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EtBPw9fF+75+d7h/URLsqqQkBBBBAAAEEEEAAAQQuIUAO5RIovITAeYFfVyffOnGFLOQBBAH1Be7q3+jDOxNku1n1QyVCBBBAAAEEEEAAAQRMKkAOxaQDR9i6C7z829YxkzaXleneEA0goJVA3xbVpjzRNyzIT6sKqQcBBBBAAAEEEEAAAQT+LkAOhecBgQsFCopKbp34xy+rDl54gf+PgPICLWtHzH6mf82qwcpHSoAIIIAAAggggAACCJhPgByK+caMiHUVOJNXJBugLN1xTNdWqBwB/QQkgSJpFEmm6NcENSOAAAIIIIAAAggg4JkC5FA8c9zp9aUF0jLzBo9bsDX51KUv8yoCJhEIr+w/eXQfWdpjkngJEwEEEEAAAQQQQAABcwiQQzHHOBGlAQJ7084MfGV+8slsA9qiCQT0FvD39f7q/u4je9TTuyHqRwABBBBAAAEEEEDAcwTIoXjOWNPTigTW70sf+trCk2fyKyrENQRMJeDlVWniHQmceWyqQSNYBBBAAAEEEEAAAaUFyKEoPTwEZ4zA/K1Hr3ljcU5BsTHN0QoCRgq8cUuHf13ZwsgWaQsBBBBAAAEEEEAAAasKkEOx6sjSL3sFZm06cu2bS+QsHntvoFz5ArJ+pFpE5cgQ/4jggCrB8qe//Cl7c8jr8uV37k8fPx8vXx/vouLSopLSwv/+Kf5ZuUWZ2QWncwszswvlz4yzBWmZuSWlHC5dPrfdV8Zc3+bF69rYXZyCCCCAAAIIIIAAAgggcGkBciiXduFVDxGYtj7l+reXyjt5D+mvVt308/GuFxvapEZ44+phdaJD5CCYmpGV5c/osEBZP6LVf5JAOXY670hGzpGM3COncg4ez959NCspNetQenYZqRUHlUdf2WLCLR0cvIniCCCAAAIIIIAAAggg8D8C5FB4IDxX4Pc1h256d5nMhvBcArt7XiOycof6UR3qV5UTcyV1Uj82VOaS2H23xgXzCkv2SDLlaNaWg6c2HMjYsD/9dE6hxm1YsTrZGEW2R9EwyWVFJPqEAAIIIIAAAggggEBFAuRQKtLhmoUFfll18Ob3VxSTQClnjAP9fBIaRfdoGtuxflTHBlFxVYLKKajEy/uOndmwP2PdvvSlO9K2JmeWMk2lnGGRNMqHdyaUc5GXEUAAAQQQQAABBBBAwIYAORQbQFy2pMAPKw7cOnEFe21cMLiyZYnkTXo3i+vTopr8RdIoZhz9zJzC5TuPLUk8tnTnsW2HTpFOuWAQH7+i+Zv/6GjGkSVmBBBAAAEEEEAAAQTcLkAOxe1DQABGC8gSnhveWUoC5S/3qqEBQ9vVvKJDrUGta4QG+Rk9Hnq2dzQzd+bGI9PXpyzanpbPtsH/pX7u2tav3NhWT3jqRgABBBBAAAEEEEDAmgLkUKw5rvSqPAE5xviK1xeyiaz4yBawN3SNH9axdtfGMT7e2u0EWx69W1+Xg6sXbD06Zd2hKetSzuYVuTUWJRofe1O7Z65ppUQoBIEAAggggAACCCCAgHkEyKGYZ6yI1GWBlUknBr46P7eg2OWaTFyBHDY8PCF+ZI96vZrFeeD2orIf7YwNh39YsX/O5lQP3074nds6PTK0mYkfZUJHAAEEEEAAAQQQQMBwAXIohpPToJsENh881WfM3KxcDz3AxdvL67K2Ne7o21CW7QSYc6MTbR+cU9kFk1Ylf7pg95bkU9rWbKLavryv2+19G5ooYEJFAAEEEEAAAQQQQMC9AuRQ3OtP6wYJ7D6a1eP5OSfP5BvUnkrNRIUG3t63wb0Dm9SNCVEpLlViWbPn5EfzkiatTi7wvA1T5IDqGU/1u6xNDVUGgzgQQAABBBBAAAEEEFBbgByK2uNDdFoIyMaiCU/POpyRo0VlZqpDziQeNbjpdV3imXhic9jSz+Z/tXjfB3N2HfGw5yQk0G/ZS5e1q1fVJhEFEEAAAQQQQAABBBBAgBwKz4DFBbLzi3q+MEcW8li8n//bvf6tqj99dcu+Lap5VK9d76zskCLnXk+Yun1XapbrtZmlhtjwoDWvDY2PZpqSWUaMOBFAAAEEEEAAAQTcJkAOxW30NGyAgBxgPGz8olmbjhjQlgpNyKYn13Su89TVLdszrcCF8SgrqzRtfcrrU7ev3XvShWrMdGvj6uGrxg6JDAkwU9DEigACCCCAAAIIIICA4QLkUAwnp0EDBR76cu3EubsMbNCdTV3dqfbYEe2b1gh3ZxDWanveltRnftq06UCGtbp16d50axKz6IVBLPu6tA6vIoAAAggggAACCCDwpwA5FB4Eywq8O2vno9+ss2z3/tYxWbPz2sj2nRpEeUJnDe6jzEn5bU3y8z9vlm2JDW7a+OZu7d3gmwe6G98uLSKAAAIIIIAAAgggYBYBcihmGSnidExA1mJc88aSUnkHbOn/ZCvQ8SPby+4nlu6l+zsni8K+XrL3xV+2yP7E7o9Gzwjeua3TI0Ob6dkCdSOAAAIIIIAAAgggYGIBcigmHjxCL09gx+HTnZ+emVNQXF4BC7wuJxaPHdHuzn4NZQ8UC3THFF2Q/Ylf/X3bOzN3FBaXmiJgJ4L08faa++wAsnJO0HELAggggAACCCCAgCcIkEPxhFH2rD5m5RZ2fGrm3rQzVu22vMu9d2DjV25sFxHsb9U+qtwvebQe/nrtnM2pKgfpSmyys+y61y+vHxvqSiXciwACCCCAAAIIIICAJQXIoVhyWD23U7J2Z9iERTM2HLYqQdfGMR/dmdA6PtKqHTRLv2ZuPCw7FiefzDZLwA7F2bxWlTXjhoYE+jl0F4URQAABBBBAAAEEELC8ADkUyw+xZ3Xw5d+2vvjLZkv2uXKA77gR7R4a3JTFO4qMrywWe/qHjR/OTbLktjvXJtT57fE+ilATBgIIIIAAAggggAACigiQQ1FkIAhDA4HZm45c8foiS76h7dMi7ot7u9VjeYUGj4nGVaxMOnHHxysteWrPxDsSHrisicZeVIcAAggggAACCCCAgJkFyKGYefSI/W8CB46fbf/kjNM5hRZTCQ3ye+OWDnf3b8zWscqObH5RyZhJW96cnijH9ygbpBOBBfj5rB47tG1dFo45gcctCCCAAAIIIIAAAtYUIIdizXH1tF4Vl5R2e272un3pFut4pwZRPz7Si909TTGsfyQdH/ne8pT0HFNEa2eQDauFbRx/hSTy7CxPMQQQQAABBBBAAAEErC3gbe3u0TsPEXj+580WS6DIpidPXdXyj1eHkEAxyzPcvUns1jeHXd813iwB2xOnHEJ0z2er7SlJGQQQQAABBBBAAAEEPEGAeSieMMoW7+PixLQBL8+30jYo1SMq/3tUj74tqll85Czava+X7JUje2THWcv07/N7u97Zr5FlukNHEEAAAQQQQAABBBBwWoAcitN03KiEQMbZglaPTzuamatENFoEMaBV9R8f6RkVGqhFZdThHoE9aWeueWPxjsOn3dO81q0G+ftseXNYo2phWldMfQgggAACCCCAAAIImEyAtTwmGzDCvUBAjkSxUgLliWEt5jw7gASK2Z9zSTesGTf0ui7xZu/I+fjzCktum7jCYjvmWmNo6AUCCCCAAAIIIICAwQLkUAwGpzktBT6enzRtfYqWNbqvrpBAv0mP9R5/cwcfby/3RUHLmgmcH1A5U8kaA7p6z8k3pidqpkNFCCCAAAIIIIAAAgiYU4C1POYcN6KuVCn5ZHaLR6daY9cJOf1kyui+zWtVYWCtJyD79dz4zrKTZ/LN3jV/X+8N469oWTvC7B0hfgQQQAABBBBAAAEEnBZgHorTdNzoZoG7PllljQRKz2axsu6DBIqbnyfdmpe9gde+dnnTGuG6tWBQxYXFpf/4YEVRSalB7dEMAggggAACCCCAAALqCZBDUW9MiMgOgS8W7Vm47agdBVUvMqJ7vQXPD4oMCVA9UOJzQaBuTMiqsUMtcNDSluRTr/y21QUJbkUAAQQQQAABBBBAwNwCrOUx9/h5ZvSpp3KbPzo1K7fQ7N1/7trWr9zY1uy9IH47BWQGxz2frpaTj+0sr2YxXx/vTRNY0aPm4BAVAggggAACCCCAgO4CzEPRnZgGNBe459NVZk+gyBvRr+7vRgJF82dD5Qr9/hz0sTe1UzlIm7EVl5Te+9nqsjKbBSmAAAIIIIAAAggggIAFBcihWHBQrd2l75fvn7XpiKn7GOjnM/lfff7Zp6Gpe0Hwzgk8c02rL+7rZurDelbtPvHl4j3OdZ+7EEAAAQQQQAABBBAwtQBreUw9fB4XvEw/aTRq8oksEx9xIkfeTnuyrwW2xvC4h0/TDv+2Jnnke8tll1ZNazWuMtnBJ+m9q6PDAo1rkpYQQAABBBBAAAEEEFBAgHkoCgwCIdgt8PzPm02dQIkI9l/4wkASKHYPuGULDk+In/5kv8oBvibt4ansgtH/3mDS4AkbAQQQQAABBBBAAAGnBcihOE3HjUYLbDuU+dG8JKNb1a692PCgpS8N7twwWrsqqcnEAoPa1Jj/3MAqwf4m7cO3S/ct23nMpMETNgIIIIAAAggggAACzgmQQ3HOjbvcIPDgl2tKSs26laWseljy0mWt6kS4AY4mVRXo1iRG0ijhlc2aRnngCxN/S6r6UBAXAggggAACCCCAgNIC5FCUHh6C+0tAtpJdseu4SUGqhgYsfGFQ0xrhJo2fsPUT6Nggau6zA0KD/PRrQr+adxw+/eVicx/VrB8ONSOAAAIIIIAAAghYUoAciiWH1WqdOptX9MT3Zt18QRZryFwDZqBY7aHUrj8JjaLnPDNANhvWrkrjanrh583y7Wlce7SEAAIIIIAAAggggIBbBcihuJWfxu0TeG3K9rTMPPvKqlUqLMhv3nMD29WrqlZYRKOYgCzqmfV0fzNuMXs8K+/1qdsV4yQcBBBAAAEEEEAAAQT0EiCHopcs9WolcDQz991ZO7Sqzch6Avx8ZjzVv1ODKCMbpS2TCvRsFjv1ib5+Pub7mfzOzB2HM3JMyk7YCCCAAAIIIIAAAgg4JGC+39cd6h6FLSAwZtKWvMIS03XE28vr+1E95I2x6SInYHcJDGhV/ZsHu3t5uat9J9uVb89nftzk5M3chgACCCCAAAIIIICAqQTIoZhquDwv2N1Hs74y56aV79zWaXhCvOeNGD12SWBE93pv/qOjS1W44+YfVuzfdCDDHS3TJgIIIIAAAggggAAChgqQQzGUm8YcFZDPt814nvHoK1uMGtLU0c5SHgEReOzy5v+6soW5KMrKKr04aYu5YiZaBBBAAAEEEEAAAQScECCH4gQatxgksHbvyclrDxnUmHbN3NC17vibO2hXHzV5nMCEmzvc1L2eubo9c+Ph9fvSzRUz0SKAAAIIIIAAAggg4KgAORRHxShvnMBTP2w0rjGNWpIjeL5+wHxbWmjUe6rRRkC2RPnq/m4dzbYb8ZhfmYqizQNALQgggAACCCCAAALKCpBDUXZoPD2wP5KOL91xzFwKMeGBcrRKkL+PucImWgUFAv185FmqHlFZwdjKC2n2piMyd6y8q7yOAAIIIIAAAggggIAFBMihWGAQrdmFV3/fZq6Oyam0vz3ep1bVYHOFTbTKCkgCZcoTfSWZomyEFwfGrigXm/AKAggggAACCCCAgJUEyKFYaTSt05cN+9PnbUk1V38+uKNzj6acZGyuQVM92k4Nor64r5vqUf4tPvm2XbX7hIkCJlQEEEAAAQQQQAABBBwSIIfiEBeFDRIYO9lkk1D+0av+PQMaG6RDM54kMLJHvYcGm+mMp9enbvek8aGvCCCAAAIIIIAAAp4lQA7Fs8bbFL1NTMmctj7FFKGeD7Jx9fCP7upiooAJ1VwCb/6jY/t6Vc0SsxzQk5SaZZZoiRMBBBBAAAEEEEAAAYcEyKE4xEVhIwTGTdleVmZEQ5q0EeDn88ujvYIDfDWpjUoQuFjA39f7l8d6hwX5XXxJwVfkm/ftmTsUDIyQEEAAAQQQQAABBBBwXYAciuuG1KClQPLJ7EmrDmpZo3pNCUMAACAASURBVM51vX1rx9bxkTo3QvWeLlA/NtREG6N8t2z/8aw8Tx8z+o8AAggggAACCCBgRQFyKFYcVTP36cO5SSWlppmFclWn2vcPamJmb2I3jcB1XeLvHWiOPXcKikomzkkyjSyBIoAAAggggAACCCBgtwA5FLupKKi/QE5B8ReL9ujfjjYtRIUGfnp3V23qohYE7BCQjVEaxIXZUdD9RT6al5RbUOz+OIgAAQQQQAABBBBAAAFNBcihaMpJZa4J/HvZ/tM5ha7VYdzdH96ZEBMeaFx7tOTxArLtzjcPdPf28lJf4lR2wTdL96kfJxEigAACCCCAAAIIIOCQADkUh7gorK/AB3N26duAdrUPT4i/vmu8dvVREwJ2CXRrEvPo5c3sKuruQp/M3+3uEGgfAQQQQAABBBBAAAGNBcihaAxKdU4LLNx2dOeR007fbuSNsopHJqEY2SJtIfCXwKs3tWtaI1x9kO0pmat2n1A/TiJEAAEEEEAAAQQQQMB+AXIo9ltRUl+B92abZhLKe7d3YhWPvk8DtZcvEOjn87VJVvR8uoCpKOUPJFcQQAABBBBAAAEETChADsWEg2bFkA9n5MzedMQUPevdPG5E93qmCJUgrSrQuWH0Xf0bqd+7SauSM82zw5H6nkSIAAIIIIAAAggg4HYBcihuHwICOCfw7dJ9pWUmONLY18d74h2s4uGhdb/AayPbR4epvqVxflGJfGu7H4sIEEAAAQQQQAABBBDQSIAcikaQVOOCgCRPvllijjdaowY3bV6rigt95VYEtBGICPafcEsHberSsxaW8+ipS90IIIAAAggggAACRguQQzFanPYuFli+69j+42cvfl21V6pFBI25vo1qURGPxwrc2qtB9yaxinc/KTXrj6TjigdJeAgggAACCCCAAAII2ClADsVOKIrpKPC1SSahjBvRPjTIT0cIqkbAEQEvr0of3NHZW/5H7f9+WHFA7QCJDgEEEEAAAQQQQAABewXIodgrRTmdBM7mFf22OlmnyjWsVpbw/KNXfQ0rpCoEXBdoEx95c0/VdziWnWULi0td7yw1IIAAAggggAACCCDgdgFyKG4fAk8P4JdVB3MKitVXeG1Ee/U/8FefkQg1F3jlxnZy2rHm1WpY4ansgrlbUjWskKoQQAABBBBAAAEEEHCXADkUd8nT7n8EfvzDBPP8uzWJuaJDLcYMAQUFakcFjxrSVMHA/h7S98v3Kx4h4SGAAAIIIIAAAgggYI8AORR7lCijl8DxrLxlO0yw3+T4kSY4AEWvQaJe5QWevrpVZEiAymHO2HD4TF6RyhESGwIIIIAAAggggAAC9giQQ7FHiTJ6CUxee6hUTjZW+7/L2tSQeShqx0h0Hi1QJdj/iWEtVCbILyr5fU2yyhESGwIIIIAAAggggAAC9giQQ7FHiTJ6Cchmk3pVrV29z1zTSrvKqAkBXQTuH9RE8akoP688qEvPqRQBBBBAAAEEEEAAAQMFyKEYiE1T/ysgC3mW71R9IY/MQOnRNJahQ0BxATl1++GhzVQOcknisazcQpUjJDYEEEAAAQQQQAABBGwKkEOxSUQBvQR+X2OChTzPXM0kFL0eAOrVVmDU4KZhQX7a1qlhbUUlpbM3HdGwQqpCAAEEEEAAAQQQQMB4AXIoxpvT4n8Efl2drLhF6/jIIe1qKh4k4SFwXkB2RXngMqUP6Jm6PoXBQgABBBBAAAEEEEDA1ALkUEw9fCYO/lR2gfoLeUZfqfQ+nSYefkLXR+CRoc0C/Hz0qVuDWudsTi0oKtGgIqpAAAEEEEAAAQQQQMBNAuRQ3ATv8c3O25Kq+Ik8MeGB13WJ9/iBAsBMAvLQ3titrrIRn80rWpx4TNnwCAwBBBBAAAEEEEAAAZsC5FBsElFAF4HZm1N1qVe7Su/s18jfl28Q7UCpyRCBhwarvZxn3SFDGGgEAQQQQAABBBBAAAFdBHiLqAsrlVYsIDNQ5qqdQ/Hx9rpnQOOKe8FVBBQUaF+vatfGMQoGdj6kGRsPKxsbgSGAAAIIIIAAAgggYFOAHIpNIgpoL7B+X3r62Xzt69Wuxis61KodFaxdfdSEgHECo4aoOxUlLTNve0qmcRa0hAACCCCAAAIIIICApgLkUDTlpDL7BNQ/4vS+gU3s6wqlEFBO4NrOdeKqBCkX1n8DWrDtqLKxERgCCCCAAAIIIIAAAhULkEOp2IeruggovhlKtYig/q2q6dJzKkVAfwFfH++be9bXvx0nW1iwlRyKk3TchgACCCCAAAIIIOB2AXIobh8CjwtAVvFsPJCucrdH9qjv7eWlcoTEhkDFArf2UjeHsnzXcU44rnj4uIoAAggggAACCCCgrAA5FGWHxrKBLdtxvKxM6d7d3KOe0vERHAK2BFrUjpDNZW2Vcs/13ILiVbtPuqdtWkUAAQQQQAABBBBAwDUBciiu+XG34wLLdx1z/Cbj7mhZO6J1fKRx7dESAvoI3Nq7gT4Va1ArW6JogEgVCCCAAAIIIIAAAu4Q8HVHo7Tp0QLLdh5Xuf8qbyShshuxqSYwonu9x79dX1RSqlpgEs+09SkVTJPx9vby8/GSXV18vb18vL2D/H1CAn1Dgvzkz+AAP/m/CvaIkBBAAAEEEEAAAQQ8RMCrTPFlFR4yDh7Tzcycwqh//lSq8FO3b+K19WNDPWZA6KiVBQaPXTB3S6rFehjg5xMdFhgVGhD155/VIyrXrFq5VlRwzchg+UuNyGD2MrLYiNMdBBBAAAEEEEBAKQHmoSg1HNYPZsWu4yonUJrXqkICxfpPocf08JrOdayXQ5H9aI9k5MjXJYcx0M+nQbWwhnGhDauFNaoeLkvz5Js6OIB/6S6pxYsIIIAAAggggAACDgvwm6XDZNzgisDynUpvhjKsY21Xese9CCglIM/zvZ+tVjlrqTlXflFJYkqmfP1Vs5yxVS82tGXtKm3qVu3cIKpjg6jIkADN26VCBBBAAAEEEEAAAQ8RIIfiIQOtRDfzCksWbU9TIpRygiCHUg4ML5tSICY8sHvTmOVq70Ckt6ykkPYdOyNfU9alnG9Lpqh0ahDVo2lsr2ZxTWqE6x0A9SOAAAIIIIAAAghYSYD9UKw0mir2RT4WXrPn5JLEtCU7jq3de7KwWMUdLs/DycYKRz69ns0UVHyMiMlZgfdm73zk63XO3m39+yTN1LNpXJ8WcYPa1GAdn/XHmx4igAACCCCAAAIuC5BDcZmQCi4lIHPpZ246Mm9L6uo9J2X/gksVUe61O/s1+vzersqFRUAIuCBw8ER2vQd+c6ECD7pV5qcMblvjsjY1JaUi+6p4UM/pKgIIIIAAAggggIDdAqzlsZuKgrYEZMrJksRjMzcelq+U9Evv+GirDnde79eymjubp20EdBCoGxMi0yv2Hz+rQ91Wq3Jv2hn5en/2LtmDdnDbmtd0rj20fa2wID+r9ZP+IIAAAggggAACCLggwDwUF/C49U8B2eVk9qYjP688OHvzkdyCYvOqHPvihtjwIPPGT+QIXFLgvs9XfzJ/9yUv8WLFAv6+3v1bVR/Rvd5VnWpzuE/FVlxFAAEEEEAAAQQ8RIAciocMtPbdlJ1NZKmOpE6mbzicnV+kfQPG1igHoCa+fZWxbdIaAkYITF576No3lxjRknXbqBzge1XH2jf3rD+gVTVfH2/rdpSeIYAAAggggAACCNgQYC2PDSAuXyyw6UDGl4v3/vjHgdM5hRdfNekrLOQx6cARtk2Bvi2q+Xh7lZSW2SxJgfIEZIad/MSTr2oRQf/s0/COvg3lvOTyCvM6AggggAACCCCAgIUFmIdi4cHVuGuZOYU/rjjwxaI9W5JPaVy1AtVNGd1XpusrEAghIKC9QMIzs+RULO3r9dQa5fQuyUzd3b+x7JnCtBRPfQroNwIIIIAAAgh4qADzUDx04B3q9sYDGe/N2vnr6mTZNdahG01UuGvjGBNFS6gIOCTQvUkMORSHxCouXFZWadH2NPmqEVn5/kFN7h7QKCo0sOJbuIoAAggggAACCCBgDQHmoVhjHHXphUz+n7Y+5d1ZO1fsOq5LA8pUGh8dcvCj4cqEQyAIaCzw+5pDw99iSxSNVf+qTg5CHtmj3uNXtmhaI1yvNqgXAQQQQAABBBBAQA0B5qGoMQ6KRXE2r+jzRXs+mL0r+WS2YqHpEk6nhlG61EulCKgh0KVxtBqBWDMKmaAnW0R9tWSv7Dv71NWtOjXg54k1B5peIYAAAggggAACIkAOhcfgfwSycgs/mLPrnZk7T2UXeA5Nx/q85/Gc0fbEnlaPqFw7KjglPccTO29Un2WBz5R1KfIlG1Q/e03rPi3ijGqZdhBAAAEEEEAAAQSMEyCHYpy14i1J0kSW7bw/e5ekURQPVfPwOjXgU3rNUalQLYGERtHkUIwZkvNbpUgO5ZUb2nVrwkZLxqjTCgIIIIAAAgggYJAAORSDoFVu5kxe0YSp29+fs0uW8Kgcp06xyREb7epF6lQ51SKgiEBCw+hJq5IVCcYTwliSeKx74uzL2tR45ca2HZjp5glDTh8RQAABBBBAwDMEyKF4xjiX08uiktJP5u9++det6Wfzyyli/ZdlQ9mQQD/r95MeerZAqzokCt3wBMzdkjpva+oNXeuOG9G+bkyIGyKgSQQQQAABBBBAAAFNBcihaMppnspk6b6cVfz0jxsPHD9rnqh1ibRZzSq61EulCKgk0LJ2hErheFAs8sP255UHZZ+UBy9r8uy1rSOC/T2o83QVAQQQQAABBBCwnIC35XpEh2wLbNifnvDMzBveWUoCRbDIodh+YihhfoGY8MDosEDz98OsPSgoKnlrxo4GD/7+2cI9klXhPwQQQAABBBBAAAGTCpBDMenAORm2bBx73+erOz89a92+dCersNxtzWoxD8Vyg0qHLiXAVJRLqRj6mvwEvufTVV2fm7U1+ZShDdMYAggggAACCCCAgEYC5FA0glS+Gvnk88vFexuPmiIboJTyMejfxot5KMo/vASojQA5FG0cXa5lzZ6THZ6a+a/v1mfne+I23i77UQECCCCAAAIIIOBOAXIo7tQ3rO2dR053eXbWnR+v9OS9Y8vTblQtrLxLvI6AlQSYcqXOaBaXlMrSnmaPTJ22PkWdqIgEAQQQQAABBBBAwKYAORSbROYuIL+pvzZlW7snZqzde9LcPdEn+vDK/lXY4lEfW2pVTaB+bKhqIXl4PIczcq6asPjK8YsOncz2cAq6jwACCCCAAAIImEWAc3nMMlLOxJmYknnbh39sPJDhzM2ecU+d6GDP6Ci9RKASZ+uq+RDM2HB40fa010e2f/Cypl5easZIVAgggAACCCCAAAL/EWAeijUfhZLSsrGTt7V/cgYJlIoHuHZUSMUFuIqAZQRqRwX7ePMeXcXxzC0oHvXV2iHjFhw7nadifMSEAAIIIIAAAggg8F8BcigWfBZkfnifMXOf+2lTYXGpBbunaZeYh6IpJ5UpLeDr4y1pFKVD9Ozg5m5JbfX4NJmW4tkM9B4BBBBAAAEEEFBagByK0sPjRHBT1qW0fnzail3HnbjXA2+pE808FA8cds/tcj22RFF78E+eyZftUeQEepmZonakRIcAAggggAACCHioADkU6wx8XmHJ/Z+vueaNxZk5hdbplc49qcNaHp2FqV4pgXiShkqNRznByAn0shJzE1tZlePDywgggAACCCCAgBsFyKG4EV/LpvcfP9v56Zkfz0/SslIPqItdNj1gkOni/wvUYi2PSR6HpNSshGdmjZ+6vazMJBETJgIIIIAAAggg4BkC5FCsMM5zNqd2fHLG9pRMK3TG2D7UjWUtj7HitOZWgZpV2Q/FrQPgSONFJaVP/bBx2IRFZ/OKHLmPsggggAACCCCAAAI6CpBD0RHXgKrlI0o5f+fy1xayfscJ7ZBAv6jQQCdu5BYETCpQixyK2UZOtpiVOYZ7086YLXDiRQABBBBAAAEErClADsXE4yofTl775mI5f6eU2d5ODSMLeZxi4yYTC7CWx4yDtys1q9PTM+dtSTVj8MSMAAIIIIAAAghYTIAcilkHVA4w7vbcbDmFx6wdUCBuzihRYBAIwVCBWlUrG9oejWkkcDqncOhrC9+cnqhRfVSDAAIIIIAAAggg4KQAORQn4dx72+aDpxKensUGKC6OAvNQXATkdtMJyPq1KsH+pgubgEWgpLRs9L833Pz+8vyiEkAQQAABBBBAAAEE3CVADsVd8s63O2vTkZ4vzDmamet8Fdz5p0DdmFAkEPA0AbZEMfWI/7DiQPfnZh/JyDF1LwgeAQQQQAABBBAwrwA5FJON3UfzkoaNX5SdzzENGgwc81A0QKQKswmwJYrZRuzCeDceyOj67Gw5/PjCC/x/BBBAAAEEEEAAAf0FyKHob6xdCy/9uuWBL9bIjG7tqvTomsihePTwe2rna0ayJYrpx172w+rx/BxJppi+J3QAAQQQQAABBBAwmwA5FNOM2GPfrh8zaYtpwjVDoPExIWYIkxgR0FKAeShaarqvrvSz+X3GzF2645j7QqBlBBBAAAEEEEDAEwXIoZhg1OXo4js/XvnOzB0miNU8IUaHBcr+muaJl0gR0EaA/VC0cVSgFjnefvDYBdPWczqbAoNBCAgggAACCCDgMQLkUFQf6qKS0pveXfbl4r2qB2q2+FjIY7YRI15tBJiHoo2jGrXIGT3D31r63bL9aoRDFAgggAACCCCAgPUFyKEoPcaSQLnuraWTViUrHaU5g6sXy6E85hw5onZNgHkorvkpd3dxSeltH654b/ZO5SIjIAQQQAABBBBAwIoC5FDUHVX5zXjEu8uZp63TCHGwsU6wVKu4QM2qwYpHSHiOCpSVVXrk63XjJm9z9EbKI4AAAggggAACCDgqQA7FUTGDysvhO7d8sOK3NckGted5zdSsyukknjfq9LhSpSB/n6jQQCSsJ/DsT5s+mLPLev2iRwgggAACCCCAgFIC5FCUGo7/BCObyN724R8/rzyoYnBWiakGJ7xaZSjph6MCJBAdFTNL+Ye/Xvvt0n1miZY4EUAAAQQQQAABMwqQQ1Fx1O7+ZNX3y9kjUMehCfDz6d4kVscGqBoBhQVYzqPw4LgUmizquePjlZPXHnKpFm5GAAEEEEAAAQQQKF+AHEr5Nm668vQPGzmFR2/70Ve2qBoaoHcr1I+AmgIx4azlUXNkNIhK1oHKUW7ztqRqUBdVIIAAAggggAACCFwkQA7lIhK3viCr2V+fut2tIVi88eAA3zHXt3nphjYW7yfdQ6B8gW6NY8q/yBXTCxQWl17z5pI/ko6bvid0AAEEEEAAAQQQUE/Aq0zm/vKfGgJyhrF8fiiboagRjumj8PXxrhlZOT4mJD46pE50SGRIQP240B5NY8OC/EzfNzqAgAsCeYUlLR+buv/4WRfq4FbVBeQH3ZIxl7WrV1X1QIkPAQQQQAABBBAwlQA5FFWGa0niscvGzpfPD1UJyDxxSK6kVtXzuZLQOtHBkjE5nzeRTR98vL3M0w8iRcA4gYMnsm+duGLFLqYqGGdufEvRYYHrXr9cfiQa3zQtIoAAAggggAACVhUgh6LEyO48crrLM7PO5BUpEY3CQcgmJg3iwhrEhcqf9WJDz6dL5IQdciUKDxqhqSuw+2jW5oOnMnMKSlVK3sqOHoXFJZJQPv+VnV+UmVOYmV0gf57KLjh2Ou90TqG6popF1rJ2xKqxQ0ICmXyn2MAQDgIIIIAAAgiYVoAcivuHLuNsQaenZx5gXv1FQyGn57SqE9GqdkTr+Mhzf6kTGRHsf1EpXkAAAc8SOJtXdDgjJyX93Nfu1Kxdqad3HslKSc9mHeQln4OrOtWe/K++XszJu6QOLyKAAAIIIIAAAg4KkENxEEzr4kUlpQNenr9s5zGtKzZrfXFVgro1ienaOKZroxhZye/vy7bHZh1K4kbASAGZrrLj8Ol1+9LX7j25dm/6vmNnjGxd8baevabVqze1UzxIwkMAAQQQQAABBEwhQA7FzcN01yervli0x81BuLv5IH+fns3iBrSqPrB1dZl57u5waB8BBEwvIPP7ZLeXhduPLtyWJkuWTN8flzvw48M9b+pez+VqqAABBBBAAAEEEPB0AXIo7nwC3pm547Fv17szAre2LQflXNmh1jWd6wxoXT3Qz8etsdA4AghYVkAW/szfenTqupQF244WFJVYtp8VdkxS1ctfHtyhflSFpbiIAAIIIIAAAgggYEOAHIoNIP0uy0E8A16ZJ7sn6teEmjWHBvld1yX+pm51ezePkyN11AySqBBAwHoCspHKrE1Hfl9zaNamw3LAs/U6WHGPZPvt9a9fUS0iqOJiXEUAAQQQQAABBBCoQIAcSgU4Ol46mpnbbvSM41l5OrahWNXeXl79Wla7tXeDqzvVrhzgq1h0hIMAAh4kkJVb+PPKg18v2Sebp3hQtytV6twwesUrg/1IXnvUqNNZBBBAAAEEENBUgByKppz2VVZcUtpnzLw/ko7bV9z0peQwnTv6Nbp/UJO6MSGm7wwdQAABCwnsSs36fOGeLxft8Zyj5Z8Y1mL8zR0sNIZ0BQEEEEAAAQQQMFSAHIqh3Ocbe/zb9W/P3OGGhg1vsnmtKo8MbTaiez0mnhhuT4MIIGCvgKzx+WrJ3vdn7/KEM+blkOP5zw3s36q6vTqUQwABBBBAAAEEEPibADkUox+HyWsPXfvmEqNbNbw92bnwmWtaXdWxtvy+zn8IIICA+gKlZWXT1h9++dctW5JPqR+tKxHKlijb3hoWFRroSiXciwACCCCAAAIIeKYAORRDxz0lPafV49NkKb6hrRrbWEKj6JeubyunFBvbLK0hgAACGgiUlVWatj5lzK9btlo6k3JFh1rTn+yngRdVIIAAAggggAACHiZADsW4AZcPOfuMmbt8p2W3QWlSI3zciPayZaxxprSEAAII6CAgmZQp6w499cPGvWlndKheiSon3pHwwGVNlAiFIBBAAAEEEEAAAfMIkEMxbqzGTd727E+bjGvPwJZiw4NevantP/s09PFm6Y6B7jSFAAJ6ChSVlE6cs+vl37aezrHg5MFAP5/1r1/eonaEnoTUjQACCCCAAAIIWE2AHIpBI7phf3rXZ2fLb+QGtWdUM74+3g8MavLyjW3DgvyMapN2EEAAAeMEMs4WvDhp88fzdstcQuNaNaQlSaBIGkWSKYa0RiMIIIAAAggggIAVBMihGDGKuQXFbUdP32O5OeE9m8XKbPCWfIxpxENEGwgg4E6B9fvS7/p0lfU2SXn08uZv39rRnbK0jQACCCCAAAIImEqAHIoRw/XQl2snzt1lREtGtREa5Dfh5g73DGjMsTtGkdMOAgi4WaC4pPStGTte+nVLXmGJm0PRrnlZgLn2tcvb16uqXZXUhAACCCCAAAIIWFmAHIruo7sy6USPF2ZbaQ54/1bVv7i3a53oEN3taAABBBBQTGD/8bO3vL989Z6TisXlfDjt6lVd99rl7GblvCB3IoAAAggggIAnCXh7Umfd0NeCopK7PllpmQRKkL/PR3clLHh+IAkUNzxMNIkAAgoI1I8NXfHKkDHXt7FM0mHTgYz3Z+9UgJYQEEAAAQQQQAABEwgwD0XfQXrup01jJ2/Ttw2jam9eq8rPj/TiEAejvGkHAQSUFliz5+TN7y+XaSlKR2lfcMEBvjvfvbp2VLB9xSmFAAIIIIAAAgh4rgDzUHQc+22HMidMS9SxAQOrvrt/o/WvX0ECxUBymkIAAaUFEhpFb3rjyqs71VY6SvuCyykofvDLNfaVpRQCCCCAAAIIIODRAuRQ9Bp+Wb8jq3gscJixHHv57YM9Pr2nqyzk0QuLehFAAAETCsiZ7pNH9x1/cwcLrOuZseHw72sOmXAQCBkBBBBAAAEEEDBUgLU8enF/uXjvnR+v1Kt2o+qtVTV4yhN9ObLBKG/aQQABUwosTky78Z1lJ8/kmzL6/wZdPaLyrveulsSQqXtB8AgggAACCCCAgK4CzEPRhTcrt/DpHzbqUrWBlfZoGrtxwhUkUAwkpykEEDClQN8W1da9fnmzmlVMGf1/gz6amSt7eJm6CwSPAAIIIIAAAgjoLUAORRfhF37ZbPYPJG/sVlfO34kOC9QFiEoRQAABawnER4esGjukX8tqpu7Wx/N3J6VmmboLBI8AAggggAACCOgqQA5Fe94dh09/NG+39vUaWOOTV7X88eFeAX5sgGIgOk0hgIDJBcIr+895dsDtfRuatx/FJaWj/73BvPETOQIIIIAAAgggoLcAORTthUd9tVZ+DdW+XkNq9Pby+uiuhNdHtvfyMqQ9GkEAAQQsJODn4/3lfd1eGN7avH2aufHwwm1HzRs/kSOAAAIIIIAAAroKkEPRmHfullTZXFDjSo2qztfH+7uHetw3sIlRDdIOAgggYEGBl25o+9atHc3bsce/W18qZ8vxHwIIIIAAAggggMBFAuRQLiJx4QX5ndO8W8n6+3pPeqz3yB71XADgVgQQQACBcwKPXd7883u7ysw+M3JsO5T50x8HzRg5MSOAAAIIIIAAAnoLkEPRUvjnlQe2JJ/Sskaj6gr085n2ZL+rO9U2qkHaQQABBCwucGe/Rj8+0tPH25RplBd/2WzeRakWf7DoHgIIIIAAAgi4VYAcimb8RSWlz/+8WbPqDKxIZqBMHt33sjY1DGyTphBAAAHrC9zQta4skDTjbJT9x89+vWSf9UeIHiKAAAIIIIAAAg4KkENxEKz84l8s2iO/dJZ/XdErsgfKz4/2HtyWBIqiA0RYCCBgaoER3et9eX83M67pefm3rflFJabGJ3gEEEAAAQQQQEBzAXIo2pAWFpeO/X2bNnUZWIt8Ovrdg91ZwmMgOU0hgIDHCdzWu8HHd3UxXbePZOR8tXiv6cImYAQQQAABBBBAQFcBcija8H6zdF/qqVxt6jKwlol3dr6pO5vIGihOUwggQOc2KgAAIABJREFU4JEC9wxoPOGWDqbr+oRpieyKYrpRI2AEEEAAAQQQ0FWAHIoGvCWlZeOnbtegImOrePrqVhxjbCw5rSGAgOcKjL6yxUODm5qr/4dOZv+w4oC5Yiba8gTkdxWZM1veVV5HAAEEEEAAATsFfO0sR7EKBH5eefCA2XZCubln/bE3taugU1xCAAEEENBW4N1/dpIZi5PXHtK2Wl1re23K9lt61Tfjtri6sqhTuUwUOnAi++Dxs0czc+Xpkq9jp/OycgtP5xRm5RbJX/ILS2TPe/kqKzsXtWzN4+/rI4fxBfh5B/jKnz6B/j6RIf5xVYJiw4Niz/0ZeP7vDauFVQn2V6enRIIAAggggIAiAl5l5/9RVSQcE4Yhfi0fn7rj8GkTxd6nRdy85wb6+TALyUSDRqgIIGAFAdmltf/L81YmnTBRZ357vM+1CXVMFLC1Qz2ckbNhf8aG/enbUzL3HD0jH+FIfkSnLksypVnNKk1rhp/7s0aVVnUiqoYG6NQW1SKAAAIIIGAWAXIoro7U9A2Hh41f5GotBt4fHx2yYfwV/BpkIDlNIYAAAv8vcPJMfvsnZsg7YbOgdG8Su+KVwWaJ1pJxJqVmLdqetjgx7Y+k4yey8t3VR5nD0rxWRM+msb2axfVsFisZFndFQrsIIIAAAgi4UYAciqv4/V6aJ7/WuFqLUfcHB/iuGjtUPkoyqkHaQQABBBC4UGDTgYzuz8/OKzTNycHrX7+8Q/2oC7vB/9dTQBbpLNlxTFZ+TV9/WNbp6NmUk3U3qhY2oHX1G7rWlSybGU/vdrLb3IYAAggg4PEC5FBcegR2Hjnd/NGpLlVh7M2/Pt57eEK8sW3SGgIIIIDAhQKyV+vN7y+/8FVV///IHvW+H9VT1eisFtfqPSe/XLRnyrqUU9kFpuhbzarB13WJv7Fb3U4NSLSZYsQIEgEEEEDAJQFyKC7x3ff56k/m73apCgNvfuzy5m/d2tHABmkKAQQQQKBcgce+Xf/OzB3lXlbpguyflfzx8OoRlVUKymqxnMkr+mrx3s8X7pGPZ0zat3qxoQ9e1uTOfo1Cg/xM2gXCRgABBBBAwKYAORSbROUWkO3ua9w9KaeguNwSKl2Qadirxg5hH1mVxoRYEEDAowVkK9Cuz86WzUFNofDyDW2fH97aFKGaLkg5See9WTs/nr9bfq8wXfAXByyn+dwzoPHDQ5pVi2DDlP/wyNyiCdO2Txnd92IuXkEAAQQQMJ0AORTnh0w+P5RPEZ2/38A7w4L8Nr9xpXxAZGCbNIUAAgggYENg37Ez7Z6YcTavyEY5BS7Xjgo++NFwDjnWdihktc7Y37d9OC+poMg0m+PYKeDv6z2yR/2XbmhTq2qwnbdYspjsZfPk9xt/WLFfpnEd+fR6S/aRTiGAAAKeJsDpts6PuEy4df5mY+/89J6uJFCMJac1BBBAwLZAg7iwj+/qYrucAiVS0nPmbTmqQCAWCaGwuPSN6Yn1H/z97Zk7rJdAkUGSDn69ZG+Th6e8NmWb/N0iw+ZIN2RYpe+NHpr8/fL9ZWWO3ElZBBBAAAG1BcihODk+a/ee3JWa5eTNxt52fqc3Y9ukNQQQQAABuwRku1b5squouwt9ttA0+3+5m8pG+7Kyo+3o6U/8e8PpHCss3qmgt7kFxc/8uKnFY1PnbE6toJj1Lk1bn9Ls0anSd7Os+LbeENAjBBBAQD8BcihO2n6zdJ+Tdxp7W3RY4Id3JhjbJq0hgAACCDgg8P7tnWPDTbBzxMyNR05k5TvQMYpeJCAHWo/6am3352abd+PYi/pk+4W9aWeGjFtwwztLZd9c26VNXkJGduAr86+asPjA8bMm7wrhI4AAAghcWoAcyqVdKn5V5mf+svJgxWUUuSqzxCWNokgwhIEAAgggcLFAZEiAKZLdxSWlP5vk376LkVV4ZffRrIRnZn4wZ1epRy7tmLQqucOTM7YdylRhLPSIQWYVPfL1utb/mr5gG6ve9ACmTgQQQEAVAXIozozEtPWHM80w//aaznWuTajjTA+5BwEEEEDAQAH5WT08Id7ABp1s6vsV+5280+Nv+zODMNPCGQR7RlgmpEgWSfZJsaewicpIUuzTBbsbPjT5vdk7JdVoosgJFQEEEEDACQFyKE6gVfpmqQn++Q8O8H33n52c6R73IIAAAggYLjDxzs5yhprhzTrW4Pp96TKZwrF7KF2p0vip2298d2l2vvVXstgcbVnNdPtHK+/7fLVlJuMs33m8/RMz7v1sdfpZVrrZHH8KIIAAAlYQIIfi8CjKDJSF29Icvs3wG54f3trDDxQ0nJwGEUAAAecFZEuUMde3cf5+o+78fvkBo5qyQjuSKZB8wVM/bPTI5TvljuAn83ff/P4Ks0/ZOJyRc+M7y3q9OGdL8qlyu8oFBBBAAAHLCZBDcXhIp69PKVJ+ombj6uGPXt7c4b5xAwIIIICA+wQeHNy0SY1w97VvV8u/rUm2qxyFKlWSvMmdH6+SfAEYFwv89MeB699eatJjj2U2zcu/bW08avIvq8yxO97F/ryCAAIIIOC0ADkUh+l+W3PI4XsMv+GtWzv6+zK4hrvTIAIIIOCCgJ+P93v/7OxCBUbcmpSatSuV5Tx2UcsMFOvt/WFXz+0rNGVdyrDxi/KLSuwrrkopSSM2fWTKi79slkyKKjERBwIIIICAgQK8zXYMW47lU3+79Z7NYoe2q+lYxyiNAAIIIKCAwMDW1dX/Af47U1HseFSe/3mz7DNqR0GPLjJ3S+ot768wy0In2RK4z5i517219NDJbI8eNjqPAAIIeLYAORTHxn/mxsNysLFj9xheevzIDoa3SYMIIIAAAtoIvHpTOy8vbarSqZbfzTAfU6e+21mtLFR59fetdhb28GIyreO5nzcpjpBxtuCBL9a0e2L60h3HFA+V8BBAAAEE9BYgh+KY8JS1KY7dYHhpOc84oVG04c3SIAIIIICANgJt4iMVP+dYdtBMSc/RprdWrGXjgQw5esaKPdOrT+Mmb/t+uaLHZpeUln04N6nRqMkfzUuSv+tFQL0IIIAAAuYRIIfiwFjJv50Ltx914AZ3FH1heGt3NEubCCCAAAKaCbx8Q1sfb6XnoszZfESz3lqrotyC4hHvLjPdHh9uH4Q7P1m1es9Jt4dxQQCLE9PajJ7+4JdrTmUXqBYb8SCAAAIIuEuAHIoD8mv2nDydU+jADYYXvbx9rdbxkYY3S4MIIIAAAloKyOk8N3arq2WNWtc1Z3Oq1lVapL5Hv1m3J+2MRTpjYDdkofTN7y/PKSg2sM2Kmjp4IvvaN5f0e2leYkpmReW4hgACCCDgeQLkUBwY83lbVf+V8ZlrWjnQH4oigAACCKgqMPrKFqqGdi6uRdvTTHoqra6qsuv8Zwv36NqEhSs/cPzsk99vcHsHJY8j+wE3e2TK5LUmOIfR7VwEgAACCHigADkUBwZ93halcyh9WsR1YScUB8aToggggIC6AjKpcECr6srGl51ftGLXcWXDc0tgklR68Is1bmnaMo3KniNLEt25aatsBtzk4SmyHzCrsSzzUNERBBBAQHMBcij2ksqW7Bv2Z9hb2h3lHh7SzB3N0iYCCCCAgC4Co4cpPRVlSWKaLt02baVvTE9kFY+LoyeHHN/+0R/uWtEjGZwR7y0/ksF+yS4OI7cjgAACFhcgh2LvAC/ZkVYq/7ar+l/tqGDZDEXV6IgLAQQQQMBhAZmH0qpOhMO3GXXD0p3unC9gVC/tbefkmfzXp2y3tzTlyhdIPpn9zswd5V/X8YrsB6xj7VSNAAIIIGAVAXIo9o7kH7tO2FvUHeXuG9RE8UMc3KFCmwgggIC5Be7u31jZDqzbm857zr9GRxIosr5J2cEyV2BvTt+RqfYW/ubyJFoEEEAAAW0FfLWtzsK1rdytbg7F39f7jr4NLYxP1xBAAAHPFBjZo97of6/PKyxRsPtFJaWrdp/or/CmLYahHTud9/H8JMOaq6ChAD+fejEhjaqH14sNjQkPjA479xXk7yO/JwT4+nh5VSooKi0oLpEnKv1MvsydOZ6Vv//YGVmCJPu5qrNJcFZu4YSp218b2b6CnnIJAQQQQAABdwmQQ7FLXj5q25J8yq6i7igkq3jklyR3tEybCCCAAAI6ClQJ9h+eEP/v5ft1bMOFqpfvOk4ORfxkHw035rmqRQQNal2jS+OYhIbRzWtVcW5SqmTEthw8tXrPyaU70uZvPequHUn+ehjfn7PrkcubxYYHufB4cisCCCCAAAK6CJBDsYt17d704pJSu4q6o9AtPeu7o1naRAABBBDQXeDOfo2UzaGs3XtS9/4r34BM3/hsgRvOM46rEnRb7wZXd67TsX6UTDBx8T8/H++ODaLka9SQpnIkjaRRPl+4Z/amI+7aCU4+u3pv1q5xI9q52C9uRwABBBBAQHMBcih2kf6RpO4JjpEhAUPa1bSrGxRCAAEEEDCbQI+msTWrBqt5Vsi6femy2brrb+DNNib/E+9va5KPZ+UZ2YWERtH/uqLFsI61fH102dUu0M/nyg615Eu2dx03edtXi/eWlLphT/1vlu595ca2zk2rMXI4aAsBBBBAwNMEdPnX13qIKn/Udn3XeFnnbD1zeoQAAgggIAKSoRieUEdNitM5hXvSstSMzbCovjdwpVXL2hEznuq3euzQaxPq6JRA+btbfHTIZ/d0TXz7ql7N4gzz/KuhtMw8mQhjfLu0iAACCCCAQMUCvPeu2Oc/V1XeDOXazor+bm2XLIUQQAABBGwJXNcl3lYRt12XqShua1uBhk9lFyzclmZAILJZ7Ms3tN044QrZAc2A5v7eRJMa4YvHDJpwSwcDsjYXdO2LRW5YJGUwL80hgAACCJhOgByK7SHLOFuQeirXdjl3lJDtBns1d8OnQ+7oK20igAACHirQpVGMLOdRs/Mb92eoGZgxUU1dlyK7serdlswHWTNu6PPDW8uuJXq3dcn6vb28Rl/ZYuoTfSsHGLoGfPbmVDnz6JIh8SICCCCAAALuEnDPP8bu6q1z7ao8CWVI25ru+o3KOUzuQgABBBBwVECW88jmFI7eZUz57SmZxjSkZisLth3VOzA5amfta5e3iY/UuyGb9Q9tV3POMwNktxSbJbUqINv5z2I5j1aa1IMAAgggoJEAORTbkFsPqXuq8ZUdFf2t2jYrJRBAAAEE7BYY1KaG3WUNLbjtkOfmUGQ/3cWJ+i7kkXOLFzw/KCY80NBBLb+xns1ivx/VU6allF9E4yvzt6ZqXCPVIYAAAggg4JoAORTbflsOKppDkd9h+resbrsDlEAAAQQQMLlAn+Zxas46TD+bL3t/mlzXyfCTjmadyMp38mb7bvv3Qz0ljWJfWYNKyXa2j1/R3KDGKlWS7Wbcdb6yYX2kIQQQQAABcwmQQ7E9XomHFf2QTWb2Vg0NsN0BSiCAAAIImFwgNMivS+NoNTuxTeHZmrqKbTmo714wkq3o17Karl1wrvJXb2pn2Noi2bV3g2fvuePcGHEXAggggIB+AuRQbNvuO3bWdiF3lOjbQsVfrdwhQZsIIICA9QUGtlZ0Oc/uo2esr3+pHuq9XZps43qpZt3/mr+v90d3dTEsjoX6bzpjWF9oCAEEEEDAAgLkUGwMomwIfzavyEYhN13uQw7FTfI0iwACCBgv0K1xjPGN2tPi3jQPzaHsPJJlj49zZeQsns4NFZ15JD3q0ij6hq51neuao3dt0nm+j6PxUB4BBBBAwMMFyKHYeAD2HVP3V8Ouqv4+bcOUywgggAACjgt0bBDl423cXp72B7gnTcdUgv1hGF8yJT1bv0bV/5jkxevbGLO3bGLKaf2cqRkBBBBAAAFHBcih2BBT9uO1BnFhEcH+NqLnMgIIIICAVQSCA3xb1YlQsDfK/kOpt9WRjFz9mmhWM1y/yjWpuWmN8MsMOS5KPs0qKCrRJGYqQQABBBBAwHUBcig2DPemKboZinwgaSN0LiOAAAIIWEugSyMVl/McOplTVFJqLWnbvSkuKZXtTm2Xc7ZEVJgq5xlX0INRQ5pVcFWrSyWlZUmpHjrXSStD6kEAAQQQ0FCAHIoNzIMnVM2h1K9qI3QuI4AAAghYS6CDkj/55ejZ1FM6zshQcwxzC/WdGeGr5LqtC8ZiQKvqMeFG5Hp2HGE5j5rfB0SFAAIIeKIAORQbo340U9HfC9vVI4diY+y4jAACCFhMoHktFdfyCPKRjByLUdvsTm5Bsc0yrhQ4o+p+9n/vlGzQc30XI3aWPZzucQ+YKw8P9yKAAAII6Crgq2vtFqj86Kk8NXvRtEYVNQMjKgQQQAABnQRkjwzZxbOsTKfqna9W151BnA9Lzzv1Xr5kll1mruhQa+LcXXpKn6s7/ayOy6b0Dp76RUC+Xw4cP7vn6Jk9aWckI3biTP6JrLwTWfmZOYWy2c25r+LSwuISPx9v+ZLDs0OD/KoE+8tXTFhQzaqVa1YNlpOqGlcPa1AtLNDPB1IDBORY0o0HMjbsT9+wP+PAibOZ2YWZOQVZuUWSOQ3y9wkN9KseWblGZOWG1cJa1o5oXSeiWa0q3sbsMm1A5201kV9UsuXgqe0pmfKDWjZsSjv958OcXSCPsTzMXl5eAb7egf4+kSEBUaEBcVWC6seFnYdqEx8peraqd8P19LP56/dl7Dxyes/RrIMnso//+e2ZU1CcX1giqykD/OS70kcil0Wm0qPY8KB6saEN4kIbVw9vUzdSNmtzQ8TubtIT++yQuZrzUGQ3WWNmzzpkRWEEEEAAAV0FQgL96kSFJJ/U8TgY5+I/7HnzUCr76/sb1MrdJ5wbC4Pv6tE0NsDPR+89X9PP5BvcL5pzUUCSJluTT63bly5f6/el7z6aJe/EbNZZeC6TUppTUElyKymXmnwk79Lrx4V2qB8lCxsTGkbL5oCSc7FZLQXsF5Dv5Vmbjny/fL/8KWNx8Y3FJZWkzOmcwgt+7Mt7E/lpMKhNjas71akWEXTxjWZ/RTSW7Ty2YOvRRYlp2w5lypZY5feoTK5KAiLjbMHetP8pJRkoSTn1b1V9UOvqvZrHuffpldmO0p15W1MXbU+TFGf53amUV1giX1m5lY6dvnBugXxLNqkRLmfFDmpTvV/L6p5z4Im+vwFUMBimuJSVW6j3ZF3nHJrWZBKKc3LchQACCJhboHmtKgrmUFL1PKFGzQGTz8l1DUw+/pX3kLWjgnVtxfXK5ZPJbo1jFif+7xsF1+v93xpcmYcisdm5+698qqx14P9fn7wD+W1Nsiv192oWF638TsPy02nu5tTz78pkIoMr/b3kvbL7knzyL18//XFACsgH4N2bxg5sXX1Yx9r1Y0MveYspXpQ320t2aP9NVDUksE+LODsF5BF9b/bON6Yl2vn9ckG1kvaavuGwfD345ZpujWP/2afBDd3qOjpDYcWu4zIDws6A7S8mj4fT2Qp55CTR8OMfB6atPyxvDO1v9JIlJZO4JfmUfL05PVFmqVybUOe23g0kAXHJwjq9KPnNaetTflxxYM7mVJlQ42Ir4iOzV+Tri0V7JEPUp0W1Ed3rXpsQH6bzP5Euhu367V5lCs4Jdr1bGtUg+8A3fWSKRpVpWc3tfRt+eV83LWukLgQQQAABMwiM+mrtB3N0XzrhqMTIHvW+H9XT0bvMXj7gpu8u+TmtVv0afWWLCbd00Ko2/ep59qdN4yZv069+qTmhUfTqsUOda6LDkzNkSYJz9yp115Ixl/Vubu/7YYMjl3zfzysPSl5D3hwa3PRfzbWoHXF9l/ibe9avGxPirhicbvePpOM9np/j9O3l3di5YfSacba/ceS94JeL94yZtEXb3cHlXfRtfRr868oWtaramwvu//I8mRNRXnecfj3zmxGyLszR2yUr9Mn8pM8W7NH7cwvZ4/LRoc1u6l5PchCOBulQeVmeI78/SLLj4ukkDtVjs7Dkzm7t3eDhoc0aVQuzWdikBZiHUtHApWVqnwqtqD27r9WJNt8/D3Z3joIIIIAAAuUKqDkx4aRHLrWQpVXOfWBb7uj+7wXZZ+TBwU3VHPG/R9re2U3uZQ5LcIBfcKBvSKCv/M7951/8zv3l73//88XqEZXtRKOYkQKSQ/x1dfIn83ev3H3c7Z/JJqZkyteLkzbLJIj7BjW+rku801MPjDR0e1uya8GtE/9YuO2o5pHIUpH3Z+/6eN7uW3rVf/G6Nur/KPtLQHINb0xPlAc7O1/7uVQXO286kHHLByvGTt72yo1thyfEX1zA9VckafLalG2fL9wjs41cr81mDbKO6aN5SR/PT7qxWz3plKnniJXXWXIo5cmce/20y1O2KqrdhWs1I/llwgU+bkUAAQRMK6BmDt2VpRamHYpKsjGZrjkU+WX31okrFr04SPGdGjs1iJJ9EP7Mg5xLiEgG5Nzf/8yG/Dc54vefv/xvckTxfpn3yTQgcvmUUT6i/3TBHj1WXrgSv6RyZE6HfP3ru/X3DWzy0OCmTkxAcCUAc90r796veH2Rrps/ysqRrxbvlZUjMivh+eGtHV3dY7Cn7OHw1owdkkDRYyVaxX2R1Q/XvbVUtkr58M4EDadvnO/RhGmJxuSD/t5H+WaUuWm/rU6Wb8OXb2yr+NBXPDoXXyWHcrHJ/7/i+rK3imp34ZrsT+7C3dyKAAIIIGBWATU/yvPMLT/lSAL5rVfXJ2npjmOyemviHQm6tuJi5fI7yfKXB7tYCbebRUCyJ69P3SbZE703EnYRROJ84ZfNsuuEvH977IrmsveEixVa73bZKujK1xfJlAEDuib7brw9Y8cTw1qo/EZ65sbDD3yx5pKbGRtAdL4JmRDU5l/T3vxHx/sHNXG90XlbUu/9bLXea5EqjlOSaG/P3DF57aEv7uvWr2W1igub6Cp7WVc0WArnUJiHUtHAcQ0BBBCwqkAtJTcZlQ0RrQpeQb/kpNUKrmp16cO5SY9+s87tCyW06g71mFdATj+VR7HeA7/JAg3FEyh/IctyElki0eDB39+ZuUPX3YtMN6yy7cjlry00JoFyHmdw2xrKZrLkn7Dr314qU3Lcm0A5DyUzECWVc/Ubi12ZOSJPvkxjvGzsAvcmUP76vpAwBr4y/8VfNssetKb7ZrlkwORQLsnynxfl4K6KLrvvmpzL7b7GaRkBBBBAwG0CVZX8NDW3sNgqvxc5MLJyoKMDpV0o+u6sncPfWqLs5zou9IxbzSEgh4lILq/RQ5PlUXT9IA/j+yybgz727frmj05doMOuH8Z3x/UW5bTpYeMXGbM1xl/RjuxR3/XI9ahBnopWj0+TnX30qNzpOqeuS+n67OxDJ7OdqGH1npMymeW7ZfuduFe/WyR78vJvWw3O3OnXHXIoFdlm5Rqxk1BFEZRzjbWd5cDwMgIIIGBxgQA/n8oByq3DlQSKpFEsTn9R95rWqHLRa3q9IBOhWzw2bcq6FL0aoF4EyhGQ92Ptn5whB9ZKJqKcIuZ4ed+xM/JJuGzeKRNqzBGxPlHuP352qLEzUKQfchj8FR1q6dMh52uVf7nkXf2gV+fruiOM0/HJaevdnpu9+6hjK0Yl3dnrhTkHTziTfHE6VPtvlAOV+4yZa4F96MmhVDToan7mIz+G9D77qiIUriGAAAIIuFVAzenQrsw6diun843LgZRG5rOOZORc88bivi/NXbX7hPNBcycCdgvIRgZycHX352Zvdd+JxXYHa2/B75fvb/nYtLlbUu29wVrlZKtU2QPF+Hew13SuI+dwKWUp/2YNm7BIVpeoPIlSTpvu9cLcXfZtvCXfsHd8vFLSnfIXpagvCEamQfV7aZ6uO7Ib0H1yKBUh5xty/lNFEVzqWoTjJ5xfqhpeQwABBBAwpUBkiL+CcWfne9w8FH9fbzmPxuCxWJJ4TD6ZlEzK7E1HVP7V32AWmtNcQN62dX565rjJ2yyzf8FfRHLO65BxCx75ep3ibzU1H1P5iSHTcHYeOa15zTYrHNmjns0yRhaQLYd7vjBnxobDRjbqXFty9NWgV+ZLDr3i22UDlCHjFsoRSBUXU+SqTLEZPHaBqT96IYdS0bOk5s/W8Moq/vZckSPXEEAAAQS0EwgLUvFfATlAUbsumqamAa2quyVWyaTIbPxGoybLsSPGf6Tsli7TqJECsjdExydnbD54yshGjWxLsgnvzd7Z+8W58l7ayHbd29abMxKnrXfDesC4KkF9Wyh0IMuetDMJz8w00eN9OCNHdoetIOMg/wpISkjO9HHvA+ZQ6+v2pd/24R8O3aJUYXIoFQ1HsZJToQIVmwtXkSDXEEAAAQS0FpDpD1pXqUF9suukBrWYrYr+bj2pUfZ3GP3vDTXuniTbQ05alWzwDpFmGyvitUtAkgvP/7xZzigx8sQWuyLToZAsi2v3xHRZWaBD3cpVKfvaPPPjJreEdWO3uursQiDTcGS7EBXO33FoLHYcPl1exkHmVUk20IwL7n5fc+i1KdscclCnsIq/h6mjU1Si4m+EshuKOkREggACCCBgsICaORQ1P3XQe2ha1YmsHxuqdysV1y9zZqdvOHzDO0tj7/x5xHvLZfdZz5wTVLESV+0RkBOLr31z8au/b7WnsDXKnHv/OWaufAdZozvl9UK2QRnx7jJ3/ZRWZyGPZCJkexEZ9PKgVH5dMg5vz9xxQYSy0kcSKG5Zn6WJlWRsTZrE5N14RQ+Ammt51PztuSJHriGAAAIIaCeg5r8CxUp+6qCd+qVr8vKqdHvfhpe+Zvir8jbppz8OXPvmkqjbf7py/KIvFu1R87AJw2Fo0C4BmXgiC8Q88OwnyTnKbs3y/WIXkzkLPfz1umSnTsl1vbuNqoV1qB/lej2u13Dg+NkBr8wz9alMMpMoMSXzL4rTOYWDXl3g6ME9rktqWIPMYL114goznphODqWix6CoWMVtjZmHUtGYcQ0BBBCwuoC/r1qnG5z3Li5V8V9MA56Ff/ZpqM409fP9lUU9slfiXZ+skmX7bFWjAAAgAElEQVQ+bUZPf+qHjbJ/SqGSv9IYMEA0YY+AvBkb8PK8RdvT7ClsvTLyRu7uT1dNnLvLel2THslPg6+XuG2r0ZE966ugKnNP+r88z+zb38hMMdkV+PzKWfk5L1sjm3EJzwXPg2xfPWFaogoPiUMxkEOpiKuskopreeRTL/5DAAEEEPBYATX/FfDYM2KqRQQNaVdT2adRfsMeP3W7nOMTcduPsivhG9MTNx7IsN5JK8r6myIwmYEiz4bsl2GKaHUKUn6CPfTl2ndn7dSpfndVm5VbeO9nq93VurQ7ontdN7Z+vuncwuIrXl908ES22yNxPYAtyac+mLPrzyOWllvme3bC1O1yirPrOEbW4GtkY6ZrS80ZH2quMDLd4BIwAgggYFIBNScUqLnCyJghfmhwU/XPyJQFC/O2pMqXmFQJ9pdTmXs2jZU/29er6ss+a8Y8KEq2IntkXPfWkrV7PTqB8tfIPPbturAgP3UW6Ln+yPzruw1uXNPXqUFUg7gw13vhYg23vL9iw37r7Bz8wi+bZWMX2R7FRRZ1bpc07ou/bP7ivm7qhGQzEnIoFREpmkMpVnF2TEWOXEMAAQQQ0E6gsLhEu8o0q0nNFUaada/CiuSE417N4pbtPFZhKYUuysINSfqcz/sEB/h2bRzTq3mcpFTkDU+An4orxRSys1Yo8mn27R+tnLP5XGaN/0RAQGRRT3hl/2sT6lgAJCk1a90+d2bHRvZQYiHP4kRLLVKTra+st33Pd8v2v3Bdm9pRwWb5viOHUtFIqfnJDPNQKhozriFgS0DWkcpnMqkZuZL2LisrqxZRuUZkZflU1tZ9Hndd/pGWqZUnz+TLx9dB/r7VI4NqRAYHcba6Ag+CmmfGefI8FHkoxo1o1+252Qo8HQ6HID8JF2w7Kl9yZ6CfT0Kj6N7N4/q3rN65YZSavwU53ENuKF9ADhb99/L95V/3xCvyS4KskqhZ9bLODaPN3n9ZyOPGLshGUTd0i3djADRtIgF5e/vm9MT3b+9slpjJoVQ0UmrOQzHj3sUVKbvvmmxtvW5fekb2/7F3FuBVnNn/p0CIE5IACQkWNCEJQYNLgCLF29IW6i5Lfetsabcu2269W6dGXalDcCkuwd09OAkS+H/Z7J8fJVfmzp33nTN3vn3y8OzOvO855/28c++dOXPkyIkTbg/tOeeccxC8WqtqdLtG1RJiwu3bE1Wa8alBqTwEsSN3dNGGPSjKdZYmvImtmRhdM/GUPwX/A/HtPbJruPD5YfX2Az/P3YQ3NnPX7N6w61DZ/UiMDS9FVCsxGq8L+raomVM3oewwHlFKQGociqsrrCGUo1/LWmPmOLtDKr4qJyzehr9HvpgfGxmGyJQeTVMQZZNZq4rSS5rCbSEwduEWNBa1RbVwpajWOfCZ/D+f6lunWoxwUyWbh2+PpLhIyRbSNlEERk1Y9cxlrZzyro4+FF8XT1hFiXeE+w7Z6VT2xcs556Ys237nB7NCKTfSKvaI4r6rX+YTQ1vILFppYpmop/jqr8u+nL7O99sYvIlFc7gz+8NVqxxxaad6t/dtUtcFt1B4cPpk8pq3/lgOr6JvyLsPHMHfwvX/a6330Oi5TWpWualn46u6NsATl++5PGsVgf2Hj1klykI5Mn8xLVygX1HPXNby9wWbZVar8Wt82QGIRPtp7ib84RR8pn2ap6J0bvfsGjER/KSXpeW8Ixt3Hxr670msLuxt57bvK0Kb8KmPn8fsNm+I/B7HTZTfMRxAAqcJ7C869t3M9UM7OuOykegjkHMxIahVjjGnLdlra2CeQCCBmoTedV1H/koHikduCNBAZO+nU9Z4POusg3AH9Hzsd/T1RNaobweKx3UhhwX1+RsM/3rovyeGRi13j8vE897LPy+tc/OX170x1a8DxaOEJZv23vbenzVv/AL1wPD753EMD1pLoPDgEWsFWiLN5bk8YAh/4iMXNbMEpjQheN5+a+yKQc/mJ149+tzHfkdXCByRZiTtMU4AVT8ue3nSrgPFxqe4cCQ6WOHXzYULt2TJiCYYnFvbElGihODZEAG5IfZ7FxVeEUHoEhb1/SzHxHIyDsXXBxPZDb5O23QObyDx4xcyYQKaKX4wYRV612lW6jh1U5ftcPTbg217i+4aNWu0FZ4g5EV/NnXttzM3IDxn5JCcEHsfhfymm9+evnLr/uAvUXhP/vnVgtd/W/78Fa2u7NogeIGU4IPAHpHRiOEVJb518IFRxal7B2Z/N3ODOXekCnsslwmvKxJA8IdnSzT0Gdymzvlt6mSkxlmuiAKVEnj5lyWTlmxXqiI0hMN12C27xsXt7e/O6zieA1vXDoGYNSRzIU+zbcNqqA+FRG94T06/X8dLxy17ihauL0SzYXzt41+n7BE8JlhUaV+2BsmxVStHnF7UweJjK7bsX7hhzx8Ltvwyb5P+mw1U5kJwXHknPOXSh+Lrgo+LkuhDwbWFUJR4lsD0tXWezy3dvO/mt6Z7PsejZxBwdIFVuE5ufnuGicATH5dAaXjOT3M3fnp7l9CoC4AHofs+no1AGx+rNnEKbzWvem0K0oI+vq1z9bgIExI4xS8BNCJFkoXfYfoHyPzF1MwBNRRHDe/U/J4f3FC5DG/p8Tdi9FwURRraIe2SDmksHqH5ejOnbtW2/Q9+OtfcXGtnIWe2cUpcwxqVcdcRG1ERj3YoRILvN/yCozgXsmu37imyVqMJabhv7JiehEJgJua6eYqjX8XhUhzSru41eQ07N0nytol4qZZWPQZ/8BaNHNIMl+sTXy/8ePJqvOcW+19p8jVedHmLEoDbq0W9RPwhQRsfxs+mrsGi8GHUtiKE2c5fWwgDtGk0rYg+FF/o4qT6KbbuOUwfiq+d83Lusa8WuOG+1svqAzjcxftvRgBStA/Fs+Ut78x4e+wKRZpRBKTNA2O+uKsrigIoUqFHLNqa9n96HKoCKVKH1wh4hvzmnrwQaGqgCFEwYgsPSiyJhWo4LqzB7HEf01PjXrm2zfVvTvN4NiQPouwU/h74dE67RtWvzmuAl/asjiR5o3FxotuaXRbCvd63Ra0eTWugto7fgqN4oEKN87ELt6Iuzyab0sfwKv6a16f8NqKnXcScqBfxGr2apTrRcuSz3HZekxEXNEV/64Dshzfww1s73XZexkUvTBCYAA5P5YtX5aIPgPFFIRvr6ryGwzrWe/q7RXiAQly28bnBjEQgJ30owQAUMdebl85247YUHoYr0XYznGUAXmt8++d6Z9lsi7WoHXhuTootqoNRCn/54Ofy0XknGCF+56L07IBnxr13S8crutT3O1jmANwOdh35y+misIqMRPfobo/+9qXz/U2K+AQjVmYdCrr1z9zT67o3Wrxxr+VxXsFcNhrm4u3rtOU78HfH+zPxChcQOqRX16DXr4qLO6ShYbPfYRiAaHykshoZaWIMur9dlRdUnqMloRCosI6+SybsD34KyhLjqujfqpbxrpeo0XBh27r4Qwj2r/M2v5u/EkkT+uvg/r5gC+IrHR1YEfz2BSThonZpxnc5IMlKByOi5F9Xtq6fFGtaS6v6VWc+3W/A0+PQBdK0EGsnIqbmwfOb/r1/prlsdMxClE2HxtUv/NcEa0O8vS0TPhR0KvB2Vs5xxqH42otAfZC+ZFl6Dgl4lspzhbAvpq1jEIqRnb5/cLYjEhHPXAu6yl/wvHIHSqlGeOLxSiomoiKqABjhKWoMPgL4aVftQCldMt5zwqs15oEeaIwqCoLTjdnoqee07YuKD8We6MFQff6K1iu27ken8GCEOHQufM0oPYY/vEu8rU8GcnzM3btbtfx7BmQZFPX8DwXqfChIV3n12rYGLVE0DHmpyOJUJNyHWPwKPDmsBR4vfYzxfQq3JYgAxV/Bhj0jPpv3/awNvsdbfvbuUbPwDt/Rmc4GmcD30