6xQMQAD+B6LT5qqzK+Z39ioLIEbBRsTFrDmjgC8mvHW5SAcc0AVQAV2xu+cxsepdlOdjOOdLQBpJq9zAThe2hpiL2HgKU95SuMCrFis5/h1MvbbBKQ9r7/iBwmjCKbQoj7OzI6/zAoVAzBQnqa5br9ya+FEDIR2udmElo7KavOtFwNOLzjhhBOyhhOHk2x37VZRnzSY0DYgncZU0OBBOFMGErtcwnMex9bXQEWLgVmOhaZvbIW9x3Qwvzk22RIjRmWQ38Me9rADKks7wiL1a8mPFG0Li1gS+UsuuSSbAhI0OY2Laqcjg0sglHrsYx+bJfTqTLBp8LznPe+ZnXEKy/HmySefnE/+kw6hp4F1aFFd5uE5mPKq8dTGTP2/bgyEjf26052SnnHAzhd6HwNh+XcCzAExMsYXpzP1+Xgq02Q6SFhl4RIme+X3dT7rt6HRMaVu68y7plUxsBcwoH/oJ1XwtBdaa3fKaKzEt9GAsFmINvh9oW3rGY/Gl6Bnc4DngBhv/Se8ig2N+F7vwxigSYB3JkiyXhrbaJXam970pszP1439YdzWr/+OAWstLhGM/WhM32Ydo5977/Q7J1ky5yUMnbJW/PfU61PFwPIYWIvgSfaET1USv3xDTIlpERcLwinhp4axc8XfUwCtDKY4Z555Zj5C00RJ2EQNk4CRdhTtInHCxxPBEJMh/w1oBjh+Az7+8Y9nTSbMDVO8BzzgAfnEhM9+9rM5Ow4022Z9NJpudatbZeGXPNWZeRAmyAkw7373u7PA69WvfnUeRAmdCKSc+tJOK+rUd8d8qX8VPPVhqL7fDxggCOLjZRE/L0zvqGLr50x4nbTHd1wcdNCHF5pR+mE5pvSFXfW9vmsRFQKoVdOr8SsG9hsGaDDSljZ/VqgYgAEarDb3aK5yuXDiiSdmGqH5YCxFL07Dwh+ZB/D2NgiB8dZ8YozH7xmDbUxUmIaBUnuAr8epzsOr0Gkafmuof8PAT/zETzSuEvRvJrM0HGk96ctTNhPLNOpzxcCqGKicyKoY3AfxqWA64a4EkxyBjsGJAIrm0mtf+9p80gpJOqCBRYsC0HJg7sdcz4l7tJ2AE/P4r6HGiUHhS8YVWkmY4Tji3c4ara2nPe1pzTe/+c18ahetK0AbS/4EUne84x3zO6aE0nzb296WtTJoXynbScmP1FQBFMaqCp0yOuvPPsaAPobWF1l8UsXWv5ywBGhBnnPOOaOCJ3lgaCxeNg3KJ6+4bzq/mn7FwF7DAK1lfUT/r1AxAAPcFNhcdGKdsZOvJxuOtJnwfFww0Fi1gUjwVLpr4BMQ+AbEt6CtUDFQMbA3MKCf6/sVKgYOBgbG7S4ORqlqnruKgbvf/e5ZM4nfpRe/+MXNkUcembWV2Ae///3vz5pMmBQqmRzRheBJIalsAiZ4zP8AoVPYrhM6ffjDH87vmWIyC7TLEyBenK5wbDLf4yDdkezsjgmwmPdwXs4JM39WmKESMNTykObLXvayXH4+qqJcZdiuZ/EJnqrwqQs79d1+wQANQ7vciwieLDgsKgI8T9FqpVVlkdvuq5HOOu/KVAVP68RoTWu/YkA/qVAxAAOERv9P2kw85phjsrkdrTj+nmz00SSnWQ7wbA6uYYpjI5IW1P3ud7+szWp890z7qULFQMVAxUDFQMXAFAxUTmQKlvZpmAsvvDDb9WIeaBhhQgh8CKL854OJ3S+Gwy7XIx7xiKzBREhjUero3fe9730ZO5wesvenPUVbik8oJ+69/vWvz2rYBFGYGA7L7aYFcCZOc4mw6zrXuU5W/aa5JB7zPA4v7c4x26HFxJllCZgei2H+njjCdLoWDQ0aVlOA5F+8Kniagq0aZq9igPkbU91FtB70K+az5513Xu5TBMBTBE/8ztGw2g3Bk36rD8cO/V5tn1ruioFNYaAUHm8qj5ru3sIAXu0KaTOPq4MHP/jB2X2CcdQmoROH73SnO+Ux/POf/3z27/Twhz88m2nbJHTysQ0MvBdNdPNDhYqBioGKgYqB/YmBKX7oFql5NbVbBFv7LCzmgo3+YYcdlpkN2kftXVECndNOOy2fNsfEjfCHUAdz4vjdSy+9NGOFD6bjjz8+C5mY3Unn/PPPn2MMc4KxueUtb7lDyEOwxLk5XwP8NInn1DsCKdpR8qdJ9YlPfCI7WOQMrwQM0Je+9KUs6LJLx/TvGc94RnPXu961DNb7TDvDgnwR3ze9idUPFQNbigGLT0KaRTSenLxHkHz66afnfkXo1HWIQLvK4unHBFD8h2wSQuPJEd+7dULgJutT064YWDcGmMTX+W3dWN3b6dkYoOWEZ8L32WTEd1lg2KSw0fihD30oa6/zE8P8jksDjsS5UzDuOsiG/88Ku4MBWv02dde9CNyd0tdcKgYqBvYSBiiOXHDBBdkH3ZQN50XqthbBE2d5TiVzt0ipJ9st0gQHL6yT5sIkbqgUz3zmM3P7chpu4WrHyyknGI/STjgcTLaFV9ImdAJtjQvCpec973n5W/xYuNJashtH6ISeCKK87wKnNXBkvgwoK6Z8N/zRLFO+GqdiYB0YICB2IACtwkWAc3/9k6Yhc9cxYIrLyb+d8Snhx9Ib+x6CJ0K1rnFnLH79XjGw3zFgXtZPKlQMBAbQA37KKcC0lrhU+NjHPpZ9aOLRHODiZDsa6vxu/v7v/34WVDlYAt8nPq30CqthYKoQ6dRTT83WCHLTTtXR+Gp4r7ErBioGhjHApU7pVmc49GJf1yJ4MimF3x4Ssip4WqwRtj00odGNbnSjfO1WWWla8Cnl2iRgsjBR1dRuk1iuaR9sDFz5ylfOu9eO0qWJZKd6KvNq4TomRLIjbuz/yle+0nzta1/Lu7K7IczVdwmc4n6w8VzzrxjYNgzoGxUqBkoMGM8d5sKtgQ1F2qI2ITkR5x+TlhOej19Nmwg298ShJcW9gg3IOCCmTLc+j2OAWwq4v9rVrjbJdF2K733ve+cJW2896EEPmv+vDxUDFQMVA3sJA2sRPP3P//k/91Kda1krBuYYiEVrFTzNUVIf9iEGLD4tFJjBEjwxrWBiSoWWmStB7x//8R9nkzqmFxYXzHAtPP6/ZAr7ryl+mLI5JYuWoMWHsZ+jWqYZhFv3vve9s88QJ1Myy9g0yIM/uip42jSma/p7FQNM2as24F5tvc2Um2WCMZsmqztzTH403ZnhudtwMAfEiajcGPjvBDvje4XlMMBVhbn2Fre4xeQEzNPiAJYlFSoGKgYqBvYqBtYieNqrla/lrhioGk+VBg4FDBCsEs6ccMIJzSMf+cjsUJ8jWaZxGFoLjS9/+csN89vw0XTjG984m1UwrbD4sOjgS4mgiQDLeyawdsePO+645nrXu14WRjHRoCXZPghgE3gm/HL4gLqFOe8m8qlpVgzsVQzUTZW92nKbLfe555672Qxq6r0YWETo1JtI/VAxUDFQMbAHMVAFT3uw0WqR14cBgic7whUqBvYzBj796U83TqVD74Ca/33ve9989dWbsMkR27SfnPzIhPomN7lJFi71xfGeRhRBkGvTII/Q5oj7pvOs6VcM7CUMVKHsXmqtWtaKgYqBioGKgYqB/YuBKnjav21bazYBAxardUd4AqJqkD2NAadJfiidUjSV1mlA8SXxrGc9KwuraBZ98YtfbB7ykIc0t73tbQdxISzYDVO7EDxVc6LBJqkfD2EM6PNVG/AQJoBa9YqBioGKgYqBioEFMMCNBt/dtDOnHoIwNfkfmBqwhqsY2I8YoAGCMd8N7Yz9iL9ap72BAU6/mchd/vKXn1Tg7373u/lUyatf/erZsel5552XNaacjDcGFrn8hnzhC18YC7ry9xCkhSbXygnWBCoG9hkGqkbvPmvQWp2KgYqBioGKgYqBDWLgDne4Q95ovte97rX2XNYieFq3NGzttawJVgz0YCBM7SxgYxHbE7S+rhjYsxi4ylWukp2DM7mbAhzLcjjuZDrjuxONrnrVq2bH5GPx+YHiiJzPp01DFRhvGsM1/b2OgdAK3Ov1qOWvGNgvGFjUQXh5Am1db+0XKqj1qBjYTgzw+xpjFK2ndcNaBE/MOBzDCu5xj3usu4w1vYqBjWGAqR3GnJZGFTxtDM014YOMASfZOTbbyXNTgNDpgQ98YD7V7rTTTms4IudQ/PrXv/5gdGHuec97Zmflu+FcPATG1b/TYLPUj4cwBmgvVlO7Q5gAatW3CgOnnnpqc/jhhze3utWtJpfrQQ96UD6V1vqKr8UKFQMVAxUDexUDa/Hx5KjPz3/+81lCVqXxe5UUDs1yh8ZT9fV0aLb/oVLra13rWs0//dM/NRdffHF2KM6Ebgj0B6fV3fve925e8YpXNG9729uaG97whs1jH/vYoWj5RLyjjz46n5a3G6Z2ofFUBU+DzVI/HsIY+OEf/uG6qXIIt3+t+nZh4C1veUsuEB8qNAumnHBnjfXKV75yuypSS1MxUDFQMbAEBtYieIp8q9ApMFHvewUDIXhS3qrxtFdarZZzUQwcd9xx+fS3L3/5y80Tn/jELFA67LDD8ul2/+W//Jd8sqO+wA8UJ+I/9EM/1HziE5/IGk4nnnhic5vb3CYLrrwv4atf/Wpz6aWXNrQqvvOd7zT+f/SjH51kklems+xz9NkqeFoWgzXefsdACGf3ez1r/SoGKgYqBioGKgYqBrYbA2sVPG13VWvpKgYOxEApeDrwa31TMbB/MMAEzm4rs7tzzjmn+Yf/9/9tvvP3f5/NcJhK/0AyN/1uenfd6163CZ8SV7va1Ro7s4RL3/zmN5tnP/vZzRWucIXm7/7u75pvfetbWVBFe+rb3/52w7SOL6ib3exm2axvqj+pVTAci+pqSrQKFmvc/YyBMCXfz3WsdasYqBioGKgYqBioGNh+DFTB0/a3US3hBjEQgqdqardBJNektwIDtJ5oLt3tbnfL2n0/8iM/0vzDP/xDPn2OptIP/uAPNn/yJ3+SBVF8NV32spdtaEh5/5nPfCYLlf7v//2/uS7M8I488sj8jeCJWd3JJ5/c0KIKkNemwaKa1lPVeNo0pmv6exUDtBhDM3Cv1qGWu2KgYqBiYK9g4Otf/3rmmaK8NvDwS0Pwj//4j1lb/Gtf+1rWOP+v//W/5k3AoTj1W8XAXsRAFTztxVarZV4bBkLwVJ2Lrw2lNaEtxcBJJ53UvPGNb5wfBKGYzKNvfvOb58v/E044wS0DBoh/GMIml5PqmOVtE8SCugqetqlValm2CQPmuNo/tqlFalkqBioGthkD//2///fmve99b76c7HuTm9ykecQjHrFjY22o/B/72MeaJz3pSfMgv/RLvzQoeCKouv/9758PcIlIv/EbvzFJ8PS9732vud/97hfR8v3Hf/zHG4Kru9/97nlzMD7y8/nLv/zL+S//nSW/F2FsNr785S9vPve5z+VDYhwoQ1v+tre9bQRZ+X7JJZc0z3jGM+bp2Ny0gWlT1GFlYEoY/Oxb3/rWeTqXu9zlmmtf+9oN9xDlJug8QH1YGAOEpuuGtZxqp1Cc5LkqVAzsJQxgyMMUIRaxe6n8tawVA4tg4E1vetPk4Cbuq1zlKtkP1DWucY2tEzqpSPTZurCe3Kw14CGGgTBHPcSqXatbMbBvMOBo86c//enN4x73uGYTx5vvG0StoSJ/n9wPOD3wBS94Qd6YcxLwb//2bzfHHHNMdi8wJQsClD/7sz9rfv/3f39K8Obss8/OQqf73Oc+Oc6f/umfTj698F//9V+zP050QUjGDcI73vGO5vGPf3xzxhln7MifRjvfna43v/nNO77584EPfCBrxfvG/cL1rne9XB6nKq7TdQJ6Voa/+qu/ymWmcY83JQx75zvfmcs1Jcz/+l//K6fDx6i6w9t5552X28rGaYXlMODAA32A0Okxj3nMcokMxFqLxpNOaUAEp59+eoNIK1QM7AUMVI2nvdBKtYzrwgDzuv0EmCO7eBUqBioGujFgYVKhYqBiYDswYDH3jW98Ixdm6oFMBBjnn39+jmOz5fnPf/52VGYfloIWDX+VZ511VtZCUkVCEoenEEKVQOBBW8kG3ZWudKX5J24KXFPhQx/6UA5KC6h9gMvUNH7xF38xl1l4fjl/4Rd+oXnd617XPOEJT2j+83/+zzmZj3zkI/lO6+k1r3lNQ8gW3whuTjvttPydEChOW+QT9I/+6I+am970pvnbOn/kd5e73CUnCQcPeMADsrZVvPNhSphXvepVDS0vmvkvetGLmnPPPbd5wxve0Dz5yU9eZ3EPqbQ2OcasReOp1HQqnw+pVqqV3ZMYsEvAf43JvC5g92QT1kIvgAGCmv0EdvcweATIFSoGKgYOxEDVeDoQJ/VNxcDBwgAtlNAo+Omf/ulJxSBICCif4129rw8DIfi5zGUuM0+UO4Lb3e528/+ENE95ylOaG97whs3xxx+fzegoXNDSWRT4diLo+rmf+7mlhU7tPB0Oc8c73jG//uu//uv55/e85z3NUUcdNdemIlAKIPgR9uEPf/hc6OTbT/7kTx5gyhdx1nk/9thjs/BoSFNpLAyTPZo6oKz3OstZ01odA2vReCoHwmU63urVqClUDCyHgRvf+MbZ/4Vdi//4H//jconUWBUDewQDL33pS/dISacVs5raTcNTDXXoYoDGUz318dBt/1rz7cIATRRXhe3EAAHT0572tGyqxt8RgRKNphIuuOCCrE10xBFHNDSNaBK9733va37zN3+zeepTn1oG7X3+yle+kjXfCJ2AtXNoJPGt6XRgh7/8zd/8TW8aP/ZjP9Y5ttP8+eQnP5njXfOa18x3+RHGPPCBD5z7m2Jad/vb3z5/twYCt771rfN9t3+YzSkfwVgfTAkTJoFOZ66wnRhYi+CprFqo55Xv6nPFwLZigKaEQRrEInZby1rLVTFQMXAgBvTb6uPpQLzUNxUDMFBN7SodVAxUDFQMTMMAbaG3ve1tzSmnnJLNvjja/vVf//UssAnN6le/+tX5sJWLLrooH8DCdI1T7He/+92TBU/M2aQdwD8Rp9jAIS58RHFS/pCHPCSCHHB/7WtfmwVUPnz0ox/NWli0sQiUvv3tb2etp9hQ9x0Q7BBsETARltGIxT+FhlAcIMO88LOf/WyO44eD9Mtf/vLz/+t4gEd+p2iu/87v/E5O8g53uMOOpKeEeeYzn5nLxizw4x//eI5PO6rCdmJg7YKn7axmLVXFQDcGSufi3SHq24qBioFtxUAsqqvgaVtbqJbrYGMgTO0IaKvm08FujZp/xUDFwLZj4Mgjj2ze//735xPTXvKSl+QT2Gg/Pec5z2n+5V/+JQtpnPLbdt5NeGMjm8nXGDBp40ybnyVaU0ztCLhA8DOHH35443S7Pii1ev7yL/9yx6l4BC8vfOEL51EJmQBTQnVxeAxhlBP8bnCDGzRXuMIV8ne+rMCHP/zh5rd+67fysx+n5K1b8ETY5gp47GMfOz91L95NCUPgVwKhHjPICtuJgR/YzmLVUlUM7A4GqnPx3cFzzaViYN0YsKDWf+uCet2YrentJwxYKEU/2U/1qnWpGDgUMVDdmexOqzuIhSYTAdRP/dRPZWfVTN9CeM9EjhlcXE6AI+wJraiylF3WFAQ9/CcRAAFOvv0v33GYffe73733YmoXcP/73z8Lnj7/+c9nbazPfe5zWZvJd+UOjSdmnre5zW0a2lKAgAnQ9AKh5UTji9ZTCMPyxzX/cAROYOaAMvAXf/EXB+QwJQzf0tKJQ86YFVZYHgPGGOakTtIsXSktn+LOmFXwtBMf9d8hhoEqeDrEGrxWd99gIJi5UBXfNxWrFakYWCMGaAU6VOB73/veGlOtSVUMVAzsFgbK0+8cQV9hcxhoHzJEAEUABGg00WYiiAI0dJiClVcIpny/3OUu59bwTbRbYKx/8IMfnE3tQqATh34RTj33uc+dX7S2CNZAuMlh/qeeys63VZjetctPmEVbK7TO298X+c95+8/8zM9kU8UvfOELnVGnhAlTRSeyMTmssBwGnKLJz5mTNIc07pZLPWn0LRuxjFeezBBS0/J7ff53DMRi6d/f7N2n/VCX0tRuP9Rn71JTLXnFwGIY0F8xeQdD8HSojRWHWn0Xo8TtDs30w8lJXTvx213yWrqKgf2HARoENAne8pa3TK5c6Yy8fJ6cQA04GQN8KvFndO655zYXXnhh85jHPCb7TCKACe0k78B973vf5pGPfGQO9+IXv3juHDwy40vpGte4RvY7RHOI6dsmNYgiX5pa4AUveEHzz//8z40T68DJJ5/c3POe95xfNJ+YsvGxRLhGy4lvqNve9rbNs571rOb1r3998wd/8Ac5bvvnPve5T3OjG90ox21/W+Y/PAIO2vtgLAxTwF/91V/NdWBuV2E5DJRaTuXzcqkdGGvcEPXAOAe84fWfRN61zkFRByCpJcFlg9oneT2gQFv6ghogp2+/+7u/e8ApCesq8le/+tWsKkkACGcGvilw8cUX77AHNrDe5S536Y365je/OUtEDbbUS/cqYMYtXC1g17G4oir6v//3/87oYEttML/qVa86t9neq3jqKzdVXAsbAjx1vdrVrjbJvr0vvfr+39SN0RCaNOb9xE/8RHPZy152T6LmM5/5TGMH8Wd/9md39AEOJe0c8qWwLITAKe7LpiNe2W/b6dz0pjfdMY7ul7GvXc++/7sxb/Xlvch7u692S+0uX/3qV8+70narx4BDUjxMQOlrI94R3KDlAIsJY10JYzRkPjBeBnD6inGP47u9d7x13zxkHomFT6Qx5W5HOua5KeFrmNUxgFbQDDA30pBgStMGu/Kf+tSn8uub3OQmcw0JL0p66uIl/vzP/zxrHLTT9J8mA9oCTC2FxRuiHxvF4XD4b//2b3OfyQHTD/Of61//+nNzonhf7+vDAE2C9773vTlBa5spayb8PEfTFoGhmbK+EtWUSgw46ZqgptT0aK1/EwAAQABJREFUoI1DWBi+m7QZ309nn3128853vjNf0qBpdPTRR5fJ5TAEQK95zWvye30TDYQfpx2B1/QH30iA9spXvjL7qSI8MmeZF0vgt+kd73hHnneOP/74fJIfflPdSsfn4rbnUrSoLle60pXKJJd+PuaYY/I4ycm4sa8LpoRxap/yExwSDEabdaVX3x0kDCQmZ+sgTZSzJLGdpQ6w40oM/9aVNTF1uYxJ5XK0bHe+851z2C9+8YujYRcN8N/+23+bJQHQDnylxd4snYwwKakk9Z4lFcyZesB7sv8djJec7OVwr3vd6w4IlxzS5W+JoT/gmxeL4KwzgTW+/OAHPzhLg/MsSfpnSeq/cspJ2r6jDeAyDeiz5MBv5bTXncA62iExsQfUN+00zJIwYN3F3Yr01oGzsYp00VBiemZpITMWdeu+J+Yl00cSbM/LllS78zvjzSqQdvJmv/IrvzIzzqQjjFdJataF85h/kr+AHWkPjX07Am7oz27QYFn0Tc5bZT6rPKdTiA4Yh8x/U+ba5KMjz33oUZujhTZIJ+gh7uZb+QaM0VBa5B+QhvHz8Y9//Cw5dJ0lAf4B3yMvd3S3DJiP73SnO82SAHiZ6DXOEhhIC9MD2vKkk06a4dNKiLFQ+yYHueWnzjGp5CWSY+ID8gh60WdB2sCYJcfFO8JJ49