library(ggplot2)
repro2<-read.csv("Repro2.csv")
# reorganized reproduction table to work with subsets
fidalgo<-subset(repro2, Site=="Fidalgo")
# Subset for just Repro Numbers from Fidalgo
ggplot(data=fidalgo, aes(x=Date, y=Brooders, group=Pop, colour=Pop))+geom_line()+geom_point()+ylim(c(0,15))+scale_colour_manual(values=c("#3366CC","#CC66CC","#FF9900"))+theme(axis.text.x=element_text(angle=90, size=10, vjust=0.5))
![plot of chunk unnamed-chunk-1 plot of chunk 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)
# Plots Brooders at Fidalgo for all three populations
manch<-subset(repro2, Site == "Manchester")
# Subset for just Manchester
ggplot(data=manch, aes(x=Date, y=Brooders, group=Pop, colour=Pop))+geom_line()+geom_point()+ylim(c(0,15))+scale_colour_manual(values=c("#3366CC","#CC66CC","#FF9900"))+theme(axis.text.x=element_text(angle=90, size=10, vjust=0.5))
![plot of chunk unnamed-chunk-1 plot of chunk 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)
# Plots Brooders at Manchester for all pops
oysbay<-subset(repro2, Site=="Oyster Bay")
# Subset for just Oyster Bay data
ggplot(data=oysbay, aes(x=Date, y=Brooders, group=Pop, colour=Pop))+geom_line()+geom_point()+ylim(c(0,15))+scale_colour_manual(values=c("#3366CC","#CC66CC","#FF9900"))+theme(axis.text.x=element_text(angle=90, size=10, vjust=0.5))
![plot of chunk unnamed-chunk-1 plot of chunk 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)
# Plots brooders at Oyster Bay for all Pops
ggplot(repro2, aes(x=Date, y=Brooders, group=Pop, colour=Pop))+geom_line()+geom_point()+facet_wrap(~Site, ncol=1)+scale_colour_manual(values=c("#3366CC","#CC66CC","#FF9900"))+theme(axis.text.x=element_text(angle=90, size=10, vjust=0.5))
![plot of chunk unnamed-chunk-1 plot of chunk 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)
# Creates a multi-level plot of all Brooders at All Sites
ggplot(repro2, aes(x=Date, y=Brooders, group=Site, colour=Site))+geom_line()+geom_point()+facet_wrap(~Pop, ncol=1)+theme(axis.text.x=element_text(angle=90, size=10, vjust=0.5))
![plot of chunk unnamed-chunk-1 plot of chunk 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)
# Creates a multi-level plot of all sites comparing different populations
repro3<-read.csv('reproperc.csv')
# CSV with percent brooders
ggplot(repro3, aes(x=Date, y=Percent, group=Site, colour=Site))+geom_line()+geom_point()+facet_wrap(~Pop, ncol=1)+theme(axis.text.x=element_text(angle=90, size=10, vjust=0.5))
![plot of chunk unnamed-chunk-1 plot of chunk 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)
# Plots percent brooders for each pop comparing sites
ggplot(repro3, aes(x=Date, y=Percent, group=Pop, colour=Pop))+geom_line()+geom_point()+facet_wrap(~Site, ncol=1)+theme(axis.text.x=element_text(angle=90, size=10, vjust=0.5))+scale_colour_manual(values=c("#3366CC","#CC66CC","#FF9900"))
![plot of chunk unnamed-chunk-1 plot of chunk 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AJANRlSAUqXaGyrS5y+8xjEAepxryPTbNmvhHxnLLe9y7TDiSyFOAWAajKkjhYcJcqnaMcYhAHqdbM4g0H3A7fNQllcyFKIUwCoJkNSTTs30U4CUGqa6T1jTfCdAFDfEoU6w01QAFRM3A0fbzgIL0yA7pQo+5R1nCEGoEm+iwC0gk0HAVBCAKgmQ0pNu6sQJff5iTUUAOjuatttqwQXG0MN214DoIQAUE2GhJo8ViGaMlv1phjEAUo8imDo9pYkaNxxBzEJAFUmAFSTIb4mr1WIEwCUvAXKBdDbW5qgUccdti4DgCoTAKrJkABQrxKFtsuNN0QANNH3Tr7X7a2DoDHHHZgZVKwzXAQFQMXE3fDxhmPwYjR4LuO2Z/+xGyQZoNbtWGZxAzQ0N71cZ4z0zLLLiCyFOAWAajLE1uQ9KmiK7Dcebwgt0HAA1JXvxQzQ4KSrgp0xjj63BAVAxcTd8PGGQ/BiAqh3CZowh2gQ+vfBvypfgG4JGjFeDr1jq6Iz1ggFQMWU2IUKWKUxqJAb+wDonsEboBuICoyXdXTGiqAAqJgSu7A8qzQGFfZ4XdKTOtKGMgB1PXFgoHPD0EDfjvspKk9b8/MFQoNrurRafrFWAaCaDJEADSqRb0udDAYBJG0NLoCuh56Lv8J8u1b0VJ62i89NgobWdLmsCSpLIU4BoJoMUTWF7pCTbUudDIZggHL4dj2ydWXleuo+MzTId+PKKVN52q4+b9zLbbThctkQVJZCnAJANRliagofUObaUieDoQhAH2iAUpwcIBoG0LCg3J+X6IzGfbODMlwuW4LKUohTAKgmQxRAw6s6KkCjJsVWgBJwcw00HY942kq4NyZQedpaGyr8ZwAAdeqHL+56ffKNxZrYhQDoxhC1JpTnebwMhlCAMvkmsDDwka7JP79pZ2cXlaettaHC2xwAderpMwBUMKi4R7/zPI+XwaAKoCManTVZGbopETf5jSmQuzOa4IU7ANSp9y+t5ByU2IUA6FqRD95YCHqABmEEqKUm/8X2DUPXJWKXXzR2RhOazQqAOvV496nDmtiFAOhK0U8uHhGgcevaRFWbz2ck+tS0HIiuSuxsWOIyaOwM4kUfZAmswrv07u6Vw5rYhQDoUglpjxl2hMhgCKYeG0DXy1HGkNKzJoOhS0NCBqXOziB2udsbgS6+WKvYAXr/0ZcOa2IXAqALpSw6Z9gRIoOhFEA3TWtOyQNqGtObTEPSMzxKO4MgqK1ES048iUTq6bOP/61dRiLm8YldCIAulDRjXZ/y1TdITEoNaVgtjSQ8sbleVVq0e1WnrbOA70ahPTm3JKhV3AB9/3JYhP/4T9Nnd7OYvZ1b7TWeVDytvDbxHs6itm4QmaBpIHq8Vp/UeB3ZlZ/5Q5EUN0Afh/yleyONCQDNouQr8WCXcj6ApvJzqKPVYfn57IXQw/GTHaDvhqHnD1/cfW4xJ04iMIU3FJeJbRqY9yTLYAibwnP6NpNzEnetmwwdP535TbsG1Z2xmcavS0x3PjGF39W99TZoYhcCoLMYeJF2O05Zg8Q+20MZZoDupsV7Gzp+mndEqzptPQq4Nwqd+Ll51iAXhfIrG0DfWR9FSuxCAHRS7KMsC0PSgvARG2RR39A2+88V+RqGKg2GVnXaev4mkz/KS36uRuK1CgDVZAjhBYvvlJREbQ3CDNCxwu2z7QkAHT8YEVLVaet9StnPqTU/l4kNtQoA1WTwLxD9LODKcBiARj9dvgNQy94gsS6WNwhduzfpPG29Tynrg1Zbfi5Sa2sVM0B/+GJ8EOne+kRSYhcCoIPinwVcG/hqymGQ/0Uxa2ys/Ix1YUmUpCGq8bQNODu3v2Zz5jwA6tI48Hz6zPpEUmIXAqCD+MaN8ftaqGqQDABtdwq00i3OhfVZnWdqBzyNp23QdGC1omc8eQSAuvT+Zbf6fh2JWp9FSuxCALQX58Sbf+57HIA2QaNDp8H1rOMWouTsvo7O2GwUaj65CYA69TikzNuf5UzsQgC0E+/aOXf+T6lZI7/vK0BZanqgXqMyl1gSJXxqr6ozWjXmfiyLJ98BULf6LeltWfTPAChLUNzZm8cAKL/vW77X73m9CnWiimWZOsF3qUtm2ih0tXOIhZ8AqK8SuxAAbcX+/BDnLhy8hpIAvW0fHGKpiXyV9KbE7UoMvstdMsMudx78BEB9ldiFAOhDjgcwGXciZjb4FkjYotgB0OA3RhMGkp/WEocBaI/QLT7xJFK8UnsEAF1d1Dy+uV5nyW7wByi77/YlxTwvgA5958VxALrZKHQ8pi0JahUAqsngBdAcvgHQtW67t7xzADT4rWtHAuhlQdDpiADQSKX3CJehVl5k2gY54eUgOQ3FAHrbbyNPJG+G1