bpB1Y7p1TukJ+GlGiJK8Hfy5MkDRcfX7zyIjBV4B+CGO7OPYVnJwzo5rIIM0jCfu7zVnf0yy64l0CNVYyNw59PmgZ+QNBfoXMvH164a/cN93ZFuGaRktKn++cEeaNSAr/cgRfmdXrDxf50f/Y60dwD78vjiD/+3r9P2nZP5HtI+HoY0437O0Dh3D4L3/foejRzH4G/vzPhlntoIlDOZwI0y7KVJTiwbeecHM9Wl8JS9bFB1ZfCz+Q4qtFZ2CQKPyPz+ZxzKWZcK7shH39Elq3a8wEtIm0lz1+xGgaTaN3+Jdm8yi/hoQyFE0Ys/LdGcZZASH/XTAz1+/0fPYBwoZ9LDZ+q7e7vlj+xdt1qMTqpodfzol/N1atSvq0Z8JDqLbXhzCDo6P3NZqwGtajVPS8BDOEKoUCYDZxHPhVIab97QbtlLg5e/fP7DF+bAyVLWTtRF6tDYaxmRsuNtPwInES5RSxwopWvB8+P393Wzvc0NCsfOerp/8A6U0kVB2gfDO2rYrOWb92nQErwK+lB8MUyuEunrtH3nLOmjYZ/5NmiGMxgBxjYodprKxy5p7rjwy48mrVZXA8XbBuJt3sUvTEBhEW8DBB7/YfbGN39frtkwvLK44PnxzgKlGVGg6jbIjEORWj4sULwWjkc68NiHe4ZGFepgsOzYV4wKpmigjtZdbH8eDMkg5yIO/5nvFgUpJKDpSH5Z/OIgFRXE8rKSF70wUPMrn9d/W7ZGY3HNgFAHORg3fv+4MGfd60OQtWHw2adRjcqPXtx83RsXokjcWQ4yVNBwQluV/zFD8aaxD/fqllUjSIZnTUfJhTv6NrFWZkDSOmUk5Y/sZW11f2TVXdutYUBmmBiMnwkJxaT9Wk4fii9E8Ln6Om3fOfpQAmU/asLqQKe4cHyzugmXdKjnrIXj1RBabNpi87qdB2+1SbWJ9SKzxi5QuOlEoJAJmznFIwEJ4cFlDWMuT1kmOIKSmeMf6Z3t7miUUjKoxDTy83kNb/0azWK11Sb0uCmuPfjyz0u1ubOReoN0NjRoU5f8gsiIt25s/8b17bRVs0ZkpZB+RtZew3jaRwmPf17c3ETcBDYaxY9mPd3v67/noahqqWEOKhyDi+eru/Nw92st0lJpIy7IsSuhAUHl397TTUUS5eNDW6DWrApcZ8pE1phqFcHLpw/FF0Nc+ia+UHxJtOgcfSgBgUShuw8nMpHHP7OnLm3poFcHpev5+4eztd0UliX48aTVdhXnK2uM7yMvjFls42/Sp1PWIArGt4U8a5DAko17DY7UOcySapc6DdamC91b4UZRdI+ubRVWKUJMyo3/mYa+XTPEFFy0amnC5SCXSluRYzxiIZHh7v4WlJbwSxW1J395sAf8KX5HWjLgi+lrlzok0cDgets1qobMneC/oFAhDpFByABCJWkHBd+9dl3bnsq6KCDCBalPBjfCwmGo5omCLEhQslDmaVEIUxraUfnb1k2Fh1QYb61M+lD88DQY0uZHitWnd+4v3n3giNVSQ1be+MVbZUa/iyLeNTO5t9Ma0aHzxaeT19iL8fb3/4STTvh/B4uPvThmib1G3vH+n0iAsteGENCOF6GrRQaTe8yKDwHgliwB97L5j/RGJ1dLpIWAkEUb9nQY8fNdo2bZ2GE3BDAGtATkoaBPcEBTzA2OCIMDpXu/lrXMTTcxC9UuUXIFzUdMzA10Cn7un/pmYaCzxI7PSI376cFzrYoVQkLQvQOzJjzSW+x6zzIMGWE3KK4AeOO5NlQYfOrSFump/4sJUrEXyNVSIfZMmZt2H1atInj59KH4YVgjPsrPCJtOL1hfaJNm56kdxWqyBjbt6UtbGhgla8iT3yzU3+PwLATocfPD7A2yuJSx5r38VXrunsto/r8DKGT4yi9LfQzgKSMEVmzZJzMPolZVD5UFjazIJWNQc/e3EVbWLHQ6N3x1vzhmMQJSFqzjzYzyzcSXxmu/LlOuplw5xG5/c083/b3YOjdJQvMRFZkLZaGNnrrWxqDOsvaYPgKv01d/z7O8HLi21CrTCy+diGsViWBBCvE7HflNSt0ZZQ1AN7Qbz1XbGLhLkySUGS6r2sIj2/c6oP8sfSh+dlzsuzW2uvCzc///NN7Afz1jvcHBrh02OLd2m4bVnLV8xIR/NWOdBJs1V+kzseR3xq0wMcvyKc//sLjoKENRguJaIDKRB0sS+1sZFG5LJ6NTzwtXnqoQgVqzlgp2sDC0f2774E//+UN3rWsHIzNl+nczN+jp5/XS1W36NE81ZWOwkxDn9fp1OlpHHy858Yb26uzB0vE0//FLmqMSiqczrjh2d/+s0wVclC64S5NkpfLPFI58fDRQR5EapRrhJkOPHqUqbH/tZ2R19KH4oVQ/OdbPCJtOz1/LVzeG0H81Y72GZuaGTJE6CHf2TwxzXhAK2vEgr0EC1Okrdi7fIrcTG/ytiJyXAAoFgEdPsTn3SgKHYGwQ21GbcSgGtxXVFgteHNTLaYmTBldnYljxsZKb3pqOPzyampjOKUYIvPqrjhjAq/MaojqJEXsUjbmmW0PVqRmllr87bqXTU1NRsuTWPhmKNkK+WASh3HaepuUHX2vGOM9eOakocGN8vOmRqrUUHnRA10v6UPxcP6hs7GeETafF3knbxMOrWibyeEXz/0+g5BVyYv0Okzbgmz8FhRd9PEmuawBvIOXs3dsyImLkAAnUkj9X7gx0iobxCKxgbIVxzojZ+fWhc9+7pYPlUfTGbZA2EqEo/Z4ex87HKvYFwT4aap8jYeH163WEgfhG9Mq1bTUUNN11oFjUHYhvJh7PPn5JC6ck3Xi0P8iD6NGrrd6lzmAfbU7MLMXN5vYc0lG8KciriD4UPwDFxqHgvTe+xP1Y7/rT6D47cck212PwBQD5w49c1MzXCJHnENEwfcUOOab9tmCzHGPOsuTHOYIa4sAFsGm3A8qty9xNvKift3a3QNsYhGJiU/DSftWrF9x+XhOZ7f9MrCjIKb/N39zjn7/Z2GctSPvFTv9k0moNtr15QztUk9WgyLcKfJpgieJUhlMmfGx3PXvfHHyfRbf1ga1r+x4T2meHa4zBSUuK0QOzZmK0tlrOuISULsoRCQT0ofi5BsTGocDuacslvpD0A1Tv6Q8nrpbfM0UvkrO1De+d7sRCBvmLtora2blrdu87LDHyEDmlop66sWu/zpfrbzr74yHs/6OAscyCMo1qVBaGyhnmJMSE//vq3CX/HoyXos6wWLGVs1btghtlzyGJ36WKl65Q/KdT1iqU/l/RV3VtoLPog+/ldExPuiavoe8xwZ/9fcEWtMgMXo4tEpDFo8HNZMvSjCjFk53qVJQzzUhNiELKvBHDghxzbbeGehTBzrTqMUovIUe0bKMPxc8Vi9drYt8RTV663Y/1rj/9ITvy+LwGEH7/wOCmPocIPZlfICu8CF0PFqwTUXPkrA1DCLcoZxPMo/PX9Idq/GJZl/3pheiMVTZNT+xE3NB/eXfXec8NuKRDmrY7YLE05qzZ3eeJPxxxAy2W4ZmGIfRv1bb9Sk1FNOsTw1ooVRGo8MeHtlAdFIOowO9nCcqTNY4oNjIMVZmMjw+9kdqCNUrRocJrtcoRGjAOytUXW4RPvdJFHT7igP4D9KH4uapx6TdKEVoqIr9gqx/r3X0aPqbV2w+4m4Gf1d87KDsxNtzPIJGnxy3aIs0umWVlBX5LLN4o0dkk7XLyaM/YheIu+1I7M1zc3MHjTpk4iLqDo+/osuLl85HQrvrxz4R5Oqfgsf+Sf0+U2cNbJwdLdGko23F1XoOU+ChLrLVKCEpdoL6sVdK8yflhtqA8WW9Glj1+fps66Gpc9rh7jqCFk+bFaqi9UiM+UmfxWgCsXVVhjhJqjWveIxPq6EPxD62p4qQv/xZ4GYEQfbR39XKSh8uxmqzviyApLvKOvk18j5F5FmVu1u44KM02WCXNJNgzXljADkwSuHcCN66sSehCNUlq7KETi1KXJSzhSL2k2Deub7fhzSHPXNaqQbJ7M6R+nL3xrlEzJeyI0234ZZ7a3EnUJb13YLZASvcOzAqroPYZB05tmcmVvrdjWEdXB6EATlstnWvO3AWkbfrelODPIoUteCEBSUiKUxhcU3LCAW3a1H6/BLQZYgc3raO2cI7phSNE/w+pryVNL8qqifhh+2L6OqukhaSch4fkRDvzXcS4RRIjsPYfPibtOtm2t2jJpr3SrGLNSHM7MmPFTpkJDkiKRksOc4viLI8EECONJ0DEpPzxj54olaL6UdCjDbYffPnnpZ9PU17Iw/ZlKjUABbxVN7Y/r3kqKiMoXYU54XWqxZzXoqa5uQZn4T5z6jKH5dQjkadrZrLBBYbkMFwYSpNQPEKLiwrzeNzCgzorvJSarTSM/XjJSQvhKBJFH4p/sKqLD/u3wPsIVmf0xgbxqweKxD3TerNW/3Fk4F/fo5F+vZZoREFZS+RYK+RgsbjrbbzIdL/jJ05IK9Fi7ZWgSNoYSf2VzlxjnaoxLo8MV7TjcE71aJqCUimb37roteva4jWj0hp+ilYRjNjr3pi2bPO+YCS4fK6GW8TLOtcXC/ly9bZpaBptLd6eOSliizxau1Jv0rJqVfF2St3xKtHK41Ba1EtUZ79HyYmxSuNQ6EPxSN1pB8XGoQDkT3M2HitxQLyT/j1nIo9v5o9d0ty57zYF1vgA7bCK4lzS0irvll6T1StHuu1R0PeH0eDZb2duMDhS87CMmgxCUYscb01v6ZU++bE+698Y8uzlrfTfK6tdnnfpcExf8epkFkbxTsjPGdWdB+KiKvVvVcuPEfad7teyZnx0JaX6Jy5xWBzKuU1TlAKRL9yWCugagr4ztfuGqqj8cDniVZu4m36BHz803Fb9LWx61WgBKPOdvOkVWTIR8asy0z0sWV3wQlB36pIOTk2IRXIKUlSCh2C5hJgI5bGagdosMw6lIfvgBrqR5cohIF91c43AjfrfjFb1q5qey4kBEUAf+nsGZM15pj+cKa9c28YNr5TR7fi5HwoCosTBpwlMX7FTKY2+LWpKrn+M1iGqO7DMWbPLWT6+9o2rK70k5AtvYMcdSHSE2iK+8LNXVRkV4nFboypV8HjckoOOiFamD8XQXrduIPce8asZ6w2twU2DPpq02hEuTLv25OlLWzo3EEBmEAq2MiFG7fuuQK+WDbsOyexLpf9tSaDoBI7X0FzD9KpzBf8+ml6U8Im1q0YP753x24ieu94bimSfK7rUR1MG4TabNu+RL+aLdSCaXpSGibsOFK/cqrarcY+muvubBMpNdQcWlEQRWHTMG6XIShVsicLwZo8tx+tUjdavV3W6K4qR61+UaseQ/hUFqpE+FEPE2jWS67j9duZ6pvOctYujJqw2tK+uHIRyYr2apTp36WIDr1BiRhRVsc4mze33RG2KaWO+mLbO9FzVEyW/Y1C9dtvlo0Ikis6OGt5py1sXF7ww6KWr2yC3onKkuJi4YEAdOVZyz0ezg5HgzrkzV+5SvfDu2dITQ1T7UEB4zprdqjlbJR8OlArlz7FKmkPloKasfsvhvVKqtE41OxxDldQG1yglZolwt6/fIET95Y4NGoZhuw8c+WnOpkG5tY1PCe2R6F6xfAur0HndZASheD0n/gTCi8SWcKsvrBGpzEQeXGLuqeZg1ecJ6QxiX3XWrRaDLulWrZRygiGACC/83XZexvGSE7NW74YXFV8CyOaQ2c4poJV+N3PDxCXbujRxdT+RgIhh8GLFTdnw2gDxUIFapXk8kvHRI1xpHNOSjeKa33mDnFHThnKq3oyx63hyFRt+sFTXH0Rld/08kSunX6kojfShGNqONg2rIfdBbHbWqImr6EM5vZGgYWhTXTlocG5tXMzOXfq8tYWoASTQfvxASis+LbOgLEDlSO0WL/C6KjVJ8ndabkO5ia5iN1S1YRUrlMeLH/w9dH7To8dP/LlyJxwQ4wu2TVu+o/hYiWrtiuSPGD0PVXUVCQ9JsapbGjnFG47IR6U+lBWKE6YsvDgbJMuKlrVwaQZFoSeR0kqo3sxQ7UNJtiOXkzFN9KF4u+D/chwfufSUuKVSe+whDmXn/mL9Dc8NsdM7CEG/n09dq1enY7Th++6JYQ4OQgFosfkpzdMSRJXWQxo8KisLvDRz6ibw3UVA+4Jn4NFT5H6n5TZwsE82oI1w6GA8M3TKSMLfiAty8PuIsBQEp4xfvA0Bm87KAp6ybDuMlxwULO0KUe1DyaodL23JHu3JrhP/1Yx1Hk9ZctBBgc9p1d3uQ7HrQUl1P2lbokHhrLfkE+RcIW5fv/Gdk1zLGndCH0xg8MWpzfx+1kaZcQrGrzR1I6/s2iAj1dldSMW2W+qQnqRu40xIxjOSiVkaprR1chiUBj5lVaCabOHBI2WPCznShnEoQnbCgBlwX6Ie1qMXN5/0zz57Rg375aFz0eUH0QROKTH+7PeLDKySQ/5HQGnwBXRkae+lam5rsxX7elC+3Zxh+mch9VK/UlEaE2LCbbFHdchG9bgI/etSvSj9KwpUI+NQjBJDYap381caHa193Bu/Lbu7f2Z5p9wKKeMjOehd2aINCcbd8yMXNTM0VOog+AqnLN0u07puWbIS9cVW3s0TBkrm5XSmVS//vESskdHhFRmHInZ3fBuGvevdLBV/GIaqanBPj1u05fcFW9btPOh7oo1nf5y9ceueohDuQGQhW9TEQXiyhQLLinJKh5d0xa+OUG8Ir+7io2U15iu7XziSmhjl8bh7DlaOsqfetuqHM1suP9eXJy5HH4rRrw6UH5dcEmXtjoNj5mwa0KqW0fWE4rhte4t+m785FFdmwZqG906vlSi9/JvvdSKr/9CR477H2HIWzvjOwoodjl+81RYUvpXiK5RVIX0jOussqskifyGgKToHd26SpDpEWedyXKsrMTb8ovZ18QcCSAP8bcHmX+dtRiybtGK0JSdOfjx5NWJnXLtTxhe+Y3+x6hJ+qQnOeCBPUV8qYvPuQ7Y8xBq/HkpHpsQ7Y8sCXZfx8XFR9ri6VL/htmtdxqPhwfcAACAASURBVMmH5Ejm8hjdVgRKqQ4INGqKl3Gv/LLUyxm3HP540mrcY7lltYGsE60uHxjcNJAZEseKTeRBb1dRzUQXb9y7Y5/aN5Dmro+cOgl4WjM3152zXhIchIIdkd/Z1J2XTTCrblij8vDeGWMe6FH4/tDfRvTE/7alFai3JYxi2rI3NH89vm1PkbGBJkchjgl9tU1O1jsNj5eqO8vuOiA33fI0bNylqOagd2PNaIuNsOeiLa84ZoM+FDNXQ9Bz6EMJAGGP7JQARmsfOnbhFnQt0a5WkMJRE1cLskaSKfcOyg6BZ1exBWW7ZdWQtNtyK+/mCQMlatfKGoOqwF9MW1f2uJwjPbJlXflyyISAJUj/7JmT8sq1bda9fuHsZ/rfOzBLwktsOIgdVMLTxstAdRElWxrEmuZZQ3H8xV6R7QLPwlWdTejLlbPLi3SO6WvX2MSYCKaVGCNl6Sj6UALA2aOpaB8KVvLUtwsDWE9oDZ2zZnfBhj2htSZrVoN63Xf0bWKNLPukIKocjSTs0+9LM30ovuiccS4vU1bVGINm2zXs6e8WSe6cUjU2ommdBLvgUK9OAi3rJT5zWasNbw758f7uvZqlqs7t9720n+du8j2AZ0Gg6KjaJta21LA0vbNVFcc/7j181LRt2iZWrcwg0HIRlSpoA65TUaiuSydDE7roQwkAWpcmSXa5MA1a+fWM9a59RcMQX28XycNDchB26+2sU45PWbYDTV4FWou3taKadp04eXKiyKY8/60aI6t7kcDL6bRJW/Ycfmec3CrmsBN11u19lpa8fSFpGz7C/VrW+vWhcwteGDSsYz3VGf7eGP48j1XPvLH5v+NHjqv1oUQ56qZC9RPmoWKJldrOukrsaknj/2LVOCK8Ygj6UMIqIFVIdaSLxk1yjir6UALYK/xm9Mw5VcRe7H94fHryGzeGouBt7egpa8Xui42G1U+Kvb5HIxsNsEq12ESe9o2riXKtzl9bKLO9d/O0RKbsGv84PPPdoiPH1D4FGTfG48hezaQHZno0mweDJ4CGLJ/c3nn+8wOQ7BO8tEAloDub5PisQJejaHyx4jiUiDAnPYtGVlL7GumoYo+VJReJI6reWrJSH0LCw0LwsVe1i9AHT5efCsGLSemODsqtrVR+8MI/nrQGCcPBy3GWBPQk2nVAYhFN2zE+dklzuKhtNyN4A8T6UJjIY3BzmchjEBSGoRLKW3+sMD5e/0iEJPR3dxs4/cylaUSVfRSd/fi2zpqfzYqPlSxaz7xdP5eD6ur6CMD0Y4Gk06o9PsdKVPO2gGYVJ3RftmCdPkUgYsPneUeeZHc8u7YtBC8mpSj7tayJe0elKoIUjlCUh0bPDVKI46YzkcfjljWrm3BJh3oeTznrIAq2zV2zW6bN9KEY3JdurD9qkFS5cg9+OhcPioaH2zAQaVmoh2KDYqoURuDSTvXmPTcABVN02vXnKqG1sXRC8K1L9bsTZ/lQVD9kHi+RmGh81hVSxaa2vr4vVM1nZT/AmYTBRB6T4IKeRh9KYAhx19gxXXpK//ezNkyXWn0zMNzGRu/cX8wicx5RPX1py9DIkZy4ZJvMrtUxEWFobOwRvi0HcSc3eekOW1T7VlqxQvmO6dV9j+HZUgJwF348WXqLscG5dbhfJFBKAM2PJzzaW6c3efZqoS51OZcEvQZn7oXqYmphFR3wMFWZPpRy5YS/BTf3BRKSizKHQvMsB3zsNRPxq05+Og+WcOcHM086ILTQL2xDAz6dsobZ0WVJdc1MRgOFssedeERsIg/exqt+3RfQfs1avftg8bGApugZ3Lp+IvxNenQ5XcvfP5ol/9vbEb+DTr8SHGQ/Pt0/3N+9eZqmPk0rtux3EBxbTFXtQxFereks5qrD+kTdBni73tj+FmTOCY33in/dY8aheLvmVR+nDyVgwhe3T5N/vf65cudHk6S/yQwYvZcJTOTxCAZBKB6PO/HguEVbZZqt89WrEQJinU15WTWM2M8x6K02vmCbcA6IvaqVGC3cSKeYh0TFpZv34ZP7yeQ1jsgI8AYW3d8+vb2LngLbK7bu82YGj5cSqKS4/4hqr4S1+6i6wq5qj5UlNPgawxKMAoWEol9IIGYPJqktVe1BofMP1YiPRGL/2IVbhC/l/k9mD86tHRsZ4u9+F23YM29tofC90G8etr5Nw2r69arQuH1fkdgyydJ8KOMLhDqbWFDWyEfjQNGx29//08hIe8fg68VeAxykHRXKdu0/snXP4a17i079uwf/Fm3dW/o/Tv175rNoZq0qKGLloNWdZWp6atyTw1oiDFb1EnbsK95fdKxyqN/eBINR9b2fw3woistLqaYdzJVwei68nJbIoRASIIFSAvxEmbkSUERNvg8FN2ePfjn/+Stam1mhc+Z8MH6Vc4zVZClyI58YFjpBKGJfyyfEhOfUjde0qQbUILh66jKJxVDwjq59YxZD8b+FIz6bu7nwsP9xto7AK69hHUOhUrVVFJFJuv2UfwSekdNeklKPyan/u31fsfHoklmrdjnahwKkt/RKR1vubXuLrMLrTQ4+KZVT47yd5fHE2HClEBA/pVS+tcJ3HzhircCzpGluTWVuLVH0oZgDx1kk4IUAfShewPg8fH6bOre8Pb3oqOi+CVjBv39aMrRjPc0F832Ss/gk7k0R/2yxUOeLu7Jrg4wQurkUm8iTl5UsKq0PlaRlvhts26ga7978fq/MWbP7tV+X+R1m+4C8zBqoIWq7GbYYgEyrLf+LJfm/uJJdB4qtql8za/Wu63s0smVpVimFw3R4n4wR6psD7thXFEo/c1bxPy0nMUatDwVOQ8ttVicQ3kx1wiHZEW2Do8Kd1I5a6X5ROAlYQoA+FDMYEUHav1WtL6atMzNZ4xy0Mrnujamznu6Hphga1epT9ev8zUj00KfPCZrQcfCRi5o5wVKjNoqt8cFEHoNbiKdugyNdOwxtI65+bYrM5lNnbQpctK7dplvfm6H00XFGSDTUu6xTPQ0+FPTjc+11aGTh8TGV4OJHKpmRwSbGwHWICCxH1FJFnfVDR46bWKPxKdXjIo0PtmtkRBh9KHaxp97QJBCaj9Ya9urqvIYatASvYv66wud+KAhejkwJoya4pW6ucf7De6eHUrnH9TsPrtl+wPjydY6U5kPJl1qLFAE7OvfFibrwzInSTvItR1XCC9q6t6sx6n0o3aOCjXs0ZMEoXQKEI0xJQ6QSqsyoXoij5cOBAjeKuiXAOYMUNnXyLZSs4TNVMyHKQoMVicILNkWSKZYE3EmAPhST+94zJyWtujPimR/5Yv7C9Q64Ow90J/YcOvrjnI2Bzgrt8YiQemBw01Bao9hEHtSWVv1AFdA+4j0bunEFNEXPYLz7ahsq5Y0VEZu8dPu/flysSLi1Yoe0q+vmwoSNU9T6UPBc+of4cvVGrqiO6crrH8nMWzQCR9uYmoqbZ62W+nrjLMKqO2EjkccRyar0oWj76FGRSwjQh2Jyo+Hjv+HcxiYn652GKPHLXp6EepN61SrXNnrKmtBbVJDU7h2UrbqSXJAWBjpdbCJP9+yUQNeidPyUpdsRWa1UhTnhqCbLWzcf6NBe5MpXJ6sLufeh2sSpq1ycyANcqn0oUPHb/M0m9kXalFT1r+X56+9301W/53NE6BwoLd601y+rYAbUdUh9KEc0YA5mIziXBDQToA/FPPBr8ho6IhcUK8RP3UPqa7yZR2lq5qgJ7MjzF3BJcZF39G1iiqXcSWJ9KN2E5aeMX7xN5i4ykcf3vqBk1dodB32PEXK2YY3KnTKShBhjixkafCi/zNss0xkaEPDE2IiAxpsYfOS4RJexiYWom5JWPVadcEgu2KDWN2GV8QWK0yQ1fC1YgoI+FEswUggJnCZAH4r5i6F6XMTgNrXNz9c784Uxi0PjBVcptqWb981ctUsvQunaHh6SE2Jh9thlpRUcg9lRecVQtgazHHVzWVDWB9uXf1765fR1PgaIOnVrnww0Nnbzf41TKqtefuHBI7/Oc3woCrJKVYMqERl2p3rVAcmvl6Q239wpcSiq7dTwtRDQvnsbTB+KNzI8TgLmCNCHYo7b/2bd0is9qPkaJyPR+rKXJ2/afUijToWqGIRyFtz6SbFOb4pZ9nLJXyTULwDaGoomlgXi7ci+w0fnrtnt7ayNx+HUy21Y1UYDJKtG/Zp7Ppol2cIzbcNTscsTeUCjbvUYDX7qT6esccpV4c1O9Gzxdsqq45HhbCvph2WDZLUuP7RjLzoqPUkcyZKqCwJm1or3sxMyTjslcF4GLVpBAv4J0Ifin5GPEV2aJLesl+hjgKhT6EV38YsTjzv/7Q1qB3w8iR15/nJxPT60Rej9QI5btEXUJ+i0Md2yZTXrnbRku8y2uB0zkkLvsrTkmtyxr/iiFyagWJUl0jQIuaZbw1j1wQUaFhKMCtRB0+AT/GH2RnhFg7HT9rl7Diq3P7ISm4z42eecOgl+RgR3GiVppizbHpwM5bMnLt6m+sexZX1nPAVUKO/uMELl1xoVuI4AfSjBbvk9A7OCFaFx/rTlO+75aLZGhUpUjV24dXPhYSWinSm0Wd2Ei9unOdN2r1bDUzZBao0PJvJ43ba/nsjLZFdjD6jw7DHo2XEbdjkmKhC+g+F9MjysxH2HOjRWXhHm8JHjb49d4Wi0yzYrr5QRVYlxKH6uETSPQ5U0P4OCOy22cd7pZamuFIamPPUU150Jbov+b3bFCnzis4ol5ZDAKQL8RAV7HVzYtq5TinKXLvXfPy1xeiLMB6wm+9fL9ulLW4ZenYL5awvRvjrYz6ea+dLqpIqtvJuXJStgR83lELDU696cNn2FxEbU3lbSr2VN5K95O+uq4x3Ud+0Fz1d+WeroiNFF6quNJlVR6x1QcVUjpVrzf83T1Iai/DR3k+YVBaruZ8UW5jao6pS7L8ahBHrxcDwJ+CZAH4pvPv7P4lvpzn6Z/sdJGnHjW9NnOOoO/kx4yG79buZ6SThttqVrZnKvZqk2G6FA/bgCocVQsmrHq365FxBO5OiprpkXkD2nB6OChoNSHc2t0cSsJ79Z6LhUxDv6Ouw3zsS+GJzSrlE1ROUYHGx6GGKUvpi+zvR0eyeu23lw1bb9qm3Q0D5Z9RI0yG+epjbNBC1vVFcbCYbS7NW7lm/ZF4wEv3NxA+Z3jJABGr64hKyUZpCAHgL0oVjA+ZpuDeKjK1kgSJcIRJIPfi7fofVlv5i2Vn4ZM107eUoPglB0qtOmS2xBWWldjZHxpP/1ppHLAH1w+eLrLFAfTVo94rO5RujJGdO+cXVpgVc2womLqpRZq4oGAx7+bJ6DyuWcCeT7WRs08HGiDwUJqhrInKlCQ9gUvtM0L8q4uo8nKS/P3DXTMbGWLIdi/MrhSBIwQoA+FCOU/IyJiQi7e4CTqqJgPdv2FvV5cqwTC9cxkefMy3Fwbu02Dav5uUAdePpYyYnJS4UWqxNXDGXRNpk7zESes/YFUeXXvD5V+2NUsFfHyCHNghURWvPhHNSwoNXbD7zx+zINiixX8c64lZbLPEtgVHjF6nERKrScozLISHVx07JAOmckqa6C8enkNfi9Lqva9iN4WTh6qlofCoqhtHZIQVlsR3k6UWy/KGlAaBGgD8Wa/bytT0ZibLg1snRJQRAmolGc9aYLEcJTl+3QRUi6Hrzkf2JYaAahoO3roSPHBW4AomHRjUuUYeMXC016kuZssnfXUM97yAsTHFfkAi7anjkp9qKTpr1/q1p6THrsqwU79xfr0WWVlrELt+DWwipp3uRk145XlJig0oVSTn8cCnppqU6o3LLn8IcTJYai4H0b2p95u4QsOd6neU3VLipL7CwVck455UmIFlpLUSQgnwB9KNbsEX6o7nFaKApWPr5g25WvTnbQe9FREyT+VFtzDQUu5cquDTJS4wKf54AZ+QVCYyvQxRCvnuQQxP3rss1q873NLRbpjTl1483NDb1ZC9YV9ntqLPqtOG5pDEIpu2VwDiKjp+xxy4/sPnDkxv9Ms1ysOoHwEdz/yRx18k9LblpH1XeL0qfM4yW6c3lATENztKe/XaQ/xMb3ZQZ7nvu+wPeY4M8O0OVODd5USFDqH7TEQgohAWcRoA/Fsv1C68dqlZUEl1pmoidBn01de/Pb0z2dEXcMvh7JmbeaeYWHVXjkopCNsRdcDEVW8jPcoJovPIPqumQmK3pRbNAAOcNQc7H7P38T22TKB6hW9av2aR6C9ap9LNnIqUoVy5/XoqaRkcGP+XbmBgf96iGLZ86a3cGv2q8Ede1mKpRXeFdsS86LhmsVAcLS6mTjU4NsOL8XUjADIitV6KvreyAYOzmXBEhAEQGFvxaKLBYrNjq84n2DssWa58Ow//yx/K5Rs3wMEHIKtTPX7zwoxBjbzRjeO71WYrTtZqgwAK/rp68QmrElLT9lvNTuRXnOqbSn4ho+LfOUA+XR3xBQoFSLIuEjh+Qokux0see3qa1tCbe8PUNy65PTHFZu3X+3rhsJdQmVSstgHztuQ90QlJVNVt8H+t6PZ8txE8OS+z6erfoTOqBVbUSgq9ZC+SRAAmIJ0Idi5dbc0supj7Uvjln8j8/mWclCgawPJiivVKfAaiUi0TX2gcFNlYgWIHTq8h0yy/Tg/XPH9OoCCP2fCflifShZsqrG2LJrpQ4UNJ+2RXuQSlE5tV9LTYU/gjRV/3TUQYgIq6BH78HiY/2fHrt9X5Eedea0wPF90QsTYKq56QHNQmv5JjVVtUZS60MpOaG/JAriAQfn1gmIsInBqDxyv3q3hUHDHvhkjupKKLDk8i71DdrDYSRAAiFJgD4UK7cVoX1PDmthpUSNsh7/eoGeTGZza0KF0a9nrDc3N/Rm3Tso23E1jI3vgthEnraNqqEfhPGFqB65bufBtTskRmZVjY3IqqWqYIFqqlbJRxHZriN/cagDBZnz/7qitVUoQk8Owk41pEic5rZh16G+T44tPCg0mgkpKhc8P37+ukI9G62003bFCkoropQrPlqih9KZWi5sp9yHAnVvj1uB1mP6V3eWxt/mb3577ArVZiAKuHcz5jmqxkz5JCCaAH0oFm/PpZ3qI4fcYqG6xD3z3aLb3/9TZonZr6avk9moRdfm/J8exOXe0beJfr3aNI6TGlshLZFHrLMJDzkuL1+HZ4lzH/tdTnB7oB/eoR3qtW7g1B+yQBdrbvzNPRubm2huFuqMdB35q8BoFDhQLnt50q/zN5tbl4lZA1srTKQKq6D2rvjwURsKSyP1SUPmL24dL315kuoqJL4vGLxXGPbSJA3BPjf1bKw0ZMn3MnmWBEhAAgG1vxYSVqjZBqe/vnv556XXvzlVWol1bCLa1GneSrHqHh6Sg7egYs0L0rB9h4/O1VKV0ISd0nwo4xcLLSir9EWxiY3TPOWTyWsGPpvvxC48paCQpeLcgEpte92jaUq63rZoizbs6Tjil8Ub92pbo19FeLHR/+lxX0xb53ekVQMQ7au0tzQSNq0y1aOcg8U2+FDwtH9dj0Ye7bH24N5DRwc9m7+/SEdKV1nLkUp2/nP5GsK18A15vRaeZdfIIyRAAnIIqP21kLNOnZZ0bpI0KFfhexLVa3k3f+Xg52Q9AKCU7MQlQh8XVW/HWfLrJ8Ve113HzZDmdZ1WN3HJdoEuPJiHLJ42DavZhcWjXrlxKC4uKIukyMtfmXS8xIbikR4vEhMHEeZWp1qMiYlum4IKaJqXjAYouQ+MgZNOs16P6lZs3d9xxM9InfB4VtHBvi1qKX2FgIZ3iiwvFbvn4FGl8r0Jv657w4qKQ2xKVRds2NP78d/1VMY5c7HwWfd7aty8tToSyq7p1tCJXTi9XRs8TgIkYI4AfSjmuPmZ9fwVrbUVnPNjiqnTP87e2O3R3+Rk8n84cbXMDCNTdIOa9PjQFqqDjYOyL+jJ4xZtCVqGEgEosan6FWVAdi/fsm/LnsMBTdEzGLlmmt/P61mXXy1HjpVc+tIkFOd29JcVng0eOD9k61X73cSABlzZtUFMhO7GHHhWRO7MxS9OsPfj//74lS3v/VFbDZTT+3JlV7WFPFX7UHbYVBs4JT5qQCtNJaKnr9h53pNjdbpRio6WIPRPz5s2uKLuHZgV0BcFB5MACYQkAfpQlGwrggUedPht6J8rd7Z78Oelm/cpARSg0FFM5PkvsWZ1Ey5unxYgPIcNzy8QGnAkLpFHKqi8rBoOu+asMBeFKvIe+fXTKSICBIJZEF4AoO1XMBLcMxegrrCpNwfSZzJu//aFMYvx9KgZ+MxVu9o/9NM1r0/V+ZBcusa61WJUl/KNqqQ2T9bGKuD3DND35D956faO//gFtZA1XJxb9xR1GfnL2IWa3r5c1bUBw/Q0bCtVkIB8AvShqNojOKob1aisSroWuQgbbvvAmDFzNmrR5lXJlGXb7a1S5tUy7SeevrRlaJfqRD9CRAJr52pIYTdhzXrldjXOdF1XY3xHtbjnR7x9NXQlCR6EQjZ2OQUEU/Fl2n2DslVHLnhTj6oTd4+alXbLV89+X3BASwWKcYu2ovpJ2wfH2HWp39wrHZ16vQGx5HhUuNpcnrH2BVqir9y5TVMsoWREyIJ1hbn3j8F3o5HBpsfMXr0L2W2zVu0yLSGgiUjpffTiZgFN4WASIIFQJUAfiqqdxX3V69e3UyVdl1zcpQ18Jv+JbxbaGJ0+asJqXcsVradrZnKvUO+lJ9YvUCW6Uot6iXKuD3wex8uNQ3GXDwWxAHmP/GZvYoUlVyZ+s968ob0lotwjpHbV6L9pr4pyJl4EQN338ezk6z9Hgs/vC7aoKCaFtEHcA2Td9V2Pf/6Gdyp23Qwgberabg1VX1qqk7OQKG3jO6GRQ7Q+/+Pi7PLwr/d+NBt5jpZvHBpCPfLF/HYP/bxpt45ol1L77+zbBFlRlq+FAkmABJxIQG3UohOJWGhz9+waQzvWG+3w6G50iRsxeu605Ts+HN4pMTbcQj5GRCFQ+Ytpa42MDPkxCEIJ+TWK9aHAgaX6/WdAm1uwcY+cckVnWo4Omg2SnR1/Z3wj0Lr4mtenfDdzg/Epkkci/9TpsZO24AW3d8atsKsXSemSUSQFhWbxFx9dqVt2DYQbdG6SjN003X4VPWKnLtuBIIIJi7ctk5HSe2ufDA13IJWj1CayHT1+Al8aYx/uFWhdM3jHxhdsbZ6WGAyEDunVe+akwNem7ZOCG8jnfij4cc7GZy5rZWFBlj8Wbrnno9kIddG2ECjCrxtrRekETl0kIJwAfShqN+jFq1r/vmDz7gNH1KpRL/3nuZua3fPDZ3d0wW+wem3/p+HbmevtvTfVuVgfugbn1pbWFMaHtaZPiW00I60Yilhnk3u6GuMm/urXpmwulFjW18QHsHFK3P2Dsk1M5BQ80947KBtvGiSggF/v6xnr8QdjUNi+Sa0qWbWq1EyMxsvzlISoKlGV0Bs4olIFxByhdRSiA44cO1F09PjO/cXb9xUjlRIt8JZt2bd88z40LZawnNM2xEaG3d0/U4NJcVGVVGuZtGT7Bc+P//T2zkZiXrBNU5btQPmbr2aswzZNeLR3lyZBBfq9cGUu7uU0Nw6DG27gM+NwDzPigqZ9mtc07dpDDBSqziMqCq491dtUVv7L17RR2hOqrEYeIQESkEyAPhS1u5MUF/nKNW2GvTRJrRot0hEwicJdeOf2jwtzAn2FYtrAD8avMj03ZCbihuOJYaEfhILbdxuDnH1fLeJ8KIu2+jbYrrNuKCiL4Lj7P5n9yi9L7UpqsHxzUWLizRvaiWo7ZfkalQpEhP9rvy5FbUulWgIVXnysZO6a3fgLdKLA8SAcTPyF8RWhTjBub5AnYnyKiZHI6Mm66/snh7W4sG3dsp87xG4s37J/0pJt6BuNGjRnvkbatDtYp21mrSrDe6f/+6clJswOcgo6FaCeTmpCFMqyDm5Tp3lagsHoTnzTIvTy+1kb3stfaVdR3oGtaw/KrR0kAU4nARIIJQL0oSjfTaTzfDVj/Td/nnov5PT/EE362FcLkBH90a2d8Uusejl4x4sbCNVa5MtHB82M1Dj5dgZpodjYCnhCNVztxunhDnvSUrWF+owbc9bIvFAvKIt3yDf8ZxoqRJhGJHAisiSQrSbQMKeYhEqTr1/XbvBz+U4x2Fl2ougMavdqs7lq5XAN7jC8M0Ar9OHvzOiQnoSsKwTawFeya38xXiQgRcVbHJAltT8euagZOogh7Egb0jMV4b4OgST4S4gJx9dOdu34ximVkQGKomOAgI8SAqMOFh/fd+goUOCbtmDD3vGLt9plbanl6Pj+1o2sFWXL9UKlJCCXAH0oOvbmjevb4c5bZv0CE+uft7aw5X0/IhoFvYeUBqR8NGk1HhdNWBhKUxCPjTueUFqRt7WI9ZehvoA3m205jhfLew8dtUW1b6Vp1WNCuOlj4cEjKI743viVIfadlJ4a9/SlrXzvLM/6JYB31Jd2qoeKJH5HckCgBP51ZWs8Wgc6y/T4GvFRGnwopeYh9yqg1ofBx6FAL/KVXruu7ZB/TTCNyJKJ+EbFy0VHvF+EA6V6XIQlq6YQEiCBkCHAvjw6thJfvq9e10aHJl06kEeN9O9mf/9BaeO6UROYyFPub73TUclM18baqUdsHIq8rsY2pIIbuTJCNZEHThN8F6Xf/u27+aHmQKlYofzHt3VGjQwj+8sxvgm8cm1b9uzwjcjEWdTHRcKLiYmmpyDsxfRc1RM3FVrTgwZIL+9cX7W1oSF/eO8MZvGExlZyFSRgLQH6UKzl6VXaxe3TkNTj9bQzTyzZtLfzw79c+8bUbXutzwNH6qyQdgA2bg7eFz0wuKmNBmhTjb3W9uov0EWJK4ZSIDTBTRqoQDfa43iEELa+/8erXpuCgo4eBzj64MghOS0lNe12NEz0xHn7Jgb8W7mH+AV895YOVko0IKuh4M5ilsShlDJ49bq2IRw2aGCfDQ3JbVAV1kXu+gAAIABJREFUYVCGhnIQCZCAywjQh6Jvw1G0r15SrD59WjThDS2qfDW89Zunvl2ICnYW6hw1YbWF0hwqCtlSegrp2c5HbCIP7jJFfWxR7HCK1GIoIVZTY+XW/ec/l49C2nNCoipn2c9420bVXOKiLbt2RUfOa1Hzll7pioS7UOyr17bRH4aZXSdeLGpL6qGUrg7Vc0ff0aVsRVuxa9dvWHKVyK/+nkdE+slTIwk4ggB9KPq2qfQXS2kBEX2L+aumg8XHHvx0LmLdP5iwCnVngzcDuUKfTXV7Yjl+v2/v2yR4mI6QIDaRp7uwYigzV+7yVm7Q3o1GWUQ0XLDXBqu0r9q2H32LM+749tuZG6ySKU0O+qp+dGsn001GpS1Hjj0vXZ0bkgFZ+glf0iHtMjvyTSRHZm3fV2Rhz6B2jaqhWp/+nXWERmQ4fn9fd/0uPEfAoZEkQAIgQB+K1ssAYYGPD22hVaVGZagzjwePJnd8O3rKmiBrwf4weyNqrWm0XaKqh4fkRGsspGcjAlwtExYLrfEh7XFIrLMpNIqhlHpPLHQH2/ix8q36nZvboxeG7zE8a4IASszg3TVciibmcsppAjl1E969WXcWT6l2VFkW+8uLyF/0tbHwOrmmW8PbzsuwUGBoiELT5Q9v7YQ79tBYDldBAiSgggB9KCqo+pJ5z4As1EjzNcLh51Zs3T/spUlN7vgO9RcRTmJuNawmWz8p9rrujczRc9ys+WsLUaJfptnSfCjo8igTVF6Ws5vjTl66HZk7jW+zLJhO5jaVWoWnJpTokmyho21DYZQfH+iBfx29ChuNrxob8f293XT24jlzsXh+biG4SJCF6Tylq37hytyBrWvbuN0CVb9xQzvNlYwFQqBJJEACvgnQh+Kbj/VnzzmnHPoghEzQuzdAy7fsu+6NqXVv+erp7xbtPhDY4zEq1P46f7M3yS45jnilkEz78rh9YmMrMlLjasRHerTZloMoOTRt+U5bVPtV6tBiKED68aTVre77EeWxkbkTZACdX0oSBqAMyvNXsEqi2q1AHMrXf++GzvRq1YSidLhOvr+vm73lTnvmyH3RZWFZ2dLLBwl9X9zVtXez1FC8msys6ZnLWt3Qwy1vsMwA4hwSIIH/EqAPxYYLAa2Ov3ZHnSp4Qx74ZE7NG7+48tXJ6LNjkPUnk9dYUlTFoDqBw5rVTXDVW2KxPpRuwoqhTFu+w3Rsl9LrvEnNKklxgpxNRhY7b23h8Hdn1Lj+88tfmRyqVWPLckCNajwvucc/W5aAtiOIzPrpwR5is0K0cQhIUXhYBUSgtG9cPaBZlg/u37KW5TKtEmh5HAoMQ9nUb+7p5vRYQksIP31pS9Tyt0QUhZAACYQ2AfpQ7NnfNg2rvXR1G3t0a9eKN70fTlzd9sGfmt3zw4tjFvtthMxEHvyKI17JJf+hQt7kpTtkLlZcIk8Bq8YEe6Ws3XHwuR8K8F3U4t4fXvt12V431V1CksInt3VmlcRgryHD8/EF8vs/eqKcvOEZrh4I196Xd3XtISDZGdVYaleNlrkZlsehlC4TJVTH3N+jn2DnkYbtePGq3PsGZWtQRBUkQAIhQIA+FNs28aaeja/q2sA29XYoXrCu8K5RsxCW0ueJP+BV8Vg1du6a3Ys27LHDOik6kRPRy01RtWg0g75OUuifYQceOKXlp4gN2JH/AhN1mp79vqD1/WPq/e2rez+aje8igZecapMeu6S5q75bVPM0Ih8hFeNG9kqICTcy2M1jYiPDfn6wR/9WUgJArugi9PZsU+EhRdcJsqi+u7fb9a5MY4H/btTwTne4phOiokuIYknAVQQqumq10haLslULN+yB10CaYUrtQZ4Oyp3gD/0L8jKTB7epjVcfp1+Njpq4Sql2+cIRhCLfSAstFOsXaJaWIOrJB56mmat2WUjeKlGImerSRGJBWTSBzl+0FV81v8zbhPATq9brUDmXd67/4PlNHWq8o81uVb/qxEd7D3o2f/X2A45eiDrjk6tE/vzguc3TEtSpCFTyzb0aP/PdIgsbCQdqgLfxiuJQStWhNspbN7ZHMZqHP5vnhuJQpatGpBh6aYV2twdvlxOPkwAJmCZAH4ppdBZMRMG5H+7rnnv/mC17rGxWZ4FlWkQcLznxx8It+Lvl7Rko3tkzJ/XcnJRPJ6/VolyoksG5tZHnJdQ4NWaNWyS00Yy0RJ4py3bgI6NmE4KS2rROAqpsBCXCusk79hWjasyUZduBC+5pgY9A1q01AEkd0qu/fVP7ACZwqKUEsmrHz3m2/5WvTvl+1gZLBYeCMPiYvrq7q71FZMtyTImPurBd3dFT1pQ9Ze8RFfVQzlrRQ+c3bVUvEYWidu4vtnexGrSj/PN393XHLagGXVRBAiQQSgToQ7F5N9Gg58f7u6MlBF6Z2myKreqXbt6Hv5d+XmKrFTYrxyugJ4a5Kwil6GjJ9BUshmLowkNIhaFx2gchmky7zv8pxJvS9TsPITFnwfrC+esK0SR73U63x5uU3Yu06jHf3tMN1TrLnuIRbQTioiohUQK1eB78dK5MZ6g2FGcquqVXOopQoKapLdp9K0Xu2zd/rpdWxhsV5RDMi7sF38YHeRZJf/OeG3DJixPhjw5SlOTpA1rV+ui2zqxYJHmPaBsJiCVAH4r9W9OiXiK6HV/w/Hj3RE7aD12kBVd2beC2lyFTl20/elxibAUSzTpl2Nwb4qyLVGzSU15WDdWfJ1wk2/cVbSk8vHVPEaL21mw/sHLr/lXbDiA5QtoTjmoUgcrHo/uYB3pUqxwR6ESOV0HgngFZbRtWu/SlSRt3q6pqocJsFTJxTb5+fdsL29ZVIdwSmfWTYrFfj3+9wBJpVgmBA2XrnsM1E5WXvMUbvgmP9kYfgIc/n4e3HVbZL0QOwsCfvbzVrX0yhNhDM0iABBxHgD4UEVs2KLc2vs3//uEsEdbQCDsI4Bf9kYua2aHZTp1iE3naNKwaEyGomwbax6AXr51b5UU3Ku92zkjycjKowz/P3YTqSFj1rv3Few8fPXkyKGnunAxX4Od3dkHnaXcuX+aqO2UkLX1p8GNfLXjhx8WuzTUb1rHeS9fkVo2V7tpDCaExczYixk3UtYSSKBp8KFgyol3+PiBrcJs6N7w5TawT38TW4M3lqL91RIadibmcQgIkQAKlBCTGT7pzb+7un3lzz3R3rp2rBoHhfTJc2HNU7G2ZtGIoE5dskxmnhpvRKtGVrP0Iw11yzetT+z419otp6xBvggZedKCYIIxav+/d0oGNeEygUz