JLL83fkwBkxzfx9ZukmZG/15/1YyBpnMxxngQS68+gprgWDFiH6if4jCFIJmezJISZGd+H4Jvf/Gbuj3uFN8Zvqn8Sjh9QLXOJseJ+97vfAd/qi72PAeNSzCXGq3XDWjSe1i0ze9e73pUlzqTHVAbZm5555pm9O4Hrzn+R9FKD5OB23cfgjW98Y+PEADuX64ZzzjmnsXNLsm5HhPokO9dyN3UoT5oHLjt1U1SA7YJTR+UIrw2Bk/b7+B/fp+As4mzqvglTO7sAVFTtJtrZesMb3tA89KEPzbbUU9tjU/Ut011XO9AQSIuuvKPqFIy0kMo7puhjv8G6cDaGFzSUhLpZe4OGzXnnnZd3t5/3vOeNRd2q73af0L8dvtvd7nZ5PHrGM56RtePQzCpg/NB/tck6dg+j37bL1NZsGRr72nE38X+3aDDKvsl5K/JY5U577td+7dfyji7zgGtd61rNH/7hH+Zdz/CxMZT+j/7oj86dknJkOgSPfvSj83HUNEjsgMsXXcdu8BANhQYMPxvGRrwAHxxMApgInHbaaXn3Wf5JuJgdyt71rndtknA1F0k5l4HLXOYyjWsb5ttlyr9X4zhV6ayzzsoaRxz4oi287O/93u/Nq0SzAs3QfEmbYPn48/nH9BD01MVLOEL8u9/9bg7+pCc9KWtYhZlK0L1df8eyo60kfMw8CFMfp3OVGh3PfvazsybU17/+9azpgHekMc8Up0LFwKGIAZoyfByNgb4W/W0o7JWvfOWhz1v3jbVMn8UMh+qgdLOzdRWoBdpaDGyl4Cm86lOTo+LnYp5WOm1j3sPxlYmbk7Ob3exmzaMe9aiszuyboyqpGn/84x/P6oVHHXVUdgDnhIBwQEaV0BGTmD7MKtvXUpBCNfLTn/50ZhLlhXFz/OXP//zP54WOBTaGAGAsqDYGEABhJsR52MMeFq/z3eKxrXYtH/lRMcRgEh5R/5+qJsjhICblhBNOyHlYLDGVC5wxWVQHAhCMriM0jzjiiMxwt8uyo7CtPxiS0vmbulFDBVSBL0w20Wl3OP/HDIVTRMIJNsFTcCay8mkfeamLuOyOAWFOOM2TP5y9/e1vz+2tbRcxR9iEc3Fq7NTmgXqjEc7aHGFK5X6M7izIqcc7sQINvOxlL8snNqBPbarMQ/Qv33XQrnSmAFVb/c9FBVlfw8jqa8rKbIxtOwZYWAxwWyg1RP/UhAlfTj/99Lmq8JOf/OTch9AYWtHfmERh6u9xj3tkgQ0ThlNPPXWumr5NOBvDKxpSH9cd7nCHhgAHzaONGKPQFLx84xvfaByry/79Ote5Tk46+jv6Ee9rX/tac7e73S1fsUiGD0IFYxdGwsKYqQUhv0UHYPtvwUSQjQkx9qWd+8njEkErWrjXve7VvOpVr8rjAQE5FfApzFouRM+PsdX4FveeYJNfl/22K9LQ2Cf8WJ8TZowGhRmCKePnWH+Rvv5zzWteM7eBsRPdmG/DPGfKvDWWhnzMzxyvpt3ePDeZz/T1ctEr3CoQwliC2rRLl5MyvsT444Xx1Dj6kY98JNMLEwM8wqImrOYWc7PLPGcuZeIXfWqIhkLwZD6L+YHDVEdBf/KTn8zljvfoBNikinf5xRI/0tJPQmC5RBI1yhIYMJZG25kbtbFxGR3E2IeXCcGlfsh0x5wZUNJTFy8R4fBw4kV+3jNxNiah1eBBbeQa75OmXh7nI74TucR1WWzjNWxCVsFTYKjeKwYqBgIDIXgKfjPe13vFwBQMbKXgKamw50WKXZrYwQwBSlTKN0wfW1aCGhoBJna+iuwWmtAJnUhkheP3wcLXRYiBAcaQYQAwkMK/9KUvzba6bHxBUovOEzS/C/JwRCMfTWx6hcG0loyrXcWAsryh5eKYS0c+tr3tY84f8IAH5KjStZCWD0GFEwimAKGM8luc24W94hWvOBc6iZ9UJnMd1RWD4sKUKBOGZyqIpz527uDSYjbAt9hd9Q5uAichQJuCMwvT29/+9jlZjDnhoMsCBm1EWtqMIMNO4eGHHz6nAe0zFWhKoJeyvabGnRqOgI+QwCIejNEdZlO7qJ8jWx1tSbigXTGzcDBE/+q0LtqdWscIhwG2o2+RZ7Gpf1oAonsCE7TuIiw+KQkwgP9D9G8XFi6cIBKgzUMTBV5918f5hbOji0nnT4WAA+MNthVnUae+u/aEH3hCF/Coz6IHoI+w03cRENlZK/t7pPuUpzwlL0ZCQG7BbszQRvqPdLVLLKIt1mlcaDsCU+1JW4kgkcBvKsA/GrCoIhzXNhZb6wC4ISRx3zQMjX3yHutzwozRoDBDMGX8HOsv0td/XMZxGwe00mgaEwrFmD02b42lQfAb/frYNGbReuMHLrQ0huo59Zu218/NfyF0irjaK+AJT3hCnsvRn/FVP9FexodFwDhM20k/5ItCvVbRYFZ+sC4/GV11Mb9FP+n6Xt/tDgbM++gv+teXvvSl3P9ufetbZz7U8eaOQC+FR+2StXmJ9vfyfywO+UUpwX/8VN9JW0GT5oUKFQMVAxUDbQwQVBNeX/va125/qv8rBsYxkHbBtg7Y1qYFztzGMO3kZ9vYKGhi/vK3ZIo3ExaETWJinLNNLvvEtDDLNvWek/BolhakOV6XL5/ESOZvpa+mJz7xifldMpvKeSShTf5f+iZJzER+J68xSDv/OWxiCHYETbtK+X0S5OT36sSfQ2KMd4Qb+vOtb30r29uqqyupWM/S8cnzKGmhmt/DJUjM6MyzsJdccsk8HPx5N+bjKS06crjEfM/jxkPSkMjf+F7pgjGcpcVZjq8sgP8LZUqCinly2tA7V1o85ffsjf1Xt6mQzDSyP4NkQrGDxqbGb4dLGimzpKUyf50ER7NoXzbebeiiO2GC/s8444wcJS2Uct2SQGc2Rv8irJt2cyE6fvgoSaZHO76kRWwuqzInYUh+1ve0C9rXRuIFBH766D8JlXOcsj/wQ5GEGTmJpGmXvycB8ywJJ/OzPpQWhTO+NsA24SwXaOCnTUOCJiF0rldymphjpsVKxiH6Asm0KH9/xStekf+X/R3e4QPO+fsICN897Pi7INou0pQGe2/tpw8vAtHu4ibtq0Wi9oZNAtlZOqUl+0/TX1YBOIcfdY0LHXdB39g31ufGaNAYrl37riRQysUZGz/H+otE9B9tkbRFc5rGe/+TNkT+X/70zVtjacT8Ev066l/2/TKfZZ6DrvhA64PIl28b/jj4p0hakbm+afG/IxocoIU2xNzve1xJkJbTi7Di+Wb8jyt87QiTNF/zd+H487nooovm5TBulaCvSQvuVwW8AH9A5tEKu4MB8455TTvzAxa+M/GsAdFP0WfQRulbCZ1M5SWMy+i7hOAZzIslKBPa0tfThk1+ThqIuaz4C+OP7+V8W8avz6thIOZQOLZuWQSSZcMiwWvYioGKgYqBhTHAn7bxyWWeWjesReOJCRdb8lve8pZNYtrHpV0jIWi0JGex2ayDmYed/OSEMfsesvPudA5g9yj8EdEMAXZ7hQGxYxvP5X/vEtPa8A9hx9SOoPTSosinHWCHHjBnATQA1gWOurTzxR9AYjJysuqfFjELZWHHlAbTW9/61uzbgukRLRBmNqHWLcEwV1Pf4447LuMWPmk8bAswr9MW7mHWx9ySxlkbqHoySQP8G1AvX0T7wa54Wpiv1RSB1g0/MO401wBTqbDxnkp34ulTgCYcU0YaRUlQmN/10X+5Y7pJ2s2F6PiJHVOfaO0BGi7ahebgsUlLgPYOE0S0uQ76l4f+rT8BfajUeBgbMw42znKhB34CpzTz0LgxCE3QUgFpoZrv7fErzILhnmYLTY8AZpHMmtFIWiTlsYFZX4yT0d9oaDLJAzGW0H6ivTIVtHUAjSn9eVXgI4c5c5oU16KxaA7hNyVA/ZhWLwp9fW6MBmmc6Rt9ELjv+77oe20QqvJhWrno0blDaaAfY1T0LZpB5rk2jS5a7jI87SUwpEVFgxag8cChedC879siu7bGcWZ66P8973lPNi/Go0Sby4cpcQAN1TYwrXMF8GVJS3RTkASVeSzUTyrsHgbMa0l4NM/Q+EvrM4DWkT4fGnPGc++4jAgY4yUiXNc9+KCYOyIMfgeU82Pb9BUfH3x0xKv3g4sBczMtTRrErDgqVAxUDFQMbAIDXBWEmxzrhHXDWgRPF1xwQTYHYk7Ehj1MW1YtbNpRzcdwW6RS2WcOwKFnLLKo+jGDC7BQCEY03vXdLbj4y8EYE/iYhC082pO0+HxAbQqiLqF+vUo+GA0Ew88TQSC/Oml3fofDylJ9OpjiWKyvkndX3GUZXeXRFupQQtdCNxY1wjEvXBTgbN2CJ2VgZoKmCFzSTmQ2WfJ+EboT3tHGgCDFkbogaGYK/W+SdnNhOn5CWKi8YVZKQBAQA5pvIeRYhP7R1dBCM/Ip79uOs7KsXc9xvKzjcC0kAVqyAA7QP0o8ez/UJyyK9B9MLME+Ab/xwbOxIdqOOV6Zblc/jDJ03Y2pzPykbbwlVOeLC02vAsrEX0q07Sppiat8zLMDYuEW/6fe+/pclLOv3+oX5rd1Q19/CUH4KvkNpaGPwmlpxmyDZJ2CJ4J4NBXC+K66JM3f/Lqk4XjumvuG5i0+sGLzhpk5YYJ5KgRP6jvWhkxd+SJkqs5cVrsvS2td9W2/0/+0QRdv0w5b/68PA8zi0AZeBg+gjWM81jdirGkL4QnmS9PLPl5irKQ2eQBz2hLiv74bm6gOBUHbePkLk5/OmKPLePV5PRhIGp95nSQ1z1PAhgChE7DG8j/4wSnxa5iKgYqBioFFMLAJgVPkvxrn//1UFt0ljcz77hi/klnlrBhzaQIGhyUHn+DYtDvM708bYsHUfl/+D00BCyCLOUwZJnJRiF0jjhiXAQwwZhUTyuY+dr8WTavEGQYHI0zwxGfAHe94x3lydtACLFxBaAx5Dp9V4Y/Iu0UhmHq+quzotWEMZ4QtfGhghsbaxMJjFbD4XTdjrj0J/LpgUbpD920Yo/92+L7/Y+3QF2/ovTbXJ2lSYHyDOeI7xo4uOqW5BXxXhjH6D3pKpkh5FxazjJlfBLYZZ2P1oNkTO9KE5DFmGOcI+5ftA8bYW93qVvnSByw6+HBykANH0w5cAKeccsqOnfux8ra/07qkaaU/K7tNBI7Gw9dUO/zU/8psrFOPVYVYkWeMf/F/nffdosF19Jd11DupaTcf/ehHs/PtoFHanusGfAANIj6Xyrku8ok5lYZT0Fw48zb3l2C8nTr3EWgZh0J4XqYz9Ez4QNgg7xe/+MX5YAR9ok9gOZTWlG9V42kKltYfhq+8ECo55IFlgLnPmBsbppx4h69C8xsH+U5kTCbRuUBDvMRYiTkJF5/Py2T2msdIm2z+o3P0F4InfURZbUYQPPH/R3u+wvoxcMYZZ+TNefhfRPBUlqQKnkps1OeKgYqBvYSBtQie1l1hu4F2Y+wY0YSwA4/BCyEEBp40zqKLo3BCFjtEdpGc2jEFwsTAqVAWxOGQ2kTMZG0REwuCMbtXFmjU8DGkTFxM5swNCJWARTmQF0b8yCOPzIIZp+sw8RDHiVzMESw2pTVF3ZnpDWbGDiynb3AVTIO6lYChYPaCubYbhwFx4kpAMEGcQ2OcLG6ZIiib03uY74GoC0aKQ2KTaGi6xWRqEUvdHB6ciJX8XUQ2+eSzPpydlJxOM6HEjHNKbLEtD/TAJIQGXDBMdoEsbIVZxGQiCkLwsQmNp0i/fR+jO3jGeIbWUGihcPIcsA76j7SGaDfCjN0JNwlGmNWFCQlHwgQCnMQzm8Vs0XQg7CT81MdD8DVG/8nnRC4CTQI0zsQFMF2y2AzNvfyy52e3ccZRrHozWVhm5wCOCI6T/49sfuG/E/piEc0cA04tUCy20RXtJwuZWOT3oGL+mmNli2b93C47WgMhuKDa70Q65iH6O1rRZhbIU52DK7d2M3YzQUITBAXGO1oAMd7MC7XEQwiglog6OcrUsW8owd2iwbH+0iWcaZd7yrzVjtP+Lx+CJ309+d/LO/boqEuYbu40dthcKrU92ml2/dcvxLVodnoiWtNeNoPQmTnRPGjuEoaQEq3bFGmbmNv0MC85wdDCnUYUU7gAQll9El3btALyDPCe6V0bukzpCE2Tb8HmEY94RBb6locntOOv8t/8pt/qJxUODgZC8MQFAl7NyXLAGB79Aa9F8MQ8PwRPq5QWncv3nHPOyXfjubRt6ulvXUelo3n91fyFD8GDVlg/BhblCYK3Xn9JaooVAxUDFQO7i4GtFDwRIJj0mCQEEEA4SjrAaW80dWhXhMqybxhcixsQu+HxnF9+/4cQhECLXyBAfR5zaLHnVCxmeJHO96PMb+33BCyYRsxvLLyZo1gk2tliZlKC8CA5EM/ML78RdiVpBNhtChBuiuAJc4zZtghPjsBydMwMP0OYjRIINuCOcMpuWHJWvIMBsejEHCkL4QFIDnyz4MlutTRLwCi5CEZiciTIUmfCq9DUsDAuBU9DOLMYwPhYsBICuoA0CZ7U0YIGaHvXWWedtZTgCY1gyLXpkIlFzmziz5DZ2BjdEeCVONYG2rIUPCnGEP1bZLRpNIrefj/UDhFn7G4x6bJjarFJKBImggTIyTl/rhMtF0AA4ZSpgDH615fgRHxM9GMe85gskCbQtcjDvAN1a9cv8nDfTZxZnAJH1i8L+qE+SpBLoF4KeywOgDqVC13jACFs4CHuXWVgQmehHIDOaITEmOE/ATAaJCwP4TzBUVmWiN91J7Qy1jhtM8pifCU8RnvGiGUhBE7rWlAP9dspY1/Ur12f8v0YDbbj9v0f6rdj/WVI8BRlnTJv9ZUt0rCJ4gQ4YzmBs40DYwR6aAOhNHpbVOgkHQIkC2rzBbPR8H9C2OR0R4JpfcQcbY4ENnfM/W1NOcJiJ+kGXyBcKXgivIrNF33toQ996I55Tdo2d9pgzAsBeeBHGH0NTvAdhARThcbt9If+h+CJYHrINHIojfptcQzExoqYBOwElGgTv0KAiX7QfAA3ETZR8aUxpg2NSRHPHR/TBXg35sj4SmMuQM8h5CxpMX9MP+YAfRbvVgVPgZV6rxioGKgYqBhYBwb+Q1psr+xxEuMUYGINAUS8W/ZOk4emix32NoMYaSq+xRPmyiKtL1yEb9/tMonL6ShNJc+0ABZNR7om+HTSUhbkLMtA0kRSJgKgONa8Xeah//JXBzgrmYqLL744766mk3Ry+8hnjMm32MIYLVMOZSRMi4Ut84Iuk4QxnKEB2l/aZ1mcDuHrD/7gD7JZHP8rBBqhUTIUZx3f1kV3q9J/1GWsHSLcKneadmhpyA/bEP2jJ30ULaAL9I0x72O6+8q6GzgLDQ4af1MXD33lHXtPuwM+9I+uXey++PCpb6F98Yw55WKpjBd92bhoAb0ozsu01vXMNIWQgBCOaSvNl70Cu0GD6+ovq+LUWGdzxLxEKHrzm988a6mW6dpQ4GOGH8dVwILdONPHM+An4L5c8HflZ95C4yEs6gqzV94R9NJoJPxd1D/bXqljLecwBqJf4MO2YeweLm392oWBTa2zuvKq7yoGKgYqBjaFgZU1ngg6NgUWQ2MLKYvPMQHKUPnKRfCqC0QLYtcqsCqjO8UppMXlFJxRu14FLFLH0hjD2RQaWKWM/NjQnmKmaSG7W4KnddHdqvQfuBtrhwi3yj0cqw6lMUT/6CkEwmPjwlAeu4Ez/tpo+a06pgzVI74ROC0jlIXLKeOAfKb05SjPbt0tpiyiCBL22mJqN2hwXf1l2fYkbCLwINRmEk2LAoRGXaRLGEQLKky04/0yd3QwRNNTN1FsYu0XIPBDb6FFs1/qVesxHQNj/WJ6SjVkxUDFQMVAxcB+xgA3RjTIyRO45Ahfveuq89oFT+su4LoqWtOpGOjCAIYMQ07wMrRg6Ypb31UM9GGAD7Jjjjmm73N9vwYMEDjFgnqvCZ7WUP2tT4JAvzRTU2BO69v+jsLhOF9MFdaPAVqihID6S4WKgYqBvYkBGsk2SMGUDea9Wcta6oqBioGDjQEuNuLQOD6UWQOtE1YWPBE08UPExwsTuyp4WmfzrC8ttvrMIKf4jFpfrtufEu2v2BGujPn2t9deKSETzk2ekLZX8LDJcobGU9w3mVdNe3EM8NXHVxLtThp5/L51aTQ6/c6ph8to7S1eqkMzhkVrnd8Ozbavtd4uDND+5EeLtQh/cFMdjYeD+lve8pZr0Q7dLqzU0lQMVAxsCwY2acmmjisLniTidJd6vCdMbC/Q5qkaPQe2D00JvlCYpVTG/ED81DfLYWA/meosh4Hdi6Xf0nyqsF0YcPhH+1CErhIae6vT6y7MrOed+c0GSzW1Ww8+ayoVA6tggBlLaBPQLJgqeKJ1sG7Ng1XqUeNWDFQMVAwsg4HuozCWSKlqOi2BtBrloGPAogdDbuFaBU8HvTlqASoGJmMgNJ3iPjliDVgxcAhhQP+Iee4QqnatasXA1mNg05oFW4+AWsCKgYqBQw4DaxM8HXKYqxXeFxiopnb7ohlrJQ5BDISmUxU8HYKNX6s8GQM0nmj21o2VySirASsGKgYqBlbCgMOK9qpg0YEfDgZxOfijD5ym7CCdvQ7crfyP//E/lqoG/hMO/uIv/mLug22phA6hSFXwdAg1dq3qgRgI5+JV4+lA3NQ3FQPbjIFvfOMb2T9bFTxtcyvVsh1sDIQpuX5SoWKgYqBiYAwDp59+evP5z39+HuyNb3xjw8lwhX/DAEHDO97xjsx/dOGEkP/YY49tHvjAB3Z93vp3L3/5y5sjjzwyX49+9KN7y/vEJz6x4XOMoKqEz372s81HPvKR8tXKz//n//yfjPNvfvObK6fVTuDNb35zc9xxxzUf+9jH2p8G/1966aXNne9854yDn//5n89+lAcj1I8ZA1XwVAnhkMYAjSeMeZyOdUgjo1a+YmAPYYAPoctc5jJzU9k9VPRa1IqBXcMAgVOd33YN3TWjioE9j4FXv/rVcz9UKmNB/id/8id7vl7rqsCnPvWp5lGPelSv4Ml4SyjzK7/yK+vKclfTefjDH95ccsklzR3ucIfBfO95z3s2p556avMjP/IjO8IRUr7oRS/a8W7VP3/3d3+Xcf6Vr3xl1aQOiH/UUUc1D3vYwxZ22v/CF76w+drXvtacd955DWGbU3v3G2ziBM21OBfnKI9K4U//9E/vN5zX+uxzDPB9Eafa7fOq1upVDOwrDITpkDvNxQoVAxUDB2KgajwdiJP6pmJgr2HAGuu9731vYyF4u9vd7qAV33xLEGWhrUw//MM/3NzxjndsrnOd6+QyWQ/+7u/+bhZ23+Uud2l+9Ed/dFJZnYyufk4+vdnNbpYFXSeddFKOK0+HWDkR8Gd/9mezholN4+9973vNa1/72uZWt7pVDo8PkGd5QuqnP/3prH3j9NTb3/72ubwSfetb39p85zvfaY444oicx0c/+tHmmGOOaW584xtnk6kLLrggb2wpizDBY7zmNa9ppAkuvPDCfHDDf/pP/6m5173uld+pe5ifOdG1BJsAv/M7v9N84QtfyCfA/+Iv/uK8PBdffHFzjWtcIwsyxIfTww47rIze++wUZWW66U1vmtODl5/7uZ9rvvSlL+W2esADHpDbg8CMSdkv/dIv5bTe97735RPpr3KVqzS3ve1tmyte8Yr5vTZ12dj7l3/5lwPyldef/dmf5feXv/zl59+//e1vN+rx53/+581f//VfN+eff37+hjZueMMbNm9/+9sz7V796lfP72mta9cTTjihKdOZJ/j9B/WTJoA/dAAIvpzYOoTXHLDnh8aS9AAclFrBn/jEJ5q//du/zbTk2cnw6IBQMeCTn/xkpinaTiX0lQfuP/jBD+ag97jHPXLe6Epbo3ECO3SKPrSH/nD88cfP+1aZxyafCUz/6q/+Ko81Uw8/WKQ8KwueEEBIRRX2jDPOWCT/GrZi4KBiQKc3SBhMdPwKFQMVA3sDA/pr9F9MaIWKgYqBAzFgY4Wfjq9//evN9a9//QMD1DcVAxUDu4aBZQ9ietrTntY4BQ8Qbhysjf6XvexlzXOe85zmp37qp/Ii2TzMTAlYqBMCEcQQLjzjGc9oXv/61+dFew7Q80PQQijkNGCCKhokf/mXf9mE4Ok3fuM3GtolhEK/+Zu/2fzMz/xMFhwxv3r605+eBTaXu9zl8mKZthaBCvjDP/zD5n73u1/+bgx86lOfmgUxhByf+9znmne+851ZiPWhD32ouda1rtU8//nPbz7+8Y/ntQDByt/8zd/kut761rduXve61+U0//RP/7QJrRuCB2sH6YXgia8fZorSEY8AIeC5z31u85KXvKT5yZ/8ySwAIlh41atelT+/8pWvzAIvQiNwzjnnZOHO2AnJBGiPfexjs2CHSSTcH3744VnwRFhjTX7/+98/HzDB/E2dQ/BE2AdHyvv4xz++YXJGsDcG8PLHf/zHzZe//OVcj1/+5V/OUZjc0YwjdPrud78715KDI3Shjr5pB8Bc8cUvfnFDMDYEBGgh7FOnMLe7053ulAVPQ3gdSvcf//Efcz3QrXal+RT4/sAHPpCFaOpxWBIAvuAFL8jlJ/RFd+heXQgP//mf/zlnc9nLXjbf+8pDa4vgiZATzuGfgOczn/lM86u/+quZlm9xi1vkMhG2oTP1fcUrXjFUjbV/I2zahMApCrryNrGjQQNCChn/671iYNsxUJraVcHTtrdWLV/FwL9jQH/F0FhYlztV/x6iPlUMHNoY0DcIZ2kRLLvgPbQxWGtfMbBeDFjQEdrQ1FjEFIsmUUC57op3u3Wn/UEz501velNeEBMmEAiBD3/4w3nhTmhDkyW0OsbKRoOKwMRdvFJAbp4nEHnmM5+ZhSaERIQEoVUk7aOPPjrHe+lLX5q1fAjZASEL4QSBi3LDuTKCM888MwvE3v3ud2fNE/UhdCAMMFYSYCmLi6CA8AMQfJ188sn5mdCEUICQKIBPJDihPVWCetD4IWAgfDj33HMbwo2///u/nwezHoEDAikQZZ0H6HhACzRm1ENcArup8MhHPjK3IyEcPIVwbSw+IaE6tn1Y0daBD8I2glHPLnSubgRgb3jDG7LgRh7vf//7s0YPy5MhgLOzzz47B3nCE54wT5eW0hS89qVNAKgeaKsLCJYIMWlF0XYiDAL8Wl3vetfLGzqETJ5d2nKoPPxmoTvwQz/0Q8173vOeRht88YtfzO/8ECISPuk7hJm0wvYbDLf2fqttrU/FQAsDoTFRNZ5aiKl/Kwa2HAOETfovGGNctrwqtXgVAxvBQPSRmOc2kklNtGKgYmAyBpjKEWbsVaCdcsoppzQ3utGN8mI8FsjmYIIU2iAW04Bp0dCpaIED2kG0mJh3AWZNIVyjVUMAQLBCABRAsya0iQgCQAjXabAQghAY/PiP/3jz0Ic+NH+nTUQ4c9e73jX/90OIRqMFhPkYvz2EMIRcoYFEKyXMCXPgBX9or6iHuoEoM82h0C7xjYAGjRDEMV0bAhsL8ESzzBoG/o499tjeKIQiJRC2EawwwdsNQCsENeiEcIUAkT+pVWAKXpdNH22gH+DZKX+AxiETRO2mP4RvJ202tTza2rxMiOkKYWnwsr4Ff5sz3Uc/VfC0jxqzVmVxDOjkBu8qeFocdzVGxcDBxAAmSr8NU9mDWZaad8XANmLAoo/pisWMea5CxUDFQMXAGAZo/jCnCqBtFSZYBBtMzAgNaBKddtppzZWudKW8CA+fRjRizM0gzI8ira77la985XwcfXyjDRLAzxC45jWvOS8D9y78GQWU4eOdu/Lw9xTuYNwJpEpgYtcGjsM5zHa6n/zDjC7CRZmYYYVpVnzru4evq29961s5SAgxQrDhZaTbl0b7vXGdQKTUmgrBhbDRBsZ+7wnUAgjVaA/R9qFRxIyTQKUEeOUjcFFQD2ZlbXAgDFM1JoGhpc4EbwpEG8N5CVPwWoZf5LmvPWhaAfTFzDIEnt5NLY92O1Th37aLV6h9qf65QjI1asXAQcOA3YX2TsBBK0zNuGKgYmASBkKbQ+BgsCZFrIEqBtaAgfDRsIakNpYExpkD3RDQbiyjmnDFQMXAvsHA3e52t+y0m3DioosuyppAoZXD185Xv/rVvMC+wQ1ukOvsP6CBRNjNLw0BD4fSNKPGgPaH8ZS/ImZfb3vb2+ZRLOppGtGKIjxh1ndY0lByjQFH4wRkhBXM96573evmizCFJhWBjfJ6Dj890uRDSJ7Mp/hsAupIkwrc/OY3z3dmd+rK0Tp+JNKVHsfrkTYhnnUGn09Mu5hs8SdFaAVHqwAn4vD1R3/0R9lfU/i3kmakzVE6zSimbepMAGVeADTNmCDS6KKtpj4BcA1/tMtoRYUwUnx1DF9LnoMGxNWeTBOZ1cFf4NA3PrfQ1YXJMTsTwdBy820IAld8YhF8MolUl1XwqvzKHtpG7v53OVQfKlv5bag8hI5hCulemouWaez357UKnjbt7A6RcISGiENaumoDUQWlKue+CHB25zpYwOaZk791Aek79ViqoOsG9spUXVfpzOsuU5neP/3TP+W/q9IUIawdIAPiMrsEZZm28ZmNvB2SCk22wd9mmj4U2iiExaUAatl6c/Do+GB9l4PM3QDjIRoKfw67kec68xiaOzHcmGE+IJhllLBt84FdbeP2IoBG7II7fWabwU63XXEq+9FfppQXQ68/tC8Ljm0EDPzLX/7y5j73uU/Dz8siwPlxnL60SLwadnMY2E3+emgc21wNtztlvngIXayNCFeM4eHH6clPfnL2y0MQ9Wu/9msNDagwNaLpxHE0jZa73/3uWRClf40BQQ6hFf82fA0RgAQYvwhraAY94hGPyI7MOXQ2x8SGU9wjTvznMNs4/eu//uvZebkTwghQCKJuc5vbZAEIvtYzwUuAOjLtUy7+mGjp8OcUzt35zFNWwhNpEnAxiyOYkpaLWaDL8/Oe97yc9GMe85gc7sEPfnD2OcVhfJhTqWeUO8ox5a6tjPP3vve9m8c97nHZf1jEo8114oknZgfpnIwLo5yetR9BmDZjeqiccKo+AYRaBHZOj9OeYYpoXhf+RS96UQ7q2cl0AbSYpP+kJz2pceLbwx72sPiUhVKESPBO8LQI8J9FwMVkT7kJI8EQXofS/63f+q1cjzDFdFcX62BtUWqP9aXT1WZ95TFHhV836231CehKJ77t9p3QFK1vzG93YkZWgkSQsyTZzlfy+r5SWkORk5O4eT7ySwPQLHW2oSj5W3IQN0udqzdc6kizpLI5c18Ekl3qzHWwIA2ks5NOOmlt2SeGMuM3OTlbW5qRkDZIarqzNKjFq626p0lglibQWdoRWKpcaadkliahjL8kfM33NEjPkm34UultKtJDHvKQWVKLXjr5tJCcqd9egjRw5vZIDvrWWuxFaXpT5VhrpTaQ2Ko0N1SktDM3O+uss2bvete7ZmlnbSjo6LdTTz0100nMZcaDxJyOxlslgPHQuJiY11WSOWhxh+ZOY6p5NS1aZmmTZEcZF+07OyJv4I82UKZFQHj1SwukRaLteti0EMq8UlrIz9Iu8eT8k9PTHf0h+kUyyZicxm4FTALcPC/d+c53nqXd8FlyyLtQ1mlxelB5uYUK+/3A6G+Ir10mzW2Ks07+egxXQ+PYNuFkt9ZaZZ3TqV8HrLP0t7RRna+h8S+ZWs1caWOoTHLw2ZwrfWubJAA4IKz8ktbIDM+9CKSN4FzeRdYgyh3h5dfFz3uvPBFuapmSttEBeJ0aty+cNIG5tz1Oa0f1gVtlLtfOaRMl//dOOLhqg3b0bVHQnvDTppNnP/vZef7swulYHsonzahvGX4TeC3TX/R528oztfyxnjXvp03ZqdEmh1vZx1Np20jFbBOQOkqWnDoC8owkqSWBJi0kYaXSR2XN0Z2celEtD5tdOxlUA9OgMD/+kkohG0y75CSnyvzbv/3bzdWudrV50e3qcRJmFy1ULZ1CQfpJWpyIqUkLlQNUBMUjeS7hGsmOM6SmNLakSf0x3pVh+57VgTZNIoKGLXQJysLrPW2zkJgqxxWveMVcN9o88qSWSqJOlZC03o4mrRzvuwDOpVuWvytcvJMnrSllQBNsYNNAlSXHpN/aic10wBiutBlVTaqxZbyIv867HYe2ne4i6b/mNa/J0mG7GnY+Lr300qx6GzbJpMfqgu7QKYD7km7hS5sBeIQ77R2Alu0SsFcH/nN6WJ7+IT3phv0xLQ50mwb9TD92edCdfgKEQ+dDID1l77PTV1d0wv4+yh/pddFtqOpGGdXDszZGE339TppdNDGER7sWcAL0dX1B/dF0QBfdxreu+xBN9/WtKeUYwmNXObwzhim/vtzuJ2jDSRlokMq4vp+Yjtz/4RhNwru2QyNtPJbjqLzkA3/Xvva1c5reldBu61Vorkx36DnNcnm8iftQ2CnfHAlsp4qmjh13/S2O/V0Un/IbwpnxHI7sBssngCaN/q9ttJ/+HX4zIkzfPfoqetBfzYPmu6BLbW5HNuaySGdoXhLHeGHO0G+M70NzpzTRCa2mtODLu+GRz1DfEQY+jAfSN+9OmSP7cDyGR/O4MWEZLW14dty3Xes+HxBR57h39W94NybjQeCX9pT2nlLvSHfsDpfmN5fnqcAXSoyd2v21r31tPjlKfOOw/m5sMUcpN/4JrQV0zU9TvkWY9r1rDo0wNBiUiTPgqTwoGlXuco6N9IwnaF6a6LA0BYFDNNcec73r4rmE1/+6xtzIr6v/DdEv3MK/8sVcHnxtpNl3FwfdS1+Zgt76yi8cGoUveaB9Y8BVr3rVXAbPyuJ0KPXE+wUdMNmBO7yBcAF9fIrvy/LXyt81Pw3hStv0rQGUpWvM9z7G0zEeWtg+oEnAqTRNmnIN1Rfee2OVOGBqnBx4hZ+S9iMZ41M5Z8X79h1PPRXQkDkDrTFDS8LA7DC7Hd94y5/UooD/mVLmMl00G2uPvjnY+75vZVrt5+Dj2+9X+T+UZrSjtmvPL5e73OXm2Ua4+YvvPyzSlmVcY4wL6C9M75j70Xai/RNrpDLO2LO27KOBIRyMpbuJ79tWnql1LLXwmWg+6EEPmhp1WrjJIqqegHadScdcibB6Qq322o5EYhBmSRVynpBdyuTJf5YGrPwtLRrmO3TPetazcjjaGeK5PLue/vSn529pAp5/810eAcLZTfI+qR3me1KJzJ9pdUWa8iwh4sR398RU5CB25OO9ndKp2jUkwxHPnaZTmjDz3Y5AfDv22GPnuwDKn04ryPna5RSGxBoIl2xs5/Hs9oE0ced3ofGUjv3M/xPjkb8P/ZyUdieiHPIOzbekZjp/73sJQ7hK9tK5rSJNu7WbBLtrSaA5SzbmS2WjHdq0EAmhKziJuqQjVPOnoNuyLaLN3IVHo0Cb+B871rQxIj30mZjPHC6ptub36djR+fek4prrVZbBsyud+JHjDf2UbZvUm3O8CJ8EbvN8lCcJhOPTrI9uk8A4a5cJaIdFvMRo5HjKFHTR7nd9NDGER7s+gSd36cNRQFk334Ju43vXfYim+/rWWDmG8NhVBu/sWiV14x31e8c73pGD6+vKEnW3UwrXyXY9vwsc0xAQJp2wMziOSrTElTa0cxbQ1dbJT8MOuodf1xSai3TH7vKQ98UXXzwf78bi9H2n8ZSETPPPxlm4AcvgU7whnJVtlxgwwTPADzwF/XumLTcGSTicdxCjzd3RKkAL5fyo3aP9huYldFGmp/+nhUEel8r35dwpv5hz0iLS3zkM9R1jmDk90lXvmIvmCXQ89OF4CI/JX8U8H3maj2lFTIXAC22iKdDXv/EU6mt8iLlcWZKAbkqyk8IYH5MwNWueJR8gk+K0AyljqUUEt95po6iD/8n3S47aNz/5OPStnW/875tD43syl+jUjojv7TttjZLW9IdSe70cr4VLwvmcxNCYCxcxfwf9GzeGxlyJ9vW/IfqVF3xHG/gffG27ruV/80MZz3PQWl/5lc83V/QV8WgcmAfQq/8x34SWSsztvgmjjQL6+BTfl+Wv+8YB5VYGV9QjcDW0Bugb85Wxb573bSpEmY466qipUfL6Kgm8Z65NrbUmF2bNAc3l6MIcY103Zc5bcxH2TXLWS2V/25aKJQWImbHWHLDsXLQtddnv5YjxyR2/s25g97/1EIxeTJIKbEHN3C4WnsmWNC/GqFpDVjDWGEoTZh+YQIUvmWcTlHiYERMh86RkG7sjCYKKPmEDxsbiLoQ6IvqfbITzRC9NplhjIB1lM9GoOzwwXTCpx8KIwEiHFu6D31/4K38XEyQ/k6YBXr2ZTolHHbAUPMGdulmwjgGBgDSSFDuXqyt8Oikhh+n61oUr+Gaik3Y5c52kH0KYrjRWfYeOtKfJb1EgBFS+voXLE5/4xNzW6FTbaZu0kzanW9/VTZ0NykB7SDPZmOf/6AYNa3dMsG8GbvjRTqVgDp1i9NQl8I5hBnCqn0yFtLOX80JXFpzSVv4AZbLw0IbJbjlfvg3R7Zjgqa/f9dFE9P8uPCpLn4nbFLoVvw8Ct+X3vr4lTF85fOvDo299QFgXdKB90VYI8AiNtVPyhTdLPvFyOPWNRRABq+8EAcYlcQOPfeOochgX0JW4ITgfamtxFqU5caaCehIYuSet1anROsO1BU/qB7+EC8vgMzLpwll8c0czbcGTfJOPjNznLOQIkoH5yLxXXph0EAu2pFmT/5c/QZfqknz25HqFkGBoXjJPYBIJkAiB9MFywdOeO6lkG8Pkpw6EZ/4nra6yOPNxqXypHvIjgDL+yQu9ToEuHIdwpAuP5mXjpnE3OWLNZe0bv7vyN3ebf6fCUP/W96K9bVJ5JhhbF+ANkt+PvJhLPhuWSlaZSsGTREJ4Z/yHR22nLkPz09C3oYL1zaH4IfQVwg/PrnKDsitdfI846FWZjGcheEqaiLkNCGmSZk4em5N/mZzM0JgrjS6ea2jMlWhf/xuiX/HQK7paBNCtq+SjI35f+UPwFPOX/hk0ai43FiVtuJxuCLb0xwAbl/gYcWIT1rchPsV3/Ngi/LU4XeOA92O4ao9j4vSN+b7FeNrmoX2bAng3+IhrSpwapmKgYqBiYLcwEGOT+yaEhCs7F5+mV7VaKKp1IE0s84So5cd7LxPDkVUe3UFaaOX7sj9MFagduoeq4JS0qPtSwecIL/kfyVGYKlEvpkbM8SXTGycFUD0cgjidIE3AuSyJucsmhuGMjuM7avDyclEBngKcslFVdJoBYIoXwISAM74PpVMHnvKUp8Tr3jtzDnknJiQfyZmYwayO3Ruh+NCFK+rPSYMhO0LlUDAJBHMMpypsCtBR6tD5WjQP6rjoIzEhB0RVl+R/JpvfMbPjEC8x6dm5YQTm1I86r7ZITF1+TT2Tg8XkZyP/T0xojqvdtYv8ONWDnySMyqrJkZ57YiKzOSdnjWn3dSl1VulQ65bXMccck+9pIel1BjSNjpm7UmFWD/SqTcfoNtLounf1uyk00YXHrvTj3Sp0G2l03Yf6Vlf4ITx2hY93HF9y/HiLW9wij3v6n/YGVJmZtzKxczdGoJsAqtXUw41vYRYR3/rGUYc6nHPOOc0LX/jCHCctRHOUVdo68lz2zrxDv9J3S1OOZdMr4+lXAcvisw9nke7QHT3re0cccUSTNgVy0LRYzv+9i4spEEiLoXxnIuUAgMQs5P/xgy6Zcx1++OGZLnwfmpeYqHC0zrksEyKmnOazIVMm6SfN5zxWyTdpjuT/aHQI9G/mjcYSbWr8k1eYzA/FHcNxFx7RLBMX4+5xxx2X8TyUR/nNiU7m7qRhUb7ufZ7av5NAIJvRSzuc+PYmusAHuNU3jNGOsl43mBPgMQldMk6G5qehb33lGppD0TJ6Y8ZvjPPsCnP2vjTRzC1vectsrsRkzPwWYFzT7zi9TUx3djSbBE7589CYG/H77l1j7lD/i3S66De+LXpXJ/TlxLKkKZrNzKakEXOFsG1zJXOI73DmCmCmlgRRzZlnnjnnY9pj0jJ8ShfPKM+xcSDKNfU+NuYvOs9PzbeG2wwG0E25ztlMLtudKj6CqeyiYG3D1HmvgDqmDdGl6mp+56yd+XOFzWFgTwiewh9M2nWdY4KNKIFHQNipxoIh7FgxXSbB3QB5hzf70n41Ojv7ZTbKGJq063qArW27jEmTIb/q6/TlRN+OazEGujpQ2C13Ldb4BQrcTbHrlZZJ3+kG/DykHbBJp8r04UqZCGfUGa5ccDXGTLbrv8j/EGAGzhaJK6wFUjCnZVyCIgv7tMOYX0d7Bv69DLot43m2EMHo8kPhmNk4/QEtwY8yw41FnZN8SojFqHa0MA9Bpf9RhjJ833PQQeClpLcod6Tn7jub7XjXR7eRn8lhCkyhiShPO72g8ShTfF+WbiN+3z3aNvKNcPG/XY4od7x3DzxG3K47miL46wLxCeYD0EuUK9713aM85ThKIOoIXEIHgik0FZsAUe6+tl6U5vrK1fU+BE4Wp0HjXeGWeZe0/HI7EKYsg88hnE0pDwFsG5L2WD4Fz8krcfF7CAilCOn5pNImSaMgH4EcaZTtr221y9C8hFEHU/uosPIgADvyyCP9zT6B/CdMGgJ9w6ZM0robCnbAtyk47sKjcRPNgBijo38ekEnrhWOpCa3G6hTRoj9FP+nq3wTE4euCD8dlfIZEfu27epor1DPq3A6zyv/AA2Fh+ADqm5+mzF3tskT7dM2hhEboi985eXt2tX0NttOMjaZ4r38HoGHlj/FPvvF9aMwVP+bJLp4r0i/vQ/0vwnXRr2/odVG+1mlKH/jABzK/QAAFV3w4BSxa/ojXdU8aQ1m4xZ+pU61A4DTC9/Ep8b19F7+Lvx4bB5bB1diYH+Pp1HGjXZfyf/htKt/V5+kYwOsQcg71u6Q1mYXNJb1Pz2Hvh0yal1nAHqfQRY3GcGdMME44xW6vAAUMPIh106IQJ6LicStsDgM/sLmk15eynRE7Ws95znOyFsYzn/nMzBzYdQigWUJogjE0adzgBjfIn252s5tlptbxnhy6ugDG2sKN00+AwfZ/jDkzuAmHOcFEeo5Fl12kZILTKJ8BLqlx5wUa5sxOkfLRUrJYCA2NnHnPj7AgqbPnoz7Fd40B7RnaMo5CthMJpsQTTl4XpiNCCfWSurNXg5Bs4fPOOYe1dtLUNXBKowt+LCqA59AM6sOViZy2j91Aji9pCdnFx5xvCmLRGozXovlg6GgHPOpRj8pCuGTiNHcCqS7pVKfmYx/7WD6OFR0EbQ7lc/TRR2c6dqyrusMvCJrgJDiZ4WQBlX6AKYNfNBkMcrs+dnk5jbPziDajXfrKkfwPZDpP6vZZYy80sIQnZFQmAlaME8euymNBG2Xsolt92a6yo2v1VWAnKpjw/KL1swpNWJQYD9A0LQ5MKhii21b2O/4O0fSOgK0/feUYwmMriR1/7fKjuWTekuvFSWq0J02oDyUNJ5py6u095mEKdI2jFinoljBDnzQGwp90h9pafovS3JQyRpigb+PNENMZ4cfuxiZ4s7gxbtLYAcvgcwhnaF1fdem3QVMhnBgrZ9d3zJZ0kvnNXOOIc98A/R6N6MP6AfoZmpcI07U5J+sWq/qocQ0sO3dGPYNOYz7QvwnWjTPGSmOTvMYW1kM4jnp33QmOaFjJQ92UI2ipK3y8wzuk03WzRnO8G7sP9W/0ZjMKKEMpLB5Ld+p3dAG/5rj2wn9qGu1w2jEEkvpd1EG4GA/a89PYt3Ye5f9l59AyjfKZhpM5yLxlY+cjH/nI/HMyfcvPL3nJS7Lmrn4TgpOhMXcZnmuo/80L1PPQx9f2BM+vzRcEnOpPex4YE8Ay5c8Re37wGDTS8IQhfDWGoBW03senLMNfj40DfbgaGseWGfN7UHHAazxQhfVhAC+C9w7erivl5DYkHwgVAsOuMPv5HWf0yZw4b5qU9RzDnbmD0M4aZ78DjTCOtFksVdgsBn5ws8mvJ3U7VMnPTXPKKadkMzCp2tmlkh4LDgxWMNNMQkJbw0KJuYB3OpA4mEcMOLXsgCC2MO3S4corwlnkB+PsHY0TcZPPh8zMenfiiSe6ZbD4s+tjAcgEInaoMWhO0xsCC/vnPve5WRhEog8w6JgiZWtDvOOBXl60EyyeLKbgIOrWF897aVCfJnQ6+eSTM/MVJjzteP4nPzHZzC6+ERDSegLJb8eOOsIVIQpTB4w/6MIVgUXy8bHDk75Fwjp3gnPm3/+JHdApi48yXjw7yY7wMTkOzzsv3lvoqy+1Tfi/733vm4MzVbIIiLaKNNp3DCJaST7LMi7iO3qWRnKQmWnKe3RM60l+QDtfdNFFTfLLsEPThQAP7RMgAP0JnfQBTcPTTz+9ef7zn5/LQAurhOQPKKdhsCaoJEwEQ3SLJoUneNVvCIX0nWD44aW8Ir8+mhjDo3FA+gRkyddDTg5ehug28uy6D9F0V/goX185MEJ9eOxKL96hJxOltnEBZWOWaxy0sAjBib5PkBCMWZQpBK6RpnvXOGrMI7i3i0QYgQ6YeWo7gom+MUp6i9KcOIuAuqxLS8SmgQv9ont4A8vgcwhnyW/S/IQw6SdHoPl6xSteMTouCN8F6JvwN4DQmOlagMWfMUmbGS9oG2j/vnmJpsX555+fw8Zup7iEWUNzJ/oICDqL/0N9x3xjLKLdGsBsW1v0wRCOCZf64KRkJmesIlAwNxMATAGnlwpPuLcI9PVviyFCQGDsLk+OWyT9obDGZWOPtl52fmunb7yJsdQ4k3wkztutb3569KMfnYXWXXOXb0PQN4eWcczhU4HgxYYWlwJoWl8JoC3lxOIYU30zhoGhMbeP5woeL/pCOebiZ/r6X4SPcrXvfXxtO1z5H18WJxV6r1/HJlhf+dv8QbtcZX3KvIyd2lV/weviW/HgxhW8C+jiU5bhr4fGAfNTH66GxrG+Mb+sY/ncxkv5rf08ZK7cDrsX/9P+Z7JEC9dawgYCQR4Br01R7QXwouYL7gCAb9xsEMgbV7RbACGhdYPx0qY+DUfCEC4nYoPFWgtvB4ytwihHrHu6LDjwUOYZQn/zY5g5s6ghPKfJ6Rk9MG8fa2floy0NjDHKpI+gf+UxBstPOc0jNubGxi5KDjbCkuP1JvnYzJu0cIbHNzYR8jrdXPkA3tYYF3Uxj4P2iejaaQh3eKEwT2yvvbSTtR78CaN+hx12WM7HjzUPvBlfuHVRvhB2zwN1PBgP1dc6UXtEvmjI/Kje3K7AqXWX9gHW5NaUBNoE3suAvPECNv2ngLCxfa8AADwKSURBVHLKkwziRje60VyoN0YDU9I+2GHwXTYqwCZO0PwPqSPMVqkkorYrpJOFUGWV9Mbi2jGxWIsJT6Pb0TCI8UOBUONbmRZNJtJdg36otZffd+vZAGqA1WFCODYlbx0XiDc2+Amnvsxh1FWndR8b4MRbBnRAAzemYp07CjQD7K5iDmMAWqZ8Y3EIMeHUQu0mN7nJWPDB73ABD+22RbcWf+tsA7gBaHoKTUTBxbP7jZamlEc7GCb0K/eybv6rWx8z1Ue3+gGmxB1tlmlGObvuq9CEsjCziR3YTdFtV7nLd+1y+DaGxzJ++awdpad/6CclwK32VecxmDKOYvj0b21gfNFuJd31tbW8F6W5sfL6jqmksWJi1KaEmpuERfAZ5RjDWYRb9Y5+AscY3LLN+TGyaLbQRC9dY6m69c1L6oChW3TOWqZO5qoYK40PU2BZHKsvuon5saTldr7KZBHNVAHDuygs278XzacdnuawBYpFAnN1Wqm7BUPz09C3vvIFXUyZs/rSKN+jeXO1PqHty3SNcXiaLn6mb8xdheca6n9lmdvPi/C1MXeax40R7Tl3lfK3yxX/o2/qY3BsztgURF5989MiuIoyLjPmR9yhu/4YQKgQm4bxrutO45K5tU1OgtEpcbrS2eS7t771rXmzwlhJsw1PQhBAcYAAnuCTZivAbxNMhCDSf9prBCiERTSPbdIAgkzCDJp5NkS1C7MoWvMEEb6JF8IVmxzCEfIoE1MzAoFS8Epr02ZarC8ILwhUCMxY13g25hyWBCrMtmy2DW1oKOenPvWpvBlH+GODzuKdtQneRJrpEJC8cUwoxA+x+ijfEKBrWnK0gW1u++9uXlc/9GP9S4gFDzYZpU0oxxyZwNn8Y50em5Pyo8AwhDubBOotHRvDL3vZy+bFJGiCG/0aaGttRpBIYEVpgfACXwm/ymQTfQzEI3hEB+LRSjVWxfyr35iz4dSmSvgYhQvtq0+Y87QlZY2p6zm8qzYhHLchMQXwAfBMWCVv60j9c4wGpqR9sMMYa2yaoLspAsNFy7uSxpPCxaCBQHZD8IQI+2CIUTXZlruxfWls+r0yDpWzL/8uaX1fWO/VNxYYmKtNggHCtW7AGO1Gm8EVpsTgvCr04WGIbpfN00JwGVg0XptBLfPETPYJnYTro9voA3Ev0xx6XoUm2mXZFN0Old+3djm8G8OjMF1gsdTXRxbFbaTfFy8WYX300FWvSHNRmot4Q3f9Fd7iPhR2Hd/68DKU9hjOhuIu8g0ehvAvLe3W13bq1lc/dYh6LFKmZcISmPXRc196Uba+uvXFCwF0KaQbCovJHBrr+uJ6v2z/HkpzyjdCEmOE/M1xuwlDfX7oW18Z1z2HBr130c1QX+kbc1fhuYb6Xx8+vF+Er1Wnob61Svn7yhh9c0of60tj6vvIq6s9pbEIriLPoJH4v647E1wmxWCq6Z2FYGj0eN5GwRNtdkIJgiabFbSWpmigWEsSNogvDiELTWCCJ2MYgQoteQK3UnhJq5uAh/YQ7TzClxJoV7loq9J8LyFMbPmoNRcIJ3+CJ0CYYl1LwMFklIbQmOCJIOvMM8/MAn7lpFVHk1m6+BT14oqFpQcz12OTVg+NIYJ4yhttOCwJvWhN4VVpYKEZwh4CHcBfsPx8I2hhQkzgRjOI0AudyR+EdmP+k37GcBeaqMJ1zR3GQS5ECMK0sby1BWGQehE0iUegQ/A0BUK4RbCoDlw/hLWI+LSR4E/bwSENfXkQ/NA+gv+uth7Lm0Y/HE/dVJIvfoDmL+0y1lQElQRPQzQwVo5t+W4zl+B3U7Cy4GlTBZuarokBAQ5NqFPTquEOTQwYQA1eXYProYmRWutDDQN7cRwNgZN+a1FRoRsDVPSHTNa6Y9W3JQbMEWOCvTL8tjxH3zgYgqdtwUEtR8XAtmHA6dGEEQQlywizCWq2DQiI1IlWjfEGT0EAMQVCCEQjCBDE0E5ST4vgxz3ucc3znve8LFxhtsc0lPnbKkCYRePIASKAoIPQhGYWoF1D6BTP4dcuv5jwo3z4Elo8Lpo4hFkODaIRFUDriCYqYV0bQmBLW5WWDwEZrS6uR6x5Q9gqnvISVIEwL8x/NvSjfuZF9EtoEy5omBoSwKi7i2CGIGkMhKFVBjfcQtA4pT1UCp5CsBjmXwRucAHCtJAF1CJAkEc458CWqYJmAjdA4InWaYTRPEMjTAsD2jQQ7w/1+0qCp21Anl0wEtAKFQPLYsDgySzRQrZCxcChiIG9OI7qrxibWFwfiu02pc6xczklbA2zvzAQGk/6SZ3f9lfb1trsXQzQcpqq6bRXaomPJvwIM1rlLrXPLNDDNMtYxLF/aOGEdQahQSzc+SINodAjH/nI7MeUkIZmiVN2P/nJT+YTdkMDijnWIkCYww9RgFNVlT8ghD7xf9F7mZa4kd41r3nNuZ9APppoWBHeHDsgpFNW9eX7iLCJJlZbi6j9f0p5l8VdWZ92Pk6E66OBdtjyP42lC5OfpbPOOqv5sR/7sc7DraK8ZbxQOmE6D49dYcrw7WdaaYRmaGoq0CQDBF+emQcSvrU3p9o0MDX9/R6ubhPv9xau9RvFgAnTRFgZ81FU7akAJgVq1Hy7VdheDGAY7D6G+vjUkjI7oKZe++1UjNVwhxoGCJ4Inewehw+2Qw0Htb4VAxUDu4MB2kgECBxe473CB4/caaQwp+OXkcYXH5s0gCz6Q5NFHMImzpoJpQhZzO/e4+cs5EPAYkwDBA98SjHtIpxhYhaCD86v+XcK3sJznOTIL5D8aRrRVilPsMwJL/FDABF+pNzDObekaOkQHPGZRCAHHzSUXGPAV5N4/Am5mLXBA39m6qS+8OmZiWMAYZx3Lt8J1zzHSex9uIt0I2ykLf4YOIyKcFCbEZC9//3vH4uSv/MnBUfwQvuJ1pP8mLUNQZyk6oRnbc/UbiqgLeZ9tKpC4DklbuTJbxctP47P41TvIRqYkvahEGYlwZPBJWDd9veR7sG4k4K3T/MYKodOauHEJpITvLDdHoqzW9844F2HraZTnkIdtiy7ScNuRDnA0h6itmgg3wtgcFaPbVjAwhncweGmwClk2sxloN4tcMKMazfA5GMniWNFk2aF7cUAWnfSmt1ODi2nmrw6mQ2jot9aXG8KFp0PNlWOoXQ3XUZaxVMZyL5yDpXx9a9/fT5Fr4zLb4P51H3boav87TI7QSjG3Tg1rR1m3f/1JRsrdmNLs4x153Ow09vNuWXRuq6j7yya57rD7wZPt9v942DxQetum21KzwmUhN20lZjHlSbeThGl1eOQC0IJQir8LufaBCv85RAKGfN9Ex/YOKSNIj7/UZyK4xdoAQXQ6hWXnyS+mghpgLwIBBwKATzHaa8cT3MkzaG09Z6yxQmWtLNKba0cecKP02WdtgeM9aW2sXGYKRnzPSeBEnwxg5/Cn8KPcIRUhG/xbO2iTtaf5lfPn/nMZ+YlZbbmnQvwm+W5FAh24Y6QL+JJI9Jh7gjUBY66gK9nJmvajH8owq0puHQis01IQkjmjtKRL99ckVfcI1//yR6cRAq32n4RzTeCMWsgdLII8JvsZFxO3a3X0PzDH/7wnMQQDSySx8EOa2M3BJRrL0ti2peGZI87S87N8pWOr1w6nW2LmCT2s6QGO7lYSdKecZCOfJ+lwXOWCH9y3E0HTI7pctlWzSfZsua6tdNJdsc5/USk809pUJwJn9Qm5++2+SENprM00M3SILSWYqKBZPO7VFriwh0cbgqSauksaDbtnGwqmwPSTQPzzFUCujGGJGFt+Xql5yQQz2mmxeBK6dTIu4uBGKuSD4RJGWvnxFBmWk6OPyfFWSbQovPBMnmsGmfTZUxM+Sz5QVipmENlfPzjH3/A2JD8VMyS8Hjmvu3QVf52mZO/klnaGZ0lBnuWTjlqf97I/2SaMkvC3FlyajtLu9Bry2MT4/YqheuaW1ZJb51xl+07q/ARy5TfPJwcFHdG3Q2ebrf7x8HigyBYf0xaOrO0UJ7hoafAXlpvJe3KXKUHP/jBsyR82FG95Iw6/0+aObNkerfjmz9oLfnKmSVh5/ybsEmTZJYEIjvezwOkh6QAkMNE3uW3oWdpR5mGwq3zW9LWymWV9zbAsrgbKrt2UD/jSjqEbCjojm+xftb+4iehzo7vfX/gNAmu8uepeE1Cwjwf96U59h7eFqW3sTS34XsS7OZ2M0Ylbbq1F2lP+ngKdT/e+4EdUc+xo0cDiSM36ockk1QSQyMrDWr523Wve915eGlEnGVOgHN8JMkuz/YlsGf+4he/mG1OqViSEgMqmPKL8nMaV+4MlGm0n6mM0i6iWhpSZFJJUl7qieopbZJgUvIA39hU2yUoVQrtZHHOdsUrXnHuSC/i0AKyi9Bli64OdiLaNq2cAVKBtQMctrfSUyZx5E+FUt3lGRDlS4NUfqVc7Hx3A+Ax9awdGk9RXvlfI+0wwLswYdvrfVdboEX0ic7UE2gTds/Cayd2yNSJtYcTPORP0k/tl4NDDumClnMC6aeLbp0mcemll+byBS2gDXQGv9SM4fXa1772Drtnuzra6IwzzojkJ92H+h11WHXS5+DusEJ9GB2lwTnvSpTO+9QXTQB0pqzqAd8B6sBhH3qm3RJ9Jr533c8///y8e1U6JYxwXXiMb3139TGeGBvkDw/s9DcBcAUv+pX6LgLoK0490ceNe8YGu1fRHuiDPwV9Uz3g1Z36tjaUJ3qFd1oSwtMsMkYYo7RPXxmH+ow60Uoq209f4Sgzxubjjz8+71jaMbKzOQb6Y4B6LAp99ZBO2eZlusZqNBxjKJqFI+MW3wJ27X1HH2WZqF8rLz8P2siYWn7XH+GDhgp8R3+Wdx/N9pWxLG/fs7zMT8afgKE2jzD6qbFqHWVsj/mRBxzIxzjp9KZyzB3DY8xL5seYb8K3RqRf3sfmTm1mHNcG6lyOX33ll37XvKoeNAKMZ8xNukA+6m5s1/9ifugKO+Ud8wX0qV/blV0E+vrHlHG7K5+hvqNsxlhjk/kqNBiHxhR5KGPX3BL5mx/1N/0x+I2hMTHi6QuLzDt9uIr03Pv6Tte4vSwfkRZcnXiMcnSNM/Cn/EDbBt9iHjYO9fF0wvf1D/QLf8Z7PDA6Dj8+4nXB1P6BTkr+XT7GpOAdpQ1/5rg4PbFrvBvjg2J87VpHdJV/kXcXXHBBnptpFbAcmXIiuPEwoHyOd9t0D7x3lSlOE+2jB7xvm/8Vti985IHvjXk53k25j6U7JY1Fw5iTlinrovlMDb8s7rrSv+SSS7LWlbna/A2cdjcVzHvA2FPyQWPxy3l+apvyJxX5jaXf9R3ehmi9K85eePeWt7wlF9NcaYxa+wmaaeJYGhKTnaViJJrJZnfpdBaNmFQYZ+mYzRyNNFT+seOdJqW8S+pdXEldL4dNxx9mTaZ4n9Sz51mfdNJJ8/BJ/XGyxhOprPSSnec8LQ9JKDOz0xV50QgLye0v/MIv5Pdnn332/HsyCdoRv+vPG97whnl4O8GRp/c0tFy0ZXyTrx2C0CJIapPzuEnNMidPUlu+J/2NHQg7pVH2SNMOHLDzHd/s3Hq2AwqSquv8W1pA5nd+0uI2v0/ql/Pvya46f0+MQy53pClMWzNmntAGHmhNJFXLWRJYzFNPzPqcVsqdpsBBX1tog6hHtElI+2nE+WYHKPCurUjp0WjEcy+hj24TM5XjJLXiHDwxSrnMSZ02/y9pWp9BqwGxE7GIxtNQv0PrZdvSAAgo8We3PwAeyjrDl74RUJbfN+lMATjt0nbqw+NYmmU5lF9ZNgXtvpUWK5OyKuMpn34I0Cl8BGijdOpM/qs9Y6yIsQpdAmnQ2tM+SSCU7+gXlHnp/1HGoT5jrDWOxBgojrSTz4ecZvz83u/9Xn4f4eJ91x3do3VzT1rIdwUZfNdXD5HKNi/nA/NO4Fa4173udbm8+nDMReoFr9EPhUvq4rPEfOWwvsN37Mqlhd6O8Q/u02JNtNkQzfaVMUcc+FEHZXBpW/mDoTZX3pi3xFMX4w1YpoztMR8dxZifhC/z8smr1HgawmPZnjEWxbyUC9rxMzR3Cl6OUeg3NDOHyj80r0pTX+jSeKJtEu2iLTyjq1Ug+ghtJ1oWi0CJz7KflzhRRmUtx+2+PIb6TnIJMK87PAc/NzSmyKdvbvEtmVvP01TOdNqS14Njou9lv1K3KfNOH66kN9R3ynjyirEl2j/w6/8UPqIPj8rRN87gabryS0Io0Xp5Ot9KWij7B75TmjF3eB7ri9IDff2jb5zBR8KTcQMYO/1P/n7y/77xzsc+PmhoHZETXfFH+eIy500BmlH6WTJFmk2NMyXdTYbRluU8uMm8atrbgYGLLroo06mxLPlPmiXh/3YUrJZiMgaMMTE+bUK2s5JjjDSZNJ/73OcaRws63nIb4F3velfevWHvasfTRYMEcCBHo8QuYJpss78ZOzN24uxAemfHeqrWE1vkkOSy47/LXe4yP4qTza2dLLa0qSNmJ2vyBWnSaI466qjmjW98Y5Mm6MYOP60pu1FD8JKXvCRrVdGUOfHEE3O8MjwppR2rkFba5Qng68bOk/KmxVJ+zUGdHVb20C72rpzzAWkkhilLO0mFY0fMNxolj3rUo/LOWuDWe0DCDec0KLrAzisJqp3fKAffUXbf0ZHdH36pdhNI1e0+lLv/7LATo5OLATfwwg5YO4G+tkA/jpMV37OLjTLgJ4vduuNUHTfK0SK86kPwCG9ooQ19dGsX94gjjpiXiW239gxtkVclZ4t2L9EY/yx9u+zt/Jb9b+fR8afnnntu7mt2CgEfY+rWtqPm1FFfANodruK/XRPlVYckpMjfpvgqs0sJp13acn14zAXo+WmPDeh0k4Au7LbrE3b9OC0cA9oVcH7KKafk9obH2Gkai8tJov5NG4AfBLvJcAiSmnymJc4i9dfwB9ZXxqE+w6+Cscm4DNTPjjQ/CyXQDAS0tMYgzaJZa4iGTGhIjMUpv/fVo93m5Xxwt7vdLdeBlhgwHoRPA2VA5/BkDOA7wq5fgP7OEaW6G5vRPDA/0HBLC+MG3fP7YCcN9NHsUBlzxJ4f2i/J5C2naz4y7vFTENDX5vHdGKOPqotxCyxTxvaYb5wKQPfwaCzpgj48lvMS57SLQNfcSVPGWK1f8DUBnIADhso/NK/myD0/+A/He5vf9WE4KDWseqINvo4+gjb1k0Wgr38MjdtD6Q/1HeOA+joGHP2HL5GhMUVefXOLb8qJL5WmMWzKWLrsvNOHK+UIaPedoXFb+y/DR/ThURn6xhm+VeQHOOj17Io5tI+nG+of0sKLRNraEW++CvSNM0kYk5PFcwM8t/zwRmPjXY7Q8TO0jugIvtArWgQlTNWYwDsnIWh2zB11LtPZxuck9Mt8yTaWrZZpMxi4z33uk3kE44Z1Z6nlvpkca6rrxkDpP609Xq0jr5UET5hoEy610W0BwhJAjZbDuGDuMV087WPEOCHDjADHcxK4ULc75phj8p3JxxRQ96Q1kIMS6HB4x1kdsNAn5GJi505tOSbGHCD9ENwxCcAUEWwMHQNpQYgxs6jmXM8iDgMei3uqhcGkliZukded7nSnLFBzt6BnJpB2FfOCx4TuEg9DDUzet7vd7fLilxO8UEe0KJZ32gHNZiOEbYvAXe9615wmBjsWGxwNcihnYmUeqB12E2KR18eYoykLYvSUdm/y4nyoLaaUHb0wM9KGTnHogyG6FceCnnNGwgKOGjFbYVYFrxa/HDYzZ7Ig2iRw7Gchq20Bpm9ZYCaGedS/0q5qnshCIDKUZggg2gKiMTz2pbns2NCX3th7i04LJoJsQnF9dAyMG8YY8QikOVZn0jkFjBnGDv07+njEI3Dx3b38NqWM7T5jIvMuBGKELASk0fciT4sxUKpNx7f2PRbVhDBMAReFvnoMtbkNA+OkdmGiQiARYyCaS1orzZlnnjkXUMT8o2yEfITb5gK0zbQRXRIE6ceE9RYhBIHof4hmh8o4hAdzkLYkTDcPJi2tHTTW1+bStNhhTsvk0qXuy5ZxlTG/C4+rzEt9c6fxEq7Qadr9y85Woz8OlX9oXh1qG/mYDwhoOC4lcF8Voo+Yv9DUItDXPxZJoww71HcIaAmGbM4Q3Lra80d7TCnTbj/jl/Ap+pX+iu/A0+B7hmDZeWcMV119Z5VxO+rQ5iP68Dg0zkRai96H+kekBe/6EL5EH10WhsYZYya+NoTCNtqStkXejBgb7/rKg9ZAex2RX674Y+O1BOuAKWDuVB4XIXuFioGKgYqBTWNg6wRPSfU3C20Mgu3BdNPIiPRpWZSQTByyUOmpT31qPlbS6QqES/xp2IGBRIsaVzIHyj6Hwo4UkwbKRVaZdvuZlgqhDLDTZLKSP5BGqcEk77bdMp8RQP4Yw1g055etn1h0W1AqO0ZY+aPsreAH/A2hFGYMiKd8Fk+Bj2QOOLfl9M5kD5SL4AIOI7/4FnUq/ZXkSD0/Yd9dfrb4DNx7PxX/ZRqrPGMA5R91aqdFeAiUHRM71hZw0RZ8lGlKL4SMhE9D9shDdCtNTAjasmCx6LVoAYR6ydwk+0khJERfsaj3PWitr87CDEG73wm7KC2IE3TDN0UJ0rK4o23A94OdEwLXMVAvC/v2EaxjeOxLN+g96HOTtEmobKGk7BhpdDJER2WZk8lGbn+22Ek1Nmsrld/j2S71KjC1jO0+I08+t2iW8LtC+N21a8ufCJjiw0KbaFcC6xhLc+QJP0P1GGpz3yxq7IgTnqEHC2rw9re/PQsMbCY4gQcQ7AR00Y7yK0toUEVY9yGaHSpjmUb72dhlvDDmGuPRix3KKRDlVyfCvsD/MvPqKmN+lKMsc+AjxrNlxqIyPc/SULdoQ35kIu+h8g/Nq9LVrpGm/wFOQ9IvtIfxHD9B+LwKRBslM6j5hsCU9Ib6h/jqANrjdn7Z8zPUd04++eSseafOygqiLSO5rjElvrXvwWdE+dy1Xcy7ZfhyTFxm3hnDlbyCbsq+4/3QuA3HQ+N/Fx/Rh0dp9Y0zygGUseRZ/+1t/+9Q/4hYpbZovBu7d/UP7/rGGekRwNFOJACkyRla32PjXR8f1LeOGCv7lO+hXSYsvnrKXCdszI2e98qJ0cp6qAChdltYvom6h/80PLg+sQnQb2x8hG+0RfKAB2NNhf2BgU3Idn5gFdSUAyFGdLfADoHdFqrLoW2lw+ssFm20gDAvFgjAQG/ispizE2bX2TeLdpO3hYMOnPw9ZK2i2DlZpT6OA/1Q2l22+3LhhRfmjoipwngQ/mCEMLKeY1E7lJ/dcEIPeLbjy7wjtIeG4sU3g5WFvLLQsMKA0SySv11swgn4CaaPtpOdeJoEmOEop0WesjALgGuLLaAO8C+cSz21g+dg/qIs7btyaE+7+BiH0Lpqh9vUf8wHJrdsB4OnBTIgnCsH0rG2cCy88Ewp9ZHoJ3YjQxMFXkomL3AV+fgu/BDdKhua0FbJX1jGNZoGFi6+Ebyid2afnMFH+tqf1oK2tRNZMkM5gY6foX7XEXz+St7qo4+hBc8hRedIFsOLLk1yoQWnrPqqMhKmwXm0xzzhngf0lPyZ7Fi4jOFRUsrGLDJMYr2bMjbAIc2yLmCW1GU+2RWWeRkcGZtoMBFGWHiMja36HbNQwkXamoTgcAwIZLQ5RtVYBMf+L7ugHSrjUJ9RluQ/KtOkQxi0uXGsDTQvuwRS7XD+x6I67l1h+t4N1WOszY27xipmoDRcQ+hBu+nwww/P9BoLX/OScb4P0KVFkrkHzVoEG3O1+xDNjpWxL7/AufprDws2mopTQP/QB5l1otOjjz566TIOjfnoCP1Gf8dg+98WRJRlHpqXynCLPCcfZzk4s2raMvpQCBSHyu+b8nbNqxI0jhpj8C/mO/MLoOUT83L0gVW1nuAsFtc5k4k/Q/1DEn3j9ljyXX1H/4UHPBNaRFvAvGS+DDpoz8PC9M0tNivMHcZefZVZP3rXV4fGxGXmnTFcKWdX3xkat8VZlI8YwiN+rG+ckRdAt7Rq8AI0uo1bQzzdUP/4txSX++3qH0NjoVyMReaUJz/5yZmn1/ZgbLzr44P61hE50RV/yoXcDW5wgxVTq9HXhQH8uM1bY8oygK9hubEsbzU1T2PakUcema9HP/rRU6NNDkdRQ7+xXqVYYV5aBJju03Dci7AqDezFOneVee3OxNuZpMlqaSgdUE1xwLh0Rq2IaSE/4/CV8ysOF9NElZ/Tomp22mmnzZ1i+Z4W3vPjDtNCfpbM43Z8TwxBTp0DLQ5hxeGMUJpTIGmR5DjhuDLipEl7R16cooJwsi2fuBKjFdEG75wrJoZ0Hi8tUHP4cCCcmNT8LQkx8p2DcEfGRj7ujjdVBqDsSaV/x/e0eMrfkgAghxWHg8g0CM2SsCl/U9dwGhnOJdNkOkuM4o60It+0+J6lwTx/S8x2TqM8Wjsxl7OkYp+/w7s6cny8WwD/SZtmVrZhWqTvqAvnqiX0tUWE0d5BTxEXDgMn7knYFsFnp5566o5vvoej5yG6lUDyM5Pjlo67E5M+7yPKwaG0NNF2AGez0XeijPGt6z7U79SNo1SQBCU5rzRh5f+Bh7Lu4ShVAPRb4kZ7lI52xePoOjHDOb2xn+gHjgT1nBZfOcoYHtOiP5c76DzyKccGfa49Nmhr7/SnNnCYrM9NBU7ZA0/RN+FvCKLcEU9ZkrlPjpIWHHMHsNrYAQLCJQFP7mNwhA7QTjIPzt/UQxreo0t9Q1mMpaCvjGN9RtzkuyXnkXyd+TsHtIUmlK10Jj0P0PGg/yQmLDuwTMLqjhDDr/rqIVbZ5l3zQdBrWVbP4ZAdnWj7wLXxjdPigCTgz86P/U8L64z/aD934ykYotmxMuYEOn7SZsF8bJJXEiTlUENtHvUVHj0avwOWKWN7zNdHwrl40orLeCvx4TkJoPI88f+3d/cssjXVHsDPlfspFOG5CEYai0YPCKKxYiwoJgoqGJj5aCSIZgbiCzdWcw1vpIEYKYhgcEH8BH6Aufu3H1bfmjpVtbt7eo5zZv4LZrp771pVq/71tmrVqqoZju24pK7j2YzXJebwczV2Yti2KZ9kaXWJlfyrcVWc+mZxVf5q3Km6U8+/+93vnvoufG+aVu2DLKN++xwZqy61bcdlEOqfvGsr9X0z7p5w8q4fp1ZjC1wrHu1tM/bt4q36xGvHnRVWlV/yt21n1W8XjpfqETMc6carfkZ62/l7p/6LrPBb6XR4Zu2j9E5hEHyqfb//ZP5/1j5W/YzYtBdyO9C4pVl/V2FGetBqHlF81366aIic/i6ZNwlbfNvCw7XJh2+CwLZYsOO7bUOfhFg/dkGQ9vDYZG6pjbiQij53S6IrG4f0sy4q2BYph3rtKs1twX3HcRXmqb57aB14qvm6VK62rzFHuDX9hwh7Y9S5v632Wk1CDpE75/Dfc+M+J5yVUVvIfFq5sJolO7xHrPBwY7WdoCerOMJYIWm3OXmO3wqhz1rJ7vkv+U222tZwCd8qrDitRtnbfiSjfFhBZMl1gO0ovFXRrSPbsagtCpW+dKzeW4GHsZWnosJf3C2O9f7Sz8JqU85eObjdmUpvinjOvfPOO/uq6yVprsoCrlZQuVLD7qE0q7ereK2+KFO85OnL0HP1Q11qy3YVZ5W7z2p3q/DnvlMHtdfyFql6y12/r5dHcTqgflN2d68pXke1AopvhaOV6dH2gG0yuSfpzCleLO2BzNqY9jFqA87/sZK8GXCORD691570Gfqhand+r4jcylr7Vt/6sqwyK0+ah9bHa2QkPy8PXg+2RfAOQlYYre7bIulsK6vX55By5R2kztje1l90cE4cq3yoJ9eMB9XmLsVaeB4e6n9tja48zOrstTKK1xiIRvVlf9H8U//Jph7qK0Z0jYzqpfZmvFZnj+r5KN3+mTHLls5t0r57bxjnH0LypZ6M+qCV/KtxlTzwV3errAs/7Z7uMhqrH5KPa3hX7aPi6/vten7ppzqgDfQ63aXxtOG1X/V2tJ1p1ideO+7MsFq1naN+W14u1SOOcFz1M5WWujdr5y2+vq/aRx/2kt99+yjeaie9/l7vZ5+r/k6crR6k3gi/mkfM0jl67mgSx5QgF+rw1jyHzLXqDFnheaW9raTtOewe8e7kZbcZR/fzEnkrIjqc3Q+bsW33hKx+cn85+efsQh46DsZ3wYQt8R/96Edfvbt576jTxgZn/W5GzD3dulDIuXxk2G7h28/J/K/t4h7k+BF8K1nJuRnR9/D0Kgfqt2THg0tIjG/0QZ7piA5JZyzvVv2E8zl5m/CE++9tF4A6aVcO+Xv90gVPdI1Lz/tywQucjGd2uThvsog3PG8llzvYVXMuwZxHMC9f+VC/q37qU3jb82pV110e0ZalXQ52Dein6XE8X2G+GYT3suPBr33aZcMDy+4Hu0mcJ8tzmBfy/2y7i+iTpTvOypknI+9leJJJ3ZCeclvVAeOxPkF7tbvAjg154EVaW8DPxeptCKfObrdY76Ky62wLODcV+2aGJ9tDfvSjH91UuET2MhDgUm+AoMDauqfz21bb9g7mTSGgk9cp2oYYej4IGMwM2CMD9Dm5NDEwsBvgbQc10NlqVGdpHcVBgfjBD36wb2U9Cvuc39u+zNhksHe74XvbAdxFlAr4njvRKT5KKWXG5ICSaXti6OUiQFGlMLltjyLrJkYHtYeCQBAIAk8JAf0UY+jIIDqTE087xjFm3HpCOEv71s9N3N3w7IIq273pVgyJjKIMbI4FcUapxagyBJv0WzxfEYMEXZ4RWFhGfMdOuGCHwcMZmn4zrjAWmVRzmrCd2hYzBgzvnL2K3CzJwLCS1QKYC37+/ve/78azMrjgtw3XQrq8uWCFgWbzStwXyRi5Nq/lfTGO4UP+nINJV6I3Oq+NgYy8+OHCAFJ0jeFJ/izqMzbZDi5e8Vv8gdm2Q2A38hlLXXoEvyPd2UKsLYaO9mBUs5BoDlc4OAYEvgxGjIsMPY4pQHQ4F+KQgxGQLORjuGKAUwcs9tLDbZEWD2OPMqIvljHZrczywyjEaDUr58o/WWApvJt8LVKt6oCb+ZwxS5e3iM0YyhD19a9/fXk5VJVVPu8j8IH7Py/71e4DbPctXxZLQr90BEw6rTYwPJmU6ox0DG+SWOp1JKHnhYDB5WjgXOXYKpXBidJXZ2Cca3RSnyg1dc7EKp3n/s45LZQSCse2JeJedikKlxqd2gjg3Ht4te/z/WUgQKm1emoVk/Ieo9PLKPfkMgi8bQhY5LzE6CR/vWcUnfltJXl3sD6DAy9oRhdeNhYKnenHG4g3jrkADx16HOMUYnRgmOn/6BjbFubdcGEsYMRhEGLo+Nvf/rbrcAwbjF0WuH/4wx/u59iK083JDCTITguy+WNwOJLVuXRuiDV36YnMDDKMXAxUHDQsvqFtO9tuVGPwQjyGzHvkC21bRnf5La5ZPLU4/1CStlunGfb8Meo5m/J/t8V/hp0675Gnl991Y+8qXWWnHH3KY91qjYduBmv4ciawaGtRqAxGylyelYuyoh/2HmOztBksv/SlL+3p2d0gLzzp6Oqzcq643ECvjjFqkQ+t6oD36iFDqHNI1Q1lvrqRHE9ojMB/jh+f97S1tsfwdB5mCfU6Ajpaney/k2z/CQWBHgEDvkHmGmIM2c6Uu4b12fG4seuxyCpwjMaPhe7bE+93vvOdt0fYSBoEgkAQuBABF8kwUCAeNM+BXJTBq8gCXRnTGEh45Xz1q1/ds8gTimGDnr6dPzPMdr94Vd5h5V1T2+WKn/GDVw5DRW/UGyawPRzJOgvrOSMLTyIGDsQgxkCCXNBgaxnPNR5DDEulJzGgMGxs50btiyni+NOf/rQb03bmK/9ZkOHhY7FP/WFIYYCyqApfW9HcqkrnNS8750gG2/YYm2r7nCMPGPeQhSCeSHUMgnwi3lu2GFrUZfApXkbCEY30O9vyecuTkWdWEWMlGpVzhanFYBjwzjqHeGJ97Wtf273rGT8ZEdvLZc6JI2HeR+BBhieViCWalVohhIJAEAgCQSAIvEkEsur0JtFOWkEgCASBIPDvQMDWMB44dpu0O07+HbLcKs133nnntags+DEk1S3NPm1vQu++++7+efTvgx/84L0g4kTOk3Q+EOIhZbcDKiOL+eyMRrLOwnpeafIkKq/s9gxRhgueVgxqDCC8vJAbxW0Z5LXrvKreS1wY8jK8XEIf+chH9tuS8eBleIMTIw7jGwMf4p1+rjHOtkRnbRYVjhWPT1sGEW82VOdK8Qbj0TUjxygg2/nOpcJ8Vs7iaWVs463nozqg3v3xj3/cvakYt7YLCPZ6VGd0tfHk+xqB/zcTrsMN3+oAWTtZbHO+0xCiPAwCQSAIBIEgEASCQBAIAkHghSLgXKOHkl0m5lqXHPz80DQfg9/xGs5EQowSPIFassXLdikGAGf/2D7t74gYUrZbu/dg4ne5T1F52/DwYWxyLiSvnro0ghGEBxIPKQYG5zHxijqS1TY1aTnbCPnurCTkzFgeTjy5GM7EL92i7Xbw/f12k+e+basMW84SZfixqMb7ieeQfPFIKvIORrbq8YaqfNf70ScjCc8q28tsc0MO7H4I8WYir61yzldkNCtiI9huydu9txzere4WzsI4r4lXmPOuxIGfhxTileRcUFsBa0eMeuK8pxUdlfOKt2Tr6wAeh8grV0a52g5Z5byKM+8GCGwubKEgEASCQBAIAkEgCASBIBAEgkAQuCEC25b7/Yr57XbbG8b69ka1bRfc8diMMafPzdvmlKHNWHO3ndtzeifcdkbQ6f3sy2ZYuceznSl0L6g4NkPIKcx2ztK999sWsbtPfOITp/fb1rS7I1k3T5hT+MrPdqD4Kd5t29rdZjA8hdk8nE7vfNnOKdrfbbe2nZ5vR9fcffrTn96fk3fzeNq/b+cfncL84x//uNvOOTrFS9Yj2oxT93i2w9PvsWwGrj2+7dyte89XPzbD2N22RfAkx7Z1bv9ePJtx7IQpHLazlerV3WbYu/vGN75x4oXfT3/60/39di7WCQPlWNh6Dt+f/OQnd9uh8XfS24xa+/vNuLvzzsrZc/Fsh77v4bbD6PffJ4G2L6M64H1ft5QF+Z8Tyc+2nXT/24ylj5a1B91qN7Bj5VEQCAJBIAgEgSAQBIJAEAgCQeBFI8Cbw6HKRc7SOXcbU/G81E9brVw6ZHtaeSbdAgteTDxnbOdz3lFL0uQpZdtVf25UG+7S7/KBxFnb7o7i4C3l4G7b4shFpvY8I/zitb2szkk6itN7+XfpTm0tO4fnKIw4a5ubsD2uvMcczdPLL6z8VT6EaYnHl7z5JG8fbxu2/74q5z5s+3tUB8goD4iMD7m0qE3rKX13plqdz2Urr4PUH4NieHoMVBNnEAgCQSAIBIEgEASCQBAIAi8SAYcoO8enyFXsbv4KBYEgEASeEgJ9X2X755e//OVHEfFBZzyNJHK7Het+brkboZNnQSAIBIEgEASCQBAIAkEgCDxXBMyB2ltteUn8/Oc/v2l2eSd8/OMff/X973//pvEmsiAQBF4OAs6fa/uqD33oQ496jtzNPZ5cYel6SoeKObwsJ76/nMqbnAaBIBAEgkAQCAJBIAgEgZeKAKMTT6f2QHHzoVsfCs7oVGmIuw6Mfqm4J99BIAhchoD+Q1/VOgtt55I9qu3mph5PMlB7IH23X/DXv/71ZSgkdBAIAkEgCASBIBAEgkAQCAJB4C1D4Hvf+97JIET07fDlmxudxOuWuyJzrd7YVe/yGQSCQBAYIcDTqTU6feELX3hUoxMZbu7xpPP79re/fS9/DqlyjWIO1LsHS34EgSDwxBGw7xlR8Hhxzoihve2823BHvPjwj0jfOSOepf5GpK9d9bfbTS1DeeXxM5/5zJRXenhH8koP7wgn4fHN5IUR3hEpgyqH/v1K3qM0V/KS8ze/+U2f3Om3cpmVDT55rUWYE9P2hQewgX2EkTR/+ctf7lcvtzy+O5AUPnhHZMuF64xHabr618RnVB9gRN46ULKN+yjNVbmIh6yjNL2T5qwuPKRcYNROxqRVNKvz3q/S9H7Fu0pzVQeP0oTPDCP1Z5ZP8q54Z/UWH5r1R0d873PnfxAIAtvtdafxQz9o/vMYpH/54he/+Oqvf/3rKXp9w7e+9a29zz89zJcgEASCwACBj33sY6/+9a9/7W8es69qk7654UnkI+OT54/tviWNUBC4FIGZom1i4G9GMz7hV8YGkwITGUpDT6vJyGoSIx68s4mpSaLJ3nYFa5/kqw9/+MM732hiIU1ntm1Xa77G54FJrUPoRmQyayI9o09+8pOvvvnNbw5fM17jn2EkzdE2XjzOO5hN2JTLb3/722Gan/vc54bGmAo8O2wPtu0BohW+/ZTmaKJotUFdmNFMXnWPvCua9bdHaVJc//znP78WtbLg2r+i2cDV3+wzimN02885aZr4/+xnP3stytk41AacbX84qgszjNQ/nr4rmtWjo3IR560xsjK/aqPSnNXddpuHcD3N6u5DMLq2XM5pL4xz27XVfTZe/eIXvzg8Q+XatqbPVqY96b8cW7CiWT06amuzuqutwXfWd+KbHZ8AI+PEqL+Wh9U2oFVfrw4pk9HYRE5pjsY0aRqbjC/k7mk2HhqTkPRGaXq3MkKSV380I+nOaJZehW955UlaoaeJgHagb1Wmt95e1+dYWr3xSZhZf9bz53cQCAIvF4HSb2a6+2Mgc/8eyRuloKM16H/lK1959c9//vMUKwV3NFk8BXhLv1BqKQIrI4XBQbgR4VvxUjgoWb1CKE1KzoxXerNJ7YqXrLNVcPIrQ4PaiEz28I7ICjq+kYJFVgN1q1y1cVCyTC5HeT1SeqU3uhZSPleKtvRnE9OjCRs5RxMKaR5NKGYdAGyPDpF0gOWojVmB6+tP4QvzP/zhD0N5pQnfGeF1U8tIuVoZgMSHV177MlUXpDsj+Zj1JStPCvGJW7p9HfTMuxVpS6NbHmB3RCbbo4nCEe9MpiM+8szKe2ZErDyoo3j7cpnFV3w+8Y7oWt5ZfG0as4nnObyzMHd3d20Sr30/ev8awzN8MMOusjrD6Iiv+Eefszgr7Oz9rI4Un8+ZXNfWXXEetbVZ3LPn4izSZ436I89XJJ/6lb4/8myVLj594Gh80V/P8COL9wxl9I6WpLnq671nSBuN3/hWvHCYjU2z8bCwI+fI+O49A/GKZjrDkWF5pjMoE3rKDF+y0o36MY2Mq4UYfMqSvCMyxuIfkcUqulxfh4StejKrSysPQfxVBr63RN5Rem2YN/VdvfQnr3QYsrXk