BQ+unfdBq2hMwxDO3+fEGocDQAaqeQeOTtAc72II3SaGWUg352T2kvsj/Tfjs+pJwM05v6yYylJ99m5Vn//c+h180gA0Eil9ggAmst32EJHrIugt4/5u+DeVKq71AeAer2ogjZEZTgY4NwkTIbVVPSSmdaPmn4fP7qELIU4BYBqMuwWyPguzcB304YbmoYmqC6A9td6/3kiQCNzbBfUNBmq+uxcqd1+fvhnR1BHCVkKcQoA1WTYK5Dzbe7PmQHaNA6CpvUS87ami5XiNIAyPeU1j0g1n50rda/vGP7d7cXveP5DlkKcAkA1GXYBmtV34P1JTQCNDcpmGEd7I0ATfrQY9xkYEKr57Fyqnb+Phtsup9bxMydLIU4BoJoMOwVS78ft+OZ7crFmgK5nywkAZX5An8hs4nThNAQV6O5/DoYhamKj0P7vWgWAajK4C6Sn1Oz45skbrxugm1Sbbby+Lvgfj6KyQxldOAwhBYzXv88RN+QviiyFOAWAajLsADS7b4a0R7uhWSgsqF2D8+5aoMGSahMLUPbcqu5zCqHFz86FhvX31rAId+j9zVkgSyFOAaCaDM4COYeH4+d5ANpsFBTUnoFzcwBLxlAkQJlXtozPrQwtfXYuNOYvXQ2rSLvO354EshTiFACqyeAqkPUG5fQ5/23W+WIZrxsLQbUA1JaruIlWfFi8+dwyldd0ycyvf7eQ3vozKkshTgGgmgyOAnmXyKfPkxadt4bllbJAaUBQbsN6LBMf7XK4NH0eA1DGoOyfrxGq6JJZvv5o820bQWUpxCkAVJPBBVAh3/FrJluDZab2YFj8g3Ia+LanIp6a9KX98oeDKyj68wVD9VwyC35avg2AJiixC88L0NyPCZnU43Fhu9m5HKJ5zHFFAUpOioMBGoFcT8Pyc2Mqr+aSWfDTVgIATVBiF54WoPkfVE+bsW4MHmtF5hc0AHQ9XoofT8bdNfUybD4fEarlklm8/t1aAgBNUGIXnheggr7Th092em5KGN9K6CWu2bJr57gwF5x3QXw+7xmq45JZ8NNeAgBNUGIXnhWgEnvNsSGJxOe2xPTFJICGlrAanIlBoQAN9B1gsH/uSLCXvWRMfpIlsAofr8QuPClARXY7XvAiegm5vzL8SwzXUXGAWvAT2yCZH7glCpAMlbxkRn7u3Jjd8BMA9dW3C63/ljSU9B0aVCPtu2miahoujCDf7hL7NTWLWGMb5HrBOwsENMg6oPigQgv0CC3ju9OVn93/pzCoEn2nL2qoVRiBajJQUx5x3zFZ4POwIsy3a8y6XxPLes3u0M0rZaAzWO9eiJ22lmGo3CVjjD9DXchSiFMAqCYDARh538sb/B41LSZlMXdNgwowA9R++zDqF8Vn8SzFsFtgM5UX8z3w0/QOgHIrsQvPCdASvj1SjBb3IZtg5C5EIVQKoLsFPA8v+jB8DT4FlgiV8m3hJwDKrsQuPCNAnYss+Xz7jye3q+4RQREr97s1caRcei1fewHUN/sg3uBZwGCokO+ZnzEuZCnEKQBUk8HyOc87ISJ8+wF0u6AaG5SVoFSBy2W4YBlSLv3yf3wAmnAnwtfgXWCaysv4tvITAGVXYheeEaDFfHtsp06kfEYGZamLKHC5jARNByi5yXvwPQ2Sn4VO2yHBXsJ33xnxC1iyFOIUAKrJsP18J9E8L0DdvumE+digthXaC1xGMTz0Qz/Ds7mnsVNTUP5rrCGwgCPBntM3wU8AlF2JXXg6gHqMArP5HulkL+B43ighKK+7qZdZyQ/9OIZoG4C672k00o87+Bnoh5T4fE/8jHYhSyFOAaCaDOvPoxODmG4fUAAdnjfKEdT6ET/LlxkBSj6wbSng7oymQLaup4FAKJvvjp9pLmQpxCkAVJNhc80W9N35t2YAjIPPPEEtRrbrApeVEgHqXGUJAmjGBuGoycZQLt/t+9/t/ARA2ZXYheXPRNGggnIxmX0PAWywYEzdcwW1TslfU5MNoK4dL2wAddxPKZRs5m/YTOWnRIZE3y0/iUcRAFB2RbZvBkMFAE1KTedpkNW+Ocu/gl14X7OtEysw52oGgG6qCwhqZytiy8ibdFEs2SzEsEDopfvD2htBvttOofgJgLIrsn0zGGoAaEHfUwwGM9frRqEuTAgSJeaRpYFQqqL2axuzf1B7mea2WxdEgag9AKIMiTVNDL0MI1JbbwT47rqHYaFflkKcAkA1GVYz2XK+jSAWSnFx2QfiYnLuuKs4f2dTYQhA3SVsnLQbct/T4Kxp4ObtLU1Qf987/ARA2RXZvhkM6gEavydnum8jCBKfoS4cE/GVxfDtvhnQRbQq6B3U7pZB3gNN581RZgNHTbcLJfi+DMvv6UHJUohTAKgmwwKgBX3PQZD0DHZhBeZIP9q5y8VgXSA0YCS2U8LyuRWgCTeFS522FxaATsNPAFRMke2bwaAdoGzvmozwPSsjQH2q2snVn41zjZ5BeWxX5AlQR9KVq6pIQ2pNQ+MbAN3O4T19z9N3AFRMke2bwaAcoExv+onybYgHoE52uoOiENoWWJjGiv2C8tlzzQrQTbaSGYTq03bRASZANx3i53uoJi2o+e9aBYBqMhgALejbUDJAd+907gXl8L36vK/b67gXM9eQBtkANCktQei0tTT97Yqgiz7x8m3wEwCVU2T7ZjDoBijLBnGRvhdy8HPPxfqqdfDTGZTVuwWgm/Uk0sXyzl8YQJepAY2KpT7SQP9qGbdANwz18T3cBogJymaQpRCnAFBNhvFzhl0uuRqE5qfDhf2ypfm5E5Q9A8AaFY3Q2cVq5SRwSL6YJ+i4U7017Az4H1ZPJi0Z6uF7wU8AVE6R7ZvBoBugBX2vRa+F7wx6CFtMUNYcVILqu3cJ1ivPofc0zHmCjjvVpmGDTqrEegl+Zui+756f/kHtGmQpxCkAVJNh4kU53wmG+cLNcU9jM1smh8V2hI5VbTJ3Qu9pGPMELTdaOgMx6AxwMTJ0z/eKnwAorx7vrvrUbots3wwGxQDl2+M93HekwW/QkxTU5jFS130FC0KHqraZj7EATX2yIMqwM+q3DL3DXFjWlDYF1vwEQFl1f9fp4z/ZjJHtm8GgF6DpKZfxviMMlms3U1AmQndfgLnBQG+wZI6HAnR8PErDPGH3VmeEC5KhQ4GOn2kuAFBa7+7uXj0/v39598k3Fmtk+2YwKAZoQd9hBurizRWUMY9vAbpTwkr1gF1/ic9HgJadJ3jf6owzWBk6/WAm7ywKgJJ6+qzlZ0fQzy1m7obfNVBLIIFLIzEuwquKzhjainhKz1EirCbnwCdfUGPz+LW5GWDvO+nR7zmEq28qtyqkKtrgmEZv0Mnte/ypWXvoW9DCTwCUUY/j3P3eehuUu+H3DBSSopJzQqkXWhVjUORzzsG82NY0X74lghrp5dlSIwQ49s6YA0h9NGvPYP9tYrzV6WdYMHRKu2d4OQgASup+nLq/s94F5W74HQN1siekh/u6CK+KMSgHLgJ5sawpadbIFFRjyKdEFy5fgzD2EmnYYDLHrU4/w8TQW0cTAqBs+uGLceD5ePfRl1s7d8O7DdSl5rwEeVyEV8UY1G3M2b5X0/YKLhVUaEtdeDYfivIdYzBpmfdWp59h8QsEgC7FD9BX/b/ev5wAejeL19uemkp1SZQNeyw13aqQ0VLhhRMbhLGXAiR72Vhk9nzpWHSJGaDjGhIAmqLU642PF6msyyKjpcILJzYIYy95SfaCoWW0YOlQdCkjQG3L8NxDf7fBONu9Pmd0EV4VY1DG2e5fFV9N2qbwZX2HGwx+5nIRbGA8EWwGXgpJSmIEaoi74d0GABQALe473ACAViSJe6CGuBt+x0Cd7I6LAKvwyTVlDyq8pUr6DjfQ/CwGUM4TwWLgpZCkMq7CK0hjQh6of1V8NeUPKrylSvoON5D8LAdQzhMBAKVl5IHanuXkbvhdA3WykxcBn4tIFvMERZ7sobyIqEkgqPCWKuk73EDxsyBAOU8EAJSUsieRwi+P0waFBlHkW2VQGV0wU0hQR38WXuWZqDIoNIgi3yqDAkAtwm5Mmgxn9e6zCh0AACAASURBVK0yKDSInAtuCslJeD9QCIKg40h4R3oIgqDjSPidSBAEQccRAApBEBQpABSCIChSACgEQVCkAFAIgqBIAaAQBEGRAkAhCIIiBYBCEARFShigX0EQBK0kSyFOAaAQBBWWLIU4BYBCEFRYshTiFAAKQVBhyVKIUwAoBEGFJUshTgGgEAQVliyFOAWAQhBUWLIU4hQACkFQYclSiFMAKARBhSVLIU4BoBAEFZYshTgFgEIQVFiyFOIUAApF6Q8f3Nz8ZPrr7c3Nj38fUPqt/9f/+F+D4oJqlCyFOAWAQlFqAfpX/zz+9SIbQF/cfBgYGVSfZCnEKQAUilIL0B/9dvjjj7/MBdBrzQDo8SVLIU4BoFCU/vDBj/73m58Nf1xn8AAoFC9ZCnEKAIWidAXof/5gnMO/uPk/AFAoXrIU4hQACkXpCtD/+5fDHP6Pv/zx/zcQ8V9/cx2MDnP7lpJvb4yZ/oub8b7pxvS6LfYz84/O1JYYFquMb1z9/bfWD9B6FMlSiFMAKBSlK0B/+2IA2tubnwxDyo5yI/Oun/1t/9eHfYnu3933Vqb2Hupk6xnc1zEBdPGNK0D/NvSmAaRZshTiFAAKRakF6NthPPni5sMeoFdGtki90q4dP77th4zXv1pb/7/rf3u2jlhsa7gis/3+8NfrfvD5dvysRezyGy1NrxX/95LHD3FKlkKcAkChKLUA/WM/h78OCH/fA/T1QNQrSD/sKNlNvt8OOB3GngNbF6Z+Kt/T8oWRXzoCdPmNgcLQYSRLIU4BoFCUWoB+1c/hrzP41apQz7mRet1XRy5aTNfh5cDD1/203aiq//rqG9cPf/YVdCDJUohTACgUpQ59/Ry+zXU3Adrdr/xwXmrvIHhloAG9hWleae/qe2uuJ01DTvMbWJo/mmQpxCkAFIpSB9B28t7/5+1qAWgD0CX01qZJ/Y2Aee19Aqj5DQD0aJKlEKcAUChK47z8w+u/fjISsV9o/9Fvx3ugcQDt15hujEUkAPTgkqUQpwBQKEo9QNvbn69nWI63Ly0A9ZrCG2qZOc3WV98AQI8mWQpxCgCFotQDtEtpb1n4djEyfLudwk+L693/HWydZFS5+gYAejTJUohTACgUpR6gVxz+pw+GpPkZoO2d0A1A345J8C0Ll6bX4wpUmwY1wdKscvENAPRwkqUQpwBQKEoDQN8ODxN1tLuyb0iZtwC0Nw5fWZqGxPv2uaMOp12NfVL+kLG0/AYAejTJUohTACgUpQGgw2NGi0Wkm5u/+c12mDkZJ97OpmmRqIXltJI/PKS0eJRzxCkAeijJUohTACgUpQGgY4r7PEHvwPeiT+hcULJ/sn1cZl+ZXs9L8OMifG8YFpMW3wBAjyZZCnEKAIUgqLBkKcQpABSCoMKSpRCnAFAIggpLlkKcAkAhCCosWQpxCgCFIKiwZCnEKQAUgqDCkqUQpwBQCIIKS5ZCnAJAIQgqLFkKcUoYoA8Lrf+WNJT0rTIoNIgi3yqDyuhClkKcAkA1Gc7qW2VQaBA5F7IU4hQAqslwVt8qg0KDyLmQpRCnAFBNhrP6VhkUGkTOhSyFOAWAajKc1bfKoNAgci5kKcQpAFST4ay+VQaFBpFzIUshTgGgmgxn9a0yKDSInAtZCnEKANVkOKtvlUGhQeRcyFKIUwCoJsNZfasMCg0i50KWQpwCQDUZzupbZVBoEDkXshTiFACqyXBW3yqDQoPIuZClEKcAUE2Gs/pWGRQaRM6FLIU4BYBqMpzVt8qg0CByLmQpxCkAVJPhrL5VBoUGkXMhSyFOAaCaDGf1rTIoNIicC1kKcQoA1WQ4q2+VQaFB5Fx44uM/fncz6RdZQeUtAFST4ay+VQaFBpFz4YkPE6A3f/H3WVHlKQBUk+GsvlUGhQaRc+GJjwVAb/7yX7Kyyk8AqCbDWX2rDAoNIufCEx9LgN78Oiur/ASAajKc1bfKoNAgci488dEC9K//vf3X97+6AvSnGUnlKwBUk+GsvlUGhQaRc+GJjxmgz3/++fjPflg6fNyC9deSdAVANRnO6ltlUGgQORee+LAB9OvFsnzLzv9L8hYpAKrJcFbfKoNCg8i58MTHDNCWn90g8+v5lmhL0G7wOWhAbV4BoJoMZ/WtMig0iJwLT3xsF5FakLb5TOP/O4Beydn9X2KRCQDVZDirb5VBoUHkXHjiYwnQdoT5ZswHbQn60x6g3dx9+Du7hAH67ULrvyUNJX2rDAoNosi3yqAyuvDExwKgLT/nOf3wrxagPzX+zi6MQDUZzupbZVBoEDkXnvgwANqPOydedmPR69Bz/uCNzDISAKrJcFbfKoNCg8i58MTHZlgJgIp3lQbfKoNCgyjyrTIohQC1TuG7DzCFz2zA5aHIt8qg0CByLjzxsaXiYhHpF/2QtPvgoItIYj2ya8Dloci3yqDQIHIuPPGxBag1jek6de/uliKNKaMBl4ci3yqDQoPIufDEh2Ve/gaJ9LJdpcG3yqDQIIp8qwxKJUBngk6Pcv5Pv8OjnFWfDXUGhQZR5FtlUDoBOiDU2Ezkp90n2EwkrwGXhyLfKoNCg8i5YAOMkdckIwBUk+GsvlUGhQaRc8EGGABUyoDLQ5FvlUGhQeRcsAEGAJUy4PJQ5FtlUGgQORdsgAFApQy4PBT5VhkUGkTOBRtgAFApAy4PRb5VBoUGkXMhSyFOAaCaDGf1rTIoNIicC1kKcQoA1WQ4q2+VQaFB5FzIUohTAKgmw1l9qwwKDSLnQpZCnAJANRnO6ltlUGgQOReyFOKUD0C//1W/Y9SgNwlP6Yv1yK4Bl4ci3yqDQoPIuYjlSXlFATT+MX2xHtk14PJQ5FtlUGgQORee+CDesES8dklE4QD9/lcA6BGDQoMo8q0yKADUoh2AGq+tv+HYaE+sR3YNuDwU+VYZFBpEzoUnPuoDqLk/6XLn0jiJ9ciuAZeHIt8qg0KDyLnwxEd9AH3+zpOfj3ev5n9e9am9OrEe2TXg8lDkW2VQaBA5F560qhCgrVaLSDY9fTYB9P6u08d/sn1PrEd2Dbg8FPlWGRQaRM6FJ60OC9ArP0eAvuv+9f7l3SffWL4o1iO7BlweinyrDAoNIufCk1aVAnRXV1yOAB2HotePPrd8U6xHdg24PBT5VhkUGkTOhSdoDgrQ66T97/5pAOjjOHe/t94GFeuRXQMuD0W+VQaFBpFz4UmaegHavnZ51jIP9DrYfPXDFwNA78ep+zvrXVCxHtk14PJQ5FtlUGgQOReetKoWoKt00BVA/+Gb5xGg1/8PA8/Hu4++3FYk1iO7BlweinyrDAoNIufCk1a1AnSdy7R9EskA6LCY9P7lBNC7WUxRQxB0PtUK0De7b6kfwTmnMwGgEASxqlKA/sfvdp9+twHUtgwvNifYNWCCpsi3yqDQIHIuPGlVKUC//9Xuw5vOEaghsR7ZNeDyUORbZVBoEDkXnrSKAeh1+DfT6+uEfTzsYgao9R6oIbEe2TXg8lDkW2VQaBA5F560qhSgixDssq3CI42pqqDQIIp8qwwKALXIaxFp360tD9T2LKdYj+wacHko8q0yKDSInAtPWtlAedtKOUD35/ATQPEkUq1BoUEU+VYZlEqA3t4SBB3LaABo+yCS2/EEUDwLX2tQaBBFvlUGpRGgt7cUQccyCgC62VWZTqTHbkzVBoUGUeRbZVAKAXp7SxJ0LFMbQLEfaKVBoUEU+VYZlA6A3nqoaoBiR/o6g0KDKPKtMqhqAcrzPje7WPYD9ZdYj+wacHko8q0yKDSInAtPfERO4QHQDAZcHop8qwwKDSLnwhMfld4DZZRYj+wacHko8q0yKDSInAtPfGwAWscqfKf2Ruhf/P3z12kBiPXIrgGXhyLfKoNCg8i58MTHFqCV5IEO60gtQG9ufp3gTqxHdg24PBT5VhkUGkTOhSc+LAD9luCnLoAO6/BXgL65SSKoWI/sGnB5KPKtMig0iJwLT3zYAEppLKMBoO1C1l//+59/3r7deH9zZZfEemTXgMtDkW+VQaFB5Fx44qNWgH5308bQA7SdxO/tzURLrEd2Dbg8FPlWGRQaRM6FJz5qBeibzu0A0GtA8UGI9ciuAZeHIt8qg0KDyLnwxEelAB1CGAB6DSJ+Di/WI7sGXB6KfKsMCg0i58ITH5UC9PtfdetGI0C/A0CPGBQaRJFvlUFRnzet0lx44iMGoJkFgGoynNW3yqDQIH6fNw1JUAC002oK/wb3QI8YFBpEkW+VQdk/bxqaoABorzfdmHMA6HU8+tNod4ldeJAzUWVQaBBFvlUGZf28aRwEBUB7fXfTMrMHaJsTGp9Jn9iFBzkTVQaFBlHkW2VQAKhFfk8iddnzHUC/TtsRKrELD3ImqgwKDaLIt8qgAFCLgh7lpLZT9ldiFx7kTFQZFBpEkW+VQQGgFnluJmLsSprCTwBUb1BoEEW+VQYFgFrkvZ3dgNAkfAKgioNCgyjyrTIo++dYhZdUYhce5ExUGRQaRJFvlUERnyMPVFCJXXiQM1FlUGgQRb5VBuUEaJoLT3xUDNCv+9yl73+VNodP7MKDnIkqg0KDKPKtMigKoAwuUphSVv6r8B1A//zzm4Q0+vVPCPmTImAo6VtlUGgQRb5VBmX/vGkYXCQgpbC8N1TutzT5rl1ISiBo4m/gQX7KVQaFBlHkW2VQ9s8bDhee+CBwTDBaRF4A/bp7m8f0bzyJdMSg0CCKfKsMCgC1yHMzEePO53UWj2fhDxgUGkSRb5VBWT9vANBdff+rxUs8UjYlTezCg5yJKoNCgyjyrTIoO0BZXHjio16AmpN27Ad6yKDQIIp8qwzK9nkDgO4LAD1DUGgQRb5VBmUFKI8LT3xUCtDVa+SwofIhg0KDKPKtMijL5w0A6vOlxZuMv8NrjQ8ZFBpEkW+VQdkAyuTCEx+1ArTNox/ymNp/JjyMlNiFBzkTVQaFBlHkW2VQ288bANTvSaTvbkzFp4ECoHqDQoMo8q0yKAtAuVx44qNagHaPcA6aUupjlNiFBzkTVQaFBlHkW2VQm88bANR/N6ZhU/okfAKgioNCgyjyrTKoLUDZXHjio2aA8iixCw9yJqoMCg2iyLfKoNafNwCo72uNE/ehn5XYhQc5E1UGhQZR5FtlUBuA8rnwxEelAF3lgaYosQsPciaqDAoNosi3yqBWnzd1AHSxk0fKY+h2eT6JlLIHqKnELjzImagyKDSIIt8qg1oDlNGFJz4iATrjqwxAMQI9Q1BoEEW+VQa1/LypCKBT5mUZgLZpoAm5n6YSu/AgZ6LKoNAginyrDGoFUE4XnviwgfLSag+g4yS+EEDbNFAex4ldeJAzUWVQaBBFvlUGpRKglwtB0LHMFaD/67SFcbF7oEthN6YDBoUGUeRbZVCLzxsdAL1cKIKOZa4A/cXX4xQaAD3EmagyKDSIIt8qg1oClNWFJz5ofm4JOpZpATqtxAOghzgTVQaFBlHkW2VQ5udNMYBePLQG6PQeolL3QNmU2IUHORNVBoUGUeRbZVALgPK68MRHNECfh0l8BQD94Yu7Xp98Y7EmduFBzkSVQaFBFPlWGZTxeVMOoDFT+CmdvgKAPn0GgFYZFBpEkW+VQZkAZXbhCZd4gA6T+IIAHTZV/novgPcvreQclNiFBzkTVQZ11gZpWhXyrbJBPHw3WgDquQrf/r+bxBcDaL+O1AJ0L6f+8e5ThzWxCw9yJqoM6qQN0jQUQU/aIF4A5XbhSastQL3yQH8xIOwv/6UUQOfNQN/s7Uj/7u6Vw8rd8PEGXB6KfJcLqmlIgp6zQXx8r1urJEB9nkTq3+HWvsytEEDbp6H++t///PN2N+U3O1lM9x996bByN3y8AZeHIt/FgmoamqCnbBAv3+u2KgpQSga8hpdgvrn5i/+z2LPwv2hvw3bb0X/tfCvn02cf/1u7jETM47kbPt6Ay0ORbwDU16DB96atKgFoN48uAtD+TfADQN17M71/OSzCf/yn6bO7WcnxQhCjDICWDqUelWuqNIB278YstJ1dnwjQvxDpa9cc/nHIX7o30pgAUEipANBwFWyqRIC29x8LPcrZrhuNAP3OBdB3w9Dzhy/uPreYuYf+8QZM0BT5LhVUgyl8uO8cLeVJq1SAXkmmHaCT7q23QbkbPt6Ay0OR7zJBNU5+nrBBvHxn+anxpFUMQDMrYgr/xovi76yPInE3fLwBl4ci30WC6rFJI/R0DeLnO8tPjSetKgXoFZntmHMAqOcbkgDQyoI6WYNMyOzhaSHoyRrE1zcAupBvGtNPR4C2OaE+7/cAQCsL6lQNYg45B8OGoKdqEG/feW52eNKqVoD22fMdQL92ZwL88MX4INK99Ykk7oaPN+DyUORbOKjljH00rAl6ogYJ8J3noVdPWlUL0MWWys4lpHHg+fSZ9Ykk7oaPN+DyUORbNKj1DU/TkNt3sqG070y7BnjSqlqA9q+289mO/v3LbvX9OhK1PovE3fDxBlweinwLBrVdL5pLEGDNH5S/obTvTPtWedKqXoBOCN3NYHocUubtz3JyN3y8AZeHIt9iQdmW240SDe+r0jIYCvvOtfGfJ4RqBqi3+i3pbVn0zwCo4qBO0CD7CfO2e6OZgwozlAZoJheebDkFQJ3ibvh4Ay4PRb5lgvLZ93O7Op85qEBDWd/2ASgA6tSff95O3R0bMIWIu+HjDbg8FPmWCIraeH5VYv7a0RskBqC5XHjio0KATqtH/VNIqeJu+HgDLg9FvvMHRb64Y1ti/OKxGyTGt28Lhhs42FJGewB9M62+sxCUu+HjDbg8FPnOHVS/3ZJviYGgR26QON8EPwFQWu0Oeu2Dm20iKMc+JtwNH2/A5aHId96g+tFnQImeoMdtkEgDNQDFFJ7Wm/G5zetUnmMIyt3w8QZcHop85wxqnLwHIpeXPH73Xz0MRQGaz4UnPqoDqLH7/O7rOL3E3fDxhqPyokrf+YKa2RVUVeCQ1W0gN8yrq5cCboIEGzzxUR1AjZ2X/vxzjpV47oaPNxyTF5X6zhWUZc8Qz6q6LeqTfC+D8Emh8jGUBGhGF574qBmgnrvY7Yi74eMNR+RFtb4zBWXdM8SzKnrVPhzFjJs2l+sMvl8Ui8ETHwAod8PHGw7Ii3p9ZwmK2jPEsyr/vCe34TAAzenCEx8AKHfDxxsOx4uafWcIakOscN88Kz8HASjnTWEANFrcDR9vOBgv6vbNHpSFVxG+WVZ+msaB0Hp6iTUtAQCNFXfDxxsOxYvafTMHxcYqjpWfZq3UoMoYAFC7AFBNhrP6Zg2Kc7bMUZNJzjVEq+kl3sRYADRW3A0fbzgML47gmzEo5pRLW2WhNa2gaUK0ml7K/GiWJz5qBKhNPu+Ft4u74eMNB+HFMXyzBUU/8xPrm+FmgOX25wjRWnrJ+SzXbas0F574AEDju5DbcAheHMU3V1Adk5h9Jy9HUevX9Nr8flDSBtdw+faWJCgACoCeJqj6G6SjEb/vDeRCAbp3wyHkNkGZznDdb7i9pQl6eoCyK7oL2Q318+JAvjmCGkCUw3fS0vluUFaI6uolx24Ct7cOgioB6LCpMdOm8EsBoJoMZ/WdHlT8soyP7yXeAgHqU2IDUVW95NqOpQKAfj1NnRm2Q1oLANVkOKvv1KAM+OTxvSBoUE3+W+ktIBraIAwLObTB1bT6Afpdv6Vxux0Sz2s1FgJANRnO6jstqLTMSj/fPqNDmyFwWDxBNLBBOBZyHEFRBW4XSnDhiQ8bKLv2cgD0On8f5u48mZgrCQN0fYzkr0d2Q0nfKoOqtUFWF1Au34aTkJqacN8jRL0LfPvtxDDvEiGGxvr57UYJLqLw0QdHNdZY5s8/n8adXycsf1PCCFST4ay+44NKfzjS1/fsJ6Cm2PfTha3O84wCKYPluE1vZVfhG/LnZixjANT4J5sAUE2Gqnxnve3mV8ACmXy+Y26zptyY9V+dzwzQ5ecbTyXzQJuGJOhYxnirRg4BoJoMAi7I3O3QmrLedvMrYDuUjL7DF/qTV7b2V+e3M+lVn6Q2iHl72Y5phl9ST3ysmElqcVfgu6TM9T0BoJoM+V1QU8PgmlhmbruGvREag4uAn4HBYwBAY4MyDbbVeRs2rWIA6PD/rP3tiY8ogHYEveF5q/BWAKgmQ3YX0ymWWlPeWaNHAabfAcdA2lagCcrVj3wfk8Uwdpt9tLnuDIqlfr6XX+6OwQFPlsPLOYVv9R3yQNkNpwSocb4l1lQYoBQ+OQfSVAsGUC8yqKVhjNCE6Orb9FE4UOr3i9LMhTKenZ74iAVoqzd5HkYCQDUZAFCvz2l8ch4G6dsboJFBdQY7+Kjec4wQJxcOlm5rmoa2Bq8VAtRjFX7Wf/wuQyY9AKrJUA1AL8Y1eMkVLfF5Fz6Ti3CAdgT1cjG3MQm3jY9dxj0Tq/NBQ3IrSu2z/+gnsMIMnvjYAnQ/D9TQ97/iH4ICoJoMmV0sbrTH13S5ygToVTmitX8+xF4OoMR7PrYllvx0DQ9tOHM3yLoTyTvbew1iZ+ncJinvNRUB6N6TSNdh5/z40Rv+R5EAUE2GnC6arWJquvQypnrjJzkOY/35FHa6C/dIz1UTSdBFiWa9fE3euLTF4NEgRi/S84qEBlkcRFBN4QZPfNgASmksYz5+BIDWwSp9QY2Xl3Glra84n5pMVpqX/Iqh2RpkjjjFhWvE5VWT12Bvw8/NijmJbodzS4M45xWJQ/JMD3lJAvTPP5+oef0n+zo8AKrJkMeFeWk12z98a1qPNJfXvmnN1CAmICJdbKhl/LmGmaMmj8HedgBqwybHGZIRoLmekpUEaLubXb929PVN/ZuJcDd8vOEsAF1fV7Y/PSbF23n6tsT0nSwNsgw83AUx4LPh1MPFLqvWd0Dto02eM4QRoMsbDkk78YcYPPERBVBjP1B+fgKgqgzcLmwX1abE8CVHTTZ62n0P3+RvkPWBhNTkniyvPp+/uNu0Lt+NDaBe0boNewBNf7bV5OcxADrkgOZ5nhMA1WTgdEENSWwlyBWIB/vY0+Wb/n58g2zD86zJoFeAb68CTlYZNmmArpsq2MUcarZ9WqQBmlEAqCYDW03khG6nxPpTFw3poMhScQ1ii2y3pg23wnyTA9a5gCsow+Ic/jKdISY51xBNufuTGCwAyi6xHtk1HBig/QUU7nvN0HE+HhOUnaExDeI/jh4N9jFf3EjMRT367ojnBJ7vDFlB04RoAkBTgwVA2SXWI7uGowJ0vHISBnvdhTMTMDYoC0PDg6IG0kQBB65iGsRel8FJ4r7Cgp+sO6dSn2/baYRo9DkVPuqPN3jiAwAV65FdwyEBaoxDon33dRjsSwhqzdDgqshbs5sCO0O96Aax1GnM1O0rW2YKU5xvpjOEWljyqirjVqsAaKzEemTXcDyAJt76mj+/LC+7tMNbMDSwKnpla1Fgwc4cnbFi6KrNtyWauVikb8YzhIToTlU596oGQGMl1iO7hoMBdHORxPoegMdyE21Q5N0Ajzu5lmFnps4gl6PMVl/OfY2oSp8hVojuAZTJt5fBEx8AqFiP7BqOBFDbECPK93LKPVTLcXjh61F7vqkpe77OIAa5m1H/zE+BoPwNG4junVOMvncNnvgAQMV6ZNdwFIBGTtAsn9sWzh230EJdBGVEjW6tNfEmBoV0xuB2aVjf7NjyU81pu4DoDkC5fTsNnvg4B0Af76761G4T65FdwyEA6lgjCKyKxhubC/+cfPIiN4adxTpji+6peeahW2oKVcbTdoIoAMohfoDe33X6+E82o1iP7BrqB2jjcZPQz+AcHD5sE0QjXIwGj6dC7QtYqyl70c5YM3SBews/1Z22ztX5rgTL+/oA0Ai9u7t79fz8/uXdJ99YrGI9smuoHKDjBZDue0TazoCE4zZrb3DvS7K9T2e921m6M5bxGMtt7b82Nxc0nrY0RLvDyOo7FqAKxQ3Qp89afnYE/dxi3nZhUMOHlwg+ExldhFflWZP3jSyLliAyYLZb0/p6S2ipNUPnqpZ10smdfBczOfjeq8kMrAt7aKBttPybA2wU58IKUXJwyut79Xet4gbo4zh3v7feBt12VPjz2jz34/K7iKjKp6ZlraFBmVf9EmM+NW3jiG4p0/lUlVGhc6WIEaC+92WthjnCZhLBzzhI+36e4GINUbpf+X0bf9cqboDej1P3d9a7oEabNeue22348BIOQ3YXMVXt1rSpMTComUqb096zpmUkSS01htCYWg47s8/ULxfy+vesaWToTFB/F1ynbaoLoy8d/ZrH9/B3rWIG6A9fjAPPx7uPvtza5yZbXDNeDR9ewmXI7SKqqr2atrWFBWWwyXEbcq8mZ0BhVbVRmHWtx525AXq50Ne/f01tvGSDuFwwnbYsLpq1BH0DoKOuAH3V/+v9ywmgd7Pmb276C/LQJU0mQJP6WefhldQhjiKtM5LOqFrFDNBxDQkAzaLUC8QAaGJH6zy+gjrGUSQdRuIpVacyAtS2DG+dMXgO/cNLuAxVTuFTg6JXtUUOL7yqOqbwrcijcLnQNIXvFdwZPL55KSQpiRGoIb+eAkAzBQWArgSArgSABkriHqghW1f59i1W4dODcuQGCRxeeFUVrMKPIo/C4ULLKryh4M5g8c1LIUllXIXfSWNCHmiJoOjcSoHDC68qO0DT8kAXIo+CdsF22jK6CO4MDt+8FJJUxjxQ27Oc267yat/4EqFnYhVPIqUEReamCxxeeFX5ARr/JNJG5FGQLvhOW0YXwZ3B4JuZQoIq+CSSyOURfCaeNig0iCLfKoPK6IKZQoIq+Sz8Uc+GOoNCgyjyrTIoANQi7MakyXBW3yqDQoPIueCmkJyE9wOFIAg6joR3pIcgCDqOhN+JBEEQdBwBoBAEQZECQCEIgiIFgEIQBEUKAIUgCIoUAApBEBQpABSCIChSwgD9CoIgaCVZCnEKAIUgqLBkKcQpABSCoMKSpRCnAFAIggpLlkKcAkAhR7Vm5AAAIABJREFUCCosWQpxCgCFIKiwZCnEKQAUgqDCkqUQpwBQCIIKS5ZCnAJAIQgqLFkKcQoAhSCosGQpxCkAFIKgwpKlEKcAUAiCCkuWQpwCQKE0/fGXN1f96Lce3/yvnpX5VggdRbIU4hQACqVoJt7NhztffbH7jUV1Nz/hiRCqQLIU4hQACiXoDx/c3Pxs8Q9SVzZ6AXT40ut9IkOHkSyFOAWAQvG68u6v/nn494sd4gUC9FrfVDV0dMlSiFMAKBSvBeR2iBcK0Lc3P/59WnRQNZKlEKcAUCha13n7h6u/Xo8Ufd3dw3w9rQe9mO9rdh/28/0//vLH/+03xv1TC0D/9TdTHavKocNIlkKcAkChaK0GiS+uWPvDB/3y+RV7Hw7s67k5AXRcJ+qKXgH6t+O/v/rKNoV/bawpLSqHDiRZCnEKAIWi9WI5EOwGiC/GRaUrFF/3A8e33f8GNl7hN/zV8rGl6fX7/32sYrOIdB3W/qz/vC1lVg4dSLIU4hQACkXrxXLhvRuQvh0Hjj9ZAXZg49shw7P/8/rfBYPNNKaOpOOsvb9bYFYOHUiyFOIUAArF6jqY3AL0j79sAfmvv+kHjMZIsSfmtcwAv9fDfH5RBZkHOvJ2rhw6kGQpxCkAFIqVFaD9sPQPH7RDxbfzapEx5Pxw/Pb1K+ul+fnv65DzJ+bH/YjUqBw6kGQpxCkAFIqW7R5oD8bXPTdfG2PJCaCTuvEqBdBxiX9aiBpuAMyVQ8eRLIU4BYBC0Xq7zPzsedpOs+dJ9tvpwfZQgPbVtU84teUHnC4rh44iWQpxCgCForXE3/jXdZq9mGS3zJxm6yti7gJ0vI06ppyuK4cOIVkKcQoAheK1WCUa/7iOS/9f6+rSsIhkmvYAOv39dliV31YOHUCyFOIUAArFy/osfJsc302yJ1gaAP3q9cjc1+5FpH7MOf7d3gn9cFE5dCTJUohTACiUIOtuTC