0lOrwiaocv/NfA7tnKY7hUryVQ+fDo/fLQuZ/c3lm+AwVLQ8dfZFvXiI8MdJlKx6trzePRbMTjoLfU6Du61EuK9TjAQQexoc9c1mrmU/3oQHHQrtFUEpBJgD4UQfvy6nVthrSrK8ggmqKLAOLt7x+UrUubFD37Dh+dI7UplTQfilhnk4piKAg/eX/8SimXqWPteOHKXPTicaz5oW94emrc2Id7fX5n1wbJlUN/teXKoUorer7Ac9S7WaqD1ouIjzH396geJyhkRmlrHm9bc0mHtKX/Hvzvqx0QPeRtCUgcW/LvwfcOzFJdTcabATxOAiQQSgToQxG0m4iKR2GUHk1TBNlEU7QQwI+6nM4mWlZ8SsnEJduR2q1NnXFFeFXVrpGs7kj5BduM269zpIpiKO/l04ES7B6OuCDnjr5NgpXC+eoJXNS+7vKXB39xV9eW9RLVa7NHQ91qMS9d3WblK+df36OREx9fEW0348l+cqqVaWjN4/FCQenf289rsua1C5B7Do+YxzEyD7ZvXH3yY32+vLsrLkWZFtIqEiABxxGgD0XWluEn6tt78lo3qCrLLFqjkkBylcjbXfm0I7bRTIf0JFFNTNBgcvHGPSqvQZOyUW6jY7r1lXcXrpe4WJOM7Jh2U8/GaClih2bqNEMAr08Qgjr7mf5//KNniL1EadOwGnJAVr16wW3nZUSFO7gAH5pbTXui79CO9cxssNVzbIlDOb2I2MgwlNpd+/qF79zcQY5fyRtjtHX/bUTPqY+f1zFdSd0ub3p5nARIIOQJOPgnLVT3BpUsf3nw3E7/+Bm9fkN1jVzXmQQeHpKD9HgXMhGbn9Ity7ZmvR4vg/EF22QWBGlVPxH30x5tDuYgkryCme7yuRe3T3vturYuh+DQ5cOBgj/89H8yafXoqWvRf8qhC0mKi7ysc72r8xpm1gqdesYo/PTp7Z0v61Tv5renb9hlZ1ulI8ft75KDF37XdmuIv0lLtr81dvnXM9YXH7PfqtOfF/j3L2xbB7F48OI59ENEs0mABIQTcOOTm/AtgXlI68h/pHfeI78uoxtF/m4FZyGqtV3XvVFwMhw5e8e+4gKRsRWgyWIoBi+pvEzXVcQ0SMauYQNa1frotk6Ia7DLAOoNngDe7T8+tAX+ZqzY+emUNaisjMbewYvVIAFl0Qe0rjWwdW2UScJDrAaN+lWc16ImyoK8+cfyf/2wGH3WdRqA6MiBrWtd371R92xBGd+dmyTh75Vrj34+de0X09fCpWJvii6KxV7Zpf7lXerDkadzd6iLBEjAbQToQxG648jvyB95yo2yfAujUYTukSVm4UY5LETvNX3zGb94q8zYisqRYa3qy0qmG1+w1TdMu85KC9ixi4MQvYNya6Oshju/T4RsgbVmtG1UDX8vXpU7e/Wu8Yu34Xtg6rIdh44ct1ZLkNIQOYt0ia6ZyT2bpqBuSJDSHDEdSUl39cv8W6/098ev+s8fy1V3PkaY6rk5KaiHCg+pirg/S5jHR1dCCiH+8Hbkmz/XoyE06p0dLD5miXAjQnLqJgzOrT04t07TOk7tWIzeAl2ayIqBNULe8jE5dRKOl6iqlFe3uj0FcZKqRKrb3GqV7al4nRgboW5RMREOcFCcc1Lmc4zlH0pnCty6p6jryF9WbN3vTPNptR8CzeomzH12gDvfGd/4n2lvjV3hB5Adp/u3qvXDfd3t0OxZ5+bCwzVv/MLzOVuPIpZ7zwfDVNQ4OGfIB7auzJHK8fzwOR0ojty6AIw+VnJi5kr4U7YiRGXxxr3rdx3UfwcHJ11GzbjmaYnN0xLaNareIi0hVENODG7Mkk17P5m85svppxqxG5zidxi+V1FjGCU8zm2aAhcVvmz9TpE2ANcqrtKxC7dMW7ETTsC9hyzO0MSNU8PkyiheBlc+AnOk9Z+Wth20hwRIwHICDnDzWL5mBwnEr8L4R3vnjfyVbhQH7ZpxU5++tKU7HShANG6R2NgKWfkpYqvGIM9chQPF+MeHI08TuKBtnc/u6OLyR1k3XA/wX+CJGn+li8V7/iWb9qHgdMGGvXiS37j70La9RYUHj1jlWEHyCEJikaHTIDm2YY3KpX9INRJVctv2fW9Ss8oTQ1vgDy+9Ji/djr+5a3ev3nbAeAYWoksAuX5yLEThL6dOPBJSnNjA6My9wLXaKSMJfziIC3LVtv3wpKDWz4ot+1du279q6/79RQFEqeDLrUaVyLSkmIzUKnDhZdeOh48JgRu27z4NIAEScC0B+lCkbz0ayE16rE+vx/9YsK5Quq20LxACCH7u1Sw1kBmhMxYF+VZLLZfYPVuWDwUFZWVuPEoeyDTMbVYhyH/0HZ3pQHHbvmO9yKPJbVAVf2euHe//4UnZtqcI/+Ix/kDRMRT7PHLsxH//LcG/xUdLULECj+hhFctXLF8+rOI5lSpWwGM80hjjovBvpfiYSqglgVc4CTHhLqRqeskghk7V+CuVgKwreFJ27CvC/zj1V3wcWwPPArBHhFUA7fiY8ISYSvBShbwv4FTMyH99cGeyPXzk+PZ9xeCz68AR/O/S6/Po8RMo54S4G1DC5Y0UIZTyrR4XAUos82T6yuREEiABFQToQ1FB1WKZuJuZ8Ejvvk+NnbZ8h8WiKc4+AghCsU+5zZrHLdpiswVe1COtNKuWrGxqsXEoeVmynE1etjTED1/Wuf77t3SgAyXEtzmQ5eEpHUEN+AtkEsdaTwB1TP5bm0PWD4r16zQrEWGM6BiNP7MCOI8ESIAE7CTgvBxLO2nZpxue+D/+0dO1YQv2gVelGcUL3NxyL19sbEVWsqjsKjQ3Xb/zoKqrMAi5eI/arhF7RgZB0IqpKGz54fBOdKBYwZIySIAESIAESIAESMAoAfpQjJKyfRx89j/e3/10mKjt9tAA0wQQRP3EMPcGoYBbPouhGLt60IzD2EDdo9o1rsaaCLqh/1XfM5e1+teVrUW5/OwFQu0kQAIkQAIkQAIkoIcAfSh6OFujBTG6o+/o8vcBWdaIoxSbCFzZtQHK8tmk3H61yzbv27LnsP12eLJAWjEUOps87ZLbjyHw5IO/dbx3IH8I3H4lcP0kQAIkQAIkQAK2EKAPxRbs5pWiqtZzl7d684Z2jN82D9HWmUiCeOSiZraaYLNysQU+ap5qP/GXonc2kypXDk1MbbfBowF5mSyG4hGM8oMISPzu3m7wwyrXRAUkQAIkQAIkQAIkQAKeCNCH4omK+GM3ntv4pwd6oK67eEtp4NkEhvfJcHm1P7E+FGlBKGgDiWaZZ19AAv4/HuNzG/6lFYgAo1xhAppT5I/s1bdFTVesloskARIgARIgARIgAZEE6EMRuS0GjOqZkzLtib51q7GkuQFYYoagheH9g7LFmGODISdOnhTbrLebsEYz4wuEBqF0TK+OvEIbrh53q2xZL3H2M/3dXIva3fvP1ZMACZAACZAACUghwPtgKTthwo7MWlVwS31u0xQTcznFFgIoYZAYG26LaiFKF6zbU3jwiBBjzjKjW1ayKMPEBuywq7H+6wTVxCc/dl5qQpR+1dRIAiRAAiRAAiRAAiRwJgH6UJx9PeCB/NcR5z4wuKmzl+EO6xGHf3vfJu5Yq9dVivULNKpRGfVQvNqt/cTJk+UmSG3Kk5cpy9mkfXO0KkTnnUcvbv75nV0jK1XQqpjKSIAESIAESIAESIAEPBGgD8UTFUcdQ5XZJ4e1+PrvebEsjyJ74x4ekhMdXlG2jcqtG7doi3IdphR0y5ZVJHXh+sLdByQG7OB7BkklphhzUsAEYiLCvro77+ELcwKeyQkkQAIkQAIkQAIkQAJqCNCHooardqnnt6kz86l+OXUTtGumQkME6ifFXte9kaGhoTvoeMmJyUt3yFyftGIoYgN2OmcksSmYnms4u3b87Gf64btdjzpqIQESIAESIAESIAESMEKAPhQjlJwxJj017s8n+952XoYzzHWZlY8PbcEynDNX7TpYfEzgziNdIk9cMZRtAkHBJBZD0bMvcLn++VS/xilxetRRCwmQAAmQAAmQAAmQgEEC9KEYBOWMYeFhFV66us2YB3pUqxzhDIvdYWWzugkXt09zx1p9rXLcIqGNZprWSagaK+gjU3Li5KQlUn0oLIbi6xq34Bzydz65vfPbN7VnARQLaFIECZAACZAACZAACVhNgD4Uq4kKkNe3Rc0Fzw9E82MBttCEUwSevrQlIh34n9j8FGmJPHPW7N5fJDFgp0p0pWZpTBhU+FFuWudU/s6wjvUU6qBoEiABEiABEiABEiCBIAjQhxIEPMFTa8RH/jai539ubM9Cs7bvUtfM5F7NUm03w3YDio6WTF+x03YzPBrArsYesZQ92KVJMopYlz3OI8ETANh7BmShrBXzd4KHSQkkQAIkQAIkQAIkoI4AfSjq2Nov+YYejQpeGHRuUwak2LkXCEKxU70Y3VOXbT9yrESMOf9nSIXy53RuIqtZ7/gCoUlP0qrGCLyczJnUsEblKY+f9+zlrZCPaU4CZ5EACZAACZAACZAACeghQB+KHs62aaldNfr3f/R868b2ldn52I5NGJxbu03DanZoFqczv0BogY/WDaqK+nQcPX5iyjJ2LxJ3ASsyCGE9KASO7Mt2jfhFoYgxxZIACZAACZAACZCAlQToQ7GSplhZ1/dotPSlwZd0YFlTrVuEAIcnhjEI5X/MWQzF4MX358qdh48cNzhY5zCU3c2qFa9TY8jrSqsekz+yNwqBs3xsyO81F0gCJEACJEACJBAyBOhDCZmt9LOQlPio0Xd0GftwLybb+yFl3emrujbISGVr0lNAUSF19upd1qG1UlL37BpWigtallhnEyr7sBZK0Nv7PwGVKpZ/8Pymi18cDKpWyaQcEiABEiABEiABEiABDQToQ9EAWZAKPC4u/NfAJ4a2iAqvKMisUDQlIqzCyIuaheLKzKxp4uJt6NdrZqbiOSg/0b5xdcVKAhM/XmrSE4uhBLaR3kf3aJpS+j3M8BPvkHiGBEiABEiABEiABIQSoA9F6MaoM6v0/eeKl89HlARbbKjjPLxPRq3EaHXynSVZbGxF+8bV4O2SAxPdi2asFNq9KC9LVsCOnF0zbgniAT+7s8sf/+jJeEDj0DiSBEiABEiABEiABEQRoA9F1HboMyY1Ier9v3Wc+2x/vBHVp9U1muKiKt0/KNs1y/W/0HGLhDaa6SbMLyC2e1FSXCQT0/xf6N5HwFV378CsZS8Nvrg961J5x8QzJEACJEACJEACJCCeABM6xG+RSgNz6ibgjeiv8zff9/Hshev3qFTlLtl4WEqMDXfXmr2vduf+4oKNQq+u7tmyfIjjFwvtXsREHu8XuJ8zCPe7okv9f17SnIFpfkjxNAmQAAmQAAmQAAk4gQB9KE7YJcU29m6W2isn9es/1z365YKCDUKfdRUzsFJ8cpXI2/s2sVKiw2WhwMdJibVQysVEhLWunyiKrtikJ2kBO6J2zYcx/VrWempYi6za7GfkAxJPkQAJkAAJkAAJkICTCNCH4qTdUmcr2m1c2LbuBW3qfjUDnpT5izfuVacr5CU/PCQnmiV7z9jmcYu2yNz0zk2SKlYQlM944FT3ot0yWTEOJdB9Qa3ip4a1xDUW6ESOJwESIAESIAESIAESkEyAPhTJu6PbNnhShrSre0HbOl/PWP/s9wVim9Hq5hKIvvpJsdd1bxTIjNAfmy+10Yy02IrJS7cfLzkh8IKomRjdILmyQMNkmtQzJ+WBwU3ZtFjm7tAqEiABEiABEiABEgiSAH0oQQIMwenI3ocnBX8TFm97/oeCn+dtkpmIIRP940NbhEkKbbCd0sbdh1Zt22+7GR4NQKtvj8ftOig2kScvM9kuJg7Si2/OQbm1Hxic3ap+VQeZTVNJgARIgARIgARIgAQCIkAfSkC43DUY71Hxt2TT3n/9uPjTyWuKj5W4a/2Br7ZZ3QQ23TgLm9iOPAkx4U3ryKpSIdeHkkUfiq+vg/CwCkM7pN03KDs9Nc7XOJ4jARIgARIgARIgARJwPgH6UJy/h4pX0KRmlXdv7vDsZa0+mLDqP38sX7lVaEyBYgyGxD99aUvkQ/G/MwnkS+1qjAIfCByQs1mFB48sWCe0onOesA7QcnYtrXrMTT3Tr+nWoGpshByraAkJkAAJkAAJkAAJkIA6AvShqGMbUpLRqffu/pl39ctEfdA3/1j+/ayNMgs32AgdMTu9mqXaaIBM1WJjK6QVQ5m4ZPsJkVlzdavF4E/m1WWXVfC+9W6eekuv9D7NU0V54uwCQr0kQAIkQAIkQAIk4B4C9KG4Z68tWCle2/domoK/bXuLPp2y5qOJq+evK7RAbkiIQBBKSKzDykUs37Jvc+FhKyVaJ0tcMRSpATvdhFWNse4SMCMJRaOHdap3VdcG9ZJizcznHBIgARIgARIgARIgAYcToA/F4Rtok/nJVSIRk4K/gg17Ppq0+pPJa8Q+KushdH6bOm0aVtOjy0FaxAahpMRHNU6RVbpi/OKtMneWBWWxL9UqR1zUvu5lneq3bcSPuczrlFaRAAmQAAmQAAmQgCYC9KFoAh2qarJqxz9zWaunLm2JtqzoiPztzA2bdh8K1cV6W1eF8uegHY+3s24+LragrLTYiu37ihZv3CvzUnFzj9746Ep9W9a6pENar5yUiuy3JfMCpVUkQAIkQAIkQAIkoJcAfSh6eYeoNlQE6NIkGX8vXd1m1upd3/y5Hn/uqT6LwP4M9uMoc22juAfaY5c5LOJAN2GNZsYXCAXVsEblmonRIvZMoxFY9YBWtfq3qtUxPQkeUo2aqYoESIAESIAESIAESEA6AfpQpO+Qs+xDwZTcBlXx1ykjqd9TY51lvDlrI8IqjLyombm5oT1rwfrC3QeOyFyjtIKyYpOe3JPIExVesUPj6j1zUuA6kZbnJfNDRKtIgARIgARIgARIwJ0E6ENx574rX/U741Yo1yFDwfA+GbXc96LeCHuxiTwoC1pHWKMZsXEotnQ1jo0MO1B0zMg1FuSYmIiwDunVuzRJ6ppZo1X9xDBm6wQJlNNJgARIgARIgARIwAUE6ENxwSZrXyK69oyZs0m7WhsUxkVVun9Qtg2KnaBSbGyFtGIoG3cfWrVtv8wttaUYSnbt+GnLd6gAgpomSLtrWS+xRb1EFIFukZbAKicqOFMmCZAACZAACZAACYQwAfpQQnhzbVvaqAmrjpecsE29RsX3DsxKjA3XqNAxqnABTFqyXaa57GpscF+a1KyCDlwGB1s47Kaeja3yoVSPi2hUIy49Na5FvYQWaYk5dROQfGehqRRFAiRAAiRAAiRAAiTgNgL0obhtx3Ws9938lTrU2K0Dj5e3921itxVC9c9ctetgsY50DBPrtyW2woed46VW3s2zqfLu5Z3ro2n6cz8UoCyxwf9QzQT9qlMSImsmRDdKqYyisI1qnPoXkWIGJXAYCZAACZAACZAACZAACRghQB+KEUocEwABtGJxSUeeh4fkRIfzE+T52hCbyINu3ElxNsRWeMb036P5i7b6OGvjqbzMGnZpR8f0YR3rfTZ1LSoT7zl0FJVKKkeGVY6qdOrfU/8D/1ZKiKmUkhAF10mN+Ej6SuzaKeolARIgARIgARIgAbcR4BOg23Zc+XpdUk0WdUmv695IOU3HKhDrQ5HW1RiVUFAPReA+o8dWl8zdsZ6tAAAgAElEQVQkGw1D3g3+bDSAqkmABEiABEiABEiABEigLAH6UMoy4RHzBPDG+OsZ683Pd87MfYeP5d4/xjn2erC0SnQl9HBF3gRak3g4HcSh4mMl05bvDEKAwqnds1MUSg9ctNiOPCjsWjU2IvAFcQYJkAAJkAAJkAAJkAAJhDIB+lBCeXf1r+2Tyavx/Kxfr36Nuw4U40+/Xms1IvHqrbHLH7mo+cMX5lgoeeqyHUdEXgblzzmnc4adsRVlIYsN2LExkacsJR4hARIgARIgARIgARIgASEEyguxg2aEBoF3xrmimmxobFbpKlC2c+Tn86ztoSPWL9CyfiKib0Rtn9g4FGkdoEXtGo0hARIgARIgARIgARJwLQH6UFy79dYvfPbqXQvWFVovlxLVE/h0yhoLlYyTWiS1W5ZtRVI94l2yae/2fUUeT9l7UGDAjr1AqJ0ESIAESIAESIAESIAESgnQh8IrwTICDEKxDKV2QSeMd5H1Z9v+omPwpvkbZc/57tmyfChiA3aapyVIC9ix54qhVhIgARIgARIgARIgARL4KwH6UHhFWEPg8JHjoy2NZbDGLEoxRuDSTvWMDfQ/atKSbSUnTvofp31EpYrlOzS2uHpukIuQ29VYWMBOkJw5nQRIgARIgARIgARIgASsIkAfilUk3S7ni+nrEIDgdgrOXP+N5zbu0iTZKtvFJvK0bVQtKlxQFW3E/qCmr1XYrZWTl2nZ9WCtYZRGAiRAAiRAAiRAAiRAAvYSoA/FXv6ho/2dcStCZzFuWkm9pNjnr2hl4YrF5qdIK4ayYN0e9AK3kLxVoiqUP6eTsO5FVi2NckiABEiABEiABEiABEggSAL0oQQJkNNPEVi6eR/a2ZKF4wigdOgHf+sYExFmleU79xcv2rDHKmnWymExFIM8W9WvGhtp2SVhUCmHkQAJkAAJkAAJkAAJkIAjCNCH4ohtkm7kuwxCkb5Fnu27s18TayMO0KnXuuq0nm02dxRZPLkNqpmbq2gWA3YUgaVYEiABEiABEiABEiABElBHgD4UdWzdIvno8RMfTlztltWG0DozUuMeH9rC2gWJ9QvAVYSastYuNhhpx0tOTF66PRgJ6ubmZbEYijq6lEwCJEACJEACJEACJOBsAoIeKpwN0sXWfz9rAzI4XAzAkUuvWKH8h7d2igirYK31Yn0o0oqhzF69+4DIGsxhFcR1L7L2EqU0EiABEiABEiABEiABEgiGAH0owdDj3FMEWE3WidfBQ+c3RdkLay3fuPvQyq37rZVplTQWQzFIsk1DWd2LDJrNYSRAAiRAAiRAAiRAAiSghwB9KHo4h6yW9TsPjl24NWSXF6ILa1EvccQFTS1fXP4ioVdClehKzdMSLF9vMALHi+1qzESeYPaVc0mABEiABEiABEiABEKdAH0oob7Ditf3Xv7KEzKLiCpeuHPFh4dV+HB4J+TyWL6EcVJ9KF0zk9GByPL1mhZ45FjJ1GVSi6Fk1jC9Lk4kARIgARIgARIgARIggZAnYP1zVMgj4wJPE4D35P3xqwjEWQQev6R5Zq0qKmwWWwxFWiLPjJU7i46WqNiCIGWiPk67xrK6FwW5Ik4nARIgARIgARIgARIgAWsJ0IdiLU93Sftt/haUwHDXmh2+2g7p1e/qn6liESu27t9ceFiF5OBlSisoiw7QwS9KhQQ4UCwvM6zCTsokARIgARIgARIgARIgAbsI0IdiF/lQ0Mtqss7axejwiqOGd1KU1TJu0RaZNJLiIpvUVBJ3Y3q9YgN28pjIY3pTOZEESIAESIAESIAESMAdBOhDccc+K1jljn3FP87eqEAwRaoi8NwVreonxSqSnr9IaGxFt2xZBT4OHzn+58qdinYhSLF5LCgbJEFOJwESIAESIAESIAESCHUC9KGE+g4rW9+oiauOlZxQJp6CLSZwbtOUm3umWyz0/4tDWeHxi4U25ZFWDGXKsh1Hj0v84ESFV8xtwGIoij4iFEsCJEACJEACJEACJBAiBOhDCZGN1L+Md8au0K+UGs0RiIuq9N4tHczNNTJrwfrC3QeOGBmpf4y8YihCnU0dGlevVJG/CPqvUGokARIgARIgARIgARJwEgHeMTtpt+TYOnnpdtQQlWMPLfFN4JVr29RMjPY9JpizYgt81KkWk1Y9JpilWT5XLCsm8li+1xRIAiRAAiRAAiRAAiQQegToQwm9PdWxIlaT1UHZIh2Dcmtf3rm+RcI8i8lfJDS2Qloiz/6iY3PW7PYM0e6j0gJ27OZB/SRAAiRAAiRAAiRAAiTggQB9KB6g8JBvAvsOH/1y+jrfY3hWCIFqlSP+c0N7pcYcLzkxael2pSpMC5fmQ5m0ZFvJiZOml6NuYmxkWMt6ierkUzIJkAAJkAAJkAAJkAAJhAYB+lBCYx+1ruKTyWuKjpZoVUllZgm8eUO76nERZmcbmjdr9e4DRccMDdU+SFqz3vwCod2LOmUkVazAnwPtFygVkgAJkAAJkAAJkAAJOI0Ab5qdtmMC7GUij4BNMGTCZZ3rn9+mjqGhQQwSW+AjIzWuRnxkECuzfqpYVnmZydavlhJJgARIgARIgARIgARIIOQI0IcScluqeEFz1+yet7ZQsRKKt4BAakLUK9e0sUCQPxHjFm3xN8Se892ya9ij2ItWtC5auF7oZycvSxYrLwh5mARIgARIgARIgARIgARsJkAfis0b4Dj174xb6Tib3Wnwuzd3qBJdSfXai4+VTFu+U7UWc/K7Z6eYm6ho1oTF205KrIVSDtdJ87QERaumWBIgARIgARIgARIgARIIJQL0oYTSbipfC8qgfDpljXI1VBA0gZt6Nu7VLDVoMf4FTFu+48gxicVxyp9zTpcmSf4XoHGE2ESezhlJwKWRBFWRAAmQAAmQAAmQAAmQgFMJ0Ifi1J2zxW6040FTHltUU6lxAvWSYp+/orXx8cGMHCe