92N5ObXp+C6tX/3qV3s7aRcRyPccaVY/1I2+HNr8V3m1z+r7ihffbB6lzarPo3SP2gFedWdE9FhpjjyYV21Pm1sZ4/Eyxve6HRno+erPqN0Kj2+k5wtP15/1FbCdzd307dIc9W0w1cfw3huRBb5VmtrfqL9Qf8zf0KjcVgvisz7R3FZao/lMya482zbZ1rn2e4W/1ac0q0xHiyJ0iJEecav0R/E8iuFJQoD8/e9/v3eGGgIaDYyeqzy1TaBWnDw3uVKgn//8519TdmYVAB9SWUfpPbSRVF7eT+X+f4O4lc+eFPzR3utrV0w13JGCpCFTVlYE35mnwMrAoeE69b5XQKXZb7Ps09eRzpTI2YAiDhiqJ6MGQvkcdVyVtniVe9/Ztg2ywvafOotRZ4t3RdIjU9+xVQdwxLt6v3o3w2E2Iau4Zu97+St8+8nIPCJ9wCq/jGR9mYhn9KyPX9wj0uZnSoLw0hzxeqZOt4byPv5Rpy2MPsugXe6qPd+orVQY9XnGS9ZRfcer7anXs7yStW+flSYPAv1GuedLpy1DGI7KAEYUgVndV1dm8tbzWX2Q5qhcyGHCOsun9xV35a8+tVvpzeSF0aht4//xj3+8l8tIXmnO+GC+kneVpnIR90he2OL1vifvjB+U1VH7h+sMI+OkOEf4VpqjciGDflzfO8NoliaMyDlKU7zSm+G7KhfyzhR5aa7qLgxm8npO3lE+yYt31dboKogRqu0j9AuzNLUH5T3DCO8sr/LJ0Dbry2ZtDe4P6QOrP9kz2/0Tr/LpaVSfzw1zDu8oTfHPxrtKe/Z+NBEsnvqc1ZNzjJDqWS8zPW3Uris974RRrj2pezN58Gm/6kvfxvHU5KyP029jDyyu0R+NPTMvSjrrqP8rGbSJUZp4GPZmeZW/2eSXXllttNKpz5pQir/KvtdTleubMjKVXP2nOmP80A+99957+9g+6x/ayX5bZ2DX4gez2eQdZquFRXKM5kLkNhfqMWzzM/PkxKOMV21hNo+S59XcTfrmUX3bk88jD2btB/Y9aVureZTwMB61PYbxGa3aHnmlOyO8jPGjcWclq3oBv9G4LE1/M9J2yDQyIGl3s/L0XJojPvk4SpNePWqX6sKqjxH3yIAEg1WfSB59wah/IssKX9iNvNk9XxnYjIFlEIQXHbDFRV5aorO1bb599ya/P5rhqTKh0qisCm2WYcaKqnw9UOIxqLaK3VEFwKOCjLbUKJS2YIRtadVIVg1aHLN4jxQHvNJt8+gZOlJW4AaPXgkrPN+PZfz/nDBjzvFTnbZJbKtc9yF7Oet93/nW8/aznRz3z1dKr452lK76uFK05WU2eK+Ue3zqfD+IkVk+xalOWH3oCc9oUBBO/VBPlPeIxD2qQ8KasKm/La+0CvcZXz1v+dq08Vcc7XPfdfraxIhX2hV3z+cdJWA2OLRy97ywE+8oTWFnfZA4GcqlOWoX8ijMiMT5l7/8ZfTq8Jn+cTSwHjGqz6MB7ojPe/jMsD/iHylYRzzew2+kBJzDq0xnbWLFr7zeJnmV6bXyXlumMLoWX/V+1p6OyuXaNB9Sj67FVrlcW3evLRf4ven2XX2gtPWffR+66gNhq0x7HnGhWT2R5qivZzgTlzRnfVWNsbNxYsXrWntjk76+51feowmWfFhkMPb3PN4h+Znx6udNemYGQXoB/p6kudJThG8XbFt+eVkRXWUUZiTHKp723awOtGHotcqnpxmuFY7eNKKZnlFhxSvMaBxZGVDw41vROfld8d/ynXb2u9/9bhllO9kfzbeKGWazyfuRZznM8PdlDKtVmtJmbB+V0znzKHGP+oujeiXd6m98LzqnbEf6Iv5zePVzPUaV9upz1j5nz9u4Ru3d+6M+ZibnrO85N80ZfvjN3UY0y0MbdibvObwjHEfP2vRW38+tf71s6tCq//G+DILCrQxj5NOGZmPxSv5bv3uUM54uFfJTn/rUdDAWl8GxndipqEdnjcxWRhTOkQV7ZjVXqLOVEXLO0lQ57MGeKRwaF0Wor3TiZCwYKStVeXzOJq4GjdmKqbR07qPGCV/p4vW+b3B4Z8qVBjZrKPgMCn188onwzjohvP5mNOOV1iiPs3jyPAgEgSAQBIJAEAgCTw0BuqS/lkY6Wvt+phsx/tDHZnrVSpcTPx1wxEuHW3kV4JkZcvHRW2eLl1b3R/ouWenYMz7yzvT6z372syfvX+EuITo/ed4mHfPI46jN/8z76MiDo5+ztXEe4b0q4/74ljZehhMG8JHhqSblozkYWfGM6qS2pk72ba7SVZdX86hVO1B3RgY2cZNXnR6ROc2q3a548c3qqnaLV15HxqSac45kwrPCaNRPVDwrQ+QqTfKuMJrlU7rXYtTztTJIT3mO8kpOdUF41Od5ZjsQ9qi9FK85+2rHkYUN7WM2/5bWm6InYXhSYcsbo628CtDfaIBTkCrBiPBoYDOAH9JIZrwl60iePAsCQSAIBIEgEASCQBAIAkHg9gi0k8A+9pV+js/8oyaFPa8JZTvBFRfv+9XEto/jqf028S2vwlY2ebK9EB0t2sJkhtnKYCDuGe+qnPCFgsBLRGDWXmBRbU1bLMNhYaQ921nz1PqqJ2F4KpDyGQSCQBAIAkEgCASBIBAEgkAQCAJBIAgEgSDwfBD4wPPJSnISBIJAEAgCQSAIBIEgEASCQBAIAkEgCASBIPCUEIjh6SmVRmQJAkEgCASBIBAEgkAQCAJBIAgEgSAQBILAM0IghqdnVJjJShAIAkEgCASBIBAEgkAQCAJBIAgEgSAQBJ4SAjE8PaXSiCxBIAgEgSAQBIJAEAgCQSAIBIEgEASCQBB4RgjE8PSMCjNZCQJBIAgEgSAQBIJAEAgCQSAIBIEgEASCwFNCIIanp1QakSUIBIEgEASCQBAIAkEgCASBIBAEgkAQCALPCIEYnp5RYSYrQSAIBIEgEASCQBAIAkEgCASBIBAEgkAQeEoIxPD0lEojsgSBIBAEgkAQCAJBIAgEgSAQBIJAEAgCQeAZIRDD0zMqzGQlCASBIBAEgkAQCAJBIAgEgSAQBIJAEAgCTwmBGJ6eUmlEliAQBIJAEAgCQSAIBIEgEASCQBAIAkEgCDwjBGJ4ekaFmawEgSAQBIJAEAgCQSAIBIEgEASCQBAIAkHgKSEQw9NTKo3IEgSCQBAIAkEgCASBIBAEgkAQCAJBIAgEgWeEQAxPz6gwk5UgEASCQBAIAkEgCASBIBAEgkAQCAJBIAg8JQT+D3b1YtyAa+6VAAAAAElFTkSuQmCC"
}
},
"cell_type": "markdown",
"id": "8d2441db-0ad8-40f2-b042-6bb96f184711",
"metadata": {},
"source": [
"# Rag From Scratch: Query Transformations\n",
"\n",
"Query transformations are a set of approaches focused on re-writing and / or modifying questions for retrieval.\n",
"\n",
"![Screenshot 2024-03-25 at 8.08.30 PM.png](attachment:d9d5305c-e5bb-4934-b91d-5988c87fd767.png)\n",
"\n",
"## Environment\n",
"\n",
"`(1) Packages`"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "df89be8f-2c49-4f4f-9503-2bff0b08a67a",
"metadata": {},
"outputs": [],
"source": [
"! pip install langchain_community tiktoken langchain-openai langchainhub chromadb langchain"
]
},
{
"cell_type": "markdown",
"id": "3e08bb78-7e80-4d95-a124-33b695bf5e6a",
"metadata": {},
"source": [
"`(2) LangSmith`\n",
"\n",
"https://docs.smith.langchain.com/"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "5258de38-0cc0-4d9d-a5ca-6e750ebe6976",
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"os.environ['LANGCHAIN_TRACING_V2'] = 'true'\n",
"os.environ['LANGCHAIN_ENDPOINT'] = 'https://api.smith.langchain.com'\n",
"os.environ['LANGCHAIN_API_KEY'] = <your-api-key>"
]
},
{
"cell_type": "markdown",
"id": "feaccdca-1ab0-43b1-82c2-22e9cd27675b",
"metadata": {},
"source": [
"`(3) API Keys`"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "1cd6453b-2721-491c-b979-1860d58d8cf5",
"metadata": {},
"outputs": [],
"source": [
"os.environ['OPENAI_API_KEY'] = <your-api-key>"
]
},
{
"attachments": {
"9efe017a-075f-4017-abef-174c755b11c6.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"id": "4f2365b3-b61b-4dbf-ab17-636cbfcaf9e0",
"metadata": {},
"source": [
"## Part 5: Multi Query\n",
"\n",
"Flow:\n",
"\n",
"![Screenshot 2024-02-12 at 12.39.59 PM.png](attachment:9efe017a-075f-4017-abef-174c755b11c6.png)\n",
"\n",
"Docs:\n",
"\n",
"* https://python.langchain.com/docs/modules/data_connection/retrievers/MultiQueryRetriever\n",
"\n",
"### Index"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "9d1b6e2b-dd76-410d-b870-23e02564a665",
"metadata": {},
"outputs": [],
"source": [
"#### INDEXING ####\n",
"\n",
"# Load blog\n",
"import bs4\n",
"from langchain_community.document_loaders import WebBaseLoader\n",
"loader = WebBaseLoader(\n",
" web_paths=(\"https://lilianweng.github.io/posts/2023-06-23-agent/\",),\n",
" bs_kwargs=dict(\n",
" parse_only=bs4.SoupStrainer(\n",
" class_=(\"post-content\", \"post-title\", \"post-header\")\n",
" )\n",
" ),\n",
")\n",
"blog_docs = loader.load()\n",
"\n",
"# Split\n",
"from langchain.text_splitter import RecursiveCharacterTextSplitter\n",
"text_splitter = RecursiveCharacterTextSplitter.from_tiktoken_encoder(\n",
" chunk_size=300, \n",
" chunk_overlap=50)\n",
"\n",
"# Make splits\n",
"splits = text_splitter.split_documents(blog_docs)\n",
"\n",
"# Index\n",
"from langchain_openai import OpenAIEmbeddings\n",
"from langchain_community.vectorstores import Chroma\n",
"vectorstore = Chroma.from_documents(documents=splits, \n",
" embedding=OpenAIEmbeddings())\n",
"\n",
"retriever = vectorstore.as_retriever()"
]
},
{
"cell_type": "markdown",
"id": "76f1b6c5-faa9-404b-90c6-22d3b40169fa",
"metadata": {},
"source": [
"### Prompt"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "965de464-0c98-4318-9f9e-f8a597c8d5d6",
"metadata": {},
"outputs": [],
"source": [
"from langchain.prompts import ChatPromptTemplate\n",
"\n",
"# Multi Query: Different Perspectives\n",
"template = \"\"\"You are an AI language model assistant. Your task is to generate five \n",
"different versions of the given user question to retrieve relevant documents from a vector \n",
"database. By generating multiple perspectives on the user question, your goal is to help\n",
"the user overcome some of the limitations of the distance-based similarity search. \n",
"Provide these alternative questions separated by newlines. Original question: {question}\"\"\"\n",
"prompt_perspectives = ChatPromptTemplate.from_template(template)\n",
"\n",
"from langchain_core.output_parsers import StrOutputParser\n",
"from langchain_openai import ChatOpenAI\n",
"\n",
"generate_queries = (\n",
" prompt_perspectives \n",
" | ChatOpenAI(temperature=0) \n",
" | StrOutputParser() \n",
" | (lambda x: x.split(\"\\n\"))\n",
")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "4f253520-386f-434b-8daa-d6dadb89eddb",
"metadata": {},
"outputs": [],
"source": [
"from langchain.load import dumps, loads\n",
"\n",
"def get_unique_union(documents: list[list]):\n",
" \"\"\" Unique union of retrieved docs \"\"\"\n",
" # Flatten list of lists, and convert each Document to string\n",
" flattened_docs = [dumps(doc) for sublist in documents for doc in sublist]\n",
" # Get unique documents\n",
" unique_docs = list(set(flattened_docs))\n",
" # Return\n",
" return [loads(doc) for doc in unique_docs]\n",
"\n",
"# Retrieve\n",
"question = \"What is task decomposition for LLM agents?\"\n",
"retrieval_chain = generate_queries | retriever.map() | get_unique_union\n",
"docs = retrieval_chain.invoke({\"question\":question})\n",
"len(docs)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "af6e74e8-ddae-4165-9e4b-0022ac125194",
"metadata": {},
"outputs": [],
"source": [
"from operator import itemgetter\n",
"from langchain_openai import ChatOpenAI\n",
"from langchain_core.runnables import RunnablePassthrough\n",
"\n",
"# RAG\n",
"template = \"\"\"Answer the following question based on this context:\n",
"\n",
"{context}\n",
"\n",
"Question: {question}\n",
"\"\"\"\n",
"\n",
"prompt = ChatPromptTemplate.from_template(template)\n",
"\n",
"llm = ChatOpenAI(temperature=0)\n",
"\n",
"final_rag_chain = (\n",
" {\"context\": retrieval_chain, \n",
" \"question\": itemgetter(\"question\")} \n",
" | prompt\n",
" | llm\n",
" | StrOutputParser()\n",
")\n",
"\n",
"final_rag_chain.invoke({\"question\":question})"
]
},
{
"attachments": {
"0bc49f5b-c338-4cd4-ac04-8744994e0e81.png": {
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"
}
},
"cell_type": "markdown",
"id": "618afe4a-f1d6-433a-9d28-f1956c2b83ef",
"metadata": {},
"source": [
"## Part 6: RAG-Fusion\n",
"\n",
"Flow:\n",
"\n",
"![Screenshot 2024-02-12 at 12.41.36 PM.png](attachment:0bc49f5b-c338-4cd4-ac04-8744994e0e81.png)\n",
"\n",
"Docs:\n",
"\n",
"* https://github.com/langchain-ai/langchain/blob/master/cookbook/rag_fusion.ipynb?ref=blog.langchain.dev\n",
"\n",
"Blog / repo: \n",