9uBqwukuGHjKUhJX7grXMV/lrJFZwtb6dVeKNy6ECSpRCnAFAoRbb9QN+OLJ1W0FvkdX8Yj3KOOF0DdFLH2X4R6ebmb+bRLGbwx5MshTgFgEJp2u5I36e7d3proHVYTBqSm/qJvAOgPzM+6R4R7QeeRuXQYSRLIU4BoBC3si6TYw3+iJKlEKcAUIhbWRPdkUV/RMlSiFMAKMSsrHslYSOmQ0qWQpwCQCFWvbjJuMqTtXKonGQpxCkAFGLV65yIy1o5VE6yFOIUAApBUGHJUohTACgEQYUlSyFOAaAQBBWWLIU4JQzQh4XWf0saSvpWGRQaRJFvlUFldCFLIU4BoJoMZ/WtMig0iJwLWQpxCgDVZDirb5VBoUHkXMhSiFMAqCbDWX2rDAoNIudClkKcAkA1GQr6blppC+q0vlUGBYBaBIBqMpTz3TQkQc/ZIDhDJF3IUohTAKgmQzHfTUMT9JQNUti3yqAAUIsAUE2GUr6bxkHQMzZIad8qgwJALQJANRkAUPjWGxQAahEAqsmgAKBbhJ6xQUr7VhkUAGoRAKrJoAKga46esUFK+1YZFABqEQCqyaAAoBuanrJBSvtWGRQAahEAqslQzLdl/k4NSEWjPWVnaA0KALUIANVkKOebxiQN0kM3CM4QSReyFOIUAKrJUHoE6ihg4SjlYq+qAMMpO0NrUACoRQCoJkM5gHoX2J/ZO2BcT4MU9q0yKADUIgBUk6GU78YfoFMJiqOsd03P2BlqgwJALQJANRmKATS6pg1InaPTahqktG+VQQGgFgGgmgyFfDfxAJ1qsIgh2hN2ht6gAFCLAFBNhjK+3UtCgSgGQA8bFABqEQCqyVAIoJwuANDDBhVcwD8dQ5ZCnAJANRmK+G4AUHW+VQYVWiAgHUOWQpwCQDUZSvgez3AuF1iFP2pQGU8EWQpxCgDVZCgCUG4XyAM9aFAZpyKyFOIUAKrJUMB3ww7Qh5IA9b/txu/7oGdIZAEANIe+XWj9t6ShpG9FQTVNJhdzxSlVhRYYrliOqnCGpBUwALpfQpZCnMIIVJNB3ne+bT9L3AM9zP1XlUFhBGoRAKrJIO47477JBVbhj5MBoDIoANQiAFSTQR6gGV1YLhxN1yyzbyFDRb6xCp9BiV14kDNRTVBNToBaJvEAaM1BhRZAHii/ErvwIGeilqAyb4/M8H46ALRe3w5+AqCxSuzCg5yJWoJqiM+5XACg7IZ6fAdtkShLIU4BoJoMsr6b7ABdc0xo0HPcVXjGNNfMDRK2w5cshTgFgGoyiPpeXYkCLvI3SMBtN3bfAgbOw8vbIIE7fMlSiFMAqCaDLEAFfAOgnAbWAXZmgIaVkKUQpwBQTQZJ38mjw/C7BBIAbQ0HBSjvLd6sDRK6w5cshTgFgGoyCPpOvz/pZZAFaDMA9Jj3QOsBaPAOX7IU4hQAqskgCVAZ34kLVcEA7Q0AaA6Dd4HwDWpkKcQpAFSTQc43Q46mnyEt1zSsQHNggDYLFQnKH6DBJWQpxCkAVJNBEKBivkUBOhgOlgfabFQkKN8CDQCaTYldWCWrNAbF8Zy699WfUFXoFPfh0so6BNXbGU6Dicw6VuFjNqiRpRCnAFBNBinfokMYQYD2/LwSVH4jkxyGDS9ryAON+sGUpRCnAFBNBjGASvpO2TIvEKCXy0TQtKqiCrAa7IPNCp5EirplI0shTgGgmgxCvoXngBH3xGIKGPy8XMQ3MuE0OGfqykegcYuGshTiFACqySDjW/wKLABQ8Y1MogzUGLPNZyVrUg3QyLQ1WQpxCgDVZBACqLTv+BfXBRRoVgCV3sgkwkDc4nRtw6EcoLFPnslSiFMAqCaDiO8CN9FkAPpgAnQzBNXXGYtF9dW03QlQvavwsY8Hy1KIUwCoJoOEb4KfeQEa+mhfjIs1QKU3Mgk1OLM7XUHpBWh0m8tSiFMAqCaDCEBL+JYA6PU/Bj/ld4JKA2hAUGoBGn/bRJZCnOIC6OPdq/mfV31q/1piF1bGKo1BuZYn8hlCd+cJd9F7MPgpvhNUAkDDgtL6JFJC5gMThQqICaBPn00Avb/r9PGfbN9L7MK6WKUyqKaM78ANdoNdNFuACu8EFWyIBqjscxDeBVIeXuChUAnxAPTKzxGg77p/vX9598k3li8mdmFdrNIYVFMIoA/ZAdr973JpDZfFZ6FVRRc4O0ATXLBQqIhYAHrF5QjQcSh6/ehzyzcTu7AqVmkMatyuSN532DtyQl3MA9AOoLYhqMbOCH+0fQCo3FYG3gWSqM5BoTLiAOh10v53/zQA9HGcu99bb4MmdmFNrFIZlONNidkHXDFV+QO0+9+VnJ2hDoDGPNqePluONzgLpK1sMVCokBgAeh1svvrhiwGg9+PU/Z31LmhiF9bEKo1BuV41W9J3alDzAHQAqGUZSV1nBL04ffm5PoAmZvenU6iUOAD6D988jwC9/n8YeD7effTl9ruJXVgRqzQGtfeMS16D4/ZBOkC7/7Xc7A2WIai2zkj5RbFgtzRA01ykU6iUmFbhDYAOi0nvX04AvZvF4w2KU3NU901fdXsH9Nn8V1P4iJ1KiU3bgWmLR07MAJ3TmQBQdSp9lmfz3/Q1X2aATgTN5JFBSa1RuitXUhaOpDIC1LYMnziJqGe2rDConWR2gcMjU6gSgzJm8JNhcxdUV2ckJsb6P7okcXZSTwdjCu8t5wjUUGIX1sIqlUHtPE4pAVDqKai0oIwlJAOgA0Hjoy35a7YblC6AJrvgoVAJSdwDNZTYhbWwSmNQext6SBx38FDFE6Dd/3pkTob1EFRVZyRvDqAJoOG/iwDoWrZVeKQxqQrKY6O0/IYcAF0MQA2AroagujojHaCpe6WwNQj9cBsA6i1bHqjtWc7ELqyEVRqD8tlpMr8hdC89P4B2/xuAORtWQ9CqOmM/KDUAjclOA0DXmgCKJ5F0BrU/lZU5bn6ANiRAl0PQqjqjJoByuOChUAlxAxTPwusMan8xRQigMQ/eOA0TP9cAXQ1Bq+oMH4AmbjbF1CBRjwMAoGvNi0fYjUljUB7pPELHHfPot9OwHIAuALoYglbVGR5B6QBo3B4xAOhaM0CxH6jCoMyLrXSDMAN0uYS0LLEYglbVGbUANDKbFQBdywAodqTXF5Tv23YkDOG7tzkNqwHoEqDmELSqzvACaNpmUxwNEvvbBIDGKrELK2CVxqC8X1cmYmAF6HoAuiyhEaBsW0RpACiXC1kKcQoA1WTI48LvSpMDaOgG7C7DegC6Auhl/k5VnVEHQKPX5wDQWCV2oXpWqQzK72aZ3HEzArRxA9QcguroDMY33fm9Bznj2RmfzQqAxiqxC9WzSmNQntesIED9twPeB2j3vwsJ0HkIqqQzEqsyPy8M0IRsVgA0VoldqJ1VGoPyzbgWPG7/7YC9AUqVmIegVXVGFQBldCFLIU4BoJoMWa7Zgr4pAxdAN0tIW4BOQ1ANnZG+BcgSoCkJUakNkpLNCoDGKrELlbNKY1De16woQJmC2g5ANyWmIaiKzkiuavF5SYDy+palEKcAUE0GxYM9XgMPQC0D0C1AxyGogs5geJORFoAy3z6QpRCnAFBNhpLXrCxAWW7MWgag2xLjELR8Z3C8S3MFUM5pdJBv5hQqWQpxCgDVZCh5zcoeN0dqwDaHyVZiHIIW74yQ/FfPoIoBlDsHVZZCnAJANRn4AVrQt9vAAtDunxc3QMchaPHOCHkCSzlA2Z/Dl6UQpwBQTYaSgx5pgKY/HmUbgNoAOg5B94Py9x1uCNoDwBugjLmY/r759yKVpRCnAFBNhpLXrPRxJwPUtoRkLTEOQT2C8vUdbgjbxs83qEIAZXchSyFOAaCaDNwALeh715C8w4l1AGoFqPFEfIAP1uMO3EhaNUAzvNBOlkKcAkA1GUoOesSPO3GTUvsA1Fqif99xWYAyVbUBKN/z6L6+GZKxANBYcTd8vOH4AOV/ewazIRWg3T9W/LSX6AEaCDHO4w717R2UPEA5krEA0FhxN3y84QQALejby5D0nhFrDhNVov1SyQYJvn2gF6AsyVgAaKy4Gz7ecHiAlhxweRrSANr9fz2DJ0qUBmi2M2Saw4sBNIsLWQpxCgDVZGAFaEHfvgDdXQJxjOnsA1AKoJeH0Hsat63CgqIM4SlU/g0iDFCeZCwANFbcDR9vODpAyy46exp2J6B7h7cZgFIlWoDasxKIEre3JEFDjzviKSitAGVKxgJAY8Xd8PGGgwO0eN64nyEdoKvPKepdLmGX/+0tTdDA447ZyCQEoE1cTTG+uZKxANBYcTd8vOHoAK2jQfbGT/TvgzWHyTFuvHQTUF8ft7cOgoYCNO8ZIgrQXC5kKcQpYYB+u9D6b0lDSd/5g2pnjaV8BxmauKCux9f+73JZfjxRb1viOgRti3n6MADqH5Td0PrMeYYMxyRxdlqbj8WFLIU4hRGoJgNXTTq2v/Qx7IyfyLuK/R2K1QDUOW68tCWa7Tf3lHR4se9jChqBxr0zL+a2UDYXshTiFACqycAG0HoaxH35kwDtDOsZvBOEl8v1P00TgE6KoXyHx9JLUgBlzCUAQGPF3fDxhiMDVMsrgLwMEQBtJoAuP3djsAXobbNF4s490C1EgwAaXMJtKAnQjC5kKcQpALSAoWmaXPkgffUxVRUDqCta5x0KagnJMmhsq+q+7fsg4qKiVaV8dyiYAMp7l4BsdADUIgBU3tA0FEEFxnT6GiQBoKvP3QB9vozefHys6zEq9j88/iRNvh/M8FkNAGoRACpuaBqSoCwuIqd05QDquOFAFOgu5m0S/U72JjEEJXxb6hlr9weo20VFAI26KwSAsou74eMNBXlBE5QHoHFVFfxFCQboQw/QjcXBz67E4M0vWufI1CvDPsNOH3a45aVb54OtJqtBlkKcAkClDbkBGnvbreSQPIoX9ACUqso+BA1vEAqiqxI5djsOHsMzzmoAUIsAUGlDZoBG33Yr2Bn0+oRjxrqdwXdEc/q2DkEjG2R3eT7LG9/KADT7Qr8shTgFgEobGgdBOQAaW1XJzggBaDMBdGXwWOHph6CeQXkchXN53mO/aDaAZl3hEXhaVJZCnAJApQ3NUswu4m+7FQUolaNNzSYfrAPQfd+2OXxig1DL8z5vLOHqpbwAFdjwSZZCnAJAxQ0zOzcITXaRcNutZGeQOw67ALr6fBgH7gDUMgRlaBDL8jxvv+58nhmgbDWRBlkKcQoAFTcsxp5LhqYDNDao0gD13ufHsQ+Tj2/LEJSpQVYrS81+iRgDeUrl6yWJt4bIUohTAKi0YT13N/9MdZGyblEUoP47TRIbgU7g2gPodgjK2CAzRBtRgOZ8TEjkzcmyFOIUACpssCXtTQxNdJF0260sQImtJjcFiFd5+D9n2Rb0o1vs4bUAbTctYajK+/N8AM2SSwCAxoq74eMNhXxTDy4PDE082SODiivADFC/zQGIV3nMuNr1vRmCZmiQadOn9Kr8Pk8+dUhDlqUwADRW3A0fbyjj27V5I/2IvKeLtHWLwgD12y1+HoAuDMZwbx+g6yFoDoD2QUU8PR8bVC6A5sklAEBjxd3w8YYivvfudabtMpJ22604QH2Oex6AmobbEIBuhqD8DTIfSvDT87FBZQJoplwCADRW3A0fbygE0N2g4jPsE9ctSgPUStBVAWMAahgWjwN5APTiN7CKPrzVgYQ8PR8dFDV1SeulXEthAGisuBs+3lDCt99bfCMz7BNz8i8Xy+5GUTVFG3wA2v9/AVDX45RWw2oIyn2G2B7RJSDqfHI/zHcegLLVtGOQpRCnAFA5Q+MH0AcLQ4NP9tBoLxeSoHIA3d0cwJjBT4YVgnwAuhyCsgOUMmwg6t47Ksx3DoCyPydHGmQpxCkAVMzgkTC/mJCbDA0+2QOjvVxogsq11B5AjRwmE6DBvpdDUOYzxH0nwoRozNzeAVDvZxF8DWmnVJBBlkKcAkClDE3woMdgaPDJHhbt5eIgqCBAd+79GjlMk2GNHy+ALoagvGeIx1rY7Ub+Pmjf7ABNO6XCDLIU4hQ7QH/44q7XJ99YrGI9smuQ9u01I998PjJ0H6BRQY1SAtCda9ZMoh8NG/p4+V4MQZkB6ldCP0Cz7BVGGbgpJCd2gD59BoDaDNGph14Z9olnuxaAureaM5PoB8MWPn4ANYegrGeI5/MArdgBmpBCbDHs3pDmNHBTSE7sAH3/0krOQWI9smsQ9p309OBuhn3S3syXrSJrSje4brstnuLsDRb2+Pk2h6CcZ0gIxJxj0IigeAGa64UzdgM3heTEDtDHu08dVrEe2TXI+m6SAOp4SokaLfiCxKWgmpgMToCOMU8Gy9jN97izADRoGu28E1oaoB5JuZwGbgrJiR2g7+5eOaxiPbJrkMUCww5qdoZSowWPoExOrqC5oKhwS5EFFo/Bd4aQue/KYMzhOQEaVMIk5xqiUQD1v32wZ4h/HC7OwE0hObED9P6jLx1WsR7ZNchOTD0TQnZqsjC0B2hwVZu5um3u7rox6hFtnIEE6HIfptYQdPNwDdB5CMp3hoTmYq6gaf4Z9xMbWoKuiq0mPwM3heTEDdCnzz7+t3YZiZjHi/XIrkHQNzFujHLh2EzUtyo7FSlQOtaXMt3sIAos92G6GtIejpyHoGxnSPjz6NvbnyNEywKUEcV+BmYKCYoboO9fDovwH/9p+uxuFrO3KtRtF85b31hlY/zbSyMLA10aFA0sGS7icMbDnCK4YibFTVsPd7/w1DPO5iMCYIqA+YQ9tLgB+jjkL90baUynB2iGKjtuNk0IQZMRKERRCqBjDP3fify81sTdM5yVxUGU6XjAzwBxA/TdMPT84Yu7zy1msTnBrkHMd8gKj7+LZqmdEuYsPNH3YjDqG22QwfrEwfIO6EO7PUei7+kuKNMZwv5iN1uCE/XkZ18T09JPwBv+uAzMFBJUtkc57623QcV6ZNcg5XufbrEuPAHqm5UU4ttxY/SBvp3q68MO0LHu/v8UPwMOY7wLynOGMLyRxWJwLDNZCgSda+G3cgFQi7IB9J31USSxHtk1CPkOW+EJvWb3AGqjHF+DEBR1rNx7AtSyacDqVR7UOCwIoMMQlKkzgks8+P3UWHKdyMUzDoDSr1cCQC0CQLMaAnPzOAEaunYeedybwahrbOrpY7vRx2oGf8uyx/vFPW4MnA6ElngI+Klx5twbBRgA6rgTAYBaBIDmNIQ+n8wFUAfDsjTIxap4HxaAjn7a/3WrK/HRzlF3njgaxHPPrLX/kJ8aP4AmP4DJ9YvSyv9eTi4K5RczQH/4YnwQ6d76RFJij1QGUIqfXEFZ+Tkt8QRVxXHcjABdPWa5HIC68iSDDNfqeAZcOxmldkNwS+0DNP0JdrYh+UPQvRxeCkmKfxW+H3g+fWZ9IimtR+oDaOag1vw0LshSDcIC0PVz6usBKFe03RCUA6ARvlUClHFVLWiAzUwhQWVIpG9X368jUeuzSEk9wmoQcBH+ZErwKdrxc/k4e2y0ugC6QNJ6AMoWbTcETW+QvafqJQGatK+h+05ExsNjppCgMuzG1Mv+LGdKj/Aa8rtoSIB6z2zchs1Nx8teCZeBH6ApD38uJsWLHKZbzjett0PQ5AYJePHKwnfwT80+QNM2hmV9thUAjVS/Jb0ti/75VABtyLGN/8zGbSDhGREt33G7ogqeFXefN+YMfqAHG+7TAbr/chC2sbpjDMoCUHcJANQivBMpk6Ehlyfiprjb4aZrqFeyQeaQNqEFj4YGgI4VzwmgbLhPzxu3ZK16VOXuPaqqgZ0Wgk4AjX+TEeP+fqFnpyyFOAWA5jE05HKm68Ta42QVADW5uQoupKoNQC89QHmj7YagSTV5vCtwa+jbJRyg0+cbgo6GeIByveMk5uyUpRCnANAshoZezmRDJPObjDI1yCK+sCYcPjeXkCZs8I2XyVwJv5p83hW4NkxNEt590+frQWgyQDleU7o4H12nLgAaqbi+zWHIDVCyRDAnad8hp+iuIVuDGCEGDuJHgI7VGOMuxhsO1D7yngAN973+RbF14H4vrQg6A9Rz8+7wOxHumrYno+OUBkAjFdIjeQ1ZXbiWM120DL/6vU/RXUPOBhmjDKuqB6gxADWQwXjDIellQl4vW90MyVcGSxf69NICoZMhEqAedyLomogTmh4SAKCR8u2RugHaSAE0eeOjlAJBhj7QQIA2PUDHGqy8SI6WHIL61OT3rkDDsOqwwbDtRK9eurX9osQB1OdOhHsa5F/CYpClEKcAUH5D41rOdE7XD9ognSJuUZgPWl1agLIH1dUc/wYLz3cFToZNExgGP+erzy33NNZzeL6BtH1i0Sq5M2QpxCkAlN3QuJYz3bc7j9kgoxwI9QGo9ZZfclD9QnxkTYGDve3hTyUiAToPQuOp3pUJ9m2exumdIUshTgGg3IbGsZw5nHB8Ny5raBDTEPTLYe6V0g5AswUVu5V72GzZdujm3N6rqs3nt5snCyIA6ncnwqD98rcQABVTZPtmMORy0Tjuxk8nXVGIlfXtf/N3sVvfagDKTPWIF0M/BGYM7R03Mbf3CGr9bGsTfGPWE7nt59b5EwAqpsj2zWDIB1CqhHHanRig9pn8HkDXA1DeoOxD0H2A+pfwGHkvvxDSS7er/f1CAeo7kCZvPgGgYuJu+HhDJhf03XifOc8BG8Rm8BvDLAFKPHjDEpR9CLpXU8Bj5173fm3L835B3S53mA4GqIcP11o7ACon7oaPN+Rx0VAAtWavCAXlZ5D1bU/nWWgJ0KxBWYegOzX5l/DNPjC/FthLi3eckCehvardOxHTWnu+M0SWQpwCQDkN5O2n1TWkA2Jlfe8uQxgA3RKIGaC2Iai7Ju9Jf0CeT8IcZZFUHwRQ50B6MWsHQC0CQBkNVAreZgiiBWJlfRuTQmuJiZ+3OW67LQwRAPVz0R+ib1AJN3lMgoYAlB5Ib255AqAWAaB8BuoxZL81k0xBeRtK+N7JJJz5mR2gl8CNND0Tn0ITJVOWGWeCNvRK5roqYiBtveUJgFoEgPIZ7DeTQpYtD9YgPgbnEK3np2UAyh6UZQjqKuD37NJu2pqthNu5q6Z5EBoA0O3n5HpRcNNS77AHQKOV2COqeWEfwwSdisdqEE8DfZNw2Hyd5WLeA+h2COoo4LX9iEEh/6D2kOusaeKVN0BXB0ImKu3XZBH5+hEANFppPaKaF9b3ee2n/+UNqg7fxEU7vb5CYteA7RDUBdB9F7F3D3cWbHZqGnjleprDNJin7AxPpjPE8QInADRWST3CauB2YXsHPMVPjRAr6tuKUI+XUDIGtR2C0gU8tmD2S1sj7mk4SuzVNLSWH0Cnby0HnjxnSFD3yVKIUwAoj8HGT+tOuZJBVeO7NWwQKgvQlqCeBSh+ziXWhxIUVFc2upf65vIE6IN11g6ABkgYoN8utP5b0sDr4srPzcftWVk0qHp894bLssWMK1AkqMuqD8kCzU5Nl03PhwXVFk7opba9jPORLtHl126DTT5Dbtfar0qWQpzCCJTDYBt/kksjUkFV5HseBU5jocUVKBLUeghKFSBf49mXsN3PDQwq8T5k22K7bzhqb1lw3qHfUBMj0BwK6JHMBmaArj8Lyp/OE1RFvpeT327veXmAPqzughIFGvJF8l0JjgSgC/3YpFdNJkBtPO8+u/IzKCjb5y5eAqA55NdTtfGC4GddENMB0Icua6nfO8RxAWaCtwdA+/eMUDUFjuno4SE1efGs6dbYyH8R03zL0/07QH/uPcoM6T5ZCnEKAE03bCbw4ylbFcQUAHS84sZrnr4A8wS1HIISAHXURKZQBgcVvPy4NlwJevuwWiJa/LEzkF7JTU2ipoDuk6UQpwDQZAPJz7ogVhigy2vyYkzl5V5+shyCWgs0NEBJfMYERVXlXVP7BJf5ApnVUNQ9kO7/7zvUJGsi+QmAxsqv4aviRbNaVDBO06ogVtC37dq0Xva5g7rsPcLT2e01xSwaOgypY9nhGdjxN2jVivQhEzn+AAAgAElEQVTvgIOaGU8EWQpxCgBNNDSruZB5ptYEsVK+6YFNCYBe3ADt+WqrKW7R0GVIvZvaA3S6KbIyLkq4J+hJR+FpkKUQpwDQNEOznAstr/ZaIFbK93ylUkwSBuhiCGoDKGG4RC4aOg3JAL3GNcHwsrHR1CxwhshSiFMAaJphORdaXew1QKyY78UwRw1ALy6ANnaATiEyB5V23O0+1JvhZP/vdnDqGGoCoAECQJMMi3tim0tdPcRK+d5cuFoA+uAC6Dg6XRnmANkBmpRRugSooZ6fqs4QWQpxCgBNMTQmQLdXuqZTVI1v67DHWsLBz4wApR/haWyGpHveOwbLoXvX1GXKW29rEr8D+z4AUIsA0ARDYywq2C50qirrLXquoGINEr6p5QmiBM3PfNFeSIA2FoAu42MPanvwvkdxaQHarNDZy/o74OMDALUIAI03NMY9MeuFTlRFUSQiKBLFqi6PTiQ8HVXRqZUZAUoAxjI0XYfHH1TkpKaPyw5Q6vj2fQCgFgGg0YZmngsFzTOpe/cRQTmYVPDy2MY0HrGma5YyXOyAsSzPp9/z3jfEuBjjuobs4CcAyiIANNYwP4AUtm8yvfoZHJQDxQUvj1VMZoyarlnKcLHfI9wkiFo6PUdQwQCdh8XNTNDpa55b1UcGG22QpRCnANBYw3wqUtPM3AB11VTu8jBjWoen6ZolDRcbQNePKFlvLmQJKmxr5kVcU7rn/DXvt83FBRtrkKUQpwDQSMNiv7CQqm5ziOH4mJrWGZqma5Y0XCzpnqtdRiRzq0Jus67i2j546v+6zrhgYw2yFOIUABpnmCbw7SnrXVUWeCoGqJagwgwXC0AXBWRTA7wfbttgvVk/8u6x25TDAIBaBIBGGcztFv1KeGEvabCXUlVMgZruKwQZLptH3hfgoaccmYLyy5SyjYpXAPXaMBoADRIAGmNY8HO/xBIpbIBxMrnA5aF3WBxouKwAunn7r3BQHrn69rDWAE0LCgC1CACNMAz89HkE2kYTki+hQRFgll/wtqG8aoAubh4a/Ow4JR/UDEd7AYrqy61uGgCUXwBohGHJT6oETRKKn8FBkXC+SqhBNsB08FPVNesyXJYAnT/3m3HwG5wAdVDdBKj/e+8BUH8BoOGGZnyfNl3CRRHOoOw+XINAxgYh3DiOXNM16zSYc99NvkWJoOj9Si4uqhsA3by4S1NnyFKIUwBosKGbwNN7SBhUKXqKUhTl8O2cp9f0fClluMwANdMtIt/UwgJQu++Lm+rGdt+bFx9q6gxZCnEqA0Af76761G4T65FdQ3RNLT+Xt5ymEmuslD9FLaBL9G2wU3MvpRomgJpvtywZlJWTRlRETRNAt2+O1dQZ/BSSEj9A7+86ffwnm1GsR3YNsTVt+dkbbEMyJafokqLxvpN/H7Q0iIdhmvua6RZFg+ojWHzusZXeCNAtP1V1BjuFxMQO0Hd3d6+en9+/vPvkG4tVrEd2DZE1tft8r1c8yemsplPUGDiG12SfsuvtJQZDM/b3Q/qLBngM61udxDRoqeGVhxZ+quoMbgrJiRugT5+1/OwI+rnF7Ne+TbN5VTB7ieBObwYtzlvnvUBVp2gnR7jOG5pMvw/6GoQ2jN1tyREqFdRl0PyHR03TYaQHBYBaxA3Qx3Hufm+9DerVvnSf85UI7nSDn8MnGe4FilyaViLaGOn+dTgHQG0plsWCmgm6jYrvygBAQ8QN0Ptx6v7OehfUp31HVPn/aoaXiB6QNN15uyRLjbxYwXGFysWws8IbLekGo79lNl3yMVxMedUUc2UAoCFiBugPX4wDz8e7j77c2j3at2kcvc5UwvH5rovtsKxaXty6VSYoaRdWQ9QpJTWFtz52xHdlAKAh4gfoq/5f719OAL2b5VFFo1z9pP04sqGzdEzFZfR36VBmGfz0LKHyMI4lZoCOa0gHBihvg+kQ2LmSyv4GQBUqI0Bty/AeI3yj0z3nBOElHJ9LzIXUzVi383YFQZX0LdTf0VN4z5p4DwNTeIskRqCGPNoXAJU3AKArAaCpwYYZeCkkKYl7oIZ82tfR54xrjYGdHuNC1SnqNrgSls4IUKH+DjQ4+Clx2gKgFmVchY9NY1KdB8pRlUJesG6hdIgGEenvUAPNT4nTFgC1KGMeqO1ZTr/2JfucsURwp4e7UHWK7hlIfp4UoCL9HWwg+Slx2gKgFml8Eunol6bOoNAginyrDAoAtUjls/CVnw11BoUGUeRbZVAAqEXYjUmT4ay+VQaFBpFzwU0hOQnvB7oUmVgvYCjpW2VQaBBFvlUGJeG7OgnvSL/U0c+GqoJCgyjyrTIoANQi4XciLXX0s6GqoNAginyrDAoAtQgA1WQ4q2+VQaFBCviuTgCoJsNZfasMCg1SwHd1AkA1Gc7qW2VQaJACvqsTAKrJcFbfKoNCgxTwXZ0AUE2Gs/pWGRQapIDv6gSAajKc1bfKoNAgBXxXJwBUk+GsvlUGhQYp4Ls6AaCaDGf1rTIoNEgB39WpKEAhCIJqFgAKQRAUKQAUgiAoUgAoBEFQpABQCIKgSAGgEARBkQJAIQiCIgWAQhAERQoAhSAIilR5gD59Zn1/Z0SBcAOfD8agqvLNGBSfijaIQFCMPqBEAaA8VdXFKpVB8QkATa8K8lMRgF67cyPnWzzJAuEGPh+MQVXlmzEoPhVtEIGgGH1AnAJAo33UxSqVQfEJAE2vCopQmSn8493dJ98M//aaXZAFwg18PhiDqso3Y1B8KtogAkEx+oAYVege6A9f3I096te3ZIFwA58PxqCq8s0YFJ+KNohAUIw+ID4VW0S6/j5+2v3Dt2/JAuEGPh+MQVXlmzEoPhVtEIGgGH1AXCq3Cn/t04++fHb07dpAFgg3UC7Cq2IMqirfjEEZX0g0FG0QgaAoF/FVZeyMXcMxoF4yjeld9/sY0PBkgXAD5SK8KsagqvLNGFQvDkPRBhEIinIRWxUAmqqieaDvX15/H812fNpZOdwUCDfsuQj3wRBUlb4ZgiI7I9xQ8rirOm0Z2zzYsHsU9alwIv393d0/hpwm6wLhBo8+DPaRHFSlvpOD4gdokeOu6rQFQFlV+kmk6+/jndHp+6kXqwLhBo/sjmAfyUFV6js5qBx5PgWOu6rTVmWiW7UqDVAz12L1J9HAqwLhBo/sjmAfyUFV6js5qBx5PgWOu6rTVmWiW60qDtCNSua7QPKSyPMRUFWnrcpEtzqlD6D7WRxVuIB8RXZGuKGkqjptGds82KCy96KlEKC7WRyVuIB8xZ7nU0ZVnbYqE90qlEqA0jkZVbmAfMWYY1RSVZ22KhPd6pNOgDpyMqpyAfmKMceopKo6bVUmutUmrQClczKqcgH5ijHHqKSqOm1VJrpVJr37gZqpFzkSrlcuGLOCS2Yk1xUU2RnBhqINUtVpy9fmaQayQF0qMwK99zhN/AqEG/h8MAZVlW/GoPhUtEEEgmL0ATGq0BTefCIhrUC4gc8HY1BV+WYMik9FG0QgKEYfEJ9K3QO9du4rngLhBj4fjEFV5ZsxKD4VbRCBoBh9QGwqtoj0rs+mZSgQbuDzwRhUVb4Zg+JT0QYRCIrRB8SlYgD94Yvhia7kAuEGPh+MQVXlmzEoPhVtEIGgGH1AXCqXxvT+ZeCvI1kg3MDngzGoqnwzBsWnog0iEBSjD4hJuvJABfYLPOCWhPUqU56PmsPQ6EJlolu90gXQovkukLwk8nwEVNVpqzLRrVopA2jRfBdIXhJ5PgKq6rRVmehWq7QBtGi+CyQviTwfAVV12qpMdKtU5QDaPsplG8STqRdUgXADnd0RXBVfUHX55guKMc+n5HFXddqqTHSrU6UAuroZYiRbEKkXZIFwA5ndEVwVY1BV+WYMii/Pp2iDVHXa6kx0q1NlANr+MM6/Q+3anHFjxJZ6QRYIN1AuwqtiDKoq34xBteLJ8ynaIAJBkQ0SVZXKRLcqVQagj6th/PuXOzdGyALhBj4fjEFV5ZsxKD4VbRCBoBh9QIwqtRvTqisfd9bmyALhBj4fjEFV5ZsxKD4VbRCBoBh9QIwqtB/oehD/9JkzHYwsEG7g88EYVFW+GYPiU9EGEQiK0QfEqUIAXffk7plIFAg38PlgDKoq34xB8alogwgExegD4pTCEagl9YL7p9yW3VHVKPBII1CWPJ/yI9BaTluyJikDWaBKFQHotQnJ2zPW1AuyQLiBchFeFWNQVflmDOqZLc+naIMIBEU2SExVKhPdKlWZRaR1Mu20QEilXpAFwg1kdkdwVYxBVeWbMSi+PJ+iDVLVaasy0a1alcsDXc5MhnakUi/IAuEGMrsjuCrGoKryzRgUX55P0Qap6rRVmehWrZQ9iUSnXrBNIhzZHVU9DXSIJ5E483wKHndVp63KRLdqVe5Z+HlvQI874lSBcIP7Nn2wD56g6vPNExTzKkup467qtFW5zFivdO3GVDLfBZKXRJ6PgKo6bVUmutUrbQAtl3ENyUsi01xAVZ22GIGyShdAXVkc9biAfMWb51NMVZ22KhPd6lUpgHbZtPOPz7vh32ROBlUg3EC7CPfBFlRlvtmCYszzKXncVZ22KhPdqlUhgD4Ot7Y/Hf4eO92RxWEvEG4gXYRXxRdUXb75gmLN8yl33FWdtioT3apVGYBef3jaXn03teb8q2lPvSALhBvItI/gqhiDqso3Y1B8eT5FG6Sq01ZpolulKrWdXd9w1z4eJyjz75ItJ4MsEG6gXIRXxRhUVb4ZgyI7I9hQtEEEgiIbJKoqlYluVarQs/DjnZBrY3b/fOduTLJAuIHPB2NQVflmDIpPRRtEIChGHxCnSm9n98MXXa/u9C1ZINzA54MxqKp8MwbFp6INIhAUow+IU6UBOnSu/5m4LBBu4PPBGFRVvhmD4lPRBhEIitEHxKnCU/juj7tPvpn71pp6QRYIN1AuwqtiDKoq34xBkZ0RbCjaIAJBkQ0SUxVbblWEgSxQqcouInV6+uzu06kdidQLskC4gUz7CK6KMaiqfDMGxZfnU7RBqjptdSa61aqiaUzzX+OP0k6CDFkg3ECmffhXxR9UHb75g+JLoSraIFWdtroS3apVwUT6uXfbxIblr+Ym9YIqEG6gszuCq+ILqi7ffEEx5vmUPO6qTluViW7Vqtiz8MudAR/7dnSlXlgLhBuc2R3BPpiCqs43U1C8eT7Fjruq01Zlolu90rWZSMl8F0heEnk+AqrqtFWZ6FavCqUxEU/A0gkyZIFwg91FeFWsQVXkmzUosjMCDYUbpKrTlqvNY3qJKFCvCgH0zny31Cwq9YIsEG4gszuCq2IMqirfjEHx5fkUbZCqTluViW71quxuTJutrPZSL7Z7XwUbdhNF/KviC6ou33xBMeb5lDzuqk5blYlu1ar4O5GW8wwyJ4MqEG5wuQj3wRRUdb6ZgmLM8yl53FWdtioT3apV2UWkfm8rc55B5mRQBcINOy7CfXAEVaNvjqAYc4zEDq/201ZlolutKr4Kv5lnkDkZVIFww56LuibUlU/mGXOM2I+C8ZxSddqqTHSrU8UB+jzMM0LakSwQbuDzwRhUVb4Zg+JT0QYRCIrRB5QkDQBtde/OyaAKhBsCXIT7iA2qdt+xQTHm+QT7ZjRUddqqTHSrV1oA2ovMyajKBeQrxjyfkqrqtFWZ6FavygG029eqk/mDSd7GmXXthc8tH3f3yo0lvqsDI5XE8OHhIlxEUL2zV6tvDloVsDdIgu4tTpiDWjc61eakGG9LhrdgcLSrKF4t/3SeU2Rn+J7PLhdhB67y3nitKgVQx7ulyJyM2f658e++Lx7Hmqaueex/6yY0mPXtuVhrfxPD1VXQJWh8Pp3Y89cf70wZAQS/bIuMaVjaHA989sEVFN3oRJu3CX/0gXDlGAW3YES0ZBNSQZGdsfiKz/lMugg/cKWJblWqDEDbE3Aeybctar0Ypq/MA6RZw62h/gwb88veT++Zvv6rrfNp2LTg+n+3C5fGs3k8NY3nTGxBddt1dSf/+PyF8Qra7huPrV