1q3GztISEmPBglmb53PEFQjtAS0t6spw8BZIACZAACZAACZAACZCAVQToQ7GKpCvksJqs/G1GQMEHf+sYHV5Rj6liYyu6CyvwsXVP0dLN+/RsSqBapHUvCtR+jicBEiABEiABEiABEiABbQToQ9GG2vGKlm/ZN3npdscvI9QXcFf/TPSp1bNKtDSevXq3Hl2BapEWWzF+sdAglMTY8Oza8YHi5XgSIAESIAESIAESIAEScCcB+lDcue9mVv0uq8mawaZ1TpOaVR67pLk2lROXbDteckKbOuOKwiqU75he3fh4DSPHF2zToMWEiq6ZyayFYoIbp5AACZAACZAACZAACbiTAH0o7tz3gFd9rOTEqImrAp7GCRoJVKxQ/sNbO0WEVdCmM1+qXyC3YdWYiDBtHIwoEpv0xEQeI9vHMSRAAiRAAiRAAiRAAiRQSoA+FF4Jhgj8OHvjjn3FhoZykE0EHjq/act6iTqVi/ULSCuGsn7nwTXbD+jcGuO68rKSjQ/mSBIgARIgARIgARIgARJwOQH6UFx+ARhdPqvJGiVl0zh4T0Zc0FSn8l0HiheuL9Sp0bguacVQxDqbkuIikf9lHCxHkgAJkAAJkAAJkAAJkIDLCdCH4vILwNDyN+w69Nv8LYaGcpAdBMLDKowa3gm5PDqVo8DHyZM6FRrVFVmpQtuG1YyO1jJObDEUBqFo2X8qIQESIAESIAESIAESCB0CWh+6Qgeby1by/viVJ2Q+LrtsI7wt9/FLmmfW0h1NIDa2okN6EpxK3ljZclwsqzxhHaBt2R0qJQESIAESIAESIAESIAHjBOhDMc7KpSPhPXkvf6VLF++EZXdMT0I/Y/2WjlsktFlv9+wa+mn40Lhi6/7NhYd9DLDxVF4mi6HYiJ+qSYAESIAESIAESIAEnEeAPhTn7Zlmi/9YsAW5PJqVUp1BAtHhFT8Y3rG89ua0m3YfWrl1v0EjNQ/rJiy2YnyBUGdTakJUwxqVNe8O1ZEACZAACZAACZAACZCAownQh+Lo7dNh/DvjGISig7M5Hc9f0bp+Uqy5ucHMEhuEUjkyTHNzIr8YmcjjFxEHkAAJkAAJkAAJkAAJkIBTCNCH4pSdssfOnfuLv5+1wR7d1OqPQM+clJt6NvY3Ssl5sX6BLpnJFcqfo2TNpoSijpDcgrJM5DG1p5xEAiRAAiRAAiRAAiTgZgL0obh59/2v/dMpa46VnPA/jiO0E6gSXendmztoV/s/hfkF2+xS7VuvtGIoO/YXwRHp22a7zkrrAG0XB+olARIgARIgARIgARIgAeME6EMxzsqNI2et2uXGZTthza9c06ZmYrQtlqJIKuqh2KLar1JpxVA27RZaTbZOtZi61WL88uQAEiABEiABEiABEiABEiCBMwnQh8LrwRcBsf1EfBntgnODc2tf1rm+XQvNl9qRp1rliKxa8XZh8ah32eZ9Ho/bflCas8l2IDSABEiABEiABEiABEiABIwQoA/FCCX3jqlYgVeIuN2Hp+A/N7a30SyxxVDyspK1dyjysw9LNu31M8Km02Blk2aqJQESIAESIAESIAESIAEHE+ATsoM3T4PpLdISNGihioAIvHlDO7hRAppi4WDJRVK7Z6dYuFJLRC0V60NhQVlLNphCSIAESIAESIAESIAEXEaAPhSXbXiAyx3eJyMxNjzASRyukMDlneuf36aOQgX+RC9cX7jrgNQiqfJiK9btPOiPqA3nGyRXtquYjg2rpUoSIAESIAESIAESIAESsI4AfSjWsQxFSbUSo2c82RelN1Lio0S1jA1F2P7XlJoQ9fI1bfyPUzlCbCIPrlW4BlQu3YzswoNHzUxTPIeJPIoBUzwJkAAJkAAJkAAJkEDIEqgYsivjwiwigOfSj27tZJEw28SM/HzeP79aYJt6ixSjmTFaGlskzKSYcVILykrralzKN7JSBZOgVU5jQVmVdCmbBEiABEiABEiABEgglAkwDiWUd5drO01g6vIdTqdxc8/0Xs1S7V3F8ZITk5Zut9cGb9q7ZdfwdsrG4/F2+7w8rr0ri6F45MKDJEACJEACJEACJEACJOCPAH0o/gjxvPMJlJw4+efKXY5eR72k2OeuaGX7Emav3n2g6JjtZng0IE+kX6CqfdV/PVLCwYzUuOQqkd7O8jgJkAAJkAAJkAAJkAAJkIAPAvSh+IDDUyFCYOH6PQeLhT75G0Fc/pxzRg3vGB1uf+bduIKtRgzWP6ZRDaFFUpvWjtdPw7fGvCyJATu+beZZEiABEiABEiABEiABEhBCgD4UIRtBMxQSmObwRJ67+md2TE9SCMiw6Hy5xVDEdTUuhdqqflXDdDUNZEFZTaCphgRIgARIgARIgARIIBQJ0IcSirvKNf2VgKOLoTSpWeXxS5pL2NLiYyVivVHdspMlICprQ9tG1RBGVPa4XUdgC4uh2AWfekmABEiABEiABEiABEKAAH0oIbCJXIIfAmKf/P3YXa5cxQrlP7y1U3iYiN4uwAg3il+b9Q+Q7BdA5ZFOGSJiiEr3pVndhKqxEfr3iBpJgARIgARIgARIgARIIDQI0IcSGvvIVXglsLnw8PqdB72eln1ixAVNW9ZLFGKj2ESepnVE+wWGdkwTsoMwo3/LWnKMoSUkQAIkQAIkQAIkQAIk4DgC9KE4bstocGAEnBuEAu/JQ+c3DWy1KkfnSy0o2112kdRLOqTFRVVSuTMByO5HH0oAtDiUBEiABEiABEiABEiABM4mQB/K2UT4/0OMwNRlO5y4IuTvIIsHuTxCjEdL41mrdwsx5iwzumWLbjQDB8odfZtIQFe7arTAGrcSyNAGEiABEiABEiABEiABEjBIQMoTmkFzOYwEAiUwbYUjfShPDG2BarKBLlbd+ElLtx8vOaFOvmnJFcqfI6rgiMeFwIdSJdr+UJRruzeSVN/WIyoeJAESIAESIAESIAESIAHRBOhDEb09NC5IAoePHJ+3tjBIIfqno5Pxnf1ERC6cXrvYYiitG1StHBmmf48C0ggHygtXtg5oiuWD0R7o6rwGloulQBIgARIgARIgARIgARJwFQH6UFy13a5b7MxVu2RGT/jYiejwih8M7yiqIS6sHcdiKD72zMCpq/ManteipoGBqoZc2K5OrcRoVdIplwRIgARIgARIgARIgATcQYA+FHfss1tX6cSCss9f0bp+UqyoHdt1oHjheqHhPMKLoZy5j+/e3KFGfKQtOwuX3MghzWxRTaUkQAIkQAIkQAIkQAIkEEoE6EMJpd3kWs4mMHW5w4qh9MxJualn47OXYff/n7B428mTdhvhST8q77ZvXN3TGYnHkqtEfn5nV1vqBA/rVE9UeR2J20ObSIAESIAESIAESIAESMAAAfpQDEDiEGcSwGP/dEf5UFA1A6EKAmGPW7RVoFUwqX3jahFhFWTa5tEqlL99+Zpcj6fUHUyMDf/XFTZXY1G3OkomARIgARIgARIgARIgAZ0E6EPRSZu6tBJYunnvnkNHtaoMTtkr17SpKbJihdiCst2zU4JDbsPsm3umj7ggR6fif1+VWz0uQqdG6iIBEiABEiABEiABEiCBUCVAH0qo7izXVc5ZxVAG59a+rHN9gdu2ufDwiq37BRoGk7pl1ZBpmG+rHruk+Z39Mn2PseosUsNkXldWLZBySIAESIAESIAESIAESEAnAfpQdNKmLq0Epi5zTDGUapUj/nNje610DCsTm8gTExHWun6i4XXIGohWxxqKvPZomoLgJlkrpzUkQAIkQAIkQAIkQAIk4GQC9KE4efdou08CDopDgQPl/7V37zFalXcewJkbAwwwXIThKjrjBRgQQRQUxgsqpa1atcZWWzXWLi2Ku23sJXXbzbauu9m2ptuu2dikukq2STfN/tEmm/6xUXsbbK1tJIgyXKwV5X5H5DrMnq2JdQVm3nfec877PO/7SUhT3/ec5/d7Ps/B5P16znOSGKXX2ZTty2dCfavxFdNbyrI/a1or8fe3XvjU8o7s9nNJXqX80y9fHTVRWtTGIUCAAAECBAgQIJCWgAwlLUnjhCWQvI432CdQ3id1x+VtyYM8YfG9p5tgN0OJ6K3Gp1vcO69o+/U/fOj8Cc2nO6Dfny+95ryffGnR4IExbbjb78k6kQABAgQIECBAgEBuAjKU3KgVylVgZdeOXOv1t1iyiez3An7aYv2W/Zt2Hezv5LI9L9LNUN6HclHr6Be/fcMXb5iR1g0jyfaxP/ny1cmdTWkNmO0qGp0AAQIECBAgQIBAVAIylKiWS7MFC3Su3VbwseU8MHmZcfJK43J20GvtYB/kSd7XO2vKqF57j+bL5HGeb94xd813brxl/lk1Nf1ve9TQxodvm7Px0Y/eMHdy/0dxJgECBAgQIECAAAECpxeoP/1XviEQsUAU96Ekr7ldPCvot/MGu6HsVe3jS4kbAryyzxs//McPXNm1ed+jP1v7w19tLPy13InD5dPG3X3VObdcelZTo3+lB7i2WiJAgAABAgQIEKgcgZqenp7KmY2ZEPizwNHjJ5rv/OHhY90he7S1DFv1yEdC/tGb/Lth7D0/SnaWCZDx3/5qfpJABdhYKi2d6On5w6u7fr5m6wsbd7342u4/bj+QXNLvHbm2pqZt3LDkOaAkg1ty4aTxIwenUtcgBAgQIECAAAECBAj0LuA/Wvbu49soBX7/6q7AA5TkN/CTyxeGHKAkC7/69T1hBihJb5WxGcrp/nYll8fctjOSP+8ckIRZW/a+vfvAkYNHjie7nCQPf40fMXiIW05Ox+dzAgQIECBAgAABApkJyFAyozVw+QTCf6vxA9e3L5zaUj6hgio/vXpzQcflftCEkUOyeJdN7vMotGDytE4y5eRPoSc4jgABAgQIECBAgACBbATsKZuNq1HLKhD4hrLtk0c89PHZZRUqqPgzL20t6LjcD7p65vjcaypIgAABAgQIECBAgACBATIUF0EFCoS8oWzyLMZTyzsaG+oCd+8+0fPLlwPNUBbJUAK/erRHgAABAgQIECBAoEIFZCgVurBVPK2N2w5s23coWICvfvSCZCvQYNt7t7Hfbdi5/9CxMPu8qn1cmI3pigABAgQIECBAgACByhaQoVT2+lbj7ELeDCVJT/725guiWJVnXtoSZp/J+4ymjBkaZm+6IkCAAAECBAgQIECgsgVkKJW9vtU4u86128OcdvL8zor7O5JnecJs731dBZuh2AwliutHkwQIECBAgAABAgQqUiCOn3MVSW9SGQkEex/Kw7fNmT5pREazTnfYI8e6g42ibIaS7lobjQABAgQIECBAgACBwgVkKIVbOTICgX1vH12zaW+AjSZvMv78ddMDbOyULSWb8h4+1n3Kr8r+4VXtXspT9kXQAAECBAgQIECAAIEqFZChVOnCV+q0f7Nux4mentBm19RY/9TyhbU1NaE1drp+gn2QZ8aZI8c2Dzpd2z4nQIAAAQIECBAgQIBApgIylEx5DZ63QGdXiJuhPHLXxa0tw/K2KKHe06s3l3B2hqdePcNNKBnyGpoAAQIECBAgQIAAgd4FZCi9+/g2MoEAN0NZPGvCZ649PyLHA4eO/W7jrjAbthlKmOuiKwIECBAgQIAAAQJVIiBDqZKFroppdp/o+e36nUFNdUTTwCfuXRhUS30286tXth3vPtHnYfkfUFdbc/m0lvzrqkiAAAECBAgQIECAAIF3BGQoroTKEVj12u63Dh8Laj7/+ql5E0cNCaqlPpt5evWWPo8pywEXtY5OMqmylFaUAAECBAgQIECAAAECiYAMxWVQOQIr14W1GcrN86Z88vK26HyD3VB2kc1QoruYNEyAAAECBAgQIECgsgRkKJW1ntU9m861AWUoyetjHlt6aXQLsuvAkVV/2h1m2zZDCXNddEWAAAECBAgQIECgegRkKNWz1pU/06A2lH1s6WVjhsf3Ft5n12wJ793Q/3fpDqyvXXD+2Mq/iM2QAAECBAgQIECAAIGABWQoAS+O1ooReGPXwdd3HizmjAyPvfOKtpsuOTPDApkN/czqrZmNXdLAl543dkhjfUlDOJkAAQIECBAgQIAAAQKlCchQSvNzdjACK7t2BNLLpNFN3717XiDNFNtGuJuhzBxf7FwcT4AAAQIECBAgQIAAgXQFZCjpehqtbAKdXdvKVvv/F3582YJIXx/z5u63uzbvC4TxfW0smjEuzMZ0RYAAAQIECBAgQIBA9QjIUKpnrSt8poHch7Js8dTFsyZEah3sTShNjfXzzh0Tqaq2CRAgQIAAAQIECBCoGAEZSsUsZVVP5O0jx198rfxvk2lrGfatO+fGuxJPr94SZvMd01oa6vzLKszF0RUBAgQIECBAgACBKhLws6SKFruCp/r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   "cell_type": "markdown",
   "metadata": {
    "hideCode": false,
    "hidePrompt": false,
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     "slide_type": "slide"
    }
   },
   "source": [
    "<center>\n",
    "    <h1>Part 3:  Advanced Features with Stormpy</h1>\n",
    "    <h2>Matthias Volk</h2>\n",
    "    <br>\n",
    "    <br>\n",
    "    <img src=\"attachment:storm_logo.png\" width=\"500px\"/>\n",
    "</center>\n",
    "\n",
    "**<center>[www.stormchecker.org](https://www.stormchecker.org)</center>**\n",
    "\n",
    "<div align=\"right\">Press <em>spacebar</em> to navigate</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hideCode": false,
    "hidePrompt": false,
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Stormpy\n",
    "### Python bindings for Storm\n",
    "- **Easy access** to Storm's algorithms and features\n",
    "- Maintains **performance** of Storm\n",
    "- Allows **rapid prototyping**:  \n",
    "  &#10140; Implement your own customized approach  based on probabilistic model checking\n",
    "\n",
    "more information at:\n",
    "**<center>[www.stormchecker.org/stormpy/](https://www.stormchecker.org/stormpy/)</center>**\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hideCode": false,
    "hidePrompt": false,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "## Running Stormpy\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "hideCode": false,
    "hideOutput": false,
    "hidePrompt": false,
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [],
   "source": [
    "import stormpy\n",
    "import stormpy.info\n",
    "\n",
    "print(\"Stormpy version: \" + stormpy.__version__)\n",
    "print(\"using Storm in version: \" + stormpy.info.storm_version())"
   ]
  },
  {
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     ]
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "hideCode": false,
    "hidePrompt": false,
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Running example: MP3 player\n",
    "<br>\n",
    "<center>\n",
    "    <img src=\"attachment:mp3-player.svg\" width=\"25%\"/>\n",
    "<div style=\"font-size:10px\">Source: <a href=\"https://pixabay.com/vectors/mp3-player-mp3-usb-player-music-146314/\">Pixabay</a></div>\n",
    "</center>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "cell_style": "split",
    "hideCode": false,
    "hidePrompt": false,
    "slideshow": {
     "slide_type": "-"
    }
   },
   "source": [
    "### Setting:\n",
    "- MP3 Player with 100 songs\n",
    "- Start at random song\n",
    "- Want to listen to song number 42\n",
    "- Only two buttons:\n",
    "  - *next song*\n",
    "  - *random song*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "cell_style": "split",
    "hideCode": false,
    "hidePrompt": false,
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "### Question:\n",
    "- Find fewest steps to reach song number 42\n",
    "- Which buttons should be pressed in which order?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hideCode": false,
    "hidePrompt": false,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "## Music shuffle in stormpy\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "hideCode": false,
    "hideOutput": false,
    "hidePrompt": false,
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [],
   "source": [
    "prism_program = stormpy.parse_prism_program(\"examples/music_shuffle.nm\")\n",
    "print(prism_program.model_type)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "hideCode": false,
    "hidePrompt": false,
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [],
   "source": [
    "options = stormpy.BuilderOptions(True, True)\n",
    "options.set_build_state_valuations()\n",
    "options.set_build_choice_labels()\n",
    "model = stormpy.build_sparse_model_with_options(prism_program, options)\n",
    "print(\"Number of states: {}\".format(model.nr_states))\n",
    "print(\"Number of transitions: {}\".format(model.nr_transitions))\n",
    "print(\"Labels: {}\".format(model.labeling.get_labels()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hideCode": false,