"\n",
"* https://towardsdatascience.com/forget-rag-the-future-is-rag-fusion-1147298d8ad1\n",
"\n",
"### Prompt"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "34e7075b-b80d-461d-9e2e-e05e29436f3e",
"metadata": {},
"outputs": [],
"source": [
"from langchain.prompts import ChatPromptTemplate\n",
"\n",
"# RAG-Fusion: Related\n",
"template = \"\"\"You are a helpful assistant that generates multiple search queries based on a single input query. \\n\n",
"Generate multiple search queries related to: {question} \\n\n",
"Output (4 queries):\"\"\"\n",
"prompt_rag_fusion = ChatPromptTemplate.from_template(template)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "9781b40c-c408-42f4-ae14-cd11be513b63",
"metadata": {},
"outputs": [],
"source": [
"from langchain_core.output_parsers import StrOutputParser\n",
"from langchain_openai import ChatOpenAI\n",
"\n",
"generate_queries = (\n",
" prompt_rag_fusion \n",
" | ChatOpenAI(temperature=0)\n",
" | StrOutputParser() \n",
" | (lambda x: x.split(\"\\n\"))\n",
")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "2b1adff1-e993-4747-b95d-656eaaeccfdd",
"metadata": {},
"outputs": [],
"source": [
"from langchain.load import dumps, loads\n",
"\n",
"def reciprocal_rank_fusion(results: list[list], k=60):\n",
" \"\"\" Reciprocal_rank_fusion that takes multiple lists of ranked documents \n",
" and an optional parameter k used in the RRF formula \"\"\"\n",
" \n",
" # Initialize a dictionary to hold fused scores for each unique document\n",
" fused_scores = {}\n",
"\n",
" # Iterate through each list of ranked documents\n",
" for docs in results:\n",
" # Iterate through each document in the list, with its rank (position in the list)\n",
" for rank, doc in enumerate(docs):\n",
" # Convert the document to a string format to use as a key (assumes documents can be serialized to JSON)\n",
" doc_str = dumps(doc)\n",
" # If the document is not yet in the fused_scores dictionary, add it with an initial score of 0\n",
" if doc_str not in fused_scores:\n",
" fused_scores[doc_str] = 0\n",
" # Retrieve the current score of the document, if any\n",
" previous_score = fused_scores[doc_str]\n",
" # Update the score of the document using the RRF formula: 1 / (rank + k)\n",
" fused_scores[doc_str] += 1 / (rank + k)\n",
"\n",
" # Sort the documents based on their fused scores in descending order to get the final reranked results\n",
" reranked_results = [\n",
" (loads(doc), score)\n",
" for doc, score in sorted(fused_scores.items(), key=lambda x: x[1], reverse=True)\n",
" ]\n",
"\n",
" # Return the reranked results as a list of tuples, each containing the document and its fused score\n",
" return reranked_results\n",
"\n",
"retrieval_chain_rag_fusion = generate_queries | retriever.map() | reciprocal_rank_fusion\n",
"docs = retrieval_chain_rag_fusion.invoke({\"question\": question})\n",
"len(docs)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "ce2adf2d-3d9f-4d43-afb0-8304edcfb1f1",
"metadata": {},
"outputs": [],
"source": [
"from langchain_core.runnables import RunnablePassthrough\n",
"\n",
"# RAG\n",
"template = \"\"\"Answer the following question based on this context:\n",
"\n",
"{context}\n",
"\n",
"Question: {question}\n",
"\"\"\"\n",
"\n",
"prompt = ChatPromptTemplate.from_template(template)\n",
"\n",
"final_rag_chain = (\n",
" {\"context\": retrieval_chain_rag_fusion, \n",
" \"question\": itemgetter(\"question\")} \n",
" | prompt\n",
" | llm\n",
" | StrOutputParser()\n",
")\n",
"\n",
"final_rag_chain.invoke({\"question\":question})"
]
},
{
"cell_type": "markdown",
"id": "533c59f3-a85f-4094-b66b-8bdc400acab6",
"metadata": {},
"source": [
"Trace:\n",
"\n",
"https://smith.langchain.com/public/071202c9-9f4d-41b1-bf9d-86b7c5a7525b/r"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "94c812d3-4d91-4634-8301-0b68be88a887",
"metadata": {},
"source": [
"## Part 7: Decomposition"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "f82fac99-58dc-4bb9-84e6-51180db855ad",
"metadata": {},
"outputs": [],
"source": [
"from langchain.prompts import ChatPromptTemplate\n",
"\n",
"# Decomposition\n",
"template = \"\"\"You are a helpful assistant that generates multiple sub-questions related to an input question. \\n\n",
"The goal is to break down the input into a set of sub-problems / sub-questions that can be answers in isolation. \\n\n",
"Generate multiple search queries related to: {question} \\n\n",
"Output (3 queries):\"\"\"\n",
"prompt_decomposition = ChatPromptTemplate.from_template(template)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "c31eefd9-5598-44a1-b0d6-dd04553a3eb4",
"metadata": {},
"outputs": [],
"source": [
"from langchain_openai import ChatOpenAI\n",
"from langchain_core.output_parsers import StrOutputParser\n",
"\n",
"# LLM\n",
"llm = ChatOpenAI(temperature=0)\n",
"\n",
"# Chain\n",
"generate_queries_decomposition = ( prompt_decomposition | llm | StrOutputParser() | (lambda x: x.split(\"\\n\")))\n",
"\n",
"# Run\n",
"question = \"What are the main components of an LLM-powered autonomous agent system?\"\n",
"questions = generate_queries_decomposition.invoke({\"question\":question})"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "07191b5c-cf72-4b8f-a225-f57dfdc2fc78",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['1. What is LLM technology and how does it work in autonomous agent systems?',\n",
" '2. What are the specific components that make up an LLM-powered autonomous agent system?',\n",
" '3. How do the main components of an LLM-powered autonomous agent system interact with each other to enable autonomous functionality?']"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"questions"
]
},
{
"attachments": {
"9a9685de-051f-48fa-b68f-2b1f85344cdf.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"id": "19543d04-ff31-4774-b89c-9d31f5a28fc9",
"metadata": {},
"source": [
"### Answer recursively \n",
"\n",
"![Screenshot 2024-02-18 at 1.55.32 PM.png](attachment:9a9685de-051f-48fa-b68f-2b1f85344cdf.png)\n",
"\n",
"Papers:\n",
"\n",
"* https://arxiv.org/pdf/2205.10625.pdf\n",
"* https://arxiv.org/abs/2212.10509.pdf"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "c72bbd12-f85c-4ed0-9dfa-8503afebfafa",
"metadata": {},
"outputs": [],
"source": [
"# Prompt\n",
"template = \"\"\"Here is the question you need to answer:\n",
"\n",
"\\n --- \\n {question} \\n --- \\n\n",
"\n",
"Here is any available background question + answer pairs:\n",
"\n",
"\\n --- \\n {q_a_pairs} \\n --- \\n\n",
"\n",
"Here is additional context relevant to the question: \n",
"\n",
"\\n --- \\n {context} \\n --- \\n\n",
"\n",
"Use the above context and any background question + answer pairs to answer the question: \\n {question}\n",
"\"\"\"\n",
"\n",
"decomposition_prompt = ChatPromptTemplate.from_template(template)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "a20bf0d4-f567-4451-834d-a07190a3185e",
"metadata": {},
"outputs": [],
"source": [
"from operator import itemgetter\n",
"from langchain_core.output_parsers import StrOutputParser\n",
"\n",
"def format_qa_pair(question, answer):\n",
" \"\"\"Format Q and A pair\"\"\"\n",
" \n",
" formatted_string = \"\"\n",
" formatted_string += f\"Question: {question}\\nAnswer: {answer}\\n\\n\"\n",
" return formatted_string.strip()\n",
"\n",
"# llm\n",
"llm = ChatOpenAI(model_name=\"gpt-3.5-turbo\", temperature=0)\n",
"\n",
"q_a_pairs = \"\"\n",
"for q in questions:\n",
" \n",
" rag_chain = (\n",
" {\"context\": itemgetter(\"question\") | retriever, \n",
" \"question\": itemgetter(\"question\"),\n",
" \"q_a_pairs\": itemgetter(\"q_a_pairs\")} \n",
" | decomposition_prompt\n",
" | llm\n",
" | StrOutputParser())\n",
"\n",
" answer = rag_chain.invoke({\"question\":q,\"q_a_pairs\":q_a_pairs})\n",
" q_a_pair = format_qa_pair(q,answer)\n",
" q_a_pairs = q_a_pairs + \"\\n---\\n\"+ q_a_pair"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "e6070fea-ffcf-49ca-ac99-7d7ed2744d40",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'The main components of an LLM-powered autonomous agent system interact with each other in a coordinated manner to enable autonomous functionality. \\n\\n1. Planning: The agent breaks down complex tasks into smaller subgoals through task decomposition. This allows for efficient handling of tasks by breaking them down into manageable steps. The agent can also engage in self-reflection and refinement, learning from past actions and improving future results.\\n\\n2. Memory: The agent stores information and past experiences to inform future actions. This memory component helps the agent make informed decisions based on past experiences.\\n\\n3. External Classical Planner (LLM+P approach): In some cases, the agent may outsource long-horizon planning to an external classical planner using the Planning Domain Definition Language (PDDL) as an intermediate interface. This allows for more complex planning tasks to be handled efficiently.\\n\\n4. Self-Reflection (ReAct approach): The agent integrates reasoning and acting within LLM by extending the action space to include task-specific discrete actions and language prompts. This allows the agent to interact with the environment and generate reasoning traces in natural language. Self-reflection plays a crucial role in enabling the agent to improve iteratively by refining past actions and correcting mistakes.\\n\\nOverall, the interaction between these components enables the LLM-powered autonomous agent system to effectively plan, execute tasks, learn from experiences, and improve its performance over time, ultimately enabling autonomous functionality.'"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"answer"