+zEXYbxDOmyfDRl/djkPM3mIIiG51q8/1slfQ8n/AWjIiWbEIqWqIzIs5n0kX4gVM1CRoCLj7lKgPQx1Xbbc+T5WB/74S7nkRj+fvh53x45oHaFmfjwiFiE0MaoI/TyGY4l+8nwgwfvH85MGui3n6D+MTUGT5v//ovvYe2aT43XHAERTY61ebXAv/oHIT23ojO8DMEt2BEtGQTUkFRnRFxPpMNEn7gVE2yhoNM5kvtSL9qt0dqcnM3jo7mL1imPEY22fuX3ak/PHVrnIkTJwgXNA+pTQypoMaTvr98TN/z1TC0wLshPKpByKAcOzG+6v83X2Cf8gdlbXSyzbsC9/sXS0qeT3ALRkRLNuFOUNvOCD6f6QYJPnCyJnHDEVKrCm0msh68m9u0LHU//XaPp5nlhHtnno7D6TNS8fPJsOPinjjh6E0MyaB683yYwyfjosXzdJZP1yzVIERQuzsxvn+58s0YFNXoZJv3Bdr7h/v35yLzfIJbMCJasgmpoMjOCD+fyQYJP3CqpjIGskAlKv5WTuqTjR7v5htIzhPOfXm4PdgHFFPBzSaGRFAjX+d1nQXEnqcxxtawdmoPancnxs1FzhgU1eg7SOpnbZnuewW3YES0ZBPuBWUlbtj5vOvD8glx4BCn1I9Aze9Md/v3T7h5gjZfHrtn06N1luncxNAe1A7EnresohvEGtTuTozmENWPrP5BUY1Otvm0tjzc+LL3dVJ6WnALRkQbMgJdmDedMR6v//lsapERFX7gy++u2pzMZyMUnwm2zaWrUoVea+x3D3Std92VZL1nNBUfb0u9G+/njdfe4/QvOinpXdAGilRQ23tlQ3zGxXq/mC07G8QWlN9OjIsG4QuKbHSqzWckPU8zy+3FlpSeFtyCMdFSTfhMnFN0Z4zf8j+f+yP+eJMRFXHghlYAJfPZKIVngjkSwapUmUWkdcf6rhxev/fRl6sTbnUHbLynPvTh9OX5K2QCUHc2Wjp+ZxPDTVDDwmh7qqxWa6eC40U6Xr2uBrEGRcb0bv3l+wlFXEGRjU61+QJJzxMKzPHO5gZlaHpacAuGR0s3IXVOkZ0xB+l7PpPpaaEH7lhcovLZSIVngu0lglWncnmgizmodzteRwT/uDzhuh++/zEv64z1Duf5MFx4N81JnG9WnW/3G9rdxHAV1Po0mWdk1/C6+ocT71pwcOdsEFtQZExPy4TX0RNnUHSjE22+RtIkxvS04BYMj5ZuQuqcojtjlPf5TKanhR44DVAyn41UcCaYTyJYXdL1JJJH6sUwBZg1nNTDvaNVarWheZ766VjROGbbO092NzHcBNV+MPyML45hiqn9pP3SVCj0cRIypm5UY9Rq/jqwBUU1ur3NaSRxpqeFP5ATGi3ZhOQ5RXeGWaPP+UxmRAUf+F723ezs3U4WdngmmGciWEUqviP93eKs8ki9MBJAZj3eDaOI5dnTnZ3LSuLerLq3iaE1qOfn4XIwy/YhDenUi5PH2iAxMRmZIe+sLGAKyt7oljZ3IIk1PS20BYOjnbVoQudrjfc6w+98dmREPYceONHmZD4bXyZY8DKcfunajUkg9eKAb1atW/nT07JL8LXGPOhxZt89r9Mx+DLBghPB9EsbQD1SL9J0wDerVq786Wm5JXBOuTOiIqqjs++etwDlygTDCJRfm22+dlMv0qT+zar0vmeHFVN6WjEJnFN7GVGdyFPHYti2OZnP1n+dJRPMkQhWqUoB1J7U1sqec8InR1ISmSBKGYIL0Aa6QQpKoEE6saSnFRR9TrGdIY6MKPLUcZ5T2+w7Mp/tmS0TjE4Eq1VF3wtv2XPtmco5YROdlLSzQ9zWEFwgYhO6khJokFHp6WklRZ5TfGcInRFFnjp759Q6+47MZ+sdsmSCUYlg1aoMQMmkNglRCUCuHeKshuACEZvQlZRAgyycpaWnFRVxTjGeIWRGFHnq7J9T6zan89lIBWeCUbl0tarodna2pDarXAnXgQbD/fPouzc4doizG4ILhG9CRx0GY4PQLSXQIIbS0tMkGiT8nGI8Q56pjCjH/oW7F9mmzel8NlqRmWCbXLo6VehZeFdSm01kfmi4YS+oTTIfZQgusG/YNgh1GIwNEryNH1+DMEqgQYLPKcYzZNfH5tQJv8igCBXdzs6yMxD1q0fmh4YaHK9inU4v+w5xa0NwgX2DJb2DOj62Bgnfxo+zQcjOCDUINEjwOcV6huyctuQuW2sDXmvMqqIAtey5dkdtYUDmhwYaSBe7O8StDcEF9g22LD/q+LgahDSINAjZGaEGgQYhDVRQrGfIzmlL7l+4NjC2ebDB0Xu1qugUftaUcUa/KYXMDw01EC78dogzDMEFPA2ddlPwGBuEMAg0iKO/ww3ZG8RhsAfFeIb4nbadpt0IqXOKsc2DDXTvVapS29mtbmebt+DHFJbVYJ/MDw032F2QyXyUIbhAxCZ0jsNgbJDAbfz4GmT429bf4YbsDeIyWINiPEMoF/Sp4zqn2No8wkAWqFJlAEontQ2yvfaUzA8NN1hdkMl8lCG4QMwmdI7DYGyQsG38+BpkFM8Lc3M3iNNgC4rxDKFc0KfO3kWG1xpzqFAi/f42XxKD/ZULcoc4yhBcIGYTuoISaJClM6b5Y0ktg2I8QygX9Kmzf05hMp+sYs/C727z9TwM9vOiZOmC3iGOMAQXSNiEroQEGsQQ2d/hhpJaBMV4hlAu6FPH45xibPNgg8reC1TxzUT2JPDa09rfrHooMb5Jt6SqOm3xWuN4FUpjCryDzJkvyOZDZUJdXUHxqWiDCATF6APiVCGA7t9BXrzNljVf0O6CMamtZEJdXUE9z3vrdrfEzNFImKFog1AScMFZlY8eqfuWwQayQF0quhvTpv2eyLfZst28pl0w3gcveQ++uqDai3x6zHwaNQUbCh73E7l5loCL0KrImhwuxm1HtluABBvIApWq+DuR1m/g6bp7TOYwX9HKlInmdMGY1FYyoa6eoKj34kYYCh63da1c0EVQVWRNDhfky4iDDXitMavW6WBP5NtsiQLhhl0XjEltJRPq6giKei9uhEHu8GznlP0tvoIuvKsia6JdkC8jDjbgtcbsWswznqi32VIFwg0+LuqaUFc8mSffixtuKHncT9RbfGVd+FVF1kS7IF9GHGzAa41zaE4He6LeZksVCDd4ugj3oTKhTnlQjtc6hhrED29zTm3f4ivvwqMqsiaHYXxcbhzG7mz4RBrwUrlsuifpFpo/tmMIcMGY1FYyoU5xUNkAynsUnudUN9Dby/zI72KnKrImh6GvcPMy4mADXmucWSF00+sC8hX5XtxwQ0lNmR3DXDnD+cTngqzJYcAIlFR5gD55vc120jJ5M9zg4SLcR2pQLgOVD8mUQMlrCC1AvqQ43FBQM3qexzUbbojyuSBrol2QLyMONuC1xvx68nibLZm8GWWwugivijcoR3IqlfbIlEDJm4sZVuCJeklxqOEpOLuR1/Bq9fd4uzG3i/CqXDXZDc/ky4iDDXitMYum68jQ2Ifd5bV+m+3Yt5vkzSiD1UV4VbxBEcmpVNojYwIlnyEieZN4L26wYb7aVxIyWDEg4CK8KldNFMzIlxEHG/BaYw6RAH0m3mb7RCVvhhsoF+FVMQZFR0ulPTImUPIZYpI3yZcUhxmegrMbeQ0UQHO7CK8qBqDP5MuIgw14rTGHHo3ZnTmFN+yLt9lONy6Nfvg0zkC5CK+KMSjSQKU9MiZQ8hlikzct78UNNjwFZzdyGywScBFeVRRAJ5EvIw424LXGKTJeSG0D6FpPVPJmuIHPB2NQDoM9a4cx/4fPwJF7FKuniOxGNoNAUIw+IE4VW0R6HDs2FqDmzdEAA58PxqAcBgDUS+PwKSS7kc0gEBSjD4hTRTcTGVcUAFDKQKU9MiZQ8hlKJm/O80//7EY2g0BQjD4gTpVMY3rXDUIDALpN3gw38PlgDIqOlkp7ZEyg5DMUTN5c3MDzym5kNAgExegD4lTRPNDurVeeACWTNwMNfD4Yg6KjfSLyIanPixrCa2LTegXkaTe7kdEgEBSjD4hThRPpr7+M/+gH0FbW5M1AA58PxqAc0VL5kFwJlKyG8Jq4tMaFqEEgKEYfEKdKP4k0bFC9L3vyZpSBzwdjUKSByodkSqDkNYTXxCQANL0qKEKlAWomNO1rk7wZb+DzwRgUYaDyITkSKNkN4TVxCABNrwqKUHGAQhAE1SoAFIIgKFIAKARBUKQAUAiCoEgBoBAEQZECQCEIgiIFgEIQBEUKAIUgCIoUAApBEBQpABSCIChSACiUS1/fzPrLf3F98/v/RyomCGIVAArlkgnQm5u/+Hvyi29ufiEYFgTxCQCFcmkJ0JubXxPf++4GAIUqFQAK5dLXBhjfOMagAChUrQBQKJdMgD7/+ec3N3/979bvAaBQtQJAoVxaALTFJDGJB0ChagWAQrm0BGg7i//p/M9pSv/d4g7pd867pRCkTAAolEsrgH43JjPNi0vtnN4EaDvP98h6giAtAkChXFoB9Ptf9WNOc3H+FwuATvwEQaFKBIBCubQC6H/8rqPklaP9x+0/umWl8R5o+4UOsS1Tf2qpEIK0CQCFcskO0O8mOF4HnN1AcwTod9M6/ThYhSDlAkChXLIDdNYVkwuAvpmpiYV5qA4BoFAuuQHa/rkA6JWnU6LodXCKOTxUgQBQKJe2AB1GmN8t14pmgJoisu4hSJMAUCiXiFV4Y619AVDzcwAUqkMAKJRL2zzQForjQPMv/2V1D/QKUEATqkwAKJRL9ieRvp6SPFcAHf+EoHoEgEK5tHkWvp3Bz3dCp0eTBoBuVukhSL0AUCiXNrsxtQPQGaDtXH6RxjSPTZHGBFUiABTKJQOgXc5SD843Aya/nvYTGRPou7ujvx6+g0R6qAYBoFAurXak3+QwjZ/1y++/XpowAIVqEAAK5dISoNMC0Zvxk1Z/0xIAAADaSURBVP9tuOnZDU9XmUzgJ1SFAFAol0yAmglKPSZ/MT8W3xH0p0YZPIUEVSIAFIIgKFIAKARBUKQAUAiCoEgBoBAEQZECQCEIgiIFgEIQBEUKAIUgCIoUAApBEBQpABSCIChSACgEQVCkAFAIgqBIAaAQBEGRAkAhCIIiBYBCEARFCgCFIAiKFAAKQRAUKQAUgiAoUgAoBEFQpABQCIKgSAGgEARBkQJAIQiCIgWAQhAERQoAhSAIihQACkEQFCkAFIIgKFIAKARBUKQAUAiCoEgBoBAEQZH6/wGVxXu0IkVBgAAAAABJRU5ErkJggg==)
# Plots percent brooders for each site comparing pops