    "hidePrompt": false,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "## Model checking with stormpy\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "cell_style": "center",
    "hideCode": false,
    "hidePrompt": false,
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [],
   "source": [
    "# Set property\n",
    "formula_str = 'Rmin=? [F \"found\"]'\n",
    "properties = stormpy.parse_properties(formula_str, prism_program)\n",
    "\n",
    "# Model checking\n",
    "result = stormpy.model_checking(model, properties[0])\n",
    "\n",
    "# Print result\n",
    "initial_state = model.initial_states[0]\n",
    "print(\"Expected number of steps to reach song 42 (from initial state): {}\".format(result.at(initial_state)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hideCode": false,
    "hidePrompt": false,
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Exploring the model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "hideCode": false,
    "hidePrompt": false,
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [],
   "source": [
    "state = model.states[2]\n",
    "state_vals = model.state_valuations\n",
    "print(\"State {} with variable values: {}\".format(state, state_vals.get_string(state.id)))\n",
    "choice_labels = model.choice_labeling\n",
    "for action in state.actions:\n",
    "    for transition in action.transitions:\n",
    "        print(\"With action {} and probability {}, go to state {} {}\".format(choice_labels.get_labels_of_choice(action.id+3), transition.value(), transition.column, state_vals.get_string(transition.column)))\n",
    "        if transition.column > 10: break"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hideCode": true,
    "hideOutput": false,
    "hidePrompt": false,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "## Results for all states\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "cell_style": "center",
    "hideCode": false,
    "hidePrompt": false,
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "# Results for all states\n",
    "i = 0\n",
    "for res in result.get_values():\n",
    "    print(\"Result for state {} {}: {}\".format(i, state_vals.get_string(i), res))\n",
    "    i += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "cell_style": "center",
    "hideCode": false,
    "hideOutput": false,
    "hidePrompt": false,
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams[\"figure.figsize\"] = (15,5)\n",
    "plt.axvline(x=28, color=\"r\")\n",
    "plt.axvline(x=42, color=\"r\")\n",
    "plt.xticks(list(range(0,101,10)) + [28,42])\n",
    "plt.xlabel('Current song number')\n",
    "plt.ylabel('Expected steps till song 42')\n",
    "plt.title(\"Music Shuffle\")\n",
    "\n",
    "# Plot results for all states\n",
    "plt.plot(range(1,101), result.get_values()[1:], linewidth=2);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "## Exploring the solution\n",
    "\n",
    "**Question**: Which button should be pressed?\n",
    "\n",
    "**Solution**: Obtain scheduler specifying the optimal choice\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "cell_style": "center",
    "hideCode": false,
    "hidePrompt": false,
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [],
   "source": [
    "result = stormpy.model_checking(model, properties[0], extract_scheduler=True)\n",
    "scheduler = result.scheduler\n",
    "assert scheduler.memoryless\n",
    "assert scheduler.deterministic\n",
    "\n",
    "buttons = dict()\n",
    "for state in model.states:\n",
    "    choice = scheduler.get_choice(state)\n",
    "    action = choice.get_deterministic_choice()\n",
    "    buttons[state.id] = action\n",
    "    \n",
    "print(buttons)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "for s, b in buttons.items():\n",
    "    if s == 0: continue\n",
    "    print(\"{}: {}\".format(s, choice_labels.get_labels_of_choice(b+2*s+1)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "## Exploring the solution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [],
   "source": [
    "plt.xlabel('Current song number')\n",
    "plt.ylabel('Button to press')\n",
    "plt.title(\"Music Shuffle\")\n",
    "plt.yticks([0,1], [\"next\", \"shuffle\"])\n",
    "\n",
    "button_list = [b for s, b in buttons.items()]\n",
    "\n",
    "# Plot results for all states\n",
    "plt.plot(button_list[1:], linewidth=2);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Multiobjective model checking\n",
    "Satisfy more than one objective:\n",
    "1. Reach song 42 within 10 steps, and\n",
    "2. Do not listen to the songs 1-10 before song 42 (for the first 10 steps)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "## Multiobjective model checking"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "cell_style": "center",
    "hideCode": false,
    "hidePrompt": false,
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [],
   "source": [
    "!storm --prism examples/music_shuffle.nm --prop 'multi(Pmax=? [F<=10 \"found\"], Pmin=? [!\"found\" U<=10 \"avoid\"])' --multiobjective:exportplot . | tail -1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "hideCode": true,
    "hidePrompt": false,
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from numpy import genfromtxt\n",
    "overapprox = genfromtxt('overapproximation.csv', delimiter=',', skip_header=1)\n",
    "underapprox = genfromtxt('underapproximation.csv', delimiter=',', skip_header=1)\n",
    "boundaries = genfromtxt('paretopoints.csv', delimiter=',', skip_header=1)\n",
    "import matplotlib.pyplot as plt\n",
    "plt.margins(0)\n",
    "plt.axis((0,1,0,1))\n",
    "plt.xlabel('Find song 42')\n",
    "plt.ylabel('Avoid first 10 songs')\n",
    "plt.title(\"Music Shuffle\")\n",
    "plt.axhspan(0, 1, facecolor='r', alpha=0.5)\n",
    "plt.fill(boundaries[:,0], boundaries[:,1], 'r', alpha=1)\n",
    "plt.fill(overapprox[:,0], overapprox[:,1], 'b', alpha=1)\n",
    "plt.fill(underapprox[:,0], underapprox[:,1], 'g', alpha=1);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "cell_style": "center",
    "hideCode": false,
    "hidePrompt": false,
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Parametric model checking\n",
    "- Leave some probabilities open and use parameters instead\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "cell_style": "split",
    "hideCode": false,
    "hidePrompt": false,
    "slideshow": {
     "slide_type": "-"
    }
   },
   "source": [
    "### Music shuffle 2:\n",
    "- 20 songs\n",
    "- Start at song 10\n",
    "- Only one (probabilistic) button:\n",
    "    - with probability *p* go to *next song*\n",
    "    - with probability *1-p* go *two songs back*\n",
    "- Want to listen to song 12"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "cell_style": "split",
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "prism_program = stormpy.parse_prism_program(\"examples/music_shuffle2.nm\")\n",
    "properties = stormpy.parse_properties('Rmin=? [F \"found\"];Rmin=? [F \"found2\"]', prism_program)\n",
    "model = stormpy.build_parametric_model(prism_program)\n",
    "\n",
    "# Model checking\n",
    "result = stormpy.model_checking(model, properties[0])\n",
    "initial_state = model.initial_states[0]\n",
    "ratfunc = str(result.at(initial_state))\n",
    "print(ratfunc)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "cell_style": "center",
    "hideCode": false,
    "hidePrompt": false,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "## Parametric model checking\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [],
   "source": [
    "plt.xlabel('p')\n",
    "plt.ylabel('Expected steps till song 12')\n",
    "plt.title(\"Music Shuffle\")\n",
    "\n",
    "p = np.linspace(0.001, 0.999, 100)\n",
    "plt.axis((0,1,0,60))\n",
    "plot_func = eval(ratfunc.replace(\"^\", \"**\"))\n",
    "plt.plot(p, plot_func, linewidth=2);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "cell_style": "center",
    "hideCode": false,
    "hidePrompt": false,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "## Parametric model checking\n",
    "Reaching different songs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "cell_style": "center",
    "hideCode": true,
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [],
   "source": [
    "# Model checking for song 3\n",
    "result2 = stormpy.model_checking(model, properties[1])\n",
    "ratfunc2 = str(result2.at(initial_state))\n",
    "plt.xlabel('p')\n",
    "plt.ylabel('Expected steps till song')\n",
    "plt.title(\"Music Shuffle\")\n",
    "p = np.linspace(0.001, 0.999, 100)\n",
    "plt.axis((0,1,0,60))\n",
    "plot_func2 = eval(ratfunc2.replace(\"^\", \"**\"))\n",
    "plt.plot(p, plot_func, label=\"Song 12\", linewidth=2)\n",
    "plt.plot(p, plot_func2, label=\"Song 3\", linewidth=2)\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hideCode": false,
    "hidePrompt": false,
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Stormpy\n",
    "- **Python** bindings for Storm\n",
    "- **Easy and rapid** access to features of Storm\n",
    "- Allows **user guided analysis**\n",
    "- **Fast prototyping** of tools and approaches"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "## Summary"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "cell_style": "split",
    "hideCode": false,
    "hidePrompt": false,
    "slideshow": {
     "slide_type": "-"
    }
   },
   "source": [
    "### Storm\n",
    "- Is **efficient**\n",
    "- **Modular** approach for solvers\n",
    "- Specialized **engines**\n",
    "- Broad range of **properties** (probabilities, expected rewards, multi-objective, ...)\n",
    "- **Parametric analysis**\n",
    "- and many more: Partially observable MDP, generalized stochastic Petri nets, dynamic fault trees, ..."
   ]
  },
  {
   "attachments": {
    "screen_storm_website.png": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "cell_style": "split",
    "hideOutput": true,
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "### Try it out!\n",
    "<br>\n",
    "<center>\n",
    "    <img src=\"attachment:screen_storm_website.png\" width=\"90%\"/>\n",
    "</center>\n",
    "\n",
    "**<center>[www.stormchecker.org](https://www.stormchecker.org)</center>**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "celltoolbar": "Slideshow",
  "hide_code_all_hidden": false,
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.8.2"
  },
  "livereveal": {
   "footer": "<h3>Matthias Volk - Storm Tutorial at DisCoTec 2020</h3>",
   "scroll": true
  },
  "rise": {
   "autolaunch": true,
   "start_slideshow_at": "beginning"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}