]
},
{
"cell_type": "markdown",
"id": "c3e13879-bb8f-43be-acb8-3dc3c41dabb2",
"metadata": {},
"source": [
"Trace: \n",
"\n",
"Question 1: https://smith.langchain.com/public/faefde73-0ecb-4328-8fee-a237904115c0/r\n",
"\n",
"Question 2: https://smith.langchain.com/public/6142cad3-b314-454e-b2c9-15146cfcce78/r\n",
"\n",
"Question 3: https://smith.langchain.com/public/84bdca0f-0fa4-46d4-9f89-a7f25bd857fe/r"
]
},
{
"attachments": {
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"image/png": 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"
}
},
"cell_type": "markdown",
"id": "eb0fa2e4-d4f1-42fc-a1ad-8eaeb05a0d3e",
"metadata": {},
"source": [
"### Answer individually \n",
"\n",
"![Screenshot 2024-02-18 at 2.00.59 PM.png](attachment:e24502d7-f641-4262-a326-da1636822fa2.png)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "297425fa-975b-4599-9b9e-a11139b99140",
"metadata": {},
"outputs": [],
"source": [
"# Answer each sub-question individually \n",
"\n",
"from langchain import hub\n",
"from langchain_core.prompts import ChatPromptTemplate\n",
"from langchain_core.runnables import RunnablePassthrough, RunnableLambda\n",
"from langchain_core.output_parsers import StrOutputParser\n",
"from langchain_openai import ChatOpenAI\n",
"\n",
"# RAG prompt\n",
"prompt_rag = hub.pull(\"rlm/rag-prompt\")\n",
"\n",
"def retrieve_and_rag(question,prompt_rag,sub_question_generator_chain):\n",
" \"\"\"RAG on each sub-question\"\"\"\n",
" \n",
" # Use our decomposition / \n",
" sub_questions = sub_question_generator_chain.invoke({\"question\":question})\n",
" \n",
" # Initialize a list to hold RAG chain results\n",
" rag_results = []\n",
" \n",
" for sub_question in sub_questions:\n",
" \n",
" # Retrieve documents for each sub-question\n",
" retrieved_docs = retriever.get_relevant_documents(sub_question)\n",
" \n",
" # Use retrieved documents and sub-question in RAG chain\n",
" answer = (prompt_rag | llm | StrOutputParser()).invoke({\"context\": retrieved_docs, \n",
" \"question\": sub_question})\n",
" rag_results.append(answer)\n",
" \n",
" return rag_results,sub_questions\n",
"\n",
"# Wrap the retrieval and RAG process in a RunnableLambda for integration into a chain\n",
"answers, questions = retrieve_and_rag(question, prompt_rag, generate_queries_decomposition)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "b8631dda-bbcd-437c-81b3-5db7abb831f9",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'The main components of an LLM-powered autonomous agent system include planning, subgoal decomposition, reflection and refinement, memory, task decomposition, and self-reflection. Planning involves breaking down tasks into manageable subgoals, while reflection allows for self-criticism and learning from past actions. Task decomposition can be done through simple prompting by LLM, task-specific instructions, or human inputs. These components work together to enable autonomous behavior by allowing the agent to plan, learn from mistakes, and improve its actions over time.'"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"def format_qa_pairs(questions, answers):\n",
" \"\"\"Format Q and A pairs\"\"\"\n",
" \n",
" formatted_string = \"\"\n",
" for i, (question, answer) in enumerate(zip(questions, answers), start=1):\n",
" formatted_string += f\"Question {i}: {question}\\nAnswer {i}: {answer}\\n\\n\"\n",
" return formatted_string.strip()\n",
"\n",
"context = format_qa_pairs(questions, answers)\n",
"\n",
"# Prompt\n",
"template = \"\"\"Here is a set of Q+A pairs:\n",
"\n",
"{context}\n",
"\n",
"Use these to synthesize an answer to the question: {question}\n",
"\"\"\"\n",
"\n",
"prompt = ChatPromptTemplate.from_template(template)\n",
"\n",
"final_rag_chain = (\n",
" prompt\n",
" | llm\n",
" | StrOutputParser()\n",
")\n",
"\n",
"final_rag_chain.invoke({\"context\":context,\"question\":question})"
]
},
{
"cell_type": "markdown",
"id": "17698863-e683-48f4-b50e-adaa2bdee55d",
"metadata": {},
"source": [
"Trace:\n",
"\n",
"https://smith.langchain.com/public/d8f26f75-3fb8-498a-a3a2-6532aa77f56b/r"
]
},
{
"attachments": {
"715e11dc-7730-4f51-8469-b7f0b299ac9e.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"id": "6126bebb-94e5-48ef-9a17-6a315ed0a596",
"metadata": {},
"source": [
"## Part 8: Step Back\n",
"\n",
"![Screenshot 2024-02-12 at 1.14.43 PM.png](attachment:715e11dc-7730-4f51-8469-b7f0b299ac9e.png)\n",
"\n",
"Paper: \n",
"\n",
"* https://arxiv.org/pdf/2310.06117.pdf"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "1d74f9f2-543d-4e41-b90b-7bb527eca1d9",
"metadata": {},
"outputs": [],
"source": [
"# Few Shot Examples\n",
"from langchain_core.prompts import ChatPromptTemplate, FewShotChatMessagePromptTemplate\n",
"examples = [\n",
" {\n",
" \"input\": \"Could the members of The Police perform lawful arrests?\",\n",
" \"output\": \"what can the members of The Police do?\",\n",
" },\n",
" {\n",
" \"input\": \"Jan Sindels was born in what country?\",\n",
" \"output\": \"what is Jan Sindels personal history?\",\n",
" },\n",
"]\n",
"# We now transform these to example messages\n",
"example_prompt = ChatPromptTemplate.from_messages(\n",
" [\n",
" (\"human\", \"{input}\"),\n",
" (\"ai\", \"{output}\"),\n",
" ]\n",
")\n",
"few_shot_prompt = FewShotChatMessagePromptTemplate(\n",
" example_prompt=example_prompt,\n",
" examples=examples,\n",
")\n",
"prompt = ChatPromptTemplate.from_messages(\n",
" [\n",
" (\n",
" \"system\",\n",
" \"\"\"You are an expert at world knowledge. Your task is to step back and paraphrase a question to a more generic step-back question, which is easier to answer. Here are a few examples:\"\"\",\n",
" ),\n",
" # Few shot examples\n",
" few_shot_prompt,\n",
" # New question\n",
" (\"user\", \"{question}\"),\n",
" ]\n",
")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "5cba100d-167f-4392-8f58-88729d3e4ce9",
"metadata": {},
"outputs": [],
"source": [
"generate_queries_step_back = prompt | ChatOpenAI(temperature=0) | StrOutputParser()\n",
"question = \"What is task decomposition for LLM agents?\"\n",
"generate_queries_step_back.invoke({\"question\": question})"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "999445b0-d8a0-4208-9bb6-38610667a00b",
"metadata": {},
"outputs": [],
"source": [
"# Response prompt \n",
"response_prompt_template = \"\"\"You are an expert of world knowledge. I am going to ask you a question. Your response should be comprehensive and not contradicted with the following context if they are relevant. Otherwise, ignore them if they are not relevant.\n",
"\n",
"# {normal_context}\n",
"# {step_back_context}\n",
"\n",
"# Original Question: {question}\n",
"# Answer:\"\"\"\n",
"response_prompt = ChatPromptTemplate.from_template(response_prompt_template)\n",
"\n",
"chain = (\n",
" {\n",
" # Retrieve context using the normal question\n",
" \"normal_context\": RunnableLambda(lambda x: x[\"question\"]) | retriever,\n",
" # Retrieve context using the step-back question\n",
" \"step_back_context\": generate_queries_step_back | retriever,\n",
" # Pass on the question\n",
" \"question\": lambda x: x[\"question\"],\n",
" }\n",
" | response_prompt\n",
" | ChatOpenAI(temperature=0)\n",
" | StrOutputParser()\n",
")\n",
"\n",
"chain.invoke({\"question\": question})"
]
},
{
"attachments": {
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"image/png": 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"
}
},
"cell_type": "markdown",
"id": "63d0e558-4abe-42e4-a33a-2b93692f5fab",
"metadata": {},
"source": [
"## Part 9: HyDE\n",
"\n",
"![Screenshot 2024-02-12 at 1.12.45 PM.png](attachment:1982149e-720b-426e-a1ab-8d96f6616b5a.png)\n",
"\n",
"Docs: \n",
"\n",
"* https://github.com/langchain-ai/langchain/blob/master/cookbook/hypothetical_document_embeddings.ipynb\n",
"\n",
"Paper:\n",
"\n",
"* https://arxiv.org/abs/2212.10496"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "c2902575-bbbb-41a9-835b-9a24dc08261b",
"metadata": {},
"outputs": [],
"source": [
"from langchain.prompts import ChatPromptTemplate\n",
"\n",
"# HyDE document generation\n",
"template = \"\"\"Please write a scientific paper passage to answer the question\n",
"Question: {question}\n",
"Passage:\"\"\"\n",
"prompt_hyde = ChatPromptTemplate.from_template(template)\n",
"\n",
"from langchain_core.output_parsers import StrOutputParser\n",
"from langchain_openai import ChatOpenAI\n",
"\n",
"generate_docs_for_retrieval = (\n",
" prompt_hyde | ChatOpenAI(temperature=0) | StrOutputParser() \n",
")\n",
"\n",
"# Run\n",
"question = \"What is task decomposition for LLM agents?\"\n",
"generate_docs_for_retrieval.invoke({\"question\":question})"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "d47587bb-23db-42a0-b087-beef9e95308b",
"metadata": {},
"outputs": [],
"source": [
"# Retrieve\n",
"retrieval_chain = generate_docs_for_retrieval | retriever \n",
"retrieved_docs = retrieval_chain.invoke({\"question\":question})\n",
"retrieved_docs"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "604fcc36-a1d7-4096-99b5-50db30950fc5",
"metadata": {},
"outputs": [],
"source": [
"# RAG\n",
"template = \"\"\"Answer the following question based on this context:\n",
"\n",
"{context}\n",
"\n",
"Question: {question}\n",
"\"\"\"\n",
"\n",
"prompt = ChatPromptTemplate.from_template(template)\n",
"\n",
"final_rag_chain = (\n",
" prompt\n",
" | llm\n",
" | StrOutputParser()\n",
")\n",
"\n",
"final_rag_chain.invoke({\"context\":retrieved_docs,\"question\":question})"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "270dbd23-6f16-4827-a401-75889f0e3506",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.8"
}
},
"nbformat": 4,
"nbformat_minor": 5
}